From b0b24006bf33af0b5272a7869f6d52c446ade492 Mon Sep 17 00:00:00 2001 From: Your Name Date: Mon, 15 Dec 2025 15:32:33 +0000 Subject: [PATCH 1/7] add learning path about tuning thread count to improve LLM performance on pytorch-cpu --- .../Background.md | 132 +++++++++++++++ .../HF-access-token.jpg | Bin 0 -> 118086 bytes ...ughput vs OMP_NUM_THREADS (270M vs 1B).png | Bin 0 -> 145309 bytes .../_index.md | 43 +++++ .../_next-steps.md | 10 ++ .../build.md | 69 ++++++++ .../example-picture.png | Bin 0 -> 63167 bytes .../pytorch-threading.jpg | Bin 0 -> 113988 bytes .../tune.md | 150 ++++++++++++++++++ 9 files changed, 404 insertions(+) create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/HF-access-token.jpg create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Prefill Throughput vs OMP_NUM_THREADS (270M vs 1B).png create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_next-steps.md create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/example-picture.png create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/pytorch-threading.jpg create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md new file mode 100644 index 0000000000..bbb6fa1375 --- /dev/null +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md @@ -0,0 +1,132 @@ +--- +title: Background Information +weight: 3 + +### FIXED, DO NOT MODIFY +layout: learningpathall +--- + +## Background Information + +A well-known tradeoff in parallel programming is choosing the right granularity of work. When multiple threads are created to perform a task, the amount of actual computation must justify the cost of coordinating those threads. For example, if a computation is split across many threads, the overhead of creating those threads and synchronizing their results through shared memory can easily outweigh any performance gains if each thread does too little work. The same principle applies to generative AI systems. + +When distribution work across multiple threads, the communication and synchronisation overhead results in more overall work required. This introduces a tradeoff between latency, time to execute a single request, and throughput, number of requests processed in a given time interval. PyTorch looks to automatically find the correct number of threads, however as we will demonstrate, in some cases you may wish to manually fine tune. + +## Multi-threading with PyTorch on CPU + + +The diagram below is taken from the [PyTorch documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html). When running inference, PyTorch uses a thread pool. In PyTorch, we have inter-op parallelism, which is spawning threads to run separate operations in a graph in parallel (e.g., 1 thread for a matmul and another thread for a softmax). Additionally there's intra-op parallelism can be used to spawn multiple threads to work on the same operation. + +![threading-in-pytorch](./pytorch-threading.jpg) + +In PyTorch, the `torch.set_num_threads()` [API](https://docs.pytorch.org/docs/stable/generated/torch.set_num_threads.html) is used to set the maximum number of threads to spawn in the Application Thread Pool. As of PyTorch 2.8.0, the default number of threads is equal to the number of CPU cores (see [PyTorch CPU Threading Documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html)). PyTorch looks to find the ideal number of threads as described with the following code snippet taken from the PyTorch source code, [ParallemOpenMP.h](https://github.com/pytorch/pytorch/blob/main/aten/src/ATen/ParallelOpenMP.h). + +```cpp +int64_t num_threads = omp_get_num_threads(); + if (grain_size > 0) { + num_threads = std::min(num_threads, divup((end - begin), grain_size)); + } + +... +inline int64_t divup(int64_t x, int64_t y) { + return (x + y - 1) / y; +} +``` + +In PyTorch build with OpenMP, we can set the application thread pool once at runtime using the `OMP_NUM_THREADS` environment variable. The basic demonstration below will show that the default argument on many core systems may not be ideal for your workload. In the use case of running a language model with a low parameter count on a many-core CPU system, this default configuration may not be the most performant configuration. + +## Basic Example + +Create a new file called `pytorch_omp_example.py` and paste in the Python script below. We are performing a matrix multiplication in eager mode on two 256-by-256 random matrices. This is clearly a very small operation but we will observe the default behaviour and print the parallel configuration using the `torch.__config__.parallel_info()` function. + +```python +import os +import time +import torch + + +def main(): + print(f"PyTorch version: {torch.__version__}") + + # Read OMP_NUM_THREADS from the environment + omp_threads = os.environ.get("OMP_NUM_THREADS") + print(f"OMP_NUM_THREADS in environment: {omp_threads}") + + # If it's set and looks like a number, use it to set PyTorch's intra-op threads + if omp_threads and omp_threads.isdigit(): + torch.set_num_threads(int(omp_threads)) + + # Show how many threads PyTorch will actually use for intra-op parallelism + print(f"torch.get_num_threads(): {torch.get_num_threads()}\n") + + # A simple operation to illustrate parallelism: + size = 256 + a = torch.randn(size, size) + b = torch.randn(size, size) + + start = time.time() + c = a @ b # matrix multiplication (runs in a parallel region on CPU) + end = time.time() + + print(f"Result shape: {c.shape}") + print(f"Matrix multiply time: {end - start:.5f} seconds") + print(f"\nThreading Information = {torch.__config__.parallel_info()}") + +if __name__ == "__main__": + main() +``` + + +Running the python script above you will observe the following output. As you can see the number of threads is set to core count of 96 and the time to execute is 2.24 ms. + +```bash +python pytorch_omp_example.py +``` + +```output +PyTorch version: 2.10.0.dev20251124 +OMP_NUM_THREADS in environment: None +torch.get_num_threads(): 96 + +Result shape: torch.Size([256, 256]) +Matrix multiply time: 0.00224 seconds + +Threading Information = ATen/Parallel: + at::get_num_threads() : 96 + at::get_num_interop_threads() : 96 +OpenMP 201511 (a.k.a. OpenMP 4.5) + omp_get_max_threads() : 96 +Intel(R) MKL-DNN v3.11.0 (Git Hash 0b8a866c009b03f322e6526d7c33cfec84a4a97a) +std::thread::hardware_concurrency() : 96 +Environment variables: + OMP_NUM_THREADS : [not set] +ATen parallel backend: OpenMP +``` + +Now when reduce the number of OpenMP threads using the `OMP_NUM_THREADS` value and observe a reduction is matrix multiply time to 0.64 ms. + +```bash +OMP_NUM_THREADS=16 python pytorch_omp_example.py +``` + +```output +PyTorch version: 2.10.0.dev20251124 +OMP_NUM_THREADS in environment: 16 +torch.get_num_threads(): 16 + +Result shape: torch.Size([256, 256]) +Matrix multiply time: 0.00064 seconds + +Threading Information = ATen/Parallel: + at::get_num_threads() : 16 + at::get_num_interop_threads() : 96 +OpenMP 201511 (a.k.a. OpenMP 4.5) + omp_get_max_threads() : 16 +Intel(R) MKL-DNN v3.11.0 (Git Hash 0b8a866c009b03f322e6526d7c33cfec84a4a97a) +std::thread::hardware_concurrency() : 96 +Environment variables: + OMP_NUM_THREADS : 16 +ATen parallel backend: OpenMP +``` + +We will now move on from this trivial example to a LLM. \ No newline at end of file diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/HF-access-token.jpg b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/HF-access-token.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c02ba8988143ee47f95ea6939a2ab4ec31d7edc4 GIT binary patch literal 118086 zcmeFZc|4Tg`!Ifwv2SDF86`_uBPnFElVne}CR?_Uea)1L>`^ERSu07&PR6cM31weq zhzOZUF*S?dQN7>q&-3~H{`kIr-{+6#`My4P?m5?e-DkU&bIx^L=iF_NZR4RO!$_aA z5M*u+?SmkQ8DfO-KyU!Tz&{8k0x|r8A?PGb^l$hyOzuw}ItZfU{U?8-4@CbbKdAH9 zb^Xut@01xNOaMc#qN=(-6ZRX1(ZQjtgkLZZc=x*KuRQxzREl8#)LumQSM5wPMex61 zI#Ma)pFE)O&ZTRkZ)yrs8~0#O&wvo`z)%Rw`QWfiT%!U4y+Kh?4;DlHu-NpdJJlfK>uKd;$P`6u>(E{(&9< zz6fABkO#Dh*s1@J+rQM~^)IlitJ~joy1IJ(4gaPElmrbM_=KE4=Nk3v;eY3k|G6;0 zuV0re_+|GFHn9dNAK=?Zzd*Acm>s~R0Jjqs00!DbNAClu`vVJjhnd&`804pua}Uu6 zyo3Y*tQ~UBW=COm@YWu#24(;j1Mt~^b0>CWzmq5atdG%79>71kTRx$twg46a@O{q^ zLz_Q&+JghF|7v&SY_PuWAN-PQFo1s7PYd(2+rfkS;XK}+rhn>(D@A+T+5@w3_K59kBjIoex)2mdQiaG3QDEqeey*fYRb55S=R@SL;3Mmv1i$^Xzl z1VF#|0B`s9G2JN(cmf{^^|mzuFyIyZqr2;`{sUUz1kV87Km38`c!r$X>DvwuM?5?Y z3;_&ir)TyIu-l;*;OT|VhwAOL14Xu2y%sj zAuq@iQv8GYtAzcpHv!<+28xE(pa763Kgl1g-i*X3#nC90p)dQ0A{5oP<6CjL+ZCfAz=})aedrI0x>X_y6Dczp(%0)CD{^ z{-}mtKTkhhB^RIQTsZZdLk2^oReV7LS-O{M}c#zxn-F z5B}fn|MSKN@&Nrb`&$}+dH}x$e+KV^cfeo5Tj33mBpeHGgujMA-+}+MZ}dyLUVpb{ z{i{EIKra8TGm=1Ke)n@nKSES0RhCsKziSEgj0^=j4(SJ;j|%qj@(z{M1uKT9q-lV= zl7ghFimEyU?W{jLc_3)R>espg6L|d(?(!@I9l>sIZ@2t|JBEdzry5{NX!-{ycL;*G z*&ygelY3Zj`0x7YcM=9Lb0EOz6NV%pDM${`qY52_w4kGqA#@C~fNUWL=rqt*Z=mPF zPy`eUU4jyz6zDpX4dp?FPziJ&s)A~u2B;P4fO?^R=pFO{ngrUj0Ifg-XcHpCU@#^a z2aFdc3`4@CVe&9l*ddq>%n)`QW({+Ioq>750$^dVSlDG)3M>nj2fGJ*0DB5+f_1=N z!UkdEFg$D-_7(P%4o=5T$44hlCqt)9cZg1x&Wz5M&V|m4E{HCg?h0Kx-7UIex<_>N zbRBg4bRXz&bSre<;Sih+E&$&JSA-ve>%%SJj_|YaV0aun8J+_#hChZk133@Faqw06 z4|+y=UV2G-MWDeZ^mg>_^g;A-^r`fD^!MrO>AUHN>GAXgdKv=J1!zl(Y zh6siPh8%`+hB}5GFqRe=HW?Wi1sG)+HNaSOVDx2-VN7Mb%UI3W&N#?8&-k5*iAk7A zp6Lja1(PdNC{qH{ZKg*|Sf(MS1ttayS1&aqu6iWt6DN8fU0LuaknU$MWmh}j$EvqlR7?9S|A?CI>C^$95Nh7IUG4cInp^EaCC9Z zaF958Ih8m~IXyTrocWyfoI{*n5G)93gf8MVA{vo{c!n52ta7n%$#Cg&xpKvE<#RQ0 zjdFeG=H=ecZNcr&oyz@?`z7}h4-=0Jk0Fl-&lR2$o-UqwUO2B5uRgCk?`7Un-X7is zK1M!SK2ttlz7)PHzPEe?ejfe<{3rP%`Sbao^Wy~I0x|-o0_OxW1Zo6E1bzyN3+f7b z3ML6Y790}X5)u_UDYEL1J@LFlKjq_Cl|pKzvdgYdKny~sWhE0GA10+Ak(RZ%`s zEm3#TWYHSY2{AgcePY&PF=8cRuf@KLONbkbpBKL^-X*>&As}&7!dK#^M4QAik{79i z^g-T4Vv(OE`6YEF&q>~r?3N_#65D06D{R-jU2k`hcgya!+a15VdiS&xtJEQ>vr;#u zI;9AEkbBJc#O|rwGa=0)eMs6{I#;?+dP_!D#$F~-ra@*&R!G)VHd?k)c1n&z4kZ^P zS1k8_FXP@rd;Rv_-TQ7I-9Ghw-uv?R4an2UAC&izzbikez@TtgAwZ#6VN{V_QCBfs zu~HGQB%pL$DPE~T>5K9nWk=;q+seAV}A z9BM{t7_~+<;sN;so(BpJjH&ago2w_PcdAnlY8(tc`1s(m#vY9`8h12C5AhwcJd}Fq z#bJiSdWSKGTMz%xJg6C}S);kGrKshn^-ya`TUOgsyHtDr$nGPqNA4ZL=}79F(J9iw zp?0BMQN^gaqf$pbj+P(&q`OzwSND3;OK_a06q5WP`VcJcf3L zd4@AayN$ezDvb!n>c%m~?IsK+W+s^?qo(4f?xqh+3CA>!T{zZl#%^X~mS;A1eBbfl z-#XU1&xY3qZS&A( z(^k(m!*ylc7_# z(}J_QbAt1Ti>yne%gfUur_Y^!jz*we(a+8>oUuRi@C?P(!nN4-yPK)o9XEozzI(3w zipNopn;y%aM?AAUKb<{tHtXz?*AcH9Ud!Gn?;P({AAO%ZAEK{`Z=vs&pM_tA-}X8C zbJhOL{%8D~0(b)a0=few0wV(l&&!`rIFAd`49X571e*nyhrmKyLK;K)fT907OfKwd z7(QGlJU^TiaWdjrBzI&$)AZ#a@cVU(mg9FAf&x7T1Z9 z!d$^DTr|FT{}SsZze{i8RpPVazg@P!+VNAjx_m6V(mN~(M6tF--Tx6-!L&!)f4IG9mzo$-3W^^r_e=KU=0tmv%y z8|F9aZ%W=wzWFU1o&7TBKu%#UYi?LB?$+^JjkovQzJ8mM=biT z?hX|kEqGigUYJt&v&g4t?4I$x`eK>loD#;8@RG&SlcjxShsqw5iv zt#s|3I^MeEdRTo_J)yz70oUlzIM{Tosk2$DxvoX2rJ{9LYyNZo=NWCRZCBd1vC-J? z?dRK9JG?sPJJFq!U8lOr2g-O|K5UYUn@MU;kSD zb=@2FH+63hzO5h77-)QV_+9g$_F&r(YN%t_V7T|a>HGct+;! zo|Hn645%OB3_+G05M+B8qEl1*`~FkiZ@+Wrff4u>MJK3k{%(I>{V&OHpA?|}>i55= zfEqQm13P8@mvnm)x&qw%or@0q!RhGe;Ph~Cfu(=vVq^lVH@Ltm{p(`>b+PPRU{U>Z z!FEc);SAu9jhT`8FZ6#s-JS+Q5osA&xxM=is2|igbXZg0z|hFp#Ppbrt=&m`U?#eIc%Jq0 z_VEn~4GWKmjEcT|%8#l9aa&O(vD=sN5E3df!;9dP7Cgu*u;&0?nz%#K zFN*$a1jYaVqUdje{-$Sp0%C{5fWY9~5DKEvAS~_*TvMvAWt_>zHQjyt$;-Px*nizPXKo&9);~n{BQprffq?YTHoOvc*k%@G@Q? zPBrC|xs|jO=`@4YHkAJ14XV3gze{=U+#$o-p&+r8*Vahgr3-0FR(I3*tW4;V<%<4u z|KG<0#P+-2dV|+KIdK28K!K>uwT0Ki^Ubolq`XO!4}81XVeRlD{;QE{^Brrh+fbc+ zF`J`e(i4UUbYx4x2`rxi#y2B^e5okyYcN+M}Bf=-x3J zUsV_Wt|%QP1 zWXV<(y&96&h04gw_`9^SeUlUB^IAd*tEJhEc7FLz`HikjAHP*P0MA_OJRcSn~!M;8@K$6T|O(Z;RqmNa8 zLKL{T^@L=6V(?>IjLAQ$0bju~#R-hh zQtXKA8o45yccU)I`-t##MQIBVf24?6Pn&CVmoC`9G8r)xz4Z}7tji?R!f1@3%@}P# zd>~26>naxa5Y^Co+Xrt}%|GQUkY}Ix4f<;S(84e5NbP>dzVqaUV~P`cE}MJYqt3Zu z^9T4q;dOLv>dfJ+^$rv~R^1Puxoh0#!u@HBSoZR%jbCYL@?ML1SS7 z+>RqLf!`PsB8I4ezi_inl!!`{NgnNv6KTozDzwNsbNocs!=k(y%c=#lrz~=>?2gT0 z3oIrZXb2TTMh7w_dc7lKJOcOTOH&ZOzyGc(*^21@a;W~aqlsIlK(E}#T;G~Z@=Lck z6)SHzIkEaMsfiefZ)guph#u`lrHZtQFePXo_8o1`DGABssOA11-YyFtvnRsH%$SZP z0W^<}ns*^PHUN__5pg9{JYY`iAo1X(h+UU0vb>nHoF|<>QtyV`_Hby}oq8qU@-Paw zx=vC+B(=dw?v6l+CnMcEo=kTT%{ubV)@dZC7ul`3=GxpoO<&7(ojlb2cpK6VQl9=1 z1<|Uo9hAmU|kn6kiwnaCf#tgO~Qe+MH4`6YUFQL>8|R$q-JcsX$jX?+J@BDybez`oLMPA z4fbum10BQB-e8_stcnsgHoHh0Uh*rmytVQi7F{&NaG8U$vXau8TT_;LX8e_gh7DV@ z^RMXQi}r>aNFwWM?SJ$dZbMAZX~XWl+fZOW4t;g9EAFge{O1Tga{s_I`E-}WT5AAV zN$u^-2Wl;*LluiF-G(46?g93hc8eTvS(a>95?lG8_%>V$)@M$srPulnk4D_&W{KKb+-k~qPXXB z+3g%SS>Oj?-`?<308cxPZbP^Y3}dW3sq#Ur67^Cm%ya&^mdWk4*&fZc*Vo5pOz!ad z_(2X5V$|`|wzK00@fq*11QRStOS!$UejDneif*2wR<-i_5LUY5_TE+aChle467{X6 za`{mD$f-pu>6TZs3g(L@k3a5W>5xQ@t?^TWLAy>E+^20Qt&m{0KAGQxtWlVyKQPO^ z{L`?lFsA(ThM)CB-CEW6+TiuCIUhP#Z@y&tk+DCI8UdsZ_|k!^4n~4s&p|pq22B%cWr;G=&3UqxBWI|fu3A0kCTerqOmp> z5>6nmq8V1z?`j5KdxMJ%o3Anz%kX0$*5#333cS8&eITm-3u@mxrcHh4+0NJm)#TH-l_~1jviy%FQ2jlWpDtM*kR{oAp?o=F_pBr7 z?j8x|C*tGkif^J-v_yp-3m$>Fek(#qgTeU)O_B;Id*HM@J4usiAR8nh^A9HO?#;g@ zdg}|`*gB}adbxhDTb^{D0B1Vva`@mfd zW`Ufir}`dT&5objrE*&~w=nC-)Ad8nsUIOsu{8e=B$zpX9>l+ldkyp`aC}ye)K5O@ z=!+y|Mb=O0T*bYhl#M9Ka96&_!q3QAPc>I{x7_8v#rYk6H zgznSgQ5#D`cZR~+{Y_0c{zb90J`dC5X$I>|a z2^ycm=o?#IeRMpH$Ju3| z#)vv!8ZTF(=hW}tyTA52VktOz8`28Af+obw_Bx>jda)95jNT0s?9c9p6#0fsOn1Pf zg6QzF>0VYZoI6F!?W-_xC^{V_Fno|SHj@2(Vq)zZGovTOfLy;yr&B8e+mHt~UcRyW z+KsN9uOC^B7GCyML2(|SfBGm~^XwBOg%>e@Fqa^>dH;P_C7SE=PX$eCYjnV^t;`F_ zQJ)(0TuflC{XUE{?FdJb7H#(ipiTqx&Z`GQ+I?diN~x~G;>yv4z|mD>poNa4wNl!< z+1i5Yxiyr_V6Bk07JW3s_o}L=wGEApP1Y~f%esU$rW*ICi0Y*V-JqS_h6qjrV}ZDB zh{BssW7V3s7+1y_&OC_07a}H>)h5jzy%F!h`>hBm?O`VxvT{l2H!!QH94=f0{)Xh4{+@wVk-i$96g5&5 zv2&{%!UAzolxPMLZ>^xN9<4=m{mW0Bu;@+IqSrFfNzp~NIr9rKk9OQubKG*BEn%%pyI zA;AJQ#x{psOTlySOm;hF#N(gjh--c|N?>Uly%6ZFugTHn`}&l7BOUezdMuxYupNqZ zBFc1ipc^u}L@n68HLs-bk}^6s-e{isG9Npl#*{fHCg5GJR22KPX$~8K1+xq{3Db)L z_HLSl65;NuNKW=cpJ;~ZyVI4Ao>&APtgdJcHd@K{2$Osu#uZtF0O}A=hv|rjlf!hl zQP4!S&RK2>tc;`*$un@gx#5O+OV0cNIpl5XV`;0jHp>pC=NPl^w9rC=$H28(1QTgx zGn*Kgynbdl^tp1^PyXqJ>DMWI0-FTW=&zE-9BG9X{Pnu9;rORPB-4ob?3nC%)VS`R_V2hCE|-jG6gul@nx6} zUm6=wQmHs7(ys?u8<3Yb+oR0qAU{UZ&~Kiqnd(m2%+;{&E|-@p)e?wEj3L(V)@Ptu zYOC*lp-hs) zwhv5JZ|*|Ye_CDo>avU)-+E?IaoSD3Ql8A*Z|)V$_r#Rz(u-F$s?7@yrZfwb*E;D) zVTa~s$($+12Xi^Gt6noaQGFymPoi{dOCk% zQexqxX<*r9lce#e2{yd?_;bQ&>bFW4ck|m9?GJ7RC2?uShc{oY8-Dm?U$iCDV=F^G z=s)*=n+LG%!QYNL?n@%YzJ%7X4Uw&zE!#f4^+hew4mI2+2@0g~P^}s;`<5?mR%yaE z5Nr3y>XMbmO?}u3aZHVP@wo*Q|t{9se;fG~P&!3Nt3Ng&yaP`Uv{xYQl zoV0k?xFHOoiq;S2vS-xNSoyM8RZZ&dUk@nrdRxY3exBGR8JI-Ozl9p< zP{PeWo*gebQuzs;fvvG`x0ndDC3szHQ}M?5f1pXMSo+b#-mg{Uyds}?ekJvXy}+7S z@!p&C1>!T#4=#Q_-+1(bm_R9f;^L79B*^3arI(Q!yDHeqi1F?)N+AJI82CF%Cw?`Xu|!1@!!> z*u!AK0SnpXFpS?z?Nd1-i5KgZ*z=-4OX#)`)~_i{E{@fx{t&cmw8Y0bxSe6)et}hf zkK_UdMawL~1x?zA>_IV66iJGe=!uo+fC~Tn%gxBHDjhTTBMZ;=raRp^Fl5H6GPSIo zFcucpj)VVn0c}lUKfY{3V8+&!Y1hrs!0_t0hb5RH#s)UCs0FQ2Wbe44IQAi$q+j^y zz4@Jarwgkmj4>4s`aWJh5qtXmRlEy)99NY->A7=r+?x9E8AS+xdylws60pje_9m}z z&A7s6!lK)OqRUH49x%E2#*?!+bUbz;X@Kx$m5o80@jM(^gTlQk{9%}zfn9z08T-?F za0yPp&=7lChT?>2ACUB5#ScsnIZ}}jha@Stn?GC@IhgA&UQp<-Q+40P@KAzKw!1~n zD9bc!hu|yC8X)G@>WQc^`v?Am*-6Lffx7NI;7zX)=sMGF6L_fv`M$z$j zU8}jp+W0lLmOGoZk=B61tpF2zwih`$fVaPj@p2GL6Pe<&%g7RwU5hwig zw+26LWj+}{Co)3%?E*ZQWsluv$muO|2oO^k3U?C?RMLN4oV2ycM9rmW5ixUt*S=dQ z+Y$$^<-UE={C>CXZhoSCq0z^hQ}1JOi6CT` zf|iKvZ?Bh{6YLUgnY15lHTRL4F#Xge-EddfhBsSo(ai7KEk@B(0{Zc=1th^LP=pdj zDkGmDN&+Om*d2=qgU%K+sf!%q$^v4T=+J!RL|a6I0^q0 za9EvU4H#ty3|_=!?&c6_wv;x7sUNs9*;!2#G`GUvntyUZr`KHmgpMOM(^F9)Q~t2d zxzvSzv4hh^m}28KS+WF0m)eZNjR4`sLL_7V&2<5DLPmRYeTHv|a!5$2!`SHy1^fHf zWz%I7bdJuf6v)8|C>nbswXltj5_V%VYa6;cjZ1^~qQ>>XeCtM=8utH=coww{P0+lu zKlPF|R?R1a?p7AWW5M7D9-!#w31H`E(s&J#W3gHUa>q}J%;Hme@$zOdK5iPaFOyV~ zHO!w~JY;w}xhR$cbgLPRwC1=`6v1E{N}_2ukR0$;N?$O%rNEI5Me#XKNp*#l)pqjM zA3l>Kd?u>Y-sr8a=RQ$(>|h2(41~Do7fB0%yN9TE;&#jvU#zDx`Nuu#{Ms z7S_#C9@py3 z3ryTIC|PsarM9lg?>jclF5$jdubFde%A(qr9}WC(hm)z*V65!1=*F_gnox_h1s{*2 z9lS@Q11`nXEXtLTuR83FutWt{w&+9 z#9t~y4~T)e=W%7=9vYG;ap$qPM?-;{P-Y~8FH`d+x3m~y#t3t7eGEzCyabf5AZ}(G zY5*Eom~fh%q~#t(_`W{hKs=F;cVf$5dGYA+21{$+7kiI*`IGW0Kip1^Sw5Xofz4wH z(b!dD1fm;t301EhE+ZUkcyF47wmYNp)cnj!)VV6!Fk9utBgK8L=$lxAP4(mr2Wlx0 zZYJ_c;_CB~R{`oAQidNUt!nh!^nRMpdqntX^Xsjh;MXkJGb(J0Q3E?Op8=8lWf;+Z*nli)2kjv^n;67;H5nsX^Uyfij7Vg?S;O}@K1 zfl8$KK)fvm^x&`3k~E+&FQ0&MR?Mos^1_ z+&?qXmK)h5ULNDqkUpoUY5z?P$nY5L?d2}iGej?9qR{f)Od2*VEPsHc0Q_yic(cNp(>`b+ojsG|2DaIe zl*8;V>Aj@rg+gDz4t4xE)B|0B6Q9voACS3X^?}Z?lSFAOHh2u2lr!0Pngv@wdT->5 z^)UHxT|`rX)9BQ*+nWb8BDnj=t@CFjISZRG1doh0?+3EI%41&6P4I~E*1(cZi=di5 zOH}UI(~M|ZBE<}l{|?i^uU^fGUYbC6$crCb{4#OMwI$K|{p+0d-PsO&>fhpz& zg$QpjcQSyM^lx1WOHs$=7pK8nMZN=~AwgyC_XekB%1%r~SyKK*}ZbQ!N z>^lu$aD_DXKn8O>>hfvCuoo#Th<`RwN%31sEZ3M#WuVgDe=VBIrF{3xdv^G`D-#G5g9V$Ym2C* zFC+&kX1kO`yUlg5M=_2jIHFUxXmFA`VL*?tSv_Z>E{aqS0S$rYt`HxzV=>uz%1 zc@rUHfgf`x4}okUm<|arF7N69dgFa5IwY;?SVaOhrK;5ie^oCeqt`I!sC|4g`_XT_DB{v!ExZYah4-|5Cx&2GIKI&y{b;?4GVPp@4B(JFj3+&bx-eN9FTv_uQao=_$oN~E#E0LP+8?lEMc&odmubyOz3mZq#>1ETr!H|h6^r<|K|PTedqS`j_= zM&59bXG7DzSDbS2F%)ia5}ix~h2z_oPnMXyR|uUB>C9V5FCIEd>^);^c7@#m>|MCf zpW5n)Ql!I{TbQQ%rOej%`Cy*2 z`zQn#D)i`RF9@4=9inxka5Ksz`9caGlE&&8LPT}X))jU|DYPo{7(R%!a31_N`ebnI z-q-Ts-Fb`ppZf1+NeLqZ*XdJB`uQn8V$TB`B?pVEnSCm|c7w>0-Q}y6Ok;pg#}K4Lftx(k$Cz_iIy7y1 zmR?&Phe&%XYCr(nMlL+>*^C>p5+?DU=e_DSB828M%kB!kcDZ=BUBBszrYWGmO^k z)AiK`;tGvT9*FyJM)&Nq(JntU!;|%t;Zi~+FI3IG z_Ll52{_YA&3+u_+t_JT&OV>&$vaD`R*Wbm1lXBe0>E95Jr~b>uK(T3v-ded?;ezo`DI z0mM~>TF@xuL#>MA2dD=o-ZA}Dh^EzH0G>u-x{wmJDHdEyaf0u@D|5?aV?^HgL`3*3 z^sx5x($y&VYutU3R@$q|`Vsk^jbuTn?%0OJL6E;dm?TYPg@+VH_Ti^z;;omcHtA2>#acg*sF2(1>4{RUA#@>Nto8R2JnivNM<=64H| zs;;o2#*8U2A_r5(MZ$3y-^HHqND4l4@ z$?_>JaA?gA|4~*D^(6eN5bHx!J@CHw7OtA#!*pn2a33s0;$Da-4*9B*%=8CyEuW_y zD;p^Zdpthn^6Fj_^Y9DWDeZ^;;`iZ{4{<`Y_k|)f4vHY@5m)|jOm?*i*VhbJ zJwD;u;D2sPSN)aJp{67$q*v}Eg^236+_^YKK?iCX;K(GJq;R!c>P=f9y|2s+Ud1i3 zyMPzFZwiB0$4&Ha<*?oF4R-5+B2a|T>K>#Z#RRC*D8+6l*8D(*4_@wo3$Iy%#ShoB zd123Y9AnQtE?IItu`55GE^+VT!k?|8nk{w6@VV426NaWFB_u)~a522H0x0Sz* zpYu$ch@75hD8I`;pJ(Jh#NzyPPaf4AsKrez?sma`YE2yixTPI_m@^!zpXQh@()N%d z%$tbpnzkHAzCY7tH4KbCbNq$-!G1Bdhvoh=bRM`Ytb8m4D(J-EO0Xc<H?y;PH&5NEiPZi{&R=!Ph;&$c1j8<3#<&?NbRj)9BV zT8Tt(Bu1*z`SYkov&U*bN0(2Y-NGuHq+VIcMp0@rGW$K>8QVPxCv$;o;dQ*l@Ih~qoGA*WfV$%DeXBd3gCT^tbAq@>o-Vvq#C zTuKER=S6)z`!mDW7WPvL%qCak`evUguQrfPVv##$_B!0V0G`r4Bi5E-`HVnK)eI}G zsu&RIrWrPu>UNsdKCwLZ@bWwRO$I=iHgtR~?75y$ zAMRQSp?cARhPZMPDTejh>SNLyg^n~f)>kjv(>TCvbCWL?n1xOG+mJQKv5P3o{hhOa z|GEF$JlG!k9cKSTF)TS)?SVZTsI(aN_jc2Ym~^T&1rx1BCmAhw?5!b{)dv`z()C=ITI%q{C!cn$9*fZ@LWu3%3)s zvAhjsf^cneMUl8cRu^5=jVFfUV>o-k`+hu;*Xon-B~4BXc^@yl7;R)~>Z{m>D)p4< zB2Ng+R^s-)~1=EGwqd5MQoMfoOy)qaCMl_{)K4^KfW6>n*QO|T@~&wWqi;@ z_e;(rb+~FqQWkC0jwo=$6BFhZ;ba~}XSPT7gYeC4%6=F1Ut1us?iCD&ju-?7MLhGj$M#)l zL@NXCWqBhZF0o=+)miM-Ncdp8^EOm#WrPt~St_DyY-|&yXf+UpiK!x-ck)_z%)d@_ zD+Obge|HwJ@hq0`3BR8FojDA{x1*_lEw4e) z8Q444ULsRM>*2ZS{k3R*pUsK8`M6raAcaA(&{vI88D;*1M}-}gt`K+yPPL|>TVlV>;8C%L1Z@snA${j2jeT%6 z^xDUToL4~Lf%gp^KYJHnWR(N=>yZQIqTQOIc{*4hj_;*iJi0+5{i2Al9fdiO41Lm8 z!vSAEQmK16j&o@BTfSR_(77TLse#AuA$#LLTYdI|OkJ47@EIu`mHKy~OW(s^YE=4h zHG&vv`K5@sx`}^e_m>R+lm7R3g4`bdJ#GDG3HYC}3~s;wk39b;>GJl6|H$)ylsrfN z$g{c=_;kt?e&x*`;DSX&HndL&u6B?Qub{-Lw5@z%j(mTcExz)&P`a}FfhaX==;PU= zAJcl`)`i!=L42_1Mu=EnYk5dHm5Wo#B}=$Wkrt<(u#wmf_2yp5dTZg9bS?CkLRFEwx3?JGU&G4q*mTH&6Y+LmoD9*k0@F2TX zHE{hf;cTCc^%ApR6NmWh=W{87!<$v44Kfe#^7hiCX+xN2N{!kY^DcBQ+y|%z6O%Jh zyEklW>vOj>toqpkl8w=MYN;R3Tr>uuae8HHIZY#O9BeFAUzx4VT@$aubQ;cE@ajIS zFS}38V?!OO3e#%w9=PErW?8;FN$_J@NNPdIQDoJQ9s2ur2B#dZX=-#@B3nZNZmbE>{DxjSs&n*q=<*|Ie35{}+9Yh1eebJ(T1rG_2R` z50}E;!u8LEKhqR3MT(fh(N%EFLH-$Om`VlSu~k_S;)60tQ;NpAPMoE&d?%EE5Z1HA z)s*0$UfqEyh|m+&^loNpS|{rE_Zrqbk#u%`DQ7Z8=WZJdEeOR)(MFL3vucv!7KP{X zrX`3r#pf>-)NV9+G*TtD(X5IjBb=`I*AVVEI%dz2XJn zZ8Ke`_0NjzZYC*$SSvTlzPzoXjB+@~Ma|JO^;HhLSMp-7j~!;=@{1aywf2+y9|zAh z7Lw#gDPpr^PTJ^BSov-UPH=TX-ESZX!?$|wTmPECibam}Aos^~v+9H4Y*u+}65^#67uXCwe8=_-jIGaMRsq);eMlwv_1+YgPz+yWisg{D z`GxYgWiro1aWaQG`HMJB`MoC#CcGumBIf$G>v?e-3XeRlTI31<+W2j!_1cd_J4YubeUEu_ws*k!{qD>WQM=}dp1QPF8ez&Xe zVn1wjLj&E}3Zx=)L+EegB>R^;IxY@jl+tRNOtX+6Rl>a*b$!8 z5x!JZMaC_f>#VGeWZN2&a%FS&6%3 z183Us&)fuUS$rkiiZYuIa>BlI1D$K0hd$_HG&f@xyy)p&l7o9Yf2MP{YyP)So27&Z z3U340TD@#dQ;7t7hnMfoM8@DV(oYXNlO;;DH)do?n|ll0&&!exM%mM`9<~!Te4X)4 zOtS0iB=upM}!d5p3;P?ymn@5CISn%z?sMS() z|K~d)8ey;p*v^occ8wR0H%&H6caEl3?Wpc$%$f66o z+Ej@R-KPRtwaa@K=h()>ZYhL*yw=YiD8?XtQNSnFoBvq>#|12yu-s#rh=J|sYbX$= z#nlwjSE1(a0i6^TS3BkXwatTT>O#W_AJ%V4XB}|Cy3?CiPT#R)KuqXwrco;}0f8h< zua4QLUhRR`3ic94yHHmIMl>YkpS}x=$>-47A}gY5AJc~UTd&n5l@-jMxDk1%myt=G z(6H7|#L`%+iI-`duA~$)jMj}2tDA)@r{we>tBqf=ZS+T))kq*~vCs2n-v7w#I{2b2 zG*ZemwpYtVI3?rVI_W?OZZ;`S%@0)zjH|A>p2FNYM5@Hz)+fW`G`F0^5KNqVFym5b zW1d_ebaql`4!e6B0)bsMJotiuOhYgdQEN`bX=SI*(_*c)m#zFYxsP<4K8QRfDt+C^ zAwnTgv*oH*J-k-U)db9s^&>Zcrn&*8@xk~4gG0P7a6+mZDXPss@3VNrs^LRGpw64P zO>@MgzY;i~6)43?c!l+9w%>qF8NF!?91kQN21ht}i7U9Ztxm+4@g_G>ERK^H(YqqA z=(y7TbxQGOUR?G=i%q9p;{CBX#Xcu()ZgOXm7@2GHXwQ|NXlT36N3kzK$UD}kp#&I zOozInIzq6|3loy^<5BrDrz(BhukNB!w@=!}4+#~RE@Y`&mKN}XVa1dpJE-)#`ls1Ce{YzG$j3g=ZldM zYg(l=piu;UKU5+(e{hYRubCy>Cgdh9;4fC!>jj9{I6>Xc(L)wv75?1H~?Gz$GrT@%=}OK ze-ckHe|=;w-yRCi!s%~14(S}UAe;H1Ib!Agh!QL3^LwnkN0O>uw(VyNXyazPeCuNB z0u47goV@i}4z6WC_^pu3$6k~3xgW>(w2$TtJQhR`^*t-}#a<8Wmadh{+}EO|1{Lvi7t}3M^S$6gHX zb|Fujqy^Dpj;UQ4^3$YFB{=2xV-e%WMtL;sZyj**bfANlI`){27VaNv~q*npqfN$XA zgTV1&EI!T;1=mJ|%u7X4izl8fg(u*v^?ww4yD#9&XE&ls1*hMJpkE>=0$rQ0L76*% z8@6$hku5alPh=U|+c?P~iZU{lG50}a^H;X&8sGW}!(P%tlxJJQj<>r5geV z#>OsGQ5UU_B6ql{gK@_)(b_RjbGv58c{@}U-!#O3E3I#Awi{DgFO%`>Ps4V7a@Njb zpmDW_SAUcsZ)%eo=4VOT7EYua#Q%rA_l#;PY}bS%h%_Pe4ngT%y3zt7O%wzKL`qaT z2#8W8BoqPZ0s;ckL8OUvDH1vgA_7VYEd&u!A_*k~Q~b8?ocEiV?|k#;oLOtm%$y%A z*2>!D+4uA8{oLict{c1_*whG@`Lgk*qxXxZD7$|q`-+iF9PNX9UgR0A7Ky9miiTnS zV;ur)m4WBPp5x9DnE?S1Xal>D*v!SEb+ZIGbL|g5_wL?ljru6vWC!mc7zgWfi2ye`8 zdOIW*g}*`tUnS&zE8Go;+EDV*E4)^~KF7yL&=&3L}K;;L74DCB<~^`F|T8qOn?n3|4TI=T9kEONFBcTE3zPQtwdtLk9 z&v(+({JgkBRu#Hi>b(+pQAlAw9-BG5OOiG1BrAP)Qzw~V6qIDJnjdR7e>~Kj99B<_ z;_)>M@s-R_gWYvHPPTWCT|pZ4UQq7RPHK=Q=-C+6>i3%dI?w(+`+nuaa{cRCh6cIH ze8yK6D^lc5|CM*{ID!$9*V^V|Ly+-0V#QJTIgAWN(lH+_G{vcQF8@T8qwrbu z^j*{CuZh^c&o4Iona@?E$esSjbTs8d1A-tCJ?lX`H5;Xm-ROFC5Y1KFnfle^bzK>T z*XekNIRU`YVnRUI7_+sRwtviZlNIX)n!R9GcKL2yMA@&0ktQWl3ne0 zj&oykz&OnZQF$sPT^MnnP`Z-}_;BA_N$U6x+Ew*onBbwDhG5|BAmtke&Jn$n#LVbylL^ur+QvxXK+>4Z$odqYIh5yA z3bF$L)y2`y`iwHY3eYS*bA>P4)mVfO*>W<4?uDEUYGd7yG5cKbF+C961A#}}8MxbD z&&ij@Me2MJF=R=q$0v=MbV91D- z`WL7P1CQe&H#rnBP}<@+*hJFWC;Cu30A8aOn>IEx9d5^0+W50J_}+}0vjyMl5h0nU z{TJGk7~E~Of(I^uXs-3Yf&0fh0LnH{LE3wOkb+{PaFo!DFqvt;^e)sb@=@oBu?_)R z>vlDTtyoY5b$NF_7B6KX;OEFpF>3Klrpcb<}R{o{YY_AMVJgP{M1y!VY zlz8W@T4}p)PF*3EF;2ryB7n?zhgCBfMzS0}>Qnl(j{nuZ9({fLi0|6C=Lr_N21}69 zs-#QEv46}g3R9sK4kQAu6#z81tSTdFsepgP;ceB``D7pEoBGetpfeReiwE0?wml9D zC7$KK15Ds@WPijwdVZ%T9HYV>VRk7AHU|%Fc$FU%pfSnB{M5F;uKDA!yQu19^!zpK z%$4x(JdPic?SYMCcJ#*Czz36}3t5I+! ztzettpe+yK_o?Lv1ALv8KE$JkUlO0c>vuh8AF&~o5=|UqzaDnyobOAY27ZI`ir$~= z{KL`e8{ok;Fx-CnR^Hsy@XhGH^3&?>AJUaM&O4yZ-!VQHajf`^M*o+$=0EXr|8Bh8 z|7bJ#ZvhOHzlD~uKcM%IN%1t)!5UTeG9DTSEH~g)i0fk}>8?Xh!ASgL+Unavnh8&{ zmwcb-spWm4JBLGaH|ZS4z9$J_I42^F{qOd*EoH^59F3N?Rl# z$CSBfOh`df_1(dZDe{gZ}xI~9FN-jlWs2c>`P-Wc+iuxpY&Y1NT}RWk))bw6HJz3)#(U_9(+7-U zOaRk{1DyYW%q5%NThqe@2##Y=(wU5$brt%hx8It)iMY#Xv}%6QPGS2{x2#B>>h40B zXAvm0ny-d;at$v$y}eMhKDM(>=-enBbVg>PI8eS1{|b zmb7_S6t292)if-S@ZTs!p)keB_QXcA5pCjJ1bKsD^KD;yxgWPrVe!{=5l(Bp6QYtE zOx2aS^e19mL_p^lH=B0a0hqTiLL3gB(S)Vxgp~r=bv|EW)MnJ_;OhWGJLF*S`R{W6}tJn)SWH-*+TIo2ho9!H~ zXQly5(k?xG3@HE)0N5so)A(OG^%m7Wg(^v}u0Dw$zqT#8J^k3xC0n~Sa7gxq{~r=nk?hD2Ck~6d$_6Wu!Q|TDt}tu8U&4arQ)8n|fOy(!-_reZFBCQ8?VN3kP zUTU?08U-|MAo*ie1n-c5?fIEXHBy!?+*_6EDpBwkw)KR`%P&!S$ugT@l2j9=7>2V3 z-T^=4wpWeA7U8{8<0p%|nchIwUz9eJz7A!9YvZ@ZqOFGzEcjo=XMdnm`GnqnnScIE zQrpzTGt+%%;HmschytA!MGD`EZAu2ntxG)vNJa`Tp%9kp#z<&wOjza@O8EhH4^`Lj zVPBNGv21SB(!*No>4_0qrgrF=V5}d*@V5F2m?m6mlZy|Mr41)7JRxkXkvHd<&m|px zc{{!A{oB(80-U(hU7DCRUOgMK=#SD)WIvLXHulgnx38drlsKbwk!;nm*Z8X@s_1^5 zbWllHvYF!jQ-rwt!PipTtG|SCM`uoFq9?H7!pSiM-&BX^hg zmt^NR?QGfE`&{Y!XYmgmrf|R}EN4e8MgEKjL|NbaLVaP!SLO#)$o!kMo9S1$jzY*1 z$lCoHoGS)`MgmF+k(ep8)zAk2V|Y-|g9a1#1}DGl_r$0;o6W^djh31`!r0ju)9)Wy zL^gs}QFvQ`zFvfd4lIFBQCLZ$k*9L80Qnp!)!k0Adn4bx;GCGD75#yw+$-1cKKqD+ zcp%#B334C|sHRQ-)wpnvE~RC;&2s{u;{wukXs3Z7Vj6Mw(`P6x-O#<6OOhnkzSwxML)9*BwokX!$;N@#@6EyGf*a!kE`9N4l!1# zt-CL`&X4ZLl#PY!o#@wsrLm~Wz*`0KKl&YKpq-hx0fNL;!1wGNg0)`rhw#DuGUl9_ z@4s+%j;c!XI}?=anYDGvacrEPGrld8qYK|j;qaRsu!;C~`$bV?)(vMV+RLM|PJEH) zv+=6%@fiJJM_@cJ5G=E_6Mk#0e?Yi1__fR0Zmgt$NPk~RhhLtYi-W{H^h+vr76qRzC#}Koy*FgaB&WvbBFdNoIW#}9|esyQI;1H*NEz)at_e_pY z)-_AXM>>GdoYs?Zez62X&lhg1wpU&F_HK*%0PhJZ@HS~}k1{5R*G=P~H=@UUNXrc~6a*NGWJa?6= zO_$M-2R0_W<9@u96Tm_HrThMJi{qGe!&s zC^ftaO}Dz?VbV4mpd`6}HWBR&=}l;kxv%PG0-W73i(n^#i6TIxhFNKfL7ZXng;Ub)?InG9)H$A06=<~N24qVZ-ct(@ z{IpSk4QCw#!@F58_AU6YF(4#K^+SDHr~u82qnc4p>z@mra1s5Gfg+tbiQuI^hPuNRKF$*#6Vw1-v_yk2_PC8%^F-LZi+=aG(ku3Dd-xES z&eBrl*+*HaI7%fjwG_lKs--4|CPe$VhPQ_;?yuWXwD2_}2N@~?a6OY~Wd)_nE4E&7 zJe=YkYG+*xzsXi+9?8jHV(mayW|9=GM^Ge{Vt^+=ks#Y62YB=z$Yjt?MQmJb?TVWi z`fZh3yX>^WfqYo;YsRwR)|<4-dIe~{c$TR932mg_TH7NO-bp2Gtv!FIfUFM4-9D^r z8UjCF)twExd$3gRD)iaB*=5A{fyi!^+36>(CLzslvW+$+*Ix^8fDGPH3s9Jse?ZMg zDZTFA_%RwY0B}3mFJ?e8^Ox$&Y4AfW$i4F4U(}jX$0>J&*Lh@0#ks;ROZG1levMO< zfMo%sk_OHi2vP+9dVdrRD)1ccE7D7YH)U|AG-7YpjB0KF4s5RV1J`_bJqrEeOuuQp z`HBy!ns=_b?j`jYIIDpqL1R}Wpl}7?9UI{8eV?G~*AY`;d^!OcvGpYH9Uc8RXW@vx zY0VL=*SAm3SN4WGh!esB6{pU7+*OB90fSJX1b>2hsgM+tcI?O(Bjz@NC+g*<7B%?g z437=Iir2G3qExIkMfG!qr4$`_Y3Rqj2|NpgRNW)@gmRw4u2D zk>B&FXFIa7KEJHr<#Sv5K9Jm7W{A9EJkiqa47h+$+^C3Z}#=d>QW@oeCJ0w;rldp0K^a{PFq5C zFj9Evpi2*k{P-R~TLw8&EMcDeDx`kmPF{XkM>ASR?Mf=qw{bo3#+KdY<}RcbF3BV6va!`9u*8ug%@uqm>!LGj{1h@Y$YzfBo zrk!x4JD#4#a+Pchm;Lh9*;Usrp2k%?IjHD2xRvQ?Ik&wSUB7Rur0z0pz!ecrV+oD+ z+qm9EYI;z6wUyMiSm06%Fx9S}&T_ArjD-PUjRDs~{U8h@&b|hI8-EaWhAI({tzyOcK&4fp%+PKnYcR?R3}7p-Fk7haUVAYE26AFljHo9-MfKikw}C5RL{ z;K|<1k3wcm17Gw{)fP&yPF!zSketyhPPve6vCG9VsH$Va$wCefvt?((09MNE z?r0@!0oai6u{91kmGw1dAB5o5t?&=8M>vCj0a3NLL5XM7SSoV!d>^paHd|R!IUm>s zI^8EeK5~?%R?*nu*QhB_OevJ}Pzi!fN`@Q1T5Pk}BaGgqTkFu*GSzao-K0D{_6IvSzeq9^Y+RN{8$AynA zPm>6x@J`We$Qz|c2Tj!T&W@S1PeSaqSSaaiV@7G^;H)Ji7OojGUMXqf*YUu7%_Lng zvy4|`v&wUeW}Lke$&0+z6pN503FFO%*4kClX>z308~6_huuwed{tqXJb!*I0!&-OR z_yqZ>EyqcbkP-MA{_+_1h{B`HW=%{WO%MR4&U#0({?|`FVvtXVylv;knESJ6AuH{D zt{-}qJlCw9h51y6iI&@^A4SLMh z7`qReCUzH!`k{EMpRW9lBvo=)#6vI}#RR`e!B1&5Mn`&!4qsqE_aIo3fm>T$1L*0RV?Q$ZKUUc9#c z=~k{D0anR7adR21AT)HVB1PeB-2XSL_{K5Y%zJ9aU9fM?mU;5;MZyIJ3n{b`^ zCO_l!gO9Mh)NGt9eS!BWPMmY>RL8-j`qgQTrD$Q(&Xk#tGm?o+XN*K_Oaxe7rj#-K z?K9XWM2c2(; zCdnVag>^`RBpRIkE)W9gmPT$IIzlXxC8zq={nwfwvBuw03g!D;qjCX();7zlredeqBU?ex9S z{>ARu@xhZFovBg$0a>HG{0~&!W8X{8TbPI&gaWMiWU>-zcLclv6QCI2Y1MV(G>=a8 zg^N?_C42BUPsn}#D{ZdaCivBypfXa}M^;whOPm7%0YW1@=5Kj94ejY))AQDvXe})} zs2vW}i}K-p7=W!jOJ*?*bjmLI~yfVEPU4J?Bg5AZZfk=I5 zOVS_|3nSf*a8dC z*3-6p@Nz?WTr0@%-N}r@FR&XoeuUX>7d};8cD72qa3{;Svhp;qryhsdNiq2qo|xlS zLuxv(<^BP&MkK?XfRsy;m`K}a&f%;{v0{*_&hx~yyTcw~vJ6qQ_6naqsTpNB6svGv zWk*HA$Gf8|-81pV!mavBx`wKIMgonOQj^#j9#m36%c@3C)3vrDYdWV z))?w7Mb6)S()pfNJD-^Oixd4eb;y7pKNWYN5X4FXK-x1Q6Pk-bzMd>bCoP|^OBnK+ zMu8NW6G{vY6ka;LUs4iU^yZk8>$?<)j>%?B;Xd~Nme62yX zqSV+7s^=!jk;Y<1K1DhAck4!sA(W}vG`S0HNv^S8v!P7$A%$Tzcf--kWxFkg^e;?F zsnUjiKx6|J`Uz*;0A`G$NXRHAaIYt}BiE-me7TiI5^JiL-+M>;s~tpmCFhwhgn5dm z{Ei}SQe#nm0LIpFlspCaBJDDXHJ=V;3(%uGa{g>qUxapI-m zP;_^AH>H%DrWNrGXyAYx4dVP!qD)YJ>8{<~(H^NpJse2plic?%E-_mYl2`tA-X3%h z^osZgM69LO90tWXthJif5+Eb|PPwKCQ(n82oM(Ja?v5u}Crd%_lmz60(p)cJ z3Wyx^k5Xp#Up=knxmfK-NH1t=i45K=U01iG;5Jgcd0&z|qtwcm;Gw^AP5W(x_UIHE z(67eHZEzA;iAjW4T^o%dre~a~QP)as-k3klmT)Xy$>qsu=V#G9;ihW>Lc~Oj(O7_B zj6sPMkIzLgL`-d9W z4_x_HEqf-qxR}IaPiF(+zI=szoYS)>AbLr>0`(jeGY_O+&4$4X*`s9Q4z*dsNh2uP z;7m&ZbO_Bh#r+-aK~lH8U%L14*9J=k^zCWGdiac*I3v;ipFVbR1mIl)oN-tRb{ZiU z;cQNjeZ3lhY`=TEcTaD!hl0`+4#d?zcRw!{_x6;}?KcUHTZV);^5a9|@uN%!wXzkM z$UmSM07$7ovIz+G2C^qQj)~>Ho{_VcTM{QdJq2vBJlBTVPd&8n>Jy^qydez3xV=AV z%o8Lzs3rPNjd!%)vor0@Mfcsh!ljisCf##WZY3cjXk?WQpEL{xPpzwn`8qsY%?)k+ z*n)~x4*0sapz|xk@LgC-qM!%|)3##>j{f3|hOC}a)uNIAi<|u&uhGUrRh<2)&F(io zGhDYnaWOXL{HTIkieUsK7V3#y>|95tLf3Ukp%`G7nmae3yt7l0Vm_4KAR%8l!C-Mx zTJ1a_f*_5UM1c&{VI%c$dwgJK)9S@?F6`dS1!<{fKD!u973(tg#5l z`c@1=;Jg2NW|ELpVr-29KVNrfZ`h|_`d070m|8zbE8Ov^sJi{%P{IF63IEUk|CJv9 z@395rpMO&3{*6^PLS_c4wWc46j_RMGs8cH_f|U_#hEIQK>8w0;d|jWBkt*LY1{wUB z=r-)Q@eN4)oEkw6oIb=|c6A_Qu5eDsO(=DsUO8Wau4ITBahkQf+-{$fw2{zo`895D{XTOdi&M>|FhGRZ(@3LH;^;OAO76!_|H z`{OQa>R)to)0k%h-)jLy&3{k-pEGs;o@xKT^<2h((%OJFRnk!ZAd*5;|L$V_NDD;= zpI0iAen=LSO1hRf7aS1et$3+6`J0@y$LVw9kHhw}nU?ICE?Z4s3{aYyd#G@{OR@tt z+iiSCO~cp=iZ@>I_todwoWvF7@2AQzs)`}}eB0Xm3SIai=RhT(Up{6VVZSf02TkR8l z@x-JiClb_w5IYxY-nPM>U9@^aTqY7EaxmC*B2$p}P*m9=`!*uhgvVCkUrElpg%X^x zQ$tg6VyAilJg>FwRf$W@stre08SAG%HkU04wTiT!=%*^6I!lD>L%KS3E3=H{4o?P~ zw9)w~02LCnJF)Sz0SJDFbQRw*Ws+%^iM48yE>If!a7QavY(={+A>a?_=WkEM?j|uo zn=ktg%J9FUbJ7t|#22BYfgnIJA2y)tDx^#5lW=u)wg{UQK!0|QydfWJ4nHob6liLx zebbi1JD4I{1%P}0;yV82uTP!Y{0HP$Y)o{Tg$p8UzEA&z;&USsmo9~7yMwb^K1s0k{mqD zvgEh!6sPMNxZRlTsghj&I{~kEOe|G*c{;R3t1@T7Nu?aUq6FuGhsa@Q(tLfb54r&n z&^WFjo~7n^#zleMNF>%#Cr~%pLOO=&PTz%$gcehlT)1fX|fg6;{w zJk0Ki*|ndNa0s;S_vHkQfE!c4s+6loqzC^r(v4&(mE(}Z+d-J=b%fIrOTS3Ibyf$vUM97OJqazmdVe0#G?v^}Oalri8=M5@KdukEwhwVi_f0rC3}}T(&q(+Brda* z#Kf43-$6b4IWaM5y60+qEqALV+*dN&RPoo&eW&EF*$)e8RH$!eybaz2LF;9-h+`$%yN zbmF~asU55i=>3OGEu?-mI8QoLJE`$Iy3pBgj_JO8r?*$eJ+RR?#P@`aT=$H2QUKWu z=JW%`WrEAkupZV7Fz8463;PDBww#1XOyoZi2bnTqVxQALfmT6CXHh#%*tPgI*3hPO zB!?1P?pAuj>)FOl+g7vNLA}WWBDbtQ3Yr~pI#=4yw^Vw`BgK+%ZxIHN* z4l+8FX!$k#@3P=OAT@s4lnW1HzP$IhXgGz>opuH01azdz1L`%E3GgXG&oB~iHx&!; ztiM9qOPV$sg$C!%odvz|(XUE*I`E4h3BxbvPd7?t?u$QR6ktd(Kc{{$M&WZojipz(;znp*`Q3dDSYLV!4N`EiQ-t#dw6g{$Lns}DwRsQiF6OUKr8e{l zZucp)7yjBGam1VGNXR^^r(;Hi)yOj1OH~;Pnmzyu=2ca+0cfijBV|NS61w;N3sDBw zMc5^(&B7f6fR;nk_>rIA!yPL2W}V;6e#;*4zGGhzhXt=y4Hzok5ddVPXA*e2?)JnZ z%MToPCNQPwoc^^X9d8`tMzQu-x4VGwB~)j#v%-*|-M7e}VrS`p?JV_{SRmqhe-eLF z8#UJ!!`D}HZsWJCT%AW()%%33;{E=Behlx%c-$VvBxGIu>RIq$)PF;TB&GCq13NXm z!jFk2Hr2w}+I$$3zI}NVqqIJdt8`SiZVJ2CA5fvT5!~bo3!RM#z zX=6*1p?n9KoZI=_^$|&CMVB)qQ$%YN{553Lrb=@y_MS##U!9tj83VMRXv>B3>Fq0C z6WHA(1KtSs4;9Q?E&B!K>APy;C;$$ z91ZOXlN_-hE8QC-iu#3~=W+R=eKL3EKRuycpV&MhOgG&(XL8*GZTJ%=i5NG~1I+jw zu>_+BfCwtX`U-=5h44%I8+CuZg&1Hi&=X=AkY(2 zdS-f|+6e*5?NLs+kVxD}Lxut3ly1#7e(Rc(YEc%mSgceXcsreI z&mTlDxBLw;5(6|k1uzb3Z~lOu)ubX1(7D8X3U?WV6ju6Z6#9+34!M1GlDkcL#yM_o z;@t)uNcl2wbk71KE9zM501rFM?uLHn-4UAsub73tl>D};{yhc5?9qP=P?KU5Mni>F zNb+Mz28+$As7%}ewSS*6G7mo@P@BLl98T0nIPXV zq35N%he}EZDkM{fL3eq-`)0)Z4?1tBK|gS4KQraOr4NxR`s#`V^%WBJGHEOdgq$&G z8z6pgG*sH=9ot?#O%ZO;;P6`&jS9(gL}je!oc$WJekWTZhHh6tl0Ek~fh-S)0vH_HBsn}PuxJ(t;C@A$UFmBQCs|LEp7MbAq~43Yn(_-8S3?YQuxN$2K>$n=*rX=XvP}QXb#T^WbGas zsFG@hoFU-F_6ZX)`tfDO;95PpU-l>TPS0;T4yJ-h@@6=7{4vy5i5_d3i+S8$tzF2U z2)mkyT|lc+7YZK;cPF_S-!UCv+$2{Xs1rYvR9*qf#4Yn_eH;P4 zZ0ILW|ESMWFiUy|QD**_eWb!0{+n0nZ~?&8#yy!NlwPF*AQrC|_$vE_D zZyf8Gan4;fg=BqB?fH7#Yfr{g9Z3I7&ZczeUD%@b2!7Gk_h+5Unk%dGLK^?M$XdTu zm*x_i+4G(|CLt*Nbr5phkM_~5lOjWe{nlZbgWgdJ@#t%W*dS&RLev(x4Yo)a65FT! zi3W)jZK!!9jZ-kp*X3#@`{l7=kg7PVF>=unO)Es5-)#_@ne%(mKP7 zMCCT;2!{vm!7t(Eg`pj%%+TR+{JF!CgQ_3RcA{Rvr3ip*0XG?mv3^vI&wQi|=U1JT z$R68ajpn-iGH@dk^z3V>r=wo+a}1s<>DQsFE(3LA9zx)FUACW)}B+yxDnx!%$jn=gv(R9P`oVC*Tg+AW{V76WOOnv7}}rebc?b zTt5w%$eLgB>Uo$0XK#KyG1TB!eC+X2;w#3PK#4qLr(Q%!tTM{j%UGGWC+ z&3wjO+9^-lNrp{b`s;P?V@JQtye*zK|EoG7hf-SZq|Olt-exTU$p9fX6BtKa!8Uy@ zv6`;N{ae-@eAA21)h~9kTzX;ti863+nM3j}+v+6Qind(J6D8G7MFPM-r zx@6b-rkDAwZ=QPD{hbCu*36;{4lK>6ajR(A!EwWO)6rrK-}z4E#a0q+848G}+=V8lx#(+m^L*jr_LI$9>Frayi7xk!4|P@J6K|Viv}%OA#tt6bm_sQBHn=E-yYF*vj3qz= zC+$Yiz&8)F0ZHuRjgX&l?KW7FeUTl}zx?8db1%~pRN?M@cJTW&?+;MVQZxjR34aAt zA|awAZyHxR^fD=7-STK=X;`b{(+YZdKx|&^am=3cq>5&ZM@~dgs(0>({lnc^oA6D55}`zE4r|GqS3adiD!PY0tM0i3;(Ye>5gNpr#)7`KnYiR!F1J$3NBe+c z1KhJ{Ga7R<79|qFhz;#a#zY0^x{1PCe!xh!ASRIbVaIU$1ZyDnyP^O_ z53LsuyNMB8IsrsA;=1Y-&jYD}#9PTa@5&|V@5kra-%`&iBxz$LA^0nqiG6g)L};gV zoHTxHxao9nUU#;ObfwJF<>p02(=TY%uCUB?G?MZUwTefh=}H>Agu-)ungA)L*1yvk@5HB|rw-hCF$I z;`F6SWI!18snx|FlZn^WEFZ#;xi)YDtGxCXkKO6tBIY6#-3QR-(ETk&T8zRzpzorK znc^UI5*51M;;F4G%1QN$KeR7uF59l~nHS)7<+3crCbA=V6XXzw{8GR2`xN1Rfb`KV z=whcEDTi!C8U-h#Y1L6dHKZ`f**mj$GQM4Z&|wtF|1c)~j0hLEk3^VR3hCDxjirEW z0GEWcYo{8BZ_{L=<+yF;;bQ2!97DYMPF%W=KdJgWrI5pJ$(<<`@I$t54F@qI2QH&L zege5clkR*MK%HpP`YM5K_1WCa*!dOS!ASWQ`D78cos&`Vkx`D4vGz0ol00C8;GjfO z3l1Sb#e*>fXK6>u+2~=`II%wMty18x`9r{a<&2H+Nn5fOpCoR%PR-GLWHGAyaQ1hz z(kt2{DBi9#6(L3Y_J*mUXbvpEb{ug-3;uzT7lrhH6L#Btid;IH3> zn1-}pg0`CN#5X9XS4J4vXs5%iMSJ=0C|^#MJ-IFEcKb}euEi?YB>f0}mHZG6o<{&7 z$bb@!2hKfLZBw`1cXoE8%je@}# zN4BK!h9PhgB`}*Wi?U~7iK{$w|GvH9V6JLB8C@-~SJk_t&_f-YM)4z{a3qOJzV;K^ zGPW~|EwWBRo5hJ|SaXsJe=r4p%f^N>DB;#~SjWVlmydUTpnHj!C0dYn2~!q8bO2BY z5TAY@=BG6sOe*U~nG)EZbE1pt&;I1DYBt$ZsMo=q$ZFsFpjAlO0y?GwUOGvWd^aKo zn~6(aPbBaUt|d?KRhLI(EWVP8o7v2AogS%Als~?E>w-MT%YkSV0x_5eG#hB*fZNOi z--d;;q40BSzI>J^e^2GW^RmtE_qWN;Up@Lwx^{ciurtayqY@O$mn8HY;+DChA>qd^Hm zk#m~Xi8sIA+}Qr1HtTGbc)#w#okk(9GHf7iwTa`kr!D?w%B2sg4(y0kHdY=P_? zH{RHu<0IY-UDioBY*3R<49HMWEfd8>{y=`5IH;J$GNa6p+}0LH6m z`+)~U0ksE^NdS5Uc^4-`ETdNF$!Mn{cz&WoZaOqd^;n{=yvmv54KC=O9i1mQ?bbQzF4v{1x{$pA8zCx6N;W3O>G?VWy_s>`z2dY zGV#Xxou12bqn6oD=Z3!7Ku6cu5No*Fi1<;Rt1IjTi6FzA3sA zrx_o3ilv!3?Q}?!Kk!c2{MFfFXwQrjW25GNL*>nnbzjjYT&yvei61bS=y4!Y`U?RNybs~Yp|ykW|; z#K-S9G+wHU;f_yNb$hb{q3-Lcfq(}@K%_3thH{x?wEn{Wb9+D-X)&1zh%WO!MtsT{ z1ft8WvX4=Y^>9w$uqui;Nsz4Oi(*D7Y@_pv2rB)+>SLrx1OOXIXt29LoM;Qf-WM17 zpjG?Wk6&(gD%-Tevj8*1JxZn#Zx`7Vh@R)K#yUha0X!+GKa}w&2zohFPHpho!%@-wJf_Xj6U8V zIeQq5AG$7CF`Y#j8_3ZE!kN#y1h(;LV0h+S`8|*Xr9Yr|58sj@9*8L|69yz2ghfSUYPaor;Qf@8DeSD=p}1f4X9Y5}4W?e(USDgN#J?#7q1 zZDgsq5l6&v{H^9Yyw@4@N=TwV56FWCQZ0niM+YbY-{uLnzItDVuQne`Twdmsg|edt z`$aex2rjJ&rCC)@(*VJT;XkGF|7}wFkbgGNR@nLjO8*0DLG6&q=2EXo^XpNrp*tH9 zw+b&3t_qnOc{<(kxTnTwy3uI|Gqky?)o$dDK_x=*SDF?8<*&z$aOd?Ph7si&cO91{ z>!=6%Yq^rhdv%r)W_u-O6Ho3%osQl%;n|cv;7*m=}KxRBPMqC4Qk1n0CzkUm(1CqZiTgJjy=vGiOp-AMLHry`;MDKXI4$q6s zex2Qs?#ZC}Ncds}ELh^k!R0@oEM5Oq=Z?2Tqgd9D(SdK8wLcU5biz%Qh zVRc$UZUxm6Ce=$OcV8_%yA*rEeHp{PD<*Kj?P2#NzV1nZB^c z1f)4FX)F@MD{)fnSzVq`U~#n(F+goq*Jr;tOWb7Y6G$EhoXt3M@Lnb7dNx|RD=ok& zh3$tvy}P*m?|)RR>59LV-hL_nqWt88x^tdfvbO|6B=p%_0PK%^Mzy~_u_)LxK;79w z<8HFNdx&Qu{b@qhXL~^G4Zlka!k6NT$zl;))-jGSI*r}O*Nh@VgM*qD{rU3ZNXuHd z{nP~Sl{Doori=2gX46VvAa6q!jj=L=U=h+05Q2?NxT;^AHxRexPNz2=Xqzp6+>CZY zm}RA&-Z?g9e!qN?mOFiOyfu9G{&hufK+4Sb4$w>ey0ZzfAz;4)tS(m6{M`PVy{GJu zI3XpJH_OCdS3%!kB|!14`C04kte5r>!}IkTHikTF)~~Y(nu6l#uOx(RZ7UzfFNl@d zj{~#)(x}=uZ$8^kYi`;s_}p-I9cV}YouDQn1ymkf?Hiu2>bA0EqWB5u>Jo0~1YMB~ zCILn(qk9r#I&;3dB1YEtw_8EgU_e`aL}R5)@Qo*DzaI6|J#K4MW}W|B){(3%DG+H7 z3KQG<$0h#~@S8$?{i6ft@|z{6&ksqw^psc@lWlKrZ|QWll${fJa@z)EPrty8?oNj&o?t84$6#3FW7KEK-#)V2B&uj077|h>^6GseEKsD|)zQ0{j ziy`kMIv+o1kzztU>8~Uk4B=2{w@XN$rPfKbHtt}`B?@?SPy;EXQ5j9VdU+Ks`%4;Y z0Sxo^6E%Ne87dgK%3Lly*0gA>h$TE7S>e%s5e*Ne)d-k_;Q1e zUBB)jV2}UgO8lE`0RHzWQ2nP)(f>%+;(yie|DEm;@W%hI8pnU$_kWJ<|0$0``J0=} zLVO04Cv1ZjXI=2snSi2%-Uy*@%03QvnEZ9_)(on(D!G!Qj4KN@d3r0er*jp>_*Vjw z5s(Rn!M(}O5t&48{Me3njVt8_KJR(qtH$+B!lgUT&KD#)vpm#tIXG;8(I-49eI7h8 zMvQ`uS?}ZmqHYBUpteiA0)!M)aXip3+z=qq!O&m;qh1aaQR0W8oyY<6K4yOhp*ZL5 z!jOkmIyFm5S1wPg`Xn7I*LIB-A#wFA<5K#O03>;PzvY7d}DGB64^ZCfKVb*+v4 z<=wM$%XA^ddX^%>v-e+{<$k?TpA%MzPnF6=*jjKsC=MWh{V|e_MtIN0vGv4vL;KxL4?tI!0E{-WeV_Fn#cI`C~MkbI!wDCd|?k8TCNG3RD zAXG{0pCeLTr$YlGgL-uvMuPTNoK4&%clRpzR25UjZ}r%pRb&An?;ki4N&%w-aa>#p z1>OhzlSKd$tpFrq2Za^2?iT{a(hFOkytpSSMvJl!*2;Zpt^a81WLDc8%IC3y=@>hQ z2i^I7Kv~Tj=;BIa*~fPh&k-^yJULh-E@uNwauH*G9mL}r;XUNY4fG~$?R=E1d>1E? z=yB47FIeK@$pJ0%N1_;da&QGoA7~Nsmw=P{2NVE6KOlg@`~xg!I>i`U3O1Immo%5K z2x=^7d?k7P8t=*M;i-00{_`R%lth3Z-30Z60VN1yYC@kN{06lU?p#MQbA_b{UFVvp zcANAh_IS=73Z^#>#BQiLzayNdwFztG;B^R_GfiDdTR7@f?Gqk9=Vav*AA z1u9;JB)hv~Mm9tY0R-j8P#-}58;JWY;dUxxQ>=@kcjkwFXC|BGde^=OIe9d<%pw*% zChD?y?r3G$CHTa+XMWxlL=Ie}Y0+j&@&0+ujOvpI$50tux^1)19HGD)(oz7z(z9B|JXPo_P0MRJ4!Bvtl`5^M)bbg`nHy!o7WurYuAa@ma(+7rkfRfHD5Y1i_ z{vY<TH0IECVa>J$9AVXIFYl>KygNLfw?)^z$qL#art4 zI_{5?X1ZJuD^c}N(jz(!rAfX5?JO%{J!~oYe;{&<-nCG0CsmY?TA8a+{z`|XHsbZ_ z>{zOEh79}Tj3eWr{tvc4++^PjOQc$(ajAf~Z$pkCL}f82T2q;c2bYl6dCM(IeV;uFB_r_Sxh_vb@xR*4&hwFYc8 zr}B6eUnY8CPwvZaxIfkLON|~*wT~a0^Ezy$E~VJ8fbMh!z^ryO!4wt`N^Te-q!i^* zTd*5Z36NLq8tNz&eb>@5mi*#ki#TE3oHV#dZ@`_>C}l1_*g&^!^qa<-Dn=mPUm8BT z)h#Mp(=@p|2j#Nn8NbZFbuyt(Kva{__A;)V|3tegbQU<80dQ7>sUsMUoTdIw_9#ad zLUn?(^XLz|+ezMxy>E43$EQv?EvL z-txC7U$w>fU&Qn;;o+F0URDp^PstqG`f0^m=JPpP?TCLqgL2s~cJejIm{75tbKeie zhx8$Q1dfF52g-U*E#>xr$oa12_vvnFLru>_rDjjaye zFAt|e8{7Ued(Z4q39CD^Jy8--r!APLB$F9zx?)&P9Rj?S?qHJpP-`b(a`A&sBG%`D z1Mr80@K1F7a0PLKL(?c#LYL9n*{YQNM!}SKgIyQn-TrT( zv0j7IRZ-76U_)H4)@M)NFf9J;t@VxcMJd(E_pBlo_r7YI9REJ7f~VV>q)!MY`BI*t zJ11GLx&SoJ^>BC_Lz@i#;>XF9xb=VGH=Go%VQ;Dz4wIU zGi0@2wM2H>MBXt8)>R{zM(aw17+)hW^_ZL(bQ}!?75c5+`AhRab)#xU$Wi8by4@LZ zH+S zp)DhPdTa%5;sE4gn@ zXmIBco70}mwZgOwzrOs#1dpDy!(NUwP(q2VH}+_apX4)Y-pjetPoeVBoS`CXM9P6WdLZK$hLYq6NRlSAw=orIpqNZB*@C3D)07xTp8$#NM^pzD2)-p)!LVE^P&Y1LZ8zM2-Bk z4^RY$oY4bPWD}6olLF<)3DgtBC%-5_(8`W4i&g`z?y#e3#_a4+up!8di71&grj8F_ z8TmPT8H{TBA_FYVm`d-$4}m5hX3A3?DWyn^M;gO-UAoa1Z^LKRwvGZa0Egnw?_Z_J z#9~j6z8{D$ZTu2LU&u{MeuM7htW@}E3Mp)nx&5xRj%4{SvDy>}i&O`qj>1{Uf6AiH zs1J(-1Jl{y<$~SUd&+;UKz)otAcgR zD|6UNA4iKT3+Og{TLd>E>w^>2>7c2g#RjHs(<9K{!D*iQO#6wOZMmN{&ABs1TOR#iZ+;p;}lhZI*Eqme! zp)mdV;z~wgdMgiw+d7U6YBLxQ)7kKD6>xHH6Hea8Dahh`>g>J?1_%aRdw+=jz1YPC zX!)M&bo0N6F8|-!BKV*Az5lgaw`BFk%3f02nHK{$TU*S!qquqdDceV---t-^fZAkN zC!v5$K`*C)OZyn$lwj&Y@B9QeK=^MOuB$^w#}k2L$KQlZsVEGwA8;Q4qZ$*9hwuLa zoTxBh4vYT!nZMTOuf6ftx%kT_{ACaS@&*5&_yX_q-MtIKlcgMX4l*tsY%JeaA4=EJ zmlS2L8ejgup~(8*6^1hl3)z*Sm?hSV(?w(T;}@GmjDF5d(65<}=?Z%Cl3roos}30q z(eqf6_7 zr`Os|U#@0m8I4Ck2Gj`nw)k%vq6PZzpQxxUN_tcC?+?T0W+7ei!`>ly**l5RAtmi`yY4RrB9`YCx6)*s$L;BW2W! zXsT?htaK}@u-`v^m-+|thxS-&0lNu*Bbr9=K5HL|PkdXrrv0vG5-{tF( z(nYyLFH0Zej+Tv=Fqz*dAWO9$0^A>;;;0M;R5gfv5BJ2?rf5pu_HpDZMRAGDQQF*~ zn}KTP`eH0{gS%iRbU)c^gxCR?@fto^y0VnKkWzLwf;Eo9{>v{8fpWmslGgWtLzK^$+|p%C8R&NlHa z`r4ZVrHrk65{Wu<@x^{wsq6zi*2QE7N+Q~0BN$)s0Cn6e*Js-+*oxPB8;&ipR8^77 ztmmK^adLcj5DFTZ%AgABXY_6@%L3&2%FB*#-M@GZl$cPqkkJ`jKY2HG`YyH5+EnLV z?sR#M?AN*Hz2qyDw^W`GranGVx-t1c*s&i$`q?W1@3WR;GPlZ|yCuUn7>+)OQg*B( zD3KmQ9tV1!O?)V(T$|UGL{gGmDd*>l>@+yuYh@x9=`%PYLJ{4miac95N9LVuv-FAo zl|?F-w^nu8%X7XsE1(pWjPox+6UL}|{oL@^%YhPID)nP95= z!f~J8{Ljbp-&-}UttrZECO#8vDP$_D%9BiDbU+Z zA=uwrQ2p8K&Yi=qiX}YwtDjCg^KH4Z5BVjbIdo5i@R2}=by}DA$u=Tie5LPhl9JNa z`JD^5zMj)^vr>(^Y1FSuDpB?t^oBGc2 zo!%{-_Ep#&fn=tVBopI@sTo_k@RXSPfx~2R#6a9t!Cr-jGG_&T-9vD#EjD2~wvHma z?G(s%>5~Btdb<-I!psvl424uw&oexpVflGC?gf+Afip%K?OesA-$p5FSAk+Tr(~2W z17D;r1erNX<}Ymxv4r2AdD~y=c2&8~@A);qi)kh8bku3sQIzglPX4j6s_K9$=RQ?A zEaF7Ds})NxOC9^8hs@fhI&`$%C}rvloCU=O6^8I#OEUY^F#M`-@M_bJ2>naf4|kJx zjtN zu-m6RJoMy@b5qP6yy#Wd6I%j|V;4@*%lliePpj09cYO^y%Z@YH@FUDEe{2fGD~K-a z7*16#tGvr1I|-y;W;3ferEMs{Vvci75#SA-CKeU^HmF3?m4k~$Lg<# z=4tfu!u%g@eYdorF}%r$G%uV(+SGxPUQCGgHK^0K)OJnlMV{J-XgX#L$5oy|CJ)jT6Pq32tTswf(nS`RV&Cw%g+v?lM}}#*nN0 zWwb>{aDI?9Q^yw1TCgBr{IP>>b~Ys~!&iOjeZ-A<{R$-!VV#RCI#TzR5h9KXSuu^Y&MHIwn?=$qk4g0VEc;9s!P>+kCEF(z znBvuZ{VtCGJgn2|dv$wOzb-uE^$ct?wjaqt7?~S1BOa;=B_wsPdbK>Vd$8bbJ1CYY zG?+a1s<=i>`uM=6#LY9S4v1a|?Sn~%A5lW_{{S_n`Zas|hGdC!FO4r<&Nm0lLTC8< zbe{&4$4GCNDQyd7zDxfVDpc~a_TmLO8a)waQrUDC^2nHuIlel&U4XEda$;NEMBAjP zp*iht`&0~_%iWB!$TJMnuco!Fg4Fc@dE|c<p80E+#gjyUNtgs3LFL*i9P z4MN)#0pW#k-_Bos;w*ZFI1tQj4G(1Izy49K7Ba;hY|$fS348a|8xy@#STozT@VdBVqmPD+i}SDmwDdOj0$GUZ0AmbzCZBObE%{bQ-i+qu2Icuaae7 zNn_gpjLEWP+^grM1TqP?H4BoBTI?HvOXxIg^3*j?t-hz(jWu#--lm#04j9WMi}5G) zS$^mg4(t;xKG1}gyD$w5Fi~9&hZ(FVwrG92QqgvKCp!JBnv?iV8{Fv+hy_K%ZsCY3 zeI?+PS=qB-&vYdzk5QU{Fud#)@){-UXSkeqL|}3b)`WUd|AWFdxzuP=qFVa8q#oAa z@qlmvuxf3T#ru%~6PCloZ3RU!n~nNmEu{=T1`(>0n)CH2#aD3G#(-!f%D zMtq{GQa@r-pR7PB=jZ3V&g`@L&W~NSzPrVE+38ucc=h)x9-|6GV9fipj~F`YAWXCh zehb5n42O!Bl0@!$pDwfSaUkw%FJ-GG&LZE$Dz|CsA|#uoGJiazjmF}-i$u0a&!}c;o9na5X^S7=rzTP)jYHJ%vdQF_J91wUSyWLV9O(y!d;a6a{SHd zssTG6>#1LXZGt6({&&-h24$tPU*nDpaY@~hdZ^+*{(4N`-R%FME6-mSxqqgXrTx>V z^v4cgohfAJA{v0ZtS03UEduYg(rSxV?lb#Mv)DKseuJy~9?NI@HvxB8 z(nk}^YB?3S&9D6<@9}>b9CTtRzA@&tBL4}oL9S8SbD~QB#!(a5>1!r+EF&uVl!bEO zdvmU6SrW0M*P`jz9|!(F@>%~^%K%JLsehWwR@#gU^{Q+iON!!B3#YTX0j~I{`<&t9 z$E~!D%NNh0`s2~ws{UYonI`v{p^LsdGF;z3P_lqk*(h} z%Qfg27#0AS;23~p>ZS5*6o8S;{|qU-pyvXhcMa5&Xf%+FNg_-C-O$xO2g15hX*J#7 zrN3^oic0<6gbe;}=x~o2{4RGyDooEn^Pvq9zJX3CSOjn=XHd+8|Le$dbAOxIpBbKM zi|S7RR8;@YyP6Mw;ngwyyZ1}``=LoAe4hN*sHHB0EfdqM8MTSn`~zs>B=6z_#H z{$6kj76hPAD!%!X2d5y{5;u`d&T9x@qg9G^}j2S{8J?UFWqo|F#-I? zFaiAky^jAP%T+1j(W}c(Si6)jHtFlbR``gIOTs>KEv3gp^b=^XX4S+uQP{LRsEh#i z-+TRyNH5RVe0ivwFxQz+JEbe-^{bw}==-U&!#{h=4@|QJ*$T21dY%T+tGnP$d*KXZ zZz%i)(j4*+@Cz_;5Hz;MYCdQw=7x*MIK^H&LzimpegAua#XXZFZ3;T;$J7{~JjT&z z7o3wDZs$e1L)OIB^94PNht=2M95(hh&X&~KzL&6gLL+Hf#=tof#k|a2$@F6EU#>*1 zA<+&KI!c8LP>vm1cI0YP#@ApLdmpoM_tW%JGy!yx>ffu6Lonh5zF>m~$B#NmmTdPm zxRh@zW|%J^CW+U!@kzIA*8Q|LsqV}FFN9k>9b_};32reOMKej2Lh8NMu+vE6dlsnD zH~#2K44#8mCw}j`ag_(BB>%&UMVGB;TAYxY9J`#~4#A*;cpp?EZ28W6Huu%jn)=!3;q2 z$^T}ayG^PCR-e-enl%==+e`=^ow=FwA#q)7d=^a_+kI~`f(Yx+VFjC+2B7!LQz@FN z4P=zrBX#*F^U>Up<8h7RTfQs$2}g%G#l=$Ee-SFf4lM7sceR|w{x7e!H{#OBf%t-0 zQRYvm6Coe(d6#_8u61-6csUMaK|lA%()H5>(5t5q(w0W<>z*NNPoQMUDs7s-L@R66 zD>t~hY%XqaAv0v(bUzoqKanaki^YZMbDRGM;$7vs0^wLw+-4ea>ni0*gNR8nF}uRu zuga%=M8^8Q)g`In!z=9BQm5tFVMd;sZ$vl#=L=4#k|L!;dR64GNx-%qp?NKsn40F^ zv}c9zcqDsnkn7Nn(Y{B*^~l+8GZTjIBKH9NUN^a{svIA6yGrf;K`co+pb8Hja zePP^6IE(+2HhC_00KD{ESry|`KVjp`|a z{lM@Shgu1P0oJc~9WH5n39i0OU{6J=16~g;(;oPttG5H5-JX)0J7c8ghJSM5IJQIO zi|7M7neB$rqb)$M>R;QL+)*$9r``BzIUd?th|X7R8I|kzUwV)m4%X%W!4Kzdra#X(&tu`5 z*+FA1#NLw@7ksRe!y9|ARamxa@?z$98ZUV!Pkk}5w`tijzIq|2KJgt7{VsBbvJ~Jdq01ULHMA7dv z-*eB4&tI)+E9IGYfk`+$CJ!;u)whcRy3{TVkIs=&9$HkW%We!mn~zk*p2z;DojkFx)?-cc1ZHWpR7f>5_fi(vq9k-6fJoPkjji z3MMrKaZ*e36kyQ2v2eriIdjVB+lCOj%9RJM%KIqal>1MK_x93i#I1u-k^+4mx2cL)0Ak8I|hKFJFn?P94LFWT-?HK(CfugKaM&Kz0TCp zIBNJvV_Q|{DOW0xk6!(S;cP$hn`Ypyt~`3C!WT4AV=V*5o>obsV(%qRT=?96nmVw^ zh;~EF!2f9Ou&ma4PPM#9yLa!dWOD|tK8bg1D0zk^h={FERdT< zUR6k${aF31$K=vjmDS}+^VgE-MMLqvVrISlVA|32xu2#a@^6|IH(q6mOxVg)O?N#wmlq+M7HovIAqY5@*>tPt- zsuBx=}hR2oON?r3cf5Z!olFWOr=YNvwQ$mXY~*{6Tr4j7jl4~db1&tkE!-*@!5c} z)y#WNr7I)u2qj9H=o|`oVFv=(^Q+n07+{gEqu#$j|s;@4eSEtM7eANq+ej zvL*L+9{8Y-pbE)a01XmDm4)~Wp)_21{<7gzRdH*5#^rq8kP?CGwdX2Tv|IyLdr_Pa zYtLe%Dfw7&=RGnU{A?Z~9)7rT(>+T)MPmQnT<@KI7g>C~@R!Q+CjXg}a>*zhnGY() zAyVM1YVbtZ5sAg;KS*8nSIV-@EgmU95|+C(V0OPlJXKciyo{rqUT1sR5)fTkBrPJC zQKKk2$O#`$HYn4K*3tKks8X-p=lEd-H9gY5ZDqMby(DYd^?HdBRfy!GG_`Y(Z$Y+8 zO38O^f3$OswkfVCl@fVc>^Pp&Z<-5dY~J8ty8D@Syqyg!B0wvA=tT_`kko+zF4YS3 zL3iG3(|hd+uhmT}^~_MSYAH+bz1fPrBdXTaoMj&OV%PdtVbvKIP!Hw7wrYF@LyS{D zdI$W9E2;;QJP1pK^?Z{xxQPy7A`;-K#26RaVyJj%{Vv^b^^Mz9(eZFawBXMRmdn7F1 zMm?m$uDjJvb#)7pKqQdQ;y_b&y{Hn=?Ta1i$qUCHIhxk0A~n6-rrGYgkt_$|q&t*1 z?LbBbnAn2E1)hlp2d-`{wTw%FXKzdUDs1v{*x848SsN&X*(E?0f950 zj`ab|1}QR8Z=%=E2WeWRnGs{=qnWYG8%^RL;@>hzo9XJsiaN1%vosul+9Ts3qCr%B z0VEmz8TB#Wq3J=OT*OK2$a=wv7X|V)&oB#&Z;qW?)G$8uO}*4kcdz0g;lb|irG;wn zWGW@Us)6-jge}CrH(!h}m8Fy!2+T`Z9?$JldKnjwhf+_)jfGi%78RqsqH=r(if(TG z8}=nPhF^zVVud%!=Z4X%rEhU&S!5M=SCA`TTa+^hb0(78DNo7%2N5AIBrif)Bua!# zH>wU}F)p%?ch#CNlHBD}KIB=FJUF%NAIuQwl8e((CrB;(t*-$?k`BEkY%QneP|`w4 zA2!#0^(U?M!%4{akq(#fTJ#N(@U9a`;H1953phk{vvp=Mhc}AQiV_xi>y8<1+sj;VZdD1 zSpB`i)bP;a1ENvnLy?g0Mi2F_=^bhh0NcU`f^}k**41%I4oX)Vqt1Gp99%7|5Cogt zME62{8*=3l<9^+CG45D%Qq8Y zHx3M_ESA4%PAU;$)K2hC7Z+E59GM-VvLq3hNN7q9l9MpwnfooV!G!hV{RYIkw`B$^ zhoOYAd>a3IhKNxMQC2!;SP|f9uijTi#{)JtHUvdP#1*&=4J12mgO4Og(0`rt!d_3b z;RU74%rXT%{-WSG)=~HF03CUD|D0na%N>7E+K#g`SAb>8MOO5mF+z$hY5YJsN#fL-)|b@ zPin(w^&j2RYFsTziG^b?ibB<*VBzGU=*tB7`Y=)4eEPQji!?x6zxl%xw%N<3@$iZ8 z@|(+jsH|C}8l@6k0RRuvh0AXnC=c3?eGik0#OHg5H287BXE&sr(V?~DGta+dwtD2g z{kWVjb0A%AXs^G`rx8y%0r4FeAteC$97jK~3BL)D#>dXqMwHCcvSs_x%*$R?Ij`oD z`N5(2rqM%hobd=GU$Fkm&u^JxA|aS3R{{J$rA1#7qrzsFWeL0={(CJaoez?HyqxHPSj8~e7XU~O?h3No;jxZWmhGHXZ^_b3~Nx=kzq^jP9obp9AJ~Pev?2~V!@4`qn zcOoie&8{MAWv>oi*i4)4rn0aTDo7cbJuR^*MQfs>qiw2glw!r2Dt(cLJZw})GeC$q z3B02#|G<<;VBPw&Uc6Z*9tXPA)&r_c zA^Ft0ijeChzV>mQQ@X?6=yFdIA1en-g%^Lb8I%6Jpd!<4E$cL-7!kd(UxFGDWbayJ zrjCR$Zar`vb81L{H~BII2i5gxYFFodc&zL(B2hE!$*V~0zCBJw;#>oc;4KB$0JvGPs3(Hu{-?jKQpV5Z3{)+1{rT28CMJI-(miw{Cxzq|K zObYa;lg{V$hGVFqY3zLeEE2x-MCXjR*4%KlWK_dbw^aJ(W1)$U zzaZP);n6zQfNLL+HJAg&b4~oScTX#wCpXpRScifeqBqzD3vLqh_gN^jlmZlg2w)Pa z!^BVpLmWTO?n>{5h;R4Y?7dTWNzforNAs!elbyXJ;mPJpEZf$rdq+3cQBL3_F-O8` zs}nlDpu24SL6jPlb>NA(4@gapAo|0Y)}@v=Jn*rZqVJYi{Wu-o#TLj9-p=7-)i!zQ zdiPc2uMEZr3?XS5LFR_{pgDJ|xR$0g_<8#k&2HtdEX%sH%>bVUKv`{I7Bz* z$oKTI9#;AX+6xXz!#fIQ?R%_Hv_wG!6y2*iP|cfC)YZf%TfN7Y_k<@H&GO}~a7@4Y zvjY_{%}crrs0m&50=z>^dnw+Jx1+M#U|P&RbcMM!Z$Ng4|JAnHMnvJmRy}e22qYz% zUK(;h0&G1+?b0FhR^NJZPu57r+|Oep*nhZpkL$titVo;kA>jx6VO-{5aNB@)nw{`^ zbcbmYm0iDy=$gAY+tj1+;ogz9sbRsUm)FG=+0BoO0NZviT(^-=wMqFG3`hk2glG@c zkvAsVIgpO|J0{JO0Z-HeG22<|#j$WTA7|L`&W$ch&J(^v7Qxleko3TrM^f_Ie2JKIYBujtocuh|8L4&?Vt zyBl?p;dIXD(et8@mamGg+s)Hwej-VN%?E15A5IJx^pq={MZKegicG)nd%WgNTH0JsT5m4($EJY z7P;>L_al*zWJiQ`I4F@K38KzK&8}f11!t_QKwzVMlmli{t5^AKwyL52=`N)qjobYT zi2C4-!#E`%qpJ9vn7O3&dGN*R7TYBub%W-tZ-FUR>cJ_7-~0#Jq@^0dq`JYCc$R#T za58C`qBXTNuxMY?gh^Z=(%sM(={n5gYU$2`y>QM;wox znb7h70=3%Rw}0#_e#y$D8%ngb1J$>`Dh{lu zi;FZESM5RgQHW&!?s|`4)M16)6j{mK?|uDVt+!n-Uc1Dn@b*nmd1obNHk`_Gm{33} zB);3~nwQd_MyfAG=uU6cuKpS>cyxv4rDA0=j`l5z+7*1HaJmEWh8kBwz5@1D2{{N# zBQjpwav=0>48M3JMVl*a71UrWzANK*>=L^hGPrtr5i4c>ju6~2B8ogusPyJ-eF1r2 z%bmh=AHFa*Hz;u-NHvmte^l_vdF6VAmlJ-DaeZh3G_IncZlr4~!5Yp?mU-cgIy0@d z7qZ25uF-bs{?gLL&mUW#fG?*u>XZ#<;x9N3zL7_OlkP)j%E@;LpFZ_v7Tq#c3w!uy?%`K8Yu9 zw_2j^XtAHl2iSat+r?N_?xjM+JF^s1W3BCM-g!;aex*K(&tK zGHS@aT&4D#hIK3& zic;n+TyguvIL>y3{X~t`&5w~{b34j9{s@BZgIx#mL?^CS1Ap9WZTEGI7b z$EiJQR80!Hd@x9I1iLF1d6-hJV;)FYJD+Ao_?B4t>DjKY7f(}jplQ1ccBra8@J1Z{ zvu1(n)(Qep?{z6zZD*h~qdoi*^A9K6LwS}{*#jHT_Z^oOgz_$?AVe#4YQFru-c&?9 zcxz*kXlSIZdbvHBJO=@sG~)$`o)EVr`katf)tKEG6o90<5>`gVfq?MHX zo96W(xQeF0YJ+XSL((bYEsMmmLxV4DP2$@$Q5k!#~Qfb-uQ%OmW z)n>+xGkI66+-ybFyXfE5cC(ZmTyJMax)A&}=m}*Pp{h<-mqEU$T87$Z5zB>L&ZiV66fCfJ9 z8hZoE72T<{UZq2S;0aWKnaM}CL+rY*xkoYlrm?(DxG^kvskrfz`&F$60^j8d!C4am z;c!81H*V zUArQ|CElh@MWK#XDB(&>&E2Q`lXpH7RB?;k7~D%loi(Ti@9p&n1t>=y*@d@o~+Y?{V=#r@$l8xwJ;XGDeJR@6az;6}--){~er^0XZ=BiYQ%} zB%fuQ7{09#Xfq|VL+`85VB3C!pc>t|)K&qM(ArQ8z@PNSJ!nHyih)#_Mf?rBRV|b9 z=9Uaz_jAkssi!oL)A-Hz)ANvGP~NCXOruF0xVfhZYIee+P&6RV8$)#7{*clllREF? z>%JeKfqzt6;dAuEBa=d2r(QSaa%27HeiwaE!x)gbi9*yPdPtD8T9tQ~qpWh77f2-KZ96cyz)`8eLCnnewRNK4Mosf1ml3fI8DSAu$}132Mn#foh~GApUWEARe`-*$Tln}+t+l&$H2VszPH%bFMlS^hKV3O9IChO;3GJ|M|A^kG1C;y@A-HPYl z>xjlB&dqeKHN=DdxTY?^I=nbr(1YesD`4`<)r{X&fIDP4)l8|&U0$ktSc4T_vT_n# zKZ3uiy2D75{!5Zrwrt()H@k;l+3ICa#3rt`=*QDOjT(_i=`s*J>M&QER!wsZE)NdZ z+g#l|_hy$do;# zz?%Nreq(XnyJX4KQ+k)bW-_IG{j56zyK%oWJt?W=&3_twx>bA$nS}zJ3H?!(k`|MGjgh{5Q>w26l>4bM-|^ zvyL);P-(_*2^OayudqC^yTvwNRaM(lB&}Z$Z<%@AwI6QnPBV8u*|}|tde|7``RECI z)VE%+UkHDrtBOF;tNOb-%GcD12Q%3Jg+aGyTY+F%tV zpkQ+bxSUSE`+`dSTL}{mo?7U5U$M7uCQ1{omMS+V8`UsdCMNJ)Uffx~@F|XGyA0f{ zAi2Hu)g?5)=K>dTGhqovuV0x?I&$Gg!{y2qtBz|963(v-VY+MpvCN1(II#U5rrDDQ z$$jfAh=Fss7$Q~OijwBS&-i~)TP4j}e_4&oSm2f$i=s`oo&w%+kr9IT!rqJ|srzwt z^I_FgJwwYrcHEA|eb(oDAMR(ZT;Tr7EUqPYk-)Ri_&tK_zy>w-N2=GQIxZW2jCvBt zvQ7!c7K=U+^z`qQFS0$6VRkv&CdYjy?Rec&|J5~6lstJ0eh4Mtjp1oC=iXUe5UtJr zwWMun^`toF?)gKm*Ji%6(rzI>?rlt0uPsP{<8&T*Y^v?@(4OB*PyafM{2))tms>r1 z@`*>or#Cz{z5;^m8o!>Y3lEXn;mPP}RkKye!8PYcP3i%r*hPFJ=0Fy+5#i?XvO3mf zVpCn*hj>w`t-{0AZAMagb3m9~mB0T)J4htQHK9hd`r~yp@o8~kO7S}8q1C+}@?)!0 zV{j6B&PLYY4syQ8?DFSVw$?A!iH=f)396azJy5rMT?JCus?+0Wf+3m~y570?X6r!% zntir}FO2ZE9rKj-tEpyzgqO`8HvVPt8=k8iiN00O5=>f^#CP*Cr%vJE+6^RXl;aRcljbtg-xD$Yh`NJI0ANGNS>Id6@Ps&E z&zfE#Y?cS#`mmQB;#(5(evj>t+)e?NxfoZ#bPHXx6w%7>VuM7Dv&-0nLW2dZ|1YKp+d+rL0pD^?n66wER&p9KAhvTYD zmAd^B!QBt;Y2wcL>box2bgp*QDV5NVn}ne%2H%u*E8dZt15Y~CzhYo0%@72YMU%LU zX9qEg+cQ=3$?IKVU&20CSAV!Q_2I=_agPK2Wu_sz+v1T9E|#B7k8&4|2Tg2qWzJ9p zA&_-sWQIft_PG97U1ex^TW(t45BFeCriy%S_*D7~qV&$N3%{fnE^5(19-_6;lyB8{LJb#yJ(+-XAbuPq z-J(Cs4^_I&|JB;KO zsQ1EaccAl&j)adn)jwLQ<|(}o>?C+c!PVfGO0n8dg{o}V1^m&Cp$krTDh<~3QEcc= zHeDEG1gC-amU3ps8fF_B$ElMYe8!iHQq2Wnc(zSrmn~mV_fII}-+pW8>-3?uByAL) z48&}d?ibMM@)qxPJap4m-P->bTJZ^d~=s3T~C zIVKt{sw*kgnR4Osv<}bGhay#b&jqmt-r;~kUR^`B+2age^de*fovJGmSe%p5}4SG9nG0(wLetsaMy;WE})k4uA7l zz|?;ub1UJd*N2xYlpajyqNu;zy8*D*o;}~4J8}n zn-){h5HnTx9D-k+QZw=HZby((^D1ZaLJN-(O0tw-5**xbP^$GT&>ZPG1!Nq&Ok+V} z|7k&!>3Ynef+YnbQm1@_FRNKsTY|7Buao@yQ!Xi|tqrUkHDl!*__{|RX_4xFcr;K2 zevecS#+fGOA0bSYh6k5^PFvV&Xz~}1U*V)0YDB$`e1T6+^@@0UgHQH1&HZhdYI~V2 zF^}Z^pxDRNM?}1^hJhGrN24vSNm=-E>Fl)s)szM!`aawxxz&PMZ&D8= zd4LG9`__X#tR%U!OR{L6sOGp3>V?n_E|f2|XYv+TdCK`TiV0jU2>LJvNc#dMjjK;f z-u#)p!zabLYrqh@&$l%fOTGSdPQbcQ(KL)$&FY!!(ajDi9sxx2_+wKeJ-@g!y?F^V zHI*6mq3cGew4owE-<>}lK4$FnhtmN~s3tW+zQpk5YH;227-5_Jaca%+kQie4 z9=EagNqdh?TQ?7#-!!4TIsJ%+>TY!0VtrW*+AYO>#5}V{SE=56@C-gt+&#TIuP4>b znrTmA&&6qiK>kLFv$dwOgdbe!3vuqazkbp#hx8N>+P^0QJjWYu%)!Ib_2OYarBUR^ z{<#7XjNeEktPb6q1?dr;?T2+Y>NTdV)(wR0)Q*?v$Cy5rP;I?Nz9?X>pNs*ot_#RLt z(Ve&2k3pt=Q=aHD&DfZUxdBz7cLk)Z9{afSMVBYDbU03hyw0PtKCfEi#nkmbKq~nv zH%>GlIK|rh_x!n4xY?L2KPaSGh(_g>vIm{Dd79h09#jqv&Pz&OXtoci{I8<^JG%m!Q z!x^yUvEXfZcQhE@v+0RhH->2At0R#-gdg2_zgV@okhZf%lIEZ<=^zeH79a%m@r)FU7 zEbvRwLIy7Fe3@wq?KLu2hwEQY4=)Yz>r3|%9ElI?Y#%fjKW@93ud{LVf{N^Or-sna zJtD7yo}%1PGop+j>d8h;JF<gJhs+q^I4~!OXTonuH2H>G@ zo)V5k6j!a;A!2v!F`VA_Si|L*C7ScEoxWUjZRqp8$YLE9@>fba#_x3dX{6<(E(7uw z!L2_Mb#gVkwY2`}?bNUQZ%nh-U*V3-eLA`#9W3`|IAWj3+DGMsJaG<)CH9mTyx2=g z9_lM!@`8P1dE{rz2Zh-fg)=)Uy)KP6RNiomTWN|%+CMyZS~nP!BoncGSU7IRujW(z)ULj37Q zJe{ZC<2E|0hpK6)pnTZSzhO-vIf#?=Ap<;ym8{y57@;+_)~k38yEONB-le{Nwn3|$ zrPko#r6oQ30U&*~7t96rk2+Pxeqb(xmEv!P4iHiKj0<$jB8emn!a`oE;ABJGd zK6@L%yc)LkKy8F$4f~>;dk5`eYuhimQgY|=*yh_gnbiMA*?0I;`Ty@LWY27I%E%^r z=15toB-wFfWIM?^<#djWY$t>yj!pL7IW`e8GLGyta5zTC;f(k1?(-M?zJEXuo%?>> z&)4&LUDxxvt}SVn+lDS!$I&E^XbBdSS}GS}VdX;mL2F-2d&Hk3N*-b8lutLuQ(Uf1 zTqonHN>bI0-bJY3A4Q8_m;%a)SdbO6c4umfBBtFf!i z{A51b_0<7PtmTU1l2q)ze1LxlqyA)&e-M2$l~{b={u!;zseP>0#0}ax?G_H6-ee@qLOoJEHAAL z(7jWq9pk0-UXL^9u2(I^CyhiSa8#!ys`JA@h&(Ko%A!ruTrdj)=m}P04%q#Q-{ zaE0sK<0h`9-fjUeCG2*NPlkaR1KfvZ@CBA(yX?dofCOuMrDnMpl>C(A@aHSWkD{F_ zw6D|Deun(tPw@EyfzEEH>$jF1K;=l5ZaugraSZ=rX)~*Ttfl*FO?63|Rik_54|g+R zaW~&0nFl)VPXnVMXrQz1bq9OoU>Loz`_WCSoI4IJrBX5li;KgO$1JqG%UbqHUe!r8 zA~{e=gFzUS%vHL#fn1Oq4n1u75%uUBFT=@=x@IlWMTvP2;6Q5N%U)L@J)EqD_%b<7 zDpq$|uRU^#77b3laY^5Sf2W>B+4?t=)TM7aPf_Y;OlF;Sq+x;?rLmixx`?=lIZ*1G z3GvrYm%WL6j1(FU3UFr_bLGlq)}O=PL^9ExSBBh%)eeM;vg2DyHgJ|sxTZ?`T1mSI zMYmThb@xpLdp6(59mEpY8d?DAgv`@Oi2oWK&FNrvtxZ|F?=)HeFz|0GMu+0{59O5r z4?zg$XOYLbJ34P}hdO!z)##TofDh4UQ8JP1Tr+w%*YBzh==>}wzj=M2<8E%TMTi?K zx0=UZy>dJ)-AaMeL|;i{q+CrqP}$q4pB3*PmKc>^ktgKj094j%9%y#jwuhe`{uG;*9 z^#l7|*f5zJ$X$#CfQl$WTzBI%E_2gheh6J=zEwkV^la~DyJP|qt4p|MxT$MW;3^MHPn*M7#Co`uKx_>umdqnt0KvJ3Dedb?p z0R0T`n`MYhc>WClWMVLS-M%r&=WvdYta`ISRgXT^>1I>1&|y{CNjRQEt2V7$(0<7a zjDMsgI#`_lN}Yp6BE5q3!jsp7@jZV%SYKMG@2qkHXg-8@8{Om?uYUmnG;eGQ0)KJ~Z%g8r}g7-9~M}KWVWB#K#`~Z$yCCJB_erz{1D*jP#-xsjUi_liQFq6`lEX>I_m4AqT$%yub?b zO#rFnEzz&uRO0ap)wz%oM=KBzfUC-xz#^=+s{D+1FKazHy}?`MEqS$QPNLnb2C@1b zfyFROQp&|BXc4d1)3vg(~tVwiJbdC9WQ-fBO$xfd}F!dpTj z0htJDov5FwQ=6pcCi~hSWYEg5+9w!Ro0EB;3Gz;C?`fN);TzvA2vMActchBWO>An% zl|^kN=hdsg+M8)R2qs6MQElkE%ctL7{hDC6u!OKvdsjKZzNUa?&yiSyhpd;PH$R0v zoXb@=-@)Bxk-=$>$(>3!bmS&|&n<$E6cG)$cHP3Z4nevN;6RKAdMRve68Ge+2DRpa znGV4*Zv01M{B4czq^>4(A6vC;8#elM(JG?%nJR$|Aqy8Env=YVWmIOtV#F+(mwIUt zCVV@~2yHeeG-lP(!7uEVKAJkGZQjUtXtno-PyM*|D`W{dptBzXb_d0soxFA`{1j#I ziR-gqze%@B)o3{H1JmpE_V-w_r8D?T%SORmn6;YKMpQH$8HPXVd2#R4W@oZmU1!@@ zg$Lp8TzHawvEh2)Nd~-eu^wUyGXWx2bGz(G8j~dJT*IBa_>AH_qp=kS)5d=NEej=A zhLtd#a^IJ%f)tcAjsLt$Cgq5xktiJJ4?I21A&F* z&QWO$Uwr>yu>G5wy-JITYobM)N(tCIn%IlC>r9G=p~BT$v%Btg0|9i;<%NtDX1oI| z=tr;p{E@&NFz-1iPGz}C(so=~blMT+JwW8HlTPU@eKmF9zCLDpbxX=m3^2+If(KJ_ z3z)UCj*0XQAZ*hDh}q2lF1egc$;%G(*E4x$#?zYlC8?~<<1)&JsPuoAMb(TApPV?L z$eal*i9;(p1>UK&)B%Si=_0)K`R0ckAKW_^@;sk(rPOX_k@J6!Q3t`mmH(S`n*>>^T`gs~V$-YDtE zUjb)5Mm=GYJM}B3?q~WsCKA$$>R(s_8ssO_$NM~9Yj*?0n`jK3uL%mix$MG_F8y#M zKCX7T(l;@D47P_8aZj*jPbrffHNGLbP*r(D&fe>xAo)Ao;9rmaI}kvff>CiT1W_dj zlb4V@_U=l|r7NC!yTYhd77IP&{*(BldbXH9J++G{qCX_^1$1}Dlk||dybo7hAH(gi zb$_Hup_G`3Ug3vaXO3Cp0$dZQ*6%1Ennhgu zzydJnpeWFA*)DolZEKjyFCby>euOSj*WfSZ{?^`|4W_u=i?W^eO!+yzt@d89(B zaD;V6EWK$jU0}i~h_H`mcty4+@xu+jc3F6HEHq7WtT$*P98xT{v{{%h; z{5L-VZmd@LU(}&;fMGYE|9yf}BH6)}C~wtPIefu9(?`2`VzZmm8}Gk~%h0w-eR=m; zBHZ=9%0R&7(Ao*mzwECxbS#*lZUU5c=YP!2nuFsiS(+H+7TURyGbkfmThXM*xQT6! zepqx*=}YGBau>=N(39{X365Vwwjw7@53UyFzbs$OeX%k~A0M~^R=E{QNVcUMii}Bou@Aj<(8@q}G~Ee^=3-xw z#Y=&9Ngr6G6Op>t+Blq&!S@J|`6ifN(6xUdExa^;WMv_pg~#34ae2|8mjw|8@;yz&2pqK%&%T zAY>EJn}L{NVQX1E%luaO?{kJ5!awJ5uHl>DFGr@y(k>G(Dp||V!Dx8{xB?#dR=3v6 zG`k}@U=YH4qWLCj@ob-vg}=MG-7VNKQ`0QS%9I$VOJzslyall!!d#-wA+ez1=Il(-KG0i5Ha+xVXuHI=hVf-*dqTFNh4RsuR z4xtN3u#>=EcQ0;&V#V;yHI1ItKJT4#>1Q=9`_k=3YZ4xZox3k9J;6j<@&b6`$aTO3 ztxKIG;7wJV+MQOg8VH+D+ve92b;mr(UW*S4S%^c+9@EudsxN<9#uwKjVl(E_j@Sj`n0MJr4Ih=2(YoUWP)^vS+1fhyOaTu%oZ`16ix_WB>zz8N2=X z#NoVaME}jqZwetuhR;x11Av$J;r_0;mifve;yG1JA=r*8a!)4a1kyMt82RZh0yO%pV zrgm+@1tkrBuGsR`XQ99$E!>^4S`xumn=yW4a{h8u=6WE1Qs)I@&HfdQBhw=KO?%1v z9P8p71x1T}xzI{wbtDfU|#F9n0J7?{UQ z)9L=>*|JE@wpP~q+oLS`@Bro)5etIDkC-Pcqg~S-7K)bu=~My0$rfSgsOQMWkSH6S zfci}fetI^ItaZ}kAjvklHYO&Ib1g^BVb=sCXpCMUcN1y=!9;Vd@4b-R z2PY3BM>k{~Pf9t{bXunOCQJp~hVcg{sNH>hEMe#ycrE`Kbr#95FKSN&-TBreqxQ*a z_eDlCc3h19a5+=ke(d5U-;<~3nWuvv^UOoRU*C;4{v8`$JrwhW{9OlNg+eSQSBWUO zze`I}qRwC%)mKqerQhi*J51G1_L2jd>AfuiMKN#blKY-MI<&zQu7Z#w@zu!rm`Q4) z57h^}_8!9W9}RR;2r;P%Tvv^@1G!RtqJq@L_5^dsPJtRvl0k~d;e~MTd(0U$P!ZjS zQy7UVT-~pZuV-LFz!cnw#Qkr|zf4IYpW6_|L4dD1A-Fw6;F$D_oATO{uJJr0joi=k z?bc2sJ8j$rmAJ_S2>zkcV&&R@G)ZtzJZXrj;%ejCqJQ;x)zg8=^6_9zS^HOtj$Wjn zH-u_0eTZJ(jzgVxwC^K}s=dl&f-f17c>@!4b7sgWN_q}w7U&*))5ygSOGj+jV7l4*!W zn|Mil^}vqm(ipY$`IC0$sk*&OMnYV_7esvbF+}P42r^JV7qW)u^yOM(KTii|hp=3g zWk?V4((G{q_nDsq35?b|$MU?DA+790dghGUoegL;jL%mGo?-A7m@`XX1HS{gn z9~~rA?BueN!Qodj>}^lVpOyD}Px=tR0Bp`j7RQ6upR^u?5BrP#(P67^|6s^lf-tNw z7O2Pyy~4vsEAdPY?>2yDC7Y0LAbYvH#5c{pr2A57Q(it8wH%0?xzmxi_*V1&N3YJ; z;9qI;mLxaCS3m+7PEv$35tY{fYK+xhI1;lObYMRFMevT%Y73 zzStbFsZYMTZ`F9iJJh8uezYppl;|h3`_L_u_bi*l14H+(FjFG+&TZ`TIUAMzc@KT< zzZX#B>5@9g7NpiIeCTPn;P+W==$r_YGUeNZ~x0# zR`spPRenD@@ArD7e*taBo-OCcU=8=gdB4DZQJLrQAb?c<*2S_0WrLxIcGmw0T?eF} zh7D%8$A_P7uDrh`&-+R^?jg8uz;+s0XA#jQg(neoh(TpU;|X1@zihM?vwNZJ9v$7U zuD&J70S393;zGkQhkvK=#V3*Yfy)n8|X!2de8fWiPNFKKcz^zc)oQJRUK9 zzWmyN#MF8iVmD33SZ&Gsa)6mQ0lLONjQYn%^-;hZzxo9gL1wd>6)!9JB8^}v^M)J@ zzUPYz+(*_v*pv-f0G}xvm4>YU2{_}95AG_N)YGUXv8Z-FtshD}(rxvyJflrvAv~lM zA_Nh$AO=6GG+8zVCogKR@T)PEPg^0ticP|ge~Ws#reHr`FOG!5e@gC6zYq@d59NZl8k&6G^*D-<-&dQ z&mdX4lWa4?m;CvD-Ex5sYOh>a$rz$8fH?GMH=v6g!_FKBBDq}-*Rx`wk}(>x!#;EO z)!uaZ(6DT&$UF)j(y`qbjw0Wv*}>p%pt){VH|lsFQPRGB`0aoRF+|Y9gNe^crf`KBgd$m~?fG%;oom+FdhG>is?8gz+SuRy40KVw4<1Is zSqNOju(fdTf^W}?aKm(Ue#1Om7phUfZCnuG(G~H0QVOK1|I`dOY(Nk92Sx{}_x50S z3r^!-Vqm`I3e*jPt~lz;^xG?=r#Ag}mmiS;XIp@95Tt(gU(Z1$ggWHd!Saq5Bq<*( zuQwM*K{Z(qhpca>^}DuXlZRI63^Hq%11Hm4h^&ZV~)_;B1_l?`2Vh2bqJ!R5UGW#4b zh-hJap`2#V*D*}@JnWFoVn!Vqg{cM1sfLGpioXr%CElp^)V?`}5amyHH^V;K-`#++ z5-Sbx)Doo(|LT>6vPE{C^sQ0cE7a+eOC;MbKwodU`dWw~su{KDNwDZhP4B(=Ao1QO z!Na+b1asjhsr6IQ&qmDtqbYrjam4s>#O9ql(Au_2uxoHTy~n znL4Y}&>v>=)aba0$hLb|IzdnAw@ySXfGtm~#rkj$I$|E(6wu-MjjZX-TfBW{ni7^L zx9FB2l^8UXR6JUpyXOBVk3I~+Ld?!5?yPI1AD~PVV8@?4O{45zYiHcrfd(?>T4&gm zKP^5_%aup0{S|I9{}&fVWt6Hhs#ewUp2uUcjfaSdj!&KEj%}V;{-&XgkRvn_0zIG$ z;GUR!CgjU6T*yttZBH{J_^#II{tqAOI6#B_Q^Lls;ZBD3V+k*kOVi7~KXNqZE8wyG z9?+cZ?kE3jq)oOTq`3tV_5tDTEf(Xu#EW53eL5y_>fh(kYd5pDscN3g)M9cmp2Cs|yR>waG7~ZA6sz?quY?!C-YC-!&YLnx8>|Kv|G=^#3 z2nI!-6IUm%0@?A+lYPiVRl*3Rs2Li!gM1!V4a=@RUe+~lB^fQx42OkvU6$nZXKnw! zGoN%^`^N#pidoAA)-R!$wR})hSzN7O{`>!EEap8@=C(F%GI{g%_P;O=c-+J}Eet)C z^;*ibU3j)^2jE`rKy6ATGgC_SFOTCRN5`!3t%+jB!87V@d`wbYA3eEv!p6kd2JOWC zf1E!jK8x{zE}5^D?IxBim>*pA%^A0{(G8}E-%YXz4~pcMjmfaSaoOXYJHB1d_UAu7 zBGzIWu1-QA#=F(=6;=9IW<$#T_Jzdjx0=nz9wytR4BS;gcBW2unQ!pNQ*|BzchqCD zXC+(_?@@*d*=PAp_*3%dEO|H7+atig+AL2hBh~y#SYHbA#X#`Jrm^B=Nz9kI*gq$` zCqP*iCIUL8jR$anS+(S#UT69D;_5BA8!VQ7^S95r{dhB;#%umK(w!qqON&gUlmP3^ z*NL>iKZ8#r;)3E2YT}oa}LUMrDfXSx`H3W@W z<%y6NVt_me3#jozv`P@St80?!wv>7Mt{{iO+VK=S|-V=bT)3xJE45i9!G z3|ChBUAMJrI87tH#M)u2-kZ`rDrcOGKbXsnWjaG${n4iI%fPE>piY8$sfyl6hMHq2 zC(QZ8*=uvUMjg;bzuqc2b%mtadK@`!CE;W(1Q`;}Py{rkPM?`Nf~9}mco6XO$K6V` z)IS6p8{GBr8KYL%jl=w6ku%qF#<$lfB;Brg7kstrjJoGrSzciS;bk0crdkPP? zDj^VFBZtU~ajGnRzTc-rl>OBMiO2A%twya}{t7o*Tef(VDn0{x)MP5w=55NQ_`t-& zo2d`p$+Q`E8;>T+F_5$N7mKJvtpGHbtKTgT{QQhl_ zrbA23C5JxJP1nA&@eb3I1P80uq24L+63}GcD609%?i9c*IsQlU=N{U@nCn3z3jM?U zh5GO39Atiz&CD3hs3wlZY2E8aA&h^8ot`ait@6b9yJ2k{1W?h{ z?+;tV01(lo$y&G=eyC{ONz)`(E!FqqqKSv%g1GVB#ET=Wk0C6R40^V|fYZ%yOTCNk z0~0j<{b_}91lGpNchShM zeVk?eBi2KM+8hjYS@;eSc&PN(0Rf=zhL#ywhM?9-Qro;Xrq?*xt>FxK_S_T{VbrQ! z{(SsN<+o#ErB^XuibT{i+AW>Pf^^i|2vfSy;!VaurvTlSV|`&tF&GFdIfs0Lxm4Cy z{bb4R0F;A+=CnZB^w+#5pjKE-F2P?89K3^ZZZq>gc zHC?DWUgFCsuhQgY*lBF}K_up_O3U1@z0LQBN-3b0%(7y{4F4((*n{Ks0dZ%;qxmfm z*u>ownn?&9i?`ACysTRIJU>G*u8R2J(LZAnB`C?z8;Q3A0GzW{9KYu}MR(xEUQCEy zJuGOPr0d9HPAob~DsH^PswKhQX{|hSe)G1XPNgo=fqU!YSWaDDtK9 zepCN|e4^j%e~If+rl8TO!2Ns!EX#%jV8jAU7BfVEk zQgiRi*u?$623?)Ry$8pIra_=m_Wlu1$J+H28W|L0dl`y0du7%BzA zm4I*f1NuztXNNYA;}+FQcUj452a2_zGArPH0p2K?p%=aT$!(CT^j-yB&RTyJbZwh7j+U~68YRt# zCx-g=SCmIndoRCcpa=N-y$pGjg^Z>lWXsowlL5g=(2_qLM|*)cRA(lHkZ>_Iq+gR=TkLu3>_7KF7bn!GCU;az~9lpa#tWBs0)anCL-CkZsKlU!w0o zhlGxQbi98&fXHjEX97t0_+cMXC7L9Ieq?uzPbJM8;PDeg5d^xj8Mg-23VFg_Nm-B?`C1} z?x|$Dy9tu}d8*Ot(^!_aaA4O-05Jd-MtWK-{?pnvQtLN5uL}?4U74-f+x?q+@k=|O zcOVqX=yKIO^yplC_ue%|*`8y{ox+db(lLMQ+PR3i0I|JDqB8&5w0M28+PE4I_g>qf zFg$Dt7q0dn7<;MkA z@*z1cc*~bYgI3y}^5ib8JN|sIbC_iNCxl0~TB4Id7R-zTdjMN4_u}zmRKaxPgVool z=(JUmj)+S(AN4v|n9kr-ayE`?nUryf>B2csKA0BihGIudpc@b+ByHIFA5P9bp|*uP z_uC-yk5*TVwzBPQLkDQYDv}2+4Ng)<(7N zfWGcrwWy4`Z8X+_|9NzQospof8{~~jUpoyvviomgPQ^-#K|TtN^stB#y+RZu=@4(O z^CwWEuCX162YC$`RdfN}9enbp#j|En*N7D}P#Bg;rY5 z-m;aN$;Z{Jc}0M8cy4Lf=F_=-Lc~p3P3+DG9#(UFK>DJis1pD7HDRr5CsDszT4tMf zl%Y_CO%;PG5yxNBDLs$FWzMW87p>M!;t&@Q6WyFdqm9qid+G|b7Ut&h3WD!1gh=i2 zKXldJEBXVuVQHRyczDd>8+5oyP^CnXy#W&I1u-2jw|TYbaUcj40FBKlHj~J6s>ao| z`ehd;aWoY-witzC$h>Wb9U zi7z$dyWYsz^CnGW+RS$3Lf7!Wul0n?J2`}A+sAlfxQR2p^JnZI{Ro;4OYxa!j@lQ7 zk`FFu>Uq*dfBugqFZ(CP&#P!@^rV5^$QLL;s$`}qpr*V+h!C&jJ6%5(;$cmGwo^B* zHm%ms{q^40XS)D^-Pur3m<$|X?MthLei0iNk(w7IVv0MFNCD&7&Yn{w_)mTD5`DM z@_X6(HB1X2%^?}9>|oDYq8w=VV7-_qgD)Bq<(`KtKVj8zE~qRn+?ZY^+PWmiv5=+V zYeicOUNndW%X_?+tUH(n$iM&#c7-N^n*M|HTdHVjubvHWGZA-hALX{Z)kMe?u%HoSy-^Aro6eHwe?ck2MLxr70|J zB`SmR&aMMrc-A-#10L1V%zwrJOt8oQz->JyC`qgLK)fI88MV9Vs1;HflIHY)<=kOh z{uk-qRINu1Zv~j7dxmj;d1R+SV&LmQx%&Wa0H**q03=%Iq#q)>y5OS<*_qkanEtab zuC%zqC}u!)55ystxee$|1g>HXr3(umJPUKXJvu^05l=`gWEdWUyAnitMD1U>Qa7b% zRAuZo*HnEU)ZnzY)c)#WAgQn7OA61#74!=*R zn%Zw#=(@fxqOc29_?c!2JG|D}8_y>$2wAONNqr%z^8`wivDnQ45)Frm{KaHtqFZ?B z!s^0Kollxsg_->Qcdo5%aS^TwHp?B>J=hE9e&yGG{g?QpM&ihD82$w%^W+fj0=)>% z4ex966~X%my9A5s$96g7VwNrq^TgG6sJP2LZW!$s2Px{#&kJ2muYsZ0qJdB{Hu~75 z+T$Sq4T0(fN?f+s;xnEWWkLFmW8NL>1Ad%0Nn{7y>_pA+)*QGS-uHrzZyLKTWRohD z#a?h};NnkmuLX^w$R)Sdt8t@$j5;OwTFS}5+GnIJoFft%=d4BCXnnTb0g6q^6TolH z_Qb%P-2zn$ThB0WhZaCbi|{Ltj?3*!vYS=KN!@%pjP z;(_hU?QRjeG&D3Xs&&3;Z#|9nt3s&4Fa%9X6JSO0%~_FnL=yJx2I)Xi-_6SxeG7)u zRYkraOqZTjW(G_5L@eF@;QpPcO`@gFItx>pyHrVzaG!&ToQ==B{eE`mR_?DSFQ`LP7E7aZr!1+UG;kAo7j)3FN#O<2TAO(N~2D^%_r?P zA(J@Gz2-OMe0*|S;W~UUL@^(Fv&r@w;t~Z#y+(GRWUkst^7AE%h31MQZ z#7P=i6+ZDwSbv2#u4+qLn#-UNyE{Dad>oDK9Oz;<9Th7oNdW?**C*-7HnI1JG3$#) z-}Z{-2Q*$(MLo6qY0c51Zu9HJuYvb-(o_EZQRxt80_5o_-|&VK@ci7sOFM-AIlb%a z97}*uL!b_C{0foP%IPI1)Ak8ATeBuYL!XhYVt@XE)Yx@kjRys0!mJhOK!$uL6G4p} zD7Bn%KEjH0PQMWOPG$?$FhVa~sKq?@%Xo+Q1d~f;>+$P^>y5kBzZGvG91)|)di3yJ z214o_#!m@5={%zj5%A%=Y0=m?^{so%m+9f7t!eN(F+b*W0`lg{dI&UR0lOV~(L1ZM zTR09Y!~gA(3u?4_%2K9Xw;`=%c*AzLopc50at)AfXkIgX=XyZ%da}iO^Gc^^iQfE> zWjMiaD6OJm_|RNJIi_dj)$1FV=KT+{2z&thCqkV%E5linm|=m9zx& zco6Gew0P7{Eq3dc40r}yW9sZb8sIYA3Qr%Yb~}_?gYGH=ANLTtDF%h}Bt0X>TFixf zV&VA=iW;I_=JZQl2oZ%#X=DWAPlkOaKNdG=E^Rz!2RywD7;xf^Tw9{U0uXk@C>Yc&2s}~K5DeC{ zr_tM1l;NPHVrd&cDV{iD*e{^(fE(J^=k>T!U!U+sOZ_a}ND1h9SvXSZk=h{qLtr}$ zYdZ*CN?#xDuZ^`mytx62(+KqLpj5Zg2b02MV0)6Z`!pZLU5@!i1AA(L+@|!9>CE4F`!Vk;kS&Gy-U=M7+o>dMbFLZ;*H;Ff1 z;#DCHv_RA_lJK}SaqBSOnmNz@mp6*}K0#LQ@M13nF#X^K0XCh3lRcQl&0*0?vwD}@ zvq&mORyO9HbnnuhmdczL8EBdMS*{nMVubiPWyPE#yL@3I8$Y=#MdJH|te@6{OH(CqB&6ct{C0Dga0mjp+AS>@|;1;Dq}M7`_2 z>l}j4>I+Wx_QeenjY@l8RFV%~OADGa(a_Jj&{M_>-&f1Ee%I!$LfoMa0}EvwgR6^U zgysW|;e8Qe3kRPgaLM32g2Gfs)R{tLwpuc60qbXnK34gQ+-dw?!)29Zu7B4cS)I~> zkfhGM-y-BFMs3QewKlXyn%({GSIT-?F(vPU_)S?9Ze2eE8A;h#9MaQ8VkCg&qJ@0| zx|vdanNp8&!+DxT*>~361zXMheRJ!Xtn{6aj6FqSrN)+TOK)CUL$q4nz8JXR|A=fd zi*Zp}vfY5-Sn#Wa6ymSV@r(8te0L+;^3UvmtC15E6DxMb4;#*dR!m8b&r{ugT>jn@ z_}2pXb&KK~O29d?SP#RAtnc77L@xF!H$ZL#N>qkik^k}hcD)LyOaG`E5j$m#D^|P( z2N+&@VM?a{W$OGYO?5XfS-oqfDugj4{H4L?kDn#(pWYvqnE2Imp9Upx< zXC(gN;C13ZO@R4B{7KRSZM8&_8E*f9E1kc;Ebkj-J^F=vFDp-h;`IN2zyDPtG*MFi zqOmpq(cEpy*|_>?{rY(pZ~qWBIn(s9*!wB2Oh*WpvIu_m6y>FK$SwFqq7oiJL0%F) zOUPG=Zk~ke;OahU;Kd!yp*|j;2AIdTe*mlbw}^X(VKyX{K-f+z<+5N7aCj}i)@}x zYEqEv6$` z(K_k`l_67v=@`^to}W!C3=%VkgvOyeWvdcda|is5<=(h@Ur1CjlM~Ceeuvw7tHp_A&3hy*`B$@ds71`%! zvpzH4lpX1(2doHrV)jO}@}p$~jzwI7 zYe|}3MSw#6g;23V>09^PC-!%jNfK})qAtl9ZbzhSIN~&3f`%W+E!^~#s16d~hEfij zOcRGsoGOp?69TGodyTvh0My?L7FS z<#A}YS0LkMRhQ39`($nK zZe9k#0=Q*ae*^u0S>iEAV&27rdj)F{5#ke7`q#~6sB3X%3iX@If-Wrj8Xfpu;ip=n zGQjEX)un2{JtLR;(an%y1;~)T&};WhC(-_Uv8D+>ZrzmqGNlU@q&aLCc^DO`nY2E} zgDXpA({1Q33n6(@XAvxT4xB$pk~liq&w?zb@5Glj3ckGlLvh9TG*P&*Ws5m_sLe9N z<9p8*S%w0@KB#zfvr;So=U|pB9H)e!OiS;MlR-CZmE~g*tTD4L;`#@#-_$d!oL{3> zz)bp_FX2HkK;|nOjGh!v2g)v6d{J8B zAP5p;55zYJ$s}vUn7(*aACg(Wf z2wDdN616^zKr<#D+*pQEa|-G|`)mT?ASOtq=!zw9J)jlJqY;$QbBsUDK#kv_pfIlJ z1T+U#2{uW1Px<)w6LT zpaw)32$v~sV7Gm~otD))OhT|Pn%?*1!VhmD>IUIi3lHz9fU@0BB5cEE@u3`vX-Vcc8rk*uP#f95k1B{_wk_E9B9J3M46ZPsKG|{biMeH$KgV;zUFPOm@Ypsc>LPkV`NmBCMr@t zr?3cn9pu_>3Alqm{^6pObqHNA9%OoO60`QzZ^P02W$-Dg+~^5L`r%d9{fFz%G+A9t zudx9pEsi8w;PwtpUqi+_pFem5NL*mdbBvb{=;}_Dec0HUj#4#G?bCyj3ud7qvONc9 zFO48A8GBXnKWyqx?bj^mk-ZK8%{|Vplpv~rkBvQ6P&^c@UA^1ln^fP@3Lv#kR(PGz|WKfF(2a(*U^Vq$Na#)`3#m4}VF59|T?G_^aY$86n z+}<#Gam5Vr?PPKo9gPhehD7O062TRZ)Qk16%=~OT`W7Z&KRiN$O$_x883(4w&HXNs zY1vcf$v_QoL?aur$h_h`|Ix4m;+!Wr5D*O7zrt3x?9bQeb}8Mb9&0*~5q0AIT2M=V zWDK1_l~~ zt)mr?DnaB<*~(7;FSOhoz#z$#9KAr2G<8A)$*6y2d0}PS=A_kD;p&G&vkQw$vggvY zaxRCQ`o>W*!0xEH{~4T2CV_?Ej^U->y^)+D=R(Siyd`P_xu4IN#b<07S;aGa_Y@ol z082}pXt&#z!*fu45TXy+0^03AXdJ+BVq5@Z)$1t{I(YQ_#NldF)klAE)oYA=nl`4b z8bdb5%%Qw~?t5@P$}6zXBs&$GCjjJD=)gA353C12POf^8|o+2p%-pIEo=n|sUf!L8n_pJN3 z0BH1kzce$3EEVGlRrx@T{Wrh1hHsN560)rWPPWx~st{q+Nl=5u05TfgVmoMo1r3CC z_+gb&&Ql^;yd{0h@!PAPY~s0KpgtVLpKOL--cRZl@uhOkIElA?3tpp#s_?+4U4+|~Y(#@5*K zkX9m4!(itSAYXV9pFvz0PmV;u_fhZVrth-G-q;3TOGoDWOqJV*gUsV$SEaa(gev`W zwG1~eAI*RZ)vQ89yIubsr94s5f1}19Fy68{jL_ZIJ!A2@`8u20LUpDY;`>#*wL1;Z z4X>d)^x~QR43~|+DBJZXLCF^=rNDj}l%O?F*25|dgg3q{cl7N&x$$&gBKl2gy`1pa zm87Cz|EgF)a8t0g>@->aQXKgek(NY{m`2c08iN6NuyRu>c~=jjK9sJfQ?y}vHD%Ak z-LATj>lEUd97?ZSbR8KghwYLiU4|V2ZFyu05l!g(rWo7~*RA|r|A!E|J*`f*W#O$d zN_ZFT(-t#iWB9bkEgdy=TRNnex^q4ftO7@p1jttSRa}1&bsp1bQ&8glb=#5!!teb) zy3w$;Zp-?;lC0p3Py^wg3v~6B@TK=%{Tt9-RluJAGNs@z25UuNKe(Dx`gx<&yBWi= zbEW&U-WPM#E6i)JpFN`8YI1Lx$1XAKDgan3&GJ~Ak zd1E6@U)6Mjwgxq}pxULuCag4at-%R5w%ckO^eon^Iff8IvwENn-;mCk5Jzvny)|T~ z#Ki)Wn<-z46P61LM)x*v4+BmcNY{O$G;}wte7l>O@`n64e|v>-cF!R^9Lag%qJ3vl zfNXv08ydPIf4JwEh}>MaJQc9+2IFW+f);q+&DsGLK&FFJuO*tw*Ct(+lfKG0MR}WH zFwQQK?i=^EbnU$V{pPdvf7nU8UZUFp2uP^`L@O*nSeI2ezHGA=Mb<9zHuscpRZ!7X z^~vJm_@3C#C&|?}aV|*UH~5>-SqR1rEa(Hl-`yv=`3Ia0`2H!Pqy{{G&W6SopmALA zA$6qEi*mQEAFO!aOUj4hc+y7fZVXUUu25>!mQ~lKaMw3#nZ3K&>OLj> zB)sI3)Xd7e?;>bjXgwhi!SObK4d-_b(u`F^l@Y^DfL9ndppkiP7|QBaILsYmNu;6o zp0binaR{d8L5%`<96^UtKn4goq9b9D@;2nU?CQW7TYOzx!?#v>l~PHko{BpEsV^hj zw_WIEgJ!}vV|T3&90`4t_i7>>gy?U<%iN`-NeDuvP~ zA0k5286|@9GDuwb#C6YT1QT3!3UQIheeptifkR1kn_HGkS7SYm$8!7=EkRdUt#RSo zZEd-Kzh?rl8*1G}9e@ZOc#~+dCVu7QZawz{lVvaKJuKWtv-U zkZBTK~gAO3-ObDI%B+6!;OPMx1jyg0Qd)PB7!BhyqB>kbbBLP?xOIVnkMwTo7p znu{T7Le@jsA793Q@B8!g@ZwfyaR4LxwWWuz1x4uL!uWZD6;NL?sUw7W5DWMTh9Bk& z*e`qkc&V-aH}z^gciQ-2;s2xVJ)@fHzV1`5=a0;Fy*=1-#f;=oP;S?s74$AGS!A8G6ZR%BYvxG4m42NLBsw6Jsat6%7@3MRaKxhO||R? zz!=B;q9salJ+9*P&y)xXLEgR95Q2Gr7E)mSWwhcVIwWRAA3ESX5M_uTu6 zaB3*_PDEfs^IBgE8$#M}#jidr_WgczTX`1a0p&z?-jJuf2DAcmfSJ6YM4ZiM0ih^3 zV(+48dU24ofdh~8%H0cERe`XG5z`4@yQEA=K7Arfbz^t|g$L?JEEU;_e0fgntkr5RG1sV?D4^n!5hu#(O~ibTlFVsnO7%S%=J z1Erb^QqZ<_SfP+P!7Ypy1-dRjfdv|s6TYyl-P6uYenZa<*Z-@21ou6mSc;OK|0z3H zf6*$UqG0;AOHlf;K8dTPG%<=l*tnV`zTQ0UK4`sJN;vdA-2bMBSAEJcK^bq^@_$U5 zg_K@|F#nXSV3T2ILFAbmHiWkod`SbPy*Q&ATK_N8XaBUPzMro~jjVjAxzX6sM9-!{sE?=Mt=6PCg4KFZD2R~PuVaF?6E z4Mqcny|%>ig_pY|Fnz7LIa3=a<99yQXXmMs zWsXBp(;f6MUnI2Fum={4X)^1<-~t^w#@xP#ySZnPt%=5GT2o$iqBQTxCG*WeT4jQ1 zP_V%+cxgmpyP!?}TUKsV7)9MU`}%}gT)6Y1eN;%HcTy{VtFMX#p_}zV{0;Qit^;hzwQI(J=(V>YMFTRENsgbScs08>_~u_~eDl#7D~H zFNv?mGfY+AE!9JHq5iPHcq752EL^9R$V$$2?>IimRt(qVluK^Am=@pm>HT1MTrBR& z#v0*}D(C=oodicT{h2og7k4D!28&huzSj=U-ftXr2~JaudMu+{_8g#3BVSu4WV^H3F3QZD$dQMaD}>jA@kJzkGizy>mjnKCSsv-=i7 z??>%He)9jOjWiCx6}~MjX#pG{k|9(bN>WctaNTn5R7Ff5I#9w6_Ye6X{hP6EhP7yl z)=|Nq&Ut0W*ng=AU8-82J{mbiLPjkdYcm0@)evG+mwoH6cRw`Lj@hpBg+A1s%J}(X z`t$_@S*zKC$;Ywg>B-MWFhKtDD#Q4-2)M!{$jsA z>x(^pq_bOraw)X{#Ng#50ag61g^aZOOT6gF zuFtaeoga4oBcgA1xy}*m_ReO{hpNQ*HZMXl1cc$f(oPXJ5Vsb182PEDv~ z%AAwlw@$skXtbdM3>9b8aA|l*64KM3bqWr&Yjl6;9{tf&xZ%?-jJsHxEOR>Mjg)$I z+_wt`SNnB@hNtbxrW7mcX&Ut9XCzNXXwI%nAhOKqT-e9vmZMuAJ{(QU6t-l7;?A0m zkdW;AXRw{E$jH?ey_H96de(A8~8lSnS{`D*Ihf%OT1ID zRH4l>oT6(%6{cMp$2_2-rZC+X+GA6nbb9$eS^gT-Y|Ppogu(ek zIuT0-b8(TG(C#p`>98fWo+}dilt5S1gHO$)+9n@{O94f!?Sd|6L%^9#N(Xh%7{40;xOmgD~ZRW7+^88%Ivfjj~4+N7e0PxDc{VUI)13oXR2MOVbSFQ@cNnCJfwC<>z)!(mt)jLPu^{ zNwoioOtj{rU8|)>0|LZwGz!9y{p*`lx0cd&rF3{{&ONNZKB*zgQ+4ZSmfh867ryP) z8)vQ;rG8#|bI1)qX~3s|(DbRdI;l>KS-sQMKic%)_ehV_52?%J zCXYnEe5G$L^;0oXLNz42zjFuq5IW_t1nEgj!fAt+=~+rDA1BRdr5QbjQ);hAKl+RQloP|cphQc_z$L%9CB8I0MPf)jtvy*@Gz7`Zs$j5+=uH2~~S**N#!&l41JpEaOh{>ge-|*)@ zG&jjQd@5Nq|LI?*859`Onjb-tyE(1* z$eK;*R+%)h(TGe3KZWIdb~)5|$w0g@=mMc$;hDdKgD0z7_dO75>z5v>!x# z`CL1|6Mph&^V&OTv4&MxsADLgIlNhDLT_aQZc{%!PgfFuMQO)iEZnqYNqE$)5TU$t9waA5rgI<48II{(q-S^HH9;^46mizI*C*l6y zt9m!FEKTP}i68Ji6o>RlS@bVfVWlGLU5FAFZHvVBH$AudTNZo58t4t%Il7u9o@ph6 z4@YmQC07cOBFm(A$v^csPw5OxDg(yo>jA8DL*O1e`42sXp+OETAi|qEB592E+E7{N%=6}2yxVJ;zqsL(hzJ;DZ7WXy?&>WMg;WFnxjWnpe zmN&NET{*L-Dk+>kE+}@AIYYTeSCaUV!8NnAaNP3}tk)kx@$dd4pAy0{nSIZa&3@?G zsndhua{TNW%Qq*JNDnOhpn1<4RF4;F|IkyB56xmB4VZY07iwz8{(Cq|yeEAl zSRDUICR~0=tH{rBpiS7#IpdQ|1%w+INT6^XSn>$bgAha-!#;&2R@Kjhefq8ABG5^8 zR%!1!f9*k}N(z_Q4S{*%0hjtF6{>x4B1(YafTmWg z#zdol33*4ypgb?%Cc7@R!#$!L(5;oYHCg)n7}q)xs_uhA0)V74^91nJ`Ie{DD1N5HUr z%IEp#6k={XE~Pm{o@kXBdkde6sd;rbdNx?X1}dQ^0!sddh%`bGei*m8T$;L%5q9)y zJP6o$)F&6U)ny+R{~)rL#a>+KLabcd%M7fSpZ#bD^e>M9jq!&v1BirKe)N6A*w*5h zW|E_Uq2aFfmpYC6XV}k~#B{PcUh8BR1|$NT#>}172ce+1?G*kG#S9$4=ZUc1;p6Zf zGJ>=nw*=+$sXHY7>X1oTrm`Qg*3oT{d7yYQK`>zTMWgKoq7PaFdQZ^|JyH{P0SCKR zO;Sjq1!LS>O<150631WIvF#@}(#wj2S*@;K+=LZ_uu=5`q69tu1Tqyx#?