From ed397c96d2e39067111ea536d13b43234485b7fd Mon Sep 17 00:00:00 2001 From: Plutonium-239 Date: Thu, 4 Apr 2024 18:27:56 +0530 Subject: [PATCH] add visual_abstract --- .../util/visual_abstract/__init__.py | 1 + .../util/visual_abstract/experiments.md | 75 +++++++++++ .../util/visual_abstract/gather_data.py | 41 ++++++ .../util/visual_abstract/generate_data.py | 51 ++++++++ .../util/visual_abstract/plot_data.py | 82 ++++++++++++ memsave_torch/util/visual_abstract/run.py | 121 ++++++++++++++++++ .../util/visual_abstract/visual_abstract.pdf | Bin 0 -> 84271 bytes 7 files changed, 371 insertions(+) create mode 100644 memsave_torch/util/visual_abstract/__init__.py create mode 100644 memsave_torch/util/visual_abstract/experiments.md create mode 100644 memsave_torch/util/visual_abstract/gather_data.py create mode 100644 memsave_torch/util/visual_abstract/generate_data.py create mode 100644 memsave_torch/util/visual_abstract/plot_data.py create mode 100644 memsave_torch/util/visual_abstract/run.py create mode 100644 memsave_torch/util/visual_abstract/visual_abstract.pdf diff --git a/memsave_torch/util/visual_abstract/__init__.py b/memsave_torch/util/visual_abstract/__init__.py new file mode 100644 index 0000000..086201d --- /dev/null +++ b/memsave_torch/util/visual_abstract/__init__.py @@ -0,0 +1 @@ +"""This experiments aims to understand when inputs are stored by PyTorch's autodiff.""" diff --git a/memsave_torch/util/visual_abstract/experiments.md b/memsave_torch/util/visual_abstract/experiments.md new file mode 100644 index 0000000..9812c05 --- /dev/null +++ b/memsave_torch/util/visual_abstract/experiments.md @@ -0,0 +1,75 @@ +Use input of shape `(256, 8, 256, 256)` and size-preserving convolutions with `padding=1`, `kernel_size=3`. + +--- + +Peak memory used by the forward pass: + +- 1 layer: 1725.78515625 +- 2 layers: 2238.59375 +- 3 layers: 2750.390625 +- 4 layers: 3261.08984375 +- 5 layers: 3774.68359375 + +Roughly 500 MiB increase per layer added, consistent with the 512 MiB required to store an intermediate. + +--- + +Let's turn off `requires_grad` for the first layer: + +- 1 layer: 1724.75390625 +- 2 layers: 2237.5703125 +- 3 layers: 2749.796875 +- 4 layers: 3262.453125 +- 5 layers: 3773.8203125 + +Basically no change of effect at all! + +--- + +Let's turn off all `requires_grad`: + +- 1 layer: 1724.5390625 +- 2 layers: 2238.08203125 +- 3 layers: 2238.49609375 +- 4 layers: 2237.92578125 +- 5 layers: 2238.30078125 + +Now we can see that the original input, as well as two intermediates are stored at a time. + +--- + +Let's turn off all `requires_grad` except for the first layer: + +- 1 layer: 1725.52734375 +- 2 layers: 2236.26953125 +- 3 layers: 2749.359375 +- 4 layers: 3262.171875 +- 5 layers: 3773.9921875 + +Although we only want gradients for the first layer, we get the same memory consumption as if we wanted to compute gradients for all layers. + +--- + +Let's turn off all `requires_grad` except for the second layer: + +- 1 layer: 1725.0078125 +- 2 layers: 2238.3515625 +- 3 layers: 2750.6484375 +- 4 layers: 3262.36328125 +- 5 layers: 3774.34765625 + +Same behavior because we store in- and output of a convolution at a time + +--- + +Let's turn off all `requires_grad` except for the third layer: + +- 1 layer: 1725.171875 +- 2 layers: 2237.85546875 +- 3 layers: 2238.42578125 +- 4 layers: 2749.625 +- 5 layers: 3261.44921875 + +Notice the zero increase between 2-3 layers. + +--- diff --git a/memsave_torch/util/visual_abstract/gather_data.py b/memsave_torch/util/visual_abstract/gather_data.py new file mode 100644 index 0000000..9aa69d7 --- /dev/null +++ b/memsave_torch/util/visual_abstract/gather_data.py @@ -0,0 +1,41 @@ +"""Combine data from individual runs into data frames.""" + +from itertools import product +from os import makedirs, path + +from pandas import DataFrame + +HERE = path.abspath(__file__) +HEREDIR = path.dirname(HERE) +RAWDATADIR = path.join(HEREDIR, "raw") +DATADIR = path.join(HEREDIR, "gathered") +makedirs(RAWDATADIR, exist_ok=True) +makedirs(DATADIR, exist_ok=True) + +max_num_layers = 10 +requires_grads = ["all", "none", "4", "4+"] +implementations = ["torch", "ours"] + +if __name__ == "__main__": + for implementation, requires_grad in product(implementations, requires_grads): + if implementation == "ours" and requires_grad != "4": + continue + + layers = list(range(1, max_num_layers + 1)) + peakmems = [] + for num_layers in layers: + with open( + path.join( + RAWDATADIR, + f"peakmem_implementation_{implementation}_num_layers_{num_layers}_requires_grad_{requires_grad}.txt", + ), + "r", + ) as f: + peakmems.append(float(f.read())) + + df = DataFrame({"num_layers": layers, "peakmem": peakmems}) + savepath = path.join( + DATADIR, + f"peakmem_implementation_{implementation}_requires_grad_{requires_grad}.csv", + ) + df.to_csv(savepath, index=False) diff --git a/memsave_torch/util/visual_abstract/generate_data.py b/memsave_torch/util/visual_abstract/generate_data.py new file mode 100644 index 0000000..91dfecc --- /dev/null +++ b/memsave_torch/util/visual_abstract/generate_data.py @@ -0,0 +1,51 @@ +"""Launch all configurations of the memory benchmark.""" + +from itertools import product +from os import path +from subprocess import CalledProcessError, run +from typing import List + +HERE = path.abspath(__file__) +HEREDIR = path.dirname(HERE) +SCRIPT = path.join(HEREDIR, "run.py") + + +max_num_layers = 10 +requires_grads = ["all", "none", "4", "4+"] +implementations = ["torch", "ours"] + + +def _run(cmd: List[str]): + """Run the command and print the output/stderr if it fails. + + Args: + cmd: The command to run. + + Raises: + CalledProcessError: If the command fails. + """ + try: + print(f"Running command: {' '.join(cmd)}") + job = run(cmd, capture_output=True, text=True, check=True) + print(f"STDOUT:\n{job.stdout}") + print(f"STDERR:\n{job.stderr}") + except CalledProcessError as e: + print(f"STDOUT:\n{e.stdout}") + print(f"STDERR:\n{e.stderr}") + raise e + + +if __name__ == "__main__": + for implementation, requires_grad in product(implementations, requires_grads): + if implementation == "ours" and requires_grad != "4": + continue + for num_layers in range(1, max_num_layers + 1): + _run( + [ + "python", + SCRIPT, + f"--implementation={implementation}", + f"--num_layers={num_layers}", + f"--requires_grad={requires_grad}", + ] + ) diff --git a/memsave_torch/util/visual_abstract/plot_data.py b/memsave_torch/util/visual_abstract/plot_data.py new file mode 100644 index 0000000..c0fefa3 --- /dev/null +++ b/memsave_torch/util/visual_abstract/plot_data.py @@ -0,0 +1,82 @@ +"""Visualize memory consumpion.""" + +from os import path + +from matplotlib import pyplot as plt +from pandas import read_csv +from tueplots import bundles + +HERE = path.abspath(__file__) +HEREDIR = path.dirname(HERE) + +DATADIR = path.join(HEREDIR, "gathered") + +requires_grads = ["all", "none", "4+", "4"] +legend_entries = { + "all": "Fully differentiable", + "none": "Fully non-differentiable", + "4+": "Layers 4+ differentiable", + "4": "Layer 4 differentiable", + "4 (ours)": "Layer 4 differentiable (ours)", +} +markers = { + "all": "o", + "none": "x", + "4+": "<", + "4": ">", + "4 (ours)": "p", +} +linestyles = { + "all": "-", + "none": "-", + "4+": "dashed", + "4": "dashdot", + "4 (ours)": "dotted", +} + +with plt.rc_context(bundles.cvpr2024()): + fig, ax = plt.subplots() + ax.set_xlabel("Number of layers") + ax.set_ylabel("Peak memory [MiB]") + + markerstyle = {"markersize": 3.5, "fillstyle": "none"} + + # visualize PyTorch's behavior + implementation = "torch" + + for requires_grad in requires_grads: + df = read_csv( + path.join( + DATADIR, + f"peakmem_implementation_{implementation}_requires_grad_{requires_grad}.csv", + ) + ) + ax.plot( + df["num_layers"], + df["peakmem"], + label=legend_entries[requires_grad], + marker=markers[requires_grad], + linestyle=linestyles[requires_grad], + **markerstyle, + ) + + # visualize our layer's behavior + implementation, requires_grad = "ours", "4" + key = f"{requires_grad} ({implementation})" + df = read_csv( + path.join( + DATADIR, + f"peakmem_implementation_{implementation}_requires_grad_{requires_grad}.csv", + ) + ) + ax.plot( + df["num_layers"], + df["peakmem"], + label=legend_entries[key], + marker=markers[key], + linestyle=linestyles[key], + **markerstyle, + ) + + plt.legend() + plt.savefig(path.join(HEREDIR, "visual_abstract.pdf"), bbox_inches="tight") diff --git a/memsave_torch/util/visual_abstract/run.py b/memsave_torch/util/visual_abstract/run.py new file mode 100644 index 0000000..525ddd2 --- /dev/null +++ b/memsave_torch/util/visual_abstract/run.py @@ -0,0 +1,121 @@ +"""Measure forward pass peak memory and save to file.""" + +from argparse import ArgumentParser +from collections import OrderedDict +from os import makedirs, path + +from memory_profiler import memory_usage +from torch import manual_seed, rand +from torch.nn import Conv2d, Sequential + +from memsave_torch.nn import MemSaveConv2d + +HERE = path.abspath(__file__) +HEREDIR = path.dirname(HERE) +DATADIR = path.join(HEREDIR, "raw") +makedirs(DATADIR, exist_ok=True) + + +parser = ArgumentParser(description="Parse arguments.") +parser.add_argument("--num_layers", type=int, help="Number of layers.") +parser.add_argument( + "--requires_grad", + type=str, + choices=["all", "none", "4", "4+"], + help="Which layers are differentiable.", +) +parser.add_argument( + "--implementation", + type=str, + choices=["torch", "ours"], + help="Which implementation to use.", +) +args = parser.parse_args() + + +def main(): + manual_seed(0) + + # create the input + num_channels = 8 + spatial_size = 256 + batch_size = 256 + X = rand(batch_size, num_channels, spatial_size, spatial_size) + + # create the network + # preserve input size of convolutions + kernel_size = 3 + padding = 1 + + num_layers = args.num_layers + layers = OrderedDict() + for i in range(num_layers): + if args.implementation == "torch": + layers[f"conv{i}"] = Conv2d( + num_channels, num_channels, kernel_size, padding=padding, bias=False + ) + elif args.implementation == "ours": + layers[f"conv{i}"] = MemSaveConv2d( + num_channels, num_channels, kernel_size, padding=padding, bias=False + ) + else: + raise ValueError(f"Invalid implementation: {args.implementation}.") + + net = Sequential(layers) + + # set differentiability + if args.requires_grad == "none": + for param in net.parameters(): + param.requires_grad_(False) + elif args.requires_grad == "all": + for param in net.parameters(): + param.requires_grad_(True) + elif args.requires_grad == "4": + for name, param in net.named_parameters(): + param.requires_grad_("conv3" in name) + elif args.requires_grad == "4+": + for name, param in net.named_parameters(): + number = int(name.replace("conv", "").replace(".weight", "")) + param.requires_grad_(number >= 3) + else: + raise ValueError(f"Invalid requires_grad: {args.requires_grad}.") + + # turn off gradients for the first layer + # net.conv0.weight.requires_grad_(False) + + # turn of gradients for all layers + # for param in net.parameters(): + # param.requires_grad_(False) + + # turn off all gradients except for the first layer + # for name, param in net.named_parameters(): + # param.requires_grad_("conv0" in name) + + # turn off all gradients except for the second layer + # for name, param in net.named_parameters(): + # param.requires_grad_("conv1" in name) + + # turn off all gradients except for the third layer + # for name, param in net.named_parameters(): + # param.requires_grad_("conv2" in name) + + for name, param in net.named_parameters(): + print(f"{name} requires_grad = {param.requires_grad}") + + # forward pass + output = net(X) + assert output.shape == X.shape + + return output + + +if __name__ == "__main__": + max_usage = memory_usage(main, interval=1e-3, max_usage=True) + print(f"Peak mem: {max_usage}.") + filename = path.join( + DATADIR, + f"peakmem_implementation_{args.implementation}_num_layers_{args.num_layers}_requires_grad_{args.requires_grad}.txt", + ) + + with open(filename, "w") as f: + f.write(f"{max_usage}") diff --git a/memsave_torch/util/visual_abstract/visual_abstract.pdf b/memsave_torch/util/visual_abstract/visual_abstract.pdf new file mode 100644 index 0000000000000000000000000000000000000000..aab07c4e768eb0f5f7480d948106d23f417e1946 GIT binary patch literal 84271 zcmagFWl)@3(>4kOcXt^ecyJjA1b26LcXx*bcMVQ(cXxLS?(Xhx2ljrR_j}Lzew>7j9eW7^kP;Y zDe(VC3j9Zk0kr;CI*k8!0iSt)W^Zrwk=?)P)5{w<*f`l6eAM%q|3`c&BSSMiejC@1 zhzuVuCT0dYMph11CIBPLe|K6RTznMxaf<_hEd!Bi{V z+BUUf0}CJ1KZPFby6lP}t4NOt7(8aZI=`oJzGvZJmT&l40opaqI(z%3s+2ZORPpwF zd3ALAnEbd*zk2xM_?YLghxW#eZNa^Ho@%#;??cp#7B-L?*?O98NX%tbOffKB5K%oB z^?ufTe0Brz%d<;jUu)khbFe=e-i{uOtss`_p6!T+*-1ezJ(Jst8iv(LQSfIr5(6IH z4U9BznS3+vj~2-o+%b&VTj!~jbYjHy=9;jx8w!)$2}W^!8jj?!W4Z-xCNiwFVD-tc z+a0j>`@JnM7r}wOErt90uyX9b9LG=Szv5U@EUwIF$CuWgEU6&G9eIK02gdUr`}~n* zXQ8dyz-|PK5Q0)@D90dz)uB5%edn^Hjq3+1>Ji1O6s>3{u&MaB*@fA>A=_4>+MC->t6{w^2wL=mD-fUw}k zTUS#ggQJ9uw~Fy7H=K?D!UF{bcVl7tJE(R$Ct;^)%vs1g%{l7no{r-8<(==U`16m1 z@VM19_Ov|E0bis}nczhRunjN6`k@?G>+h!+0($SqN2^2%jO&`KD{HT;KiVE2w-=Y2 zs^3{ORHzy&g~}p^z|Pg&W6}GBG8fo`Y=$HTe;p*Z&|H^1S`N0dl>bKD_c|XG>jZ_7 zv6|3(!Ma37Df{I@l{&wlZ{dKW}ka2(*h5?eIVqJop^zgaA0S%qZ5}%54UhO zhLAsVl2}a!dtq9jVq-L{=^k@|e&w1tO^XP;XbM$WgU`Ov)f$ILVCT=xX;+Ag@6`s} z0*F%XmlQh^0h!7i+F7##qgayWz$s3aS1fPSIQjwQ$1;{d9!{xpV>djQ5}b@|y`KrD zbT*@h6LT-FExXQYmq8U6zZkObp<|;eJqTPx6IrsVLpjA@O)yA0&Xzq23!CS06AS%3;3>&2wCScw@A?KnG z5mx$YZW8FT}vI`)RR$^yPK=W5#ejYm3+IY&j6i_ z-I()_!TsA1&wsy5`~|DZFN=>rLj@T|i~Ze*w$a09PT#@2Bpk0dpJGeC9gSTb8Sc!V zUakXShkt6XA<_HR`6Psmdv8nbj@1xVBf0R32!fCVL;H6a@wb`DGqqyB^oi_}cFB`+IBDL0Z4F0!PR_ct_cO1=^eq;S<8x*i#6x;@Kl5|<_~_=Pxqbra}7 zQ^?3`CKt1cuiq{9j06IcX_4Xe)D76~z#ZMw9hDhKs}S>pYRApP^S&oPg?jMfB+TkI zhgieCT}VA_E?dQqXVF}xdXx`#y(M|v1$rf3``%1raanO&FL`ckU0Cq##|g^@WKof& z%7wUJ!X*^qrK6ctXDh%~<5uT@s3P^++to?jsMm_Oo=`K9$8bj|vl&jV6>VM&r7`SZd*R>=B)T1 zcF8N>6|DSnQcrffLy7Iz*Ig{I{%#jkcuzl2hpniRU3O9Z;2>o5_3v`5TLooL?qPi4 zb#nrL?~dA%C6s-yE|vjtkf~iXrA?&9avIu+E2kh1nt}q%7lkJ2@_=jvG8P3h_&?l- z>HPTMmJzq6(qKH2yBNXV7sasKf<4FK&4T8hV?#@sz4ats6<n;hK%Ky-4fYMkw8zwbM8C`TcFgdsOYtm4s7$srETRg3jXxBE zu(LC4ba^{GHm+$i_kO>8QkCHh-{Q!E0^o?utGK9SzF%Lio~M>PqPn;8d7mh$KwyI9 z$LZ3UO)|ydHO}k=T`-wII)vZHy)@}=YF_31N%4@dZff9Xn+R(XBH%@YNdJQf{&s!3 zA2-`Y1onQz8GE*tdvFnoQTJl3NM=M16e}7UxmL$G6&}O43g-K)x7XJmB~(%+K>n(uio z2KROh@3VLOPs8({F7lu5=(A&DVgj=Nx3&DI zt@;Et09yZp{kPxL003E;0UR7001jqW06Q}yfSut(a1b#Gg48VV4eBAJP%cm9W zXD*)>|IO(WXJP+${eyqx`47g(_Ftd>E9$4+=UxAi|8xG|IG^&fUREIcKkJ{`KWk=X z__uDx4-OdF0YG*(00+wlCmd|BEG$d_HYOGT2h#`s!5Je1$A|HU(?8B1#{WomW&j)T z!})`>e@Of|XJlgfKMIhA0roTcXJ-Ff{&)ZB{10FMk^jT%hyH2vkIusU&;ElU*iZX^ zs{E86_`gg6|B?TkePEx-e4c%-|9%!9Nqv;_FHQf*|9Lb%lKnqj_rJ5t=RhK8r#C(t1{(Q;n27+doaXi35NI_MZd(f7^fBk9%mDKKNv0vzhX3gQ zjQ~uaQ;Ph506i-+OE&n`Ue=UI93 zv$`li7Y2wCc3w?2-_jE>5HT_*LJ&?)3K~vMC~DfW{JIi?2Oecbb*svnu(~gT8 z%-B1ybz**+S<~_O01!7ICrC6J$PNm~6>MeA7xsn4$9K-jE;SGUgna`W6lE3I4go+H zOHo}6N`&6TLV`x+fa?7fR+qs59OUuQE%{v?5xD`1QzO+6074dBg0Vp8o{ckz_-9ks z7{U4W$p8-IXLLeINe&2JYETdq&EQ(VY}cavuNa&Sy;E}tS*RA@^wq9CUk@M9VSvYl zPDWMs6c|fcsn(mpoNcA;EeOX?P}!g9bvW2tU|JiHj8L3k{sett*+B=Tj?^9WA*XpW z0b|}cZvh2S^Lw|vzdw48C?)oxg-lN7Sm5*rXwM-__y*JwVE-Y>89X{V9EJzs8$GA+ zKhebhbIf-Ju;7fQa_rXWR$X587eWlZ0-e`p3FNM(9z=jg z)=QK3OxL%h25(_v|FSa^8Uq?UNh7rhOtLF+4tXYMHOsiN&xhgWG`;Kx=+nvHzhA%> z&fni2jiDpx9H4^J=X-8CwC{N`-VEZRZ7;wdDs3yjsIoUMg7N}*D15P=`pzeI-`U@E z3f`-W{Y&4;``#*Z@O!&KJKu@U{z^Qj^7xLup4;j^a4KPg`rw1=DmeQ>GGcdLAYVhC ztehDC_33ws z=69+|1dk8GCPi~W`h~(*3dPXI{7rWgtnyI({bwVnWie7PRA;`P)#Cw(c41KDU-+Q! zuR3T%jsdehsNR&0Zoa&fA{ZW(yQGn_v6z@h$l{Y*lb)1(a4k@SPCSp34EI00SrCm( z&p>FQ>7pifUI$FCb$?yeI<`-|_aIIj*m*NaQ#yH^1R_Bjzh?KDZ@jT@- z_L20rcW(C?@PU_|GyW@DQ{!=iD!Z4cYvNHzp1jn=m6V0(OL&TycXk2IFUHxp;HOzi zC@DL)HHCEU=F<@ch_4vVgk#V8rL}@jkbZ7(NkkgY#8P>}dxu0$X+{BrQelW+_nCUn zM4@yFPHj7E^Ht?;9DAH!74UNOX5c&I^iR)X-J3KoL;`pe&hEBnycq1hKiBd^ZTUBE zLzg)sb5{0|(p=aacaRJG_|mjuv#I~A`^$aLbpLLHdj8dboogJGu8>DrJ5qTAN~h8F zjl}x&qB9!qXe1Lj1aaGocXD!}>-!zl3WqQjYItpSTMwT)&9Yqig8=5UoYk(=&Hl#o z?bRnaPdkCbX5O%29&GVB2wYzz%`E*c$hU2h#wiKfT%hN_0Q>EWKY zbq0o@xdkZZc;Lbi!cDXZ7ykVOgmcsH7M=ooZg?*2EN)-IgG*j5WFKDHCsZV8ajh#* zJ~xRU0LuNKzk31p32wZyq4b2v@fjyy{Ow~scx9Qckf4W!HbMECD7gWYSb0$3yV)4>dS&)W>Za?tC4{xm7PyF%&XCXq451adNp7iFGrThNreE(t8>WQpLiPZ*m^IO+% z)UvDGCl{G#K*0H(qw{gXpQk45o!h1~eQf1~_M{W(a&Y4HcO(CD|A5%|#P$81&l!T# z7V+srmUI#~pb*VCY8ZS5?pox68;q#yxz-IlD~*TqKOj0 zKpP&u{=lx>Kd@G!E|0vRB%V3O4KFXS<@XV1`cP|RiRhZtHiE%Zl!j;2U2`jww}T&N zBk@hF*y{47M30U-Wp4#jAm^<8eJF-^rjKpyFC}(OSV=q@SQ~A%FN>`p=K;Gqr*IeA zT7;|&ogQ9tUg2)-<2z&~AS-_4mC;y*sCacC9dc7r_H>ooD&Gy%zo&CH#R{ zydVAYy-&F-#Atp$ylKP&Tcb%D?wGfI*I{(0*YWASCW>fIPGzpWw|zav!eB{w3wwX6 zf`|0*ACv7EXHSA@uP*YQb(f=(-s`GnB;gWk$%-2u+`67^8aoA&%cB|y8DF^UGhgQV zNuStQOu={b?oruz-ldqwbf==ts+W6KL~PFv0M%vp`=LEVuJ3v++y~_{s!ck2E8qv*X~>Lr6IwsuFbtO_eH zJ46S>5>(MVwT0wfEXlF0=7$Q9+3h9rR3vags=_jP$bJlgX%R|i7FE?@@MHhBRN9vG zi7;+?(GTW0E3q_`PAc8^)~ctE53A2*)p-!Y5^f)yD<@UQCuR41zLn_>Mhc-!N4Ox3 zn-Mu7k}B<4OBz|iC>$d#PJ3AbaX_%|5H|j1I+Yd{^!wKWcQO%FM+Ws=Nnc!P?o3@H z;yHJt^LOvfRQD==ZgHOjYWEOlG5niHO0?&{MmhP_4aj<&}^&Q^* zh3M=T+iGHIy^Ra_ytZvLl0{4T2DnZydQrDl-$H32%S4c>X3~YfQH>7yJ+&QbK58Pa z1D^H%s$A;kw4;sx1EZTeOW-&Q(WJ}RnN;KqeO3NpGD+*jh=r+j(Q#MMgIvC#N>;Zco{?rV0Wsk=) z2~$o<#b?@mH=0T3udq6~`>8iNI+vQHsthc^u}xby4i5O!TER@Fc)j7&JTK$c1^pLp zw}pkCQ_dgDz(FLeyM&23j6L|x;D&9( z305v;m-{ZkS19Z*>ojSz8Jx$+f?aH{W%>tnu3JVv*FhMEj^DNEcZZUBcbD`o0r%0R z)N-WWL zVJm!Vs7H@=0|M1>Po#}`KiTQy`j|ZU0=jJQ8u#y^(LpTWm?GGaw>7;t;SC{1bTgo<1qhLM_2{?7m6 zu3CPnB(EEJ8fy1wV|ur@RKz=Mfvz{HaazV|mUQV}JQ%HvU0%S#{HgJp3rx3#z`ilg zUg)U}OGm3I!GR|Eaxl{%uY(ilGuB7%PN=Z4p^m%Zsp<50&v2}ym@jN!Z9ar0N~jaJ zGn=;Vg;nW_$_m<#4o>wcSNW;cq>&to7BYVpTWg_|kZ(Q=oL=svr{=4jS^Yh z@h)Vc^J0B9Blb(rj)J$%ft*+GT>u`0tzM1mh-QIx5U%#!p>|2SIZnd_hO4JNLkaiY zghXGue2qy>Xyr*>oejUavcs2W8Pi9{{jHd=Ku+QjGitBG8SIkzcvj)FmT=CK`*=qFmYuuEC%RH3RAxqR13X*s~iUeiVVmCVQH$S;FUGa{_c5Qe3LoQyc6PHu_GMqSO`nT+Qe#RcjF);z|Y| zf7PRl>wML;{3m-uuBE2(*cmod!DthfxGIVb-sKV}ytOk?cTmx5srb4$w9}RT z^GPCPW}1vT8Vtas*>mAwK8B zF3u5F@MDwLye&Q9p!AbAf7>qAvY0lWglQ5`JPrfmE4M*yg><5QSkpIdn~JQ!(b;$l z4l*Z>MIC)nIXXlijPj)MV6<+kbr3|bKJ)GaJCp=)r8((g^dB)p{;DiLQ}G6VyvR39 zs)Z`bw!02yf`T`DQh-^kszqN14JM1rt-`66udi^4Naw7>z9C-|^obt8j7F7I1*}gv z&e(ASD&0z-{m~G2b5++S>!0#xmqOcs=oflMb4kZOOX{d2BC%B6%$O&Fe-#yz|JK);!gbS^Fn{O(fgCQ=iwQ_C8hRXDS@ncnFT zT^EV>7uq6cU0wWF^+I8BSBn^`?3`D~T^pwQ0|u$A))cefGQWN0vF$Qu)%?`ehzng2+#Z0q5}N;$9nQhYWMh@ALC1Cq!xDhoXncR z>i2nT69>{sE0~%Yi3&(dBjk9CuOrM}Ep20~s0hrg6&!&tC6TSYr9rZM=l6@oouFlc)sc0s3lM6T&3AXFi_Y_-Z z5i<9nWvz;DOJ&~&iRc|G5wV4&BTnA7Qg!v@%NcmI9bTn}^8`2_a=6Aka~ISm;xqGC zQwn^KNqt3ert{A_q zRpopa25B_k!2l7IYt0^S_2m=Rjv`AOCvQ|;>Ub@oi<@PiYQ*d{(yC_3X=I%g#n^HK zj7|KY=$qWud)L*D)u6<>o8wdnn04jVOz{sCC`tp z0;bv4JdGJ!m;L#PdU-90AF~oj@cL{I;luZXm7@cS|ff=BCo`HJs}G(PTJU zM`kZrUl>g(VQM82qRIOZ8FALF3-9E9ZZJ4ly{!!5oJUPYD&dr9&*l)IP6$yjDks(@ zBiUVG>V=rG?Ch$&v1f`a@{)@0&{~)y&ZDuQ(64Wvw$)@}^>aqE%J9~xT5}$$q9L}E zZ!*yAJhNacvqujvlF260QU#F0dinNgE?!?1yaD10!6Cu5j|EjSYtde%y4p%uXkF<` z%yXE7;uDl@+r`tGZi~chWX-DB(h6Y(L`==t!SMIwgdWcEvxkr9V8;c7;pK}9cQW6O z#mCzv4n2E=LO|2-^v(xI*eC>gPX*;Uv>grdSUE|>M#{Xw>YfGmCM==qSRI_2%Yw0z zBk%3S$VTWgVPKQJD%cXUfAM)}kN4V!Ak3e<$RUCLJV3q3p-F@zNaRa`CfP{SJ&G?R zTzN%!Ef`y}43HHT?HEbX;T$!pu`e<_(@1igv~`_uKJk~eZr7+-!_DUl@IS&(EG`_m zQFmSaT2*Mn-i()r4B?`d?RMDrW>7)chTL+PYG`F4gn;Wm8Fy~hr>s_OgVO)f+SfR% z>O9uqWjX0|1AognL~74zLgAu+Q@EB27+SQIC&jko1z+OfI8(V9opQmGNZZrP+$;uZ z&R440a|MFg^>7267XH{z-yKIp@Ty|EbIugFo<=@c!bz1|{OkzacWZs`XPlo$U2p2; zO^S;r26n1k94WBhlTX5|Z(!?FZ4#TwhG&p3$)Q9qCCkyO4JTG3lr)8juT$Fi)B?Bs zT^b#+*d#PqebOF-k~REubrLnBjg{BOxj|7$H7k(hft z9-5GG-DGB?)M06EoxJ&GCmU-Dk!