{ "cells": [ { "cell_type": "markdown", "id": "aa3d1652", "metadata": {}, "source": [ "# Denoising Diffusion Probabilistic Models with miniai" ] }, { "cell_type": "markdown", "id": "e97c4f01", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": null, "id": "28724450", "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['CUDA_VISIBLE_DEVICES']='1'" ] }, { "cell_type": "code", "execution_count": null, "id": "ca2ebda3", "metadata": {}, "outputs": [], "source": [ "import pickle,gzip,math,os,time,shutil,torch,random,logging\n", "import fastcore.all as fc,matplotlib as mpl,numpy as np,matplotlib.pyplot as plt\n", "from collections.abc import Mapping\n", "from pathlib import Path\n", "from functools import partial\n", "\n", "from fastcore.foundation import L\n", "import torchvision.transforms.functional as TF,torch.nn.functional as F\n", "from torch import tensor,nn,optim\n", "from torch.utils.data import DataLoader,default_collate\n", "from torch.nn import init\n", "from torch.optim import lr_scheduler\n", "\n", "from miniai.datasets import *\n", "from miniai.conv import *\n", "from miniai.learner import *\n", "from miniai.activations import *\n", "from miniai.init import *\n", "from miniai.sgd import *\n", "from miniai.resnet import *\n", "from miniai.augment import *\n", "from miniai.accel import *" ] }, { "cell_type": "code", "execution_count": null, "id": "8cb2d883-6db2-4a1f-b699-ff8343df0fc8", "metadata": {}, "outputs": [], "source": [ "from torcheval.metrics import MulticlassAccuracy\n", "from datasets import load_dataset,load_dataset_builder\n", "\n", "mpl.rcParams['image.cmap'] = 'gray_r'\n", "logging.disable(logging.WARNING)\n", "\n", "set_seed(42)\n", "if fc.defaults.cpus>8: fc.defaults.cpus=8" ] }, { "cell_type": "code", "execution_count": null, "id": "99edd708", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1fa23d7e77a24c34ab4725425be0bf46", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lin_abar = linear_sched().abar\n", "cos_abar = cos_sched().abar\n", "plt.plot(lin_abar, label='lin')\n", "plt.plot(cos_abar, label='cos')\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": null, "id": "8b2127aa", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(lin_abar[1:]-lin_abar[:-1], label='lin')\n", "plt.plot(cos_abar[1:]-cos_abar[:-1], label='cos')\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": null, "id": "63dbb01b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lin_abar = linear_sched(betamax=0.01).abar\n", "plt.plot(lin_abar, label='lin')\n", "plt.plot(cos_abar, label='cos')\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": null, "id": "a5305ed1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(lin_abar[1:]-lin_abar[:-1], label='lin')\n", "plt.plot(cos_abar[1:]-cos_abar[:-1], label='cos')\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": null, "id": "4dab0576", "metadata": {}, "outputs": [], "source": [ "n_steps = 1000\n", "lin_abar = linear_sched(betamax=0.01)\n", "alphabar = lin_abar.abar\n", "alpha = lin_abar.a\n", "sigma = lin_abar.sig" ] }, { "cell_type": "code", "execution_count": null, "id": "1196c9e8", "metadata": {}, "outputs": [], "source": [ "def noisify(x0, ᾱ):\n", " device = x0.device\n", " n = len(x0)\n", " t = torch.randint(0, n_steps, (n,), dtype=torch.long)\n", " ε = torch.randn(x0.shape, device=device)\n", " ᾱ_t = ᾱ[t].reshape(-1, 1, 1, 1).to(device)\n", " xt = ᾱ_t.sqrt()*x0 + (1-ᾱ_t).sqrt()*ε\n", " return (xt, t.to(device)), ε" ] }, { "cell_type": "code", "execution_count": null, "id": "c2d37128", "metadata": {}, "outputs": [], "source": [ "dt = dls.train\n", "xb,yb = next(iter(dt))" ] }, { "cell_type": "code", "execution_count": null, "id": "1ae7f758", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([876, 414, 26, 335, 620, 924, 950, 113, 378, 14, 210, 954, 231, 572,\n", " 315, 295, 567, 706, 749, 876, 73, 111, 899, 213, 541])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(xt,t),ε = noisify(xb[:25],alphabar)\n", "t" ] }, { "cell_type": "code", "execution_count": null, "id": "c31ac781", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titles = fc.map_ex(t[:25], '{}')\n", "show_images(xt[:25], imsize=1.5, titles=titles)" ] }, { "cell_type": "markdown", "id": "64f26317", "metadata": {}, "source": [ "## Training" ] }, { "cell_type": "code", "execution_count": null, "id": "1063a003", "metadata": {}, "outputs": [], "source": [ "from diffusers import UNet2DModel" ] }, { "cell_type": "code", "execution_count": null, "id": "9a42927a", "metadata": {}, "outputs": [], "source": [ "class UNet(UNet2DModel):\n", " def forward(self, x): return super().forward(*x).sample" ] }, { "cell_type": "code", "execution_count": null, "id": "3f4b4ada", "metadata": {}, "outputs": [], "source": [ "def init_ddpm(model):\n", " for o in model.down_blocks:\n", " for p in o.resnets:\n", " p.conv2.weight.data.zero_()\n", " for p in fc.L(o.downsamplers): init.orthogonal_(p.conv.weight)\n", "\n", " for o in model.up_blocks:\n", " for p in o.resnets: p.conv2.weight.data.zero_()\n", "\n", " model.conv_out.weight.data.zero_()" ] }, { "cell_type": "code", "execution_count": null, "id": "09b50882", "metadata": {}, "outputs": [], "source": [ "def collate_ddpm(b): return noisify(default_collate(b)[xl], alphabar)\n", "def dl_ddpm(ds, nw=4): return DataLoader(ds, batch_size=bs, collate_fn=collate_ddpm, num_workers=nw)" ] }, { "cell_type": "code", "execution_count": null, "id": "71991a70", "metadata": {}, "outputs": [], "source": [ "dls = DataLoaders(dl_ddpm(tds['train']), dl_ddpm(tds['test']))" ] }, { "cell_type": "code", "execution_count": null, "id": "d442c3f7", "metadata": {}, "outputs": [], "source": [ "lr = 1e-2\n", "epochs = 25\n", "opt_func = partial(optim.AdamW, eps=1e-5)\n", "tmax = epochs * len(dls.train)\n", "sched = partial(lr_scheduler.OneCycleLR, max_lr=lr, total_steps=tmax)\n", "cbs = [DeviceCB(), MixedPrecision(), ProgressCB(plot=True), MetricsCB(), BatchSchedCB(sched)]\n", "model = UNet(in_channels=1, out_channels=1, block_out_channels=(32, 64, 128, 256), norm_num_groups=8)\n", "init_ddpm(model)\n", "learn = Learner(model, dls, nn.MSELoss(), lr=lr, cbs=cbs, opt_func=opt_func)" ] }, { "cell_type": "code", "execution_count": null, "id": "50cc4aeb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit(epochs)" ] }, { "cell_type": "code", "execution_count": null, "id": "535e41ea", "metadata": {}, "outputs": [], "source": [ "mdl_path = Path('models')" ] }, { "cell_type": "code", "execution_count": null, "id": "831f05b2", "metadata": {}, "outputs": [], "source": [ "# torch.save(learn.model, mdl_path/'fashion_ddpm3_25.pkl')" ] }, { "cell_type": "code", "execution_count": null, "id": "e73861f7", "metadata": {}, "outputs": [], "source": [ "model = torch.load(mdl_path/'fashion_ddpm3_25.pkl').cuda()" ] }, { "cell_type": "code", "execution_count": null, "id": "ff6ff290", "metadata": {}, "outputs": [], "source": [ "@torch.no_grad()\n", "def sample(model, sz):\n", " ps = next(model.parameters())\n", " x_t = torch.randn(sz).to(ps)\n", " preds = []\n", " for t in reversed(range(n_steps)):\n", " t_batch = torch.full((x_t.shape[0],), t, device=ps.device, dtype=torch.long)\n", " z = (torch.randn(x_t.shape) if t > 0 else torch.zeros(x_t.shape)).to(ps)\n", " ᾱ_t1 = alphabar[t-1] if t > 0 else torch.tensor(1)\n", " b̄_t = 1-alphabar[t]\n", " b̄_t1 = 1-ᾱ_t1\n", " noise = model((x_t, t_batch))\n", " x_0_hat = ((x_t - b̄_t.sqrt() * noise)/alphabar[t].sqrt())\n", " x_t = x_0_hat * ᾱ_t1.sqrt()*(1-alpha[t])/b̄_t + x_t * alpha[t].sqrt()*b̄_t1/b̄_t + sigma[t]*z\n", " preds.append(x_t.float().cpu())\n", " return preds" ] }, { "cell_type": "code", "execution_count": null, "id": "dbe1ef7e", "metadata": {}, "outputs": [], "source": [ "n_samples = 512" ] }, { "cell_type": "code", "execution_count": null, "id": "74371d02", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2min 14s, sys: 630 ms, total: 2min 15s\n", "Wall time: 2min 15s\n" ] } ], "source": [ "%%time\n", "samples = sample(model, (n_samples, 1, 32, 32))" ] }, { "cell_type": "code", "execution_count": null, "id": "c56dcfd9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor(-1.0958), tensor(1.4350))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = (samples[-1]*2)#.clamp(-1,1)\n", "s.min(),s.max()" ] }, { "cell_type": "code", "execution_count": null, "id": "fdad6031", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(s[:16], imsize=1.5)" ] }, { "cell_type": "code", "execution_count": null, "id": "e3842ec9", "metadata": {}, "outputs": [], "source": [ "@inplace\n", "def transformi2(b): b[xl] = [F.pad(TF.to_tensor(o), (2,2,2,2))*2-1 for o in b[xl]]\n", "\n", "tds2 = dsd.with_transform(transformi2)\n", "dls2 = DataLoaders.from_dd(tds2, bs, num_workers=fc.defaults.cpus)\n", "\n", "cmodel = torch.load('models/data_aug2.pkl')\n", "del(cmodel[8])\n", "del(cmodel[7])" ] }, { "cell_type": "code", "execution_count": null, "id": "dd1d61df", "metadata": {}, "outputs": [], "source": [ "from miniai.fid import ImageEval" ] }, { "cell_type": "code", "execution_count": null, "id": "d50f7ffe", "metadata": {}, "outputs": [], "source": [ "ie = ImageEval(cmodel, dls2, cbs=[DeviceCB()])" ] }, { "cell_type": "code", "execution_count": null, "id": "4ff3ff20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8.116404992630578" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ie.fid(s)" ] }, { "cell_type": "code", "execution_count": null, "id": "c4abe6b8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor(-1.0958), tensor(1.4350))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.min(),s.max()" ] }, { "cell_type": "code", "execution_count": null, "id": "f8a7bced", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6.614931741843861" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ie.fid(xb*2)" ] }, { "cell_type": "markdown", "id": "f6fc676e", "metadata": {}, "source": [ "### Skip sampling" ] }, { "cell_type": "code", "execution_count": null, "id": "a104a80c", "metadata": {}, "outputs": [], "source": [ "@torch.no_grad()\n", "def sample_skip(model, sz):\n", " ps = next(model.parameters())\n", " x_t = torch.randn(sz).to(ps)\n", " preds = []\n", " for t in reversed(range(n_steps)):\n", " t_batch = torch.full((x_t.shape[0],), t, device=ps.device, dtype=torch.long)\n", " z = (torch.randn(x_t.shape) if t > 0 else torch.zeros(x_t.shape)).to(ps)\n", " ᾱ_t1 = alphabar[t-1] if t > 0 else torch.tensor(1)\n", " b̄_t = 1-alphabar[t]\n", " b̄_t1 = 1-ᾱ_t1\n", " if t%3==0 or t<50: noise = model((x_t, t_batch))\n", " x_0_hat = ((x_t - b̄_t.sqrt() * noise)/alphabar[t].sqrt())\n", " x_t = x_0_hat * ᾱ_t1.sqrt()*(1-alpha[t])/b̄_t + x_t * alpha[t].sqrt()*b̄_t1/b̄_t + sigma[t]*z\n", " preds.append(x_t.cpu().float())\n", " return preds" ] }, { "cell_type": "code", "execution_count": null, "id": "31734cff", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 50.4 s, sys: 404 ms, total: 50.8 s\n", "Wall time: 50.8 s\n" ] } ], "source": [ "%%time\n", "samples = sample_skip(model, (n_samples, 1, 32, 32))" ] }, { "cell_type": "code", "execution_count": null, "id": "8e098527", "metadata": {}, "outputs": [], "source": [ "s = (samples[-1]*2)#.clamp(-1,1)" ] }, { "cell_type": "code", "execution_count": null, "id": "e5471a72", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(s[:25], imsize=1.5)" ] }, { "cell_type": "code", "execution_count": null, "id": "7fb782f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.782707549767224" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ie.fid(s)" ] }, { "cell_type": "code", "execution_count": null, "id": "0b46a6da", "metadata": {}, "outputs": [], "source": [ "@torch.no_grad()\n", "def sample2(model, sz):\n", " ps = next(model.parameters())\n", " x_t = torch.randn(sz).to(ps)\n", " sample_at = {t for t in range(n_steps) if (t+101)%((t+101)//100)==0}\n", " preds = []\n", " for t in reversed(range(n_steps)):\n", " t_batch = torch.full((x_t.shape[0],), t, device=ps.device, dtype=torch.long)\n", " z = (torch.randn(x_t.shape) if t > 0 else torch.zeros(x_t.shape)).to(ps)\n", " ᾱ_t1 = alphabar[t-1] if t > 0 else torch.tensor(1)\n", " b̄_t = 1-alphabar[t]\n", " b̄_t1 = 1-ᾱ_t1\n", " if t in sample_at: noise = model((x_t, t_batch))\n", " x_0_hat = ((x_t - b̄_t.sqrt() * noise)/alphabar[t].sqrt())\n", " x_t = x_0_hat * ᾱ_t1.sqrt()*(1-alpha[t])/b̄_t + x_t * alpha[t].sqrt()*b̄_t1/b̄_t + sigma[t]*z\n", " if t in sample_at: preds.append(x_t.float().cpu())\n", " return preds" ] }, { "cell_type": "code", "execution_count": null, "id": "2ab0c11d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 41.3 s, sys: 108 ms, total: 41.4 s\n", "Wall time: 41.4 s\n" ] } ], "source": [ "%%time\n", "samples = sample2(model, (n_samples, 1, 32, 32))" ] }, { "cell_type": "code", "execution_count": null, "id": "a465590e", "metadata": {}, "outputs": [], "source": [ "s = (samples[-1]*2)#.clamp(-1,1)" ] }, { "cell_type": "code", "execution_count": null, "id": "fd8281c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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EQcFL4bm2toZ+v49oNKq2zhAmp5GRyWQwHA4Ri8UAjO5NcoII7cbFPj8vcVyd9DltNBr4+OOPUS6X8fjx4xE+Oz09xcHBAcrlspqfhw8f4ujoSMH+Pp8PsVhMGQXk9eFwiFKphEKhgJ2dHQBQkGw2m8W9e/ewsrKCb3/72wqdcTtH0yjtiVPl3RCt+FarhVAohEgkoiZYMgEVmgz49Xo9BTHSoqWCk/irfBaVFoU6+yCfHwgEVAyDiu55wbDdYtZ6EkG320W9Xlc4dK/XQzgcRjAYVAs7lUopxb21taX2yxFmYYp8KBRCMpnE6uqqyt70+/04PDxEq9XCysoK0uk00um08rw4p4S86PGZ4l7Py1y7JfIXrX1a/OQzXkMPlmiBz+dDMplEtVqF3+9Hv9+Hz+dDJpPBysoKtre3kUqlcHp6ilarNQLdkt+j0aiC1p93mhV8RtiwVquh2+0qVEa2w8zCeDyuvC65jxGAMpaBs1ijHYz2ovCiW7gYOJef9Izy+TyePHmCUqmkkuMoK9rtttrTRYNWIlVU+BKt8Xg8ChlgDJxwIreJMFksFovB4/FMpMAmpanKQ7khn8+n3EgyeLvdBnCWdCEnSAoHQojyf0KMZEafz6cCu1JpUSFRyJj6z5ej73VyO+ZZeWe6JWjqg12/qtUqisWi2vMGnMGp9IZ8Ph/W19cRCATQbDaVIL13796IhV8sFhXc2Gq1VFacVPq5XA7D4RC3bt3C+vq6gha63S4ajQYsy0I0GoVlWSrFeX19Xb23YDDoer4uy/O1s6B1oeb3+7G8vIxer4disYh2u41er6c8JQpXerJM0b5//z4ePnyIQqEAALh27Rq+973vIZPJwOfzqTivNOgY54lEIiqN3uR5XWZsy65tqbz52827M8G2kpjUBZwhK+FweESG9Pt9hMNhJBIJ1Ot1VKtVhMNhte+IEC1wrsT4zsb1TR+HJLt1OInccEMXfad7e3t47733UCgU8NFHHynDlkYl54cQH7MFqeCp4JjZTShbGgiUwaurq1heXlayIhgMYn9/XxnE2WwW3/nOd3D79m2V7KHPk5tYvn6PpLnFvGiZy3hTt9tV3+muO4WlbuHqGS9UdrQyqLAAjHhgJDkBMkvMZJFdpTVmattuMbVaLaW88vk8QqEQcrkcIpHICHNls1ns7Owgn8/D6/VifX0d0WgUL7/8sqpaQiuqWCyqOEK320WpVEK/31d7w1ZXV7G1taWgBCpFy7LUHptisYh6vY5EIqHiZU5W7vNu/fp8PsTjcfT7fTVWjh+AWpC0TJnUcXJygoODA3S7XXg8HmSzWbz55psIBoMqzighNK/Xi1qthv39fSwvL2N7e3skbkAywZ2XSbJN2f9xhpf+vZ0ClsgLjSQaurw+FAohFAqhVquh0WggEAggHo8DgFL2NHQZo5HyYJzyN82rVIj697N6B26fY3edZVkol8v48MMPUSgU8OWXX6qQgN/vV3FUmQbPsdD4onwGzuWldD5kJnc0GoXf71dzOxgMUC6XUalUUCwWEY/H8dprr+HatWsK8rUzXqadw7kpL5K0zujOUyFJD0hOJJWYVGQUGLyPAVzAnG2jw2ydTkdh4h6PZ2y1iHHjuQyy8xAIFwYCAdy5c0dZUtLlZ/ksAEin06qMUaPRwP7+voIXucij0ah6vtfrVZVKaDVFIhEVAKeFRouWkA3313GDczabxcbGhus5u2plZhfX8Pl8qvpAtVpVCUQej0fNjcfjQSgUUokWzWYTy8vLWFpawubmpjK4Go2GgnZoEXe7XYRCIdy8eVNtTWCcWJIbuMtOqc3SM9CtZzfCx2Rx68KLFj7hQApVCj++B0LVjK0yrk0EhvFCCtRWq2VEOJzGaPfdZca97J4t54+xb5mRTaQlHA4jFAopx0DyLJ8zGAxQKpUUmkCeY4hFD8OwFBefo8OMNEBarRa++uoreL1e3L59Gzdu3Bhr5ExKM1dedh3k4pZkUl4UiLQMaDkxm0jPOOKE8XmSOOFM2adVB+CZDCTZz8sk3Zp1cz2V19LSEl5++WUVSCVu7fF4RuJ6mUxGwSysusHgdzKZhN/vVwFawlncDJpIJFRiRqfTQaPRQLVaVVmbHo9HKS9+z4oUg8EA6+vrtkqB9LzGINhvKnMJsTBWBZzX24tEImpxN5tNZDIZvP7668r6HAwGKjuLcA4NgXg8jtu3byMejyObzY5YvE6C36nf8v9ZzwvbmFRxORGz4+id0pAFzr2qVCql+DWTySh5QH4EzpJrQqGQMrSazabqq5NiH8ej85xTuz7Jfunzzmuk4jo8PFSJW36/f8RzlVnY/E0jlGEDylbyNzOWaUxJY4vPlCGCfr+vNvN/8cUXKJfLCIfD2N7efqbfTmN3w1dz8bzoLfV6vZHkCqlkJN4v062dnil/S/hBLnLdpecPX5xMpdUFwVV6VbJ9uxdHwcj9RvxM3sN5oOLixk0qf8611+tVikaHEYBzRqfxQA9MWme0wCg0ZIKNnuGlj9E07qugSTB4AApKYcIMtxYAUHO1traGO3fuYGNjA6lUSpUsIs9yf6Pkfb/fj2QyqTzocXMyzkNwe+0k5OY5k7SlCzK5jSWTyajsWPK71+tFs9lEpVJBrVZDrVZDOBxGMpmEZVlqy0w8Hkc4HFZJY7JCx7Rr/rJ51E7Im+a32Wwin8+jUqmMFNmWMpeeqW4U9Ho9ZdgTpqanK+Uk1zg9OeYm0EGQCBnlQ6PRQKlUGolFuh27G5paedlZhBww3X4ACi7k/4yFUWsTRpExAPlM3eqRk6xbVLpFSOiBrjP/l3UVryKry8mCNn1Gb6ZWq6nyRABG9m/JRBfulifUx30fhFx6vR7y+TwAKHhLGgTsY7PZVBBgNBpFp9NR89/pdEb6zD0e8t1eJY2z8pyMBd0I4rUSQm02m6qEDgCVtXXv3j1sbm4ik8kgnU5jMBjgwYMHCAaD2NjYUPu5yIu9Xk+V3pm28susFJSbNmT/5BrU++FGAcu5ZRIQy701m00cHByofYYsC3V4eIhCoYB8Po/l5WXcvn17ZI/o8vKySqWn8rsI5OfkAc+T7NrQ+10oFPDVV1+pOKtUOlQmlMcsQ0Yvl4gKvS1uwJfV5SkvicQEAgHFu+wnFZdlWQo1KBQKqNfrqFQqtn1362WZaOael8SeqYh0j0oOWk4QAJV2LZnF5FHpZHeNjtlKgWWXkfi8Eou3UulK75WxGanEACjvixYZcB7HkZuVW62WsUYhcA7Hcr7IvGRwfQ45t8/jJttpSPIWoRh6odJYYryG1eKZacn54DX0aPv9voJ1CMtQGbwopBuNFyEaPDQIaOwCGPk8kUioeC7nlhVmKGBpnDL79iL0PL4PueYY3261WiPf8xrKAybAMIOQc0QUR2Z3Ss8LwEhBCZ/PN7KBWcpzEnldJuHo/b4oTa287FxaZrVYlqUsUsZGuNg5GB2vlgJZ/1sKAD1V1/S9nHi2xXtokbCygRuYZl7kBgPmdXTDASiMmckCzLzkhk0Ga7mlgKmyXq8XqVRKbe5mwWTu2eD+IjIrU7Yty1LnKiWTSeX5yTRaCf+SF+QeJo4DmC986HahOBlB+jP4GRf4cDhUwoLj5l67aDSKWCwGyzpLFPJ4PEo5lUol9S4HgwE2NjZUpqiTAphEOcxCkdg9V5IO4btt127eeexOMplEKpVSVrzX60U8Hkc0GsXdu3exubkJn8+HarWqsmOLxSJ+/vOfYzAYqJJmmUwG2WxW7TnS+zwJNHdV5MZTqVQqePr0qar5KNcv1yMzkbkdhvuxqFyAs8QuzhWdDio3WRKNZJpLKYe5lYawJPul3zuO7+1o5p6X3JXNCaDFLlOLdTfetDBMMS1+J0ney/Z0oalfTzd5FkUlL4tkTIDWpPRc5dil4pbfAVBpyHxHhBTI7HLeZVsSZmXsh58TVtDhWRNcw36xjVnSvAWPHD89XfK8TCoKhUJqjxEFiVTusmYcC/m+aGQSOtMqTq5vxms5d9J4lWgOixwzFssMW8K5rVZL7VmcpVF0mUau27aYwMV6mnaGIdcsEzMIMXLNcm+XvEd3JOSalmEK4NyJoPwhvzPuLvd7zWL8M1sxErdmnAQ4dx8JjXg8HpXhQiufQWoKPVPHdQUlmZneE5mWwjQUCiGdTqu0T5niSajB6/WOlP0hzZtRJ302PRme2hsIBNBqtbC3twfgHIrlggYwsmeGGVyhUAjLy8tIpVLKredGZQpSltWSC18XuhIKAKBqKAJn5zEx25DCXEJsdnMwa4Wmv0M3gtWuD1IJy2fwuAi5/4tVZarVKk5PTxGJRNTWA1khXQphuzHrnqDbcc+D3HjLbtrWjVJ678wM/OKLL/Duu+8iHo/j2rVrqtLLYDDAw4cP1QkRm5ubSCaTWF9fV1Vker0elpaWlKfbaDRUTEf3HCYdqxzfrOWD7tG4eTbnr1Qq4eHDh+h2uyo7UFcUVCJc29xmQOSFvCuTW9gXynS5ZUnuvyUkGYvFRvbfUr6USiXs7e0hnU5jdXV17HtwO68zVV7UujINXcaWpGUloT9OgKyQMS7eZfdcWhN8UVRUcuJpIcigoySnBTgvj8GpDf4vqzzzf+7FkLg2vSoZewTOFRxL7MgjZAAoGFIqLzKgzFqS5XjYT2Yaer1edVgjr38eYl92/ETSlaqdl6/zJg0jeqxyMROypdcFYMQr5rzJEmmmPuufPS+wlj5H4/plN6c0crjvjbXzeM5fIBBQMZ2DgwMcHh5ia2sL2WwW8XgcqVQKoVAI169fR7fbVXxIpSgNBrdKwYnmpcDctq/zQLvdRrlcVuNkyjpwntktZYH0Vhk+kZ6V7APnTZ6szjbIt7ICkoyFUQZ1Oh3U63V1SvOs5mzmWAWTCjgYKjQAKvOFAW/GBIBzZSRrlEkhIUmHIXkvrw0EAohEImoDIy0S1lq8CERzGbCBSSjQUpcQHj0xXsfSQ4PBQB0SyfsZdwmFQsrK5RzzaHUKX+LUwOi2Bp/Pp06z5neSGakM6/U6isUikskkms2m2hAt8e15zaOcu0ms13EehORF8h7nktfKOpx8B0tLS2p/jP7caeG1qya3ysruPknD4RDVahWNRgM7Ozv48ssv4fP5sLa2ho2NDWxtbakEgV6vh0qlosposTK/x3MWL9vc3ES328XJyQnq9TqSyaTyMihX9OSNaWIt8+Rhk3E8zrCRxisN0XK5DI/nbNuA3NpBCE+GdOSJ3zLcInMIaJQRcpRrnmuAMTdpMBBpq9VqqhKKiZzWod08z1x5yc2rMsbFBQ1gJDZCL01qamlZODGInj3Ie5iVFI1GlbanApP7znifTpdh3doJR7trqbw4ZjIN93nRc+V+DHlMDO8lpMh3RLiVhyFKC5gwAbOPqDj7/T7q9bq6T/domMhAgUQl6QQX6mO9rLiC3nc3AoM/9K7Ix4RnyV/D4VAdLUMjg/cBzucujevTOP6dF5m8UNI074z80mg0UC6XcXR0hJ2dHayvrysocGVlBcBZxflGo4FGo4FCoYDl5WV1fAoAlSLf6XRUMelcLodkMqnKlE0Kvc4C2pqkvYsQlRe9/Hq9DuB8czdDJlQslM9SQUm+kp/Tu/J4PKosFA1VpttTMXIsOrTO45p0w2ecLHCimSkvPSZAPF8P3nk8npFd38A5fCIzBKWQoDCQ3pVJwcgsG1pY8jwxvjApYNhffRLnLUAn8QrorjNjEDjfLBuPx0fmjMcaDIdDhWXTMmUFaMbMmG1Ipcgzu+hVSKblvDabTTx9+hTxeFxZxRwLswvpcUSjUZU+7nZxXnTenaxUuz649SSkgUVeI0w7HJ5v5CbUalnWyKZO4FxpSXjR1FfTeCTPPw8eGOmi74xeFc87Y9HXfr+Pn/3sZ4r/vF4vNjY20O/3sb6+rvYU8uRk7unihlvyus/nG0kYMMFjsxjHRWhSY0TygYSiyX9yU3EymRwpbiCNKL19Uz+IukiYmyEMyg0a0nqYgu+lUqmMHKxqZwjpsLwTzaU8lMRW5XkwVCIUsHRX5eTIvUgUqnqatZx4OQkU6JJJmYHE+1gpWbrNzzNZ1nlAm7UDKQgJj5KBPR6P2l9ULBZVjTMqLVqhXPTlchm1Wk15XIwh6MU46VXwJNXPP/8c6+vr2NraGjm6gok4TK+Px+OqVM1VzfO0Xp6+wMjX0lDgvDLGSKicFU0IWUk4nPeSR2XJNCcB4jQeO6Rg3giCLvj1+XG6h9fRau90Okgmk7h+/TrW1tawtbWFvb09/OVf/iV8Ph9+7/d+D5lMBrdu3VLHb3AdFwoFtNttHB4eqmLSrErPMmc0+uQZfiZPVpIb72DWZJpHu/cotwQR2mPciRVcYrEYstmsSlyRY3VjsMtrmQgi0QYiMK1WS8GGunPQaDSQz+eVFz2O3M773JQXG9chDgoMKiWZCKALOLcLUk6wSbFJi0FCb3pbV2l5OZFUIsC5Gw6cWze0NiXMx02Jsi6ZPLeHnhI9ukgk8kyaPbM0uaEWgCoc22g0RirPy30cVHayBuBV0jiva9znJn6Ril16WcB5Sj35St/fYsrYnDUPXiWkOMl13GDcbrdHjjAJhUJYW1uDz+dTxXYjkYiCuJgsI4+u556wWCw2snGX2Z7kVdJlQoNOZKesnHhCL16syz6TEtBl5Lgxyu/lticdGZNtsl2uexresizVLGguykuH92R2H/Bs7SyZZmxnddpZIHocQXpwcmMycW/CPMCz1UAuk9xivpwf6ZE2m01VJqpcLisFRE9AbjCOxWJIJpOo1+vY3d2FZVlIJBIKXmAhzUqlomAZehCDwQD5fF6VQaLSe/XVV9Hr9bC3t4dwOIwbN248U6WeypHJO26Ydh6W7izfrVy0Eu9nEJtFjmkUULjQ2wfOeY6byVmWS48TuPUIOcZx18yCTO9Hn187D8ZuPMPhUB3tc3p6itPTUwVzZbNZfOtb31KwN+c9GAyq+Nfx8TG+/PJLBINBrKysIJFI4Pr168hms/iHf/gH/PrXv8bv/u7vIpPJqHJduudhB9WOW5vjrrko6fMm26Rhya1B+nYL7pEDMKLYpLyUz9efTdIVk0TLyNNyG4w0svk361HS4NbHOC3NzfPSJ0YmbdgtAsAcyJZMZlos+ksywQD8jAJYVoJg+8+r50XYUMboCLfwDKlOpzPCTNLqZ3ZhqVTCcDhUcJX0dGlcMKgqjQpaTHIzo8xUYtKIzsRyX9hV0iwEuROMyO9MNfR0C1gKEX4v+XCWfb4McrNm3Fr3TDhqNBooFotq3yEAdZJBpVIZ2csJnG+6j8ViiEajAKBOkiA0LhMK/l8hJldJw5ZEPuMa1LfFuCGTfKb81lE1+b+OtvG96rL/ojzuqLzcWIL69fJoAln5XGKyMolD/shUcNmuExwInGcd6okgMmZGvJbeCTOVKIgpmJ8HBSbHx8QLfbMlcfyDgwMFncRiMXUkNxc398wcHx/j/fffh9/vx9tvv41MJqOSM6SQyOfz6jO+T4/HM1LCi8KC+0R2dnbg95+dOhyLxdSxCRwLE0j0sen0PMw9yQ4B0IkKvNfrqdJP6XR6BN6yLGukAj3hXSZ6tFotNafjaBIPdtY07fux82wAKJgvnU6rIt3379/H559/jmw2i9dffx29Xg8ffvghSqWSyjp87bXX8MorryAej+Ott95CNBrF9evX4fP5cHJygp2dHezu7qrYb71eVyW7TMavHcxm6rfJOJ41mRSHTu12G9VqVZV/4zYgCa/WarVn0t4ZOpAG7jgPTMpsqaBkeT3KUj2jlsazPOxSjnFafp17zAs43/+jM4lupcp73Pxvcv+phHRrXypBTqrcLH3ZisttW1QgMoON93OTcrvdRqPRGMlgkxZPrVZT0CDjULIfUhkxLiZjkZxPwgX8IfTIPWHcd0Nm5ft4HmJe8yQaXzTS9AxQfdEDo9XYmbXlZI3OCwqcFU3TPykAmXxBj4l7CWkInZyc4PT0FEdHR6jVatja2gIAVY8zHo+ruNbu7i4qlYp6HzTkJkUALgMaJDkZc6Z5Jd9IZET2V4ZPmKhB4rYa+c7chC8kH0t+1ZPsdB4H4Dj/0/K2o/IaNyDdOtDdSXaKizORSKiUbU6sLNqrKxY+Vz7f1C9ZvYCTK4sAy3ia9OIodOTG6OeB9HmVx5rI0025D4sME4vF0Gq1UCwW8ejRIxwcHCjF5/P58MYbbyAajeLOnTtIJpNoNBrodrtq8zJwDlHyAD95npcs4cVyUNVqFZ988gna7TZWV1cRi8VQrVZRLpfVfrsXEa4Zt5h4VpTMZGVRUybNyEr+5E2iEYR7qOQBPHNY6yT9uWrS16YOndrJEq/37KBPevdHR0fqlORsNouXXnoJg8EAR0dH6twur9eL5eVlXL9+XWW5AVAZdpzzzc1NxONxbG9vK2/YFHogyb7bhR7sxntRGmfEmz5j5QoePKsbSESjWKGfKIo8OUKGU6TyIeojZSNDB+RxlqhjOEJ3TOit6fDmrGgu+7z0lywDfPKwPQpCZsfp1qf+m6QvEPlb7gYHzkvPmOIO0ppwq7gu0xpje4w9yf0bcr8Q4SduP2g0Gjg4OMBXX32FSCSiTpbd3NxELBZT5x3JjduBQEDFzmityYQWWYiX8xWNRtFqtRSUw4xEQmFUeqaYzmXQpBadG6iGxJijTEJi0FxW9OazpIHF37IkkpPiehHJ7dyTj2R1llgshlgshkQigZWVFQyHQ6yursKyLBwfH6PZbCKZTCpP6/T0VG3TkBBZIpFQSjASiYykyY8jk4KTcmfeSI18vt1cUiZQMZiuoXzQZaDJE6Nclo6HJMpnPpMp8tKgBjDiYUmvTTdo2BenMTrRTI5EoYDlBMgyOdKFZLyJFj3TW2khAOcwle558W+TcpMTIGNc9Ox0WIYWsVQMFDqXCR26Icuy1HHmTBlm2at2u43T09ORE6sLhQKi0Sgsy0IqlVLKixtAWQrK7/cjlUqpBS33vUmricpMZ3ZaZX6/H2tra6r0lhTmTI6ZJDV31nM36fXjoDtplTKOlUqlAGAkqUYe+yMzWvmeuF7kuWD/L9A00CELYzMrlRmDqVQKJycnyjBLpVJYX19Xewi5brkmuH4pWJPJJAKBADY3N7G+vq5QCjd9HidUZ/2+dIN8nCHFtUn0hGtWokky61uiWqaQAHB+WLDcVE+SiktmjzOrWW5SdkLJ7EiO0e09rhI25MP0lym9F6an62dkSWybljgD3d1uV3legFl5uXmRbEcKTbYh0+ZNL5nKzUT6eC8L/5YKmsrL6z2rwJ/JZLC0tITDw0OcnJyg1+shm83C5/OhWCyq6hjpdFqVyYrH41hfX0coFBpRXlKBy60G7IPMZqRlS4iHCnV5eRndbldlMNJTo7dmSs2dNzktnmn6IeEmqbzC4TBSqRQ8Hs/Ihm/OlcT9gfNTxKXy0vfoTDNOfSP/ZZOTwjddK3mciofx2Hg8juvXryMUCuHk5ASWdbbFJZlMYmVlRW20JxxNr0oqr2AwqMpDbW5uYm1tzWj4OvVTyi+nMc6S9H44tSmVF4lrWUJ0XNeyuoiEBNmG9M4k35qcA97v8/kQi8VGQhp2+Qbyh+06jW+cAhzrebmdTAnP6dixtMAp+HQhZ3LRxzEL75EWhLR2JVylHw/A69iOXTDxKoSB3QKjRwuc7Vqv1WqqAOfW1hbS6bSqfKGfrCrP8Tk+PlYKSeLkssI0PQQ5b/pmSMIHzFrsdDrqQEbOrWnj+WUbAKbv7MgNXAiMBqBlVpU8VJV8JnmNRoJMIhi3iJ1IX2tXReMEvMkI1ZWDJGnhc/4kXEXUAXg2dg2cvZNsNovNzU0FL9q1NelYJnnWvIgyix6+7AuzWYFz3pTxLDoQXCOcZ86h7pDwfsm/AEb43+PxKA9Qhx+lE2Hnldl5t07v4EIJG/JvWcNOHxw9LjIk91zQopLQkr5p2Mki4j1UhjJoSQHBPjBJhH0FMFIBXB5LYbIMropRpWKlkmi32yiVSsjn8zg8PFS4/tbWFl555RXcunULx8fHKBaLaq9LIBBQRWK//PJLnJ6eqmAvEzZqtRqOj48VFBMKhXDt2jWVaCPrRnJfDXB2AivP/GG2orTydDzezpOd9Vxf5Dm6AJPWqeQ1y7LU9o9Go4F2u62qQUhkgWfZ0Uqm4UCL2EnR6vNlmj+TApwn78p+2D3fCSUxPY/EOZFHycij6nmGWrVaVeWPONd8jt/vx/b2Nt544w1liEkyVaOQnrVTX53GPAvS5Z+dYSKzkGWZNp/Ph0QiAY/nPBzDcbGsllR85GPuxSI/8hrgfL6kYcb3FAwGR2JfsVjsmeQ7yoZpYGU7unDChnzREmPlZ/I6k3dlxyx23odOkuGkd6f3RaZwys/5DL3tq7Sq7Iibi+v1OsrlMrrdLmKxGNLpNDY3N7G1tTVySmq9Xkej0VCHdFKxx2Ix9Ho9JQjI0DxGxeM5zyZilhaVF98z95JQMHP++B33fNDDkDFRN17180pS0EkLVXr/EvqmpaqPVyr1q0pouQjZrRc3Sm3c8wi7cm64tvXwAnmK7TBmQ0GqJ2/ZtUeapr/zMgz0dkwySfKabsRINMuyzuP8Egnhu5KImZ48pyst049eGIJ/s+/cI+pUHspJSdvRTBI2gNEMHD2bT79PamU+R0+jlIJAuqcmBUcGlXsbZM0vqdjsLCw7q5V9nLXAdWJ+CWVKBmWpp52dHXz66aeoVCp45ZVXcP36dfzxH/8xNjY21EF0e3t7+Oyzz1SKLHCWShwOh/H666+rkjJyi4I+18B5Sjevq1arKJVKiMViWF9fV0oyEAios8Sy2Syy2aw6QbXZbKq9YPQeTeN93gwGkwEl4RQuSrmfSCotxioty1IKXi5ouY3BVCXBDZx4md7BRQS2yXiVcJXk81arhUKhoLyJUCiEpaUlVXqMa7zT6Sh+8nq9qqr8wcEB6vU6qtWqUYYAoxlx045p3jTu3TMhTSZgdLtdBRvScyUfttttVXhbtiHDByw0LYtzE2qUc0SZIQs/SDiS/RkMBqrCSa1WG2nX5MxMQnNLldcXoc5E4xSCHcxk+l8+T2Z3AXhGSboRCM8D6dY9cK74mSwBAMlkEqlUCtlsFul0Wm3qlHNAgcp7JLQrn6tnGfE+WrAyPimxcx3jJqwIQBX95Qm3L8LcT0qmNGUZy7LjOem5vUjz4qTE9O/GjctkBJO/uUeJsBiTXWRSmEzUIHTolDo+yfied9Jlg+QnuV4ZEqGnanqOTB4yIVSUEVKuymtNKBp/aGiYwgcXMRpmprz0bENaTZZ1Xpm8Wq2qpAN5XIoJOtRfhu4Cm9xV6XFJS4L3WdZ5YUkJN0yi0GYFFzjdr2dCsk2mo9KjZFxqZWVFQXj5fB71eh1ra2tIp9Oo1+uoVCrweDz45JNP1Pvo9XrY399HrVZDLpdDNptV1QrYB+mlrqysqNhWp9NR54FJq44KjTGJ4+NjPHjwANlsFqurq0in0+pATBM0Mg8yCUc3pHveJLlZkxasLNslt1twgetIhI5Q6IbGrMitApmWnISPyfjUITAdwiI1Gg0cHh4inU4jmUyquFYoFMLp6SlqtRpu376N69evq4M+O50OCoUCut2uOoqGsVpdTujt2fX9qr0xN7yrKw1um6HHmsvlEIlEVBHfSCSiZCKVCbcsySQPvW0dcqQXPBwOVem6UCikIF/2lzJXlg00jWmauZ44VV5+Z4I4pFKRATsAIzUPdQzVRNIzk7/tFqOedWgSEDII6dS27MNVkW696xmdDJbKjd9ULjwmnQzJnfDcxNxut/HgwQPk83msrq5iY2MDoVBIHdVNRiVcSKNDetD8IZ5Oy5jwBQ+h8/v9aDQayorW6XmCDN32RfK5fCcmaMykqMfB6/+vkK6w5Oe6MuHPcDhUBpbMMJRJQ6lUCpubmyrJiPCtPHRSJjFMwl8mHpDv93nhV1MfZFzZ6/WqPaE+n08Zwjp0Ko1+4FlZqxsabJtwt16hSO53ZDvjwi5yTt3O79TZhnrD0lvQFzOfQ6+BsRa5V0D3tPRn64OUi1++FH1PkT5p/JtlqvSyVE5jnCWZDAO9n1QMjUYD1WoVS0tLzyRPMLZSr9eVRcXvyERSAHBBR6NRbG9vI5fLYWtrC5ubm8pq8ng8ymJlseNoNKo8K1p1UngTduB8E+pJJpOqSKipPqMc7zwEgr4oLvIcaaVSWUuYlfwmYVvdSJPnfelCws0cTDqGWfKt/t6cvOdxisp0D5OA1tbWcPfuXUQiESQSCQQCAdTrdRXT8nq9aLfbKBQKKhlJwoXhcFghEXKPp6l/pn47XT8vMgl3O34wGUhEsnTDnXFyVhthPVIpb0lUYnymjJfrDgkTMGQmLctQtVotdRSQ13t+uj1DCZPwpNO8u4YNx1keUvHocIDUyFKLS8Vkwkrl//qAZF+oBClodStY/paClRCZndUsv5Ntz4L4XPlbb4PjarVaKl5F2C0QCCgG4smpTFWlYSCPMiFUy79pDWUyGVy7dg3Xr19Ho9FAoVBQqbZkTFb75o56Kn5947eufH0+n1K2+r6meUNa+lxLmqRtnQ9pLMgYgU5yrkzZblKhOXldF4WvLtObc9NXu3nnHDBLNZPJqArxnCvyNuF+7inkGuCc06iQp6UDzkct6X3R0+gvi8Z5J3b3MF5N/uTa5vqNxWKIRCIqm9iUHAScy2Mpg2VdWCoiGmg0xhjLZnEEydMSIdITtWQf7OS8E7lWXjrj2VkFMmuNm9aYaWVaxLoA0Be1nkAgB8pYg8y2IQNLj45tyQwxvmA908lu3HofLqrE7BSrnGeORaaxU6ExlZjzIw+mk23InfWZTGaEwePxOAaDAVZWVpBKpdReOABK0VGJVSoVdDqdkf1zklGlsmQf4/E4vva1r41smtTn7XmAXySZ+iffi+QxvewYr5PelcyElYpMel5uee+qaVx/7L4fZyxQMOZyOVVEl1s4VlZW4PGcHcDa7/cRiURgWZbyrIgshMNhrKysKEVWr9eVgOXzyZt2xqgu00z9nVTATkOTKjCZPMH1Hw6H1ZpjIgtj1SaD2Y6kcuT/+hxJmagjEdLAdTPWSdAY1zEvu8GaGqN2p3KJxWIjFrdUKBKX1tuWXpnJxeUhiFSAcgOpXkmebcsjqUlSec0LvtJpHBxA5S8XrFRe0qsCoLKzpDKUyotFkQl90ftkJYJMJoN2u41IJKJScL3es7p9oVBICQ/5fnVvm8rN5zs7RXl5eRk3b95Et9vF0dGRMXAuxz1rK9fOox13j94XyT9UXtyUL6173iNjDuRxQigkGXcw7de5yHjnJWCdDDnTd/Jz3SvXkRGfz4e1tTW8+uqrap9iMpnEtWvXAEBtuYjH4+r8ORYzplBOpVLo9Xp4/PgxarWa4leTwNWNR7sxXia55X993gkbyqQKloUDoNCCdrutvCMn+SO/k1uN9PUkPTUAI8aZCc1yQhmcxmr3TlyXh5pEc0prFIDCnhnzkJY7n6EHBOk96dmC8m/ex+w1tq2XIWG/aJnowcnLhAbckmWdZ+lQ+eg/0pIkc8qkCf7Q2qKylxaSZVnq+BPpVVAwA+eYOttkOxKaoDA3ecH0dmXFhHEW7lWSnZHGhUQFTQyfcIjOxzIWKEkmD5mE60VpGvhp2nacyAmlMAklQlBM9onFYsqIInU6HTSbTYRCIVWNXjcEJN9x/dglbtgpMl1IuxnvRchJvjq1qxsIfA73XekbjuV2GGl46vJV8qhECfgcKb9Na1r2T+/nuHlwO89TJ2zYWWFSQ3PgDORxM5wMBAIYwWB5L+MKrASt71GQ/1MYy8wuWaJIThwPSmT7+guUY7lKK4zlhli+iZZlOp1GKpVCMplUSRCBQEBtyEwkEggGg2pvFRd5u91GPp8HAORyORW4HQwG6uC+aDSKVCqF4fD8dF96d8xCLBaLKJVKaiGEQiFkMhkEAgHk8/mREjDcnNxut1Gv10dibXYWOTC/ebeDgSZRpBy33FYgvS95YoE8NYFnUckML5n0IdeNnfdnGotd3y+bd50gQbf3MGGj2WyqMmWVSmVk82u1WkU+n4fH41FIA/mKxaP18++YICZhLNkH3UuwE8ZXpcTs5lbCeRwHHQN6XlRgzMAMBoOIRCIqsUKHFAGMyGjyMuWrzBSn/DWhYnIO9T1hbubAzbUzP0lZKiAOTqZYjyOp5Ul2lvA4oWPyvOR3ToLKbvIuSyhwMXJBWtb5yamWZanDDjlfTBVm8FRmA9GL414s3atiexJ2pWJrt9vq/Ul4VmaVsrwUhbjkAXpk9NZkYse84ELSPJ5LL7LVaqFWq6k2WL9NluFpt9tKiMpacABUxiITcAgNX6XBNAsyeX1u3oNEUuRxSUzyksYq076bzabygJm0xHmdlqaBtYCrMXSpFPRSUPxOwni6ByQhZlMGsJt3qMezdK9u3P0XpYmzDe2IE8IBMIWVBVylN8brqNCk50RGpBXAtnULieneJD5Hx2hlqriMsclFpis2O/d3li9gHNN3u13k83k1jwDUxmCWWiKDDodDFItFVctQbgGgwVCtVnF4eKjmKBKJIJ1OIxqNqudQSXW7XXU6Krc2pNNpJBIJldXU7XZRLpfh9/uRyWQQj8dxcnKiSvawxiKF/NHREYLBoPIm9TTzeZL+7vR375Ysy0K5XMbh4SGOj4+xs7MzIjQPDg7Q7XYRj8cRDoeV50n+4rEesiJJIpFAOBzGb/zGb+DatWu2fKavv6vwCvS2ZHumvtmNxU5Akrebzaaau1qtplLle70eYrEYgsEgarWaOmyVCR75fF4hKhJelxvH9XmaxKCV112WsjIZ6DJEwsxjedSONChlhQ09MUh6V8zilPVLLct6Rvnpc0Qnxev1quQutieVIw06N/M2E9hwGpKKQKYT61pa76C0CPTAvt0CkJug5WTJ50mlJ11XEwb7vFm9ejBfr9koMWcuWsYI5bYByUC0YnVGlnMtYQMKjUQiod6j3PoAYOSEWpmmC4xWvnbK6pw3TWt86DzY6/XQbDZRqVRURQdWeKDyymQyiEQiypjgfAYCAWQymZHMw3a7jVgshmazOZNxPi/em53QHUfS+6JgZYIQDVE+p9PpKARCngIuYz1u4appPK6rnme5FnV5po9bwor8X/6Wz5AyQ7+f61sqOJ6gLmtPzoLG8c3YmNekL1XuOeAOeZ2JTNmAurKys4LkpJusAk4uGZiQG08XBkarR7gd32UL3Hg8jtdee00Vvh0Oh6rCez6fRzgcHjkgklYmBSePOSFDsWCv1+vFysoKAoGAEsBMs08kElhaWlKwpGVZKBaLAKDqJ9ILoxcoi9Eyzsb++P1+VXbmlVdeUXt45B4xYP5GwyQQxjgok3vhpOfFH0JWtVoNzWZTFYeViATXBA0QfifXg6mfbmBsO4E6a969aJt2nlsikcDy8jIqlYo6roclnqicaHzx82AwqOK/yWQS/X4fpVJJ8bBMHnMKNZg+vwpIUJe5cn71fkjkSo5VJngx16BWq6FSqSASiYwc0MtELAlpcz1LZSdDQNK5YEanZVmIx+MjKA4VmzwSyw25nXdX2YaTWBn0cOTAJdPo8KHdc00KTPek9HZ5HwA1UfIF697fJEFEvZ15kBwX97hQGPb7fUSjURVwlfEjMiwPnIzFYqruoTQcMpkMvF6vgq5OT09RLpdVfUKPx4NsNgvgHM9mcoss7RWJRJQQsSxLWca0lD2e85qSw+FQnWpLpSozv67CC7OjcdAxcO55sWakrKVJ74BClpAvjSkaS5w7j8ejqs44QSqTrL15kpOiclrHdv/r9/CEZJ/PpxJ/WLGcGcucNxpnMnGGglnW2tTX+DjjZBxdBs/qfRwnf2U2Ie8nfEeDkrFXGpxS/jJEI+dKh/2kF2ba8iKfocfgnLZE6WOW4x5HrvZ5OZE+WE4iFzGFFX9kCqZef0xOlAnW0j00vQ/6XhnZJzK9rrgmZeZZWWOm+/VFRmaMRqMq5Z37sm7evIlyuaxgFcb10um08owYP2TyRq1Ww3A4VDGzw8NDVCoVZdX6/X40m00V97IsCysrK6rMk3yvTJHnZ/S8Wq0Wkskkbt++rcbD7Dzud9Ln8nkhk6Gkf8/sWblvSyoty7IUz1OwctyEw4DRgLqEa2Tbk8JddvfMUqnpbYx7tt1aNVEoFEIsFlPFneWWFs51uVxGtVpVlVvo9UpURyZsuPGyJ6HL5Nlxhr1OlJvc8J3JZLC7u4tWq6WK9KZSqRElL+eXMofKRspMu5wCkkzWogEiHQn9etOYxo1bp6kL80oyCV0KQJllJRcpJ1m6qvxth8fqMKEeVORnEiqQcR5dQOj70a4SLjARmSQSiajPLMtCOp3G9evXEQqFFKxHYZhMJpHNZhUTMh2W2XC0xAaDAYrF4kiGXDgcVudPMctraWkJ8Xhcxbwsy1LQoGRIZtcRftze3n7mfbOfzyPpXr2JB4HzU8HJz+R1ClEmuBA65cINBoMq69KyLNtq57I/pvbld/J7O4h9HjzstD70fkzSPjcfU3DqJ0R4PGep86enp2rLCL0KrhUZ/5VyZpo+6ZDdPOXDLJ5J44goSzabxe7ursr0ZdKVLONEuajnA8ikNrl+9Q34OhLm8XhU9RN5qrqMz81qTmaSsGFyMXWohFUbKDhNe6ukcuJ9HLSEVeSgnLwwegPSamBfZNKC7i7bCZSrIn28knG4cPnTbDZVzTemGlOpAKPprDxIjszGo8N9vrOq3bKwrmVZqvyUzHACzuJA8vk0XORG3uedxglkfWFTWVN46jXg9LJmNBJI5E8qNrsqM3Z91T3DeXtc8nmz9mZI0nDlmm82m2pOQ6HQiFHKBA55v3yO3fxMotTdzvWsaBIIlrFsWY6Mp0xkMhkVX9blGXlPFjPmD+edslF6T3IN2MF8Xu9ZEW9ud5BbanQyoRuT0NTKS75UqbRkdQZZPZ6b4jqdjjrNU06QZFrgPFtOr31ocmElXCitASY7MP7C2AwhCVli6bLStvX50z8DzJg3SSqwwWCgNv9Ky7TT6aBYLKJSqaiFTu+X8BXfD1NcmQbv8ZzFq5icwXO+KpWKivEwGEz4oVarqaSSYDCI4XCoylWZinHOyyOYBekWtsn7Z4YbT4hlPJDGmgxQc9tIuVxWUDmAkaA5Y5gkNwvajlcugyZ9d5MqC7bBDfSWZSmPgV6Z9KqkMKWHYFoz/F4ae3q7JkhuEoUyLzJ5tPKkCOB8k3cymcTGxoY6hUKOV3pcMp5tWdZI8gXnl/KRMkZuPmaikYyJ0eDt9/sol8tqk7gch46WTUsz8bx0ra5n8zFwzU7LCucm11N6RxLP1iFFaQmwPRInX0/flMrLpDwviy4ivGmte73eZ05NpldGISqTOrjQQ6EQhsMhotGo2nPF7/Rgrp7RRCa3rPNDLe1Samc13ueJCM0wjqgnWnAOmeUqEznkNZwnxsVoYE1Kz7MhQHLbP1ZsIW/L+6Ryl5lv0vCUe5b0vUV6yAGwhzjtFN9FxjYP0nlL5gtQ7slYlty0DNifNUf5K//m/OuynkqMXqDH4xnJvm232yq5RtaanAVd+DwvffAyWMp06r29PdVxBmW5oU1mAHJRS0hGT+zQLU5pUcjNuR7PaNl+KjCWKuIZQMB5nMzOmtWtFrdzMymZIFAdtrAsS6Wrc7OmPJWaMKDH40E0GkWr1UK9Xh/BsZloEY1GldVFpUQMnIuARYxZIorWWq/Xw+np6UiQWHrgugLTBbykec6p3uY4KM70uby/3W6jVqupzbQej0fNN6+Vio0LmXzO35wjWsmJRMKxH04Qix0k4/T9NKQbixc1+uS9lnVWwDuXy6niu/QoiA6Qx5jBGYvFlJHGQ1YpMAmp84RfHb52w3NOEPI8IVlT3/T3z/E1m01lKHEOOp2OmheJpsiTKQCMlN2Sa1VCfbJKj8lbpTzh2Wv0lrml5PT0VFXZqdfrxnFJmoSnZr5JWSdmYelQH3DuHUkokJpbVu2WXhRJJgxQYVKI8ocKU99jRshGt1iuwgNzS/Ily9RTPb5iiuXJH6nIyZQyBVlCsZwrxhY8Ho/yOuiBkIGl0cBnPi9zOUtBIw0Z7tkCRgUx+U6fQ9OzQqEQEomEUoAvAs3jvZL39P1AekhAbskg7CrhK8l3eubyJPOrK+rnkQgbyhi0lAmUgUyPB6AUkjwhAjBvG9IRFUnyfz6b6EE6nUYoFEIqlUKn00EymVSx81nO54WVl7QS5J4iCjBWIKCG9vv9am8LBYHcgMgJL5VKqrAsBa6ExGR5qFqthk6nozQ+r0skEtjc3FTZerTaqtWq8iAohMn4UoDrHg/HOQtyep7J45NERZJOp3Hr1i1YlqWsqHw+j3K5rK5lQoE8WJJtygwgMjIhxGaziXa7reaCDN9ut9UcE/5lYFjCA7VaDcDZZutxc2bydGdJ4wSXCT6SAlP2id5BKBRSSSqsJMMYIgUr99VIg0oK3EAggBs3buCNN95AKpVSbci4wjiP0UTzEri6MJskbuFkYXOcMoZDo7deryvPigZDq9VSxXlZ4szj8ShPCzgPIUgjVYcD5WdSWTmNy+59zGrO3T7H6/VifX0dkUgEhUIBT548Ufu6lpeXlfd6cnKCx48fKyXO/V6MZQFQYQR9DnSFpodZaEiwEMH6+joymQzu3r2LQCCA999/H3t7e0gkEojH43j11VefiYGb3olbupDy0uNO8kd2jJY74T8ZHASgXH3gPKmC0AtwfqSKtCoYNAegqkdXKhWUy+WRWNr6+vpIn3XPiy+Awl+Pv12G5eUECZm+J3PRupHp2fRYOQdy8erMKBcqmZlptPr+GWbUMXORKfwS0uWZYVR2dt7GpON/nogxKnmkuSyWTCSA80fDQVYdkN5qLBZTyTGch1nEseYxnzpsNY0349QvHVGQhoDO/0w40OubUqnqHvEkfbWDtXW6Sp71eDxq7MlkEqlUCsDZSQ48WYIVXWhk6eOiISuVFTBaHF3fnyXnk8YEPTvy8t27dxGNRtFoNJBIJNRJzqurqxMZkeNoZgkbtOrpIcn9LKurq2qfgdS8ZFRZwYGMGYvFlLVFwUqmlJmIZNbhcIilpaUR7ykajapSSIwLxeNx5SnoAtbNZrpZkR1D6N/Jz+W9Hs/ZHqy33357JOZERpLWf71efyYmxTmiYQCc72GScTa2RWuYHgKLzPK9+nw+daBlMplU2WFurPPLiHmNMw7cXre6uop4PI5CoYD9/X0Ui0U8fPhQCU4qeELlukBgPCKdTqtFTUHDtk3JBbMa6yxIN1LdkK749OcBULDS1tYW3nzzTcRiMaytrSGRSKiTvl999VXE4/GRIz7In1z/5GNWdeHZc3Zj0fvlhh/nNcemtu3miwdy/uZv/iauXbumChuzlJvX68U777yDlZUVPHnyBEdHRyNek35aBXBuQMh9jLJ9uT/R6z3bR9psNrG2toabN29iaWkJ0WgU4XAY9+7dw7Vr19TzYrHYhbx1nWamvAg3UfjLvUTMplpaWlLnSA2HQ8VkstYhAKWA9AMOqRyllQpApWLyADYJQxBS4AsLh8NqBzirHXAMky7IWdI0sBDdcTIgU+dpDXW73ZHjaPSinDosRuUtoQF+T6MjEomo6gapVEqdGuDz+bCysqKeLxXf8wB5ObU3Sf/S6TQymQxu3bqFV155BU+fPsXOzs7IOWacf10J8T0BUHwsK4LLPtnRLLyyaWkSNMKNENafTaN0aWkJN27cQDgcVkqe5c62trYQDodHMu2INDDphRmLrECvlysyjYnf6XCm/G4afp6WpAFpIo/Ho7as3L59G3fu3Hmm771eDy+99BIymQws63yvocwpkLKDclfKcyov5h9wPhlfo2JKpVJYXl5WW2sCgQA2NzdHxmM3DtN3bnjsQspLMjP391Ars36eHKhcpNKb0jvLShEy+YDXSO/IFAui0uS1+nOvXbumAogyw4uWnClweRnk1Kab7ziXLCUViURUAdN0Oq28Liosj8czApPyGVRSMu4ifzPOJctDzdJCvWzhPG5R6XzGv9fW1vDOO+/g3r17eOmll0YOP+UWAhk71ZUTj0K5c+fOM3uVnOiqFNekNM1YaPVvbGzgnXfegd/vV15WNpuF3+/H7du3sbq6qvhWGmVyr5HP58Py8vIz6eFOqMaka3Ce70Kuu0mRCV7n9Z4V4aZxefPmzZE9cky8Yg4C50oeGyWhbOC8MK+MKfZ6PaysrGB1dVWVQ3NrgF3EEPA43WyJL8dZHjoTOGnTSa2yaWnc8/UJthNUNox7Ic61JhiwmxftFnKUn8t7TO9mnOU3jkyCwY2wuMjcdrtdx3mdxBOwu0aHl6TFLj+TcQS79yPnXn5n6qfs0zRKPhgMXohnh8OhNa4f8n+368npeXq81hRHtVvbukEwDrrU37nT+tD7Pit54CQb3XqPJpom49KJ7OSFU98nlfHj5ta15zWp1p92kiZRcJNYUdKStiPT8/XPJrWCZkEXsk5sxq2PzU5wmsbptj+m+btqz2EWRpLd/OhZbdLjMgl5/X69nyb+nnR9zcMoHLfOnGicUaQ/x83zL+r5OxhRI78vAy6cVMiP6ztJjzVdlH/s5LLT+5l0bOPWyMSFeS/yAk2KYJx1dtEXqbvd07rg7MusGXgSK9rOwp2WJhUEbFf+HnfPNIvkIuOy8/Am9bLGvWc5D7qQkwaDRCzs2uZ1Jq9CtjfJ4p+noDW9q0mMTn6ve/9Oz3Fae9Pwi27UyffAz3Wv+TLJJUIxcr0Tnzk9f1w7dvdPY1jYORzT6Jjns8T3jOmqrf2rpHlb3i8iTWoQTWPoTNveNHRV7T6PdNG1/s9xzkjTjP0q58sx5rWgBS1oQQta0PNI/yw8rwUtaEELWtD/W7RQXgta0IIWtKAXjhbKa0ELWtCCFvTC0UJ5LWhBC1rQgl44WiivBS1oQQta0AtHC+W1oAUtaEELeuFoobwWtKAFLWhBLxwtlNeCFrSgBS3ohaOF8lrQgha0oAW9cLRQXgta0IIWtKAXjhbKa0ELWtCCFvTC0UJ5LWhBC1rQgl44WiivBS1oQQta0AtHjud5DQaDkdM9SaYzdvSj5U2Hzk1zwKQTjTtR1HSchd15VPrZQuOOmQgEAhc6e4En/nLe5DlCTmfe2J1zZjodwG6sehtuTm+1a8f0LNNz7O4z9dvn8009tzzt19QXndwcqug0r+OePUnb487Iusg5d6SLzCsA9Hq9kUblu5c8POlZc07nQNnxj9NadXOWmx3P62Pi5yb5IJ/r9/svNLeUtZImObRTjkHvu911k8jecXNs953pGre8y3u8Xq+xYzP1vJ7n41XGHSR5FWd+zatNkyC+jDOfnrf5tSM3fZnHwaP/XGjW73oe78GtYTHtM2ZBsxj3LA6KnRXNek25OknZzee6hWRnMcnPJjnob1IaZ7k53cPrpzlp2C3xlFb5vFmegmrn2didNDzOynPiBf1ZPBFYf670+nSPfB584Gbh6vwxTsnr3q/pejdelX6/03NMfXNrlc9b8HMMbj11p2eaUBr9dGnTfDl5ZZMYVPoz7dbO82SITSLXxsmNab16N9e78fJM79Fprh2V1yTkRvCZGPuyGMEJJiBN49pOS6aFc9kWpunace/RLeRrZ6DYQZ/z5IVJ5tY0JlM/JZRkZ6C5hYR16M3Uj2nHNWu+suvrNDDhuH6Z5sINZDuu7XFC0q6Nq1Ja85INJN1AcGrfrSI03TsNOd07kfIyWZB2nXNjpUzKDCZlYycA7RSTk8Z38oJmLVzd4PKmvuhjnMaiMX3vxsuedvwmYeHkkV+E7BSjXTtuBKkuqIfDISqVCvL5PI6Pj/HLX/4Sg8EAy8vLCIVC8Pv98Hq98Pl88Hq9GAwG6Pf76HQ6KBQKCAQC+P3f/31sbGwgEokgFAqN9MFNX8YZDvP2ZCe1kvVr7T4zrdvBYIBKpYJOp4NisYhms4lYLIZoNIrhcIjBYIBwOIy1tTUEAgHj2uXziXiYjCvO7Tjv+yroIkrAxCvdbhe1Wg21Wg0ffvghKpUKBoMBACCdTiOdTmMwGKDX6yEYDCKdTiMYDCIejyMQCKDT6aDb7cLr9cLr9SIYDCKRSMDv9yMajcLn8z0zj3xXXBsX5dGZeF7jOqELiHksNF2o65/ZWQXy+sskU3/tSEJtbi2gSSx4mWSjL27ZVztLdBLY4LLmehxcN6nXLeefymtnZwefffYZ/vt//+/o9/t46aWXkEgkEA6H4ff7lRKj4qrVarh//z6i0Si2trbUYqfysqNJvY2r8hBMa9kNvMfrdB6R/FWtVlGv1/Ho0SPk83ksLS1haWlJzW0ymUQul0MgEBh5nnxndgapnUHsBgKd51zbycZJoFk7I6ff76NSqeDo6Ag/+tGPsLe3h8FggMFggBs3buD69evo9XpotVqIRCK4fv06otEoVldXEQ6HUavV0Gq14PP54PP5EIvFsL6+jlAohGAwCI/HA5/Pp9rkexgMBrAsS33nZgx25Fp5uXXx3bxMk1KZVonZWUuztj5nzaTjPEgTycXtFi5yY7F5vV7HBevWOHHqs1MfZ0lOc2fntYy7fzAY4PDwEI1GA8fHxygWizg9PcXBwQEODw/VPdVqFZ1ORwnEfr+PXq8H4MxA6PV6aLfbAICf//znODg4QDweRywWU/ek02ncunUL4XAYyWRSCWNJdgpBhyivgi7qHUiF0mw2cXR0hEqlgl/96lcoFosolUpoNpvKO+Cc5nI5xGIxpNNpLC0tIRwOAxhFXJwMGqe+26E7FxmvG3LyAC+6dgaDAVqtFlqtFnq9Hvr9PprNJvr9Pg4ODtBsNtHpdFCv1xEMBnF0dIRwOIyNjQ1Eo1HU63W022202200m01EIhHkcjmEw2Fcu3YN4XB4RFH2+310u120Wi3EYjHcuHEDsVgMW1tbiEajU43HlfIyvTy7BeK0cHTralJBOcmCHGc9OUGETm3PilndeDFOi0m3GiexCnXIxGRMOL0rO0YzPcM0FhNUMytyMqImUaSyf71eD19++SX29vbw3nvv4YsvvkCz2USlUlEWpsfjwcnJCQCg3W6j2+2iUqmgUqkgGAwiHA4jEAggFouh3W7jBz/4AXw+HyKRCAKBgIIY7927hz/5kz9BLpdT39l5vU7IggkWmwe54cNJnjUcDlWssFKp4MMPP8T+/j7+/M//HAcHBwqWJWzY6/VQr9extbWlrP833nhDzSn7RUTBqW03/bvoGO3Iab05waym59h9L5/Z7/cVbNhutxUy0Gq1cHJygsFggEajgXK5DL/fj2QyiWAwqDywdruNXq+Ho6Mj7O7uwu/3K0Psa1/7GmKxmHqfrVYLnU5HrZnV1VX84R/+IdbX15FIJNS1k/LpxLChW8/K7bXzpkngOTfPumpy24eLWsCSTIp+nNJx443Nw/OaBRHeaLfb2N/fR61Ww8OHD3F0dIRSqaQWLoUjf9OoYAwgHA4rjJ9CNxQKKUE6HA7R6XQwGAwUZHt6eorPP/8cS0tL8Pl8Cg6jdSr7qPdZp8tYfxdpww4S4+edTgdHR0dKmAYCAQSDQfj9foTDYUSjUbRaLYRCIQwGA+zv76PZbCIQCCCTyWBtbQ2ZTEbFWC5C45TFRcnJI5yGTGtLrjvJo7FYDLFYDPV6HR6PB36/Hx6PB4FAQKEy/X5fQeCM4fZ6PRUnkwZFt9uFx3MWV+O9vIfG4PHxMXw+H7rdrqs5MZGj8poGDhon0JwElmlxTvoiJSzk1nNw40HOGx4wwVkmaFVaunbzqT9rEoNDb9+k+KeZl0k8y4uQ3o5bnpLf9ft9tNttPH36FH/2Z3+Gw8NDnJ6eotFoqOuCwSAikQiGw6GKGTJrKxwOw+v1IpVKKdiQ741wFt9Rr9dDr9fDcDhEv9/Hl19+iSdPniCdTuN3f/d3sba2hu985zu4ffu2I1w0zksHxnsf42haeHiS58s+lstlvP/++ygUCiohIxwOqwSCdDqtvIN+v49//Md/hMfjwU9+8hNEo1F873vfw9tvv41YLIZEIjF1P+14aZ5e7aRrzM4QMG01sCxLKfjhcIitrS34/X6VhBEMBhEMBlGpVNBut41yifweCoWQyWSQyWRw7949+Hw+hTi0Wi10u11Eo1FEIhH1GwA++eQTnJyc4Lvf/e5YKN+OZpYq74acXvgsmcAJ1pzkGSaah8Cdl2K86ByYFLgdfPWikJv5aLfbODk5wfHxMU5OTnB6eoparYZOp6PgKP54vV70er0RpUnYi9fQk+NnANT/en8YwxkOhzg5OYHP50On01Hfv0hzTXLiEcuy0G630e/31f9U5IVCAZVKBfV6HQBUZpucN5/Ph0AgoLxYyzpLBuj1ejg5OcHe3h5yuRz8fr+6dhp6ntCkaUkfA+eTBhi9Ls4Vv5dOAA01elKcb8nXvV5PIQpS5strOp0OWq2Wet40NLXycopnOJFbgWqn4NwO1M7KNMUInGDFeXtgdrEJt17YODJ5T6ZncJxkVtO1pn6N66/8X4/R2HmcF6GLWsmWZeHBgwf4n//zf6JYLOLp06fodDoIhUKIRqNqAct5McVV5KLmIgagYBYuZCpD3kM4Zjgc4ssvv0Q+n8e3vvUtV+OUpM/zLEjffC77MS11u1189NFHOD09RafTQa/XU9sQDg8PsbOzg06ng1gsppQS4aZqtYpAIIBQKKSgW4/Hg1QqhUAggB/96Ef4wQ9+gHfeeQff/e53kclksL29Db/f72qt241Pjp9zclFY0ukd2c21G1kg15hcB5ZlodvtotFo4OnTp9jb20O73VZoQq/Xg2VZCIVCiicJ/zELsdlsotvtYjAYoFQq4aOPPlI87/F4kEwmEY1GVQaiVFTSWJmWxiovEyR1WXDaRYmChvsLKFCkVfy8WlLj+jWJ4J9U0EzqTT2vPDDtOGq1Gh48eIBqtYpms4nhcKiSJ4jbS2FA69UkTJyUB7+T1VYI9ViWhVqtpgT1pPDsPGiW3get906ng9PTU+zt7SnYKp/P4+joCOVyWc0/Yy70WOWcRKNRFVf0eDwqvnh6eoonT55gbW0NhUIBfr9/BEZzgmHleE00D8NrWhrH57oCA86zX5lRWKvV1NYOzjcAFS8k3/M7KjEaY3yW1+tFNBpVHq5EKTwez8g+L8bUpqWJykPpVvqkNEk8YpylPw5+tCwL5XIZX331FarVKj7//HO0Wi2sra0hmUzi1Vdfxcsvv+zYXzuraxYkLWM3C8CtEWHygp3Goc+7jpHL7yWEYHqW3i8nD27e0LFsyy2x/Xa7jePjYzSbTYRCIQQCAViWpeJXJGlJSgVEowmA2jvjNDYpUAg7AmdeSbPZRKlUwunpqQqIO/V9nqR7lm7J5DFUq1V88MEHOD09xf/9v/8Xu7u7Sulw71av10Mul1MCkVlv4XAY3W4XvV4P8Xgcy8vL6PV6KBaLKlvR7/djZWUFfr8fg8EA7733Hu7evYuXX35Z7UOS/RkHiVPe6NdcNI44CbmVjSaSiIFlne2b++STT3B0dIR6va6Uk9frRaVSQblchs/nU/HbWCwGr9eLTqeDTqeDfr+PYDCoFNNwOES321XJNMFgEIPBAM1mEx7PWfIHFV4ikcBbb72FlZUVpFKpqefjwjEvN272OHKyfHTrRrq9dkKT1Gw28fTpUxwfH+PHP/4xKpUKXnrpJbXB8eWXX7aFPJ2U5ixIXxizsuCcYEg3lrOdspH4+CSWqt1n+vual/CdZl4JXREu1D0tu2dLg4SxLtO8m4wKeiLA+b67Xq+noJ16va5S7We5xiYhu347GaF6H6SB8PDhQ+zt7eGTTz5RSSrJZBJer1fBqYlEQgnRQCCAbDaLeDyOWq2Ger2OWCyGZDKJTqeDSqUCACpeE4/Hlbf25MkTJJPJEeNMrpFx0Jx+ven7i5CdHJLfXaQtnReZSXt8fKxirJybVquFcrmMWCyGVCqljAGiAf1+X80xFV6/38dwOITP51MwLuNikUhEtU2ld/PmTaysrCASiTwj/9zKQ1eel+4ljMNnnRjA6R4TYzg9T2K48t6dnR189dVXODo6wgcffIBKpYJisYhOp4N8Pq8w2mq1qtJFJ1mAsyAKqkkUif65DnvYeWfjFqRTW/JZVFx217r1piaFMS9Ckyx4ekmWdYb1yzHr8R5TVRLpvUpvCjgfK9OQ5Wf8X8ZN2Jdut4tisYiDgwMEg0FkMhnV/iTjmxXUN+65btqxLAudTkfFWkKhENbX11WMhDC/tPzj8biCtXq9HiKRiIJyqeBLpRIGg4HyrOTmWMuy0Gq1jGvGiefdfDYL0tGKSd/XtGvK4zlL0qAX5fF4EI/HVR9ardbIc6nkdIRGrpNOpwO//1y1WJalIEKPx4NMJoO7d+9ieXlZxZEluR2Da89LVzDjIKlpIRv5/zhlyRetu+5PnjzBX//1XyOfz+OLL75Q2KzH40GxWES320WhUEC1WkU8Hlfpm+P6PI27bke6MJTjdfMy3b5wp76a3qFJUeqWNuEHO89X/y3bcGskXJQm8TJJVBZMAaaBQZxfJgVwHpz2EEklphtaOl/rPExPrNPp4OTkBPv7+8hms7ZeoN34TN7CtGSaUzdr3TTedruNnZ0d7O3tIRKJIJFIIBKJIBwOqw2thKC4AZbQU6fTUanynU4HjUYDrVYLhUIB/X4fqVQKfr9fJRlwOwKrm5jGZedRzwsRcEtuZM04o1GXW7rHGQwGR2pC0ohoNBpqTrkWIpGI8qpkBq1UaMw0lP0IBAIqkzGTyeCVV17B0tLSM/2aZO5nvs/Liew8A6frZcIFJ4TfMahI6+z4+FjFufb29lSKrQwarq6uIpfLjVQwmJRmwdAmAa9/Z/ci7bxUtyTvd/NOdAFowvlNQtKtsp+lNXsRr44WPEvmyCxBklQcEjrRSedVE9nxP705fkchIlPmJ33fk94z6bNJTvMvx0tIMJlMjih1rml6WZwLJhgQvpbtUTASqqVBIY0NxmSq1Sq8Xq8Swk4emB0/X4ZCm8b70u+XpPNUu93GwcEBCoUCWq2WikdR1lLpk8f5XqTxNBgMRjwsfi/nHThfV5FIBKlUSkHDOq9MajS48rxM3tYklp+TIBkHRUiriZaTx+NR5Us8Hg+Wlpbg9/vx/vvv4+OPP8Ynn3yCX/3qV/D7/aoaMiGIr33ta7h58ybu3r2rLFm3NI1HaUd2BXDZjlMf9OtN9zjBe+O8Zflunapw69ea+kZrTFd4kpfsrpkFOc2p3t9ms4nT01OUy+WRTCpJsqKAyfDhopbzbyfI6bnxuZxLPpffnZ6eIhgM4pVXXrlSr8DUnv7+3RgPHo9HQYUAUK/XRzZqA2ebwFkFwuPxKMVFRcW4IIUnPTTLOt+iwHdEz6HZbGJ/fx/tdhvXrl2zTZk3kW7wXcRIsnv+LD6zk1Fyf5xlnSVs/PrXv1ZZmJZlqb2MkjfliQc6b8sf4DzWqCuvVquFfD6Pzc1NXLt2DaurqyNKzzSvbmjqI1EmuWfSRcaKx8y26na7aLfbCrOmN8YiqOVyGV6vF0+ePMHe3h7K5bIq189ryezcn8CNpVcNC9iRW7jADWTj9Hyn701wj1Mf7YwVN3M86/cwjaHR6/VUQVLGS3TYdNyc6GSn3E39lc+XbbbbbTQajZFsx+eVbwFn3pUCj1Y6YSfAfLaUx+MZOWaGXgTXdCAQUMksrBBB5SWV2HA4RK1WG4GE2Sc3kJUTvHgZ5KY9t3JDIgfkcxm30uWDydiUz5LvRKbc05Nrt9sIBAJYXl5GJpMZgdqndQqmOknZDXGQbhau3latVsM//MM/4OTkRJ3fQ8+LGLfX60U4HIZlWajX6+h2uzg4OECpVFLWG6EGxjLa7TY+++wzHB4eYm1tDa+//vpI3+ys83lYu04Bd7vD4SZVDPI7u0WnC1fZLyfPmVYYYE6hdguxkOlNfbsoTfquZNV4Vn2gwmCiBX87zYtelUAubH5GoqCQG5qpPEnMopPlqUzt6mOel4Kzs5R1pav3jZl/3BNEj4hzKsMDNC5peMZiMbVlwbIsBINBlVRjWRaSySRu3ryJwWCAeDyuNsUCULEWAHj48CFqtZoqMGtCG0wC22RUzIvGCXOT1zfOE9THFAqFsLy8DMuycHx8PMJz5FO5LoPBoPpblkRjdqHcZ0fkoN1uK4Ss3+8jkUjg93//95FOp5+p+q//7YZmUmHjoiQZyLLOUoQLhYISJK1WSykuWqGcLMs628/VbrdRKpVQr9dHypXwub1eT9Xv0oWDG0t6Gg9y1jRtH6a5x40VOu6+adqe5xyPmz9WDmDAeTAYGLcGuPVEeS2tXJ0ozPXn6tlchM0lz75oJMfGUIAORTshIbLUlm758/tIJKIK+OqeAAUsERzTZuV/LsS5CYVCz8CC8p3o0LbJyKdBRw9XGnbke8uyFBIWi8VUerzep0kNA0flpVuKbq1paW2aniOv42cSCqxWq9jb28Pe3p7CamU16UgkMgItciHQCpD9D4VCGA6HKJfL8Hg8eOutt3D79m3kcjlHoaxb0Kb+X4TcwHm6NSXni3OsX+PGizRBX6Z3Y/cc/f2a2hg3TlOb8yK3fNtoNFRlB+5bYfBaBqyB84QC0/Od3ouTIpReh0zbp1HGBCSnsbgd60XI5LmPs/z5OTeAc0MxAGUkMDsQwIg3JpU5BaKMefM6eluMn1E28ARgWd7LzmtxWhO60J4X/4577qRemYn8fj8SiYRyBIikcKMx57jb7SoFpBsY/X4f8XgcmUwGlnVePb5arcKyLCQSCSQSCXV2WLPZxMnJCfr9vkrUcdNX2zFMdZdLcruAKJQZsGV2Sq1WQywWG9nJTXyb1pMM9hMe4IugVcDNnh6PB9FoFNlsVqXHyz6QZJbZZeygdwOtmZSoncXotLB0xeUEf01KkhntBMFFGXbS/kzSTrfbVYfsyTk2eWDSIiXZeV5OfZOxAT5XljMbDofPQJgvMvX7fZXRyfED5/NMhEQeGyONNhqzVFJSmDIe1u12Vc093sNKKSbFpa8tO2N7Ft6CHV3U6JjUe2QyDBNjyGtyj50Mu8h9YHJ+mAgns8GpxPgdZTLPXuOmZZOhO8l8XvgkZTeYt9PzeD8nhOf0JJNJpNNpZDIZhXdznwet4Y2NjZH/P/74Yzx58kQ9l/grrTW+MO4A1/vD00Tff/99lMtlfOMb38DNmzefGecsSHfP9TbcWH1y4Tp5kaZ3JJldfiaDtiYoxwna0fvK341GAzs7O7AsC9vb24jH48YxzoLkmOxih3b3MJW62WyqZ9Cr58KU9dj0bESpcHRoy0m4SA+Di57PGw6HylDj2UcmntHfpfxsnuTEDyZ+7nQ6KBQKKJfLI/vkLOusujyL7XLjLDcns+KGFJBUNHwnfC8MMTD5Rnp99XpdeRQmtMGtdzVr3p3FuzIpBFMb5NFut6vCKN1uV52XRlnLk4/1eC2hWZ7hRSQMwEhhaR40ybPCqtUqPvroI1y/fh03b94ciaONM6ZN5Cphwy0M5JbsFhcVTCgUUmfwZLPZkQ2M9M5067TX62FnZ2dkbwIAFailEtN3k0vYklbhBx98gN3dXayvr2N7e3suQsCNwhoHBeoLTd7DebFLpjAJUzKmbunKUkem/RmyDyZrqt1u48mTJ7AsC2tra0p5zQN64TPlGOVnToJW97yk0mLtN86JVE78n3NHwcrn8rcUAvp7oaLktbJoNOv8yaNX5L2yHf1z03ezommey9JbtVpN8ZNMVGEZLEKArBAvE1porA6HQ7W+fT6fEoZMzqJg5txblqWENI0SE8+OG+M8UQM3yITTu3bbN8pMQqu9Xg+xWEwZ9pSROlyuJ8GwbJeEFplIxyoorHXYarXw4MEDeDweY+asNPLcjGOibEO7F6lbgvrC0QX0uM6FQiHcuXMHuVwOy8vLKnuI2UYS1pPK691331XwIT04WrW0WhlYBM6YnJWnG40G9vf3Ua1W8fHHH6sjsudFdopoEktPCmOTlzEO8qQA4E+pVMLu7i663a6yjAnb3rlzBxsbGyP9tBNeXBT1eh2FQgEnJyf48MMP4fP5sL29jUAgoBh61mQnzO3gVXkf460sJkre8Xg8SnlxUUsFNq5UE4WnyZOV7XNdyD1fcrOu20V9GR6XiZw8GTm2drs94vnQ22+32yNrLpvNYm1tbWRPkF4AWabP83my+IBlWQq2kv2hApQbze3mbZ7KytTWOE92Fv1hnUhW7e92u+rYmWw2i6WlJVSrVXg8HjVXsm3CsB6PB51ORz2DSotrhyny2WwWw+EQT548QTQaVWEd+V5MzpITjVVeTrCUvE6Sk2WuP1cnj8eDSCSCr3/96+h2u1haWlIVjSU2KwUCBc/f/M3fwOM52wCZSqVGiqpyg7NMsW+323j06BH+5m/+BkdHR3jvvffQbDYxGAwQCoVUkofTWKclp/HrAtjUpqlfdkaDnQdHi4sJCTs7O/jpT3+KUqmEhw8fot/vI5PJIB6P49/+23+Lra0t4/P0ftCCfvr0KX7961/j8PAQP/7xjxEOh/H6668jEolgaWlprsrLrn9291iWpSpZMDFCKi+5MKWVKWsX6nOue8a6gOS71rcnyAQkyef6+ExjHMcXs6CLrAkG7+VBhJyDVquFarWqPKfhcIhXX3115MwzvcKG7A/nMZlMqmea3gNwDm/pmXSTjmdWhoLTmnLTjhvDRs5FOBzG6uqqUjytVgvpdBp+vx/r6+t46aWXcHR0pDK8qeTYRjgcVunuzWZTGSY+nw/xeFwd5dPtdhEKhRCPx5HP5/H5558jEok8E7+dhkenLg81DY1zzSVUxUCfxLOl8OWiBqCwW5Z9oSsrr4/FYhgMBjg4OMAnn3yCYrGI3d1dPHjwADs7OyiVSmrBxONxxGKxZwr2zmNOxj1znOKa5nsyGstpUXmxAn+tVlNKrVarqeoETHc1xQuHwyGq1So6nQ4ODg7UKcT7+/uoVCqIRqOIRqMqGSedTl+qRTuOOIZut/vMNgo7hWhK2XYyzEzPkP/rNeL0/nHTPqFvJ29hnjQJtKMTM4rluU5M0uKPZVnqkEn+yFCAbJfvjOEGn8+nahuyn5QPurK8qGKf5dybeEKHAyeVE07fU8YS2otEImrDcqPRQLFYVPsKpfyVsGEwGByB1jmf/GHWIjM9WbCX7TDE43aMOk1UHsotmaxQ+dvuuXxhPLeH1ieZTcYWJKxTLBZRrVbh9/uVRU/lxeetrq6i3+/jxz/+Mf73//7falHIoCRPy71165baCX6ReXBDTnCWPm8mYWW6hv+b5pvM1mq18O677+Kzzz5TAvPk5ASPHj0CAHVuVKlUQqlUQj6fR6VSQSQSQSwWG2mDsO0XX3yBg4MD/OIXv8AHH3yg2oxGo9ja2lKpuQcHByoZh89x4+FflPTFoc8d93nJ+BYwegKA5DteR1iLzyFELT+T9+sxM34mYz/8HIAyLiqVCo6OjpBMJrG8vDx2c/ekwmAcOfGW0/XyfyZFEU4CzsbHVOp6vY5EIoFMJoNsNotMJqOy04DzJBZSu91GuVxGMBhEJBJBNBrFvXv3kE6n8fDhQxweHuLk5AR7e3uKVxk308MPpnHqpMu2WZPJS5wUTpNkdy9L5zWbTSwvLyuDrdPpYH9/H6VSaeQ9U1ExnsukOm44p9EhayQmk0lVBozHn+TzecRiMTSbTTQaDQVVyrbczu3cUuXtBIVbkkU2TXCL/EwGswlF8X8+h5ZYu91GpVJRsQv2TR6/IK2954F0PHga7JuMNRwO0Ww20Ww2Ua1WUalU1Oe1Wg2NRkNt+CTebVlnu/AfPHiAZDKpakLK/SGdTgeHh4eqykmr1VJbG/gMenD07EzjnDc5CXQKNzvPR//h5yS+J7n5mDzINvWEDX2Tsl2ckoJD32Bvomm9onE07TNNskDOMQ0BibwQdWFigKlIsv4segMyW5HrWPe2ZJWIf04k+ZZ/yzwA4Ex2cg8d507fLkJji96yXDeEvaV3x2QQ7t+j8pKp9JPS1MrLCa7i4rGDW0ykx3polelMrx+Cxs2KlUoFXq8XqVRKVeeQ+KuEHpjQQcyWE80UUX3/AxXlLBndSYDq1+gwzbh+mOaf3haPoqhWqzg6OkKtVlMxhnK5rFKVY7GYYuh+v4//9b/+F/7H//gf2N7exr179xAMBtXBiKxK8ejRIxSLRUSjUWxvb6u2h8OhKnjr8Zyd53P79u2xc3FRcponOZ9SCTOZwPQsGklS8Jk8RvKLjNXIz3UaDofqWnp17I9UeozJyTJJTtbqrOdVxuZMCIBTLMz0Luj9kC8J71PYRSIRlRggr+fGWWkIBAIBFR/nlgfgLHnD7/ePvDM+o9PpKBkgx2BCMUj62pq3wTWpzHFr2NKTr1arCsJloku1WkU+n1fKCzjf10gZSf4ul8s4PT1V3w2HQ1Xl6MaNG1hfX8fq6iqWl5dxenqKeDyOwWCA+/fvo1Kp4M033xwpLDEJzdTzuihMwYWre1Z218oXRQEQjUZVYV6/368YXRciptgNsV15nIITI8+b7CCucfNCknu25HEfpVJJnRRMyE/+6BtnAahTV1utliq3Q2iX8bDDw0NUq1VsbGwoqIdtUymQsZ+3DbcSUrWDW02e17hnyvehZ8pJsvP29Gv0mJyJ5sWjbte3k6FnGhPnnZ46q+lQQZm2Fch1Ke+TVTaIuNA4kR6Xk4d9FXFEE83aWJZjk6ny/JzeruR3GaKRCBZ/WLqM74qfAXgmlZ4ylVU4wuHwhUqeXbi2oZ135cQAdveME9D6C6AntrGxgWw2i3q9jnQ6ja+++goez9kpoMViEf1+H+VyWcGG+rPlfiiPx6NiX7JW16zJad6kBahb9m77wkLG+Xwe+/v7qNVq2N/fV5s3mSa/tLSEYrGIXq+nPC669dLtX11dVdYwj+ggNMi5o4UVDAYVFl6v11VMw+fzqfdgOpuKC2IWcO04r98EZdGokXMtLU8Js0iIT+8/fxgTo2CQbUm4i+9aVrLn5/yRMKN+nxyviZdmRabMPEm65yL7oceZKBglHJVIJNQ2ikgkgmAwqPZp8ZmyujwRFe4DJVrCvUsAlCLkMwhzyXcr+2n6224eOOZZkh2i5bYd09zrf0uUgdVbWCA5Eolga2sL169fR61WU15VNBpVMVkarJ1ORzkK9Lp8Ph+Wl5eVEmy1Wjg8PMTp6SkeP36Mk5MTWJaFQqGg5IREtyahmXlekzTs1uU2CSBdUHg8HqRSKSQSCWxtbcGyzlKed3d3USgUlBBlmRMZf5DPkW3RijOl5M6KWeUc6POhz8s4Q8D0PS2iQqGAx48fo1Qq4cGDB+j3+89kAdXr9RHLi4ucUEIwGFTBV8bGmO3GWGEgEEAikUAwGBzZINpoNEagnlarhWAwqIS0tOpmMbdunmHypnWFQe+T/+vxEankpAVPwcB7uaD19k3xFqm4JMk5sov9mMZl+u4iNI0RpwtMubVAjzvJWLOE7WVckOuXsTDGa6ikAIxY89KDo1cgN966VVj6NbM2DNy0R5qkXTsol3MhYXDOayKRUKntlUoFfr8fqVQKXq9XKTuW35IJTjQ8aeR6vV51zFCv10M+n1dJOc1mUx2CKfs6ydgunCp/EQXE790wkJNFwQyiQqGAnZ0dPHr0CA8fPgRw5g3wO7rJFKYUvrIIKHC2iIiV27U/K5pk/vT7qKB4DTcat1otdZzMzs4OPvvsM2Wlco/bYDDAkydPUKvVEA6HleDg0dwU3lT6TG2V5ZG4mZfebK1WQyAQGGFMwrlLS0sIh8NYXl5WsbJSqaQ2k7uZi2nIDQIg+VJCx3IfIRcZeY3XSw/K1K40svi/VI4mD9D0zmntFgoF220GJjTEzTxclNysDQnVcc5kaSK5p5BZnzK7mCSrmOieMrfL0OtaW1tDJpNRBZcrlYpK/5brfpJx2XmXsyKTYSX/t+uP2+eRWCqPdWIbjQaAM0+VazIcDo+gDPSK5VlpxWIRp6enCr0KBoNIpVIIh8Oo1Wpq+0yv11PnLgJQcU7d8JuELpyw4WbinBTUOHhHf54JFtGV187ODh4/foxsNovXX39dMTvhMsIKw+FwZKc4hW0wGFSwoWk8sybpedhZzdJL4TX9fh/1el31q9fr4cmTJyiVSnj69CmOjo6ws7ODL774ArlcDl//+tcRCoVU1tqTJ0/w5MkT3LlzB3fu3EEikcDKyoqCZPr9Pg4ODlTJJHpmoVBI1aGTfaYwYNYi4VceQheLxZ5RXmR0fWyzmle3n3OBcuyyMCzfAYBnEgbIWwCUhyWfr3v7uvcmPQ8TCiCJCRtra2vGsUgPkTw1T6U1CUnPi39zAyyVVzwex+bmpjrJmuPRMxPpJXBuOe+M37Do7+3bt7G1tYVKpYKnT58CAA4PD43KS3q3bsYybzIZNW76YWfA6HKWiobHRLGeJ7ccxONxlWAl10Yul1ObjiORiEqM63Q6CpFJJpMIh8PY3d1FpVJRSAzjZ4R2pfKaRA+QZp4qr3fCtIC4QMm49HTcPFcuTC4CWlVfffUVPv/8c/T7fdy7dw8bGxv4rd/6LWV5cQLZN2lpy2dzv4gOMc7S4rJjTCeBI4/IKBQK6HQ6KtWdDPLFF1+o4yaYRZROp5XC4L42bhhknUFWNqCnRcaip0qvjdlGvV5PZWpxnpitxFiGZHIK3OPjY1QqFdy6dUul2Mr3MWtyC1HzWh2WY6owY4SESXm9Llj5uVRCOkSoQ2EkyY/yGump0Yo1KblJxnpR0uFuJ8OLikYvBMvvmNlKqx4439tGJSb30kmIS253oXIk/Mr/CYXJzNpGo6HqKMpSUldNk7w7O3nkNA7yDeeJxjrPQms0Gkr+EVbk/ACjx9fQy6WcoaHaarXQ7XZRqVRQLpeV0Quce3y5XA65XG7k2ZPSxMpr3ILh5DiVXeEElMtlVCoVZDKZEetbLkzT/bIP7XYbn376Kfb39/EP//AP+MlPfoK33noL3/nOd3D37l380R/9kfqOngJwnl4rT1kllMhNkjKNdtZkspD0setEvP6rr77Chx9+qKpkdzod5PN5NBoNfPTRRzg9PcVrr72G7e1t+P1+bG5uqngVk1fa7bZKxBgOhzg8PFR9aLVa2N3dxXA4xPXr1xGPx3Hnzh2sra0pQSoFN+cxl8upzYvEvblVwe/3o1wu47/9t/+GnZ0d3LlzB9evX1eLYFbKy4lf9Ofr19KqlzErpvHSU+cWAXrwelvyWcD5gZP9fn/Em5NBco5fxnF0eDIQCKiKJ8wSHTf+eZOdByuJ/MxM00ajoYL9FHrcrJ5IJEaUNOOn9JToifE+7stkO6wgL2vt9ft9BAIB5HI5lMtlVYIqn8+rmK/dOneCYZ3m4CLkFFJxAweP43mpuGiYJpNJNV/FYlGhK41GQxlK5DduQtaNKcbFACjP+fDwEOVyGUtLS+r8xH6/j1gshu3tbayvrxtDBm6NsLlsUrabMFraZOjT01Ps7++j2WyqIC0ZWA7C9Nxut6tSvg8ODnBwcIBwOIybN2/i5s2bCjJIJBKIRqMqpmNa+LoVaXdsymUQ50q3vIFza5TeU7PZVNk+FAqWZY2ku1LwyeQTbuSmey89BQpoboblZu5IJIJUKjXi8TK2IDPh+v2+qiMpq5cAUBCCZVkjabRy7Jcd95LELQB6ooZ8jvTUJQwmEQEKWJNylH9zHqXi1mMA+rvh51dNTsLRRORRHSoiL8jyQ5w/BvuHw+GIVwacGwB6UpX0uDjHEg5mmzJZwWk8V0mz7oscI8tANZtNBAKBZ2L8AEa8YYkGyOQ3vk+u++FwqMIz8Xgc4XAY6XQaqVQK5XIZpVIJ/X5feXd2m/Ld0MTKy42mlzgyB9bpdHB0dKQEIgD84z/+I/7pn/4Jt2/fxltvvYW1tTV84xvfUAV1daUiLaFyuYwf/ehHOD4+xs9//nMUCgV885vfxB//8R/jzp07eP311xEOh1WdwuXlZayuruL4+FjFiUw1E30+nzqKZdrNc27IpEABKCbgwpWLm4uRFTJKpRJ2dnZGqsMzXZ2KRh5vAEDh1jIhgdmVTAChkO73+3jw4AEajQY2Nzfx0ksvqeAuMW72lzEM3sd3zmwkZikRqslms9jY2HjG6p2VYJ7GWo7FYlhdXVVKVibE6PEwuRFWQlr0MuQpBhLq0hUcAAXNSKErE0QIsbkRsG6s84uSVApOUDoVusfjQaVSwZMnT5DP59V95Nt0Oq32Z7F0FA8u3N/fV3UxeUoEAGVcMb2ba1d6tZxPVs3hHiXGvxuNxjPV0t0aUPNSchdVouOgRL6PTqeDx48fo1wuqxOPCfcRAYjFYlhbW1NyhLIHOD8zjbzMyjk8kcLr9eK73/0u7ty5o3j6008/xUcffYRsNotcLoeVlRWlC6QBOPOYlw5vOX1PDU3mkcFZCZU0m00Ui0VkMhmcnp6qEzlNz5bCnUdXHB0d4fj4WFn6S0tL2N7exsbGBnK53EjmGCtq6Na0cVJEQWC7Mc6LOFeEWQCMVAfR431cqFQ4jB1yscrSL3TvaWVRqck4FtsJBoOKkcm8PKCOcyE9LSkE2H8qOmaPWZY1kskpq0pcBemCgtVXZJ+48HR+kAqJAlJ6RzKWJ9vi3/LH9D2fIb2u58Hj0slJcUmSfKIXDeC8UyHxh7Eyfb1K+FXOoT5HlD1cI/IcQMbT9Hm/SsU1KxpnUABQpdra7TaSyaSaU3n0FNe8iTf1k70pt/r9PkKhEILBIFZWVrC1taWyj5ksZlnWSBWjacn1eV5yQpysQGrvw8ND7O/vK9dTNej3Y2NjA7FYTO0dOj09xS9+8QvU63W88847I1g2hQcFytHRET788EPs7e3hH//xH9HtdvH2228rr+327dvKEmNfWTYqm82q7BhqeF3Ty42580yVtxNq1WoVT548QbvdRqlUgsfjUWnmuVxOVbvngZ30sGQlAQBIp9OIx+MqlkIrllW34/G4mn8aFhw/YyuyZFShUMDp6SkqlQoKhQK63a6Kv9CAaLVayluhoSIZPBgMYmNjQ+Hcci4kT81qfvXnSWhP/xwYjUXxGbIUmdxHJLP6TFmp+nuVtTb5bP0+yZf8X6456ZnpZLdWZ0kSoRgnwHXIlPXyLMtCOp0e4RfyLtEGplGHQiFsbm4q+UFPSyZYMN7K+ZGISq/XQ61WQ6FQUNm3PEWhWCwikUjYbpbXxyBpnCE/Deltu3mfTv2Un8m/GXao1WooFototVrY3NxUaFM0GkU+n1fFHfQMWrZJj4nvkSGh5eVlfO9738Pm5ibeeOMNrK6u4tGjR9jZ2UEikVBrJhqNqqK8pn66oaliXvrilAPj5FQqFRwfH6s4FuMmjCuwDD+18fHxMdbW1lQAkJtgZXuWZaFer2N3dxf7+/s4OTkBAKysrODu3bvY3NxU+5RkXwGoOBYFhlyIz0yK5nldhsXLl8oMQnql9IIYWJVzz6QTWjLSipGeJsfI0k7AeTHOQCAwYvFSgBOaZGYiNxfKvRu03Li3jCn1/JHjYsLBRfZ1uKFxgtvOuqZ3o1vzfCYVGPCshS/b1RWxbvRJj8xOUOnPNfXPjfKYF99OI7Dp7dD7pjdLhU7Di0kWRBOYUEHYnJ6xXAP6HPE9Seia/NzpdNRpEjIGPym59dImJSfjapq+6HKOmYIs3sCEllgshlwuh0QigWazObJ3iwYB7wdGz1WT3lQikcBrr72GW7du4caNG0in0yiVSjg+PlZbE2gI6lsVJn0PM4EN5eRx4cbjcRXTyGQyygNjh9vtNr75zW9idXUVv/zlL/GjH/0IT58+xd/+7d9idXUV77zzDjKZjBosherh4SF+9rOfodvt4tVXX0UqlcLrr7+OmzdvIpVKPSMc9BiDFCzyzC85Nm7Uk4tkXiTh0MHg7Iytjz76SAVFPR4P8vm8cuG9Xi/u37+PL7/8csQb4LPYb6bQM0WZMIHf78fDhw8RCoWU0mHgmrGBfr+vFFQ+n1exrN3dXWVpcU5Z+kmmKNNz5VxT+BOapFcm382syKQQTPNt+oxxFsa55I+sjC9hJxkHkzAXx8Q4DIWkPlZdIdlBkzrU5nZcs/Zo3ZJU3oRWmWHI0AHjKYxxn56eolAoqIrmcj70vXQy+5CGEnB+XthwOMTu7i5KpRICgQDu3Lkzsj+PxX+lADUZJKbPx313EXLyuHQZq38+rj+WZamScfV6XRm8/J3P51EoFFS5OPIe75Pp9ZSnzHi+ffs2vve972FlZQVvvPEGUqmUkgE8h86yLBW75Enqkt9n6nmZXpCuFOwmKRKJIJvNKo3O9Et6F91uF3fu3MGrr76KarWKv/mbv8Hx8TF++ctfYmNjA6+//rpKoaVQ6Pf7KBQK+PTTTxGPx/G1r30NGxsbuHnzJra2ttSk6tpcCh1CQnoGkhyfXXmoeZBuEZVKJTx69EgtauA8q42W4+7uLp48eYJkMomNjQ14PJ6RNH8qJsJ6zCjixmumxX/xxRc4OTlRsE04HEYqlVKFM2XCQrfbxf7+vppPKk7OI4AR5RUOh0cSD2ipUdjI9ySNn4tas26UlmnhezweFZeR+8+kwiGyQD6T8S2TocRxS+teJm7wmTI1n30hz0vlP83czNIDcxKsJutffqYLPu4/pDLh94T1ZDucCz5HQllcN1TwhCj7/T5OTk5wenqK7e1t3Lx5U1n/NNL0DEZ93vS/52kEOPGtW5524g8+g4lGRGGk51sul5WnKiFYmSlOw0AafO12G9lsFv/m3/wbLC0tIRQKKY+Na4ZrniEPWZ1+WpoINmRD1KTslGWdVxsul8toNpt4+vQpnjx5okqKSGWRy+VUAcjl5WV4PB6srKzAsiwlTPVjKT799FN8/PHHePLkiTrcjJgqN+Ca+sq/qTzlyczAaNYfGXocY8+D6Fldu3YNf/AHf6AWKRUHPadut4tr167h5s2bahMwNxcSVqHFGolEFDPSpefhcDzws1gsKqUYjUaRyWRGhDQz3VjjkMJZZjGaLChZfVouEO7/Wl9fH/FYeN9FaRpBw2tlqrzf71feL3C2B4llc6RXIONUurfGuZJ90fc/yusohKPRqHrfTAeXSkyO9TK9KjuoU47H7jOGE/ib6AtjU4T4uKWFMFS5XFanEMjYN+dfbiqnMuOGezn3m5ub6PV6yuonzM09Y6Z5vAqPleQGFnZzvW5wtNttFItF1Gq1Ee+V74B7uIiSMKOQ4QluraFxvL6+jt/+7d/Gq6++anuwJNcJnQLK4Iuud9cJG3ICOp0OCoWCqto+HA6VV1UoFFCv1/Hee+/h5z//uZoUCsRQKIRvfOMb2NjYwDe/+U01CJaFefLkCSzrfMMhF8y7776L//pf/yuWlpbUPq7f+Z3fwdLS0jOTZQcFUtjqE0cLg7G4aDSqCkuaJnjWTE1h7/P5cPfuXWxvb49Y8CxsycBosVhEsVhUCRGdTgfFYlElXnCRUvhRKDCJ4+WXX0Y0GsXNmzdRqVRwcnKCk5MTxONxLC8vqzqI0vqXFjKNFcLArEbCmKbMROK9jDdGo1EEg0G1gVoX5rNQYHzOuPek8wDHQCEpPflcLqdijlJ5616U5EWpvOw8KHpeMsMumUyqShCyr/qPTuOs71mQVNJObeljlF4t0635XaVSUckakUhkJEM2n88reUC+ojzRPT96sKVSSa2Ffr+PcDiM1157DZ1OB/F4HMFgUO2RpHFgiiXabWeZJ9m1MennwCg/Upa1Wi1V5YZrmrKFiBiNOMoOyk+uX6/Xi2KxiHK5jN/93d/Fv//3/x6ZTEblNpDvZbITlVckEhnZO2byHt0aZRN5XrSc9vb28PHHH49gmRR2tFZ7vR5isZj6m8zFeAwAvPbaa0oIxuNxtWmuVCrh/v37avK63S4eP36MZrOJcDiMe/fuYWtrSwkPNwN1iqtwounKOlV8mJXisoOxZBKG9L7IPFxs3BdDoZdOp9V8EYvm+5LHndDjpYXLY8A3NzfVRmRZ902H/fgeZaq9rATu8/kUPCsNCnpn9H6ZTDKv+TXNs9vrueCkQo3H40in0yiXyyr937TQdOXlRoHyGb1eTxkZnU5HHcUOYEQQmOBs2aZbq/wiNOkzeSQPi2OThsMhGo2G2lpBb0zP9JVIgFPSj4x5U2g2m00cHh6iUqmo7RmFQgEAcHp6ikwmM+LxmWTKZSiuacnNmqHyLxQKODg4QLlcfmY/LWWfhMr1hBhmZ7I6z9LSkiqoTNJlm/48O6dgUtTEUXnpA6jVaqhUKvjpT3+KP/uzP8NwOFSWEplibW1NJU5cu3ZtZBAUpPv7+3j8+DHefvttRKNRpNNprK+vo16vq2rof/EXf4FcLoejoyNUq1Xs7++jUqlgeXkZf/Inf6KqQ8hKBk6uMydQxiOk0JBV1/VCqvNc/Lpbz0Unv2Psi//TUjfh8jpMJRmHz5dV9KmMCJ9w7G7iG3LepcAfl8FFGNHOQJg1uTVw9LR4zkkwGMT6+jo2Nzfx4YcfKmhbvhc5j7oHxmvkb9k3bk+gwbe9vY1Wq4WDgwNV7ZvvjQaCqY1507h3qiMg8r7d3V387Gc/U3PKcVuWpdACGmKS9LgIeUsXqpKnGL8l9JvP5/Hzn/8clmUhFothOBzi888/RzgcxubmJobDIba2trC+vm47Nn2csyY7wW2HJNkZTCQd0WCdwa+++grvvvsu/H6/ijnyefF4HIFAQGUUA1DbEshzTOZYXV3FnTt38Morr+DatWsja19/N3KPHWXMOCPMDY31vGQnmL7NmoQAVHyAHSbsoget+ZvVytvtNiqVCvL5vEoOIBzQ6/VwenqKdruN09NTddTGjRs3sLGxgWQyObKXy67PcjKkhaFj5PyfmTCXEeuaBNbSxymVDL83MYI+XpNg4ee6QnK61q6vOnw27j4TZHBVxP6blDdw7hHL72RQWpLJ+5LwjZ1So5HBeIP+/p0gw+edZCUW9p9wHde+TKcHztenHLMpM5P/y3gvryf8ywxZeg4SyiQszzbd0GVBtHZtm/7W76Mspcd1cnKCUqmkPF9Z19VkAPB/PlOWhkqn07hx4wZyudwzR0rpJAtWmPo7rTHg+jyv4XCIJ0+e4MMPP8Tjx48VszCzpNlsYjAY4NGjRwDOFzstV1m4kXGaX/7yl6jVamofBk/X7HQ6+PTTT+H1elXs6/vf/z6+//3vY3V1VbWp91FOhm4tcTOjnGQmhrRaLcTjcdy8eRObm5sjZWjmRXYCz6ldk7LiffTEpPDVF76dwnSjtPQ+mPquX2e3yHQhbOeVTENuFofd2AhhU8hKD53JRjLxh/AurUrdiKBAJrwL4BmDTl7Dd0bPT3on/JtCxQ2/zItMXoKd4DK9awpAWT1DbhmQ/EBlw/miMDZZ7uR9WXCbUDv3eR0dHSEQCODu3btIp9OqRqp+zIwbXpzl/Du1p68PaQgBo4Y5icrm+PgY1WoVP/7xj/Hxxx+j3W6rI5+IMskKOeR1v9+vchkkosC/3377bfyrf/WvRuoTmpKRyPvyNAT9PcsxTWKcTXQYJXfJyzJCOjbNmAtddnpaDNYB5xUK8vm8SqmmdcTO01Iik+ZyOdy5c2dkV/Y4d17+r7ur8oVT8Jh2fV82OS0I+Z0c7zjhPwnUYdeGm+eYFJRbxTEv0vvkRJJH9Hsl35hiotIzkCT3F8pn6qn4dpDbi+h1mfrP9U8hBpzPqQ5Z80cqfcJXTNWWSpxEhc8YLI0MVqVh2z6fD9FoFIlEYqQw9PM0t04yQPKSnQwkDF0ul1V1nJOTEzUvzPojP8sQgtxbSOOJiofvjLVJJarg1GeTcSK/n4ZcJ2x4PB7cvXsXqVQKwWAQH3zwwQjUkk6n1aTxhx5WqVQCcBYcBaCKte7s7OD09HRkcFQiuVwO4XAYGxsbSKfTuH79OorFIizrrLyMhGzcKC5W2GBciwkEEsLgSzV5deNc9UlJCi+25cbbkWPVYSW9b9JCd1Ii+lzJz2Vb47wavf+m70x9nqXQcDOfdvfJhU2LnYubm1opGKXhw9+M3fBZAEYUl4S2OLcUxHJhywxPjoNIBnn3KhWZW68EON/X9tprr+FP//RP8ejRI/zkJz9BKBTC66+/Dr/fjwcPHqBcLuPWrVvY2NhQpcsoNClfqGikd8CkMb4juWmcf7OSzN7eHn7yk58gEongu9/9LpaXl9XhqNxTKvs+DmXQPe15kN6evv71PtLw39nZQbFYxA9+8AM8fPgQ8XhcnSy9srKiqspblqUSVSqVCorFonoOUYJut4ujoyN4vV5VQJ2xQvbRjqQxYlnnFVRMBvekc+l6k7LHc1ZjL5FI4PPPP39m7wlTywkJyI1u9Xp9xCLlc2kZcADcSMuMq0QigVu3bmF1dRWpVArNZhOxWEw9Z5wXIF8umZg/etYLBQuFi5MVMQvS52McBGES9nb36J/rysvU3jjLSW93HNkpS7djvEySRpDMtJReFpMl9IoM8oeQFoARBefkkZp4Te8Pr2PfZrFHZl5kx4+rq6t48803AQDvv/8+EokEbt++jXA4rGTA9vY2Xn75ZSVgmV3o9/uxsrIysk+Ta5Unenu9XnWcku4hsw9LS0s4ODhANBrFa6+9htXVVZXYodeZvMh450V2c8vv+He320U+n8fh4SE+/vhjfPbZZ/jGN76hsgM3NzfV3s7hcKj2b+bzedRqNTXP5EPWOmXi0p07d1RNVROZ1r58DyYPbJp5nGifF19wIpHA8vIyarUa8vm8wkZN+yV4BDxwDhNId1S2JT0kFon0eDxqVzjjDXosx0S6gOceLjI/BQFTuz2es+oUyWRSbbB1eu5FyQRNOZHOpE7WIa+389hM9+mK6aJKZhJFN0tyoyTtSMaaJHTFja+FQgGVSgX1el3xDxe3rLghIS3GbMiz3KALjBoVDIZzi4OE1tiXVquFk5MTXLt27Zm187woM1NfLMtCJpPBrVu3UKlUsLW1BQA4PDxENBrFt771LaRSKaytrSGbzSIcDqvCA4QUmUhFGcIfVnMhciLfvzQULMvC1tYW/uAP/gDBYFAVN5AJCm5Jjo/vfNahBhOSRMegVqspw5+5BixUcHJyohLdWq2WQq5eeeUV3Lx5E61WC3t7e2peAajnyjP2uDGcZeJ4yCyrImWzWVs0RjeKydterxfJZBLxeNwI+9o9z44mMjfohrMSQ6/Xw+PHj9HtdhWcwsa52ZfnwshNnXrRXf4mswWDQaRSKcWUPMjO4/GoNHw9nd1pAvhM/ZgQucMcwKXGvEx9d6M4JNw0TlDrCs/uOpMwnVQY2jHiOCU4azjW1J6bRSE9LV2gDYdDVYW7Wq2qM8n0auZsQ6YN64pNvjMJT3P/E4umErKUfWJRAJ5HN27OLlOp6Tyk83cqlUIikcDp6SnW19dRq9VwcnKCRCKBP/3TP8Vbb71la1xJ79ZktCYSCQDPQt56n8LhsKrow/CALMFl166pTyavepZkWkvkkVKphGaziZ2dHRQKBfX58fExvvjiCwX3BYNB3L17F5lMBrdv38bm5ibu37+Pr776CoFAQO3pZBiHxgCNhHq9rlLmCa3evHkTL7/88jN9k6S/e2aU+nw+dXr1LOBWV8pLf6EbGxv4vd/7PdRqNbz66qsjlaB51LasLC5TJD0ez0gsAXg2ZVNasPF4HKlUSh0lvbKy4ui12H3GHffc9CyL0UYiEaTTaWxtbWFzc3Ouh1DqNM4jcrpvnPfp1I5JwDi1r8NdF7GYZB8uCh24bcf0v0lQyS0eJFr14XAYyWRSpQfLYD9wnkmo76MDzjfCs00aSDIpwev1qg3jjUZDIRk0GiORyDPbRC7qIc+bZB+4nq9du6YOg2TWm27EjnsWyUkGmISqDiXqbZrad9vurMjUl0ajgUePHqHZbCrvikWM5eGbPFWDCRmsFM8tTicnJyoZzoTOcM8hvSWf7+xw3jfeeAMrKyvIZrO282C3lmWhCkKSkn+nnUtXMS/95d27d0+dkElFcHx8jEajgS+//BLHx8d4+PAhHjx4MHIisNxjYVnnVSNYMmQ4HKpyJIQRc7kc1tfXsb29jRs3boytri37LgVHo9FApVJBrVZDo9FAJBJR5wOl02msra3htddew8bGxjMbI6f1RpzIrcKQf5v2uEwCz7nxdOz2Lul9d/rexJgmgeG239OSPsfjFgoVicmLouJYWVlRcRjCK/J8Kd2Kl1C5/Jw8xrI8rMSfy+Xw8ssvo1gs4sc//jF6vZ5K0kilUlhdXUUymXTlbV8WueFBzn82m8XXv/51tFotVCoVBINBxOPxkTm387DsDC4TT+nzwN96drQp09PEt/rfs55nfcz6c0ulEn7605+iVCrh9PRUwc9yPqLRKK5fv45QKIRkMqm8K7/fjw8++ABffvml4kkdlZFyhYYFq/Bvbm7iP/yH/4D19XVbXneSCbJGImvHmubVTlbYkSvPS9fQtEQty1IbKtPpNEKhEDY2NlT8KxwOjxyBQW+HUAoXPwueAmdaOhAIYG1tDfF4HKurq6o6vVMVYieLLRAIYGNjA/1+X53YvLKyglwuB4/nLBh/584dla1kYtJ5kmmR6jRpP5wWoxsITX/GRWmc0py1sJ3mvZm8WcLdy8vL2Nragtc7Wg1demCmWnj8kefIeTzn+/GIBDATlkhDp9NR64Pj4Xrgfkm7MVwVuRE6oVAIuVwOnU5HxaClMLNTXHy+ncXuxltygrjc9l+nWckHJ8+PnxMVIIrEtsmLsmQcy2gxmYXXcw65NYl7aWWikTw+KZPJIJ1Oq8LcdsrcCdnRx+nGWHczrxOd5yW1LR/O2NHq6qqCFJkmL+scsqCs3CsmrSHGEJiqnMvl1GY6emi6x8X7dVhS/z6dTuOP/uiP0Gg08MYbb+Do6Ehl3tCiZhxPx831OZilpQWMVh/RvSs5PlN/9M+c4BL5zuwYQ587aZXxPt0rcWrXrp9Obc6TnCw7Wp3ywFIKhGQyiXfeeQe/8zu/MxKP4n3jhJ7dIuY9ElIkHERLmgbbYDDA9vY2/uW//JcqZmDyLOVYZ8mvTmSCn+wonU7ja1/72si74Km8JuPBzoPSPVxJk6IR8sfOg5i3QWvyYHSHgXKw0+mgXq+rUybi8biqLcgQTK1WA3CejMG6sHxur9fD0dERgHO4m0qq3W5jf38f29vb+PrXv45r1649U6JO9pvzpr8bHb3QEQjT+GUb43h34sMoTQ+UOLLuVtJaoHXJA/+k8pL7MZjtwn0d8kRju8GOI5/PpxJACAsuLy8jm80q5SUrcJisu3kIgcvw8MZZoG48sVmRnZCbh5C9yLgk7/JZsVhM7T2S17lRXvqzTf/zOY1GA61WS6VwM+5FIZ9IJJ5JeLpKb2tSYuwOcOb/cV7SPGkSZXxZ5Pf7kUgk0O121T5XGUuiw9But0eyuVk9Q88Cl0lE5C9ZSYOJecvLy8hkMhMnsVmW9YwjINcUP7vI3LqGDUkmpnKyOOWGQe7dkLu4dQuWMQK5n0X3SHSL32Q96f1g3IAJJjwiRU+9dQM/zIL0MeiFK+V3el+c3G7TwtPjWCbX3c57Mn1uJ6xNRobJO9Dv173CWWd7mt6paVyMuXY6HYUOUDDI2Ig+x/qz3PAMF7EUFtxLtrS0hGq1qrxAHuRHb0zO8zgF8DzRJPNm+s7kbcnrZKKXXdt2c2IHQY4z/mZFJlRAjjeXy+Fb3/oWOp0OTk9P0Ww28ctf/hJPnz5VJyB7PGenrns85+fp1Wo1dLtddbKxTI6TCUeWZeH09FQlCN25cwdvvvkmvvWtb6kMQX3c+jvQ0QASoU5C5NxfZhr/uM8kTXUY5biXZ3L1qcj07+2EqIlp3Gpq0yTTu2O8wAQTXOZit1t8s+yDk9C2o4t6ZHaKzaR49TYuywO0Iy56acwAz1Y2HzdHOmziZChI2BCAqvJB+Jy1PmnJyqzc540m7dM4eM4NmXjIrZwwGWrTrL95yg32iYfIDgYDVbDh6OgIzWYT7XYbpVJJpaTTW2dcq9vtqv1w3N+lG0A00vr9PhKJhNrLu76+rvIbxvVRzoWTYSsN94sYBxOnyjt9Nu56qSiA8cyrT4qbygJuhK+dl3GZpPdTj33ZCTz9bydLUheidmTn0dlZ9SbPydS2/tk4r30Wez/G9U3/Tvbp5s2b+Pa3v41yuYw33ngDHs8ZXJhIJNTxPqb3YGepO3nIJFrI0rMgbP72229jY2NDHa64ubk58oznSYG56cssFIPJQ5HXys8n9aCmMZhnrbikh2jHa8wD+I3f+A3cvXsXjUZDnaQOnMW5arUaOp0Odnd3UavVlAHP/AMaTZZ1fj4fq3AkEgmkUil1MK2TvLT7TsqUa9eu4e2331YH33I7kt16dyufXVXYsFModte69cx0soMNxsFl4/om7zWV5XfLgLMUFvp86cpLJzuLxunZTuO0W9xOnpNpfk3P0JWXnaDR+zJrQWDneZqQAcuysLKyAuCs9uaNGzfg9/tVxYdcLudoeLntuxvlxngDy/Dk83m0221ks9ln1oOT5zdN/66KTPw4qQxx4l0no0Zve9y7dWM8Tkp2hpBpLdEzv337tvFZ7XZbbV3K5XJqU3On00Gr1UKtVhvJSGQyyEsvvYRXXnkFqVQKqVTKcU4moVwuh7t376JcLiORSKhkPKd5cNPmVKnydo3ZfaYLPjtBaCInxeXWu3IS0uNoWiE1DXGRyXHZte9kncj5dfLi5Ny4FRQmY8JOSTjN1SRGySRk11f9O508nrO9XEtLS+h2u6pOHjP+9DRh/V7529S2E5ms7FAohLt372JjY0OdNyUPd9VpHAQ2LSQ2LTnxleSPSbx3J2Vtalv/2y16YeqLnZc2K4PWSUHqNM4o5cbiUCiEO3fuoNVqjWR+M22e8VbGuW7evIlkMmks0mCae7djZwWUZDKpyv7Z1ZKchEc9Th3odruW/sBJJpnXT+M1OHkf8rpxwp1kqsphZ4nrbfBvORa/338hSdDv942TQS/MbvHqfR4nkOVvXiuz6OTz5PhlaSSn59t54fqc6v3V+UL+7/V6p57bwWDgWpo4Wbkm78zt80z7vUxkUihOwtlOSboln883E5510/445WX6zskwk+vXjVFy0bmyI51X+cyLyoNJ+NYNORkNprVpWdZILMyNTJTPneY7t2THt9OVUrYhJ0tqkmcA9u79NG06CQ8nS30W45mGZJvjrJ1x3ue4ftvBFeOeoyse/TM7GueNXZRM/GKaI7e8Msl7d2rPTVt23ztdZ+cRyP5cBpm8R6d1N80z5ed219uRnVEyKV2mHLgI2fGxSaY5zck4GeJGvjihPxehiWJedoMDRk/RdGN1T0pOTGznVTmNRZ4f5ubl2L2Ei9I4T8Tj8TwTp9O9M7dwirxft8Ds5stpTu3GIPsz7n43HuQkZLcg2Se7sbpVbnZtOnkR45T/uHb1+R13j1vlOS3Zjc2kwNw8x+l6k5HkdI+d/JF8Zqfg3fK3iV8uSpMYfm4UupPScWOg6Wt4kntMct8t/8v+8zu7rTPzPUnNhqa1zMfRtPfOwkr+50jzEJCX6S040aTve9788bzMy2XRZay3/5fX9FWNbV7GvbGtf26LYkELWtCCFvTi05V4Xgta0IIWtKAFXYQWymtBC1rQghb0wtFCeS1oQQta0IJeOFoorwUtaEELWtALRwvltaAFLWhBC3rhaKG8FrSgBS1oQS8cLZTXgha0oAUt6IWjhfJa0IIWtKAFvXC0UF4LWtCCFrSgF44WymtBC1rQghb0wtFCeS1oQQta0IJeOFoorwUtaEELWtALRwvltaAFLWhBC3rhyPE8r+FwaI07O0ie2cLTOOWZN24O1DM9f5JjU+zOTJLPcTrfy+35U/K7i55Ky5NTnc7U0onnenGO7Ug/b8jpXB+784mcDpg0nQc2rn23hyT+/2eVzewk5XEH7dmR0zlVds+xO2/L7h6788XcrIFxZOrLRXmWwmDSc7rE/a7vm3T9u7nGzZrRz9VzQ5ZlzWxuTTSuP5Py9rjnjzt3cd7nxRnam/wk5UkOj+SBkKLBscxiN+n6oYbjFBC/cyOw7frC3+MOcZv1oYmmBeukaPXPxj3fiUzzNcnhkE7vx6l9p/c4j0P+nA4PtHun08z1pAdYTiPkJ1WO86BxymOcorAj/b5ZGbxOhyLKz90cuKg/c5J+TktuFfm073vS9TdvxeWWxx2V1ySNyd8kN8zE3/qpxuNODdUVjv69rkydnmH3HLv7Zk2mvoxr340VNk4h6SefOvVlEmXo1nK9LAvONCY75TGp1T2pgDXRpG05KVyTIpk3uX2PF/EQZuGNmmja5z0PB1mOU1yTGDr6M9wYdVdNjsrLSaiZrpHCa9ykWZaFx48f4+DgAMViEUdHRwiHw1haWsJgMMDh4SG63S5yuRyi0SjK5TLK5bISOqFQCEtLS/B4PDg6OkKr1UImk0E8HsdLL72EN99809ViuUwLyo50xU1ymkOv1+uocHu9Hvr9vvre5/MhGAzaeqjjDA07GicwqSjsFOdlkKlt0+fys3G8YGfNu+H7i9I0kNA8ye08mjwf/Xs3KIsdjUNM7IyVy4TA7GgSI1G/5yLft9ttPHr0CM1mE+FwGIFAAF6vV8kX4Ew+dbtdeL1e3LhxA/F43LGdi/Kc2/fhyvMa5w3ZaWwnhhkOh9jd3cVHH32Ex48f49NPP0UymcSdO3fQ6/Xw0UcfodFo4Pbt21haWsLTp0/x9OlTAGeCO5lM4qWXXoLH48Gnn36KcrmMGzduYGVlBZZlKeXlBINdBGqcFUmochKPZdy1vV4P7XZbXRMIBBAIBKayfu2+lwyuXzdOaE2iQKehcQvKSVBO0oabe53gQSeBa7re7rNJnjNPusi7HKdITIbCLDxfPsvunovyiRuadRvjkBnyf6fTwYMHD1AsFpFOpxGNRuH1euHz+dQ1/X4fzWYTwWAQy8vLSnldteJ37XkB0zGkZDAdJiyXy9jd3cX+/j4ODw/h8/mQzWYxGAwQj8cxGAzQbrdRKpXg9XqxsrKCcDiMRCKBYDCIZDKpru33+/D7/SqpYR7wwiyZ162L7uQR9Xo9NJtNNBoNPHz4EK1WC81mUzFbp9NRzwmFQkilUvD5fAgEAvD5fAiFQggEAhgMBiPPGwwGaLVa6Pf76Ha7GA6HKkkkGo0iFoshnU7jzp07CIVCiMVi8Pl8U83PNDEOJ3KaL6e25FzPOtbhBuJ1+7mTUp61BeyWnDwbp/6Y5lvKCicvzURuDJZp6DKE9DSwvJvnSZnLNd7tdlGr1fD06VMUi0X84he/QKlUQiwWQygUgt/vh8/nw3A4xHA4VPcnEgm89NJLyGQy8Pl88Pl80w53JuTK87Kzrt2S7v0Mh0MMBgMcHx/j/v37ePr0KR49eoR4PI7NzU14PB7cv38f/X4fjUYD1WoVuVwO29vbyGazuH79OgaDAZrNJlqtFtLpNAAoQcwJn2Rcpu9MDDAvgSA9MJLJypQLqdPpoFgsYm9vD3/+53+Oo6MjHB0doV6vo91uo91uKysqEokgl8shFAohmUwiFAopS6vb7WIwGKBWq+H09BTNZhMnJyfodDqoVqvodruKodfW1nD9+nW89NJL+P73v49sNotr167B7/e7wsidLPN5C1t98U8iHE1QqFPMTL/HdJ0uFKdRAHZtTQJlzoImVTRuyM18OF1jgqzdKngd3RinwC46XjfjnMY747WUi81mE+VyGU+ePMHf/d3f4fj4GO+99x7K5TKCwSC8Xq9a61R2gUAAyWQSKysr+O3f/m2sr68jHA4r5XVV4ZaZJGwA7q2B4XCITqejfvr9PsLhMFZWVpBKpdRL4iTyhcViMeRyOXi9XhwcHCivrNfrKQ+DXgI9kGAwaAuVTdP/eZJbD4Re63A4RLFYxKefforDw0McHR2hUCgoxdXpdJQXypharVZDq9VCp9OBz+dDrVZDMBhUxkSr1UK5XEa73Ua9XsdgMFBeGZ/TarVQKBSwt7eHDz/8EMlkEkdHR4jFYrh58yay2exYo2Dcd1f9LsaRGwXi1pJ28jSc2pjWc1zQGV1EKV4FTdOX4XCIer2ObreLcrmMer2ORqOBcrmM4+Nj1Go19Ho9JJPJEVlL78zv9yMSiSAQCCAYDAIAHj9+DK/Xi1gsplCwTCYDv9+vrrHr/6yNKFep8nonLkKWZaFYLKJaraJer2M4HGJtbQ23b9/G8vIyut0u+v0+vF6vsgSGwyE2Nzfx+uuv49NPP8Vf/dVfYTAYKPgrGo0iEAigWq1iMBjg6OgIh4eHSCQSWFlZeUZAjIt12cXJ5snMkzybCvuTTz7Bf/7P/xnlchnFYhHdblfBd0zOGA6H6Pf76Pf7yOfzCufm55wTZmdyfggTxuNx+P1+9Xm328XTp0+xu7uLX/ziFwgGg8hkMsjlcvhP/+k/4fd///cBXI61byI372yS93oRhWDXthMkNq3i19ubBt68bJpEWU96n50x6NbDcStsZz230yITJp7q9/t48OABTk9P8etf/1qFFmq1mnpeIBDAm2++CZ/Ph2q1imazicPDQxwcHCCZTOL69esjIYG/+Iu/AABkMhkkEgm89dZb+L3f+z3EYjEsLy8rb8zEf9MoMKcxX9jzmtRCoetaqVSUECWs5fP5lDdFr8Hn86lYVqPRQL1eV3GdUCg0kkVHj4Sxm2AwODMhetUCQLZfr9dRLBZxcnKCfD6PWq2GTqej3gWZjUrI5/MpD4reFBVav9+Hz+dTGUa8ns8hhCDb7/f7KgPJ5/Oh0+mg3W4jn8+jWCwiEokgFApNNc6Lvq+LWniT8PO01rmMEZngaVM7epvPm2cwr/64fZ9EdJhgQCVkggzJ25LX/X4//H6/+v55JDcGDnAGEVJOnpycKDlRLBbRbrfRaDRUzJteVCgUUkgYnyHDL/TMyuUyer2eMoJPTk5wfHyMeDyujOZ4PD51DNw0XjuaCWxoZ+WZGK/f7+P+/ft48uQJ9vf30Wq1EAgElGv74MED9Ho9FAoFdDodbG5uIplM4vHjx/j5z3+OdruNcDis2vV4PErhRSIRRCIRdLtd7O7uotfrYWNjYwSbNVkBkwbUZ0luGZJkWRbeffdd/NVf/RUODg5wenoKy7IQDodtPUguVP7Na8mgchHL+TF5qKFQSMEDNBhqtRpKpRL+/u//HoeHh3jnnXfwjW98YwSyHBeX0OfjIuQUx3AiU2yTczBOsehjHKeU9GvdKC69vUk8sVkQnyeFmt2YncjkzTrxgRvvudls4sGDB2g0Gsjn8yrm2+121fVEGwKBAFZWVhCJRJDJZBCNRrGysqK23rjZIzpvuogRViwW8Xd/93c4OTnBV199hVKpNCILQqEQBoMByuUyYrEYkskkksmkUm6tVkspuMPDQ4TDYeRyOfj9fkSjUcWvjUYDH3/8MR4/foxIJILl5WUsLS3hX//rf43l5WX4/f5nMpInoXGox8xiXm6JOGy5XEar1VICdDAYqLjMYDBQ8CGFbaPRwM7ODiKRiNLyMh4zGAwAnCVtMDZDS8yO5oHDzoLshADHms/n8cUXX6BSqaDX6ymPiR4qADUfwPnLpxInU0nvVgpr/pbxNfksabXSyu10Ojg4OEAwGMS9e/ee6bd89jzJToG7VVx2z7won+gK0U3bdopLf95V0GV4qJNQr9dDqVRCpVLB/v4+ms3mSMYtZUSv10MoFEK320U0GkWv11OeB9PEJUwu373c//Q8eWe6Ed5ut7G3t4eDgwPs7++jWq0iHo8jEokoL5Nz0ev1VAYycF6CzrIsdLtdNJvNERSH8pU/lUoFpVIJoVBIwY6NRgPpdFrN1ziadn3NXHnpwsJkfQYCAZWmTXed8S1OIl3aSqWisua2t7eRSqWwtramBGiv18OTJ09Qr9cRjUYRDoeVd8BkjUm8m3ETOWumnQTbpiVZKpWQz+dHoFNg1CLms+WzyEhcyGyb2YY6kfl0K5jtcK7oCR8eHqLZbOI3f/M3R64xjUnGFmY5p3bKykmJuYkPuYX4TM9xq6z0Z+sL3y2v6O99Vgaa3doeR/p1dvPhJtZk12atVsP777+Po6Mj7OzsoF6vKx6jQAbOjDqv14tIJKI8iUAggEQioTyQlZUV5Y3RQPN4PHj55Zexvr5ui0rMktwaU/KdtFotlEolHB4e4vT0FJVKRSktyktCgz6fD0tLSwgGg8jn86jX6/B4PMhms6jX62qrTL1eRyQSwc2bNxGLxVRBCNkXr9eLfr+PcrkMn8+H+/fvo9FoYHt7G5lMxnGcF5m3mSovJ8aTi1/GUmjBy99UaJZlodVqKWhxaWkJuVwON27cUNd0Oh0UCgW02221EZdK0VRv0anPpkU1a0hLJ6cFoAsgbjxm7I8wHokQoN3/OuzDtvv9/ojykvOhx7ykR8bPAoGAwsMbjQZqtZqjYqICnKcF6+S9On0+jofl3zrfOClI/Rq9jUkgM6e+TaJgL0Kzem923qWbNSn/brfbePLkCXZ3d/H48WPUajUlZ6QC43O5Bmic0ZheWlrCzZs3kUqlcOvWLRUL8nq9WF1dxdra2lwRG7drwtQHGraVSgWNRgONRkPFn2Q+AACluL1eL2q1GprNpvoskUggHo+r7OPhcIiVlRXEYjHUajWlzKW8bjQaKBaLCAQCODk5Udtq3NI0c3ph5TUJE3s8Z9ktL730EnK5HE5OTvDgwYORlGwyFdPmZSIBJyqfz6PX6ynYjBAA4UJ6Ek4blt0KD/2eecQRnASqvKbdbqNWq41sHCbJxUhIkAtTV4I69EFlr/fLzsKmtaUrNEKIJi/ONC75PNPn09AkMSHdcHC6Z5K+mQySSaFTGisSoqnVaqjVagiHw4jH4wgEAojFYrZxhauAtiYdp92cjzPkTJ91Oh0V+5awH2NdwDmcLpEHACpMUSwWMRwOVUk6IkGBQADb29tYXl5GNBp9pkTSVZGcg3a7jaOjI7VHk8pKxrXD4bBau5QfTNxi9vdgMEAqlUI6nca1a9eQyWRUQgxlOO9hqMLj8ahYeKlUUo7FOLrImndVYcNJ+I+DBHgtPw8Gg3jllVfQ6/Xw/vvvq0kg9kprP5lMKnhRVs5oNBo4OTlBtVrFw4cPMRwOcf36dcTjcRVs7HQ6I8rL1O9xfR43zlmSaQ5NSrfVaqFaraLdbo94PgBUzJD3c5OhZFLTtQBGvFTpHQNQCkn3lHSlSKbXvbhxY9aVxixiS3ob+v9ueMCNQWH3nRsPbBxRWHBtDAYD7O3t4ejoCKlUCuvr64hGo4hEIiN1Lu283VnStGvCrcyY5PkSTeh2u+h2uyrblXzIOaRhJQ0/GXPvdDpoNBo4Pj5GMBjE7u6uSnAIh8P42te+hmvXrmFpaUnF3S+Txs1Ls9nEwcGBUl4ck9/vV0orHA4jHA6rvAKp4ChbwuEw0uk0kskkVldXR1Awqbw4v9IIBoBCoaCMiVmNzUSXkrChW0gsO0TsGTibeH5PnJmxML/frxiTjChTvOVeJgp1fmenGKbp+2WRyTMhMzSbTXS73WeuMUGEEjLRPSWntkyQmL4PjPdKA4H9ktae3t68yc5bZH/tyC1E7EahmeBF/uhCVMI59BxarRba7TYODg6UEBoMBigUCiiVSggGg2rT/m/8xm8gkUggnU4jFApdqhLTx+/2GjcGgNu2ZCyLUBn5Tt/LqBs20rizLEsJX6ITvJeweDgcRiqVUjHeedG0Bhy9J24lYmallAvSsKSM5LqVW4+CwaDaYsNYGfsm51cmfvHzZrOJQCCgIEo3NDfYUIe23DCi/Fy3rFnWyefzIZVKqf0IEpOlx8WfarWqApC5XA7D4VAx0XA4RLvdVi8MgErYkGNg+3YWuBOUSCI8d9G6Xm68Wv26RqOBQqGg6g/KDYFSIMq6YxR8w+FQzYfu2Zm8KWlVSeaXh43KbE7CmhTCcp7svBhpNdvNxaRkp7wmEbBuICr9mXYwq7yW5c76/T7a7baqEtPv91GpVFAoFFCr1bC7u4tSqYT3339fnaQAQHm2LPFz+/Zt/Mf/+B+xtbWFt956a0R5jTuwdBrS52JSpTXLa/T/u90u8vk8Tk5OkE6nEQwG0el0Rkqb8R15vV6FPlBxye+J9NBw4LrJZDKqfN20cPAsSe9Dp9PB6ekpisWiSrjgdXLNUyHRuKXySiQSKsmN39Pr55YD4HxNSxlBuQNAbXMyeV5286ajOm5obp6XHRTERUzvidaN9JQkbMXriVF7PB61SHkvvTO2SxjsKhjKLY1bsKa+t9tt5XnxGXbKT1rfdhsGTdaOkwWkw4TS62JbvF+HMd20PS+atB07ZetEhJ64mZ6QDK1/KisqLwrGVquFXq+HWq2mEl6Ojo5Qq9VUFRppKFHYdLtdNBoN7O3twePx4NVXXwVwufN6FaSPjShOq9Uy1jR1k6qtX0+FJhELuYHfCZq+DLLjT/KTLMhNWUCkSvadCJfcqqTLT1Y7kopfkmmNS/4eZ7hyPNOQ6/JQJrd7HMnJk9YKS5RUKhVVEDKdTitslvgqrXh6GeFwGJlMBteuXVMB7MFggFAoBI/HoxRiNBp9RoGNs9ycxn/ZDGpacMPhEKVSCXt7e6hUKiNQlOwjFx2fIy0sk7KTSof3m/ogPS56yDxyhYaHNCK4gCQUI59rYupZzrNbiNDOQxvHL/I6CodSqYRms4kPP/wQe3t7aqMsCx5zUXP+WFyaio2WLJ/JCiY0PggBEY3o9/v4u7/7O2xsbOCtt97CxsbGM4bfLOfUjcfl5p3azbHehl3/pTyp1+vY3d3FwcHByAZ8XiOrx5iUm5MXTeMsGAwqSG3ehoFbr9aEbLXbbZycnKDRaChvkwqNz2WdQqmQKDeprIla9Xo9NBqNEeUWi8XUGpdGsdfrRSgUUtAlgJG9unZGxEXm07XnddGXRmbiQu92u2qTHDHWYDCodnBzsqT2puYnBs0sOXnIIr04wFkYXrWFaqcY5f/6QuamQcZNdI+WxLgf503i0pOO207ASNiA8y09BFleZpyHNy8jYdbC24mY6Vqr1XB4eIidnR0FW1UqFZyenipjjHNHL03CK0zvpgUsvWdpjHANFAoFBAIBVXSZBoSc21nPwbzXjh1fm4iVeeT2DNnPi4ydz2Pi2KRe3GUR54hytdvtqnFTKZF/TIlsugELnPGhzHalA6Ene+l/S6+VBpnJY5sFuc42vIirrMNN9XodpVJJufo8ayocDiOZTKrJZlIHYQFWi2dQlsKS5fllUodeGWLc+Jz67Obzi5LuRusCwrLO9lHxyBO5gZjMQqEoaxk6WbDyfqlA5H18NhViIBBQ3nG5XFbGgmVZSqjSmpPp92423M5CIJowdPndNMJcfzf6WqBQePLkCY6Pj/HTn/4Uv/71rxGPx5FIJJTRwTgKcL49IRKJKEtYL2Ome4fMHvN6veooG76Dn//856hUKiojzm4OLkK6tS8/M11zkTacPpfzk8/n8e677+Lg4ADtdnsEGZD9kEkF0vAywWBybH6/H9euXcP6+jpSqdRUY5qEJl0Dcp32+33UajW0221Eo1EAUCWflpaWkEqlFA9KSDSZTAKAggl7vZ76GzjLRo7FYgDOkjHoWUlvVvIv0YJ2u41qtTrirc3S6Jkq5jVuUTi5+/QgmAZMhmIKZyQSwXA4VNmH3IRLgcgfufdLljexS5G/KM1DEEwyh5Z1liDBIw4AZ6EqFyhwrqgm6Z98Bn8TUiDjyr109BZ4vfzcLRxyUdIVlC5Mx3kNk8Dj8rvBYKA8rL29Pezs7GB5eXkko1AvsyWhQP1wP9MYKJiBs/dAT65er2N/fx+RSAQ3btxQ187Lo3VDTjLA7f1uqNVq4ejoSO391Nt2gijdrsFUKoVcLmfMMpzVHJv4chKZw7VK+UhihjLhOwDqe2YUMuyix2klcsI9XDxGRe7v0te53GbT6XQcszN1GSZ/jxu7q5iXCfKxu1Z3P03CgJss6VVJT4nuJmMBPC+GgWxmaFGZsSI9MWpaDTyHxg3p49FfxjwgGFOb4xaSPGeLHg4tqFQqpSBV7ponjMQzu0wKRH+3urKiMiLMKyv1y70y9MD4TCmsdcU6T7KDJ90IU93TMfXbNF88FPS9997Do0ePMBgMsLm5iXg8rmDw4XCIZDKJV155BR6PBw8ePFAnK3S7XXW8Dy1oXdnJMdCQsSxLxXffe+89PH78GLdu3RpJ3jD1eVqaBI2wm3O3kKNpfZg+l2dV0XgiX9JAlvEdGYPVt5CY2vZ6vcjlcmpfnZuxT0OToD/jSHqmfA8MrzDWKuNV0hjW9wxSsVEeRKNRtYdOnlBB1IWGmN/vV54Xt0PNmiY+z2scjWNYKi8qHFbD0GEqBruXl5eRSqVwcHCgFjahl3a7rUqfyP1enHTGwuRYrsIKNdE4mNBkkXQ6HZXIIlPhfT4fYrGYEoAA1DEpAJTCkS6+bJft0XCQbXIRcG5lZQJZU1Hf86F7v27mfxbvxqkd/Ts3lq7pefI6wjDVahVffPEFvvrqK0QiEVU3joYDACwvL+O3fuu3EAgEUK/XlaFFa1Vuxuecsz19LnldOBzGcDjEl19+iUePHuFP/uRPVH+dvI7nleyUm24Qk3q9ntrbBIwmEdDQleXoSJLXTfsRpQdPz0uWYps1EjNrkoqLhqss3C2dDLmfTfI146vAuTHLhBhZDEKm0QPnsKGM0c+DJqqwcZGXJYVkOBxWJ3HKwrISdmIcKxqNIhaLjWSyEYuV1gErDQyHQ4XRUkGO6/skAm8eZLL4TSTLaAFQnmYgEFBla8is5XL5mcVp2k+lL0I9K4tMzuzCbDaLpaUlpNNppNNptFotHB4eKhydjF0ul+H1epHJZBwt28sQrHYKyYnsrtHhuFKphF/96lcqC1TufSGfk6/D4TAODg6UtZ9IJEasXWkc6MacbFMeNUFLul6vo9/v4+joCF9++aV6T/Pk20ng11k8U17DfUSsy8dq8YTPJDoh55J7muQWHfaXSQ3sA2Pw6+vruHHjxjMloeyMzcsm8ghhQ47NRKY8ALn/k+gNazrSKKBXxR/ZNtuXJbgoB5yU1zg5ME72ut6kLP8ex2AmyI3k9XrVguZRBMyqkrBXMplEv99HMplEIpFQVaABqCrzfDaPSfF6vUqY85wemZRg19dxkJIOhc6S7J5rWhhy0QHnB3tGo1FsbW0hlUopGHZvbw/dbleVheH9Uvjqnhd/SwXGzxlbCQaDWF9fV7GvSqWCYrGojk7wer2o1+s4PT01bhKftyIzzee0UJX8TL4DuUH85OQEf/3Xf42joyMUCgW1UFk9JpPJqFRry7Lw6NEjpeS5PYTnJzHhQMKucv+YzDRk0oysVtPv9/HkyRN88MEHeOWVV7C8vHwpQtVOyOiIix1NA282m02USiWUSiVV71NW6+EWGp7vx5Jq9BKkYSehLuA8WzcejyOdTuPOnTu4d+/eyIb7aZXzrEkiJhwnDRono5h8xtR4iZrQ6GIc1+fzIZFIqOuk8STT6CmbqMQajYaCxu3IzsvWjUQTTZywMa0QGGn0/1+A0sXXFyrhMXpRLIEDnCkv1j+Utd3YPypBt1Uw7ATqpLDXNGQHs+rX8LfJqgqFQrh+/Tqy2SyKxSIajcZItQWdxo3BTpEPh0PEYjHcuHFDKURCBLIdWsQUxnYLfR7Qix3M5/becUKJClp6pOVyWWX9MYVdbiNgQhHjY1KwUBh4PKPbQkwkT19gRql+j6zC8jxBW3ZzO23/CoUCHj58iOPjY/VsmdEmlQzfGdujjADOYUZ9c7Lex+e16AFlApUWvXdW0eBcyPqO0hinN0oiT9MIlsY/41ucH1bgkEke+nNYQcau7xehiZSXyROZhBk5cfQGZNIBJ4zW0enpKbrdLr7+9a8rt50ldJ48eYJEIoGbN28imUyqw9VkSSKmII/zuuQ47MY3b3hADxzrlgf7QcbUYb1MJoPvfOc72NzcxK9+9SscHR3hgw8+sM28dPIypSEgiYJ3fX0d3/72tzEYDFCtVrG7u4tQKDQyhnK5jN3dXSQSCdt29L/t+jUp2XmspnacoAq7//WKC61WCw8fPkQ+n0ckElExKB60ylpxsVgMnU4HpVJJoQMSAqzX6wpR0DeRss9yg7Is0SOLWp+cnOCLL77A1tbWhedyUhqnLO0MwHHGgn6vZVn47LPP8Jd/+ZeoVqvKaGB8kYKa88h50yvJA+fKy+/3q0228rwqvcj0pCjUZVC73VZHoZDvmJFNh4DIiUS3AKiSZYPBQKFbhKO5SZ6Glcwp4J5cJnJZlqV4mT+NRgOlUkkVMzDRRRyFiZTXpC/L7lq5+E2dl8oMgEpIyGazaDQaIyeAmpIP9Gc7jUf+LTPyrpKclK2ujGiJx2IxFRscB9FMIjxIMkU7Ho8rZiY0q19rd8ClE83KU5g1FGkiHdrTN2RTscgEDOkFSG9aeg6MjXENuOUFPptlo0zFm2dNbuTBRQW8fi8hsVqtpgSjqRycXeKQvuZNJPn5ed2YLImeFxWLPkZdxnJepNdkgqqlh8p7KSM9Hs8z5yaS32VuAqvHzINcKy8y4Th8ehIBRIuUu9eJO1NrEzoEgM3NTSSTSXi9XvzTP/3TCMZKvJdeHSfVDja066NJ6P1/7L3nj2TZeR7+VM6xuzr3zOz0zszOzCbuLrmkLNOgJEqwZMES4ADbAK0v/rsM6IstA5L9QTBgS5ZEkSKXQcvd5YbJqXs6Vc657u9D+zn91plzb93qruqZ9a9eoNHdVTec+IbnDcctbn8emjSm/J5mu140VwrrVquFWq02lmVvsh74uQ7nSKvOtIkDgYDyLfh8PlQqlRfOAiNcIBNF7Sxcnc7LcE19M9EkONXURjlOErKLxWIqfUNCuzw4lNory6CxhI6s7xkOh7G5uamCBLrdLr766qsX6tRJ7ZcatvTBNZtN5PN5NJvNl6KI2Y2b/G6aZ0k0xbIsFAoF1Go17O/v4+DgANFoFLlcTo03EQDCqrLSgwlZ4R6S5ZHkeWBUztxY6fOiSQoAj4lqtVpKsaQSK0+plwoVCzx7PCe+PVpcOlSopxaQ96RSKRWXwKAMlqGKx+MYjU6OWJE5uyZy6tckvjuzwrxygN3CbBI20a+VGKrX61XHWXNyJI6qWyKzxqfnAQ/MysrgRuWz7LDtadrF55pICkyZjqArNjq8aXqOfN9Fkz6nbq106UPgESacA34nFQFqtxw3JnvyedLhTdgxkUiM+RJ1oSo1ZX4GnMyZzqjd9u+sNG/oTF9XhKIIdQFQcCF9rPJefS06KTP0E1ER0P09dnviItawSYnm/9LyklGBwKnPVV+/Elr0eMbrYdL6kigBf+Q40khgnU3pZwOgilG8dMvLhEkC7sLpTYxCwiQAFBTIzcfB4zEEnIRHjx4p60o6Fk0kmbcTI3XLxKZhdpPICbrTvzPlTI1GI1WIlOVXqI3Td8gxk/g2nyffKRmuHdFvQA1X1qM0bSYy9kkWjp3Sc16adl3aMXv5vYT+Dg4O8OWXX+Lu3btoNBrodrsKQeA6Zl4eA4ssyxo78gfA2NlnUjDK4yyYcM/wcHlOG6+hwFpeXsbly5eRyWTG+jOLsbUby2ms20mk8wqJnvT7ffziF7/AZ599hlKphCtXrqiSSCxsQMWWDNrUbs6DZVkqB1IeicJq66VSCV6vF4VCAcViEel0eq6JynZjYSe0+He73VYRvzJiEjjN8ZQRggBUGpIMbpN8QRfkUmmSyhuvIxLG31SkZIDHWfrvRHMtzGvHpPg/B0dqjDqjjkajSKVSSstPpVJjjNok8c9KbgTvvLQsE6Rheq8UxtL64QLiOAIY25CmZ8nfesFNXcvkXNEilmet8RlcpNLi0PvhZgzmTeex+nhvtVrFgwcPVPV4XbPneHAcGIVIOEsvr0OSlgIZKZUE6UfU1zuZCg+pZC26edAkhUBe4+Y5dt/pFudgMMDTp0/x2WefIZVKIZvNotFoqNJQ8kBayWhlu6QlJZVA/uY1DLppNBrqZ55jeh5i9XfWvZQCh64Y8kz5uc6DTRaWfBZ/c/z0SFd5L+diEgLjRDMTXnbwgNNCnrSAOXjsIKPWAKjon0gkokrgEEZhGDAjjPgubnbTBppGOzL1ad7+A32jyrbLUixSwAcCAVWCSPpb5GGQOtlZQtTmZXkoaWnwOoaGJ5NJdXqvPjYMGtBhnEltmeUYO839WS09uS4KhQI+/fRTlEolAOOVHThmhHNoMTHQgBubVpX0GXa7XTx69GhM6AFQCgNrfxLyCQaDYxZGKpXC+vq6SoCeB7lFJ85yr2nvNZtNfPLJJygUCjg6OhpDFJigrVtZfIbOdOUaBzB2Kjt/S4Wv0+ngs88+Q7PZxHe+8x1VnHfecKneF7vvLctCtVrF7u4uisXimM+XEcGtVkvFF5BHSiNB8hSdb0ghr48dcIrI8Jn6mMvUnmnHzEm2AC7LQ+lay7RkMnsty1Idl0ekSMYMYKyUFDUiOqNlFXNpbTj5a9wsCKf/580QdDiI/9PKlGfv0PSXuW6EX+UiNFlacixotZnu4WLnpuYRH6FQSFl98h7LslSelzxpWZLdHMxibN3Ml50Ad2thW5aFfD6PTz/9VAkh6bvlRqYfhsKLYckMlfd6TwtSc44bjYZKZCbiAJxa2uFwWO0V4CRBX1acSSaTWFtbU8Jr3pCWPl4mtIXrbRK8KPmC3A+tVgsfffQRnj59ilKpNHY8zHB4csCnZVljiqypDZKZ6v/znXI9Aydh6J9//jny+Tx2dnZw/fr1c/PDs5Ldu2q1Gvb29tBut9UapPVTrVZRr9cVjCzREvJavQKGFFBybelKNXAqvBiWL8dbt37dklvr3VV5qPOSHbwgEzSBcRNVr2rMa5i0zPJRwHj4pmQiOk0ruJyumYeVIDcFiQyQlaHlIqLwYr0xPmuSc1p/jxttWcKVFKCy/XLB2y10/V0ScpgVuemT22tM39P65ZxY1glUJ53kOvTb6XRQKpXGrAQqBfI+3itTEaQCINc3S4FRUWGQx/r6Oi5duqQS+kkXxWTtFAN+5wQ1ymcMh0NUKhXcu3cPhUIBBwcHKqeLfhwqBCSuQVN4PJUzCY8Bp+ddhUIhpQhyXrgGSqWSEqLzRmCmIbZP7mdpQRGeltHXsoamRLlM4yVJj9aU4fT6Opa84qw+LzfrdepoQ33jO0F0kzQTlrmRyZxcuNLxKvH9UCiETCajhBe1LwAv4Ls6FGfqhxPNg7ma3jFJy+cR8cyZ4AL1+/1IpVKKcQEYW5S6BqvDWrqlxYUosWx9HGU2v9ReZc6InvvE5+v9Is1jjO3m3rQx5RxMEvhMA2CeEUuRyWhDCTv1+33U63U8e/ZMCTI5NqFQaOxQVb/fj9XVVXS7XRwdHangD8uylJXGiMROp4PDw0MAUPUmb9++jXfffdc2h3Je5NYKmaQwcF2y1NWf/umfolQqoV6vYzQaqaAJKgJMgJWavqwwIedTHjsjr7UsC4lEAtlsVvEPoj/9fh/Pnj3D8fExqtXqC/14mcKMBgCNABKDtgg1y9qw/JFh73pKkT5HnA/yYvIIKlb0yepGAwM35uX7Pnd5KDdau901unOREyE1H31xeDynIZq6hqtbcpP68apoUZP8ALqvS46n1HgoSGSR3Emarp2mbNcmnv8j61FKWFH/sXuH3sdZW/lOFsA0JJkUFQkepCoFD30m+jrk5pVnTQHjeXOEqmSUodd7Ut9T+h6pIMgw56WlJQSDQVy9ehWZTAZLS0uu98B5aBYCUWroANTxMKyJt7e3pwSUTB3gOOmJ8LoS4jQGki95PJ6x58mTK4DTE4p1i06Ow0XzEn0P674orhNC+4wKlvvD1Bf5I5UwvpPzIPMNeY1dFPO8lKczlYc6K+kasCzJAmDsCAn6vKQpSmsjEokon4sMG5Y1E3UyCVG7hScnz/SceZBJSJO4oWQ0lWSCEuduNBqoVCqqLqRed1B/vm7ST8rvikajWFpaUkVlGa7PwAM92Vyf80nKz7ytMPlOt4xHbsL79+/j888/x8HBATY2NlTRUgAK2pWBRwBU5BoDLLj2PZ6T4ryJRAKVSgXFYlExymAwiDfeeAPhcFidoXTnzh08ePAA7XYbnU4HS0tL+I3f+A2srKzge9/7HtbX15FOp+ducekCwsSgdCbpJEzIaPf395HP53Hv3j18/PHHaDQaqNfr8Hg8yrqt1+uoVqtqL8gkbolIsD0mCFHOpzxCqNFojCFAvE9GNet8YVZjPM0z9XHk+EnhwQorKysrChKVVfal5cXn6cdT6TmzVFzJU+R5gfKdRNKkQJsHzSxJeRriYMjqEDLQgozSbrHbfSf9CHbvvQgIZRoytcnEbKXVpfsC5fUy8MVpQ5x1HMiApeUr59Gpn7K/L3su5LtNioqpbaPRyVEze3t7qNfr6iRaPcwYeNFvKfNmOIbMsZHBNl6vF+l0GuFwGGtraypxmUoCtelIJIJ0Oo2NjQ2srq5ifX0da2trFwoVStLn0w4qklAdGS5h6GKxiHw+r35orcroQolE6AzbBEXT8pXKnu4T9nhOU0xk3T/ZL/mMeaM2Z9kbupDm/ywKbZdKRAibwl9Hd/T7dGVZ30cXoYySzpXnZccc7ZiTvJ6CRp7UKb+nlqAvJCm4mNdAkmGbZxk0vX2yL3o/ZzUpTlYA/5aQhtRkGH3G5NjRaIR6vY5CoTA2NjLclf+b3ik1LdOi5BxRePF6Ql9yUbO9dtCvPq6zHs9pvnOytNk2Qn//+I//iD/7sz9Tpxx4vV5lBfBoDv3oCCIMMk8xlUohEAigXq+jVCqhXC6jUqng1q1b+MEPfoBkMqlSIA4ODlCtVnH37l20223cvn0b//Jf/kssLS1hZ2dHHb1i18dZQ7L62EkidEotXCo4Hs/JGU+EXQ8PD9FsNvHkyRPUajVUKpUx65Xh3Vy7ElKlxSQrqZOky4F8Ru8DGbVMaGaFCgm7mgQm1/08FAQnnmk3t4SRqfwAL0YJMuKVlhJwGqhBSJQBMFQUKJzkHiZqQJ+arOihW+KMaTDB2JMQGTc0MdrQpM04XWNqnN39un+L99FkpRDSGYv08egWxlkFl5s+2fVr3iQ3jiTCc3KceKaPVAb0+0zasMmKk9fq60AuZh1e0GEME5nmlZ+fhyatV3mNk1Ii/6dV1Ol0kM/n8eTJE2xubiqBwbnhhpaVuCWaQEiKmzoYDKpK4AyASSaTePPNNxVMJst98ViVZDKJt956C+l0Gmtray+cwHyRJMeJAp7OfEb3ScbWbDZRqVTQbDZxeHiIer2Ohw8fqgoR/X5fHUArixG02+0XAoE4N3qFHb5XrmkT79H7IKPv9O/Ia3R+c5FkWpuybTqZLDE9apDXSR4jjQYZ+CIVEflM+Z1EIHREbVLfpuWtrvK8ZEfld/KFk2AX04ST+RLqksdU8zwqPcNbPosaF5mFjDbkddMMiB20JpnCrLVYOX52mm232x2r4sAN6/V6kUgk1EGclmWpEG7JOO2sHN26klnzfBe1U8JWnU4Hu7u76Pf7WF1dfSG60OPxjJX6mgS16OtIzvl5xtX0Hv23aU2Z1nOz2cR//+//Hffu3UO73cYf/MEfqNJPMhw4HA6PvZPavPQDMq3h/v37aDabaDQaaLfbeP/99/GDH/wAGxsbqpQUx1QGaEQiEaRSKXVyNt8/CbadJen7hMe9Hx8f4xe/+AVardYLVe25Jng0RzQaxc7ODtLpNK5cuYLl5WU0Gg20Wi3Vbz631+upk6I51nwer/F4PGPH2Ms1TF84MA518bc8FsXn86mi1tKqoeAtl8uIxWKIx+O2e3YWY+r0ua50sY1yfMgDZe1BrnnuU0YN8pm6sJEWpkQnpPCS9xLW5prkkSqy1irbrCuHZ6GpkpT1l7nV9OyukSGeOhOkaWvakNKikFWQufhM97wMi8kNTZo8av2yaoZcgDLPixuelS10i1YKBfksnXHL58uw+2AwiG63q86u0nNKSLI0jP5cJ+jpouZIf9+kNdztdvHDH/4QP/nJT/DBBx/gm9/8Jp49e4avvvpKzQ0ANQ+y//1+X31O/8NoNMLe3h6Ojo7UZl9dXcUf//EfKyhH/sh1znOUUqkUgsGgUhJ0P/C8xtKklPb7fTQaDRwcHOAf/uEfVMCQ7AOPhOeYrK+v4+rVq4jH41hZWUE6nUa1WlUCjBBsq9VCt9tFtVodOzSRtTNpEeuwFXBaOYJrWbZH+nbIO0gUVvKcQEKejUYDfr8f8Xhc9f9lE4WFDObieFAgUXhxPPQYA+AUIuV9/M39LQ0E4JRPkI9TQeC+l0EuvF4nt3vQRFMnKTu9zGSh6FJWkgwpltdJoWaClWSuhhwcRiCyKoGTZm3Xbv1d84Ji3Gpa1DIJSUkB7/f7kUgkVJKsxPFl4qCE85zeTZLalSSv16vKQ2WzWTU2gUAAoVBIMVK2Qc4Nn+vU/1mMs/4+0/rT51WHQRmm3Ww2sbe3h1KphKOjI8Wom80mBoOBKs3U6/XGNr7U7iVzp7VmWScRcSsrK7h58ya2t7fxzW9+c+xeuV4pIAOBALLZrCrzo8+TWxTkvGOr7+2joyN8/PHHKBQK8Hg8iMViSrhyDbbbbeVzSSaTSKVSuHTpEgKBAA4ODlAoFFAul1Gv19Fut5XwYmQhlTf+cE9QKaOFIcdDJsjKAyblmpAFkPW0HV0xk/mMk8b8PDStNSLXr/RZ6+1nvyhkSFKo83/pdjAJfXmvni8m94EpvYBtPi+5El5OLzfBMfJ73VKTJAMs9IggGXYtJ0NqRNRGqdlGo1EkEgkF35gYp12f7Jis3o95MAJduMh3W9apH4vCgYLB7/cjk8kglUop7Uo6lSUcwkVm1wcnGJPj7vF4lOW1tLSkNgOd62QWemgxr9PHWY7FrCAYHY7QhZcUXPqa4Gflchm//OUvsb+/jx/96Ecol8totVrwer3odruo1Wro9/tKYFNTlzUm5TsZzDEYDFCr1eD1erG1tYXl5WX88R//Mb7//e8blT3+3e120Ww2EQqFsLKyMlb6SRdeumCe5ZqVxPeMRiPs7u7ir/7qrzAcDhEOh5FOp3Hjxg0kEgmVC8ccLgaZUNiw9BNr81Wr1bGKMhT2co9wT7DCPoO+qAgTPuQapNUn51paIbRE9LQb4FRgeTwnpdH0UyxmLbz0NSnfMek+Cg8J9el7kbyV/eTz9R8+h2SyXvV1qle0lzxnHnSuUHm7RtlNpIlBSk1Bh6H0sE3gNNeAZrLX61UYNaO5dN/DpDa6Gdx5TYAkKejlWElfFIkaFEtl6dqWU9vt+u7UR0Jeg8FAQTmEDOLxuDpAUVpdch4lROHUnvPSpLUn/+Z4lUollRhbqVSwv7+PO3fuKEtA5r+Uy2VY1knwRDqdhs93ciAn16OdsCTkxRzFmzdvqvB2CcNIRk2SVobu2zKtGbdjch6iUO31eqjX6+rgQVqJDMZgZCrvkRBnp9NBu93G7u4ujo+PVa4VoUAZrCIhLOAUxqbQkXPKsZbQNXNCWSeV1gfH1aRYs+YklcB4PD7Wn1eF6Es1RSQDpxaRk4KkW5N6YIq8R/JlufaY2yVTHDhHc+m32wvtNGad7OA3E8mFJ/M2pJNU1w4CgQCSySQ6nY4qempZJwEMyWQSly5dQjabHWMcpjbPY0NPQ24YDftMjU/WErOsk5p6q6uryOVyynqlpiUDV0g6FKhXJ5CkW6Ly3LV8Po9KpYLR6CSZfH19Hc1mE7VaDdVqVUFpDMRh4rhJq+T/s7IQ7BQkE3HdfP7553j48CE+/vhj/OIXv1DME8ALlj+ThN9++2385m/+JiqVCmq1GtrttioQKyFbQq2syLG2toaVlRX8u3/373D79m2Ew+GxsGtdyFrWib+Ip2PreWW8zg4qnJfgAk4KwpZKJRwcHODw8HAsMf7o6GisaEAsFkMikVD3djod7O/vo9VqoVQqqQhZyQMo7OQ8kBHKHDtg3GcuUYrhcIhYLIZkMolkMomNjQ1VXouWdL/fR6vVQrvdHsspC4fDsKyTqu1er1ed5m5yS1wk6XMbiUTU8TC0VCnwA4HA2HldXI/yfl2QyaAt+mg5DxRculuACIzH41GlvAKBgDoRZB70UlUICQ8CpxLfjUUnNy8XKSPinAZrEp580UJtGiZDJiXx7UgkMnaascla5Xt07cp0nQ7z6jAC80GoEbMNsVjshfqKeiLpRZDeH45Hp9NRvirmtVCzf/r0Kfb29pDP5xW8R8yfOXRyfiSjJFwiIRNd4NFKSCQSuHTpEtbW1rC0tIRkMmlsM2C2vKlh6z6Ll0VUDGTpJra31WqNpXJIK5z1MYvFooqk5ZwAsF3DkuS79DZJAUSkhoFNvJcKnrTq9HnTw8op5Ci85kEmy1v2jdeYiGtbnjpher5UCExWFK+Ta1xaaKb9LN05VKAlGjEPmjpUXg6uHfzkVkCEQiFliuuDIzVm+R5i2DzNl4sKONHG0uk0IpGIY6ft2qf3Zxor8jzEd9m1SyYDh8NhpV0Fg0FVqomChf4xeTyELtQkPCs3rxxzLlCJ73s8JxFXhUIBtVoNwEky+erqKtrttgok4CYnUwoGg2OV79kunWbt8wKggiTu3r2Ln/70pyiXy3j48KFimvSrsE7b8vKy+kyPSPP5fEin00gmkxiNRnj8+DFGo5OK7sFgUIV5k3kSFkulUtjc3MTVq1fxJ3/yJ0p4yfkxWU+kXq+Hdrutzm5bWlpyXJtODPA8pD8zHo+r+d/a2lLWJ4UXgyQ8Hg+KxaJinAx6kDCr3+8fqwwjFSFdaSPkKI/yoJAKBoPY3NxEJBLB5uYmstksOp2OOlAyn8+/kF6jCyw9UhI4geYePHiASCSCGzduKHRnHiSVR9O60P+X0G2hUBiLJtSFj0weZyk+KXCA0yhNGbRCgUjrXyq0MujO4/Gg1Wqh1Wqp43rob5xE07pyXprlRUZpd4QJJ033lUiNyBQKTk1Pf9Y0dBFwgJMANVlD+m+5AKUmbtKidOjVbfgq/5bvJSwjqx2w/p5cxFLzmuS0nRezBaDyigqFAp48eYJisYh79+4pwSI3eiqVUtYQ4RL6U0kMBvD5fKqKCTV4U8I94ZOlpSWsrq7iypUrWFlZeYGpOCkvvIbVH0wHgL4MYr/j8Tiy2Sza7baqxE5lgMyRELKsRygDDOwYtOm3ZOjSworH4wiFQuokaZbOKhaLKnFarl0AyrImsa0SKvN6Tw+9rNfrClKeJ03DgySKQDcK/XX6WuT1Eno2wYJO6M2kCEKnQsazpDMV5jVZZKbrnD6XGr8pzNWJOPiZTEYdjw6MZ8brjN6pvSY/yaRrZkH6xrR7Npml9AXI4re6xs3/daerNPftfEH6opVM1bIsFZRBrToQCCCXy6HX66mzkIbDk/OuarUa8vk8BoOBSqQ29V+++7yk9/fOnTv47LPPcP/+fXz22WdjJW1o8cujIqRGSdjQsizlQ2FaAKtbUJtl0na321XRidRyr127hv/0n/4TlpeXEY/HX4is1RUEuc+opJE5JxKJsVOS9TWra+2mcT4v8R0UHDdv3kQymVSCqdvt4smTJ+oomFKppIJhaOXK9vHvQCDwAgIjFS6Px6MKzGazWWSzWcTjcSwvLyOZTOLq1auIxWJYWlpSClUwGMRHH32Eu3fvolwuqzPBotHoWGg355Dv4twAGIswNCnH8yQ3CIX0MVMxIFrDIBWOO/Ci/1AqGBJl4N6nVcvxkMF0nPN2u41isYh6vY6joyP0ej188MEHuHbtGpaXl8/cVyc6V8DGpOt0M1DfaGSgEjeftNG4sOkElln1boSfWy1/EvQ5K3IDsUoBoi9AJ7hJkkmTMmn7k/qs+7x8vpMDMQn/yqRGVkagFiifPy/LQWfi+Xwe9+/fx5MnT3BwcIBAIKDqC8oqBJJxAubyQRQkhG9jsZjqFxmr3+9HuVweq3aey+XwzW9+E7FY7AUfoJ0SofeJDvFYLGZreV3EejW1a2VlBblcTjH+druNZDKJSqUyhpBIP6kJEtMVD+lfkQIzGAwim83i0qVLyGQy2N7eRjabxdtvv414PI50Oq0gMcuycOfOHSVUqejqDJqRknr/2BbJYy7a6jUpKCbFT1pX/F8Gxcn7ZASiTOamb1VeRwVPjocM6qClJSvGjEYjxONxrK6uIhaL2faFf59l7brO85rmBU6WiyQZHcewd75LHiop30utXuKuFGC6JcK2m9rhRkjyOsnUZs0g3DxPt674GX9Go5EK9ZY5XhxP3antlHNFktAC/5eMSC7uVCqljkfgeNHvVSqVlIWjL1h9bOdB6XQaW1tb6Ha72N/fV/AK2wCcWuzsm4SOdEuGCcfFYlGlDrB0EWvz1Wo1dLtdfPvb38aHH36IW7duKctZvpekrzWduEecAhnsGNosycR45Gf8PBwOqzy2dDqtqma0Wi00Gg2lmTO8Xmr0HPtOp6OEYzAYRC6XQzgcVqkwqVRK/Z1MJlXEnTzxgM9dWlrCjRs30Gq1cOnSJViWpXzC8nBQy7JU+a1Wq4WDgwNYloVcLod4PI5vf/vbuHXrFpaXl10rjW7JDUIkSV775ptv4j/8h/+Adrutol+/+uortFot+P1+dXq3nmLBNSlTE7jHpRCUgl763/k8VpG5du0aAoEAfv/3fx+RSAS3bt3CysoKNjc3Hft11nU6FWxo2lx2wsENkbFKSc5nyMrlcmPSmU7NihqEjDByKzyd2mW6Z5aM1s1zdAuV90mLi1ojHbbSGc2aZqYMeFM7dAEpneXsuxRgAFSeF6uk835Ci5VKRVUGt1s/JmtnFuTxeFR4dL1eRyaTUW0ajUZj2iTHmP/rwovri34FuR4ZoUiLlIzgrbfewn/8j/9RnYEkGbWdADJ9ZoLRnCzYeSkFuqAyrR3Cauvr67AsC1evXh27lrBSq9XC7u6uivoDTg+jZHkoQl6xWAy3bt1SAisSiYzlu+ljoCMS2WwWOzs7SgkggjEcDlEul9HpdFRIeTabxdbWFsrlMn72s58BAN5++20sLy/jvffew+uvvz43ZUvff27veeONN3Djxg312fPnz/Fnf/ZnODg4wNHREZrN5phvVrd6mUcoFVSpuPI9UnGVe4VpSpcvX8bKygp+93d/F7lcbuZ91cmV8DovhGZ3r86UZaShnnyoGvx/FzQFGzUHqTXMG5K6KDLBBVITkrCHhMGkBsuxAfDCab5OzIh/6wmg/JuOYY/HM3YYJUlahDJyb1oN87yUzWZx5coVBfOxWgUrhbCaQ6/XU/Ahc4hk1KG0DiRMwjHy+/2IRqPwer1YXV1FIpHAG2+8oSpMTNI47cbB5/NhZWUFvV4PyWTyBZ+XE816bJ0QDdPnpvczT5Ph5rIKP9cqLS9q+KFQCJlMRqWFyD1u10e5ttPpNK5du/aCD200Go3NPV0RmUwGuVxOMfvt7W019hdB0/BbOyWGaBbHVC9aLElGHFqWpa51g5TwPubE6dfOk1xbXm4bY2K4pmdJExQYP1+HzJhMRC5ULn7g1NlN059Wh8lfIds0TZ+cNNzzkGl8JrWV40OrVJry1ByBU7+UDIGV/gMdF9fngd95PB6l5UprjFYVmXoikUC/31dQLoVrr9dDuVxGKpUagy71vrthim5JF8xbW1vY3NwcyzPq9/uo1+v40Y9+hMPDQ9y/fx9HR0dKCI9GIywvL6Pb7apDETmGPPOIApDBG0zTSCQS+L3f+z3cvHkTKysrY3i/XG9SEdG/l+Pi9/uxs7OD1dVVJSTdBL/MUykwae9O8ya/4/lzlmVhY2PDeI1+r67p292jQ7wkRh26aR9wyle+853vAMDYPtPXF+kiFFs3Yy2RA/r5WEaLCiX3LcdUhsJzbmVQio7yyL1Ma5lzKtsg17udcnweC+ylJilLuFDvhEwalESTnwMpO80SRhIem5fwmQfZtVH6t2j+yzI1hFmj0SguXbqEYrGohLhkvHZBE6ZqHCQZZSTH89KlS2PwpBx3YLwGnczncYK5nMZgWuIzyXRkRXcGZ6ytranPMpnMWFFnCrm1tbWxkH/mGFJAM/mYSlU0GsX6+joymcxYbpubDW03Nkyu5ZzK1IiLtGRnNU+6Vg+8KHBMgpzXyWvsnq//r6/vaQSBE816vM+qvOnjR15BBIa5rxwL6WJxKiTAZ/JaKcg9Ho/iLUQp9KObJvXLjie4IddJynpn9GumnWgyNoZwcjAZ7RIMBpWvQN5LrZeDLnNFWPZFJh5yIDnYsk96KLldO8+jHbglO7OcC0aGc0ejUSSTSVVNnhF0oVAI/+pf/Sv8xm/8xhi8JUvGyHcxR4xHzUuFQdfseT/nZmlpSdWJi0ajCnqRY0WIju/Xn2fq+6zHVL5LbrpEIoFvfetbKv9HltRiX+X6kZ+Z2i43diQSUQ5tE7ylry+nDezxeFT+mXyXG0trHut1ksBwmmena91aVU5tMD1/Erwp0Qe755p43MsQWiarz6QIeb1eVVGk0+mgWq0iFAopFIW/Q6GQMh5kaS89KEsGaBAN43VU6hjgQsRlmrV31nU6F8tLbkYdKpGTrlsQtKoAqMg107P5PCaQ0hI7y4DpbXV73zzJpE3rQRISNuT3zLlitQIGEfB8L7m4PR6PKlZKuMwkvHSGbYKunKxkU1Fh+f08hNYkoqCJRqMAoAJKJORsp/G7VWTc9mmS8gS8WFjVzTP+/0gvYy29DJrUT5/Ph2QyiXQ6/UJ+lilyWZLc67rCZlLqyEdoOFChvgia+kgUO6zXCc/UBRg/W1tbg9d7Uhzzs88+UxowKwmYyjwxYa7X6+H4+FhBY36/H7VaTdUekxveThOzgyYuytIytUn/3uPxqCACCfOxxp18jt/vx+XLl7GxsTG2yOwy3WWyom4l2LWPz5PFdk2WAK9tt9tjyY92YyD/Pw85Wdp286n7MuzWshsoSye7a+zGwo4x2VkedmtnGktlWjrrfLkdC6d79XaYxsLUPqd3urHkXgWhKMePbTK1PZ1O47d+67fUaQmsOdhsNlXaCqNfeRadPJuOeZmEyRllS14t93s6ncb29ja2t7fx3e9+F8lkEtls9kLGY+aW1zSTHI1GkclkVJQW64oB49aGnCAW35VWGh2I8igO0qw2rhsmOA/iOEjhQl+LHsXm8XjUCa+ynXYKhpPFqQsv/s8IJjk3dnCWtLycaJYWmBvlykSTYK9JkNI8yKlNbtf1PK2y87ZjFm2bpg0mciMU7a57WWQnlPl5MBjExsYGYrEYcrkcjo+PVfKwbnlJxEH3e/F7umdkNDh/wuEwlpeXsbGxgZ2dHeVKkG1yCx1PS659XpxQO23WbhE4PTcWiyEYDOLSpUt48803VQHNQCCA1157Del0GvF4fOw5V65cwb/+1/8azWYTx8fH6sgN3hOPx8esLrtcEL09+oJwo02fh6aBnWRiYDAYxOXLl/Hee+/hxo0bxtwt+b8ufGiNyetlVXA74j1UDnRh5fF4sLS0hK2tLXVUDUt36ZULeP0sLS7Zl0nkhuE5jafdNU7P0TerSXlwGg8TJOum7fMQrucVnG7vn8Q/9P8nKSDy/W723zyQgXmRLjB4yvr3v/99fPDBB0p4MTWk0Wjg8PAQtVpNIVnkneFwGOFwWPnaGUnLU7AjkQguXbqElZUVdZZfIpEYq9JPcjuHZyFXltc0k+9WolqWpQYpl8the3tbCaRgMIjV1VWk0+mxgyUt6yTb/Z/8k3+CarWKu3fvotvtKgc5s/DdtMfEDC4CLpTvk22ZBHHQz+X3+7G8vIwbN25gfX3dGFjB3/JH9s0UXUTozG6cKLxkqK1+XTweRyaTQb1eV+2VPi9THyfBp9OSWyXKToA5QW6yzW7b6iQo3VpU01ql57VGnJ7L9kzz3Tza4EQS3tWhNjslwE27X1UhZmqPz+dDJBLBO++8A8uyVOBUuVzG0dERCoUCWq2WqtdJHzAr8/MzlkJbXl5GJBLB6uoq4vE4vvGNb2BnZ2dM8Z3nqckmOjds6KRdud1ES0tLeOutt1QFcCZmMrteEkOSWd6F0YksU0SyY1jybzvYzKnt81q4dpPu9/tVvtDv//7v480338TOzg5ef/11dZKvXZudTHbdsnOCEHkNv5d5YXxOIBDAd77zHayvr6vcj0gkgkQigVwuh0gkMnFOZjm2bmHCs1gH00CQJoY56b5p3nWR9DKZtj6Wk9YS4M6v5UYxuEil1onOIjzl/iQFAgFkMhkkk0m0Wi288cYb6HQ6KlZARhPS+mI6CGuYLi0tveBXvqhADZJnAlSkvjRpzpOwV/1/J+hFaksAjHCfneYr77FbjHYQqBM5LVqv13uuncyxNY2JXbukBaPDdm7a7tQfN6b+JJJJ0GynjEh0+x6fz3fmsR0MBq4b70bQ6+Q0nk7rSV/fbubCqT3TwIgkv99/rjVraS8xWc1uhL5prCchJKbnTzM+bviC0/3yehuldqZja/dup7bxO7f715TbNUlpl204T5ftZIJJQbEb26kqbEz63q7jTgtS14CdNGI7TcrNIJre+SrBAKbx09un+6XcjpFcIPqiM83ZtDAVySSg7ObzIrVYNwjAvNvjFiKcRG7GcV6woRNNswdnde8kIX8WmHdSe+wU81eF3MKqwIv7dZp7z0tOVrJbcl3bkC90Yvh2AsWuoXJRzWJzm55rt9j0WntumMK8YS03WqXbhWYHsUgBdlZBPmlu3Fropueel/R2yeAUt32b9tqzXud2jZssRKdn6ujFvAWz3TozXWP3v+lZbvfbpPe7YZROSvdFC6hJ1s80wsbu+fI5rxq57dfFgpQGcgMzzOPZXweyE+xu6Dya8HnovM98mX6FSe9+mW1b0CnNch6+7jzi/8/k6PNa0IIWtKAFLehVpJdueS1oQQta0IIWNC0thNeCFrSgBS3oa0cL4bWgBS1oQQv62tFCeC1oQQta0IK+drQQXgta0IIWtKCvHS2E14IWtKAFLehrRwvhtaAFLWhBC/ra0UJ4LWhBC1rQgr52tBBeC1rQgha0oK8dLYTXgha0oAUt6GtHC+G1oAUtaEEL+trRQngtaEELWtCCvna0EF4LWtCCFrSgrx05nufldLqnmzNlnA6n1A9GdFvdftpzliYdjinPtnJD4qykc52lMBwOX3ihmzOO3JzjJcntabP6wX3D4RDAyQGYTmeDOZHTPDi18zwnKXPNnue0BH1c9HU8ab24Ob9smjOmnE5fnuY04VmuWbs+XsQRI2c9LHWWpL//PGsWAPr9vgVMdzq3PLdNP+fNju85HXY766OXZnWkld3YThJerk/CdbNJ3Zx+bPeeSUJI3m8nkOza4oYBzGuzOAkm00nITgqB6d5J73XzvWlTnPfUVf15s2JI+hyb5tzNQaNODNlprOUcTVpXvJbX8/BIOzK1yW6M58ncnQ45PQ+5FYIvW3AB8xfSJl7pVuGZdFjppOdO275p7nfzzkl9IE08SdmyrImbynTPNIchWpaF0Wik/na6Vl6jX+v1epUWwnvmfaDjWem8zHvS9aY5cGsFyM9N2to0Qkm21807Z0VuT+7Vv3MaV13gSM0XMPfJaby47kejEXw+n+0+c7M23Cp356FJ75iFAHuVaN6Kq937Jn1mIielzXTdqzhP06AbwAThZZo8uYHtXjZJKyTxGbu7u7hz5w5qtRr29vYwGAwUXDUcDjEajRAKhRAOh9WG93q9CAaD8Hg8GI1G8Hg8eOONN7C9vY14PI50Ou34brv26P2eF0ThBiZy+txuEcprOC7ymk6ng0ePHqHdbiMWiyEcDqPX66Hf78Pj8cDv92M4HKLT6cDn8+Hy5ctIJBJjSoGuENhZ1G7GbV6Qk8nq1telnbBx2vidTgfdbhd3797FL3/5S/j9fqRSKXi9Xvj9fni9XiWIRqORUv78fj8sy8JgMBhTCJvNJjqdDm7evIn33nvPOM6SLpqhSjLt71nuj1eRoV4UzUpwuaXzzpnkjdOgPrNctxMtL6eXmwSY23vlZwcHB/jpT3+K/f19/PKXv0Sv10MgEIDH40G/38dgMEAqlUIikVDCzOv1IplMwuv1YjAYwOv1ot/vIxQKwbIsJJPJFxi323bJTar3d57wIQWx