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@jessegrabowski
Created January 22, 2023 04:41
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Daily Seasonality as State Space Model
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "917ed1ac",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from datetime import datetime"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d3fad2a4",
"metadata": {},
"outputs": [],
"source": [
"rng = np.random.default_rng(1337)\n",
"\n",
"idx = pd.period_range(datetime(2022, 1, 1), datetime(2022, 12, 31), freq='D')\n",
"innovation_magnitude = .05\n",
"\n",
"x0 = rng.normal(size=(6, 1))\n",
"shocks = rng.normal(scale=innovation_magnitude, size=(len(idx),1, 1))"
]
},
{
"cell_type": "markdown",
"id": "c1fa02f8",
"metadata": {},
"source": [
"# Generate Data"
]
},
{
"cell_type": "markdown",
"id": "4e103922",
"metadata": {},
"source": [
"## Loop Method"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f25947f7",
"metadata": {},
"outputs": [],
"source": [
"res = []\n",
"rng = np.random.default_rng(1337)\n",
"last_six_days = x0.ravel().copy()\n",
"for i, date in enumerate(idx): \n",
" next_day = -np.sum(last_six_days) + shocks[i, 0, 0]\n",
" \n",
" res.append({'date': date,\n",
" 'value': next_day})\n",
" \n",
" # I shift days left to right instead of right to left to match what a lag \n",
" # matrix will do\n",
" last_six_days = np.concatenate([np.array([next_day]), last_six_days[:-1]])\n",
"df = pd.DataFrame(res)\n",
"df['day_of_week'] = df.date.dt.dayofweek"
]
},
{
"cell_type": "markdown",
"id": "88c9c964",
"metadata": {},
"source": [
"## Statespace Representation"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f40b8f0b",
"metadata": {},
"outputs": [],
"source": [
"T = np.array([[-1, -1, -1, -1, -1, -1]])\n",
"T = np.r_[T, np.eye(N=5, M=6)]\n",
"\n",
"R = np.array([[1, 0, 0, 0, 0, 0]]).T\n",
"\n",
"data = np.zeros((len(idx) + 1, 6, 1))\n",
"data[0] = x0\n",
"\n",
"for t in range(1, data.shape[0]):\n",
" data[t] = T @ data[t-1] + R @ shocks[t-1]\n",
"\n",
"# discard x0\n",
"data = data[1:]"
]
},
{
"cell_type": "markdown",
"id": "dd8c4537",
"metadata": {},
"source": [
"The only important thing to get right is the transition matrix, which sets the current state as the (negative) sum of the last 6 values, and carries along 5 lags."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "725af75a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-1., -1., -1., -1., -1., -1.],\n",
" [ 1., 0., 0., 0., 0., 0.],\n",
" [ 0., 1., 0., 0., 0., 0.],\n",
" [ 0., 0., 1., 0., 0., 0.],\n",
" [ 0., 0., 0., 1., 0., 0.],\n",
" [ 0., 0., 0., 0., 1., 0.]])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"T"
]
},
{
"cell_type": "markdown",
"id": "75992fbb",
"metadata": {},
"source": [
"### Equivalence"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c6c3aaeb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.allclose(data[:, 0, 0], df.value.values)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "85498249",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x118025f40>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data[:, 0, 0])"
]
},
{
"cell_type": "markdown",
"id": "9bb2c7d1",
"metadata": {},
"source": [
"# PyMC Statespace"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "75a3c57e",
"metadata": {},
"outputs": [],
"source": [
"from pymc_statespace.core.statespace import PyMCStateSpace\n",
"from pymc_statespace.utils.aesara_scipy import solve_discrete_lyapunov\n",
"import pytensor.tensor as at\n",
"import pymc as pm\n",
"\n",
"class SeasonalRandomWalk(PyMCStateSpace):\n",
"\n",
" def __init__(self,\n",
" data,\n",
" n_lags: int = 6,\n",
" stationary_initialization: bool = True,\n",
" filter_type: str = 'standard'):\n",
"\n",
" self.stationary_initialization = stationary_initialization\n",
"\n",
" k_states = n_lags\n",
" k_posdef = 1\n",
"\n",
" super().__init__(data, k_states, k_posdef, filter_type)\n",
"\n",
" # Initialize the matrices\n",
" self.ssm['design'] = np.r_[[1.0], np.zeros(k_states - 1)][None]\n",
"\n",
" self.ssm['transition'] = np.r_[np.full((1, k_states), -1), np.eye(N=k_states-1, M=k_states)]\n",
"\n",
" self.ssm['selection'] = np.r_[[[1.0]], np.zeros(k_states - 1)[:, None]]\n",
"\n",
" self.ssm['initial_state'] = np.zeros(k_states)[:, None]\n",
"\n",
" self.ssm['initial_state_cov'] = np.eye(k_states)\n",
"\n",
" # Cache some indices\n",
" self._state_cov_idx = ('state_cov',) + np.diag_indices(k_posdef)\n",
"\n",
" @property\n",
" def param_names(self):\n",
" '''\n",
" These will be used to find the required parameters from the PyMC model, so\n",
" the names of the priors in the PyMC model will have to match.\n",
" '''\n",
" names = ['x0', 'P0', 'state_sigma2']\n",
" if self.stationary_initialization:\n",
" names.remove('P0')\n",
"\n",
" return names\n",
"\n",
" def update(self, theta: at.TensorVariable) -> None:\n",
" \"\"\"\n",
" Put parameter values from vector theta into the correct positions in the state space matrices.\n",
"\n",
" Parameters\n",
" ----------\n",
" theta: TensorVariable\n",
" Vector of all variables in the state space model\n",
" \"\"\"\n",
" cursor = 0\n",
"\n",
" param_slice = slice(cursor, cursor + self.k_states)\n",
" cursor += self.k_states\n",
" self.ssm['initial_state'] = theta[param_slice].reshape((-1, 1, 1))\n",
"\n",
" if not self.stationary_initialization:\n",
" # initial covariance\n",
" param_slice = slice(cursor, cursor + self.k_states ** 2)\n",
" cursor += self.k_states ** 2\n",
" self.ssm['initial_state_cov', :, :] = theta[param_slice].reshape((self.k_states, self.k_states))\n",
"\n",
" # State covariance\n",
" param_slice = slice(cursor, cursor + 1)\n",
" cursor += 1\n",
" self.ssm[self._state_cov_idx] = theta[param_slice]\n",
"\n",
" if self.stationary_initialization:\n",
" # Solve for matrix quadratic for P0\n",
" T = self.ssm['transition']\n",
" R = self.ssm['selection']\n",
" Q = self.ssm['state_cov']\n",
"\n",
" P0 = solve_discrete_lyapunov(T, at.linalg.matrix_dot(R, Q, R.T), method='direct')\n",
" self.ssm['initial_state_cov', :, :] = P0\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "14cdd9ed",
"metadata": {},
"outputs": [],
"source": [
"coords = {'states':['data', 'L1.data', 'L2.data', 'L3.data', 'L4.data', 'L5.data'],\n",
" 'random_states':['data']}\n",
"\n",
"model = SeasonalRandomWalk(df.value.values[:, None], stationary_initialization=False)\n",
"\n",
"with pm.Model(coords=coords) as daily_seasonal_grw:\n",
" x0 = pm.Normal('x0', mu=0.0, sigma=1.0, dims=['states'])\n",
" \n",
" # Variance of 1 is plenty diffuse for this model. Had trouble with solve_lyapunov, diagonal cov too slow.\n",
" P0 = pm.Deterministic('P0', at.eye(6))\n",
" state_sigmas = pm.HalfNormal('state_sigma2', sigma=1.0, dims=['random_states'])\n",
" \n",
" model.build_statespace_graph()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7639fe53",
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$$\n",
" \\begin{array}{rcl}\n",
" \\text{x0} &\\sim & \\operatorname{N}(0,~1)\\\\\\text{state_sigma2} &\\sim & \\operatorname{N^{+}}(0,~1)\\\\\\text{P0} &\\sim & \\operatorname{Deterministic}(f())\\\\\\text{filtered_states} &\\sim & \\operatorname{Deterministic}(f(\\text{x0},~\\text{state_sigma2}))\\\\\\text{predicted_states} &\\sim & \\operatorname{Deterministic}(f(\\text{x0},~\\text{state_sigma2}))\\\\\\text{predicted_covariances} &\\sim & \\operatorname{Deterministic}(f(\\text{x0},~\\text{state_sigma2}))\\\\\\text{filtered_covariances} &\\sim & \\operatorname{Deterministic}(f(\\text{x0},~\\text{state_sigma2}))\\\\\\text{log_likelihood} &\\sim & \\operatorname{Potential}(f(\\text{x0},~\\text{state_sigma2}))\n",
" \\end{array}\n",
" $$"
],
"text/plain": [
"<pymc.model.Model at 0x118106520>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"daily_seasonal_grw"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b68511a3",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag_grad...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [x0, state_sigma2]\n"
]
},
{
"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": [
"\n",
" <div>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 11:26&lt;00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 690 seconds.\n"
]
}
],
"source": [
"with daily_seasonal_grw:\n",
" idata = pm.sample(init='jitter+adapt_diag_grad', target_accept=0.90)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "82523c22",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jessegrabowski/mambaforge/envs/pymc/lib/python3.9/site-packages/xarray/core/computation.py:771: RuntimeWarning: invalid value encountered in sqrt\n",
" result_data = func(*input_data)\n"
]
},
{
"data": {
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iim7iwGQZFyxqAMcyZ3o4lOcZ7xunke4JcyRdhaQZaF1Ng90TgT55KJQa/nIohU/+ag+uXtGMe9996QkHuS4Mw+Adly9Bc8QP1TDxsZ/vwqFk+RSNlkKhUM5uLEeyqNMas3OSA5NljBckTJXkMz0UyhmAcRa6bBrpnjBTJRklmZqbnig00KVQauBYFlctb8Z///UlCAhc3d+SJQW/3TXhuSk/N5zHZ3+7z7sBPXU4g7//vz1QdFKLtvlIFt94tN/792hOwnMjeQxmxOfxE1EoFMqZQ9FJgJssqWd4JBQK5fnGzejSEl3KmYIGuhQKprMN161qwY/fcymCPg77xku46ZtPYv9ECQCwZ7yIj/9yNyaLZGV6qqTg4f0pL5CdKip45kgOhtMYfcdIAT96esiT7P3s2VGwDIObHRnzUKb6vH5GCoVCeb6hYtVzm1iAqKL8PHeMLSkUCuXUQ2t0Kec8umnhHT/chqtWNOGP+5L4m+uW4Q0XdaMx4sOixpC33dUrmvH4J69HVyIIAF5LIZc3X7oIb750kffvj96wEh952QpPunPdqha0RP1gWQY7Rgp44/c3Y313HL+742pvGwqFQnkxwXHk3tYU8Z3hkVDOBCvbonXt+CjnJjSjSzlT0Iwu5ZymrOjYPpxHd2MQK1sjWNUeRVPEDwDoagji7tsuwfou4rgc8fPoaQ5D4BZ+2dQGsNevbsWHr18BADi/K4bV7VHsGy/h7/9vLzTDxJ6x4qn7YBQKhXIW4JpRRQN0XZ1COVexzoFI17JsjJ4Gd3k/zx2ztSVlbuiRo5zTfPJ/d2PXWAmbP/UyCByLV2/oPPaLTgE+nsMf//ZafPcvR/CNR/uxZ7yI/lQVP3nfZbh2ZcvzMgYKhUI53bj9M1WDmlGdi+yfKGEgU8VlSxvREQ+e6eFQnmfso/77YmbrUA6HUxXceF47uhpO3bm+pCkEgaOqvxOFZnQp5xySZkDRTfQlKxjIiPjiX607riztqYJhGHzshpX49lsvwGheQizAI+gYYGUq1LiFQqG88OFZcm91vQwo5xaa439hWudCqEM5l9kxUsBARoRxih3mm8I++Dha436i0Iwu5ZxCNUzc+v0tWNsewd6JMqqqgUt6Gs/omG65oAur2qL40E934G0/3IqP37AKP94yhDdfshifvGn1GR0bhUKhnAy8k4kICnSidi5zDihXKfNwTnz/p+kzjhUkFCUdi5tCx96YMgOa0aWcU/h5Dm+8uBsl2cBApopvveVCtET9Z3pYWNsRwwMfuQYvXd2Krz3Sh7ZYEH91wfMjo6ZQKJTThZvJk2lG95yECi5PHlE1FrztjpEChrNnTwtD2z6XxMsE5hSf9eMFGdXjOAco9dBAl3JOsHUw57UJWpQI4rFDaXzwuuW4cnnTGR7ZNPGggP/664vx7bdegC/esg6r2qKoqga+95fDOJKunOnhUSgUynEjayTAzYvaGR4J5WTQTQtFSTvlskzK/BxJV/Hn3hTKir6g7ccLEtJnYenTuZDRPQc+4pwouokn+zNnZYkKDXQpL3oM08JnfrMP//5QL1JlBf9w/15s6I7jzhtXnemhzYBhGNxyQRcuXJwAAPzzb/fjG38+jJ9tGz3DI6NQKJTjh3ZOOzmGsiKe6M88r/s0LRvWUTW1BUnDE/0ZlJXjyyw1hYliKuQ7Pul6VTUgaTSLxbHkAlpooOjj2OM+1kejGuaM7/9kOReCwKaIDyEfd07e88byEgqShqGzSE3gQmt0KS96eI7FT99/OXiWwZ2/3APVsPDtt14IH//8rPPYtg3VsCBrJiTdhKqbiAYENISEY5pgvfnSRVjWEsaHrl8B27axfTiPS3saad9dCoXygsC9V1HH3RNj73jxed/ng3sn4ec53Ly+3fudm5GvKgYawwvviby4KXRCtYWP9aYAEA+LcxnXbZdnF/bMf9naVnAnOT94eH8S3YkgLl5y6vxLznRGVzctWLYNP3/6vALsM/0hzyDuXHah5+nzCQ10KS9aipKG3+6awG1X9aAjHsQPnxzE00ey+OqtG7C0OXzK9+c6OR9OVzGcFTGUEzGcFTGSk2atr2AYYHlLBBu7G3Dh4gbcuLYN7fFA3TZXLGvCFcuIvPoPe6dwx892YnlLGP/fK1bj5nXtYM/CmwqFQqEcTdhPzahOBtu2n9cFTtWolyAaJpnEm8c5mbdtG7YN+qw6QUSVfA/6AiXje8dLSIR8WNEaOan9jhdkXLzkpN4CQG17odnPm3RFgZ/nEA8KJ7+zeXjkQAqGZZ22hRPNsJATNTSGfac8oxsQODSc5uNzsiRCZPErdhaOkwa6lBct9++cwFcePoRrV7UgFhDw9Uf68Krz2/GmS7pP6n1t20amoqI3WUFfsoxDyQp6pyo4nKrAcOQ+PMtgcWMIPc1hXL60Ca0xP0I+DkGBg49nUVEMZKsqDkyW8eThDO7fOY5/emA/Lu1pxC0XdOLWi7oROMqldF1nFG1RP2TdxIf/hwS8H33ZSrx2Y6cnb6JQKJSzCmd+W1UMIH5mh/JCxrDsF2QvzT3jJYzkRFy0OIFFjSfnGjuWl/DIgSSWtUTw0jWtp2iEZzclmdTmKvrCAt3JonzGs6ezMdeYdo4U0dkQwIbuhtO6f8M6vbXlDAN0J0JQT0ON6vKW8Iz54NmGX2CxvCWC4EnK5k8HNNClvGh579U9uG5VM5a3RCCqBr78hvPREBLw5OEsTMuCaQGmZcGwbJjOj+HUJtX+TjctpMsKRgsS0mUVo3kJBWnaGKIjHsCa9ihevrYV67riWNMeRVdDEPwCe/Pato3hnIQ/7J3Eg3un8Jnf7Md3HjuMO166Am+5dJEntelpjmDzP94ABsCfDiTxn5uO4OO/3I3vPHYYH7uBBrwUCuXsI+RkcjVqYnRCcCzjPYuez7nu2VgeM1mUkZc0NC/QmOnFQHPEh6mSDP8CS604ljkp9YQrv22OnNpuFHPF3qphQjNe+PcGgWMR4DlMFeVT3jM66OPJQuEZJFNRYVjWnCUosmYiXVHQnTj7SlRooEt5UWHbNh7YPelJh/dNlDBRkKGeohvpxUsSeNX5HciJKh7en0IswCMocFB0Ilu5ekUzIn4eFUVHEFhQsMswDJY2h/GRl63ER162EtsGc/jmn/vxzw8cwH8/OYh/e/35uG5VC4BpYwrFMMGzDL77tgvxgycGvID3n197Hq5ffW6sdFMolLMft2brWH4EZxNDWRGdDYHTWs+3UHgn0DVO8eR5PuJBASFf/fTQzdQkQmdOmriyLYq+1NnXgWAsL6GiGDivM3bK39s97guVfr9qfccpkc6e6raLc9Wv+jj2rLjOThbbtpGpKkhXVGweyGFJ06krj5soyMhVVaxuj56y9zxeNg9kAcxdM69bFiqKAd08++QENNClvCgYy0v4n22j+P2eCUwUFQBAZzyAzoYgBjMi3nLJIlyxvBHNET8ifh48y4JjGe+nquj4c28aGxfFsbG7AXvGi/j//ncPVrdH0dkQRFdDEM0RP153YRcawz7sHitiXUccOVFDXtQwWZTxWG8aX7xlPQDgXx/sxa93jaM7EcLixhCWNIWwuj2Kd1xOil5Uw4SPY2ddNb98WRN+cfuV2Hwki8/97gBuu/dZvOGiLnzxlvWI+Mkl2xj2oznix/WrW/CaDR34c28aX/9T31nZVoBCoZy7uIuMknZ6206oholDUxWs74qflLKlKGnYO15ErhrEJT2nzoznRGGdZ4T5PE4gq6oB66jAJBrg0R4LzAiA58OybIzkTp0L61C2ivGChHjw7NLA7xwtAMBpCXTd9lwLzRJuG8qjMew74aDI/dqNU3S+HUtGrZkWsuLpnbeIqoGCpHl1pKdlH5qJoqP0O7q+/WSZKsmn9P1OB+55OlmUT/kiyclCA13KC5reqTK+9ed+PHowBZZhcN2qFtx2ZQ/O64rhmhUtUHQTP948jPdcvXRWl+W+ZAXf23QEf9g7Bc208Hc3rcbLz2vHjWvbsOdzr5hTvnXBogZcsKhhznG98vx2NEd9GMlJGMtL2DNeROdw0At03/j9LTicrqA54nd+fLhiWRPef+0yAMCjB1OI+Hl8+20X4Pd7JvHfTw5h73gJP3jnRVjRGsV1q1rwkpXNYBiy2v/y89rw0tUt3qTovmeGIGomPnTdcmoCQqFQzhhuX8WyfHrlplNFBcM5EZ0NQW+iVRA1/H7vJF65vmPBky/3fnmma+JUw8SOkYIXcJ7uGsNaTMtG5SipZGPIB7PJPi5Z5lRZ8f7/qagb9fPcaQ1WTpQlTWGkaj7rqSTnuF0vVN6briinpITpcLpyWgL32TgV94ZkSYFp2+hqmCmd3TqYg6gYWJQ4uRrxY+Kc4y+GDPXR+Hl2XmUkA6cN1vM1oOOABrqUFyTpsoJ/f6gXD+yZRDwo4CMvXYFXb+jA6nZyY7YsG1XVQMTP42+uWz7re3zmN/vwP9tGEfXzeOcVS/D2yxd7ToUnW590/erWGRLi2kbab798MYazIrJVDTlRRbKsYLxAVu1s28YdP9tZ92BLhARMFWXc8p/P4Ktv3IArljWhKeKHqBq4/SfP4dXnd+Ltly/2tu9LVZGtqudkPzcKhXLu0ZUIOn0sp6c1z43k8cyRLC5dklhwoOvWQob9Z3Z6NJyVkKlR6Jzqur/5OH+WrLhqWHh2KI+LlyTQ7VtYwFBbVxoLzjye6bKCWFBY8KJCWdGhGtZZVz98OkfTHPFjsijPevxmQ+DYBW87GyzLYH1X/LS7IJ9qtg3lAABdjrTWsmxv0Uo1LFy5vPm0Bu610uz4SRz/s5ULFiVmqDxqcS/JE2mxVFZ0lCQdXQ3B05KYefF9G5QXNbZt43d7JvHPDxyAapj4yEtX4AMvIVnQl3/jCbz10sW48+Wr8KPNw7j36SH85o6r0BqdbtmTFzU0BAWwLINVbVF8/MaVeM/VS5+Xm3rtw/xtly2eZ0vgoY9di0xFRbaqYqok40i6igsWNeDXOydwx892AQBWt0XxinVtYAAEhPps9b+/fj00k0wIBjNVjOYlWrtLoVCed9x5z+lo6TZjX5gOOoayIg5NVdAWC0A4jgyLm7U423pi6s9joLusZWZrmpGcRMZxHJJWN9C9pKcRDbNkYrcM5hAUOLxiXfuMv83G6rYoEiEfek6i/vHgZBkcy5zSesfhUyjPdrEsG7/fO4kWxxSKXWBw/6rzO05638tn+f5PmOfptG2J+L1dTRRlPDecxw1r2xDx89BNC3vHS5A0A9esbDltY3D3X1VPb5nGyaDoJiaLMjobgselWvHz7Lw+Ae57nYgXQ6aiYv9ECe3xANjTsGxEA13KCwZFN/GZ3+zH/TvHcWlPAl9740b0OJMn3bTw11cswfWrW9E7VcZX/ngIL13T4j0kAOCP+6bwmd/uxz/cvBpvuXQxbruq5wx9kvlhGAYrWiOz9sG79eJufORnu/DowRQqio7vbToCyyb1b5f2NKI7EQTDMGAYxpPPfP/xAdy/cxxfuGU9/vqKU9AYj0KhUI6ThbrGniijeQn7J0q4ekUzmiN+7B0vIltVUZZ1FCVtwe8z5Xg8NIbPrET26L6j1jyTzHRFgW7OLts8EQ5MlsCzbF0wOF82x6Wi6OBZ1jNQcoecq6pojwVmldTKx9GOZbwgY6Ion1SP2MNpYmZ1Jo19FoIbVOyfLKMt5oesmQsKTJ45kkVDSMC6zhOrY7YsG5sHcljcGMLiptMs9T2FWDbgnl6TRaKOqyi652tSlDUo+szrY9OhNMAALz0FiQD3ClFO0I+gJOmQdRPt8UDd7/08i66GhX0XWwdzUHRzzsTGSE7CoWQZhmVjZWtkweqIJw9nUJJ1vOvKnln/7iaLQifQXqgzHkTEz4M7TUqNF44NIuWcZrIo440/2Ixf7xrH//fyVfjF7Vd6QS5AVpE+8rKVWNEawd/+YhcSYQFffsMGMAyDkqTj47/YhQ/9z04sagzh4iWJM/hJTg4/z+G/3nkx3n/NUkyWFNy8rh3//JrzwDAMDkyWcNuPtmMwU63LRnzhlnW4YW0b/um3+/GvDx6cd8JEoVAoJ0JJ0iGqM1tguHeb/HEEmyeCwJLpTG1A5uNZlGR9VpM+y7LxwO4JHK5x8bUsG5phgWWYWTOQp4vNR7Keq+mJsGUgh+eG88cV0M/HkXQVh5Ll437dXw6l8cjBpPdvV249lBUxUZjdUOdYmf6yonvPLMu2MV6Q8NC+qXlfM5ipev1nzyRjeQkDmepJvYdbwqQs0OAoW1VPyvjNsm3kRBW7x4sASK34nw4kUT7LWzrlRBWZav11ztRkB30ci9mSjWVFPyU1wrWzqhOt73+8P+1JsGtZ2xFDR0NgllfMJFVW5j33uxJBLG+JIF1R8bs9kwse246RAo6k5z6XeZbBus44msLHb0SVKivYOpg7bS3oaKBLOes5kq7i1u9vxmhOwr3vvhQfvWGltzJsmBY+9NMd2DZIbg5f/uMh9Keq+I83XYBE2Ietgznc9K0n8eDeKXzyFatw/wevxIrWs3sl91iwLIPPvuY8/MPNa/DQ/iT2T5Twv39zJTiWRVHS8Lb/3orX37UZfUkygQv5ePzgnRfjvVcvxd1PD+Ezv91Hg10KhXJKebw/jT1jxRm/b3BW+l0XV/k0uS93J4K4aV07mp2Jlo9jYYNM3GdriWM6AXHt5G28IGMwW4Vl23WeCqebTFWtq8c9UZ7oz5yS4xsLCAgfh7uySzwozNlnczZ4lp1XkqsZFjYdSmP/ZAkAIKrmMd2AbdvGvokSnjmSRVnRT9v5thD2jpewf6J0Uu/hKgt8C5SELtSwK1tVZ5Xn8067nx4nmyupJhTdRFE8/mDwSLqKP+6fgvo8XkvATOOztlhg1iy3pJ3i3rTOjoO+UxtaMWAwlpdOyXtF/DyaIj48fTgD4xQGlllRPaHFMQAQeBbNEf9pa0FHpcuUs5r9EyW8695nwbMMfvXBq2bIjaZKCvqSFVQUA4/3pXHf5mG8/5qluGZlMwBS19IY9uGed19ywlKes5UPXU9Mtr7y8CGAAb72xo24flULHtw3iX/7Qy9e892n8NGXrcSHrl8OgWPxT69Zi0iAx3ceOwzTsvHlN2ygjswUCuWUMdv6GcsyYBnyU1Z0IhUEcNO69lPqbKyZFiTNhBAkk6V4iPSCXdIUxqLGmbI/N8Cq9WeozQaPF6RjLopalg3NtM64Q3MtR0ueT4SAwM1weXYXlzsXmFkCMO9igWXZMCwLeXHuLLQbAwed47umI4reqfkn07VZIfdcm6v35+mmPe4/6cyy24d6oRLTm9cfu945XVGwZSCHdZ2xY57jibDvhI+fopuwYeNYZd0LDeLnoyMenBG4uoesqyGIJ/ozODhVRmts+vx99GAKAEkGDGSqGMtLCAgcrljWdFJjOdEa8lhQmDW7PFaQkK2quHDxyasRRdXAoWRl1nv1yWDbRMGhGCbimLmwqBomNg/kcFlP4wyjv6piIFtVZzHAM1FVDDRFTq5dEc3oUs5a+pIVvPOebQj5OPzqg1fOWlOzqDGEP935ElywKI6/+7+9WNMexUdetgIP7J4AAFy2tBEPfvSaF12Q6/Kh65fj729ejV/vnMDf/99esCyDm9a149qVzXjJqhZ849F+3PKfz6Ak62AYBp94+Sp84uWr8L/PjeOzD+w/6wxXKBTKC5OAwCEamLl2LmmkJ6ukGbBrYqdtgzlUHFnqQrJu6bKCB3ZPzLntWF7CU4cznnyXZ1mEfRwkzZw1o+TOqZpr3Jjd2j5gYe1w9owX8acDyWNvWIN9gtnihd6qF2paNB/pijIjAE2EfFjWHJm3dUpJ1ut