~KeMUBzITQlb!4u$>{B zKWpb1*%_UR$E@7OE?e40O%K+Va@qZd@{{PI_I#3Mv8Iy?KXn{Q#AUe7h;(}bm+CYU zY_0UBU>JlLpe$hOhg*L8sH*z`@2S?p_-l9ZPjkr`p8Dxgx0xZ-z#sRs1E#{epm}Jg z8SZe3cIX?DWgrO|S-9SJ&EB`Ri!}yJo9-ZWi!NT>BtozKkUh$9fhzMBY= z0xXYoHw{GoVt#ztlx@gcw+{fM0VDYwi04z3&EFveP`YJ%&7ytPy|wN0VqXi0zhzZ) zTWAE6Y%?uI!5v=2=r8bu)tH@Of0(+ELR!e03e)4#c(z3E_ah<8PEO-K4 zam*FUAi;ahAm)n%gC~@5vQ}%oNYPakUng6wJB(%BC_M7|XTr*Dlz#+_9n79T;vjo@ zT&DH)D@ak4|MkNZ?J7M|#jCQ`i$>H^TVQsvueMv0@ zc!u03WquN};Vy4)SXg@>n6acRqPV4?A2TKObm*X-@s#iR-1W*DDO5aF1q_NAnZ9l1 z6P)Dr_!fEdvgi14cuMe+&&ok~^raaDjMkq1w0Q-=$>o|cR7G^Ugs83kA){LF5|rmg zknYI|!;{mQK%&vQRKl|1hjx^`c?|#YlQVIJq20ra%fe0AlAx!yw_nWc1b@d>vw2%fJei%tOJVKFt6$;Yx4hj) z54I^X=HSYX`7JVkK^IB2nya;zif8)N(*?b12ECkM1J7nq&HiWYZUM?2Z3M3>^u}q$ zFpYtNt_I4r37@ai%LKv=Wo(o|P!-O-A%Y37hII1}=-CRmm^6~RJ`Y(JqSp6tm~6CJ z3{KuEwJk>FdB#?0FqT&8>A>MhW^jAC-P6#Me5~vk6Cs|6&IM;nExU6oC(>t`*2s~E z263J;B+q{1@dhV!jqkm3gq=lICZY97lh@5w|JIivm{0l zfjVXD0qe-wfrOam6;~Nh#}Z#c#2Kfc=HkjF4cr><;39xjJ+B61qe1YjIuzp-OeCE< zB>at)Qa2%szj8TYJ$n@edKoB#8QnxQ_s4Y4$uYb!e|S8>@Y}HV*4}m}pF7WjJC}2w zTbpjwN*qG|uv0-dQY;J(NuFfCw5NbSze@EUD6iS2E{-m-{)%Q-UuXV{w`Y8HC+eK3 ze@ENh_3VqN)^V>X6R3#C?rkqW{6IBJ%J8E3CefEv+2o+gJy1F=p>=WiivsbKVv*fP z5| zHvDea@ucdd7$0UZz_{eUntcgox4!q5Vc~K5ZLCpB-Zr^QX|8U~P>m{{Se4kzjMYq? z@(bhePZsyE3$vT~kB485YC2_wQ`*bak+^cQc-I=*A8|IQ^a|ZLCYKO5! z<-ewCCw5qkXS^G6xYivTQ%eB4-Kt1qldt+bA4RSOl7sE zaO{cfM*z+g*BelKpVs0}W7 zNmsJJB(7A5FqC)+tW8>rK_M)XTJKA$ns`c^g)`a2yjZ_nYDaAeuZgOs{__nnpAJ#- zX~mvkbr}rj(M^GCw0sO+*ztB^6?;E=-pInGkh9aNN9h@}EJ7?aRJ}`ea1yzCE#e*{ zdh;565sQ?cJW*=KyQtZag;UnK~I%5SBnZ(;QLcB!yU9^!CM1K~ElQbe!5I(ef`T|kI%XgV6`+>MBv2!IdEIcY&D z*0;RW3;;CaUvn~dB!WqeoU>{5>^?%*^EhDVVnIw(V5eTfR98=0;BL$_WJDvZHTh0o z%k*6RnqJW<`cA4!(?U}tO z6hkq!ZQpEHF$VhDyfrw6i?Y=!8X;Dk#!e%DKN@o0O}tvD>#vU37dx0K<2%f++^KRvUZm+{edo8i1EI zCLFFzkmPTa*|VrSd^L&3fG(bZ*)lti?KH-pB260Z)`Nw5E~k2mJD7&UD2J@yNNU>a zn7_A6Q#)5L4ut6s(Y*)_oCrz9%OW8S`=Q17rA&Fis#p6Z5|e#hklsmz?u$C<2>ub^ zQVVWvIZ%{YZRJ>3HgDfEEZ?)-H_otRxp+p?d6AO>J)eaF(Q9calurd7pAVdO*lSe? zCB?>a(JhMR1fq3BdJZ!HsOD+M4P9?xRdP%9M%9@r3i|@8-T!!Rmi@((4SQM}%-x`G z#0)Ve;i+$lA|6V==)M6y_i}Qh!_gR(q0Cs!V~2R0|G=Y~npB-o~GX_6>U4eu|m zV?IiiKi^ZKHIDpQHys09_xO!(b6DV}y|mLdq76^`t~I`HCvC~og!17HT^uDIZ2=*>;CBaoCFj+X1kZ83ENYKma+*k61<8mCsxIH{& zjb$a2x|_E8lAXsr8J8sY@~wEz2m`?gVi2XSVZDb~Myx%ZS&iyKKF2y6q8(j?H(j_* z48 z?u&L|Q64!HW#6zhsl?+P`eC%3MPutcSzrZju>HuS2)lMCmibYpO_iFfI$~-Byono} zVQNf06@jD$S<5upWs~MdM(Ojs?sWTdWb{F%gg+aCCzVIvM^k$DY2MP)m}82P*+OSh ziO5_` z***Vq*iH~1EQ(2~xj&UxXJ_hFnJEWGa5s-w=sPL;UA|VX8GP}CfafnLrczY-rYAc* zjNZPl_4MmO<8n)(j(=1%5Aec^n|)kLtQqpzvLwG`Twm4fVdIGW&E+~MzQo6#oD_&7|2e;u*Mr?PA)xZO6*vomn>wMm!$Y}g9Vc=E8%D`CfA3#rHzT^i9laCytjnxZ&hsh6SLJC_$mW~qZ(59) zX{6FB4ZFEd>EJaJYrHVe#|J{2hOBCNo;jIIm~C z?AI4^A;Z5h1}K{)q2}ZE%t0!&%NWysIFLPu&BI-CHG$sn9VybWsmO+>hFo2$S5Oj(dRD1h+0gTPeA+rECHGp0;0PLiTF zVug8ZTIPf|X&c6>1>!5qT`%w^sBg+tsXm&{iXAp@*ZAFz-)PV7`1l021YFScQA(tn zDNN0i5$jCsT9x>hMPMs(JlZ{hOm9Lv71$Wa`(0RY9-^6sq6J&Oq$$KH8lGnqQ(sSk zcVm}D!wURgU1^0SATuXGT@YkSbk~Eb-`=oe6vAL9dAWyumOV*a`HcA|HHB9a$?EnN zI5$Ns>M1?#=uWqTeA#g}hl4BXsKoH2fpgW3ztEmTsf9#~u0!E%H@^2DjtJ{a)b*`Z z5dIc6&pQ|$#Y5m)9B}Mcq7%sQDxQCHSB#YU_N>H`KI&ax2I=0#S?*?*I;M{`eY@Cx zqeizcXl!kiZ$p9g>Rmux0Z;i%e8}CAM7aT$;7IjViQYN{ZdD`oWz2H{5soJK3kUx5 zI6-0r0*^Q=s`~f$w{-n3ZnmVSHS}w$pcKs;WH00&;X@S>SUSZ!4PiQ!00<8()jlvg zwS%G?Y%AXVb8PjsJtX2z=8;-OHm*Pm~Uut?fKe3iN6qD zT{}F@a%(RzBBKPXiCAqZN!Cc|Az>SF>9VDU_LqyNc-5%Dl%rc;O7i3)%bmqDcx($O zu?$`%t*Bn1Oi>cWQPF5g(i)-AgL?HyDIzql6?HfRCf&03AeMbeOp3N$APl!v{%owvpt{ ztJ}|c%8}m_*3B)7a>?4mGMQmAsyibj3Ua0NNZs~!&Agf#A!N)vv6Ebt+9|{a{v~WF zPtZHI`i%&x4R$LiH$!zFmYV$}HhQ%C_xx|18MtphhG1L3UAcbQjicggJT6aXa+_>l zZk*zWz?8>j2cit0H_2Rk~6|#T5D!`n(*M18`F)b0G2? zY+*U|6TFr&dLmk3&(pBQJ4jk!$=peTdtC;7E+LVeLH(a0hEpE4H3JkuDi(xgIjQ24 ze!BG*I53@pu3GGEh^=XvOM7tf!x59^j{?oQ;(^r)OYY#(MVZTw-4Z|YEVq8=_~$y@ zOTpWO+t57(3{Cy@?_ILb#zl)tr9rpbUCRxIiW5Y0FmB{ z0o@T%)Q_}(H!q_31a|4S3nNo2xJ{A?;aQ^-Ieo~tf^z_{H~cbY2Yr5BjSwXfkC@uK zq>v7^mFrRn6#zorQAS<)y!YG2*vpslqv6H?;X7}<;jl{F`HOJX^29of8m#>d->3HE z>_FtJ*$TKg{Gqqe@Xe#X{9;or>jZA&!W01=S|(2=jrKi?ZV{Jc@dIh(*InJF5NSph z)#ual+fsT;#JuBtD5Vls>7jBT*F*Tz)dY$srTs_?E#i|4tXhNS!}1Xwb+&A=U1$eJ zb?*aG*X4RJnv1FL9eZ@?Q82TH8*mwdMbbVv@_r8o%dq|zSAzq)URdY_x=5}Z*zF5} zR>>Td$s~k}T(l=fS#s~;#;P_Fd$$M}+Dx`Z<(bQORv~Rf1V2&*5d)}@;xx(*Cytj& z=y91Vbn&lKg`~;JHhF+Y4gma@@@XE*U8l5*X)?~B-7J_+eka!sQo`<_DGr^a|W)7trnaY9Lhh zoEfNAJPkAAayGla%vZQNa+jdclthy3)M1kuzi@zDIB2uNu|!>yM`X&HAJI8f1uO%O z{2@e?-{q-FkEv3;Kjb@m)f+LvAs~;4v+%ivd4XT4MvkwljZZG63V1{LHp}|bf+_sQ z2GN8Og499#?h=6EYq2OQIU^Tzm~h_T;KqqFRGcGqtg|a)NVm2H*DrF)p8P%Uti*b& z?NPW#<*W`HQ*Y*%A5JZ4EAEKkCWGtNu}ri6A06xiQWn*h)lP|Fx#LXo5ZNb)@iNPlA1jeBenKM7A79H0|v;o z8ujTX8^*vPDjWZ7j3_z;Slj^Vwfz;_$f~t$pW%k!zWKNm6gnJ2I_&5rJb#}?N6v4>FgIVVo9 z`EpXULHW)FK1nxjo=d2@{5IoCA}FPZHT0rtK6vCTTkhT>73{fr zP>?}FYsvZp#0C_u0jPe81Dc&d-l1Abwf-PXMGxkxcR?^G>a5KHX~wY#AUMc3d=STIX866`f3#jS&w61sL$kWxBVx%=+dLZfx2(=3@7DcWTnP#Y> zCYUvuk;4cHOBX9H9VL5erm)<;%F%XT`jay4{YDT^&R#Dw1_RlfXW@y_^ML0r^1zns zWgtH`5tIxtG6i=b3h6J=YEzy7G;?ZzPVU-zDkNo6qi7Eh4S=j4pg{A!&&eN*+cVdeHBn~Lgxi1YnXG$IUTiUAW)$>BGSzM&ATfx@-g-l za)J(ZX10$xhY(F$LNT6lxfj4tR-L!~t#Nm$3H>y_alzHWtEg*xZw9-6h|iAtEX}bX z{)kJW_r0A9x$~(WYwCW}#kUX9Q`!e|FPT5WX&8zuB-E-0!D#~tGVu|144#ItL4f-~tL0ek+{Ok}2d5goK3O(t@c}Q{>T&)=xS)AAUtN|t- zaxW8>|EL6j07^-}U)v5Oxxs6HD=@?MTCDyila_$v#5ByY1J4*vx(J@A{y>?Ix#ik1B*rBfs8-H|8`VG+F+^5nQKqksZAI^>mp2M* z?intA70ID6Qy>$llPaY-_OBBXddS~%C@dz{nK4a$Amhu)(!(rD@aGmC;nAU}5Ho*R zY4Zi1Z@assm8^%*?Ijk{KqP9((q#RmvK;YF9_z&r6j)?B7M{h-%O5&P`YpGgwY!gb3XtOt9jr!KG253?>$33~{d0srV&9 z$}X~!d}zkKRDhIT10&-Eyii>u2A)98dD+xzXJR7raJt8&?J2-rjBkMrL@b4RIK3qW zGEl$h6|*nH@BLflia6HXuGMdHOQ|9U*oAmW@PtFUTXXbG$uGoxM@2Fu&>`;e%W=A7 zjO>!nLIlOy-1n%{%6g;xYCfmR<>+{N!K_l8cSGunAwdGj$I`aXd5G&v6+_4Edb~it z`}hs34q|TjfYd=i@^jESG+{C+*1Fy9FiJJNl-5?Sj?T6mLZ5V@{%bE66+!)7GJvGS zc1|WwMbobrN~wLkz6k(UMVI_48q{TqRB2ZxkA^I@Y6{KrHjlq)?gaP$Q}ohUqm|EFit7xy$>81z%BHec1_Ru>9?iFNG%D_ z4Cn=v`}|_#twS+N?Xbx?P`|ke#FV}pnI21bv3dBr-F2}b4n&9C>pM&C0rTheRjNU- z??-zgyiyM$t}QJ565k{?@?Xu~4o26UYN2PIuoeQph9zKcJk3{ZHa7qblD=~xG=K|& zo366U4k?=6S0-pA52H57fMKI;ZB` zY6|4Zn6GTH3vo%hy57T@jmM)GE+_u+o{dSCUu$5NyQnGd?@)~G#`~3&qLZb4%xVhe znF5XC2;VSCoRGQhztRqCTuHmbpl@y&D~3$$@2r^2XWY@wwt*hU=rmfntbpP(AELq3 zZ*SzUamCPm3$LT{%|49y_|=ig!M#&*0kh<6z?YgzFftO}$*^{geE0$)Cv@>onl> zU_?9JFBve5jA0a=#o4#LP8*6R) zTOdgiA;owl2z-{{aVcefB-=BkQ52LSvl78Ei<2LS3a8Zf%sENlUjSMZoA*2iiN5F4#R^-(YZ9f-V_Fc*yd;y}hdG91a}aOszf{(-VRDU*oMgw2 z3DzI4R_3A~)fETu$|8)Xl3^46TC{`qf7i(G+a4(vyTvKAH7<(x_y~I_cCYSeuZa4>7Cc)mE=Lz3%CkHsf5fDEnPvIPdofGoR=gaA)`a zKL9g8%)f;zyQt5+8u}MqrnOVNVoOmPHE=fB`@L;>dHM;q@Af$+;k zutOQV1?mcjvHdyCKC0{yXgVWvc{4H>G6R`9fCcs2^hA|S8QKMo$$~O0d1iQ>S!QVh zRBAkGp;tji*}Im}CLDRhng-6TvGQINjhZI4+(;dKnt3|B)L1O*kg(GdmccKQqN#Ip z2As()vPXj9MGPY^-*BO?-TaVz5xa9Z$*ji@-`3SC>Odm)#)6jmaD}fh@AhOf$D<#F z)+v_dRg&P|JWC0JtZtwUygxm?j+iskS;L)b9xJt`+h{;nFnvBb)Xl;{Ni!rB;sAR> zOoxuCR897-(LYLdoD<*nCDVX&a_lv)=RT=8`6x}VnpWtw)dm6r$-2!F25IyPYx;)- zhv{F~U)?V1#EUsLHYD9KoL5hC-c2qt>%O`YfKd!iaDYRbwKw9~eeo_R@4S=5*P)!b zc8x(gi2k&_=NgN#SknSI=G4;6lJ8rj*~?NTA8KVukS&sNj#$D^*s(dRTo^QgMWu7N zNi0MC4YxV^+d<%PXVS}*RMo9yf)KiZSsjE3HFci?4EZB4Z1*hPb7I%1yG%S(w=Z6P zC{i_YmeJo#*1X}(Yftr5wZM7=s4XnBeE1j#2%GA|Nrs2g@iXNy+U5uz`-+BTKh}~g zQ-=~YeGaU?-2TY8ES1w|tdL_Lc zw}*Pg6LU~VDVrAeE8}OPiI9~VY%YAc`YFO88g4OObQKKDdR4YUQrti{-o_0b9ejbn z4xx9U<1m5_#S1wkJCk?FPe7H?(I$qHZSsnCUt0{?E&&GkKC~{Q?0yKF0`-Pui|1_5 zgY4BSd}(NO)<2|9P-N)hBxJ*|g1man3Fcy{(p-{t;ZY)5MFeYzp^v$9WIXDFlw^>SioIX0rjV=VQQVUwi4a$lOh=xJq`Hx70d z*Kmw;(CUSUJ-h>f2&N8J!`bbzF0iVP`-6lol~QK+oZr<{0to@Y_?N}!2!JCI+qp*z z9Bv@ta0%X_kQ0H6Tv|lfQu_MV*Znl0nWO-(?IksWRCP63dB`-dO*7ORfhSooCDJHp z9<9k`hVfRih*?b+?%k#ZDNqRiWnM);mS&fA+S+j7kel~-@l$v2;-YVD^68Y$cPi~8 z0D3Vj)6O<&B=q8lz|N}I)iRy%aLYt<FGMPlUrV&ciZ!NAYs*xFIS#X!8$w6ZZGGOb!k#Kk`*QdFb1HzH6Q8=BC8mZ+Aa_&J539;&NI`nk}DYg zupBS-8yl2stYES%DM@6-Hqorstupqf3}9U{!h5#xtY%x$zhmu=YNoEZG8CWz^bEJE z^1MxAZXDO~mp78uw||y!E|hiq?$oH~clStZwE;9 zWYznNFBkN8aXffcyS?ja1@kWzF?9D#Z7WvcM0%X5V1wROi@a3F#grMxL%cc#M{ScX zuV!siPCKt2v4^QW^B34uig%0}k#LFQFe&tU+4Cu@u{*}2rAHcUVMuQ_3qFbvj8V-> z`xcbG$up0|Jm8y3PT9GIb0<^yj;n{w+;98M1-j zme#Tsy!yklQy)&4@{zOO?sigde#ZHw;M;*IrGwG1gxw;56-`k8b9bfU`{#sm6eS@x zpT@MQFBE^P7m$AG%hTjPi^-|`%4YO*-P>J%(&Q=l6RaRa$eKyLK!Mi=h?c_c*5G%WI-=+``;EiIgw+#gU)SGwvmH! zq9b{(qS>fKzMibwlbMm8+hRHv$JaR_=o>IHdYzuRXFKyeFL#JY6N%gj zHUhTY>V4_PY`Al98IsC2^Ww$WeHJhZpYq~=x~7Wb8sGv`wUVdXIHI1=mh!D)2WiBfQ=OLvzOG_eB}+kphkQ`2#ZT_*Vl>pBkd72ZC*%q#=I8 zRs8DBN5#a?(|x*vfexHK(?(i}(!Tk?%g^qPw_srNtZ=`&H<_P$oeW#$`HjW0B8rya z4VFelUN=|LcpBMb*o7tIF3FzM6qB?v z)4}K{_dU0ny*w4&x<1G6^(INF68@S7aQl%1H-Q>3Dxv~Sl-5FPOFpn0AyZEhbqWpL zPkd3#^yng~InwNP%)^XgemlASaM)2LD!pT8lV(1h?-%>H^K43G<4zYbU3C6Ti-M#iJ2tGL@^XOe#QE4VhRvlW~`P{GM~TiQ^$j}xNb*W4Txq~;<7@lXS_IuSlCI{w^byVP!ZXBY zK+HDDC#zq_g*w(Re=gaf^TWwX!9sHUp5dze%yi;z56?1< zzEk?gOU9&#q`61oNg;iDju;`l{dq0Pa{+&Ny0UHBvcq{!J5 z5sFG|gp}%5`K)E^NFCH{2KoWZy1zNGdEQzTXi|d18U8XUece^KOy@~aXg!Xr0#A`n zNbqx~&aMAt5{nab|O9ptf+9k#>3o&fcfd9dY|_7)*?Fm9O6q9z~#|7z~$I z4=TC4Zg`dsV1y`K748`*Mv0Z=%MD6YfCBRwSyNT3mYsN?+nT1#sV<8cUzD=Mo3rp^ z1Xse&vSW&D6Gbr3t9+VbxS2g?Lq^@%=m}!5CW0R~X8XKa zzl0vQ4eDwlW|cg%T^Rc*-XAY$m3~RKapi>abu|OAV!LVXxf|lCJIs$dm}BAz?P^5N1S*iF14yg!o7v&ulLi(h)C{zGN$^bGEW8r zi}r%M_v~j=jxi&|j8xa|p_n0X(wvJ2Ro|p~v`pOaCsSB*flX(eY(S5wpqw7hFN?CxP zR+{7e6j>LE(3Rr1TT|I6pThN-ZsL~%k{$0R zddU`H_{8=_4FY!X7|+kI1|QcFhw8ofwar+xN>5rmogAnw@CGn;Kh6nf;OG=21fM)b5NA zHakD1UOp{B7xnzT-Db1y8=~=+uv$UP;g@Wnt+xmG#U8JBN|Z1c}^fA z8(QsGKKaW3`qi(~B&(rx-4?3;EzyD8f(6|}?5%_Er~}n;=+aa?&w^-&x*Ad|k7+Xw z`^wAp1tfoe*AT30K(5VKZdXIAKTX7=QwqXWb|eoZXe9P6=(f!m5=4IM;g5Un6mP4%INimvw{QU0oaseAj(nOP0 zxkzt}M1+w^-nQud>5j`9p)q7ks0?+Y8M(j>5I^#Wd2yinh98 z@-}wedq)Zkj*O>%=fjeg_56MBs>yYn1jhVNxPIa02L^~OBS_;0kvX&!BleZ}F-5=C zAT?sY!_ZwM+_fKz!A!3ZO^J{iQO!)