0zV6++R3uuAik/R6veq7Xq+Hhw8folQqYXV1FfF4HK1WC61WCz6fD4FAAIPBALVaDcFgEEtLS4jFYhOZqh250fS4jmbNvExKl9OYuREW3W4XjUYDn3/+Of7bf/tvCIVCWF9fh9/vRzgcVmNIJcCyLPj9fgSDQYxGI3Q6HQCA33+y9YrFIur1OizLwrvvvmtrfXEuTW02waPzUApMltUki9YNTOWk8JzVUrAbJxO9ChbjJIVqHnReK8xtu86qcE1ql2vh5XaCnQbErhPlchl3795FvV5HKBRCIBAYE17D4RDBYHCMEfv9fgQCAQBAu92GZVmo1WoolUqIxWIvtGGSNjvtRMyKdA3GafFOggnZPt3K8Hg86Ha7KJVKKBaLePjwIQqFAvL5PCKRyJhC4PP5MBwO0Wq14Pf70e12kUgkcP36dWxubiIYDCIUCrnu37Twsdt7pnm3nYDSBaYJPZD3WJaFRqOhxu7o6AiBQAD9fh8+n0+hBfybwov/EzUAgGAwCJ/Pp4TX8+fPUSqVEIlElKUrEY5ptNxZCQCdphFcpnZM85nbd8j7nYSgW9jYzbvmIejOq2yY2mWnbMzCUpt2zHSatDfdvMeV8JKb1w2eOqkhsuG0vD766CMEg0Fsbm4iEAjA5/MBgGKshGLICLxeL0KhEEajEbrdLvr9PgqFAvb395FKpVz1aRLG6uaas5Idg+F79O/svicz1NvJtlJbb7fbePz4MQ4PD/Hxxx/j8PAQoVBIWQzhcPgFJjkYDPA3f/M3GAwG+Pf//t/ju9/9LlKpFILBoLGdOpmYyXngkbOSHbTq1BY7ZadSqWBvbw/Pnj3DkydP4PF4cHx8DI/Hg16v98KakUoJYVmfz6es2VKphFqthjfeeAPPnz9HNptFPB5XVrid8HILgdr18yxk9xy5L0zr1E7wTtNOu37KsTU90+65bhEBu3dOuves5KY9Olyr82dTm6cl0zqW7bNri9O1kuzmxGkedZoKNnQzsNPc2+121Q9wEpYdDofh9/vR7/cV86XPwO/3YzAYoN1uIxAIIBwOAwACgQAsy0Kv10OtVlPQjNv2zMssd0Nux9TtRun1ehgOhxgMBsp31W63Ua1WcXx8jHK5rMYZOFEOPB6PsnR9Ph8GgwE6nY7yNfr9fpRKJTx48ADZbBatVkvNSyAQQDqdht/vPzf8cBFCzO1c2wmDRqOBfD6PZrOpID5uYPq59AAOaQ1L+JV/+3w+9Ho9lMtltZZnIeznPZ5Omv00+8vNvExrnc1S0XyZNE0fRqMRhsOh2vdci16vF+Fw+AWlc5IyMcnKtHuOk4UuDaDzrs+JofJ2jXEzqJMYc7FYRD6fR71eRzKZRDQaRTabBQDs7++j1+shmUwiFAqpn1KphOPjY4RCIcRiMcWIA4EAqtUqnjx5gkuXLtlqTdNoYfPc/CYGZ2qXXRv0BebxnAS3VKtVtFot1Go1NBoN7O7u4u7du2pRD4dDJBIJRCIRlMtltNttxONxrKysKMu20+ng8PAQALC9vY1QKIT79+/j17/+Nba2tnD16lUF26bTaXz44YcqQMbtmJkE80UwGx0qNJFdO0ajEfb29vCrX/0Kh4eHiEQiav2RQfAdTs/0eDxq7XY6HViWhWazibt376Lf7+PatWsKgtSfp7d/WqjlPGSaMz0oSIes7SwjuzZPK3ScrIOzQoVOz5n3GtWhYkl2/eKYUXlvtVo4ODhAr9dDKBSCz+fD1tYWcrmcY1Qr38/fJqtKf7/eXrv5m7Qn9P45WeqkqQM2JjVoGup2u2g2m+j1eopxmkxQ+SPfzf8lxNhutxV883XXvCYJLtJoNEKv11OBFs1mE/V6Ha1WC81mE61WC8BpwjH9h+FwWEGyMlBEJignEglEo1H0+320221lldFa8Pv9aLVaSrlgIILsw9dpHkwbSn7WbrdRqVTQ6XSUJSUtMP62gz8kmiBTOwaDAVqtlvLfyufZKTiTmMTLHPt5W30vi85jCbuhs84X11CtVkO73Uaj0UC/31d7NRKJwLIsFbXt9/sRCoWMgpBwtWyPFCiWdRJ1y2C6Xq+HcDisom5NbZsHnSlU3u47nSZZFdVqFfv7+6hWqxgOh+j3+2g2m/B4PMqa6na76HQ6yi8DALlcToUlA1DRXe12G51OB41GQ8FhEqaZ1E9TG+c18CZflV17THiyvLbdbuPRo0eo1+t4+vQpKpWKGp/RaIRLly4p31a/38fu7q4KlQdO/Dj03wBQcGA0GsWNGzewsrKCbrerwrwty0K320WtVkO1WsXdu3eRSCSws7ODpaWlqTVgneGeh5zW5TQwrKlNHs+Jf+vevXuoVCpjmxzAWHQhgLGQeX7HdkjlipbX4eEhstmsbc6jhFyc2qt/PisBNmmt2r3HjRJ2FuvbDaoy6f5XDZZ1Gk+nMfJ4PCiVSvjFL36h0l64rnq9Hn7605+i0Whgc3MTOzs7WFlZwVtvvaWCr6TlJN/B3wwgYlrNp59+ikePHqk4gxs3buDf/Jt/oxAFSWeZZzdjey7L6ywkB6XX66HVaimfl2WdlCWS2iwHS1pmDEmWzNayLPT7fYxGIxWhKJ/jRJMY3kVpkWd9z2AwQKVSQbVaRbFYRK1WU5ZQMBhEPB6H3+9HJBJBt9tFMBjEYDBQGli9Xke324VlnUTDBYNBRCIRRCIRJJNJpNNpxWzb7TaazaZixv1+H7VaDcPhEL1eb0woTzt28x5nO1+Mmw3Fazqdzphf1Q4lcLLCTERfLmHEadv+sum8AvIi99ksaJ5tPavCwb3Y7/dVXmGtVkO328Xz589RKBTQ7/cRiUQAAK1WS/nF5HqVQXIUbtzvnU4HnU4Hx8fHePbsGQ4PD/HkyRPEYjH0ej1EIpEX0nOAs83vpOtdWV6SzrtI5TPr9TqOjo7QbDZVFBY3v9RqaRI3m00Eg0FEo1E14BROo9FIBXR0u13k83nEYjFkMhljjtI02tU8oJdJY2vS/E0MbDAYoNFo4N69eyiXy/D7/YjH44jH42MLaTQaodlsYjAYIJFIIBaLIRqNIhgMIhAIIJFIoNVqoVwuI51O47333kMikUA4HEaz2VTzwkAa+rss6ySIgQsaABKJBOLx+FifpvEjzIsx6O+0E1p2cyOvYxAR16xciyafgOy/rBfJzzudDqrVqhKKdm21I5MgfpkCbpo9c9b26fvCjRVo53owXWOHMpnuu4gxdmrraDRCJpPBN7/5TRwdHeGv//qvUa1WEYlEFBIQj8dRqVTws5/9DIlEAvfv31f7nwhOv99Xz7558ya+//3vo9vt4t69e6hWq/j8889RLBZVikej0UC73UatVkM+n8dgMMDS0pJKYzpPP3W3kE5ztbzsmC6JG5a+Eym8eB+Jmj0XKTvE5/Jen8+Hfr+Per0Oj8ejAgnsIBg37b8IMjEfJygIgCotxACLcrmMjY0NRKNRRCIRxONxpQj0+310u12MRiNEIhF4PB4kEgmlWfn9flSrVXS7XaTTabz++uuIx+MoFosqconPAqDCvQeDgZpDJjZLLH0SlCQtlXn5Z6Z59jSQrZ40rEcf8h7pT9ThGRIjxHq9nmP7JvVjWqH8MmlW7XH7HDuBrgslUxCK6dp5kdMcyndLPjkajRCNRnHlyhWMRiMcHx/j6OgIKysryj0QDodRqVSQz+cRCASwv7+v3AkejwfVahXtdluta4/Hg9/6rd9Ct9vF7u4ujo6OVDGJQCAAr9er+DIRiWAwqKKP3fZV9mkaclXbUJIb7UYnO02Wmn6n01Gh8NRKJfw3GAwc2yeZAytu0Eo7iwZoEp7zorNMHhc3E4+r1SoCgQAikciYb7Db7Y4FBVAb4jhzARKu5eKPx+Not9sYDofodrsqgIOQAoMVgNPwXI/Hg06ng1arNcaATfCBHc2LIZxng+jwJwNWCEvr1j/v4RrW+2+qoCLbNwt/y6sGKc6D2EcyT+BUQ5eWrcnS1//nHOtKiPzOdN8sSYeap+WtPp8PBwcH+Pjjj3FwcKD2KIM2qHwOBgOFzmxsbMDn86HVamEwGGA0GmEwGCASiSAUCuHg4AB/8Rd/gXa7jbt376LRaKDb7SIWi6l1TySmUqngJz/5CdbW1vA7v/M7LxQymKSIn4Vchcrbkd0gO8Fc8u9ms4lSqYROp6PMV1pQxF0pwOw2tnSGk1H3ej3U63Vj6PJZBdI8LANdE3RjrUjB2ul0kM/nlfCKRqPK6iJ8ytJEHo9HBXFEo9EXTHFqbsvLy/B6vSpKUVpahG/b7bayfqXwarVaCAQCY8m6kpHLvl2EYjCJ3PiWgHH4qNfrjfVfMjoTtKiTboXJdujBRVJw2kFWbjT0i6RJa3iWRBi72WwCgFrfshoPmewkIaaPqR3PuCiLyw1xLXCdFQoF/PCHP1TRsDJnczAYqICrQCCAeDyO7e1tAMDe3h6azabayz6fD/F4HPv7+7h79y663S7K5TIAYHV1FdFodGytD4dDlMtl/PCHP8T29jY+/PBDLC0tjbXTSXk4a//nAhvqQsquQb1eT0XDEAIzaenUGDhRnBgAyqIgI+W1rLoxy000SwFmpx1P0pplG5gaIMO2+QwuRFlmCDiFGuU7/H4/otGoiu6UQocMmgJKWhx8JyEChtNz3PXxchq7ixZmTlCl05qlMkAFSxc2vJ+/dQjKaV514XWeMbGDxWZFdmN0UfPINU1h1el0sLu7C8uysLKygmg0qiKWTRYN72eKCXMgOa9SCDJXatIcnpfOKvglP5BCivzQsiyVL1uv11EoFABAKbXBYBDD4RCZTEaNG6F/y7LGEpwzmQxCoZAyLvgOWsDD4RD5fB7hcBjpdFoFh7jtwzR9P7fwsmO+bu5htQJGEkoIUA4885iYZ8T39Ho9+Hw+rK2tqWAN+oAajQaSyeQLAtHUbjuti++fp7ZlepfTmMrver0eKpWK8u+xOoNcxFJ48TnMqyOzDIVCyGazymKlRuv1epFIJBAIBNRC5aaWi43/M8eOuUoSNrObA7fCzS3pjNpOONm1we4aEqM3qc3qcI+8Xx53ovsAdKtbVqPX2zON0J+3tWU3X05K2HmUPtM8yrVHK6Fer+PnP/85ut0uvvWtb2F1dVUlkJvmm8KqUqmoddvr9dDtdlUFn2QyiXA4jNXVVcWE5zW+Tsfq6KRfw3VGISx5Jy2pjY0NbG9v48GDBzg6OoJlWYhGo/D7/WqPZ7NZBQUSPWGBcwpvCnKmzoRCIUSjUdRqNTx9+hT9fl8Fd7z11lvKv6633Y2gnjTWM7e83CxUObC9Xm8MMpT+g36/P5YIx/8lzCKtALko7YTWpLZfJJkgIrfXA6cWqayeQcGlC11dKNMi4Hd6RKZkvrLclLS4dF8PIV4JjU2zWF9VkmNJQaTDrvr4EmKV1f2lRWuCUeRzdaE4byXKLbkVRLqV40TnEcByLTKq9vDwEO12G+12G5lMBsFgULkQAIwFGbVaLcWsGXjQaDRU9ZNIJIJMJuPagniZZFKAZFIyML73mXJEAROJRFShaVpRsnQfFWSu336/r3zsTMEBgHw+j+FwiNdff129U6dZ8IG5wIYm+EQSmSK1HK/Xi3g8rko+Eadtt9sqAIDHdgwGA8RiMQSDQZUQR/Oe+Dej6qQlY9JmTZCPXV9mTZIxTdL+TZoLFyGjCGmVBoNBdTSMDIAhPECris/Vq5cHAoExAUTlgedYUYjRApFzTaFJ6BE4LR+k+4YuijHLsZUC2+4avS26xs9AFxmUIgWO/L/b7arq/BRgEoKS2nYwGFQl0uzaqLd3EqIwb5r0Ln1d2/EFt0iD/mypvIbDYeRyOQDAX/3VX6FUKuHGjRvY2trC1tYWdnZ21LW1Wg0fffQRqtUqMpmMSt7v9/toNBooFosAToRBKpXCysqKq2Lf8yJ9vnUlk20NhUJIp9MYDoc4PDzEYDDA8vIystmsiiZuNBoKeVlZWRkrbp7NZhGLxdQzm80misXimELMtU1hz3zS0WiEZDKJTqeDf/iHf0AoFML169dx5coVY3/kb/bF7jM7mhiwMY/NILV6WlKsFs+jJCj1qb0Sh2WZEzIDWRBWPtduc/+/RLK/EjogBKsHDOgLw8QkKOhMMK5+LxkIhZ3E2p3IZHVcFNmtabcWhYzS1O+Xv/m3LsT1z0mEY6cpcOxGKZs3TRJQbmiaNtutWaZutNvtMddBtVpFLBZDoVBQEbmMcq5UKspX3u120ev10Gg0xmB4llC7CJqWX0nUZTQajZUWA07XKv1X5A2xWAyxWAyRSEShXlRIee4c1yv3s0TLgFOllhYdkQMAqNVqCAQCqgCFCanQ6SxrduokZTekL2ipHVDzZ6Y2sVV2kEyBpYcikQhisRh+93d/F9///vfxySef4M///M9VhCIZqEyKI9TlBjo0WYcXzUz527SJ+bmEnngdx5JVMTwejzL3eS6aHFO5AOUxM/yev2nNWpalQuZpGQOnQTLxeByDwQBHR0cqfFzi7rrFJWleMOJZtPhpvo/H48jlcrAsS0VgSWc+/2d1gmQyqQJZaP3K8eYP4Slpzerk1tLS+zyr9ewEA9rNp9O7neaK35v4iERU+H8sFsPbb7+NXq+HW7duod1u4+joCOVyGU+fPsXf//3fY2NjA//0n/5TVV2GlWeYwC/rAmYyGXzrW9/C0tIS0un0TMfRRNPug9FohIODA5TLZeTzeRwfH+P58+d4/Pgx+v2+ShRmDheF0LVr1/DNb34TS0tLWFlZUb5xVs3x+/0qCZmnUQBQsGuz2Rzj32tra7h06ZLKwWXNRADY3d3F559/jq2tLayvrxsVLdJZ+MHMAjZMZp80d+XnZHKU3tLy4j2saRiNRhEKhXDt2jX89m//Nnq9Hv78z/98zJ/AdzlZFiY6C+OclyVqJ7ycvtcFG7VI6WeRpVp0Qannx8kkW0JdFHYMxec8+f1+xGIxBRFKDU1CtnyencbM9sjfL4N0pcDuGsLVDI7h53L9yTw6AMr/wmv1yDU+l1FdclxMDH7SGpy39TWNgDrLs50Est0+8Pv9Cjbc2trCaDTCJ598ok6+5skKrJ1KhZfPIdLDyGeekJ3NZpUAeNmk97nRaKBUKuH58+d4+vQpCoUCqtUqfD6f8vVJpd7j8SCTyeCNN95QKTV0N1Dp9Xg8yOfzKlesVqupoBgAqpABo5yDwSCWl5dVpKbcB9VqFUdHR8hkMur9bva4HZys07mFl5M0JemNoEbA2ntkhh6P54Vwz83NTWxubmJlZUVVzyiVShiNRojFYmNMlgxYT3iWbXAavGm+m/VidsL25d92460LKY6p/JwLS1pYOrTFCEHChkw7YGV6wg2EAQgXMrKRTnP9zDVTm+fNBKe9xs1aTqfT2NzcRK1We6EahlTWLMtSkA2tUV5j0uIZ8clTlO2sEjdjZIIwZ0F8nr6eZPt43SwUEdMzJGpgiuCUtLGxgVgshng8rnxBH3/8Mfr9PvL5vLJEUqkUNjY2kEqlVBBZPB7Ha6+9NhYm7raN5yHTeJreYVknh/jeu3cPz58/x97e3lh9UiIh3W5XRRsuLy8jl8thZWUFvV4Pu7u7KJfL+OSTT1AsFpXPi1bs8fEx7t+/r6K9gfFE/GAwiHq9jsePHytIlrxgMBjgk08+wePHjxEMBnH16tWx/pn6M+26neok5WkeLK/V76epToxfRrDoEXNLS0u4fPmyqlHI4pMAVGCCZOAUWoTE+Fy5+adZcLPaiKbnknTGpDMGE0kmCZwKLzJJGXmkW146bKU/l99RMBEmAKC0OT5TCi+OOzfPpPbbjcd5yE55mtYKtxOwPPvsyZMnaq3qRMiUEArTOJw2JyFG1qM8D6x6HsE3zfP1NTwraM1pr3LMpaWs30fK5XLI5XKIxWJIpVJ49OgR/vqv/xrNZlPVU6WA2tnZwY0bN8b6ZRdkZNe2iyK+O5/P48mTJzg4OFDn71HQ0pJiUEU6ncaVK1eQSqWQzWbVuYiHh4e4f/8+CoUCtre3kc1mcf36dRXg8vTpU2MeLpXbdruNg4MDVeCACm+v18P9+/dhWRa+8Y1v2Jbc0teL03zqNLOTlN3cRwZKGIVOQumTkQzB6/Uik8lgY2NDaaRkCDRTZYUN3bow5RjZDZoT1HIeRuKWTBCavlnsrtc3O4VHu90eqzUony2DPOiolWPPhUqBxEUp87xkoAbzwiYJLDso8SLJzXya2ufxnNSDXFtbUzmEEi7hNVx7gUAAsVgMjUZDjZcdfMroTUYbznJs5gF5Oa1HN/dOQmjsBLBekstJY+d7YrEYVldXldJ8eHiI//k//yfq9ToAqBqfOpSrv9vUnlmT07uo3LMg7sHBAfb29pQ/lcoro679fj8uX76MRCKBUqmEL774QvGLbrerzvxLp9PK8qdyduXKFQyHQ+zu7qLVaqljqxhWT+WYeZ2RSERZroxMpj++0Wjg4cOHKnJTNyjcjoNOZy4PZaf1mBaQhFPYmXq9PhZYwGvICIET38Ha2hquXr2qEuhYSJLagCnCzeMZ9yvY9UO3dCb1e5ZMZZqxle/X7zdVJSFc0Gg0lM9Qfi/ztyiMUlmlVQAAf41JREFUEomEytPiM4DTihIA1DlBhMJ4PZM76a8xbX5dyMrfs7YMTONl973T3JvWTzabVUgAE0B1BYn9D4fDSCaTqFarL0RvSX8kk2nT6bQqourUl0lWqxOkd1HkZq7tBJhp3qTGL++Xv+2QnmQyiUQigUuXLuGdd97BnTt38F//63/F48ePAZzMKZkyGbPOU/jceSgCduTxeMYi/yi8WIT74cOHuHfvnoJGyQ97vR6KxaIKY19aWsLu7i4ODw9RKBSwu7uLSCSCzc1NhMNhLC8vK4g7GAxie3sbt2/fht/vx8HBgTq7rt/vI5lMKn4RjUZRKpVQKBRUQV5C5AylH41GqFQq+PWvf43Lly9jeXn5haLqcnyd/tfpXD6vSZNpermM7CEz1De1pEQigeXlZUSjUQBQUW4MC5XaLBee9HlNav+rRm42h1QEpL8JOIUL+QNgLLnYJFh0Yc/P5W9JfJfUrvR2mSI97d49LyY7q+fJNodCobHIS6f3hEIhJBKJsSoDUumQjJ3nrZlOt5U0rRXwqqzxaRmTTiZFY9I75L28n8ra0tISqtUqSqUSHjx4gEgkoqwCWWYOOPUNmyJn540g6HuGVUGKxaI6jUP6IFkNh/cwepJBV1T+4/G4gqkZdckIQkYJHh8fw7JOayGORiNks1kl5Og+YKAL82vpk2QB306ng2fPniEWiyke70ZxncQLXZ+kPEk7NjElnShsDg8PcXh4qPIpAKhOSWHk9Xqxvb2Nt956S0XNRKNRbG1toVqtolqtjmlIZAI8TFFnBJM0bDua5tqzki6AnZgU+ywrBLCvhA2YE+f1elUZLVmwVFbH4LiZ5lvCsdJSoAUti/fSmpO5J+yTyRLj3/McUztIid9PIv2+ZDIJn8+HZDKpxpAWrHyuZVlIpVK4cuUK6vX62PcSsmUbI5GIcpjPiknOSxmYZr6cLFmT0iL3vn6tnabu1oKnYIpEIrh9+zZisRi+/PJLfPXVV/B6vdjZ2VHjTPgLgIqyJfPX2zCL9eukOMr10Ov18OjRIzx79gy9Xg+JRALACSrCsw7lIZKsdhEMBpFKpdR3qVQKr7/+uuIJlmXhiy++wNHREQ4PD/HjH/8YyWQSa2trCAQC2N7eht/vx8bGBiKRiDrHa39/H/l8Hq1WS1lg169fRyKRQC6XQzQaxbNnz/Dpp5/C4/HgN3/zN43K8lnIteU1zYsmaUfyWAk7KIzMkj4bGSEXDoeNJ9nK9+sVv79ONInpSBhOL9sk++5mzuR9Umjqm1K33PhuaqeS2cg6a9P2bR40CZ6Y5jlUjqjxSsapK2L0eenRalJT5vOozU6TpPx1I7fwvfShTrJE7d5jukeuSypinU5Hnf9Xq9XGytI1Gg0AUOHyiURirMzSvMhJURkMBigUCjg6OlJKKkvnUXnV4U6uN12hJEIl82IZLCetKZkvxnnh93TbSL7B9gAYW8888284HCKRSFyM8JKDaWf+u2kIN7ssZyQFjMRKWRGaofR8VyAQQCqVwmAwQLFYfMHfQIZpEl52FtQkuGEeZAeVSUvHrj3U2lmVn9qk1A5pxZqgU2nac3xldKGM0tTTD5iawIr29HXpYfK1Ws1oQTpZsbNmCG7nbxrLmuWdeHYa7yckxf/7/T4SiQS2trbw+PHjMS2acwicwOLZbBbLy8tIJpO2J9Da7TO7MZsHWuBWGTK1Ra5rk6Uk7ysUCnj06BHS6TSuX78+8VReEzytf07GS6iwXC6jWq0qGHh/fx8/+tGP0Gg0UCgUUK/X8fTpU/h8Prz//vtYWVnB+++/j52dnbkILr2teh+oFNZqNfzt3/4tPv30U7z++utYXV1V7fV6vWi1WspqDIVCyOVy2NjYwOHhIY6Pj9FsNlXiMc/qk2kfDNhYXl5Gp9PB0dERAoGAOippd3dXCTSfz4dKpaIUL/qBq9Uq6vW6KvybyWQUhPjjH/8YKysr+PDDD5Ur6Kw0leV13kmTmqnUyuVEMQhAVtyQ76blxeAA+RwpyNxaHm7bPU9Nyw4i1NsvrR5ZDkrvt17KSX+uzkjkWNnNi7xOWl56XhifwVDdecKCL4NoUUmlSpJcK0zkJoQjmTX/lhA3GYJbGMyOpoXTzkKT9oS+dtzAxFzXzWYT+XwewCkK46QEuaXBYDBWI1Wu3VarhXw+j0qlgv39fdRqNTx8+BB+vx+rq6svlF+aByRrsuLl96xjWigUkM/n8frrryORSKioSUYZcxwty1Iw4Wg0QqvVUpGA0j9FK8rjOQkyikajSKVS6jt5/Em1WkWz2UQ0GlV1VIn2MJCLVTiIzDBC3LIsVaaLfOs8NJfCvMBkrJvMkNq81+sdM1cpwHgffxgl4/V68ejRozFGzmRaDhhNVrvFbxIOsp0mK2hWjMBOW5RtMy1gy7JU3TaWdOE4smAsYRd+xnsJmehHJwCnJ1CXy2Xl0Ka/rNPpKMvK4/EoR62sPi3HrNvtolarqUPrnMbABE3Oi9xslknX0JqMRqPI5XKKCQCn/koqAIlEAqurq0in0+rZVDgAKN8Zk5MntcG0p+ysjIsip7bqe0WfX44bFZ/j42MUi0V88cUX+MlPfoJr167h7bffNh5rIsm0b03tKZVK+MlPfoJisYhAIIBcLqfmggKzXC7j6OhIJfcCwLNnz1Cr1fDuu++ORf7NUoBNsqjr9ToePHiAg4MDbGxswOPx4F/8i3+B9957D5988gk+/vhjZbEyiMrr9aJcLiMUCuH4+Fgd/MuyfBTcpHQ6DZ/PpywvphWwMr3X6x1LWeK9zPEcjUYqd44VeaQyTNgwGo2iUCig1+sptMFkmU+iqfO8pmEATlqWFF4SSpHHnpic4IFAAOl0Go1GY8wKIZTF8ExpJbhpu85E9Y0wL4bgtk2yPayVp1c2lyG+DJqQkKsMFNADBmjFMgBDfqaX4pKnKkvBxXFnUjNxb71Pss9yjVwU03UDGU+6n/4sQjXAi9a+TDyWDFa+kxGJpkok07aJz3f6ft4k1wLfaxJichz4u16v4/j4GHt7e3j48CFisdgLyIpTP5ygeD7/yZMn6uTxeDw+VquP+VM8IJd7gEyfe2OWqI5su9Na7Ha7ODg4QD6fRzqdRiAQwK1bt/D++++j3W7j8PBQKZMUyLQ02a9Go6EMBOkeIPF4k0QigVgspo5SoRJMH6SsFgOcRjMzZzSXyyEUCimrjdfJ8xaZh8ZSa3Ke5iK8nEhnQnYLzbIspc1LWIlCjB1mbobu7I5Go1hfX1fWgNRmZdi2STtyWiAmK2CekJfTRJnaLv/udDrqqG89gpALQfq+TIKYi40LigyZeRy8jxub2jEtPYmVM8KJli4XqJ4KYde3WZLdmjP9f9a2WJal8lo8Ho+qZC7fz2sovPgZFQpeRw1V+nXsrH27trht80VaZLq1RWEllSHJzPr9Ph49eoQnT57A4/Hggw8+wM7Ozhhj0yFIN/2xLAv37t3DZ599hkKhoMK/c7kcPB4P9vb2UK1W1Z7q9/sqyKZWq40pgwDGog1nOZ521iLf0+12sb+/rywWeX00GsXKygqq1aoqIEDIkIXNfT6fOjwynU6rgtGmlJZqtaqOo+LapHIcj8cRDAaVv9vr9SrFi4JqZWUFkUgE9+/fV/lmhBiZXlMul+H1epHNZsfGc5oxnUlh3kmWlpwEKby4eIHxM5AAIJVKIZ1Oj53aCwCRSARra2uqYKS0MgiN0WqzEwx2ZKch6t/PmuTmdoILSd1uV2046RukJUtlQNYflNVG+HzJQAAoZiutOEYcSYiAwqtaraoK3dTMaK1xfu36y37p/ZwVTbJEzkoSAaBfoFQqvfBOaqE8jVe/n/PMk2hlQV5e52atzhsZcHr/JNRA/sjEeAp7WgnFYhGtVguPHj3CgwcPsL29rYIkqLzqKIEb4c423r9/H3/xF3+hcp1isRh2dnYQDodRLBbVXup0OggEAkgkEirJX0bgES0yQaKzJI6XXAO0vAqFwth5ecBJvdFcLod8Pg+/36+Eksdz4sMiQsAk45WVFcTjceWX0hWvWq2m9jwPqCTEyHwv7nHmjRH18nq9yOVyiMfj+OKLL5DP5xGJRNRRNJVKBZZloVKpKN/XWcdwauFl0lSnhRNl1rg8G4l+q1AohCtXrmB9fR3JZHLsPTT3qU3oDEP+njXNy2Jw80w5wfKsM1nHUUb8SUtIj7qUcC0wfmp1r9dTp6lSU5bluvhjWZbSosiMqKVJbdpOo5yXIiDfIX87XXOW59IJzeowcozJPGTKh1SmZDK+zLmbhi5aWNm1QVfu+D/XIbX4Wq2mapJ6PCdH9xQKBbWGybCTyST8fr9SmuRRHbobQR8Dtod749mzZzg+PsbDhw+VkrWysoJoNKpOEeYzK5UK6vU6lpeXX6iCzr1Ur9dxdHSEaDRqe2joLEgfU91Pzc/z+TweP36MO3fu4Ne//jX29vbU3geg4D6WHstkMkgmk8qy5EkHdLXwHC6OPSFDCkDZNq7/wWCgfFZUTJ4/f654AQWlvD+Xy2F9fV3Bn2dVBFyVh7JbJPpndtdIy0JCfB6PZyxTmz6XYDCIb33rW7h27RrW1tbGns9yJsfHx8qcZVt1K8wNRKjDipP6P6sFq7/fyWTm+HGjsXYZk49lRRHCe7KsE++XCgPHQAbKMBKJwtGyLOXc5X0yrJ6nsnKBsxQVn8forIuwXqd5vu5z0aEtfqY/VwpEavCsnk//Hq1/MlCOsd/vH8ulkYqFrIbipu1O/8sxkOt83sJOwoJ832g0wrNnz/D8+XM8efIEjx49Uvu30Wjg888/x2AwwK1bt9Rpv8vLywiFQmi1WqjVaiiXy4hGo+qIDxN8KMeC0YqNRgN//dd/jY8++kgpE4lEAjdv3lSCi0FNfr9fFai9ffs2bt68OZb2QAg+n8/j3r172NzcxKVLl+Yyrjo/Iq9kYBSF13A4xMOHD9Fut/Gzn/0MP/3pT9W9XE88ZicSiWB5eRmDwQDxeFzVIGTZMmld0iLu9/uqZBTvkW1jygh5BC2vwWCATz/9VB0pc/36dQVTplIprK6uIh6PY2tra8w94daaljS3aEOSabNxUCiw5OBRW4/FYkgkEi/keNBpqFts01hbJt8W8PIgmEmkMyM92ZJQHfDiicfyb9MY6QmNJEJ+ZEiyDcS2CUdIYUdhaEqW1Nv1MsfZyYqepERQ6Oih7bqfR/6vw9j8XrfKnN5/lj6SJsGQ53mHFCY6tCcFN2EmXifXsK4YtVoteDwnPilq7tKFoPdHQtw86qNYLCq/MK0lPp9KGcPH/X4/4vE4EokEUqmUslp0RU7C4RexfjmGkUgEGxsbqh/0zbEM09LSkir+AEApSOSr/JE+a44b/+YRU6y6T/7a6/VQLpfHeDHXLPNy9dQYn8+njmBhAEgikUAmk1GpTiaFbRrlduYnKZssGcmsvF4v0uk0crmcCutk0htD3XkSKEuRcLHTokilUkgkEmNwgywqO20f9HaaBnBePhQ3UKQuhJicTO0IgFq0FBjSuuV9ukXKa2W+i/RtEcaVY9vv99FqteD3+7Gzs4NarTZ2lpDf71f3yE1uGtuLEmJyDCYpLpOewWuZ1yJ9fbyGGiXnhn/LnDwKLSaWu7W8Jo2Z6ftZrdlJSITeJq/Xq7T83d1d5S9luDXP2MrlclhbW1MRtPV6XQVPfPzxx8hms1haWhpLvdA1dQYBFItF/I//8T/w4MEDFRxDXkJUgNBWvV7Hs2fPUCwWEY/H8c477+DmzZu4ceMGCoUCHj58iH6/j0KhgOFwqJKBpc9p1mtYfw4Rle3tbfzRH/0RWq0Wnj17pvYgBf76+rqyDOmvIyLA8SwUCspaooABoPpz7do1bGxsYHd3F7u7u4o3t9tt/OpXv0K/31fvW11dRSqVUs+l4sAI22w2iw8//BBvvPHGmFuDf+sRhvJvt2M6d8tLJ2oRtKp0TBc4aTRzC/RNTW1AQmXSqpg3LHURNGnyaKlKKFFqUrxGF1RSCZCfAaealFxAEl+XbePiZxQRhZoUDnZWl9u+z4omWTTTMB0dCtf9VZIpSGvLBA3qltfXlbh/dT8ffVRMwpaaNn0shOPo0Kc1RCWWgozH9Zjey3d3Oh0Ui0VV5bxUKo0lf/P9vJ7JyoyaYy0+WgY8h42WmsyLvCgeIy33YDCIbDaLaDSKdruNZrOp2iErFe3v78Pn86lIQO5jQo88KokCRFr+dgnz3N98BgAlHKXFxTli4V8G3U1y0Ti5FZz2p+sjUewsBCcrxfSMYDCIN954A9vb27hz547Cdek/YbXjdDqtHHomfxDDuhnOykVPK8GpD3ZtdhqoeUKLcpG6sUzkQgkGgwoG4SKlBaQHbPA5ZDT0b+VyOVVeiodI0uIl7EOYBzgVdIQidOtMQhUyNNzUD9Pviybp83J7LX2KMmCDjJtVuhkiz8hEjpkUcjLgxs277Uhv+zzG0oRQWJaFw8NDPHz4UEWjhcNhXLp0Sfmq4vE41tfXsbq6ina7jS+//BIAFBy4tbWF1dVV7O3t4c6dO2g0GqhUKioRPJ1OqxB1jhOZ8MHBAb766ivUajU8efJECSUJT3m9XtTrdWXldjodlMtl1Ot1VSbqww8/xD/7Z/9MhZTLRN94PA4AqlrKvMLlnZ4n3SWvvfbaGMpElOPx48cYDofq7C55xl6r1UKxWESj0cDh4SHW19fx7W9/G16vF8+fP1d+dCZos3jvysoKGo0GIpEIms0mjo+P0el0UCqVUCwWVVX6drutSlRdvnwZm5ubY4n3JO4Ru8opdjzCRGcK2HCiSdcSLohGo4pByirkjGLhj+5PkESNCoCaTDvfl9s+ODGxWWpd+nvsBJipDdQEZYY8Pydz5HhKh6jsgwycobADTn1ddmWi9GdJh6/eTvmjzyM/c9K6zkLTwLvSX+OG9PnSCyBzvCm4JGwoD/zUnzNJcTK1+VUgzj+ZHk+Mjkaj6gRfjhETYFutFkqlklI+WSMyHA6j3++jUqmoHCPJC7heOVa0zkqlEp49e4ZSqYRHjx6pvEPeR+WCwU0MSGCJJPprEokEtre3VWSkRIEkDPyyCn5LZcdUHNjjOck3ZGUMCmGSDKhot9tIpVKIRCJqjAEoi5QRoDygkrlhrGXIsRsMBmpdy+RoWl1OdTqd1rHbNT6Vz0u3qEwbzs46MzHPWq2Gg4MDdXwHw62JbTMaSCbaynbIQA293JHOENyao9QI7PowK03LlNTqRFLbpRZFBYDMkblFlmUpSJabjtYZcCL0A4EA6vU6ms2mKnFE57TH41HXttttFU3ETUuhR2c32yYrpHPuqJjYKSF2/qizkskC0eE+/f1OY29nrUt4UOYBjUYjxONxpNPpMcuLeTVMK6BlOm2/z4IAzMM6kBZ2qVTCvXv34PF4lHWyt7c3dubZkydP1NEZVJiYX/WTn/wEkUgE+Xwe8Xgcy8vL6jlEX37605+qEHrLspTgqVarODg4UCkeMpWD0bOsqyfXL5UIMu9Go6EsEPp5yJNIrFghK8fMA4nRyaTgSUWdSmwymcTNmzeRSqVw584d1Ot1xUe3t7eRTCZV35LJJA4ODsYKbgMnkC6h13K5jEqlolwEXq9Xhbx/8MEH2NraUuW0eB9wWvBXttXJCOE10+6FMwdsTDtZJr9Jo9FAuVxWMAsAhblyc0g/gd45PkdaXXqFDbf9kwxKF7bn6bcd2eG/8n8TrMaNy6rtEq+WZZ2kxcXERTJYmREvk8XpDwCgmASxbuA0kVxi6LyOzFzmltDHoEdAmsZwGovpPGR6vwla1tsm1wfv59hLS5hWBisRcPzpqwAwVujUxPwmjcWrYHlJAVav1/H8+XOMRiNlbZExcoxYaZyKEo8c4TlQzPFitYjNzU1l5XQ6HXz11VfqDCmuOY4h4TEeKcO5kpUoqMTJvEXgNBeq0+kgn8+r50qhJ8ujyRQIYPZzYWeVmHiB9DECJ7DmpUuXFHRNITIYDLC8vIyNjQ3U63UUi0V4vV6USiX4/X4sLS0pwU8XTqFQUBX4E4kELl++rELvh8Mhbt++jffffx937txR/sZaraasb+kfnCS4ZH/0yFsnmsrnZRpkN6RDYtQU6JPh30xyo6ZvggDl/3T4ksHKcHF9kZra4waymtcidaOJmD6jICA8xaKlNPdl7oR0NPM3BZuM/AGgGM/KyoqCDWSILeuRyVBhQgbyGlpiZNy05AjfTBrLeWiw08ydE9OQ2jswfqiknBcKLAo2fg68KLhYxUD6UZwUpvNCLechO0HLgw5lebZmszl2r0xapzuAz9H3P8sc8XuuLzmuEsHhZ9KFQEVMHt9BgSbLInE/sH9cqxS8MthmY2MDb7zxBnK53IWMsyQTxC192VybVJw2NzdVMV0GalAQy/d4PCf+7Wg0itXVVXVmGfNto9Eokskktra2MBqN8PjxY+Ufq9VqSKVS+OCDDxAMBvGTn/xEQYjtdts29sDUN87DNOiWo/DSN57eCCfhpjdO/s3FysVB051OWJrmusYutRLpR6jX6yqCie2WByU6CVqTuar/rWs9k/rrhuxwczuIChiPMuRGjsViY8cP0KFMYS6VAD0kXuLnw+EQ4XAYm5ub6HQ6qFarYyW36IOQsA8jxCi4GAUlD69jAAjP7pHjrY/hLHwJbhj9eYSZfIe0/HUIh5os1yTHm0yVYyvLQ01Lbjf6rKAt/Tl8P0+B5mkH1N6l8kPikUbyeYwalkyPUW26UqCfZsx1Tb4CQI0vlS0ycVpUEtaS8C8FIfkK+RPn8vLly/jGN74xUz6gP2cSCiDHXf5NRSgajSKdTuPKlStIJpPY399XB20SCuXZWux/LBZDOp3GW