{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 03 - Linear Regression\n",
"\n",
"by [Alejandro Correa Bahnsen](http://www.albahnsen.com/) & [Iván Torroledo](http://www.ivantorroledo.com/)\n",
"\n",
"version 1.3, June 2018\n",
"\n",
"## Part of the class [Applied Deep Learning](https://github.com/albahnsen/AppliedDeepLearningClass)\n",
"\n",
"This notebook is licensed under a [Creative Commons Attribution-ShareAlike 3.0 Unported License](http://creativecommons.org/licenses/by-sa/3.0/deed.en_US). Special thanks goes to [Kevin Markham](https://github.com/justmarkham)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from matplotlib import cm\n",
"import itertools\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['seaborn-pastel', 'seaborn-dark-palette', 'seaborn-darkgrid', '_classic_test', 'bmh', 'seaborn-muted', 'fast', 'fivethirtyeight', 'seaborn-dark', 'ggplot', 'seaborn-bright', 'seaborn-talk', 'dark_background', 'seaborn-poster', 'seaborn-notebook', 'seaborn-ticks', 'seaborn-deep', 'seaborn-white', 'seaborn', 'Solarize_Light2', 'classic', 'grayscale', 'seaborn-whitegrid', 'seaborn-colorblind', 'seaborn-paper']\n"
]
}
],
"source": [
"print(plt.style.available)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" area | \n",
" bedroom | \n",
" price | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 2104 | \n",
" 3 | \n",
" 399900 | \n",
"
\n",
" \n",
" 1 | \n",
" 1600 | \n",
" 3 | \n",
" 329900 | \n",
"
\n",
" \n",
" 2 | \n",
" 2400 | \n",
" 3 | \n",
" 369000 | \n",
"
\n",
" \n",
" 3 | \n",
" 1416 | \n",
" 2 | \n",
" 232000 | \n",
"
\n",
" \n",
" 4 | \n",
" 3000 | \n",
" 4 | \n",
" 539900 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" area bedroom price\n",
"0 2104 3 399900\n",
"1 1600 3 329900\n",
"2 2400 3 369000\n",
"3 1416 2 232000\n",
"4 3000 4 539900"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Test Dataset\n",
"# Load dataset\n",
"import zipfile\n",
"with zipfile.ZipFile('../datasets/houses_portland.csv.zip', 'r') as z:\n",
" f = z.open('houses_portland.csv')\n",
" data = pd.io.parsers.read_table(f, sep=',')\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['area', 'bedroom', ' price'], dtype='object')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.columns"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Price')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y = data[' price'].values\n",
"X = data['area'].values\n",
"plt.scatter(X, y)\n",
"plt.xlabel('Area')\n",
"plt.ylabel('Price')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Normalize data\n",
"\n",
"## $$ x = \\frac{x -\\overline x}{\\sigma_x} $$ "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Price')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_mean, y_std = y.mean(), y.std()\n",
"X_mean, X_std = X.mean(), X.std()\n",
"\n",
"y = (y - y_mean)/ y_std\n",
"X = (X - X_mean)/ X_std\n",
"\n",
"plt.scatter(X, y)\n",
"plt.xlabel('Area')\n",
"plt.ylabel('Price')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Form of linear regression\n",
"\n",
"## $$h_\\beta(x) = \\beta_0 + \\beta_1x_1 + \\beta_2x_2 + ... + \\beta_nx_n$$\n",
"\n",
"- $h_\\beta(x)$ is the response\n",
"- $\\beta_0$ is the intercept\n",
"- $\\beta_1$ is the coefficient for $x_1$ (the first feature)\n",
"- $\\beta_n$ is the coefficient for $x_n$ (the nth feature)\n",
"\n",
"The $\\beta$ values are called the **model coefficients**:\n",
"\n",
"- These values are estimated (or \"learned\") during the model fitting process using the **least squares criterion**.\n",
"- Specifically, we are find the line (mathematically) which minimizes the **sum of squared residuals** (or \"sum of squared errors\").\n",
"- And once we've learned these coefficients, we can use the model to predict the response."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Estimating coefficients](images/estimating_coefficients.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the diagram above:\n",
"\n",
"- The black dots are the **observed values** of x and y.\n",
"- The blue line is our **least squares line**.\n",
"- The red lines are the **residuals**, which are the vertical distances between the observed values and the least squares line."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cost function\n",
"\n",
"The goal became to estimate the parameters $\\beta$ that minimisse the sum of squared residuals\n",
"\n",
"## $$J(\\beta_0, \\beta_1)=\\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x_i)-y_i)^2$$"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# create X and y\n",
"n_samples = X.shape[0]\n",
"X_ = np.c_[np.ones(n_samples), X]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets suppose the following betas"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"beta_ini = np.array([-1, 1])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# h\n",
"def lr_h(beta,x):\n",
" return np.dot(beta, x.T)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Price')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scatter plot\n",
"plt.scatter(X, y,c='b')\n",
"\n",
"# Plot the linear regression\n",
"x = np.c_[np.ones(2), [X.min(), X.max()]]\n",
"plt.plot(x[:, 1], lr_h(beta_ini, x), 'r', lw=5)\n",
"plt.xlabel('Area')\n",
"plt.ylabel('Price')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets calculate the error of such regression"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.6450124071218747"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Cost function\n",
"def lr_cost_func(beta, x, y):\n",
" # Can be vectorized\n",
" res = 0\n",
" for i in range(x.shape[0]):\n",
" res += (lr_h(beta,x[i, :]) - y[i]) ** 2\n",
" res *= 1 / (2*x.shape[0])\n",
" return res\n",
"lr_cost_func(beta_ini, X_, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Understanding the cost function\n",
"\n",
"Lets see how the cost function looks like for different values of $\\beta$"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"beta0 = np.arange(-15, 20, 1)\n",
"\n",
"beta1 = 2"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'J(beta)')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cost_func=[]\n",
"for beta_0 in beta0:\n",
" cost_func.append(lr_cost_func(np.array([beta_0, beta1]), X_, y) )\n",
"\n",
"plt.plot(beta0, cost_func)\n",
"plt.xlabel('beta_0')\n",
"plt.ylabel('J(beta)')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"beta0 = 0\n",
"beta1 = np.arange(-15, 20, 1)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'J(beta)')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cost_func=[]\n",
"for beta_1 in beta1:\n",
" cost_func.append(lr_cost_func(np.array([beta0, beta_1]), X_, y) )\n",
"\n",
"plt.plot(beta1, cost_func)\n",
"plt.xlabel('beta_1')\n",
"plt.ylabel('J(beta)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analyzing both at the same time"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"beta0 = np.arange(-5, 7, 0.2)\n",
