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@PiotrCzapla
Created January 30, 2023 16:45
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Improving training time of DDPM_v2
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{
"cells": [
{
"cell_type": "code",
"execution_count": 85,
"id": "70ab94c4",
"metadata": {},
"outputs": [],
"source": [
"#|default_exp accel"
]
},
{
"cell_type": "markdown",
"id": "aa3d1652",
"metadata": {},
"source": [
"# Denoising Diffusion Probabilistic Models with miniai"
]
},
{
"cell_type": "markdown",
"id": "e97c4f01",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ca2ebda3",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"import pickle,gzip,math,os,time,shutil,torch,random,logging\n",
"import fastcore.all as fc,matplotlib as mpl,numpy as np,matplotlib.pyplot as plt\n",
"from collections.abc import Mapping\n",
"from pathlib import Path\n",
"from functools import partial\n",
"\n",
"from fastcore.foundation import L\n",
"import torchvision.transforms.functional as TF,torch.nn.functional as F\n",
"from torch import tensor,nn,optim\n",
"from torch.utils.data import DataLoader,default_collate\n",
"from torch.nn import init\n",
"from torch.optim import lr_scheduler\n",
"\n",
"from miniai.datasets import *\n",
"from miniai.conv import *\n",
"from miniai.learner import *\n",
"from miniai.activations import *\n",
"from miniai.init import *\n",
"from miniai.sgd import *\n",
"from miniai.resnet import *\n",
"from miniai.augment import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8cb2d883-6db2-4a1f-b699-ff8343df0fc8",
"metadata": {},
"outputs": [],
"source": [
"from torcheval.metrics import MulticlassAccuracy\n",
"from datasets import load_dataset,load_dataset_builder\n",
"\n",
"mpl.rcParams['image.cmap'] = 'gray_r'\n",
"logging.disable(logging.WARNING)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "fd28904d-dfbd-4fea-8c51-1b3950d84f21",
"metadata": {},
"outputs": [],
"source": [
"from miniai.utils import *\n",
"EPOCHS = 5"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "2f6dc6c4-034d-43fc-8e70-52d831556cc9",
"metadata": {},
"outputs": [],
"source": [
"from miniai.utils import _format_stats\n",
"class TimeItCB(Callback): \n",
" order = 200\n",
" def __init__(self): self.reset()\n",
" \n",
" def tick(self): return time.perf_counter()\n",
" \n",
" def reset(self):\n",
" self.start = self.tick()\n",
" self.setup = None\n",
" self.setup_approx = None\n",
" self.batches = {True:[], False:[]}\n",
" self.epochs = {True:[], False:[]}\n",
" self.samples = {True:[], False:[]}\n",
" \n",
" def before_fit(self, learn): self.reset()\n",
"\n",
" def before_batch(self, learn):\n",
" if self.setup_approx is None: self.setup_approx = self.tick() - self.start\n",
" self.batches[learn.training].append(self.tick())\n",
" \n",
" def predict(self, learn):\n",
" if self.setup is None: self.setup = self.tick() - self.start\n",
" \n",
" def after_batch(self, learn):\n",
" if self.setup is None: self.setup = self.setup_approx\n",
" \n",
" def before_epoch(self, learn):\n",
" self.epochs[learn.training].append(self.tick())\n",
" \n",
" def after_epoch(self, learn):\n",
" self.epochs[learn.training][-1] = self.tick() - self.epochs[learn.training][-1]\n",
" \n",
" def after_fit(self, learn):\n",
" self.total = self.tick() - self.start\n",
" self.setup = self.setup / self.total\n",
" self.batches = {k:np.array(v) for k,v in self.batches.items()}\n",
" self.epochs = {k:np.array(v) for k,v in self.epochs.items()}\n",
" self.print_stats()\n",
" \n",
" def print_stats(self): \n",
" print(f\"Fit {len(self.epochs[True])} in: {self.total:.2f}s, setup: {self.setup:.2f}s, {_format_stats(self.epochs[True])}s per epoch (train), {_format_stats(self.epochs[False])}s per epoch (val)\")\n",
"timeit = TimeItCB()"
]
},
{
"cell_type": "markdown",
"id": "0f553bd6",
"metadata": {},
"source": [
"## Load the dataset"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "99edd708",
"metadata": {},
"outputs": [
{
"data": {
"application/json": {
"ascii": false,
"bar_format": null,
"colour": null,
"elapsed": 0.014139652252197266,
"initial": 0,
"n": 0,
"ncols": null,
"nrows": null,
"postfix": null,
"prefix": "",
"rate": null,
"total": 2,
"unit": "it",
"unit_divisor": 1000,
"unit_scale": false
},
"application/vnd.jupyter.widget-view+json": {
"model_id": "82729ab7f9254bbe997aad1949ab638f",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xl,yl = 'image','label'\n",
"name = \"fashion_mnist\"\n",
"dsd = load_dataset(name)\n",
"\n",
"@inplace\n",
"def transformi(b): b[xl] = [F.pad(TF.to_tensor(o), (2,2,2,2)) for o in b[xl]]\n",
"\n",
"bs = 128\n",
"tds = dsd.with_transform(transformi)\n",
"dls = DataLoaders.from_dd(tds, bs, num_workers=8)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "dd9a8ac4",
"metadata": {},
"outputs": [],
"source": [
"dt = dls.train\n",
"xb,yb = next(iter(dt))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "98bb3c55",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_images(xb[:16], imsize=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7c8860a8",
"metadata": {},
"outputs": [],
"source": [
"betamin,betamax,n_steps = 0.0001,0.02,1000\n",
"beta = torch.linspace(betamin, betamax, n_steps)\n",
"alpha = 1.-beta\n",
"alphabar = alpha.cumprod(dim=0)\n",
"sigma = beta.sqrt()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "90908c1a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(beta);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "14ab100f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(sigma);"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3f4bb5a0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(alphabar);"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1196c9e8",
"metadata": {},
"outputs": [],
"source": [
"def noisify(x0, ᾱ):\n",
" device = x0.device\n",
" n = len(x0)\n",
" t = torch.randint(0, n_steps, (n,), dtype=torch.long)\n",
" ε = torch.randn(x0.shape, device=device)\n",
" ᾱ_t = ᾱ[t].reshape(-1, 1, 1, 1).to(device)\n",
" xt = ᾱ_t.sqrt()*x0 + (1-ᾱ_t).sqrt()*ε\n",
" return (xt, t.to(device)), ε"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "cf9d5ed6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([304, 945, 847, 99, 283, 398, 45, 722, 351, 285, 129, 163, 114, 333,\n",
" 144, 73, 248, 98, 522, 771, 126, 22, 102, 450, 18])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(xt,t),ε = noisify(xb[:25],alphabar)\n",
"t"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "c31ac781",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 540x540 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"titles = fc.map_ex(t, '{}')\n",
"show_images(xt, imsize=1.5, titles=titles)"
]
},
{
"cell_type": "markdown",
"id": "64f26317",
"metadata": {},
"source": [
"## Training"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "1063a003",
"metadata": {},
"outputs": [],
"source": [
"from diffusers import UNet2DModel"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "7bcd1517",
"metadata": {},
"outputs": [],
"source": [
"@torch.no_grad()\n",
"def sample(model, sz, alpha, alphabar, sigma, n_steps):\n",
" device = next(model.parameters()).device\n",
" x_t = torch.randn(sz, device=device)\n",
" preds = []\n",
" for t in reversed(range(n_steps)):\n",
" t_batch = torch.full((x_t.shape[0],), t, device=device, dtype=torch.long)\n",
" z = (torch.randn(x_t.shape) if t > 0 else torch.zeros(x_t.shape)).to(device)\n",
" ᾱ_t1 = alphabar[t-1] if t > 0 else torch.tensor(1)\n",
" b̄_t = 1 - alphabar[t]\n",
" b̄_t1 = 1 - ᾱ_t1\n",
" x_0_hat = ((x_t - b̄_t.sqrt() * learn.model((x_t, t_batch)))/alphabar[t].sqrt()).clamp(-1,1)\n",
" x_t = x_0_hat * ᾱ_t1.sqrt()*(1-alpha[t])/b̄_t + x_t * alpha[t].sqrt()*b̄_t1/b̄_t + sigma[t]*z\n",
" preds.append(x_t.cpu())\n",
" return preds"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "aa916302-00c5-4ec0-ac69-de4dccce755f",
"metadata": {},
"outputs": [],
"source": [
"class DDPMCB(Callback):\n",
" order = DeviceCB.order+1\n",
" def __init__(self, n_steps, beta_min, beta_max):\n",
" fc.store_attr()\n",
" self.beta = torch.linspace(self.beta_min, self.beta_max, self.n_steps)\n",
" self.α = 1. - self.beta \n",
" self.ᾱ = torch.cumprod(self.α, dim=0)\n",
" self.σ = self.beta.sqrt()\n",
" \n",
" def before_batch(self, learn): learn.batch = noisify(learn.batch[0], self.ᾱ)\n",
" def sample(self, model, sz): return sample(model, sz, self.α, self.ᾱ, self.σ, self.n_steps)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "9a42927a",
"metadata": {},
"outputs": [],
"source": [
"class UNet(UNet2DModel):\n",
" def forward(self, x): return super().forward(*x).sample"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "9d5801da",
"metadata": {},
"outputs": [],
"source": [
"ddpm_cb = DDPMCB(n_steps=1000, beta_min=0.0001, beta_max=0.02)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "9a97f514-6647-4200-9f2f-d37ac7cac508",
"metadata": {},
"outputs": [],
"source": [
"set_seed(42)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "20867ffd",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 540x540 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = UNet(in_channels=1, out_channels=1, block_out_channels=(16, 32, 64, 64), norm_num_groups=8)\n",
"\n",
"learn = TrainLearner(model, dls, nn.MSELoss())\n",
"learn.fit(train=False, cbs=[ddpm_cb,SingleBatchCB()])\n",
"(xt,t),ε = learn.batch\n",
"show_images(xt[:25], titles=fc.map_ex(t[:25], '{}'), imsize=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "4279df3c",
"metadata": {},
"outputs": [],
"source": [
"lr = 5e-3\n",
"epochs = EPOCHS\n",
"\n",
"tmax = epochs * len(dls.train)\n",
"sched = partial(lr_scheduler.OneCycleLR, max_lr=lr, total_steps=tmax)\n",
"cbs = [ddpm_cb, DeviceCB(), ProgressCB(plot=True), MetricsCB(), BatchSchedCB(sched), TrainCB()]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "4c5548db",
"metadata": {},
"outputs": [],
"source": [
"model = UNet(in_channels=1, out_channels=1, block_out_channels=(16, 32, 64, 128), norm_num_groups=8)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "3f4b4ada",
"metadata": {},
"outputs": [],
"source": [
"def init_ddpm(model):\n",
" for o in model.down_blocks:\n",
" for p in o.resnets:\n",
" p.conv2.weight.data.zero_()\n",
" for p in fc.L(o.downsamplers): init.orthogonal_(p.conv.weight)\n",
"\n",
" for o in model.up_blocks:\n",
" for p in o.resnets: p.conv2.weight.data.zero_()\n",
"\n",
" model.conv_out.weight.data.zero_()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "f182d8e0",
"metadata": {},
"outputs": [],
"source": [
"init_ddpm(model)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "be8dd3fc",
"metadata": {},
"outputs": [],
"source": [
"opt_func = partial(optim.Adam, eps=1e-5)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "1e75475a",
"metadata": {},
"outputs": [],
"source": [
"learn = Learner(model, dls, nn.MSELoss(), lr=lr, cbs=cbs, opt_func=opt_func)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "d5654a31",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>loss</th>\n",