6fs6XfXUXFYrzBILuJ+GdQChVVuq+o9lwzbJOV3boeKiqptemqaLoePRg6rh7rLqS4YW2l3qyP4O9jux4LhSNvJc4i2mSYVpQDRPJEqlVVw0TIzlxQdeoaph1c4oVrRFc2tOIwDznTNjH1wWfJwrDTMuHj57XZKoqRNWY0QLKPZclzcD+iRJKsj5nm6gHdk/g4f1JVGcpzyD7nN5/rnpiJQSr2qJY2zHTGTpbPXV9hkfzEsqyDs0wj8u9vCEoeAtOs+Eecte07mhkzURZ1me0LQOAxY0hXLGsaYbScPNADk8fOfGSDpczfyegUGZhKCviHXdvQ1Dg8PMPXIEls6yQPX04C82wwLMMPv2b/SjJOv7xlWvw1v/eik/87x4MZYkT4os9a/nh61fg725ajft3juNT9+9FVTGwbTCPG9e24Z7bLsHFSxKI1UxAP3bDSnz0ZSvws22juOvxgTM4cgqF8kLhD3sn5w3QFN1EYZYaUXeCLGomeG665GQgI5La0pFCXV3nXLg1vnNtG3KyBG5dKAl4bTCwUZRmTq4YhsGlPY3oqDF+MWsmyAuJK/08d9w9Sw8lK/jTgeRpk0afrjZEbTE/wn7uhOuAj8408xwLH8di2Tw1uu734WZFRdVEd+Ps0mjbtqEapne+uc+8WOD0d1SYKyNZe6zSFRWSZhxXhlfRTeweLaKiGAv6Xm3bRkHSjtlzl3Ouw9mMg9xjnq6oeGD3BMbyMnaPFTF6DOmsZdl4eH/Sm3cB5LgkQr5552CGZZ+SBffJojwjG+rudSwvQWBZr47fpS22sEyhG4Cphon0HIFwQGC9YG+scGIy47Dv5PpEH5wkaoeYo1LJVGaWRPQ0hVFVDFj28d0rAgK3oMWjub7LsJ/H1SuakQjPvB4zFRVbB3Mz+vS2nGQm14VKlylnHXlRw7vu3QbAxk/ff8WssrPxgoTbfvQsPvqyFbhxbRseO5TGe6/uwSf/by80w8KP33PZ89LO4mzhjpeugG3b+Poj/QCAR+58CSLOA/6GtW0AgCPpCh7cO4WPvWwlPvHyVZgoyjSjS6FQFkxR0tEen31VP1lSUJLmn8TrNbLSgMDCsokj70I4Vs1oZzyAV5/f4QWesm6iKOkoyTqaIzMnj7ppYftwHuu74og698ra2+FCbo0nIhN2MxrHM8k81n26NRpAukIm4PO1ADkZLBvYN1HC2o7YvEZdbmBpWjbMmhR+YhYXa55j5+31Xr9oQQINy8KsmSXVsPCnA0lPir6mPQbdtJEIC1B0EwcmS9jQ3XDMz3kiNEdJr9sn+jO4btXs7Wvc89fPLVzmbtk2IgEeNuwFm/xE/DyajxEgNAQFLGuOoGMel27btuHnWS8DfSx3bPesq5X/96cr2DVaAMcycyoBVMOE7xQ7snsjqDm3WqJ+L8B3qV0QCAgcwj4eAjfzhKy9okJz3If8PIeWqP+kTLsOJSsoSvox5eeiaiBdUWfMcT1H8TaifnQN7mql50Efh4DAwc+zWOga3QO7J8BzDHyzHJujmevuY9k2MhUVPp6dcS4wDPl+jj4POKfs5WShGV3KWYVmEHOpdFnFPbddOmc/t+5ECPe951K856qlWN8Vxxf+6jz8dOsI/DyL+z90lVejey7xESeA/dWOcfzbQ4dg2zZ2jhY8GfdD+5L41p8P429/uRuqYeE/3rQRH3nZSgDzt66gUCgnz1133YWlS5ciEAjg4osvxlNPPTXv9k888QQuvvhiBAIBLFu2DD/4wQ/q/n7fffd5rcRqfxSlPuNwvPs9USaKMo7M4jDr3lnWtke9IK87EULYz4NhgOVOq5hjBXPuBPqla2Zvm6HopN6z9m14jsWylgiGsuKcEuNaKV1tS6GFBLEjOem4M6hu0D1fdiRdUbyMr6Kb2DlarJMEH82Vy5twfhcpz5lPXngyuNmi+b6miJ/3skm7RgvYPpyHadq4aHFiRmZVMyw0hIS6PvdH47Yb6U6QgGxtRwyXL2v0Fm8PJcuexNY9nrJuws9z8PEs1nRE0dUQxFBWxHhBxshp6Hc7khM9OfXR2e7GsM8LvN1FnoVKkG3YCPl4rO2ILTgrzTAMbljbVteRYjbCfh7nd8e91juzEQsKuHl9B6J+su+FhxvTW1rWdO3mXJzfFT8lbbGCAucp/2Y7R0VtOiuu6CTzXyvPV3QTV69owuWz1OdyLINXnd+B1W1RNM3Rdsy0bO87ni05sxBSZWVeaXtVNfDA7gk8uHcKe8eLM45rp3Mcf7p1BFsGcnjpmtYZbYbKio7hnAiGYVCU9QUZcvl5DkfSVQzNc/2E/PP30RVVE/2pCvKzyLpLso6ipM9Qx2QqKiz75DP+NNClnDXYto3P/e4Atg3l8bU3bcTGRQ2zbucGZVcsa8IBx42xKezHqrYofv3hq06qx94LnY/dsBIfu2Elfv7sKL7w+4P4/uMDuGvTAAzTwkdftgKfedVa/H7PJP76nm0oOxO8zUeyeNV3njqldSAUCmWaX/7yl/j4xz+Oz3zmM9i1axeuvfZavPKVr8To6Ois2w8NDeFVr3oVrr32WuzatQuf/vSn8bGPfQz3339/3XaxWAxTU1N1P4HAdOBwvPudD9UwYS5wkq4Z1ozFM5ZlvF66lm3DtGzPaGchuAHps4P5WRfmRvIitgzmMFGU6+5l2aqGsaI8Q87pzp2mamo+awNdP8/h4f1T807S9RNwLXXfbb5EBWkXVABAzIg6GwKIzFL/7DJZlDGQObkgrj9VqWu1dDRu4D/fAkBVNbxjX5R0mJYNy7ZxJFOdMYE3LRuTRXlBtZ9uBqggajicqqKqkqxZX7LitWPhWAYvWdmCl65uRdjPYbwgYd94CUfSVS+gK8nH57K7f6J0TCfZ+WTCHMN4E3/3uBxP6x9FN7F1MIeyrM9ZG3o0m/rS2DFSmHebiqLjgd0TmKg59xXdxAO7J7zFAN20MFWSF9zyxV2IOpKePodWtEYQCfAzanQf3p/ErlEyRhszs8WZilon8c5VVeweK8xvbmbbM3o9q/p0zXBJ1iFp5N+/3jmOTX1pdCfqA9J0RZ1Tmv/zZ0fxs2dHsXNs9mNbVYxT1t7raBiGwer2qCfNzovkXDr687rHOeTjkK4oiAUExIMCxvKSt1A1npdhmMQnYCQnLaie+Ob17VjUGERbzaKUZdk4kq56nzkWECBw7DH7pbsBcS0rWiO4eElixr12tlKYE4EGupSzhp9uG8XPnx3FR1+2An+1sXPWbXTTwuvuega/3D6KXzw7irffvQ37J0p45fkd+PWHr553dfhc4c4bV+JvXrIM920eRmc8gF998ApHIsbgAy9ZhrvecRH2jJXw9h9uRUnSkQj7EPHzM+ojKBTKqeEb3/gG3ve+9+H9738/1q5di29961tYtGgRvv/978+6/Q9+8AMsXrwY3/rWt7B27Vq8//3vx3vf+158/etfr9uOYRi0t7fX/ZzMfuejd6qCrUP5Of/eFguAYxiM5ET8dOswtgzW94N0M28AyVyUFR2LGkMLNm5xnY1FzaiT54qqgWRJ8TJnm/rSeMYxMElXFKTKCkI+FjetO7YbbW3gXZA0qIY1b4ZlLhnjfIw7/WTnrdG1UddORDMs6PPcn7cP573MjBuY9CUrePrwwo1ceqfKODiPo7E7p3bXOvaMFWfNkNZ+LjcILMt63fcPkIDZtoE/985j8OP81+2lm66oqKg6Hu/LzDI+Gz6eBc8yiPh5BAQOZUXHRFGelrMfI8hUdLNuEWUgU/Xa9M3FYE1Naq2DN0BMkNwAl3fqQxda0207sn5ZM6HoFqoLkMRalu0EQ/NnwNy+0rWBmRuAj+fJ95QsqXh2KL/g0gKXxhqJNcuQc+DoRR3VML2a3wOT5Rn1v5sHsni8L+39e9OhNH69cwLp8txjUQ3Lu2Zs2LAsG5sOZfBob8oLEG3bhqiZKMk6fBxbV5MPAFsHc3iif+a5pZuWF4SlSrPX6Ib8HNa2EyOp0TkMmU6US3sS6GoIejXVbru0oxOdbmDoyqcf2D2BP+6bws7RgidrXtYSRpOjKlnaHEbrAuqUU2UFjSE/VrZNJ5FsAAcmS975bVk21nfGsSgxezY7FuBx/arWWWuQs1VSo3v0godrQHuyFXY00KWcFfROlfEvDx7EDWtaceeNq+bcTlQNLGoMoSXqR1U1wDLTD9bjNQV5scIwDD71yjV491U9+PGWEdz99DAM08Jvd03Atm286vwO3PPuS9DTFEbQx2FtRwy/+uCVp0Q+RKFQ6tE0DTt27MArXvGKut+/4hWvwObNm2d9zZYtW2Zsf9NNN+G5556Drk9PeKvVKpYsWYLu7m685jWvwa5du05qv8dCnMUx04VjAEk3sXusCM2wPflkc8TvmfXULqY1BH0I+ThE/Dz8PHtMB9Da2rnaTEa6omLbUA5NYT9uuaDLCzZYhgFsBgGehW7YXi/WsbwEUTVmzUzmayb+7vOEZ+eeJi0+AYli2De/xA8AKqpRU/NIfCuOVSPpYjquw4eSZeTEuQODB3ZPzJutPLom1D3m7nETVQOKXh98N0f8CzaQsWySAU6W1Tldgt19ZqsabMwvn1V0C3/uTWFTXwaKbnkyTjJm979zz5ht28afDiSxa5Ze0PPhOo03hn0zTKncnsK2bXsmPLHgws2xBI6FwLEYK0jomyfb7mI7r2GOITR2L5/ZtnMvw/VdMcSDwnGNF4AXRAGk5nTveMlzwp59LHadkmI23MWb+c7nimLUeQTYIN/304ez3n3Htsl95JoVLbikJ3FCUvbZjodmWEiWFFRmWbA5FT4oim5h73jJawnEstPKmFrcQLd2LqeZ9YtkAYHz7pFDWXHGAtRsbB3MYf9kCZv6Mt6Cmm3baI0GEHGk7amKgl1jhVkv0ryoYftwAUcyFVRneYYYpo2OeHBG2cXxKH7mgwa6lDOOrJn42M93IRES8LU3bZzXoa8h5MNXbt2AHSMFfOXhPrx2YycumEPifC7DMAw+99rz8LbLFuM7jx3G3/5iNz7+y93YOkgyMteubMH33nERfDyLXFVFpqqiJOn4m588h61HZWIoFMqJk81mYZom2tra6n7f1taGZHL2utFkMjnr9oZhIJslWbo1a9bgvvvuw+9+9zv8/Oc/RyAQwNVXX43Dhw+f8H4BQFVVlMvlup9jYVk2dowUoOkmggKHS5wMRC22PT1hdbMjPp5dsKHTbAriB3ZPYOdIHtevaoVimJgoyt7kr7MhgAsXN2BFWxRBH4feSVLPuXO0gKcOZ70AttZYqVaZPelkXt33c6WdJytPdCfKc0n8XMloo5O1MSwLlr3whdxawx3dtLB7rDinB8NUcfZJblDgZkilbRAX3TVO1qop4kdDqH7Sz6Bemq2b09/u0fN9NwDojM+twnIlyyGBRe9UGctawqgq5qzngrsQUpI1GJY1a6hnOXLp2bLprkqg1lU3EfKh7Ritb9wFgbyoIXNU9tMN4E7UAiMS4LG4MYTmiO+YwSBAzpHWqB+jeWlBAVbt2lLt9iVJR1dDENevbvWyiAv1BKptKeUu5hxL4n+swNztuyprJsYL0qwLNNmqOu127FwvHfEg/DzrLUZYsMEyDHqnSseUd9cicCyuXdlMjOtmqWsezYvYOVqY4XC8f6KE3+2ZXHCwO5si0bZtDGWryFZVL8icLVgEpmuD3XHc6NSyT9YEs0VJw2BGhJ8nMuNj9TB2x56rEjm56ixu2QAUw/Rqzt2PWJlFeVBRdKQrCsYLct1ioktZ0VFVZ9boJksqUmV1wYt8c0EDXcoZ51//cBBHMlV8880XzHszf+RAEmN5EW/6wWZ8b9MAbtnYiW+8+QKvxx6lHoZh8G+vW483XNSFP+ybwjuvWIwrl9cbLdi2jff/v+fwzru3QdQMHE5Xcecvdx/TPZVCoRwfR2csbdueN4s52/a1v7/iiivwzne+Exs3bsS1116L//3f/8WqVavw3e9+96T2+6UvfQnxeNz7WbRoEQBgcWMQly1tnPU1pk2MWASeRVUxsHe85AUMJVmHZlqoqgZanJ61NhxTHptkFVTDOqapU232ovb/8xyLJw9nsOlQGs8N5z0JpqpbEDUDskayo3vGi/jj/kkAJODmWAYcy9TJTZPl6ZpFV06bcwxrXNnkcI0s0c0IHU/W5ugszNEMZUWM5WVoTsDg41gsSgTrjIMyFRUHJksz9iuqBgYz05m/ySIxYJo8ysiqKGkwLHtO2aKsk4Cils54EGs7Yt5kdCgrIltVoZsWBh0Tslqp7rE+qw2A5xgwDPk8s33/7lkq6UTqWlYMFEQV9lHb7hsvoS9VwY1r2/CaDZ1QdKtOhu0ep6KsY6qk4MBkGaJa/4xzA7TahfbmiP+YAeZs494/UcJApuqZHZmWjYJI9lcro90+nJ/3WSvrJoZzIrJVbcG1vY8eTGEoK84r95zvfLVBaqof601hLC/VqTB2jxXw7T/3z+rn4b7lYI0h3dLmENZ1xhCcpY1RLYOzmNgB5Bp8rDcFgWMQ8nEwbbKg1pesQDctlGQdokp64HY2BNF+9KIEQ8aVraqI+HnYFvme+1JVDGVFTBTkOYPGo9k6mMf+iRJk3YRmWHULJoZlwzCtGQHZsHd/OPb7K7qJZS3hGYkb2ybZas2wpltmOvfvo68vNwPq+q8EBA5XLmtCa02v8PGCDNUwnbIM65gu7e4ueJZFa9TvuacLHIuOeGCGg/JgjVeAaph4eP8UpmoCbddYrXaxaVVbFKvbYzMWRFJlBeMFac7evAuFRgiUM8qfD6bwP9tG8cHrluOqFXM7JauGiU//Zh/e/+Pn0DtVwbrOGL75lguoXPkYsCyDr966Aa/Z0IGfbh3FT7aOYDAzbSDAMAw+dfMajOYl/M1PduBLbzgf2aqKz/1u/xkeOYXy4qC5uRkcx83IoqbT6RnZVpf29vZZt+d5Hk1NM11BASJnu/TSS72M7onsFwD+8R//EaVSyfsZGxsDQGrv3OxnVTWgm5ZXu2ZaNnwc6xjI2BjOiV6NrlvjqpmWlz0QOBaqbnkTMuDYwWJzjZTWskl2znRMVSJ+3qvnMpzJkmpYGMlJSFdUtEb8CAgchrJkwsQ4+7tocQKLm6blx7VDcDOubiDs1vNxNYsE7c5E71iy61rcbMtcdak9TWEsaw7XTWKrqgG5RiZclDQcSVdnTKAPJSs4ODkd6LqZsqM9xJ7oz2DfeHHeCbhp2ehPVTzToPZ4AJppeQ7DrTE//DyHkZyIfROlWduqzFYT+9C+KeyfKMG2gCDPeRPt2WSkujPwIM/hosUN+OP+KSRCvhltYgazVfSnKjBMkrFzTbAA1AU/saCAJY0hhH3cjCyim5mq/X5Ls9QWH03tuF3X30xVRV7UPKdsy7a97LcbjCg6OZbz9VwVVeIU3Bj2zen2W/cZnGCLZedfZHDnTbWLPO7Whkn6Ee+bKGHnaMGTww6kq/jx5mHkRA0ThbkdwGtxzzv3iNq2japqoC9ZrpP9z2V4la9qqKoG8iIxkqo1/npo3xQe70ujL1XBQKYKWTPQXLOQphkWJvLETCtVVrG8JYKlLWFkqyriQWKcpBiW5xQ/X2ZTNUyE/RzWdcbQHPE5Uty8Z+b1eF8GR9Ki9z4lWT9uyfKfDiTxzJHsnImbwazoLZy4NbpujLprtIAn+jMz7ikP7p3ElsEcWJZBS8QPy7IR9vFojvrBsQyWNodnbb02G4saQ1jltC1yOZyq1jlXA9PnkbsQoRoWEiEfLulpxI1r29AY9qEk6/jTgSQKzmvzoobnhvMzFgpWtEawrCWCrobAjOP5wO4J/GHv5ILGTgNdyhmjJOv4zG/34byOGD7x8rnrcgEiYbr33ZdisqRgeUsYv/nQVfNKnCnT8ByLb77lArzivDb802/347XffRpffPCg9/fLlzXhv/76EhxKlvG1h/vwoetW4Le7J/HowdQZHDWF8uLA5/Ph4osvxqOPPlr3+0cffRRXXXXVrK+58sorZ2z/yCOP4JJLLoEgzF4zZ9s2du/ejY6OjhPeLwD4/X7EYrG6HwAYy8vY7TiOPtabwqZDaTy0bwpTJSIXVk2L1OIxDLoTQVzSkyAyNmd+wjFMXTC0pCnk1ecuhHiNTNaybewYLWD3eBFl2UBZ0bGiJYJbLujygvGyQlpWjOVJfaNYMwlkGBIIbx+uN9upnUu5WRO3ptYNHI4OIETVOK72bG7LvLleYcMGxzKQNBOSZsCy4UgGpyeBBScLaINkbecKmt1n5NGmO+RzELMllyuXN+HypWQR5eb17bh5fTt2jxbwuz2TEFUDsmaid6rsGRkpugnNMNERD+KixQmEnPo6V+pr2zZyooa8pGHveNGTj65sjaA15ic9cW0bkko+l981G1MNL6Bxs6WjeRmP9aYhqSYqqjFrHbBmWHi8P40/7J2CapiwbSIFbY0FvO+VZRg0R/1Y0xGDcNR552Z0a4Nolpnf1qmi6HV/d7NxG7riWFnT/cG2p83U3CAz6OPwVxs7sa4zNut7906W8cyRHHwcA8vGMU2xADLWWIBHQ1CYd9zNUT/O64ihqs50Cp4oyGAZBhu7G9AeC3jna3ci5GXj5nNirl3z6U2WcWCy7NXoWjZwJF3FspYI4gHhmMHg4qYQ/mpjp1feULso5RL187BtG6mS6mVnieM3GeMSJ6DubAhiQ3cDnj6cRbaiYllLuM5orjsRwvKWyJwtLVmGQUDg0JkIwSvbt4nxVFU1vB6wmmkhU1Wh6OZxmyj1pyrYWSOp7k9VvPtNQJg+X939u38TVRNFSUPDHPXULRE/lraE0Z+u4JHeJHiWLAYNZcU6WfNsuB+hOxFERdE9wy/NsNAU8XkLONMlCu41K2HLQA7XrmxBT3MIIzkRm/rSyIuad7/UTQslibQ46k4EEZnF3C/s4/Bob2pWA7qB9MJqrGmgSzljfPmPvchWNXz1jRvmNebQDAu/2TWOz/52P0zLxj23XQrfaeoV+GJF4Fh89+0X4vrVLRA1Exu743V/v25VC777tguxc7SAiqJjXWcMn/7NvtNml0+hnEt84hOfwN133417770Xvb29uPPOOzE6OooPfvCDAEgW9V3vepe3/Qc/+EGMjIzgE5/4BHp7e3HvvffinnvuwSc/+Ulvmy984Qv405/+hMHBQezevRvve9/7sHv3bu89F7Lf4yEnqkiXVW+SImoGWIZBWTZqam5JXVxbLAAfx+Ivh9IoOkHZitYwhjIibNvGsuYwVMMCywArnSxBbb9EVxpYS+2k1Lbh/b0p4sP1q1pRknUMZ8W6yTPLkBrcTEWFpJkICCwsu95oKVvj+lyX3XVNl5yspPsZh3OiV4d2KFnBnvEi9k4Uj3n8UmUZ2wZzXiAw2yT4gd0TKMs6DNNGtkKygrpJanRrzbhc6ajtSMa7GoKe46u7cLCxuwE9TWHsGClg31FmT+74azN6rdEA2p16WT/Pwc9zUAwTupMl3DdR8vYJADtGChgvyPDzLBJhnxcIeIYyznB9HItLlzTCskl9rKiZmMjL2OK4rBZkcvzd1/25N1XnuAsAYaclSXciiIuXJHBxT2LGsXONm2rl54sSQeSqKnY6Wel8VcWOkQJ2jBRm1BLqs2R0k2VlzmdgSdLxl0NpiKrhZendhYNsVUOqrKIhRDKxWSfwAabPI9u2UVaMObsdHMlUiTw0EURQYLG6ffaA+OhjsLQ5jKhfmDfICgkcOJbBowdTnjN3qqRgKCuiqhkQOBaNER8uX9aE5ggxebt0aSNWOK67szmA+3gWLMN4WW0AnmTZlaS613i6rNYtstSSq07fY1TDRLKsICTwiAcFtET8RHZfE2hzLAMbwHBeRFU1UBA17J8oIu8YmLlZwmeHcuhLlmHYFiZKMvqSlbp7Raaq4LyOGNZ31c+NAHI9XLS4AZphoSRpaI0GcMsFXehNlrFrrDBdklFzzGtrlRca70qaWbeQNlGQ0e+YkNUGse491XYOgxsE1zrdVxUDG7obwLEMZN30Si8k1cB4QUZA4BAQWLBA3fGcHouBiaLsHaMj6Sp2jRbxZH/Guxdb1nSw7d5L3IC/JerHmvYY+pIVpEqqV55QkjVvAa6s6NjUlyLvqVszklcTRRn7JkrIVtTZFSPzOOLXcvze+BTKKWDzkSx+/uwYPnz98llvLLW87YdbsGOkCAD46q0bjtkMnTI7fp7DD955Md734+344oO9SIR8uHRpo+cMefP6Dtz1jotx5bImTJZkkvn9/UF84y0XnNmBUygvcN7ylrcgl8vhi1/8IqamprB+/Xo89NBDWLJkCQBgamqqrrft0qVL8dBDD+HOO+/E9773PXR2duI73/kObr31Vm+bYrGI22+/HclkEvF4HBdeeCGefPJJXHbZZQve74ngTtg1wwYr2EhXFCxtDqOnKQTdtCHrBoYyIpY0hSBw7HRbjrKCPeNFNIV9UHQLBUnD7rGiZ6Dy0L4k4kEBL13Tip2jBaTKCl5xXrs3Wa5tt+NOvoICB4FjsXkg62WZRI1ImZMlBdmqiqqTcZV1E5JmoixruHp5kzcprTUfqp1MLm4MYzgnYjgrIujj6no6VlUD0YDgZY1qe37OxS+eHUNO1PDq8zvm3S5TUcFzDFa1R9GdCMEwLfQ0hTxDnlpsZ/w7RwsotThjcOaKPc1hlBUdmwesuhq5qZKM/hQJMmrrT58bzoNlGVy0OIFHDiQh8CxGshJMy0Yi5INlk9e4yeuipGM4J2E0L2HfRIkYgukmxgoSNi5q8I6vadl4diSPVEVBQ8iHWFCYnijb9YGly9ESxpGchGRFRk9TGKmygqmiMmMewLEMbljbioNOu5q8qOKP+6cgcCxWONnV2un80f1vVd3EjpECzltAQAkAkk6yh+mKilRZQVPEj/0TJSxviWCiKMHHkfN273gJOVHzFhG0Gmn9431pdDUEcUnPzNr3lqgfpmVhOEPqbV0jomMhaiayVW1e6fKfDiSxbSiP7kTQC9J+v2cSfakK1nfFMZQVEQvwGMxUEQsIyEsakfsyLIICN2dGl2Hqg70ljWGc3xUHz03XlFo2WUBomkUyK6oGnj6SxVhBxpKmEMbyEg5MEhOy5S0RlGTd6xe9pj2KsJ8n7so2qafuTgTxl0MpcCyDkJ9Htqpiy2AOnfEg2mJ+HE5V0eGY5OWqKhqCPs9ArKIY6EtVkAj5vO+qli1OjW57LID2eBBTRQWSZsLPszBNcj+rbTd2nMncWVnXGYMFG0gDq9tjSJUVmJZdt3AAwLu+R3ISmh21Q1YkdfyXL23C00cy2DaYg2nbXk24ex/fNVbEZEnB1UeVDu4bLyFZVvAq535VEHWoholIgIdp2Qj5OCTCglcCEPHziDmScIB8l25GulbenAj5vH+Lqon2eBCSRuT2qmHW1fzWlr3MygIPMg10Kc87smbiU7/eh2UtYXzshpXzbrt1MIfdo0UAwI1rW/GmS7qfhxG+eAkIHH74rkvw3vu242O/2I2In8dTf/9Sz2Dg5vWk16RfYPGaDR349a4J3Hpx94ybIIVCOT4+/OEP48Mf/vCsf7vvvvtm/O66667Dzp0753y/b37zm/jmN795Uvs9EaYnHWSWYVo2gj4O7fEgjqSJiQ3HsuhLVvH6C7tQkjX0p0lAYNtERnskU8FEQfGyhYCb4SKTMLe2s1Zy2xYLoKqa6EuWITuT/liQR2vUD0k3sboxioNTZS87wTIMfBwLWbcQ8HFeTeB4QYakmYgGZsr83KDclbgO50QUJA0DGQ2ZijojcxOb5T3moqc5jJ7m8PTcbI5JWlciCBvE3MZyjMPcmsCqauKypY01NY/A3okS+pMVLG+JYLIoo90xmOqdKmPLQA7piorumt6WDUEfuhNBjBfq3YfdesOLFicg6yZk3fR6jsp1Mkzyf6J+HqZledlMd1LqZSyd7QzLgmZYSJVJoCuqBppCPqR18jo3gJ/Pb6M15kdOVDGWkxEJcNgzXpwR6FqWjYKoeedMxjNwmv6MiZCAZc2kTjNwlCrMzawmK8dutwIAIYGMOxbgkTrKBNgwbVQUooBIlhU0R/1gnW/NrQV1j+fR7tZbB3PoTgSdWl4GDMOgOeKHX5hd9VZRdIzkJCxviYBjGQQEFhu64yiIGnw8i6ZZZN5u31qWYTBRIFm7nGNQ5i4iDWZI7XVHQxBTRRmpsoJkWQHHMLO2C9IcQ7l0RcF5IIsFmkkUAT6er/nMNliGSIVrg2K3fheAd327qzbLmsP404GUl9kHyHXs1uUDZGFAMyyvxtUvsKT/sEqMl8I+HiE/h3iQx+JEEK3RAEqyjo6aoNbNnt5yQVfdZ5OdgPaixQ3IS6RGec94EVE/77TJmplZrF1oIMeUfJbhrIg940W86vyOeZWMADG5enj/FK5Z0eyVDEwUZc8J++hyCj/P4nCqgvGCjCWNIZiWjc0DWfylNw0fzyLs5xHx8WiK+jBVUtAZJyoOt9zg4f1JtET9uHhJAuu64ljaHEaypGDHSAGxEI+qVt+/d6JAelS3xwPQDAsrWiJeiYlhTtfJL2sJozniRyzIQ2BZ73tmGBIgG5aNveMlrGmP1QW6G7oaUBR1+Pj6e0OvZzS3sEiXSpcpzzt3PX4Eo3kJX7l1w4yHTS37J0p4/33bwbEsmiM+fPWNG4/L9IMyOyEfj/vecxmuXN6Eqmrgp1uHZ9TKfPcvh/HA7km0xfz4pwf218kGKRTKuYkN28uEHZ2JmyzKkHUTHMviimVNWNsRxR/3T4FxJK2wycTNsshEia+R4saDQp1sLS9qdTW1k0UZAsdiTVsUvVNl3L9zwmnDo2D3WBGjORE9TWG8ZkMnGkI+2LYNzbSgmRb8PIOCqHlyv0PJCh47lJrR1qgk6fjfHWMoyzos24bAMuBZ1suerGqtN2IBMD1JPo70zVInQJurrZKim2DAoKwYGEhXYVokADAt2zM3WtIUBscyOJKuoiTpxPXasMAyjDcJ7U9VwDKMIy90PqOsY6IoewF7bZa8JOteZnpxYwhhHw/DccuuKkbNM4J8TyzLeHXMLu2xgFcj7U2GiwrSZQXDWQmWbWNdZ7zO7flYdZqiamC8IEE1iPTcDaRLso4Dk6U687GnDmex12mnNJsckwGDRNiHlW1R8ByLiaKMB3ZPQDMsaAZ534552h3VMp2l9D4IuhMkW3ipk6F13W4N00LQR6bbbnupoI/DLRd0ee2a3GORKpNM4Z7xEizLduT2NnaOFGatBZcdR2rNsMAwQNgnoD3md0yaSPazrBBZ//6JEg5Mlrx5l49jUTkqU8wxDHw8i464H0ubw1jXEUVzxI8rlzWDZZhZWzMB5PsYL8h1kt2+ZAWHkhVohgXbth2TMODCxQkkwoInFweA7cMFPH04A920vIX3Fa2k7n4kJ2H/ZMm7hgFSluAcdgDkPEmWFci6iSNpEZJqet/RmvYINNOCpJEFm/ZYEMtbI4gG+XkXq2zbxv6JEjRn/uPOPyuKDkU30RrzIx4UalyoyWAEjlyHs53Zh9NEGTFXy6Xa3+dFDcM5CY/1pr3FCdf8b3pv06ztiMKwbHBs/SJhezzgjZ1hifRcMywM5yQ0hf0kWy7p2DaUw1CWjC/i59EaC3jBv6KZKMukntYGuU8FBA4NQR82HUpj52geO0cL3j3BPU9uXNuGFa0RHEqW8fD+JFIVxdsmWZKxeSCLyaKCZS2RGd+FDXKdHX2fccc0f9OqaWigS3leGcmJ+K8nB3HrRd3ew2Auvv/4EW/y841jtB6iHB8BgcNP3nsZ3nhxN/7j0cP4598eqHuI3vHSFTi/O46SpOMV57V5PScpFMq5iw3SOxEAOI5FQdIQ8fNIlxWM5mWvd+6Fixu8LKJp2SjLOp4eyBLjJmcC5uNYr15V0a26gKc/RSbIAAkStg/nsakvjaGs6JkzmZaNCadG1M9zSFdUHEnXmCsta8Ka9hjiQR/iQQFlhcg5W6JkAu9m1jTHPbogabCsaRnyRFEGwwDuvPNop1/g+PqjHpwqY8dIwZuY2zZwOFWZ4eo7lpdwJFPFZFGGYdmOadN07VstOZFIs2GTSZ9qWFBrJsosQz5f2MdBNUw83pfGgckSdjkqqdoesamyUjcWG9NmVixL/t0SIdke08k2h2raxtgggYD7PboLITknE97TEgLrZKdTNf1GFcdNejZDrZCPx6FkBdmqhqhfQEvUj4miAs2wcDhVgVLj3O3jWWKYoxrQa4KBWjKV6Rrdkqx5bW0kzfBcl2sn27GAMKMftIsb0I26LWRq9+MEPm2xAHiWBD3GLFnQXE1v1FomijImixIEnkVLxE8Wedpj3vVSVQ1PgmrbJBvOsqRG17AsHEpWsKwljI54AAOZKvaOlbBnvIjDqSoKoo6wn9RSjxclhATiGu5+X/GwAAZAyM9jQ3cDwn4BV69oxvndcWzsbgDLMHUuyu4i+OaBLEbzpD+rW//sHsuCpGHnaBHZKlF1jOUlPDdc8NR6YR+RGTMM42W+ARL0jeUlr/Z0tlY4tk3M2yqKgVRFgWHa0C2iFFncFEJjSEDIzyFZVlCSdeREDVuHchjKipA1c95FfFEzMZCpoqqZOK8jhnSZ1JoO50RiTNUQRNDHwcexnmQYABYlQnXXa+2oVcNEX7KCB/dOedeK69zdHPHXGSwNZKqwbRvjBaku+2tZ7qIBeb27wJSpEIl5RzwIH8fiwkUJ+HkWmmFBdL4TUTG8rHBA4HA4XUFfsoJ0RcEFixrw0tWtAEii6YHdEwCI63emqkLWyb2StKgj15xumSgrOnqnyP065ZSCdDQEcV5HDLtGi6R/riNXriqGp054eH8STx/OIuRjEeDZGTW6R9IVHE5X68pGarlo0cxa/dmgs1fK88q/PHgQPo7FP7xy9TG31U0LDSEfHv/kdXjJqpbnYXTnFjzH4mtv3IA3X9KNn2wbwVv+e4u3mhjy8bj7tkvQFPHjN7smkF6gnItCobw4Wd0WxUtWtYBzFr14lmRa3UAMNpl4yZqBe58ewi+3jyIocChKGhTdRFHUEQ8KMC27JtizYTnBXG1gwgBe2wv3t8NZET/fPoqcqEHVLQQEDosaQ0iEfDiSrmLbUA4HJkuoKDoYhkF/qoLxggTDtODOEW3bxoauONZ3xuvaeBycLINlGFQV3Zs8DmZExwjKkcJWZvYOdbMsWIDQqDnig6SaeOpwxvtcB6fK2DaUq9suW9WgG5YXeAQFDstbwgg6BkJjeQmNYR9aIn6kywoyFRU2iGzRhl2fIWVIsFtVDTy8v77NFEDq5VziQcFzUB3NS5A0A50NQXQ2BHFwsoySpCHqZCMNy4akGYgFhDqV1VRJ9hYK3POkohrgWBaTBTLWiqJ72fpATTBwdM2sy6JECDzHoKcpBDBk4cMGvL6y7tyYYxmc1xHD1cubSd3kLEGRu15blHRs6s14/hQBgXPqR0lQ4Y6vNeb3MrBHUz06QLWJnBaYNkqzYHv1wXlJQ1nRvcBYNUw8fSSLfeOl6bdwhlyWdUQDAhpDAkbzElJlBTxHnLif6M/gsd4UHu8nhl2mZddlWXunKhjNSeibIi2X9k+U0O5kZ8MBDgxD6lFlncj3Y0Hifuxmn5tCPnQ2BFGWDRxKljFRlLFrtICJgoSmiA8baows+1IVPLw/Sfqy6iYmiwoeOZj0zrVFjUFcuKjBM1Jz+82mKyoYhtSITxZlFGUNQYFDa9QPjmO8RY+hrIidowW0OVn2WhWJKxd2v+XOeBCrWqNoCvuwpp1koUWFyJaHszJGchLGndptH8ciWZIxlBW9rPds8CyDla1RRPw8do8VMVaQsLQ5DMMifbUnC6TPK8uS4N8di6SZTu3wzHPQdOThxJiL/G73WBEAUQAsbamR5NtElnz0wk1WVLF7rOgtntggLccGM1VUFAOSaiBbVXFwqoSLlzR6PajLjqKDYci5pOjkezuULHteCK77ubtYw7HE4Kw16kfYz2MsT85tP8+RBYoyCUJdV/Uh53hWFB0Hp8rIiSr21pjhuQoRgCyWtsWJ2VlLNDBDLeCWyehH90fzDg+VLlPOMjb1pfHn3jQ+fuNKtEZnlweJqoEP/XQHdowU8JoNnfjp+y5HZ2KmpTzl1MAwDP71detxflcc24cL+OBPdnj1ca3RAH70nkshqSbe86Pt+Oxv953h0VIolDOFm7kwTbcejMPajjiWNkdIgAVgICMiU9VwKFnBaF7C1SuaEPHzCPo4xEM8Qj4Oompgz3gRFcXAQEb0JnnTClDyXnPVr/Es4wVceVHDnvEiwAAXL0kg4ue9CaFh2U5AZiIR8mFxYxgsw+BwuoIn+tMwrWmpqWXbaI76nM/p1F46+3CVLtnqzEC3OeKD33GbPRY3rm1HR8O0FHAuye7S5gjWdsTQFg9A0kykyiqSZRVlhbT4eW6kgMd6U0iWFc+N2ceT78W2612kAZJ1ma29EACUHUly3xTJLPM1GRXLsqEZJlJlBX85lIakm3j6cAb9qQoEjsX5XQ0ICJyXCT16F7UKoZKsY6qkQDNMpMsKCiLJ7Ak860m5Z8OVh67riGGqrHomZ36eRZ9zHF23ZtOykaqoXsDsZpvbamTSjWEfVrZFSJDhtHEC4GXuNcPC7rGSt4ChmzaGs7MHQq7LbIuTFWdqjl1R0rBjpICn+jOeK3BjiJgh/XTbKPZPlLzz1O39CtRn/lhHQswwDNpiAQQFHoMZEVMlGaZp4+IlJJtVcYKGimJA0UlLKh/PoSniw9LmMK5fRTJ0nQ1ByJqJqaLsmRf5eQ6/3zOBgXQVQR+HWFCArBGJb07U0JesYKJADMce3DuFbQM5bB3MoeQ4ZU8WFeSrGmRHau1+BjfQF1UTVc3wFGEcQ2q2Zc3EYFqE6dRVK7oFGzaKEum76gZwpmWDZ1ksd86R2ozf9OIVkK2osGwbYT8PH8+iMeSDbllIlUk9fr6qQjcsZEXNk69fsLihzg271ol9eh8MLJsoUlz/gC2DORQlDaN5ETtG8t4gZN1E1Kk3T5YV3Pv0IPZNlFAQtRnXxpqOGF65rmNGBrOqGtBqgr0aVTzyNVlNwTmerhrAzaJmRQ2TRRmZqormiB+qYWHzQBYsy8DPsxA4ci4tda6hnqYQOuJBXLCIOErvHClg6wBx4b6spxHXrWoB47x/yMejIx4gqhHDgmqYyEsaSs5xOboPsWFOX1+r2qK4fnUrrlrejNG8hAOT5FzRDAu2BTx1OIudo3lv8cqluyGE9V1xtMdmV1XUtmKaDxroUp4XVMPEF39/ECtaI7jtqp5ZtzEtGx/7+S48cjCFH28ewid/tRdUMXv68fEcfv/Ra/DlN5yPTX1pvOW/t3i9JVe1RfHD2y7BdataMJQVaa0uhXKOMpKT8MyRLAqSClE1EAsKGMmKeLI/U+ewyzIMWqN+JMI+PHIwhcmSDFE1sKQpDMO0nEktUFWne8HW4soTa+vx3O0YBnjZmlas74xBdoySkiUiZW2O+HHD2jY0hHywLOL0qRsWOJZBtqp5AdBoXsbmgRwe3DvpZeA6G4IQOLYuC9MYFuDnOViO1PKRA0lkjlK22DZRHlUU/Zj3xo54AO2xgCdpDPl4jOYljBekuu2Mo7IX4wUJskYCUttp0dOXqqCiGGgM+9AU8SPAs7O23wAAnmW9YAggWbLa9x7IVPGvDx3E4XTVy3Dmqhp2jRUxUVS8gKyqGEhXVGSrKliWQVPYh9G8VNfflWMZL3CtdUoVVQM8S4yVyoqOLYN5pCv1gbWPZ2cE/4ZFXGJH8zLG8hKiAR48S1yUI34OXQ1BbzKtGiZ2jhSwb6IEniMZtmiAR6TGrdq0bER8PNZ2kBpdN3OrmzYsy/Kkwe4ih2lNSzVnHleycUc8AAaAZVkQnVrqa1e2wM+zmCwqOJSsoKcphO7GetMjgWNxywVds/ZtLUgaeJYYRQV9JNt8OF3B2o4oipKG8aLk1afrNTXKLMN4vU0nSxJSZRWP96fx650T+Nm2EZiWjeGcBN2w0BkPgGOBiF/AcF7E+d1xLG0KYbwgeYHTeR0xT5K7viuOdFXFZEmZzrzZNoZyopcN1w0LVcXwamz7UhUcTlW9ayNVVj0H6apmIFNVYVg2mpz2VKZtI1NWvezg2o4YXr2hw1MJ1LZFdM+znKhC1k1UVdLuLFVWsGu0iLKsg2UYxAI8fAJLFhxsGwJH+nyvbouhNeJH0JHRNoZ9uGhxAhu6G6bPP9Mm0mXVgCvbSBYV55yUwLAkCBwryIgHBS8rCsC75wxmRdiwZ0jzj3bFJsGzhOFcjbs8OcTTmUvnP65xmuzI/rsTIcAG4gEBkmZgWUu4buHQz7PQTRsBgUNe0lB0DOaGcxIaQgKWNIWRE0k7JteULuwnLZ0M08ZYXkJ3IgjLIu7kO4cLePpwFqZleeeve1+rzWqblo1Xnd+B1W1R7BwtYPNAFn6ew1XLibmpblgYL0oYyogoSjoSIQEDmaqnnjGdrLe7kGhZpGbabfm10MoRGkZQnhfueXoIQ1kRX/irdXOu1P/Lgwfx2KE0bjqvDbtGi7jntkvq3CIpp5e3XrYYrzq/A/smSnjdXc94E6IrljXh729eg/vefSl2Om2eKBTKucVoXsRUUcG2wTwOJSvQDQt+gXUMkKanHK67ZzwgADawfSiP3mQF2YqKrKgBDNAZD3iTl4qiY+9Y0QuW3QngtBuz88Y2mWpOFGQcmCxD0U3wLIOmiB9r26MYzFS9bCkAdDYE0BLzoynsI2ZNFnGFbY8H0BCs93sQOBaKbqKrIejVjGoGCXJM20ZfsgJJM73A2GWiKMOygf0TZfzpQAoACXxnk83ev2McDx9IAjYJcoM+DpmKilS5PlM8nBMxmKlivCDBtklW2rLhGQh1NwRx8eKEFwwAQFci5GW9XAOeixYnAJsc61iA9+7nta0+FjWG8FgvkcAmgj4vOBU4BtEAj0WJIJrCPjSGfZgoyp7sXNZMbBnMIeBjPZdUG7bn4psXNdg1yapLexrR0xyCYdkoSDqqqgEGDAqS7kmPBY6ZWfNsk36yBUlDIkxqD5siPm9ekBc1KM6kP8BzWN/l9hLmcHCq4phSTb9pqqRi11gRB6fI95mo8f0wLNtRKUS9utzxgoxtQ3lsH57OHImq4ZmDLW+JQFSJOU9R1nEoWUFZ1nEoWSaBJ0vcqVe2RSGp04H/7rEiHjmQQrqs1PXz5VgGqmGiKGkI+3mwLIN4kAdsoljgHIO0bJVk7kZyIuntKuuOuzHrLaasaouiLeZHNMCjL1nB9mHSsmtlawQ3rGlFUOAxnBXRGvODZcj7sizj1eCLqoGVbVFPmh4PCljVFgHLMJgsytg/UcLDB5LQDNLnmefIa2vPLzdIdheZyDkENEX82NjdAIFjcdtVPVjVFsE1K5oREDhHfk9eb1o29o4X8ZdDaTSEfHUyebdS2JXuTxVlaIaJeFBAIiygJBngORZtsQA4lnUcpcm1fjhVwU+3jSAv60hXyHjHChI64oE6hUFR1pCvaihJGi5f2ogljSGysMIQQzhVt8g5qJvonSpjOCuhIute2zGXwyniRu9+10NZEX/YN+XVWQOkRVBeVGdto2bbqIvq3HIQ0ZUAO5lnSTcQ9PGIB30wLBuX9DQSlYtJDKpkjbhg7xwtgmeJSeCRdBX7J0oIChwuXpLAK9eTdkIHJ8v43Z5JaM55tWe8iKmSjGhQgF8gzskhH4eCSBZl3DIIN+DtTgSxrjOOZ45kMZgVUXYWK5a1hD3DOsOy4OM56JblLCiS82qPo/IZd7K/xAOCLO4MZKpOqQwWDA10KaedXFXFXZsGcPO69jnb1PzomSHct3kYb798EV69oQM3r2/HtbQu93nn9Rd24TXnd0BSDbzhrmeww5GGcCyDu58extt/uBU/fGrwDI+SQqE832iGhZG8iLEimYjlRI049So6wn4eISdzphsmxvISZKeFj2JYMAzSJqcskyCB1PUSaRvHspgqKd6kzs9ziAZ4xI5qu2KDBHx7xotIVxQMZkU0hMik69HeFPZNlNA7WUZJ1p2aNZ0EXRLJtrqS6KDAQTjK2EkzSKY5IHCew6pbt2k7LX6aIj6c1xnDVEn2ZMyW0xJFN6azfg/tm8KTTh1uLQwDlGQieZQ0Y1ZXYAAoijp004bPCSAXJYJY1RZBQODQFPHjtRs7vTq6bFUlUsWKgs2OYc9ITsLusSJ2jhawqDGEnKih4AQf16xorjPNCft5XLwkgZaoHw0hwcvOxoICVrVFsaI1go2LGkiA634PTkaOZEFtRGpavuiO0/VQVqxb/JhwjLUMx/jLsmfOUxkwdVkuy7JRlDUsbSKBRyLk8yb0f9w3BUUnhkNeOymWQWdDCH9z3XKwDLxMaK3k03VtzldVGM45SD4T+Sxuz8+js+Ou2zUA7JsoYedIAaJqYCBThV4TnQssi1RFwVOHcwgILNpjQVyxrAllWcdAdtoojWUYjOREct7W1OgCwGBGwkRBceTVwHhBQaaqoiTpeKI/M10XDuDl57WhrOg4kq56JUcCx2I0J2E0L+PgVBkVxUBbzI/GMMn0ggEaI35kKgoKkgbVsLBrtIDdYwWygOS4T1uWjS0DWS+bmq2qqMgGGAAVxcREUUZR0mFYFnQnkA37OHQ0BDw1RoBnsbgxiEZHFuzj2Lq6yoaQgE2H0vjxlmHsGitC0Ui9/3BOxJF0FX3JCh7YPYm8qCHq5zxJNEACUxdFMxELCTi/uwGvXN+Bjd0NaIr4IOkmxguSl4G2bRtFmVxfEwUJ2YqKkZzouShvHcx7BmUA6R07lBMxlJNwJF3FSF5CezyAxpAPRVEHwxCDtlhAQE7UUFV0JCtKXfslH8d69wt3EQ0g9zMfz2LfeBEHJsteVrquZ2xNIndRU9CrVVWc7L2bzR/JiWAZBkGeR1kmC0mZioreyTI2dDdA0k3v2nTfsySTz6wZFgYyVc+YzlVIpBz1SkDg0BkPIuInpl4hH+fU8/ugGTae6M8gL2nwCxxaon6vjrqiGDgwWfLc0d0FwKKkeyZbNoCOWBDrOmNgGWDrUA6v2dCJl64hcns3Q66ZpI3ZloEsVjleEXlRQ6pcv/A4FzTQpZx2vvuXI1B0E//wyjWz/t2ybDzel8FN69pwaKqCrz/Sj3+4efZtKaeXG9a24btvvwi/+fA1iAcFvO2/t+Dh/VMAgHdf1YOAwOHfH+pFX7J8jHeiUCgvJmznfxoCAtZ1xsBzRKa6pCkESTMgqsS5VndqY6dKCjZ0x2GattNSgrzPaE7CYEaErE33vPTxbJ05VP1+pyeNQ1kRkpOVAIjkdCBdBcswuLSnEYmwzwuwTMuG7rTHCfA8wj6eyEGLsid9c6mqOpodyWdjmNTdutmjZc0RyJoBgWPBsyzSFRVP9mfx8P4kggKPTEVFpqrWufVyDGZkda9d2YJFiRBEJyDJSxoM0/IyHS5NET8WN4XQGvVjOCdhMCtiNC97zqOjeQk7RvJQDQsMQ2rvqorhBSS2DTzWmyLGR3kJAsfgSIZkieNBoU4anakoCAgcWGc8rrxyvCBj71gRfakqtgzkyOKBGxQ6MkzVINJxNzNfKxEeL0jehJplgIKoYTAjws9zqCgG2Z+oYihT9aSaIR9XV8s4XpSRKqtodAyQJgsynhvJo6IYODhV9uSNrtTdMC1MOEFNRzyIgqQhJ+p1su14yIe2mB+yboJliSGRe64EfTw0g0yoR3P1cvJaGMBRCEzvFyABTcjHYc9YEZJmQHGyfamKgu3DeS/7BpDs9ViByL5rVWu5qoJ0hQS5o3nJCyA740GMFyXsm5gOii9b2ogtAzlUFB2NYbII4Aa716xsRkc8gPWdcVJnyTCIBwWEfDzyVQ2/3D6GI5kqeJZFX7KC4awE1akxda/Cimrgj/uTXpDfl6ygP1WBbllY0RbBK85rA8cC2YqGP/emMZaTUFFNJEuKZ2p2/85xPH04Cxs2ggKHgkzkuUNOL9mdowUcyVSh6MRZvaoRV/awj4OfJ22VogEe0QCPoqzXBbq15mUjOREMgCPpKg5MllGQdPh5FrBsSDoJxEnbMFI/Gw8JaI8HoDj9dd269pyo1h1jNzNblnWvnGuiKKOqGvAJLMI+Hl0J4rwc9nEI+jgwIMZwLrP1P17aHMYrzmsn2zMMeJaoGwyTfHYXt458bUcMQxkRe8dLnrIFOKr3NENUMIZloz9ZQVdDAKJm4KnDGXAMg4DAg+dYxIMC2mMBBAQO3YkgOuJBXNLTCIYBdowUcN/mYfxuzySuWNqEG9a2gWWJMV+6osDPsShKOpoiPlzW04iipKGi6ijLBnoaQ1iUCHm144ZlecdhWXMEsEkf66mSjP6acgdRI5/bLUGpdZNe1xnHqrYoBI7FUFaEZlpY2xHDeF5GRdFn1D7PBQ10KaeV0ZyE/9k2grddtnhO0wmWZXD3bZegMx7EztEiPvqyFXNOeijPD2E/qU1rjQXwof/ZiXufHkLQx+Grb9wA2wbe/sNtdZIrCoXy4scGoFukRy3LMOhPVvHcUAFff6QPlmV7JilXLWvCosYQfrptBFXVQNjHoS0WQCIkIOTjSNuWRBBBgdRJ1hqXZKsqKorhBYSGaWPXaBGZoyS+sm4iVyWyRd200BL146rlTZ4sTtJM+DgOQZ5FSdaQCPkQ8nHQDAs5sT7QPeDI9BpCpOZVNSxMFWWEfDx6mkNQDQuZioJUWSH1mE5blTbHSCji5xF3JvcRP4/BrIgH907W7aPJcUp2zZNiAQHpioqcqNUZ0KTKcl09H6n1Mz1TmHufGYJmWt6EOuznMV6Ua7KQpO2Polmkvs+Gl+U5lKxgqqR475+pqNgzVkSqonqBcknW0ZcsI1VRMZwVPQm5KwHePpzHwckyipKGkI+HX2Bx5XJiOuaae7nnCkAyjKrbR9W2saSRtF6xLBIsRgK85/5aUXUMZqqQNAP5qoahrIgDEyUMZ0WM5iWUZB2akxmyj9qRaljYM17C3U8NYihbRWPIj5TTUsYlVyXtmCJ+HgwDyI6c2LKBSIAncmGGmdHnd8cIqS/cfCTrBdauKZvkuP+2xwLobgzCx3NY0056Lluw8cyRHFa3R7G6fboPs2nbEDgWFy9JYHETCXRF1cBfDqWRLpMJf1DgUFIMcCw53/aMFdEZD6AjHkDIx2GySALoQ8mKJ59lWZItHspW8fvdk8iJGp7ozyBdViCpBuJBAZppoSSTVls+x51a1AyMF93zgnyuaIDHksaQJ5m/cHED2mKk5CDi5x2pLVFLCBy5HoMCB55lPfmraZI60t7JipeJLogaQs57Jh0lRzTAE9WBI0ltiwewqJEYEa1qjaCskHZKte2FaoPJCxY1oCUaQF+qjN1jBewcLSBbVSE55+6yljAUgziod8WDaAgKaIsF0BwWEAnwqFFEAyA1+aT3r3sOM56LOANyPfl5Fktbwgj7iCOzqBlIlhQURDLOrFPPfrTBkotqmOidLGOiIEF2ZMiurN+FYUhdu6ga6EuRLGheIrW0lm0jU1Xx1OEMKooBywZWtUUQ8fNY3R6tM8jz8+QahG2jqpoQNQO6aWG8ICMa5NHVEPRM19zvJCCwUA0TBVGDYVsI8BxyogZZN7FnrITNA1mUFeLMftXyJpRkHTtHpyX+BVFHX7KCK5c1YVV7BH2pCrYN5pFyFhoYhsEip7a4L1VBezyAaIDHH/dP4U8HkjCdsgNVn3bkjwcF7Bot4A97J3EwWZnxvc0FjSYop5WvPdIHgWPxsRtWzvjbZFHG++7bjnRZwf6JEn68ZRgsA1y+rOkMjJRSSyLkw8vWtOLrb9qIV63vwBcfPIgv/v4gXn1+By5ZkkBO1PDJX+0508OkUCjPEwLHIuLnIWsGDqeq0E0LQR9HDANtIs2NBnjYNukf2hzxIVNRMZgVYVk2DiXLYBjg/O444GT5eJaFj2dR1QwYTobGdeutncNMlWTsnZzOtLgZGMMigVN7PIDDqQq2D+cx7GR3bljbisuXNaIl5kdz1I+qaiAaENDZQFxHS44hi4uoEqmdahA5bO9UGZJmQNVNp3UPg3RZhW7aOOy0bXHrGQ3LJjXJIM6pE4WZkrrf7J7AzrGCN2nLVFSEHHltbWKiopAJ82heRHciiBUtYVhOXa+qT2f4mpz2SwxD6uN4Z9anGaSm2JVripoJjiX9awcyVSRLipcN1U3Lk4C6LsIlJxuWCPnQFPYhGuDRHPGDY4l8e3lLBAWRGO0EBA5dDSFwDFMn1wSmA5FogMeqtgi6EyHwLIO8RCbLASdz1Rr148BkGQ/smYRp2qgoBgzLRtiRRCsG6ZXbEPbh/M4YDk1VMJCuwnKybSN5ifQVNW2c3xUjLt8CD8OyIGkGzBop6PbhPLYO5pCpanW9OY+kq5BU0zO8crtChHy8d1zczH1B1FCWda8W2rCIVHv7cB4HJsswLQsTRRmyZnqtndijjs9kXsJkkWTpXXXBSE6CbZPs8kCm6h0/nmGhmRbO64yBYxn4OBaSZuKx3hRKso68qGFJU4gsOvAcDiXL2DteQnPUj5iTDQUASTcxnBVx4eIEGsOk3nWqpCAW4NEY9sPnLEg0RnzQDAtRP4/mqN+rvQwIHLKiBpZhsHO0gO3DedJLlWNRkHTSY9WwoOgmko6ZVU9zCEVZh2U72T2bLPC0xQPY0BXH+V1xdDWE0BLxw7BsNIR8aG8IYCgjQlQNpMsKHjmYgqKZaIr4oOhmjbKAMF6Q8MThLJIlGbmKCo5lkAgJGM5JCAocGsMCEiHSqolhGCxqCuLpI1nsGSvCtEjdam2bLUU3sXO0gD/un8Iup1bUx3O4aEkDljSGsKY9Bh/vmlsBB6bKCPk40p5MM2GB3MMCAlEvmJaNTEVFUdK8a3+8IOGx3jS2DuaQqqikjtapx8/UuKbzLIPGsOAsAtRcX/a0Ed7uMVI72xAksvQAT+7TFdXAZUsbEQ2QxQ3NtMBxLEzLQkUxEPbxCAgcBh3ne9dE8NKlJCPbn6riJ1tGsG+8hIpiIC9q0EwLLREfmiI+soDp5xDgOQxmqhhxVBCuF4Cskev4/20ZwaFkGSM5EYdSFVjWtFN4VyLoGb+5jtsAuQb2TZSwd6KIkbwEhgFuuaATZUXHHmdRoSLrWNkaw0KggS7ltLFvvITf75nEB65dhpZovXW7qBp4733b8exwHsmSgjt/uRudDUE8cudL5mzQTnn+YFkGn/+rdbhiWRO++7YL8fbLFuHeZ4Zwx8924ou3rAPDoE6qR6FQXtysaiP1ms0REgRMFmWYluW1T8lUyURONSw8fjiDgkSyRpZloyFM6rksGxhMVwF7uu+ij2cR8XNe/Zk7nVvRGkFFIRmOWFBA81HtP4ICh/ZYwDPn6U9X8eeDaYzmJOiWhSPpCp4byUPWTJgm6TU6UZTh5zlwLOvJc0dyklNzSjIcR9IiUhXVM0baP1lG2M+jJeLD6nbiMFqUyaTMNafKVVXcv3PcG5tqzKy/rSoGVMP2Mjw7RwuIBHhYzqSu9rU8xyAeJHLUxY0hrO2Iws+z8PMkyMlWSRsdliGZIZZlEHSkw2EfB70mQ04CLXgmUonQ9H07XVERDwq4aV07Gh1jpsVNIbREA4gHeQg8i4DAIVVWsKw5jHanjo/nGa+dyFhBwtNHssiJap1Zl+vvIHAs9oyXYIPsP1NRSYsXJ7ioNR4qO0Guj2PREvVjY3ccXQ1BMCCmWlGn52vt69xz5nCmiqGsiHdfvRRgSB2xZZHM/uFUBbJmwjDtuoxsS9QH1bAwUZSwb6KIgMBCcbJYeVGbzr4Hec9d1pUsu7t3zbAKkg6BZaHqFvqSFeRE0tLGsizsHS/W9Ut2z47BjFj33VuwwTLEydkvsFjeEiZtXEQNAst6daLu97qyNQLVsDCSk2DZNkoyqX/MVVWkygoOTpWh6BYawj6EBI6YPdk2miPEgCoeFEh9vY/zFkYCPOcFq4dTFVQVHbmqhv/8y2EMZqrEXdm00Rj2wTRtCI4BFs8yCPhYdCeCeGjfFMmIMiTIKEi6Z2Rm2iS73xb1Y2lTCLtGC9gzXkKuqiLoYyGrJoZyIv64P4lf7RhHXtSgmqSVTd5pRQSQ77UgakiWFET8PBTDwpr2OMJ+HkuaQogGiBRdVk3snSh5CxYP7pkCzzKYLCooOEoHHHUuuUybStnYPpxHf7qC1R1RNEV8yIsado8WwbGkTteyiUw/4GTJyRyJJ9J9ScNARqzvE2sDQT+HZEnBvokSGsM+sJhecAKAi5eQQLW2VZc7Rp4jC2+LGkNY2xFDWdZRkQ3kRA0jeQmHUxX0p6q4cHEDKooOw7Aga4Z37ukmWZTQTCIbnyjKyNS055osyjAc5Y7fudY740EsagyhMexDc8QP2ybmgJMlxVEK6PjTgSmoholdo0XsGye1ub/aPo60s7i2piOKxYkQLIuUncSCAl6+tg3jBQn7xkueGsCypxVCirNIo+jEbKwtFvAW8BYCDXQppwXbtvHlh3vRHPHhAy9ZVvc3y7Jx5y9343C6iu+/42L8z7OjGM1L+NZbLsCK1ugc70g5UzxyMIn7d07gfdf04OEDSfzTAwfw2g2d+P3eSaScpusUCuXFTUDgUJBIJqsp7ENB1Eh7m7DPmxzJukUmtqKGwayIJY0hsCyDXFXDuq4YOuIB9KWqyIka0hXVm4AJ7HQvWjeAYRjg2SGSgetqCKKjIYCWCKnBbQiSoC5TUTCQqcDPMbhkSQJNEZKpMkwbvVMVrwVRPCQ4jrUMxvISslXSIsUGkSHqxrTT67QJFvlFLMiDAcCx7AwDpdpgq1Zy6L7HcI2EeVlLxGnpwnhvzzky0Nr34FkGzRE/4kEBozkJeyaK6J2qYNdYEYZFpHyHkhWUnGBbUolLrxtk+gXW62tcO96gwHny0YagAN20wDEMVrRGUJJ1ZCvT0vAOp34x5WR/3TY3eVHDYKYK2waiQQGpsoLBTBU7Rgqz9hl2qcg6xh3zn2xVc1QAZHQDNeY/sQCPtpgfRUlHxM8j5OeweSALjmMxnBPx54PEIVpwMmrT3wN5L8WpxcxXNbKAoZvwCxzKioGirEPSTMT8AkICh5yk4UhGBM8yWNcRQ09TGEEfj4piOPWzZRyYLKKsGCjLBnJVzWmDQ/Y5mCEGUAI7fd5GAjzyjsGTbtqYLCqQdQujObnuczZF/GiJ+hEQSKskgJzvtuMVVJYNjOYk4l4N0j5GNy3PhAwAlreEEQnw8PMsCZIY4E8HklB0C36eGK5dsKgBrVE/eJZByOlnvWUwh75UhZiyccQleywvIu+45yqGCYFjIeskk16SdTAMuT4004Zp2VjfGceVy5pw+bJGhH0cOS+d1kKpsgrLsvHMkSwG0lX4ebIQJusmbJBjMl6QsWu8hEcOpqEYRIZfkHQMZkRkqioifgEsQ4Id0h9bgG2T2tbaFj6DWREMw0Bzeu/2JsteaYLiLAjpzgKKopsI+YhkPujU0wJANMijqhpoDvvwZF8GslbfBgggQfVITkJPUxiDmSoqMjkuh9NVRP0CNIssaPAsg/WdcZRkHQGBRZNTqnBwkniaWI6xXXcihOvXtCLiJ67FbVG/o0Qgtcm2bePAZAk8Rxyby4pedy03R3xgQGp4FzeGSKaYAaoacQDPVFRwDIOipOHxvgz8PIeOhiBiAeJBcOGiBkQC/HTLM47BaE6Calg4OEXGetWKJvQ0hwGGLA6RckIixVd0E4sbQ2Cc79XPc+iI+3FgooR0RcXvdk+iKUJ6VrMsKQUI+zg0hn0YyYkYyJAa3YKkI1VSMFaQvLr/4ayIa1Y0Y31nHC0xPy7vaYRtk2fBgYkKFjcR93YGwHCNwdt88MfehEI5fp48nMUzR3L44i3r6h7kAPCtxw7jkYMpfPGWdRA1A7/cPkZWwmpu4pSzhyuXN+PdV/fgEy9fhcuWNuFjP9+FVJk4C37of3aiL1nBb++4Givb6CIFhfJiJVvRUCyUkAj50BYPwAaQl3TkKipZ+QdgmCYEnkVHPIB4UMBgRiSTMB5Y1hxGU9iPg1MliKqJpU1hDOfFGT0RXSHvZFFBezyAwYyI/lSF1JnpJnKOtE/gORRkAx0CBzAMnhsp4OoVzUiWFfh5FiM50av9zVQULxg3LBsl2UDYT3pEaqaF9njAq3FtifqRq2heRldgWeQd2eEzh3OIhwQvm5l2MqsFUUNnQxCWReo5XVXS3vEScYu2bOiG6cgqSRZx33gJE0UFDEMmpjtGCpBUw3OvBoBURUWqouKixaQVy3hBRtGpOU2WFfQlKzBNGzxLap1bo2Ri3eZk2NwAkGOJ/LWqGmgI+dARD2DHSMHJCjN4djgPlgGu72rFtsEcBI6FYVqecVVXIohUWUVR1mA7AXoswCPi59AcIS2c8iIZV8TP1wX9uSppKRUQOESDPNqtAGTdQKomsBY4BkuaQgj6OE/CqOgGtg7mHddsUpfb6LSYaYkKiAaJiZAbsKi6iaGMiP9+ahCJoEDkmwqpD58qyWiJ+ODjGTAsPFl0pqwiEuDw9JEsogEBFUVHWdYRDwqkrYljDDWSk/D0kQw4lsHylgh0y8Ke8SI6YkHSlocBBJ5BgGcxWZLR2RBA0skYNgQFZEVyjTQ5jtfDWREr26L4x1eu9UzPGIaoG+JBAWWZ1FwWJB3NjsHaZElBRzwAlgGyFRW9UxWwjA3DJG2WDNMGx5A2UUE/i5JE3LZ/v3cSkyUZAZ7zlAZRPwmQy4qBrKgh4uOwpiMKjiUy5MawgJJMaltLsu7VcoZFDhzLICCwGEhXsXeiBMsiNbakdn3aQGkgW8Xe8RJkw0ZJ1hASeNggQX4sKODZwZwnX2fZaXdiSTMR9HHgWR6LG0MYy5MFHAaklnMoK6KnKeQdN9u2EQ8JqMg6bNikdlQmC0a6aSPq55EICshWNYQDPEzLhmkR8zM+wiDouKtnRQ08zyDin86ougtZfo71FuOmSgoCPIcAz2JDFynDSBYVRPwcbAB7JopojQaQKqtEDh7gEfZzWNka8cyqLNvG9qEcDkyWvQWG7kQQrFOPXZJ1p+2PSaTLDFHDLG4MIVVWHSmyCdsGhjJVJMJ+jOVEqLqFWIBcF66HCs8xWJwIOgswpN92xM87GV0Fly0lvgbjBZJ9ZZyks49jYTlS+pCfw4rWCJ45kgWg4+H9pIZW0S3EgjzGCxL2jJPrzXK+k7Sj8HnpmmaMF2QUJB0NIR+mSgqCPh6tUT+ifh6HM1WEAzwSIR+CAoefbhvx2hxphoVURfVaXwE2RnMSDJNI4Svq3ItrtdCMLuWUY1k2vvzHQ+hpCuFtly2u+5tqmNh0KI23XbYYN53Xhk/dvxdrO6L40PUrcF7HwvT2lOeXeFDAP75yLfw8h6tXNOOLt6yDpJEelnvHSwgIHG7/yY460w8KhfLioqzoWN0eQ0NYwHiB9I8tSTqqGjGOagwL8DtZooDAoSHkg+XUkbEMqYPsT1WwuDGCroYgMqICjmUQ8vGQdctzrw0JTk2hZkDRTKhOHWxFMYi7qZ9DVTVI+yI/h45YACGBw3heQlHSsNgxRHJb5oR9xCCnN1lBqqJgVWsESxqJAVBAIEG5DTKRXtkagaybGC1ISDvtNcaLMiIBUt83mK1iNC8h5EzQB9JVT95omNNuoa5E0TVLsWwbfzmUxlhBhmIQ4yWABCaZiuJJZIM+DqmSgrCPw3hBQnvUj/aoH5NFGe2OERFAMp+mU+tmwUZL1I/WqB+aaSHiFzCUE6HqJhTNgMAyaIv563rGTpUUT2buSsZbIgG0RPwYyJAMUtDHg3GyQrEgj1RZgaJbsEEMq3qTFfAscaceL5AepgzD1BkGAaSFzPKWCJa3RCBwxBisohjeYgGZvhIHWc20sLwlggsWNaAsG14wwzIkIGmM+KBbFprDPkwUZK8W1LKByZKCkjO5ZxkGAs+CZYl7cHssgM6GoFPTqiNT1aBqJmJBHpKTIR8rSChKOnw8i91jRTxzJIctg3mvrlLRTUgaMQWbKsjIV0m2VXPaJYmqiZ1jBVi2Dc2R17IMwLGAwDJIlhXvXM5LxEH4ULJS5yTMO/W3tS1mOJZBRTFwWU8jeJaBrJs4kq5ioiij4LS4WdIYwvLWMDriQQR9LGybyEzHCjLG8zJYMJA0E6mygqXNYVy+rAkFScdUiQRoAYFD0LnuNMNESODQEQ8iEfRB0kysaY/hgkUN6E6QLF7vZBn/8+woCboMC4OZKnE5dwyEDNOCXWMYFhCma4WDPhI0+QQOsIGWiA8NIVIL3tkQxFheQr6qejX6fckyLMtGZ8O0OzVAyt9008JYXsJAukqCKUfKrBgmJJ04OHcmAuA44gVgmjZMkBZDkmoSfwCnNKIoabi0p9G7NwDTEvMVbRHEgzwGMyI0wyQ9nRuCKCk6BtMiogHeURmw0E3i9h4PCqioBgqShtG8jJJM6ptZ53rZM17CSI7UhPM8gx2jRYQcRYGrVpgoyOBYBn6eQyJE+llrjlM7CdhtjOVlPH04jUOpCgpOmx+BY1CQdVyxrAlNYT+KioHhvIz9k2XSmzpdhaqTDPRgpoqBdNUzAHRN0/qSFewbL6KqmijLBvqSFcjONRAPkrZxAR/rqQyqig7TJooTWTMxWZRQEDXsGC7g4EQJPEdUBYmQD2VZR3+qOl2uYttgnZpnl73jRYwXJAznRIzkRe8+Ter3eXJcFpgco4Eu5ZTzwJ4J9E6V8Xc3rYFwlHuyn+fwv39zJb7wV+twcKoClmHwvbdfhL+7abWzYkM5m/m3PxzEv/6hFz9+z6VoiZCm5D3NIYwXJHz8F7tmtNSgUCgvDoqSCtsGGp3ayrG8iLGCBNMkNXuqYXktTg5NlSGqRN4ncCw64kGUZR1/OZTG4VQF6YoC0yLBITE+EjzpcjwkICCwSJdVVFXSvqY7ESTtZwD4BQ7RAGmTE/Tx0G0bh1IVZEUNfzqQxI7RAoqSDlkzoTvZW5IFtaHqFrobQ57TrV8gNZXpsgLDJE64AxkRhmWhMeRDRSEBdYBj0BDivYzcosYQ/E4gFXAyqCzLeO7CrqtzV0OQtCXiWDQ5PhV5kbRYcd2QVcOGX2C9frYsyyDoI86pjJMJ7YgH0Bb1Y1FjCIsbQ/ALJDMU9BHpY7pMauTizoSdAQk4x4syGJZMrnnn+TqSE702TVMlGT6ORVciiJCfQ3+qgoEMaSl0JFWBpBEjrv5U1QvaNcNCTiI1o5pl4anDGTx1OIv/t3kYtm1DUg0cmCh5++NYBumKClk3UZBIixdS121jUSKEw+kqJgsKJosKJgukrtR1BF7SFEIiKMDHMRA40m6GZ1mImgFJc3oj2zYY2EiEfOhpCuO89hj8AotYgAfHsijLRBILAB3xICJ+0k7JxxMpZq17stvnN1WWSV2kTQyBOuMBUsNs29g7UfK+H920vOPCMnAybTYqqgGfU7saCwiwQYISV1XQFBLg51n8/NkR/HjLMJIlhXxnpoX2WAArWsMQeBbnOe65ZUVHpqrgULKC0ZzsGVv1NIehm5ZTt8sgU1GRd/omF2UdO0YKMG0Li5uIYVurcw4mSwp0y0JDUPCkzyM5EVNFGRXZQG+qiski+S6mSjKeG85j10gRk0UZAYEFxzFodPoa2yDmlfGggMawgM6GIFSDGNUtTkw7Sis6cTEuSRp6p8qI+jn4eBYVxcBITiL9niXNyRiTxazhnIiiTNrZtETJfce0SHY/XVGRLCmejJVjGYT9PCyb1BnHAgJM28aRdBXpsopoQICombAtUscu6ya5/nQLIYGDadrYPJDzFk8AIOLnHCdx4lY8WZKdOnFyHScdM6/miA8cy6J2uqubNuJBslikGiYOTFbwZH8GJVnz+kEHfCzyogZRIcGjDeJ94qobL+tJgHUy0xE/X2P0ZHr3y+5ECAenKhBVE0GBRaaiwrRtMGBwJF3FeZ0x5Gtc5idLCtIVFcM54mSumxbKig6eJe7OxDzMxv/tHEemqiLqJ/fjnKghHvIhESbO+Q1BASXZwLNDOci6CVknipWipGPLUA5+ngPDMmiKCBjIiggLJJveO1XG9qE8RnIiSrKOroYA1nXGnfu1hZc5PXR9PIvWqB+yZmA4JyHlGAFetrSRtItSdOjG7I7WR0MDXcopRdFNfP1P/djYHcerzm/3fp+tqvj7/9uDkqwj6CM3uGUtYVy4uKGu5oJydvPJV6zGd992Ic7vbsADH7kGixJB7B0v4Z1XLMGmvgy+9ef+Mz1ECoVyGggIPA5MlnAkXUVTxAfbJhnRxogPphN0SqpJMr2KgSf7MzAsC6puYqoooTtB2vQcmCxhKCuhohgoKzpEjUzQKirJwNg2qeMj/XLJhJ4EywE0OGZEOVFDSdIhaQZGshJYBljdFkXEzyMnEjdl1an90y0bISdjVZJ1PHMki0xFgWFakDULFZW0AxE1YuTiGjcphoX+VAVlRUfBqeMFQOSvDHBeRwwdsQAYhgHLAImwDztG8shWiYvqeEFCXtLwklUt5ADaxGHYzxOJpmKYAAP4OcabtLpSwGxVhaiamCqrGM5LOJSs4JGDKUiagZCPQ6aioiEoYG17FH6e8wyCslUNukXaqAhOz0yA9N4tiBpsm0gggwIH1TAhqibaYwFouuW1FUk6bZzKio6KQtx0NcPyMrWSRhxYTdvCSFZEWdYh6SYyVSJrNiwbSk0Lp4pCepAOpKvIiUSaGvHzqCoGBp0aOx/HOjWNAlqjpC2Qa2Qm8CwifoFIaPMyFN0gixcSycwO5yTsnSiD50hP4ckSyZQO5yRUZB1VlRgZ7RkrorMhgISTPQz6OKQqqhdQx4I82uMBJ/OpOoZCpL2LX+DQlQh6CySqYSEeEpAsKagqhpORIp/DdjLlmkkWPQyLOEl3xoOIOgaOpJ9vABzLYlEihLyokXZHuukEcComCpJn4JMI8jg4WUG2qoEBkXq3xQJgGDjOwiRQlQ1y3l+4uAFhP4eQwKIlEoCsGQgKJLgbSFfx9JEsbItIhkuygWRZIU62iuEEVRxk3YCoGdAM0hs777SW0U1SF7qoMYh4kEfIx6M/TVQAskrqYhmGqAYKsuZlZkl7G+KuS2pxNeSqGhSDBJoMyMJXZ0MQkmagJeoHx7BoCApY3BjCQJoEeTlRx1hBRk9TCN2JIBiGgQUbFog3gKwbUHSSFTVNG6pBlBZlRSPuyCyDoEB6HldUE5EAj+GciGSZ1KPvHS96gWFQ4DCcFXE4VYVimFjaHIaimehLTdfIRwPE4di0SBlAY0iAzzGOawz7IXAkw26YFvIiOa86G4LY0B1HY8gHH8+hNUbqqCWNOHTvdIzcirKBPWOkXOTAZBn7J8rQjGm1SEvUj0iAJzXVmgGBI3PpvKgjKJD7zGO9KegGkTSHfRyifuIkznMMOhsCaIsFsCgRwkienG/PDRcwkK5iTXsUXQ0htMZ8MJ3a8ZDAoqshiGyVlGrYtg1RMYlDdkWBjyPzej/PwbRstET8iAZ8aI8F0BAmvgA5UUPJqZfXnPu7ZZHYwbBsiKqB87viWNESwdqOOBY3hWE593zdtLDpUBpDOZEseCkLC3RpjS7llPLTrSOYKMr4+ps2erIjzbDwwZ/swIHJMt5z9VJMFmXsHiuiOezDwckyuIU2w6KccZoifly/mqy4HZwq4x9uXoP/enIQP90ygtds6MC1K1vO8AgpFMrpIChwUABUVRMdDaRWT9Etr1WEbdvoTgRhAVgM4kQ8UVTQEvahKBnoTZbRGBaQF3kkwj74BRaSRrITHEt6V1q2TVqz6CZ0R745lKmiKOtef1yOJa6mbo9RzglEEiEfRNVAc2RaMu1OzpJlhWSiWIH0yC0pMCwgXVGwvCWCWIB3ahFJ25eOeAB5UUMiJCDjZI4SIR+RSzcEMFGQPXm2blZQEDWs7YxheWsUTU4rnlRZRVNYxXPDeVy4OAHLtmFaFroTYYw4LZACAgcfzyFbVbFtMIdUWfEmf601nQoYhkhK946X0JdyjFxkDVNFhbQxUXUoooZFjSEEfSw640H4OGKG05+qwrJsaE4WihxDBmEfB4Fj8WR/FqN5EbJhYUlTCGVZh6yRDBzPMl6gohsWVNNCtqKiOxFC1M9jNC95/Y4FjkF7LIBkWcF5HTEMZqpQDAtjeRluZ52Qj4OPY/H/s/fn4bbtZ10n+hm/0Y8x+9WvvXa/T39OTpITmiQkQYFEEETUa6E0pYBesCzF3pKiFKyqW1ctLtcqGo1YQoEPIAgX9DFggzEJaUhMd87JafY5u9+rn/0cfXP/eH9z7H0kgQMCMTLf59kPYZ+115rNGHP93vf9fj/f0DUpKhlgPLDVpu1ZfP7FAZ5t4doi207ykhvDqCH2WqZB6JrEudBdfdvUHmG5Lk5mKc/emdIOLEoNBqqArm8xjSXT88pmm3la4Gtv8dEspR84KAyyqmKRljy22+XyhtCM52mu44ISlG5EDUM836NIfJBHs4SqAgOBiC39lqNIDvRLGm9l1ppSLvLt9ZbLt33xZX7l+pD1lsMkznFMhWMqThfS4CZ5RS+w+fidKaMo47GdDsoQ+fI4kqijgf63cS5grEEo28Wr+1M22h77E5FG73Q9bg/jZgPd8W2SQpqLJC+xTYsoL1BKBgbLLN/trsdoIc/VtZQGE8HhNGW4yNnuKI5nCTWSD1xV0txfO15o3+wyCqfUDazHetvlP7xw3EhXl5vheSIZxx3fxrdNzg58jmayyXYshW0qHFMGS/d7dB1TETjiLwZIi5x+6DTP9Y2X1vil549wLZFp56UAqR7ttYnzitvDGM/RvvtZSqap0sOFQN5arsXZfkCt84znqQwu9vo+eVlxNMvEo1tLnFfbsziYJrRdi45vMTJlOObaJifzjLYnQ8GiqsGo9bBPlAZ5VTWe8fMDH0/fD/O0YLPtcGsYY5sGm7a8L8ezlDgrcEybi+sBN04j5klBWQt07laSc6YvnmFLGczSAsOA0LHY19nJcj3JZ8M4Xg4SQo5nwhDIypK10OFgknB3kvDoTs3104g4K7B0bFSUlZwuMi6shUDdZO7+d7/3CuM45RefOQTEx+5ZiiOdcT1PCn4x3mez7eFZJh+8NuSD14Y8udfjqfN9oqzAVoq+L1vkaycSPeXaimn8q+n2n65WG91V/ZbVJM75P3/pKl/80AZvvCxZuHVd850/+zQfvjHie/7okzyy0+HHP3ST7/03L/AFl9f493/l97CpIwtW9blTdV3zfb90lR963zX+5h94FMtSvOvpfabap3s/jGRVq1rV535VtRz+ZhpOU1ayKSlLyVMta4HQ+LaJb5uEjszRN9ouZV1zZ5QwikTRM4ly9icxriUS04OJyNKyQuSNHc/CMpXEpiC016VHsu1ZBLYpX6Nkg9DxLK4ezdmfJFrGCK/Z69H1RGbnWSbH8wxTKXa7Hh3PkYzKwOFsP0AZhsB/FjnHs5TTuWz6bgzlMKcMQ0iuZcUilc3vi4dzTmZpY9dIi4qP3BhyOpcDnqOltpM458PXh1w7WXC6yEnyko22y043wLVMxlGGY8pGe7k5m8Q5z96dstl2GQS2NFKGwXZ3me9qUlU141gOzdI8SpzKeJFzcxgxTXOevjMl0TLSrLgndxSPc6VprdKYhPY9WJGtv1/Xtymrmn5gU5QVkygnL2vmacHx/B6wCwRYlZYVZVUx0vAuZQjVdhDa7PUDTdM1eOloweFUe1NrySD+8PUhUSbwqNed7b0iZsVSMAhtOp7NyTyl61tkZUXgWLRci0vrAcdajlnXAjJbMiMMZIM6aLkcz1JGUc7BJOXFoxmH05SP3x5zTW/0oqzgeJryzJ0Ji7RgFOVcO5Yc6Eof5gNbmuRJlHFnHLNMoFlGJ+10Ra7edi3arnjE06LieJZxNMtYpAXzRGSwz96d6HtBfnYNTLTKwdZN5STKmUQZa1oqPI5yvQGrqKipq5qdrseDW20sU+FaJi8ezQkci7yoMAyJgkryisNZwm7XZ6vtMo2FeBvo+7UXOFiG3B8gkTnHs5SP3hyTFRUPbrY4O/BpuRafuD1pJL6TOOf6aUS1pDLXItPuaCkuiMS+KKX5aXsmF9fDJqd5S3vLj2YpwyjjZJ5yNE2b92+4yF5B9BaYms+1k0UDOp2lJVVVv1I6XNRsdoTU7lpKHk8tW/dJItJ3uU4yNrse59ZCNlquKEv0hX2qqddnBwG7PRkauI6pad4K3zG5capp55ZqfOex9mjP0oKiFPhVWcnAQ3y1EZ86mHIyywgcuW+PZyn90CXNKy3Hl0zaSZRxPBO58Z1xInC7Gq5rC8LLJwvqWuwO87TAs4VjEGcFfd2cjqNcCNp6KJmXNZYSsNZ7Xzzho7fGbLRd1lsOu12POC9579UTXjyaczCOyYpacoBr+czPi5rhQrKBl695qN+L26O4UblUVc0P/NJVPvjSsPls8R3x1251JEIrzsvGzlDVFQeTmKNpwr/91CEfunbK8VQUArt9n698cpcaUdsoA/Z6r653WDW6q/otqx9890tM4py/9vsebv7uh3/5Oj/x4Vv8+S95gC9/QvKx/sKXPchf/LIH6Xi29sms6nOtDMPgnd/4Bn7ov/08Lq+3uLgWcHG9xbf92Ef4Cz/xMb7y77+HSbSCU61qVf+1VNd3eM1ej/PrYfN3J/OMw1mKrQyGi5ykKJnFOZ+4PW62UousoO0uAVMli0T8i46Sg7xrm3oLWzdbGjDY7rhYWta72ZY4DdeUKJGWJ9mfXV/IyRJbk3Iyk/xQkI3yJM4pK8mxVECcFZxfC3lkt41tCon4zijml5475nCScDKXf5sUNcezVDfdDg9ut1lvOdJ0avqpgFIiXE2ZzouKKBOv2iQSSNCyEXQtyfxVBnqjY/PEXofAVoSOxSjK2Op41Hp4YJsGHd/SmyrZXC6bp4HORL1xGqEwmCU5SV7hWIqiqmQwUFQskoL9sUCiHEtgPNF9OZ6+I1t5Uxm8Zq9LqONGQDyXLc/i/FpI6JpCL3YtLCWv/8kspagqttquRCZpEvA4ysjLmv1Jwo1hxE7PZ5EUzOICEFni0TTF0LFKcV7yqf0ZP/exu7zv6inXTxY8dzCjqmGr4/F55wdstB18x6Lr2XK9WEK/LauaSIPQlDLohzZbXZfHdjsMQofQtQhtk0UmXswoK5im8jvJsxSLtGS3I1tzzxZPpzIM9qcxN4YRJ/OMlmsJJIea41nCNBaZ+5XNFhttuT6XSgMM2cZNk5zhIqXt2+z2PAate5vF/UnMS8cLuoFEHP3b5444XUiD/sFrI9KixNQZ9aZh8MZLA4qqJspFjn5rGHE8E3pw6Jo8ttOhqGre8+IJE03EXjYgUVZq766AfoqqEtpuJSTbSZxhaUjTkvZc1OJ9TfKKRVYyiTOOZgkfujbkpZNIwERJzo3TiMd3O1oOLcOptmsyCCTj1Nbf92w/wNH37CwtyLR09WM3R6y3HR7d6TKOcxY60icvRCaflxUn85SXjsTHeX9yR15UGuYmTbBrm6yHDoFjcqbn89BWi55vy8Y6KxnHOf/u+aMmQ/l4ntJxTWL937JcrueDcSz3UlY2Mv1B4DTRP0fTlOunEc4yW3qS8PSdCWttm672g1umbCwB1kKHnm9zPE9JC3ndilKCv148kq1kN7AZzjPirOSxMwJjbbmWzpOuiDIBZS3ZZElecn4Q4NvyM9Ki4sm9Lg9shs3n4P5EFDFn+j6BbfHVrz3DJH5lPNGyllFGRSURb54eehjA4SzBNg3avk3Pt5rBl0jeDQLHpKwEwtYP7OY9GurP/boWMvxLJ3NO5hlZIc/neJ4QZyWGAeuhQPRee7bHOJYh2lrLFQuJMujoYVdZ1dwdJbxwOOPihvj2x1FO4Lw6UfKqy1jVb0kdTBL+8Xuv8TWvO8Mjmp6cFiU/8v4bvOOxLf78lzzAB14+5dYw4sd/5Rb/wz//JNdX+auf09XWmWwd3+bh7Q5f/4XneM1ej5/72B1uj2L+3ApOtapV/VdUNQfThJZnsd5yGx/aRttlqW91TBPLku3ROBaf2DQR8mg/sPFtxSIvdYNSUFayKfAdofo+tz/lY7fGzTan0Nsq1zJpa19Zrg9MJ/OUeZJz9XhBL3D4/U/s0AlsbMvEwOBgmgpoJc2b3MxFWvLBa0NunkRy+NONwdXjGbeXcmTfvi9LVwBDBjLcW6QFo0VGUVWErtX4ODHuHRqXNOMkL5t4n15gc3mzxYNbbUxlcDJLuT2KsUxF25dmapEWDKOcwDFlU+nZ3B7H3B4nnCxyDvWWy7OEzGtrKa+lD51L/+1ck4cd26QXyEZ7qr22t0dxkxOaFEJHbbmWbNMWWdNwtDWk6KWTObNUNpWGIfTftKwYhA57vYBxJN7lspatWl5I7Meynr4zAcMgr2puj2JeOJxR1jXbegOpDJGYl7Vsl9daDqFr8tLxXHyiRYGBbCQPJilHs4Su75BriNlcP7ZfePoQZSg82+LuKG5ksFlZaZiPbOJtU9H3bWw9QJkmBXlRc34QSFNrGE1WrOTMClXaty0KHaNTVhU3RzFJLjnE/cBimuRyzdbw3MGU07lsgoeLnEVaEjiWgMmUIi1Kup7Fetuh7zv0A4dcb7uiVKTR4zhnkRY8sy8y9bZrkpfVK3gmb7y8zlbHI3RNQtfil1+UfNOsFN/oVsflgc0WoSb5pjor+hefOeBoJj7yopT79HieQV3z8Fb73lAkKwCDeVJgmeIfnUQ5ZVnj27KV+6IrA93kiWR3khQ66qji2smCpChp+5Ymatc8tz/lhcMZH7k54vYo5vnDabPpc02D43lKL7Cb3NybpwvWQoeNtts0aqM457YmVR9MEwaBw25f/M9lJVFGloI4FxheXsrzTotSK0ZqHNtslIQd3278+UuSr2wZawYth/W2y2mU8h9vjmh7FreHcg9dHwpAq+PZYBi0PZFcP7DVwjaNJse60pnTlobV2aaiF9hsdXyeONPlib0Oay25DiZxTlFVnNGZt0fzjHEk15ZrGviOye1xQqiXRFUtjeH+cki3HAClQqv/yI0h//cHbhA4Fl3PYkNH+lxaDxrIXdd3WAsc7k4k3/jWKGrOdI/vdgH08EPUDK6tuDuOMZVcJ5a+Z5YMgyVVeRgJZXo4z/R7KgqD4SInryqevjtt3seXTxZcP404mMbkRcWl9ZBB4PDC4Vxoy3XN0TzlvVdPiNMKUysXbpxGr+o318qju6rfkvref/MCNfCX3v5Q83euZfIzf+bNmPoD7Nt+9CM8utvhh//k5/P4blfCqFf1OV9FJZ6pWVLw33zeWcqq5uk7E979wjF/7xeff8WGf1WrWtXnZu1PE07SGYYBj53p0PIs6rrWDaLCUgaWaeAYivWWZH+eLPJm2NX2LCaJZJRWeoMAIumLs4JaZzYuN5q3RnET3XO6yHFM2T62PZvQsZinJUVVYRrwxJkOj5/p8sFrpxRlxUbbpaiWMmibJJfDf5zJAfbmOCLOSpK8ZKo3yVFecHG9xa3hotnAgWTcPn84a8BYnqU4nKSshw6WpRgtMvYnArKxrWVMkGK353NnHFHVPnfHMS8ezkjyUkuOcyZ3Jw20ZZ4U3B7FmOpew5xkr7R/lFXFpw6mHGopn2UKZdc2pZGL8pJ+IDJN11IoRE5YVDWBbRBl98ir5wY+108WOJbi5jDiYCpbeUe/J9eO542fEMQjfLpIWWQFyoDQkw3rTX3YB3AtidBpezZfcGHAh66f8sLRvJFFh67FOMoIXcnfvTWKcC2zoUyDgIru6CZSGfDs3Rmni0ygQmXJRtvDQAYHO12PNC/p+hYns4wozwkcxbGt2Gq7nMwS5ols5TxLMY5ybEt827ZuEk4XGettl0ksm+hlRvGGJlxfPZwzS3NujVIBonU8bg1jpnHOOJYG8M44oa4l0mieCvTp3MBnnhbsjyMCVzbjcV7iLtQ9gq1v88SZFh+7NQbg8TNdPnx9SFmLrLQfONyZJM02qqxFtjuOcyZxxidvjQXk5JikGuTT8u8NoRZpyUgPL2aJNFD9wMY2TTZaJoZhNN5pzxIyeE3NwSRplHaBY+JapjQ1SrGgwDTFI//vnj9mHMnmbavjc3MYgYZv7U8STucprqmoK6iVvndsE1tTwCdRzkS/lw9vtbk5jOXacuT6SIuSk0XKpY0Wx7OUzY5HVlS4ltHE74BsyVva87r0/CrDYJGWTdzXTtfl1kiaqH5oi1xeS6cXacHhLOGBzRa73YDrp3MOZylFWZMU8houBx+DlsPtUUxeyuOwdCTWJM5RiPz29ihiryeAsXmS0/JsHY8k5PilfaClhxfKEFL9/jiWQVldces0oq+VG66lGvq64l7c1qmmK3/g5VPSotKxTuJXNpTBaFHwgWuntD1bPs9qqKt7hOUaUbrs9n1Oo6yRa2dlTaW3/8sIJ4DXn+vxwWsSnyXb/oXQ3E2Dm8MFa6GoI2xTmv4XjmbUFay3XNqexekiIy3ls/3cIGCWTCnKmlmSczJPCWyTopTscAOxQrz/5RNsJbFN6758Lj6zP2Ua53iO4nj26ixyq43uqv6z6+rRjJ/88C3+2zee50zPJysqvu+XrpLkZSPR+Ys/+TGSouI7vuIRLFPxRQ+sf7Yf9qp+i8q1TP7hN74Bx1L81Z/6BH/6rRe5tBFiK4Mf+Pcv8S8/sf/ZfoirWtWq/jNreVg+msnkP8lLyrqmF9jiR/Ss5rBk6ixdgEHo0A9s4rwkyUoc0xDqp5agtn2Lw1lKXomsMcpk81ZVFaeLvGkwl5Cmc/1Ay6FNQsdkt+dT1DX/5JevkeSyDakR4qdlGnT0JmMZN7TRcghtk7KqMJQczHxbmvPldvNkJs2bMiDNNXJUV9uzmKc5h7OE4Txt5HUKowH/1JU0CddOYp69O+XGacStUcz104iiqlhvOTy81SbU8UDLKJ6ykqZ+kZacLHL6vs2l9RBLyWtmYJBrr21eilS6rCR/dU3n5FY1XD1eMNcH+LqueVzLIk1DDslpIcTplmNR6Ne17VtNg6MMg8A2ubIRYhrynE9mGUVZ41sCBLpxKgOBXL/nXd/haJby3MGU9149ISkqkqyi61tsdj0urAVsdTwWacELh3NuDu/lx9Z1zSjK+LmP3SXOSra7HuMof0VDs9l22Wg5zFPxVwJsdoSivDfwUYbB8TxjmhTcGkayaQO5FtqSIxylZZOlm2h67S393tyZxDrPV+i/Lx3PuTWKdT6yeNR9R67Zliee5dCxoBY/6iItmKeSL19UNVkpf/b6svneH8cssoKOJwTpu5OYZ+5Mmg380uqT663jILRRSJZrWlRcWAswDZGlp0XNi8cLXjpeNA2dNFvSBKZFRVqUXB9GHM8zGeRkJXfHAqPa6/vNprCjgV4X1kNs08C1pbHaaLns9nwcS9oryzR46lyf4SLnaJ4wT3NO5pn2PMf3mokaznSFKuzZJsMoJ9PU38sboc7UtemHDutthyubLUo95IqyUqKv8pKkqISYvUg5nqWMdSxXV2/Bl/enrWTgI158aay39XXm2iabbRfDEGl26FmkecW105gXDuaM44xhlGEpsTH4jkLp3OLRIuXGScTdScK1kwV5VTFcZJITbim6vsQrfuL2RO4rhVZz1EyTpT9crt/QlSHbJBbbxuEk4Zm7U/7tp474xWcOKaqK97x4QlXXDOc5n7g75trpnKqWZrvr20ySgpOFyNNncU6sN+GSYV2BIUT0Cthqu0SZRKMNQoc0r/S/l8d1rL3HSVFxMsuoKvBdk42Ww2bbZRwXPH1nwkvH8yZ+6eapSKJroOdblLUeCPUDoqxsAHfjSDzbZUVD3x4u8qZhDhyhhAd64LWMIHXte+2oZRqczgV2Nk8LDGAQuJwucoqywrNlkOdZqxzdVf0O1d951/OErsWf+eIrAHz3v3iGv/sLz/Oha0MA3vmel3nf1VOe2O3yZ//pR0nyV4cEX9XnTpnK4Ou+4Dy9wObP//jH+IondtjueljKaHxvq1rVqj5363QuPq+1lktZ1dw4kcOMAtbaLlVVkxYl4yjnaJo2NGYDg4vrLa5stDiapyIXrepmo+taip2O29Bkn707ZavjNVEsAOstp/GB7U9jAV454tON85L3vzTkYJIwS3M+dmvM4TQlykuGUc6tYczhNGk8vpapqICTRcYkFrpwVYvX7Map2GkqBMAUZyWTJKMfSkTGdsdjEosn9lTLiadxzlbbI/QshnoDejBN+JXrI8ZRxiIraXkma6EAsGxTNc3mMMrltbAU5wd+I3Xu+BaDwMZQ0gRutl05ILYcNtoiuUw1kGWeFiS5SHjHkQCiTANKaoqixtLwHc9SIu+saz55Z0rNvezj9dDGUoqXToSUayqDKC9p60zP04VELJmmgVICCWt7Frtdj7XQxjRE3rjb9bl2vODa6YLJQmKHxlHOzdNF05zmZaU3oEKFXcqm07zi9jgm0Qd4zzY5NwhkAOFZ2KbZZAXPk5znDmbsTxJmSUFgm+x0fTxb8dqzvUaWbpkGw0XG9ROROF5aDwm0NzlwLE29lcbetUS2bhkGR7OERSrSc9tSrIcipZ3EBW3PQmnC8ijKKfR7pgya9+P6yQJf59NutAT8lOSl+CgXGb3Aoe0K6ft4LoCqW6OoyVHteDZJIdJZkCHPPC24dio+2eXP22i7pIX4WZ8/nPHBa0Pxpkd5QyC2lEHPt+hpf3mcFXiWiWkatF2Tli/e55N5xrN3pyS5NJhRVnL1aE5eVozinNN5xsdvj/EtRcs2eXy3i2tJI2ebApXr+zYbbYdxIvnXS5LxJBGrwjytqKmxtdfbVIpbo5hrJwtKvSmcpQUX18Mmk3oSS8N6quOxsqJiEmf6uSkiDW8SIrRsiDuewMoKPTzbnyRkhY4umyTYyiCvKkYL8TLPEok8+sC1IftjoSVfO40YR/IzJ3oocPM0oqrAcyxmiRCDRdJu41jmK5q1RAOrQIYYw0XGy8cz8ekv5PPRVDLIqGpoeRYz/d562id7Os/o+0LRBrmvzw58ZmnOemiz2ZF8bd812e36GlYmecRZWZNXtcSHLU2+99UypqjWU7y3PbCuM3/vvS6OqTi3FtDybeZZwWbLpe3YbHZcfFtizvYnQopfsgCSQiwMLZ212w9ssrK6l6ttGHI/1pKV2wvEAjdPC/qBzUNbbVFh2Na9AWBdczCN8SxFVdX0fIeTRf4K5c2vVatGd1X/WfWRG0N+8dlDvu2LL9MPHX7qI7f50Q/c5Nu++DJvfXCDT96e8Hd/4Xm+8jU7/NXf9xB/4s0Xmkn/qv7rqtC1+O+++Ap5WXNpPeSf/qkvpB/Y/MC/f1miQ1Z+3VWt6nO2DGiopaFrUSFk0KN5xq3TCM8WmaNrq8b/6NuKtCx58XDG84czHFORFhWH05RZKl7X4TzTG9yavm+T5hVP3xmTFhUbLUcke4ZsqgzDIEols/VolupDvhxGL6yHpJlIAY+nkttqIAdJx1JkZU1a1twZxRyME0JHckYtSx5TpSNszq+H7PUCak3ZXdKjbdPQUlkbTx9g86rm1ihmoSnzWSkeVYkliegHDg9ttZtN2kVt1zmYprx8vCArSkL9/PJSvK6hbdL1hbA7XORcO42YJRL5cTJL8RyRS4eOSdsTSIzvyIYlL2vysiIthWTcD+X1e+7utCGVxrrhLGs4nqestxziXJqlohTQV1qUxFnBs/vTJj6o41lUtch7bWUQ59JEtF2bshb567WTObYluaHLw7VrKsoanr47ldcqK2m7Fnt9kXSbhoCxQtei7VpNpFNWVk2uaOCaHM0Sbp6KtzorayZRxqmW5l47jZjGAvX5yI0ReVWzP02aRr6spTmyLbl2N1oOvq04nad0fYdzAx8D6AfS2F9YD9nueA0MzTCkWQSJX2l7AtIydJsw1sOP5XZKhgTy9S+fzPEdITUHmoZrKuiFDv3Q0URkPfyv5ZoaxULOXkrHO57F8SxtoG62Mnhgsw3IEMhUBous4OXjGVFW8sZLA8l1RWLBwMBSy8dW8f5rQ4qyRhkGJ9OUw2nK/jhiu+vhmoquZ7HICpJCPL+BpqrPkgLbUuwNQna6PjtdH9cSGWyJbBRP59JoffTWmKuHc0zdjJQVPH13wuk8Y5rkjDX1OclKXEuRFxVFWbHb9YjSgtCxUAY8utNmr+83kKRxnHO6eCXoMnAsEu3d358kfPKOtgVov7X4uQvSvKTtil9/CSRbfr5YSpFkEq+0zECe62s/cCSSqKxqpmnBIi0EwkXNWig2jcBWQkkPxSuc62sPZOASFyVz7WPf7ngEjsmFtRBloKX68rWOpdhqe7Q8i3GcEeUCbnItg62Oy3CRMY5zlBI4nWmKDPzWKCIpZLO6pD4vErmHl0OljmdxphfQ8cSP3vNter7NWsvRhHlRPCyykrWWw+XNFklecnsoqoc4L+iFNou0aq7vWVo0g4Vlw15WFQ9vt3nN2R6p9u27lthbhN8gz2GsB42e/syIspKkKOmHTtMAnx9IrNM0KSmrCttSzNKc0L63Df71auXRXdVvuuq65n/7V8+x1XH5k2+6yNN3JnzHz3ySL7qyzl9++0Ms0oI/9+MfZbPj8r98zRN0fZs3XBh8th/2qn4b6xveeJ5/9N6X+dEP3uSrntzlz/7eB/ief/08X/P97+Ph7Q4//E2f/wo52qpWtarPjbJMMXpN4pydrou2fQGysVlSfC1T8dqzXV4+XjBNCjpKsdDZjWuhg2MVjKOcrY6HwmAYZQwj8U5utF0OdL5i4Ijsse2azabDVsYrAHdLSm1Vw/MHMzzHxEwMkaHW0rjUNeRFyWbHZROXWVJQ1jW+Ixu1riPZo3FRsa2tN+MoY54W9AKbbmCLFE9v7tquSZSVuKZsBWdpwSwtcAqRPy7PXlkpG+7nDqccTiRrteVbuKYSGXUtTYhAnnL5HqZswYaLe7FFBmIPmaUi6ywr2dQczWXr0vEsSt1UdjWwy1QCDwqcVw6Vh5EcEH3XhLomygzuTpKmmTUw2Ox4PH8ww9QQp2W1XGmAHWVQ6DiQRVpyOE1xTEOkynobu9t16XgOaSEbOt9WxLk0Xo5lYJoGs6RkFGWstcTbZyppjhd6WDFaZDx/OAdEzltUIuddboYxDDquRT9wuDuOG1nmi0dzWq6FZylOo5zNtkdgVxzPU9nIAYGj8B0hWPu24vpppDe2Oa4tWb8XN0LujkVqPtTf27cFaPTx2+KPNRAI0/I9920Tx5LvfTwXGNooyrm4HjKLc2ylcAOhjad5xVbHp+UK4G1ZeVnhmAZbbZebo3vy7kVacn7NxjUNQs/ieC6+cMdSlJU0Cf3AoTbg6vGcUZRTIQOaaZI3jaOp76FKR9hk+jo70nL9RV7SVnLdrOm4G5Hryz2eF5XEOCEU6I5vi28zLTEQpUFSSGSMa5uNxHZZns7Pdi3VXOPbHZeXsoKub0s+d1Ex1w3UsxrIZRjyebMkDle1DHUmcd5sDZfb7qIyODtwidKSWVKw1/eZxDnTtGSj5bBIS3x9DdR1zbyudc62QaUl1HfG0oTblsFG26Xr2RxMU6ZpQVpUrIU2n3dhwP4kYZIUVDVYevO72/UYRjkt7p11Qh2r80GtdJTBHYSOSZIXOKbIq2dxzs1RxEbLZa8fCKytlOeb5JUQmGuaKEe4Zx9IspKeb1OUQgxfbjyVIcMIAxhGKY6pZGCjBycvHoqX3tZns9AxRc5dVEwyAaS1XZOThbBYMMSfnFe13NOmYhIVFJVs2ZVt8LHbY9ZCV+wfhahr3GWGdnnvs62sao6iTCKoqpobpxFFWXNpMySwTSaJKExalhLg3TjGMRWuoxhHK4/uqn6b699+6ohfuT7iL3zpg3i24jt+5pOst1z+/h97HaYy+O6ff5Ybmpr34x+6+dl+uKv6HSjPNvnvf+8DfOjakB9890v8zZ97hj/xpguMopz3Xj3hf/6Xz362H+KqVrWq30R1fAvDkJiS2xrA41qK7Y54J9NctqJ1XestnBysMQRIcqq9gp6lqIFpXDQey2X8yzwtsPRhaEkA1upSKQMC16TjmoS2iWdbrLVcfFsxSwrujAUUYxkGF9ZDWp54hzfanhzQatmAnV8LmCcSedP1HUxDDuDP7U+5cbrgdJFxOpeN4dE01U2+VKY3r5c3W7R9iXkB2eJJLIk0zn2dIxo6Fl3fYZFLUxjnJestlzM9oUnLVtRqvJ2RzrcdRjk936bry/a879uErknLtQgd2W5ZSrIqZbtjYpkGVV03NOEjHbuklpslJR7MsqxlA5bLNi20TdquiTLg7jgmtE36vs0gsGlr796R3ig6lmIS50RpQa03mlkph+RJJB46kWRXtD2brife5822y6WNkJYrG9sXD2fNY6rqmqyoG0/sA1st+oHTePHSsuKhrRYX10Mt9S21NNYkKyrODoLm/QlsE6ib5h0D1tsOg9ARcnCcsz8Rz6drmexPEp7dn/Hi0Zy8rFkkObMk531XTzhd5FpiK9/KtUyh6dawqRt011J0PRkwjO9rPtJCmtwkKyW+Rg9wygoWScn+JOEDL59yOEvJipqilA1hpuN61lpuMxSeJwXrWsbsOya1zmWtgXGUNRRppRQns4yXjhc619VgqCXMS6n8MpMYZEDV9WSL7lgyHNnpulSVeKKXDUmSV2y2Ra4aa6L4yTyjrGEU5cQ6kmcJf+oGNm8436Ojt+COKdvDQWhrArrFXs/nTM9jreVwNJfBTlnVjKKcW8OIoqqJc4mGOpqlelgmMLo4rzidZ5xfC+j4MvwoyrqRUruWYhZL47zedkly8aoCxHlJlJfEWUVaVEzjXNQdrsUgdJsGu+1abOm4rUmU4zl6iGEpAlsASddPI+6OE7Y7rvzsmiaPe9nAgviqk6yk0IOPW6OYUZTx7N0Zs1T8yLO0oNbxYEkugx0DmCUFFSItH0a5yIJdUVekmuxu6o2v55gMWi5dXwYTkoHtSD5znDNJxEc+jHIM0HFLWfOzhNQd4piKG6cLnr4z4WiWEmVFM2x09Gd+nJe4puLyZsg8LShq2YKPo4yTeUZRCcivqOQ5mIZBrOXoW12Xvm9rOJe2DphG02jX1MSpvE9ZUWEgQ8W2azavMTWc6fmf6dfVK2rV6K7qN1VlVfP/ftdzXN4I+SNP7WEYBt//9U/xzm98A4PQ4V9+Yp+f+PAtvvVtl3lwq8NW59UFO6/qc7/+6BvOcm4Q8C8/uc87v+Ep/vyXPMj3/fHXAfB/ve86P/krtz7Lj3BVq1rVb7QqDR95/fk+eVFh6Q2Ep2WNozgnzktGUc4zd4WMWZQ10zhnrSVxNHFecjhL8SxFP7AZxxkGsgkLXYs740Tks+69XEY5rInXay2UpsmxFIOWg20alJUQR+dpIXmdScH+NBaC71gOlAcT8egeTBNMQw6pRSVQn5unC8Zxrv24BWOdOenaiqqGw2lCR/tRzw18XNNAGTRAJYN7stbQMSlKaQQMQ6J+JpF8P89SuKZBWcvzaXsWpgl93+Y0yul6tmzEcvG6dXTj6VimlovLlsW2FEtRjIE0xwsNaBJCrBxY+y0hMKd5hWMqOUTWugHTUTjSLCseO9PR8udabwJrnU0r+cZL/5yhZbzSNGVstF3WtUc3r2o6nqWjfAR8NE+LJrpl6bccx/cgU7Mk5+4k4WSeNRuqJeBsu+txeaPFetul5Uh0y8kio+2KPL6ua6JU1AGWabAW2qyHNustB88SeWpgm9wcRlzTUYb3b07nmUThLPUB5wcBni3b1jvjhLISuadnKQaBDENMQ4A7pimRTr4tg4eiqsV7jTSly4a2H9h0fIvTRSqDIER6G3pWM70pSontujWK5Xs6inODgEmccUY3WkpLPu+MYtKiYqJhR2843wM0MA0hY0+TnLQo9fZc0fPltVumPhVVrS0IBpfXA870fLEiVPJYBG4m2/pJLB7zcZxzOhefrq+tCYNQcqVBBtxtVyKxeoHDIikoK5r3OdN0Xd82G1nv6871OL8WkuQl40VOpLNVgaYpzcu6kcB3fZt+IO9foAczhnFv21/VMrRabznYpmoipU7mIs3u+hamAfO0xLclU3oSi8d6kVfcGoonN8olOmwUZeT68+R0kfHM3Sm3RhFZVeE5FvOk4NrJgtA16QcOSt+bvqXAEEDcMmM5KyoWuUiXbX3t2KairOW51TVcWAubzSzIZ0c/sNnr++yPhXOyVBosJcp1LddbN5Cs3byoOJxKHNnye3mWanKBl2Xp/OyFlioD9EMby5TPi5mmLbc9G6WW8ncYBEK892xRQ6SlRJYZhig+6rpuhiMg15EMsmRAs9lyaPs2w4UoWJaE8Nef62Eqo4k8Usj3Mw2IdYb0LMnp+hI11fEshlHeRFP9erWSLq/qN1U//R9v8+LRnH/wDU/xkRsj3nBhwJme/4oJy9se3OAvftmDWK9SR7+q/zrKsRR/8cse5Nt/4mMUlRyYnjo/4Asu9Png9RF//Z9/ggvrAZ9/ce2z/VBXtapVvco605XP9pNZyt7A51P7M/Ky4mQu0UAKOcxYZa2bSDmwjuKMZ/enbLZdzg98yWQsKm4NY0od7aMM2Qxt6ObseJZwebMFtXgPF2nBIzsdilIyTOu6ZpYmWIbk8vqW+OPysmIcydbmeJ5iGpLvutZymcxSFlnJ1eMZHc/WvjHtj4OG8vvAZoiBwekiQxlF05BYpsFUU1PbmmIL0ri0XKG7pnlJWQucpyhr1loeloLQNRkuJLv0dJFzU2n5naVQqhT53jyVhtg2qTSo5eQ+L2LLNakq2O17nMzEW1uWsrn0LEVSyFa1KCriSrY8tqXwXZOZbt5rpCFYQryUgted6/Gha8NmY7uEVtmmwYtHi0Z23PYM4qwgyit6vo2p4HCS6EGHPMbnj+bYemtcI2CmtBDv3vH8XrzRbsshyyti7Y1OdZTLILCxLcWHr43YG/iczlJAtu0vHS84nCast0U2P08KFlnJPCvZnyZNgzGM8iaTdJnpW1U1p/MUzza1h1KagqQo8XQcUejJRvxwmrLXd5mlpfYry0G7F8hzNmuFbRoczGR4UlUw1eA11xI5alFW1HWFUpIpHWWyxTcTkTob1AwCl8CxeG5/yjTJ6XiSUOHZFncnMaUmN4MMUKKsYKPlgmGR5hm7PY9Hd7vcHAp1t6iqZtvV8W2KoiZ0FKahGn8yqVC6J1HeUJbvjGNSvR6W5kkiYE4WEgUG0lgWettoK0U/kOtkp+PhmIqKupE+h45cpx+9NcazlIDRatk+L6+xOC/51P6MUy3Rb3syvEryUrarjgzPkqxireU0XutMqxQAPv9CX6BZuTT1yjBYJAVKgankGp6leXMvmYZBx7fJdS52xzUFFOfaRGlB4FokRYky0LnDFZYpnvxZIp9BD223+ejNcfMYQu29fvl4TlULefmh7RZHM2EI2KbBIHAoKrnWS90kK0PUAWstl9vDCMtcXjfy2i8tGp+4MyXOShZZgWtJZNk0loYPpBku9QCprETavARXgcjgnz+c0XIlWzzUm2DXUhzNUrq+KekoniWE40Tiw4pKAHjLcpQMyNCvzcEspetZjVff1XL9SZRRIfYOpQRQFmcFtikxRL3AYRwJGb2qam4MI/qBzSwtaHuymQ89izdcGGCaEn12cT3gU/szikrI7Btt2Sa3XJO6XkmXV/XbVFFW8D2/+AKvP9cjdEy+9p0f4B+/99orvubBrRapPmys6ndffdWTuzy01eZ7/vUL1HXN+18+5Zn9GV/92l2qGv7v99/4bD/EVa1qVb+BSvKSKCt48WhOz7dJ9fZW6LRymKxqiZMYBLJ5Heo4jFjLMV1LGg1bGfRDG8eUg/A0KVDAbs8n0RuaT96ZMs8KkkLgSp86mDJLRd5c1ZAWNUUtNE/HUhKFUQis5KHtNo7enIS2eGqV9pUtJZK+I01MqSmelmkwCOQxbXU81kKJPtnTw9s7o4RxnJNXsqFR90lAy6rmZJ4y0QdFpQxsvU1zTMXBNCHOqwawFWcFt8cxp5r8DHBzGGEYBr4j28rlsmJ5SIuzsqEYV4hUeqEhRucHAV3PYq3lCPAoL/ngy0NppA2RtRaVSK4VBg9vt8V/7Nt89NaYw1mKaxkCTWqLzHyeFlh6y9J2LbJC/IGeJY2eZ5tkpUisfVs1ssN+6PDobofLGyG9wIZafKLLci3JDS219L0bOGy0BMy0hIINIyHlHsxSjmYpp4uM41nKVsel7VqcHQS4tigKunpLGxcVWSEQHNcSqWxe1oTN9kyazLKsm032kuydFhW3hwmjKCd0TeZpydm+j2UK+OtknnG6yDmaCURnf5I2vt1RnONpyWxVCZRxLXRRSkk+NPCavS67PY/AtXjsTBfbVKR5yUPbLZQyaLsWj+12iPJKGp6qbvzVCkC/f5GW8lbAwSThZ//jnWaQoJD3r+vb7HY9kkKa2iQvmenYo64n23eR8xbc1f5SE2kCO77dbMqUps/5tmKzI5u3Zb7taJHxwuGc00VGUddNlBPovGV9XSZF1QxBqhpNwhYa9f4k5mCaUtUyDF8LHTqejWkajCK5L5Zk8KUkeknYBhlMHUxk06mUQVFWBO4y95dXeHY32y7DRd5EQM3SEt8R24Ot0AoOk71ewHpLfPyBJkY7pjxvx1J0nFfuBi+shyRZwTASNcsiLXnuYCaDhqpmkRQyUEIsE5ZSHGiIXuCIT16GThV3xwkt1yIva6K8IsorZokMa0wlMWkdz2ok+ZM4Iy0rsVLojW1FrQd4BgO9oc2KirXQpUbO7rOk4O5EMrunsWz/J8kSpleTFLVIhJHPuSgTsvTZgU+UlhR6Cz1P5dq2dZzV7VF8D0BnKaZx3lyrvm0yiQSwhiGf10rJ5/Gxpn1PElGlHEwSrp9GBLaSYd885cKaz1poi7ogyinLCsdSvwpK9plqtdFd1W+4/sG7X+ZgmvA/f83jfPtPfIwHN9t8/ReeB+B7fvF5eoHDwzttThZZkyO2qt9dZSqD/9cffoLAEdjKH3hylzdfXqMfSPbcz39in7c/dpevenL3s/1QV7WqVb2KSouSncDhcJrywuEcpQwtRawIXWl6RMEhX2+bBhX3GrUaIdBWFRo8ovNZtT9vuWVouSZFeU+aFtomSVGSFgLCkoxI2fw4psgFl162TBM7F2khUtxKDkRrLYcXDmY4luJ1Z3uMopzrJwuqWiSRZSWZqK6luDmMm+xPachESl3Wtc7tBNeXZj3W1OQK8SVXdY1jKjxLDpg1Nf3Q5q4+kM9S2SB5tmxu81LiUpae23lWcrrIeXi7za1h1Dy2KC3Z7flcXA957mDWHPaVIVmSAmqSiA7ZyMm2+GiaUNVwbhDw/JGAnZQSGmumBwpnej63RzFt1+buJGa4yHFNg27gYGjvnOOb3B7Fjcc3KyqO51nT3MZ5xbmBz82h5KlePZzz8E6HKC3paEr1Uj05ijKO5xmKe4OCCprttKs3you0wLUM0qJuSM3bXZ/9cczlzRbjyKEohQJ9IXC4O4mbDSjI9ijWJGTbNHSzI1LcopLDfOBIhvOy2p4lXsKs4MZpxMni3hYawLPuo2PfB/oKXQtlVE0277KyosJSiuNZxsksJSlKyTuuZbjz8VsTZmmBpWw+enPM5Y1QrrmyxrNN7FSynydxznrLETK4UmSlwJ6maaG3rbW+5l2qShq8ZZNALbFadU0jeT7bF0VGlJcMQpuuL/mpEoEk0vt+YBOlJWlZETgW6xri9PzBjEoLviPd0C7p0K4mmANstCS3eJGL4sC3ZWPe821CV+TcyoCOL9etaRhadl2RlTKAiquaqsowlfz7k0XW+KVfOJqz3nIaWJ2jJf1xVuE6ijiVBrPt2xqkpTia35PVLs8mt0YRrqVYJAVbe7KdXXqeA9sk1f5Z37a4MYzwLUVcVPR98ZoXZcWZrkdclOgekLqGlmMyz0pujWIZItnyeQQCFrs9jsmLmkJ7bPOyouM7YitA3jP5jBAq8fE8I8kroX1rGT21XMfzVPJty0rUJA9vd3j67oSWbuafP5g2zeyyqlosH8tXRGjU0hKmRcUkyhr/fZSVr7gXlq9517PIcrlGXctosrSXSpRJIsOymlqIy0VFS38mW6ZBVckwpK4FbjuORdWTFkLqj7UHGQw828Kz5H2OsxJD51e/mlptdFf1G6r9Scw/+A8v8VVP7vAP/8PLxFnJ933d6/Edk6qqeeFozrWTBW+6vM4vfPtb2e6uvLm/W+v15/o8vN0B5ENsreWilMFbH1in59t8+49/lK/9h+9/BUV1Vata1X+Z9dJJxMFMPLQn8xTbVNr3Jg2eQiSbLcdiHEluqAY1S16nazUbsbSoUNRMklz7CAVMcjhNqIFe4DRNVIXIRtdCG19Tjl1bJIOmkgNiWUtDOdRbnmunUbO9GcU5oyhrJMFxXlGWIiVcAm9OFxJ5Emk/4nCecW4QNHAoECnfeks2dVc2W8R5yXAh2bKeJb//up7EnJzOZdtyMs84nmUid3ZNfFtkpHFeNlE9NbJ1kyZLXuv1ls1uz9eNtaIXijcuLSq6viVSQCUNfpSX3B5HEtmUFGRlrb2hDlEmP+f5o3sxL7O0lKbXuBdD8sh2WzYshsgmlTKYJwUGoEzFSOf9KmVQ1UZzaO5pT6wyYKY300sZ7/XjeSP5PJim1JqSW9f3PH+TuOBkkTNc5M33XDZRplLiydPNTFXXzOKcXmAzTwpunEQcTBMWSUHoirdvveUIyTl0muHBWMcRATyw2cLWVGrbUoyje4f3QWjTcS2SvGSals3jGAQ2Z7Rv0FSqITqHrkWNDEqyopLBjqbhTqKMqqpYb3sErsnBNKGspUE+nKU8ttulF9i8cCRALolaybl6PJdc6a5HWdXs9UVNYCmDfJm7fB8J+/GddjNYkniXWm/9M7qezU7Xx7ZkW5vd52e8M47xHYkRqqqasqq4O455+s6kiYBJMi0tr+HZ/Sl3xgnPH87wXZP1lsOFgU+o30fHFO+yayl8W651UwkdGkT2v1QIpEXJrWGkKdCSp1vX8lyXUun71yNpWXOm75HkIiu2DIOOa7IROszinFlaNtC7Qm/U93o+SVHiOybjONd0arP5vuuhwyTJOZwmFHrAsshL3nf1pKGrzxLZKMe5DNnm2u+bFhWbbYdM5822PYt+6DDU4DLbUsySHNNU9w2khCWwyEQKHboypFt6kpcb5WX2eN8Xa0VVyWef7o+p6pqOL1tfwxAFjO9YdH27aeZuj2PujGLKSpr81+x1P62XNb+vybUUXNFxVVFWMItzylo87Xs9v3keLdfEVoaG7JlM4ryharuWfL7d31SGtklHq1pCfd9Mk4KTecYklhzczbbLwzttRpH47y9ttOj5Ni2tPpglBbdHMcN5SuCY7HRc2RgnBY716hZpq0Z3Vb+h+jvvep66Fu/Vh64N+V//0BNc2WwBcrMqAx4/0wXugQhW9bu3krzkz/zYR/jhX77e/J2pFI+f6TJoOXzg5SH/wz//xGfvAa5qVat6VdXzLG6dRiyyQg75tWxw46LidJHjaqlZVcvBLskr+qGDbRnM0pLTRSpSVmRjcGss28PThZBgR1Gu4TI1t0cReVWzHjqEjsUiLQldq5Ede5bi7jiWzFEd6WEqReiYlJV4Ml8Rl2Hf21R88s5ENnKuAG1q3YAIMEfotpttV/voRFq9bAbSvMQxDWZxjnWf7LqoKs6tBYSuhWsZLHKRim51PE0NrclLkSlKdErZHGod06CsaWI7AluxP04ZLlJGUc4oFtLqJM6IsoIrGy1mSUHXt3hoWw6nPd/RGy3JL07LihvDBZ51b+t4/zzRMQ1micQZLT2IR7O08TP2AyEUH88zovS+LWUNSSZgKlsZjBcZlZbZLjdRy4iprKzEs6077ON5xiiSRvXyRshuzyfQwCiQw2jft7GVYhRlsnEuKwwtdRR/9ZzAsSSjOJToqBq4O0k4nmXM9Gs1XGRNBI74aCuOZim3RxGOZbLdccm1JN41DXa6LqZhSJ6tIfLsWsu0Td2c9bSs3TYNtjseUVaQ6/d2lor8M3RNTMPAtU0sU+HZEq1lKSGP73Q9qCHKJapnq+02dG7fVhgYJEWpr+mikam2NeQrsAXi1nZN9vo+nmMROELsdkzJKfUskwc22zJQykty3aSp+85jB9NUGl/DYBwXHE6FCq0M2SJudtxGfgzi0Z3E4ne1DKXp2yLn7euNfZyVpIUMVopKKMGn2ic/15vpk3kmQ7Ci5M441hFZBZZpcHMYS1RQ6GjYlU3oCP275QqtOXRMKmCaluz0PAwlX6cMg7oSuNnBNGYWF7iW2QxdgEbd0XHN5n1Ki4qOLw2VYxo6h1rI8ettl1jLh5fb+24g2+ijmeTbirfW4NYwwjENlELfq7mOSFPs9X1CRzagS4K8YwlwbK3laB+zvDfTpMBWBnklku8lHC8pyma4spTMn+0HbLRcNtouYy0RdvW9tty+Ducp7716Asggp+/Ln47217qmgW8pQsfi5ZO5EJbTkgo541tKNZFUph66nRsEzPVwoaMHGaaSz/y5/rehvq8tS7a22x2PGiHm33s/NFG6Fm5AWd37DL6wFhLlJcNF1viql7Tv00VGhWyyX22HsZIur+pV18dujfmZj97hz/3eK3z5EztstFy++rVnyMuK7/zZp/nGN15gnpZk/4l8Z1W/e8uzTer/ZGH7R57a4w+//gz7k4Qv+d/fzU9++DYPb3f4pi+6+Nl5kKta1ap+3bIshbIl29YxFcdZeS/CRVeWS/7lbs/ncBKzSAsGoXg+q0oiU6q6ZhoX9HyLsYaoLL1WPV82cssN3DwrSPTW8eYwZqMlje8sKcg1vTV0FJZpavCQHGk8RxqMtdBlkZYMI6E7m0r8j3cmcRN3Ud3XAfYCm6yULc44yhmEDnlZMc/K5nE4luL2WDxuD++0eebujLyU5rvr240kMy8rrh0viLKCVD8fZcAgcOTxGAYtV5HrjUiNNNS+bzFNcvJStuSGIYfCUSxb1TiTw+QyN3W749LVr5ttGkR6W5yXNR1PaThN3mxvfUvR1pLoSVwwWuTEOsppHOfsdL1GTm6bYj4ydCNgmQaWJZvn0JXHucw69m1FrmE6Pd8idIVM+/Lponl9bdNgHhfcKiJsS+HaJq4tr7uQVQtqRPod3/e6Lavr21hKaUBPiWsbWIZJVt7Lbg0RKbSlFLM0p+tZeuheauk4JLneGHuS6VuU4vmsEUmrYynWAocbw0iia6oKMBqq7CIrm9dz+ZrGRUVdyRbs3CBgHOcUhQCp+q5NnAv46spmi5eP5TU5O/D51N0Zm22XWDd8aV4KtMgyGS4y7ZWVJqDtWdS1PPbbo5jTRUpomyhotq++bbLd8XTTUlAhVObHdjsczzIOpjFpIY2FMuT1TQvJ7l3vuJwsUhxTvO22pSjKiifOdLh6NMcAkrzgzrhoMmc928S3LR2LJdfFLMnFu/mfLBJFalrjGKq5n0C8zbYDlzfbTOIMQ0kcTseV2KY745hZIqRwRylsBafzjJbOppV722iymo/mKT2d7ztPS22RyAQwpcQT61jiFS6rqvHvx7ns8QtgGmUoJfe0oZu6NR0/BEKg32q7HM1SHQEEWVliq4q2L15aoSwrKuTfT3XjeqbnNb7j0LE4jTKKsmIQiCol15nESv+xTBmeKMQT23ItaYA1B0cZcm+EjkWUiS/Yd0zKsqZuaOhLpQTE6dL3LLLipZoi0DaRjibe54UMiEwlG9tRnNPyBKa10E3t8tofx3kzMNhsu1w7jVC5PC7fEfr5kkS9SAoWOp7oZC4e+OXn0ouHM6JMWAdpKfCxwDa5uBFyexixP5Hcbt81iaNX12usGt1Vvaqq65q//S+eZaPt8KffeomWZ/PIjshS/867nuPHf+UWb3twg3/yJz7vFZPDVa3qB77+qV/1d4ZhsNZyeGAz5JN3pvztf/EsD2y1eMsDG5+FR7iqVa3q16ueZ7O+FhLdmTaxLAL1MegFQszc6ihsvVnyHYs8KdjtehxOEhZZgZ0YTRxIUUHbtci1pzCwTeK8IMoq1kJp3JK8wrdVQ6BdpCUbbVciX1oOo0XG2UEgWbGGbG0M5IDmmEL+dSxFx7e4fhqhDIOtrssiLQTCY8iWBmg2mAATaCTFS9+oacjnVo344B7dbvPC0Vx7imvyqmY4SZoNm20KRdYyFWkpB7Ior/Cdmkd2OkRZIYCcsmQ9tBtY0ukip+/bTBPJ86zqmjiv2AgdXFu2VIFtNn690LFI8+IV0R5LGfHpIse3FJ4G3ngaApNpAmxR1ZhK/KxJLhEooyjDVgrPNtjtesyTAlfnFG92PCZxzuk8paxp5NAG4hcsKomDuXYa0Q8cnjzbZRhlDQk2dC2GS2gX8tobBmx1xCcsFFzxFB9MEvqW4nieUlcCUPJtk6NZQl7VpEXJRstnkhTsdH3Gcd7Qd2ULpS9cQ6TKm22Xsd4UlxUihbdNXtRNZ/MeIxFPB9NYS7Vr2tqjbSmDUZRjKYO9nsdtHfsSuqaoGIqSPd/jVGcXp4Vs9k/mQhpve+J1vT2KifKC66cRi7zE1p5upWSrWNQ1fdckLUuMymAU53KNVOC6ijzRB/xaYp2yqsY0DCZxTl3XPHN3ykbb5agGSPEcaZpvjyIspVgPLS1zl9fBwODCWsjRPGGz7XE6z+j4ApPLy5qTRc7FjRZFVXNzGIknV19raVk076dnm9gK1kKHzY7HzdNFA8Lq+BY7XY80L5lnBV3bbsi+B5OE3Z7PpfWQX34pbraWVS2ws6VaO3TMe4OeScmFtYCqqpsoncBWJEWFvySXmzLMqO4Doi0y2UZWlgDKkkzo4y3PxrZkG+tqlUXXMzENxTyTz6WDadLI1D1LSaSXJloXpUSuBZodYBriP92figfctxWDQABpaVmyPy0ZLfJGPhzrwdUy99gxRRGS5CW29mmXOnJsve1wPJPILoVs8S+uhxRlTaLVAuMop+1KZNj98v3lawQ0Mu1lPbbbIclLbpwuGEVZYzEoKzB0t3g4TWh7NpM4bz5PALY7LkleMU1yZtqbW1QSO5cU0vAnRUVVCTRsve0IiE97uNdaDjVy7x5OEl75yGparkXXt5gkBXFR49iKi+shr6ZW0uVVvar6uY/f5SM3RniWyd/7xReav/83zx7yzvdcY7vj8Xsf2Vw1uav6tFXXNT/z0dvcPI2av3NMxZuubPBNX3SBGvjOn336FT6iVa1qVf/lVFKUzcaurO9lcfZDh7oWiWhWVI2seJ4WOKZiuMhouRaBY7I/SZml0jga0MhE10PJv4yyCtOQpnMpFxRyrsV6KJE3t0eyDbyy0cIw4OZpJOCovBKpbyS+vSgrSbKCsqo4miasBTq+xVLNIaqsxVc8inLS4pVHK89SAg5CtmRrLZeBllUCPHswY54WjRRxkRZsaUlrrBvkpScVpJEKHZMoLTmZJTyw0ca1FBttVw7zpRCkQZq0nvbpWUrRcS2yShrb5ffaaDuMo5yXThbsTxOSXPzIXU8yLj0drRPrLNAl3CbWPuRFWmIrg2mc87pzPULPYkfn3ReVQLXOr4VgSMO8pL8uXzeAtmez0XJEoqihOj3PpuPZlGXFjZOI08U9z+pIw6Ac3XRMIvHnvny8ENkw0qiOIpGGv+5cjwc2W+K51cTfrY5LyxWJelJUjOOMqq7Z7kjOsTIMNloue/2A9ZaDbwvhGOCh7bbOAZb3537AzmbbYavjEWtKcVHBdtvl/FqIZwtF1rHEa+5aZuOL9G1Fx3ewdeN07TTi9ihmGuecWwuba8jVzdDtccwjO22tNhCp6jjOcWxT3hPToOVYTOOCrqaBw73843kicTMAOz3/nkXMkGauqGqO5ynDRSabL0ukxifzTA9dKvKypu3ZDU27r++/vBTZt6l0XnJZUwEvHs25MYy4NYxI8wrfEn/vILCba9Z3TJQSn6yhhwu+Y9HWOcPDRc40yQlcS+i9ZdVs8mv9+kjudd6QtOdpgcKgpSWvHV/yp/uBSHCzQmBF66HIp7e6Hm+6vMbZQcAszbFNxUTL8u/Pd/VsUza3ZUXbtyWmLC1INVegqiV2bEm6Xg4xTuYi+d7QZOZRnNHVfAHbVGIF8IS43PJsAvtei6W0BP/SRoiqRdK7bCRNvZFdDg+Xj1G25abESiEqhQe320xiybm1TXnOrqWYxTkvHs0az3tVi4Im02TmZeXaw7/ZdtlsO/rzxtBgOCGeT9NStueWIrTNxu++JJhXVUXLNQlck6wQSf3ydVh+uBr3tQJxXunnojAMg3GUczhNGYRiE+mHNou0JM1LAu3d3mg5jVqhrGs+cWvMPC3FVoLInh37nhT616rVRndVv27Nkpz/5V9+ivWWw61RzJuvrANwexTxl/7Zxzk3CPiShzdxVnm5q/oMdbrI+B9/5mm+6IF1/sE3vAGQX4Z//csfBuDBrTZ/7ac/yV//6U/wv//RJzGM1cBkVav6L6lMU+FZslHI8koOmcBCx/20PQvbUiLRdEwOpynnBw7jOGeWFnSVAKUiLftcAlKUAdtdj1PddFim+HtraBqiaZKz1/c5mKYEjjTNL58sZAuZycZoEDo6nqNqJIhlDZk+PM2zUvxzScQgsHEto/md5ZgGWSlRKr69zJg16AcCnTGVwHRcS5HrRsHVB9FxlOFZir2ebBU7ni3ZlL5F27M5nae0PItJnLHV8Xj5JKJVw/FctoFLInGUyzY6sBVKKRRVs2EW357Iozu+bFOeONPheJ5xOEtZC2Uj23bF1+doP59pSIO3yEsKINdevmW2qasMBi2H04XkfnY8CwWcXw8oa/j47Ql5Kc9foFCy5RuEEhs0jvJmI+5YJp6BbBc1zGqsfbsSj0Pz//d9G1f7OkstL7VNg76GER3PRHr6wsGMKK8IPWkCJ1GOq7d1D223SPKSnu9wOEuoa8gKabAcUxHlJVttl3FcYGmitxzKTQzHbKSzrvZLhq7JrWFEVtYEtsgoJQJFNpSyyRO/L6ZIMX1H4mwWacE0yXEtA9MQb66rBz6Se2pjKmmWjqap+Hi11L2o6mZAFKcCE0sLabiSucix+4HNVHtF267FPC3Y6/vMkpxUD29aOocUJGP09ijiqXM9Uj1syasKx7RICxk27PZsirLi7iSHSUzbsygr+VnjKBdis67AVsxi8aIHjoXv2HR8i622xzN3p8ySvLExuFZNnEsjNtFxTcu6OYyJM/FBH0xT4kw2fW1PmptPHUxp6fiom8NFA3fabHss0oK2a7FIckZRwVpoczzLeHinTVBULNJS4pxqebxiibg3yOj5DqamKUdZyVsfWOfq0Vy8zGXFRlvuoSyWiKdB4OCYiu2Bj28r3nv1lM2OS1ZUck8sI7aKiqIsG4nzJBFJcZxXbHdcWp4M+qsaHYtWsdEWCXRWVrQquacq/Vm61/cxDLm3orwk06oQ11KstxyONSW8q6XZLdfi5ZOFeOPvWzQtlQRLn/IgtOn5QqRffk4u78WyqhgucpJ81nwmLnkKvqPwdEaubYpn93Qh2eGuZTKuc/K8ZqwZCxXQci0WmWz5l5+jcVbi2UK6VprAfGMY0fct8lIGqUVZc27gkxUCrkuKknUtD1920J59byhwY3jPFvFr1aozWdWvW9/7b14UZPg840+/9RJf9ugWaV7yp37kw1R1zY99yxfwN//AY6vmZFWfsdZbLv/9lzzALzxzyPs0HOH+emy3i20a/POP3uH3//33vsI3t6pVreqzXyfTlLQstfzWbA5uiY6ACPV2KMpEitZ2RS5b6sanrmsBRrkWoWM2G8eOJ6Rbw4COa5IWQhYF8SVmOs7lcCrUTd8xOZ1njRe27Vk8db7PIHRYb7m0Pdn2LDcs2x0PW8GZroepRHIo5GfxWhZlTeBYdFyLni+H/37gkOmNzlpLDlqWKf+urNEb7ZoLawEd32aaildumhQYhhCRW46JpUQ2mRcVaVFzNMsE0qLpvesth30dPVRoqnHbs6nrmlRvt01Fo5RK7lO8jBPxSm+2XdZCVzaM+ndwVcuWphvYdDS8yFZC3w1tk0sbIYPQJi4qDiYJR9OEwJbHdGWrzeEs5dZpxDS+1ygs32vfFjmnY4n3cBTl+La8L1FW0vFMvYGV93B5yFwexEPbJHBE7u1pevZm2+XiWkhWVk2TN4lzXjqJ2J8kXD+NGUUZF9cD2p78nEHo8MSZHnt9n57vEOimY6vj4TkmSV4yiUX+PQikSTeVQVEJ5de2lACOXJP9Scz1k6hpCkLX4tK6+GyvnUQiPzUMJnHBNC0ZzjMiPWCJ8oLNtqff55qWZ3F5s0XgSDOx2XF564PrrLfkmrqwHnBrFHM8Ex90nJa84UKfy5stCq0w8CzFdke+55JcbivFhfWQTEvOb49ibg4jPZQR9YEypCmXrFKTpJD7cglJci2Faxpsth1OZxlJUTXvT1nVnBsEJLl4Vk0lg4fANnFtyaY1lcEiLThdpLx8tOATt8cCybovamkpZzUM2cDO7oOZyaZWpLYd12SSiEf/4nrIE3tdHtlus952RZKricwKOJmJZHiaFphaFhxronjomBzNUrluTJETO5b5ise02XZp+WZDKm97Fhc3WpxfDyn197i80eLKZot1vT3NygoDo5FBd3wLKkizqhl6DQKHNBf1yIneoid5KQNBltE54penptmYJ3nFbtdnq+OyFkrkYl5UnB3Ihv54lrJIpVHc6/tstj08SwmISR+NOr5NVcOLh7OmofQdq4F4CQ1dPg8CWzato0VGXokE+844BoTaPr3vPVpKzF1L7qeTRc44yiSmKSkaGbhnmYwWWaO8OZylnOlLnnfoWcS5HghaJmcHgRDBtRKh2VqbApkbabl2L7CpEMVQlEvW9tFMfOh7PY/QtUhLyfZVCk5mr4z/+ky1anRX9WvWcwdT/q/3XcM2Dd5wvs9fecdDAHzDD32QT+3P+CvveIizg+Cz/ChX9blQf/LNF7iwFvBdP/8MRflKifKDW22+8Y0XePJsl2f3p3zzj/zKZ+lRrmpVq/p05bsWZ/sB1EL1XI6iNtoeuz1Pe/RU08DOUoHqbLRc+oHdfL0yDPZ6PllZ0XFNDKQxbLsSzbMWOlxYC/At8fquhza+Jf4u8bHZ2mfoNtFEd7RU1DAE7mLrRluARYp+6IrHraoZhDbbHU8IrjXs9DwcS5qIwLGYpiV3JwnzrOBgmjSHM5Bmw1LSPHcD2catBY7eCEsj4ViKfmgT5QK6yrXk1LpvK9wNbNKi4vJGS2SkroltGnQ8i1GUUdY1C33Qa7uyWbkwCPiiy2uAHNxP5xnH81Rvj0rSQg6WHe3js3RTMlykXFgLyata/Mr6ZxcadiWHYaM52E6inLIUD9zjZ7oEtskgkCzgWZJLZE8k8SDLDVKclwSOIq9qZknJi0dzPdiAtZbDWuhwcSNgq+NiWSLVHS4yup6lIWJQ6PiVSNO6277Fmd69eMKOZ/PFD29yrA+3y8OxbSqeOt8XwnFWsNaySYtSGqMkF2hSLc3ra892AYNRXFBV4v9epAIa87TM1Nfey0/enrBIy1fE311cC5t86JZngyF5pp4tEk9DD3T2J4nIbg2Di+shN04jeU0QSfoiKVgsJe55yV4v4FP7M1xTiNWlzghdDkpGcU7bs7iyETb31/JeystafK9pwUxv0Y9nqSaQ17ppkutjkZWkZc1eP8BzTOpKNn1n+wFd3+ZgkhBl4hluezZt36KmpigrNjserzvbg+YeE5r6EsxlK6O5jh/Z7vCHXnemef8sZfC6s112eh5bHZfdnhCjN1oizX7hcMZW28W1FUezhExvodNSJM95KbT1qb7mlpT0sta0dkRWqwzZng5Ch7YnDd9SBl2UcEZ/7vR8h4NJwvXTBUlWUVRy75zrB4z0Z5tvCyxtnhbcHScs0oKyrtlou+x0fVns6PgbiQqS5j5wBOJlKoMkK5nEOWlRglE3UuFJknH1eM7tYcKnDiRiKi0kP3kp/+0GwsHxbRlUTJKCoqzoeBYdzyLSUCzTNFhvOex2PQ1Ng4vrIYfTlBqJdovykqEmuEf6PStracSXypquJw3uTtcny0UevzcIMBCJdZIJOXua5Dy600Epg52ez9se2sS3Fdsdly9+YIMaUWSst2SDLoqfmr2BT1oIYfnSRshGS+T+S+XO5Y0WF9ZCNlsuPe3dX1aFZIM7mlCdljVJVnK2/+riS1eN7qo+Y9V1zf/0s8/Qci3Or4X8H3/8ddim4heeOeBD10d8/sUB3/CF5z/bD3NVnyPlWib/4+9/lBcO5/zoB2684r85luI7v/JRfvpb38Ru1+OXnjvmf/tXn/osPdJVrWpV/2lN41wiY+7zna2FNm3PpK0bliSvME3FPC2wTYPz/YAaGIRuE0UBNL63vKqxTIO10ME2FVlZc3kjZKPtcabva+pxjWObXBhIfM/VozkoCD3JMZ0mRRNrkhcVB9OYOBMKapxX3DiNuTFcUNU1Xd9itMgbSBBI9Ano5i3Jm8e405UGeJ5Kc/3wdpszfb9RLjmmkG9PFild36bjOez2fCzDYLTI5YAHDFqSCdzzbb3lLjmdpcR5yTN3ppIVmer4EMeiKGs6rt3EyISuyVbH5ezA58JGyCB06IeO5L0mOdOk4PYo0k2iSCi7Who804fhZ/enuKbBF14cMI5ybg5jppoUW9YVrq2wTIOKmryqJBLJQJqcSoBARSWHTcMQH2hLb+Y32y6uKTAlxxTpelEJwKgXiHT9dJGxSCRSqapq8WgbcF37Pouq4uZQNkyupXh0t8O69tnudj3ZEjkiLV5u3A4mCddO5tw4XWAYsN2V62UcCel7p+dreFXKLMmp6ppzg1BTdsXveKRloHUtksntjicSUk3MVUq8v2d6EhFTaKloYEtDlxUCqBrHOa4jctnhIuNgklBUdSNB3Z8kjST0aJqy3nboeg4GsjWV61EaO98WmNFLxzIsWB74o6zk6tH8FZE5j+508G1FjWxu+4HdQLVmuskPHLMBuC1rFufYOg7Hd0wMJY1OUVUNxGueFBoGJ9E4N04jPnpror3rLpttj7aWJVvKwLUVZSUe3VvDSGje2httKoOXjheMFgIwWqRyfxSVkLaHUc6tYcStoUQDpXr7vPy3tilDjJ2u5AoPApueb0mOdiEQqKWk/ZGdDr4jcnLXNhuPbqYjomxT4FK3RxFH0xQDqGt5kT98Y4hjiUqirmF/EjNNcrKibDz8ls4MVsjz3O15PLjdFliSZ2Mq8bAGjim5sxrO1w9dOp6jryUhMC8VGpZWXxxME4ZRxsM7Hb7k4S2tIslE7o3E9Oz2PKZJwUTbAERNYWEYAqEbLnKunSzucRB4ZaNX1XXjHTaQ7WzbNbm82eLcICDOBC5mm6LweHSnzdm+j62f91rgcGFdvOf9wOZT+9PGLmAYNFL1C2sBPd+mF9gc69ii0DF1Zrp8ztVA15PPq8NJwjQp8PQ2ervjNUqUqqo5mIg94eJGqPN5bfqhy6upVaO7qs9YP/PRO3zo+pDv/MpH+cVvfys93+H/+Hcv8lf+2cd58myPH/3mL1jJlVf1G6oveWSTtz64wff86xc4mia/6r9bpuKrntwF4Aff/TI/9ZHbv9MPcVWrWtWnKWXIgfO15/qEtknLMTGV4uXjBR+/PaXtSbZqXdUMQpfLGy0e3OkwjXOun86b3FiAk3kqGby55KTOUyFz9gObOCs5mCQik9NbvmmcU9R1syVLsoIbJwsUQpodLoQQKksWkTyKPNikpsazTFqubDJjfbh0NWRF8ikl37alczs9S+FaJlc2Qs4NAmxLDtqzVB7Tsc6cBZptWZIXDBeyZR3FAm9quVYjlZwmOf3QJSkqkkKayXlaNA13lJUczxLWWq72q1XMdN5uYEt257tfOMKxFHdGMS3X4uJaC2VAL3CwlEi/b40T2p40Y6Fj4lgmpd6O3VhKXfWv7dA2+aIrG+RlzfE8oyhrdrs+vcAmLypuncZkWn3zxJmOZJcasN11iTKRbOZFxaDlEOcVXd8S36Uy6PoiGbYMkX/u64OsgRxuN9suZ/s+rgbK1HVNzxeQ1cdujgHZFBvIdmsYZfz754/JS4lGqfX1UNVw9WhOnIsEsqorXrPXpe1ZWKZQXJdRLpMkJ3AkfifJywbSs9ZyKSpp+qqqZr3l8Mh2C9+SHOCtjssffmqPebKMlnGY6E2iYykmcS5Nob5uloCojidxMS3XwtWS7ZvDiLIS72NHD4hGixx0xM0ilfzc5cZy6dFdbu27vkXXtxsvp0CLLGxTETjyfy+shWRlTaQBaT3fZtByaXsSDXV3mnCsI78OpynHs4ybo7jJUc6LiigXz6upDHxb6ft1OaCq6Ol8244nTZZpSMxPnMsW8z+8eMLLJxGWkvdAgHGlBmXljWQ1KQRs5Nomp4usUWlc2mjRcfUgxVac7Qe0PbFHDCMBg/V9mytbcg8sPwc+fH3ES0fzptmVzy6BI0VZyeed77Pd8Xhou03gmJimwMnSXGB7oZa4OxqSZyqDSxst7cE1dFMtqozdjs9GxyXOSlqeQMqKqiLOKiZJQcuzabkWHd9mOE+ZpznjWDaig0CGWcuNs6evm65rM2g5bLRdTuYpqY5sC22TQehwdyLDmc2Oq2XNLjeGEQfTFF/LiBdZiW1JLvSsycW1GYQ2VzZauJY0kK4tQwuA5w9mnMxSfEcsFecGvkSr6YHdcCHb9NCzOJgk5KVsgwPHou1ZbHZcPnUwpayg64vnWqK7alxTERelXFulNK1xXjJPhDqdlzW1If8uzUsOp0JHn6WlqF/KWlQolVhhfEdhaar9q/rd9aq+alW/62q0yPif/n9Ps93x+Oond1HK4BefPeD/869f4Fvfdpn/84+9DsdaXT6r+o2VYRh89x94jLSo+Js/98yn/Zpvecsl/sKXXsFSBt/5s5/kxumrAw6salWr+u2tu+OY3a6vc1hFTrgcdhaVHHwiffh4fLdDnBVc3myx0X6lxEzotZLVWVUCj3JMkzNdj4NpwuE0ZZoWksvpCCH1aJo0G4qZbniXG+bAMdnseMR5Rcuz6AYiEdzqeJwfBIziHNM0NDFXGuHTeSoAHUnGASSqpahkizVcpMR5xSzJOZql3BrG3BnFVEhT1nJNvuThTVqu3s7kEk3S9aXhXzY7yw1cVtbsT2JC22Sr4/HUuT6bbZdCd8wbbRelDB7YCqlqacQDDTVyLCWNXSJDAMOQ1/D8WsB6y6UXOJjqHk1aYl/Fs2cpQw61psBpWq5IkQehjWMpbg6j5vnXdc2VzZbAcepl7qlUy7V09qpBWgjxFUNktaFj8eBWG8OQHFmRHfsiaXZl+9LxLGxlsN72SEohUq+3PdZCB0spNjseeVkRpSLpHenN6J1Jws1hTJZXjZ/7ZC5eyO2Ox17fFw+zzpAVH6YhXsis4pGdDl1fGpbRPNNe2xzHUux2XQLHbOSbRVGRV0IQb3k2Sokv0jYVWx2PcZwxiuR6KKsaz5ENd88X6q/vmHL96ddtveVSVfU9v7IyGhLu0kuKgm5gkelNeFULFO38QJoYWxnNcGC351GU8j6JRzcmykpMZfDAZgsDg7qWzOtL6yGWtdzcGTy43eYLLg744oc3hdrdcugFtmzW6pokL9nteijDwFDgWkbzXPb6PrZaZs2WHE0TaQRbDmku+b3LLGPXNBowU0/DtvKy1veZ+IDP9n0urt2zvHU9m34oWzxLKzsOJgmD0KUGHQklXn+ljCYb2Xeshhcgn0HyP04WGQ9udugFtuQDt1wsHXF1dhDwhgt92p7NWsvFUgYbbQ+ljGboEqVyfdqWIXYNRGnQ8Sw22y6vO9fnwlrI73/NDrdOI26NIo5nKfvTRKLNbNW8XufXgiYr+1B7b0/mKdO40Bt7Q79GFZc2WlzcCLl6OOfnPnaHtmfxyE6bc4MAyzS4OYyYa9XJIHSxTcVIZ4QbiD97LZR77YxWNNxfRSkKDUuJesNAAFhLCfo8K1hvuTyy05H7XEO1TueS5zy5b5M8TQqOZyldz+L8IOTBrTZxJlTk0JE4t+FciOihZzGJ8kb+nZUVoWviaZDbOM65tB7yhgsDpnHOKMqYpwWDQKB3XX0dxnnJ8SyVzx4EUvhqatWprOrT1l/9qY8zTwXlr7Tv5LHdDu/69rfyZ37PlZUvd1W/6bqwHvKX3v4g/+rpA9719P6v+u8bbZc//6UP8VPf+kZsU/HH3/kBTu8jQK5qVav6na+WZ3F+ENDSzUaqN2u+I4fmcZTjOyaBbZIXFS8czrWHsKLvO7L10c3