#Z6mXw6UCBEQ67r4+z_h@W`5LN9re z@bk>tmlvf2;&mrm%kTmFRoR_V7l5A!jLl0AN(3j1*Jwklj#|Y}#gU!JMdrR4TQ-OC zlgBysOFev^kN=mKbs}&f|G)X5IVlr=?V{=VrQcOLl)cSLp$TZc&Qg}9EaU~`D__04 zjSFoTA9Cqk1}Y@%07D;AGx>oy=WSMEzo{MBHIgxJcku1=i%$unsq7ZdE#K|e3XlBt z-8TBWenOT=uT#PKR8!6nONG$QGf<{1iwW zMIt3SBoN;h_$oUT!xcJw4fR_yY>VC$WH7g!Q0#V1tT<;_{B(%d{wkMZ;j{ngk5c>G z_zA6y`Psahu9&H19V@XbS3Y(#I1r-?Y*5d%xF)0!Lm04Te7{#HWZ{;6db&378y`KJ z_UWIptCm5RYnmXpf`dOvk@Q2Gx`vY>+`xy|mj)wdJJe6^_pgQ7e5#B1RcCO-RWJHz zDSHjeBmJkQ%KzgnerRfHeCqb9CACQDn!jI)Y^~AtLTR21V>}bPLIcyi!nPSOJkJM^ zD~WI|h8o4B>YmRZ*TD9VvvwW(c129Jkn2Y*qNXBsq}%0_{>T6Ozp)hmon`y~$+ggb zNB?UB(^5dxo&>H^F9C_!d5~{aE&yjpJ0VE+Cn`ie$x}1^9&UzSe|jaaIFDT8d_VHb z#VlFJ4`U|$vf7XfXzE4LDxii61HKq$3iPGlsh`5tRp^yuA*Ly7B20C|cN2uW}A1ibM+@H%h*aJy?S&F;A=7KOCV!i#F;fD2rOuD+OB)na{Q7Z5CHWdM z{&GJ`4H6o8=481vMg{5)6Qi_tBZ)@-sp%ANFVlvO>c+-h50o@*y7Te7V73#o&*{rB zdq$t$6?!WJ!uYBuMBM3Ad)}g2y4YM1)1y69iR(G&L%#W$E`F!;?Qd(bJ4cCZO7v)# zus^{H`DCbP2T!;MC5U=8{Nfnn4DBpNJT|SYe0Rai(C|jX@)I4UUj`h|SOebB1%eIL zGF+GbLQlLC6!&f=1!1MLu-?+MPhA5BwR4p&M1TU$haL}J$n`4| zuH{(Vu1eD5@Fu7wEs&&kje;Z=*-*MGdUbQ$lim+kn4MHA367i>R98CV=18?+I>CJ9 zGx`jWbFiaH1A!I|eX8wYlej|kz4?uwhU4jX;YD>hMv%uhMZdNC58_EfEtd$7AS<>`!t(f0N2-I6%#PdV~R z9A6UnLwJ%?&lvEpw(i{bo$vpp0q7`aFugT){vjAbInJ*XThsELw`0M%ZZ!mUx~#D@#T67 zAM)eTI2&>Sc)>&9>IPtx(3Pee=RgT7Ieh9{nxJvLw(o`7tbn}MMM+^-TiN^Sds1eA zHOR_GYD(ykK>(RCW&-1+=Z}tyV+%Lq9KP?jHjm;)|1517zZKXOzQc8m+qr{$bos4y zN1y7g!Rw(o!#OAz;{LdBR5xHbPvZ0Z1>!-1?(uM=MUC9K;DP&fEwh&LvUU;@NleGa zMEeK-+KDIAixC2hK?t8KC7l#Z!Ax=R~@X8nswg0GXWoWW_A&G{f0}8VOE5s6UXoRSp$?P+hG`z;0~YT4 zn#m!cUSK1seH+v#kqG#_9XrsRumCR%*n&n>cKMo&j`EG^X(eMQiUGg&*II{`KcuW~J@MWH$NTjJ?CX zPyu(*Rb%1z7t=#d-)VMgt9^@%fN zeK3|AnjyowKYyHRv#!<&OF{8MJ%+Qu=c4Cma7(L-EM4_}-fZY{g$HolEwcsiEl2KMFA# z%EN+`tPN$}%eP~;Rs9t1r|a{WH0Ql03SS-2%RE&60A4dsq=$0E_3h2>c~O#6!{Q8Q zTf*;F6QL7{x6c{AQ98$7{V0Vo^kji(_g6|BvIQ-_=UFjuqV&VmJ;%)D1Bv9ZpdG*YmlQmO;++(|IDqHWmbDp&BIYBz7AH)s9c;; z20Qgvhr(n-Sf{e2)M%&p_MEiN!g+z$U5yvCF26YcNhN$0w9%@ph&{-9bQkj2?NN$H zH!e5jd|>lc|Hdv`snw#UIE5*jYVgyK>0WtD3}g+v!7EpPjPOI zu|Eyt_?Db}jp^e_7Z&E{4(x=}Ajk+)6sVUe3`o?v%Lht#--R;wk$vufK;6^XPY;{j zm@*F|RoA#9EzhuZoFb}Z<>E0ERkiqf^ik7Lo-VI>D*bF!-WFmRF$itk0l>h}Z%4@ILFD^Q9Dgq(<>P0S9cKr^LWA9S)y}KM z+R`JDD<0VJFmU^K=-CKycwL_!3utxMU&2PA3&v7%>3@}ehn5Nih0aTzpsOROa0Y1`LOlYncM%ws(-;tMK#dh z{1xsz3UHcu_3%@*wG-hgOa1A28bf}pk;XmVc0Kx%yZuoC1{^b?OwWuc%YbyTNMQRr z>O;K+Pb7cgMDNpsZ3%u(nqJO!+uO9y$p)5s6LZNPM?d~O6dr1T{?`Jk&OaqwsSt8} zF6;9YO|!WzsE7Zn=Odwz{?Kw^Ak`XWGv2*U{S*8*VcNP zKvFF)Z7k;P>V-_*yp^H%1F2yo!LNN(`cmMp9nkG>p!ieI4lKeuPTOs0d-S%%j{&uZ zx}{XpjJ&pipC(cwKOrFjWb`+G$>SKJ1B#7pIV8r7d4Vpz3joJRENCz7bV8{TB8R&Ur`ZUh68!%|7I~=2L7cN+3$l7p{GOv!K%nKiVB+c z68gWoN7ons%cRP19VCRO&D^43ma&9Yq9ECq(%=mIKF6DKB8C`gTJ=p`8a^7a{My?C zdn~aw=W6>BB>Wz{d+bBtqKVP#+n5)j2^gXcG?KwXYR`eK2mVUX_%X_ZJ>8h~$JNFu zId|Fd3*5PLsrgs0_KvTMajObn2h;;7)bVwtrR5(3m9yQGJo_#wDPr?n#U2=9GCcDg}5vOZlJAeJV@MfZLN^ZLqmz9y2d9Cb)Wis!%*SqgYbK!=ZDJV$ z+E`x?`^LB~W7nKCa+YyIBO_T zTB@uylf~6GwFbYDs)j+597pT`zg_rnfa(b6UPgUR1JaA#kmoRwcbBewMJRqsB(acY zS);VouU3%M%VBS;@60}wJa?YX1MgmJdLAxFJ--P7O5r6lz3;p_q?+p^$L@Q!mErGS z;N#7IpKrXfXEDH086-I~we(kJ9|?G|jBhzu!o|hQS8nq%-%R{tAFo=Nph_ym{xlL6 zu(^>*#k5ILs;FdN&}x*O1=!Y_QdHWOMNMPOvgDZN@2R(=x9@rAsvS3u#T z+J)=T3p!5It^&J|k5>%9E4$cHs4--^sojE^gigfZUt^9VA4)280_-M^sJsa9$-%iW`xhIyx$Tdvc_Xh4GD78K zpZLD(AN6BqeVewpG$A^7Xy5O!-A`YpXZ_3c&@2ko&=*s-0ppq99;F(*x>2_N^wo9l z8G{F%A%%5S5?-CwGRY_T6AwMGP@*;F8RI00T#1J@_S?@T< z8y9tL)2C(cS}q26tepIY{lEaJsyQkax3*>TFB7L)mmKNn(DJ59yvC3Lw{@evn6G?- zyx?H_E&fl1^-d46SeTtM!RfzGZ_^ba`FA=AQXmn<@Qf>gM#Po7u+2*q9B1WybVl3) z9=Ut?VqbiXl6jekNBWrI6o8o{*a$3dN$6fk%$@e)s9cHAtrh)L6Z===D))@0)COtS zo;z{ekBFOr)|$oc1CAM@bN(nXwz73A2OagW;^$OwQ}&e)Mfb@%x_8E{fS4XD!euqW zp200f)$9GR;fw#5iHp+I)54a#s;1elZDv?|6&f#+$zc}45%B#1#)KhEGbIAeqPQHh zUdWL_**|&>OrIJ;3*aXUbXH}#y3^MqFN%q3QtXM0W%3AEO*0D2oR}7`E9pgoEb59_ zI7wQV=$THmm^>SnrhR>;6dNG>@ENVpw}I+G6kOWr{+B5gWR4nYi5Tt>UT&+Vp?ZJO zgo0h$o{;T!HDUwW=v2DQ7Y!4{c=@t->xpS~oKDfmjgYcaz{Cu8%c%6k8aS?Mjxh8jhMeG4cZaav`)K^9T62Ct9HpSy;3ur0LH`qBAFci~)Lo4|Du z$SnG=4pPN0aW#QQtC0q=+mC^O%ne0PoM?}Ihqxy=aGxR zk=$%awe&=8f!B+K(iY^K;J2(?B64pAxDwxG$ucRE7M5&i!h7U!N;aq$=S7=<&$b3Z z-F8fqS9RE~x#q?LKli3|eg~{_?aB)_W~opnn?x{L^4r(Pfevon1Ie*4r`eH>uFCoo zO^>R4bt`${+S!!Uw_#lLJjxy(#twHOUn6Bd(@?oEzo0)Bex}TR#x9yobUAW@RxR`| zQ;4Tbhr!d)WEr7c*eKh~)S)tiV+J5a3ZT-Ox^Wknh!bE%^H)eaQ5_=i%XcWxNz8ZR zZjIEJ{c~Vr@mAJThcF2bu+=)6e;dkoD^A@0;$`+>^JX!i-b zcqY_>>zNJq1uW4cks7$XK*%MEkOL@oCA52#r1D#5gZeWZRex~U6PgOX>+p9`|95_0 zz`5~%%I~XpIIYDx51cgI#>BPH82%#rJc(N)dJ`^Q+UJcm%pDz+eb-T%NAx;uB^8sM z6$)#wZl~|Zb*oX7kz0GqW|Cfvqof}xXo`UE{j%zo$;!JDc1>^P9UT*6b&ez+y0mfu zS#uQqgPsIpK=1fycmV0T#PmbW2y01cty-hm-m?R;&sX+jlQ||_F2~EJ0$UU)z9yfG z7zdcv&Y(+?-E-Uk7ZJYPa?QR;X2 zVZWqTD~97$0FnGkF>L!px@!=#?4tJlNAIn7`uHfyn5|A?chAdTQld>0;Q?&<=>uin zQjo-pTfSNU__BGV3+JXEAnqU>XPz_Hf@k>x&fJ;9P7`eE%RlyAV=zoo&9J(jDqPQB z5ioNoa_-gCJLiD0)ai1lGXNy>IieVxgCMD%G-*tngb`Q9ycN^SMD98o3@Q&`zkSsi z*kby{RO}tz_G1^)9tN?XFq7jc9waFK7Ggw?{ZrOKccsgf1J1^v69sKkU=+b9Ml9g% zf9!~kZa|54$Y~D-zodGPo)GZhsqz+&R-ZL_KaIP2V12Gr#=vP)Q1rz)(+%O-EhSq; z={AsdxP=4+fWxJi@|;faHph7swHYrIZlr^I9hKx zIVv4FJIL&tV%L&+E$`!ZSNvnI7GOy9b+Zd>sWNHlw)&!{1M-SSThd~!gK9zrFhEpM%RGsM%0lv1vL*I zU9r0Xu^75&5!Wu%c=i3h-VD7IP z;Y}5h>;Efbj{%nv{=X+S*dL%s@6Ob1nk7Mq7O?4TJgR3wBwUV?_$M=~a#6I> zapJ!5iNo#X)SHRl&&JGk^=tdvj^E!)9H8eR@uetGY5os1 zE(^#bHlx#D@%OX*0D{g^U1KKT+62Tx@AtSwoGHwf>tLU~Z8;-Pa$0QP+)IPQ$`tKwXLI9z-XAUchg;F^!K8 zYN8@{O_k~Wh5D;=)sNV(a_WGord8qs?Su>Y@pw=Y2hDjABLsKRpMbfQ)Rj%2s&l3< zxunndQ=gOe(ZF5sf6}pJ-{QaHEh57qC*}4@>vz+QQHCz)qw;|xbK&{qLcK^r*0Lp$ zo_KE{@2sK5OT*B!0R|&}85(Z#`hP`#4dBAWxKzx4gn46%hhyq7$KfA-%qz-uw2cyE ze0;8*V|N*lEz>SPZ3K~r^Y(_D0NkzvU`COw#(Hf8<$G;f)tBGCWDy^gb@}z|q11DI zL^b0p$d+{Zy+A;r5YaJbpS1c!K<$X86_eG5;vdXZekay%FGJLgzM2UBK-EQyw6#pB z&d;S4b#R5d5k&~hMC>g}GjVjasy@Q$0!hR%Lq~{s&baj>pu-ZWoxmO-9UEvdEjRT zVk2;j$)V{>6?yT+wVCt9F??junvt5X{7>O3PZ`@yn6dB{lW3A3UxDvD*Ih6RQg4;0 z9`e$TX+)TX{U?t83}!cP$@AEGhvWcQdA>Ns5md6DA$4sKE?s4phx1Z3BlmvjXtBlG zCL0D`cpJONdA4UQKsLYO&>Sq|BYY4gU1gjg?pC4Zl=YH?%bWPTS&M#!NGt z(zAc3B|z%((?jqJEK>{fvm4NvWB+_qX)~{{Z57+r(~nn#K=s!*m%ACW2l;YO<*jdPwxZ;@L1EPQP*qQ)$nRk-XDWx_5@6Ld$P=9ox5cWdA2VL z&l|GX?C7Io+SJ_&?!h07nKh=FR@>giO*}B?QT9z!ly>nx46|`(AAFvgnSEA9Xr)Ps z&?>WrJc*cu@`fLw8dEID_CL=4KBIeWnfpelhwgcUhs(*KZMTM``%4d0y87lYoERSn zZg3I16-eC0F2Q=JR}9FYF=?LmPl`tWQkMDIbQ48cld~pu4^6+X=`4@!y(Aa7nNiNB zeI_H=$r5Q;?Ikp_GX%Oa`q#Y3C8(5 z1s}HLZjpn70}}kIikSm!zh^oqikGWN>*AUoNxv5R~zZnniyh_znBX zD6Q8meW+UHVyn4bjfY!$S8Z#|MVWUjQABgIDJm8Po^PD)8887Lp3;z(tjmhP#lFri zqKilT)N=I`yTKO2wSBi#;`WjLUDWdh;vKViEx_omhfZV2vlPTU7b(AR{&sfxwS=>N zB`;Tw>cKn%ciB?yENgJVBcl3U>)yPrhf{PapLGO1v z+}sDNR(1!VT4RE&EOdLSCSzLaD7^}C96rBxb3|2FZON2PtZ=eEsaVQYa6s@wBeA>< za^~gPGJFZwGdBBDDa)l+q&3Uj)*zB-N{5jhCmBq$o3L6~9Ga%N*xV5IT(hI3cUy{Z z_tZDz{N>f@8k;r3_mEw)cmVvNrf0ek8soZRcuA2SsY{GL1;Qjw_=Abp@f)$Hr^l=B z>JiPw0LIawOpg!0Rz(V(7)-etMzdO`jN1kD(DWRj$_%iX zwCA~4B>N6-N%5q9h}WZhtBLo~uCg^N&(ja=Oip)p>gXIAf)=>7|Flb&I4S{{^6FP= zH7(|O`*KrNC2Ut)+dn>^x;@v9T-S-TON(J1>*ze0T-5>V$uUP)js{5dL z=|;pw1ZY2k8IVotJxUaLoSvaUfc9xI6dG)UBG@)pn=QFT-mD4?ep0_))hhAGrD@RZ zXqv|{w_gBMT7cCK6XJk@QPXHc7$&ZQ{w-MhOO;)~ z9&11PqtBxMR1tZUXh`sJUg9?KJ-XcGq(Y?q%Gpj2#kBjgPt$Pzf5IpE@BAL&|WE zRx#SpYKk;9UP~Y{nu{!@gS&O-C0)hPGdaq(69Lw8o$AYJ&lhS8yUwh}Ejl(+O32ClEsjRpMlP__4A6KaYJj zrA;5m$>pxzT$Wvl3AsLfKhap28lcZrk=dONfii}i1SoX;LabK_Vl-dAj%1Ut+ME@t zTH)K<#;-50)%D48{`eZ-Dt7lpE5adPfjmclT|}>fdgR$GvWO&}Is4AWN8U#*+VOvzMO~U(kP=@5xB{Z1BZGYuO1$hzDdQAWF!`4WH-Zf)5*qB_JF2 ztM@*K%nv=OVGBysw>kDmzsC7G9>h*Y85nOrLQ>imDYDKtiL9_UrP9!LlH;x)Wa2t&^U(BCf{P3 zFzsAZQ&jiUB3FWmRf@UXnb=K%3oVi6u~$#MK;8nQh$bdp_g4&8ka2CS;0MN$c>egu z0uNR*wqIH&)O-9I>`mO8TU$~uaMDK-TrSt_9a#zZp7?tQNPnH4Kzg@ByF0Wg&K1~2 z3FZUA04#fIcVz68PwiZOxW z+3t{{!AS?P`$Ky3nw}L;_R}ryHpjf`oAf^^^Uy`2?|b(n*xXTOwawD4LlEEWC}u=R zCyJYgS)2|=$Ef1rs;I6J zn4|~nhlfZ`Ux|$e>YS+MRby$L&dZM<8@n&-K)gq8TNTUQzhm@&p+A|Fa5|j>zIuD6 zD9Bn2zs$nli!cO8As~rF)`UwEB@o{hxZ1)N2T@!GXy4L}Nj=w)AHkJ<6ZElqR~`b> z!0NsslPdIyV)0*5sw2JX_=V|Q@>L>w%Y%Au6UL|EQ&heY@?+8_r|O-J2Tqko?yA+m zjJP6K63Svchvo~u#+RbT;9`bstpzSarqz1>K**Z&9|QdZi+lngvkry&RLV&ikH_iF zCW?oKU*<5Syn!ZZ4kP{=#;*&VuF0}ymkFG4NGtLA37c9VTaG|oFwthjm)9oNeiVcq zqKA4&6{an2`ZEp2qDNT0#OJrr&8p%b!S3$@3LQxpj~!vk%jGrf&{L=o&6pH?cX#{b zYn4U!Vw} zA4~4POyQLR(j@w%H=VDr6nEvuE7~??2xzt#QWB_7!?o#U`zCW*YJ3!^S(wRS=t`!) ztjlnf)H#w9Z0}7HPa%L2{o&G8OhI1u6$v9rW z$ScR)w4sWbRY5Va@XA+nAuWd;we+apm@PW>lqZBqPb1ujGFa@RE&f-@3LUdg9_=a1 zs{A>mI)49g_l4ybI>Ka0|GSu7vh=xage7AJQV3c${d(G7QN4aA zwA#!1-b0VCxnE|Ecr=G_T)e7P#gnW>pwAW-YOZ9Myqo3!k8{H*`pXWWSjJ!_R<3n^ z%)N{hpxm%Ey*2GWi{-{P{bY)9{&cDD>M0)P;ah7MKlJpC5IAX9&bQ#$m(PI(r7nf_5Di~t@i+|VRUVledmD<|D# zRpJBv_&%G1&4c$&aj9?U#|ul;eJn3SpolR5&Xh($z0;yDm3Cqz)a^UNPnd+2J-cvk zw)gAfG97j=JX+#aX8#bv7cPR&2JMGMNc18_1&it-jXq ztO2V&=J)ShB;o-%qU=M8p|D?MfMGY}B-DjqPkv2Luhe6r`H{H1^%NQsIVWMU;|6R+ zejIjfc~jjo8h%F{J6}J0|4fe?L(hleKai0u{tRBA`>z(ar7QE^>v6AExofT22QxPw z!{Z-CA3%eypHPulrsTe55Pq;H){C}TEk>Ah3-&vk8vO9F4iZz6zy5}KMq}Bkk_DgE z4}6zPUD{pD_EfyL?FE3Zca$#ywGn`(gSk=DN_U-AWs`&DM9eLaC~r3$=WmtCSlB8)H6q zxTkjzBf36l|B(kP+iCDjoH9Z*%F-&Xy+CnlXeD2cDEZWLDCNbpIlF6|CM{ z@8pk(Xl_*##Ey5hQpHybUcpnBA9rCq6hT~Rbpde&OwX+2VKX`NNP*421!(fV9mJ}^ zR-+wyqkis0u2K{gzbosOYX5rH=otGqrWu%mArWv9sCX6e%|%o+;xruA^T!eUM!2f^ z~_8F91oJYpE3NrJ}iqdC@bRzLGR zKCX9}XKgC>dOCSE#Dx^5U1V{q9x?|;vLUh_l|_ZS0A)0xXwVbP>sV|p`^7X5iE)w@dH)+ zt--mJGTarMQkolKLBHA9^TnXMrf*3hQ_Pmh>N!tw=;7G1!WJhroG}&x`t1i;h!p&( zsmb+;%I#C%D}KN=27UAoi-TTV|8~F{S;iC1I=plKIjm*e%AgI1`Q7HAk?7U`G6BV< zg?b1UjDiW##KKB&pbkBzi6N-mx;!msT%1HWk+F2-vw$QnkwJVj(TO|12mWi8GQ6A1{W;+ z6zSoR>#($=ty5nCZgl(9bt9n{qRwx`9$!eldJ3Ob@~dnue0I*z%?A?C5T>Irc=Wt5 z@gK;M{WJ*NiI?r0Tz%7|+3P>i);_y2*YAJ(eOpB4Q6Ebb(_|~+2eeu(6`|wFV5hvq zLq$_AFD*Rt^<9jDWkKXst`&5MB?cm_#K->R1J-w+l?;A~oI71Hlv7Z;MC zf3-^Z2vOyp^ZfL>HphbX4vvv+>z_-*SJ{W#({xl#9?z_Hf27oz)v}$Nc(PYn(cv9ckn8TW)TUPQg?ffIH=g&gdVeg-q6N;Zq zUR^O9LN@YsVgwQ2VRf)1Jzk1dn7yN!V}p_JYMZ-}aF!+VZQ3Ik~cs5WL zY6rgL2)TTmuZ7`AA4;R~>yV!-mw{!ijPP0uGXZ8~{vQtnVZYL!V1yn>$lRvCMY`+= zGln~KFr(WIc~2v5*~-^s*ff}j`kdr!ejlqX>MBK z_>f@jmdtj-#GrAhZpO97;4jbqK21r)J*szNxuxHMK%(JV2>2G+a04)8tVVMs9i*V2 z%(SY--@|R(^R^vO9u!j6oPGV)SjfAw@yQ~0a@6oYt=$Vi62MV`!KGQnn4A>Bc@cr1 zLrJc1?SR@$^x#R(EHgy|!2`qe(^qu%L8_DHy}i(X(fm-3v`H4F>@A{jTAQF8jcYS@ zc}GdIOB)1w-T;oD`^Vw-p46?U&{*pEf=ICo}di+6+(|MDIq&j#5 zWu$xwl6As~TrXdtjNI|e6Fq{`qS4OC5tM|h%NNolNTo2~$o`i}66%GD!icrWgq6&! zBl&_L4IAej2b9c|Lcbfw3rh#N#1GHAieVT3$N-(W`G1*Ct%BjzX7Cmrqo?XgGsYSb z+@#4)N2f_6Qra_3_KvZf17+sJ6hYJ*bK)2lR#daPf2HEYCWebtb`FM5uCpl%34^!`yJyd*AR4WrC2i6pdL zx!5)mq|e&+#+H}#>F%)st*Tp#nVGg85@ua`>hxC_eEC8>EE-SYCGBDLPF53Re`Vjr zjAiEU{!xsVQIbvz?PvEo7ioBL9o9Tq^QL%0M<_h-+X=vrO7rGRGfxWf5< zq4e|#TUR&HXNKnc#X=W5{QTY(R=SWRI+3+&G~ovepRE__Vw*{jZX7JC^1cak#q`;i z-i4oeBNdHf)tfE2I9=~wGVYDILS;c<7x=-AO~34cvd|)sCG#8is)`~)Sa4xqh#cF# zi!s__(kW5QVzR8Kc<$%WB?>=S*sXGpLd^2E>}8oXWAm&NsS~(eh8AoYMLJ<1iJN`WYQ_({Tq(1b_WG&cxxKNqkViUK>J?<6hM`o|*O=^}R` zw5XlOZ)!N&jRkU!X!W~U$*jKJT{OZ?$!y~(T4_W;h~lsOMMiSBnSr%=y`=1m9iCjHxUkhec)?6`k<*mj86@lHoXU{8*Pig zyF_Q~i!Oe;+NCeUed;c{b;V6_V?}^zZIutl&ETA)Mj$2;JW1A+on-=N!zSl4rS3KN17bip74BkN%;gk!vW%R7c8~6Da*tF>Yp% z8Mxo(O*?@I$ldrnJ<2VEd)AgOGLFVroqy}0)E|g?*``gEU`$~kNKX_i?J>QfVeY8p zbk9dVVbN+0QbuyORGZa}N#w$arBn~RW|ddt3#xBC4QX~iV}E*M1#){Tjm zIyJ%IhJ#Unc@-j~IYe%#y)=FiUNS~oLKsDRUQIpyjQvghvYxH%S`|G7^FU21oc%jP z8a}-Av)!wTLS1sm7%Cg~EPlA?zGurZaMPuE_3Xb)t#|aStPUT8$<9)OV+Bwk+oeYV z`EdaRFj)CnPSp$djnKAZOtp7}y{`_HZOjLDzc=- zmbDPs5)oyY%CQ!bR1Aj5(u7pDVkWXL4ayQR*^1C)Uo+XmLD|L{h9c`sG9Ju4-n;Ai zoj=}x&hPy7o^#%-Kc4HFYv#V5=f1x8J@I*Z_sGY;rAtIm0+2WkVQs6pFHIR|nj!_Flh^i}&IRzu5`O^xzB9H} ztO(tV4kY9DVvqY<(G=42XmXU@-ib@?%C{D}yE@(~x1f);|9(>TVdQJ|wja1bMezP_ zM!h@vwImbUpDvH)o%69u?REqkO5%^kT_4$2oG#xw!C7Eu&-&5`U!9u?6cp-pfAVmZ zgZ?Xr^sn$t|DA2PxBC9WKmIcc@2}tfoZ|csiqBU6ukrj-I{H6oto}+rw+4QV=U<7_ zzopF<`H%6;Mc=&dog|i;dm%ROTjdn;>>2*qH|hZM(Qs&L5eH3eA!sTD>RU~TEd&y` z4$h5GinpEj<*P!#V1uOrxw5u}i2do9kp=Uy2IFRyw-AR(TZjX?$s!57E#NNisdxr+ z3o#8)7Zex3s|uVHTi@J5eDK&pG<|Yny`k$#`rmg)PTKkE!&u;x3LZgIu?!qCv-V)f zbF%@Vqj6XV2TS3hYohzM5Cjq<6nMTG^Zn}1e~XTmJ%zYu&P2SV=3Hwg;VI#T`kT<$ zojhh|eqH~J7>NDhllh*;_jbcLCCXyun6tgG%v|dRdv~vZolP zFQM0O=G4so;;qWFvR$o8^%TzSh!usV1Gvqs;Z#q*Nv4I0(7GVTb%pMVTHcNf#P_~h zZ#A#3;ueY%4fY@}4|fRX2C&&73snd819W*VNB>*a(f{xL-1?6$(8N+DZ5G)3;NZSD zc-7y>g?$%r*bRJr+q8?}7tnCvjBrY1t& z;6>p1nu_9F$xU|H9Lvi9FTg>0z>Qt|kZ)=$x|oC~O%k-XyYPSimg1em^`f%h>y!gx z8Qy)69@`^p%xUJqrb)hHfBRK{w?Tx_u-HJkOD9$q3$hYBNE2^B5i4m?OuCUcjH1{+ zp+!wBY+Qb#PqaN#e!n?q!BPHp!A;I+$1ZfI-;?Xq*>O2IWgcDH3i5qbnr6F5Q{#Jv z3@5@VNlk_)^KRj@v&ZK;DM_7`xQUhRON)jrT_0{*d25ZRIMrUAYz3x4a#O60e%i+w z3N$R92wf6WG0Y$QtgG-8tH06tJ#R3T_4BCSr-9nFNhB~w5dshdj4#Iou^G7=%17BW zU30a1SJvP0nzKaGv&z{*#B!V2{P~2(vl}HUPL+6J|1(tSMn$gfDY1yt{b6CHQPzIs z;e_A46F@i3K-cQi90&W99WXLKY zd-Oo*xdXp1Kbt<01KI9I>ytd^2=TDlVwB`;q7&YE!yOe=X|O zwVNBZuar$aF`3pn8XdO>=2hBw4B5CWDaV9!NliSAkliYEGjT7CESsRg2Xx`c*lf=EAHKu*5Q7BaSTEMuHWZVV6 z#hQbQXk8nK*eHk#Jwhv^XJK|l?aZr-hYb_lF7=!HCAXW@3!JU2^A4F&&npr6)cZA> z+)<~*1QkO^?y%3>dtez~G6f%^GR`$0`1n~~cY#%5AvLC4Z76%?WM^3@cT$bOOwI$v z#^nekH&(${ubaZ!@Xp7SCKZw^gR#*+U-fut!0wgnki2f(+q0~!K}x#G*2{PGZkErf zT{`Hj+U^U$56uc*Kpbof@v-?HDnEgi2YAX((>Rdr&S2jw`b?MSiXD%cF5=hq_s0PD zhuYLir@>UK4qS_*=U|o#Y*2V%MJ8C;7mYrSS>2N?tBYCvdDP(I?#4lKUZ0Bq%3?|D&0q#B6Q=+otjH%2>5hcd570xQyRzqmM@oGf;`5KO$p*P!5YNw??_Ez@aq80iy8`HH|DfQ@G4WhMM2T3x+q0N zd$s@8_wqH)AQ^+fA+}Z_(;Ri_JsxL`ddgG82xzKxA$me=p__t!2!wl#iQL)aT=0&0 zwH4ndEqv*sk@|^W2geXa;>RqD8!qvGwOJH$V-80`^8j8&D}mYCa)AO4Q0O@Dq_LV1 z2p@+8H%;DAyE0zRlFOCb?bDTxR#nDgsRgK&SGsmDE{=tl^MgfTIIpWjLPOdl&vz`q3kQv0dkFj7RJvLH zwV01#sZrmreuqLg+Bf#hD-~8>g5XS2W;D?>b%yfm&!B}&}DJevXN0UoYrjcL(m zVK3ZG#VA5icL)wc8XBiR1O2$;FG2HZs8m_zwHzMBT)nU1dRnx?O+NNvVor9zlD%>^ zL6-lqPNgUpwgx=Zu}*+-i^|R5ahT9wgt2@#2?E%Iko1KI3i^%JZlsYLC8VoWUX{La zlJ&b>9Any(869>79SPE30N--CX?$b^W;e@ch|-8bIHzR+U(-oau)o`@_Tsrj<+eAY z-Abdq@1kXGKer#v(s+48De*=Vq0uBUadG}tPEdfUA?WTV40!e>z3>=-GDLHSfYMHB z-BIYPmPYg4nEEo*wO2ib@uxx;?Cq~Va$()|ZU*MCaianW5(^Ni&OQb!@GaZxujLVm zJyQOO_@yUp$}9A|Yj#?HauJv0m5y!oJ0#+d>)zLA2p^yd(SvB-F;pb|6#y5=J(#l5 zndpwvBl={2D^hLlJ+thg{6Rd%a)|HzW&Oc|%i0TWoO=3;hB?p^n1j5z4XSw$vq5($ z#1L4T>R#wj;Opt{>~wFs&*OTig<}N#P4BVc^|9v?#U~K5cFaMwV&SBwxOFv(;sFrm zYVYwPAj$+BuG3hq5}MmG+eC5~V`q($$FtNA28~KzlK0;y*Ng22jY|pT z(v8bui8zp6Z~-7Kifs|i!Jr&Tc+#93dLZeh>YQNnIV+yt);j}goZ7y%gYXr^4^3f*+gCp9v#dj@LJ7ul zfUty2_JB?$(QiW{q)GnPoz$^h8ah(b)gkj{b?oSonzshm2t*t0NA5+-?^saRi1{0>7Cwe>qQ zcA6Hto3V8tjOA+lADhxaB!dLt`fAbw|D+CWrv5ENY!TJ^SXh?kY*U?RTA_0{uc5@P z{HfYfuuwyu*-FCbdK*y-bT|M$>~9455wV|;R1>`D%@s_w^LqfyGjx72W-?^&vNAT( zCWxQJdlk1w5T3R-vgG)o7ruaXUWfS(NR|kG&wq+nV*HiMdE~3od#Ah zJhH~mAG}Q1N8cYMA3xf@^xEX3nW^j<>3ca{%IR)imdJqLJ}Ejz$< z?W3U@N#$ydTIP-Ea?qn(8{hkrWt+Qid9nTQwJS>*Tg3K*~f00shFqn&6}ne>%4RkTz<4*lH;0tEyI4hhs8dE!twAA&Fya7f|VL1o5DH;_@h`^E8~Cz1qT*B z|04t1LcRoR>P&=uX*cI*^_sq8hvU0+%k1}yw-+1NILFhn1M9clzWgi~o?nyQjWb}_ zfmzK1dMtx;@EF#h@1?FSifkIY>}Q-ESnbVo9f-y7pU_Hw;^6A1c}_^(tl#{>QbKCH zNSkr(3>h~u#-;5MEG7t4|Ar2ntx7RvXPl%_P~Vh{Ht9}NW+hHDP>P0tkLV_584n#I zHi|`{S&B+5hJz z=mN>mQh_t=_@)O$qBsY85%+x4mZwo{U3{w3g6WCF36*`SuU6b76L_WZjz#6O9mmM# zpF%Fo;9Q7IYYCnz6}SMWTQfWUGx1ZkCx!zxpG}IlES(^LGu)RAuf`?e) z;G<_V<}aJ+I$Z?PyNF-c-yVZ)e^78%Y%q8sBGVVo!a49>DRJ>8#4LB#*<2kV(AZia!h*b;8`T)EE`?(jf@37_2BlB5B7&LCsk!VfT? zuKk)zfBRhe`G4N_M?HSV|9l2W*9`6mUZ@OS4tXcwy&<@gTXt5MbiI$fK$cmHgBb60 zA81{y>j8%)q};_2DYM?&UE1jhh7nm^jnkfbbF=t|n&Kwdwk-sn1ohw=NT49Jftv<6 zYf9c2$I}^*hOQQauEIYnI;MjvqY@dQ-lR=f2VX+3k3IU;>K`A8>7_CujU!`s z=8_l3zZaTvedD)Ee33%WIv6RSzoF??F9{BEV(rzbfT-qk!BZhEQ*KW%qbcA-%B-u} q;C{e2%zlv>c@**M`rBi`@(aB2Cq4rIGT_F~0@W|@#{aYN9Qq$YA=JVE literal 0 HcmV?d00001 diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Prefill Throughput vs OMP_NUM_THREADS (270M vs 1B).png b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Prefill Throughput vs OMP_NUM_THREADS (270M vs 1B).png new file mode 100644 index 0000000000000000000000000000000000000000..d67b397259fddf2dcc675580a8d966d6470242bd GIT binary patch literal 145309 zcmdqJcR1Jm|2K?KkxJPOrIPGfp_D>dW$(R5C0k~ZlGPB3WJR{@JvX`Y)NJuET zNl3PIZllEiBf&(Qj(>lH6yk_Tg&D!LUi@AfNwcQON-jlpS z+=r~3oNhXb@$p^%pI_j$bFk!VU9Mclhit!jS=*6>;S>1@vQK1} zcPYBhiQL(JdG31i`lZ1Se0j(E6bsExtxlE}H|7gjy12Z4F-iA8CsV^O;6Fc&fv>th zlF?gu|M{;{8V$E8{_|gHwGaGX`N!`wV@TQ9tpZ3 zj@K>~UjM9AV543!%cq@7-W$FZ@y7#SIhOG@G$#+yD2u+1U{v-<7U;O0%1XS4@nhCrkgLr{|fUKYtESOx$A; zv5C92IC0a}wa8^9fLkU>#klv4ak1;%L6SJj)|YF)XR|Y3a0yak4V?TD#8+7zdO%!G z?<#v(&A`Bcg9i_$=$D;jIdvm==K--eIOJm3d#g#!b0{DbBHPe&p@KpvPRe7@zBpFEwwB-#YQ;nI+M*#FdI#dk>aM3>o_T zQJ-{eRjPk!T3x)l_0*|T#bsrQ?#nY)ZE>Xi`PP2jnYxjsyFa&i?Mssj=fo56NG%#F zvSYRQ_~Jy=z9j~pe5qDEy({-W3eYq_`nz}PpwIQYU z*OPa3b;h&ZnY}rtTSrGn<@AQSy69ayl0C-38iji=h;x9!*=%;_`XHYd2^o}!VC zm$eg%NQdJ^*U`vk+Jgr}?Z@g5b8s}KY^dE`zaSkE7Urj0bYo9Mc}h% zOetM9#s@C`;Hqmcze<0JGn{HQMyJ3g-uUgksV^l$QNq?Hof1hZC)lsPH<-DaRCP2pH8mhGP*B@DFf2UWKO=+tjMr~E z%`Cl|-^;Tjv$H{(hFQl+k3+4&?a%zke0?8fSlPwmg9aIVBl4-Ya4nq7XbLxxAQ@oO?xE7xqh zgQFwOATJje^<-;o!>`539Fsb#r5^+P484}sQx}bcv86WF#vax>VU@I(I?tLEJwNMl zk|=AqH^0@eXU_t{xim+!t2S%Dz7G@dT)P=Y`5@T*gBQQ3D6^2o2aW}O&3L8Z;Tpfw z4qvyiUwIMGW9U;6T*6(w?t8t|^Oqp1-96i$tdWl~;&mFOIl|#`{!2?vuU@|`ET{v_aX6~2pGw@_iN z=*EDUtz~L$Q%g(T>sar=hZ4Up+r7Dfg5A-fI@hd(vL^BC>t4^L_DhZL-wS9DHvRlm z z$B)@R(rU}=>Fr11@}KT_eKB51OI$oD;?bkqVaKn|=xIb~>`Pu+npVxw&ZG3(x~twY z*6ZH8cT$NR=pJiRi4XaGHa#n9s4iW)h&e9k6>z0?5ZP#_IcoR{|o}}`?(EAq! zRymiW1nD5-wJx-p9P?&|FXgxL^eDIj9Vb5?PCaEq=vW!$HYjJpo~d=ZzwG4A}u}H*xmD?XHFJ*D_(c{N=P+MM{xuwE2Oox>I_&1IS=qs(oA&BVk64LU^S zb#|)VP^B2xWpfJ)wj)QjptBY`PVUSytjeO-Qc6|pEwE)oW4!nG&zuh>qs^9T?B|ET z4?z>C!tsVx-c$VrTr9#?hh|jxv5j5l2J6s~?ML5j$8|J~N`8OwV!v{YSs1&bT$i&> zrcOayl04(xd-oF1Qfuuw!{vzgCGPUA`rO}*BVv`fz{6-2b`{GS52p964<=cU)cRk( zdX+I51t19hWKWT5de_?5u&X!!ZhEzE%+KEpW)Y!6qrB(mw?#!&)qc2|bYpXUE+K1P zBikT^l7{8ktAf{Ozc4oDMxDGKSn0JsqnE72fj4nD|0I|DkaBvLR=yRjr>Ex*-Xf}9 zyDklsIulQkr212mJgWAtAeZZxlHLkQnOSc9`6FP~_{gM3_VVRw6ykz|dRUVlPE&29 z_?h^SP{%<>rB~su{>;V6>0OF);*S24+}s~5wgzS4B`NbYa%pDKo!usE)0y&aZa1y6 zbb?0u!pMDA8wxH?&8*<(LY6b0%8||E=wI({lWyTRswR1H+MWz8xge!_c;naNGf_u& z@88p}RYb04Yi1ur?Kz?_*PF8it5k$D1n)cGN4TVElsfQNVe+FKXH#{-@V}A9pBIqXM3{w?0u36 zC>ubP7c%`*iS2P5ia3*)Q_A3>`wHwA@x^VgWcM!34YAHuu4knzH${oqf*9OE3t=eZ zGaV`mEVUoI$Du`9J$$2kWo{_DOKhs;)X=+k5B5qgQgI!1nd#iFnyf%uz_2m>I<^gs zPencIO%dRNW{HD2`PQw}e;N1;g7HS5UH1X75u7TGjg5V{JlkVh<4ciXyNK7-j+O3L ze>cd7j-7Z?&k zPw$J0)^W5z>p?(@iFS!YQa95s5!>!}=%O@P>b(F)8G0ouw(}FF4WY*4P2ovRnt2v2 zN_iHF#_oV3*tIfA@!Cd~sf?!qH33YBHlUwd z)Rjk46xcgv9IOC#WeimnC3zzgfpphq(zD+<&uR$Ub}QuT0k5E#iKLvj|K4Aa@FN5p zD95Uu4c$Zk%fNtu+q_YRVb$PNoSSuu8mIDVq=A6}s!6)!=R(__ownT>H7`URciec~ zUTkklfPjRYBTwayVbPiD)rY*|GP1aQzToDyqy%85*Yp`2O+7t~Ltd)~Uc|)s-+J)i z!5WZF@CRq2rRZW)FHA(+joxSVuKqDlmV?^*Ax50hu6%(KpjOqS=Vrv{@bGQgBQjP4 zuGj-Pc0&?=9n)RujC%U|{?;zpw)>dg97?MO%1!MG{*6x2{XUr4s#{B-uzM>lE$YO> zH`n?E+s_yp8glF8Z`<75lu1%Aj~0)Ha`U9xFRuUx^WP(+!t9 zHgm32CWOUmu>4l)Ph}lEqYkPkM~@vFK^I_XxzCHMyJrR1(V?U7p-vtn?#ghMk44;| zX|TdWnlvSWLf_28z;i*GoPy%PM9f(ahFiC8X*4NMTQM-8@v~%?{|rot1NqvCI#B4; zEk(9vOODgDO8I;(b;2(yf3jH5pRzfzWf$VBfsmyZ4S=}Z+}$I@&efBP$#HRV$_cyR zlJC|~q{RAcilW3DElKP*$K8q&AuVr8b*$B%f`6gtlh9@u;QiWHtfuy;hky&Au*iNMtfx9Wpq zMrURM@p7m;PTlxY4J@b_aZYd-C3gTPzpJY&`md_+8~{raukZ;w;jKd9myd#j($e;& z9g~l+>RO3Cd7TBfC?9Ts9U*YNU$`9{^bEItX};R@^7qf0PCh~wX97_wAJjj7qp`Sl zXUkTb7Oq_bf+uf$VIm%Gi*C7FjKA|$xUHM(E7y-6J$i_bZ`aG0FTsv3=6Go_%E`;WO_Gm%^z`Z7 zuV2j?%>+Tw;(!RZ?cB*A(k{Y&Rc#X>U9ZfA29;e#PL2xPb!2SJuRdg7wE4}ZT+dU~ z>$^ikLZnqx_WWF29Qpp8#>dA8bnQ#B?)O)(UJcj!QwKbJcu7Zx<;#~ZL}kK%D_7W} z#d0B2V{D=&y7<;2`;#Y6?hbkU`Ms=M!}; z{SZqOh=b_L_~=7ILVE?D@4&*IUtPU~(yR3P%7N3OqR)ADZQs6K$6tp>C!arUm#02T zVMt5#si69Iy=AU^gWl`c6KzY?Q&lJqA3l8AV}<*+Z^V=5&!1EN2@PUkx_opGbfSRY z^My}wkG9JPSQ!~D7d)o~?MJ1suBB4UJ;s~p_lr4Q=6Ym2_j~0#mwU-jiKAuCz(YFs zwfV!m`lUw|T)+3LcOKi`$F9Hn5s#JY>nkUMxUy8Ww6rL$DXz};TowK}ge4CcPKq@x zZ>cK98)*tQ!z66=$m;e~)#h*NxA%AT{K|SY>uxX@tFH<`v$1Ax+&?sAm@d!lm}*c_ z+FcGfp68^V@3rpIo?ldSO3dY()~JhIl1h44um#1tQ8nD7Vw5nge&jAz3B5GZmRpAW z2JY@+HwMce0DWRL9y)c35v%;BqvJ&*qeH+W@rxdp+uS8S0$bXwgW|u%nx66>tG=@Z zgp?;xA`!TguJronlWLhd^d%)FT17VwU>|X$C22R-)k)jM zzfnnj2h{WC)}jSgk)oQC^3%vj#!}b0P!t;m-A8-(?F%B^LOG@H{o{*h#V%9adAd~} zAP~QCExEDS(W9?A3k*}w8yFlUP#oIo5s;WkF`^5CNVTVH^7(a$G`I>u^?^WgQBCcs zMoaz$tc#W?k+%V~N6@j4`z@A%ax1S2qD|J}uV@Ah7Cj7rD>5Trj)Gn6rDo)P=kxc^ z>%~)(Q&Ry4&$=6pzI$+i#=$E#Cr6Ewesgo(j!>U+a&p9aQq@xT47!cc>|hbz=1^k% z@C2~TUiuA&&6o646xivvfnQZ8T}enFQTX*3c(e@bT(A4ys`R+$*db^GSp z*e-(BfsEHB^F%hc$4PE+`qoQ}y>Tf?E8|#tz`$uqeYxiHc#B<}q|_yPJ0YsIS2~{!(z=M2Njzrd z9&NlEE-~jBwRoKy_wL?}v*}8!E$~3!f5vZo;X&*ji&Ka9fBhseMHMjPVZiwit>0y~ zTahE*=5ryBryHpljQ`yU3uhDsDkX-Vd|I5xk-trh5Ndni7WFb#y8f-g#wZZR!=!rj#U zgSzU^N_0xNnfBn^sq6iBp|EH?%R(K=@%zLo;mHKN*np)a_s!x%b2Bw+q!d1=4L6r* zU&+bYGAI=UVv((x4@S&LJ&mVxm=Q&>$t+$grBrQ>L-S%aihT=P1u{zk{&M)HP zL&$&+&uwaba~%dUe|HeF$4RY59QElo0uh`yW-l zT1BJH`u(um^WcfAHMc?JgQ%VWd-|RASkV%=6mk6VWhsBTt1r*c`kMWQ!uGAdK>k^l zN)pwDix*oWF6HjmUu{n4iTlZY_^_lccT_^pxe~oBb^H2ffrlqnKFRZ0w{&FK8(!9| z%TLI>)O4i9@~XUnP+(}Za^oX`W5FORyqWe#c2sO-Jiu{~gCk$0(BBs2R*s4EgI|e1$AD#+PTko5W3YlNYHng8d37B7 zCKIBVZ0d?;|6DSw!) zDi!X|nY94`Y)@zO`UG2a-W;Q-|M)`m$V|VyV>x}UK2+)UD9s2BuZVm=^!7X$5nXL4 zQ0-z-L(AAo5zzvhzJ7iMFU^JL)cpbX3UporSoCp|daHu==oI`BX$=vzrgQ|=pxwRO z=;t3R195EshhUE^`I!^ziul0b$}F40h?eGNu7&54th%Lq&@%&d*uo11KSEC>*p0Cc zZ{!g+whNP`5MCRw4xD%$9UOeoYk_9m?6}dwcjXVte$KZxbrOpjGh!0Dc}n|W*Oe)2kO|%Y03u`U=g<4jOOlSG@)wj&7DIut`0(toyYl?f(mSY= z?Z6UnGn6=jq4-zt?npU~PxEz2ElfFkn{!j~n zoR`(-Mn>-7dJlkz?>2ZRBqT(rH(;21VAe2pdjZJ~`uz3E&?%q_4GonU@B0Er;3t(R7X2LeY!b6EJ=uPz;3lJz(rF-RaGBv>m&)P0+ZS7~`u31(uV`Eu~@=jN$h-v414k{}vCwM(; z!rI6$z2DX&_$nXP(oq}r$B~iuA-cpFRJhB$?#ebi7vG%#&FPh^3rGz zt|0HBzUm7o95xiH^5Q8aCBe)>l;W;G=(6skG7&BkWGb`q7ur{rXS&*9kBpS%`TX59 zS@-GY-e%&ev?7_QVN3tb-OX*dWb$R6N@#GRc3l7KtE`!|wOH5*HwH=*nobf(e0;m97FnUIArrq5 z$(5I9PBgU^+m8i{wMJ!fi8)P?u(GmdE)$-F`k{j?EP>cT2@r}By2YVE6L!e=&qek> zzsgEUOKT?uef-IB_%NxEO$4uKUXas zb%AXNYXJsT!>)51x1kx5akwdiHZfp-vb!_Ei`cu&<2~_#S-HA)XlTgH>tWakfIazh zg?ofJ$KAWIy4sMQT^UI1uMf`zE_7((nG#JOjpL>AI#-M9B8ZO`6dNl8;HR9MBNsBG ztZ&@7F*R5rUg|XM%j&%*xwOX(iZ)Tfp?3*!woU+t-Lb3uCG+ow*07cfyl1h~+@P2* zY%I2#;@6J344I|WM(q4uKT8x0YQFN@C$IMpV@uIFkK`M_rA*wy0GEeUY4?8ZH%50f zMk-LNfGcl9Y%-}2W=_bWTY*P~f79_gKakLq*W0Uwo9yc9V(Sq+e*E~-Oc!-TnBfSNpDbU7N0KLji|;Le;ST_5I#N&M~^s8ttc* zKjMUYJkaz7pq<6cHkk=_rm0h-1zmtl7q7(e2D{v0uR{J&{|k4ZZGNfpVTDUp2YxJl zM*$AYhbWPBHAt-E4lqnF(FvCWb#7r8SNr9Yc8D$S*N?Kf{L*s*$&U!ED?`t2yVLV? zhPKegQpeR}F4>18n-^-fvJL}hTxf}W_39|r(m4V=(hQ!{ZiQPWpW)9!M|T&NNPxl4 z)wv-%r)o0(&9Yx`B!hm_Ew8L}GiPwfv4;`X7sxy#jb52`2YdNK{XQ{6mP})$0uorn zut~Mv7)d_h+jjBZjv4^@dHi|wQC1)z9{ZaM)z#+}qE9Mzs&I00Qh_MSxV{~OQww#6 z@$;u@v=7IL4>h*g73`eVS`ebUaCg#wH~&bJ1_4JKVdYYG)oXIlQC4*h6x&}E{?l)p zJx!xAr2@skuSZ0!y<5UR_8Y8ZmOfnA1>;Z~8 zQ+}3(vAsP-ve)mW8osIxHoBSmy1Ef)dPy_)-gOF>Es#_F&@TOP0w!jCq@j0eS8auo zg#|l2#$z*qsn{Ufwr__XdL8&+QiXm;L_Nr!bO&f*QKR>+17fe1%Rg0kxMJ}}JDr23 zSLQm$(9)qPZphkFt!mvGl9!ifB(&Ok2y{qn%wNphDuhx3JEkd4_^U(7APZTknYsA`stPkfX2QJmqdt6W&vw*l zO6;5upL5NFYSxd>rXpqmjAY$bx`lGb?wBz`*&5j2-8*NYpb)I#IB-HWnMuu5mhJJd z-!6&W72IDZCL+>-m$64W5Q7jZ{(SG$kf&<;Y{n-b)LLv58l57rl=2Ut1lqtkJxYI_Sg@q+{30`H@=W~X`*Hv<(JxcYq%ipH% zxY_Xm{JdIk3pdcFq7gRSbY4E@1;IjD(+V#%M=rz|^&folAM0Yd>(H5^%)XE7-P7`l z3c`wRFQ@0ycsl)}j|F0n^7&Q7X53c3J@0mxF8grP!QlcrA@}36oJn`@l3(l3mz^C# zGoSx#S2dFOP=a78L}EZWz6f!e%0DZ*>0OPdWDE>mYV^d`(LejWzHUo#Tu!yxVrMBC z1H3r2c?1&}c=fF2Z@EJ)aQX4&!BvT0`tD&3rqQ-KuzoxG1 zYvgyyjcC!UiD4%}BBDe`)J!&_i1X4HkhUW;J9y1l(#(>|@U-xWe=!Kc5k2iZ^Yo*{ zG$eX`Kh_;km_lrP-GMaQ70ZBLWmcVaiNFwG3&-Vhk5yiHdCgtbFJ4`rAFiQXr3TaT zhX@fs>F7B>eCH$Y+a-aOvRmJJ1(bU@;2XGaz0z?E#vz(JW5v6J;x0P~^}NRVnY^cG zxkk^{dSN?PJaIhKg8C|c4b+H1(r%IWz)4Vl0q|Q#!flc+R@RGq9dEBTOLKy-rnFT)Bx=O~I*h$3%MWbK>` z6lEPZs7NS%9?~Rnoz-6#fx=QiI8q}LC9oCOgDnA>&k7RjPJPv#DwYxm}wQ*ZvB<-7K!Sh;hi;xyPLA@C91ldp1(EJnzZ2sbj`^-IO}YPQ;iJZMmGGTd8ex z`}5lwu?pRaA>|g+bmhc*?Ot_-c;p{QsZFc4MCp?-tsk)ZT$tHD`35pbg1tg-?dV@{ zs$tacI~U?fl;$e}!IL0FF5d`y@`Q~_jI^$*6VkSp@E`QXM9Az(EK03vPJg^bY)?jn zXDv0k4@^OvoByMT1klLa`|Wv_S4k-N#--OEqP@!Cc{k;s^9l?tGf83K(HX{v6#Xv9 zJN@Iw4<=EEqu#&98I1=4WBHw?lmJ0=1S}%}8TYNNuTu{sfB#aVs>ZKASbzD%oWZT} zaFguU$F$2_GP}>0PaF+<&kv)d9HJIG^P^&1nE8xGOIu}w2z3zlr#v@5{#po>_ih&G zufrR{6!Tq~P|N3vy>L(OR7_0F0@#-+sve={5h(%m|4}T{+Or0+NVX8moUrQQIPpCd zo2zR-!>g*fhl3Md#9YsstR*K(-$VEieco@X##HWnya!TQ6tm z4&WbQsG(UPHTB}ASE=_Ou|fA)9wIY9WDHVQGW$ZJvSv?&??P}?{U&7d8u7XE#I6Qs z+28}ammuvWOhYq|;gOU}=rg;j$vUQ1NvNeM%ObWR%P_bD$hnPixbht#O|H~#r8@?uF_hT z+l2N>!0!Wy;dGZNnwh;ynNNiGjm$>j;4)r^G9XO6i#dFExR4JfUwZ5WVLwk`1AJ7_ z&Y86IxOZ*5TXqlyN5nFOSVaG#Q-{71RFjNh>(2eV|Gdo5H&SYBXxIwpofB>M#06XNOAd4KH*UIP09WC`uBtv9_yMt+` z$Lfy)tLh6ddJ$Ukl}i$Qzs3Xa6Z|q@yF;=eQcH+poNGUGQ72MVTs#rKzBU=_bN3cX zW|4dKg`SGH&vJGg-LoBZ;_jS2)P6!Ngvm&x9sczTUTwHSME4U$08y<~=U98jxLsBj zDcn__8Dgul#-M2im?}HS9U`xb8&D+p39^Fang)yVz6D+U)whI>$$) z1qE*}+|^F;l{*%S-A@dfkl2_Xk2ExaDUlF4hsSUH{>d>Scc-VP*OsDuB;Tr?EIvLS zAXC6r(Nn*Qv8D2Lvz%t^u=#iD!H$l-$b$4%`J6+i$=thl@5tojahvTEkZ{6D59sUb zkNo%%3W$0b(NuV9Q-EG2H`L?b1J#2z)-<)udm|t830wf%bK&mEQgYp1u)b_a~H#tauw{Yy_dT*PrJ>>S$V^tCdA*U?6asj%I)4sFjx1lzv!2HP`3D~F8LbDk6&>xODg-~|*( z28v?vlm&c8-NAFi@Ju0}*V zghiwl(DMyAX=cq8ALN_#if`74F$?=ntmcA6P!{#t_T?sZJ8KJZ*jdBJW>Calidu5# z4SU~)+a^+CZr=-f@*`qT+t+e$>9XneIxT=$YK zSX^$;AXkeTq*PH+$^SuK)(qrKzg4!F4JsTmO`RFH=c3U?%DCjgBXYbLfsE{Q_q;aN_!4x%TAw z(R-ihukpywp49&w?eJzeVJIGo+P9%9R&?}i{%mYynI6wqKbv8vo%^#CX4R$zA_RW> ziJPK18L}Kbqzpr0NIlLMA}=5NW80NRfAE|)cYkHEucD(WXLzyqpHi!rCEk|Em=PIE z(G^0bP^>)HGOMbc?Gr`hn}Nn2Oo$*beQsmkuiZ43`C{Ii&owoqfC#+mI#K!z;TF|K z`m3qA!HKF*c?KAX7?3*iB!mr}Sy&E8;s;JJ@4e}cEuDki={aAs6?N{!N*Q#?v!39A zM3?H;x=SCEmnVdh&llwi)iW{nuSml~F59{@f~+pvrKK1~rl(KLP&*@}qjPFMo9+Dk z{BEyP^1A5;c_Mx}`l`%L<^GbhMJb`wVsKusmh2ii!hbz`gG|`p0H+V#20N;Rb@Nvh~xCn#ZS5N86k>q4?IW9U>Y2 z{yhXc@ae5{^!h;h&{aXQz9(d##$&BVppLt< z6RD9bE1w;KeXLMSJ=aF=6Pa-TTkY-bS^$n#w+DW{+n;$DdHtKem#p)xJLBUc%;+2dbgC*QT zlS%Tv+O|XMU41>vfPbpREE9z3FdFjf@~i%}O{bwtVE1Ox$048?kRp#XZh8XIn!h(A zrC=rb7?2A&JR)*J*eZC8ar7@dz<`m>4~8ujX|v;kN0O+788!zNVMd;MzC=_{c!H!G zry=6Q0o=6>4VQ%V50*9`Cd=PKon$@w^3kKXu5vZQj+xxhc4LK+aEtFtc!Mkjd~w76 zo!vTGXKwv`_2DzH_Kepru36E}Z}&cEoLT+iSUdax-His}WZFzeLPB4zfLjh5hNr_D zFgFD4z!>>80t3CVACmzJl}q35+U{$r+Roj16)D${ab*So!B4+=p9wz7*5*)JDu-m# zoUrBDXD-m3?R(h+CVxZ~NX53ZhIS`97JGJHN8R;AI))-9WX~ z=-7G(s$3>n1>j0VvxhFw6*OSmh>|xIL&23jHS{#+N zm|t_W#90zDZs$NIbPM>pMDET6h9Gc6)yJk6eSLjv&@JUESUp~)3u=$_%H8|q$!k)b zurV4*PJJI4oRb@8Iw$ja2<|-lMMGi68ZJ z^|qBp*qnROAY_&qvqgIocsLY`&PILi%r-QfD>XlR-+WrIzMl}op^9Xt(%!fcdqBe*gNah=ev6a=-F(S&)T zBHo*^SMZ&*Y9m49R>v!5%lPZRRvvAcx~BkDNlw`flF$3_cvt?K*q7MhU~ex80YJ+C zYU#(=csNk$^h!MaRmCTkW_xyFWpzglAr`M(WM*avlm2L$eJpS|>}+DnLgPdD$(HIj ziHS!By;cWQl9oaAiTLL;3Agz}f`Wny{Vh7O*o*`_YcI!gi-*%kh)k<~R_lfU}vY5r-$V~W&t7a0AhNKwc`^?RNQYu}8 zOrBH+`uZnb5A8hm$Q&Lqz;Mg?Qe=YZob|(y%z#jpxbj-tZ;%1e=-MgA6m8o|s5b6B z1z$zUn+6l!KE>A@`+WtGL>gq#DU{kiHGbi9mL?W60X15<w9<(VO1@kMXYfv85vpA(=2vA0bx~cf$w6gFU z=POr2HRh{dV2(iI_tcThnkQHVJ5xK$>%^i&o{)amC{K>NWe1F8@O+RF_FOP3v)w*|OAsb>E3R zoA%jyM6u%3IQ{>ndcj_=-C~At0FPXHQQ^-u+vY%x+dO6;3NFVhS%p}?N~d7{M~5Fv z=i3b#sO_BuM`EAV@Jrz)x?~#Z%cv+DwZmQ)F8Fp++uAEGqO$QsRl)W8^Q;fH#Cu6OL6sT!JAagJPi*^ zp!ASx-mg3n>buAY6A|k6@>)jmmdH{>R-RYLJe!a=#lw5QDu7v+%zjzBG0C_bTd7lqb3%>S|m0Ek|Qal$tJ#)+NcwFZS@jK1?Cvk{}OK ze2r|7r=HG+3>_n(%Wo1eGit<07liQF@0Nw(2R$IGgt{nZE3Ol0;Zp_wAL9x-1Cq>(DzATC zu;Xa)j&4yN%X9hOkKv+xD+8#YM2czYb{v-fGhypJdr*rOQ9VMSe?^F9M{R6u%)=E8 z*nFNK&h;r-bl5{pO)XVN8#y^;+xZU2PJ>fMUl0&WrdRVA57!L-`0%iS`}DDP*Ka<5 z*ID-;IM9;I$9WFMK*sV$zRP!=7=0J5x7a>Xt^A0bn)C8^?Qqj8cWXa7z(9W-;c8;m zix^#rngi9uVqn~NH#jKhEgT-_Zn=|cxL_i-*M3G*vq$jZ)ubRPwsxCvyKCucad8ff z9&;7PSqwk6w9pWZR-;ID;$Q5=>E_Kh-Ar^z#N4NHPo7Ny3xq}<`!d|8F%VY5Eh6-x zU7w$uwC;;+kp{m5ytrcb<+PN~Mwr;lTwW5$cX-C`e<9vkQJ^6&lSilcW_sMg+j!A z$x7MrHx>ZmLM6SD

sfuZ?U4B`_5BLHSGI-69Ny$F`t)4N9{-_ZrZFC}NRH-^5CZ zDNZ6=(y|T)&u{s0e}z945%EU-Cnf}u8cAHI>hn`kI z#%AV0AQu>>K@--L$vX~*%N11aLLKH_c&TZxt`tZzR_t`UN%0Ge$8K!Kc=~+aW~0y2a5gd*OrY-@T=R#sa};m(BHhNy!a@y3fEAw{*L|HX7&;+@ zCwi8q@*c?PR;(#1DE!81{(fjNK~&@VdV2Ysa_Yhur9gTxLW5eu($caVzJN?p5;IBH zH-nHS#+{{#QVj6ILm(3T8wm}GB&LoKeFMehVPj(>hJ7(dq8;!wU5%5NMMV>>2Pn5+ zn>UVEQpl^LRJInu`oJjKo~}b>NQD#e!&8H9Tj1neLOA)h@5J=+D=(_SFEB+SqAZ4p zOh=k|dNZB}_skxilP4MQx3!qtA$E&#@Ldp9OrBBsZ2o%PHgpYhG5MwB92nLRy16ha zt(>_5>4{BHaL)lTr}Jo&#Gp73k$i>>Hpg}{3zB1>(bFG|cHeET3XOStmR^Z3 zpyMb(-2oBW0rBGB-^2tHkwn71j3MWka2?jGfr(@pCIArU%JKZ=U~HhKMh6M-J~3`A zEUdQeCujrtrO^E~ATaaLNJx^z??XqWyPk)kS0ZQxB@S{xSK5IdBHNSoNrqznZs_B*5nke!+%|sYkury?=i&F^r1Ohd6qNgX9^Q5a8_?@M#^Os#L*oF7-6C zn=PkIWs_7;bGH%`O)>ZJhDKvt2PM-rGKmoEnZFy0h|=H3#3m+pFI*tQXZj)4?qui>bmfC$u5edq3=rdq z#Fg_59Weu;9^H@d8!^%Qd{O#UDnc4o1EnH_#r6E3rT74}c7+Z*-B2%batnl{WK{>coXWY{o;h;i?bdYmT}8)?C1wu zX%IpoSiEt6OG^k3catcA4-zolP9&8`S-qBMKYjW{LU%@r^_;gJ(^G~2IvfF|48gf? zzaMZDd){qn>T$|#4os<_4+;_X=xH&r+V*zkxiwP2?zeb!c1j_6fN${t&O_q6-2o1U zKA)SLn@{=oAmVE}h1aZ|s!cGy4wEw`rG5q9zZ@Fd4n~$o!AIVL7C6BKn2&j=b%cCbbrg97 zYCsKMNOfr(L?y1{A9&PTG zygG;9(}6q@iZKx~dMTZlkg%Jco+4F^3W4#8)^eCoHYEqhKeJGAjSm) z^VCyXBVWJ15}D^w)@~ek@cgsf<2Dv@>QLDG{D{f%afFZ1(uc9Q_-%GqAy=^*>Xlfe zxtW<21s6_rxPwr1c8QYAw)9v&#xtbTh~@T+bzHdvT>$X!37=W z;Zd|B&8@1cQW^{8lUr$Mi|RgRj|>x@Nif2;vow3q>lxSeA)p__GvZ;{{i3lGnS}h8 z)94mg(`o3Cv*hArBB!D}aZ-IX0`dSsv85MP*>*>)G`MATKksQ8cd~ug_wxn zITot?2sgV}lJrQ5O%gdTVuc5txo;JEN4?+3uYi!5mJ94cYofe7J>OthF~-k=QR8PD zVN_!-2uZS*ufKAf0kS$i2Y%^Y)Ksxu!Ym#D&J>M?(~mFA@)6u4jwZBw9*`4nmzYnE zG;n`E^<5fV3bHVTMe4(%le?l-QBPfdv~tz8732qljT{xE&^d#VAJ! z61PGyb#{y>P=FZqnBKHU#1y9m965XTKvq^(3ZxGBpKVn>K8FvbFsDG^;#}pycpBLz zF46=yOUSN+twjV25-=e*a2ugWEGtdZDd5B^^GCBk08^-F&~Y#D0H8=@iHjws9tdBA zQ0y@~(g4>SCkWgosOK&neFkL6h& zNh{9s9A;x9BNDU3Fc;Vca6CqGnVeXfPifXK4_h(G82VbFP&{rv74D$dm{f8 z4n|Rox{GJO9pXS81aA5L!#(h9fN+r2E$*v#I{Zo4;scX%1wIIP{9(>giD>)*1l*XzA(w;hF4$uyGza zI*7pr0$a8-xz{%~HSM9`#>{P8(NFGh);%KYI)@V+&ckO1)W;Axt<5Jf{4Gw)A;>)@ zhm~<+)5@YELlXKqI@1~N4JKJxS&(Tc!uK#^9(Bs@Ms5Tps3df+T8#HRe(_>QlFD|> zD?=w`1^LgNc}5E`M@N&^N1VE(omX%3tKA$(K0&h6`_HnbvSbW8AJFsNR!!c>w?jj$ z&^_5bNLyQ58_+Rn4;%;q^u~4}r=(1PBqvi)9#4jAaGM_{H8C~yXR$)fBLcUm6SQ=6 zM}uWm4k8{nf{z4(poOFMC^B*@GKx5}BOVCMsxyUl{Q-N}WgNDEhK9IhaDKipf;n&T zlCf8bZG(}vR?A~-oEiv4Anrt51LiKxEG&>ns0FLW?!sXTgr+QQdRe=lz{L9gUWmZT zFtTV$VOF^s_d`H&;$!jqA~v1;(;n2!S5YD{S%`ez1>SCIQIwJ!5!)dE3ow*G9JG%QciM;$#1AnI5|T8{>`+w7@Lu(U+N|kAIJ4mK6+A^mvVyD( zr0o(E@C{NEkXP=aPE&V4V(XYmyC0Bplprm>m_n02Magw-%fExo=xM{|;1>qTIPZ0I}$89X=Zi_vsxkN)@I|IVU2UMOaDr_j;ph-++J= zGNOp{+jetf^V4#Mr}a9wz7X{Tq`hc+ejMXzAtEZo=QV!A!6?wE^^Jc+F(%R*^o}@2 zNfCmmU=I=p6JZ%70u~X=6$g1>0+JRJqEM5M zu(Qk95+kX^K#NABC~HqWd ze|T^naROc1GsMRI@DActlH_mzN3 z-@nl~gX_&DgDt6+ZEygtnM(nmd~VNJuI3p-sfoHF;`;>$8}J1h3kNOS_Y~-47P_#f zjBW>@Kn1~|n*GW*ZClIx|M|v@U|^Aq^YKcDFvm&dU;F=mUsxV>s8^4oqir?UbB}tQ z<@Kmrlr}Ti2tkqH8S@Gb2)IT+XPiu^djI+P_W=L%Ce553Y%Op9&t)iF{I9SLKs+Xc z@8FraL03 zVuv2q0&v^S#I()Tb=5)HG%BEp6$gD`xL)$HEsoj|?~QrRR4N&6(w4ZmeH`d^>}mfGUEcwYW!wLM zn+e&YkeRZIq=>Rblu*eYrKLhfM)r=fN~J}2DauMzNJa?_B9Tf~Rw$L3_5YmedEWPU z|Hseq9LLl1(Cxmj>%7kM`~9r1!O_{do^RjQc+%|_eqIK3*+2KJ<~eWk2-wG?mRh=u zXOSRhq1uL+M&bfOLPBsmsuIL>ID~~=JcXfb1#rm- z2QLeRTI2?z%0R&q%x~vIBma1W7M0p*;|u@1>F8(!envSZL2VZOS>%wD%a}XEn z%+J_2+j30+?-I)$01E7;R1oDVfHh7XuDh(vPIw)TZPK17zKBBxAEuHZPJl+jF4Lj* zE+f9(go_uYF3rPqO-dg~9m^rzBu#izwslLI(y9NvkC>;y5s|1=?$gVXqnH$-9O5__ zi7i}HlY%r0PJaFF-^CEM5Y!62ncLLQ{UkkrLV|8qtXj1X1x>=s zSdAWFE+i)>%|wbqLC-}FC_+a-K#ssKE|gxR{0D4#8rM0R@qpML9M~Ys8pEXb!P|?M~WYdZBK-S9-7nL)V7tW$eAS)q=GGL;+#3RGX zNPw%VTl~DdlFa7YuBdPl=@m$h2wymcsz5(P!Nmee_)-==xpGK3MsKAc5(H{$=872L zTMppKh(M{i$Zt%Bq#uxr3udik`I23pNqbUZ6DRz1&Ma;LI!m9U(7o zusR5!#sKjp$XQ{c5Vzb~=O!sr3N-_rw-`Vuib=_dV?*ed$fA<%({7%aM=O;i99vG;O1^xa-rS7D(GoG0w^E|2?f<}qDl2+=F zxYD0gJRRFdZZxEkY9u1Eu^cE?3cX3koYPtYvZMRA-Ab)N9|O_XaQU%l5Kem(y@%+pCDHC!K*6AwGS<5 zI`OdV{WSu$+G3hGIORl<>xP|TiwMgrEf1#IGJO9}PH4&J9`HIAWr3R!w-t|SRSYt4(!GF}RR9Ex)Dpe#4-VE{ zseqL}{4lC*M14Jcwl)%|4}qys)ieJhjmUkzy0f!;%PU`ze2&iVNuiWT)xeoYBi^8H zjBLt)@l>|sWwcyea?IC#1m(OqC@M1Y{Cn1iSRrmuVt_xwYr3Hc2P@d{MhA=I&sV-B ze)?T&gg-9u-*y7s8fh4bioFB%deUt3o!v&?^Pw_*JUjjojU(UdAjH2ANihr~U8oGT z!ToDZzj*PY60X-bDDL*QsQFLkNm*#^;$yYA*b0s?qKw6Q4@pZR%`uo04iOP{IE08d z(6-o<*x@3BgM;_JeeBT}H{uPssL?BuXck@ulnNbe6dV-E(%Vst5Xbl<1?12~p?GOb zN_AgisT`#D?f$xqB+mF(lN2eLh>F4rdKI5V)@mpJ)&S{d?{64lqa!9axCumYg5iuN z)D-cop|nM{{F}DoUOT)hDWDP^`+JAhEoFvG`Y)eJajboe7bi1#fp=96erBEN(nnmUGt2=92$P~bVkbQ3XP z>`MR|H5Yxx|BP^`!p86eFxldlWUqVk#^ki1G8-NdG>js^z8d#Ve7v_$pU@JMpc)gP zN%P+JnOq&DM;2@cHDrJlNkP{$ob`SQTk)|ipj@Z}Fz9GAnZx^W1H_RJ7;YkUy>4k? zZq7%NMTm0f;3c$#)WbT9Msl!`jd(YR#^iV!Id?i9x)ceL13|B=$5S`s5z$7oXgK8e zviWbxE!t}ZYUPNIqtpiA00j|Pg9LF>{AOV5U zQ-IvF094UIF(kF*^<0Oc!0471zvAELWL4{T9Tw=qGkoaXoyiaH&_r_0o$&CWqre}k z0}X7mho@&a8d#JOhzD3@wGy>pR~IcPC{&c$0pMvgWs=2_EQ+|MgT>4d+IKCj9gBm% z)u$=60m(#wq~nu?2;K18w^s#+R-B4SGFVY5+KWOI^&_?C55)maN(VyHLn-JMp|XRN zJOBRu>mW9c8#yUj-b=lX{|U8lUA+kio7PrKgFR>O-j!X!wKcPT`_|O!y+x)n$+*+d zvIbjaH>)Z~21Z`$yVZXXF?@w}OH5`a@j zHJe7o)0))PZJT1`R)`4EKCDYjn2My8`grh=d<#>@eBGIx@7JYsIWGr?w44I#1WobVP8wg;M6F33?AUgo28L?$G-`q7x1LInE^FN~dn0xhYMa}$$%>1dL}f>_8X&u?6lV9t%dRT&(yY@nF4bgK6kEo-}5s{I2R=ePUv&y!Bk}*PN_Z?A`bVR$q+5_nf&u56; zzq#rmcxg8;uPW@h;fGWxoz?BdUPt}})@?7i3L@;ywh;hIR_vQVx*{+^*T&|Gx$HS) z%Ap!q)Ln5(qo?&rkjSO$9iQuCB#53)M!Xu6PBY{6gAm^_wSzaIHv|ACx;g3SME6;FDv=Px_!D8WRZjnbV26%Veb zO5uc3ZedDG`}hpU9!UD9-*P#@Oz9mxnl%z++A|%h9bf zG|#T{poNkK(lkh-G62sgn2Ea3uUoa%05V}|sR39RU3|L!^=n>QzUTgtdM#Kce7Clx zh!;O0+0#&6lm3Rtvfy{>hNfo{K@fTq*Kn>7a)S^-=(&i7pkYD{Ej`LU(#t^_Q@|)g z+->Ol+~7Z+nVo2d>Vpj{>gKPLK65j^{y%G1QD;{nMiSc?+|od*Y?sc^^f z5FBjs(Cr*+*tLQLat@3>W!LCH@)iBR(8ck~=$IWKHK;6r*a`dUBFG_2KQ35_5ULg& z%F+$GMQ_%}4&4``=y`7;km!g>Y&4#h#ogQe5t)pvy3j+ukdlYXe@D565b6tDZ-MY^ zKnYAwfwrXNvrCreKX4r_?Fjm2mR~HFO@TCZ?&V#&R7&n)gus&G#&=n~Nw~2fgh<|P zWoC=K?n|KeRh2`s?VS ziNb51=||YtOT7HJo;Jf`y#z7@i9QyE{o%2BTe}=iy?Y04s@Mj%Fk$)c`qCFo^*O_F zo8|rddc*|tqw3IxE8OcuX2rq@iU&l@n18aYJ}-~448=!iXlPbrrMT~o7Os*-%~fmj z*3I~d6qNAsK@Z9=vnC#~bOeNvX+w9@jh2O$a$0z^06GlXw6@B-~SrCBj zL0;aTORMgpJ*{GtrKI7T+U4TttVzh0cyDpzE5!OsIhc;VOdm9Y9C_uZgeAvTo0?sU z1cwa5DW~Bh@8@$~klVlcXn6C`irp8w)QyU4?1n_$s?rCcSa>ILq*L$4A?5AGJa+V+ z(x-2J6~|TcM4|^$uFuV_le?6&CVe}<)Eueou=^y{Z9k4h>ajE9rpL}t_XPZ0PH%s> zDX45`ZdPMSoLEzXY-jUHmmTxiAQgBEU2zhY+p`0poC#c{jWv6H`u zZ1_Uw~AuWj-TMG=L7C=sMi3WBK#AA|6N2KF4ZdfhnVNdEd820jzF zI`Hz|VirVi%3L9kmR4v3MscL|V5%4dh@|5t1R{iUrh)u&7NU>i2{TEkx4bOyr^IXd zJZ`zHb7tDqRZ}S*Lc#%Bd;?jM|3sU&RZBQjIMAXvpyO2W?B~FPxw_!!o3Uklv#*v+ z1@gN{oUIN2u4|cde}4rkINsSr3d3thyvzYDPVjSt* zbIpZM@Tk9`H^0B}_~ExJs428|7n^buJ`c5;aMfY!7 zAAY~C<_g`bq!Y)9ht<=%8LEAhpEVi7-CbR}h0{k6Fzek`*{l}HBg(&|7`aZ#@7w&5 zxI=h4A__(6tA|i2IGHl8sRuA;?vjzYshm#SPQb{Ba|c_k7&boKlLaYiiZq24I!*L{ zj3#f6Y;OqGgSiPgKFn!pM;-%FJ$y_)(Le#yHi)j_k3xzLx>9ku9Rx=h`bz8?^`zJ) z3OBo;S+COSA}j~^&q$*P&1j=wxscK!4!mRxe#u^F23LNM$$Z=~(sKX=(B_7M>)9MJ zIk#Jt8WGIPBmHj3!}J1>R49H*YId+viNM=* zuxZ)}RJY(^YEV=}#C0>tw~HzO=E3W5-6I7)T8{D`D0qQ|dFAZMwpxGv%I^D*e}N3p zj`#tfZm^WSsHB8tifAGZy}AM1hN*2eFI#ku5w`!4PagFHwt+CNQ8Wz-IeUxd&*81^VrtIes^TyOs()F8d>bM{Fm(-ra08b14*0g^iEBNczaV+v)L2uD|@%P%We;Br6NGJR+St zA(D*9&CP8XAT)!f7XJarQsqvxRpz`^s`hV4@1I=#yV&L}=)w@Nq$De>@}dy1e~O8_ zLV5vQ4za_Z@8rEIfSQ1slcj|B4`2DtyEd@Fl~lGP>p^;hJPAsEzU~P|Uce4>#+cyo zmZf~b1+j|9DLMgOw9>o>|sZBKRzv>$g0jnNB+m+gSJ zXYVCc^gMHHEG%z**E+X9DIJ*rT2RP%s?ihkJ{(`MfJX}p+NSGNCN!h{qM+0&k!H6` z%wa{HKk%HBBVlRIN$*TJe;zSOk@&kT>$}bzhoyFt&j^L`29VHI-b=AEs!Z-%W7uR| z`LyAB3ynce&Nb+5tTQtK){z5~rrAtRt)7$6%2V@tqu`L)OkWid)c zuizWD&Ne}j6>(rc%0VDT@0PunA~|%O-_Z*U*xZKcoAh1C|0Y!avSp`03ss~kA;#kM zhMJgC;wwi7V*+Ez-bF+Cg@4Gy)gH$bXn+}=^E;{6$neZHlRZA6)h$z5fJ?fBK~#|^ z_Y~Ocmp&pA`9hgzMP!zoH2)cso)9=L;nZ$t_jTAd^m)0&=n?MTjNqoNL0b2ut56lg zVvX#wD6~pY-dpX>mHN#y>{pw>#~NX)xc}fmXs}A(Q>vlSq~YOdyr2}QCkEsh=oXJno9nMwyk+-e0hYl?kU&G*QX7--b%50wUkh)B#EpS_T2 zN!ov=x5z`|JkxJScnQMSP>6a58DR~Vdr^Rf_iiEO4F*=!je%Ggc_Ew2^cF4;UOk&w zn6(*+ws#x9@*&m%$Qcr@Ud`rhD;)cKmCmY8(d6ed$nW0x!(g*I+hVoK1VQg-x*H|( zgZ_P#YTQ?FNjufi9GL2B_OVL&+1os6d;g1(_}ZW!BtsL{SUFD?4fvb(Rx3%xX=Wv{w)FgC_qN15oK^pp2ip_E7{jrJDq4C_;0P+cG2YMubZfBV>zuv0_0O}_ z+ugC86=1JnVfH?UgDO7CipS&Rh-#dWXELliQWO~gn3!e0Rr4Foc=OH#5DTk-K}p`; zbri=>*0w0n*X%NZn!Ct!3g84U_6tC6_y<9=!RXfnlehSqJ#?`JCGq?hI*mI(RyDO6 z$}k?m{HQ?HYFFS0d2t7(T=br;x$a4ldw`zk{(|c^qDXeBVBjFq{Y(({~3=g6vK$8iAOrxU^Ruwl&8R^S zyS&(aL7@bV62a7g7Drk+`t098{+?rd%Gy1>kQ6UCSERxOH~V>}oD`S-u>9QhY$X_O zNS+9QDUxD>#=f!jbpzVph_W-;!E#{lvCD%LV9~75{8a20d5;&GwNMDT$+QkkczcXw zZPoZy>(+7O;>aW0UoL{qg^pn#!^;KX4tY(SEiFa4IL~7k`% zm7?&~WB1!!lb4~*V8P1bo|P5ILx0g|WoJe|1n&~!2-k%_>BJqo2lSYXFoT+iE0h=9 zILWYFB9M0gnwN{}0jhYUDLkz23CK)Bw0N?7z>5(q+n_H39*>RSvwW7XJr^h@R>2Ldnp(NixNOZ=YPKczirNFs*QK-W?!gH~8cUp!z425-Ic{#5#_829=#S z@?HqtXkfrZh)94FV;J?&G7mz?n`^MJ>pd@OWd58+c5>x zyG6M>-+dbqaig((cwT&V=C(;+Ov%li`!{cSk+`SRZJ*dC>-nQ+*$Z@gE02i(RTB-x zdW@-$3+<>w%liU?&zvav>TKgZh>LoI?+^ zflSUr78by$!C}4^kiLQzT>U&=Bpy@U}1(8OjEuEY{*E{9xei5jtyWu|td#i~4y!psrfJw%)^Qk_=E2E0!6+AG^QAx zSAjOLpm_?TlUQAf9KQpA&GY%OcN;VcM4?Kcf8>v5j}hJgGXyvlQ??zkgwkUKJ5m?! znhx?pQ7%M78Wz*M47psvUDfx<#4Hk`0-1LgE+zDLx*!kk`99nODWs(q+9m8_IJiVT zxeu`a(HdB%z1XhZ^;y_tg)IkG^t*7^+^~d_BP~nUj{9%D>fib9fV$0Ky#9xQ!!@z* zT+CAf4l=k49}PYEYexs)4BHCD=9(KZvHx~8t@8V1@9lPi_N%g^o}_)BNp{G@EM5_O9@0CCHbM2dhEO`^{Qr9nb&$@owxw{JdsOq^ciD&s66YHTv97K%Gy z0YrAa^EMkWs5eOMLE`ksXQ{eVVy5@kx#fp~kA*f&OhMsI&a};2a;`wVvjtrIYhlj9 zFHhuZ?c(n~-r2K~zaYziXX3V$*Ik;j&rxC%88i_wz?>MBfI zPo5Ojn2L$p^^f)`1-Zu+nuDY$6eD=`zrhnxh0}D#$Dzlz+@qu=`njI>uFUfmlTXAHK zWF2Xksj;E!Y@1V_oKRa5WjI{8$K-B;*FLdp$Jn%c#~4iR{#<=Ytm;zv&y`SKU#_IsZMLt9S{F^334W8gFJ=jPH4y5aFzZImU?<3o|kL* z$ZL264}`>pNSHQLX6z9$^t&zAP8p(t+W8Jdx!V__9qe1G1p zwb?bs*OKBN&93E$ka$xD;OEdTf=B%;5tNbNH8o)Hp+#RmPn;vLlx^wqEQN`wq#E1K zhMz3E1U$Lxydno|Rw*A4?0U#3G5m@ZZ{$@HyZDjL^@)EafVxh1!E%DneZR8YlSocO zkzh#V5GWP?`7P|brj{A}R;Hb*kBjX!x+?qhVGB)7si45sTj_NdUX`x&SIrKyPnAfR ze$Zs6l^p*{wp}dHBfzO`Zn^V%`We2=6wX~{TI$c@ za;AOJO*X5+FRQNU?R8qTLL`vk#jB;VUy}Y=v&;(vyiH{D6CRg|5a|Zq))YUztiOP@ z^uhhByhcM0-YsHU>ceZi{`a8Gs=hhZO&>o|2KWzXW!L1pvHhd_V{ zOM>=yptHal)Z?wqL2s^(w~|ZVCy~?H}KX zi(cc_Gpr1Gv=i$eDKjtQM_=}J3y-KM`dgI5I*=;b4*&Tzdf7EvjUgd5v54Zg@9N)) zr~im!<7{%vFG;WQsFq(Wof;jqLU%pi-HQ}xeHf%O(<|y^GbQZ2|60{A1E=VpzlnBR zksiWVtopwa2D3~I%`K^bw3rtq0U2fcW$%H%(qhRB-i>5m^SyUc@0VoU=aIoFd7&Ar zOa7@nv;G?=l_Fg014ah&85Ac}tzN#vlc=$7`Hy)eE#p^gajsfD#=i5=Nptc>{aN@Z zN)6MKdgxa^gId~@fok3>KGosyMg23jvg0G6sI5CYM4Z#FSf=WVhj?U%V2v#i7HiiO z_kL@opK?O5c6wT3p#5{rj-mq*Hvg>sR(Z1aWuikJs$y#bgrvz!;TR3->=!wZekEC+ z3u&sCU+b24Si5Da8TP5-qa=>(Sa)-7V#BVYTE4mkD+0k-1NM^jN-M==&Z_n8##QPR z*PmHTDD&xLn^~xz{YUYA zBAiI#-7t{Uqkc27*OdGL;8Mb@Qlh@-$cs%huwj9QE%HA(6tYiK@P1##`T7g{G>=T` z359u23K-blbzZ%vZ>9L~mlZ3HvTJ=iOJ`mqmUwI)YWiqEF;M*gmhbrTh5oM+iEQZQ zh-rgz3{*gL@+Ny02r1B6YuIz0;#uQmuUDRS+0Au)v8Y$0 zm42fCvaKhJ#Rke9q#D0lie1>1*!r714l*0aqRhxbjTi-;Bg9g5asv<{)q*KX;sLCUiV{=q6=|5k&2mvOcRq6O z@%xukNve;YN_+`&TkOX@aPXEyU+2nfFZUY{MduofAFU5$|Mprvys6?T^Tza;=XQZu zxx3a9L%{koJ`W>i-?CB$TKt{y3k`N zUj48sP`X1XS^w7^aEof*BhfSBhUS}-T+5D+ z5?pb~AFY)%#!o!?B3#({cE5!GNs-V`w~NM^?`(3in`8WOc~D}o4tjf;mj{z%cur2^ zDKM?7gk_@j4w()CtF6To|BWOHnqGFB-k*8jWMVi%QX(N?>?)@@p=WaqdK<7(+S%sT zYO*K7U|onFI&GD%iRLBo*NAJw%sh*^XP#NzQ2b7ZRg)7Mu|prr#AZKLoAj)VK7TjA zJHc<%%c;$RslNHw>ShL5{!Flb|HFi$-S^F0{+ti5x_hqHzbKgf{UmwYIqsLF zhQ`w66cS>E6a=j!(Xpl*=R(tvVO4nNkR6!&2EYf%0p`Ws%;guG%m>f_GV-}>~A-If`@``vG|YWlMP zu+I3=SbH2=5B@o{YR-{X2^uXqZ^Qs^Ji-OD4 z9%ns1#k!!FA?uf&4PQ^HwD`d}`^>ON@}y}ZS=>%R> zkI0ml^3332w77p@31YP3F?yS*)1jb6RF4vVK4O^UvBJ97h3pPIgIkE`)N7EW^>d>` ztonwW)MZFFdJ4pWn7yDl!biOhxYP$4W(2Oqa{UT`)*e>Gg;5TO?*ru4fMjce^^jQP zifR#V?l9zSbzosc$HwAL1Or`wq5l-Ios3XuV~jb(iTw)x2n^A_$d3yM2LlOIB%!6Os-MZLV|tW{)U!4f4aoLM zLl1^#A&##yd@*DCA|CoSWW2E2r5Zk8IB?%N;~|Hm=f1wfKO5zFt90G3_mqJvo$(22 zT1;xBOlRdmr)@fVo9($$Bt8l52s3KqtWlYe&UabOkj9sNc4Ab4>qL0v`a`Urbe@F1 z+E}idB6-=|G>EJxk%jftO60G>T0kUUUil0bfH1KzyVGHbYXUb-fV=|fEo4Y0^wrPN zE0dAo0$X`N_!T3XfTc0^?vSIP}9MWYRwRB{y8Jis~Rv{9x|V43gN zq&)?p1va~DWs^foZqSyT#o6yh1i&l!sc^5%dg)5rqQ&_}pQK@7hFB0@^bV z)0tsPVfpp6vXUG=P?zmPzpWBDqXMBs41&!Vfj(H|0x*UIh!wKF)3|?o5!R9LvP$nY zHf`cffZ&06W=O6~Wj=NY68lYloJiMk?4=O{HUtfM#`xJM)8Eu6*vG-0&=CdPdF3O` ztdJd7f+;x#@Tj!f4-rvhq%v^d0f=6>8Tbj>M}Rv(uKG?+E1=*BN5g^M|NP{}JG*3{ z#C=*-r8hcdGC-OKr?4hxUbFakz45kWTxtDD&o<`U&ZSvr*UFp^vuBwcSC76D6(lh` zI&E@5od>1PZSmRBlA7Wo`fJ%ip&njsVcy&er&aQnE!PD0O-Nd(396>Z+P^HGe)_g{ z11%regN710IEY9N5kh7<`z^+qU9jt<2L8^JvM@aaBM`zbHPF?=a72!YBfQUnN|Q;V zWK|$Y=v#YPJQANBrvOlfS5$z)lwvmL`H4wSFz%88J(}rej=&y>{xWX{np03(izq;& zxA0_15ki{icVOXpb21BKvoVA~6A5B)s3h!?sahoBAB_7bfi(yUr8-S3Z1mRF-lv?| zXgRlOHPdND50isdTQ6LHnek0 zD~1PI^uBIip7}=%V5-L@A`*{{2g0xyD+VwCYJio(gK16JrJ*k!upxo3mF?Jj_*SdI z5j--1(N$^6BAC(3@$(1lzo*Xg8XK+PLJsB*R{;!wk$RwZtFk_e7$b7}kTe47mWBf1 z+fDDyit-Q0sV|1r@}uU->}707H0rh+o)-Cqdns<&a<;~{qhW^oQS(Wse=iszSinD{?e?RAjpXmJ>oEs8eqPpVv{w`DhKYY;L*G7@$|Qn zrRx4ZDdW50{Vjb7-i6hwzOBu6(%Qph7^V(d3Lt*nkR`TICxzm=!lulKQq#@NjU%0S z@qJF79Blgx$q2Ufcg&Y43}Gk1#n4g6um&_fuui1eyDG(1h!nkz^!cTw+3y&i7T-y#0er3Lc6|vrLbF$$k#;xFHA-G6Y zs($bW_V+~{^R!A4V1sEWAc(45>_4f(EiLJC*9cH?=7Ssg`&dXH0ah6$Pek;+(xHVe zaMbkfI|H?i%K&P}EWB@D?kh(|9~wVr-PKUH=P>GOma-?S5(B)~H`dpM%cvO_*d$*L zZsP7v^xem~>Eo*~l#8-G=Uzzs>&|uB_$`i0Zt$Dy`GS|Kj1fgYd%hhK?A~)ucjehm zOcSrd=qPY*WP&?#Ia)uo%9tLvRj?F4Lk&3x9*7EG8{@IQuCBdr{7@f3f4Fj^u?+F5 z@*?*Hnu6B01?G1P8XD7hU^Gw)0^ zSix$3acM67AJa2Fj^$0?6v;n`_9f;}-kphF`x1RZblFnt1o8gTcB4XyaeuN+?`sE5 z{hM4)g?`m5&TNfE#&u7(N4Ga}4D_i-$Y|{BQ{8oZgf#bmke{b;8g#m*=lgr}+kmsA zXksrWvWB5zv@r}6l0DP(AxGg6kpiQ#EB%PoE3sjNd0#%L&&B(WUEC*n4DvE)Ub5HR z%NSj7M?*CZg>mdB8@WH08yQ1*i-(((oZ8+j87^XX|Gx5rY=(Q{@d4Rqu7`t%N`gqEp?-GPn*V;wHf4dflO-@>n!nmw3wCq$ z4B^*G2jQ7ojJk)80t4fgg97O6VHIz>OuVjRPuQ{35`>xJ29Y7`qwRTg3JF%(k=oZg zrXMXP2gEKmXgqJG2J&0B^qt~2a2okmz_zB)zQFi-jm(uhC&K1~e~tJDa;`A`KzAxL zUsyuYnV!qLP{(dYTJ}rAA7tp2H1rW9L_xvUg2~=){ozJ>6rYq}G8(E0vwq)!)g(zm zAZr$(bU1FQ52a$~cYB2gwIqttBkc!{$WBO3$%aGjIR1?O>tl`BdBzxYx-%p^*EEy_s5QFULif7W(DO--#E7p@BBZ zr6YNdT?nl3M8yrl#sO)E7NvfLbzaL6d;|9JSz?kj7OfKlG6<~b7PmgdZYCUWga>VQ zXq%JWtR2=vg!iQLqfN@MRF|!zIl0NcxfimBcHxr5=|ig;jkkv>&c+=ovPujY^$-ys z99Q&-3}C;F;m%zl=MAG4+8APe;~eNi%uY~H5ZJpL*b?vo!nT)w+>Dxz%!r20FBY91 zQQ4A0J2zLJG+o5^hLc@t!x_XMQQ^@by&-7=vHVGEhqI8#9>|1r{4x3B1(1l>@iN3@ zgCU})V4x<#U=*vw9)ecj4ax{YD1xbBTuy*ESUa{~J^Ry`+8ZtE#DFv*bbUGi5$djO zJ_2mi5)n09eiy|j_)b~>pgqO&dAWH-`nS8ywM$#+3l;f+1c-KbT`=jpJ!n&X&v1{= zgSlmF>f2XeQTy{Og#RxUBQ8k5ej$(s%+R(ZB_%zJnEV8(`@w>oxgMvm6nj3A@ITB3A$YDMLJsIy3lVc7x3arY*+63=vDv@Aj~^5>J+6j~c%fCq zkeV#?YC0M2*9L6#zwy)NHvj6du&nNATeu9nz7ZWdA~9ezLby_M9UEtB!cWgxhcO0m zahBRgoAh_&?G+2-butBRnxl1tQ(NLbXwmS}B~z{)MDX^)O8& zkr#&DE`SD*ODtrfWG~^8Kjv$$SB2w1U25rF8X5DNoe?h>z}uTO%?qU2<@brR zi6?3|tY8hI3tc1aP*m?Hlzul?tATpYjo*C^!DtI#%&S)d46S@tJiX+c>or~zVU1DV zi__|&L7KW}L^BE$CW_dXU05ETIk7pIV{&)J)iSmS4R*bOV(X5=9%&BAg~#aKEwkML z-V=VMGgZo*>n};g%&9HEJIyI6EkeU-%9{Vpm%Hck92Z{ti{!JhCENCL=m{i?@t%_S ztouRoW7-i9yM*<+@7eu>L%;h`-TPuWN{w6hEr@`q_dQjY2j9_9SG_tDXsmmt+f#LR zYu(pC-L0WD=VYY`s{_MPo`qaZ?csoU-XDIYZYn|wOIe|OU;Fm_6>;CPtdpO$r=FJ= zNq0p(4t^9E;$d09nCSl`!;vag={vOOoU1R#=a{EjEvD7p`jvTm(p-Z$>9rCzYIm(i zt=Vw8d#ULm9)A9ANcfEVsh$etO2&C!{t8@jRH`^d6G8@vgm}(G zd0TKuYi652J-XrL&;2%a55DkZPVaA?7G_;FBRc!ksxk0y`0bZHaDax+UOFmw+!yPwR)poSD@v@tjLR?vUO>j z0!Q9PtM!>Oh{p&e`aH>)di>yR#$>nYd-gh(C!uMPnGG+2!YNQhGp zJwJY0%9ELe#ni+^R64d<;}(}*>{m58>eko3vUk#vUJFz5_2{}rspS;YBVT^_kaz-I ztngWuqASO0r5ndzKA3MytBrZ2HSaQ3%Pjh{j=%8qhbG3Y`_!?v+N9bi`5&kby$@!;-#9uuOw)6mZvNCHO}s1zXW}N$!#ato$CeA}tLsml zkLtL8^_(34)helWH}<0^+qEk5TGCukKG9BGD4`13LPgV{=){yqt;2_+Jd*KGa$k@iJ5?Z(x}Rw}@F*?=0r7GFqkGew>jj@-h8(ZRH5+LS^f`oRyJIjxV;+ zk)vwU-FKvTO9OPOaQU@i6gM|@LY-G!JffBDl}>B1HI2b-+8DtR`YuNG%xxyR%%+E5 zM~jTgW1pha=}XaSIW9ac%+P-D`lde4$xpnB`rywOz7pdWvxqYsQW8Mp!6>kO($zib z{_2g=rS=cPL~a~yd(C8Ee&yHFF2=dD+?U=_N2kQ64t1$X_|EJxNXciubS@-BcG4#A zn-3d9`*`?p`KD;%9~ zP=i|r_4M>2vP)r-B`VUme;B-kjgM)7Db zqt)(^H~yq&ZBpRIV`y%_D0eKJ*7P}}9oey8tHgm@D(G6u=eG?{aCxU28H|M;Wl64( z-m%)Pr)Kj-=7iFZxKf-qS3dvr-8H&C@O*8I-?OiM2?F}*JG3j`Tu4;kw`z1)p0zlx zd*rs%WDdW~gLy$}^%{@xhWP(J98@ABgt3xz&p2rOlr(Iy;lG&GKP`%l;9!1e2B*@g z(gejH2UqN{Ve-<>4ep^?6{)vs!#B?4^44Bum+C68=U#_H)rciy+2EKh2&W$uvFZZ8~y{eb+ZX25O6>ceH89|6HzXqCaUGZU#e8 zg6O@9z4wSAbHFW{R>i$czxG8+aDU>t%YN-);hi2T9Gnp$QZa5{0%K!V-|x)cB;dK+ zOMAx()|0%E<8Qw#`DYbX#$lu8eAlHiu7jO9x8!1$D6@nXhr^Kn#>Rs~TRx@DYreTi z+x+AFcm3L2eyUIFE+0dj)ql=BPRB)KT{bcZpuzPvm`E!CNKSzcqy6P|~N-L~4 z&I)9ce%#c1!a!hpt=a8awqqai%6WC!vr6oBDjsfjXqyP)2>4v?WwrQ!7y8VgASWlK z`cwpY&n{YBHAUOZIiw9PtfkH5pNo68Rzz$6QSQ7?eR8@}-@U0Lw=3MP*+~Zl|Gnuv zTr(^}oP~aI+_9$lU1sHdN#_Jh+QXlj&hO6;m7-+|Wxn-IS#&mkRw4D5R9fSrtZwNk zk(dkHG;3Y=lG-JX;W-i_?2XL7osQ6ypIu;s}hVOjuZCtoZB6ibh~Vq_IC zQ($HFZX27^@Ov^NF6bG0MpJY1NPw5&xEB8R;=J8DrYjp?9rogd zAxUYw(eP}WwL5cF;Km(m^nUy_qNMILa~V28$E6=c(Mo62%LsozE0px}%I!UA{%`3< z&J8gY+w6CaogC_O9P&H1ZI!4mA-g8kYGF zHQrjHUpdlp-AH7Ohv(ll(PVLNdgs#v5Julsw&XONpQ;a{P2%1D16Q~!g5Pdrl`L`k zfFkXVk8tQtoR4CRo8Iych075_IiS)N?+e zxeP>qsBVP9xw;S0KWcMW%BY%dXrGV!4*p@4h7Ix&JdKy^G}F5sx)YJ^idRSM1pD`LrWy8~atqbwqA-e7u%1 z(|(_0b6nb>uEhU7^xG_&6p=@bq3w%NAwDG}4bYCx$G_@y_U_$V^8uR<;*&Pub_3`8 zQBKFMR1}Al?z(wD_yc@kin;!FV8tMT!I1ZUbAA>^RZ~o4J$Myp;0BnD&48OYg@{8?{*zdvu%^FUUus)I|os%Vdy z@tLh$z2)bWhSt?L5)MWE_o!X*`lcfRd_zU;p*yPoKJYQD_#8=ziJfI(qBeFI&me># zILZiorrNnJ%7>>>wK?MBQ78aL)Rr_9d+yK__$ z2+O$)?iP~c-|h96m29imFVvZ?mX5iaO#VviK++`7hTz#Z1eO zUsUO{LON$^9k&pW}VfYSzofFwD;Kl;G0d8OI; z!B-zTYGaJ|h~k~#n2&J`wTgNa$SzLy*zrfa!5n#Uvfq_)Kr`(xYhRLj!(>kM?-t8M z;pWT#=~p`Wv3-sa`x0u_O=C?vU*9zHJYsXVqUD0 z>AKKG%f>lguMUqmO(J=L>Mo~@JmcPhIF&-nG4Q`{=8J>o=a%HOBhYL9NN&qukkD?U zuT9Q{P^o*r8P0TM45PuHCU(RK%O0!ETsz(K!ag2vPSj6Evgdc)1@Xh5__vwYNRc-d zP>>mxptv7PFko?VkxsdL!|s@$+u74PqC7e_73qdBU5@&nS_Gw=Vl8sPuno{th{->v z`0Jem?{->P^apuzQvldMsW^6e%Z(Kqx#Wu6`rnAn4?eH!H1*iLQts08zF!rcZsmQy zs&-ksJ0B{unGy_LC9AqkU-2w&ek>|hy;Y2nJUsJ$ zYd7sjd!K*U=l?qn#Lh+u`!Ss;S+07Ojl{>(i;XP%aK_ZkOx!p1{Q2gLVNBbb$u%-E z8q8MSym|8quMLs)eNO>|f1Txz9Xg@*;MhmTk~ZO;xLi+W-Fc7dq74--mR-^Fn~k4T z{TxlIMU{W=WgGpO#XsogLr%XOuXr=|ffO_|r$a@4U-$oYbkb(OR?8{+|1D@#-e$2r zne1XADiVqtB45%#8obVV>6|?#G`Hom%Px=74_-}cSax4MgShH=NVl3x>gHw-2DLhG zxJas`08#!trIF4&0yW21bF+EoqouE4bF_XRd4v)v2h$0Vz_EFMC2it`4Xx z-f|h*!J>h2%ky#uOEa$9t6G|+F31UthRR$=dYY~|U-p`uFDpD1G@ zPe1hC>Rp@V>+-nD+QHUqafkE;;R_pfrU|ODZ-^2M{uso1B=z#8YK8YjGy>kNVOKA^ zi9GG~e^O|*+Edl`zIyxijgjj$qLu_av36(OmmW{4yLQ=ag0ry7P=uywek#Y8^{Tdv zXX|{#owwWFj-F(Cl9b)J#oxukyOi}~MSR-#37*q!uAvo&VlvdJzkhZA@S%;{sWi&D z{$4y&)`fuZ`~cm6>V$TQ_xeqr_Kb7B{w{H6qOI>2LmU2M_j~Sf3)0E2jIQp|mpy!C<6#4u9Z)qMTw*vwbMn5hM zG7OG5H{X4?;hX8kCGVEWK$tO7CX8ny_>R8CZgWGCvA0Nt2Vrm{BZCR@p=3FXiP437 zzGKW!a%}g@y1Gb&sX$RxZYu}ngf>)#CaABFmtk-|<@JI2D*T5z3l&c6Q~qQlNiG){_w1B5bxa zxh=6VG0bGLfWR3>_%;@qj4jRmu-qKc1__rg#Z*>mLnml>UUJnc!W(!AKSeIK=8c99 zOioIwK2Jk3Ivnp=m{?iK_<|ThWjEDlx!C+Wwns;WrKBF=;p5XD+!Xq#@q60+?|Oo{ zyv@{Y7TnX_k5q(1>qB03Pw4cV4cs8~C%W?4`weY=@{578oB_)8xRQ_?gdf-Z1UxxAVPT?{&ASCI2Ve(Fi|Elr2ECo^u-sD zh6Fnpous5B&965wCJ_M-Rf;j&8^i40433eQotW5I$(O30{lQ?{uRnfllO#lchcTCi zj*&va1zoP7fRsy-1NWB!MXJP!xZ))=NnwcmsyJ}p5rG7f zLMD^{uh+_R?uec)wPQEsnY|iWwfBd7e6qdL`=c9(*A2Rp;0gyOz<#hC>7b%^P)wnY z^DjwW)l&IjnA3-)nK7$-RR+!f zAIr*o(~`}Ii}}Ssb>VwO9e%~xN-Sad*^^82b2{o#i_iFynuu3(M@;+H1qbfE`7Xnn zbVa^rFQ!;WM)X!9ZHBZir?qy)>z?w`@0x_Q7QaM z9R_6u(jL{wB1|@TFO4T(4Ho>#l|E1SykBMJ#%n$FoHW^R>x;-`zQ$Ipq)FP(O;<4r zGU26r^g2c!79Y%&v_5TMB$y+Vd4#QfUix_lKRuM$JyD$A@&-D*u&MR$l{|Yj;MZnd z4MecM+C4jY%LGDhlG_(JEPN}O z!j+@5G4T+dI}e<7o**8V4unEhqjZiu_)&F)KK^2XeAo4((R^Mca$1WXRM+jFin`d3 z_jJ8^l<>Ioz`^8cYtcy4`H}n|mXg@yX_L$IjJx+ia^l2`IPbtm3XhlNLi5saoKRJ{+eC|K;GB@r#E*9vJfaW@S6|4z#PxY zagRe#-7RQsZ?2k5xJ`7v-^_jinCeb_a(`wIq~d-X&B64A;R76)U$(FPxWSW)}8wv`4Q8$ zv-?iU7>BGN6 zkAKqdlft#>s7K;c*bZ%vBY=X~T;1uLxaP`OG+~h|A0{8{(GiUnzE6(xI`m1JHdp*8 zL`ch8plV0PJ#%x{pwWO#sDWJWnKsUR^1AJ3UcJ=L_lCb!C`$U7@T$SVgjesaa#+kA zg`E;S_ue<41eL3QcJ&S&!#aqrT6|7>Nr_iqMZ&o%)z`W>Nv@%m?dZ-Ss=o= zR~kvJ{(Rw@yV}T?JTNo(R3-(EXH&p7$aQ_RE_w-`739lPh;qLAB~92J$=dvWSV_dHicmm?p7a zlH?Z>qmn!QmYj#|q4-P}+NdAkD5qj%^e8<$B?SX15(Wd434lzK*op&ULs$4*vcZe2 zNdKn`NQ)eZr;Al3y26ZNwv4|$Q5nkd5W5Nt<$BQAOKt1e#O4E-^INO$#xW^Y8cem- z@ynov20HnOV2`xZwSCQn_ff!U7b* zt5LK@mh`_B1f-&uf$I;(BZ~J*Y;5tV#Xoq36>+b@Couv9*A5O$g~mTtPmVxsuG!h} z)uLrUs?QGGrrF(Vh|>b*{R}8bq(apZ{`5t0=cD|TH%@U=%7csE36tGta?Ils6^uYKS9eRK0O@iuI@T|m5;07cn5r}y0#E%&#YD-nhKXoa!;_ADvNXUym| z)e=dH7_=V*`U1XX+|#J=+ATFqlF+yBe|uVAP31zZCf#&(b1ouLJ2;$!zSu@Q+&%&7 z!x|KRe`cx-PdUP2(R6yWJuvXdQR`5vP3AoTeou}!RGfqx_D<$rNY` zHju!Y&$2{|AH64|x_x6giI2eGj;>X|pb|GRCOi~%)Pjd{@=4$cPEP!fkNPc2-AV~j z661!Mlw$6%aRR0Y*+U{ta&5J3hg~Z7k$q`Z zu(M~=h%9#zw_W{F`>=}GPLRUnplT4G8R^-|DSt76Gr4^`qjYjIGyzEgy_*LQNbd`- ziJxfva#7;*!X^X0!LwLagJZd3da%noae|wi;l2nR3~Kzc zM(p_e*Vq&Je8_YgoR*GBM0(RWS54n^n#bdK=#@hTNAsFh?nDdtfuQ%KfX%1jSsvvO;gS`;%` zT~2%Iz9j__{X0-%Fcgnp2y=fGEH9T3Lu~lt!Wcq zU(TOydgsli&CkS%f17^hKxq0bMg0B3nb=9C!CIVS+)qjc^PQvhU<06Q1kPiXblqNY z3w*SQ2oUjpDGw_|Nd!$-9~SJ9Y+my0`uLbCASF(Eca!DG5WJGvpyUg&J9InkU(rYu zi!N~`oezTQS?{=C9=R_~oOLfwu787bjIb@JV7>%@dG+JKv<~>_sQp=75bD!0Pd$zbcm8}t`{3Poipd9-DavXsPY%K%P)6Cf_Z1Eu0-cS94{m=meo{Nae>dhC z<$l$Ng{0jbHRMV=Pdj7tUJ>X3x(R`8<#A}g~Ztzfp<_CJ&MuRngH`VdXiL@9ps94qqjF{B@B?_{GNb{+OI9Dtv3&KPv@0fj;kx zuG{J9T#d1hCgVQ0(Q$+`B)ZQ;RyV?K|DkGE>=&Af$mo8NpwZ_7wEMSCBf9#da^Jnz z{}1xPeB{^ifTM)TVa62A0C5L?Oa1xTOX{4P2_iRJCl7@knBo3La_Up|3a3R?rW3ly zLWx}uV0rPcuAi6vt=3euKP~FoMx@4=mV7rW9bJ+1pM5#YzefNlTQ%lK8{4BGiSf?9 z@k2G5UgLnt_}->&DK_Toh=nI=@Hj~!_0@PBk=c?uKi@IO5qI<2aN__y`fCH!tOe! zNm|COR{F$+ft(@2uiQmlx0?sn>#aXQ4kZo)v+f!i8kk7FwR^EmUoIN{TIJojuZCQ#_S_Ieu709%Vx=-@kxHh#^s>miBIgL&=eyn!j@pOZH=9TMO85D|#nmWG*H?bU&#VT3&ZI>eWOn`t!0qW); zYKP`rJfLOw=|_`3nR**r^ik*jFSJCd^{zst#vLvwjAXnPecT=&<+VX`_Z1x>Hc`h{6iBU;2&1+aF|Kfs1vW06|NMsz1$9k?XBAst zi~AYPErhA=UCiS+bCJKuxI=2|JAN1CB^BhR^dOj3Fs9c1A+fd}olD8(@(VBFgFOFQ zROrf4Uw`^5RZtxrT)BDQdg%Ac6!n0t)o_ky##!t5A6x5G_2rvyD;xA7W+S`&lr^U$ zi?H=!t+xTcgrYHajMEfwH=NegTO&t!_K98BnHCh1Rh!;bP6wtO5kSwrv8H2Ek~?{G zFHyLj=9Eac9~|`qSrYhv;yIQIJ;b{&ro8vgl(y{4{C#--l}agC6{?B_E@<7oRzsfo z`)c$xhh+lnL1tpN+3NwEJ5Nw`YrVy^8j|&Vb>p^pGbJu-_f8uQEzal!5pPCVZvoxC zYOr8OQmxub0f3YB@4{(=&(yrhP70MIEfL4#ZbHoJEgJT+)7%zLdcIU1C$CL26j7p> zsPs+rvD(jo4vH>?d%eb*B4y3Eil2l49824}16Mf_@`%%#67InN*8!pt94t*k{%VrI zVHoH8@Ks$sK$TU7{ordVK~Bi8cZ3DHU^WNo?jHVT_uxih?IEn*9^FZ&Vhp zuAsdZD?CYy`v|bD`|$ADbNl;a$RO-;`khYpk5N0LQLu6e${roFkl;Bgw;IbXuN4ryuPUf=rr0>)Wqmkc3)7{;V6atV|3SVtvZJ$x-yJz3fvO(>>HM>^K!GH<;66s*;2?Q7_GJRiT?p< z@%XPrX}CV`nS41}+=HCEfdsr8C`Ve*bjC1(a0Q}!qW=dB67(x3B|R3Q4}zJR%O>a> zZ^*?_nk^<^(J76;_52q-ygQMfn4IR6z?WNiW91sHV&i`zv8q4;kMOINaUnG6gRwC{ zaBkI@zzoN;k`+Iop3lYU>QKii)|BQ_6oyf+^SU+*Y=9Ews}Kq+Wsnoz)nd zkBqP|7{FC1dU|@^D}Mj>Z8bFc*h4ve072vEufi<^5DHLz%ltH+>Cjxfc(8FuDy6-q zclA|%;e~sN4RGMCiNFoBVuY^b>c=<6G`K?NQUf&dgK=D)kcy+ebP0W@x5JsHJAJu9 z-R4$p-exkM_|~a)=rEk$*{>)u*g{k(JcP!uWPqHVej@QM1hJl4*MJgGbNH*cO1vDN~Iec;gQ$K(xcE^SC=lp@aGbtEkMsGYT#ORUq@mwv8Ds~ya?LJl2g8r>^0 zzmJ@bRS#;lyTHDaO_TG58&HJL#lh@vg*U7W00E= zr$I8U5nPYf{Uwr})1&Fr13+PdW^yE(&k}(j`_f)I*R1{B^$f;$ka`Lj7DQ+WyxSgd zl7!X!0Sz~!E|pi%NP1Vxkjzs5v-e4NeU{}&1+TY2tn`c+s!A~*K3i=Q7Xu|L%n0^a zeUlVGs~^1rqHQDn2{EvjO1^qh0344AM%BAg1O;$iG8oieMbI#Sww*kCQR5v9fdQ~P zvs^3VWR=-77c+VL*HR?Plk^JsguY7!c3eXl2>nFYgVeeJ)k>2SMBbt4z51_clqghc z3=6bSc;Uxh_C_$>&j_Y#eoj}r9B`uf01bQx#_4W-t_)y%5C$5dF5?|!07O7hZK`ZS z1pV}Ym~AzTOzxB3anKfsZtx~h zXc!|`-a&^SOnnPk8#W1e5rkeXFNg&XzVn{a5&=4cwQI+Z1=Xao-Q9QE+KG)wPWzNo z0@*^~pB`EfBh+af{P>356JJXpr^)s8>+ZOSQrgTS%`q(yGZ6UAA`&Y?>kaGb0D$Bh zWZ0OtAE*)y%Iaa7t6gMqa*0mSG72{0V$Hs;o<0A@VQagt2hgkbs4bBj!9DF=A!-u; zO42s6wO_0wI>iu>|K|YXzDs_YA6i?zq}fog2btfrf`UEvCFN~B*Y-?}#w8_%1L#6m zc;EN$-}zanMP+|`z(CBwU5I+687AeN7VYxHX%I080SQ^(*s+DN zVOs;v=4PLLWN5LVTP3$gp4xt*Bn$a73O02A<~g%WyWnvtw7+a6xDWM?WF?_eSVN6X zvlgn+tx3_jvDGG3FFq-Z_^T(UUhbj}sxyv_in;~s7rcQL(xTR{&~Vl-c}c_EV9D!M zutW3xD%PpB`RIa|J}>BfrIY_Xr`*FY9JyXfF6b?I`l11Oo7UJNXi`8q*oIE&c>k%b zMOEYYFTmZrdCxm=T%Zox1sMzIlOo7ki_E51X*?hP%F|wf%5r&&DU5=pbZj_ehxcIm zl78MW03dvW&fiy?E9rx9g^tGoC+a8Wn(w#MZo?Ux-{9^5>NNod&^>7Sf)a%neG0UmqmGmHMM=7{92eNdGmL+-2Q`R*uJ>=} z%r*L;Y3iqo>zw6K{9Y4P!#;=P1N<%sDvj8l+j+1M=d-M7KpE`Hr(Nc+5!hw>?<)T$ zx-YTYTy8w(!iS<0>Sfg<%46d;CVlIHM{fahmFTYr=&uB_{(yA7f1fH_4ZC`ri3+4J zEFRjvDz*Ev@M@Pk3p84(U@_1*xxDB5=OjL4Wag@cnjKE2AC}{q#Mg<3Pej5BW7h{m z3xhvom;#nYfMJ^g@B_HFQO_E${PL{)T;jl1?9e~8Spw=u093|Q??CL8yL2vH3I&}U zqy&zvkt0}7g~9-Mblx-l@na-K23p;FL|!dj-b~^@hpdy3<*#nB?S5E-WRS=M@f`V) z#u;AU59VNma#-~E?mipi)vItnGF7=~ z^m%e&UzbJEB_}}0nE~+~Dg}b(K6`OM!bgG0AkscY#^OddCPl%-3EyVtwXr<1)F87# zkno;Y0DRGuz(jnXh(R#ufP90gu&lDOa@u%rfd$1>`Ls05%+G2*0zeQ%EaYkdW()O5 zWT@sgiMZrN$>!l}$YF+zjLdZUUHr$`$qx-PC&;-ie!QXyP#+2FAw@ z0GvC%@?7cDFH?Ul5N|_1J|Jd|Rxldleg%($E1&Lz<1a{hF{89>WnuC_z8A?wzUrn|SIFX*WKu(>vp2OY2HTQ!+;kf${qQ2S~^` zZf+Q+gS0=Bx44|B94#U11?*{*NjyH6Kp4#l)t}upLxA4`fTtFHU8q4NyC9=sL}k|5 z_~T^2KFQ3?tVXu%Dy$yqEp|v}Y%`Gw!d^Y>9qRk1SI*Rc8k9*(;)$0)O(DP_+jc~q z0P%aGoL{iLx8(b^dGrt>?q-9k>*xo9WUo0gl;Xz3#(o3oD8$rpgeN8HF2ygYJ>{h~ zXLL^rQzo`|t9i>W1%3X z(l4{{*^B^wicV$7^e9rSkIsUqPnX^_V6eXXdN;7Rb(|Pc0uZNt)%x|#Rq%fLq{l}L z61!1}iIhc`Sa5cwbK=!WRTm-U7B6qSSKKW3S5%5ui94}7ORG!PBHCy1*O&7tR&9(g z=X_CL9q4|4?MrBcbQguamGM-LhAMu=7)1CgTIOR#3;_p3f&ml8XXfQ5xfOG#k&K7z zr}S@|D_vEDohJY!3fRs=UmmAQ8oLh?W2!-m44I%p;r6MVD#_w7BN(&h1=~DZ=%p9b zI>}gWKp&BR>FnQMQ9YrT=IY1JG^;Ul_vXdrW+j*$#U@66pEa%lRs<^cL%p{t>WBdP zWzRm4xQls~^#BmR69&al!EH`}!iJb`7u3URd0^rgf^0lMf-c$>8XY6PeV}KqD;(=N zVGE-*fWrF0kC#d;Yw@#?$pNh%#-T}W4R8BmpRCbBt#&`=;S1KADeZxxuYN@T73gAd z4X%pag+=@u^PDd!Y`iSzyKx1VckfZDB+-gIKpz$v%-{KkaOaNYdJ8Tx>v_N#(I4?7 zp-xPqEkzuIPMhbt+~Fkn-?_}*S+CD*=T0kjT>A6j5AuU)fymtN^(%bS zd%j|C4cH*P-7EtOi14RXKPs3-OY*J*^kv^C4?sC9+bKjfj_~_UR+B)JqO~WrooA~% z9kr%?=~#5@D(f42aU$VoZ#@`?6RyZ*NA>b;EqeTi=*cJz?W#!WmA9KJzQBq(U{AUh zc~s+mk+THz#-iwSVy620`O|04?1}{^^Cjaa85scpwS<~U!gXA`a-zenge)M?wg2SJ z5@lZ957mkD48v$YX$GgXb2`0~%Dl4=2BqwJS9*R)dPR6~hd(5d%h7@Z1-FLPA zz_$bF^e77l9vb3QD=P=Kn>Jp7@v{5E7t8hOywV@>l6*GLzt~1E?!KLhv+FQuwJzE% zoTt~BC~4F1Nf%VgsLnGPIUjX|u~~|slh&zOchRKtBsmu;pnVqC%%ca6LngXDO(EL~<8;tE=d|8{lQE8;Mha9uR3eaDr z!vcK-p#DHKw=dBzIGffco7Ytb#0~qBx+^art}iW?FC4*EQUh~^BTJ$GDlfAtf%VUO zz$2(Jnd#C`Xf*d@Cw(t1PQ|iK4xqel&vfGt4Pbned3@f}>Uez02ybsg{)uD<`1(ob zyRuu|v?5I3x0))9JmzUQd~t-g+yGo@4E8wk| z?>)R2{9}>s)9Tc(Wxpw*EnqI7O7C`3y!Jt$Xv^n-F#QV@z2dxIFqB6a{K)+yWi}YA zHaAX!LHMp%OHlX$;2MhMM{GYICgzM$(bL;+|7!WlCdm`n&hCJ4o-n9d2vU4z*X#dQ zvhRyA!ERs+_+;AT>a$fE89OAU7J&K9<^&y=GA7eA`+|iUP1UoX?dvO3Y8fG#>J%U77Jc>DMh|f%FA!IA9eM_ohYz?+-p7 z7&?e*2;&NLqJi;TYMa$zuO&y!g~(ZWmtdiFx~vvLHI^1JaZ}%%p_s(PJ7664$%7Jb znuOuXx1kM(&(1zukPT@X$Wwr2JC!@Po`C@~IN6b4!R*t^BzcEs%87Z z&O1FlJq192&=QXmJ_EZ7QuV>><+rCMK+6*-*%8bq{2&EyEcinVh*o(?APZnMNaEOG zr+AW3F%eZ7MMBn+`tqf2K{lM(R$aL)P0h_bjdCg0Gfam~Fc>7yO0dfe_y};ToxtKA ztV5LxvO(8$v?FUTXd@uszh!17%H7b9T8%WF+(?6#JOBaZL7ok+l|wH!HZ~B{uJTGJ%u$ZARx&=ZTz@h-FSe*jl_7&2Uak?OA`a94AOusJ} zlphF2q|mxAykti-Pd8*@{|l@6Yh#z3)GE){gv|rw4C=Bzt8s%L)AJ*jHveAxdVu`* ziOg(|2BHiNi*)j#fy7;ar-s#DD~&&GGtRYi3c=K0aArkjZro5Q>V!XDj7;SWKHAEv z3lv~*voizcEJkDcdw?H11_L%^caUh5fPg^3YsPm-+ZAx@#F)d^zN-rB=BL!VN-|Tg zjj8+A0)`iZnVp?of>bT){{0IhVrX^48eN+Pm%{+KCE}kulia?BfaoR}#_{7h@j;o* zc1JY z3RPLrDz#PRw2n|r9AbjLW7k9g#3**sXfvqCObm|_y$XG?>vryYMef9s!{2<{G=4F9 zRvK;KIcm|rJ7;QUE$uJ^);{h1P+$fMyI@^1@N1cHJUmbu|5$a+B3;~<*mffK)@YXN z;%Ni%2XB06oIUrgk^)M7Ux>G2p>JfSz@Al7pGb*krQZIhGXNACz)mWccVHXq{{K!t zg53M94<%PdB$+Yc6tdG~g@b3CK(|l;@y)QvQs)6dD;I zn<~r&hHk!OFF(jKI?I##?Blrk!A<5{>+Y_RHwPSk^M#;#O=|8fSM)H0p$i?Tqmg4! zuyO(thPdv?=6e6;pz-Dk1I7f7+YNtJGi^TMZ2%2ZB}+goQ2c?q8j>z-(SCWf$1p_$ z4Z5Nl5tP39am`4~M%j6bLUxO9oK{*Sf;$~C93`&t%V+Sr5h`7`1_5Jt_}<8d3l4fx zXysHx4u?4F6^mbQNPtS&`UESmS>bn*69)ssfu{#q+*%_!gcgwa6nl`3d0JpBIueoT z-F)8AIv0*>Y`zqzLvEHW*xA3&xi@~Lq~|#VkrX|<6FmjnS#k$WS@FF(RxSR2`@3OX zx=Um2ft;@0l9@x2XPUehq_78BNk+!*hrU))#8Uj#0^kw8m}e9YqRa}kL?Cs7z9!;D zBlj#|!Z((IT>OKh7Ua?^qg<#^0Z=+DJY$u@8!!c#1#mR1*i$0_I&Mf;yT?@N4H){h zJR2GH91)O(rY!R=g2+^y+44pzHne4K*$a_+UMih!DK;QZ7?9+ueDrSp$|_s^zOjE> zwDmS;S>s_-dH}v4izR{24J-nU& zFtY2{UWV!r^YqFghjF%1kVcFEbhZLk$@f&-C~$)7pl}-T-R#g(AA~-l-L+HDub->h zfHwL8gDOu=2Mh|xkPT}(BmoTpv9iWJ!De-QlIf(S zLb?Yq*^gMZFmJ9x;2SFLvA4Ns2(*mA(-&OFsaYgD2GTzvaq!J~Vg{n*v!zhRj(&OZ zWOE(JQHBmlqH&93A4!1GXMNZ{l)1AnkKo%E{ZB;an9rV?)<7*}JU^Eer7F|ng%7hY zuB}#SY^)~Hdb9pBrU^BI0Upeg;EcEVdg$e|l4rSm@o3p0U$eF8=~t`v@8U(DeVGUG zAv2KV+gL=SoTRF6`bF0CAbkxa?`NM-W-^hz2q^X!oAba@pEyfBJThViEPc6>v^Q;I zE~D^2U*rYF77jb_tMeJ~Zj=N#i(G~}`3>Pz?!WqEO|;t9+;_Z4oOUIX1A1)JI3_!h ztZnG7%wf2UIyC&)LOP^RKE`t z$%rC{RM;W=!ZK=9F4c3E^n^o?g`0;bpi<%4mssUtg^jMH0q4Y|wAUYonYbfYg|m-xCqhT-h%b)1TRLT@D<#7~_7(yJ@38>8j zkP5`CIaP^Rwj|c{x%I!FRd3x}Qkeowvj%8OKZ+8{ncsp|l$3rKjB>Fh;}EL2UiV8=a(noQ6% z9JpRS3p@nk?5->=J{U7S(Q70pG!S8cz3LAi8&r7=E_$^i4xzSR&wC%vo(u~6&&8TO zX-%#48R9`t z^wnmYd=Ye^w|wp()H{NsFN77~etv`BjT8Ew={Q-`bs2mT!3cXFB*Q@<3JR%+3p9El zHlh$1gseuu0XRI@`R!efB{(x?e}7ar`~Efxxh0-|g8br?BbY-VTr+`^D_HtmXI#7^ ze-7)N59gfb;}>UdiiM8=_LyJ$cdQePsF(!Peg~Z}vJn9gS>Q91d-72`b0%r%0TE+B z_m%{8D1kh_$pW)UCa}*`fNnahVt}MOLY9l<=0Rgk=3!x@c`bCCLx8Z@NG}qAv+?DQ zfz~u!-3Lg;AH2V!*FBzeoqVCF-QRfbwXunn%)$S?$E@o0bl5}X7}Te`CTAw!zT^PE zwgn*Lr1`6%e^PiW_kc6@)n?bm7Vh2z^6n)#N|8P9mSF(M+yM3svH}>PLI>)Yo?HiE zu6N#8@ffp3T@}zH=n*%n)Joog+UMqgCJu7Mrp5?y{UTw!hx#|WsLUI8AHFR_CEd| zcbV*}bMmWPIyL(FmkN4&-L9wc-HcSc#;icjf)Eoh!+6*c=#qYRnF`Vmz_8IYb@twD zN;)J2i4o3!@K1+*MK#j|jp;x;1P@g4i_hqRsR((+XjdK^R0XN#R#@en^(c+O?}EK| zLf`w|o_P1POh@x-lxK~@2aAZ;K14~eC&E9b%>cX z^p*s7(3rUI1L~zfRw%lJNKm>top(Qt!Pf!Erh|3?VWwx`^&O5w0poXUgqiAK9Rf5~ zyx~k{&qShHuW39uOdhV!@IeAe=4Jm#hSNIf&z=G-aeXjc+OCQPUOO&N+sw~%8V|O* zC-FpbvIbRE98T|4Zl=TvJ3lhG^NnYuW`tiGksi=%`097tpAZcKK92d+md zkCr4PH4IC0ZPLM)!pvW>tKbHd!iHsqPv!2D z!|w99S6m4a^QoE_0?NR6`fh_VcCuH=x6pAFI26Dv2xdBi)Ty+(U_8h!u=wRXyq_+x zFmeBk?koV`0SVtznM@Gx*$Y67bKPRlP5>1ZLJSOg{iVb>OZSH>Q$nGwoOXnJK4gkq zsYFLUGm;~K0l~v&nZk^^)1_4tido~+UjYclFc8mkZ{Y2^(ZlNCVDs01pY~3_M{%Tn z1L{)8FF?)B5y}bEE~f74EgBFYbJyIci(*_}Fk>D*d|2$}(Opgi{U8HeZ6#KEl<9(oQ^!rfF)J-@#j ztP6S$%~4*va!3+T3FXIb0)v@B(n$XCdKzy!zc(G}c1WW{!H84~Rc9T{Xe2aK6?NE) z8Y5TmE~*>@bJ~E`3y;q_qMs`&nsP&a4&$GVu1Kjl(x2CFq!qvTV(b1rO2w~JLD3S` zNmtkWl=%+A+o}yQ$i|5se-{N`8t43AwKpu?$rvLz#)UKV5W*F@OH~w0Z6T)6zM_E! zIM~N?K`QFobY{MCZlzSN%VBCqrjd2!R~~d2%u=FO{(hLG_tVWOyA zgh-1XkW#P~uzgcNJ#UG5Ir`dt4iQ@PLygcQTq=JR|5K!}Au6i~}8 zuFn)cPRzSQ+3yJdG|}@0=-H_2x=XPF4uVregqkUwH{CT1AAHO>UCw3SYO_n7jKbx} zha3)P)CQ#jv7Xx-A=?#567on+=y3j92_md4n$s&nGFspm?SgpkKd<#>36i+_xpDXi@AXF!gc7@Zm>2%E6_5B7< z;*t#qoYP$9MPY=!-I?Ep%vuvDO>6BxZbiGBim78JRI$VAk>=G}dHVicv>jX6bj8%i z?L5$|IK*%0yo*_-Dq2{m|2L*$K?(@!kH4zqZ4;T4IKQxwDJc#P3-lcH$U8lnp}`Gb z0W0EnDKgzDxvpd6)lG{|mey3;zJq@ian{lZ$^#up%H0aOKFhkR)D*7r)A>ai>5i-l za5R0K{O`}$;5)&YSN|N2e!8d1iwI#n@!aFr6~s4( zP9QXBA(4#L9K8E~mZX5?D{GqM$@ER{_N6?NpHf;iaCQXq_u8)Zt9+R**@aiv%ss~z z5)&e$kfHw1;emgnWlkN29s|(W1(AbN_i}VMSs19UAk{!1umG!OsjF&($1+n9S3e>c z2N-7Ad!JRdaxGO6s2*i4R8<S?Z_`6Yi(AUfEPTtM%{v5=g>WMX*nmS=kMtD20VIyMdAE;YTM!u(vNGj zc)gjiMDzyn*G;dUxjHBrh-KYg=XWsGA7=NYpWmSO69KHaK+o-3K*SmroI$4wQ}v%y zMbz|&!&fOZ^oE8RTo9;aZ9$4b`=z72?}CmYF~+gHPxtxd0A|Sd?gQevyw8<)JYL9T zBXr6B=4po5;+TE8klEC1XEvGfBF@JF5F60caUL-0NwP>_dN^-uU|IH`V+Oj#yOA6q z1_MpXyoxz;wB#)xdF%#Xgr{yjpfI42*R>1NnK$BF5In94i{;$qSotWh>WR`UZ1j#2 zv-7St<51Ee3ynSN4?Vbl7)shQ5Mh6fvF1CLgcBddO$u=n6gSiWR z_lex{+{PX^fb?NtrVyeLsD#xboX$tILWF4BuNif8S!cAznBS1y6IVQSMSEjf?`zpM zXNXRz*uNg?GuQ`U-A)dOmI`lZy<<`e3XXQ9(lxf297d*6&@L;uO@1zn0I=0p3W=1-V!g=~l@(p~{Z%{oLvNWF!w#Y! zdOhU^BAA=XX=E2v6+^-621@IoOF7hfNss2%WpiXCfY=iBzaOKbaWzWfhr)x^^;0Gf z?OG4;8?N&O8$Cg2w+ny8%h-I?vuBAgFnSTSS%tO`AqK>+x3UL_k}#hcbP1e_+*LG^ z2be|KjBtuG`cdo`7lkfv=RilSgV{+{8RwYy1ipeq-RV08Xq(Y_O_8Ji&$q3jAZ!~( zZ3Rj}fJ@i}uq3a84UmN4#D|g+AOrp!lAInMQmja{lQojh#kKQ@uaZP}DADsW z1UW$yXDNAj9x$FPzJAGNgHcYS(=l*T`h1x?^hyyM*#++)Vw6bOA;tEi z!{XaKk$O2$sU!#H@IT8u=OMJ|U{WvydYFOyp%N~mv-+!$4}Zek`?b#zWdxBz+?ggPTa6tBmKNSiK~I7T4}4(ZiEW-SP{1%1cCx8 zq0Vqw!i;CJ>bXO|G%_+rSp4N537}C$6aK@N5uUZOoE!lphy>Ni9{`oZ3@nDKru`zg z&!8m@QvIi;R}T*6NKh{Iwu|j~QQLkoJ^0gl=!Km)6@TX5=eLG`iH4vQKL45oGs+)V7N==meChqR0vQ4Kv<vAo;|Mo?co6XQ@pQ|vvh8hc@5T4qKPplz>vXtgW)l7i*`AiSO|Z34es6!l`D zzbC*#j_a6<={&8={m)uICYPaH8(fld^pZyDq*~)qP--50F~a51J3@P0Ibd6K0k6xu z%9RSNZ^bqS_aG(BWXVomxZh8c*-1f4o`(BQA_ZytrU+=e+yo%jpmQw$4iKxpAo!dv z;0Li-Z1vDAKYY64FFkeH-?}^&qA1}&nLDu6**(?>k!V%jm}p z?t>Nj7UUSmK7upK2p|Ms&b~R&_Dtsx(%FD^P93yPgWx_kG78|9vObO9?a*4CB9}Wr zb3e;aw>$Ls-|<2Mo>pi~;~5UCy*$H@+LM6aLH?+{5^cigf&XUFJSdB9`v4L=jsR)f zg|UA*xLXP^O9T^%QXYH2QV)s6TL)RdS{jZsz6?{OYyM|UWB&^{KCcZ!1ghZ#%jJHX zkAWPM_;B(q%I)(vhHEm|LkWb*hAVYka>=1FAyu+*(gr)xg+KN!fY$(XH?A&k;QHx; zT-Wl5%w|Y*^gwG}5io0@H4dG?x_w-@i6HO)wV?m>jDQw?CKr#TY;K4CVYH*|q0-HHhX<=?6 z{~YMSZ7~Xf(DV6~_em(4!X{wx$P8ZR?+NAp>$XNQAD>ME(fxykR}}yx+YlH%99MmP z#te!iyj8>BVR*ZuzL}k!ozff!GrOu?LjZq#lM!b`{^H9W0hyj;O}(dFl~C=0ztw=M zx1XQsFhE_U-Fn+6+LFG++Mbz1W&C?7;ZKX0K-%^7bG915zC&(pcqq;GeKN<2#Nt+| zOeY#{OGW_#XPEp;P=G_*VO(92@_?A|=t4+H2&Q`E7TqV>!@f$F50MHMAr1>1cbte- z>5Xb)O5m8Rk)8IbWR!Nx*nzR*3IV5#2saoBFmI)J zV0HZ9(%aN^m#<&S5w)g1kVz?Yq?DppxleW{7*F_jW`r!S zFxu}EeI{~BF2l3^{KArk)%!Qjwx^g1S_n{T0b|6jx)^}OFtxbFP6{G(2?iW{1Hzk! zYXL7hc&+r3wz}C=KIsMhDBi!)nNT7id7?!|x}vRCTH+-Wx(^u3OTK7(MMeA@H~65( z09Y2JJBC61+?QYle8gkU9LOR4RV^?bKH$;=mcuK2ldKYsCZElC$i-o30mOy6N&5}+ z7-^joUd8vKkAgW2#4W|YHW)7bLk5jXH!wsJK&Q`p;UoVg7m-AdXY{}j;oSfCEeKFf ztAP;-O;|k)E8tukc${Eg3kMyoOAi>NzS;DI2~5H3GuSaWT{4LM$ib6lyWaf0c{SRT z3nGYB^om-Ok{hsc&j)fXp4@44;8po1>WYvjD5XFoPLHZ&h~_fltR>7=21%P*V5F?hkY8T!)i^WHrI%ZUcE@!1=xaGynzuEJ+|AM-d|VUjRXr_kGQtJT<&Zfa|8S-YyO3|EfTgC_vEe z?(vN?vKjYc%3HGK+we{^-RFhiC>99$ca6gv;;>Io`35xg5(wH=Yy}@W(MQjJorM`R zWooAzgL>n2#DP{{CfHd!oEe~nfenz#DCe0L4XI%xK?grJV$z_x%8iy#{_B6T%PoRcINLu&h^ybNM?pp{$66z; z1`2wZVh>x#^M3<|P)uALKqN&ydLFkJw?!9o>ixYMg^1(=Kte^%&h~bw3~LmS4iZU{ z(=Z@J1u#rbnQW(_H?;uV5?Cd*@*dg>g4aeJ}HdOda?bI26s9rVii8{oM}2` zaYJLNSrsN3|17V7+fbl^JRU$gY{82(mp6nn7Uq>8CJB1^@r6lXz=dxR6tEeM(s*wt z)c&7)e>Uz2`4;Ni`Vg9FK$6P{GY!PlBB$TB6Wby9KFfQBEJ7jU)h%<$GI+m7i96?F z*qu9fcw0v_|ITV%{yrVDKk_arbq7rB^2y}bqWW<%H~69!C^_+e-W_-by+CY$wh%)3 z|9GFU^>86S2W{WF$?M`*%Wp0V?OBzj_0KP)AN%XrPwSMmo4VP7Brezl3lWkQf>!xQv9{J{gnW|!#%BpdktXPV4wv(SDS~12ISKL zM~{cphcOI&y)jL-{CxoU6z%{NAzbLPFF|k*grk6yI}+%`w15mVPMh!sAjmAV19qFw zB8(@%gWG}!s9%DghedPjU=0bIA`Taoz6LN1#16igt$PcgG&ByC^ZVe$ z?i|(48V1!Vp6L^VVsH`_iTSHgaN0$bg!m0d7QG3lGl zHirfm^U}{{@Xetkay9R*IR_C2MwVO?T&bJ_N80X!{4youVGJl#y@oO%|Jv~Bip`DH z_fIE^x{QAD2?2%|s5&*r_b=@LQR zXY}L%2pkS;fDM3G7d}#xiiV+TM4)ma<4B}GoPeC6{|{yF9gcPXhmBt(A(fpd*@L5F!;BMHvZYlu>3#R#sV=&-teBeRn^{@q3Qr=fAtU zUDx%w-sAN;U*}N8oJ(MGMMCf`v6kWUR=3)_BB3o6gi@AhOBv@O=-d0y?14!1%_dQm zxKHAni31lW{O4oi7h98ZVS+vd*lHxt8(1naeS*EnoI(m}J;J5K@lYW@dFoY2nLED7 zsZ>H`!)BB_618IUF`}v`6Eq45LmB@SGrLYhp?Vm+*ZAaQW=dt2({Yk}vO8Y)sTOuP z!J_xw*}4P;H=#cvMs~yL#!ULFbT#*2q!=1Xxt=%_B0gB{z7lzK=#6~uKeqlG6iq({ z2PTE1?-aW0cP+?$7NX%2b@(b(ggtbVg8=d-phcnj{Yz?c6Fyl2nUA``^Fol+mfZP3 zPlPfODLMVwvUQ%&fK9LNhp>ZC$h+Lp2o#`prRbS*5Y|?d%VF>7k*<&TdqV2LaBIdHj1NYx882#?xH`JBH>fe04d^j&=o8954z618a`5*vy;cGu4cRzhiV?QH;e)bwy z{Ral^L*uAeT4=^^ea|W5Y~YLntS2$CB4;z)SctBB&dQOU%RIwv$YQovBK76|O|ELT z5dRdwlYV+&xuj9`ktm!VkGH)MWbhHr(s63I?KL~?I@`nvk;ToewnkAdwEC0#ZJ|k= zxyLMhRV)ya4o&xcMz5zhF9+YrqsrK-Ui_=B2%va2XsF-%$%{Gxy-XX+TrZPw)^#7d z?)cx81%nW5n=vdYn9a?VS(_NlBV9V1{av_8`mtGF?iZKSzz*kfL~h%Hh^3sG>g|&c z1>MAEe~5mKGfth@uvE4TJSY%I~Tr^?e!z@b=dm6kd#e+JabAjvI-6!oP29dMu~ z%~peX-z5tr9&@&rsZB=jh`R$3*3_ZquY#s7w&8$Vb##Fb`)PI@gbP0k4-@B&O5tUp z5kdV-0A-ja!&2vD_b3Q>1RL%(Nb4IISb*wAsNDoHot50|!~YcrSh&mL#fvw(_M1=? zKu05R@H;*`C%mgs!z{280QWCBec;!S7QAxB#Ko0tY!dU5pFF9Y?GmK`^Y*;x0)KKy zW(gNYK_C7stGid{oP1mVSw^lt{bXm%mAi~VgFmxMTajNFaUz^&Or1CeQEPYGKIM1m z5syf|NprBd^x0w$sfd(p9(gr+$ba?M$&*7ukV$LQw+Qr&tKeHLhoXj3`SsVUj~_px zc{2I|jvZvAncu?q#(wJl#(*4(J$t57KYjejldkEWJ$x$%Xm+@->Id07`|Tj#*=4S4 zWMpKQoNk$rT5j{E=M*!1sG*#$$$X1{C(UYDZP1w_kdlWtWD&l#PYW! z=o`lTy{5;}eb3Z^VMKw)%ydXY;)74!C}ts>K#wn62F4?Nd{O>Q?30PFVt`AZe*v;1 zc%L5*DQ4d=tLE}bVbD^?G!o3IfS29cH{%lZ`=f?njYAVW z7$F75trvb2SO%&UEK2D2;p_wbQC`c)DrLYp!MoXqxf5$_z^(Rvm40iVD1%Ss52ppy z|7M3g@?<`_Mr{fG0;u0!XVH}N6&&fLw{F}BX;Ho>^POM6Yi-hTPJfv2*w(>aJGFAF z^J$}h@}W8Y4@%{AV$9Vn~O5PwuzbuOGky#h`ryqQHi5p;$J*JnM3L zhi&~9IY=CEy`V6-d>dfXMA-}l%=xpb?~gt6E)M}1Mepnk@N?-tQFbEE!Q8iG6Oa-lk&&c|X33}+ zrN5#^@|`Ut*-oag9CUG2C1E40#QzB!@%J{<7v}`^l1`E3f6Af6Ci4+2U~t-iG^(6F zonmF^=(x#!q({GVOib>2M_)fO0)89| zq-ikCS1>n^voZvZcw`F?*#NK3-FJ<{>LIkI|F?cf{i?Zix>29@)4rCxT}NUEzC2rl z$sKS=Vvw=-#(ijspd7$@RUC6cH3q~I40FY^XS1vf(aMkkHIl^7pS4D4eJFHSx*Qj4 zcfha;EKX?DnTv{w!jIyRQviih=kQ@Ejit2u7wgW`=vT}_UFrJzHS+EWRT2YyafDcr zgmes5u^I61Y3)aypfCxGit5|tmp&PS|3PT&T1FgD@cj0*GBh&c$#xxB8d=8aY-af= z1W=tM#6t{8HT8(~m|U!FV8Dep#nYsw7nCkf1;j*Vhp0&{b3;J%-V6qWFL~<~uFsJO zg5ZxLsD8vI0@~g$YLyxhcr<8Q;y8I>tTlQ2rFh0=ih5Dg8?};0Skne~QhA^XvUn5% zDN}x|;zi2q+0U)F=fy(Ev`BpZKwhbPfb|D5b|@obtkTyOJcg#If3>nI3$MHAfdEqQ zpn%;@r}&zfcL6o8&r6my2POFRLVerDOo#0r;~O9m@&f?3`)a7jVXxmuU;ZqWpq&5H z^ej0=L#n}X5ZM>R_Rvm)GR@og7F_|FotZIU^!YNKciX-5peHc_KYnHm9fnQyDprVF z!e)b7*tO*@pejA^^d<1~u5cQNgK&tD7#0g;!dyny#gmZjLGyot zqr-f)gTcvuA?oPTAha(u38jb0d(&*r#lpngQ%8YIJX}9UE_TS3zxr_Mu~igWdCF4% zcwNSz+avUoEF?ClsP^umJCkqp{$DvEOSat3UVm$%r>1u#Jm)x!1c_G#;XobPP@VI* z#7gPt{Vku8HTxIGCR!%;O7YHnwW8)hwe`Cpv9{6jkg1*NZR7Pivm28=Pur|6m?+om z>rHroKqw>wH~sLmeV=tg>s8g@@03Rq+_fVz$pejp+y*DQoVZUEZ`cnF8;|TZ9HihL zuat45L+_I8WbBn&fgGm$(xa^3XU6iwD)~f`Qs_O7&mQQMoLV)ie*osBjEMRSx3xt2 z%G(N8PQHR?f*stDn!)QVuh}74W~8=ofOSb-*`L4b;})OZDaeh7ZS<=%XS8L98?&(% z=MAHa@K8vd9Zmf{<*)NtuJ60{*?5kX z6F`k=c9cR13C9a~Kc@33w^FO@JM45&V&jKetC``eI?}h{L)6`@iMpw(;k`3ZfGXZk zlr6+uecv$Kz7Hk(ARx0kN8K*DfGc9_BQ3a15yeubR!FhXExiC#VkmOLULKsIIvgZM zd=NaxYW9bK1_pE4wQEVhw2>p<$~9cIY4ZWHmx6#6!R#b}%DutztR-4kLOVj*G!~b6 zfRr3F{YCFuXUaIy|1=&e@Ozf`od+VHN*56IYJSN62?UXDC`B5`P09mwD*vQ`SgAt_ z^vi9JE2!XXytCU$VJMggBKYQy4?qOBz3F_R?&_Zj+@Gnx&3&+4n0XCGV$PEe8uUNS z`cbfPK|fZATH_ba`0dLY{Rb~x{o>=S~vGK9*G8%OM@OD5$~hHmdk$;1QLGF zd!EuxoJr3;7j!t{@$_bK*IaJ>kozKmyZk-!2|koWP`llTrs}JnwVmv0KAy8&Hk$bxiS@M3Z+O-8|C5! z9pHA4Oq=}gnVH+6RzW8S(+lE8GCPf_MpxcNY6i?E+u&$1nwN(`bML7bpHE0~fI17| zLKl18_uOY(Y`fp!bA6!bUl<%~`jtH=NvLK1=aFpicZ~Uzif(*iIr(AjZk4!yS%F}V zkmer_F|<@Mi=sfzIR_9|&FZ62o@N5mLO9+sMHYKN4OEq=*jd^bmQu;M&zdk3ufwCye1{1&wgKle^4Te1t%2k@l#`V61M|8 zrfe>?XQ5shUo$KZmk8*%zn^z{es1h^BNQhyYFKyDOehgjw;3=Y;a$hXggK=6z<@io z;(&DbnI*UHJ-`&=a|TuO??XTmZvE;jCs|u723n|@&}|mXsEv5u_LULj8k8Hz|vfhkS!69e}5>`K5lkd zPpdP4FerVr_Z#Twd<|)^+7t)EF-^k2;iNrPnks?|u;x4hi7wJ`h5UF6^ZEZlL zW{$$L?=2LTJXd}Z1P5PjzqcKHI3a3BS%bU`sY{24^(|ByILI^Cn6P9sq% z^4_{%J+wgO1?(j1{~lg*7+v3ChLw`HFrv3!YxhrIJ9tvAW#QEQG0&1BQNT5`b-gSn zQ4JB7u*NeDwwU1ZgM|f{k0!RqL7M`|b@g~%>P&$fLa_$nOIeDE!g(OBB(Kdy>IE{a zQJX28?c1?3@kF}OoXif$BQac}p%6w2X4Z7cW8gh*lshmLLXa`1Yomi&wRX>4L=QnN+Xig02yjm@IbR{jx?qr`iq3T7 z>BjBERtO-9T6{0Ze3XmS%Rwb_P#k*YEJ>8Lgbb&U zsv1OGOfmWp0#yeRgM2&!Sllpci3(lBP;-k*zAbsvHhc$O^u~RB81LNC!LoC!cUF%5 zW}qs&OYhyUEOa%HQXv0`$}M~@9~zSPl~{`QEuLfM$a90`)*BpRI7n&Ggb+BAXA1+= z`TAD*;aI+YkNce}cD^WK^z}n;ti0)Aj-L2Y2I-_>ylyB~3NV_fnoiFg-DlFE2OP#4Pybk)Aj= ziP#*eI5)8Ny1aYxBlgqV0L8KYHQCY~@A~L3WLq!Gu|A49b>wDVZaGqcb_3w-{u%mg<-vkGRRFX<@O2Bx$Z$3^Ro8ZeB43QM=+m} z&q@!8S_G#0_!0BlFrv&6=aIn$mJy_XP*ZlL6H-3cpPC$LP5xGeuN)V7Ui)vcA zH=1$q>6VCU-3`DyG3nR2%+axSF(gQ2sr;n7PR}URDTvQNdjpbE)$T+I0r!=JYln1X_dwdVLc zl|V-IL&BKflHavNgyy}@zqEMciI4YU zfr;xp(j!e1$%7=9HRY?bECI8#lth_$FTObsu(9CC20GJz7Y+qyE{)PH8ip9S{^wh~ zx6ZOt0@eIRI$IwoHh%7!E0Dis?O+Pt<@3P5$}07<6IU5D4?Yy@FX2Ei@3$S!=#J z=rV=%an7H zrfT)4y_Sh@lVi{bCrSx&B6{E#-js0?wXn2=H?to^N3F@xli=P^F+EI6OT*tCBfoPQ z^%)ygy5;zab90+rl~3`pa{iOqH`N_lc`i3>E8^QCXD@WTJe2d3H0IYi62A6&4mA!F>nPrz$kS$Zj`(_Jtr=xDhQ-CnqE(`e;2Y zAP&SB9!IA|L)_r&rY**eIU&yWfGby+VfV9kmDZuO{z*E{Jd;k(StK0kwof=Y;srdfYg9U_$6bHHx#6KV(S`KCD}-qesE99%!