" <th>epoch</th>\n",
" <th>train</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.145</td>\n",
" <td>0</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.026</td>\n",
" <td>0</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.023</td>\n",
" <td>1</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.021</td>\n",
" <td>1</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.021</td>\n",
" <td>2</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.020</td>\n",
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" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.019</td>\n",
" <td>3</td>\n",
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" </tr>\n",
" <tr>\n",
" <td>0.018</td>\n",
" <td>3</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.018</td>\n",
" <td>4</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.018</td>\n",
" <td>4</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fit 5 in: 599.09s, setup: 0.00s, 115.72 ± 2.26s per epoch (train), 4.09 ± 0.03s per epoch (val)\n"
]
}
],
"source": [
"learn.fit(epochs, cbs=timeit)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "f7367b08",
"metadata": {},
"outputs": [],
"source": [
"mdl_path = Path('models')\n",
"mdl_path.mkdir(exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "52e7e260",
"metadata": {},
"outputs": [],
"source": [
"torch.save(learn.model, mdl_path/'fashion_ddpm2.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "76a9f1dc",
"metadata": {},
"outputs": [],
"source": [
"learn.model = torch.load(mdl_path/'fashion_ddpm2.pkl')"
]
},
{
"cell_type": "markdown",
"id": "8c61c2f6",
"metadata": {},
"source": [
"## Sampling"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "0c647d1c",
"metadata": {},
"outputs": [],
"source": [
"samples = ddpm_cb.sample(learn.model, (16, 1, 32, 32))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "2e9a4653",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Z4mlywYPL21z6to25VvI0mLu7u3j77bexsbGBzz77DK+++ipeeeWVYwb2LArbLVnY1i4+r1gsYn9/3wSwDw4OABwu9xeLRbRaLTz77LOYm5vDwsICHMfB1atXkUgkjAuWSCTQbDbNftBAIIBwOIx4PI7RaIRms4nNzU3s7OyYWBRlodVqmThuIBAYW4HUOmMWYHNiCZtmYd0eKplJ/5QJWUQ/tk14fr8fqVTKpKp3u92xe7opIlsbbO0EZkvImqW/tgklBdatTW6K0yaQehKRL0+fPgVwKNT5fB75fH5m9GgzKjY0dxYe2dwl23Vuv5U0DW3aEKLX6zWoWv9JGgwGGAwGZivS3t4e9vb2cPfuXYPMk8kk8vk8wuGw1c08DZ3EC+E1/X4fnU4H3W4XnU5nbBzj8TiWlpaQyWTgOI65Vrvi8XgcPp/PfMcwSDAYRL1eR61Ww2AwgN/vN0qcKQLk1bR2Txt30tSkR/kg3khvX5CTWVpuGWvge6/Xi1arZfa99Ho9IyicaNKKh8NhXL58Gbu7u3j8+DGWlpasOQ5uCViaCbqdso2hUGgSO1yJ6EZaaL2y4Ja9TIRi46t+Bt1W8oiI7OHDh/i93/s9+Hw+xGIxfPvb3zbKSG/p4TOlgqCvL9GUHGvZttNkYMv7TbL68jMbguR3+rc21CmvAY4sPl0MuRorZYL7tX70ox9hc3MTb7/9Nur1Ovb393Hz5k28/vrreP75582WJYlaz6KQbHNIkk35ttttNBoNlMtlkxjMpfnnn38e3/ve97C4uGi2dxQKBVy+fNl4FsFgEHNzc2YLCXlD2dre3sbjx48RCASQyWRMzJMZ3gyey3a7KeczIyPNHG21bW6SRgK2BjSbTRQKBVNjhROVTJBuGpFRo9Ew20PkxJ4UOLQN4OcRB9E8mfQnr5+05C4VCL8bDodmnxBjBbVaDRsbG6hWq0ilUojH4ybG5jY5NILT+7DkuPP/89qRPo3n09w0KuLhcHgsO10v1zvO4crQo0ePzMTTqSHlctlM6Ha7bcpw7O7uot1uY2FhAYuLi3jhhRdw6dIl3Lp1C/Pz865od1r7J/XrJL+nMup0OsfcJ8rJz372M2QyGWSzWezu7qJareKTTz7BkydPxtAiExqpaJgOUK1W0Wg0EIvFEAqFTNu63a4xYlzJ47PPMqdm2g6iA3/SF+fAktx8RMnkSqWCp0+fGoUEHLpjnU7HKCPePxgMIp/Po91um5oqOleH7XBzgbQFlYrTBvlPQlqRyJgYn2FDShIB2WAshYu8Zlr+Z599hmKxiI2NDTQaDezs7KDdbqNSqSCVSmF+ft4Uo5NIUz5Hr7pRwdsKmkn38LSkDZX83A3RuN2H/en3+wapSWUtA7GDwQB7e3v4//6//w/xeBwvvfQSIpEIEomEWfX55JNPsL6+jk8++QT7+/vY3t7GcDjElStXMDc3h5dffhkLCwt4/vnnkc1msbS0NCZ3sn+Tsotn5ZGea24oiSiuXq8jGAyOxQodx8GDBw/wwQcfIB6PIx6PI5vNIhaL4f79+xgOh2YXfyKRMJUeI5EIFhYWjHwlEgmkUil4vV6DirxeLzqdjgl6NxoNE9iWYzRpXN0U1kzIyPZj6cJN8t81jHaco0SsXq83sYFkMHA4OcPhMDqdDvb29pDNZsci+frZNnfMjc6qjLQ7BozvO7NNfumO6s2gAEyxuU8++cQgH1purkJKpcaKfW+//TYSiQQuXbpkSoeStAXnpG40Gtjd3cWDBw9w6dIlXLp0CbFYzMRE3BItz0rT+O44jokrdrtd4w4zc79UKhklHA6HjbHSiC8cDqPZbOLHP/7xWJ5MIBDA48ePUSgUUKlU0Ol0zCJKIpFAOBw2Co7oQwdpbe70eZJbuMFxHFSrVVQqFbPSxc3l4XAY/X4fAEyMlf2iEqF7xTlIl79Wq6HZbKLdbhvFVq/X4fF4THz35s2biMfjCIVCyGazE4PvNnL7fiZlJN/LCSCtrvxeXs97yEJtdDPIMP0MOXE5mamMuJ8mEokYBODWYe0ase0aiZxFGZHoZnKFSioYorZ+vz+zMmq1WigUCvirv/or/PSnP8Xm5iba7TYSiYSJf7AIVjgcRjqdRqFQwCeffIKrV6/i1VdfNen9NteU/e71eqb8xP/9v/8Xr7/+ukk8ZZWEs64U2SasdvPdEEC320W320WlUoHX6zUTrd1u4969e7h37x4uX76Mubk5rKysIBaLmfYyGS8SieDg4AAff/yxmYyyPEa1WkUkEjF8DQaDRhn3+/2xuBtXOLV8nRfK1jzi/8B4xvdoNBpTRgxQezwek5tGV2o0OtpszufU63Uz/lxAorvGeC4RYLVaNYmQfr8f165dQzQaRS6Xw9zc3LFwgkb+k2RB0kyVHknSQuqBmHVSe71exONx5HI5hMPhscnhVvdGFhinxZKMtfnvk4REu2ny+tMSeUXXSgZJbW6ufK50OVqtFmq1Gn784x/jpz/9KR48eGBKgvLP7/ebPUl7e3umdMTe3h4eP36MR48e4dGjR0ahkPgcGXvb3d3F97//fRSLRTiOg3v37qFYLOJ73/seksmkGbOz8MfNck7iPfkRi8XgOI6x2JVKBZlMBsvLy5ibm8NgMMDVq1cxPz+PZDKJQCBgYhrk1Xe+8x1Uq1W88sorhr9ULB999BHW19exsLCASCSCaDSKRCKB73znO2YDKQDcv38f1WoVo9EIsVjMFBbTE/G0SlvLq+1eUn64Ik2lEYvFsLy8bBIYmV1NPnK85Sqa5Ds3wzI4HYlEDBLkc1nDyOfzod/v48mTJ2i1Wnj11VcRjUZNrFK2VYOWSfyZeTuIZhjfuzHM9lsOXigUMoJD5upYkdSydCeYWer3+6fGMNyEQ1scOfinJWnl3VbTbGiMfSCaAg4R0cHBAe7evYsf/vCHxh+n5Zbp+wwg8rmFQgH7+/vY29vDzs4OFhcXkclkzL15rRSaarWK999/3yip3d1dbGxs4Etf+tKxjPCzxkPcfj9prLiMzAJijx8/xpUrV0y+meM4WFxcNNUHpUUm0pmbm0O73cba2hqq1apRMABQKpXQarWwvLyMZDKJWCyGbDaL119/HQDw/vvvo1KpYHNzEx7PYVExj8djJuVZ0dBJeCY/o1slU2Py+TyazSbK5TIcxzHKSPOZyInzisaT481rZOE04NDVI9rs9/vY39+Hx3O4qiZlU8cctTE7VczI7Yd6YukO2xCH/CyVSmFtbc3EgBiIozbmAMvlV6/Xi16vh2azCZ/Ph2w2Ozb5NUqTQVutdGxK4jwsGp8rrZHNldVCNRgMUKlU8PjxYzx48ADvvPMOtre3MRqNDIrhfRqNBoCjY5xkjCSTySAYDKJQKOAP//AP8dZbbyGdThtLWalUkEgk8C//5b/E/Pw8UqkUms2mWYnL5/MmGW5nZwfvvPMOnnvuOaTT6TMpbB0Y12iCpF1Xuml0EbgdiJumQ6EQ5ufn4fF4xo63Yk1xvc0mkUhgf38fjx8/xgsvvIDnn38ewWAQzz33HBKJhDGSoVAIxWIRHo/H1H5Op9Mm0bDT6aBarSKTyZjVy7OuNsp5JON0NvlsNBomxtXv9xGNRhEIBFAqleA4DtLptFkpq9VqqNVq6Pf7BtGQT4wDUSkBhzEmrZzk3tB2u43t7W2EQiGUy2V4PB5Uq1WDYmVfyPtJO/wlzRzAlkjFxkj93g2+0mIR5spMbFpCKiSZ+0LmcbMf4y9undQIS5K09vL3p6Fp7qG+t2wPff1arYZisYgnT57gs88+w0cffTSWjc3JRWso41BSGRNF0J0pFouIRqOoVqvodDooFAqYm5vDr//6r5sSpHI1ktsEgEOEViwWTWb5WUhbRfLeLS7CzF+iP57/BcD00XEck4g3Go1MwJWBaZuR8nq96Pf7qFQqGA6HJu4hqxQkk0n4/X4To+JpGX6/H/V6HaVSySjKaDSKcDg8tl/vrLzSfLMhil6vh3a7bcaO/eUyfzQaNcaw1WoZnlLJyPtRWUjjTTeQcsGgf6vVwnA4NHWzG42GycKmXOoxPckcO5WbNssDeA0DaR6Px8R9yuUySqWS8WH/9E//FO+99x5u3bqFdDqNpaUlxGIxLC0tGaYmk0m89NJLuH37Nj766CNThpaWiYzkJNaFyeTyNdsmtymclib9VscU2B6W8fzwww+xtbWFH/7wh+j3+/B6vWNWjAfsdbtdsypGiyUD+xIJAjCxBCIpliIlzc3NIZPJYDAYIJVK4Zvf/Cbq9ToKhYK5P2MuEq2Qryclxim0tWe75f1LpRJKpRJ+53d+B3t7e/j617+OTCaDtbU1zM/P47nnnjOuVKlUQrFYNMmz7XYbHo8Hb7zxBlKp1NiG61arhfX1dWxsbGBrawt//ud/jrfeegt7e3uoVqvY2dlBt9vFiy++iHg8Do/Hg2w2izfffBORSAThcBjJZBKRSMQo1FAo5Lq15KSkFzEkcpdL9lTUzIwGjlIaut0u0uk0rl69inK5jK2tLXQ6HbOKRmQpDSWRETA+n6UxJFHpcjWuXq/j4OAAT58+xWg0wsrKypjM63tqr0nTzNtBZvWL9XUsWVmv103GaKVSQblcNv5usVg0m+7S6TS63a4JsFGg6D7U63UUi0Xz1+/3jS/r8XgM3NTKSC7J8jOtyc9Ktlgarc9gMEC1Wh1zO7a2trC5uYnHjx/DcRwkk8ljAqPdTZLer6Y3OvJ1MBiMuXqO45jKgJFIxCwoUEFKC6rR5WknnOaxVEbcUsBqnwcHBygWi9je3kaxWES9XjdJd/F4HHNzc+akU7pHXF2jMqWVplLlTvNisWh2rJfLZXP/VqtlkhzT6bRZJCECo8zQ9dHu/981kWfkI2WERiyfz4/VvyavbauiMrDM+1G50YBLZcvnUMFxE3G73XZt76xzbCZlZMtydoslaTekXC7j/v37+KM/+iMTsafm7HQ6yOVypqJcoVCA4zioVCoIhUJYW1sz1/JkWS49/vCHP8RHH32ERCKBeDyOX/qlX0Imk0G1WjWTn21hIJNCrIuznYdA6aCdfN3d3cXe3h7+4A/+AA8ePDAuAbcnLC4uAsAx/3w4HBrUR/6GQqGx8ZBKVbpr0l0hDyORCPr9Pn73d38XN27cwD/5J/8ErVYLm5ub2Nvbw9bWlrFs+/v7poDWeU46Obm5PF2tVs2qFo+m+sf/+B8jmUzi+vXrxthwyZ1jl8/nkc1msbGxgf39fbz99tsolUr41re+hXg8blDWu+++a3a4B4NB3LhxA0+fPjUHFObzedNXjk0ul8P8/DwWFxcxGAyws7NjXGa2PR6PmzQI2bfT8kW+AkcrisDxOaj5yHBHJBLBN77xDbz99tt47733jOKS1TAYd9NuFMMA/JPund/vH0twZMkQbtDNZrPHsuK1USa57ZqYGjOyMdf2MBt1Oh2zzLyxsWE6QRcLwBiE5LMIfxmsJuLh6hFRBoOykUgEd+7cQTKZHKvVQleHsQWeH8UBPo9JZgtgc/mYgkArv7W1ZZbiWVCOCXi8h7Zk/Fy6YYTsEhK7lbOQ7+VyfjgcxsbGBg4ODkx9GgqTbWKcBT1OmqTc8c2Sw0TAHD/2jekN5B2VNJeyadDK5TJu376NQqFg+nb79m2DFObm5pBKpQDATDIqFG465jMZn5RyTjRAV5huzlnTH9xoGqqQSonpJMlk0mRla4Sraw7pGKeurtHv902cjkpMlhNxHMfwQbfzpHNr5r1pstG03Nq/lb/xeDwoFAr4T//pP6FYLOLg4ACRSASZTAapVApLS0vY2dlBqVQyA8vkvV/91V+F1+vFw4cP4fV6EYlEzP4hWoFarYZKpYJWq4Ver4f/+3//r0FdkUjEnPF0+fJlw9Svfe1reO2118YE/byUEQe61Wrhzp07+Ju/+RtsbW1he3vbIJS9vT2jNEajkTmbiicycJBZ6ErynkuwRAVctqVCku4ahanX6xnozmsGgwH29/fRbrfxX/7LfzEHHwQCAYM6vF4vYrEYYrHYWIzotJONLqRUoJSjbDaLXC6Hy5cvYzgc4gc/+AHW19fx6aefYjgc4uDgAF6vF6VSCblcDi+//DIymQwWFxeN6/Xee+/h/v37ePDgAcrlMn77t3/7mCKhEbx16xby+bxx54m4FxcXEQwG8fHHH6PRaJgj13/yk58gn8/j5s2bZjWXLl4kEjEI9LQbiDVv3Vac9CKSVkJMfWEeVCAQQLvdNr+RG2CBo9K0VPxMcCUiAmD+z2QyyOVyxtAyKB6JRMwKG2soaeVmCzGcKmZkixdIt0AHp0jD4dAICrd9xONxxGIxg14ePHhgtjywxCWXHhnnSKfThtGcZNwKQEZxYtKPJZJqt9uIRqNmSTeVSmFubu5YAbezkhQeKr1qtYqNjQ2USiVTrpPxBwBjZReolHgf8kJaKhl453WcTDJgT5LKiegwEAgYgeQEYoyIbZlUs+gsLojtXlKeqCx8Ph/m5ubQ6XTw0UcfoVar4dGjRxgOh9jf3zcnx3Q6HQSDQTx48AD37t3D7du3sb6+bhAe0wDkVgiiqXA4jEgkYmSLS/kMAEtFXq/XcffuXRwcHIwZBS6Xj0Yja7G/05It2Cvfax5KFw2A8QDo6vMaGkD5HKIaqXgYRtEZ5vPz87h8+TJ8vsNjiriaHYlE4DiO4bfuw0lp5gxsOXltWpx/VCiffvopHj16hGq1imAwiNXVVaOMfvKTn+AnP/kJlpaWkEwmzQFzVC7b29vIZDJYXV1FpVLBnTt3DDRutVqoVCpmtWhlZcXUZKHVHQwGqNVq8Pl8yGQyeP755/H1r3/9mLZm28/CQOkmUaD39/fx6aefjrWH/JJLpBz0vb09Y7m5SsE2sXqfRDZya408/tvv94/FxhKJhEGjkUjElIugAPL5DAZzSwCvkQLr5ufPQpq/2t2Uk+XKlStIpVL44z/+Yzx58gT3799Hu93G5uYmVldX0e12ceXKFbTbbXz/+9/Hn/7pnxqln06nTeIj92ixRnM4HDaZ2/Pz88hkMrh69arhJ9MfuAu90+mgWCzipz/9KeLxOG7cuGFWbznpAYwl755FWU+SQX1f6UJJ9ygUCpk2MrZIdEyeEKXzd3zV+UVE1IFAAC+//DJ+7ud+zhSYe/r0KdrtNpLJJEajkeG/G0DRQMaNTl1CRL6XSIkTZnNzE9vb26ajpVLJLEkOh0MsLS0ZhjF+NBweHply//59xGIxbGxsGKGgUBF+kxqNxtiKEQWc+RZLS0smCYx90dDxrPEQYHxpNhQKGVjLYHqv1zMThFmsRDOMg7FqHhGdx+Mxbc9ms2aTKGM7JAqnXu2h8MVisbFsWp1TIlEli7zLWIOUhbPwyI2kEJOP1WoV9XrdZFffvHkTjuPgyZMnZtl6Z2fH8Iebpj0ej7HYzEWjK0IUXq/X0Ww2DTKXk5oKico9k8kYl5VKWyI5aQTPQxnNwm8qCcZyyDfup+NvJZjg9RKJMoYrF3xkPHI0OizcH4vFsLCwgKtXrxokyLwuaSBtLpmb7rDRiZURMF7mgBNBlhIZDAa4e/cuNjc3TRB3Z2fHCH8sFsPzzz9vllpzuRyCwSC2trZQrVbx9ttvm+cxwDg/P49EImGC1hSMYrFosj8ZZGMNpHQ6jevXryObzY4pIYni2IfTkkwdYIA4Ho/j6tWrRuC5035hYQHRaNS4DOl0Go7jmPjX/fv3jXXj/XK5HJLJJG7evIlUKmXiAoFAwFQdlBbOcQ43QXIjpOM4JoGQgiozk0ejkbnnYDBAo9EwMFwqrbNmGNtIxxfkJGIA+stf/jLW1tbwxhtv4NNPP8V/+A//wVQ3vHbtGq5fv27SArg8T2VUKpXMsj/RF4uMMTWk0Wig0+kgnU4jGAyaawGYFd1YLIb5+Xlj7NhWrrydhxyRv7ZVM/m/4zhj7iYrKzBhM5FIjC2m8N7BYHCs3rU+HIJuv1y9ZYgkmUzi0qVLxo1mMiV5Qf67KZtZDdqJkh5tyVFakKhZadn4mcxZ4DIkrQ87wtiKtPRy53m1WkUgEDDVHqUbUavVEAgEjCV94403sLq6irm5ubHNolpTnzUOIgPhjM9Eo1Fz9BJPaCAy8nq9Jt+IcJ/5MzxyWKI8FlOnImNQkkFTBh4ZI2m1WiYGQt6Qp7ZtC/1+3ygrZiUvLCzg0qVLZvMof39akuixXq9jfX3d5A1xQtGQcNxXV1fN6tbOzg4ePnyIYrGIRCKB1dVVrKys4Nlnn8Uzzzxj2k73lzIos49pAPL5PNbW1tBut03gVRaf52TlfkHyjJOXSsjv92NhYQHA8VrxpyEtj26uLQCD7qiE2L94PG5QNeVIbtimAaLxYtuJZqRsyM+p0MPhsKlvBBwFxeXWEd1u6aLpzzTNfDoIBVs22sY4/k/rLCEtr+92uyZbVsYpmCUsIR/jIFQ4wWAQy8vLqNfrxkLS+nu9Xly9ehULCwv4hV/4BaTTaWQymbH+aPfsrFZfB47piiUSCdNvTggqjFKpZKwTFZass0OBolDJFH+uWhAucwIx1tTtdsc20zqOY5QxLbgskdvpdMyyNhVWMBg0Gc98rrS0pyWPx4NGo2HSMJgnRORKXnk8HqysrGAwGJhSM4w/Mn7zjW98A7du3cILL7wA4GibkcfjGTtdVRPdFbqlcnFEygLlk6eo1mo1c0/G5c4jv0jyRpIMfWh0xNQRubpKlKyVEeNDUtlJJCR3JMjnyXwiZrdLZcT7yAUmtkV6Ttptm4SOZq5npJWQDgazQ9SoDKLq2ANwtN+K9+X3cgmY15H53MfFCUuBo2Dxj5BRJvvJe05aoTgNyfsSqSQSCZNJLpPHYrGYqTLIdAbW6mHwmwmacimfCodCxMC8PFOt3W6bfC2JGBk74f0BmC0NvB+zZ30+H7785S/j1VdfxcrKiolT6ZW8k5K0jp1Ox6Q8sMwJ+RYMBpHL5QDAjC95+PDhQ4xGI3OaaTabNYpSupv8jbTY0g2lgSAik3FG4EjmWHSs3W6b2J9cveIuAd7jrEhbIhEb7yTt7+9jc3PTbICWc0muKFOZyBACr5N1rOmZyDyz4XBo0Dfdd8YgWfOJW01YU5vkZtxtKEnSzNtB2FE3ppE4IIxpSBTC/9lhmdAIjB8HLWNSnGx0xSQaoa/P9snVg7NC51lIKiPpmzOgyrYwwEjk1O12TYCef0zyDAaDRlHxt41GY2yT7PLysnEXmGMCHLnEMheMAkfrzjIYVJQssEW38cqVK6ZM6XkgIvKH/ODKFRMLe72eCb7evHnTxDbk+DMPjRU+4/G4CdbLFSAqCt6b2xXoepE3MigtKx+wnbYkPr0gwY3FMkxxWtIhEDdkBMAcxijrT0sPRLpL/Ew/Q5aR1bFh+fxgMGjmH+/H9BiicHkPtzk3TREBp3DTJNSTyWv8DoBJ/pO7eeW96JaR2XrgNUICDoOJ0uWSJJe6WYSLuTRyUN0YdBY3jW2Ubc7n83j99dfHlsmJFhkzY9yM/8vJxAklM1054VhuNpFIjC0xy3GRsQ2JZtlGCpNcXeFvV1dXkcvlxlblzurKyvYtLi7i137t14yrziA/FQddkMXFRczNzeGZZ54xSXlMUEylUnAcB7dv38bbb789VnaVfZRIfjgcIplM4urVqyamBxyVZJXEiStdkVarhf39/WPxPCp1ysBZY0a29/KeOq4TjUaNmxQKhfDSSy/hypUrZrxkWznH5NwDMIbcpSGjjPAappBwJY8r4VSGcu+nDazMwqNTnZsm/5cTXU4Iub8FGA/yyQChvKd+T6aRScz41B1jOySsl6t7k+g8rJpuC7e7aFdWw3nCY8k3ogBOTk408rBer2M0Go2dey5dDSlo3Dqhkzz5O26UldUpuUrJvujJcFYeRaNRswLGQCzrWXGza6/XM7WV2Qfm98il62q1iu3t7bE62XJ/FHkkJxdjRlzOpyyyf/KPxOA478FJqufCeZLN7ZNtI2+Y7hEIBDA/P490Om2ul2kHNII0jLL2tQQSEmHx9zSUlGGOCZWRLXDt5j2dWhnZJrMtDqMf7DiOWa2QEJ+dtsUgpEaVk4akLZ3ulFylY+U5JnhpZKbbf1aFJF0ZbR20H68VN9suP6PltvFKw/hJ/rm2UtL1ldfpY2YkL3TbTkPyHnSRotEoUqkUFhYWxhAks4Bl/2WCH3Oger0eLl26hOXlZXPkFa+lAk6n0+bECxk3kVn8dG+Zs8MAMPlGRXjt2jVTikVuRNbjeFaFLVGq/pwkT33lc9PpNG7cuIH5+XkT56vVaohGo2YBQ6bgyJikVCr8jJUsGeTnQgKRZSwWMyu7/KMhkIs2Ou58ajdNM0K7bW5EP14WciJNij/YFMYksrWBjNUdP+m9T0Ka4W5tcxsYraS0Hy8Vm85psY0NP5NutbyWgiJdOio2N6VzVhdEW163cZBtJnrk/idZrZCIUG60peLmd+l0GtFo1JxzxiA/gGNHinOS8p5SGXk8RzWhtSIib2yI6jzJJmNsL2ujM+OebSI/JJKTwXrJb3lvPW+4+4HywkoZTJ2g8tT34u9n5ctEZUSBl7k0OsagJwt9WHZANs7NdZLCJ+MT0k1jeyQCkQyUQTppUW37rTRjZCzlpCTPNpOkraTkk7xeulb6evZdTmY5+LovNgVHmC2NgDYqXH20uSk2FHpSksjBZvVtxGuIcjg2PClXyxyNkESCUqYAmI2/toJokp9Snmz8JNlSXM6qjLR829wfzgOixHw+bw4oiEQiJlZLFzwQCIxllXMectuUREyBQMAoHi58sCICV9heffVVhMNh/O///b/NRnUiV95HyrcOUbjRTDWwbYhomoDKOIiG+tqV0QMh7y9ftaXn53rZ1TaB3HzYs5IbWnRzZzXZBsjmwrr93q0ts/zOjR/nzScb7yeNh9ukt7mlHo9nrAKh7CvlQn4uz4yX99X5NjajKQ3xaebESWnSOEh0xMxrGl5ZkYAoUaJi2W95P40OgaOTeRhy8fl8WFhYMHtObS61Bgqz8memmJH0/bRV0szRCkPmAPF7WjKZdatjS8ARYpG+qFRy8jcMXnLXu77XrC7mSUmiNw4IB9OmPCW/pNV1u84WM9J/k34rXTH5bP3cSQrA7f6zkk6Cs/VfXguMr2rJzzXJtmtlLFd7bWiSFlsjHN1vLcs2Q3pWHmn0KEnOLc4FpriEw2FcvXoVly5dGkM7wCGKlMFofi8Xj3QaAHOImMXPrUp7e3vm+KOXX34ZyWQSf/zHf2y2hTiOY3YVyBLHbn2y0YmKq2mLqz9nh2wThszUy/g210QLgQxkS6GSn5MYYCRCmpURZ6FJPHLrk00huCEbmyKR99b/y2sl/2e5v+6TRqGnJdtvJW9km0/7zGmK08YfPmMSarWh1P+XJJfiR6ORyQgn0Tgy746LAtqYS1TDvtKASmTYarVMMUPHcUzyLrPTbblXsi2T3kuayU3TQi0bqq0bcxB4PSP7bLDcKyPjFJLReiJLy0eFRqjN6wCYFZRkMmn8WLcaPXoin5b0PWxbJ9h+Xfxcu3LSUsvkUo2K5PNsMTSStuQywCt5YEMOGomcR+KjjbTSswXv2TbZVpJNUWs0KXOPbL+TCJbGVLZHt1fG7Wzo7jSk+2xDk7yOCZ10m7g6SZL5ZaVSCYVCAQsLC0gkEmP7+ORue8ocl/zlfDs4OMD6+joajQZGo5EpBZRIJNDtdk01BO6L1PxyQ8GaTrSaZmOaDQnoBki0JCeAVEZcmpfv+Ty9/0u6RLJdjuNYqxvaXAPZ5rOQG9rQPJGD4eazyzbq9xQM2+QA7GkYekz0M0mTFI0cw9OSRqe6DW5tk/LiJtBuwq2V/SSSz7GhpGkybnPbPk/i4hDjX6lUCvF43PQ3FAphZWUFr7/+Ou7fv28y9WWgn7lCnHfyRBruEmC/WDlSBrllsq2M17p5CXru2WhmZSRvxA5IIdJ5NlKAvF6vSSuX3+nIOy2OTFWXlpLoggNis0yMGekTMW3uEWMq55kfogVZCjn7qo/u4e/1Eqy0jjZrLHltW6nSbbEFf9kONzgt0fBpeaTbZuPVNGHV308yLFqBSiNnUySyTW75PZJX0pXR9zgtTVOAss/Mj2JeVC6XQyaTMfPF7/fj2WefRSaTwU9/+lOEQiFsbW2hVCqZ+3BPXSwWM6eycEM2D/RkmRIe0UTlRYVFkl6P2z7GWUDAzCVEpNswKS4kaTQajZ30qbdHMF/D4/EY987rPSqUxWVDHvAoXQ7t8/IzmbrONkgrqRXYtADprOTmLslnScVkm1z8vVYoeuJqpCUnmUaB2g2aNuE1aXdwUmlaN7Ih00lI0u39tO/cUOqkfrnxZxJ60xNL3+M05IasbJ+xsgMAU4ZFHmXtOEcF/l555RXkcjlT5UICAf7PjbA+n89s/mUeUavVMoad+Vr8Y/Io91pWq1XEYrGJCHcSj2bKM2IHZeq3hsE24RqNDvf1yO/ZedbQpQ/KVP9AIIB8Pj+WkVur1czzZMIc2ySVEzed8nsiH5kVqnNqzpJLM20CaYU9yWWyKR6tJN3cHflbrfDOarltiO+kv5fy4sYzN2Gd9bNZ2qH/n2Q8bMrczXidhT/yHm5jJNtCZSRrQmllxBWxTCaDl156ydxDJ80SgbMUj+M4x7YZcZ+kzDgfjY6y4vl/rVZz3T86C49m3g5iszpaeChwoVAIly5dAnB4ZpjsOMt/SMXGVx6xQqZls1kkk0lTXY61VXiWF3MsOCjRaBTXrl07VhcbsB9WJ9t92okq+6Z5NklZ2Ijt0mkB0nV1s+Dactv6ZFN+WknwTwbSp1m0aTQNxUxyv/TzbdfqMbAhS34v+T8NObkpfimzbv04KU0bK/kMxnQ8nsNsaComm0unFTBdVvJI846/pcIhv2TIg+7d17/+dfR6PTz//PNYWFjASy+9ZLya09BMq2nylZ3SVl4GZQnpqDgYK2IeA5GRnHB0z+TSIOvVUFP7fD6zy5vxpsXFRcTjcbNJ8M033zQngmrXZ5LfehZlZHP7JEnrqgVGfyYD9NL1o4J226tGAXNzM2zKSwqXVn4azZ2VJt3DNqmnQXvt8rmtPum+2hC8/txNCbl95sbzs9CkdrJMjdfrNYrIrUKFDd1JRWMzoiQpC3oRKRwO47nnnoPP58Prr7+OZDKJXC43Ew9c0d8kIanX647N0togrvyu1+vh6dOnZtlPMkVaXb3UzaCaviefzd9I10zWlPb7/aZ0qwwSaxdJW1Q+IxqNnlia2u22w7ZJRcJnawHRigcYLz9CiysD1hIZ8Vp5RA7bTzeU7ZETy22c3cbVhuoAIBQKnZhHnU7H0W2Q7XZLOrS1W7ZRoxP+Tv/GZv2nKUc3WXdDl1K+IpHIiXnU6/WcWZS+4zgoFotmkyrL3+pihbo/bjxxVQxTjNBgMMDu7i48Ho8p9CcPI3VrOykcDh+76EQ1sKVymCQkgUDA1KGRrhiXEBm4ps/pNlm1AtEBbBn/0S6QTUjd7n+e8FryQys/Xj9t24vb/SVa0r/XcTDbNW5COguvPg/SvLchRbff2drnhjzdfm/7zA1BucmJm+yehmZt79zcHIDxbHXNR7f2TELO09ovf+P3+7GysnLseW48moU3E5WRzi2RKMMGa/V30lJzEjJhi6hIWzh9L/182UGbRZWoRH5mW1Z2m7wnIdkGnd6gYbGbK2Djn+SZ7VqmOMgkUgDGldOF2GVbdRKg5qvt/7OQTdnZ+GYzJHpiMdFPHtygSQu+zQWxoWX5ey0vbpNs2nNOS7b5oNsu+TRJicn2u6F1mf7gprB0+2zPAcbnxEnkaSL33CzsLL+RE5JCI4NmOkbhNkFt7ycprNPSed3H1hfbNfJat/ZMQjqSrzZ+TFJ4s6APt/acB01CH5NI9kHnPU1DO7MoE9tvp113knuehiahm5M8bxYef95IeBpNjBld0AVd0AX9XdH5n8x3QRd0QRd0CrpQRhd0QRf0haALZXRBF3RBXwi6UEYXdEEX9IWgC2V0QRd0QV8IulBGF3RBF/SFoAtldEEXdEFfCLpQRhd0QRf0haALZXRBF3RBXwi6UEYXdEEX9IWgC2V0QRd0QV8Imrhrv91umzo0cpewW71ouQFTnwhiKyjPAmk8dkVWM9S7/4HxzaPc9c/nyOJuchcyC4fZjg7iHzddBoPBE+9y7Ha7ZnPfpPIdgPuueb3hc1JpDbdTOk5Sw1tXO5ClWWy7xCUFAoET86jf7ztaBlg4Xj9XlpwBjqoTuJW80BtAJ22e5X1ZzkZXG+Vv9AZj/b3ekKx3wp+GR7VazWEbdUUB2X6P56hMst4sLH/jVplCVoMAjmRRHgah561NPgH3gz71Bmj5GSmRSJysnpGtfKesJy0fpnePywmnfyOFQioDPZl5LavY6V3quh72pLIGbIttxzMPp2NxqJOSTQnpMhhuSmpamQb2u9/vmzZKfpFkUTfbJKQA6vIYtl3+bobgtCSF2+PxWAXfVn5FtokKLBAIYDQaGSVFkv2y7ejXJTT0dW7KXMuYvoe8Rn9+EnIrPyLlSLZB/u9WqsMmD7b6X1r5yfvZ5sykPsp7ybbY2q/p5Ec9uDTK9lBtPSRCGQ6HKJfLaDQaRjEtLCwYYev3+6hWq6hWq1hfX0c8Hsfc3Bzi8Tji8bgptWnrpK1EhltZTRs6OSkfJpGbknR7Lz93HAedTge9Xg8bGxtoNpvmgEypJKLRKJaWlhAMBo+d6On2HJvCcbte9+GkJBWR23P0Nfpzef1gMEC73UahUEChUDAliVnhc25uDuFw2JygIQ0jZSsYDJp661KRaMVps/K8l1tfz8IjzRfNK5vS0ddPatv+/j663S6CwSB8Ph8ikQgc57A6K89N0xVLp9Es183Cl6nHWwPjRdXkew33tYWTn8n6Rf1+H/1+Hz/72c9w7949JBIJxONx/MIv/AKy2axRRO+99x7effdd/Mf/+B/x/PPP47vf/S5efPFFvPjii8jn86YIubai0hWQ1SBtjCPaOy1J9CI/s1kQjR5lG+RvpRtxcHCAUqmEP/qjP8KjR4/MeVWtVsv07fr16/gH/+AfIJ/PY3l5eaJgS0uo265RkpuiOC2fbCfX2qw2gGOuiKyF1W63USqV8Od//uf4sz/7MySTSUSjUXOAwze+8Q3Mz8/jypUr5hAHtr/VaqFSqWBubg7ZbNagGvKb5Xx1++T46tLAp0VDktxQrT5kYBKilqEJeY3jHLn3H330EXZ2drC8vIx4PI61tTWMRiPs7OwgFothbW3NHNIowcMkg6o/t801fUaijWZSRryx22khMubAAeSA+f1+7O3t4e233zbHD3HgP/zwQ2xsbCAcDiMYDKJQKCCRSCCdTpuJ2Gq1jNXf3NxEMBjEcDjEwsICMpkMVlZWEIvFjrVdx1Zk7MhNWZyWbC6a5JObRbO1QbujPJZmNBqh0+mgXq8bS89jigHgb//2b/HCCy8gn8+bQwzcUJgWGptgT4PbJ6FJ95jmpmp3wXEcrK+v46//+q/x8OFDABg7OaZareKtt95CKBRCLBYbqwrJCqP9fh/pdBrpdNpMvHw+j1gshoWFBeMKuykI7c6eh0Jy44N+ls3gS7eT78mTZrOJRqOBe/fuYWtrC48ePUK1WsWnn36KUCiE69evm8MaKWexWAypVMqUh9ZurduRU279sBlsG009qkj7ljYG6NrUtIIez2G8Z2NjA7/7u7+Lbrc75utvb2+jUqmY+9Xrdfj9frz66qtIp9NYXV3FcDjEq6++imaziYcPH6JcLuPRo0dYXl5GLpfDd7/73bGD4+TzHefoCGyJNqadp34acgtwkmyf26we20xlxFMgvF4v+v0+dnd3MRgMEI/H0ev1sL29jd3dXWxsbOBXf/VX8ZWvfMWco+VmuW1ITKMheVTRWRWSDaW58Ug/i22TyuHTTz/Fv//3/x7z8/OYn59HJBJBJBJBr9dDvV7Hj370I1SrVezv78Pv92NpaQnD4RC1Ws2crBGPxxGLxRCJRBAKhfCtb30Lly5dMhNRt9eGNrRxPotCshkGOZ9kjBUYR9mULYk8GV9rNpvY2dnB7//+7+MHP/gBEokEfD4f7t+/D8dxcOvWLSwtLeHNN99EJBLB3t4ecrkcVlZWkM1mDTAYjUbmiGuJJvVYaX5oBTpJhqYW5Ld1miQtuBYe+qG7u7uoVCpIp9Not9tot9uGsS+//LI5SRYAnj59in6/j6WlJYRCIdPZYDCIbrcLAGg0Guj3+6jX64hGo3j++ecRj8eRTqfHznYiESHxuCQ5oFKwzitmpC3lpPuSv4PBwEykVquFWq1mLPj6+jr29/exvb0N4PD4Jp6ay6Og5ubm8MYbbyCRSODdd99FNptFJpNBJpMZO8dKolY+X79qF25aHGNWclOKOkaj+SaFeHNzE3/1V3+Fjz/+GMlkErFYzBxnxWtZ/9txHFy6dMkcDtrv9+WqKUKhEKLRKJrNJiqVCj744AMUCgW8+OKLyOVyVrfb1ie3vp2U3CarXrGSbZIKmt8THXa7XbTbbfj9fmQyGfzKr/wKXnzxRbTbbbRaLWQyGTSbTSwvL5uDFweDgQEEkUgEPp8PgUDAHOLINi4sLJg5Owkduq3QudFUZWR7iHy41Nxy0BznMPi6vr6OSqWCTCZjIJ/f7zcniCwtLSGZTMLr9eKDDz5AvV43mrTb7cLjOTy0rt1uAwCazSaq1Sp6vR4A4Jvf/Cbm5ubMqbRawfBe9Kel+6ZjJKcht1iUjqtpvvKVAdVms4m9vT2Uy2Xs7Oyg2+2i2+3irbfewoMHDwxsppBQcfV6PaRSKbz++utoNpt4//33sby8jOXlZXMWuz7+aRJsdkMsZyEdd5Eu5CSXVf9ma2sLv//7v2+QIQ8w5EIGx7nf78Pj8eDy5cvw+/1oNBoYDAZmtdRxHESjUUQiERSLRRSLRXS7XWxvb+Mf/aN/dGy1WE84rSjPg09u8R49FjalJf/v9XoolUool8vY3d3F9evXcfXqVfzyL/8yAoEAnjx5gv39fYxGIxSLRXMgJAD0+330ej14vV4T4I9EImg2m+h0OuZ4JM5XOd+IlOR7iaxncWmnxoz40EnXyAlJN8zv96PT6eCDDz5AuVw2ioBnm2UyGYRCIYMEOp0OfvzjH6NWq+Hy5cvGl08mkwY+81gjMoFnNXU6HdNhHWyfZGnPg9z8YLf4Gl9pxUqlEv7mb/7GnOZB1EOLvra2ZoRlOByiWq0aq+73+5FOp5HP59HtduH1epHNZtHpdPDo0SPs7e0hFAqZM+Xomty4cWMsjWHWuM1ZSfJEK2k3Pno8hzll1WoVBwcHODg4QCQSQS6XA3BonFqtFhzHQbPZRL/fx8LCgrknERHjQcPh0Bzl3Ol0EAwGjTxms1kTL6LCdENs8n83o30S0mEGt7iefA6P+qpWq+j3++h0OqZ/4XAYV65cQTqdhsfjMddGo1HMz8/jjTfeQKFQwI9+9CM8ffoUb731FlZXV/HzP//z5hDUbreLvb09E2sjOOh0OggEAsdia/rMQNtcPDUy0oKoLYP+TjKTE+vJkyfmIEcOcjQaRS6Xg+M4ZuWsVqvh4cOHqFariMViZuL4fD4sLi7C6/WiWq0ajU105ff7DUrSbdFt1cLlZl1OQlpo3Nwz/Twqo3K5jA8++AAej2fsRE4iPS5Tt1otA5cHg4GJe9y4cQOBQAC9Xg+BQACxWAzlchmVSsVAay4Q5PN5pNNprK2tGYU+zY08T5LPs1lKm7tMA9NoNFCv19FsNs1EcBwH3W7XIKJWq4XhcIhMJgOfz2fee72HR67ncjn0ej20222jxBgHSSQSSCaTY8m6s/QHOJ53dBbSc8wmN9q9r9VqaLfbqNfrpq/RaBSpVMqcrEzXlXPnxo0bSCQS+P73v4+dnR3cv38fo9HIrEzyXEPyl4rd4/EYZWeLB2mvScdnJ9FMbpo+aHES8+VJrvTfgcPJValU8OTJEzSbTZTLZTz33HNYXl7GzZs3MRqN0Gq1sLu7i1KphHa7jXw+j5WVFbz55ptm8hJW3759Gzs7O2g0Gmi1WmNHaMvO61e6aVpbnySDeRLZlJ98z342Gg387Gc/Q6lUQigUQigUQiqVMm7GYDBArVaD4zgIh8MIBAIYDofG0jGwTYGhG8LcmmQyaSxXp9PBaDRCtVrFYDBAuVzGaDQy99IKQdJ5TDKb0bLd16YAaMBofOiSyUmSSqWQSCSQy+XGEmyJmPx+P7zew9OI5R/TBHq9HtbW1pDNZs3ElQmiMo5mMzp6IeIsPLIZMS2fnU7HIJXhcGjQbzweR7fbNXJDhd1ut9Hv98fORqN71mg0EIvF8E//6T/FM888g6997Wtot9vGmPV6PSNrjNc+ePAA0WgUX/rSl8by2nRMy6aIJin6mWNGnOjyoTbtrQeLFphHVzebTbMN4ObNm4hEIsjn8wgEAiYvZG9vD8Bh4DqRSGB5edkwfGNjA6FQCA8fPkSv1xs7Gtpxjgdn9f+SIdK1O2+SfJMWxHEck+uyvr6ORqNhgvjMcaHVY9+YzEfeer1eRCIRs0JE5QXATNhwOIxwOGx4zaPGPR7PWPKkVtw2QTlvhCT5M2kS6vgDFY1UGFQWlA+6V/1+/9j9uJpKvgJHRpPKjp+5ITablXfrw3mQlBsSjTx5QNlgLg/jrozZSAPHz4mQGOp49dVXceXKFSwsLKBarZoYLVfRGHYZDoeoVCpot9sGAGgXcxI/Tq2MZPCQN5KT3paLwe+73S78fj9ee+01DIdDs4JBl2x3dxd7e3tIp9NYWFhAOBzG3Nwcms0misWi0fR01Zhn4/P5kEwmkUgkjKJaXV01maOTJo5GKgy623JyTkra+mvoys97vR7eeustFAoFA6tp0amAKGByeZ6Ic2dnxwQZSZFIBPPz80apcSWOypptodv2+PFjNBoN4/7a0iFsW3TOUynZ3DTJR37HvkilQ4VLhcMwAGNBVCqUB04c9oHpHZFIxKSF9Pt9lEqlsQRJabA0L3QfZNvPkyinkkexWMygusFgYIwM84LkogUNGxVQu93GaDRCKBRCOp3Gb/7mbyIQCOCrX/0q4vE4gsEgYrEY5ufnUa/X0Wg0EAqFjFHrdDooFApGudEV06RTfsj7SYZ/KjIiQyYxS14rYaXH40E8HjfwMBaLIZvNAoCxRtJqcymRQUedW8H70KrL306C/7pPNjfuLOSGJmzWnsmc+/v7RkC4TEooTWVP14x5I+SrXKamVeQE9fv9x9Aiifeu1WqIRCLmvmfp53mRHBc9PrYxkp9x5ZUTjds8yC/GFPkq782tJHpC2WJXk95/HujR7XlUUDQeHEP5SlmT4IE8kZtjmfgpc9N4D7rHnIfMyuZnRKacx2eVj6kBbKnNtMWwbSOgJefgMrjWbrfh8XjwyiuvGHiYyWQQjUbx5MkT44/SB/b5fGg0GgZhEVVQEfV6Pezt7eFP/uRPkEql8G/+zb9BIpEwA6DhtN4SItt/lgCkjhfICSWfRevb6XSwvb2Ng4MDvPbaawiHw6ZvnEy07lxBZPyj3+8jFosZP50C4vf7TXBR7oSX8QxSv9/H1taWQZpMFWAf5OrpeSlsm8Ei2QyemxvENtMIyQnn9XpNDIVGi8iQ7gT3YY1GI9RqNdRqNcTjcUQiEVy6dAmrq6smPqJDENIYyHZqF+68FLaeY8C4rLHvVAak4XBokCLbY1sNJy8/+eQT079sNou1tTW0Wi1Uq1XzTBpALh7dvHkTHo/HrODSK5HzSM8pOc6nctP4Y3kzN0GxCWy/30ehUDBCwlUQBuAI/wjDiYw4QSuVignGaf+92+0aGNlsNk1Ak21yi4PYfH7Zj5OStuaS6VJY6S5QOXc6HfT7/TFF4AZppYtAqwTAICubMSDxMxkn4YS1oY7Py8Lb5EfLjuYZP6PSpYJh4F73kdfLycp+yvgSV3qbzaaJsySTSRO7tPHBDaG59eW8SRs5fibfS5dcu9eUGc45KqNisWjeA+Pulb4HZS8SiYz1WbbnLDTT0r7UjmyYtmQcBEJH5tD8xV/8BbxeL9bW1hAKhRCJRPDBBx/gww8/xLe//W288MILmJubw/z8vAmWLS4u4uDgAD/96U8Ri8WMCwfA+MiFQgFPnz7FcDhELBYzWadyKVMSB0RaFw1vT0s6/uHmVqyvr2N7exvlchn1eh0PHz5ENBo1GbBSAGSNJ5/PZwKOAExMh8qI/aG7wvtQOLliRIEjmpLutGyn/GxSMHJWksiaJIVet4Hf87d+vx/JZNIkvzJdgQibY8uN04z76D7RIDIju1AomLbduHEDr732mtmfRZKxK7e4EZEUFd9pSBtQqTgl7+T9OSfoUTA2JLOje72eQTV+vx/z8/Pwer3Y2NhAoVDA3bt3zX7Qubk55HI5+P1+tNvtsdVw4DA2Kcv56L1rkj96HmhPwUYzlRCRWZTyofJBGnHQ3+SqT6vVGlsd63a7WFpaQiqVMvkQ9XrdNNjv9yObzSIej5v7ctA5UMww5laQSR3VzNAo5rR0EmTBuAYnIpee6ZbS+rM9Muhq47c0FNJdIfEzrrwQHdH1m9QfPaZntXpuSGPWySvHnvk1RDU62O7z+UyQmgpPJ6Fq3smVOpJNruXvJ/XvpKT57OaJuKF6N/kgL4gUqVQ3Njawt7eHa9euIZvNIpvNIhKJHNs2xQ3I/ByAQY9y9VI+e5LrPUmOpiojdoIN0zEj6U9L4QqFQkgmk7hx4waKxSL29vaQyWRw9epVPPvss2PL2cyNodWjJn/ppZdw48YNM/iEiZzA8XgcV69exeLiIsLh8Fi8QKIM3WbpypzVz5fLpZrxwLiFZ7IdczxqtdpYLGhubs70k2VWOFFkaQv5DK/Xa+IEtFT8XmbOyuV/AMfQg263FuTzUNizuD5u10pl1O/30Wq1TH6W5geRHzBeyZBjQUXFfW2cpHJTtXwu54Bb+2xI8qREudVbmnRclp9L3vE3UhalF0CERNTc7/fxt3/7t2g0GvjN3/xNLCws4Pr16xiNRqjX6+h2u8Y4BgIBk/fHhRPyjat2tlwsjSIloHHj0UzIyG2iyQnO9xw8buJkfIidWFhYQKvVQrPZRKlUwmAwwPXr102wlr8bDodoNpuo1WrY399HKpVCJpNBv983iY6dTsf8MXbEAOSk0pyyPzbLdxqSAmRjthwcBrJZk2hvb88krDGzWitMupXSLZCIADjKmdG+vsxbohBLS+cmHDqWc1qy5X7p59hcIN0G7Wb7fD7jcjFJlFsegKPtEp1Ox+QhUTaomOkCa1ddKh3tFXwepPuuA+a20AiNLw0sFS5dxm63azL3K5WKUeCO42BlZQXD4dDEMRuNBgCYuSdX0/r9Ptrtttlfqt1Sm5GU77UL6kZTl/ZpIW2M4SThROFKjOM4ZiNnvV5Hp9Mxq2fXrl3DvXv38OTJE2xsbJhCV5yMjG8w5rS3t4f19XWsrq5ibm4OnU4HpVLJ3J8K6+DgwKALn893LGtcQnPNmLOspukJO0lYKSzdbhfNZhO7u7totVoGNXI39eLioknCI09lAFZbP6mMuC2ESEoKLUvXUum7IUTJF93P05BOltXxHJJG2ZL4HXPOBoOBUUbsE3O3uN2FCaFcNaRbQaTA9JJwOHwM9dt4INtio7MqbB0G0fKp20f3WyIkygQXeGS11IODA1MN9Mtf/jJCoRAePHiAdrttCs1JGaMy6vV6RlnJPY1ESrLiqhtf3MZc0syVHnkTbXFtkIyIhNam1+vh4OAA3W4X8XgcmUwGCwsLKBaLqFQqhkFUbrVaDX6/H88//zwSiQR++tOf4sUXX8Tc3JyJszQaDZRKJTz77LPI5XJYWFhAPp83k08X6icDJNw+a+AasFt9/T/5wpwoTioix3a7bZI7pcWhhXKco5UMOSYUOioZjgndM1pFbiAlGuh2u0gmk2bDoxYmrZTOSloJTYsr2NrC/5l7JdEMN1v7/X4kEgmTKHlwcGB4QQXGipDA0UIAkwYZjNVoTLfNzdrblOhJeaSVoey7/OPihdfrRaVSMUiIn7MQH40O9yVydXtvbw+JRALPPfccPB4PCoWC2b+nUSA3b8ssbhk2cRsvSZKPp1JGklF6kCj4OoDI66Qy6na7pkxDLBYzKICV+qiMCKFrtRrS6TSeffZZNBoNvPPOO/D5fHjppZfG6hpxXxeV29zcnLF4OsYCHLkxeoDPQm4T12YNiPz4XMZzONBss4zt0CdnkFu7mDIGRuPAz+jK0t8HDidgo9EwKQZyb5GtL9NcuVnIpow0ktRKRyMmOQE5vkRc3F7DBFKuKjKjWvIxHA6b3fusi0UDIeNtMoArY0a2vum/s/BI31fzhsRVM6I88sDr9Zod97K+fD6fRyQSQaVSQb1eR6FQwGAwwJtvvoler4cf/OAHiMfjmJ+fN8+TYILlapiOIousaZJKk32Qrp0bzZSBzQdod00qIrms6TiOKe6dSCTQ6XSwuLiIVCplsj7Z2HK5jHfeeQePHj3C48ePsbu7i+FwiHA4jGvXrpnOLy8v4+DgwPz+y1/+MhzHwdzcnGkfEQfboN0QYLwc7VkFaBae8VXGilhkn0LPDFiWsNBJagzaym0asp/D4dCsLkkB4JYQ5mHR3eNG3VKpBJ/Ph1QqZY0LnRdCsuVQ2VySWWJHXq8X7XYb1WrVyB0PdiDKi8fjCIfDiMViCAaDZhMxUSNzvGggOp2O2WxMmaZitxniSUbstEpbT15+pg2DVuxer9dsaWFFg1QqBcdxkM1mTcJxPB5HNBrFyy+/jFqthp/97Gc4ODgwVTK+9KUvod/vo1armbkrUfNgMMDBwQH6/T5WV1fHYkeT+mxzzd2un3k7CCc7BcsWPJWTn/4maxGn02nDNEbjvd7DncAPHz7Ezs4OarUaKpUKHMcxdYlp6YPBIBqNhqnwd/369bHyrFKY5cDJgK7MbWGbp8V5Tkva0gMw7gP/+B0VEl01m5UkPNZVB4j25KqR7D/RF1fbJEJrNBomdWISH2yK6iQkM93dFI9bG+R4sv9MFeHEYfEv3oOyx6qYRJ2UF5lzJZWTLHCmt9RM489Z+XQSGdQTm2iQcUaucvl8PuPCUTnHYjG022385V/+pVlESSQSuHz5MiqVCh48eDBmEGVSLuNGOmzgFqLQc3FaH2dy06TgS39ZC5Sc6IR4zLS+evWqKedJ/5x/tNxUcnNzc8hkMoaJc3NzRrElk0mkUil8/etfx61bt/AXf/EX2Nvbw0cffYT9/X08++yzx/bYSIZIxHSeLoh2NzR05/E6LHfCScGkTW5wlSsUPp9vbJIAR2d0UTlxvxC/lzCYbePqETNnOdnK5fJYHpccbzeUdFryeDxjCZq6jbxGZxBL48YyK3LRhG5vJBIxv+e+PwZlaURbrZZxNziJvV6vWYkrlUomZ02u2tnaKuXHNilPStO8EHmNTFEgb7ilhe4nFRM3v7Jg2sHBARqNBlZXV808IGrWG5LJN26e5XYQjcDdZEOnJUzzQk50bpqOGWltp/+ncMh9aGQwhYnWWkJkFlgno+PxuPFRuUS7uLiIfD4Pr/ewZMLOzg4A4PLly2OoTaI5rZDc2n5SnkyDqeyv3EnvOI4ZfGYSS+SgrbPku1RMOu1C++QyhiTb6TiOCXDP2pezkNsE43NlW/m/bBN/z7gQY0bsl3S/ucrDLO1wOGyQIJU7cJS8xzwtZh3r5/O9zYC5jc1JSRp5tziMfJ78zOPxmH6yXDHvQz7RrWL9q3Q6DeDIMOk8K6lwuKKrvSGbMrJ9N6u7P7WEiBZg+VD5IG0ZpNvG0p6JRAKBQABbW1t4+vQpAODq1avIZrPw+/24c+cO2u22ycoOBAKmaBaDaFyGZeD3ww8/xLvvvotAIID9/X34fD7k83k888wzBm5qAWPbuBpxlqV9t4GRypDxiUajgUqlYiYP9+xxqwNjQpL32uemUma/ZLBbujFUcrFYzAgc78mkwZ2dHSQSiTElLQVOKoezkLbktrw1bfX5mUR8bAuRAPnEcWSFwkajYZQ/V4CGw6FZ3ue9aRD5m4ODg2N79mT5WYmApJLU/TwNyaKENM6atIzKZEfgSLlSvqULzxQA5uNduXIFkUgE6XQaPp8PtVoNvV7PzFHyh0iL849tYAoPibIu2yrHdpb5NdPSvtuNJmlwNo4rZXRFgKP9ZRQGBhyTyaRhrKxg6Pf7DTPldgCulMhkL2aaurXTzSU5C8TmfbVroZ/L+ASfJ5UGrbz8nZ6oMp5BFCmREHkg83B4X4mO+GyNjHRfJH/Og9wsqQ0V6GdKhQnAuKe04kTUEmnLnf0Axlw2mSBKV02egKF54NafSbJ1ErIZHvmdvkbyxBbf0siEY0/lxHmpi9VRFuU4cLcElY2W8/Oimc5N0/EXErM+bRbU5/MhFovh5s2bY8XB+/0+kskkrly5gnfffRd3795FLpdDOp3Gm2++iYODA/zgBz9AuVzGe++9h5WVFWPduGJEVDAcDvH3//7fxy/8wi/gpZdeMmdCyT0zVG6SeXIFUCaNnYYokLYld3kNUxYYoCecpn/ORE2ZEgEclVel9ec1GrUCMAXZOLFkVQQu49OdGQ4Pi/szKCnHlDySMcDzIBuy5rO0FbW5Q0Q7jBFphBKNRs2JFqPRUfExTjQqn3a7bQwdY1k0kJPcMNkOKkJJlKVJB1hM4o2bUdQIjG1ggjArO8ptRHSr6KJxxZVIsNlsmlw0xiaBo4UnunVe7+GJxaurq2Y1zW2RxbZsL1cnz+SmuVmpSVpcMo+5EIyHcFJQEPgXDoeNIuG+IqKcVquFcrlsnkUGUwnySGMeV8SER8kkW7tnCcDNQpNiZiQOBJf25Z4v4EiIdWBQTkBZ0Mp2rbR6epVRKjg5eWdZTZzV3z8JneResn1UKJzw0tWS/ZH9lu4PSVYpBI4b2UkxkEntOwu5oaFZeSURvp74Eg3zPYPRgD2pWbaBc04CE/n9tHZN6qekmZSRbqDuOBtsWzanxd/d3TVuVblcRqlUQqfTQTQaxZUrV3D9+nV8+OGHKJVKuHLliqnh3O128eDBA6Ow2JZcLmdSBhzHMakDErpqqMr/pbDOylQ3cotxyM+oUOr1OiqVCmKxmIkjETHxdAqm3vM+9Nfp4lKgOMmIFGT2MBUSg5fc70YFFg6Hx2pg03AQbWl+sR/n6a7pe+kVKZv7w2RG3W4S3SwiHLocjMdJo8AwACcmF0bkBNRoyO25mmen5QnRjVSomicSdVMGuBeP809WaZByJIPUS0tLprAeFbpW5nxOvV43iZK9Xg9Xr14d448ttnwaXsxUXE3fWA+GG0oKBoNYWVkxm125l4gbRLnzvlAoAAAKhQKq1aphDpnL8+Tp51K4uESrUQLbaGv/JGE/C9msCj+jRZefUxlSeLhqWK/Xx8rKAuOn9EorBhwJgnQb9ORhsJ/tYZxILnPbeOLG05PSNP67kWwDXWrGEGXCrVRutpU6yW/5XGnxuW1Gl2KZRQmfB8LW95KvbiiJStXNc5HziPegG0bvQvdPjzfjvjIep9tle8/f2+7pxs+pMSNJEuJTCcjgqB7wZDKJn/u5n8P9+/fx8ccfo16vo91uG4iYzWYxGo3w1ltvmZ3VdM24fAscbv2glmcxMrpviURibGVJto/M1NpeKjobrD0p2ZSxbAODqbTCtNLc/kEUs7i4aCw7l/vp4wMYEzwqNyoyTlK2g2Pl8/lQKpWws7NjVk6Y8xQMBlGr1Ux79W/dBO+kZBNSjbA1H+X/XHrnPjzgKO+INdPJU7kiyVfyjbJJ943oCQAODg7MYQeSbHlbbn07L2Wk3SFJEoU0Gg2TKiJdf/abiFou8PAMPYYybDFTqbwDgQAymQySyaTZmE6Z1X22KTI5ljajJ2miMpLZyzIAaGu4GxIBYAafVfYGg4EpAyJPT9UZyhQwBtmAwxNEC4WCUSjRaBTxePxYHRi3zmvreB5ku5+c0LS6jFPQ5ZKKXObLhMPhMQUPYEzRElKTOC5yNY6Cx6V9uorAUdmMaS7YJCt2Wj5J1CaF1YYq5XuOt1w90/fmdXqi6P1lfJ48wEAbMRtP5Hda3uX9T8sbts3GD37HV658OY5j+CEXkzyeo4URSYwTac9GoycGsKVRY66gXFmzITc5zjbUeCplxJUbuTLllkshBUZ2kgqFJWfj8TgODg7MqafckuD3+1EsFg2KYBo/T5ylBSuXy9jf38fc3BxSqRTS6bQ5fA+YnN2rtbibe3ka0hNI3p8FzrkyxoGmgpfBVLqu3OQKwKyiOY5jlAhXCSl4REYcB5/PZ04V1TlJPBFC8mwWJX1WJc7fU45mdQE9Hs8YUpTKyM01l58RwUtlREXEFSm5MEKFNgkJyQks0epoNBrbfHwS3khEZOsf33OSU45kP4laaIz4G96HK6o6tCHvI0/spbLxer1YWFgYm0eyrdrIMG4pr5fK3kZT3TR5I7nvSWtyOTDUzlKDJ5NJLCws4MaNG1haWkKj0cDa2pop/QAAT548QalUwvb2NkKhEIrFIhKJBF566SXk83msra2ZgK6cvHR93IRbWzmtySWqOi3pHCFJctnY4/GM+foy94f9YuCZboSE4Bq+0y2RG0FlLkkikcD8/DwajQYajcZYvpZUeJKmWebT8objoJe+pQzJz4DjQVnej4F74Ch/SLpj/K2URbnPiluRuKxP19WmhOQcmBRfcdvFPgvZEIStDewXACMnNGwslyJXVTn5paHSik/ObZmPxGu1EtHuu0bk+r1bXzXNVJBfNlhOIDZaTigJcXmtz+czk+L69evGHatUKmg2m4aRXu/hDuQHDx5gNBqhWCwiHo/j1q1bmJ+fx6VLl0yy487ODqrVqlFGzGZ2m0R6SVIKlg32n4S0X6yhNlduOFGYmEnBpyDIIvy8jw7UykxkYDyrmQpN5rvE43Hk83m0Wi08ePDAxESGw+GxM+f02NkE8DQklZFeJtaGwm11Uu7b4/86TilPmeHE42+le8vfEG0xP4cLK9PiHG680J7BScimjNzawf9l3Gs4HI4V0acyIi9o1Hg/rTDkwQZyZdWGmLVXIdGTVnI2/rnRTEv7fCjhvCzGJQdeL3ey0+VyGR988AGePn2KR48emWX7p0+folQq4ebNm8hms3jppZdMQTVugGy1Wvgf/+N/IJ1OY35+Hs8++yxu3rxpdlq32+2xZW0p6Hri2jS14zhjy+OnIRuj5WcseSGLnXNSkkdSiNysEJWRdHGk8Mi4CjfGJhIJAEfL3lrJaGspJ7EMlp5FGWmBnBQz0siPbZMLGtw0TaUtx5l9l/3Q7af1Ji/9fj+azabZ4a5/q/sg43zA0Rw4K7qWz7G1W48BZZ3PZkw2lUqZZXvKN5UuDZ5UQhIBSeVu4wNlkM/nZ/LP1idpBNzoVMXVdPBKu3Pyd3QH1tfXsbu7i83NTWSzWWQyGdy9exe7u7uGcbdu3UIkEjF1rqvVKh48eIB33nkHkUgEmUwGPp8Ply5dGtv5zuVpMlcOnG6jDWqfNfA4baLygEa5GibbQ7K5CJr3csVE8l0HYQEY4QTGkQWfr4VH8sptNec0ZJtgs0B42R95vJK09MDx8jW8z7Q+yEUDWZPcDQVJBSqf4SZbp6FpCMzGHxIDz1yGp2KWyl/2W8ugRl9uyFjnOc3SZ+lRudGJ8tblcqCtsTbr4ziHQdf5+XmUy2U8fPgQ2WwW165dMxsaP/74Y3z00Uf48z//cwAwq2TXrl1Dt9tFNpsdc0GGw8PSIvT5ZVu0dZeCrzW43FpyWiGyKQ/5PCbqUdDJR7pJjuMgk8kYhcw2DQYDUyzL4/GYrQ1UQjIQyedSGOW+PfJJZsFTAcsib7L9trE8i9W3WVfAXl9ajg2vkTzVLiuD0/JQR72IoY3NaHR0/jxTBOR+Sd1O8gA4MgZUYjrQfFo+uSlsm0vLZ+kYrizFSzmROUVy0YSoUi9kSKUu7y9JJmayjbIfUlnzVabTuNHMysimdGbxowGYyQPAlMLMZrPI5XJoNBpYX18f27eVTqeNWzYcDk0NG1p/IiFbWQPdXls7tZ97VhTgBk1J3PlsC/R5PIe5Uywsz37JSeT1Hh3dTAGTE0wuFgAwK5EADDzXS7zAEVpy68PnRdIwuCk6LW9uSl9OVHlfXgMcP3qcfxIZEWXr3+pn2pS0djXPi9wMvfxMu9vcn8jv5fK87V6cP3KBZNJzZb95jU0h69/N4u7PfDoIcATv9KDLh8sB4SqPx+MxyVILCwtYWVnBpUuXzHEp+/v7JqGKqxq1Wg23b99GJpPBb/zGbyCVSmFubg6lUgkPHjxAMplENBo1hdckupFtcdPGHADZp/MgaWXIA2m5pTLxeDxIJBJ44403kEwm0Ww2EQwGkclkjHJmH2i9iaAYPyEC4nWBQMDU5gEOkVE+n8fi4iLu3bs3Jpg6riYDvJLOOtG0nLitPLqhi9HosMog+8RrddyGJAPdfC9deEmcjHIhRaewOI4ztnqn5UW6P2dR6tqAuvHKFgsj2pOLSXpLFHC87DK9HF7PDdZETDrm6tZem1tMRTWr+3ri7cWz+sa8RjYmGo0ikUiYWkWpVMpUkZOF6UulErzew6JprGeUyWQwPz+Per2ORqOBcDh87Mxvtwkzqb3nYdGm8YODrN0N1hu6dOmSCaJS0chlYptQSetOkvk0FDImlLLUr2yzDKL/XdNJeE5XV2ZHa55ry6tdctvE4SvzYjiZ3ZCOm0dwHobM7R76/rY4ju6z/Ex/Lg20zbOR8mkz7rPM/Wlzze37mTOwbZ3S/qHjHO0ml38sF3vlyhV85StfQSAQMCcZ8HiZeDyOSCRiAokej8ec88QkyYcPH6JWq6FarWJpaclsb6BASUbY2kqyQcazCpQtSY3CXq/XcXBwYCw1lfTi4iJu3LiBX//1X8fW1hb++3//71haWsLy8rLZtsH9Y7JfHo/HWGru02Pp0Gg0arLbWcaFxerkKavBYBALCwtmo/EkiH1WohxRNmTxLj6TrzYk0O/3zb5Fxr9k/IMKROeL6f2AsmAZXVTGU2zbPqRSksXEZNvlpD5reohUArbtFiSd0iDdVPKLXgmX+Hkt20gecjcAy/MQeUu+6bwt7dpr2ZFzX/JR9tFGMxXkd/OfZ/EDJXFza7VaNVnJrCxHqNztdrG7u4tSqWTgcb1eH8uMpTBzqdzmt04jrTTOi2yTmcgIOFqOBYBIJIJoNIp0Oo12u435+Xnkcjkkk0mk02nkcjn4fD60223TTwoPB5vbaKhgZFYukQ/HSdb2AWCul8LjZunPW0HZyE3OhsOh2deohVy6RjZURLKhHOnicNISgfHoLElusRDJs7O6s27tdkM8ui+6bW6kUbFERDbDbXMhdTsm6YNZ5tvMhzhKra3hoEZEkujLNptN3Lt3DxsbG9je3sbu7i5yuZw51DEUCpmNf+Vy2RTydxwHT548QSqVQj6fRywWM6U29vb2kEqljOB4PEfbJGzal+3T+UdnmWjSEuhB0ROHwUXuu+PhAjyW6Z/9s39m+JzL5XD16lVsbGyYs86pcACYSgbhcBi9Xg+1Wg3BYBDxeNxUQWTZXSb0VatVVCoVdLtds+zPfUYyT2yWIOZJSMc46ELKzzQ/SaPRYRGx9fV1U2hfyqVE71T4tqV+YPzEVamY+QzHcbC/v49cLofV1VXXichXN9f5NK4v7yVRh1yBkorXTSHzO7lHTf5W8oaIUCJRm0G3IZxZPtP9kte60YmSHm2aWzbYZjk4OKzh02q1DGxk0qLekqAHmciCJ6Bydci2EubmZujBOQ9LJn8/DUXKdlJhUhlxE3Eulxv7PUs3sD4xs7MBGJ4xDYC8CYfDWF1dRblcxvz8PLzew6x2Fq/zeDxm6Z+74OXkJm+0QJ5FIU2ymG4CrPl1cHBwrMIAJ5Y2km5Z1Pq5UmlI5C0TRNmes8rJeZGc9LYMdl4jSfKBCtxmOHntSfs6q+GaJkczlZ0lSb9a+4XUqjIpT7oWq6urKBaL2NvbM+VBycy7d++iXq9jdXUV0WgUS0tLGI0Oj5zhPbrdLsrlslmqZgKkVgI6JZ2fSUGTGdDnPdG0+0pkKPNg2u02fD4f1tbWsLq6ajYRszgcAMzPz4/dVxPvLUuJSoMg27G0tGROhKhWq6Zuj8/nM/E53k/fg+N6lskoJ498r5G0TdZ8vsNjwO/fv49CoXCsfVKBSkSk+yPvL9GD7B9dXip+iRBtE9x237MqLR04ln/TXFQ97pL4mSyyxpw2YFyx6fvoOaY/t805SVKOJiUYz+ymSZID6NZQ2Tm/349cLodgMGiOKwKAzc1NlEolXLt2DaPRyKT4s4axrObIzFLuRXMcZyxj1g2Z2Ky+Xm48q5vGV+nKSqIykvW4A4EA0um0Oc1VtlcOnry3fq5cFdFusmxXMplENpsdW6XjSh4PAJTttt3nLMFZ2TdNEom5ocrhcGg29dKycwl+MBiMKWIaHfl7edou/zSqoJGSq3a2FSXdNt2vs8gSMD7X3FxBvpfjL5WTNir6cyn/rLPF/koeaeVqc1HZJjcZdeuHjWZCRnJwbUmGclBl5TwyNhQKmZwinu4ZCATMAYyvvfYacrkctra20O12jeBkMhnE43EsLCyY0qDRaBTRaBQbGxuoVCpj8QfZVraTfrGMJemBOos108KnXQa6RXRPqUS4mjU3N+c60acpTCoVYLwMiFYg2WzW5I8QFQYCAWSzWcTj8TFEIQPectLy/Vl45IZCJZLRSIw5WjxiR26pYQUHuQlU3t/jOSpsRzeM3+use9632Wyi1WqNoWl5Xxtv5B65s5IeO2nktKzacoYkgtLbZRgeYftp0L1erzkEU8YPNYLVhte2oqhJgwEdIJc0EzKSk0VrSh1U48DJmI7jHNUd5uoYV9U6nY4pI8LMYckgBrVZm6fdbqPZbGJ3dxflcnmsbKoeIGB8edcGuc8KrW2ohhOLKzT6M5aA5XYMvTQraRL0Bo670noyejweU9yN6IzjwLQB3Re3eMlprb5U0JPuqfs4Gh3ua2SqguMcnh8vVyeBo5iiLMgn+c3gtDyemQibk2NhYQHZbBZXrlzBysrK2GTTk1H2YRKqOw2P3HgtDZzmFT/nfNNKXcZWZbkV3Tc5PjIdQLfHpphlH2zpGW7urqQTKyPb5JADIzstGSgDppVKxfxxJYixAVaBpGZvt9tot9tIJpMYDocIhUIIhUIoFAo4ODgwMFMiM7ZJrrZobS/7cBZlpHkl+yyzYoGjlUUGn23KyCaEEvXYniv5zt/I72RCKYWVCwJyk7H8vR7ns0w2qeTkM+Qk4BjJ549GIzSbzTFlxDSIWq021nciII43DSCX6+X3g8EAyWQSyWTSxE0WFxextraGy5cvY3l5eQyJyD+bQjgPZSTHQE5oSVpO9OqnLvHD+0rEzPlBJCj3pkllJBGaW980cpJ1t+RK4Kw0NelRkp7AUoD4vdSO2n0DjiYgN7smEgl0Oh1zWggFi0vYAIwg1Wo1xGIxAIfHWN+4cQOxWAydTsdsO7GlpNuYLeks6MimPHhPBsnD4bA5nUOejLu4uIi5ubljJT6lC8l7ybbK59iEVk5+j8djakl9+ctfNomO8Xgcq6ureOaZZ471XfPjrNbftuKp3QhJUqZisRiuXLmCf/Ev/gUcx0E4HEalUsHOzg52d3ext7dn2lar1YySHQ6HxvXguXzXr19Ht9tFo9EwVUeJzl966SUsLy+bYms6BjdJPs5DYdt44MZzrbiksqS82douDbI2fLrqg21+a6So3TQbuppFXklTj7eWjJHMkI2yJYexAVoZSb+WyoguC3ex0wdnPIQaV553tbCwgFwuh1AoZOJQNigt6Tytvbyn7q8ezFAoZILFLKMbCoVMoXOZSTsJ+ktrqPlrUyj8njVurl27hkQigUwmg1gshuXlZSwvL09EXPo5p+WRbKO01pNki7zL5/P4zne+YwxcsVjE+vo64vG4yRniTvROp2NiPeFw2NQ+Wl1dxTe/+U1zkAO3E21tbaFWq+Hy5ctYWloyOVq6LeSnlh35+XkobCk7bqSVgVZGOt4kr5WF++g58FrZJ5mFzVe3uI+btyTboD+39mvSl61Wy9Gdsl1vUwASQjI+IY8Qdhxn7FRPYDzhi6npcl8XcJQ1zPQAefqBZg6ZqN0WGzMBIBKJnBgeDQYDR8Nbfe+trS1zEOX/n6/weDxYW1sz551LoZYDL/lPvurveY2E4/K3FDouEDBXixMynU4b/tvcEsmjYDB4Kh4BxxGWFnB+Jnkp4z+0tlx+p/smv3McZ2yxgvcKh8PI5XJGntg/oqhUKmXqj8sqB5LvWtloWef7QCBwYh7V6/WxuablWZJNzthWyT+JXOS9Jd+1QuNcmqRctYKzfa/5pBVsPB4/xqOJyqjdbjvAeAa2ngSaZMxIC7McPL1qI6/h82QpDQqhjvbb4J9+Fu8pV9gkY9inaDR6YiEaDoeOfJ4tN4VxGv1ct4HWfZA0TRnJMeKfWz6VVDoyviafoxVbKBQ6szKyjRXbrvkiZY+KhnEePZn0Si/vLVMq5H01EmW/NY9k223oSMui3+8/F2WkFYtWJG4IysZnLZOSD7ZrZH9lv/Uz3ZSO2+f8s821qW4aJ6+0PGywtBYUeK5mSBdPdlBqa1moykayeLyEwvpMemlJ5HV8L9sshVi2/bR5NBqBTUIVvG4ayWts13PySoGTSJQ0LWFRtl2STSnM2nYb6U2fbhPJlmaheSGX6KVCsVn5WcMLNmSmfzMpfsd7TDLS00jfVyoB3l8/Z9Kr7J9WnnIe6ufy2XqTvE0RyXtoJC4V9DQDS5qphIgeIDeISF+dnbUxWN5jEgzUzLe9l4rHTYhsEFXfy83CnIYm9fk095h23aRrZ7nPLArntP1we4bt/rN+76acT/pcLQsaObhZ+ZO2/Syk54etHZOU1Sz3t80bbcDdUJXbPW33nqVNE920C7qgC7qgvys6e47/BV3QBV3QOdCFMrqgC7qgLwRdKKMLuqAL+kLQhTK6oAu6oC8EXSijC7qgC/pC0IUyuqALuqAvBF0oowu6oAv6QtCFMrqgC7qgLwRdKKMLuqAL+kLQhTK6oAu6oC8EXSijC7qgC/pC0MSNsiz9QNKb6PiZfNVlFiTZdolP2kzH3fmylKwsOSF/N2lnum6jLr8hSouceNdjv983pR8k2TYX6v5P2jlNYhUEfXLDpE2TvI8ucWGr3Knf63IYupzEaWr1kEe6v5PGTbfRjUe2723VEvQ93TZW67Fxe6bejS6vOw2Pms2mo2XStpF7lv6epJqAW7UC20ZXW3812dpquz4Wi52shIhuyCwM0Z/rRtomgJtAsnqjWx0lVgeYdA/bwNh2u591w7CcsG6lE3RpDpty4v9S+ehSoVJp2E5w0f3SNZbcxsFmaE6yC9yN9D1nqY3spoTczsqzKVs9zvJ6t/5POr3iJLvoT0O6ogTbqp8/ydDJ/3XZj0mG0Ta3p1VD0GVs+NkkuZnEn5mUEW+iSwvI72ZBJvV6HcViEa1WC61WC6FQCIFAALFYDMFg0JzWwDrY9XodnU4H1WoViUQCc3Nz5rpwOGwtJn6SchTnTbaSFLJt05CARkSOc1RUPhQKwePxmJNVarXa2Okjo9EI6XQai4uLx47l0c92E4jzVtDTSAv8LKVK5PeFQgGFQgGdTseUHvb7/Ugmk+aMOOCw+Hy320W1WjVIO5/PY25ubqyqo+0Zs3x+3nSSuTWJ9Pej0cgceiGPzuIzdc32aeRmVKchJ7fvZ1ZG7Ixbg9weJN+vr6/jRz/6ER49eoQnT55gcXHRFErPZDJYXFw0Z9HXajV8/PHH2NzcxDvvvIOXXnoJ3/ve95DP57GwsIB8Pj9WtH9SCUy24/NQRDYLY0OR+nr5G5K0NDx6p1arodPpIJfLwe/348GDBygWi3j//ffRaDTGjnx+7bXX8Gu/9msIh8MIh8PW9tk+s6HFWZX7ScjNPdc0SRnIapQffPAB/vzP/xxPnz41x3nH43G88sorSCaTiMViGA6HqFQqKBQK+PDDD82R4b/0S7+EX/zFX0QikUAgEDDP1AdJTJpg58kjjTZshkQjHn1GoEZOklg7fn9/H41GAxsbG2Pn0Hm9h2f5JZNJLC0t4ebNm8dk2dZvmzy7KSkbQpM0URmdxhLYfnNwcIC7d+/i8ePHePDgAdrtNmKxmDmy+pNPPkEwGDTnzvMEja2tLVSrVXPd48ePsbW1ZU52iEQiuHnzpjmZlQX8tUtjY8DnpZzOMqGlQNbrdRwcHODOnTvY2dkx9bJv376Ner2ObrcLv9+PhYUFdLtdlEolU2NcKulJFSy1UGkXYJJwn5Zs95rk+lA593o9tNttlEolNJtNVKtVfPLJJ9jd3UWlUjFnolWrVTiOY07KJcput9toNBrmNOLPPvsMwOHpI+FwGFeuXEEqlUIymTRypNuhXdzPgy8aRbsp8EnKUf6Wh18+fPgQe3t7KJfLaLfb5sxBGcfj4QW5XA6PHj3CysoKVlZWkEgkjHHjtTZPSfNDt30a8j11pcdJ12jh2tjYwO///u+jVCphf38fS0tLWFpaQrlcRqFQwPr6Our1urlHr9czVjAYDCIej2N/fx8ffvghqtUqarWaCer+1m/9Fl544QU899xzx445doulfB6TzPYMyRsZ35Kfy2vZJ6/XaxTRH/7hH+L999/HSy+9hFQqhU8//RSO4+DNN99ELpfD5cuXcXBwgHK5bM4Io+DIetlubdRC4qaQTluWV5JNjqRA28bEcRzjshPdbG1t4bPPPkO5XEapVEK73TZu2GAwwN27dzEYDFAoFAAcKpxkMonl5WVEIhF4vV787Gc/w1//9V8bFPkbv/EbeOaZZ/DMM89Y41Iylmern31WeZJxQ9tz5f9uaNcWG6xWq9jY2MAf//Ef45133jFoiKeEcK5IVM7TbL7zne/g29/+Nq5evYpYLHZsAcJ2OonkhWyvjOudi5s2ySJoIaZWvnPnDj777DMUCgV4PB4sLy8jlUqZs8L8fj/S6bSZQB6PxxzDzNiH1+tFLBZDNBpFOBxGPp9HpVJBu93Gp59+imKxiGazibm5Ody4ccNYxWm+q+3/k9JJf6sVgBw0GTzlSbuOc3jQHi3/pUuXEI1GcfPmTUSjUQCHgf5cLodEIuF6LpZu8zQ0wutmiQOclGxHAdnaNRgMzNlof/mXf4nBYAC/349Wq4VMJmPcCsYaG42GQdH9fh9ra2sIBAIGRefzeXi9XnMcEY838vv92N/fNyfVZDIZLCwsGBnVbZeK6rxQkr6PPp1EXmN7L9vk9XpRLpext7eHu3fv4rPPPsNwOMTNmzexvLw8dgIK+yiVUalUwubmJprNJn72s59hb28P8/PzxguR8mprgw0R2Qr/a5rJTTupm8HftFotvP/++3j8+DH29/eRz+exsrJilAwZkk6nx5awM5mMOTaGJ7CScVRK6+vrKBaL+Oyzz3D//n14PB5cunQJly5dMlB8lv5M82PPSrYJ7QZnpWXpdDqo1+sYjUbw+/1oNptwHAcvvPAC5ufncePGDXg8Huzs7MDv9yOXyyEej7vGfvTzpwm55tFZlJG8n46HaB7I7/v9Pra2tnDnzh383u/9HhKJBL761a8iHA6bM+eGwyHy+Tzi8TgKhQKazSY2NjYwGAwwPz9vgrG09kRaEj07joNCoYCdnR2Ew2HMz88jk8kcc9dsSA6Y7ArPSvIUFMkP2/Ntv+X3HNtKpYLbt2/jvffew/vvv4/nnnsON2/exM///M9jZWUFwWAQfr/fIEV5r08//RQ/+tGPsLe3h7fffhuFQgHz8/PI5/NIpVLH5NWG+PW8IpqctFo50/HWGkZP8hNJPFJmeXkZvV4PS0tLyOfzmJ+fR71eR71ex/z8PNbW1syxw4TAXD1aWVlBu93G9vb2mJ/b6/UQCoWwsLCAUqmE4XCIarWK/f19cy6b29lobpPqrK6IDUHYIOuk3xBNHhwcYDgcYm5uDl/96leNReKhlz6fD9vb2+j3+yiVSgBgjgLf2dmBx+MZWw2ZFd3IiXCeSMim2DR608vDXq8X3W4X/+t//S/s7Ozg0qVLSCQSiMfjZrx5IGWtVsP+/j4KhQLa7bZBP41GA/V6HRsbGwiFQshmswYJ+Xy+sTPCgMMDDu/du4eNjQ1Uq1XMzc3hy1/+8hhCmiQ/5+WmSd7okzbkkVcaYXL+tFotPHz4EH/2Z3+GfD6P7373u3jhhRewsrKCxcVFRKNRo/jorslDHtfW1vCd73wHlUoF5XIZDx8+xPr6Oj788EMcHBzg2WefNSc7a6UuZU3rCtsJNpJOpIzkQ6ZdI1FOvV5HNptFKpVCIpEw574nEgnkcjmjjHw+n4GJdMfq9bqJC9BV8Xg8iEQiiEajJl7QarXQbDbHTqx1I820s9A0FGEblEnt63Q6KBaLGAwGSKVSiEajGA6HyGazCIVC6Ha76Ha7ePjwoeFJIBBAKpVCv99HuVxGNps9sUKRfr+Mi5wnTWoThZkTzev1ot/v4/3330elUsFzzz2HVCqFSCRi+p1MJhGNRnFwcIBisYiDgwN0u12zZM8l/f39fYRCIRODjMViRhFJN2U0GmF3dxfAYdxydXUVL774olFctsnG/9m/s/AGOH7+n1RO8lk2vjIm02q1UCgUcOfOHSwtLeHVV1/F888/j+Xl5WOrhbJf/MvlcshkMmg0Gmg0GtjZ2UG5XDaI8/Lly4hGo8eM9zTQcqaY0bRAmXygfrDjOCbnI51OI5fLYTQa4dGjR3AcB5FIBJubm3j8+DGCwSB8Pp/JpWm1WiaXaDQamSA2J9lwOEQikUAikcDu7i7a7Tbm5uawuLiISCRitL1u1zT/9jSk7zPpvloR6YP5+v2+WSliflE4HIbX68WTJ0/QarUQi8Xg8XhMdnoymTSHGg4GA1QqFXQ6nYkKdxLUJ39lm8+DT/oZuj1ywo1GI5TLZRSLRWQyGcTjcTzzzDMIhULmBOFer4d+v4+DgwP0+32EQiEsLS3B4/EgnU6b5XqPx4OXX34ZAMZysvRyOGWGJ85ubm6aY8jX1tbw+uuvj/FulsTNk5DkiZsh0Ac78pV/w+EQm5ub+Iu/+Atks1n8u3/375DL5ZDNZhGPx8dkQhtQ7R56PB5Eo1GEQiF85StfQT6fN96DXhjRbddtlTSJZycKYLuhINs10sr6fD4Eg0E0m000Gg0jVITRTHqkL8/VtGazOXY/n89nVowoQFy6DYVCiEaj1oQ/G50VVtt4MykWYnsv0QCFidZcnkLr9/tRq9VQKpVMvhEFg8l9/IxHhut2TbLkWrD53TQUd1LeTFPUbMNwOESxWESxWEQgEDDILxAIAID5jP3lZ4yDMEDr8XgQCASQzWbR7/fNaluv1xtzGaTrw3gj0fvTp08RDAZNGEFPaI0CzotHbrzS1/FazoNqtYr79+/jjTfewM/93M9ZUbrbeMrvyLtgMIjFxUX4/X7s7u6avKRJp9pqeZOfy1dNJ3LTbL6hvrkMpjWbTbz77rvY3t7GnTt3EI/HMT8/j3a7jWq1Cp/Ph0QiYQKNnIRESsPhEL1eD8ViEbVaDQcHBwY6bm1tIZlM4uDgAI7jmM87nY75/aQ+aaV5WrLBa8kTLajS9yeC0VaJCrfb7Rplw1gaz4mXE49WiPlZMjHQJjA2A0Jlz8npJlCnoUmISPOIS/S/8zu/gwcPHqDRaCCfz5vxpKEKBAIIhUIIBoOIRqNjgl6v1+E4jnFx2+02Op0OSqWSiZPIvtFFA2AmWz6fh9/vR7vdRq1WQ7FYRDweRzKZPLa0LwO4p+WX7QRmjoFESpQXqQi9Xi96vR7W19exvr5ucq/6/f7YSpmN31oubPNiYWEBmUzG7IZgGg5dNckL+Xv5XJvB03QiZDQL2VCTzn+hwMkgYjAYHEtSk5aL1qzT6Zg/ujLtdhs+n8+4NbLz0wRDQ9XPm6TiYr8oZESPVMD9ft98bxNMKim5JcZmNfWz3QTBzQKTzmL5Zx0LIpJKpYKHDx/i/v37WFxcNBYaANrt9tjk18vSVNryPXnptn9Pt8PjOYxJAoey22w2sbOzg/n5eaRSqYl9Oi2ftMGS4+V2T+meMRWk1Wqd6vm2dpBCoZBR4NyK5DiOCatI9433mDTebt+dajuIbWe37ozH40E2m8Xf+3t/z2QR93o9bG9v4/Hjx3j8+LFZHYlEIggEAkgkEvB4PGaFCACCwSDm5ubg8Rzuy4pEIlhYWDDZxu12G47jmFU07l2z7brmq9bWZ4XZUvm5WX/5P7d61Ot19Pt99Ho9xGIxk029tbWFYDBogqt0TyQyopvS7/fNmJBfMqYk+65XM2ROEiexTUGfNZBtW6XT7iCf8+mnn+LBgwdGXr70pS+ZlI16vY79/X00m02T+ErExKPVR6PRWNInV5dGo5FZAZIJf0RabEMkEjGTazgcol6v4969e3jvvffwrW99C7/1W79l2q5zZ84iQ1r5SLRKRUpXks/u9Xrodrt4+vSpCTR3Oh1cu3bN5EnJe9pcTJvLR5Ku2Gg0wvr6Oh4+fIjNzU1kMhn88i//skmXkONs4w3JzWMBTomMpmk9No4B7Lm5OVy7ds24Unt7e2awu92uQQL8baVSMR2SgszYCF04yYRwOGySJSe176y+/bQ+255nixPxc6Ibxo2YV+XxeMykIa+Y1gAcTRopLHKi26CzW3ttcQVed54rarPwvtVqGTeLaJETkgZH8pB5WNJdkApKyo+UDY0+SJJnjHdytbbVaqHT6Yzd9/MiN5dJtrnb7aLZbGJvb8+sOne7XRN41n2y8V9/ZpNXvueWHI5Fo9EwY8TnuMnSLDSzMpIdkmnn/E5fKyfbjRs38K/+1b9CsVjE1taWSXLkJtB+v2/cr263i5/85CcYDocmtySfz6PX65k4ic/nQ71eN3vcotEo1tbWsLq6Oub/67bZrPFZSaMOPRi2wWb7iASZXEc+cJBlTKTdbqNSqZgVNgbr+Xzp8mkEpWMberuDDeFOijGdlke27QTsA2WGEz8SiWAwGKDZbKJUKuHJkyfHdpmzbVwQabVaJnjv8XhMZjaVuVZicoIzVkTFxvBBPB43CpH5Xel0Gslk0vz2rPEi9kMbD2lsbAmY+/v72N/fx09+8hNT4SIej5ukRrm9SCoG+b8tG172QyvewWCAp0+fIhwO4+WXX8bS0hIuXbp0DLXJe00KH0g6UQkR0qyxFolc6D7JweYf3S1aHv6GG/e4LMl9Nd1u1yRMplIpxGIxXL58eSzQOa1N5zXZJt1H86ZaraLT6Ri/fmFhwfCDcTG6moxV0CJT2RCyc0WJz5WC0Gw2cXBwgGw2O3aNbtukSeQ23udJ8r5UoOxvIBBAOBw2/Op0OgYdUmnIeIVM59ATQAfltXvHSUtXVcaW6PpxsjE2+XnxQqM1G3qTuXWdTgeRSATdbheVSsWU5XFLb+Grdq1sc4DXFQoFVCoVHBwcoNlsIhgMIhQKoVwuG7SZSCSwuLjo2q9Z5GnqaprUaFJ7zzKBGVyjoNHNoGAwZ6TZbJog3Gg0Mkuz2WwWc3NzuHLlioGinGjf/OY38frrr+P69etIp9NmUrtBRVubNTqw7daeldwGU6LJR48emYENh8P45V/+ZUSjUfR6PYMUh8Mhksmk2bUfj8fNJB0MBmaFLZFIIBQKodfrGQTKOMLu7i46nQ5u3bplFLlbTMtNmU6aDKcl26oOALOy2Ol0cHBwgP39fbPnjCVS8vm8if94vV7jkjOWEgqF0Gw2x/gulRAVDZ8HwBhDjrvjHK7KUuk7jmPSABis5Vi58fC0ilsrCulyytgNERFX+DqdDi5duoRYLIb19XVEIpGx2mASidvaxtijTAeRxs3r9eKDDz7Ahx9+iHv37qFer2NtbQ3xeBxPnjzB1tYW7t69i0uXLiGbzY7tJ9XPo+Fwo6lJj5IJs5JmABvX6XSMUuGA053wer0mg5rLttFoFH6/3wRWGdUHgHg8jlwuZ66RrqFbe7X1OQ8hmsYH2/MrlYqB0ew7ldFgMDDlVcg3WnGiHgZWGUPhZARgVj306iLbMymGNMnH/7zQEYt97e7uolQqGYXM5E0mvvK13W4bt0XmG9HNYlupjMg3W8qC/J+rtbu7u3AcBzdu3DCKgPGR3d1d3L9/Hz6fD3Nzc4an58kfbThs96cSDQQCJjePCp27GWQ+FVGf7b5SsbrFe5aXl9Hv93H37l0Ui0Wsra2ZOB4Ak2gst83Y5iFl/VTISCsUN5IPJTPZSSIWbvZ8+PCh2XvF1QAyuFQqmWzaeDxu6qjwGiZHejwepFIpLCwsGIvF59n8bs0M7b9OC3pPIje0pflDXnCHOIPwfH6/38f+/j663S6SySRarZax2txl3uv1UK/XEQgEUCwWTdyI7i8A45ZxkvMZ2ipJXvD7ScHLs5C8jx4Xxsg+++wzPH36FKVSCb1eD3t7e2i1Wkin03AcB6lUCr1eD5VKxbjvRACMNeliYzKOJtGOnODkQaPRQLVaxb179+DxePDKK6+Y7Tftdhu7u7totVpmT9wzzzzj2sez8op9kO+l8vT7/QiHwyZRGIAxUETLnU4H7Xbb8Em7myS3uuhScT333HO4du0a/uf//J/Y3t7Gq6++auqOESRwAUnORfJdZrzr50uaKelxmt9n+9ytBIJWcHIVidaccaOdnR1j9bnrOhqNIhaLjUFr3m9SO21B9/NwPTRNir/k83kEAgGz25wKhpnoVLrRaBT1eh3379/H3Nwc0uk0AJhyK+RFIBAwbq8c6OFwaBJD+/0+lpaWzDYSjYwkHJfv9XVn5ZXt947jYHd31xT+4koQ++vxeHDlyhWTa8TN0olEArFYbMwt18Ftj8djlLhE35zQEnECR5OGReu4hy2Xyxn3mMl+jUbDZGTbXJHz4I90M9l2vq/X66auV7vdRrFYRLfbxTPPPIPV1VV89atfRSgUMotF6XR6LChvAw9UPnI3AIlz8Fd+5Vdw8+ZNs5mbsc9CoYBisYhwOIyFhQVcunTJ9EG+AjBeDo2mpJmU0aTvbRZVIim5uiWFRmbCUhnJAC2tGDuwvLyMXC5nNsjqFSGN3GwM5+dSaZ2XRbPxhs8gsdRFIpEw8bFer2eyWnu9HgKBACKRCOr1Oh49eoRnn30WKysrAA6FIh6PIxqNmuxX3ke6LrVaDY1GA5ubm6jVakilUtbyIrq9tqQ1ycPzJiqjjz/+2HxGpUniwgRdEgZN5+fnj7lj2thxuxCVEWVGWmoZo+G1juOYVUy/32/qJNH1oatsQ5enJZ2KIY2oPB1nNBqN7UagMgKA5557DlevXsVXvvIV7O7u4u7du3AcB+Fw2JQKkfNEtpfP0avRjuMYt/B73/sevva1r+E//+f/jL29PePJ9Pt97O3tIRAI4MUXX8TKyspYH6QsTQr+n3hvmpsbouEk4SNjPtzWcefOHbNlIR6Pm8i/z+fD1atXTUAbwBiki0QiqNVqBj3QUhGGajSkBcTmg5+H5XebtHqgGe9pNpsmvlMoFDAajXDnzh0zCYrFIqrVKu7evYv19XWzKZgC8cwzzyCdTmN+ft6sQrKuczweRyaTwcbGBiqVCvb29rC7uwuP53An9o0bN0yZVTmJdX9s1v48FLacuDycgWkMrVbLrAg1Gg0TiC0UCiZo3O/3sby8bHbdS1mTbpjMwKah0kv5Uka1297r9XDv3j2DUPf391EqlQxaYqKpVn5nIS2LnLRUoP1+H2+//TYePnxoMsoZ9N/e3objHG6DYemYzc1N/Nmf/RlisZjxKEKhEFZXV5FMJpHP502KiOM4RsFyf9ve3h7a7bZZueMm7na7bbbpsNhdKpVCMBjEkydPMD8/b1CjW16XG53oqCLNNPleB0ppObiKweLy29vbpqHhcNgEa4FD5BAKhcZOvpB5ElxR8niOAo5umdaz9Em3/7xIK0byoNVqodFoGAXNIO2jR49MgbRarYanT59if39/bA8Qrdbi4iLy+TxisRja7baJQ9GSZzIZo+SYxxUOh039KMZbgONZsnqySjqPySbv0ev1TH2qQCBgDFatVkOtVjOTpFqtAoBBdul0eqzGNxUC3V72SyobGcSV/ZN/so2j0WEpkUAggEqlYnLagKNkUz7b5hWclXRMi6vQ9+/fx9tvv41cLodQKGTSXJh/1u/3zf8HBwf45JNPTJ9ohG7duoX5+XkMBgNTD2o0GqFSqZikxt3dXTx+/Ni4gnQHJZoHYFY0E4kERqMRCoWCWYSxpVqcSRlNmrA6mUw/lDEduhJPnjxBqVQaq1dDa8gYEbV3t9uFx+MZK0XLVwpfs9lEuVxGPp8/1jbdfjeSUPi0pCeujeEMJjJAy02Mn3zyCXw+H1ZWVszycSwWw+rqKl555RX8w3/4D/Hss88ikUiYoDaD2M1m01gsJuV1Oh1sbW1hZ2cHOzs7uHXrFlZWVgyy+PjjjxEKhfDmm2+akrW6zW5K6CzKmveQ200SiQSuXbuGxcVFvPTSS6ZvlInbt2/j4OAAn332GVqt1tjRVJw0RNVEPxIh0S1jYFcrEKIK5uXQ8M3NzZm6R7zHpUuX8PM///MmYP7cc8+NTbbzJO1hDIdDfPDBB3j//ffx6NEjtFotY1C4epVOp9HtdlGr1fDo0SN8//vfx/37982KdDweNzLw8OFDPHnyBD/+8Y8BAOFwGI7jmF0QnU7HuKN0+2VSKfO8pFvJeG+9Xsf29jY+/fRTLC8vm5Iusl+T6Fw2ysrIO0kqEFYkZEkQudrB/CPmkMjys7Y9VHweXRRdrOnziG2clLQ7yDhDpVJBpVIxcTGeVsFs3m63i0gkgkwmg6WlpbENopwIwPiufvafy9BMGmy320ilUqZgf7PZxNOnT83Ek209SWzwrERZ4d67ZDJpJgP50u/34fP5sLOzg0ePHgGACcASVXLvnYx1kWRMCDja6S/bwAJtUkn5fD5EIhGjmPx+PxKJBBYWFnDr1i2zMpzL5azxtbMoJxsaZQxrd3cXt2/fRrPZNB4B3XfyksiSCxdcdZSuGBXzcDg07i9BA5U489jYd+4dDYfDY3Fc7QXxt/R+EokElpaWxvgyTX4mKiMGzuSyOW8qg34aMWnBbTQauH//vjmtgW4FmcD/mTdCKMxD9+iCxGIxw0wuuXY6HfR6PYO4ZH1jOdCaIYTjZ51gttiUhu/379/HgwcPjKvFhL4XX3wR9XodP/jBD/D06VO8/fbbuH79Or72ta+ZLQeVSgWtVgu1Ws3UZ47FYiZOwH4yPymdTqNQKIwddnnp0qWxHBtaVLeYke6b/vy0PLI9h69MT6Bcvfrqq7h69SparZY5VSYUCiGVSsFxHMTjcVMnPBwOG6Qig9SUA+Z0yVgMZYjVI7lCRteO9dq//e1vIxaLGTcRgIm5nQdvbDzhOFUqFWxvb+PevXu4d++eWc6vVCrweDymxC5wOI9CoRAymQxeeOEFeL1eo8gZ4+ICiMdzuBxP5S9d2sFgYMInlFfqAbplGxsb6PV6ZtWTc7Db7eLBgweoVqsYjUa4du3a2HafaTRTBrbb+2muERsgDyOke0elJZdXac2o6clkThpZLkPGCfSKwyz0ecSIbAxncLBcLps61l6vF9FoFLlczmyHaTabKBQKSCQSKBaL8HgOlz9ZLxw4KuXgdq6X1+s1Vo38pZLy+XxIpVLGVZrW/0njfhZyiznKJWfGIbxeL7LZrEmKdJzDfCMZHJUGURpCaSzlZJD5XXy+bBNrt4fDYaRSKVy9etXE2GyLIZ+Hq8Z7t1otU5uIyZ7sJ8Mcss9EjlTCEr3xd3S9iECpjGTQn6tverwk7yTfGd8l4tzd3UWz2RxLOZmFJiojudpgU0TaikrlIvMVWq0WNjc3jRWTE0XnHckKfXNzcwZ6ElEUi0VrRi1pUrIYSQduz0JEYjJNQVo4BvxYz4krY7RysVgM169fN7674zjY2toCADMJIpGIWV0iRNdbHfgcrkTGYjFzZhZjTlevXjXWnwlxk+JFEnmdhdwWOeTE0ooEwNi2j3q9jmQyadw6WnW6ZBLxEeVQWVGOKZt+vx/RaNQs+VMBMZGPssaSvryPbLcMN7jx7ySkDZrH48HGxgb+5E/+xGwLajQaptpnOBw2u/R3d3cRiUTw8ssvo91u48c//jGq1arxOORWD5lyQ09EKlftdpIvDKR7PB4zL9l/FkWkO8jQS7fbNW3QoRYbnTlmZFNI8jsqJJYe4DK87LTMb2AcSSdpMf1d7kGTgjwrFHRr+3mSnHBEcDI+5vEcJiZyDxlwqHjS6bQpBcEzvqSl4++mKRA+k/vbyM9wOHzs97a2u8VAPg93ZNL3VPKyZAxzh7gnTSbP6fbZFlfktRJNk9eUOTcEKunzQEaSNzySKR6PY2lpCZ988gnK5bJ5LmNKrVbL/I4brBknky4YMF6WR4IMHdqQfWOZ58FgYFbK+CzeU15/2vk4kzKyoQ35nYy/aGVEQaKfm0gkxialz+czGdU84YOlY3l2FfNoEonE2EZAxkQikYjrEr/NbdT90e0+CelMcI3AGFhst9tjxwsPBgP85Cc/gc/nQzKZxGAwwNzcHCqVCu7du2cOu5QlVrjKIZ9DqM3++/1+c9x1p9PBxsYGnn32WZM2IeMpNmusSS4inJbcnmPLYJZWmgFlnuwxGh1WuJSJiUQzMrgqkTdwtJeL7j9jKHwO4yQ8Yp1xJqJ7HYOSxvQ83X19/+eeew7Ly8smyfW3f/u3cfv2bSwuLh6reiG3w8iSNCQqWq7A6liRdOEkQh0Oh2ZjLtsoNzHTQNBV8/l85rBVIlU3g6Dp3FbTJn1OASCTpFViA7nRz3EcJJNJ49dSAAGYLNjRaGSWNyWElqRjBbY2yu9Oa+Hc3EE58Yj4qFCkm0X+8DPue8pkMmMWi7yjW8g/IkO5P42Th+6gTB497wl0VrIZAslDuRmW/eJ3UnbkvjSJInV8iPeXqJOfETUwZcUtD0veS7b5vFASN+ZSabBKAw0x0RCX62mQpdLlfjGpOG3tl3IEHM0biTgZc2SIQPOUXo1EYjp1YhbezJz0yAe7oQi3z2jNmSsi96ZwORo4nJDlchkejwc3b96E3+9HvV431tFxHJOdS+TE0y3p80uratsDI4VXxkPOMkG18pHv5aSgIvX5fCZuxCAhl0WbzSYuX76Mb33rWwYS01WhoiEKkAW/GHvSZUaTySQWFhbM6g/7SWs1CT3a3O2zKmx5f/md7d5sL5ERML7ZVfaHyJE8ofBT8TOpVvZNVjqw3Zdutc2qu4UmzqrkeS9uKKfBYunleDyOdDptUjdIPIqInkIqlTIeCWWd8idDI8DxksCMbcZiMaPs1tbWEA6Hsbm5iUajYY4P5+95L24NYT3ug4MDzM3NHZM/NzpRpUfZ6GnXkbmcVDIeRL9c/sbn82FpackoqE6ng2azCa/XawKNXA3i5GVtY1sMRa7OyM8/D1TgNpEkapPxDykQVEpcnk6n04hGowYl6j+JjKSwkZ8UiH6/j3Q6jeXlZZM8KttGXth452ZBz4M/bpZ60m8ZbJVlK2z30YpBrqYBGOMXSaMfIiNuhdDyopX1ecmTvC8PnuQpyV7v4V68aDSK+fl5U2SQJ8Py6PPt7W1j9Ov1OgqFguEbt5BQedBNIw/lMj4zueVcYnIyF0lGoxGSyaTJZZJlgbm9Z2dnB7FYzOTRTQuHnGhpX8KxSe6P/C1rXFOIuJdKZ1cHg0FcunQJXq8XpVLJnBJBF0T68Cw7wXwG6WdzUsrlRDmZ+Uxt7U872WyKiIMq2yR9cnlNMBhENpsFcIiQqJjkZCLSY8BSxouo6Pk8rmJ0Oh3k83k899xzpmi6hOQ6XjBJUM7qfvD3ckVKBjltiFu+J58Y85CGTN5H8oz8JAqiLEpZkL/hPbjTv16vjyVFyrGVCu283DPJo1arhY2NDTx8+BDvv/8+IpEInnnmGSSTSVy5cgVPnz5Fq9XC3Nyc4UWz2cS9e/dM7g+VUTQaNTFVxnd8Pt9YkUOPx2OyrJnpz0xvxnKZStDtdg1feMRYOBweKwcEwJzfNj8/j4WFhZmU94nKzrptCrRZV/metYyZzUnEwMFlsIvQjzlJFKBGo4F0Om0mKl/dCvDbhENOxvOw9jaSrpmeGPJZFAi2X64eMjNbpz1oot/OaplyxYNBSu5psmWpyziLRpduzzwrCtBIVRs7+V7Deul6SdcAwJhrJuNrXCThChx5xPvLOIne3MkJ6aYgZRvPgz8ysTidTuMrX/kKPB4PPvvsM9y5cwf/7b/9N9y/f98s5/MUGVYyoAFiGge3tJAPcvuITKWQCxTSIymVSkgmk8blY0Z2IpFANBo1IICISG4e5oLV+vo6Xn311THjMWnr1YkC2DZYPGlis7MMuDFfRi4RstaxrD3TaDTM0iQLanHDZyQSQSwWGzvq2OZW2FwOvj9vJaTvLa0vFZJcwaOlJzqk68qtCDwdRCo3TbRqEjFwUhEx0VpJRMJXCg0AMxH1UrdedTwP/rDtNsUkeaffkw9cCJF8oRsnXQ4pmwz6anTMCSmDslRcbm6arU/ynqflFWOcPp8P6XQar732GiqVCmKxGO7evYt33nlnDKn0+31zNFG1WoXjOGa1NB6Pm20dzD+LxWImRsl+Uj6lLHDvI0/zZUlnzlO/34/FxUUMBgNsbm6asIGUpdFoZDZBE1XJcXajUx9vbbMKeiCY8yAj/xri8hpaNMaEyCgiJwBmewhzLyQysgmBVlLTXMuzki2+QJ86HA6bagQcVJkNLQVCr/LoGAcVGv+AQzRJC5ZMJrG2toaDgwO8//77yGQySKVSY0mSRKtUXqyuSYGfBSmdlj/ahdbPkfE2iVC0qyljQkSYdEWAo9Nhea3kNXnFTdkkGf+Q+TmybYC7a3taPknlyjFKJBK4fPmyOW8wk8kYg8x+dbtdUwLX6z3cNFutVg3PiIZotFmjST6HBhA4Qu2sf9RoNFAsFtHv95HP583ng8EA+/v7cBzHxITkSiR5ofcR2sacNFUZzcpc2wNoYeif0vXQyoiDzuV8iSjozzqOY7KLucLCouOyDRqpuSGk8yY3ZUirHQwGDZSWKfgS2UnLTtKJe+SNhNyO45hd7F6vF5FIBLlczuzul1sJJM+Zw0T3hcvDOpZznjySiMQG2bWB425yW9a8Dh24xYxkXhGVnJykMu5E1MVxmtY+m2E+DdmMeygUQi6Xw5MnT9But03eHVenWq2WmQfsfzAYNEmPwNHJPJQpxl8lSpUriXJ1luVDyuUyms0m/H6/4eVgMDAlbqTcsO3sE5XdLPyZCRlpJtlu7Kb15B4YmS0qlQY7w2C3LDbPjX+DwQCPHz82Rce73e5YgS2bP6/fS6JlAY6E9rxOB5HWG4DZwFoqlUzeCGEyv9ftkwhR/kllzcEGjhLcmHvFfW3cTMr9cZ1OB4VCwbhm0WjUFNrSbu80WH1S3tiEVcdkSFQqzDPSAW/+Vudsyd+TfzrILf84TnKSykMbZbvZRpuBOw+jJxUb0SlXkulicTwpB+FwGPl8Ho7joFQqjR3xRIXENlFGmEjMGBEAk/TJCqL8k+PAjelUbplMxrSV7iDL5TAniqt5mnc2OpekR9lhLVw6yY+QTWf0cmIxACuzZzOZjFnmlEuINmGYhWxK6/Ny3eh+UtB1Uh6tkfS7JXrRE1e2Vb5KPvOeDNpSQOr1OlqtFvb29jAaHR0JResqUYKcrGelaZNX8172c9LGYP7JVUfgKEjKz5jfJbOB5fPl9g+iJcY1SZ8HUnQj6YZSgcgqF0yeZaXUaDQ6FoDn3JKomrLV6XRMfA2AQc1EW9L9Z/JkKBQyz5XxT7psJI6DG5KdRjMVV5v0Xsds5IMHgwGKxaI50YLuCjUoJxtPi+W9qLBWVlYQiUSwt7eHwWBgio9x9YQxASko2kLafHsdjznLhJMIz+05rL3EFS4qmkajYawfYxjAUR0bedQM42P8nhUQeIQPf8PgdyQSQTabRTQaxe7urhFqVgjwer1GGXEBYdLu6rNMQhsq5auO5fE9s8dXVlaMgSK6lrEOxjtk/poMVvM63tuGoiWRz3IfpDack5b2T8snPalZG319fd3kjHF+UFmwogBjOvycssDNxYuLi8ZQkRcyj83j8YxtO+IzuMqbSqVMjp9EnBKpe71ek8xLA8CTXibJgqRTIyO3wZAPlT6/vIYdkp0DYGJDwCGUZFaxjClJlCGVka19syqZ84onSaUsn6/7S5IrGBxE/pYIUK568Dvek/fQk5PCwYnFeuGyQL3MftdJqJP6dV40i/zQjWTmPvtNRMkYpAySymvkM/R4yGC+HBOdEDip3edJ2rOQq9DD4XBsUYEKkq4Q+0Dlyd9TDuR5Zlxd1f2mYpFoHThaTKHn4jjOMcNA3nJuUrZYJlqPsdt8O9VqmmwYOy4bzGuogel2yf1ZElXp2AiXITOZjEFM3HBKl0LWULYJtG1yTVJap1VIGhFqJEb3i4FilokNh8Mol8tjvKJSolDJ8g5cQpVCNhqNTI1oCpNMyiPEJnpgQS1us0mn0yaIrhcC2K5ZVkFOwif9mUS1tjFMJpOIx+NjbggAgxxl1i/7oXO06AYTTcscK6Y/DAaDMTTEpX2p4OU469jVWfmj+cI2sh9EsGwf5wNwFO+Risjv9yMej5tgfDweRzgcNmkBfAbTFyhfVELcPExDIN0zAgG92ug4R5ubefQ2g+lSSbnlGp1bzMhG7LC07NqvZQeAo/KgXF4kXAWOAuEslSlX6UjTLLhN4M8LFel7andNCgr7YIP40mpJAZB5HFL45TKqXLGUnxNuc6J2Oh2zrC13dst2nHdwdhLZ3H9OdBljs10rx1/GEaVB0AhJPod/jBXJRRFpcD9vclPW0sUkkTcSnfBzx3GMJ8I4ENEO/5eGTRsCfS8aScos5UlvlpVKWpYYIQ9nMfinSnrUjHMLrmoN7/F4zO5yXddoODw80WA0GiGXy8Hv92N3dxfD4XAsE5bH/aRSKeRyubHd2lrQ9ITSVk337TRkExIqWPaPqxRUsIVCwbhQVLzA0e59okiiFvrvUslwUywFjcuutHLSajEblwiD22y4IZLIQiNe4Kgw1yQ3blY+SbQiXzVCksT37C9Xc2y5UGy7jGdQQeuMbflcxqe410svjug2azmTr6cljiMVLxFus9k0iI8rX0SJnU7H7KYHxhM2vd7DwwWk2wnAbDYnUpExKImu6d7ziDGWPZZumw5gkz9EmPIzOb7ngoxmQRU6NsTALQOLlUrFfK9Xb/h7dlAXUuf3MhcGOFl86POydLL9bgiNfeWhgAz4Ufili8VBI4/koEvrIxEE26FXl+SEllCb8P483LDzIDeDRpJjLPsxKbYjwwcyFiQRui1FRCaUusmXm3E+bd/1/7YwiEQy/KMrTmUiK1fKID/vJZGmzrPSm68JIHjUPBWeRlNSDiXSlM+S42GjU7tpUvhtCoNxDp58yaNOHj58aJCR3F8mdw2TCCflRj8yPxKJGC2tBdZNOGwQnb8BxjODT0I2l0AKt3S5fD4fCoWCyW2h/88VQpkG0e/3rUWqgPF64ERDUgnJOBwVOEu2clVzfn4emUxmzBXUgmPj3WnJzZhJ/sllefmdPPpKTkQ53lQuRJHSFeYKJO/HiSU3YBMFMheM2yk4udzG9zzcWJsC0nLF9AMaaY4jt1jx5BmZXEw+8pgwAKb0M40a0Yzsv1Q2PMmZc5Urb+Vy2TyLKJ/KTy5AUXZl2omNzrSaZhNcPQFlZJ1altCZwWwZF6BPyv91ljU7Yluyl4PpNqnc2v95kHQXpNvE5EIJyYGjREe6W5wkEtbyPhJNyWvIs2AwaI7MZhoA40MyYU4iI+37nzfZEJhUmJIXnOx0V9lP/s/PZYBZlxeRPNGTQD5HIk9OZk50KZd/FzIjSaM4ygznD7PryZdGozEWFpGxIsdxzOKJjsOx31RwnLPck6brr1PZU9HItAoZNpFxUtIk/p2ouJq+mQ1G8zNZkdFxDgujcecwmckANAVC7kHzeA7rF/FgRylQNkRkQ2f6vc2/P6twaeWn2yT7SgVDJSBrLgNHhdOYXS4Dgbw/BYF8k7ETuhasasCzwbgHTR4NzjiWLOViQxufl+sm+UU5kXE2/sk6PFxBkjLGySHRgN48zYknVye1S8HJzsMxdfVEttnGj2mG7yT8IE8ksW0ca8oTV2O5XE/3TOYaSYQHHLll/JMIzOfzjZUm5sZ2ruDt7++PHT1PpC3vy4RRHSOaBT2e6ERZ243kQ6Xl4IbNL33pSxgMBlhcXDTFobjnhbWvZWyIAWuv93DTHzfk8Tn5fB65XA7z8/NYXFw8dsKFDpLaSPfnPKydzWqyzdy9zATQGzduGGjd7/dRLBbNiRWcZHKPlESIstYxBZRCxOfH43Ekk0ns7++P5eHwXsChm5fL5ZBMJscmqO6TW99OQtPGQsYNpcyNRiMUi0UUCgWUy+UxtC3dJvJEIxg+VyInGjR+RiTA1UVWjGDagFx8kQrM5pafhfQ8ovGo1+sm0ZfhiWq1iuFwiCtXriAYDJq6XhzjSqUy5ubqfCyJEmX79aolZTAajSIQCJhSuBJl00jIMMFweHgYRKVSQbVaRbPZHNsC5WbgZs7AloMrB0ILkhy0ZDKJV199Fa1WC0tLS0gmk1heXsbGxgba7bapjcJcBA4+z5D3+XxmIrPj+Xwe2WwW8/PzWFpaMpZdx1RsfWA/plm3k5CbUMo4xmAwQKvVwsHBASqVCl588UUkEgmUy2U0Gg1sbGwgHA5jYWHB8FNCcgBj+/foo5PfUpENh0PEYjFkMhmTxi+VESex3+9HNpsd2xfn5s6et3uiYwg6HsO2UBnt7++bUzFkOxlDkXlCEsUQIdCVk8fr0BCwHA2RAieczGGiAtQ80oHcs/KEPOA4sqoi44ksfsZrV1dXEY/HUSwWTXtLpRKKxaJpq1TEDJfobUcyfCI3FbN/rJBBZEnZ1CdEy982Gg0cHBwYZcR2y1QETTPt2rdZTdIkFw44FJhnn30W//bf/lsEAgHEYjHjOtAtKRaLpqbvcDgcO3WAky2RSCCfz5u/5eVlkxQJ2BGRW9vcJt1ZSPNI3u9LX/oSlpeX0e/38eDBA+zs7KBcLiOfz2NxcRGXL182K4/a+nM1knvIZOY0AJTL5bHKkBQ0WnkASKVSSCQSuHHjhjkSKR6Pj7lFkoe2vp0nucX6tHHz+XxYXV1FMBjEd7/7XcMLbluQPOr1emMn5fJenIiMiUSjUaRSKaPIGJhNpVKmsgKVZD6fNzE1fqbjH5Pmxkl5Iie213tYavaFF15As9k0m8c9Hg++9a1vGReK1xE51et1PHnyxASUtUzK4D6AsY24UmH7/X7UajXU6/Uxd1gqZonQZQx4MBhgdXUVN27cwPXr15HNZo/JrY1OtWtfw+BJE9nn82F5eRlLS0vH7sP8hZ2dHVOigJ3k3hpG5efn53HlyhVzbItsmxSSaYJhs2TnHRfRk+3y5ctYXV3FW2+9hUqlglqthm63i7W1NaTTaVy5cgXNZtMUq9IBwdFoZE57kEFY8giAWXGkmwvArGrE43FkMhksLS2ZMqRyYcCt/+c10dxIypFNOXk8HuRyOQQCAbz88svG2rZaLXOwJy00i4nRlZW5QjKmFI/HkcvljBwxfpfL5QySBOB6yIHky+fBG6mQUqkUrly5Yg5AJUJ68cUXkc/nsbOzg8FgYFBwKpUyOXjc6CrbC8DwgQmRzEmKxWJj8cpgMIhisYhisWjqIzEjneMlF2UYaqEBWFhYwPLyMhYWFsyR2nqF8FjfJ03EXq/nsDOTmKf9ff09YI+oExkxSi+j74SMXq93bAlTBhT184HJimUSunMcB8Fg8MTS1e/3rQ/U7RiNRlhfX0etVjN+O49kYvxIVhZkv2iNqDzkfUej0VhpVZKMgQwGA+Pz84RUaQ1lnECOo3a/hXt3Yh5RjmYhPlfmBHELCwO3cg8Vr5X5MzKewbGQQVqGAGQwly6edK/p/rrJjZvsn0aOms2mmWu8V7lcNtUc5ZaOdDptUJyOezHMIeNCkqgQJDICYHbyc7GAIRLpruq9lVoWJYKKx+OIxWLI5/NIJBLHnp9KpY7xaKIy0hPNFqybpoz00rP8zbHGCKQlEZiehG6xLHZW39PNXdO/OY0QDQYDR7dJP8+GJnVb9DX6u0mupYy/yN/qVxtMtiESmZH9d6GMbP12y+9xG3vJH+k+yGvpwsmYiQ3dnwT1SItPCoVCp1ZGJI6DDjBLN3RSrM/tcz2eOsPeJqdu93CbS4zfcRVP54y5KaNTZ2BrC8rv9eDKPVK6QZM6Pe07t5iDbuc0pk67ZhpJ91CjGtv9ZTtl/pRuv1buevB1/21JqFpYbcZCt1n3Rb6elk/T3Hm3tutxdFMYjnMUiJXPkQmURAoyLULfW8vzJCNm48dZ5Eivcun7aSU96Zna/dVZ15J3trw9CQA0r/h7mzySfzLOxutmUZ5n23CkGjjLYJxlwCbdb5IiOu9nzkrTlKJtwtu+s12nldUkK+iGWt2Ug5vymISiT0uT+DINQevr3fpo48F59sWNv+d9j0nX2Hg1zQjI39n+bPea9t4GSGaliW7aBV3QBV3Q3xWdGzK6oAu6oAs6C10oowu6oAv6QtCFMrqgC7qgLwRdKKMLuqAL+kLQhTK6oAu6oC8EXSijC7qgC/pC0IUyuqALuqAvBF0oowu6oAv6QtCFMrqgC7qgLwRdKKMLuqAL+kLQhTK6oAu6oC8ETdy1L8tjuG3Ss+1Qd9tBrzdA6vOZSHK3NWvNyJIKshSG3Pmun6FLHUwrPxEIBE5dz8i2A1/2U+6c1iU95O5qt7IYejMo69HI8gyTaFIVAf3ZpPudhkej0cjhznpbu2zP0zzSbaPc2EpfaJ64HTPE/92qFMi26HHTMij5dxoeyRIisgqB3nhq2xzNV9tJMfKekvS4T5IDt2vYNnliCdvh1kb2IZFInKyEiFuZBbcSBcDxOjRuu+htgyvLjbCcgq34FzssBc82gTVjteIisc2s6ncS4jN0QXhgXABsVRWn7ZqfdA2/owBQKCgYUrHZypNMet55l8eYpIT4zEk7vd2MoO07XapCT2y3e0/bNa/lSpfslXPiNKQVqBxPm6GyVTaQlRS1LEh+2PokS5fYeGF7riw/K0uFaNmTNInHMxXkn2Vn/ySNre9Vr9fNqarD4RCJRAKBQGDsOB9p5VhtTtY9zmQyY4fE8XmzTPDT9G9a3ycJ4aR26XvYLJNGgx6Px9SCPjg4QLfbNeVGWdTfVuVvlonihmrPm9yEdJLi4f+NRsMcINjv97G4uIhkMnnsWvJUyke32zW1xmmAeHyUVjDT2qyf53bNScht/N0Mhpsil/yUYMHtN25jPkmJT+OHNoDT5sFEZSTP6JYNs5XznOQC6OsePXqETz75BAcHB2g2m3jllVeQzWZRr9fhOI458cNxHDQaDWxvb6NWq2F/fx+JRAKJRAJf/vKXcfXqVeRyOVPPV3bc1m5bO8+qkCbdz4YsbURFo5EblTEnHQupezyHpVar1So++OAD7O3t4bPPPsOtW7fwS7/0S0gkEojH42P3ka/SUmre2IT/LBbfRm5owoY0ZPlbvi8UCqaeeLVaxa/8yq/g5ZdfPuYuaWVEQ7i+vm7qYqdSKcRiMaysrCAcDpvTK/R42txFaTDltWehSZUtSfJ5+vnyeulxSD7b5oO+RqIrPcf5Kt0yPUYSpc2iiIApykifESWFd9aD2WQD6vU6CoUC7t27hzt37pgDGkulEprNJp48eYLBYID5+XmMRiNTuL7RaKDdbqNSqaDdbqPdbuOdd97B/fv38Y1vfAMrKyvmbCkNSW1ttCmJ85psk9xEG094XbfbNYXP6/W6OZmBfajVauaUECqjTqeDnZ0dNBoNFItF3L9/H4FAwJwtt7CwgFQqZU4VmcVg8HubwJ6WZkGr+tnyfa1Ww/vvv49Wq4VqtYrNzU3cuXPHFIlvt9t4++23zbFDLK4fi8XQbrfx5MkT9Ho9cw5ZqVQy/QqFQggGg3jjjTewtLSEtbU1c9qKbKObwtT9OCtNc2s42aXMapnTykofamkjbcxlf91O9dCuo0SW/GwW5UqaqIz08co2C6vRkrYScvCKxSI++OADvP3223j33Xfx1a9+FVevXsXOzg5arRb+5m/+Bu12G7du3cJwOMSDBw/g8/kQjUbNESi1Wg3xeBxvvfUW6vU60um0OeVBHkw3DYaetwui76drFcuJbbu23W7j8ePH2NnZwcOHD/HgwQM8fvzYFOLf2dkxJzmwPz6fD/F4HIFAAOFwGLu7u3jvvfdw+fJlXLp0CV//+tdx8+ZNZDKZsTri0pIBxy3teSsjTTae8BmcODLOtL+/j//6X/8rNjc3cf/+fVSrVXOaKgD8n//zfwAAS0tLSKfTePXVV5HNZrGysoJisYg/+IM/QKVSQaVSMb/hoYIsSP/P//k/x5e+9CX82q/9mkHmJKkAbN4AQwfnpbjdjIV0tWzxTxlfkvIuD2uweQxu73Vf9SIND9GQCzM8o4+f6wMWJtFEZSQPZZOvsuFasLUS0O9ZIzcajaLVamF/fx/JZNJ85vF4sLCwAODoGGaeuxQKhczJENFoFJ1OB+12G5ubm8Ya6vbaAnPnrYgA+0EA8lW6Yh7P4Smz9+/fR61Ww9bWFprNpjm6qVgsmpgIJ2c8HjdHzwAYU7wUQAoLz6FrNpt47733MDc3h2g0inQ6jVgshpdffvmYaytfSVJpTDvz6iSk6y3LZ0vh73a7uHfvHu7fv49Hjx6hWq2aY3XkhOSpFKPRCI1GA7dv30Y4HMb6+jra7Ta63S68Xq85SJBnyIdCIYM4edbYL/7iL7q6j7LN2rjo35yWbIqIPONncr5pw6t5Og2da0Qkj6bWxlTLAn9L5aPbBRwBllmU9LSl/TGYZ2uYHhjbMiqJ1/J4nna7jWKxaM6xikQi8Hg85lC6Xq+HaDSKxcVFxONxpNNplMtlVCoV5HI5E9Te2trCCy+8MMZUPRjShz1PZaTRgxQWueInT9zweA4D0J999hk2Nzfxs5/9DN1uF8DRmXE8EI/H6vCcL33oHo8ypkLy+Xw4ODjA1tYWPvvsMwDAwsICEokELl++jMXFRdy4cQPBYPDYuLr1j3ReCMnNYMkJABwaow8++AD37t3D48ePzWm58gghj8djFM5wOESj0cDe3h4cx0EqlTIIlQc2UgmFw2Fzkmyz2cTTp0/N4aK632yrzZW0uVFn5YvtM9uE1scGaYVoU/ST7s/4pF6JY2hAKzcaFRoCGQo4jSs7NWZku6HsuLaYbgLW7/ext7eH9957D5VKBcFg0Fi/UqmERqOBVqs1dr55q9Uyx540Gg1Uq1UDtzmZuJrUarXMYXE2YZlkJc5TOdnyjaSCGg6HePz4Mfb29vDOO++gUqmY0015BvxgMDDKhu0Lh8NGiQNAtVpFt9s174PBoDlbjgf1ETHwDLVHjx5hb28PuVwOKysreOONN8xqpG1i0RU8K9lQhI00vzgpfD4fIpEIut0uOp3OsbHkhPH7/QiHwyZ4z7bTqHJsut0u+v2+OZSQbnKlUsH6+jpisRhWV1fHUj1o4W2nh8j+nEVh2+4z6Vm2a22IDoC13ZIoLzwgs1KpIJVKIZVKmfMK9ckkEjnZFl9mRUSkmfKMJjHbDW3oSTkYDFCtVvH06VN4PJ6xpL1Go2GQkMyR4ftarQa/328UUq1WQzKZRDQaRaPRGDtaVx7M5wZb3VyE8yCNJHSQbzgcYmtrCxsbG3j06BG63a5xQ3nO1GAwMC4pFYo8wM9xHHQ6HYxGI3P+OY+/jsVi5tlcMeJKHM+s//jjj9FqtfDVr37V/F4rbpsbcFarPwsylQibf+wbDxUkWpdoUF7Pwylt57rzNzw9lffq9XombDA/P4/l5eVjbbKhDn3v8yCb3EwjNxm3jaONuOrW6/VQr9exs7MDAIjFYua3jPvYVtOnjemZkZFmvF4S1kFrPlh/1uv1UC6X0W63xyLuPC+cikTmDEWjUbz66qtotVooFArodDpGKWWzWaOsqtUqPB4P9vf3EY1GMTc3Z13itQ2uzYKclGzCLkmvMAyHQ9y5cwfr6+sAYPJcyCe2FTiyZjKo+/DhQ4OY5PHCzFQPh8PG1QsGg+Y0Xhmk3traQigUQrPZhNfrHYu1ybiAW6LdacltIusJw34HAgE899xzpn9S+VCByKV49kPLXrFYNM8IhUKIx+PmGZ1Oxxg9n8+HRqOBWq12LK/LbQ7IvtiSO0/KG5ubY1OCcixsbdEyPU3BMSabzWaRSCSwsLBg+EzDJpGqvK8MrNsM2axK9UTISMJs+RDNBPlKweZR1rLBhNb8ju+Bw+0OyWQStVoNBwcHxnKlUinE43EjRDxXvt1uo9PpuGphm78v23feJGNGGtqWSiXs7++bfsqVN711hN/xPo1Gw8TSSNql0dCZvyXa4oRrtVrGvft/TbbYgs/nQy6XQzabPWZgJNK05cOQj9JdBTAW/5AKjn/dbtcYBcqGlm89B2T7T6uwJ7k0bnPM7R76ez0f3BQaA/vhcBiJRMLwQs8X/Wdz0fS93doiaaYTZXlz6Te7wXpbR7kEzWQ8drrf76PRaBiExAGm5mWsYHFxEdvb29jc3MSVK1fw0ksv4c6dO9ja2kKv1wMA1Go11Go1LC0tARg/RVRvMwHGV3TctomchDdSAcgJIa/jswuFAnZ3d42FljGN4XCIbrdrrBL5wHtFIhH4/f5jKEHu02L/dDvD4bA5r75SqeCHP/whLl++jK9//eum3VKBSVfo80CPNtdNbify+XxYXl5GpVJBLBYzZ8sDh0qFfJO89vl8CAaDGA6H2NzchM/nw/PPP2+y1TnRuBLLSUiU2Gw20Ww2rZNPu2uaNydxqybxiG3SyN2mVLQC5ueAPX6p941pQ8n3EpXL1AXyHBhHghq5uXkdk/hzpl37NihoGxAu51O4fT6fQQRkEBUUlRQhOP+nvxqNRjE/Pz+2fQQ4DEp2u91jQTYbzWJlzsqLSc9jW0lyItmsihxYiX74ni6azPfQbgXvJZfDy+XyWGIlnyGfe178sdEs9w6FQgiFQibAry2x/owuKgP3sVgMi4uLyOfziMfjCIVCBvHQxZMxEKaOuJEb6rYhu7OQzZV1Q1+2eSjv4YaUbPNVP0PK1CT0N+07+edGU5GRtPZ8rzWy7QG06vw93a/9/X1ks1mzxCotPVc5nj59ajKzy+Uy7ty5g3A4jFQqhcuXL+Pll1/G22+/jWKxaIKbzKwdDAZGwKQm5/NtA3eWCaetlg2Fye9kTgzzuJghzWS7Xq9nJh+Vj2w/fw8cIoRgMGjykCSy7HQ66Pf7YzEn6SpzbPgc22ZNjvV5oEf9XiNhN/5y/CRSY4oDk125wDEYDLC/v49wOIxf/MVfxNzcHK5du4b9/X2MRiOTMMkMd2Zt012lW6fRhg1laDflrLKk709e2eYc4B6/0gbMpnR0v2z3kpnbUgb4ynlrU3raW5Cbad1oqjKyKRybppXX2eCkhHuE0iQ5SYfDIdrtNoCj4C8D17H/X3vX8tvWcb0/UhJJ8U29n7blOLZbozDauot6VQRFF1100f4LXRXopn9bC3TdJAaKtEFhJEXqKlZcK5IsiTLFh0hRIu9vIXyjj0dzL5/5IQsdwLBI3jt3Zu6Zc77zmDOZjMsPCYLALdpYLOYiR/ZFRjHHJLV+lLbR5ylSsQygbakPSP0l/E5363M+7aLWBRWLxXrmJwiuo23/3+TT7LqQrJZVtMPv9Rrd7EqfGAV9EAQuQKL5RUTmfC7n0DpofX20NGkEyfbCeAi4mpOjoyO0220nNCgcuJaCIHBjVmRJxcRxA7hhigfBtU9XfXKWT7W/Yb/r3yMjIy4W9WlYDccBMiJhNaj6mdLptNsvVSgUnBP69PTUafHLy0vUajVMT0/j7t27CIIAzWYTiUQCd+7cQS6Xc6H8ZrOJdDqNmZkZl2tkhYHNlfJNzrjQWpkxSpMpk9h5BOAWHBcETQrgmmnIWOpkZRKgmhl8DkO2+nz6pY6Pj90+QB+Ss3+PSmEMaJnYt6iZD8TsdOUnmrs079fW1jA9PY1qtYpWq4VXr14hnU67PXvJZBKlUgnpdNqhSD6fG7ALhYILDviEpuXvSZtnilQ4Jza4EYtdRQH//Oc/4927d06Q0ul8fHzs8oWePHmCH/7wh85EtUiIAkzROtMelpeXsby8jNnZ2R7w4HMHWLKmn+Z8hfHDwA5s27iPkXxwXO9JJBJu6wcn4PLyEvl8HtlsFicnJ64cBhflzMyMg9LWga55SdwIST/TIGaFaoFJCKR+ROexaiHmdnQ6Hed4VYHFv635R+bhXBAt8TodP9tUpzgFkvrddF6+a38RnxP1GbgeB3OMADiNTdMeuEY2zJvqdruo1Wou4kqBzYV2dnZ2A6WqCT0MTUoQkcIsD87F3t4eyuUyXr9+jf39fYd6uK6Ywd9sNl0um6IcHzLiuJkwGwQBisWii17TlFUEaXms3W4jk8kgn8+jVCqhUCjcsJhGNtN4o0ZvFPZrOri1/a3GCIIr5/P6+nrPbuuLiwv84Ac/QC6XwxdffOH8RFy0qVQKGxsbyGazDvkwRE1kdXFxgVqt5pIg1d/iyy6OctgNSxYRkXwlGZrNJmq12g0Bc3Jy4oQuBatqf4XiqVQK8XjcCTD6eiiMeK3Cb5ophULBaVUmk9IktmOy82FD68NQGIwPu1b/5lgY5WKENZvNolaruf4z+5zC6PLyEuVy2S085lO1222Xxc0FyjmJx+OONznmqICI5alxhDfHraao+qOUlz/77DP8+9//xscff+xSRDqdDmq1GgqFAu7du+faffv2LWq1Gk5PT52FQbcGcB2pVeWXTCad4CZqnJ2dxdzcHGZnZ501Qh8n+a5Wq+Hu3bt4+vQpfvKTn+DHP/7xDesgyj/Yt7iaTrLmvERB+TCmm5mZQTabdcWxstksCoUCyuUyjo6OespkMEU/CAIsLCxgbm4Om5ubKBaLPUKQz0qn086nREipE6F9spJ63DwjH3L0zSUjg8rgnU4HjUbDLQr1E6mPSRcmBR1wnTl7fn7umEfD44lEomfB2vujTCg7nkkIbPuMqAWtpjYVDHfbU5io6XF6etoj5Hmv1eS+ZE5+LhaLLq/Jp2iUj8KshUnNEZ97cHCA/f19NBoNnJ2d4fPPP8ebN2/QarXceJiNHwQBGo2Gu5culmw268wtppNon9VMY6KsRm3Pz89RqVRwdnbmtjDxGkVXlUoF29vbuHPnzo28QjuXlvoKI23ESjU1z+zL8sEyZnju7u5if38fT58+xebmJj755BPs7+8jnU4704zZsACwtraGjY0NPH78GCsrK04oavZtLpdDsVhELpdDOp12DOmLEHFcZGofEhiWLALz+UFoHqgpxbIoHNPs7KwTuDrPfOlESGQU3VjL53D7B30p1WoVQXCV8c49bmRgtm/fK5GQJlyOSzpHqghUOOjvFKhENYyckQ9Z6YHa/uDgAK1Wy5lusdhVFnc+n3cIieaqugl4bSKRwMrKClZXV3s2fVr+tnOmwn9U9KgK387R119/jRcvXri9hd988w2q1aoTzNzWQl9XpVLpUWr0laVSKYes1XejScn8Xkt+tFotV8yP7pEgCJzQKpVKbitSuVzGwcEBHj58iPPz855aWv14aOAa2JwwNc904dkXx+80kziRSLhd151OxyWgMWzdbredFmTeEe9jwSsuPK18mEqlsLKygpWVlZ5EwTDzzCdERyVFKDoXvrljWQ9qdV+SGdAL1ckgVrsoWX8Hr+N9XPCE6oTmDG/TjLGafhJC2vYzamGHjY/BD5rkvJYoOAgCt1+xUCigVqs5vyMz+3kPAwNsiy4Imh9zc3Nur6CiZo0m+d7xuHxk0SdNqYuLC2xvb+PTTz/tcUvoM61/lAJW12u73e7ZeqQClJ91bRNxq3nFNUVTmMiIipS82m63nfVTKpV6st51jJaG3ijLwdtiSRwcX64PIdAvwoWYTCZd/etYLOb8HXSWUbNT4HCi6UfhfjZG6VQYaRKcb0w6OZNgpLAJ1t8ojNRk8GlfNbdUGClReLB9okT1Vel2iMvLS1QqFczMzKBUKuHi4gKnp6doNBru3fnMTatUxp0n9p3jCzOBdBtGPB53godZ2PQnplIpVCoVNBoNrK6uIpvN4uDgAN1u1zmuNWCSSCSQTCZd9jXHl0qlMDs7i1KphFKp5PjIp8ysoPb1f5S5scLt4uIC1WrVCaP5+Xlks9kb/ki7o14Rc9izeK2G7umP4+9UbgQFNsGUNbGUB+mKqNfrKJfLzn2iSHskYaQT47PnVSLbsD/JahZl/EqlgoODA/zyl79EEAT4y1/+gnfv3qFcLqPVajnG2NzcxNTUlENDAJDL5bCwsOBsYW41iTK77GLzpbOPQlEaUuet0Wi48DQFLCNEiUQCS0tLTtgCcH4SoLcCooZgaaLwe0bYNLrG3Jp6ve5+JxPaPofN2yTIhxb5vUWY/J3ohmhYQ/I0F+jMf/36NeLxOAqFAnK5HLa3t92CZtsUzABcFj9wVSVyZWUFsdhVCWAuNIv0rXUwKbKKPwgC7Ozs4JNPPsHe3h42NjZuJCHyPq3kyHGqWa+WjK1NRP+qIiNtR0sd87mcA00ZITqiKVwul7Gzs+N8cDrOMH4aWBjpBOj3PvNMSV+iFRKsafz8+XMsLCzgxYsXOD4+dpm079+/RzKZ7AnXUpjRRuVC4/62flDQ17coD/+gFIWyOC+aC0XfmOZ7FAoFV+BLNZYiCM0fskhCc4qIXi8uLtxu9tPT0xu1fTgP/cY1Dmk/B3k/dlwUSBSk+ptuAWJRteXlZafNKcj4DojcdVN2EFwVYltYWOhBmXb8uhB945iUQuOYDw4O8I9//MOZOwxS6D0+hB+L9SYZz8zMOL5IJBI9vMWaTURRltfs+FUwsy8URsB1ikC1WsX+/j4ePXoUOk5LAwmjMNte4bu1ea0dS4g8Pz/vYFsmk3FbQ2KxmEs6q9frSKVSyOfzSKVSrogYkQ/Drzy6iAJLNYf2hX332fqA/+SHQckmkYUxMXBtpumWFYXIyWQSZ2dnaLVabiOotstcDjJMmBCl9udzGHGiv4FH9dDctU5k9t+nXMYlRRY0L9SR7ksqjMViDuWxf4oEKTxYaO7k5MS1lUqlXEIot8ZwAXa7XcdHx8fHSCQSePv2LWKxGAqFQk8FBPaP96kZqb+NSrq2Dg4O8OLFC/z3v/9FpVJxxfaazaarUqGF39hH6y9V3qEAUkSsAsUGMzRSrWvbumA4r2qGXVxc4NWrVzg+PsbDhw/x5MkT7/2WBjo3zWcTh9nM9jp9gWQOLRPC/UDU4EQ49BspMmDoksmNmhhJLWD7boVPlLAYhXyCOEz7s9CZzzzRSJk6pG0fuQh970E/a/IemZDCjOYNhV2UHT8JgeTjH6vV9fcwfuPmV/ZHnaxBcO1Y1VIyikDtTgIu2E6ng7OzMzQaDVe8r5+CsijNp+RGpUajga+//hoHBwfOZLdKPwyB838rSDSQ5ONZjtcqCCXlNf6uaFwRO/f/MSKu948sjOzL48C0M6pVo14Of+cAms0mTk9P8fLlS1d4P5lMolAouBKYFEqU6DyWh8cbZTIZV4xfKwGouaJaQl/MMCZdGGm7PlRBBEQfDhMOAThHPn9Pp9OoVCpOkFgkwHt4vb5c65uLx+NOYPNeCnGGgjXhT/cL9mOaUUj7aCM31kSxc9npdFz9JWti8R76zxQdUzkxH0d5lNdo0KNSqbhKpM+ePevpo12cPmEwifmiec0tUmy30+m4NAYeuMDtQlTK6tvhfTZYYlENx0Weow+NY7T72SxfEEjonFxeXqLRaKDZbLrcQWu1eMc+6CSFIQkf04bZ02QaSs92u+06zLwJHjukZSN04LyHCy2dTiOfz3tfRL9xWM08abLokL4Pq60UEqsQs2QVQti1th2bo0QBZU2isOdNSijZdoZp1ycQSKrxVdHo/Ibdy0ACzdazs7MbW0X6ocNJzlGYmdTtdl1eFXCdS9bvuZa/rUACbqal6O82au5b+77xc63yH/sa1d+BfEa+jvoG7Ou0+jd46CBDrvV6HYeHh+4wRw6gXC5jamoK9+/fRzKZdIXYuW+tWq06H9OHH36Ip0+f9mwUBXpPLiCSCOvjOIwUtsC4IDSvg/vnFBLHYjHnS+KBBL6Qt5pfPvPGxyQ0Cxld2t3ddXlF7JvWC9L3GWZ6jkLWF0VTQFMWLGqxiiyZTLqcIY0CMqlP76U5z5A+/SKKnPlcbkuiCcionY6ffea8KmIad25I1qzk9ic64TudjvO3fvPNN2g0Gkin0z3bnlRx2z6p4FLEoyibm4l1u5LmLJFvdcuNtkXEzU27iUQCZ2dn2N3dxdramqvPHkYDCyMOYtiFa6U7IR1NAmYgM0eh1WqhVqvdSDUnEY7yt2w2i2w2e0PY2AWrdrT2S/s5CYqC7xrxCkM+QG/BMAomC691HNbGV8HFRcb8Gh7pQwYmM4WhJDuHk6J+SMP+bc2rqN98Pg8iJApCRZbkS5qudA4PijomwTvad1ZAZeYzBSxzoTgWVXbWfxXWvpLykpq2KmhsG3o9BTKtEvZF0V2r1XIJqP1ooKOK1I6Pgn2+AesL5z9Kfr70ly9fotlsYn5+Ht1uF9vb28hms3j8+LFLOWfyIzftUStwf5tdTFbj2vHogg5z2A1C6qvR5/oQkwoiFUi6RYOaRZ3yioxsEX6SajBSq9VyG0CZ7U7/C587NTXVYw5bBp2UAFJhamsoWRTomzc7ZvV52MAFkQ6FLuscsZws0QCFvSrJQqHQszetn8DxoddRiOvk/Pwc5XIZX375pcufymQyKBQKKJVKyOfzTqByb57lb45d0bnPZxoEgUNf5IVEIuGAAUmRvI6ZwlsjdZzP8/NzVKtVHB4eYn9/3+VJRZmWQ20HIQ0CT62/hJPEGjTct8IJo5Oau6o169NqMZo8tO2tGdCvjz4zoJ//JIoGWbBRZhWf7cul4fXahtVOvu907nSDKRnG124/GnWh+frve65v4WtU0Xe97zsKVzpjOUfkMcsvVphZJ7qlsHdj0fYwpEogk8lga2vLnRPI1Ax9pz5hbBUq27OoRPdtsg0qCFvELmzc9nsqGZp2bId+Lg16hbUzkJmm9rEuJJ+fwkaqNOeBheArlQpOTk4QBIGT+jQjNOmPpUDpz2AkiO2cnJy4chuWwoSUnUDt8yjky4uxz9GIhF7D/4kQeWglr1fh6xNEfL6askQ63ErTbrcxOzvrEkSZAEfm8Wl/32IbR+v7/CyW+LutSGA3vtr++QQSD3Gs1WoA4HxIWhlB7ycPAHB+PbargtCOwc6XVXLDkEZYNzY28Nvf/hbb29v4/PPPHVKxESkiID5TTTq2qcjdRsFJQRD01IvitepEt+vajp970rhGmV5RLBaxvr7uanVFrbWBhFG/sGaU/0XvTSaT7rx3miJ0oPJvANjc3HSwVAfBpDZGFuh41WeHweuw7/j/pHxGFnFp+xQuarIB16fB6hi0LTKG/c6XV6Wf6YMDrk9o4ckjNtlNKWzuxjXZwubZClp97vn5