{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# cosine schedule" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['CUDA_VISIBLE_DEVICES']='1'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import timm, torch, random, datasets, math, fastcore.all as fc, numpy as np, matplotlib as mpl, matplotlib.pyplot as plt\n", "import k_diffusion as K, torchvision.transforms as T\n", "import torchvision.transforms.functional as TF,torch.nn.functional as F\n", "\n", "from torch.utils.data import DataLoader,default_collate\n", "from pathlib import Path\n", "from torch.nn import init\n", "from fastcore.foundation import L\n", "from torch import nn,tensor\n", "from datasets import load_dataset\n", "from operator import itemgetter\n", "from torcheval.metrics import MulticlassAccuracy\n", "from functools import partial\n", "from torch.optim import lr_scheduler\n", "from torch import optim\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, "metadata": {}, "outputs": [], "source": [ "from fastprogress import progress_bar\n", "from diffusers import UNet2DModel, DDIMPipeline, DDPMPipeline, DDIMScheduler, DDPMScheduler" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "torch.set_printoptions(precision=4, linewidth=140, sci_mode=False)\n", "torch.manual_seed(1)\n", "mpl.rcParams['image.cmap'] = 'gray_r'\n", "mpl.rcParams['figure.dpi'] = 70\n", "\n", "import logging\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, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "373f9fe0d65943adb49dcd8d8e40ff09", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(xt[:25], imsize=1.5, titles=fc.map_ex(t[:25], '{:.02f}'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class UNet(UNet2DModel):\n", " def forward(self, x): return super().forward(*x).sample" ] }, { "cell_type": "code", "execution_count": null, "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, "metadata": {}, "outputs": [], "source": [ "lr = 4e-3\n", "epochs = 25\n", "opt_func = partial(optim.Adam, 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, "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", "
lossepochtrain
0.4000train
0.0710eval
0.0581train
0.0551eval
0.0502train
0.0472eval
0.0463train
0.0443eval
0.0444train
0.0444eval
0.0425train
0.0435eval
0.0406train
0.0506eval
0.0417train
0.0397eval
0.0378train
0.0388eval
0.0379train
0.0389eval
0.03610train
0.03710eval
0.03611train
0.03611eval
0.03512train
0.03712eval
0.03513train
0.03413eval
0.03514train
0.03414eval
0.03415train
0.03415eval
0.03416train
0.03416eval
0.03417train
0.03417eval
0.03318train
0.03318eval
0.03319train
0.03319eval
0.03320train
0.03320eval
0.03221train
0.03221eval
0.03222train
0.03122eval
0.03223train
0.03323eval
0.03224train
0.03324eval
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit(epochs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# torch.save(learn.model, 'models/fashion_cos.pkl')\n", "model = learn.model = torch.load('models/fashion_cos.pkl').cuda()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def denoise(x_t, noise, t):\n", " device = x_t.device\n", " abar_t = abar(t).reshape(-1, 1, 1, 1).to(device)\n", " return ((x_t-(1-abar_t).sqrt()*noise) / abar_t.sqrt()).clamp(-1,1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "with torch.no_grad(): noise=learn.model((xt.cuda(),t.cuda()))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(xt[:25], imsize=1.5, titles=fc.map_ex(t[:25], '{:.02f}'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa8AAAG2CAYAAADIsglSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9aZCsW3oWhj5fznNlzXvX3meffeY+6rnVjpZaqFvYZmgiFEFYXBBqEFeYsPxDYQZDABEmrMtgMAbbATbIOHAgyQ4QEDLDvbc7uMhoOC2kULd67j7znqtq15BZOc/53R+1n1VPvrW+zKyq3L3PdtcbkZGZ37CGd73rnddaQRiGuIRLuIRLuIRLeJog9qQbcAmXcAmXcAmXcFa4FF6XcAmXcAmX8NTBpfC6hEu4hEu4hKcOLoXXJVzCJVzCJTx1cCm8LuESLuESLuGpg0vhdQmXcAmXcAlPHVwKr0u4hEu4hEt46uCJCq8gCFaCIPg/gyBoBUFwJwiCH4t47o8FQfClIAjqQRDcD4LgbwZBkJD7vxwEQTcIguajzxvfuV689+AMeP0ZwVkzCIJeEASNR/fSQRD8w0fvN4Ig+HIQBJ/5zvbkvQdnwG06CIL/IQiC7SAIqkEQ/L0gCJJy/6eCIPjiI5z/o+9YB97DcAbc/mgQBG8EQVALgmAvCIKfDYKg5Hnm24/KeicIgh/8zvTivQfz4tW8838FQRAaPts0n1EQBH/38bY+Gp605fU/A+gD2ATwWQB/PwiC93ueywH4UwDWAHwCwH8E4M+aZ34qDMPCo88rj6/JTwXMhdcwDP9zwVkBwD8G8M8e3U4AuAfg0wCWAPwlAP80CIKb34H2v5dhXpr9CwA+DuADAF4G8DEA/5Xc3wbwVwH8b4+1tU8XzIvbLwD4gTAMlwA8j2Na/au8GQTB7wLw3wL4CQBFAJ8C8O7jbfp7GubFKwAgCILP4hinE2B4xSaADk74xXcewjB8Ih8AeRwj9GW59vMA/sYc7/4ZAP9a/v8ygD/xpPryXvqcF6+P3msA+PSUZ74G4EeedB+fBtwC+CKA/4f8/zEA9zzP/VUA/+hJ9+1Jfy5AtwUAPwfg/yvXfh3Af/qk+/Re+JwVrzhWVN8E8H0AQgCJiOf+GI4VguBJ9e1JWl4vAxiFYfimXPsqgEiNQOBTAL5prv31IAgOgiD4QhAEP7SYJj6VcF68/giAfQC/6rsZBMHmo7It3r+b4Cy4DR599P/1IAiWHmP7nmY4E90GQfA7giCo4Vjh+hEA/+Oj63EcW7zrQRC8/SjM8D8FQZB9rK1/78JZ+cF/A+DvA9idUe4fA/Bz4SNJ9iTgSQqvAoCauVbDsZkfCUEQ/ASOifNvyeU/j2P3wTUA/wDAvw6C4IXFNfWpgnPhFVOI8VGs5v8A8LNhGL6+kFY+nXAW3H4OwJ8MgmA9CIIrAP6LR9dzj7F9TzOciW7DMHwtPHYbXgfw3wG4/ejWJoAkgD8A4AcBfATARzHpsv1ugrnxGgTBxwH8AICpcawgCG7gOJzwswtq47ngSQqvJoCSuVbCsSblhSAIfj+AvwHgM2EYHvB6GIa/GYZhIwzDXhiGP4tjn/jvW3yTnwo4D16fwTEx/pznXgzHboY+gJ9aXDOfSjgLbv8agC8D+AqO3Vj/AsAAwN7ja95TDWemWwAIw/ABgM8D+CePLnUeff/dMAx3HvGJ/x6X/EDhFF4fzfO/B+BPhmE4nFHmjwN4LQzDWwtr5TngSQqvNwEkgiB4Sa59GBFuqSAIfi+A/xXAD4dh+PUZZYeYdNl8N8GZ8PoIfhzAr4dhOBHUDoIgAPAPcazN/kgYhoNFN/Ypg7lxG4ZhJwzDnwrD8FoYhs8DOATwpTAMR9+htj5tcB66JSQAvAAAYRhWAdzHMQ+4hPnxWsKxR+sXgiDYBfBbj67f92Rq/jiesNUF4MklbDzyTv0THGe45XFsrtYAvN/z3H+I48n/Kc+9MoDfAyCDYyL+LIAWgFeeZN+eBrzK828A+OOe6z8D4DcAFJ50n94rnzPQ7DUAWzhWor4Px5mbv1vuJx7R7F/HsWWbQURw/LvlcwbcfhbAjUe4fRbArwD4Rbn/l3HMfDcALAP4NQB/5Un3772M10e4vCKf/wDHCsA1ACl57pOP+GvxiffrCSN1BcfulBaAuwB+7NH1Gzg2d288+v/vAAwfXePnc4/urT8i1AaAo0fM9nc9acQ+DXh9dO37fcT4iCmEALoG75990v17GnCL46Si2wDaOFYOPmvK+elH+NXPTz/p/j0luP1rOLauWo++/wGAVSkniWMX2BGOEw/+DoDMk+7fex2v5p2b8GQbAvhfAPz8k+5TGIbHaY6XcAmXcAmXcAlPEzzpRcqXcAmXcAmXcAlnhkvhdQmXcAmXcAlPHVwKr0u4hEu4hEt46uBSeF3CJVzCJVzCUweXwusSLuESLuESnjo4tXOwQr/fDwFAMxLDMEQQBIjFYrD3AOB4XevkdV7zQRAEmobpnvWVo23w1em7H1Wu3h+PxwDg+jStPv7OZDIXWgRdq9VC1hkEgWvXaDTCcDicaHcymZzA03A4xHA4RCwWc+/H43EEQYDRaGRTXk/1weJ2PB6fGlfihM/rPbZzMDhes5xKpRCLxSbaMBwOXT2xWMz1gfX6xpD3C4XCuXF769atcDweo1KpoNvtYjgcYjQaIRaLIZFIoN/vo1arIQxD5HI5xONxjEajif6ORiN0u10EQYB0Ou1wHwQBVlZWUCqV0Ov10Ol00Ov1XHmpVArxeByFQgHpdBrpdBqpVAqVSgV37txBIpHA+vo6ksmkw0ez2US328V4PMZ4PHZ4GI/HaLVaAIC1tTXk83n3TDqdRi6XQ6/Xw+HhobsWi8XQ6XTQ7/eRyWSQzWbR6XRQqVQQhiH+6B/9oxei2eFwGIZh6PAVj8cRi8VmzlHiT+8pPZFmST8+fqBlRT2j85g45HPE7aw5bueAziW2z/YPANLp9IVwOxgMQs7tMAwn5rbyCD6jbVMcaPv0XX4Ph0MMBoOJ9rNffMaWMw1f+l9xrPjnf9JOEARIJBLuPfsMyyJ/KRaLXtxOFV7aEUWUjzn6iEyft+Vph31IsYxOB8/XRt81vucrf9rzduC0jGmC+CzAgeZ3MpmcmLy8BgCDweDUROQzqVQKYRii1+shDEMkEgnEYjHHENgfH3Ha8aAAGo/H6Ha7E/gjo+J/FbA6jhRe7Fc8Hnf95bP6YZ3ar4vA7u7uxERKJpNIp9MYDofo9/vo9/tu8nY6nQnGwN/pdBqFQsEJXQCoVqvo9/tot9uuP6PRCIlEAmtra67+MAzR7XbRbDaxvr6OcrmMTqeDVCoFAGi1WhN4ZH9TqdSpCZ3JZByOer2euzcYDNBoNNDv91GtVhGLxXDt2jXkcjkMBgP0+30Mh0N0Oh0Mh0MkEokL4xU4FjIAJsaVzIhglVq9x2tWQVIatbxGaYLjGYvFJq5bXmR5CpklmacVVHYu+PiWrx9a/kWBuPXVZ/sDwCkNUfzM0pfik2NG2ibMEkjaFl8dqhhM4+MAnGBShUDfJd1Pg7mEFyvVBkQJJvu+T+OyjbR1+eqMqmNW++eZtD4tw/b3cYBtGwUHmQOJi9aDnax8jgRJbTiqP3aS6sRlWbREFHd8lgyLbVWtWwldhavtK+/pM3xnEcKr0Wg4oR6Px5FIJFyf+GFdtF61L8RDNptFPB5HKpXCeDzG0dERRqMR+v2+Y4RUFrLZ4w3LWX6j0UCn00G5XHZlk+H2+/2JMUwmk07hoCKiDELHn9f6/T56vZ4TpnyfChDxrFbnIoSXWoZ2bmp7+Vvpx6eE+rRu1qMeBAUdK6tE2/mhVgfxr4LAKqsKvn5NU5QvClHjY/nnvHVaoTEejx3e+FvnntZhx8e2Jwz9VvKsvuh91kl6te3ltWllTRVePg2DWrK9fhYNQJ+1E8syPEs4PuEXNZhav08bs330XXtcoJoMJyvdAWQSOogUUiQcvk9mmEwmMR6P0ev10G630e120e/30el00Gw2ndZJxh6LxZBOp08JuzA8dkvU6/UJZlUqlZDNZp07iuUBJ9oTmSjbTFed4lTvW+3Kp2GeFUiftEBSqZQTCmxjPp93OLNWENs5GAwwGAzQ6XTcZM9kMuh2u2g0Gm68CMTHeDx2Fs/+/j7eeOMN1Ot17O7uIh6PY2lpyQlVFTiFQgHlcvmUZkwrejweu770+300m03nLozH46jX6+h2u4jFYiiVSs7KTCaTKBQKC2GyZDSKJ8UfMF0z17moCheF7IMHD3BwcIB2u41ms+lwEI/HUSwWkUgkkMlkJpQH0vhgMEC9Xncu9TAMsbq6ilKphJWVFVy5csUphFaRU/DxHL03z3PnAUuD03iQT4n1vW9pktY7AIdXtWJVsQBOxonChh6Z8XiMTCbjXNXqdvSBtZ59PJ10o/QPRIdygHMIL22QXosSAtPMcZ/7xAeW0GZZdNoGX/2+dlqYRUAXBfX3c8DU3WcZhLZT2z0YDBwTHI/HLobSarXQ6XRQrVbx8OFD5zYLggC5XA6JRAK5XM4xdhI6mTYtDRLlxsYGlpaWUCwWUS6XnTZLAaU+erbZ5xK0wivKEj8vsLx+vz/RftU2OdkoxLX/ZHx01dIdm0wmkUqlUK/XcXR05KwfWmNkwuoe7XQ67nN0dIRMJoMrV64gk8k4JszPaDRyY8F4Ia0/0kQ6nUYikXDxsHg8jnw+j3g87pj96uoqCoWCo4N4PI5SqTTTBXMW3Kr2bsfT8gX7vjJCWqrtdhv9fh9vv/023nzzTdRqNezv70/QKPFGHLC8druNo6MjdDod7O7uotfrodfrYTwe4/nnn8eVK1fw3HPPOZyXSiU3/pavqNVh+6u06hMaiwQtP0qx97XLXictjUYj1Go11Go1F2/NZrMu5usTXhwnjhFpvdVqYTgcolQqOZrlPJqmEJC/TVMMSBc25BAFU4WXwizhcB6YZvX4CGZWWbPM/7Pc0zY9TtBYkprS1iVHAlCGPBwO0ev1MBwOXQxkZ2cHzWYT9XodrVbrlPACgEQigSAIHCNQDWwwGGA0Gp2yvCi81tbWsLW1hXQ6jVKphFQqhWKx6GI6dD3aPhGfvnFSwXZR4bW6uorxeIxGo4Fer+f6yonMdigQr7TWaKERVxREFOrVahWdTgftdtuNgSodjDkRut0uOp0ORqMRms2ms45jsRgKhQIymQyazaazyDKZzISwyefzTsjF43FkMhksLy87AaxMjsKWbaL1uAjhNY2R8r5VUC2Oe72eG5tqtYper+esrdu3b2NnZwetVgv1et2VF4/HsbOz49zoquX3ej1nhRLnjB9SAet0Ojg4OEChUMCVK1eQzWaxsbGBdDqNbDZ7ygKf1l9l8LPcWmcBVXqsYNV5qHi2Sq4qiVTE9vb20Gw28fbbb+PBgwfI5/MolUpYWlrCc88959zrWqe1aqkY0Jq3Vu3W1tZEGT5as0qC/tZEG9ufaTx4puXlM//ZmGnWkK+hPi2bTMvW4WN6UZqRBZ8byLbxvMS3aGtM3WqqcVhTmoJlMBg4Rtbv99FoNNBoNPDWW2+hXq/j7bffRrVaxeHhIer1OqrVKvb29iYsBH4T79RKNRZEdxmJcW1tDcViETdv3sTLL7+M5eVl3Lx5E/l8Hs8884ybLIwTkdFo3MHikH2clQl2Frh27RpGoxF2d3fRarUmcKiCSScKhRYzCLUP+XweYRhif38fjUYDe3t7qFQqaDabzgJrt9sTwrdWq6Hb7aJUKiGfz6Pf76PVajkXXzKZdPS3sbGBUqmEwWCAVqvlGCyFbiwWw9LSkiun3+8jl8u5MpRZjcdjZ4korhdlIfjmf5Tmby2wwWCAXq+Ho6Mj3Lt3D/V6HW+99RYajQZu3bqFo6Mj9Hq9iYSTbreLarXqrGFVDFgus+cymQyuXr2KXC6Hra0tZLNZ7O7uYnt72wnxlZUVvO9978Py8jI++tGPYnl5GWtra44mVNP3eWlUgGn8aBGgMU2fILH41Q/nsrpiB4MBut0u3n77bezu7uK1117DV7/6VaytreH69eu4cuUKer0ecrmcs8DsOLZaLRweHqJSqeCrX/2qs/aZILS6uopXXnkFq6urEwqAr+1R2enst000035GwVwJG/rfSk0rdOa1lGZZSfNMNl+dURMqqv6zCrBFWWNWSGtfrMJg/1OINRoNPHz40MVUGo0GKpUKarUams0m2u2208BpsfnKV5eXdSHwOWph1WoVu7u76Ha7SKVSKBQKzr1TKpWQTqcBYMKlFIW/qD4uAigkmNhAN6C6O6mpU/Bogod165Kp8mOzw3TsaDkxRggcMwJV1Ihr1WbDMHQJImS4jFcQp8lk0jFsG2gH4BJI+AzbtQjFIAqsBWDnVhgeZ2BSmaIiQO8AhRHjMPF43CXTsJ+qWHFMWN9oNEImk8HS0pJTxNLp9MTY8XlauJVKBePx2LlmiV/bL70eJUQeFz7ZZsvPrNfLx8NIP/V6HZVKxSURNRoN7O/vYzwe4/XXX0c+n0e5XHbuRLoR6b3Y39/H0dER9vb2nBua1j8ApyDqeMyDE5/CY3mg7zmFudyGWqg17aJ83D6ETmNSthyf9RRletrnp1mBvrqjEGnXHiySwZL5aRKGnUTqRozH4+h2uwCAdruNVquF7e1tfOMb30CtVsOtW7ecptTtdjEYDJyrUGMrFH6cHKPRyBGtMiEKIeKRLrNut+tcMPfv30c+n8f169dRKpXwwgsvYHV1FSsrK1heXgYAt06KeLbamXWJXBQoCLLZLBKJBNrtNqrV6oRwYN/q9ToGg4F7lhl/Nm41GAzQbDYnPkygoMYLnGiP5XIZQXAcW8xkMjg4OEC1Wp0YS7WUOAZsF2M2vV4PQRCg0+kgkUjg6tWr2NjYQLfbdWu3WCeFbqFQmIjNabsWBT5vhlWOCFSK9vf3ce/ePezt7eHb3/62E2ZcbsCEDOKG79klG0qPFHCk7VKp5H5rfzW55vDwEK1Wyz1PbZ+/VdBbJU6XgERZRecF2z9VjqIYu1p/ep8WKl2x77zzDnZ3d50yu7+/j1gshi9+8YvIZDK4ceOGcydmMhkXNzw6OsLOzo77PR6PHa9oNBpYXl7GxsaG82ioBcj2WZ49LcuQfbY8Igrmjnn54DwDN49VBMxOptDvRWrstvxFl+2rw2queh04HSgnYbZaLReIpaXFLENaWxTCWo7GljhZOYl5zacohOFx3KjVaiEIAuc2y+fzGA6HWFlZccyEbkO63bRcnwtmUdDpdJyAtmvdiAvVbFVrVEagmj4tXWay6SSzeFVmGgSBe57WBZk820briJNa3WKcxLymlqKODZUQtRQ4BlRYFuXe8oHSh28s2b5er4dut+usYdKo4o3uKwoxlmvnIZNcFN+ZTMbr/iJobJNtUZekhWnK8qJhXsXc916UoaDuQ9KhCkW6srmYnYoccUMFiGEECph4PI5Op4NMJuPGUefQWXm87fe8eD+z8IqyhHyVR92Pso5mddxnTgN+zXKa9TWrX/xNE1pdYItiAqq5WeuD3xqvCcPQxWT29/fx4MED7Ozs4P79+2i1Wi4ITkJVV4lqYwpRjIb3FIfMZiTzb7fbePDgAdLpNLrdLrLZLPb391EoFHD9+nVcvXoVzzzzjLME6BO360MWLby+9a1vAThJ30+lUlhbW5vIcOPOFRxj4o1CSjV/Co5qtYp2u+12sFABpXjWNO6DgwMcHR2h2Wzi4ODA4YHfiUTCWR+ZTAa5XA5BEKBeryOTyaBYLCIIAuf6pattOBy6HTfYTrol6fKkG7fb7aJWqy1ceFmGH+XqIc41hT2ZTDomCExq6OpCpDAj7Sq9MOtSM0jtIm/ts1oExBstN90gwOclUIav1tkilQIqe2rdsR3kQ7r7BnDC9yw/1W+6+617moKIQksTr3i/0+m4xC0qWYPBwFlesVjMZTWT5iwtRMmEKA+Y0tQs3M69SFm/Z4EVQBaxUYIl6n17zxKnT+idRVPyabK2HbPavAiIsryU2BjIbjQaaDabaLVaztqiO5BErq5Yn3Y5jZD0GWUa6ibiRGs0Go64qc0lk0mUy2W3w0NUf32EfhHgImUKSwoLMlHgJAGG/aNWygmuSS0UXrS8dJGzT/CqcqVLFqg46Lo8AK7eeDzu6mBSDuvguDPuRgGgcUr2j+1jzE0XZz8OsGNIUJrzCTnFm3XDUVkMw3DCwhqPxxNCRumK5dnlJirgfGCXeNh7lm/5PAeLABVCWqbiQoWv8iMfj1KeoXTBexSGfI/uWbquAUzEii0/UpqMoq8oPu5rr/IZvjsLzmx5WSaulVnhcVam5JsEijAinOnAOti6UE4REqUB+PpEJsBMO10HtWjNNcrlBJwQJxkYrSlq3vv7+9je3kalUnF+bKbM+9aJqfvMByRGYNIXTYah72lsju0ejY73AqQ2zfTtYrGIg4MD5HI5lMvlU2ngUcL6IrC+vu5wR5xqAoS65KwWyo/uHWeZG99Np9NYWlpyeFf6oAWXTqextraGTqfjLIl8Po9UKoVyuexwQdcg91Ok0Nzf30cQnCxpIO0DQCaTmdDEafGRZgFMbA81a83MPGDngG++AqcziRlfunLlihNAtAqGw6HLwgQmkyN0HK2CqtYX6Y6WMOczmbO60AE4a3x5eRmlUsmte2T5uvWV5RtWcV6U8FLc2rrYLvIi3lN3tNIn46VR7kJVQq1AjuqPKh2swyp0+tw0uWDByhPSh+LfBxeKec0L5xFePsuDHaL2yXe4al4FV1QbogQscOLi0El1lvafBVivTloyWnXdASeZQ1xb1Gg0UKvV3NouMlDdcFMtgKi6ffdszICExGt0lwFwjEgX9gbBsdsrm806lxmZKi0GXxsWpSAUi0XXTmarUXukkPEpSBrj0naplaATM5VKIZvNOuGiGip/J5NJZDIZ53Lle9w7MZvNOhci44fKeJlluLy87Bg1rTLSPN/RXVP0WTL2RdCwpUtrMdm5pRZ7JpNBuVzG0dGRe58JRbqtla98CiZlwBofU7e7FX4Ejedyx46lpSU3Br4+qQLjsyQXaX1ZBm4VO+CEVyidcXztGKtVZIUg44lnVWg0kcJa+j7repagiqpDMx6nwYWFV1RjZklw+66Pmemn0+m4IOLu7q5jGtxyJ5VKIZfLuew2mznE8m1SAsvnYsler4dKpYLBYIBnn30W6+vrEwx7UeCb6BqgBuCIjwFuCi8ma9AlpQFwXRyruzNouRqrUYagcQM7fmwLtWHGDIIgcNtFUWDQtdlut1GpVDAajbCysjKhZKjrjW3Ttp8Xjo6OJnBJ0GxLTgpaiNQgmWau7kPFESc++6EWl1rO6uax1jC1YQo3LlIejUbIZrOIxWJot9sTSgPfZaKO1kXhpbEfpomTgdGTcFGIYnZWY/cxMgrscrmMK1euIJVKYXt72+2Ar1YTy6ByBJyO/yodWTe5fpO5MquRscCNjQ2sra05BUQt7ChF19fXRVleBI2zWSvPB7yvFqm1wrQsXtO2K2/UuDjno6Vt1kva5vyxwt3Hy7XN+owNSahVGAUzY146gfS6NorXzjqQUdJZO0Vi7XQ6qNVqePjwId544w3EYseLN9PpNHq9HrLZrEOI7vJg++FLSKBrbnt7G61WC7u7uxgMBk47I8NeJFhhrZOS/9VNymQNxrkouLi1DtOrbfmaRajJJ+pjJ54s3rQcEqhuJ8O99MjQdaEh43IHBwcA/EqDTiJlQheBarXq6h8Oh277mlwu58ZSrSBmTmnWmmqV6kIkHVDo2Q1zaQkw3saxUQZK67hWqwEAVlZWUCgUkMvl3Jo5Ci8qZ1Z46Vhy/LjPHI9iUXcSd/e4KFjNn+DzZigtU3glEgmsrq7i6tWrAOAUM+LHrq+zeymSsTEGRgZKnKryx/mj76RSKeTzeSwtLeHq1atYW1tDLpebmBM+4WV5nFV8FwE6F0mj1voi3WrSk71n+2Jp2NdmvufbAFx5hj5LvDIuZuOvPu+G9tPmK1jP0zzyZK69DW1nowj3rKDagDXzeZ9MrVqtYnt7G/fv38e3v/1tBMFxTCWdTuPq1asoFAq4du0a1tbW3II7ZTQ+yw6As+YqlQq+/OUvo9vtOreMXbh70f7avikOosomkXAHhkajcUpg6Xjwv89lqMzOamhWaFriIXP3CTYAE0yF7iBaX8xo0l3OWaaWs4i4TLFYRBiGpxg4hU0YnuyIrRojaVDdjHS9aSIF2z0ej904cP0dBQjxz5RsWllcq6f45fjqxOe4kynTVcjy1LWi40EPApk62zwtffwsYGnW50HhfzuniZdsNuuyP69du+aEuKVhAnGtiRvApOJrFS6+RxonLygUCtjY2MDKygqy2ezExtRK79qvKCtrUUJLy7N8QNtmBdm0+qlkaUYscDrRQ8ujV8WHX9+zTDDis1Zo+ngun9V7qnBY3nwh4aUNntahqEqs6edDWlTZ/E8Xzr179/CVr3wFb731Fn7lV34FYRi64PdLL72EcrmMD33oQ24TTgauS6WSt32c3A8fPsQ777yD+/fv4/Of/zxGoxE+8YlP4MqVK0571/OQFkW01g2i1pDFUa/XQ6vVQqVSwe7urtv6iUKBTI6MTgPUzLgjQVOjp1ZGXJMZkjkq0QMnVplqnBxb1sXyOp0OgiBwSkEymXQLbRlH9CV+LMK63draAgCn0dPdrJZiOp12/4krWmCNRmPCHcId5FkeAGcd1Wo1p30GQeB2KuB4UNngPpA8uHI8HrtkDSpnHEe1SlUIEve0JunuogDj82wvcJJ2rYH+i4B1y00TYMCkls7fS0tLePHFF7GysuJ2hHn33XddSra+RyFNOqGQIqPl87qVlvIbfS+ZTGJ9fR0vv/wyyuUylpeXndVlGaoFKxgXaXER1GWuwkdxyLpVqebzKqCAY0VKN39W97evPwAc/eneqqrksnzyZc59O1ZWOdU6rOWqSra1DGfh+NzcwgqmWc/Za7OeYye4ienR0ZHbqkQ3Qk2n0zg8PES/38f9+/cBHGdi5fN5t4GpMmMyAZrT3AeQm62ORiPnltPEkEWDTxuxfVfXYVSA1KcNq8tAte5pGibLUTzZcn194GTSdTdsKy0wtV6muS8WgWuWoRPHN8m1/9pemz2l5WrbdSwUX1oud81gUgYFCTVWxYPG1zS2CEym0+sOFKzXxny0bOJiEbi11pQyoSjF1gKzUbPZrNuFZWdnxyk8WpeOF+nKWv4+K4XAfrO+QqHg9pv0nYTg668FHbNFeWG0Li3fWltR70xrvxVG84LSZZS3xZdXYNsyiy70fdvuC1leUVaRMkxfBVY7jyqXz+p1daXQMjo4OMC3v/1tfPnLX3Yrvqk5c8fuWCyGN99808U38vk8CoUCbty44YLF3ItPF+Lt7u7i7bffdlr0eDzG9vY22u02Pvaxj51KA12UMFMGpZqzuo90s1haWVFMlYKWLk/NxFKXgI/ZUPPnJI/FYi7d2u7WoZNMD1ZUQUmByxhNs9l0ixoLhYKzBPmuCgTgJGPwPMCjQSiEB4MB2u020um0WwRMIO41hsgMP4KeNsvYqO6XGI/H3camfIYxL6bEUyvlexxTCnSOAS1BKlvcMYIb/3J8qTCwDpZNRp3JZCas8UUxWZ9wsHPCZ53pu/zEYjG88soraDQabhsr7hDj22OS/eZc0TbwWCDrLSAsLS1hc3MTm5ubePbZZ92ekyzfpzyyzfrfKoqsfxGgx+Fooon21wo1i1Of0NMjS/iOJl3ot8adouojzkjjVtlViDJSlCY1S9L2axZuz30kyiy4KJMnU6Yrp16vo1arOeaimiZjDlwnQ7dhsVh0biLf8R0AJnZBULcX3T9WWCxS22J51IqscFBt3LdY0NceFVJqPfGetbw0oQM4SVW12pZlGgSfdqbCSC0vZag+F8EiFANaQtadpv23vxW0n4pDn4bO+4yr6nU78TQmmEwmHc3yHi1XCn51q+gaNJuUo/3kbz1w0S6hWARMmwMqzKKsBQon7hLCjXS5BVFUuT7lkQItqk1MBMlms05oMTY5re0WpvVpUeDzUF10Xqgr7zyWlw9sfGsesAaNteAt/1uI5eXTSOwzrEy/fe/Y97WBlonR17+zs4N33nkHOzs7Ezs5+BDH91qtFtrtNg4PD/HgwYMJhk4tRP3nuoktJxePsbBWxzxInQeo0VP7JyPSyUhNnNYl0+Q1nZXMShmbZrdZRqrWnqZsq7XCMuxYKc7H4/Gp+JVafIwTNZtNZDIZNBoNl2JvXS8sexHrkehq053faRnROlTlBTi29LLZ7IS7mBl/XAaQSqVczKrVarntm5juHoahs95JW9x7kicfU7EC4NyJpFeOFdtMAaYp5PRGcK2Yxhk43qVSCcvLyy5p6eHDh/j617/u5s1FwKe8KNi5MY13UKnUrF5a6RTmFPa2HJ9CGYYn6wz5vO5ssrS05Kx+Veo0bkYa4VhY74DOT92KahHAdthYsK9+ftRtp14WnVs8gJNH6FiFUb99yrEFxQsFoipWmozkkwk+a07boPxqFr3NtLwW6XZQsOauz/3AiV2tVtFqtVzmlk8DZltpehOhmqqs9ZKBMy6hTJRnOmmMxtZ1UbB+4qgB56TUj7UMwvAkg04J0Aocrdt+1JXHei1YrYh1a/zAMgZVDKIs2SjF5zygwpeuNV1UzXbq8zy8UC1c4o7ChooN19Wx3TyVdjweT1jvQRBMLCyvVqunMsCoQND9qC5EKhWaqahBeqv98h7XqvGkXF3IvijwMR+Lfzuf9b/SD5N4NFPTaui+enxgaYt0B0y6z3wWluVH0/ruU7ovCuq6s/zM56mwbfZZVqRtPTE8yntCHjJLcGlb7fvTBF8UXq236SxwofO8ZjG7ecu176tGoK6UKO3RSm3d0okDYt8ls1di0YWqzFZUv/hZ+zkNVMP2mcvaJzI8xjM42dVq0hRsWpSqQVJDCsOTTCGN22jigQohPbjSxubYPgoJFZjcU5C4ZGoyGa3PbbMI3OqWSowF8URlWlzEA7dPYr2tVmvipGPSQhAE7h4zF4nfdruN/f39ibZzUTCVIJZDYcVxAeCYdxiGrk4KIbojeUYVl29QeCaTSSwtLTnBNxwO8c477+Du3btYX1/H5uYm2u02Njc3F7LOywofvcbf8/IH0ggt2HK5jL29vYnnOe81LmV5A5VVXtO2qaDnfptW6Kvwp6DzucBZtlpFi1TsLT59ePThn/3Ujz7H5DXOcS1P+2fbotaVxZPOX58yGuUV0/pUWNt+8jmOq/WUEM61t6Hvv08bm2dgoxiWdlKzwdSs9LVNGbDGA3Sxp31eB4UCgWc8WYtokW4CtRJ1Uuk+a6qh6jEX/G3dAb6Jzt9kBP1+3zFSavnqF1ccE/fA5M4RNqakixvZZjInzbhTHC4ap8DxIuVY7Pjk51QqNZHKrrgfj8cugYJA9yz3hdP2clsu4plu0V6vh8PDQwDHrimm0evuBBTkrFtB1xQy1kp6pMcgmUy6HbtpzRJndHfxFOKDgwO3vo4Ma2VlZaE4BiYzD5W5+54jDu019p0LtKNcW+r+1mQCm51p3YwsQxfRWy8H55wqFTZWrO1+HDRr8WSFjBXaaj1aPqnWOQCn8Po2MVZB57OK9b8qBMpLfOPqw5OvvUovVnAp34mCM+0q77t3FphXmPmIRrUwmy2j75KIo/y3Oun0v77PbWzotrHazCIgyv1jJxWzzobDIQqFgsuw5GJqCiKerWO1TgW7WFWJnn0n86SbiVlsFnccA40fcq847tu3srKCjY0NlMtl55rjs7rllk/bPC8wpZztpBWuSQ3ED+Nf6nJT92ksFnOuas0MJC6p0XLXC1rqumyAcT6N1SoNM3tRx4X3mUFKC049C7RirVuWY8j3FoVX4LRSGsV89L9v3vgYpW5Z5qtX12yxDMtk7ca8dk6pVaDPabzGKsaz5v2i+IEt08e7tE1RzF95FTNhbZIan9f1q4p3tbb4jLrDgROlSTeEiKIBbXMUPfjenbVpwdxuQ5/FMi/TiWqoT/jYDuqzuhobmES4Ep6+Z9thXQv6Pl1n5XJ5QnOPIuyLAOvSeJH1+ZNw8vk8giDA0tLSRDIGXVzcuUHjIqq1WBNdtTT9rbuPk3HSbUj8KY7JUHO5HJLJJNbW1lAoFLCysoJyuYxisYgrV664NXdqNVJQqEBZBJMlPsi8MpkMUqmUY/Cq2bI9urdhJpPBeDx2Y8/jZrhgnbSTTqeRz+eRTCZduRQo3CiZVictNNZJphCLnWwhped58RlahoypabyMuGe5bB8XoTNeHDUXzgNRc8onqPSaKjx2ftMy1d1bpmnz/Kg3QGOIfJbjP+0DnN6RxgoNH9+bhZPzgM8bofF9a43y2+JEs1rj8eMNiJeXl13sVttNHKhgUiFP17XlJ6Q/elO49VcUjrT9Pl6k5ervWZsWnDlV3idw7PVpGsNZ62OqvLp3fIInqp1Rlpfvv7V66BrKZrNzt3te8Gl46pLSrB0SSD6fn0jcoOWla92YoKIM0mrKZHyqefG6arIq2JQoFf/JZBL5fN4tR+CnWCyiWCw6Bq5lW+FJWAQj4LqqIAicVcq+0HLX9HfgZHcDWvf6zfYRl5ryrwd06jO60ayNRVgGrmNp8UJLijuDkJFkMhmv9aIWrWbVRq1/WgRM82LMA/YdnwC01lLUNSvotI3WnRbVliiFPer5RYGv37weZYX5BJsKJF98T12vWocPX3ZDBK2L/IN0Z+Nc0wwfXz/sZ5rlSZhLePkEl5qpClFmtk+4RQlELfvg4AD3799HrVabQJrPwtDBUfcQy/RNeD6j9zjhO50Ojo6OkMlkItt6XlCtQi1Jxva0LYVCwWnTxWLRpUM3m02USiU0m00Mh0O3HREFPd1RxIkKQzJR4owCjVaLLpL0uWAojDKZjLOubty4gaWlJRSLReTzebeDNxcIa8IEs/pUC16EZfvKK69gPB7j8PAQtVrNJYzQiuJCdfaXQoJut3a77YQXx0Ddt0dHR6hWq24PReBk2yJal1xkXavVcHR05MpneQAmrMDRaOSWO6iFyLbEYjF0u92JxBe1Hjl+YRi6Iz70YxdnXxSirCrg9Ka9fN7HzHSe6w4naklFuaOsEqJt4Ldm4Oo+lhaUvn1AXFu3u/blomA3EmDZPovLCmzld/QYqPVFIaP8TmPUOrfZFo6DnZO6P6iedu3b4cRHB1FzXD1PhFnKxtw7bPjuXXTgfBLdAtfIUAsF/Bt3+sr0ZcJYAvDVST+uJiQsGnzC0KdlqXBh4J/xrdFohHw+784eGw6HaLfbExbWrPp92qrVcPUdnWD8zX3UNLNQF4Qy3mUFtu3rLGKdBxSv1rWkGWdBcHKkCScyBbamWNMCV6FCYBxLk1fouguCwCV+qNfA0qque5tXwPB5n8uVdKLjdpayFwVRlgSv6XPE77R3+KzOWXUT+srWOa5nW00Dfcd+P244i7Wq33xX56QqhVH1RFlESl82/GCtYxVcUVbiLKvRXp8mdxQutKu8r/NRAxAlkdXq4LcSzN7eHm7duuViOvosy/UtOgSma/LWTNXtmpaXl7GxseG2klIhsGgmEOUiUAuTzJbuIGrS9DXncjlUKhUkEgm3Ho7xL2XK1j2j7kndYoeTHcAEs+eYsE0Upkx1Xl1dxcrKirO8aOVwNwXNAlVNjdojmXw+nz83Pvf29hCGoUtpp+a5urqKra0tjEYjl1G4t7fn3K0AXMZZu93GwcGB08jH4zF2d3fRarWQz+dx5coVhyNavMRhPB53jHJvbw+VSsX1lxYAcJKFSJcvrXvd3YSLwJkqr+uUGH+r1+sTDEutdLq9NXZyEYgqQ+nWZyVYnkANm8K32Wy6wzh1aYovLqJxb6UfbYud2/1+31nhGttSZu/rq7WAWP/jUgR0fmkbrMDwKd423k9lkXRqPVH6rM+dyN+MqbI+zQFgvVyHSGXQxiB94QF7T8faWvNRcOZd5e21RYBPGNL07Xa7bgcCtsEnrfl+lPCywjXK8qJQyGazE+tCHifYdqimrDinBUbtmvGPfr8/sdBTwcdQgOidwa3mpJOFVoj+10WmZLL8zesUIDb+ZhnEIqxctWQU6OJkjDAMQ3fApx5Dz7YwrkXFhvseMjmFLi7dmaXf7zt3M9djccNZpt2rNajxCU5gxREtVWXmliatYFJlTuN3j9vymjZu0ywXWp/0JPiE0SyI8mIQdJsyH21M4yn634YXHgfYueerT+eQtRB5Xd1wUR6NKAtX22JxagUm6/JZXlYo2bbPggtZXlpIFAH6GmcbelbhNxgM8ODBA1SrVbe2hsyPg6GTlGUrQ7aLf7Wttn6Wy7TwpaUlbGxsYHl5GaVSyR1fMavdZwFq4HZnDNWQlPmQ6TG7jTigoF1aWnJ9oYbP/vBdWgC6Hkb9+D5ioRtM2xaGoRNMuVwO5XLZHapId6FmFireqaWphcG+z0qNnQeee+45jMdj7O3todVqYTAYoF6vo1qtTmTjheHJkTrEM//TsuUZar1eb8Itq4dwjkYjpzSQTsgoabmzHO2jCiiOIZ8vlUoATo51aTabaDabeP7553Ht2jXk83ksLy9PbHXFGB0zIKkwWJfcRSBKAYyyEOwzvK80TsWg1WpNWOS8T7AxKS3H4tQqZjwdvVAoeGP0PmtN70VZOL77jwOi5qfi1fI2zi8qBrrMw/JqX1KW8jvLawG4+W+XwNjkECsg+dtmL2q7bDuj4EwJG/PCrOeVYHwwGo1Qr9fdUSckajILW5dKfloHrEfb47PKdFJQA9a1Spo5tkhCVQ2cbbWWh6bFa1abalrqStQ1TnzP+vkpzHxmuS9orYqAxSfT3RnrssSsBE2wVph1QVwUVldXMRwOUa/XHfPnNk31eh2ZTAZra2uIxWKurdzhnQkOZHj8UOglEgmXvm73F7RB8TAMXfp7u912baGiRFxy/DTtmNmExAv36IvH4yiXyy4RRoUX43Fqmanr53EwWCugop7xeRb0Q2tYXeRsf5QA0/AC8arl6zcTcXyHt0bxItvGqP4uIk47DXx41TZbetL3OL+sIm+tNV//oxQVegM0WcMmc0XRhf62rlFb1zxwph02fNbXWSaFNYntvVarhe3tbRweHuLf/tt/i93dXdy7d889Yy0uuw6AZc6TFaSIJsNnHcwOo6uJiz597T4vqLaoE08nJYmCGUS0wHSNFLUrakLApGBUy4vM1W7MS+K3roaoSU2/NmM7JGoyXxI2Y2Jk8GQ0qmHznmb4XQTu3bvnmF42m53YwUTXlwFw7VerVzO1UqkUVldXXdIQr6uAIH6tZcpv/uZ4k0lrnUEQuB02KIDCMESz2Zxw+6nA59lzPGqGpya0220XvyRtX+SIGQUrFIBJnjBtfitQMFGx4I4gmt5t6wRwSsnROanKnT5LC7rZbE4cLTNNIEX1w1p+1uK5CGg7fIJb+YRaSbbN2m8AzjXOuUyr3IcDvea7B5zwFiocmtXIsfMJNC2Dvy0+gUl3+kIsryjQzs4aRJ/wsJO82WzinXfewb179/C5z33OHS5pTVgbENSYAQeWjIXvWcZihZdaa7pZKreJelzCa1pwmtd0J2wAp4QX07gZ9Pdt5+QjMNXKKFB0Rb1OHtbP6xTwtErojlMrQrM2+T7jDroxslqLF7UQ7t+/j1gshnK5jGw269qYSqXcYm+1+NSlpi4WtrlQKGAwGODhw4enFoLzXca69FBOjqXSLJNSKCCBSWbFWBzT5imIVFgSV9x/8e7duwiCAC+88AJiseNFz6QJbs+Vz+cXwmSnWRm+cfMJNrXE1CqmMPYlD9j3o9phMzn5PE/E5p6TlnFbC8HHq2yfOK6L4gcsO6r/2lbluWo52Zgc+06rn3OO6wV1+Yb1gvj6p3hjJq3uesSP7nRi8RclwOZVfBQuJLzmrUSRA5wggfGDvb093L9/3x06ub+/7+IKigR1yVgtwRJuFBNU4rPt471areZclj5f+yLBN7m1TrXC1EWl+8CNxyc7j1t3nGr5qo2pCxKYnAjWWvONM7U4ur2Y+cg2aFuA0xlHao0tQmgRuAcg407WzcwYE5WW8XjsXIN6GoFaRLrmi5OeeCfdMSmAihTfDcOTQ1Mp8HWsVWNWPBB/dMvqtl2kBc3O842PnXcXhWnzfRrD9803VRIVx7rjjC9LTetiv1Wx0mfVUun3++7DBB1l/NquqL77rJXvJFg8+tpqLVWeKKBKvRXYqkBZS9QKMJ3PFGDqMQBOMjKtsPV5InyWL5+dRbczhVcU4/YNtL1GwlAzVSf9wcEBDg4O8Ju/+Zv4/Oc/j6OjI9y9e9dZAZqmTVD3UlSsxBdHscLAtptMYDQaYWdnB4lEAh/60IcmBtsKzUWAb2LrbguqAXHAqVGrUKPVQyuIAojWhBILs+M0CUbbo7EyCiTVWNkmrjnL5/MTiQK0uFTwWZcg4zVWCFwU1tbWMBwen8DdarWcFch2c6cS4GS3alo9ZKbqStRF4xQYupZO8aHXATiXWLfbdWfR0bqii5dA4adaK/FTKpXcrvTNZtO1hdo0x5HzRhUd4n4RzDaqDMuclElaC16tLo0rcnmHb2Es31NXt+2nKlwEPtPr9dxZbVyormvhtM0qMH0WjvXsLIofWHry4di6j7WN+hy/mQyjLm911yuebFvUktJyGaphLgJPwi6VSsjn884TwXKpPPFbjymyQtEquuRBdq4QznQkig+UYLWT+j6ZIVOIa7Uaut0u7t69i729Pdy9exdHR0dotVruPT2DRutSl9c0V8is+z7g8zwUz5rVOhCLAl9ZUS6JKI2JOLGWqSZrUPj5FAzfZJmnj2yLWoSW+UzTVO3k9/X5rBBlwVILVZqylqn+1mc0ZkZrk2BdLQAmdoZX9yLpl+1jOYwhqtBnOUrHLEsVEbW4LcMhM7dCdRG4jbJSopiqrT8MwwnXs926y9ap/6dZHFGChMy/2+1ObK/lA2uR2Xu274viB1H1Tbvm8yCpkaCxKZ2vdvGxLd96vaLq5zpHChgrGG0dPguL3z4LeBpuL7TOSxkkv/nRVM1Op4Nut4vt7W3U63X81m/9FnZ2dvDuu+/i/v37LoaSSCSwvr4+4XaiRqzWgCZYaFu4GE8Zj28AoqwvMt6dnR30+32Xpm8ZzSJAGZB+qFkCk7G+KIHG58j4gJPtXXSBIS0dZQ562rDiwbbP4ssyEAot7rKhWiqZklo5lnZYvj0Q8zxA/NldtDmeo9HI7X+o20LR6rK7YfAeY2ZkAmw3GSL7G4/H3S4jZMoHBweoVqtOKQPg3KxkEoVCwW2lxdicrjVj7KLdbk/EN0mbmh7P+BvdoYvKNoxS3Hw0Yq0ta60wo/jo6MjF9nxbQfliX2pFKB1ZxUOtP+KuUqk4a1ZpZJpA4m+dj9YNd1GwHiKt21o/ahQoXyAt0JPAJQI8JkeVHLtxga3ThgtUsAAn7t12u43d3V0AwLVr1yaUJx0P5WlqBGifbF9mGR/ninlpphBNUpu5RkuAaaqdTge7u7uo1+vY3t7G9vY2Hj58iMPDQ5eVRqRRy2Vn+W2F0ryCxFqGZDIWeI2uIT3AMkrTPC8oMfjMZyuc9Z61vog3JTjrwomq28IsjdQ+o4SmhBvV9mlW3yKSCjR5h+ucVEiSdq3Vpfe1n+r2sjRkN++1rkafR0ItVRvkViGk9WlbtFx9X5m3ttHG0t4rwJgJkwnmaZ8qDeyfjdUqTRFPVtGw23zpsz6YZgUsyuqaB6Lmq0/IED90VZ/XdTyL7zETV5Nh+N68VqNvLOaBM1le/G40Gjg8PMTOzg5ee+0150vWxbSq9TDucnBw4LZq4aaxW1tb7nllCpykGitRAabfypyigAzIZtP4tIJ6ve4sxtFo5I35XHRBrR1EHXj63jUTkO+QwWm2GrMis9kswvDE56zHFPC6umZ8FpW1xHygY6zuLt2SxjepfNr3NPfEeYAxIVqa9XodjUYD8XjcrY2q1+sAMGGpk9aosKjGzu9ut+s25qXVkMvlsLa2hiAIHL0cHh4iDEMXh2w0Gu7ML1rHVDa41ozjp+5yxhW4NVQYhi5mY63XRqPhtgrT7aFSqRTK5fJCFoBbtzTxpN9WoVRNW+dyv993yiuXD/gEL9+3O7TYeaGgDFcVFiaHjcdjPPPMMy5xx7bd8hhLx7bsRYCWqfNH56Tigu1WPsBv4q7f7+Pw8BB7e3tuHSP7SQVPrR11n9PDYNPqWQfj5nt7e3jjjTcwHA7x6quvAsDETj/KY1mexa0dUzsOUTC35aXI5SR++PAh3njjDdRqNbdCXpMM+DyF0dHR0UTQkQuBCSQwIs82Pkpz1wE+r4apbdaThn3a3OMAHWC1UvRD4rWBVBIFhZVv0qkV4bOCOBHstai2WvAJoSgrUcvRfi0CSF+aaMJ1T5y8dMdFuaSs9UoFjEoYd4Tgrh0rKysIgpNzvHSHjVwu5wQgMKlQWKvZZg5yHvD5qMmtVqBNRIjH4wtLlVfFw8I8ngmlSy4F4C4oCtb95/M4ULApDmx7LHCHFMbe523vrGcWQbvWWrTXfW41y/j1PdIJ19DRfW8V1CjFkfj1CRL9TVfs+vq6y+Sk+9/2w7Z3Gh6mPUOYuTGvSkseNf7GG2/g85//PA4PD/HgwQMMh0PkcrlTgWx+a8qyumGYBUYXJF0JYTi5t5xtkxKstbx8k0vLsLEmbasKL/aXFiI15kWBj3Gq5aVWimaNaUyM71DLojbEvfe0nxxHCj4yW02bJ+gzFHaKY64TaTQabgGstWK1bo6nlqtjosHkReBVhWU6nXZHoCjoJCL9aRyA1/lptVpuIS03Iw6CwOGCZQEnW+cUi0UUCgW3z2O/30e1WnXxHR5UqRlYFLAq1IhDZpXG4/EJJZDXWSa3vOJHNx++KG4JOjetggL447V6lNFgMHBWrLXkgckz1nyMWutSAW/bROs2k8m4TGLGAUej0akd+H1g+2b7vwiF1uLLp4ACJ4oK5yavKZ56vR4ODg6wt7eH/f197O/vT2T4qXWmdZBe6EGx481nVVGp1Wq4d+8eSqUSjo6OAGBiHW6UsLXJeNoO5WvTYKblpZoxmeT9+/fxq7/6qxNbN3E3a02P1N0KVJJrrICETOZBIUZGoj59i0hrEWmnraS3RDBNu6GmzXYx62tRDBaIFl6+dqrw8sUwaN3y2BhfsFUZHRkE8a0EpQSnmpe6cTjROp2O27XAasS2HxxPxjbVrbxI3FrhlUwmkcvlTnkFSNesX2lS42RWgyW9c/E68W9du3QF0o2XyWTQbDaxv7/v6mI9KszG45MTrW1aM8sl3tQ1w7gxY2aaSEWlZhG4tWDpjN8atLd0w343m023hEBpz2arThMOOm8sDelCeGbDVSoVJJNJpxzbPlgPSxT/WDRYxm2va5usULFem8FggFqthmq16s6UY5KPxoKt50PX2+n4sR6dt5wrrVYLBwcHODw8RLPZdHtz6jxkP3y0YsfPjvW0sT+T27DVaqFSqbgNcxkPAoB6ve520FbQScqYmLUcdGGoHThlDEpYNlCuoMJyWn9YR5T7iBle6htfhJalbdY2qiZpBbM+o+4tXeOjOKbgVWHmE+jWB631K7GyrayHGi2FkW+SaT8t/rTsRVgFBHtcDAC3lVW3252YNBrE1jZo/JWp3FzHxu2YNBZKJY79IV4AuKyvVquFfr/vNt3lwmPdYkutLxVMuvCbAsruUGJdjtzxhIJuEeCzfDimltmTealVoMoqlYFOp+MEslrHPm1d67bP8Z5VAFVpC8PjjRGYjEWeY+uN6rev74uCaVbIPO9oWwaDAarVKg4PDycyjvmO8s5ZMWd1FfuMhV6vh6OjI2dFJxIJbGxseC0urcO6hq2wY5un4fhMCRu1Wg3b29vY29tzJiJPlD08PJyo1AZXrUtGBYZNrbR1q1vBunVYn9bts9Is87RuOi2H9xjfyOVyE2b9IsAydR9x+QaWDIEWIZmYFVy0xHiPMTxOVAo0deUo42EcQq1p4GQxLRm0PU5E8edjInpPJ466MS4ChUIBAJwAoJbJM7yA03s+2rbTktF1SHSPMrZIxYYp2LSYYrGYO+2YLrtWq+WyapeXlycW33PDWE18sWscKbjUuqLQymQyrk2qpFAg0KpcBN1aJq50G+VJsC4tXZxcr9fRbDbdBtjq0vd5W6L6YGMzOlf4oTVKoanbhvlo1dd3H8/6TvADVW5sndZrRL718OFD7OzsOJrXfvlCClaI6Ry1BoSOBTe1Pjw8xMHBgcOzdRnqf8vj9Jodu2lwJsuLjIvaio/RqiZrtQef4AL8WT76LK9rUoZ1A2k7o5i+FVI+K0QD9rrX3aKIlKAMP0rritI4fUShbk5aR3yPE48CTFPIaX1oeb62aP3qxlQN1rbZ4lyJlGNjifyieKaLjO4Q3bXBxxDVfU1LhktAdMuobrcLABPHydvEGS1LlQl+h2HodojPZrMTFpVN2lBcqHVFIJ0Sj/o+32UsjRbYIkGZpW/+R1kFFOhkev1+H5lMxr2jNKLjFKX5A6czidXqs6DZz71ez7nSogSCXls0DhWmlW0FCsHXPyorjUbDuWR95SkefYqjxbPPKtI6mTJfLBadWzxKAOlY2mcs7i9seRH6/b5zfzBdW49Ct53zCYsosMLKCih9TuMRWq4vZd7WTQagmqr95rPdbhf1eh2FQmEiqWARRMxV/lGH8NEq0v6qNkSrglo8Dz7Uvczo2lJLlYIuCAJXty5wJh4s/mzsIggCx4Qo4H3KgmYeWcFFC2GW2+YswFR51rm0tIRisei2yGL9Pnc2FxgfHh7i3r17GI1GjrGyj7qVkV30qWe0AScBcFppLCcej2NlZcVZG/l83sXHfNsWcfE3E5w0mUEtaLaVY8OTn5eXlxfimvUxGRXYPkZkFRMmrVSrVTSbTXS7XRQKBXffF1YgQ1bPC/GrwlqZMAUS36Fiqsfj1Go1FItFd0/LtpYOy1KhvUiYpajqPYt7tZCoaG1vb+PBgwcuIcuGJ1SAWEXX4l55AuvU2BfPq9vZ2UE8HnfJMNY4sAKP899nlVGpmwZnPhJFNTxlQhYhet1OxigtTYWXItSnFen7BNWgfALTCiortIhEMqUwnDxC29eG88I8mpZ++zROBU5wTXf3CVurUFjz3bZL6/XVqYIg6jl7zTemPpfxeUAnmVV+fP577bdaTZaJKW6iFCjetwJZBUvUs1zvpckFBLUaaTmzHRSYvpgx3Yw+1+5FYZom7gO2i25DTZg4C1hGHFW3xrJ8gkjParNWnbZ5lsL9uCFKGec9VWBIl1SyuPOLTeCyYHmyCsN5+kjeQ5xGzWXLS3z8/yw4nSq8bNZPJpNxGzBqOiQnFaWwb72QEpBqR4o41ZyiCMq2S+tgeZqVZY9P8Qk3FV6qzYRh6Nwbi7K4LGh2phX22je1FBRfmhJtBQmTKViGDYyr1cBJoAsZo4Bt1S2VdBd3bZ8KSfZXXcraJ7abG+eeB9bW1jAaHZ9zRSbJdS60LmlxqjXJZAwmHunmvUEQOKunUqm4HeK5rIPvc/yYIk83brFYxMbGhnOvEPfAccyYmxsXi0Vks1msrq5iPB7j6OjIWcYA3EYALH84HOLw8NBlP+p6tKWlJVy5cgWFQgEbGxsLFV5WO+c1n0CzIQGuEW00GgBO6MHyGi2D91UbV56iCVqqNGsZVFZp/TF9fHV11W0oC0wKR+VTZ2Hm5wHr2VGFThUka/XQi0LrkRvxHh0doV6vO4+CdW8rDhVXXApCzxqtfMujtZ1UorhBr93BROvkf42lWevM4j8KzmR5MYOJHzZSGaLPbWA7oFpYlLlsy9L/ljC1fRwoDdhbhGi79B6Rpxl4VhAvCnwT3wovHTwfw7Bl2TL1XTvZ9ZrP2vIFp+1/dS2otsXrOuGV4O2Y6zMXBfaRcb0gOFmj5qtb8UPlC8DEsSl8hgwSOImd+Kxcu3kvBRsVBKVBKlqaHs+Ued9iT8UZfyvulbloJurjULwUfOVbOqViRUUn6r1p5UcJyVltURoej8fO5a3rJn2ejqg+LRqfUdYIf/uEsp3zqsxScWKZvvZafmp5oqWbaR4UzXCO4lHT+qrz04cDH8ydbRgEx/GDIDg++O4jH/kIqtUqbt265dap6CGJUanv2ljrmtHn7DXrulGLScEigN9kQr4Ms6gB0oSNRYNmAanQ4nof+q59MUAG4TVGp/1kBqEVJvR/M3tSN4e1FjTftbvEsx7dRNWm5QOTeFYlwmYu6jgvIi7zrW99C8lkEh/60Iewvr6OnZ0dHBwceN0vesgjALcmLJVKoVAoOJwNBgMcHBy4/dvU70/LMQgCd2xJGB7vQqMLkbnJM9uQyWRcWjwXlXPbKjINLqwlHa6trWF1ddXt7pHP5/GBD3zAbR9FCzAej6PdbmN7exvdbhfVahXj8Rh/7s/9uQvjF/C77nUuq9Jn40RMrablZZVK4CRWyHc0sUitAWCSDnWehOFJxiUVD6XParUKAG75hE2+AaYnVS1aobUxQx9efIJLrTPGnlqtlnOJsh8+Bdf2x6fU+6xAVU75/Hg8dkkiXB5ivUpahw3ZEFSRX6jlxV0DVldXsbW1hVgshrt37zrhpW43jb9YJqUJCESCugVUeFmrgR20mVU6CL7f82hVwORRKlGW1yK0LrsYUK0+jWlYy0QH3yfQCWSsBJ8mx8lJhkcmGaUJsQ67psgGyq2CoESqLg/b5lljMw/s7e0hm80in8/jypUrODo6cksGVHu19MS2U4AtLy8DgDsah0tDfNatumaYej0anZy1pTEe1muzIKk163NkvnTH5nI5rK+vIwxD7O7uIp/P4+rVq8hms07R4aJoniFWqVTw7rvvPhYFjDjwzTkfnogXLltQi8KGC2ySkmr4UXMcgFdp0zYQ551OxymJvG9dWfNaAIsAbbPOOytQ9HnbT7qlGae3cyxKGPj657OCpsWlx+PxRBzRLo3yCU7lC/b6PDifuT2UfjPwfOPGDfzO3/k78fDhQywvL6PRaODu3btotVpoNpuOMIl43VopDE+2O7LIUORSW2BnVDCqgNH3ojQU/e3TMCyQia2srODq1asolUoTxLQoYlYC4Yf7r6mGScarwkq1HtVOfQJbBQuAU8TFZ3wp70w996VwkzFrSjkVFRvbUuajmq61+i6qGKyuriKRSODOnTuoVqs4ODhAo9FwcSXgRKPWZBxaOlyftb297fz4o9HxMSorKytusjHWp2n0VunQpATWTdzQ8mKd3MKIKfQ6sZeXlxGPx7G8vIx8Po9yuYwrV66gVCq5Ouv1OrrdrtvcdzAYoFQquZjbooSXVTqjwMawyEyHw5Od3TWGNWtO2TmrQs5aTPY9vqP10fLTBeZ81lceFS4+q4JuUaCCy7Zb2+MTCJw/PH6KgoRlWLzpdS3fKsPkuxYfVplW4aWxbyuUfZndyqdsG6fRxVzCi79p7Vy/fh1Xr17F4eEhisUi9vf30ev18PDhQ3dybBTydWCUYIgMnWRWA2EH1aXAa9pWa87q5LFWhT7Ld+k6KpfLWF9fR6FQmDpBzgNKINoWZmNxYqoGrm20m/BqAoIKK1+MTxcvq5Xgm4gs18ZxOCa61ovP+vBqiZGWh06QRVi0KysrCMMQDx48wO3btyc0ae5uoYqR4ieTySCZTKJareLhw4fodDp4+PAhEokErl+/jo2NDccYuCSBAW4rrIhXMlemg/NDl6Xug0ghZRNqlpaWkM1mUS6Xkc/n3RygoKPLptlsot1uu4zFQqGAfr+PYrHoXe9zXvApgQT+t1mfymCJP2Vi1uOhdelvpVuOqxXMyi8s7ZOGuaRCFW0rPKzS52P8i4Io4cz6pynNKsiZZUgc+zwc2gcVHppBznp5Npx913pXWDcVOrvkgfVZD4zl71Fj74OZJylrxRah2WwWW1tbbpIcHR05TZcbmdIXy4Ae//s0B3UJaIzEavH22yLJumIUOJF0gSgZc6FQQCKRwMrKCvL5PF588UUsLS1NLKJcFFitNUrAApPWiu9QTFpNalH5NB+rKOhva7X5LDjWpfED3W2dbVZL0QLHNQzDiWPvF4Vb7qtGBUoX+DJmRfqz+OTk4/ERYRi6rW5ohfHsIq6rs7hkH+2SEo4JMLkjBBUJ4Hh3EOv2AuASC5hRRgYVi8WcBcMkD603DEMUi0W89NJLC8GtZTRsY5TFYxm9znNLn9Z9ThxFWUHWCwH4txxSy07xSiGq8dooS9Iqu9P6fV6ISnjTunzueOsN0WU+1pKyMI97VL0kwInQ0nrsWjt6JaxRoQq5T1hbUOPGBzNjXhaZyqCKxSJeffVVjMdjfPjDH8ZwOMTDhw9Rr9ext7eHnZ0ddDodVCoVt8CZiwRVmLFcFTYMQNO9wgmpe7+pJWAnCjUGunSo6epkYWZXoVBAPp/HjRs3kMvlcO3aNeTzeSwtLbm98hZJqMCkZqoTwee6U6anO4ar8KYAoRDz+bzVv2/H1RKyfVbrUgLUHRMoEGxMTMvhac7cooeJJ6Sri+J5c3MTg8HApbxns1kUi8WJpAkCF4EDJ8k5xGE6nUY2m8Xm5iYAuBjS4eGhK5tnaPFUYx0jWnGpVMotdlca11MUOF48d0uXOADHLq7xeIxWq4X9/X2HX15jnC6TyUy4toDjpQPPPvvsxFw5L1hXvRXcPkECnFZ+uEuJfca6q4LgZF9Gq5hqnbTcrBLMcIUVfLqgnLQLYMIqsO0mbet/n+V5XtDkEjUUlDeyzTb2T7yyHM4n9YJYXKswnNYPnwFBXCg+tB30vg0GA6dU6dioBab/fcs5puH3THsb2sLYeHYqmUy6A/8okTudjvO5U2jR3aIEbLULBla5eJNMkZaSugB8A6Baqs/1RoRxESeD4VzLxh0NFu0esKAaTVRA1JrVPq1WLTGf247v6jP6mRa/AOAlLstIrDYdVYe1eiiIZ7VhHiAeKVRIBzrRSStMYeeu79oW9o8Lhilsu92uW/unCpVqkxYvVksnPfL58XjsDvBTPEcJAL6vTIrtJVDJC8PjtWmxWAzXrl27EG6tRahglRz7njJhdSv5aMYH0+bhvAoPx4Y0od4ZnT+z2rJoq0vLtd4ubY/PW6PtIL3mcjmUy2XHb4MgmMg+ZNl2zZyWY8EqIBQ86mVh5qxaxbZ8X13Wop+X5575MEqrHbCjnEhcjHnt2jUvgfqYcJRwjGJ+igjbNtteX/uB03svkpmSMWhQ9nEACVV9/mrtKLCteogitWu1lJj1lk6nvfi2mhYPjiOj4xoc+w4VEevCCYLAWR2qHSpBa4AWOHE70jqhQEgmk8jn8xdWFmhdFYtF5HI5F5tKJBJuc11OOlVO8vk86vW6Y2wUTnTlHRwcoN1uu3hYLpdDqVRyafVkEGEYOusyDEOXnGDxxuUKTLAolUpumy4K0maz6RYpU9FiPCufz7txZkwyCALnOi4WiyiXy9jf38ev/dqvYTAY4MMf/vCFcGutIOuJ4ThbJqxCizvKUzOn8NA4H3EE4JTCZJW0KKWOoNYZx5xzO51Ou/RyLs6PAi1X+70o5VbXvFrLU5NE+Ky6onkvlUphdXUVw+EQH/7wh3HlyhW8+eabqFQqqFQqzoJXD4nP2+FTfDkvlP+QLzDhqFwuo1wuO6+D9cCQx6rCpRtIa7wtajwV5hZes1w6VvOiVsuG2Ge1gb579v80QpkmvGxdViAqU7dC8XGDbaN+W9xECXi9F6UcAKeTWuzY+MbEasxWsbAKgM+ys0Ci1WwjXx/PC+pijcViE0kU6inQNtCa14lm6URd1pysvKaM1ya9RI0xGSmtPl2QTAGgMQWN0WqaPYH31F1M2lYBehGYNT6zrCZLc8oIafEqUz4rPWgCEjC5Vsq615R5+xKVngTY+enjhdNwQprKZDJul5ZKpQLgZFE9Y33T+Km6ndkWxRsVXiphuVwOq6urWF1dRblcdutHowwR/td7UXiYBnNlG5JJ2YQCrdjHXKMEUVQ988I8wiUKST5maZnWtPIWZYnpbu5q+WmQn1aQClfVRElUKpS5HRItMQtKiFygmc/nXcyn1WqdWh8Whicb6KqLmBaCpshbImUZupmsXk8kEiiVShMp53Zvv7NAlCJDPFJT5H0yzm63i1arhVqt5t7XfiwvL6NYLKJYLOK5555zMS+1ToHJM89YDgVUGIbOOtMjTbjdmmrFZAzKxHigIAWtWmP5fB7xeBzNZtNlH9brdfT7fWxubj4WD4JVLC0ufF4TxrGZHKMbU1vLQseTdE+BY9sRhqFLEuCHOOa8oUJDi5pxQrqXo6wpy+/0mUXh1Zaj62RtuzTEoHQMHFsy5XIZn/jEJ9But/HKK6+gXq/jjTfewN27d7G7u4vbt287IaZ904XlGg8mz4jH4yiXy8hms3juuedw5coVXL16Fc8++yzy+TzW19eRy+WwtbU1cVir0oAPfz7jwSe8LcwUXlFWQRRMs16mCYZZRGCJx17zvT9Nu5inXfPePw/4rCWdXBxsEiWJh0qE1fL1vVnWjBIrcHJCs27vQlBzXq0GtUZs5pePqUV9qMkBJ2nLFwFtq6VZdb+oxq1xGGWkimsKoHj8eBf4arU6kSBDvGi/WT8tO82yI+7oKtS2sm7GrJQxKUO2lpgqF6ph53K5C+F0GvjoLYrZk2Z4FhyTqiw9auKWCjHFr5ZPl5a6tdRbQAtW5xkTchSf2ifW+aRA+0Gwc8knxKksbWxsuDP/mCHLRJmDgwOXd2CTKbR+fgfBSYy1UCigWCxia2sLzz77LG7cuIGXX34ZmUwGxWIRiUTCKVLE+zRry/blLAJsLsvLh0Tfc9pZO/CzGOos0DKtJmLrtIxrWlt9z1iIGoCLgB5BApzepUIzBVVYaP1kXvl8HteuXUM2m8XHP/5x3LhxwyUY2EQQHVMKK24vxMM3Wa/ilFmftLgymQzW1tZQKpXwwgsvYHl52a1HsgxNccc+0HrgpLDZZ+eFg4MDxGIxlEqliSSI8XjsTu2NSjRhoo620/rkueEuy1a8MhuM1pEyBaZjr6ysOMEUi8Vc7ErjMFyPxgxO0gDxrhYax0XPciMDs31dNPjmm00e4fVEIoFcLofr16/jU5/6FDqdDvb39yfaTWtDj/XRNZ3WvafKnt5ne0hbdM+yDUwsowVRLpenCjH+9gmNeRTvecEqMDZ93rryfAkcpGVaTplMBsPhEKurq/jIRz6Cvb093Lt3D61WC3t7e267rn6/7zw2VIaY9JRKpdwRPs8++yxKpRLW19extLSEUqnksmSphKlyZdtsXbraP6V1fk+DmTGvKIFB8PmL7Tt6zT6jjdfrsyy3KM0jqp3TwCcMHzdo5hu/qeXbScJrmkSiA5tOp93OEi+++CJWV1fRaDTcburUYq1mRQFHQtVzp+yCZC6m5S4Q3K28UChgc3PTJUgo0+a72hd1jaoVpMzhItBoNBCPx91Cc9XMyRDV7QacKA5cCMx3iHvg5Dwvdcfa1GXGlSi8WG6v10Or1XLtUgtKs2mJZ55OzjHjfcba6OKlEpBIJNDtdicWibPsxym8FOz42To55qurq8hms+7ATypMuu6KGZ06ZhRimsDAfqrQUYWDOKaVxcSYRCKBpaUlJJNJFAqFUxsg+wQUIUqALRKP/LbZgKog0HpXBUrj0uxTsVhEEATY2NhAGIY4OjrC3t6e2xWJe2Dy/Ldut+tokrSYz+fxzDPPIJ/P44UXXnCKod0blPjxLcmxFqPluTazlortNJi5SFnBJ3DmMe/meT7q/zzMzFpd88I8Fpctf1GgbhGd9D5tVtuqZjyBa9NoCXGLGDJce6SL1mljUDZtXZMb6OKj24cxg42NDWQyGRQKhVPp6NZlY61ADc5ns9kL49XnPtNzjQC4Bb5k7tQaeSAk+8v2qduOfdHNe/nRxc8cF8Z3ms2ms5JjsdjETgSacqy7jvCoDvaHVgnx1e/3cXBw4IRhEARukTW1Z42/LRqsN4TXFIgbVbzIHGkR6w4ttFL1RHB1odlYj7WiOU7WemaCDa1cnqCsAmBaH/RbYVGKgV32o8qs5YU6N31Wi+UhxEUYhsjlclhbW0OhUHDZvteuXXMLi3nopyYUpVIpLC8vI5VKoVgsOsGlFpYC6cJmM07j02qpc77pgmgvzqYh1CdAVGLahsxjGWknpllX81pj9j37zrRrs4SST1gvKjOJwovuMptWqoRoBZyNrZCRAsBLL7008TyJkpqo1k2fv1pntr/WOiFh6/9cLod4PH7qVGgdE8t8AEwkKdAquagWa1N0ub6Qlsh4PEa73Z5wOVGQ5XI5p6lyEnHDW46FZYhMrFHrgHhYX1/H+vq6W+BM4QXAnQtWr9fRbrcnmAzbxYQYWl5cHM3x6ff72NvbcxYNF0T3ej0XS+NemY/Lm2B5hM8zQ+FFWmK/9ARlyw98Vvi0+WpdUkp/lha1bLtUJcpr4/McqefgomDX9llLhfe0fz5Q3qzzkM9zQ4bxeIytrS2HN8vjWZZVYgm271qHeoeI22lKDusJgsC7+8q5hNc0mEc4XARmme4K5yUeH0Hqt2+yLErTUuEQlUGoxKsfO7GntVEFjp0gtj1Wi7JExf8aZ9CJpVaEEn0UXahAm/bcWWBtbQ1BELhsJ/r8aV2FYeiyDbnWiv2gVanZbrrkQ/GhDJJ9pWWmlkCtVnO7e6hVpe7CXC53yh05Ho9dnIaJIhRotFaIQxW2zD6kIEylUguxaBWi5mXUfdJrVPq7T7joNZ8Sqc9pPcDpeJuCZZ4+qyqKwfraMY9iPQ/ofI9qs72mbdB3rWfDxztIH76+afkWl2pJz8uTfeNo+23bMY+RMFfCxjRitZ2aRdjz1Md3owgtqn1RRO57d1r9PrOb/xelabEMMlJNjbWLWm1Gn01NV61TdyPhswQreO2iQ81WVC3K9p8fMmtaHrQ4bFwrDMNTeydqph8n2Cw3wTzw8ssvIwxDl01FF5EvxkZLNB6Po9vtIp/Pu4XNrVYLAJyQ4beOgR76R2ssCE62wDo6OnKbVjcaDSSTSXQ6HWQyGWxubjoXZSwWQ6vVcnuC7u3tIZFIYHl52e2WoPtrdjod1Ot1N2aj0chtvcbTmNm2bDaLlZWVhShddl4Ql6Qh3mOf9B11v+pzURq6Au/Z91Qx03u2vb7/fMem5E973/ZJhcZF8UvPh49/atYk/1slybr/7XXrHtWYko/X6m/lB5pOz3Gx42rHQ5UrFaaq0PgUmFkC7EyW1yKY9iywAnDWs2d9Z1ZZs2CROLAWFdthNST7vA+iJv00OOs7UYqLLStKm5rVlkWMIwUqrRd1DaqPXidZlPtD71lr0i4fsO+q25If627V2BwFvm+Sq9UcBIGLafncVqpc8D1dSL1omHd8gcXMU1+Z87RlGq+Y9Y6P7hfpZTovTMNn1Hz0vesrw97z9XmaZXuWZ6L6MRPHqj18pz8AVgD8nwBaAO4A+LE53vm/AIQAEnLtlwF0ATQffd54kv160p+z4BXA8wD+3wAaAA4A/M1LvF4ctwD+GIAvAagDuA/gbyrNynMvPcLx//6k+/akP4vELYAfBfDtR2W9A+AHn3T/ngK8/ozM9SaAHoCG3H9P8YPHn0M7Hf5nAH0AmwA+C+DvB0Hw/qiHgyD4LKKtxZ8Kw7Dw6PPK4pv6VMFceA2CIAXg/4djheAKgOsA/nfz2CVeJ2Fems0B+FMA1gB8AsB/BODPRpT3W4+lpU8fLAS3QRD8LgD/LYCfAFAE8CkA7z7Ohr/HYS68hmH4n8tcLwD4xwD+mXnsvcMPnqA2kMcxQl+Waz8P4G9EPL8E4E0A3we/5fUnnrSG8174nAWvAP4zAL82paxLvJ4Tt553/wyAf22u/SiAfwrgp/FdbnktErcAfh3Af/qk+/Re+JwXr4/eawD4tFx7T/GDJ2l5vQxgFIbhm3LtqwCiLK//BsDfB7Abcf+vB0FwEATBF4Ig+KGFtfLpg7Pg9fsA3A6C4HOPcPfLQRB80DxzidcTOCvNKnwKwDf5JwiCEoC/DOC/XGgLn15YCG6DIIgD+DiA9SAI3g6C4H4QBP9TEASLTbl8euC8eP0RAPsAftVcf8/wgycpvAoAauZaDcdm/gQEQfBxAD8A4O9GlPXncRy7uQbgHwD410EQvLC4pj5VMDdecewm/FEAfwfAFoD/D4B/+cidCFzi1cJZcOsgCIKfwDFD/Vty+a8A+IdhGN5baAufXlgUbjcBJAH8AQA/COAjAD4K4L9aYFufJjgXXnEcV/y58JHJ9QjeU/zgSQqvJoCSuVbCsanqIAiCGIC/B+BPhmE4hAfCMPzNMAwbYRj2wjD8WQBfAPD7HkObnwaYC6+PoAPgtTAMPxeGYR/HDGAVwKvAJV49cBbcAgCCIPj9AP4GgM+EYXjw6NpHAPzHAP6Hx9LKpxMWglsc0zQA/N0wDHceXf/v8d1Lt+fB6zMAPg3g5/T6e40fPEnh9SaARBAEL8m1D0NcK4+ghGPN6heCINjFSXD7fhAEPxhRdgjg8ef1vzdhXrwCwNdwjKt54bsZr8DZcIsgCH4vgP8VwA+HYfh1ufVDAG4CuPuIpv8sgB8JguC3H0ejnxJYCG7DMKziOAPxyeeyvzfgTHh9BD8O4NfDMJyV5PJk+cETDib+ExxntORx7BasAXi/eSbAcSYcP/8BjpF2DUAKQBnA7wGQwXEm4mdxnBL6ypMOKL6X8frouVcAtHFsBcQB/GkcpxVf4vXiuP0PARwC+JTnXs7Q9N8C8M8BrD/p/j3tuH10/y/jWMndALAM4NcA/JUn3b/3Ol7l+TcA/HFz7T3HD540UlcA/ItHSLiLR+sPANzAsbl7w/POTUi2IYD1R4TaAHAE4DcA/K4nTTBPC14B/CcA3sbxmplfJlFf4vViuAXw7wAMMblu5nMRZf40vsuzDReJWxzHvP7eI7rdxXFMN/Ok+/dex+uja9//6LmiKeM9xw+CRw27hEu4hEu4hEt4auBJL1K+hEu4hEu4hEs4M1wKr0u4hEu4hEt46uBSeF3CJVzCJVzCUweXwusSLuESLuESnjqYeiRKu90Ogcnjp/U8JD09Vo/0ACaPh9CkED2KgmdY8aBAngkFYOK4iMCcYWXP4mEdvrO27KmqPGjQtwW/no+j/dCjx+WI9wutb6hUKmEQBEin0+5gxzA8PhuLx9TrWV/snx6lQfyznYprPfFY8aa40HOBph13wmf17CM9poN1sjzimGd6Kd54Zpde06M/ACCVSp0bt51Ox9Gs4sy2nzjS407C8PQZQno8jY+O9brSpe8soiA4OQDQ4t62F4B3bul/7QvPElPcx2IxjEYjdLtdAMDy8vKFaPbhw4dh8OgcND2vTdtiE8CieICC7x3FybR3oo7SiCrThzvilHX6zh3Td3x15vP5C+F2NBqFPOWbB41GZdn1er2J8836/T56vZ7jo9pPHg3E8+h4RI7yco4hz+MbDAYYDodIp9PutGu2h2f3JRIJd/zQo/aj3+9jOByi2WwiDEOUy2V3WnsymcRgMECv13M4Ho/H6HQ6GA6Hro5isYilpSV0u11Uq1WMx2O88sorXtzOfZ6XncBnOZdH37ET0E5M+960evSMGSXO87TxSYEPr3aSEaIYwXkzRheJn4vQh5axSNA2zNMeX/3T2jTt3nnHZRqTj7o2TzmPI6v4cWYqz8sLoq77+jyLn9h6z0sz5wF7evq0OiyP8CmCvBd13Qf6zLRno/o8S0Hgt8Vx1Duz2jvXScqsUDUSPaF3WoXaWBKPngKcSCROWVy2TrV+FHzWhL6rgxpFGJYI5hG0iwA9hTgMw4nDCFOp1ETbeeKvD5f2dFffqbJq2fgYuuLEp9nrR4mNlge1fX7bMQnD0HtSrFrA8zCWecA3VuwfLVzVWq0VaoWvpRk7GbVe3xywVhUtJGrEWi7fj9L8fX0iEJd6neXwxNyLAulQ6cg3p2x7zzquPgEyjalHzVFrFQKnj5e3Ftc8DD6qrReBVqs1YdlE1Uf+AJyMQzKZnOAZevCqtd59/SWwDFpetNyBkxOUWR75l3p2aJGz/Hg8PuGdo6dN25FMJh19sp3EQTqdnorfuah61sSyjF4nkWUIel1dJnqUOuvxMVK6gLS8qFNipzGnswqlRVtxLE/doRx4fkf1QYECJKqdUdqUT1j4cBMl9O17JGR7ZLktm22aVv/jAuvms/jw0XBU36MYqU+TtIItCnz4t+9ou+y9KCXkokfUE3yK0bzzyQrWKJj3OZ9C4XvXXvOVbZU4qxBepJ3zApVYG9bQucRr5HfkE74PlSSleXWba/upcFK5UiDPoQCyrndeU4FJ4ao8QctSHNrQA3AiKKlsRsFU4aXE7yMK+99OeqvlqNABgFqthm63i4ODA2xvb6Pb7aJeryMIAhQKBSQSCeTzeYcMlkHJ3Ol0JoRcsVhEoVBAqVTCysoKkskkcrnchNVhGZa2axqT8lkpFwG1ptgmix9bnxKyz/KKwvk0rdNXT9QzFlgeCZ/+dn2X/SJB2n7wPyfuRcEnJH39sIJpljAi/ZC5UKPsdruoVCoYjUbuGVrRnNCMB2j8KZPJIJVKYWlpCfl8/hROfIqgtjsKfIJzUeATXr76fe3gtXkUoXmVSd/YRSlEPqEf1R57zSo4WseiFIMoutUYKK+pkqtxVhU+pFO18DnHBoPBhOXFGBj7NRwOnTFh+SWF2GAwcHkKjLEqn2ab+A7pm0KVwP/D4XAiljYajZy3JgqmCi+f0JqHyVkt3EckYRii2WyiUqng1q1b+PrXv45Go4F79+4hCAJcuXIF2WwWKysrE0HDfr+PdruNXq+Ho6MjDIdD18lr165hdXUV165dQxiGSKfTDkHJZNIxWLXefAzfN3kWbRUkk8lTDDvKbWGZvrUQeM/iXd+PmoxR2uq0/5bxk/BTqZRzFdCaBE40KdsO637yWZZnhShm5XsmKqnC918nHcsdDAZoNpt48OCBC7Iz0YY0l0wm0ev10O12XRA6DEOsr68jl8shHo+75+242LnjUzamCapFCi72TeuOAp+1EDUOUdbmNLAKXxT9RtG89sU+55sr2kaL98chvCzYMVbFiDhgAk06nXaKFQWAzsV+v++UfgoVJoapUsZ7rINCUS3EVCo14ZpWRQ/AhLVGfqx1afkAnAKoiSDntryIrHk0G9XCdeIRIf1+HwcHB+j1etjf30e73cbe3h6Ojo6wt7eH+/fvo91u4+DgAGEY4ujoCIlEAoVCAalUypU7HA7R6/UwGAzQ7XYniKnRaKBYLGJ3dxfb29vIZrNYXV1FNpvF5uYmstkslpeXJ6yxKCKJmkyLYghk6L74i63bMnheU+Gn4xDF2FjuNKVChSBw4qKwLge95osratnUCn1ZnlGxpvOCj4FbhcDn0rTKgH222+1iNBrh/v372NvbQ61Ww/7+PhqNBra3t502C8BldtGfT1odDodot9sIwxCFQgGZTAZXrlzBysoKtra2cPPmTaTTaRSLRYf3eSyMaTibZemcB1Rh8rXBKmVRPCOqP7NowdbrEyA+i1Xf9QkkS7822cGWx7m0SLA0SKFEnFJpAk54LWNUQXASL+J3u92eiEf3er2Jawoa17JWj8ayACCfzyOdTk8orsPh0GUz+uYhLUELmg1s3ZPTaPtMMS87iDrYRAQtG2VwvV4P9Xodb7zxBiqVCr74xS9id3fXMQHrVhkOhy6F0oc8GyOiNM/lckgmkygUCs6FuLm5iXK5jI9+9KNYWVnBiy++6JCtZq4SjboifdrwIoB9I/40Xdvim3Xq0gJaONaisdYQ+6Z12f74NHsKGo4nzXo77oo/CikCJwLLtj5snyV2UbBMRt0uvG8Z2DQFgmPSarXQbrfxpS99CV/5yldw9+5dvP7662i326hWq46GAbjANb/VXajjEovFsL6+jlKphE9+8pP4zGc+g+XlZdy8eXMiAO+zLKKsLKs8aD8vCioAfALM8gPStU+BmKcevq/X7NIC37z1uV+1DFsH39WP0r6vr9rfRYC1CDWNnUlt/NhUecbNyfz53Gg0QqvVmlD4O50OWq3WKYHG3xSOLMcKStI03d10F9JQSCQSztjgs3x3PB67eaA0QV6m7VfLMgrmyjaMuqYTxBIxEUFX4NHREd555x0cHR3h4OAAjUZjgrHRLKULheVo+SqhtfMkMl17wIGq1+sYjUZ48OABWq0W8vk8hsMhVlZWUC6XvZPK9nvRTACYHWfzTTjiYZ622H5FaaFRGulZ28n/aglyrHwatm2DFTrnhVk0G/WMto8Tm16CbreLhw8fotFo4I033sC9e/ewv7+PVqvlJncU/dv6rIJAS+zBgwf4xje+geXlZTQaDaTTaayuriKdTqNcLiOTyXgtgKjEGB2bReE2SmD5ntNnrfCah3ZnCZ1p7bN06QM7NrQ2hsMh+v0+4vG4Y852LmnffGskFwVWKBPsekK6BxmrotKoa6/6/f6EUNKPKh2cwxrbZV2sOwxD53qkmxIAms2m8zgoX6YHQgUScadxcmvt6vj4YKrw8mWWaCVKJJo1ogi9ffs2/uW//Jc4PDzEm2++iXa7PfFOqVTyajCWIFR6U8PVtEt9RqX8zs4O4vE49vf3kclksL+/j62tLXzgAx9APp93yGZ/rVVpEbgoAaYmu9UUfbEvq1HbjCQ+w7LUOmNddjytEqD3eE0XEBJ8/33PkgaoXWlffG2fFaCdB3zC2ArKqGeUxjqdDra3t/HP//k/x/b2Nt566y1UKhW0Wi10Op0JrXFpaQlheLLsQSdmOp12izOBEw8Caa3X66HZbOILX/gCvvKVr6BQKODatWsolUr46Ec/irW1NXziE5/AM88847RYH41YJqQWylmsnmngcyHbseRvKpGWuUfNpaj2WfeRrdM+4xv3acDnaJF0Oh3UajVkMhlsbW05K8Jnveui4EWBTyFUV5vGhGgxcZEyFXYqXpx/tK7s8gy1VGnBWRe/3TyCKfRcQJzL5VAqlZBMJtHpdE4tfAaAQqGAfD6PZDKJbDbr+kAXI3Gq77Lt5xZeZwE7gIPBAO12G/V6HQcHB6hUKmg2m+j1eo4gVApbhkKC0dgLJz2f1ziDvgOcaCXUJJrNJgaDASqVClKplGtLGIZOeLF+S0CL0lwVfJaH1jfvswrTrs/DKKLa6JtQvud8v6M08/cC+PoxHo/RarWws7ODe/fu4cGDB9jZ2cHDhw9xdHTkGIBmV6kypsJCNUz9re+w3m63i8FggH6/j1gshna7jQcPHqDX6+Hhw4fIZDLOFR5lXUbhetG066vbN6ZnsYQWAVHaugp1K+TJ3Gu1Go6OjlzGcz6fx8rKCoIgmFhvNEuROy9YS9N+AJxSAAF4LS8VWnYNpi03Krbk40HkpeS9g8EA8XjchXo0pGHbOB6PJwSXlqe7tahhNAvmSpW3E8M3YFZjf/jwIW7duoXXX38d9+/fR7fbdRKYz9OnaiU/AKfRsG6mbrIOn1uGSKJg1PYAx5kyb7/9Nh48eIB8Po9yuYxyuYytrS0n+HxaapQL4yIwLSBpF2rb9Hh9zzInxYnG7mzsYJoGrERtn1fN1+dO0bHRcq2l4BvzRS2m9fXJZ12qKyQWi6HX66HX6+FLX/oSfvZnfxaVSgX37t1Dt9vFeDxGJpNx7jvtHy1GWriabaW+fNZNKzUMQ+eeYnvCMESlUkG9Xsfu7i7S6TTeeustXL16FZ/+9Kfxfd/3fU7j1z6wn/y2MdRFgG9jAjs3onCsbbTP2IQf7cs8jMzOIeUDpDF+aJEwpt5oNNDr9fD666/jrbfecu+vra0hkUigXC5PLL61867f7yMIglNp4mcFK6gsJJNJR3sUUOSf3W7XKed0Q5OW1Lpi8hAVMLuAWb00jNXyWX7TAqM7st1u4+joaMIYIe9m3dls1iXLbW1tIZFIuPAQ66EXTC31C63zugh0Oh0cHh6iWq06QmF2CpGm0l/dIcBJ2qQvZuJblGytE/62ll2z2US73UatVkO9Xkcmk5kgdPu8r8xFghUK05jOLIvLlhX1PgnWCjCfdRUlvFiej4H5mJCvHbY9PsVh0WDHV9vJyb+3t4dvfetbqNfrjhlkMhmXRRWPx51gisI1/5Np2uuqTXOSctzpZuz1em6tY6PRwPd8z/eg3+8jlUpNuKset2Vl234ey11hnvetojaPELbWFMeaFq0mgjFeybWmOzs7ePDgAYLgZN1Tp9NBNpt11kaUNbIIsHPRKonA6Uxu8ksKGfZxGh/gOxrPUjrS68CJQNMYWBieuCyDIECv13PzgkJMeTfpOZFIoNvtulgYcDI/LA+wPMIHc8W8bCEqZOx9agX7+/t49913cXBw4BCvpivfsQvSVAuzC1tpbup13tPOUtsiqEBgXGJ3dxfvvPMOgiDAzZs3T2mEj5sh6DqvKCYYpb2yn/rbt7ZCy/CBalxknpZY1IJleZYufB8+ayeg73uReLexCZvgo3VofDAIArzzzjv40pe+hNdffx2dTgdhGDqriGCD3NoH6xLUb3oONGuLEFUWheX+/j7q9Tq+9a1vYWtrC5ubmy5r1uJXNW6W7aOf84ClDZ/lbe/56Nk+7xNSts2Wnlk+LYjRaIR2u41+v4/Dw0N0Oh00m010Oh1Uq1WXYPPw4UOXwKB0QSZaKBSwsrKClZUVZLNZt3G2T3D5+nReYFtojbBPKrAY+6KbTrddsm5DgsZxSSvJZHLCtch7FH5qcTHRgwl2NpamoRq2k2EhjiXxGIvFkM/nkcvl3Bpcvk+rmMLPGi0+mEt4+TRiKzwI7Hij0XCTLopBcZJyAJQB+KwC1TZ8YOvh93g8dsyCg8N1OhsbG6fKmWU5LAJU85g2EeZl6NYaVWFotVjLVKbVYxmz4t6nLU0ba1+9vjG7CPgYYpQL1Gqy+/v7+PrXv+4WHYdhOLGzP5mF7s2pdUWl+qsvfxqObD84po1GA7VaDTs7O7h//z5SqdRMa4Z0v0hFzI6TVWj5bYWRb9zt+3a8ouqw5dAy6Pf7aDQa6Ha72N3dRaPRwMHBgXO/3rlzB/V6HXfu3Jlg8NzBZ3Nz07kKC4WCW1+qi2+j+Msi8OuzxIk7nXsqZJSuKXxVeVW61PK0fP1o7MzG0brdrtsggnNDy2P7uFBa3b1sT7vdRrPZBDCZbKfGhk0KmgYzd9iIAh8hEwE0YTudjvORaoN8BDitLhvDiorf0NxX362PcQdB4HbooPvAx1gWyVR9YBm7T8PTNqn25JtE+jyvTbNQed8X61OrL0pD1nLte9ZqtOXbyaXPXgR8ioClF9sfapP7+/u4ffs2jo6OHJ1RUGk/pq39sXXzvy7/sBBFzxav29vb+O3f/m3E43F87GMfc/RurXafBbQI8I3zWfAwbT5ZZdWnxPI/LQKuH93d3UWr1cK9e/fQarXcshguLOe6KGZwJhIJLC0tIZlMuiy4XC6HXC430a+dnR00m013tIfF6yL5gu7pCpxs76S0pts6qcWlbj2lA7VifR4eXT+mfJLvEnfqkuS34kAT54IgcHFAPXqFMWW6DRl705i35U/TZAIw5/ZQZ9GWacb3ej2v8FIBpsiKCsyq4FLtBDixWpQJ0g2p2ocPKXQnMNBJP21U0saiXC8WtO2+wLX21/ZJ/6tQm2fclCFrOxQsU9QxihJgPo1O69a2k0mpJnhR8FlXugjStgWAm1QPHz7Eu+++OzE59bfPwpomGHzaro0pWIXF4kFp4v79+2g2m1hbW3Pjzvt08yh+bbsvCrPoyjJO+4ztH69Z5qk07HMfjsfHGaG1Wg3b29v45je/iUql4uKU29vbaLVayGQy7kyqUqmE9fV1vP/970epVMJzzz3nXFjcHWIwGKBareLevXsYjUbY3t5GPp/H888/71UMFgk6x1UgKW7VqtJEID5vhZOOiS5bIWgYxrqZNcGFAotCjPyS7k2GYiw/yGQyEwuVKROSyST6/b5Lwz+v0nXmRcr2nk9aU6pyUZwixHbQ5+7ScnW9yizwCSlNDrGMu9frTdxn/T7ELdoK81mGBF8d1nq0MK1d9p15CEO1NluHTwO3vxVfPmtQNUplXhfFr08Q+DRLvX90dIRqtYqjo6OJtVr2WV/f9Fk7ge3veftm3Yx6/AT3SOSBpdyJwycsLE1fFHzzyPbT99+2a1r5vueUYTM78ODgAIeHh6hUKs6yymQyCMPjfSPL5TLW19extLSEcrmM5eVllMtl3Lx5E9lsFhsbGy7jLZFIuIXJVHS4QD2Xy6HRaLiF4lbBXBQ/sH23Fr4CcaF7F2rig37U8lGly84Nn7KjeLdCkvSlQtMqw1T8BoOBy3RU97u2w/bZp7hYmCvbUDV7W6HPH9vtdtHpdNDpdJyAsFlXfDfqOBOanHxWNQefm8k3QIpoDX4SoWyfz8KwlqDPPXMR0G1XtF0+Qepb/xCl6fo0d+uC0SCutYSVcHxasvrkCT5t2zI4fpNwqZFxElKRuSiT9VnMOon1Guu+e/cubt++jfv376PVaiEejyOTyUz0ycewLR3YVHKfRWLbaJ9Rq5Dt1SB+u91Go9Fwm1IvLS1NjIe2d9E0S1qx82MeRhM1rj7Bp/hg2VSGHz58iGq1ivv377vYJN2+KysrGI/H2NzcRCKRwAc/+EE8++yzWFtbw9WrV5FKpdy+puqeC8OT7b+Y8t5oNPD1r38dmUwG3/u934ulpSXn2WE7Fym8dHs9jj95lp1rpFvipN/vuwQUFWDKY21ZOh7kA3xWDQ5aVrqWSzf75dhY44RjqDvfp9NpdDodN7cUj5z/msCxkEXKPuY0bRA0+8UnmX1WBGNVBF9aqGVu1n0zr1WiWoMvA3JWXxelxc4qx/ZnmibvE16+Cab/rQtLBZbNWlQBG+Xitf2yDJl9steUYS0KfJPUB+Px2J1u0G633SSfVm5UmVF9mHZd22qva1yQ/xnrabfbLmPV9+7jhiieMA9dTxsbn8VLS6jf76PZbKLRaKDT6TgFMJ1OI5VKOabIRAsmYZTLZbeOiMJJGa3imcyYeI7FYk4Zj1ogvkigwFGlctbH4oq/9X2bxRflobD/dZGzzWS0z1gvDdswzTKM6j/bfGHhZRurWqFFEhfMtVottFqtCQHBwJ7usMHV6xRO2gm6TNTyiGoT39cBsgRK7YLEoft96aBYhu0TvBcFZebWklStSbVQEopNGLDP+ASYFR4UUBrToRZLjYvljcdjZykx+07baRdV27FRq4r4162OVJm4KNiJofi1rjTWee/ePXz961/Hzs7OKQ3Vfk9TbqK8CHY8+KzSlm9O2UWk9GIcHh7i/v376Pf7WFtbc/SsdKPlzAp8nwV8gnie+WHpQsuxigy/qQgz/b3VauHu3bvY29tzSQG5XA7lchnpdBorKytIp9PY3Nx0CRjMfNMderQvyixp2e7v77v1qWEY4vDw0O1ykslkJnaDWKSywHlCS4l4tetiVRAor7JxL1pvAJzgJr/TsSL/0/K5zpDx4EajMaHYsfx+v49Wq3VqnlnL0fIwWo1sO6+znePxeLGLlKO0PL1OZFtp7GOsvjJ87ibrMvO9P2vS+Bi4Bj59E1LfmUejPA9MKzPK6rLXLGOIum5dWPY3iVY3+FRFgJNW1yiR8GwwX/E7LdC/aIjS5qY9zw2cueM1r08TVNMmla9+y6znKccyWjJYLkXJ5/OunXYenKV9ZwE7D6I06LOU42uzpVEbewHgrK1CoeB2cMhms1hbW3Nnpdk08ah5zLLJ3BmnicfjE24zq2g8Lks3yjLyzV+950twYVutmz6K11qcq/UV9dy0dtu2k5/4+qPlX8jyiirUpymxM71ez21waTcqpQbBBWpaD4nClq+d0CQH30ApQhjkbrfb7r7Gl5gRaRM2dBBYp9UUF8EYLNGru4DEpe3Q9hOUoPSagk9DVIs0Fos5nzk3JW2329jZ2ZlIgV1aWkIul8PS0hJWVlachkRcWstYtawgOFmFr5aXEjOF4kWZgQ2oRyX8aD1cQ8VMKE5y4GTrJ41F8H0rOHzA56I8FdoW1aKtgqZ1VCoVfPOb30S73cYHPvCByESCRQswH5PSdp3VEpmnfYwzMV39+vXrbuF4EByfuM7kC6a/0zqyTNk3fuxXs9l068IGgwHS6TRu3rzpEg0ODw+xvr6OYrE4Uf6icEz+p+u3mI0XlQ6v7k1mBHIukl51sTPnK/uvSy24+wXnLQW47kSveQucy5ruzo15mQTDumhNqrubKfO9Xs8l2qgFTJhGT3NbXjpRpxWovlE7OZVYpmlvPq2Mv+1zNC9ZLp/zJUHYd20Sic/68uHhcUAUXhUXlgHaNtk++jQr1YJ4jYs8SVxc4MlkFj7DFNlcLjexhsO6Bq3FRqCA8ikefP+iEEWbQeA/ODAMj13drVbLZZxZuuHv87rfosbVZ8VEMUSlj16vh8PDQywvL08oV+yjz8OxCDiv5Wz7OS/TV7qn+69UKjlrIggCFItFrKysIJVKTRxhou/burUvxJOe0M7yKQxHo5FTxgeDwYTnYZGg84LzwY6ttWIoVNT1x/c5b32gyibnnSp66jmzVhPf1/ZS4KmhosuWWKZmHPJelAI+i75m7rChBKQTzpcFA5wcM625/0Qi/9OcH42OD0tTpNhEDS4gjjJBbTt1MbO2j4NBrYkSXl0FPmtI+3dWzXIa+KwU/o5ySVgmQC3Hp20rDu19jUEyhnJwcODWzTSbTWxvb7tjPGKxGJaXl1EoFLC2toZms4lsNoulpSUkEglks9mJnaG5sJHEyjLi8biLT+i4csz47EU2OVUrRvFFHOukJT7q9Tr29va8OPfRQBRYZU2v2f/229cudY+RoXKNzMOHD53w0ndseVZZuQj4hIGP3my/pwkrH771WfIDTcIol8vu2XQ67YQWtX2r5Nl5oED8NBoN7O7uotlsuhT6UqnkcNhqtVCtVpHJZLC6uupctosCiz8qhhrv5z6sABy/su+pBae45HrbeDzu9mtkTE+Fok3golfGZkPS6lMDgPOYx6bQ66KLm5W21cq069rm4bNzuQ2tFUNk22dpyjJ11TJMdpJMl+mdOoD85sBxTzidjFEMgIHOaXuR0VxWk1iRqESuKeW8tygB5nPz2HpmgWpnyqC07bZ89WHT3VCtVrG7u4vDw0Pcvn0bzWYT+/v7E7hvNpvI5XJuh/V8Po/RaOQYK10FsdjxcR7cAFXPsVKXznA4nBB4yqwvAlGMUunGLnInY+Lu11G4t7Q/7blZZehvCnBlQFa71oSXfr+Po6MjNJvNU2snlXY1kWMRMM0zcJ55Mc/zmtQDACsrK6eEm91/U+eW1eJVoQYmFz0fHBy4pIFcLoe1tTUEQYCDgwN0Oh00Go2JnTgWpciyfUpX9qPJaHoAqsU7caOhB+Ak+SebzSKTyTgjw0c7+t960ThfKbg0nZ1eFabOq/fF8iebfaiWm93BPwrm2h5KffE+pqid9klZqwHl83kUi0XU63U0m03vYNlYjaZ6+ghSEU4BBQDFYhGDwQD1et0hVje+VN8utVs1haM0tscBdoLptWlWmLWy7H8VWkzKGI1GqFarLr517949VKtV7O3tuTON9BC88Xg8kdBQKBQwHh+fpDoajRzh0pJpNpvOFUPNmTsejMdjd1Cj9nURWXFqiei34ol1MpNKs/rsbiZajo6Pj2HomEU9o+AbW3XVaJv1ueHw+CiPZrPp6DgqBsO5sEjLy3d9FqOZZn3Nesdn0UVZuRb3PiXRljMajVyWNGNDGrMhMLOOseBZSsxZQF3m6kmy7Z3HLeyzXFVIWFywD1Q2bfyMZZKH6FyxOxpZy80qz7pujLzDKpZ01eruTD6Ya3soSk4e5+xDAhHETRxVeKkLJx6PY2VlBcvLy+j3+6jVahML2fQcLyKVE5B7cdlOWS0qlUq5YyMymQy63S6q1Sp6vZ7by0wX9zEllIFNFdYcOJ/GfBHwTUJfVp61ouz7dpJavKjgorbE+A4PWLx9+zbeffdd1Go17O7uupRh1bi4uJCbaxYKBXS7XeRyOQyHQ6RSKUf0BwcHLtW40Wg4hYVKSxiG7r/18V8U1P3qwwfv0W1CXKhXQK1AZRrKrKww4zfHy4JPqPjazrZNg16vh0qlglqt5tqu2qqdl4vAq6/NUdbHvApJlACydVq82zp8Zeq8sUxVn+XcaLVaqFQqblNey4cAoN1uI5FIOIslaqzPA/bEDJ9iTj5MT5HFhU+JV6+Z9YaxDLr4hsOhW9PGZDbi38a0guDklGXOGU3Qs4o48UxDgcLLxuri8eNDXilEfePmcDYPYqPcAj6iUrcU/yshczPMYrHotsqnYEokEqcO2VPhpSvFtV712WpKN92TFpE66KpN2H5Nw8eiwFpPURPSJ7iiNEm9p8FcEiQD081m0y365EamtETtUgcSNseBVlcmk5kQXrTouNUS32G72u2225laCd9nrZwHZjE0Al1FjUbj1MaivjKi1vXMYrZRz0xTgKIsPODkgD67BZvuSDOt3xcBn7CJAh+ebH+i8ON738dr7HNRv3194NznfnvW4qCiTK8BmfU8VuZ5QRVYttEnmDRJyvc+vxV89EtcqguPwDp1OycVRPqcPm9B39OUe/Uw2Fi0NR6iYKbwsgixVhEroDaglpftIBf5XblyBVtbWy42kk6n3boMPbpEiV19+Mps+CwZ9GAwcGZ/JpNBuVx2rkm7uI/aBI9g1/74JsjjIFx1xWodSgw2+YDgcyGodqb+6MFg4KyMw8NDdLtdbG9vo1KpYGdnB7u7uy7bkIJOFQNqXVywmEwmsbe3N7FwmYKSAop9S6VSWF5edgc9BkGAjY2NibRbddEuAqKsIl4fDAbY3d3F/v4+ms3mxH2f8PAJJQuqVEU94xtDtRKA0yfIqgLIdUdUPohrHvDnY0BkBhfNkrPWp8I05c8qWb45priPmntsgxWiUUxO67VWGxW0o6Mj1Ot1d8JELBZDoVCYyJgrFotOiCmeF0WrCuyLxpOsIk/l0eKKWZmKG7aTvNUngJlFydiqeh8Yu+ZcJZ9kvfReaTvUhW0VaF+4hmVa3u87+kdhrpiXT8Pn72kM1T5HBNKtx07S4lIBpRPRMg6V0Goe28yrIAhcZhtwEg/R9mksSGGRjHQaRE30eawqtRr50WO7VYHQLFDuO0nGx+xAdUfYvnNMWCZxFo/H0el0nPBibKzX6znBZhUFXfBpA/KPA6cWvxSWXJNoF18qrqPKm5c2ZjF1X9m+NlgBx7H3uVdmWYcXAbWSZz1zFpjHatJ7Z7ECowQ6YzykR/IorUstFt1Z4zsJUbjx0ZbyQ+C0B8taWqro2ti4urGVp6pSay0x1umz9FRoqRVm16/5FBQfTBVeDKhrxolNKbeL1hj8pBRngxOJhLOwmPFCLYDJGGEYnkrfJNg1CKyTbVKGzfdzuRxWVlYcQVJjTSaT7jm2l5aGJQSf0F4E8fo0erbbHvZmlQg9C4dajy4U1PR/vsf4InfL7nQ62NnZwdHRERqNhsN3IpHAcDh0QVPtv6bYk+iByeMctE/ZbNYt+uVY1et1xONxdxQNx/YszGgaRMWbbLmj0Qh7e3vY3t6eOJrc51phuVSsVNFRBqcQFWOx97VcZaCKb7XoVDPvdrvY29tDOp12i2et9fI4LASLTx9DtXXOEkg+K9fHGK1ngjjRflrlVj9kllTauDv9aDRyeyAysUiX1XBu2AMqFwXK2zjmml9AnNoQic5B/qeRoNmmFLzqGaPHiR4ZDRvY87ZU0JHnsm5agdY65inUvEYeRD6fSqWcF6dQKDhFl32dFfudK2GDDbMSUQmGDdd4FwlLGSNTPm12FAWflfZaF9ugwXUixvpPmSrKTTu1TJ0QVvJ/p8A3UYFJArUCUy0YJpjoXoTj8djFk2yKK91MzKqyu/5rW3SHCevf1vGJOj6EiT3ASZYon2GMgQJw0cw1ynLyWZJM2PDtEOIrc1adhPNYZWyTpn0r0/DFswaDgbOedc7x+3HSs/IFX31Ryoild70e9d+WFfV+lCWi5ZB/aKIWd3/JZDJOONkdzjkvNLnscYCPp87jnbH4Ip59PFz3c7XWkIZgfJ4dFWI+b5W2wbaZeLc7dqjVZ/s1DaYKL2Vq07ZDYYfYIFoOeoYLj9fWIxwUWVqOmrXWMlGJrFJdEct2xmInK/JtCrS2na4XDhjr1ImmjH0RYFe1K6PSIwZ8Ac56vY56vY5er4dGozGRHRiVocNTZ5nuy2+OTT6fdz7u8XjsFkTqWjiOq2p7+p+CiuulqMFSkDHGMBgMnCDl4stFabK+viuoknV0dDSxng2YnQHns4hVWyQe7PtWyPtc8qrR2zptRmEQHG+Kev/+fQDA888/f6r/UdbLRcHHVC0OfMLFJ1AIOsd8gkxx6FP2bHu0TuUbVNh2d3edEpVKpbCxsYFSqTTxHpd5aOy2VCohm816U+kvAtxoOAiCU0lmqoQqP1BapZXGthJUcbTxcD0VWddnqgJs8e4bF6tckT+Tp9KL43ufS2Z042Raj3YbQQszd9jQitQ8t5PRWj9ESBCc7NeVzWZdYgY7qUkFthwOBq+rWW0ngw6mZiRyYa3d+VwtOZtRYwUW3yMOFkG0NrhvJxnNbMZm1Lqq1Wo4PDxEp9NxwoBCjO/a7LNer4darTaRMs/yqXUy9gVMCld1ndiV/QSdOKlUCtls9tR6GVo7dBvY03+Jj4uAjzH6yg7DcCLz8az12jGLqtu2zbZFFS6f0JvWt+FwiGq16hQPPuOzhhdhhfnar3X66jpvW3QOWvz6rOqoOnSMqIxxHSMtVirWhUJhYpMFLslhJjQZKl1yiwQydy1b201QJdcKFpv8xf7btas0DtRLBpxkFKt1pOVYXkjcWsGkvILgW2tIY0BPDmEb1TsXBXMLL20Uf+u3aoNMDCDD7ff7yGQyyOVybmcGMi8KMCJMzVStUzUQdoiMVNtAM58uLS6O5ccKDTJS3RUE8G+HRWEHLCZzCzgREtR0ms2mW5NWr9cn8EEcVSoVVCoVdLtd1Go1ZzHpszZOohaxMgU1/bnVk443CZPWU7fbdZNeXQdhGCKTybjkG1VQmOihVjHdNZlMxpXxOPaM82n8HMdGo4FqteqYVNREmabA2HvT2jFvO/U7SoAxfrG/v+8O+fNZIIv0FkyznGydvnb7rFp9x2fJ8fo069HGvJRRk9FzvO/cuYNWq+U2ni4Wi0in027RN9d/Aie7SeTzeQRB4A6zfBx0ar1IClxPZfMLCOreU+tdBRrnv+9DT0y73Xbxf/VGUeBToSZfsEkuSptsp1V0df4z5qaZ5b5PFEwVXlEBs2ma02AwmBBMal3pwtR2u+2Yse5wEaXJqmDRdtgJQUKn8EylUkin0y4AC5xkwzDIyQEjkZMAVBCoq3NRWqwCtZ56vY6DgwOXVq7uIloJ1WoVlUrFxWwY+/K1S2NOGodSk59EQm2HOFLhxexQalA2WQOAS8LR3eGt+5c4Zswtm81iOBxGrqO6KKjHgH1h3ym86Kaw70VZENZatkx9Gn1EWVbad9JlFChD2tvbc2vsrCLJ349jkXKUILLPqDbt82bYdyzeo7JRLe60DrVYVIC1Wi3cuXPHKYh0j+dyOXeOFxVp3YCaW4bRo6D0vSiXrI3fE3QXiyhLiIqkb45b4cXUdv5m3JSLk9XyIu/WJDw9Kkl5pc4F1m0zN3lNldco4TUPnOk8r1nATimileFTgOhA+QZFiU8ZAoWOEr9aET5rjchkij4ZKAeVFo0v+cBqgtaEvyiugBN3AddPVSoVPHjwAJ1Ox00wCh9aiFyXQsJT4aUM0C49sHWrJWRjfVykSeLUdSK61sU3drR8iXdrUXCyUWFheT6/+HkhSovXdjJtnzhWjdGOldKXXlN8WuFmy/CVCUzGyNTK0OUffEeZG5VA7nFo655HmJ4XosbJJ1T4e1p75i3P927UnCRjrNfrqFQqODw8xN7eHtrtNo6OjlysmDs6cHmHZuYBJ7Ei0rO64RYJPmWGiqIKYqWDKIWf31Qy9fiUbrc7YYmpG5EfTfgin9YQD+e5Jhj5XKnKE9RC1D5ammWfGXNcWlry4mvuHTYUwTrBlCFp/Ij3NbaSy+VQLBbddWbN2bgXy7faE5+ZZmJbwUfGm8/n3VZGuiMBNTJuIKtIVAJSS2QRoMI9DEPUajXs7+/j9u3b+MpXvuIsMboCADh3LHfGUAuTwpeWFhdUWosqDE/WgmlMUjU3CirigviiQOM4sx+0xvg8J4UupqT7kEKPa6zW1tYmlmQAx3HK84IVID6Nn2PaarVcHNC3Q4WOk02Pj7JytQ3T2kc8quCKomud0PxPV2ylUnHWq2q9WgbHYFHgE5D2t0+Aa9+VaaknYN6y+IxVnnidNNZut/Huu+/iG9/4hts5nhsb9/t9HBwcoNVq4erVq9jc3ESpVMLKygqAk8WyFILxeNwp3/QWLCoGbumJeNEQiAoRu1ZKx5jjz3kXhqHzdKi3xmb70eq0FhGV48Fg4JRZ3wJqTcyy42HzCgga21JhrXLj6tWrXpxNFV7zTEI2ToWGda2ReXBxMhulDDxKWPkmsq1zWjtV4PE4CWvRcRCj3n2cwDpoRTWbTRfHIjOnj53uWCUu9UFrn+xyBO0fXaQal2K2E90UnDyaDaqprnQ5qFZlGY49okI3VtZxtpbZ4wbSlfZNLa8o60Gt/Khyp1kQtiwLZ9HmqQTo0RRWo7X1XxR8fbNej1k8w4eHWW3zKajTgDS6v7/vdpDh+XRUopaWlpzbcDAYYHNzExsbG+5kZq4B07iOLlJeNM1G0ZXOac4ZzT4m/ui1UIXd8mR7ioZme1MYal3aHq47s/hX5YO44HOWDhVnKvjtvOP/WbHFuYRXlFagklcRZDcLZYNKpRJKpRL29/cnNu9V36pm1mlHfFqlpszzOjUOMmaWm8lkkM1m0Ww20ev13JlRypBtP31a3aKyjNQ1FIYhms0m9vb2cP/+fbz77rvOolEhRBcX3V3EF9tHHFlLS7Ujvs/xoXtEkz2YfaU+a9XS9ORla5XyfbaDhwgyZV7r1ASdIAgWEgjXSWsZqk5m3ReQ79nnLF59Vjn/2zG1Vt4sRcuOE3EeJdBIh5raTGtAn5lHOMwLsxi1MiKfxctndByA0/hUiBKK9roqW9VqFY1GA1/4whfwzW9+E41GA0dHRxNncT3//PMoFovY3NxEoVBAPp9HNpt1m0nv7u7i7t27GAwGuHHjBnK53Kk1YItWtmx5VonXFHeds0yoUFrVLduUZzAdnuWNRiOXf6DWlqVZJlZxEwQChZoKI7ukg/3QZC4+r2tC6QFhfH3WuX5njnnNmnxRk4WaOF1PdmKq5aVl2HgN65o2Ia3GAUye+8N7KvC0LcpkLMNZFMGqRqVtVkuGzEf91iRe1Zq0XTyahBqj4pn99AkvxftwOJwgMuBEeNHyU7wpMbMeVTrswnT9KI4XqcUqbi1Y7VUhSvDp/Sh4nJa6pUHrfrTtfhogik+ctyxaELVaDdVq1R2ySmuLOznw9OVyuYyrV69iaWnJbWbQbDYBAEdHR47myaAf5/ZQPrepCmbLq3wxL51H5G9qIKibUfmH9Zz4eBLboe0F4LVIfdmG+o7lAYpTCrV5XLJnSpVXv6RqmWrOamBPrQCmmWazWfT7fbcuSd1aNk2e5VtmZJMPSGAcAAb7dB1ToVBAqVTC4eGhaxvfZ4aNz/Wl9SySwVrcFotFXL16FbVaDdeuXZvY5ZpnCOkJ1ZbYGB8jUEtUgUiho+cRkcCHw6FbVqBJHrSc1NeumY3aDp4SQILMZrMoFovuJAHd25LbGcXj8Yn4waLwaie8Zl0Rt7opqNK1nbC8rlaF3XyU4BPM0ya/1m0VJbV8eY+0yzJt0N0ytEXCWYSNMmNVJvV5a51ZGvCNi46jxs644XStVsPnPvc53L59G+12G8PhEM888wxefPFFlEolXL9+HZlMxsVaaVGxPm61RT41GAycK1EX0y7KA2Nxxn7ZBCLFpXo/9Dgf9YhxjjOnoNVqndrHlEtedGNezhnyHnrIOOdjsZhLfAuCkwxMKgcAvMlvyodUNrAcLlYmfxiNjo+pCcPQ5UlYOHe2oRKddY3oYChh0kQcj8cT2xIB0Wn5vjp9YK04dUkBcMjxWXEqOGfBoi0vQiqVclrh0tKSyz6MxWJuEH3ttG4YnyUBYMJionJhF4ur60xdOgSrIdGq4roYCi+Wk8vl3NlIxWLRTUiOBWNi1l22CLz6Jg7BBqqtkIiywhUvFqy1aTXpKC3Utn0eYaDv+zwW30nra966lPn6BPusvkcplrw2HA7d0geeT0d6LBaLeOaZZ1AqlfDMM88gnU47tzhpknOHijbT0+nKUrq2yskiwSo71v2mRoIqLLYMXtcF15rkQYVVvTf6vsbEfPFpCh96aOhVUyUrqm/WquS3jge9PNPwO5flpUxLr/k6ak1TJTo9/4mMVAlTXVB8xwo1m06tiCICNDbG03+LxaJj0BxElmMJwKe167OLAM0EDIIApVIJQRDgxRdfRDqdnjjNuNFouMyoRqPh1mQQT6rR8JuKgp6RRqLRNVtW+2Gmn01kILGqxqvvEm/ACW3Yd1luEAQol8unUu8Xoc1axqi0oVopNUl9RgWQ9oH3fLTPsmetpYpyyViGTdwqA9K++eaDrpV8HAtotW1sR5Twtc/4mA/5g93KTJVLn1WrbeAzLGd3dxf/7t/9O+zv7+Pw8BBBEODZZ5/FtWvXcPPmTVy/ft3t8KM7OhDPQXCyxRJd6sSrpshPE7IXAT1gV2mYPJFxLSq13KOUXiNNglPa4RZwXGajoQceBaSJGBqLtokcfIZjlU6nHU45x2m1aV+sfFCrkX1ivSwzCI7XtZ5beEVZV0q8KnisH9ZqBsw2ZAettWS1qygt0mo/2lbrUiTx5XI5t/bIahG2bp/Wru6LRYCun6KVQsFSLpfddk66An57exvVatWt87I4UaKlRkRi0HVatIZoplOQ8Ro1NusS1PR5EisndhAELhuSY6Nrufihq6JQKExsu7No4eXT1HlPlSyrnOjztk0q3BR8WYoWrPCa9YzizEfnZAoat/AJu0WCb37odfvbZy1qvzTWCmBCc2dZ1grR+ch4ba/XQ7VaxVe/+lXs7e055rmxsYGXXnoJV69exfr6+oT3RYUXGbi1Jsi41cWl/YwS4ucBzhulOWsYUFBp2js9WPaUCdIEQw6akEHXOY8yUsGsdKQJHDp+HCvuXcr5zxMpNOxAK4r9UctPF02zXeSB1hr0wZlT5a25HDWAanWpZq5Mja4rmxVlJ7jPXRAF2i5dhFgsFiesBwCnBozvWxeQLXcRoJq6avTJZHLiKJHRaOT2rksmk1hbW3N78pGo2S72BYB7XxdnE9cUZtbyYmCaws8qDzqRFCxOlGi1ffSXAyeaWxAEbv3IIjY7tXRpmT8weZKAT8hx8lmIoglbt4+OowRclCtMx0uvaV+IT1rSypD1nUXFZ6xb1NcPy+AJpB3Gbvmf5XIuqjIRZd3p71qthrfffhu3b9/GgwcP0Gw2cf36dSwtLeHGjRu4ceOG20zXxll8CjD7QMWX1iznjLZxkVYY+8w5qW2yVgutFd0RQzcW17i2np6uBgMFRRge7/EJnKwjtVm4anlRyGuGof4GTngP8Um+Zl2MerajJoYxg7pYLJ7f8vJNUiUyTjCfgKL0VzcCJ5gGADXwbRmJ1s37VgOKaisZUKPRQKFQQLlcdsFZahNRWrpaWHbiL4oR0FRXHHGQSbwcPGqoa2trE9oT9yPz9V+FgWWAvlRWmyxjv7nEQNP0OUH4XSgUJtKJWa4KLe4gz70mgyBwxErrcxFgGTlBlRXfoknFpf7Xa7bcWUKM7VEa1zJ9gknHzQbxrUXCeIwVkIu2DiztT7NEbD/JUNvtNiqVCoAT1zmThJSvaFKKxaX+Pjw8xG//9m/j7t27uHPnDkajET72sY/h5s2bePnll/Hyyy9PuK217dMEcBiGLlmByWZ2GQbbuQj8shwqIqpgqZVCi6nVark5SSGm9EUhRldhq9VCp9OZoCEqmM1m0/FkzWZWmqNlSMuVYQl+K71y0wFagbTsfEKLfIC4pYWZTCZRLpen4vZcO2zoNau9+rRZNlzXH/lcIiw3Str6ki18vwmU4kyD1eCsr1/TXB7T6jkP6CRgfcp8SFwq4BnP0J0r1Ky3zFGv2f5qO8jItQ1WGHLsSLycVKrlcW9Dy0g5/mrh8ewkEr8yq4swA/bdjqXFB/GkuLL4j6LPWda4KgY+QaZl+Jio/a9t5ViqYAiCYCK4HlXOosHXN58gD8Pj3Ux4jA8VLj2sUF3HFHZRZQJwbrJqtYr79++jUqm4jNbr16/j2WefdccvUXjZ+abjo+NhLT/rNoyy2C4CWif7T0FCTwsFUKvVcsJLzyXT/lH42P1j1a1nP2q5We+KLjzWxAqLG1pWGjdUHPnGwIfL0Wjk1q5xT1oLc8W8WJFOaP63GXDUyFU4UeL6Doa0jZ6nHfYaJ7d1xTHZgYtu2W4yW+v3VsZPrUSZxKIEF/HEfrAtqVRqIplEtWwyfHXn6Zo5ddMSv6qFqQCxWrKeME1CISMnE2G9qiVZQlfmw/aTsFUAx+NxLC8vu1NrqXlr4PwiYC0Pa92r25rPaNBalS9ajsrIlO4ULAMkaHm61tA+a9vL68w2tWv6lGkwoM8zkOx8WYQgs4zeMiKfBUs65NZnfC8ej0/EYtWDo3PTB0FwHMyv1+t499138Zu/+ZsYjUbY3NzE2toavv/7vx+vvvqqmy/qltS0clumT2ABk0eiTFOgLwIqHAA4S6jRaGB/f99tHNxut7G7u+t246G1pEJClRzGrhkfU75sBXoYhhNCzifI6eJTq4t44tjxuk30UF6lYQtfPFETSra2tvw4OwuCfQMVpYEoUjS4b5lilOT1aXXTwOcC4IRX89fndrRWlw8WKbi0vCjNj2CJzDIOCjv2kwJNn1EGbQlShbfuCO8T2Kpxafm6dkNxqwyAY6+xOOsr12Dw4wQ73lFWUhAE7jgMZkSxn/Y5BWuZ2d/2XctAyNxpaWv5ti4bL4qi00XSr6+sqP6pgsNECraXCQOkAx5iqmc/RXkLuCNNpVJBs9lEOp3G+vo6rly5gqWlJefm870/zXLyjYXOGZ2DjxM0GUfdhfzwJAzdsMC+r8aFVWzV06HbRamCp3OXfEi9aFEeBCqiGkO3hgaB9Ku8wxoTUTB3zCtKcHFg2XllvkSGZrOphsvrNJNVm7fM2sfUFQF20DhIHGD6WJVpsh2sc1b/bRsWAWyvBmw5Saj9MOHCZpOFYejiYjZ+o+vcVNNSJq0uGrXGdLLyW1Pkfea+xb1PS1dGRa2Y/+kmCMNw5gmq84IVIuotsDhRy4zvZDIZvPLKK4jH4/ja177mYjUA3DY2ShOWPnQCWnzo3CB+FXeaFdpqtZwCpuncsVjMJb6wTNKyKgWLWt6h/bK/fcKLdElLVxej93o9PHz4cGItD5UvABOL3ZXWSNevv/46XnvtNbz77ruoVqu4efMmfviHfxjPPPMMrl+/7jw8WjYwuQQiCE4OytXnaH3QUiET5n07TxYB5J0sn4ktrVYLjUYD9Xod29vbaLfbODw8nDi6hB8ql6q0E+9Kh5xveuaizTLUHfaZsMIMQ66Fo3BjUgsXF+tZivZUCdbF/5pUphsiTAt1EC6s4vqYmNUUozJ8fEzQTnYVYJqJpOVPswiVaKOsLp/getxgtTvtJ5UB/a8MUvugR5coHkjQKrx8yScWf1bTtMqFtkHbpIzapzGpsFBLXAXMLE1rHvCNr4VplrZeTyaTWFlZcZOWrhAyCquFW0brmxsaLPdZyEoLTEW2wlHp1SZxRFlAi4Yoa0UtSauM8lkqunqmH4CJ/z6aDMOTNXo8Oujo6Aix2PFSmCtXruDq1asuEcgnWKMUL9sXjQXxvShYhCVmeZ7GoWh9cW9CPSxSFYTRaDRxQoN+24QsYNIqtnEvtkFjktZ96lN0FfjfutotH7G/Lb1EwVzCa9YEYMOVySqDopbKzmcyGeTzebeAbqJB5rBDixStQ5M/VIvleg7G2JjVQm1Bma3GnqIIm20gESwCuGO8EooV8HQbWaLQNmq7reZOZsu6tFybmBEFvK9+bYsn6+7zTfqoWINOllkLfc8KOsY67hoj8I01tc9cLodPfvKTWFlZwZUrV7C7u4tbt27hwYMHkVp3EASn1hJpfFe30LEMYzAYOFotl8v42Mc+hmw2i1/6pV9Cq9U6xTQ0XsCYl9IR2zNNWJ8FbJk22O+jCaWNTCaDfr+PVqvlFuEzgWM8HmN5edmtMyyVShPKJun4G9/4Bra3t/Haa6/h3//7f4+trS185jOfwXPPPYetrS2XpDFN6Ch/sc9pH5gFC8CrcFnL/iLQ6/UQBIGLKakVxSzfRqOBVquFo6OjiS3tKOBo+QAn9EXhRfciFVL2CZhUdDkPuVyHfDufzzuPifIQPaNRLS+WGaX0cn0YY3u6po7W16y1XgsLLuig6wBrnIQN192F+S6BQoITxBe4VWEJnI6faWyF/23MzefSmdW3RTEBbbPPZWf9yVFtUtC4B/8TVOCSeKMYL8FqPj5r2U7eKMvDWpkK0yzD84Btk7rReN3nltA+cExSqRSeffZZXLlyBf1+3y1V4Mp/ay2yLE5Mq3Eq49CtujhRySyWlpawurqKmzdvuv0hLV45j0jTyoAeh+Dy4VmVA12zpfhUS5J0rYci9no9d5hmo9FAo9FAqVQ6RRO0PnZ2dvDOO+/gzp07uHfvHjY3N/Hqq6/i+vXrbj2X1jnNErd48dG1j7c8DqBL1fIC0qvGvrhcRRMwOPZsn+53SWHd7/cn4snqVrYKJ5Vfehx0jRb5KY0Sq6z54lcKpF11gdtlVfN4xGZmG7Iwe80H2nAlIFpAKtzs4lhLMMxu07J9wpH/9RlbJnASo/DFAqzLxuLAlrsIZqATWvs4rW7feNj/9swdvkuNSMvxgU+r1I9VAHwTXHFlFQyfcOW7i7C8fEKXAknPIAPgJmWUYOb1ZDKJV199FS+++CKef/55HBwcTNQXFQu04zYNr2QejCek02lcvXoVg8EA2WzW3dexplC2HgiL18fBcMMwdOnarVYL1WrVaeZcUmGzITV+op4SpoG//fbbqFarGAwGuHr1qusXd5ep1+v4rd/6Lbz55pvo9Xr44Ac/iA9+8IP46Ec/ipWVFRfnmqY8afsVR7ym9KwueRsvVgV7EaD8UROgVHBQUaDrVM9xC8PQrb8ETsefwzB0woIp6JwXdo9R9Zbl8/mJ+KvuDMTx5nZOiUQCg8Fg4mRvjRmSVpUP03KzSVrz0O2ZhJcyd+uuskyLDQ+Ck0Mo1Zqy6yaUIfrq8zFEFWa2DfZ567NV6T6vFWaZ0yLAWiu++q1AthPPMmofg9Mzf6b10/ZRhY5lnj6BbxmH9YfrBNE++9p+UVBripNeXah2DRDrt5ZvMpnEjRs3kM/nnTbro1G+bwPkOk/Yf5sOb9vNmFC1WnXCy2aJsW1qdfusjkXiVPvM9h0cHOD+/fuIx+MolUpIJpNYWlqa2LdyOBw65sn+JJNJdLtd5wprt9vY2dlBqVTChz/8YTduzWYTr7/+Ovb39/HlL38Zb775Jp599lm8733vw/vf/3584AMfcK4r9tenCNrfltdo34hbClm7xMEnEC8CqkTZnUfUS0UrRdduKdDVqcJAlU4udrZ1Uziyvwy9cHNjunF1vWYQBKeEly/1XeeaJs5pooZPcb2Q8Jqm4VsCsWanThzrNuT/8fh4BTg7rYSgE9EXoLYTUwUY/3PdEiW7mqs+pk/wMeOo/4sGK5xUs7f4sc9oGSoU+Z+aKd+ZJjR9Vq/GNX3Pz/qwLB9o3ORxgNUmqVFqoosKIcZMdQG1DST72mqVLYLSpd4nXq0SoFq3VfaAE+2cQPxpu+ZJNjgLWAbPeAUtrzAMcXBw4BiZ9pEuL/ZtMBigWq2i0+m4cecz29vb+OY3v+ms5Xa7jTfffBO1Wg2xWAybm5t45ZVX8KEPfQgvvvjixLZiUcqfry8+RZBxIj0u5zsBPnrhnOXpDOVyGbFYzJ02QdDYvb4LRBsDeo88mgKEm+1ms1mUy2V34oVuaMz3GaPVupk0okqc5R8UhCxHcaAyYxrMLbyshaX3ObHtol7VZNlgTb/ktiWUwtoRRbaWr5Ldas5so2oOxWJxwuSlpCehqsZt6/Mx98dJzHYyEay1YheGq/CyFgSficfjyGQy7lm6qKhEKPiEDRmsCi/rprJWrJZLfGqyiH2Xz2ez2Qtg0Q8UBgCwsrKCdrvtlBq7MwVxlcvlJgScb7cABR8DsdalFSw6BtaKI63q5qcsS/HFunUdWpTScxGwwouC5ejoCNvb2+h0OqhWq+j3+6jVahNrkDjmmUzGJVWQWfJ+rVZDu93Gt7/9bbc1U61WQ6/Xw87ODvr9Pra2tvDiiy/iU5/6FH737/7dEyEJnQMcA+VbOjZRishoNJrY9JZjo5bzNKXvvGCFF+dZJpPB8vIyAOD69esORxpW4UJlnauWp/l4Bvut+QHxeBwrKytYWVlBsVjE2tqaO22CSgnHjF6dZDLphH4ikXC7zOuO9MzQZRlMoAMmlSxV1C4kvBSx/LZMzTeRfdo9G5NIJLCysoLNzU2XXaUMkemfPkST4VLT4oRWwajuKQ4CXRh2YK214tOUbZ8WJbymWTy2Lv227fQ9a5+xdc76nqeden/eiWytMF89FwWfNq3tVOubShMFgb6nC6nVjaiapK/tURYZ72lbpuGDz9ngtqVZzaRl4HxRDDUK2L9MJoNSqYTV1VVcv34d3W4XS0tL7jRjxmY0eYCMSy1OtluPSdIdzWOxGFZWVgAAzz77LNbX17G+vj4RK5mGd96Puu6zYH1CKmpeLQJ81hEFQzabxWAwwPLyMhKJBKrVqvMK8LgkWrW0Yskb9QQFChwKDfJCnm3GtZflchnlchn5fB7lctnFqSjcWK7Gs1RBYcYo1x/Szak7Lfk8Q1bgzoK5LK9pTF0RrkzAmotkBLlcDh/60Idw48YN1Ot1tz8XUz95hhV3TddOqtXGMtUNqTEt+t+vX7/u3ET9ft/5aJlG7ssm8gkuG5S/KKgPm9YiJ7OmjOoY8BqJRl1t1tz2MXG7Nkm1Uhun5H+1knScFWeaNcT3NZNUtTy1dln2IlPkrVVo3W2cpNlsFvl8HrlcbsJrMBqNnJuE93kGlFpNSis2nqe4Ie40XqiMkBadj66Io2w2i1KphHa77XZkD4Jj98zq6qpj5qurq+7IocdhHagVHwQBNjc3sbq6iueeew4f/ehHnfXHBeej0QhHR0fodDpoNBqo1WrOOqOFMxwOHXPO5XJuiyvSNU8wvnHjBorFIj74wQ9ia2sL5XLZJX4ozfmUO6tg22tKn1wczAQTzhm7FGDRwHp0ezimqXP8s9ksOp0OVlZWnKu23W677EMel6LWFpdPUIngvKASQWGVyWSwvr6OQqHg5gfDLmyX0q1NKqEXjTuB0FvAOqm4JBIJlEqlieOY1EVOIavjFQUXSpXXgfdJS17TNHVKerpFCoWC6zCFi094qXWl8SsyTzV/KcDy+bxDlDIxDb76XAdAtAtvUaDlW9z5NPmo+3rNx7BsH5RpWpiGi7P0aZoF950AW5cPf0qPwEmSBMG3IPMs9UU9Y/Ezi8ZUaSPT0HtqeWlgf1Z7FgHED93x6jGhyzCTyaDT6bgYCl1eFBLD4dAJC7rqmK0InMQfNzc3USqVsLa2hpWVFef6B+YTzlHzATjtXaBiTEvHt00X/y/SY2BBFfcwDN3Gw4xDBUGAbDY7kTpP5YZWK3GcSqVcokYYhs4VmEgknPAql8soFosT8V4KFKv4WiWUbkJa0uRpus+tZptSMOscZNumjZXCXMLLapQ+U5umK60CNlxdNBQ4q6urWFpamlhfwA/NUbvKnkhjGcps1Jeqk1dTdmnK8j6Rqtv/az0+q0XvLwJ8JrO6U6yLSsfBZxnxGdsHq4nbflohGmVx6yfKElPt1+LQJ2D53+e6uwho2yytarwoFos5Bsp3crmci5VykvFdtVQtc7F4sxa7bZ8+q/dtDDKdTiOfz7uTc5XWl5eXsbKy4jY51k1urYW4KNAYkDJ8MjPgZDF2LpdzLkN+yOQ4DvaoeiqqhHg8jmKxiGQy6ZirxqJsbFFxbN19li5tFiGZ+EsvvYQ/8kf+CIIgwPXr1yeshMehDKhVq65f9TaRNnkavT1JWReq04JrNBruOpfK0HVXKpUm1nIxs5BJbtMECf9rTIsWdDwen0jl5ziz3mw2i6tXryKXy7nEKSo8HKN54Ew7bEzTGNXK0kWwdG9oEM6u+/LV52NknBxM69QDLTkoNljNNtjFddPiXT5YNMFGWSmWidnJyGesILDPzGvVTfueBT7LNcoC9LXXZ4Us2tqNmnTA5DovTVyhdsg1S74EE/YpCqKs5bNYCcQX3Teq/VJR4Ga2uk/kPJb6eUDHy+dt0fG1QsxHq2wnmZzdzVyf00XfPkXM10erjOnztj8EKrqlUgkvvvgigiBwu0tE0fCiQMeWbddEI3tWXiKRcIktxB0NCO5ykU6nJ8IyLI9Cmh4wfmsyhRoIUfOWCTlsV7/fd0ofBSiFF5PoMpmMc0/aZQBnUQ6mCi9fqq1PO4/H48jlcgCAmzdvYjgcYn19HRsbGygUCrhy5QquX7/uslB8k0u1jSgmxno5eL7JzLJt7IYT4Pnnn0etVnNn4mxubuLFF1/EM888M7Gjtfq4lZksSvNSzUUtQh+erS+fBKP3FJfA5Llqqh3bZyj8iUt91mqsxIUeWa6MQPuiDH8avmaN+VlBF55ruwnUYpeXl/HpT38aL730Eu7cuYPDw0NHN9y1YXNz053AbelWaUT7EsXQo4S5T2HQcUqlUnj55ZcxGo0mrI5UKoWrV6/i+eefx8bGhnMpKQ5sHYsEH9NXsApvlCDhu8QxhZ19x6bes2wfbi29R7Xfp/jpIlw+R75gBcsiwdIt8aFeK9KnxjWZfMF79FjRyqUQo4JAIM9W7xTxQRc0y2T5PvrWnV3oMi6VSqd27dBxTKVSKJfL7jfbo2M/D8y9SNk3aLxOawoA1tfX0el0XNCPSRNra2vOT+3ThKK0W20LEaB+Vp0QNotQmTuZ6sbGBp577jkcHR2hXq9jc3MTW1tbWF9fd0Ri9y9ULWjRFpgK2qiybfIGCVPXSlgmcZb61RWr7jRbHvFoE0pIGyq8ZuGJ47ZoJmAtagucQLlcDq+++qoL/u/t7Tlhvrm5ie/5nu9BqVRyi1+t8Jrm5rSpv1E0H9V/ZcqJRMLttMEdxsnQNjY23BlW9py1KFfaoiFqnC3d6HV7TYW1teatazDK6lJ6ssqmlmPbHcXPNAShO6hr3xbJCyyTB05chsrDVEioouhLrAJwyvrR+cs+ZrNZ53mgRUd+wA/bZ9cS+hZKFwoFL24JicTJ+Yq6vEMV6Hlodu51XkoQPquJ0psnmHLLF661yufzE5bNWRqpbVECtsJMn7UfmsOvvPIKlpeX3Zk4xWLRZdnQotN+WwtuURvzEnR9hZ2YalUqDpi66nuGk5yWmU5cO+GsUOQ1BSu4FR+62JsWHPuiMQnLPFiOCu1FCTPLUHzaNzXstbU1577ggY9hGKJQKGBjY+NUKrbiQ8v2ZWrquPjwqwxwWr9jsRi2trbc+qj3ve99btzo2mI2rc86WSTYwDpwOpuUYOefT5hpn+37ytC0bl+/rMVly/Hhdh460/6qUrRowaV1WeFN60nDJKxbrcR4PD6xmS3xRmtGlS31KpF3M/bLeazKrApMbS+fYzt0Higof6Cb0B7jo2v+fHFPHwTTBrHVaoWs3NcYCgWdfJouTQZmz6Xi+/bZKEmt9SqzJZI01qXt4+8gONmhnT5i1VAtkjSzy2oFvLa0tHQh6m00GhNI1cFXbVHbowSuWpQKP227aly+SawC0zI9vsNv+sN10alODMUN8aXBedKArj+xFif7VyqVzo3bbrcbEp9W6FulyabT++jGMk0rdLTdimdLq5aete5ptGvnic41tUjUMvTNVwDIZrMXotl2ux0q3rRObZ/t66x2WVD8+ZQHCz6FOqqOacJvWvnA5GYBdo4WCoUL4fbhw4ch62Df7XynYFI3InBioQ2HQ5fQY4/S4bPKDzhmdk5qXoBu7KueBvID5UEcK+u2Ji9Kp9MToSNtD2N2nU4H7XZ7Yj3gtWvXvLg9c6q8tYCstuMz7+2mi3zeasWzNEYfUfquRWlarJOCSCe+rx1qPRCskF0ksC51Ieh19oEE4wPLoFUxmIUf338d56jth2ydyuD4vnVv2rFetCbr0/ItXn1C21oF7IPFnY/h2fJnWRbT2mXbaK1k3vcJrWnM/CJghar2yeIxqi22LB9ECUE7JtPaeZ56fWMcJexs/y8KdryB0wdfzlOXFXgs04Kth986f1mer5wopdfHC1geFV8fL6GCRkswSuFRONPehoog1TzCMPRmOlFAWF9mVOyIlgM7o0jyTXa9pxqFva6MP0pY+b6tO3JaAPi8YDUQxa1lijrQ6rdWAtJdptlnu67NmvWKNxt7VH+7noEVhieJG9MEhFqNOk6+cdA+XhSU1tjHqO2bfBNd37MKTJRwUq1Z2xDVP05ive5jBuqGVOVJcaiL3X3MbxEQxUymCRofTHPBsSyN30W1wb7nUyimKWX6beOXWrcmIOm9KBo+D5AOaFXREqGrTfkC2+CbdzZ27VNyLF64q5EF5X9818ZwffyFgohLIKyCxW2/gJN4Iuk2lUohm806K3IaHZ0L876JfJZ3CJVKBX/4D/9hFyD/p//0n3q1jH/2z/4ZPvKRj+Dq1au4efMmfvInfxL1en2inD/0h/4QNjY2XDk+iJp4Uf9naSyPA+wE8k1I+9tCpVLBj/7oj7qsuV/4hV+YuM/293o9/IW/8Bfw8ssv48aNG/jTf/pPTwRfP/OZz2B5eRlra2vY2NjARz7ykantnXZtFt4eF17npc953ydu19fX8b73ve8Ubgk///M/j2KxiI2NDff51V/9VTemzMblp1Ao4M/8mT8ztS2Pk+4eF8xj6RAqlQp+7Md+zG28G4XbP/Wn/hSuXLmCzc1NbG5uYnl5GZubm+7+z/zMz+AHf/AHsbKygp/8yZ987P1YdPk+69XeO8v71WoVP/ETP4GbN2/ie7/3e/GLv/iL3rL+1b/6V/ihH/oht1v/T/3UT6HRaLj773vf+/DKK6/g5ZdfxvPPP4/NzU38xb/4F6f2SXmYKs9UJjWRhDB3YlyUmfed+AD4xwB+AUABwO8AUAPwfs9zzwBYe/S7AOD/APB3zlrOd8vnDHj9rwH8GoAVAOsAfgPA/0vu/zKAP/Gk+/Ne+pwBt/9PAK/NWWYeQBPAp550/54G3Hre+0cA/jf5/58A+P0A/j6Af/Sk+/WkP4vis+bZJ06zj+dY0DkgCII8gB8B8JfCMGyGYfgagH8F4I/aZ8MwvBeG4YFcGgF48azlfDfAGfHxwzgmzkoYhvsA/g6AP/6da+3TBY+R1v4AgD0cKxLflXBe3Mp7P8trYRj+YhiG/wLA4eNr8dMBi+KzHnjiNPvEhBeAlwGMwjB8U659FcD7fQ8HQfA7giCoAWjgeDD+x/OU810AZ8FH8Oij/68HQbAk1/56EAQHQRB8IQiCH1p0Y58yOCutffQR7t4MguAvBUEQFWP+YwB+Lnyk0n6Xwnnn8Y8A2Afwq4+rYU85LIrPWnjiNPskhVcBx+arQg1A0fdwGIavhWG4BOA6gP8OwO3zlPNdAGfBx+cA/MkgCNaDILgC4L94dD336PvPA3gewDUA/wDAvw6C4IXFN/mpgbPg9lcBfADABo6ZwB8G8OfsQ0EQ3ADwaYjl8F0K553HT5yJvsdhUXzWwXuFZp+k8GoCKJlrJRxL/EgIw/ABgM8D+CcXKef/xnAWfPw1AF8G8BUAvw7gXwAY4NgdgDAMfzMMw0YYhr0wDH8WwBcA/L7H0+ynAubGbRiG74ZheCsMw3EYhl8H8Jdx7Gqx8OM4jo3dWnhrny448zwOguAZHDPRn3uM7XraYVF8VuE9QbNPUni9CSARBMFLcu3DAL45x7sJALQALlLO/x1hbnyEYdgJw/CnwjC8Fobh8ziOEXwpDMOobURCTLoZv9vgIrQWhbsfx6XVBZwPtz8O4NfDMHz3sbbs6YZF8VmF9wbNPuEsmH+C40yYPIAfQHQWzGcB3MDx5H8WwK8A+MWzlvPd8jkDXq8B2HqE1+8DcA/A7350rwzg9wDI4JiIPwugBeCVJ92/pwS3nwGw+ej3+wB8A8B/bZ755COcFp90v94Ln7POYwBvAPjjnuuJR3T71wH8PGn4SffvvY7XWXz20TPvGZp90khdwbGrqgXgLoAfe3T9Bo7N3RuP/v81APcfPXcfx/GX1VnlfLd+zoDXT+HYp91+xAg+K2WsA/gtHLsXjnCcRv+7nnTfnvTnDLj9WwAePnruXRy7DZOmrP8FwM8/6T69Vz7z4vbRte+PYqIAfhrHlq5+fvpJ9++9jtdZfPbRM+8Zmp26t+ElXMIlXMIlXMJ7EZ5kzOsSLuESLuESLuFccCm8LuESLuESLuGpg0vhdQmXcAmXcAlPHVwKr0u4hEu4hEt46uBSeF3CJVzCJVzCUwdTz/MaDofho2931pSeiRWG4cSx03peDLe712xGbnNvy7MnFfOMGD0DRuvkf54jY0+w1br0DCxg8tRlezQ962P7fMDn8/n8hRbr/t7f+3vDRCKBmzdvolQqYWlpyR3lzjN8CoXCxHlB+XweqVTKHZXd7XZRr9fRbrdx//59jMdjvPzyy1heXnb9yeVyKBQK6Pf7ODo6mjjvq91uo9/vI51OI51OO/zzZNMgCJDP55FOp3Hjxg1sbGy4uom/ZrOJr33ta2g0GshkMkgmk+68sUKhgNXVVQwGAxwdHU2cV9bpdNDv99Hr9dDtdvHw4UN87Wtfw3A4xK/8yq+cG7ej0Sh89D1xQitPhyUovdgTj9k3PgecPg+J4KNDnmOUTCaRSqUmTpvV86N85Sp986w2PSrdnulkzyjjM8PhcOL8NeBiJ1QDQK/XC7Wf2nbSFdvDezz2vd/vO5riPeKNx9xnMpkJfOkZbJwHOjd5zhxxS9pinaRDPaON513xUESWl0gkkEwmMRwO0e/3XTk6Zr5T4omL5eXlC+GWp9aznzrWlqfZM/vsIaV6rJTlv8r37NFWPl5o6d1H/3bu2DPq9Dl7AnVUGxRSqZQXt1NT5Xu9XqiEqYeycfAscbGRPDXT1wl9jgSoB79peTqZTzXeCCbfgNlDM239tn3A6RNxfQcSFovFCxHra6+9Fo5GI+zs7KDRaOD111/HrVu38OKLL+J7v/d7MRgMUK1WEQQBVldXkUwm0e123XHa6XQavV4PzWbTHeIWhiHq9ToGgwG2trawtrY2gSuduCrwq9Uqjo6OUCqVcOXKFYRhiE6nAwAol8tIp9M4PDxEvV7H7du38frrr+PKlSv4+Mc/jng8jnq9juFwiEwmg0Qi4QRGIpFAKpWawCkZSq/Xw2AwQCKRQCKRQL1ex4MHDzAcDvG3//bfPjduG42Gl6B9k853MrHvOf0mzqYdqkncRh1iyPJmnc2kB4EqA1M6V0YGwCk/xLO2/aI022w2Q22flh3VdgKVHsU7lQm2n4cS6vHzvoNTKcjtQaeqSNv2EGecAxZvPuVBD1lkH3i4oh5WCuDCwqvb7U7glrSjvNHSIEFpyQo6+1+v2YNnbXlaj/ZXBaSWafn0NCFo2+LrC/udyWS8uJ1qeUWdYurTQK00jxI6JFLb8eFweOpkYN6LmuT2GHqfwPNpDj5tRWEWU1kE/MAP/AB6vR6++MUv4sGDB+h0Orh37x7W19edFdRutwEAS0tLSCQS6Ha76HQ6KBQKiMfjTntMJBJOUFUqFdRqNayvryOZTGIwGKDf7yOVSiGTyQA40XSJr1qt5srN5/MTOCgUCkgkEmg0Grh37x6+9a1v4Td+4zfw/PPP48aNG8jlck5LTSaTjiER991uF/F43AkxtpnPJJNJZLPZUxrZeUEVJtXGVdHyaZjA6VN6fQqOPqv0ZyetPVDPvm9Pl/UpXj56U4+FwjQmsCiwSl1UXdp/K4QUx/aYe15Ti8biwwpytaZ87/A5H2jdaqXZ04J9CssiecG0NrJ+fkfVPYt2fDQ6rR22znloydJ2VLum0W6UgPbBVOGlBVopykqs1qmVWs2Fg1+r1dDv9/Hw4UNUKhXHWJaWlvDCCy8gk8kgk8lEaga2zGaziX6/j93dXRweHiKVSiGZTCKXy2FjYwPJZBL5fN5pa8o4ZmktZxm8s8Drr7+O4XCIvb09NBoNbG1t4ZOf/CSuXbsG4NjiuX79OobDId59910cHR0hl8uhXC47q4waZBAE6HQ6CIJjN18sFkO9Xse3vvUtZLNZ5HI5Z5kNh0Nsb2+j2+26PrVaLbRaLQDH4zkajVCr1ZxgJL5KpRK2trbw6quvYn19HcCxIKSVtrq6ikQigXQ6jWw2i36/j2az6fA4Go1weHiIfr+PlZUVLC0t4eDgALdu3cLq6ipeeeWVCdfeeSCbzQLwK09WMFmt23eku48JkIFRCZuHKdg5Mc8ktfTnY87WtaRt9AmHi4B1z1nLReuhoqDtSCaTE4LMPksFiAKabl8+a3E2GAwmrKwoUNxYi0vLU1z58EWrVvusbttFgo51lEEwS9GJgiilfVo5UQLGKoLaTt/7PmtNy51HUBPm4hRkXqr1sHCfy0RjGxxgZWC1Wg3NZhPf/va3cevWLXd9a2sLKysrKBaLTqOynbKIHI1GaDQaaLVazvWWyWSQz+exsrIC4DhWlEwmkU6nT8UNFHwEq4xtHm1gXrh16xZGoxEqlQparRbW19fxzDPPIJVKIQgCFAoFfPzjH0en08Ebb7yB/f19PPvssygWi6hUKqjX687iGQ6HzsLJZrNIp9PY2dnB4eEhVlZWcPXqVRen6na7uH37NhqNxkTfEokEhsMher0ehsMhKpWK+x+GIV5++WVcu3YNGxsb6Ha7KBQKAIDBYIBGo4HxeIxisejqz2Qy7jrHdzAYoFKpoNPpYHl5GYVCAffu3cPbb7+NVCqF5557zgmf8wKtS42NWCGl4+yLe9p39D1lINaDMI0pEKxCFlU+7/ksE50PVsP1lesTyucBFdoULr4+AKfjMnQP2zg43x+Px0ilUhMKAa1oLVd5ig0F6HM+68snbCzz9AkvVTxopZG+fP05D/iYui82ZWGeusMwnKABSyvT6Nan2Pvo08effQIvqt0+fPveU5gqvOaRgpZ4WCE/nU4Hh4eHaLVauHv3LlqtlovzPHjwAPv7+44IHjx4gGaziUKhgBdeeAGFQgFLS0vIZDKuvH6/j1arhcFggGaziV6vh52dHTSbTbz11lvY3t52mn8+n8edO3eQy+Wwvr6OXC6HV155Bevr6866035OM3V9A3IRODw8dMKEjJ0MIQyPXau3bt3CcDhEPp/HxsYG0um0m7Tj8RjpdBrLy8sA4CYUJ1U8Hkcul8N4PMbh4aFLitHYA8tpNBro9XpIpVJOKLEcCqCdnR0nzFKplHPvxuNxlMtljMdj9Ho9HBwcIJ/PI5/PO8E3HA7R6XQwHo9RLpdRLpfRbrdx+/ZtdDodrKysIJfLza1JTwMbiKeC5YsdKGOI0gjV1+9jVFHMyyd4+LxtA799wlXf0fu0AMjg2U5fQpJvjp4HbF9UELON6va1As4nbLRsHTOlT77vsz59AmmaEhrFJLUOOzbTrI5FKgbT6rJttxAlgCwP9z0zrTwtxyoQtnxfGfNaUtaKm6edZ4p5+TSSqAZxYFutFt59911sb2/j3/ybf4ODgwPcuXMH9Xp9QoMZjUZIJBL4pV/6JZTLZXzqU5/CxsYGXnzxRaytrblssVqt5oTVnTt30Gq1cOfOHdRqNezt7aFarbosr3g8jkwmg3Q6jfX1dZTLZfzBP/gH8eEPfxjr6+vI5/OnmJqPmekziyLW7e3tU/giPjudDlqtFprNJhKJBEqlEsrlMvr9vgsaMztra2sLg8EA29vbzmoKwxDJZBLlctnFqtQFk06nnQY5Go1wcHCAnZ0dpFIpl124srKCIAhwdHSEbrfrlIRyuYz19XVnISaTSayurgIAbt++jWq1iqWlJWc9x2Ix9Ho97O/vIx6P4+WXX0ahUMDXvvY13LlzB+VyGVtbWyiXy+j1eheOefV6PQDHFiGzyKjx28w8tex1wqiri/1knJDP81kVIHYesP+qnbIN6r6Oyirjf1oxLIeWsiZlMMNOPQvD4fBMDGsWWGGs8UQKFtKYzdRjP5Th2/6SftV9aJUD/lfPjlpobFeUkIqqWwWw4pn3qFBa4XVRN7fiRtujNKNttdemXbfge8cH06wpH26nzVkrwKLaxOd88dwomIr5KItqnonQ7/ddjOOdd97Bw4cPUa1WXWYagAm3F8sfjUbodDrY3t5Gu93GaDTC3t6em5itVgsHBwdotVrY3d1Ft9tFrVZDu912SR8kPCXuRuP47LVbt24hkUjg/e9/P5aXl70W1jRL8qKWAeHg4ADxeByrq6vIZrPOmqEVRlCGwCy+IAhcUgdT0DnwZJDsCxUEdX1ks1mnuWvmFl2ryWTSTVzGHjk2VAji8Ti63e7E2LEsm0INnFgE7F82m8Xq6iqWlpawtLSEIAiwvb2NIAjwoQ996Nx4VSXABo6tcmKF1jSNfdrE8wkfrV8F1P+fvT8Nkm3LzsOw7+Q8VA41V9359Xvd77Kf0RiIJloABCJIg4RJkHAAsgIQODhkmAz6B4ODGfQPIximbFO2FLYhywoHI0SREAc03NGSQVoUf6ABYmI30QSa3eg3v3fHmqsyK+c5j3/U/XZ9uWqfrKzKvO/2Y98VUVFVmefsYe2117zX1o0+q0WkwsIKI6VHuuv1u8uYy1XAx+j5v2/vTGOQCtMEd5TwtWunz/rGba2qqDH4+vP1TdwuyhMTNaaoz2blw9ftyzdn/e4qc/eN1SccdW9O23eEqcIrmUwCONf8VNOyqeN2UvV6HdVqFV/72tfwhS98AY1Gw1lbqVTKMV/gnEGrJvuv//W/RhiGLtmADJbMT9/R8ZbLZcTjcWddMBOpXq+jVqvhl3/5l5HP5/Fn/+yfxe3bt51F59O8gMkjAJo1Ny984xvfQCaTwR/9o38Ud+/enUgZp2BjksXp6Sn6/b7DcSqVwurqKlqtFt58800kk0mXpcjzU8RLv99351Zohd64cQOpVApPnz51Ke7Ly8vIZrNYWVmZYJJra2sIwxCtVgvdbhfJZBJra2vodDo4OjqasCRyuRwKhYI77zUYDJw1lc/nEQQBGo0GOp0Obt68iddee83Nc39/H7/6q7+KwWCAH/uxH7s2Xrl2pF1dR35mFRDLjFWwWWtN3yGQfkiPzLpUhmiPbPCHQt3GkxX07A+ZJl2/dH3TauFzsVjMnQlU5WUe4PztWS6f8NF08mnMTpUt7lcqQpwLn7FrZBPCfOncfNbGfPiuPY86TYCpBRaLxVyseZG41X6tFyhKsfb9H+Uit9YXMMnfdT2tgqftThOsui7TFAuLZ3UZzyIcL7W8OAnfpKOeB4But4vT01P30263JywKNbfV7UI3om66TqczscmtO4EEr+dHSKDKGCjEOp2OSw+nYJwG6hqZVVu+DJi5BJwtWjKZRCaTQbfbdRuNzJCuQoJuJJsgQxzwUCiZHBmCtex4OJOWF60u9ke3Wbfbde+wT64R3UHpdHpiAwDThQn75NouAqII/rK1m2Z12TYug6vSx2UWimVivrH5GMCicErwZRhOG69PaEUJB9+7/N83f8uM7XdRMK1vC1YA6uez9HUVuMwDYMd02fOz4mMWuMwqmwbXsRBnfX6mmBc3gk0x5zMUFPxuPB5jd3cXv/u7v4v33nvPufR4noeMj0xLmVc6nQYA5HK5Ca1VidX6uNX3z/FSW6MAy+fzCMPzqhJPnz7FW2+9hY2NDdy7d+/CgVIAF+Y7Ho/d2atisTgTgqPgh37ohxAEAXq9Hj788EPcv38fd+7ccQkWvV4Pjx8/dtYnBTIA5ypNpVK4ceOGc+UBZ6niQRDg6dOnePz4MUqlElZWVjAcDp2LcW9vD7FYDJubm1hZWUGv10O9XndnwYjjIDhLj0+lUuj3++h2u2i329jf35+ogECcLC0tuaQOdTEqPumGbDQaOD4+dvG8YrGI7//+759bi+W4rRAlkC4ATGj3yph9DNrHMCzjUAvepjpbF55qtSpo9BnLJNmmz/PB73iuT/fMolzdaq1EWYcEPd9l97HOzTJjn+aveFYrVHkQLaIoa0V/SN9R1gWB49C5Efeq3C0CLG4vE0hWaEdZOFGWjE8RsO9apQM4t6inWUZRSUm+9nzPzXr8YOZo42WS3G7udruNo6Mj1Gq1yPI29l3dxDYQqtYD27Cal2U6ihT1UQ+HQ7TbbVQqFeRyOe+8fJsKmB2xl8HW1pZLlmg0Go7Z61kSCgUKfYKmxkedh6OA05JNjJk1m00A5+eyND3Zrq1NOhiNRs5Vwv40A9IyLGWcQRA4RYUZiOl0GoPBAMlk0pW1mgd8QueyZ/icz1KYBr49oUJG+/BlDFqGOuu8iGP2paBCk+u2KOFlBQzHY+lGaUAFUdScrICKwofFmU/Q6TinWTHTxqVj075ViVWlfRHgU4Yuo4tpe8XiYtp709rx8dPLYNremwZ2vpe9P1V4aTquuqZ0c9oahEwQODg4wJtvvonT09MLLi26pyyjoEVGa8wKHz24qMRKYcYkEdXAmILO9lKpFGKxGPb29vA7v/M7GAwG+PSnPz3RnzIcu0EWpWltbW25eoPD4RAPHjzA6empS39n/IpCn1r1cDh0mYjAmbUThqFLdz88PES73Uav18PW1hYymYxLWS+VSq6e4GAwcMkvzWbTndcKw7OYTalUQhiG+OY3v4lms4lcLucSNZhkQ8ZJa4/rk0qlUCgUXIym1+u5owHLy8tuDbLZLDqdDh4/fuwEGwD8kT/yR66NV7onlUYtQ7DKD+nWl5odxZSVnjXmpRaR0iw1ff1e+/VZewpWOWPblm75/1WYwKzAg+3WHc/5qfLJ7/SQO8cVJdh8e9pXYk7bAM4VXd23ukYqbDg+pQEfqGLAMSiu2Z664OcBG8/z/W0/89G3j27td1FwGf3xO9tHlBXIz3wKodIJn7NtXpZoNFV4qXnoyy5SYtDnRqMR6vU69vb2HMFbQcSFt8KLG9pq/JbpcHy6iVgXDcBEejTT8NkGU+4fPHiAW7duTUW+1cYXlRpLQcKzV8fHx6hWq9je3nalnrLZrBPmAFzRULrwmBQxHA5RrVbRbrexu7uLZrOJcrns0tXZBrMM2R6tN541oxBkuvxwOMTe3h4ODg5w7949Z+XZpAHGybg+LPnEdePZPKb3E9epVMol0sxq7VwG1v0WZR2ROSlDVeGl79gNb+lfa0bqe/yOgsu3ifVzn7avv/m87glq/qR99W5MC65fB1RAqSeAe1ZxpUzJ5+LT8fnWiHFX3c/KCNW6tC5fjQOzPS3QO80q4efW0uXf9veiMjl9DH8esDRznXFEfX+ZhaxjsMq/fm7b9I15WvszHVLWzWIXXhlEEASOwfZ6PbTbbYRhOFHXjpPRMiskQGYT8jNqtVabI1i3iC9bUN0rOs52uz3hsrN+fLswVkjPCxQ6mUwGxWJxAr/dbnciY1ALkDJuRNy0Wi2H8zAMsbW1NcGEe72eS0wpFAoOD8waZBUSHg5fX1931tJwOMSNGzdQKpWQzWbdurH0k7VWOMZWq4Ver+eYN8fGd7PZLNrttksCYduLcMlSE7YaolWS+Iw+S4gSGsBFN6q2Z923ao2pYqe4UrD9qiXB3zqn8XjszrX55uZTPOcB7VeFt85FrU72Te+H9drYPWUFInCuLFrNX+er7XFf2O8tHfBZW2tT+9Y9x3bV4uV6LoIf+Kyoy57V/6NoRyHKIpuljyiBH2UZ2r58n0VZjlHPW7jUjLCN2c6sOc6AfafTQbvdRiKRwNLSkqskTkRbZsGrEGwtM3VRqCamG4fj4cFIjlulvtXCm80mOp2OO3dGYgQuplJTsCrzmRfI/Cm8lAEy3V0FuQp4Vgeh64/KAgBsb28jl8vh+PjYleE6OTlBNpt1yRjE69raGm7duuWqnhQKBdy9exf9fh87OzsYDAa4desWYrEYarUaWq0WEomESyAZDAYTtwdwPRqNBrrdrqsqr4IknU4jl8u51HsKtEXhlkcKNGFDhYBPW4wSXL7No5anFS7EK79T4a4ZmsDFup9qJdhxEXdqUeieAOB1e+s4FgHW1aMZs+xPXXbAeaUWPZKiShlwnlWrTJh/6zt2L1uckCdQ2dMsXYsba5XZpB0+E4vFnJubP1qZnjxtXrC8x1p/vjn4rBdrdfM5K0gsbWm7l80nSoDZdfUJQFX4LuvHKncWZrK8dIDTTMUwPEsyqNfr6PV6E8Rh21LtyDIZ27dqrdaMj5LMFpF2MUn0tBDJWBVhvjnPqrlcBszI003K9qkNsryTuj+1SgEFCQX/eDx2B4d5NCGRSLgKGM1mE7FYzFWpbzQaePToEdrtNpaWlhAEAU5OTjAYDNDpdBwTCoLAWYo8AsHEDd4rRvxQQNqDzqurq84qazQaTmEgE+BZs8sI9jLweQmAyY3p68Mn0KZ5HmybwEWrh+ulwovM1MdUpzEPpV8qeZZJaSbeNAF9XfApsr6xqxDTcdk9qN8rDn1jtesRtT7T+rEWG5+3nh211LR9KmrK12ZhwrOAz2Kaxmsva4fvWmXA17Zdu1nGGLWHfP3q91Ht+b6/bO6XCq8oAeaLgY3HY1SrVezs7KDRaLjn1ecPYCKrLh6PO8Zog+xsk+5EFV4+FwOZuroK1KLT99hnvV5HpVLBaDTC+vr6hDWn2rvPPz8P1Ov1ifnxJwjO0udZM5AZiUyy0IQU1nCkIGBiRKfTcfMrFou4desWTk9P8e677yKVSuG7v/u7kc/n8c1vfhP7+/vY2NjAxsYG2u023nvvvYnYCeOPnU7HCS6CFtulFrq0tISlpSVnTY5GIxSLRXz2s5/FaDTCP/tn/wxPnz7F7du3sbKy4qzG9fV1fPd3f7c7KnFd0BiQz5JRGiYtqHKl6620r+cBbcKBCivdiDxnR8EVhudHENjWtPiRtR7ZtlZNIV3SOuBvbe8ypjQrWItEcWWFK8tpsXKMzst6NlRTV17hs3ytIKESp3hUa89aqNoP22Jc0vIX667v9XouTk1PjD22c12wLtSr8hmfwNXfXKdpiptVBuw6WGGqSofSmU8hs//7BCnftTHMKJj5nJdvsj4ktFot1Ov1iSs37HvKqC0yfP55EhMnRULkgmg/fEYXSU1pXWB+1u12XdyF87ULME0rvg5QO9ZNZ+NyXEyWjdKzKXyfQo1xMq12zR/dgLqZKXzsGTkqF8DkGToqHFpXLwxDVzAYOE/jj8Vi7uB1LBZDs9l0z1MZYSyMAqter7tswXnAR3eWzohvfm+f9W1Gfda3EVXgkU710L0yTZtNazez/lblUNu1gi6qZNGiaNbuGyD6tgVVAn1MzM6dAilq3FHMzioNwLmy7POi+ATDNM1f5+pj1N9qcNmYOP/LaMQnZK7Sl1UGCZe159trUTBVeDH+pEkTUYvGDbqzs4M333wTh4eHEwOm9cONm8vlnCajz5F5WeQp06QVFRUfsxuBfdsNFwRnRXAPDw8xHo+xtbU1sZmsRrlIUMskDEOXRciKF5xfEAQubf3w8NCdicrlcmg2m64gLw8gq7uO7dMFyGK7vEKG7jrgLFYUBIHLUOQYeGCaFeeXl5exubnpDivHYjHcunXLuSFpnXW7Xdy5cwef+cxnMB6P8ZWvfMVZiDdu3EC/38fh4SHW19exubmJbreLX//1X8d4PMZ3f/d3z4XbaYxF58bamb4YEt/XZAk+Yz0E3KC2Ekqv13M03u123R5hOyyTxgonagn45kShpe1ReGWz2QlvBmGRNEwLivFY3punFgj3Hy8p1dituttoMUVZmIp/Ffa6rhoHjxKIFqd23WzSEecAwO0/CsIwDF072ucihdgswsInyFWBst9ZxUEzQ4kDFfbWCrL9az+qeFklnOtqn/UJ/yhFYRpcKeZ1maRltYVGozEhlOxzejCWn11mJnPimtWkSLbak93ARAzdCWxrNBq5TDsdR5TmvSjgGNRlaKt8DIfDCStICQKAiztZl6INorM/zpExqiA4q42n9yxZd5tarMDFmnVBcOa+TCQSaDabFxJqksmku5RyOBy6GB3dmmqxUaAuCi5bO7VMfda1pS8fc7V4UpcihUy/30e73XbMNhaLOWuTNS2nzUGTPXilDWtGUhj6AvVR2u91Icob4QPrWtR39fc0iHpGcaJWKJ/XItCq0F42lyheot4cHy6fB3+YFXx06HPx+d6JmssiaOUya8vXh8X/ZXi99JyXdWnYQVGLZHYhr9dot9sTB0bpZmK2XKFQcFqpWnZWS/O5VFjUV/3+aqmwzBFdUwDcxmcFdxJks9nEN7/5TXQ6HXzP93yPOztltWtb3mdeoLbDyxvp9ul2u+5MFOMG/J1IJFAul9Htdt0lljyjxYPfrEVIwZbP55HJZLC0tIStrS3U63V88YtfxMnJCb73e78Xr7/+Omq1mjsywLWiZp9MJlEoFJxrsl6vIx6Pu1hVPB5Ho9GYOC92//59vPLKKxM0QwuDF4NSaPCcVy6Xw82bN+euWKCam7pLlU74PX80ixW4uGlouaug0GdI26wnyQzQSqWCSqWCXq83cVM1k2iy2Sy2trZcMWTuJaVrJhXRHctMXha5ZmLU8vIyMpkMUqnUxBk7tXDmBVWEuCf0t+Jd3cpRcRZ6TqzlpULenhFTXDA5qdPpOJoNgrOLXFmUmBYpj+uoV0XXW60460bnnH1x1HkTjAjWva9KkA93ClYx4Lh0nj5LJ4rmVTmd5bqZKNryWVxqSNg5Kc+fBS4VXlGgZieACXcGKzZYpkHXC7VNIpcav7psfBPgohIRKlCiLC8+S8LUDc3NwBuH2YdvYbXvRQDbJx7S6bQTqrSMyABYaaNYLLrivWRkGkey1inxSDfj5uYmYrEYTk9PcXBw4Jgo3Y6ct14eSaFD5t3r9VyWIcfIIDbHsry8jFdeecXVL+Q8AbgAPgvytlot1Go1xONxFAqFhcS8OHeC3dwamLcWvOJOwR7C1X4Ub2SsLP5Mtysrouj8h8MhlpeXMRqNJqwvm6HIWCbXvd1uo9lsOgWCFi6FrFoMVrgsAtQDoBa54uwy94+16KPwal1NDBvQzU7FgJY726JCp3zGZ5Eo3+B+06oe3D+6t6wyvSjQ+erYfM9Z8L1zWVs+IajrEZVNGSUX7Fr6LCif5e3D4Sx4nfkmZduhfkYhwEOn6XTaBe0pzIgIukwKhQJOTk68yFEC80n6KI2EbdG1okKQGXjUSrkJmNrfbDbRarVcDEjdk1EEPw+wbiED+uVy2cX0iEet8K6HguPx8ytfgiBwqe0qdHK5HJaXl7GysoK1tTXUajV84QtfcC7Se/fu4fDwEF/96lddYgW1dmrzVCYYZ0skEq5Woq4LLWee1zo9PcU777zj2s1kMiiVShgOh9jd3UWn03HWN/tcW1vD6urq3MJLNWWruOgzZEoK1r3MdoDzNSfjVOFCWjo8PHTKULPZxNHRkfus0Wg4HKVSKZeZyXXkdTLAufCiZcGjJ61WC51OB81mE5VKZaLG5WAwcDHJpaUlZ4WzvUUC94YKeusx0Vgh973SjCqdyuRU2Oreo6LG29NPT09RrVbRaDRwdHSEfr+PWq2GWCyGjY0N5PN53Lt3z3k32K6t1EHXNeOT5FfkHVTw0um0K49GWKTgsso2BaXlO1bB8nnCFP/6nVo/PgFMpU49CTxy02q1EAQBVldXHQ8gLq3SrHNQfq2KnvJnVQosjUyDmWNe074Pw9BpQWQKJMDxeOyIgXXx6NabdvBX+7bnVqZpwdz4qj2R+GmtsEp6v9937k5WfOj3+278tu0ooXkd4OFGbkoWCCbRkNEBk25XumEoQFjBgsKNc1heXsba2hpKpRLK5TIODg7wpS99CcPhEPfv38fq6ipOT0+xt7eHmzdv4vbt21haWsLq6qq7yZkWFpMLEokE0um0c6HYQ6dklrzlenV1FXfu3EE6ncbS0hK63S4++OADnJycYGtrywmvXC6Hcrnszp/NA2oJxGKxC0kUutksDdFyIs6B84PvurH1cDb/7/V6OD4+RrvdxsHBgbM6j46OXJFkWpd0E3c6HZRKJefiVpobjUauUgmvFKKCRcHI9ea+Yhku7kM9IL4IUNwqLokXCghg0iKl8JqF2fvWhcyOrmsmBR0dHaFSqeDJkyfOlc7M1kKhgEKh4M4vUinVjEy6Lim8VDGwXotYLOata7ooAeazZqLccyqgfFYR14O8QnFq3epWmSA9UyGu1WoOtwBcshP78lnhHLvP+LHCi+/qgXdrLETBTJwiqiFFZi6XQxAE+OQnP4lkMolqtYqTkxOcnp7i0aNHCMPQucbW19edlsmNpqm/tm/1u06zBrl5eEg3n8+7Arj1eh2tVsu53jY3N1EoFLC6uorbt2/j9u3bjjhVO7GIXJSPe21tDePx2fUnerBYq30wAYJxsdFo5LRwBuyViYZh6C6cZMyl1WqhWq1if38f2WzWMRkArl3GCEajESqVCtrtNqrVqrNUaSk0m03HaHWDMNbIiygp2Fh0N5fLYXt7e6LAKRl6uVzG+vo6RqMR3nnnHQCYK9tQXYO+GJfPz89noiwujbUwTktmR9rqdrvY29tDp9NxN33z4k0qFKSdbreLVCqFTqeDpaUlAEChUHAWN4Vlq9XCYDDA0dGRY6pkJq1Wy407mUw6y85m4M7KCK4CijfSgBU6mtFrrQG13JSBKb6VxobDIWq1GgaDAfb391Gv13FwcID9/X00Gg2XhdvpdBAEAQ4PD9FoNLCysoJEIoHl5WWHJwox0gP3XrVaRa1WQ61Ww+HhIcIwdJ6GfD4P4Ew5Y0x5kVaXwizuPZtAZb+zz9s9YIUivT9UkhiHVkHG+qPtdhvpdBr37t3DxsaGu32daxZlVKjipxne9BIsLS25sncLsbyi/Kg+aV8sFpHP5/E93/M9ePXVV12w+uDgACsrKwjDs4oRyWTSuYfi8bhzn/lSWYHJBA41e9mvzx1EDa1YLOKTn/ykcynU63Vn8n7qU5/Ca6+9htXVVdy6dQvFYtFlgLEPSxjq0pgXtre3neZss8dSqZTTLoMgwNraGpLJJA4PD1Gv193zBFplAJDP510SBSvWEx9UMIjHYrHoKshnMhl0Oh2cnJyg3W67DXzz5k2k02lUq1VUq1V3Z5e6F1ihJJvNusSRZDKJZrOJx48fu36Y+ZVMJp0lsbq6irt37+Lx48f48pe/jF6vhz/zZ/7MtfGqwotg3Rf6XZTrRVPAqViwGguFB8tv0RV6eHjokilI1+rWDcOzBCEeiuVmbbVaKJVKqNfrExoy757b3d11ha4PDg7cuBOJxIQCApyXx1KhsSiFi0Bho0qT4k9/c6ykFSvgrHDT4wCaBHN6eopOp4MPPvgAR0dH2N/fx/7+PrrdrrsNgdBqtVzZscFggO3tbcTj8YlkFq674nh/f99ZcrRc6Y1ge+p5sPNcBHBc1gWnfekz1kL1Kf+WZ+v/jKkOBgPs7e2hUqlgZ2cHu7u7Tthzj3MfsP9cLud4OsMban3rGGhtcd+8//77GA6H2NraQj6fv2DZzqIgzOyjUYltG1W/ZSaTmYht0WIIw9DdS0WGoMRL4eU7sW4nYrUH+6wubj6fR6FQwHd8x3eg1+u57KPbt2/jxo0bKBQKWFtbm7jw0WcCW1zMCyyxpHhgP9Ss9AwW0+ZzudxENfpOpwMAzu2oTFoPa9L9QVcIiYUxFwpExhSoGJyenrpkA2a00Z1J60YrKDBoTpcw+6L7kfE6zRA9ODhwlt68FQuUUdsNazexWgz2c2qjNtOv1Wq5H97KrQe9aXXS+qXywD1Agcgzcclk0mVxsioNLRLGMavVqstg1HiQpoFzjL4g+6IsL5/WToZl0+J9biqrEFoXlt7+TQuXbtCjoyN3Bx9jXTwiwra1nUQi4Y7t5HI5VKvVidsO+A7p/fj4GMfHxy7+TT7FuL2eV1N6WhRYJUqFThS/81lYVtDp5/QskP+Stmu1Gvr9Pg4ODtz86U2x8WLS9PHxMXZ2drC6uuqqz1j+qYokFREN3wwGAxcfLhQKKBaLE/Qxl/CyyNEF8wmwWCzmbsWldtLr9fDZz37WMc1er4evfvWr2NnZcVmHZKLAubuGzENTnadtSN+mSiQS2NzcxPr6Ov7Un/pTWFpactaBClw9GB3lw1VNZRHwjW98A0EQOM2FPl9qs4lEAmtraxiNRjg4OEC/38fKyorLDuTtx7xRmdrl8fGxS9oYDAYupkT3I4UZreVcLufu8qrVajg4OEAYhi4u+NZbb6HVauFzn/sc7t+/750LBd3+/j6q1SqWl5edBbm8vOwYCZUbnguLxWKo1+v48pe/jE6n4+J/8wCPUWhChaUjmz6smr/6/YfDodvIdNeenJw4i4uuFf6QjkqlEkajEU5OTpylrGsShiGq1SoA4MmTJ+7Qfi6Xm9Dq+SyFVCKRcJa1JmPEYjFn6VGAWaazCLB7jnhi9qQ+o1l+alExPqfKFfdZo9GYsHBbrRb29/fRarXw9OlTtFotHB0dTbjONTNT24vFYjg5OQEAp2yoAkcc8Sqhk5MT58JvtVpO+eY+43ERVQYtT5oHbMILcak/UXzJ/mg7/J/8lAK91Wrh4OAA7XYbjx8/dh4FPSYUBIHjy5wvcfn7v//72N3dxf37992eXlpamrAYSX96hKRarTpFrdPp4MmTJ84LtL6+PjHPyzwGV3YbKvg+J5MgQSvC+ZnN4Ir6bfuyxDJtcxIJFI4rKyvONcisPhvX8hHQLHO+DtDi0WsWVCOksGef1n3K+bPcEBm0JncoEdLiUaahWZkkFGrStkI/n2XCjWaK+RJkOF6tGML1sm4jbhLGJuYBVa6sFe1TfnSTUSOlVkrGpcKLGX/UxtmGHib3MRDiyK4N8cbvtB3iiDTCmIuvCgsFI8eve2NRNHtdS0PphDRKGiFexuOx0/p5HIDMjnEYVXDs3vcJr2azOeHe440GwLk1wBgiXb1ktKRNJkNZy2tROPW1pxastbzsc5e1R7zT2mk2my62RVcsrU+tQsR3GUNV+qXnAABOTk5wfHzsMo2pnJAmwzB0VrQmHXF/8Uxr1KWe0+Z46U3KnIRFZpSgsQzPEpkyQroHmBAAYIIJKvKJOHWrTBNeOmlm7tECUURpO1bSK9Hw96LSjn/gB37AWVXMxuRY+v3+xLkvLdgbBGd3kXU6HafF8OB3IpHA6emp01zVvUgriCW8VMPc3t52iS20IJaXl12fzWYT1WoVX/3qV3Hv3j28/vrrzg/e6/Wwt7eHfr+PcrmMjY0Nt+mz2awrN0Xa4YFSCtJyuYzt7W0sLS1hY2Nj7viM0qMmDVA7V9olfRNX1D4Zb+z1ejg4OHCp7nqGikKCLkK2x6QaZgHy6hitjqFuPb0OhC5YJtAwM5HuWj0oyzkRn0xppjXOdmbN8psF7EF9jVNQibIxYZtQpNmaZGKHh4fOyqpUKi7blckwPNJCoUXmSNceccAEJ+KWMWPufXohOC61zLk2VChJF8PhECcnJ8hkMrhz5w6A8+xHdZXNC4pTq2RFKfeqnDHmRP6krud+v49Hjx5hb28Pp6enODw8vHCcKAgCZ9VTWNNlrYoR65EeHR1hb28P1WoVjx49Qrlcxt27d90xKGZBc515Fo9KH4uNV6tVhGHoDpjbIxXT4Np5yVGItEiP8stazV1/E7Q9df/4xnEZUAioNTLrPNU6W5TGVS6XMRwOUalUJsaiQlu1SBKnZrupa5WEogoD26J7VnHAZ8kEtSaiWoTMtGKMR+Nh3PRk/uVy2WUtUgmZlkkGnGVwFYtF5zaYN1V+GljhxXFRiaJAV02/Uqmg3+874UU8Ke3q2inzJh6VdpTWiROOTTX+IAicOyabzSKfz1/YY3TDsW09vEsmdhVavwwsbQLRhXn5nHXfqtCm8nN6eop6ve7iTtTI+QwVOgDOS6FJNQR1ywLnd+ZR42dWG/vnnNQapGCkks3CC3SpsZ+o8MJ1Qfmpbc8nvNS9ps/putPqoQeB8cKjoyP3Di1S0qmWqGOciollunfpfeBzrVbLHYFidSW+S2tLXfKMFbMgg91Hdu4+mKmqPBdWJ6auH/1fGaemwvIz3ch0ZZG5WiK1ZrPWJNSNoARkLTNqI6r1Kliz3CLPPrcoePLkCYbDIZ48eYJ6vY719XV35xXHe3R0hDA88wcXCgVnpVErCoIAN2/edG3GYjFsbW25bMN2u+2soXq9jgcPHji3C817Wma0NOia4iZgajCrbLCGIZkONVBaH8o8+IxdO5ar4gHmIDgrFvz2228DwERpqauCbl5gMo5FwU6tm5uLriNmVOpRAdZkZPIE50JBwYw/0ir7ZnIANVVmZNLqIB0y2M1DsJlMBisrK0in01hfX3euLlbk4Dy0modmM3Y6HTdWm6I+L/hcsFSelOHr83qsgGcq6aJ7+vTphJVLt6C6Pmltkg7V8uW8SHNkwDxDybWm8GIWL/cYgIlD90wsUiEVi8VwfHyMeDzurAffQeV5r/LhWinf4xgs77GuPU2IIL0Sj5VKBd1u1x3fCILAVROi8KeiQN6rVhZpiZYv+QctOsaFd3Z28P7777u1skoc50aPC8fMDFsqjRyXzi8Kriy8FLEcmGX8GkuygsW68+jTV01Gn1WpfJmWw/Z04irA5nH5LVJwAXBp7NQ6eXKdBMLAahAE7jzF7u6uO2/BBIxSqeQIEIATCiSitbU1bG1tIQxDl+GmeOdBVrpeGFPRuBuf53c0/fmOLxkCgHNrkQHFYjHHiLWiehAEjonNy2itdurT/ilA6GprNpsuBsCDxtVqdULgMRECOKMzWmpMe+fnACYqxbPyuo1lETQrl2eKuIasS6mpyOpapkJGRgPAMV+uH9dhEWCZkbqsfG6rIAgmjmowTXpvbw+NRgPvv/++K6Vl40kqFIMgcMJLPTDsj/TFOKDGW9QitXFZKiLA+QH7MAwniorH43E0m01XeUZDF+Qti8Kt4tPnLvRZ6xbHTDBicXQekqd3hHuQ+5/7QN25jB1qKTiuEZ8hnanApCWm/IVn5RgGYVo8PUAMhdBjoMeVLuO5M2UbEqH6mbW4dBFU4/NZR4pkn0CyGpy2DVw8w0MgUtRCZADWmqXTEOMzy+3veeHu3bvo9Xr48MMPUavVAJwdVG232y6LjdUBuEmp0ZMggHP3B28w3t/fd1p3PB7H22+/jS9/+cuuX/r+dYPwoCYAbGxsOAbPmBmVC00OoI9cCZoaGZkur09RWqGwonAuFosol8tuDvOCpVkNGjcajQnLizjls+qWtbEpFc60wDRLVJkPP6eA7nQ63oxGZZQUQHQdUgFh2S7GzpR5AOdZfVx/0kuUG2YesC4pTUDhuNS9NB6fXU7bbDZdNmur1XIXpjKeRWZp42UaB2JMXC14dW8RP0yEUkHFHya6qKLMteJ+Ac4FGfHLNaeQ4J7QePS8YPmLegdoVVsjgT+azXdycjJhIWlmKi1PWjjEMdeRSR263lSuyIuIN667Jub5ykVRQdAqScQj0/M5TmvwXKYYXGp5qctHP4uKPVm3nS+GRS1MXRv6DM1KErS2q/ESfR7ABWQBcG4LG+fQMfNv3QyE68bYLoO7d+86PzBvJy4UCi4VmBXkAUz42xOJhCt9wyoVKkh4Zmp1dRWlUgnvvfcefvu3fxsbGxv4vu/7PqfR0w1Cn/5odHbjMe/W2tnZwWg0QqlUcu4FZY5BELgEGGq1dPvQelheXsbdu3cvrNtoNHKBYwBOG2MwfR5QYaQ0S78/hQdw7p7gxuNzmjJMOiJNc9PSGlAGxv74GQ9ra1CfeNTMOGXS1I7pTqcr0d52QHpVCw84r84xq7fiKmCtIzIhJvXQvTQej51Vy2oXdMlyHVTQKf54ZlD7UYtOK7hoAgtd3Tzsz/qTigNVxCjErPKh/ZP/cK78AXBB4C0CrOCmNcNzljoXK7w0rqWKCz0myWTSWVVUVjWJhkosj7ToWNLptCuUQOWXfWSzWVejs1wuTyiq1nVPOun3+y7jkWXoLJ/3xf4szJRtyEasGev7joP2uRbVjUcisLEtu0BcAJ81pn2rq0HBbmTfmIgo1X74uZX+i2IE77zzjsvIu337NgC4bCu6o7R01mh0fnFkLHZeeZ6BfOKRB/3CMHSV4lmOi5aU3iXFdzlPHv6kQDo8PEQQBM4VpjjgWpJhkLHEYjF30JP9kLnSRdHtdl28q9frTRwgnQd0bMDkbQesDsDnOGeNtajmq3MjHek5PM6JCp32qUzFWnP6w/7UW8C4itWCVfAyxsO50K2m2i9h3gxOggpZ0iWZa7VanWCM9XrdlShrNpsuDd7G7XTfEs+6N8lYlV8QrFDRmGYUL7Gfq8JrGS/pgxavtQ6jPETXBXV101qtVCrY29tzygqFkVp/HB8tL1XErReM60O8c28DmOAlqqypa5zv+wQo107nAkweUuY+qNVqE7UTmemrCuxcbkO9j4uNaRyME9VnlPAI+gwnwY1Jk1M3hg6c35O5cAG1H24IdSVYtyEJlYvIZ9VvrX1rrIRgrdB54Etf+hLi8Ti2t7dx8+ZNNBoNvPnmmy4GRo2avmHg7Pbl5eVlVzcyn89jdXUVABx+tre30e/38eDBA+zu7gIAPvGJTyAeP79vi0FTlrpRH/bBwcFEBiFLH7322mvupmlVJobD80skb9++jWKxiNPTU5ycnGB/fx9vvfWW09yAMwHd6/XwqU99Cjdu3EAQBGg2m8jn8xOa27xgtUmebwEmXU8A3NkiKgvAefV4uhrV5RGGodNAgXPNknRIYUgaY6pwVMr8eDyeiDWyLVovTMlX+uY4WeQ3m806C0wTKHxekusCmRbHwVT2k5MT7OzsTLg+eeCXh1GZrKH7kAJZGd54PJ6ozMNYi/IXjVcxOYHrRbyqEOQeooLB9VfriTijNUtLAYDLfqTCwPc1PsRarfMCec/JyQmePn2Khw8f4utf/zrG47HjCczq5fEYVbR4/op8k+9Q+FqXeDwed9WF9HiF4pZhBHoliDtWh2EiCIFrpa5x8lgqPTwvyRJfdC9TgKogj4JrVZVXC0U/8z3vY/QaCPcBCc1aPqotAZP3e1kgg9UANucUNU6fqWqtM7YxL9DKYMFgjR8AZ9ZKsVhEEJxl4pGQuPgU6AcHBy5GAsBZGdxodFsBcL5lm2DBjT8ejydiKPH4+R1b1PBUq6VLRbO8mDiSy+UcsSeTSZTLZYRhiOPjYxfYJU7VIl8EbpXwrZav7as2qtaRBq6VyRJU42QfFDj6WzPlWMmELlQyE64PGTbjC3TR0P1olTYyEAbfqYlr/b1FgxWcnAeTLlQwU+hqkolNIlFlmOum3+n36vVRQaTJWGpVqdKnHhzFFdeHe8LimYoB//fFSa2Ve12wYQ3SDX+Iy/F47Fxt7XbbzVPdcnxfXdrEkZ7VosXb6/Wcpa95CMoXbBap1ir1zZ/tU8llX7TiePyAiSWaJevz7PlgpmxDFVZcTGV+/I4LzIGqxqfEp9kvdJFECT9uENWQ1F1CAWbNfjKJRqMx4a7QDUKw1iOf0RiYag6LINZPf/rT6Ha7+Bf/4l/gww8/xKuvvorbt29jNBq5A8Wf/vSnEYYhfvd3f9fNo9frubM/T548wb/5N/8GhUIBn/vc55DNZl0mFwBXVWR5edlpNwCclq6pro1GA0tLS1hfXwcAJ/BZsqXRaDiLkMyVVeqpXR0eHqLb7eK1117Dpz71KVchYXV1FX/wD/5BFws5ODhwm4NMZDQauUPT8wDXiRudmZuabMJgNpOGuGlrtZqrOsADqtQ8Ccyc0mMGWpJJNysLu3K9+Kwyv1wuN5GJxUOeGp/xJZjw+3w+72JjiUQC29vbWF5edkJtUW5uABMuyTAMnbJSr9dxdHQ0IZD0AKwKACqU6hJUC0wZLb+3yohaV6qccO1VIQDOD5Sr54QxLwovuoHVjUjaZHYsrWHGI1XJnhe0rSAIUCqVHC54Turg4ACDwdktA2rlAucuTFqISos+64drBEzyOcWXJgaxD+WNWqloGhCfyeTZTeqUEZzLeDzGwcEBjo6OXJxfvXpRcOUTodM2wywbhQj1nbkCLpb0n2b9WctP/+aCUAO0Gl6UpTULLMry4kbmmQkSj0395SKS0ZJxhmHoUtE1JkJhTlcAzwgBk9lFyhysVQuc4ZFmvJ4vUxcLnwPgmLNqWWTMLB/D4DFwns1EfNKNs0jQjWw/VyvBup2irALOW12P6kpV9w6zDVVz17ilCq9MJuNckRReXHe1AIl/ri2TXVizk79tbGgRYNfGChDFm0/48B3VyvV54oTv+rwl1gLjmuh+4Ti5RuQBul4a71UBpa5GtS5UwVVaWKRyoOvEvUN3Ol10TD7TUAhBlQLucZvlx3HTraprYT1q1mjR+VOw23H7QHGsh/b10LgqDoTLcDtTwoadnH6mYBGgyNFnmCZNzVvdcdbCUQRZ951OUBcjCM4D2Iw3WEFpGQ7gd4uwz0VrsZznrVu3EIvFXEJFLBbD0tIS4vE49vf3AZwtbLlcdhUJSNSbm5t44403JlyDq6urKBQK7pAy41Htdht7e3sOT/F43D27sbHhsrVozu/s7CAIAty/fx/FYhEPHz7EwcEB8vm8CxjTlcgkjyA4y0Cs1+t4//33J65UYBkYWhYA3P1gQRBgeXnZ3QU3D+hmVm1f/2datSo46mplkFrdgnqWS5kb56iMUQPqeiFkLBabcEXphtZzb+oKVAapl6lmMhkXvFevBM+IMWsuyk0+D1BBsu5/ChwmDxCvjMeQuVJx0KowxHksNnmBqFpc7DsMw4lST8SPLQ7MOKLG2C0u9EoPvQaHLljinQqDKojPA79cb8ZTb926hZWVFWcF0UOhyqq1TsfjsXMNErTyih634Hqpe1yzKkm3xK09qqDWmVVMOD6tx0mXNufHfcgY+PLy8oR3YRrMVJjXfnbZgkX5QK2vXDV+fU7bUO1T+7Xv2O98lpcds85FBV/UeOax1nz4AM4OFa+srEy4P/UsFOeiWguZFc9SkaAY7I7H4+5siPqXmQLOOdBET6fTKBaLrmYi0251I1GwWVcD14ZEyEB+rVZz573CMHRxLo6b75HAGePz3VZ7HbBKlP2hRWsVGOuaVleZBvspBPksNxutKT1PxHYZEFeXIH/TIqX1pMKLv1mSR28it2drbHWD58Fgfe1xvMSjxmhUwOm6qNtQ95lPobTWFC0lfk5LRfcmlQEKL1VG6abL5/MTyVEUpvF43AkvHZsKC/1uEaBjJ10tLS057wd5hM4FmDQk+AyFFxUqehWICwotJtCpENP9TPojrvWHa2jd2tYdrEdGKMiofHFey8vLTvHy4cMHM8W8CMroSTRWmFgXgYK6aRS5nKgvOcNqYNY68/VPRDJbjEFBTfHUcVqLSzeOCrNFa7BkXvQF53I5l3qsFcuZnkp3HIXDcDhEqVS6IBwAuBgKN6VW1CaB8yLFer2OUqnkEj+Gw6GzmCqVirP2bt26hUwmg2q16qy/MAyd64suK155QAGgzIgEzHdyuRzy+Tzy+byLqW1tbV0bp2ohWTwo7XJT0XJk1hTjYMQ5k2l0vbiZaXFZbZSFdVWgUSkplUoTtSZVEGqMRYUX6U7vytO4r4ImHXCeuq/mAavIFYtFAHAKk6bKM/jO4rs2AUYzCble6lKmoCDuyTwZb6LwsgqrChjik0lMGovTxCibtEE6ofXK2JnyIxXUiwTlnVYosD+fhUNeal275HOkL724lKD92Lg/5229ALYPKqEKmnyh3gq7Z4IgmBBmVn5EWWBXEl4cqLrcCCrMrGam2hSJWC0AIjDKqlIEESlWoFjBQ+1Ds1joA9Zx2v60TR8xLIpg2SeZVC6XQ7lcdue8VLvRengUXrQClpaWMBgM3OWWWn2cBEENfWVlxf0dhiG+8Y1v4Pj42GllhULBaaJkInQJJpNJrK2tIR6Po16vI5fLOeZNbalcLiOdTjsLjkV9gfP4lmqUS0tLTnil0+mJa0auC3SL8oduOOBcsHH+FNDMjKzX687KJE6Ysq0JQcC5S0rXifuCGqQN/jMRR6s6ELhmao1ZZsy19O0Jgmqz3KOLVrqA83ioxtfoLlTXFAsccw7ELV2JmmyVzWYn3Kx8JgiCicxLdbcqDqxyS7zS1aoC1Hpy7GFlbc9a31wLwiLwa/mZL57IMavVo1YXPRgKdn7qYlblku9b75NVWLRdnbf1XgRBcCFb1/ap+9SHg8tgqvBSARUlJBR8QkA/42JoOrI+yz75v/5of75J2r7VJ6sb3+c+0rZ0zL5FtMLsuqDauDJC4slq3tzc1HDt4UgyYs1CsrEJXsh39+5dp+XSrddut93BaCYWUMNVxkorjm4s4LxEFWOYS0tL2NraQrFYdJmJzICkIKClxrgZmdq8wM1hBYfGBa3QoBBlwWDNYKPGrl4HFQ6qRQJwjNZqmBq0JvNQD4AyDrVGiDNufjJQu3f4Pl1ltCo5pkWA3ReMU+VyOXfdjlZdGY3OqrZQWeX6crxWeHHcpFviH8CF2B73DccThueltug65dnHwWCApaWlCTz5+AqBeNfv4vE4VlZWXHanurwXKbyIW6UVKix2PaNcmMrD+L3GEbUfguWlxKnGyC0v9AkvH89U3mnliM73qp6uS2Ne3CzamU7K/kQhAzjPdOP5H2XOatEp0m1Wkm561YKsUNU4kAoDnZdP27Hfq4DT8c0LHI8G6jlmMnh1Z3ANmDqrKdxBELhsvqOjI1dLLwgC5w6r1+t49OgRstksVldXsby87FxqTHlmrGw8HiOXyzlmqJouM+N4IJLKAS3EZDKJQqGAUqnk7vMajUbOMuR86HbULD/G6eYBm/ChCRjW1ca15CFNrdKgSQhhGEYWZSUjVTpRLTeK1jgO/m9jGDpOrV5APPf7/QkPCN3wxWLRWTAat1gEqOBWXNPS9MVR2H+73XYx3HQ67QQchReACVqnksvUb7tmPBNH5YSJDAAcbZ+enk7cladjZ3uaFWkFEd+hcrm5uenistb9OC/YcZGGlPfRpanj09/Eu0+gqWtQK2xoe1a557P0YFherePw9WkVN7bJzxToxbkKrc6UKm8tFJ/LzWqmOgm+r4cX7bkLRYT26wOrLZGx+/y99tCk7W8aWOtP+7bm+VWBNchisZhzv6hlo2couLmy2SwSiYRzhXIM3PQUCsBkhREtfURzXq+e0WtptACqxWMYhs7XT4uF58Sse0CVHOD8aIDVvnkJpKWd64JVQIgLMjn2rc8C58kjPuZAfChd6wbUGCxwniQ0jdH4xm29C7pv9DsKCZ9CxmC4TZdfBPhc7jaWqP2q0suqLur6pNtP26fwIrNWhmnnqYqVKlE82MuEC+A8zqt9Ubm1sSPbn2aVqmKi83veoIqKj+dyjvp5lKVpY2jaB/tR4eVzMVo6tvKB4/G51X3Gjo0Bz6LEzlxhw1o71DpVg1Ekkyh0MLwhlcyUElnb17gEP1ekkDnqZ1wMu2F5qFBrZzEWoe9bItA5KQ5Ua5m3Avrbb7+NRCKBra0tdzHlaDRyN+fS30+cBEGAGzduYG1tDdVqFcfHx+7uJ+DcrcJKFsQ/jwr0ej13wJa1E/ke3WqDwcAVBeZZI2r9mnrLjby5uYler4cPPvhgokQPaYBzyGQyWF1dRRie3cCqAfxms4nj42Ok02mXNDIPqMtNNwxjXxo7sBUxojY9cJ51SMHEPpiFSbwAmMCZvRiSYDc4FQpN2CBYl4++RwZOxYZV+rWA6iLcsZyfWqHEK/FOoRKGoetbM86Y4GMD8bTArNtQ10itNF8sMQxDl4igRXeLxaJ7hmtFAWcVbWXuBD7LuaqAXpQXhv1HfabjVCWdeNKxELc+16c1KqIEkMZL1eLXZ9TNbcEqkFH9KLAdlQeX5Rc8v2trMYl0EiCz/qIGZifGyZNYVWD6EGcRGqVp2P+tdal9WCtzEdoW01/17BatH2b8WZ86raggCJyri+MlUKtVrYmaOCuUF4tFdx6LSQm5XG7idlTrilWzn5Wn+RyZh1pcVE44Fgo1TRFXi3GRGqxvs5PRaXAfwITGzs9VeCkzUFpQ7ZTvcG76TtTcLKNQ7ZmKEfujtat0yDlReNEqYCxTGeusmuysYC0TtQDVIrOuMMWtWq78TIWChgR0H2hiBftlO2S46v7i83okAThXRnxhCMsXNDHHxmUWRbc+QeD73/atChrxRVzwGZ9XI8rDwHfVsvQJeV/8iuATXra/qHevAjMLL91stH74o8+oRNZNORyeXbzIa9XVMtP3OCFrDuvf1O7od6YGbIGCiwJTNWaNWfjcScqw1TJblLb1gz/4g2i1WvjCF76Ad999F3/oD/0hfOYzn3FaNK8N0NpiT58+xc7ODhKJBL7ne74HrVbLXeltmWytVkO1WkUmk8H9+/fdlQWZTAY3b95EEAQ4ODjA/v4+PvnJT2J7e9sJM7VMKURLpRIKhQL29vbw4YcfYmVlxRXxXF5ednEyuh71uovBYIBqtYpkMol79+65BAmt2aZrNg/YmJfSra6z0g+tA7tJ6Z4jQ7QeBT5nx69xH2tN2f3CPpXmmBBjBSxBExfss8zcDILzO60W5T4kLqyVSuHJpCDgPI6oiqON5REXTBoiMA6lTJkCXF2i/IzVJtRdSU8MecNgcHYPF60/rpmW+aLCZUMCUbFwncO8YC0btX5UkOuzlsfy/Sihp+3p81Yhs3OOGm+UALfC1Wd5RQkv/f8ywTaT8PJZQ7YTtVp0UyoyeD2ETYvX9qO0A35ntYJp41XGpGcYLKHYefjG49Ne5gHWumu32+5yPrUw9YfjYso/D/Rxg3N86lLlWSVm9WWzWZfKrsyCjIJzVQag82YMgdUpyJwZXwDOGYEGjbkGFGZ036m7kpbbvIKLc7D/W1rkvDhPpSfVKFW5sooM29ZxKzPXJCHGZ4BzjT9qQzOJx66rT3jxWeD8TI2WDls0zUatD/GmSoAKassPLNNTF5fPqqPFpa5F4pXKD2mXQpu41Liaz0K047JxROUlUXNfpFVrcRrF53wWmO8ZwC/QFCy/u8p8ptHXtHEpffrGbP/2wUwVNnzM3mcS+kxRDnA4PLvjh4drrRWjzM6auvqc+vA5Lq2zpYutlhdvcmXVB21XtTydl2UaOs554Zd/+ZcxHo+xtbWFlZUVrK6u4uTkBO12G/V63WnVqrUyUYOKwHA4dIyfiRaM6ZFhsvhlLBZz5aYoBLvdLm7cuIGjoyM8fPjQnTULw9C5+YrFoqvksba2hnK5jPv37zurLwgCbG5uuhqG6kbs9/uu2K5mdylNeQAAvPxJREFUwdESyWQyE5WrF5G5Zd2CgP+qG6soAJPMks/ouSO72az2qBr/eDx259ysQOKYgmDy4kgdk25862bn+ioNU2Bp5l6UZnxd8LVjccODyzaRxLr71fqxe470oc+qEFNhR8WK/6sFrVYZFTYqFXTbq8C1Z+/s+vL9ReHT4tHiQo/DTBNgSiuWdmwfyl/t/GallyihPouAjBJOapRcpjAQrhTzmiaVp3Wk2reeqlftwickgHNtSTVc64u1DIdt092mJZJs33zPJ0z52yeo54W33noLyWQSn/jEJ3Dr1i0MBgO0223UajUcHx8jlUphdXV1whLgMQP1b2tWojIE/Y61HSnIDw4O0O/3cfv2bZRKJRweHuLBgwdYW1tzbpVms4l4PO5uUs5ms07ws3r9o0ePHNHpwVslxH6/76w9xmfIKPSHFtC8+LWErxvZZ2nrMzaupTSiFU6UZpVu1L3D36RfMli2Tbefnne0ForGL6zwUuGgv1UBs26m5wVq9TNZwmZg+oSXdYexLZ8r38bw+B1pSWPbVlkhvlRBokuRNS3Z7jQLRmNii1YMLEyj3yhhM4sFFtVPFFhlzQounzDyCeLLQOleFaJpcOkhZeDiyWtdQCv5o5jHeDx2lpfGcXz+fNuePQ1vkaUnuQFc0KbD8PwalmnavWUQ0whhXjg6OkIqlcKNGzecNsdzV/yf87158yZisRiq1erEealsNotisejWYjgcuru/eGCYB4V58VssFsPNmzedhTAcDrG2toZcLucEVBiGE0kD3W4Xh4eH6HQ6bv4sYaU1+ViNgwd+acnRUqQlxjVtt9suDprJZLC+vj53DGGaF4B0pSnuZG6+TWotBvu5T5vkZ+Px+EJVAyoXnD/b0gw73xgsc+J+0r6VUUftxXnBxrp0rnqmzIdP31isC08tHy3JpWATLFRIq5KrjFUtDhWuKnBtFqm+x/HRs6CfL8LVrX0SfDTl+8x+r2O3z1nFzAoj+4zPOosSqlFCLIr2oiywafO0MFOFDdWsrLXCn2nnnkgsdN0xfdhObhrhq0vALrSt1gFMBql9Vp/2SbBJD3YM9vl5oFKpIJVKuVpw9OPzkkpaSfH42W3L6XQaX/va11wqO4UNDwHTuux0Omg2my6WVC6Xcfv2bVSrVVSrVcTjcVfmiVdwr6ys4NatW465qpLCSuYnJyeo1WoXLqjT+ANvKy6XywiCs/JBd+7cQafTwaNHj9yZLjK7RCLh0v4pQOc9P2fBBts14Qc41/StNcV37Pkufs7/bTv6DPGi+4b0R/pn7E+tryjFUMdpYyHqdfB5EBYBHKMVYr7zQBojtLgiL6Hrk4KE+NL9rNajrqEvycYKL8WB9qlz4fro2VMVjnyfPI5JRpq8sgi4CgP3CS5Vduzn2p5PgPkgyvqZxaqaJrx847FtRQlFC5ee8/IRATBpIdkOojpVTVfrhfm0JIuIaZOyG11TabVvPU1v21awBDDt2evCa6+95rTyRqPhCvOSsWezWdy5cwcAXHFc4OzKk3K57M6vnJycYDQ6v1gRmDxvRGHGs16KX8bFKICY5EEc0mJg/I3MhZuYpZ8YOM9kMi6jMQzP4nC8CqVUKmE0Oqt1d3p6iuXlZXcxHSt/7+3tzZ0Z5/MW8HONcQJ+l4ilsShrP0qhoVXk087V8lLm4nOb+9rVcVkFS6+ssLAoBktQgaLxIgoiHaO6W+m6s+5Cn0Vnhb1Nq/cxQf72CTwC11QFL8fLLE2NgbNPxaXSyryeAkLU+kfRmY7BR7u+9qKssahxRNF/lGCcZ472uWlWG2Gmwrx2o02ztPiMnvPgZ9RYmA5ME96HeL6jz9jvNSbABdSzYMqw9FoEbiYf4dv5qmY+C0Jnhe///u/HaDTC/v4+jo+PEYvF3M3Eg8EA6+vr+NznPod+v4/Pf/7zePz4MRKJBG7fvo1CoYBCoYB6vY4nT55MVHTgOTFeFU6XXrPZdGe4uIZMO6brr9vtumQRZhbqIVhNXuD9W2EYYn9/H71eD+VyGfF43F2u2Wq10O/3kc/ncffuXQyHQ/zO7/wOKpUKXnnlFWxsbGA8PrvGpdfr4d1330UYhvjJn/zJa+OVdKlZaKQFMk89CG+tpWnKmGUmhCiNV/cLmZ5eKaMM2jKNaQzBMs0gOD9Iq8JBGfQigGPUM3+cH0s+0Wri3EibtDABTIxHccqxc63IL3TOmjBhcaSxRhXwPguJfSk/Y4IT48o2Tsn5+dZgXtDxWWvEJ0yjLKAoweIzClTwKb1Ms6r4rm/P+JR+OybtT5WfKAE9DWayvHwb1occixiflkPCtoF926YKpyimof0BfmtQg6w2kyUKaVG4WCTwXIy6YRknKRQKiMVi2NnZcWnnLLzLJAgebgbOrxkB4J5ntfbRaIS9vT2EYegK4QKTFdZJROq2VEuLCQfMDuTP6ekpwjB0mY+ZTAapVOrCfUGM6ahGztqIvKKBd4UtykqYpnkCs2VUTftc27K0pMqUPquf6Xd2zpcxAd8z07TVRXoNopiazt1nMYThedKL4sG2rRaW/m+fVzyqcNG9b//mM5ZB+5KFdPy2fd+85wUfPpTZ+56/TMj43omypK5KI9aa9Y1dv7P/+6xI/XsW5WCq8KKWoYMko+NCKrGpZsYf+sOZKdfr9SYqAvCZqHiWCjgVfD4i1R9tV8egi6caahBMBnMViXz2Mo34KpDL5Vzchxplr9dDqVTCxsYGjo+P8fnPfx6j0Qjb29u4c+cOnjx5gkqlgnq97nBDq2ljYwMA8PDhQ9Trdbz22mu4efMmvvKVr+BXfuVXsLm5iR/6oR9CIpHAwcEB2u02isUi0um0K02UTqexvb19wSUVBIE7pFyv11GtVnFycoLHjx8jFouhVCo5l2Eul5u4w4mCjnd0MZGDsa7XX38dd+/eRavVwsnJyUKEl4+Rq5CwbiVlTvyccTHSgnXHsT3bF2nYKl4aY/G1o+PRhBL+tnEw2wZTwu2cSNeLAF8igwom7msAToEhjTJBR+dnwR4qjsVi7job61pVvsC5k241Tkmg1a2VXuLxuIs5E29qBdsYnxXMi+QHvjW11o191hoI/MwKXfvOtL6tMkSIygfwWVxRBoFvDnbvKW+/LIRwpdqGUc9MM/u4OUmQmmGoxGHPflkmxnd9BKoanW58fqZC7DItJUoz0bkuAjg/LV1DpYDuEiY30KWhzGM0Or+qXi0vJVLighYQ8WuvDSGD46FhnaOvfJIqAxrstmuma0zgGR5N/CCDY2X8ecB6C3SDT9MWfetuYZqWa/eBrw2fcJmVHqcxSt9cFmlt+cZkmfc0r4jSrRXAlklOY3izjGvWzyyOLM3ou9Zam9b284BplpeFaWOy1o1t+6p0c10am/W9y56bSXgpk4tK6bQdUWDQ4mq1Wjg+PsbR0RGq1aq734najrXySEgaZKc2pskewKRWFgTBhIur3W4jm8266+3pmlILjmDvyPJtsEURbL1ex3g8dtUmOM/9/X28++67SCQSuHfvnrvAkKVtVHtVgaHZamEYuqtRhsMhXn/9daTTaezt7SGbzeLu3bvIZDI4ODhAs9lEuVxGuVx2caogCFwV+Gq1in6/j3q9jn6/75I/MpkMPvGJT7hnWq0W2u22K8hKzZYVNSh86RLlOHu9Ho6OjpDJZLC1tTU3042yhihIVfGJ2rj6XZTlre3xx/atNKbn26y1Z8cblTnrE7Bsj+2rV4T9RCWEXBW4blpEmhYq+9DamEzuoTVFz4kt0+VLbdeYmU/gaWUYjsEKIF9yFnHJva7FgDUeqfgjL2M1GU3+YtbhvOALnVhea+fiE/p2LD6jgn9Pi+NPUyJ8gp9ziNpXl+UMqAVp3bNR7sOZ85J9G3qaGagDUYvCp6XrwtmNzO98Z8IUFKF0EdhxT5sbxwpMr1e2KOHFKiF6SJfM/OTkBPl8Huvr665yBa0jvUmWd2DpuBjsZjwMgEtd7/V6SCQSyOfzyOfzqFQqCMPQZQ6yMK9NJ1fXq1q49q4uPsd5Ead63oluSn42Ho9dYgmrb8wD0zZIlBVjBd20tvmMvuNjMvZZq/zxc93UKsh0LFY42s+tm9JaeIuiWZ8yp4yQDJ1j0nHYJArgouC2wXvtS1PvFRe2Pbt+PkaofTK8oTe7+yxZfqfp+IvGr/bnG8Os7wKTNOMDpSFrcUZZenYcPitVcehTtvjMZQJzFrxOFV4+/7x+F7XRAEwwuVwuh/X1dXz2s5/FK6+84qwCMjRqc6oh0tVFQmG2IJkz+6L2Sf84NfxEIuEshWKxiM985jPY3Nx0GXGKaNWUtV0791kE4aygLr3xeIylpSV3r5dmWfJ8XBieXQy5vr6OpaUlLC0todFoYG9vzxFpLBbD3bt3AZxrj5VKxSVf8Cr1k5MTVCoVAGcX9/GHY9A7urLZLJLJpLu6hUKMVi0A3LhxA0FwXoJnZWUFqVQK7XYbjUbDZS4mk0lsb29jOBwinU7j9PTUlVBqNBquqOtnP/vZufHr09anMQUf01OFxtY2pDKh7djsVwoVauhcT7WU9H2OxX7ns5w0/qIlpnzvLJJmw/C84K11YwO4ULUduHimylpBKsT0vjeCD0+azUzQ7E2NyVNxthmaVqj6FKcgCFyZNiqXpAuNyS0KfHQbhQf7ntKm5cfK66LA9jWtP9+zUfQ8TTm0Spa2o9VQfDBVeFni4kA0zdduLCvRGdMpFot49dVXsba2hq2tLfR6PZdsQIaoGpje+UTtXG8IBi7eaVQul91138BZ0LheryOXy+Hu3btYXl5GLpe7oH35xm7Bx/jmARXydMGUSiWMx2NXyYJCiWWtksmku+9Lb4vV9P/19XWXcs/PiOtSqYThcOjKQ5XLZWeF8cwVr0Zpt9suxZmuy42NDbfJT09P8eGHHwI4E4A8qzUajZDP57G8vDxx5UosFnN3OgFwNRoZ4O/3+6jVaguJeVkcX2aJ+Z639OHbZLoHfAzHtxH1M5t4xL11WXKIj6lYS0QTnBZ18JvzVber4kmFshbJVUFirSDihIKL7jzFscUbv1Prns8ovigs6fnRZ3yCj+9autAzbDo+xpoXxRe0nag2fdaejx4sH9bv7DPXsRyn8Xz7vU9w8TNVwqbN0QfXomoVWD4/px0kLYnbt29jfX3dxWK4UVVz4ztaRkddjtoXCZIuKFpe/J6HblOplKvgYBMSohiYNbmnCbbrAOfNDdbpdHB4eOgO8cbjZzcVc15BEKBer7u7v/L5PFKpFG7duuWqcVArpobY6XSQz+fx6U9/2ikEerM0swTb7TY++OADJ3SYNZZMJrG0tOTwW61Wkc/nUSgUkEgkXFp9qVRCIpFw5aHIdCgwWUGCJbqIc950yzT562wiH14Bf7aWpdPLsuf4roJq61Ggljyfp/ZuNX5aEJb+tW8de5QSFTVvfrYIulVrNCouZ3GtCVhRDNdniVHx0v1KwannzCicdQ/o+viEKvsg6Jx8Y1fc61w0/EGL87qgtKjjtn8rznzP2nZ8lpxPybJ9RGVXT3snanzTQN26UeOKgpmEl08jnfacAgkjlUrh3r17E4PTvxURSjiqufk0NSVWe0BZN5kNnPtcMT4BdZXY2VWA7VF7ZKp4s9lEtVp1wXBaWslkEtVqFbVaDdlsFqVSCalUCnfv3nVxJwr40WiETqeDRqOB27dvuyrwjx8/dnEvuipTqRQePnyIBw8eYHt7G8ViEbFYzJ0Ju3nzJvL5PJ48eeKqyLNYL92Q5XLZuWmZMh0EZ25ECmmm49OiY7Hfbrfr6h0uAtifxTW/U1ArRQULlSVg0v2l62bbt0xBNyW9DwocI2OeqtFbmlPajxJM1tKxY10EfjV7VxOE1LrzCVxVNlWAKP64F5i9qlmowHmChR7BsZalJlbQSiSQN3C/qXavc+IzmhjGZ9gGXf2awVwul+fCrW+dfNY/f1u+aWlS3d0WFz4LzK6Tz1qKGrP97Cq0pnkGPqNiWv8zZRv6EKgbJArBdjIqfLR9/Y7f68a3yCWDsYzKbhgfMrgp9PkoAWrHv0hYXV11FpJegpdKpZxQYKyI82X5qKWlJafJ88wXr3jQ+9LUYqJ1MxwOncuOwiufzzsrjBaxHlKmIGJlD77HtSmVSgiCwAkhTeIgTnkNjVoIdJfyzBvvNJsHmO2mNMnfWpopSruOEhY+DZFgXejW4vDRpY6NTFAFgj6j70TtNzs+/lCRCcPQuWyvC+r6pMveZ8noeHwKr8+NaK1f0p0Kde1H8UehpXFJCiK7pjbrzaeM833f56p0+BJMrgs+1yf/t3xsmrCy4/Q9O228PvqMes6C751Z2/EpWpcZC1eqsKEuDpvFYwmSxBKlSfIdEh0FkZ2kEpydtAZoVdv1aRG6KLZPzlWZvo9hTFuEq8Jrr72G8XiM09NTV05JL3ccjc6uMqE7ZDQaYW1tDRsbG64o7+npKR4/fox8Po/PfOYz7oDwYDBwqe+1Wg0ffPCBW4N+v+/qIW5sbKBQKGB9fd3NmZl/xWJx4mJDxhMZ+2LGIy1gaqPpdBqHh4c4Pj52c81ms9je3nalq8IwdOWqbt68ibt377rkk3lLGZ2enjphSQYDTJYD0jOFqolrEgIwSROWEeqPur5JW7Qg9JbfILiY5MF3eO5NXenKKG1WonoUgPM76fgZ16fZbKJSqWA0GmF9fX0u3GoquV5noynjOkblGVaIqUtQlQrg/CwgXc3EAeengonucAATd9vRAtN1VStN+ZIyS11zLQWlvC6VSjnlcV56VdySPpTH2tAK56OM3rpxLZ712iTOR3/7LDCfkUKwSphPWOnfqpRYA4bA9eEe1WejYOq3PkZ9mTSc9RngrODsT//0T2NtbQ2f/OQn8fnPf9773C/90i+5bME7d+7gZ3/2Z1Gv110/P/ZjP4bt7W1sb29jY2MDn/nMZ7xzuMp8Zp3DdYEbX0sw8W+mx1vNlISsTJZuQn4Xj8fRbDbxcz/3c/jTf/pP4y/9pb+EL3/5yxOHtknsv/ALv4Cf+ImfwM/+7M/ib/yNv4G/+lf/Kv7KX/krrq+f+7mfw5/8k38Sf+JP/An8+I//OP7CX/gLE+OkoOVnutGYLar9Eq92TjwCYIXHdYDE71try1ijwKet8v2TkxP89E//NDY2NnD//n18/vOfv6CtBkGAf/gP/yGWl5dx584d3L59Gzdu3MBv/MZvuLYePXqEn/iJn8CNGzdw9+5d/PW//tcjr/6xY4sCfc8yoEUwWZ8CGfXMtHlEfV6pVPAzP/Mz2N7exqc//Wl84Qtf8DLHf/SP/hHK5TK2trawtbWF7e1t/MZv/Iab87vvvouf+ImfwJ07d/Cd3/md+OVf/uULTHmWuSqtWOHrY/QfBcyyBva5SqWCn/zJn0S5XMYnP/lJ/OIv/mJk+z//8z+PO3fuYHNzE3/xL/7FiSM3f+yP/TGUy2Wsrq5iZWUFb7zxxszjvC5Mxa1dmI/yB8A/AfB5AEsAfhBADcAbnuduA1h79vcSgH8E4L+Q738NwM++yLl8K/3MilfPe38fwN97idf5cQvgfwngN6e08z88w3cGwBaAbwD4yy96fh933OLMm/QugL8GIA7gjwBoAfjUi57fxwCvfxzAAYA3ACw/2///qXz/LcUPFlcW+YoQBEEewE8C+LkwDJthGP4mgF8G8Gfts2EYPgnD8Fg+GgF47aMZ6ccLroLXiPf+wfMf5ccTrovbCHgFwC+FYdgNw3AfwP+IM6bxbQkLxO19ADcA/N/DMByFYfglAL91jXb+nYAr4vXPA/ivwzD8ZhiGVQD/Cc4UhW9JeGHCC8CnAIzCMHxXPvu3iNjAQRD8YBAENQANnC3G/8M88neCIDgOguC3giD44cUP92MDV8KrwE8COALw6+bzl3g9h6vi9ruf4e7dIAh+LggCjTH/PICfCoIgFwTBTQD/M5wJsG9XWBRufX6mAMD/ZIFj/TjBVfD6xrPv9LnNIAhW5bNvGX7wIoXXEs7MV4UagILv4TAMfzMMwxKAWwD+MwAP5eu/CeATAG4C+LsA/mkQBK8uesAfE7gSXgX+PIBfCJ/5B57BS7xOwlVw++s4Y5gbOFMMfhrA35Dv/yXOmEUdwFMAXwXw3y92uB8rWBRu3wZwCOBvBEGQDILgjwH4wwAWWwrj4wNXwat9ln/z2W8pfvAihVcTQNF8VsSZZRUJYRju4ExD/UX57CthGDbCMOyFYfgPcOYm+BMLHu/HBa6M1yAIbuNsg/+Cfv4SrxdgZtyGYfhhGIYPwjAch2H4DQB/G8B/AABBEMQA/AsAXwSQB7CGsxjD/+U5jv1bHRaC2zAMBwD+5wD+JIB9AH8dwC/hTEH4doSr8AP7LP9uAN96/OBFCq93ASSCIPikfPadAL45w7sJANMkfgi/++DbAa6D1z8H4LfDMPzwkra/nfEKzEezirsVnCUh/ZfPGMEJgP8G396KwaJwizAMvx6G4R8Ow3A1DMM/jjNr4V8vdLQfH7gKXr/57Dt97uAZffrgxfKDF5ktgjPr6Z/gTPv8AURnwfwMgDs4Q9RdnLlcvvjsuzLOsmQyOBNqP4Oz7KLXX+TcPg54leffAfAfm89e4nUO3OIshrX57O/7AH4fwN+S7z8E8L97htsygP8OwD960fP7dwS3n3lGtzkA/1sADwCkX/T8PgZ4/VGcWaufxpkn4Et4lm34rcgPXjRSV3Dm528BeAzgP3r2+R2cmbB3nv3/f8KZ2d969vvvAlh99t06gN/BmWl7CuDLAH7kRRPMxwGvzz779549VzBtvMTrHLgF8J/jLO249UxQ/W0ASWnnu3CWelwFcAzg/wNg40XP798R3P5nz/DaBPDPAbz2ouf2ccDrs8/+2jPc1nHmDUg/+/xbjh8Ezwb2El7CS3gJL+ElfGzgRca8XsJLeAkv4SW8hGvBS+H1El7CS3gJL+FjBy+F10t4CS/hJbyEjx28FF4v4SW8hJfwEj528FJ4vYSX8BJewkv42MHU+7w6nY43FTEMw4m7ZrRsPbMXfbdx2vL29o4YtgtMXlzJO3/0gji9ikB/+9rR+5R4RYeOLwzPL8DTOXhSTh0sLS3NdThvd3c35Lh4LQjvlrJ9XUgRlfnaywCJA16VwruW+F0ikUC5XHb3JYXh2f1HvANpMBhM3GBLfPFOKV6vwTED57fc+u68sneu8d6nVCrl7nOy977l8/lr45Y0S/qxdx8RD+yP+OTdUPZSRTufabfMRt26zXUiHnxt6/ra+4y4BqQRe5eTzk3HYueSy+Xmotlmsxmybbt3dJ0VNxZXOmY7d6UfPstrYvRy0DAM3ZVCFre+/cO+9HO9LiYMQ3etj11TpRPdf/zh/psXt+FzTPtWnqFw2fU6lq9b/Fmc+tY6CnzP+OQIAMRiMe9ApwovO3DLlLiZfXfbcGK+AUVNTp+3QozvaXu8nI0CwDdeZQhs1/bLNtmeb2H43Lz3Tdn56ljj8bj37iWfwLYClu9wQ+sFgMQPL+ejYNNr3XVd+aM4oBDU25X1fjA+p0xG31dhQuCa6EWKzwOihI5VBnw37RL0s6gbwfWWaDJcy5Bt39M2ryoF9kp67dfXRtQlrvOAT+jod8rM7dj43Wg0cvOiQuRbD+4F3uydSqUm1qbf76PZbCKTybgLThU3VnngBY9W0dJ5Wd5gx2U/4/gAIJebr3RilIC57LtZ4DrvXiaY9LN5+ol6d5a2pgovqxFqo1Ha7Cyd+p7zMQvf577Nzw3j64egGqoKYt/zUVqK751FgDLFy5iNj6iitE19RhUOWmL6ru9Hx0aBFwSBu0HZ97y+YxUeZW5WS16kYjArE4jSplXZIfisKitMrDYf1Ze2p2PW9dcx+KxHbXcaDhZJr5cpUQAmPAE+OvD9z7/19mA7bnsj83g8Rr/fd5eYRikB/N/3jF1zn8DVuds5L+qST18fi3z2snetEmc/BxZLR1axuC5MFV4+LVktLe3cXhc9TSv0ISsKSRaBduJKzLYtfc5qhFHtWyKOEnTzAl2Uar1wM/Caej7DsSiu1W2rY+/1egjDEJ1OB91uF5VKBQcHBxgOh+j3+wDg3CP2FmR1G9IlSIbS6/UwGAywsrKCjY0NZLNZLC8vT9x+rO1EKR8qqNm+Wl7z4lmtaPZn6ccqCz531TRljWMejUbo9Xo4PT1Fv99Hu912LlZeZZ9MJjEYDCbcskEQIJ/PI5VKYWlpCdls1t1MPc2C4P8+ZWWawL5MIboqWMHr65PKidKC0i1wrsD0+30Mh0O0Wi10Op0LN2rHYjHkcrmJ28e73a675ZfehFqthn6/j06ng8FgoG5oFAoFtybxeBy5XG6CVq0g1Xna8ehV9dwnzxMWwXs4z8FggH6/7zwpxNtwOJy4vV2VOA1rlMtlpNNpr4JxmaBbOA+d9iUXjAs1bVP5mNU0bcgKDPZhgX1aBuNry4I+q24wO1arISoDGY/HjsH7NPLrAuNbGn/j31HaJ8eo41BiA+AIsl6vo9ls4vHjx3jnnXfQ6XRQqVQQhqEj0kKhgHQ67ZgsCVoFJxlMu91Gt9vF7du3MRwOUS6XUSwWnWJA7TbK7aZ41vWwgm5eRmsVGqUfa9kRb9ZFyrH4BBfbpUBqNpvY3d1Fp9PB8fExBoOBE0zpdBqpVAqdTge1Ws0pAbFYDJubm8jlctjY2EAQBEin05EeBPYdZZlexhQWRbM+/EzbU0rb+rzGOEejEZrNJnq9HiqVCur1uusjHo87vFB45XI5pFIpDAYDJ6CI16OjI3S7XRwfH6Pb7bq+l5eXsbGxgXQ6jVKphFQqhVQq5fagBWul+eia6+GLk10HrNI/TRm5TtvEda/XQ6vVwmAwQLPZRL/fx+7uLnq9nsMt14i4jcfjyOfzSKfTyGQyzoUd5Q2YNr/L4CqW3lThpUQfpfHZjn0T4nt2c1phFGWl2c+intHNFEUM0+bgQ5h1BS1Ki+VmUJxEWSkqRC3ONLivQr7RaODg4AA7Ozt48ODBhPAiQ+DvTCaDdDrttFa2y/kHwZmrkVYhn93e3kY6nXbCVvu/LHbEdjUBZBEWrq63jd/5nrF49lne1FhHo5HT+Gu1Go6Pj1GpVPD222+j3W7j5OQEg8HAMcZ0Ou1w1Wq1JmI4FF737t3D9vY2isUilpeXnQXGOBfjPYlEYgLPBJ/FOqtVdlWI2tv6nXXPq0eB86dldHJy4oRNp9NBo9FAu93GcDicSByKxWLIZDKOVhOJhEvkoKI1GAycBUHmzDEsLS2hVCohk8lgeXkZ2WwWW1tbyGQyTtHgHiDeFXxK6yz85Lo4jmrvuv2Mx2N0Oh10Oh30ej10Oh30+33UajX0ej1Uq1XnsdG9qO/Tc3B6eoper4dCoYBcLhepYF93L1/lnSsLLzX7CT7NS9sgg7XZfCrhtX1+d9lELAFNc//YOehz0/p5XsKLllyUBqvj11iAnaN1X/D7k5MTfPjhh3jnnXfwjW98A81mE5VKBQCQzWYnmGA2m0U2m0Wv10O9XsdgMECn03GCThnp6emp2wyvvfYagPPAu2ZOJpPJiZgA5+ljbkwEWWQyjLWqlCZskpFltIp/ftZqtdDv91GpVNBoNPD48WO8++672NnZwb/6V/8KrVYLlUrFuWYBuGQCxguJ73g8jo2NDeRyOXzXd30XPvGJT2Brawt3795FJpNx2aD5fN65ySy9+HClipsK3kUJL5/1obhWa5e/Ofder4dut4tWq4WjoyPUajW8+eabqNVqePLkCRqNhnNnUZABcBmp/E0ewr2g1l2/33cKoY6HllY2m8Xa2hoKhQI+9alPoVgs4tatWyiXy1heXka5XHZKh3oUovDIvblod9hV25um4BMHjUYDlUrFuQ2pzHY6Hezt7Tm6LRQKE3tHaS8ejzv34q1btxxvmKaAP0+4NGHD/h9lLU1zC1pBoRvLaruzCBQ7Pv72udrseH1zsO1NM12naUZXgWlWph2vD1R4qSCiwKBbq9/vO/eKD/fAeSYhn9VkChU6QRA4RqQum6u6EHQOmkl31fen4cWnTE2jLW5yKgrEA60EbvSTkxPUajXs7OxgZ2cHJycnDh9keGyPDJaZc9ov1+f09BR7e3vu+1wuh263i1QqhWKx6I4saCxN19u3FxdtDSj+lP59Fpg+S4u13++j0WigXq+j0Whgf3/fMdNGo4FWq+XcfKQ9zouWAOPAPssgKvnHWgBczzAM3RhisRiazaaz5HK53IQipQoQgAvK0KIF13XAronFDT0mnCPnp3Hbfr+PWCzmBJJmB1Mh1Vhlt9tFs9lEOp1GNpu9MKZFKk1RMJPwImKmZT1pirSvHbvJNEtHrS0rxW0MSAnU54bUd5XA9H0rgCwhcjPoO5ZJzwtWmyNOfBtQN5Jq3SQ+uhQBoN/vO792o9FwLgLgzBIAJs++UXslk+b31D7priGMx2O02210Oh2nVav2FaWM6JrovPX82CJiM0qHauX5mI610EejEfr9PrrdLk5PT9HpdLCzs4NWq4UHDx6gVqthf3/fxWboJhwOh0gkElheXp5oj25Dul2IP+J+NBrh4cOH2NvbQ6FQwPLyMgqFAu7cuYNsNovV1VVks1m8+uqrWFlZQaFQQD6f9yqGUZ4PtXbnBbvGPm+Etc6azSZqtRp2d3exs7ODarWKJ0+eoN1u4+joyFkBFM5kkrSwyHCJO+A8GcfuSb7LBBg+w0SPMDyL3TabTezv7yMej+PmzZsolUr4xCc+gbt372JjYwOvvPLKxLkvtqvnEolb/b0oiGL80/qxtEyaoGDqdrsuOzObzU5YxPV6Hf1+H6lUCisrK45uqWDRfQsA3W4Xg8EAx8fHqNfrWFtbc3zFN5aoMU/jD7PCVOE1zRz1gR20fd8n+Hwag2VwUe9cRjzTNMPLPrNjWTTM0maUdWaFg1pUejCZFsE095EyIu3L527j7+FweCEYP22cUUqDwovUYDlOukvpAmy32zg8PESz2XSurkqlgtPTUzSbTcd0OX5NQgEw4XKxigj7ZSyB8x8Oh8jn8+7sEoUYGTsZxWWx0lms93lx5utT6UQTW1qtFmq1Gur1ussK7Ha7E+cNCRReo9HogrtUvQUqRFTYUJkivjWpgnTb7XYBwCWI0AJkzM1aXFHwrWB5+UDxTx5AHDFzkDRJWq5Wqy77NZvNujbi8fhEIoe2zfWLUuyfpwU2VXhRY+fAAUyY7XZQquFa5hZlUdB8tdaN1aB9m9UKGn1HmbnvHf5t3Qpsx8eEFynEyOCII81o8mVoceOqG4BJF2S8DIa3222cnp467YgbVSEMz2IExC3nzHRtrh8PYRJYjYPvalxLz9xQY/ZpWFxfWlx6cHRReGU/9kfpQBnhaDTCwcEBnjx5guPjY7z77rsuW7PT6aBer6PX6zncM5YyHo9drEUtZ46DeND15ljoTmSyQa1WQzqdxsnJCRKJhBNilUoFm5ub+PSnP41MJuMSOLQfS692/osAWubq2lPFSefe6/Vc1mu1WsXe3h4ePnyIRqOBarXqkjJoGXG8GjMjoyUeCdNcd2opWZ7Dv4l3WmK9Xg/lchlLS0tIp9Not9sOz9wb6mbTeT8PxhzlGbIQtbe4/4bDIU5PT9FqtZxVpUcyMpkMRqMRvva1r2F3dxdvv/02SqUSyuUySqUSVldXce/ePecNYPas9Rb1ej3Xrk9B9eHpqpalDy5N2Iiygq6zaFHa4HXa8rlHfOPUDTVN859mzTxPy0uFth0H/7Zp5epK5UZUQaLuLwoZOy+2Ry1TlQbt1x7C1LJTPsGuAljnOQ0Pi3TJXrbpLQ0oPmlxHR4eYnd318Vnut2uc5eoxqpn7LQtH81FKUGqZGliRywWc0z08PAQQRC4Ywr2/F/U/Kfh4Tpg53CZJT8cDl2iRrvddoqUjW9FhSNU6NDtZ5URVXisIPeNjzTN7E0yeWaRUgnUMld2b04Ln3wUMMueIj1R2WS8VM/KkXdUq1UcHByg3+87S39lZQWDwQBra2suu5PvAudKN/sIw3Dqmbdp9AJcj0YvPedlrRK7YRWUweom1awdbVfb8J1xUQLlb1vjMOpdvm9Ti4GLLi0lxCAI3FypYWuW36Iy4nRzaEo3x2HHy42mSQUAnNbPefC5brd7IeZFvzW1yW636ywDS9B0NTCAqwKSZ76oOWvSBRm2xZPd7Dofy+znAduP0ppa/Cq0mEL84MEDfOUrX0G1WsWjR49cogEZAdvkJlULSt1YKrhJq1qdRF1YxJmmxGsMcTAY4OHDhzg4OMDm5ibu3buHUql0IU15mkdhUQzWejiU5qyQJp3S6jo+Pkaj0UC323VJE6qkWWWW+5DrRa1emTHXkQw1yhrV2K7ul1gs5jIcKVxbrRZ6vZ7LrGM71t37vIWW9RLofOy6Kv7C8MwVvbe351zgPNMVhmdu6Hw+747EaEk6enKYLczYVywWQ6VSQTwev+B9yOfzKBaLKJVKuH37NtLpNAqFwoXjBhZmsc4ug5kOKV8mHXWj2MC7LnyUZRNl/tvf2odOPipt2Dc+BR8BKmFykbhRpuHgqqB1GVWATRuTMlH9XzVRMg7NNiRj1U2r7gXFk6a4j8djZLNZVyWCbVu3oU3Y0PGwXZ8lq67lqPW4LvjW364dxzIYDNx5IyZmHB4eTihKpGnfGmkCjdK7CrEoxU33hCoQxNdoNEKlUkEQBKhWq+h2u97sLjsn+9miwOIxCreq6FSrVRdXofDhuzYr0O57VZqpcFHx0SxVxbs9ngHAZSzS9UnXIttiohOrfWg5NLX6LCwKtz6PwVWVDz5HdyGTqlThzOfzLiYOnNOzzlWtNCoNrB7Dg82Md2WzWVSrVaytraFUKiGfz7uMTR8/XyTMJLws4yZhWhNeYZrpDvhjUL6sKKtVsCCnalfMLlJLMeq39mu1PwoGBtG1XIoynUUshFqwPkamv8ngOQ4fwyeD5SakVaRuDn1GcatWJefLgK0yUm5qda1Y96VaNCrU7Lx0rlEx1EWBb8059zAMcXp6ipOTExweHrqDsyp4OBdrManSFCWw9H87P+JHLe8gCNxBZuKe9Fiv11GpVCZqSxKuoqBdF6xF4/tMrVoVAjy7xdR5xUk6nZ6o2kCljjRHJY344V63dGPXRS0vZcxk1loiiS7jzc1NNy69+YD7aNFKrAVfu7P2NRwOXSYw113PxWUyGXS7Xezu7iKZTGJpaQn5fB7lchnlctkdHKcnhaW6hsMhTk5OnLs1FouhWCw6C42eiN3dXWQyGQwGA3decZqiZefms8CnwUzCyzJt3TjT0tUvcx3ZDehzJVjmPBgM0Gg0nHWgVpF1EdnPFGxfPLswHA7RaDQwHA6xvLyMpaWlC8xlEWBxa4Wp73PVVH0/DJ7SVahVCICL9f5UOFkLkMJL14wMSc+NWCGlcTdqcAo+GlokQ5imLEXF4U5PT7G7u4v9/X0cHR1deEcVAM5R8abuK2tVslKEWlIKerUHgeNk24wrnJ6e4vDwELlc7sIcfMrioi1atSyDILigpCidkg6o7DDpRXFKjwCFMcfvq5GpGYBRsRXlSZYPqWtR9zotiGaziXg87hTjWCzmhCq9Dhybxemi8OvjUb71jIJ+v+8Si0ijyh+BMwHz9OlTl5BRKpWwsrKCSqXizjImk0mkUin0+33nKtzf38dwOMT6+jpyuZxzFZJWB4MBnj59imQyieFw6LIWfbTqm+t1YKZzXqpd+Ziuz3LwWRQ+oWW18CiiYNHOw8NDvPfeewjD0En97e1t5HI5LC8vI5/Pu3eV+dsCtjxfwoKqLJeiGUW5XA6lUmmhQotgz8z45m61eGX2dHuQaZApauBfY0q+8ZPBEKjlW2FiBSQFoy/7Sje5T3HwbcbnpcVa8OGXGXFHR0cuoSAIzivnWxe4nZuOX+O9XBdbP89aA/oO/6dLTM/xhWHoUvZLpZLLIMtkMhfwq2th5z0PRCkZPkWKoHSoeFcBplmMxBv/J1CgKD1zHHzfejPUQ8R21XuhIQ49rKuKmQ93UYrDPDCPxQWc72V6XTQmqF6ydDqNlZUVLC0tIZfLYTwe47u+67uwurqK3/u938OTJ08QBGfxxmQyibW1NQDnQp9hhEKhgGw2O4FDVu4ZDAaOp6rFfB0cTIOZhBcZlWrSUZYYcG7taHzAbiZlqD5rzRLI4eEhnj59irfffhu/8iu/AgAol8vI5XJ44403sLa2hvv3708cqtWFs1ZZo9HA0dGRq3DQbDbx9OlTjEYj57tdXV3FzZs3J7Rrn2vzOsB0VY0lWUtTBYZuftXWdZMCZ6nsTP9VxqFaI9vRTcoANYVXJpOZcJNoij4zxkicbJtarFaCiIqb2k3lW/PrgGXc1mWqzzAuuLe3h/fffx+7u7uo1+susQW4eIBeBZetDKLxSK6TTdjQ+pQ+5ZBuNR6FIKMFgKOjI7z11luIx+N45ZVXXGFl65pVmvAJlOvCNAvZuow5jsFg4Epr8Tm9kocKE0uEkcH6UrKJYwo5pa0gCNw7rBxPwRgEgYvtJpNJF7Nh7A2A2y+s9sFU/2lxaFXmFwlRyqYFpR+GA1hWi+cB2+22s/7p7svlckin0ygWiygWi/ipn/op1Ot1/PzP/zz29/cd/bCMFpODwjB0rl/2SWWWRXuZAKXGgc+7MCsedJ4WLr2M0mqrUZaR1fJsh9aymBXYJ0/F7+/v4+TkBABcBe+dnR20222srq66kjrqa1XiJUJ3dnawt7eHWq2Gg4MDtNttHBwcIAgCd32CMqpFaa8Kujkvcw/4tGvg4r1JalGoxqtgLQF1xWhbUZqnjsEnGPjbJ+wva29e8NFrVLvEE8/GUWBoO6qZ6xitELL9KB58axCVqGNrPOqeo5eALi97Bs++47P4nhf4lFMKHSpfZHaWBijs7DjVwvJZugT93ucyZFvsSxVCK+w1TncZ/fjG8lGBxZNakkqXxDmf516ncA+CwFVt4dk2xSUVCbajsW07HjsmKghU9BYNl1bYsERpN6ISh0+YRbkx7PdWQKhLYDQa4f3338eXvvQl7O7u4oMPPgAAZ8K+++67SKfTrnbaysoKNjc3JyocUNt6//33cXx8jDfffBPvvfeeKxbKjLNSqYT79+/jxo0bWFpamjgPsigGqzhSorAMX4lI3+Gz6nIh0DrSe41UU1WNnBoRfdM8GxaGZ/eBUYslcyWj1ZP6tLhsMJ1jYc00Br6VfmwSTNSRh6uAjSn5gOPQahr7+/vo9XoTbrgwDJ1GTnyxOgGLvRJH2q6uldK0WsjEK+MxVDSYHcr3FdrtNo6Pj3F6eop2u+2sd907am1ZRjYvqBfDxqRs+6RrnvFipqG6qu16a3koK7iU+emxBKVJ0pittMG9QsuNe53WniaHkB/Qpca5WR61SLzOCpcpYVQUNAZNbwpwrhhRAJ2eniKRSDiln3GsTCbjUuWZOXh0dDRR91QTtlRJUfw0m00AwOrqqiumcNW5TYOZhJf9TDu0Fpfv2cusCm3P1/94PHZXTrCMv9VGE4kEDg8Psb+/j/H4PFOQMQe6Avb29nB4eIi9vT3s7e25xSXT5+ax7pjnocXOqtFF/a3jUkvMaruKR4ImHSQSCedmYKaSujHthlWhqgkkdnzap2WyHzX46Jhr3+/3Xeq/tXo0VV6FD4H4YPvWjWTxom5WDajTxaY0Z2OeVAb0MO0s830R1oH1Alha1DGqheNL8FF3pS8JLOqH3+uYuC+0LqeORfePT1B9FDR81fVSXEdZsfxfLX1NwInHz+7sWl5edlmWDB3QimKIA0DkfqCSC5wXn55Gp/PAVOFls9OAixUULII0E4n+Zk0jjhJyPjMUOEdAtVp1RVLJdKlp8ezI7/zO7+DBgwdYX1/HzZs3ncbPbKJer4cnT564MxBMBU2n0xOZc+ybzGLa5rousB0NUNvYlI5DLR+NG9jxkCFrlXglbG2PzHN5eRmbm5s4Pj7G4eGhszLUAlFhFY/HJy5b5NjV4tLPfHFMpRs+twim4BMe9twP6fPk5ASVSgXNZnNCGKiLi2OllZrL5VxcVVO2ATjt0nob+CzXR3FAZYnxFVpf4/F5/T32QZcWay7SolB8sl/OcZHWgdKj0pMKcJ1/EAQTGX0avwvDEK1WCwCwtLQ04daicPFdejjNladKQSwWuxArVmFJZZVKLr0Y3DP8IRPXGK7ysUXFwOcB8ik9f0VvCy+R1PODBM1hSCQS+OEf/mG89tprbi/cu3fPne/S7GVgMtSh6wOcu8R54LtYLF46h8vcsz6YuTAvB2m1cQskZBK3z60Y5WrwgcYliAzV/vnMYDDAwcEBTk9PXT0vMo3h8Oyqaz7TaDScy4vEG9W3T+AuisnqRtd2LSOy+FbLyAatSbjqs+f3PvzH43Fks1kUCgVXTcIKL46X1ho3sa6Bb4yzEOQ0y/06YHEZ1TaFg15cqM/bmAdxpa4tdVn5xsC26GYEJtcdwAU3K4WOav76DBlJp9NxLt4oHDyPZALO6bI9rOvAuVha1wxZ3wWQV6EJ5Qk2u83SoSonXD+fhe0T0LPwwI8aiEv+8DMAjs8Bk/SgyjAVrBs3bqBQKLiErOXl5Ql3pHXJK6/XPtWTQEH4PCzWmStsKOFFZZFFMTJ+TytDYzpWuKkpC8Bdoc6qz0pkzGCiBkuGxCvXtV0yKaZw0rXIcfIsSjKZRKPRcLeyWs1VzfJ5QGNVuimoERIUl5rRZYWaJQ5lDhRE1sXHjbuysoJ79+5hMBi4qxD4LoU7Xav8jMRJBqAZRSr0FV+XEe8s8aqrghVA7Efr2SWTSRSLxYkMKa6B4lfdpRRI8XjcuVwVbwqKG73Az+JKhZX2TQ2Z52/i8bjTtGld+FLvFQeLALu/1ctilSXOS6vH+9oB4PBJC4KfsW39X12I/NHsVrWINckmCAK3vlq7UHFEutD72dTTpP0TvpUsL1bvZ0YlcL7HKUS4RupZID52dnawu7vrDi8rj7FKGtdOBZtmdMZisYmzdJfR4HV46kyp8va3ms8csNXC7ST5vmot1nKw8RHgLIVVrytgOyROO57RaIRGo+HiYmQoZL42CMu+yMxSqdTEfVVWSC9K47Kb2c7B54JRYrIWyzR3mXUXAOeuung8jmKxiO3tbVQqFaRSKYcnFUzquyazoBtLGTrdW9PGpYyP89e5zAO+NhSPunEpAJLJJHK5HLLZrFNotEqBtb6IE8YGcrkcgMl4odJwLHZ+nb2+T6VAq04Qv6RJvq845ncaMLcej2mK5HXB0pAqpOq+5P/0iKgyYL0K/Ftdplr/kXMgHjROBZxfO6O8hHiyiU9ksL6EGP1OrQXfvls0L5gHKOAZXqGiwPgp6UyFl1UsyW8ODw/x+PFj3LhxY+K8LHDRY6BWqbVk1c3NxBgd76JgJrehT8O3G1Q3iyUay8h8hGndc0QGM8Hq9boTJszusv5+/k3Gou4KjSnYeVmXgHUTKdEuStOyRGDx5OvLWpNWM7RakI15sA8SMeN9hULBXY+uwVYStsajyJjoarAxQo7DuhLsb4J1/84Lvviate4puNfX1105m42NDRwdHbn7uw4PD11VC1o2mhGqY+dvPbSpApoXAJKmrIuLikCn03EZXsC51csyO7yqfnt7G7du3cLKysqEwLLzVVgEk9U+LB+wMUu1nDQOozSi7dJ1aPeh9kfhRdrX9WBf+ow9pK+WGNu0XgJ7G4PSjL5nPU0vCjg2CggqScww1MQzG8slcF1JezzAzJCLT1kGzo8gtVothzt7/pRrQD7ykQovu+HthK3w0mChugntwlsBYrUYasYHBwd48OCBu26drhNl7sqkKbwymYzT9nQcasKqz1uTC/hDIaiLvijhpULHChnr3vMpBhQeHDuDtfyt2VSWmenB5Ewmg+XlZWxvb2N5ednhilWn8/n8BGNSIcn+OR6r2dl5Kth0Zivs5sEr2yHTUhrm73j87Bbd4XCIjY0NdDodnJyc4OjoCCcnJ/jwww/RbDaxu7uLdrvt3M3Ej46dOObt0zzESVdfJpNxZcZUUHMN0+k0RqOzyuZKe+VyGZlMBnfv3sXy8jLW19edANva2nLCzQovpRdl7vOCz2uh1r0yRo0laTKB3UdqEamHwFrm+h2FpdKe0pgeiLZhCLVirULG/cOzdNZNrzRmFfOPAqI8W3R1hmHoXNj0NJXL5Qlln7hWHBBv2WwW5XLZpc2z1NM0VzQPRisvAyYTb9TatUrJPHClm5St4NFnfM9qMM/CtAkQEcPhEJVKBXt7e+7kuE/7obT3EZIStrqz2IZqavzh2RQ9SW4ttnnBJ5jUDQRctCKi3BRWgfB9r22REaTTaXdrajabnbgOQddO1xPwW0jaN9+1hEomaj+LUmAWBT46VIZILZMbjBmqjUYDQXCWNfXkyRN3TslqomxbXVqkSwbM1Ur1va8xA1Yr4FnD27dvo1QqoVQqYWlpyVXWsEk1SlOWzp8XqGBUWp62lrOMx+6Py/oGJq+YAc6ZNYAJIc+9Zj03dszWSvPN73ni1oLFp+ULVMCppGsIQhVNuxfUPa3FyLVty/t03uoi9o2LigHHsSi8zXTs2br7rDarm4VMTjV+NVN9gs/XZr/fR6vVwjvvvIMvf/nL2Nvbm3ApAOeJA5lMxpm4ACaqbqs/WN0Gmiaqi9zv91GpVFAoFFz5f2uBLgq4iHQbqS9e3aOq/RDf6nZS4rRWFrV4BWa+lctlrK2tYXl52Wn0S0tLGAwGqFarbl2IL4JPk7Kb255XUlelZbiahDOv8FI6Yn9qyerGIR6orZbLZXfu6/79+2g2m/jwww9xcnKC09NTVCqVCYtCY2dcL90jyWQS+XzeCTGuhzJQ0joLKqfTaZTLZayuruIHfuAHsLGxgY2NDSwtLTl86RkcFYhWMPqsmHlgmkCxCoJq4tYq9Ckv/Jt7VL0i2q8q0Krk8X9aFQBcthv3Bhk6LRXlFwAuCDSrdBDUW/I8KkfMAjp/zmc8HrtCwq1WC7FYbOL8Ii18LbwwHo9d1mo8Hkcul5sozWUVe66l5Z+9Xg/NZhOZTMbtO46T31FB5ueEKNq8TIGZKWFD//dZOJYpWGZm3Ri2XZ+kZmp8o9Fw9bSUaWvb6moh8UUxQmtFaP+EbrfrBJdPY18E+LSZaYxb+/VtYuuOmvYuNSs9q6Vp4FrU8zLwrbNvLna97Phn0bQXCT6NmkxMs9cKhYI7nsGzR0qnACYsZrZFhYTKj50z40B0qfGH68Dac7S2WPGBzMcm4fjwFrXfFgFRPMB+77NmgHNh51NmFLfqGrShCu3DR3tW4Ysan90zFGLTrMcXDXbv2DmoG956UCxN6JpYt7sP7OcU5nQR+r7Xkluz0uNlz80kvFTDUa1zGsFqGzbuQcagZjwJlgHTDz/8EMfHx3j48CGePn2KIDi/t0uvRKD2o5YIEab+V2Ue7F8XnQwmDEPs7u5OVJm3gflFMAMf47OHk63GqvEV1Yx0bagF+awxtegSiQQKhYJLBuDn+XwevV4P6XR6InagNMC+7I9vw/A9m6jAcSnTtllm1wEfU9Xx+xQsXX+6TZl5WKlU3MbjoVpdE1pYwHmsha7CVqvlLCQ9rsB1G4/Pb3GuVCo4PDx0Vla5XMbm5ia2traci5A0rS4gC89T+PsSQYg/FTbEuS95SJkXn2McGzg/s8kDwrRstASZr0+f9Wkteq4xjy5YKywIAhfDYTFhX1X0aUraRwmKZ8UxcL5nrUBR+uceZIIQy45RubLeFN1H7It9k28HQXBBWPImZx/NzkOvM1tePqYwDXyS21pn+rkmRfT7fXdBIK8O1yupdRMpM7VZNOyHC0Wt1S6KMmYA7roJdRla4bgIUM3JZ+VaoHC1CoEyYhXal2lYrF9GnDB5QK9b4ThVkEYxsSjtVt/xaX+qgT8v5msVKl1L3dj8nG5o1nkDzt2lyphjsZjz59tzV2ybChZxzLbCMHSpxHodBy2vTCYzUd2BY7SuUN1THxUzjbJ+fHtL8RvlDbGuXWAym5g0qHvdt29sGz6LXteZDF770aLWH7VH4CqgVpe1vKzla+lf10sVy2kJT9YAoYKgvNvnqWLMy8ef54FLhZcOWl1y1q2kzEuJQCesiFEGwD5YBur4+Bi//uu/jidPnuDg4MC1r1qTpi7TRxuLnZfZYX/8DDjbDJqMYAONZDDMnqnX685XSwa2qJiXbnLFZRSBhGGIVCp1IXWf76i/XtvRrEMyTuKFWYZMkWfmIZk252uvQLB+cPZnhZpPgbEaeBiGbk34zjwQJWT1b8tkOQ6rHOgP8ckYCoPbOl5151F7ZVamrR3J9hiL1WtBGIdk2rNaq7p+Ol+fUkh8ki7mjc8wHsX1UsbFvrUP8glVhpSGiEcK6qi4tApvavqKA5+C5hM2KoiYQk5+wiIH9pZqn6JlFbAXJdh0f/sEg92fPm8ZMGnVajWXaYJRk2KodFkeQeAxEJ4duwxfPqXEB5dSc5TktZqXT+Pis2rO+p7h3zwzcHp6ig8++AAPHjxAvV6fmAgFGIneaqJkHqpZ0yIhw1FtGcBEPC0Wi7macqy2oAHMRQov+9taYqqNcvzqPlK8WrOe75EZqPVIRpjP51EqlSbchktLSxOn9FUw6vjs+ikNKI3YjeKzNBeVUMD22aYP5z7rWfFsn1WlzP7YpBXbrm5iFVYqwLn5KeiC4Cz7MZ/PT8S19LdNZLDfKx7s3/OArjOFlx2Duo/1WaU9685XS1eFF+fJd1XT11AB+/HhykdXagmrYqDhBPu80oBPWH4UYPu2RoDSoD47TXBZPqG4tvvbhnj4meUPlieQxmexvK5Cq5eWh1Lz0teBTswuKgnZai167UEYhqjVajg5OcHh4SG+9rWv4ejoyKXHB0Hg4g90aWmmlVpgilzfqW5aXKrFahonBSgXo9FooF6vu1jMrBrBLOCzoJT4uKFpmWhmGvFOXJKAdGycl7UG2DcrQywtLbl4QyqVQqlUclX6VQvTs3CXaZtqLerc2LcVaipQFwW+9tWCAmar/WfjoxoPUxd0GIYTCT5UpEhzeluw7im9coU4YBKNxbVlLvxM5+mDRbm6da4+13QQBBPnelS4q6AhTqwnhfjRZ3j+Sy1N0joFuNK14oDvs70gOPPS8PYIPqOMVRMPbEyec7E4eVFgXXUqzHhImfPgWNXjYXk3cUpeyjWySjFBY466vrSO2RfHo1VkouAq+LyW8OIkfERsNxpwMQNOA/zj8dido3n48CF+9Vd/FdVqFfv7++h2uy59U8vxqMUFnJ8qZ3savKR/nN8D59eNp1KpidtU+T7vwaLwYpryZUz7KqAuQYIyWSu8qOkysMzvKbwsYVB4BUHg0lM5b+Iwm80in8+7jZxMJlEqldBsNl2fKmzCMJxg2FGgTEMFvs8NZ7XsRYFlNiq8bN3CaYxJx8WYKQ9uq1CgwqQMz8eUFRcALhzi9Akvgu3TN2aLg0XSrNXk+ZkKNdIomaoVXMokKeCtW5DPaIYa3ZGka2WqGmO0fEe9P9wvtLwAOMGlyR0+4RWFj+chvGZRki2u+Rnp2ye8OGbrnbH7ELh4IN3iQo0SNSAorDSOOBqNXNmqaZaVz7JkGz648n1e9nudYJSAI3Dy9Xod4/EYu7u7OD4+xs7ODh48eOBK8/Aqeq3gzQ2tDIFt9/t9h2DdSOwTmIwr8W/VeHWjcwMxZZ6n7RdJqD6CshatalR8zsZilKFYBYH40nbC8Dyrjj5/AC6OwBp/zPQinlTjp3an9dI4J8ucLY34tFhrgS4CfG35fPdR7yn+OVYqQp1OZyKdnm0ro6AwU8YCTNaZtFaTj+na52adr+JzUXi1wtpHs/aH7ylztExPD8YrTWibKvwp+OxFrFYAaht2HewZSiqHGsfT8fvciVb5XBRErbelF8sjVBjZfafv2Db1e1W2yCv0t88KozULTFquwKSSrt4Y3xyvatVOFV52AynzmcWMtsyCErlSqaDVauG3fuu38G//7b91BSF1gvF43KXGx2Ixd9svhRqZiKaa6yaxm0AXBsCEZmUXkJZMo9HAyckJVldXHQNfFFiXipr/PjwD52deNBZgNVC+z5JEFDTc7GQUDJLTZUhttlwuo9FoOMFHjYnuHa6rZshp/xyvukUJuuEsPdl1uC5EMeppzNwnRJUWiXPGShkT1GtOiBMbEyVjVOFPWuRZMI6B47DCi33Yefi0VDtfXROO97qgh1Ltulnm5lt7nSPjz1RQedbQCjAfD6LXRg8gqzvRChpaIrxvjcqwZi2qwLJV5zXWbIX1ZdbE8wCrROr+o+DQpBZVQn2GhuKVvFXdfmpVaT9c+1wu5/DA+JZm15KfqqKwCENg5vSjKG3ZWgdEJJGqVwzw7ATv1Hry5IlLh7cpxuyHSKAlYN1MdC/4CMhubjvWy7R91cSmaQzzgNXC1bri/5bg7Ob2+eV9xK1zsPMgblQb1swxn1bt69v3rG8OUYJkUYwgSrmK6itKYSBwrnbOs9BD1NyjGJ/V/KcJqVm/WwSo8GV/06wEax34nrHWnE+ZtHjzvWuftZ/ZNjXpxZepa2GWtfgowSonxDX3u89Dcxm/07aj3KXqHWBCF0M6rHSkYQMND11n70yDS4WXjwmpNk9pSt8xM/R4U3Gz2cTBwYErtdNoNPDo0SNXwYLWQKFQmJisJZZMJuNiN1ELpjcHq5BTTcEKLusOtBqw+t118eYFtmcrJegBVHWvWJNfNSAVUBw/01PtnKndqhatmj4FVzabRSaTmbiLSTVSGxuwfWtciW5KxZ3dZGxz0aB0ZAWUrinpmvRgEzX0dl17SFgtf9s358cCz8Qfq3b43MeW5rS9KHeL0qw+54uTzQNWgYpaM/UK6Hx8/IRzHg7P737Sqi82aYDt+87S0YuhVsN4PJ5IQKIyHATnB2htuSP1YnDdfNmIiw4nWJgmNIkvjmE8Hrtzg5wvPSw29mXb1vXUwt4W6G6t1+uo1+vIZDLIZrMTfJtyIJfLIZlMuir9/AEmvQDXxd/MV6LYz4m4ZrOJ4XDoLh5j9e1Op4N2u41ms4m9vT20Wi3s7+87VxxvM9bNzbajNCrLwH3f+XyyVmCplQggknlGaVnPg1h9WqP267NY7HwsEfosTZ2j1d6AyUPfmr2lyoK6KaZpUlE48439o9RifZq8js3SlA/P9n3fXCyTi5qvb38p8/SNz84lap5RdLUo8Fk6Ckon+hnnoe5QCgn1sPjau4rWrm5NhVmsEV1nS8tKC8+Ldn2Cy35v6YS4tqGFq9JAFF6sYs++mMhk0+Ktl0jDI9rXdWj0yjGvIDhLZDg5OcHOzg6+9KUvoV6vu1uOOXC9w4fmJTfwysoKVldXXdUMak2dTgdHR0cIw3DixlnGBtrttlfLpOC01y7oPKI0CRtMZoUD4Ly6N7WN50GkvkwhZgnaQ6U+AUAcaOyA5rvOkRqVWkY2nTmRSLgMRN4szPJI1FRp4fZ6PRfzsgRJzdZuJAATldn5rFUmFgFW8KgbVksOKRNVYc+xa9YmNynfZzasJhD45kDaZNtBELhsQmsB8nkbn7CMVukWmCygqt8rXue1wLRkkP743Jw6Llu6iFYMY652P2sbVmng0QJ6I/Q4AssT6YWdWijBCk1VzrQtPV5C60zp2GbTPS/lQMcWpeColcmU9DAMkcvlJuqW0iLyCXJdG9KzPXpjBSk9O/Sq5HI53LhxA/1+H++++y663S4KhYKzvMg3ePcX+fs8MPOVKAq0uI6OjvDWW2+hWq2i3W5PEKolREpmPSfDKsPKuLkgFGqa0aVp4hwfmbKmjarLhW373DDWBcK2+T99uYtM4bbg09Y12GqZlyVkxbEKe6udKyOwsTyCZn7xxzIQvs91su4gqzFrDEP79zGnRYPiSrU7FWS+MStufQqcFTpsh/jwbUp1N9lxWcZgk3dmAY7Vrvsi8etTBHQd9TM7Lh9o3DpqjFYr5/4AcIHJcv66TywvIthx6tpaPqDCT9t9noJLx8XfPgFm15f40CQYxY/lZfquVYh8zxB0/5PmS6WSUyDs+Trl1axiMi/MJLw4GQqJ9957D7/6q7+Ko6MjVCoVdLtdp5EyYKdxDi0PQ+um0+m4ieqmzWazAHAB6Uz80Owgas42lV2tEnumh/OxzFbnTCtmZWUF29vbKBaLkafvrwu+Q5lcdMuErICLAtUqqUH6ztzo9xTQ2WwWo9HIxRZ5pk7XngdGVbPlZtFMMZsBaudJwZhIJJwfnP75eZmBfd8KCuDijdTTLBqNw9DKsLXwNNNKrRxNN7Yp8jbNXoWA9qnjtkqE4jXK6lkkg7XWoO4z9q1p5WRwxBev5KBAsRmsqhjoOypIdD52Pa0rkP0T36RN4PxgrWbj0VJjghnXnPUlNa7zvBQuCz6FlXhQHCi9MoeA2dk6Z75DOiZebDar5ZeWH6VSKVcFhnyZt9cTrOsyDEMXN56Gv2nKjMKVip3R/bGzs4OvfOUraLfb7pLIpaUlpwmNx+OJihhkStzgZFjqyqO2oM8qsjhpjkHPGfFHr7wGzutuKRNVE9ouvEPKM4ZeKBSwvLzsFknHMy9wMTlXDXD7iEV/W21Xv9OYlTJHn4XB56il6Y8GsLUNtSx8QpEM3vq8reuKtEHNjeNYVHKBbm6f9ai/9Tm1KoDJJBU+R8tYKzwoE1dNXZUkHRsZqioqKrysp8DHMH1zYtvW87EIUMsrag9Y4aVJMMSvKjb6LHC+P+mi9O0HZbTAuVDlXNUCs+tq18NaWKRHVVCobE1b0+cJPsEV9dloNHJuPB6mt1a8pRurEEQJMF13VjrSEJEqI1aRVuHlC99YmEWAzSS8OLFWq4VqtYpqterS3lWj1M4YE9H3+Yy6B8MwnDhfQObICWrKPTc1/dj2LIIKJatNW42aglZLINFiLJfLTnBp+SQ7x3lACYobTje1T2P2EZhdZOuKUS3WXh2jMR29ql2ZM/vT8VgXCi0FW/RY3S+WebNdHqZexHUo2rZClBDw4ZM0wLkRN/oO6Ymga6mbVvu1TNgneAC4uIXt0/Zlk3GsQhPV/jxAxqRKCuelTMtaYpY/0LNBK58xJWW+PETP/a8XRjIubYUY107pUy07XROf4qfj528qwHxf9w/H81GDT8BYHsB8AmCyyobOD5gMN8yy//gMFXzmG5Bv0UJVvPM9pZnL5jcLXOo21A1Xq9Xw9OlTHB4eol6vAzhLYfcxgXa77Q4RM4jISaiFRM1G+1TXAu/a0fRNZfQqvHQDWMFlNWrgvAp4Op12AcV0Oo3t7W2sr69jY2MDxWJx7mrcUbjleIIgmNDwL4uxWQahP+rW43N0D2jqMQmJlqxNwNANSl+5dRcRyODVbciUcp/FYYUXa1UuWnj5NjbnraACwVoAvV5v4riAuqBsP6RBzoX/E0e6qYGLSRZsiy51u8Y2uYd/q5CwFqCd/zygd24pballYumHeFCXqpYny2Qy7rJZfUZd07p/yQcomDgOq5Dpvic9Kj0TuObqxrd8ptvtIhaLuZRwXVtb5eNFgvK8bDbrQjBqyVsl2fJHbWsa/SQSCWQyGcc7VOHVM6JWufFlG14XrnQZZafTQaVSccTGSXCjK/Pkd9y01GKBi2VmqN3QQuCk+Q43iWoN+qMuQQCuFqJmgpEBWfcBNQiON5VKoVgsOovL56JbBPjiBzp3H/71M8Wf/laXoVpK1u3JjafuW6udcSNrooxNCrFMXLVeBRKxWnN2g5A5qzJzVfCtk8+C9VlfVrhy3Naav4wWohIEdIwUcnbc3AtkCL6sw8vmbelpUe4tX6wwaky6N1WIAxeD+JoVaNtQGlYrft45TbNcAFygd1ptVnl+EeBTeCw904Vnz7cq7qJwqzSvzymoFWrpgVnaqnDZZxcBMwuv8XjsbjY+ODhAq9WaMDkZ+MzlchP3ELGyxmh0VqVdEcOJMUCqEjpqPD5mpxKfiRabm5tOkPZ6PTx58sQllqjVoS6KWOzsTqsbN25gfX0d+Xz+AsIXxQhs2jGB81LLx85fcWCJwV4w6XuHQomHyPP5vNNoATiLl7f80nKma8/GxDh+m6ihigIFYFQsLgxDl07Ou6+uAzZJQTXyaQzduvz4v8ZaFXcqiG1bGgtUi5h0x01tGRAtl3q97i5hVQvWx3hsG1YZ8tHRPLhVBSUKjxwLlUOup8Y2mdhFVzWD+KRbPmvxQ2XUF4P2CT/f58DFm9ZVKdaD/EwkovWoRx588/+oIEqZIg9l0pV6U6yHQPeeZgeS7tWYsHQVi8UcP1BrFQBKpZJbX+Ud7HdRgn/mbEMyrXw+j3w+j6WlpQk3Bje3XkHPgDwJLplMTjBITlytBOtDnib1mQqay+UQj5/dT5VKpbC6uoq1tTU3tlarhb29PQCT19FT4OplltZqeR4arLalGuosmsk0S5DfqSvgMm1d0+bt2HR80/62fSsjsN/72lmUG2EaTFs7FVwKih/7vBUigN/i8gHnHGWxaKUYi0cbS/PRqX6+aObqo6coS8+nmOnnapXZBJ/LYFY8298+pm/7nEXYR+3B68J1hKHdR3bvazKMr30VXjofKvZWwVJQJY/ANWRWabvdvuD2/cgsL1Zrp6b96quvolgsolwuo9vtolar4cmTJxgMBjg9PZ2Q1LzCXDMIqQ1Q0PFnMBi4uJN1H/AZIjOdTiOXyyGXy+HevXvI5XK4ffs2CoUCNjc3US6XXd/NZhOPHz/G4eEh3n//fYzHY6eVEHjujFogD0s3Go2JA5Hq7loE8BZeuu30luQoUIEEXNQeKYw1g5BJNRpoprVJvGqZGWqbfN8GptXVqK5epRMm81CL5rhoeaj2xnZUQ58HdDNZxs7NbJmZVQjUwtLEI03x9/Wh2qxaBpy3dRPac4vER7PZdIc5tW3LkLQtnQvbYt8LYxYSt7BMk8C9ohY29zitFuJHY98aG/F5HNgOFS2bYcjvFVQxI75Ia+xX97aNDZMGNG3eZuAqz1sE+JQo3zP8rTQXBOeZkaRTWotUFIhD0gvnQEOCMb56ve6Oz0QZEIqr8XiMZrPpjIdisYiHDx+i0+k4OaB9ANG0OQsOgCtaXrlcDisrK1hbW8Pm5iYSiQTq9To6nY5bRAZeGSBVM9xaAhw8YxycnBKjZUaZTAbFYhGFQgFbW1soFAq4c+cOisUitra2sLq66havUqng9PQUrVbLEZ1m0XGzEPnsm3/rIi9a07KMVPEctQ58Jgp8lpcvaYK/Sbw+n7gvvuBj/PqeFa6+uSkjtv1PsxKvA75NMOs6cm52s1l82DajNp7O235vBZHvLMxl1vhVPr8uTLPmfGvts2RtOzZj8LqJO7531ANg/57Wjs2gtoqBtSwXyRfmAV88mvtLPTvARWtU//ZZpz7Q9QPOhT/DFsDF4tOX4f8qMFV4MZGBi8Ug3B/4A38Aa2tr6PV6Tng9fPgQjUYDjx8/RqVSQbPZdDEungWzmicRSq2b2pcyMx4QXF1ddYeG79+/j3w+j/X1daTTaWdt5fN5V7FjPB477XU8HjtrTatGaFICAOeXpVZMJsLY3SKZK7VQ1VCt35/jtJvOWi9WiBCn2WzWEZQNOA8GA3Q6HbRaLW/GFM/p8dwXgZoWf1Rz5riSyaRzK/vOe9lYA+khypV2FbBM1AoexZnizsdYVZHR9q2wsS4RLSekNM910Yw1n4Kkmbr83MYJNaZmBabv/0WATdjQ+VmG5LPA9JnR6OyCQnoAOA+lF58Q5B717UXNOtRDxaqM0QtAhVktVP1e+7ChBALXc5EQtW72cxXIBGbuaukl4tTGTZUuNeGNYZjl5WXkcjmv4spnOX+GXTqdDoIgQLlcdu2Sp+nxnavgYBpcepOyEgkXamNjA+vr6w4xnU4HKysrqFQqTvIeHR05lwsnYN0BmujB09k0YQl0AW5sbODWrVu4d+8evvd7v9fdV0UmTYKj64Xnjki8WvNPtX5laD5LhczWZsvNC9bdRyaplqFPi59VI+IGtS5PJXq67CwztvjQbDHLCDQGw/a5DvayShXGvrjYIpjsrNaQjxlYrwC/s9mGllFbJUMTVwg249NnoVJYao1OXx92rlFz8r0zD/i0dduHjsHyD5vtSyWK79okAt+6RVlmltHb56wgUqGlbfM9y+yj6GfR1q1vPvzfJ9gUTyp49bmo9bdzYxtaws83Fj6riS3AuddNLxadFjebly5nvhKFf9tFozC4d+8etra2sLa2hkaj4fz2tM6Y3TYYDCYK6fb7faflqyAplUpIJpNYXV11mkC5XEapVMLy8rLT/LnhfWn2+Xwen/rUp7C9vY1sNnuhsK8uuDJqJn7cu3fPCUYt4rkIIE59Z318cQ0lNAoe3aR8nnOnUO/1ehNuWdUq+Zk92wKc1zlU4vRpxZyLCiPfxlYa8uHB9911wDIlOx4dq08xUGC2lAp4K8RUSOr6qGJEvKulyfXzxXnZtx7IJ/gsLf3czscnbK8LmsmpjN4nVNkvDyO32+2JRCsmb8XjcccH7Ly0H5s0o/SuVmg8Hp+IqavHQdfeClafJcNn1HpTocjvFgGXKVe+vWQTs+LxuKsXS8WAxy7U2rRrpdnftNLo+rPuVmupEqh00aPENVvkuS4LM1+JYjUrNc9TqRRyuRzCMMSrr746ETNi8I+V6Hu9nquHyGr0mj5Ls/fGjRvI5/PY3NxEsVi84L5SF4NlRvw/l8vhlVdewXA4xO3btydOmtsYHDUObi6OSd0fipN5wVogBKvxA5hwI3LDqJWmDFWZRjabRafTca7UIDi/x8gG1JXQuLlVsFtBai2HqI1vrQudv8XFIsBa92zfh9dZnuWG9LkOow5iA+dp4fzMBvrpjvbFBNSCs+dtohiZfm/nsyjmoUkV1gPhY4iWEQKYEF4UPHzWMkS1gNSFqnuAihxplf+zb541tcqTz4KzdGiVERsHVitxXojaJ1HAvjXBhevCu+PUQNBiErYfFV6cJ9dM6RHABQGmFlav15vI3Na2p+1xnzI2C1zqNuQgVTCwQxuj0E3Gd9PpNAqFgquiMBgMsLS05GIuzIZTF2IikcDKygrS6bSrRG+ZrY9hqDuLn5MRM6MwinitBeZzFyySEXB8Vij6cB6lPACTNQeV0el8FBe6ickAlIGo8FLGTPwzA1GPHBDUAlYhYeen66f+dovv64CNY1nrI8oy1HFaxUK1TyugOU9Lj+oVsAyO//tcKrpOdk0Uj3x2mnLAn0V6DNiv9uMbj/6vXg2bTah0HWXVaXs6J2bTTRNE2qZvbAQqrzZO57MElZ4WQbMWFxYsvpU+mBHbbrcnilszQ/YqyT+KK8CfVAZcrN7P59kX32WoBjiP8VOZWAQfnSq8bDCSTM23mXURVbNPJpPI5/MIwxCrq6uRjFg3tFoI1hLgOIgg/lZC11iMnjFjO7ZPjWdpnz7BZd0X1wUVCnZTKmP3MV4dm2qfeppeDyraxACC1XxVAJLRcDz8Wwv3WuapVVDs5raErvOxcYh5gDjTQ5MWbz7FROlHGYPiNcoFogfslY50ntaysHsAwARjpyKgdf98jNwnCPi34nwRDDZKQPgEmNI3hQJpUd1xln+o8CDdWuWZ9EkXoXpT7P4gjpQX8FnFC/+3RQsU+Axpwip484BPOVGcWnyTxnu9HlqtFk5PT90Z3CAI0G63MR6PnYHgS4by/U86Vos3apyqRABnFZiUzzKJLggCl4A0Ho8nrsGaR/hf6z4v/S6qYzs4n5VhCV03o5X+ltHMClYQ+BiXz2Lz9aVzmBc0dR+YjmurGOhYfdaU1Qx1EypzVA1OD8UC5+VlNN7HtjQ5RsfkI0Qdt/72wTQczApKW1xzC75xWsbAZyyD9Sk/6h60z9lkGJ/Q0Xd1DrZvbcO+Mw0WoRSwP7tffXzACmSGBKzSqbRKC8oKYCucrQKhONKsYcUR+2BBX1WGNSSg9G3P8lml43lZtRZ87XM8vMqInizWM1ScMRlOP7vqmO0eUoWfPJFro96EQqGA1dVVt74sG0WBNi/MdJOy1QpskNRHuD7tWzUjqx0RiAjVppjtZonft4n0tyLWSnlL3D4BoXMiwS8qNTaTyUyMlQd+Na1dBYlavPYciuJbD1VyjXjiXbVQTe6gC1cDwNls1h0vyOVyzpLh4WWOSZmAWrxWQVFc6v8adF+EVcs2aDnaa3esEqUCn39znYMgcAFvXQeuRZTA1uMDPiHJvRAVN9L10WSBKCvnMgtoUZaXLaCtNBYlILPZLEqlEqrVKkaj0UTiALPTut0uer2ea0dd3lw7m7hCQcREAY6J1oIeRyAN2CMepBHdTwxV8OiO0gMweSRE8bwosJaj/Y6fx+NxrKysoFgsYmVlBVtbW87bMhwOUavVMBgMXMhG496Wx7JtH/AZn8eB/ISFJ1jOjIrIK6+8gps3b7qkJwpbe9Gt7X9WpWDmhI2rgN1U+rnv72kDjpqU79mocep4ot617X9UWpWPgOw8oiwaqwVqRhVwfm5DBR+Bz3Nj26oJOh77NxB966qFWdb1WwEsrRI05mSFii19o20BkwqcCi277gpWGKkC6OtjEdbqrOCzDqOsWH6nAsJ6OMhE7Z6exjemfaZ9++iO47HxN+uZ0J9pfbwo4LzUzaxCn2CVet/f+uxl3+n3qvRZg4WfMzGHCgNjYD6X7HVgpoQNm+ljD/DZd7g5o5hx1OJbi8sSs89a8yFWN4haTbqpFPEaeLeMW4WEJiRo5uN1wBb4pAZj5+SzVJR46H/n2SD+TiQSWFpactc50FevbbTbbdRqNSwtLaFcLiMIzvzX/X4f3W4X3W53ouq8FZBkSvxctSm7WSwzUDxrvGFeoaYbyfbD7zTbUC0UfUYFFfHRbrddghFxr/uBe0HvmbPzVQau/fF/4kCvqfElRinz0Hnb/oiLadbRrGDpUveUKlCKF5ZzYz1Ups6T1ki7PuuQlyrqHrQ4YExM6U2FpXpucrkcVldXnTUYBAHy+Tw6nY6z/MlkrWtceYuu26ISuHzzs/O2Qp6CSkurcZzdbhetVgvNZhP9ft/NV615giZ9KU1pzNjuf66XXgzMQ+e0pBnj5OFpjRFOM0JmhWv7wKI0b7u4Cj6BYxfoMnPc92wU+MYW9ZwVkD5BCSyOWC1zte5C39x8BG4tA93ANNFJ5LayexieXwyq87Zt8Z3x+PxeL83MnAbTNDqCT3hcF3wKj35nhaq1Lu0zdmwq1OjmJSO35cWsG9Un2JURaRyU1rK1mC1ECa+o5xYNPg+AKoWsbcp4B4UXlbXx+KwSDtsiHsMwdMc9fPvYWsDA+Z7SQ7IqfLLZrHOj8a4rutTIgOnWpBJhY9IW388Lr7O0bfMDSJtKO1RoySeUV/j2it0zVlHS/y3YzGVV7KxRsQiYKrz04K9v8SwjICjh6ne+JANClP9Vn9WYmb6jjEXBxyT4uZX8VpO07WqMYxGgWjoJjmOzhBIlAJQYKKhu3rzpSrvcuHEDBwcHWF9fx2AwcIe0eXr+9u3bKJfLWF9fd1X4mQ3EArHdbhfVatUR4fLyMtbX192FnYwPMEakRKqbyR4/0A3Av6npzWPVaqFgizNLCz7rW5/PZrN4/fXXsby8jDAMcXh46KzQwWDgrCLdsCrcKJBs7IrCX601HtRnubP19XWsrKy4CxAtPaiHws6XECWkrwvsSyvm6Nj4TCKRQD6fRyKRwJ07d5BKpbC8vIybN28ilUo5C6xQKLhDyirsiUsbawLOlTzLCH04UZrjWDVuNxqNsL6+jmq16s5D3bp1C2+88QaWl5cnChRQINgqOB8lzCIo1eIlDAaDiQtfreBRBUr3KucMwGUREnTv6Fk+FniwhRCuYmnNSqszJWxEaRlW6+I7nLgWvNVJ2Aws1QSsgOB3NtlD+/QJLn0XmMy4stq2js3Oz859kYzgMm3H16fPIqBpzrvMCoUCUqkUyuWyYyJMqQXgCG17exvlctkVOg7DM0uOGvHS0hLq9TpKpZJ7p1QquTqTxWLRCS5LrL6kBrXWVXBZ7W4e8LmdtR9+B5y7w3XsSpupVAo3btxALpdDq9XC2tqac4n0+/2Jm8IZsNYzX9wDxCtwzlD1vFwsFnOWCV1bKysrWFpacud2opQYq9DZPbkoZYt9qaLhuzSU68z6equrqwiCM/fc8vKyO/eZTqexsrLijl5ofFYri3AuemCf8SpVAHz0o+5c0iPd4M1m01WfOT09dRbK1tYWbt686fYQxxUE5xXRVelYlOVl1+m67Sr+2Q4TWKybV99RK0nxpWNTZUCVblqrsVjMXQSs+0+VWju/eehzpssooxinfubTam07FnyWURRy7bM+DTPqfTseKyiV2VjLJwoX84JPqFp/tHXN6kbi8xY3ABxjKZfLTosnkwXOi5uWy2VnhWkR5uFwiLW1NQwGAywvL0/EzbLZLPL5PHK5nCvhRUal+FRrkpYGx+wjXLXU5wFNe7Z4spYf10HpwcbwKOApwFivUQ8QcyMz00rnpFam1WoVZ2TGLGqcy+WcZUvrjeDzMPh++6zPeUBj35Y5We2azGxjYwOFQgGdTmfiIG08Hr9g2Vh86fxUKbG482XP6bg07kXFjN6FVCrlsuT6/T7K5TK2t7cvFOn28RxVSp4nRBkP9hl+n0gkUC6XnRJA2psWlrBGBMEKMN3f1nPCy31ZWMJnJET9fx2YKeblk5gKvolHWVNRC2Dfs+8TWRr4n2aZWEFnY0zajtUQ7LP2mUWAjs8mAPisQGDSl09N0AovlmdR64dzslYJmQbT66nR6jz1fVrA1m9tcaMJEeyLjICuNnu4k66HefFrz1wR18SHfmdpTWNNtEBv3boFAPjkJz/p8KGCyNeO/Uzx5DvAbHGpgkGt0mm4mZagsijrQBm1FVYWt8AZE93a2ppwBVqwCox+pn34vDd2XaPi0dMY99bWlhNQXPNcLofx+PwWYOuKJlBheR7gW+vL9ga/TyQSWF1dnfk9hctoJcp6mpXGoiyuKCPG9yxhJstL/5+G1CjGa4XMZRqEbzK+9kmQvgnP0he/s9qF75lFCS2CvWLbMqyo3/pjMw91nJy7j4mp9WHjBMokFHwuBxVwCr4EEl+FD7ZFYUFGMM9ZOo2N+OhQacKXTUaIWm9VDKzQ9uHBZvr5rKGo/aL/q3C1dM42ZqH5ecBX31H/t3tTx8W/FWzMyjfuyxQOIDq8of9b+rN8RV1mSh+6z3zwPPF9XZiGc/ucgo+XRvF7a6HNyh/te1Hvz4LXK3EJ1UyjJKXVyHTxdUBR71smqn3r8yQ0fdcyD9/kdXzWtalBWH3Xxk8WATyUyU3DUk60wKxwUmZBZq/P2JgK56QMz85XtXn+bze5PYxMV4QG66MEk4K1DHROmu4PALlc7tp4tWnwCnaMdG3QFaj06dPmdezWFalgFRFatGEYumQHm3IMXHSPa6zFt+mt8mGZirVM5gWtW8dx2aQp/s14FF2pljZsMob+qADUOAvn69vnbE9xqOPUPaXjU1zzM3o0eNu5lujSPjnX5wXzCMZZxuVrexYFbh5hfRV8Xfbstag6SnJaAiY8b81kXoREjc8u5KIJ1WqCV9FeLCO2n/mesW3ob18709bN9579fJax2P7mpZVZ3p+G88usoXmYid0TvjWcpY+raNOLBN96Rq2dz+KfNt5Z+YWPRqbRTZTFdpliaz97nnj9VoFF8OmP1AqdRojP+wfACoD/DkALwCMA/9GUZ/8qgH0ANQB/D0Bavvs1AF0AzWc/77zIeb3onyvi9RMA/hmABoBjAP/X67Tz7fKzQNy+pNlr4hZAAOD/CGDnGT/4NQBvyPf/EMAegDqAdwH87Iue28cEr/9voccmgB6AhnnmpwC89aytDwD8+y9sXi8Yqf8EwOcBLAH4wWeE+IbnuT8O4ADAGwCWnxHrfyrf/9q3O4FeE6+pZwT41wDkAWQAfOaq7Xw7/SwQty9p9vq4/Q8B7D5TDuIA/g6A35Xv38Az5RbAfZwpvX/wRc/vWx2vnvf+PoC/J///yDPh9zmcee1uArj5wub1AhGaB9AH8Cn57L9VoSSf/2MA/2f5/48C2Jf/XzKC6+H1LwD4jXnb+Xb5WRRun33/kmavj9u/CeCX5P83AHQj2n0dZ1bYf/ii5/itjlfPew0Af1g++20A/6sXPSf+LK5Wx9XhUwBGYRi+K5/9W5wRooU3nn2nz20GQbAqn/2dIAiOgyD4rSAIfnjRg/0YwVXw+jkAD4Mg+OfPcPdrQRB8xzXa+XaBReGW8JJmz+EquP1FAK8FQfCpIAiSAP48gP9RHwiC4L8KgqAN4G2cCa//4fkM+1serruPfxLAEYBfB4AgCOIAvhfAehAE7wdB8DQIgv8yCILs8xj0LPAihdcSzsxXhRqAwgzP8m8++zdx5kK4CeDvAvinQRC8urihfqzgKni9hTMf9n8B4AaA/x+A/28QBKkrtvPtAovCLfCSZi1cBbd7AH4DwDsAOgD+FziLiTsIw/B/8+zdfx/AF3EWv/l2hOvu4z8P4BfCZyYXgE0ASQD/Ac5w+l0AvhvA/35hI70ivEjh1QRQNJ8VcWaqXvYs/24AQBiGXwnDsBGGYS8Mw38A4LcA/IkFj/fjAlfBawfAb4Zh+M/DMOwD+M8BrAL4A1ds59sFFoXblzR7Ea6C278F4LMAbuMslvh/APClIAgmzliEYTgKw/A3caZI/KWFj/jjAVfex0EQ3AbwhwH8gnzcefb7/xmG4V4YhscA/m94gTT7IoXXuwASQRB8Uj77TgDf9Dz7zWff6XMHYRieRLQd4iwj6dsRroLXr+MMV/O28+0Ci8KtD76daRa4Gm6/E8DnwzB8GobhMAzDv4+zRK5PR7SdAPDtatVeZx//OQC/HYbhh/wgDMMqgKe4Gk0/X3jBwcRfxFkmTB7ADyA6u+hHcZYx9GmcEemX8CzgCKCMs2zEDM6I9Gdwlsb5+osOKH4M8Po6gDaA/ynOsrb+Ks4y5FJXaefb6WcRuH1Js3Pj9m8B+E2cubJiAP7sM/yVAWzgzF279Azvf/zZdz/+ouf3rY5Xef4dAP+x5/O/DeB3nuF4GWeu2//khc3rBSN1BcB//4y4HuPZ+QMAd3Bm7t6RZ/8aztLl6wD+G5ynwq4/Q2gDwCmALwP4kRdNMB8jvP4EgPef4fXXMHlextvOt/PPInD7kmbnwy3OhP7/C+dnuX4XwI8Kbv/lM7zWAXwDwP/6Rc/t44DXZ5/9e8+eK3jaSQL4r57hdh9n8dzMi5pX8GxQL+ElvISX8BJewscGXmTM6yW8hJfwEl7CS7gWvBReL+ElvISX8BI+dvBSeL2El/ASXsJL+NjBS+H1El7CS3gJL+FjBy+F10t4CS/hJbyEjx1MvYxyNBq5VMTL7j2y/18VLnvPpUfOeE/QVZ69SnuEWCw214HSarUasm/fpXNhGF646E+fjcI/P7NppXptPS8H5EV/ilu9kFPbtxdjhuHkBZj6rL08UC8VNKm37rJEnV82m702bpvNZhiGIdrtNobDobstmWPQyz7ZXyaTQTKZxHA4dBcP8rc+CwD9fh+DwQDLy8vY2NgAAPcModfrubb4nY+2giBAMplEIpHAaDTy3lTMSxHj8bh7hm2FYejaJw6z2ay7RFHbCcMQq6ur8x6CDvv9Pn7/938fR0dHyGQySKfTKBaLWFtbm3zQzJe45sWQPuj1ehgMBkilUkin0442wvD8Qki2Q7zF43GkUimMRiN0u90Ll55aHOgloMA5XZNGdJzdbhfA2aWlsVgMqVQKyWQSg8EAg8HAXWoJADdv3pwLt6PRKOT4xuOxozPdS7wkk3up2+1iMBggk8kgk8m4efpoPJFIuMs2iVM+o/tYLxvWZ4k3ux/i8fjE/tdnuQbsWy8StXxFLx3lO6lUimvtxe1MNylHXT552TMWojZw1HezgCLyum3N8vyiL6Pjzb1RP1YY2THwe732XsF3vb0yR21Tn7HX1isT5ObQTaTtKf6V0eh47K3AunkI2ez1a332+/0JYazCUm/r5ZiCIEC73b7wHOdI5kTmmUgkkEwmEYYharWadx66sYkDFd62Pb1RmG0pfnXd7d+pVMq9Q/z2er0LN2gv4kgMb0XO5XIol8uOmQdBgHq9jkQigUwmgyAIJoQC/1cBQgFkaY3/WyFEfNiblXkLt+Jfb/6mIGKfyuT5vt7erH2l02kAQDqdvqD4LPp29UqlMvG/rp/Slf4Q/2EYupvZ+VwymQRwvt8GgwH6/f6EsNH5EhcW51wP7sl+v39BiSLYfazrqgqLrnkUDolrnYuFqcJr3sVRJERtHquVXkUo2jZ9V7b7GP4s7VtLa9HCSy0itq8/2qft22rVVhD53lHmoc/zc25uWkq+vlQAXLZ57QbQz+37VhDPA1br07FH0SCtJI6V+KAmGgSBEzbJZBLxeBxhGKLb7U5sxMFggDAMnUXA/vTKe45Hhfg0pcXiSP/Xvrm2KqisYrII3BIH2Wx2Yp5UGmgxWZzb8SljJI4pIPh8FD7snH1KGf+mAOBeIyOk0LJ0ojinoKTlReFtn1sE0Mrj3JLJpBNMPjqxihUZPd/n2BVHXD/Fpa4Tv7dzI80HQeCEtw93dqy6HrZdn8Fhlc7L+MFMltd1wRKSnWytVkOz2US1WsXh4SGKxSJeffVV547gxvARiTJVal8ffPAB9vb2UCwWsbKygqWlJWxubl4wa31j03Z9m91+tijC9QktChJual1YZVrWgtHx03XV6XTQbDbR7/fRaDQwGAzQaDQwHA4dsdr2E4kECoUCEokE8vk8kskk8vk8stkskskkMpnMBGOfhjtuJtW81D2zKKvA4lTHE4aTbgkyMAobMjZqpT4GpTgnsyTtdbtd9Pt9HBwcoNvtOtxzA8bjcWdhLS0tIZlMolgsIpVKIZ/PO2vFMiWujzIcK/QHg8HE3DlPhUXht9/vTwgvywBVQEd5AjgvZYBK03R5qptK50AhqdYUccO50z1GGrW0zed9yqIVeJZnWCtxUXyAVp71CtB9plafelv4DHmlFXSkdRUinU7H8YNOp4OnT5+i0+k4eqNCwfdyuRzu3LmDTCaDXC6HRCKBdDrt8Exg30q/VskiRBkpdCvH4/FIi4swk+V1HeK/zOIJwxCNRgOHh4d49OgR3nrrLdy4cQPr6+sIw9BpOyQenxbKv2kSv/fee/j617+Omzdv4hOf+ATW19exvr5+YSPNClGCc9GgGqgSkHUnWf+8xYMyg16vh263i9PTUxwfH6PVajnmure3h16vN8Fk2f5wOEQmk8Ha2pr7ncvlsLGxgXK5jEKh4DZKIpGYYKY+y47rRyZkCZ5jXyQutT0yf6UjMgPOn+PkhqGGaQWXtkcG2uv1UK1W0Wq18M4776DRaKBaraLT6UxYqfF4HJlMBhsbG44ZFItFx4STyaSLbSUSiQlNmEyAe0LnSbzqOlilZ1E4VsvSp3joGLjnlKHacVD48HsqD+oGtDE+WhmMO3Gf8DeVD+s6tBYrcegTXopHgo5R8bpI4cX15PhVePHzKOEFYMKDojQdBOeuUypbzWYTu7u7qNfr+OpXv4rT09ML/IVjKBQKaLVaKBQKuHHjBvL5vFM0dI2JD7X6VBha5dYaEDpOu24+eG6Wl90sJLxer4dvfOMbODo6wtHREWq1GiqVCg4ODtBoNJBMJpHL5VAsFt1mJVO3lgJwtmCtVgu9Xg9vv/02njx5gkqlgp2dHZTLZTx48ADlchnf9V3fhUKhMBUZugDPW3CpQOUCWyGtQovj0rH6GBJxRIvr8PAQjx8/RqPRwP7+PtrtNvb29lywV7VXboxUKoVarYZ0Oo1Go4FsNotut4tWq4W1tTUkk0mk02nn1lCGajVdq0nq+C08D3zrJlSBY5mAjY9w/LSyrKXa7/fR6/VQr9fx8OFD1Ot1vPXWW6jX62g0Gk4wDodDJ7zS6TSOjo6Qz+cxHA6xvLzsGDXdcCp01M3jA2uB6xx9AmxeUDokznQsPg2boJYSrQwrJJgoQz4xGo2cpWUtdaU7XRfiW5m3xhWplBAnqixy/FZAKa1Y68vGeRYBOn4Kav3O8kCrHOh4qYyNRiMMBgPU63WcnJygUqngnXfeQa1Ww/vvv49Go+Hao3uVfS8tLWE8HqNUKqHX6zm6HY1GSKVSyGQybnzW+psWXtBx6v++eL0P5hZeVtO1g+MzzKCpVCr44he/iK997WtotVrodrtOa0qn03jrrbecW4VaRzweR6fTmSBoAE6onZ6eOmZMzWw4HCKbzWJtbQ2vvPIKbt68iUKh4B1b1LyeJ9A9wliKLpqa0DpWG8T1CTNqV41GA5VKBY8fP8bXv/511Go1PH36FK1WC7u7u+h0Ol43A3BG8EtLS8hkMtjc3EQul8Pp6Sk2NjbQ7XaRzWaxtLSEbDbr4hS0aBKJxISWSGZiGbOOm3OOYnzXAd08mriglgyfY+YaN6sKDTIOZn+xnVarhXq9jv39fXz1q19FpVLB17/+ddTrdfT7fafh9no9x+hTqRRWVlaQy+XQbDaxsbHh1n08HjtXnGaMXRZftDSj87wsKH5VUEWEv32uNh8/ID7S6TRyudwELbC9ZrOJTqfjFKXhcOgUDWtdsU8KPB0fx0a8p9Npl6hhcWldZSq8VIkJw/BC5ir5zSJA6VF/+v0+2u024vG4w5sms1glm+uvSR6xWMwpWycnJ3j//fexs7OD3/7t38bp6SkePXqETqfjnmUiCGk8l8vh6dOnKJfL6HQ62N7ednu8WCw6ZcTOR+nDWupWeeCPJuVYHmdhbuF1mVbHzrvdLt577z0cHh7i+PjYxV30OWrFo9HIaUv0f/rcFdzcRKRNNR4MBqjVajg+PsbDhw8RBAE2NzeRz+enCt2PAqyrAohOWPBZLDp+/U3h1el00Gg00G630ev1HEMlsWtGl21bBQ8z10jIzWYT3W4XyWTyQtYhN451DVi3jc8q19/zAGnKF8uzCotPgyV+aFXyc86z3+87hlKtVlGtVnF6eop6ve5SvYlndUNyU7KPdruNZrOJZrPpPA69Xs9t4KgxWxz5LFqfO2wRoEqU7SMqEYCfqQLDNSKdkYGRtrrdrjvq0OudXYCcSqUcY9X4pabeW3qmoKFCQn6iY9Ex8B1rveh3CjrXeYH92li2xTPXQWOhPrcc/+73+wiCAJ1OB61WC41GA6enp6jVak65UsGhwMxaunL7/b7zyCwvLzuhxZitKgA+RVQtMaUR5Rs+KzIKLhVei2LwR0dH+Mf/+B/j8ePHzs2Sy+WcK08D+3oWg+dWSqUSisWis6oGg4FLREgmk077Z5ZYOp2eCKL/03/6T3Hr1i382I/9GO7fv/9c5ngVsMSpG4hzV6HA31b42JgVmevx8TGePHmC4+NjdDodpyESpzyv4jtbpEpCu91Gv99HKpVCp9NBJpPB6uoqhsMhVlZWEASB04rVfcO+bAIB+1Cm58twui4wA9AnMIk7xpTUfag0wEwvxsWYpJBIJNBut9FqtbC3t4f33nsPR0dHePz4sbMaNIbG2IC1AhKJBGq1GsbjMcrlMgC48zqMb1gBYTVX4pfZfQTrhlkkWGYJnHtVOGaezbGKgVrljUbDCR16Tvr9vmOm/X7fJRAwC5SJAplMZuLMENvR/aOxG7opbbIRPTvqLrZ7kvtP2/PFbBcB6tbU/WHXWC0rPqfnqOz3pMmTkxPUajU8fPgQ77//vovTUjngeTmuIQVXPp93eOh2u3j06BFOTk7Q7/dxenqKzc1NdzYvn8+7M4tU3HT/++iGY7XuW+Bi6v0FnF2G1Hk0C75LJnB8fIyjoyPHNHzWh9X+lciVSVvC1T4tgvr9Pg4PD5370ee24vMvAnyWiu97ZcA+q4K4ppZEV6taAz5B4etPlYFYLIZer4dOp+N+aCFbjSmKVmaxrqwL5DpwFWvD94zPqlCGQCbbbrfRaDQcA2BsxsaBNLtN50mrgu0Ui0WX5EHXmHW18m+fVu6zyLW/RYDVihU31pVlXUS6Z+kFoCuW4QNmbQ4GA3fgmEkZmsBEBkmaVuGlfRM3FAh8j8kxZK6+5A61EhS3ytMWrRxYi0/5mG+d9R0C8UzFlMpnrVZDtVp1MdlWq+XObCno3Pm/Ch26wev1+sQhdVpfxCkweeg5KgHD4jqK9/nguafKMyXz+PgYu7u72N/fd1IaOEOGBlRJdNSEhsOh09joB+92u+43hRMXTYkYAJaWlgAAv//7v4/Hjx/jR3/0RyeQ+SKsLgATG4+aitX4VIArY1RGYeMj1F5rtRqOjo5QqVRQr9cdw2VmJpkHhZSmiPMzWgzUjlutFpaWlrCysoIwDHHnzh33LhmudRdY9xfBxif0+Xkgm816madPYNPtQdqja08tLrUOOp0O9vb2nFX76NEjR5NheJ6GrUkfqlnq+jUaDfT7fezu7joFIwxDd7yDiUt0IWrigTJy4lEZNv9XOlkEcB05N034sS482ycFvCpVJycn6PV6LmZNwaVJCpxTLpebqKpBD4xaGRqj0rlTWKVSKSwtLSGVSmF5eRmpVMolyuRyORfD1UQx0gXpnG5IKiuLAranrmM9K6h8AThfXwrlRCLh8EdDodvtYmdnB41GA0+fPnVJcnt7e+h0OqhWqw7PTEsnHnWvJBIJZ7mS93744YfY3d3F+vo69vf3kc/nsbW1hXw+j1deeQW5XM6tgyofmklLulb+QdzOYuU+V+EFnDHpdruNdrvtgrE0T8m8+TeRB0xqHWF4diA0DEOn+Vq3DzAZc1GTejgcol6vYzQaOTOayHpR4LOarIYV9Yy1xCyTpGCiIGNg2ZYrUqFiLSj195OoiL92u41utzth7qvP3Gf9WI2Rny3a2uUYfIdQ7dishaXChfMik9SYAbVX4kHjPfxtBfJgMJjYuDZtuV6vo16vIwxDFItF56qkUFSry+epsAqCb43nhShLyipc+iyBQotWVbfbdVmZjUZj4nycJsxQaaMSRQGiwkt/69y5/nSBMbWbVheTptRNBsCtU5TSwzUELsbBrgvW5WfX2f5tY2OcNxMzms0m2u22cxceHh7i8PAQtVrNWbpUXm3MzNIR50m+wJBNu912mYmFQsG5vLvdrku2s3zcx8+Ic7rqtf8XJrzCMMTBwQF+8zd/E48fP3bBfxU4wOTZGQ6cxMHf/X4frVbrgoal7ysB+FJmgyDAw4cP8Xu/93u4c+cObt686cZp4XlbZaopU5smbjSDid+TcHwMX4me7j1VGFSzp2lvY1SWAWvbmrnUbrdRq9VQKpVc4oZPmPo2n7bpcxEsAmxVAmWENrnBl+wAwKUU0zpQDXZvbw/VahWVSgW1Ws1ZE2QCZHz8n3PXjUycDgYDnJ6eTgTNC4UCOp0OstksNjY2kMlkUCqVXCaiWneKV7V+1Jq2uJ8HfAqm4lsFic0iq9frLrbFWHW1WnX7mt4Azejk2KmZM+lCs+fUA6M8xEeLyWQSzWbTxW9TqRQKhQLS6TRarRby+TxSqdREfE3dibT8ADjllwk584KOUbMp1cq2Lj6OiwlElUoFDx48QL1exwcffIBms4mjoyO0222cnp46ZYH8hcKb7TMUwPgX8UdvBOlcFVEKslwuh6OjI5RKJYRhiHK5jFu3bqFUKiGXy7n2GLZR+uX+4ForTqfx4CsLr1kaJYRhiHq9jnfeeQf7+/sYDAYXkhAATCDEWhO6QCqwdHMq0eoG0oUh0Z+cnODx48col8u4efOmdz7Pg6la0M2phKrnYazbwmorFlecO01vdcMojq02pGCFimUk1JxJ6OqitUxb+1B3ln6n/SwCNM0ZmDzlbzVoa+Xyc1pa7XYbx8fHaLfb2N3ddRosXai0PnVddM108/MzjoFrzDbIDLvdrkuLTqfT7tA4NVm7HuzPCkZNRliUdUDQuCkZm41R20xgCi9aWv1+H/V6fSIMQFrlPDgvtkPcaZp6r9dzSi3Bp9zSwhoOh87CSqfTGI/HyGQyrg/+rVmiujfZDwWqTZi5Lmi2odKqHlrnESGrFNK7dXp6iqdPn6JSqeC9995Ds9l0WYV6rtPSJQWHHpC2NMM1twJsMBi4RC5mOK+urqLX66FUKrljCsQf+bhVKHWP2nN2UXBl4TUrk2HnjUYDDx48cP5t9f8rw+Bk1K1FpPE3Ech3LHGq9mU1fy7c+++/j36/j42NDbz++uteBv48LS6CFUAEarM6jmkM35rZKsQ0WWM8Hrvq2yQkjVEp89UNpDin9qtnnlR4WlecChE7fuv6WpTCoLEStsvNQMZoYwkWd7QuG40Gdnd30Ww2sb+/79KM9RCyCm/diGREBOKaVq8qJIPBwJ3loRWRy+UQi8XceTt1c/msWhVoFFyc02VZW7OCdemTsVKQKC0SN3QJMlmLigFj2NyXmsBhlQHOVQWyPdNJmtc9YeN+eoSBVs5oNEI2m3XCU8+VUdlmXCydTk+41+gKBeC8ONcFn9Koe0vpSc9BhWHoquc8evQIb7/9tssxoBeGOFZrRw/mE2ysTyvRU0mhwOcP3+G+AYDd3V20222srq66Ygb0PChvG4/HLquUApr0pWsXBc/FbahIpwlbq9VcWqZlujpYjbUoY1d3iBIzcFHgcUFU86TEf/fdd3F4eIjv+I7vmGjvKnNbBPisJ46ZG8SXsKHMUTeozkMtME2HJzFqEVrinmBT2607cTweO6Goa2atAWtpqbXH39YqWwTYQ6McC/Gh9KNMnQxRtdhqtYonT56gXq/j6OgIrVYLrVbLbTh7TpEbkJ9TSHGdfIkt3Ad0paVSKXS7XZe9VSgUsLq6inw+f0GBs+tCxqwMVq2iecF6J+jiURch+yW+qQQcHh5if39/wjqjoOY7tOit8OJ8bMKCtqVuLf1O9woZsMbPGMeltyKXy7m1YyxsNBohnU47C0WtZ/K0RQgvABMuQuWFSre0CknDzWYTOzs7ePjwIb75zW+6UIHiQmmV/Wk9RVWUdSxMrLOeDLandE9l5OnTpzg9PcWtW7ecByGbzTorjDAcDp1cYBtMrOH30+j2uQgvZVCbm5v4gR/4AZycnODhw4du8/PwnDJQdT/5wDK6qOd1wfg30zrfeOMN3Lp1y7kMF8k4rwPWUvExJv2twkY1eJ+wV9ehuo+mxbqsAmAtJOsqtOO1+LTWlc7VMuJFghXuqnH75sm50QqqVCruADLPcGl2pjJVO0dbXw+YzFjTtVYmRbcQK4zXajXncmNFE/avTFl/VCiqi2sRYIva2gxX4o9WFeNZDO5rdnAYXjxnpwqRrqNaVSo4NKlG/7fxNqU5vRcsHo874aNWHWNb4/HYZdopj9K95KsucR2wSoiOXfME1GrivJmcxbghBboqZ5b2rWtQ94tmfyuo9aqgmbU8+hCLnRU24GFzy0c4PhvWYRs+/mLhuSVsEMn379/HX/7Lfxk7Ozv44he/iL29Pbz55puo1+uOSFR6+ywoK6TsgqqmBpy7LOgPTyaTuHv3LtbX1/HjP/7j+OxnP4tSqTThMntRYONZvjlqZpMKK2qHJGDOhXMnw+A9Ppax+aw2ankkKmXSGoz3EaQyZ4K1MNmeHsZcpBJhXS10K7Eeo25AdV2TsbFyxsOHD115LZ6VsX56+762q88xHVjxoe5dxSc3Lq27bDbrbkbIZrPuUHNUdpjGZ3iAn2WF5gWrqfsOFdMqr1arLmWbxYp5qwGzhdVKs65x7gnihbTP75VBUwDpOlKYjUYjx2dUANAlSK8MmSbdwaycz4PNwPkdbJpUsKh4os7XegQUT6rwUzFtt9uu+g0Lbqs7LhaLuQsrSXNKk9wj7IPCS49jqDdnOBxO3HGm38fjcVeYmnU819fXJ5QDKjfj8dgdGtd0/06n42K8L0R4EZLJpCvo+MorryCTyeDg4MBpCUTWZVYXcPEAnfWJqn8bOCtbUiwWkcvl8Prrr2N9fR0bGxvuOgrb9kcJvnmSSNVNAEwyKusCUqFghYkyct8mU1xqH74xReEnStHw9WXbVGts2rtXATseTZbwlV3S8an1xWMdGlPx4VHnRc1R6VTn51sbO272H4ahUzpoQStT03d1Ha2VznktAlQAEFea2k4GpkyOv+2xChX26nXR8bMPCmOlF2tlKU59CRvcU9ZyouBSdy6ZPJk310GtBStQ5wXlXdZL4XtWBR2Flc26tMDP7PkppRXfZ8S/Zj/6PGDA+dEaKk+0yNkmf+t6W8+TKvTTYKrwmpfow/D8bqhsNouf+qmfQrVaRSqVwptvvon33nsPT58+BTBpfltmaTekzSgjUDMiku/evYsf/uEfxubmJj73uc9hdXUV5XLZpR3b9n1gkbgoIafWVBCcX4BIRhmLxVyAmJuIvnktB6PXVCiO2Ie6IZRQgiCY0GzIEOxNxNSmtCCqWmnWLUPNVP/XTa7jUQKOEipXBbtBdQOqtU5Gy/FxTkw7Vk1WA/mMg3AuduP73LqqmCnjJyhNjcdnQWwdb6PRcBl6Vhhynnr8gQwkKsX6ukCmzut2WG1FaVfPFdKdRReiru9odFb9Qfcr56RWgc8FRmDWoaZfh2F4wfpXq4V9UOEjTsloeTBcq3EkEgl0u10Xv6GQowW2CKDnRF29WvKJe5xKDddhOByiWq26Ixy+MAGt0TAMnQeCfRFfTKYgjbNEGs9e8egR3yUt829dW1rCjUbDZTuyL64194V6IgA4S1d5URQ89ytRiESem8hkMtje3ka1WsXJyQlOT0/d/Uq+9wk+7cDX52AwQKFQQKlUwubmJu7evYvNzU3cuXPHuVxm1UZ9msLzBhU0/F+J0GqZVlPz4SjKeuI7UZqOb84+bfAy3CgtRGmFs7QzC3CePpxYJYhg3VQ22cXGIS4TstbSuox+NJ7CfnglhWbi+VxrOh9VAviZMplFgFU0bKya+LMWmM/64v+2hJa6oqzWzn6tgqaxQx0nn7FzoKAnsBZqKpVyST8UeLS8bLxX25sXrACwFonOybr9mfzCJI1pfeh4rVJuf+x3ACbwPo2mOS57ZyDBJoppX1HfWViY8Ioy++336XQaP/IjP4Lv+77vc5bX1772NfzLf/kvEQSBq/ge1T7/9kl9Bod/8Ad/EH/uz/05d5aLN4BqsFvBx9R9/UY9fx2wPnPNEuPcbDzKalNWmNG0t1aHJVYNgPP5dDrtzoPoPDV9lm3xNPz/v70z620rOcJokVrMRdTq3Z4xZpJgsjwEec3//wFBXvMSBAiCxGPZI4uSZUlkHoTTPCz1JSXy2jMDqABBEnlvL9XdVfVVVXfzGQLWlyVmyoIFhYngaQN1mS8IJv63lWxF5SD8p0+fykkXpMRjyTrVmPP2stWNALUxgLsqj0UtI9DXUkynN0lGl5eX5U41n31o9OeYJ+54EIJ5sC6Nx+Pyt0+tMNJiGwEW948//hjHx8flhBLI446S8Abk8Xg8p4jxQuSEC+p1ee6zrX0TiIux8tFVoOvJZFJQSPZKUEdbhgFzw8kPWXFTl41ODHayVXmW9Y2ccewuZx5C5pPb4bmeDbjavMIjdHx8HJ1OJz5+/DhnrEREuaIGQv6BKCPiVmgn0xePeUXErUa+efMmptNpuaH3f//7XznwEZfHXcrK6INg8OPHj+Ovf/3rXHqr31lH+bShuCJmsZhs4Rg5eJHULKIaAqOcmvWU34MIjuJuMGUft4WwlaIXFp8t+t+Lr01k4Pb4p+ZWzS5VEIKzNK24mGMIgzyXmlyhGYnBR3/vW52t2CeTydzRSpSfk0WcypxRSBuKK2J+D53dP07kgXcgAa5+wc2IkrIQ9HgwDk7CIDHJfeUdIzr46a0zlF8zNBhH+uDxn0wmZZM4yR0ZZXrufAlqklUZIaEsrJRqSAdXaF6rLjfnEzCPffas68jozf/XXMZ8n8MIRlyEKpZ52lpTXk1MrqEvnh2NRnF9fV32sJhqAs2DWUNiRgXOZFzUzmUor+m7dSdstn6a0laztW6Lm4Vp4WV0lH3/Tl6wz3x/fz8eP34c3W43jo+PS105XoRgdZwOVOONsZlfTejPwqUNntLubHFn9JrjUE4cQCDDO8dxWMTmS8QshZzFZwszYhbEzgjMCgoB5DI49PfDhw/R7Xbj48ePBX1RlsuNmF090u12b51WsS5RDgoDxc6RT1wX40xXn56RERLto721y0yZP/ZGMLaZf6Rl8x5XzPAeY+FymRcoS1y2/BD3ot+sNQyNtuKJVhb2wNQUCmjKCRvMjZwUwxqoxZCyF6eGKHPSD/xjvLKBx/t5zOx+d188p3yIQDbga7RQedVcbG0S9x2xfwVaJS5i7Y3wseZe1I+7PNM2eZMfddcmU0ZdNeupCaHliZeD4iCJra2tcksqxDPen2S+RsxcCBaiTbysKS8rFC/SdYiyWIA1d2xWlkYrRhS4qXx+IScGsCARIhGz8+7yNoCIKIgNYZrTtI0WaSNGxunpaWxubpaLRanLGXJZSVuAtUkW3la6JG/4Mkmf8OI9ScyzvGb520iO9vtoJH4bDbG53GuDu9PsJud5u347nU7J5ux2uyU5x/vRUACUkbeKrEu0Obucs+sXtOi5a6SbY4A+DDrvrfVabEKVDrVYoTDfbGg4FJGN8TwXa2CF9eqDqBfRF802jGhWgAhiXHvOrlp1Qlhg1767S5u+lgLzpKRu18/ijLiNympBUyMkK+4aL7Ca2YC5s7NTNsGarACsbHzFBO4zBDntzWinCUmb2nDB5NhazYrMzzDvrq6uCoIgo67JzZKFC5+ZB64jjzef213i8URYgkQcn0PoWnERb/SeKQujNsl7DVH4VprE77iChzGoJVWYl/Tbyjhb/Nng4V0Qk93xCFcbBblOn8iyvb1dDJXpdFqO42Kt5PGxJ2RdykanlYDRaMQskYR2wB+MCs8BynT2YjbijFbdDr6zIZaVEJ4XQjYRMZcqn8//zJ4rz2nH6u9CXyXmlTU3hGvPweWIuy22GqTEZZhRQFObXJYXxaJ2tGVpWejXXGsod7cluxYiYu60eCMkLHOes+DGGkb57O3txf7+fnEZui7Xjy+a00owPGyJuv1eiNmt6XJtga8raLMQpC+2BrOf3dY9xxmBInCLQG67rWX3B2UPMR62QC2geY+xRGl5U6mP+cJlY0Nle3u7zHtQ3pdQXp6XtpYtjEgyIYmAz/NmZHiQE2cQspmakl98J9V0OrtCJuK2YDZao60WyBsbG3MbfK+vr+cOrrXgb/tgXvMEXlvpMD/8jLcNOV5nJQuvrASNqLzfNqOmnFSTPQSsrclkUrYsYEydnZ0V12L2JHltYij4hgLKXkRfRXlFzCswf8bvdV1G2SK7L+W2fWkEli2QzJea8MkKm4niyZQp88L/szC4pI+MLrsC87t8nvd9ZeVLGVBGIsvauSpl9LfMBe0fx6uyEMjGV809YoKPuQ7KcWyC8mp9sPJ3ebkfdrW5b7nsdcjK0+Vm4ektBrXf2dCxxZ3RY3b5us8WfvZIZNTmv2vuK48VY2J+8l1Ohqm1a1XKayfLMZSP+4FRU3P7OTPW/LLyr6EeP+d2mU8eA7ePGCFl0D5OYcEYsNGWXfg1njTRV1NeEXVUky30/GzTwqt9n63Z+9JdEZ/rX5Vy/6Fs9fjZLGgjolhl+VbkGi9wRVEv6eMHBwfx8uXLePfuXWxtbRU3ST7WCIuq3+/Poa/aptCMKJftJWtLwNJnJy1kZAtZUOFCYrGBvLKxUFMepqzIEXier9Pp7HoLt8PWP0YFyNbn1uV2TKfTODs7K6ivpjjbIGImPkncAur8/DxOTk7m7pAzGkAZOBV6Y2OjGE7eVA1/am65jJxQhsSCEMRZ+OPOzIIej4INl4gosS/vWfv06dNcgpm3lqxD2YWXlUm32y3bfYjPkcGZDzOeTCZzcxcvDAiSk+Ezj510Ae+cFWgPRlZiGxsbMRwO5xKNTk9PIyLK9pOIWZ4D8sDba1gnNYO+Rl9VeZk8MPy/Tln8Xkd5fU2q9dtQvybUm/hV668nSMT8Qa2UxW57Tn12OnHNvcfk9SkTfNcGam1LyGakc1di8WajwWRXXaYc/8llR9w+JDfHLWtttmLNp000Wf5togIoZ0y6nqwQ3I78jNGnkZVdUX4ml5nLzoYBblO7zTNf7yojFr2X531b1GTguQ0oqZxdmHniMlDS2YhkPGuGUQ1l53mV57yzeY22Pdfdl1Xpq8a8agSj83EhTeXwTi7bfn/7TjPzF02+ZWivTapN0Oxqo015cRqp+n8jrkePHsVwOIyTk5MyuZnguHWGw2EcHR2VY7O4DoJ63S5+b2xslNtRmZROFc+IchGyui+quQuxsJwm7gVn4ZsPg76+vi6H8Da1o9frxc7OTkEUuT/ZrRQxUz7d7s39XHbTEBfC2iY130IYxPPu3bs4Pj6eE8pY/tw5ZRcXJ0PUtoysQkdHR3Pzx+45PstZvj6tBFecY2ZsSDbaxxXGeFHOdDotd5vBM7wBk8ksVZ5nOdfUypHxzyn0kD0XxM/hJ4ccY+TxTJsKDN7ZZWzPQMRs8y6HH/uAZOYkyVfERkFryMeNjY0Sr/Nat6fAcSj4nRUQiG46nRa058N2mRsgVifkUCf9zobGLybmVaOMJNYVXHZPLYp1/BIoK9MsvGvWnn9nRWt3lZVZ5qsFrJEXij/XDdkNaOTVhAzd9lpflimzdakJBeS2mXCD5c2e5jGKp2YMNdXDQszjw2/Hd4y+stD1pY+Ua1eLDZrc9jbI7iW3IVv82QBzX3gmW/IIZrsXbQzVYoM1BefEBuZsRrfZgG1CNsgTyAZiXm9fkrIw9zxx+r55lN318KfT6cyl+dvIzLxoQnC1uJXLyAaMEWJ2C9aASK6viVpRXssUT5P1jcVAdo8nf80iairbDCHr5cOHDzEYDGJvb6/x3drAfE3Kgoz22C2UFVa2TvLgN1naKB0E82Qyib29vXj58mWMRqNbSKlpUW5ubsZgMIjBYBD9fr9YgU2LOZfb5MapJYisQlicFvoYMz5jzUqc3xcXFyVmk883JCbjuYnFaSFa47s3Nn/69KmgKT7jwj/GhpgQQmZ3dzd6vV7s7e0V69WH98JTt4NM3jaJuBq8JdZFZh4Wvvcb0Z6I2xuE87znO1KsMwqBf8St8kZ/5iL3b3