$(>6J=KU3;{LZ4M}t z2@%tf`moa+14@WQ%{SeOHAwQT)j#dVf(LtUb+56h-@ULF|9dIwT#qL?AG^H-7q^pJ z_uG@zQ6W#Sf1(Nba6C&kcXPPf`U|oT(y=+$`u7ntM)3^uH)|R~brdvdsiS7GM@MF* z@9$Ht5MVkEEE(oF{!ORHj5|{jwzZy7stc{*ETOvOQ8`1F>sk-36bfAFXAmiP_J=l$ z^JV$6ot!y3FYQ@Ojy7O7s>}TQsK3zHwdrW8XtqnGMm`Ccr(390sYGsNDPi|g?EaX> z^7wai2Q{4{5(F{aH#yw*V%!4cd4+Al6L}xK(>NtDK=8)5jDiE6uaDmny?|sa)HT-e znq7erduyrAU$$qKxw=K}Eq9Dqw<@@>)vTa$V$+}FHasR-S&3D*z47`vipH?vgUbWS zBxnXV#2yd4CARhaEu4HiN)7fQ&c&Os`|zVKfGcY)av`xg^B6mNE6n0Hz3|z? z%Nw38X!^YW;PbX2K_#_xT$~MJX(3&v?oW2O*d^6VX{9tI(y<1iqGIz334_( z`N}TrH6gMP5ztiJTq{5durv+YsLuCHWll^KpuRM`Yj;uo zog)onVJ)%;IvZH(2J~?O|DjZt`0rd7kROm^;a_2?l}Sd+)p88tOWGFAF8|)YZ1OSs zA@+`>8M>18|53bt!!r0DC8;Lx!<}uA;Z3Y_jhtM{cwe)N=js3TX{xaJ3OnS3v4Lm? zR~fwa>f()<*-k@!w*S`G0HuI`*32BeOIX7P%VR~zA+{#zYp3htG`7$3ab4&Mq_4_0 zs|qX*5_|4;l~r}QQ{9fx4L=qu+#fOQm&;u#5~TLpQc_QB6XLUW;NA}lv^_LPNLQkA zHH&Dfx}ROa_k|y6?YE-`1y58fG2G^k>FEEcDQ38ZyT5e$f4fB%U(h8+*Q@~)`<_gC zejFt33_tg~jjtfS>blN~j~+M9B`%G%YUR(|v-JacT-b!?9h71jv* z98kWfffzUIohtAl`F0C&8WM6&ha(L|<)pl@Yx@7kuM~jWE%yxPzNp#nFUo%we@FN*+a~fZ+&rv3@%UNa^m^>T3*R#SXyU7W zhe?A6A_yDJ=XV^zdnZ@IFyh0}KM?IcpL>@82PY@U_hB!mzNZEZFe|dmIp%OPaI8rk~Jr*WW+=46>)3oYd#lD~Q&s;yZ9d$I`_O@tg2PAZ&GD=pk41sYm--|%55}vs z`u+2`K?fEDgNeez%Nv9mXyWmDNy(xgU!H+Xh?0)a?JEtTTa3d4gt**MUV{>o2I4!Z zF;}3*#B}NPk%TPv@{Vo7dV_3SBfWuKfA8opDNnKR;#9;Pt|1N(?v2mp@`e3zb zp$Sr9ktczYt12aGHY6QOmO{p0{&1~4I9H(T>#`;+$k6v*$nUZo6NNgFnAnedZOU^~6_24hsurI|B=cn-tn;P+fmJ6ca z=y5H8iPJmsX4zGBMX#Ofe71X&uAWue%x6!~xWMXy#y&5UZ>v(N9wYnI`Q`+B`0ItD z#`#nnh@rxa;9R@`ZtGe5A!2D z9Z`sK#Q|OWETl3Q4Jq$hKo?x$*qL@;%+zC}T!tXpqxr=XgzJb@yzm`^a+Zcdx+Ef+ zhDYL847NsZWOYBdLn}Xqm8)z^8$jWZzz$J zFRMxW!czSv>S2-b!3fPmtN%LLS*5QFoLm|HR?2_Rz>eyahmPy_aN$^R-n*bem}yl8 zq5C}g?6)um+73z=aLOC&&93sE&ZHs!0bqR)*UENKj*19xV^9XuVZu70x!Z4{%+ZaI z0vDHbvt>a#@6B|LBgFz0TQb7`zNe_q;`a9We`Cy3usz-W%;Y&I)v9X4_N%FSq8n^7 zK9k6VdltN09=A6yXH4OeH2NAdJ9Ye888Kx79Yx?ufVzyu(XKfOp^D1LiMAaAzr)kT zOt&uWfBLw&BRq-ie%V_=^UupSWJFQtp`_}SCG`b90Unq2b3FM@vSo|Ui6>d5x7i$6 zEF5CI&~#!$3n!JmL*n6^r@f~0lL+duAlz#A1C|EV1UD!B-tI2_~+ag{zR$S8ej|b!`<>Kt+xeMr7;BRIsPV zCetKEbeAhA0|HmBhz-LK!9stH&f(*?N*kHPZBME9?9tR*GI8em-(@{()Ov{L8ehA{ zZ8}DE4;r|8v3BP`f#t5th2~}omE0VGq0|-s+~(S&zN#n=h`5ksg>VIRB*(00pk?Rc z7=npY=`ZgwL#{-|7p79nLC6V(mo&^F!et}=u4`BqqH_%B8(EfcWktf&hymrHzmMa} zTR|U>T86m|jp=l=a|DG^+5de>G8})?4b`&q^ z3rCqkjBEgKC_nYQuku$5r}D7!a{HhPtop&g8O}IOBi2}_MbwcPEtafKPzanB{sMJ(z&mFp)`~&JQ38Qw)Xb8{Ux$THQ)W+5Ua%9yKIa7 zc@l#|>`zByor!j2?ao5@Cua25$~-4>^0o{dX;33W{EuhEh{g?foxG!X_S&70-#^oRTxGFXZ zh6lygf^Ix}q~ATVMYb$sxz13TOQ=fZEc<1iH-FbI8$ksteEXJ)YYd2alt~TSrBxc? z{04oahHw9@sr?K-Olh8GyHE8ydG(%}+@<_Q`x<}tx<6QEm=-=bJjDo)7jemilnX{K zo-O+&&Z^tXGClowFYZ`5hZ?H95oMsY$li4xx9tL-`r}dYM_BhnUh%bFZy-v7iUk7? z@nngMi-{=^aPr5qing?3z5rDk zlW)j0;iHnXfr4%Me$lyUE!D}YXYhE!@LDlrnI(gtUzV8`<;A(RvS1_7qQaSPnW^f6 zxZ6QamuF zS@<==&Dz>d;aZ1HCjAb%a6<^^p$G>%h;@WLt>M@5IFAlJ_5RJ;xkA?a)VVkE`Xvu3 zCYhmNl;Z=%CqeINFzs^3|5R?ybH9)Z=3J7II>(JKl+ zGdUG6!vVYPJB9Q&-r-BQ~-`&gFA0J&QSLq;rQ!< z-8ai}DIm$CSVjclmxh^aDLn0y3H4kqW z_s&@r{%-v!`O9y(XsIj?*H6h+blNff@Bd)e<0)J=vF!bF`L-A3*}akxso6~7#c^m8 z@xzf~b;mhJ0937f9CBnP1$81~Jl3va)74Q=5m${t!Y(2dw~*AZ$+Zc=xP|(($Sw4A z_3cah)fm~<-(GxON-K+h?yx^47XE|~GQmI!1{;+R(-`^Qo;B-8zzX=}E5n83Fy_ky zy4b;dz3VPx{UOyDv%L>L#Q~MZWv}?zKkyLF2ZS8qh$rJ(<;FgET6O|_2+sw`VJ%9l0WzoYxqo~7~n zBrvv!zq&1H^Ry#xXdAsI`ykv!O%7A&xxf*$f4gJG9`2fEB!tv7iy|f&B@tP>2U^== zI)B+Q?pcX3D~Pv*miK>uY{5&pMe4#Kvn#}vZ&x^Kk0?g0TS<4&AzCRc?C%dOvQAuF zeDL)G9MQtqxaaz_77_c=<1wCo<^_Jz6OEW#D#Slp@u~-xUzm^y_16QMw81>zS9FaNVEMM9AYy=f zswH<7D3|BK2m{3sZBH=KIe?jVd{rkJ(jjrRW`Iyta zz1=~+tk1~#B>ZCJO2@)rMn<7y%8?%r`gM`oHXtH?>jU^H?1^}Mleu%KGJETi+O%-9N1ZV)GN^h-a4~mP67f=#`bg#O-4z5TJWMEtpF5=ajn3RM< zE*L{%bMVs10EE<(2vr&nsl}W;v;FFhC&xbU#B=~TCM`sJ$SzV%wGk6!yzSc@uz@Sg zo1M1v0J++WJ#L^WXE}(2MP#LrW&~;o?llo7Xq9W-goBMQCoWlrQ|##*$LuSt0e!#Z z5V?h)>Qf2M4%m4tC^jxlS8kK<6|ZYy40+6w_9_OB0!*rN5p#~voP)iJFH1{H{$Xbj zm4U+gTe0TYv({3H)Izk3ugb!&U8{O*ybZo0)O+{nhz1JgZ!{D%$N4ZTx&+E3J?J<~ zGe0CIiWB4pnNyLjhTu7%0lkPn!z`U1>kZ?q%+Ba@vHKrw0G71*tvhVDEJ1B(F2;Wj zy(Rg5E8(~uE=-Kqm*Ei(;l7Ugbn;^(E=s|(jZB%PuE>Kn-LCchjrrOO&3BnSZKU=^ zoo1}R%Q=GaINDlrsZrMa_fQCDwAsn#=Y4sPGEZ_&^RVIZFB8lvlZ=JSJeK+F$w*BV z-u&0*h#8-s+|UOVIcim`hZ}*;=6ibg&Vt;7d{mHr@SfWt*Y>Hh9=;JK%t&m>2)YJC zG zx1io^ewCB#Qu?3DEzsE~R>@?x4lPft`zK5J-c#px`C3aTwFRVBxO;66Wd7@#-MJs!O%oTJHAOdw|;0jsT!x4FihwFaYMD&tiMFp;0T z%R&GeU~&t#GsPY#rE_=N4!ug^JHATrB&gQh8!c2`+hQ@vA!Ddnw)4Xsf4JDQX=rG8 z9gUPS4Fqw3hS)*c*O|IXa}#z=FifwjbL^0y%lt*!ph{y>=7-@<<-zVdZj>PY2%y9}|j%!wuwIuL#)sJ08I(Ll0)>z29 zOM>kWCh&CR$xXSlPsaxQ`P>=6wAHA9O~G4ZJt zAn;aMz0L44wqDD098j^}qx0G=V<^!uXazBJ^tK_IAvDzbw~MhwS``3CNnA!9$j ze6s!x91Qt1=T_GZTz144v~rhM-aN~*QpWpDylB}T{L!U6z&Q8>Rv%Svu~ zyIbT~WnZJE0$=<=Vi={buTMD-7HaF|HPNA)8)GYN(n*!@GQ15;h8&+~De6Uw1LSV9STzYN#{T}r>z{QN> z=D#kn;rcPy+K?E7xVqjB=55yGBuX|)XM$`2i?0aTP6Vx|!r2VQ%_u}ju^^|9WLJcReYvzm?>n*(X#bwQ?bjA^o)C#E}Xkv6z7~J z!5kg}Z{jPe%pyo<&x4k-?NA2x5-BV<9xdg-xqXJ7F%f9`*PMaeIkO<>K8UL*Diqh( zPf?-~jFHb{P!V(I@yF{WB!10A-M(FaZ{pKOtyu^Z&rdfQT^>}T;s7ON zH^LkwYiiC-X31*#mDfZynLy+7STl6G=dw=T-6D%2jYD_Kww^4j6+eUe!gX(3=JEgB=oP^og0VHc{7kgTTNm9ut^Hxy^uut9kI@3f#}_{JUHH&Cd^Vav;c?9yN!qRc1#8ZJ z4WlGfvk1KI9(~=x`l`ZdFPjQOC>>`bl`gWuN&FFIU{sYsx=gOEyKj%Q2IG*Pp~wTP z#Sc%aSk`^n{3`EkaKf9DD#5>|S5{R{-iZ;?TKwXquh;A4I=0#DAWMv|ORXQ@uu@-* zwQhjZI$id#kl-K>=mtphdF|ODO{Gs|l^&PLcg<1wmAQM+NoC1lAsgRzY3k^)$?tB# z37%&3gny1yAVjTotIIU7B9De&6(nreSD-g#9?{gUK7VuVoOjV_lvpOCcWZJPwsDI^IYqx?RJ(A>CLMuKYC~61#g!i z&pI3oBQraXyrxj3m33-F_u3GLerah=bT*i^g;r#bkGnZ{e_RM<-0^eiU~6DG5D)nn zzBLpw0wYx*m6~t2l;zo%A5j&S;Bk5_&&Ez7nJ`2r1i64~mRKOVL*lUmNynKVpId*) zfvSqOWdQ|UK!@wbUTA)Cjp`ga)K#Y}f|tkG2Md$9up%P|lk&swC*iRcd(7?0#PVd^ z@`5rlD^;st>`gVui zp4dKOLJi3l-kd!9M-;d)r6d7U(7mE`k+0ay&D?BWilec+uF}N*&BB1-U{y%FDpW=( z2#vgoH+)mv-b6qHJ)2-EC(=lmk24MCf7z0pPmC3hI;g@59D3&yvmex5ICO2@ zAm=#!`3DYLo|f0V%YJunO1kYi7)sAie4;l-Ue!07vp-7r` zaCW6`BtL`hFBw`22|K-h{Sw9iURN1{Dp(&zb@No6d#9$e;*cc}5SO6Xa&5X&&LN_8R0Qm-YxL6OCtdVwQH$C&^s2i^3@9lTx|pN;NDH52wKA9{JNy6#-TOt0?4#C2ztR^))`lz1=~j#vM(KBwh*#&p7p z=Z%ssszvD7I=KxzPkj|+cE2iLh-N9+o2FCJM^zN{@z2zJKJ}$I`OiM$qxdkLW_0Nv z+|~3;A%f0LYl)1WYZja9$bs>38zq}(dA)0m6KuYh-0=5HaeFe9xh|^ z+YA^DfSUWW$LJF_9eaPX>d0^XBm6(X)fj;|GB5;PoHilr*?q5LnF5%g|2)RLYj(;h=H9zo)uQV*ZQ2wX8CmzO zQ#Gib@$<>e`BnSpS_Hu_x7IYBZp>RG5 z>07b|KLZ|?xoJtdPEHN%iah_$Y(j&^hNd!slFqO2m^Sfl=h*JMH!R=!X6(NCJZ#5$ zL_B!nvWlOI?4>+vUf%c3MEI%^L;6O^LH4!DgU@#UkJ#3`k_+!~Gcm|`i4}N!xX9=OkIS99I8 zc}u6i`|Rpb=|tJ1J+n{DW{c0+Ilj(Y8f+Fdv#V=TSjeVbM*lFU`L=EEO4@FCuq|(I z;4wee<`W=zH@AZu7|(^LN7?yhwL&)bKdL`??KyWkL;bhtKSj1C_yu!X2*kbMMhzfN zEx4aDC;M}FJ+0IIj!yYwmQm;I-|19g`E*4B(Xj)GHP$S+pA?% z3*;|vgd~G%YmaH|e}?C?8O5d+?KOywKY#wbyX@L}m>pp@eYZxqGfZc0;fgsvq8p!e zGaHbac-vn(*1JS!EM*GPrlejuvjd&Qv)Q|TBrT||vNuf+(WmL}dDvB0xR6zq*L07W zu=b&gn2feQlK*BZRnMgR)NMQ4`We27_pE_MYQgQt&*1?Qnw9qaWNZkk+jck>DZpKs zD0GF_tZ9d|WXT~fa&7`t6O=Wid41ga{?DI3MRz{zzcPTvLB1C@{vo((&`PePJUQJY zi=^a7Red;f%O}UazPY&I1~F%cjAb$95HJLt42>m3Oa?fyx<=$70Os%eQcstf{vPRX zTQ)4@CFI(X)H^jkU^X*sui!FJTUVVG1n0opvU;=wJrCc_eKvMYkMc+Nirg~Gw8r!z zO|D}`&&60E@1NGEw@~Pw-+#9q4v2gbm6w!~%>-P6$dqB7MYIAjjw9DNf&55EdyX2) zC@;BvL(h5q#g{@#hYdE>3A@KGPkre_36-|sOwP{4IdEe+t8T*ctDn9` zH@dytu!V8KrV*O5LrrYQ2GYM~bcozcFQyIJ8zHktkoxQ4JpF;Y-bB|f*tgWoPPOL2 z8cg8?({ztaox;>*j+_a)1+^BS0>Lg@;c5e2Vj=8O0|-cpNlKCJizfPz;srnw;gt3D z*70av!NS-TGLH9L^BpK|#Fz{5^knGVTKfjgC zQBEjm_iSS0aYIgnb{PLiqMYPp!=2H{Cqc(~8( zWZvvAQ8he3q-FaOPTAy3oD|DsqxzH0mJ0?-@r9X9TvqDq-OCgGtkfdy2&h@4k_SI1 zzTw2Ghi{r*wL9GV7;HCYIN0kj%eOrJa?qtkU)ph2T?4Jde0&=wPFoSn+xslVy)2Kv zo{4qaS4jqO)m%1W=%TxTW72smdj5!rh_3|POg5018Gg9yjYXP@KGGcEz(9!Z@N**m z9KgqkNd-aA!3ai;#0XsGbEbn3DZD+S52qFbbX@pKesEPN(VC#p^Mji{@i~H}jq+a* zv}sQ5@$xHxpO?b6=j4`JnE0@v@h-yWN4&-mL3~IOq5D|>5(@eKfFiz0?t+XA)<}Jg zW-A2)nU;q59^7Uiwu+uLN<>sDK&+l{GU;C~xxR5h&7IlSXXV+Qo^C%>)mM%#q|^Kw zXHP&Lb+5o?Ek}fj#sN8p*Vhf#00D|FuEiR}+ao=1F@$pdFCG#ns3-QV`R6;(o&{s| zuEN1|EM<@hVrh&X=E`pJ0a_%eMpNu-qi00w~??aP$IS4M1Dr0rMmPxrDN& zv7aLS%i08HNyIbi&T~z{z{53Ctm~%^Uobr?bzfP4>hw+1L@#Toula$n)Rmi+<#VSN zd@@)XelaF6cjFthJMZkCu%kF^KqvduIvmP0;+{T^iiGPE7TGp!hKFTN^57xC^W|qC zl80!oi4*q=n6lybZw}Ecyz$l&3qd0JBa@pViwhXuK;}gRex!PeG;w5nZq&Ep#VuSd zP!|xRxU^WMuED|?yJLV}P9+mq+ zje7W!+Qgbzm*lpnu>i3E@*Az&#hZLS9&N{l^t`cn!b&*Uh{4om*Swb}HP$;mLU`@H z*#PPVbPuR!aSp{NO38p7b1BERNNdU|%KNF{r{uTSF0%3NGZ+L(#6YYftu~FPv1SKf z#j?HmulMbwZMwaGhhBBdjmWQecGe`ExlFT%mG#mh+x^RM(Jyu}QH$vakEgr8SITFn zcbZa|wAnwf@!-Odt)DUUl(~6FD9|We_)WKSX}IsTXY+61nOR7~(A)2OGJB_&evv0QE`|F*ptS5oju=94TD4`aKlLENMGv>W~qd2}*P(VB?xzAO`Y!FhC- zrpi?4GV{{tM@M`=EdCc;SJXU&^JXVrTadaT?Z=ZPvrPsaW9?QitR(w;*_Xxp?NVox zCg)tdi)iOuRTfqs8hFn^LMOw5>2C3j=)(e8x@i+e0U3gY&N&COC}iv37VvTs7NpVx ze*bb#a$NhoRnhrgWLyG==R)BLt&BTz7w-Kky-h-{HLEev+~4DxEN2ECCrY6(O% z53Tdt;0}pmOA?m1fe3^gc%zAkYEX7I!o~)(r^Am1#e8p{%l8qx`=v?naB0%()kV3k z$cLX9@Zr8gC1AdaCt|p;~+xIsa|QFh#T5 z|DNvR*iHB5qt0}P4+xu+>>AROH{ls22s(HGu+xgGr zCc>bbW9Y|( z6YtrqE$YQM44s)e30W#(BPnA??R?2CL(*^IF|8DSZ}ZF~Ab5LN6}Cgi8L>l;8tRZ` z0+@%}B&9OslEm@3N^Ji}jig1|$&$bJ8g$jr^7Ta8mzOY|$G1?O|9fRwV9nR^!$WQk zhuG-Tt*x#Gc^WikQ0dGDQg)|bb24EGd&+Fc9=hfG8ionsn2zYuCNab93@J|$YQYti zp9OIQT<##d`Si~43kJ1wvkzEcWLT3)qMWr4%TW1zu`XFgu zE-%5g>Z!Shv5=H`$YR0$p;ES#@ZwpVO_l;iSKT9nYAx{=IW*$GD@MxeyQwy^noFI2u$c6~9iZWJqhH~L`!*PaTR5ZDO?unKK}qpRqAN%*xfV+FfUqe7 zC!KO0!R2eMHnNqd##iwJQRUI>@@BpU76njYNX4Yf zJiUtQSUcCj>0A?LH2aab^ky=5?Z@-yoRqI6e}yLPv9)aR?fQ0$(@}iO^?%^(+{8+_ zSMIAfE|-TyC%e}+V%9@M_=V|(cY?-S(!mX{e)$A~Na%rKTlYF^%}RngXDD-&V7N&j zfzPKh5)$WzNpas;MP81naptzzjTpP0*dcVfn{{!p_?Dd#L~kg;Q<3&e!=$kstFA;H zGO|%GHizjJN{?yO5C7xw!^J}^QJkf8%j2kNM7{L=!aUC&VT=p^NLA0|RLn_LQNzNs z2Y;aoSt-gqtq|YHZ3ahFb7xn1A9USnd93bG0^QOD$PMdEb~jnK{>{N06a#{1Z{{@m z`L>$Th`0P+5p_udoj09at}AV?I<0t&=9 zDOl;D#d}mZBujtrO<9`CoVk$=X{i2dPtP_7U5R*N6CQQv#>R*2%auvNvmv(PC3i`? zfzna+UxxjUY zh_xD~UyuS~7D-65E#9*`0|Nv3HQ2E4;XWHg$i)y;s55R_nkO`WR5RUB3gXpHU0=+Y zG_cG?H2D1FWMTZtrzsbX`_U6AsPqe`bn|y5cJrs3ntd~W1GgY%c7;I!+l;CpuldsBDCpA!)UMLLeRA{ky?!)Sr_q~>= z28NIDa+yGsnfA9->HV1h_VzT?F)-XB}7Bin2Q& zjy1w|fFRqq9tR2%F=F{B+nU3lb!hH1jQxx@-``#}!>GRb5wQRl8zu|%{^fFzu`+4P z+jsqb9Mn4|{@!#zkDsKZQs42P%cmMZPC}eVKnOU35tNvuBrL;GzU+ok6-hvVOv4hL za=_)wx`HZ9ak$o>z+&Zv-D+9qE=v5y=S~do4ClbB@;bZXJ~vAz5t9+WlXkoh-xN%< zg~lHI?k_VhlKwt$D4o}7)NpVw4WLEgT_x=bzk5!a?-~wnk#!pLXK9!`(Hwg4UqzsH z+C~iMEH;1?4anlaBbERTp+G^%v{g0^Uprs==S7RP)lQ8cIeEQhnbUINlMZI5<@OnM zcwK3q7s}2U6$kPO|8&e84_06D7KwA>I{8_r<~Ight)#yp?JmGpRmft)Kb?sB55@jr3n*ZoL;p zdxgoJ%uLU-jJb{a!F$%^onoo_%}%68ulznYYeOU3H^~4ofU=`8=bXwNBKI>picu?2 zC@`v0Ax+oBZ^Ac#dW}Ls-@W*lwTcSs-Uwlj?0BA_rC+9MgHPGMHp?zjDr%(<2q;f1 zE}|aTDJ69jx4*15+>*cN`^Rm%7iZC=dEQx8pyypoNVrIR=oTA!y$KkR5YHK=)i@^l zkvI=x5Zp-n@3L`$Y_|&Bs-0krBjPZClBvpQXZNV^w&l`1mjkjlH%J!0PYb&o&@-fI za%gDpg{Jimt%K_0x#c>#xag{WZ|Z2ITo*u3P(hJ9GvHWP;)0@sPQ&sBq&fHJ#WSq} zZMkRHZc*E=tJ95uY-Gi_zmoscQy%!z#1`G6!@9xH!L*Kh-v9@@K}q0uFP!bcou9uX zX_yp7@rakQ*e4{^7Z%x;?Hyd`9|#c1%Gz^9c<~g2V&vCnjizbrMT_a*=x3PTdYw=C zM+UIIjg3pCN&&YxW}djkcgU2?ubSJ`(zR_REu~L7?%~umqV#vI@E_{i$D~^O%$|3Wts2ASxz+cAHI9ZSlrEzr%I=Jl;n78hNnN zf4J@F8v$H~g#q{jMY!+Gu5i+Ig!jAtdhMehYvy66C%{qL7FL^oMq09@<(^B9M&0Bd zS@#72_bNugmPuJQ&KD;2_8LJU6zC0BsJ0ZtUkSAm;j-TN+f<8fQ>{&p3?)N6qkj?E zei`{~Fj^QKt88d!kn8WCva3J?avXe0LslpMT1~8<;dk!qhnvSOiHW!3 zQZW3C^UBe3yv)Xe_X^%11-(*yRcCOY^0VhvNhfT72UakGmG!IhY^?V`MsOXt;L>g5 zU(W|lqL%$-86D=2-x%?-U0R`B43s*@w)4ubl`B z^jI8Z6d7NcaZJTVbVqDcM4H#JRsv=uti%=<@UDOaS$eJXaO zJ?3&m4dl1M3)tl!1sb;6$n^s1vxZ)yg$AB`6mW}S%?-0P(MiFhl3w+O65y{W;tJId<%M&T8vezM6awX80m7jA;rpR91Bcm!=H$MxPO!=@Q)6IU`4%{bp)C?k$>+rs!IXn0C@g;OL#087@vYF7^FQ_b;xwKwa*z&dlzYsgH13KC3&f(no9uq7oRuxtg6P}{ks`XHu3P_CFodimU z@73gqqTyR5MC>SF6)L8Fkb3;@6K)az3FoSAmUIP%Y&rbvNh+!sn_HV&N{fd6#Hp=# zP{1}NmQ#;7PZ*D2@mSr1G)9|x?dM~}vkJdI2Rz7R2_OmB&>5rx`yc+t+~kWx64lT~ z&$7S$K-lrg@9R6lK-&&8+v= zjX^Hp&7oXCS*rQuc{d)VM-UgGgcqJ-fN!47Hz^651Z?&ix=cjvapt_ zez8eILc$cpptkQQ3Vq{>&b^NnBr8Wo{8NIfJEQ({PB?fKNI)P(^3%|gA7ORr8|*w+ zp^nm^&tu~?D+(7g4`n?}HO*{I7R7lqP)1P(SVLBsSkUaJ8(X=b%MyG+H$Av$2F!F9#3HFJ}^2ycZ@>JdHW^ zXHes7>z|rtrPBey<~Ri7x0esX%e|MdeU>y`Te_E23ms0%$Ul?nPCE53LYon>OhH%* z(HEM#4#t>J)m^+7&30mRsch`ql`NG5+`*ckBB+ABYq_o;&AI^JNekbZ&mDyS+F8VQ z)MNyw;pV2Wggk11-qqB+TWU*Wl@l4U8iY`6!V}^ zd#{u{#n4Vd&QFUy-8%Zu2hAhZE^-!FM^Fi=89wy>X8o;1&)7zNn)*04LjLy_oGii> z+6-*WW{rLZXA}2+44=#)FJuamGaWmZp53|m?U28pcBpp(69w3vfUq`tdw83BS&qS5 zo7PhU4m~h^K7%Ry71+qWpo}N`D%9qRKG>;EYpq`sdeeE@cI78L&Y{bz$F9l*cQ=*F zuKF6JDF2*B+)34q&vyzIchpipbcFsJD>xOR)jan#(<0kJILOF|`41T4wZkRAj+k$b zy%}wbGFaG=j=GLB9CIo{|Nd{>7mDyFU4&cw@!Ny?P8`QT0{4XeH(uSAq2)R6PMp9k zsm3CWGM3R4Xwy{kn;ammefai~zJyZQ4tZcOT)oWuJ_!ZjP_0oQ*p~@Jsn(lBe%I}9 zXaR^3X$FEss&=lRIqU+<7yI9u3%$@b2sch#vZ1@1>lN^ugNgH;yK(HTa_9xj>g{v3 zMT~wKE{fxObf6%1Jx1)hT22K}Uk=uE?$wOxH*L5u_z;U9;rkC&6u$gJTN~cC^E}`Q zU@yp=`&cT!f|C~-0yO&sPpC!x_#O0wl|T(8cTMXD@%t(eR`Y(*^tJcvHbOM{`)d` zfP;nB(EBRI?^`O6mNV8pU`&78Eo;RH#`LhsV3>z7y)6AzMtJWn_Mx=VcW+MSL&T~q z_fAdIr8^y*dHbwsn0(K`6!Cg1=sCr@q06rO(h~;FhlRW@jC=VrW30#o)a{cU5?Kl75t8I}zlZyvaDDq|q8ffb#_LNn; z9mi6PRDK`x=>6G00~6y0AMyrY9NE)x@(qbPr&s3CaQ>(8UES{bqu!8fS@7(Ym32eK zW6KpxCw#cFoOy8$6#`Z*Yk1UL*$59v{RLzG2sb5M-cV=037ffkB<>Z`Osf8{RWWF< zutHXB$F0JkPztjgXZ1F|r~9L+?2)uzj}*xHoWr}nX2FW*18gp|oxA*pG@p#c(5rJz zLXDy-ZD|FGG&|)QBd9w$q*zR;X*t$%J`nq_b9uc|58O6CeiF!p-Ckj@w2WGI5A(#c z(RSOEhJ_;CbZo07ngFb4xQBnMh|_%z0jtWhgmF%1C#&EjSs2FURpX7}wAu_Y(*=Ska&$9Cvl-WX8u(~w@ z%lEA%R91A6`;v>VsR9tQrG7^QD)7ml{Wcp0kdyNaO-@x)u+qa`WvGPYY%e5Rn_%lWfoXsjBi7A8)Jl9PqiwE=% zeA*(z+eWR9+5Gk`W89~Fxnax}zRPf0uljI-t6IdQFkdKvhosy7I|3Jy$&!Grp-2+p zX>|n=5pF=GNxd_0;iPlEV}hfbwzR78)*R(k#a+oCIWluQkzBgVbm=NQg|4(py1hMF zbxq(zP(YvHx2oQcNrMiRK%ECCRfdt z>p|LLT|x}!v;`#~+KWNW(JKbJ7!qGs6(e=kLC@oyWz@yH+!t->|G31Z(R)5*z3Bz6 zdH@zNEDP}9)e@eIzLmN004mIpkqPK-l3q2Y@4<_>B;Wm8oDGjktVMwjou^q3^YD-_ z1f8~TXS#k0^Ia8g!BK7MzNhaC7#0AHZK6@3FB%o{ju7|${tsPscPdN)iy`6|ppciH zr4DfPQ8_=4N{@q~+hGR_IU71cV(nf#c9W?@>)9s-6pL$!f>2o>tz$VcQNqE-w+Q7X z7t8$^HzeDk(sFl)mui7iwbJ=0UCUFPT)uy+4pijy&b!E*SlU(fb2*mdF~?CVH2xId zBvs=aG;12d&tk_)-V7(3VW`goX_uf%HlJ1Jaav5|?9b+rppJpE&%l~F_E-h9SRmFiU zx8RRnwYX3-WL+POiLvkJ;PVhOZv1d7#-7vG&MK|oRnL16EW>`1zkgvqpl0K?=Jw9F zmW{+wno|O+YHzxpj)yjuI{AVtXgzGI>@KW)?;1*Db+_KJ1nd6yF<;6 z`rXaL%Y1Xn&FQrU&hR%;hKirR4Sf|~|9ePnKKC{?Pe=>yLIPElA?|f$J9&T|``$sz zsb;aLqi{huaDyz6ab5gq-`6tPf5R0BAF}=Y*qp$@!!x(;kAnsKuYdk_*;oHPLUp+s zApPm1EzEuQG{R#9yYE%}UG8Tb4x7_v)GXGR}Ut==L1BSLM z@=+>5UpARl%g2P}qF%iT3JKAnv2{5H$Fm`JZ$|7%?sG!tdAP!0KP~2ZqW4^GVln-{ zXFd6J{Ha8N2b4&87Zmr7*%twkYoTn?QEUyRpftVbxCeCcA5gB33cVR>zWdURSHG5v zCSB)LD&bk>q-#f?(v^;HP_RRGrMSAla3Cd61041}iWl?XPvu8sO@rL(DWK3)DK8>qbuh3y4PdnT7 zgn`Nm#vOP%proQuVS47`ik|z^KhljjJKZjSh+79bd*x>yF-H*C}jYV2M4?bUhb-&r2c!=43vzH$sm6d+I#i0MlwKLmB? zk?}N8&~G(Vr?CwV30VPy7BbM~6*l>bT&n;SruKL)J1YyZ?#F;CV^$CfXdM8=g#a1t zUF*4;jll=bQ?Z(${YuMgkM{5&WFxJlq!d%8qlqdvsrEBhogZ9d|H5Fum76%&?F&E% z3kCElC2ny{f5}8yk2-2t108eueQfAHfL&d&)40of9qJDPl-7YkVg$zHh~!1cC>{zB zuA}yAB>AA1f*vFoHB`4378P{^n-(z0h(-*6M`Y%1A$U;LFlPtyUgQ3!3J~725QLP| zVbqR13u`?tgFh1T#{^b5C1?}Cq28o1aR+YhG8j_2GQNKOIvv<3up34Yb;qR<0?ZbW z%wZDd4?8w;T4j|{IhpC^Maq?%`t18$j=y=SFuG2XCt?4}O$LIeBuOQem-%W&4Pwe| zLTc^|Kz&htoR$n`Y$3rVLiMFfCdm)gPciznKw0FGFGZ{d>LFeaH>+%7EquRc`G9_* zV1*Fyv;75Av(Jk{UY7|*PXkasGzeo4Q$nz21)XT*cpiK8kVX!`1Gt1UecAmL$9RuB z1GdwLqR;}!PDm;q4T~{n0U)vqmWDF@dHakFpoIJ-=k{aZgaCK-+}Oq}2PN`@1ZXf| zd|U6G0;K~nwAI51e8f+RRs=_*fPdJB+2P3JiY)V>IINP z43d5q;3m0gV83JpK&ZEXctD&ej$3A)5^+U&hQQvO@A6T)0}$y+Y^)LZeCYe1--en(L84SZn{91w$v({rR5abHu; z?3>=e$pX(xV5Io=nd4x@U=xothU*H;hV4R}K4cCL56cBaRDzXU0pMORbpR1x22lSo z-c8VFn*bjITntk31+X(n5By~SN2mRv9I4*YEWlwkO4Yt-C}Unxed(#+RUJPoKrjLX7mPm8G7hJ}W%2PH zZT7iA@iB~@gTokHDXGD03$psQX7>JS(H<3YDF30XQEb+Y&0oFTAk4{wF@zU8Vk!&z z`?i3Ty{NSTLOzeLs@un}t*#aT?AdDyj0WeGHIQHsI1>?A!KHtO)Xy;~m6f!h`yd|o zjR~(pE7z-*NWl=MxPaWqpzbSA)#24Y6%~5UGPLXHmc}HdH*}@t_IFO~SLNb03r6gE zlaj!yQKq4Q9}~Nglgv|*%Vi);(J?V9ec1l`rKj8w?*chQ6d3_I-vGZHDVKn`Dmpyi zU=Lh>AZptcWD`6{ezfsybLntj#hH~?0<-_6QLxUiF7Cey+~;%7%Z54ndY}6oVS5jJ zVV(3LV7zhx1?=mXAdX}mP@|SXTHP(#4e+B$zdVTj2Cp1rPrGw+S_|rM1u}V(zAaeK73i=F$@(lsNJ&jh3k*H*;_qAU3(jm2Kb_l50q9 zT+;_9FTR>BpkV;h^d4$|xkrDVr<# z7}tf261?H+LD_jp^DYeh@4fq^eM->63kan8`Bx^_0>3w*Y^}N$X`wdx8~R67a}C^l zrafU1Ls9bFk7xY!=m|@yxG`L0F>b_}DJ_+xm_Z0cMTnDrKo-FuRMB9mB|cDc5H1v+ zm^>^QyFr{BFu)VQw5o>@K6XH3_t?h9(kPK?&UPdx78Krw-7`e&E-^2r#Afp^-zL_3Mm`i$6^>MXPVQxCsBzk(<}k z04wC+V7#SCkV(H__1Wwq;yVH*6Jt)wpjWwU75D09b{`NE!zwESX&a!}LYmU6eZ34+ z?cvWCZK2#k!G>M4_5B4Z^Y!h-4qdo(3U^UVfyHUU`Hw0W!KW?0a}tUf?~ z1{Q!X^ofGnci|k3)PA~q0aJIk$R*%?*3182uJre^1Bp-PRR7^hy9eL^KN`r)3o?}R{6w^$`$q6Y_+1`4Lw%Oh(fGhrL=Pgxu8ZmoE<1J^bb z8PLRV-tgxNMqFS73;}&0=l0%5F}=#B7hice=I@`%-9J_NW++#OuS@o#mbu#t%rZwY z#E%H59+K^V%B29hQ=pN6kpD$|;^J`c9Dt#+@>M?<1Zx- zG{NU270hPy1FnL5Hq?Jcpg9GVJE*gPeu)trR5((gUVFtW!KixHpa8CK;P>yQppAjl z&&20|BGe6r5V!`7K&Sz*z!-#Zap_Pj2|&Xjhe+U+CmVgjFd-5&XYhgJ&`zH{-~W=F znZp^cEEe%yzDy5+e67a+A$agwM_a;|dk{Rjew`4!8jQR=F9Mv94*Ld}AxME*>*gzOZQRH8qU**Nby>~bST)qtw&>Rs%H?{&C(R}7k{>Wk z>ucn6kEiHW(~9=p-pW;?FKB5FHnGYP(f5H?H_CE|D1Bx}Jhb?MOonH8W=MbFXO;!p zZoVJbW8bxF`(L*XQx2>y`j)RqYE8-m5=QyISr!<^BFZg>5=j z_%CUzco9xolTl2%nE!Hfo#<47)xreX}ivl8_PK%xhc zl~)`GDGY=RkJeQY3uL6FqM`zXqZnx)btnsc^98sAIJJjTdqX)qT(yVIz&uEj${|aUu*mW zA5TaKwyxd#Ql)hrJb!I`r6pwSyeq3$;Q(`0nS*7N*{%TvDi#lleUzSm_+LJZhDp%i3GI$CWtRxFkF+ zP0^3@KHO7MspH{trt!A0Pyca!R%{EQn|UNrTYvt^ysQXV((AK*_z*=QH2HjMl=|Y^ z43sL{K6Oo?BuE{~wn2bMDJ&!fQVZzgufUTeBD%az4C4gErvjPDR*F>@x8FZsuK>H) zh4Bgq2_boAco#r!u^qB3!^&*k_|oBmg-Lc_J;C7eodhER(n8Ci0rujYKVY1#-&12e z_P6gPAASEXK^zoQU{y69Iz$h+X1K*CFbEn6%A3F~f30EJ@CVE1qU@nx40M0!_p*gp z>CQaF84AUbo&L2u=!?V6|F>rE-UdF5`H%8T#*eR^)RjBq1t9UH*U_@9V`3}z%R)Il zja`nXm4t<);=}!vbu2_kg!9p@lg5If#(l4VT4*g z7@DTs?DMU3{berPK#%|`4aqHl5EGlUpMCl!FK^?goSKu{uc~x`43DxGzt8n~4uj6j zMl@De#?fO*ue!}ZZDG-g$|9p*wwD-Yr^uC~dt32*=87j()5Nck=yQ3wB!igIX!Ggv zaueAT`$Z+FV)tZbF;}w~rD8Huy7!At(nQK)R5R83G7T}U*|f~D`D5bpKPN~o371{S zDtm{CSlG4lKr&@uv21ML-xnwaS5E~qv!0wz|n(O^lH+@joC z+{b@Q$Vk=64d%bf38Ikp>vo&~;{xhMkG?>W#3U|0vQxfKZRrg@Yrt)DX6#>hD|zo# z{~Rh@Yqw=t-tndRFT)ZADQo*Y4#H3C>Up^?+YtCw`MNghtK~k*eZ+BM`8gr1kmyJb zV+3yz!K(Uc=hK@hz^C9!i1jO^_&mm?g{NqqGDl8A((N*VYSJ@CZ$Wkx)I8|=2=6-x zLWl-Z;%F1wcpgZOi$@#@qtP(fI}eoJk=ml7qId6Lm%o}Q#t{h`CKr1f)2$j(xfN3@ zhrp)QY*hSG466_o47n*onyu$66!QP8L>?0XkoYkj9^0O_wTMjaleZ_ME?TiW(6G{; zdEHL!4Qv>r4l(|nx$}yytu(hJ*amglQw?xrbE4lv*6XZu;y0lBGr;9 zZs(j9>^OF4eC7WsQla_>S<|js&jWkf&TPjIsR(K-PpJ*HsT?r9-bKuH4lpQuI}dSx zBuL3CLGh0HJ>z5M9OtgY0061)KUCf>Ve2B$1^LMGf*pDn_|FC31Sqlf{pV1rn)Skl z%$m)1Ws*d6QMVQPlUqOkNX%vE*3iG=E0az-PkjB6eC93OhTbVh_&<*Tj#whDM`&yf zM-u1Jk7fnBefFN$R7|By*Hl`Z2(>6NVtoNB?|z;m|70H4lgv@?;ULb|{msw??#`=! zUK1Ds;bMRfcIowW|Mdj+NxE^#TTbEO%^_6DZ{5G0KZ1L5S?3DOIhIDj6ihjN2vltA zU{FH3TtQ%I50kn}jyWr$H)g+xLcWx1Cr!%E=T~f;`68EmN1I}~c`gG2~WoZbw_f^0=MNo0$L(#$`Pj^~NfWxPYfdBeyvMn)IE z?9MpneSI}};svX%-SmU}cks3-F$G4AxL`C`Twe&KQUmz&RY$zOk-VsR7lgY<^r=AC zrG?7C9hx`97_^Sdfa=O&Y2>nD1&m^mp(e(>^895W=nz<~c^>RA{-H4k=0lbf(0V%K zPCg{2<;ORr`BATNMMGd!J z--^}1QEIaqJo*T|#8kV|ppZ?#azw{oO~%;A)iO^Nep0CUE<`Q5kK^+yHT4bqB|OS> z_hxePN1yRxPcisZ*(K+!09mv9KFA@@f&~b&kc6u+0iz_dzAW{a&(mgG9!) zaYk3RC;%T7kZmemx0<$hly~UG<2yt4U3YYk-s%WDTU>$dlVC3h%6pBF_R5bczEWgH zCUd$jQ?US3g2Q`GeEU1uQe_K++o1yrj|yj>w0e?Klf z1HJ6ZawE~sy6f=_&3t|5rFWZMg?HL7SS=yNNML!>@}~Eh+k*4!Sh(n-+09T8!Gx#O z2%1i_{Z(msNOBR)r7bKhVoG%k{+qm4Z9j-BTXtZT-O$tcnv9Z`V)?ynD;*(%zBFjO z`S#gxBJHU*26lXS_OTZJ50{RCoH-+#=AHCAIFHUNeeG|Ex1YTIDHqm?GShOUzBm}A zBoPWwQRIO?3YtWup$)X_H}$^F@Pn5>utp$fVt5L1`mWq)v|7xN}w@u z90o`*FIZpvb_$8;fSfDs{B4pCS?bwmAAI4p7%nG4d|;6Kfx*eyzZ-{vx0AP9%F)IF zq#!~4n*xp=F3h&!w4o0IRCy!Bl@8a$hk$+x<9_R6)6zy-KIh)eh`aw;+dQ2xdq)LgJI&0mzirgZ&^0BO||NIk^-d=)ef203@M6 zNza)xBf`JZXR6UsUF&APQ}Y~abd-hI-W_q$&1~U+VEr=VZ(4&wc#rTc8OqU;QS~bM zNsInCJ&HB-g2?dO0XLiceRwIBVjx}uyAL_D7`HYu5T5mWX=B!y7G@D+bwmQ5*fL1n zvWkkH0*>ssjUmv%;AXxqldp#`6X>$`V;tTNEEZwv46X7O=qEhONy!9jARs8oy!E!u zBhl78`(!|D>&?h81*;Ctqi70=?+cptfUZ8gQVq8j=%}op8`&);hY#BJw~Au z5*8AW9`6djPgcp2H_D@stl{Mg_6c#es*mrmYvO>cs@zJoKG%y;qA!;jB^=aSsn5Xg z4mteYImkz2;4LdihWMgUBg{%hGGtObk?JzIc_70^B!su95~P3y7{1>pabBuo0h-}k z0=!QaO=H+}`#Qo~^}8Tx;`MeVZ@zk~RRMZQj{HuFywion=mb+J=DOg(0u_Jpj(WxKn2e8JwIo^C38UV4Dna z+i24JSdIo1EbbAfl`t8)IDKUV%D$tTl{4mj>1V^X3KBS~5TSuOnQ2t0T$vP$B;%2M z7BrKss_cGme~AAq9a@kBK|<&tQ@VWxt-0>$O{e!R*38Dyzd4uvYJgu(V&7b#%P<(7TVjBd~ZC|+c3M5(6HO6uoE$u~G-Q0PZBjH9JN z<}Z6!^+ta_pw~^1ihGEXQNm`|1U8{@V8ce3}HH6c;n1fm~DSC zeL!>T)-5c|-J;uhr-K@vg5MXIR)Z#*THnJwSP(;g@LUXjA59TeVBkQDC|Sszk1z;V zAa8*-M2P?Dd-gD;j(5Ag--nj~s1QsVH4^^j(;1SX$#WUkzeZ$qUo$kjKtW7f-mc-$ z;4$+6w!MBa_I4_JEk(;(_)`Q>R`_uA3>DY_TQd#XYPgJm$^K*Kz()nL6?k#&6zUI? zvLS0dT4YhfubZN$O|D`g-3Ynn!A_Uq-XxB5%LA=)&T$f1KE5paX`O%8&k%x8w(5B%wPzAYsJPBD!#4oK3fz&sL6RJbhtrxRGUPvMh_hBJTvCgPthrAf@t9`h6mwSKg^M>?Gm4I9xg&!ohb-uxaOpkkOFKz``NbPpj`~PciX}XTwpk;VFRWe&pvNL4E=zidVZ#gEZQ^K z=QA4O_wIq40=BX{=QE(2vfy35O-5M{FP4l_H3d+upxxL$1;`w~s}zG#U%%(fSpWqL z51;S_1L4&(nEY@BIc>69iGVo|Rl~ntK$w(aX5$eL{HN%&`!B@vcdHZZq*@z(Tf@@j z^t^210v1Ko_Ex@cKan4&O+QHjRoNNP5CGq{31H3>4wiy`{fiXKkSE>4WR!n|Z;>&v zkzjzM&wb%J^DMinV`Y7F5Y>5(?7LFF<7u$1%{2P^?X$3uU?CWK>tE4U`enUx;DCnh zo(p7QJ(kd~{dG_5SwW$9>O>@jA`|dsD*R+r&vt~Q5ATwb>@odbL`?T#mdtPXnD;h5 z-qPxSQ@oZs`ncxMQY+)Un#H zcAN(Y64qRYP>M1==CJlm!is%5S_0cjyMkmqlGd!@#rncV!Q?xQg(sC6@K9M7nD7ct z`uk??^5P_tO3diK%n7Y$)-B(z#7!ifiRCITpCWn^*rCuxZPZqS+dAnfH~U@htbq-q z+V3a0?N!(JgM$TxQf3mBz{P?lZ{mkgAr@pM4&cx!XaLXV_wabjpY)fiE@XS|?Ykhj zyT@M#E%^c@n90&r9JJI4^nPUGwqMOVt+iPlFtPo}W;I}>VBVDqtS{f2!BgqDuCTL9 zNl7^ob3?p-wl5n=TmspQRZx%;Ccq7-4_GMaXSs0U!V_j1(RXEk zg$Q_>7s#1as2?oGSY1O#gG|SzK3t(|yWRiHy)+$fjp)U7AW@I?k+e=fDLDRmFYUtL zK<&WSMsNH$C`9`-7WH6{7f*b73bC;$r5I#INQWpZfzEA77k^ z6<2)46%?3u3{)5J6&sA9H7kck%KS9((W6;ujulMDodJh(4ysMV07;`9xK;`2cmaV! zPpNj?X==FIy%OD;xT#S1CP{5zHfBKhy%rN;ytxq~qi;I~flt%Js5E{WnTb-s7p7ig ze9!m|D&upKH?*McNd-g*c=N7uuva=R1jFh8=2i^Arr3ggE`m8M{T>+5$}y;A0O_In zlYWQ!dB8%DPRyAYRs@f`%|a6@Y1e9#`r@7HW*@nWzvJ;*{>pDo`;VirOub5Cxt8ky zUI3>J4F?|=`9QeeQ#RMJOQprH`kT8MF>k!dcF7;=5+ddEb32_Xr#_noM+b79e@lR0 zlj7O%{IXlA&}}g22|yx9;1;pYvk8OI2~eL$dJA9*a1I0?c1I8P3BdTMA~Cis3~3im%3k;9o?x?%NE_5(WeBrxALZQ)fhBhy=z0gfPy4 zIeI;zUtoj89jIxgb!eSA8Q|Ec#sig@%k_j0-fv3Qs7n((88`SPEJou}!k2~(U2gnh zRcgY`u%WRXb4be^hQEvc+ql2GG;EjKc;Zpd%S79X{jYJi*2UMnqWO+#a+m>0~u0gsmAYmxz+`yz|PSb$JvEFIcL#N~(1)t>|xh zRUlk(rN~<(eJu2>JcY?bl#&6UMSPErllprEum5Zz?mr+fBjvX!s5Uzz@$0GQ`1g57 zK*TeYHrg`<@zJnyu-s%oH}PvcuMd;2`DYoD8`*sh$N-VYiB|fVySGk+`!w5- z^ZK_%5}E|e8MbZX1A^H!A~8_G3h@JGF7pP?d<1Jb7`Ry-~34?V=54Z6Ob7E&9 z^BEr@C%>CJveW)ZrUQ29QKSbg2G(X-vsn-J zv3TehT6eTCHnJ^apY&3DJ-RE#|8Z{4$N-@*HcU3&e0gHf;kTNq+&4kRH#eE5d|Q+9 zS&--O5zMP!?U-y=t(iUjeCriE*o_>~+`dke&dw5j80>B*55q=pJXTX**rWo`o^A(L zS6whjr?OLkmnB-VZiM0t!H4f>F;I-isAey!sIC!dzuk)bG>uC+<}lG9s-`ASc7>Hx zmdVoYMiXbPU%5Dcoue5g3bff~%5{aHE(PwJb%m1@W}k5zA$^BhzLxAdy5uhiN0Whh z$F%%TJ0+ktUMk*sFkOYhY@*tW6EHa}Wl~uRX8NRu#vn4|XRhZrB#X3+^`OR6R#ei& z=S^d>5x9XN2a?k1BU+oDc&)0m1=ZPR1gC?)q^y>S8hxz6Md4O?mf5}+N~sPhLAEDs zip<;cGUK_Yp_{v`-L#Ak0Dclxd!Pk4ucetPwFye*Q|`9)(x0CF^eOg|#wXyxvBV0d z@&NVTXZ=2o0`&%t0}YjcmWG{r9T-88A9Rs5ukF;s2@A|SjUH>74aK?v@v)QC#PiCe zvh;wW10lFfwbW!exsFP&gb@nI+7XH$DgCUQ9^Ko2-z9km(mZ+SO;Px?W zPCoM!Xf~xPvwF$siU?8ZWyU&N3vTnCCj_6_HXw(m?e&3WqG?bROtX%VQDy`J1Ui#` zLW$Tna#Vojo}R%%*8AZ-jU^MTx@(OwUFVM)0I#24#Pe@`$3j9zr53WFwKkC_a&)K$ zB}itO2a=P1eP|q%4Ml?G*-=Iraz{|LVcf|g=B_g@F^1(fY@P4%(J?<%7nbD}pBHs% z9;5sn$;N|mF_8YR4_AG@*h@!6B_!U0$e4@U739`dd1G``s=@G$X+f4Dz{QXn?3Gra z6DInt5r^d?Vq+9R0BXEo`>8_i=>%ix+LPV-yr=;Q0|^i0o~^3Fd&$i2lb-craCm)k z)uHuf+O^MQRD=lcADGfp*EM^SEo_(J{w*TbSN$<6i9;8)MnFmcx&M)k7R!9?)U3C4 z7iLp@a?Y5AB^sWZjKfG)5(_2c>Vn=mF5h>D{e*E?Dze=&A8n4Ecnnm;@ms1|3capv{9z5jgN%zX1t zwel?clOxbfW_|_dT2TLDT1mUDkoY2EV0bzud~N_TOP`0Dr8_lbmQ;srih^l=e>T^{ zLA*~G&}>Ec`>vCOV6W$W2)=VT{a_Jsg7Js53DWfKmH~!>(&n*95f`E8_jz8ad&!ts zaT}vnf|jTXt{q#k>mEZ4>WK$9;3qxe1zLSvP{(Clpkl?#`yZ%2tLPymI|UgX_z7B5 z&sNra)dMxlq!(HWnB|Frj7U!2@9qRYcmGCwbHdZ`^niiB!hCA}MV)~O4(74W%(<88 zG-ob}-ERWL4Q2MhYlfoBR}R~??Tz>N_@`%d!UJIDI8(&uoiZWd9q5Cq1sGih1HdxG zOm%_Oc4(C}c{~NTq-zq?yYS>t118g*1F~?&s?fx0I$X5Z7XZyCMN(bPestx*9G$?~ zBJ8Oq%>|=b=gXn=)?OT?NlL1uK*TT{3{b!V;3}x5dVjNun5m@1jju8eRu z{kL50ecm*yR=x_OjhIt3r)T3#2#4LwGc&OXDJZ@S0J94vl442Fb0O)uM<+k*RhFta z+Xsonk*?2E%r9oNR35Csf#HMGI*ATfu*Tm+0-zPxB{WQ)*fTXu&B`8RHy)Q9t0Bdpe)^;yHq+P7FH! ztFfO|FY@5W){YW6H8Vi4OEYWyH~5IExH{q1lg%p9*@Wl zhE4*TgVF5PZy_y>;$+`DJ0Y+DCPQBJmIu?3!`0FWfeQEGvUT4sy4Y2f7OV8<6bH_( zDe5|)6D)k|z6p%cu(;#)gP$mR*1;C=c%?6HyC@i}g8YlkL?UJ8*24Ajw$fHAUJ{aR zL^baiYIYUCJ+~aMjnJ~%d4Dr zU95L3{?99yA;`81*0SjeZVs>zmrnS?j-l?Air^86zmpgfb{)J6?d;>0d>$@&8V+rq zkde1V6KLMhg?uzHhY55$IWthUq2F!+1VI|KA}n9$-%)-XoOBCl#cz!6N-&s5Wi3}I zVu}A!WH>f2UlZ^U2B8cGE1^>$ivUNJHFV+NC|C~q9}fylVEl)BKJHirD4-xnS7sMe z_gKh3R_45R)zq4Gub)d!ZMj^rx{-(Z{^-AMVcM%~;52GAHOUUZjT^7idx-h+?!eD- zDS+70FYGDBMGn;U{d^cDg7F!A>iucbg2|?^Aao~|M*uG1a8Z2g2 zs5awUzfFc=UhcdbJ%k5c1EPQi*VYn42?ADCZFJ{I{Eqy2bR+^neeA~dSlOM0K=3FI zH`zej$3T`&bQz!)&%8~nrVYx%;hx`tvtkkl3R%z z-jG~huLKP?J)(%Q!B$L3HPh+PgIu-XqJZt&rzo1sTUz-Iytu(+*(Qm!-XG1iV@cAN z7tDC=)lGBhiD7e2JIehkr5bxn(MrotqI&W0@P3%hqM0tsLqE^xPxK8YgISTQ7ib2iN86#U%2ugJ#z+#h(mO%w|urAy!Zi$ySVahJ` z5^s;2I#?^CF_4DvxX~O)fle#p|0z5&Ni^aDhcupS zvGM-CGh=IQRqdmS>JF0D^g(WjO+1tgh4nuOcYoc+fR-Zz$OT1FwCjHWO}Q2i($YuC z4G?dgPdf?eYpDRqcz))NK+VaXp*kFC|Gc`cqw=Hca{LebB`~_P|y2E-b`X1QHbgPjiThPBdKY8*WW)0Cm^CISu8)Y znSZ)D`xKAO6KPq26GP{MDSenE;>5{MNMDgf5ohiI_hJy0pq75|k95#vwy|>*1s7JL zp>bg_^o3b#_cpQ}ubz6Wzzp`M^K;sE1OBtF_L@oyW|WMSTiY%mE(6!Ef0A&c+>E8vgxnG|1mmlQac@o6)~oM|=D3Xn?2Tzg4tsm_ zJ^}d3N%?wXkQhGeSWfurd94IlzvM=F(9Apx0QkW8KF!O*ie!zbcS$c*ddPXoP4n=H za_0)#)&u3Yms*lI1sv3U>klLkgZvglaqA;mUjD%wb-?0#{`@lu`!%@+$1xrSh5$4} z<_;-yCRUXQA==)|10r*d%0-lBWyXUp^95$UQ5)2X7x{Md*6YNv(_c@*{KRnR;EFMlNSBc^s?Xu!pF@Ve63nq=F0j- zG&Z`BsLYuWB_XBA)pO)(l(D3w%oCQhv|X9`sVprO)kXDcN1P^H{q}cUTxni`Tr7dd z6=JWGGBNwDTMTY|+unO?`r(yT^qH@pHrK?&Iy)8twCxx#oai!r`L!@P$q^C}3z{^m z4%wLxH&O#>yA5yGYlUV_E~Nknk?Z%0-AvDw0K;wptrvkG;uJyCIe|~^yEd%dKD4(3 zvFRj?&zBZ{I6v<*huON9cCNn?#{>JJ-{SA^43g~VG}rpt8;8{D8e&G7OBf=kqTFCT z!eZ`r`jeoANOt3U*YkW?ikOoj>PA;@GF28&hT?CS$T$SK}MI6c=_B57D zill4L(JXpes@upbKwCkku=5Ww-`_s2CKa}1{7hszu+G{$mie`L)vd5191*kS!YDP*0|D^H{PI#K({VFIm zZA4hb-+sX&lM8-)IGddScI77-uoVk@9vxg)b3-yK+`OQ=!i>Ldzxo(Xwy0#4J)e@S zTm5uQkl5o#@pI=4CBK6$Ee`B;3bcj~0u<~^?-UFaj2BN{isx3n>hM5XT2g)OyOTmL zj3~bA15zPyQ2ZV?6{ety9+z(*fRIiK0wm9pV|o_E&gl7i_wee7DNQ*Y>a zPcZVycK?>l6nT46F#SvV0=v2OKtKh<5lR`hEdDBEZM&iNKZVb#x;LSBhy*TQ;0JEf zXQWs`x4Op@l8J?Xo%F%w^-?42H*~r7bChdzjd-4W zg*+XX?rNU2O8?*a7^+*s<-&0uR#ezR!0m*@krTLj_b?~ zPwxrkbd~iz_Dr!2K?{GDPQm!VOq#zRs8mwOGdMQ<=kxY6D!fC=Hsi*1g^y6l9977$ z%M`sK6_EXf)qGI+D1qyV!a69ablR?`7%!21I1nLxIdreV*@Ne3{f~M|G7^C>EPNLJ z$o47VJ^1PJS(6Q&*Yb5O;;9TM`8JPt!y};A723STX8X{<51YcL$_HZZHN}YT^4QdS zgl7IS^|n3Euq?*%I!Q9XHZk>jJgx%mrPmf5)E#+Jtv|9=$^~g+0}TAs}ed1qohO+ zomupv5AWF#>0Gu|<@rY42x%!27jM|7fzJ(aHmhrL4bJ}}tjEK|&mQ^T8?(=&!rWZU zwxgo@Ipzq-Op}W0GjTyR@||-mo6!nvD$U`tTQjkNHNwZ3<7)6-2G|LnmT4qOPo+|+ z7I0v(>*NKD4~rZZ9IebFcEQ^@+rRcsoUySWr&d$KgE^@k*=?%RZ5^P(B?{P>fBGl-;>%=3ZKJSpk<2y;lRnq+~ z%ErpBu`;U1HQA7(E)tTWCB|3o(L1h?aKyz%vs37K;2^Ai@%p9 z{~7P}>i2ytFRus+4SDT;5o`;FZ?Hs3fbOhOoM-S1%{0mR`9~i_PeKGx_GE|+ph{gH zvf|p`rk%M^<83J5QqU~ZtG}#@pXS(RMge!;#Iaf8?w>5ReKbre_>I7MKEdh$F{f|C=udv`u? z3AvTWhM8QE>viN3dBx<=6cCtT%aF>dAlJDN?BO& zBBK#VM+g=6$?6u6$TV`b{Q#Xj2}ts@v|%8sf-Vryp!@*|El|~w0Jt`AI|_)8r=ABi zx%xxZHJV&(h7s-W#0AvUZ<=#*GHrkK zux{jpd_M3q>=D$~NINMnv3a|Tt<#UCI{zN6f{ceB7CyhI^D+~%&4o?H%H?}UC}E-D zJp1N#fydr&+;%QV~X zq@l05G#)>=-4kfT7O)mU0aI-j7SFmmIED#^-O|b1XV%{^Ha@9MZ(R-kV1#~&h%Igg z-Y8ACcVKl0{Fw8JpW@FNVFNjLe7WWV7Jkv!&>^cT0&v(RADsh2#P5v-d`Mh?vBHN8 zGI0;6!HpnZ{lzqK#CehcVe2OB92_np)IDOI2-_WfeLacv%Bc%?Pu6Tr;D4C<#CW9S z-7#L6jYA(8_5AtCFuBQYOY~UxbE)sV50Nayin=N`XY!Te{~Q?-fhH&q}jpV&72%{dstR8Vyy z;c0~=VLtL-5pVZ2Uy$5b;%ZLZX^T|-@l_Zl)NKYAEq>pVkH}Po?y*{YH0LtOH!sLB z%=2384d5D#^l2dA&J@{Zws>VnRQmM8qd)0XKN{Tq*sndsV8BqKCr6kWrtr%vEsP=U z_*8sNK;fZpPLi?1X!S| z?mnRWRBzs#a2RT>QqsVhyD>*MGB>LFH{R_&r!Fr~Td8Xvac6z;|FQPo@m#lkAMnqX zz4s<7TO_h2X(4-LkBsbu%HAWAkZiI?HrXSxm6a7DG7?29@qE4-=XG6O_kF*f=k@sK ze4Ulw?>mm;b9}~o9JEV8va>BsmV}39cZzf*(7wO0h4x^xi5bhd zOW}K$kr3tjLew=jmloe3YS2Ihq!)r<;^XUMMa@Mb<}#8gKc2XPd94$;!kyCH1idgow0hNUj`+&3s>X>l=B zQ55mtLy)SEs+!;|1ZHT*64;rasv7_$_l|KfuJ}KaHzmu|r)= zYbsGec3d{2;6x^MS&Xm9e}4Ev$?5s=W?11 zVRHZ7S9)x*>0sr1spJ(vX1Cn+_4OMqU%q;^#{VYf(Nq<13SHk30L5%((aVA>p_i13 z>RtIaD|@#m7^g-(mphI0Q7x-s>H>BVxwYSXXMA^Zm5J6r7=iHOr8h5u%ty|-6VAqCzbq*x1?xU6Rw+rGL3$yVywrPgJ2&y}-z3tUJFQBZp< zMuncnEW8`zXLMsK2gLf;y90m_PcAt3yVXa;aZ1G*sTk=k0J!9%ir8xc+Ut~Kl|FFp7{=mMIDpG&_Ifhz67UPV zEkuANnb=>LL+oiwUN>t0=4^P{K++=uL&G;`qX+z=lW3!i*bBbQSXGQZ zD{WAo*rGG-vI{hC^!-vwI;#Igij6`3PMWXCSJM^On%3L9qKOqv820XiMQ5I2K3mEdt#a2?w+gK1>)?1&wE}1-CM{xxdlLabQFl>M}t;K zb#2L`!}E`$CP#^)M-J|3f0wPS*cs!~d2@C|3wV}nO-$g-i26RH3py!8OZ6U`(cRrD zz#3&|XK$ac7#dPT;MCx_n$ctnJ%Je29Iys2igUgn6XOfW51??4CSh<038_8)^cJ`R z?gDO51%a_Mc$|xaVNB;2@M*o}S5Q#U2Ex9KV^?|OX}~-cH3!F~yMPtMZFvTOOC1B)mJ%VvRWma-5Kf1= z3}dhuhHrX0i}U3N-&PqVoLGRR4m(L*Q&Y+k%prq_lzd(uH{x{FN82SVqo|-TlzW94_JLy~7|{Ex z=CswhE~~+b|4|RH76@8z}&%M0NBLYPo5|gYXdR*>^_m5u`KwF29=cwQBY8@NJ&l2SHM3+l5U}-i#s0* zVLhX~Z|VVU(9kWamRm%G3^>!JUk+=O*jgX!+DJjS@VrIg@V$wdY_~;^EGd0W<<#jr@wmdv^v7`862qn z{QPdO=4&@LeHw||gm|>OGZNQn)(TwbA@G9hUWy*f+G`Wb z3JgkXN=T1WO4|1ezs=D?Zjv?h!DQX@o{dSn}(eFwKB7i7hI+QLC>(d^B zpN_SzkjcCi$grRzBo|bR)Mi6KvSU--tjhp4pA6X8A}I>W7pSQbakoxAfnza}24gq! z-XpX~;DARmN@*L)fYij*iYee$j)IO2ChEJ84%k)Nx}?~SqDB0y1mC>h*@q)U4#LX9 z+qWr9{)NJ#;#8HkKSs&3^k=ZIxbAqUeCYh$KI=C4OhtdU$L3ZvzRp%>vtDTT4&?IC z%JCO)Ki${){SjYjWFy(5>^e2BY0R)9%k~O#v0$HwI;N07mn=Y$%>n5O3l&KtoY`t} z)-^CBB%;(V7kH>Q^{@0xt{MpN^1ASvsH-_`an^}0y=SY^-yk`e`R=X9iox%Co7D4y z@3hS6FMA!RdzjEWz7xl*nEu|A_@wlvU)>&yTYhhbYz3J=9A(>2J{g!wHdB&mVV<1X zl#|;wed?Z!Ekmv-@ru?`T2o% zts-wc=vB#+U@}PEy!e>!39A^F{drZ@f|`r4?>aJ)5SKz(h=~3?rQZ-oe=z5D@xGj{^eYBvGw%giXfCYs zI|@vMmHVeaTaz2T{teM3c)pSZADs$c7=LsW9yg!p>Vo>xne!%U0&1JMwe{IXgWJ+B zi``zm$oubfM@}7H$}Tj3FC#zCP<0fic5ypio?sWM;BuTJiM8f#6O`}H*<|tZB5G4E z4HU7m53s~?rFG*<$gue#NAbgn2VS?SsLrjDr%IZF*nHDA&=mn3yz}ZC5EbJup=M^@ z{P-F?4jEP%W$!lZ0hOrvMkOJ*l!EuP?5a^shNQ>(gdZZ!v{qa<19^V+aQRXDTWLf_ z3r9fz0!dOa;((& z-ce=UwAu6>($tWL>)6PQ4dei?_FO{WT}uAA^n!QawT9}jrjF#(A$O~F7jK#9xG!5{ z{1ruV^(+pN#TaH{53Ts=FpwX#$)=})dS{+0TNGN zrMaXr&Z29LbO=xw^*u%nPL}JH4X^E=gK;Y&a2~$71Njpe8Uzj7bU+#diV}i%L5b?j z8Q}R}s(uT7kuGR4buK}eGxU0&12v-rPyjEdp5eJG?)BMbAD(rP;p~3h)YU(YG3Rne z+d5i$eEq6})iA=`vxvziDQT6q-JzAUa;<9kqEpabsa+@op5Biu>g1$oz9tndi517{ zN0x-F95FEsvX+)I8cAbrpMrSft2r|a4PRU1M?SeplbAsYejtxCm!F&32C9E36fo~v z;KW&d;0-6|7O?pwv^D{xeJn>K4Ej6NpuYi@0q*6eP>9X!EdXijQ-G4~(T_`&Mi!y> zb|kdfF;U#va^q@PUco0~C^*l#)S}PZCM6i0S8@nb;ti?)!~uPN|0-Ub`p;J~t{9=& zX<0Qc@mq4KJ^gY_b3KjNy^R7H4bh5HksZT%%IZRCrCUkb-(QyZ9vVhn-~kl?a%L>D zvdnlv=!iKom=_^-I!7g=^!4l45n9_8kV4o&iV&`Ncz77eL6Q6zIvuB==Q!yd90b;| zaK;ZedV64EV%8R2D{c+<_Tj&I%W<{^h55j${44uAnYzLFBtb+7b}&ov zNaWQVtH*_9En{s`w6SQ>dNjvcUAnXT+E_9pFk7*&eh@@PQ_$j;D?6!wjcS_lQT8*^ zA#-tyM>ND$_b2fV_}_WmKGPHh7mjTOR`Qwdkh#sQq7)p!mYc{`E5`1%y*L=ewOQGn z87-^ZrA}mch_Oh<5u)P6*1I#cE$(qAWRdAlUAsS%Cn2WXnU99Tjv#!mkN>jLD*NH& zq1L062os7`2ksI2r=sJjK^gbaW)uanh3>ae;;L_-zn-~!ku6q%(t}^qdAzM)5XyDe z6^(>;{n%@co_3wrH5n4`g$LlLubw&fXwf@;^&}A)k7)fQ26FKPx+Gs??|fAbS@Mfj z?fzPMG=wGnN?K(Y-ozNcGNpbD1r*Tb!XgPRTdE2n7v5qg&Op;j^sWni64%VA-b4^S zFzRc=y~-k^i=7|nqeEJCuH4rKbH^Lc?@n4EkE4{^^rU zRz8BvT_xzWQ%X@4Ogt?!s>l2WEoK3S(|nU}k^1`QFyreN*^KaH6r3?gna#FTteg4d zBOmKF`ML0mLgU>sajL$4>Z&c-U#?{x%`-w#MX5BSbJkE^BfB2>upuoiatZc=FimMu zp~O}$K%vCt%~`E0F&G3NE58CM*}9&L$@q%VDSVbY@j1E21IXI@S7N;3X& zH{x_EznrfDrK?JPe(=6YSK~I+SjO>5FrNzI@3BHLMD+?+I14-gxwtbp@9wwn)(H&k z6Z@YB&6%qQn?g&6L@!c9NQdrFoqXY%fxEf(TKQ^4)sjq~4l=#Q*)`g0HE>X=?76@X zwK@E38{;J@F)SP_BRg&c4z~WTx(Hk7Z`(MRS9Ah z1&|k0dev>^-jL}9QjtaX7143Iw0edo`;3rJUd$Ov(M6vLJFccgR59otD}kYLHXX9b zMMfmD)K077yA(252b;GX!COPSe?ZO6CMKd}YeDn+MQV^~C7#3`R^QksVsAC`X(>6E zmEQ`8Pn4}SkUkrjVphGX;`d>+T_xys08IvO{?u+r==23PV&5m<`E2S3{r_#YF}wY) zZHD{Abkuh9fuHY^VzN+8)C zwg;$nJ({nQCoac7iq*Dl&DRhu=jB79Ts0aOL^(Yq%8hjkSeQ(3?R+5P3waRdN&c1L z*BGKTfV$P`2BRAcirfyyy?XK9;jLW0gFBN?%zBT8;L=M&Ot)v08kV8RBe~m9czzK} zBcCE8BO^xD;LzgY2EankonX9MRPSQo5Z3%5q4`gzMr2>v!!8E- zmYiZwU+XV>kQOYkK@J`Kpi5~wjz<#*>Noeo?_7~fk!VkKCp}F-hAq(8_U5~gV+^kU zoZ&r{MTP$alI#_^WD$O`=W)3uvizPkgQkx)<7X(m9ejx-#y~G6$dp;RV0WmwpOo5- z75{CUkVcBX1stW@tp5E3=3~k$FCVriHXgHKYiqQN`x1u4t&s}`lE7JW~m`pQGOgahV@f^wMBYssfb z5F(*W`QAIR(O<39qZz%rmR1ndE$KfyIrh%djvr36&(bL>5JqX6&c>+K*cTRWjsMuz z`EzXFru{Cwtm}YY&b#hvqKPB2?OshadK_)&xYAu#jCPsFnw7z)ra~u0TCIYFJw%bf z(l?31jj}d

7wVq@-c+AuYp z$$L$?X~GnZ$E8r=*KxNV@?yr`C*>B%I5W@rx{8+YySy(hwsMWXThQXAM*iJ?_4hIN zf8{yc6i#{#*=LjT%r*|1evpR4OnOVpJMd&j?CGq5=JyNCrkN9me>s{ zSv0dG{;U31E#9RK?bRZ34@>p|gBz-%H;*uG(&W+=S3Bx*s(kx=)1Ui=QW>SulUKcF zs%;*YcYK}YP3~nEVMwn4s}pAF0evqb7O2PSr701bcP30K75NcQ72gsuxL2f;&8R&7 zfs~$=27szyN1Qt%yOKzCWZpz~;VaCtiWV`|vq|7iD%6bp$QI^j%1+GY(zbfbS0`Ml z7cryp_E&*FHo>ogjKSu=8+yFhu6lUjC6^ zPM^UPP+ORLIb(_!D#|!t&>+7ZmpgJaTT5?h$tl$R>{o^RSANRdUER$rxRVy>?!Y{V zX*q|vj3o|GToL?uFrP4u_mqRw9}Q{U)nm;4^rPIja3KLAS6|Nh1bo|a=k`tRwJAn) z;ut8~ncn3L{aAMo?ZbC{4gI-TXF6RhG0)hx7K9jUQFI8b>&`gG7ac2HpLU9$_Xv<9 zr5M-lQx>sK}-#LDgI+S+k!J?D)_jG0S1fsHskUm;>0+7^uQm)lNVP(6jh<=MDlV23{ z;DgyQT8hD<1A2-ilCqQ*pcTA<8}(+qf&wVwDOj$?lao7Wz|AAt{MNqvi}_7)Te9B4 zERS4)ANSW$cNC2y#lj23%jR%#n@n@i?wln{<~3+znT%N)0dN&tqcKr4`!i98Bo8+H^inw!W19!J(J z`^geJd}8MMT7fuz^D=(o|8^CH@QofahPoSE#p?GM+w900;mxab4`+T--@~K^yfDv+ z@91wyn0&OeiFdl>PwVJLZ2biz%1tAH309zBl!$=K1A3hHu)x`-CGjAEm4XD@v%&gR zsJQ}9etw?YX1Ky;8ycKC!raZWVLu5$5SLrbbbz;%n7h-piSfEN%;xeo%wm{JwRT{Z z`~k_UF#=m8LE38x81Ysab}A;o4RfAWx70mtNY{8)=u$lN9p=$k=|j$_<%9Xhs7#0P zUkm;2tsukAXp&tgli<*vsU=~$!SokIm1c}-6k|%+{-vw0?+dV3FX+$w9Kk$+Ds>c9r8@hUdy77NCHhPpYaLYFb7O(tc(XoD3Kb&~GBy!5J>5D_-JWEr$F zX0ELvJIEqO4ktX`T*3{VOXX9w&3P1z0Xf-HXZ8|P_8WU#PSj_1X+|=rZQ-n{)AjV6 zT&|7gIcqqQtexr?Bt(apCbtSMcfF2*W=;A68c}Y zLA}E}eUo}$n0bNaPy-pzggfzLle?OdeaTgvuEBsX>l^Xo>p9yhtc+iN6&7I>i1&hB zY?=agF>8h(BuAgbjAAKu=?|>wWo7MoZ-&KROf{(2(K~gx#;vapllGs8t9x7%v?>{! zHqCemPKY?pM_7efY0(_EdNu{XuiuSOvZJa=vPV1Zxo)^_WJ|?YA(t4=mg=XgmK$p0#Z-MdddJ?8E-MFZ zU|F*MjIAJQ^f}MYGJ>hDqmM-U!NgMan0k(I`u_a$cXq7C<1)V7lfyiI8=|w73wS*M zw>XHUIZgr2K^^+3CnOxvvjag(^^0tJ)>NIyJhZX;<@Uk!&_$PsEVP%}mRM@?lG!2j zIIMDcX^4g}XFo$5L0G0-3r911SQOOLmYl*=qb5JB?MvSya5c-sLdoQ7GT*+NH??>d zHne|;$4}MqFTJN1F(OCce)xoZO-?^eJfW}|>o{cA9wz=k^@&{GEmV?+?O0d(Q+4k! z%TJVdm{IS|{Iep5*uW_zBS)Wf_)_dGj@Q|hel#OQTbq!r`Q+j$FKW0 z5At<2#&LEYNI8!7*g~-$6wzZ-r!n%-TASJ4*d_AqgsF@5t3^q5+&PvXt_S8nb?RXN z+q|R)Y23rgcta);^fO(jM#_-h110uWpBb&gN-0;mc76&AM5?^zI-T0Bb?hehLD@mT zHdTXF2(Kd})6m-&H{LYN#8c8?&;u7*e!-1)YE4g~k#IWPA-n(R&%)8^fWFuF<y|EL~*IaXy*y^~%RrU|bRa_d}+aVrP zwYFrp6}$9`lrC+AXYGp2xoc`o#)~cFoQ`F8-L_ z?AZT2d0{VA7fHSPwmC^7=BoZDrI%NOJz}1#3aG_s&!(qLRpMKxQm|XFBoQgUW})7= zig6cs%x~>`_)vIdvD z@icRM0t$6dw)M+&mWzuB4Vw6Nsa^ekbWu=5k4)wBQxbfV_ke*`iFfFYnY43uHPZO0 zNLoVIhqXh|IeFXg1&j2>NR1N1TM?(;Y7_h;Zd|3rrqQ?2=lK<6g|K5cEx6iew(}_xq-|WZmYw3zUSRvD}a^s?Dtdy%cUk>?* z5dTofVtn3^DcSS7>eae?Dl4ZJDqiniueyEItP__2_rnqEDEQWNIbYZoAX^gO(AhS1 zS9N=xiQ`q<7vcVPHC$+<(s?Oq z#m`uB17+mwwH9~fyYo4bKQ?T>V5*ILelQ)r4ISeS@MmE5Wv{w*^aA&U_q%us@X(Mz z9|Z)?EoOS`GE;qDN|SY~q(Wi8=DYfLw2i4RYI+72Z7vY!3$N~+w7aX&XZzty_{L;^ z|8VQDwy;2^z;*xf-LFarIHa~Qr5`D#Rxnbe?8qYEk8iuAUwj=n8rdw!qy*f4Qc)c2OqTc+s> z>N%ykleX%=TyPPe+&_8b^jJHit@>J2NIlWCMfy;wjA&l*Ln;0Hhfedg|0lsD%IH$s z+6U0=ZHQN0j8w%&l+WdRGeV1wRNrzNU4Pk!&oI~>zNXe-+`9jbIVl&Krg$&GDKJS? z7@+@zEP(h(GtclcGMHIrVN)}xHrQwsneABozHQ??>nuSacjCn1(I?)k#$PUeEEt&t zdtoO?LjXxj2eQ|25)R!37plf26V2`7hpX2cts3}nN}{R4qtS)Kb_WyMvlI`O>#nM` zufFE@@T7QC%VBkLmW;l=QEQC7(EXvmMrkZazv^A?kXMqkvD4j8 z8PYb-&L;))FK*z%eEl*0yW)S@8cOd-vzf3^D-x02PBT}QJgN*QIHbUY%?!gYz*JBw z^u1Y>ZmH8@9KXLf&56U}Ik04~*gKqh~Qoxiuy`UNyS4NErL z<8vt1#W=~I^3sse*v}JDb`u{^Ra28acXDN~S+9IsM&WK|+wEwiC5jtR1&6YmSoU;d zWCErp@q@pEz(q^hFB#B#0$QtjxY{;XQ&lG5=2J z`yY!7@VCRHK|%t&oBK>4qX{KRgA)*{Q;cf`XS2@C+j*nq!znXW}OZpw9YrN`KZ=8Ew&PkG> z`=j;Q{dS%TK5K#E+5$}-cOHADUb-a5Btt$%B52ltC#x3)8a87hQ2@F~)i39aOls#`q|c`Rc1gn8 z51Kkfh8WVQ&%5hK=icsrb11qVzS_Q}jCIS1%X6`zhb3b{F`?RN#-m`*Aq=^$Wm#xp z+kS`gh3gGpYbYN>)vE|z{#z>AU$oR$iyrB+J*XCWj88N={W)qs6aezYN`AmQ_yrU9 z%{EgT>6ia)e_^s;3x_;2dhB@B*VpO~t#0q(_pCX}%k%!fIDLOHy}W?-_P>1})h4GW zAcQwF`w6f*>oz^f=-O!)$eJ!~T`~NO89>kar6=|6dSyP5s36}!oN^ZM=H}0l>9zf^ zYK5M~Jpn1kWo}del*iN$p8|m8D(_@3pa~^Bu?GoRhdjEV$uusOSlvEerJnTT@XIvU zSL`w4eSt?|HjeJx%sngz(3^{81kw;7!oBA%-9XbzsY%^4=@xXf@mQws#(lTCefKg? z+U=>!TwkXU$Gv5j|20tJ|6$ntv+DHkU0>|9L^sGkQ7KGBGJ=nDAbgQ5 zm#m|!`-a46eOK4mr=BM0b^l4KDo0`IN2a;{g@-$BjvW`4`M;QZ@3^M6b!!*}rHP?e zAu1r9C<-Vg5fu;-V+E;E=^(@c5+x)G(mM!jK#5AzEk&dR5ED8ID$)f6lAs7mAW;kp zQ}#FA@44^2_uO;uIp;g~_xrv-q(~rh%{A9EpE;iKjNugjlz-m}%k|;uvWT~F%8zAWc!I7s7rty<0Z{uBUUdpmYwwT-$7z!r_f zAo!%PQzNA3A5<8A57il=Sld_jTE~p*=81HFq-}prLnra=ysKxldM{-L81cf};b|0^ zbN~m4Se+?``fT!3E`M=TU$KZS-YJwL=l;C=u*eqScS$QrY$+wq6$n8i!EnU~Aba{0 zs`Uy)+2I5L!w$2Iz=$lzkNl#2ub*~5FORblE4kEVc5|=teHiv31;{5-ebYgPQAz!*76^! z(P3RPx0IZxWro8&4-6efmnRO=3=7My_L~1+tGbnll%^vWUH;eFjbdg zW@4})A@sLXjV7WRM70AFl`k+olyfU5O;NJn)jCOz4FCOK7b$hZCdq zOfk!D?Ox*Ci--TCPQ*V|gaBG!|LZaK*CGU}^4Koe1dJZf9AJI#pk8Pk70B=o4J_BW zQo1hqMoD%ys4bssYAi4{ZXl0FpB2CQscVl+*!N?E&lN=JD$36d-*6|Gvm;V1(Qm3o zil#!%NQN&Tok`l*O{)-B7Xvr~Fz2X$J=1_%T!y9cT)h?JXZtsOQSwq`zm4BaYepxo zJgk{@-lA$(nFjQ0EEgt>mMYn! z>R@LRShWD6`h(t@_dD#~N7$w2v~5bV*WdLCUXNbvVyn%96bV`XD`ur2Wxi72-%@j=l)1LMJ-iGHRh3rjOgM%}D)N2hA+eVRL= z?q=Q?-+{v3T$1a@Hadx%MD%*c7JAQ~&)oeYm}ky^!l3Z)g;OWsoIKXG8kXHqd*HR7 z%<^QPXWqezMYqZu(}LBKANke4rOQ9aDV1#8y5Z_Csf3RJ)&L@tQqXF#d4gaA)PI0o zR+Ok#SSfmfJbYfD1SyqVr$HdJ)&Zdmo%YEcLaL}%WhHu54X@FyW#5Fk1zifnj7 z2(5njhqdNW^0VfaxJmv=CoSC+x`os@O?UoDdJ$5X@RC}GY9%HQLAM3(2>R^)n^^6F zIrJu|`E9#kPQ@qXp%LZrCbKc|^|F6p&nIJRsQ)fSncgXFTzL;PvQ`l7UmyONxi?(wr~5Vh77U$ zuwtGJjVj4AXL)6^mfI8q%jcV=awtHCw%g&bQHb~1hp7>=ml7V>Ias;;cPYSs`TsLZ zOU#Q#J`_sk)@TugR@#Aw+f%X}XhIf6KwO{`HX+Oa{ypQ5cmR`*J{MFZ3MD@YB2&)| zg-6++3gqn*i}OpGyRJ3F>uHjfKmW0P-eY!iae>e(F&zaLND%sFB*KYl@H#{yh-P9q z(8cqnWw>7N_RjnBk6ujM?>)=dKX~}#c7t8(DLCjnySS4?u3r4gu*T9uNGTMliQr8k zR@Mw7mt*zy!%G*ZG%r6IANRb@lts=Rri_QC--P$IDSU<3&a@E|h%lsF2W@#mr$?4| zmc6Ap=1X3|3l3>R3OwNZ?RTY>cil&)CH)R@E$Xsf#vW8rX{s)s2TEMP`^p5`#oZR@ z*3L7xsCrTb6`ifZ+b|H)Uv__)cw2p0$T!XLN&a}^dzEN=<-^4yw{5q$jI8_;TK?br z2mfcpbpG~6{F9e&+xy&a~12K~1XlejaB*1I$;1Lr^ zrwDYkKzs9@M z@xa*_n(4b9IN#9F82xkbi(bXhC!^5y*!S`c1_$lx_>TlYd_oDxJOQ?b8f9BxrC!5j zc@0I?lq(+y3%(s5HgX-p>$DPX`Rw|1;Xs@H@Sng#Eu87fm`NqbuocPd=YYF}l)&H| z8oum=>c*oo2M*>H407Ji;dIC;b`g$uTHCtYE24mKC{rC!HU=q57*#>PhWWde%O!X0 z&D|6qY~UT)@+`GmDI`8DwDF?!%MO*3qIE8BG{pERL?3J%Mj6hz1qHJD+68LtmWGoH zL%}zkb3%M0O)I94&40>O9w>p&vp39SB{h1iw-Ng3MN#ILAcgU^5S4pY&`+=&iZ+j- zsC-pjP52RhT~3Ne-|i0_qh&qp5Wo^^YO* zGo#eHdh|w!ba)6`2?#`muj_|^kWOuLUD94&X{@jL-fxrFKIfER?jWrM@8R_kps!zV zYAO3XE2c+a1zA4ip@wqjKDQt52p750P)XcnE){H*yL{!{!N8}L4+_o>6z;k=4@9q< zlfVX(fT}BRMZ`=j$6IN$i@PllF{UKNu5jbb^Ho8Lqo<~$V!eZNZaQprb=#1$DcWSx zrhjVgMf=}Ll|Xefm^AsEbB>>2W$s-`c&D+Qt1hTVjMsU>(B!-mqxF&5_nwZQbt}n} z+bu)ZFLIMLf0p*Eq5!-D8~Kk~e7SoA-8SB1_0au)QPj%2^3dL;3)316>wCqI3(p1J zNNH>ssszOY_g$|(Zr>;3LJ|zm)TVc%C(%b(X}9RqB*Iqc3~Th~pgTz+@P^c*p%%yA z6Az(7f=pG+9m_gPb~c~g?j8?smfflY4~8_`DC*Ev+6ztk>g{d8Q91{nk%uZCUiZ0I zOs-G8ka{$$_T|UzH(kf`o3osR@DFB5<5(MhJ#qsM-A*Ep#V%GMjEpr$!ZA_{7L^|- zw&WeDdV;-tE67wbY_oV81Flzc{MtE*pEK=6a;)lGR_4C6W#NU~0<+Ar&Zll?-?!&- zM%g+NnO(}KZPj!3uWy$4=ZMz-wweB&&%*yo{LacQHb-_8Ykyk8h|yPLjU%dE!1#Jvu(v>KlJwyApJ2gsAuDPjQ3FGX&G zifN+VPNt?rNnFR##=&q)J8gVlCpt*bT zMwG@VN4jL-gvJx^NKS53gTo@DXy7&3HJ7d(8#kG{JZG`j_;uxe_@V!@iT`Iq^8b6@ z|7Tw3(glBpX6~LvPgpW^dek-D28~uKVRTZu56drY9?n!s^e=nw@d2%O;dspDumyPT zMunXnm$dlR7(+rgMvWjY7$VjR^0-GpE9~xoX*Kpp*W6>Jdw~jfSF^;YH$Kli@9$!+ zaX3@U&~;Y#n1v9`1$g1w)2Kb^QY2CQWma6`to63qLiGrA%!vleMpSd7{V_t$Ck+FB zp5aBJpCbm`7C*LGDeKD6A##0;4VCrb+K^+Jc5+2VXAP#~>ZaVa{aNj=zIQb5JiR6T zF_7QNMM~l@fPvz`O6~*(*?3o9HnEcvp%h`E&{dYN6tCS}C;fn2*K{T~m{_M0^TcCo z()Nn--lH-eL;#n%@ob>))iaPBgWQHu<7tnr6kfG{$KGTXq3ZFQ&+&%loY*&S>f1tk zBqSQeIv=Syg4&VLbz%o9b!LOW)ZNPqXtP{PX1otuaFZ+_sHRcRYTM)TwRT$GKCg9h z+o@<3sh}c5`DeL+UDLCEJt#c!+b1UxeHOCHMTyO^w7V zrG&4fhEX>|q0a-4&eTtf-P1~Y`*vUc@TUUP4e=*HZxEzIUYuedK^f?)=lMZDI<%*f;UA9?{@o5gLw`xZAA79re7&Hgf?Gx2- z{0VFf{8?9eJOPe#Ts-dKg|{Eu60~~2A^FKP}o?ft>$jbOa^?$?a zqu2Lz>Jp4SaFIue3X|hRzphHt68qzh+q(pB$!hq4%^agoag$lcc6)aHXMpaXd0_v6 z*RK0lIuQR}umq`Pia_j_c)QI@YD5NV6$7fH7#i@}t=`M62bX zoFzJVPg?HVv=XC^2b(2gxr9byB2fyz0WhNH$Se{gHwRkaGn*naDZlQ+3CvDHFLGTi(E5{t>^X-4Zxx(NsR=xBI@i*#`Nb~#-}}oty`~2l z3=zLjXSnWbT<+lypRdu7q<^94`B!!RzZ6L~!x`Ab7EM}p-1IhfdZ*NRE6e)}7QRz+ zrN6g4oH7jAnphMZqsQ1Kf3E3j`>geoet=*uM}t;*Ku*GrkF{Y$Q2sw`Xw{qMISm#D zTJ0Yl0urp6tmvI_HsABM?7Em%4+PMUFOR2pp&B9<-Pyt%XV$e^rT8jdM0r{Ejt3^s z4Havh;1h>Ww;6_XCdDk}ZZ+>K;A;F2HA|tI|5#M|yBi&%L^KH7yR@vR;2c`?4E9j+$G(QEYf*0o(n4-taIcB+-m-0t-p1&#GhSV{QMQrym@CK*IA;>m+8$c zOk!9i@JRIC8FbCeCF6s~_>sm9I!R_ma+^|~+_b&1fgsOQ1w<#(B#iU6hF?#yCcH(; zLQY^-ME87yyyp13*m5U^N55Dm{7`#U_c=|{@}yO(;au*L3j&c}uchA#FYn-V^YeG` zivj<`Cl#obxuthr5Bb!bcVMVv`h#nS#Ih0YoJ-nkX(YO?&g*=88DoF7^gEPa|HLGi z___>e3N#@x_+5FiEv6NKTbwQonZOsP%-na+b%g$$dQI_tTWqkOUbJE7M30%uiC)e0 zt!y+9yqm?e!4*D0Km#NmKuDW;szca}sV@|13M;kY$-}QVYKkHg5ur=l3WiR)C#RcO zM&yKgXt$g*^o^DW2r?%FS_P5u`nx@F8C)W<%;T}H4>R%pfjaS_i*xS9 zzMnj8@Y`|fRie4KTE9ygziG=u?RWE>n3?E`I=|gXc&Gjy2Nz;kwW@nH2NB-zDz^#teM<)zzP6XRS@ zW_7)(o$jn%82m6{IxZM&Ag96fJ>RJ%YPC6y{D^06W7Tpf?A7QMbv2F;L@vYc8?A5` z>?p`BrH8TCW6E=tBt<7Lc8U`FGv4q&xFEQWyz{`Aeig_r-xa7s+lh!n?B%5T%H5qO zu8Sk`eFN!JCk61kj{_Q}Cih3^dGI?rE>LFf!|v?qkHgfDR09sCR5(1T`OH{Xw)`V2 zEZ7!X9fg)Jy-nw*AZot3XKqH0#rb}RdFEg^ry*A^2EV(0bO>yuU}&d{*nn+St9F#t zjtewAxl<6}>pnTOE92R@T&KdlqB|&L&?#U6It6ZGSSL}!ywgKGC+;D^fSXb}PbV~6 zvJ!@7ZMh*owu$|$)0Q@3oN~cj|D#wM^ZAu^m9S*gdMfQN_MdA(l)h*(z$xc;K z&<%k-3dJxYIoVttml{@cfb-8A$_@7;ZC^Bh?|qf0^|~-lPFO9yQ1FH%jG{fjz$lvF zXko)Wh9?XlwQvD$j==GAM#P@JKp5=0b|f^e6nE{u6t_nC!{N1?$|xdeEh$pXYfXoA ze~d9DC{{z%05oiZw@-E0+`pa3x>Y=-uBYuBiD2&jed)W#R&OqPT;ObZ8y`~D!6|_( zx!3RxfSUP8&`VScL&r|oz5o(YeJ5F0pe*;odmq;x`VCj`>c#61UD*9nCt@p%3_@@g zau4s<6}q#`JBlPAb#R3&|FjiOtze98x*8{UmOOmYAR>*ngT$HiCGUQF^4y{RPqDjh zwl0abr^k}&R{`tPAAp)_jIpj4ySs=orXmzo`=m->4C`BTcWA%taKmrpTFG13ohDDs z_2yz~b$14T1%20y^l^V0sBv|%#xNsTDkv+bx}my^kaJU-PwR)Qwic-cyT+dKkP^hIYJxb>|>i`tz-|T$l zJO6RL7orl-OxA#wQd!{Adg<;3D8PoZ!&u%qXs36EKFLtO?oKSSu z!w?=)E3N*A5b~h;>Sc^OxQV)fq)pV|Czx?his~1XLfDh)G$AV zWsLVn^7buJ)tma}G@cuvI46NvgAdO{Fbyhg4bY2H{24BGocN4dYo$+7;fm(Wt#LUs zUTcET`G!A)o_yogu9ERo40taRAkb|fw%Gzq=u@wR7!BYggf{^-<8rL?!OO$n{!#ygyW7SJI-KDwV zFe7!xMt=Qas}94YZ+d34eVdh}$T}-tzucHOm4A-bNzevH>+ox|`druqwVqhV)2Hm< z67xS@S2M@BMv-1k?zl{S{atiw{B3*!MTIctGE=*O+(F#LJ2O}Zn#Kban$fck_?^av zCAd#g2347ykEg$DZrq6+ZrlAl`xeFpT;NthKSqLjk+dEs+Ia&Gn))J-fM-yR2Z*3S zxf%+d5=NG*zV`VS$zumT%bx#3Xw<%Sa@mW>HN%6Va&#;n34sPNaZ%>q(2BW z^tK@$q0?wvT@5!Qv>(0I3qGzBcC&`IK!0XeL)UvjV0JTk5drH{~4bUTolm3 zm{Ft{Efg6*iI22dgH~s-^xH#*D{}=xxutboFMjioynZX^Rug)UdcIA}pUZR;Xtdb? zOtoNff<4qxVh}aW4b{n44Azt?D=fpAp`_}RY~LkLgbyP&-Q506jPq!%wn(Uoco0(f z)w2L<+nAo_Wv1{04Bp(Lt7{PWuS;Z1RsFWqt%hQvnReQY1CK(HZ@x3%0;_|0YrrqC z2fCJy0trdb)*^4Qyhvq#J^-jZjf=&xEB6kzNitN57F_%KIb|b8J5`S8rr5@g-@Q9_ zpD+lQL$+_S~&rPcLsF>TO)aqRd=k!A1EZ zVlfTq4g_-<3dSZ+xO8C}_<39d?(X&{bkfu7URV+}u zI;heC-OS;PKLbK%LK>cJ?Mu@SBC3DE;A(U^RrQEQ2>t&b}`x7n_DHt+x4CR@{|`sZG; zojc#Z`m?)oKmQ3qfiRAeBR(b4vj~Vlj0B~FQ_aLMQ4-aOl$p8fUUqNBMlt^1uD!a8 z{chE^dhH5^r_X=p!_T2X{y^Jm@Bviy9KWpAM?aJGs^;>X+0+)ycH?uM!sbrt)K?4& z72xK_`T0oj)M7SU8B{FH)Qfg`8Zbhu!}Tfok>}~R=<^k`;?Y_A^Txag7%7qoa_?$2 zf?tT-2>OvIaJ)UpGGjP*A^t=BVb;64++D>B6tVPRx_ooHFGV zTuCw0n(6g@{ z!YAur;4Vytu@^|8w?YI1h_}T|SuvN7YK`ZBh#yEva0WEW3pxV8I|^ad>Nv(X_wqsf z!9e=0Vz>A9T4EVm1vfBgPWlet>u327QM=CCe`9_iRD(OC%+Di83Z~&wyg*`wV1&4( zj+pq zs}!IShKM7mrS^IyHWVb2t1^>Lcn{q1ig zJK(icuz*@M^lNjKMohuq*d%quV17{1LDq72RM6AwSvlEApTYx+>R0~^{8~77x<50j zjPN>dW;5>;$V^6%ddISpu_`*TgVWtp_rA*rUMf{=v4{8CJXh;~lS8*dEmpGPIb%@Z z?_ZUO^?BV<28?@^!zXs!!uLPOlqeEL%ZYn@9RUfzB9@vHe$o) zRv3In@D5e)!rVoVT#gZFIN6^Vsmr%gQcODkRJ!jIcI4P&^IW6fdNiq-+%^>t3^lX5m0fZ_vz#8h}Z}JQnlFO5#j6)bXD@Vrj>bm|A-_oAac?;Vnr-vQr z2BST1*89Zee!1>j7(IEzWo%^~^bDBmP*YLjRvt(b0-)_o+CdK(lGly!fwM#nT$Gi6 zMR3Np)XET$o*f;!KV%d#?t}8HOS};Es_Ck1_G(l=$cWaczPnhx{U9HLcU309(l8xj z9Lv~uIq968FV3_zylI37(-=py%z$1lIE;W}J~)kxb)-vt1yZ&)ApeF6pG+O8F7tYi zJBPbru($nONrv{1F;ZTK|LgQL>#wgsQi-^QVVyt=;T@AZLE#5%Gk9B8^JJge`~>mV zsr~t7=d7AGOnk}n5wSkiyY|AC5CfL!Z}2*o#YnEN;2lP8nORRv(ST*sIK|-?{aHKe zSzl({zZ;&AF*ch1_W9&{CQ_?2HQ*4z&upg${5b#SGEyjjA_}~>XU2VHr340H!5qv$x4x3F_Q z^(5tJ=blhXaGMzRC|@Qle9KkTCvDY92@`@l4*V~G_$U7Rzp?ILZTtCq2jMm1ES9+q zKuK3;iEY&}#P>53C{_c{=5YWfm}{TSC-F(em@m`Vyie47)J5d6Hv`NWs!r(8j}7>K zcEM-PrI=Zlb}`D%+eni_&*4+8ky-SF5xdMAW06NSdr$FyBjZ1u-<3ga(FMxGe??|{ zGUe758LXYtyOeZBw{J+lLxga89q&2d{G$klJa_Oov3TAPnR^)bxyNeeKdxV(T557KgD~uq{vb9PhbQWBjerQqn<(sm(o%KMnqfx?lz+ z+G5REPOw-_CHfK5l?DTpoGH78OGbf`c!ljJtqAELmy|K|1;**X?TrN(qm#}jk+#)< zlN%GrJjGczf;0nT(f|}whp|IYG997j31!~dI`l(rgq(M+btu8eqeGG` z^JeSWlD7A+HxSyOgIxjz=oa02cMoC1a7cZsoLhYy7fr3r^dkdMc0b!uKH*5Sg>-N4 zB^%}HS)ehZ#^@h+?|`!o!Y7&t=ICO3!0%JS@$nAWT?xBfAD$*V$Sq%gCY5+`S5x7+ z^o$JzaFA)+NRY!jLtwdx+=k>>v$Gz%C!nOU{lWPmOL60s%;hS-=K9#-Z>b7(HQNqG zKfjhC)+K}^GpE2tEWy8DkDmPAieWjx-|ujj(qZT%g}uVtGy0XjTqA{&Sq(9Y*Ir2# zE2J^Lggigtg9NCZ}!V%K+Ge#MAdkC6(z z#{BLO{^-kla@^jGD{swJ_QLfageCSRLDBm`O^iMQ4<^8 zg9?m3x^S-Cu{^8wZubLyJ2BDdoxu=*`l5}9ZTpbQ_&wmur#KW1#dKnE509Ag7FuQAqw zQB)n~Hq{3`p4UUI7frjLyX?SHjE$`94_S96m*(2(c|N5<-l{?*u*jst%H>@StDGnQ znd8k?VuC`C2p5>z?SyuAn)WN>g1+@TexK>RJ@flo?t>Z8AeBtvEn7AZuUoSQFYJIs z+2sO>>)c%nB-U{lqzg7*m4;IGuCn14OFBvnM>@@_ilcTgRL*Mtm4^KOL;8~Mr$&$yX%_tJ!PK?Hb6k&rFc+)h(0JQIY9r3g%lh)4F2&5j@_V+3Ki=vLPHrI?Tq^(*%$_8`Iq3b2V zMH;M)@%M2BpP2Y4Ra|(A zb73f@SlK=d5TAWjo&*Jsl1DFleUYt<=@z-_J~`#S$B?O;p+Y!qpn`28SQ6We1)4l- zeo;L}h42!!g`#&BAHZ6=yZSSfT#cii7_F$kci^qb!p7p#={~dH&fUxN7BkxZZPj<< z#t!IL_HRB&*}${lw-DBYRUb<9<8NCQsN;kgeogfBV+Z?K{#80|Pa>i&INAMCnbU=cg!;-C znNkhcjn#s>r8BM;$;%3%z`dlAsH`jTi)!p4juUhlupGbkOdvX_iC){|zVw|Q_$a$( z$31Gl+exGA&Oxd6p5`g-ORtxnZp(6dPIWbJuMUxESIu?p^8I}oxN3U5K)jNx7EFBlrx>@$D6sObc)*&gWJ`8} z_6{pg)7|$!y#5xIHoY?yY_>(>GI{xAkp;gC$;F4!6u&-yw44@Ki3KU{(Vmk3dw~7yzTk zI&RH|D79&5L-CJ3c-o%#eTZ{@={fCmd1pxM`1D>Qni}!?Wvk3CxXQ&G(N?4$M4Z(D zs^zAT-Dg^P3jPdBqNB^CE227o<<|LGaocKz_}(oP{E;m=Y! zbo);1q$S6_1p>WT8-!Rn)Y~7~3JbYkJ1A;nOYeKix-9yzA>mQMoKu?3x{i&E9pdZs z#ZO^Q@eH98tUg*q2NOX@wNYUU0!7x_M5WC0r3=>vz9J^g(iU8f5jt6JUNMA$KIdPhSSB<5cyG!|y>I+l96yH;G$O`YkJ(z+sGavJw( z+u7|$e*Qb$o&SkF{g3=i_#f|{Y=k9{6aEw1 z?v-->N~=z;!zvwo;C0XZM7A9z?x&@Dmu*Iy!GYJ0^^2d#?>#5Rc;WmXC~Z}0j9-p@ zaa1up0+lK-#Kj+FQIdmpn+hr;6mlxg!5F!IhrFzvgd+C1?4prWarU5lC5!}kv_A|& z{B6c6Xv2G$2j1EiOne#qB$Dw)uIkKern1RXTC`YI(M_a3^oENHfGYs0z^zbIMX*%) z2fXoExVl&Sz?s9;M(Q9UtV2%LX5F^uSsuDtchu!oe_o($<(CRJ;%$K1!!f~IqFjrP z2)YDs#&)i+2)^Q=Uu++8oj!HyXmX!dRX5|?wp#;NBG2)u|4tqG3ylPh;$7#1lOud0 z`&jKD2mpxqqAl!?7MJ~MRXO> z`E))~Y??JskRGa7SwNJh;v||HV&^Wck1Mc+PoFbbvjdtNwB_GW7pfYfW8-FuskEtKZNvvEkU6`>{k}h zGh`*sn(-t;x;l$(rSl+&8d?Qb;PUL)q6vm8))#E+hPBh&ar9<#(VS1N;)hFT&WL?T z&BhEz5#?uU{COG*FlG#3Bkkkof~H1TJh~GmeKr6y;on6HRwP}_@&1k{Ek0^_)AV*` z*X}O{T-W=sd%twq$IXGieT_gJ9*e5$zg^Md{?PDM_@;<$#Ra1bRFi3a=h5uR-WMft zhc4}XD}^7S%|P1lMGT#kSODvW$p^YEr?(uWoBO{rwz|sj#B>Fg)P}58&__a-&d1qK zJoi2Q-EN~=(weY95>$CM)RIBkVS>ZZ#}Z1Riv&&c^rd=(^J1f@XUN_?A8#dxa@A+@ zpT8AWKI%=yelGkkleJ>rL)wT};vNQ@>njZdc6=9Hf_G%dN=>Q5ktn{PVf=0p??|85 zWE-m9)}D=b9?E)OVK-HF(7cf2;@NRsxqsy=*OKrCBTV&Kj&uG$OpAV)4gJM>@v`Qf zhX$PtSIwoGU6*w7i-HqBTD1&WzWm_ZsK5g!v(Br|Gb_PNpiKmB^CwfH50wQ9Yb?Sv zwI<>wDws}RhHORCE^2VOI!sI`*Z5UQGM4nohRXN4`U&CTog~CP@HZdpzY4_QHLy&I z1)-Jnbd|Y}fos8X5AwFLh^gU?C%irFT?Z;dm#ylQW%5f>UV8VaNnY#;S_6g!rmWqk zzzV135#@=#r1!J*gkj^B6Lf2r_6emp-Y$i>yx`y+PeKe0cDyRBBPWTCuOd61bANXt zI1t-FGD@2Rrr5MQ@P_5I><8TT!8!;Gl?^`bLrr?7IC}9v>X@dIvTq2 zM!P<;u+ZQzbFMM%XSZWqz?`sJO0wo=bzJqtgkU|DvF{1?rzr#Lin>yAONoDartS%K&;8DdXqjRal4~ z!H(f@ssyeKE9135zGktxm=OS;usXy?D&;%snGr(sFmLK$khodAm(sP-ZvR*TIPED@ zHsO`QlNp^28PH~8dDi#$pC2{~?}NvG?|9J1X&k~y#0%ke1MV-ySU=x)O6P;Id2>Fp4eg`k<>3TAq0 zzp7fP`j!sj(%Li+#UEn}zwZxg5IC=)Gs(A})~>_UVV>&zd6s#>R(y=*A_Q#{Rz-5V zwSHy{8uBEcKo>fn>90MrB3p!%KE89)$p$n^CiDF5@#Zgndks2r7w|G*-?> zr3lrsoC@fx+c0v-pWeqbz8ZLWJxFEdroHU-Uq0NCtDMQ$?mS<)0z~_~54;$(l6is; ziaE;eN#!Z|WFBM$zc8LQcyNPN5)t9tD;$+FWfF>`pSyqlx`Y8pw7qA>`%m-p@uG}s z@vo|P-AX8$pq|U~sNUpfnuL%IR&u*@{M#`%-Os15(G*36m8&cMHqE#?3FVDW0%b3q zFH{vnf`O$4?i2(00u9lmnbTZ=&%1E$b^q=|z9Rrm=g zuN;ho2+mXO&wmjeVpgMynedC;O^QQN#Tp(25Mk;1Y9c19h-am%7r%xtJ8bus>dT%kTtffHBWYv7&yy1t6&#$y&6yb=y z)ptho4}4?4&g!EtOV&Q$lIu6TvY7qDbWI&>k`YjR z6b%h&x$xxD&~jhN0u|`GSuJahC?C{(9*vxkwBDhTIpUjy^DMS4z>S{uO@E!}kjhRH z5+t;M$8^IZerk&Y_aM$2pc{Nr3Q`qU*mI89ZU9Qy{c+29R7lls1&Q1&&+WX$v-%|u z%?uCRYPzHGl>@ebXo{e9hJ~)yz(oS--QBaOMUot@h%v3EZebAUv)wXL5rqtFsH~Ij zY21@;__%(b(AZ}La|p!VNPafbn78X4H3&0F<&;9@RiH=O4v#JiRw4`Fj*&YBr`Bpr zi=xvJ_da#X$Xz`=>AdsoEetqt4^AlE7HHyvIs0qI7G=3kqlBIFoLZX*ag50zTPRCU zGh^fNuQ%sgH99ZvhgV~sk$8&0`gN7-9gLD+M9Si-B0W(we#MRW1k>{*rxnvO_AxF2OL zC;AQ=pJRAz`2*~Ysu zO05m~VK5(7soy)Tf-qG-b)so++}rNA8?G;fY6+AXc6&FZ$;%>7{OOK?<>w*w2_tMm zN0Gr(ws{9OiOdl_J=lVpHPWklRqw9t;%!v?q)$HP;z_giuRCM}9^G`}HWaNG6dLQ` zaTwN>&x_ZK3Gb9njN_5X?afrqmes5cweg)3r`U{r#s#H&)Cr{DG z7D)gU*8sf%MeK%KB_DX$A;TZmqV#&+fK_w$7jv@++2r7`lwFr(d^7ViDrDBu?|63K zwCd-8OgH*1p@&r4UCMYLTEX+2HA2uo^|?Y+4_10S)-+YEV^!v+Z_>}7@>~lCA>^GWu+|bl; z+|0%Ld+Hyv=&SoKRXn(+vw{FOKAjIzIv>P)e_DDn)f@XB$XLy!)}^n5e*YqMAtdx{ zRq4}_s{7=EVC_b7T|F7A=c+!tpDCYZ(j@imChS+qgCzI>($6*vqBmSoFx=p^d8FlP z-deCgT!woAETc9@)H&*Acfk;H z^XL!HQ!cEJCQ$CzPKsJE8Wv0p4HT{{bb^mp(I$4D5!OBGUwNaPr=;vJ5Etj#dJAqx zodSfLQ6f(|zZeT?&MYon*cQ**mMffoe6u}$@FprBST_UJl3EVP;-iCk8^N{#97;02 zs-{)VDB*3x%W>}Qsz)a%#hWvIvB63cUdncpk!Lv(ZQ82 zD3W_Rs4qminKX;66{!``@CIB~dAo}~zvo>kzW?F!@DP!_kB2baiWy8=?8^ zJTG!R`Ag=Z28%1VPrN_38ORz2&p;Lc*yM}eUc~#CLjBIei}i46^LV;qfpy1GiHeKH zrHRokif^@$E_WaAp?FX{oIW+6Y{5AX0Kfi=t6VeO&sESmMA3s{X03J5PVT4QS&2XJ z#Km!)YO?trW62jwjc(tRlkNTTO;=kXmH>+TZ6x?+ya<>xCv<}O&^+f#-*vX*Dc6Ft zxlWAkA+#A#Fi3DPQWhv`rN{<%qG;(9IkpS)6gPq}2@HJTJ=JiYF_d49KQp|vT$e88 zSfW3*AcHn4Ed(oc$bkZsXl*|t^0ub!O~GvaASpyVMXW(F$GHe%+dwm4%>vrhWkcHJL8PE-ZALf{zR`$*>~HWoULP>ULfQ~&kMSL`rqdHvm@Fj%u`x? zL4(Egqo3x9RuOc*8na+S><4Yd6D_@YN-|w@I{8NREd%-)lMS>nkid&D__5UUFi0EL zjY{=e2U)XscM5i}?Gx+1!c}pDL!Gs5Q$1yqhgOR`2h3EXN}QROeD1Ctb9|ZUE3Gew zx$VF}LEs$4I)s?O^iWyHswL)0wabe&fq{(VWFxb~rK48%jOQgOl8^5#`3LNI;wn*M zAZyfl-}wE6!kL$%oCiuhr08#W>10k0Qg_H3A{wU^ZN*4CUdmhm&^%V`UTDhe0|_k; z;g?${F|Wuxr4E6FI9Hu8Hp2pEVO3ljJdR>O88VFw_G7`)epHLS(a6>w@^UAc^nN?E zdqOgyc>6w|G_fVQPtNBqW8lQLBUVvt&2}owABaa7z&1MUtr?@Sit?)Jj8CbaOS>Lj z18)u8Nm!oyL@A41hJC|b_jEMnVEs=sJTbU8gDhGmal z6PXyB4qL}YF%4#6sR9jt$*=y0%{)_X0EZD z{moSipRvAXIR#$|lB*kFE>7Wq6Z$gX%Mm$vD3JjUaiZ@7G`1yo>V=oP_gD=&N!52f z>ppZ_*NMCdt@2WS-2#=hih;Dz{4Jyo7|&o&zu+)1MFbrPB98$UlntE+sDfYqA40Db zcrU?IAwBbKjIRV&AkvzLcmd$7xQ*&t{nHq!4`wyI9C|0ZG6iJ!LFyb0LhryU-cAsR zYL5a(*(4Nw2{1EAKlcG?BFH(A#LL9IPUqQ3agB%rmx1}BWF@LQ9g0@tfSTUJS>U;- zr=o?M&A~^E>K$Z=7!*p@^e~tKkly#6o`z4?)eQ-mFZm&7NZ<-dd&tI zlLSrQMA@QfnMD>Xmku~E4{yaJ0CUnvYvKI^cx>_17uB=}7Vd6tlUVLNVJjA!rJtXjkq!L0 zWwqgDwNXn%R)z0?`zLLim!e4mz~fJ?;fCC%8dQA@z{mDq9vFyB`cS>b{%%y40%bdCT{^E3MUYSvMvA5OM(( zfNg+=SS}EsVgXB39o9j5UKcfu0(Q)Vl~mcY*t!=ko!1m2atGBOzc+l^XVR=*vSsHM z8O*13m=EzhIZJ_*i;JT^iiRb}IU1eXvw@-L* z+c(C5;Q{Y@Th>fFECF7x&WUGGmGfO}29}4M$duvNLf4~5MKgU0L+!5VbqNt&|A`<= z?3AWH`wU{NJUFBMTaYFC_Jbe`s2hI?vNQk9W&N!n8_%ED7ZNDuzuUEu$V0qz9@3>WPo-2z!|1Wy5pO#ryYa>^de790+8v~N(&jfvV^9QgT= z-weD^*do*;rRs`_!5XD{338rK#}w$>iO}wy*p;E z&#f=?Uc2;sqro@*Uy;U_6i;F~!=W8|G?*Z2lm16O^eNwsJ$auNaIZu`UwxUlaU+d=U zP}QjM53v!O!m7X9SAQJ>xjrkTrCWy+%hK?Pn3y3TLLYx6MUuT-)#mRU&IGGiHUX6g5GpWpeN?>V2(=bZa{ z|GxKmoX6w)PaeI^d%Ty|ay_5V>v>(EDWOT&5G?aeH*z4bE{Qhy6henM5+A>X)i7Kt z^^b>2}GjV?bMZ7p2SejeJ+${54fK*$i#vt$t zOE{O@lBrL}K5~v15J1@MrVZeI^E(cX1_WLj)!+19l{(HjS>tfi|Z3$!I}@QA0H66Cy17Snjt&?QPN$*M)eT8kmg0 zK7y;g`9&xS5U$tDG};I;3yyTxlSx{R7x0MS?3qn9~FjBRu0k?bA{W zeF5_Jbacsg=Wf00KK;s#v3?6B|FrULZ}F}8+1o|m8=9@&6I);I#a;n??jLE4Ga!BF z1=3E)VQf1`o(_w~D6ov6qL%@R)86QV6r?mt&6mQ~oKg`KpLOOr(7M>#vhT4HA5Lrc znRTGNZVdjgH)Iar)hRkM3?R7#&_|*0^B6X?6mg;ZaKiR6cPlGD|Jm5FEotVN->39V z3_cEDhSgu`bX{S94z#p(QaK)=#5hq~-52s_R&8n3(MuQNGVV4+ zoDcmZ{XI79V1sb$)kJIbgfF;EZgA=La3^G_?R;iR3EBuso4`iMy3qPOF}r5#W^mi9 z-g_UA%P@CSu<3(;siYutLr*S8?}|kqB?G)+ zpZ`)ahT>j1V(z}+WTqG&X#3-Q-P5NNDcu)uSikXk^M)r-Zyp4VJf@Hj6AOt^7Fq~I z(+O;w98)NKO8>>t;$QdFju!MeY2PBe4XC`}@ZI^&)_vs%BDY!|%=KrNfDRc=xVILh z>^ip*CaAGrppVmp81LT>pv|!qm$CeScgj^2gOpmAE9ut<7-hp#w_~PSHF&n4P}JEU z768znY8Oi+jo}S09s^Z1?wih31@dp8@!s^tx=Z}Ki4p|!(u8?gn)fsB>mf?f#G|^J zi?6Ot$W^nd))$PqumH76V#&ioLmL}xB^E#oHxk(PL=2VDQnmEla&xMn+WYjr`z~?A zPg9@lJz%DcQcJy=5M*@dk_=Ggv|ZB#=W_q%u=`*G&mioExg>PGAi zn`@s`@AaxrRvx=&oOdOWXlLfHoj_hwTj>Ff-mdI$I5~zOL?FKy-v#2kaKg>5IHZ_H z2}kjx#;+`2nM$=E53i(o`3m@`#4L`^UwV3*_6C0V+@~-%PAigT1cDYU&C)UqC|p@E z53szTmwE0aVHKw5XpO(D#P_!R?DpMz=8HPB-`Gq>Ywi9VYBbdPNVNE_>bwpZWE%-B zFtkGr(2C&S^V92Hk3dQV7Uf_tV6YE=%?#^LA&HE-Bdqu?Bq}D%dwg?G9W>h;FL6$t zs*7xhJ(WW18cF5|F0hjbw@Acj_=sf-MvGq1v=G%}l8Bte@bo30PhvW$pEA=st)xDF zDRQ;7`xmmY6t$WTWIInY0Fn&73qsa1Sd+XnIif{Qf8Ik&LMpkHI2h@badALr?R(5e zckf?M_dR~fxey6NO#Kume=N>|8NiYgVs2t7(OhFOBG_hox|%%{NS&%r<_M20h?(yS zanb3+SZC_%yOGUG739u|js>=zHR;sZl=!YF75uz^)n^?H7$Z!Vb`O-C?u~Y2B#kxzOlAwz1dIz%!r2|#pM!cxXA-q zUK3@g%W@fLl>Pj39T~1=a6aN}&odXBnkJNd;fb%(x=s5HJgf<+H`a>QuYqnV2X+Gd zhSnqao5A-l)EK^y^m=`Ok13a(W<}wcN3X)xNJ+iAMAp;LtP!5gN5qoKUf=BMJA4rs zqOv^ctM3;C(B6;^(5)b9F%qI0EU1EK2b)$2H{-qM*k?&5gtxWHpKl5ZJu7JQ-7(4M z$9}|h*DwqJjB^OB0-c^%h(m5Q2%KQwsq7MlF?uWD5Pg|19Y%F{KpeM6wEr@Q)*;)pM&Kqc$E@cbV&|S&62(Yq>LeanM*ya}- z%x+{-sm^c55}u7Nb8~Iy;^IQ^fd;Ux;C1VQOw>E*GKcl?H&=(+$~u?>wU9gbvP99!F(V#6k`5uyGpOWqD?G6M?o}Tix;vOlJ#`oRd;J*+&2t#@d zIJ?%fQXfw2eSgd~oHvSh7XMvBjE59@z`+_5mS6j}x5OodD5L$AzE7F6^cLU05Q^k! zl)!w23*1Wx#qk`rHqfWoZ`O;k?DdS1_MAv0o_bwdCh#_j`-uD&uFX}3V%U#rv@UjN zF=6>EBI^%QhCFv$Bw8(aX5@EDxHvvOIl*%u(GDvUVu=lI?31DQ0{Cn}ub%>RB>-VU z-%+Aj6}+vkwn5weOcYGWN4fY_Vs^Gk?*5SHUh0-au;R7B1mWZtpkOZ53>y(^$JNxd zENs(=00uIW`wCFD1fr{NI`5)CPe|?oqZ>>EmD4*ttlNbyjpRZT;FYbg6A55-C7M$P z=e_AM&8VV)Rmzn()$kSI7bslqIqtL&eN=KE`mJFAtIad+1HSU-AGC9Xy0FAUoNZu# z=9y=gVpPoO35-<8GCQEFb;+*9gBYG$Zl;yU)p{rP2!GL6F0LENed)is;5bNYFdDpp zr`R%Y(9%ljdT%*=nVj}WwVNY5Za0&8ys9ShOx??;aqG?>YA*2#c)$2W>rlUxa{bI^ zLZ9rsSLT4xn|twhADMiu@3z}1n)O;?SJr{9SNJ6!@D#sboA^r`H-o|g*0oD8U|~Wf zZ{h`tQAwZwnpQNkn(m*b^0bHKp31r5Wd3&icFu)0kx6Om6n~$`o7kBwdGHMfu}#|z zkE2y-r1q{bU`x8^HRRov?owKkZ?CNFWM@}9aOSJQ*Bt{g4q3GOh`HysLg6eC8Xc{b z=U!r%nClMAowoLk9vZQ0D|5Vh_uQlGuuV~8-c5l^+Gxa%?*xU?cdjRT)X8CJ3d+Yv;?0{7KA;eC=lj9t8{thr$PNVVOPsA2 zY1~xM>%If{jsbJ2vCksLdPLSCP~~cs`umfS9*K|KkWzD2KTXU z3(y{amN1jyT-D=kV8`5lEg()O{F%}&VOlDlYW3*7Fz)!hpdg`=Npmk~NPC(}A~mHv__ApaTCEV|vQ6)4cqv!cka7aGuuqABuw5tA z1Z1`jX~VC+$`S%;@*4|8p=;~{LveFD!j5KGPh%?&=-A0==(VQ$%lhT$#KrYJwi`D? z`ED0Gp-DA

*$)T1YampZ;@0772R9TriEh1GZ@eAM1}foYZ5@@})~%qFbeV-f(S; zn=g6prabz(+Bo2vc5M8XZ4!)N^g*ULiX>C@E@%P`m(IAfuYhF%`fViooCBJFcDgzZ zP)Co*)Qt9syL?JIFUS?#^;eB6|A&tA{j+po|CNpe0ZMo%`vqvB^=E`bg7hGxca_y| zfWDi(on4>fbHa-|5}dGC(`O#@UaC*E>+>7Ea_e&JbAIM#AQW2Q*{EyDyomWy&N_VT zJ*{t-#sH~}G`z5XSYDqa^6si9XIyEwEUZS(TirZmiB+C+Tbh~qzYvuFMXLM=s3V?% z{AsurZK#);Nhk-N6Z*ZfE2>Q%&tGs!N!jH5US^V}_G1C^?iw=X#2_CKXt})r zw6bq;MvmQlQG#j5N-oDa@Vu>hOS}0_yzI=&#O~soyk`uAO+7f53FPNEkZ}pY?7%kh zHi}Pk4zV*<@Y2(Ix{1@rQr`yUPA@^hB{~+4^QD?z%66%Bi%!uu)k&^jzc)3r-g7ez zdwf0BkUb?;WBgNUBXUDYK|zr_&A?ybR?5-5n(`zx7of{;_^GrLV4fGE?bw-sOq3}K z{u2fXP_6=uR)LIY3r|7i=@#fijWGVE+jSPz`R|)OGcR4;gE}>8G?IS%^rm0HJrqs` ziRJ2Z$eLX^rUa)0zLj-!0s(x?OrR)ANzi5b_G+sd-TVLwva*A5;M=C9{n>{boy~SQ z>{;UH!gNBG6P8V+T~L=D&;dnC{9GT5G|+xijnB76p1$K>5ED8pMRbgdX_=B9RiV{a z>mHNkI1|W=@HHb0$YMEj;(l}G4px0(>97klH=I=<^@Mq6iV#19HOrX5wz9b?&mClG zE)7kNeJdZ9GhQ#$oaeFg)VLt^w!uYCiQms4Zl@&x{d{gUZT{fyHQX+-P!=j$B61Hh0#RTRts&*`~xAa}lV6k4yKl;hv(tquKZC22x5cSJy#6SJI z&DPTj_93-jQM4S8YqKUL5O}aR5+Y!6~FcNjYiI(FMFA2rH-!$@Iz(m(H#0@3}-$6qTM8kZLLIS_3$()$(c++`&% zWcw$(ejT^N%rsg6OdU`7zK=jVhh^?B$4--4?rmaY{+=dg#79^;Ze9!zl%4QxL4rP( zHK3(z{CFQ)$$e5%B`8P^W%j7ti=*p4BwWk2328U@1qRqW*ifv97Dlm+hBC4c#R@^4 z7rI%-)nC<4`E)O%{rm${sCWnOxVqyAJMom;0FWQ`Gzc z=Gx%Dh7ZUPcvS>zCm1U{;p`*>`&VfF!A6B^0iCV37ERUf-q2perbmVv>08U?e77mP z{P+J5R_`dN8$;B~NC!6$(HN3$Z z`;tx2hLfM+Xcs-Pz;TaE5D%zmMe?!iX!pGZ$D7=$4K-^}sF=!hZK`!jPV5sNiLb|^ z*?ND2q(aXLC?Fea1H~~92aqT=@0k{gORbH{-QM>y4wgE6DHv+^c6393+*4E4kSr2D zR_3@?R-@L3HUoE5$c}0}49a>mi-aAVCS=w3g7B&>v|lfRa*l79ZD!1Rp8CXa&sCrG zb-wwn)~4EX*YzV~wXSY#AQui##|mMa)UaMJggD!3im^?yrB#IO4rra)x1MSi(4*Dl zI1iz1UH3I7L+w@PFy^Fesp_~?`t>2J)8UpHoIKrP#d(BL=+3Pl0Qd`pxKkqBPiB*glfYXde>1 z8;>!>^nWuWcL_krt<#h^a|$wYne7Lm4CMyVN&;=(8twP6>LVm?#TjK+{*V)*+C>RZ zvE(1q1P>4shl&IJ5k^-ztqq?rj}Cm<^a`jCk7SH#&L@4HlZ$K{%gcQuBX?&}_k)sj zYsm=H_)jCN-i80TST6x_7t-R{4bIy2A}zLP%FjOprGHQ;{>T%qDY=I83zd*r8*=yXS!zmNUv5Y;&LBL zHEXQH7v;Gtl@X$Wf96T9@n_yjG|Bpqf0|jxAdSc|q}g?t{TLDhNSwpof6;oc0aU># ze)TlQr$HO~mY2?f%5?)fuQm9s>-1gh5GX82Er09sakM}H*-&|bZ*eUbEWB!PayH;A zL@;GBUkC1>k7itAKVy03Lj~5gSYZ$MEqPm#e<)wHb2e5_IP5P}TSwJ3Zl`s4hhm#L zkc&^cAQeOG&wpLGSJ=o8Qmmc6pvefV!J*E8Mszh9@b)=!U^8X>J$dm)H}-QwG2kF+ z7etq2QZ#FcBTz-VZFqg@mbc-PHZx0Y-rE_Sli6#hbi(0dW_8BOljH}6Y4{|#3w(G4 z$;SC2qgRPjFTF81VS}JoP~Eo^GUp^$s|OxO=8hV!SJk_EODp~40yf0||Bb%>v$jC) zf2O+a#v;6io6rm4@CGCUVG1D$^u_*5ovj@CL0`FqEkvD9&E7gkmt%%BMV#P=+YYbR zCA(2hrNQqZdLVi&_F2QYiELq(uQKdoH3i8Ta9 zR5qN)P+((uuI#}aG@}TLG}!A!`My#f+=1g`BpZvDiJ$hV__9Aw%;VR4;=yl-l?>!( zDV8jVb@zI9!{yv9K!6#XL9(14z`K6|2zA5~LPxOV2>|g40ip(KMT>LLlx29D zvjbG;vqAF*OJ_X|Tv?XTa!@wms~88i8{kTio$lrabSGIh$Unq_y+-IUfFWQh`x&x9 z7ZJpODqH(rZuYKO);n;S3&SKvBKtY^7M=PU?E*p?@@m^W@mEIf_>4c|m`ivC>e0KJ z_-)E=$*5yp!u*?yzl%M>=l;oUpieUIbH2f7cL3eAfU*lmGiQ{s(+!ZtKW!a~wv^q{ zXq20&PVVs8+<;Z@elLHu$HbK1C z$5bW46{IKh7!2Dz`IorGJp&E6K8-wusqD+)c3cA}w2E^pQw+@U3h=^*fCyjpGcsNP z)0Mfus`qfvnOmOVk%YMv!qa%`wocf0ZF8==vb{`swe;biJ**3S>q=-dLPHPGu3FE0 zu{)ePVo{f>>cC%T)OKcF1UWGVc5Yd06N>P&aTX5ofiPrI12YKWI0DyE+2Kbiv7o1-S+GcIp5EG=f({#J2DPVt|BcXeQ_-A-rrnnk_k{`FGm3E zPsXb@fUS8P{+lZiMc3V!PwrS~H@?F=1~j6uL^H^%9p3TlljF*C@5p85@QVCdvf@XB zD6EfclG4?akBl!!oZ#YTJK`5x*dZW*MAGi80)R2h*97M$IDzrks6dx$5!^N4Rw-}N z^GJpuc@bGLn2G=qBIgrnL9IYA z-lf>4P4eBVF=#W>EOdPAW?Wy@=$pb*+oNNWOt1OlC)XdqZxN_UmXL-&TWSm}yIjk^ zxj4r7c`Qfp2%A8-1s|E9M6@S}a0VNXy`#VT5#ehgJ7SUa>xdK6;BwpT9$ssuIE+({ zaxCq*8mqo&HG#8rmI>~t$r*lQfe)GhkTcXCt>53^nUB&-y)?Txohe>Nm#)baPrQym z1&p44YxCi9+z757;Ka zzFj`Sy1G$f1Eq!u@&6+`4}lBojD(Jgakh0ZFQYH_6I^jH6p8klv)gUGWFV29L5&g> z5ST8x>E`45>W&xl!-d2zljr9Aay?@Qmw5l;kwSG)Mln?1iWNnlrotj6=iTv04}`z$ z6Csh1?D|wI_s8wGFBB#5C#C@Q(n5$aHc5*mqQ&8F0pq_AQlrDpu%G|tax%9-Odun2 zhH$ip9*@mmTie>XdO6mPmb)h^e3iKw-*5dZNpBiC(@(Q&C5f?IX$7a~h<2QSF&QU; zv{kOle7Gemz1UAI^G!_cM3l-%$JbXmJr9omyXIuje;-rX6))>mMK9t=UG^vu>}V~q z^4@{jyf15oH~9z%}GUE_t&N`!33l@rX9D-Adud175eBnk?i%6jEr2z zhb?z0!qwTKJ;bkWtgq*P2aMh@BG+3zMm@Wq2Uk;huNdDgK26@A3PTOH zz$zEoyCMmKa1X8F8VdfAmMF;-ilL5qn+-a;C4Od9W90gMrBiI4RJwS1D&Bg@^WX~Y z4$|k_Cg1^Ujr~~6ItyxD2(TUWn4w6s@8Kw+H62_OlCgglzHX+$g#mj*(@WA~_?Q@{ zy~O`Fmq{MhvWnG&{lmcxg^E87yEe6;&sWtoLMW=7oHWrrzgM&8$TzQ>H=`bK?J!e) zz>AHL zEc0Q|@h=&oC&XGGr$tVRL~!R}tw=O?#2glA7l7mxGf@NbZ0UN&!n` zgq#p!sPuDn95#6Pi!Mj)o&KeoAoC)BPIsODjqt08)1f=0cc?MWNAKlcB5?SF=wMn) z&~g~py(Pel(q;+duuefK>=Ktvy*jUrZmT?JHcVf&o%*IiH(a!R}JGZRKPKGx<*BYHEU7fAXvK&7dBi zz}Yr90bI+IAHQ=q*>q?Q0onjk=>aVkn7v9H+cl?}nJ+Hjdb$ z))UTq61X~YK1`%>KMU0jRDQi9j!A{E)UpB+<_JPshhstx*OewW-gbE|@NC_vdTwVf zZ@MXRpPwhPcmG~)`VvQAo(%kS!2TTyXWgc$w#4mXw#rWBfvR zPf%?qi8gd?cY~`eXmwdGzvcu5QVg#svyyI&)qlSZ2q!5C4+)O2k%v^35Lh$^#*(Ff ztA8AmZFOqnwLb~*yn3%gOJK>QfW;b+E*_ye9Mr&l zII+wLZ3U661@Qo_FW&XR-qM`zigS}3#<)&h+?GB|ML%W_VqN~*U)tFrTVQh_HrNvQ z)8Qz@q~eHtAO$v|Rpp-E5ve11zN^_mDlz$UD3vl9>wv5)(!3JaZI`7~*-Uu*X)pH= zfbQxUS3zjw3^q$iKtP4x)Z(3X*hX7v6dFEU?;G>w_Q9!hzqw{r9>GxLAp1K!Xw~w`o3blwn+%+@{yWHgga6zF z>_+@QFOQ-HZN&c%(`3z>ij@i{GeqHjkXzD%pywR!cIvumi`2rQgWhzNV+()cACR zyK#;4RTvQdPD-^4N3>r?)kOyg-Mw~D_EnFT?SlKGz_Zv2$%Twq6>X{2Fy7#Ue|O-& zF;TWeU_Su?f2M2|i7lJLHvAhZ`Hu(xdenikB;O*yF+3o2d_n->G4fXTL>p-yEy8g9ZHR^#SX>8m(4Hm(Idc3#bMqP%6_!L zhWtht_4L&T%WQKhGQt4+O7Kvtwv6%jLgLAr-RieWxvr{{G<9FJ3ZK+rHzF3pz^Nb_ z`=qo2W5QN&Y?X5S4C4<4#{U#ttbt~F_H!>F)QX^nt+W@X7otzm-~Hx_p$Z5kd0tv4 z4#0Ld-Wi~dm$lmF^G*x#>>^>0@v|86QCQtZD+zf+4Z=891d1ek);J&EXK3=__FG+m$7>ip(aw5Q21q+Q$z;F<>RQ zPfLh3RG3+<`-S%}oox*M^-_Oy)a?6Mx#qO8`j;y4y&owjxI>WL!TLqkWy(7Gf^Kk}$ktWy|_Zzm<<T-fuK zR+!`>cUwk^XX#JGL5HF7*5r}V6Vx+#(I;f&W$qRi=SnDr9`VZ`8PScT<=2D6~h zE0#G(GL;d^0IITw2EhAbHg+=-s)NHpmw0!ACR`0m)Lp|G>i)R%m5Z-;`44ye=bW0q zo=5-r=du5_hD}5Lgj91qEOvZz9Zir^RRRTSM!zA@7%w%SVZ~HW@1#9$89RSvSpfu@ zeQtQ_2uJW46vDK?05C7ss1GeMs-TGpymS){+p0@EpX~Yym8|movYwMoX*RFbtzxq< zY~tpQh`-76)Q9T@rQa=Li9{Qf{+^Bd9Y#!g`xLmzmGWzJHx?;a#R zIG!54ro}+4RUPIiOX4nXVpG7T-@-i2$}aST96Is zJ=smBk&<-WwS47*?!94}pz)PbzQSu6=f5!huTSLpa`@?kp@z!P&B1ouj;a`WtjW7e z1FJ;OR)4FWS4Td9p5No?o~{xw(Z1-^F|FN}=ZjoIam6%{9* zdD;Cfv^e+n$(_#fYAt9P<|WQ&tO&~o-VE?GPNYE#ACNkDJHxEE3PgK98Lob_0l;s_ ztM@rx8szB$vfmOUppNEU+}*fV%#r?E%bv${jZj6?J>wGYTd(p??$0Vy*pz9xx#Auy z3b_M)l^Tp_GL#xz9y7Q3c2={%5#=jBXk}tqs~RQUVE16nKjitH6Y^COWR48`HQ^>) zmUSwFqWTb{6o9m%+gE6tXAgTYl4nH9U2mgqJpRN#f0Q?%X&K+t1s!u*n(%KCf>h$` znZ_(3=rtAOFJ}yQzU!GIcC^&Y77)i@ie? zRLpT(W|2SB-xZaV7Ugw{=kXL?y&3Z9qlnAQqoRCMg?P0!P&x|T1K~h+@^~6!65^$s zQzK$93e%Z<4c)g6+a-w3XawoxiXNZXB=Omdz9pQ?=$71%$49U z+5}))K5smTY)qylbO5Vti@sakmB$Q=P{E3o&g%RvN{_GXFaZJxK`s&K&ZxQX`>L@n6!o;{jD{IeCDD9y;-qunCZF-LdzP^zK9)Jzoudl*wB0`rGMOd* zYs9LmWznII@9g>BqNju2=o+9Ra0Ri4oB#t)-!&qe?%fjX(b6h=WioQ%-pJEm^P}^HI3DL)xrx>>uTKYdT8{`D>7^z^uD7)jC+Wx--+H82+jccYb4O3gJF6)XwI|M^ z8gqWF+D|&?E}i$oy`7x|eKhdOo3DX69Rbt^9@b%=Nld~e4a{HvOw-dobG4Y-yL{aA zs*r3*xNFi!rO5{p325h8elE5Dn1Tvo|FKM&CG;K!9oFYu7|F&C^_PNjTpxa#L3pb5 z$Ab?HNE7m1am9@y0fkGHENAMGdqF>X9=Vn4jaW$?@I>%RuVvhpmN>q(4g1`crN_tG z1#&$nkT9@|z3YLmT}4j&gV;Y^^-q3f`X|T!ulsm1e(nba4jo-!oQ2xx0>FuIfrf8y zl%@N(>Awu3dY;nSY<mY8?J|Oe1U)mZQbm z_6-dRQoPQVm`r%QGv?m!aYV;(1_*8b2G9PD26O zZi2(T;gML{70ZP2qY##6+CiL(Duib3-j;6^b_G53bZZX0>r6@7=NyvwEj~8)A@T)` zHirjRaBR6Bt$3F5iY3P+OGuX;4;-Y;AvH!8%@hD`=YY~FD97=2hgNt}^H+UlGJ4aH zQcdbn=ajPNY9{a35i43nm|+|(u>Eb`wV&zv4=2_;|GR9|4cX?iuo?1Zpa;m3i9RAGT?C=|Px3>x| zkuvy|!7QQ06m}eex*rLtt~MVv#h#PL8+x4OGJXxN ze?&|6VGeqb`0r_$GD3PPOT^lfh`ame?&*KjT86xWB307`0%guLwV3E8R~~vGUyR-Z z>CC;$NzbuOao3yOVasxyg#CQWyy4oL_5@k5ZcywYjAY%Q~X;nS{Ra&(HKcSmP zuQ8+Xj*;e8vVYzOevK!Mt19V|1%`oHG@T5o+u&F))91&B8a>k)87Tt3q{!`_7W8S4MlUN2w-_=Xn&K$y)GBqDg82%`^Vw22On2i%7XW1CMG#t6;DFrSr9 zK5t`3O$j{x9LgIB(+GFb-nZ*A7n;BfR(U}mcEJmQ>m7qvhNYurPFv&3pRg2Qjvr36j)E~)qvPhOFiIESbfs2*wBao9pLxC1r zH5dBS+449b$h3c1pV`UQB)cb__Hohac;W1Rm^UxdR9o4H_u|w(r}0bc1kgao&lygG z(=5Roa|GgY?L}m^d2=_kODH1M7V%K@XTAGlJ2}g$F{J%1=X;J@3*R(H$ygpz@2Wl^ z)U@%w%#g$&4nNqnc^=RrB3Syg5prdwB9xZxjsZqCzQNe5we%@g{TwaNqvXouirDi%^Dg#Td25^lm`!QQ6TxV28>>I%j!+`O!uYf*f^feTRM3KHgMxlUJ;k1Vi+EORAvBphf)BC7M}Hc@65d$ zCJ#i?21wK9(gkvC7#hn1$8>cU~AU!AJ&_7f|z0R zD?h(gHATDjW^!)EmKz7ZmzzsYfo7LRseY`J5Tu2e7XvRol=eLN8fz2XJ1m#(7eg6V zPPGf(vmn_$8Na>e*KWmMQ+xuQj~*na;Oh*9H{RDRETkee-$K`CgoCT_9SJ~nV7E0M z9xW}vLjtYGiq|Cul8d&^=PI9(&XG3^Uq~h`CmjVBEV_dW**Aq^$};&xl)3o54QH#<(($*qG%olqw*?2a^`n92b-Dt6wCc^-;xX~)WA z^gLd_hKertPy;GE)q;XM-3#2Qjz5Ca$98<{aUA6xH8jo=x(m)PVC{r_=v`pM)6<%e zV$0wAmVdHfB_vZBKTFN2fluzc6VD3!n~=2`A0`n?8*}?0IBOrsh!MQukRt3+gA4N{ zq|dZ#H`IQJEK6v;GA-B&s{bk0Ke&hAoY=M%`I*f>%}#Jm*U$vb?VFQlp@ zsL5~qsK2OYO7=-_*L$65Nr#m8yQadlJ|jnuL~GYxFw_HQ$D&WtEJOaK=NK0QcZNsU z=Esp2!jZyg)w}={b)dk-n=-o~(%^?sG%H?S`9iBA90<<0DK%0wxk@Y#ABVq$$Kq%w z69iRR!V_1)H=1I;G^!+=>(>+=xp<88TE=?i_)UQi_`FoQ(|G631>rcqwQ%Xy0MWnz z?+~~<5>n!0N#YqF!I{D6Bfv8C2$_*ywcY*x@wjCxM1g6j`I#SmReUDc zqY7wczk!3zW}c+xE1L-{`6cG@0J&DeHqK_WM_JH2t@g{Tvpo$OJBmDgwKIa$K4|9e z*-e^^617h3IT6x+uzn|E#x<5ejs?O5_+d-3YKONBOQ^q;vvme0f|j_G4JCIR@~F|f z+1@SOFjy{EA6Gvbw<`2b_H>erO$_WQfea#kngsz;b7hIAfkn%hhCSPl5g$f1ZW;7M zyA-3!9cHQ}duJtQ@9gv&s0(=0=u#Da^ubbYz4keia~JR7djQn~Hs=F~1^i}UY`vw| z%q7reCybzAI(NID?#x0CY1D&gBxM^shq#R=x>T0GAV0Uu?&QSE9#rB|CIWF$c_i&} zf*cwS*?=!V0gAfT(8Kq#X)HzL)&`d>tq9H`X=Y8kLW3Ya`#a$W(B(Kwn# zoEqamLtmp5Jl1z42Fwg86yTBeAAWI6wfwD~@Q6F(ROiK1qxVs^fu%~S&LUgKH*;aI z*d|bpo!nrWdSHi*X=$98vO;9VR1Whbw#foc&I5f3goILz99k2qccJC93DPEvyMgSz z-kpoq0KJfI}}2;6dtp8aEp8OxY5~eRO88|Ypp%Ma6zW-26qq5eLCaJ z1+xWDg&#|PN~$hki76qVcVt4mg95FAw4LQ#q*+CQZ4dCd*x08;W8u}O0xsg!ON3Ip z4Ypdl-g$KJs`3w@-o2*_gz4O9H}GJ-Vw=uzq*!OmIX&O1;x4yzJJ_z3pV|{=`@K3f zD)IdulM{}KP2@ym1-49YE{f^EItoPLnRb}b#zQ@Z%4pxg!#+9gjP$b~^8=hu_Fe?_ zs5z#nQ(*PzXrYm++rux zz@u0MJjB+NaPDB z5ATk3IWRJ~e5egcJFi82$Y=x4JAowzNYx&e0+15rIgYzz;h7UHAMaB#gHdj%HMSO= znz7eAzo=efeW>-(`QKa(iML-aoq)yT%KTYk5eyRuFv|EOIfDc)!`+adCyD}=`gYSV7j!Ue9|YFQm-ry9#uEJ*^fYc6ckAX+~`K=gF&9KDGP% z;?|L>XG~C|1ep|aKFAQQvLsLwK+S-gnv&L{j}v5h)zs9~cUKZbW|AD-A6i=X^e36! zJCZapnQ-GlO9+;*9R(PI+=M}Ddh-*&IRF+{Nr=dV4crs7H0!=(s#`5; zpVx9EO!~z$g!R{BxfdTcYr;!xIlfpj4rur)?&c=)~~#f^E)~1PsrdRW{w>rk$irJiB&p z&UEKJ{MUpLppWVUCdN4%vevv^on}0$;8r-4;%H}(ss!W>XevY9T+r!7e{HRuBv|? zX#l;r(*7%Q&$d3L(%ZvVIUz-B)8N(|fYy>_EUeNSl+2ql_dvrXqX98jzO86jo~n6Q z@2yQKzI8*uE9vO>&u&JJ3Hn!0em#WzR`u_S&Hrdw_wPARf^ItJPLu1vaaSQ@)5ecV z&SV~i5(=T5bHZj*us8N2HZ8Dc?}^MTH2#S6x=__DRcNTb73e}X7?+?uDxpulLRw}} zO5tz-8u{LFBwN64p9U+oaN!|3NgVrh=i?oGTrlsyr|J|iZ~8}c7}SJX ziI}pY058C=qA{}WWiT_`ovPnir#gG8z23Grj$=A>d&KVhktS-*-YlV39Ha_XH<8jG zoNaWb5$hCa{pF+MTN{;Xp{l|csPJC$3>e zK>Z%w#YAGdh^zCKOall2vF--vV6vNmo%5YM582db-aMkUzq%)Oj%@rh}s?;i_J z_n$FH0NDcaQyA_1HUdy*;d#l{#7&QJpgS8`!A1H7g_3F=W0(K?yiPfYAE`W-89hcRCzN}6i??61b5H-$$}?Stn)k3$3x8Dn=!E8N=2=6j z(2`ZlZ-6V>ilv<=Y{85m!Be^c=Lb4q{JW`fTJ3O2&&GZ>zR-Q^Yfoj*J4$w1A9>3U z<-LuQPZj5lpa(M+aYJ$x0&rsff7<)*sHU@SZICKOI!G~5Kt&KUC{00v1pyhPh*Skf zK|lx*1&I&{qEvy1GzB3jAR=Hy0*sUd2t`GDlOm*uptJ-vWK781lezc(Ui-)t>T1B= zsuC8=YDGpN0>xA8$tx9Jbyt~j7O_GLe?7xx`QsAYXY6-T49n1uibvlB>)lR#|jN;Xb$OAO^M1>l_5ohk?*Q*?QU*sT^0=(M+u#qV=27va=n=dj#6jFAK5` z{?0P`d&}(ay$=1$NmDmi`3z{MgHp^OI2k1-^B^7JI}@7r(bmtcb?lJ5u4piBPi^)d zefKD};in4LtD;kaK0(jx1XQ8Ou?{E!--Uyq_5ZU$NW6uT@j@y0duB*=$%1!q)U0ux zg~mv@&ghO_+4YBm@+UUx8Z$QHYv%=iLyoUq`AUHT;gY<*c05NZ9Jj8W6AKr>Q2JMX zIueo$?y6nE4!hWyR5rmoOZq2I1$3TbItq3An`Ed6yH27GZn5D4HqdBkYSM%Iqkex= zTCE@;S>M;uW+}0c0KPOR%Ct(r=U-rEYiKe&S4XjxuS$G3{`Ct^zkT%gd;hlC-@fy| zj|(?KV=bvR9lIXURrQMU?b0mU(rag{5< zqn`_fj7iFwEvH13XW9H@0~GrnM-vW`~^xt zMaFuo0=acqOa6Nz?j&GzMbV;b?xh~!bcEE)eFy*ay8Rh%@sglevp_WL&m2(xz-PpM z{y$34@`~wI-~xgctW*9*r(;mVEw;>+sa*%~EUQoNmSi&&po`>)j?R;+y5=o+znudp zs$X$WK*hydj^jLW#)l6Zt_(gG_$a^aTT^J4+VX`9gxeyH`?U)NfL0S1tPc-3J$z{`5UJcS^l8H0zT73}NqESn(Qsya3;IX}uAse0S8{2Y-bH2dsK<*C^H z&SGCDEj37K+-=3+j>;QPfywC^#r^=H8^%KQH#2>f&YuQy9Zfr_NTGR0lvk^#-y`fJ&*jzN#UJcYTGJhq z!J+Y|y5+ls?p(2icBue{Gf(Q{dM-~a`UVYj0@DK^%XmC3psxF80ddyd!Esc`^r7*Y zwTOsD_YI}Q9y#Gkpa;BY(gKx13o(jY8zRWK_y!1$ikAtL6W<-ytUF<5rstlxZCjj@ zJKbr0#8L0ruY@1|1h*1!o}3tSv@voI5a69rstVE1Y=w88)zq#x4b}9pD_m*vD!o zUwH?0W2L-%O0C0I_nE2c(~&hHyE|@G9$$KwBp{QZ4|dN)IBeDQEmQbAdY?5T=TenXK6@R0l{x3b!|6}{&BNfw5Qn%3L`i;aG zy+t2xvTJAfw7>HqN4mbfqorJcK=>Ov)peYi^^8!@|DdJ1Q)%rWdVpgZGcZab7=ay` zWb}4I89NFA|? zt;*sg1t)NN>PQhA-_h_6pG-?o%Gmy_jxk+vMLhepL9#N-?40UxKi00DW)4$dnbu1` zZ~{;;mMt60z>wkcJBAGLGQic8c!{9KHpcwOYVh<7SewYYtehqOwp+jC>L=Bqd#112 za2N&*^eQ7MnyX-#T2x%>7nmF>;&|Zs<`Ki5W7Es8$BWYZGW-g62K1K%KW)8>aNgLW z8GG+KP$5HJOk%FQ4ze@-o%&`Q8K}RcAA`c?&J> zHMTnAie)v^r(;HS-dkz#tFhep^u=#!&1ubKrD^3|JHp(yAEPK1?*C{BskTD#aGb;F z4I@OA9%kclW>?}eS_RSAJ4PE`!r5WZUqdv^+rCe=P@MhIJp2i`6ajaCpma&6SB=aj zwn8E7h|YZ{7r#?I8(;+aVfionuD*Va&1b4lhL1=%4Z zG6OWy{pklK+r768=DDwg+wXI#Z+u=CpylD~;h#KVxJzB{*#&i%xJ%+iGVTwXpj6C~ z9mjx+9Q(j1YsDl@1EO*{GGy%XIAGwFuD5v=>#C}mYF`ys9k7#&b>BoQ0uYR6>p2+e zc_6-hA4F0v)rW0I9AU{U!k6+LmSDC15Qp)m8Iw1C>c-1}1Bn4&LQDMROJv8WjIvHF z_!34!d1wgW|1EenKf+yNExx&>*=3&8A*rQv)*xG}x(W-4>Bk8Wl~G>y%)a&&4HSl) zx1*+p19u!TG7B>E!W)=(tor3x*_!NpW1N}&KGYJ@YIV&bjcb5GtfbX!pA6^WZ#Qg-O(1vn6XgL2H#;SEjC*jn_NP3+F-{c_92{a@`6 zhl*_XD!