"beta1 = np.arange(-5, 7, 0.2)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cost_func = pd.DataFrame(index=beta0, columns=beta1)\n",
"\n",
"for beta_0 in beta0:\n",
" for beta_1 in beta1:\n",
" cost_func.loc[beta_0, beta_1] = lr_cost_func(np.array([beta_0, beta_1]), X_, y) "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"betas = np.transpose([np.tile(beta0, beta1.shape[0]), np.repeat(beta1, beta0.shape[0])])\n",
"fig = plt.figure(figsize=(10, 10))\n",
"ax = fig.gca(projection='3d')\n",
"ax.plot_trisurf(betas[:, 0], betas[:, 1], cost_func.T.values.flatten(), cmap=cm.jet, linewidth=0.1)\n",
"ax.set_xlabel('beta_0')\n",
"ax.set_ylabel('beta_1')\n",
"ax.set_zlabel('J(beta)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It can also be seen as a contour plot"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'beta_1')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"contour_levels = [0, 0.1, 0.25, 0.5, 0.75, 1, 1.5, 2, 3, 4, 5, 7, 10, 12, 15, 20]\n",
"plt.contour(beta0, beta1, cost_func.T.values, contour_levels)\n",
"plt.xlabel('beta_0')\n",
"plt.ylabel('beta_1')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets understand how different values of betas are observed on the contour plot"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"betas = np.array([[0, 0],\n",
" [-1, -1],\n",
" [-5, 5],\n",
" [3, -2]])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use('seaborn-notebook')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [0 0]\n"
]
},
{
"data": {
"image/png": 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mnoByHF71z71m12fN1FjXvIGvGpdR0VlWN9WWwpToiYyOGEHJ7hKRgPRyNtnGuMjRjIsczYqCVexxlbCuZSPz937AR7WfMC5yNFNjpvSOKmaSis96A7o+Erv/LzgCd+I3tuJTrwdJDXV0RwSRhAiCIAiHrYyMDG677bZQh7F/pomqv4Mt8CAAXvV6AsrcXrFo1mf4WN60mq8avqFJa0ZGZoRrKFOiJ5Hj6HNEbR54JEmQ4piQfBSz4k9hZfMaljV2bIi4vGkVI1xDOT52Kun2tFCHuV+acgztthwc/pux6u8gm4V4rX/DlHpBItXLiSREEARBEEJIQsMWuBer/gEG0Xitf0VXRoc6rP1y6x6WNi7ny4aluA03VsnKsdGTmRozmWg1OtThCd0k3BLOCbHTmBZzDPmtm1lc/xUbWjexoXUTg8IGcGLccWQ7skId5i8y5XTctuexB+5B1Rfj9F6Ax/YAhjww1KEd1kQSIgiCIAghIpkN9Iu/F6u+E13Kw2P9B6bcs6cseXQvXzV+w5cNS/EaXpyyg+lxJzAlehJhypG5c6ZpmuimiWYaBEwDwzSRj7ARIEVSGBUxgpGu4exwF/BZ3RK2tm9na/t2+jv7cWr8yWQ5MkMd5s+TnHjVe9GlAdi0f+P0XYZX/T8gO9SRHbZEEiIIgiAIISAbRTj81yHbqjrXf9wBUs+tFhUwAixrWsnn9Uto09sJV8KZGT+DSVFHHxZVrkzTpFXzsdfbzl5vO7W+dmq97dT73bQGfLQG/LRqvs7bPryGRsDQ0QwDzTQw/7Ox3V+gSBKqpGCRZVRZIdxixaXacFmsRKg2wlUbkaqdeJuTBHs48bYwEuxhxNqcqHLv3SdFkiQGhPVnQFh/drmL+LR+MTvaC9hZUsjQ8MGcGn9yz10bJEkE1PMx5D44/LfhCNxGcsQZYP6xV0yN7G1EEiIIgiAI3UzRv8Xh/wMSbVQ2z8aV+Icee5GjmzprmtfxSd3nNGpN2GU7p8SdzLExk3rlbuaNfg+l7U2UdP6UtjdT4m6i3N2MV9d+8bkyEi7VSrjFRoRqwyLLWPYlGjKKJNPe3o7VYSfQmZxoho7f0GnT/NR62/Eav9yHBMTbwsgIiyKz8+f726mOCCxy7ymH29eZzdXOy9nlLuLD2oVsbtvCd21bGRMxihlxJxJrjQl1iD9JVybitj2Pw389yRELCAS8nUUirKEO7bAikhBBEARB6EYW7WPsgXsACY/6F6pb++FK6nkJiGmafNe2lQ9qF1Lj34sqWTgu5hiOi51KuBIW6vD2yzRNKjwt7GypY0dLLTtb6tjZUketr/1/HutUVDKckSTaXSTYO0YkOkYmwomzOTtHMGw4Lep+p1ntb88Fv67TpvloCfhoCnip7Rx52etro9bbTo23jSpPK+saKljXUPGj51plhb6uWPpHxJHniic3Io5cVywOS8+u5tTXmc31GVeztX07H9UuYm3LOta3bGRS9NGcHHdCj5zGZ8jZuG0vIDX/jjDbIiSzBo/1fpAiQh3aYUMkIYIgCILQHUwTq/YMNu0ZTCLwWO9HV0bRE3c/r/RVMb/mA3a6C5GRmRA1npNjTyBKjQx1aD/Lp2tsbd5LfmMV+Y1VbG6qpiXg+9FjEmxhTIzPpE94dMcog7NjlCHO5uy2Kl5WRSFGcRJj++ULb48eoNzd8qNRm8LWegpb6tjWvHff42Qk+rpiGBadzPDoZEZGp5Do6HllnSVJYnD4QAaG5bG+JZ+FdZ/ydeMy1javY3rciUyKPhpF6lnT0EwphsK6PzM4/SVU42ucvnl4rP/ClFNDHdphQSQhgiAIgtDVTA1b4G9Y9Q8xpBQ81ocx5KxQR/U/3LqHRXWfsbRxBQYGA8PyOCPhNJJsiaEO7X8Ypsm25r2sqC3h2/oKtjTX4Df0ffenOSI4Ki6jY9QgIp7+rjiibb1jMz0Ah6LSzxVLP1fsj/4/YOjsaWvcN8Kzo6WWbc17KWit553SLQCkOiIYGZPC0XEZjI9LJ9Lac9bsyJLMmMiRjIgYyjeNK/i07nPe3fs+K5pXMyfhdHLD+oY6xB8xTRte632Y2iNYtddx+i7BY3ukV20g2lOJJEQQBEEQupLpw+7/M6rxDbo0AI/tIUwpdv/P60amabK6+Vs+qF1Im95GvBrH7MRZDAofEOrQfqTR72F1XRnLa0tYVVtKU8ALdKyj6B8Rx4joFEZEJzM8Jpk4W8+fMnYwVFnpmIYVEcep5AEdicn25lryG6vY2FjJxsYqPqrYwUcVO5CRGByVyIT4DCbEZ5IXEd8jKndZJAvTYqYwNmIUH9UuYlXzWh4pe4JRruGcnnBazxp1kxR86vUYUgq2wD9x+i7HY30QXRkZ6sh6NZGECIIgCEJXMd04/DdhMb5Fk8d2zinvWRfHNf5a3qh6h12e3VglK6fGT2dq9BRUuWdcIuz1trGkejeLq3ezqbFqXxWqeFsYs9IGMCE+k7GxabjU3rdIPlhUWWFodBJDo5O4gBEYpklBSx0r6kpYUVvK5sZqNjdV80ThWuJsTo5NzOa4pBxGxqSgSKFd6O6yhHNu8llMiBrP2zXvsb41n63t25kZfwoTosYjhzi+/xSwnI1JNPbA7Tj8v++cUnl0qMPqtXrGO4wgCIIgHG7MVpz+61CMzQTkKXit94LUcy6UdVPni4av+aTuczRTY0j4IM5KPL1HbDRY7WllSXURX1TvYlNTNdAx2jEsOplJ8ZlMiM+knytW7Mb+M2RJIi8ynrzIeObljKYl4GV1XRkraktZtreYd0q38E7pFmKsjn0JyaiY1JBW3sp0ZHBj5jWsbF7DB3s/5q2a+Xzbsp5zk87qUdMBNcsJeKQwHP5bcPhvxGu9F02ZGuqweiWRhAiCIAhCkElmIw7fNSjmTgLKiXjVO0HqOR+5JZ5SXq9+mwpfFS7FxVmJpzPcNTSkF/Vuzc8X1bv5qGIH6xsqgY5F16NjUjkuKYepSdmH7RSrrhah2jkhuR8nJPdDMwzWN1TwRfVuvqwpYn7ZVuaXbSXW6mB6an9OSc37n3Uo3UWWZCZGHcWQ8EG8U/Me+a2bua/4n5wYezzHxx6LpYf8DenKBDzWh3H4b8Du/xNe9XY0y4xQh9Xr9IzfpiAIgiAcJiRzLw7f1SjmHvzK6fjUW6CHVP3xGwE+rvuErxqWYmJyVORYTk84FWeISqSapsmGhko+rNjBF9W78HTu0zEqJoUTkvoxNSmb2P1UkRIOjEWWGReXzri4dG4ZOJmNjZUsrtrF4updvLInn1f25DMgIp5T0/I4OTk3JIvaIy0R/Db1Qja1fsfbNQtYWPcpG1ry+U3y2WQ6Mro9np+iK6Nw2x7D6bsWR+BOvHgIWGaHOqxeRSQhgiAIghAkklmD03cFslmO33IePsu1PWYTwgpvFS9WvUqVr5p4NY65SXNCVomoXfPzUfkO3izZTKm7GYAUh4sLUvM4JTWPVKfYi6E7WGSZMbFpjIlN46YBk1hWW8yH5TtYWVfC/duW8a8dKzkhuS9zM4cxIDK+2+Mb5hpCrrMvH9QuZHnTKv5Z8m9mxJ3I8bFTe8RaEUMejNv2JA7f1dgDfwcCBCxzQx1WryGSEEEQBEEIAsmsw+m7Ctksx2e5GL/lyh6RgJimyTeNy3m/9mM0U2Ny1ARmJZyCVe7+3Z8r3C28VbKZ98u306b5scoK01NymZU2kJExKT2iatORyqooTEvKYVpSDnW+dhZW7OT98u18XLGTjyt2MjI6hXOzhjElMatbF7M7FAfnJM1mhGsYr1S9wUd1n7C9vYALU+b2iPVLhtwPt+0pnL4rsQceBCwELHNCHVavIJIQQRAEQThEHWtArkI2S/FZLuwxCUiL1sqrVW+yrX0H4UoY5yVfyJDwgd0eR35jFU9W5bNuVy0GJnE2Jxf0GcGZ6YN61d4dhmnS5vfT7PPh1TQChkHA0AkYBprecbu6sYHGykpURUaVFVRZRlUUXFYrEVYrNkvPv/SKs4VxYfZIzu8zglV1pbxevJlVdaVsaKwkxeHinMyhDDW6t8hC/7B+/LHPjbxR9Q6b2r7jr3v+ydykOYyMGNatcfwUU87CbXsCp+9y7IH7MbGhWU4LdVg9Xs//SxAEQRCEnsxs+Y81IOfgt/yuRyQgW9u282rVm7TqbQwI68/5yecQYem+aU6mabKmvpxnd61jQ2PHQvO8iHjOyxrGCcl9UeWesU4GOpKLmvZ2qtvbqG5vp7qtjZr2dqra26n3uGnx+Wj2+Wj1+/eVCP5FW7f87F12RSHCZiPSZiPSZicxLIyksDCSwsJJDAsjOTyMlHAXTlUN2vEdLFmSmNBZjayotYHXSzaxsGInD+5YQZhs4TdyK3OzhhKhds+6kXAljN+mXsiq5jW8W/MBz1e+zLb2McxJPB2bHNrKc6achcf2GE7fFdgD9+DFhmY5MaQx9XQiCREEQRCEg2W24fT9HsUswK+cgU+9IeQJiG7qLKz7jM/rl2CRFM5MmMmU6IndNofeNE2W7i3mud3r2NK8F4CJ8ZkcZ03g1CFjQlqBSzcMiluaKWpqYk9TE3uaO/4taW7Gq+s/+RyrohBps5HgDCMnOppIm40Iqw2nqmKR5X0jHaosY5FlamtriYiJQdP1zpESA5+u0+r30erz0+z30eLzUd3eTmFj48/GmhQWRp/IKPpERXX+G0ludAwuW2gutrNdMdw2+Fiuzj2Kd0u38MruDTy161te3ZPPWZlDOC9rGDHdUERAkiSOjhpPjjOHFytfZXXztxR7SpmXegHJtqQu7/+XGHJf3LZHO6dm3YFXUkX53l8gkhBBEARBOBimB4f/ehRzKwFlRmcVrNAmIC1aC89XvMouz27i1FjmpV5Auj2tW/o2TZMva4p4ete3FLbWAzAtMYdLckYxIDKewsLCbk1ATNOkur2dLbW1fFe7l611dWyvr8OjaT96nF1RyIqMIjMykuTwcJLDwkgK7xyVCAvHZbUeUNyFhYX069fvVz02oOvsdbupau8Yealua6OqvZ3y1hb2NDWxqrKCVZUVP3pORkQEg+LiGRwXx+D4BPJiY7Eq3TeqFGW189u+oxmnh5Fv9fLKnnxeKNrAG8WbOSNjEJdkj+yWZCTRGs+Nmdfwwd6FfNW4lH8UP8zcpNmMiRzV5X3/EkPOw217BKfvauz+P+Ox/gNdmRjSmHoqkYQIgiAIwoEyAzj8t2Ax8gkox+NV/w9CXK2nyFPMsxUv0aK1MNw1lPOSzsKhdM96i02N1Ty0YwWbm6qRkZiekssl2aPIdsV0S//f29vezpqqStZUVvJtVSV73e5990lAdlQUA+Pi6RsdTZ/IKLKjokgODw/ZgnhVUUh1uUh1uX7y/la/n+LO0ZqipiZ2NNSzta6OT4p280nR7o42ZJkh8QmMS0lhXEoKg+Liu2XTQbts4fw+IzgrYwgflG/nxaINvF68iQ/KtnFRzkjOyxqOXenay0yLZOHMxJlkO/rwWvVbvFT1OiXeMk5POBUlhGWxDXkIHutDOPy/x+H/Ix7rv9GVESGLp6cSSYggCIIgHAjTxB64B4uxCk2egFe9K+T7gCxvWsU71e9hYDAr/hSmxRzTLaMOZe3NPFqwisXVHRfEUxOzuab/UWSGRXV53wA+TWNtVSUrKypYU1nJnuamffdF2+1MzcxiSHw8g+PjGRAbS5ja/RXBDoXLamVIfAJD4hP2/Z9hmpS1tLClrpbvamvZvLeGjTXVbKip5omNGwhTVUYlJTMuJYUp6Rk/m+AEi02xcFbmEE5PH8iCsm08VbiWxwrW8G7pVn6XO47pKf27PMkbETGUVHsyT5e/wNeNyyj3VjAv9QJclq499l+iKyPxWO/H4b8Bh/9G3LZnMeTskMXTE4kkRBAEQRAOgFV7ElVfhC4NxmO9L6Q7oeumzjs177G8aRVhipNLUs6nf1hul/fbEvDyzK51vFXyHZppMDgykRsGTGB4dHKX993q87G8vJyvSktYUV6OWwsAYLdYmJCa1jkikErf6OjDsuSvLElkRkaSGRnJjJyOfV6afT6+7RwBWlNZydKyUpaWlfKPNavJjYlhakYmx2Rmkhsd02XJqSornJ05hOkpubxYtIHXijdx++YlvF4vS756AAAgAElEQVS8ievyJjA2tmunBSZY47kp8/e8Wv0W+a2b+XvxQ1yRNo80e2qX9vtLdOVovOrtOAJ34PBfi9v2PKbU/fut9FQiCREEQRCEX0nVFmDTnseQ0vHYHgSp+3eT/p5b9/BcxUvsdBeSakvhstSLibV27fQnwzT5sHw7j+xcRVPAS4rDxTX9j+KEpL5dOvLS6vOxuKSYL/bs4duqSjSzo0ZVusvF7Mw8JqWnMyw+AbUb10b0JJE2G8dl9eG4rD4AVLa1srK8gq9LS1hbVcmTDQ08mb+RlPBwjs3MZHp2XwbExnbJ78yl2rim/1HMzhjMYwWrWVRZwBVrP+D4pL7ckDeBREd40Pv8nl2xMy/lAj5v+JKPaz/hwZJHuSjlPIa6BndZn/ujWabjM2uwaY/j8F2L2/Y0SF13DnoTkYQIgiAIwq+g6MuwBf6OQRRu68OYUug2Sqv11/Fk+XPU+PcyJHwQF6Wc1+UlSnc013LftqVsbqrGoVj4ff+jODdzWJctig7oOisqylm4exdLy8rwd1avGhAbx7EZGRybmUlOVHRIq231VCnhLmbn5TE7L482v58VnSNHy8vLeG3rVl7bupU+kVHM6NuXk7OzSQkP/rSlZIeLe4Ydz7lZw/j7tqUsrt7F8tpiLus7hnOzhnVZiWZJkjgxdhpJ1gReqnydZypeZFb8KUyNmRKy14rfchGSWY1VX9C5RuRfIR1B7SnEGRAEQRCE/ZCNrTj8twIqHttDmHJ6yGLZ5S7imYoXaNfdTIs5hpnxM7q0/G5rwMfjhWt4p2QLBibHJ+VwQ97ELvtGu6Chgfk7d/D5niKafD6AHy6Y+2ST0sVrHA434VYrJ2Znc2J2Nn5dZ+V/JHaPrl/Ho+vXMSopidP65nJinz5B30xxYGQCL4w/c98I2sM7V/Fh+Q7+NGgKo2O7bqrUMNcQrs/8HU+WP8d7tR9R46/l7KQzQrNgXZLwqTcjm3uxGMuxB+7Fq94e8mp6oSaSEEEQBEH4BZJRjcN3I+DHa70fQw7d1I4NLZt4ueo1DNPk3KQ5HB01vkv7W7a3mHu2fE2tr53MsChuGTiZ8XHBT8B0w+CbslLe2LaNddVVAMQ6HJw3cBAzcvqS10VTh440VkXhmIxMjsnI3DfFbeGuXayvrmZ9dTUPfbuW2f37MydvAAlhYUHrV5YkZqUP5NjEbB4rWM38sq1ctvZ9Tk8byPV5EwjvooIB6fY0bs68jqfKn2dl82oatUbmpVyAXQnBNErJgsf6V5y+K1H1jzGkDPzqxd0fRw8ikhBBEARB+DmmB4f/RmTq8arXoylTQhbKN43LebfmfWyylXlpFzIgrH+X9dUW8PPgjuW8X74dVZK5ou9YLsoeGfSpVy0+H+8XFPDmjm1UtbUBMD4lhbMHDGRiWnq3lJo9UrlsNs7I7c8Zuf2pbG3l3Z07WFCwk2c3b+LF7zYzLasPcwcOZGh8QtASwEirnVsHH8NpaQO4e8tXvFe+jdX1ZfxlyLQuGxWJUiO5LvMqnq94ha3t23m47Al+l3Yp4ZYQrMuQHHhsD+D0XYRNexxDzjyiNzMUSYggCIIg/BTTxB64u3M39NMJKHNDFIbJ5/VL+KjuE1yKi9+lX9qlFX/W1Vdwx3dLqPK00t8Vx13DjqOfKzaofextb+flLd8xv2AnXk3DbrEwu38e5wwcSE5U6NbaHKlSXC5+P3oMlw0fwSdFu3lj21Y+21PEZ3uKGBIfz2+HDWdSWnrQkpHBUYm8evQcntm1jheK1nPZ2veZmzmUa/of1SV7i9hkG5elXcyb1e+yqnkt/yp9nKvTLydKjQx6X/tjSnF4rA/h9M3D7r8Tty0DQ+7b7XH0BCIJEQRBEISfYNVeQtUXo8nD8ak3h2T+tmmafFD7MV80fE20JZprMi4nwdo1JT69usajBat5vXgTiiTx25zRXNp3dFAXEFe0tvLCd5v5sLCAgGGQFBbG3BEjmdUvlwhb1y6sF/bPbrFwem5/ZvXLZX11Na9t28LXpaVc+8VicmNimDd0GNMys1CCMEKlygpX5Y5jckIWt2/+gjdKNrOqrpS7hh7H4KjEIBzNjymSwrlJZ+GQHXzZ+A0PlT7K1emXE2+NC3pf+2PI/fBa78ThvwWH/ybabS+B1P0JUaiJJEQQBEEQ/ouir8CqPY5BAl7rfSCp3R6DYRq8WT2flc2rSbQmcHX65USrXbMJ4M6WWv6Uv5ji9kaywqKCfiG4p6mJR3fuYMWKZeimSborgouHDuWUnL5HbFndnkySJEYnJzM6OZldjQ08v3kzn+0p4pavvyIrMpKLhwyln2EGpa/BUYm8PuFs/r1zFW+UbObi1fOZ15kAK0EuuCBJEqcnnIpTcfBx3ac8VPIov0u/nFR71+9v8980ZSo+yyXYtOdx+P98RFbMOrKOVhAEQRB+BYf/NjoqYd2PKQV3KtKvoZs6L1W+zobWfNJtaVyVfimuLpjDbpomb5du4cHtywmYRtCnxNS0t/P4hvV8vHsXhmmSExXFvGHDOT6rj1jv0Uv0jY7hr1OO4YoRI3nxu018tGsXdyxfRpLdzg1WK8dlZR3yNC27YuHmgZM4JrEPd2xewtO7vmVdfQV/HX48Cfbgvu4lSeKkuONxKA7eqXmPh0sf46r0y8hyZAS1n1/Db7kcxSjAYizHpj2GT72222MIJfEOIAiCIAj/RaINr/onDHlQt/etmRrPV7zChtZ8chx9+H3GFV2SgLg1P7duWszfty0lzGLl36NP4eaBk4KSgLQH/Dy2YT2z5r/Dh7sKyY6M4qa8gbw96wxOzs4RCUgvlBERwe0TJvHRmXOYk5dHrc/HH77+kosXfczmvXuD0seY2DTenHg20xJz2NBYybkr3ubb+vKgtP3fpkRP5PzkuXgNH4+WPUmRp7hL+vlFkozHeje6lIlVexWL/mX3xxBC4l1AEARBEP6LXzkTzXJKt/f7/QjIprbvyHX25ar0S3EojqD3U9TWwPkr3+WzqkKGRSXx5sSzmRCfecjtaobB/J07mDn/XZ7dlE+41cadEyfx5sxZjI2LQxZldnu9pPBwbj1qAg+NHM3UzCw27d3LhQs/4pavv6SitfWQ249Q7dw/4kRuHjCRloCPK9d+yIu7N2CawZn+9Z/GRY7mopTf4DcCPF72DCWesqD3sV9SOF7r3zGxY/ffhWSUdn8MISKSEEEQBEH4Lz71hm7v0zANXqt6i42tm+jryOaKtHldsgv64qpdXLDyXfa0N3Ju1jCeHjcrKFNe8mtqOPfDD7hn5QraAwGuGD6CD8+czcx+uUFZyCz0LEkOB/+cOo3nTp7BoLg4Pt+zh9MXvMsTGzfg07RDaluSJOZmDeOZcbOItTl5pGAVN274hNaAL0jR/2BkxDAuTDkXn+HjsbKnqPBWBr2P/THkHLzqn5Fox+G/BUxvt8cQCuJdQRAEQRD+m9Q1m6f9HNM0ebN6Pmtb1pNlz+CKtHlY5eDGYJgmjxas5pb8zzAxuW/4Cdw0YOIhV79q8nq5a8UyLl70MYWNDZzWtx8fnDmby0eMxKF2/4J+oXuNTEri5VNO497JU4i223k6fyNz3l/AyopDn0Y1LDqZNyacxZjYVL7eu4cLV82ntL0pCFH/2KiIEZyXfDZuw8O/y56i2lcT9D72R7OchF85E8XchS3wQLf3HwoiCREEQRCEEDJNk/l7P2Bl82rSbKlclX5Z0Hd0btf83LThE57fvZ40ZwSvHDWHE5L7HVKbhmnyQWEBpy94l/cKCugXHc0L00/hL5Mmk+AM3m7bQs8nSxLTc/qy4IwzOW/QICrb2vjd55/xh6++ZG97+yG1HWNz8viY0zi/z3CK2xu5YNW7rKkL/rSp8ZFjODvxTNr0Nv5d9iS1/rqg97E/PvUGdKk/Vv0DLNrn3d5/dxNJiCAIgiCE0EpzLV83LiPZmsTV6ZfhDPIakEpPCxevXsDXe/cwJjaVl4+aQ7Yr5pDa3NPUxG8/Wcidy5fh03WuHzOW106bxfDE4O/vIPQeYaqVm8aO57XTZjI0PoHFxXs4fcF8Xt+2FeMQ1nQoksz1eRP4y5BpeLQAV6/7iLdKvgti5B0mRR/NGQmn0ay18EjpkzQGGoPexy+SrHis92LiwB74K5LRNYvyewpRolcQBEEQQmRJwzesMzcSr8ZxTcblhAe5Ctb25lquXf8xdT43czIGH/L0K9M0eXvHdv717Vq8us7UzCxuHjuOpPDgV+/qaQKaTrPbR2Obh+Z2L25fgICu49d0/JpBQNMJ6DoN9fVsqQugWhSsFgVVkbGpFiKcNqLCHUSF2QmzqUHbfbwn6h8TywszTuH9wgIeWfct/1izmm9KS7hr0hQSww5+lOzUtDwywqK4acMi/r5tKRXuZq7LmxDUggdTY6bgNwJ8XPcJj5Y9zUxzetDa/jVMOROv+kccgTtwBG7HbX36sN0/5PA8KkEQBEHo4Ta05PPe3g8Jw8nV6ZcTYYkIavvL9xZzS/5neHWNmwZM5NysYYfUXp3bzZ3Ll7GiopxIm427J0/huKw+QYo29Lx+jcqGVioaWqio/+GntrmdxjYvbV7/AbS25xfvVRWZqHAHMeEOUmJcpMZGdPx03o5xOXp9kiJLEmfk9mdKegZ3rVjO0rJS5ry/gD8fNYETs7MPut1h0Um8dNRsrln3Ma8Wb6LK08bdw44L2t42ACfGTsOtu/my8Rs+5lMGGHmocvetb9KUkwkYy1H1xVi1l/Grl3Rb391JJCGCIAiC0M12u/fwctUb2GUbM5lBrPXQpkf9t0UVO7njuyWoksIDI0/m2MSDv+gD+KqkmLtWrKDJ5+Xo1FTumDipV6/7aPX4KKiop7CynoLKOgoq6imvb/nJx0aH2YmPDCM3JZbIMDvR349m2FVURekc8ZD33S6vqCAuPoGAbuDXdAKajk/TaW730tzupbHdS1Obh6Z2L0U1jeys+N+1B2F2K/2SY8hNjSM3JZZ+KbGkx0Uiy70vMYl1OPjXtONYULCTB9au4Y/ffMWy8lJuGX80LuvBFV9IcUbwwlFncNOGT1lSs5umdR4eGjmDcDU4xRwkSWJWwik0a82sb83n1ao3uTDlPOQg7+D+CwHgVW9B0Tdh1Z5GU47CkAd0T9/dSCQhgiAIgtCN9vprebrieQzTYF7aJVgqg3th82bxZu7fvgyXxcYjo2cwLDr5oNtyBwI8sHY17xUUYFMU/jBuPOcMGNjrvqWvaWpjY1EV+UXVbC6uprLhx/tZhNutDO+TRHpcZOeoRMeIRHKMC4f1wL4BL1S89Ov365I+wzCpa3X/aOSlor6FPTVNbCquJn9P9b7HOqwWBqTFMzw7meHZSQxIi0e1HFpls+4iSRJn9s9jdFIyty39hoW7d7O+upp7Jk9hVNLBvT4jVDuPjj6VP29azJKa3Vy29n0eG30q0bbgrKmSJZnfJJ9DVWs161vziamNYWbCjKC0/atIkXitt+P0X43dfztu2ysgBbdgRaiJJEQQBEEQukmr1sbjZc/Qrrs5N2kOA8L6U0hhUNo2TZOnd33LU7u+Jdbq4LExp5EbEXfQ7e1ubOTmr75kT3MT/WNiuHfKMeRERQcl1q7W6vGxZmc5G3ZXkr/nx0mHy2FlTL/UfSMM/VPjSIoOD0liJcsSCZFhJESGMSL7xxfjbl+AXVX1+0ZsdlbUsaGoig1FVQDYVIXBmYmMyE5mXG4afZNjenxymBkZyfMzTuHZTfk8uymfyz79hKtGjOTiocMOal2HVVG4b8QJ3Lvla94v3868NQt