W73YJ4QRkgCVK4+UFREsO1i7TX65Uy3Qcr3XUpnzjB3IUvzFPLgPPz87nLHJ28xXNsa+E3xpnXodGWtwSA3uEfY+OYKtTt3uzXdVILmZ3wye94zlrpIgfo7xdVXqtaHcBh7pvywNSUV64zW8QQjOJa9Zr1kMtZ1s4vYVllpWTLOS/6JuvegthWUM62ogyjhsnk5i6d0WhUYH4utyaMcTt4UdTS4LNRkfudx65msa9CPg3BAtJuRLvW/D/uDYQvz1xdXRW3HIoQQyEL6RrP4RtlsbARLj4RBsHS6XSKUtje3p5LksG1xlhkFwz1sY5sDK1DvjMuYnbiO0IHvufMx1rcJCLm3J8Q8y+PH8qHxJWa4YaLzO5H+MnnnFie0/YzarFi3djYmDtmzv1oOifwvpTj3DUEnfuLkp9O5xM8mM/wwUlW3Jrgvtios2KyYmFdMUdZG26/155jcA5buP3um1FlTjhqop/VbXh8fBz/+c9/yv6ibLk3QdgazPffb9++jb/97W/x8uXLODg4aDzg8S5I62u4BOz6sdXlLJyI29fK2xrz5CO7yMLBLjEEM5MaN6CztLwI4AOWGadMZAux5hK4a9LAfZ5dRAhY+mghTlutwHPyA0jLC4cYyfb2dlEgvibF79MX3stUQ0O2MD0OGBQnJyflkNt3794VIYxwipjFhPIJKBHtzWHzysiV44k44cJzBuEI763oaJdRA+87JtXtduc8BpTjcTJyBzHTDrsSawYivDbicj8zyqMu4kZtEDElrwGvc5RRHlue85yzMYyRGTE71steKhNjAI/MKx+f5bqow7FG6odn9mBkfjI32KZjYLLM6PpZEjb4//379/Gvf/0rjo+PqygqU5PSyr/fvn0bf//73+Pi4iL+/Oc/N965c5c6c9vvovDuQ9niqLWLQUew5QmY4XvTQsyHzFoRYflngUv7cEcSJ3NyAO/U3EBWzFnJZV62gRAyOuBvhEAOJLtdzurLipvTSIgRZheYBYj5mw2rfPSN38NdQhIAz52cnMR0Oi0JG3t7e0V5gQRxvddun/1Sygtlg/Iaj8dzSDRi/vR42mLlZW+LkRJrlvIQ7sxrC3USEeClbzwG8XouZsOM+kFu7qP7mfvA/sg2+OvjrzyfULwYpVYoRmRNytgGjhU4/eMd/s/Knd8oG/OHerLxgRyg7U7YMbJ2m7zlxn362ZFXUwPG43G8e/euwNi8qJsoC4uI+bPgPn36FP/973/j2bNnc8KFcu/iLlxUd9uUIXR2t/E/FoshuI/qoYy80JpOHAF52eqBbOHWhOEiAWm3i5/P5Ts7bd1xqbUDXsAPGwhGNriiIuZPfbBrCcUNr2sCI39GG0wep8xbBC28Q/Dg5sIdzr1NtQA9fc5B/TbIWaURMRdL4Uod3+ibY1b56CZ/n42eLORcpwVojmsaERrFwt+Mij2+nh+0M7cHQlgju5Zd37GMfMkjv73GczjArjgrB+95w93J6fhGj3newetFyS2mJvkL4sLQYL0YeUXMeyBs9HkMPF41+tndhv/85z/j/fv3jdZ4RHPcKSs6lNfJyUn84x//iKOjo+rCbWJITeC0jbRqdWYYn4W9F5oFJ5PTLsRssWCB5fvDOp2bRIG9vb0SjDaP82ZFC8usINxe6rCgqr3DhEZI2zJeh6gXXrBoc3woYiawxuNxiR2gyK0wQALcQYRCRFA4cQOhWRtTj01WlrR9a2urJCuAcFn4nz59ig8fPsTp6Wnhlcs3IrESXnYj7V0JAQvfiFcPh8PY2dmJ8XhcEl5qc8ICCwFroWc3OfMP5cSzWOj2QmC9Z9TN+nCdkGMrzEGUcc3Q8vhS9vX1dbl3jItuV6XRaFTmBW46xzVtbHnTND8cjHx+fh6bm5sxHA7j0aNHJdnE50zmsYEoy2u2Fq/MaI/xGAwG5eDl6+vrsq0AJY+bnTVDn4yYKSsiGj1m0NrKa9VFQWO5p6gtylYE1GQJ35WaFGgblNtUQ16eNFm55vf9XFZoWbFZoNdcjtnK5T0HmN3mRdZa7mNWmG1RU7v4LitJ8yq7vSCQF0qnqd25XMcQIppvTECAGk05VuSzCyOiqujdRyuNPFarkgVZDd0bIdTmqvniv1mn2auQERhJGPyf3V7ZU4CBEXH7IGz+bkqUqLmtmtBhmwbuXfhmlyntzGjWbfa4OU6OkmjymuT5tYgnIKwsZ2yo+nu/37QelvH13sprFddOnmR8httwPB7PWarLss6wjGttYzIu2tGdmbesnf67LWGbU2MzBM8TivptVUfM0qrdRiYoE4YF742iRhN2B/X7/bmJTV1Of2WjqHmCALP1XFsEGRFaMbfB25wBZWTHvMibPXHHXlxcxOnpaTlg1O3FxWqeer5RX473OFHE42yXGfwwzyeTSbx79y4iIg4PD2MwGMRwOIx+vx8bGxvFdZhPvaAeDBOQYBsClnLYSuALMklm4SZ04l8O1sMLFJHn1nQ6LVmeEVFQpWMjfM540D8+AwFDHFHkbME8xxxu4OqTwWBwaxN6dn1mFLMuoYy9RrPRatSOfGOdYVz1er05ZZU9OyQadTqdgux9QwGuauag5zntzC5hPA1cH2QlS0b5eDwu8wV+U4f7SJnL4l0RP7PbkAmyik9+meVb63y2zH4p1GRlLUKLWRjW0Be/My88UaxwmiyuXG+ODSzrV43n2Yr9UlSzlHM8z0qmadGwqI0ManWtgyZ5Nyck8J3LRmjlOFLt77aQV8Tt1GbXZ+Hn5x139Ls1Kz2jIP72Z4zdonGgfCPfReOS14cp875W17qU+18zSPLcxEi1Mqmt35qXwWXwuQkFkt3eNVSYE8N433W4rbWxXoXurbyaKlomaGt0cXFRronOg1Srd9FEsUAiPsAtrs5GukuZ9+nDqpRdmvwY1psnPJd90LiaPInzfoucTYX1RqovFjOH8ua9RvzvzbaUSXleWNnay0I1K16oDQGb9xZRLjzydxmNZVeY2zQcDsu1McScPH7uX03xgFqccWUUCm1s3BxwSswD/l9cXJTP2AiM9eyML7e/JijWIWfEYbHjzmQtkRyAi49sRCdTOK5i4n3iJnZjm8fwyfM1Z39mz4WzZSOiZCTWjDDq9T6p7La9i0K8D3muRMwbS46/gnI7nZvECI7EogzWW02Z0V97HBgT12NF7WdAhtPptHhsnIFM7BxAwnfEXh0rro0XdRJLXnZowRdBXncdVGApjfX7dy239ixMypp+kaJa1l4rkTYoC3pbyLVF5bpryiB/FzF/pBMCx9avF2nTIabwr7YYnP1kyqjKvM/KKyvodSmjvZrVTjsyGlvkqmCBWinkMVrUDws715vfQdFZ6ds48by2VZxjW66jLd5mtFVDJDZqmqx1Gw0eD8dfOTPTiUaux4qktmk5C0XK8D16mfIas/J0/bSxzbmb5QFK0y5Eu1RBRrWtCXZx1uao94ryziKD0sorhznsLeAn98PlNM3LLDPyZzVqTXnVhGvTM550pNUueq/2bhMZveEbtjVxl3Yuqr8tyoPvBdYUSG0qg4XqBWbhyELHEvbVEZ7cxLNqyshl1oSmBS39ysLEvx0LatOtlS+08+LKbeA5EOhkMpmLeRlh1LYb5DFxTMJBdOpC2FiwgqTYb0e5eTyZz1wvYtctFnEN2Xr81yXiTk7YsfCcTqcFHfLcYDCITqcTZ2dnJTMvG6q8743IZDbymVPJ6S/xGw4nxrjIbm2et8J3NqONM/iP8vCG/6zEGOs2yGc7GuHQHuKbEfNbO5ifzFFiTmQZet46dh0xW6PEzVkLlpMcC8U4+VBm84qN8/Th8+fP5ag2o2/4aJTIOzYYmgwM0xeNeS2ySmhcdm0tQleLrEi/ZwHSlLjxc1MTWmEA83c1peuFvwyp2YftAG0u3+efNY0FP9nK9vfZSq9Z3o5HtEVOJ/a8spKkbxZcBP/Pz8/n3GO2vO3GsKBzv+x+yfGfiNvCEl7nkzdqaPz6+rpReXkeeCxsDa9Lducwpl5bXtO0BReVA/lOVuI9v4vSYKxqLmALebYW4E6zLLEhC2o1InCdCE0nL4AGa/HguwjY+/CWMiNi7gJHn2JPn5mjdodiDKF42fYBeV64L77VgOebvD9Z0VNut9stm/fhN32xnGc+Nq35rGQXyYYvqryaLHgoK69lyMuTMQtDQ3omN+d4cQRSW4u4DfKp7LZAarRIafv7GgLje7tSnQnY7c4OL/XneasBC8HvQTU00vTbSq3J7dgWNSleKwR/l9vp7y1E8OnnxW1jwPVZ2Nb4YsGIkjQycGID8zofOEsZTlJAyTQlNtyXsrvM88DuTJSs9yEZrSO8rHw9Dh6bXq83N47MQSudvb290oYsXHmejDi+81FooAZ+IJ73/q9sJOQMx1WJttgwQC54nyI8gt++pLTT6cxdEkusjuPfKNvHo6G0ptNpUdQ1o5i24NnI89UGnv+n3uzCzOjY/XYG9SK52OrBvHkQa2jBwopAdLYE/L+ts9r+nFp77Fr4+PFj9Hq92N3dXbl/X0K4MglyynPE7dieFVPNVZXbm61vu2Vs0RiRsYkRwj1AmT6Fw64Ij2vTZ/xtSz1bxzyzLlGPxy3/rtXDOywyb5Rl0eJC8ZzNdee4IYrE7kKTvQ38IBD9EzE7vgr3IUqO9nW73bi4uJhDEhHNF1auwts8pnYfWoGRVJJPmKfPNf5jEOCeYntCRBTEmS133GNXV1dxfHxcBL3naN6GANI2mt7f3y8ywmuG8UCJ2iOR0fg6xNoifd2IEZewFSi8xk2LcoEfJGJx3RHzwUc5+QDdiNnN1syhGmqHf/CBzd3T6U0iie9lQ2n66Dmj7+x67Ha7JdHO2xua6M7Ka5kQXybgmwRK03N3KTOi+fZaFgPwe9UF/KVQgYVSFlJ8lhFNNgZqZWQBg8Cz5WnEgx8a4by9vV2u7TAxwSwUcpuzAqs91/RdRiSrEgrYyiML3Pw9p3MjJPgM3vhIoppSMVrz4qwZWtlI8/dOf8/nIlI+852xMuKiXsekKLdNymvUCgIBhtWN0rYCaepXVhp8l+WGjQo+y3OoZkxFxJzRZI8HsgLFZgTRZOy0SV4PRj128fOdURfz1gapEVhN+dAn5huuXeY4WY7E+vyd3d4oL9Cq3eT2FGSjORuxGWm6v4toofJad9CaFF7NTcDftpz9jDtu12B+189fXl7GyclJuWfG5a0qJNtABxHzdxtF3D7AlM9cp/uLwKpl/xjCX1/fHGGD6xQLCev16uoqdnZ2Ym9vr9yQnG8IjojigshHHxk18pPjMe5LLe05x3DWofPz81JPzbVZQwunp6flVlr4Sjm7u7tlGwFzM8dR88KmfhOfextD5sHFxUU8evQoRqPRnBslK8vt7e3Y29u7lZ0XcZPS3+v1Cupp83iobCgxZ0EMjx49KjcXc1QRa81INsdTvE0Bxed0cNdJfciBiJnLstOZnQeZXbhNrlR4yFU4g8GgCH3fieaxdr/bUmIW+u4LBgHbf6y0Tk5O4v379+UmaoQ/84PbzjPq5Ui5zEeQmJETCVx8RxuQA8PhMA4PD2M8Hpe0feQCsTnQo/MQMBRwe9sgyffkNdFX3aR834FehtSWIUG7MX5p5MVgNJS/j7jtms0WJn8vQze1NmT00GS9rtq/ps8zqsx9W5VqCCfPo6zws4KwJe+gvQXhor7WhFrNIMvGy+XlZTEsvKcul1PjYU2x1LIe16XMH6MT743ib++zxB2WjRRb245PNbnk8tgZDUTcjj1mj4OfyeX6efcv/7TlKTAP3Iam/pqMavjfRhIo2CjKBxDDO/PZZTD3mUNW2vDAN1Lk2JrHptbfZfJuGW/vpLxywbXF00TL0FdTGUygHPNqEvI1pBYxs8qWKc4mRn5JwnLBvZL3UuRToDO6iahvuGUhM5GYsN4f5AmSA78Rs6OAnB6c07yblKStKO/7iLh9BQzP3MXSug9fWVB2C4FAsuKwm85zZXNzM3Z2dmI0Gt2ywlFs7i9124Pg5z0+zsqye4XNnhsbG+WGZfiG8OBM0Ij5hIbpdJaqDvIibtSGkKU/tH1raytGo1FcXFwUoc4mZadYW5nk+T2dTueedQJEVmDwwHPIxim8yBtjsfBxw5kXoAIbDe7L9vZ2OXh4NBrFaDSKfr+/9NDYVcjtop+fPn2Ks7OzubajhCwjWEPEGLlFnvls9y0KCb57fL0uOG6K7yaTSYzH47lMWt/uTfwe/tv9bup2u+UYK697rxOj7yZaCXk1KSQLsEWVLkNMq74LZct6GbVlPd2XbK16EDN/74KG7AoxOZOtyQqibk8iyqyhQteZlZfLrL2zbN60TTWUaj4vQjYIjNqRR4ssxxrVFFrmt+MADrDnWEGOD7mf/s6IpA2XrNtOnTZucuaZXdegMLfZKBHBmteCYx/8nZEVfzchNrctK1LPj1pfjFiaXJJtUdMccbZhNl5rCD8i5tqMQnEszzHRPA8hG4A8l2+rpkxfjZP3j2a5Y7lS84IsQsemhcpr0YJcJJhqgjU/Y6s3nxCdmQoxiMvabGYwgDXE6MnSpJDv2sf7Ev1gQWeE6EVq5VETmlkITKez/S9OYMhWqxdEPrnBmxERplicWVDZTZDbmN0hRmJ5QreRuQXPPn/+XI4di7iZB1iauD5YPE5BznFFLO7pdFrKvLi4mDsB3uguC0SPkfngtvq5jY2bjeJXV1flynoOwgUd5/VCP7KxQfls4l2XrGQjZldzOLGFNm9tbRX+b25uxtnZWckiQ3iSKOANuTUhFhEFPfpZeMj8c39z3Aghy2ZnrwVnxIF8e71eSTNH8LOu7H5rC4GRHu6svGxw+RkfV4WC4x3m0GAwKN4CYlKWh5C3MsD7HMuOuFm7OSOTlPxOpxMHBwcxnU6j3+/H+fl59Pv9ouSYu1lG5DViQ3jZbSMrnW24juC20Gry6TcpxjxpF7Xjvlbnl7D6F1G2lB10zs+wMGtWlhe7v0chelLmjCRbkVZ8tMebZ21luX22BHk38zy3u2YoZIG/KvG+F0rETMj5mRyDqSW/YE1GzPYl2i2aBQzxHQsgeJATOhgDG2pOTzbi8zypeRZsrdJXym3zyiH64jlLu7HIcRv5fL6I2SZnrHefKALf8vFNzC3e8TqA9/nm6abLMPPZhvAYQW1Fl9FWLYuuTeQFb2qyin55k3hWLJkn9APXmz0INkBt+NoI4/tsNON+JQGDcce49ZmHKFkUbM0zlA1x6qyBl0wrXYnSBtl6xzcaUYeK93HP8AyCwynFTeXmCfA1KFuxNUGUXQQMLEIyuxfsKsKKzLEfl0v8pBawzXWzaDwRM+JrikdmN1D+/r7ju4joixUVdebNj7SL7RRkR1kg9/v9kq1K9h688AGn5iv8cWC/5vfvdrslJuAxr13SiKCxQYKQsvultj7bcBlSn3mb+XR1dVXiH0dHRwX5X15exu7ubhwdHZX2WHH7AF+PgxUTlF1QNpRoV6/XKzLl6uqqIEJiOIw9CoH1Qj8Gg0H0+/0YjUYldjQcDksmJ6gnGyjrkNG/91+hbCC+v7y8jF6vF/v7+/H27dtb7k42XJsnXFeT5wNxxuxO9LrNhjXGALzlOctavgfNksWZ64Cy3FsmC36WK1EsGK1pM+VO5mfsLsnkzZt5AdQE7c9B7petqIi4NcmyhW8/dVYiCE4Uty1Hl4fycmDUVliuvwmlYeVmy8nts/Ky8Gh7DOinBSSWIvvXshGAsESIIpQJLJMuzOZk6gGVGjWTREDfTTXPAQrJxoERieMwGXll9FzjZxNqX4Vs1Xc6nZIAg7C8vLws7r2Dg4O5K49wudpQpa24rVBeFxcXcXZ2Nufmy0o+tysiSrtY75xT6W0eJAoYobNeut1uUVyDwaAor9FoFDs7OzEYDOaQRW1cVyUUiO80Q6la4Xpjcq/Xi9FoVNrkuY9SoRw2L7u9WaZa8SAfGONs6MNDjGTWt5UwawSjIZ/MnxVXloPLZMPPqrwibgtwBGHEbSvLzM4+2txRJqMXt+lruwlr9VvhwBPzJQu1PLBZqdcGu+YWqLmjaIOz6iiTSWoEZ7Rnl4ozQmtt83t5DNpQZF6YEfOHvdYyH41i7Oqi38Q8ctm4EHMZ2eVR40N2fXlBI3iysZIFDXXgurFSpfxFiSnrkNeVy97a2ord3d1iYV9eXsbZ2dncGX2TyeTWhaegn/Pz87lrX+xazAZBbe74HMKIiJ2dnbi4uCixq1oIgfgY/QFhDQaD2NnZKYjB+/y8XtqSIy4zt9GoB4Xm9HTPa7sG4R1xXTwFbjNlI3e9xm3k4Wa14qctzGG8FPkUjwxALI9qisw8WUQrK6/7uHqyAPMi9yJrKqfW+aY6KN8JCVnoNrX7ayIx+ozwy/583AMRMedGsgvRKMHtz2PjiYJAcByHOpm8tdMdcJM5GwwXmpM+sLhwB7ts99v9bFO42rjpdGYn6bPgPQ/4jsWHtYpAwGJksyfjka/wgeeMESiuRigqEJQz7KbTaYkdGC3n+KXjX/SBchFoPu/OyrEN3tb2DIGSnjx5EpeXlzEcDuPz58/x4cOHODs7uxUn4nkL6o8fP8bZ2Vnpo5WjUW4Wgrk8x9hIHmFjbj6wm/sE6cfOzk4cHBxEv9+Pw8PD6PV6sbOzUxTyMjm0KmXPhGVk3tCOUuIUDSsQ5jA/lJuRF+XDAxRcjoNjcNizYoK3yA4SNR49elSSa2pbVDhweVGMr/WYV6ZVBnDRO02LLCMPaJk//66C8WsqLurLCndR35oWTc0a5HMmh+MnETHn9jDyQ7GxGFgQThHOSKLJEs5oOCPt3O+20YGVdS2Tqsa/3P6IWQKFjQTeM+J035p44mccS3DMqmZI1OKETXWg6ECNKLk2BG02Au3WQ6EjsHKKtpUXPCUm4zlLRmhGjcy92qEDnrt5PUwms+PPUPaTyc0JKhh/XiMYL8TILNBr87OteGJOAoLH/M4eGY+peUo/7NZmrCwTaDvzBSWfDR0bpbV16/T7fAgwddfCQ9lY59k89otopU3Kq1KtoZCDrpl5nlwWRvbP1oSf313U7vv2qS0h60XJBDBfPAE8aWttYVFnCywnrBhRRMxiCQhL3iHrKx+uGRFzGXfUXROOuX+gnTyfcjxuXaLMPD8ibqcc28qEhxYOWJbZ/bG5uVksWfhBlpvRnxM86H/EzMIm3RzifMXNzc0YjUYxmdzcMUa8zYIko5CI2RaBR48exdHRUZydncXbt2+XWrF3odFoNNdfXGtnZ2dFceHGhMe4CJ29SoyGDfqsUSv0jFxzn22Y2c3NsxExlx0Lr0HFHz58iM+fP0ev1ytuTZTXaDSK4XAYe3t7ZS1kAWzU3Aadn59Hp9MpqNvI2QpyMrk5RNv3pj169Ki4SK+vr8sxXYPBoLz7008/lXXsDdvX19dzx+dZUcLbyWRS5jbrF94Oh8PiKuz1euUWDzarozi9BYA2dzqd4rZljOBtNrhr9LPEvGpUsyTpSEYdiyzbHEux4Mpoh89+qVSzwPw5f9f40BSXcExxUb01V65dGbU21niZ+f+1KRs2TfOs9rmNH7tqbJXbkrQiyogyu1GNElwXxoJdyYva688i5mMYmQfrEsKH8m0kgE4R5vDLbmiUMoaQU9ItpL2fM6NSx1ldt3nJb7u5KReegkppJ+U4PT5vSs7zhPa0xdumuQp5/XneeByyO5f+cco8ystelYj5k4ioH0MXnttt7c3JHkvGhfcy8sp9qfEu962J7qS8FlWQn2mywJu+i4ii2R149s2iaHyOH8mT1APPIjJ6sYWdBcai/ja1t0lQ34eycMmxr1xf0yIxDyLms6eYrHyOhYxA6Ha7c8+ADMj2smVXuzE2uwJqbSJI3ITOsKbbQmAObmfFgYWH0uGz2lz24uz3+/H06dPY3NwsiAOE443dHErr8/wyms7lY8kSW3v+/Hk8e/asXLCY24igzuvASKXTuckEPD09jU7nZqN1G2R3DujAMcWIiMFgEJPJpGxWRmFZ6XjDML+tKOCtXYHebE8bqNPjbHLySsQNKh2PxyU2w9x1zNHp3U7UYCx8ViCZfxERh4eHa/GWO8msFDmkmHahIIghWSF1OjduYlAjSsxHWe3v7xde0fbpdBrD4bC4UqkTRcj6RfbSf+b2/v5+HBwclHHgYGmOVGOzPe5YuxQjZujYihN+12LvppU2KdPQGjUhgRplKJ6ty4h6sLrJdcb3fJaTHKjnl4C2Mh8XocmacqghIPfLQoIFUENwuEQyT5wRmK3srByaLCTGYNF8uOtcuSt53tDm3D7alA2IbH3bZUpK8tHRUYzH4zg/P4+Tk5OirCJmWXO+YDUbU7TFyQWTySSGw2Hs7u7G/v5+DAaDIpxZxPzOrpSMBOx6QchSXlu8hbw2zTvqRYmhoLHCbaFnq90oB8VmBQjlZ63M8jOe+z5/jzhPxMztbsTFj9eokxfsxlyXQIK+sSD/OGmihhKZ7yg05vD29nbs7OwUo81zlnXi9eDy+/3+3BzDGIO3hCUoizEjWYQ25Fg6Y2b5j7GzTK5Ad7oSpeYmyrRsAGuC9vnz5/GnP/0pfvzxx/j3v/9dhGmuYzqdloNGYZifQQBnAfHNN9/E/v5+7OzszKG6Rf2gPvc9w902qAnd5UFkUnnCEEtxOc662traioODg3j58mWcn5/H8fHxHHxn/8qrV69id3e37GN59uxZ/P73v4/j4+PodDpxcXERe3t70ev14s2bN/Hs2bN48+ZNPHny5NZmzYxobT3SPk/YzNvs6lqVaqg1zwu7RSaTSezv70dExJs3b+Ls7CxOT0/jxYsXsb+/H3/4wx/i8PAwnj9/Hv1+Pw4ODuKHH36Iz58/l8NxURROnbfyd33wazAYFMV2fX1drP3BYBCPHz+O8XgcJycn8e7duzg4OIiTk5P47W9/G999911888035Yob+pjdkN57VkPNqxD9pT859ongNO+Pjo6KAuMCTWKwzJ88j3wyA33MGWsgI+JjFoSQ4ywIVtYX14x8/PixxH0nk0nZnEx2npEz5bueZcbZfXlrQ937/cwDeL23txdXV1fx/fffF35Pp9N4/PhxfPvtt3FwcFB4TWzPSH53d3cO6bE3j7KMvOxh4LuNjY25I+M2Njbi8PAw/vjHP8bz58/LsWbfffddfPvtt/H48eMy1o7RUx+/kQVcUeQ5ZfriMa8mhdHp3GxkfP36dXS73Tg9Pb1p0ObsOCILmvPz8+JatI/c6IGBwRo4Ojoqu+ItJO8y2TJSaRutLTIMGFQ/U1MMVgQQlu3Ozk4cHh7Ghw8f4vHjx0XAbWxsFL4cHByUjZe9Xi/29vbi1atX0ev14qeffoqLi4vY39+PXq8Xr169iqdPn8bR0VHs7u4WVLIMPTdt2HV//fy6VCuTco3AI2YncePqevLkSZyensbZ2Vm53+zly5dFeYGOxuNxEZpe/FZeuPKIszBHHeje3JxdGYK1izAfj8fx5s2bcpbc+/fv45tvvolXr17F0dHR3P4e+pLjaszb7KlYlZxsEhFzSQW0JR89BMo5Pz8vG4/JMmQd+1LNiNmxXSgyo2n47RuUzQOINjHGICbKIKuR5BKe4SQK7w1zkkieR8vQwV2Jjds2eHLClo88wwC6vr6Op0+fzn13eHgYT548id3d3Tme4ubO8yEbW8hRZyVnFFibf1tbW7GzsxOvX7+Ovb294oZ8/fp1vHjxIkajURlzJ6PU+JdzF2r0xZXXIvfib37zm9ja2oqffvopjo+PI2I+fuVnOWaGRc7nGXpSxsbGRhHEq0yuL+1azGggu/Q8cNlNETFT7tklyqA/efIktra2Yn9/P169elWeAblubW3F69evY3d3t2wufP78efzlL3+J8Xgc33//fVxdXcVgMChIbjgcxv7+foxGo6pP2vzPijhTHt82FFdElNRtfPNYeJwEQJv8DLGC169fR7/fL1eO9Hq9ePHiRcmm4lkWX86I83U0PONF6PnKoakWVvyAQn73u9/F2dlZPHv2LMbjcTx+/DiOjo5iNBoVt6ONMnhPG4g5fInLKCm/tqHaffUeIGJb+aoL5hHK0M8Y+dgQcsIMfMgoAcPKLmTiksTqQFkZ9SGMax4Bj2fNU7QK+WzDJuVoz8V0Oi370ba3t4v3oNPplGw/t5XxcpKRUXo2Oh2ftJsxr3kbghhmr1+/LlsRptNp7O/vl8zNrAwdDnIyWQ5R1GjlU+UzNbnBmqjb7cYPP/wQP/zwwy1ksagNd50oWSA0tXWRYL1vn+5Dhv8skDypLJAiZq4gW61Z+TEZXrx4Ec+ePbvlpsOVh/VJzAG31dOnT6tKMvOGung2I0gC2tnCqo1nDWGuShzlhAAj+E/qsPmAG2V7ezv6/X7s7u7Gmzdv5pCtLcXJZFLOabO7CnTAAs9ZbtfXs2N24AcuKfOFsZtOb07m3tvbi+n05qBZMvBqmXl5niOoNzc34+LiotxovC5lQ8Snj/B9Vui49xhb2oUCMaJhvsBjKx9vEkdp5KxMBPanT59KuRi6jr/AU2JeWRlSh8fVaIW+1BTxqpQPLYaMHmkDcwC+sjHcis0/lGNPiQ1dhyW8Rh3DBBni7mbLAeWhHDEE4K09M67bW08YexsixM4W0b1jXm1SVhL3fa/JFbVIGdbKuQ/dpdz7kK3xWszH9dhtschlYQvNE8ZWWM3S8ncZLSwyKvL3bl9ua3ZzNpW5KtmVZwOGBeN22DXtheM+ZddNVuQ1vmTBETE7vdxzN/O8iWinU5tps103LgM3JsZOG/FEuwYzqoFqa9Pz0eszC0/KIhPOio5nKANFaSGYM00d38nGk8c+Jy00ue3z3IiIW8p6VfLpF67fMTDawPdG7U7GyDwwv41mXWbE/HFQfs/jCGK10eD34DVz08g5K9OIeaXlNiySb9CdlBcNvwutq/BqyiEPyH3fb2pj07tZcEc0u7/WpSwEPMlyuyxwc7vddguLTP6c+mxV5nqdCNKU9s1EzDC/1tb8DAulLXISBXxAAJ6fn5fNlOa1T1owYqopOPhiPmYEmuMHJCf4GW/atYI0wRfvncrCIP8P+eLHtjbS4iIDNaI8Im67LbOCIn7i2GD+DZ9By94I7lRq0vRBztQD+qA95rH3M4FwIqIIY/jNVpGcZehxpw1sTG+DDg4OYjKZxMePH0tiGggGhJNddvANzwkIP+L2AQfZJWt5A9Fn3Omer/xwfJczCPO4wh++J+TjdWWUTLssl5pknekXs0n510DZ8m6TPJGyoq4pU3+/rNxcfo2a+tY26l7W/nXry+9n67kJMTa9VytnnbYYeWSrdhHV5gRluUyXdxdD7j6UEfR9Dcw8f2sWuY3FWqxp0Zjdd+64PzXeNa2JGipbl5qMTRsB/mwV2eA+NY3VXcBB07xatr5qyDVT7sNCENK2cHqgB3qgB3qgB/rS1M6pkg/0QA/0QA/0QF+RHpTXAz3QAz3QA/3q6EF5PdADPdADPdCvjh6U1wM90AM90AP96uhBeT3QAz3QAz3Qr44elNcDPdADPdAD/ero/9qDa6rE7nl8AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(denoise(xt.cuda(),noise,t.cuda())[:25].clamp(-1,1), imsize=1.5, titles=fc.map_ex(t[:25], '{:.02f}'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from miniai.fid import ImageEval" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "cmodel = torch.load('models/data_aug2.pkl')\n", "del(cmodel[8])\n", "del(cmodel[7])\n", "\n", "@inplace\n", "def transformi(b): b[xl] = [F.pad(TF.to_tensor(o), (2,2,2,2))*2-1 for o in b[xl]]\n", "\n", "bs = 2048\n", "tds = dsd.with_transform(transformi)\n", "dls = DataLoaders.from_dd(tds, bs, num_workers=fc.defaults.cpus)\n", "\n", "dt = dls.train\n", "xb,yb = next(iter(dt))\n", "\n", "ie = ImageEval(cmodel, dls, cbs=[DeviceCB()])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sz = (2048,1,32,32)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sz = (256,1,32,32)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def ddim_step(x_t, noise, abar_t, abar_t1, bbar_t, bbar_t1, eta, sig):\n", " sig = ((bbar_t1/bbar_t).sqrt() * (1-abar_t/abar_t1).sqrt()) * eta\n", " x_0_hat = ((x_t-(1-abar_t).sqrt()*noise) / abar_t.sqrt()).clamp(-1.5,1.5)\n", " if bbar_t1<=sig**2+0.01: sig=0. # set to zero if very small or NaN\n", " x_t = abar_t1.sqrt()*x_0_hat + (bbar_t1-sig**2).sqrt()*noise\n", " x_t += sig * torch.randn(x_t.shape).to(x_t)\n", " return x_0_hat,x_t" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "@torch.no_grad()\n", "def sample(f, model, sz, steps, eta=1.):\n", " ts = torch.linspace(1-1/steps,0,steps)\n", " x_t = torch.randn(sz).to(model.device)\n", " preds = []\n", " for i,t in enumerate(progress_bar(ts)):\n", " abar_t = abar(t)\n", " noise = model((x_t, t))\n", " abar_t1 = abar(t-1/steps) if t>=1/steps else torch.tensor(1)\n", "# print(abar_t,abar_t1,x_t.min(),x_t.max())\n", " x_0_hat,x_t = f(x_t, noise, abar_t, abar_t1, 1-abar_t, 1-abar_t1, eta, 1-((i+1)/100))\n", " preds.append(x_0_hat.float().cpu())\n", " return preds" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [100/100 00:49<00:00]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(tensor(-1.1151), tensor(1.4989), torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# set_seed(42)\n", "preds = sample(ddim_step, model, sz, steps=100, eta=1.)\n", "s = (preds[-1]*2)\n", "s.min(),s.max(),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_images(s[:25], imsize=1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3.2919920754982286, 0.0050152745097875595, torch.Size([2048, 1, 32, 32]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ie.fid(s),ie.kid(s),s.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [100/100 00:49<00:00]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "3.0998255720742236" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preds = sample(ddim_step, model, sz, steps=100, eta=1.)\n", "ie.fid(preds[-1]*2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [50/50 00:24<00:00]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "4.397740404601791" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preds = sample(ddim_step, model, sz, steps=50, eta=1.)\n", "ie.fid(preds[-1]*2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "python3", "language": "python", "name": "python3" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "0abad3eee1904c2bb8a2f963fed5fba6": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "13c327d321444b32aa4349ec81e98cde": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "184b1cfa56be41c7845062a4e7c5fa59": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "250c148b80734613a53fec26ab1b3db8": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "33691922e1a0401890529b929d0169b7": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "ProgressStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "3b7a1d8560004241b9b06700bcdb5b1c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_63c702b2fa6a4270b88479f5319a6ae2", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_33691922e1a0401890529b929d0169b7", "value": 1 } }, "4979c4212a1b46ceb5664a9a8680b665": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } }, "56f6e898da4248ea9a64658f6b284a3b": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "60553a0615334106a03d52877861569a": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6172b7637810408ebe9e2118c5d02c04": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_250c148b80734613a53fec26ab1b3db8", "placeholder": "​", "style": "IPY_MODEL_0abad3eee1904c2bb8a2f963fed5fba6", "value": "100%" } }, "63c702b2fa6a4270b88479f5319a6ae2": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6a7fe0a8c7d844c9b92ab9dab247ec79": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "72f566c251ba4cf6a0282ed4340e1f08": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HTMLModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_56f6e898da4248ea9a64658f6b284a3b", "placeholder": "​", "style": "IPY_MODEL_184b1cfa56be41c7845062a4e7c5fa59", "value": " 1/1 [00:00<00:00, 27.33it/s]" } }, "8f31a65e904f4bde91cc6fea6636c0a8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "FloatProgressModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_60553a0615334106a03d52877861569a", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_13c327d321444b32aa4349ec81e98cde", "value": 1 } }, "a4e5d6ce3657424eada1a68d0ff884b1": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "LabelModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "LabelModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "LabelView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_d99f9f7346f34b1cbaaa865b0106a952", "placeholder": "​", "style": "IPY_MODEL_4979c4212a1b46ceb5664a9a8680b665", "value": "139.511 MB of 139.511 MB uploaded (0.000 MB deduped)\r" } }, "aa9daced7eee485a918d1e398d228f51": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "HBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_6172b7637810408ebe9e2118c5d02c04", "IPY_MODEL_3b7a1d8560004241b9b06700bcdb5b1c", "IPY_MODEL_72f566c251ba4cf6a0282ed4340e1f08" ], "layout": "IPY_MODEL_6a7fe0a8c7d844c9b92ab9dab247ec79" } }, "c76eba57c2af4a40b73731dc10b74c57": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "d99f9f7346f34b1cbaaa865b0106a952": { "model_module": "@jupyter-widgets/base", "model_module_version": "1.2.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "dee95d2f12434f91b42f903656cc1ae8": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "VBoxModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "VBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "VBoxView", "box_style": "", "children": [ "IPY_MODEL_a4e5d6ce3657424eada1a68d0ff884b1", "IPY_MODEL_8f31a65e904f4bde91cc6fea6636c0a8" ], "layout": "IPY_MODEL_c76eba57c2af4a40b73731dc10b74c57" } } } } }, "nbformat": 4, "nbformat_minor": 4 }