$ZzfBAaSR)ti0iU2D`Z%#%s<}E%RoSPBk%H_&?HiXB z6bFlA$=Rmw!-`}c%;R^m%lSXQrNYZ>B@O)gCUw!Go-LJmABvG>+Dn^7a`u@OohwR> z|CnJ_4}zwiB+=Jp2UneUW^Z$vV#gb)Umc9I-WHFYApd0QaVWKbYdSfWBJedu?-fsp zpIextqpKVW7Np6|tz~XW=s8^k;%-A>w^t4DL4XVk;%~g)JvvEV9{oj@vp-E zwb;`m`h*V!S}o@{7arZMczdJwJw?GKMK|mMP=wgo0+T?SK4*8(u)r1U8R@07>zSt; zhL;`;g_u*mk2%x*QZt&erP2NUCLIQJX(L0DhKsL-X>h*-d68@VFklia#nP~obxpN| z)uA`Y1MVfh*o)|{(9PbFj$+T8yk!6;xODw4&t%~<>Li8Kj+A7RT;a~F8&7s*kN)Vg-oYR@!q770-MtK7 z_qmMC4}ATkME90lHR?w#(ED0u;(3zK*cnV%XQWCZ+UyCzY5ZbdVKFk$@A6QmU)s4s zH}|Qgi@n#~mrrQ}jfYVk{LTTQIaeBJIok3JQBj?dN^3W&%0YCd;lc#BRRs(>|y&vDx?lB`#L-T$IE&qA2S#rE*T-@Yd${Xp<>J!}ZS~uCA7yKZYLs_rl?p`5SOGLpJ8nXO zqS9KRcVa9C#-@{biq#{ZS%A}VvaUL1AwUY9lXukPyAo)wxtyy$f2_@H*O&ty?7qXf ztrF>T?YkaN)@8}>m)Z@~L0+}JmhxSpc1|}rid8y!!-4A7O~4tZF99%WaZ@P3l&SJt zKKUScZNp2o(3)$UCX&hGsznb6dSNkSBD8EQa1KBRIbR5a4Hc4#(d>(!N`ARD|8_LcHI zS7#p1&yN7hDe@L=13K;Iv+L#;Lcxkr#g=2!^b_@VE;9x>G!uiZ$rk>*$>&xt>HXow zAzF;@AWbLf?QAzHKi3bVPprv%?!g9CdGy4DX!f$>8;<)<=bxCJ%(#)!;m*$F`v+VU zZ4D095uGy0F-iazISV9@ei${%w^PUMT2=B^H)8ar-Q~?!jH4vcXg>M`B<_Y7&UE$%FPT|e3MaW zV8f2m57Bss+L{D)FYJEd%hxhAZ${5=Fs58C66%N)Q55{Z6KC&d+@fX=ugyqv^@`b% zQCV_5JMzy<7u(#pU3tz*Tc}^HuZ}IvFz)W?>SD!6^*zPAE0nI+50GT=A)W$v z_aIu`gj@w9d!DLKd>V0W;L)B+G|m|1jhz5!dc&fM z4Bf4l+zq6zywp~^(E+WQX@P45)v${@iDC?1b@@BQ=cg-S-9gFk-#$WQSRGn88 zfddj>zv&3|aj!6NRR0c{=V0U64TeU8JzL?JunO**#5mlmkLfe=3R$YSf8G=lS9zMd zmyL*`WH5R^lP7$M>Mk~&S*#4BB%8Mf@VDK%+nz~@PKyh>g<1(*0(0fZn51S`vf$F( zgO5;=k~uPlk%$u4WG%s1_oGiX3dP!A;mLx@GNH1b6EztsHw^V<99;rBMsa0cli$lV zJVp(8iT&6U*#Sns1{WlXPP2bR@jkcaDK@N5ZGStAJ5e809jYqg`#A+UU9v%azp#{R zVj6D~(AB>eF0$5+m6+#kEgX@$^s3yQe0AW#`zQCDQc_t;9|5dJrjkDr8cckW3ulTY z61tZ}2Q<^AjcJ3s5SlikZ%4NI89cTWa8#MyqD#Eaw@1a#{TSXH6?{PQNgsW!6$G<%@)lP&ZeJVND^C&p6vhP{(c>p4q^1Pn8LM^pWBD zdceR{$5Y$cCHrLkBg-#J-jfuQmPwcj6gtk{clegKiS*TQ?V+mCl_hz3PY2T->x;JA zYwpx*oa2m~t+$jtcIEngydg@33UBL+2VgC5I0>Xy>5)kx<1E}_w<*GW zMbFISr{j%v%ZL{rGt+D5frT^Y`BTRBYX3;bNTK!}9;$sjVeQ2^b6{G%XfW>S(Z|oiG5JT72<$e6Lg5s5P z4sth)nIGdBi~=A7r^nml=t{K3J;e6z<3Ez`sqO7Z5Z!d8BN#P9nQMb3=Q{eJZ5U6n zw2e!ST~c}3sU`?D$no;*&5!$j@Xi3C^sSE!OPJPVq>;!#{~hF0Vn0G&hcXnRubDHb z9g9eFRz9hAQ$R#8#%T~M!FO!RnGN)|LU9J`UU6VV>dL`_v=Ud=Dj`MgR+rk7YCp%4 zjF$poN>jk5J`{W$T!g3g=}r)7Q`5GG^D58V&qk%0IK+**CZ|*%9?-l~@}!`7uUOF& zD5DP}0AxUR0ZYvBWcj!~#CpZj%mj2iXXYZu^=E;7y`Ry|ybC`IXh38!Ty!K<~Bh3-}?x9}ID#J&XlAkhu`l zg@Wm;xk_2P{C4oX!UTo=O;uliJ_Q;DUZJXx^~zU>>TEY_#+Nl6tvq|H7h{g{R7?# z!BBjD2?Le&3Z7CK2!l=Qjs6pun%z{w=cdZVnOWWC$rp8Vk4_vIh5rv-_L@aAL!E+5 zL7$j5VZuQow)VW5Ho;psQJ*(Yu+&x1+lDSWC2^%iU{f5y9Lcw4d-r1)Q5)rE%@k%m zKA&KJyi>g{O=i2x>r@y2XLuVh@jT!v@U|Ye)@SGgBj!e>r`eH{$js7iKgn_Hn(RqI zhu!DvR8p#`J_$b3O_D{YQ72m=kRe0F9%jK@O*J89dfGMPumOsG%60b>#XI}KSMw+R z52V&3Jk=Enl)D|y0Ogc68E_t1BGpEN%{gc9#PD!9rZP(UiY^4>|P&WhUzmjDJDO2UE-PW2Sr0vD#PW?!J-`} z=?asI%r0>YRF{i$IbNwqPfdBtsK3e8r$kH0NTT$@~ literal 0 HcmV?d00001 diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md new file mode 100644 index 0000000000..c5af2c6a5b --- /dev/null +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md @@ -0,0 +1,150 @@ +--- +title: Fine-Tune Thread Count +weight: 4 + +### FIXED, DO NOT MODIFY +layout: learningpathall +--- + + +## Tuning thread size + +We will run inference on Google's [Gemma-3-1B-it](https://huggingface.co/google/gemma-3-1b-it) and measure how inference performance changes as we vary the thread count for both the 270-million-parameter and 1-billion-parameter models. We will be running the `transformers_llm_text_gen.py` script which by default applies groupwise, layout-aware INT4 quantization of our model. + +Create a file names `comparison-1b.sh` and paste in the following script. + +```bash +#!/usr/bin/env bash +set -euo pipefail + +# Loop over OMP_NUM_THREADS: powers of 2 plus 96 +for t in 2 4 8 16 32 64 96; do + echo "===============================" + echo "Running with OMP_NUM_THREADS=$t" + echo "===============================" + + TORCHINDUCTOR_CPP_WRAPPER=1 \ + TORCHINDUCTOR_FREEZING=1 \ + OMP_NUM_THREADS="$t" \ + python transformers_llm_text_gen.py --model google/gemma-3-1b-it 2>&1 | \ + grep -E \ + "^(Prefill Tokens|Prefill time|E2E Generation time|Decoded Tokens|Decode time|Prefill Tokens per second|Decode Tokens per second):" + + echo # blank line between runs +done +``` + +Likewise a separate script for comparing the 270m model + +```bash +#!/usr/bin/env bash +set -euo pipefail + +# Loop over OMP_NUM_THREADS: powers of 2 plus 96 +for t in 2 4 8 16 32 64 96; do + echo "===============================" + echo "Running with OMP_NUM_THREADS=$t" + echo "===============================" + + TORCHINDUCTOR_CPP_WRAPPER=1 \ + TORCHINDUCTOR_FREEZING=1 \ + OMP_NUM_THREADS="$t" \ + python transformers_llm_text_gen.py --model google/gemma-3-270m-it 2>&1 | \ + grep -E \ + "^(Prefill Tokens|Prefill time|E2E Generation time|Decoded Tokens|Decode time|Prefill Tokens per second|Decode Tokens per second):" + + echo # blank line between runs +done +``` + +Run both scripts from the directory containing the `transformers_llm_text_gen.py` script with the following commands. For clarity we are only printing the final statistics. + +```bash +./comparison-1b.sh +./comparison-270m.sh +``` + +> Note: In a separate terminal session you can observe the realtime CPU utilization and the spawning on threads by running the following command. + +```bash +watch -n 0.1 'pid=$(pgrep -n python); [ -n "$pid" ] && ps -L -p "$pid" -o pid,tid,psr,pcpu,stat,comm' +``` + +You should see the following output, which shows the CPU utilization of each thread and illustrates how new, inter-op, and intra-op threads are spawned over time. + +```output + PID TID PSR %CPU STAT COMMAND + 10600 10600 31 85.3 Rl+ python + 10600 10606 32 2.4 Sl+ python + 10600 10607 33 2.4 Sl+ python + 10600 10608 34 2.4 Sl+ python +``` + +## Results + +You should see the following output summarizing the statistics for each run as we sweep through the number of threads. + +```out +=============================== +Running with OMP_NUM_THREADS=2 +=============================== +Prefill Tokens: 55 +Prefill time: 0.07 seconds +E2E Generation time: 1.50 seconds +Decoded Tokens: 65 +Decode time: 1.44 seconds +Prefill Tokens per second: 834.48 +Decode Tokens per second: 45.23 + +... + +``` + +The graph above shows how prefill tokens per second change with the number of OpenMP threads for the 270M and 1B variants of Gemma-3. As expected, the smaller 270M model generally runs faster. Both models reach their optimal token generation rate at around 16–32 threads, though the 270M model exhibits a sharper performance drop-off beyond this range compared with the 1B variant. + +![comparison](./Prefill%20Throughput%20vs%20OMP_NUM_THREADS%20(270M%20vs%201B).png) + + + +## Using PyTorch Compilation Mode + +So far, we have been running in PyTorch's eager execution mode, we can observe the performance characteristics with PyTorch's compile mode using the following. First install a C++ compiler and various dependencies. + +```bash +sudo apt update && sudo apt install g++ python3.10-dev build-essential +``` + +First, we will run the `gemma-3-270m` model with the `--compile` flag without the default number of OpenMP threads. + +```bash +TORCHINDUCTOR_CPP_WRAPPER=1 TORCHINDUCTOR_FREEZING=1 python transformers_llm_text_gen.py --comp +ile --model google/gemma-3-270m-it +``` +```output +E2E Generation time: 6.15 seconds +Decoded Tokens: 65 +Decode time: 5.74 seconds +Prefill Tokens per second: 133.52 +Decode Tokens per second: 11.33 +``` + +Now we can the the following command with `OMP_NUM_THREADS` set to 16. + +```bash +TORCHINDUCTOR_CPP_WRAPPER=1 TORCHINDUCTOR_FREEZING=1 OMP_NUM_THREADS=16 python transformers_llm_text_gen.py --compile --model google/gemma-3-270m-it +``` + +As the output below shows, we see a huge reduction in the end-to-end generation time by reducing the number the thread count from 96 (default) to 16. + +```output +E2E Generation time: 0.63 seconds +Decoded Tokens: 65 +Decode time: 0.61 seconds +Prefill Tokens per second: 2728.34 +Decode Tokens per second: 107.37 +``` + +### Summary + +In this learning path, we explored how the number of OpenMP threads is a tunable parameter that can significantly impact the performance of a large language model. This is especially important when running such models on Arm systems with high core counts. You should also take the model’s parameter size into account. In practice, using a heuristic or trial-and-error approach is often the fastest way to determine the optimal thread count for a given system. + From 847f898706b9f90ea688a83afbd042fc3605ae4d Mon Sep 17 00:00:00 2001 From: Your Name Date: Mon, 15 Dec 2025 15:34:19 +0000 Subject: [PATCH 2/7] removed example picture --- .../example-picture.png | Bin 63167 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/example-picture.png diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/example-picture.png b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/example-picture.png deleted file mode 100644 index c69844bed44b65c7f5bc6cf511f93987fdcd7b95..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 63167 zcmeFa2UL^U+6EeXMMVUZIs+pJ3K&D^keLz00^~3ugw9BmUWCvCWE@9n0!I-cw2Yt$ zBoKrEAw)o=Nl9XeA@m-4?}T>aIsboV=3oC^_ny1%x@+CD+#$)E@7wuy`QH7O=Y4nB z>)aazoVk7D)(ybEeE`5d;RCQYy#Laz>(`zC_7n8REi;pUoY;RJAS?&30sua~fdN06 z{`ifJt=%_Yj{SGJi$p#6Z~A|E7hZR*QAlB>1>rL=K-jpj zv-gDbIk$h(py+Yc+ z$2;gtTVKkT9-qAL3x^5cZG=x501EIEz!dPKkp6$Q{4t+?IRJppDgbcc?|&R~!2$r( z#{j_j?mv!w_d5V^`ZoZeob}*tz}7u}=WNar^)7=pWzx z<6iuqjP)DgcVvX)^b>R&We2t{K4`k|Kf9+cLN^2s%0NhxCR2342er9!hT)&(Iw|YyX1G*pD$YNbpuWc z2fAPMfG7Y0SXxBI8koEvu3o9F9q37tmzIAprB%>XMjXhA4}>KLsNmCG$d;nQBKz!U zYNUm-z_d@U;^SIB>%#Vf`Jxs_=rrOCKi7ppD}!qz$W({{}+t$RX6@e=*G_Y zXfZ#EbdqXKPu5b}BChF_VEfJI-7^1EW}&Q+=*Xy_rZ9FD(U2>VTtoKYPU9wnWf$@N zh4lCTLJI%?PaI476P`EP^mJDzgvVDWtde3-B1x5mN&{(~0bSZOH0A*43$*>8QuYBy zAc?Z8n|JbeJcniea_{dJuUoB~K5~;D*EaN61h{(rr;Pc_IFt*Cl6*a65!jEw&DQYuWqt=E0h z)CcR66Up?;>|G_)@52`S2MrtW7smdJP`lc>MMUS;QWBOkvP(C90fB${4;r`FpBcOP z&k}A-T0RIG7^>x8jY4(c&K!1q`yVvy{eNNXzeu<`I(m3~1~44;nV$ zFO2;c376*m57piERdxU8-0!cd`>X2ys=B|b?ysu*KR~8`Ro#d)|DM+^#ymKiB^J6E z;x(Jq^mxq`o9D*yQfdk$Cr%pIuLb3$5h0p&-|qpQ?Ey?RZgf=L$8L>Zme1&FosLtl zZ)@{vCNR$$WViyu_{5^SQ+Nes3)}3%a0T06zy~(J2@F{AaqFkRpRZ)Mj)_Hr;}a_#>h3zDPZnzd@`U-16{#~a9!#;Nm!Y~;hBms3><*e zsuAn-W1I-??jpj2VgmLu43Fpzd(tpcG6N1Jm9aHBQp{w%T^rbfZ2kBD&dS*r5Dr{% z95NNxfyUC;UDXLF%c|65*UAD{Mx|aUq9xm^J}k?A^TY$OJ-{y=JNFUWa!!x3ztNn3 zfr@%Iz+JnW=2AFJwlryuiOo(Kcz!R;XS=eY^`%NWKHb&TMc2&)z58SD!9BnrxW*Q~ z2RL+ZGO|`JsWt)WGdz=FTR!Vq(Iu(DNq*KBxhifc3Ixe!r9h|L1xe_ffsi%ma9E8I z$L(U1iyzV>hmQibHiIT!KIyo(aZ(8uFdMJQv3d~ZqM$tcWA-nZDqj*K|0rQ^XDu=6 z4e^-*syfVgX<-RF%0@>X4n5{rc{vMWzy7&?r=7HWa+(u0F}w#zGG#t#MeYH9@LNz^ zQ2ImoUcpSCj2^D;Jft zSK#OV$Jpj}z@hpcY-zU%j%KkQpO=QN0@o6!^a$@ck(jiau5jQwjI9~GdHyilpn$&~fzUf3_ zloT}~CAMz8(>l$(z%=b^RS8$$0~h)>&c zY;0m6*K7}9m!9L|5>b4$GevscICxG@eW+WS$gT8f{tOIwPy`nh?Z7jv;AX6BOegQe-y&S5+ zT5OmbU#0ijKW`d@)L;#$3FfndQ$req(>V<r`EP+m`3EotXa&HJRz#w_i*M2(G= zhzaj<$cn@sU_Zn~u?(_NLmH&)Cen%_?A`IdAH3yy4gFd>No{p$&bj?gcBSM^KRNqp zes9g|R71N^=Zf4)13CY;h^6^L#M582q`v=4tAF`$;)l7&(4LO!@98URc86Ik)O2Hi z+0vl_Ldhr11MU$5^sAs5?V)o5?x{QN^!f09Ol-HHfod1vlrn(sSl+hab*RxQH1w#` zrcb}SP&2f?bGznBN#~)Q<=_9(4B&vZK!3gu6qET)Pdf9^lxJ0Zv=@{?WewOhQ;aPg z%))e+;&KOxvfn<-)EVyB0}L4voCwA1hh{ERwbDmesx!_p2C$*Aj5DowRZ&H2e2nO{n~b3 zcm<`v4rPmM3nwT3s#^_IPGPdAC{`-!Q~R~TQQPhfZcj5gE{BLzpS9G!6q}@`$@W!d zAnXjTZfuR?*DtI`iOg!4RS{;}(2JT}r!3E+5?$yMh1no8<$?a=gZY=GZ+&53VGU zX+lYrKMn#7VNKILH7|FQy+1S~rZEnaH z=GtHfHQ1I=YV=-{22xPs3Av9gDq%9k43SC`ALg#&9v9>@&kczx#WDJFMyxL6}(Nggf#h>ZFB+C|r`* zp~=f7Unp-?e1E?}Rei{3!81KacRb_PG}iz9*#^&l4gLQX@&7zrwC}SXa6{0AQDJXg zBzhP8NeaHwhmM~Mueo54Gp$C3@HW2RuZb(BqcEA_MI*f3=LANi8e`XgswT-UhGM3QFG1?LLhPJv~f6OGAOssN^_AncelX2$7-Q;Jn4FV z^5DYe6ZK3jh4KBWqp=((rwB=8Z+#mfe+&>V|pajy;{)?m1~2p6OxNN6L}b?WMCJ zcUsv&-gm-mY&*P~K2id7IRSl^EqOS`mAsLnV`b_hi>DzTe3)Y>9NMMlYht-$qy{s* zwK4L7gQzpxK2?s$gr&i?rU;L$Pyx#yz@_NRPNu#Y9n(W>gJeCA*DFEGw1rdM3P$9t z(sk>igbS4xU0js^m}^>9(>W7;q@D3htt4)K^O)_&5b!2HcF( zqM%rJZ6lt|NlF5{r~8HV6=GZUEz2aqqz=+-SpveyW+(eNX@R>NeQCiuXHw2NmL5-$ zB*SWX8T7(~tZUmww(*&2@yX6dvI9A{rpB{MdSgT4S{sdCZ-jSjvydygzGruBkD~jMc6u zvGS1X6Jno%kUT({4OpIqAtvzm*G7JKmQ_-4o$E>ZHR$*rAeepkm32E(DNG@4EsD&Q zK9s_df`eJ*MrPfgD^L3`L#d8Eb~jS8&V>QXq?9~2aw^_1sfYui^pZj@CSYO9wt)iG zC9Z1emsKKJ;GSui=)$rWY{^A67M~XzJClaHJlD^0@xT?CnW67K*#oe5_gCzSwB+L~ zlI28)8`ychhza_K?8~l+J~B8;V7+ zH*M57&uAvftdiFC2eSQx>l1T}I))gLNmOD#7 zZ@S>zLG4aV+?ZHcp?x}4qG`~X78d@*{N0t4_FcM?#5lDsiZRbIC@d#!7Q2xx`L~HW zkW6Hk0bvg?Wx1^CQiX~ugERB6y`3Lyo?0lxgY+KY6(c61|KQT(KNf%a8RI=b_~l&( zza0tZ9X-k(U;?*;9BVY_mFd$~9Xpj9jgeGpTlKZA@^vT2E}MgTPVZ+2?sNsY_nNh@ zr^H)Y7!AIU4^dLw1GpCh&0!E(ar>RKYkJpK3~4n$Aa!1>(7EB0pJ`w%C&#sKW-21} zGEPK-(A-*HboyQZcK(KkYvx5Adh%#Vr94E^$<4{$MF(cKynG`|%+MiO{*Ygf z^yLsg2iD-uoAOmzr#*lX%tFZ!p;z-5D3iZ2c9$1u@mMCRL(OEm2YtkBe8-_zphARz zW&MO|hn+<)*IHw@&$`o*CUu;v-t{IDKp&Gzwk+xLZ$5(3>3Jc+TC( zt(%#7iiY^04->B;mrZEtH89u{DXmmVvmJMQWb(3if9J{a%0MbSkQD)~eR|>i=J`}o zV@q)WqX)$$_qDjD=i@Z%*XkO%{Z}5Gj+XhEL+7DBPmJp73XU1o$TpcuL@gt-`8eS!IgsTUNsZcY^fB+ehi zmjzn!F+1p6@mN8z85&~M-~XQf0`?{d0U8ipaMh~$H2wPUBjes(C0HI?6l^wlzncz} zf5cS9#VKYy_p&=oqk=p+)Wb;`c)sNjCDnxl-;N;0WILa@FS;}SHaO%=X-2yGVozr{ zUaiGdLBl?lJWywX@iE>8UhS%z1%J%aV2jBmLg#zgjXQEfQ+T%{!7ky%c4UOH8M<>r zfBsf>e0TJr5|v(h_|B}Ur>oOkpaV^2{w@OIU{6TF}n$>Wq{}&$w}0FU`{n5nSBCRnM4gb1V!KsBzDH z7UJW7TB1p}iH5qte`blUygw(TDP(La0ulIf(70cPW?^r)c1*r$|3PU_q)q6a70 zTo=rroEZPfwEdG7bGXlTWirF-I+J^Cir>P#7)R#HY*WtFFC{%e%aU?UO&ExT3(k#> z4FPKzrT)GQ@&4SBwV;m+Jrt(CO42l9FzFyFJJRt;7y5|X!tzb(tC_w7Vt49u6qK&8 zTj1sSQ_G`wNL-UWcr@b9CV7+^XEa&qOI}6+0;@l+2f#p=ZbgzGDP+4+KB)x=cRQGwtg>67k;)+JKnPz)ZL89{V z-|Z`f!^|x;xuQT|i%Y~?@^-`onzE6akX)f6Z2FZ`T~2Ztlm-}wOL_>jyH3(+8Za<)ONnQV`_cKxmvqn9H+=^gDnP;mb+ zXKrvxFS3jB%w;r~Z55RtyHMYBufD!+>Gyic&{q5K2uj8sUA zZq3d4xqY8d^@p>T68+ls1to3ULI==D<42(fK4gRW3AfL*itR_=QeHF|z_RHY2Xcr$03Ca5xbJS>pq%#=gDO*X=HbKO-ptI57u^(Bt{6Pz zGBM0Vvp%@3jinA{y3H83O`bk6Ibo0VpL<$S+mkL4MR*2kr41vw!5E0O^7Eku(C=jJ z&JB9TQ{H7Vzr}?wB_1azHhrnE)8dxN(h$*H;`2!#srqPd9|nQIe&dsM`pBJns;H>j z*#@o2nM8;27s0GL!@M&`+!6wbb?1!0w#563ed=k54@d}}{Bhjs{!}U?R z=Js4A$!+RIPp1qyt({21&L{l_x??*5YuZujLtL4Cr*`K>oAKT89-#McNRC5f1{m4Jxu4P5Swxc?r&FPP}YdEN9Oa^|j-Y-9FsJ(B2=0q#baZ(|ov z7w%w}qja^za~W=oG2O5-RqyYmb`U1hdlz((w6RzSVpyS|Esl0(^TdD?j|aq z7F=^kvuP5`7iGGB8xi`$C(@Ix5oI2M^pc%8ls>%X=(nu5nn;}B*bo*Q9 zId)&jE7nbsQ+kUOmCqhA zwN{}UFK?*E@)wDzQi5Y1QVE#}m`Bu+1J`tU)=9|$t_=gHb;<(J?l>?QmGmUl`ABK7 zpP6Np4v5E+&jF^-C|y2b)?3SMG!8_;XC`ogf^+WZ%8q!FPaop)bzb1~hSU@BX3DdK zsMs8OP}6f4%c6qKmMjV<7jLuIxiGLr`bUsQiA!+t7D#AnF1_QjE<)P;(5ICtUH5KW)7}Om8U~ zHnEEolNm19CRt+;cAiPBV`|k8-vyClh{STCTiRo8_t;@%#XilwViYb^8`(GUhRMsf zW@k$~AxsF--H`=C}jI6;@VXOx6hD(P>h5OB`2(ATLe$i44 z3HOEGV$W+TG0V$k;D9G@Pt(zN;_y*bK>d;7Cd|YhK!Xf<>?pJ`%|at=YQh_4yvl4o zQXEMypsIOfES~7b02&=x;2F+;P?z?XmMZWWqO8mah_Nv>S~>A6W}6-~sA>*IUo-ss znZm3(rmE)_XJv++JxSG}rg61~v2i)z z>4b?Jm=a!zs=`WdTpqSvPuXeyh0uZda0Now^1J7VXT-yMX%0*HI29~0U$`V5qja=C zUBCHxr9gyTU&va!pE-T*Uf26}-vFxCG+q_&Sp)H5Dk=BZM~JIwwGJtZRG?ilq_4Y9 zrbk-UqpHkfh^sI;TN*+SkI{p~cV7X=ru)=$^>Z;38TaWTNsTZ`4X(r_&U-HDDMitD z;q=oUa<9{;4Zp&EssYV`p46*?W1&dL<}yA-Cv`t2s`q_bX}d&9t!n=4(_p#SVCeed zlpzCO&s|fA8GxL_v)H@N#uy1c99m)|Hq6A0iZ?-a*1A_8W9Sh+&aa$rim38}%F3^< zo?dyddIAm?sHWRF0XhF#riSQ4DR3!co?PeVwbQ{5>S8ja+&20s;7Ikj2yMR+xI|4) z5?a81!Ww95YN1#g!Q(>;5i-OaJ`fHztrHtUFo7#qhgfI)m%xTNmku5epH9qq=c()B zT$Fmxp-kRO7UyHC?l2Yx9}K#hamSZ7IIJ=#K)%#QZRFBkzIURS^}g>N+5@}{Q|>b0 z%(5S%^F@vLJtW=DmqvyD!?fDZ~a0CYDpX3E?=kY@%rn?74awkI=C zzM~$%W}v|WKoFsJgtj{3XScb3p3~(n4KZXDNr&@3N=9Y3e*a12)$-)rW8T|=-(b^L zx*E6VtER(tmA$4V`aGJ$5s~xutVMlioAR;2cT)p}a##QEx(A3JSXJFFY5iFup83lc zow8Oss{!k{mV4qBr-Txq8cVz~VoT(sM0-G7yi(Zpsr7$BE~%~)mq9Y&O|uJ=wz!g) zNs61#`nG*2Y#G26YQAHkicX z4A>5)4cAB1S#Hu%S9mwl1-78Rgr~Vjbm$?jGFqgPr_Q~fvm#2su|X~kF8Lv z*CkAg)1ESWU4UT!;PH$yAa5ecY|hOo;Zt%_Wm&qP^QY2TE!ADJ?<-@tyo_ZB8e4Tp zXED~r&#v)P$rN4*ot0oZ0No1Y$QS13#_HdC%5xMNyl)oY+B(2qGs0J=<&|#wS)5pe zMwgn;4wQfmPKX**f6Q=fXYF1T)7&jpE0y%ItMVlw3ONCBBPmu~86k2ERHe3`c;!3L zSJ9}hGa)!FBUQ88^-@C{?&K=6*0UzQpY>Al!_?2^iScD7=hK7?oYC_+act{I zh=|b7g@fxcPoj7w$mi(NB+rLQ$iH!x0}EynKtDCm6H;S?N!l}gcn_gZ?IvtdY%nb? zEqqeb;@#UKS0&|JfT$XIH0A0%~WtBO~7>~=8V3NPDt`ZVQ>MU76AMg^7rbhX-J;;yU0&=8Q z|5vZd?jK&&xrWGAC5AO=iuG%FnK4wwyVWrA)6tj_^$Y{L+xNvQyo@m45No47fS9I7 zGl)4hzV)r&#agCn1_g2DM!E-U*81nO=guFgdF5``IL=)Rl&!%Jus(x)O$s8==YmKy zt4#&S@`5o$$wkpN5@yB&nga`3KSi1!@SOAECa=kL3oU|tbfz&oHo>tgDTyT3x=f}X z);l_3=NK1bbF0gyQ(1iUk+=q!BrwI_-%w^19j-WF^u*KM@pSn2)9;A8 z-&x>{n{-GJb#4*2BRzLG?bfA<3r%(taYT}@B}lfEn+In?OlVKy6HV-IJ;jd3A-f=& z*+TC=urUShu!S5t*~gjyH@#E6OlD@}j+uzEUK-^>b!V1L{BQ50g&X-3JZwqI4nvI; zUxtzNOYfa$!u6$vC;zQObluOx--^Y zsVpFt4;SZXa?LjJ%I|lj_|-a)ItxW4Jc+&*oRtN)1e)*iCFa?zR`ZrHxcnPzFS?6< zJ$l=!qdcma)!ND_?Rn8nEJ)8G&h}5$^ZW`$W!>>^sYVW)^-a&dX+_0{CBTefK&u;7 z{#8d=Yj$fU#!kcvVr-UTPSD)u9o#YX4?~SB!@*Rk!_A)pz*oqY@a7y{dx|kjy{cur zpACgvX<1r;y;5ouM)#4^z1PVdqa71`2c$VaA&$FzU4ZCpGq-77bt1h9;fFhUHiz0O4-s6nQ{p4-As?-c3dl-L%6up-44$NB4isAJBccM2=>hZBm1Px%9-A{ zpbkw>w=Ol^Ik`+j_(EV-5XUJtDPFE7MtWX|u7?ZJb<7#B>$8o$9%G49k3&2Yy~0KCyCva?p$P1W*p{m_bu8T z4lDVmh5NO66tRpC=(diiHaUENA&#qXQZup@qBN$sq*St{FfWGeK(m6GoNLl0y48xx z*+zB^t?k6}^%b3CH?`JF1Tu0l*;l+f)5hiNI_06)9i=XieXQ*rH5>G%CxgrVT-{lP zy)<|;;So@#dwI)d{m*dCP2r`md}&2ztT50bQZ-Y4CIItK6!xsMAjnM!J3|CbjQBD( zyb>QbneK@XGcyyyMxe#j^@z4PhOa9c^IJgFOTx!HlUXho5eVr1d_vy7l})t3dVp8f zKfQe{$5Sf$0lzP*p^-cf!x=gH7C_Y_2&oXw>gYe@o4p?@+ifOtRc1?1fSIYLee8f3 zkq*TW>n+LYfdcRpbjdNEn(?!HBRt$Ay=;`@$sIZsLA-9%zo8!CpV;Hq2S1bJ986*(8}bGt-SmQ>}9T;4jZw3hV@ zwIltaA$Vkkjan&vApL{RI}T=VdtpyjMs!j)P?JT=%eJ#ds`VIG*Bofsq=Rc{VE z#}NY=J`?3fGLlO|G|sH6%W=BHeZndeeIo5H5lYfkcFTgegZQ+>F6@HlorhUs<;ur^ z-c#X?Mn;3Z13pecTMn}}xS38WLWhvLHa-B2rqs%s)oD^vIjftV+3vfWujD?ig@|V( z3=rHL-KlKfiD}$ipyg}|o0NbSFy2+2M!MS9(`6=_8EK7FtFU2TGqYXy7lLe|k3x(g zd-l9&YceXB5=SLHDjCq|VEdn^l~xc5Q^v-A8wL8(`(CmwQay?J(;bR^ghtyR8l3ho zNlnN^H!{izPAB3OT=n&lB@u7Oy{L2XuI%j#C4n2Hf%S+Uu4%en zd5-d0z5?u}i!btOX+Mpnw;VD-){54kq>O=wyv-PzlPp%Ns8Qlux!uRVPwV3l4WEK{ zGcb_9F=!G6$j;nC#}-1f=pF#~>$f$abB!elv21O&Yg1 zW@Ak8MO0AdAmIle+V5RWyb4-C0`ezfx>tfK7j?d3d5oNw9pY+q%4!W`r*EBln_Zf4 z;&^{njz?&E)Wtl$5DeGs&cVf{yL>C%=p&l}dtcXdJbW{E6&g_WsD9WZKCQc=B0Dj> zs!DWz&b2Z2Q`75H6yx3^4;xPI9$*<&XbIZP$ENlrK8!$RJIwp!ZLIz?cGXPs045te z`vO|0C;ZwnnV_0J-Xnk1)wS%)C6fFq?YphP=a(8Kf{0@fFwBhRG~P*Xy+3N9KGQA8 zP7Y9=YU&E*_Tck3RMYr~v6ppK=FnU1s|EV$!Nmlmn@d05gXX5d)xJbjZr0?Ao$Lrs zUj=R3DInR+%bqUPNe@z*cFMZHM6=|NA$6)V{U*RvZIO7v9^mL!b^;M5j<8M*plyjM zL>S~@$F+z{#*u_avk|Ib@`N6)Ia|v1-gyO4+x@h`NN;73k$p``(TG!?OQk-T$lnf0csNIQysI`CniC)PadrA zR6CXe2Z>u&V}=>8Ue|mK5#H&YSfYSAzYQJLXYT=a>$#C`A-fs_{burTVK(T-PAvm% z<%ip#xO-?U$qMbrJ%Ed6HH9urg^(Pn{>0Xjl+;%L)brA}n-kbZ^g*(NM|+9su6^QA zJwiF!^X1$Lt>PrIPj_sGqLcG3&9<6>yk@W2U(e7pn`{OdRGO`t{&a9@`2M{?zAdA! z#_{P>^ozc-;5ZuGB#@;epQZGp+j0Iu_LeP5 z#7%S$TXe^6Sa(}Y-1NC@*bA8>!*g$H6TiLdTVO++6Jc$t6B6WCI?K$0XqY$9OTx^# zv?Y}1%lLvxbo|XaUa476Sg6$FxNH7JJvg*5=Fh|?F^rDQK90<~-+vwR*f{bwtxE3k zP)XSMY=rXu86kF=cx$D}#Hk+#Mfdp|rMx?v`&34sj=oiouWJ3h!8ZK9CA6jrs<9;G ztJ6*jN{T`sWH2_>Tc*uWu)y=6`(>X!>3gaJa@t91#mn51Fg+l%(9oSvjQf+KOdW1n z=@^V&JQ8ktMr&8xYQjE!7CsPnX+4d`>2Wm7dM3WcgVyn4W`6U_aXUzefA?dqHlk_T zr>_eBuIhTB+}cjWW>1qabI-*U!^RgGT=7Jm0N*tzawg$x2vP6i8ry=K=aZ=nW&n?{0I@P=jneKdML8r~a0vKS<{NjTMP1u5YWD2YHbJEG%EfC=^5~{>q z!V57$zNl!6f;@3vJhn(OoWxybt>>(?K9DGBQ#)^O@VRkQ2wWs$n$*=i9HfSJgQuCq zxMkJYCJvA|yQQd_m;DALx?{r!!;Rc=S3ZO!Cnr2k2myf<`r;)n5odd-s&VdA6Cl%* z=vJbjpyYZ#O;%~6FS#-C8>f~J^x%Z5*9@CVIF=X&H-=W%07r?V_0VjUIONB^mTQ|$ z1MNk{GL)q?nm#o9#+^sl984_YBILqa=mcM|ODE1n`sw?7VT10CPa&q8o9T!r^c1LW zw$sgJ<6vV$fK9Qena6QeB3_unl;vttIB}r?Hz?AD{V;29biq&Dbi?hX-Uwb>%K=f4oe?3&3ARqIK!J+*Q-UY5l0_cpB?RmK^8tKEaV|pD zgKuSKsyhyB2@6O)I1p)6kzB|Nk-q2N9o64}P0N{WiE3`1+6E!s#ct$pPslz^y$}@` zrJ# zF-b?BizW^2gezxyg>CNvE)?ym7wT&SAg3K-vS*{NCOQa=DdLz@^=;vvF&ohM`-hz# z5Z)+@S0ITDsamTMOD{dK z90KL~=QS5wt-(dDf;m=UsWFx`b#BSJNE(rOpO&GWW4H_6h@A^@-|)b3WQNg7KNT}`Dhs*dY&|pm zR3FQz-fo%{2l%?_RibpRuO}ViKV@%kU)+mYDac5pPA&yakWzJ)>ooc(~6)|PmLhK&=&t?)qr(jZo|m>y={X0wcHD1JVV=ssQXcoZahMx6n=kUIPmyz z$kAXwNnmM&AwMB%HB0($xt0_Y;&2*Wv%bEY##GL#%!ynvRmrw&xeLmPQ?oRu2MR5E zW0<*S)1{cCgT|28$e3P}?q0R-E_-_L_zfdDNL5Z8+Si#TjMVl)I*4IWUD=jmSBkYY z9{Aj#aAkMQJ@e~^T;G}7!3rWht3-K5zh$~5?oReKMAqWMv#@@reI~0)dvY=~2R;hp z@VtPEwAk(Qzky6AgW3<6wqz1RW@nhC%fxr1UI*_Al@2qmzehIoda5$+K`09O~a%CX+*Yxw%$f z--aSkQ;qyVa;MftT&}KPr7Ced+wWd^KT_aottk40WaqZk9;tA;fq8mnSJQ{6#hlMo ziVybVJWEQ6g`c};LpCtHO~mKL5cQRmlrtlMVqy;y`&wq)lVVb9?UM zEG^7(K5=(8LEnA0K&O#Y+Ip^&V(MlW7V1TeD1#eJ5hExdjgr;n<%QCBG6{DqTc`=~ z@xCNpkpqcjUa6881P6`A#Qc=45xCZI`Lo}|_BWj3nY&#?_XK+_ULY+TDd?DmR^f5l zc1msxxx@XEhho~ivem)U*o{^!)^$TBj$sfnDf5{l+S<&OwVZj}f5AWGP4vwZLX75v zSiN_*=X4M~MXS)HXiXv8AxpTUW8S<9_Q3a~c}4>%^qKXmfQ<9$<%ShyqQUumbM3q& zv?!=W@ADEL)FVSjVnit$bcwN159=(4-BVgee3p8BCMZC-n1L|e+hY#P4gfqzmTc{l z_Pg0HjkfF-tf}crMG=ymz*|AaP(9B?hY{Sb$P$-`WYH_nhEFkBLu+dt<}?H4JxE05ygT5rbrL!JnZNND-GHut8C+J9&x_cha!;F^6@ zxOju5Cc_da*40`&h`n7O95+R^LKsh8&Fm{P*$T4zrvz}g^XXHdnzFZhg+2Pm57bz~ zy zv~gKaLM_t(1Qffa9c^I&o|9?iy6dLtqYqd6n>=;!^hF4BdV6VN2D|6^i+VN&B=I!U z3&sIKto4?`v5Z@(_mU;lnPsLM9>QPkor>Arl+wGl2e>{d4BuY=IJa1%;bz=sZoOPQ z>x4%#dZ0SnoU`RwGL?=V4vtJJh3YGkrHFzXGa&)Qs3zuAlU`0DikZG?%(4z!PCB@$ zsIH;daQ9M1@*7K8^9YLfwHfA&O@eTvMulB~K*7Z=wZ`P>zQ)@rN%*4u1@k@x=d){T z=P;*zwm{YnmZD-QkD)#e+pCs6RuQu9von00$nSK|zAboXl?k|qX2x~|o9Ymibj|K4 zg$}*-9KwlfOEB@-HXB$J>TFm*Y!gj1fTsab^^9{HiZxsFlh(eJ2}Z4jA?Yg{#DuCA zkK*8`A3l4CFTn@cMx8vT(Q^l1IhH2>J{}{Y&zBi^9kLGiQ}(&7YgAZB2Tt;p7G|LU zk`MhQw||1#x0Ae)?Z+y8r)oGCA34wki5=VCGB1c`O{{I)!ItBG?VBeo3pd-m{rupQ zMf8r;!kT()d_9Bz(7dlT-!8sF%a_C2(3i`bnZX_E&IxPV@Q95=zF4JoIK>*MP#fgb z?luyVBm*P&r+r?|$Cc5zMEw-n@+yhXG$`f3EG*4)+EjDRF4D%wHzPVMK8yxB@vhZK zP3l?7Wv5qVvL|^&Ktv&zw&Ivd1Cl_rQ;(&Am;r`bu)}0 z_J=B`WUeT&vT^5|Zfb!02fHDdEJ)9*PYPOtaw}c}F3oVB#Ygo`!<+QHs8(=u%LTLG zJ0Cw*J!~L<`=H4x*Q%>019ZwIk2q$~o4z<-kFn;{*2_$%m(4Vja_41M5_P>dxihwe z(}?%P45{pMa2CxWZCsqqPgmuG#1_oLWVTzC=&77WXf+Kn5P2UtU0IzMDzV{##R#{N=N=!5ZCUUAQkF1cZZx7DjCJ zLpMR_0<*t!SVCfl`{jX@mwoS>#t&JGKgLp?E(|ij1^IM$l7N zo{y8DC)Uq}m_B0aCJA?25Eq}Vm#eq%LSyNgeOcv;Tjf!2!qqHUB^iMmp5*)`;qD(0 zXe_$c`P4(1OJ%vU4*i!s)7WdiG`LN8AXm10QH|SDnakkO%$gc}4Q4L9ymnP5jLu=m z?g0iaqrPn+GJ&6mYU)^4tH!ALu_QBk)8UOD%5{LHSA4SeGbFF6#`$_);Fw;qMKuGKNpf6$g3zvR6)y5u}i-MSIfKc1*cgQuwmbW_94sp6fk<|VAZRo zy{az04r#)mDVA@3jw4$J2X%=aht!|KIb7#b=In;%k{|y*xzg4^$7lzh zLTx!0jJ9QmjwNT_I`?nIZ~XmCo2sIN^KuGdP^zW_g(cv2&&K7lxO^kI<^}B{@3m`O zgG=q?N&b4h?s-RAOR=OvpMxrRlBfs`Y?({4H~(C^gM>D60}EPpL&Jjet6X-{hl%Qz zR;alAw1xV*t_Nen(2SXaOJ0YJ{2R#|I~q^z!{>%R`TLB_i(G4Cs!h45Y-#lw)*ySA zH^Wn)zoHGquJCGH*1*$gU0S5FU@pw0HAslqn^+p)m6U6NMmIiz)(OtXd}hrT6Y6~w zCG!b$QKk1Afb;H5yy42WYZ}DAUe>dL1ffJmf=}a}ZWU9OJm};RB zhBxD;H&pRS`o^LnLa8_uc9AwJU@khEgG8EYzyI|>O-V}%2VPf9&)Qz5RT`>ta(OX^KxP399$D!y*fR8Z) zC9{1#Henf9M6t%69Q-6eEe_nN@vSobTYC^%b7|VH`F&1eX_Pp*fFAW>{rg~Rl2)HrL2+RHp}60Q)evJM3&@NNMp$)uxXL_ZMh-%qJit z3KDnvD)djgdg<3$64Q!b5A`;uVfj3wVn1h*i?GHqKW3q9n7w+;;Hvz-44N=Ow2idd zw&6w2Ct@7P5VN_z>t7Fiuzb5~+o$PsHf211Ah5+m7yso#8v{N1Fa4< zhhddEilq9|5{ibx`PGS@f)x4RiPg^;?d_GGcVuB__-MV+CJk-%hi$fg3a%) zrxm?EDU#1Q?JL|H%8|dY4xT~!6gF2BIO10m(3aGI*l}|!K0-`v0Sf+YVzYe@fSwg; zdPLobCExQx`>FGFR{L9viZDkqm*QXa;v(TdK0ZI2bwu5<;0D8~%$Vm}K}6=7Yolte z>PJ4V?~k{MM;QxuPfW}8-)z?|)xl^YOj=ZE!dh`TszT+QX$Jk(#kpMzr_*%X_xR9a zNVF~D!P`la|HMmDYx^8WPEc*hq>GKm4eKjzIod8$PPw?aDk&-HD_t!0emyB&cE!6| z+jsWJ*_d3ptRDjkIHD~oIXjyDamc~M$=2nITcCJi9!UgYdL;smX+LalBIYM=>;W>6 zsxnBgpNmak`tG+Wlz7xDSfmz4JPetfDHXwGkMk0$yhcydK=1$Ve)!Yo%KDGfoqiuw zR*5pHZ$kQ4-w6Y?WvlVNrK44stJe$1H?oQf>`@P#g8Vv?&ff%K>gEM0QMUKro-i5z z{tM!1WASUX(PH)Oww)KHk(siGA|gj3Qm|Vp?t&ww*2A8{hx7X#X1; z_S8=O@FRNu$4m#28y&gEHe?lIWnNs4Pg@(bO1OnJmfwO#D=CTHt)m8zgovL-^0CKT z5{p`6+|CZ{cx-5~fAQPm!n;GARF{T0l`>DRFobt0CyjrOBii-lUt*lToV+;w`o`x$ z>lD|Z6XH{L{gLAENBC~CN_u`QzfT?B^EnsiW&{HPfudao`N5Nu#Z5kS&!Pf%P-52` z=%CNVk77;r{dX_=!%-02vd~D!i6;`C=4cYg;SMMN58mE9s>yS0`=;Ag_jaPlq>Njv zARy4lJf>BKR)ds=5M-=Shy)08n4zszCV{QY2_#$41QG}$1V}=l3W74l5CSq!hA@SB zNFa&tZJ+mfw|njNt#7UOThEvO?zO_bLhhC8IAEc`}X>r5LSpLyR(9nfGd!j$8)dLYU5fKlLNiHiWh+YQr=|5h7EU# z>Fl%4IDPdd(Z|X{F+ksCy}v1vwm32@E zafsAFR%ivxlsNCjshY3$XYq@0sCD)af??=QdHI`WL&47dvAdOg4Pj~WH)rhsRxMGI z?n?@{k|hSHDqhMb7v%q9c_~+H;lHk5hKhbdG}AwuFLoCFrJLh>=Y}owt*jb7{I!xD zX1ltfElGVaFKlF1e&xrSf9mwW-gkAs?t4wm%nV|TtdBS|(2E2liN28F0Fs+6E#yhI%S}CL-z6#;86`vRN8ItT6bhbBHv^CT$?{$>Z@4-C zR|oYwVtt=maq9QhehE$S47``VS~}$ zQUuW$n()F0a~c~j->GVPO(pC?l^V;eOXU<@0%JR)D)M&8m|*d0 zCU+My84c?jj@9S-^bE8|YwyMasUtdYnn;6C%$*IvVFui1jbYdh3F{vD*07PJv6as3 z?%VD5`mQ_ui~znFI#pNf$)h82zNe$rrhfhw(Yd1X%M1Ey{=-hW)lNBq} z7w*;d4t>WBVRB~Gqy#QJbg!@ZYY)|y!+g{*rZc36w;<}$yx5?;3HqpPsBCSqykiZ8 z{dK%ogGZ#}gUnkY(qmh5OP_s^30v~50ivYGp!?zHMsA8k7pB`s;XzD5ebI5)caREJ z(_R_3r4-uS6jpcD9(F-;taXwX=HA1fvZJQVBVJXo-1RX*loUVNvF>}H--w#9jfWU0 zp`yE5C%0-ER%2^eAX-*K-O*Z;5&R=9Tifr`j>D^?h#OZYuI#xxuQ1jPEoPPm3CX|^r`+zv5wqwuhlQN^1$Fbhl!~cpJ!}vRk=L&&V2Oz_JS_i8vkD!>kT=cD=6#-_#XkH{~S1Nc|%j zbt*LLN^GbnI7g*lVQPrN(#0wWgS!dIL!yLuB>#N|Z~PdMykh0}>#uQcBc?V!;M0B4 zv^4Eqvs$3GbL+HQpQ2?k%=LLBkBt(qb0`(8Qss5syfs8S&Ua>Z{4OC*CgvojK6uhn zr91`=SrW!hR&K*V3akad5kRavf}{6 zyY5;!NweKd_DMQ<+6#INA6To+Tk{rEeM>gds;W`5gX7u2W~=rMhuV)VeE5(!8|=Pm zwO<26CJ|#O^vXgXW_i3IVrO5E3M*5m>*r{nzah}jn$kC6qPdyQuY%Eq8MgzP5&x-SyA+iQNBKWdSr$1CpNzi{YK z0(-f2Bl?Zh=y&b$6A#(1q?~q@zAe{94lZf;eeTlAXG(JjIg`_htNqs!*Q{IXpH=Zt z{igQbuNk%lo|X9fB;t-eM5yJ8yhP%;I>^=ZbTQD`3eMyCPeCeuyY?65K@evc#NH{i zPo$|7*VdcOd>NOTshl|JOWe3eX$G4cHs34p_E@TNI^KK zU~b$om}o{%nuo!iW8iWyQ>e|Hf3o};X{q%~sdc2z@AUE-W_`;Qy^gFo@&U@BhvGk- zciCCqHox~^Xscwqk$krm{?_8n^T@dS_XfBy$Y|dy5+!!-JydSEB6)LMUY?hk8P#yP zV$JVqw2dBuxbX13wd;MBc35YGp_9?kgxEa$oweU*{ph!15<2I)h8cA9-bJN--|QfA z5vd|Cr97yl6ss5|z_d2H;2U1p7JYu_cD?e~&He%!FFi!_*M`#D%N>3>!Q{!MJO~Kw z|IyuEQUZiZFKkX61Vjt~M*3H!g~R}dTB9g0sbW`FK%t2@DagoGQ!&ysYRe&FHrre_ zwal4>;`D>atoT*+_><1@A!R##-75mV4B|g>?*AWPnSjocYS-k~6O;M|iPirk)_&(E zNAyaguFIXzUN4#4m3}FcqcbDiH_v5LecUN)wHjHAfSVjSK$Vx*I9sw3@5kC40UW$Z zG2znGk;cQhmE|Hst7)Wp+go9Kw+~h#V7H47ec9sJ(e|lHRlvhR6{z{7{1`dRaAoe5 z1`ZO}f1ASRx$c;aAwGSNvE~!0uXdcqey;CnSQ%E?_zuQ!l%~jri&ShBoqm3jWa{iT z7cva)*!*37=`TFR8G~2G^1DC;8CooZA$=Q}cw%!ZBI>Yr?ZN1wrXH#84jeTyid+wa zgBZz$Xf7lzq*lGbO_$T3UR+4zy<@%nsGo-vOf{hYv;f*H{i&ay8S0w7)O`zUy0e|A zQ_JZwwx&56mcb~w@hiC{(t`vqD@(YOp~>tfIbC?b922l>mn7akUK+T8+Qr=7hnl05 z3$+@-d<`dt1bL!i)%$hcz}PXK%;HlN8Wt<$}*Ac?tIWTM$7vO4HQ>e z=Pm!*9%T?|CGm;n42sJxW_CL21?OJ5aJTMe*?|mS95FYQ|DyaZmSM~&TpjS~xY?xFlu!;jQ4{1GOeJHkSjAOmMsFYEMXrrey*&6 zsv0vnV(2^(eh#)U(fWWnt?(Cl`F+nN0Ow|)u zE=!?1#n0eY4?Fial>x`6f4u&KX>1bg+2n3YiDpf~xQrf~sRMya;`Fy`c|&mL*gKw2 zUuW`7xYd(9u%>RN1XbNZITt#mum}?{^PY0={u-xMLt3Ordbu!k6+ye2L@V8ZLZUX% zmgm|c?|0u8k|V8FqMH<(vW-jdsdveAtG6pD1Qor6K zRWY|W51*$(^Gcz`^mIo}O@GY^wsFfI)umUo6-^YLg$3fxib#9W_{SO-@Y>&!bQIX})k zWKmSS%#V^DwH@QLVD3w$lB)YdUKymx0i4H%r>0ZfGREi~?#|4B#6S7`?l<v(9eIYWSI^AB9;aIAfp%1^Emqmr`Vh9KEHte0tV^I zA>N*aYTUtCHw&10;`*%+xqvV1oou=q1QG>1?z~=C&`1#CQRz%~<=r>)HF;x565tXJ z^7l^wKu8ybRvGiREdIubYGxfn6BY*Q>Iw^q9ESrj)thRJA`xdxD-hd6AfFkhz2_v; zcn}UB&bGQANU}SgC>EvC;&y#s4B5xKlcanrDEZ;PPzuP7sZfD=k&zJ8B9i#BU zS=z2GInX!d7u*A4p3P~yeA&XKz?GNDE^jH^C%3&yR|!~SlL->|INz6&8k}dG%gniE zCMDwYtKM^mnT3greH|7I0AsBbQ>YPp0kTM}+qV6k?NoC`Uvqh1t+qr0B7SeD91gz5 z1)0|BYquu%sqXyj!LZ-L7`lQ?SWD?uSNiO`9t~$=5FY%H^;71Bx#vUGk0l1M6&!2t zp(HW(+sod(9(tOot6S>NrM~nN$Y!d>=N{e6s1T_vH>$phZ*$Oi2(07MCpCJMu3Hc6 zv>2}a@ty~?%wOGRrN{LmG7NE{>#6UU*qp2C130tcX@%@=ZGG=eB*(%{3r7>bSzWz9_GG) zfhclpuYx(7LeTpsKwM(+i(zcG%>q+3riCq3e7DsR+hU&H zE}6u>V-&Ky4`~|rUq562-W%$fn-!3}#cFeK+`k&v=7^`F7hZJIOgJ?^Pq2EIS)t?g zatcuJ=OfXzo8$LrkrcC?+hb)>BN3*87cIMGCtA)nWTS@F#+IFJgUR^z3IskJ|K?(4TI}61Yd7iXWLJjSI;5TZ&8T}jA%b(bPHR6%o5c6?I$YM< z7Jx4n0EU#LZv2!4rNab zR0~Rp#F+0PyRbD&+@Fq41AZKgl>WT8Nk6SRPd^Dau#QLRk9ykqwD!8M?Vo-c>uPgA z1%9>#LY-pWZHVb+!tgOUe}*UPvWtE5^T|g8Uwia=AKcVOE$D_8S!S(oZjTAJxpJe5=a$-X z-%ZEb)SG*cRJur>J)RW4`s!Sc@&&P*6Ftbr1n5}*AR}|E;XmcGfSdmj(3Km*i~YD8 zw?4=?dB4L0*2L)7fBCB6ob8}$chP|;&S>c(%jd)=jIdf8qY2kZ4Oxo?J3vk*clmmI zhlprq&o;wg=-q=QDk>}46y~;-k(V3zEa^h1|7tD1LZD^{ML7LYpYH4`K|Pg&a5wup zS^PlaXD0aBHj~w|zg5=Ruap#{pmv@H6Isi7YzVbfc`Uo(WphYd>IwP9^;2>VV#s#i zD{C5}OGeJ2fHj3vyZL6q=4$usloF7FJ}T&Sn`n119*w@jvspl}xD~+}+Yl}v_P#kg zQQ}3+JS0cJKFBm9MR48RWD#^yTQ@_frFH&{=h+i-_d8rsRu`rRx7(s0kiYJp?1WjZ zxGhbpJzSFsqhLo!JwRhOdk3vGsy3n zL6kIS@WeOuNdHS*gTS9A`Cu;A6t21M^^}kWP*E;BJovdEJeQLyKf^%lsJa{J5itB) z6+w8!S6z$cws#-ykVoD3+mAFWT{H_?a4$ugLVSJC(hyAv$uZ86qRGf*%`J{laj$FR#G|B<7Ag#mSRZ%>t0 zr`4*r5-9xe?KtZgNU8$kxp{}Pkx)L}%kMjkRpIT$ckX(bxll!DPzHYF%p<)CpV9UV z%KM!@=DDKVm4Ew<>JRRKI5CQ+^z)q8^m(g>svcu>Lm1lBb|k7bfrg^MJOOA!I0O=} zO`$3z!(a;@3voMp6Y`|UN=-)siHME8{4zM*q7d-oh0Xl5#RDR@KJBY7Z{J-@iNI*bSxKhx zmMn_NtGspQuIBTMJ1bU+iSgUbTiQA-x*!ygET;~2W-`Ox+w=Umnu<}M*+Tzk*?^aI zzV*|LpS~EB+T&?AaQYKv<;a+eO`f}*KK7^f<9OfXzo$Z8flOf_IrWAs5(kSqk{{c` zhq3zrNpF7Ecv+ks%_`QbuJ`Uj=2DzxLS9Oigm?VZb$j}^?P z?#90B=^;%inx?Vm*tT9KTU$x*GVwNjtir$A*j5ZTqp)rc3foQ>`kU9`nGD!Uek}~r zxBvQ(p&Ez8o`_qr?r>t51P0%7``NW8Nk0RhVlP&N4(QAjztp5cKW5JQjj(ZgRBym? z1?p876udPpbMAf|%((lPph&9C4a=egVPf&6tR)FlHs$q!4zf8mHIH#sa@Y{XD+_tY zg|O^gQIa0rygmP7Z&*pTxASuCE~INI(fUZnR;vL+Lh_I6sBtP{Gcsqh%Hwxt{-@}l1-i)B8xJJ8`1&0Upf>abAl_}m@ll`?rVlGs@E$G*} zgV8zheP=f&$P(gg7Mv-`Ya@f=f+PoPE|6aKC`#k&5^Hx|AczIhnDt7G-1IUEh~TRt z7HP0|L(PG`MIj&8E3b}bE|yt8gCUSE3H?L1FXvm)6Hw>4Et5C%ouNZ)ld@1$o!tO4 z8n%RIDeLC-pAzTEo_!Dqf}2FGE$lDO2~w?UPQ$#%%k{|D1IAfvneZ=_w6cNaN&}K6 zdR5m!+-nWj28-uLW;us`k0iP1-lgg2&Gr|S3mxwg58@`o;Tv~E&-N5ewwWN8(O-)t zMs`92uJmHwM>s#0LW%v`>j@pCGS!k}zM{4p7q3t{( zNX-0oXUCNNFj-@>p&`}xkAp;&#rt7SQ{!uR#oC>?g%Qb}4H<`FeYNH^(P(XQW&RG; z?#2orr*AiSikx(okjaJhPNV4$U`1`iFFPUiT4KFZPL{jV~)@Ahi8Tu#plGP}-w#km3qG87htOy?$Uj#WKg=`pZ06`!pnVrYpvV^u8{^)wbZEJ=WSm6rYFkvp84F!dDt! zueTY66r0x0k^!Bfalr0WH6}7LcngXGNW7Pi9bfewyxK-3xfDCY@3ZA4iQ>=F53?aHE)*I|Q?CTV_rd{BE;*QB}FgN(qpO z-1_E7+r3{T1PqyUsiKrbA{GEU(QA{A$GCxJs)gc{Kp3Jrzs{RM@-59v0l|E{(y-MI z#+s@$yJNCDJtkq9%`q4Qj=g`dM^j>B_a(kF$v@4{d>U55Xh@aB=@0@JSDR0rg{YGi zKFHiJ$&0&GX}9RR_xjBQBRsvxFskcCC)xdV2Ciq_heVFC7n^WU)p?s26UsER%fH-1 zoQ-=b5l~R&akAQyYFGJozTgOO*9@7Ev4m`ii^3==Q)qd}?ux(ZM=`AL77vrAC-)Q^Vd@7qx zooH=69`5Q;hMS)tXBRCu+oEda?2Z$Xw5|PBO2qslSsiesc5KP}_qf!&B;uo0N_g?S zz#mD_(k&TTaWXeKq{hAd@@ZrB)MC&CwfGr&cqPj}JeXb^54B+=l^;Ugq$p}u+V%U5 z4TJ&38cH6$e+3_wS)87j_i}BBbEsbwOk`L`g}eyn8f$816^)ZYA!e9)u^Yz@v>_As zkGCHykWXKbPsi~6Tj1&cZLrVj$LzfB;a<_ryio&aAi@!>>1D*T0{={P{@YlZMI~3* zGjU+Mt=iW9Qbz8HBxk%x%Upvjr&eJcF8Qi0WC<0%od**q0*8Ay5jiNYLDt0QFnUVn zAmHPtI~KBdm$rZZ*Ditl5#(r{_Hcdls`Cxi+McZX)G#&`y1F7>ppdzpUoHQeVe zC(&`69g(;DnQvNZp+4xf@r*iIWxSOEdhZns4Rb@IcLR!<9)$@w025yiHJg8AX}Tg6 z73X&IMz&U)F31_zLSJ$kJ}y9YEB4_i3O zM18cOaR9i6E+L=;$WEl`pL39r?H(CRa`Bs1O+OJ5mSVMlep=<7?H@Nou_H`2#!D+=Qn#haI)AG(S|cbbvZVV?2DA zm;iMEH+{5*0oqOHRZ}_Bn-2%@+>fp?n3cWVKc0AB-~ZP1MkzeP0^S6wnd2BkkSevt zKD`emBm*c&Awg%_+3)1FoaGcl`qkw^$kd$rp+etw7O4L6tqh?h+up?}*QeLo`T@h` zc&+X_&JSIcYJ`evHHA8;=}AnwwM8ZSrl0>Tb^0#Vg6B)x9nf8~Al038E%#B7-XZv( zkFz?160lo^(5mI6h6u#UIrJ`Lueu$ZO6GE$qNsrE1T_XAP6_eWft$H+3}-?&xm@{4 zvY`w0T{2(seN!!0{>eZC@#;&Nxu>Kgz`Xp&C^$Dr+S1Ox0n`GvY)IT9876s+6bSN*mtfy#1ER)f^BY7TaU z9d3WX>KtvuoGz^Tfc5pOhu6$PXk30TUN0yCglTWWr6z&)7<{dQNIP$-K`)a_K#U%PVcDG z;4kubV)t8emy-kcez`WBZO>8&$#cX2uA2G_C$1=AFh=F@|;RC-(|GsJG)+c)V z4B2bE-P_j4JO*$*@79lxXeX zT;K1Sk>GICeD~63Lo+_G!i~0YbUO~7>4ROCb;-XSBy%AUcHKNcaUix#<&9oxINrW? zH!#jn?oLbNNDuk&{!m}k2Ir=&2tQ)d9)cF&P!I26p1aqnuTN2GIF8Ny}f#={j-T11+~0DiIf!ibx6 zw*636Q{0}MJP|&9vRDMP(8yB#0^Pdp2TRh-DBD<juCVq?%dSNI?tE1^mB?xc9cQve6bgKBA~Xne?U?9((8!0XJ{lrVg+GUlHXFA zSSBxnTF7x<7j9JO4kl<@#^PFjITm{w*x{1?gF)A2@}G8dIrZufGOr|lU*LCQ`!l6^ z`!>I5-2mlJo^MSEuPcs{KJwmuOTQMsHSK4}lYB*6=Dd`=QfJR>=LYbLQ;@BJ@90_{ z)U+pNgM?i0s%6H z*)_r@ga%hB)CIO>zd36@E&&-s@ai$q6{Rr}JG(lGb|{xUuR{NgHdq%ajfVhn@LH z=+Fn5N$xW1!FkQ^mDeP68pqSzVi9@Rz1d+S;;MsWIw4(_y8d+liMEs1TziM=b+ z=1cl5f_G@tu;q66eOK6U_p z+1zhX>8Q@~7$wfB%d_k6YJcJGIw#$=zUDF9u+B#WE}bav03E0en0) zcd{Z3ZsKCUM6>LedfYUw&M49pMxZWBj1>%vxszM-;Pu{m)ajbb?(Lz zFE07)GsD51f)xL8>~GuT)W-Oi-(sbjX+z|#UV~pejjTRa&VP9sqqw=Bv*nIheOkFX zv#3A6uKK=)HG0G8t?iTT*Si68w5Agq)w}$c$LyBA7=3YSvsc>Ddte!(V3ZRNL#k;^ z31hrgM&iPkE1_o^|HG9DyV%r>u`D z3q^j;P?`ntTJrUJx{Ux^2xG05_A=CQe?8RVfu$oM?&p4A$^KIe5~)D~OHz^)gx?US z7O4t1r$*u0B`Z*DDa55n>rV3k*e&(m3#eaAfOgd%?@A)0pOeS#jaBnzO9-9zQaaZ1 ztB|~pN+397;ljoCI#HU5?$;;I+5eApb_&<-3_0}s9i8+&{yYo{##JST1F)B~2f2p! zT!mNUA^1SDTu)WOUP1v=tn08LUw5-c(eeil4_Vj%dFJySFSGE zhCv_z9;}-9D8aWRGc)I>ARS0T>5@7l4G=n(-Br+i0~ibQdMkUB^@zWJS+50Lu$^}b zl#R+8w|`=74Bn4TY?%Kmc<^%wuOM+#gpAmbFZ}q>Z2%a-cD7%-iy(gLzq>W<7Z240 z#hf<&eA->7{`60Z0@FNtcOSwLrGiZ_zF2Kq%wN0t^tDz!ds*qj{8V>VCP z>3c1%_tzb;XJoQ#+$}$C%M=e!evsh@QMYnk28TrY{vXeKzK1=G_n+-`(Wm&f#(QQW za>3Thj1#y&AsXg1vBg=Tb};)%EIW#0!%bVTIzs^l{{DnFC7RyiahR`>_g6pFi}vh% zkId!LX}8y(G;BP0|1u@6oQCt87_$wHX}{0e-a`Cv0>tMF{=He#ac=S7jfrvw)eBT$ z%PrlBW_{dpZT~5!i0h%`!%@ETQ+pJi_k!v5#k?#`aE8S7wEt4d#n$BYv_gvXb+p6N zyW2^rHSspQ(yjTr#NGJUM*=Hs1*a#?sZ2YrUx+V^gqXw3E;4h>wLqq7-ZXN-EvCa8 zoVO^7qyuOnv@46T2)qihTRXm*AE(+dI@_;(9Ib6KG!EG(ckJ1^(TNH z`R}j)`PE6sL!$zAJp8^3%W3=Tj8;;+T7 zUw574q6=nmJpZ>=KXN3p5Za;6f|&;SmXOK~cU?iIEMOd20wnos5tC=pvB-!`BmlkZ z#>Gz0neO47jqRKXC7pC|2N_RF{mugump?CCA>b}!rEjKO9@u3!!%5+XMs=5{V>uhb zt;;T3%ah=*E<0QIM5eRR%e&4WWCFMLWo6?Q20NOo*2=N9!DpLM`>Jsb5vW@g zP#qp_WL^MsXuprK)+bB8Q3)zFguy^gw=jV9;}afb;s3oi|>q08)5iiFu{D| z&8Uq&)3|i3{Iyv^|KOhc6xC#QsmOoYw9#gZU*?M^~cae|(Ip)bve-A0&j?K*9g$j$)1MNtRHCoHE z^Ch0TxzRl~4R(LcyWDqeXjFA1d{Z`L1|_L0-E%Cj@>&@u1r)mVx#(6@No!p}ps$HO z))tfE3ss&o3ln|(oO>`!6>f}6U|g%&YINoXRO6sZI>eEbI$6nWwxQkEa4Ksjt8-K% zCo?)I^a|as0bUPY_BZT9IhWa3J7siP5zj*wsGXGU@H`-~bAH6EssCJGpt#I$6w}Vy zTEx3ls2o4?dr6hK^V;WW3cJ#SLxe2(Nk|+WQ%;US2L!}^edLjuM8mzxR654qs|etf$lbF7Q>`(HX-E1eQg+<`aZK7YqzI=hNN)x02A zc}*_Cf5bw(_teqC>17zV%V08(x;K0g>g0*pj@Bb26{+W@9`K?M5}>oBr1PXhm(V3I zqtK-!7kjGNMogJke34eNv9m&FG=P?HxsT{IzLG64)XSjWRMA<1tk_PII)TX=Jddo+ zUB?1@XV6k9$H%%7&)ogxni3s%STP-8<}zQ}eq}JvNER5gcI0QNC3f53($>q@$uIN5 zA5;k%#mMzoa1k)h?!Pf3M59mmBQc==^1aD_>U+y`@;=P0O4W~BxS_IgnAm3dpADha zKN~`DiI$|s9B`ykg+R9KXyVljBU<`#22iJBai18zpazM$DH~X$&EEEJBdfo2 z$Cf|3F5}QHyHqMm48M8oL?VJM2%Uhs%A6l!ltPcOZC-LO#cfnCJb4z zRPZYN`ti4?OMTR+z8B`_H_(WPkUsonzFTQXva*1z?Q>n(ejzjF< zLTVs2YS@y5cO#Kom$@e1RCHzqT`%t>Fpoxl z3V1`cu`y%^;?iaLbnaNg%Ded8w$4< z7YJJBj=vQhR?sD2N#EGs8r1lMj6RF$R0OW9n2@Gz;UCA8=5yqeU70QX8rPgu!?`;q zu9fdF$!daVY&*_yBnr$;_e0e5PlUqR5Qy0BQrm?8yleqCoIuN%v|^<*JAZK*s{Hq?es3Vi~T^ofaiw=^0s^{tgGKOcvxr8L0C;&!_swjg z8Bh50d{>RcT5m#&s5Yacx0}^jU!IA^HeCthpt&)uKsOiw@tn`R4>DQAUlvFM!y;_$Qwi|%QWj&M-I{Mug+tt20v32J}Nm?mfM&wjPBH;jUh5-<&NeCPwRRMEpZvG?J)d8-T zbtxw(p~7-l^Pi^&+R2;O+$Q%gZ+E_pS+0E*t#LAYH}(!s`cyd$`b`<9a{XAng?>kk zPu*nLdt`#*Ku~qQJ=*&XNlP1(%=GlvD%svD1!nS|E}|HRdIv#qZn7KAM|XEgo%G zH|b(-zOfTN{4V9~WPa*YT~mB!9+Ff8)coJQA?fZn!X2PdLw%yAU3NA{V2N~(ZE;g{XxoAc z(7>yoR;zEvj=hdFnk)14auB8x_tocj??fCXt*^fRW0V2^k-N5AfgvhukgA%EC3NX< zh7ehjE`UMpBS_`vw^5UE$Si}-K9+q{kDVdnZwE)F*Ia8O@46Ev_AN;{7hGt=CFEj6 zEK|K4KU#?g3lbF8T^k(j9_RZHMO92LFA{9nijZsYQ@Qoo6w>8^R&~>5UQDFO&iFDF zwWf!YmG#j|5Sj3Eb5r-JO%b}>IPLtWBQBn0eJf|THR35elMgZr?LUgI?BmrR7%N?BEZnzTsa!N%h(3|ElRF7hTkLjT}z`<8nbu1I7ShdI#>a;t#x*U{5oa zjfq5Jo^_g*fAS$^Y9L|#dFo$tr&8r5ZerN$&v$Rs{?CqAcvk)|`oN)u)p6lrmq_1u z???8IY_QFit%r~j_M2EQC1K;&nSqY(p@`=uV!9UNoIAN8s#HoO>4 zWYB}hFk3^jCsmq;hpKsnPZp+LGB&s<8X?H;Z@d9J^EW=YQl<*EKgqo=+Xg&H;ZHG9 znAozDiB=;)cL-W#*)dLGzI$4F8G_YJp3O4vx;`)_hKu4Uy86hQaGhOy`~h|Tg!N|+ zDpi9Fp#Wc&Yh=s61)Hc;hGjq8jXh`>QP-?{DsE@EQ~VeX*>29T3DPA(3BZTi%1AqL z?d^VLZau@?OjbS)T^y~7T7qA=a5Q_T-xTp4I&RN_bcc};O~?&Mr+xJP#B={m_YE{b z@MdBE;Ovz?`d)A*@l=o{0+(1x07}2wmnl!JmG3h`g5ju348l@Vm>NA|zn752{s-D|F$%&Ov;#4~+B;9&Ibn5YvN z{pcVsnoT3Rm zKY!t#V9oF{ukqayrD{^G0U*-L+$@-f9vDd05B1-R4m^S3tDj!D&nGYNfoWb2JiFTg zL&U8=Sm7~8x(%^gU*r*5-xeh${Zqp-X8IqOQ%w0#MDm{XQ;qSumpa2wZ++uZK=u+E zQAQ_PFOI47XDzg}SI%)@&{@o4vjSYYYpR{adTW%-Zn1DJY&4o)2@ES6t0DkPxb0fp zCH&rDO=@5XOn7LV-Z_Fw)Q*cu!ezXvkId;^ozBGs_zK_SQ!8?l9%Hp6IcdObIgNg3 zfRPeYN1GJ9-{{>8gB$d*a3mC5Zo|vh#3^gSj2+)lPc?W*iLRIml!ImObX(Q0bH-5u zu!1n4S02Rsxfc}qTPFvdKqJ!Am>$vpX9;JiZ}zH+m^E4QH!p2uCr70F(jKp$(&Ax) zsvm@o>0;`iFXnyWzOvzhxL>-@=4D(Rc4ibz67(x#Gk<{BOms|O;lUVWZagmHj5@xf zf4hDA!m*$*=NoX^aF!lfRfAMJUMihrHCEWE5Y8XMV%TbW#P5>Fn|;PAvLlU+*=o=8 zPL#eJ_*FT~e}od51SjYd`eEaPF^6S9d;sS&y#HH5T2L-)r!^}Yi_EqxULDVM8)v{w z#I9Gk9RW4|D(Qm1;* z4F8d5`aveBs%X6QRO!Du)S@J>A1d9)tsKeW#ZcoTnp!|^A2v>?lGIgIlXA5EeT$nx zFgef=fYN))pZEc^rvm^U996p zm3#4VORs3&;}zoZl4h9eECDdKi)D{&`}j4;t1W$+ya%<1B6sho=3gHPUWw*3ga$gf zC%Cjy^j0OOa;Q<+!&OXV3*}=;OtO)epD6$%b#dx+ru>Fynp14&XuA`{*|<&Tz4Q+U zck7E5^A$HI=Z|gmMEX=sqM|L6 z7^b4QHp}%eIW9rmy{BE0g)GT^Lo5>}>C*dq>rLjK4Z$Hh!M1=O6ET_sfDLFtErX_| zc@W5!%l_bzmYuN0(Uz7MEs>@v2(JoH8P4kCn!v7|I6f~0I-q214Du#j!84fI&MmDuRbt?R}!U;`7t zcs>VWVEn2_L$?2vnJLNOR)f7)vx8g@&_4$t!|yZFAA0y3-P97mkxQk;kDqyXMtFq8 zBNM7Ka^8Ld6mYlnPD~U&pl&Vb^wCHEv}9TyItg!H;1i`nS!Na;*T#Yss&^Xz8=axSz&|=3{wE1xVZu8 zWoCMe=#e**HqUmnujLTG?ydF9S{Hs=g^!LvtYF}EjM_eksGPT*k09pc=hRIZHEV5_*^#=WG%la4{E>SSrN}95{Knd#C zUlU9T+h?A%w6s0$2WU!t^MpSfpP%|;9$!rC-<8P+#+CNuiRUdLsQ}+PqimNhD1`%J zq^%L7J2A!N(Xc0p5bD_SO+(^x?7`TX@4j$8yj%DI?(-0d$?l0}Qbj#g7lxEX>h*Rp z)8ViHYO|f59@2A;k#%*VO8=TRJVvOW7^5yvdoL2y!oE{2Ut>Qro45W|%ewKnIaq&? zO*cBFAX#rDogWNH)c3bE zqMo+K0nKJGW4;WHmADNy?jE7X!co+T(6GXoy;zE!!yrh}^+tL)cNx~%d~s&0(v?wz z+}l#82J=A3a4xtc-^-+{Yo{JC#1G$y$?1k>CJml7Hj#!?*P|;XzQt3s95Gv4_0Vj9 zwtKu)Zz|;awuDZLB^;o+DbA^34Bel*6nL5`wSRd>eVbLyuuM&jvPz}wI7;>SQAIx)Xa+CSSA<=2<<5XbW!!Bn>6ZQjr}` zhpW#t5X=?m!!l**)C;RzsE^~m{_3)A4fIOyvO$HBETU)i#;ay#wY61hFVr;HjiT&N zf*9u_2Kzjx5P)7~FFD&>A@pEf=iuk=H(~)-w`KjdAE2QGQ?+5vY^=R{5B^qd9pf>X z{>YoNfBp4rrJ6k@Um4XTPd@~+?q#{tz+B5{!4Lx^k?_o5fEFBm?X$LVk@xb(wMy%! zT)71LN_XpCUx>FyJvIYHLj=JAYO=5{fV}fJK0#f6V9d>BrR|!E$dTbQ4)!@@UTRED zgT)L;L)fvTd)^4#_)X>Vudr+n32AG?E)P7BXAZTPt`8a^N;}CcfiY0`FzD7u&#Bvc zqun#(IGsDl#aiFNcG|6oyyEzgIa07IIj4Z^&QZFhd92eTtuXl2c=iDi-a!zEBw&O> zJEvBK>XDr_f=Ew5O3uq&YvC$-1evqLE7U^$of}5)l{$An@1n{E0wm6wB?6Ej`6m_d z3;3ND<|`~2p%uCQa&+*-=%{xN$JcK=d-7YXCB}X!mKPVqtKRI}dyS6h7WL?DXq#!6 zxL3#E;)v~V5T8)G-0INb{c2Ao%?@VS>e!w6Av_F*&MT?wQ^TEi+`wY`@3};0d9tZE z8gT$XF}H@fHgUI=%ToN-*P_FeF!Oh#&OW#vP*92F200*180kW+Rp@jcLA8>7@#!Rf z&s%|b{C;s{>Ya1inXT>+WrNLG8dB-FUmz0SEK*Jr_Z97%Ykq`->3a_gj5H3p;qf)$ zaR#=XOAyty(E`7Fd$F2fi#*rvVxkwUo0g+iORA4>u#7@cq9b4mPkw1=x^lp(ixT}B zGDyoHiqcdx^cH3_(9!Yt+&6;z(JD{KSupTEn@do6(d`UwlFVhoIc$zOh&$?=H+}rG z)QA9KUQ&v8iGiTl(xwSdw3AlU3QRqlyZK~=!iiw+0>pIu2)f-sN~7)j)3A&1Buq){dR9;VhDnvp3sRwZoVb9(;aF~^xX6O;e5*L zKzpEK1PW8i)JsUoHZxT7Nz7}IXwPl3x~yKKg^7C*f*aKkL8s za!H~sFy3Q0!*uBiv{5!H0pvZmIg)&1JgyHosy|+%gl^w?Bj!=b{PZNzqHfwB&wM4%Yn=Xy^V-IQU9DyJ`0ppfjI1i}?1P7j7o9#lryO z@YjKff1w{(;Ieey^SVI&b9~kxgq)!oQmc(U>y3Oz7L{I_S|5$hj-@NaVtNGznDkKA zXv>bne3)IwM3OL%ZA_0SkeQ<)4D>*dZpZf1yl3kC+CBQF{nDTugq(4D!|Tvm8x*0! zlr;%&ay57!Y#x+uEXv0$Yf|r3OgPw?;_~2e^HrXkGpk%w*)n{GSgY{m&kezR9Xn8k z!Ph6rxq&PRS@oU<4MBP?&tk+RyMT@VVaUnOB&txC?JJP#BhrRR2YME_(I{;1tfAh5 z*8sqe?#nAMEKAWIrrN>)J%sC)fR2Jq-jtH8t~-4z%XX`~Jo{qp#i7;|<)WApmFLG_ z@nWgL3-QM_F~JqCZAAn=r;nDf;f^0Cs5HZ2<{7paAg>t*pqasP-Y!0rh9HhXzo{jr ztHeEaf}r$4ls_prf5|QFD>5dH;6jQG79iwH1&YqZ+Olo+?C%9W*L|l(nVod_@Q$no zEkXe6Cd~u#NUUa%4zWiweYa9R@+YCCd+TfcSyErtJ;Zg6<#sTl^GN{t0cOqS0`|Dc z)V#QAr|>;**F&Cr^~~HIrJCp|KV!N!ba`e93w7U%G5=U>L7DmaJ3Q6T-zic!xfBDu zy~NfTyW)LKi80`w=#_WGr$MIuYFj;RJlPwrk$_$#f8LoEkg3 z|C;!VmVx{(4S@+b2MV1XCVtUDR{D-}>B6fjG&lA(3 zITNW~LVM8qY{Y|Vx^l@&r82nkcBhnp;N|l9Oq}#&uxLD8cql*Iuc9KMsyzBD5lQmu zM%FE31e-OSZr}XLS`*e?Rj;VQHkZAx#y-MQp+-dZ>g8Iu8-AZR=_3U-o)#rBlau`l zulwE;Oec?ZLnS?r(l+EV~#=1$T z_i$jd6ntglmOLX{IaSg^PlauIeA&W|P|UaBGhG|}YD0vP#^lLV2dK#TMU_)X8b!Y# zlRw@=tv0c$@4L9Z7abS=Rm8ocQLx9;sRf8@vu6;Z?Mn%a)SNeBE1E*YyxlE4vSX3; zQGH(Vl`7xXa&xe_eybi=l6YIg^vd=wfE3giIr!^za88dCDPXdD3*ZJVJ(QuzPegAk z%d`FX;Qt61%%&6K|98Of@4~y=xXm!zQnqzl+)Q!d2#wb@m%Sz6R7*@Q6||(&678Ep zEN(Th$!b5&+tc^bW|A}7wW4g{BPVx5W&AFe6?yNi1WuodP$b^*cHle-nwk)}5kv)j zb19|uRu0`7$=DON;Dyzh)*g=9ou@7X!)r9(AeYKRXr>hiDKbUjMjiN+e#juf%$rJP zi4a>~_OIKqA5PBGBH^vQPxl*QHqoJ!)-Z&Ue6;rqJ$~{+7ADuHAH7#7H#xTs^_-)x z+HRdJ8cY${XEBC|1V|{?LiV*aHS%P{u>(R%WHzg(CZ&Sml$z(<+mB9KgLw|ab{?IV z(?`IiUJ}A`yaXg&*zfL>ncmq_c=A#0 zQ=XDy!q9y%O54g4(DbZLFd90m@m*@{Kr;lDmtt}8{j|-# zw%4mhstbLgPnl*iCL>J=6bDwjot{Ds9CF!9)vx`8BgX)GEVs|?H=cLlH|fzi1?XV& zb2ny8hI4KT-I_U1=M6kx(b0goJVTU+a{!nxbCX2bjw{tE`8j8z?vyUc&yf1eJ7{;0 zfmslKswE49pA_X2S@7?1VL7uV_x~1;o`8k-s%3J^ClIqUh;|Cjw}mQ%pM+}_}%+o{M1lsjnjr6-zF00 z^Qdz~YZi9=z$sUh1VD^63!kmSPxlK2(w0%KS=bD3UBx~R?Kxc+x}`hyt=3Hd!MhNE z#Cu)4FYd#(d6W(5XlvsWr9hf#pX4pZ_!1GOjW2{2Y~<>ePQpjDn8F<>T|_V__6hg$ z?$Bzhu>prOx}^^84{1hyL_CsGbb%C3h*6FqvLUleo|62Qu9jZCAit|VuI+8FN_1S` zCQVWw*aAe{Z&g3QkJml}cLuAf8r&-*&B{5|-;T8HdphF2Z^q`+E!3J52nDm_#*N6y_VH6svUAgYC;&} zXOn*1Uz&pvzcU=8`8In#ayi7-HafbWRRd{x+00pRNWGQpC&#Q4*wG9pQv9*{mJwff zS?GAwM~b+hG1I0%e)+Y-=_F!Wx@f-&wMS1}s1@G)F`$>& zA(%@dQ_7aD^rS#qfm{s&9eSxjBbh+n0+v|S_kieAzqkj{n4gu2zPK_EG-u2^Af4t3 z0%z4cGF{lIE442Wn=AY>q zhnJ7=`Yug{#MAJ%)QNuORCHIhpt( zol~vTy*_ob)R?f6DgR2x^?)U8z?b*dtis$&3bN;bhXKStYK6AZ{DV(5%T7!reh{G~ zyN(JA65-oyUGm81G5*{m(>&G*%hmKy@Ii`TXINQvBu$4>!;Mm+`319VlrA~LtX%`3M3&4Hr^4~`gHQP*yC zkDT4Doyb>J)w(`HU?vyeEeMr{wi=+Fi_~m-o+_BOW&Ao@*N||^!2F8wKwnu+Fb{(A zCn$fmXaZ;*MRA@QYt{zz8_B?BK_M_l|J`uu7SGOl#mnC9wwUyqgb##5Kn{m;sCkic zf#h2@gMD3nyYq>e0g`HGIGY~5!vb%aiv4OXA9FdlDDk0PbnKWDrQA*+MRdUST=T~w60Ni&NV zk)5gNFn~wBK0q~@l$s6XPa9?yfEJtnB%#9N3D+9<{DWa4&d+W(LQT^86K3RMJixUZ zi_b=Ci}T#i@a;D{DlNhmPRf4QSwHAu7xk1AQ<*LRlZtx|jcr;*kJ^yr08CI^Y07L8 z-sqUXf%kX`Eh?#7i-0;+9(5R2bWWztMU7~;6SMR2gSttpfiJrd4}p{wL%*fIEtTDQ ziZ4vOXfb-jNkI zw^wzy>TdeU6y@A?OPe1)V12xu`n1lo_KA`GGFO{F;gU??N$D9~(n05?M$9gA-B*`w zngJ?JpEWCKcanOEL0&wMW|glhXz$4t>V22MIic|)6%x9aLvK>D0zE_jEF$o6AO zO1|fuXMN<=#eKQP-c?rTK*?sY=|N3e{>)xOG>}iBHh*y(E{{sIYN7)jo^iz%SKLS@ zp6|ZW7zrsHdF#JEBX()UJUDbdD_Z;^O2A2YtMQ!w$-AYOxxghHBMd(rzHPbNOTO^o zYF0Szew_Q#m#ta~o{$5_8~G0skIz*NcN7?Op=q55AC=@k+XsxTxWj^Hb*AsAwfT_F z5X~0ISiq(19J?^dZ(Rw!_@IUh>rdN;&eS~vO+*Aa&Yp&1dNy45yicjU@ZHL(U)ytS zBC{UsjSd0mFocsTn9vpAh+(+L@vjE@vfZ9{jqAZ4N!vf|TC?1Mmc(;L>G;;vthA!E z0FbzHpSAg}vVdGmPMM)3r-#Bp3Yk)h&e7jxQGp=X+}zEkCmg^lc~A*nb7vxfCveu# zpB7vPFd3?z@2)nzxGZkEK1P2jQp_i|`{s*ahfHb91fs*)pfOs&;#}@x-d*~>qLNf+ z0?#0_1)7TUFH($B!uQ*aD9Q%SP|{&`h?}!Cz)*Vy2*I2YTd=M8>51`)K}NMDn!qC| z|AVt*M~i)W%hKldivl1hZaS1seBwM<7S9GkWW}Z;?Z0w$UE4U9R(1PNyVZCJ!nu$S z2PlDU${QW^ZY`bI zSgQ^~ta3g+%K)001vC(8pH5Cr%Eg6hOd7x7{?rPWL&G~2$9~=!jO)42(kbyupi7?S zD(22^GIZaFDOK9IzFrSv5JuTs$Fh=3$ER$Z77gL~!NU}Y94h(VGm{LERQcxyFlkGU zW56d9gS=C_=E7DuH)Kb1gLVDdf0_%KmU3cynH2igc^H=kGmrqWNRlI;?=r4 z5w~Jw(gkgqx$RXRtXenDMVF=T+;Ho-DMRA3y^@NZAeRdkZ%+=i@+p0c)~aA8DZC6& z9|RyuHa9C@eEe(Y?BczshG8Xb__}ndYiRYMH#BaWq)eB^reAIUO=W-8-oXMYH5MI)cc zF>TVic5^_(SIfapat2T$d~zXDCdS(*Anw{QwbrmK3tPQ8jYrYA9Jo`{PZOw=;C`fe z=E!a)ASdD=$R{ZKJ@A+}0{S(r_TW~I0E;65D5=U%xSe@+bVT7aJTmi++*agM^vL|l ze1KR&!gK{A2@rU36w|`7-g^i|T%(G1Tz&GIPC2@6ePiWpfS?PS7rv3TBcg1_1u5~3 zu}&_%?{`J-?EM#7>b4ljXmR>Ey+;RKKtcTdG3HNKP|+2Mh!?)`@@o@`_yg9BzgYP_ zDSk-B7A>vTj18W;@eeQ|JEA3z%ClmDPrrCigP-{E22Lg8uaW?$h_Z5=r2cYsIk~emHM?;nc9J}m zyMSZ2K_ddaAaj-LEYC>KEebv<=j1l=iE-txu*!uBRG&|2QtGDP=vW&iu?#)3$$=>S z7>!BJ6JFfEpvi_Hv1o6-rtxW7@GXH9-?^CE!Nt&^}-zmn0@Awdd_UMD6MUw z<0|vkxs6AbLUzk4;}=b5Nve6=HNb(FQW&DXaII}@i3IbK_J(M}miID#`v0yp^*-#S zXx`>j)U98aV)Mg!5q9TnG8TimUO-&OD0pj$M2{~11|^X9-% z39WZtubrhgzTh*sX`xOve4MrH<>xY$EZA(JEUn$YahQTJ4}mUXg=g3Yr>A2^i+SoF za}RF+un;Spo;lnRdIBz^oyB?HVQ88X+ujf05N7XB%2|{YvfMa(kCY__j88Ed6a1EN z;rnCjoK@u5?>ACBro4=w3r>UBQ)&eFri3SW8vP8o4Q!Yzh&im!j2ENcv zl-C?o@MwWae|duJoFAT4;+H)4HMTdUKn^AVOnN1Cx+ZCP%Oaap*>jnzQBau_AE9$ zf{Th~BV2KD(_s1fu82)^#cfZiJ2m(5sdTyKSlzBr6Xc?WI0BFhn8Df4PW_|j@)_%I z4@UI+v+f#+H?O_B@EWt(*YskfkZ$pPm4~5K{szhfZspKfy`OWPaTj2;@lrLrW>?9~ zuN)!E@xom42|*lWDBO|5dZOy3QnIih;3?ITq!>-=5cIClWl*yg)t=iE?I zMlASQ<>ja0r%tXXPpBQe0M{B<7sW$2Ns$b>WgqVffM*A_~{(45LnX%CP^&^(+Wsf!v>exlDqp9M5FoZw2EXbnjsO95P{Fq>$sn0Us~mx zyv96j2Zt*iH+6K5cO4v2sPC&lEfr_qk1A?lhHzfsZ`*{S_oiVws-dxop%|w$MC^Rd zrM(BNf$gU@7zQJG)s3oqL+lmQL6%BC6T`YB$T1yn#+2N#WVakD=Y zwnV-jXs2{zeppHc(cTj}DFeFDTQU|-h5E?P7GOHOa1MN2T>T@9cYc7Mbya@;e1sH0 zN_SajF+Z)T*=a2Z8!lP;+&W{!9~a`?u%0=qoyO=g7e6k0V}xDGUL2ztxOb(lMFd;v zbv|%_>L5Muz2tu}*31|2gIdWB55G=LV|aFjbgM}@)pX}~XUMaOHlJqQtd4c#Gd_N5 zz7lCi{tj=`aX-0@u!JtaZF=XpJy>1dc_e*SvqT4`4`+h!%TW5g1V%TCRP&P4xBuZ5 z?fBak{rUGT%I%GReV_?~b~IC8K5IZV`O?Ceu5@q-3dm9c*zRpdK(?uC=SBTb&j(%v z$f$EX5?qR9H7|9C)<5GIcWk>WgiR$00ri^nUye;?>)gG!czf2=8W0RMxJlKS;(HA- z@+T3*vG5Bi(Qm}81XGVDVY0WX(vniw=ZQvIjN8O);hC-y6#2O4@jHZP8DQRuChd2t zh~H_`PqZ?@QHfiZE%lqOj+-g&>@PH3#1o|5yd}(FGQKv&JehgR$zAf2fTUi1VB+aH4le@%-1?Um8dQuE|egrapBvYb3zN_CPAg*iGN(P5sy+hg^Q1-$mh2y#IdyPT!9 z%3`WC2YCejRBe}v2m_#`kP0w+;oXN|eDB-fjNHP6BHE^EFTJGg-lnHpgD;?D!lUKr zxR(;io%PV-Vz>5AY7({_0{iLZNNR0aPw6@<(oNCGzZ(3q)j80Ld4p`{ecKjePnWC& zi<#OVDPRA7k8kKXnUnD2?=z@4JM`|cg52#e`Q$Qed8@$vJsmoQ9sWTJha+= z^pHbY?hl*U*aqpxb$TdzoP$TlC4W8j7GDf?-7!;}A=!v*IY^Mg&4LN_lm#xJEe*Z> z*=C<`#LUcvF=FQF+`%!BcWvlgR9=FxsaJ*`LST=O?*g&tr{YKbnPo^LZYrC^! z$qcu7(NUb{V2p1|_;lqSjQHJX0~aB30q`K2dLt`UJKHhYlbweT)<|(P#!mg%y4*7MpKhMZO`Imgf0& z@9NY21ylo2VhDkwMD=SNfPO<OQKrN^e(~RmRg<+L1llt4gVzc&S)B?ulGluLXRfW@SCk7U zr1?>zg z<>{4f^$5GT`c+{^^eQqoVTO`n)o^18mbc`kvPie6|Ncv2>ho(W4WYjoOA8D+Tj)H3 zzcUrS9OW9&F2$r2u9ye>Lwor~>~99M_&*KiXA?3DMLUh*JfX40HGm4!Z>Q9-G*{B!YJX`UHhL80_aSt0CW%NoQQGn-S&Od}=lc=&JQk?m>8Z z$NrjI<5rW}5|2fvW(;CL-_WFC780TL=Ed9Tw34u{nS=7dMJhF3bcw=RjUF)aCm(d6 zuzg)st@P>v&FTt0{VgcVv09vZmZE5Ez%T;6VpAjJBuJh&XpN^+riN5^Sr>#H?g z*ZSn<3aqs`rdz#>8xr|#(poFY#1hJIXFMmzE+xAOlVga>joTyj`4!uFi($OVEV3R1 zfPCW|9h7c=d_SEctJ8dSCy@PcW378VK#!%jQ>m&k)fJAho|zgI&b$}JEB68w)0qllG*zUu#Rc# zf{236IWkLTevWG!r+|8J6;tKnBy|?7`2fAa`23An{Ngn7X>>M1(kitWL5lVsV=l0X zau&7;*!&vYJSK)qZ&w_GFJSBQ~90 zbHm+}lT(6yxz^gH#hORj@m|LMb}#aZ*Fsrbvr`jIx>KHR#>9>0`* zcf#Va`iiz=SagD5cEvEzHkypXz*&ERHsz%!d~i?wIEq^kp+4?PP&WSnrzV?t4jnw9 znNOO}>wPbavLr7(8{Yzv@){W4O*_44PWR3-TwbNv8CA_JY}Hnx^HRLPr@7KF#c%FB z94a!|J`ZHVtg90phj*lHnuxkG!ES_vk3`}1jA?9gp?79V`_0@2LPJ@PAHl@JvOs5O zgr!}g?cn)Q?sN(sY5pv83FRI}p4ripwvl?e2$SCn9K*g5^PZe90yS9N=$oLK)gG1s z64qD8d87p0#M6v<->W@D-m7+M(c0h+GQ>wF=;mCNQkwr7QD;#s>i5Rq+@*Z81&PTk$9V92NCGd zU``BkNG;0|0kA7MLUF3f2pb8W%nRZtOp_7qSCz`z99a^T#5v9N)Q#7Z3V33&w(x!E z-n+)=)_*ZYW1qZxQaLsLRo=6@jd!q*srse=p&Rj|Zh7zi3|T@FlWc@NQ|-dBOvRR-~nv>8W$1_3%kwqxY$IBW5~= zso^OY{oQ3R=Cjf&ecO?eMyd&clIY)=<9El)qR`uB9hNsAlNk2!>!Re2$GNn^pgBNn zZHHEO65sWt69T5=V2wh-eRBXFz1`URAVI#z1$fGc*X#gRy+R;|K zUn2hXeYvUyeyG_E4{A)Vz#}134{opz@~uzC-pj%)TSlGEb*_6xJDIjO7agO86PM{}VrM~fz3$t%=pSbpoFIq!bi6=fP47QjR7=VT@+&KQohwb4?W zk&m(pvh?(m_a_MlS>pTfH zZ>7Jwm*8F>4K}BET;e}@rt?YTC8jAfZr`T@I|S|oRkwIi0_+=RAL%i9AODA2ISbaB z6>rt~c%-DSZ$z5M@uJkkc!Zb@WJT{dfB+Pw7F)k-C%XKwd+V#sMx;!62tA{i$V-WK zf5i#rWCW9*tysmomSJxfUDh!fC?|iIij(dziJAO4v2hEd0}QE2xKM?e+kk4t8cc8A z;H0S#ENqyrtnhj|i8Ckcte?K-L8#pFCt0}7C2HWXjhRo!_BBVFwHSsGe&V2ZxX04Z zUqX9Mc}qSVE{V^4Bc@t3S9EdLe706~f~fEJ>1g#xFb0pcxGZqmAPR3Uud zr=6BWL6Ks7!^M08($`*4a@}qCP6lbmzfUnzz2&8x8kHBRTF`d^J2ylh)>E3{N&`Au z@@K9#-K|N%--;=^M*Wd7fu4UBAyZGNv}rRT4zcM~9Q==R0+~{7C2B}|cf#zU&qTP0 z4e@{v=L6?R^0w4RrcPmTlw6W=5z!KgV{R9-^)I~+)f_DU&8hXC%5fdu???%w~U)b%NT1$Q$@i zdiTx!^GQHeT^uiZxQ*QYdtK+lu!%^QH@5{>hv3Sq3IUbY5Z-XWoSDf>Ms|d40 z!CAKw(0VIXrTOG}CJ5?E%YvHVV0u95b{ze2MEL;qUWxWlnzAI=L+8+RVXOsi05`uR z*3lOhECoV6Id(N8D%aEwBOS=lkqCT;02b1zr zv?e_%q{a^fHuoldUQZ`1@Wc1uv5ody2VZuDaZ>T&o~xem!o?p0PZ~0vYOVXY28FnR z)I5y6cD`S`MIWg$HOoS-Y{l=Pg;X6Qf^3F&U6gZ2^iv;Qvm9zI@qPhztK z+&9H%vfjxQbMnG&&tj6>c&P!tUV#BaPz0ne$VC=3vE_5RU%{E6&Ed~)NAE~K3vg|J z?4+6cz~LdoNNb;W!k+6p&}raIk90+)y*-^4emL%+kiY?xlGiTJPwbVrT0^u8qxnwP zw=~1pTOP%qqu+>)lo@kc$F;nlPR{n*2fL&v2w~blzQ;!V)%^JK)Bc~;3XmofG5wLh zCueNljcNT4Up$X6Ut0@Lj9aS&7@7#hKijo11@d2y4J~e_SuC9C!)SKg_pj%fJ%Ij* zqh1h>FR%V|T>*6=HLMkoR!}yG5Fp4T0j9jGivTlJRvn6e(Cb^rcw)+O?WGbTd zG-riW+S@YzcpC^-B_U=zJgs9PX`O2BK&;AUog-$Bu;ZIJO+UKU$joy6`_^N*==nBl zdH0gMea&#F@&4;P*I7^Y+=e+SD({xk(Wsr%toho`YweZ3kF)HbG95(NpX~xds!dfc z&z4kPXZ%#7(U?`FC}Ox$RA<+=4RyN?NlHgtXRDqoD3=l1_^jTYD9Fp_^?DZDMNTM* zj)(wpsZKadgw335dU&Fvv?u?B)@S*{-+OwK7U>EbJ6FmMP!saGE5(dcyZeuN z4{JhCU8~x1+_JgtcTQ+z?!O}D8}Nq@{;3y#E|C?NHg@Pg@2PhEKpINfIoGt$>1(ua z-_^*NPYgEW6pTe8!m7HCK3@CcPtD=)UHs=bASb?#i@TSzj-Jtp?-6ggyS*c!J0oDc zJUCETnRqY_@r&dFzMAR#z0uGA-dKPBz5nOftUoiBDa%T?QOf7gByvW_Ks{4ld^AQ^ zBC48dgyZk2Y@1zqMFHrWt3<7lCU&IRbjL0RWC-6mj$9IqJ;#a`B@i~XNupyCl1VKv zI7!vpK7Ge!Pcnb}v9V_MijhCTmmZeK$^6DS=M_L}IE|}WjexQp`AwZox0HrQ6e-xC zHL8-m{RgOXiLmD_hZhlvYNs{|9J~KwX&3IGr%>(b7g!hOllzLKmQvIn&-=B5kW!*| zdJTHT{0EoIfB7@Z{JYowv7yU#-D|>kkZ*K)VNo=^>3-GWb_N!d>Z^n3r>Nxk880lj zEB(IcyTSo2YZd9{8p|$!`B5&pDzEnV(QIb9)sR2=4(MTb(Z^NqZWEv~n3MRv1+~r` zsW^1Lm6BH|KPnFz8Aezh%2!%AaYDSjTf5Gbq|?Jz(`%3kuS6pB@=oxjf?nInDTII>@$L);)Ip}pG@<;~_-b6~sN z7L&US9*n1WvhY9ppjzI`EC16s|8M+(KN!0|s5@L7*dxW_UsR{972uw3{{S-h;lJ@R z{_NELJyzw<&gx%&{r?Mz<$w9y{*?p#VPpR(*^+;C8H2I7=ISh)W=x-oslA0P95{C~mj{b#56KS#G~ q-Mv3pxc`&l*gyNt{xlEs;Qs>q{#983 From 2887c29ee3a8dcdbc1a5934cdfaa3da676644c01 Mon Sep 17 00:00:00 2001 From: Your Name Date: Mon, 15 Dec 2025 16:03:32 +0000 Subject: [PATCH 3/7] minor edits --- .../Background.md | 43 ++++++++++++++----- .../_index.md | 2 +- .../tune.md | 16 +++---- 3 files changed, 41 insertions(+), 20 deletions(-) diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md index bbb6fa1375..215f7cc9c2 100644 --- a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md @@ -8,18 +8,31 @@ layout: learningpathall ## Background Information -A well-known tradeoff in parallel programming is choosing the right granularity of work. When multiple threads are created to perform a task, the amount of actual computation must justify the cost of coordinating those threads. For example, if a computation is split across many threads, the overhead of creating those threads and synchronizing their results through shared memory can easily outweigh any performance gains if each thread does too little work. The same principle applies to generative AI systems. +A well-known challenge in parallel programming is choosing the right number of threads for a given amount of work. When multiple threads are created to perform a task, the actual computation must be large enough to justify the overhead of coordinating those threads. -When distribution work across multiple threads, the communication and synchronisation overhead results in more overall work required. This introduces a tradeoff between latency, time to execute a single request, and throughput, number of requests processed in a given time interval. PyTorch looks to automatically find the correct number of threads, however as we will demonstrate, in some cases you may wish to manually fine tune. +For example, if a computation is split across many threads, the costs of: +- creating the threads, and +- synchronizing their results through shared memory + +can easily outweigh any performance gains from parallel execution. The same principle applies to generative AI workloads running on CPU. + +When work is distributed across multiple threads, communication and synchronization overhead increases the total amount of work the system must perform. This creates a trade-off between: + +- **Latency** – the time to process a single request, and +- **Throughput** – the number of requests processed per unit time. + +PyTorch attempts to automatically choose an appropriate number of threads. However, as we will show, in some cases you may want to manually fine-tune this configuration to improve performance. ## Multi-threading with PyTorch on CPU -The diagram below is taken from the [PyTorch documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html). When running inference, PyTorch uses a thread pool. In PyTorch, we have inter-op parallelism, which is spawning threads to run separate operations in a graph in parallel (e.g., 1 thread for a matmul and another thread for a softmax). Additionally there's intra-op parallelism can be used to spawn multiple threads to work on the same operation. +The diagram below is taken from the [PyTorch documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html). When running inference, PyTorch uses an **Application Thread Pool**. In PyTorch, there are inter-op parallelism, which is spawning threads to run separate operations in a graph in parallel (e.g., 1 thread for a matmul and another thread for a softmax). Additionally there's intra-op parallelism can be used to spawn multiple threads to work on the same operation. ![threading-in-pytorch](./pytorch-threading.jpg) -In PyTorch, the `torch.set_num_threads()` [API](https://docs.pytorch.org/docs/stable/generated/torch.set_num_threads.html) is used to set the maximum number of threads to spawn in the Application Thread Pool. As of PyTorch 2.8.0, the default number of threads is equal to the number of CPU cores (see [PyTorch CPU Threading Documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html)). PyTorch looks to find the ideal number of threads as described with the following code snippet taken from the PyTorch source code, [ParallemOpenMP.h](https://github.com/pytorch/pytorch/blob/main/aten/src/ATen/ParallelOpenMP.h). +In PyTorch, the `torch.set_num_threads()` [API](https://docs.pytorch.org/docs/stable/generated/torch.set_num_threads.html) is used to set the maximum number of threads to spawn in the Application Thread Pool. + +As of PyTorch 2.8.0, the default number of threads is equal to the number of CPU cores (see [PyTorch CPU Threading Documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html) for more detail). PyTorch looks to find the ideal number of threads as described with the following code snippet taken from the PyTorch source code, [ParallemOpenMP.h](https://github.com/pytorch/pytorch/blob/main/aten/src/ATen/ParallelOpenMP.h). ```cpp int64_t num_threads = omp_get_num_threads(); @@ -32,12 +45,18 @@ inline int64_t divup(int64_t x, int64_t y) { return (x + y - 1) / y; } ``` + +In PyTorch builds that use OpenMP, the maximum size of the application’s thread pool can be configured once at runtime using the `OMP_NUM_THREADS` environment variable. The actual number of threads used will scale up to this limit depending on the workload and the `grain_size`. -In PyTorch build with OpenMP, we can set the application thread pool once at runtime using the `OMP_NUM_THREADS` environment variable. The basic demonstration below will show that the default argument on many core systems may not be ideal for your workload. In the use case of running a language model with a low parameter count on a many-core CPU system, this default configuration may not be the most performant configuration. +The short example below illustrates that the default settings on many-core systems may not provide optimal performance for all workloads. -## Basic Example +## Basic PyTorch Example -Create a new file called `pytorch_omp_example.py` and paste in the Python script below. We are performing a matrix multiplication in eager mode on two 256-by-256 random matrices. This is clearly a very small operation but we will observe the default behaviour and print the parallel configuration using the `torch.__config__.parallel_info()` function. +Create a new file named `pytorch_omp_example.py` and paste in the Python script below. The script performs a matrix multiplication in eager mode on two 256×256 random matrices. +For this relatively small computation, we will: + +- Observe the default performance of PyTorch’s parallelism +- Print the parallel configuration using `torch.__config__.parallel_info()`. ```python import os @@ -76,13 +95,15 @@ if __name__ == "__main__": main() ``` - -Running the python script above you will observe the following output. As you can see the number of threads is set to core count of 96 and the time to execute is 2.24 ms. +Run the python script ```bash python pytorch_omp_example.py ``` +You will observe the an output similar to the follow. As you can see the number of threads is set to core count of 96 and the time to execute is 2.24 ms. + + ```output PyTorch version: 2.10.0.dev20251124 OMP_NUM_THREADS in environment: None @@ -103,7 +124,7 @@ Environment variables: ATen parallel backend: OpenMP ``` -Now when reduce the number of OpenMP threads using the `OMP_NUM_THREADS` value and observe a reduction is matrix multiply time to 0.64 ms. +Now reduce the number of OpenMP threads using the `OMP_NUM_THREADS` value and observe a reduction is matrix multiply time to 0.64 ms. ```bash OMP_NUM_THREADS=16 python pytorch_omp_example.py @@ -129,4 +150,4 @@ Environment variables: ATen parallel backend: OpenMP ``` -We will now move on from this trivial example to a LLM. \ No newline at end of file +We will now move on from this trivial example to a much larger workload of a large language model (LLM). \ No newline at end of file diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md index 1561c1d2fd..47c207d7ec 100644 --- a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md @@ -3,7 +3,7 @@ title: Fine Tune LLM performance on CPU with multithreading minutes_to_complete: 20 -who_is_this_for: ML Engineers looking to fine tune the inference performance of PyTorch running on CPU systems +who_is_this_for: ML Engineers looking to fine tune the inference performance of LLMs running on CPU learning_objectives: - Understand how PyTorch uses multiple threads for CPU inference and the various tradeoffs involved diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md index c5af2c6a5b..3d508f29aa 100644 --- a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md @@ -9,7 +9,7 @@ layout: learningpathall ## Tuning thread size -We will run inference on Google's [Gemma-3-1B-it](https://huggingface.co/google/gemma-3-1b-it) and measure how inference performance changes as we vary the thread count for both the 270-million-parameter and 1-billion-parameter models. We will be running the `transformers_llm_text_gen.py` script which by default applies groupwise, layout-aware INT4 quantization of our model. +We will run inference on Google's [Gemma-3-1B-it](https://huggingface.co/google/gemma-3-1b-it) and measure how inference performance vaires with thread count for both the 270-million-parameter and 1-billion-parameter models. We will be running the `transformers_llm_text_gen.py` script which by default applies groupwise, layout-aware INT4 quantization of our model. Create a file names `comparison-1b.sh` and paste in the following script. @@ -34,7 +34,7 @@ for t in 2 4 8 16 32 64 96; do done ``` -Likewise a separate script for comparing the 270m model +Likewise create a separate script, `comparison-1b.sh` for comparing the 270m model ```bash #!/usr/bin/env bash @@ -57,7 +57,7 @@ for t in 2 4 8 16 32 64 96; do done ``` -Run both scripts from the directory containing the `transformers_llm_text_gen.py` script with the following commands. For clarity we are only printing the final statistics. +Run both scripts from the directory containing the `transformers_llm_text_gen.py` file using the commands below. For clarity, we print only the final statistics. ```bash ./comparison-1b.sh @@ -70,7 +70,7 @@ Run both scripts from the directory containing the `transformers_llm_text_gen.py watch -n 0.1 'pid=$(pgrep -n python); [ -n "$pid" ] && ps -L -p "$pid" -o pid,tid,psr,pcpu,stat,comm' ``` -You should see the following output, which shows the CPU utilization of each thread and illustrates how new, inter-op, and intra-op threads are spawned over time. +You should see output similar to the example below, showing the CPU utilization of each thread. This illustrates how new threads, both inter-op and intra-op, are created and used over time. ```output PID TID PSR %CPU STAT COMMAND @@ -100,7 +100,7 @@ Decode Tokens per second: 45.23 ``` -The graph above shows how prefill tokens per second change with the number of OpenMP threads for the 270M and 1B variants of Gemma-3. As expected, the smaller 270M model generally runs faster. Both models reach their optimal token generation rate at around 16–32 threads, though the 270M model exhibits a sharper performance drop-off beyond this range compared with the 1B variant. +The graph above shows how prefill tokens per second change with the number of OpenMP threads for the 270M and 1B variants of Gemma-3. As expected, the smaller 270M model runs faster. Both models reach their optimal token generation rate at around 16–32 threads, though the 270M model exhibits a sharper performance drop-off beyond this range compared with the 1B variant. ![comparison](./Prefill%20Throughput%20vs%20OMP_NUM_THREADS%20(270M%20vs%201B).png) @@ -114,7 +114,7 @@ So far, we have been running in PyTorch's eager execution mode, we can observe t sudo apt update && sudo apt install g++ python3.10-dev build-essential ``` -First, we will run the `gemma-3-270m` model with the `--compile` flag without the default number of OpenMP threads. +Then run the `gemma-3-270m` model with the `--compile` flag without the default number of OpenMP threads. ```bash TORCHINDUCTOR_CPP_WRAPPER=1 TORCHINDUCTOR_FREEZING=1 python transformers_llm_text_gen.py --comp @@ -128,7 +128,7 @@ Prefill Tokens per second: 133.52 Decode Tokens per second: 11.33 ``` -Now we can the the following command with `OMP_NUM_THREADS` set to 16. +Now run with `OMP_NUM_THREADS` set to 16. ```bash TORCHINDUCTOR_CPP_WRAPPER=1 TORCHINDUCTOR_FREEZING=1 OMP_NUM_THREADS=16 python transformers_llm_text_gen.py --compile --model google/gemma-3-270m-it @@ -146,5 +146,5 @@ Decode Tokens per second: 107.37 ### Summary -In this learning path, we explored how the number of OpenMP threads is a tunable parameter that can significantly impact the performance of a large language model. This is especially important when running such models on Arm systems with high core counts. You should also take the model’s parameter size into account. In practice, using a heuristic or trial-and-error approach is often the fastest way to determine the optimal thread count for a given system. +In this learning path, we explored how the number of OpenMP threads is a tunable parameter that can significantly impact the performance of a large language model. This is especially important when running such models on Arm systems with high core counts. You should also take the model’s parameter size into account. In practice, using a heuristic or trial-and-error approach is often the fastest way to determine the optimal thread count for a given model and system. From ba395289b4b6abf0ad365f08c967df1c276e6b40 Mon Sep 17 00:00:00 2001 From: Your Name Date: Mon, 15 Dec 2025 16:08:56 +0000 Subject: [PATCH 4/7] minor updates to wording --- .../tune-pytorch-cpu-perf-with-threads/tune.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md index 3d508f29aa..2e9ef5dd99 100644 --- a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md @@ -9,7 +9,7 @@ layout: learningpathall ## Tuning thread size -We will run inference on Google's [Gemma-3-1B-it](https://huggingface.co/google/gemma-3-1b-it) and measure how inference performance vaires with thread count for both the 270-million-parameter and 1-billion-parameter models. We will be running the `transformers_llm_text_gen.py` script which by default applies groupwise, layout-aware INT4 quantization of our model. +We will run inference on Google's [Gemma-3](https://huggingface.co/google/gemma-3-1b-it) model and measure how inference performance vaires with thread count for both the 270-million-parameter and 1-billion-parameter models. We will be running the `transformers_llm_text_gen.py` script which by default applies groupwise, layout-aware INT4 quantization of our model. Create a file names `comparison-1b.sh` and paste in the following script. @@ -34,7 +34,7 @@ for t in 2 4 8 16 32 64 96; do done ``` -Likewise create a separate script, `comparison-1b.sh` for comparing the 270m model +Likewise create a separate script, `comparison-270m.sh` for comparing the 270m model ```bash #!/usr/bin/env bash @@ -114,7 +114,7 @@ So far, we have been running in PyTorch's eager execution mode, we can observe t sudo apt update && sudo apt install g++ python3.10-dev build-essential ``` -Then run the `gemma-3-270m` model with the `--compile` flag without the default number of OpenMP threads. +Then run the `gemma-3-270m` model with the `--compile` flag but without the default number of OpenMP threads. ```bash TORCHINDUCTOR_CPP_WRAPPER=1 TORCHINDUCTOR_FREEZING=1 python transformers_llm_text_gen.py --comp @@ -146,5 +146,5 @@ Decode Tokens per second: 107.37 ### Summary -In this learning path, we explored how the number of OpenMP threads is a tunable parameter that can significantly impact the performance of a large language model. This is especially important when running such models on Arm systems with high core counts. You should also take the model’s parameter size into account. In practice, using a heuristic or trial-and-error approach is often the fastest way to determine the optimal thread count for a given model and system. +In this learning path, we explored how the number of OpenMP threads is a tunable parameter that can impact the performance of a large language model. This is especially important when running such models on Arm systems with high core counts. You should also take the model’s parameter size into account. In practice, using a heuristic or trial-and-error approach is often the fastest way to determine the optimal thread count for a given model and system. From fb71011670c482f74e91379ced6386c66639a019 Mon Sep 17 00:00:00 2001 From: Your Name Date: Mon, 15 Dec 2025 16:30:56 +0000 Subject: [PATCH 5/7] remove capital letters --- .../tune-pytorch-cpu-perf-with-threads/build.md | 2 +- ...EADS (270M vs 1B).png => prefill_throughput.png} | Bin .../tune-pytorch-cpu-perf-with-threads/tune.md | 2 +- 3 files changed, 2 insertions(+), 2 deletions(-) rename content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/{Prefill Throughput vs OMP_NUM_THREADS (270M vs 1B).png => prefill_throughput.png} (100%) diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md index 5627df112d..97f1cf7f92 100644 --- a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md @@ -58,7 +58,7 @@ aarch64_pytorch ~> Create a new `read` token on HuggingFace by clicking [this link](https://huggingface.co/settings/tokens/new?tokenType=read). -![hf-token](./HF-access-token.jpg) +![hf-token](./hf-access-token.jpg) Provide a suitable token name, press create token and copy the generated token value. From within docker container, enter the following command and paste the token to login. diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Prefill Throughput vs OMP_NUM_THREADS (270M vs 1B).png b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/prefill_throughput.png similarity index 100% rename from content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Prefill Throughput vs OMP_NUM_THREADS (270M vs 1B).png rename to content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/prefill_throughput.png diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md index 2e9ef5dd99..73fe6f15a4 100644 --- a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/tune.md @@ -102,7 +102,7 @@ Decode Tokens per second: 45.23 The graph above shows how prefill tokens per second change with the number of OpenMP threads for the 270M and 1B variants of Gemma-3. As expected, the smaller 270M model runs faster. Both models reach their optimal token generation rate at around 16–32 threads, though the 270M model exhibits a sharper performance drop-off beyond this range compared with the 1B variant. -![comparison](./Prefill%20Throughput%20vs%20OMP_NUM_THREADS%20(270M%20vs%201B).png) +![comparison](./prefill_throughput.png) From d259f2b5ebe9d630c226df1cb1bcf9f6029ded5f Mon Sep 17 00:00:00 2001 From: Your Name Date: Mon, 15 Dec 2025 16:41:53 +0000 Subject: [PATCH 6/7] removed capitalization of jpg/md --- .../background.md | 153 ++++++++++++++++++ .../hf-access-token.jpg | Bin 0 -> 118086 bytes 2 files changed, 153 insertions(+) create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/background.md create mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/hf-access-token.jpg diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/background.