|U!BIU|5Ugg_T9kza5S-**)6jwmo{Nrw`2dgPR_IG3MFfL1Z#jiLL2sVw=;CX(y1!^I+Z= zSV5YqFrI!K*?P^0FwmMKI8VbEPR^ej4QCI>%EvVLPA(IeE1$_~vEfh-K3}>Fo3@c? zkvOG#hH2mPK=`zX&5|;yyzOYUXxr6bOukoaJB5^9`Uz06%)FzG<@O9|IIEA;i@@_8 zUdEo0$-Bvxx z7|nc40v8phjNCKQ;LAw{bhL`6BmGmT+0`p8K@RY^;8sgBee6oIgAd$1X^+ckK^-X(#!*fl6DK(CLa(+I1 zWEIq-0)6cU+xXI3%wvR6$jv1)wHlW|X0d5h*8y=2(IMQ`!{Rd&`1M{5CyjgI8fI_} zFu@T6ez82z3j568F%sh!hy>V02ZZk<6bN8|m9p3 zD>rJ9ckJOas9v>u^5X0mF<9Bc*8v0PX-Ns-)MdK4j_AI$1R_L{o=<9fS6w-O^nVTiZ*O-5YWep z7=TNj)|X&@J+a+yJUL>2!wdLFm6>z* z)RRo#Ho)$}(+;b2(9EGFgCH8AE$Om*@L8BZ1>_KTY7-k4UZVR6>1#<{&U}$?*uDo6 zJ7Q$6LAL)yB36X84>`>X=PZ1k`9*mh>DEhA<*&VP$Tj)wL>NL9G&U-2Lxp=~8%4kg z>;_;#P^VaW3k8oJi}0oY8$s5?w;>HO8MD9v#|BD%&&fdg(vV1K7Ok!OKA9~o>`%-) zWychORiI}~A8m~rZL)^y?(iSw)kigZg=k@|s@UCu&Uyo(t6yp!o6baw7-3VRb{USg zrre}mKj3t!4R7VNBuVEw0<2zpIL9FBLu77+0uqaMsUdF^gg6Y;4BQn#050j?nW9Pn zlO&kVk&vyW-^UL=G0qbZst$T%qrn{)mc;^C=Uxkx%LSy9S?#GIq~R)RKY$Shr*={C z7*mlpvxp?cLhq@>dfcjOsDqqA@u%z*SD@o(*HxcoZ8tSKivPqXgamZL>7t{F8)a<8 zGYnDMJDxFYy_Tv143h`AM{6OD@1w0iLXyIcV_FS{0WPk^x_X4z=QHQ@D*iFY^XVUv zzQGnhlFYZMx}ywm59_k>WxJkj&(ticHuSlj^{QnIBy{HP&j7`QqsF0vRzIjI^g$q8 ziqBK{Mh%V1f!EsD%cwsOw_2fy;fYBsEc+}{8&ddX64ZS_IV_}xm@>jt)x=Sb3oQc04DB`}Admm_da>l%uPNrm;@aZN)tz>Wh-xSO${A zgo-U9AwOLxXjKJ+LzFybKN+glrSUoGL_Pspe8#JB)oEi|F`NJRHOiZEyIroGW2wQ6x)lk4PKmY1@#O&q$7RVi6vUFr8xU3n&w5GJWdJb` z5MnIZz-ST--`moYUJMxw@?->YN@A(gKNL5CywT_OOPQFD)9{*V;=Q3}{sl=4jbaO@ zf?zhd7(;l2fRNr+1l~xu2sfIZ(rh{9J6Ydon~}lz(S)?YXzw@r*r7xPMo{22(!ytl z^J(3T{PxTpEbB3Y0!L`IBsN!g{%WBP*Ci2lAAvxz9@S~1ZN;@(1PmwxgnQ*zVa=`3 zztShGQP1HM3DeXYbwxioBAiYE8{WaRK#J^NPbu{EA%;=-JT?##TxiDWU#&SHC%vf) zc)Y-zjSFOV=To4y*otiY*lr*;WQ;BpYw&_Tt$cV3df*(}OHX9>MsiqS&R55D8kqPV zJAPqI6`)HdL=VpTU{i>ad@HAquiCQ>dMkvVfRniE85Z#h6e8y;c9Kt-o897?eNSf< zP)1ORm5K2*`-Zu91?LX8-0oD(S7*01mc~QQtXEQU^S`?kS8xg=vYz5dLPI$-M-oAw zL5>2GVOTEvuUZ$?o;AQWjW(Y>(ph-fb}@73UnkGg_524+)9gO&j!TR~3UEN+O($!K zsvro#T?dWigdh6FbxTKq6aWq%o|dszPH*cU*M(eaQTKSXy#!A)x@($AFUc1zfet`{ zc(eAY9RQxEh6%SIdqz?~t4B}RO}rJ&ATR50N?$tZ#8)87AE$%Q~QzrA{|Y?A!Y-mODLXcO)kRBx+TBPg z;(QjSZUyQzN=nJ+%Cm{59+wA2pWk>wzEIpa0wu zNsSfs!RF3Omzv;a2Umz@wmU-D(Lr+p5MWVgJQ7YByGb7CHG1VL_i7)NvJ5F!OYf}a z)NAZ1aH!2MkqWPM;oo=>?M}r7ga40dk}{HOyz^pjASMUDLBsAA5cMhQi|L z+47FOD>978HNl@Eo@;$*ZP1v%Brw*D0U&2gnPjl&S^1V$%p@U6`pXd5pqU*;fshHi z5tX@>QqXxxy7JH6_^h|&DI(3&e5|3Fn)^=%PP1UZm}l~wP!-H-LrV3+dWsD4GqgREAsX3szDwheB^n;Z-VtV|Gj9Dtv>*E*WSEa~5kep20s(Mj~ zq6PW9=|X_v9t@|C_B6P>)|{!vIb@5}%sAB+$XZoTfBjqk#?i-q%>s+2fcx!fM3&Oe)P4SEU9}m*=(!Ax0}D_? z31MI?^ELP7E)Vm5vs0^_Q?d}SsV_iLwG!8RZfVytWbGR{oRaS$U&nEXNe9$+(BGl^ zl1=vB78iaPCnBjsCmf&14up=OXc&=*w0OxVn>WL)xnTAmI*Yt2EB1G6aT74yFI0uy z9Ud-}* z9^nAurJ7m@U>-dQ8d7Bu@9&2(`kFEFk&DlLdMz|m(2zDlSo`=D1ZT4HU{xI`_?e1IB(_kWoFC&cqcj_%QgqzG{#vmJ%EL!-`;T>PdnT z6QUi$fP%W>aFm!A!YK7}Lx=%ktSe6iIJukDtI|d2>>y(6I(BbYzxca=e>uSLDefau;YI@L91!k4a}=p-bYH>vvu@%gprva3iZP3 zyLcGVRB;+;JTYDY))3_-LCYUn58*M<;`PQS{=~TmvNiJBO;W6zw6i;gnJ0u z^4oS&vpp4sdX0lE2t={fUW~Q!P%@gSD%?m&kT@>4beF%5h(q<$Nx=XiU39pa7FUUL zaTv?aRW_A+2Pxa6;X+@^D{NQgw-y6*U~HzJ2jXPxA_37Tjkucim*)a`~R1uE}toA^8!@b~YdS4!_OL&toI@@%8g4 zM%LZ_hws0Bl_b%0l4QMkFPcP0-ahcXaH7vyM;JSKe5QM$^2&2Sz@FF%hR{$_0uKjg`jN26Ky!V~K# zr22*erCfFOgs$5eFF3(5KAUn_f_5IkA|$28-#Uc|{9b zQLh%A=Z^E1C~DcPKUNrg1Dnqs+U3Bi2>Z^9G~N7%h1G`&gl_ILs)EoPKf7cg@r=OaZi`5bxyi)km)6M|UGS|R8*XyvD4J#^Em-`m z17WS52B}>TH7KW^p00E&KFlTESR(%D3?TmrtxbxL`!A-{GHmW-oG`Q z>xPs;4bcO_I^oa~rH2GTXLu;>&eUP(k>#Me^HMQYTX3?7RQXT4HY^z!SmpKGK=@(ezfzK}3*$yVH!_oFaWX8t* z7ImoQ8uMU>A0fes$?3zp(eDG)3VMt>{SPIOXfMM=IIthO2N<^~C};wNwOJYqxPU|M z`2RB#p8okXA{g&(EkRovr!sv9kJFN<_HZd7_j(Lo?5alCW8>obAqMi9rH)9`Z8BTZ zDXc)-C9RVJvXlpC@2$^CI*JdT-n$oyw;=&l=U0{`TH%HA1%dj1Wic_@Kl;uyW!bJO zWq}$z*s$_j55Fh4q=D-&v-jG5{0om@gUPk=$(rn9gpCFUZ0#P6&5FT4@{^JsmIZz0(Im_s;nYR*Y)JR*~ywOj^S~Ac@Km}j-gGQPhD)8;C#x|O!AWQq^$*j1o0{(w81F>q zuO{*5?q>A)z|<*vXvEO|JL*Ul`O*H3(nvK_|BN_g-X&D^8{cLDRU2#^+OL+!FIfc{niA*0y6B*fx>6 zgxsgF5ZlNbha?{agViWq^hn0Sq{uQVk3#O`Iv&-X;6ly1f;02~7_w46G2~3Bd`@4t zo4tKzX4f~%I}Z8~(eY&_bmB-jznQSsR00Y;A3*RB{(&b)Gv1 zn`f~IRs(7+Aeo7NM5di9ddw7MA z_Vq0NAeO^EU=C-v{&@&dvDJ4MYe5MBK%|}%6a@3j(<0s7#F$$kNf&?A`Hwp(eqRX0 z^`mYVs~G^)bWSpXFj0@%1^nW`baLGcw}5n=Y`&1!Fz`Z6zDHHkns`+N(E}2 zTw{yP>6OOT{aa_C1Mi`|{|qdRX$1MwF0{vO_%>zQ90$gMPBuTD-Gi$SwxxQF zHAcIkf!=7-pD1F%q}^w#(9;-Zrc&{E!zrT(G{}7!xbmmm5bXk2Jn>N}Q#<#9oyEH8 zv77tf>484ikLkCrvVL8B^axjrVcEq+&(ztLv4MjYOj4O}WWvnibPC1h1PG1P_s!4I zc+y|fj}b)SSO<-^k@}*2Hj7B68arKLiFC?PU4@-Ny}ZKI3n;s$|3EV;=#KlAW_U~! zk+J9(ER%MN^J)g1H)Aa}EH~!>tHGPZ9y6i#Z<8OIj1A)7BRY$*>o5Ws!&7Dwy}?5J zu2RhDv{sXo2=fZ9Ptr=J3==Wj8HhlOu?Z^dy@K>#IfSs%y7?Q;)3Q=Du^%dqcyaJX z446J^F3kyxG>D>jEW)wa%b;1$F74*bg27sk%ik)9#UO%0Wk~2YJI?SMJ<2Losk?4? zUN^S5joC#x#+Wzmp+^cFE|6YYeV z@XhF}juPwV9~~0BB`U^hOjLE&;b?#me;IG=o&b*vmr0HWft&VB(xQ!wur&20nSMp; zg7RMK%k=v|*8$7BAUR91E>TwBU{k)P`6_IJf<)&2kdY9n>l#*LcZ15|EGfpnr>+CV znaOVH!r~|}NjICYnwLNUH#GL0Q}!gDugBD>b{xX+gX>2g*vTMMsfAoND9-iBaox*5 zUs@=uYcYe|wADG)>jXDL-eQi)vC93(lqyuef&ctE9xZ>XEPJ}ganiL^$w%Z8-bf@% zmr1=@`KFX`Cj*m)c`+FVH;bbCQ%!D?wC?hjaGnS-$Tj!&>ya;Ps%FOOsb?r;_npAMI+-FR54;|rKv)|%nb_S`7 zsA|bB`S4h2bW(^Ru2=bG`{jNkj#>zo-dRaC*H&4+n#_&z+p`z3&B%awXPbdBV~Q!e zIo*-L-5Vm@9Uo^VqlN1tff+K4=*ykM@VAW9Z%?I4rKK8?>E;JaFZ7$YGiR%biy(5g+T zL|wE8DM@Z)74ArFrwIU8Ps2gOZ1^p|I@oh*hICu{?40TTpLo=wBPhTvu0e}G1Fn^B zo4lAyJ zSQiO?#59JMy`cgpE$X!rwWYlY@Dw|Oars$Y@MI!iBpmF-=*GZRO>zrjW<)@t-}1hQ zdB+gMjdkg+PBK_Dw66 zaDdKi#)6+JJnkstHmI$fo858qk^8SrH(usEJMy#jy?=m$?XNLJswo!EuM9O z)CcP=!ku1n@fLfye2+#1eX+p2+q(WMQlV(qnw8e##E;PLo#3t>G@-(kzr!}fE|mdn zTjUZbX$uy9bsl!Q6$IeL7#?~l-1N{?xZtPg6dy|$_jPJeV}Q;8`Nuyo;=d_ubnQ1> z-?cG&+M#>zQc8XbzTa?MlD1_5dnO~Wg7m#E8Bbj4Oxr3aa;*h`ycEiCu4AaZ&cOzs zB-;sN{cQshsB=Jcm(`6^QM-4H<`Ojm#S{rCv5+q_&|&r`1B4l0V1#=HUjL&2fq_|H zQsC66CvZzHH;*hXM0~DPSzPr#t+R-vei-6G*iaVf=8UX|?cg?OSIn#45dU~UU#=sd zy`&wysc3o0hckI5 zq?K*^OLlE-rUtLiAqtJTRg-rCz`1d^LY@xSUt*3Z-32N=A|0R#PFWvHcdrP~mXU~q z)UJklbpyxdfp_!X|9BLVvMq|GQhV)hpIoxq2vd>X?)_lwtuW(Ml=n z5$kOrP|g01vq^`WKR%FtL)wz)sS!uWfzg9PgIuQF32n(p{4O1$6sVG3oq8gm3a(X8 z@OuUt#)y^pHT|B^Tm`(~eEhAwuPAB&T*qD*EV5!25@)6}G;8-Isi2@sj`>U>e=@<- zBWXxW5E1HpD>Dlb3uJPA46JNq`AV(N6(q$G#@dO9E!QF5ls{0jITWfWHS4_maJIS{9q4WP!JfFW1NG180 zX+ISl0&)-oK7~mA+xfG1=XKU@5fQySnt?uUlI>0^A_Hu~?aVmw>V3JvsEIOqKk$ml z?e$UNTPBn+gU{En+d#yAG;o=8cuKolB(_&OKRzJLr1IK2R(xMArNOfYdQHP~?Ttn( zy)grA8bzia^FBc!zW}%vrr{p-=-Dj3t<0%BHKcDmEApCls>P2E+n|lhz@y9(p1nvXa*u&J#bQ(^}WhF2zvnFD?eokC(N?UaAJ%s8I|wVM;m%B z2Tf(*bti&GNc%}ScRAHb+#otO-s(Vy(R9m==n96}UC@{882VpZMzcXMlSp-2!5t_X zyI%$8n4G)D%7zw|cA8y$g?<26p7Aeg1R*r(M85 zrkxO-qxz-tGB&><(BwMw9Zl#I3BW#oVAi$=LCH}^PAO3)BpmsYI)xr!sdI5yVp{A+8mZW^ zapWwb$Q8Se31#AtU(+r58$Atfd2(8&FJtj@e~0ldLU>kTvdc|e6|QaTf&`Iq$K8%2F*#>} zNu=d`dDH=zi1h^0*cCaR!QiX{-!fbL-O=(0kA`N9J9leWoQ?tafCahkh>8$q#XdL# zj)BAiPCrSfIUY;`Z7kY8@kX(9Z}t?7
vbJvUr4|D)|=FzhfvW9igg2wXdQlf9% zda~RSN*0N;MJO_AbMSwKgIr~!-RoWf1Ud4IX*APxGO^2?QFqG5JUIx8t;Nbu4yjzH z?b_}5PEf@MuY93ibSvDBrGzYq=jDG!B~HmhttwB#`7*1OPIG1S!%_F!G&SM2GoF6!#w(FOTL-l}Nlm0K z2HjP1VIgGGGp!H30M`xf%|{fyiyU6#0g+j5l%#d`X|Z(K7t4v8Sa(C&5ENLqiRpTz zcZ~4%{Q4Vyzi&lOO6d}*Xj}euC#^tafQm9~)`aaRifemu5C5z^pYB=precW)X?7j+11&H8mxH&;q19+RuloeIr*GCN5tEoMs8x6Yc zfPrrA$fHdX>RXQKUbDt;P6wgX3G0^PA|%^%z#O9P(d!9?tgZk%m8*@+-LbTkUrW$h1m8`^g4BUr+!TiU3y1335_;DD;-;hhWIQW z9s-CbK_=4MplrAUuvOO9K4c$8B~*1=xvs9OcuzQfqn2aQ_K zRW48}>f8?6MaNus!~-{it7hrZ=WEPr4exQD5L0h+2RVeZAlGbHl^!Ia=BngR*j zBX;sVvFM8DzK6B0=wH(5CWX+%FTv|7aoS$`e~QzuzRnq|2jfnE61-l-{tP^#Vma%$n5ymL|Q^= z@##|e6jnE=ZPlQ>3R0SE?;H&9fU4HkLo&t!rJs2o=q}5&b+|7!6?#HD1P*{e%1r%; zFy(b`lDJ3$MGi#Ou1lv`SB$zxLcKASP|GzF;=r`4Ed&9tzOIxfK1EGccq1?$xDKBs z2{otq84GQn(O3X8k3P3~mxiiWB{EvgT>-Mw7qnqBid-L~fZ)6g5ZegIo%6+7LOs|s4qpRx+l9>Bj=Z&YKl05rVB z#3lwWi)26M>YUgLRafiqp!pG1NG0FRNjKbXWDa@AX?vyo?H;T4G(Y>jz zHeAT0y8Hk7id1ClJxgp%&*TMZMWUp>Y)DL~4b2Ts@V;xp|>v%J>C+6w}Ak5-o{Ot#Z0jUL5{aAR6T_!#$F$!PV#m0wX z<1<;7r!XHisvR&ZOiaUv!rI}|s~`}0U%L51yZmggBG&dSQ0(uHK8*g5$_|4czl|8) za_=q7j&YEn6y?T)_KESxQPVnV6VMbwO0U~pSoHD@h!n#Q=!WCpRNF|biNU_N!b13@ zL(Y}A*7B}Fon|^V?Rc3?+F5cz3hMqNty3SuQe8pa#|!&&9^wa+cv>ueGNg=1mL}d- z;2Xw}fk}IyluWQ6d1;}fGEkb$fIB#GzYo{LUa-``(j%q_o~6&7W+){Tkedx_Q~SY@ zA;o(Hh~H*JXi3jG{kaZ0syhwFNqCIwW9aRjyd&V@Uj0Kw6j`4K-aj1@+4aJhqwi2L~dN40C#2(gUr4w;bnjv@mOzdgX8 zSHlSRp!x$TFg_|ZVDre74 z2QC4^WF+jn>8gMzn z4P+a!gS~7;9}99b?99@^d_}%phzzU29CkllmlIzyErIt|4pH#ykn8ypE36$_-ou`u z{f>QPcCnZaOfQZGS3O82y%;Y@Usj>v7@rjS#8(me6-mLRmp{!ik5J^+Ry|rChL4 z@Er@e{qP+D4)Ucv6&S9*0I4vs9qQyzTf+DL2gou!qxG_cS^tq4USS-Z|6O!;9M92) zLIiN7>GbhiF!7ncZcFn!GNY8AEJGIjBaG(zOdxF`;-Xsq zE|snXs_MpfG$592^hn!2LLWe@tN3p?fz6)lZk5ONb`ccfd+{xCdhDXO^2NxN(SRtj zV^a5}8-3lJN<{c8CksV8O&WQItQ9FR90?pas|Lsd;F|Q8EEvmmLKgNFpu2%{ZE<(V zxZX}_P&5Uk7w~GuW)&nnI4RCUq@-i=E|Z#{qzGp9Kvsq-WPfB*(xjpUo0$*SFPEYT z5&_0!j@f9_+}LiTr~PF6u$}_$(|w>l?fGAl1KgN31bM{Z$Tw9-!t@RVt&^0XCX$E# zl7L7MB8f%a8!e~6F?@G-F2^c~S*J#?)u(PbQ=pizP1&+sp8rL7M)bh$FiKC=-|g)& zFx~&`1TQQ8rp27fd^T)}&6d`fO@+SxLcHF1)#A!D>(gT8by{xU=jxiEJH5TUe_gIw z&(*EDcnrD*D-hq_5gIDNuN8t)cu3@bh~n6LNu4|KOjf#~{Q6F6`0A&JbC;v4ZHwu-2MSmn&q$MF@XucgZpn z8t$jbgiC%=qYN=YfkKZ=VKyl-plPIH7K?(VO92fP+H8g2hCLY30VoQ1Y}(<+_IsiK z_vZ&c0b`L19hg;bLga3yOFQq-#?R(BNCNWuPNLRHGFgmMHC+MVwmFL3XekrCpluNbrzI zo-LF6)43M;QOPpmea0Gr66~2nE^yJ#UqJT6=japh61>OqGh0|m!04}sd%4wsH*X#P?>>Dct zKl1Gp1(KIKfy`)`=Tt!cCkCm@jVT^Yp2Cm`;WZLOzBJ&Q4hUYVWP8wt8XlQKw)}*S zQhmC}hhmE3Q<;=ihIU3}R8~DqE@j8fRbpX19^L>1_|_l&iw04OM%Jako78kI6k&~( z^H6ys(<26Eh*>m-%~3$X-c<>;yuzoj4-`v4NdbTcXAi{QW|LcJgxWdphqN`;-Pfpz zPrjpzUe_0eM5EWyHJGF}n9Ra^7Ya{;p-PL131Vyz8FIXa<2hOBd;B(TE6U0aLlle3 zv{$lhY<_1(rg0|Wx~xq{`YEH_#N0E?^DP1+b=opM=b?I1kmnc34NAahLX$h zs>G(uk4FB78?_`bV^aBfm^wkWNtL$s5SRCYr9NP%}%wEZy=^EXI>6?3n94 zT$0`~n(yvf+aPw=+G>0Kz7o?Igt5U6Qdt`o_*E?I_B@361<)#?Vy3kn4u2n3803E^ zoarL)WQ@~W9s`1Okr@V+32&3$g+fNU)po@gq?ewv4J)hWh?S1Cln}albS(ep5h4;@ z2dNQUUzmTB0!9~fr-VF@U4lf-sF{5A*Q{qwKcU~ z0KI9PLe#Q?Ka9O~RGq!H@Qb@U6pCB1;ts{#-QC^YwP;I`^VTAc>|0zHF|J&w&lb^Q# z*aN&|{#OFvjsaL`K=`ZxRxS%5w$JpB4v671-cS8AeU8t_20$Wz+5zg={;hxJ|7{2J z+4fWatpD4N9nk+@{j>bDpHCnDiI)X{Wd_9hkNycQ2I!yu0OUV@eU|@?