fcsOz2XGbqJolfThwTC5vSKSLZRrauyoHNkfL6XY6PjtdnwvrIW3PxnekkciLinGUkeu8xkmUY5lyMI60L82zROq3hNWYSmlaLQwXGbNUNlJzHYM00xFCIM2eaciBeC10uDmMWAsdXEsatb2+HC77odMMAAwgcC1sU/yUtqXY6Xr0dKSLoyOG+qFD4FiczDICR3JZW95yiyQH5vP69+75tZAkL8mrir2+T1VJsxLpberdiXiWSy0NtUzxtYUakFVWUFdg60Zop+sS2uItfPFojmWKFLEXOCJXDB1eOJxxOE3oBZZs5NKiiRKJ8yVBWyKUbKV4cLPF6872xBdZlOz2fc6vBdimQZoL5XW0yBqJ6lz7Lz1bsdlxMZXBF11Zk40gsNv3OLcWcjpf0rkV622XjbbLE7tdkkKAZpapOJgmIn/VQxBfSyYBTuZCHS6qmrKSjXxVSeNuW5IdvEgLPnl7Aggg5/EzXQaBwM5cS6EwBOgVOI3neqPlNdEry7o1lDi95UYZpBmLM/HTztNc+zItLm20WNcS/roGzzEF+FXDMJIBSj9wuLgesNaSQY5nKQahg2vKpqyiYhoLPMg2jabRMQwZFLmWyXro8PB2l+2OR6ZhWWd6Phttl4OpbNospej6DtO44Hiesj9J6GuquYEMbXJNNS5qkTuHrkXLtXBskzM9nz/0+jOc081sXddstV1arsXXvH6P15/v88hOhwc2Q1xLMYwyFDIsm8Q5h9OEOC9oa8/68TxroG2mbrjqWmwOM9141bX4UU0FHdcCanZ7AnGq6xpP3+/vvXrC07cn3B3HMtgoJVPa1PaCc4OAvb6naeuSH70kFLu2yZuvrJMWFTeHEe9/+ZRRVLChBxqmbpYtZfDkXk/75iW+bBjlzcAjK8WDP47zhkSe6o13S2/5A0csg1lZczLPmCQi6e54NhfWAhzL4I4ePAaObHsD3fSbhsFtPZTraCmxxDsV3DhdcLzIKCu5b5f2BhBp9Pm1gONZysE0oajEsjLSecrL7/P4ma58bnQ8Hj3T4cse3ZJMXORz/a5+r7KyZpKI0gXtk18LHZ4408VUisCVLfZ2R+7jG6cRLb3hXg4AylqGP6ZpMAhcGfr4DtTw+rN9Xk2tGt1V/ap619P7/OtPHRE4Jt/11Y/xx975Ad75npd5x/e+h/l9N8WqVvWbrW9680Ves9flXU8ffMavec1ej65vc2ec8Pv+v/+hgS+salWr+p2vWSwys6VMtKUPLdsdjxqJh1hKySItX4zyksNpwiC02esHDaHTMGRDcjRLsZTBma5HUdVcO10QOhbHOgpG8jgVZweh5Km2Haq6xrWlOax101BVFYeThEmSk5Wyla2Rzc6pPiQG+gBqailqUQksaRLdI3cuc7yVMtjpevTDZUNh8uBWi7MD8ejWdc2tYcyLR3MOpol4Yi2Rdi8JyW19qPVtUw5yLYeuZxHnJVFW8AUXBmRlxYW1kOEi5WCcoDRxdRl9M9A/P85KjmYpSjeCHV/kgiByzFwfCMta5LcX10MMQ7Y1dS0ScdMApRRZUWt6dN1ImFuuhe8IEEwZ0vwrBXlZEhclp/qgu/Qsd32bjm9zZTOUDU4TISOUVd828bVcd3nQj7OSUZQROBbbXZFAj2MZjux2XSqg7du8/bFtdrs+f+j1e/QD8QF2fBsDgXnt9j362mt5exjz/MGM9ZbDg5ttBoHTSJpbrkinT2apbpxKuoGFbykBMA0CTqMU35amDiQ7NXQsnRet8G3FQ1ttJpE0JP3AkYbClebZNhVVLb7cjm9pOaf8/3Kdywu87HNNw9CPw6Eb2GRl1WTf1kgTfGEtoKbmaJo2XmllwOEs4erxQmK1Mrk+LqyHRFmJ75h0fYuNlkvbt+m4NtP43u9LZUCq1QlgsNVxdGSUS8ezqev7h1DS7M801ZtaNpyAHsp4dDxL8q/19m6nK8OMRAPR7o4Tbp5GjPTrUCPS4pYnns6Xj+dUdU3btVGGNFyL+6BvPd/Gd0yO5/fkuF3f4sJagGEYWpHgkJU106RsfoZrm2x3PXb7PjeGEcO5UNKXW8wrmy0Cx+Tq8Zy741hyp/Wm0ECUjKaSz5w0r6AWr3NayM/YaLm0PJHXplnJM3cnbLYd2r6AyTxbeAV1XZMUElG20faamLQsr3hku80jO20BjymJ63Etg7Ynsv9bw5hxnNPyLP7oG87i2oqqFvr0mZ7Hbs+XfN9UgGtKq0eirOCFw7lkiWuVha0k1su832FowHZHSOfL+9+3FGuhTcux+OSdCcNFhq2EWr9sZtfbMgw7Pwh4aKvNuYGPaRp8/NaE00XG6871sJRqeoS10NHEc1tv30XJclb/HsgLUc4E+u+7vs3JPMUwDALbZKfrUdd1s4VepAVxXnB5o4VtGtTU3Nbk6F+vVjm6q3pFzZKcv/ATHwfg+/746+n5Mql/zZkef+33PcRr93qf3Qe4qv8qyjIVP/wnP7/Javt0pZTB933d6/n+X3qJdz1zwB/4vvfxC9/+1uYX8qpWtarfuXI0SdS1ld4K1kyTgnGUYRoGrY7E9yzJo3UtGY1bHY9P3pngWiZrLUdkvtk9ifNOz6c2hDjcD0T+FusYm45ncWsUkVcVF9dCjucZ06RgGufcHsWErsUsFa9o4Fg8tNWmqOr7QC2ykbG1D08ATgUPbsjWaRzn2KbkqF47WYisVG9hQBrf3a7H2MnJCqG+VnWNPgMD4ofztV8ZpDkdhA46FYairrk5jBktMjxbkWr/cFZJjMtcS7STvJQNtqWaDeBYN+GH0wRLN147XYnTubTe4mSeMksKur7FLJHNtbU81eoH6DumgJUMTUClbh7H42e6vOF8n6fvTDhZiO/x8TNdib3JSk7nOcsFpYEAinb7AcNFRlFV3BrFmEo1ubyeJT7L3Z6HrRSzJOfOWLY7J/OM00XOXr+mHzhstFy2tVT2ib0eN07jJpZoHAlQZ38c67gmafxqEh7d7uDZJkVZEeUFUVZydxJzexwT5aWAeZAt4sM7ba6fLjCQaBfXsnh8r0td15zMMooSSgse3e0wjsQfWlQVay3Zrs/TQl5GA66fLDiZpZjKIC9qrh7N2dMU8iQvOdYZz1VdU97/oul756lzfV46njNNcpRhNI3AEvjU9kRlcKK9s8vfcnWtSc1ZQVlKIz6OM871A9b0tXZhPeTBrQ5P35Et9NlBwME0oe/bWJZinhQEjknoWXiWiWGIn32eFExTkaPOUoE9nS5S7k4SQseSvNOs1BtGiXWyTdXkoTqmwSCQTe+1E8n8NYAoK/jwjRFRVtD3LZRSdDwZgLznxZPm/ahraXI7rsUgkHtvr+dxZbPF5Y0WP/HhW2y3Bd60JGtnpch8z/YDiqpmVN4bVM2SXGwFjqVhWmUjn+54Fp597z59dLfD6TzjZJHqWCz7njJB08JNZRC6IgO+OYy5tBHSDxzqWtQQlzZC4qwkSgvKUmB4SSZeaqUMvvLxHWoDntufwjxjqyP++4trIW97cEOD3jKOZ5nETxWV5HHrDf7VwxmHE4lW8h2TtudweyQxWNtdsYMU+nPYNg12ex43NNTNs81G2SCfSzZbbSEzF2Wtfe4SPWQqg9NFzssnC9bbLufWAvb6PmVVS2ZtJbLnl47mTOOcZ/cnDBfCITA9g7EeYJ1fC7g9ishKAb4tFRBtz+JkJn5j0zA4mCUS/5VI7vg8KZrM47ISyXheyufjbt/n2vGCtpYvy+uV4FlmA+n69Wq10V3VK+o7f/Zp4rzkq57c4fc8vEnbs/ipb3sTX3h5jT/91svNtHpVq/rPraW879Yw4t8/f/Rpv+Y1ez1+4Otfz5N7Xa4ezfkT//hD1PfJwFa1qlX9zlQ/tLFNaXB3up5kHlZ64q59WJmOMFGGwUbb5XCaUlU1gSvAmiWF1bUUm22Hh7ZavG6vy8EkwdP00Fla0PJMHQ9T4Fkmw0XOzWFE6EjzW2gZnZCKpUlY5nYut6CGgQbByNf7WgraD2w+79Iae/0AZUg0xxvO91kPHTxbSfZpW8A9w0VG27PJiorrpwtujxPpPDR999zAbzan/fuGdllR8afeeok3Xlwj0xCVvKqZpSWho/jyJ7bxbYuiqrmrtxKlztvs+nYzzKvqe/JU8UfKodU2Fcea3JyXGrzlWE0sy/XTiKKqee1ej3la0nJNyeh1LRyduRq6JpMo54PXhnqDY7DZdul6smk8nCWste49J8eWuJq2zmX1bWmgqWse3e1ypufz0E6bfujg2SZKiSzY09uZKxshga0YLTJePJqTVxWupqe2PZv1tsuDm+1myzRcZLLFNgxONMH3ymYby5JrcLPt0nJtzvZ9Lq23WGtpCbmW9UYadrTR9jB0DE9VV+x0PSZxTuhJ5mgvsBslQpKXtByL7Y7XPI67I2nUlSHe8ImONSpKibExlTR7kd7U9wKby5ttAfIgIKnHdjtc3AjBgLYnjVdP+w832hKTVegInVEkA5HdnhCGTQUYENgWvcBmnhYs0pKsks1817cFxuaIzPlMz+ex3Q4PbYsCwtOQtkVWskgKWVzsiXTUsVXjtd/r+zx1vq+92JJVutl2GYTy/iwzWdOiZBxlFGVFmlcczRKxFulfy0sAmNyfJpap9PVsNEqOwLFYaznN9i9wTXzX5Esf2eLNV9Y5qy0SF9dDPEesBaFrYiqJECpKAaBd3mzx0HabPS2LFy+20ptUgURZpnjXk7xqwG8Agfb3KsPANTVcSjeP01j+3aDlcmkjxLHk3+WlNGog18IgdLkzTjiep1SIkiXJ5bre6XpYemhV6cbYs03ujhOuDyO8RhEg33eWFHR8m7ysGnDWv3v+mLgo6YcOlzdaDCMZ9Cnj3iBkGbMlaoGK9VAgVw9ttxp7RseTa/H2KGKRltwey2Bo+bl5P1N2t+fxhvMDNtsSNeRZJi+fzJv/3vYtreyQ5rSqak7nGVEmzfebrqzT9mzmqdwPS8tKVdfM0pyDmdxPa20X3zIZxzkvnSwYR0sJd80kLjiZZwIom2dcWg/wbU2sn6cEthD3j1+lpW3V6K6qqfe/dMrPfuwuX/H4Nv/22UN++Jev820/9h/5xh/6IFW1ai5W9dtT3/Xzz/AdP/N0Ixv8T8swDP7Xr3kCgPdcPeG7fv7Z38mHt6pV/ZbU93//93Px4kU8z+Opp57iPe95z6/59e9+97t56qmn8DyPS5cu8YM/+IOf8Wt//Md/HMMw+IN/8A++4u//1t/6Wzrf8d6f7e3t39Tj3+l6vPZsH2UYHE5TJnFOx7epgH7gkOitauhKw3s8SynrmruThEL7eZfk5RrxeoWu1QBzfL2le+JMjzdfXueBrRZ1LZ7W7bZHlJUkhVA4e6HNdtfDs01C18KxJI83SgtuDSPyoqKuZQOrDGkm0rwidEzODgLO9Pwmc7LtWQxCkXyaSrHIJEplmYtpKoO9vsfF9ZCuJ9spAWw50rD4ksvbwKfinDvjmNujmMA1Odv3+dKHtxr54iKrKHQsTVlVOivXbOS/Wx2XJ850ODeQwx0GdH2bJ8/2+PLH5b1TBsRaTmnog3+UF5Llq6NDasQb2nFFZprqGJazA1/IwIbRACUrpEFxLINrp3IYBoOu7+jYGtlQm0oklg9ttSmrWue+Clm1Fwgx+eJayP4kxtKZw0rJ43/sTJc//NRZzvR9krxktJC81ysbLX2F1YzjDMtUrLVcfNsUCM9SXql9iEtJ7hIc1PJs3nBhwKX1FpZSDCPZmBrAHT1EMA2DrbbLF15e53CaCh23rBgEDoukYJrkGIZkCX/+xTUmcc4iLbmwFnBuzW9+3hsvD9jtuSgl2b1ve2BdYowci0EofutSy2QHoUB9tjoi0756NMdANnDrLYdJXDCK82ZwW+t7YK/vc6YfsNPzGr/uOMqxLKEpL5szRxns9nxO5ymHk4SqqjmZpxzNEl46nlNVcPVo0fiExQNacXcSN0OZna7EeF3cCPmShzf5xO0xcVbS9mxanq0VAyV6CaqVAyKLtUzFiQa23R4nhK5QkH3b1F7ikL2+vHa2KbLhlmvx5ivrXN4I2e6Ix36z7QpMSgPYjmYpH7s1Jtf3591xTE3NC4dziqps7snlsKvtiYy91FYEBay3nKbZTfKSuq7J7ossAmn64kxidNbaLrdHMb4tjXTXt/h9j283fusTnd1clOLDrfUbdjRNGGuwmWMakv1tyrXXci0mccYnbk+I84KampZns9URn+nhNOXmMOKg8bPqPNvA5spmi9ec6bLVcXlgs82FtZCqrnFMRdcX7+6yNw11jJFSQsvOK9non8wzQlekw9Ok4GSRM0sF5pSXNWuhS5xXnOn5Wk1j847Ht9np+qRFyYuHku97ZxxzayifZ65tcrYf8NVPnuFs3783lDMEQPbmK+uYhtHcdy3XYpYUje94LXSbgYgyROlgQOOfR79359cCLq4FzcBkpgdm/UBo1Kl+rd6kc8V/vVo1uqsCRBr1Z37sI1xcC/i7f+RJvuWtl3n6zoQPXRvyLW+5tNrkruq3rf72H3ycn/zWN/6aFO/HznT5R9/4FL5t8k9++To/+eFbv4OPcFWr+s+rn/iJn+Dbv/3b+Y7v+A4++tGP8pa3vIUv//Iv5+bNm5/2669du8ZXfMVX8Ja3vIWPfvSj/I2/8Tf4c3/uz/HTP/3Tv+prb9y4wV/+y3+Zt7zlLZ/2ez322GPs7+83fz75yU/+pp7DnVHMgZY0zlKhDAe2yZme10ToJLmAfZaHtssbLc70ffb6Phute5mHBmArQwA5psGFtQClZKjlWIppUnBzGFODzmK0+MJLA3q+w2iRYRkGZ7W0LkpLaVo18Xe5PTB1Tq9rycZ30HJQhsFQHwCXWzxLKaKs4HSeEmuf4JKs3PXEv3dnlPDwdpvdnuRJimc24+44YZEW+K7FiYYkbbSdJndyfyKS48A12Wh7tHQz+9zhFNMUL2DblZzSqjZ4zV6XjZaHpVQT2fHwVodEw7VCV3yKGDSvp8g/S+oaykryyi+uh3iW4uN3JpS1ZNqCbI1bns0kyUV+aRo8utuh1tE6RQXzJG/ov0dTeX6jKGOz7fLAVgvDMNhqC6zH0c1X4Jqy3ZsmPLbb4fHdLo6lOL8W4pqKRVJw9XDGx2+N2esFPL7baaBmShk6Qsfhkd0OAFc2Qx7d7fD4mS6XNls8sNmiqmtuDRfsdkV+eXsUM09yrh7NuD2KmtzjWZI3ALA0L7kzjhnowUhgL8E8GY4pHvH7YWN7fZ/QNen6to4nUpzth4B4V49nGa6lgUJFhW3JtTNcZHR92YTvTxIOdHSeZRocThOevjNt5PQ93+ahrTaurfT2VcA+3/jG87zj8W3ODUTWev0kaiT0BhAlBXcmCbOk0M2FvH/TpKAbSBzPVz25S17W3BpFPHcwpa5FfQE0OaebbY8PXhvx6E5bvJGeRZKJ7Lgoa6qqZp7kxFmhs39r4qzSnmWLfijNxnro8KWPbHF24DcxSct7eElhXv5Oz0vxrDZU8LomyoqGRgw0je3Se24iQ5Re4LDZdhuitmkY7Hb9VxDBQWTYeVHR1f7tJCvwHZPhQgi+tqWa4YhjKQ6nqQYeVc3j+OitkcivDYOOb5GVokZZ/jvPUdrDK77qO+MET8chZWXdSLrruubFwzmmbgDPr4Vc3mg1cV+P7HQamjyI1eOM3uCnecXtYUShByAdz6blWXi24spmSMd3JOZJCRPgsTMdWo6oE5bN/LJ5bjkmYDTZyPJ5ZzT5x1FW0A8dntjryvCh61FWNbZSnFuT674fOHR88VJvdz3e+sAGN4cR211fR0sZjU3DMIx7j9u3WGu5PHm2x+X1Fk/sdTnb95pVdJaL0mU5bFnef5YSSvYbLgw4vxbS8SxGC4GrbbSFNL0WOtqT/epa2FWjuyoA/h8/+H5GUc43v+UioSc5Wv/sI7f51rddbnJNV7Wq347a6fqc6Qk59F1PH3xGafKXPrrNu779Lbzp0oC/9tOf4N88+5lBVqta1X9J9T3f8z188zd/M9/yLd/CI488wvd+7/dy9uxZfuAHfuDTfv0P/uAPcu7cOb73e7+XRx55hG/5lm/hm77pm/h7f+/vveLryrLk677u6/iu7/ouLl269Gm/l2VZbG9vN382NjZ+U8/h3CCgo72CoW3KVmKWkJcSh/LYbhelZGvc1gTWM325t8/2QwLXousvqaOSZyteNiW+WH3YfH5/xt1xzLmBRJAsJc0Ap4uMtJDPh0VWipQzEzmpb5t89WvP8CfffJErmy1Cvcn0bJEIupYJhsEtvcnpaQDRIhUvX9uz2en6eiulSAsh817eCHlou81Hb42ZxBmWMjidZ5zt+xL7A+yPY7q+jaXkYG6ZciB/7dke2x0PajiYysZIQCtyoLu80Wo2U3VV41qKG8MFp4uM26OYupbm3bMUB9OUn/v4XfGN1rL5+PLHt7FNyZRcxtws0oLXnu3xhM6SvV+WmGhZuTIMxnFOx7P4mtedIXBNgYfphoda5KzLQYOBEFOXh9rLmy0GodPEklQ1HM0StjoeUS4SzDdcGNDWG3AMuHa64GAq0Uiha3Fls8U5TZEWkqrNuUFIXlZ8an/GxYVvfAAAcQ5JREFU8SxllggEqudbxHnFnXEiYCCd9+prcNTTd6Z84vaE/XEsvz8MaaZ2ez6BLQ38Uk3w+nM99vq+BvbIJv3ypmyVx3FOVlRc2Wxraw1Ns7at4ThbHZEav3Q859qJxMpMk5yDSULgWHQ8i8sbYSOhXza4IGwKgLuThI5n8fB2G08f1vuBeDSf25/y9J1Js82q9WvjuyZP7nXpBzZnBz7f+rbL7HR92q5E3limYkvHNQmwR+SlXd+mBlquyYNbbTba8riW90RW1hzOUj52e4xtKTbaDnuDgKys2Wi7vGavx5mex+vO9vQgSckGXBkEGkTV8Szart1ksiaZSKQX6T2rgmGI5Pzaifgtr50suD2OOZqlElelX+e9fsBT5/ucHQRCUvYsHthsE7rSTD+8024+h5ZlK4MHtlqcLHLujmPujBItXReFgIGoHsaLjNec6bLZdnlkp83eIEBxz29fVjTRPElW8dBWmzec7zfXgIFEBgnJW7HWcvBts6G2p0VJ1xdFy9EswTFl6GSbCtsUXsBEX2MPbLXpB0JQzsuquU5s/ZniqKUyo6Ysa0ylaLk2+2MZONqmYrvj8pYrG1T6Qtnp3YtxK6ua41nKMMowMFgLbdZbDi3PoqrEm+voplEZBp+8PeHD14bNEOUdj27xex7epKUl/suosk/enfAr14c8c2fCPC051w/Y7XlM45xfeu4I11JcWAsoylqAc1GGUgZbHZ9xdO89S4pKZ5BLhvGjux3efGWdaVLw/MGsuR5C16KsheC81fHY7niyma/FN/9qatXoroq/8TOf5OYwwlQGz+7PePcLx3zXzz/L2x/d4q++46HP9sNb1e+S+vlP3OVbf/Qj/OgHbnzGrzm/FvKWBzeghv/nj36Ej9wY/g4+wlWt6jdeWZbxkY98hLe//e2v+Pu3v/3t/PIv//Kn/Tfvf//7f9XXv+Md7+DDH/4weX7v4Pzd3/3dbGxs8M3f/M2f8ee/+OKL7O7ucvHiRb72a7+Wl19++Tf1PNqewzTO2e15hJ40snAvFujOOCYvqibX8y0PrGObiifOdPWmoAKMJlKn7ZqEjkhID6dpAyNRSrypkm1574Ccl7We9jtgyPR/nhZsthzaroBKLq2LPHLpC2zpbUiUCX24qoRM/Oz+7D6onWxnHEtoxkVVsdn28GyBEX3ehQFvurzOwSTRvjPxxT601eaLrqxTVjBPC65stnjybA+A82sBjmXy8E6H/+bzztILHMpKJKimotkKha5J4Ir00DDkNVw2B8vHV9Yil8yKiqyoBFZUC3BLGgGz2Ui6trxev/zSCVeP5ljKYJ6WEttjie9z6ZPs+BbKMLh6KF+3FrqavisH/3ODgDdfWb8n4Tbu0Vs7eisJcDpPuTuOUYbImj3LpBc4nOn51MggoahqvdGW4cdHbo64OYyaw6xhwANb4rU0DUM3DwU3hhEt1+LWOGa9JaTieVqQFBW+pXBtxbmBz1Pne0R5Qdu32dRS4UVaMI0L1lqOprTKxinVZOCsqHjj5XU+/8KAx3flfSs1TWld+3yLUuTAT53vc6bvU9U0ubqyFUyoaxpyr2zIXB7b7erBh+J+eKJnKVqewLamccEiKxsyM9BE7exPYlzdFC9Jvl3Ppus55KX44t939YRbo4j1tss0KUgL+fmebXKmF/Dk2W4DkAOBpEVZQWDLffu2Bzclg1ZvUh1T8Zq9Lq87P8C1TLY6Ll/15C5/4s0X+PYve5CdnkfomCSZ5KcWZcU0yfX/lo3t6SLFNg0uboQEtsk5TUlOC5GJe7bJ68/18B2Ljs6bBi1jVffaEcmXha22R1XV3DiNqHRm914/4MGt1isyYi1TmkCR1ytmqdClQ8cicBQtz26a0WXWbuDIJlvd93OVEon3nXEs5G4NsGp5AjizdI6vZ5vs9nzedHkNpWj8y1EukUSWpRgEDvuT+BW2vzgvmSc5z+xPuT2KKSvJlM3LukmVyAsB5i2BdLNEfN8X1gIWWcmVzVazpbdMxU9++BZlJbneg1Bkv3t9nwtrIaYpeb6hK58RyjBkOOJZ5FVFR1+3d8cJZweSu/zasz3e8dg23cAhdCyKstIU/JKqFkhdS9PjR1HGWsvlsrYfLIcPhmGwyApePl5wMs+oa8kQvzmKmtei7Vn4tsnpIufGaYRvmzy226Xjyefus3cn3BnF7E8Srmy2eOp8n0Ho8JqzPWnsqXn9uT6vplaN7u/y+qXnjvinH7xJ27P4iT/1hXzt553lz/7Yf+Th7Tbf+7WvXUmWV/U7Vl/1ml2+9JEt/tbPP8u7Xzj+jF/3rW+7zNd/4XnKCr7+H32Qq0fzz/i1q1rVZ7tOTk4oy5Ktra1X/P3W1hYHB59elXBwcPBpv74oCk5OTgB43/vexw/90A/xzne+8zP+7C/4gi/gR37kR/iFX/gF3vnOd3JwcMCb3vQmTk9PP+O/SdOU6XT6ij8A212Xh3fa1DWMokwOr6EjkBdTcWsYETgmG23JQH3peN4QNY9nKeMoZxKLF9I2ZRu3jPEo6xqDe/EmID8DpJG+uC55m2cHQbNdyQohe17caOFo4M7+JOZ9V49Ji5K2J1CdLL9H5qxqIQ6bymhyOVuuxaM7HWxlYGAwS0Xu+vhuh9fsdbmy2ebsIGCj5TLQssi2Z9ELbV4+ntPz5cBW6gOtgcgVlYLjWcoLh/N7JGRD/GapBkhVtUhJ9/oBvcCWrTM0mZg7XZfQETnk+bWAi+th81xO5hkvnyw42w8ayM5m22WrIxCw4UK2z6Ftah+fhaO9jC3XouPZbHZcorzk8kaLrm83fyQPtubiesBW12UQOKAlqWiqduhadLV0URmy5V1Kz5exMs0owTDY7nhstF06nkVdyeO/O3plPIhnCTTrded6rLdcHtvtCFCnhi29ySnKmge3WjyhEyBMJVv73//4Dl/68Ib2LxpYppLIpYpma2oAz9ydCkBKb1yfO5jx/2/vvMPkuKq0/1bunOPkoJFG0ijn4CBHnI0JxqyNCQt4wWDjJS2737csuyze9O2S2TXGhiWYZLBJBgPO2ZJH2cqTc+icq+r741bVdM/0BI1GmtHo/p5Hj61RTXfd21XV99xzzvu2jyS13kwBS/w2HBtIwGEimVKTwCGRLUBRVKwIO7C+hrzvziYfLm8OoM5HsrdeqwgTzyFfkHGkL454hmySFJfY8hyLpoANy4J25GUFfdG0UcHEMAzWVLvgMJPsmaR5HgdsIpxmERvq3BhMZNEcsmuvyUBVgYF4Fn3RNDJ5BXu7o+iNZnBsII46jxWrKp0wCaQvXd9w6I2ROdcdD5YE7Kj3kVLxTJ5kPUWORa3HQqxxeA6tnRHYTLwhlqaoZFOgL5rBaCoLgScZS6KmTGyDVlY6UO+zgmdJFtRpJuJ1JINL1Jubww4EtHJUQWvGPtQTw56OCBKZAsIuE8wCr3m6kvCGZ1m0DacgFNXj1vutuLolhBvXhLGywo6QQwIYIqDnt49lOcEAh3pjGE7k0DGSMlTNHVq5tN8mYWnQjnXVLvjtkvE8WhawwWkRwHOs8XwCgPahFPKySoTVeGKLI3AslvhtWBqyI5bJ41BvzDh+ZYUDFy/1Q+JZDCWIgndCqzRgGXJN+uwmLA/bjU0gRSUBvlnkYOJZ2E0CTAIHVSXZ8Wg6T6zMtOBSL+HuGEmhxkv6oAWtd91vl2ASWMPKKq5tkORkBU4zjwqnCbVeK/a0j+Llk8PgWAYD8azmb04UwhPZAi5pIlVBLjMRKFxX40aDjwS7Ek8y3fVa6fNIMgdGK+Eu9pNmMKZsHXaasCLswDNHB+G1Sqj3WVHrsZLPEZoivfaME7RnKcey2FDrwUygge4FTC4v40P/+zoA4Acf2IJ6vxUf/eEemEUOD965CRaRuk9Rzh0sy+DL71qL5pAdH/n+bhzqiZU9jmEY/MONK3HpMj/SeQU3fe159Gs9URTKQqU4cwPoWYvJNxLLHa//PB6P4/bbb8cDDzwAn8836Wtcc801eNvb3oZVq1bhiiuuwG9+8xsAwHe/+91Jf+dLX/oSnE6n8ae6uhoA0BPJIJ4uYDCRhdMswGL0m9nJTn+e2GrYJJ4IEXEsZEXBod4YOkdTRN1Tew/dY7agWUnU+6ywa2XNIacJAbtkeI+mtNJij5X050bTeQhapiwvqxiKZ5CXFQwlsnijIwJZgdFnx7EslobsMGu9cw6zgIBNQvHMMgxQ47VgdbULZoGDTSTZj5xm5QIAxwfisJl4OCxEmbnSbUbbcBpJTdXVaxM1j9IxgZUKlxn7uyMY0FRG/TYRtR4LNtW5UOexgNN67NbVkPe1SwJEnkVLpQN5mfREhp1msAyDWDqP/tiYwqiiApvrPWAAxDJj5YDJLBEEq/dZUeu1ko0EmWxE8BzJRlU4ST/cYDwLm0nA2moXRE3ZeccSLxgwkHiSsRyIZTCcyGE0lUMqW4DXKgIq6YeUVRVWidOCJFImLfIsGnw27FjiM+Z27JxVZPIyjvQn4HcQD89M0SZEU8BueKb6tSyRxHMQOAbra9xI52TkCwqWhuzYWOtByGlCKivj1FASJweTWBK0Y1M9EacROJIV5jmAZ4FlITtWVTrBMiSTrigqGABH++PIFhQw2pw6TMQLN5EtIFdQtWuAw5G+OPpiGbxrcw08Vgmypm5t1/oHiY+ugFxBRl8si8F4BkOJLIJOqSQwAjTRbqgQeKY0CAO5ZgN20jerC1cxLANZVTGazKFzNGVUPjAM8VdOZomgksPEo85rRZ3Xgs7RFF7vGIVF0LJmiSwGEznEM/mxvl+thL07kkYsnYfXKmFrgxdWE49VVU587toVWBKwIVdQcKA7ikM9MaTzMiSBg9tK1M3rfVZsrPUgaJfgs0tGdrSgkPNVNQ/bgqKiezRN1LxjGaSyMnqjxB5Mx6Rt8ugBeCJXwO72UVglDhVO0rcOAOWemE5NEK7SbcGaajdcVgksSLlrOTvCZI6IMlklHivDdni1fvfBRBa90TRYljEyxiaBQ14hpeWydt3oHBuIw20R0eizwWkSYRJZQCX97cRzWDLKm10WQcvOC4Yg19KgXatu4RF0mgxhNodpbHNkRdhpzM/WBi+aQ3bj33iWwaoqJ0SBRU6WoShkvvvj5Flhl0hv79KQHT6bBIu2aba6yok6rxWMFgE2+W1waR7Rj7V2YzCRNT4Hl0VArSYMRUS3WJwcSiLoNMFh5g1xMD0x/paWMOq8VqysdMIissYmgtcqIVh0vWcLZIOzzmtBg9+mVToQxfEGnxU3rq3AziY/GvxWxNJ5tHZGkMoRGyVyXSl4/tjkCZFiaKB7AfPwi23Iy+RCWxqy4cP/uxuD8Sy+fedGw6OLQjmXWCUe33nvJjjNAt7/8GuGet94WJbBN969HhaRQzIn453ferGkF4pCWSj4fD5wHDchezswMDAha6sTCoXKHs/zPLxeL06cOIG2tjbccMMN4HkePM/je9/7Hh5//HHwPI8TJ06UfV2r1YpVq1bh2LFjk57v3/zN3yAajRp/OjuJ8JvAE5EnnmWxNED62/pjGRzrT5DFid8GFWSBW+cjysbxTKEo2NHKRwFjtZrJj6kj672qIacJ1VogCJCy4L5YBgxIDyXHABVus6HWGcsUkM0rkHgO164K4YoVQWJ9kymQkmAtG6jbC2UKClwWATHteSHxrJFNrvdbsaPJhyq3GZcsDeCKFeTzUUEC7pEE6TcrKCpsIulxKyiKYTkDEIXnG9ZUkoypnSzQGYaUvPrtEjbVeY0sHwm2EhhN5tBS5TCyIPFMAem8jD0dEaRyMoa1AF+HYxg0hxy4cW0lLCIpf2ZZTPCVNAmsNj5oAkEymoLEdmRVpROb6/RgOQ+PVUQyWwDDEmGqoJN4chLlavLZ6Vn2eLaAgVgWPVEtU5/KGQGd3cyjpdJpzJtxLjyHWJpkm0w8UaMuzlCr2tGyouKxvT14sy+GgVgGmbxCMkmZPDJ54k+akxUimqNld0aSWRzrj+PPRwagqipqvVawDOCQBBQUQFXIIr3KbcY7N1bjY5cvQY3HYmS3TVpQM5TIoXM0jVqPBetrXKTEWNvA6I1m8MSBPhzujcFpEXFqKIm24RRiWXLt9kXTEHkOHquApoAdQYeEPx0eMIJ5vR95f3cER/riCDnM2FLvgc82ttZKZgtIZgslmyydIykILBGdWhF2oMJlgsss4LJlATjMPFoqnLhkmR8MwyBXID3YdV6SXa/3W7Gh1q2VV/OocVsRsJsMlfCtDR6MpnIYTuawu30ESwKkJDiSyhk+13mZ9NLr44imC+BZoowt8Szp0/RaSxSNe6Jp7O2KGmJDuqgVAKNHPJNXtNJv4ovrtpAMe4WL2Bx5tb9H0nlUus1wF9mGjadrJI1f7+tBTySN544OIpeXUeezwqz1w9f7rKTnGkTEziSwWB62463rKuHTgq9KlxkBu8l4DlklImznNAvGelhV1ZKNC5eVlNOTTRXSI5/KycjmFbQPp+Awk75//XkIgFg7MaSX3yqRe8WnZY+HkiRA3dbgxQ2rK7C53oOLmsimEcsSgSyeI5lfp+YPHE+RfmhFYVCtXWP6PB/rT6JjOIV0TkaNx4wGn5UE7loGt9Fnw1tawvDYRLQNJXG0f6w6Luwg52sRSZuK3yZB5IhS/JG+OCLJPKLpAhSVXKNEVZz4ghdkoub8lpYwLl9OnqEFWTGqKABSkdMTIZ9/NJ03EhsOs4DlYQcEjsVbWkKoK7q2iP+0BGgewLpH93TQQPcC5Vd7u/FvfziCq1YG8MQ9F0HkOGxp8OA/37kWq7WSIAplPgg6THj4/ZuRyhXwFw+8PGm21iLx+N09F8FjEdA5msaHvvd6SYaAQlkIiKKIDRs24Mknnyz5+ZNPPont27eX/Z1t27ZNOP4Pf/gDNm7cCEEQ0NzcjP3796O1tdX4c+ONN2LXrl1obW01srDjyWazOHz4MMLh8KTnK0kSHA5HyR8AJJOnKdQqqgq3RYBd4mE3CcgXSBaDZFNJ5q6l0glJEzwRWNYoWzMJpBRVV85UVAbDWnkbMFa6vCLsgEvzWJW1/ryQQ0Kdz6ZZdDCocpsRcpiwJGhDU9AGp0U0MhEMQzIjBZVkHBr9VrLIZkm5MqMF0iaRhVnkDLXgaKqAep8NbqtolEdyDIP+eFZTcyblv9YioadYpmCcv6Ko6I9lkNaEn1SoYBlogk1ZDMazcGmL+PU1LnSMpJDKE1EXj02EvguQ0YJWFSp2NHqxTiuZBch43ugYRddICk0BG1ZWOOE2ixB4UuJ8aiiJU0NJBOwSkjmZ2CeZeFgEHisrHaj2WLAsZMezxwZxpD+OWLpgeI4y2nufHExgechhfGY2iQhLra5yYluDF1aJh0MiPXydo2mjdJEpynlJPGv0VdvNPGwS6XccSmRJwFRUfnp8IIFcgfiUOkw8Udt1kADjQE8UbouIlZUO9EczONIXRzono9pjQZ3Xgs31XgzEx7xcbRJPyuvzitFzDMDIaL/WNopoJo9qjwW13rHgQD9zv8MEVf9sNTsjgWWNknhdyCebl2HmebitArIFBdmCDK9NQthF+pEtAoc6nwWrKp1GKaxbu+5TuYJRPq+zNGiHzy6BY1kju008iRmsqnRiaciO/lgWkXQeTx8dhKwAzWE7gg4zCrKCfEHV+pPzqHVbEHSYjKxpPCPj6EAcA/EsVlWRjQi/3QSJI+/j1DZfVBU4MZjEnw73A4BWUs9iadABr02CqioYSWaRKygYSebQNZo0/LF1rCIPt1nEFi3DnpMV2LXXZxmipry+xkVaACwirl8dhkU7T93XVw+0c7KCU4NJuCwCblpbiXLoGzACx6I/Tuan1mspqSIROBIoBhwmIlIm8mgbTqFjJIWWSicubw7AbuKN51SF04Q12lq4RCCzKNA28RyS2QLiWaIBkMgWUFAUcNoGzEA8C1lR0TmSRsdICpcuDWAkmcP+7qihGxDP5FGQS60VD/REcXIoibDTXPJcefJQP/Z1RjGSzJF+ewAHeqNQtE0fq8gTIS+3GXU+s9a3LWNJkNybnaNpZPIyTgwmjRL+vmgGu9tHwXMsAnYTNtd7cMXyIJzac3RDLbGUG0nmUJBVSAKHCpcJOVlGNJ3HygqH4Wdb4SJq7DzHahZdBaOihedY9EYzRgtKjccCi8AhmiaK97qnsqyo6Itl8PjeHjx9ZBBtQ0ksr3BobQ8Cqt3kfhV4tmy2vhw00L0A+cKvDuJjP2qF3cTj396+FskckSr/1NXNuGbV5AsgCuVcsTRox/c+sAVDiRze/cDLGIyXNwav9Vrxi4/uwD/f0oJXTo3gfQ+9avTKUSgLhfvuuw/f/va38Z3vfAeHDx/GJz7xCXR0dOCuu+4CQLKo73nPe4zj77rrLrS3t+O+++7D4cOH8Z3vfAcPPvggPvnJTwIATCYTWlpaSv64XC7Y7Xa0tLRAFEkg9clPfhLPPPMMTp06hVdeeQVvf/vbEYvFcOedd572GPw2CXU+KzIFBSpgBEak1MyGgVgGZoFkekZTebx8chhmgcOmOg92NvkQtJngMpNAlAg/CUYJM0DKRjmGMTIfIk/Kn71WEU0BGwqKArPIY021E04zEaRiGAYWiZRnMmBwfCCB3+3vRa5ArHj6YhkjiNZLTavdFiMjAhA7D4D0Kg4lsjg5lMCh3mhJiaJZ5LGuxoUVYTtcFgEbat0w8RxUFQg7TFgSsBnH9kTTeL1tBEOJLLojRHCGBQu/VUQiUyipUglqljheq4glQeKXqfelFRN2mRF0mNBS4UBTwIZMXsbBnihaOyPIFhRwLOnPEzkWPhuxfrlsWQDQ1FaDdvLeeqawwT8WlMqyiiqP2Sg9Z8AgkZPBgIHdJMBrE+GxiahwmZEtKFqfH4ew04Sg0wSPTYTDxBvzWUxTwI6AgyxQiSqsGR6rBBVEgKh9JFVyPMMAN62rxMcvX4ot9V5cvTJk9C1XeSxo9NuMz8skkL5Ql4WITTX6bVpww2AwkcGWei9YjmQOi3sDnz46gLxWepwrKBhOZA2FY6+NKBbv7YzgmSODsJtIENtS6cTGOjduWluJOq8NYEjp+A1rK9HgI7YsdV4rrBLxEU7lZATsJnAcA5dZLLHOc2tq3/FMgdh1aVYvxMeYhU3L5Jq1fnevVUK+oCCeKSCRyRuloPqG09H+OF5vG4GsqhhMZNA+QpSgM7KCV06N4GBPFAA0MThiJZmXx+ajwW9Fvc86lg0cFzvYTQK2Nnjht0u4ZKkfskKC4t5IWrMkIt7R+ucEkKqML9y8EtUeC6xaNtCqBe4sQ4LdBr8NFzX5Ueu1aD3QCq5dFcZIMofWzgh4lmQoI8k8ZFVFtiAjmsqXzeg2+km5vN8uYecS4m08msobJa4ADJG34UQWg7EsTg0lcWIwQfx7eRYHe2OwaaX4ACkBbu2MYDSZQ3ckjeVhO9bWuEreP+Q0IZ4hgmd+h8mYPJFjUeOxaPZXCeKN7DLDaRGwodYDkxbgqSBKzyNaObpOQVYnbNorupq49nerxEMSWNgkot5d7bEgls0jk5eRKyia7zCpWDgxkEDHSNoIqPOaAJZeJWIROdR5Ldja4EHYacazRwdxoJtcN5k8eb5YJB6VLguWBu3YsWSsR7fGYyF2XiKPdTVEMOq6VWGsr3HjaH8CPVrWNegwEQEskwCHiYegtUe4LAKWBMbKsYv3FPRNmsF4FixIJQfLMlhZ4UDIIcEsUnshShnah5N4+MU2AMBXbl2HX+3twRX/7xm0D89MpptCOVesrXbhu+/fhN5oBvf/7s1Jj6v1WnHF8hA8VgEvnRzB5x8/MKlFEYUyH9x66634r//6L3zhC1/A2rVr8eyzz+K3v/0tamtrAQC9vb0lnrr19fX47W9/i6effhpr167FP/7jP+IrX/kK3va2t53W+3Z1deG2227DsmXLcMstt0AURbz88svG+54OvdEMEpmCsVhaU+XC+hoXqt0W+Oykv0tfQPMsQyxIGGBLgxeXLPVjWdgOr1VAKlcwsq5AkdiUwKLeb0W1x1zyvjYTjzqfFek86cPti2ZIb5vmC9ofzWhiJSw6RpLIyYpRBpvNK4ilc/DbJNJHaRLAaiqw+opqOJlDXlbw/LEhpHIyVlY4DLuz4nP02STUeK0IO0l5Y/doSiunLhi2OwDpPYOWtcoV+YRWe8zw2SSsqnAacyhwLHYtC2B52IFqtwVrql1YqZX9WiXSp+m2iOiJpNETSUMSODjMAlSoSObGSkv1Et9kVkYklYPdLMBnl9ATSSObVzCSzqHaY8Yly/ywa/1/VonHtavDWF3twokB8v2fzBZQ7TFDURRYRA7HB+Lk95M55ApySRBeUBQsC9lx9coQ6n02TekWGJ9kCTuI37HAswg4JPRG06jzWAxl7GI4LYoQeRYhpwkmgaj/NmlWRIlMAY0BGy5d5gfPsYbi88GeGAJ2CXVa6beqkvGxDDCczBpKuwDJNgosiwqnGW3DKS0AYrQ5IdlLjgWCDgmpHMmINfptRnmzHpgqIFm2U8NJxFJ5sCyDTF6GJLCwSrzhJV0Yt/GqZz+tIofVVU6srnJhW4PX6MvU743+WAY2iSe+sgyD/niGlLmn9HlmkM2TAFjiOUg8h831XlS5TGA1j+q8TPyG9ddlGZJdf/rIAADSI90bTSOSypWoGI8nkS2gazSFgqzAbxfhs0ma0JOExgAR46pyj923fpuEo31xPPXmABiG3MOjqTHRJagqDvbEcHIgAY9FxGA8h0SOCFQFtFLifEFFwC5hR5MXSwJ2dI9m8PTRgbK6BqIWNAEk+Kx0mY17TFcEZhjyXIqk8wg6JNglnmRc1bF7dCCeM6oMktmCJgRFgn2LyKPGYy3SGRAgKwo21rqwtsqFZUE7HCYeIs9B0UprvTYJfrsEq8SX9CNvb/Tiji21uHFNJa5fFS7ZKNP/vbgXF4ChZL+j0WuIq+njMoscgg4TeiNEpTijKYtzDMl8+mylm2dBrVJC4BjNssmBHU0+jCRzeKy1m2yISWOaCfU+GxRFRVaWUeux4FBPDNsbfaj1WjCczBrewTo8x4LVbJgCdgkix2JVlRP1XivsJh6Nfhti6TwYFkbmXcdlIaX/eum2zy4RhXkQ7+Wu0TTsZgEcy6I56JhwLZSDqg1dQIwmc7j1v1+GogJ372rEzqV+1I6Q0g29HIBCWUhsqPXghx/cika/dcrjfDYJn7xqGT73iwP435c7ELBL+NjlS8/RWVIo0/ORj3wEH/nIR8r+28MPPzzhZ5dccgn27Nkz49cv9xqPPPLIjH9/OkjgwWr9dgCniYIMJrJQoKIxYMPLJ0cQSeVwUZMfKyocGEpksTRox6/29SBbkBHPFmAROQwlSL+qijFvUYnncFGTD1VuCw5q/Vohh4SeSIZ43eZkxDOkH81vl/COjdVoH07gxRPDGIxncfeuAMIuM6pcZnw/0qH5yToRzRSMLJXe65XWXgsgzw5ZUTGczELiOVy6NIA/Hu4vyWzlCwreaB+FKLBo9NugqCpYlsWKCideaxtBvKh/Vhc64ljGCLhVqGgbTqEpSASX9JJchmHQE0nDb5MMhwP9bUXN6qNYIbpCy3bbJcHwuwTGrIhYlpSdbqh1Y32tG7vbR5DKy7AIHNJ5BVXa7xeHCsULVIYhPqYOM/GQHdJKEvXsrsMsGIHGvs4o4tkCvFYJ1R6zkTHTxwaM2Y1UuMxYX+PGo290wa7ZP9V5LROCK30OZEXF3q4ILCKH4QTp/z3UE0M0kydesDYJkVTe+AzzsoqjA3G8cGIIPpuEep8N+7sisIg8LCJfklG9YkUQh3uj2N0xiiqPCZIWmNR5iTLx4b443rOtDpm8jO+91G70bOq4rUSQTFVUZAsKUtkCUnlivWIVOexo9GGflg0DSDZKz3bzHIP+WJYEQXYJQa1XtnjOGvxWVHnMONIXR14mFi5Bu4R0TkYmLyPkMCFbkHHZ8gB+f7APFYoZTVppqkXksL7WjURGRiJbQCpXgMSLuGFNBV4+OYz11S4cLFIBVlWy2ZLMyXjl1DCagvayYk86xB6LxWgqA5sWmK+scAIq4LQICDtN6I1m0BtNo30khbVVLqyudEJWVERSeQyBXKsizyKTl3FsMAFZUbG90WuIUdV6LVChwmsX0R1NaxlAonAOABtrPROumxODCSNrP5IkolthpxkD8Sxs2sZEMlvAaDKPj+1qImrsiorIMycRmUTbo1PbIGDAYHWlE00B4k2c1TavdIuto/0xjKbyMAmc5p9NrsfO0RS21HsmbHTo4l/LwyRIq9Q2fYoZTGRR4y1d8zAMA6sogOfGsr9L/DbYTALahpOo81rQHHJgIJaBxyKi3mfBc8fziKTyGE3mUOMZK4NOZApYWeEAyzBwW0RkCwpeOjFc0jPv0q5Zm8TDLLKkPJshPdNdkTTqvFY8dWQAvZEMwDBI52U8caAP25d48dSbA6j2WLA87IDEc3hLSwjtw0kkswV0jqawqorYb5lFTlOfJ3O0qtKJXEFBX4xYCnEgz6pcQUGl24Sw04yQ04TsSfIZdEVKK0Img2Z0LxB2t49gyz//EX2xDNbVuHDNqjBkRUW1x4LPXbuc2ghRFixrq12wm0gm6OM/emNSk/DbNtfg9i01AID/ePIYHnxudn6hFAplIlaRQyqn4PLlQSwP22EVeZglDtVuUrrWOUwynA6TgGg6D5Fl4TKL6NK8EzP5MbXXRj+xPlkatJVk9V48Pow3e+PG3yWBw9UrQ4aycbXbjOaQ3SjbbB9Jw2MVEXKaUOO1QuBYY9FI1JSt8NkkDGtK0Xq2rG04aaiEFovo5GUFbSNJLAnaSuxLIuk8hpI5dI6kEEvnwXMsKlwm7Gr2wySwKGhlhQDpxQWIDYqeTdIX90OJbEmUqaoqktkC8kpxsMkYc6If2hyyG1mfS5cF8J7tdYaHpKKSPk5Rs3jRXwMAVle6SKaNYfCXFzWgUtvQNosc0jkZvz/Qh0O9MdQV9akOxLOwiBw21Hqwpd4LniPnowfZOjuafEjlCnizL4q+SGbM97doLKoKwxc2mSNBsccqomMkiUxBMbLX48nLCjpHUjjSF8dQIot27fOqcpvRFUljd8co8rKiZXcD2FzvMbKBq6tcaPBZ0RPNIJrOwyxyJZ/xcCKLfV0kEG0JO7EsSFS5vTaSeat0ERsjm0QslILjSsnNAgeHSURDwAaJJwrcHMNgME4CkCpPadJgRdiBbQ1e4/NkGE11WRMpGw8p62awJGADzxEPY7PEo8JpRlPQjv54BqOpPJ46MoCCrJacH/EtJr2TjX6bUQbd6LfhL7bUwiTyKMiqkT02ixyWBOxYX+OekVWLLuI2oHnnAiS45jgGHcMpY0Mm6DChOWTHtkYvGIZYPbVUkozeTWsrwWn+2n4t07g87DA2I2RFQTZPSuebQw5wLAO7xKNau0bLZZ6LS39PDRHv1ka/FZcs9RPxIoz1jg8ncyio5DnlsYllP4PxsCxjZDj1wyOpHKKZPF48OYKRZBZ7uyIYSebAssRC6u3rq7C5fuKcjiZzONofNyy48gVlwjGTwTBA12jaeJayLIN0rgAODBwWAUEHuf5XVzuxssKJgH1Mabm4yE3giDc5xzLoi2WwvyuKLfUerAg78JaWEPHR1QLdTF7Gno5RklVVSEn1pcsCEHkWG2rdWFXpNKx/VFU1qlhGEllE03l0jZL12smhJHqjpGz+UG+M9Nf7rHizb2zjRVdfjqbz+N2BXjz15gAG4lk0BWwwCaQ02ipyhrCbwzwmbjUVNNC9QHCaBYAhD4yPXtqIW77xIr725+PzfVoUyozpiWTwyqnhSX1zGYbB529ciY11ZAH4T785jD8e6j+Xp0ihLFqqPMTr1WcXYRF5JHMFxNNkh95vk9CnCY00+Elw+WZ/HIqqIpYuwG0hpY26KArHklJDvQyYZYigjMizRmmoToXbhOtXV8BjFbGlwQtJW+hm8rKhCCxwLAqygsO9MTxxoA95WSGlibEMsTbSXksPAP02CWaBLFyr3GYjSMvkZRzqieFQT6xkAWyXeIScJgTtJsQyBUg8i9VVLsMbksVYb5mijmV0l4cduGltJewmAS6zgEafbZy1EYNbN1fjlvUVJWP2WEXDDgggZbj6wlPUSn71wNPIyKpjv6u/B8cyqHZbsLW+tBTSYyULfD24WF8kdHW0j2w0sAxgNwuo8Vixa1kAy4Lk992G/6oNSwI2MGBgNfGG4nNx0BF0mLCh1o1UTsZrbSOwm3g4zSJEnkNfNIODRZnPYkSOxUVNfm2TgwR7dT5yXen7IqJmqbOy0gGeJT26N6ypQL3PiuODCXhtItxWAfFx/aPPHyc+1BaRRyxTwJG+OCkPBik1XVftxlf/fBwPvdCO7Y1ebNWCVJ39XREksnnUea2kPFPiwbIMnGai3jxeT8JtFQ3FYKM3VoXRDz0e/eMUOBbLQw6YeOLjS67HsSCVAckQt3ZGcFjbHDo1mMSbmhVSMleYYG3UpgUbxYmNG9dWYGuDBw1a1ZTueapvpBRTrEKtC0DJKjkn/ecAqc5495ZahIs2R+wmHjzPoHM0BVWz32kM2LCh1o393VGjVeD4QBIHemKIZ4igVNhhQjxbwE2rK7C90YfX20ewu33UeF2vVUK4yCWk2mNB2GkCz7G4fHkQsUwBHMuQcl8GeOXUMHa3j+L4QAICy6LBV76acbLmJ31Kw04TfDYRqqpCVom/cIXLpNmukVJdcxmLzpZKJySeNUrK3VYRDb7S7K1pijLy8bgtIqq8ZqSyMvqjGZwaTiKaymN3xyjcFvLaqyocRoYaAHieZKb1Ht1VVU6sr3WjKWhHrqDg9wf70KuJgGYLilHFIwksCgoZazJXwMoKJzhtE0Pf1BubJwYnBhIk4wvi8V3hNKHGY4GJ5xBymHBFc9CwHLpkKen7rXJbcOnSgFG2DJDy/3U1bjjNgqa2TMZimeE80UB3kTMYz2I0mcU//OoQoAKfvbYZH3+kFbVeC+7cfvp9WhTKfLEkYMPTn9xlWH7oan7F8ByL/33/FqytdsEkcPjID17HyyeHz/WpUiiLjoF4FrFMHk8c6MOpoSTJoDkkvG9HHcwiD0ngtGweoym/FiAJxBd2Q60bS4N27FoaAECyMscHEnitbdRQMlZVYFOd2xBK0umOZLCvK1LSm8do9iSZvIzuSBqpLFGw7Y9l4DQLsEk8loXsSORk+KwiRI5DNJ1HfyyDlgoH1muWKwDpBRQ4FjeuqSh1HCgWRTHxaPBZsbnBY4hlMYChCG0SOGOhHrBLsEg8LOLYImxVpRObG7y4bHkAV68MlYxvRdhZYjFjjLLo/Tu1FiMydvKzWq8VWxu88FhF5GTFEJqqK+55Y4DRVB6D8WzJ/K0IO3DrphrctLYSKyuchsANA+CKlQE0h+zYtSyA/V0R0hcdSyOWKeD61RWGYrRZ4HDZ8iDW17qRl4knJoBJle9lRUU0lcepoSSuWhGEwDGa1RN5PV21GSCZKo9VhEngUOu1Yl2NG33RDMwCh7euq8RNayrBsgxGkzn85LVO7O0qDZhzBQVmgYPTJMBrl0pUbd0WEXYTuUaGE1lUus0l753XxIsUVcVIMmeoAesQS6yxgF7PYOml3eNR1bHeY4Bk5ytcJlglrmw2sVg4qz+WMZSDB2IZdI6kjYByQ60HG2o9aA7bcekyEiS0VDohcKS9YCCWQaYgG2rPwJhqup5FzBZkvN42imqPpWQzYEnAVmJVo5PMFeCzSfDbxsTcmvw2bGnwaAJcErxWEbKq4IkDfXjsje6xX2ZIIH5iIAGGYXCgO6oJYylEfKlArhvdgqYgq/jDoX6YtKoOgSfiXOPFJnc2+YxNn5UVDly/OoxLlwXQrCmG72zyoaXCAVPR/RhJ5bSNHB5rqsYC+uLeV130i+fKp3y9NglQGeLf6yJ96CLHGmXkj+/twYmiTfldzQHj/y9ZGsDS0Ng1F3ZprQza3W8pEyBrU4gKl7kkq12QFaSyMhiGQdtwkpRuZ4mNF8+xEHkOS0L2EnXxJq06ROJZWEUeFzX5kckpONgTRUEmCvd6NYDTLGB7I9nsIT3e5Hq6akUIy0LlRaR0XBbB8Ciu91kN9WSRZxHN5NETTRv3gP4cAPQyeDPWVrvgtYmaaj45Z5YlPsC1HouxQTUdNNBdxERTeVz3leew8Yt/wnPHhvCBi+rxxd8cRqXLjB9+cGvJhUWhnA/olgtPHxnARf/yFB5r7S57zMPv24TffHwnRJ7HHQ++gmP98QnHUSiUmaMvHiWe2OtcsTyIlRVO7OuKwm+XUOU2I5OXjYyWoqroj2WRl1X88XA/OJZBc5hY+ISdpDcxWyCKuBxLNqnkMoul4UQWHSOpkmBFLwHNyyoKsqopKwMXN/lx09oK+O0SDvXGcdWKIGo8VqNMGSDl0BzLwGsn33+KFlEyDINlITtWVjhg1o7RMbLJRcGAvkCzmwTU+SxG1s5rk3DlimBJ6TPPsTjSF8erp0YmiOnsbh/F7w/2lbzucIIIKOlBj25LNJ6gwwSGYRC0k8W2zcRrwlgMTFq21m0RUOEuLTvujWbwu/29SGqWHpFUHh6LCIdZRIXTgndvqYXTImIoQYI5ThOWKZ6T19pG8PKJYXSPppHXbIEAlFW9t0ocVlY4Uek2w2MVkCsoqHJbsKHWbWwcyONWyi8eH0JrZwROs4CAXUIiW8DxgQQUFUjlZVhFDp2jabAsg3pvaVCmZzIvbQ6QHr+ia+fipX5sbfBiNJmFVeIRSeURSeextcGLS5cGIHIsEQWrIIHSeGFDhiGCUke0kksTz8JjFdEXTWMgni353I3zKZo3q8Qj6DTDbhKmLZsdiBMbH4vAIa+oyBcUXN4cRKNWNVHlNmNzvdfIxqbzMswCqaqwiDzW17gNixyAeLjWeCyodOvVAGTDuHNkZr2O66rdEHmWqJ1r38WSwGEoTqxn9BLfnkgGL54YKsmKDidyKCgqElrftt7ruq8rSoTrtCAv5CRVAA6LAFVVcXwwUZLhHJ+lLmZJgGQkU7mCUa3AaR7EZs0iCyAZ0wa/DTetrTTu/0a/DdevqsCqSid2LvEZ6+Pxn6d+nqoKLAvbcef2OiwNOgx7nI7hFMwChyq3pUSgS8/Ed0fSONIfL32WaP/Ve/qVclEjYJQg61PAAEjmZQwmslBVFbua/Xjb+iqEHCZcvNSPaDqPvhj5fDfUuLGh1o1PXb0MmTzxtBU4YmPlNAvY00my3NmCghvXVBj2QgAJvNdUOWESOGMzoC+aMbxv24eTODmUKLFz0pW19b7fvmgGw8ksTg4m4bOJkHhiN5STpy/dHt/n7LaK8NmlGf0uQAPdRY2sKEhkC5AVFbuW+fG9F9tQoQW541XYKJTziXU1bqyvceOeR1rxzadPTFiMuCwiGvw2fPjiBigqcMeDk1sUUSiUmbOt0YclARtUqEb54lAiC49VBMexxi67rpirK/rrAV5Qs6WpdpuxImSHwDIwizw8VrFE6VgnrAVz4wMhklHlUe0hAiUMQ0p9JYFDQhMpqvVa4bQIRpbI+F2GwYqQAz6raCxAASCWyUNWSM9gsUBMXlbROZJCXh4r9wNgLG7LBTfl6I9nJrRedI2mJmRB633WkhLk5WG7UTpcDpZl4LWJxkKeYUjAvb7Gje5I2shOFY8zJytGtiqTJ+JFrBZk67xrUzWq3BZsqvOgblx5pciTLPlgIou8ohiZw+JMNkBEe9xa0LCx1gOnWcTujlGksgUoimocP975YVDrza31WsEwDKpcZq2nj9jpEKEpouo6PpMq8mPBiMsilgRHA3Eibra62oVlITuq3GZEUjkEHSY4LURsi1FhbAL0jfO61ctR9Z5NPYjNylpv6RTBq6DNt+5PXE5BeAIM2SipdlsQcJqwsc5tqFxLPItKl9kQcgIAm0mAVeKxY4kPdT5ridpvTySNrkjKyICKHAu/TTJUeCejxkOEw2q8FlQ4TTDxLJqCdqwIOyCwLN7oJKXEqkICyyq3hXhVFw3PJvElYnarq5yGCKrEj/UrqyrxGB4vAmZMR5kp297oM7KLrZ0RoywYAN7sjePUUBIFmVjbbKzz4KIm34TXEDiiPtzgt8FrkxBymLCt0Wv0n5ZD4lkMxrM4OZgAA2heykTxeEOt29iYLyadK6B9OFlyn42/DsQpnie90XSJmrvHSrQLVAAnB1OwiBxuXlcJq+YJnNeCwe2NPly1IgS7SUA6JyOhlXQPJbL49b4eNIfsWFftLqkA0MkWFKJOX1AwECPnTbx+ybNMF4Wr99ngsohwW0SsqHBgJJkzKlE6R9M43p9EtqAgk1cQcJhQ67FAYFlsKFMmr1PjsWBFuFRdWd9Um+qzKYYGuouQZLaAU0MJ3PnQq0jlZNR6LXjl1AhCThN++MEtZS9kCuV8wmkW8N33b8Zb11XiX554E3/7ywPGA72YG9dWwCbx6I/l8K7/fgmJTHmFRQqFMjN0Jd5MXjECSv3nS/w23LK+CgBZsMbSBSMY1Jck9V4rgg7SQ1fpseDqlrAR7IzfuQdIb/CNayomZFMNpWGtR5cBsK8rgt/u7zWCYj021sWIGO14m8Rjf3cUdi1bqHOwO4aBeAZ7OsZ6AAEglR0bZ42HqJsyDGNkXoqD5cmwm3h4LGKJj245GDBwWUTU+6zGAtgi8rCZeKwIOyb073mtEhRVRTxTMOZPn2ubxGNznQeVrtKMp8ixRI1YW1BncjLcVuJ1+2bfWPWL3Sxga4On7IKdAelT1F9LD+LGL9pzBWJP1BNJw2kR4LNJMIsc+uNZvNEZQftw+WziZc0BvKUlBIvIgWWAsNMMu4k3gnlOyx4yYCao1urn8OLxIXQOp0qyzC+dGDbaWUw8h9aOCDpHS8+htSuCA1q2Ki9P3GAp/m9zyE6Ez9wWVLktEwI0v31skyUvq6Q/XGRLXmMqTDyHdF5Gnc+KJr8NLMNgNJVDJqcglZPx+4N9hh9xfyyDnkgarZ0RLctX+lp90QxGk3lEtA0qlmWwfQlROp8KXSALAG5ZX4WNdR74bRKagnajl1PgWSMjaZO4krJWgGwMNAcduHI5aT0SOHL8hlp3yTU9EM/gcG8cI8mZb0z77ZJRqry+xm1k4wHyXDIJRN03nZdR6TKXlAbrYlVv9sVKhJHMIoeA3TSlUKuiquiLZZDOyzAJnLGBkJqkfB8gWWeBYw3hrnKM3yzS0c9kTbULN66pwI1rKmGTePjtEhgQK63fHehF12gKb3REICuqscn08qlh/OFQH369rweyqiInK6hwjW1weKwiaryWCZZfANkI64mkUZBVo6SdAUr6ckWOxbKQHRzL4OKlfjjNAtqHk+jTrg+vVYTbIsDEs4im84il86j1WdAUtBnlzeVYVelE7TgFar2dYKYJOxroLkI+8/N9uPbLz2N/dwxWkUNvJINarxU//vA2w6OMQjnfEXkW/++da/Cxy5bgh6904L0PvYpoqjSQJdf9VlhEDieGknjLfz1bNiCmUCgzw1UkiqQWFSd6rBKsEgeHmcdbWkJYXe2EQxPoAcbKR/vjGbQNJ8GA9DlKHAu/XULYKU0QNAFIf+orZfrsiy1jALIQ1zMLYadJU9IlGdviha0uyqT/t3ghG3KaMJLMgUFpyaoeCDEgC+Dxi/iZ0Bxy4KImvyG6MhkMg5JMCECUZE8MJNBUJqu7s8mHsFMr/1UU4zUA4l+azBXQFSnNltZ5rSXnkcrLcJgE2Ex8SU/ia20jODWUxEgih/EwDOkXXKGX+E4yHve4FqlVVU584vKlhgiYrrUwfrPAbhIgaaJVjFYT6bdJWBay46a1leA5YkuiQp1Q0aNnfAYTWUQ1P2edgN2EkGbrw3KkUmBJmeuuXHUBMHbdGRs4DAOWYSDxnBHAFsMX1c1zmniVfrpTJXQN5W0GgEr6SuPZAkwCh/U1boRdJgjaJoMuEKZbgJkFDj2RdIlAFECy23YT2eQByCbEc8cG0RudevOlcyRlWEU9e3QIqjq2KbWu2oVKlxl+uwiRZ4ngkHeiHWBBVsBxjBGkHOuP42h/XGtfGJuLjbVuVHssaJlEkXu6LHi1x4IlgbH7hGUZI2NcriRYKHqOtE2y6VJyvHZ/1Pksmnexxwi4dBVpvYKinNgYAFyxPGjYC5UjPUmgzDAkIA3YSQVLU9CG61dXGD27RKCvgGRWBs8yELXS5KVBu1GKLSsqlmvPr6DDBLuJx6VLA0hkCni9bQSpXGHC++a0z8hpEYzP5S0toZINhZysIFsYO2+GIfeaXk2zJGDDUu19dzb5sLbahe7RDK5aGZr0sya/Z8eG2vIZ3xlVRIAGuouSu3ctgU0iu6D1PitWVDjwCC1XpixCGIbBX1+1DP956xq81jaKm7/xAk4MlpYGNocc+PGHt4JnGXRFMvj4j96YsDCiUCgzoylox1taQhOyfBaRxXAyh/bhFCSeQzxTQG8kY2Tg9CC0R/ORVAGj3PmmtZW4fnXlhOAVIOqufbFMSVaO9AjyuGF1hZGRdZhJuaaucryiwgFBC4Z6oxlyvgxjlLlesyqMpoANPZGxzEq9z4qrVwaxrsZdsojSM6KXLw/iSk0MDxjLGA/Es9NqXuxpHzUUf6eCZRm0DyeRLVrsjiRzk/p9AkQ5OlRSfkrOPZWVEUnlYRNLg8iu0TR+d6DXsClp9NswEM9q5ctj4+7Rss8rK8ovRLMFBZ0jJNPjtYrYVOeBz1Y6D+WetRaJx9YGL9ZWu4yfjc8kPXN0EC+fHDay81csD06wa9F7iMf3BesZsRVhB9bVuLEi7DAW09savdja6IXPJqFG6xMer47bHLKjpYocLwml1+SGWjdsEmesp3IFBbmCgga/FQ0+m2G7ogcyiaJqgLXVLqytdhkWVJMFQgBRnzUJHOnRlTjkZMUIaKo9FiI6xbO4ckXQuPYKMlHE3bGElOaOjwMuXurHOzdW46IlZJNDF9zqmabKoJhIOoeeaNooG2VZIj7ns0nYXOfBqkonWspcL/pnopc2b6wjfrgHuqOIFwXkTouID17UAPskVRI3rqmYNPABiKfuq6dGjL/nNXXh4WTOeAYVIxRddzMJm3jteaUH02Gn2VCKL+6dnQw94z5V1e1kbVbjs8vZgoL+WEbr22WwNGjHOzZWozFgw84mH6yaKN7ysKNkY+vUUBIuiwATz0HiOTgtAg72xNAdSZdU6eiIPAuvVYS56F441BvDEU37RB/3U28OGv/OgCkReusaJeMeSeUgcixYhmxy6Srys2Gyzajx0EB3kaCqKl44PoRoKo9HXuvEYCKH/3jnGvzgg1vx/b/cUtJYTqEsNt66rgqPfGgr4pkCbv76C3jxROmCsqXShV98ZAe8VhG/O9CH//PLA/N0phTK+Y9eRuws8jE08RwcJt5YjAcdJtR4LUarTMhZvpqIwcQgp5iQg5TH6tmYmiI1WJZljP7Y4j7FYhLZAmwSB7dFxPZGr9GPaBY4OMxCSf9qNJVH+1AKBaW06kMvfSYLx4lKn4qqYkejd8LPi5FVFf2xzLTCeCLHIugwlZRxr6xwYHl4ih5dhoHPLhklfvrCs2Mkhb5Yxigv1enRMnh6ELm6yol1msVQ8eLx2lVhmATO6MUbTypXgN8uotFvA8MQy6PxWZa+WAap3FjQ3jGcwq/39SCmBe56sKv3e+tEUjn0xzKwCBxcFhFWiZ9QogyUV3vVrwmyoAaaww6jWqA3msZgnKj96tdU/7j5uXldJa5tCQOY6Nsq8iyuWhku8RWOpvOwSjzMIgcGJOjTM9nlrm2vthlgkcpfswCwpsqJlRV2BBwmLA3acdESv/F7k8FzDBSVZGA31nngGucz+mZfDP3xrLEe5DWbqulKl29aW4mb1lYCGLO+0TelOkdSRk8syzLY1ugrW+pe7SEeugJHNgIuXRbA+loPGO01ywX9y8OOKc+tXPLmQHe0JEOti17lZaVsAOq3S9hSr/kczy7eMioq9EA0UyitrCimIKvkGizq0ZV4Do1+q1FZMFmmkmcZjCRzRhVE+3AKL50YRragwG0RjU08BmNq4AzIMzCazmNdNZn3nKySTS2WMYTM1tW4sK3BW3ZO7WYeDrOAiqLP4vhAAh1aBrycHRLDkLLxtiFSTdIbTWO4qDKE2ECZ0doZKTvWqbBJPK5aEZrgWT0ZM9Nmpix4Hmvtwb0/boXAMchrJuLXtIRPy4+LQjmfWV/jxmN378B9P241SoiKWVXlxKufuxy3P/gqvv9KB/KKin952+p5OFMKZXHgt0lGz2lOIb6gekBbWRQI6Ivkcky3uKzxWlHjtRoK6+vGCZfo2by8omB/RxTdkTQubvKXZOIMP9qiIFV/X19Rj+7hvhgGEtkJQXl0kmwqx5IsiscqlA3Cirljay0O9sQMdWadK1cEUZyY0M+7uDd0Jt/jLDMmYqNPaUFREHKYJjwP9dJIPdvKMAxWVjjx8snhkkW2wBGv43KZdgBwSALqfNYS65LpiGfz2rmR9671WtHaGZkQEF69MgSWYfDnNwdKSiKL0csixyvx6gGsbhVU3N+tZ/uKr8nxQbZF5KGo5PXHj/1QTwx90UxJNro4m58tKHjxxDBsJh7Xr64om7lr9NtQ4TSXDQh1GIbBpcuCAEjwOpjIwCSwk2Y6AVI1MaRlA51mYcK590ZKVW55jsWmutIs+XTo95t+nQwnS+fudGqlTDyL9Vp2ttxzIOgwocJV+g+PtXZjd/soNtS6J3gcA8CWem9J+a3+ustDDly2PDDheIZh4LLoAeLsIl2ryBPdAV2YrDB5e1SN14J93REMxXNGK+HysAMOkwCrxOH540NGFcx4xt8jDX4rcgWlZCPqaH8cKlQc6YujQitv/9PhfgBj17yqErX6/lgGBVmFVeLhMAmTXltWUcCGWrcR0Otj1p+TjX4bEpmC0Y8LkHsyWuS77DQL0C9HfZ6bgrZJRcemwyxyyE/e5lwCDXQXCbVeC3iWBLmrK51YW+2asRIkhbJYqHSZ8ciHtmoy/Cp+8EoH3ra+ylhQcByL/75jPXb9+zP48WudsEk8/s/1K+b5rCmU85MarwU1WpDz6J6uST0nz4S2oeQEsaBi9EVtLF1AU9AOk8CVBJNeq4T+2MTSTD0TWJwRrHKbsbnOUxL8AhMzfjomnqhMLw1O3m+n0xS0l+2xHZ8hlngWg4ks5KIF4PGBBAqKipsmeW2GAVgwGE1lYRbHsqpLg3Y8d2xoQm+i/ikV/1Tv19MVi3USmUJJH2MxHMdgZaWjJJCcjDGvUydWVjhLrOGsIj8hW6kH95MFuQBQ7SZem+NLOj1WIualq/oW/3OVe6LgTjnV4WxexkgyNyFjTGytFMiKCo5lcMOaihJ7KJFniUqxOHVJ5lRBro6eDVsatOH4QAJui4iJodoYm+o8CDtNyOTlssGSReRgYU4/+aF/VjetrcQ1LWHs6RgtEXgr5nSeAJk8sQIyCXzZ39vdPgKnWcCG2vLBeLn5Hb9JpR8h8pNvEuhr5aBjdu19sUzeWIPPhOtWhUv+zrEMarwWo8x9smuDZ1l4rZJxPQscudZODiWMe1nRglgAuGVdFViWQddoumQz55KlfhzsicFhEpCTZaOM+EhfHOtr3CVK3QBgETgkswV4ijZ0rihq4SgHA5QotTeHHKjxWg2NlL5oBicHE9hUf3obLbOBBrrnOb/e14NqtwV3fudVFBQVy8N2/PjD22b0EKVQFiP6Im9fVxT/57EDEDgGt26qMf7dYRbx64/txJX/+SwefP4UTgwk8O07N06bkaFQKJPjMPM40J1FTySNhjLiPjr6ArxYzGcqRlM5jCRzRmAxnoDDhFgmAYFj4DQLcI4TNlGhIp6R4baycBbZ0LAsg1qvtUR1uUpTzh1PhcuME4OJSReysy15LIfIsSjIasnCf7qXDzvN8NpEI7OjH2+VeHzo4oYZnx8J6sZnjWyTZnSzBQWtnREjI1UOniWCOJOVlgNAMleAJX/6axaGmai4rP98dZUL7cNJtHZGcPXKkBE4j+/vvHplqKydi35dqhi/SUDUto/0xbGiwjHhmjQLHFZVTS6uMx0eq4gRLUvaplkuraxwwiLyCE9S/l/MVKW+25dMtNU5XSrdZsOHFxi79h0mAduXeKdUKR7P7vZRnBxK4PLmYNl7O54pIJ4pYENt6c9dZgF1ZQSvymFc+9MIf13WHJh1ciinbXxM9vkUP+P6ohmcGExgc73HELbS0b3C5UmynCwz8Vmj35tVbjMUVUWjzwa/XUKFy2wIfy0JlD6PVcDoFS8oCmwSj9aOCEaSOaRy8oRAN68oYFlmgriZTvtwEm3DybLK+Ho5NdEdUOAw89Ak5DCczGE0lTvrIrk00D2PGYhn8Mmf7AXLMkYPzP97xxoa5FIoIBL8v7p7p6EMOJLMGaVuYZcZf/rri7Hj/qfw9NFB3PC15/E/d2w0pPMpFMrpQYItaVpRJtKPVyrSM55tDV68pCkt+2wShhI5cAwglSnhNcpvJ1nJjiRziGVyCLtME8qGi8tPAeIhe6AnhvU1rpLsz8oKB5aF7BOCKr0EuJyAy2xhGAY1HktJRq4xMPnGgU5xgFG8GC5X9lzjsWB/d7Qk+OwYTmn9zKXLwoM9Ubgs4gQv4iq3Bfs6I+geTcMq8pMqp9pNPASW1foKndjbGUHbcBLZglyyMJ5MgCfsNBuWVqeLXnI+lfbgZGXhukBSfzRbshA3BIeKsmoACXDTeXlCYKyzvsZdVvV3PNsbfWWdAep9Mwvs9EBqY517Qqa9tTMCWVEmzZACQIPPBts432W3RZw0CNTvO5FnS95vW6MXsqIapeLl7s6moA3dkRSWh+0zVtDducSH9TXu0/iuZiZ9fx1FUZHKybCbZrdj1TWaxu72UaS1dTg37hopjuHTeRlDZayfgLF2BW6SyhiGYSbcC/p78CyDXctIvj+WIfY9TrMAjmUwmswhLxPvWoD0CcczOXitouHPvbHOjWxBKdkM1HFZRFyxPFiS0S1G/9yLM+IMw2Brg9d4vf5YFqOpHBxmAapK7mu3JYnjAwka6FImJ2A34dNvWYZ//PVhAMC/vX01lk+ijkihXIjoi6/24SRu+OrzeO+OetxzeRM4lkHQYcaPP7QNd3znFRzpI6byNNClUGbHiYGkJooytfBhtdsCWVVLxFjGE3AQC5i+WAbVHsuU92VeVuCxipMGGDuX+OCxiBhJ5aAo6pQZpxODSURSuQmLboZhJmRfgLHe0PFB4JmyodaNjpEUNtd7ShRkJyOiZb1tWnA+XczQ4LdNyLoramnvpY7PJpUNBitcJsQzVvjtUolA2HhyBQU5WTY2NjLa5kCV22J4mOoKvOXgNHuY2aAHzzMJMMejZ8rGqy7r6NOkqmpJFjaeKZQVLJvpdwvHMuBYMhcrK5ynHeQf6I4imSuUDaRS2UJZr+piymWjp7LkY1lyztvHibF5rdK07gZVbjNaKp146eTwlH38Ja9rkzC17FspY0rIk98UeUXByyeHUe2xYP04DYCZIPGkTN3Y/ChjfaZT67GU7f0Gxkqxyz1rdLY1ekt6DgSOxeZ6T0mA2jGcwonBBEJOEziWw7PHiBqyMcda+X1fLANFJc9bk8BNqQUwlWuL3uM8fpOzuCXAbuKxNGSH3z72PFlTfW7iFRronoe8cHwIvZE0Tg4l8c2nT0AFCXLfsbF6vk+NQlmQBB0mXNMSxlf+dAwvHh/Cf966FtUeCzbUufHLj+7AO7/1Iu77SSv+9W2rcbAnhpvXVdKgl0I5DeLZPMwCi7ysTujzLKY7kp6Rl/Xmeg9UlfQpnhhM4LLmQNmsz7KQwwgyyuG1SUY6ZzCRLduPqVPrtcAqcZOKwZwr1la7sKZqYu/pZOg2QfrYZiOqo09t07jscSonlw0UHSYBK8IOI0s0GVaJR8BuMjYdt5QRECoWLhtPJJUrm/2fSQLQb5eQyBZmVZIadpqNntdi9DJ2fY5zskL8oHlOy1LPXQvMkoBtQtnpdGyscyOeKZQNWjbUuafMbk/GVNUXLosIWUkgms6XBDrPHx9CJDX5fQlMLdo0V6yrceGFaWy99DkZmqSqYDrW17jhs0rgOQYHe2LGz5ky2WSWZcpmTYExpeRUVgYmEVkfn/3kWKZEJAoYqzLQ/7u22oVYeuwzvLjJj7ys4HBvzPB57otm0NoZwUWaLdHpoLd0kM+7fOVBS6UTFpHDod4YWJZsQh3siU6wDDsb0Ka085CvPXUMn3l0H76hBbn/SoNcCmVKTAKHf3n7anz5XWtxpD+Oa7/8HH75BhHYWBq048H3bsJwMoeP/mgPvvXMCVz5n8/gG08fN7IPFAplagJ2CX3RDPqiU3tyDsQzGE3lpg0IGIYByzKIpPNIZAsTvFJ19EzDVNkI3cNzsgWmTtBhmtQzthy66MspTTRortDHPvsXmP2vjm99qvFaSnoydbpG00Z5+VSoULEsZDfsfU6XjbUebG+c2FvaHLIjYDeN8w8upaXCiSuWByftMZ6OcnZJevZ+rGSUxeoql5HVnm8RUJdFnHSTVuKnztrNBr2c9aUTpddCjccybR9tJEXKw8upJwMo2zs9a2ZwT0wmujYdIs+iymPGiBbYZ/OlAfxMe+R14bWpNhZmQp3Pgl3NAaNkutZrLcnUP3dsEPu6olhX4zZ+fmqItBPMZs2jZ6I7RiYXDTw+kMC+rggAUqLNswyi6TxGU5P7g88VNNA9zzg1lMTezij0DfF/vHkl3kmDXAplRty0thK/u+ciLK9w4N4ft+JjP3oDI8kcNtR68I13r4csq6jxWnBxkx//+sQRXP4fz+Cnr3dOusimUCiEsNOMkNNkiI9Mx5UrQrimJTztcV4r8YecrIdPD5jHW8yUHsNB4NhpF/kD8Qz+dLjf6M88X9CHrvccn4k21nirnaN9ccMvsxi3RShr4zaewXh2yoz7dDgtguHFXIxF5LGt0TuliCDLMqednZqOdE5GldtsbLCwDHCkL2Z4t8qzSZnOIR3DKfzxUP+MqibmApNW2p0b9371PivWFPXAl7s99c91Ml2ZpqAdy0KT+0fPhO7RNOp9VvimaC8wCRxWVjixtf50iqJL+f3BPnRqgZ4e+E3WDjAZ1W4LGv22Mx5zOidjQCtLBoCBWAbtw2ObcaqKCWXlG2rduHJFkFTAnCYzGd9QIovuCFGvzxUUuK0iLCKPgUkU7ecSWrp8nrC7fQT/8+xJPH9syBCe+tTVy3DH1rr5PTEK5Tyjym3Bjz64Fd965gS+/EdSyvyFm1pw7aoQ/uc9G/GX330NvdEMPnFFE546Mogv/+kY3rquEgCxLJrplxaFciHRNpxELF2YVH1XJ+w0o6AoREF0BlnL6Xp0k1nyfThVH2Y6LyMvK9Pev+2aINNUQXMxWtXfBPGec41+tpx23mfyjBqIZUtKIXcs8ZUNUgIO07Rly4uR9pEkuiMZQ9BJVUl5dlwTJMufg3LcqTg2EEcyN3fiaIB2DUzybwzDwGMVp+zhnIx6nxVhp2nSDajTLdsuh1nkUO224PIyHrpz/V46eo+tft9Yy/Rsl4NlmbKibpcuC0A5jc32vhixCqrxWMGxDFo7I0jnZdRqGXaRZydUOYg8C/EMcp81HguGEpNvaFklHk1BG3Ys8cGmzceOJd4ZP2vPBBroniecHEzi1VMjRpD7lzvr8ZFLG+f5rCiU8xOOZfDRXUtw5YogPvWzffjso/uwvdGLS5cFcP8tq/HJn+3DL9/oxi/v3oFEVgbPsUjnZNz09edx1YoQ3rW5ekobBwrlQiOSzMNu4pGXFUjs5JlTvSfrN/t6UVCUGYvQTIbbKgBDmNLDcqa9dw0+KxwmwSh1ng69THUyNdK5YG21C62dkSmP0cucO0dJ1mY2S0e9n7DBX1puOtuy38WMqqqGanRBUTGSzGFF2AGzyM0qIzaXbKr3IDnLvuTJmC6IvajJP+vXnutS6vE0hxxoDk3vcz1XrKlyGhldieewqc4zwSP6dJmu5WI8dV4rzAJn3Lu7mgMlVWk7ythMdUfSeL1tBJc1Byb1G54KFVM/d9ZWu0pU7mVFxUsnhtHot5X47Z4N6BNsgZPI5PGpn+7Fno5R3LqxGiqAd26swt9et5xmliiUM2Rp0I5H/2o7fnbXdritIvkyYBh87bZ16IqkcceDrxqCGtF0HrVeK77x9HFc9K9P4X0PvYonD/Ub3ncUyoXMtiVeFBQF8Rn2l1mkuVngVrktuGlt5ZQlrDubfFhb7Zr2O9Nrk7AsNHOrE52zWaxaOwO/UJ9NgtMsGL2Bs1ka6L9Tzs/0TLCbeNjnOeM9l+gBQ+cIKVUuthtaCJufDpMwQZxoITBf69VoOo/9XdFzprextytq2I4BpM97vM3T2cYkcCXPjZm0bfREyPWcyc9uPdM5kjqtSgKOZZArKNOqgM8FNNBdwDxzdBDb/+XPePrIAA71xvCtZ0/its3VuP+W1TTIpVDmCI5ljJ6YZ44O4JM/3QuTwOF/3rMRb/bGcMNXn8eX/3QUIacJD7xnI1747GW45/ImvNkXxwe/9zpODJIsCg14KRcyFU4zrl1VMeMyvV3LAmeczZ0pdpMwo4CxJ5LGr/f1zFgMRg8KTZNY0MwVFzf5y2ZhxqM/gWajuqwvOM+kn7YcEs+d84X+uUBfgukl8/r3wHxzfCCBX+3toboSGscHEjg5lJjQQ3w2GS9GdT6wvsaNa1rC8J1B9nkyi7DJ2L7EN6U12VyxeLbZFhGqquJnu7twcjCBVFZGgVextzOK926vw9/fsIIGuRTKWeKy5iB+dtc2bKh1g2EY3HVJI77+1HH89PUu3LSmEnU+K8JOM+69Yinu3rUEr7WNGkHyxx95A5FUHrduqsbVK0NnvSSLQllIHB9IoDeannGvWyYvQ1bUORcLOhP6YxnIijqt/6eOwLHnJFh3T+PTG0nlEE3noagqWIaZVUZXF/WabUZnMhic3Yz3uWayTYR51qAy6BhJQlHVMxIkW0w4tGoC+zl8zsy3INlsIP7Ns79q7Cb+tEusT/f42bJwvmEoAIDRZA7ve/hVtHZGAZALIZrO40MXN+BvrmmmQS6FcpbZWEd6CFO5Ar7/SgfAMBhKZHHj157DZctDuHvXEiwJ2MBzLDFv11hX7cb3X2nHPY+0wmkW8NZ1lfiLLTVoCp6ZgiKFcj7g0TIBMxVs+/3BPgA4Z1ndmdDgt8FhFmCZYVZ6oaBnq2RFBcvNJp8LQy17rrPT62vdc/p6803IacKxgfg5EdGZDVvqvUjl5DOzp1pE6M8iRQW4czQlM+3xX0h0jqSwp2MUly4LzCoAjWcKc75JNlfQ0uUFxEsnhnHZfzxtBLluCwlyP3X1MhrkUijnGIvI4/f3Xozbt9QgL6uIZ2T88o1ufOVPR8se/8GLG/DUX1+KH31wK3Yt8+OHr3bgT28OACDZqzP1xqNQFjIMgJNDiRn36C5EnGYBjX7bnPepnm300NY471mcvl7qOtcBnEmYe+/W+UQPYvRZ0ufLZTk32anpsEp8WTumCxXdLis1x0rUi43BBBHsy55BL/O5srQ6Xc6vbctFSjon49//cATfeeEU6n1W3L6lFj96rQPRVB5fuW0dblxTMd+nSKFckPjtEv7hpha8f2c9vvS7N/HEgT48vrcXPdEX8ddXLsXqKldJ6SXLMtjW6MW2Ri/+IZUHo20l/npfL/7vYwdw/eowbt1Ug/U10wvjUCjnE06zgFWVTpjO437M9uEkWjsjuGJ5cEGVVM+U9TVutHZG4Jmm1Lkcugdo+hyJ9pyv5GQFlS6zoaQrcCwubvIvGMGtgz1RHB9ILKhKiflE75ctyOemnHh52G5UhZ1PrKt2Yd0MBPvORxbGnXkB8+LxIXziJ63oj2XhsYr41FXL8He/PICCouIHH9xqWDFQKJT5o9Zrxbdu34DWjlHc/aM38HrbKG574BU0+Kz48ycvLfs7zqId/lWVTty8rhKPt/bgJ693oSlgwx3banH7llpaYkZZFLQPp3ByKIEG/9z5UZ5rzFq2brbWLGGnGbl59FG1STx2NQdm1Y+o+x8vpuzr2WAonkV3JI3VVS7jZ9P1UJ9LbBJv9FtTxkTDznaYq7cZWkQeAnv+zf+ZBrhVbjOi6fwcnc3ccv59GouIbz1zAu/+9itIaEbjAsfgr36wB367hF98ZDsNcimUBcbaGjee/8xl+NRVy8AyQMdICj/b3YVYOoe2ocSkv7csZMc/v3UVXv3by/Fvb18Nm4nHr/f2GkFuPLMwvyAolJnitgqodltmLOS0EAnYTbhpbeWsvWM313uws2l6deS5Rt8rYxkGDpMwq0WrHuSbaJA0JbqY8ULNfNd6rXhLS3i+T2PBoGfez7Yf9EVNfiOTu5A2PmZK+3ASj7V2Y3SWqut5WUWusDCf/TSje47JFmSkczJ6oxm0do7CaRYQS+dR5TajazSNd2yowhduajG+dCgUysLjo5ctwY1rK/Cpn+7FJ3+6FwG7iIF4Dg+9dxN2NQcm/T2LyOMdG6vxjo3VRnDbF81g178/jbe0hPCBnfVoqXSeq2FQKHNGNq+gbTiJZSH7jLKCly4NnJbvImVyvDYJV64InpGI1rm0XzmfyRZIgDuUyJ4z1VjK7FkWtKPSZYbtLLci5AoKrCJ33paMx7WE22yfA4PxrGG1tdCgge45RFVVvPXrL6IpaENTwIY/HR6ARSRlJtFUHv/+jjV4+4aq+T5NCoUyA6o9Fvzwg1vx3ZfacP9vD4MB8MrJYWyu9+CHr3TAbuJx3eow7KbyiyH95zzH4PatNXjk1U784o1ubKn34C8vasDlzQFa1kw5b/DYRKyqdM647NdpEUrK+ylnxpkqRQ/FNTGaeSy9plDmGoZhJv0OnkteaxvBaCp33ga6LZXOM9pkv3pliAa6FyqxTB6/P9CHW9ZV4ncH+2CVOFy61I86nxW/P9CH/T0xXLzUj/tvWYUKl3m+T5dCoZwGLMvgfTvqce2qMP71iSP41rMn8dPdnRhOkmztP/zqEK5ZFcI7NlRjc72nrJqrzybhb69bgY9f3oSfvN6Fh144hY/+cA9e/Oxl8NmkGdu1UCjzSX80g0O9MdT7rPN9KpRZsDzsgCSwCDtN830qFMp5x9oaF6KpC7cF6WyXhp8JNNA9CxRkBa+2jeCXb3TjV3t7kc7LaBtK4r+fPYmCoiKbV7C/JwqvVcK/vX013r6hii5kKZTzmKDDhP945xrcsa0Wn3/sAIaTUXitIhr9VjxxoA+P7umG1yriyhVBXL0yhO1LvJDGqdPaTQI+sLMed26rxeHeOHw2YhHx7gdeQZ3Pir/YUkPLmikLloDdNGsRJ8r8I/IsmkOO+T6NBU/IYcLxgQQVfKKU4DAJhqAbZWFBA905QFVVtA+n8GrbCF49NYI/vzmAkWQOZoGDReTgsQn4+tMn4LYISGULONwXw4cubsDdu5ack5IKCoVyblhb7cIvProDzx0bwlf/fAyvto2CZ8gicnWVE7/Z34tHXuuESWDxxZtX4W0bqpDJy5AV1bAz4TkWq6pIQJstyKjzWfBYazd+9GoHVlc58e7NNbh+TcVZ7zmiUE4HWopMuRDgtc2c881rmUK5UKErJQBdoynEMwUoqgpVJcbpiqr/IX83CRzWVrsAAI+1dsMkcLh6ZQh5WcGO+/+MAa2/xWUWsK7GhXdurIbIs7j7R28gJyvgWCCazuOmtZX4+OVNtLyLQlmkMAyDi5f6cfFSP15vG8F3X2rDE/v78NSRQWyodeHUUBK1XiuWhewAgGePDuKvfrAHv/34RVgWsuPNvhh6oxnUea2ocpvxpVtW43PXLscvW3vww1c68NlH98NhFnDtqjAS2QJEjl3QZUMUCoWyaFCBSpeZZu9myOZ6D7pH0/N9GpQLGBroAvj84wfxx8MDUx7TFLDhyfsuAQB854U2uC0Crl4ZAs8yuHFNBSpcJgwmsvjm0yfx1JFBuCwiDnRHkM7JsAgs7thahw/srEe1x3IuhkShUBYAG+s82FjnwfANWfx0dxd+9nonRpJ5RFIR3P+7N7GzyYfnjw3h3ZurUeslz4Yfv9aJh15oA0CyBhUuE+q8VlR7LLhuVQhXrQwa2dwHnj2J777UhmtaQrh0WQA7lvhoppdCoVDOEolcAd2RNJrDtMx7JoSdZoSdVH+GMn8w6ixN72KxGJxOJ6LRKByO8/uG390+iqFEFhzDgGVJRoZjGLDa31mGgUXksLrKhZFkDqeGElhb7QbHMnj7N1/EyaEkoqk8ZFUFxzKQNaO1DbVu3LqpGtetChtliRQK5cLmaH8cv97Xi9/s68GJwSQAIOCQcNWKIKrcFnSPpHHlyiCGk1m0DaXQMZJC23ASnSMpDCWIx53bIuCN/3sVXmsbwSd/shfdkTQKigqBY9AccuA922rhs0nwWAX47CZ4reKMLF8WA4vpu2khQOeTQhnj1FAS+7oi2NboRcBOhbsolPlipt9NF1z0NRjP4thAHOtr3DAJnLZ4zGLXsgBEnsWbfTHsaY/g3VtqAJAy5WeODuJLt6zCnvZR/M0v9qF9OIVVlU4sDdrRF8tgRDNY5lkGG2pduKYljKtWhqiKMoVCmcDSoB33XWnHfVcuRedICk8fHcBzRwfx2Bs9iGeJl92Th/uwoc4DBkAsU8BXb1uHSpcZ8UwBo6kcommi7ripzoN3ba5BOl/AjkYfnjk6iIdebMOnfrZvwvuaBBYuiwi7xOMtLSH89VXLAACf+HEr/vPWtedq+BQKhXLektK8n+OZAgL2eT4ZCoUyLRdcoPv88UF84sd78dynd6HaY8HTRwbwfx47iGc/fSk4lsXDL7Thkdc6caQvhqDThD8fHsC+rige3dNd8jqvtY3i2EACy0MOvHVdJbY2eLG+xg2zeGFkTSgUyplT7bHgjq11uGNrHfKygjd743j55DAO9ETxRkcEHSMpAMDOf3kKdhMPXhNA+cDOepwaSuJofxwVTjPuuqQBDMOg0m3Ge7bVQlaBvmgG33r6BA73xdAdSSOTV9AXzcAesMFnkzCazOF7L7Vhb1cEu9tHUOW2wGMVqXIuhUKhUCiURcGiLl3uHEnhnkfegKwCsqwgL6tIZQtIF2QAgKICqWwBmSkM0u0SD6vEwSRwaPBbsa7ajZZKJ5aHHQg6JGoLRKFQzhrRVB5HB+I40hfHsf44XjwxjL5YBvFMoeQ4gWPgsYoYTeXhNAu4aIkPPruEx1u7sbLSiZvWVCCeKeCrfz6Oa1pCuPuyJTg5lMQ7//sljP8G+M57N+Ky5iBeOTmMbzx9AhaRA8+xEFgGAsfivquWIugw4bljg/j9wT7IioqCrJL/Kir+7R2rIfEcvv9yO5481I+CoqAgk3+ziBz+9wNbAAB/+4v9ePbYIAqyir+7bgWuWx2ekzk7H76bzifofFIoYxzojuLEYAItlU40+m3zfToUygXLTL+bFkyg+4VfHUIyW4AKonysAtje6MUt66uQLcj49M/2GT9XNXXkG9dW4OqVIfRFM/i/jx3Q/o1YciSyBbx3ex1+vqcb0VQO+7qiGD/Qq1YGUe+zoi+SwYGeKPx2CVVuCxp8VjSH7dhU56H2PxQKZcGRycvoiaTROZLCqeEkhuI5DCezONwbNzbvhhNZJHPylK8j8QwsIg+OJZoEDEM8gd0WEclsAScGE+S5qcJQob95XQXcFhH7uqJ4rW2EaBkwMH7/ts014FgGu9tHcXwgAZYhugcMAwgcix1LfFAUFYd7YxhN5cEwQLXbgofet2lOssk0MJtb6HxSKGMMxDN46cQwtjf64LdL8306FMoFy3nXo/viiSHE0nkjQ8qyMHpcVRXY3xUFGIDB2IIqkiK9sXlZQddoGgwDMAwg8RzsJgF+u4TvvX8z2oeT+NnuLrgsInw2EX67BL9NQrXHcsEItFAolMUDqTCxocFvwyVTHJfOyRhJ5RDP5BHPFBBLk//GM3nEMgXEMnmksjLSefInkyP/jWXySOdkOM0C0nkZqZyMgkws137yehdULejVLdmK+eYzJzRhPyLqR4JooiCdYxX88VC/EVhzLAMGQE80DVlRQR/HFAplIUOeWAC10aVQzg8WTEaXQqFQKOcfeoWNoqnOz3c7B/1umlvofFIoYyiKipysQORYsDTapVDmjfMuo0uhUCiU8w+9LJkFXfRRKJTFDcsyMLG09IRCOV+g8poUCoVCoVAoFAqFQllU0ECXQqFQKBQKhUKhUCiLChroUigUCoVCoVAoFAplUUEDXQqFQqFQKBQKhUKhLCpmLUalizXHYrE5OxkKhUKhUM4E/TtploYClHHQ73oKhUKhLDRm+l0/60A3Ho8DAKqrq2f7EhQKhUKhnBXi8TicTud8n8Z5z/DwMAD6XU+hUCiUhcd03/Wz9tFVFAU9PT2w2+3z7ps4l8RiMVRXV6Ozs/OC8Qy8EMcM0HHTcS9+LsQxq6qKeDyOiooKsCztzjlTIpEI3G43Ojo66MbBHHEh3pdnEzqfcw+d07mHzuncMtPv+llndFmWRVVV1Wx/fcHjcDguuAvxQhwzQMd9oXEhjvtCGzMNyOYOfQHhdDovqGvoXHCh3ZdnGzqfcw+d07mHzuncMZPverrdTaFQKBQKhUKhUCiURQUNdCkUCoVCoVAoFAqFsqigge44JEnC3//930OSpPk+lXPGhThmgI6bjnvxcyGOmTK30Gto7qFzOrfQ+Zx76JzOPXRO54dZi1FRKBQKhUKhUCgUCoWyEKEZXQqFQqFQKBQKhUKhLCpooEuhUCgUCoVCoVAolEUFDXQpFAqFQqFQKBQKhbKooIEuhUKhUCgUCoVCoVAWFYsu0P3GN76B+vp6mEwmbNiwAc8999yUxz/zzDPYsGEDTCYTGhoa8K1vfWvSYx955BEwDIObb7655Odf+tKXsGnTJtjtdgQCAdx88804cuTIXAxnRszHmIv50pe+BIZhcO+9985yBLNjvsbd3d2N22+/HV6vFxaLBWvXrsXu3bvPdDgzZj7GXSgU8Hd/93eor6+H2WxGQ0MDvvCFL0BRlLkY0rTM9ZgffvhhMAwz4U8mkzmj951r5mPc8/08oyws5vseOB+YyT2jqio+//nPo6KiAmazGZdeeikOHjxYckw2m8XHPvYx+Hw+WK1W3Hjjjejq6jqXQ1mwlFtn0Dk9faZbv9A5nTkzWRfR+VwAqIuIRx55RBUEQX3ggQfUQ4cOqffcc49qtVrV9vb2ssefPHlStVgs6j333KMeOnRIfeCBB1RBENSf/exnE45ta2tTKysr1Ysuuki96aabSv7t6quvVh966CH1wIEDamtrq3rdddepNTU1aiKROBvDLGG+xqzz6quvqnV1derq1avVe+65Zw5HNjXzNe6RkRG1trZWfe9736u+8sor6qlTp9Q//vGP6vHjx8/GMCcwX+P+p3/6J9Xr9aq//vWv1VOnTqk//elPVZvNpv7Xf/3X2RhmCWdjzA899JDqcDjU3t7ekj9n8r5zzXyNez6fZ5SFxXzfA+cLM7ln7r//ftVut6s///nP1f3796u33nqrGg6H1VgsZhxz1113qZWVleqTTz6p7tmzR921a5e6Zs0atVAozMewFgyTrTPonJ4eM1m/0DmdOTNZF9H5nH8WVaC7efNm9a677ir5WXNzs/rZz3627PGf/vSn1ebm5pKfffjDH1a3bt1a8rNCoaDu2LFD/fa3v63eeeedkwZ9OgMDAyoA9Zlnnjn9QZwm8znmeDyuNjU1qU8++aR6ySWXnNNAd77G/ZnPfEbduXPnmQ9glszXuK+77jr1/e9/f8nPbrnlFvX222+f5UhmztkY80MPPaQ6nc45fd+5Zr7GPZ5z+TyjLCzm+x44Xxl/zyiKooZCIfX+++83jslkMqrT6VS/9a1vqaqqqpFIRBUEQX3kkUeMY7q7u1WWZdUnnnji3A5gATHZOoPO6ekz3fqFzunpMd26iM7nwmDRlC7ncjns3r0bV111VcnPr7rqKrz44otlf+ell16acPzVV1+N119/Hfl83vjZF77wBfj9fnzgAx+Y0blEo1EAgMfjOZ0hnDbzPeaPfvSjuO6663DFFVecwShOn/kc9+OPP46NGzfiHe94BwKBANatW4cHHnjgDEc0M+Zz3Dt37sSf/vQnHD16FACwd+9ePP/887j22mvPZEjTcjbHnEgkUFtbi6qqKlx//fV44403zuh955L5Gnc5ztXzjLKwmO974Hxm/D1z6tQp9PX1lcylJEm45JJLjLncvXs38vl8yTEVFRVoaWm5oOd7snUGndPTZ7r1C53T02O6dRGdz4UBP98nMFcMDQ1BlmUEg8GSnweDQfT19ZX9nb6+vrLHFwoFDA0NIRwO44UXXsCDDz6I1tbWGZ2Hqqq47777sHPnTrS0tMxqLDNlPsf8yCOPYM+ePXjttdfOeByny3yO++TJk/jmN7+J++67D5/73Ofw6quv4uMf/zgkScJ73vOeMx7bVMznuD/zmc8gGo2iubkZHMdBlmV88YtfxG233XbG45qKszXm5uZmPPzww1i1ahVisRi+/OUvY8eOHdi7dy+amppm9b5zyXyNezzn8nlGWVjM9z1wvlLuntHnq9xctre3G8eIogi32z3hmAt1vqdaZ9A5PX2mW7/QOT09plsX0flcGCyaQFeHYZiSv6uqOuFn0x2v/zwej+P222/HAw88AJ/PN6P3v/vuu7Fv3z48//zzp3nms+dcj7mzsxP33HMP/vCHP8BkMp3h2c+e+fisFUXBxo0b8c///M8AgHXr1uHgwYP45je/edYDXZ35GPePf/xjfP/738cPf/hDrFy5Eq2trbj33ntRUVGBO++88wxGMzPmcswAsHXrVmzdutX49x07dmD9+vX46le/iq985Suzft+5Zr7GrTMfzzPKwmK+74HzjanumdnM5YU63zNdZ9A5nTkzXb/QOZ0ZM10X0fmcXxZNoOvz+cBx3IQdkIGBgQm7KTqhUKjs8TzPw+v14uDBg2hra8MNN9xg/LuupsbzPI4cOYLGxkbj3z72sY/h8ccfx7PPPouqqqq5GtqkzNeY9+/fj4GBAWzYsME4RpZlPPvss/ja176GbDYLjuPmapgTmM/POhwOY8WKFSWvs3z5cvz85z+fi6FNyXyO+1Of+hQ++9nP4l3vehcAYNWqVWhvb8eXvvSlsxrono0xl4NlWWzatAnHjh2b9fvOJfM17mLO9fOMsrCY73vgfGSyeyYUCgEg2ZtwOGz8vHguQ6EQcrkcRkdHS7I7AwMD2L59+zkawcJh9+7dU64zdFVrOqczZ7r1C71OT4/p1kV0PhcGi6ZHVxRFbNiwAU8++WTJz5988slJL5Zt27ZNOP4Pf/gDNm7cCEEQ0NzcjP3796O1tdX4c+ONN2LXrl1obW1FdXU1ALLzcvfdd+PRRx/Fn//8Z9TX15+dQY5jvsZ8+eWXTzhm48aN+Iu/+Au0trae1SAXmN/PeseOHRNsI44ePYra2to5HGF55nPcqVQKLFv6uOA47qzbC52NMZdDVVW0trYaX0azed+5ZL7Grf9sPp5nlIXFfN8D5xPT3TP19fUIhUIlc5nL5fDMM88Yc7lhwwYIglByTG9vLw4cOHBBzvd064yGhgY6p6fJdOsXep2eHtOti+h8LhDOheLVuUK3QnjwwQfVQ4cOqffee69qtVrVtrY2VVVV9bOf/ax6xx13GMfrdhyf+MQn1EOHDqkPPvjgpNYrOuUUaf/qr/5KdTqd6tNPP11i2ZFKpc7KOIuZrzGP51yrLs/XuF999VWV53n1i1/8onrs2DH1Bz/4gWqxWNTvf//7Z2Wc45mvcd95551qZWWlIaP/6KOPqj6fT/30pz99VsZZzNkY8+c//3n1iSeeUE+cOKG+8cYb6vve9z6V53n1lVdemfH7LtZxz+fzjLKwmO974HxhJvfM/fffrzqdTvXRRx9V9+/fr952221lbUaqqqrUP/7xj+qePXvUyy67jNqMFDF+nUHn9PSYyfqFzunMmcm6iM7n/LOoAl1VVdWvf/3ram1trSqKorp+/foSS4w777xTveSSS0qOf/rpp9V169apoiiqdXV16je/+c0pX79cEACg7J+HHnpojkY1NfMx5vGc60BXVedv3L/61a/UlpYWVZIktbm5Wf2f//mfuRjOjJmPccdiMfWee+5Ra2pqVJPJpDY0NKh/+7d/q2az2bka1pTM9ZjvvfdetaamRhVFUfX7/epVV12lvvjii6f1vueC+Rj3fD/PKAuL+b4Hzgdmcs8oiqL+/d//vRoKhVRJktSLL75Y3b9/f8nrpNNp9e6771Y9Ho9qNpvV66+/Xu3o6DjHo1m4jF9n0Dk9faZbv9A5nTkzWRfR+Zx/GFXV1EooFAqFQqFQKBQKhUJZBCyaHl0KhUKhUCgUCoVCoVAAGuhSKBQKhUKhUCgUCmWRQQNdCoVCoVAoFAqFQqEsKmigS6FQKBQKhUKhUCiURQUNdCkUCoVCoVAoFAqFsqiggS6FQqFQKBQKhUKhUBYVNNClUCgUCoVCoVAoFMqigga6FAqFQqFQKBQKhUJZVNBAl0KhUCgUCoVCoVAoiwoa6FIoFAqFQqFQKBQKZVFBA10KhUKhUCgUCoVCoSwqaKBLoVAoFAqFQqFQKJRFxf8HuLKytIwt6VIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1200x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import arviz as az\n",
"az.plot_trace(idata, var_names=['state_sigma2'], transform=np.sqrt);"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "85f2deb0",
"metadata": {},
"outputs": [],
"source": [
"with daily_seasonal_grw:\n",
" post_pred = model.sample_conditional_posterior(idata, filter_output='predicted', n_simulations=10)"
]
},
{
"cell_type": "markdown",
"id": "3c0f14ec",
"metadata": {},
"source": [
"## Forcasting\n",
"\n",
"Iterate model dynamics forward with normal innovations to forecast, using the last data observation as the initial state"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "96ad36c6",
"metadata": {},
"outputs": [],
"source": [
"x0 = df.value.values[-6:]\n",
"T = model.ssm['transition'].eval()\n",
"R = model.ssm['selection'].eval()\n",
"\n",
"n_simulations = 5000\n",
"H = 50\n",
"\n",
"simulation = np.empty((n_simulations, H, 6, 1))\n",
"simulation[:, 0] = x0.reshape(1, 6, 1)\n",
"post = az.extract(idata, 'posterior')\n",
"\n",
"for i in range(n_simulations):\n",
" idx = np.random.choice(post.state_sigma2.shape[0])\n",
" sigma = post.state_sigma2.values[:, idx]\n",
" for h in range(1, H):\n",
" simulation[i, h] = T @ simulation[i, h-1] + R @ np.random.normal(scale=np.sqrt(sigma), size=(1,1))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "dcac0bcd",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1400x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(14,4))\n",
"\n",
"# Omit first 10 observations to cut the initial high variance out (could also use smoother) \n",
"ax.plot(df.index[10:], post_pred[0, 10:-1, 0], alpha=1, color='0.5', label='Posterior Predictive')\n",
"ax.plot(df.index[10:], post_pred[:, 10:-1, 0].T, alpha=0.1, color='0.5')\n",
"\n",
"ax.plot(np.arange(df.index[-1], df.index[-1] + H), simulation[0, :, 0, 0], color='tab:orange', alpha=1, label='Forecast')\n",
"ax.plot(np.arange(df.index[-1], df.index[-1] + H), simulation[:, :, 0, 0].T, color='tab:orange', alpha=0.05)\n",
"df.value.iloc[10:].plot(ax=ax, label='Data')\n",
"\n",
"fig.set_facecolor('w')\n",
"ax.legend(loc='upper left')\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d6196ae2",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.15"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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