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/background.md new file mode 100644 index 0000000000..215f7cc9c2 --- /dev/null +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/background.md @@ -0,0 +1,153 @@ +--- +title: Background Information +weight: 3 + +### FIXED, DO NOT MODIFY +layout: learningpathall +--- + +## Background Information + +A well-known challenge in parallel programming is choosing the right number of threads for a given amount of work. When multiple threads are created to perform a task, the actual computation must be large enough to justify the overhead of coordinating those threads. + +For example, if a computation is split across many threads, the costs of: +- creating the threads, and +- synchronizing their results through shared memory + +can easily outweigh any performance gains from parallel execution. The same principle applies to generative AI workloads running on CPU. + +When work is distributed across multiple threads, communication and synchronization overhead increases the total amount of work the system must perform. This creates a trade-off between: + +- **Latency** – the time to process a single request, and +- **Throughput** – the number of requests processed per unit time. + +PyTorch attempts to automatically choose an appropriate number of threads. However, as we will show, in some cases you may want to manually fine-tune this configuration to improve performance. + +## Multi-threading with PyTorch on CPU + + +The diagram below is taken from the [PyTorch documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html). When running inference, PyTorch uses an **Application Thread Pool**. In PyTorch, there are inter-op parallelism, which is spawning threads to run separate operations in a graph in parallel (e.g., 1 thread for a matmul and another thread for a softmax). Additionally there's intra-op parallelism can be used to spawn multiple threads to work on the same operation. + +![threading-in-pytorch](./pytorch-threading.jpg) + +In PyTorch, the `torch.set_num_threads()` [API](https://docs.pytorch.org/docs/stable/generated/torch.set_num_threads.html) is used to set the maximum number of threads to spawn in the Application Thread Pool. + +As of PyTorch 2.8.0, the default number of threads is equal to the number of CPU cores (see [PyTorch CPU Threading Documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html) for more detail). PyTorch looks to find the ideal number of threads as described with the following code snippet taken from the PyTorch source code, [ParallemOpenMP.h](https://github.com/pytorch/pytorch/blob/main/aten/src/ATen/ParallelOpenMP.h). + +```cpp +int64_t num_threads = omp_get_num_threads(); + if (grain_size > 0) { + num_threads = std::min(num_threads, divup((end - begin), grain_size)); + } + +... +inline int64_t divup(int64_t x, int64_t y) { + return (x + y - 1) / y; +} +``` + +In PyTorch builds that use OpenMP, the maximum size of the application’s thread pool can be configured once at runtime using the `OMP_NUM_THREADS` environment variable. The actual number of threads used will scale up to this limit depending on the workload and the `grain_size`. + +The short example below illustrates that the default settings on many-core systems may not provide optimal performance for all workloads. + +## Basic PyTorch Example + +Create a new file named `pytorch_omp_example.py` and paste in the Python script below. The script performs a matrix multiplication in eager mode on two 256×256 random matrices. +For this relatively small computation, we will: + +- Observe the default performance of PyTorch’s parallelism +- Print the parallel configuration using `torch.__config__.parallel_info()`. + +```python +import os +import time +import torch + + +def main(): + print(f"PyTorch version: {torch.__version__}") + + # Read OMP_NUM_THREADS from the environment + omp_threads = os.environ.get("OMP_NUM_THREADS") + print(f"OMP_NUM_THREADS in environment: {omp_threads}") + + # If it's set and looks like a number, use it to set PyTorch's intra-op threads + if omp_threads and omp_threads.isdigit(): + torch.set_num_threads(int(omp_threads)) + + # Show how many threads PyTorch will actually use for intra-op parallelism + print(f"torch.get_num_threads(): {torch.get_num_threads()}\n") + + # A simple operation to illustrate parallelism: + size = 256 + a = torch.randn(size, size) + b = torch.randn(size, size) + + start = time.time() + c = a @ b # matrix multiplication (runs in a parallel region on CPU) + end = time.time() + + print(f"Result shape: {c.shape}") + print(f"Matrix multiply time: {end - start:.5f} seconds") + print(f"\nThreading Information = {torch.__config__.parallel_info()}") + +if __name__ == "__main__": + main() +``` + +Run the python script + +```bash +python pytorch_omp_example.py +``` + +You will observe the an output similar to the follow. As you can see the number of threads is set to core count of 96 and the time to execute is 2.24 ms. + + +```output +PyTorch version: 2.10.0.dev20251124 +OMP_NUM_THREADS in environment: None +torch.get_num_threads(): 96 + +Result shape: torch.Size([256, 256]) +Matrix multiply time: 0.00224 seconds + +Threading Information = ATen/Parallel: + at::get_num_threads() : 96 + at::get_num_interop_threads() : 96 +OpenMP 201511 (a.k.a. OpenMP 4.5) + omp_get_max_threads() : 96 +Intel(R) MKL-DNN v3.11.0 (Git Hash 0b8a866c009b03f322e6526d7c33cfec84a4a97a) +std::thread::hardware_concurrency() : 96 +Environment variables: + OMP_NUM_THREADS : [not set] +ATen parallel backend: OpenMP +``` + +Now reduce the number of OpenMP threads using the `OMP_NUM_THREADS` value and observe a reduction is matrix multiply time to 0.64 ms. + +```bash +OMP_NUM_THREADS=16 python pytorch_omp_example.py +``` + +```output +PyTorch version: 2.10.0.dev20251124 +OMP_NUM_THREADS in environment: 16 +torch.get_num_threads(): 16 + +Result shape: torch.Size([256, 256]) +Matrix multiply time: 0.00064 seconds + +Threading Information = ATen/Parallel: + at::get_num_threads() : 16 + at::get_num_interop_threads() : 96 +OpenMP 201511 (a.k.a. OpenMP 4.5) + omp_get_max_threads() : 16 +Intel(R) MKL-DNN v3.11.0 (Git Hash 0b8a866c009b03f322e6526d7c33cfec84a4a97a) +std::thread::hardware_concurrency() : 96 +Environment variables: + OMP_NUM_THREADS : 16 +ATen parallel backend: OpenMP +``` + +We will now move on from this trivial example to a much larger workload of a large language model (LLM). \ No newline at end of file diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/hf-access-token.jpg b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/hf-access-token.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c02ba8988143ee47f95ea6939a2ab4ec31d7edc4 GIT binary patch literal 118086 zcmeFZc|4Tg`!Ifwv2SDF86`_uBPnFElVne}CR?_Uea)1L>`^ERSu07&PR6cM31weq zhzOZUF*S?dQN7>q&-3~H{`kIr-{+6#`My4P?m5?e-DkU&bIx^L=iF_NZR4RO!$_aA z5M*u+?SmkQ8DfO-KyU!Tz&{8k0x|r8A?PGb^l$hyOzuw}ItZfU{U?8-4@CbbKdAH9 zb^Xut@01xNOaMc#qN=(-6ZRX1(ZQjtgkLZZc=x*KuRQxzREl8#)LumQSM5wPMex61 zI#Ma)pFE)O&ZTRkZ)yrs8~0#O&wvo`z)%Rw`QWfiT%!U4y+Kh?4;DlHu-NpdJJlfK>uKd;$P`6u>(E{(&9< zz6fABkO#Dh*s1@J+rQM~^)IlitJ~joy1IJ(4gaPElmrbM_=KE4=Nk3v;eY3k|G6;0 zuV0re_+|GFHn9dNAK=?Zzd*Acm>s~R0Jjqs00!DbNAClu`vVJjhnd&`804pua}Uu6 zyo3Y*tQ~UBW=COm@YWu#24(;j1Mt~^b0>CWzmq5atdG%79>71kTRx$twg46a@O{q^ zLz_Q&+JghF|7v&SY_PuWAN-PQFo1s7PYd(2+rfkS;XK}+rhn>(D@A+T+5@w3_K59kBjIoex)2mdQiaG3QDEqeey*fYRb55S=R@SL;3Mmv1i$^Xzl z1VF#|0B`s9G2JN(cmf{^^|mzuFyIyZqr2;`{sUUz1kV87Km38`c!r$X>DvwuM?5?Y z3;_&ir)TyIu-l;*;OT|VhwAOL14Xu2y%sj zAuq@iQv8GYtAzcpHv!<+28xE(pa763Kgl1g-i*X3#nC90p)dQ0A{5oP<6CjL+ZCfAz=})aedrI0x>X_y6Dczp(%0)CD{^ z{-}mtKTkhhB^RIQTsZZdLk2^oReV7LS-O{M}c#zxn-F z5B}fn|MSKN@&Nrb`&$}+dH}x$e+KV^cfeo5Tj33mBpeHGgujMA-+}+MZ}dyLUVpb{ z{i{EIKra8TGm=1Ke)n@nKSES0RhCsKziSEgj0^=j4(SJ;j|%qj@(z{M1uKT9q-lV= zl7ghFimEyU?W{jLc_3)R>espg6L|d(?(!@I9l>sIZ@2t|JBEdzry5{NX!-{ycL;*G z*&ygelY3Zj`0x7YcM=9Lb0EOz6NV%pDM${`qY52_w4kGqA#@C~fNUWL=rqt*Z=mPF zPy`eUU4jyz6zDpX4dp?FPziJ&s)A~u2B;P4fO?^R=pFO{ngrUj0Ifg-XcHpCU@#^a z2aFdc3`4@CVe&9l*ddq>%n)`QW({+Ioq>750$^dVSlDG)3M>nj2fGJ*0DB5+f_1=N z!UkdEFg$D-_7(P%4o=5T$44hlCqt)9cZg1x&Wz5M&V|m4E{HCg?h0Kx-7UIex<_>N zbRBg4bRXz&bSre<;Sih+E&$&JSA-ve>%%SJj_|YaV0aun8J+_#hChZk133@Faqw06 z4|+y=UV2G-MWDeZ^mg>_^g;A-^r`fD^!MrO>AUHN>GAXgdKv=J1!zl(Y zh6siPh8%`+hB}5GFqRe=HW?Wi1sG)+HNaSOVDx2-VN7Mb%UI3W&N#?8&-k5*iAk7A zp6Lja1(PdNC{qH{ZKg*|Sf(MS1ttayS1&aqu6iWt6DN8fU0LuaknU$MWmh}j$EvqlR7?9S|A?CI>C^$95Nh7IUG4cInp^EaCC9Z zaF958Ih8m~IXyTrocWyfoI{*n5G)93gf8MVA{vo{c!n52ta7n%$#Cg&xpKvE<#RQ0 zjdFeG=H=ecZNcr&oyz@?`z7}h4-=0Jk0Fl-&lR2$o-UqwUO2B5uRgCk?`7Un-X7is zK1M!SK2ttlz7)PHzPEe?ejfe<{3rP%`Sbao^Wy~I0x|-o0_OxW1Zo6E1bzyN3+f7b z3ML6Y790}X5)u_UDYEL1J@LFlKjq_Cl|pKzvdgYdKny~sWhE0GA10+Ak(RZ%`s zEm3#TWYHSY2{AgcePY&PF=8cRuf@KLONbkbpBKL^-X*>&As}&7!dK#^M4QAik{79i z^g-T4Vv(OE`6YEF&q>~r?3N_#65D06D{R-jU2k`hcgya!+a15VdiS&xtJEQ>vr;#u zI;9AEkbBJc#O|rwGa=0)eMs6{I#;?+dP_!D#$F~-ra@*&R!G)VHd?k)c1n&z4kZ^P zS1k8_FXP@rd;Rv_-TQ7I-9Ghw-uv?R4an2UAC&izzbikez@TtgAwZ#6VN{V_QCBfs zu~HGQB%pL$DPE~T>5K9nWk=;q+seAV}A z9BM{t7_~+<;sN;so(BpJjH&ago2w_PcdAnlY8(tc`1s(m#vY9`8h12C5AhwcJd}Fq z#bJiSdWSKGTMz%xJg6C}S);kGrKshn^-ya`TUOgsyHtDr$nGPqNA4ZL=}79F(J9iw zp?0BMQN^gaqf$pbj+P(&q`OzwSND3;OK_a06q5WP`VcJcf3L zd4@AayN$ezDvb!n>c%m~?IsK+W+s^?qo(4f?xqh+3CA>!T{zZl#%^X~mS;A1eBbfl z-#XU1&xY3qZS&A( z(^k(m!*ylc7_# z(}J_QbAt1Ti>yne%gfUur_Y^!jz*we(a+8>oUuRi@C?P(!nN4-yPK)o9XEozzI(3w zipNopn;y%aM?AAUKb<{tHtXz?*AcH9Ud!Gn?;P({AAO%ZAEK{`Z=vs&pM_tA-}X8C zbJhOL{%8D~0(b)a0=few0wV(l&&!`rIFAd`49X571e*nyhrmKyLK;K)fT907OfKwd z7(QGlJU^TiaWdjrBzI&$)AZ#a@cVU(mg9FAf&x7T1Z9 z!d$^DTr|FT{}SsZze{i8RpPVazg@P!+VNAjx_m6V(mN~(M6tF--Tx6-!L&!)f4IG9mzo$-3W^^r_e=KU=0tmv%y z8|F9aZ%W=wzWFU1o&7TBKu%#UYi?LB?$+^JjkovQzJ8mM=biT z?hX|kEqGigUYJt&v&g4t?4I$x`eK>loD#;8@RG&SlcjxShsqw5iv zt#s|3I^MeEdRTo_J)yz70oUlzIM{Tosk2$DxvoX2rJ{9LYyNZo=NWCRZCBd1vC-J? z?dRK9JG?sPJJFq!U8lOr2g-O|K5UYUn@MU;kSD zb=@2FH+63hzO5h77-)QV_+9g$_F&r(YN%t_V7T|a>HGct+;! zo|Hn645%OB3_+G05M+B8qEl1*`~FkiZ@+Wrff4u>MJK3k{%(I>{V&OHpA?|}>i55= zfEqQm13P8@mvnm)x&qw%or@0q!RhGe;Ph~Cfu(=vVq^lVH@Ltm{p(`>b+PPRU{U>Z z!FEc);SAu9jhT`8FZ6#s-JS+Q5osA&xxM=is2|igbXZg0z|hFp#Ppbrt=&m`U?#eIc%Jq0 z_VEn~4GWKmjEcT|%8#l9aa&O(vD=sN5E3df!;9dP7Cgu*u;&0?nz%#K zFN*$a1jYaVqUdje{-$Sp0%C{5fWY9~5DKEvAS~_*TvMvAWt_>zHQjyt$;-Px*nizPXKo&9);~n{BQprffq?YTHoOvc*k%@G@Q? zPBrC|xs|jO=`@4YHkAJ14XV3gze{=U+#$o-p&+r8*Vahgr3-0FR(I3*tW4;V<%<4u z|KG<0#P+-2dV|+KIdK28K!K>uwT0Ki^Ubolq`XO!4}81XVeRlD{;QE{^Brrh+fbc+ zF`J`e(i4UUbYx4x2`rxi#y2B^e5okyYcN+M}Bf=-x3J zUsV_Wt|%QP1 zWXV<(y&96&h04gw_`9^SeUlUB^IAd*tEJhEc7FLz`HikjAHP*P0MA_OJRcSn~!M;8@K$6T|O(Z;RqmNa8 zLKL{T^@L=6V(?>IjLAQ$0bju~#R-hh zQtXKA8o45yccU)I`-t##MQIBVf24?6Pn&CVmoC`9G8r)xz4Z}7tji?R!f1@3%@}P# zd>~26>naxa5Y^Co+Xrt}%|GQUkY}Ix4f<;S(84e5NbP>dzVqaUV~P`cE}MJYqt3Zu z^9T4q;dOLv>dfJ+^$rv~R^1Puxoh0#!u@HBSoZR%jbCYL@?ML1SS7 z+>RqLf!`PsB8I4ezi_inl!!`{NgnNv6KTozDzwNsbNocs!=k(y%c=#lrz~=>?2gT0 z3oIrZXb2TTMh7w_dc7lKJOcOTOH&ZOzyGc(*^21@a;W~aqlsIlK(E}#T;G~Z@=Lck z6)SHzIkEaMsfiefZ)guph#u`lrHZtQFePXo_8o1`DGABssOA11-YyFtvnRsH%$SZP z0W^<}ns*^PHUN__5pg9{JYY`iAo1X(h+UU0vb>nHoF|<>QtyV`_Hby}oq8qU@-Paw zx=vC+B(=dw?v6l+CnMcEo=kTT%{ubV)@dZC7ul`3=GxpoO<&7(ojlb2cpK6VQl9=1 z1<|Uo9hAmU|kn6kiwnaCf#tgO~Qe+MH4`6YUFQL>8|R$q-JcsX$jX?+J@BDybez`oLMPA z4fbum10BQB-e8_stcnsgHoHh0Uh*rmytVQi7F{&NaG8U$vXau8TT_;LX8e_gh7DV@ z^RMXQi}r>aNFwWM?SJ$dZbMAZX~XWl+fZOW4t;g9EAFge{O1Tga{s_I`E-}WT5AAV zN$u^-2Wl;*LluiF-G(46?g93hc8eTvS(a>95?lG8_%>V$)@M$srPulnk4D_&W{KKb+-k~qPXXB z+3g%SS>Oj?-`?<308cxPZbP^Y3}dW3sq#Ur67^Cm%ya&^mdWk4*&fZc*Vo5pOz!ad z_(2X5V$|`|wzK00@fq*11QRStOS!$UejDneif*2wR<-i_5LUY5_TE+aChle467{X6 za`{mD$f-pu>6TZs3g(L@k3a5W>5xQ@t?^TWLAy>E+^20Qt&m{0KAGQxtWlVyKQPO^ z{L`?lFsA(ThM)CB-CEW6+TiuCIUhP#Z@y&tk+DCI8UdsZ_|k!^4n~4s&p|pq22B%cWr;G=&3UqxBWI|fu3A0kCTerqOmp> z5>6nmq8V1z?`j5KdxMJ%o3Anz%kX0$*5#333cS8&eITm-3u@mxrcHh4+0NJm)#TH-l_~1jviy%FQ2jlWpDtM*kR{oAp?o=F_pBr7 z?j8x|C*tGkif^J-v_yp-3m$>Fek(#qgTeU)O_B;Id*HM@J4usiAR8nh^A9HO?#;g@ zdg}|`*gB}adbxhDTb^{D0B1Vva`@mfd zW`Ufir}`dT&5objrE*&~w=nC-)Ad8nsUIOsu{8e=B$zpX9>l+ldkyp`aC}ye)K5O@ z=!+y|Mb=O0T*bYhl#M9Ka96&_!q3QAPc>I{x7_8v#rYk6H zgznSgQ5#D`cZR~+{Y_0c{zb90J`dC5X$I>|a z2^ycm=o?#IeRMpH$Ju3| z#)vv!8ZTF(=hW}tyTA52VktOz8`28Af+obw_Bx>jda)95jNT0s?9c9p6#0fsOn1Pf zg6QzF>0VYZoI6F!?W-_xC^{V_Fno|SHj@2(Vq)zZGovTOfLy;yr&B8e+mHt~UcRyW z+KsN9uOC^B7GCyML2(|SfBGm~^XwBOg%>e@Fqa^>dH;P_C7SE=PX$eCYjnV^t;`F_ zQJ)(0TuflC{XUE{?FdJb7H#(ipiTqx&Z`GQ+I?diN~x~G;>yv4z|mD>poNa4wNl!< z+1i5Yxiyr_V6Bk07JW3s_o}L=wGEApP1Y~f%esU$rW*ICi0Y*V-JqS_h6qjrV}ZDB zh{BssW7V3s7+1y_&OC_07a}H>)h5jzy%F!h`>hBm?O`VxvT{l2H!!QH94=f0{)Xh4{+@wVk-i$96g5&5 zv2&{%!UAzolxPMLZ>^xN9<4=m{mW0Bu;@+IqSrFfNzp~NIr9rKk9OQubKG*BEn%%pyI zA;AJQ#x{psOTlySOm;hF#N(gjh--c|N?>Uly%6ZFugTHn`}&l7BOUezdMuxYupNqZ zBFc1ipc^u}L@n68HLs-bk}^6s-e{isG9Npl#*{fHCg5GJR22KPX$~8K1+xq{3Db)L z_HLSl65;NuNKW=cpJ;~ZyVI4Ao>&APtgdJcHd@K{2$Osu#uZtF0O}A=hv|rjlf!hl zQP4!S&RK2>tc;`*$un@gx#5O+OV0cNIpl5XV`;0jHp>pC=NPl^w9rC=$H28(1QTgx zGn*Kgynbdl^tp1^PyXqJ>DMWI0-FTW=&zE-9BG9X{Pnu9;rORPB-4ob?3nC%)VS`R_V2hCE|-jG6gul@nx6} zUm6=wQmHs7(ys?u8<3Yb+oR0qAU{UZ&~Kiqnd(m2%+;{&E|-@p)e?wEj3L(V)@Ptu zYOC*lp-hs) zwhv5JZ|*|Ye_CDo>avU)-+E?IaoSD3Ql8A*Z|)V$_r#Rz(u-F$s?7@yrZfwb*E;D) zVTa~s$($+12Xi^Gt6noaQGFymPoi{dOCk% zQexqxX<*r9lce#e2{yd?_;bQ&>bFW4ck|m9?GJ7RC2?uShc{oY8-Dm?U$iCDV=F^G z=s)*=n+LG%!QYNL?n@%YzJ%7X4Uw&zE!#f4^+hew4mI2+2@0g~P^}s;`<5?mR%yaE z5Nr3y>XMbmO?}u3aZHVP@wo*Q|t{9se;fG~P&!3Nt3Ng&yaP`Uv{xYQl zoV0k?xFHOoiq;S2vS-xNSoyM8RZZ&dUk@nrdRxY3exBGR8JI-Ozl9p< zP{PeWo*gebQuzs;fvvG`x0ndDC3szHQ}M?5f1pXMSo+b#-mg{Uyds}?ekJvXy}+7S z@!p&C1>!T#4=#Q_-+1(bm_R9f;^L79B*^3arI(Q!yDHeqi1F?)N+AJI82CF%Cw?`Xu|!1@!!> z*u!AK0SnpXFpS?z?Nd1-i5KgZ*z=-4OX#)`)~_i{E{@fx{t&cmw8Y0bxSe6)et}hf zkK_UdMawL~1x?zA>_IV66iJGe=!uo+fC~Tn%gxBHDjhTTBMZ;=raRp^Fl5H6GPSIo zFcucpj)VVn0c}lUKfY{3V8+&!Y1hrs!0_t0hb5RH#s)UCs0FQ2Wbe44IQAi$q+j^y zz4@Jarwgkmj4>4s`aWJh5qtXmRlEy)99NY->A7=r+?x9E8AS+xdylws60pje_9m}z z&A7s6!lK)OqRUH49x%E2#*?!+bUbz;X@Kx$m5o80@jM(^gTlQk{9%}zfn9z08T-?F za0yPp&=7lChT?>2ACUB5#ScsnIZ}}jha@Stn?GC@IhgA&UQp<-Q+40P@KAzKw!1~n zD9bc!hu|yC8X)G@>WQc^`v?Am*-6Lffx7NI;7zX)=sMGF6L_fv`M$z$j zU8}jp+W0lLmOGoZk=B61tpF2zwih`$fVaPj@p2GL6Pe<&%g7RwU5hwig zw+26LWj+}{Co)3%?E*ZQWsluv$muO|2oO^k3U?C?RMLN4oV2ycM9rmW5ixUt*S=dQ z+Y$$^<-UE={C>CXZhoSCq0z^hQ}1JOi6CT` zf|iKvZ?Bh{6YLUgnY15lHTRL4F#Xge-EddfhBsSo(ai7KEk@B(0{Zc=1th^LP=pdj zDkGmDN&+Om*d2=qgU%K+sf!%q$^v4T=+J!RL|a6I0^q0 za9EvU4H#ty3|_=!?&c6_wv;x7sUNs9*;!2#G`GUvntyUZr`KHmgpMOM(^F9)Q~t2d zxzvSzv4hh^m}28KS+WF0m)eZNjR4`sLL_7V&2<5DLPmRYeTHv|a!5$2!`SHy1^fHf zWz%I7bdJuf6v)8|C>nbswXltj5_V%VYa6;cjZ1^~qQ>>XeCtM=8utH=coww{P0+lu zKlPF|R?R1a?p7AWW5M7D9-!#w31H`E(s&J#W3gHUa>q}J%;Hme@$zOdK5iPaFOyV~ zHO!w~JY;w}xhR$cbgLPRwC1=`6v1E{N}_2ukR0$;N?$O%rNEI5Me#XKNp*#l)pqjM zA3l>Kd?u>Y-sr8a=RQ$(>|h2(41~Do7fB0%yN9TE;&#jvU#zDx`Nuu#{Ms z7S_#C9@py3 z3ryTIC|PsarM9lg?>jclF5$jdubFde%A(qr9}WC(hm)z*V65!1=*F_gnox_h1s{*2 z9lS@Q11`nXEXtLTuR83FutWt{w&+9 z#9t~y4~T)e=W%7=9vYG;ap$qPM?-;{P-Y~8FH`d+x3m~y#t3t7eGEzCyabf5AZ}(G zY5*Eom~fh%q~#t(_`W{hKs=F;cVf$5dGYA+21{$+7kiI*`IGW0Kip1^Sw5Xofz4wH z(b!dD1fm;t301EhE+ZUkcyF47wmYNp)cnj!)VV6!Fk9utBgK8L=$lxAP4(mr2Wlx0 zZYJ_c;_CB~R{`oAQidNUt!nh!^nRMpdqntX^Xsjh;MXkJGb(J0Q3E?Op8=8lWf;+Z*nli)2kjv^n;67;H5nsX^Uyfij7Vg?S;O}@K1 zfl8$KK)fvm^x&`3k~E+&FQ0&MR?Mos^1_ z+&?qXmK)h5ULNDqkUpoUY5z?P$nY5L?d2}iGej?9qR{f)Od2*VEPsHc0Q_yic(cNp(>`b+ojsG|2DaIe zl*8;V>Aj@rg+gDz4t4xE)B|0B6Q9voACS3X^?}Z?lSFAOHh2u2lr!0Pngv@wdT->5 z^)UHxT|`rX)9BQ*+nWb8BDnj=t@CFjISZRG1doh0?+3EI%41&6P4I~E*1(cZi=di5 zOH}UI(~M|ZBE<}l{|?i^uU^fGUYbC6$crCb{4#OMwI$K|{p+0d-PsO&>fhpz& zg$QpjcQSyM^lx1WOHs$=7pK8nMZN=~AwgyC_XekB%1%r~SyKK*}ZbQ!N z>^lu$aD_DXKn8O>>hfvCuoo#Th<`RwN%31sEZ3M#WuVgDe=VBIrF{3xdv^G`D-#G5g9V$Ym2C* zFC+&kX1kO`yUlg5M=_2jIHFUxXmFA`VL*?tSv_Z>E{aqS0S$rYt`HxzV=>uz%1 zc@rUHfgf`x4}okUm<|arF7N69dgFa5IwY;?SVaOhrK;5ie^oCeqt`I!sC|4g`_XT_DB{v!ExZYah4-|5Cx&2GIKI&y{b;?4GVPp@4B(JFj3+&bx-eN9FTv_uQao=_$oN~E#E0LP+8?lEMc&odmubyOz3mZq#>1ETr!H|h6^r<|K|PTedqS`j_= zM&59bXG7DzSDbS2F%)ia5}ix~h2z_oPnMXyR|uUB>C9V5FCIEd>^);^c7@#m>|MCf zpW5n)Ql!I{TbQQ%rOej%`Cy*2 z`zQn#D)i`RF9@4=9inxka5Ksz`9caGlE&&8LPT}X))jU|DYPo{7(R%!a31_N`ebnI z-q-Ts-Fb`ppZf1+NeLqZ*XdJB`uQn8V$TB`B?pVEnSCm|c7w>0-Q}y6Ok;pg#}K4Lftx(k$Cz_iIy7y1 zmR?&Phe&%XYCr(nMlL+>*^C>p5+?DU=e_DSB828M%kB!kcDZ=BUBBszrYWGmO^k z)AiK`;tGvT9*FyJM)&Nq(JntU!;|%t;Zi~+FI3IG z_Ll52{_YA&3+u_+t_JT&OV>&$vaD`R*Wbm1lXBe0>E95Jr~b>uK(T3v-ded?;ezo`DI z0mM~>TF@xuL#>MA2dD=o-ZA}Dh^EzH0G>u-x{wmJDHdEyaf0u@D|5?aV?^HgL`3*3 z^sx5x($y&VYutU3R@$q|`Vsk^jbuTn?%0OJL6E;dm?TYPg@+VH_Ti^z;;omcHtA2>#acg*sF2(1>4{RUA#@>Nto8R2JnivNM<=64H| zs;;o2#*8U2A_r5(MZ$3y-^HHqND4l4@ z$?_>JaA?gA|4~*D^(6eN5bHx!J@CHw7OtA#!*pn2a33s0;$Da-4*9B*%=8CyEuW_y zD;p^Zdpthn^6Fj_^Y9DWDeZ^;;`iZ{4{<`Y_k|)f4vHY@5m)|jOm?*i*VhbJ zJwD;u;D2sPSN)aJp{67$q*v}Eg^236+_^YKK?iCX;K(GJq;R!c>P=f9y|2s+Ud1i3 zyMPzFZwiB0$4&Ha<*?oF4R-5+B2a|T>K>#Z#RRC*D8+6l*8D(*4_@wo3$Iy%#ShoB zd123Y9AnQtE?IItu`55GE^+VT!k?|8nk{w6@VV426NaWFB_u)~a522H0x0Sz* zpYu$ch@75hD8I`;pJ(Jh#NzyPPaf4AsKrez?sma`YE2yixTPI_m@^!zpXQh@()N%d z%$tbpnzkHAzCY7tH4KbCbNq$-!G1Bdhvoh=bRM`Ytb8m4D(J-EO0Xc<H?y;PH&5NEiPZi{&R=!Ph;&$c1j8<3#<&?NbRj)9BV zT8Tt(Bu1*z`SYkov&U*bN0(2Y-NGuHq+VIcMp0@rGW$K>8QVPxCv$;o;dQ*l@Ih~qoGA*WfV$%DeXBd3gCT^tbAq@>o-Vvq#C zTuKER=S6)z`!mDW7WPvL%qCak`evUguQrfPVv##$_B!0V0G`r4Bi5E-`HVnK)eI}G zsu&RIrWrPu>UNsdKCwLZ@bWwRO$I=iHgtR~?75y$ zAMRQSp?cARhPZMPDTejh>SNLyg^n~f)>kjv(>TCvbCWL?n1xOG+mJQKv5P3o{hhOa z|GEF$JlG!k9cKSTF)TS)?SVZTsI(aN_jc2Ym~^T&1rx1BCmAhw?5!b{)dv`z()C=ITI%q{C!cn$9*fZ@LWu3%3)s zvAhjsf^cneMUl8cRu^5=jVFfUV>o-k`+hu;*Xon-B~4BXc^@yl7;R)~>Z{m>D)p4< zB2Ng+R^s-)~1=EGwqd5MQoMfoOy)qaCMl_{)K4^KfW6>n*QO|T@~&wWqi;@ z_e;(rb+~FqQWkC0jwo=$6BFhZ;ba~}XSPT7gYeC4%6=F1Ut1us?iCD&ju-?7MLhGj$M#)l zL@NXCWqBhZF0o=+)miM-Ncdp8^EOm#WrPt~St_DyY-|&yXf+UpiK!x-ck)_z%)d@_ zD+Obge|HwJ@hq0`3BR8FojDA{x1*_lEw4e) z8Q444ULsRM>*2ZS{k3R*pUsK8`M6raAcaA(&{vI88D;*1M}-}gt`K+yPPL|>TVlV>;8C%L1Z@snA${j2jeT%6 z^xDUToL4~Lf%gp^KYJHnWR(N=>yZQIqTQOIc{*4hj_;*iJi0+5{i2Al9fdiO41Lm8 z!vSAEQmK16j&o@BTfSR_(77TLse#AuA$#LLTYdI|OkJ47@EIu`mHKy~OW(s^YE=4h zHG&vv`K5@sx`}^e_m>R+lm7R3g4`bdJ#GDG3HYC}3~s;wk39b;>GJl6|H$)ylsrfN z$g{c=_;kt?e&x*`;DSX&HndL&u6B?Qub{-Lw5@z%j(mTcExz)&P`a}FfhaX==;PU= zAJcl`)`i!=L42_1Mu=EnYk5dHm5Wo#B}=$Wkrt<(u#wmf_2yp5dTZg9bS?CkLRFEwx3?JGU&G4q*mTH&6Y+LmoD9*k0@F2TX zHE{hf;cTCc^%ApR6NmWh=W{87!<$v44Kfe#^7hiCX+xN2N{!kY^DcBQ+y|%z6O%Jh zyEklW>vOj>toqpkl8w=MYN;R3Tr>uuae8HHIZY#O9BeFAUzx4VT@$aubQ;cE@ajIS zFS}38V?!OO3e#%w9=PErW?8;FN$_J@NNPdIQDoJQ9s2ur2B#dZX=-#@B3nZNZmbE>{DxjSs&n*q=<*|Ie35{}+9Yh1eebJ(T1rG_2R` z50}E;!u8LEKhqR3MT(fh(N%EFLH-$Om`VlSu~k_S;)60tQ;NpAPMoE&d?%EE5Z1HA z)s*0$UfqEyh|m+&^loNpS|{rE_Zrqbk#u%`DQ7Z8=WZJdEeOR)(MFL3vucv!7KP{X zrX`3r#pf>-)NV9+G*TtD(X5IjBb=`I*AVVEI%dz2XJn zZ8Ke`_0NjzZYC*$SSvTlzPzoXjB+@~Ma|JO^;HhLSMp-7j~!;=@{1aywf2+y9|zAh z7Lw#gDPpr^PTJ^BSov-UPH=TX-ESZX!?$|wTmPECibam}Aos^~v+9H4Y*u+}65^#67uXCwe8=_-jIGaMRsq);eMlwv_1+YgPz+yWisg{D z`GxYgWiro1aWaQG`HMJB`MoC#CcGumBIf$G>v?e-3XeRlTI31<+W2j!_1cd_J4YubeUEu_ws*k!{qD>WQM=}dp1QPF8ez&Xe zVn1wjLj&E}3Zx=)L+EegB>R^;IxY@jl+tRNOtX+6Rl>a*b$!8 z5x!JZMaC_f>#VGeWZN2&a%FS&6%3 z183Us&)fuUS$rkiiZYuIa>BlI1D$K0hd$_HG&f@xyy)p&l7o9Yf2MP{YyP)So27&Z z3U340TD@#dQ;7t7hnMfoM8@DV(oYXNlO;;DH)do?n|ll0&&!exM%mM`9<~!Te4X)4 zOtS0iB=upM}!d5p3;P?ymn@5CISn%z?sMS() z|K~d)8ey;p*v^occ8wR0H%&H6caEl3?Wpc$%$f66o z+Ej@R-KPRtwaa@K=h()>ZYhL*yw=YiD8?XtQNSnFoBvq>#|12yu-s#rh=J|sYbX$= z#nlwjSE1(a0i6^TS3BkXwatTT>O#W_AJ%V4XB}|Cy3?CiPT#R)KuqXwrco;}0f8h< zua4QLUhRR`3ic94yHHmIMl>YkpS}x=$>-47A}gY5AJc~UTd&n5l@-jMxDk1%myt=G z(6H7|#L`%+iI-`duA~$)jMj}2tDA)@r{we>tBqf=ZS+T))kq*~vCs2n-v7w#I{2b2 zG*ZemwpYtVI3?rVI_W?OZZ;`S%@0)zjH|A>p2FNYM5@Hz)+fW`G`F0^5KNqVFym5b zW1d_ebaql`4!e6B0)bsMJotiuOhYgdQEN`bX=SI*(_*c)m#zFYxsP<4K8QRfDt+C^ zAwnTgv*oH*J-k-U)db9s^&>Zcrn&*8@xk~4gG0P7a6+mZDXPss@3VNrs^LRGpw64P zO>@MgzY;i~6)43?c!l+9w%>qF8NF!?91kQN21ht}i7U9Ztxm+4@g_G>ERK^H(YqqA z=(y7TbxQGOUR?G=i%q9p;{CBX#Xcu()ZgOXm7@2GHXwQ|NXlT36N3kzK$UD}kp#&I zOozInIzq6|3loy^<5BrDrz(BhukNB!w@=!}4+#~RE@Y`&mKN}XVa1dpJE-)#`ls1Ce{YzG$j3g=ZldM zYg(l=piu;UKU5+(e{hYRubCy>Cgdh9;4fC!>jj9{I6>Xc(L)wv75?1H~?Gz$GrT@%=}OK ze-ckHe|=;w-yRCi!s%~14(S}UAe;H1Ib!Agh!QL3^LwnkN0O>uw(VyNXyazPeCuNB z0u47goV@i}4z6WC_^pu3$6k~3xgW>(w2$TtJQhR`^*t-}#a<8Wmadh{+}EO|1{Lvi7t}3M^S$6gHX zb|Fujqy^Dpj;UQ4^3$YFB{=2xV-e%WMtL;sZyj**bfANlI`){27VaNv~q*npqfN$XA zgTV1&EI!T;1=mJ|%u7X4izl8fg(u*v^?ww4yD#9&XE&ls1*hMJpkE>=0$rQ0L76*% z8@6$hku5alPh=U|+c?P~iZU{lG50}a^H;X&8sGW}!(P%tlxJJQj<>r5geV z#>OsGQ5UU_B6ql{gK@_)(b_RjbGv58c{@}U-!#O3E3I#Awi{DgFO%`>Ps4V7a@Njb zpmDW_SAUcsZ)%eo=4VOT7EYua#Q%rA_l#;PY}bS%h%_Pe4ngT%y3zt7O%wzKL`qaT z2#8W8BoqPZ0s;ckL8OUvDH1vgA_7VYEd&u!A_*k~Q~b8?ocEiV?|k#;oLOtm%$y%A z*2>!D+4uA8{oLict{c1_*whG@`Lgk*qxXxZD7$|q`-+iF9PNX9UgR0A7Ky9miiTnS zV;ur)m4WBPp5x9DnE?S1Xal>D*v!SEb+ZIGbL|g5_wL?ljru6vWC!mc7zgWfi2ye`8 zdOIW*g}*`tUnS&zE8Go;+EDV*E4)^~KF7yL&=&3L}K;;L74DCB<~^`F|T8qOn?n3|4TI=T9kEONFBcTE3zPQtwdtLk9 z&v(+({JgkBRu#Hi>b(+pQAlAw9-BG5OOiG1BrAP)Qzw~V6qIDJnjdR7e>~Kj99B<_ z;_)>M@s-R_gWYvHPPTWCT|pZ4UQq7RPHK=Q=-C+6>i3%dI?w(+`+nuaa{cRCh6cIH ze8yK6D^lc5|CM*{ID!$9*V^V|Ly+-0V#QJTIgAWN(lH+_G{vcQF8@T8qwrbu z^j*{CuZh^c&o4Iona@?E$esSjbTs8d1A-tCJ?lX`H5;Xm-ROFC5Y1KFnfle^bzK>T z*XekNIRU`YVnRUI7_+sRwtviZlNIX)n!R9GcKL2yMA@&0ktQWl3ne0 zj&oykz&OnZQF$sPT^MnnP`Z-}_;BA_N$U6x+Ew*onBbwDhG5|BAmtke&Jn$n#LVbylL^ur+QvxXK+>4Z$odqYIh5yA z3bF$L)y2`y`iwHY3eYS*bA>P4)mVfO*>W<4?uDEUYGd7yG5cKbF+C961A#}}8MxbD z&&ij@Me2MJF=R=q$0v=MbV91D- z`WL7P1CQe&H#rnBP}<@+*hJFWC;Cu30A8aOn>IEx9d5^0+W50J_}+}0vjyMl5h0nU z{TJGk7~E~Of(I^uXs-3Yf&0fh0LnH{LE3wOkb+{PaFo!DFqvt;^e)sb@=@oBu?_)R z>vlDTtyoY5b$NF_7B6KX;OEFpF>3Klrpcb<}R{o{YY_AMVJgP{M1y!VY zlz8W@T4}p)PF*3EF;2ryB7n?zhgCBfMzS0}>Qnl(j{nuZ9({fLi0|6C=Lr_N21}69 zs-#QEv46}g3R9sK4kQAu6#z81tSTdFsepgP;ceB``D7pEoBGetpfeReiwE0?wml9D zC7$KK15Ds@WPijwdVZ%T9HYV>VRk7AHU|%Fc$FU%pfSnB{M5F;uKDA!yQu19^!zpK z%$4x(JdPic?SYMCcJ#*Czz36}3t5I+! ztzettpe+yK_o?Lv1ALv8KE$JkUlO0c>vuh8AF&~o5=|UqzaDnyobOAY27ZI`ir$~= z{KL`e8{ok;Fx-CnR^Hsy@XhGH^3&?>AJUaM&O4yZ-!VQHajf`^M*o+$=0EXr|8Bh8 z|7bJ#ZvhOHzlD~uKcM%IN%1t)!5UTeG9DTSEH~g)i0fk}>8?Xh!ASgL+Unavnh8&{ zmwcb-spWm4JBLGaH|ZS4z9$J_I42^F{qOd*EoH^59F3N?Rl# z$CSBfOh`df_1(dZDe{gZ}xI~9FN-jlWs2c>`P-Wc+iuxpY&Y1NT}RWk))bw6HJz3)#(U_9(+7-U zOaRk{1DyYW%q5%NThqe@2##Y=(wU5$brt%hx8It)iMY#Xv}%6QPGS2{x2#B>>h40B zXAvm0ny-d;at$v$y}eMhKDM(>=-enBbVg>PI8eS1{|b zmb7_S6t292)if-S@ZTs!p)keB_QXcA5pCjJ1bKsD^KD;yxgWPrVe!{=5l(Bp6QYtE zOx2aS^e19mL_p^lH=B0a0hqTiLL3gB(S)Vxgp~r=bv|EW)MnJ_;OhWGJLF*S`R{W6}tJn)SWH-*+TIo2ho9!H~ zXQly5(k?xG3@HE)0N5so)A(OG^%m7Wg(^v}u0Dw$zqT#8J^k3xC0n~Sa7gxq{~r=nk?hD2Ck~6d$_6Wu!Q|TDt}tu8U&4arQ)8n|fOy(!-_reZFBCQ8?VN3kP zUTU?08U-|MAo*ie1n-c5?fIEXHBy!?+*_6EDpBwkw)KR`%P&!S$ugT@l2j9=7>2V3 z-T^=4wpWeA7U8{8<0p%|nchIwUz9eJz7A!9YvZ@ZqOFGzEcjo=XMdnm`GnqnnScIE zQrpzTGt+%%;HmschytA!MGD`EZAu2ntxG)vNJa`Tp%9kp#z<&wOjza@O8EhH4^`Lj zVPBNGv21SB(!*No>4_0qrgrF=V5}d*@V5F2m?m6mlZy|Mr41)7JRxkXkvHd<&m|px zc{{!A{oB(80-U(hU7DCRUOgMK=#SD)WIvLXHulgnx38drlsKbwk!;nm*Z8X@s_1^5 zbWllHvYF!jQ-rwt!PipTtG|SCM`uoFq9?H7!pSiM-&BX^hg zmt^NR?QGfE`&{Y!XYmgmrf|R}EN4e8MgEKjL|NbaLVaP!SLO#)$o!kMo9S1$jzY*1 z$lCoHoGS)`MgmF+k(ep8)zAk2V|Y-|g9a1#1}DGl_r$0;o6W^djh31`!r0ju)9)Wy zL^gs}QFvQ`zFvfd4lIFBQCLZ$k*9L80Qnp!)!k0Adn4bx;GCGD75#yw+$-1cKKqD+ zcp%#B334C|sHRQ-)wpnvE~RC;&2s{u;{wukXs3Z7Vj6Mw(`P6x-O#<6OOhnkzSwxML)9*BwokX!$;N@#@6EyGf*a!kE`9N4l!1# zt-CL`&X4ZLl#PY!o#@wsrLm~Wz*`0KKl&YKpq-hx0fNL;!1wGNg0)`rhw#DuGUl9_ z@4s+%j;c!XI}?=anYDGvacrEPGrld8qYK|j;qaRsu!;C~`$bV?)(vMV+RLM|PJEH) zv+=6%@fiJJM_@cJ5G=E_6Mk#0e?Yi1__fR0Zmgt$NPk~RhhLtYi-W{H^h+vr76qRzC#}Koy*FgaB&WvbBFdNoIW#}9|esyQI;1H*NEz)at_e_pY z)-_AXM>>GdoYs?Zez62X&lhg1wpU&F_HK*%0PhJZ@HS~}k1{5R*G=P~H=@UUNXrc~6a*NGWJa?6= zO_$M-2R0_W<9@u96Tm_HrThMJi{qGe!&s zC^ftaO}Dz?VbV4mpd`6}HWBR&=}l;kxv%PG0-W73i(n^#i6TIxhFNKfL7ZXng;Ub)?InG9)H$A06=<~N24qVZ-ct(@ z{IpSk4QCw#!@F58_AU6YF(4#K^+SDHr~u82qnc4p>z@mra1s5Gfg+tbiQuI^hPuNRKF$*#6Vw1-v_yk2_PC8%^F-LZi+=aG(ku3Dd-xES z&eBrl*+*HaI7%fjwG_lKs--4|CPe$VhPQ_;?yuWXwD2_}2N@~?a6OY~Wd)_nE4E&7 zJe=YkYG+*xzsXi+9?8jHV(mayW|9=GM^Ge{Vt^+=ks#Y62YB=z$Yjt?MQmJb?TVWi z`fZh3yX>^WfqYo;YsRwR)|<4-dIe~{c$TR932mg_TH7NO-bp2Gtv!FIfUFM4-9D^r z8UjCF)twExd$3gRD)iaB*=5A{fyi!^+36>(CLzslvW+$+*Ix^8fDGPH3s9Jse?ZMg zDZTFA_%RwY0B}3mFJ?e8^Ox$&Y4AfW$i4F4U(}jX$0>J&*Lh@0#ks;ROZG1levMO< zfMo%sk_OHi2vP+9dVdrRD)1ccE7D7YH)U|AG-7YpjB0KF4s5RV1J`_bJqrEeOuuQp z`HBy!ns=_b?j`jYIIDpqL1R}Wpl}7?9UI{8eV?G~*AY`;d^!OcvGpYH9Uc8RXW@vx zY0VL=*SAm3SN4WGh!esB6{pU7+*OB90fSJX1b>2hsgM+tcI?O(Bjz@NC+g*<7B%?g z437=Iir2G3qExIkMfG!qr4$`_Y3Rqj2|NpgRNW)@gmRw4u2D zk>B&FXFIa7KEJHr<#Sv5K9Jm7W{A9EJkiqa47h+$+^C3Z}#=d>QW@oeCJ0w;rldp0K^a{PFq5C zFj9Evpi2*k{P-R~TLw8&EMcDeDx`kmPF{XkM>ASR?Mf=qw{bo3#+KdY<}RcbF3BV6va!`9u*8ug%@uqm>!LGj{1h@Y$YzfBo zrk!x4JD#4#a+Pchm;Lh9*;Usrp2k%?IjHD2xRvQ?Ik&wSUB7Rur0z0pz!ecrV+oD+ z+qm9EYI;z6wUyMiSm06%Fx9S}&T_ArjD-PUjRDs~{U8h@&b|hI8-EaWhAI({tzyOcK&4fp%+PKnYcR?R3}7p-Fk7haUVAYE26AFljHo9-MfKikw}C5RL{ z;K|<1k3wcm17Gw{)fP&yPF!zSketyhPPve6vCG9VsH$Va$wCefvt?((09MNE z?r0@!0oai6u{91kmGw1dAB5o5t?&=8M>vCj0a3NLL5XM7SSoV!d>^paHd|R!IUm>s zI^8EeK5~?%R?*nu*QhB_OevJ}Pzi!fN`@Q1T5Pk}BaGgqTkFu*GSzao-K0D{_6IvSzeq9^Y+RN{8$AynA zPm>6x@J`We$Qz|c2Tj!T&W@S1PeSaqSSaaiV@7G^;H)Ji7OojGUMXqf*YUu7%_Lng zvy4|`v&wUeW}Lke$&0+z6pN503FFO%*4kClX>z308~6_huuwed{tqXJb!*I0!&-OR z_yqZ>EyqcbkP-MA{_+_1h{B`HW=%{WO%MR4&U#0({?|`FVvtXVylv;knESJ6AuH{D zt{-}qJlCw9h51y6iI&@^A4SLMh z7`qReCUzH!`k{EMpRW9lBvo=)#6vI}#RR`e!B1&5Mn`&!4qsqE_aIo3fm>T$1L*0RV?Q$ZKUUc9#c z=~k{D0anR7adR21AT)HVB1PeB-2XSL_{K5Y%zJ9aU9fM?mU;5;MZyIJ3n{b`^ zCO_l!gO9Mh)NGt9eS!BWPMmY>RL8-j`qgQTrD$Q(&Xk#tGm?o+XN*K_Oaxe7rj#-K z?K9XWM2c2(; zCdnVag>^`RBpRIkE)W9gmPT$IIzlXxC8zq={nwfwvBuw03g!D;qjCX();7zlredeqBU?ex9S z{>ARu@xhZFovBg$0a>HG{0~&!W8X{8TbPI&gaWMiWU>-zcLclv6QCI2Y1MV(G>=a8 zg^N?_C42BUPsn}#D{ZdaCivBypfXa}M^;whOPm7%0YW1@=5Kj94ejY))AQDvXe})} zs2vW}i}K-p7=W!jOJ*?*bjmLI~yfVEPU4J?Bg5AZZfk=I5 zOVS_|3nSf*a8dC z*3-6p@Nz?WTr0@%-N}r@FR&XoeuUX>7d};8cD72qa3{;Svhp;qryhsdNiq2qo|xlS zLuxv(<^BP&MkK?XfRsy;m`K}a&f%;{v0{*_&hx~yyTcw~vJ6qQ_6naqsTpNB6svGv zWk*HA$Gf8|-81pV!mavBx`wKIMgonOQj^#j9#m36%c@3C)3vrDYdWV z))?w7Mb6)S()pfNJD-^Oixd4eb;y7pKNWYN5X4FXK-x1Q6Pk-bzMd>bCoP|^OBnK+ zMu8NW6G{vY6ka;LUs4iU^yZk8>$?<)j>%?B;Xd~Nme62yX zqSV+7s^=!jk;Y<1K1DhAck4!sA(W}vG`S0HNv^S8v!P7$A%$Tzcf--kWxFkg^e;?F zsnUjiKx6|J`Uz*;0A`G$NXRHAaIYt}BiE-me7TiI5^JiL-+M>;s~tpmCFhwhgn5dm z{Ei}SQe#nm0LIpFlspCaBJDDXHJ=V;3(%uGa{g>qUxapI-m zP;_^AH>H%DrWNrGXyAYx4dVP!qD)YJ>8{<~(H^NpJse2plic?%E-_mYl2`tA-X3%h z^osZgM69LO90tWXthJif5+Eb|PPwKCQ(n82oM(Ja?v5u}Crd%_lmz60(p)cJ z3Wyx^k5Xp#Up=knxmfK-NH1t=i45K=U01iG;5Jgcd0&z|qtwcm;Gw^AP5W(x_UIHE z(67eHZEzA;iAjW4T^o%dre~a~QP)as-k3klmT)Xy$>qsu=V#G9;ihW>Lc~Oj(O7_B zj6sPMkIzLgL`-d9W z4_x_HEqf-qxR}IaPiF(+zI=szoYS)>AbLr>0`(jeGY_O+&4$4X*`s9Q4z*dsNh2uP z;7m&ZbO_Bh#r+-aK~lH8U%L14*9J=k^zCWGdiac*I3v;ipFVbR1mIl)oN-tRb{ZiU z;cQNjeZ3lhY`=TEcTaD!hl0`+4#d?zcRw!{_x6;}?KcUHTZV);^5a9|@uN%!wXzkM z$UmSM07$7ovIz+G2C^qQj)~>Ho{_VcTM{QdJq2vBJlBTVPd&8n>Jy^qydez3xV=AV z%o8Lzs3rPNjd!%)vor0@Mfcsh!ljisCf##WZY3cjXk?WQpEL{xPpzwn`8qsY%?)k+ z*n)~x4*0sapz|xk@LgC-qM!%|)3##>j{f3|hOC}a)uNIAi<|u&uhGUrRh<2)&F(io zGhDYnaWOXL{HTIkieUsK7V3#y>|95tLf3Ukp%`G7nmae3yt7l0Vm_4KAR%8l!C-Mx zTJ1a_f*_5UM1c&{VI%c$dwgJK)9S@?F6`dS1!<{fKD!u973(tg#5l z`c@1=;Jg2NW|ELpVr-29KVNrfZ`h|_`d070m|8zbE8Ov^sJi{%P{IF63IEUk|CJv9 z@395rpMO&3{*6^PLS_c4wWc46j_RMGs8cH_f|U_#hEIQK>8w0;d|jWBkt*LY1{wUB z=r-)Q@eN4)oEkw6oIb=|c6A_Qu5eDsO(=DsUO8Wau4ITBahkQf+-{$fw2{zo`895D{XTOdi&M>|FhGRZ(@3LH;^;OAO76!_|H z`{OQa>R)to)0k%h-)jLy&3{k-pEGs;o@xKT^<2h((%OJFRnk!ZAd*5;|L$V_NDD;= zpI0iAen=LSO1hRf7aS1et$3+6`J0@y$LVw9kHhw}nU?ICE?Z4s3{aYyd#G@{OR@tt z+iiSCO~cp=iZ@>I_todwoWvF7@2AQzs)`}}eB0Xm3SIai=RhT(Up{6VVZSf02TkR8l z@x-JiClb_w5IYxY-nPM>U9@^aTqY7EaxmC*B2$p}P*m9=`!*uhgvVCkUrElpg%X^x zQ$tg6VyAilJg>FwRf$W@stre08SAG%HkU04wTiT!=%*^6I!lD>L%KS3E3=H{4o?P~ zw9)w~02LCnJF)Sz0SJDFbQRw*Ws+%^iM48yE>If!a7QavY(={+A>a?_=WkEM?j|uo zn=ktg%J9FUbJ7t|#22BYfgnIJA2y)tDx^#5lW=u)wg{UQK!0|QydfWJ4nHob6liLx zebbi1JD4I{1%P}0;yV82uTP!Y{0HP$Y)o{Tg$p8UzEA&z;&USsmo9~7yMwb^K1s0k{mqD zvgEh!6sPMNxZRlTsghj&I{~kEOe|G*c{;R3t1@T7Nu?aUq6FuGhsa@Q(tLfb54r&n z&^WFjo~7n^#zleMNF>%#Cr~%pLOO=&PTz%$gcehlT)1fX|fg6;{w zJk0Ki*|ndNa0s;S_vHkQfE!c4s+6loqzC^r(v4&(mE(}Z+d-J=b%fIrOTS3Ibyf$vUM97OJqazmdVe0#G?v^}Oalri8=M5@KdukEwhwVi_f0rC3}}T(&q(+Brda* z#Kf43-$6b4IWaM5y60+qEqALV+*dN&RPoo&eW&EF*$)e8RH$!eybaz2LF;9-h+`$%yN zbmF~asU55i=>3OGEu?-mI8QoLJE`$Iy3pBgj_JO8r?*$eJ+RR?#P@`aT=$H2QUKWu z=JW%`WrEAkupZV7Fz8463;PDBww#1XOyoZi2bnTqVxQALfmT6CXHh#%*tPgI*3hPO zB!?1P?pAuj>)FOl+g7vNLA}WWBDbtQ3Yr~pI#=4yw^Vw`BgK+%ZxIHN* z4l+8FX!$k#@3P=OAT@s4lnW1HzP$IhXgGz>opuH01azdz1L`%E3GgXG&oB~iHx&!; ztiM9qOPV$sg$C!%odvz|(XUE*I`E4h3BxbvPd7?t?u$QR6ktd(Kc{{$M&WZojipz(;znp*`Q3dDSYLV!4N`EiQ-t#dw6g{$Lns}DwRsQiF6OUKr8e{l zZucp)7yjBGam1VGNXR^^r(;Hi)yOj1OH~;Pnmzyu=2ca+0cfijBV|NS61w;N3sDBw zMc5^(&B7f6fR;nk_>rIA!yPL2W}V;6e#;*4zGGhzhXt=y4Hzok5ddVPXA*e2?)JnZ z%MToPCNQPwoc^^X9d8`tMzQu-x4VGwB~)j#v%-*|-M7e}VrS`p?JV_{SRmqhe-eLF z8#UJ!!`D}HZsWJCT%AW()%%33;{E=Behlx%c-$VvBxGIu>RIq$)PF;TB&GCq13NXm z!jFk2Hr2w}+I$$3zI}NVqqIJdt8`SiZVJ2CA5fvT5!~bo3!RM#z zX=6*1p?n9KoZI=_^$|&CMVB)qQ$%YN{553Lrb=@y_MS##U!9tj83VMRXv>B3>Fq0C z6WHA(1KtSs4;9Q?E&B!K>APy;C;$$ z91ZOXlN_-hE8QC-iu#3~=W+R=eKL3EKRuycpV&MhOgG&(XL8*GZTJ%=i5NG~1I+jw zu>_+BfCwtX`U-=5h44%I8+CuZg&1Hi&=X=AkY(2 zdS-f|+6e*5?NLs+kVxD}Lxut3ly1#7e(Rc(YEc%mSgceXcsreI z&mTlDxBLw;5(6|k1uzb3Z~lOu)ubX1(7D8X3U?WV6ju6Z6#9+34!M1GlDkcL#yM_o z;@t)uNcl2wbk71KE9zM501rFM?uLHn-4UAsub73tl>D};{yhc5?9qP=P?KU5Mni>F zNb+Mz28+$As7%}ewSS*6G7mo@P@BLl98T0nIPXV zq35N%he}EZDkM{fL3eq-`)0)Z4?1tBK|gS4KQraOr4NxR`s#`V^%WBJGHEOdgq$&G z8z6pgG*sH=9ot?#O%ZO;;P6`&jS9(gL}je!oc$WJekWTZhHh6tl0Ek~fh-S)0vH_HBsn}PuxJ(t;C@A$UFmBQCs|LEp7MbAq~43Yn(_-8S3?YQuxN$2K>$n=*rX=XvP}QXb#T^WbGas zsFG@hoFU-F_6ZX)`tfDO;95PpU-l>TPS0;T4yJ-h@@6=7{4vy5i5_d3i+S8$tzF2U z2)mkyT|lc+7YZK;cPF_S-!UCv+$2{Xs1rYvR9*qf#4Yn_eH;P4 zZ0ILW|ESMWFiUy|QD**_eWb!0{+n0nZ~?&8#yy!NlwPF*AQrC|_$vE_D zZyf8Gan4;fg=BqB?fH7#Yfr{g9Z3I7&ZczeUD%@b2!7Gk_h+5Unk%dGLK^?M$XdTu zm*x_i+4G(|CLt*Nbr5phkM_~5lOjWe{nlZbgWgdJ@#t%W*dS&RLev(x4Yo)a65FT! zi3W)jZK!!9jZ-kp*X3#@`{l7=kg7PVF>=unO)Es5-)#_@ne%(mKP7 zMCCT;2!{vm!7t(Eg`pj%%+TR+{JF!CgQ_3RcA{Rvr3ip*0XG?mv3^vI&wQi|=U1JT z$R68ajpn-iGH@dk^z3V>r=wo+a}1s<>DQsFE(3LA9zx)FUACW)}B+yxDnx!%$jn=gv(R9P`oVC*Tg+AW{V76WOOnv7}}rebc?b zTt5w%$eLgB>Uo$0XK#KyG1TB!eC+X2;w#3PK#4qLr(Q%!tTM{j%UGGWC+ z&3wjO+9^-lNrp{b`s;P?V@JQtye*zK|EoG7hf-SZq|Olt-exTU$p9fX6BtKa!8Uy@ zv6`;N{ae-@eAA21)h~9kTzX;ti863+nM3j}+v+6Qind(J6D8G7MFPM-r zx@6b-rkDAwZ=QPD{hbCu*36;{4lK>6ajR(A!EwWO)6rrK-}z4E#a0q+848G}+=V8lx#(+m^L*jr_LI$9>Frayi7xk!4|P@J6K|Viv}%OA#tt6bm_sQBHn=E-yYF*vj3qz= zC+$Yiz&8)F0ZHuRjgX&l?KW7FeUTl}zx?8db1%~pRN?M@cJTW&?+;MVQZxjR34aAt zA|awAZyHxR^fD=7-STK=X;`b{(+YZdKx|&^am=3cq>5&ZM@~dgs(0>({lnc^oA6D55}`zE4r|GqS3adiD!PY0tM0i3;(Ye>5gNpr#)7`KnYiR!F1J$3NBe+c z1KhJ{Ga7R<79|qFhz;#a#zY0^x{1PCe!xh!ASRIbVaIU$1ZyDnyP^O_ z53LsuyNMB8IsrsA;=1Y-&jYD}#9PTa@5&|V@5kra-%`&iBxz$LA^0nqiG6g)L};gV zoHTxHxao9nUU#;ObfwJF<>p02(=TY%uCUB?G?MZUwTefh=}H>Agu-)ungA)L*1yvk@5HB|rw-hCF$I z;`F6SWI!18snx|FlZn^WEFZ#;xi)YDtGxCXkKO6tBIY6#-3QR-(ETk&T8zRzpzorK znc^UI5*51M;;F4G%1QN$KeR7uF59l~nHS)7<+3crCbA=V6XXzw{8GR2`xN1Rfb`KV z=whcEDTi!C8U-h#Y1L6dHKZ`f**mj$GQM4Z&|wtF|1c)~j0hLEk3^VR3hCDxjirEW z0GEWcYo{8BZ_{L=<+yF;;bQ2!97DYMPF%W=KdJgWrI5pJ$(<<`@I$t54F@qI2QH&L zege5clkR*MK%HpP`YM5K_1WCa*!dOS!ASWQ`D78cos&`Vkx`D4vGz0ol00C8;GjfO z3l1Sb#e*>fXK6>u+2~=`II%wMty18x`9r{a<&2H+Nn5fOpCoR%PR-GLWHGAyaQ1hz z(kt2{DBi9#6(L3Y_J*mUXbvpEb{ug-3;uzT7lrhH6L#Btid;IH3> zn1-}pg0`CN#5X9XS4J4vXs5%iMSJ=0C|^#MJ-IFEcKb}euEi?YB>f0}mHZG6o<{&7 z$bb@!2hKfLZBw`1cXoE8%je@}# zN4BK!h9PhgB`}*Wi?U~7iK{$w|GvH9V6JLB8C@-~SJk_t&_f-YM)4z{a3qOJzV;K^ zGPW~|EwWBRo5hJ|SaXsJe=r4p%f^N>DB;#~SjWVlmydUTpnHj!C0dYn2~!q8bO2BY z5TAY@=BG6sOe*U~nG)EZbE1pt&;I1DYBt$ZsMo=q$ZFsFpjAlO0y?GwUOGvWd^aKo zn~6(aPbBaUt|d?KRhLI(EWVP8o7v2AogS%Als~?E>w-MT%YkSV0x_5eG#hB*fZNOi z--d;;q40BSzI>J^e^2GW^RmtE_qWN;Up@Lwx^{ciurtayqY@O$mn8HY;+DChA>qd^Hm zk#m~Xi8sIA+}Qr1HtTGbc)#w#okk(9GHf7iwTa`kr!D?w%B2sg4(y0kHdY=P_? zH{RHu<0IY-UDioBY*3R<49HMWEfd8>{y=`5IH;J$GNa6p+}0LH6m z`+)~U0ksE^NdS5Uc^4-`ETdNF$!Mn{cz&WoZaOqd^;n{=yvmv54KC=O9i1mQ?bbQzF4v{1x{$pA8zCx6N;W3O>G?VWy_s>`z2dY zGV#Xxou12bqn6oD=Z3!7Ku6cu5No*Fi1<;Rt1IjTi6FzA3sA zrx_o3ilv!3?Q}?!Kk!c2{MFfFXwQrjW25GNL*>nnbzjjYT&yvei61bS=y4!Y`U?RNybs~Yp|ykW|; z#K-S9G+wHU;f_yNb$hb{q3-Lcfq(}@K%_3thH{x?wEn{Wb9+D-X)&1zh%WO!MtsT{ z1ft8WvX4=Y^>9w$uqui;Nsz4Oi(*D7Y@_pv2rB)+>SLrx1OOXIXt29LoM;Qf-WM17 zpjG?Wk6&(gD%-Tevj8*1JxZn#Zx`7Vh@R)K#yUha0X!+GKa}w&2zohFPHpho!%@-wJf_Xj6U8V zIeQq5AG$7CF`Y#j8_3ZE!kN#y1h(;LV0h+S`8|*Xr9Yr|58sj@9*8L|69yz2ghfSUYPaor;Qf@8DeSD=p}1f4X9Y5}4W?e(USDgN#J?#7q1 zZDgsq5l6&v{H^9Yyw@4@N=TwV56FWCQZ0niM+YbY-{uLnzItDVuQne`Twdmsg|edt z`$aex2rjJ&rCC)@(*VJT;XkGF|7}wFkbgGNR@nLjO8*0DLG6&q=2EXo^XpNrp*tH9 zw+b&3t_qnOc{<(kxTnTwy3uI|Gqky?)o$dDK_x=*SDF?8<*&z$aOd?Ph7si&cO91{ z>!=6%Yq^rhdv%r)W_u-O6Ho3%osQl%;n|cv;7*m=}KxRBPMqC4Qk1n0CzkUm(1CqZiTgJjy=vGiOp-AMLHry`;MDKXI4$q6s zex2Qs?#ZC}Ncds}ELh^k!R0@oEM5Oq=Z?2Tqgd9D(SdK8wLcU5biz%Qh zVRc$UZUxm6Ce=$OcV8_%yA*rEeHp{PD<*Kj?P2#NzV1nZB^c z1f)4FX)F@MD{)fnSzVq`U~#n(F+goq*Jr;tOWb7Y6G$EhoXt3M@Lnb7dNx|RD=ok& zh3$tvy}P*m?|)RR>59LV-hL_nqWt88x^tdfvbO|6B=p%_0PK%^Mzy~_u_)LxK;79w z<8HFNdx&Qu{b@qhXL~^G4Zlka!k6NT$zl;))-jGSI*r}O*Nh@VgM*qD{rU3ZNXuHd z{nP~Sl{Doori=2gX46VvAa6q!jj=L=U=h+05Q2?NxT;^AHxRexPNz2=Xqzp6+>CZY zm}RA&-Z?g9e!qN?mOFiOyfu9G{&hufK+4Sb4$w>ey0ZzfAz;4)tS(m6{M`PVy{GJu zI3XpJH_OCdS3%!kB|!14`C04kte5r>!}IkTHikTF)~~Y(nu6l#uOx(RZ7UzfFNl@d zj{~#)(x}=uZ$8^kYi`;s_}p-I9cV}YouDQn1ymkf?Hiu2>bA0EqWB5u>Jo0~1YMB~ zCILn(qk9r#I&;3dB1YEtw_8EgU_e`aL}R5)@Qo*DzaI6|J#K4MW}W|B){(3%DG+H7 z3KQG<$0h#~@S8$?{i6ft@|z{6&ksqw^psc@lWlKrZ|QWll${fJa@z)EPrty8?oNj&o?t84$6#3FW7KEK-#)V2B&uj077|h>^6GseEKsD|)zQ0{j ziy`kMIv+o1kzztU>8~Uk4B=2{w@XN$rPfKbHtt}`B?@?SPy;EXQ5j9VdU+Ks`%4;Y z0Sxo^6E%Ne87dgK%3Lly*0gA>h$TE7S>e%s5e*Ne)d-k_;Q1e zUBB)jV2}UgO8lE`0RHzWQ2nP)(f>%+;(yie|DEm;@W%hI8pnU$_kWJ<|0$0``J0=} zLVO04Cv1ZjXI=2snSi2%-Uy*@%03QvnEZ9_)(on(D!G!Qj4KN@d3r0er*jp>_*Vjw z5s(Rn!M(}O5t&48{Me3njVt8_KJR(qtH$+B!lgUT&KD#)vpm#tIXG;8(I-49eI7h8 zMvQ`uS?}ZmqHYBUpteiA0)!M)aXip3+z=qq!O&m;qh1aaQR0W8oyY<6K4yOhp*ZL5 z!jOkmIyFm5S1wPg`Xn7I*LIB-A#wFA<5K#O03>;PzvY7d}DGB64^ZCfKVb*+v4 z<=wM$%XA^ddX^%>v-e+{<$k?TpA%MzPnF6=*jjKsC=MWh{V|e_MtIN0vGv4vL;KxL4?tI!0E{-WeV_Fn#cI`C~MkbI!wDCd|?k8TCNG3RD zAXG{0pCeLTr$YlGgL-uvMuPTNoK4&%clRpzR25UjZ}r%pRb&An?;ki4N&%w-aa>#p z1>OhzlSKd$tpFrq2Za^2?iT{a(hFOkytpSSMvJl!*2;Zpt^a81WLDc8%IC3y=@>hQ z2i^I7Kv~Tj=;BIa*~fPh&k-^yJULh-E@uNwauH*G9mL}r;XUNY4fG~$?R=E1d>1E? z=yB47FIeK@$pJ0%N1_;da&QGoA7~Nsmw=P{2NVE6KOlg@`~xg!I>i`U3O1Immo%5K z2x=^7d?k7P8t=*M;i-00{_`R%lth3Z-30Z60VN1yYC@kN{06lU?p#MQbA_b{UFVvp zcANAh_IS=73Z^#>#BQiLzayNdwFztG;B^R_GfiDdTR7@f?Gqk9=Vav*AA z1u9;JB)hv~Mm9tY0R-j8P#-}58;JWY;dUxxQ>=@kcjkwFXC|BGde^=OIe9d<%pw*% zChD?y?r3G$CHTa+XMWxlL=Ie}Y0+j&@&0+ujOvpI$50tux^1)19HGD)(oz7z(z9B|JXPo_P0MRJ4!Bvtl`5^M)bbg`nHy!o7WurYuAa@ma(+7rkfRfHD5Y1i_ z{vY<TH0IECVa>J$9AVXIFYl>KygNLfw?)^z$qL#art4 zI_{5?X1ZJuD^c}N(jz(!rAfX5?JO%{J!~oYe;{&<-nCG0CsmY?TA8a+{z`|XHsbZ_ z>{zOEh79}Tj3eWr{tvc4++^PjOQc$(ajAf~Z$pkCL}f82T2q;c2bYl6dCM(IeV;uFB_r_Sxh_vb@xR*4&hwFYc8 zr}B6eUnY8CPwvZaxIfkLON|~*wT~a0^Ezy$E~VJ8fbMh!z^ryO!4wt`N^Te-q!i^* zTd*5Z36NLq8tNz&eb>@5mi*#ki#TE3oHV#dZ@`_>C}l1_*g&^!^qa<-Dn=mPUm8BT z)h#Mp(=@p|2j#Nn8NbZFbuyt(Kva{__A;)V|3tegbQU<80dQ7>sUsMUoTdIw_9#ad zLUn?(^XLz|+ezMxy>E43$EQv?EvL z-txC7U$w>fU&Qn;;o+F0URDp^PstqG`f0^m=JPpP?TCLqgL2s~cJejIm{75tbKeie zhx8$Q1dfF52g-U*E#>xr$oa12_vvnFLru>_rDjjaye zFAt|e8{7Ued(Z4q39CD^Jy8--r!APLB$F9zx?)&P9Rj?S?qHJpP-`b(a`A&sBG%`D z1Mr80@K1F7a0PLKL(?c#LYL9n*{YQNM!}SKgIyQn-TrT( zv0j7IRZ-76U_)H4)@M)NFf9J;t@VxcMJd(E_pBlo_r7YI9REJ7f~VV>q)!MY`BI*t zJ11GLx&SoJ^>BC_Lz@i#;>XF9xb=VGH=Go%VQ;Dz4wIU zGi0@2wM2H>MBXt8)>R{zM(aw17+)hW^_ZL(bQ}!?75c5+`AhRab)#xU$Wi8by4@LZ zH+S zp)DhPdTa%5;sE4gn@ zXmIBco70}mwZgOwzrOs#1dpDy!(NUwP(q2VH}+_apX4)Y-pjetPoeVBoS`CXM9P6WdLZK$hLYq6NRlSAw=orIpqNZB*@C3D)07xTp8$#NM^pzD2)-p)!LVE^P&Y1LZ8zM2-Bk z4^RY$oY4bPWD}6olLF<)3DgtBC%-5_(8`W4i&g`z?y#e3#_a4+up!8di71&grj8F_ z8TmPT8H{TBA_FYVm`d-$4}m5hX3A3?DWyn^M;gO-UAoa1Z^LKRwvGZa0Egnw?_Z_J z#9~j6z8{D$ZTu2LU&u{MeuM7htW@}E3Mp)nx&5xRj%4{SvDy>}i&O`qj>1{Uf6AiH zs1J(-1Jl{y<$~SUd&+;UKz)otAcgR zD|6UNA4iKT3+Og{TLd>E>w^>2>7c2g#RjHs(<9K{!D*iQO#6wOZMmN{&ABs1TOR#iZ+;p;}lhZI*Eqme! zp)mdV;z~wgdMgiw+d7U6YBLxQ)7kKD6>xHH6Hea8Dahh`>g>J?1_%aRdw+=jz1YPC zX!)M&bo0N6F8|-!BKV*Az5lgaw`BFk%3f02nHK{$TU*S!qquqdDceV---t-^fZAkN zC!v5$K`*C)OZyn$lwj&Y@B9QeK=^MOuB$^w#}k2L$KQlZsVEGwA8;Q4qZ$*9hwuLa zoTxBh4vYT!nZMTOuf6ftx%kT_{ACaS@&*5&_yX_q-MtIKlcgMX4l*tsY%JeaA4=EJ zmlS2L8ejgup~(8*6^1hl3)z*Sm?hSV(?w(T;}@GmjDF5d(65<}=?Z%Cl3roos}30q z(eqf6_7 zr`Os|U#@0m8I4Ck2Gj`nw)k%vq6PZzpQxxUN_tcC?+?T0W+7ei!`>ly**l5RAtmi`yY4RrB9`YCx6)*s$L;BW2W! zXsT?htaK}@u-`v^m-+|thxS-&0lNu*Bbr9=K5HL|PkdXrrv0vG5-{tF( z(nYyLFH0Zej+Tv=Fqz*dAWO9$0^A>;;;0M;R5gfv5BJ2?rf5pu_HpDZMRAGDQQF*~ zn}KTP`eH0{gS%iRbU)c^gxCR?@fto^y0VnKkWzLwf;Eo9{>v{8fpWmslGgWtLzK^$+|p%C8R&NlHa z`r4ZVrHrk65{Wu<@x^{wsq6zi*2QE7N+Q~0BN$)s0Cn6e*Js-+*oxPB8;&ipR8^77 ztmmK^adLcj5DFTZ%AgABXY_6@%L3&2%FB*#-M@GZl$cPqkkJ`jKY2HG`YyH5+EnLV z?sR#M?AN*Hz2qyDw^W`GranGVx-t1c*s&i$`q?W1@3WR;GPlZ|yCuUn7>+)OQg*B( zD3KmQ9tV1!O?)V(T$|UGL{gGmDd*>l>@+yuYh@x9=`%PYLJ{4miac95N9LVuv-FAo zl|?F-w^nu8%X7XsE1(pWjPox+6UL}|{oL@^%YhPID)nP95= z!f~J8{Ljbp-&-}UttrZECO#8vDP$_D%9BiDbU+Z zA=uwrQ2p8K&Yi=qiX}YwtDjCg^KH4Z5BVjbIdo5i@R2}=by}DA$u=Tie5LPhl9JNa z`JD^5zMj)^vr>(^Y1FSuDpB?t^oBGc2 zo!%{-_Ep#&fn=tVBopI@sTo_k@RXSPfx~2R#6a9t!Cr-jGG_&T-9vD#EjD2~wvHma z?G(s%>5~Btdb<-I!psvl424uw&oexpVflGC?gf+Afip%K?OesA-$p5FSAk+Tr(~2W z17D;r1erNX<}Ymxv4r2AdD~y=c2&8~@A);qi)kh8bku3sQIzglPX4j6s_K9$=RQ?A zEaF7Ds})NxOC9^8hs@fhI&`$%C}rvloCU=O6^8I#OEUY^F#M`-@M_bJ2>naf4|kJx zjtN zu-m6RJoMy@b5qP6yy#Wd6I%j|V;4@*%lliePpj09cYO^y%Z@YH@FUDEe{2fGD~K-a z7*16#tGvr1I|-y;W;3ferEMs{Vvci75#SA-CKeU^HmF3?m4k~$Lg<# z=4tfu!u%g@eYdorF}%r$G%uV(+SGxPUQCGgHK^0K)OJnlMV{J-XgX#L$5oy|CJ)jT6Pq32tTswf(nS`RV&Cw%g+v?lM}}#*nN0 zWwb>{aDI?9Q^yw1TCgBr{IP>>b~Ys~!&iOjeZ-A<{R$-!VV#RCI#TzR5h9KXSuu^Y&MHIwn?=$qk4g0VEc;9s!P>+kCEF(z znBvuZ{VtCGJgn2|dv$wOzb-uE^$ct?wjaqt7?~S1BOa;=B_wsPdbK>Vd$8bbJ1CYY zG?+a1s<=i>`uM=6#LY9S4v1a|?Sn~%A5lW_{{S_n`Zas|hGdC!FO4r<&Nm0lLTC8< zbe{&4$4GCNDQyd7zDxfVDpc~a_TmLO8a)waQrUDC^2nHuIlel&U4XEda$;NEMBAjP zp*iht`&0~_%iWB!$TJMnuco!Fg4Fc@dE|c<p80E+#gjyUNtgs3LFL*i9P z4MN)#0pW#k-_Bos;w*ZFI1tQj4G(1Izy49K7Ba;hY|$fS348a|8xy@#STozT@VdBVqmPD+i}SDmwDdOj0$GUZ0AmbzCZBObE%{bQ-i+qu2Icuaae7 zNn_gpjLEWP+^grM1TqP?H4BoBTI?HvOXxIg^3*j?t-hz(jWu#--lm#04j9WMi}5G) zS$^mg4(t;xKG1}gyD$w5Fi~9&hZ(FVwrG92QqgvKCp!JBnv?iV8{Fv+hy_K%ZsCY3 zeI?+PS=qB-&vYdzk5QU{Fud#)@){-UXSkeqL|}3b)`WUd|AWFdxzuP=qFVa8q#oAa z@qlmvuxf3T#ru%~6PCloZ3RU!n~nNmEu{=T1`(>0n)CH2#aD3G#(-!f%D zMtq{GQa@r-pR7PB=jZ3V&g`@L&W~NSzPrVE+38ucc=h)x9-|6GV9fipj~F`YAWXCh zehb5n42O!Bl0@!$pDwfSaUkw%FJ-GG&LZE$Dz|CsA|#uoGJiazjmF}-i$u0a&!}c;o9na5X^S7=rzTP)jYHJ%vdQF_J91wUSyWLV9O(y!d;a6a{SHd zssTG6>#1LXZGt6({&&-h24$tPU*nDpaY@~hdZ^+*{(4N`-R%FME6-mSxqqgXrTx>V z^v4cgohfAJA{v0ZtS03UEduYg(rSxV?lb#Mv)DKseuJy~9?NI@HvxB8 z(nk}^YB?3S&9D6<@9}>b9CTtRzA@&tBL4}oL9S8SbD~QB#!(a5>1!r+EF&uVl!bEO zdvmU6SrW0M*P`jz9|!(F@>%~^%K%JLsehWwR@#gU^{Q+iON!!B3#YTX0j~I{`<&t9 z$E~!D%NNh0`s2~ws{UYonI`v{p^LsdGF;z3P_lqk*(h} z%Qfg27#0AS;23~p>ZS5*6o8S;{|qU-pyvXhcMa5&Xf%+FNg_-C-O$xO2g15hX*J#7 zrN3^oic0<6gbe;}=x~o2{4RGyDooEn^Pvq9zJX3CSOjn=XHd+8|Le$dbAOxIpBbKM zi|S7RR8;@YyP6Mw;ngwyyZ1}``=LoAe4hN*sHHB0EfdqM8MTSn`~zs>B=6z_#H z{$6kj76hPAD!%!X2d5y{5;u`d&T9x@qg9G^}j2S{8J?UFWqo|F#-I? zFaiAky^jAP%T+1j(W}c(Si6)jHtFlbR``gIOTs>KEv3gp^b=^XX4S+uQP{LRsEh#i z-+TRyNH5RVe0ivwFxQz+JEbe-^{bw}==-U&!#{h=4@|QJ*$T21dY%T+tGnP$d*KXZ zZz%i)(j4*+@Cz_;5Hz;MYCdQw=7x*MIK^H&LzimpegAua#XXZFZ3;T;$J7{~JjT&z z7o3wDZs$e1L)OIB^94PNht=2M95(hh&X&~KzL&6gLL+Hf#=tof#k|a2$@F6EU#>*1 zA<+&KI!c8LP>vm1cI0YP#@ApLdmpoM_tW%JGy!yx>ffu6Lonh5zF>m~$B#NmmTdPm zxRh@zW|%J^CW+U!@kzIA*8Q|LsqV}FFN9k>9b_};32reOMKej2Lh8NMu+vE6dlsnD zH~#2K44#8mCw}j`ag_(BB>%&UMVGB;TAYxY9J`#~4#A*;cpp?EZ28W6Huu%jn)=!3;q2 z$^T}ayG^PCR-e-enl%==+e`=^ow=FwA#q)7d=^a_+kI~`f(Yx+VFjC+2B7!LQz@FN z4P=zrBX#*F^U>Up<8h7RTfQs$2}g%G#l=$Ee-SFf4lM7sceR|w{x7e!H{#OBf%t-0 zQRYvm6Coe(d6#_8u61-6csUMaK|lA%()H5>(5t5q(w0W<>z*NNPoQMUDs7s-L@R66 zD>t~hY%XqaAv0v(bUzoqKanaki^YZMbDRGM;$7vs0^wLw+-4ea>ni0*gNR8nF}uRu zuga%=M8^8Q)g`In!z=9BQm5tFVMd;sZ$vl#=L=4#k|L!;dR64GNx-%qp?NKsn40F^ zv}c9zcqDsnkn7Nn(Y{B*^~l+8GZTjIBKH9NUN^a{svIA6yGrf;K`co+pb8Hja zePP^6IE(+2HhC_00KD{ESry|`KVjp`|a z{lM@Shgu1P0oJc~9WH5n39i0OU{6J=16~g;(;oPttG5H5-JX)0J7c8ghJSM5IJQIO zi|7M7neB$rqb)$M>R;QL+)*$9r``BzIUd?th|X7R8I|kzUwV)m4%X%W!4Kzdra#X(&tu`5 z*+FA1#NLw@7ksRe!y9|ARamxa@?z$98ZUV!Pkk}5w`tijzIq|2KJgt7{VsBbvJ~Jdq01ULHMA7dv z-*eB4&tI)+E9IGYfk`+$CJ!;u)whcRy3{TVkIs=&9$HkW%We!mn~zk*p2z;DojkFx)?-cc1ZHWpR7f>5_fi(vq9k-6fJoPkjji z3MMrKaZ*e36kyQ2v2eriIdjVB+lCOj%9RJM%KIqal>1MK_x93i#I1u-k^+4mx2cL)0Ak8I|hKFJFn?P94LFWT-?HK(CfugKaM&Kz0TCp zIBNJvV_Q|{DOW0xk6!(S;cP$hn`Ypyt~`3C!WT4AV=V*5o>obsV(%qRT=?96nmVw^ zh;~EF!2f9Ou&ma4PPM#9yLa!dWOD|tK8bg1D0zk^h={FERdT< zUR6k${aF31$K=vjmDS}+^VgE-MMLqvVrISlVA|32xu2#a@^6|IH(q6mOxVg)O?N#wmlq+M7HovIAqY5@*>tPt- zsuBx=}hR2oON?r3cf5Z!olFWOr=YNvwQ$mXY~*{6Tr4j7jl4~db1&tkE!-*@!5c} z)y#WNr7I)u2qj9H=o|`oVFv=(^Q+n07+{gEqu#$j|s;@4eSEtM7eANq+ej zvL*L+9{8Y-pbE)a01XmDm4)~Wp)_21{<7gzRdH*5#^rq8kP?CGwdX2Tv|IyLdr_Pa zYtLe%Dfw7&=RGnU{A?Z~9)7rT(>+T)MPmQnT<@KI7g>C~@R!Q+CjXg}a>*zhnGY() zAyVM1YVbtZ5sAg;KS*8nSIV-@EgmU95|+C(V0OPlJXKciyo{rqUT1sR5)fTkBrPJC zQKKk2$O#`$HYn4K*3tKks8X-p=lEd-H9gY5ZDqMby(DYd^?HdBRfy!GG_`Y(Z$Y+8 zO38O^f3$OswkfVCl@fVc>^Pp&Z<-5dY~J8ty8D@Syqyg!B0wvA=tT_`kko+zF4YS3 zL3iG3(|hd+uhmT}^~_MSYAH+bz1fPrBdXTaoMj&OV%PdtVbvKIP!Hw7wrYF@LyS{D zdI$W9E2;;QJP1pK^?Z{xxQPy7A`;-K#26RaVyJj%{Vv^b^^Mz9(eZFawBXMRmdn7F1 zMm?m$uDjJvb#)7pKqQdQ;y_b&y{Hn=?Ta1i$qUCHIhxk0A~n6-rrGYgkt_$|q&t*1 z?LbBbnAn2E1)hlp2d-`{wTw%FXKzdUDs1v{*x848SsN&X*(E?0f950 zj`ab|1}QR8Z=%=E2WeWRnGs{=qnWYG8%^RL;@>hzo9XJsiaN1%vosul+9Ts3qCr%B z0VEmz8TB#Wq3J=OT*OK2$a=wv7X|V)&oB#&Z;qW?)G$8uO}*4kcdz0g;lb|irG;wn zWGW@Us)6-jge}CrH(!h}m8Fy!2+T`Z9?$JldKnjwhf+_)jfGi%78RqsqH=r(if(TG z8}=nPhF^zVVud%!=Z4X%rEhU&S!5M=SCA`TTa+^hb0(78DNo7%2N5AIBrif)Bua!# zH>wU}F)p%?ch#CNlHBD}KIB=FJUF%NAIuQwl8e((CrB;(t*-$?k`BEkY%QneP|`w4 zA2!#0^(U?M!%4{akq(#fTJ#N(@U9a`;H1953phk{vvp=Mhc}AQiV_xi>y8<1+sj;VZdD1 zSpB`i)bP;a1ENvnLy?g0Mi2F_=^bhh0NcU`f^}k**41%I4oX)Vqt1Gp99%7|5Cogt zME62{8*=3l<9^+CG45D%Qq8Y zHx3M_ESA4%PAU;$)K2hC7Z+E59GM-VvLq3hNN7q9l9MpwnfooV!G!hV{RYIkw`B$^ zhoOYAd>a3IhKNxMQC2!;SP|f9uijTi#{)JtHUvdP#1*&=4J12mgO4Og(0`rt!d_3b z;RU74%rXT%{-WSG)=~HF03CUD|D0na%N>7E+K#g`SAb>8MOO5mF+z$hY5YJsN#fL-)|b@ zPin(w^&j2RYFsTziG^b?ibB<*VBzGU=*tB7`Y=)4eEPQji!?x6zxl%xw%N<3@$iZ8 z@|(+jsH|C}8l@6k0RRuvh0AXnC=c3?eGik0#OHg5H287BXE&sr(V?~DGta+dwtD2g z{kWVjb0A%AXs^G`rx8y%0r4FeAteC$97jK~3BL)D#>dXqMwHCcvSs_x%*$R?Ij`oD z`N5(2rqM%hobd=GU$Fkm&u^JxA|aS3R{{J$rA1#7qrzsFWeL0={(CJaoez?HyqxHPSj8~e7XU~O?h3No;jxZWmhGHXZ^_b3~Nx=kzq^jP9obp9AJ~Pev?2~V!@4`qn zcOoie&8{MAWv>oi*i4)4rn0aTDo7cbJuR^*MQfs>qiw2glw!r2Dt(cLJZw})GeC$q z3B02#|G<<;VBPw&Uc6Z*9tXPA)&r_c zA^Ft0ijeChzV>mQQ@X?6=yFdIA1en-g%^Lb8I%6Jpd!<4E$cL-7!kd(UxFGDWbayJ zrjCR$Zar`vb81L{H~BII2i5gxYFFodc&zL(B2hE!$*V~0zCBJw;#>oc;4KB$0JvGPs3(Hu{-?jKQpV5Z3{)+1{rT28CMJI-(miw{Cxzq|K zObYa;lg{V$hGVFqY3zLeEE2x-MCXjR*4%KlWK_dbw^aJ(W1)$U zzaZP);n6zQfNLL+HJAg&b4~oScTX#wCpXpRScifeqBqzD3vLqh_gN^jlmZlg2w)Pa z!^BVpLmWTO?n>{5h;R4Y?7dTWNzforNAs!elbyXJ;mPJpEZf$rdq+3cQBL3_F-O8` zs}nlDpu24SL6jPlb>NA(4@gapAo|0Y)}@v=Jn*rZqVJYi{Wu-o#TLj9-p=7-)i!zQ zdiPc2uMEZr3?XS5LFR_{pgDJ|xR$0g_<8#k&2HtdEX%sH%>bVUKv`{I7Bz* z$oKTI9#;AX+6xXz!#fIQ?R%_Hv_wG!6y2*iP|cfC)YZf%TfN7Y_k<@H&GO}~a7@4Y zvjY_{%}crrs0m&50=z>^dnw+Jx1+M#U|P&RbcMM!Z$Ng4|JAnHMnvJmRy}e22qYz% zUK(;h0&G1+?b0FhR^NJZPu57r+|Oep*nhZpkL$titVo;kA>jx6VO-{5aNB@)nw{`^ zbcbmYm0iDy=$gAY+tj1+;ogz9sbRsUm)FG=+0BoO0NZviT(^-=wMqFG3`hk2glG@c zkvAsVIgpO|J0{JO0Z-HeG22<|#j$WTA7|L`&W$ch&J(^v7Qxleko3TrM^f_Ie2JKIYBujtocuh|8L4&?Vt zyBl?p;dIXD(et8@mamGg+s)Hwej-VN%?E15A5IJx^pq={MZKegicG)nd%WgNTH0JsT5m4($EJY z7P;>L_al*zWJiQ`I4F@K38KzK&8}f11!t_QKwzVMlmli{t5^AKwyL52=`N)qjobYT zi2C4-!#E`%qpJ9vn7O3&dGN*R7TYBub%W-tZ-FUR>cJ_7-~0#Jq@^0dq`JYCc$R#T za58C`qBXTNuxMY?gh^Z=(%sM(={n5gYU$2`y>QM;wox znb7h70=3%Rw}0#_e#y$D8%ngb1J$>`Dh{lu zi;FZESM5RgQHW&!?s|`4)M16)6j{mK?|uDVt+!n-Uc1Dn@b*nmd1obNHk`_Gm{33} zB);3~nwQd_MyfAG=uU6cuKpS>cyxv4rDA0=j`l5z+7*1HaJmEWh8kBwz5@1D2{{N# zBQjpwav=0>48M3JMVl*a71UrWzANK*>=L^hGPrtr5i4c>ju6~2B8ogusPyJ-eF1r2 z%bmh=AHFa*Hz;u-NHvmte^l_vdF6VAmlJ-DaeZh3G_IncZlr4~!5Yp?mU-cgIy0@d z7qZ25uF-bs{?gLL&mUW#fG?*u>XZ#<;x9N3zL7_OlkP)j%E@;LpFZ_v7Tq#c3w!uy?%`K8Yu9 zw_2j^XtAHl2iSat+r?N_?xjM+JF^s1W3BCM-g!;aex*K(&tK zGHS@aT&4D#hIK3& zic;n+TyguvIL>y3{X~t`&5w~{b34j9{s@BZgIx#mL?^CS1Ap9WZTEGI7b z$EiJQR80!Hd@x9I1iLF1d6-hJV;)FYJD+Ao_?B4t>DjKY7f(}jplQ1ccBra8@J1Z{ zvu1(n)(Qep?{z6zZD*h~qdoi*^A9K6LwS}{*#jHT_Z^oOgz_$?AVe#4YQFru-c&?9 zcxz*kXlSIZdbvHBJO=@sG~)$`o)EVr`katf)tKEG6o90<5>`gVfq?MHX zo96W(xQeF0YJ+XSL((bYEsMmmLxV4DP2$@$Q5k!#~Qfb-uQ%OmW z)n>+xGkI66+-ybFyXfE5cC(ZmTyJMax)A&}=m}*Pp{h<-mqEU$T87$Z5zB>L&ZiV66fCfJ9 z8hZoE72T<{UZq2S;0aWKnaM}CL+rY*xkoYlrm?(DxG^kvskrfz`&F$60^j8d!C4am z;c!81H*V zUArQ|CElh@MWK#XDB(&>&E2Q`lXpH7RB?;k7~D%loi(Ti@9p&n1t>=y*@d@o~+Y?{V=#r@$l8xwJ;XGDeJR@6az;6}--){~er^0XZ=BiYQ%} zB%fuQ7{09#Xfq|VL+`85VB3C!pc>t|)K&qM(ArQ8z@PNSJ!nHyih)#_Mf?rBRV|b9 z=9Uaz_jAkssi!oL)A-Hz)ANvGP~NCXOruF0xVfhZYIee+P&6RV8$)#7{*clllREF? z>%JeKfqzt6;dAuEBa=d2r(QSaa%27HeiwaE!x)gbi9*yPdPtD8T9tQ~qpWh77f2-KZ96cyz)`8eLCnnewRNK4Mosf1ml3fI8DSAu$}132Mn#foh~GApUWEARe`-*$Tln}+t+l&$H2VszPH%bFMlS^hKV3O9IChO;3GJ|M|A^kG1C;y@A-HPYl z>xjlB&dqeKHN=DdxTY?^I=nbr(1YesD`4`<)r{X&fIDP4)l8|&U0$ktSc4T_vT_n# zKZ3uiy2D75{!5Zrwrt()H@k;l+3ICa#3rt`=*QDOjT(_i=`s*J>M&QER!wsZE)NdZ z+g#l|_hy$do;# zz?%Nreq(XnyJX4KQ+k)bW-_IG{j56zyK%oWJt?W=&3_twx>bA$nS}zJ3H?!(k`|MGjgh{5Q>w26l>4bM-|^ zvyL);P-(_*2^OayudqC^yTvwNRaM(lB&}Z$Z<%@AwI6QnPBV8u*|}|tde|7``RECI z)VE%+UkHDrtBOF;tNOb-%GcD12Q%3Jg+aGyTY+F%tV zpkQ+bxSUSE`+`dSTL}{mo?7U5U$M7uCQ1{omMS+V8`UsdCMNJ)Uffx~@F|XGyA0f{ zAi2Hu)g?5)=K>dTGhqovuV0x?I&$Gg!{y2qtBz|963(v-VY+MpvCN1(II#U5rrDDQ z$$jfAh=Fss7$Q~OijwBS&-i~)TP4j}e_4&oSm2f$i=s`oo&w%+kr9IT!rqJ|srzwt z^I_FgJwwYrcHEA|eb(oDAMR(ZT;Tr7EUqPYk-)Ri_&tK_zy>w-N2=GQIxZW2jCvBt zvQ7!c7K=U+^z`qQFS0$6VRkv&CdYjy?Rec&|J5~6lstJ0eh4Mtjp1oC=iXUe5UtJr zwWMun^`toF?)gKm*Ji%6(rzI>?rlt0uPsP{<8&T*Y^v?@(4OB*PyafM{2))tms>r1 z@`*>or#Cz{z5;^m8o!>Y3lEXn;mPP}RkKye!8PYcP3i%r*hPFJ=0Fy+5#i?XvO3mf zVpCn*hj>w`t-{0AZAMagb3m9~mB0T)J4htQHK9hd`r~yp@o8~kO7S}8q1C+}@?)!0 zV{j6B&PLYY4syQ8?DFSVw$?A!iH=f)396azJy5rMT?JCus?+0Wf+3m~y570?X6r!% zntir}FO2ZE9rKj-tEpyzgqO`8HvVPt8=k8iiN00O5=>f^#CP*Cr%vJE+6^RXl;aRcljbtg-xD$Yh`NJI0ANGNS>Id6@Ps&E z&zfE#Y?cS#`mmQB;#(5(evj>t+)e?NxfoZ#bPHXx6w%7>VuM7Dv&-0nLW2dZ|1YKp+d+rL0pD^?n66wER&p9KAhvTYD zmAd^B!QBt;Y2wcL>box2bgp*QDV5NVn}ne%2H%u*E8dZt15Y~CzhYo0%@72YMU%LU zX9qEg+cQ=3$?IKVU&20CSAV!Q_2I=_agPK2Wu_sz+v1T9E|#B7k8&4|2Tg2qWzJ9p zA&_-sWQIft_PG97U1ex^TW(t45BFeCriy%S_*D7~qV&$N3%{fnE^5(19-_6;lyB8{LJb#yJ(+-XAbuPq z-J(Cs4^_I&|JB;KO zsQ1EaccAl&j)adn)jwLQ<|(}o>?C+c!PVfGO0n8dg{o}V1^m&Cp$krTDh<~3QEcc= zHeDEG1gC-amU3ps8fF_B$ElMYe8!iHQq2Wnc(zSrmn~mV_fII}-+pW8>-3?uByAL) z48&}d?ibMM@)qxPJap4m-P->bTJZ^d~=s3T~C zIVKt{sw*kgnR4Osv<}bGhay#b&jqmt-r;~kUR^`B+2age^de*fovJGmSe%p5}4SG9nG0(wLetsaMy;WE})k4uA7l zz|?;ub1UJd*N2xYlpajyqNu;zy8*D*o;}~4J8}n zn-){h5HnTx9D-k+QZw=HZby((^D1ZaLJN-(O0tw-5**xbP^$GT&>ZPG1!Nq&Ok+V} z|7k&!>3Ynef+YnbQm1@_FRNKsTY|7Buao@yQ!Xi|tqrUkHDl!*__{|RX_4xFcr;K2 zevecS#+fGOA0bSYh6k5^PFvV&Xz~}1U*V)0YDB$`e1T6+^@@0UgHQH1&HZhdYI~V2 zF^}Z^pxDRNM?}1^hJhGrN24vSNm=-E>Fl)s)szM!`aawxxz&PMZ&D8= zd4LG9`__X#tR%U!OR{L6sOGp3>V?n_E|f2|XYv+TdCK`TiV0jU2>LJvNc#dMjjK;f z-u#)p!zabLYrqh@&$l%fOTGSdPQbcQ(KL)$&FY!!(ajDi9sxx2_+wKeJ-@g!y?F^V zHI*6mq3cGew4owE-<>}lK4$FnhtmN~s3tW+zQpk5YH;227-5_Jaca%+kQie4 z9=EagNqdh?TQ?7#-!!4TIsJ%+>TY!0VtrW*+AYO>#5}V{SE=56@C-gt+&#TIuP4>b znrTmA&&6qiK>kLFv$dwOgdbe!3vuqazkbp#hx8N>+P^0QJjWYu%)!Ib_2OYarBUR^ z{<#7XjNeEktPb6q1?dr;?T2+Y>NTdV)(wR0)Q*?v$Cy5rP;I?Nz9?X>pNs*ot_#RLt z(Ve&2k3pt=Q=aHD&DfZUxdBz7cLk)Z9{afSMVBYDbU03hyw0PtKCfEi#nkmbKq~nv zH%>GlIK|rh_x!n4xY?L2KPaSGh(_g>vIm{Dd79h09#jqv&Pz&OXtoci{I8<^JG%m!Q z!x^yUvEXfZcQhE@v+0RhH->2At0R#-gdg2_zgV@okhZf%lIEZ<=^zeH79a%m@r)FU7 zEbvRwLIy7Fe3@wq?KLu2hwEQY4=)Yz>r3|%9ElI?Y#%fjKW@93ud{LVf{N^Or-sna zJtD7yo}%1PGop+j>d8h;JF<gJhs+q^I4~!OXTonuH2H>G@ zo)V5k6j!a;A!2v!F`VA_Si|L*C7ScEoxWUjZRqp8$YLE9@>fba#_x3dX{6<(E(7uw z!L2_Mb#gVkwY2`}?bNUQZ%nh-U*V3-eLA`#9W3`|IAWj3+DGMsJaG<)CH9mTyx2=g z9_lM!@`8P1dE{rz2Zh-fg)=)Uy)KP6RNiomTWN|%+CMyZS~nP!BoncGSU7IRujW(z)ULj37Q zJe{ZC<2E|0hpK6)pnTZSzhO-vIf#?=Ap<;ym8{y57@;+_)~k38yEONB-le{Nwn3|$ zrPko#r6oQ30U&*~7t96rk2+Pxeqb(xmEv!P4iHiKj0<$jB8emn!a`oE;ABJGd zK6@L%yc)LkKy8F$4f~>;dk5`eYuhimQgY|=*yh_gnbiMA*?0I;`Ty@LWY27I%E%^r z=15toB-wFfWIM?^<#djWY$t>yj!pL7IW`e8GLGyta5zTC;f(k1?(-M?zJEXuo%?>> z&)4&LUDxxvt}SVn+lDS!$I&E^XbBdSS}GS}VdX;mL2F-2d&Hk3N*-b8lutLuQ(Uf1 zTqonHN>bI0-bJY3A4Q8_m;%a)SdbO6c4umfBBtFf!i z{A51b_0<7PtmTU1l2q)ze1LxlqyA)&e-M2$l~{b={u!;zseP>0#0}ax?G_H6-ee@qLOoJEHAAL z(7jWq9pk0-UXL^9u2(I^CyhiSa8#!ys`JA@h&(Ko%A!ruTrdj)=m}P04%q#Q-{ zaE0sK<0h`9-fjUeCG2*NPlkaR1KfvZ@CBA(yX?dofCOuMrDnMpl>C(A@aHSWkD{F_ zw6D|Deun(tPw@EyfzEEH>$jF1K;=l5ZaugraSZ=rX)~*Ttfl*FO?63|Rik_54|g+R zaW~&0nFl)VPXnVMXrQz1bq9OoU>Loz`_WCSoI4IJrBX5li;KgO$1JqG%UbqHUe!r8 zA~{e=gFzUS%vHL#fn1Oq4n1u75%uUBFT=@=x@IlWMTvP2;6Q5N%U)L@J)EqD_%b<7 zDpq$|uRU^#77b3laY^5Sf2W>B+4?t=)TM7aPf_Y;OlF;Sq+x;?rLmixx`?=lIZ*1G z3GvrYm%WL6j1(FU3UFr_bLGlq)}O=PL^9ExSBBh%)eeM;vg2DyHgJ|sxTZ?`T1mSI zMYmThb@xpLdp6(59mEpY8d?DAgv`@Oi2oWK&FNrvtxZ|F?=)HeFz|0GMu+0{59O5r z4?zg$XOYLbJ34P}hdO!z)##TofDh4UQ8JP1Tr+w%*YBzh==>}wzj=M2<8E%TMTi?K zx0=UZy>dJ)-AaMeL|;i{q+CrqP}$q4pB3*PmKc>^ktgKj094j%9%y#jwuhe`{uG;*9 z^#l7|*f5zJ$X$#CfQl$WTzBI%E_2gheh6J=zEwkV^la~DyJP|qt4p|MxT$MW;3^MHPn*M7#Co`uKx_>umdqnt0KvJ3Dedb?p z0R0T`n`MYhc>WClWMVLS-M%r&=WvdYta`ISRgXT^>1I>1&|y{CNjRQEt2V7$(0<7a zjDMsgI#`_lN}Yp6BE5q3!jsp7@jZV%SYKMG@2qkHXg-8@8{Om?uYUmnG;eGQ0)KJ~Z%g8r}g7-9~M}KWVWB#K#`~Z$yCCJB_erz{1D*jP#-xsjUi_liQFq6`lEX>I_m4AqT$%yub?b zO#rFnEzz&uRO0ap)wz%oM=KBzfUC-xz#^=+s{D+1FKazHy}?`MEqS$QPNLnb2C@1b zfyFROQp&|BXc4d1)3vg(~tVwiJbdC9WQ-fBO$xfd}F!dpTj z0htJDov5FwQ=6pcCi~hSWYEg5+9w!Ro0EB;3Gz;C?`fN);TzvA2vMActchBWO>An% zl|^kN=hdsg+M8)R2qs6MQElkE%ctL7{hDC6u!OKvdsjKZzNUa?&yiSyhpd;PH$R0v zoXb@=-@)Bxk-=$>$(>3!bmS&|&n<$E6cG)$cHP3Z4nevN;6RKAdMRve68Ge+2DRpa znGV4*Zv01M{B4czq^>4(A6vC;8#elM(JG?%nJR$|Aqy8Env=YVWmIOtV#F+(mwIUt zCVV@~2yHeeG-lP(!7uEVKAJkGZQjUtXtno-PyM*|D`W{dptBzXb_d0soxFA`{1j#I ziR-gqze%@B)o3{H1JmpE_V-w_r8D?T%SORmn6;YKMpQH$8HPXVd2#R4W@oZmU1!@@ zg$Lp8TzHawvEh2)Nd~-eu^wUyGXWx2bGz(G8j~dJT*IBa_>AH_qp=kS)5d=NEej=A zhLtd#a^IJ%f)tcAjsLt$Cgq5xktiJJ4?I21A&F* z&QWO$Uwr>yu>G5wy-JITYobM)N(tCIn%IlC>r9G=p~BT$v%Btg0|9i;<%NtDX1oI| z=tr;p{E@&NFz-1iPGz}C(so=~blMT+JwW8HlTPU@eKmF9zCLDpbxX=m3^2+If(KJ_ z3z)UCj*0XQAZ*hDh}q2lF1egc$;%G(*E4x$#?zYlC8?~<<1)&JsPuoAMb(TApPV?L z$eal*i9;(p1>UK&)B%Si=_0)K`R0ckAKW_^@;sk(rPOX_k@J6!Q3t`mmH(S`n*>>^T`gs~V$-YDtE zUjb)5Mm=GYJM}B3?q~WsCKA$$>R(s_8ssO_$NM~9Yj*?0n`jK3uL%mix$MG_F8y#M zKCX7T(l;@D47P_8aZj*jPbrffHNGLbP*r(D&fe>xAo)Ao;9rmaI}kvff>CiT1W_dj zlb4V@_U=l|r7NC!yTYhd77IP&{*(BldbXH9J++G{qCX_^1$1}Dlk||dybo7hAH(gi zb$_Hup_G`3Ug3vaXO3Cp0$dZQ*6%1Ennhgu zzydJnpeWFA*)DolZEKjyFCby>euOSj*WfSZ{?^`|4W_u=i?W^eO!+yzt@d89(B zaD;V6EWK$jU0}i~h_H`mcty4+@xu+jc3F6HEHq7WtT$*P98xT{v{{%h; z{5L-VZmd@LU(}&;fMGYE|9yf}BH6)}C~wtPIefu9(?`2`VzZmm8}Gk~%h0w-eR=m; zBHZ=9%0R&7(Ao*mzwECxbS#*lZUU5c=YP!2nuFsiS(+H+7TURyGbkfmThXM*xQT6! zepqx*=}YGBau>=N(39{X365Vwwjw7@53UyFzbs$OeX%k~A0M~^R=E{QNVcUMii}Bou@Aj<(8@q}G~Ee^=3-xw z#Y=&9Ngr6G6Op>t+Blq&!S@J|`6ifN(6xUdExa^;WMv_pg~#34ae2|8mjw|8@;yz&2pqK%&%T zAY>EJn}L{NVQX1E%luaO?{kJ5!awJ5uHl>DFGr@y(k>G(Dp||V!Dx8{xB?#dR=3v6 zG`k}@U=YH4qWLCj@ob-vg}=MG-7VNKQ`0QS%9I$VOJzslyall!!d#-wA+ez1=Il(-KG0i5Ha+xVXuHI=hVf-*dqTFNh4RsuR z4xtN3u#>=EcQ0;&V#V;yHI1ItKJT4#>1Q=9`_k=3YZ4xZox3k9J;6j<@&b6`$aTO3 ztxKIG;7wJV+MQOg8VH+D+ve92b;mr(UW*S4S%^c+9@EudsxN<9#uwKjVl(E_j@Sj`n0MJr4Ih=2(YoUWP)^vS+1fhyOaTu%oZ`16ix_WB>zz8N2=X z#NoVaME}jqZwetuhR;x11Av$J;r_0;mifve;yG1JA=r*8a!)4a1kyMt82RZh0yO%pV zrgm+@1tkrBuGsR`XQ99$E!>^4S`xumn=yW4a{h8u=6WE1Qs)I@&HfdQBhw=KO?%1v z9P8p71x1T}xzI{wbtDfU|#F9n0J7?{UQ z)9L=>*|JE@wpP~q+oLS`@Bro)5etIDkC-Pcqg~S-7K)bu=~My0$rfSgsOQMWkSH6S zfci}fetI^ItaZ}kAjvklHYO&Ib1g^BVb=sCXpCMUcN1y=!9;Vd@4b-R z2PY3BM>k{~Pf9t{bXunOCQJp~hVcg{sNH>hEMe#ycrE`Kbr#95FKSN&-TBreqxQ*a z_eDlCc3h19a5+=ke(d5U-;<~3nWuvv^UOoRU*C;4{v8`$JrwhW{9OlNg+eSQSBWUO zze`I}qRwC%)mKqerQhi*J51G1_L2jd>AfuiMKN#blKY-MI<&zQu7Z#w@zu!rm`Q4) z57h^}_8!9W9}RR;2r;P%Tvv^@1G!RtqJq@L_5^dsPJtRvl0k~d;e~MTd(0U$P!ZjS zQy7UVT-~pZuV-LFz!cnw#Qkr|zf4IYpW6_|L4dD1A-Fw6;F$D_oATO{uJJr0joi=k z?bc2sJ8j$rmAJ_S2>zkcV&&R@G)ZtzJZXrj;%ejCqJQ;x)zg8=^6_9zS^HOtj$Wjn zH-u_0eTZJ(jzgVxwC^K}s=dl&f-f17c>@!4b7sgWN_q}w7U&*))5ygSOGj+jV7l4*!W zn|Mil^}vqm(ipY$`IC0$sk*&OMnYV_7esvbF+}P42r^JV7qW)u^yOM(KTii|hp=3g zWk?V4((G{q_nDsq35?b|$MU?DA+790dghGUoegL;jL%mGo?-A7m@`XX1HS{gn z9~~rA?BueN!Qodj>}^lVpOyD}Px=tR0Bp`j7RQ6upR^u?5BrP#(P67^|6s^lf-tNw z7O2Pyy~4vsEAdPY?>2yDC7Y0LAbYvH#5c{pr2A57Q(it8wH%0?xzmxi_*V1&N3YJ; z;9qI;mLxaCS3m+7PEv$35tY{fYK+xhI1;lObYMRFMevT%Y73 zzStbFsZYMTZ`F9iJJh8uezYppl;|h3`_L_u_bi*l14H+(FjFG+&TZ`TIUAMzc@KT< zzZX#B>5@9g7NpiIeCTPn;P+W==$r_YGUeNZ~x0# zR`spPRenD@@ArD7e*taBo-OCcU=8=gdB4DZQJLrQAb?c<*2S_0WrLxIcGmw0T?eF} zh7D%8$A_P7uDrh`&-+R^?jg8uz;+s0XA#jQg(neoh(TpU;|X1@zihM?vwNZJ9v$7U zuD&J70S393;zGkQhkvK=#V3*Yfy)n8|X!2de8fWiPNFKKcz^zc)oQJRUK9 zzWmyN#MF8iVmD33SZ&Gsa)6mQ0lLONjQYn%^-;hZzxo9gL1wd>6)!9JB8^}v^M)J@ zzUPYz+(*_v*pv-f0G}xvm4>YU2{_}95AG_N)YGUXv8Z-FtshD}(rxvyJflrvAv~lM zA_Nh$AO=6GG+8zVCogKR@T)PEPg^0ticP|ge~Ws#reHr`FOG!5e@gC6zYq@d59NZl8k&6G^*D-<-&dQ z&mdX4lWa4?m;CvD-Ex5sYOh>a$rz$8fH?GMH=v6g!_FKBBDq}-*Rx`wk}(>x!#;EO z)!uaZ(6DT&$UF)j(y`qbjw0Wv*}>p%pt){VH|lsFQPRGB`0aoRF+|Y9gNe^crf`KBgd$m~?fG%;oom+FdhG>is?8gz+SuRy40KVw4<1Is zSqNOju(fdTf^W}?aKm(Ue#1Om7phUfZCnuG(G~H0QVOK1|I`dOY(Nk92Sx{}_x50S z3r^!-Vqm`I3e*jPt~lz;^xG?=r#Ag}mmiS;XIp@95Tt(gU(Z1$ggWHd!Saq5Bq<*( zuQwM*K{Z(qhpca>^}DuXlZRI63^Hq%11Hm4h^&ZV~)_;B1_l?`2Vh2bqJ!R5UGW#4b zh-hJap`2#V*D*}@JnWFoVn!Vqg{cM1sfLGpioXr%CElp^)V?`}5amyHH^V;K-`#++ z5-Sbx)Doo(|LT>6vPE{C^sQ0cE7a+eOC;MbKwodU`dWw~su{KDNwDZhP4B(=Ao1QO z!Na+b1asjhsr6IQ&qmDtqbYrjam4s>#O9ql(Au_2uxoHTy~n znL4Y}&>v>=)aba0$hLb|IzdnAw@ySXfGtm~#rkj$I$|E(6wu-MjjZX-TfBW{ni7^L zx9FB2l^8UXR6JUpyXOBVk3I~+Ld?!5?yPI1AD~PVV8@?4O{45zYiHcrfd(?>T4&gm zKP^5_%aup0{S|I9{}&fVWt6Hhs#ewUp2uUcjfaSdj!&KEj%}V;{-&XgkRvn_0zIG$ z;GUR!CgjU6T*yttZBH{J_^#II{tqAOI6#B_Q^Lls;ZBD3V+k*kOVi7~KXNqZE8wyG z9?+cZ?kE3jq)oOTq`3tV_5tDTEf(Xu#EW53eL5y_>fh(kYd5pDscN3g)M9cmp2Cs|yR>waG7~ZA6sz?quY?!C-YC-!&YLnx8>|Kv|G=^#3 z2nI!-6IUm%0@?A+lYPiVRl*3Rs2Li!gM1!V4a=@RUe+~lB^fQx42OkvU6$nZXKnw! zGoN%^`^N#pidoAA)-R!$wR})hSzN7O{`>!EEap8@=C(F%GI{g%_P;O=c-+J}Eet)C z^;*ibU3j)^2jE`rKy6ATGgC_SFOTCRN5`!3t%+jB!87V@d`wbYA3eEv!p6kd2JOWC zf1E!jK8x{zE}5^D?IxBim>*pA%^A0{(G8}E-%YXz4~pcMjmfaSaoOXYJHB1d_UAu7 zBGzIWu1-QA#=F(=6;=9IW<$#T_Jzdjx0=nz9wytR4BS;gcBW2unQ!pNQ*|BzchqCD zXC+(_?@@*d*=PAp_*3%dEO|H7+atig+AL2hBh~y#SYHbA#X#`Jrm^B=Nz9kI*gq$` zCqP*iCIUL8jR$anS+(S#UT69D;_5BA8!VQ7^S95r{dhB;#%umK(w!qqON&gUlmP3^ z*NL>iKZ8#r;)3E2YT}oa}LUMrDfXSx`H3W@W z<%y6NVt_me3#jozv`P@St80?!wv>7Mt{{iO+VK=S|-V=bT)3xJE45i9!G z3|ChBUAMJrI87tH#M)u2-kZ`rDrcOGKbXsnWjaG${n4iI%fPE>piY8$sfyl6hMHq2 zC(QZ8*=uvUMjg;bzuqc2b%mtadK@`!CE;W(1Q`;}Py{rkPM?`Nf~9}mco6XO$K6V` z)IS6p8{GBr8KYL%jl=w6ku%qF#<$lfB;Brg7kstrjJoGrSzciS;bk0crdkPP? zDj^VFBZtU~ajGnRzTc-rl>OBMiO2A%twya}{t7o*Tef(VDn0{x)MP5w=55NQ_`t-& zo2d`p$+Q`E8;>T+F_5$N7mKJvtpGHbtKTgT{QQhl_ zrbA23C5JxJP1nA&@eb3I1P80uq24L+63}GcD609%?i9c*IsQlU=N{U@nCn3z3jM?U zh5GO39Atiz&CD3hs3wlZY2E8aA&h^8ot`ait@6b9yJ2k{1W?h{ z?+;tV01(lo$y&G=eyC{ONz)`(E!FqqqKSv%g1GVB#ET=Wk0C6R40^V|fYZ%yOTCNk z0~0j<{b_}91lGpNchShM zeVk?eBi2KM+8hjYS@;eSc&PN(0Rf=zhL#ywhM?9-Qro;Xrq?*xt>FxK_S_T{VbrQ! z{(SsN<+o#ErB^XuibT{i+AW>Pf^^i|2vfSy;!VaurvTlSV|`&tF&GFdIfs0Lxm4Cy z{bb4R0F;A+=CnZB^w+#5pjKE-F2P?89K3^ZZZq>gc zHC?DWUgFCsuhQgY*lBF}K_up_O3U1@z0LQBN-3b0%(7y{4F4((*n{Ks0dZ%;qxmfm z*u>ownn?&9i?`ACysTRIJU>G*u8R2J(LZAnB`C?z8;Q3A0GzW{9KYu}MR(xEUQCEy zJuGOPr0d9HPAob~DsH^PswKhQX{|hSe)G1XPNgo=fqU!YSWaDDtK9 zepCN|e4^j%e~If+rl8TO!2Ns!EX#%jV8jAU7BfVEk zQgiRi*u?$623?)Ry$8pIra_=m_Wlu1$J+H28W|L0dl`y0du7%BzA zm4I*f1NuztXNNYA;}+FQcUj452a2_zGArPH0p2K?p%=aT$!(CT^j-yB&RTyJbZwh7j+U~68YRt# zCx-g=SCmIndoRCcpa=N-y$pGjg^Z>lWXsowlL5g=(2_qLM|*)cRA(lHkZ>_Iq+gR=TkLu3>_7KF7bn!GCU;az~9lpa#tWBs0)anCL-CkZsKlU!w0o zhlGxQbi98&fXHjEX97t0_+cMXC7L9Ieq?uzPbJM8;PDeg5d^xj8Mg-23VFg_Nm-B?`C1} z?x|$Dy9tu}d8*Ot(^!_aaA4O-05Jd-MtWK-{?pnvQtLN5uL}?4U74-f+x?q+@k=|O zcOVqX=yKIO^yplC_ue%|*`8y{ox+db(lLMQ+PR3i0I|JDqB8&5w0M28+PE4I_g>qf zFg$Dt7q0dn7<;MkA z@*z1cc*~bYgI3y}^5ib8JN|sIbC_iNCxl0~TB4Id7R-zTdjMN4_u}zmRKaxPgVool z=(JUmj)+S(AN4v|n9kr-ayE`?nUryf>B2csKA0BihGIudpc@b+ByHIFA5P9bp|*uP z_uC-yk5*TVwzBPQLkDQYDv}2+4Ng)<(7N zfWGcrwWy4`Z8X+_|9NzQospof8{~~jUpoyvviomgPQ^-#K|TtN^stB#y+RZu=@4(O z^CwWEuCX162YC$`RdfN}9enbp#j|En*N7D}P#Bg;rY5 z-m;aN$;Z{Jc}0M8cy4Lf=F_=-Lc~p3P3+DG9#(UFK>DJis1pD7HDRr5CsDszT4tMf zl%Y_CO%;PG5yxNBDLs$FWzMW87p>M!;t&@Q6WyFdqm9qid+G|b7Ut&h3WD!1gh=i2 zKXldJEBXVuVQHRyczDd>8+5oyP^CnXy#W&I1u-2jw|TYbaUcj40FBKlHj~J6s>ao| z`ehd;aWoY-witzC$h>Wb9U zi7z$dyWYsz^CnGW+RS$3Lf7!Wul0n?J2`}A+sAlfxQR2p^JnZI{Ro;4OYxa!j@lQ7 zk`FFu>Uq*dfBugqFZ(CP&#P!@^rV5^$QLL;s$`}qpr*V+h!C&jJ6%5(;$cmGwo^B* zHm%ms{q^40XS)D^-Pur3m<$|X?MthLei0iNk(w7IVv0MFNCD&7&Yn{w_)mTD5`DM z@_X6(HB1X2%^?}9>|oDYq8w=VV7-_qgD)Bq<(`KtKVj8zE~qRn+?ZY^+PWmiv5=+V zYeicOUNndW%X_?+tUH(n$iM&#c7-N^n*M|HTdHVjubvHWGZA-hALX{Z)kMe?u%HoSy-^Aro6eHwe?ck2MLxr70|J zB`SmR&aMMrc-A-#10L1V%zwrJOt8oQz->JyC`qgLK)fI88MV9Vs1;HflIHY)<=kOh z{uk-qRINu1Zv~j7dxmj;d1R+SV&LmQx%&Wa0H**q03=%Iq#q)>y5OS<*_qkanEtab zuC%zqC}u!)55ystxee$|1g>HXr3(umJPUKXJvu^05l=`gWEdWUyAnitMD1U>Qa7b% zRAuZo*HnEU)ZnzY)c)#WAgQn7OA61#74!=*R zn%Zw#=(@fxqOc29_?c!2JG|D}8_y>$2wAONNqr%z^8`wivDnQ45)Frm{KaHtqFZ?B z!s^0Kollxsg_->Qcdo5%aS^TwHp?B>J=hE9e&yGG{g?QpM&ihD82$w%^W+fj0=)>% z4ex966~X%my9A5s$96g7VwNrq^TgG6sJP2LZW!$s2Px{#&kJ2muYsZ0qJdB{Hu~75 z+T$Sq4T0(fN?f+s;xnEWWkLFmW8NL>1Ad%0Nn{7y>_pA+)*QGS-uHrzZyLKTWRohD z#a?h};NnkmuLX^w$R)Sdt8t@$j5;OwTFS}5+GnIJoFft%=d4BCXnnTb0g6q^6TolH z_Qb%P-2zn$ThB0WhZaCbi|{Ltj?3*!vYS=KN!@%pjP z;(_hU?QRjeG&D3Xs&&3;Z#|9nt3s&4Fa%9X6JSO0%~_FnL=yJx2I)Xi-_6SxeG7)u zRYkraOqZTjW(G_5L@eF@;QpPcO`@gFItx>pyHrVzaG!&ToQ==B{eE`mR_?DSFQ`LP7E7aZr!1+UG;kAo7j)3FN#O<2TAO(N~2D^%_r?P zA(J@Gz2-OMe0*|S;W~UUL@^(Fv&r@w;t~Z#y+(GRWUkst^7AE%h31MQZ z#7P=i6+ZDwSbv2#u4+qLn#-UNyE{Dad>oDK9Oz;<9Th7oNdW?**C*-7HnI1JG3$#) z-}Z{-2Q*$(MLo6qY0c51Zu9HJuYvb-(o_EZQRxt80_5o_-|&VK@ci7sOFM-AIlb%a z97}*uL!b_C{0foP%IPI1)Ak8ATeBuYL!XhYVt@XE)Yx@kjRys0!mJhOK!$uL6G4p} zD7Bn%KEjH0PQMWOPG$?$FhVa~sKq?@%Xo+Q1d~f;>+$P^>y5kBzZGvG91)|)di3yJ z214o_#!m@5={%zj5%A%=Y0=m?^{so%m+9f7t!eN(F+b*W0`lg{dI&UR0lOV~(L1ZM zTR09Y!~gA(3u?4_%2K9Xw;`=%c*AzLopc50at)AfXkIgX=XyZ%da}iO^Gc^^iQfE> zWjMiaD6OJm_|RNJIi_dj)$1FV=KT+{2z&thCqkV%E5linm|=m9zx& zco6Gew0P7{Eq3dc40r}yW9sZb8sIYA3Qr%Yb~}_?gYGH=ANLTtDF%h}Bt0X>TFixf zV&VA=iW;I_=JZQl2oZ%#X=DWAPlkOaKNdG=E^Rz!2RywD7;xf^Tw9{U0uXk@C>Yc&2s}~K5DeC{ zr_tM1l;NPHVrd&cDV{iD*e{^(fE(J^=k>T!U!U+sOZ_a}ND1h9SvXSZk=h{qLtr}$ zYdZ*CN?#xDuZ^`mytx62(+KqLpj5Zg2b02MV0)6Z`!pZLU5@!i1AA(L+@|!9>CE4F`!Vk;kS&Gy-U=M7+o>dMbFLZ;*H;Ff1 z;#DCHv_RA_lJK}SaqBSOnmNz@mp6*}K0#LQ@M13nF#X^K0XCh3lRcQl&0*0?vwD}@ zvq&mORyO9HbnnuhmdczL8EBdMS*{nMVubiPWyPE#yL@3I8$Y=#MdJH|te@6{OH(CqB&6ct{C0Dga0mjp+AS>@|;1;Dq}M7`_2 z>l}j4>I+Wx_QeenjY@l8RFV%~OADGa(a_Jj&{M_>-&f1Ee%I!$LfoMa0}EvwgR6^U zgysW|;e8Qe3kRPgaLM32g2Gfs)R{tLwpuc60qbXnK34gQ+-dw?!)29Zu7B4cS)I~> zkfhGM-y-BFMs3QewKlXyn%({GSIT-?F(vPU_)S?9Ze2eE8A;h#9MaQ8VkCg&qJ@0| zx|vdanNp8&!+DxT*>~361zXMheRJ!Xtn{6aj6FqSrN)+TOK)CUL$q4nz8JXR|A=fd zi*Zp}vfY5-Sn#Wa6ymSV@r(8te0L+;^3UvmtC15E6DxMb4;#*dR!m8b&r{ugT>jn@ z_}2pXb&KK~O29d?SP#RAtnc77L@xF!H$ZL#N>qkik^k}hcD)LyOaG`E5j$m#D^|P( z2N+&@VM?a{W$OGYO?5XfS-oqfDugj4{H4L?kDn#(pWYvqnE2Imp9Upx< zXC(gN;C13ZO@R4B{7KRSZM8&_8E*f9E1kc;Ebkj-J^F=vFDp-h;`IN2zyDPtG*MFi zqOmpq(cEpy*|_>?{rY(pZ~qWBIn(s9*!wB2Oh*WpvIu_m6y>FK$SwFqq7oiJL0%F) zOUPG=Zk~ke;OahU;Kd!yp*|j;2AIdTe*mlbw}^X(VKyX{K-f+z<+5N7aCj}i)@}x zYEqEv6$` z(K_k`l_67v=@`^to}W!C3=%VkgvOyeWvdcda|is5<=(h@Ur1CjlM~Ceeuvw7tHp_A&3hy*`B$@ds71`%! zvpzH4lpX1(2doHrV)jO}@}p$~jzwI7 zYe|}3MSw#6g;23V>09^PC-!%jNfK})qAtl9ZbzhSIN~&3f`%W+E!^~#s16d~hEfij zOcRGsoGOp?69TGodyTvh0My?L7FS z<#A}YS0LkMRhQ39`($nK zZe9k#0=Q*ae*^u0S>iEAV&27rdj)F{5#ke7`q#~6sB3X%3iX@If-Wrj8Xfpu;ip=n zGQjEX)un2{JtLR;(an%y1;~)T&};WhC(-_Uv8D+>ZrzmqGNlU@q&aLCc^DO`nY2E} zgDXpA({1Q33n6(@XAvxT4xB$pk~liq&w?zb@5Glj3ckGlLvh9TG*P&*Ws5m_sLe9N z<9p8*S%w0@KB#zfvr;So=U|pB9H)e!OiS;MlR-CZmE~g*tTD4L;`#@#-_$d!oL{3> zz)bp_FX2HkK;|nOjGh!v2g)v6d{J8B zAP5p;55zYJ$s}vUn7(*aACg(Wf z2wDdN616^zKr<#D+*pQEa|-G|`)mT?ASOtq=!zw9J)jlJqY;$QbBsUDK#kv_pfIlJ z1T+U#2{uW1Px<)w6LT zpaw)32$v~sV7Gm~otD))OhT|Pn%?*1!VhmD>IUIi3lHz9fU@0BB5cEE@u3`vX-Vcc8rk*uP#f95k1B{_wk_E9B9J3M46ZPsKG|{biMeH$KgV;zUFPOm@Ypsc>LPkV`NmBCMr@t zr?3cn9pu_>3Alqm{^6pObqHNA9%OoO60`QzZ^P02W$-Dg+~^5L`r%d9{fFz%G+A9t zudx9pEsi8w;PwtpUqi+_pFem5NL*mdbBvb{=;}_Dec0HUj#4#G?bCyj3ud7qvONc9 zFO48A8GBXnKWyqx?bj^mk-ZK8%{|Vplpv~rkBvQ6P&^c@UA^1ln^fP@3Lv#kR(PGz|WKfF(2a(*U^Vq$Na#)`3#m4}VF59|T?G_^aY$86n z+}<#Gam5Vr?PPKo9gPhehD7O062TRZ)Qk16%=~OT`W7Z&KRiN$O$_x883(4w&HXNs zY1vcf$v_QoL?aur$h_h`|Ix4m;+!Wr5D*O7zrt3x?9bQeb}8Mb9&0*~5q0AIT2M=V zWDK1_l~~ zt)mr?DnaB<*~(7;FSOhoz#z$#9KAr2G<8A)$*6y2d0}PS=A_kD;p&G&vkQw$vggvY zaxRCQ`o>W*!0xEH{~4T2CV_?Ej^U->y^)+D=R(Siyd`P_xu4IN#b<07S;aGa_Y@ol z082}pXt&#z!*fu45TXy+0^03AXdJ+BVq5@Z)$1t{I(YQ_#NldF)klAE)oYA=nl`4b z8bdb5%%Qw~?t5@P$}6zXBs&$GCjjJD=)gA353C12POf^8|o+2p%-pIEo=n|sUf!L8n_pJN3 z0BH1kzce$3EEVGlRrx@T{Wrh1hHsN560)rWPPWx~st{q+Nl=5u05TfgVmoMo1r3CC z_+gb&&Ql^;yd{0h@!PAPY~s0KpgtVLpKOL--cRZl@uhOkIElA?3tpp#s_?+4U4+|~Y(#@5*K zkX9m4!(itSAYXV9pFvz0PmV;u_fhZVrth-G-q;3TOGoDWOqJV*gUsV$SEaa(gev`W zwG1~eAI*RZ)vQ89yIubsr94s5f1}19Fy68{jL_ZIJ!A2@`8u20LUpDY;`>#*wL1;Z z4X>d)^x~QR43~|+DBJZXLCF^=rNDj}l%O?F*25|dgg3q{cl7N&x$$&gBKl2gy`1pa zm87Cz|EgF)a8t0g>@->aQXKgek(NY{m`2c08iN6NuyRu>c~=jjK9sJfQ?y}vHD%Ak z-LATj>lEUd97?ZSbR8KghwYLiU4|V2ZFyu05l!g(rWo7~*RA|r|A!E|J*`f*W#O$d zN_ZFT(-t#iWB9bkEgdy=TRNnex^q4ftO7@p1jttSRa}1&bsp1bQ&8glb=#5!!teb) zy3w$;Zp-?;lC0p3Py^wg3v~6B@TK=%{Tt9-RluJAGNs@z25UuNKe(Dx`gx<&yBWi= zbEW&U-WPM#E6i)JpFN`8YI1Lx$1XAKDgan3&GJ~Ak zd1E6@U)6Mjwgxq}pxULuCag4at-%R5w%ckO^eon^Iff8IvwENn-;mCk5Jzvny)|T~ z#Ki)Wn<-z46P61LM)x*v4+BmcNY{O$G;}wte7l>O@`n64e|v>-cF!R^9Lag%qJ3vl zfNXv08ydPIf4JwEh}>MaJQc9+2IFW+f);q+&DsGLK&FFJuO*tw*Ct(+lfKG0MR}WH zFwQQK?i=^EbnU$V{pPdvf7nU8UZUFp2uP^`L@O*nSeI2ezHGA=Mb<9zHuscpRZ!7X z^~vJm_@3C#C&|?}aV|*UH~5>-SqR1rEa(Hl-`yv=`3Ia0`2H!Pqy{{G&W6SopmALA zA$6qEi*mQEAFO!aOUj4hc+y7fZVXUUu25>!mQ~lKaMw3#nZ3K&>OLj> zB)sI3)Xd7e?;>bjXgwhi!SObK4d-_b(u`F^l@Y^DfL9ndppkiP7|QBaILsYmNu;6o zp0binaR{d8L5%`<96^UtKn4goq9b9D@;2nU?CQW7TYOzx!?#v>l~PHko{BpEsV^hj zw_WIEgJ!}vV|T3&90`4t_i7>>gy?U<%iN`-NeDuvP~ zA0k5286|@9GDuwb#C6YT1QT3!3UQIheeptifkR1kn_HGkS7SYm$8!7=EkRdUt#RSo zZEd-Kzh?rl8*1G}9e@ZOc#~+dCVu7QZawz{lVvaKJuKWtv-U zkZBTK~gAO3-ObDI%B+6!;OPMx1jyg0Qd)PB7!BhyqB>kbbBLP?xOIVnkMwTo7p znu{T7Le@jsA793Q@B8!g@ZwfyaR4LxwWWuz1x4uL!uWZD6;NL?sUw7W5DWMTh9Bk& z*e`qkc&V-aH}z^gciQ-2;s2xVJ)@fHzV1`5=a0;Fy*=1-#f;=oP;S?s74$AGS!A8G6ZR%BYvxG4m42NLBsw6Jsat6%7@3MRaKxhO||R? zz!=B;q9salJ+9*P&y)xXLEgR95Q2Gr7E)mSWwhcVIwWRAA3ESX5M_uTu6 zaB3*_PDEfs^IBgE8$#M}#jidr_WgczTX`1a0p&z?-jJuf2DAcmfSJ6YM4ZiM0ih^3 zV(+48dU24ofdh~8%H0cERe`XG5z`4@yQEA=K7Arfbz^t|g$L?JEEU;_e0fgntkr5RG1sV?D4^n!5hu#(O~ibTlFVsnO7%S%=J z1Erb^QqZ<_SfP+P!7Ypy1-dRjfdv|s6TYyl-P6uYenZa<*Z-@21ou6mSc;OK|0z3H zf6*$UqG0;AOHlf;K8dTPG%<=l*tnV`zTQ0UK4`sJN;vdA-2bMBSAEJcK^bq^@_$U5 zg_K@|F#nXSV3T2ILFAbmHiWkod`SbPy*Q&ATK_N8XaBUPzMro~jjVjAxzX6sM9-!{sE?=Mt=6PCg4KFZD2R~PuVaF?6E z4Mqcny|%>ig_pY|Fnz7LIa3=a<99yQXXmMs zWsXBp(;f6MUnI2Fum={4X)^1<-~t^w#@xP#ySZnPt%=5GT2o$iqBQTxCG*WeT4jQ1 zP_V%+cxgmpyP!?}TUKsV7)9MU`}%}gT)6Y1eN;%HcTy{VtFMX#p_}zV{0;Qit^;hzwQI(J=(V>YMFTRENsgbScs08>_~u_~eDl#7D~H zFNv?mGfY+AE!9JHq5iPHcq752EL^9R$V$$2?>IimRt(qVluK^Am=@pm>HT1MTrBR& z#v0*}D(C=oodicT{h2og7k4D!28&huzSj=U-ftXr2~JaudMu+{_8g#3BVSu4WV^H3F3QZD$dQMaD}>jA@kJzkGizy>mjnKCSsv-=i7 z??>%He)9jOjWiCx6}~MjX#pG{k|9(bN>WctaNTn5R7Ff5I#9w6_Ye6X{hP6EhP7yl z)=|Nq&Ut0W*ng=AU8-82J{mbiLPjkdYcm0@)evG+mwoH6cRw`Lj@hpBg+A1s%J}(X z`t$_@S*zKC$;Ywg>B-MWFhKtDD#Q4-2)M!{$jsA z>x(^pq_bOraw)X{#Ng#50ag61g^aZOOT6gF zuFtaeoga4oBcgA1xy}*m_ReO{hpNQ*HZMXl1cc$f(oPXJ5Vsb182PEDv~ z%AAwlw@$skXtbdM3>9b8aA|l*64KM3bqWr&Yjl6;9{tf&xZ%?-jJsHxEOR>Mjg)$I z+_wt`SNnB@hNtbxrW7mcX&Ut9XCzNXXwI%nAhOKqT-e9vmZMuAJ{(QU6t-l7;?A0m zkdW;AXRw{E$jH?ey_H96de(A8~8lSnS{`D*Ihf%OT1ID zRH4l>oT6(%6{cMp$2_2-rZC+X+GA6nbb9$eS^gT-Y|Ppogu(ek zIuT0-b8(TG(C#p`>98fWo+}dilt5S1gHO$)+9n@{O94f!?Sd|6L%^9#N(Xh%7{40;xOmgD~ZRW7+^88%Ivfjj~4+N7e0PxDc{VUI)13oXR2MOVbSFQ@cNnCJfwC<>z)!(mt)jLPu^{ zNwoioOtj{rU8|)>0|LZwGz!9y{p*`lx0cd&rF3{{&ONNZKB*zgQ+4ZSmfh867ryP) z8)vQ;rG8#|bI1)qX~3s|(DbRdI;l>KS-sQMKic%)_ehV_52?%J zCXYnEe5G$L^;0oXLNz42zjFuq5IW_t1nEgj!fAt+=~+rDA1BRdr5QbjQ);hAKl+RQloP|cphQc_z$L%9CB8I0MPf)jtvy*@Gz7`Zs$j5+=uH2~~S**N#!&l41JpEaOh{>ge-|*)@ zG&jjQd@5Nq|LI?