>A!pj*nH}r zbMv?Eul%(C^zok<0d}9|fU#lz)_?ZR1ekAn0DAgUGBf>MlfNTCC78IRT%>|B|020Mq|+>z`%-mpAwSL+W*?Zf0yf@aX-iYcO?J4?ce;TUw`#~OPIg;&u#G;&)@0#@A7l(|6cZ) z|GVq}3G<)J`p?{a&d-0Q&n^9*`Ts%xfAQB$fc5x`hW_91*V1NI`c4k=HdfL$?2xXOE@c{~v};57^N(3;>GxKihyEfD!*c(y%`(|AU6jM*n|J!)69}4tS*fgU9|i z4f|gX5&%5ZvnBvINgzoHcv}7sK^0ya#K^|*UwrKU1Y$EW zv9L4z??CMGRtH;SnQr}+k6Zyp=$4u#{a zHxr{z1}bMBTk6g89i`55g(OOHCTI<|40ZAL_F(k23^kX)@xBPg=ho)Z2;$Q1FcId7 z^XI-@_R_B6;&v($3P_Vfay@8jLo!8RQ z*3S$5nxMh{Mn!0%Qq+Zk;N#@et(d<0!+O8+hY8ZAjUqa9iO&IaEj{=f>I(d$3cPLY zvxV7~;rY9a*vIr+&{G+B3JBgB5P<~UByY_qH892xRud0}i>{gvfA%(zkA&d1FOyTx zyo|a)&FboDt?G*!tu26N;cqf7?{(6@Kjb?~>gqZky4o||jqZ3Ifc#gf&nl8P)t24| zm>}OGt>7I4P2NqE4e=_{fy${r5;dARKSIWPr|)#&bDvC%O+U!=%(r$;FW{@I>-|lX z?Lpq)p|hX53{sA|qIW+a!ag*h-feOoJ|b5?hNnL4e}3p(-1r0~+BY?+FgQJO0)4F0 z`*ukT%pza9OaP$)eNf|gC@g$rMVEk1uD^Wj-sw~{(0pW^e*jBj7(O@Ak6HmK7vB4L+|#ub<^>g$aZgTN(=~mVQ~Aau1nqSlGFkfWJ4b!| z`u${+P>|Q}Q?W^>^)a0FDYRXfTad#Kn&hB69ixxv174Zn4{+h>snwzF ztQ0xO6b|)Qyt)s{NBlWZtyLN$()an%fu51~3)TJe%1R&hj|HB`mB0_Sj}shKb$7K? z;*7rTiexl+hSg1O8<4u8;M+TPI!jn~g#lb9vepRsBmAVM9_#YmJl~dV@oN4!_6M^q=;(<}mQ4l$!7|LszDMd@4Q1UEK5u@m_B$|^88P(rd-c&gksmvc5 z6#P-ZbmUtTXW!xS#CH~gtMA{Q7wN}X6|wq{b2dw9{oE)yFNTV7XD{QR0%_hYBSi4c z)^u9=3hwu;@Q{Q14j^r953eo6_qH&z18r|414-ev9HjjfwYaeJf4iFyk%+Xv{b3l~ z?f_hT@I`+Zk08Tr_$s}QuxsJf`I$Yc)0~rYbU9W6{zliEK8QSv!bhtkZuZ&q=GxO_ z?N+J0Qa5$RJO9qEOsWqlHAOv^m+>PXb!C6#2^sE-Co~#OA&6YCiE~{F?2kIhbZObf zg?ie-t>$gW><=ihS6`^gj4$6ifjT+{@mL}kLxbL%scZB0)+wb$u(ZiLy_jz3Wl?<=Ae>MWMrDat%5 zae+=Qu-&uF8Z8P^3QuJp}xhmngZWQUa>uOu22A4 zunp=Sp`9)}y^PGXHxx#KNysN&y3V4h-ID(GiM(+BZRV!zSbBrl4&j4O{x`&7@qDJ1 zT+#%as%AW%)&dprlxUoR%b=7Uoh^&74XKX z1+vefGqldv?n^<@;fsd&3)piTgu~9Kx$>O z&;3xC7A1s%@NhZjM- zwd_P4?uf`jzL-Vi9iuAPV647H1c|ky(jP}%}SVZkko@1fw6Y_WT{MfsMKgFG! zcHl<08sL~4>D2i}A&Q=%nvV?+TX8C-MMxoAk0%dJ`Uc^lcLn}vC^x))^-^I9Zf&{l zy=Gvdl#gV7+R$49^g~_nddVr&szRPIT|nQ`Ul8YjwP^21ecma`lujdgo=vILml`eX z1X7c!!2BZ0gdLK9MkX}_A&|*4s@c`*%0T3d8k|cMhw_#}b3Dap4_4=_XgSGYL8LJp z4zE-!6X8XWD2G^l7N2ShH)NtCX$T6Vb6m=0lim>>RP8Q(F#?y2p4!31K5ISCr?3{!6ET#F!8!N-Bxsn5u;oQdMSF$~7#G+i!xaVOuAq-@i*(e}_6UZ^?7Pswt9m zigX$7H@OgnmFZd3;O|8o{BHK(1%I{xQ$+kQ8;kVL`$1v@f|w(?`e^k`&*geJ@nsPU zvuO5WZj0PoP!ZTI4EMHo!Cpt`=o>XWBThtci|nx-_K#KzQ6af#StQeae*B7Xu7*d! z*aqv}KR6oocEYr_H0{72f>_JI2O+q;I?Ad$4Ydny58mO8x5(}R)cc`VC$HyTsEjHz zj`JEw??uu**n{l@n4%wsj#s(MWb-9+F)&LD7|UO*oGPixnlzBrx8E{@9BbSa!~^1Q zm|HxJifoobT9S|UI!Jx=rS3D<3d(V^sJUx)h&Z+p%5_?z@sVjiprquS3BTbHDnHRr z9(ro*_mlZ&dEVFIFMVl}UR{Arb)^rqz)}kEYxl58rNg%<;x^AiSp;7y(AmQ8l#l|> zH*^?nP=ICHDwv5%lL@mca19+ea8YoqJ7Eu>zh`c8!#&c}>7F({$L+xUvSP`_FZQu& zf|SCEUs}_&MD6jDQ7O6hD;*u)2E+xB+N0S)ainY(v)k6@7nzr0ydvk00C|F%xi$K% zu@f5=;AsXCRVMiiEHqvQ3K-!TuEHaFx7cytq?Py$VSQKv+QTM`;4MAoC$nltw?di} zR#C?fFtj<+TSB6$b<%!hDY5{olx^Z6bZ?t<%31)^i;rp+oHdto*#RnSGqvpmd<{nT!e^@}{aR*un|%QP#gwuP2&2Q#&LELKB?l*6=bh#5cz_3^2szfwhFjNkuvbF z7TZmk%0zs7M%JY^EzDj9&;(I#dWboAT_@A2sH%`l3A2f-=E=-$v~ZCS&E@ygZ4d+= z^-W+DlW0BlF2_(*Bls#Xef878n#cCKl? zT^_oj=;&A)wh_^L-FX;U7-}&z)yw(6b5f>@gS;F)G)Aao^cqu1Iqf`Cmk&njL&1Xh z+{EE1DquBD!qLM?ZUta8c|Yqh}CF1@nlUdKA$ zW8{Tww4YHEToNq{_QreCWE-(C2f`H^s7x|t%7Q}!%4E_K-M$bRC-OVGtIF;ov%=6s zSv2{Ik>#S?>kU*{ShBAw0@JM(w@oUpR&GJo`EdHBhKDCuIsPa+GpLi5TMoEHDc?l& zQik`4J>2Ost?#sxjC%M>#hz9G-77+w+pic`|Br$*8F4Jb2VWy_=Zwe>9x}nl8lqz- z)fDxikNt4FqsHHg4-PTz)O;R0T&4wa^aqPz@-C)-jG{2kjLkkGrQm|6tdfY~Vks86REO^t_l(A3xYZ9^gO(Vrw-%Jzo2oEJ00~&9X_Ku2o=IbdNAXd6hbm5Dt zyNpmcWv8**z2?(d-O41c(G0j27%+|W14g`~f+s4e4&DadUC1hX=s=&9HE?{MVK`oT zzd~0-H3GqHH23m*PX&J2Ebug}VeFZf+10;Ec}b?@WO0d@e^MDA+@hU(wd#(Tp=T%}>J1 zU1MBF>`?@X;+ONd4Aw{*A?8tcF0Yf6Ib`>>m)$9SsQfCqhp7dW-B!0US(Tk?DV;|r zw(#K$j$|)VT&(VI(@GpMiRmtF1fGdGhk`tzOWn-zcCR4NJIh^9#fIGeF=f^~xJMQV zZc;EcKYws%D4ijObwr6$m7?wUKDOrF)hk>L<`FCmXwUFJx|qDXNE_w!eCxJ6*Zs9! zpprj8JKf+>x%%_#NR@c;sbrv=1%qPr(%21&T1{|3VX{zY=-PGRM*ju`c`MzO_tOu~ zMN*QRvyl+Tu8QXVD=L^|8p%p~w@bDe0-4{Dhu}(D1hfvI+O@Vf;A%v>yTM8G4JR;X z6vRFJPlHnoq;Kqh{&+4tRcR2ibtBDVhECSyfvp``m$A}Qu&IT$OS|DQe6{uc0{X^w z>DT9U({{Ek4@F*DL+|yLxyf44ftBQ${lxLwDhAXr+~09KR<{-D`TYAW{Srz#^PvfK zMpYYDtI|1rH2QaT^k!`=2H_X1IAEj_gOo{T%sI3zSe2;6KiSzLX6vK$h&e_u0&{ri z0uhX@S}c4ke6G)6rtN2e)lf%YV3hb2Tm?I3?MiE|-m`8Qz$6{#NohFw)0#av8erlD z)U%A6dM5RsYOb2OHTq-H-2I$#xcf7)7Ti~DZRDGUcjj(fI3vJWbBRqqnj{)@-jtw% z(~OR=3@2O_HQDyhC^rWflIEuuHc5UcX-cq$mD-3S`-Iw)2}uD?GD@`ELLGV8rs!IW zcteo;ziM%FyK+*VQki9c12-MEJ%h^JsYMuh;@uU_G8{j2O#k^k*BsBszdXHcOd5Oh zTI?y@3(wz7dLh@Q+;5cmx#tQ6ZAfI#En;C~^J&tvlK8wkvQI6+ZT&6*@1 z)>#Dox;l1v(nCJ3Z*{mNlb&RD-6d>1VEGO#mt|!O{*Js?i{Y54SxC(}`Wr`ogf29W zG2Szgnss;?P{Ray0}NzFf^X=HlJ+sAACX&Ey1YU;XKboe6rVj|mRO#bm!oD%q>GIL$Bep~ltul5+}o z5ALWv9v*Ru?b5^FCD};FSLapL3G4Hm0_%4c_fG2ft+7Hl%9*WnaEP8i#CS@tE@-#Q z8-UGpo_e`^rFhkAJ%| z?>*%nM#wCH&8I<3piGQ|LGY_~i8WWRAp(;9Ve5yQpAGYS-P&;GV@#LpX$61Of@+ED zgkdX^H#KpiP4@?((l0@TagI!A%Sg2SxR=QW;CpKf@SKT`w$Sv(2dkK$@#I?i!W%9y zp!bS1#^Y!F=1e3GuS#O%5Xi`n(Dx1MH62#iTnA{lV*_F8b6HU#GW#FcD8 zh&vi`fcKM?xA@X4cv00oUvAb2+G+|PveCF5c0r5>T!#;>$1!diK`Khk>8b;1Qr#Hk zARSBXKn9zcON9pkSB;Y~*nCl}>#*Xv*O05LeIxacE687!={f57Gi5r$?fttWh3HxO&C+pM~*ZIkin_hNgqEW&!|2z8!PTDt|e z7Koy8r@F1lDdO7D0soW`iD1bd$ixdQz4%zXkeW7);l#nWGJ!tb@*vY_acde2-V@Kf zGV#^;?hhon@!g1!yLW#H`POv9>5969`GHeM z`Y*Ib#*Q%_lU+$P$xqt{G{YkO3eLJ-;H)^Z!PcCM3I%8!?oViD(I&RyM~H)K?^Hh}o6i|*v!1R*1u!h()4(&?1)4s<}`PNFqz0)SU< zyiO1Tc&NCc8Nog%OZC`%GPT4{l$wgOu^`)$nRAZ$s-CA)DesXS)>E}^>O_Em&f~)7 zlggXJ-)6ZW3_SOFZ@%1)wS{3sp!z+{3T*5X;MZO-^-HuO-JOtq1sOkZrIpuFe+1Wr zF(7SJx!*q9`9_g%|GL&97c35ty+@emV-uQjIhkwXiF)?dzxz!CADmB>I!$MlN9=TA z@ygkEzUUH6_ePCE%pfms$zxLxKB9AU5v_Ico_{^yNh;^&K2GP%n+YMS#Sdn3UjC=A zAg&KmFKKaV6zfIDuD@F@5Z_ReUj@$IpRdsB3|^{mi+2T60&{5mt1_+ePt%PnWzS*h zF-{Wb$p8ZleQ1e{rT5*o(4?5g>bGzEoa!bp9yon?LHh{`64F@cJA`o}F&E}XB9}_w z%k(>wuiV?SODOcz#4~GE;;(Bw0bbPu_||D<2560osHntae+AJBTVHKawHJ=sFco5;=Sf5Py9eIz+e`8xjnv}krTjLCSNV;h zS5P5@7ypeav!{D@A_ALQxH{)xfoWT=lDlT`JDwF>hTw}=f^|@}UHo$%VHq^}+|O|i@_5HzoLN>7 zCllN8Nr^o0EmJ3PF8X{o*tcfZYb5OLOPX3>d{asMM?Yh7SU_RH=p4wF(HyFh_CW5C z%{H|0bG$ES)h_4vpOT5;jG-uxW6;cV!pz~!pp%nMIPDo062gF$?KNs~x4Z54{c8Ef z>}}1#n6v|^=>@n6*QVies=Ropwmpy0U%%C;QAlVcmnl_|eSgSCUv=tig~Djh51mOI z&w<0k4+(=Uly_)pg+@TMm|LGzQdk$`7|1*i@SQ-0fy;cYLbQ6ykh}>flivavNITfMyr3U>t7|{0oL&kx2*7VJKl>IowEAd~H9|Rw+ zT+t6ORDTA@LsyR=kH;JRa1`NRQ8scS#Cj;~n7!{-FcQ&JO%WD<*f|>plAAEFISaEs z;nU1f3{Iobsh?Bl*E=;wtMmv z%4PBH*O0~FI7pjE&%ZPhu}!pFy!D}`a*f+Ihq7t!kQz5Ge%}$6R5-B|MekXXu{Bfk zLY~wPsZFw;ZGl_)jGLK*e0Z>cJ>w4?*qNyYN17W>)4G?q4_G>0=NiGBv88> z6s}b9hzt2?Q0#MU$xl>o+^kwe|YYkessAX1gHdE^8`wWvvo0F>PHz= z=qE1(^@#-yEY5;(V+gA|L@+GqwrICCxdg2?vK3$}AzE-~~ zRF`rN99FSaETwOIm_yc~4aHV>;a0Av{6-D4-+70*nNh95GISfK`X>Fg?Mc|!GCmW< z<_1HDL{&xG*F6}1Wmg3D>2m0fi{GO^aoC5E3B1F1BwmCN6~$@MTIJ!KvHzq#q^?Zou{kM@S)I`U2ZSNvJjHN+%@r(;*6`THV&JY1Er;61cR zk^Xr}XpVx5vOnq%9W42jAyBsig0~U^JvVwS7p~t8c+KUYH!#ThvMiQr`W^fv@p_Y-`4 zEEg>E?C&7AXs_VvSp8LVLoSyQ4>k1?fHzv;-Q?aG*az;i*=V_cMK)74HMr~qDOTs? zay@JTW78+K-6(2w66vU5bFIKT!dY>8lj-|OOUTc>9xSta%g}a-;hbYb&U2-nPeb^d zVI|xJO#z`!L{z8vIkVnGgHp@0oMElde=90O(!MRB5h@w3U3Mg*7_H?>YiVn6m#9y< zqU%@2q2TiP9)vkgDcb9=dzHhN|~XhL6fsV@)4JF7kceM-P6`UGE`>( z+h8l2Z$v1?_W*UEOn&A}M&%2WV}{%L4y-&0xF-d|;nQQh%*b0VkF~W6@9VS20Lf6= z1!W#&ej`%4F-`?Ur7%bpS8-jWZYU*aH|c9H{101uzPYdRZs~#j!9@GL0qjUvOr7Z( zSEawV`JDG(Iclb(B{?7a515#l8?sOyCmeX+1Q6yN$sIv{f^qrw4al}8^(bRm#eyH) z+Rd{#wAvpUj-XD@1SPc|u2*dG)6$1`bEriZbR}sH&SZTpc0ROsSk{3)oat?NT3EWi zMmt+3_#>FmO(=PwmWC;g(B(BGh%5Qnjv<%QTGLY&0L{ynk8b9{8_};cHAO_E>ofd- zrhJsnzE?+5Ux_aQa*|TNdNJ^7aQY1!v@lE_1_waoX#KO?blysA1Si#Q`jd`@t;oY_ z)qLnq|J*D?Ga=rijO4ji__B`D$`EwE6fR6#D>#6y&Rnhkj5{y~IYq)wFtWP}#mPEA zgq1w|TlWbmgEy6YqE+2Q11aB+6J{c{Cy?BbNl+nb&DoTuF`I5B-#&3N^{S+%BoZRR z#q$GZ4#b{Jry2j0^DKvPx$++%`Ec%9)8DL`FA09KoJ<mPpUm^J~RQ zkXXp-AII#yAX~8SW>1+1@HlE-vf!N=V@{a7^Yq+0hw$CKjzLAToW%()>qf!z@_NbB zWZJ1aI@8MSA_Ge%%I-0{SQ_DYMA!=ol4uWFw6{dj<0gfhNK=Jzvfp}}PkufCe(oVu zAwK9sMgQBs$jH?NCUAvhjW+pv)QQ&GW=CiA_FxD!vDv5(L z3OV2yL@)U&RgH6dQO!WULt>fmL0641)TIMI`_#wm*$uVfFjOX|dG3-SiFbkjPX8=1 zqzrGN4&Y*(ArV3h0&41ZWlT-6n5gmYd&zXvm_i1?B{N__V_`$ul1whY=*mliLfDo1 zy7q5{>OoA2nPYQGyMF3xI;NMQ#2onp?t+@Enf4EdC*h^99HJ=iWd+>h-&DX1g0aBG zF}@TMT`yoYSDtHS8cKHjW?HL6`Rb^%TxY6$C&qr|=s`X2?`JZp5s!Gg)q`PM935H& z1b5tBTrrui66JJyqsT&q90ZooY)((Sk3>K`?@A>l$49E1cB|56d#?i$aom(<1b#%f zfC$`we5*yVawK21eGrX<)9GrNQ-?h?1H3KTxrMYUxw-)s>C&ZT`mUkYCl%wJ5<=>cC`=74md6s$go@Mq!m5E)d=$85e9% z2m5nGq27=|9q{)bzc|Hwyq|CZ8<*bWAHj8FiT*uA+Ac`>c6vy;{y-cULpF7|Z~c?3 z5$gsU1X#gsCQmCu7knu($U7no)*tReN$C+JA1$Yrymvx@p>}1A=*W9qAb>&r1>bPKEzeI>1QTi{B2s z+a|b$QfzwpOUY1Us`)F-TS;fxM_TUiU zToY@ML-!h`~Yjow`KBe?2_-wpXz5y=L_}Jut4K6>zO`>EVzt@71Zq}yZ1k>LGjpb#R0`ETAcC^O z(j4hlwQzc!?vQUixLZ2V$sq7(zWQ`N6*$mgm>7JqYoG!!5Vtzr(=NU_wp_%BQTavG zWK6(%hutNA=bECjm?_2llTx^F(CGDN%%F$Oz3TwYujj-;;%3D8IG&JX16wsm?)!k5 ziN*M3^Hy`rsvu2lwg3USo|{Tm&p?N*5994&(FQh&;*9K>@G`BPB0F1ne7_H@ zIVn>XD@{#9-|o#zkpv)4)bdRCv93OncH&)srO|~LXN{_ zf~z%_sPD=zN_Yq3*X+!!8Ui@*FJfMZz8IDDKh0)S60T>7eRj{f#A~jU;&vKxI@}-^ zSSdykZ1Xs6j02@T$9tYK|CGPKye!~Gj$M5t;$Vj{*9f+J2Hs@ULaR^mh^y>*Dwpu6 z=^=6aG8=L`!7u-iW+McRI{+L-^RBb0|CEhY2tyNi@QRAtQo>4~58Sq9Y!P(FdvUJt zFow{e_@QNfeDCOswp@)4c1AM!$f zR>~Kr?oF~RI7-nwjww_V_e$L%0?Qt!R)|8E5ax{R^i-^= zM^kNz*k5*P9nMM_p$HoYoSUA^K6=5n)%Oghs*7$ohG{A?FM4b^FZ^$neAxY*tRzXS zq(PBFH1Cj8WiQKExi`YCbmXzK*3N4DRLbB<^|YcZu*KE3;P<)T&n8xNHFvq$NQ})` z!j;v}h=3S4o1`Uw%AmAKjJr~Hmg{dpU&RYF)ygHD&8G$IF9qI)d2u2ANsj7Hh2*{$%jlnNbU5ohuHz zIXyo=dcRSld6qvUe>S%QODu}dK;0dT5kM`=0lzR^HK-T)ciodeE+}7P;3Ok0fa|D1 zL?>FbykHNG;9;&`Pq0h--~5<&Q?b1HvLGD5a@}AmXUdS7zsu7T_yo8v< z5_4x-7?=GlunPD|)+@Z7;SKE`Y->QzMN8=Pf9kJAp(F zuaE)F65J3QsMO{+C9wK1C@c;}(rfD4WQMeEIZZKP)wm#onFw8@~t$z4K$O zG{~$5i`b81cjOIWMj33k)|=7f`BA}-z!Bn z69>O&uD9bDzVFCBsXRk9#sKb)-190O4LX8auSzDpTxe zL^0;IR;a^G!7|jLj4mdO(Xr;;5kx5%)rWgHo>H$(B@J7iU9bl9q)|8+8FaOBrf)|h z73Y+4K+?7jY?Uw~*6zW)(JZk_m~y*+IqNwM=O`Fu49t-C?dRr%$i{b6G4|uH4Ll_z zYYHM6$sFFO3p)&|I^Jd(KrS{Fo9husF3-|AhMk(?GaZdgSl{{{tDRsJ+|P6c`?KvE zinARn=#~kH6H+4p$G4U|#7*s)^Ep5dg(ue|AH;E1Xt6z&i4qjzMIED;xzwawr_#8 z0v|JIwy*PDaEdxIJz|tY-}IZWG?