uYueXlxcOB6wc6rRNBu54Wdf6RSLut+9e+eqifJ3q3T1/zB0Nw7Nzs5ibW0Nx8fH6Ha7qFQqOD4+RqvVcu9QE33ZF5u1rwgqTIhQ0VuHvJp3nBtVgNomP7daLayuruLRo0dOUD5+/BjFYvHGnlUfDVQD2+YR6SKwIdAwqBiLxdyxQ8ViEalUCplMBul02hXlZ7LjkydPkM/nsby8jE6ng+PjY8TjceRyOSeFefa8lgEBcMP3of6hMJg4SUEUhi7UZ6ZwFoCLJvI+XSC+dnScGjXUsXe7XZc2Qf9CqVQCAOzs7PSkWCjxXdlFNw561D5ZoabPswgqCAIX7SJqZFuKCBRVKBLn71r7W/kgCIKeBd1ut/H69Wv3t86vzxqYpCDSe9PpNB48eIC9vT10Oh3s7+/jq6++wtu3b5FOp9FoNJwzmyWXGYVjH21BRAoXm9ahJWl4L98BN6P7LAj9n1HIer2Ora0t/P73v3fo/M6dO1hYWPDmKFka6HQQ/ccOk9ReVenpI3aGIfpiseiEi6Kdn/3sZ+6I4tPTU+zs7ODi4gKlUsnB9tnZWSwtLbn6LOyf9YfYiYvSzKNQP7+CRsPIGNaRR5OUdZgUzqq213t8yYE0vXgft4SQUdPptKv6yIoHPkSl//sE06hktyn4yC583Qaii8EuHqWwaKWdK7apCYPVahWVSiUUNdv5mAQS4ngscs7n8/jggw+wtraGn//8586E/Pvf/47j4+Oe6GAQXG2HIf8wbYNBDAocClctSqd8Q55Q3rTzR7J5XNy2sr6+7hQDgwc+IGNpqF37NhtVv2eHovaHAdd+gFqt5vwjuuEum83i2bNnmJqawu7uLur1OnZ2dhCLxbC+vu5s03Q67TKvlUmVEVWAWqShTPVdCSMKEBUm/KxQl1GRTCbj9o1pDociKsBfcVOFH98DTZtYLOaEXbPZdA5G1oiy5ENL4xC1KsfCPtm+67NVuHI86v/wmU782/JAFFmnMIUR59dGXi2Ks+Mcda50bfF/5tEtLCxgfn4e3377LY6OjvCf//wH796960kVsdFBluvRHCv1XTKgoVuC1MTj+NUfaYWwCjMVRhsbGz3ggO9P00l8NJQD2xfV0DCi5qv4/Ex88Zok1Wg0eo6aicfj2N7eBnDlgHz//j0uLi7wv//9D41GA48ePcLDhw8xPT3tnGVaWkKfZ8lnEkyCrBbVZ9jviAABuAqPrN+8vLzsTJJMJtOj9ayzWWsY+8ahZiqLpHP/FfvLeVdm1v5OEhWpMLXJeda81e/sIZ56rV2IVIgWzYShP/2b/Enzh79Zs1L7bNsKQ96DkK4tjmdlZcUVFkwmk1haWkKz2cRf//pX7O7uuuCOljth5JR5ehQ69M3Sscz1rIKIc8p3Zc0zfS/2Hpq8PqXvm0MfDbQ3jQ+w3nBrekRJPb5s62TTAvJk0v39ffc8noF1dnaGg4MDrK6uuuqQ6pgchOwCs7+NQj44HwbxOV/ctNpsNhGPxx2jFAoFV4WQyW2q6fUlK0oIGxc/a7kV9SuQmX39jEK3o85RlM+O/2wpYN95eCT63awLwYe4+vWPC4t7IUlh82Dn2y7CYcm+TwAoFosoFos97zEIAldCVhM0tR/qzOffWjlVkY+a/vxshboNljBD3fJ7WJKypTB+GirPyAohSkcNRdtQqJpPrDLI5K1Hjx7h7t27rqYvERELh8/Nzbm6KDQtKpUKWq0Wnjx54gpiKYQP02Q+DRw2zmHIB131ZXNx6QsmPOZpDZlMxiVvTk9fnftO7awORu0/X7JvEeq44vE45ubmsLKy4pzBvJ6MqiUgbJv6eRwTxAoM3zV6rc4nfV7kO5/WHQSVRJnofGdMg/BtH1LTw/f9OGSVjH5Hoq+Pp3eQp4gKDw8PXb+mp6fdKTs0xWZmZlCpVJxzXv1DKnQU+Sj60ZNFrClsS/n4Ul7YbhgNVc/IfqchVftQzdbU71gUnhtc6cRut9uoVquunANLibRaLVfEXpMmeWJINpu9EZYM6zO/H5R5h5kb38Lw5WYA12F5CgFqLX3Z+tJ0fGHO2ahxshYUNyGzPxZm+wQ1aZzFZufFJ+zC4Dy/82lYLgIf0rKfrUANu4co1Wem2v6NK6TDyPZfBRXNUqa88Hf6Yi1KUTcK3Rq2PI2OLyyNR5UDSSO71vIJW19RvDvUdhCFf6qtLdTzaUGVntlsFqVSCV999RW+/PJLVKtVtNttLC4uArgKPcfjcbc/h05q1i5+9eoVnj59ijt37vSkw4cNlv2zcNOipVFJX5INvesz+LLYT3Vqax80/K/f8R9wXWyf7dktFjoXzOFaWFhAq9VCOp12mpIM6zOhotDksBRmGiva8b1HOl51A7QVXsws1wMp9X8GSnShaB/039LSkkPbqsltX+0Wi0nyEtDrQ1Lnvz6TSkt9Nooi2Q7NXeYn0Tdr50n7bgWKjp/Ch+Ya/2eqDXDNr+qSUQXto6E2yupk9RMAYffpJDPsyCLrigwuLy9d0hd9G4lEApeXl6jX65iamkIul7sRyu+3cCaFiOy4wmhQOK+/+dCdMqLPx6NMqteyXWpTQmllCl/EaNLanv30oWh7DYn9trk+QG/iXZjfjH/roohCUUTuWr44agyT5KUwf5Mdjyox+tI0cdGW01Whqs5+ko4hDI2zLXVac941S9vucbRj6MdTkcJImd8HW32mEa/1dYBO6KOjI7x//x4rKyvI5/Mol8s4Pz/H4uIiguDqBMvDw0P87W9/w9LSEp4/f45Op+M0X6PR6CnoRIlrF6VdXGRG9emMy1A+IUvS+bBzpAtJT0Ohz4KC2cJmahl9hm4LUIbTxcyoHatnUrt1u1enaHDzsvZPxziumWY/+96VnadYLOb6bFMjfD5CnVd+tmQFfCwWc6VJeMYaT961aNHOje/Z45BP2Fol1O12e8rocC5jsas9bdzdT16g+d9sNtFut93aYX+JorieNKCh5juDTRaRTk1NuaRLmri6HtnvqPwi0lAF+X3f+4SOXZD6OR6/Oin25OSk53wq4HpBl0oldLtdt3WEbZIJtSbQsAzgQxWTQAE+gU1i+zQVeD2AHo3Nl6vmZJiwVMeljkuZh34DalHNS+F9jOqxaJelSSIkO9eDtO0TjPq3FZTDKBfrtKfwthEhH4/4vpskUgqbGyqVVCrVU0RfTSF+p+ft0aTTJNJYLNbjg1Thp99p8IV9UF7nWlS+GmUeRjo3jb9xMJrUZKG/DiCVSmFubg4nJyf47LPPejbHnp+fY29vD6lUCs+ePUMQBPjRj36EarWKvb09J/HPz89xcnLiNk9abWj7bBGTD9JH1fPpR/YFaTtWQNCRXC6XewRDLHZdr0ZLp9pwKoAextC0fp1zjdqlUim0Wi1Uq1V3Xj0LuQVB4ArexeNxdzoGNdmwgiOMlPm1fXuyrQ9tcwMn0ZyGslVoKw/YRakC2gp6zje1uyoHawnwnWg/LfIddZ4sIuR3+jf7vb6+jq2tLezv7/e4ORgUoRXBOkJqXuluB7UWKMyYdKtrXoWMzjtRFI+h73a7qNfrPe87yiy2NLTPyNdgP+SkAoNH8qyurrpTQljqkwN9//6926vGCAEX7vT0tDsIkn3xmUO2T9Zhp39bgTYMhZmu9hoKHFYfVIFRLBZRKBR6hJFPO/vG6zMDSTQ9KLg0oY/9YvTS1j62NA6CDGsv6jNJ92CRB9im5S9rWmjbRAA+ZzlwrZBoavhSJ3wITedlEqjIN1e2/Q8//BAA8O233+Ls7AzlcrnnJBkA7ow8PQFG58GORXP9LELiurWKivspqfTm5+extrbmHYvybxgNtFE2jHHYMc0Uti+a11JaJhIJPHjwAB999JFLwiuXyyiXy7h37x663S7+9a9/IZPJuEzrILguyJXJZLC+vu7KzCrq4YJXRuXeLIWxVoPSP6DJbsOQ+hd8vihqHm4OBq4jIZyP1dVVZ5ayGgHzkZQ57BhIHKMy2/T0tDO/ut0uFhcXnR9Boy6VSgVLS0teNKBjHHWxqYLQNmyEUPmH/LKwsIDFxUXk83lUq9WeEz441xyvLamhJoqNMFnlxPkolUquuJo+R/uo/KTjs4hiGLLv1CJEbf83v/kNOp0O9vb2cHp6ii+++MIhXrpA3r9/j729PVdf3pbT5RwwospihUwZ0HdDQa01isjPjNRubm7io48+wr1797xzpOMKm6OBjioiqSZWIlPow6xm4XU8kqhUKrlqj5ubm85xy+trtRr++c9/uopx+XwepVLJ5crYDXxWU9o+25drGXoc8mlM3++dTsftF+MeO+DqhIqFhQWHApiLlUqlnI1PVGDNOzWnqBiA61A/GY6CttPpuGOt+ZtmZttxfBfa3r4LFUL8p9EyAKHKTtv0JeKpeaFtWXOM/hR17mtfbXSJ7VmlMw4vhfGtnRuOrVgsIplM4tGjR67UCg+sqNfrqFQq7pABn6ml/JNMJp1Pk3NJ4nxwfvmZQml6ehpzc3O4f/9+jyD3ocaoORpYGNkFr9doB3URWBubsDGVSmF5eRmlUsntNK5UKu54llqthnK5jBcvXmBqagqLi4t48OABFhYWHHognOTA7ITxN16ni1fHE5X3MAiFCSL7Iqihmc7QarXcdpCtrS2X4s+a3iyvwjrI6nxUTU0hwiialsMAriE0Iyw88ODs7MzlfdFEtO9ax2Q13DikPgzyhW7iVL7hNdTqYUpOUSMFjebDqHCiua/7JBVxqTCislLzRYW/8tw4vORba/p85V3+Pzc3hyAIsL6+7qJdwM29f9qmXSe2vArHyXZ8eV1qKquJ7BuTjkXfn4+GPh1EJ9tnktnP2kk61o6OjrCzs4PDw0Mkk0kcHh6i0Whgf38f3W4X6+vr2NzcxPPnz91u8/n5eWxubiKXyyGXy6FYLALADeFiJXuYRNaJmoT212fxeTb8XCwWsbKygmw2i2aziXw+79BgLBZzfpF6vY5ms+kcq2Qyfamsba27+7nQKLh0kyRzZ+bn5/HHP/4R7XYb9+/fR6lUwtbWFvL5fM9cWRNkHIHt0476WQURn8sFRR8aC7vrXkblLy4s7TfdB+fn5z1bH2y0KBaLOVTBSqPqewpTOL40knHI1zb5U53CvkgyeT+sPV+SI7/38b8qb86Fvic79yofbGRvUOobTbMPtWhCpaUPRisDcjtHuVzGzs6OS2YkUtjZ2cHU1BR++tOf4v79+/j1r3/tHL60Z+0E2O0APia1L0M1GzCera/PiPobuNJkjUYD2WwWjUYD+XzeFYxTHw5zQXjoIysc0r4H4GrU6PYAXs9Fya0yFEadTgdzc3P4wx/+4Ew9oiM7N2puq1Ych+y8Kz/pM/W5yiMsR6y+DaIcIiAVNooSWd1BETs3LHM+uS9Qz00jMrGOb/scG2UbdW5IupbUd+NTnirUfS4JfYbOcZjZS96wuU4WIdkoKBGvojo12frRQGaajezob9am9S1G/jY7O4v5+Xk8f/4cW1tbPafEnp+fo1arIR6P4+7duygWizeOt/b5d+wk6SGJfLa9LgzljUJsNyzkq7S1teWcsY1GA7HY1Znui4uLLoJz//59/O53v3NOyHq97vwAaqIRIaTTaWSzWaysrLix5XI55PN5Z9beuXOnZ160RnJU3y2C6Qezw8jyQdhi8n3X6XSwtLSEP/3pTzg6OsLu7i7Ozs5QrVYd/zCrnEEBOug5RgoaboNQxy2DBXTM/uIXv8DGxoZL3vMtaN/7HUcQRc2FT2D3u9fHy3Zd8rMVskSU1qdmlZSSVTI+YGJ5yUexqB9brVagdqZ2xkpgy2g+xrb3cbDVatUVQWd709PTrrC6LhofTASuBabNhOa12oaNSImZNLRE4hxpmU83uWZO+DyWgmVqg2qTo6MjvHnzBnt7ezg4OECtVkOr1cLx8bErvcpAQDweR6FQQLFYxAcffOAckCsrK1heXsba2porQaFzZUv1co59ppnlj1HmqN1uB8DNvY4+Ur8PAFfd4M2bN9jf38fLly9RLpdxeHjoDh1g2V6GsBkZ4qJQYaROWuC6QgSjQ7/61a8wPz/v3YDLteB7z+POUb1eD5RPwxSlT+D4eLyfcLTWgO6l9D3T+vns+tHvtV3yt7Vo8vn8jTmKFEbtdjvwoYwoFGAFjcJd/q+JZ8B1mNtKYU5Q2AvySV460K3A8mkLuziSyeTQTHRxcRHo83QOrDDi82hOWKEQi8Vc9IO+Io2+aYRDkyWt1udmSEbJfJDcvtcwbUdiG4lEYmRhZBVTP+IioHnfarVwenrqCq6xn/YYdFU6wE0nsPKvJpjG43EsLi56UzyswrXvWGl6enokYaR99SFQKwS0D7516iP+ZpW2ddT7QIR1a9g5sUomjN8AIJfL3ejkUKeD6CSFPcQufgokKzF1kHS82RdrHcBhFPVbvwUwCHyMon6L29cuNbMynCz2nlwpi+IsXOezfFmvYSaGzeuJGtskTA8dI9vtJwD1vXGTdC6Xw8LCQk/f9Dr1T/gWrR2XT1lZYeMT4pOcE0th78w3jrB+RClgO04dl2/+fffx/zDeieKpKBr6EEcyvq/DQHiJWgshfQW9VLoGwXXCovVxWFjK+30TZBenMluUFhqUwhaULjYVxtrPMHNFx6dayQp439isgLNt+uZF++0bn12Qo5JGe3wLycdPvsXoe3exWOwGz0X1P8zU0OdGjdsu5EkLKGsG+gIwPpRmc9Csc52+Q5uGoM7xMEHN51sei4q8DsMzA69CO/FRmt92wAchfYPVNnUxhjHoIH2x99kJi9Ii45BPKw/DtHZs/Z7T7xqfBhxEu01ioUWZNMO24SOfkLH9HmQMUYKwH/r+LmjQ9+9bB1GoycfzYQI36nff92HveCCe+y4h5y3d0i3d0qA0un1yS7d0S7c0QboVRrd0S7f0vaBbYXRLt3RL3wu6FUa3dEu39L2gW2F0S7d0S98LuhVGt3RLt/S9oP8DhsBgzFXq7K0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 360x360 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_images(samples[-1], figsize=(5,5))"
]
},
{
"cell_type": "markdown",
"id": "5a493742",
"metadata": {},
"source": [
"## Mixed Precision"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "e7ce8951",
"metadata": {},
"outputs": [],
"source": [
"bs = 512"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "1941a6aa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'image': tensor([[[[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]]],\n",
" \n",
" \n",
" [[[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]]]]),\n",
" 'label': tensor([9, 0])}"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"next(iter(DataLoader(tds['train'], batch_size=2)))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "09b50882",
"metadata": {},
"outputs": [],
"source": [
"def collate_ddpm(b): return noisify(default_collate(b)[xl], alphabar)\n",
"def dl_ddpm(ds): return DataLoader(ds, batch_size=bs, collate_fn=collate_ddpm, num_workers=4)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "71991a70",
"metadata": {},
"outputs": [],
"source": [
"dls = DataLoaders(dl_ddpm(tds['train']), dl_ddpm(tds['test']))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "835174c0",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"class MixedPrecision(TrainCB):\n",
" order = DeviceCB.order+10\n",
" \n",
" def before_fit(self, learn): self.scaler = torch.cuda.amp.GradScaler()\n",
"\n",
" def before_batch(self, learn):\n",
" self.autocast = torch.autocast(\"cuda\", dtype=torch.float16)\n",
" self.autocast.__enter__()\n",
"\n",
" def after_loss(self, learn): self.autocast.__exit__(None, None, None)\n",
" \n",
" def backward(self, learn): self.scaler.scale(learn.loss).backward()\n",
"\n",
" def step(self, learn):\n",
" self.scaler.step(learn.opt)\n",
" self.scaler.update()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "1cd1f390",
"metadata": {},
"outputs": [],
"source": [
"lr = 1e-2\n",
"epochs = EPOCHS\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=(16, 32, 64, 128), 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": 51,
"id": "4b47f2f1",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>loss</th>\n",
" <th>epoch</th>\n",
" <th>train</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0.236</td>\n",
" <td>0</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.038</td>\n",
" <td>0</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
" <td>1</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
" <td>1</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
" <td>2</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
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" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
" <td>3</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
" <td>3</td>\n",
" <td>eval</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
" <td>4</td>\n",
" <td>train</td>\n",
" </tr>\n",
" <tr>\n",
" <td>nan</td>\n",
" <td>4</td>\n",
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" </tbody>\n",
"</table>"
],
"text/plain": [
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},
"metadata": {},
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{
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fit 5 in: 152.09s, setup: 0.01s, 28.46 ± 1.43s per epoch (train), 1.94 ± 0.04s per epoch (val)\n"
]
}
],
"source": [
"learn.fit(epochs, cbs=timeit)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "1b47aaa9-bd71-45d4-8a18-d0c58a18efe5",
"metadata": {},
"outputs": [],
"source": [
"# util 37 - 60"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "c8c33a86",
"metadata": {},
"outputs": [],
"source": [
"samples = sample(learn.model, (32, 1, 32, 32), alpha, alphabar, sigma, n_steps)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "25801bbd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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