*859`Onjb-tyE(1* z$eK;*R+%)h(TGe3KZWIdb~)5|$w0g@=mMc$;hDdKgD0z7_dO75>z5v>!x# z`CL1|6Mph&^V&OTv4&MxsADLgIlNhDLT_aQZc{%!PgfFuMQO)iEZnqYNqE$)5TU$t9waA5rgI<48II{(q-S^HH9;^46mizI*C*l6y zt9m!FEKTP}i68Ji6o>RlS@bVfVWlGLU5FAFZHvVBH$AudTNZo58t4t%Il7u9o@ph6 z4@YmQC07cOBFm(A$v^csPw5OxDg(yo>jA8DL*O1e`42sXp+OETAi|qEB592E+E7{N%=6}2yxVJ;zqsL(hzJ;DZ7WXy?&>WMg;WFnxjWnpe zmN&NET{*L-Dk+>kE+}@AIYYTeSCaUV!8NnAaNP3}tk)kx@$dd4pAy0{nSIZa&3@?G zsndhua{TNW%Qq*JNDnOhpn1<4RF4;F|IkyB56xmB4VZY07iwz8{(Cq|yeEAl zSRDUICR~0=tH{rBpiS7#IpdQ|1%w+INT6^XSn>$bgAha-!#;&2R@Kjhefq8ABG5^8 zR%!1!f9*k}N(z_Q4S{*%0hjtF6{>x4B1(YafTmWg z#zdol33*4ypgb?%Cc7@R!#$!L(5;oYHCg)n7}q)xs_uhA0)V74^91nJ`Ie{DD1N5HUr z%IEp#6k={XE~Pm{o@kXBdkde6sd;rbdNx?X1}dQ^0!sddh%`bGei*m8T$;L%5q9)y zJP6o$)F&6U)ny+R{~)rL#a>+KLabcd%M7fSpZ#bD^e>M9jq!&v1BirKe)N6A*w*5h zW|E_Uq2aFfmpYC6XV}k~#B{PcUh8BR1|$NT#>}172ce+1?G*kG#S9$4=ZUc1;p6Zf zGJ>=nw*=+$sXHY7>X1oTrm`Qg*3oT{d7yYQK`>zTMWgKoq7PaFdQZ^|JyH{P0SCKR zO;Sjq1!LS>O<150631WIvF#@}(#wj2S*@;K+=LZ_uu=5`q69tu1Tqyx#?#Z6mXw6UCBEQ67r4+z_h@W`5LN9re z@bk>tmlvf2;&mrm%kTmFRoR_V7l5A!jLl0AN(3j1*Jwklj#|Y}#gU!JMdrR4TQ-OC zlgBysOFev^kN=mKbs}&f|G)X5IVlr=?V{=VrQcOLl)cSLp$TZc&Qg}9EaU~`D__04 zjSFoTA9Cqk1}Y@%07D;AGx>oy=WSMEzo{MBHIgxJcku1=i%$unsq7ZdE#K|e3XlBt z-8TBWenOT=uT#PKR8!6nONG$QGf<{1iwW zMIt3SBoN;h_$oUT!xcJw4fR_yY>VC$WH7g!Q0#V1tT<;_{B(%d{wkMZ;j{ngk5c>G z_zA6y`Psahu9&H19V@XbS3Y(#I1r-?Y*5d%xF)0!Lm04Te7{#HWZ{;6db&378y`KJ z_UWIptCm5RYnmXpf`dOvk@Q2Gx`vY>+`xy|mj)wdJJe6^_pgQ7e5#B1RcCO-RWJHz zDSHjeBmJkQ%KzgnerRfHeCqb9CACQDn!jI)Y^~AtLTR21V>}bPLIcyi!nPSOJkJM^ zD~WI|h8o4B>YmRZ*TD9VvvwW(c129Jkn2Y*qNXBsq}%0_{>T6Ozp)hmon`y~$+ggb zNB?UB(^5dxo&>H^F9C_!d5~{aE&yjpJ0VE+Cn`ie$x}1^9&UzSe|jaaIFDT8d_VHb z#VlFJ4`U|$vf7XfXzE4LDxii61HKq$3iPGlsh`5tRp^yuA*Ly7B20C|cN2uW}A1ibM+@H%h*aJy?S&F;A=7KOCV!i#F;fD2rOuD+OB)na{Q7Z5CHWdM z{&GJ`4H6o8=481vMg{5)6Qi_tBZ)@-sp%ANFVlvO>c+-h50o@*y7Te7V73#o&*{rB zdq$t$6?!WJ!uYBuMBM3Ad)}g2y4YM1)1y69iR(G&L%#W$E`F!;?Qd(bJ4cCZO7v)# zus^{H`DCbP2T!;MC5U=8{Nfnn4DBpNJT|SYe0Rai(C|jX@)I4UUj`h|SOebB1%eIL zGF+GbLQlLC6!&f=1!1MLu-?+MPhA5BwR4p&M1TU$haL}J$n`4| zuH{(Vu1eD5@Fu7wEs&&kje;Z=*-*MGdUbQ$lim+kn4MHA367i>R98CV=18?+I>CJ9 zGx`jWbFiaH1A!I|eX8wYlej|kz4?uwhU4jX;YD>hMv%uhMZdNC58_EfEtd$7AS<>`!t(f0N2-I6%#PdV~R z9A6UnLwJ%?&lvEpw(i{bo$vpp0q7`aFugT){vjAbInJ*XThsELw`0M%ZZ!mUx~#D@#T67 zAM)eTI2&>Sc)>&9>IPtx(3Pee=RgT7Ieh9{nxJvLw(o`7tbn}MMM+^-TiN^Sds1eA zHOR_GYD(ykK>(RCW&-1+=Z}tyV+%Lq9KP?jHjm;)|1517zZKXOzQc8m+qr{$bos4y zN1y7g!Rw(o!#OAz;{LdBR5xHbPvZ0Z1>!-1?(uM=MUC9K;DP&fEwh&LvUU;@NleGa zMEeK-+KDIAixC2hK?t8KC7l#Z!Ax=R~@X8nswg0GXWoWW_A&G{f0}8VOE5s6UXoRSp$?P+hG`z;0~YT4 zn#m!cUSK1seH+v#kqG#_9XrsRumCR%*n&n>cKMo&j`EG^X(eMQiUGg&*II{`KcuW~J@MWH$NTjJ?CX zPyu(*Rb%1z7t=#d-)VMgt9^@%fN zeK3|AnjyowKYyHRv#!<&OF{8MJ%+Qu=c4Cma7(L-EM4_}-fZY{g$HolEwcsiEl2KMFA# z%EN+`tPN$}%eP~;Rs9t1r|a{WH0Ql03SS-2%RE&60A4dsq=$0E_3h2>c~O#6!{Q8Q zTf*;F6QL7{x6c{AQ98$7{V0Vo^kji(_g6|BvIQ-_=UFjuqV&VmJ;%)D1Bv9ZpdG*YmlQmO;++(|IDqHWmbDp&BIYBz7AH)s9c;; z20Qgvhr(n-Sf{e2)M%&p_MEiN!g+z$U5yvCF26YcNhN$0w9%@ph&{-9bQkj2?NN$H zH!e5jd|>lc|Hdv`snw#UIE5*jYVgyK>0WtD3}g+v!7EpPjPOI zu|Eyt_?Db}jp^e_7Z&E{4(x=}Ajk+)6sVUe3`o?v%Lht#--R;wk$vufK;6^XPY;{j zm@*F|RoA#9EzhuZoFb}Z<>E0ERkiqf^ik7Lo-VI>D*bF!-WFmRF$itk0l>h}Z%4@ILFD^Q9Dgq(<>P0S9cKr^LWA9S)y}KM z+R`JDD<0VJFmU^K=-CKycwL_!3utxMU&2PA3&v7%>3@}ehn5Nih0aTzpsOROa0Y1`LOlYncM%ws(-;tMK#dh z{1xsz3UHcu_3%@*wG-hgOa1A28bf}pk;XmVc0Kx%yZuoC1{^b?OwWuc%YbyTNMQRr z>O;K+Pb7cgMDNpsZ3%u(nqJO!+uO9y$p)5s6LZNPM?d~O6dr1T{?`Jk&OaqwsSt8} zF6;9YO|!WzsE7Zn=Odwz{?Kw^Ak`XWGv2*U{S*8*VcNP zKvFF)Z7k;P>V-_*yp^H%1F2yo!LNN(`cmMp9nkG>p!ieI4lKeuPTOs0d-S%%j{&uZ zx}{XpjJ&pipC(cwKOrFjWb`+G$>SKJ1B#7pIV8r7d4Vpz3joJRENCz7bV8{TB8R&Ur`ZUh68!%|7I~=2L7cN+3$l7p{GOv!K%nKiVB+c z68gWoN7ons%cRP19VCRO&D^43ma&9Yq9ECq(%=mIKF6DKB8C`gTJ=p`8a^7a{My?C zdn~aw=W6>BB>Wz{d+bBtqKVP#+n5)j2^gXcG?KwXYR`eK2mVUX_%X_ZJ>8h~$JNFu zId|Fd3*5PLsrgs0_KvTMajObn2h;;7)bVwtrR5(3m9yQGJo_#wDPr?n#U2=9GCcDg}5vOZlJAeJV@MfZLN^ZLqmz9y2d9Cb)Wis!%*SqgYbK!=ZDJV$ z+E`x?`^LB~W7nKCa+YyIBO_T zTB@uylf~6GwFbYDs)j+597pT`zg_rnfa(b6UPgUR1JaA#kmoRwcbBewMJRqsB(acY zS);VouU3%M%VBS;@60}wJa?YX1MgmJdLAxFJ--P7O5r6lz3;p_q?+p^$L@Q!mErGS z;N#7IpKrXfXEDH086-I~we(kJ9|?G|jBhzu!o|hQS8nq%-%R{tAFo=Nph_ym{xlL6 zu(^>*#k5ILs;FdN&}x*O1=!Y_QdHWOMNMPOvgDZN@2R(=x9@rAsvS3u#T z+J)=T3p!5It^&J|k5>%9E4$cHs4--^sojE^gigfZUt^9VA4)280_-M^sJsa9$-%iW`xhIyx$Tdvc_Xh4GD78K zpZLD(AN6BqeVewpG$A^7Xy5O!-A`YpXZ_3c&@2ko&=*s-0ppq99;F(*x>2_N^wo9l z8G{F%A%%5S5?-CwGRY_T6AwMGP@*;F8RI00T#1J@_S?@T< z8y9tL)2C(cS}q26tepIY{lEaJsyQkax3*>TFB7L)mmKNn(DJ59yvC3Lw{@evn6G?- zyx?H_E&fl1^-d46SeTtM!RfzGZ_^ba`FA=AQXmn<@Qf>gM#Po7u+2*q9B1WybVl3) z9=Ut?VqbiXl6jekNBWrI6o8o{*a$3dN$6fk%$@e)s9cHAtrh)L6Z===D))@0)COtS zo;z{ekBFOr)|$oc1CAM@bN(nXwz73A2OagW;^$OwQ}&e)Mfb@%x_8E{fS4XD!euqW zp200f)$9GR;fw#5iHp+I)54a#s;1elZDv?|6&f#+$zc}45%B#1#)KhEGbIAeqPQHh zUdWL_**|&>OrIJ;3*aXUbXH}#y3^MqFN%q3QtXM0W%3AEO*0D2oR}7`E9pgoEb59_ zI7wQV=$THmm^>SnrhR>;6dNG>@ENVpw}I+G6kOWr{+B5gWR4nYi5Tt>UT&+Vp?ZJO zgo0h$o{;T!HDUwW=v2DQ7Y!4{c=@t->xpS~oKDfmjgYcaz{Cu8%c%6k8aS?Mjxh8jhMeG4cZaav`)K^9T62Ct9HpSy;3ur0LH`qBAFci~)Lo4|Du z$SnG=4pPN0aW#QQtC0q=+mC^O%ne0PoM?}Ihqxy=aGxR zk=$%awe&=8f!B+K(iY^K;J2(?B64pAxDwxG$ucRE7M5&i!h7U!N;aq$=S7=<&$b3Z z-F8fqS9RE~x#q?LKli3|eg~{_?aB)_W~opnn?x{L^4r(Pfevon1Ie*4r`eH>uFCoo zO^>R4bt`${+S!!Uw_#lLJjxy(#twHOUn6Bd(@?oEzo0)Bex}TR#x9yobUAW@RxR`| zQ;4Tbhr!d)WEr7c*eKh~)S)tiV+J5a3ZT-Ox^Wknh!bE%^H)eaQ5_=i%XcWxNz8ZR zZjIEJ{c~Vr@mAJThcF2bu+=)6e;dkoD^A@0;$`+>^JX!i-b zcqY_>>zNJq1uW4cks7$XK*%MEkOL@oCA52#r1D#5gZeWZRex~U6PgOX>+p9`|95_0 zz`5~%%I~XpIIYDx51cgI#>BPH82%#rJc(N)dJ`^Q+UJcm%pDz+eb-T%NAx;uB^8sM z6$)#wZl~|Zb*oX7kz0GqW|Cfvqof}xXo`UE{j%zo$;!JDc1>^P9UT*6b&ez+y0mfu zS#uQqgPsIpK=1fycmV0T#PmbW2y01cty-hm-m?R;&sX+jlQ||_F2~EJ0$UU)z9yfG z7zdcv&Y(+?-E-Uk7ZJYPa?QR;X2 zVZWqTD~97$0FnGkF>L!px@!=#?4tJlNAIn7`uHfyn5|A?chAdTQld>0;Q?&<=>uin zQjo-pTfSNU__BGV3+JXEAnqU>XPz_Hf@k>x&fJ;9P7`eE%RlyAV=zoo&9J(jDqPQB z5ioNoa_-gCJLiD0)ai1lGXNy>IieVxgCMD%G-*tngb`Q9ycN^SMD98o3@Q&`zkSsi z*kby{RO}tz_G1^)9tN?XFq7jc9waFK7Ggw?{ZrOKccsgf1J1^v69sKkU=+b9Ml9g% zf9!~kZa|54$Y~D-zodGPo)GZhsqz+&R-ZL_KaIP2V12Gr#=vP)Q1rz)(+%O-EhSq; z={AsdxP=4+fWxJi@|;faHph7swHYrIZlr^I9hKx zIVv4FJIL&tV%L&+E$`!ZSNvnI7GOy9b+Zd>sWNHlw)&!{1M-SSThd~!gK9zrFhEpM%RGsM%0lv1vL*I zU9r0Xu^75&5!Wu%c=i3h-VD7IP z;Y}5h>;Efbj{%nv{=X+S*dL%s@6Ob1nk7Mq7O?4TJgR3wBwUV?_$M=~a#6I> zapJ!5iNo#X)SHRl&&JGk^=tdvj^E!)9H8eR@uetGY5os1 zE(^#bHlx#D@%OX*0D{g^U1KKT+62Tx@AtSwoGHwf>tLU~Z8;-Pa$0QP+)IPQ$`tKwXLI9z-XAUchg;F^!K8 zYN8@{O_k~Wh5D;=)sNV(a_WGord8qs?Su>Y@pw=Y2hDjABLsKRpMbfQ)Rj%2s&l3< zxunndQ=gOe(ZF5sf6}pJ-{QaHEh57qC*}4@>vz+QQHCz)qw;|xbK&{qLcK^r*0Lp$ zo_KE{@2sK5OT*B!0R|&}85(Z#`hP`#4dBAWxKzx4gn46%hhyq7$KfA-%qz-uw2cyE ze0;8*V|N*lEz>SPZ3K~r^Y(_D0NkzvU`COw#(Hf8<$G;f)tBGCWDy^gb@}z|q11DI zL^b0p$d+{Zy+A;r5YaJbpS1c!K<$X86_eG5;vdXZekay%FGJLgzM2UBK-EQyw6#pB z&d;S4b#R5d5k&~hMC>g}GjVjasy@Q$0!hR%Lq~{s&baj>pu-ZWoxmO-9UEvdEjRT zVk2;j$)V{>6?yT+wVCt9F??junvt5X{7>O3PZ`@yn6dB{lW3A3UxDvD*Ih6RQg4;0 z9`e$TX+)TX{U?t83}!cP$@AEGhvWcQdA>Ns5md6DA$4sKE?s4phx1Z3BlmvjXtBlG zCL0D`cpJONdA4UQKsLYO&>Sq|BYY4gU1gjg?pC4Zl=YH?%bWPTS&M#!NGt z(zAc3B|z%((?jqJEK>{fvm4NvWB+_qX)~{{Z57+r(~nn#K=s!*m%ACW2l;YO<*jdPwxZ;@L1EPQP*qQ)$nRk-XDWx_5@6Ld$P=9ox5cWdA2VL z&l|GX?C7Io+SJ_&?!h07nKh=FR@>giO*}B?QT9z!ly>nx46|`(AAFvgnSEA9Xr)Ps z&?>WrJc*cu@`fLw8dEID_CL=4KBIeWnfpelhwgcUhs(*KZMTM``%4d0y87lYoERSn zZg3I16-eC0F2Q=JR}9FYF=?LmPl`tWQkMDIbQ48cld~pu4^6+X=`4@!y(Aa7nNiNB zeI_H=$r5Q;?Ikp_GX%Oa`q#Y3C8(5 z1s}HLZjpn70}}kIikSm!zh^oqikGWN>*AUoNxv5R~zZnniyh_znBX zD6Q8meW+UHVyn4bjfY!$S8Z#|MVWUjQABgIDJm8Po^PD)8887Lp3;z(tjmhP#lFri zqKilT)N=I`yTKO2wSBi#;`WjLUDWdh;vKViEx_omhfZV2vlPTU7b(AR{&sfxwS=>N zB`;Tw>cKn%ciB?yENgJVBcl3U>)yPrhf{PapLGO1v z+}sDNR(1!VT4RE&EOdLSCSzLaD7^}C96rBxb3|2FZON2PtZ=eEsaVQYa6s@wBeA>< za^~gPGJFZwGdBBDDa)l+q&3Uj)*zB-N{5jhCmBq$o3L6~9Ga%N*xV5IT(hI3cUy{Z z_tZDz{N>f@8k;r3_mEw)cmVvNrf0ek8soZRcuA2SsY{GL1;Qjw_=Abp@f)$Hr^l=B z>JiPw0LIawOpg!0Rz(V(7)-etMzdO`jN1kD(DWRj$_%iX zwCA~4B>N6-N%5q9h}WZhtBLo~uCg^N&(ja=Oip)p>gXIAf)=>7|Flb&I4S{{^6FP= zH7(|O`*KrNC2Ut)+dn>^x;@v9T-S-TON(J1>*ze0T-5>V$uUP)js{5dL z=|;pw1ZY2k8IVotJxUaLoSvaUfc9xI6dG)UBG@)pn=QFT-mD4?ep0_))hhAGrD@RZ zXqv|{w_gBMT7cCK6XJk@QPXHc7$&ZQ{w-MhOO;)~ z9&11PqtBxMR1tZUXh`sJUg9?KJ-XcGq(Y?q%Gpj2#kBjgPt$Pzf5IpE@BAL&|WE zRx#SpYKk;9UP~Y{nu{!@gS&O-C0)hPGdaq(69Lw8o$AYJ&lhS8yUwh}Ejl(+O32ClEsjRpMlP__4A6KaYJj zrA;5m$>pxzT$Wvl3AsLfKhap28lcZrk=dONfii}i1SoX;LabK_Vl-dAj%1Ut+ME@t zTH)K<#;-50)%D48{`eZ-Dt7lpE5adPfjmclT|}>fdgR$GvWO&}Is4AWN8U#*+VOvzMO~U(kP=@5xB{Z1BZGYuO1$hzDdQAWF!`4WH-Zf)5*qB_JF2 ztM@*K%nv=OVGBysw>kDmzsC7G9>h*Y85nOrLQ>imDYDKtiL9_UrP9!LlH;x)Wa2t&^U(BCf{P3 zFzsAZQ&jiUB3FWmRf@UXnb=K%3oVi6u~$#MK;8nQh$bdp_g4&8ka2CS;0MN$c>egu z0uNR*wqIH&)O-9I>`mO8TU$~uaMDK-TrSt_9a#zZp7?tQNPnH4Kzg@ByF0Wg&K1~2 z3FZUA04#fIcVz68PwiZOxW z+3t{{!AS?P`$Ky3nw}L;_R}ryHpjf`oAf^^^Uy`2?|b(n*xXTOwawD4LlEEWC}u=R zCyJYgS)2|=$Ef1rs;I6J zn4|~nhlfZ`Ux|$e>YS+MRby$L&dZM<8@n&-K)gq8TNTUQzhm@&p+A|Fa5|j>zIuD6 zD9Bn2zs$nli!cO8As~rF)`UwEB@o{hxZ1)N2T@!GXy4L}Nj=w)AHkJ<6ZElqR~`b> z!0NsslPdIyV)0*5sw2JX_=V|Q@>L>w%Y%Au6UL|EQ&heY@?+8_r|O-J2Tqko?yA+m zjJP6K63Svchvo~u#+RbT;9`bstpzSarqz1>K**Z&9|QdZi+lngvkry&RLV&ikH_iF zCW?oKU*<5Syn!ZZ4kP{=#;*&VuF0}ymkFG4NGtLA37c9VTaG|oFwthjm)9oNeiVcq zqKA4&6{an2`ZEp2qDNT0#OJrr&8p%b!S3$@3LQxpj~!vk%jGrf&{L=o&6pH?cX#{b zYn4U!Vw} zA4~4POyQLR(j@w%H=VDr6nEvuE7~??2xzt#QWB_7!?o#U`zCW*YJ3!^S(wRS=t`!) ztjlnf)H#w9Z0}7HPa%L2{o&G8OhI1u6$v9rW z$ScR)w4sWbRY5Va@XA+nAuWd;we+apm@PW>lqZBqPb1ujGFa@RE&f-@3LUdg9_=a1 zs{A>mI)49g_l4ybI>Ka0|GSu7vh=xage7AJQV3c${d(G7QN4aA zwA#!1-b0VCxnE|Ecr=G_T)e7P#gnW>pwAW-YOZ9Myqo3!k8{H*`pXWWSjJ!_R<3n^ z%)N{hpxm%Ey*2GWi{-{P{bY)9{&cDD>M0)P;ah7MKlJpC5IAX9&bQ#$m(PI(r7nf_5Di~t@i+|VRUVledmD<|D# zRpJBv_&%G1&4c$&aj9?U#|ul;eJn3SpolR5&Xh($z0;yDm3Cqz)a^UNPnd+2J-cvk zw)gAfG97j=JX+#aX8#bv7cPR&2JMGMNc18_1&it-jXq ztO2V&=J)ShB;o-%qU=M8p|D?MfMGY}B-DjqPkv2Luhe6r`H{H1^%NQsIVWMU;|6R+ zejIjfc~jjo8h%F{J6}J0|4fe?L(hleKai0u{tRBA`>z(ar7QE^>v6AExofT22QxPw z!{Z-CA3%eypHPulrsTe55Pq;H){C}TEk>Ah3-&vk8vO9F4iZz6zy5}KMq}Bkk_DgE z4}6zPUD{pD_EfyL?FE3Zca$#ywGn`(gSk=DN_U-AWs`&DM9eLaC~r3$=WmtCSlB8)H6q zxTkjzBf36l|B(kP+iCDjoH9Z*%F-&Xy+CnlXeD2cDEZWLDCNbpIlF6|CM{ z@8pk(Xl_*##Ey5hQpHybUcpnBA9rCq6hT~Rbpde&OwX+2VKX`NNP*421!(fV9mJ}^ zR-+wyqkis0u2K{gzbosOYX5rH=otGqrWu%mArWv9sCX6e%|%o+;xruA^T!eUM!2f^ z~_8F91oJYpE3NrJ}iqdC@bRzLGR zKCX9}XKgC>dOCSE#Dx^5U1V{q9x?|;vLUh_l|_ZS0A)0xXwVbP>sV|p`^7X5iE)w@dH)+ zt--mJGTarMQkolKLBHA9^TnXMrf*3hQ_Pmh>N!tw=;7G1!WJhroG}&x`t1i;h!p&( zsmb+;%I#C%D}KN=27UAoi-TTV|8~F{S;iC1I=plKIjm*e%AgI1`Q7HAk?7U`G6BV< zg?b1UjDiW##KKB&pbkBzi6N-mx;!msT%1HWk+F2-vw$QnkwJVj(TO|12mWi8GQ6A1{W;+ z6zSoR>#($=ty5nCZgl(9bt9n{qRwx`9$!eldJ3Ob@~dnue0I*z%?A?C5T>Irc=Wt5 z@gK;M{WJ*NiI?r0Tz%7|+3P>i);_y2*YAJ(eOpB4Q6Ebb(_|~+2eeu(6`|wFV5hvq zLq$_AFD*Rt^<9jDWkKXst`&5MB?cm_#K->R1J-w+l?;A~oI71Hlv7Z;MC zf3-^Z2vOyp^ZfL>HphbX4vvv+>z_-*SJ{W#({xl#9?z_Hf27oz)v}$Nc(PYn(cv9ckn8TW)TUPQg?ffIH=g&gdVeg-q6N;Zq zUR^O9LN@YsVgwQ2VRf)1Jzk1dn7yN!V}p_JYMZ-}aF!+VZQ3Ik~cs5WL zY6rgL2)TTmuZ7`AA4;R~>yV!-mw{!ijPP0uGXZ8~{vQtnVZYL!V1yn>$lRvCMY`+= zGln~KFr(WIc~2v5*~-^s*ff}j`kdr!ejlqX>MBK z_>f@jmdtj-#GrAhZpO97;4jbqK21r)J*szNxuxHMK%(JV2>2G+a04)8tVVMs9i*V2 z%(SY--@|R(^R^vO9u!j6oPGV)SjfAw@yQ~0a@6oYt=$Vi62MV`!KGQnn4A>Bc@cr1 zLrJc1?SR@$^x#R(EHgy|!2`qe(^qu%L8_DHy}i(X(fm-3v`H4F>@A{jTAQF8jcYS@ zc}GdIOB)1w-T;oD`^Vw-p46?U&{*pEf=ICo}di+6+(|MDIq&j#5 zWu$xwl6As~TrXdtjNI|e6Fq{`qS4OC5tM|h%NNolNTo2~$o`i}66%GD!icrWgq6&! zBl&_L4IAej2b9c|Lcbfw3rh#N#1GHAieVT3$N-(W`G1*Ct%BjzX7Cmrqo?XgGsYSb z+@#4)N2f_6Qra_3_KvZf17+sJ6hYJ*bK)2lR#daPf2HEYCWebtb`FM5uCpl%34^!`yJyd*AR4WrC2i6pdL zx!5)mq|e&+#+H}#>F%)st*Tp#nVGg85@ua`>hxC_eEC8>EE-SYCGBDLPF53Re`Vjr zjAiEU{!xsVQIbvz?PvEo7ioBL9o9Tq^QL%0M<_h-+X=vrO7rGRGfxWf5< zq4e|#TUR&HXNKnc#X=W5{QTY(R=SWRI+3+&G~ovepRE__Vw*{jZX7JC^1cak#q`;i z-i4oeBNdHf)tfE2I9=~wGVYDILS;c<7x=-AO~34cvd|)sCG#8is)`~)Sa4xqh#cF# zi!s__(kW5QVzR8Kc<$%WB?>=S*sXGpLd^2E>}8oXWAm&NsS~(eh8AoYMLJ<1iJN`WYQ_({Tq(1b_WG&cxxKNqkViUK>J?<6hM`o|*O=^}R` zw5XlOZ)!N&jRkU!X!W~U$*jKJT{OZ?$!y~(T4_W;h~lsOMMiSBnSr%=y`=1m9iCjHxUkhec)?6`k<*mj86@lHoXU{8*Pig zyF_Q~i!Oe;+NCeUed;c{b;V6_V?}^zZIutl&ETA)Mj$2;JW1A+on-=N!zSl4rS3KN17bip74BkN%;gk!vW%R7c8~6Da*tF>Yp% z8Mxo(O*?@I$ldrnJ<2VEd)AgOGLFVroqy}0)E|g?*``gEU`$~kNKX_i?J>QfVeY8p zbk9dVVbN+0QbuyORGZa}N#w$arBn~RW|ddt3#xBC4QX~iV}E*M1#){Tjm zIyJ%IhJ#Unc@-j~IYe%#y)=FiUNS~oLKsDRUQIpyjQvghvYxH%S`|G7^FU21oc%jP z8a}-Av)!wTLS1sm7%Cg~EPlA?zGurZaMPuE_3Xb)t#|aStPUT8$<9)OV+Bwk+oeYV z`EdaRFj)CnPSp$djnKAZOtp7}y{`_HZOjLDzc=- zmbDPs5)oyY%CQ!bR1Aj5(u7pDVkWXL4ayQR*^1C)Uo+XmLD|L{h9c`sG9Ju4-n;Ai zoj=}x&hPy7o^#%-Kc4HFYv#V5=f1x8J@I*Z_sGY;rAtIm0+2WkVQs6pFHIR|nj!_Flh^i}&IRzu5`O^xzB9H} ztO(tV4kY9DVvqY<(G=42XmXU@-ib@?%C{D}yE@(~x1f);|9(>TVdQJ|wja1bMezP_ zM!h@vwImbUpDvH)o%69u?REqkO5%^kT_4$2oG#xw!C7Eu&-&5`U!9u?6cp-pfAVmZ zgZ?Xr^sn$t|DA2PxBC9WKmIcc@2}tfoZ|csiqBU6ukrj-I{H6oto}+rw+4QV=U<7_ zzopF<`H%6;Mc=&dog|i;dm%ROTjdn;>>2*qH|hZM(Qs&L5eH3eA!sTD>RU~TEd&y` z4$h5GinpEj<*P!#V1uOrxw5u}i2do9kp=Uy2IFRyw-AR(TZjX?$s!57E#NNisdxr+ z3o#8)7Zex3s|uVHTi@J5eDK&pG<|Yny`k$#`rmg)PTKkE!&u;x3LZgIu?!qCv-V)f zbF%@Vqj6XV2TS3hYohzM5Cjq<6nMTG^Zn}1e~XTmJ%zYu&P2SV=3Hwg;VI#T`kT<$ zojhh|eqH~J7>NDhllh*;_jbcLCCXyun6tgG%v|dRdv~vZolP zFQM0O=G4so;;qWFvR$o8^%TzSh!usV1Gvqs;Z#q*Nv4I0(7GVTb%pMVTHcNf#P_~h zZ#A#3;ueY%4fY@}4|fRX2C&&73snd819W*VNB>*a(f{xL-1?6$(8N+DZ5G)3;NZSD zc-7y>g?$%r*bRJr+q8?}7tnCvjBrY1t& z;6>p1nu_9F$xU|H9Lvi9FTg>0z>Qt|kZ)=$x|oC~O%k-XyYPSimg1em^`f%h>y!gx z8Qy)69@`^p%xUJqrb)hHfBRK{w?Tx_u-HJkOD9$q3$hYBNE2^B5i4m?OuCUcjH1{+ zp+!wBY+Qb#PqaN#e!n?q!BPHp!A;I+$1ZfI-;?Xq*>O2IWgcDH3i5qbnr6F5Q{#Jv z3@5@VNlk_)^KRj@v&ZK;DM_7`xQUhRON)jrT_0{*d25ZRIMrUAYz3x4a#O60e%i+w z3N$R92wf6WG0Y$QtgG-8tH06tJ#R3T_4BCSr-9nFNhB~w5dshdj4#Iou^G7=%17BW zU30a1SJvP0nzKaGv&z{*#B!V2{P~2(vl}HUPL+6J|1(tSMn$gfDY1yt{b6CHQPzIs z;e_A46F@i3K-cQi90&W99WXLKY zd-Oo*xdXp1Kbt<01KI9I>ytd^2=TDlVwB`;q7&YE!yOe=X|O zwVNBZuar$aF`3pn8XdO>=2hBw4B5CWDaV9!NliSAkliYEGjT7CESsRg2Xx`c*lf=EAHKu*5Q7BaSTEMuHWZVV6 z#hQbQXk8nK*eHk#Jwhv^XJK|l?aZr-hYb_lF7=!HCAXW@3!JU2^A4F&&npr6)cZA> z+)<~*1QkO^?y%3>dtez~G6f%^GR`$0`1n~~cY#%5AvLC4Z76%?WM^3@cT$bOOwI$v z#^nekH&(${ubaZ!@Xp7SCKZw^gR#*+U-fut!0wgnki2f(+q0~!K}x#G*2{PGZkErf zT{`Hj+U^U$56uc*Kpbof@v-?HDnEgi2YAX((>Rdr&S2jw`b?MSiXD%cF5=hq_s0PD zhuYLir@>UK4qS_*=U|o#Y*2V%MJ8C;7mYrSS>2N?tBYCvdDP(I?#4lKUZ0Bq%3?|D&0q#B6Q=+otjH%2>5hcd570xQyRzqmM@oGf;`5KO$p*P!5YNw??_Ez@aq80iy8`HH|DfQ@G4WhMM2T3x+q0N zd$s@8_wqH)AQ^+fA+}Z_(;Ri_JsxL`ddgG82xzKxA$me=p__t!2!wl#iQL)aT=0&0 zwH4ndEqv*sk@|^W2geXa;>RqD8!qvGwOJH$V-80`^8j8&D}mYCa)AO4Q0O@Dq_LV1 z2p@+8H%;DAyE0zRlFOCb?bDTxR#nDgsRgK&SGsmDE{=tl^MgfTIIpWjLPOdl&vz`q3kQv0dkFj7RJvLH zwV01#sZrmreuqLg+Bf#hD-~8>g5XS2W;D?>b%yfm&!B}&}DJevXN0UoYrjcL(m zVK3ZG#VA5icL)wc8XBiR1O2$;FG2HZs8m_zwHzMBT)nU1dRnx?O+NNvVor9zlD%>^ zL6-lqPNgUpwgx=Zu}*+-i^|R5ahT9wgt2@#2?E%Iko1KI3i^%JZlsYLC8VoWUX{La zlJ&b>9Any(869>79SPE30N--CX?$b^W;e@ch|-8bIHzR+U(-oau)o`@_Tsrj<+eAY z-Abdq@1kXGKer#v(s+48De*=Vq0uBUadG}tPEdfUA?WTV40!e>z3>=-GDLHSfYMHB z-BIYPmPYg4nEEo*wO2ib@uxx;?Cq~Va$()|ZU*MCaianW5(^Ni&OQb!@GaZxujLVm zJyQOO_@yUp$}9A|Yj#?HauJv0m5y!oJ0#+d>)zLA2p^yd(SvB-F;pb|6#y5=J(#l5 zndpwvBl={2D^hLlJ+thg{6Rd%a)|HzW&Oc|%i0TWoO=3;hB?p^n1j5z4XSw$vq5($ z#1L4T>R#wj;Opt{>~wFs&*OTig<}N#P4BVc^|9v?#U~K5cFaMwV&SBwxOFv(;sFrm zYVYwPAj$+BuG3hq5}MmG+eC5~V`q($$FtNA28~KzlK0;y*Ng22jY|pT z(v8bui8zp6Z~-7Kifs|i!Jr&Tc+#93dLZeh>YQNnIV+yt);j}goZ7y%gYXr^4^3f*+gCp9v#dj@LJ7ul zfUty2_JB?$(QiW{q)GnPoz$^h8ah(b)gkj{b?oSonzshm2t*t0NA5+-?^saRi1{0>7Cwe>qQ zcA6Hto3V8tjOA+lADhxaB!dLt`fAbw|D+CWrv5ENY!TJ^SXh?kY*U?RTA_0{uc5@P z{HfYfuuwyu*-FCbdK*y-bT|M$>~9455wV|;R1>`D%@s_w^LqfyGjx72W-?^&vNAT( zCWxQJdlk1w5T3R-vgG)o7ruaXUWfS(NR|kG&wq+nV*HiMdE~3od#Ah zJhH~mAG}Q1N8cYMA3xf@^xEX3nW^j<>3ca{%IR)imdJqLJ}Ejz$< z?W3U@N#$ydTIP-Ea?qn(8{hkrWt+Qid9nTQwJS>*Tg3K*~f00shFqn&6}ne>%4RkTz<4*lH;0tEyI4hhs8dE!twAA&Fya7f|VL1o5DH;_@h`^E8~Cz1qT*B z|04t1LcRoR>P&=uX*cI*^_sq8hvU0+%k1}yw-+1NILFhn1M9clzWgi~o?nyQjWb}_ zfmzK1dMtx;@EF#h@1?FSifkIY>}Q-ESnbVo9f-y7pU_Hw;^6A1c}_^(tl#{>QbKCH zNSkr(3>h~u#-;5MEG7t4|Ar2ntx7RvXPl%_P~Vh{Ht9}NW+hHDP>P0tkLV_584n#I zHi|`{S&B+5hJz z=mN>mQh_t=_@)O$qBsY85%+x4mZwo{U3{w3g6WCF36*`SuU6b76L_WZjz#6O9mmM# zpF%Fo;9Q7IYYCnz6}SMWTQfWUGx1ZkCx!zxpG}IlES(^LGu)RAuf`?e) z;G<_V<}aJ+I$Z?PyNF-c-yVZ)e^78%Y%q8sBGVVo!a49>DRJ>8#4LB#*<2kV(AZia!h*b;8`T)EE`?(jf@37_2BlB5B7&LCsk!VfT? zuKk)zfBRhe`G4N_M?HSV|9l2W*9`6mUZ@OS4tXcwy&<@gTXt5MbiI$fK$cmHgBb60 zA81{y>j8%)q};_2DYM?&UE1jhh7nm^jnkfbbF=t|n&Kwdwk-sn1ohw=NT49Jftv<6 zYf9c2$I}^*hOQQauEIYnI;MjvqY@dQ-lR=f2VX+3k3IU;>K`A8>7_CujU!`s z=8_l3zZaTvedD)Ee33%WIv6RSzoF??F9{BEV(rzbfT-qk!BZhEQ*KW%qbcA-%B-u} q;C{e2%zlv>c@**M`rBi`@(aB2Cq4rIGT_F~0@W|@#{aYN9Qq$YA=JVE literal 0 HcmV?d00001 From 2f9017b55aa59b8da88837ef4ace4f9fa941752e Mon Sep 17 00:00:00 2001 From: Kieran Hejmadi Date: Mon, 15 Dec 2025 16:51:07 +0000 Subject: [PATCH 7/7] removed capital files from upstream github repo --- .../Background.md | 153 ------------------ .../HF-access-token.jpg | Bin 118086 -> 0 bytes 2 files changed, 153 deletions(-) delete mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md delete mode 100644 content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/HF-access-token.jpg diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md deleted file mode 100644 index 215f7cc9c2..0000000000 --- a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/Background.md +++ /dev/null @@ -1,153 +0,0 @@ ---- -title: Background Information -weight: 3 - -### FIXED, DO NOT MODIFY -layout: learningpathall ---- - -## Background Information - -A well-known challenge in parallel programming is choosing the right number of threads for a given amount of work. When multiple threads are created to perform a task, the actual computation must be large enough to justify the overhead of coordinating those threads. - -For example, if a computation is split across many threads, the costs of: -- creating the threads, and -- synchronizing their results through shared memory - -can easily outweigh any performance gains from parallel execution. The same principle applies to generative AI workloads running on CPU. - -When work is distributed across multiple threads, communication and synchronization overhead increases the total amount of work the system must perform. This creates a trade-off between: - -- **Latency** – the time to process a single request, and -- **Throughput** – the number of requests processed per unit time. - -PyTorch attempts to automatically choose an appropriate number of threads. However, as we will show, in some cases you may want to manually fine-tune this configuration to improve performance. - -## Multi-threading with PyTorch on CPU - - -The diagram below is taken from the [PyTorch documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html). When running inference, PyTorch uses an **Application Thread Pool**. In PyTorch, there are inter-op parallelism, which is spawning threads to run separate operations in a graph in parallel (e.g., 1 thread for a matmul and another thread for a softmax). Additionally there's intra-op parallelism can be used to spawn multiple threads to work on the same operation. - -![threading-in-pytorch](./pytorch-threading.jpg) - -In PyTorch, the `torch.set_num_threads()` [API](https://docs.pytorch.org/docs/stable/generated/torch.set_num_threads.html) is used to set the maximum number of threads to spawn in the Application Thread Pool. - -As of PyTorch 2.8.0, the default number of threads is equal to the number of CPU cores (see [PyTorch CPU Threading Documentation](https://docs.pytorch.org/docs/2.8/notes/cpu_threading_torchscript_inference.html) for more detail). PyTorch looks to find the ideal number of threads as described with the following code snippet taken from the PyTorch source code, [ParallemOpenMP.h](https://github.com/pytorch/pytorch/blob/main/aten/src/ATen/ParallelOpenMP.h). - -```cpp -int64_t num_threads = omp_get_num_threads(); - if (grain_size > 0) { - num_threads = std::min(num_threads, divup((end - begin), grain_size)); - } - -... -inline int64_t divup(int64_t x, int64_t y) { - return (x + y - 1) / y; -} -``` - -In PyTorch builds that use OpenMP, the maximum size of the application’s thread pool can be configured once at runtime using the `OMP_NUM_THREADS` environment variable. The actual number of threads used will scale up to this limit depending on the workload and the `grain_size`. - -The short example below illustrates that the default settings on many-core systems may not provide optimal performance for all workloads. - -## Basic PyTorch Example - -Create a new file named `pytorch_omp_example.py` and paste in the Python script below. The script performs a matrix multiplication in eager mode on two 256×256 random matrices. -For this relatively small computation, we will: - -- Observe the default performance of PyTorch’s parallelism -- Print the parallel configuration using `torch.__config__.parallel_info()`. - -```python -import os -import time -import torch - - -def main(): - print(f"PyTorch version: {torch.__version__}") - - # Read OMP_NUM_THREADS from the environment - omp_threads = os.environ.get("OMP_NUM_THREADS") - print(f"OMP_NUM_THREADS in environment: {omp_threads}") - - # If it's set and looks like a number, use it to set PyTorch's intra-op threads - if omp_threads and omp_threads.isdigit(): - torch.set_num_threads(int(omp_threads)) - - # Show how many threads PyTorch will actually use for intra-op parallelism - print(f"torch.get_num_threads(): {torch.get_num_threads()}\n") - - # A simple operation to illustrate parallelism: - size = 256 - a = torch.randn(size, size) - b = torch.randn(size, size) - - start = time.time() - c = a @ b # matrix multiplication (runs in a parallel region on CPU) - end = time.time() - - print(f"Result shape: {c.shape}") - print(f"Matrix multiply time: {end - start:.5f} seconds") - print(f"\nThreading Information = {torch.__config__.parallel_info()}") - -if __name__ == "__main__": - main() -``` - -Run the python script - -```bash -python pytorch_omp_example.py -``` - -You will observe the an output similar to the follow. As you can see the number of threads is set to core count of 96 and the time to execute is 2.24 ms. - - -```output -PyTorch version: 2.10.0.dev20251124 -OMP_NUM_THREADS in environment: None -torch.get_num_threads(): 96 - -Result shape: torch.Size([256, 256]) -Matrix multiply time: 0.00224 seconds - -Threading Information = ATen/Parallel: - at::get_num_threads() : 96 - at::get_num_interop_threads() : 96 -OpenMP 201511 (a.k.a. OpenMP 4.5) - omp_get_max_threads() : 96 -Intel(R) MKL-DNN v3.11.0 (Git Hash 0b8a866c009b03f322e6526d7c33cfec84a4a97a) -std::thread::hardware_concurrency() : 96 -Environment variables: - OMP_NUM_THREADS : [not set] -ATen parallel backend: OpenMP -``` - -Now reduce the number of OpenMP threads using the `OMP_NUM_THREADS` value and observe a reduction is matrix multiply time to 0.64 ms. - -```bash -OMP_NUM_THREADS=16 python pytorch_omp_example.py -``` - -```output -PyTorch version: 2.10.0.dev20251124 -OMP_NUM_THREADS in environment: 16 -torch.get_num_threads(): 16 - -Result shape: torch.Size([256, 256]) -Matrix multiply time: 0.00064 seconds - -Threading Information = ATen/Parallel: - at::get_num_threads() : 16 - at::get_num_interop_threads() : 96 -OpenMP 201511 (a.k.a. OpenMP 4.5) - omp_get_max_threads() : 16 -Intel(R) MKL-DNN v3.11.0 (Git Hash 0b8a866c009b03f322e6526d7c33cfec84a4a97a) -std::thread::hardware_concurrency() : 96 -Environment variables: - OMP_NUM_THREADS : 16 -ATen parallel backend: OpenMP -``` - -We will now move on from this trivial example to a much larger workload of a large language model (LLM). \ No newline at end of file diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/HF-access-token.jpg b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/HF-access-token.jpg deleted file mode 100644 index c02ba8988143ee47f95ea6939a2ab4ec31d7edc4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 118086 zcmeFZc|4Tg`!Ifwv2SDF86`_uBPnFElVne}CR?_Uea)1L>`^ERSu07&PR6cM31weq zhzOZUF*S?dQN7>q&-3~H{`kIr-{+6#`My4P?m5?e-DkU&bIx^L=iF_NZR4RO!$_aA z5M*u+?SmkQ8DfO-KyU!Tz&{8k0x|r8A?PGb^l$hyOzuw}ItZfU{U?8-4@CbbKdAH9 zb^Xut@01xNOaMc#qN=(-6ZRX1(ZQjtgkLZZc=x*KuRQxzREl8#)LumQSM5wPMex61 zI#Ma)pFE)O&ZTRkZ)yrs8~0#O&wvo`z)%Rw`QWfiT%!U4y+Kh?4;DlHu-NpdJJlfK>uKd;$P`6u>(E{(&9< zz6fABkO#Dh*s1@J+rQM~^)IlitJ~joy1IJ(4gaPElmrbM_=KE4=Nk3v;eY3k|G6;0 zuV0re_+|GFHn9dNAK=?Zzd*Acm>s~R0Jjqs00!DbNAClu`vVJjhnd&`804pua}Uu6 zyo3Y*tQ~UBW=COm@YWu#24(;j1Mt~^b0>CWzmq5atdG%79>71kTRx$twg46a@O{q^ zLz_Q&+JghF|7v&SY_PuWAN-PQFo1s7PYd(2+rfkS;XK}+rhn>(D@A+T+5@w3_K59kBjIoex)2mdQiaG3QDEqeey*fYRb55S=R@SL;3Mmv1i$^Xzl z1VF#|0B`s9G2JN(cmf{^^|mzuFyIyZqr2;`{sUUz1kV87Km38`c!r$X>DvwuM?5?Y z3;_&ir)TyIu-l;*;OT|VhwAOL14Xu2y%sj zAuq@iQv8GYtAzcpHv!<+28xE(pa763Kgl1g-i*X3#nC90p)dQ0A{5oP<6CjL+ZCfAz=})aedrI0x>X_y6Dczp(%0)CD{^ z{-}mtKTkhhB^RIQTsZZdLk2^oReV7LS-O{M}c#zxn-F z5B}fn|MSKN@&Nrb`&$}+dH}x$e+KV^cfeo5Tj33mBpeHGgujMA-+}+MZ}dyLUVpb{ z{i{EIKra8TGm=1Ke)n@nKSES0RhCsKziSEgj0^=j4(SJ;j|%qj@(z{M1uKT9q-lV= zl7ghFimEyU?W{jLc_3)R>espg6L|d(?(!@I9l>sIZ@2t|JBEdzry5{NX!-{ycL;*G z*&ygelY3Zj`0x7YcM=9Lb0EOz6NV%pDM${`qY52_w4kGqA#@C~fNUWL=rqt*Z=mPF zPy`eUU4jyz6zDpX4dp?FPziJ&s)A~u2B;P4fO?^R=pFO{ngrUj0Ifg-XcHpCU@#^a z2aFdc3`4@CVe&9l*ddq>%n)`QW({+Ioq>750$^dVSlDG)3M>nj2fGJ*0DB5+f_1=N z!UkdEFg$D-_7(P%4o=5T$44hlCqt)9cZg1x&Wz5M&V|m4E{HCg?h0Kx-7UIex<_>N zbRBg4bRXz&bSre<;Sih+E&$&JSA-ve>%%SJj_|YaV0aun8J+_#hChZk133@Faqw06 z4|+y=UV2G-MWDeZ^mg>_^g;A-^r`fD^!MrO>AUHN>GAXgdKv=J1!zl(Y zh6siPh8%`+hB}5GFqRe=HW?Wi1sG)+HNaSOVDx2-VN7Mb%UI3W&N#?8&-k5*iAk7A zp6Lja1(PdNC{qH{ZKg*|Sf(MS1ttayS1&aqu6iWt6DN8fU0LuaknU$MWmh}j$EvqlR7?9S|A?CI>C^$95Nh7IUG4cInp^EaCC9Z zaF958Ih8m~IXyTrocWyfoI{*n5G)93gf8MVA{vo{c!n52ta7n%$#Cg&xpKvE<#RQ0 zjdFeG=H=ecZNcr&oyz@?`z7}h4-=0Jk0Fl-&lR2$o-UqwUO2B5uRgCk?`7Un-X7is zK1M!SK2ttlz7)PHzPEe?ejfe<{3rP%`Sbao^Wy~I0x|-o0_OxW1Zo6E1bzyN3+f7b z3ML6Y790}X5)u_UDYEL1J@LFlKjq_Cl|pKzvdgYdKny~sWhE0GA10+Ak(RZ%`s zEm3#TWYHSY2{AgcePY&PF=8cRuf@KLONbkbpBKL^-X*>&As}&7!dK#^M4QAik{79i z^g-T4Vv(OE`6YEF&q>~r?3N_#65D06D{R-jU2k`hcgya!+a15VdiS&xtJEQ>vr;#u zI;9AEkbBJc#O|rwGa=0)eMs6{I#;?+dP_!D#$F~-ra@*&R!G)VHd?k)c1n&z4kZ^P zS1k8_FXP@rd;Rv_-TQ7I-9Ghw-uv?R4an2UAC&izzbikez@TtgAwZ#6VN{V_QCBfs zu~HGQB%pL$DPE~T>5K9nWk=;q+seAV}A z9BM{t7_~+<;sN;so(BpJjH&ago2w_PcdAnlY8(tc`1s(m#vY9`8h12C5AhwcJd}Fq z#bJiSdWSKGTMz%xJg6C}S);kGrKshn^-ya`TUOgsyHtDr$nGPqNA4ZL=}79F(J9iw zp?0BMQN^gaqf$pbj+P(&q`OzwSND3;OK_a06q5WP`VcJcf3L zd4@AayN$ezDvb!n>c%m~?IsK+W+s^?qo(4f?xqh+3CA>!T{zZl#%^X~mS;A1eBbfl z-#XU1&xY3qZS&A( z(^k(m!*ylc7_# z(}J_QbAt1Ti>yne%gfUur_Y^!jz*we(a+8>oUuRi@C?P(!nN4-yPK)o9XEozzI(3w zipNopn;y%aM?AAUKb<{tHtXz?*AcH9Ud!Gn?;P({AAO%ZAEK{`Z=vs&pM_tA-}X8C zbJhOL{%8D~0(b)a0=few0wV(l&&!`rIFAd`49X571e*nyhrmKyLK;K)fT907OfKwd z7(QGlJU^TiaWdjrBzI&$)AZ#a@cVU(mg9FAf&x7T1Z9 z!d$^DTr|FT{}SsZze{i8RpPVazg@P!+VNAjx_m6V(mN~(M6tF--Tx6-!L&!)f4IG9mzo$-3W^^r_e=KU=0tmv%y z8|F9aZ%W=wzWFU1o&7TBKu%#UYi?LB?$+^JjkovQzJ8mM=biT z?hX|kEqGigUYJt&v&g4t?4I$x`eK>loD#;8@RG&SlcjxShsqw5iv zt#s|3I^MeEdRTo_J)yz70oUlzIM{Tosk2$DxvoX2rJ{9LYyNZo=NWCRZCBd1vC-J? z?dRK9JG?sPJJFq!U8lOr2g-O|K5UYUn@MU;kSD zb=@2FH+63hzO5h77-)QV_+9g$_F&r(YN%t_V7T|a>HGct+;! zo|Hn645%OB3_+G05M+B8qEl1*`~FkiZ@+Wrff4u>MJK3k{%(I>{V&OHpA?|}>i55= zfEqQm13P8@mvnm)x&qw%or@0q!RhGe;Ph~Cfu(=vVq^lVH@Ltm{p(`>b+PPRU{U>Z z!FEc);SAu9jhT`8FZ6#s-JS+Q5osA&xxM=is2|igbXZg0z|hFp#Ppbrt=&m`U?#eIc%Jq0 z_VEn~4GWKmjEcT|%8#l9aa&O(vD=sN5E3df!;9dP7Cgu*u;&0?nz%#K zFN*$a1jYaVqUdje{-$Sp0%C{5fWY9~5DKEvAS~_*TvMvAWt_>zHQjyt$;-Px*nizPXKo&9);~n{BQprffq?YTHoOvc*k%@G@Q? zPBrC|xs|jO=`@4YHkAJ14XV3gze{=U+#$o-p&+r8*Vahgr3-0FR(I3*tW4;V<%<4u z|KG<0#P+-2dV|+KIdK28K!K>uwT0Ki^Ubolq`XO!4}81XVeRlD{;QE{^Brrh+fbc+ zF`J`e(i4UUbYx4x2`rxi#y2B^e5okyYcN+M}Bf=-x3J zUsV_Wt|%QP1 zWXV<(y&96&h04gw_`9^SeUlUB^IAd*tEJhEc7FLz`HikjAHP*P0MA_OJRcSn~!M;8@K$6T|O(Z;RqmNa8 zLKL{T^@L=6V(?>IjLAQ$0bju~#R-hh zQtXKA8o45yccU)I`-t##MQIBVf24?6Pn&CVmoC`9G8r)xz4Z}7tji?R!f1@3%@}P# zd>~26>naxa5Y^Co+Xrt}%|GQUkY}Ix4f<;S(84e5NbP>dzVqaUV~P`cE}MJYqt3Zu z^9T4q;dOLv>dfJ+^$rv~R^1Puxoh0#!u@HBSoZR%jbCYL@?ML1SS7 z+>RqLf!`PsB8I4ezi_inl!!`{NgnNv6KTozDzwNsbNocs!=k(y%c=#lrz~=>?2gT0 z3oIrZXb2TTMh7w_dc7lKJOcOTOH&ZOzyGc(*^21@a;W~aqlsIlK(E}#T;G~Z@=Lck z6)SHzIkEaMsfiefZ)guph#u`lrHZtQFePXo_8o1`DGABssOA11-YyFtvnRsH%$SZP z0W^<}ns*^PHUN__5pg9{JYY`iAo1X(h+UU0vb>nHoF|<>QtyV`_Hby}oq8qU@-Paw zx=vC+B(=dw?v6l+CnMcEo=kTT%{ubV)@dZC7ul`3=GxpoO<&7(ojlb2cpK6VQl9=1 z1<|Uo9hAmU|kn6kiwnaCf#tgO~Qe+MH4`6YUFQL>8|R$q-JcsX$jX?+J@BDybez`oLMPA z4fbum10BQB-e8_stcnsgHoHh0Uh*rmytVQi7F{&NaG8U$vXau8TT_;LX8e_gh7DV@ z^RMXQi}r>aNFwWM?SJ$dZbMAZX~XWl+fZOW4t;g9EAFge{O1Tga{s_I`E-}WT5AAV zN$u^-2Wl;*LluiF-G(46?g93hc8eTvS(a>95?lG8_%>V$)@M$srPulnk4D_&W{KKb+-k~qPXXB z+3g%SS>Oj?-`?<308cxPZbP^Y3}dW3sq#Ur67^Cm%ya&^mdWk4*&fZc*Vo5pOz!ad z_(2X5V$|`|wzK00@fq*11QRStOS!$UejDneif*2wR<-i_5LUY5_TE+aChle467{X6 za`{mD$f-pu>6TZs3g(L@k3a5W>5xQ@t?^TWLAy>E+^20Qt&m{0KAGQxtWlVyKQPO^ z{L`?lFsA(ThM)CB-CEW6+TiuCIUhP#Z@y&tk+DCI8UdsZ_|k!^4n~4s&p|pq22B%cWr;G=&3UqxBWI|fu3A0kCTerqOmp> z5>6nmq8V1z?`j5KdxMJ%o3Anz%kX0$*5#333cS8&eITm-3u@mxrcHh4+0NJm)#TH-l_~1jviy%FQ2jlWpDtM*kR{oAp?o=F_pBr7 z?j8x|C*tGkif^J-v_yp-3m$>Fek(#qgTeU)O_B;Id*HM@J4usiAR8nh^A9HO?#;g@ zdg}|`*gB}adbxhDTb^{D0B1Vva`@mfd zW`Ufir}`dT&5objrE*&~w=nC-)Ad8nsUIOsu{8e=B$zpX9>l+ldkyp`aC}ye)K5O@ z=!+y|Mb=O0T*bYhl#M9Ka96&_!q3QAPc>I{x7_8v#rYk6H zgznSgQ5#D`cZR~+{Y_0c{zb90J`dC5X$I>|a z2^ycm=o?#IeRMpH$Ju3| z#)vv!8ZTF(=hW}tyTA52VktOz8`28Af+obw_Bx>jda)95jNT0s?9c9p6#0fsOn1Pf zg6QzF>0VYZoI6F!?W-_xC^{V_Fno|SHj@2(Vq)zZGovTOfLy;yr&B8e+mHt~UcRyW z+KsN9uOC^B7GCyML2(|SfBGm~^XwBOg%>e@Fqa^>dH;P_C7SE=PX$eCYjnV^t;`F_ zQJ)(0TuflC{XUE{?FdJb7H#(ipiTqx&Z`GQ+I?diN~x~G;>yv4z|mD>poNa4wNl!< z+1i5Yxiyr_V6Bk07JW3s_o}L=wGEApP1Y~f%esU$rW*ICi0Y*V-JqS_h6qjrV}ZDB zh{BssW7V3s7+1y_&OC_07a}H>)h5jzy%F!h`>hBm?O`VxvT{l2H!!QH94=f0{)Xh4{+@wVk-i$96g5&5 zv2&{%!UAzolxPMLZ>^xN9<4=m{mW0Bu;@+IqSrFfNzp~NIr9rKk9OQubKG*BEn%%pyI zA;AJQ#x{psOTlySOm;hF#N(gjh--c|N?>Uly%6ZFugTHn`}&l7BOUezdMuxYupNqZ zBFc1ipc^u}L@n68HLs-bk}^6s-e{isG9Npl#*{fHCg5GJR22KPX$~8K1+xq{3Db)L z_HLSl65;NuNKW=cpJ;~ZyVI4Ao>&APtgdJcHd@K{2$Osu#uZtF0O}A=hv|rjlf!hl zQP4!S&RK2>tc;`*$un@gx#5O+OV0cNIpl5XV`;0jHp>pC=NPl^w9rC=$H28(1QTgx zGn*Kgynbdl^tp1^PyXqJ>DMWI0-FTW=&zE-9BG9X{Pnu9;rORPB-4ob?3nC%)VS`R_V2hCE|-jG6gul@nx6} zUm6=wQmHs7(ys?u8<3Yb+oR0qAU{UZ&~Kiqnd(m2%+;{&E|-@p)e?wEj3L(V)@Ptu zYOC*lp-hs) zwhv5JZ|*|Ye_CDo>avU)-+E?IaoSD3Ql8A*Z|)V$_r#Rz(u-F$s?7@yrZfwb*E;D) zVTa~s$($+12Xi^Gt6noaQGFymPoi{dOCk% zQexqxX<*r9lce#e2{yd?_;bQ&>bFW4ck|m9?GJ7RC2?uShc{oY8-Dm?U$iCDV=F^G z=s)*=n+LG%!QYNL?n@%YzJ%7X4Uw&zE!#f4^+hew4mI2+2@0g~P^}s;`<5?mR%yaE z5Nr3y>XMbmO?}u3aZHVP@wo*Q|t{9se;fG~P&!3Nt3Ng&yaP`Uv{xYQl zoV0k?xFHOoiq;S2vS-xNSoyM8RZZ&dUk@nrdRxY3exBGR8JI-Ozl9p< zP{PeWo*gebQuzs;fvvG`x0ndDC3szHQ}M?5f1pXMSo+b#-mg{Uyds}?ekJvXy}+7S z@!p&C1>!T#4=#Q_-+1(bm_R9f;^L79B*^3arI(Q!yDHeqi1F?)N+AJI82CF%Cw?`Xu|!1@!!> z*u!AK0SnpXFpS?z?Nd1-i5KgZ*z=-4OX#)`)~_i{E{@fx{t&cmw8Y0bxSe6)et}hf zkK_UdMawL~1x?zA>_IV66iJGe=!uo+fC~Tn%gxBHDjhTTBMZ;=raRp^Fl5H6GPSIo zFcucpj)VVn0c}lUKfY{3V8+&!Y1hrs!0_t0hb5RH#s)UCs0FQ2Wbe44IQAi$q+j^y zz4@Jarwgkmj4>4s`aWJh5qtXmRlEy)99NY->A7=r+?x9E8AS+xdylws60pje_9m}z z&A7s6!lK)OqRUH49x%E2#*?!+bUbz;X@Kx$m5o80@jM(^gTlQk{9%}zfn9z08T-?F za0yPp&=7lChT?>2ACUB5#ScsnIZ}}jha@Stn?GC@IhgA&UQp<-Q+40P@KAzKw!1~n zD9bc!hu|yC8X)G@>WQc^`v?Am*-6Lffx7NI;7zX)=sMGF6L_fv`M$z$j zU8}jp+W0lLmOGoZk=B61tpF2zwih`$fVaPj@p2GL6Pe<&%g7RwU5hwig zw+26LWj+}{Co)3%?E*ZQWsluv$muO|2oO^k3U?C?RMLN4oV2ycM9rmW5ixUt*S=dQ z+Y$$^<-UE={C>CXZhoSCq0z^hQ}1JOi6CT` zf|iKvZ?Bh{6YLUgnY15lHTRL4F#Xge-EddfhBsSo(ai7KEk@B(0{Zc=1th^LP=pdj zDkGmDN&+Om*d2=qgU%K+sf!%q$^v4T=+J!RL|a6I0^q0 za9EvU4H#ty3|_=!?&c6_wv;x7sUNs9*;!2#G`GUvntyUZr`KHmgpMOM(^F9)Q~t2d zxzvSzv4hh^m}28KS+WF0m)eZNjR4`sLL_7V&2<5DLPmRYeTHv|a!5$2!`SHy1^fHf zWz%I7bdJuf6v)8|C>nbswXltj5_V%VYa6;cjZ1^~qQ>>XeCtM=8utH=coww{P0+lu zKlPF|R?R1a?p7AWW5M7D9-!#w31H`E(s&J#W3gHUa>q}J%;Hme@$zOdK5iPaFOyV~ zHO!w~JY;w}xhR$cbgLPRwC1=`6v1E{N}_2ukR0$;N?$O%rNEI5Me#XKNp*#l)pqjM zA3l>Kd?u>Y-sr8a=RQ$(>|h2(41~Do7fB0%yN9TE;&#jvU#zDx`Nuu#{Ms z7S_#C9@py3 z3ryTIC|PsarM9lg?>jclF5$jdubFde%A(qr9}WC(hm)z*V65!1=*F_gnox_h1s{*2 z9lS@Q11`nXEXtLTuR83FutWt{w&+9 z#9t~y4~T)e=W%7=9vYG;ap$qPM?-;{P-Y~8FH`d+x3m~y#t3t7eGEzCyabf5AZ}(G zY5*Eom~fh%q~#t(_`W{hKs=F;cVf$5dGYA+21{$+7kiI*`IGW0Kip1^Sw5Xofz4wH z(b!dD1fm;t301EhE+ZUkcyF47wmYNp)cnj!)VV6!Fk9utBgK8L=$lxAP4(mr2Wlx0 zZYJ_c;_CB~R{`oAQidNUt!nh!^nRMpdqntX^Xsjh;MXkJGb(J0Q3E?Op8=8lWf;+Z*nli)2kjv^n;67;H5nsX^Uyfij7Vg?S;O}@K1 zfl8$KK)fvm^x&`3k~E+&FQ0&MR?Mos^1_ z+&?qXmK)h5ULNDqkUpoUY5z?P$nY5L?d2}iGej?9qR{f)Od2*VEPsHc0Q_yic(cNp(>`b+ojsG|2DaIe zl*8;V>Aj@rg+gDz4t4xE)B|0B6Q9voACS3X^?}Z?lSFAOHh2u2lr!0Pngv@wdT->5 z^)UHxT|`rX)9BQ*+nWb8BDnj=t@CFjISZRG1doh0?+3EI%41&6P4I~E*1(cZi=di5 zOH}UI(~M|ZBE<}l{|?i^uU^fGUYbC6$crCb{4#OMwI$K|{p+0d-PsO&>fhpz& zg$QpjcQSyM^lx1WOHs$=7pK8nMZN=~AwgyC_XekB%1%r~SyKK*}ZbQ!N z>^lu$aD_DXKn8O>>hfvCuoo#Th<`RwN%31sEZ3M#WuVgDe=VBIrF{3xdv^G`D-#G5g9V$Ym2C* zFC+&kX1kO`yUlg5M=_2jIHFUxXmFA`VL*?tSv_Z>E{aqS0S$rYt`HxzV=>uz%1 zc@rUHfgf`x4}okUm<|arF7N69dgFa5IwY;?SVaOhrK;5ie^oCeqt`I!sC|4g`_XT_DB{v!ExZYah4-|5Cx&2GIKI&y{b;?4GVPp@4B(JFj3+&bx-eN9FTv_uQao=_$oN~E#E0LP+8?lEMc&odmubyOz3mZq#>1ETr!H|h6^r<|K|PTedqS`j_= zM&59bXG7DzSDbS2F%)ia5}ix~h2z_oPnMXyR|uUB>C9V5FCIEd>^);^c7@#m>|MCf zpW5n)Ql!I{TbQQ%rOej%`Cy*2 z`zQn#D)i`RF9@4=9inxka5Ksz`9caGlE&&8LPT}X))jU|DYPo{7(R%!a31_N`ebnI z-q-Ts-Fb`ppZf1+NeLqZ*XdJB`uQn8V$TB`B?pVEnSCm|c7w>0-Q}y6Ok;pg#}K4Lftx(k$Cz_iIy7y1 zmR?&Phe&%XYCr(nMlL+>*^C>p5+?DU=e_DSB828M%kB!kcDZ=BUBBszrYWGmO^k z)AiK`;tGvT9*FyJM)&Nq(JntU!;|%t;Zi~+FI3IG z_Ll52{_YA&3+u_+t_JT&OV>&$vaD`R*Wbm1lXBe0>E95Jr~b>uK(T3v-ded?;ezo`DI z0mM~>TF@xuL#>MA2dD=o-ZA}Dh^EzH0G>u-x{wmJDHdEyaf0u@D|5?aV?^HgL`3*3 z^sx5x($y&VYutU3R@$q|`Vsk^jbuTn?%0OJL6E;dm?TYPg@+VH_Ti^z;;omcHtA2>#acg*sF2(1>4{RUA#@>Nto8R2JnivNM<=64H| zs;;o2#*8U2A_r5(MZ$3y-^HHqND4l4@ z$?_>JaA?gA|4~*D^(6eN5bHx!J@CHw7OtA#!*pn2a33s0;$Da-4*9B*%=8CyEuW_y zD;p^Zdpthn^6Fj_^Y9DWDeZ^;;`iZ{4{<`Y_k|)f4vHY@5m)|jOm?*i*VhbJ zJwD;u;D2sPSN)aJp{67$q*v}Eg^236+_^YKK?iCX;K(GJq;R!c>P=f9y|2s+Ud1i3 zyMPzFZwiB0$4&Ha<*?oF4R-5+B2a|T>K>#Z#RRC*D8+6l*8D(*4_@wo3$Iy%#ShoB zd123Y9AnQtE?IItu`55GE^+VT!k?|8nk{w6@VV426NaWFB_u)~a522H0x0Sz* zpYu$ch@75hD8I`;pJ(Jh#NzyPPaf4AsKrez?sma`YE2yixTPI_m@^!zpXQh@()N%d z%$tbpnzkHAzCY7tH4KbCbNq$-!G1Bdhvoh=bRM`Ytb8m4D(J-EO0Xc<H?y;PH&5NEiPZi{&R=!Ph;&$c1j8<3#<&?NbRj)9BV zT8Tt(Bu1*z`SYkov&U*bN0(2Y-NGuHq+VIcMp0@rGW$K>8QVPxCv$;o;dQ*l@Ih~qoGA*WfV$%DeXBd3gCT^tbAq@>o-Vvq#C zTuKER=S6)z`!mDW7WPvL%qCak`evUguQrfPVv##$_B!0V0G`r4Bi5E-`HVnK)eI}G zsu&RIrWrPu>UNsdKCwLZ@bWwRO$I=iHgtR~?75y$ zAMRQSp?cARhPZMPDTejh>SNLyg^n~f)>kjv(>TCvbCWL?n1xOG+mJQKv5P3o{hhOa z|GEF$JlG!k9cKSTF)TS)?SVZTsI(aN_jc2Ym~^T&1rx1BCmAhw?5!b{)dv`z()C=ITI%q{C!cn$9*fZ@LWu3%3)s zvAhjsf^cneMUl8cRu^5=jVFfUV>o-k`+hu;*Xon-B~4BXc^@yl7;R)~>Z{m>D)p4< zB2Ng+R^s-)~1=EGwqd5MQoMfoOy)qaCMl_{)K4^KfW6>n*QO|T@~&wWqi;@ z_e;(rb+~FqQWkC0jwo=$6BFhZ;ba~}XSPT7gYeC4%6=F1Ut1us?iCD&ju-?7MLhGj$M#)l zL@NXCWqBhZF0o=+)miM-Ncdp8^EOm#WrPt~St_DyY-|&yXf+UpiK!x-ck)_z%)d@_ zD+Obge|HwJ@hq0`3BR8FojDA{x1*_lEw4e) z8Q444ULsRM>*2ZS{k3R*pUsK8`M6raAcaA(&{vI88D;*1M}-}gt`K+yPPL|>TVlV>;8C%L1Z@snA${j2jeT%6 z^xDUToL4~Lf%gp^KYJHnWR(N=>yZQIqTQOIc{*4hj_;*iJi0+5{i2Al9fdiO41Lm8 z!vSAEQmK16j&o@BTfSR_(77TLse#AuA$#LLTYdI|OkJ47@EIu`mHKy~OW(s^YE=4h zHG&vv`K5@sx`}^e_m>R+lm7R3g4`bdJ#GDG3HYC}3~s;wk39b;>GJl6|H$)ylsrfN z$g{c=_;kt?e&x*`;DSX&HndL&u6B?Qub{-Lw5@z%j(mTcExz)&P`a}FfhaX==;PU= zAJcl`)`i!=L42_1Mu=EnYk5dHm5Wo#B}=$Wkrt<(u#wmf_2yp5dTZg9bS?CkLRFEwx3?JGU&G4q*mTH&6Y+LmoD9*k0@F2TX zHE{hf;cTCc^%ApR6NmWh=W{87!<$v44Kfe#^7hiCX+xN2N{!kY^DcBQ+y|%z6O%Jh zyEklW>vOj>toqpkl8w=MYN;R3Tr>uuae8HHIZY#O9BeFAUzx4VT@$aubQ;cE@ajIS zFS}38V?!OO3e#%w9=PErW?8;FN$_J@NNPdIQDoJQ9s2ur2B#dZX=-#@B3nZNZmbE>{DxjSs&n*q=<*|Ie35{}+9Yh1eebJ(T1rG_2R` z50}E;!u8LEKhqR3MT(fh(N%EFLH-$Om`VlSu~k_S;)60tQ;NpAPMoE&d?%EE5Z1HA z)s*0$UfqEyh|m+&^loNpS|{rE_Zrqbk#u%`DQ7Z8=WZJdEeOR)(MFL3vucv!7KP{X zrX`3r#pf>-)NV9+G*TtD(X5IjBb=`I*AVVEI%dz2XJn zZ8Ke`_0NjzZYC*$SSvTlzPzoXjB+@~Ma|JO^;HhLSMp-7j~!;=@{1aywf2+y9|zAh z7Lw#gDPpr^PTJ^BSov-UPH=TX-ESZX!?$|wTmPECibam}Aos^~v+9H4Y*u+}65^#67uXCwe8=_-jIGaMRsq);eMlwv_1+YgPz+yWisg{D z`GxYgWiro1aWaQG`HMJB`MoC#CcGumBIf$G>v?e-3XeRlTI31<+W2j!_1cd_J4YubeUEu_ws*k!{qD>WQM=}dp1QPF8ez&Xe zVn1wjLj&E}3Zx=)L+EegB>R^;IxY@jl+tRNOtX+6Rl>a*b$!8 z5x!JZMaC_f>#VGeWZN2&a%FS&6%3 z183Us&)fuUS$rkiiZYuIa>BlI1D$K0hd$_HG&f@xyy)p&l7o9Yf2MP{YyP)So27&Z z3U340TD@#dQ;7t7hnMfoM8@DV(oYXNlO;;DH)do?n|ll0&&!exM%mM`9<~!Te4X)4 zOtS0iB=upM}!d5p3;P?ymn@5CISn%z?sMS() z|K~d)8ey;p*v^occ8wR0H%&H6caEl3?Wpc$%$f66o z+Ej@R-KPRtwaa@K=h()>ZYhL*yw=YiD8?XtQNSnFoBvq>#|12yu-s#rh=J|sYbX$= z#nlwjSE1(a0i6^TS3BkXwatTT>O#W_AJ%V4XB}|Cy3?CiPT#R)KuqXwrco;}0f8h< zua4QLUhRR`3ic94yHHmIMl>YkpS}x=$>-47A}gY5AJc~UTd&n5l@-jMxDk1%myt=G z(6H7|#L`%+iI-`duA~$)jMj}2tDA)@r{we>tBqf=ZS+T))kq*~vCs2n-v7w#I{2b2 zG*ZemwpYtVI3?rVI_W?OZZ;`S%@0)zjH|A>p2FNYM5@Hz)+fW`G`F0^5KNqVFym5b zW1d_ebaql`4!e6B0)bsMJotiuOhYgdQEN`bX=SI*(_*c)m#zFYxsP<4K8QRfDt+C^ zAwnTgv*oH*J-k-U)db9s^&>Zcrn&*8@xk~4gG0P7a6+mZDXPss@3VNrs^LRGpw64P zO>@MgzY;i~6)43?c!l+9w%>qF8NF!?91kQN21ht}i7U9Ztxm+4@g_G>ERK^H(YqqA z=(y7TbxQGOUR?G=i%q9p;{CBX#Xcu()ZgOXm7@2GHXwQ|NXlT36N3kzK$UD}kp#&I zOozInIzq6|3loy^<5BrDrz(BhukNB!w@=!}4+#~RE@Y`&mKN}XVa1dpJE-)#`ls1Ce{YzG$j3g=ZldM zYg(l=piu;UKU5+(e{hYRubCy>Cgdh9;4fC!>jj9{I6>Xc(L)wv75?1H~?Gz$GrT@%=}OK ze-ckHe|=;w-yRCi!s%~14(S}UAe;H1Ib!Agh!QL3^LwnkN0O>uw(VyNXyazPeCuNB z0u47goV@i}4z6WC_^pu3$6k~3xgW>(w2$TtJQhR`^*t-}#a<8Wmadh{+}EO|1{Lvi7t}3M^S$6gHX zb|Fujqy^Dpj;UQ4^3$YFB{=2xV-e%WMtL;sZyj**bfANlI`){27VaNv~q*npqfN$XA zgTV1&EI!T;1=mJ|%u7X4izl8fg(u*v^?ww4yD#9&XE&ls1*hMJpkE>=0$rQ0L76*% z8@6$hku5alPh=U|+c?P~iZU{lG50}a^H;X&8sGW}!(P%tlxJJQj<>r5geV z#>OsGQ5UU_B6ql{gK@_)(b_RjbGv58c{@}U-!#O3E3I#Awi{DgFO%`>Ps4V7a@Njb zpmDW_SAUcsZ)%eo=4VOT7EYua#Q%rA_l#;PY}bS%h%_Pe4ngT%y3zt7O%wzKL`qaT z2#8W8BoqPZ0s;ckL8OUvDH1vgA_7VYEd&u!A_*k~Q~b8?ocEiV?|k#;oLOtm%$y%A z*2>!D+4uA8{oLict{c1_*whG@`Lgk*qxXxZD7$|q`-+iF9PNX9UgR0A7Ky9miiTnS zV;ur)m4WBPp5x9DnE?S1Xal>D*v!SEb+ZIGbL|g5_wL?ljru6vWC!mc7zgWfi2ye`8 zdOIW*g}*`tUnS&zE8Go;+EDV*E4)^~KF7yL&=&3L}K;;L74DCB<~^`F|T8qOn?n3|4TI=T9kEONFBcTE3zPQtwdtLk9 z&v(+({JgkBRu#Hi>b(+pQAlAw9-BG5OOiG1BrAP)Qzw~V6qIDJnjdR7e>~Kj99B<_ z;_)>M@s-R_gWYvHPPTWCT|pZ4UQq7RPHK=Q=-C+6>i3%dI?w(+`+nuaa{cRCh6cIH ze8yK6D^lc5|CM*{ID!$9*V^V|Ly+-0V#QJTIgAWN(lH+_G{vcQF8@T8qwrbu z^j*{CuZh^c&o4Iona@?E$esSjbTs8d1A-tCJ?lX`H5;Xm-ROFC5Y1KFnfle^bzK>T z*XekNIRU`YVnRUI7_+sRwtviZlNIX)n!R9GcKL2yMA@&0ktQWl3ne0 zj&oykz&OnZQF$sPT^MnnP`Z-}_;BA_N$U6x+Ew*onBbwDhG5|BAmtke&Jn$n#LVbylL^ur+QvxXK+>4Z$odqYIh5yA z3bF$L)y2`y`iwHY3eYS*bA>P4)mVfO*>W<4?uDEUYGd7yG5cKbF+C961A#}}8MxbD z&&ij@Me2MJF=R=q$0v=MbV91D- z`WL7P1CQe&H#rnBP}<@+*hJFWC;Cu30A8aOn>IEx9d5^0+W50J_}+}0vjyMl5h0nU z{TJGk7~E~Of(I^uXs-3Yf&0fh0LnH{LE3wOkb+{PaFo!DFqvt;^e)sb@=@oBu?_)R z>vlDTtyoY5b$NF_7B6KX;OEFpF>3Klrpcb<}R{o{YY_AMVJgP{M1y!VY zlz8W@T4}p)PF*3EF;2ryB7n?zhgCBfMzS0}>Qnl(j{nuZ9({fLi0|6C=Lr_N21}69 zs-#QEv46}g3R9sK4kQAu6#z81tSTdFsepgP;ceB``D7pEoBGetpfeReiwE0?wml9D zC7$KK15Ds@WPijwdVZ%T9HYV>VRk7AHU|%Fc$FU%pfSnB{M5F;uKDA!yQu19^!zpK z%$4x(JdPic?SYMCcJ#*Czz36}3t5I+! ztzettpe+yK_o?Lv1ALv8KE$JkUlO0c>vuh8AF&~o5=|UqzaDnyobOAY27ZI`ir$~= z{KL`e8{ok;Fx-CnR^Hsy@XhGH^3&?>AJUaM&O4yZ-!VQHajf`^M*o+$=0EXr|8Bh8 z|7bJ#ZvhOHzlD~uKcM%IN%1t)!5UTeG9DTSEH~g)i0fk}>8?Xh!ASgL+Unavnh8&{ zmwcb-spWm4JBLGaH|ZS4z9$J_I42^F{qOd*EoH^59F3N?Rl# z$CSBfOh`df_1(dZDe{gZ}xI~9FN-jlWs2c>`P-Wc+iuxpY&Y1NT}RWk))bw6HJz3)#(U_9(+7-U zOaRk{1DyYW%q5%NThqe@2##Y=(wU5$brt%hx8It)iMY#Xv}%6QPGS2{x2#B>>h40B zXAvm0ny-d;at$v$y}eMhKDM(>=-enBbVg>PI8eS1{|b zmb7_S6t292)if-S@ZTs!p)keB_QXcA5pCjJ1bKsD^KD;yxgWPrVe!{=5l(Bp6QYtE zOx2aS^e19mL_p^lH=B0a0hqTiLL3gB(S)Vxgp~r=bv|EW)MnJ_;OhWGJLF*S`R{W6}tJn)SWH-*+TIo2ho9!H~ zXQly5(k?xG3@HE)0N5so)A(OG^%m7Wg(^v}u0Dw$zqT#8J^k3xC0n~Sa7gxq{~r=nk?hD2Ck~6d$_6Wu!Q|TDt}tu8U&4arQ)8n|fOy(!-_reZFBCQ8?VN3kP zUTU?08U-|MAo*ie1n-c5?fIEXHBy!?+*_6EDpBwkw)KR`%P&!S$ugT@l2j9=7>2V3 z-T^=4wpWeA7U8{8<0p%|nchIwUz9eJz7A!9YvZ@ZqOFGzEcjo=XMdnm`GnqnnScIE zQrpzTGt+%%;HmschytA!MGD`EZAu2ntxG)vNJa`Tp%9kp#z<&wOjza@O8EhH4^`Lj zVPBNGv21SB(!*No>4_0qrgrF=V5}d*@V5F2m?m6mlZy|Mr41)7JRxkXkvHd<&m|px zc{{!A{oB(80-U(hU7DCRUOgMK=#SD)WIvLXHulgnx38drlsKbwk!;nm*Z8X@s_1^5 zbWllHvYF!jQ-rwt!PipTtG|SCM`uoFq9?H7!pSiM-&BX^hg zmt^NR?QGfE`&{Y!XYmgmrf|R}EN4e8MgEKjL|NbaLVaP!SLO#)$o!kMo9S1$jzY*1 z$lCoHoGS)`MgmF+k(ep8)zAk2V|Y-|g9a1#1}DGl_r$0;o6W^djh31`!r0ju)9)Wy zL^gs}QFvQ`zFvfd4lIFBQCLZ$k*9L80Qnp!)!k0Adn4bx;GCGD75#yw+$-1cKKqD+ zcp%#B334C|sHRQ-)wpnvE~RC;&2s{u;{wukXs3Z7Vj6Mw(`P6x-O#<6OOhnkzSwxML)9*BwokX!$;N@#@6EyGf*a!kE`9N4l!1# zt-CL`&X4ZLl#PY!o#@wsrLm~Wz*`0KKl&YKpq-hx0fNL;!1wGNg0)`rhw#DuGUl9_ z@4s+%j;c!XI}?=anYDGvacrEPGrld8qYK|j;qaRsu!;C~`$bV?)(vMV+RLM|PJEH) zv+=6%@fiJJM_@cJ5G=E_6Mk#0e?Yi1__fR0Zmgt$NPk~RhhLtYi-W{H^h+vr76qRzC#}Koy*FgaB&WvbBFdNoIW#}9|esyQI;1H*NEz)at_e_pY z)-_AXM>>GdoYs?Zez62X&lhg1wpU&F_HK*%0PhJZ@HS~}k1{5R*G=P~H=@UUNXrc~6a*NGWJa?6= zO_$M-2R0_W<9@u96Tm_HrThMJi{qGe!&s zC^ftaO}Dz?VbV4mpd`6}HWBR&=}l;kxv%PG0-W73i(n^#i6TIxhFNKfL7ZXng;Ub)?InG9)H$A06=<~N24qVZ-ct(@ z{IpSk4QCw#!@F58_AU6YF(4#K^+SDHr~u82qnc4p>z@mra1s5Gfg+tbiQuI^hPuNRKF$*#6Vw1-v_yk2_PC8%^F-LZi+=aG(ku3Dd-xES z&eBrl*+*HaI7%fjwG_lKs--4|CPe$VhPQ_;?yuWXwD2_}2N@~?a6OY~Wd)_nE4E&7 zJe=YkYG+*xzsXi+9?8jHV(mayW|9=GM^Ge{Vt^+=ks#Y62YB=z$Yjt?MQmJb?TVWi z`fZh3yX>^WfqYo;YsRwR)|<4-dIe~{c$TR932mg_TH7NO-bp2Gtv!FIfUFM4-9D^r z8UjCF)twExd$3gRD)iaB*=5A{fyi!^+36>(CLzslvW+$+*Ix^8fDGPH3s9Jse?ZMg zDZTFA_%RwY0B}3mFJ?e8^Ox$&Y4AfW$i4F4U(}jX$0>J&*Lh@0#ks;ROZG1levMO< zfMo%sk_OHi2vP+9dVdrRD)1ccE7D7YH)U|AG-7YpjB0KF4s5RV1J`_bJqrEeOuuQp z`HBy!ns=_b?j`jYIIDpqL1R}Wpl}7?9UI{8eV?G~*AY`;d^!OcvGpYH9Uc8RXW@vx zY0VL=*SAm3SN4WGh!esB6{pU7+*OB90fSJX1b>2hsgM+tcI?O(Bjz@NC+g*<7B%?g z437=Iir2G3qExIkMfG!qr4$`_Y3Rqj2|NpgRNW)@gmRw4u2D zk>B&FXFIa7KEJHr<#Sv5K9Jm7W{A9EJkiqa47h+$+^C3Z}#=d>QW@oeCJ0w;rldp0K^a{PFq5C zFj9Evpi2*k{P-R~TLw8&EMcDeDx`kmPF{XkM>ASR?Mf=qw{bo3#+KdY<}RcbF3BV6va!`9u*8ug%@uqm>!LGj{1h@Y$YzfBo zrk!x4JD#4#a+Pchm;Lh9*;Usrp2k%?IjHD2xRvQ?Ik&wSUB7Rur0z0pz!ecrV+oD+ z+qm9EYI;z6wUyMiSm06%Fx9S}&T_ArjD-PUjRDs~{U8h@&b|hI8-EaWhAI({tzyOcK&4fp%+PKnYcR?R3}7p-Fk7haUVAYE26AFljHo9-MfKikw}C5RL{ z;K|<1k3wcm17Gw{)fP&yPF!zSketyhPPve6vCG9VsH$Va$wCefvt?((09MNE z?r0@!0oai6u{91kmGw1dAB5o5t?&=8M>vCj0a3NLL5XM7SSoV!d>^paHd|R!IUm>s zI^8EeK5~?%R?*nu*QhB_OevJ}Pzi!fN`@Q1T5Pk}BaGgqTkFu*GSzao-K0D{_6IvSzeq9^Y+RN{8$AynA zPm>6x@J`We$Qz|c2Tj!T&W@S1PeSaqSSaaiV@7G^;H)Ji7OojGUMXqf*YUu7%_Lng zvy4|`v&wUeW}Lke$&0+z6pN503FFO%*4kClX>z308~6_huuwed{tqXJb!*I0!&-OR z_yqZ>EyqcbkP-MA{_+_1h{B`HW=%{WO%MR4&U#0({?|`FVvtXVylv;knESJ6AuH{D zt{-}qJlCw9h51y6iI&@^A4SLMh z7`qReCUzH!`k{EMpRW9lBvo=)#6vI}#RR`e!B1&5Mn`&!4qsqE_aIo3fm>T$1L*0RV?Q$ZKUUc9#c z=~k{D0anR7adR21AT)HVB1PeB-2XSL_{K5Y%zJ9aU9fM?mU;5;MZyIJ3n{b`^ zCO_l!gO9Mh)NGt9eS!BWPMmY>RL8-j`qgQTrD$Q(&Xk#tGm?o+XN*K_Oaxe7rj#-K z?K9XWM2c2(; zCdnVag>^`RBpRIkE)W9gmPT$IIzlXxC8zq={nwfwvBuw03g!D;qjCX();7zlredeqBU?ex9S z{>ARu@xhZFovBg$0a>HG{0~&!W8X{8TbPI&gaWMiWU>-zcLclv6QCI2Y1MV(G>=a8 zg^N?_C42BUPsn}#D{ZdaCivBypfXa}M^;whOPm7%0YW1@=5Kj94ejY))AQDvXe})} zs2vW}i}K-p7=W!jOJ*?*bjmLI~yfVEPU4J?Bg5AZZfk=I5 zOVS_|3nSf*a8dC z*3-6p@Nz?WTr0@%-N}r@FR&XoeuUX>7d};8cD72qa3{;Svhp;qryhsdNiq2qo|xlS zLuxv(<^BP&MkK?XfRsy;m`K}a&f%;{v0{*_&hx~yyTcw~vJ6qQ_6naqsTpNB6svGv zWk*HA$Gf8|-81pV!mavBx`wKIMgonOQj^#j9#m36%c@3C)3vrDYdWV z))?w7Mb6)S()pfNJD-^Oixd4eb;y7pKNWYN5X4FXK-x1Q6Pk-bzMd>bCoP|^OBnK+ zMu8NW6G{vY6ka;LUs4iU^yZk8>$?<)j>%?B;Xd~Nme62yX zqSV+7s^=!jk;Y<1K1DhAck4!sA(W}vG`S0HNv^S8v!P7$A%$Tzcf--kWxFkg^e;?F zsnUjiKx6|J`Uz*;0A`G$NXRHAaIYt}BiE-me7TiI5^JiL-+M>;s~tpmCFhwhgn5dm z{Ei}SQe#nm0LIpFlspCaBJDDXHJ=V;3(%uGa{g>qUxapI-m zP;_^AH>H%DrWNrGXyAYx4dVP!qD)YJ>8{<~(H^NpJse2plic?%E-_mYl2`tA-X3%h z^osZgM69LO90tWXthJif5+Eb|PPwKCQ(n82oM(Ja?v5u}Crd%_lmz60(p)cJ z3Wyx^k5Xp#Up=knxmfK-NH1t=i45K=U01iG;5Jgcd0&z|qtwcm;Gw^AP5W(x_UIHE z(67eHZEzA;iAjW4T^o%dre~a~QP)as-k3klmT)Xy$>qsu=V#G9;ihW>Lc~Oj(O7_B zj6sPMkIzLgL`-d9W z4_x_HEqf-qxR}IaPiF(+zI=szoYS)>AbLr>0`(jeGY_O+&4$4X*`s9Q4z*dsNh2uP z;7m&ZbO_Bh#r+-aK~lH8U%L14*9J=k^zCWGdiac*I3v;ipFVbR1mIl)oN-tRb{ZiU z;cQNjeZ3lhY`=TEcTaD!hl0`+4#d?zcRw!{_x6;}?KcUHTZV);^5a9|@uN%!wXzkM z$UmSM07$7ovIz+G2C^qQj)~>Ho{_VcTM{QdJq2vBJlBTVPd&8n>Jy^qydez3xV=AV z%o8Lzs3rPNjd!%)vor0@Mfcsh!ljisCf##WZY3cjXk?WQpEL{xPpzwn`8qsY%?)k+ z*n)~x4*0sapz|xk@LgC-qM!%|)3##>j{f3|hOC}a)uNIAi<|u&uhGUrRh<2)&F(io zGhDYnaWOXL{HTIkieUsK7V3#y>|95tLf3Ukp%`G7nmae3yt7l0Vm_4KAR%8l!C-Mx zTJ1a_f*_5UM1c&{VI%c$dwgJK)9S@?F6`dS1!<{fKD!u973(tg#5l z`c@1=;Jg2NW|ELpVr-29KVNrfZ`h|_`d070m|8zbE8Ov^sJi{%P{IF63IEUk|CJv9 z@395rpMO&3{*6^PLS_c4wWc46j_RMGs8cH_f|U_#hEIQK>8w0;d|jWBkt*LY1{wUB z=r-)Q@eN4)oEkw6oIb=|c6A_Qu5eDsO(=DsUO8Wau4ITBahkQf+-{$fw2{zo`895D{XTOdi&M>|FhGRZ(@3LH;^;OAO76!_|H z`{OQa>R)to)0k%h-)jLy&3{k-pEGs;o@xKT^<2h((%OJFRnk!ZAd*5;|L$V_NDD;= zpI0iAen=LSO1hRf7aS1et$3+6`J0@y$LVw9kHhw}nU?ICE?Z4s3{aYyd#G@{OR@tt z+iiSCO~cp=iZ@>I_todwoWvF7@2AQzs)`}}eB0Xm3SIai=RhT(Up{6VVZSf02TkR8l z@x-JiClb_w5IYxY-nPM>U9@^aTqY7EaxmC*B2$p}P*m9=`!*uhgvVCkUrElpg%X^x zQ$tg6VyAilJg>FwRf$W@stre08SAG%HkU04wTiT!=%*^6I!lD>L%KS3E3=H{4o?P~ zw9)w~02LCnJF)Sz0SJDFbQRw*Ws+%^iM48yE>If!a7QavY(={+A>a?_=WkEM?j|uo zn=ktg%J9FUbJ7t|#22BYfgnIJA2y)tDx^#5lW=u)wg{UQK!0|QydfWJ4nHob6liLx zebbi1JD4I{1%P}0;yV82uTP!Y{0HP$Y)o{Tg$p8UzEA&z;&USsmo9~7yMwb^K1s0k{mqD zvgEh!6sPMNxZRlTsghj&I{~kEOe|G*c{;R3t1@T7Nu?aUq6FuGhsa@Q(tLfb54r&n z&^WFjo~7n^#zleMNF>%#Cr~%pLOO=&PTz%$gcehlT)1fX|fg6;{w zJk0Ki*|ndNa0s;S_vHkQfE!c4s+6loqzC^r(v4&(mE(}Z+d-J=b%fIrOTS3Ibyf$vUM97OJqazmdVe0#G?v^}Oalri8=M5@KdukEwhwVi_f0rC3}}T(&q(+Brda* z#Kf43-$6b4IWaM5y60+qEqALV+*dN&RPoo&eW&EF*$)e8RH$!eybaz2LF;9-h+`$%yN zbmF~asU55i=>3OGEu?-mI8QoLJE`$Iy3pBgj_JO8r?*$eJ+RR?#P@`aT=$H2QUKWu z=JW%`WrEAkupZV7Fz8463;PDBww#1XOyoZi2bnTqVxQALfmT6CXHh#%*tPgI*3hPO zB!?1P?pAuj>)FOl+g7vNLA}WWBDbtQ3Yr~pI#=4yw^Vw`BgK+%ZxIHN* z4l+8FX!$k#@3P=OAT@s4lnW1HzP$IhXgGz>opuH01azdz1L`%E3GgXG&oB~iHx&!; ztiM9qOPV$sg$C!%odvz|(XUE*I`E4h3BxbvPd7?t?u$QR6ktd(Kc{{$M&WZojipz(;znp*`Q3dDSYLV!4N`EiQ-t#dw6g{$Lns}DwRsQiF6OUKr8e{l zZucp)7yjBGam1VGNXR^^r(;Hi)yOj1OH~;Pnmzyu=2ca+0cfijBV|NS61w;N3sDBw zMc5^(&B7f6fR;nk_>rIA!yPL2W}V;6e#;*4zGGhzhXt=y4Hzok5ddVPXA*e2?)JnZ z%MToPCNQPwoc^^X9d8`tMzQu-x4VGwB~)j#v%-*|-M7e}VrS`p?JV_{SRmqhe-eLF z8#UJ!!`D}HZsWJCT%AW()%%33;{E=Behlx%c-$VvBxGIu>RIq$)PF;TB&GCq13NXm z!jFk2Hr2w}+I$$3zI}NVqqIJdt8`SiZVJ2CA5fvT5!~bo3!RM#z zX=6*1p?n9KoZI=_^$|&CMVB)qQ$%YN{553Lrb=@y_MS##U!9tj83VMRXv>B3>Fq0C z6WHA(1KtSs4;9Q?E&B!K>APy;C;$$ z91ZOXlN_-hE8QC-iu#3~=W+R=eKL3EKRuycpV&MhOgG&(XL8*GZTJ%=i5NG~1I+jw zu>_+BfCwtX`U-=5h44%I8+CuZg&1Hi&=X=AkY(2 zdS-f|+6e*5?NLs+kVxD}Lxut3ly1#7e(Rc(YEc%mSgceXcsreI z&mTlDxBLw;5(6|k1uzb3Z~lOu)ubX1(7D8X3U?WV6ju6Z6#9+34!M1GlDkcL#yM_o z;@t)uNcl2wbk71KE9zM501rFM?uLHn-4UAsub73tl>D};{yhc5?9qP=P?KU5Mni>F zNb+Mz28+$As7%}ewSS*6G7mo@P@BLl98T0nIPXV zq35N%he}EZDkM{fL3eq-`)0)Z4?1tBK|gS4KQraOr4NxR`s#`V^%WBJGHEOdgq$&G z8z6pgG*sH=9ot?#O%ZO;;P6`&jS9(gL}je!oc$WJekWTZhHh6tl0Ek~fh-S)0vH_HBsn}PuxJ(t;C@A$UFmBQCs|LEp7MbAq~43Yn(_-8S3?YQuxN$2K>$n=*rX=XvP}QXb#T^WbGas zsFG@hoFU-F_6ZX)`tfDO;95PpU-l>TPS0;T4yJ-h@@6=7{4vy5i5_d3i+S8$tzF2U z2)mkyT|lc+7YZK;cPF_S-!UCv+$2{Xs1rYvR9*qf#4Yn_eH;P4 zZ0ILW|ESMWFiUy|QD**_eWb!0{+n0nZ~?&8#yy!NlwPF*AQrC|_$vE_D zZyf8Gan4;fg=BqB?fH7#Yfr{g9Z3I7&ZczeUD%@b2!7Gk_h+5Unk%dGLK^?M$XdTu zm*x_i+4G(|CLt*Nbr5phkM_~5lOjWe{nlZbgWgdJ@#t%W*dS&RLev(x4Yo)a65FT! zi3W)jZK!!9jZ-kp*X3#@`{l7=kg7PVF>=unO)Es5-)#_@ne%(mKP7 zMCCT;2!{vm!7t(Eg`pj%%+TR+{JF!CgQ_3RcA{Rvr3ip*0XG?mv3^vI&wQi|=U1JT z$R68ajpn-iGH@dk^z3V>r=wo+a}1s<>DQsFE(3LA9zx)FUACW)}B+yxDnx!%$jn=gv(R9P`oVC*Tg+AW{V76WOOnv7}}rebc?b zTt5w%$eLgB>Uo$0XK#KyG1TB!eC+X2;w#3PK#4qLr(Q%!tTM{j%UGGWC+ z&3wjO+9^-lNrp{b`s;P?V@JQtye*zK|EoG7hf-SZq|Olt-exTU$p9fX6BtKa!8Uy@ zv6`;N{ae-@eAA21)h~9kTzX;ti863+nM3j}+v+6Qind(J6D8G7MFPM-r zx@6b-rkDAwZ=QPD{hbCu*36;{4lK>6ajR(A!EwWO)6rrK-}z4E#a0q+848G}+=V8lx#(+m^L*jr_LI$9>Frayi7xk!4|P@J6K|Viv}%OA#tt6bm_sQBHn=E-yYF*vj3qz= zC+$Yiz&8)F0ZHuRjgX&l?KW7FeUTl}zx?8db1%~pRN?M@cJTW&?+;MVQZxjR34aAt zA|awAZyHxR^fD=7-STK=X;`b{(+YZdKx|&^am=3cq>5&ZM@~dgs(0>({lnc^oA6D55}`zE4r|GqS3adiD!PY0tM0i3;(Ye>5gNpr#)7`KnYiR!F1J$3NBe+c z1KhJ{Ga7R<79|qFhz;#a#zY0^x{1PCe!xh!ASRIbVaIU$1ZyDnyP^O_ z53LsuyNMB8IsrsA;=1Y-&jYD}#9PTa@5&|V@5kra-%`&iBxz$LA^0nqiG6g)L};gV zoHTxHxao9nUU#;ObfwJF<>p02(=TY%uCUB?G?MZUwTefh=}H>Agu-)ungA)L*1yvk@5HB|rw-hCF$I z;`F6SWI!18snx|FlZn^WEFZ#;xi)YDtGxCXkKO6tBIY6#-3QR-(ETk&T8zRzpzorK znc^UI5*51M;;F4G%1QN$KeR7uF59l~nHS)7<+3crCbA=V6XXzw{8GR2`xN1Rfb`KV z=whcEDTi!C8U-h#Y1L6dHKZ`f**mj$GQM4Z&|wtF|1c)~j0hLEk3^VR3hCDxjirEW z0GEWcYo{8BZ_{L=<+yF;;bQ2!97DYMPF%W=KdJgWrI5pJ$(<<`@I$t54F@qI2QH&L zege5clkR*MK%HpP`YM5K_1WCa*!dOS!ASWQ`D78cos&`Vkx`D4vGz0ol00C8;GjfO z3l1Sb#e*>fXK6>u+2~=`II%wMty18x`9r{a<&2H+Nn5fOpCoR%PR-GLWHGAyaQ1hz z(kt2{DBi9#6(L3Y_J*mUXbvpEb{ug-3;uzT7lrhH6L#Btid;IH3> zn1-}pg0`CN#5X9XS4J4vXs5%iMSJ=0C|^#MJ-IFEcKb}euEi?YB>f0}mHZG6o<{&7 z$bb@!2hKfLZBw`1cXoE8%je@}# zN4BK!h9PhgB`}*Wi?U~7iK{$w|GvH9V6JLB8C@-~SJk_t&_f-YM)4z{a3qOJzV;K^ zGPW~|EwWBRo5hJ|SaXsJe=r4p%f^N>DB;#~SjWVlmydUTpnHj!C0dYn2~!q8bO2BY z5TAY@=BG6sOe*U~nG)EZbE1pt&;I1DYBt$ZsMo=q$ZFsFpjAlO0y?GwUOGvWd^aKo zn~6(aPbBaUt|d?KRhLI(EWVP8o7v2AogS%Als~?E>w-MT%YkSV0x_5eG#hB*fZNOi z--d;;q40BSzI>J^e^2GW^RmtE_qWN;Up@Lwx^{ciurtayqY@O$mn8HY;+DChA>qd^Hm zk#m~Xi8sIA+}Qr1HtTGbc)#w#okk(9GHf7iwTa`kr!D?w%B2sg4(y0kHdY=P_? zH{RHu<0IY-UDioBY*3R<49HMWEfd8>{y=`5IH;J$GNa6p+}0LH6m z`+)~U0ksE^NdS5Uc^4-`ETdNF$!Mn{cz&WoZaOqd^;n{=yvmv54KC=O9i1mQ?bbQzF4v{1x{$pA8zCx6N;W3O>G?VWy_s>`z2dY zGV#Xxou12bqn6oD=Z3!7Ku6cu5No*Fi1<;Rt1IjTi6FzA3sA zrx_o3ilv!3?Q}?!Kk!c2{MFfFXwQrjW25GNL*>nnbzjjYT&yvei61bS=y4!Y`U?RNybs~Yp|ykW|; z#K-S9G+wHU;f_yNb$hb{q3-Lcfq(}@K%_3thH{x?wEn{Wb9+D-X)&1zh%WO!MtsT{ z1ft8WvX4=Y^>9w$uqui;Nsz4Oi(*D7Y@_pv2rB)+>SLrx1OOXIXt29LoM;Qf-WM17 zpjG?Wk6&(gD%-Tevj8*1JxZn#Zx`7Vh@R)K#yUha0X!+GKa}w&2zohFPHpho!%@-wJf_Xj6U8V zIeQq5AG$7CF`Y#j8_3ZE!kN#y1h(;LV0h+S`8|*Xr9Yr|58sj@9*8L|69yz2ghfSUYPaor;Qf@8DeSD=p}1f4X9Y5}4W?e(USDgN#J?#7q1 zZDgsq5l6&v{H^9Yyw@4@N=TwV56FWCQZ0niM+YbY-{uLnzItDVuQne`Twdmsg|edt z`$aex2rjJ&rCC)@(*VJT;XkGF|7}wFkbgGNR@nLjO8*0DLG6&q=2EXo^XpNrp*tH9 zw+b&3t_qnOc{<(kxTnTwy3uI|Gqky?)o$dDK_x=*SDF?8<*&z$aOd?Ph7si&cO91{ z>!=6%Yq^rhdv%r)W_u-O6Ho3%osQl%;n|cv;7*m=}KxRBPMqC4Qk1n0CzkUm(1CqZiTgJjy=vGiOp-AMLHry`;MDKXI4$q6s zex2Qs?#ZC}Ncds}ELh^k!R0@oEM5Oq=Z?2Tqgd9D(SdK8wLcU5biz%Qh zVRc$UZUxm6Ce=$OcV8_%yA*rEeHp{PD<*Kj?P2#NzV1nZB^c z1f)4FX)F@MD{)fnSzVq`U~#n(F+goq*Jr;tOWb7Y6G$EhoXt3M@Lnb7dNx|RD=ok& zh3$tvy}P*m?|)RR>59LV-hL_nqWt88x^tdfvbO|6B=p%_0PK%^Mzy~_u_)LxK;79w z<8HFNdx&Qu{b@qhXL~^G4Zlka!k6NT$zl;))-jGSI*r}O*Nh@VgM*qD{rU3ZNXuHd z{nP~Sl{Doori=2gX46VvAa6q!jj=L=U=h+05Q2?NxT;^AHxRexPNz2=Xqzp6+>CZY zm}RA&-Z?g9e!qN?mOFiOyfu9G{&hufK+4Sb4$w>ey0ZzfAz;4)tS(m6{M`PVy{GJu zI3XpJH_OCdS3%!kB|!14`C04kte5r>!}IkTHikTF)~~Y(nu6l#uOx(RZ7UzfFNl@d zj{~#)(x}=uZ$8^kYi`;s_}p-I9cV}YouDQn1ymkf?Hiu2>bA0EqWB5u>Jo0~1YMB~ zCILn(qk9r#I&;3dB1YEtw_8EgU_e`aL}R5)@Qo*DzaI6|J#K4MW}W|B){(3%DG+H7 z3KQG<$0h#~@S8$?{i6ft@|z{6&ksqw^psc@lWlKrZ|QWll${fJa@z)EPrty8?oNj&o?t84$6#3FW7KEK-#)V2B&uj077|h>^6GseEKsD|)zQ0{j ziy`kMIv+o1kzztU>8~Uk4B=2{w@XN$rPfKbHtt}`B?@?SPy;EXQ5j9VdU+Ks`%4;Y z0Sxo^6E%Ne87dgK%3Lly*0gA>h$TE7S>e%s5e*Ne)d-k_;Q1e zUBB)jV2}UgO8lE`0RHzWQ2nP)(f>%+;(yie|DEm;@W%hI8pnU$_kWJ<|0$0``J0=} zLVO04Cv1ZjXI=2snSi2%-Uy*@%03QvnEZ9_)(on(D!G!Qj4KN@d3r0er*jp>_*Vjw z5s(Rn!M(}O5t&48{Me3njVt8_KJR(qtH$+B!lgUT&KD#)vpm#tIXG;8(I-49eI7h8 zMvQ`uS?}ZmqHYBUpteiA0)!M)aXip3+z=qq!O&m;qh1aaQR0W8oyY<6K4yOhp*ZL5 z!jOkmIyFm5S1wPg`Xn7I*LIB-A#wFA<5K#O03>;PzvY7d}DGB64^ZCfKVb*+v4 z<=wM$%XA^ddX^%>v-e+{<$k?TpA%MzPnF6=*jjKsC=MWh{V|e_MtIN0vGv4vL;KxL4?tI!0E{-WeV_Fn#cI`C~MkbI!wDCd|?k8TCNG3RD zAXG{0pCeLTr$YlGgL-uvMuPTNoK4&%clRpzR25UjZ}r%pRb&An?;ki4N&%w-aa>#p z1>OhzlSKd$tpFrq2Za^2?iT{a(hFOkytpSSMvJl!*2;Zpt^a81WLDc8%IC3y=@>hQ z2i^I7Kv~Tj=;BIa*~fPh&k-^yJULh-E@uNwauH*G9mL}r;XUNY4fG~$?R=E1d>1E? z=yB47FIeK@$pJ0%N1_;da&QGoA7~Nsmw=P{2NVE6KOlg@`~xg!I>i`U3O1Immo%5K z2x=^7d?k7P8t=*M;i-00{_`R%lth3Z-30Z60VN1yYC@kN{06lU?p#MQbA_b{UFVvp zcANAh_IS=73Z^#>#BQiLzayNdwFztG;B^R_GfiDdTR7@f?Gqk9=Vav*AA z1u9;JB)hv~Mm9tY0R-j8P#-}58;JWY;dUxxQ>=@kcjkwFXC|BGde^=OIe9d<%pw*% zChD?y?r3G$CHTa+XMWxlL=Ie}Y0+j&@&0+ujOvpI$50tux^1)19HGD)(oz7z(z9B|JXPo_P0MRJ4!Bvtl`5^M)bbg`nHy!o7WurYuAa@ma(+7rkfRfHD5Y1i_ z{vY<TH0IECVa>J$9AVXIFYl>KygNLfw?)^z$qL#art4 zI_{5?X1ZJuD^c}N(jz(!rAfX5?JO%{J!~oYe;{&<-nCG0CsmY?TA8a+{z`|XHsbZ_ z>{zOEh79}Tj3eWr{tvc4++^PjOQc$(ajAf~Z$pkCL}f82T2q;c2bYl6dCM(IeV;uFB_r_Sxh_vb@xR*4&hwFYc8 zr}B6eUnY8CPwvZaxIfkLON|~*wT~a0^Ezy$E~VJ8fbMh!z^ryO!4wt`N^Te-q!i^* zTd*5Z36NLq8tNz&eb>@5mi*#ki#TE3oHV#dZ@`_>C}l1_*g&^!^qa<-Dn=mPUm8BT z)h#Mp(=@p|2j#Nn8NbZFbuyt(Kva{__A;)V|3tegbQU<80dQ7>sUsMUoTdIw_9#ad zLUn?(^XLz|+ezMxy>E43$EQv?EvL z-txC7U$w>fU&Qn;;o+F0URDp^PstqG`f0^m=JPpP?TCLqgL2s~cJejIm{75tbKeie zhx8$Q1dfF52g-U*E#>xr$oa12_vvnFLru>_rDjjaye zFAt|e8{7Ued(Z4q39CD^Jy8--r!APLB$F9zx?)&P9Rj?S?qHJpP-`b(a`A&sBG%`D z1Mr80@K1F7a0PLKL(?c#LYL9n*{YQNM!}SKgIyQn-TrT( zv0j7IRZ-76U_)H4)@M)NFf9J;t@VxcMJd(E_pBlo_r7YI9REJ7f~VV>q)!MY`BI*t zJ11GLx&SoJ^>BC_Lz@i#;>XF9xb=VGH=Go%VQ;Dz4wIU zGi0@2wM2H>MBXt8)>R{zM(aw17+)hW^_ZL(bQ}!?75c5+`AhRab)#xU$Wi8by4@LZ zH+S zp)DhPdTa%5;sE4gn@ zXmIBco70}mwZgOwzrOs#1dpDy!(NUwP(q2VH}+_apX4)Y-pjetPoeVBoS`CXM9P6WdLZK$hLYq6NRlSAw=orIpqNZB*@C3D)07xTp8$#NM^pzD2)-p)!LVE^P&Y1LZ8zM2-Bk z4^RY$oY4bPWD}6olLF<)3DgtBC%-5_(8`W4i&g`z?y#e3#_a4+up!8di71&grj8F_ z8TmPT8H{TBA_FYVm`d-$4}m5hX3A3?DWyn^M;gO-UAoa1Z^LKRwvGZa0Egnw?_Z_J z#9~j6z8{D$ZTu2LU&u{MeuM7htW@}E3Mp)nx&5xRj%4{SvDy>}i&O`qj>1{Uf6AiH zs1J(-1Jl{y<$~SUd&+;UKz)otAcgR zD|6UNA4iKT3+Og{TLd>E>w^>2>7c2g#RjHs(<9K{!D*iQO#6wOZMmN{&ABs1TOR#iZ+;p;}lhZI*Eqme! zp)mdV;z~wgdMgiw+d7U6YBLxQ)7kKD6>xHH6Hea8Dahh`>g>J?1_%aRdw+=jz1YPC zX!)M&bo0N6F8|-!BKV*Az5lgaw`BFk%3f02nHK{$TU*S!qquqdDceV---t-^fZAkN zC!v5$K`*C)OZyn$lwj&Y@B9QeK=^MOuB$^w#}k2L$KQlZsVEGwA8;Q4qZ$*9hwuLa zoTxBh4vYT!nZMTOuf6ftx%kT_{ACaS@&*5&_yX_q-MtIKlcgMX4l*tsY%JeaA4=EJ zmlS2L8ejgup~(8*6^1hl3)z*Sm?hSV(?w(T;}@GmjDF5d(65<}=?Z%Cl3roos}30q z(eqf6_7 zr`Os|U#@0m8I4Ck2Gj`nw)k%vq6PZzpQxxUN_tcC?+?T0W+7ei!`>ly**l5RAtmi`yY4RrB9`YCx6)*s$L;BW2W! zXsT?htaK}@u-`v^m-+|thxS-&0lNu*Bbr9=K5HL|PkdXrrv0vG5-{tF( z(nYyLFH0Zej+Tv=Fqz*dAWO9$0^A>;;;0M;R5gfv5BJ2?rf5pu_HpDZMRAGDQQF*~ zn}KTP`eH0{gS%iRbU)c^gxCR?@fto^y0VnKkWzLwf;Eo9{>v{8fpWmslGgWtLzK^$+|p%C8R&NlHa z`r4ZVrHrk65{Wu<@x^{wsq6zi*2QE7N+Q~0BN$)s0Cn6e*Js-+*oxPB8;&ipR8^77 ztmmK^adLcj5DFTZ%AgABXY_6@%L3&2%FB*#-M@GZl$cPqkkJ`jKY2HG`YyH5+EnLV z?sR#M?AN*Hz2qyDw^W`GranGVx-t1c*s&i$`q?W1@3WR;GPlZ|yCuUn7>+)OQg*B( zD3KmQ9tV1!O?)V(T$|UGL{gGmDd*>l>@+yuYh@x9=`%PYLJ{4miac95N9LVuv-FAo zl|?F-w^nu8%X7XsE1(pWjPox+6UL}|{oL@^%YhPID)nP95= z!f~J8{Ljbp-&-}UttrZECO#8vDP$_D%9BiDbU+Z zA=uwrQ2p8K&Yi=qiX}YwtDjCg^KH4Z5BVjbIdo5i@R2}=by}DA$u=Tie5LPhl9JNa z`JD^5zMj)^vr>(^Y1FSuDpB?t^oBGc2 zo!%{-_Ep#&fn=tVBopI@sTo_k@RXSPfx~2R#6a9t!Cr-jGG_&T-9vD#EjD2~wvHma z?G(s%>5~Btdb<-I!psvl424uw&oexpVflGC?gf+Afip%K?OesA-$p5FSAk+Tr(~2W z17D;r1erNX<}Ymxv4r2AdD~y=c2&8~@A);qi)kh8bku3sQIzglPX4j6s_K9$=RQ?A zEaF7Ds})NxOC9^8hs@fhI&`$%C}rvloCU=O6^8I#OEUY^F#M`-@M_bJ2>naf4|kJx zjtN zu-m6RJoMy@b5qP6yy#Wd6I%j|V;4@*%lliePpj09cYO^y%Z@YH@FUDEe{2fGD~K-a z7*16#tGvr1I|-y;W;3ferEMs{Vvci75#SA-CKeU^HmF3?m4k~$Lg<# z=4tfu!u%g@eYdorF}%r$G%uV(+SGxPUQCGgHK^0K)OJnlMV{J-XgX#L$5oy|CJ)jT6Pq32tTswf(nS`RV&Cw%g+v?lM}}#*nN0 zWwb>{aDI?9Q^yw1TCgBr{IP>>b~Ys~!&iOjeZ-A<{R$-!VV#RCI#TzR5h9KXSuu^Y&MHIwn?=$qk4g0VEc;9s!P>+kCEF(z znBvuZ{VtCGJgn2|dv$wOzb-uE^$ct?wjaqt7?~S1BOa;=B_wsPdbK>Vd$8bbJ1CYY zG?+a1s<=i>`uM=6#LY9S4v1a|?Sn~%A5lW_{{S_n`Zas|hGdC!FO4r<&Nm0lLTC8< zbe{&4$4GCNDQyd7zDxfVDpc~a_TmLO8a)waQrUDC^2nHuIlel&U4XEda$;NEMBAjP zp*iht`&0~_%iWB!$TJMnuco!Fg4Fc@dE|c<p80E+#gjyUNtgs3LFL*i9P z4MN)#0pW#k-_Bos;w*ZFI1tQj4G(1Izy49K7Ba;hY|$fS348a|8xy@#STozT@VdBVqmPD+i}SDmwDdOj0$GUZ0AmbzCZBObE%{bQ-i+qu2Icuaae7 zNn_gpjLEWP+^grM1TqP?H4BoBTI?HvOXxIg^3*j?t-hz(jWu#--lm#04j9WMi}5G) zS$^mg4(t;xKG1}gyD$w5Fi~9&hZ(FVwrG92QqgvKCp!JBnv?iV8{Fv+hy_K%ZsCY3 zeI?+PS=qB-&vYdzk5QU{Fud#)@){-UXSkeqL|}3b)`WUd|AWFdxzuP=qFVa8q#oAa z@qlmvuxf3T#ru%~6PCloZ3RU!n~nNmEu{=T1`(>0n)CH2#aD3G#(-!f%D zMtq{GQa@r-pR7PB=jZ3V&g`@L&W~NSzPrVE+38ucc=h)x9-|6GV9fipj~F`YAWXCh zehb5n42O!Bl0@!$pDwfSaUkw%FJ-GG&LZE$Dz|CsA|#uoGJiazjmF}-i$u0a&!}c;o9na5X^S7=rzTP)jYHJ%vdQF_J91wUSyWLV9O(y!d;a6a{SHd zssTG6>#1LXZGt6({&&-h24$tPU*nDpaY@~hdZ^+*{(4N`-R%FME6-mSxqqgXrTx>V z^v4cgohfAJA{v0ZtS03UEduYg(rSxV?lb#Mv)DKseuJy~9?NI@HvxB8 z(nk}^YB?3S&9D6<@9}>b9CTtRzA@&tBL4}oL9S8SbD~QB#!(a5>1!r+EF&uVl!bEO zdvmU6SrW0M*P`jz9|!(F@>%~^%K%JLsehWwR@#gU^{Q+iON!!B3#YTX0j~I{`<&t9 z$E~!D%NNh0`s2~ws{UYonI`v{p^LsdGF;z3P_lqk*(h} z%Qfg27#0AS;23~p>ZS5*6o8S;{|qU-pyvXhcMa5&Xf%+FNg_-C-O$xO2g15hX*J#7 zrN3^oic0<6gbe;}=x~o2{4RGyDooEn^Pvq9zJX3CSOjn=XHd+8|Le$dbAOxIpBbKM zi|S7RR8;@YyP6Mw;ngwyyZ1}``=LoAe4hN*sHHB0EfdqM8MTSn`~zs>B=6z_#H z{$6kj76hPAD!%!X2d5y{5;u`d&T9x@qg9G^}j2S{8J?UFWqo|F#-I? zFaiAky^jAP%T+1j(W}c(Si6)jHtFlbR``gIOTs>KEv3gp^b=^XX4S+uQP{LRsEh#i z-+TRyNH5RVe0ivwFxQz+JEbe-^{bw}==-U&!#{h=4@|QJ*$T21dY%T+tGnP$d*KXZ zZz%i)(j4*+@Cz_;5Hz;MYCdQw=7x*MIK^H&LzimpegAua#XXZFZ3;T;$J7{~JjT&z z7o3wDZs$e1L)OIB^94PNht=2M95(hh&X&~KzL&6gLL+Hf#=tof#k|a2$@F6EU#>*1 zA<+&KI!c8LP>vm1cI0YP#@ApLdmpoM_tW%JGy!yx>ffu6Lonh5zF>m~$B#NmmTdPm zxRh@zW|%J^CW+U!@kzIA*8Q|LsqV}FFN9k>9b_};32reOMKej2Lh8NMu+vE6dlsnD zH~#2K44#8mCw}j`ag_(BB>%&UMVGB;TAYxY9J`#~4#A*;cpp?EZ28W6Huu%jn)=!3;q2 z$^T}ayG^PCR-e-enl%==+e`=^ow=FwA#q)7d=^a_+kI~`f(Yx+VFjC+2B7!LQz@FN z4P=zrBX#*F^U>Up<8h7RTfQs$2}g%G#l=$Ee-SFf4lM7sceR|w{x7e!H{#OBf%t-0 zQRYvm6Coe(d6#_8u61-6csUMaK|lA%()H5>(5t5q(w0W<>z*NNPoQMUDs7s-L@R66 zD>t~hY%XqaAv0v(bUzoqKanaki^YZMbDRGM;$7vs0^wLw+-4ea>ni0*gNR8nF}uRu zuga%=M8^8Q)g`In!z=9BQm5tFVMd;sZ$vl#=L=4#k|L!;dR64GNx-%qp?NKsn40F^ zv}c9zcqDsnkn7Nn(Y{B*^~l+8GZTjIBKH9NUN^a{svIA6yGrf;K`co+pb8Hja zePP^6IE(+2HhC_00KD{ESry|`KVjp`|a z{lM@Shgu1P0oJc~9WH5n39i0OU{6J=16~g;(;oPttG5H5-JX)0J7c8ghJSM5IJQIO zi|7M7neB$rqb)$M>R;QL+)*$9r``BzIUd?th|X7R8I|kzUwV)m4%X%W!4Kzdra#X(&tu`5 z*+FA1#NLw@7ksRe!y9|ARamxa@?z$98ZUV!Pkk}5w`tijzIq|2KJgt7{VsBbvJ~Jdq01ULHMA7dv z-*eB4&tI)+E9IGYfk`+$CJ!;u)whcRy3{TVkIs=&9$HkW%We!mn~zk*p2z;DojkFx)?-cc1ZHWpR7f>5_fi(vq9k-6fJoPkjji z3MMrKaZ*e36kyQ2v2eriIdjVB+lCOj%9RJM%KIqal>1MK_x93i#I1u-k^+4mx2cL)0Ak8I|hKFJFn?P94LFWT-?HK(CfugKaM&Kz0TCp zIBNJvV_Q|{DOW0xk6!(S;cP$hn`Ypyt~`3C!WT4AV=V*5o>obsV(%qRT=?96nmVw^ zh;~EF!2f9Ou&ma4PPM#9yLa!dWOD|tK8bg1D0zk^h={FERdT< zUR6k${aF31$K=vjmDS}+^VgE-MMLqvVrISlVA|32xu2#a@^6|IH(q6mOxVg)O?N#wmlq+M7HovIAqY5@*>tPt- zsuBx=}hR2oON?r3cf5Z!olFWOr=YNvwQ$mXY~*{6Tr4j7jl4~db1&tkE!-*@!5c} z)y#WNr7I)u2qj9H=o|`oVFv=(^Q+n07+{gEqu#$j|s;@4eSEtM7eANq+ej zvL*L+9{8Y-pbE)a01XmDm4)~Wp)_21{<7gzRdH*5#^rq8kP?CGwdX2Tv|IyLdr_Pa zYtLe%Dfw7&=RGnU{A?Z~9)7rT(>+T)MPmQnT<@KI7g>C~@R!Q+CjXg}a>*zhnGY() zAyVM1YVbtZ5sAg;KS*8nSIV-@EgmU95|+C(V0OPlJXKciyo{rqUT1sR5)fTkBrPJC zQKKk2$O#`$HYn4K*3tKks8X-p=lEd-H9gY5ZDqMby(DYd^?HdBRfy!GG_`Y(Z$Y+8 zO38O^f3$OswkfVCl@fVc>^Pp&Z<-5dY~J8ty8D@Syqyg!B0wvA=tT_`kko+zF4YS3 zL3iG3(|hd+uhmT}^~_MSYAH+bz1fPrBdXTaoMj&OV%PdtVbvKIP!Hw7wrYF@LyS{D zdI$W9E2;;QJP1pK^?Z{xxQPy7A`;-K#26RaVyJj%{Vv^b^^Mz9(eZFawBXMRmdn7F1 zMm?m$uDjJvb#)7pKqQdQ;y_b&y{Hn=?Ta1i$qUCHIhxk0A~n6-rrGYgkt_$|q&t*1 z?LbBbnAn2E1)hlp2d-`{wTw%FXKzdUDs1v{*x848SsN&X*(E?0f950 zj`ab|1}QR8Z=%=E2WeWRnGs{=qnWYG8%^RL;@>hzo9XJsiaN1%vosul+9Ts3qCr%B z0VEmz8TB#Wq3J=OT*OK2$a=wv7X|V)&oB#&Z;qW?)G$8uO}*4kcdz0g;lb|irG;wn zWGW@Us)6-jge}CrH(!h}m8Fy!2+T`Z9?$JldKnjwhf+_)jfGi%78RqsqH=r(if(TG z8}=nPhF^zVVud%!=Z4X%rEhU&S!5M=SCA`TTa+^hb0(78DNo7%2N5AIBrif)Bua!# zH>wU}F)p%?ch#CNlHBD}KIB=FJUF%NAIuQwl8e((CrB;(t*-$?k`BEkY%QneP|`w4 zA2!#0^(U?M!%4{akq(#fTJ#N(@U9a`;H1953phk{vvp=Mhc}AQiV_xi>y8<1+sj;VZdD1 zSpB`i)bP;a1ENvnLy?g0Mi2F_=^bhh0NcU`f^}k**41%I4oX)Vqt1Gp99%7|5Cogt zME62{8*=3l<9^+CG45D%Qq8Y zHx3M_ESA4%PAU;$)K2hC7Z+E59GM-VvLq3hNN7q9l9MpwnfooV!G!hV{RYIkw`B$^ zhoOYAd>a3IhKNxMQC2!;SP|f9uijTi#{)JtHUvdP#1*&=4J12mgO4Og(0`rt!d_3b z;RU74%rXT%{-WSG)=~HF03CUD|D0na%N>7E+K#g`SAb>8MOO5mF+z$hY5YJsN#fL-)|b@ zPin(w^&j2RYFsTziG^b?ibB<*VBzGU=*tB7`Y=)4eEPQji!?x6zxl%xw%N<3@$iZ8 z@|(+jsH|C}8l@6k0RRuvh0AXnC=c3?eGik0#OHg5H287BXE&sr(V?~DGta+dwtD2g z{kWVjb0A%AXs^G`rx8y%0r4FeAteC$97jK~3BL)D#>dXqMwHCcvSs_x%*$R?Ij`oD z`N5(2rqM%hobd=GU$Fkm&u^JxA|aS3R{{J$rA1#7qrzsFWeL0={(CJaoez?HyqxHPSj8~e7XU~O?h3No;jxZWmhGHXZ^_b3~Nx=kzq^jP9obp9AJ~Pev?2~V!@4`qn zcOoie&8{MAWv>oi*i4)4rn0aTDo7cbJuR^*MQfs>qiw2glw!r2Dt(cLJZw})GeC$q z3B02#|G<<;VBPw&Uc6Z*9tXPA)&r_c zA^Ft0ijeChzV>mQQ@X?6=yFdIA1en-g%^Lb8I%6Jpd!<4E$cL-7!kd(UxFGDWbayJ zrjCR$Zar`vb81L{H~BII2i5gxYFFodc&zL(B2hE!$*V~0zCBJw;#>oc;4KB$0JvGPs3(Hu{-?jKQpV5Z3{)+1{rT28CMJI-(miw{Cxzq|K zObYa;lg{V$hGVFqY3zLeEE2x-MCXjR*4%KlWK_dbw^aJ(W1)$U zzaZP);n6zQfNLL+HJAg&b4~oScTX#wCpXpRScifeqBqzD3vLqh_gN^jlmZlg2w)Pa z!^BVpLmWTO?n>{5h;R4Y?7dTWNzforNAs!elbyXJ;mPJpEZf$rdq+3cQBL3_F-O8` zs}nlDpu24SL6jPlb>NA(4@gapAo|0Y)}@v=Jn*rZqVJYi{Wu-o#TLj9-p=7-)i!zQ zdiPc2uMEZr3?XS5LFR_{pgDJ|xR$0g_<8#k&2HtdEX%sH%>bVUKv`{I7Bz* z$oKTI9#;AX+6xXz!#fIQ?R%_Hv_wG!6y2*iP|cfC)YZf%TfN7Y_k<@H&GO}~a7@4Y zvjY_{%}crrs0m&50=z>^dnw+Jx1+M#U|P&RbcMM!Z$Ng4|JAnHMnvJmRy}e22qYz% zUK(;h0&G1+?b0FhR^NJZPu57r+|Oep*nhZpkL$titVo;kA>jx6VO-{5aNB@)nw{`^ zbcbmYm0iDy=$gAY+tj1+;ogz9sbRsUm)FG=+0BoO0NZviT(^-=wMqFG3`hk2glG@c zkvAsVIgpO|J0{JO0Z-HeG22<|#j$WTA7|L`&W$ch&J(^v7Qxleko3TrM^f_Ie2JKIYBujtocuh|8L4&?Vt zyBl?p;dIXD(et8@mamGg+s)Hwej-VN%?E15A5IJx^pq={MZKegicG)nd%WgNTH0JsT5m4($EJY z7P;>L_al*zWJiQ`I4F@K38KzK&8}f11!t_QKwzVMlmli{t5^AKwyL52=`N)qjobYT zi2C4-!#E`%qpJ9vn7O3&dGN*R7TYBub%W-tZ-FUR>cJ_7-~0#Jq@^0dq`JYCc$R#T za58C`qBXTNuxMY?gh^Z=(%sM(={n5gYU$2`y>QM;wox znb7h70=3%Rw}0#_e#y$D8%ngb1J$>`Dh{lu zi;FZESM5RgQHW&!?s|`4)M16)6j{mK?|uDVt+!n-Uc1Dn@b*nmd1obNHk`_Gm{33} zB);3~nwQd_MyfAG=uU6cuKpS>cyxv4rDA0=j`l5z+7*1HaJmEWh8kBwz5@1D2{{N# zBQjpwav=0>48M3JMVl*a71UrWzANK*>=L^hGPrtr5i4c>ju6~2B8ogusPyJ-eF1r2 z%bmh=AHFa*Hz;u-NHvmte^l_vdF6VAmlJ-DaeZh3G_IncZlr4~!5Yp?mU-cgIy0@d z7qZ25uF-bs{?gLL&mUW#fG?*u>XZ#<;x9N3zL7_OlkP)j%E@;LpFZ_v7Tq#c3w!uy?%`K8Yu9 zw_2j^XtAHl2iSat+r?N_?xjM+JF^s1W3BCM-g!;aex*K(&tK zGHS@aT&4D#hIK3& zic;n+TyguvIL>y3{X~t`&5w~{b34j9{s@BZgIx#mL?^CS1Ap9WZTEGI7b z$EiJQR80!Hd@x9I1iLF1d6-hJV;)FYJD+Ao_?B4t>DjKY7f(}jplQ1ccBra8@J1Z{ zvu1(n)(Qep?{z6zZD*h~qdoi*^A9K6LwS}{*#jHT_Z^oOgz_$?AVe#4YQFru-c&?9 zcxz*kXlSIZdbvHBJO=@sG~)$`o)EVr`katf)tKEG6o90<5>`gVfq?MHX zo96W(xQeF0YJ+XSL((bYEsMmmLxV4DP2$@$Q5k!#~Qfb-uQ%OmW z)n>+xGkI66+-ybFyXfE5cC(ZmTyJMax)A&}=m}*Pp{h<-mqEU$T87$Z5zB>L&ZiV66fCfJ9 z8hZoE72T<{UZq2S;0aWKnaM}CL+rY*xkoYlrm?(DxG^kvskrfz`&F$60^j8d!C4am z;c!81H*V zUArQ|CElh@MWK#XDB(&>&E2Q`lXpH7RB?;k7~D%loi(Ti@9p&n1t>=y*@d@o~+Y?{V=#r@$l8xwJ;XGDeJR@6az;6}--){~er^0XZ=BiYQ%} zB%fuQ7{09#Xfq|VL+`85VB3C!pc>t|)K&qM(ArQ8z@PNSJ!nHyih)#_Mf?rBRV|b9 z=9Uaz_jAkssi!oL)A-Hz)ANvGP~NCXOruF0xVfhZYIee+P&6RV8$)#7{*clllREF? z>%JeKfqzt6;dAuEBa=d2r(QSaa%27HeiwaE!x)gbi9*yPdPtD8T9tQ~qpWh77f2-KZ96cyz)`8eLCnnewRNK4Mosf1ml3fI8DSAu$}132Mn#foh~GApUWEARe`-*$Tln}+t+l&$H2VszPH%bFMlS^hKV3O9IChO;3GJ|M|A^kG1C;y@A-HPYl z>xjlB&dqeKHN=DdxTY?^I=nbr(1YesD`4`<)r{X&fIDP4)l8|&U0$ktSc4T_vT_n# zKZ3uiy2D75{!5Zrwrt()H@k;l+3ICa#3rt`=*QDOjT(_i=`s*J>M&QER!wsZE)NdZ z+g#l|_hy$do;# zz?%Nreq(XnyJX4KQ+k)bW-_IG{j56zyK%oWJt?W=&3_twx>bA$nS}zJ3H?!(k`|MGjgh{5Q>w26l>4bM-|^ zvyL);P-(_*2^OayudqC^yTvwNRaM(lB&}Z$Z<%@AwI6QnPBV8u*|}|tde|7``RECI z)VE%+UkHDrtBOF;tNOb-%GcD12Q%3Jg+aGyTY+F%tV zpkQ+bxSUSE`+`dSTL}{mo?7U5U$M7uCQ1{omMS+V8`UsdCMNJ)Uffx~@F|XGyA0f{ zAi2Hu)g?5)=K>dTGhqovuV0x?I&$Gg!{y2qtBz|963(v-VY+MpvCN1(II#U5rrDDQ z$$jfAh=Fss7$Q~OijwBS&-i~)TP4j}e_4&oSm2f$i=s`oo&w%+kr9IT!rqJ|srzwt z^I_FgJwwYrcHEA|eb(oDAMR(ZT;Tr7EUqPYk-)Ri_&tK_zy>w-N2=GQIxZW2jCvBt zvQ7!c7K=U+^z`qQFS0$6VRkv&CdYjy?Rec&|J5~6lstJ0eh4Mtjp1oC=iXUe5UtJr zwWMun^`toF?)gKm*Ji%6(rzI>?rlt0uPsP{<8&T*Y^v?@(4OB*PyafM{2))tms>r1 z@`*>or#Cz{z5;^m8o!>Y3lEXn;mPP}RkKye!8PYcP3i%r*hPFJ=0Fy+5#i?XvO3mf zVpCn*hj>w`t-{0AZAMagb3m9~mB0T)J4htQHK9hd`r~yp@o8~kO7S}8q1C+}@?)!0 zV{j6B&PLYY4syQ8?DFSVw$?A!iH=f)396azJy5rMT?JCus?+0Wf+3m~y570?X6r!% zntir}FO2ZE9rKj-tEpyzgqO`8HvVPt8=k8iiN00O5=>f^#CP*Cr%vJE+6^RXl;aRcljbtg-xD$Yh`NJI0ANGNS>Id6@Ps&E z&zfE#Y?cS#`mmQB;#(5(evj>t+)e?NxfoZ#bPHXx6w%7>VuM7Dv&-0nLW2dZ|1YKp+d+rL0pD^?n66wER&p9KAhvTYD zmAd^B!QBt;Y2wcL>box2bgp*QDV5NVn}ne%2H%u*E8dZt15Y~CzhYo0%@72YMU%LU zX9qEg+cQ=3$?IKVU&20CSAV!Q_2I=_agPK2Wu_sz+v1T9E|#B7k8&4|2Tg2qWzJ9p zA&_-sWQIft_PG97U1ex^TW(t45BFeCriy%S_*D7~qV&$N3%{fnE^5(19-_6;lyB8{LJb#yJ(+-XAbuPq z-J(Cs4^_I&|JB;KO zsQ1EaccAl&j)adn)jwLQ<|(}o>?C+c!PVfGO0n8dg{o}V1^m&Cp$krTDh<~3QEcc= zHeDEG1gC-amU3ps8fF_B$ElMYe8!iHQq2Wnc(zSrmn~mV_fII}-+pW8>-3?uByAL) z48&}d?ibMM@)qxPJap4m-P->bTJZ^d~=s3T~C zIVKt{sw*kgnR4Osv<}bGhay#b&jqmt-r;~kUR^`B+2age^de*fovJGmSe%p5}4SG9nG0(wLetsaMy;WE})k4uA7l zz|?;ub1UJd*N2xYlpajyqNu;zy8*D*o;}~4J8}n zn-){h5HnTx9D-k+QZw=HZby((^D1ZaLJN-(O0tw-5**xbP^$GT&>ZPG1!Nq&Ok+V} z|7k&!>3Ynef+YnbQm1@_FRNKsTY|7Buao@yQ!Xi|tqrUkHDl!*__{|RX_4xFcr;K2 zevecS#+fGOA0bSYh6k5^PFvV&Xz~}1U*V)0YDB$`e1T6+^@@0UgHQH1&HZhdYI~V2 zF^}Z^pxDRNM?}1^hJhGrN24vSNm=-E>Fl)s)szM!`aawxxz&PMZ&D8= zd4LG9`__X#tR%U!OR{L6sOGp3>V?n_E|f2|XYv+TdCK`TiV0jU2>LJvNc#dMjjK;f z-u#)p!zabLYrqh@&$l%fOTGSdPQbcQ(KL)$&FY!!(ajDi9sxx2_+wKeJ-@g!y?F^V zHI*6mq3cGew4owE-<>}lK4$FnhtmN~s3tW+zQpk5YH;227-5_Jaca%+kQie4 z9=EagNqdh?TQ?7#-!!4TIsJ%+>TY!0VtrW*+AYO>#5}V{SE=56@C-gt+&#TIuP4>b znrTmA&&6qiK>kLFv$dwOgdbe!3vuqazkbp#hx8N>+P^0QJjWYu%)!Ib_2OYarBUR^ z{<#7XjNeEktPb6q1?dr;?T2+Y>NTdV)(wR0)Q*?v$Cy5rP;I?Nz9?X>pNs*ot_#RLt z(Ve&2k3pt=Q=aHD&DfZUxdBz7cLk)Z9{afSMVBYDbU03hyw0PtKCfEi#nkmbKq~nv zH%>GlIK|rh_x!n4xY?L2KPaSGh(_g>vIm{Dd79h09#jqv&Pz&OXtoci{I8<^JG%m!Q z!x^yUvEXfZcQhE@v+0RhH->2At0R#-gdg2_zgV@okhZf%lIEZ<=^zeH79a%m@r)FU7 zEbvRwLIy7Fe3@wq?KLu2hwEQY4=)Yz>r3|%9ElI?Y#%fjKW@93ud{LVf{N^Or-sna zJtD7yo}%1PGop+j>d8h;JF<gJhs+q^I4~!OXTonuH2H>G@ zo)V5k6j!a;A!2v!F`VA_Si|L*C7ScEoxWUjZRqp8$YLE9@>fba#_x3dX{6<(E(7uw z!L2_Mb#gVkwY2`}?bNUQZ%nh-U*V3-eLA`#9W3`|IAWj3+DGMsJaG<)CH9mTyx2=g z9_lM!@`8P1dE{rz2Zh-fg)=)Uy)KP6RNiomTWN|%+CMyZS~nP!BoncGSU7IRujW(z)ULj37Q zJe{ZC<2E|0hpK6)pnTZSzhO-vIf#?=Ap<;ym8{y57@;+_)~k38yEONB-le{Nwn3|$ zrPko#r6oQ30U&*~7t96rk2+Pxeqb(xmEv!P4iHiKj0<$jB8emn!a`oE;ABJGd zK6@L%yc)LkKy8F$4f~>;dk5`eYuhimQgY|=*yh_gnbiMA*?0I;`Ty@LWY27I%E%^r z=15toB-wFfWIM?^<#djWY$t>yj!pL7IW`e8GLGyta5zTC;f(k1?(-M?zJEXuo%?>> z&)4&LUDxxvt}SVn+lDS!$I&E^XbBdSS}GS}VdX;mL2F-2d&Hk3N*-b8lutLuQ(Uf1 zTqonHN>bI0-bJY3A4Q8_m;%a)SdbO6c4umfBBtFf!i z{A51b_0<7PtmTU1l2q)ze1LxlqyA)&e-M2$l~{b={u!;zseP>0#0}ax?G_H6-ee@qLOoJEHAAL z(7jWq9pk0-UXL^9u2(I^CyhiSa8#!ys`JA@h&(Ko%A!ruTrdj)=m}P04%q#Q-{ zaE0sK<0h`9-fjUeCG2*NPlkaR1KfvZ@CBA(yX?dofCOuMrDnMpl>C(A@aHSWkD{F_ zw6D|Deun(tPw@EyfzEEH>$jF1K;=l5ZaugraSZ=rX)~*Ttfl*FO?63|Rik_54|g+R zaW~&0nFl)VPXnVMXrQz1bq9OoU>Loz`_WCSoI4IJrBX5li;KgO$1JqG%UbqHUe!r8 zA~{e=gFzUS%vHL#fn1Oq4n1u75%uUBFT=@=x@IlWMTvP2;6Q5N%U)L@J)EqD_%b<7 zDpq$|uRU^#77b3laY^5Sf2W>B+4?t=)TM7aPf_Y;OlF;Sq+x;?rLmixx`?=lIZ*1G z3GvrYm%WL6j1(FU3UFr_bLGlq)}O=PL^9ExSBBh%)eeM;vg2DyHgJ|sxTZ?`T1mSI zMYmThb@xpLdp6(59mEpY8d?DAgv`@Oi2oWK&FNrvtxZ|F?