(bWr-}rHE(; z9;BZB^x-;w{asPC{700f2lQ;cy+owcG@m+|Q z{xlA#i}d~yxot~fMNxtTk?=+K%2?<=2E2_Xf&%Qd5O~s56tcKbff2mwr4z%f@^uG< zi_b1pupq8fny_v+0R2%3I}V*dQ?a`m=n9#F+liOfr5O8FE+TNI!%|_b_)Xm%sX%Z2 zsX)QIyPi~7`p@9xFSUHIYpqhxBove&;qlRZzBd)S_~i^ZQ)!uP85PJNmsZ?x&^8Fx zKu_;Kqpi&O4SotZZ#g3-ny3RtWt@6jZg{6_aghR;%BT2v+Avj8;J2^bS5KZjdW=Z| z*ocM%@L=RbfNOxk)VuLwh(>a=scaE{6iK3 zZD14IzO)A5>_ysDmtl z+ppD&g(p6g!5D8N?BX#DW;wB!xp-|%fF2vH%H?*lPn#Hqmi~4%n#hqQ6B$_qHFSpW znK@qH0kh;w(qn=61W)Gnk0K;#K}W_~jdVZE4y`+w=lXpDV1DFsZ5MYfA_Mr&sGKUA ze4)+KKL&Io@&{}Vj5!vP4Mn_QnJ6TFtjJKeKi@AW%U`ydD6tcCw&>49s>@Wi5Ktlz zd2_AzhVrKy12!TbV2h}ctiR}(D@p5yw*bAPFAgsJ~o1#O8EzKh%7qXZY9yGaBAt}j@qfKujQgxuTm`)LD|Y^L(^I_>dTD1$oP(p8Ew6bC$&@v1|5kED z4tgH0SMj6K#pIFNK3TtkA`X%t)7Li!m3Kj%P0Ms83GoSPMxssrn5WpybT)m-lW7vB z^{roiXHW*(kBKK<282|sq^6a^SR-4eQTjDYcYT?x3pd|dd7<#Q=dGv{rmYU{K=wUJ z-NafjI~RoPh1po@S>%|n;EY;&()+{2k%2NZPznSux3|A#sVR1sG#}Pb<=$|OW}4X} zLCcUop$H$udnftm?1$EM9~4Kcg7eDau=Ac6!t6Uc9G*UHJ)T$~BS4%=n~tN{0$rR3f$v$Z4%e7p27UCxG+-z6rhGYP3j0_r1bs)cRr=GE$L;_cc{x z_*4n?DVyJT$c8Qy*yr%4#VDZMqPi^bL?Tm$>njT58)t>V^bu)-9778 zkn#N5pc}l0@zSzLMgGkcemjq_iko!^r;2TO%v^MH7^6T%-|S@B@qw)n@L#>VdE*H_ zcE-ZYL+Q4}?w7=AMo6B0C$gjAF)|#^tra&BYR6nPFD%QMdO5G@UpBiEWg``Q{68(3 zXRHJ$i;s9~Tvl{@SNw6c_tii|4T_uAHw~6#@4nrQRrE1ZHFA4O@(M#y>C z=($S5J9_Cg4HjFjTjRCX7Bx89Wzqfla~0say6wr_@Cye+a>$CNFy=|hIIX6grBg*7 z>Fbc0<-~P8m!SACZrq!o@;+NbG&sZdd!~$WY{^#fGuh4?nZp1gKH7^CHg@n}X=$mA zY?jv6-bBLV&f@;)rFwoW8f>O^NzL?W-xyK}4`x$7hRHX-CNOlY1&pi~8odqH&<3#b zdt1j6?C-6NRS@6ye?zv^T7%`(b!YAO7e4t{ip8&Zh1L`JK3g7#)ZsUk3DV?7-b9Re zsDHR&e{j)h7fI0Wo7c-Rz4b|2av(TYK(gRB?EONXjLXo2F%|j4pE4e~bIZ}f$}!}a z(34v50ENud5MHL$1#yX@w$2ZY{#`9)#e58uoRv>NPLy|*;qWe9Z68``@Avxh(Pd>} z`;DADiMZfOOL=~!7>;swi<duW1(voyUw_)K3D;RfyQfyYL}!9q$c! z#}dAHTTb9Iy`3@3zr$?#0uvDjzLqpZ7oL=C4WY=|gPb$tgnX0VvbZ%aVRTrCJAi(c zkrvA-?aXe7dYE?#neLo6?S0nB)1q}6l}94PIbShjXddW)RzRXu&5-$&!JR$6utF_#J&P+j)nJv;Lpt1 z4W-4SkM4*(#tWmi2 zh~nN6PBG_p)A!@QDnZ6#v>6Qxe#-wqP7LvOvl7T}$`yGrvTJrpqPK5xNrG+)p>Y1y zEkxhAFhh^0Mf%bd_l*TjpuN9V!aER`V!9}Z>kww}g9z!35vFU|jl*0+k^zl#^Fl>u z5^UNeV`&+o?KyxUeNwG22rena#!izzi@tj#j!oF@-L?iBl;?e{ShdqeS|ShJMw}#zaEqTZjKVK~Sz&WK^leG-~PwUcWMSzATg2pcVt=RhYOL2BB|ft^@w( zE!n_jN?YbsQ2NI8>W$V zq`-9G)j%}-l6;01sX-QzTl{548NIk}-)fX7Kes5>uguTfJ>&MWV@TMW)K?LssM^X` zwe-j+K_n{x5q0Is;A5#1v}b%lLh+FQz^B=rO&aL({$NvFGMpd1UAB&eS*TyKg>y?N zX))9sG9S`@QC`z=7^XYs6hrHj3xT>h-j<9HT~7K(1@$Z286#donC;Rfx(I#%nD`U^ z?nNT5drt`1^G3_{Vs;|l32!Yp5ZEY~4bJ{$ENn-Yd}WAN<7BhZ5eGTy$QlM*)Nrg+zV39^CuHj5|KrtKgtU0|zD8XtgK$kfsu;Ch4d5Qlz9K zk3y@wnf^10ueMuY#*z)fz1?NxDlw5b&!8)I4MDC*9aPCcHLj=r;n^I}hgIytm$=lnjd`rmwA(^G zYjdLG-)v%!VcyYpMAY>}p!0i3)JTW{+$^n2t0Dh&xe`0>20V0ljREF9JdW4p z{TfB?`?9ijYHX(P^mC=1N7uBKFySyqg1JJOpod}hhkbBJb-N43jK_G}QFgg(z8iw8 zntP87QEw%C#5fvdMKG~dj$2#>15I^n=dS0&OFZZC$u`@WqH~FvDvjbri7|B^Bgosd z@W+^w1p)7XFoT3RkL6bip$^C6A<+B6>o3n86nn5QCOS*{hF1N2y#2yl8h)XWzFYFY zi^iA@o<^DH0=-g=eDx1Nk*|%mSvPsTKSEuJ&l`pVnV2b7HL~1=4^oVF4B44k%7qrq z<{@r+&EDC4#5ifnxb)_poNR}l%-dg#^x>F#e&UC<_jI0pyv#D>n4b@RS+X^AyC|^2 zoz}lK-xI7;3<QMitTzRbat-D5WSRG?lne=Dl-b4rKB6(mB8fZa`)A+-L0x z+Lbu&J$}pV?wBq2K&xTxME2prZ{`B~cq;kat@ei2=^eR8c(9=3F-VN`&RXO1Tr~p3 zN|IlLU1j*w4wU;Dq;C*6*uxbDJx3R=UduJW^n$S!+#b}JA>P6P5?|`EtbF#HnTFh$ zI`Kgsbxeb93L9v2*t`owru)8^Nh%HR&Cmp))jd3gWnS(tQQe`+LEnv96?fEy2&MbQ zd!sbt)U1pVZybuWWw~36Byr_G36>Ip%JQDpTqi8fjXff?yOL(dp6F3}zn5ef0wAhL z!}wo?p`_Lvs)&H71qAP99NILLC`DMJ9`4q#T?EYu@ImOL;dq$NT1_Wbp4;ausceEfK zs(s0O=~@O8y!!K#MfG+0=1Sxs6B@gvyXxBdoC3i~5cb7(ob)8MJ(@$L>aNex$GNNEFGsxVz7@*^EG1KYQ7MYDqwS;m^^$D zkcV2bpO2n`<_LIES62YHTT|{>E^!ZL?J>7>J0C;joL#(0{Muhr;9MFSlD>)&Qw`N@ zCN07XG*Y+SQGgNyX4-)w&m0>S`}_;8*Ha*{Z^gEr63IcP#i2n7qm$N)#~>?EyhhMc}FaelKaBi zV6{qXLyMqtb3E^mpbC`)hc|k78Ye;}sV4%TT5P|(jYtse!k*vayvs9#=#)s=jVP>6 zzN8i5kO!E3@6GF;Nq@%30AFIAPlxY#!+kd~HoLzy2!Uy@?HGTfobfr${Nd}LA==(3 zk9PJGAFgxZ1|uk=D2P3+%XrFU_PlgkaLk7ph`&>F&UK05iIUNM`ECWfkw5Yd3A&yB zrL4%ORJCntR%Es7*UxdIa0pZCJoe&TdTBdb47yRC>V?Z7@> zo2KM%Y|VXCg2T01IuExqnOza5QnnL-7iEBD%?tNVRKBin0jZbG@yj#hUeR-RWtR_* z55TQ6hb`*bw_CPe)41nPtu~Neye;FSiM$QOvy&&qh%X0QO8z zn9aT#CRbAvN(2ES^pIUW9eJ`LvZ7UQN4o6VF8W!Ql}l5=mpl+T%9{pcoI}R53te8U zCvi-qNx*l2n*QuGIN2N6&s) zykx8af`xJW-8GedH){Ue+?kGv2~BKylwn=<#?N-TSYs*kTc>O+<*WJp+o)%}S{eh$ za%AnZIeDxR)+r}CbHA6gd3djwcVp>`OOFZ5erOM8{hz*rs(ZnbxI#GNr_Qs!vkT!{ z3wiPu3Z`6oxOzJ!mSQzL5G#SY6x<`Ry0*T1BKUVAjiX5(5moqNQ3{06{|8n;slTNG zJEh_r`xk}e&9A;8^&ilegDf)&A@rg*Uw3ESLPBR4%xvWxb#JQ_HFawuXB87Tl?$9i zVrz-F@&uj|A*kIhC<0&#dJ6!OB-S&z>xE6{xvPj$`isg5TP$`~9h^oZrpE<;)Mc+( z^2{i0-^$cHG*)xFJ;K4R9$a0b_^cBV0B+7IZd`F+9WY!F1QAkd4>UXMen z3yoVJtSJadq`5h%_>l-+Pj%N+MfC@Hb47O)o-;ZY-cVH!l7Eu7$zysRIq;a^%>g*njaA3M{GJcDIMVF2QHD!7jG_wvuUx! z+K+PNJHX-Pe2=H-*oq9KF1QZ%@ny~jqHDX&GS3Bmx&2ps%$LnE45~>*{?^o@b&KNS&L-oc3+-Oa z$vdcqdPW~RQDS#eYG}eCu={w3JN5}{9DtRaW2;%fVhyxU>_LyOlPtP&g6%X=(*v<5 zJ!KE9em6-`dpnFxfF8ObYSOQL#c{t#AhoDt!(ru^TwSTP-PVOpHFLE_vhe%w-)6mv zVky({hypyb`u`sQ6hQ00&KV#H4n)344<&q29Dw^dsh;dienHZ}Fy5^w@6{M7Xu&wh zSyyz4T#v*FMCjNJTiFIZ_>N%g_KB%k7oG#_pz3Ey?M+p$Ah+TiC~C0xj%E&og|A)IgtGUl zGAaCTF^xLTq(5tGq9VbTUsv=ARA|*RS6s`u;zB~jpE4+qBWr)X%cN~S4nh6O%3^}y zfKS^5+iQI!X6O7k*-FR*OdZ+C-)EZTx}|9*Emb%DmRZC-0svShbIJ~yXm5I0*C)H| z$}%VowI>hR7su%@=aPi-T7F#GA?MeHg~C=&1f>+!*xSD99Rq@6oO5at@qFnx@CvFm z;o>6tq|zvVBNhk8+}WuLyy9+JgrXG-@x88Xu-fMbz zGzVEnPlYnmYciTSO_EstUQX>BhxnvF!%`OiY~IOMe&k$y{K*uxse;g8%7p(LL% zb>>-QnxOL22j7PMq%DA>y+)VXTN?$_Mzi|v(#X;u$EruVJ}T|r09BlnhDhnrx4RbR z8>o9u2+HN2gOPav??Hg%*E7)I98~JB-?dRsGlYuk(3c?g_eX3)4-VS)#w~*sn*+5I zE+iasbE5MiGr|(a`skNF$&ZJ(<0+}@XEv<`=HmtT(}WXMzxJQK^3D7~$wIs-dc8k4 zy311#onwhd(v7)ybGH2r8`H58Mx%-$+XO&v50!^>Tbe8B>&)>5N>E&@Ck2QgkkvRZ zZ<%C|I{}_zM-;XDvH9T0(OpO7g-ojnHO(6G6S4@ltR)e8AxvtK_COjY?X%ZBlXVg9 zcwaAV*Vble2G_5Pr2-@4;IdJ?mdf2o zc%q$E(LuLmcQAN&PmFZ?URALNw;9`hBFq4P z2gZgwSKQmmqH$_+c-jt=KY4f#P==T;uqRgAM=n8>o@l-2-)ak2y(o$tVW+wDhvVu(4hE%d!;A z4S%tHj6W{*H|^la?Ouc+DN;rl#RjS&!Mm60uo>w3-bRRlQ=oG#$irN)hH*n6lpCe1 z9D>GQjHkfl@Ih5A|Fh3w+xw=x2i$G{1R=Yy0;Dp*W_x80T$cBIZEA?i5wZZtnKuX_ zH7KeFjmWC70Y>vx)g|r3IB~abceTDd>!)OAZNL4-0oM8{*j6X(8j+n+tQDU zwB^Mmc&?x@vDe5f~b*60ePM-L|4uBLspTp<}EFN27t+oESu^dYY6`_{yB6q|1$S)CT5N9{qb zX$5l;UpQ3wtKPa*B0N@*jQ|-8M;P0Z2DZc%Xp06*7&eml4lOD+rA6i+EQ+w7l7e*9 zzWlC54BhJn2b#PpIsTUp(o&pW2+&IbIWI?cmr`I1U9sa&`!GfEoqcYz#KOW=SyLab zI9Y{^F)p=^Q8SJqG?b`N7@{mcY?cSNm>+BDLwuSjkvhwYAt_WgP=0XJ>xi+iw$8-> z|DSfohCdDFCNTqAD;(I6R`MU=ggURL_*5m0-MQDcUWHQO_u%G9PPb?@2T6(D;uB+* zcYc7Chs~*Uc7HxDStHU5jt~oWVO!t_f;D?;`jgqoeK zM3Anwv(juk=o9Y2XRt1!b#c$8Of#^_F)96FB{VmsWRi+A5cJqt(O0Zpj%;7|3}7}Vvc(*MD~nQ)4hktI;!&s?b{n& z>Qt$nIB!v_wj};|_r}P(YMp#n!QLU6FJl6o%mC`-$!fs_WA`EAinGip-Cksp{GsYMArM}D#OHx1F!)pS1< z7ieM4W9n8L8RnGd;bQv0lu>;$hw6o-h)hLQnoTK_ei(|{WLOs%t@ZnCkQ-^y?}FWa z{eqaqziB@<67j33os@qOax*Uz@DBfX;=mjujYy~1^H2omyY4P;TifXPq*q|Yo0Jr_wG8BpUWE%~a}9h}5+0y&Y= zhG|yH@Mkew(1aLG?ykwtW562YsWR7F0y(sGlhtKTn+2 z^rc2~m$etxNndN$s&oh#OcH72U2a*CWrnohn;LpF`CJsI+=QsUXt>3vJ8Fo_^HsZP z>hs-0U8N5zD(a}j~cRPY+e3PgpZeNE;)RgPr>*M&yBs`boBry znQ0o4tg>%wC1^<##4aE1qMf)i9AP}ao}Ee)0bfRYMB6B-LHOG6$k8lA=*IbGU4Ci) z*>VZhrgq)~Mj>GCLZiMKAwg%bv6_#gYMP9+I}PdHZ*7BcYhikdS}4wq{;tm`FZ3fo zt`;J`Y?=Ejf*62W{eKTPgLvn8$Vzp;=~Hl5Xvio!$;V>&Lz3>c)q9y(f^HC_<9%@u zLIV3gXMMz6`Ns(!OingvO2>r+m`Uwfsz4KR2?yxbOquD*PPom{+6`^+Kyp7G=XFVb z;8mOf5E7o1Wnw|NNB>Y? z=^hj_rD{vF9J6Sc_N4zq036eb%2$D|B~0%!q;cyNAuv-}8YmKkz?RxekD*`e@l~&% zFTYD`b6|uMxHgl@3cM9`*Qvc(k2dpr8I(iFVn%O{f1^L2}UH-+eSLfut6??;@d>RCJ*cf3lZmBGI_avA!3m-!2`2D?qnf!ffcf%WWwl zk|J$b5HD(WOa#!{ ^Wn2D0Pj@uNZ+8Sx`R$PBjQ;j+AVyK|-!J`y?{%^ zaC`Fdy|(%?#G?#kdaRyo1Tf1FsxN?w3wMC zJ*?G%o<;Srd!~0HdA{#iDajf90ng#OCX-F-DzCUbLvv{ta-kr;dfGz?zlCR@gou2w zzVbSyt89gmR9$>6VIPAcsP80H_On~(8^c)Uz1JkYt^WlNjSACrdDGGpoO=wt>{$XA zE27`N1^BV$ZCH4(W_dM#F*;t&zZG=5*`>DL2{m8-W7WbyjpnWio?IcndlL(N3EH!k zUaMs*01WF)i}Ql1f3R`y#j5A<;S8k)Cz`4-cFZ*YY;aJEp3)`R)|+J!=pvpIfXJw2 zq|^EsIaRZM{@H^mG!b}0tuHGd%$C;j(OiD9`xYpKVwXsGa#&m!G)zq0Z08Ec(6{Zo z5v|NK@MBXnTb^7t*&ps0Zby&exS)t|?@iI*fM@%+$)V z0qH20S3qmBMHQU$qct~!TYG#rA2@9|968pDI}4!1SCun;ibZPm0)*$C5QaQgHm;|y zlFVsYqD+FP4x5M4;pD?s$_2vrK*lXke^Fk5)RlGE)gX=!1in$f`p#C9a#noPf06WX zeq=VxgTmD^(qd3lW3sRV?ns-2S{Sv8D5U=m`85H%DU$7Baj@cF$4PFOlt7Ri4B2Uz z(!7^nzICbql|0-$RauOks`gGlxRFzdj&zseCh#gM6CBT{A|`4R-icjrYQ}WSlGdGj z904{>-0MDJ*vm-v+~;%4zwB{U|p<=MW=-aBmD$nZd7YUth0E&Ha)@uqGJjjy%Dpr8wfq+e|kVUz`+9xF!S&r&evQ$Ts zak=q5(5MEU`DLj8rp!xs>e>AI!lqjeb*FTzsfAqD`=75yV4}zx=biYX34;hUDhx&XNr_uQF*VZ|yG)|zV4?s~U25EJpME-FZ1w_yJ2Ui#)a z!_KGJgZClDEox&NC{lt8fP5h8x8~N%nQ`sMxrH-PvsQLUNSv+x-RyqMV_Td+z|tfC z5dID#T!)_F$C%jr;vuo=i9hm#D+|0_f9 zW#W)TFZwWA?3E94AFwp&5+Lo@@dq7LZLg817)}uN`Ut5sqCKF$24rfiPO|u^_57oo z?bIuOxDr5l+RpCfO>Sh9v5X+rpLkKj6fWruP3IFy?rCfw=v+5Prpw#314ETW* z-zr|F?z^BiA6Y?InX2!8Q?J#|Fv7l*^4#(@R;Hcm@}IEMmro#0H79>1Tk-(yvEAWT z?<#Lkem(gjxkhX4%9=HKDj^!NA@{fS44fYYZ7Tm3S`jEcoM70qkD6hN^i9Y>?6?<6 zzs$L(gLX%yx3=s`*f4-tBe$o6cw)lXhESu^i}}GWH#cuS1VCW&(3Rox85&LU0`YNPwYP=Rt7v1YiI)N^_!d%60D%S;fWke42by)f#;u#ISC1y@noHD9 zpUu$!f(k-J3-aSGDS;fMl*Cdnmad}!y15P{(UxV3b~=v4D9+%y zN7Cg6n$-NFz;!t}&E^g&mMJjP(8H>{b*vm>z+J#uB2AuEmwViZ683g~GC$0~82-(6 z9U%=Yeo%zP*ng^Q)53pI!~;3I*B81t)jFUu7ZfR*z8*WD6!>Om2YnY`?Q`$?{U#S? z=Y`>JhlKE%-BEA@?eAi$Ly;cq;ZZz>N@6Nf#zYA8+%p9n)m~6gkD||3jXh>Dr*hB{ z;Q>^~J$Y~uwdf}y4I44ESH~TvWZPmr9t!j~xIkHU_C(e^Bi-7A`b`wp;e(P{f90V? z+}INRtu?)GanBKw8UP-EODR-j|IC z_*_@sc3jr7^FS~!8eO7V8s$SB9gV{uoPur9wAG>6{{lO)QXVByW;5-fk-W9mOHuh4cs|&)IFa#L= zE-2#jZs^GN>@ge=0dRoee_+JPPg^`%qP-v6#ZEd^TnND+`=dY)(zSJaSEuz!9$k4h zKsvHM8&u5~;!ZS8-}f)Oh>o4@TwO^jggEcOpaB6l)CPJc!ZV{?3+*}{C@cy!&gqV$)tm1^nuT`oBPc9 zLcejPjau0(u4TXeS3K5co+fG15H^jf|Mg~S(6;vw1u&ZYz%uogElF?_v4oo)Pc;j| zH(~yR%!SDXQYDQAlkI$-DzvbJ;G_hg;r=zgz?V%T-FdFtQ+pF?