2+9ha2tLQyHQ+TzeeWXTKVSuHr1KgaDAX7+85+rKNBSqYSNjQ28//778Pv9+PM//3P4/X6l6NqVhzP1m/2YGWwoHw44b/pJ35kaRcuBi5GQFj+TzEwXKBRehCn4mcyZ0aPs3PRRb6+dJv4yLASd8UlLTD5DBlHIvlB4kQHQ98XxY6CBbm1IoiBj1Q1aeRSU1LbIgEwVT+TYul1fs6SzWNMmhcLUdp2RkikyIlOHCsksJUM2tVX+b2eV6+2ctzUmA4YIT8njjOS6khCXznyl5SQVKn7Pd0mGq68n+UzyDq5lPeVGIgE8q8vn8yGfz6v20F8mz/2S77iItWqnxNq9m8Eow+EQ0WhUoR5MSwCgKuHwWeS3MjyeuWEUcsPhEOVyWSE7PAWZEc4MjuH80eK1ix8w0VnW6tQ+LzfMexIsx+8jkchYVApP42SYq0wA5X1SW2OofKFQUPfLhTlp4NwKY6ndzIrcQGe6tUlnKzVH+UMtUUYRyorxcgyp6RMXp5YZDoeRyWTURjYJxlarhePjY5WwSGuCwkoecpdOp9Hv98cqI8ix1MdAWikXQXbMYJJwZR9kRQgGpfBHWgj071Ablc8Jh8NIJpMvQGk66b4DHTFwEmizIr1tMkmWdQhrtRo8Ho8q58TgCAoDtosWGJUfy7LGFCmTkGN/dcVMQrV6+1gtg0d0MP+JqQurq6uIxWLY29tT4eWs6xePx9X7dFTgIvmB3fU6jxoMBsqvyHJbhPkYgUnLixQOh5FOp5FIJBRqw+TttbU1rK2todfr4e7du0ooXrp0CV6vVyWSs/ZhOp3GYDBQ64BQr0lxncU4uBJeZ7Ey3DRCLjxeL8OPJwlIJjJTc+PntD7sfF5npXlrspMsEWlVyQ2sXyP7r1tE8rn6opIQGDVpnVEw1JYMSAZxECLS4dvzpi/Mm+S8TqMp6s5ljqdu8ZNRU0kwJX+flS7KWrUj7sNMJgOv16vgQiozOhIg26yvSzluugJjsixJVNB0mErew3Utz8Ajj+Gc6EFIVAo5ry97rHXS+RGVBBmowjFm5QtaXjK3lvuWFevr9boKfGFCs3w++QGTofP5PBqNBsLhsLJiTaiQE51lbKcOldcHTPdfuJlkuRjYSS4qKak5EKbOBYNBLC8vo9/v4+nTp+r9DPdutVpIJBJGDcWun24F7ixIf6fT5tTvo49JRj3JiDfLOj12hnMjhV673VZh29KR3ul0UCgU1MF19GPR2Us45fDwUBX7lEyBGhcZNeEy3Z9zEVYCx8rpXXIu9Xmd1B76amXpG0a96fBYKpXCjRs3EI/HcXBwoKBf/RRqvtfNGrWzXp36fV6ya9f29jZ+93d/F/v7+/jhD3+IWq2GYrE4lurCYB4p9GUQDwAFnzKqTfZXb4OMZuPfFF66ssRQcCYnA1B5eKVSCfV6Xfl0+U4iCrqiN28h5qS8mq6VSnur1cLe3t5YlRJa/NeuXcPrr7+uCvXu7+/jiy++UEhMo9FQp0z7fD5cvnwZvV4P9+7dQzAYVPDq/fv3UavVkMvlkMvlsLe3h08//RTValWdcM9IWwoxU9/c9tGJzlQe6iyaqonIAIAXIUY7bV3eK/1jJi3EjeSfRtPW23lRpG8cOT46DCe/o/Yox0JqlHpEJwU//TMS8ycxIoywmCwho0c1So0XcO+/mTfZCYhpiExYT+Uw9YdnRElHuYkpmtrJdznRLPpzVrKsk8CdlZUV9Ho9VcuwXq+P5ffRkgcwtmbslAbyBdMepoKgowwyMEmOKd8toUu6Kjwej4pA5P8ygIPtlRGJOr2MsTe9U7em6F7gfmRFGI4tUzfa7TY8Hg8ODw+xv7+P1dVVrK2tqb0uo2N1vsLapsPhUNWbNcH+8xijicJLbjI7KM9JgzU9jwOxtLSE1157DZVKBYeHh+oaLjJmxZvwZlZTZjkantRJ5ySPsTZZi3Z0kf4Du+fZjS+tqVarheFwOHbcAaGOdrutAlgYecQFywXHqC5abfJIGmLmlUoFe3t7Y6HvhIJ0SEcevcAAEI/Ho4JL2KZJjHhWi1t/j65ouWX0OpKgC5lAIIB0Oj0mkLhWJVMFoMLh6RiXhV0ltGrXBqd+mq67SIWAFnk8HselS5fwB3/wByoPsdfr4fDwEJVKBc+ePVPli+j3oyCR5cbou2KSvIT0nKq4yChGBhIwAZ+nWJC5W5aFYrEIj8ej0hQIGTIIbDQaKfhse3sbmUxGJZ3PezynJc5/tVrFl19+qfx60n/HKiRUOCUcyOOlgsEg1tbWkMlkVHTwaDRSQRqRSATvvfcewuEwPvroI/zn//yf1d7P5XL4xje+gcFgoBKkaWnPaz26yvNyevlZmQ41tqWlJcUguYFl6Led9cRaX5JZS82OGsYkv5nT5+fRhqclN8+TfgSZEGzybfE7vUIJLS55nY5pt1ottfjYNl2jlWOj1+iT1+sFl+3gL7dj4JZ0IeUEWbhVcOT3TAeQkKipf5Z1WuWEgl1C4fpYOq1JN0xgXuvT6V20QIPBINLpNCzr9By4e/fu4ejoCM1mcwwytbM4uW4k9Mrn6RaVbAMFlFScms0m2u22KstFwUmligKUEDcRCVbWoDXGXKezpDPMg+zmttvtqtqDMgWGwRXlcnlMqeOebTQaau9SSHF9M+CK53q9++67WFpawt///d/j448/xurqKra3t7G6uor19XV0u1189tlnyh1xFnKrYJ4JNjRtkGk2DSGXXq83duQ0Fyox8mazOXaEuiSfz4d0Oq0YLH1AtA5okZkE0cuCWCTpmr1b4TUYDFR+lwzp5UKUi5PjyUVEISWFOv1SzWYTxWIRjx8/RqVSwdHREfr9vqoI3mw2xyomlMtllTtSrVbVIpeRTMBpgqkdo2Jb7aCzs9K01oiuqJmEhZwzBinE4/GxdAGZIC6ZO0OReb+0GOgfcGtpTdPveZIcI33/05rf2tpCJpNBNpvFtWvX0Gw21QnKFGSEt5irKZ9Ff6KMKJQuAxKhWTmOXHtU9CigarUafvrTn6Jer2N7e1tBnbQiZbHrUCiE999/H7lcDpubm8ZxeJmwrWwDlc9Op6MiN1mxn4UcaI1xr8qx5XNYEHkwGGBpaUkJdFpjPNQyl8shm82qE0KYo1upVFRU8sHBAeLxuCpu7IbcjqXrgA27RXoW4mAxskWeE8OFQAsglUq9cD8XWTKZRKvVUpoZmQYnjbXVJGN0wyDOCzm5HQM7hm33LloyhGlY1oaBAtIBLoUTBbrU/OV4M9iCRU6r1aoqlcNxaTQayg9AJs2QeX7HMkhSiXCq8v+yyCQsJwk7/XtWldD9WBIy5DMkEgCMV9ngvLhJD9Dba7d25kV2iiD7K9ceLf/19XVYloUrV65gMBigUqng6dOnYz6ZSqUy5irQK2rQRUBrgFX6k8mkUtK4J+TekJU1ZHsPDg5QrVZxdHSEt956SwUj6EURGBr+ne98R1XV4L6cJxymk2ncqeTLz6XwAk72vhQshGZZB5InSciCEKPRCOFwGNlsduzdwGkqEosvLy8vK+g8GAwqg6Ner6sSU8fHxyqIg23V16g+ljMRXqYBnERODF4yQ4/nJAprfX0dx8fHqFQqauNLCIzX6p2jv4amvAnC0HNGTG3RoSUnbXuWJDeKXdv0NlJr8nhOC6ByzPTETqlRMTCG+D6TDCnMarUaRqMRDg4OUCwW0Wq1xt7LCEUAyrcGQEVkEZqh8CIT4vUydFcnk4J0HjKNpd1c6++cBI/LdSQFkmTe0gqTgSryiBpCW0zm1Y/ZsFO0TJaOE00SwLMku33G77gvI5EIcrmcgvYsy0IqlRqzxPgj1zETjaVFQUuA19GFIOFyk6CJRqN45513UKvVsLW1hWQyaYQx6e8hgiN528tWwkwKLivBUzEgDMhiELS2mINHy4tKRLlcVsFYvV4PsVgM2WxWrVefz4enT5+q/L2lpSVlpdIfz0NynVJkZmUEuK5tyAHj506TpzfOTiisra3h9u3bAE6qTstQVzI9O5+XNIlpEcgQXN0fIbUUnWGZmJrdOMyKAegMys2YsvyOz+dTeTVcIOFw2FiOhb4AWaE7Ho/DsiwcHx+rhOTHjx/j3r17ePbsGUajkQp3JexIbYpnLZH5MDCEWm8ymVR17SzLQrPZRCwWs1VC7MZlViQFi0kY6O0wzQv/l9czQIA1+ahA6LAhGasMjJHtCgQCiEajKqjGNBZOa27Wwt+JnBSQSXPJvZlMJlXyL0mOFe+z25fy96S9qM8Z25NKpfD7v//7LzzbtDY5f3Y0qzE/K6Il76PVyfJOALC8vKzWGPdqLBZT7gIqn91uF0+ePMHBwQGOjo4QCoWwsbGBd999Fx6PR/Hig4MDxRN4hAzLcPGMNKJBJh/lWfpmR64sr0lm3lkpEomos734XC5yUxKuqVqErNXHz2Swwjy1zVnTJOiq2WyiXC4raEBq/VJjlYuGkVTdblf9T8upWq2i2WyqH8IMo9FIWWkyHJzt0eFJvouQBDUvEt+tkx2EcJE0rSbN6+W60wWIPMyQzzXBUsBptKZdeaiz9GWa/lwkybFzEkyAO4XRiQ9NsqLlWVPnQQUuar26mU9GwAJAq9XCaDRSe5jRhLRcCXsTtm21WmpMKJASiYQq0EsXDHMTZfUj7mPmyxFJ0CskuenjNOM51yNR7CwaNnJ5eRk7OzvY3d0FgLFB5tHe9JdIXwsFmCycyerqtEKI9U5iTiaBYbKG5rVIdc3e7p3D4RC7u7v47LPPVOBGNBpVZj2FGEOUucik5ighRACo1+vqiAmG1L755ptjWhlzvfh8piBQ+xoOh6pYb7VaVVn6hDc9Ho/xEEa9/8BsCvNKqI4/dtUaeN0kKE5ajXwmYVhZF45+GmL/hE4ZjKALNOBEgWPlA1Mukc6gJ21wUx/mDRdOGjf9M/42rX35XHmdyRJ2QobsBI8boWh3/zwQGDfPmyS4pEV5+/ZtVCoVVTSbgV08J5Hjlslk8O6778KyLDx48ADlchmPHj3C8fExDg8PcXh4iOFwiM3NTSwtLakjUYrFolJGLctSboRms4mnT59iOBxidXVVlZ3Sk5WnGbeZWF5nJdPikp9RyHDj6oLKVH1A/s8oIulL4OeTorfctHeedBbsXC4YalYyr4qRVEwyliHqvF+OEyM0yVh1JiFD3aXlIDVoWUqKx6rLYqY83+dlWQKTxvms7aJQlIqBhAt10hM97Z5javvXldy2/2X1061Q+LoQa8MCQCgUGvMdch8zGCYSiaDRaACA2q8SBeB6ZD1VVvunYsqxkfULuc/Jl93yuLOO89TCa5IF46T56d8tLS0hmUzi888/RzQaVWGWhLao/ZNoaQGnRTd53Lj0c8nK6JPaMMkaMMFj8vNZktMker1ebG5uotfr4YsvvsC9e/eUcOj1esjn8+h2u8b8Cr0PFFR6dQzZBvpuKOAkBEA/DzcCYchf/vKXePDgAdLptIoGYySXbIfUZGcNddlZb1JxslsL0rrSSVoA0oKVG51J9XSGy2K7jJrTA5H0UGW+ywkqk7/lPXZ0EWtWf8ekMebfduiM3WdOlt5ZyG6v27VjWmjrPDRtX2lNHRwc4N69e+j1emg0Guj3+4jH44hEIiiVSsjn8/D7/fhf/+t/IRAIYGVlRUGG6+vrSCaT2N7eRigUQrPZRKvVwrNnz1SbgNOIWfrQPB6P8qWzNB0Dt2Qkqh2Z+PKke6YSXpM2iB0EZ8ekWFg3Go0iHA6PnfypW136QpdJyoQaCeOcNZnQacPx96w2ziRGbro+Ho8jm82q00yZbNlut3F4eKgSQ6ltyR8+g/krPPtLYv+yHYQWZf096Vu0rNMTrPlTqVQUXBgKhRCLxc5sBV8U6ePuBCVJouChlikVK4Yhy6N+nKwrN0xctvNVG8tp98SkdX7ePeakhJDslFYTnzoPpHdWcuI5dnyKVeMZ/Us0i9Aeq4bwxAhaYABUjpw8cYL7utvtolQqKZ7BghBEXZiWEI1GlSJsKtk3a3IVbThps0yrJer/Z7NZ3Lx5U5WJSqfTuHTpEjY2NsZKssiNTuGVTCbx9ttvIx6Pq6TR69evO2rgev/c9GfWk2DyYzhZhR6PB1tbW8hms1hZWcH777+vEoTr9Tru37+PZrOpBAgVAIbPUtjIemV8vjwPTd8YerQnP2fUIgBl6eVyOVUmaHNzE+l0Gqurq0gmk2oenfwGOhM/D+nvsfN72JHOAOUzLMtSieKZTAY7OzvIZDJoNBrwer1488038dprr2FlZQWWdVJJZn19Ha1WC8vLywCgrN9wOIxUKmVUuOzG6lWDs9zM2aysPzcWptO107zfSZDNew6mQbBI3KvJZBLf+9730Gq1lKJaLBZRq9XQbDZx48YNJWRY7IGBXURZGHARjUbR7/dRLpeVL136wJeXl7G+vq6OUyLf9fl8WF9fVzU9J5G+v9yQK8vLpMU4CaxJC1VOgmVZiMfj2NraUswwnU5jeXkZmUxmrC6evJeabiQSwdbWFgKBAHK5HJLJJDY2NlwtUjvNwAmSuQit107bymazWFpawubmpip+yoTLRCKBWq2GfD6PVqulTHZat0w/YM03/k9GTE2JzlWJXwPjfkgGi6ysrCjtzuv1Yn19HfF4HDs7O7h8+TISiQSWl5dfOGBQ76eE0M5Lk2BgUxvkb1P7TN9RKUgkElhbW0M4HEaz2VRVJS5fvqwS7Fk2iXAqk/P5nXSkSwE+SwY563XrpFU77R83cJCp/2eBleZB87YmzkocD0YK3759W+0tVoPf29tTkbC8R95PQcfgjmg0ikwmg8FggGq1il6vp5Rj+nDX1tawvb2NWCyGlZUVlbcofcFuadr5nKrCxjQalpt7uFHX19fx7W9/G51OR0XKbGxsvBAxaNKE/H4/dnZ2sLKygmg0qg64nNQ2J6b1MoSVJDfV8Jm4uby8jHg8rs7W4XlKDNhg0iYXsSkIQy/Bw2t1ks+g5SWZbiKRQDAYxNLSkjpQVMIHbnHvi2ZKJmbp5Pfg316vF7lcDt/73vdU1CYAXL16VY2Bx3OSUL65uYlwOIx/+2//LRqNhvIT3rp160xWld5mJ4HB/2c1rtP6L0yKr10/J/X/rH2YldCZ1LeXQSbIWVbw8Xg8yOVyCAQCSgk1EfkCiz8wjmA0OjlYlhU8ZLm3eDyuogoptEypEPMQ+p4JZrgl/jYOkhs4xg3GLX9MfgCHNjq+7yzQoN5Pm3eca9WORiNLb58UHCYN3O6VHDf5HD3qzTSmMjnU6dnyfvkuXQHQr5XPtauabmNVn3lsOa7yeXpf9DbI790IUB1KlAEY/Fz+yLXNMScDkGWjnNpm9900MNp5xvX/Ps/4Mrfjpn9vZyXbXWOaT7fbcNJ4OQklN8rsece23+9bTs93S3o/TUoMPzMhHZIfSH48zbvdtGsa8vv9xgdPVWHDaWHJBk7TSJ3hTUtuNst5JP68IQI5qToDcGsBmsZOVpKXn8lnybGZRnjZtWEabfosa2VamtQ3p8/dKA5OTMDufsKyHC85T5PmwPRcJ5qHtntey8MNGjPN59O814ncjNUklGZWdJ55m9bqNX3v9Pks2jArmjpgQ248tzRpwZ4XppvEYO2Y9DQw1bwgLd0S8nhO6+PRWpHM0S3T14Wi3aK1s6bkdboWZxpj3QJ3suhM7+bfsxpfva26QLJrl9OmNY2F0zvt3uXxeMZ8iYRu9ffpz552nZ5H2zWRUz1Op3bIz2apTM5rL07aVzrSMU+aZHk6fW76jp+Z1vE01ua0yqe+H+yUu2nm19FDPo0mPU+6yMXyKtM0kIyJXuUxdBIKs6Z5aYLTtuE82q0TzduSneYdFzmvTu//f5nO0sdZ7oGXtZ8cfV4LWtCCFrSgBb2KdP7Y5AUtaEELWtCCLpgWwmtBC1rQghb0taOF8FrQgha0oAV97WghvBa0oAUtaEFfO1oIrwUtaEELWtDXjhbCa0ELWtCCFvS1o4XwWtCCFrSgBX3taCG8FrSgBS1oQV87WgivBS1oQQta0NeOFsJrQQta0IIW9LWjhfBa0IIWtKAFfe1oIbwWtKAFLWhBXztaCK8FLWhBC1rQ144WwmtBC1rQghb0tSPHwyhNR9XPgkyHRjodSma6f9p77J5jd0qt3eF//C4QCJzrEBt9bOd1Jo7TYXN2By1O+6xZEZ/v8/nO/PDBYDB2nLrpYEynAx/t1pTX631h/PidPDTU7hq+n4dO8h553hXbqV+jn/0ln6uf5ux06Krdcepuyfq/D7qoM9fcrrd5tWcavuL1es81tvq6nUROB1DaXWvqjxMPnvQet22Ylj/rz7UbW0fhZSKd6TkxXzuGeNbDJfWTWKc9zVPeM+n0YCdm/nU6yM3tsepuxu9ltXXWz9WFgunkbf1vpzUrT7qWgtJ02vRwOHzh/mnWmb5m7RS5edKsT2g2kdNJ3Rd9+KHdKb+z7P+0fZrm3TrfdKOkTnNqtx25Wb8m4onyk9owlfByOtpcJ/2od6dnTjNQk653+7yz0qtwCi8w3eZxwxz1I+xNDP1V6bsb0oWIG6takp3A098h3yXvsywLo9HIdlwnKUh2fbJrp4mxzlqgncVaP+t77BitaR3q8yDnYl5t5PNn9exp1+dZydReiQKYlCM7PnHeNtopePx9LuF1Fm38LNCdm/c6HZk+6Xo7M9nus6+D9ur2vmaziXq9jm63i3q9Dq/Xi2QyiWAwiHg8jlAohG63i263qyyDXq+HYrGIXq+HZrOJwWCA1dVVpNNpJBIJpFIpI4z1Kgg3XVjwb0l2a05uSGmdyd/s6+7uLu7evYtOp4N6vQ6/34/t7W1EIhF0Oh30+30FI1KQDQYDNBoNAEAmk4Hf70exWEStVsPq6iq2trYQj8extrYGn89nhDD1djr1adbzcVHze3x8jN3dXbRaLRQKBYxGIwQCAXi9XoTDYfj9fgQCAQQCAfT7fXQ6HbTbbRwfH8Pj8eDWrVvIZrNqzZ6VTIzcrfVyHjrPONtZqKb17PF40Gg08I//+I8ol8vodrvo9/vweDzw+XxqnH0+H8Lh8JgieP36dWxtbTkqSW4MDae+TxrjqSwvffLsmIBlWS/g/6YGuRVcJo1vmraeR0NygoFmRU5jSZpmQcu2djodFAoFNBoNHB4ewufzYXNzE9FoFH6/H36/XzHg0WiEfr+PRqOBx48fo9lsIp/Po9vt4ubNm9je3gYApFKpc/Z4/mRi/G7IZHlKYcHP9/f38dOf/hS1Wg0HBwcIh8P45je/iVQqhUqlgk6no8aXgqvb7SKfzwMAtre3EY1Gce/ePRwcHOD27dsYjUbI5XJYXl6G1+s1rl83a0JfT/NktGchp71kWRaKxSK++OILlEolPHjwAMPhUAmtZDKJcDiMSCSCSCSCdruNSqWCarWKr776Cj6fD/1+H6+99hqi0agSXrNSribBzOchtzCc09jZ/S//Jszt8XjQ6XTw8ccf49mzZ6jVamrd+nw+BINBRKNRBAIBJJNJ+Hw+DIdDeL1epNNpbG1tnamfbI/duLnltVP7vOwG0C1EcZaJdtqkbtt3VkvnIsx3p0l0up/f9/t9xTAPDw/RbDbR7/fR7/dRr9dRLBbHtP7Hjx/D7/cjlUohHA6jXq+jXq/D5/MpS6xQKCjLiws2n88jEokgGo0iFothZWUF0WgUm5ubiEQi8Hq9Y/6fl0EmWGMSbK0LBjsYkL9HoxEqlQru3buHZrOJarUKv9+PYDCISCSimADvpRY7HA7RbDbh8XjQ7XYRDofx/Plz5PN5LC8v4/DwEIFAwLixdfjT1DcdHp01nVUhsHsOAAyHQxSLRbRaLTUWtGqbzSaOjo4wGo0QjUbh8/nUmo3FYojFYuh0OqhWq6hWqzg4OAAAfPrppzg+Psbh4aFao7FYDKlUCpcuXYLf759qnV6E8HfzjlmhNJZloVQq4c6dOygWiygUChgMBrh69SpSqRSCwSBCoRC8Xi8CgQA8Hg/8fj8Gg4GyiB88eIBOp4P19XVcunTJdjzPyofdCDBXsKETJGF6gV1HnKwLp+e5lcQ6vGL6zqSROsFLL1NrNTFOSWRW3W4Xz549Q6lUwo9//GM8f/4cjUYDrVYLvV4P3W4XXq8XoVAIo9FIWVm0jhuNBmq1GhKJBFZWVuD1elVgQTAYhNfrxdOnT+Hz+VCr1VCpVLCxsYEPP/wQa2tr+P73v680tfNi4edVFuxgNdOzdbhTh0Ds1oplWTg8PMTPfvYz9Pt9NZaPHz8GcALV9no99Ho99Pt9ZQF4vV41nnt7ewgEAqjVamg2m4hGo8hms/D7/cY+SOvfCfEw9XPW5LQnplE0gRPh9eTJExweHuJv//Zv8Y//+I9oNBqoVCoYDocKxopGowgGg0gmk4hEIkgmk0gmk2i326jX66hWq3jw4AEGgwGazSbi8TgymQxisRjW1tZw6dIl7OzsIJfLIRqNzsRnI/t20ZC5Sfl1Wq+6Mvf8+XP8l//yX1Cr1eD1ehGJRPDee+/h7bffRiwWQzQaxWg0wnA4VGNar9dRKBRQLpfxi1/8Ah999BG++93v4tKlSzOx9KcdR0fhdV4ryYn5699N0o6d/pefu23zqwalnIU6nQ4qlQpqtRqePn2KcrmstP7BYKCidnw+n1q8UouidkWYNxgMYjgcqvuAk3mSEDCF1Gg0Qrlchsfjweeff45sNov19XUkEglEIhGEw2HVzmnW0XkZgdv1Z2L0pjWp+zsGg4Gyavl5KBRS4wxACSD6Ciiw5FgSSgROxnQwGKBer6PT6RiVKie/gqnvrxKZ5mA4HKLRaKDRaODJkyfY29tDPp9Hu93GaDRCKBRCr9dTYzQYDNSYRiIReDwetNtttNttNBoNtNttpXD5/X6EQiFYloVer6eg3WAwiLt37yKdTiv/5NeVpnUjDIdDWJaFWq2GUqmE4+NjpNNpRCIRpFIpxGIxLC8vIxqNIhQKIRAIYDQawefzwev1quCj7e1thEIhFAoF1Go1tFotPHv2TN0vUzamXY/TCsBzw4Yma0X/32kzysY6ddapY6a2uNnsOjnBkBdJprEwfZbP5/HRRx+hUCjgV7/6FZrNpuoDTX8uOsJdlmUhGo0CAOLxOILBoFqgtVoNh4eHAIBQKKQElc/nU9eEw2HlR9jd3cXTp0/xs5/9DIFAAP/8n/9zXL9+HZcvX8bW1tbYWrmocZR4PsnOB2Sy9inMTRYYGSYDYAgV0qris+LxOIbDIaLRqArgIFxIfwKv9/v9iEQi6Ha72N/fx8rKimI0JOls19unt1O3Ji+a3CqFrVYLd+7cwdHREf7yL/8S9+7dUwoXGWG73UahUFBBGR6PR/laKpUKKpUK6vU6jo+P0e12AQCBQAArKytYWlpS1u/h4SEeP36MBw8e4MmTJ9jc3MQPfvADbG5uqva8bMHvhErZXecGpeL13W4X7XYbn3zyCX74wx8imUzi/fffRzKZxLVr15BIJBAOhxVMKHMXg8EgAoEA4vE4fvu3fxv9fh+ffPIJHj16hEajgb/8y7/ElStX8P3vf39MaXWD3JnargeX2NHUwutlkdOGnPT5y16YZyUnq2E0GqnNXSwW0Ww20W63ldCRlhKFlm5RUSgxsIALl/dJa8Hr9SrLgrAiLZBarQafz6fw81wuZysg5j0XbjfKWZ5lWRa63S4ajQY6nc6YZkqfFoAxwRQIBJTPUH6nMxhCM91u1xiWPy29TAHmhobDISqVCkqlEqrVKur1uopsA6DWpIzYtCwL/X4f3W5XWWUUeKb8Oa7d0Wikom2Pjo4QDoeVRff/Gpl4Bi2uYrGISqWiBH0mk0E6nUY2m0UsFjM+Q+ehsVgMlmUhk8kgm80in8+jVCohk8mg0+koPnERa+9MScqm/518VpOeIe+f5Odxg1Xrz3Lju3qVBN2kNnQ6HXQ6HTx//hwff/yx0kpjsZiKymLYKzc2sWvglIHWajUAUEyj2+2OOWgptPS5IMxIeMHv98Pj8eDRo0c4Pj5GLBbDa6+9pgSjvFfv57zhWzt/Fkn2SfqUTNeMRiPs7e3h7t27ePLkiYK4eA0FGqnVaqHf7yvIC4Dy4ehWKYNmLl++PJYfpvdDb5PTun2VofFms4nPPvsMe3t7aDQaKvQ9GAwCgPLXUjEATqDDu3fv4tGjR4hGo4hGoxgMBkpBAE4DQPr9voKwqWiNRiPs7u7C7/ej1+u9Envdjs7iGtHXuGVZqu8//OEP8eMf/xhra2t45513sLq6ilu3biESiSiI1en9cn8AwM7ODra2tvAP//AP+NWvfoVQKISHDx8ilUphY2NjzAI7C7mZG1fCS2cA8550J0iRfzOsW06Yqd2TNj0nmBoDN8tFMNaz0mAwQLvdRrPZRKVSQb/fRzweV8JCwlLsnxwnMlh+TgtiOByO+cYkSXNeMnhCiwCU76HRaChBqQuvi7K8nObO7TUmwdZsNlEqldBoNNT4SciOa4n/93q9F9Yohb+kwWCAXq+Hdrs9cd29bGhwWjLtpcFggFKphGKxiOFwOLZ2qWhRIEnrn8FG2WwWwWBQ+cGktk+YMRaLje1rWretVkspFF+XMXRLep8YsHV0dISHDx8ikUhgaWkJS0tLSCaTrgUXf/P58XhcQY3dbhetVguVSmUs2OssbZc0U9hwVpCMEyPT8U4uYsII3OD7+/v43//7f6NSqWA0GikLYzQaIRKJqIVL5kmGQlgtFAohGAyiXC5jf38fiUQCN2/eRDqdxq1bt8byQ14FkmN1dHSEBw8eYHd3F4FAAMDpOA0GA7XZCcFwwdEH1mq1lDVGBisZjMfjUdYck0P5XB1SkNYVIZ3j42M8evQImUwGGxsbrnL+ZkV6+5ysLX6uK2dOClG5XMbTp09RKpUUDJtIJNQY9Xo9pfxQ29cVB7kOu93umGVsB/tIpsRxN5FJULwMBu30To7N4eEhDg8PYVmWgq1k3+QazWQyAIBSqYRWq6WCMrxeLxKJBFqtlrJ8w+EwQqEQhsMh2u32mAJBGLFer6NSqSAWiynl62XSNMqdrghJknu+2+3iZz/7GZ4/f47j42Nks1lsb2/jzTffVKkHurAzCXSTIsv3+v1+xGIx9Ho9/PrXv0Yul1PJ9rryZyKTIukWxZtpwIaTBWS3KfVr9OdSKMkF3Wq1cHR0hL/7u7/DwcGB2vS9Xg/D4RDJZBLZbBY+n0/BYGSgDFIg7PD8+XPcuXMHy8vLAIC1tTW89tprtom4r4KmVqvVsLu7i1KppIQUtR1aPBTO3LAU5NJHwL+BU2uAkXJksoQNpXXBOeJ3hBj5zFqthkKhoHKW7Ggemq9sm1ti33RBI78jtVotlMtlNJtNFSLPoBYqEmTAui+GlhkthUAgoPw2utDU94w+Vk7KgJ3Qvihy806uEylAqITK+6k0xWIxlarBtcooTgqxcDiM0WikFF0ycK5zHeJttVrnhrdeJdLX6mAwwOPHj3Hnzh20223EYjFks1lsbm6O8QwnYTFJ6eQ8DAYD7O3tqWhck/tnmvXrhqYKlZ8kgOzIrjSJG1yfjJSdbzabePbsGfb391UyrmQ+DI1tt9svTCZ9OX6/H+FwGOFwWG0ghs2+TOHkhplTSLOP+oTT+qTgYKIhAMVs0+k0LMtS1hp/pKVKkv4XKcSkdUfFgJocE6I7nY5jX+Yx1m61Np3sNq6unDUaDZXAnUgkEI1Gx/pPOLvb7apQebnBq9UqPJ6TqLloNKrWOPNoMpnMWMSk3ZqY1L9XaR3rQph+GEJ4oVBIBbwMBgNlzYdCIWQyGfh8PhUhG4lExqCwcDiMeDyOwWCgtH3mG5K4VgGo8me1Wg3ValX5xV4VOisaIe8bjUZoNpuKRwwGA7zxxhvY2NjAzs6Oun6SNWRHco+x+ka73R57n3RB6PeajBS375bkSng5wSgkk9ln11ATU7B7p64Ny7yQVquFbrer8myYO8PPyUiAF4tP0jLhOxOJhNEXcRE07YLtdDoqxwIYh1oYICBDXQmV0AGeTqfh9/vR7/fVZu71emMQINvF2oZSgaDQIjwmhRmfy3Dyi7YA9PVjWmcmJUmuVZOGSM3dSXixFFSz2USn00E8HldKUiKRUGW4PB6PivQi465WqygUCgoxkO/XlQa36+WsgnwamtQe/TsqN71eT+V5ce9JpkeLKhaLjSEAFF6srEGB5fV61bWEuiXJfCVp9a2urk41pqb+z4vctIt8T+Z0MmewWq2i3W6j3+/j1q1b+O53vzvmj3WC7Ny+m2t7NBqpGpPkFzq0LZ9tCoeX37uhmYXKz8IMtHuejOCiQJJQC6EF4DRBVEI0UgjKyhGhUEi9SyaSOrV3nozALUnttdfrAYAK2KCmSqITnPd5vV5VyaHRaKiQYz6TsCMtN0Jb7He321X+MGmt6mP+sskN3m6iSRuIJbMorOTYEjKh9UtfooS1pRIGnEZ69vv9sedN6pcbuoi1avcOu897vZ4Kjec1rPsIYMw9IJmsTPyWlVyobPF/iQTIzzwej+Ib3W4XlUpFFaN9Ffb0WUnyWK7ZwWCAcrmMarWKVCqF7e1txOPxMWHlZNXL507i4X6/H9FoFK1WS+1/RkMz8lm/305w6u+eROeuKu+GTAzBjTUHnGq8vJZOWGbUMwABOGEEkUgEwWBQ+Xt4r26BsbAn2xGJRMZqnp1HG5uWJi0g3ZoYDoeqEny73VYV4uPxOF577TUkEgmUSiWVf8Vwdo5NLpeD3+/HwcGBqoju9/vRbDZRLBbh9XpVCZ1OpzMWQXd0dIS9vT2VrEzGK8ORCVPOArqblnSIyi3kpmufdshAo9FAqVRCPB5HOp1W1js1T6YokFE2Gg34/X5UKhV1nc/nw/HxsapQAkA9T4dt2Z5JNA1KMmuyGyv5Ga9ptVrY3d3F/v6+ElAy0IL7lpHEJFY151ofDAaIRCJjUYa0uGSenazOz/ywRqOB3d1dAMD169eN/XE7hrNCFkzMXG+D3i67NdvtdvH06VM0Gg1sbW1hZ2cHq6urL6Bg0p+t98lkjenXACe+9Ww2q5CuXq+Her2ueA/RGVN79fZMy3Nf+SRlDrLUKpiQK53dwGkkl36Okv48/pZOS8uy1OI25dm8KkQNXpbOYV/YHxkaT/8eAGVZsY/yB8BYySLdcR4KhRAOh1GpVMZgSeA0kpNjybJVVCpeFtnN/VmsF3kvGSsZpdTwpaUvo2B5DS18MlZCZT6fD7FYTEHgdu0w9WvaPs2aprFumdTOgs+8X+453VUgrQRTwjwAW4tVfxavq9VqKJfLCrnQ+/MqkpNgI9HSZ6k4rjN9P7ulSfdQKWauHf2JlUoF8Xjc1p84izF2JbzO8yInn4OUtHaMhZKbi65er+Phw4dj1dN5DSOLpO+CeQx6JJMMTiAUdnR0BJ/PN7ag7XwgsyS3m599aDabODw8xHA4VImdjKqkxUXhxqKwrNptWZZa1MTDaXnV63WUSiV0Oh2Uy2UAJ9GX8Xgc6+vr2NzcRLVaVccmdDodZe2SOff7fezv7+PRo0cIBoP4J//knyjIZ9L4zcLanaS06O+ZFvZiTgv9WTLYgJYAx6jdbqPT6Si/GP0DwWAQsVhMWWTdbhexWAyXL19WhZGd2mLqo5Nwe5nwITDenlqthnv37mF3d1fB/URFpKXE89CkUJKwodzPplQMCdfKyNpEIgGfz4d79+4hn8/je9/73tg9k8ZKv+Zl8gO7+W+1Wvj8889RKBRw9epVLC0tYWNjYwzidnrepHGQ7UskEtjY2EC1WlUVYr744gvk83nE43EVta0rIqY+6O+YRBcCG56H9Fp1tLxYwNQERXJhcyPIz/UCqcBpOL6EI/m8l0l6/7gJpV9FBmQMBgMV4Sf7zHsJz8jQdhnIQiuA5j9wGgDi8Zw6wnktmQ4hHY4jA0ra7fbUfZ4HM5DPNmnzbkhq71wfErLSLbBAIIBut/sCnCeDO6g8EZZltYNp2uRWSL8qxPPimGoAnPpwpQXGv3WLShfs0rclmS/z7ghnE5HgnLVaLeXPJbkRXF8HYjks1tQMBoNj/tazIBAkk3ERjUYVD2DZr0AgYLRqZ0lnhg3PszFMWK7dO+QREcCJ5ssKB0z0lLX7gPGIO94ni53qi511AmmZ0Hl8UfCMU//le6VVlU6n1cYETk6flTCWzPOif6xWqynLjeHbev245eVlVcGAQqzb7aJcLiMYDKpSPqPRCMfHx6oSvc/nU2eKmcZo3hbXJJJKjN4mO8tGv0ZCW7ImJIU5T1De2tpCIBBQ4e8U5gDU2iLTpH+M56sxud5kPU0aQ729s/LHuCE3DJHoyOHhIQqFgoJTZZV+JnnrJyFIK8yuPzJlgc9tt9vodrtoNpsIBAIqGbrT6ai1O6lPF02SNwEvBk/Y3cNrAoEAcrkcRqMRjo6OcHBwgOvXr+PatWsIBoPKjaA/V/qdTN/Jd3E9JhIJhEIhFblZr9dx79497O3t4Vvf+taYG8eNRcffbsb+TMLLrXlp15BpNhUXLpkHS7+YKhnISef1+uK001TpXGdpo2m08osgy7JURXOeLMsNz8RtGX7K6CLmgjH3SC4kaky8JxAIqP9jsRgGgwGKxeKYFkc4x7IsFczBnCYmfkrmM4mmWUtnJTfPNVnx8n89cEgyVhkUNBwOkUgkkE6nUa/XEY1GUSqVUC6XlY+LvklZCknWijSNm904Oa1TfvcqrWMdOQFOFUuuZ2Dch6VHD5r6ZLqG1hbXL4mQoqyAMo21Ow+axBNN7zUpXeQBPJMrn8+j1WqN5V3KgCr5DFlSzk54yd9UFFjwIRKJoNVqIZ/PqzmW+4a83E3fnMaCdCbhNe0EmiwtfQNOooODA+zv7+P+/fsoFosqZ4nWGRk4HcFMXpbWl9QYJOyVSCQAnJT+CYVCYxF2JpjiZZAUxhLC83g8qrIIQ4B7vR5ee+01ZDIZlRhrEuS0FmhB6BFe0sqgUO/3+0in02rhygRSjg19OoQS9Pm+KEuL75LFhe3ITqnhGqrX6+qQSYZjM8zd6/Wq06wHgwE++OAD3Lx5U8FWv/71r3H//n1YlqU0X71NwWBQ5Y3ZWfxOQk3vt5t7z0rnQSQ4TtVqFcBp/hVpMBgopZSf6+kxvE7mhMkAIinc9CoSJD1P0Q05CZDzjq9u8eiWrOn5HAOiI61WC8ViEfV6HZFIBMvLy2g2myq68m//9m/VSQeyQgn/53eybzJf1LIsFezF9lBJ5YGi8sSFx48fK5+Xx+NRFT4Y5GEX2e3Gigde4WhDNpwdLBQKytFLRkqIhUyczJj+H1m7iwuVfiJuCB7dzvwTWjRnjc6ZJZkYE/1Psj/UMHu9noJUNzc3lUBqNpvqeVKYyOKnTLDVg1WAkzlg8MFwOFTBBlz8HE8u5FAopA61cxIKF+WPsWMEk3wA8vNWq4VarTYWSCChLSYw9/t9LC8v49q1a8oCrVarY4WKTZovfQfMPSTp2rFTG+20ZNN9F0mSMTOBnZGoekFdqaXLvsnDP+X+lekt8n18p/QN65aZXc3Nl7Xv5Z4wMXOdqKRTaS+VSnj8+DEGg4FSkJLJJLxeL46Pj1EoFNS9MmiIgUaMGpQWGPkN3TM8KUEKL7/fj/39fZTLZQXTWpaFg4MDlX/q9XqxtLSklDe7slzTjP1MhZebAZ/0vR1DOTo6wmeffYbd3V01mPxe92dQq5DPITQjk5H5PbUP3rO7u4tkMomNjQ1ks1nXfZo36Sa+LOjKTcqiw7TCZFCGTmQI7XZ7jCED4+PGHBzJdLmoORcejwfb29vw+/0oFArI5/Oo1Wrq/XI+7TbpLMg0R9TQSW6tfn7HHC5WGzFVKaDCNBqNkMlksLW1pZ6TTqfHrC0qVpICgcCYwJ/WgjJZuE5jch4yQayTSAoTwv7ycwl5S6tLzoFlWWOpCADGEBIKKbk2GW0sC0sT8mbELGFvU46dG5rF+LpZh8DJfuSJ00dHR0phkidGA1D9ZokyIiF0H1DZl5U5ZE4W3ysVCV2Rkv2PRqPY2NhQeXQez8kxP8wJDYfDqsJMJpPB7du3VZQynzEtL5iZ8DIxBLeTarcR5IA9efIEP/rRj9SBZ3Jx60d+0DIBTo8Pl6G1cpJk7T9qvffv30ev11MJeNP05TzkNIGmTU6NlIt3MBgoAdxut1VABbUc6bORPhoGdFAbM82HLNrLH24CRtfdvHkTa2tr+Ju/+Rt89tlnKBaL6rwlqTDM0wrQ227S5KclBrlIy0uuTfaHysTq6iquX7+u5mZlZUXVMaQwl20DTjThZDJpCxvake5L0HMU57Vu3c6hfL/H41FRvQxcIeSqlwvSGSYhbUbLygAsmd/J/wEoRU4eeUSkgqeOs74iixSY+ug0hvPkCyYosdfr4eHDhygUCvjqq6+wv7+vLHzmVzJgg8Ua4vE4lpeXkUwmx45RovUr60lKPiN5pFTS9LHxeE587NeuXUOv10O5XFbwcKVSQTqdRjKZVG4HJk5Lf/tZxnIusOG0jdC1cdJwOMT+/j4qlQr29/fRarWUlNe1AKld61n2UoOQjEeGnlNLYdRcOBy+8CTbSdoXS9vIihbUHNn+tbU1pdXbJVvLaiNyXCQMZsoJ4YJm6Sjpg5C16ORx4v1+f8yqvSiSm+uswlIKW449tXt+zu9Go5Hy/Uk4VY6pLkT5PaM+TRCYW0Fk10cna+0iyPR+mRgvvyMTlhHG0jdIpiqtNjm2hLPIhPWjZqTPV6bHNBoNZaG86sTIaArddrutBC/7TlSG/kOJ0kjrlcKapyLIhGYAY/ySygHhWgmbU3mNRqMq/YCFFIbDoXourTJZHek8MQWu8ryccOFprjGRblHId3e7Xfyf//N/8Ktf/QpffvklSqWSKuk/Go2UJtztdsd8XxxMiXWTmdIKYC4EGXggEEAikYDf71dJ0O+9995L3/xyPJrNpkoGpOCq1+tKcw2Hw/jwww+xsrKCL774Ao8fPwaAsRI59I1JZzetM2qqpuRQan3hcBiRSET5LoBTqyyRSCCTySCTySh8mzXsZBSdDkXMY6wk6RCUPp+6taa3zbJOfF71el1pqXIzE7ZdXV1VApzvJd4vhbxkumQ8PBZEt25l+2V7pSYsr38V1qoTSYtTKkFcvyzZJgOT5F5lvlIoFFJICfczT5Kg8sSKOfxNSJaCrd/vo1gs4vnz58o/JMnNWE6LMtmRiVea9sZoNEKlUsHx8TFKpRKq1aqKEpYKJ/vMtcOxsSxLCSu+l4n2UvgwGlaeF2hZlrKaeR6YrODDuYvFYuj3+6hWq+j3+4jFYohEImg2myiXy0ilUkoJ108AmGYNn8vymgXjMT1jOByiXq+rCt6s4s0afYQNnKAgXRhKn45kBjJsmcTwcmo3gUBgzJE+T9jLiWRfqTlKyJAQqA6BSCYMnG5207PJXCSDtixLabvyubpWLBkox7PX670QxfgyaRr4UAowliIDTgUQx4rMl+HJMmKLpI8NrTOmJNBpbhdEYKJJjM7Nd9PQLJQNqc1zDeq+F+kGkLA/P9NTFiTplqpuvcn55/MlbPmqkxT2ANSYMeAKOE1SlpC0RD90OFIiAEScKPwY7EVFgwLNFFZPC4/KMktGyffJ0HkdPZuWXJ/npS9cnSGaNpybhpnubzab+Ku/+ivs7+/j17/+NQ4PDxEOh3H9+vWxwxJ14sDKjWFZp4cs+nw+xONxZeJGIhHUajUcHx+PMSJG7zx69AjLy8vY3NzEpUuXXPdpHkSNktYhLU6WZKnVasrSoVnOBabXK4zH4wCg6kPyOwpEaXl1Oh11hESr1cLKyooSYFzQhBKYlEvrhJotgxj0YJB5jaUdk9WrtZBMm0gX5oSXgJMcGloEzA8MBoPY2dlBLpdTqQQSmmaFeSpC2Wx2DGK9fPmybYSmro3K9urtvmgLbBqBxr3IdBSWJ5PRw6wGwR/mJknoj2MqfTVyzVLJjUajKlFfVnuRQo37SE8jeVWULcAe1UokEvB4Ts6GSyQSqNVqKrDo6dOnyo/t8/lw8+ZNXLlyRUGL5HOsqRkIBLC6uopMJoMHDx6oMxO//PJLxONxvP3220gkElhZWUEoFFJ5XEwE12FZEseY3xNd4BxKd4Lu+5o0B64sL/nQi5jUXq+H/f19PH36VJmePP0YeDHCUG5YXbOWC5ULnGHekUhEQY4UeITHPB6POio8m82OMYSXtbAphKXWz0UgKzfI3Ay2l4tHD/E2KSHSPyPD8BklpjvACU/QCqTlxu9k8unXlSioqOlybDn+gUAAqVQKmUxmbEOaBCP9KzxIMRKJKNjHlMRpR7qVoX9muu5lkWyDTG2RgojCjcQx1+83PZPPlSR9MsA4H9Pf49aKnTfUPYnH6Hs5EAioHyIq8rBaWl1UVGmFyuhkyQ/j8Ti8Xi+63S7q9ToODw+RSqXQbrdV1f9YLKb4DXmQZZ2mM8gUJV4jz/iSZftkn6elqWBDfbNM0vB089RO4yXDHAwGaLfbKJVK+OKLL/Dw4UPEYjHkcjk0Gg0cHBwgFAqpIxHIGOXip4XCBFlaCVysLJFERhSPx/HOO+8oDVomQxYKBezt7Y2Fy5v6cVEkI4JojrPEDRcRFyK1TwBjmo+sRC/L8nCsmIdEbTYcDqvoLFq1fE8sFkOv18PBwQGGwyEKhQLi8bjSxNwyhFmSnUWiWy6me+R1OkRFhichPynYY7EYrl+/jitXriCTyah7ZBACSUI+cm5MypfTHnPLSGe1Xqd5l5MlS5ibY8qxkUJG5n9JoUbFUlcgCKcBp6kf9OVwTXNd8928dxrYcJ5ogZtrBoMBnj9/jkePHinhn0qlEI/HVYIw0RLLshTCFAgExg6fjUQiquj2G2+8gUQigWQyqSIUaSWtrKwgHo8bU4y4vnm9rIvKvcM1SgWPViIFoR0a4oZcw4Z239tNpolZTHoe82kajQYODw+xv7+P119/XZnEPDk1EomowZIVo4HT0HcmMHNDcKI5uZFIBIlEAolEAmtra+pzLuThcIhGo6ES7y4SirEj6S/gmMpNzAAVMkxqWRIS5T3Ai34c/YcwF8dUDz5gGDKDRhqNhkpidMMMnPwVsyQ3kLYTlCivlblwOtS6srKCjY2NsYojup9VF+pS8ZCCS0Lf0/TzVbCydJIKKv+XlS/kj4T5paXAMef/UqvnM9l3Rh3qUZwyWIbEsZ9GeL0MPiD7y1O3KeAt6zQIQ0b5ASd7lP5U4ET4t1otVdElnU5jfX0dqVRqbPyBE/iV6Rt6Dih/TLmhMh0EOIXevV6vOkeRioS+5qdZv3OrsGHSZidRtVrFp59+isPDQ8TjcWxubiozNhKJqFIjrO9nV1RTRicxL4TZ5GTsTNxjfgQFlxSEtVpN1el62SQXSiQSUX4VJs7KYyVoeUajUYXp61YQn0e/FT+nJSAL9tLa4KLjfFL4yQ0jYVxZGPVlwlkmhmP6XzJAHYJqNBrq+BKSrE5CP9by8rKCDcloueaoEPE7ap+scqCHyusBMXa+D9lPpz7PmqZVCsgYuT4ZBMRkVZkPKOeBwk5HcRikwHmQlgFhbIbD810yP8zU3rP0+SJIzid5H/kZfc6s4RgMBvHOO+8gGAwik8mMJSlzPKPRqDo/jv7qg4MDVKtVfPHFF3jw4IHydTFXjBZWu91W0cU0OKgcU9Gglcj2yvB6GaErI6F1mjTWZz7Py2nSJ2m18hqpjdVqNXz22WcolUqIxWLY2NhQpmUoFEIikUC73UatVnsBH5eLnYm3LBfFe6mdMDycDEOa2lKTazabr4zwAk59XhTklmWhUqmMHeNC4cVima1Wy7bSOxeZ1DxpNXGhccGHQiHlYJVwDTeNFF4yEpJlpS5KUDkxc37vtCkkk5ACjVY4hZdkpEwxoPCSGqyEGhn0QS2UoeGMEJVarGyrCa43oRnys1n4FNySncZsei/XFFMyRqOR2od6aSwpvKVvhd/pAUkMu+Z7uSYpvCQSIek8a3MekOyk9UllVVa9kQEusVgM77zzDhKJhFLapQBnTiIhRRZLfvDgAXZ3d5Xwun37Nt588014vV5V+JvoFddus9lUCd9ED8hjCR/SPSGTyWXeGUkmRrsZ26nP8zJBAG7vsbuGZvCTJ0+wv7+PRqOhmDFLDNXrdRXJRunOUzopqKQ1xnfS5OVZXUzqrVarY4udAo8hz9wcfDbpZUKHeoAGYRUpxGkJAafCSXdIyzHSf3RMW8Ip1PJkhW7LOskpabfbqFarqjgtFQUZFnvRZMdU2U+TAiWv0Z9FbZ79J/PlupOwrnwOGbZlWQouITxOK0Rauvr73a65i16b55lTMjsJvXKtSMZm9w5pkUqeJMeA86Pn2/F9Uus/a1/moSA49dnn82F5eRnr6+vKp+fz+dBqtTAcnpxoIIveUoBzfKncWpaFo6Mj+P1+HB0dAQAqlYpK31heXkY4HFYJ3OQDXOd8Lv2X+jzIfuiuCH533vSEqaINnSAMU+NN35kY5f7+Pn7+85/j+fPnuHPnDvr9PrLZLHw+HwqFAiqVivKnMFw8EAhgaWkJABTDlP4Dy7IQiUSU85yQD6Nu9vf3USqV1D00sUOhENbW1pRfjT4cfSwugnRNmoKL4bAsz0SmCUBl37NPtETl+FO4SV+ZFIRyUclafgxxbTQasCwLyWQSo9FJxfVarYajoyMVicTwW12hIM1rHE1CxwSnuWGM/FtaUd1ud0y5khGV1DrlM8hwksmkCtwIBAIKPVhaWlJ+XL22nOyDnTVlt+dkv2elOMzCp0amJas1UKhQO5cBVbqSoQstGTVHIcX1zjljeoIM0WY7XoZSdVayrBMI+sqVKwoJ4forFouqKLQ855D+egAKmmWdwTt37qDX6yGfz2M0GmFnZwfLy8uKr8ZiMVVijidQ63mftPhIdsJL9/uaLC9Tf53oXOd5mT43CS7T33IzEp6ThWRlpAo3qIzckkxCSnG54AnHWJaltGXpKJZ/E/oJhUJqQciwclMfLpoIFxDbplmut09qs8BpiSyZMEiSm51aKhebHt3IuaFASyaTsCwL4XBY+bWYe8OcpWmSbl91kpaVZIL6j070LcqoLNbo5KnCeqFaSU5rThdibu45K037TJOSy89NgsMOMpLj7mTpSEWDa5kVI6SCJ6+dNtrwZREjsWu1GorFIgqFgspj41iEQiGk0+mxHET2k5Y9lQRZ2i0YDCp+qwsUk8Wk8xiJOvAaSfq6dNor09CZy0OZGmZ3v3yOFHAcxKOjI3zyySfKkggGgwon5f+ErMgYGY0kow51n0EikcDq6ioAqLDu4+NjdZIwNREe4bG5uQmv14tKpYJarYZcLqcsiFeBmIxcLpeRz+cBjB/aB5xqNYSlACCVSimnrExepmXG/Cx5iCRPYmb+UbVaVUpAt9tFKBTCjRs30Gg08Pnnn4+V5EmlUkgmkyrnSeaVzZukNcnxkGPjRjjobZXrVjqdWfuSzJI/vIe/g8Gg8lHSb3Z0dIRgMIhQKIR2u42VlZWx98k+yLY7WWB2wmIe4+5WaJq+lwxQ9sMuIhA4VcAIZfM6HT0g4qAHfzDEXgow+sPq9bqj8uBmHM5LdnAx/2+1Wnj06BH29/fxN3/zN3j27Bk+/PBDXLlyRQnpaDSKXC6Hfr+P4+NjtFotNQbcy8xdBaACOeinBaD8/0RPyP/IA6nAkneTT8tSUrqrgIYHlVsqfrqglHvGDbkO2LB7oBvoxY4IcVWrVQXFSCcstQFqEtQgJH4tQ4z18HAd/+Yky5wFmaEvcWJZDumsRyXMmmRCJ8fKTmMkI2WfTRqVZBJ2EIq0xOTceDwe5eyNxWIqWx/A2Ji+6rCMG2Yl4RZT5W3dZ8PvObYMEGJkJ/2rlmWp6g52kbPTktNenQe5eZfeJpM/y6Qs2CkVdu+UDn95nZwH/uazZXmoVxkhIATIwyWZkyqJgUGTFBqiI9zbjAtotVpj+bKSp5J0y8vEN+zmTb/HjfXl9L3rPC9dg530Yl1w6DQcDvGLX/wCH3/8MZ4+faqsoUQigeFwiHw+j263i2QyaSyYKRdkNBpVEXFMxiNzuH//vtEPxmgbBhr0+30cHR1hOByiXC5jOBxiY2NDhYjKMbAs6wWLZx6kjz/LQRGyk5XOgVOhIQVHIBBAPB6Hx+PB0dERLMtS/he7eaTlJpOeyYAZ2UgBFg6Hsb6+jnA4jFQqpWBXhuw2m03EYrELE2Imi4tkx/h0OEpnnn6/H1evXkU0GsWTJ0+UFgmcRlxS4aFVKtcHiz5T+6fGT8G/trY2tsZ1q8r02w42428n+P68pK9Lt0yfDIzavVSoKNTJPOmf0tMvaD3xemmFyfd4PB5lHcjyT3r5OAoEpog4Cc6LVMRMAoeHeLJQgyyVJy2h4XCoFC32mwoTAFVPUx77FAqFcHh4iFqtpiKMWYpO8gq9GopMMDcp0lI5pr9ej+w2kZuxntqk0GELO+1JLmpeIyXucDjE0dER7t+/j3K5rDKwuTBpuiaTyRfyX2TkCyNoCMGQ0ZLZM7iAg83CqdFoFPF4fOxZvLbdbqvPZRFKt4M6L5JCgyY6F6RkuhJ7pjlP2FUuOol7kzhntOx0piE3PnCiPLDMlhwrLnIdX2e7XgXrwC1DorLQ7/fHDtADTkOXOTfS+uL3tFzlfWQ4VC50BUm2UWfM8t1n6c9ZaRYCUWrtpu9kzhb/l/foBaed1pL00+oKgXzfJEb6son9Z2CQtLAkL5YIgEwcllGcwGlxbQpsPZGZhoCMgNWtLZJc23KM9T3A+yVcaGcAuV1XU1XY0LVT08LR/2eNrEajgQcPHqicn9FohOfPn6scLH3xkFmMRicHAVJAkbj5ASh/C4t9MqpwaWkJH3zwgSrOORgM8ODBAyUsq9UqWq0WyuUygFPfBfO6mIsjN8yrAC2EQiFVb0w/Cl3CIFzwTMDmNdSm5LlgUlgBLzpqmZk/HA6V4KzVauj1eupohlAopMJw+Vz+2Ck58yKnd0zyC8lNRbx+bW0NiUQC2WxWFY+l9SArlchnkJrNJp49e4Z6vT4WiAQAq6uruHHjxpjPS87BJIFkp3y46fO0pM+hyU8z6X6GV49GI1XCTZ5/Jn1YtFKlwqTDWDof4nwRopVCUELlEsri+nfqy8tUWoFTy6vRaIwdX6JD/+SJrIgjFXGpxPN7rmXgNMeT/FlaVpwzYFwg8nnSIpbCUu4jyWukMnxWmsryMi2USdezInk+n8enn36qagsCJ4NFmIlaQ6fTgcdzkp9FeEUeuEaS2Ckdiq1WC41GQ5Xy39zcxLvvvqvOV+p0Ojg6OsLBwYGKPmQED3Bq+nY6HaVNMFhE9umiyKQt0uoiFCeDLKRVq4dyDwaDsQPr2Cc9glC+R75XQpTytOZOp4NqtYp6vY7l5WX1DDJ1yRgumkwCye38kXkS989kMojH4wquoRbMsZPWpc7oOp0OCoWCcqD7fD51fSaTwdbWloINZTtNSMbLZqIku7G0E2gSZuWa4zlQXJfSWiAywGhY+Xx55pl8p1TO6CfnO6lw6b5eMlsTuRHOpj16HrKbY6bttNttFWQmx0v3R+tBUrq1xHHkWtT9tmwDIUMZvSyfqSM+UmhJQcZ+SX/9hQovNpyCo9/vK+27Wq2OafmsRdhut9Wx06wuwAbXajV1WKGdaU/tQM8TkDlJrK1HgXTt2jVcu3YNW1tbePfddzEYDPDpp5+iUCigWCyiVqspzYMmNoUCB5iTIeGel2l1WZaFer2O4+NjPH/+HM+fP1ffMWSeids89kU3zbmAdD+ZKSiD88jITt7PawntsvJ0uVxGLpdTNdL4Lm6Il0GTrBITk9AZoel7jhUDYQCoKgb1en0sxQA4PQB0MBioxHpGgkrlTL5fMrFZCKx5CL2zPFNPwTBZXFKT5/6T1RoYWSwLRQPjkXDyWWT0jLhlFDMtCwl3z3rcz0q6kWBZpwWNGTwko7B15ESH6nX4T7oETO+WAXMSMtStbyelkGMsoUZeywLAbgwgO5q6wgaFF6uw7+3todFo4OHDh6jVaiiVSmg2m3jy5AkeP36sNPZ4PI5vfOMbSnMFgFKphOPjYxWqLjUIEhe7rKlHYnAG30kh9/bbb+NP/uRPkEqlsLGxgaOjI/zwhz/Eo0ePkM/nUS6X1cGBnHRZBYFCUM8pe5lkWRZKpRL29vZw7949fPXVV0ilUtja2hpLOo5Go0ilUgoqlT9cbBImlBqaZCL1eh1+vx+pVEqNPeeNi5iRos+ePUOxWMTrr78+pvnJNIaLYgS6tmyyZOysAsksTFYblSYyvGAwqCxWn8+n6h9Go9GxI+Vpzfd6PWVhEU5ttVpotVrqjDXgxZOfZTvsYPqLgLvcCP9J95NxMXhFrjuduXKsZe4nfbwM0pIWHZktlTMpJKPRqFL+uEbJQGU6h5s+zFsRkEJBfi+FVzweVz5+KokyaEIKG6kgSETGBAN7vd6xGq8SXrWLLNQFp8lFoPvLWFnGibdOmo+pYUMAKBaLePz4MZrNJo6OjtBut3F0dKQgJOa/JJNJVVMsEAgoC4lWDzUg2WFpxtMaklCXjO6iFsXFt7Ozg/X1ddy+fRvpdFqFgAIYcxSaYAPTotSTlC9aEzMxi9HopC7Z2tqagkZk0IoMyZZloiTOLBkEMF7QVLeSdLiAUUuEIUOhEJLJpIJmpCUrN81FWa36hme7p32/yWrzeDyqKDKP3SC0LQ/m1LVm6VfRK3HEYjEkk0kVCDLrcbpoqNHNu7hmafHQ58UIOLmG+Uxq8CZfCteanjQOQDF1zomED8k39ICD8/bvLCR5jJ01JPcicKpcMyp4ktXIz0y+P/0demCFXZCNruTpf8t7dXTtvGv9TLDhl19+iT/90z9V2iQAVU2BFYYjkQhef/11tNttlMtl9Pt97O3tAYAqRkpGJ01YuTClyU/hxVBLJu0Nh0Ps7Owgm83iBz/4AX7nd35HBQ5IrYH3UeOSQkkegwKcMnBW3ZAJkvNmBCatRQqW4XCI9fV1bGxsoFarYX9/XxXpjEQiqlr0cHhSD5LWJMdat8YkREP/GPtOuIbfUSurVqtIpVJK+93Z2VEWB5kFhZbuM7wo4hxKwenGOnHaUF6vF7lcDjs7O2g2m6oocqFQQCQSUUJKfw8FPmF1rudIJILV1VVcuXLlBXh60nqzg2r0fky67jx0lv3AMeJ6pP/W7/erKjs8hkP6YaTloDNSKgJy/+p+XFrH3BuDwUBF2ZHHOI2VXV8vUimjRcT3Ej4k3wReVD7l/eyf3POy/Rxb3V/Nz6gA83kkHSnQrT8qbTIa1xSBO+1anYqrMJKvUqkoH5fcZF6vV5m29FXJhuuOVymUpGOQ30uYhpPHyhH9fh/JZBKBQADb29tYXV3F+vq6qsulD7CEr0zQi5xI+W4y4otapHZEoRuJRMawbi7iZDI5FpiiW5p8hv5b+hr4W/ZVZ/6cTwZueDwnx5CTuTD6Ubb7osfuLHCWrjXqUCKJJ8nSgpLfy0hPvS1SAdEhKx0Sd2q/m76dF96bF1nWaZFiPSBG+gilNcX/pQVgIjkXdoiFZN58tqkEnF3bXxaxb/JATR0O1C03k0ImUSe7NaJbeLrl5IYXyqAtvT16wIwTTRpz18LLsiw8ePAADx48wFdffaUEFKPeCAmy9H6tVlNJqoVCAYFAQBW+TafTYz4BTgCT2KQFRuFWq9WU0Nzf38fKygr+8A//EGtra/jN3/xNJbjkJMhBYuKyLMpJLYYLgkcyUDCwpMq8ow11AWPClQFgbW0NN27cUP6WZ8+eYW9vT519FovF0Gw2cffuXRSLRQCnR1D0ej20220AGLOGLMtS404LWPobGNkkq/Lz2qWlJXi9Xrz77ruo1+vY3d1FqVRSSY/sz8uADd2+T7/e5GuQz4rFYlhaWkKz2VTHzVCgV6tVlMvlsUKlwOlRNtKJnslk1JEVUnPVBacu1PR1PalfdjDUeUhv3zTPj0ajuHTpkjqBgJA364ryuBSe4M1gF+5fkj4GHs/4qemSqRNRkBAi/5boylnW6LTrbdJzJMlnhkIhrKysqMCgTqczdkCshFWl8OH30njQ1xQVCfJE8l6Z7sLiBETYnNAK+b18JgClsOk8wUlhtKOphBcFEUs5ycPQgBfDo2Wou7QCyBB1DFTvEAfUsiyVZ0TNPhKJYHt7G9vb27h69SrW1tYcN5FT1JuMttOhNBmBd9H+AxLfKc8gk5U0/H6/8vEx2ZomPi1g9ovaL8dWJoHyM5MGzMUsYRtqgul0Gj6fD8+fPx8LIWfbXxXNXycnv4DdZzxSwu/3j51TRCYrqznIe+X6sixrrEyZ3fskfDjN2ruo8T5L20KhkFJ6yBe4HmWSrGSAkg/YWVe8j79NDJp7Qoe+pDViZ7W8DJL99Xq9SrDLfWqyciTZ+ZwlYman6EiLVbe++D3wYiqP/pm8Vke4zkOuaxtKSczw93A4rKIH0+k0LOvkjBg9/t/j8SjNtNfrYXt7G8lkEqVSCbVaTWlV1IIIq1iWhWKxiE6ng1qthkajgXfffRd/9Ed/hKWlJVy7dk05vHW4S9ekJUShh+dSoFJzY9gysXA7rfyiiO9vNpsol8vK+mEJLSYtxmIxNBoNdLtdRKNRbGxsYGlpCevr6yo0mwyWKQYsayThW1pcZCbUnrrdrvphhBGPkiH0xeNapPWqJ6FPi22fh+T8y8+crjddy88ymQy2t7fx7Nkz7O/vK+s9HA6jVCohHo+/cHI0FQzC5zKiS2+LnVVlshBN35tolmPtVuDr37MNr732Gv7kT/4ExWIRP//5z1GpVHB0dKTq6klLS6IkMpqQz6I1yzmg9aTPH32N3OcyP6rb7Sql2DQXL4NM6JHf70cymUS73cbh4aGK7k0kEigUCnj27BnC4bBSJKVFT8VJBnjp0KxlnbplvN6TM73o9pGCUgbOSWjRDraUMC19lnbjOu14T+XzYscpbKgBAOMMn/CU3iAODIWUZVnqeI9Wq6WYJxkocFJNmflinU4Hy8vL+L3f+z0VoSXNZfk+fZPr1pQJV+eiJiO+KH+X2+czwpLnZ/FwTgDKd0JBQ6GRSqWQyWQUfAicHt5Jq5ibg2MjBTyJi1UvgeT1elWwApUUMotQKKTKfL1M6+ss0I6dNcEajoSyAahTENrttmLCOukRnVKrdWq3tL6c+japL7MgN4LLbtz4WTabRSaTQT6fR7FYxNHREarV6thpvFzD/F9niHq/yERN6TTAaZCILHekV6WxQ2VeFpkEACsJNRoNdRYhz/WqVCpIJBKqHqEU0iQZkcnnyvdxj1PQyUA6+QwZci/v1+eD79B/TPechVwfRunxeBCPx5HL5VAoFJDJZDAajXB0dASv16ssMJ/Ph3Q6rTQiDrxkqiyG6/F41MmfiURCLSrLslSSLBntBx98gLfffhu3bt1S0UkccDkoMuxdCjKTY5PtI3EBy4RIme9wEWTHjCjoW62WqizNcG2Zj8bivSziSW2W+UTUMLkZpANV1kHkfFKJiMViyiIOh8NYWloaUwJ4Pwt98qRX5jxd1Pg5WU2T7pEar+l5/I7QCZUBwjnUXE0VIaQPRypOpraZ1u+0fb9osrMI7b6LxWJ49913USwW8fz5c+WjlQqTRHt4r7TG5J4HoPZDPB4fsyi4LldXV/Huu+8iGo0im80iHA7j0qVLSKfT2NjYeKG9F0n6O3UlIBgMYmVlRR2LdHR0hFqtpnhCu90ey5uipSlzMyXsL3kiiWNNHkBlVN5H36EU+HaCiUSLje0huqbTtMLMteXl8XgQi8WQzWaRzWaRTqdRr9ext7cHy7JUEEYymUQ8HlfQFg+EHA6HaDabylRnJQIyRVpxjFaktcWaWu+88w5+8IMfqGrw0uqTPhwdJtIFmBwo/siFLkN5OXG6D2LWxOdO0sIZdEEBplcC8Xq9SnixwgkhGI4/icxXOqplNRPCDtS+GOXIcHxac3J86cfJZrPY3NxU7dYz6efJHCSjNAkeu+t10v0h/F/CLiyTReHFwBfpGKdQD4fDCno1+SF0wWknuOw2uNP1dn2/KJLjx3UejUZx+/ZtVKtV/N3f/Z26jr+p3cs9KCFEXfNnOgIhL+kzo5W1traG3/iN38DKygpu3bqlCnPbjelZLPZZENsuxy0YDCKXy6Fer6tka56mTr4ghTYLLdD1IX3VMhdTV+ZloAcANf5EE6QwIwQurVk+i78lfyKvsRNeJnJat1PBhpSgDBe2LAvLy8tKM+IxD36/H91u94VCj1IzAk5rkHEAut2uOp6EkMw3vvENrK6u4q233lLVt02Qn53k5+eMYNLvoSXBfBP6gqiB6Ob3PBayW+iHC0bW0qPFxbZKrZQRXIS1ZL03GVBBvxcjBHm9KWOfUKOEHCWeLmsZBoNBRKNRJJPJC2MAUhvUyU0bJMMwacOmpFYyWUYg6gEbkunq65TXmN7P70yC30nomiydl2mVTVLKSLoipqMCAMasBn2Ps2oHf0vi9abjWOzoZY2ZHezK9ZPL5bC+vo52u429vT30+30sLy+rFA76VDluEhLkWgROz/UCMMYj6T8nb2TyuEyG5j36HMjP+Ztyg2QKUrIjpzmYyvKi4GIJItbRa7fbePLkCRqNhoL7ZHQfO8GEVw4INVYu2Hq9jidPnihhGI1G8Yd/+If4vd/7PcWIZWf0QeAClb4EDl4sFkMikVDCz+v1KqswnU4rgTwcnpznJQWbPmHzIrtn83Nq7rSm5IJjrTOOM01/lsGiL0omKzN4o9VqoV6vqyoPlmUpoc155HjSqqvX68qSi8fjaoPIHLNYLIbNzU2kUinHJNBZWrSm5GQ7kkx+kpbNNnIPyMLGXNeVSgWBQOAF5inhFrt3O7XV1DaTkDO1/2UKLUmmtpp8WDJgSCYn60fVS+SFNSbpW200GmOFqOWRQEzcf9X8XHb+PPaTiqHX68WVK1dgWRZqtRo+++wzJJNJXLp0CcCpy0MmM+sBFvra5HEokUgEyWQS6XQamUxGrXV5ggL5Ave4hMK556QCTdhWwpd6Xp0UdjqdW3jx4SwFtLq6ip2dHeWT6vV6SCQSaLVaqNVqqsoGYS1OAC2vdDqtzFmpXYVCIXUkdTqdVu9imadJEIqdphkKhXDlyhVl5RUKBWWx0N/G8PvhcIhsNot+v4+rV68il8up5N+XTTrcxEXB3IloNKoOhqSVFo/HkUwmVQCFZVkKG+dc0YdG2Jc+GmAcXqV1zYr9ssoGGQ2v4VHjfKcTo5g1pHVWSMJOo5Tf8yBAjqG0qngUjw5pmd4pneLTtNdOgOnQ3Mugs75Xri8JbZHxyrUj00OkJQxABQ7JlAQAap8DQLlcVjVRp/WxXCTpsOFoNFK8lsaDjOjlEVI8AoXCizyYCqiM/OPY8VpapbIaEasoyXQn7ndZfcOEeJgMGApW095zC/WTXBXmpXDJ5XLIZrO4evUqvvWtb40tOAZWSEciNSGPx6POo+n1eup4CAYVUHqn/r/2rq0nrSaKrgMoghyVi2DFaEFt0tSH1j606YO/ov3lfetDX0xTDR9GiihShO/BrHEznTnM4SYms5KGCucyZ87M3muv2TOzuYn3799ja2sLX758QalUwvb2tnF5oaiOqoew+Xwe3759ixyT4P8ZkQwGA4RhqCTF54DegDnYSfZDqZP7TOXzedTrdbVI7N3dndp0s9vt4uLiAolEQiVTcD8wsihd/pNGRUZ/XGC2Xq8DeFxgmWOYAPD792+0Wi2sr6/j58+fqNVqODk5WciOyvq4ponc6CRHtheeY4pggiBAsVhELpdDpVLB2tqa6ty9Xg/NZhODwUB1fP1Z2XETiYSSU6km2MqmfxdlcKWBkO15EQZ6UgmOEbuciiH3jiJJ4PQO7pggx0+oLDBphrI6CVUmk0G5XEYQBPj+/TtevXqFT58+KQcQtTis6Tnm0YbHtdNer4dGo4FWq4WdnR2k02m0Wi10u11lk1utFs7Pz5UCwoiI01r4j/ZDZh9zgfNms6m2liIhk4FIGIYq0pU5BvrYl3SY+rG3t7fGSFxKwS5wnufFQtGAUiri7yxgKpVSW55zRjx/p/NKpVLodDrIZDJqmxRGCbu7u8jn86hWq2rjv0mkJnkOMyCB0bW/TIZKyo6LSJOPA53lAKPGN5lMqikEa2truL29HZF2aTiLxSLS6bRKjpGTD8mq5LYpehn6/b5KnCHzk+NAPJfy493d3bNFA0B0W4lr3EmkGO3KwWy+H5PTkr9JKWWc/j8vY/mc0OtbjsfI72QUJlm+7LMc3+FxwNO4mH4uMLov3bJCkhCCpIhzLGlTOVGeBFRKjOyrUt1iv5QL+ZLEdjoddDod1SZpBwgp38pFkFlm2gB9zFfWf1wHFQWnnZRddHlKgKVSSU1YlkkB8iH4AmR2Czs0x5jkxFf+Lsuks2X5aYKLbKVHmssyfsD7Xl1d4fz8XDlWAEqqarfbSKfT2Nvbw9bWFsIwVNEUNe9CoYAgeNq5VkZWOmz1xffK9GM5dsmoVW7RQtIgU3TltWZdpy7XI9M2RTQy81Q/BnhKWmL01W630Wg0EATBP9s8sG65XNrd3Z0al+QqM7Izm96D/G3SulsW56f3L37HfeGGw8ehiYeHB/z580c5Gm5o2+/38d9//+Hh4UERtEQioSKudrsNACiVSoq80TB3u12EYYiDgwPk8/l/9giM+wzzhG7rSAgvLy/RaDTw48cPpXZwvVmO0zPxjbvFcwFiHscARFfN/v79i1+/fuH6+lrNGZVtlJ90bqa+o6sXlMXZ97PZrJpEbbKvcackxco21CtV/44d2HZeFGxOyiYLmsoxiUxiOz7qGot2YrwftWcOaANPzIZRFNmRqazU/aeFrDOSDtNKJIzEdYewqPqT0bNJjpNlcgUNBCVbZmVSmTAt+aSTBLJUl8hr3PPZyuhy3Dzg0v9MpFDO/5HtRR83YeKRlKkYgchFELiuKperu7+/RxiGSjGYtu7nBb2d8m9GU/o8Ts77urq6Uklncok+ZhRyig37KiVsOfVAJttRhmU7ZTlMk5P5yfpkdCzVGEqXzH6eRRt1TtjQYZJGTOe5Fmpc9BRlcEyGyeXecSKreUcMUffkc2xvb6Ner6sGR/mWE4qlcdSNpYTNkLuUgU6JRoYNMpvNolQqYW9vTznXarWKk5MTVCoV435V86xDWV49ejG1NRtZspVxa2sLtVoNFxcXuLi4QCqVwtHRESqVCjY2NkbqvlQq4fT0VKXSr6ysYG9vD+Vy2ZgMZCJnUWNGtt9Nsvi84dKHZB1ns1l8/foVZ2dnahUdqgndbletJEGDy21ogFF1QK6xyci32Wzi5uYGu7u7ODg4QKFQwOHhocqoW3TdRCEq6g6CxwS2jx8/otVqYXV1Fc1mE+12G91uV0X87HfcSZr1RkLLLFg6FW4J8+bNG+RyOWSz2ZHFfjkGznOApyW4TNDJq3ReVBvW1tYUiTCdGwdz3WgprjeN6+hsiOPATOctAnGiEBqhzc1NlMtlNZ6YyWTUlAV2btt9bPdyNdbyeP2alBc2NzdRKBSUpFOr1fD27Vu1dc0i6tfmmHSZY9z5PM90PgC1IahcyaBSqaBarSKbzY683zAMcXR0hFarhUajgWQyiWKxiGKxOJLVaYKNtNkInIlsLIuBNiGdTuPz588YDh8X/qYEfnV1hdvbW1xeXmI4HKqFCZrNJjqdjkqUYfSwvr6Oer2OlZUVXF9fqwSadruNer2uNqh9/fr1CNGbFosisdlsFoeHh7i5uUG73Uaz2VRStCSUQRCoOmEENhwOVaTJaJWy/8bGBt69e4dKpYL9/X21+IBLVKrLhCZiaLPBLgrbOCx+l0ALbNLdJA81iw7rKslMirjXSSQSOD4+RhiGSssmk1lZWUEYhkin0yNM3sTg497b5NxkIksQPI6h5XI5fPjwAdVqVenqxWIR5XJZyQ+LhP7spmfWl7fRzyVMRKNcLuP09BS1Wg37+/tIJpM4Pj5Wa0nK43d2dnB2dob7+3vc3NyojM9cLjey/5wOnSi44DmirXEYp1rwGfVdjnu9nho/p9S0s7OjnJZMXFhdXVWr1XOcjLJaoVBQ2aGzlgoXIYXLd5pOp3FwcIBSqaTGqnTCxeQOmSTEiJbHMLLKZDKo1WoqGjJNSdKfldfQydQ48mz6bhpbHUR1joeHh9iew3U8QRY6qvC6/GVjxvr9XMoxTcUlk8mpWutgMLBWzji2EhVN6QzI5bqzgqkBu7xjHYlEYuK67ff7IwWQ9aG/bzlvxWbUZNvT25RpLEu/r7y37b25slP9evI3U73rdT5NvQL2NhvV11yi/ShEHWt7ry51Mkk/iDp32ro12Vr9uUzRts2G6WV1aTuSlI67dxRM99bLHQX93jZbO9fIK+plT2LUJo3CbJjEcS2K0ZoMmmudRTnreWIZGH/U/W0RqMs5cUhCnPcW5fBN14sqT5TBmXdkMEu4lDVK0o0itdNgWSTYOLbTpEC4SnqTPq+rLD+uzOMQ23nF8cwu8kvce8q/bcbIFsK6hMOmcyTDmZXssAi5wYa4TCjqGpM09EUaAb3TaoxubDseV85JiYTLtWQdyxVMbMdEvVdGmLOAjc3bHKpeVtfrx8Ui2tS8CKCt/qKONbXbONGO6VhTdLesmLg1T9upPf7FMjeUKMxKBpo3ouSVl45FPccyttFliPhngVnW7aTXek5SHReRY14eHh4eHh7LiOWbpefh4eHh4TEG3nl5eHh4eLw4eOfl4eHh4fHi4J2Xh4eHh8eLg3deHh4eHh4vDt55eXh4eHi8OPwPhRdBXbjYIvoAAAAASUVORK5CYII=\n", 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