=)HeFz|0GMu+0{59O5r z4?zg$XOYLbJ34P}hdO!z)##TofDh4UQ8JP1Tr+w%*YBzh==>}wzj=M2<8E%TMTi?K zx0=UZy>dJ)-AaMeL|;i{q+CrqP}$q4pB3*PmKc>^ktgKj094j%9%y#jwuhe`{uG;*9 z^#l7|*f5zJ$X$#CfQl$WTzBI%E_2gheh6J=zEwkV^la~DyJP|qt4p|MxT$MW;3^MHPn*M7#Co`uKx_>umdqnt0KvJ3Dedb?p z0R0T`n`MYhc>WClWMVLS-M%r&=WvdYta`ISRgXT^>1I>1&|y{CNjRQEt2V7$(0<7a zjDMsgI#`_lN}Yp6BE5q3!jsp7@jZV%SYKMG@2qkHXg-8@8{Om?uYUmnG;eGQ0)KJ~Z%g8r}g7-9~M}KWVWB#K#`~Z$yCCJB_erz{1D*jP#-xsjUi_liQFq6`lEX>I_m4AqT$%yub?b zO#rFnEzz&uRO0ap)wz%oM=KBzfUC-xz#^=+s{D+1FKazHy}?`MEqS$QPNLnb2C@1b zfyFROQp&|BXc4d1)3vg(~tVwiJbdC9WQ-fBO$xfd}F!dpTj z0htJDov5FwQ=6pcCi~hSWYEg5+9w!Ro0EB;3Gz;C?`fN);TzvA2vMActchBWO>An% zl|^kN=hdsg+M8)R2qs6MQElkE%ctL7{hDC6u!OKvdsjKZzNUa?&yiSyhpd;PH$R0v zoXb@=-@)Bxk-=$>$(>3!bmS&|&n<$E6cG)$cHP3Z4nevN;6RKAdMRve68Ge+2DRpa znGV4*Zv01M{B4czq^>4(A6vC;8#elM(JG?%nJR$|Aqy8Env=YVWmIOtV#F+(mwIUt zCVV@~2yHeeG-lP(!7uEVKAJkGZQjUtXtno-PyM*|D`W{dptBzXb_d0soxFA`{1j#I ziR-gqze%@B)o3{H1JmpE_V-w_r8D?T%SORmn6;YKMpQH$8HPXVd2#R4W@oZmU1!@@ zg$Lp8TzHawvEh2)Nd~-eu^wUyGXWx2bGz(G8j~dJT*IBa_>AH_qp=kS)5d=NEej=A zhLtd#a^IJ%f)tcAjsLt$Cgq5xktiJJ4?I21A&F* z&QWO$Uwr>yu>G5wy-JITYobM)N(tCIn%IlC>r9G=p~BT$v%Btg0|9i;<%NtDX1oI| z=tr;p{E@&NFz-1iPGz}C(so=~blMT+JwW8HlTPU@eKmF9zCLDpbxX=m3^2+If(KJ_ z3z)UCj*0XQAZ*hDh}q2lF1egc$;%G(*E4x$#?zYlC8?~<<1)&JsPuoAMb(TApPV?L z$eal*i9;(p1>UK&)B%Si=_0)K`R0ckAKW_^@;sk(rPOX_k@J6!Q3t`mmH(S`n*>>^T`gs~V$-YDtE zUjb)5Mm=GYJM}B3?q~WsCKA$$>R(s_8ssO_$NM~9Yj*?0n`jK3uL%mix$MG_F8y#M zKCX7T(l;@D47P_8aZj*jPbrffHNGLbP*r(D&fe>xAo)Ao;9rmaI}kvff>CiT1W_dj zlb4V@_U=l|r7NC!yTYhd77IP&{*(BldbXH9J++G{qCX_^1$1}Dlk||dybo7hAH(gi zb$_Hup_G`3Ug3vaXO3Cp0$dZQ*6%1Ennhgu zzydJnpeWFA*)DolZEKjyFCby>euOSj*WfSZ{?^`|4W_u=i?W^eO!+yzt@d89(B zaD;V6EWK$jU0}i~h_H`mcty4+@xu+jc3F6HEHq7WtT$*P98xT{v{{%h; z{5L-VZmd@LU(}&;fMGYE|9yf}BH6)}C~wtPIefu9(?`2`VzZmm8}Gk~%h0w-eR=m; zBHZ=9%0R&7(Ao*mzwECxbS#*lZUU5c=YP!2nuFsiS(+H+7TURyGbkfmThXM*xQT6! zepqx*=}YGBau>=N(39{X365Vwwjw7@53UyFzbs$OeX%k~A0M~^R=E{QNVcUMii}Bou@Aj<(8@q}G~Ee^=3-xw z#Y=&9Ngr6G6Op>t+Blq&!S@J|`6ifN(6xUdExa^;WMv_pg~#34ae2|8mjw|8@;yz&2pqK%&%T zAY>EJn}L{NVQX1E%luaO?{kJ5!awJ5uHl>DFGr@y(k>G(Dp||V!Dx8{xB?#dR=3v6 zG`k}@U=YH4qWLCj@ob-vg}=MG-7VNKQ`0QS%9I$VOJzslyall!!d#-wA+ez1=Il(-KG0i5Ha+xVXuHI=hVf-*dqTFNh4RsuR z4xtN3u#>=EcQ0;&V#V;yHI1ItKJT4#>1Q=9`_k=3YZ4xZox3k9J;6j<@&b6`$aTO3 ztxKIG;7wJV+MQOg8VH+D+ve92b;mr(UW*S4S%^c+9@EudsxN<9#uwKjVl(E_j@Sj`n0MJr4Ih=2(YoUWP)^vS+1fhyOaTu%oZ`16ix_WB>zz8N2=X z#NoVaME}jqZwetuhR;x11Av$J;r_0;mifve;yG1JA=r*8a!)4a1kyMt82RZh0yO%pV zrgm+@1tkrBuGsR`XQ99$E!>^4S`xumn=yW4a{h8u=6WE1Qs)I@&HfdQBhw=KO?%1v z9P8p71x1T}xzI{wbtDfU|#F9n0J7?{UQ z)9L=>*|JE@wpP~q+oLS`@Bro)5etIDkC-Pcqg~S-7K)bu=~My0$rfSgsOQMWkSH6S zfci}fetI^ItaZ}kAjvklHYO&Ib1g^BVb=sCXpCMUcN1y=!9;Vd@4b-R z2PY3BM>k{~Pf9t{bXunOCQJp~hVcg{sNH>hEMe#ycrE`Kbr#95FKSN&-TBreqxQ*a z_eDlCc3h19a5+=ke(d5U-;<~3nWuvv^UOoRU*C;4{v8`$JrwhW{9OlNg+eSQSBWUO zze`I}qRwC%)mKqerQhi*J51G1_L2jd>AfuiMKN#blKY-MI<&zQu7Z#w@zu!rm`Q4) z57h^}_8!9W9}RR;2r;P%Tvv^@1G!RtqJq@L_5^dsPJtRvl0k~d;e~MTd(0U$P!ZjS zQy7UVT-~pZuV-LFz!cnw#Qkr|zf4IYpW6_|L4dD1A-Fw6;F$D_oATO{uJJr0joi=k z?bc2sJ8j$rmAJ_S2>zkcV&&R@G)ZtzJZXrj;%ejCqJQ;x)zg8=^6_9zS^HOtj$Wjn zH-u_0eTZJ(jzgVxwC^K}s=dl&f-f17c>@!4b7sgWN_q}w7U&*))5ygSOGj+jV7l4*!W zn|Mil^}vqm(ipY$`IC0$sk*&OMnYV_7esvbF+}P42r^JV7qW)u^yOM(KTii|hp=3g zWk?V4((G{q_nDsq35?b|$MU?DA+790dghGUoegL;jL%mGo?-A7m@`XX1HS{gn z9~~rA?BueN!Qodj>}^lVpOyD}Px=tR0Bp`j7RQ6upR^u?5BrP#(P67^|6s^lf-tNw z7O2Pyy~4vsEAdPY?>2yDC7Y0LAbYvH#5c{pr2A57Q(it8wH%0?xzmxi_*V1&N3YJ; z;9qI;mLxaCS3m+7PEv$35tY{fYK+xhI1;lObYMRFMevT%Y73 zzStbFsZYMTZ`F9iJJh8uezYppl;|h3`_L_u_bi*l14H+(FjFG+&TZ`TIUAMzc@KT< zzZX#B>5@9g7NpiIeCTPn;P+W==$r_YGUeNZ~x0# zR`spPRenD@@ArD7e*taBo-OCcU=8=gdB4DZQJLrQAb?c<*2S_0WrLxIcGmw0T?eF} zh7D%8$A_P7uDrh`&-+R^?jg8uz;+s0XA#jQg(neoh(TpU;|X1@zihM?vwNZJ9v$7U zuD&J70S393;zGkQhkvK=#V3*Yfy)n8|X!2de8fWiPNFKKcz^zc)oQJRUK9 zzWmyN#MF8iVmD33SZ&Gsa)6mQ0lLONjQYn%^-;hZzxo9gL1wd>6)!9JB8^}v^M)J@ zzUPYz+(*_v*pv-f0G}xvm4>YU2{_}95AG_N)YGUXv8Z-FtshD}(rxvyJflrvAv~lM zA_Nh$AO=6GG+8zVCogKR@T)PEPg^0ticP|ge~Ws#reHr`FOG!5e@gC6zYq@d59NZl8k&6G^*D-<-&dQ z&mdX4lWa4?m;CvD-Ex5sYOh>a$rz$8fH?GMH=v6g!_FKBBDq}-*Rx`wk}(>x!#;EO z)!uaZ(6DT&$UF)j(y`qbjw0Wv*}>p%pt){VH|lsFQPRGB`0aoRF+|Y9gNe^crf`KBgd$m~?fG%;oom+FdhG>is?8gz+SuRy40KVw4<1Is zSqNOju(fdTf^W}?aKm(Ue#1Om7phUfZCnuG(G~H0QVOK1|I`dOY(Nk92Sx{}_x50S z3r^!-Vqm`I3e*jPt~lz;^xG?=r#Ag}mmiS;XIp@95Tt(gU(Z1$ggWHd!Saq5Bq<*( zuQwM*K{Z(qhpca>^}DuXlZRI63^Hq%11Hm4h^&ZV~)_;B1_l?`2Vh2bqJ!R5UGW#4b zh-hJap`2#V*D*}@JnWFoVn!Vqg{cM1sfLGpioXr%CElp^)V?`}5amyHH^V;K-`#++ z5-Sbx)Doo(|LT>6vPE{C^sQ0cE7a+eOC;MbKwodU`dWw~su{KDNwDZhP4B(=Ao1QO z!Na+b1asjhsr6IQ&qmDtqbYrjam4s>#O9ql(Au_2uxoHTy~n znL4Y}&>v>=)aba0$hLb|IzdnAw@ySXfGtm~#rkj$I$|E(6wu-MjjZX-TfBW{ni7^L zx9FB2l^8UXR6JUpyXOBVk3I~+Ld?!5?yPI1AD~PVV8@?4O{45zYiHcrfd(?>T4&gm zKP^5_%aup0{S|I9{}&fVWt6Hhs#ewUp2uUcjfaSdj!&KEj%}V;{-&XgkRvn_0zIG$ z;GUR!CgjU6T*yttZBH{J_^#II{tqAOI6#B_Q^Lls;ZBD3V+k*kOVi7~KXNqZE8wyG z9?+cZ?kE3jq)oOTq`3tV_5tDTEf(Xu#EW53eL5y_>fh(kYd5pDscN3g)M9cmp2Cs|yR>waG7~ZA6sz?quY?!C-YC-!&YLnx8>|Kv|G=^#3 z2nI!-6IUm%0@?A+lYPiVRl*3Rs2Li!gM1!V4a=@RUe+~lB^fQx42OkvU6$nZXKnw! zGoN%^`^N#pidoAA)-R!$wR})hSzN7O{`>!EEap8@=C(F%GI{g%_P;O=c-+J}Eet)C z^;*ibU3j)^2jE`rKy6ATGgC_SFOTCRN5`!3t%+jB!87V@d`wbYA3eEv!p6kd2JOWC zf1E!jK8x{zE}5^D?IxBim>*pA%^A0{(G8}E-%YXz4~pcMjmfaSaoOXYJHB1d_UAu7 zBGzIWu1-QA#=F(=6;=9IW<$#T_Jzdjx0=nz9wytR4BS;gcBW2unQ!pNQ*|BzchqCD zXC+(_?@@*d*=PAp_*3%dEO|H7+atig+AL2hBh~y#SYHbA#X#`Jrm^B=Nz9kI*gq$` zCqP*iCIUL8jR$anS+(S#UT69D;_5BA8!VQ7^S95r{dhB;#%umK(w!qqON&gUlmP3^ z*NL>iKZ8#r;)3E2YT}oa}LUMrDfXSx`H3W@W z<%y6NVt_me3#jozv`P@St80?!wv>7Mt{{iO+VK=S|-V=bT)3xJE45i9!G z3|ChBUAMJrI87tH#M)u2-kZ`rDrcOGKbXsnWjaG${n4iI%fPE>piY8$sfyl6hMHq2 zC(QZ8*=uvUMjg;bzuqc2b%mtadK@`!CE;W(1Q`;}Py{rkPM?`Nf~9}mco6XO$K6V` z)IS6p8{GBr8KYL%jl=w6ku%qF#<$lfB;Brg7kstrjJoGrSzciS;bk0crdkPP? zDj^VFBZtU~ajGnRzTc-rl>OBMiO2A%twya}{t7o*Tef(VDn0{x)MP5w=55NQ_`t-& zo2d`p$+Q`E8;>T+F_5$N7mKJvtpGHbtKTgT{QQhl_ zrbA23C5JxJP1nA&@eb3I1P80uq24L+63}GcD609%?i9c*IsQlU=N{U@nCn3z3jM?U zh5GO39Atiz&CD3hs3wlZY2E8aA&h^8ot`ait@6b9yJ2k{1W?h{ z?+;tV01(lo$y&G=eyC{ONz)`(E!FqqqKSv%g1GVB#ET=Wk0C6R40^V|fYZ%yOTCNk z0~0j<{b_}91lGpNchShM zeVk?eBi2KM+8hjYS@;eSc&PN(0Rf=zhL#ywhM?9-Qro;Xrq?*xt>FxK_S_T{VbrQ! z{(SsN<+o#ErB^XuibT{i+AW>Pf^^i|2vfSy;!VaurvTlSV|`&tF&GFdIfs0Lxm4Cy z{bb4R0F;A+=CnZB^w+#5pjKE-F2P?89K3^ZZZq>gc zHC?DWUgFCsuhQgY*lBF}K_up_O3U1@z0LQBN-3b0%(7y{4F4((*n{Ks0dZ%;qxmfm z*u>ownn?&9i?`ACysTRIJU>G*u8R2J(LZAnB`C?z8;Q3A0GzW{9KYu}MR(xEUQCEy zJuGOPr0d9HPAob~DsH^PswKhQX{|hSe)G1XPNgo=fqU!YSWaDDtK9 zepCN|e4^j%e~If+rl8TO!2Ns!EX#%jV8jAU7BfVEk zQgiRi*u?$623?)Ry$8pIra_=m_Wlu1$J+H28W|L0dl`y0du7%BzA zm4I*f1NuztXNNYA;}+FQcUj452a2_zGArPH0p2K?p%=aT$!(CT^j-yB&RTyJbZwh7j+U~68YRt# zCx-g=SCmIndoRCcpa=N-y$pGjg^Z>lWXsowlL5g=(2_qLM|*)cRA(lHkZ>_Iq+gR=TkLu3>_7KF7bn!GCU;az~9lpa#tWBs0)anCL-CkZsKlU!w0o zhlGxQbi98&fXHjEX97t0_+cMXC7L9Ieq?uzPbJM8;PDeg5d^xj8Mg-23VFg_Nm-B?`C1} z?x|$Dy9tu}d8*Ot(^!_aaA4O-05Jd-MtWK-{?pnvQtLN5uL}?4U74-f+x?q+@k=|O zcOVqX=yKIO^yplC_ue%|*`8y{ox+db(lLMQ+PR3i0I|JDqB8&5w0M28+PE4I_g>qf zFg$Dt7q0dn7<;MkA z@*z1cc*~bYgI3y}^5ib8JN|sIbC_iNCxl0~TB4Id7R-zTdjMN4_u}zmRKaxPgVool z=(JUmj)+S(AN4v|n9kr-ayE`?nUryf>B2csKA0BihGIudpc@b+ByHIFA5P9bp|*uP z_uC-yk5*TVwzBPQLkDQYDv}2+4Ng)<(7N zfWGcrwWy4`Z8X+_|9NzQospof8{~~jUpoyvviomgPQ^-#K|TtN^stB#y+RZu=@4(O z^CwWEuCX162YC$`RdfN}9enbp#j|En*N7D}P#Bg;rY5 z-m;aN$;Z{Jc}0M8cy4Lf=F_=-Lc~p3P3+DG9#(UFK>DJis1pD7HDRr5CsDszT4tMf zl%Y_CO%;PG5yxNBDLs$FWzMW87p>M!;t&@Q6WyFdqm9qid+G|b7Ut&h3WD!1gh=i2 zKXldJEBXVuVQHRyczDd>8+5oyP^CnXy#W&I1u-2jw|TYbaUcj40FBKlHj~J6s>ao| z`ehd;aWoY-witzC$h>Wb9U zi7z$dyWYsz^CnGW+RS$3Lf7!Wul0n?J2`}A+sAlfxQR2p^JnZI{Ro;4OYxa!j@lQ7 zk`FFu>Uq*dfBugqFZ(CP&#P!@^rV5^$QLL;s$`}qpr*V+h!C&jJ6%5(;$cmGwo^B* zHm%ms{q^40XS)D^-Pur3m<$|X?MthLei0iNk(w7IVv0MFNCD&7&Yn{w_)mTD5`DM z@_X6(HB1X2%^?}9>|oDYq8w=VV7-_qgD)Bq<(`KtKVj8zE~qRn+?ZY^+PWmiv5=+V zYeicOUNndW%X_?+tUH(n$iM&#c7-N^n*M|HTdHVjubvHWGZA-hALX{Z)kMe?u%HoSy-^Aro6eHwe?ck2MLxr70|J zB`SmR&aMMrc-A-#10L1V%zwrJOt8oQz->JyC`qgLK)fI88MV9Vs1;HflIHY)<=kOh z{uk-qRINu1Zv~j7dxmj;d1R+SV&LmQx%&Wa0H**q03=%Iq#q)>y5OS<*_qkanEtab zuC%zqC}u!)55ystxee$|1g>HXr3(umJPUKXJvu^05l=`gWEdWUyAnitMD1U>Qa7b% zRAuZo*HnEU)ZnzY)c)#WAgQn7OA61#74!=*R zn%Zw#=(@fxqOc29_?c!2JG|D}8_y>$2wAONNqr%z^8`wivDnQ45)Frm{KaHtqFZ?B z!s^0Kollxsg_->Qcdo5%aS^TwHp?B>J=hE9e&yGG{g?QpM&ihD82$w%^W+fj0=)>% z4ex966~X%my9A5s$96g7VwNrq^TgG6sJP2LZW!$s2Px{#&kJ2muYsZ0qJdB{Hu~75 z+T$Sq4T0(fN?f+s;xnEWWkLFmW8NL>1Ad%0Nn{7y>_pA+)*QGS-uHrzZyLKTWRohD z#a?h};NnkmuLX^w$R)Sdt8t@$j5;OwTFS}5+GnIJoFft%=d4BCXnnTb0g6q^6TolH z_Qb%P-2zn$ThB0WhZaCbi|{Ltj?3*!vYS=KN!@%pjP z;(_hU?QRjeG&D3Xs&&3;Z#|9nt3s&4Fa%9X6JSO0%~_FnL=yJx2I)Xi-_6SxeG7)u zRYkraOqZTjW(G_5L@eF@;QpPcO`@gFItx>pyHrVzaG!&ToQ==B{eE`mR_?DSFQ`LP7E7aZr!1+UG;kAo7j)3FN#O<2TAO(N~2D^%_r?P zA(J@Gz2-OMe0*|S;W~UUL@^(Fv&r@w;t~Z#y+(GRWUkst^7AE%h31MQZ z#7P=i6+ZDwSbv2#u4+qLn#-UNyE{Dad>oDK9Oz;<9Th7oNdW?**C*-7HnI1JG3$#) z-}Z{-2Q*$(MLo6qY0c51Zu9HJuYvb-(o_EZQRxt80_5o_-|&VK@ci7sOFM-AIlb%a z97}*uL!b_C{0foP%IPI1)Ak8ATeBuYL!XhYVt@XE)Yx@kjRys0!mJhOK!$uL6G4p} zD7Bn%KEjH0PQMWOPG$?$FhVa~sKq?@%Xo+Q1d~f;>+$P^>y5kBzZGvG91)|)di3yJ z214o_#!m@5={%zj5%A%=Y0=m?^{so%m+9f7t!eN(F+b*W0`lg{dI&UR0lOV~(L1ZM zTR09Y!~gA(3u?4_%2K9Xw;`=%c*AzLopc50at)AfXkIgX=XyZ%da}iO^Gc^^iQfE> zWjMiaD6OJm_|RNJIi_dj)$1FV=KT+{2z&thCqkV%E5linm|=m9zx& zco6Gew0P7{Eq3dc40r}yW9sZb8sIYA3Qr%Yb~}_?gYGH=ANLTtDF%h}Bt0X>TFixf zV&VA=iW;I_=JZQl2oZ%#X=DWAPlkOaKNdG=E^Rz!2RywD7;xf^Tw9{U0uXk@C>Yc&2s}~K5DeC{ zr_tM1l;NPHVrd&cDV{iD*e{^(fE(J^=k>T!U!U+sOZ_a}ND1h9SvXSZk=h{qLtr}$ zYdZ*CN?#xDuZ^`mytx62(+KqLpj5Zg2b02MV0)6Z`!pZLU5@!i1AA(L+@|!9>CE4F`!Vk;kS&Gy-U=M7+o>dMbFLZ;*H;Ff1 z;#DCHv_RA_lJK}SaqBSOnmNz@mp6*}K0#LQ@M13nF#X^K0XCh3lRcQl&0*0?vwD}@ zvq&mORyO9HbnnuhmdczL8EBdMS*{nMVubiPWyPE#yL@3I8$Y=#MdJH|te@6{OH(CqB&6ct{C0Dga0mjp+AS>@|;1;Dq}M7`_2 z>l}j4>I+Wx_QeenjY@l8RFV%~OADGa(a_Jj&{M_>-&f1Ee%I!$LfoMa0}EvwgR6^U zgysW|;e8Qe3kRPgaLM32g2Gfs)R{tLwpuc60qbXnK34gQ+-dw?!)29Zu7B4cS)I~> zkfhGM-y-BFMs3QewKlXyn%({GSIT-?F(vPU_)S?9Ze2eE8A;h#9MaQ8VkCg&qJ@0| zx|vdanNp8&!+DxT*>~361zXMheRJ!Xtn{6aj6FqSrN)+TOK)CUL$q4nz8JXR|A=fd zi*Zp}vfY5-Sn#Wa6ymSV@r(8te0L+;^3UvmtC15E6DxMb4;#*dR!m8b&r{ugT>jn@ z_}2pXb&KK~O29d?SP#RAtnc77L@xF!H$ZL#N>qkik^k}hcD)LyOaG`E5j$m#D^|P( z2N+&@VM?a{W$OGYO?5XfS-oqfDugj4{H4L?kDn#(pWYvqnE2Imp9Upx< zXC(gN;C13ZO@R4B{7KRSZM8&_8E*f9E1kc;Ebkj-J^F=vFDp-h;`IN2zyDPtG*MFi zqOmpq(cEpy*|_>?{rY(pZ~qWBIn(s9*!wB2Oh*WpvIu_m6y>FK$SwFqq7oiJL0%F) zOUPG=Zk~ke;OahU;Kd!yp*|j;2AIdTe*mlbw}^X(VKyX{K-f+z<+5N7aCj}i)@}x zYEqEv6$` z(K_k`l_67v=@`^to}W!C3=%VkgvOyeWvdcda|is5<=(h@Ur1CjlM~Ceeuvw7tHp_A&3hy*`B$@ds71`%! zvpzH4lpX1(2doHrV)jO}@}p$~jzwI7 zYe|}3MSw#6g;23V>09^PC-!%jNfK})qAtl9ZbzhSIN~&3f`%W+E!^~#s16d~hEfij zOcRGsoGOp?69TGodyTvh0My?L7FS z<#A}YS0LkMRhQ39`($nK zZe9k#0=Q*ae*^u0S>iEAV&27rdj)F{5#ke7`q#~6sB3X%3iX@If-Wrj8Xfpu;ip=n zGQjEX)un2{JtLR;(an%y1;~)T&};WhC(-_Uv8D+>ZrzmqGNlU@q&aLCc^DO`nY2E} zgDXpA({1Q33n6(@XAvxT4xB$pk~liq&w?zb@5Glj3ckGlLvh9TG*P&*Ws5m_sLe9N z<9p8*S%w0@KB#zfvr;So=U|pB9H)e!OiS;MlR-CZmE~g*tTD4L;`#@#-_$d!oL{3> zz)bp_FX2HkK;|nOjGh!v2g)v6d{J8B zAP5p;55zYJ$s}vUn7(*aACg(Wf z2wDdN616^zKr<#D+*pQEa|-G|`)mT?ASOtq=!zw9J)jlJqY;$QbBsUDK#kv_pfIlJ z1T+U#2{uW1Px<)w6LT zpaw)32$v~sV7Gm~otD))OhT|Pn%?*1!VhmD>IUIi3lHz9fU@0BB5cEE@u3`vX-Vcc8rk*uP#f95k1B{_wk_E9B9J3M46ZPsKG|{biMeH$KgV;zUFPOm@Ypsc>LPkV`NmBCMr@t zr?3cn9pu_>3Alqm{^6pObqHNA9%OoO60`QzZ^P02W$-Dg+~^5L`r%d9{fFz%G+A9t zudx9pEsi8w;PwtpUqi+_pFem5NL*mdbBvb{=;}_Dec0HUj#4#G?bCyj3ud7qvONc9 zFO48A8GBXnKWyqx?bj^mk-ZK8%{|Vplpv~rkBvQ6P&^c@UA^1ln^fP@3Lv#kR(PGz|WKfF(2a(*U^Vq$Na#)`3#m4}VF59|T?G_^aY$86n z+}<#Gam5Vr?PPKo9gPhehD7O062TRZ)Qk16%=~OT`W7Z&KRiN$O$_x883(4w&HXNs zY1vcf$v_QoL?aur$h_h`|Ix4m;+!Wr5D*O7zrt3x?9bQeb}8Mb9&0*~5q0AIT2M=V zWDK1_l~~ zt)mr?DnaB<*~(7;FSOhoz#z$#9KAr2G<8A)$*6y2d0}PS=A_kD;p&G&vkQw$vggvY zaxRCQ`o>W*!0xEH{~4T2CV_?Ej^U->y^)+D=R(Siyd`P_xu4IN#b<07S;aGa_Y@ol z082}pXt&#z!*fu45TXy+0^03AXdJ+BVq5@Z)$1t{I(YQ_#NldF)klAE)oYA=nl`4b z8bdb5%%Qw~?t5@P$}6zXBs&$GCjjJD=)gA353C12POf^8|o+2p%-pIEo=n|sUf!L8n_pJN3 z0BH1kzce$3EEVGlRrx@T{Wrh1hHsN560)rWPPWx~st{q+Nl=5u05TfgVmoMo1r3CC z_+gb&&Ql^;yd{0h@!PAPY~s0KpgtVLpKOL--cRZl@uhOkIElA?3tpp#s_?+4U4+|~Y(#@5*K zkX9m4!(itSAYXV9pFvz0PmV;u_fhZVrth-G-q;3TOGoDWOqJV*gUsV$SEaa(gev`W zwG1~eAI*RZ)vQ89yIubsr94s5f1}19Fy68{jL_ZIJ!A2@`8u20LUpDY;`>#*wL1;Z z4X>d)^x~QR43~|+DBJZXLCF^=rNDj}l%O?F*25|dgg3q{cl7N&x$$&gBKl2gy`1pa zm87Cz|EgF)a8t0g>@->aQXKgek(NY{m`2c08iN6NuyRu>c~=jjK9sJfQ?y}vHD%Ak z-LATj>lEUd97?ZSbR8KghwYLiU4|V2ZFyu05l!g(rWo7~*RA|r|A!E|J*`f*W#O$d zN_ZFT(-t#iWB9bkEgdy=TRNnex^q4ftO7@p1jttSRa}1&bsp1bQ&8glb=#5!!teb) zy3w$;Zp-?;lC0p3Py^wg3v~6B@TK=%{Tt9-RluJAGNs@z25UuNKe(Dx`gx<&yBWi= zbEW&U-WPM#E6i)JpFN`8YI1Lx$1XAKDgan3&GJ~Ak zd1E6@U)6Mjwgxq}pxULuCag4at-%R5w%ckO^eon^Iff8IvwENn-;mCk5Jzvny)|T~ z#Ki)Wn<-z46P61LM)x*v4+BmcNY{O$G;}wte7l>O@`n64e|v>-cF!R^9Lag%qJ3vl zfNXv08ydPIf4JwEh}>MaJQc9+2IFW+f);q+&DsGLK&FFJuO*tw*Ct(+lfKG0MR}WH zFwQQK?i=^EbnU$V{pPdvf7nU8UZUFp2uP^`L@O*nSeI2ezHGA=Mb<9zHuscpRZ!7X z^~vJm_@3C#C&|?}aV|*UH~5>-SqR1rEa(Hl-`yv=`3Ia0`2H!Pqy{{G&W6SopmALA zA$6qEi*mQEAFO!aOUj4hc+y7fZVXUUu25>!mQ~lKaMw3#nZ3K&>OLj> zB)sI3)Xd7e?;>bjXgwhi!SObK4d-_b(u`F^l@Y^DfL9ndppkiP7|QBaILsYmNu;6o zp0binaR{d8L5%`<96^UtKn4goq9b9D@;2nU?CQW7TYOzx!?#v>l~PHko{BpEsV^hj zw_WIEgJ!}vV|T3&90`4t_i7>>gy?U<%iN`-NeDuvP~ zA0k5286|@9GDuwb#C6YT1QT3!3UQIheeptifkR1kn_HGkS7SYm$8!7=EkRdUt#RSo zZEd-Kzh?rl8*1G}9e@ZOc#~+dCVu7QZawz{lVvaKJuKWtv-U zkZBTK~gAO3-ObDI%B+6!;OPMx1jyg0Qd)PB7!BhyqB>kbbBLP?xOIVnkMwTo7p znu{T7Le@jsA793Q@B8!g@ZwfyaR4LxwWWuz1x4uL!uWZD6;NL?sUw7W5DWMTh9Bk& z*e`qkc&V-aH}z^gciQ-2;s2xVJ)@fHzV1`5=a0;Fy*=1-#f;=oP;S?s74$AGS!A8G6ZR%BYvxG4m42NLBsw6Jsat6%7@3MRaKxhO||R? zz!=B;q9salJ+9*P&y)xXLEgR95Q2Gr7E)mSWwhcVIwWRAA3ESX5M_uTu6 zaB3*_PDEfs^IBgE8$#M}#jidr_WgczTX`1a0p&z?-jJuf2DAcmfSJ6YM4ZiM0ih^3 zV(+48dU24ofdh~8%H0cERe`XG5z`4@yQEA=K7Arfbz^t|g$L?JEEU;_e0fgntkr5RG1sV?D4^n!5hu#(O~ibTlFVsnO7%S%=J z1Erb^QqZ<_SfP+P!7Ypy1-dRjfdv|s6TYyl-P6uYenZa<*Z-@21ou6mSc;OK|0z3H zf6*$UqG0;AOHlf;K8dTPG%<=l*tnV`zTQ0UK4`sJN;vdA-2bMBSAEJcK^bq^@_$U5 zg_K@|F#nXSV3T2ILFAbmHiWkod`SbPy*Q&ATK_N8XaBUPzMro~jjVjAxzX6sM9-!{sE?=Mt=6PCg4KFZD2R~PuVaF?6E z4Mqcny|%>ig_pY|Fnz7LIa3=a<99yQXXmMs zWsXBp(;f6MUnI2Fum={4X)^1<-~t^w#@xP#ySZnPt%=5GT2o$iqBQTxCG*WeT4jQ1 zP_V%+cxgmpyP!?}TUKsV7)9MU`}%}gT)6Y1eN;%HcTy{VtFMX#p_}zV{0;Qit^;hzwQI(J=(V>YMFTRENsgbScs08>_~u_~eDl#7D~H zFNv?mGfY+AE!9JHq5iPHcq752EL^9R$V$$2?>IimRt(qVluK^Am=@pm>HT1MTrBR& z#v0*}D(C=oodicT{h2og7k4D!28&huzSj=U-ftXr2~JaudMu+{_8g#3BVSu4WV^H3F3QZD$dQMaD}>jA@kJzkGizy>mjnKCSsv-=i7 z??>%He)9jOjWiCx6}~MjX#pG{k|9(bN>WctaNTn5R7Ff5I#9w6_Ye6X{hP6EhP7yl z)=|Nq&Ut0W*ng=AU8-82J{mbiLPjkdYcm0@)evG+mwoH6cRw`Lj@hpBg+A1s%J}(X z`t$_@S*zKC$;Ywg>B-MWFhKtDD#Q4-2)M!{$jsA z>x(^pq_bOraw)X{#Ng#50ag61g^aZOOT6gF zuFtaeoga4oBcgA1xy}*m_ReO{hpNQ*HZMXl1cc$f(oPXJ5Vsb182PEDv~ z%AAwlw@$skXtbdM3>9b8aA|l*64KM3bqWr&Yjl6;9{tf&xZ%?-jJsHxEOR>Mjg)$I z+_wt`SNnB@hNtbxrW7mcX&Ut9XCzNXXwI%nAhOKqT-e9vmZMuAJ{(QU6t-l7;?A0m zkdW;AXRw{E$jH?ey_H96de(A8~8lSnS{`D*Ihf%OT1ID zRH4l>oT6(%6{cMp$2_2-rZC+X+GA6nbb9$eS^gT-Y|Ppogu(ek zIuT0-b8(TG(C#p`>98fWo+}dilt5S1gHO$)+9n@{O94f!?Sd|6L%^9#N(Xh%7{40;xOmgD~ZRW7+^88%Ivfjj~4+N7e0PxDc{VUI)13oXR2MOVbSFQ@cNnCJfwC<>z)!(mt)jLPu^{ zNwoioOtj{rU8|)>0|LZwGz!9y{p*`lx0cd&rF3{{&ONNZKB*zgQ+4ZSmfh867ryP) z8)vQ;rG8#|bI1)qX~3s|(DbRdI;l>KS-sQMKic%)_ehV_52?%J zCXYnEe5G$L^;0oXLNz42zjFuq5IW_t1nEgj!fAt+=~+rDA1BRdr5QbjQ);hAKl+RQloP|cphQc_z$L%9CB8I0MPf)jtvy*@Gz7`Zs$j5+=uH2~~S**N#!&l41JpEaOh{>ge-|*)@ zG&jjQd@5Nq|LI?*859`Onjb-tyE(1* z$eK;*R+%)h(TGe3KZWIdb~)5|$w0g@=mMc$;hDdKgD0z7_dO75>z5v>!x# z`CL1|6Mph&^V&OTv4&MxsADLgIlNhDLT_aQZc{%!PgfFuMQO)iEZnqYNqE$)5TU$t9waA5rgI<48II{(q-S^HH9;^46mizI*C*l6y zt9m!FEKTP}i68Ji6o>RlS@bVfVWlGLU5FAFZHvVBH$AudTNZo58t4t%Il7u9o@ph6 z4@YmQC07cOBFm(A$v^csPw5OxDg(yo>jA8DL*O1e`42sXp+OETAi|qEB592E+E7{N%=6}2yxVJ;zqsL(hzJ;DZ7WXy?&>WMg;WFnxjWnpe zmN&NET{*L-Dk+>kE+}@AIYYTeSCaUV!8NnAaNP3}tk)kx@$dd4pAy0{nSIZa&3@?G zsndhua{TNW%Qq*JNDnOhpn1<4RF4;F|IkyB56xmB4VZY07iwz8{(Cq|yeEAl zSRDUICR~0=tH{rBpiS7#IpdQ|1%w+INT6^XSn>$bgAha-!#;&2R@Kjhefq8ABG5^8 zR%!1!f9*k}N(z_Q4S{*%0hjtF6{>x4B1(YafTmWg z#zdol33*4ypgb?%Cc7@R!#$!L(5;oYHCg)n7}q)xs_uhA0)V74^91nJ`Ie{DD1N5HUr z%IEp#6k={XE~Pm{o@kXBdkde6sd;rbdNx?X1}dQ^0!sddh%`bGei*m8T$;L%5q9)y zJP6o$)F&6U)ny+R{~)rL#a>+KLabcd%M7fSpZ#bD^e>M9jq!&v1BirKe)N6A*w*5h zW|E_Uq2aFfmpYC6XV}k~#B{PcUh8BR1|$NT#>}172ce+1?G*kG#S9$4=ZUc1;p6Zf zGJ>=nw*=+$sXHY7>X1oTrm`Qg*3oT{d7yYQK`>zTMWgKoq7PaFdQZ^|JyH{P0SCKR zO;Sjq1!LS>O<150631WIvF#@}(#wj2S*@;K+=LZ_uu=5`q69tu1Tqyx#?#Z6mXw6UCBEQ67r4+z_h@W`5LN9re z@bk>tmlvf2;&mrm%kTmFRoR_V7l5A!jLl0AN(3j1*Jwklj#|Y}#gU!JMdrR4TQ-OC zlgBysOFev^kN=mKbs}&f|G)X5IVlr=?V{=VrQcOLl)cSLp$TZc&Qg}9EaU~`D__04 zjSFoTA9Cqk1}Y@%07D;AGx>oy=WSMEzo{MBHIgxJcku1=i%$unsq7ZdE#K|e3XlBt z-8TBWenOT=uT#PKR8!6nONG$QGf<{1iwW zMIt3SBoN;h_$oUT!xcJw4fR_yY>VC$WH7g!Q0#V1tT<;_{B(%d{wkMZ;j{ngk5c>G z_zA6y`Psahu9&H19V@XbS3Y(#I1r-?Y*5d%xF)0!Lm04Te7{#HWZ{;6db&378y`KJ z_UWIptCm5RYnmXpf`dOvk@Q2Gx`vY>+`xy|mj)wdJJe6^_pgQ7e5#B1RcCO-RWJHz zDSHjeBmJkQ%KzgnerRfHeCqb9CACQDn!jI)Y^~AtLTR21V>}bPLIcyi!nPSOJkJM^ zD~WI|h8o4B>YmRZ*TD9VvvwW(c129Jkn2Y*qNXBsq}%0_{>T6Ozp)hmon`y~$+ggb zNB?UB(^5dxo&>H^F9C_!d5~{aE&yjpJ0VE+Cn`ie$x}1^9&UzSe|jaaIFDT8d_VHb z#VlFJ4`U|$vf7XfXzE4LDxii61HKq$3iPGlsh`5tRp^yuA*Ly7B20C|cN2uW}A1ibM+@H%h*aJy?S&F;A=7KOCV!i#F;fD2rOuD+OB)na{Q7Z5CHWdM z{&GJ`4H6o8=481vMg{5)6Qi_tBZ)@-sp%ANFVlvO>c+-h50o@*y7Te7V73#o&*{rB zdq$t$6?!WJ!uYBuMBM3Ad)}g2y4YM1)1y69iR(G&L%#W$E`F!;?Qd(bJ4cCZO7v)# zus^{H`DCbP2T!;MC5U=8{Nfnn4DBpNJT|SYe0Rai(C|jX@)I4UUj`h|SOebB1%eIL zGF+GbLQlLC6!&f=1!1MLu-?+MPhA5BwR4p&M1TU$haL}J$n`4| zuH{(Vu1eD5@Fu7wEs&&kje;Z=*-*MGdUbQ$lim+kn4MHA367i>R98CV=18?+I>CJ9 zGx`jWbFiaH1A!I|eX8wYlej|kz4?uwhU4jX;YD>hMv%uhMZdNC58_EfEtd$7AS<>`!t(f0N2-I6%#PdV~R z9A6UnLwJ%?&lvEpw(i{bo$vpp0q7`aFugT){vjAbInJ*XThsELw`0M%ZZ!mUx~#D@#T67 zAM)eTI2&>Sc)>&9>IPtx(3Pee=RgT7Ieh9{nxJvLw(o`7tbn}MMM+^-TiN^Sds1eA zHOR_GYD(ykK>(RCW&-1+=Z}tyV+%Lq9KP?jHjm;)|1517zZKXOzQc8m+qr{$bos4y zN1y7g!Rw(o!#OAz;{LdBR5xHbPvZ0Z1>!-1?(uM=MUC9K;DP&fEwh&LvUU;@NleGa zMEeK-+KDIAixC2hK?t8KC7l#Z!Ax=R~@X8nswg0GXWoWW_A&G{f0}8VOE5s6UXoRSp$?P+hG`z;0~YT4 zn#m!cUSK1seH+v#kqG#_9XrsRumCR%*n&n>cKMo&j`EG^X(eMQiUGg&*II{`KcuW~J@MWH$NTjJ?CX zPyu(*Rb%1z7t=#d-)VMgt9^@%fN zeK3|AnjyowKYyHRv#!<&OF{8MJ%+Qu=c4Cma7(L-EM4_}-fZY{g$HolEwcsiEl2KMFA# z%EN+`tPN$}%eP~;Rs9t1r|a{WH0Ql03SS-2%RE&60A4dsq=$0E_3h2>c~O#6!{Q8Q zTf*;F6QL7{x6c{AQ98$7{V0Vo^kji(_g6|BvIQ-_=UFjuqV&VmJ;%)D1Bv9ZpdG*YmlQmO;++(|IDqHWmbDp&BIYBz7AH)s9c;; z20Qgvhr(n-Sf{e2)M%&p_MEiN!g+z$U5yvCF26YcNhN$0w9%@ph&{-9bQkj2?NN$H zH!e5jd|>lc|Hdv`snw#UIE5*jYVgyK>0WtD3}g+v!7EpPjPOI zu|Eyt_?Db}jp^e_7Z&E{4(x=}Ajk+)6sVUe3`o?v%Lht#--R;wk$vufK;6^XPY;{j zm@*F|RoA#9EzhuZoFb}Z<>E0ERkiqf^ik7Lo-VI>D*bF!-WFmRF$itk0l>h}Z%4@ILFD^Q9Dgq(<>P0S9cKr^LWA9S)y}KM z+R`JDD<0VJFmU^K=-CKycwL_!3utxMU&2PA3&v7%>3@}ehn5Nih0aTzpsOROa0Y1`LOlYncM%ws(-;tMK#dh z{1xsz3UHcu_3%@*wG-hgOa1A28bf}pk;XmVc0Kx%yZuoC1{^b?OwWuc%YbyTNMQRr z>O;K+Pb7cgMDNpsZ3%u(nqJO!+uO9y$p)5s6LZNPM?d~O6dr1T{?`Jk&OaqwsSt8} zF6;9YO|!WzsE7Zn=Odwz{?Kw^Ak`XWGv2*U{S*8*VcNP zKvFF)Z7k;P>V-_*yp^H%1F2yo!LNN(`cmMp9nkG>p!ieI4lKeuPTOs0d-S%%j{&uZ zx}{XpjJ&pipC(cwKOrFjWb`+G$>SKJ1B#7pIV8r7d4Vpz3joJRENCz7bV8{TB8R&Ur`ZUh68!%|7I~=2L7cN+3$l7p{GOv!K%nKiVB+c z68gWoN7ons%cRP19VCRO&D^43ma&9Yq9ECq(%=mIKF6DKB8C`gTJ=p`8a^7a{My?C zdn~aw=W6>BB>Wz{d+bBtqKVP#+n5)j2^gXcG?KwXYR`eK2mVUX_%X_ZJ>8h~$JNFu zId|Fd3*5PLsrgs0_KvTMajObn2h;;7)bVwtrR5(3m9yQGJo_#wDPr?n#U2=9GCcDg}5vOZlJAeJV@MfZLN^ZLqmz9y2d9Cb)Wis!%*SqgYbK!=ZDJV$ z+E`x?`^LB~W7nKCa+YyIBO_T zTB@uylf~6GwFbYDs)j+597pT`zg_rnfa(b6UPgUR1JaA#kmoRwcbBewMJRqsB(acY zS);VouU3%M%VBS;@60}wJa?YX1MgmJdLAxFJ--P7O5r6lz3;p_q?+p^$L@Q!mErGS z;N#7IpKrXfXEDH086-I~we(kJ9|?G|jBhzu!o|hQS8nq%-%R{tAFo=Nph_ym{xlL6 zu(^>*#k5ILs;FdN&}x*O1=!Y_QdHWOMNMPOvgDZN@2R(=x9@rAsvS3u#T z+J)=T3p!5It^&J|k5>%9E4$cHs4--^sojE^gigfZUt^9VA4)280_-M^sJsa9$-%iW`xhIyx$Tdvc_Xh4GD78K zpZLD(AN6BqeVewpG$A^7Xy5O!-A`YpXZ_3c&@2ko&=*s-0ppq99;F(*x>2_N^wo9l z8G{F%A%%5S5?-CwGRY_T6AwMGP@*;F8RI00T#1J@_S?@T< z8y9tL)2C(cS}q26tepIY{lEaJsyQkax3*>TFB7L)mmKNn(DJ59yvC3Lw{@evn6G?- zyx?H_E&fl1^-d46SeTtM!RfzGZ_^ba`FA=AQXmn<@Qf>gM#Po7u+2*q9B1WybVl3) z9=Ut?VqbiXl6jekNBWrI6o8o{*a$3dN$6fk%$@e)s9cHAtrh)L6Z===D))@0)COtS zo;z{ekBFOr)|$oc1CAM@bN(nXwz73A2OagW;^$OwQ}&e)Mfb@%x_8E{fS4XD!euqW zp200f)$9GR;fw#5iHp+I)54a#s;1elZDv?|6&f#+$zc}45%B#1#)KhEGbIAeqPQHh zUdWL_**|&>OrIJ;3*aXUbXH}#y3^MqFN%q3QtXM0W%3AEO*0D2oR}7`E9pgoEb59_ zI7wQV=$THmm^>SnrhR>;6dNG>@ENVpw}I+G6kOWr{+B5gWR4nYi5Tt>UT&+Vp?ZJO zgo0h$o{;T!HDUwW=v2DQ7Y!4{c=@t->xpS~oKDfmjgYcaz{Cu8%c%6k8aS?Mjxh8jhMeG4cZaav`)K^9T62Ct9HpSy;3ur0LH`qBAFci~)Lo4|Du z$SnG=4pPN0aW#QQtC0q=+mC^O%ne0PoM?}Ihqxy=aGxR zk=$%awe&=8f!B+K(iY^K;J2(?B64pAxDwxG$ucRE7M5&i!h7U!N;aq$=S7=<&$b3Z z-F8fqS9RE~x#q?LKli3|eg~{_?aB)_W~opnn?x{L^4r(Pfevon1Ie*4r`eH>uFCoo zO^>R4bt`${+S!!Uw_#lLJjxy(#twHOUn6Bd(@?oEzo0)Bex}TR#x9yobUAW@RxR`| zQ;4Tbhr!d)WEr7c*eKh~)S)tiV+J5a3ZT-Ox^Wknh!bE%^H)eaQ5_=i%XcWxNz8ZR zZjIEJ{c~Vr@mAJThcF2bu+=)6e;dkoD^A@0;$`+>^JX!i-b zcqY_>>zNJq1uW4cks7$XK*%MEkOL@oCA52#r1D#5gZeWZRex~U6PgOX>+p9`|95_0 zz`5~%%I~XpIIYDx51cgI#>BPH82%#rJc(N)dJ`^Q+UJcm%pDz+eb-T%NAx;uB^8sM z6$)#wZl~|Zb*oX7kz0GqW|Cfvqof}xXo`UE{j%zo$;!JDc1>^P9UT*6b&ez+y0mfu zS#uQqgPsIpK=1fycmV0T#PmbW2y01cty-hm-m?R;&sX+jlQ||_F2~EJ0$UU)z9yfG z7zdcv&Y(+?-E-Uk7ZJYPa?QR;X2 zVZWqTD~97$0FnGkF>L!px@!=#?4tJlNAIn7`uHfyn5|A?chAdTQld>0;Q?&<=>uin zQjo-pTfSNU__BGV3+JXEAnqU>XPz_Hf@k>x&fJ;9P7`eE%RlyAV=zoo&9J(jDqPQB z5ioNoa_-gCJLiD0)ai1lGXNy>IieVxgCMD%G-*tngb`Q9ycN^SMD98o3@Q&`zkSsi z*kby{RO}tz_G1^)9tN?XFq7jc9waFK7Ggw?{ZrOKccsgf1J1^v69sKkU=+b9Ml9g% zf9!~kZa|54$Y~D-zodGPo)GZhsqz+&R-ZL_KaIP2V12Gr#=vP)Q1rz)(+%O-EhSq; z={AsdxP=4+fWxJi@|;faHph7swHYrIZlr^I9hKx zIVv4FJIL&tV%L&+E$`!ZSNvnI7GOy9b+Zd>sWNHlw)&!{1M-SSThd~!gK9zrFhEpM%RGsM%0lv1vL*I zU9r0Xu^75&5!Wu%c=i3h-VD7IP z;Y}5h>;Efbj{%nv{=X+S*dL%s@6Ob1nk7Mq7O?4TJgR3wBwUV?_$M=~a#6I> zapJ!5iNo#X)SHRl&&JGk^=tdvj^E!)9H8eR@uetGY5os1 zE(^#bHlx#D@%OX*0D{g^U1KKT+62Tx@AtSwoGHwf>tLU~Z8;-Pa$0QP+)IPQ$`tKwXLI9z-XAUchg;F^!K8 zYN8@{O_k~Wh5D;=)sNV(a_WGord8qs?Su>Y@pw=Y2hDjABLsKRpMbfQ)Rj%2s&l3< zxunndQ=gOe(ZF5sf6}pJ-{QaHEh57qC*}4@>vz+QQHCz)qw;|xbK&{qLcK^r*0Lp$ zo_KE{@2sK5OT*B!0R|&}85(Z#`hP`#4dBAWxKzx4gn46%hhyq7$KfA-%qz-uw2cyE ze0;8*V|N*lEz>SPZ3K~r^Y(_D0NkzvU`COw#(Hf8<$G;f)tBGCWDy^gb@}z|q11DI zL^b0p$d+{Zy+A;r5YaJbpS1c!K<$X86_eG5;vdXZekay%FGJLgzM2UBK-EQyw6#pB z&d;S4b#R5d5k&~hMC>g}GjVjasy@Q$0!hR%Lq~{s&baj>pu-ZWoxmO-9UEvdEjRT zVk2;j$)V{>6?yT+wVCt9F??junvt5X{7>O3PZ`@yn6dB{lW3A3UxDvD*Ih6RQg4;0 z9`e$TX+)TX{U?t83}!cP$@AEGhvWcQdA>Ns5md6DA$4sKE?s4phx1Z3BlmvjXtBlG zCL0D`cpJONdA4UQKsLYO&>Sq|BYY4gU1gjg?pC4Zl=YH?%bWPTS&M#!NGt z(zAc3B|z%((?jqJEK>{fvm4NvWB+_qX)~{{Z57+r(~nn#K=s!*m%ACW2l;YO<*jdPwxZ;@L1EPQP*qQ)$nRk-XDWx_5@6Ld$P=9ox5cWdA2VL z&l|GX?C7Io+SJ_&?!h07nKh=FR@>giO*}B?QT9z!ly>nx46|`(AAFvgnSEA9Xr)Ps z&?>WrJc*cu@`fLw8dEID_CL=4KBIeWnfpelhwgcUhs(*KZMTM``%4d0y87lYoERSn zZg3I16-eC0F2Q=JR}9FYF=?LmPl`tWQkMDIbQ48cld~pu4^6+X=`4@!y(Aa7nNiNB zeI_H=$r5Q;?Ikp_GX%Oa`q#Y3C8(5 z1s}HLZjpn70}}kIikSm!zh^oqikGWN>*AUoNxv5R~zZnniyh_znBX zD6Q8meW+UHVyn4bjfY!$S8Z#|MVWUjQABgIDJm8Po^PD)8887Lp3;z(tjmhP#lFri zqKilT)N=I`yTKO2wSBi#;`WjLUDWdh;vKViEx_omhfZV2vlPTU7b(AR{&sfxwS=>N zB`;Tw>cKn%ciB?yENgJVBcl3U>)yPrhf{PapLGO1v z+}sDNR(1!VT4RE&EOdLSCSzLaD7^}C96rBxb3|2FZON2PtZ=eEsaVQYa6s@wBeA>< za^~gPGJFZwGdBBDDa)l+q&3Uj)*zB-N{5jhCmBq$o3L6~9Ga%N*xV5IT(hI3cUy{Z z_tZDz{N>f@8k;r3_mEw)cmVvNrf0ek8soZRcuA2SsY{GL1;Qjw_=Abp@f)$Hr^l=B z>JiPw0LIawOpg!0Rz(V(7)-etMzdO`jN1kD(DWRj$_%iX zwCA~4B>N6-N%5q9h}WZhtBLo~uCg^N&(ja=Oip)p>gXIAf)=>7|Flb&I4S{{^6FP= zH7(|O`*KrNC2Ut)+dn>^x;@v9T-S-TON(J1>*ze0T-5>V$uUP)js{5dL z=|;pw1ZY2k8IVotJxUaLoSvaUfc9xI6dG)UBG@)pn=QFT-mD4?ep0_))hhAGrD@RZ zXqv|{w_gBMT7cCK6XJk@QPXHc7$&ZQ{w-MhOO;)~ z9&11PqtBxMR1tZUXh`sJUg9?KJ-XcGq(Y?q%Gpj2#kBjgPt$Pzf5IpE@BAL&|WE zRx#SpYKk;9UP~Y{nu{!@gS&O-C0)hPGdaq(69Lw8o$AYJ&lhS8yUwh}Ejl(+O32ClEsjRpMlP__4A6KaYJj zrA;5m$>pxzT$Wvl3AsLfKhap28lcZrk=dONfii}i1SoX;LabK_Vl-dAj%1Ut+ME@t zTH)K<#;-50)%D48{`eZ-Dt7lpE5adPfjmclT|}>fdgR$GvWO&}Is4AWN8U#*+VOvzMO~U(kP=@5xB{Z1BZGYuO1$hzDdQAWF!`4WH-Zf)5*qB_JF2 ztM@*K%nv=OVGBysw>kDmzsC7G9>h*Y85nOrLQ>imDYDKtiL9_UrP9!LlH;x)Wa2t&^U(BCf{P3 zFzsAZQ&jiUB3FWmRf@UXnb=K%3oVi6u~$#MK;8nQh$bdp_g4&8ka2CS;0MN$c>egu z0uNR*wqIH&)O-9I>`mO8TU$~uaMDK-TrSt_9a#zZp7?tQNPnH4Kzg@ByF0Wg&K1~2 z3FZUA04#fIcVz68PwiZOxW z+3t{{!AS?P`$Ky3nw}L;_R}ryHpjf`oAf^^^Uy`2?|b(n*xXTOwawD4LlEEWC}u=R zCyJYgS)2|=$Ef1rs;I6J zn4|~nhlfZ`Ux|$e>YS+MRby$L&dZM<8@n&-K)gq8TNTUQzhm@&p+A|Fa5|j>zIuD6 zD9Bn2zs$nli!cO8As~rF)`UwEB@o{hxZ1)N2T@!GXy4L}Nj=w)AHkJ<6ZElqR~`b> z!0NsslPdIyV)0*5sw2JX_=V|Q@>L>w%Y%Au6UL|EQ&heY@?+8_r|O-J2Tqko?yA+m zjJP6K63Svchvo~u#+RbT;9`bstpzSarqz1>K**Z&9|QdZi+lngvkry&RLV&ikH_iF zCW?oKU*<5Syn!ZZ4kP{=#;*&VuF0}ymkFG4NGtLA37c9VTaG|oFwthjm)9oNeiVcq zqKA4&6{an2`ZEp2qDNT0#OJrr&8p%b!S3$@3LQxpj~!vk%jGrf&{L=o&6pH?cX#{b zYn4U!Vw} zA4~4POyQLR(j@w%H=VDr6nEvuE7~??2xzt#QWB_7!?o#U`zCW*YJ3!^S(wRS=t`!) ztjlnf)H#w9Z0}7HPa%L2{o&G8OhI1u6$v9rW z$ScR)w4sWbRY5Va@XA+nAuWd;we+apm@PW>lqZBqPb1ujGFa@RE&f-@3LUdg9_=a1 zs{A>mI)49g_l4ybI>Ka0|GSu7vh=xage7AJQV3c${d(G7QN4aA zwA#!1-b0VCxnE|Ecr=G_T)e7P#gnW>pwAW-YOZ9Myqo3!k8{H*`pXWWSjJ!_R<3n^ z%)N{hpxm%Ey*2GWi{-{P{bY)9{&cDD>M0)P;ah7MKlJpC5IAX9&bQ#$m(PI(r7nf_5Di~t@i+|VRUVledmD<|D# zRpJBv_&%G1&4c$&aj9?U#|ul;eJn3SpolR5&Xh($z0;yDm3Cqz)a^UNPnd+2J-cvk zw)gAfG97j=JX+#aX8#bv7cPR&2JMGMNc18_1&it-jXq ztO2V&=J)ShB;o-%qU=M8p|D?MfMGY}B-DjqPkv2Luhe6r`H{H1^%NQsIVWMU;|6R+ zejIjfc~jjo8h%F{J6}J0|4fe?L(hleKai0u{tRBA`>z(ar7QE^>v6AExofT22QxPw z!{Z-CA3%eypHPulrsTe55Pq;H){C}TEk>Ah3-&vk8vO9F4iZz6zy5}KMq}Bkk_DgE z4}6zPUD{pD_EfyL?FE3Zca$#ywGn`(gSk=DN_U-AWs`&DM9eLaC~r3$=WmtCSlB8)H6q zxTkjzBf36l|B(kP+iCDjoH9Z*%F-&Xy+CnlXeD2cDEZWLDCNbpIlF6|CM{ z@8pk(Xl_*##Ey5hQpHybUcpnBA9rCq6hT~Rbpde&OwX+2VKX`NNP*421!(fV9mJ}^ zR-+wyqkis0u2K{gzbosOYX5rH=otGqrWu%mArWv9sCX6e%|%o+;xruA^T!eUM!2f^ z~_8F91oJYpE3NrJ}iqdC@bRzLGR zKCX9}XKgC>dOCSE#Dx^5U1V{q9x?|;vLUh_l|_ZS0A)0xXwVbP>sV|p`^7X5iE)w@dH)+ zt--mJGTarMQkolKLBHA9^TnXMrf*3hQ_Pmh>N!tw=;7G1!WJhroG}&x`t1i;h!p&( zsmb+;%I#C%D}KN=27UAoi-TTV|8~F{S;iC1I=plKIjm*e%AgI1`Q7HAk?7U`G6BV< zg?b1UjDiW##KKB&pbkBzi6N-mx;!msT%1HWk+F2-vw$QnkwJVj(TO|12mWi8GQ6A1{W;+ z6zSoR>#($=ty5nCZgl(9bt9n{qRwx`9$!eldJ3Ob@~dnue0I*z%?A?C5T>Irc=Wt5 z@gK;M{WJ*NiI?r0Tz%7|+3P>i);_y2*YAJ(eOpB4Q6Ebb(_|~+2eeu(6`|wFV5hvq zLq$_AFD*Rt^<9jDWkKXst`&5MB?cm_#K->R1J-w+l?;A~oI71Hlv7Z;MC zf3-^Z2vOyp^ZfL>HphbX4vvv+>z_-*SJ{W#({xl#9?z_Hf27oz)v}$Nc(PYn(cv9ckn8TW)TUPQg?ffIH=g&gdVeg-q6N;Zq zUR^O9LN@YsVgwQ2VRf)1Jzk1dn7yN!V}p_JYMZ-}aF!+VZQ3Ik~cs5WL zY6rgL2)TTmuZ7`AA4;R~>yV!-mw{!ijPP0uGXZ8~{vQtnVZYL!V1yn>$lRvCMY`+= zGln~KFr(WIc~2v5*~-^s*ff}j`kdr!ejlqX>MBK z_>f@jmdtj-#GrAhZpO97;4jbqK21r)J*szNxuxHMK%(JV2>2G+a04)8tVVMs9i*V2 z%(SY--@|R(^R^vO9u!j6oPGV)SjfAw@yQ~0a@6oYt=$Vi62MV`!KGQnn4A>Bc@cr1 zLrJc1?SR@$^x#R(EHgy|!2`qe(^qu%L8_DHy}i(X(fm-3v`H4F>@A{jTAQF8jcYS@ zc}GdIOB)1w-T;oD`^Vw-p46?U&{*pEf=ICo}di+6+(|MDIq&j#5 zWu$xwl6As~TrXdtjNI|e6Fq{`qS4OC5tM|h%NNolNTo2~$o`i}66%GD!icrWgq6&! zBl&_L4IAej2b9c|Lcbfw3rh#N#1GHAieVT3$N-(W`G1*Ct%BjzX7Cmrqo?XgGsYSb z+@#4)N2f_6Qra_3_KvZf17+sJ6hYJ*bK)2lR#daPf2HEYCWebtb`FM5uCpl%34^!`yJyd*AR4WrC2i6pdL zx!5)mq|e&+#+H}#>F%)st*Tp#nVGg85@ua`>hxC_eEC8>EE-SYCGBDLPF53Re`Vjr zjAiEU{!xsVQIbvz?PvEo7ioBL9o9Tq^QL%0M<_h-+X=vrO7rGRGfxWf5< zq4e|#TUR&HXNKnc#X=W5{QTY(R=SWRI+3+&G~ovepRE__Vw*{jZX7JC^1cak#q`;i z-i4oeBNdHf)tfE2I9=~wGVYDILS;c<7x=-AO~34cvd|)sCG#8is)`~)Sa4xqh#cF# zi!s__(kW5QVzR8Kc<$%WB?>=S*sXGpLd^2E>}8oXWAm&NsS~(eh8AoYMLJ<1iJN`WYQ_({Tq(1b_WG&cxxKNqkViUK>J?<6hM`o|*O=^}R` zw5XlOZ)!N&jRkU!X!W~U$*jKJT{OZ?$!y~(T4_W;h~lsOMMiSBnSr%=y`=1m9iCjHxUkhec)?6`k<*mj86@lHoXU{8*Pig zyF_Q~i!Oe;+NCeUed;c{b;V6_V?}^zZIutl&ETA)Mj$2;JW1A+on-=N!zSl4rS3KN17bip74BkN%;gk!vW%R7c8~6Da*tF>Yp% z8Mxo(O*?@I$ldrnJ<2VEd)AgOGLFVroqy}0)E|g?*``gEU`$~kNKX_i?J>QfVeY8p zbk9dVVbN+0QbuyORGZa}N#w$arBn~RW|ddt3#xBC4QX~iV}E*M1#){Tjm zIyJ%IhJ#Unc@-j~IYe%#y)=FiUNS~oLKsDRUQIpyjQvghvYxH%S`|G7^FU21oc%jP z8a}-Av)!wTLS1sm7%Cg~EPlA?zGurZaMPuE_3Xb)t#|aStPUT8$<9)OV+Bwk+oeYV z`EdaRFj)CnPSp$djnKAZOtp7}y{`_HZOjLDzc=- zmbDPs5)oyY%CQ!bR1Aj5(u7pDVkWXL4ayQR*^1C)Uo+XmLD|L{h9c`sG9Ju4-n;Ai zoj=}x&hPy7o^#%-Kc4HFYv#V5=f1x8J@I*Z_sGY;rAtIm0+2WkVQs6pFHIR|nj!_Flh^i}&IRzu5`O^xzB9H} ztO(tV4kY9DVvqY<(G=42XmXU@-ib@?%C{D}yE@(~x1f);|9(>TVdQJ|wja1bMezP_ zM!h@vwImbUpDvH)o%69u?REqkO5%^kT_4$2oG#xw!C7Eu&-&5`U!9u?6cp-pfAVmZ zgZ?Xr^sn$t|DA2PxBC9WKmIcc@2}tfoZ|csiqBU6ukrj-I{H6oto}+rw+4QV=U<7_ zzopF<`H%6;Mc=&dog|i;dm%ROTjdn;>>2*qH|hZM(Qs&L5eH3eA!sTD>RU~TEd&y` z4$h5GinpEj<*P!#V1uOrxw5u}i2do9kp=Uy2IFRyw-AR(TZjX?$s!57E#NNisdxr+ z3o#8)7Zex3s|uVHTi@J5eDK&pG<|Yny`k$#`rmg)PTKkE!&u;x3LZgIu?!qCv-V)f zbF%@Vqj6XV2TS3hYohzM5Cjq<6nMTG^Zn}1e~XTmJ%zYu&P2SV=3Hwg;VI#T`kT<$ zojhh|eqH~J7>NDhllh*;_jbcLCCXyun6tgG%v|dRdv~vZolP zFQM0O=G4so;;qWFvR$o8^%TzSh!usV1Gvqs;Z#q*Nv4I0(7GVTb%pMVTHcNf#P_~h zZ#A#3;ueY%4fY@}4|fRX2C&&73snd819W*VNB>*a(f{xL-1?6$(8N+DZ5G)3;NZSD zc-7y>g?$%r*bRJr+q8?}7tnCvjBrY1t& z;6>p1nu_9F$xU|H9Lvi9FTg>0z>Qt|kZ)=$x|oC~O%k-XyYPSimg1em^`f%h>y!gx z8Qy)69@`^p%xUJqrb)hHfBRK{w?Tx_u-HJkOD9$q3$hYBNE2^B5i4m?OuCUcjH1{+ zp+!wBY+Qb#PqaN#e!n?q!BPHp!A;I+$1ZfI-;?Xq*>O2IWgcDH3i5qbnr6F5Q{#Jv z3@5@VNlk_)^KRj@v&ZK;DM_7`xQUhRON)jrT_0{*d25ZRIMrUAYz3x4a#O60e%i+w z3N$R92wf6WG0Y$QtgG-8tH06tJ#R3T_4BCSr-9nFNhB~w5dshdj4#Iou^G7=%17BW zU30a1SJvP0nzKaGv&z{*#B!V2{P~2(vl}HUPL+6J|1(tSMn$gfDY1yt{b6CHQPzIs z;e_A46F@i3K-cQi90&W99WXLKY zd-Oo*xdXp1Kbt<01KI9I>ytd^2=TDlVwB`;q7&YE!yOe=X|O zwVNBZuar$aF`3pn8XdO>=2hBw4B5CWDaV9!NliSAkliYEGjT7CESsRg2Xx`c*lf=EAHKu*5Q7BaSTEMuHWZVV6 z#hQbQXk8nK*eHk#Jwhv^XJK|l?aZr-hYb_lF7=!HCAXW@3!JU2^A4F&&npr6)cZA> z+)<~*1QkO^?y%3>dtez~G6f%^GR`$0`1n~~cY#%5AvLC4Z76%?WM^3@cT$bOOwI$v z#^nekH&(${ubaZ!@Xp7SCKZw^gR#*+U-fut!0wgnki2f(+q0~!K}x#G*2{PGZkErf zT{`Hj+U^U$56uc*Kpbof@v-?HDnEgi2YAX((>Rdr&S2jw`b?MSiXD%cF5=hq_s0PD zhuYLir@>UK4qS_*=U|o#Y*2V%MJ8C;7mYrSS>2N?tBYCvdDP(I?#4lKUZ0Bq%3?|D&0q#B6Q=+otjH%2>5hcd570xQyRzqmM@oGf;`5KO$p*P!5YNw??_Ez@aq80iy8`HH|DfQ@G4WhMM2T3x+q0N zd$s@8_wqH)AQ^+fA+}Z_(;Ri_JsxL`ddgG82xzKxA$me=p__t!2!wl#iQL)aT=0&0 zwH4ndEqv*sk@|^W2geXa;>RqD8!qvGwOJH$V-80`^8j8&D}mYCa)AO4Q0O@Dq_LV1 z2p@+8H%;DAyE0zRlFOCb?bDTxR#nDgsRgK&SGsmDE{=tl^MgfTIIpWjLPOdl&vz`q3kQv0dkFj7RJvLH zwV01#sZrmreuqLg+Bf#hD-~8>g5XS2W;D?>b%yfm&!B}&}DJevXN0UoYrjcL(m zVK3ZG#VA5icL)wc8XBiR1O2$;FG2HZs8m_zwHzMBT)nU1dRnx?O+NNvVor9zlD%>^ zL6-lqPNgUpwgx=Zu}*+-i^|R5ahT9wgt2@#2?E%Iko1KI3i^%JZlsYLC8VoWUX{La zlJ&b>9Any(869>79SPE30N--CX?$b^W;e@ch|-8bIHzR+U(-oau)o`@_Tsrj<+eAY z-Abdq@1kXGKer#v(s+48De*=Vq0uBUadG}tPEdfUA?WTV40!e>z3>=-GDLHSfYMHB z-BIYPmPYg4nEEo*wO2ib@uxx;?Cq~Va$()|ZU*MCaianW5(^Ni&OQb!@GaZxujLVm zJyQOO_@yUp$}9A|Yj#?HauJv0m5y!oJ0#+d>)zLA2p^yd(SvB-F;pb|6#y5=J(#l5 zndpwvBl={2D^hLlJ+thg{6Rd%a)|HzW&Oc|%i0TWoO=3;hB?p^n1j5z4XSw$vq5($ z#1L4T>R#wj;Opt{>~wFs&*OTig<}N#P4BVc^|9v?#U~K5cFaMwV&SBwxOFv(;sFrm zYVYwPAj$+BuG3hq5}MmG+eC5~V`q($$FtNA28~KzlK0;y*Ng22jY|pT z(v8bui8zp6Z~-7Kifs|i!Jr&Tc+#93dLZeh>YQNnIV+yt);j}goZ7y%gYXr^4^3f*+gCp9v#dj@LJ7ul zfUty2_JB?$(QiW{q)GnPoz$^h8ah(b)gkj{b?oSonzshm2t*t0NA5+-?^saRi1{0>7Cwe>qQ zcA6Hto3V8tjOA+lADhxaB!dLt`fAbw|D+CWrv5ENY!TJ^SXh?kY*U?RTA_0{uc5@P z{HfYfuuwyu*-FCbdK*y-bT|M$>~9455wV|;R1>`D%@s_w^LqfyGjx72W-?^&vNAT( zCWxQJdlk1w5T3R-vgG)o7ruaXUWfS(NR|kG&wq+nV*HiMdE~3od#Ah zJhH~mAG}Q1N8cYMA3xf@^xEX3nW^j<>3ca{%IR)imdJqLJ}Ejz$< z?W3U@N#$ydTIP-Ea?qn(8{hkrWt+Qid9nTQwJS>*Tg3K*~f00shFqn&6}ne>%4RkTz<4*lH;0tEyI4hhs8dE!twAA&Fya7f|VL1o5DH;_@h`^E8~Cz1qT*B z|04t1LcRoR>P&=uX*cI*^_sq8hvU0+%k1}yw-+1NILFhn1M9clzWgi~o?nyQjWb}_ zfmzK1dMtx;@EF#h@1?FSifkIY>}Q-ESnbVo9f-y7pU_Hw;^6A1c}_^(tl#{>QbKCH zNSkr(3>h~u#-;5MEG7t4|Ar2ntx7RvXPl%_P~Vh{Ht9}NW+hHDP>P0tkLV_584n#I zHi|`{S&B+5hJz z=mN>mQh_t=_@)O$qBsY85%+x4mZwo{U3{w3g6WCF36*`SuU6b76L_WZjz#6O9mmM# zpF%Fo;9Q7IYYCnz6}SMWTQfWUGx1ZkCx!zxpG}IlES(^LGu)RAuf`?e) z;G<_V<}aJ+I$Z?PyNF-c-yVZ)e^78%Y%q8sBGVVo!a49>DRJ>8#4LB#*<2kV(AZia!h*b;8`T)EE`?(jf@37_2BlB5B7&LCsk!VfT? zuKk)zfBRhe`G4N_M?HSV|9l2W*9`6mUZ@OS4tXcwy&<@gTXt5MbiI$fK$cmHgBb60 zA81{y>j8%)q};_2DYM?&UE1jhh7nm^jnkfbbF=t|n&Kwdwk-sn1ohw=NT49Jftv<6 zYf9c2$I}^*hOQQauEIYnI;MjvqY@dQ-lR=f2VX+3k3IU;>K`A8>7_CujU!`s z=8_l3zZaTvedD)Ee33%WIv6RSzoF??F9{BEV(rzbfT-qk!BZhEQ*KW%qbcA-%B-u} q;C{e2%zlv>c@**M`rBi`@(aB2Cq4rIGT_F~0@W|@#{aYN9Qq$YA=JVE

RLrd=ov|%w`}TOOIl)y${mTU52wzowE=Qi|9`}1Yz1<`C`A0!pkE0 zm|+=s9KpO!8$n+xm6IiKkZ79Q+b1MN+D?M9cxVu#ccWEsd3`g8`#AM-EAG{F??iN7 zS_~Q`hae^10LcT%ytkzRS{_W_J`X}wh-TNBKb-W7gHXbkts1r$N_!Y{yw(#F|D)$j~qUV^Bnhx|5Ak9Bj`grY@`Xo!Xr z4p^E#NXA_6J!NX#bPUB3hdRdU^0`R(fo7n74;*yja!Yc1 zz#W{4K6m`7KEO3#C_XYgr}8T2(=AmQLw_wt7cy~dW)8Fq5dpB6VVeen6*6=q1JgN5O7JF z&g3kyJ!hs}GJ}!e8es45i$R_0mH+T3jUBc_-osE7Z7@!^&>3yQ7MX^RN#zk}k($L= zmdeZJLaGGf>n}vjuB84zlMJF*q4Q$(CACV!XE*GpPg9y@xq6N*Z<8FiVbM7e{{Xp) z&$Mq)+KMx6{*=#)c7&{oLo~^WkDw3r_}l52@L2MwF4tdzZNoKFeIzy+^THxVH93tk zwnXf0T}lqoW~1m63`wlfDEaD}1`hH65nv|nc_y&nat}>01jqL9)uiW~ieSUYULetU z0Vg76FKe6#en2<9{d0|#!F^(=LCPL5UC*q!cvlUv=OJu5sH7G zT|g!Jgd`3MRnR9c{GAQzkCVk%UJ_Q@9u)FD9ML&;;oHcxGoP+qC8g9w0AJCO)Ty>R5OP(N@9#vlLdXomGDZj% zM9%+*)>1U!yO=AQwOh=b9)#zE@c+>@XlaCD8YwKUkg;{uVtP|4*KL_mA>r)3zUam3 zCu?LV3oYGPEz{0Yyr`3h43X+Shc{J_Gz zdcAR}A4^JIyNrCvo9V3Fm#K{NsrY9@(3ozBeLaEA7kXPI=XLPg<5nSGf|XtO<$f+r zTWv!03xw`f#@=TB zjemQpi>T7WaH@N0Aga&m>9N}H32ZC;)K^}6f5UoPAb=+D=Aq!n|Ga5o+eiphFQ?X9 zBkB-c>RA&$7wjkiITXt*kmZ=|iU z*=8GC8kNE1{ceQPHItKcAVePwh@sPWgr%<8-^A5M?GoU7*!NQZN5v5NgGNl5EtW-t zT`^lZIM&$~<=e_Ocky*60fclUTVqQ^_S=sqBdJe^kHe(BJ#b6L=!Tov%pV0lF zGZLh&0pOn3LT%dj8gnN9o@w7#Qj*mdq2;R?vOlms=QjJEsXT>#e>3>WcgC0kDX8cK zo^AOADWnxw5V^p_!3{Tx;%+W}^u+iqj9WA$RROs|`j(MiP- zLaO@w1zE-3wMylirfiPivuBO`mtwvRlg}%aaK!dxd^mFqg0@L4|43RX&Lu!afTKup;KZSB6c;LVQjLSrrLw_k}>}PL)w2Bc5@~3_- z5IKc8XJzcm2kaHSlI{pZuAXmnr-EZ{+g*Ect!N_F+*rGpV}+EnnWUqP_&8jsw{zq!i`+X{;O#$gMi|#5_b&?6he3)Rc;C~>x^l}DwMVMaXQY3T-9Pj`U zE5lMT?Qa%fu4;t*-_M_&m)zMaZ`8vM7&r82pxVBXLz!y}1&x8Fdx1cJR?D!NXf%~^ zUt1`CeN2$EDNX)mc@Zm95+gXn)5D)p!9iv^x~!OXa2h#qid9N$8mbmf@)Gr(>ukkR zb5F&*v@NaXPKOirfIXt}93&u~eww^zO-xv_HI`GmCv;3)bfd>qhEI3bMcj0)Svv7o z)Q>zP&l?M!k?1{>(yU&lbHGZMsy#C_#LS3R23@!E@;`dbDM(NHAZ2`ujw zu$7_9Cf&A(8}sS#WGo*G9Xu)plQ&$ZJyQ_ny7#Hdl2)mx_=Hlw6Fql*BTqGfg?8RG z{d_%sdCRTAQ`6@G|9OQC*WXpgjE!0qdcoJOF~P94%;)f~w|11|Aw;OnX*h zhx)KizTQc7lt%%|l)CVeoOVzrQ_Ij~1-!$Zi!AGy$9x4?xAAFdcIUG*#Y9vRgXA%j zGid&4phQtWRQb2Q$)_&|5bU?{u=yVA6xA&F6?Z~OUdu;tM=-nUXSb6y*4rjZJUjkc zUz>!HRdAi9FhL;qakHb_o>8P!>!E2$-@QPBiNHTSR?Pv7iCy$fx%UEwSq9uB+$#(5 zht&-2`?-*T9R)9>1p^}60Je*0X=zdJJ$Rho&UNlY=aO6yCbRJjsY|}AtnH%;e&dC| zvVp}5eBx-dOH{(XvHG?pqRZJ87Gx~KN*_o%Le(xL1<7yR@6QW5SWiHjfH{k5aZB+j z&*cGw0o#Z*)^juC8UlD>pkots7T2y7eB*qvSw2=ZH-NH#=3(jICBio4pIj9saAwXZ zyJj+gni{%823CHeS50-X=G>C7a(nqE9+>)+H~g1mHT|Ys0iL2sDGtn|WMLQvEmxu+ zNrJ4pylec9JwLFXOdGRkonuS?o`S$~&YXPRUR-U?{7xU1Zk4HI1>v~}1`I02Os#9S zguh<;=$Nova5S0-!Dco#DzONC;KAzvYNWAd%g-$;nGmFIR%Uu7l@yx6DAb>fb?`Z^ zPVaQJpwcX7tV;U21ZGdPBFUN0{4k{phHO4D;-H|WpsZD640Ex=bX+A-Ns*fjsIXIw=Dtjgi2bOQNYIGlJiBmSuq;{3E?W0Zk|RtFfgi58&li+?RVi9w#FQ+(#%5O5JK6G2 z%8qZ%a6)|E_*oTf)Mp~-j2IHy$A7Ml*yci!shB5?aP*Jsr`J@ji(m6K^v^C^MFlgQ zH^qydle?=}MrSJVMH-2pl81J2OG~5y8Rs8GK>tOdfM81wKmYWv!T`a+g1#=K%ZfP# zK4cq$(K;q?^%`p*)39~fWl7dr{?|KvY)+18p#`a!%Bx4tO$C;EG-Rl)R_byg0Zfr! z`RMJ(Ir}HwuBXYR9q`zHYk(VFq{}0>o`CjGNY%=r>`#CzocfS?fM{c4VxpIz6_|Gz zH@%o|WF6*DwttrI@Rj$ko&vi|v?iOpLMQ`NuaOsUQK$#>aLDAU_N$x_V>hx3elg}| zgzj5}ccPrPXm95+MDL=QP*)R{~edGA3-jLm@)Vo(S_nGt_-*i^qx&N;&%tX$P~a?jlON5C6o z^G8c>J9Fd!hz)J5C{jC7{Bjd9bk>1hT2vu3zgbbeken{A>YuRLU`^+CKs^KIV8u}{2I z6|^#a%u~~{phVEliL&nHmoT`|`tIWQm{C(+p8HVXd$Rfti)j)eJzCo-3wa}wGd8RU z`$gEJ0v5F$2Fr+O_M?8>_M~{B$9l)~R76g`@L-2f7=s1UxQ)jq9bU2Mx<%a>e9+8@ zz%nN$#MHX3*i`b3c1ooyISd`>qeZX|^UAc!{YozS$K?6jEuV@QQWZjIEJh!AXz;Ul zor9F}mCE$H@93X?X}g1;gtr`IEDvN0g(V<1l}PjJ!`tViato zoVman7ut#iya}t=S*x@@13O|93rLa+r51e{wb4{w>Bl^&g6#%1R+n#t9?f~E?}NKp z6Si3|+8S6q(uG+mmEVt4zxVsvM+w;nsTQjeg9)qP_xq*&v%x0A8D?*;hSD4+B3+PZTz-U%t^8Ro6A?;Zd8@6!jUCDf<5VpT}! zxzE|BGng-6pipomzt@kDh}6{2r9&%=jdkUZ@2#Zsqt$?nEM8Zpzc zBz4Lg3RDc*&8R$%st@cIgf{(hTj*FfizyX$T_T&AP#>0*!P5g4>gwk|-x{3m2$G-t z(uu0{>BYSVtt8Z#e5+FrW&f@^Gj|m^<6#TOhT;uZ^R$s7ICT8|m_^{+^gKq*8VeITl01=7DRb zl$S#gqftTWNQZy*VArZNHA_0Q5wHx;FK4wrX0t}ZC@DE|v8olJRhFNM}`cLx~D$?ro z8>@R89JKu%xbk=yF)UVSSlT~chT8fC@7%?t*R1$ieT&m9BFC}mcNb}&F1H0_;qeUd ze?}^VL^N%Nm#^!MxupChL=+H zkFT5|gYB9cZp5zr@AdwN%cy%Ga?HzJEmH^QIO@B5ww$A)Z5VC7zBh`!VjA7Lgx8AR zX;ooYxhf9@M-l9mU)|BH#;aXdn2t_|+txtEo+Yo`@7R4gb)TTKXw7>yjUL zqg1ioh>`S*NQXt2$9?KRZ7OG7f`as|Pr&ayp_cetI2$IWMaI`{(^-tbu}GN zaB^a+<{T1;{oT!08hIF$m#q?}9Y&m}Z;vk0%Ma_R_>RJ+LL)gT0gBQJ4F~U{gqn%Z zEiGO&sF#RbO_i`!l7i+H|9q)Y z-8p1##7AQ#a)AaNvodI6rv|~`^m&pCKHudIA$xSE>S_OqB`W)Y5e!tDrbdWqc71S9 z#sgvBVeOyf@X!V&5?{s6=(j9HVef*Xezv!O!|tZm>!epikkDCxhJyJQL_Ihg;X&$W z!Ryk`BJ^3J?fiOqNh94Z)SOBgM{HS@O1G&q8IhC~hhU=l&5xEO=f z{s(>tDfzVdO9{R%?4BW>&|HpR3p-Xe7Ur@qyGe3lO)VZv#MM+s% zLEua2tC_!_cb>FH@9`D#45c*O?;q#MT} zL&csK4Mx$>;RRU$Cjqx}e@}C3J0qj8iuHW}QA}MG`0Evf-j0H1Uj3NAX0fy{ywl); zm*oa^wn;EyTZH?Ayb+TJdO!}uin2;~2dpYuO@!o%wH0}H(xU%MeHyx&tFAIEs}Xh( z3(GQ@g(df;Fg|-t&#I;ocA;-prxgQ#Q(_P)H3vD|5s^;%)tE>k0nKGL(2?NhjO6$2hj!y&oyehKC~lj>cg@mwKmaQ+9m4x8p1WEg zf-j+I)0Uw?j*>%9zYw~wfE~;LmA{gm1u_?z1}faI>IVKJ%MzzLB&O+Cl7VNKY~ypq zu8d8~TR7DDNgqK4xiA5m95ghNmZ z>;)Jx>9Ft^`h_7=)Az+t)*=v$>-wSt5B28yG-hg~N&SR7YMD?&9^T1Z9jR{h>vVHAf z0SzT8FJTP!(-)(Kpp&0>w-3Y${`|yhaLShwsX{jh6WB<;w^Jyu=TO1=K~7`^ntwZy zDWN!g#m=frl*DXp8uN*!>|;z(5g($if-qKro(l+ELpZruxw&yc?G(Wf-l%`iNx&@A z@Y-Tm-$fnh@g7Xm88O2J}L=uoJ@_vm*A)WM(*QnXJSBQ)+0D-&?T%B9*lB}IR&b4~U zj@woZ*;XOYd+id#Fkm;DZ!L6&Mnu?^--vq=h#2r5ejW5t^R_4j#C~>8&ODe{2_nvW z2%!}(s4ZXI2i#3>fs-)s7Z_#-`}&k%rh0dO>s%zTG%q~llh>pO;kR7_QvoQxOe#*F z^1NUAccRS3_J)EbA=B~P@ozUPtxYG65Q7U!vk(w1bo5gSdTp?x6B3;p7Gc1bE0?55 zrF=Vv;HCI3O6+L=we;QW5sD-x<5Y~Y{8`cYW8=BKD z9R2|T&Op&P;>MPlcM(l{trhFm++c)6Cgq#JpB>jNd;U0C2i6M+ObFocHFiAUZVEAI z^hIB)@(W3bCZF=1<~`w3STvF9fI`_ULZMceimw01x%)0Ng0% z;kWT-6Y!p}9pxpU7bgI?w_{n<`}gmWCD5_NbM?s_xQ7HNXOX`74v2Fnup0^2W5uW9 zYXN-v%)(~SpS#+>3d$&c>bwMz8fazKrWRTfR;G*Z0XsRQhshuyGVc@%SPe81X1-@a zu{F{$r1acxg?442mwzfEJiHA)EedRTL;4U~D~7akhikhihnMjRJlb`}P*0OsJP z;od_Zr5s`(hQo9V1(sCBSC_#E4SYgEEqh_Sf!G*dOg%%Zno~Y|vtjEwy-@PTbsga8 zbRsZnlu8xg*cmP)2y_Bl8HM`gJbMpR*SVU04g z(+DdF4W*!<0N&Al*j(vSjFOeD zH)maX`9Y2s2W2ww`1Ia*^TB9jBj&%Qt<8FC-@o2pFt<#BdagS`EK|UQF1!m-$jx7tY{-^>d!3EmxBp?<5f?YvVwg(Q; zj~L5X24g{jB{cNoO;N*vzf+OWJkB~z{|}~kNc#6pz$&a2;AW8L={^pH9Y1GZhXq}` ziO2aksKESeqIMN`!gxg<$kPm3eb3Tg6|J|f8k4;{mF9E6)5IifrUXQA8es(j-Sz3Z ziWib0#LOQwQ%1o>$7y$6&kYogU+hfAJCpng>{ z&yt4fM0=U87^=mB(y6-7e}qo){Pid}C1KvQA8*}Z?5T|MHNCL$>Ugc?d2Yg`NL$8eh@}*lGrMMUU}J8hYmuZec9~Z-Yx4#5kR*WHc@|O^ylbRN@an@Q%)?aDtmjk1mvVJ z#dbrc*l-2BeFK-44YO-9R2(}>J}G;MC$A#!3*i(y)8rw{efm=+my-bMvgPjN8eI*am-$?>}X(N;Bw z4Em_Be!!-8Ui2SYvk#iL+Bu*znFx&}NoCgqtr^s%gbVbI1l0~b)Qn1pZ2~*ZNZ*XV zcQgAA99YE`+_G~)Vsufu+9V8uDPZ&q#UW?hF{_H#^P+WzMDeOvFuj3Cka8I(qLb}| zhxwZfAQBo1lzx$V@WKKdwagl;uAih+;kZx545q#awK@MQ2`yWObV5f0F)+FbWYKbFUp{DXHA|pF~ghwVe=PS~gADS9^VlAIFut#=d?l z%BhI@m;Dp+hkf!*bMBw#9MCh3E*ePcLm<&kMVhIDZ?0CKOnp*KdQ}N^< z-{{nT9KO_|DYL;iIQZ_^mnLg$*aTr5Q4JY2sD9_u^e%EEUz4|Uyy`G(^xDnp+2^Zn zIS2!+G=z{In5vjs?x-jFpj$vnOB)8}tQHm)61S=7=)!?v*lt@TIikZ4X2F1uO-f24 z(&IzL{9!7e?%P3|kP2TtEekv|{ao@@aLYYOM+j8m&iM+|cVcIF4@nn;p(_9mPSd8+ zKyqmfz`-aRwA1)*HU>1_z`#HjLBZ0?!KxM(96*&O3TX9(D+6z6C}CLm`3d2jCK%nM zMX^XrHx6K(;Ndw2#UA21Yi0GM-5L^-mDd&40dMBPI*KKs7qQ(1|IUy>GIDZKa&nAf zZ3FAQGK9!1@bEu~%$l1Xx?qAUbchc`;erquDdz>Hl!0%MKFT{e2_ZH`kaUI&W@cp# z1B-1-s_6d@0&|imQCd)7U^xfDa=uVI_d-*?y=99|N>mxXwF2RzTtg z7zb)F=K;nX;8i%f?p=sY~DRfa(z z`%u}6k~OuZnp!2 zU0qELg<6?;b_$&Po=L`;=}eWGVt{v@3~DzT@mId=VBO-2w$Ql)N!4>8op%m~M??%a z`}jC}f>;Qo;OFApXMsmG0l$WtJ3QDt{0LMfsZpwyyXEjyfl^HN=I;06y(W-P_*Yi( z<0~g8w!*NbWQI+aBd(nMn9tSahr)lUS^*_RD zIiOJ8;J%^gwY$zEgI4CUq>3SRkzN$BT!0%v`Gzogb+cZ`=J|IT zZ@(4z1qNN@4AA7=N&X)WVgqq=bNRwCV`<@@v;5bY_b#+tP*qh$XkEg(q>PMFT7}wT zbVVqZCojJG-U z|NUSk)iQ5s!-p)*2^@FlL6HNs{B+C+%iw}l8n2F`|? z&yTcce8BWKZpmX~@^}-|X%~w)_c6XVF+l8(D1E!I07^aMoZ~;q8b{TzEiSNf&BT+1 zJw6yhwnXlGXYA|Y{<18Mq?=8}TK(>%UFSHs^V+yQz5-<^^W8mpLnhg~w;PvA>fX^g zyHr5YaOyPaE>s^zj^2L?g3wTXf4FVXKfm>{6$ddShvZ103vri&>UU_zFIS?}idU|?LD8$n3+iKw&KQ%;h@Iegi1;0Ar&hI>&0jKI}$2UYMfFi@= z)Q;HAl73}#l19V=_at4Eu|sd%-zX`#q=FZXGbkSbwWZ!#IEEMpBH~3)Enbiry7r6l zmt4)!Fr97iytNR^Y`ZFx5OEz{SaF z_NO#uXII>}2jcK85Nt}Gp4BnF^Rp~9H8rIXHp7InG#2c&18|7L(-6uj=pINTGG()A zh;GMEEzgT_?N`3C!`qFFB!J42jfJJfv3lwJe=xd07Y=w%;n4QmBE>#+0_1gcWxRL! zK;vTV^S3B0KBNMJlW?wLPzF5R!JyU&R|B=nrS+kHO@L3gtR;V=|M6)kqvtxQjRP;| z251*{0y|bWcNz)^L_e#NTUUOUAQ9FB$ged|{`dX(l@|d;`34b#V#txb4J6h@upQx9 zDF7A?@u|md4);+{bwQPNt?B_^&>0Cx#XA!E!1q-gmjB9C1EcK0be&{{ufW> z=r^X%u5MueLNXq0*`rY|`5V4i6!4@K=puo%@`H`E>Rr9~B7DPL?VFuUM=iiD} zn6>;%5E3+B3Hj%dhc+OPZb9%DYJ&g^jF}~!|Gs(Hj5~k!bN}@9*w{)DU}-z3B0zwR z%)gq;CMY=gzpZ9(nCSgq_nNI;_`}5@b@9Jc(u;*K>>xrO2uG~S{{Q)pEKbt>-=72$ z4FBgR{d38S?l3+7=k>&n|9RlRUI1Vc@}ejymq4rcLBEwEm>8m1Ab}7`>J$8*7th35 z*c20$*W)g%!sxXj6LLF-so$d%7=Cnh{#={_`4>Li*AIPk{-;JaXB@oKwts!InN&_o zxRU?YdSxqpn?3c<wl(P292r%4f4T8k!Wq4;t`63k z0#u!5=H|k;KAIp#%rr8$Yp14=N|n#J$41|EbJLGq1H|*@_3PJ& z%$k0&GKkX+*EkwSGRrcJ8+kBl^2XOBuOq~p;|u9w?BoX ziE2D8E-rwOUfiVjA-{yj2L?dwgLo?mC1uc!nR?T`kMlIrUMKJ0zi(J|LCHbk{P|^k8tl5z>k*SR5s`kfBs5LKJR;PU=(evIW5*2vh95 zym*b?U!D`5n)ZdR7?X?VC&!#m*Uo+VwMN-|TtBa+@?n5~ zl)+@9_k9bLS>`iBnEbDmI+k6$fI$Uu z51wi}SjFN5v<}(4Mjj8?Zuie(s~gwT0#cF*btdZ$ct9S zis=!VrjH+;9wa1~gO99)&%qg#H^rBKI@5D6t6}M!`MMYfO1s9H<7>{n{55mX7hLd$ z_qj4vBM2{D-Ow-+`VjH$rT-;cI5+5oB$QhjUi!Z zshELc54__*U^~O{3F1(}P&y|#rsWmCAIiXhwMPO{RKPt4Yi(FTNbv%a@*vQP_^!qz zC56Gu8rN$sD8MtQws*cI2!RE3zRqcCQb1~id>S}6qspw&2NH!bkS-^fIG-uM2MnP! z=*0;+OrCr!<#G9TsrQ!;3vcA0aSgRORD!w@J~~ZMDY*M10?_<9qqf4H+ZK;cyDHxn zWMxHzyanViAi-#X9=?fqvh&_Y(~HUCu#xO-L{tX68H?LtY)gOqpC0)t!8}+jBbLW+ z5kbpqrRU&gnZQaNai}8;>#%gtt+r3PWxo0(`9>SmHp}Jp((~YCM-8O)Fid150Pc`X zAOI0+33k>%$KUD`9YnShT=Es^9nF;FnoaOXHW>69SH}%dsGe-1MfO3RvBuw<9*#h2h6M$k|~J z?XzaUMvQ=eOM{Ae@E}mkZY&+PVTs+z*fdg1G*PR*7U)Nyp|X^t+Q2%Tp$E}mL;NJ+ zlOyKl=9JfZdwSYnT|yfct>qxg3*2EpTt5Shg(|MJ+hoRfzaB@;A^Q*_$@tXVE4HGG@ymDgrk?}g=!{u&2L?6BWy3p@rxftcF$b%}SE;OdcrW7tLsM4Q0R z{A|L=+Ia{*W@YGd0gUIWAXk;LxHfX}eb!i5c(}`Zh7+7|=LuxsD293}kWoUN9N6$6 z8^S8UEbUc!ISIl`U-GHa7baLHY0YLZ<60;${Kkx+wxI3Bi+w`UeKqjZ?5*}3kn+B@ zoZ`{(X7}*mOLK-szM;M>M0Z)){f_~A(B7Jjnsvn^B%}-=LD4Z>_x~bk7=S==O}b-P z7uH}jnlSPecA5F+Y$M7S1_HBOf-%6NAVLOZpt#VxM0D!?ZTH#eT@!F)=jP+XM1jN+ zHiV5YE)k)(6_u0%_v&}W%8v&VG4eLu)H;Me+2{qyT;r{s_16`Ub1uI8b`L@eq6Ul- zvh1OVWRjlD*&zolYqz-;w5=U29ivf;ua7K=7$rHZ3`RP<8B1Cb0Hc~KfmGq>b}D(s_b3%m@tr3L{LCXfC>VRfgBXXjH4*A#Re4xB$l@xqbY|F-C-ql;Vh>!y%X_PQG~n?ui(=Aq<>#Y~$*onJU<3A{gr*L zat@pPlySO#s^xcio4V?P9#s1Xx8WlQ-?)C`h7m?#OD0BQI(hPw@xZWkr#A1~_idBU zAex?7t()Yk1zGZ>FTeocHRqkWtKzChmHv;RtsQ?I$yGY??Dv-2;z@;=giTRo_A$16 zp_}gUrl>i_+NGp*0z`Iwl~|>S5xsopbyREyG17)iZ7RV`T4G8EakzEs*7;Wva%wF4 z;1&119J3A4v~HC=877-r?U0>4w`ue9v39@;7VR)731|>tsY$cxZ&fg}HZCr1o47c% zG$Ar#j_gL6jkf+@)#P`c&lmKZo57eL%sAzGd=tBMVr8RgxX9{T#WU%X8{*sZxN6`k ze_xJEj=b~*Q(NN`$<;!3-V$oCa1r;$?c3wdj=D7L{-WqZM)Lidc#@PqX-2j+kPzE` z6*g27dfn?w6MzvE_2I(@minJnW61ej3+kSB2QY<1u)2*@$Z)lT5yB`%Z-SICzpn%u zT-%$v11KalJ@=4Zo@kKC^5Irq8MzSukd*(b_-u=Pp~XC^iG7|pWIYqdB}$DII$_FU zf8MwuGE4t_Mnk~>ojM4q(ulkZOyJsuo>HUd^QTWG7;Cqj;@@}mQL!TOE!7i|O?M4? zJr(QZ98>=}QiU7Ly<|*uw457?QxYjoAvN-mi7uDf~@8MQno6&GOZ#UQ?~0u`de^OM76zT0a>T}sLw zKAJn;U64A?X5-AVDoBS;mJp|kPX_4ko4OD9+seS6B4%FX}SXEVwJuxUVBGf8Sl7KTgBR=Lk&34> zuFSGr8#|fVD@D+NSpq()rM7vc=iiq)E1`I%eq_@&^}*i3c1*MvMZ)%y66d{ z4){w}@7lGCqObyRr@w6J+d6#npMS29#YLFJaHpnQ=#~i{L{tWBAI>e;mSTXmJ@miq z(gr;L#pj&9i_8}G*Qbk z|6U!!0}yOu@+D%YVI#&;2Y}#8FCFc&msgzm@s;vIRm&ZG%Pwhp*}%Hv(>lWF>E#tF58);lLmmRsTL)5X0VS@JRD$McpgmYi&Fu0lru~ue{+z+w z?Cf?EYNOBy?fGTyzmLS`Nyl!hn|5UtnKOstx)_yk5h4EY;IE?wQR7$yA)p|Ko-4pG za9pSx`23VAG#KUCi3>23X4}eOX9A_;>;SXX2&Jq6%qyjZnRjTZcka&{8l-0JT z9&6(5Qk1~Nv)z|JtCLQDsv-{I^S5Oh3|Q4V=MQRYuccaU@ENX@%EXRp3|ulO=M`^<<}}^0%lI#TQvSqy>jJBR1cb5L$^fC zBt=J?nHCV6c>C6^A~N7p&aQ*+JeR)YZ=v0JvSi+JKUhIbjF{N`M|& z#~`@H&|g3$A0jV{Ez>v)yPa>gb8@i*F(*I0e}6U7xV79~@0FKd4|~-CdwYBT9z}Gx zgw3VK{EbF=n6q^3y)0cOdRQylW{toN0mz!TRSvtBqxn?qrMJb!Lcu{nL7_D8t!0~H zb%aVbn^|>yiIj?9hg9z%>S68&+YPqlo3I@~+zTn6Ut?&(EzQM$eaf(Pt~n-;KYl!l zF>MPe>>Ls9V|tV-N@)tcXdz$51FQ-Ue8ytTivI&+>x2n+03^0JT|WRH=|^7!A89`_ zEWh8zn}fclPD{q1Rj$!NL*E|jzbrO$$Hm4LlA(h5(*-GW%g(2p@n$0sA)XN^tilED zn0jAPVPWmPk>cX}=Iy=E_x0SwI~8mAvNGd$CShCNH#7>>022Na+U2(Q_vWo8Enq16 z&DN(M=sUs_E_7Q|S{kGTFV(GSd9cb5Z4iNa6M)}TZRBww8B1DFj}lsV-5kfAli*<|_J}fGKvgM~W`CQSI>qT?+~^WM4?R6^OzJh++{=1As#jX;S50zPt!} zO8D)JeQ0QJKFX_H6ZD}?`r>IDo77_stQFOsDU`#OYR))0L2Vb8tnvo+M7}j^uETuL z*49Q@=c^^@CGAy`_xKspWc@vv4-^h~2ER9HdJiR?aQh*K`O@Vlc9qiWlFn^!?(3^(eb_&Arfd9BgEx zMW4Hb?kPX!FO{zfMj)^8b;ij=ZU5v1u_p7Q6`@Wi0(cKM*&$BYKUqslD^wyfBt%Tv zhN?P|x7F+sU^BR9^K4rJC58w=V=4Iuu z=k(B0kGUBq8yB?HmgWNKpLum?*TB9lNI97@fdY@Qx@hwu3Pms#(b*o3?#+L%BD?#A z)?Ro}h}#Z7*-L3z)1QrMgx>%-m6TKguoe7*_tnU{qtNel;2A}aH0Z)VwoK`TaUd19 z!UpjbR*tSy;Jo$KRxXCyK^S<2>Mh>1Z%s-ImUv61Y8xB0l3QXCg&+qO)QS!0y}r1d zXl_!OpE7B9R9H7QP!S%JrfyiR(Al`!|D`5`A_V)PQw9Zz+#84cTXDS6jx{{oUOt4M zc)ROiHRfMigS=rOXou=ODY$2}YQsG#y*DPDu&c?>lPLyk3 z7gqvwRv^-3O$Y+p`>gZvjAorSHhx~bxDFGuH^SEWPQKl-ul@!Kf!6d+74WFD?pS+< z>F!gGx%j}w($6zc78_kU!;QazGA)CVQiQGBoIKK)3%1cYXO;SF2jn9=rm6!xT6!m^ zr1aC?3snqfZF)w*Hn)h0S9yj|fpHib?m;C%g?tLyZ7G+asAaQ^!V0Y(IJee z4<0c2>2dKqTcip;1vBRtQ0oI;HW@Kzr<&(Bi;BK%l1FoY$qn)(%ND*3(uTu^1wx98 z#NU3nxR63>0ff-GA_R?hJy+U1oZns^;$O5Ri-v}oL6G_~c6J~2&HGJFx8D&~K@Y;= zJ34#nLj`Sh3f0y1OBig za=<77s|Xpc3bSn~v2COp6|?znqKEn*bZgZ;@mB_!T-=I-aH8X<&pRZFi^)VWh_J2i z?`<*GL)pM1R~2_p%Q-p9LDm;M80M%eNJOGh!fkV4xH~P8aI1vLaEN3w5lIm-OjNB{ zSmHq3&O+s(=KCVYX!0kQ)kVL2xmiIWr|1hZ5b)^?J7?-ouCDsgX!m8))~$;Na!0t} zOv7bOg^x|XoeY71pb7~1`ci9W0 zAV4cY+!h2YK9aRD_K9<;8aupowITvK$Rzhv?05v+qi`NPdzKeCpz>GSi%n5gRn;pq z^jMp%QnZ%{Wg+kqzccSA$2!VORTkQo4;P1>w#+wm~jRhZdsXt@{L z+c`AX1c0J)-2hY7g653Kmf#HlW{C1|{K=l>t?vSzLBhD{9m3<)hrDwt)^T-qO2JUI^{M&Fk#lmGd;S7QT&@Sm??`Ty@aP7x|Otm!j4G;1`k^0}A|J|C}k?vR$5CtuR>-bjyuK2-sgMzl?XJU)t z*q~V3)wlPX;Vt!r0UAEo2chIYg~HFHI^915#F}~=*S`woy)Ur76_IqWxtRe^2ni0#Up{}< z!0djcllbCF^MSc7MTEkiz~ClU=D@{-6lt^V^f>AXW~ZV_;{pV)-?8Dr5;hI$b-uCt z>zI@gwpPjSninAZ4&e|2w_V4lq1t`ljX*YR+rE82;C9%Kf$j@+hDiOvei+4M@)O>Q zt$$&d@MbNB@Y`ksy>q8_;#Nb;Zx0nby+Ya|J44EpQpw=uHc0qn%$!!Ll?M=sCRz_yjbbtAA!Sjkwjor6mGuaa(VadMsmUh zE8EWb3o^qL6bPI}_5wxq)~B<>>%AN5VT(PrJmqo?kiOhGWwcFQuSb`}k{@$}olpMZ zxigXVeLzlFHHc>_gA)kh-ODNbmT)Ecvy~e>OXzLYiUrAPW(C z_R5tjz0gTq1X)1DuW`$Lp@_WHPm>~-wI8QN$>#U-6;v>y;o^mXaoC%|-7`UY^fdl} zO-Q%EL&=cQC4zNOd}R+Ib&7FBAT)Q~GD0gJK5=3Rg}YW3=T!<8twg|QZ;jJ8AOO9A zK@BPe*o}Z;93WXr5#E70{879TPo;@PR5WhR&<1|6VeRKT^+vnYzFZs@ei zKg_Sq37=lu$<>`jD@} zjzFIU6!HEUKYhBZ`s5YyH7jsfqpt3p-A5dJNP#kHQ-^y2I>xDMU$>T>Y#1P=>L>jn z5opjX+8R<|84N~HPnBDJzGE4cew=jB$N==^xQl%fp*yb0r}#jSa2t2*H#Xkf&urxy z+U>;2Df;l}E_xwF(hw(bVoT_zw|?4{Q$BV2xF+QxQhXtu6`{Vk*cnZbMG7_qY*1Qn zl{>^noro&ssuW@usakNTH)8Y*y zVi_Fk%Dhc?0SS8>GP%8!w4TcqH_G;az+CIIjT!{G#B>u#KLHjOTmMqJa7IT|pt9}M zzVFXE!h|_bco`;wDO8#H!9x+7EmyN#`kmvVcJHk#VU=~8NEu&mzrW&X32?rU_ZcXS zYNt-!GssjyCIbLHC( z&EU|-kGnGZ&IBEe=4$?q9s~UyYpgH39tsRmvng_{YSXd&p-pQ_HxJS3 zIjdqMh3luc7A?stpLH^g){7n-z4WG`^HujVI^|dVjv0!mCdirFB|X9Q8hY-?7cnzA zw#Qz=T-ibex+D(&GG18p9qF4>!1nXw^s!#E+4HgMUNE~}hL*Gt%95BvGBXdt0|}9m zHGJN4=B$`Nto+l3waLfw`Bh20NqpI_eKibx>g{Ae@hTR>EGZO?xOCc4wWPc;eZU0} ze+N&6#@zH-C|KYxc`lpjV6gWbAU13KvNS(w4gxJ2&a!cDkof#=2q@=vv2t}9fW#2n zE?*y8{9VSaWZo4^pcr(fXY_v0f%$VCW@pO=iJn-k;tzfiT9>4x>yGm09S%nms#$RO zaYdddYX(PrnA7MhSYUX|W@n}Zgu4I06^`9`-!*3esSD~A55vQE=J#W#@bBqD!3$?x zxNt$>+@VD63xB;hqMKza0=q;CQYLZa>dbT_U79e1loxn_O(G)ErG4ffgLfJbvePE3 zqvFg-!m<-{1yzVMkhciS3CrpR3pMi-a3PQ!Sjg(=@?XlUA%-OyXTAh~vz@*Mzay4s zr@f04hg@)QaEG*T1;9ffoXIgY1l@#3ym>~-fac+IyO*7^iwH6UrB_OfDAWW#-5}tO z|42Ran8WXh2=%#F>D(-i}9We zZ6JGCzdv;8#i8=3fru z5C}Wph76rZl(6j=q3f;W_U%v;^JrLPw$tgOzik+4^7jT4^v{E*$Wq+Tao8$vUAeFpCJYEUa9()ev1@TScQ^Mcu zq!|Z0PBCRKmqMr5Jlp(4-XWgpS*5st|Ncixt{D>ppcUT1Y$Dikn>I#!sYg6O z`VX7HwMh&DaRmE|h&VPccjp9$o^M&{7S(#f)nQqhNYSJra+Zk0gFu;d*el5Sb5b8O zgecT0xNKSYj|+|`r@IuDeSh-m`q&`8X@x$ zWQR|g4oo75GRHMXnjJX!+{WrI!;Pbv&@pKJ5G0Qg+$j_V+7l*`D7~KYi@*6^f<^At zXn;o4M79Xe#-(g*xBFB;dCkXl$t?8sG0Va#2BbecJzj5~{5JqbF?ib{n0Id3Z3~0* zk}x_o^?JK&AKks%A}w{o;&j{@K{ih7PoJ!PLDKrR2Xlp1XW3nDL~~f1VIcsLPBQ;I zObxi?nehQ+Z%=yr-^GcXQ%&XuRw2cy0pH~tlOKM{eMf^s3k3cx6gsqfx$Du$3tlW1{g1_K0}~$;!e>zZe{(3$oB(vZ(@qI zI?2BJwTErVl3UGND6o{DyBwD6C$uNC5y_J=HHmQ@(kdte2rgm!Q#mkN?8M{WmekPf z0+`cf0#=1|Y3DRf*ejEQEUIb!A74xJbJV`R%O2G|6q-tdHc8 z>zat!C*v3tM|y%R`TAJ4@FhBfO}sVB4gF`2dc7Mo(EV4azeqz1v?u|R=@k#pPpJi9cr0< zL~wmv-jU4fJ*cGL<8*7#{V3K!w-X!V5o&P4~rvORtJ{;`g- z1-&ErRf1(Z;B*xkC8vebwWp?!&8OM8HEju0WJ$mHfEVhm;+a9HAN&a~C(h(+M45gI z7_CoYvQ|vvWmyHVy)jE2e$JmjL522mr%mJ0mP>B}yp?R4u7G6(usoC&@L$ zq-S7(vFhJAOPDuFh>kNLwUnx!2gQ*;*)1M;bsWo@cQ?P;$(P?Bz`tn>!z$~wxbKZg zpd1^3lqk^cUhc+|p0gv7qiky2g0f!3hsDTi>Y9X!!9CTI;#Y9In$U0@x1nvtFMxh> z1=_`>!fqQiYhV4cu0oD>;6D)k%AJ+UH=CJOd7+E%3R%|Q=Uyc)F-(QVdVOqz~DB9`u({tS%*x(>L2?Q#Q z@x#BT0gccv5^kN97s~#KbIQZ%l-wVG9b>|-m;!6Kpq%Yu?~PRk86ah)@+Y3F-PD7k zZBxptlg1=wVT{HecU*)Dj2aw|=x+k#NV0k>)&(I3vhBAkPqZw0@#4isSb=a(1oyfY z_HxK)r4DCz@UE3I{3N%cv4tR8V9mN$V)+YNV6J-y^9}JG99X$n!Z4R#*!{;Uf~+@` z1N{(NIwV#W1Ae=Sf1(0QT6llHBnD^F)#E%9;m80y6&4qCkD%ag-nQ+1mjyBn4+v_< z;bQ=sy6j3Ncj>s^ie!n zmg8~tUHmEB@`C8B4wOu6c8RE+EnzI_{KfAu+EydyK z^X|YwALBRdT89}<7dE|Iz13S+ciGqh)vLLS#EahguQcFEStVgHy-8@ z&uj?5IcdG%QXo~BB4f1^RQ}<+`?kN|GAum&U~-K=Qn@QkMk*+2KdEFNeM7_9KaT`R zB_=12`;=BxoUoS5}DL?-OCb#!J-XZJ@aQ4~knL!95mm#S?fBhOH3bmjc-3Y#mIv(Nu(qg>I# v`ClB?Oqu^bb)QFK{uf?ti~ryMlPQk6S7$hHrza_s_jKf-rh3u=y7zwp$3vO- literal 0 HcmV?d00001 diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md new file mode 100644 index 0000000000..1561c1d2fd --- /dev/null +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_index.md @@ -0,0 +1,43 @@ +--- +title: Fine Tune LLM performance on CPU with multithreading + +minutes_to_complete: 20 + +who_is_this_for: ML Engineers looking to fine tune the inference performance of PyTorch running on CPU systems + +learning_objectives: + - Understand how PyTorch uses multiple threads for CPU inference and the various tradeoffs involved + - Tune the thread count to improve performance for specific models and systems + +prerequisites: + - Intermediate understanding of Python and PyTorch + - Access to an Arm-based system + +author: Kieran Hejmadi + +### Tags +skilllevels: Introductory +subjects: ML +armips: + - Neoverse +tools_software_languages: + - Python + - PyTorch + - Bash +operatingsystems: + - Linux + + +further_reading: + - resource: + title: Arm Tool Solutions + link: https://github.com/ARM-software/Tool-Solutions/tree/main + type: website + + +### FIXED, DO NOT MODIFY +# ================================================================================ +weight: 1 # _index.md always has weight of 1 to order correctly +layout: "learningpathall" # All files under learning paths have this same wrapper +learning_path_main_page: "yes" # This should be surfaced when looking for related content. Only set for _index.md of learning path content. +--- diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_next-steps.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_next-steps.md new file mode 100644 index 0000000000..eccc3dab2b --- /dev/null +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/_next-steps.md @@ -0,0 +1,10 @@ +--- +# ================================================================================ +# FIXED, DO NOT MODIFY THIS FILE +# ================================================================================ +weight: 21 # The weight controls the order of the pages. _index.md always has weight 1. +title: "Next Steps" # Always the same, html page title. +layout: "learningpathall" # All files under learning paths have this same wrapper for Hugo processing. +--- + +If you would like to see other dials available to improve the performance of a LLM on Arm or other types of AI models. Please look at the examples page within the [Tools Solutions repository](https://github.com/ARM-software/Tool-Solutions/tree/main/ML-Frameworks/pytorch-aarch64/examples.) \ No newline at end of file diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md new file mode 100644 index 0000000000..5627df112d --- /dev/null +++ b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/build.md @@ -0,0 +1,69 @@ +--- +title: Setup Environment +weight: 2 + +### FIXED, DO NOT MODIFY +layout: learningpathall +--- + +## Build + +In this learning path, we will use Arm’s downstream canary release of PyTorch, which includes ready-to-use examples and scripts. While this release offers access to the latest downstream features, it is intended for experimentation rather than production use. + +### 1. Create HuggingFace Account + +Create up a [huggingface account](https://huggingface.co/) if you do not already have one. Once created, request access to the [1B](https://huggingface.co/google/gemma-3-1b-it) and [270M](https://huggingface.co/google/gemma-3-270m-it) variants of Google's Gemma-3 model. It will take around 15 minutes to be granted access. + +### 2. Connect to an Arm system and install Docker + +lease see our [getting started guide](https://learn.arm.com/learning-paths/servers-and-cloud-computing/csp/) if it is your first time using Arm-based cloud instances. + +In this example I will be using an AWS Graviton 4 (`m8g.24xlarge`)instance running Ubuntu 24.04 LTS. This is based on the Neoverse V2 architecture. + + +Install docker through the [official documentation](https://docs.docker.com/engine/install/ubuntu/) or our [Arm install guide](https://learn.arm.com/install-guides/docker/docker-desktop-arm-linux/). Make sure to follow the post-installation steps. + + +### 3. Build the PyTorch-AArch64 Docker Container + +Connect to the Arm instance and run the following to clone the repository. + +```bash +git clone https://github.com/ARM-software/Tool-Solutions.git +cd Tool-Solutions/ML-Frameworks/pytorch-aarch64/ +``` +Run the following bash script to build the container + +```bash +./build.sh -n $(nproc - 1) +``` + +> **Note**: On a 96-core instance `m8g.24` AWS this will take approximately 20 minutes to build. + +Once the build has finished, run the following command replacing `` with the version of torch and torchao just built. + +```bash +./dockerize.sh ./results/torch-linux_aarch64.whl ./results/torchao--py3-none-any.whl +``` + +You should see the following output in your terminal, confirming that you are in the correct directory inside the Docker container. + +```outpu +aarch64_pytorch ~> +``` + +### 5. Login to HuggingFace + + + +Create a new `read` token on HuggingFace by clicking [this link](https://huggingface.co/settings/tokens/new?tokenType=read). + +![hf-token](./HF-access-token.jpg) + +Provide a suitable token name, press create token and copy the generated token value. From within docker container, enter the following command and paste the token to login. + +```bash +huggingface-cli login +``` + +> **Note**: The login will not persist once the docker session has ended \ No newline at end of file diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/example-picture.png b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/example-picture.png new file mode 100644 index 0000000000000000000000000000000000000000..c69844bed44b65c7f5bc6cf511f93987fdcd7b95 GIT binary patch literal 63167 zcmeFa2UL^U+6EeXMMVUZIs+pJ3K&D^keLz00^~3ugw9BmUWCvCWE@9n0!I-cw2Yt$ zBoKrEAw)o=Nl9XeA@m-4?}T>aIsboV=3oC^_ny1%x@+CD+#$)E@7wuy`QH7O=Y4nB z>)aazoVk7D)(ybEeE`5d;RCQYy#Laz>(`zC_7n8REi;pUoY;RJAS?&30sua~fdN06 z{`ifJt=%_Yj{SGJi$p#6Z~A|E7hZR*QAlB>1>rL=K-jpj zv-gDbIk$h(py+Yc+ z$2;gtTVKkT9-qAL3x^5cZG=x501EIEz!dPKkp6$Q{4t+?IRJppDgbcc?|&R~!2$r( z#{j_j?mv!w_d5V^`ZoZeob}*tz}7u}=WNar^)7=pWzx z<6iuqjP)DgcVvX)^b>R&We2t{K4`k|Kf9+cLN^2s%0NhxCR2342er9!hT)&(Iw|YyX1G*pD$YNbpuWc z2fAPMfG7Y0SXxBI8koEvu3o9F9q37tmzIAprB%>XMjXhA4}>KLsNmCG$d;nQBKz!U zYNUm-z_d@U;^SIB>%#Vf`Jxs_=rrOCKi7ppD}!qz$W({{}+t$RX6@e=*G_Y zXfZ#EbdqXKPu5b}BChF_VEfJI-7^1EW}&Q+=*Xy_rZ9FD(U2>VTtoKYPU9wnWf$@N zh4lCTLJI%?PaI476P`EP^mJDzgvVDWtde3-B1x5mN&{(~0bSZOH0A*43$*>8QuYBy zAc?Z8n|JbeJcniea_{dJuUoB~K5~;D*EaN61h{(rr;Pc_IFt*Cl6*a65!jEw&DQYuWqt=E0h z)CcR66Up?;>|G_)@52`S2MrtW7smdJP`lc>MMUS;QWBOkvP(C90fB${4;r`FpBcOP z&k}A-T0RIG7^>x8jY4(c&K!1q`yVvy{eNNXzeu<`I(m3~1~44;nV$ zFO2;c376*m57piERdxU8-0!cd`>X2ys=B|b?ysu*KR~8`Ro#d)|DM+^#ymKiB^J6E z;x(Jq^mxq`o9D*yQfdk$Cr%pIuLb3$5h0p&-|qpQ?Ey?RZgf=L$8L>Zme1&FosLtl zZ)@{vCNR$$WViyu_{5^SQ+Nes3)}3%a0T06zy~(J2@F{AaqFkRpRZ)Mj)_Hr;}a_#>h3zDPZnzd@`U-16{#~a9!#;Nm!Y~;hBms3><*e zsuAn-W1I-??jpj2VgmLu43Fpzd(tpcG6N1Jm9aHBQp{w%T^rbfZ2kBD&dS*r5Dr{% z95NNxfyUC;UDXLF%c|65*UAD{Mx|aUq9xm^J}k?A^TY$OJ-{y=JNFUWa!!x3ztNn3 zfr@%Iz+JnW=2AFJwlryuiOo(Kcz!R;XS=eY^`%NWKHb&TMc2&)z58SD!9BnrxW*Q~ z2RL+ZGO|`JsWt)WGdz=FTR!Vq(Iu(DNq*KBxhifc3Ixe!r9h|L1xe_ffsi%ma9E8I z$L(U1iyzV>hmQibHiIT!KIyo(aZ(8uFdMJQv3d~ZqM$tcWA-nZDqj*K|0rQ^XDu=6 z4e^-*syfVgX<-RF%0@>X4n5{rc{vMWzy7&?r=7HWa+(u0F}w#zGG#t#MeYH9@LNz^ zQ2ImoUcpSCj2^D;Jft zSK#OV$Jpj}z@hpcY-zU%j%KkQpO=QN0@o6!^a$@ck(jiau5jQwjI9~GdHyilpn$&~fzUf3_ zloT}~CAMz8(>l$(z%=b^RS8$$0~h)>&c zY;0m6*K7}9m!9L|5>b4$GevscICxG@eW+WS$gT8f{tOIwPy`nh?Z7jv;AX6BOegQe-y&S5+ zT5OmbU#0ijKW`d@)L;#$3FfndQ$req(>V<r`EP+m`3EotXa&HJRz#w_i*M2(G= zhzaj<$cn@sU_Zn~u?(_NLmH&)Cen%_?A`IdAH3yy4gFd>No{p$&bj?gcBSM^KRNqp zes9g|R71N^=Zf4)13CY;h^6^L#M582q`v=4tAF`$;)l7&(4LO!@98URc86Ik)O2Hi z+0vl_Ldhr11MU$5^sAs5?V)o5?x{QN^!f09Ol-HHfod1vlrn(sSl+hab*RxQH1w#` zrcb}SP&2f?bGznBN#~)Q<=_9(4B&vZK!3gu6qET)Pdf9^lxJ0Zv=@{?WewOhQ;aPg z%))e+;&KOxvfn<-)EVyB0}L4voCwA1hh{ERwbDmesx!_p2C$*Aj5DowRZ&H2e2nO{n~b3 zcm<`v4rPmM3nwT3s#^_IPGPdAC{`-!Q~R~TQQPhfZcj5gE{BLzpS9G!6q}@`$@W!d zAnXjTZfuR?*DtI`iOg!4RS{;}(2JT}r!3E+5?$yMh1no8<$?a=gZY=GZ+&53VGU zX+lYrKMn#7VNKILH7|FQy+1S~rZEnaH z=GtHfHQ1I=YV=-{22xPs3Av9gDq%9k43SC`ALg#&9v9>@&kczx#WDJFMyxL6}(Nggf#h>ZFB+C|r`* zp~=f7Unp-?e1E?}Rei{3!81KacRb_PG}iz9*#^&l4gLQX@&7zrwC}SXa6{0AQDJXg zBzhP8NeaHwhmM~Mueo54Gp$C3@HW2RuZb(BqcEA_MI*f3=LANi8e`XgswT-UhGM3QFG1?LLhPJv~f6OGAOssN^_AncelX2$7-Q;Jn4FV z^5DYe6ZK3jh4KBWqp=((rwB=8Z+#mfe+&>V|pajy;{)?m1~2p6OxNN6L}b?WMCJ zcUsv&-gm-mY&*P~K2id7IRSl^EqOS`mAsLnV`b_hi>DzTe3)Y>9NMMlYht-$qy{s* zwK4L7gQzpxK2?s$gr&i?rU;L$Pyx#yz@_NRPNu#Y9n(W>gJeCA*DFEGw1rdM3P$9t z(sk>igbS4xU0js^m}^>9(>W7;q@D3htt4)K^O)_&5b!2HcF( zqM%rJZ6lt|NlF5{r~8HV6=GZUEz2aqqz=+-SpveyW+(eNX@R>NeQCiuXHw2NmL5-$ zB*SWX8T7(~tZUmww(*&2@yX6dvI9A{rpB{MdSgT4S{sdCZ-jSjvydygzGruBkD~jMc6u zvGS1X6Jno%kUT({4OpIqAtvzm*G7JKmQ_-4o$E>ZHR$*rAeepkm32E(DNG@4EsD&Q zK9s_df`eJ*MrPfgD^L3`L#d8Eb~jS8&V>QXq?9~2aw^_1sfYui^pZj@CSYO9wt)iG zC9Z1emsKKJ;GSui=)$rWY{^A67M~XzJClaHJlD^0@xT?CnW67K*#oe5_gCzSwB+L~ zlI28)8`ychhza_K?8~l+J~B8;V7+ zH*M57&uAvftdiFC2eSQx>l1T}I))gLNmOD#7 zZ@S>zLG4aV+?ZHcp?x}4qG`~X78d@*{N0t4_FcM?#5lDsiZRbIC@d#!7Q2xx`L~HW zkW6Hk0bvg?Wx1^CQiX~ugERB6y`3Lyo?0lxgY+KY6(c61|KQT(KNf%a8RI=b_~l&( zza0tZ9X-k(U;?*;9BVY_mFd$~9Xpj9jgeGpTlKZA@^vT2E}MgTPVZ+2?sNsY_nNh@ zr^H)Y7!AIU4^dLw1GpCh&0!E(ar>RKYkJpK3~4n$Aa!1>(7EB0pJ`w%C&#sKW-21} zGEPK-(A-*HboyQZcK(KkYvx5Adh%#Vr94E^$<4{$MF(cKynG`|%+MiO{*Ygf z^yLsg2iD-uoAOmzr#*lX%tFZ!p;z-5D3iZ2c9$1u@mMCRL(OEm2YtkBe8-_zphARz zW&MO|hn+<)*IHw@&$`o*CUu;v-t{IDKp&Gzwk+xLZ$5(3>3Jc+TC( zt(%#7iiY^04->B;mrZEtH89u{DXmmVvmJMQWb(3if9J{a%0MbSkQD)~eR|>i=J`}o zV@q)WqX)$$_qDjD=i@Z%*XkO%{Z}5Gj+XhEL+7DBPmJp73XU1o$TpcuL@gt-`8eS!IgsTUNsZcY^fB+ehi zmjzn!F+1p6@mN8z85&~M-~XQf0`?{d0U8ipaMh~$H2wPUBjes(C0HI?6l^wlzncz} zf5cS9#VKYy_p&=oqk=p+)Wb;`c)sNjCDnxl-;N;0WILa@FS;}SHaO%=X-2yGVozr{ zUaiGdLBl?lJWywX@iE>8UhS%z1%J%aV2jBmLg#zgjXQEfQ+T%{!7ky%c4UOH8M<>r zfBsf>e0TJr5|v(h_|B}Ur>oOkpaV^2{w@OIU{6TF}n$>Wq{}&$w}0FU`{n5nSBCRnM4gb1V!KsBzDH z7UJW7TB1p}iH5qte`blUygw(TDP(La0ulIf(70cPW?^r)c1*r$|3PU_q)q6a70 zTo=rroEZPfwEdG7bGXlTWirF-I+J^Cir>P#7)R#HY*WtFFC{%e%aU?UO&ExT3(k#> z4FPKzrT)GQ@&4SBwV;m+Jrt(CO42l9FzFyFJJRt;7y5|X!tzb(tC_w7Vt49u6qK&8 zTj1sSQ_G`wNL-UWcr@b9CV7+^XEa&qOI}6+0;@l+2f#p=ZbgzGDP+4+KB)x=cRQGwtg>67k;)+JKnPz)ZL89{V z-|Z`f!^|x;xuQT|i%Y~?@^-`onzE6akX)f6Z2FZ`T~2Ztlm-}wOL_>jyH3(+8Za<)ONnQV`_cKxmvqn9H+=^gDnP;mb+ zXKrvxFS3jB%w;r~Z55RtyHMYBufD!+>Gyic&{q5K2uj8sUA zZq3d4xqY8d^@p>T68+ls1to3ULI==D<42(fK4gRW3AfL*itR_=QeHF|z_RHY2Xcr$03Ca5xbJS>pq%#=gDO*X=HbKO-ptI57u^(Bt{6Pz zGBM0Vvp%@3jinA{y3H83O`bk6Ibo0VpL<$S+mkL4MR*2kr41vw!5E0O^7Eku(C=jJ z&JB9TQ{H7Vzr}?wB_1azHhrnE)8dxN(h$*H;`2!#srqPd9|nQIe&dsM`pBJns;H>j z*#@o2nM8;27s0GL!@M&`+!6wbb?1!0w#563ed=k54@d}}{Bhjs{!}U?R z=Js4A$!+RIPp1qyt({21&L{l_x??*5YuZujLtL4Cr*`K>oAKT89-#McNRC5f1{m4Jxu4P5Swxc?r&FPP}YdEN9Oa^|j-Y-9FsJ(B2=0q#baZ(|ov z7w%w}qja^za~W=oG2O5-RqyYmb`U1hdlz((w6RzSVpyS|Esl0(^TdD?j|aq z7F=^kvuP5`7iGGB8xi`$C(@Ix5oI2M^pc%8ls>%X=(nu5nn;}B*bo*Q9 zId)&jE7nbsQ+kUOmCqhA zwN{}UFK?*E@)wDzQi5Y1QVE#}m`Bu+1J`tU)=9|$t_=gHb;<(J?l>?QmGmUl`ABK7 zpP6Np4v5E+&jF^-C|y2b)?3SMG!8_;XC`ogf^+WZ%8q!FPaop)bzb1~hSU@BX3DdK zsMs8OP}6f4%c6qKmMjV<7jLuIxiGLr`bUsQiA!+t7D#AnF1_QjE<)P;(5ICtUH5KW)7}Om8U~ zHnEEolNm19CRt+;cAiPBV`|k8-vyClh{STCTiRo8_t;@%#XilwViYb^8`(GUhRMsf zW@k$~AxsF--H`=C}jI6;@VXOx6hD(P>h5OB`2(ATLe$i44 z3HOEGV$W+TG0V$k;D9G@Pt(zN;_y*bK>d;7Cd|YhK!Xf<>?pJ`%|at=YQh_4yvl4o zQXEMypsIOfES~7b02&=x;2F+;P?z?XmMZWWqO8mah_Nv>S~>A6W}6-~sA>*IUo-ss znZm3(rmE)_XJv++JxSG}rg61~v2i)z z>4b?Jm=a!zs=`WdTpqSvPuXeyh0uZda0Now^1J7VXT-yMX%0*HI29~0U$`V5qja=C zUBCHxr9gyTU&va!pE-T*Uf26}-vFxCG+q_&Sp)H5Dk=BZM~JIwwGJtZRG?ilq_4Y9 zrbk-UqpHkfh^sI;TN*+SkI{p~cV7X=ru)=$^>Z;38TaWTNsTZ`4X(r_&U-HDDMitD z;q=oUa<9{;4Zp&EssYV`p46*?W1&dL<}yA-Cv`t2s`q_bX}d&9t!n=4(_p#SVCeed zlpzCO&s|fA8GxL_v)H@N#uy1c99m)|Hq6A0iZ?-a*1A_8W9Sh+&aa$rim38}%F3^< zo?dyddIAm?sHWRF0XhF#riSQ4DR3!co?PeVwbQ{5>S8ja+&20s;7Ikj2yMR+xI|4) z5?a81!Ww95YN1#g!Q(>;5i-OaJ`fHztrHtUFo7#qhgfI)m%xTNmku5epH9qq=c()B zT$Fmxp-kRO7UyHC?l2Yx9}K#hamSZ7IIJ=#K)%#QZRFBkzIURS^}g>N+5@}{Q|>b0 z%(5S%^F@vLJtW=DmqvyD!?fDZ~a0CYDpX3E?=kY@%rn?74awkI=C zzM~$%W}v|WKoFsJgtj{3XScb3p3~(n4KZXDNr&@3N=9Y3e*a12)$-)rW8T|=-(b^L zx*E6VtER(tmA$4V`aGJ$5s~xutVMlioAR;2cT)p}a##QEx(A3JSXJFFY5iFup83lc zow8Oss{!k{mV4qBr-Txq8cVz~VoT(sM0-G7yi(Zpsr7$BE~%~)mq9Y&O|uJ=wz!g) zNs61#`nG*2Y#G26YQAHkicX z4A>5)4cAB1S#Hu%S9mwl1-78Rgr~Vjbm$?jGFqgPr_Q~fvm#2su|X~kF8Lv z*CkAg)1ESWU4UT!;PH$yAa5ecY|hOo;Zt%_Wm&qP^QY2TE!ADJ?<-@tyo_ZB8e4Tp zXED~r&#v)P$rN4*ot0oZ0No1Y$QS13#_HdC%5xMNyl)oY+B(2qGs0J=<&|#wS)5pe zMwgn;4wQfmPKX**f6Q=fXYF1T)7&jpE0y%ItMVlw3ONCBBPmu~86k2ERHe3`c;!3L zSJ9}hGa)!FBUQ88^-@C{?&K=6*0UzQpY>Al!_?2^iScD7=hK7?oYC_+act{I zh=|b7g@fxcPoj7w$mi(NB+rLQ$iH!x0}EynKtDCm6H;S?N!l}gcn_gZ?IvtdY%nb? zEqqeb;@#UKS0&|JfT$XIH0A0%~WtBO~7>~=8V3NPDt`ZVQ>MU76AMg^7rbhX-J;;yU0&=8Q z|5vZd?jK&&xrWGAC5AO=iuG%FnK4wwyVWrA)6tj_^$Y{L+xNvQyo@m45No47fS9I7 zGl)4hzV)r&#agCn1_g2DM!E-U*81nO=guFgdF5``IL=)Rl&!%Jus(x)O$s8==YmKy zt4#&S@`5o$$wkpN5@yB&nga`3KSi1!@SOAECa=kL3oU|tbfz&oHo>tgDTyT3x=f}X z);l_3=NK1bbF0gyQ(1iUk+=q!BrwI_-%w^19j-WF^u*KM@pSn2)9;A8 z-&x>{n{-GJb#4*2BRzLG?bfA<3r%(taYT}@B}lfEn+In?OlVKy6HV-IJ;jd3A-f=& z*+TC=urUShu!S5t*~gjyH@#E6OlD@}j+uzEUK-^>b!V1L{BQ50g&X-3JZwqI4nvI; zUxtzNOYfa$!u6$vC;zQObluOx--^Y zsVpFt4;SZXa?LjJ%I|lj_|-a)ItxW4Jc+&*oRtN)1e)*iCFa?zR`ZrHxcnPzFS?6< zJ$l=!qdcma)!ND_?Rn8nEJ)8G&h}5$^ZW`$W!>>^sYVW)^-a&dX+_0{CBTefK&u;7 z{#8d=Yj$fU#!kcvVr-UTPSD)u9o#YX4?~SB!@*Rk!_A)pz*oqY@a7y{dx|kjy{cur zpACgvX<1r;y;5ouM)#4^z1PVdqa71`2c$VaA&$FzU4ZCpGq-77bt1h9;fFhUHiz0O4-s6nQ{p4-As?-c3dl-L%6up-44$NB4isAJBccM2=>hZBm1Px%9-A{ zpbkw>w=Ol^Ik`+j_(EV-5XUJtDPFE7MtWX|u7?ZJb<7#B>$8o$9%G49k3&2Yy~0KCyCva?p$P1W*p{m_bu8T z4lDVmh5NO66tRpC=(diiHaUENA&#qXQZup@qBN$sq*St{FfWGeK(m6GoNLl0y48xx z*+zB^t?k6}^%b3CH?`JF1Tu0l*;l+f)5hiNI_06)9i=XieXQ*rH5>G%CxgrVT-{lP zy)<|;;So@#dwI)d{m*dCP2r`md}&2ztT50bQZ-Y4CIItK6!xsMAjnM!J3|CbjQBD( zyb>QbneK@XGcyyyMxe#j^@z4PhOa9c^IJgFOTx!HlUXho5eVr1d_vy7l})t3dVp8f zKfQe{$5Sf$0lzP*p^-cf!x=gH7C_Y_2&oXw>gYe@o4p?@+ifOtRc1?1fSIYLee8f3 zkq*TW>n+LYfdcRpbjdNEn(?!HBRt$Ay=;`@$sIZsLA-9%zo8!CpV;Hq2S1bJ986*(8}bGt-SmQ>}9T;4jZw3hV@ zwIltaA$Vkkjan&vApL{RI}T=VdtpyjMs!j)P?JT=%eJ#ds`VIG*Bofsq=Rc{VE z#}NY=J`?3fGLlO|G|sH6%W=BHeZndeeIo5H5lYfkcFTgegZQ+>F6@HlorhUs<;ur^ z-c#X?Mn;3Z13pecTMn}}xS38WLWhvLHa-B2rqs%s)oD^vIjftV+3vfWujD?ig@|V( z3=rHL-KlKfiD}$ipyg}|o0NbSFy2+2M!MS9(`6=_8EK7FtFU2TGqYXy7lLe|k3x(g zd-l9&YceXB5=SLHDjCq|VEdn^l~xc5Q^v-A8wL8(`(CmwQay?J(;bR^ghtyR8l3ho zNlnN^H!{izPAB3OT=n&lB@u7Oy{L2XuI%j#C4n2Hf%S+Uu4%en zd5-d0z5?u}i!btOX+Mpnw;VD-){54kq>O=wyv-PzlPp%Ns8Qlux!uRVPwV3l4WEK{ zGcb_9F=!G6$j;nC#}-1f=pF#~>$f$abB!elv21O&Yg1 zW@Ak8MO0AdAmIle+V5RWyb4-C0`ezfx>tfK7j?d3d5oNw9pY+q%4!W`r*EBln_Zf4 z;&^{njz?&E)Wtl$5DeGs&cVf{yL>C%=p&l}dtcXdJbW{E6&g_WsD9WZKCQc=B0Dj> zs!DWz&b2Z2Q`75H6yx3^4;xPI9$*<&XbIZP$ENlrK8!$RJIwp!ZLIz?cGXPs045te z`vO|0C;ZwnnV_0J-Xnk1)wS%)C6fFq?YphP=a(8Kf{0@fFwBhRG~P*Xy+3N9KGQA8 zP7Y9=YU&E*_Tck3RMYr~v6ppK=FnU1s|EV$!Nmlmn@d05gXX5d)xJbjZr0?Ao$Lrs zUj=R3DInR+%bqUPNe@z*cFMZHM6=|NA$6)V{U*RvZIO7v9^mL!b^;M5j<8M*plyjM zL>S~@$F+z{#*u_avk|Ib@`N6)Ia|v1-gyO4+x@h`NN;73k$p``(TG!?OQk-T$lnf0csNIQysI`CniC)PadrA zR6CXe2Z>u&V}=>8Ue|mK5#H&YSfYSAzYQJLXYT=a>$#C`A-fs_{burTVK(T-PAvm% z<%ip#xO-?U$qMbrJ%Ed6HH9urg^(Pn{>0Xjl+;%L)brA}n-kbZ^g*(NM|+9su6^QA zJwiF!^X1$Lt>PrIPj_sGqLcG3&9<6>yk@W2U(e7pn`{OdRGO`t{&a9@`2M{?zAdA! z#_{P>^ozc-;5ZuGB#@;epQZGp+j0Iu_LeP5 z#7%S$TXe^6Sa(}Y-1NC@*bA8>!*g$H6TiLdTVO++6Jc$t6B6WCI?K$0XqY$9OTx^# zv?Y}1%lLvxbo|XaUa476Sg6$FxNH7JJvg*5=Fh|?F^rDQK90<~-+vwR*f{bwtxE3k zP)XSMY=rXu86kF=cx$D}#Hk+#Mfdp|rMx?v`&34sj=oiouWJ3h!8ZK9CA6jrs<9;G ztJ6*jN{T`sWH2_>Tc*uWu)y=6`(>X!>3gaJa@t91#mn51Fg+l%(9oSvjQf+KOdW1n z=@^V&JQ8ktMr&8xYQjE!7CsPnX+4d`>2Wm7dM3WcgVyn4W`6U_aXUzefA?dqHlk_T zr>_eBuIhTB+}cjWW>1qabI-*U!^RgGT=7Jm0N*tzawg$x2vP6i8ry=K=aZ=nW&n?{0I@P=jneKdML8r~a0vKS<{NjTMP1u5YWD2YHbJEG%EfC=^5~{>q z!V57$zNl!6f;@3vJhn(OoWxybt>>(?K9DGBQ#)^O@VRkQ2wWs$n$*=i9HfSJgQuCq zxMkJYCJvA|yQQd_m;DALx?{r!!;Rc=S3ZO!Cnr2k2myf<`r;)n5odd-s&VdA6Cl%* z=vJbjpyYZ#O;%~6FS#-C8>f~J^x%Z5*9@CVIF=X&H-=W%07r?V_0VjUIONB^mTQ|$ z1MNk{GL)q?nm#o9#+^sl984_YBILqa=mcM|ODE1n`sw?7VT10CPa&q8o9T!r^c1LW zw$sgJ<6vV$fK9Qena6QeB3_unl;vttIB}r?Hz?AD{V;29biq&Dbi?hX-Uwb>%K=f4oe?3&3ARqIK!J+*Q-UY5l0_cpB?RmK^8tKEaV|pD zgKuSKsyhyB2@6O)I1p)6kzB|Nk-q2N9o64}P0N{WiE3`1+6E!s#ct$pPslz^y$}@` zrJ# zF-b?BizW^2gezxyg>CNvE)?ym7wT&SAg3K-vS*{NCOQa=DdLz@^=;vvF&ohM`-hz# z5Z)+@S0ITDsamTMOD{dK z90KL~=QS5wt-(dDf;m=UsWFx`b#BSJNE(rOpO&GWW4H_6h@A^@-|)b3WQNg7KNT}`Dhs*dY&|pm zR3FQz-fo%{2l%?_RibpRuO}ViKV@%kU)+mYDac5pPA&yakWzJ)>ooc(~6)|PmLhK&=&t?)qr(jZo|m>y={X0wcHD1JVV=ssQXcoZahMx6n=kUIPmyz z$kAXwNnmM&AwMB%HB0($xt0_Y;&2*Wv%bEY##GL#%!ynvRmrw&xeLmPQ?oRu2MR5E zW0<*S)1{cCgT|28$e3P}?q0R-E_-_L_zfdDNL5Z8+Si#TjMVl)I*4IWUD=jmSBkYY z9{Aj#aAkMQJ@e~^T;G}7!3rWht3-K5zh$~5?oReKMAqWMv#@@reI~0)dvY=~2R;hp z@VtPEwAk(Qzky6AgW3<6wqz1RW@nhC%fxr1UI*_Al@2qmzehIoda5$+K`09O~a%CX+*Yxw%$f z--aSkQ;qyVa;MftT&}KPr7Ced+wWd^KT_aottk40WaqZk9;tA;fq8mnSJQ{6#hlMo ziVybVJWEQ6g`c};LpCtHO~mKL5cQRmlrtlMVqy;y`&wq)lVVb9?UM zEG^7(K5=(8LEnA0K&O#Y+Ip^&V(MlW7V1TeD1#eJ5hExdjgr;n<%QCBG6{DqTc`=~ z@xCNpkpqcjUa6881P6`A#Qc=45xCZI`Lo}|_BWj3nY&#?_XK+_ULY+TDd?DmR^f5l zc1msxxx@XEhho~ivem)U*o{^!)^$TBj$sfnDf5{l+S<&OwVZj}f5AWGP4vwZLX75v zSiN_*=X4M~MXS)HXiXv8AxpTUW8S<9_Q3a~c}4>%^qKXmfQ<9$<%ShyqQUumbM3q& zv?!=W@ADEL)FVSjVnit$bcwN159=(4-BVgee3p8BCMZC-n1L|e+hY#P4gfqzmTc{l z_Pg0HjkfF-tf}crMG=ymz*|AaP(9B?hY{Sb$P$-`WYH_nhEFkBLu+dt<}?H4JxE05ygT5rbrL!JnZNND-GHut8C+J9&x_cha!;F^6@ zxOju5Cc_da*40`&h`n7O95+R^LKsh8&Fm{P*$T4zrvz}g^XXHdnzFZhg+2Pm57bz~ zy zv~gKaLM_t(1Qffa9c^I&o|9?iy6dLtqYqd6n>=;!^hF4BdV6VN2D|6^i+VN&B=I!U z3&sIKto4?