#M6I`m@dE_UaDx! zh@H!FSzZ}6m*F0J3H(qQfecCz{gt@keuHWGF#&`SEf!5)uCJ&ftpG$YKr(h#u+rRW zO(cbwmmI`(5pPk4oUxO7TO$SqI=5^KWXT7wv)o;gI^D6nG?17EfH{%jc^&YZN*AvG z+X+Et0=vVgcTstyrw0p~e9Q6QuazWA41K=gA1aVOyf`5Cj)_EU{XeMhbEP%Mxq?yT zx4!xiUuuQ-P7E1G%!xKMQFEF!LK4Cpwt zJI{HQbqj#q&w-cbkb<~z%kB%GFPAlJ^Ze*JItds9nSka2=2_MAqeIHzU+TkAfVZbJ zB8vq6D*CnQ@IB88VLsdtf%iL``cCBdrUUdAww|w_Mi_d6^2O2^S^zCEWMNRMoA`!f z7`cA^4ock}mqY-l!qNHHUu6jeSk2V6H#It#Z{xmNcjbC{WQH=pD@ZOjP}v}FwM-H1 zTLsu6(kB4AU;J73Y0zge!2ul~zGsuLdww2xpXb9{ScQu4oVGk=uiyrVX>|22cm3Wt z(zN&6Z&k@7As1|cY87lq4?0zGco^GTU)oS8*6Oc=VN0klJpH=W+@r33*=WrWc>XE>cM0K^%~f1czmr zvT*xdC98v5P6ZIH?~X!>W9Xh`KX0D*kwmW+G6i+FaPB)S-djZ!Bv z8q)$_f0A&MJ&P87CFJwR0FlF2!?cGx>cve@n`Iid#Gxal(t;K^Phs1emxv>AU3#l6 zO}jD|smiw(z2sVatyZ(+1z+$Ca9{j)@)U)u!JDu^C%8gLgV!pToOAkjv9TzdndTzN zafrRZ%7@!L0_{)wmmIs-Zq98;c^# zD8~#-yf{jQHoiXM2=x{hWqXB92MCs;riN?`TK4WDY@7?tU4^@D!=a-93o_v9;I(g~ zRw%aAwuF$j#~5og`mLmba#KCz1*bEutkjUj>aE8zkfK*Yj9hx*ZW;I$TU8LBu%PL1 z=<#WhATC}QLj11XaUIGw9=|;lNxSv1$y#OfNMX?XHfLb3fT?#=&m zc;@MeZ#f!jTd%l?35F1m6Ct|(D>1eTV25A{N|Aw;r7-Dy?4cB-*f!nHkTEhj*iho;#^|<&JV-z9Y6)Q!QYzO$QnN-U4wvW$J!PZCnm2NAnWb~En&edF7jgD2?xbQ#HQYzc1VLfveM>!Xw& ziiV^ripuPp5$Gh*6(V_p!{H|gO&QBp4skx-P3?S;nc)iZcQDFhtR0PYSced|=AtDz zt8i$5&p7jHEK-;`^`+XxhPCJXsC15n%}?hmk_LDy+V{8N*&k7vZlmO)dWhZd>j*TYdons0#wcsy2=er2M2b(Sh!xL!PENigI8eC-fD{ z!OyryF`)@xp%YxUTu-j&6ofxv7popVXoPpz&z&O}M5C|(USbcQx;?y;jBd5z@N4a^ z?3az`0sNG(C46ed%~RlH!I3-^-5lSL>v+Nzu;aia&ov-!n_qiz;dBrv?`l~ugFX%O zui#EcN&+@^2CS{#FxuqiM-2t*Gg$thBe1LZWXi{0OWZiy_heY4S-&{0`@_V?!pOKJ zNxKzxugcDW89<4-rh~r3Vq!5S2OAtj!!|_quwC_=uvy$OzHikbb%gDk7iE8=DZr03 z4f(bVTjc6rB~qyD0-XDpV@Z!r35Ta8o%IceC#7A*I7{JZMMp|s#Ne3K2B)Y5b=rl4 zZ{*fG_J)rB+8y7Btt`WXyIGlI7=bW+aS(mUj;RH>!EySY}dHt#Pzo=kU1ls{>4M{C*$6?CeB2c~dT z{0Q+-F(=DmuJZ(oKsVNm!U)7gjcGdgs1WEvvS$a;vLW4 zS%7C{FF+ARSKEnD`I)xdgA@|W-~XVG`e25k3iV6t;SJ45AIU*ZKtkWOpp)-ZI^j+# zwEg`+!w%833N&c!$l;XoC{7*pnsZUq*r)ukc1_3A=YZt}M6lAqHYLKjI0N=NqK&8= zeyJi7`j*PV_D5snW@hXFZ;KDx%x@XNBg=e|J9R)}{e%)KA`>`?83^Q8q4x^ck^_>q z3&M*$Wffi1RFki?Tfzi$4n1IaEQwP#3XuCpnAz#MD~UOT^~TXV+6;bn$z+!KT=(p5Flh8^_x6Ao7$`Zb0D z=BD^?vm^B1pQ{;Lso#DNjP2{ZG*Ii8E#E0U%edd(GY5eV@SHGHrU4Yt`gC|x`fWlk z4Z?MgG)XQwxbZ~`X^vqt%;VByyTYh@SmZB2ht-I>`ZfRcZM3aN?;w4YVsII6WSVZ9 zWqQiN=>nRy9hU976>S#yM}%JgP3vZloZEW0Bx#IMsqgf?!^9&<>1|et++FJSIKZ+% z7)@qsf)5GoF0j?8rED-!P8NAqXfmHG6gV3{x8yE_o1@wpXpTo)4(87KL#e#d|F!eu zs@-fydc&Un@zN37!#PR!`^oZ)zV5eVg;Ml5$IN5o0XN_>3Ct?y7j)gTjIWDv@v%gDjfPe;|AS9e_8R`H}?#-dKo`wxAc~+KTh( z=bC@8tV4M8{iJOUeKVVUWg)Y?PQF3!Uz2A)hZOEZyjxxA8*V*dn$t9LdVmGL2T@4| z8W>d3@sshpl_TS(9Ta->_=cRV0*jMa@tgiO=I0;uOd7po%SK>vzj>WuG@B%+Jkm)i zsdb|PGK}jbO4S)-s2?zy2SeZmfD&w6kpwp2u-z)*y#fZ(#cuktruPd`y37tql{m!qO@}F^9hyNc(*T zx>OM+mTl^U0Vyb9(&SulJUuwlpl^tf=1jZcb^=PKji1CZ7FiMO(%uk^?Btjj?D(Jk zGRJS{5$ZqKG&K!Yk4(#Mqn7*E3t@VQFD1dX^b>eVqjZT?;OHf;+F%hCUptFHHVJGd zl-s)ag81IBK$K4dH0{>!58jxSIH%X3VhPd-_nhkqzEMI<(6fu4>i;ZBV%=)<`{ln|0h@5zSMR>k8U zNaq0_qe@bTE&OKHg|0C?V+tySxiXXXpY#6)m4A++EhBR9x0V)I)m^!fDf3PNA-H+O~YoDNUv|8brEYU0- zwd2;Nj#Ppt&&365q@r)|pJOL``!}S&`hsm3wxIvQ9ko}6c4s%bnc@qPZ8zu;vc#n> zC=c75;&Vv3MhPbMosV1D#PB5NCQ%7++THDoON>g3v5z$Dk4GLuwSS|LTLSH=e7ON0XjX!otBgcz;>U1b5Vs#hWHbb}=9W zp~e_jySdG3u}SN%af?7U4o9S*?AFRwNHwVSa{9x3uc&a-l-4!N4q7HoYE3&hRg7XA zB}?Bkt8{`BvLEcgndO5f49okj)VJ^sDu^^O{ix3efxtHTm?k~b*>?_6eRakjyB^g1 zv5-S)^AsbyPF>9b4b`E@%|ldZZ;~A7MY)fVK7ci;UTPo<6IZQIuH7#`MA<6Tz8pGk^=ck zgsCfPq1HOTK>K3cYr-W$Q-%O_7P(!F^0vvGxB!MY4M`hGIXm!ffSYTISL}--ZA=I5 z3-e66qg>;Z1`dNgy*_)1GTh53+DK|y>zjEM=2jg-R^YIRdjoZs6e6dzfQ~P?S-x)D ze7nKDa?Yx<%x+>ZF=R>-Wn3FE@Wvv6o=pwUF(zN9O7+UxSK*j<4tQT)3+??qiG(S zy#Coch9&;{G8HcZ_i}uklQ_)hN`no%gK-nGAExgdVdT+`mYYX#+ySKk2_bTD$cXC zG-p>Kr@vHWC%cRcczeC*lC<%8(NRxH)k;OKZ8xh0=ks68O2|!-0Qos@@`7NkXxNrt zy-}FAg+-yNPBZVTKI$25)jT$mCv171CRuM3Ie%-TGq;5aL(p;D^1V)rfYJTL? zSo7nCM*fRBWDU1B&?JmjOvhXfO@6`0BeO7MKIzLTa+(OKvo@5KNkPf}uS@Tj_<{z! zYkk-V#W;(+&U?N=+35 z>vA{ujLkkiR|O56y9#%bFNhFo{$0V90!a|>YvBab?w4$--+`cG9 zeCMjFFMSn+V!Gh;#ie{*wx&`g5Exq*o$dA?^m8_#PXg$lF_mj8{TH=6$ z3_`{*n~0JW!Mc|fK znHtf7(K1^kjto3$%+si!v1B0j`Dn8CuDB_bCwrBv@RyPMsLWNJ;`@01u4DnuJp;*T zJ0iq`dRPwzvGZHuqQkj>E;f*R{mjDIsL%7r{z$Mu*BVs-+tc)d6_pD^PPrQR?F2x= zg<-0WIm+hD93yrZAhA(GnXup(PLw=gYOXzOX45cl$j)VpL}4SxS(FKob7|W$0v=}* z`iOmxl-*FMZ>LJy$hFh22vC#9)D|au$p(u=jlq!z&x4637|K*t+MEy2Kqumv<;=M} zR@buC*->I_Vj6@11Bj6OAsIQ^J^di0Ct>ycL@A^A0aHyiQ~c6rHYSHG8{f{^wz1zx zZOf)(hX>Z>@i2;Gg;XA;J}mSL@>%XSB%eAmxMY?@d7`Q(lC@ibw*>}5E`)wiV`dNa zv0K5OWG6{yP>QuRJ7g%U7rMv(;u6y#$;RG4=%YtT0ghi+@s$J3(ctAyeF~$<`2Hhb zM?N$-DD5**Pw^XVZeQ3;u884i(7_UItz-$nn5|0?Vu{OMIcW9M+Dj8CTXdU&DjQcM zq%$|U_Rai#8km9paNOI=vCZv4sud)PoHsr!BEMGvZq-=7>4nuZ^j=u)7=-gj^uw}E z6`V=Wib)ews^}d6`A*20^2Rv>QiC6awI&At-xQ)S7&85_7tGzFD)lIi@z0W#yLbOo z@D$8}2g<^Dy3HQcsf6sgZvrsIGyF(&6}>x(P_`+W{?8;Tbb68q8-K3c>^`%Ec$}dP z{{*_3G`9GDPX>@%6G5h~0)eBZMVLg7dL75z_ArK1_DOoNGvlg-5CByZ&6~BYTwE6j z)S~o+H(OvZI-e*?LpQ?jssnalwer1TrK=#wE46~okShE%SAMvHyOG=a*8RNY5_PI$ zR+T2TJJSDwyZ+NS=SWEQ6iRAG6p>UaY4nY7`TG0etr3V3sbU>ISGp9b}QfR$|lKd?Y9@@W@Ytjqne zex-!ESH)2Gi<~flH-~LT8#Y#))dv#}j}MgoGO*;~B9aUquX$v=F$SX+;!Y0{2vj$7 z?lW_=b9Q=4knAxv0>wK_8IT#VH3z@sx-zt=RIa~-$a?Fj$Q>c0Z=>T8`DyvB2}2!v zxKC4B?Pp3H@LWf9b*jxntQxoK6U2%;BzqX*_}DC>m*GDfV?n67`m6igXvXVZqAhYb zeCyz0WyU(b582F;w`$9`cz>hp4|YMgc)fP((s(SB>#I^xNZ3B{@g6v(AfO^Z`MNAMNdkUW^;4*Jau>ex1d#_q z$H&CSUzP8pcn`YD`$52)0ucp41Mb?(+(7HOLbI+b)7d5u9owssZex$p2;zpIQ?tZl zq~uvuBu7P!k{RHbc{iy*AOjWMkli2CsfhC6jKM)DHPh5$ryt(+N>ADdAbMG7mxVT# zC`|bc9;cMHRv5#i#Ss3LMUbFw)fKybaIS1k8tpke@pMir!AZ@oy_`!r6V`fWuMN;s zWM%MYb#P2`t;zc>JBZ%DMC1aChJW>4Q!3vx-B)L{?zV{m#HvRUX`&dR%LDwmMQ)l< zepg_aD3at-)TSe@e2d%&9!BWKX6=A;@T`J)Xrf&jT93A_220`Mxc!K}B|v2rA=Ks! zJmNs^@sj%Lo;Xq|W@-6%(300qZoeUuA;}BGw3og`jW3$I1C?|0a$(<0p6LA9x=5utu`5#@Bjw{i>XIOUkiffsVGU)~+4#Tb^Zwq1?)*=y|+K>vg=iAw8Z4A1h z&XS3f+*)JpyTmpk z2KHWicqlMEKG`)BQ)D-HQVeP!{`HO+zvV>GVKLK7vCz0)w^?P*w;ub8@dHoIN7)Y} zis9Xeo9IF_%v1kJxF^+rpwg`~gTc*GpxJT6et;%)N9`mW%QS9^NJed7uDD__GgH$G z);#HDbv<3p0tfMGB2Q(2Re<#C|A)DV{OsZlK^r3&&WE~s=St^BVsN`uPloXa1~<(` z{V<|%G0s9)T8>!%d+A+oMAr+qZ%Gwz9NGyIIu%*Z#Kq1H#+L*bUe{JxZHp$}*g8HK zq!ghtr&=W%SjI0fB5HbM$-gkIesTd=eHY|CTyADS#mAP7JgWgPHSqIQ9)M@MwP9v_ z=*=h#gtyiQ{|-@-d8tjO(A**b+=V;c?g(C~MOtP2gqIYEn#^9)!vN}2a$LJWQ}evAkw%P<>DO_C+h za8A)b^s0erN%%!lFrKm*Bljlu>Mbb2c3=$F?)v*k*ogh6SwaJrNFDNLjic1-u#@LZ-`)joq zwUe#_!uMa)^Ve(*n}(+VmGY2#0u0zF2VVGwkTd+9&lEcF_5C3?b9dR}<6#6oZ%Zv| z&)q;=LD{{+YefSC^rZfI0P4mwl2Zt4M@-mBD1tVz{vnit!(TQSlxE(*&jH4c9auHcx3~LV0_5N2)-63slac8e zrnghW*$U?!N`C%k%C`Ug%98iQBCa^v;>j^D;{0?HI;rF@*8(1t4@#@4(O>$bh9o~b zngSyK6o&bXoZ|(ws5z88lBO}s#q@uZo-zq&=MnPgwkv2V1Lp9EDS!$)7b2ngTqGsm zfkLR9cCXi2Eq--JyjyK|va`yZ(SK(Zb^9}rXLUf`c6-eu5mMO=tZCkX}_d73Fiej8wm4!`vlr49h z93>lPD07>NfyoRck*)WK>qti_yJ@)8=^e>((V;fnq98KPeZS|}M z=725VkWGYYA6v_oWB1qA!Si?&(U3h{PziOn;j$6w4T70v*HU!5Q7bFVt5dUsTldhwfhygS8v&bdnsbKiv`#h*)dAag zM=Yz{*I|6(l4w5XqGtzsu$@8R60q?0u-J?DshI9O<5;ghy7NzNCXD3aA|0nzBTY-k z{;Vh;en+@cHl2hJnpkME9x8^Dxz8sR8W|Q5U{m2J2j#aad)*Q@HT_b`q=I1zU`5#Y zByx!#CN(q0R-jwGCe$3yTe)O_g(5G7Y4xh$Q~O6a-@rU3Hpz;|chWOI6NL z&WBzT$$es~EbnbbxX8tB0B7(;XA+oyAMNCGPly{|L2NZmaRROHf`a z&*Q#IN=H1?9==WZoG?1aorC7n>I7V~f_uQ+;Ip_+A-2k6C$R%K*uSiOEkisdT;|a& zZSh}j_3w+Jt@J%jY^U6qk^~EPaM?R&D(3(%GLfYCI#$z*y2h?)B%DdQ%zD@tvhtVgoXHC=#M$B?ix_WjrOTPZ-3%Q`uis&|)i7(R8AlTZ!^l!tJm!351!4QFLV>sd4A>dJcc$Q%Vwh9-*!mBrIKLiF6VZ`_*InpwZr0o zlZbL4KQ-|#C%H~$y&&RN1CpBzA*_5at1AP7^eJIG(9Fbu74dKWiulS9?^L2k=iG*- zS91}r`U)T8Q0J|#ej$|l69qMkzTGt+E@TGi-pLHxLGXm7O94Q%6J9+MkL9Vvv+!nb zweT+R6s0*5!ktYFAy;MUC-bxhKg$r5%&VW7vJIY~-0Xe&s@H+WTBZhSE>0%}HY#A) zJn!&d?)tn7{r9(oDs?M|VZZavkxf)gxF*`(fBXHAswOoTyx`JDB#i@_HU2RA&I||T zU*MGnP3bLGRDNwm$UiCdT!}#C)PNfsT{Fw&ky*ojY1A_YX!eVTxC-l=&keK6&5xG8 zQ|xU3LSTKVB>%b+FnRoZ4eq+dZ8)xs9$tH&lj?a@)q(a7lOBEngLEENNsObj@0g4Z zTDsRXcR7GSif-qr=qPt&a?x{@)EE7ArYL_l_xt=u2&t0De+3Mp$AmA+?JhUtRX^>! z3%-VbZlZe2V-P$^N6xLlhRxTRk2sP~8|N|l!)AKVJ%m-!yh^=s9gAXdN<>rj5r+#b z^}C}Sba)QbO%Z+^lrNroOsRNI!oS|~pAs@T|E=D29`iYaQ&{c*n3LpFm5)$1Nhxrd zOWC)p%p}hZJFK|^txQ(3B0wpI%$>Bkq=rx_5Z_p@GNmJ)BqyfnAfth#&F1rco_%J)uRWozL5{m{- z;=eBw_uz|=93Q&inmE9wV4&v(tB4ys%q4xiSqo{ON(DfDTA{Y(AvpVdv(zid!;Jvj z&w@6nHLMFXc0utR4yOh7z}4X01^sn$TkZF8cC0bVf_?RZBShUYpY*D}f*In@q({$= zff1SOr~5ep6Qn$me!=|1A@*}WeVox{59q)EkgioeJep7;irAqhc$TDt9%-`#9RAG5 zXjm7X_|ij$_Wko!g*1lAoZxFB8qa*_P5wgIwCE+eL`$L*L@!Z7kVKSd(TSEI(ax55-#6d;{mwc6>-rzp zW%io2*Ym9Vxu3Gu9`>H)yR?z~k!US78G0*W=3b)wc;5y4$gS>$<-GRu-zqVU2yQM= zEX`}+yPl|#r6iNz4n<2Jz8O#cbK^jqvu)Bv7F~H^@%y58N8@k@M(G{n6#`oOIf*!y zTx<;svMMs$Py5a8madkF{^6DP?zOU%Gs@*(GqvZJi+S7K#_or2+^bZsek$8`OKy9x zynO-Weu2kuv0>k9N!L(-$T_&_Ij5wYIiLO{TkI5m4XM#@su*?<+~-zV;5v(_KW8EXvgjc(NFB#{4?6uL*UQLBQxSp^K>3Gn&XYSaCX6( zB=ePwBFP_r!VYjKlt*`9@bJ06A3aS6`$Tv>)3k8d(QR8cD(PmoZB6_e6M{Op@Jd}Y zA?i)otLKMnNiysa4v)?h-b~snpf|Fz!5`;oydRPlB3ZJA`kI6C_pBvl`auQ`NT$ zDop%rP@OF9IzHyoH$kV~e0|n!UhPK;x;tOo*x~g~`Tkw%757@-2RV{f^4vnvaU(HH zG8!hw3^#ku0*UTdo(d5524ghrjbgGE#LGCginzioHr%qrJ|5fNV;S6Nm*?NCxu0~# zjRP0OF%2C|Ia8q_(#xPSi<*dI@@fj|Pj>y8AuJ_{-~VEhBjm7$(3?&({BBfJ#pXAQ zwJwo*y$SBO{vL!$THn=`1LU{Xs*7IZyJ**#-fjSSGQE7yCL@jSOv5x#j-sG!=OXtM zpCbDyV}S&ZU!T(EpLs64ev*9)1ESX><^U$E2IXgB&IMl+887c^<`PB9#g0+D#LEO} zvym?dinhTBI}402qWe4D5{xZYtXA=*SJR&uknv)25q6?|Ym z(^q&pny8f}ZGIiqiqI+KrN--Iwy1vPC&&jcIFNNq7#B=!O-A*^s3WJz=N45A^Y{8{ zEbA7Q3f)xb(y|HO+jy4q8@la6qa@FXwuJ3dT-WF85U~13)soo@u6%co=cd)+mTH@e zG2^yPzIe9ywW;d5!u20RMcoMLx=&(QNbHclunjGfiNS)%P3W}5QLO0{+Gd$(ElJYp zGxo3VZS|>!5$l*YtR0b~&+lw?f*e&IZqa;DEt$$$h#&RG2c`3lqw5r@L>506!;a9t zdCs;}sI2m`a#DU;C#g5y{<|>unNe%z)BA+2)d}A|jJe6XP8+Lfs|dZ) za-$(+A(^`;_9hZUaONK{*e+&}6<44_F4iu{Y4_47U|7SLGEuN#R+LZ7u4r2X)0MD$ zr2S%gKbCN^Qzc${%T%4kr!jk;tT$VkIk>B>;hHUD;Em7z|;G6#FM+#8-{XN zwQh2H`-*_>D=c*1n)Y-j3!N-+r9uZ@$7Ykk z{&{c3aU=PI$m5thVjIU?@h?R@K3Awu2OTza?LDO^#+C{fy<@oCPMCR)Z#8E={DVT! z&P*zMm;5n8%B%e*F3Hf?qiDYz)MyuLX_5v#{2|MESENVXUUJ!JKuGU_Z@_qW*8(Iv=xCY-WdH=(Q zo>$~O)_OUIDMoJ^uEXHp%ptE-{JDn@-j=MBmRVBKssB7AmSi7gT))4YntXQ8P241L z+_cS(8!sy-#7Ww1J(dRDbbT1}OvUeWNelkWA`4_Y%~`hK8PTqKSP!Q4hXN29Yr9KE zdgc^AC-99aJtc32&=m z*Fiy#2VS4gP{9~Et7eGDw2@!&K4aCrc@-=$GL{@BOfj=lF05E1x2m(sfow^-Zunzi zvP#l5G(DP*ZD|5EqF$c1?W1hsoo%Qco`qhR@39)sau7JgxTsJmrt3XDi*CI{=NI11~w zExNeu9NSl(`W_SCG496@%2qnI{vb1Z*33G3=RBs&dOhOEpMy7vn|SSu{c%;ME~AF& zSGpQMt}kO=3tZeSDk^HIP@5=SN4!vOi#gGBs;%lLQC(aoQ|0rk7Q<+OCD@(_ABN`f|41 z1x=;Mm%*=FkeT-8owXFon?1n4!