`v5Z@(_mU;lnPsLM9>QPkor>Arl+wGl2e>{d4BuY=IJa1%;bz=sZoOPQ z>x4%#dZ0SnoU`RwGL?=V4vtJJh3YGkrHFzXGa&)Qs3zuAlU`0DikZG?%(4z!PCB@$ zsIH;daQ9M1@*7K8^9YLfwHfA&O@eTvMulB~K*7Z=wZ`P>zQ)@rN%*4u1@k@x=d){T z=P;*zwm{YnmZD-QkD)#e+pCs6RuQu9von00$nSK|zAboXl?k|qX2x~|o9Ymibj|K4 zg$}*-9KwlfOEB@-HXB$J>TFm*Y!gj1fTsab^^9{HiZxsFlh(eJ2}Z4jA?Yg{#DuCA zkK*8`A3l4CFTn@cMx8vT(Q^l1IhH2>J{}{Y&zBi^9kLGiQ}(&7YgAZB2Tt;p7G|LU zk`MhQw||1#x0Ae)?Z+y8r)oGCA34wki5=VCGB1c`O{{I)!ItBG?VBeo3pd-m{rupQ zMf8r;!kT()d_9Bz(7dlT-!8sF%a_C2(3i`bnZX_E&IxPV@Q95=zF4JoIK>*MP#fgb z?luyVBm*P&r+r?|$Cc5zMEw-n@+yhXG$`f3EG*4)+EjDRF4D%wHzPVMK8yxB@vhZK zP3l?7Wv5qVvL|^&Ktv&zw&Ivd1Cl_rQ;(&Am;r`bu)}0 z_J=B`WUeT&vT^5|Zfb!02fHDdEJ)9*PYPOtaw}c}F3oVB#Ygo`!<+QHs8(=u%LTLG zJ0Cw*J!~L<`=H4x*Q%>019ZwIk2q$~o4z<-kFn;{*2_$%m(4Vja_41M5_P>dxihwe z(}?%P45{pMa2CxWZCsqqPgmuG#1_oLWVTzC=&77WXf+Kn5P2UtU0IzMDzV{##R#{N=N=!5ZCUUAQkF1cZZx7DjCJ zLpMR_0<*t!SVCfl`{jX@mwoS>#t&JGKgLp?E(|ij1^IM$l7N zo{y8DC)Uq}m_B0aCJA?25Eq}Vm#eq%LSyNgeOcv;Tjf!2!qqHUB^iMmp5*)`;qD(0 zXe_$c`P4(1OJ%vU4*i!s)7WdiG`LN8AXm10QH|SDnakkO%$gc}4Q4L9ymnP5jLu=m z?g0iaqrPn+GJ&6mYU)^4tH!ALu_QBk)8UOD%5{LHSA4SeGbFF6#`$_);Fw;qMKuGKNpf6$g3zvR6)y5u}i-MSIfKc1*cgQuwmbW_94sp6fk<|VAZRo zy{az04r#)mDVA@3jw4$J2X%=aht!|KIb7#b=In;%k{|y*xzg4^$7lzh zLTx!0jJ9QmjwNT_I`?nIZ~XmCo2sIN^KuGdP^zW_g(cv2&&K7lxO^kI<^}B{@3m`O zgG=q?N&b4h?s-RAOR=OvpMxrRlBfs`Y?({4H~(C^gM>D60}EPpL&Jjet6X-{hl%Qz zR;alAw1xV*t_Nen(2SXaOJ0YJ{2R#|I~q^z!{>%R`TLB_i(G4Cs!h45Y-#lw)*ySA zH^Wn)zoHGquJCGH*1*$gU0S5FU@pw0HAslqn^+p)m6U6NMmIiz)(OtXd}hrT6Y6~w zCG!b$QKk1Afb;H5yy42WYZ}DAUe>dL1ffJmf=}a}ZWU9OJm};RB zhBxD;H&pRS`o^LnLa8_uc9AwJU@khEgG8EYzyI|>O-V}%2VPf9&)Qz5RT`>ta(OX^KxP399$D!y*fR8Z) zC9{1#Henf9M6t%69Q-6eEe_nN@vSobTYC^%b7|VH`F&1eX_Pp*fFAW>{rg~Rl2)HrL2+RHp}60Q)evJM3&@NNMp$)uxXL_ZMh-%qJit z3KDnvD)djgdg<3$64Q!b5A`;uVfj3wVn1h*i?GHqKW3q9n7w+;;Hvz-44N=Ow2idd zw&6w2Ct@7P5VN_z>t7Fiuzb5~+o$PsHf211Ah5+m7yso#8v{N1Fa4< zhhddEilq9|5{ibx`PGS@f)x4RiPg^;?d_GGcVuB__-MV+CJk-%hi$fg3a%) zrxm?EDU#1Q?JL|H%8|dY4xT~!6gF2BIO10m(3aGI*l}|!K0-`v0Sf+YVzYe@fSwg; zdPLobCExQx`>FGFR{L9viZDkqm*QXa;v(TdK0ZI2bwu5<;0D8~%$Vm}K}6=7Yolte z>PJ4V?~k{MM;QxuPfW}8-)z?|)xl^YOj=ZE!dh`TszT+QX$Jk(#kpMzr_*%X_xR9a zNVF~D!P`la|HMmDYx^8WPEc*hq>GKm4eKjzIod8$PPw?aDk&-HD_t!0emyB&cE!6| z+jsWJ*_d3ptRDjkIHD~oIXjyDamc~M$=2nITcCJi9!UgYdL;smX+LalBIYM=>;W>6 zsxnBgpNmak`tG+Wlz7xDSfmz4JPetfDHXwGkMk0$yhcydK=1$Ve)!Yo%KDGfoqiuw zR*5pHZ$kQ4-w6Y?WvlVNrK44stJe$1H?oQf>`@P#g8Vv?&ff%K>gEM0QMUKro-i5z z{tM!1WASUX(PH)Oww)KHk(siGA|gj3Qm|Vp?t&ww*2A8{hx7X#X1; z_S8=O@FRNu$4m#28y&gEHe?lIWnNs4Pg@(bO1OnJmfwO#D=CTHt)m8zgovL-^0CKT z5{p`6+|CZ{cx-5~fAQPm!n;GARF{T0l`>DRFobt0CyjrOBii-lUt*lToV+;w`o`x$ z>lD|Z6XH{L{gLAENBC~CN_u`QzfT?B^EnsiW&{HPfudao`N5Nu#Z5kS&!Pf%P-52` z=%CNVk77;r{dX_=!%-02vd~D!i6;`C=4cYg;SMMN58mE9s>yS0`=;Ag_jaPlq>Njv zARy4lJf>BKR)ds=5M-=Shy)08n4zszCV{QY2_#$41QG}$1V}=l3W74l5CSq!hA@SB zNFa&tZJ+mfw|njNt#7UOThEvO?zO_bLhhC8IAEc`}X>r5LSpLyR(9nfGd!j$8)dLYU5fKlLNiHiWh+YQr=|5h7EU# z>Fl%4IDPdd(Z|X{F+ksCy}v1vwm32@E zafsAFR%ivxlsNCjshY3$XYq@0sCD)af??=QdHI`WL&47dvAdOg4Pj~WH)rhsRxMGI z?n?@{k|hSHDqhMb7v%q9c_~+H;lHk5hKhbdG}AwuFLoCFrJLh>=Y}owt*jb7{I!xD zX1ltfElGVaFKlF1e&xrSf9mwW-gkAs?t4wm%nV|TtdBS|(2E2liN28F0Fs+6E#yhI%S}CL-z6#;86`vRN8ItT6bhbBHv^CT$?{$>Z@4-C zR|oYwVtt=maq9QhehE$S47``VS~}$ zQUuW$n()F0a~c~j->GVPO(pC?l^V;eOXU<@0%JR)D)M&8m|*d0 zCU+My84c?jj@9S-^bE8|YwyMasUtdYnn;6C%$*IvVFui1jbYdh3F{vD*07PJv6as3 z?%VD5`mQ_ui~znFI#pNf$)h82zNe$rrhfhw(Yd1X%M1Ey{=-hW)lNBq} z7w*;d4t>WBVRB~Gqy#QJbg!@ZYY)|y!+g{*rZc36w;<}$yx5?;3HqpPsBCSqykiZ8 z{dK%ogGZ#}gUnkY(qmh5OP_s^30v~50ivYGp!?zHMsA8k7pB`s;XzD5ebI5)caREJ z(_R_3r4-uS6jpcD9(F-;taXwX=HA1fvZJQVBVJXo-1RX*loUVNvF>}H--w#9jfWU0 zp`yE5C%0-ER%2^eAX-*K-O*Z;5&R=9Tifr`j>D^?h#OZYuI#xxuQ1jPEoPPm3CX|^r`+zv5wqwuhlQN^1$Fbhl!~cpJ!}vRk=L&&V2Oz_JS_i8vkD!>kT=cD=6#-_#XkH{~S1Nc|%j zbt*LLN^GbnI7g*lVQPrN(#0wWgS!dIL!yLuB>#N|Z~PdMykh0}>#uQcBc?V!;M0B4 zv^4Eqvs$3GbL+HQpQ2?k%=LLBkBt(qb0`(8Qss5syfs8S&Ua>Z{4OC*CgvojK6uhn zr91`=SrW!hR&K*V3akad5kRavf}{6 zyY5;!NweKd_DMQ<+6#INA6To+Tk{rEeM>gds;W`5gX7u2W~=rMhuV)VeE5(!8|=Pm zwO<26CJ|#O^vXgXW_i3IVrO5E3M*5m>*r{nzah}jn$kC6qPdyQuY%Eq8MgzP5&x-SyA+iQNBKWdSr$1CpNzi{YK z0(-f2Bl?Zh=y&b$6A#(1q?~q@zAe{94lZf;eeTlAXG(JjIg`_htNqs!*Q{IXpH=Zt z{igQbuNk%lo|X9fB;t-eM5yJ8yhP%;I>^=ZbTQD`3eMyCPeCeuyY?65K@evc#NH{i zPo$|7*VdcOd>NOTshl|JOWe3eX$G4cHs34p_E@TNI^KK zU~b$om}o{%nuo!iW8iWyQ>e|Hf3o};X{q%~sdc2z@AUE-W_`;Qy^gFo@&U@BhvGk- zciCCqHox~^Xscwqk$krm{?_8n^T@dS_XfBy$Y|dy5+!!-JydSEB6)LMUY?hk8P#yP zV$JVqw2dBuxbX13wd;MBc35YGp_9?kgxEa$oweU*{ph!15<2I)h8cA9-bJN--|QfA z5vd|Cr97yl6ss5|z_d2H;2U1p7JYu_cD?e~&He%!FFi!_*M`#D%N>3>!Q{!MJO~Kw z|IyuEQUZiZFKkX61Vjt~M*3H!g~R}dTB9g0sbW`FK%t2@DagoGQ!&ysYRe&FHrre_ zwal4>;`D>atoT*+_><1@A!R##-75mV4B|g>?*AWPnSjocYS-k~6O;M|iPirk)_&(E zNAyaguFIXzUN4#4m3}FcqcbDiH_v5LecUN)wHjHAfSVjSK$Vx*I9sw3@5kC40UW$Z zG2znGk;cQhmE|Hst7)Wp+go9Kw+~h#V7H47ec9sJ(e|lHRlvhR6{z{7{1`dRaAoe5 z1`ZO}f1ASRx$c;aAwGSNvE~!0uXdcqey;CnSQ%E?_zuQ!l%~jri&ShBoqm3jWa{iT z7cva)*!*37=`TFR8G~2G^1DC;8CooZA$=Q}cw%!ZBI>Yr?ZN1wrXH#84jeTyid+wa zgBZz$Xf7lzq*lGbO_$T3UR+4zy<@%nsGo-vOf{hYv;f*H{i&ay8S0w7)O`zUy0e|A zQ_JZwwx&56mcb~w@hiC{(t`vqD@(YOp~>tfIbC?b922l>mn7akUK+T8+Qr=7hnl05 z3$+@-d<`dt1bL!i)%$hcz}PXK%;HlN8Wt<$}*Ac?tIWTM$7vO4HQ>e z=Pm!*9%T?|CGm;n42sJxW_CL21?OJ5aJTMe*?|mS95FYQ|DyaZmSM~&TpjS~xY?xFlu!;jQ4{1GOeJHkSjAOmMsFYEMXrrey*&6 zsv0vnV(2^(eh#)U(fWWnt?(Cl`F+nN0Ow|)u zE=!?1#n0eY4?Fial>x`6f4u&KX>1bg+2n3YiDpf~xQrf~sRMya;`Fy`c|&mL*gKw2 zUuW`7xYd(9u%>RN1XbNZITt#mum}?{^PY0={u-xMLt3Ordbu!k6+ye2L@V8ZLZUX% zmgm|c?|0u8k|V8FqMH<(vW-jdsdveAtG6pD1Qor6K zRWY|W51*$(^Gcz`^mIo}O@GY^wsFfI)umUo6-^YLg$3fxib#9W_{SO-@Y>&!bQIX})k zWKmSS%#V^DwH@QLVD3w$lB)YdUKymx0i4H%r>0ZfGREi~?#|4B#6S7`?l<v(9eIYWSI^AB9;aIAfp%1^Emqmr`Vh9KEHte0tV^I zA>N*aYTUtCHw&10;`*%+xqvV1oou=q1QG>1?z~=C&`1#CQRz%~<=r>)HF;x565tXJ z^7l^wKu8ybRvGiREdIubYGxfn6BY*Q>Iw^q9ESrj)thRJA`xdxD-hd6AfFkhz2_v; zcn}UB&bGQANU}SgC>EvC;&y#s4B5xKlcanrDEZ;PPzuP7sZfD=k&zJ8B9i#BU zS=z2GInX!d7u*A4p3P~yeA&XKz?GNDE^jH^C%3&yR|!~SlL->|INz6&8k}dG%gniE zCMDwYtKM^mnT3greH|7I0AsBbQ>YPp0kTM}+qV6k?NoC`Uvqh1t+qr0B7SeD91gz5 z1)0|BYquu%sqXyj!LZ-L7`lQ?SWD?uSNiO`9t~$=5FY%H^;71Bx#vUGk0l1M6&!2t zp(HW(+sod(9(tOot6S>NrM~nN$Y!d>=N{e6s1T_vH>$phZ*$Oi2(07MCpCJMu3Hc6 zv>2}a@ty~?%wOGRrN{LmG7NE{>#6UU*qp2C130tcX@%@=ZGG=eB*(%{3r7>bSzWz9_GG) zfhclpuYx(7LeTpsKwM(+i(zcG%>q+3riCq3e7DsR+hU&H zE}6u>V-&Ky4`~|rUq562-W%$fn-!3}#cFeK+`k&v=7^`F7hZJIOgJ?^Pq2EIS)t?g zatcuJ=OfXzo8$LrkrcC?+hb)>BN3*87cIMGCtA)nWTS@F#+IFJgUR^z3IskJ|K?(4TI}61Yd7iXWLJjSI;5TZ&8T}jA%b(bPHR6%o5c6?I$YM< z7Jx4n0EU#LZv2!4rNab zR0~Rp#F+0PyRbD&+@Fq41AZKgl>WT8Nk6SRPd^Dau#QLRk9ykqwD!8M?Vo-c>uPgA z1%9>#LY-pWZHVb+!tgOUe}*UPvWtE5^T|g8Uwia=AKcVOE$D_8S!S(oZjTAJxpJe5=a$-X z-%ZEb)SG*cRJur>J)RW4`s!Sc@&&P*6Ftbr1n5}*AR}|E;XmcGfSdmj(3Km*i~YD8 zw?4=?dB4L0*2L)7fBCB6ob8}$chP|;&S>c(%jd)=jIdf8qY2kZ4Oxo?J3vk*clmmI zhlprq&o;wg=-q=QDk>}46y~;-k(V3zEa^h1|7tD1LZD^{ML7LYpYH4`K|Pg&a5wup zS^PlaXD0aBHj~w|zg5=Ruap#{pmv@H6Isi7YzVbfc`Uo(WphYd>IwP9^;2>VV#s#i zD{C5}OGeJ2fHj3vyZL6q=4$usloF7FJ}T&Sn`n119*w@jvspl}xD~+}+Yl}v_P#kg zQQ}3+JS0cJKFBm9MR48RWD#^yTQ@_frFH&{=h+i-_d8rsRu`rRx7(s0kiYJp?1WjZ zxGhbpJzSFsqhLo!JwRhOdk3vGsy3n zL6kIS@WeOuNdHS*gTS9A`Cu;A6t21M^^}kWP*E;BJovdEJeQLyKf^%lsJa{J5itB) z6+w8!S6z$cws#-ykVoD3+mAFWT{H_?a4$ugLVSJC(hyAv$uZ86qRGf*%`J{laj$FR#G|B<7Ag#mSRZ%>t0 zr`4*r5-9xe?KtZgNU8$kxp{}Pkx)L}%kMjkRpIT$ckX(bxll!DPzHYF%p<)CpV9UV z%KM!@=DDKVm4Ew<>JRRKI5CQ+^z)q8^m(g>svcu>Lm1lBb|k7bfrg^MJOOA!I0O=} zO`$3z!(a;@3voMp6Y`|UN=-)siHME8{4zM*q7d-oh0Xl5#RDR@KJBY7Z{J-@iNI*bSxKhx zmMn_NtGspQuIBTMJ1bU+iSgUbTiQA-x*!ygET;~2W-`Ox+w=Umnu<}M*+Tzk*?^aI zzV*|LpS~EB+T&?AaQYKv<;a+eO`f}*KK7^f<9OfXzo$Z8flOf_IrWAs5(kSqk{{c` zhq3zrNpF7Ecv+ks%_`QbuJ`Uj=2DzxLS9Oigm?VZb$j}^?P z?#90B=^;%inx?Vm*tT9KTU$x*GVwNjtir$A*j5ZTqp)rc3foQ>`kU9`nGD!Uek}~r zxBvQ(p&Ez8o`_qr?r>t51P0%7``NW8Nk0RhVlP&N4(QAjztp5cKW5JQjj(ZgRBym? z1?p876udPpbMAf|%((lPph&9C4a=egVPf&6tR)FlHs$q!4zf8mHIH#sa@Y{XD+_tY zg|O^gQIa0rygmP7Z&*pTxASuCE~INI(fUZnR;vL+Lh_I6sBtP{Gcsqh%Hwxt{-@}l1-i)B8xJJ8`1&0Upf>abAl_}m@ll`?rVlGs@E$G*} zgV8zheP=f&$P(gg7Mv-`Ya@f=f+PoPE|6aKC`#k&5^Hx|AczIhnDt7G-1IUEh~TRt z7HP0|L(PG`MIj&8E3b}bE|yt8gCUSE3H?L1FXvm)6Hw>4Et5C%ouNZ)ld@1$o!tO4 z8n%RIDeLC-pAzTEo_!Dqf}2FGE$lDO2~w?UPQ$#%%k{|D1IAfvneZ=_w6cNaN&}K6 zdR5m!+-nWj28-uLW;us`k0iP1-lgg2&Gr|S3mxwg58@`o;Tv~E&-N5ewwWN8(O-)t zMs`92uJmHwM>s#0LW%v`>j@pCGS!k}zM{4p7q3t{( zNX-0oXUCNNFj-@>p&`}xkAp;&#rt7SQ{!uR#oC>?g%Qb}4H<`FeYNH^(P(XQW&RG; z?#2orr*AiSikx(okjaJhPNV4$U`1`iFFPUiT4KFZPL{jV~)@Ahi8Tu#plGP}-w#km3qG87htOy?$Uj#WKg=`pZ06`!pnVrYpvV^u8{^)wbZEJ=WSm6rYFkvp84F!dDt! zueTY66r0x0k^!Bfalr0WH6}7LcngXGNW7Pi9bfewyxK-3xfDCY@3ZA4iQ>=F53?aHE)*I|Q?CTV_rd{BE;*QB}FgN(qpO z-1_E7+r3{T1PqyUsiKrbA{GEU(QA{A$GCxJs)gc{Kp3Jrzs{RM@-59v0l|E{(y-MI z#+s@$yJNCDJtkq9%`q4Qj=g`dM^j>B_a(kF$v@4{d>U55Xh@aB=@0@JSDR0rg{YGi zKFHiJ$&0&GX}9RR_xjBQBRsvxFskcCC)xdV2Ciq_heVFC7n^WU)p?s26UsER%fH-1 zoQ-=b5l~R&akAQyYFGJozTgOO*9@7Ev4m`ii^3==Q)qd}?ux(ZM=`AL77vrAC-)Q^Vd@7qx zooH=69`5Q;hMS)tXBRCu+oEda?2Z$Xw5|PBO2qslSsiesc5KP}_qf!&B;uo0N_g?S zz#mD_(k&TTaWXeKq{hAd@@ZrB)MC&CwfGr&cqPj}JeXb^54B+=l^;Ugq$p}u+V%U5 z4TJ&38cH6$e+3_wS)87j_i}BBbEsbwOk`L`g}eyn8f$816^)ZYA!e9)u^Yz@v>_As zkGCHykWXKbPsi~6Tj1&cZLrVj$LzfB;a<_ryio&aAi@!>>1D*T0{={P{@YlZMI~3* zGjU+Mt=iW9Qbz8HBxk%x%Upvjr&eJcF8Qi0WC<0%od**q0*8Ay5jiNYLDt0QFnUVn zAmHPtI~KBdm$rZZ*Ditl5#(r{_Hcdls`Cxi+McZX)G#&`y1F7>ppdzpUoHQeVe zC(&`69g(;DnQvNZp+4xf@r*iIWxSOEdhZns4Rb@IcLR!<9)$@w025yiHJg8AX}Tg6 z73X&IMz&U)F31_zLSJ$kJ}y9YEB4_i3O zM18cOaR9i6E+L=;$WEl`pL39r?H(CRa`Bs1O+OJ5mSVMlep=<7?H@Nou_H`2#!D+=Qn#haI)AG(S|cbbvZVV?2DA zm;iMEH+{5*0oqOHRZ}_Bn-2%@+>fp?n3cWVKc0AB-~ZP1MkzeP0^S6wnd2BkkSevt zKD`emBm*c&Awg%_+3)1FoaGcl`qkw^$kd$rp+etw7O4L6tqh?h+up?}*QeLo`T@h` zc&+X_&JSIcYJ`evHHA8;=}AnwwM8ZSrl0>Tb^0#Vg6B)x9nf8~Al038E%#B7-XZv( zkFz?160lo^(5mI6h6u#UIrJ`Lueu$ZO6GE$qNsrE1T_XAP6_eWft$H+3}-?&xm@{4 zvY`w0T{2(seN!!0{>eZC@#;&Nxu>Kgz`Xp&C^$Dr+S1Ox0n`GvY)IT9876s+6bSN*mtfy#1ER)f^BY7TaU z9d3WX>KtvuoGz^Tfc5pOhu6$PXk30TUN0yCglTWWr6z&)7<{dQNIP$-K`)a_K#U%PVcDG z;4kubV)t8emy-kcez`WBZO>8&$#cX2uA2G_C$1=AFh=F@|;RC-(|GsJG)+c)V z4B2bE-P_j4JO*$*@79lxXeX zT;K1Sk>GICeD~63Lo+_G!i~0YbUO~7>4ROCb;-XSBy%AUcHKNcaUix#<&9oxINrW? zH!#jn?oLbNNDuk&{!m}k2Ir=&2tQ)d9)cF&P!I26p1aqnuTN2GIF8Ny}f#={j-T11+~0DiIf!ibx6 zw*636Q{0}MJP|&9vRDMP(8yB#0^Pdp2TRh-DBD<juCVq?%dSNI?tE1^mB?xc9cQve6bgKBA~Xne?U?9((8!0XJ{lrVg+GUlHXFA zSSBxnTF7x<7j9JO4kl<@#^PFjITm{w*x{1?gF)A2@}G8dIrZufGOr|lU*LCQ`!l6^ z`!>I5-2mlJo^MSEuPcs{KJwmuOTQMsHSK4}lYB*6=Dd`=QfJR>=LYbLQ;@BJ@90_{ z)U+pNgM?i0s%6H z*)_r@ga%hB)CIO>zd36@E&&-s@ai$q6{Rr}JG(lGb|{xUuR{NgHdq%ajfVhn@LH z=+Fn5N$xW1!FkQ^mDeP68pqSzVi9@Rz1d+S;;MsWIw4(_y8d+liMEs1TziM=b+ z=1cl5f_G@tu;q66eOK6U_p z+1zhX>8Q@~7$wfB%d_k6YJcJGIw#$=zUDF9u+B#WE}bav03E0en0) zcd{Z3ZsKCUM6>LedfYUw&M49pMxZWBj1>%vxszM-;Pu{m)ajbb?(Lz zFE07)GsD51f)xL8>~GuT)W-Oi-(sbjX+z|#UV~pejjTRa&VP9sqqw=Bv*nIheOkFX zv#3A6uKK=)HG0G8t?iTT*Si68w5Agq)w}$c$LyBA7=3YSvsc>Ddte!(V3ZRNL#k;^ z31hrgM&iPkE1_o^|HG9DyV%r>u`D z3q^j;P?`ntTJrUJx{Ux^2xG05_A=CQe?8RVfu$oM?&p4A$^KIe5~)D~OHz^)gx?US z7O4t1r$*u0B`Z*DDa55n>rV3k*e&(m3#eaAfOgd%?@A)0pOeS#jaBnzO9-9zQaaZ1 ztB|~pN+397;ljoCI#HU5?$;;I+5eApb_&<-3_0}s9i8+&{yYo{##JST1F)B~2f2p! zT!mNUA^1SDTu)WOUP1v=tn08LUw5-c(eeil4_Vj%dFJySFSGE zhCv_z9;}-9D8aWRGc)I>ARS0T>5@7l4G=n(-Br+i0~ibQdMkUB^@zWJS+50Lu$^}b zl#R+8w|`=74Bn4TY?%Kmc<^%wuOM+#gpAmbFZ}q>Z2%a-cD7%-iy(gLzq>W<7Z240 z#hf<&eA->7{`60Z0@FNtcOSwLrGiZ_zF2Kq%wN0t^tDz!ds*qj{8V>VCP z>3c1%_tzb;XJoQ#+$}$C%M=e!evsh@QMYnk28TrY{vXeKzK1=G_n+-`(Wm&f#(QQW za>3Thj1#y&AsXg1vBg=Tb};)%EIW#0!%bVTIzs^l{{DnFC7RyiahR`>_g6pFi}vh% zkId!LX}8y(G;BP0|1u@6oQCt87_$wHX}{0e-a`Cv0>tMF{=He#ac=S7jfrvw)eBT$ z%PrlBW_{dpZT~5!i0h%`!%@ETQ+pJi_k!v5#k?#`aE8S7wEt4d#n$BYv_gvXb+p6N zyW2^rHSspQ(yjTr#NGJUM*=Hs1*a#?sZ2YrUx+V^gqXw3E;4h>wLqq7-ZXN-EvCa8 zoVO^7qyuOnv@46T2)qihTRXm*AE(+dI@_;(9Ib6KG!EG(ckJ1^(TNH z`R}j)`PE6sL!$zAJp8^3%W3=Tj8;;+T7 zUw574q6=nmJpZ>=KXN3p5Za;6f|&;SmXOK~cU?iIEMOd20wnos5tC=pvB-!`BmlkZ z#>Gz0neO47jqRKXC7pC|2N_RF{mugump?CCA>b}!rEjKO9@u3!!%5+XMs=5{V>uhb zt;;T3%ah=*E<0QIM5eRR%e&4WWCFMLWo6?Q20NOo*2=N9!DpLM`>Jsb5vW@g zP#qp_WL^MsXuprK)+bB8Q3)zFguy^gw=jV9;}afb;s3oi|>q08)5iiFu{D| z&8Uq&)3|i3{Iyv^|KOhc6xC#QsmOoYw9#gZU*?M^~cae|(Ip)bve-A0&j?K*9g$j$)1MNtRHCoHE z^Ch0TxzRl~4R(LcyWDqeXjFA1d{Z`L1|_L0-E%Cj@>&@u1r)mVx#(6@No!p}ps$HO z))tfE3ss&o3ln|(oO>`!6>f}6U|g%&YINoXRO6sZI>eEbI$6nWwxQkEa4Ksjt8-K% zCo?)I^a|as0bUPY_BZT9IhWa3J7siP5zj*wsGXGU@H`-~bAH6EssCJGpt#I$6w}Vy zTEx3ls2o4?dr6hK^V;WW3cJ#SLxe2(Nk|+WQ%;US2L!}^edLjuM8mzxR654qs|etf$lbF7Q>`(HX-E1eQg+<`aZK7YqzI=hNN)x02A zc}*_Cf5bw(_teqC>17zV%V08(x;K0g>g0*pj@Bb26{+W@9`K?M5}>oBr1PXhm(V3I zqtK-!7kjGNMogJke34eNv9m&FG=P?HxsT{IzLG64)XSjWRMA<1tk_PII)TX=Jddo+ zUB?1@XV6k9$H%%7&)ogxni3s%STP-8<}zQ}eq}JvNER5gcI0QNC3f53($>q@$uIN5 zA5;k%#mMzoa1k)h?!Pf3M59mmBQc==^1aD_>U+y`@;=P0O4W~BxS_IgnAm3dpADha zKN~`DiI$|s9B`ykg+R9KXyVljBU<`#22iJBai18zpazM$DH~X$&EEEJBdfo2 z$Cf|3F5}QHyHqMm48M8oL?VJM2%Uhs%A6l!ltPcOZC-LO#cfnCJb4z zRPZYN`ti4?OMTR+z8B`_H_(WPkUsonzFTQXva*1z?Q>n(ejzjF< zLTVs2YS@y5cO#Kom$@e1RCHzqT`%t>Fpoxl z3V1`cu`y%^;?iaLbnaNg%Ded8w$4< z7YJJBj=vQhR?sD2N#EGs8r1lMj6RF$R0OW9n2@Gz;UCA8=5yqeU70QX8rPgu!?`;q zu9fdF$!daVY&*_yBnr$;_e0e5PlUqR5Qy0BQrm?8yleqCoIuN%v|^<*JAZK*s{Hq?es3Vi~T^ofaiw=^0s^{tgGKOcvxr8L0C;&!_swjg z8Bh50d{>RcT5m#&s5Yacx0}^jU!IA^HeCthpt&)uKsOiw@tn`R4>DQAUlvFM!y;_$Qwi|%QWj&M-I{Mug+tt20v32J}Nm?mfM&wjPBH;jUh5-<&NeCPwRRMEpZvG?J)d8-T zbtxw(p~7-l^Pi^&+R2;O+$Q%gZ+E_pS+0E*t#LAYH}(!s`cyd$`b`<9a{XAng?>kk zPu*nLdt`#*Ku~qQJ=*&XNlP1(%=GlvD%svD1!nS|E}|HRdIv#qZn7KAM|XEgo%G zH|b(-zOfTN{4V9~WPa*YT~mB!9+Ff8)coJQA?fZn!X2PdLw%yAU3NA{V2N~(ZE;g{XxoAc z(7>yoR;zEvj=hdFnk)14auB8x_tocj??fCXt*^fRW0V2^k-N5AfgvhukgA%EC3NX< zh7ehjE`UMpBS_`vw^5UE$Si}-K9+q{kDVdnZwE)F*Ia8O@46Ev_AN;{7hGt=CFEj6 zEK|K4KU#?g3lbF8T^k(j9_RZHMO92LFA{9nijZsYQ@Qoo6w>8^R&~>5UQDFO&iFDF zwWf!YmG#j|5Sj3Eb5r-JO%b}>IPLtWBQBn0eJf|THR35elMgZr?LUgI?BmrR7%N?BEZnzTsa!N%h(3|ElRF7hTkLjT}z`<8nbu1I7ShdI#>a;t#x*U{5oa zjfq5Jo^_g*fAS$^Y9L|#dFo$tr&8r5ZerN$&v$Rs{?CqAcvk)|`oN)u)p6lrmq_1u z???8IY_QFit%r~j_M2EQC1K;&nSqY(p@`=uV!9UNoIAN8s#HoO>4 zWYB}hFk3^jCsmq;hpKsnPZp+LGB&s<8X?H;Z@d9J^EW=YQl<*EKgqo=+Xg&H;ZHG9 znAozDiB=;)cL-W#*)dLGzI$4F8G_YJp3O4vx;`)_hKu4Uy86hQaGhOy`~h|Tg!N|+ zDpi9Fp#Wc&Yh=s61)Hc;hGjq8jXh`>QP-?{DsE@EQ~VeX*>29T3DPA(3BZTi%1AqL z?d^VLZau@?OjbS)T^y~7T7qA=a5Q_T-xTp4I&RN_bcc};O~?&Mr+xJP#B={m_YE{b z@MdBE;Ovz?`d)A*@l=o{0+(1x07}2wmnl!JmG3h`g5ju348l@Vm>NA|zn752{s-D|F$%&Ov;#4~+B;9&Ibn5YvN z{pcVsnoT3Rm zKY!t#V9oF{ukqayrD{^G0U*-L+$@-f9vDd05B1-R4m^S3tDj!D&nGYNfoWb2JiFTg zL&U8=Sm7~8x(%^gU*r*5-xeh${Zqp-X8IqOQ%w0#MDm{XQ;qSumpa2wZ++uZK=u+E zQAQ_PFOI47XDzg}SI%)@&{@o4vjSYYYpR{adTW%-Zn1DJY&4o)2@ES6t0DkPxb0fp zCH&rDO=@5XOn7LV-Z_Fw)Q*cu!ezXvkId;^ozBGs_zK_SQ!8?l9%Hp6IcdObIgNg3 zfRPeYN1GJ9-{{>8gB$d*a3mC5Zo|vh#3^gSj2+)lPc?W*iLRIml!ImObX(Q0bH-5u zu!1n4S02Rsxfc}qTPFvdKqJ!Am>$vpX9;JiZ}zH+m^E4QH!p2uCr70F(jKp$(&Ax) zsvm@o>0;`iFXnyWzOvzhxL>-@=4D(Rc4ibz67(x#Gk<{BOms|O;lUVWZagmHj5@xf zf4hDA!m*$*=NoX^aF!lfRfAMJUMihrHCEWE5Y8XMV%TbW#P5>Fn|;PAvLlU+*=o=8 zPL#eJ_*FT~e}od51SjYd`eEaPF^6S9d;sS&y#HH5T2L-)r!^}Yi_EqxULDVM8)v{w z#I9Gk9RW4|D(Qm1;* z4F8d5`aveBs%X6QRO!Du)S@J>A1d9)tsKeW#ZcoTnp!|^A2v>?lGIgIlXA5EeT$nx zFgef=fYN))pZEc^rvm^U996p zm3#4VORs3&;}zoZl4h9eECDdKi)D{&`}j4;t1W$+ya%<1B6sho=3gHPUWw*3ga$gf zC%Cjy^j0OOa;Q<+!&OXV3*}=;OtO)epD6$%b#dx+ru>Fynp14&XuA`{*|<&Tz4Q+U zck7E5^A$HI=Z|gmMEX=sqM|L6 z7^b4QHp}%eIW9rmy{BE0g)GT^Lo5>}>C*dq>rLjK4Z$Hh!M1=O6ET_sfDLFtErX_| zc@W5!%l_bzmYuN0(Uz7MEs>@v2(JoH8P4kCn!v7|I6f~0I-q214Du#j!84fI&MmDuRbt?R}!U;`7t zcs>VWVEn2_L$?2vnJLNOR)f7)vx8g@&_4$t!|yZFAA0y3-P97mkxQk;kDqyXMtFq8 zBNM7Ka^8Ld6mYlnPD~U&pl&Vb^wCHEv}9TyItg!H;1i`nS!Na;*T#Yss&^Xz8=axSz&|=3{wE1xVZu8 zWoCMe=#e**HqUmnujLTG?ydF9S{Hs=g^!LvtYF}EjM_eksGPT*k09pc=hRIZHEV5_*^#=WG%la4{E>SSrN}95{Knd#C zUlU9T+h?A%w6s0$2WU!t^MpSfpP%|;9$!rC-<8P+#+CNuiRUdLsQ}+PqimNhD1`%J zq^%L7J2A!N(Xc0p5bD_SO+(^x?7`TX@4j$8yj%DI?(-0d$?l0}Qbj#g7lxEX>h*Rp z)8ViHYO|f59@2A;k#%*VO8=TRJVvOW7^5yvdoL2y!oE{2Ut>Qro45W|%ewKnIaq&? zO*cBFAX#rDogWNH)c3bE zqMo+K0nKJGW4;WHmADNy?jE7X!co+T(6GXoy;zE!!yrh}^+tL)cNx~%d~s&0(v?wz z+}l#82J=A3a4xtc-^-+{Yo{JC#1G$y$?1k>CJml7Hj#!?*P|;XzQt3s95Gv4_0Vj9 zwtKu)Zz|;awuDZLB^;o+DbA^34Bel*6nL5`wSRd>eVbLyuuM&jvPz}wI7;>SQAIx)Xa+CSSA<=2<<5XbW!!Bn>6ZQjr}` zhpW#t5X=?m!!l**)C;RzsE^~m{_3)A4fIOyvO$HBETU)i#;ay#wY61hFVr;HjiT&N zf*9u_2Kzjx5P)7~FFD&>A@pEf=iuk=H(~)-w`KjdAE2QGQ?+5vY^=R{5B^qd9pf>X z{>YoNfBp4rrJ6k@Um4XTPd@~+?q#{tz+B5{!4Lx^k?_o5fEFBm?X$LVk@xb(wMy%! zT)71LN_XpCUx>FyJvIYHLj=JAYO=5{fV}fJK0#f6V9d>BrR|!E$dTbQ4)!@@UTRED zgT)L;L)fvTd)^4#_)X>Vudr+n32AG?E)P7BXAZTPt`8a^N;}CcfiY0`FzD7u&#Bvc zqun#(IGsDl#aiFNcG|6oyyEzgIa07IIj4Z^&QZFhd92eTtuXl2c=iDi-a!zEBw&O> zJEvBK>XDr_f=Ew5O3uq&YvC$-1evqLE7U^$of}5)l{$An@1n{E0wm6wB?6Ej`6m_d z3;3ND<|`~2p%uCQa&+*-=%{xN$JcK=d-7YXCB}X!mKPVqtKRI}dyS6h7WL?DXq#!6 zxL3#E;)v~V5T8)G-0INb{c2Ao%?@VS>e!w6Av_F*&MT?wQ^TEi+`wY`@3};0d9tZE z8gT$XF}H@fHgUI=%ToN-*P_FeF!Oh#&OW#vP*92F200*180kW+Rp@jcLA8>7@#!Rf z&s%|b{C;s{>Ya1inXT>+WrNLG8dB-FUmz0SEK*Jr_Z97%Ykq`->3a_gj5H3p;qf)$ zaR#=XOAyty(E`7Fd$F2fi#*rvVxkwUo0g+iORA4>u#7@cq9b4mPkw1=x^lp(ixT}B zGDyoHiqcdx^cH3_(9!Yt+&6;z(JD{KSupTEn@do6(d`UwlFVhoIc$zOh&$?=H+}rG z)QA9KUQ&v8iGiTl(xwSdw3AlU3QRqlyZK~=!iiw+0>pIu2)f-sN~7)j)3A&1Buq){dR9;VhDnvp3sRwZoVb9(;aF~^xX6O;e5*L zKzpEK1PW8i)JsUoHZxT7Nz7}IXwPl3x~yKKg^7C*f*aKkL8s za!H~sFy3Q0!*uBiv{5!H0pvZmIg)&1JgyHosy|+%gl^w?Bj!=b{PZNzqHfwB&wM4%Yn=Xy^V-IQU9DyJ`0ppfjI1i}?1P7j7o9#lryO z@YjKff1w{(;Ieey^SVI&b9~kxgq)!oQmc(U>y3Oz7L{I_S|5$hj-@NaVtNGznDkKA zXv>bne3)IwM3OL%ZA_0SkeQ<)4D>*dZpZf1yl3kC+CBQF{nDTugq(4D!|Tvm8x*0! zlr;%&ay57!Y#x+uEXv0$Yf|r3OgPw?;_~2e^HrXkGpk%w*)n{GSgY{m&kezR9Xn8k z!Ph6rxq&PRS@oU<4MBP?&tk+RyMT@VVaUnOB&txC?JJP#BhrRR2YME_(I{;1tfAh5 z*8sqe?#nAMEKAWIrrN>)J%sC)fR2Jq-jtH8t~-4z%XX`~Jo{qp#i7;|<)WApmFLG_ z@nWgL3-QM_F~JqCZAAn=r;nDf;f^0Cs5HZ2<{7paAg>t*pqasP-Y!0rh9HhXzo{jr ztHeEaf}r$4ls_prf5|QFD>5dH;6jQG79iwH1&YqZ+Olo+?C%9W*L|l(nVod_@Q$no zEkXe6Cd~u#NUUa%4zWiweYa9R@+YCCd+TfcSyErtJ;Zg6<#sTl^GN{t0cOqS0`|Dc z)V#QAr|>;**F&Cr^~~HIrJCp|KV!N!ba`e93w7U%G5=U>L7DmaJ3Q6T-zic!xfBDu zy~NfTyW)LKi80`w=#_WGr$MIuYFj;RJlPwrk$_$#f8LoEkg3 z|C;!VmVx{(4S@+b2MV1XCVtUDR{D-}>B6fjG&lA(3 zITNW~LVM8qY{Y|Vx^l@&r82nkcBhnp;N|l9Oq}#&uxLD8cql*Iuc9KMsyzBD5lQmu zM%FE31e-OSZr}XLS`*e?Rj;VQHkZAx#y-MQp+-dZ>g8Iu8-AZR=_3U-o)#rBlau`l zulwE;Oec?ZLnS?r(l+EV~#=1$T z_i$jd6ntglmOLX{IaSg^PlauIeA&W|P|UaBGhG|}YD0vP#^lLV2dK#TMU_)X8b!Y# zlRw@=tv0c$@4L9Z7abS=Rm8ocQLx9;sRf8@vu6;Z?Mn%a)SNeBE1E*YyxlE4vSX3; zQGH(Vl`7xXa&xe_eybi=l6YIg^vd=wfE3giIr!^za88dCDPXdD3*ZJVJ(QuzPegAk z%d`FX;Qt61%%&6K|98Of@4~y=xXm!zQnqzl+)Q!d2#wb@m%Sz6R7*@Q6||(&678Ep zEN(Th$!b5&+tc^bW|A}7wW4g{BPVx5W&AFe6?yNi1WuodP$b^*cHle-nwk)}5kv)j zb19|uRu0`7$=DON;Dyzh)*g=9ou@7X!)r9(AeYKRXr>hiDKbUjMjiN+e#juf%$rJP zi4a>~_OIKqA5PBGBH^vQPxl*QHqoJ!)-Z&Ue6;rqJ$~{+7ADuHAH7#7H#xTs^_-)x z+HRdJ8cY${XEBC|1V|{?LiV*aHS%P{u>(R%WHzg(CZ&Sml$z(<+mB9KgLw|ab{?IV z(?`IiUJ}A`yaXg&*zfL>ncmq_c=A#0 zQ=XDy!q9y%O54g4(DbZLFd90m@m*@{Kr;lDmtt}8{j|-# zw%4mhstbLgPnl*iCL>J=6bDwjot{Ds9CF!9)vx`8BgX)GEVs|?H=cLlH|fzi1?XV& zb2ny8hI4KT-I_U1=M6kx(b0goJVTU+a{!nxbCX2bjw{tE`8j8z?vyUc&yf1eJ7{;0 zfmslKswE49pA_X2S@7?1VL7uV_x~1;o`8k-s%3J^ClIqUh;|Cjw}mQ%pM+}_}%+o{M1lsjnjr6-zF00 z^Qdz~YZi9=z$sUh1VD^63!kmSPxlK2(w0%KS=bD3UBx~R?Kxc+x}`hyt=3Hd!MhNE z#Cu)4FYd#(d6W(5XlvsWr9hf#pX4pZ_!1GOjW2{2Y~<>ePQpjDn8F<>T|_V__6hg$ z?$Bzhu>prOx}^^84{1hyL_CsGbb%C3h*6FqvLUleo|62Qu9jZCAit|VuI+8FN_1S` zCQVWw*aAe{Z&g3QkJml}cLuAf8r&-*&B{5|-;T8HdphF2Z^q`+E!3J52nDm_#*N6y_VH6svUAgYC;&} zXOn*1Uz&pvzcU=8`8In#ayi7-HafbWRRd{x+00pRNWGQpC&#Q4*wG9pQv9*{mJwff zS?GAwM~b+hG1I0%e)+Y-=_F!Wx@f-&wMS1}s1@G)F`$>& zA(%@dQ_7aD^rS#qfm{s&9eSxjBbh+n0+v|S_kieAzqkj{n4gu2zPK_EG-u2^Af4t3 z0%z4cGF{lIE442Wn=AY>q zhnJ7=`Yug{#MAJ%)QNuORCHIhpt( zol~vTy*_ob)R?f6DgR2x^?)U8z?b*dtis$&3bN;bhXKStYK6AZ{DV(5%T7!reh{G~ zyN(JA65-oyUGm81G5*{m(>&G*%hmKy@Ii`TXINQvBu$4>!;Mm+`319VlrA~LtX%`3M3&4Hr^4~`gHQP*yC zkDT4Doyb>J)w(`HU?vyeEeMr{wi=+Fi_~m-o+_BOW&Ao@*N||^!2F8wKwnu+Fb{(A zCn$fmXaZ;*MRA@QYt{zz8_B?BK_M_l|J`uu7SGOl#mnC9wwUyqgb##5Kn{m;sCkic zf#h2@gMD3nyYq>e0g`HGIGY~5!vb%aiv4OXA9FdlDDk0PbnKWDrQA*+MRdUST=T~w60Ni&NV zk)5gNFn~wBK0q~@l$s6XPa9?yfEJtnB%#9N3D+9<{DWa4&d+W(LQT^86K3RMJixUZ zi_b=Ci}T#i@a;D{DlNhmPRf4QSwHAu7xk1AQ<*LRlZtx|jcr;*kJ^yr08CI^Y07L8 z-sqUXf%kX`Eh?#7i-0;+9(5R2bWWztMU7~;6SMR2gSttpfiJrd4}p{wL%*fIEtTDQ ziZ4vOXfb-jNkI zw^wzy>TdeU6y@A?OPe1)V12xu`n1lo_KA`GGFO{F;gU??N$D9~(n05?M$9gA-B*`w zngJ?JpEWCKcanOEL0&wMW|glhXz$4t>V22MIic|)6%x9aLvK>D0zE_jEF$o6AO zO1|fuXMN<=#eKQP-c?rTK*?sY=|N3e{>)xOG>}iBHh*y(E{{sIYN7)jo^iz%SKLS@ zp6|ZW7zrsHdF#JEBX()UJUDbdD_Z;^O2A2YtMQ!w$-AYOxxghHBMd(rzHPbNOTO^o zYF0Szew_Q#m#ta~o{$5_8~G0skIz*NcN7?Op=q55AC=@k+XsxTxWj^Hb*AsAwfT_F z5X~0ISiq(19J?^dZ(Rw!_@IUh>rdN;&eS~vO+*Aa&Yp&1dNy45yicjU@ZHL(U)ytS zBC{UsjSd0mFocsTn9vpAh+(+L@vjE@vfZ9{jqAZ4N!vf|TC?1Mmc(;L>G;;vthA!E z0FbzHpSAg}vVdGmPMM)3r-#Bp3Yk)h&e7jxQGp=X+}zEkCmg^lc~A*nb7vxfCveu# zpB7vPFd3?z@2)nzxGZkEK1P2jQp_i|`{s*ahfHb91fs*)pfOs&;#}@x-d*~>qLNf+ z0?#0_1)7TUFH($B!uQ*aD9Q%SP|{&`h?}!Cz)*Vy2*I2YTd=M8>51`)K}NMDn!qC| z|AVt*M~i)W%hKldivl1hZaS1seBwM<7S9GkWW}Z;?Z0w$UE4U9R(1PNyVZCJ!nu$S z2PlDU${QW^ZY`bI zSgQ^~ta3g+%K)001vC(8pH5Cr%Eg6hOd7x7{?rPWL&G~2$9~=!jO)42(kbyupi7?S zD(22^GIZaFDOK9IzFrSv5JuTs$Fh=3$ER$Z77gL~!NU}Y94h(VGm{LERQcxyFlkGU zW56d9gS=C_=E7DuH)Kb1gLVDdf0_%KmU3cynH2igc^H=kGmrqWNRlI;?=r4 z5w~Jw(gkgqx$RXRtXenDMVF=T+;Ho-DMRA3y^@NZAeRdkZ%+=i@+p0c)~aA8DZC6& z9|RyuHa9C@eEe(Y?BczshG8Xb__}ndYiRYMH#BaWq)eB^reAIUO=W-8-oXMYH5MI)cc zF>TVic5^_(SIfapat2T$d~zXDCdS(*Anw{QwbrmK3tPQ8jYrYA9Jo`{PZOw=;C`fe z=E!a)ASdD=$R{ZKJ@A+}0{S(r_TW~I0E;65D5=U%xSe@+bVT7aJTmi++*agM^vL|l ze1KR&!gK{A2@rU36w|`7-g^i|T%(G1Tz&GIPC2@6ePiWpfS?PS7rv3TBcg1_1u5~3 zu}&_%?{`J-?EM#7>b4ljXmR>Ey+;RKKtcTdG3HNKP|+2Mh!?)`@@o@`_yg9BzgYP_ zDSk-B7A>vTj18W;@eeQ|JEA3z%ClmDPrrCigP-{E22Lg8uaW?$h_Z5=r2cYsIk~emHM?;nc9J}m zyMSZ2K_ddaAaj-LEYC>KEebv<=j1l=iE-txu*!uBRG&|2QtGDP=vW&iu?#)3$$=>S z7>!BJ6JFfEpvi_Hv1o6-rtxW7@GXH9-?^CE!Nt&^}-zmn0@Awdd_UMD6MUw z<0|vkxs6AbLUzk4;}=b5Nve6=HNb(FQW&DXaII}@i3IbK_J(M}miID#`v0yp^*-#S zXx`>j)U98aV)Mg!5q9TnG8TimUO-&OD0pj$M2{~11|^X9-% z39WZtubrhgzTh*sX`xOve4MrH<>xY$EZA(JEUn$YahQTJ4}mUXg=g3Yr>A2^i+SoF za}RF+un;Spo;lnRdIBz^oyB?HVQ88X+ujf05N7XB%2|{YvfMa(kCY__j88Ed6a1EN z;rnCjoK@u5?>ACBro4=w3r>UBQ)&eFri3SW8vP8o4Q!Yzh&im!j2ENcv zl-C?o@MwWae|duJoFAT4;+H)4HMTdUKn^AVOnN1Cx+ZCP%Oaap*>jnzQBau_AE9$ zf{Th~BV2KD(_s1fu82)^#cfZiJ2m(5sdTyKSlzBr6Xc?WI0BFhn8Df4PW_|j@)_%I z4@UI+v+f#+H?O_B@EWt(*YskfkZ$pPm4~5K{szhfZspKfy`OWPaTj2;@lrLrW>?9~ zuN)!E@xom42|*lWDBO|5dZOy3QnIih;3?ITq!>-=5cIClWl*yg)t=iE?I zMlASQ<>ja0r%tXXPpBQe0M{B<7sW$2Ns$b>WgqVffM*A_~{(45LnX%CP^&^(+Wsf!v>exlDqp9M5FoZw2EXbnjsO95P{Fq>$sn0Us~mx zyv96j2Zt*iH+6K5cO4v2sPC&lEfr_qk1A?lhHzfsZ`*{S_oiVws-dxop%|w$MC^Rd zrM(BNf$gU@7zQJG)s3oqL+lmQL6%BC6T`YB$T1yn#+2N#WVakD=Y zwnV-jXs2{zeppHc(cTj}DFeFDTQU|-h5E?P7GOHOa1MN2T>T@9cYc7Mbya@;e1sH0 zN_SajF+Z)T*=a2Z8!lP;+&W{!9~a`?u%0=qoyO=g7e6k0V}xDGUL2ztxOb(lMFd;v zbv|%_>L5Muz2tu}*31|2gIdWB55G=LV|aFjbgM}@)pX}~XUMaOHlJqQtd4c#Gd_N5 zz7lCi{tj=`aX-0@u!JtaZF=XpJy>1dc_e*SvqT4`4`+h!%TW5g1V%TCRP&P4xBuZ5 z?fBak{rUGT%I%GReV_?~b~IC8K5IZV`O?Ceu5@q-3dm9c*zRpdK(?uC=SBTb&j(%v z$f$EX5?qR9H7|9C)<5GIcWk>WgiR$00ri^nUye;?>)gG!czf2=8W0RMxJlKS;(HA- z@+T3*vG5Bi(Qm}81XGVDVY0WX(vniw=ZQvIjN8O);hC-y6#2O4@jHZP8DQRuChd2t zh~H_`PqZ?@QHfiZE%lqOj+-g&>@PH3#1o|5yd}(FGQKv&JehgR$zAf2fTUi1VB+aH4le@%-1?Um8dQuE|egrapBvYb3zN_CPAg*iGN(P5sy+hg^Q1-$mh2y#IdyPT!9 z%3`WC2YCejRBe}v2m_#`kP0w+;oXN|eDB-fjNHP6BHE^EFTJGg-lnHpgD;?D!lUKr zxR(;io%PV-Vz>5AY7({_0{iLZNNR0aPw6@<(oNCGzZ(3q)j80Ld4p`{ecKjePnWC& zi<#OVDPRA7k8kKXnUnD2?=z@4JM`|cg52#e`Q$Qed8@$vJsmoQ9sWTJha+= z^pHbY?hl*U*aqpxb$TdzoP$TlC4W8j7GDf?-7!;}A=!v*IY^Mg&4LN_lm#xJEe*Z> z*=C<`#LUcvF=FQF+`%!BcWvlgR9=FxsaJ*`LST=O?*g&tr{YKbnPo^LZYrC^! z$qcu7(NUb{V2p1|_;lqSjQHJX0~aB30q`K2dLt`UJKHhYlbweT)<|(P#!mg%y4*7MpKhMZO`Imgf0& z@9NY21ylo2VhDkwMD=SNfPO<OQKrN^e(~RmRg<+L1llt4gVzc&S)B?ulGluLXRfW@SCk7U zr1?>zg z<>{4f^$5GT`c+{^^eQqoVTO`n)o^18mbc`kvPie6|Ncv2>ho(W4WYjoOA8D+Tj)H3 zzcUrS9OW9&F2$r2u9ye>Lwor~>~99M_&*KiXA?3DMLUh*JfX40HGm4!Z>Q9-G*{B!YJX`UHhL80_aSt0CW%NoQQGn-S&Od}=lc=&JQk?m>8Z z$NrjI<5rW}5|2fvW(;CL-_WFC780TL=Ed9Tw34u{nS=7dMJhF3bcw=RjUF)aCm(d6 zuzg)st@P>v&FTt0{VgcVv09vZmZE5Ez%T;6VpAjJBuJh&XpN^+riN5^Sr>#H?g z*ZSn<3aqs`rdz#>8xr|#(poFY#1hJIXFMmzE+xAOlVga>joTyj`4!uFi($OVEV3R1 zfPCW|9h7c=d_SEctJ8dSCy@PcW378VK#!%jQ>m&k)fJAho|zgI&b$}JEB68w)0qllG*zUu#Rc# zf{236IWkLTevWG!r+|8J6;tKnBy|?7`2fAa`23An{Ngn7X>>M1(kitWL5lVsV=l0X zau&7;*!&vYJSK)qZ&w_GFJSBQ~90 zbHm+}lT(6yxz^gH#hORj@m|LMb}#aZ*Fsrbvr`jIx>KHR#>9>0`* zcf#Va`iiz=SagD5cEvEzHkypXz*&ERHsz%!d~i?wIEq^kp+4?PP&WSnrzV?t4jnw9 znNOO}>wPbavLr7(8{Yzv@){W4O*_44PWR3-TwbNv8CA_JY}Hnx^HRLPr@7KF#c%FB z94a!|J`ZHVtg90phj*lHnuxkG!ES_vk3`}1jA?9gp?79V`_0@2LPJ@PAHl@JvOs5O zgr!}g?cn)Q?sN(sY5pv83FRI}p4ripwvl?e2$SCn9K*g5^PZe90yS9N=$oLK)gG1s z64qD8d87p0#M6v<->W@D-m7+M(c0h+GQ>wF=;mCNQkwr7QD;#s>i5Rq+@*Z81&PTk$9V92NCGd zU``BkNG;0|0kA7MLUF3f2pb8W%nRZtOp_7qSCz`z99a^T#5v9N)Q#7Z3V33&w(x!E z-n+)=)_*ZYW1qZxQaLsLRo=6@jd!q*srse=p&Rj|Zh7zi3|T@FlWc@NQ|-dBOvRR-~nv>8W$1_3%kwqxY$IBW5~= zso^OY{oQ3R=Cjf&ecO?eMyd&clIY)=<9El)qR`uB9hNsAlNk2!>!Re2$GNn^pgBNn zZHHEO65sWt69T5=V2wh-eRBXFz1`URAVI#z1$fGc*X#gRy+R;|K zUn2hXeYvUyeyG_E4{A)Vz#}134{opz@~uzC-pj%)TSlGEb*_6xJDIjO7agO86PM{}VrM~fz3$t%=pSbpoFIq!bi6=fP47QjR7=VT@+&KQohwb4?W zk&m(pvh?(m_a_MlS>pTfH zZ>7Jwm*8F>4K}BET;e}@rt?YTC8jAfZr`T@I|S|oRkwIi0_+=RAL%i9AODA2ISbaB z6>rt~c%-DSZ$z5M@uJkkc!Zb@WJT{dfB+Pw7F)k-C%XKwd+V#sMx;!62tA{i$V-WK zf5i#rWCW9*tysmomSJxfUDh!fC?|iIij(dziJAO4v2hEd0}QE2xKM?e+kk4t8cc8A z;H0S#ENqyrtnhj|i8Ckcte?K-L8#pFCt0}7C2HWXjhRo!_BBVFwHSsGe&V2ZxX04Z zUqX9Mc}qSVE{V^4Bc@t3S9EdLe706~f~fEJ>1g#xFb0pcxGZqmAPR3Uud zr=6BWL6Ks7!^M08($`*4a@}qCP6lbmzfUnzz2&8x8kHBRTF`d^J2ylh)>E3{N&`Au z@@K9#-K|N%--;=^M*Wd7fu4UBAyZGNv}rRT4zcM~9Q==R0+~{7C2B}|cf#zU&qTP0 z4e@{v=L6?R^0w4RrcPmTlw6W=5z!KgV{R9-^)I~+)f_DU&8hXC%5fdu???%w~U)b%NT1$Q$@i zdiTx!^GQHeT^uiZxQ*QYdtK+lu!%^QH@5{>hv3Sq3IUbY5Z-XWoSDf>Ms|d40 z!CAKw(0VIXrTOG}CJ5?E%YvHVV0u95b{ze2MEL;qUWxWlnzAI=L+8+RVXOsi05`uR z*3lOhECoV6Id(N8D%aEwBOS=lkqCT;02b1zr zv?e_%q{a^fHuoldUQZ`1@Wc1uv5ody2VZuDaZ>T&o~xem!o?p0PZ~0vYOVXY28FnR z)I5y6cD`S`MIWg$HOoS-Y{l=Pg;X6Qf^3F&U6gZ2^iv;Qvm9zI@qPhztK z+&9H%vfjxQbMnG&&tj6>c&P!tUV#BaPz0ne$VC=3vE_5RU%{E6&Ed~)NAE~K3vg|J z?4+6cz~LdoNNb;W!k+6p&}raIk90+)y*-^4emL%+kiY?xlGiTJPwbVrT0^u8qxnwP zw=~1pTOP%qqu+>)lo@kc$F;nlPR{n*2fL&v2w~blzQ;!V)%^JK)Bc~;3XmofG5wLh zCueNljcNT4Up$X6Ut0@Lj9aS&7@7#hKijo11@d2y4J~e_SuC9C!)SKg_pj%fJ%Ij* zqh1h>FR%V|T>*6=HLMkoR!}yG5Fp4T0j9jGivTlJRvn6e(Cb^rcw)+O?WGbTd zG-riW+S@YzcpC^-B_U=zJgs9PX`O2BK&;AUog-$Bu;ZIJO+UKU$joy6`_^N*==nBl zdH0gMea&#F@&4;P*I7^Y+=e+SD({xk(Wsr%toho`YweZ3kF)HbG95(NpX~xds!dfc z&z4kPXZ%#7(U?`FC}Ox$RA<+=4RyN?NlHgtXRDqoD3=l1_^jTYD9Fp_^?DZDMNTM* zj)(wpsZKadgw335dU&Fvv?u?B)@S*{-+OwK7U>EbJ6FmMP!saGE5(dcyZeuN z4{JhCU8~x1+_JgtcTQ+z?!O}D8}Nq@{;3y#E|C?NHg@Pg@2PhEKpINfIoGt$>1(ua z-_^*NPYgEW6pTe8!m7HCK3@CcPtD=)UHs=bASb?#i@TSzj-Jtp?-6ggyS*c!J0oDc zJUCETnRqY_@r&dFzMAR#z0uGA-dKPBz5nOftUoiBDa%T?QOf7gByvW_Ks{4ld^AQ^ zBC48dgyZk2Y@1zqMFHrWt3<7lCU&IRbjL0RWC-6mj$9IqJ;#a`B@i~XNupyCl1VKv zI7!vpK7Ge!Pcnb}v9V_MijhCTmmZeK$^6DS=M_L}IE|}WjexQp`AwZox0HrQ6e-xC zHL8-m{RgOXiLmD_hZhlvYNs{|9J~KwX&3IGr%>(b7g!hOllzLKmQvIn&-=B5kW!*| zdJTHT{0EoIfB7@Z{JYowv7yU#-D|>kkZ*K)VNo=^>3-GWb_N!d>Z^n3r>Nxk880lj zEB(IcyTSo2YZd9{8p|$!`B5&pDzEnV(QIb9)sR2=4(MTb(Z^NqZWEv~n3MRv1+~r` zsW^1Lm6BH|KPnFz8Aezh%2!%AaYDSjTf5Gbq|?Jz(`%3kuS6pB@=oxjf?nInDTII>@$L);)Ip}pG@<;~_-b6~sN z7L&US9*n1WvhY9ppjzI`EC16s|8M+(KN!0|s5@L7*dxW_UsR{972uw3{{S-h;lJ@R z{_NELJyzw<&gx%&{r?Mz<$w9y{*?p#VPpR(*^+;C8H2I7=ISh)W=x-oslA0P95{C~mj{b#56KS#G~ q-Mv3pxc`&l*gyNt{xlEs;Qs>q{#983 literal 0 HcmV?d00001 diff --git a/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/pytorch-threading.jpg b/content/learning-paths/servers-and-cloud-computing/tune-pytorch-cpu-perf-with-threads/pytorch-threading.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6b63f93cf196c202f55e9e0aa2264729576559b4 GIT binary patch literal 113988 zcmeFYcU)6X(>Qt{^dh~Npj4%IMM$KBhzKeO2$3coq@#pH=|x09K|zUvh>C!8DH1v= zDosE@AOuBGkOUOVtz?n(vZ`hMb<=1@UOGigLkLeGXi5Ujur~QTnp?9zD{8dL=OY08PKh*Cq|3#gp z?+)xQn7QX3+n;ry#ygkkadTT+=y}{H($6m}Dj+->0Je#IBwKTH)G;RqE88QM029O= zAHnO~xe#W400<3>j&!m%lRM?=Cda-4NkIVM0+av+FQ2G$rpJyQ`AzlD=MMbOMVZ`@ z699~>@6h@O|6hUxeEp()ASoY%YJ2-e`Gi7nBP5&-pL3B=pV`hqc=@>Kb35=g2o{cn zItalJc3}TM;Eo;G`ww{JcbyYX=1`pv&|va-c}4mIz%CMmmy7lBhv@L}L$FquZ(tY% zAA(>+XlS@E1Yd+;6{rsMO}-ua`@R2#j{m>FUS8gR)AaK4{~P{;7pNulVT-`1b0J>m zfB*R3c?%7Rf#mi3Qikq40g*ON&{G(a+lSzAyB(MZg26EFqYe-ZX%jO`AjI9DuxLPx z%}EG`>NBhOM43af1Vka&I4b1$j>7EVoqWA4>>yYgg3pG99NiiFojOTp1Fd%IK=Nb0 z5g2WI0)oXM_<>)PKTej(O7 z_&pGOA}aRyUu|QfBTww$p?oh7bDe~XsW)Bb`j{cCVA0+dCkq?U!L{p!|jKu_^ z4pC+iWswBbS@fXqn6enSw2>n@)Q;U&# z+_i6){$Kq5mi50%@{hiH|1Iyodhmb#{y%R50bi(}c7Kn?pFMzOz#3qKux{83SO=^H zkb~i2PhqcM&vxKHzi;(>bp8MSn$z$81ViKU?>Zv~Y0Mw}+|iFHttzb*E!rPcqW$8d zAsq+I!_S?M4D=6(mNSKR3_m&BFdq#yIUOw>eE`_me|G8sz<0;r`wEljtAB9G3jkn( z-`?JC{|9#%4*+$B(2~&l4^Cx200?jc!1Gq0n8?^a=&|fPSfQ1J51M@vfGi*ns6hPa z00zK8;1FO590nYK6M!q=3F&J9r00=99DoKc0ck)sa22=?6azS*9C!d!1NA@)&;fJ< z1Hce40!#q2koJ58z5*nG0#KQlnAn+knS_`mnBYu`OsY&eO#7J-OqNVXn4Fkgna(iz zGlen5Frk@}nX;MknTnb2GCgFfV`^pUW_rOi$~4Wi$h5+=!Sst6#>~Sk%q+vK#H`7@ zpV^ezj`;+$2eUtO1oH*v6y__;H<-(qA2T;IcQX$$PcRdhzcO#a02nt+6t)|t4%-hi zhdIF9U}s^GFbpgURtPJD)xg@IaUO>eV5_j7ENm=7EOIRBkOteZoMiD~iD1F7TxKa| zdBD=l(#JB+vdBVWVX*SDO0%l68nN24o?`W9jblw?Eo8mV+Qixq&83g56gDe#J0)K&Mv{O%5K8$!0yE!&7Q`7ll?I}o_&n{BRj~! z%>n1o;jrRx;|SwO;wa>J#L>wy#_@@R%E`~E$Z5ps!0F3*o->#89%mcpFy}{3DwhD4 zGM5S039cZnOI$a&YPkBj-gABD=H}kReSq7MJCOS#_YLkR+|RiexqtEq^6cX==Q+(2 z!*hkFlBbJjn&&$&FRv2sAznA$Xx=Nl4|#ie=Xt?hLc26}+3xb)h22%Mt9jShu5Wyt ze2RRge4cz4_zL+N_=fpb`8oNO_|5sf_%Zw?{H^>`{F?$o0@?x&0-*wz1s(~!5cn*} zE~q4EDd;PhB3LfiE4U;C6OtD)7xEEG7P=?YFZ5BEO;}mjRyasFTew>IjW9_>P()9} zStMShMC6$WK@=vcBx)-fBAP2&FFGmuOH4-0RLoB-Q>;d8Ol(VBO8k(xpLmvdt@woa zF9|sbONn5KJc$;GIY}1DeUgrnagwEy{gSIv!cqsNe5A6Z>ZN9+nWgthJ4q)r>H_K<9l>^0d=*%i1D903o6UxVY}U*tsOOyxr4Zpih?k#HyQzDW_nh35w5N8@oIIEOe)+TV*W`QTNeXZUdj+&YmBNf7r{aFa0L3E3 zLB%a4WhED-bfp%h&&uM;w#pZjtCZiX@TwqHB2>y$-tJ}FyMJ%+-rIXe_A&3%-xsj2 zWZ$qVv#Nn=pz3YaQ8iYz18QMvWolFEJnE+EvFcUoiyERDM>LW&S~R|CDrmZC=4lRU zGPLxyLbUE_&1ws3AJ$INZqwe-*{9>9Q=;=$msi(H7pwbJm#n9%=ciYy_fB6(-(Ejm zzek^LU}z9&P-C!Ss9<=;@Rs4!e&PMc_Fvxr`~d3#vjf-z9S43I85l(y)f=rJR6iJe z@X^7~#>&Qi#`lbuO!k;~ncOuYAmk8d5O)v+9FD9#KV1dJa)(JitUI;_8o~l(q_+Wf7rgj{{2zKqhUu|8~_JfhXRMW zW6H-Oj~ZFEKJEO_dCSGZ zCEtZ`O7m3WsUcTM*Fe{&ZtQN(Zui|b-7Vd(yMH{be>&~-q=&LcyvGYqNzV|^XDB|D z7pmb5>lv3bkIvA%9K6cBHoa}VZ+Vk^%zcV{zWN^Wz2>{(XX2Od_vx(3+5EGg{Z0G} z{8s{y0fhmpf#!k5f#e{YAY9N^utRWV@OFqxNNp%b=$X*gFu}0ku)c8F@c8i2bE@ak z&JiMvBCbb}BJCpYM=?ctL_Libh7A2zF)A^sF^jQ?*pgT<&N;3jULZa!{?++?=QGcL zx?pvoB7r5rC!q(u8+{4Am}r`K7sG_{#`Iw2u_@S(7p*ToxWsiS_|oent)%>~r~Lj&{zC zob4-Tue`}M$Su9fb~WtkWF9i_LB2r#h5V%g`-0|ca@Vr1{kV?0{-RK?5Ld)i6jMaF zapcC+n+i9t-lP==6i<|xmDJvnzLj}v>$dOhvC>1OH8>euHtyG*z&r2mTHkFhQz|Pg zXDg2_U%uyjZ?Iy2#l!oO_p|TQE5j-Y51bzKJv4my@R9VR+$!d(n5vb>ryq}0TU0-- zQLnjMD_WcV1b7nj_D$Vf3Q)<^Go~Lk2_5uk>Fvz1Dx-^v2*#^RVIY(~$!sZKKAcony$c z?s1Fpfw#7AhbE3rj82}Md^dG^itx_&-RJ3$Y4S|$40ZP6d)D_^bNq9K^V0KW3wsx8 z2?m5`ix!Koh{uVuOFm0qKSX_?eN0*AT`v3t|Mc*)&gYI5tCf*2?q5EBJ@=Kmnzkme zcI%tUx5o8D>#smynE)ekbk~W2>`sV03b91*$?i2_=mr1{Pz9- zgdlh7H}uEzU*JD{$lvb_0H6l4=^a-g>t+f7p4aTwP`xD|uS66SR&HwV;o&{1MH-G11hW^8t znVDfMFzAA|{+)}B9ooI23)-cBUmU+L&YcU|RR6q~c3Qz;tk8dM4mOUz(Es)4_8b(a zu;1lSeuB`N57M<#J{iHeC!NGd8R ztL)vUr*B}m|A3LXg{76XjqTy%Cr&!MKxU$kuish!fWV-r=$P2J`12Q%Q&Q8?GcvRC z3$9%+EV^;CxUBqM#r?_$4Fw(u7<~TX<=FV!iOH#V(=&_2r4JvM zKYd>LLf-iPW0SH4{`>{SYW`pcy8pq^zwjdf@x#o*0%Kv{;fIMi4k|DK7S`R`Y=Wka z>|PNw2%F{It?TBL*L5O^ct?(Mi7MzVDw20t`pwaQjiIFfh@-z5`kSBa8Gr}I z1PvHW06+o^hDuo$@c)NL;ptXzd>FfZdPR?XAbW8jE-Rra`lr+CN#~$uoQAR0r)^*HOglhCuaCVa!H! z);r8uDo`QgWEmq^_D%`36G^!nDHVLxHNJ{?a$*yguGd>wy7^<)HoPY5QF8PCGpX6n z-yP}~I(VCjv;eBOWaGmeV3;Av^^9$Ra9dV%6zxZLlXyH(Qt@>xBjiKsebaN1Q=$(% zyxyPCBVWD(a&*B%98VWr4D0YuB-o2?5lyO_ax>08X-;&SdHt%HG~XEHZ*yy7^l?d& z(2HZL)qi&I=P;!koPNM~jjVU**PJo5Y0P4*FKz=VF?d1KV1&hS+X`2^=(^7L29w$s zBi+UZ~HoR89_nLL24Ul(L7xfHIIbjfZU<~$wb*0^;%NOa2ZirvrH2sQ1H4T0vvVeWk0*)rIK0H6$iV;$UA zL=&lGaKWhn<2{@M>ldDm5d;&7p}I>0b+UPj?rWx-Qh}k$g&Xs)6t@b$J+*4fyqvf9 z`5XQ-FwHf8i2EE!uadFdd-d13z$yk;ILW7{t*8et98`7B@G?Rw*w6(z{k^R*qkcL_ zlx*|OC+EG2uaiJ?>lxvTSo>=(hJ*z%Fqp`fqE{;m>a6MW!rdE^7z1C7S4(F;vgFyc z0*iT%x_9kC`duLJ)h-o-p_i`o9)8YO4(~n-dPMZ{tO=6i(0EC zPcgWDl7|_bi_~NB*d9qy90}JuIdlC9X=rXvZ_Kml){~AR7f)w0C86SFb)!2Ma+Y--xt&Fs2TeuJ_NI7UyeL=>eUWPfu$Bo5YLA&KXtk0Vo8Gmo)V84a~$gK(eO$Gq@ZGaDKE2sj2po z+U8o&@`31^@X#r~D*ZB%d)x6Z{?_k27Vfn;Ete9WvQh~JY6-QPP%;EoibkH_f5qOYTS8gE%KQA;r)}P^>dX50lP~hE zIc3rIl5+=;;NF)0VNgXZYa2M*>R&=|>Bgsba@9{NgE?$Dteefxs!!kJRde2QD}E6u z($sqXdilnyr5B2G7MVG4aJK_ZIDv?x32PGk`)m;VPX|ikvk)TStRw023?(T^2I=0^ z%r&_++9zw7``XFsZLFEF&MgCg{hKQG<|y{Hlpa3# zBFeCcxyP*M2u_84lWK`IfV9kN0o;pUyGwSbbb-Cl6sU)WrSMcBlJpcK=x+U}`|;|w|BtU#*KX+Ur|LiS5-SP~mn=M&#V ztR>DjZUgmskq`Y;^};mJWO-JPmG<0-Z6G-XPq>F89n%DrYLhWC@!J5!eau)ByO=8; ze`UP4NIkZ}p+^75kiu8qMqlm|wmzu^uOd`c;jQlhtj${&0uNRgPw3bN8d@%O8l$oF zJI30C+DrqAtaSP@Fp)3}8;mg_eyQowuUc05)Ov+Qv7%cOG5kJdt`4I_zlS80FOZHo zfXddr@abeqHobzeClH$Pom#P%XWUxh~iDcE35Z`kL9zy;j&w@&kt!rN{h zmzw{2t~xw&jzXaxUN1skYc||3;KF zV;T-Eq`ufRd?WlK)?Y?!5ngcL6D;U&j`-4crKRQ-XCb$g?YC<0tjXT+q6oE8AKSg$ z;wM?F#;}Bo3#3!{3@piMHau$q#xSYLOjyDv|GF1jAD`TNzyppNuTdyf30oU!&-?CP z=gpCmZ!>-9#WAKI@KttbE(DOL*6vc{&_VP}S{$ixY4Q42ce}fFtKrOJ$()H-Ee@Bi zH<_~pe_V^1Hg08q@EK772|kiBg=~bc<&rAb)j=(#>FR+W`p&cnX~4Fir-r-91RsF(i1>#{sdMF+}?OgfXGRy<4+@ zji=M*yTPUDa}GzYl)pfTW4kfiK$wRvgYzKO9y7ZQi2VrP7366Q`jZ8WMarjF3iJER z-f`Mj;7jCm^fm^i3l8RNgvHL>JQfcyMgnU4bEl6Jk!z_-e3wyNh&}N_OP<%MhiI(i z<${Nu)zz*6&4o@YGq*cb6`Q9+GETHy&%T@H`~7Yn^TE0hzBhO-Xr^0X2@Ocd-X=WR zvAPL2JUQz@|8g8_eB{E3mPv&yN`ku4=QMv$*Wa@Yft5NG0{Cn zQ7_n6tEmth-JzW-jA@i4L?r(geX4hMI1|oW(e&1xXgP6f^psmbQQqJlk+Cy=hK4%T z{jI4->a4}qjVB9&*r-SbCnq(LF#{LD2M^DPL6#XcVfb!vrvWG*Rr%VVsLuTMUGKwF zL0qm!3O{|c;_!-S~MC%9*+B1?afl^D#m%ibH*4PIIiOU^rs0=j?eS;3N{VQFQds>RU?T8!49ZoGt zr341cIi}UVbpTb_X(EP{9x$ECf_Vw8x4Ek_K3J_*sn*Kkgi%dRn2V z-F{|}x4)xs!&>P64~b!Yx*i%u&%hIKp`_%#{P+dJU|QwK$FZ8iU+Stod2?TQLlutH zb0;LIx@ydarmWh?2il$4_pPgTV}lIs(zw+E>VW`w-C#d9RTj}mQc5QeA0@k7Y(ffx z7^>M7+G7{z4YzWXIlryOMCkGreuViaZJ7YruRe&;hG|IGJh6nUo}#2-n($E1HqiK{ zj*PV(+pIbWmyEYQHC`P(CwfX#{85SfDMJOV2Jc;lr*}t3$e&pnMH1@qO$#((sUB2w z(W*}wV-PM;(o@PuFW-!pZyGy0R{gQLAz=0hxB9Eh`sHuRV$_+1H&+a%pO7L=bQxTi zmay4yk~=)56Iu_GA{ay401rB0G4WtOV)uA0W;a+eAS>N5qGoJZ5tz?eamlyiie7tX zAoF?0S&8yceEi;d{K1{w^+FbA7~g`W33+b=U7pgNWNFV`SBG9 z&66*}^}cwNj;Y4*cgb=r=W8nZY|Qi5F3abkOtIbl*o~_Wpwc?MFab$F5HK-o zf+w^ir8?OdueJe>PFb+G7srNXA`XSi#((ek)Ed!59}w!imCIw~aoH&4*ib~op4U2u zha|43znnfJ?gAOl-CZs?Vay%~Fhly-)u!OMp|xoEFsMl0HQtZVn$Y88|7w(zdOM?I z>>GPQ1ZzouG~JW4v^%hOm_3*Yc(Z?x19-r2abY!=EJo~`sqHZd?lNl0 zK|Wa=U;FXZ-SJ~k#N#ME)BCL(m;nV|wG{ud%P#&@k*}!6b(-ifC7g^~tBxZ_^|4hiH@y00sr>Hsrlgchhh9Ty>#fe9St6#-=j^bN8)q);NsA_ zwSH914Jydag&*i5Xj|vrNkNV<= zX+r)>Ei~a;28SXt6CzTAltrFhkfjBaOqyHb5(!u#P{=;vT}9ej{qaauv%14B!@l_^ zi|20lR_*n;1Fyg+kOpbe_UtslrEVOz{+x?t`qJr6z1$<@@T_R+973wyfrWYAj~4mn z;n|kM0MCll;oVY&x(5`|=8L#BawU27(uGW08W-)$ggW_SRef*014@gDDU{`IC> zIb&@#rdmhp;aITD;bYSwvyY=Jh1UiBE}aa$iymii``p2HyJ0ji11L^(B3XBFxsHhB z{R-zF_XN{P4c*w4Edzv9_H(LeuJNSp@_dy-l9(OE-Ezakz=`Ib=wDh4! zCu*l*6dD*ol|>&N=@dpI#$!-?r{XV++crvmzy>xIvkISg77Q%4!0~wd3AL=GWNBo-BXhiNCI+eTn%aiJo#(iG! zJ*NmU@BIsT(f3`slQ>Xwy>DR#GVU}XF*tr*kbz88hitKV$q9t)YyicjCC(_Zf>BXb zv9@;qmT$sMpJ|?VH(m}41BGwqZutTcN zdB2e2585UM{d)6lS=~(E#fJ0bfw%Hrt=Bz#5>u`(eMW)%efsd?2n3}3lE&5~!yc%0 zXd+pe7;Pj?=@cLNp}N5T+KZy@^oHWw(Kf#OX+!E#mLP|&7cOJyQZYd01H)@)vMCSg zm5|ef0u`;hkJNLaBKE*12Hz|$d9cu4x9`*@l z&!*JS@8g5l!9C$LVR=GYIuVy?v<>txOph;>-ZMUs7)+!jeRn1?DwnO{w^?ZsU2E`P zW{2gk?bjaMM_;>)(5eFssYfwy@Qs734Un}|49b&Q1|WH+(~zWXzzPf}`*hbX4pHGk zfz|$J3iIFhR?eA=^uKppH}9O5)tT%#V5Nv4)7yFIa^L57dP`GQ=ubhMpZ-h~wHU^UFDRv@bxe2uDHFr_^HiS)M_Q+S9_}qXunRAmZ56X&XZbt@R_o^Nt!)Usolk-8Bud}q(r(?!t<-mf6*zS=9Hhkck*rG#U$u^Ky%0aRpPTI^B znvGX=FR@Q|YGq8$I9b&1aX&Y8Ztv6FX!D5BS>YxC>;CIa&b|0-n>L934E5cePdZcA zzJ=DvyLuH%xCED%Ge5q3FX`TyE2<(jOf zA(~S%F}8%%Hr1uM_^<;;Wa%h4S@>e@YCq%B$07D_uJgW8(uc~PJATNKx;Pet&x~Cl z1)DQo7NAwYLWDB5N5(J-y9gPoDe|Woql~dQZz=zGb(C<`EnL8G!8V|_bspb-hwm{q z6g%renIPk7Qd7_ZXNC87kaedWBoET$ejzhsnp?)sbcjXHsdvOhxYO^n&E%}hTg@t* zF}T!7n^?v^Nl!--?)?hyLMCHLE}Ap5lw0k1&~I@ebqp-(mj#mTP)h4ZlWhXMZho5y z9iO*(R8%B%xVM6#H1p&tHud;0It@R{KE8(@tdi0#t*!kj< z)@>?JehM_+biW?ESBj-@|BNo~ox`j=L?)>zzMa9*N=`U6mhFZaDb>8RDP!0>FX^ir zpJ4a2wZ&DhMD>P<=khn1183*Xapv2#!k_PE*>?w?fol<4YlkA5oVip3v@nQIpqdAF zs?aMR8(Wqu_oGPLk5km2Wa4DMTM2+SqJY904!x79% zRC3Rlj&q;2jYx}5P41SZre66VlSQt-$XARfENV_m4PqN6)>rF@`w?34vx5kkw+M~T z&Mj@$+3Q|!-v-$gW^K%)_8d5)q^)DeWq37i?+JUzm4zFf+ie+DetHI_liELI{apoV7u(m)*mjxQPF}JrPo3e&7gfr z6Bg*XkBm%TNAGV}+#*izrBH!$^*F0>I&-hur87gTS9+GeD*f_Q}E!dG!@tpNqq)7pTYi(z@ z;If5;Gz^|!M7|p&z`NA3gsqE0o-LC!bK*j#?g~YxcG}6NJWERIVAYG8SoD}6URU_! zPq7FDWHYc*@!&WaqI8$4j6MX)kbH>gIcOvm3D(HC_e+-M5^kSOFnRcJWlN*5An~eo zOtY%hL4u~hbFNRfuzuSBZ>QX6tcWpRCEAoU*IeQ6^Kig7OUCC&`{?>rW*5Qf1#{L{ z%JSb{2g2Coc?W&JI$V!6Im~Y=Q^Kx_w9!7+4wC}P6(Vw8bqR7@g zow}p<$eO+3B46rEMVp&n@HCXTPqo~ zvc9R>l)qIxnIBL-|0PY!ig-r?TMu7jqMAZF7mN);bJt4y%u6gK;BE@-T{SEZ`0F`+3mH*AH?*Q@`6o}6d?~L z=@RWc7)2iMkyV()``6|eb(2x4Xurj0g5OU!kJa+zi#FiXkERjh#qWLPh|LWa7r7RC zcJHRYS`Bw@*y*VG^vRY>oS`kzD!BX-OZM7BH22jy} zqoweFr!aNVj)7IAUPAiCO};FYM2F@5c)MOBGibnO`rkVnI1kA`4qUd^RS0aIc8s(- zl`4Hzm9~Z@6d+p$SK~;ZC|4mdUXRBUmHX7i4vk}=h+%jTMi}SVW_NO8(a@;((ag_O z^t4CVUG1LMye;&jbHVgIDtGu6A(JhX>VbKMfGmw<2ZUNYdw;3%$PYT!jx=?p@nDWd z!e^gn9@d^$Xe-SObFHh-ma*rU8Q+7~sJShl9o`xCl}gjgkc5#15wtw0j%ClF9bX&< z;%gn={>Ww*T5y}Ie!ce6R6$_bGXK;$(!a2+q-QI&b=b9;j7x(?eIk6O zml8vE$i)ZorTl^p6Gw>-qBO?|w8Pz%{PzkjZiUy+NoTHkN6PwHUT!R5+IXAvj>U!I z;P2&AX--K*h!ZY1Al|)Ic|WK?h*K_b{tN>%!D(tVO<@vC=tK%(n6cd+YaON!ppz&2 z92{+5E^}`=D%eP=GXASj_6xlsmHX7hx2;j(3Zu5d_N|dQl0H!II@!Nd2W?ajE>YbX z1DysVO|@L$a34}2CI`z97`nZW$Tr@1vsXz&Da)X_$&aXSbv;h7(|PeV_N>+9M2$1K z{J73uOEhoyQ5~iq`=t|3WDDD@?NQ;O)xm1m4$xF!r0_)?O$u5DS*k!=G8{Ur5J5{V z4hvXUf&Na76CrNlf?u2lS`3^XkBVC1f>oj=oV2WER5uD39JOS_9xTaXeI|YB6HVwK zg+8&0kqUH!Vi|tqqKn3kwePuk;U4wZ)H})!4kcYZpDpNiyJRc;J3s9?3>y%WO621P z{rj8c?a0ozgCEYax$w{R6j(`Ikg4H#zM621ed9aSt2NL+g6fU!PQVyryInC7UBjfv z!QR+TR??eJf&AINwiL%1>$n(Sni{2fdC~^`@s*R1M9!7TS#lgr@GFH#ht@|Q928Bb z2@4&iKj`rDBDkZ3!GY06y4@*k{mQTs4sp+utqpBa(Dq7F%gw*CLoC6=MnSv)lDGj~E;WZf& zcfS#PGBN-uH1nktj(=v4AkI&6bC-O&ys*bZ*J4=arQ!2>C|}Wp6ZlaJDs1)M4ySZM zD%;K&g_GRW<&U(DBg8?RO+88TqDFY={EU6ro7W+e>y9}J91L^YGo5zzIYYZWc|uev za0VANU@G zj!we0HT1J3*75`0&U;%V=}gDIFaezG0qjBK&e4@x(W(Pg8QaZ?79gw(gQa^rl|btw zlj3dPxSCy=s^iU06YsW5EIJvvu63Nvy$%p z@~XN1PR7bTLH;Lp#@ZeMLA5CcKKhCfTK<%usnpc#hQ^SRT|eoy?p z#)+w3lKZ^!tnc`zQ{V1pnGJoE@OIDzFGyp99p6n`1{G?XWwUsh4G6Owdj`m`X%AMo z-QnxQfvO8@FQ6zfl4Om{Ks6iEgnT?3$T8%)79&)KF=F(~$n5ls^D<3q@0HX)zYd0% zJl&Azt(``U9-JVwM&n=zdB#gmDYA7I+VKv!-ZQTVHj%lVM>X$vgjyZ6 zdr;&3R=*1JAI2&YZaNeQ3)!&*-F5MQ&i5;nAdr00`$=8eNFb?K@=$p|&IuOSxQq(y zr!+KNrI5!pT|ykD35c36!iD;Za6;=pf){uKi&LCd+V0==3q;o{zC7h|&(M3p*D|GA z@F5Rw;WSMGGCvCGok$v<94?5b&T zWMDRs$Ka(%gVbeoPVRbI7Ni(R|6EX|7V=Qj@uU;$GkkXRD$Ep?Bt$7D^DGFU#g^6t zbsw$dH~q+e-)^ngibZJt$ZdG(^@3L{to0XgeJ{FKR1 zjX!Qp!ey>D_K$8>n>#l(jyLhGHfE_NhexSp^V~h0Z=n7DV*N*};KgB3VTvXkPB{p2 zQg>m-isJ^%@5B%F&TE5n(#2b8n}CM@Q&QM7{icdHBO5JJeNaI-b zr`rMc2eF~P@`*cV>4%fB>q<;M6(6Iawf$}e9&A_7Y_4&%~Y@lX^# z#$@^box;97{y$KJ+95tr4LVtHIJskyGP*q#=~XoCMXjB#p)=F_s+3xisPAeu@s_b+W@) z7>_@U{ey?|oRBy?T6*Isbev_2ugCXbp=?EFyg!zMCI_}JW!GkUDv~Irg>ek!&Xn2r zU-IuFJM(qb`cGYk-8@acHNrk3>}U!6zg}Fr;iTif^asoI%f{A$R0)qDXC!}(zUHoO zzo_y-mZB%FLyujR?kdUaWd(8G&^aAWd{Xn9ZB^tLlJUvB>Eudb zhmIIcrALKdL&Y+ye>`>S>cvNy({X-5eJ`G}&7VRi1IO5>gcL5SzN>x989G83!=~@J4ul zZT1va(3qEM3w~W>tOQlCcqcioujvEtFyfI$-gX@P2vGbQj55|tLe@+yE4j$Ls zp%9w~{Vw(icJU-SknGaKx0>6OSj7;yp*M|h#EgCnf$Z=`b&a|YKSLXarWtiD{vZ3Z zanr*@=(Mr^D!r5lz9428pAZmZ2>nQQV7ylhOYII&~Tb*=>6UpuZ3Aq`l269>&8fK$v9!T6LVox*M#)L}^7(m%>U8)r-?P2!%MS%< zMlPsAy&go>EetM*Vn$(0R_Ro0@M|vvO6qNZ+^Q6#ms6IZsxO)aGSyp#Douv3BYHb- zX6Jn3*+1w=J)JYJ=#YGl*~^vdQ`cYW zBx&bCT2g0;#*z|CGX0iI5fo%IV9VMq8zEl_EJAzsFzRY z9>|EB4tu)KfcO|KO25TWqiKK=L}Us>4-#dr%-0LE9!-^5F&TQ`rn=VY*?ZcLIRk@P zTltM{mVe*l^DM*Lg$qDDE$bAc7a@JuufTzhKr9gp#eU!&e&nDx-=5F(-v{#-4yVn} zIDMW+pY3@$v30RRtG|dR{&l42LY>2!0Q(vbqu)Nhb?7G}tV`#^_e1cqA1>Y7Kok3F9(ihMA@?!Oi!?|{A=maKaEBre9?;9> zoek7=d#z(DUs7mDG1U2axu))FjZjE%D!alj_BANq6YT+xk{ZlN%1NEtP!QxzL&XqJ zOYv5Eb>n!45c8M*q9s*Cof<20JubF;8g zGr_gvW$I%`%jtK*{#nUk38QItGm0^5M= z$Ia}TvSPLkD~GbZRO?RA29qfn8I+J|WzQrt|6(B|5BHOM?7NybeKvUbRbTzbv#ytzzUoi4ieFl~ zJ=nj%ju~SZkxKIvCz@U%MCzjK8&t#k!x5SsZ(5Re)Q9E^dWy5vwUi_6=+q6lEQkz?+?>?z(DtdL&>N4|3 zgXhzy*W_Ug@m@+Ybdr+>ZRxL}xU=$7EohBz#y24sd8rzC^gIg6@D+8}Ht-~|_W3Ne zgI}D+>-YK0v~CV8%MTbSd#bbm(d-F0y<_jNh=X-AYY&17fO1kEWC6P+CKMN9BZv^7!cbM2l+a>ZP8 ziEM)(adtp zjSr*u3Je0H)z?DzP|fb6yYjBHUwj4J;j8}qAO5M%_S^s5L}Q%66V~BB&BLJJv5zw} zIOT45>`oTOPkme(j1Xzo=0w^%>^?Cs-cWTt0v4gfO)YEYy=~Dk*g<1 z@jvqS0b9RR%AkDx{~e|FCGOo6gZm(r2{Y@dH-QkK8Io^zUSE19NJ%vM-do%)8h4*K zy_n`8f1cau{C73Sdg*pp(>WE`rrUobiH*@7tj1;=jRx8)SEiV*%Nh*lMJe@&dp$|;?%b-)M~0zh%)7Dm{;N}uXy?G>J1v=w zB_?)eLMZn;eU__q-Dc}6bTXE8j(7>4W*{Wl^u@L*K8%>aG1gsrurRRqe2`rHZ9l~)sp1A&0k9F3+N=0Q!om}4y683lU>EHw zvE*N0jK!$_j6s|L&B33Ln~oKsN!13sB?~u=|5%HC`Q=M2P$$qY{A$%K>0J4pJA4%Z zzxC{?NgOe^H=G;%dI{-!R5myVdX9Ky3ygv>*9CBlikwG2?eq8uVZB#$e!=a3j z8y$w^3%wM~6lQmP?9`xJ*=gI*#ZPam2kw(+%(jG((=9*m%BLB`dfzpxbsGgOsdkKE zcq7}x+JFUSbj02GmrFh4mZ4QOnOI)1zW7YP{LMT5Cn5zpog%fN@IiQ4773dPZ-TE* zli~)7`Fc@Vr6$lZTzZE!v1B&%p!HbzCWjmz-_{->tnEJAkm>6mDI9wIkSzJ%T|bmC zrmqDl<3EN`wj{p~GKl-MaJeT^)wFVInU3~g2w&6JrQCPplvHx% zn!r7pbtk#H`g#?JB#LDkE1y+!95E@(jrh>Bv7UeA<PB3gvb zG#ZE34lF_kMn~u+o%}SRHnL0Fy-~e2|KsH9`G@rD6|UJs(`$asmz(YlMMQ;5tDYm> zOLEY#_<2aKbcvD))>2QSO{RWO;nTB=B1L_n2;%!^6BEOkUL!N}XWj{9+-t(ct0q6y z`Y|ZXwE0ZryY&@>JZAg?ysKJufWZm+`_+KoKB^Z}d)9~?Yr7kDYWz;Vm7K^w&e=oe zO8>+T_=5IiRmwH!I8QwaiqVK6#AiW={$}1ty#+q^;E^wZm^`ywPO5h|&$*iw>Y@_6 zUbkmYU|HLv~B`UGx(Pf%B~& zn61z7HGQtVf($@qZv)LpC{7{i_IaUUs=GupqgbubR&VC|aF*Ptq-xoQ>LI!O$;fU; zN80Ny8EVAF_jl+h@H+J{sN8+Qpn;^in2NvBR5j`NAh5;ghmn!1a#6m;I!lie{6o)! z&EcROc7B%kEC}KQJsb!kTe-%^Nj(dP$uv&nbcagu4@3Sp&m;I5qx@XM+`jdhN}}TAV_ai+PnBlch?@e^D>z(Wu%>AVv9=WA{DdRL%O!s>_8U9fMMPy; zr#N)n*FgC~7VEEqQs68>k^Aw%J&~vFrGL>dT4_Ja()4|#v(FZ)torUgp|m;MUT`sJ za8NS`)xw^HkQ=^(<^`oH!S&u3!VaR<$m}~~GIK?r%tIA#Rm93N&71FvUpWL1A4Tb5 zMt3-INRMr^W4uA}gfbL{W5>Bav`*a}$$!nSTxf2`vV45Ede4K|mV)OZD2Ay28WPGb zg~H+7QVfyMN}3w(mk@SQF8ld5kXx(DFvIynX$niTba}cpYA)vI1K7$h)lYnoU#0wi zu=k!(O?_XtFo=Lsq<0}IC@3OIRa#UOL`1{_2tt%z#8_xbND!nq0RaIaARsD2=s`+C zM?^&FMMyzFdIB1bq|8w6lp8p-=j(6M-&jyZD zL#se>)E_m16<+l#PCT4nJL)=WGAOsbF(YZ3TY4~zzYlxcE{DYjlp;RRe0RhtXoGgT zx5Z&6J_V%eeoc1BcNJOps^Hb#-aNP7|BgV_FZ|$UG)vLC;|T`n$qCi24^4^`Ojz9( z=`qQ^vI-+s60fnR9<(d$XX=|d{i)x?HB$1f?7)6XQEqb|wi5$$S7=>(S*T z`-2`s8>R!`&9tketv$|Cfd4Cu_`{Xz1z2C;Wg@>J{yfrT zA1W3NvWP2~ACH5<*K_G&I2MH*Wf6eUy!ylSbsG)G;qv*z#Y#i`*gVUHd7;WOg8@L# z>JQgTUJ8Q6H4IXc1IhpO1ODp?{QtRyI9g3ex*>ud)VYF~(T&hcdF%72v#VCY;oOH2 zyu<}hK2_P9uCD79t+IT?={912HNy`y6HL&DP(kdMMo#p8#vd-aOR#?11TLmlHn|v%})FZ>Il7c?Dyn^;twr$4W%RY&I7Q6glC4x%J&xz(kJV7|}+TdrczVpuZXj zt?=fSM^*F$;M)CQ<1agl=<0?${3v&0)eaI)uMTta5CTSyRHPD13nVd#P2QAV+zy|u zIxI3Mq<~~0G-}|#p6`iIJts%?NK6{|(6Kvk0bzvhBGIf#V@nJ!nke*;sR9XJphXtN zlmpekx5$#`Tgdw|FT;-GDu4XDI$56YB9o0LfymW{slAvjvyvFX&LzwJ zLWrtHUYE6TS}#RS%8y57L)<4*=XeAyH=ZDl-O5%;OZ{khY!9sY zW6VPbM64)<9NS(L84e^*Lxn?9-!1-WsRX*}_S^n7) z(l?74xRlD5!{}@5=Bd*C8M%@l96xI8-lz(Hm;PG@+-xbtPv79|RA<_8`aw{4V6MeA zY<8BCM1tc)c0kXTqz#-RKV_ex_wT_c`Zrpty|B20bk#hht*&E#{1O*`0obu$Fcsa) z$xJ|8ZgDXWhu4+?`DPYHot*bD|-WQ9H{Ve6r2sS?>9yAEQUl$!Yo(S2blhYp!W# zZruA~o5|XJ1?QzCN{e2;#k|2Xt!$*rv}*DNf1W_f1Ki}7N}WkiuCPo~!?uvu8_0<yILBIM*k#9)a5=vmf7Q; zThulTYHIG$dfBdQbhbeNm0t_!+zMolqGB*0#cRf>IeAGb~w2VM!PDK;H*iE5|(K5Y;TxlD&wRl ztTOU9FYvz=HGOofb&hxgPL9I}G&z#tV?6B`34)sGcZf8zf3<+F-_hiUToIA_guEuJ zbSi3`9Km0bp0F#7hqlQP@S|ZV$T&E80SgLyYe3-C=`$O3rj_Rh9KTcMlC9p3RC@bW zE@kLlp@ccMRzU}zSN#@g+K6C;}8s7qg2^2+$Z=;+Q* zN)JerjxN(in_4+_DF8lb_jG6__fd+uH+!21hFqjc$Z9oTUq1s>hBr{PZe1I#0W z!a&)Irlw0(Z1H+RO8�laWFl9$|33auDmtn8zuceme|aFPApcsgJGhi;lHx*M?U0 ztH?P|YMA#I@-UOaPqV^T$5f5;jnx-$&_NlNv^v8TT1>AzISUn7*>NU$M{uFpXpJ^Kx%JNGNYK+M$A`9oc9sEIVp;dZ_PWdc77>o)VqZo;n*1$r zLDn{?n|U6E0(4JRN>CI*bZVjQG3r`=9X6!AuI#;^oprdmLhiWPY|2x!WQ7k`CGgV( zc}%NyO_?R5j^?>+$2^TP7y(t%Ak{YF0aautyKb@fQq9n-!v>Iq8-}yD=Y5nE!yC!oF&7Zy@@wprOho=Z4 zS-ZDw`%oyC>8T4T&@CC^>$xX1cb|SEnh6ihy+44-rWcK1?M4NFJA7>~EjAeK{E0ny2k_v-q7U z^CZT@$Cr~9$=>|9Of(5r@yF?d8#F>)XJd)C{%|D$eK8`AD5hFN3koxmpkL_G94Ai- zH<<)b&4oly7i9#wC&{{8sMdO^xyP=C^9`;1We*6Tg+!M!EyoYG6qFow;Om+~SpDEH z-FW4Sl$3OMlNm4OIH^__AA@qI0VcKPj7YTfd`AQFG0|&`9o&@<&bRaQ|Z?L8b-Eko^J!IAR2SNL90Q^JuWTE&cLBviqAG z5%Tfg#Ok&3iO;jyUcuos>Rmir!$|{d#zA zD0REzdyUTF6tSj!q#Li9XdykFn@Ay@XcYAd-=~^9Xu>utNJLvEDLq%elI2e4KP(#C9^r+wFIkoC!@?ior$^LC!G%qkU2m zq!9raQ%S_bDJpbaBnmbgTDUxI%~F{ttIJ{}PT$BO^fQw6d)t2J1g>6KgX0VJyW1!VH)x^Vrm zF}WLL@*_KQI+1aTod)+V?G-jAAqD*2smIxy zAJur~`o}jI`ry{w#%gyEJv5^Tax{KM2-i*pU4Nen zFg%+f)WPB@r>Pqkf-DXXTHNkeN$SY(P)Qphd>GIPRc_xpi;MoLV1N7e;aip=zP|qU z1yQok4(;0)_BJk`_YxP^P1|(vl#>#fJJ21@y9bS~yo7)NCj8xP*4<=SOg{e0ZP(;$ z7CSr~Ywb_wT5@%|efXw5QqklH^2j;x)IuOmzu92ZLz*&W4v(ZvN)76~{v{&hjX&t> zmNcNzT%S7i@27uUt}>o^e26is$=`qAQP-9#lLL}9SznfNH;sAj?7%45Z*o^ctImbow^ z{cZ&9A`wz0b;1-8s7p{5z?9cwnylXR&QJSHV54*<8<%2F3KA@4@!pCRT)oGRbJ-?? zeK#h^5QFyOtf<&<60Z?2Mff6h+VRAlpVq<)Tc|ap)=KJu)E#08cS?kcR+PgJO&2mB zaJsUO(+qq_lBi?8`W?jOL5ih!z;W^U>+)Uwl?vwscX~+tj;(n4)Kp-rJj~=Gq{!ss zbYQDB6ExAF#Z214f|31#E}6xJnx6jZcld~dYO7br)2?@wsoZKsN6gRXP&b$NGeyx~ zoV7t^lT2SClO8uAsjvfvm=!Bbd!2mxTAIu^YXd5OnvdIx)0krEbkjq+2&k6Zh=Mnu z87lgH34}abrBJRbe0k2$(B8bXSN)LMR*F5GkE4rHW*2aFkD(Bd6xA5sNst>l~lZR2SD$?%%_d~OYN@4 zaTjr|EV)Z}_Hyqvv)&eF{5g(dA_o*EzCf7U5Y#CW!Pzs|bcNFFtgVssrs!MuL(lth zoja4fvQom_58Vyklk~E&flKX`h05Ko!3(Wod=^Gry!Qz_^v%bFgTeY%P%LfGzKYKG z_}xjoo_tcS!HtO<;28%{GqgS|hDaUH-&Obb>?fRKr@%e^FpLKS=sjb>5tr~our3p0 zx=4IJ^Z3oZ_>m(6tMpghNijg4SPf zI%1*RZZwvB|mcwE>`E&qV_*w01dqQuFO(U1ljt zf1pV;+sll3`iA#b?l0y=$JJ%`#;bxuQpS}C-!I&V&zmgiE5MSEY05gveu>_NX+4a& z+1u*`o6+w!jC|N+`tT0k1`0Z*p>p5ZT<~eCH8U%hhwoCxs@|%b^44D5j5SB#THzER zde8zi0UY6gIxp-;Mo9m-9Bey!`F;Pm>+tvZt5wp>hP}eC9qK>xxvAzK2!kVxf)Ib1nS)l<^}h?_ru0g8OMHPe zS>o{=!CD%g5z9_7vY@U(YVepQLs|({zb(`QAp~{!*gahs(VptEKdW1jdU)8@NGb|6@%z2$jnYy!@2KRwTAHO#Es`bB|-m-(9HuB!q+t%1i@?LWj0 z%q|D08n_ZZ&JX6dCZ-hBWI7R}dRMge@TN+oq!+u(?!P3?Z>;_sa0DV!;kSt6c4V*) z-K{WLj0bVMx5;)W5~NsYh4|J?fMPd7RtvErY5e!n;yZ0F4K+NHsO^y@nqs!*~U@^*0a8`ZtTFh8y2zKon0O#WZAFl ziy_1SparCufL_lBjAE4bLc>hWY1H}Zzj%|NG?mo3RT6PvprE?qD|tw1PTIXn{F_IY`tIBHkA8T|wIS7FyI&wJn*|Q#2oE^9fT&3HB0V9B5nYIrp0aN6t zS7)At3 zv!#n^!8n_G`Iuq<-ySb|wx{WcVRh6sQ&U!Wkmu<*=umf9lO5F>+QZ)^GC5CONysqK zXBQhG!TBR=fxHV3Er9}#xJI;ZJ^aIk3q9eQ675}*N{9oin1-3Xk^BVq>lZnht=oH2 z2@f`s0}Zp11D@<#cI<5c#}vY=JXh3brffIcwSSacrxBBJH|a`gZ(CpYO1-xq@w)7V zKowx!vesM2XVZld1Dnec^eMpivL65If1+{Vg?|+EnBu40VdZjhty=Noh+%}R3m-X$ zroeNTYxFxd21Aa0WW5qi>F0w%Y9igp7?><;dgpuiIGo^O-?#G=Euq2iaq^upPB$T0m0-PK3*== z2J`X~y!vwlMMTJ%Ghn;$pqQA@bPQRf+&OEeL zT0C|6DihZNPtH4NEm^X>!8A2G7CfNl?4)@$cDo*0rTPhKu%&rlLyYT+Z9WUTr2I*B zc7|gB8k-v|4N!kdbi=mp(uVzEk|zILGcq}nb!mT0=i#70yNu-T)Ar7$pY-(xl3cQt zKUQpB7Dz2AmwdKRD0AdG?9Nw&9Eu0}O?^f`kM4)pXt&EG?u(oq_;v0na6GU)Zr*1k zIH3MI%4FC_q=!>w)P_b>`=)o6c=$Ah$Eg(^1@$1$?{Ki+nlQ7%4WsNt2N6!951YeI z1HIT0v^-|4v=FnPat-1E7$YD7e^dy-G39GuZ24g(n+f7*&pQ^t5-aV@fbi+uYaY@+ zY%<)&J38?nQ1i7jG-%gEn=7CO3>G)nhuFa4P`dIvuJ>4#GQd9R;^Q-L0S#gg9AsR= z2{$4D@6Fwqv#JSV{l`JOz`&P_9#OoQs7Vxl)b@sC@I2sS|5TIV$I%; zx(1R>&nV(=gXI6Z_5WJ+{{tHa@gZ{=ocH{9(LK(p&{wL+csFC^t2^ZQ?nlG$Y6_BS zd2Bx?B2c3w*yh!>D-YcIB4yQ$lzH>KMjt}}_WA$V_N7n*l;bxOq8V$lw;FnG52Y%e zU(vn1TBSc}Yb!DP^qK42ou12A8Njc1+O!2G+QdUgw1RUD5!o<@r6NRp=sTAKj1SEj z_NqTm=B8vzdrbv*T}^R{#5~2ZMAKRkG$+BexOO0r3%_Jh=KV-A(~?~s^ja}bI3-hn z1u9 zQ*ViqMUKUX8eHOk{ckGox!3turvCb_wo7n6ZI!G@up|C(?bK)7DW$NrneY{a3yIxW zdVL{;MLKl*A>3ypa2cotKF;6W;t(#e>rgHq3mT5^5Y=nI3K%3P9cz<%7)X`a zjf>`}K*#8htkju77GF{488XLwwgPu&RyPdZDPQ^SZ(rn@jM=8&YT~%U_Q1{alc#{y zUgI@(4M92>$55*s;Ao<}8#LKDZ@iTDHjb8~j0< z-GKVI6)sC8SDFaZg5n683$ShA=q{y>q%q-d!Fkd$++=(JD=F{atI%s)Tjex$N@Jz- zolW%(a{!x6)@S`q|t-G8_q1Euf9M9M>&hNh8uiAJ2WRI0tZ z^rzHMslUbB=pSw3N^iQ2Zt&AeXZYLu#~nEWdzpSL1NI9OE!LhYnq5acaOi`uNKcB&xu@7{5pw6%jBVYHtKSVyg@MDjCWTVDX> zzFHy)p?7-+$vnzTbV*mOYRFz)n0ucGuhyAyz456>^4x${V&&{}w=gt*^gE^l2C46g z!qxzX9w0&VgOFvc%cCaz-hmU?#Nx_^s==~l!l;CmR9R(Xy8PnzP6frcrQ#_y9~2&M zIni>c_;z9vR;UJ+fZg%SD}V%K*IkO1mO~mFvo{>Rsd-JAa<%XId2@%6=#EZ|%0Dg- z@hDk#0dU)&V3J8)$e2fnvhuuM z!}ypk>X)%lzH_kowu?HI~@YWw7$EI2}sj@98VWpCcZ;8FO&%;f)z2d~%PQ^Zk|K z{w+hRZRxOHm&JbfN!Z6}mrWSWTx24L@q}H1xryOMS+NU^6v`K}YX~v}$mAH^gFh#q z(AB3-yQMCUCT(pbu7&JHVx02_l>r)UBzxv=;>H3i< z;hEUl+yf(XCy@S7Ia2o^#WzMO;pw|dWh3_?{%ia1^P*XpRw1Gn{4pAQOZZKe5Dga2 zaw_u49*sgPdL_QIpP1@AycHa$xtA~y*U=t(E5#(VsSx8&<^eg0#~O5SEgJ4c8Z+%e z;N6qk)^;I3{t$6j$;(Z3wl5gpMS?U&Ta(A< zIXinPa7Ya})QLpp8P@;+I)0B(gMqg5AF|McxAW8tvYYjKiq-iI-6y7HnegoJr}Gw_G>7)+M@Tb~z{F z2u6ZProtwa$slxq5_ADtV??v_bbp|%$s~zh%EHgS^HWMXS<0gtE|}D77GkMq-2DA* zZ7&yXJ9bj3dj<&|Ut(Y&D=Ly}38O#|MV$xUe%P1|Q{N(#*{J`M>aQxPl%VbdBbh6L zcfNAy&gTZqV&tUv#o41DqrV_%mo@oWhuCE(O(s8TKkZckU4q&jrz6*NDce1_vo{M`c!R`i; zmR!wNjNr;0qf>OVbwdTDsPFlBInIZQVa+d{u6}!L^RDY<$rav%J)_u%p}%lGB4}5z zPhho}<;|J?BqdqeXskcmniBZ_4dmL1mSBo7qTai{^FA!?>s3(cJ+fr@tc#|t&NEiZ z%c8M!iRAB?@l8fmGc65hYxqnKLM0Y-&3Gy;cdpDm|973d`V9jWZPGV$<+hym->=lB zCXUOXaxBgwpMqL&Of!L0y%fC3XacP;oZKX$?==cB8jveLd3h*%#;*BmkeK2U`%T}s z)@LGG5A~0sGW|M6t1zvFkGdm&0oO$S7+2a5W8)!AjCER7RLan@th&2?S5`~`f^iS9 z!IwzVnAZDf#j_NV1cW?C1a*wAnnaLA@s5;yF}g){REQUJ!3P?ejNQJys+#2cd?kIT z5vz8zCplOu5*(EuhtUF@K?LpeU#*-X3-0SmHI}(XyM~Wpop^o2QQg2a*l#{O7}ZIV z(2_LryY*#sBZm$!ISraCV+}l#0L~a(9IebU9pH$R5emz_(bAA1B{Sm8kgo5ma6PLl zcA|$C<%>2o>o3OHeiffKHE4($-}0kd&d9VO6)>#@b|PTwE;v+tF%b(6IXT4XekciA zXTz7LJLNxzCZI|qJx{uzj(=;quf{V&oFKML3)Vp3jNk4BJ@ziT-dX+)il(@~n}|CZ zAE2^r)O?@*GvVbzABsgww-j521ym{F?|u-4ej#H55!-;_Soe%>bSuM)_26wVf@z?x zp%i>eM%$qj;p}J;611JyEkp45+}_kh)T}9~l|DrP)CgT@rafg^44A zG1epg%{J-jUy5g&-=*pav#18i{o#6`&nc2m4@6Y^ zZ7$nUNYH+KS7ZN}Yb%JW5h$68O1h=j)|2EzO3z}s)t4+nl8fB!I zb=lsL;RxSusI3P}CXEu0nm!x&xamSF@1AGK753SR&|M?^N>9KT8DT_sKWJw7A|_zn z7}~w&&FFwXT;t466V>=O>~_tcjhehBC6u|$4?_W7R$Xs}yI$9AQ-9sm7?j-4G~IKO z?#B-s)5RQ_<{#Ao*Z#Lnuu&McCuFzsyHKTzI z+NBPj}?aqnmea`MjS+PZoRB+e`#vW z?znGsunC^+k~mfPIH;%Qne9@5wZb@97G2;3tt15PrPS&ncEWudt!x*C_iY#SE(%^V z->K2}?U0Fm;Sf1hH(SSs@Z(`g#sh@$zZquK^TEo0S#ZF009v6YOQM~k8lFBoqJi=) zgYv#luG7354D9=l-D4g57_*etI%W=_%ACKv2z6@mSmsQ3vWf8mTmskh$gdXy=I*gg znm09O)>|qD?ifASzaL~mYMSc5c^p@}G$%41G=qyo8!b$qAkylh*&s&kz$XUu3pwFF zpoasB`oH%)SO-`{SqohMlY#iXlQ8SA|7r!s{hMA0!5I+%mJ2V1;=4C76Q&d^Qd_8u zbuDPMt6G`ttsDL&cjOq7D0o-HBSK5I>-%0)#Udb(Wts&NV4at5U#PEJi4L zc@6Z@^B^J>7s)4An8Yz+=1d&dmUzSpilY2kUFr&n40deWSW#R1~Gk91NT zyqX9S5qcN(^V*EvW0djCPXAf|no#70x*>VqG~Op3!K9mhg?sP45IN7q`U07Q3zS2r zX8e39$S!ySR@%s$jz0+@8KH=l2K`v%yF31V1`Dn*kEXud+$Q{{^ipSY=kn;Tu=)K- zi*LXY1GIwSFwQ4n#$M8$%fqNl?nEC0Vjx8ONZUu46eMy*-ibBR`}B>v?DtuzT-$Rj z{KVw-tZlE^?obG=pVHlCE!0iMMVi0{QO62Tuc-veTNT;bepugKDR%mGSmpPpC(6N0 zBwjWkHRizu;cg<~O3IKONc1^iFbF~OKqxRvDf@2F9k;gj1bsE=!4#tP-uBefVLJ*# z9&CFML-6SDBykbRpgiTnc;Lp?sMgEJfW}?3V+mxjS3=(C#;hLkH;k__NKi+jH0DEP zYg|@&?PotPb2n&e^d4jPz6^s)im=2aDB#pK0j6WZ6o>V0(VipzN*t@pFcrYkKqCrJJd7 zTy*&O8kvEkDNvkq05_Cg*F5uwYq?0Y^)2+&9=uBrcf3vMSScAFKTVOktN2n&-!9N- zv<}#0pb*UaC@y;UiVSV3HBW{nl#%ic_`qm}8(n+AcrUN3XQDKE_?KXQ{dR7|3?B;-miB|i4N%fPA$cHkD?l2gMC;=mR<_h7A{Xer&Rej!iIg*aw zW1i~!eKy*`4H3uAfgD35r1A{f#(#dF%Oh)i1Rj%A!>ojS^wsLHm{1l zIp^7jq4j}d_pC@a3A#Luq5EV0^*W>FEOVL$wu8uv2!>r6($zSm{_Cv%BjfK4q05eP zH)KnmloospyZi9Qn-3~>>)%b}9Syy+79?KC^vbR{qW;cF3Hi?E<7arr=8?@mQ7<>|bv& zU}6zgquOGudU_CL{T7;OXH0lh8cvKk^}cabk-5?}cOXedi#KI>sNkAP)OOc>&6n3X z-By)pSB4HG33`e4s8k)jdd4QTGntEzD_ zqa7l`*L$h-JEq|W0X?;siy-UC1YlOS6m!E*p~g{v0g~Yf3n((2q6>IU`;CNi3SQm zPPFa5hEJF1^A&u)S{P@0_JN#N5BIa9Wb({zJ9VHFwPQS>W8z9^s!y6Ql;$grwK>Zh z-Xqy%??!FVI>e4m`72E*LwJMK%#&=d!fPYcYW& z$vXl4qDxzy8M#5l4n1Xy)r*3>wLde~KUcnccRDk~{=PYUkJQ?bjcuyKK5GN005pC` zGDe3{n$*XK%?`RYRyEaN4y?DWE8Tiu_w0e>SEXyw4NtG88^E|YCc(uk<4pT#z;xBZM;+?!nM5V4MVmwXhPS&RGkzx%|sqF3=x-dp3nfEfxm z3q?O4TnzWbPRLQ>yHZZCFFYzbx3`+U|Aq2g9`AzGkSWZkmjC-7uIoy-;F{yL^T%tJ zKSzECWe9T-19c?}=x&tmu&eu{`=h7Ga&)4`zO_I zieyuzf84??*2Qtnvkp?=0+2*|pz|)8NtSn^xBP8O-r~fBgGfK5_}w?VZ6eRuj9=wa z&;Lhu{_ok7{pMk;vh$jFm{-sMO>RZRPJ=V=iM3htFba-2Q2czfH`8MH-5NPr>nWCy zJ+*fUi=Ca9`o%_ZgX7VJodX;KM?f=EWU> zF<0K|C$g=f`A<*4Fkk+9dhsWqzaqGRJ^V0i8_SM)g5@>XRYF0^c~>tyN+bm0(+y_) z{gPA9eOA)nUHG=*yTI>ghBL%VzX$i!FlCsq8*7>csU{JW9~9vD>b$Dc9MLJSqV{sy z>UZkpqc468w04Q@Q1(jUd*=6k)kS$J|# zV_CTOKw#DdwO3Z}4TB_V?jBWtOGmbdggfg(1^K7|Iy~a1m36n0cobkRJ2zFv`La(O zxmpyzeHQg0y>)N+(GMy?y30CG$esgX@Yv+X7+%yV_wrzTJA!5lhg7>`O!Qbjz%IE~ zXY{qF95ixkY!@VLI&Q4&Y;H*@;@R}&>;$Ff_9^HAEr?9) z)ZETG0~!dy%B>igTK^$8$ho>4U%XKF##{J}WjM2Jn)@FykcEbi{~X0BvKsV)nIxik+bs` zP!QQe}Yt$!N7=U+L(h*zxOJwNAhs@`wuuZof!?)475lv^BtEiZlFdyUz`*yeq>My%1BrVJ_rTmASnX$*-LB!iJ{K@L=b{-9du* z4N_&?p&fWk*4W3Ol&{`q!Ank+oYGm|mZiAojL_uC8!1ooxm&gojX1|Ktq(EeXT)mH z4nIeVOgB7EJQ&$AA$WVpe-bCMha%u_Pw3A2K9OL?X}>Z zq${82mJm*;%WTkM@DNFIKKhlg7v&8-pkQTurxpKjJ#{X8x1fg~wY@Pf+N*Pip74Tl zPHw&|WJQvD!?}cK;c z-=q2Yb^8{vKu@#39CdU6z0;S-i`p4Vp5mjd{+tq+Z*M?N_~mvKiX7JK=Z-tE`|jtr za*f$r)Hp6k9t>%Lv&0vJsd1QbJjL~$deu>sV$sw1)G@?QXFiMLihY3yY2ZQ&oOsN; zLoLmQIXWn5nt5C~3huoN`>N-ym!6%KpXVLD&f7WErwNj+ zyO7bAw1^r0@ETC_Ss3Lu9H@LXN%C%A9$UZXr-Kw-r|F@HM~-)*AAlK9^6VlsfA9ze zL(Y(a?;!968(yu&8{}o=Z4)-0E)YCtG@ohRSZQXXaOh=?Te-qq`%UzFo0G64EUg$r zeoy-8j0T*9ogm}x&E9G}3(6uSr)4Bhr4~wm%MyTYbF?hP*F$|o1iUM!bT{pC_aBwJ z7XLk>sp1z7@0Bm|oMVFSBv!#!tllg5?|{%dlW_7gf*NO=6OH%+FqmOAxx3F|*x z5~9-~$ILb!y>vOo;u6?0A$YN~h@J|FaYApmwDhBDpPm`GoUgN{Aw@LDW5iuTXSX&| ztnMTxQyHeYJ1kW5|H(n5uy1`PY@=^(y~00`%6(@~(pgnbynj;8qeV`I`=mS=aQcAx z0Kir~Fkp8q(aT`RGpwLrFTWvzO*Q~MxCyQL#ockPuKvYz?7r-&hc_?iEy}|3BC9gqR;PP)H1ExqZMHX5(g;= zKa&is&Fwh`oTB((4vW)wA^5;wD}%UU#P5cKP{-u|a0ZUf=U z2h$QFzws9=I1B#;YS`5vn$~0MR9TYzRQ+Xcz+Lr2axWo-SVyyKf0mNj`&aXR<@Fg= z@6Mp%(&JMmRBA4g;$1P!5SB1KyY-5~fv(=tGqCS}BEc+C4j*1)wa7 z;sJHzQ>oii?`KZ2{^64S zPb*e_P@~t0tjN7ZeC?|Rgi`(Mos4K%qb zi%eE2s$fs6_F&pk0a{MMA@ zw)bwdT{RH?sJ`&u(^xQc@iRvY)6)aNIGtGWKU@p8$xa#%5OVPE-&rD{vC$uk`B`dS zp3%G;-jehvCsNYJF$?@T$&0}fm%VB66jE2R5}00w(x7WvSzY}2c?L1G^0ikp{h@0B z&T{+Ps}T+Qm)h~Ndy>?dpP}?ny5|^dnfmb8q7C=-da;U0NX0>#I z$u?*8p&Is`t%rA12jLaJ6z1{a9oj3kVKw`UlJ=A;_bQtNWiywk#HbqU315z|>44Ea zdX@BO0CE@0F#1wOV|~h}%Bh9q@2v;@#yxh*@&}&66`*-At$JW^5sVk?>o{kiPYidE zHBp!j4&Umx{qnB16}RZ?p)-Yce82iC1HSA;4VJ&R+ot^TS(jz{^EQiqmOVR%2!74j z8b`PW%3&Vn3@lN4YLPs_dO!$VL!b?_`(~SG3o<{Mr`&nBA}=R{$*@5U`!#L~PfAPP zuKRJVKa(Q>qLeiJ7IMOnvjd)wvZjkf4x{%kVt2_PB05K9wEHkfjGxzlWBGiVS53mc zHjNhh4rMMr?&yzTb^t*+xP$?UsR-j4D2v{S!5f{Wgybk1S`8zwTHO0S9vr72o9hPG zJB!~k)VCFQkj>m+?E5=%h!??ri6JKu!F%nF;GTwf+VlA7xCp=7aEiWf<4oCjFq&gr zHTfzd)zQ zkOQk4gNORKGbYqXt}}<^6rVkAxps)kI@R#>I+6XfpNlhSxg}`z{x}ja$eci5g@nG z39dPZEXuhWZ|OyqSPV)#GqzqfoPB(yY)0D>|Hw$Fokp~jp}Fo>D9)?uPWD_+*)H>-=ch^#d%JtqEP<#ufCcWzg0*ZT=DiWF-A zz`Ssu{&7nLy}t#NPSz`QS~Jm;IKe}Okg+wflQiGV%2} zw^KfRvQgih250_VumEW&z?cueAG|>h>Ly7+r@N`RSR=Sn+DrYYk=4obg9pNomKx#j zAI{XWR8Q7A{q(JQSjwB$z~2!Jz%&jIMo$8Huc9M4Ba-R<11^FBG!=oujzE*W!%a?< z(93I=hjkH^Z#Faz`^^uQ2`4rWuB19`YAt)s>@jK0PM!Gh408s+54TVLzkDvYr3pqP z#Y$kaQ%S8k!fH@wOr@c*u_5JF`1FpeO{o^jPhZF6S8Iz(3gxNsd5*=j(BdDV9t`Fd|ruZIwr3EtC!54kJ&@X3nc)A7?STiE4LIzP3)gY>uo6UR9^ zR@=<%GqMdzoy?J|wKCD0^uuVR36CHHlvMOqHV!!RhPIAHd4 z1WtZ~fx*eea4r*tU{@!wc0R0qgC<9OM<<>=^_9*}Z)?d24BywYFXDlZeRbk{q1KS3 zvlt_UB!>JBMhh5u>}^a)V=8#rS_?>JIELzN+TH#jseD?a)~TrcKKeTUYi=vd?Pqo; z3OHAYN*E+C!!HCX7kbb|b}EQj?_uJ#U~(ZPsql^CC!JxM{&*Q@9I4}V+1l_!W5Ss< zq_;<^{}bUZt-A{Bi%nwrV4mHy-~gD*9eL)f|B`x$ldw;Bwvm~oK;8jV9w3q$%V9vSKEgh#jTfSLW>>J$18L?$oU1U4lD&q9*Hcm$n zj3LCzE22K(Fs5}c5llYa4S4y6nvPBAFGhcU@F7o)orRzTmKp7U2X3KXH-uZLM=Ipn`uchm-H1GDabQ)N_7P@y6xEqqf?vmvR<+hiO%cNtb(O5`x?-ID6Jjo9+dg_q z`b>Jqd;1g@7dPTDXr)E6WCzI0EGaAl)Lmj?eD#S$Htpu(cg=w+CfMZH4aj6Pu z?lowX6tRNo{R{bGsXxgH4EFZHkon;?TkjtwclPecI_c4DwVqX^qs7ZmVl1-npm>=e z&DA1>@$I?it}$|!f@tqa;>dHp(R12_<1CCT4*Hz54XD%R!}7$t*oA*>OLclRgSQ7) zj}7dUV@ZxN!Y>X2Y+0Py7m~;=J848~Pdfmcbpl|arpXeSc>>b{kWoH8@|Rdnw5%5y zAumv7^w9JWmHD^VpT8;@zdP|IkR<;_$8OYhcgoD|QfoG-`Ky4BuY}R;dhUQoBRvKy zZl=e&LF-IpnUnD%=3cLSbDY%OU3$1Lf9#Fl?>!(CCgN#&n*XNFee#wQk;bi7=&9jMz19FeVkL38I{OE)| zdL7GSHQqgu%7x~dL(u&AlsCW_>U0DmyX2g;sDHd@mSC{)&5j8P`w+%LWytFEQ{T>9RFc8qH^ka^k)oS}1I zs&(*l=*?b-ST~UEe)xOb8Pk%Br`g*1Uo4v$;_Ns@FMO5tJLTxtqaD+=El!%Rhy{^c z+8ga4CDtv?0M&-rQ_Tk#Fm>#bO*h3X{-p~_CxyU}Ye-LN^oqn^iP?zombR+27BXFW znZa2Qa4ol5DVV{(L_q2eEG6WhmaE(7=t(Cow;k$C<7k`Tps9GhcyRJO9KMB}W_1_y6uh>5`}0;-eOoSp2#**kc$+X6!H7ecgU-#dHk*o8yQ zML~O>L^E5qt?6g%?Jmih$Vg`M140Jv7=X%U*$=SfBE-ol`_kZFo0K{ z$Byw5@Z8PXeh7h@i>MvN-5Rf6_(q17s`o|b97pUb94yE;a%(dK3IEdu_mVe3DlumO zlH(69-yUdJZ55r%7p7|HpfWclWu%=NcCHprbFB>%EVY$MeqdpEX!JagoAE95af#Gu z^GTXCEhXbwlGcnx$PVmOJkSI1Q;i0rnv=&6s;o0_IbVj#o?yoE zAH_d6w>vQ*Mjb5>|AGY_cYy5V0gQGtJDxVe_|cR;y_SOU={_W^C(1heZuR=_=smKP$hXpCY;ofgdK`ghy7fi&>+4`cc?MJEnBv=EX&i-0 zJ3T=^_wBSn$8c|p(})>+Iftfd-%HyrndXfYsHe`MkUPgT{9G@GBg-g{!Gws z&;Urf4+vXP2ENgBj6*(V+ag>lU~l=}Yjo%3gyT^|4ZiBhNbS?M57i=~a<8Y(qOha8 z&}NtxQ-Jn|i@-h7)7+1+aVYO;dw)u22R13HXvEa5{JHTmBSQ6{s<6L*$VF08zSgJH zHo}TK11yCRZ~qtZLGG1J`UP4iD1jiiLI^A92L%RM{i5o1G|LWG&vQn$Vu?m&+UIK< z1_Df6wYAx=e;#bE7)l#0BEmGUs|SMiB2ETVl-?VE zFF^twAS9aQ!G_gT@&}i45l1nd;RQCz6mmLCiHMPk)}Y@sHs+XBGt>l}|HBW=|I;CO6dFIRod1 zU#2QC(Cox!-g!jTYfi7TQ<~`!a+l8=(0lAMu}5&J?8?O5y0Hkf4}nWK=7W|3uI4XB zi0fU@x>)LSKT2)2^PdI_|K}OmeEr7A|FoBrr}$CVAUIw6Y_v3aE%{eK=!(|8Wh4+2 z58BiAeD|%4_Ywt__ojil6+5M(LO{dbEaU=mSej|@Uu5#@U+gIN-p1X}+@Yd&xwpOz z*Pd+2aS97NqqEPYMJOlJR{fT&q|CN!S9tC`Xb&F18s6~I8vSNOjXFkq5g$cKmvL`- zF`s)~%FS(J!scxYa?2ifTlI{O=Z>Gg^!Tn2pMxwJ7$RD65nqFT??LyZw8w2A38}{6 zIFt$b{kL3&-x1`?w1vp0dwJDuKG=GCZr>{4k`lkldRgX>fENv!BI4cNLKXBYtT<7Pf6Hy%HUv^~ zt}mW#mVj5mS^U3muPmkU|0k$`PV?jc0j&5B1n~d1s#nuNXD>X}%#{5A2*;^0kb{^C z&h`b)wxOj)lc<>pnD>x(O@^+kEzk!4{P`T{CTdF4M|66#6v5iv^2a9Lt^xfSUbEKb zpv?J}YlSE4C5|+R42NBaq|%=HIS;tD(z->CT{3x8bZO01Y#-A+U>p-{c$ynAo5}HTKXEB1B(2hKVf+a?KJ(^H)EJG7jlF-VwO`8rEs5bR}WX`jPF) z=T}TiHkA7|^O#7MGC%kpptKP)wwczUU0^!ggIDHbDJnrNmF7jbSR)m+vo3Z>@vbeB z#UJml_dRi9p6NQ6!?oY0{)!WDzzP8Q%N??veJG)o7?7TPW83oCgkkxgv*z*HAxG6O z@7t$PY0W#QjZXfzlE(iba}w_l@iA{o`qFQjKj=3z#W2tMIEJUU?DK2bS~hf#q3`GT zq?CH0f4IW}Y4UN>a_Q|!rDf}?NYT%Q&A3h4e}{Nj)mq2YDDFHI$UGgMWV)NwRc3dr zzJ73WL-c@UnAdA(*KeBGn<7WMqGTkus_mDP#C>UPuKPPKsojDfdWyMpW!J}OT^u3& zpLY>@&$KmXssedxo|1OqbQAA{kRt}C`)ia5-0!^f-N%kv2*`YtAw5*!mEG8NbgS%o z>i>t;YxI3b#C?o1oYaV?oj{CMQH;xIDbv_?K~ob-z}8y7Ljfa+zj0=RsQ1p6E_`E3 ziN`Ww8AA_WZBJ(UGtRTCFy62+{}w5rF8nBDw9%gY?a|H!%;-q%g$GiX95QqVC7v@c zDIh-Sy}f5F2>9k@WgSj8$DVwPJ@ZcNN?q!6519aMs`-N&iEW;DT3@RF;=yZx^Co5q z*zO)GE9fO_-#e)A3SA@36*2Gd%wIUl_s3;;9(RS5b(LD^Z>6YS{>3a=I&x_dxDaxn z;_UB>3kD$eDoRcw%j@NQMPuEeYk9%ASMAD(h}4Ysulx?b-NKdWuJ{k)&>p!Z7}J3j zI0WRZVt}6>@LT*Y=>BksA}_u_+--0=KH&440z%Xl(T4qmTioxg)i0mspE~FC306}= z9boEmS~>DnbUgJu#nyD!v&o87Bh3M1`J29$^MXLHb){2S|FYy&FTJn5Hv>s{UeG%S zquEap4W_T59A9Nb?g*1ot@GpJtiz9Q{=fRnhu`-E-TJLLni_w_xvue9eV*IMr1 z^auX&aov+~mR(ei_Z8LbbQ;M$;j2f&D=l&)xHVSeTYX0OWU&w35-dB;&a@~i-!v=1 zJ%W2pU>MOO)yp8+LO60MI(f3Iqv1z+6SFS8o4zFobUd~?Jk1;{hKGBcGIIoNg#*9- zL23;h43hjx9DTsobQiz+@Y^U{()N9uGL3R!Y`jy zxZhE~MN7w)Er&}p#1qRG{s5xug5~Ho@xq-g&sj(M8*k;-*RSW*h@RMJDZ8hnAHOY` z0z^%dsU$@v0Db@Cp#Sc7v+e9A!=AK5bp#x*Gm9tSypbW4Me?mtdwzmu%TDC0^VWE& z;WHX^{d%^?A$=mj@fo7g_JHd&Mr63xX{^l z=tn*___Vf$y2L4ti*o#Rl@fVe^`Dy{?|(&>kF~@uHlhl*Vr!iUIGON5hN#KO0kkT# zvhefgf@Okm_>N}U*eCVOgF<(cg$?w%kA9-OMj1i=<(#1nYGQkO$~NhFyqMuArHM9` zuzbbGduTR3mhfufX1z#;8uzZ$d$(nF+}JDEvr<^IhP#Kav?jpQ;fgFl`U8q-j#COr z+wGK604!WFWV|7cAt$Ii9{y#@E5{+tM$Pj_Qs9m=^tQ7LCq{@hV#gi!)`5wx)cPC8 z;{U7aG-h0ow;na+4cJAFn`w1UH=SDOB$dYkKSUgWf3-ar!sdL>UL(pn8L@0!7t@xh znIW;Vw)G1qdFyrmsj50E<`wE1Qh6R$y|?%UWLu;46Hiu1Cqy2N$<0ZmR6A?^whObs@FO!Cq?(rw#d<5; z3)p&V{Js?cAs2|>hx=e+5H*`9ahXxSDPFX(8%lpbm%7E^qVt?$Xz6TEQ_`cZ$h5AN ztkcO{NkkfJaR{xehS+2E<${e@1!O_Xekd-*^1XHKuwO!{_A6 z6^n{}kBGO$uyz1}asYJ%C~!>^V7$MPiIc`qaR>z|@7^Asjn>Ywt*FWVG@E{1toEi= zZ4V=qaC^ZbUnxyHhn?3fgdTtk|7Kg91^P@c)+ix)-Sx@Dud~Mnf*;mC+^2Dr;i&d* zdjPT1=hs*L-%T>ybgM*~IHPW$`4GI#-er2|=QGmGVENvhRtNIL-UAoDUhq`GjY;VT z-97g@$pjftP3_i003b@P*}=_OXxhbOw`fsH8n*Y+3npW*q&AuOcewc=z7#+E+4!k4c$YC!Ec9IoM&A1K@iX z*-z18=st|_jT-;-bhx}8TC13Htk%(Wt|9b(wwFo7J+pQx!}yh=nFDT(V&SXcj$^Av zs41kLTm#+~EqTD{n zWbC&o+B3B71WJd=Pc#FaONs<1X4sP->z9~*@T~7tR7Cg$9^0TjzoErT5im0fA0Roj zF9V7@hc=gYsE9I%=|C4*L+^QNUUH~8URnC;=veDcGoN|^9zzcv?-|YXy2Y9FyTqQQ zRd1#}%b*Xv-K7Y1tg({L8*X(i*=e_kBM}6wdm7MGVJi;+hrJiS<5W1@?oYVo-)i^& zCy)FD80`#bBI*Ep+fqu|CM%&hZmD|0<@B(r(JM={0=IxxpWLCelARSv>X+RQUpU^1 zeRPlHH2!;?4x9n&UXc92N^;tXlMk4?n=4?cQ=kufOofk3MK*VCYbt5tjH+F|jPt0TQ(QJ^AMo%Z4nAXMUg(_$dtcRP`zu6%VE%a9} zRN4E<0BYjbCu-}YtR#;$(%y5uHi(z!V#BP&o{c42XI`4jp(5}YcMDe<}pkcIKw zhWB`LgcoUuX_Hty={a5&BxznDs-CWBf>tFb$gR|YM|`3g`+9Fd<_WUZ?DNh_G~)Jgpw*pDTy$I}AIz~QU zidA3#3Mo66T#)URc}?@c{`$Q~Nz%8uxSVD%OQ4>*H5iHlZg&a05zJCS?#a;F9E1c~ zljVBII?i)QcxZgLnF}8}XjvfTHdu zKpDaAHtRw~vdKh znbGX!(aGXrCb6& zx0HN%cAm zv&KL=0D-Vd0*HhnQVC(RbyTTQA6S$`IFcZ7$W7Q_4R@S;{HryOAm1ay z&9--10rt9uRd)wYqUw$9=#!BoMVo99U$%TEy`B%wN=O~|0UwXAO>FN`;fw-E)F#R! zJ+h=_Iet>VvX(Z^QKL7Fd^1|Ft}kjDbZ7Kaw!lW8cgfgFZ}F7EKQa%dBJlntrgzVF=^DJs$Ca^el( zW4my~lG({9eqZJeSMV{8W&%f1O7!=n@}lB}3uukLV?@M+^SE1!Pv7{7+lGZOBd@#f zcJb`Tb*a5#>C)2y7u7jTi#_W6Gy>8UU-Er5;R~xaA&4rGJCk<~{2Ed+(t{KFjEiI> z;+B24o2Pqg54pB1&W|CBc5ZVbA8W?(u4hxQ%78ebF0T3?0>6b#j zDX*Rqn%h7>4wU_PzOg=8{c+>B;R`Eks0?b-)oW&mYD^38Ykc&+X_N8PF8UNh69}m9 z@`?Oin^DYy_nB%3s<1>*$8-5&8UCZ!lWWIvl5HNBtk`Y+k@(TzsImz#8EE%fivy$s zXDNN6BPfVf|EvnAr1lF6g}1s2u{|M4L72CZEKxjs32XwsCuiqzEN|i>dF$_qjg0h z(+mtXHV%yZ0c;y+>rHByWyx4Gc>Gf}Kj5WjYWq1lP}nKU6$w{2g5FqTUNO4Ia4yxj zS5bk!Gq2LD2N(*FGdjKet+X9OyNOI?ag&#m@|E8=3^vO^VXebw+FyPcUUUADR`s%L zZ{C(?jqh#@A+NAo^&cF5xYzME*Lo=fY!flHU|rJAVW6GfR0G=7bo}c%m~yi+YCru( z&U64zIHyOui|=ueM04^suENHYB+n1Vt1)p~SGq7Z*a~Xai^oiLlnXUEpFoWVlbkP&lm@?mHab!s)hw0r$xzhJ3VKpB|60Fv?oete z(QQ)T_MV?__2q2N{j|I^a{YcbX3>IS2l901A#aeUdjTxudEjaO-gEyDECJldpE}h* z#cipZX3&D+x!xG)K`QgA0s3tBYH-r-Nd1bMrXeqBdnB_t#+byne!IheJ`yOg8GE9Qbmh~x4>vkayoCjm zLDANM(>*1N)`ZeYSc0A^glRL|M~ey=F|Yw>sp!G4iE4LFs=kBLOPo`>a3YqkTxxNm?@o_R_QG?E{Izd2YVV%2 zjH>x3!EjU$^9<`66hJd*Rh0*-788;+W6=lzL8MXd*@~QbWTYE*wr+sB7ZZ8Zam&D) z_>tMuc&)DhfVhqa!<$`VQV?6A$SFqpyW|nu8hT><&tEUH$<(#*n5px%(K}>1%tNE- zJa@mIuS!q~LfHI?n&khVr5LIWfnYpl5Iu~i1tMGEW64ZVE3(H5`ZvtBGWvckrue7A zTZcCqcT#&(;-qUDQ}1_Wz8UuhNzeyy8XXRqKHwyECgW*$Y5;5836Kx9ZqR0t;baPi z7NN;EWhvAU#CpZ z15aHP_XpQbN8nC^MH%}EKKC@d6r4Ir2+r{W@nr*Y4i!+=+yzC=5kU15b*j&+dWa)G z?=FvT8XSL?wxTDIG8<#ag;cd3RsZ@E9?==Op2HD#qgzu zv{!U8@0IULwVd&QdY?ze$d*XS-ZXJ#Cz?Gd?#+U$7X~jA36z|B&B~B)n*-hA+<>VO za{6#MOF`s;wYN`QiLI|Las17WVVC>&k_+ui4(=wvZ-|d!IASSK5>o@3ZGqJ~-D$LZ z!O|P79uU7S5-H@b!cp^?G0APxF6Au;6waVO}tOlG6y5d>ynodH?{4 z`2dPTZQ)?D_;fk4>*he6ttgD8sL6~#k0NT*+r?9dF*V+8c~PDB!=vo_VD>3a?|u76 z%e~%7RqCC5o5~mXRP6A`nk-@(eBhQKb^)AJ{s$K~%3=C_52QYlSaSs9I9PUFy3PNE zkK^Jst)0I16(O0sO$#o5iqU_sI>ZFE_`kXfJxE9!G~zHhLeVrJYlo!wko8)TY3_S_ zQAP#fgfrCx)r)TC!@@q>ENTz5d>wR8ZsHsptu*m8SkOk`IlN&pV0ki?G2FZ z{0jpGxkd~v3`70F^g_2!NpSc^IiE37MpN7t6qUp7(I<}VoG-A;uF3pz+*M4_T#YMw z5t;!XG>>VyjG3dDf>jZ_4J6KfAt4l=L>L^P(GF z?k-B9*iSM0S=5ef%FGN!7F0M*Gryo?3qIiJGPuP~h6TF;PFg_naJnYBX~?BA5?peM zWjtVb_%Kq`)g^rIBts$i<1`PSEphbT>$CE=PWkY%m4Ps650O6|#F_X63=CP5P%~(z zdMP|c$?f2IoA>tD4qtp8s{WG)wi`WXTL1MxPycVu)#knImp~K=uEcVug>|Y#k#kbU z+RV13oQ<{3G8Mg1@jS9Iu=AG6*7A|@3Jrs`z|P3u!2JowvQ$A8=J+(Av^)yVf|XtW z&PVxA+t6QZKmX2j`4_v;zqq@9W7GU+`!C|C0_)??#Pl5ijF}R~cvjNCQ+1j;aKzO? zK{gPuY;F(0tV^Z;|MJyGR;!p-FfAR}$~BhsG-y13i6-D{ChxrRAqor_PFM|e9P%-t z5g6ZhWv+aZ>p7S1+m_9VswFksw0N?H{%W(!hQtz#bej5Nr# zZynGn`x&tOtD@-3^*-A=WYue{`aL%locL7>dij}0S;FiBG(UO(E2h(|hwf3;=?5x# zPdGaUtD|22Bu#SZDj8l~%Gl4_@h#YNe{6fyR!m|TOL}TLoh2hq!chfF07h%e)KH@% zkjJvmJg{V{uQXA!(Q!+P@=^W%#Id-ayGM=w#_fFwgjw!HAm1hF{bL_v+R{1By6nG763#R2H zFnH`;1o-r&s8SXRx+I#_QB&gIEITlremb?d&L<=_%weFMcaLcRcIS+J+&;o(Mtk%! zLLEJh2i-A1!o6p+hDE0HnO6q^ zn{)NAD{wqb6UAlhH`ykA>b;+fRZUKR{v5tNwq;9bDfqe~nFoHP7G_zfiO8yLj~$cw zwmpF;Q(J49c3^N%;k`XCNnHF#_c;IS>K^Vc+@r~EI$;y!1w8ui4X?Y9bnW(ib68?; zQAnoX<5RTu@MECbT;px-QyXr zkan3HQ9XI9c8NR@STANUz?;mqG5L=IJGTw7phk2g5$K{K*l#tMJ7{U8v{GwY@WqGh zS0TD^r$N1|6RP6^_naK5mpf-f1mqQ%o4}^%AVv}r+JnE_XcV5?$=Y*~BRyAVd}H{h zVLD`kbs9YLU7cxK6~eHro05-iJ(B3NMS4U0=vIqBr0B$Z;<#wv$71>5k7_Ef{j_-L zog6`5U{J^ZL>Fh8Y0)=@SG-jm+79J)rV}SL+-@!G?*H81_dLAdwx!5HuFtntkhf$b zV8(O!D`3mov9^=};P&HFQUD$smz#5UFY7#A-A~vkyC_5^dz;|viCsVX$6g=HR2i^( zZ#t@6C~_+TH+l$M7}o-)S@eu5eE_KyQIHrIDOzyffmB^U_&oBx<#s&yE>cfd^xHcN`Ye<2%HekHGuDY;r8N_3 z{M~E|K3pYUa|x11hf0a{^Jy<6L!JyaWJ^Cg4I?0Ve6RvwEjsh7ZbjJa4=maQ@0M?7KfB0p9;nD!qSSJ~BHBooDXGv{te!(R%3N zsj(^GJj9n4hdZ6*d}iupF~lLO3+rL)9RG-B%out(3zqZacfgb$kTr18OMpw782~?Z zkC_Qd8?q~OhaR-$E+=-EV_*38*0gtj={CG*Gkw(dfCA|zUnJo5zXP&Fy5Vx0v>!)V zXu6J8vlyKbPjYb+vdnXB8cxnFMDWF_^kuD5Iaj!DS_u-50+gLN9c*`ryD%*v)iF2D z+KhpL5kk3e@+Sn%3BF+h2jDkSE{3ClCw>NO{E8S-FXo#+qm7+zrpdb547#cm!&5%& z^C!9|s^)3bdFU3p)>PM7S*AYaI>GOnZh;uD0bq;u&5^kO31vGAzXxLMvps28Su+`y z5dB3HxjU>wF>5&Q<>P3R}3tpqiUu$aL2K*Uo#?K=+A#Lpmok34jLH| zRG@u>c>uI;OgMtNVAC~(jKI%>kSyJSQt|<-=wqhb+vrv7wxF0glVKXlc&knb&NLq1 zqj#qB_CZspjjw&+{bInM8d)-8dT_pBB$~HQa=PH6D2wU2V9~?w_Ljfw6!s2}maA9k z3kvbb)Th2ZQVM}2!(U7lpiJAN#mhR2`R6GcP6wVNjoAqk1e5p}#)DQso$S9+4U?Et z74E+de8vrp7|QUBfUJ7j@ykM$8TXv#qGh;got@$esLOpIEOxk~DoT4gQUM)yuA~P+ zcXp(Nly>_E_*`#XH_nSQIN_<36WGJA9NmLZM>(+zL%goqLYL~*Z zXBOtW1k1)O5{7N!E~B2q^IIwpi#QGcNvr!;FcmJRl^QUc0L32b7mS2Dy!>HC<5!&a$l9&7?)2#7e*JC}f+Z(+03@R!B8 z#S^iWpeM6Oz}Y6b&S{_KV@#w|k?X`q=ZN$dYda#fc$1l`|N6A~N0lqy@9ASXty5K+ zz=*CjIT7%+TUUIWd2-J5<}Z+Eqb}#XUC7S##hYUGX|MwxiZ`^ydsJs2T>ei~XQ6C% zGloP($fG+!38F`W^ZAfTYswK%^4cAvxW170^W|RlSLPph6E$ia?|MpRwrWivx`o7` zH8Q3)mo*82b9)O&0>@lu1+iZ);RD1|V1kCx{uKMT+ST$h?NgK~}? zA*0Tq9vZ8QR`aU zhH_Pc#~=Tw=X5sMT`(Z7OWwUO8y@?sdG2zPj@#KrtTloyS8kdRIJi>0I8*~^GFfka> zrN%(H7SRBsdLz7ozjH@bwHD%U zq{m^Z(}5DP5Wq51EhspGAj`-6hOhBPxm1*|$54pUkzQf1x(roA^7y^F z<7=R60(BK?dCuvno!SfXs8-fb5jCimv`AV2}oPk=HvJ*KKw=_#Bof1*Gpd>vl5P}m+HM;&ix$my*Gm~KP(e>K>g`b$4Hl!t$`dpB7>2AvT z7z`$6w_SkHScbyBZ(jk+#8$wj0B^_Mn^J7#r6pPbU*6tDdT}Hc~r$OF-RGIKtrFwacgX^L&7i^e59!_sj(SF;b1*v{*Mj-LX8$`&G3pUIBt?_ZF9% zEXwn%~RlNde9$SOzTZJoDeDy zmS850?m_Q?p1m-79#mUVNB6=NnvGCe zy@t`AWLT?c7$vo%;7eVoqFK@Ni>?>B3QBE44v*QmN@uYL)67+jR}m*cIG{HV$}DJ; zN%YqTDEE5Eh$8GD-~JwX$7`_K^R;a)QYYZO9b>=>q_I&ZZn&B%Z26rnEm4RnAbGQ=gSU82e`pkZ9<^h1$iTV_6> ztcYcNqSsO53;d=;Sei`raN|WcH~$Vr6V@(gqU(Hyvkyl(hBLsl` z94O9Egp+rfY|2_~9%%`aB+**?nHcW_yfK+S9;fE=Ka-!JOa%=zZXnvB3BPa&wN*ooUQy{xlhp+^h|G zw&jcWHd>JE;e@GgjKZyznKM%^4|`%Js0(YgU0rwe==q^h393%1`yE;l z1xr{?gNro6=?}zT;ura%|L-K3snD?u^+5?wn^_0BaV@(qtEz z>98!=*hWiwdOL!T z)2*VX=Adl;Z3?JDi6`BHU>{&r$W)HT{FO-s%82RVh@xFZkNLY5?8cbBS<~BNM8Z1+ z)D_wMf9`}Oa36RIo(H8}2<4E|TY98e=W@7U_N}C$WL^ZM#;Dsb(V=&i{s?e%+rN387Tf>pzRMotj8p#J$GWLcD zlpl?M+OZy|@-Z|)$@Uk3Jm3H#vYlz>=99e%B@_s+qpbM7x;e5Rx)!}x=Iy>Ep-NzP z?!=1yH+F?;i{JmA%-jh&px|wYYNs};CIe9mtrxOXK?6PIQej<$sjy6Lu=BW{df{%# ze7l+|v(w=jzCWqkA!OXhW3F2r6tE5u3jY3VJhtt6MfdmLi;IIN@jJs=d?j z%%zF(V<~D_Ed{rI1kE2a&2K@UmoeOXnP@=~r%KcDb}$7n!Bg8UFAa9l|>zD<0H$>>^KkW66!o`iGDEh1y+Mt%Aw6NnrUWO687$)x}@N3eZK{M z+aEqdd+|Q1z;9blp!W9Q+|L*5u9*anZ4cp2;@WpXnRAC03xur!EAlnrsYE~|<`3A% zI*rY)Hk^7zH=7sFU-_&|2n#H}bhLHXnJ%TW_YJ6mpXY^-!VrB3Ep#_b62w9p&TKUeb>Xhv