|Tn-V3YRM$KRE&7~>UCc{s ze~kdrd~WfLFWIaabCS)ZNxic(pNongusatcvpT$L$u`;U1CNprxE>bpW`{3qoAdDX zsC}Ald{^a%BG)t(x(ig2y-T8iy1KpLB^;cM>b+?@KWyJx1laP*%R}Nx%bp2IQPaw0KLWSkST)%-~~V@7A*V z<;yWFFm?6#F-KmmORyGYNwkN)=n)|$bbAF#ySN^At+?94!D-KC``Pp0A}-c4472;= zE_Aj{`d_C;AN@3Nc~#}v*f23O`nEBk$cf5s30c>v(OJ#9x<0Vj+&w0^X&Er-d)=1T z3?4TsD9)=t2L8FqijljRL^#G!@^Xy&nHu)I;D41o*hJ0>nS2wpM)!{n* z7XzYPM>>Y$RgL-j?)HA$RCq2QO2k9MImHC`(Q8jcj+3Ih#<5FGjwaa;^^)VgLVIj3 z7n_uzz0JTLp@WdJ1z09MIIgUVtGegQajE{p_#1s*9F3hse*9WxTJ0sn3G_xWxCD10 z;R)Ltm0})Y;?l=yT`I&HQ(95-m_0VgNU?JI9~Aq8b~QRuzK{Cx1!fM)tL@X*TzQmWl*_dFaG6vvEX-0)Ns3z^8B7wr1V&W|jtGBSkEDFR~N53>B<2+{Q!b)WmJBZ0g9%HZFc_WW>rTQ6KLEuy&eoDBg zCHZ_}`bXc(_@>*RoMQ(iA>TMWnH4_s7Oid0OK#aQ)C*#A} zuD?KoYoJu%7BozVOAb4BAZ*BE@dfN%omtIhRJQb%z&2reCU=s$K5J7I{*!WM)Kt*- z-qIGsVH@-LqAJ%^t~9j(k{j)WCKx&#Qh{lAwwbhUabjYp6m3WyG>kvRc^~5c?4%V$ zm{7PYibJAS*+?XMk53_2qfi>X030bxyTR(g|A-+7d5@>#c3<3QsBdvBbDZbf4O7gA zOJR*0KN8Hp2Q9Ho(PH!bfbQ?(iwxjobf3;KLy1wEf%&mHeVz+pyE%oX|~6t2RWokdoQFPi@>u4OJyJfjrzk zP?VH)7sC3S_xS=x@Di9X;xqJy zE^|+_IvGisTIGkN!Myy5Lk&mB@!G=$ZE_itk5pq%;+@v+dqw+!VtP!ul8=aQSmLVK z@n|{@zFTA5*61!nWIpnEOn6&hWboy~;1FJ((aeG$M^Bkmi&D^Ze)gGQ*|G*0T%_Ht zYZ_TB+{e53Deyx=Ymp4)`<%+${<)x=3VOCgmTmGFM0z*I88yIPN^wI3cJ3~S-=yk& zdcjg3Rg#d^!dx{(Vx*g_7+=(=-6Lh?pXp60!(v&F`1mepq_{TwWB5&t_ZLM^qHrP~ z1d1k>=10Ff>=-RX)0X{;50TyfxWiGYB46iAZ4~7qY3<1(z$Wmx?5E*H@vGR74OZMk zEgf89kkLJ&sQ{j{_pQ{(7Q@f{#;V$Vl?)pk;>KgB=^&nwt|!mboCIe~c^y$cDLFr5 zH8R^l@1X|f9)KuB zz_al@=uMvF@fu;_1}^sQjMn9as6V(>YCK2!?zO!ar{co)BWqUTJE6|JC(t(0^H<|3 zIs)E1I0sIQxIK{Y*SJ4vx%CfNhm`MYJaHvGct4RT$QKo&CqgS7R3^!o74fm8pUp_=PRCCmEJpbU~x6`6=xS3{%SSN^@`jid1_O0MaE@`uz;JF@xr$V8we1ArW zwW`(wgH=eHfZEhdBd-|C?j#LOAi!nDDmvcmfVkyr`wmS$!_$-uOkA!S@aZ7tEF!hj zpJoUP7s1}MT6T?cu2C8!f|W|~?Z&~$9np-*X9VcDo_?!&8{+5T?DJrH&=A*S8Cdd1|MxS#!FGVSBk$7U#V7Lm)7OU0`|35*4d2|bm9P5@|5X2Rm>~v_KjbUk z8omt0+=RI*;ZdZihkmt{OT;sr9c5W-SS`FnHre<`CUv<>dQsO++?pmh>G_K{Y5AP= zhUIFCgj02q^c6@Qx=GT5-@;txX6q$u~-g z$GsOxTT`|EpXjG?wCVC(>c=qm`!n$=<%r`$xYeVZ!;I!Bwd*JQkuTN8wlZSbK+`2W zs`rc7u%C&4RYkd9D^s+_AN~>z+#wL(n6?Zpp5v-R3e0X&q>(>*YEXdp@Mppv%!#C| zx`Ao=hhf5Uw*^1=K(l>oIC&eN7A>WHpM#SfGOkv+pZ|SxX^ZW|MNyHTU{Inf`9W%J z%elR|2*W&1e%h00P7yoo79VE3TSY~A6i@NEUu1k&pZ4Ipk>3_l@_{>I#&K_-`|$8x z8%?c#rlA?=*@|JC0(C83eIxwZL(BDBEG(8QPny#Qy`>_P6OohV|k>A;)+WLX(sNSyF&GANTY;(#pdi?5-2X>UWXU<+H#m(R|l z`hs_o;54UePs16IwVppa4g=Vdzd;w~*bBBOEG{S;1ycmr>GnblUYt_ueXI!?)}k%X zt4;IDx{c9z^IJum=9uP_>xbCH{mRcL3AcA&R&!yzjTZI7k%zzEzb{w^6N{qKFB2Ip zWVT*Y(w#`k;2?H;yjRR*0eiTHxID30_Aa~~r!M*kK3_`xox*jr}1XOv($7rlAE<(L;4pK7eoqXWm zc47&*c_|-VL~<%^F!7IR^c<7u@JN2K01v$TbWpaA%*8=Ngs2cilr( zq(;gu;HYBP%HyN5vT6UM@Z(4V{!6fQ<2(tT0{TdL!`wI2Y3loy zUBdR28#MU!1t_P@Q3r{WXr@)_SmiR6t~3fl-!F&<7GZ8DPOv*mlkbkYS}V2DT1V3` zT4XZ$P%seaygef_Vbx<6un4qG!XAoDti zw_?g1fG4y`OjY<%IUqy^T*?N=y` zc_$I-O8 zp6hK?k+)}Te<^oCmN7qiUv$wN^&#mc^%A*;(Vzm%9bHZ;2rKES&j|0RKvB)0YiS4@U{_s?^54#)7vFya$!a$hL=AyZk{avm}+V@cJ*}lD+|WmYo!ru zmPR2}&l%N>fnF)hu|wuh?Kn*QY-;{hC72EOIa;(D|3=phw&^m$e1 zoKhVNS-P>%3EZY$$b_pMdNH!Ea=qm6j)l<_XXI+`d@RMSPh(G2Fm#GIWi~G4*X#T9 zNcFyjMwvCfRrxX|1w1a$9$e_srf}|-8j6to#`$`uyIY%LS!GARRm;(|b_ENKVy~FT z(!Ib4=X(K_F#1m`d)hIm)=Q~`-tdc3zm`fBFH7RhjcZMKyHP4VSt%3?X0d8b1}lo+ z^u{!!k=7illDhg-?vi7ibNoSUF1pDz#!YitFI}NK_ux*>5w_q;z4wlicZe= zW96~uSjC?~`G^IIt&&XHvxA7;l3RiIqi;lNt;A1^%^Ok|-{~{ldY^K8+(NnXbS(Aw z(U5-LlcrUVTTz=x8vBY_ow5C|Smcn~%YmJbHLc*oB>|jtn78sL;~J9HSm495e5-VV z{4*C9+1S>~d1ARo!jTlWz6T1pWK_)7&j`f-D6V;!&>G{C?Hhd4m5iV(>G|Yj%Zn00 z^Ru-9T(QrE;^oGP=neP}I&QsBr>q&{oWw%EK|QQ7l_he#NATwJoYuo>fv+zx@r^&K zevc7jXWaLyXr^7B5EDt4GNrOK2z7rh%GRl2g?cz!Y>Rzy;``Eua^Wo&J)U39q4zOc z#oA)kXmbMGN?tyg$-#MHs_TBQU(;@pxxEC7i$ItrI=symN%up>I$tHJt!pRl$Z}hz zVkY7iB-5|;trGemla*$_0MiQ&+T3w!#x#HNsn47o4STVkkG7-rug!6b0Jjv8x;G6C z$`imm4OvBp<$tV;HkVDc-&SnCEh4ZqgvFkg{6RNp#(PX8DVW>)zEdbyC9jV=tomgE zzDJGIeed;DWBBn}%Y^?&qKd5G`tOwk=Xf&vnF>!EAa)fBLDTj``zu%+0m3Zh2F%&D zBIZ5HEn+hwUp!004W{1?q#vQ2O{n5?PwpB7PKqwy&UuR$>Q+}afz3fCMRKT1^ zX8Pnvugcb>{*Hq+I?vpVZGl4wX4ONmn_fG^yMlRb(-xoh43n2Jf|~c!9uCq+VdLHn z!1$!&Wzdkn&(gPaP+eS>`hG92ZQqN|Xj_V#4=?8d1SY!MNC5Uz%Zb`Yn^UTuLab(3 z2%bw+u*!d(n!rw`5a)+x4WOvIhb{sh{s2c~-rmEcrG)>ek%^x9z!Ho;5l-Zq4a9irhu5VE7dt5^CjY_@Go4X^~gUUNcJjbp4y&Asy<%vc; z>d&WiXCW-8g>_;=?f7qbu(h5prj3S`-4Y5&L*LUWQ9Jg0%uFSsxz;Z~u@tg>&`2o~ z6?tauuZVmXxf#Jb(Mm~Z7hUKcOE5SsV==VOUD!X0Y|spyIr~^4C}Yu;cZ_u_u4S`G zWXZ=UZY}o5TgJqJd-0l61BvVKhZV+o)B(=aWeur`qUX zdBrJM0@ z#MKI7S#FQUqFq!EnfHNEqR*YClSFdpNPMQ3bTBu^pfq^wLS0) zJ>`6@YjIrzwVb4|O>|+IKgp=PJ}+XJ2~Ku z9;%)@xT$YiT{Yg%6yDMmD5QOE`8{}U{Y1+q(W@^Md+Fz{{D(rKIwHQPJRib(J|inp zJDP8O7U%a5wR>XTVBa>_9qjO1fywfj>E1&LlC?Tk%jmV`R4ksvL_5lb#(B~}@HB~= z2~HTflVTEyNCl}AJrIK3&my?4SYr0VTN)$(;*4J2tK&yxGiBmWyTGI#Tg>OC zq4|i@9PK8t&5|3VR3=1kV&zMpzAF9vCE0u)Tp48-t% z33wusQ^-$3NMW!dv$Kl9Dw1(4bP3xP%j)^3yVp4wg}MDkN=L{%AB9l8Q(Q6V)mcmD zOo&kJt4fyVAH4HaXjT5kk$Q#j$l+FY+FW_rk!Yo{aviGxmt(Bi@vFJ)L%l3G9TwvKqWmh|7nIEh0 zZ=aNQAr94l6!oJ?+dre+)A=}bK~YJUJ^SuOFm?}UcK+FR9&V9(*>vcZe(khi*T*V$ zKK`I!6}nQ@Cpr7G;>>#k2`|}_4O`y5AJnj}_GDT0V9ByHB*B@qB{yoA6S6enXQo}cPI4kY zH-Gq#*y;+?EH07M8eQQeX+pH+kV=@(WJ!vkYWmGv?1{k(#?A65wWiO zrAP2t<u$UdLFLEMi zkwSNC*1ZE&_}8>fobk-ISsd+*;Hveqrd32LQ|-v+_)d0<&ZY$3Ym+=;)2*T%*wE|Q zJBYYbCTpa+>s*h?tjtRAxGK_wXtOfOFEc##iQbB=!vwt|Gp44Vr}U6=ykd}Xx(?%= zJm7Y}$8x}<8pV5XUjO(iD*Pe}he9}KkvD3B>aK+$_R=}CByVAU)Cin~Mw#-u)^_hc zxDFFDIF~FY;6UPzsYX98(*2gEpfl@h`dEhAf)HBCxcyn~HGJP6$0C%^-e_3(sm?bYG_jny0Uj5cexKaJ2^k9ocFQC1Mh<|tBKw_5KmT~>#M9M6Ji@2CjR zrVr+EHN);N88c#TR`#BFBl#JgQ7_!QKccco!Sfs(_2x~N`Jo-ts|&YeEfYVf@MpRG zA6__H&!lp`dvRmg#eg>6y=BQ@e0t2)5cz?qm|a5%WsUX%lNT#BggC2VCoarlZLi>i zPtlgeq-}9w-6;O-G`?Lid6bbGhM;h1@=Gjt^hEzxpOah@=R{tbf5npNd0;RyG7MS@ z3!_%|U-VlNr=nEYqrY%2?OC-xRNfIzl}(;`Lq3Q0T*%G*R_1ZpA$KFKXJxAV<4%)~=HI>1P;>I%43*S1RMR+U1q--{auLT`zts zmmQ>Dd|$h7bLDA-FA;@3)PTukcv#H-XR6`PC(5FABi87yRLn+eRq9RE&!p~F%&y1n zSC4=?Q59_?N~pY+p+XA9b0Mz+`Egl_B73QYE-fwbHz+beIh#8WFn5`40Wg_veDHAKtQ* z=?>sL+s&OHUoZbeS&6Rc#}-roYN1ZU>m#fj4BC2dP48&kO`l*!Q+72``eh;_XvE1ixkZq6;FOKL{wBXe>yT@5L^7m00~9N0X?jjXtZSE{iJ6?i*R zX^56XG|*K$qp+R&t-gwWv@mJrn%*D(g!yiBCbQia1__qO_j~ZG_NX-BNTvv0a$Bvj*uAEw76RWyVnax$Y&+ zVAbBW;*9I+<-e#&Bwepk#WO?M*2`@`rS?SPEP0N%114YnY4uPr{k?PV&ndJV$SX)erw**nqg!k*JN?QN;)PI?8=OCj zRzBS;iJ_FkiK^>+_Rc8E)kP(4|J7g!eo5xohj-d3reEqNy1;X;>XLObM0YvXBPJlE zbXEN)NiDj@(H`34mYuI0);_IK!8QWgXAep3Pn&mPbIfl-1e4T$6mNAs&}=EZE{`sx zX|AZEm7&Qf&4ygURh|D>V0SV_DOBF+>%=h^x8>BcJEO>OQAu zHa7BhuHTt#Q^x^Hq*Kbh{mExfh~s544rw#IC-0qZKY`p%e-m`*O08h*+VjCImq_AJz^pY^ zsW8(I11AH`3PwzdO6Qo3-}zYD#{*Y(unH#n0MmPL=2bhAn*@z@BNuVTw4=O{X@f2r zx3!_Pd#Zh^hfW!0^JZ-9ali&%;5DHY4n4QW%{7Z@K-TvAE0GH?P7+01V+ zi5c4*D*1D4x~vo9`Vs1%)95HyvF$SIRSi5-p*I13V`>_^$Z5^j9sR zuUJ0_nz=JYZdE9p-5}6M*ilEzcBFl%f8(dpgw*+J7RSRP@7fa)outhJrNij`X!IyM z5?t1BJAqZ$=BfMH&FEX!9>k*W?qNEP^FH11xbG{YiE!@He@7$A@VLd79ZRkt?L#W9 z0_D$j9@7IjN8wZHZt^>)zBTyc22meSTM(M##$3L~Ryy`ZwVV%5x7gIVzk=Ht*b~z_ znQnV$ar50lJKReBj(78sif}F0Q&&V-s`kX=M$eN^{nFy)J;&W56azdskF71pzsf?y zxASg(D8;RO2hHnP>~SsbKW6O_PMRvQB6=|EhUTnt&CRvPAx1HktM<8hU0&gSO4Him zV%(5})2FCt<-0FL9_(N`P?CjDTjf;;etqejp5K)6s;;|3@yU7b(o+g|uPqVdaN+Md zcQbJ&1=TXcSqBq6BU(-R6h9b!*s~7eV*E+zn?_~zD%XDbTI(81mI6@$QiS&5@(U2z z(i)-0wa##Hhb64V(UVQn5bY&H1;uA4ixPv zz=I%a+ylsmnj5c4X+K?7V_aW&cv!R#mqdL3-r!wqe>Cc)Q~Ri1X5~C2_Y=${eYI+1 zoJU{7?LB6p0*xrI*P`{kfS%mxs-5&5*dPIx<{G`vphs1 z<_kA{!lx3|(&ffT&y~%3w73w;ypOIiy;`8^cCMN&guJ$7h)u4Syi@P z`AmlOg-t1O`nyzE^`EfjFL(nZOm2C9*0k@pF18qd%(Smb+3#f07((?HTe?mCRRZY% z1q7beM~jB_@#1rXUy-fN81_$R)!-Md2G33F@16-m+$*2Z)x79VtGGqcIdRSIup{T_ zf@G=R@SYE8rKPfwCa8-C&W;#oHVZ4+87|3b}uotWo_xavl;919KDCKINM^tO%l?` zVD?1t#Hpz-|1Hw&0s0>YJ~?H#Wwu-~QrJFfQEpkZrbOJU!zxQ^6rvc|KW@y>`EkZj zWg%7EQEU1p7~Pkl1#kFNAod1N(vI=A1jk%($W7-z*q!teNyyis$sShnGh9HQKk_q|Q_%q&N+;c-3bFlr1gfk#}G*e;3zF57=m0_q9a zh!%j{yGp`&JTkkk-*eft@{7~0GItQG?#Dyq)>Mh1ZX+A+B>;A zdH4Vj0Fhsv1Yie%R}a9p-$UFW2oEO+%nq;@1V*A(Zoo_q2*@Qu zcNCx*34n(|3BX72Dk$321Wd)4B`Sb zkq}oqg5TN@P7aQjlK{`ZbcI3f|7u=!1MY(&oR9!zZm>&kY~cVtfMp*yM<}2jP~`*% zG+oi`3q`;|V1Qx}*ux8Gc{n1VK-(UU0ub0cU0Q&2@&;Z2x&dkE@2Op#E(L7iFt{tA z3F_kXtNEKTV9;-tt~k3i6N>yz5Cp)g00Q3zffYeuB@kE{h&>Qk6$HKm0;>^#)j?nl zAOb*OEf8261l9q8bwOY~5Lh1wSs;QzU?ULN7>G#_*aQT=2LhXdz&1b_IYR;OUeaI# zw6DVEs{e0JY@M8Joe;JtfOV9s9YCio908c{%R9e?0gh|{n*ja+3jo^z4+5+afB{zm z(E`v3xCxL3NC0SZ14MzC1b6``15|>*o*=Ln2n;X<1di`-T+qKzAqalq1epKjI0zCz zqMU+vOj&O4IfC7O7O!ZIP*g%k%cwlfK1+F3hh?(ELP#Da~4e11+u!A@_ zKmkC%kH3QIx54%>D1ZuZyN4qjbs0qfnOAAyfO3NU3eDd@b(8_lU7!vC69|Z%lkFu8 zh#L^p-d7&|8|=Ru|G@gK=@)na!RV1&;-<_U%3r+`F*_Nzyp{K>H|K zw|^tM(f|h-P=dld0BA6{FVximcz@5%3CPG_#{Z4ycV^kay#S_uC(mUzz<$*ZTNL85 zI063gxeR3+1l$?wYIB)sNa$55`bVQJ+|B3L+&~3F*x3Ui{yXL`fx)0Im-XZ_;$U!x zOP+x0@lS>!pbk!#vqAx;T_Co<>X9AbRVYvZE>rTVW&!DjME%M}0Ku=c`{ymh7Ucn0 z=mNwQkmV2{BHVyT{GGa&X8l%f3$+8l0F(gf`;ROD*9C|$6ks%<;%~fv8RL5CO9Y_d zmzX021_b)A*{`~RQ2HxhFKGnw^{S95`~pP)R`@fl6s}yT@DFnezbmzZGLYndBUHXp zqI{)9`A;Rv{|KvHjZ?c~K<&?QYX6K=_5k?MzM5R;N=WBQNas%>oxcYCBkY2Lc{sVj zfI!f>suo698jP+q82zci=pV^@SLcD}q#*!mfP`}a63PY!kap=LPr$>Ft09m-RRHV5 zuWSdh>aUQ6{H6&4_y|}TuN--q`P~-+1N3+R zE2-<%~a+Pv!8x2K^-rR1zmoCp!QP{A#H{UCE=a z{yt+tASXuvz73SK-`fyvCl?zOQXlT34VTp9(}y|$;eL5W35v8uIJtSi5g;Lv%Y6q3 zkh|K`{JEu35d;ZJ{yGm<5d!_%?fg0PQuMFgkAmQzI~H#bRRa%TJqIFG;c}m13jqmU z&H+{s`ri%%wn_gC6aK#p6Zox7by?XuC{Pki%0M-PGGZ1xx!lIY^O4zSLqXGlSR)PXsN9d)g zSG!d2Y?p*4;$Q(HWj~!n?7%PbBv5Qql{|$zTXPt_)fj4zm!>a%;C%&o63*g=g5TtH z%dOBzl(xS{>m+xwaNeg>AL?D{~Tt*S73!Mi5(RMz>Z-H zcPNo07ZNT*-Q2N}=xAGN`11b)w}0l?|0ykis`htUh>3{^i%3Wc00{sjiHM-6xVWUa zh=34CjQ@{QztaWS?EX#{F$seIYqtDl2FCRW-<1-ACi7PjzV`MUy&S0oIKCwuI4e{H zk|04$HbP-Ga%|9G_b3H#lm(F@9EbX@05#fI74o?Mw(#<@?mr`47vcb1zJWEI>@F|j z1Of=@t%Q$T=|`;R*6jeyz{2!Mpd2?YNB0f~u<0$#BP{oQw26EA;2u2+2$ z!hrMs-6tdfl)8V76A~1Z_^&=8NnknpPklndLIVHY2Sn|EjsxC_{d*1p0bvoqKmVam zKuG+*FbfC>3H%$2fRLEvzx7E7iCh-`|IjBPBqs6SeG+2-g;`iY7+7HbQx-7ozvmSf z{x_$>!hnnZB`Y8-^k19;86)uTIfRA9#s1ByxTM78vi2WXghj-~{>>Gj?!WK>{+0a0 zzrdA;6AX&@^#O^2lP?sA7vO3W4(#TC$30lh)gBHKx(xJR%Ow){&IylSp(P