4fMxpJDlcQYlXlVVOkU/iPeVjFjd8Saw1holRRwWl7V9DV8bhV87Bqr+JLfBvfNabu63v7iCSEEEQBEHoBgEjwDMVL1AXqOeE2GkcHTU+aG2bpskD25fzRslmUh0RPD7mNNLDIg+6vU927+aulcvxahrnDhzEdaPHoCo9+1v3+hY3y7aVsHRLMfnF1RhGRzWmMLuVCQMyGJ6dzIjsJLITY3rFtCanTWVoVhJDs5L2/V+z28umomo2FlWxsaiK9bsqWb+rkmc/X09iVBgTB2QyZXAWgzITeuwGkaosc+WIkRyVksotX3/JoxvWs7Gmhr9OOYYI24FvzqlIMv83+FgiVTsv7dnIJasX8MTYmWSGRQUlXodk56r0S/lnySO8Xb2AGEs0A8PzgtL2r+FTf4dirMGqv42mT0ZXxnVb311NJCGCIAiC0MU6NiN8lyJPMaNcwzkl7qSgtW2YJn/ftpR3SreQEx7D42NOI95+cOs1NMPg4XXf8urWLYSrKg8cO41pWVlBizXYWj0+vsjfzVff7eG7khq+rwKblxbHhAEZjO0cIeipF+QHKtJpZ/LgLCYPzgKgsc3DxqIqVm4vZfXOcuav2sb8VduIcTmYPDCTE0b2ZUBafI8cIRmemMgbM2fxf0u/YUVFOb/56AMemnY8OdEHPtomSRLX5h1NpGrnkYJVXLrmPZ4aO4s+4cEZuYu3xnFZ2iU8UvoEL1S+wk2Z15JoSwhK2/sl2fFa78Lpuwh74G+0y28eNtOyRBIiCIIgCF3sy8alrGlZR6Y9nfOSzwnaAlfTNLlv6ze8W7aVXFcsT4ydSbT14ObEN3m93PL1V6ytqqRPZCQPTjuOrMjgfJscTIZhsrGoikXrCli6rYSApiNJMDQzicmDM5k0KIuEyN67aP5ARIc7mDo0m6lDswloOhuLqli6tZhlW0t5f80O3l+zg6yEKGaMzuX4EX2JCutZF68xdgePHHcCT2zcwHObN3H+xx9y96QpB534XpQzEpui8I/ty7lszXs8M+50soKUiGQ7sjg36Sxernqdpyqe56bMa4O+p8/PMeQ8ApZzsWqvYNWewa9e0y39djWRhAjCYcTthpoamcREA6cz1NEIggBQ0L6L9/d+RITi4tLUi7EGqdSnaZr8c8cK3i3bSn9XHE+OnUmk9eAuMnc3NvL7Lz6nsq2NKekZ3DN5CuEHWbmoq9S1uFm0roBF6wuobmwDID0usuMCe3gOsRFH9puealEYm5vG2Nw0rjvNYMPuShatK2D59lIeW7SWpz5bx4QBGcwYncvovqk9ZkqaIstcPWo0/WNjuWPZUm76agmXDx/B5cNHHNQIztysYciSzN+3LeWKtR/w7PjTSXMe/NTE/zQ2chSVviq+aPiKl6te57LUi7utYpbPchkWfQlW7TU05QQMuX+39NuVRBIiCIcBTYPbbrOzcKGFigqZ1FSDGTM07rnHi0X8lQtCyDQGmni+8hUkJOalXkiUGpyLIYDHC9fwevEmssOjeXzMaQedgKyurODmL5fQFghw+fARXDZ8RFA3fztUhZX1vLNiC0s2FaEbJnarhZNH9WP66FwGZyT0yKlGoWZR5H0JSVO7l8X5u1m0roBvthTzzZZiMuOjmDNxEMcPz8Gm9owPieOz+tAnMpLrl3zBU/kbKWtp4Y6Jk7AexFqkszOH4Dc0HtqxsiMRGXd60BarnxY/nTJvOVvatrG4/ktOjDsuKO3ul2THq97aWS3rXty2F0Dq2eu09qdnvPIEQTgkt91m58knf1jQV1am8OSTHW9O993nDVVYgnBE00yN5ypepk1vY3bCLHKcwdvY79ld63hu93rSnZE8MWbmQZclfb+ggHtXLkeSJP465RhOzs4JWoyHwjBMVheU8c7yrWzsrAaVGR/F7AkDmTYsB6et+zaO6+2iwuzMmTCI2UcPZEd5He+v3s6SzUU88N4KnvlsPbPG5zFz3ABiXN0zteiX9I2O4aVTTuW6LxazqGg31e3tPDjtOCIPYsH6+X1G4NN1Hi9cs29EJM526NP0ZEnmopTfcH/xQ3xc9ykZjnQGhHXPqISujCOgTEfVF6HqbxGwnNst/XaVw2OlliAcwdxuWLjwp79PWLTIgtvdzQEJggDAgpoPKfaWMDpiBFOiJwat3deLN/F44RqSHS6eHDvzoBahm6bJ4xvW85cVywizWnnqpJN7RAJiGCaL83dz4b8WcOvLX7CxqIrRfVP4+0Un8MK1p3Pq2DyRgBwkSZIYkB7Pn+ZM5o2b5nDelKEYpsFLX+Zz9j/e5p/vraC2uT3UYRJjd/D0SdM5PqsPG2qqufDjj6hobd3/E3/CvJxRXJw9klJ3M1eu/ZBmf3C+lHNZwpmXeiGKJPNi5as0BBqD0u6v4VOvwyASW+BJJKOq2/rtCiIJEYRerqZGpqLip/+UKypkamrEn7kgdLeNLZtZ2rSCZGsSc5PmBG3K0CeVBTywfTlxNidPjplJ8kFMMdENg3tXruCZTfmku1y8NONURiQm7f+JXcg0TdYUlHPpYx9w79vfUNXYykkj+/HcNbN44JKTGJeb1mPWMBwO4iPDuPTE0bx9y9lcd9pRJESG8dG3Oznvn+/y1Kff0urxhTQ+u8XCfcccy0WDh1DS0sxFCz+moKHhgNuRJImrc8czN3Mou9sauHb9Qjx6ICgxZjkymJ1wOu26mxcrX0U39aC0uz+mFI1PvR4JD7bAQ93SZ1cRVyeC0MslJhqkpho/eV9qqkFi4k/fJwhC16j3N/B69Vuoksolqedjkw98KslPWVNXxh2blxBusfLYQe4DEtB1bvn6K+YX7CQvJpYXZpxKZmTw1qkcjO1ltdzw3Kfc8uLnFFU3cMKIHF654Uz+OHsSOckxIY3tcOewqswaP4CXrjuDm8+YSITTxhtLv+PcB97hzaXf4QtoIYtNliSuHTOWm8aOo87jZt4nC8mvqTngdiRJ4sYBEzk5JZfNTdX8Kf9zdDM4n4sTosYz0jWcIk8xC+s+C0qbv4amTEeTh6MaX6Hoq7ut32ATSYgg9HJOJ8yY8dMfFNOna6JKlnDEMwyDu+66i0ceeaTL+9JNnRcqX8VjeDkr8XSSbcEZYShqbeDmjZ8iAQ+NmkE/V+wBt+HXdW76aglLSooZlZTE0ydPJ9YRunUAVY2t3PH6l1z5xEdsLKpifP80nr16FrfOmUJydHAWEQu/jkWRmTE6l9dunM0VJ43BNOHJT7/lNw/O57MNhZjfb8ASAucNGsy9k6fgCQS46vNPWV994FOQZEniziFTGR+bztK9xTy4fUVQYpMkiblJs4lTY1lc/yU72guC0u6v6BifejMmMvbAP8AMzuhOd1P++Mc/3hmKjhsaGnjsscf45JNP+Prrr9F1nezs7FCE0i0aGhqIjT3wD43DkTgXPwjWuTjmGI2WFom9eyXa2iTS0w3mzg1wzz1eesseXeJ18QNxLoJr8eLF6LqOpmmMG9e1uw1/XPcp61s3MjpiBKfEnfyrpmHt7/dd73Nz+dr3qfd7uHvYcUxOyDrguLyaxg1fLmF5eTlHpaTy8HEnEKZ279qK74/TF9B47etN3PXm1xRVNzIgPZ7bzprCb44d3iMWRx+q3vz3a1FkBmcmcurYjoXWG4uq+GZLMet3V5KbGkuM64dvtbrzOPvFxNA3OprP9uzh0z1FDI1PINV1YImqIslMTshi2d5iltYWE2m1Mzgqcb/P299xqrJKH0cmq5rXsq19J+MiR2OTu768tSnFIplNWIyVmIRjKEMPuq1QvWZDdnkiyzJz5szh7rvv5tZbb+Wrr76isrIyVOEIQq9msXRUwVq9uo1169pYvbqN++4T5XkFoaGhge+++46JE4O3MPzn7HIXsbj+S2LVGM5OnB2UdSBeXeP69Yuo9LRyRd+xnJySe8BteDSN65YsZmVFORPT0nho2nHYQ/TmsGpHGRc//B4vLNlIuMPKn8+awuNXnMLw7OSQxCP8NJfDxuUnjeGVG85k8qAstpTs5bJHP+SRj1aHbL3I1MwsHjh2Grph8PsvPmdVRfkBt+FSbTw8egaxVgcPbFvOsr3FQYkt05HBafHTadVbeaP67W4bOfKpl2ISgU17Fsk88DUzoRayJCQqKorMzEwA7HY7ycnJNDU1hSocQTgsOJ3Qp4/YqFAQvvfWW28xe/Zs5C4eEvToXl6ufB2AC5PPxaEc+s7Upmlyx+YlbGmuYUZKfy7tO/rA49I0rl38OWsqKzkmI4N/Tj0OWwgSkNrmdh5bso0/vbyY6qY2zpo4iFeuP5Pjh+ccFvt8aJqB2+OnucWD2xPA59dCOoUpWBKjwrnrvKn84+ITSY11sWDVNi54cD5LNu0OyfFNycjgof9n77yjo6q2OPxNzaSS3nsnjQQSeu/dgg3E8hTFXhEL2FFBLM+G2AvCU+kgvUkLIQSSAAnpvffepr0/8hSeApnJzADq/dZihZXM2efcc+9Nzj5n7/0bNwEt8MS+vcT3whFxN7fh/QHTkIslPJeyi6ymGqOMbaz9KIItAjndksaxxuNGsdkjIls6ZfMR0YpcufLK9GlErol90pqaGoqLi/HzM14NdQEBAQGBfzapqanY2Njg4+NDZmamXm2zs7P1+vw+zSHqtPXEifqjLlWRjX7tL9bfxro89tTlEKqwZba5Fzk5OXrZVGo0vJ2eRmpDPQMdHLnf05vCvDy9bBiDhNwq1hzLoV2pJtjFhjlDAvGws6SsuPCKj0UfOjpVVFS3UlvfTlNLF40tnTQ1d9HY3ElTSxftnSqUSg0qlQbNnxbkR4Du8CaZTIxcJsbKUk4fKzNsrP/31UqObR8FLg4W2NkqrimByD9iCzw/NZI9aaVsSyni9Z8OEu3twJ2dKqwVVzaszxlY2DeMZelpPLF3D4vCIwjrY6uXDTPgIedw3qtI5bHjW3jTaxDWkkuHUOn6+2C4djAFFLGuYhOKKjOsRVZ6jat3RNHXxQOFdhPZpUPpVHn0yoq+v/N0JSgo6JI/EzU0NFxVV72jo4Ply5czbdo0+vfvr1MbU02UgMA/gY4OMTU1MhwdlSgUQuWsfzKX++Pwd2DDhg0cO3YMiUSCUqmko6ODmJgY5s2bZ9R+Mluz+ah4JW5mrjzr+yRSkX77e9nZ2X+6F0erC3ks6RecFQj5hgYAACAASURBVFb8MPRmHMz0O95UazQs/PUA+wsLGOHpxbtjxyHrhfK0ITS3d/LvzcfYdzoPc7mUm2J9uWfaiGvu5EOr1VJS3kBmbhWFJfUUldZTVFpHdd3FNTPEIhF9bBRYWZohl0kxk0uQyaTI5RJkUgnNzc3I5Aq6lGq6ulR0danp6FRS39hOZ9fFi4gozKR4udvh7dH9z9/bgZAAZyzMTZ9boC9ldU0sW3+E1PwK7K3NeW7WCAYGe17xcRwpKebJfXuRiyV8PnkK4U5Oetv4NOs4X+QmMdjBiw9jpyO9yInpxd7PyxHfcJw1FT8TZhnKg57zrsjzLlUfxLxrAUrxaDrMluvdXt9rNBZX1QlRqVR89NFHhIeHM3HixKs1jCvC1brB1yLCXJznSs6FStWtrL5tm5TSUjEeHhqmTVOxZMm1kTsiPBfnEebC+GRmZrJr1y4ee+wxo9rt1HTyZv471CsbeNrnMXzMvfS28cf7XdzayO3xP9OlUfP14BsJ6+Oslz2tVssbx+JZn5lBnKsbH02YeMVDsFLyynlz7SGqGlsJ83Ji0S2jaKurvCaea6VKTW5BDWlZFaRnVXAuu4Kmlv/Pc7C3tfjdIfBw7YOjnSX2dpbY21pga2OORHLp8L5Lvb9arZb2DiW19W3UNbRSV99GRU0zxaXdjk9JRQMq1fmNIbFIhJ+3A2HBroSHuBIW5Iq97bURa6vWaFix6Vc2JxehUmuYNSSM+yfHYia7ss/ZvoICFv66Hxu5Gd9Om653uWmNVsuTJ7dzuLqAO/1ieCJ06J8+o+/vY61Wyycln5PRmsVc11sZbDtQrzH1Cq0Wi655SDSnaZV/iUbST6/mV+tvzlVbemi1Wr777jvc3Nz+9g6IgMC1wOLFClauPK9XUFwsYeXK7p3RpUuNoyIrIPBPY3PVNmqVdUywH9srB+SPdKpVPJuykxZVF69EjtXbAQH4PCWZ9ZkZhNjb8964K5sDolSp+XrvKX48fAaRSMTd42KYO7ofUomY7Dr9NR6MRX1DG4kpRSSmFJKSVkJn13lhORdHawZEedE30BUfL3t8POywsjSOtsuFiEQiLMzlWJjL8XL/c/iQWq2hvKqJotJ6svKqSc+uICuvitzCGrbuOQuAl7stg2J8GBjtQ0igM5KrVP5QIhYzOdKLSYOiWPLzQdYfS+dkbhkv3jr6imq7jPP15YUhQ1kSf5SHd+/i22nTcdQjKVIsErGk33juiF/L9/nJxNi5McrFsNQAkUjEHNdbeDN/OeurNhNqGYKtzMRaPCIRndLHsOiah5nqI9rFX8A1duJ4Ma6aE5KTk0NCQgIeHh68+uqrANx4441ERkZerSEJCPxtaWuDbdsu/rpv3y7lpZcQktkF/taEhIQQEhJiVJvZbbkcajiKq9yFqY7G2Uxbfu4wGU013OAZxkzPvnq3X5eRwcqUZDysrPl4wiSs5FcunKe8vplX1hwgs7QGd3trFt0yinBv/Z0oY1FYUkfCqQKOJxeSlVf9+/e93G2J6uvefcIQ7Iqj/ZWI2+8ZiUSMp5stnm62DI3tXgh3danILqghPauCs5nlnM0oY922VNZtS8XGWkFcP28GxfjQP9ILhdmVX9IFezjy+cPXsXJHIpuOZ/DAii08Mm0QMweFXrGwu1khodS0tbEyJZlH9uziyynT9HrurWVmvB0zmbuOreOl0/tYM+wWPCxsDBqTvcyO651m8GPlOn6sWMd8z3tMPh9qST+U4lHINAeRaA6hlowyaX/G4Ko5IUFBQXzxxRdXq3sBgX8UlZViSksvvmNWWiqmslKMn98/Iz+kra17PlxchCpiAr2nS6NkdflPiBAx1+1WZGLDk3N3lGWxoTidEGtHngkboXf7g0VFvJUQj62Zgk8mTtJrR9hQTuaU8ep/DtDU3smk/oE8PmMIFmZXNmEZoK29i1+P5bDr1wxyC7urHonFIqL6ujMw2puBMT64u1xdhXh9kMulhP/PWbp5ejQdnSpS00tJTC4kMaWQfUey2HckCwtzGaMGBzJpdF8CfR2v6BgVcilPXDeUQSFevLXuEO9vOUZ6STVPXz8MufTK5CHdHx1DdXs76zMzeHr/Pj6eOAmZHqdEwTaOPBs2ktfOHmBh8k6+HTILmdiwsQ+zHcyp5hTOtqaT1HSKuD4DDLKnC12yh5F2HsZM+Qlt4uEgurJ5YPpyDUSCCwgImBoXFw0eHhqKi//8C8nDQ4OLy9/fAbnWc2IE/lrsqd1PjbKWMXYj8TX3MdheaVsTb6UdxEIiY1nMJBQS/R7KzLpanj94ALlYzMcTJuodG28ImxLO8eEvCYhFIhbcMIzpccY9ceoJrVZLZm4VO389x+HjeXR2qRCLRQyK8WHEoABio7xMEl51NVCYSRkU48OgGB80Gi05BdUcO1nAgfhsdhw4x44D5wjwcWTymFBGDQ68oontQ0K9+OKR63h5zX52ncqhpKaJ128fd0UEKEUiEc8PHkJtexu/FhWx7Fg8i4YO0+v04XqvMJLry9lamsGn2Yk8FjLE4DHNcb2FN/KXs6FqKxFWYZhLTDsXGrEfSsl05OotSNV7UEknm7Q/Q7lqiun/NP7KCqrGRpiL81ypuZDJoKhITFLSnxc2s2crmTLl4hVbriSmnosXXujOiWlqEqPVimhq6p6PpiYR48df/eu/EOEdubap7arj2/IfsJJacZ/HXUjFhnmx1bU1LCk4TlFbI4sjxjDQUb9KQzVtbczfuYOGzk6Wjh7LII/elejUF5Vawwdbj/Hd/hT6WChYdvdERoRd2iEz9nOtVms4nJjLe5//yk9bk8krqsXR3pJZU/vx1P1jmDy6L75e9sjlV3aX4Uq9vyKRCAc7S6LDPZgxMYIQf2c6u5SkZVWQmFzE1j1naWhqx8vDDksL4zsjF7tOK4WcCdEBVNQ3czyrhANn8on2d8PB2vSncmKRiJFe3hwtKeZwSQnWcjlRzvqFAw508GRPRQ6Hqwrob++Oh4WNQffTQtJ93Wdb01Br1fS1Mr2DrhEFIVOvRazNQSmZBaKeT4Su1t8cwQm5QgiLivMIc3GeKzkXo0eraGoSUVUloqVFhJeXhtmzlSxZ0sFVym38P0w5F21tsHChgqamP19oVZWIu+7qQnblI0cuifCOXNusLv+Jsq4KbnOZhY+5t8H2vshJYn99ERPdAnkoaJBeu7dKtZpH9+4mt6GBRwbEMisk1ODx6EJjWweLVu3l17MFBLja8f68qQS4Xj4h2VjPdWeXit0HM1j+6T52H8yksamDIbF+3H/7UO6bM5SIUDfMr7B2xYVcjfdXLBLh4dqHkYMDmTgqFGtLM4pK60k+W8ove89SUdWMh2sf+tgYbyf+UtcplYgZEe6DXCrhcHohe5Jz8Xbqg4+zfloevUEmkTDCy5udeXnsLyqkn5Mznja653fIxRIibF3YUppBQk0xMzxCaW1sMuh++ii8ONmUzLnWTKKto7CWmjgHSWSNSFuBTHMcjcgPjTigxyZX62/ONbD0EBAQuBJIpd1VsBISWkhKaiEhoYWlS/8ZoUi65MQICOjCudZMUlvOEGDuR6yNbtpWlyO1voL1dXm4Kqx4IXyU3smryxMTSK2qYpKfP/dERhk8Hl0or2/mkZXbSM4rZ3iYNx/Nn46rnemTu1vbuvh5azL3Pv0fVnx3hNqGNqaODeOzZbfywqMTiInwRCy+ehWBtFotKpUajebqKqU72Fly68z+fLH8Np68bzQeLrbsO5LFQy+s5fV/7+JcjumrlIlEIm4f3Y/X544DEby0Zj/rjqaZvF8AF0tL3hs3DolIxHMHD1Da3KxX+0hbV+YHDqSqs5UlZ381WBleJpYxy/k6NGhYV7npiijNd0nvRosYuepr0F674db/gOWHgIDAhVhY8I9JQv8NISdGwBiotCrWVW5EhIibXW4wuNpNm6qLF1P3oEXL61HjsZEp9Gq/OTuLtRkZBNnZ8/Kw4VekGlFueR0Lv91FbXM7t42I5P5JsSZf+CuVan7Zl8bPW5Jpbu3E0kLOzdOjmTkxArs+pgvz0Wq1NDS0U1bWQF1tK7W1Lf/710ptbSutLZ3/EyNU/S5K+JsDIpMdQC7vFjCUy6UoFFLs7Cyxd7DEwcEKB4fu/zs5WePubotMZvwEYplUwrjhwYwZGsSJlELWbkvleHIhx5MLGRjtzV03D8TH07TldEeE+fDx/Gk8++1uPt52nNrmNu6baPpnJtLJmecGD+H1+KM8vX8v30ybgbkeO27/CujPsZoi9lXmEqxVEEywQeOJsAoj3LIvaa3nSGk+TYyNfjoe+qIVe6KSTEKm3oFUcwiVZLRJ++stghMiICDwt8fCAqZNU/2ui3IhU6eqhCpZAjpxsP4olV3VjLAdiqfC8LyLDzKPUdLexHW2vgxw0M9eRm0Nbx6Lx0Yu592x4zC/AvGEZwsrefa7PbR2dPHwtEHcPCzcpP1ptVqOnSzgq/8kUFnTjKWFnDtvimP6+HCjJ1xrtVoqK5vIy6shP6/6968NDe0X/bxEIsbSygwzuRRrGwVyuRQzMylymZSWllYkEhldXSo6O7udk+bmDgoL6y5qSyoV4+Vtj7+fI/4BTvj5O+Ln54iZkaqLicUiBvX3ZWCMD2mZFfywIYnElCKSUouZODqUO2bF0cdaPwdYHwLdHPj4geks/GYX/zl0hobWDhbcMMzkGic3hoSSXlPD+qxM3joWz2sjRurcViIS83q/8dx6+Ee+rclkZnssLua9P+0TiUTMcrmOzPwsNlRtJdwqDLkRKupdji7pPUjVO5Erv0YlHnVN6oYIToiAgMA/giVLugUZt28/Xx1r6lTV798XELgcreo2dtbswVxsznSnKQbbS62vYF3RWfws7bjZIVC/sSi7WHjgAF1qNe+MGYeXHjHvvSU5r5znv99Dl0rN4ltGMT665zhzQygoruPz1fGcPleGVCLm+smR3DojBmsr4y2WGxvbOZ1aQmpqMSkpxdTVtv7fz52crBk40A9PL1scHKxxcLTEwd4SB0crbGzML7mbfyn16Y4O5QUnKt1fKyubKCyopbCwlvy8GvbtywC6HZPQUFf6RXvRL9oLPz/Hy6q064JIJCIi1I23np9OUmoxX/+UwM4D5zh8PJc5Nwxg2thwpFLTOAZudtZ8NH86z367mx0ns+lSqnn+5pFIDbymnlg4eAgZdbVszckmzs2NGYG6q4K7m9vwZN9hLDn7K2+fO8y7/Q17753lToy2G8neugMcrD/MBIexBtnrCY3YF5V4DDLNfiSaU6glpi8RrC+CEyIgIPCP4LecmJdeEnRCBPRnV81e2jXt3OA0A0uJYQ+OUqPmjbMH0AKLI0Yj+8Pi93JotVrejI+nuLmJuyIiGeFluEp7T5zILmXRqr1otFpenTP2shWwDKWjU8XqDUls3nUGjVZLXD9v5s0ZjIer4UnNWq2WvNxq4uNzSUkpJj+v5vefWVsrGDo0gMAgZ/z9nfDzc8TaxrinAwqFDHcPW9w9Lq6WXlJST15eNXm5NZxLL+fs2TLOni1j9Q/HsbI2IyrKk9hYXwYN9sPcgJMgkUhEXLQ3MRGebNufxpqNJ/li9TF2H8zgsXtGERJgGoFJW0sF7947mee+3c2+03ko1RpevHUUMhNqicglEpaOHsPszZt461g8kU5O+PbR/Vm63jOMdTkpHKjM40BlHmNc/A0az0SHccQ3HGdX7T6G9BmIlYmT1LtkdyDr3I9c9QPtghMiICAgcHX5J+bECBhGTVcthxqOYC+1Y6TdMIPtfZ+fTE5LHTd6hRFj7052bbbObbfkZLM9L5dIJyceHhBr8Fh64nhWCYtX7QWRiCVzxzE4xHROz9nMcj746iDllU24Odswf+5QYvsZXn2spKSeI4ezOXw4m/KyRqD7pCEy0uP/ThquZlK7RCLGx8cBHx8Hxozp/l5jYztnTpeQmlJMamoJ8UdziT+ai/xTCbGxvgwfGUT//t69LkEslYq5bmIkowcH8v26E+w6mMEzr2/m+imR3H5DLGYmKG1spZDz9r8msWjVXg6lFfDyGjWvzhlrUkfE09qGF4cN59lfD7DwwAFWTZ+BmY75IWKRiPucw3i2OIFlaYeIs/fEStZ7B9BCYs4Uxwmsr9rMztq93ORyfa9t6YJGHIFKHI1UcwSxJg+N2DAnytgIToiAgICAgMBl2Fq9HZVWzQynqQYroxe1NvBFThKOZhY8HjJUr7b5DQ0sTTiGlVzO0lFj9FKE7g3JeeW8+MM+RCIRb945nthA0+iPtHco+W5tIr/sTUMkgusnRzL3xjgUZr1fojQ3dbB/fwaHDmaRn9994iGXSxk+IpDhw4PoF+1ptJwLU9GnjznDRwQxfEQQWq2W0pJ64uNzOXw4m/j4XOLjc7GwkDNosD/jx/cltK9rr4oT9LEx59F7RjJqSCAffnWQDdtPc/xUIY/fO4qwYFejX5eFmYyld01g8Q/7iM8o5o2fD7L41tEmDc2a6OdPYlkZ67Myef9EIs8N0f3d85RbcU/AAD7POcGK7AQWhumeW3IxRtgN5WD9EQ7XxzPKbjhOctMq3CultyPtSkGmWkOnfLFJ+9IXQSfkCiHU/T+PMBfnEebiPMJcnEeYi2uH4o4S1lZtwkvhyU0u1xtUgUqr1fJcym6K2hp5KXIMYX26w150ud+/6YFUtLayZOQool1cej0OXUgrqmLht7tRa7QsuWM8A4P0E1C8GBe7zpS0Ul55dwfJZ0vwdLPlpScmMXFUaK9zE/Lza1iz+jgff7SfUyeLaG7uYMAAb265NY6HHhnDyJHBeHjaITXhzrsp3l+RSIRNH3PCIzyYMiWCQYP8sTCXUV7eSHpaGfv3ZXAisQCpVIyHh12v5s/FyZqJo0Lp6FRx8nQxew9n0tLaSXiI60Xny5DrlErEjAz35UxBJcezSqhsaGFYX2+TVngb6O7Or0WFHC4pIdzRCZ8+fXRqV1dXxxj/cPZW5HC0uohhTj44K3ofRiUWibGRWnOqOYVmVYvJK2VpRF7I1LuRaJJRSq8D0Z/DSQWxwr85wqLiPMJcnEeYi/MIc3EeYS6uHVaX/0S1soY73WYbvGO5oyyLVQUpDHfy4eHgwb8vuHS535+lJLMrP5+ZgUHc2y/aoHH0RF5FPU99tZNOpYpX5oxlaKjhIVHw/9ep1mhYte4EH39zmPYOJTdNi2bhg2NxcdI/yV6r1ZKSUsxnnx5k1ffHyM+rwdHRmptvGcATT4xn/IQwfHwdTFIG92KY+v0ViUTY2VnQL9qLadOjiIjwoL1DSXpaGYnH89mzJ52uLjXe3vaY6XmaJJVKGBDlRXSYB+lZFSSlFhOfVEC/MI8/VdAy9DqlEjGjInw5lVdOQmYJLe1dDAz2MJkjIhWL6efiwubsLBLKSrkuKBiFDmFZdXV1ODs6EmjlwJbSDNIbq7jBKwyxAeN0lbtwtjWdzLYsoqwisZFa99pWj4jEgBSZ5hBazFBL4v70EcEJ+ZsjLCrOI8zFeYS5OI8wF+cR5uLaoLC9iM3V2wg0D2C602SDbLWpunjy1A7UWg0fxU7HRn5+QdfT/c6qq+PFQwdxtrTk3+MnIJeYbjFd3djKk1/toKG1g+dvGsnYKOPFkP92nc0tHbz50R72HcnCzdmG1xZMZeyw4F5Vf0pNLebd5bvZtDGFysomoqI8uXfecO6dN5y+fd30XoQbgyv5/opEIpxdbBg2PJCxY0ORySVkZ1WRfKqIHdvP0NWlIiDQWW8HzMnB6n+nIkpOpBax/2gW3h52eLqdT+o2xnXKpBJGRfiSkFlCfEYxFmYyInxMd8rnaG6BWCzmYFERde3tjPHpucjCb9fpbmFDWXsz8TVFOJlZ/n6S2RtEIhF2UluSmk7Rqm6lv41pNxY0In/kqvWINZkopbeC6P+fB0ExXUBAQEBA4BpiV+1eAKY4jjfY1le5J6nubOVOvxjcLXTf7VdrNLx29DAqrZZFQ4dhJTeuPsaFtHR08ex3u6lubOX+SbFMjNGvdLAu5BfV8uQrGzl1poQBUV68/8oNBPk56W8nv4bXXt3Kqy9vJTe3mqHDAlj+7s288tpMYuN8DS5n+1fE0cmauXcM4fMv7+Bf9wzDwkLOurUneeiBH9j2y2mUSrVe9szkUu6/fSgLHhiLRqNhyQe7Wb0hyeiK8NbmZiy7awKONhZ8uuME+1LzjGr/j9wZEUmIvT1bcrJJKC3Vq+0jwYOxkMhYkXWcJqVh5d3DLEPxVniR0nyG8s4Kg2z1iEiBUjoTMfVI1ftM25ce/PPeUgEBAYErSFsb5OeLaWu72iMR0IfSjjJOt6ThZ+5DsIXu2gIXo7y9mdUFqbgorLjbv79ebdekp5FWU8NU/wCGe5quMpVSpealH/aRV1HP9YP7MntkpNH7SE6rZMHrm6mobubWmTG89OQkrCzN9LJRXd3Mhx/sY8FTP5OSXExUlCfL37mJBc9MIiBAf2fm74i5uZwZM/vxyae3M+f2gSiVar768giPP/ofjhzJRqvVz4kYPSSQ5S9ej4ujNf/ZfIrXP9hFS2unUcfsbGvF23dPxNJMxtJ1h0jOKzeq/QuRicW8PGwEEpGI1+OP0K5U6tzWSWHJvMBYGpQdfJV70qBxiEQiJjuMR4uW3bWmdwy6JLMAkKnXm7wvXRGqYwkICAiYAJUKFi9WsG3beXHEadO6xRF1rA4pcBXZ+b9TkMkOEwyOUf8kK4EujZqHgwdjLtW9IlNJcxMrTp3E1kzBgkGDDRrD5dBqtXyw9Rin8soZ1tebR6cPMmpcvlqj4bu1iWzYno65QsYLj05gaKyfXjY6O1WsW5vEls2pKJVqfH0duOOuIURHe5k0mfmPqJRqaqqaqa5oormxnc5OJZ3tSjo6lHR2KOnsUNHU3Mhpt1rMzGUoFDLkZlLMLeQ4OFnj7GaDpbXiioxZoZBx082xTJgYztqfk9i1M4333tnDls2pzJ8/koBA3cOJ/L0deP/VG1i+Yh8nUop46tVN3HlDCBfRZOw1/q72vD53HAu/3c3Lq/fz6UMz8HAwjRBnX0dH7oiI5Nszp/kk+SQLBur+fs32iWJd0Vl+LDjNzd4ReFroluB+MSKtwvEwcyOpKZkpjhNxlpvOkdaKPVGJByPVJCDW5KIRm1ZwVBeEP4UCAgICJmDxYgUrV57f5S0ulrByZXcc7tKlgkr7tU5K82m8FJ6EWYYaZCe9sYrtZVmE2jgy1T1Y53ZarZYl8UfpUKt5adgI7BTGFc67kI0J5/jlRBaBbvYsvnUUEiOW/u3sUvHuZ/uJTyrAyd6c156Zjpe7nV42UlO7k84rKppwcLBkztxBjBzZuxwSXWlv6yI3o4KcjAqK82uprmiiuqKRupoWdDtIyLnkT8wt5Di52uDkaoOrhy3+wS4E9nXF1cPWJM5Jnz7mzLtvBNOnR/HDDwnEH83l2YXrmTotktlzBmFurptjbGOl4JUFU1i17gTrtqXywbensLVzISLUzWhj7R/gzlPXDeXtDUd44fu9rHhwOpYK04Qgzo+OYX9hAf9JT2eyXwARTro5AGYSKY8GD+H51N18nJXA0uhJvR6DSCRiksMEvi77nt21+5jrdluvbemCUnoj0q4EZKqNdMoXmLQvXRCcEAEBAQEj09YG27Zd/Nfr9u1SXnoJQa39GkeLlskO4w1eFH6QGQ/AE6HD9Kqmsy03h+NlZYzw9GKyv+kExlLzK/h423HsLBW8ccd4zOXG085oa+/itfd3cTaznMhQN2ZPD9DLAWlv7+Lbr+PZsycdsVjEjJn9uG32QJ0XzfrQWN/G6aRCMs+WkXm2jKL8GrQX5D6IxCIcnKwIjfLA2bUPTq422NhaoFDIMDOXYWYmxUwhw0whpaCgCCdHFzo7VP87HVHS1tpFbXX3CUpVeSNV5Y0UXaDYDmDdx5yQCHdCItwJ6+dJQKirUQUUXd36sOCZSZyeWMJnKw/yy9bTJB7P59HHxhIeoZsGjEQs5u5bBuHlbscHXx1k8fJtPP/IBAbF9JzgrStTY4PJq6xn3dE03lx7iCVzx5nEOVNIpbw4bDj37djOa0ePsGbmdUh1dMAnugWyuiCF3eU5zPWNJsK298n00daRuMidSWw8yVTHSdjL9HPS9UElHoEGJ2TqbXRqHwGR6TY3dEFwQgQEBASMTGWlmNLSi/8xKy0VU1kpFlTbr3Fc5S5EWoUbZONEbQknaksZ4ujNQAfddTZaurr4d9IJFBIJzw0ZYrLQnfqWdl778QAAr84Zi4tt77UP/khLaycvvbOdrLxqhsX5sWD+WAoKdE84Tksr4+MP91NZ2YSPrwOPPDrW6DkfNZVNJB7O4fjhbDLOlP3udMjkEkIj3QkKcyOorxs+AU44uljrrC2ilbYQFOR7+c9otbQ2d1BaVE9uRgXZ58rJOltO0tFcko7mAmDnaEnc8EAGjQiibz8Po2mbRPXz5L1/38ran0+waWMKL724mekz+nH73EE6q6+PGx5Me2s936xL482PdrNg/lhGDDJeeM8Dk+PIK6/j6Lki1h5N45bhEUazfSGxrm5cFxTM5uws1macY3aYbu+8SCTi0ZAhzE/czMrsRD6Om9HrMYhFYibYj+GHip84WH+EG5x7b6tHRFKU0mmYqb5Fqj6ESjrRdH3pgOCECAj8xWlr6170urhohN31awQXFw0eHhqKi/+8aPDw0ODiIjgg1zpj7UciFvU+3Eer1fJpdiIADwYN1Kvt16dTqW1v58GY/rhbmUY/QK3RsOTng9Q2tzN/cixRfsZTxm5saufF5dvJK6pl7LAgHr93lM6hU2q1hp9+PMH6dScRiUTMuqk/t9waZzSNj7rqZg7uPkfioWxyMysBEIkgONyduOEBhPXzxDfQGamJNUVEIhFWNuaERHSfflw4vsy0cpKP55N0NJfdm1LZvSkVKxsFA4b4M2xcKFGxsKAy8wAAIABJREFUPgafkJiZSZl7xxDiBvrx4Qf72LollZSUYp5ZOAlPT9124kP87Xntmam88u4Oln+6ny6lmnHDdQ85vBxSiZhFt45i3keb+WznCcK9nQn37n1J3MvxWGws+woLWJl8iqkBgfQx061YQpyDJ7H2HsTXFJFaX04/u96HpQ2w6c+W6u0cbUhgssMEzCWmO6FQSrqdEJl661V3QgSdkCuEUPf/PMJcnMeQuVCp4IUXFCxcqOCdd8z46ScZRUViRo9WYcSQ7ivG3+m5kMmgqEhMUtKf93lmz1YyZYrqsu3/TnPxV8VF7oJE1PuF6PHaEr7KPckIJ1/u8o+57GcvvN9lzc0sOnwQJwsL3ho1RufwEH1ZtT+F7SezGRLqxWPTjXfaUlvfygvLfqGwpJ4pY/ry6L9G/u6A9PRcNza2s2zpTg7sz8TFxYZFi6cxZmyowbkfGo2WMyeLWLXyEF+8t48zJ4toamgnKtabmbfFMX/BBKbe1J+QCA/snawRG9ifIe+vuaUZXr4OxA0PZPrNAwiP8cTcQk5FaQMZZ0o5vOcch/ecQ6VU4+Zpj5nCsNA0R0crxo/vS2trF6dOFnJgfyZu7rZ4edn32Lauro7QYB+iwz04ciKfQwm52PYx71XJ5YthYSYjxN2RXck5nMguZWL/QBQy4++dm0tlSEViDhYXodSoGerx/6eWl7ufnhY2bCnNoLy9mekevc8fk4jEKLUq0lszsJZa4Wfu22tbPSKyRapOQKJNQSm9HkSWgljh3x1hUXEeYS7OY8hcvPBCd+JzU5MYrVZEU1P3orepScT48Zdf5F6L/N2ei9GjVTQ1iaiqEtHSIsLLS8Ps2UqWLOno0Un8u83FXxFDHBCtVsui1D1UdbayNHoijgrLy37+wvv9ZkI8mXV1PDdkKGGOhim0X4qTOWW8vfEILraWvH33JBQ6huD0RH1DG8+99QulFY1cPzmS+XOH/t+O/eWe66ysSl59eQv5+TXExvrw4svTcXe3vehndaWlqZ3dm0+zYulOtq9LprSwDp8AJ27511Aeem4S46dHERDigsLCuInPxnp/xWIRzm59iBnsx9Sb+hM90BeNVktWWhkpxwvYsT6ZsuJ6bO0tcXCy6rUjKZVKGBDrg4eHLSdO5HPoYDbt7V1ERHogvswvq9+u08HOkgGRXhw7WcDhxDxsbcwJ8jeOI+Jmb41YLOJIehEFlfWMjfI3SXhiX0dHduTmcry8jMn+Af93GnK5++lmbk1qQwXHa0uItffQSwPoj7iauXCw/gjlnRWMtBtm0Elsz6iQaQ6jxR61pJ8gViggIKA7PSU+C5oUVx+ptLsKVkJCC0lJLSQktLB0qVCe95/A0epCzjZWMtbFn9A+ui/GTldVsTMvjzBHR6b4m6Z8Zn1LO0t+PohELObl2WOwsdBPp+NSNLV0sOjtbZRVNnLTtGjuvW2wTotFrVbLzh1nWfzCRurqWplz+yCee2EqVla9D0dpamjjh5WHePCWL/h+xUFqKpsZOSmMJZ/cxrIv5jJ+RhRW1lc3IVdfxGIRweHuPPTsJD5bP5+7Hh6Nk6sNh/ec48VHfuTFR37kdFKh3hogFzJ8RBBL374JDw9btmxO5ZWXtlBX16pTWz9vB956fga2fcxZ8f0R9h3J6vU4/sjto/oRF+RBQmYJPx85azS7FyKXSHg8Ng6VRsMHSSf0avtAYHe45afZiQbNv5XEksF94qhT1ZPabJrr/A2lZAJa5EjVv6BjuTeTIDghAgJ/QXRJfBa4NrCwAD8/IV/nn4JWq+WznBOIgPl65IJotVr+ndSdQ/J03CC9Kmnpw3ub4qlvaee+iQMI8zJOjH1Hp4pX39tJUWk9MyZEcNfNcTo5IGq1hpWfHuTzzw5hYSHnxZenc9PNA3qd79DZoWTDquM8OudrtvyYhKWVgrkPjGTluvt55PnJBIe7X1FNEVNhZa1g2s39ef/7u3npvZuIHRZAVlo5SxasZ8nT68nPruq1bW9ve5Ytv4nBQ/xJTy9n4TPryP9DFa9L4eVuy5JnpmFlacYHXx4kMaWw1+O4ELFYxKKbR2Jvbc6Xe06SV1FvFLt/ZLyvL/2cndlfWEBKZaXO7aLsXBnu5MOp+jJO1pUZNIbR9iMBOFR/xCA7PSKyQSUZiUSbj1ibYdq+LoOwUhEQ+AvyW+LzxRASnwUErh5JdaWkNVYx2sWfIGvdwxsSykpJrqxkpJc3/V2NlyR+IQfPFnA4vZAoXxduHmacakNqjYZ3P9tPZm4VY4YGct8c3fJLlEo17yzfxZ7d6fj5ObL83Zvp1693ivAatYYDO87y+Nxv+PGro0hlEu5+dDQfrr6HmbfFYt3HvFd2r3VEIhER/b1Z+MZ1LPtiLtEDfTlzqojn7v+Bj9/cQU1lU6/sWljIeWbhJO64cwj1da28uHgTGRm6KZj7etnz6tNTkMnEvL1iHzkFujkwPWFrZc6CG4ahUmtYvvEIao3x/8aJRCKeiP3fqUayfmro8wJiAfgm75RBY3CROxFiEUROex6VXdUG2eoJlWQyADL1HpP2czkEJ0RA4C+IhQVMm3bxvI+pU1XCrruAwFViVX4KAHf5XT4Z/UK0Wi0rTnUvXh6K6W+ScTW3d/LB1mPIpBKeuXG40fQnvvnpOMdOFhAZ6sZj947SyW5np5K33tzO8YR8IiI9WPLm9Tg59a4KWH52Fc8/sIZPl+2muamdG+YO5KM19zB1Vn/kZv+c2Ee/IGdeePtGFr8zC58AJw7tPsfjc79hww/HUanUetsTiUTccGMMTz41gc5OFa++vJXTqSU6tQ0JcGbBA+Po7FLx6ns7qKpt0bv/izE01JuxUX6cK65m47FzRrH5R6JdXBjq4UFieTlJ5bo5XtB9GtLfzp1jNUXkNNcaNIahtoMAONaQYJCdnlCJB6PFEql6L3B1QrIEJ0RA4C/KkiUdPPBAJ97eaiQSLd7eah54oJMlSwQ1bgGBq0F+Sz1HqgvpZ+tKlJ3upxmn6us4W1PNOB9fQkyUHPrp9kTqmtu5e2w0Xo59jGJz656zbNp5Bi93WxY9NhGZDjoWbW1dvP7aNlKSixkQ68OixdMwN9c/MbyrU8WaL47w/PzV5GdXMWJCXz744R5mzxuOhaVx8lz+ikTF+rD087k8/PxkLK0V/PjlURY9+J9eh2gNHxHEM89OQq3W8MaSbZxILNCp3ZABvsybM4T6xnZeeXcHrW1dver/jzw6fTA25mZ8ufsk5fXNRrH5Rx6MGQDAiuSTeuV43OEXDcDqglSD+o+yisRCbMHxxiRUWhMWmRGZoZKMQqwtx0Kea7p+LoPghAgI/EUREp8FBK4t1vxv8TH3f4sRXdBqtfxcWIgIeNBEpyAnc8rYfjKbQDd7bh0RaRSbiSmFfLH6GLY25rzy1BSsdFj4t7UpeeXlLaSnlTF0aAALn52MWS9OKzLOlLJw3io2rU7EwcmaRctv5NFFU3B0No2myl8NsVjEqElhvPfdXYyeEt59WjR/NWu+OEJXp/6L2oED/Vj04jTEYhFvL9vJkSPZOrW7bmIkMyZEUFRaz5sf7UGlMjyEys7KnEemD6JDqeK9TfEGJYJfiggnJ0Z6eZNcWUlCWanO7UY4++Jl0YftpZnUdva+OoxMLGVQn1ia1S2cbUnvtR1dUErGA2Bnfsyk/VwKwQkREPiLIyQ+Cwhcfeq72tlWmomHuQ2jXfx0bre/sJD81hYm+fsTYKebSJw+dHSpeHfTUcQiEc/cOBypgRoYAMVlDSz/dD8ymZiXnpyEiw6hVA0NbXz2aRI52VWMGRPCk09P0FuAsKNdydcf7uflx36ivKSeyTdG8+43d9IvzreXV/L3xspawUPPTmLR8htxcLJm0+pEFs5bRcYZ3RfWv9GvnxcvvTIDMzMp77+7h317dQuHmjdnMINifEhNL+Xrn4wTXjQhOoC4IA9OZJeyOznHKDb/yG9hkStOndLZ0RGLRNzu2w+lVsPaIsOqW/0WkhXfcNwgOz2hFg9GixV25sdBe+VzSYU9UwEBAQEBAQPZVJxOh0bFbT5RSHSs76/VavksJbm7kla07jkk+vDDrymU1TVz24hIQjwM1x3p7FLx1sd7aO9Q8swDYwn277nCVmtLJy+/tIWKihamTI3g3nkj9M5JqSpvZNkLmyjOr8Xdy44HFk4kNNKjt5fRK9QqDZUldZTkVVOaW019TQvtrZ20t3TS1tLZ/f/WTjRaNbb2NphbmWFuaYaFpRwLawVuPg54+jvhGeCMpc2VKxHcL86Xd7+5kzVfHmHXxhRefvxn7np4FFNujNGrWljfvm68+tpMXnv1Fz75+AC33hZBUFDQZdtIxGKenj+GBa9tZsvus4QFuzI8zt+g6xGJRDx9/TDu/mADn2xPZGhfb6zNjRuCF+LgwDgfX/YVFpDq4oKuOvAzPEJZkX2ctUVnuTdgADJx7/SG3Mxc8TP34VxrJvXKBuxkhmnmXBKRDJVkNHJ+Qak5g0bSzzT9XALBCREQEBAQEDAAjVbLxuJ0FGIpMz11V01OLC8nu76OoY5O+PYx/iKjtLaJnw6fxamPJXeN0z1E7HJ8/WMCRaX1TBsXxqghgT1+XqlU8/aynRQX1TF0mBfz7huhd5ncjNOlLH9xC82N7Uy6vh93PDjK5EnnWq2WsoJaUuNzyDlTSkleNWX5NaiUl07yNjOXobCQ09WhpKasCY360jvodk7WePo74R3sTMQgf8IG+GJmbpj6+eVQWMi557GxDBkdzHsv/8K3H/1KSUEt9zw+FqkOuTy/ERDozGuvX8fiRZtYtzaNiIgAwiMu7wxamMt5/tEJPPHyBj76+hDB/s44O1gZdD2udlbcPTaGlTtP8O3eZB6dMdggexfjvn7R7Css4JfSEm5mkE5tzKUyZnqE8kNBKgcq85jodnkn7XIMtIklv72QU00pjHMY3Ws7PaGUjEam/gWp5ghdghMiICAgICDw1yGxtoSS9iZmeoRiLdN9R3Z1WnfIxnQP0+zor9xxAqVawwOT4zCXG77ATThVwLZ96fh42nHPbT0v+rRaLZ+vPMiZM6UMHOjHjJkBejsgB3ac5fN396LVaJn35DgmXme6RVJrUwdnjudxOj6H0wl51JQ3/v4zM4UM7yAXPAOc8ApwwsPfCQfXPlhYmXWfeFiYIZF2n4BlZ2cTGBhIV4eK9tZO2lo7aa5vo6yghpK8akpyqynJreLM8TzOHM9j26oEZHIJoTE+RA0NoN/QALwCnU2jDB7lyVsr5/D2os3s3XqG8uJ6nnp1hl5ljH18HVj43GRefXkLy5bu5K1lN+LhcflQQi93W+6/fSgffXOId1fu583npyO5jBq7Ltw4NIytJzLZePwcMwaG4Oti3HDGEAcHYl3dSKooJ7e+XudwyRu8wvmhIJUNxekGOSEx1lGsrdzIiaZTJnVC1OKBaLQypOqjdMkeNlk/F0NwQgQEBAQEBAxgfVEaALO8w3VuU9jYyOGSYqKcnAm0tjH6mE4XVHA4vZAIb2fGRumeo3Ipaupa+eDLg8hlEp55cBxm8p6XDxvWn2LfvgwCApx44qnxFBcX6NyfRq1h9eeH2frTSSytzXj61RlE9Pc24Aoujkqp5tShLA5sTCb1WM7vpxeWNgoGTwgjamgA4XF+OLnb6hVCJhKJMDOXYWYuw9bRCnwcCIn+fx2UtpZO8tLLSI3P4XR87u9Oyer39+Do1odRM6MZfV00Tu7GPSVzdLHhtY9u4+M3d5B4OIcXHlzDs29dj6eP7pXZIiM9mHVTGGt/TuON17ex9O1Z2Nhc3pGZOCqEk2eKiU/K5+etKcy+zrBCDHKphIemDmTRqr18sfskb9wx3iB7F2NOWDhJFeWsSU/jxWHDdWrjZ2XHAHt3EmtLKGptwNuyd/fPSmpFmGUoZ1vTqeisxNXMpVd2ekRkTnNnGH0UqYg0FWjFptEpuhiS55577pUr1ts/mLq6OhxMVHrxr4YwF+cR5uI8wlycR5iLvw41na28mXaQAGt7HgoapPPu9crkU6TV1PD0wEHYajRGvd9arZbXfvyV6qY2Xp49Bmdbw0Jf1BoNb360h+KyBu6fO5SB0T49tjl6JIfPVh7C0dGKV1+/Dmtrhc7PdXtbF++98gsHd6bj7mXHy+/fTECIcRdGZQU1bPnmKJ++uIlfN6dQUVSHX183xs0awOzHx3PXM5MZMikCv75uWNmY63Uqoet1yuRSnD3siBocwISbYxl/UyzeQS7IFTIKMys4k5DHzjXHyUotQSaX4OJlj8QIhQUApDIJg0cHo1FrSTqay6E95/ALcsbVQ/cFs0KhxNbWjsTEAjIyKhgxMuiy4xOJRESHe3AwIYcTKUVEh3vgZGBYlpejDSl5FZzIKSXG3w1XO8Ps/RFvGxs2Z2ZwpqaGWSGhmOtYflImlrC/Mg8zsZTBjr0T4QRABCnNZ7CQWBBs2XP4Y29pqC+mj3kKGrE3GnGYyfr5I0J1LAEBAQEBgV6ypSQDlVbDLK9wnReqTZ2dbM7JxtXSkjE+PS/o9eVwWiHpxdWMDPcl3LvnxPGe2LjjNKfTyxgU48PUsT0vUDIzKvjwg32Ym8t4YfFU7O0tde6rubGd155cy6ljefSL8+GNFbNx8zROmI1WqyX5SDav3PMNT13/CVu/i0et1jBlziDeXvsAb665n5seGE1QpCdiIy329cHW0YqRM/rx6Fs3snLv08x/ZSZBUV6cPpbLvxeu46GJ7/GfD/fR0thulP7EYhG3zRvGY4unoOpSs/S5jRzZl6GXjdtmD2TY8EAyzlXw8Uf7e6wkZW2lYMH8sWi1Wpav3G+wfohIJOKBKXEArNyRaPSSvRKxmCnuHnSq1azP1H1uxrr4YytTsKU0A6VGf7HI34i0CkcukpPUpHuVrt7Q1NFdGEOqPmqyPi6G4IQICAgICAj0Aq1Wy+aScyjEUqa461o/B7bkZNOhUjG7bzhSA+Pi/4hGo+WrPacQi0XcN2mAwfYKSur4YX0S9rYWPHbvqB4drfr6NpYt3YFareHpZybh66t7Ra62lk7eeGYDuZmVjJ4cznNv3YCltXGqSBVkVLBk/iqWPbKGjFNFRA7y57Fls1ix+ynuWjgZ7yAThbr0EoWFnDHXx/Dad/fwzvqHmHbnEBCJ2Pz1ER6f8SHbf0i4bJK8Pgwf35cX37sJhbmcj97YwbFfs3RuKxaLePSxsYSEuHDkcA6bNqb02CYi1I1bZsRQVdPCl/8xXJ+ir5cToyN8OVdSw9FzRQbb+yNjnF2wksn4OeMcKo1uZWzNJFKme4RQ39XOoaqCXvdtJjYjyjqcGmUtRR26Kdb3hi61E2qRHxLNCdB2mqyfPyI4IQICAgICAr3gbGMlxW2NjHHx0zkhXavVsiEzE5lYzMweypv2hkNpBRRWNzApJtBgZXStVsvK74+iUmt45F8j6NODQ6DRaPn3e3toaGjnjjuH0F+PHI7ODiVLn99EXlYlY6dG8MDCib8nehtCXVUzK1/ezPOzPyMtMZ/oYYG8vfYBFn12B0MnRZi8ypYx8Axw4o6nJvLJjie4/ckJaDVavn9nFwtuXEHi/nNG2SEPjfTgxXdnoVDI+HDJdk4l5OncVi6X8uzzU7C3t2T1DwlkZJT32Gb2dQPw83Zgz6FMzmVXGDJ0AP41vj8iEXx/IMXoJwbmUilTAwKpbmsjvlR3R2C6R3elvO1lujt1FyPGursYQ2rLGYPs9IRaPBgRnUg0p03az4UIToiAgICAgEAv+G1xoc8pSGpVFfmNDYz18cVWYVytCK1Wy6oDKd2iaaOiDLZ3KCGXs5nlDO7vo1MeyNYtqZw5U0rcQF9m6lHFStml4p0Xt5BxppShY0K4/+nxeuuI/BGVUs36zw7y5MyP+HVzCl6Bzjy/Yi7PfXK7waceWq2W+qom8s6WcuZYDsd3nWX/uiR++fowP3+4h4M/p7J7TQJHtqZw6tcMMk8VUppbhapLf7XyC5ErZMy4ayj/3voYk2cPpLq8gfee+plX7/2WwqxKg2wDBIS68uxb1yMWi3j3pa2kpxTr3NbW1oKnnp4AwAfv76O9/fJhVlKpmAfvGAbAylVHUet4wnApfJxtGRXuS1ZpLYnZ+osx9sQNwd3v+IbMTJ3bBNs4Emhlz5GqApqUHb3uO9QyGJlIyulmwwQQe0IlGQjQfRpyhbj2twAEBAQEBASuMZQaNbvLc7CTmzNIj8TTjVndi5gbgkOMPqb4jGJyK+oZ388fTwNPQdrau/jqxwTkMgnz5gzp8fMFBTWs/iEBW1tzHnp4jM75MWqVhg+WbCf1RCH9h/jzyKLJBudjFGZVsmLxRgqzKunjYMldCycz+rroXtnVqDWU5VdTcK6cwoxyCjMqKMwoo7G2tYeWp/70HYlMgmeAMz6hbvj2dfv9q2UPVaX+iI2dBXc/O4WJt8ax+t97OflrJi/M+ZybHxzNjLuGGXSCFNbPk2den8myRZtZ+vwmXnrvJgL7uunWNtyd62+IYcP6U3z95REefnTs5T8f7MrYYUHsP5rNrgMZTB1nWEL03DH9+PVsAav2pzAwyMOoJY5DHRzp6+DIkZJiqtpacbbQLc9pqnsIH2YdY29FLjd66V4970LMxGb0tQzhdEsalZ1VuJgZnud1MdTiGLRIkKpP0GU6yZr/Q3BCBAQEBAQE9CSxtoT6rnZu9YnUWRW5uauL3QX5eFpbE+em28JOV7RaLd/v747HnzvacC2NH7ecoq6hjTnXD8DV6fIlhLu6VHzw/l5UKg0PPTKGPjpqTmg0Wj5dvpvEQzmEx3jx1CvT9BLO+5M9tYat38Xz84oDqFUaxt4Qw9ynJ2FhpZ+adleHkjPxOSTtP8fJ/edoqvt/h8PJw4648T44edhhaaPAwtq8+6uNOeaWZhQWFGFrbU9bcwdtzR20NrXTVNdKcXYlRZkVFGaUc2hTty2RWERofx9ix4UROz4MFy97ncfp7uvIM/++jeTD2Xz+2hZ+/Gg/Jw9m8dDr1+OmR7ndPxI9yI/HF0/l/de28cbCDbz6wS14+zvp1PbW2+JITi5i374MYuN8GTT48uro/7plEAmnCvh+/QmGDfTvMeTvcgS6OTCsrzdHzxWRnFdO/wD3Xtu6GDcEB/PmsXi25uRwb5Ru79gk9yA+zDrGjrKsXjshAJFWEZxuSeNMS5rJnBBElmjE4Yg1Z0HbDCJr0/RzAYITIiAgICAgoCe7yrMBmKyHGNnOvFw6VCquDwpGbGQhuhPZpWSW1jAy3Ndg0bbisgY27zqDi5M1s6b1vNj6z5pECgvrmDgpjNhYX537+enroxzalU5QX1cWvnEdcrPeb79WFNexYvEmslKLsXW04v6XZtB/pO5hcl0dSo7vPsuJPemkHsmis10JQB9HK0ZeF4NfuAe+fd3wDnHt8eRCbq8m6BL5Phq1hvLCGgrPlVOQUU5GUgEZJws5l1TAqmXb8Q52ZcC4vgyf3g+PAN0WmzEjgnh77YN8/dZ2ju1K47lbP+P2Jycw4ZbYXp8GDB4dzIPtSlYs28WbCzfy5so52Dv2XP5WJpPwxJPjeebptXy64leCQ1yxs7O45OftbC24/YZYvlhzjFXrEnnkXyN7Nd7fuGNMP46eK2LVgVSjOyGT/QN470Qim7Iy+VdklE7vsJu5NTF2bpyqK6O6oxUnhe6V4i4kwqovIkScaUlnvMOYXtnQBZV4IGaa00g1p1BJRpmsn98QnBABAQEBAQE9UGrU/FqZj6vCiihb3fUrtuZkIxaJmBFo/IT0/xzqTlq9Y4zhpyDf/JSAWq3lvjlDehQlzM6qZMvmFNzc+nD3v4bp3Efi4Rw2/pCIq4ctzy29AXMLea/He/JQFp+8sIG2lk6GTArnnuenYm176YXvhXS2d7H3p0S2fnWYhupmANx8HYkdH0bcuDAC+3kiNmIFM7FEjIe/Mx7+zgz9n4PXUNPMqQMZJO07x5n4HDZ+eoCNnx5g4MRwZj08Fp+Qnk/NrG0teHzZTcSNDeXrN7fz9VvbOXeqkPmvzERh3ru5HT0lnMaGNlZ/dpgPXtvGS+/drFOol5eXPXfcOYSvvjzCV18cZsHCSZf9/LRx4ew6mMGugxlMnxCBr6fup0F/JNTTibggD05kl5JRUk2op24nOLpgLZczwdePrTnZJFdWMMBVt9PMiW5BJNeXs68yl9t8eperZS21xtfcm7z2fNrU7VhI9Avh0xW1OA74Eok66Yo4IUJiuoCAgICAgB4k15fToupitIufzjvNpc3NnKmuJs7NDWfL3u2GXoq8ivru8BN/N4LcDRM9zMipJDGliPBgVwbFXD4ZXa3W8NnKQ2i18OBDo1EodDvJqK5o4tNlu5DJJSx4fSbWOoZvXYz9G07xzhM/olSqefC163h82U06OSAdbV388vVhHpvwDquWbqejtZMZ80by7rYneH/nU9y+YDLBMd5GdUAuha2jNf9l77zjoyjzP/6ezWaz6T0hpIeE0IuU0FHpoFgRThB7O3v31LNi+3mnnhXFhoiggogU6QgqBEKvaSQhlfTetv7+mN0AyZbZzUYs8369eHmXfeaZZ2Znd7+f59sunTWMxxfOZ9Hup3ngrTn06B/F3k3HeeKKd/nvfV+Rd7JY0lyjpvTj/769i+RB0ezeeJyX71zSqb4iM+cMZcT4JE4eKeK7xdLL6U6b3p/k5HB27TrFwYO2y+YqlQpuvi4FoxG+WrnP6bWauW5MPwC+332i03O1Z3qPHgBszJVePWx8WBxAp0r1AvT2TsaIkaym7E7NYwu9oi9G3HEzHO6yc5yLLEJkZDpBUxPk5ipoarrQK5GRkfm9MBsT48LiJR+zyWS0TIm3HSPvDKtSRWPr6lGd73T85UqxMs4N1w6zK7A2/HSMnJxyxl/ck379IyXNr9Pp+d9L62hsaOWW+y8lJkF6H5H2/Pj5b3z84hpjgDxpAAAgAElEQVR8/NQ8/+lNjJ85yO4xWo2ONZ/+wv0T3+Cr//sJTbOWq+66mHe3Ps7cR6dKDoHqKtTeHoycNoAF397NEx/fSOLAaNI2n+DJq97jP/csIT/DfjnboHA//r3oRsZM70/WkUJeuPULqsrqnVqPIAjc+egkwiL8WfXVHo7sOy3pOIVC4I67xqNQCCz6aCetrbYrgw0dGE2vxHBSD+SRmVPm1Frb5krsTkyoP9uP5FLd4JrGjm1zd4sgSK1mc26e5J4h3Tx9SfYNYX9lEY0655szJnuJ4YUZjVlOz2EXwQODohcKYyYYu96wkUWIjIwT6HTw5JNqUlJ8GDLEh5QUH558Uo2ucxUYZWRk/uAYjUZ2luXi5ebOkCDpMeebcnNRKhRMiI1z6XqaWrVsOXSKMH9vRvaSXqXLEoeOF3HkRDFDBkTTz04IUFVVI8u+3ou3twc33jRK8jm++XQXmcdLGDOxF5fO6OfUOo1GI1+9uYmv/7eFoHA/nv/8Fnr0sy+CTu7L5Ykr3mHpGz+h1ei4+p+X8O7Wx5j94GR8beQtXAgEQWDwuGReWn4X/1p0E0mDYti39ST/uuY9lv13I5oWrc3jle5u/HPBVUz9x3AKsst47qbPOJNf5dRavH3VPPjcDBRuCt59+Sdq7FYGE4mPD2HGZQM4c6aOVd93rBZ2LoIgMP9asfP5khWdKxErCAJXpPRCqzew4YBrDXalQsGkuHhqWltIK5HmnQIYFxaH1mggtUJ62eP2xHnG4KHwIL2pc31H7KFXDERAj5vheJeeB2QRIiPjFM88o2bhQg8KCtwwGAQKCtxYuNCDZ55xbd1/GRmZPxa5jdUUNtUxMiRGclWsgro60qsqGdG9O34ejlVqsseWQ6do1uiYMbQnbp0IHTIajXy5Yi8AN1wzzO74JYt309SkYd78EQRIzL/IPFbG6mVpdIsM4PaHJzqVNK3XGfjo+R9Z++VuuseH8OLiW4iMt+1Naapv4ZPnfuCFeYsoyatk6ryRvLv1ca67fxI+Etd+oRAEgYFje/Lisjt54qMbCQr3Z/WiHTx+xTscSz1l81iFQuDGx6cy658XU15cw3M3fUauhEaClkjs1Y25d46ltrqJd1/+CYNemhdgzj+GERTszfcrD3CmpNbm2AG9uzO4byQHjxdxRGL4mTUmD05EpXRjzd4MDAbXNi+cGC96QLfm5Uk+ZpwLQrLcBDeSPHtQpimnSlvt9Dz20CtEj+LvEZIlixAZGQdpaoJ16ywna65fr5RDs2Rk/sKcDcWKk3zM1tPiMRPjpIdvScFoNLImLQOFQmD6UOmVoCyRdjifzJxyRg2NJzHOtlGflVnKjh2ZJCSEMmmStBCwqooGvvv0IEp3Nx56/jKnEtG1Gh1vP/YdP68+RI++3Xn+s5sJ6Wa7H8q+bSd5ZPpbbPlmL1FJYby47E5ueuZyfDqRh3IhEASBweOTeWPNA8y4aQylBVUsuOlTFj61kqZ6643wBEHgmjvGc8tT06mrbuTF2xZz8oC0kKr2zLj2Ii4amcDRA/msWrpX0jGenipuunkUOp2BL7+0n1Nyg8kb8tX3+zrV+dzX04NLBsRTXFXPgZzOCZr2DA4LJ0itZlv+ackhWb39wwjx8OLX8tPojc43Zkz2FotadGVIll4hJs/LIkRG5g9IaamCoiLLH52iIgWlpfLHSkbmr8qu8nwEYEyo/Q7iZrafPo1CEBgfHePStZw6U0VWcSUjk6MJ9e9csvv3Px0B4Porh9gdu3TpHgBuvmWUpM7mRqORRW9uoalBw/y7xxGf5HjehdFo5IN//0Da9nT6pcTzzMfz8bMRQqXX6fliwRr+888l1Nc0cd0DE3lt5b0kDXLNe6Bp0XImr4LMA3ns33yM7d/sYfUHW/nq5R/Z+sVeNnzxC7t+PMix37LITy+mrrLBJedVe6m44cnpLPjmbmJ7RfDz9/t58ur37CauT75uGPe9eg2aFi2v3/s1+VmOd1gXBIF7npxCcKgPKxanUlJg27NhZvToRJKTw0ndncOpbNv5Hj0Twhg2MIYTmWfIzCl3eI3nMnN4LwB+2udag91NoeCS2DiqW1o4UiYtf0UhCIwJjaVa00x6rfPXZRYhXZmcbhQCMQgxuBmOQScEkxTkEr0yMg4SHm4gMtJAQUHHUIzISAPh4V37oZWRkbkwtOh1HK4uIdkvhEAPaTvpta2tHKsoZ0BoGAFq14Zrbj0sJrtPGtSjU/PkFVZxLL2EQX0jibPTLC8j4wxHDhcyYGAUfSXkYQAc2J3L/l05JCQHM+Uq+8njllj92a/s3nic5EHRPP7O9ag8rJsvrc0a/vfQcg78nE5UYhgPvDmH6J7SSylboqWplcz9eZzcc4oTqafIPnQanUZv44iOVZ5CowLpndKDPiMS6Z3Sg/DYYKf7ePToH8XL3/2TFe9tZfXHO3hh3iIeeX8e/UZYfxZGTe2HIAj874kV/Oehb3hl6e0Oe4R8/T2589FJvPLEKtZ8fYyxlwyxew2CIDDn+uG88NwaVqzYzxNPTrM5/oop/Ug7nM/aLcdJ7kShgD7RoXQP8uW3k/k0a7R4qlzXBnxsVDQrM9LZVVTIRd2kPVspIdH8UHiStMoi+gaEO3XebqpwPBWe5DTnOXW8VPSK3rjrNyIYizAKncs1s4UsQmRkHMTLC2bM0LFwYUcRMn26Dq8/doixjIyMkxyuLkFrNDAsOEryMXuKizAYjYyOkn6MFIxGI9uO5OLl4d7phPR1W8QE1Msm2u/ovOK7/QDMmmXfYwJiCNXi939GoRC4/Pr+ThndB3Zm8s172wgK9+Oh/15nU4A01DTx+l1fknUonwGjk3j4netRezuXh1NX2cD2b/ewb9MxTh3OR68TN5gEhUBcn0hiekXgF+xz9l+QNz6B3uRm5+Hn6U9dVSN1lQ3UVTVQUVRN5v48dq7cx05TGdqgbv70H9OTi2en0Ht4gsP3RunuxpyHJhPbqxvvP/4dr93+Bff83yxGTrPei2LklL7kZ5eyatEv/O/xFTz5/lxJvT/OZVBKPMPHJrL3l2x2b89k1KXJdo8ZMCCKpJ7h7EnN5XReJbFx1ktJD+wTSVSEP7/sPcVt/xiBv53mkNYQBIFLByTw1c+H2XWygAkDXVeZblhEBEqFgl1Fhdw7ZKikY4YGiaJ9b1UhN/W4yKnzKgQFCZ5xHG88SZ2uDj+ln1Pz2EMv9MadjbgZTqJTyCJERuYPxYIFYgzu+vVKiooUREYamD5d1/Z3GRmZC09VVRWfffYZtbW1CILAuHHjmDhxotPzpVUVATAsSJoHAOC3wkIARkW6VoQczy+jtKaByYN74OHu/E95Y5OG7buyCA32YZidUKWcnHL27ztNnz4Rkr0gP31/kDNFNUy7ZjBh3X0dXl9xXgXvPvU9SpWSR9+aTUCw9a7dFSU1vHrb5xSdKmf0ZQO5+5VrUNppttgeo9FIxr5cNn+1i9R1h9Bp9CjcFCT0jzJ5MXrQa1gCXjYMY8FXa7FjusFgoCDjDCdSszmZeoqTe3PYsSKNHSvSiOrZjUnzRjHu6qE257bEyGkD8A305r/3fMU7D39DbWUjU+eNtDp+1t2XkJ9Zyv4dmSx9ezPzH7XdTNASN9w9jv27c1iycCdDRiXgYadHjCAIzLpuCK8sWM/Klft5+JHJNsfOmNCXj77axcYd6Vx3+WCH12dmwkBRhGw7kuNSEeLl7s5F4eHsLSmhoqmJEAm7j8EeXiT6BHGoqgSNXo/KTVphi/aYRUhOcx6DfJ1rfmgPg0IMZXMzpqPD+nvVWWQRIiPjBEolvPZaC88+K+aIhIcbZA+IjMwfDIVCwaxZs4iNjaWlpYWXXnqJPn360L279NK655JWWYhSUDBYYmleo9HIrqJCgtRqegV3rolge7YdyQVgwoDOGVZbf82kpVXHdZf3tltdy+wFuVaiF6SmspGVX+7B10/NrJtGUnLGsfKkTfUt/OfB5TQ3tHLvy1eR0Mf6fS/IKuXV27+g6kwt028czbwnpjnUaFDTouHn79LYvOQ38k0VpLonhjF53mjGXj3UJVW0FAoFsb27E9u7O9NuHofRaCR9b44oeNYf5vNnv+fr19Yy5oqLmHrzWGJ6SX9O+43owbNLbue1O77giwVrqK2o57oHJln0rigUAve8fDX/nv8J679KJS65G+MuH+jQtYR3D2DMpAR2/JTN6mVpXHez/TLNQ4bEEh8fwm+/ZjN7zjAiIwOtjr10dE8Wf7eXn7af5JoZA52u/BYfHkhCt0D2ZBZS39yKr6frqtONjoxmb0kJu4uLuDyxo+i0xLDgKLIbjnC0ttShEt/nkuAlFrjIaeo6EaJXiN4theFkl8xvRs6glZHpBF5eEB8vCxAZmT8iAQEBxMaKCeRqtZqIiAhqamqcmqtBq+FEbRl9/cPwVkqr7JRZVUVFczMjI6NQOBn7bwmd3sD2o7n4eXkwJFG6V6Y9RqOR9duOo1QqmDK+l82x+flVpO7OITEpjIGDpIVnLPv0V5qbNMy+dTQ+vo7lwxgMRt596nuK8yq5bP5IxsywbmxlHcrn+XkfU3WmlrmPTeWGJ6c7JED2bjjCgxe/yqdPr6Aou5QRMwby7+X/5M2tTzLtlnFdVsZXEAR6p/Tg/ndv4IPU55jz+Ax8A73ZuiyVx6f8h48e/4aGGunlFuP7dOfFZXcRHhPEqoU/s+jZVRisVG/y8vHg0bfm4O2rZtFLazh1rMjh9Y+fnkRgsDerl6VRUVpnd7wgCFw7awhGI3y/wnbfEG8vFZeMSqK8soG0Q7Y7rttjwoAEdHoDvxx3riqYNUZFiZ89s7dTCsOCxWPSKqUf055YdTQKFOQ05zo9h10EH1Nyejp0okqZPWRPiIyMjIzMX56KigoKCgqIj5dWJjcr6/yKOocaK9AbjSQInh1es8baQnHnP97Nze4xUucEyDxTS3VDM+N6diM3x3avCFvkFNRQWFLLkH7hlJUWUmajYNLKFWJX9lGjIsjOtl+Zp/xMAz//dJzwSF9iktVt1yf1Onevz+DgL1kkDuzGsOmxVo+rLq3nw4fW0Nqo4eoHx9BrnLT1ATTXt7D23V84vDULN3cFY2cPZtQ1A/ANFiuNSZlHp9XTUNVEfWUj9ZWNNFQ3oVK7c2p/Ab7B3vgGe6P2UUnK9+g3JZY+E6PJ2HOaLZ/tYdvyVPZtOcpVj11C0lDpVb1uWjCZJS9sZtt3+9ArtEycZz3/4Jr7R7DklZ/576PLueeN6ajU0s1CD7WSS2cmsfLzQ3z23iaumm/fmxIUbCQs3JsdOzIZPTYcX1/rnol+ST78tB1Wrd9PsK/t5oy2iPcTBelPe4+T5O/cZoCl589oNBKkUrG7sIDMzExJ73GAXosA/FqUzQSse4LsEUIw+S2FpGem4yY4F9bVnvbXGBcUSZBXPqdzd6HRO18gwFJoohlZhMjIyMjI/KVpaWnhww8/ZPbs2Xh6Sou3b//DuS1LbA52cUIfkiT2CCnMzwNgxsBBdPOxnsuQlZVl84e6PdtOiR2lp43oT1KS80mjW3b/CsAVU4eQlGQ9Z6WxsZXDh7YTFubL5TNH4uZm38uweeVGjEaYe8d4evUSe5hIvc7i05Vs/vowvgGePPrmXKt5IJoWLZ8+8RHN9a3c/uJVTLjOfpNFM4d3prPw0ZVUnaklcVAM97w1l+52KjEZjUbyTxZzYOtxDm07QWFWKfVV9kvvuqvdCY4IoM+IRC6a2Jf+Y5Px9LHuGUrulcyMuRNY/eE2Vry1gcVPrGXSDaOZ9/TlqL2khRMlLU3kqVkfsOObwwwbP4Chl/a2PC4piaqCVtZ+uZs9a3O55V/TJc0P4vs5a97F7Nqcx8Hdhdxy3xRCwuzn/VxxhYZFH+8k51Qr187qZ/0akmDlhhzSc6oIj4jGz8Y9s0USELczi4wzdcTExTucQ2XruR1eUsSGnBxU4WHE+QdImi++/BC5zfUkJPbATXAuICnpTCJlNeX4xPgSpXbeG2rG0jWqtANBt5uEWNC7Sf9+cgQ5HEtGRkZG5i+LTqfjww8/JCUlhYsucq4iDcDRGtFN0M9fWmlNg9HIodJSunl72xQgzpCaUYhK6cbghAin59DpDPyyN4cAP08G2si1ANi5I5PWVh2TJveRJEDKSmrZuekEUXHBDB/rmPFiNBr59OV1aFt13PrUDKsCxGg08ukLq8k7Ucyls4ZKFiCaFi2fPrOCV+Z9JOZNPDqNF7+/36oA0bRo2bfpKB8/sZx/DnuOxya+xrJX15CeloNvoBd9Rycx5qqhXHbnpdzw7JXc++58rnjkEq59eBoT541myKR+xCRHUF/dyLZlu/nPrZ9wS98neWn2e6xbtJ3S0xUWz+umdOPq+ybx8o8PEdWzG5uX/MbjU/5D1kFpIUU+AV488u5cVGp33n/8W4pzLZ8H4Lp7LiUyIYTN36aRddSxMCGFm4Kr5qag1xn4cVmapGPGX9wTtVrJ5k0n0NvpvD5+ZCJ6vZFdaZ0LPRqRHI1Gp+dgjnMd460xOEz8PjhQKr3vSv+AbjTrdZyqr3L6vNEeovAoaHE+rMseBoXoNVYYcrrsHLInREZGRkbmL4nRaGTx4sVEREQwebLzFV6MRiPHakuJ8vKT3B8kt7aGmtZWpru4KlZpTQO5pdWk9IxC7WDlp3M5dLyQuvoWLp/U16awMBqNbNgg5o1MmGh5N709P3ydhsFg5Op5wyU1MzyX1E0nOL43l8Fjkkix0Y19yzd72bHqAAn9Irnpmcslzd1Q08gbt35KelouUUnh3PP2XBL6W/YktTS1svnLX/nxw63UltcD4B3gxZirhnLRhL4MvLg3vkGWG0RmZQV02FU2GAycOpTPgS3HObDlGEd/yeDoLxksfu57hk8fyLUPTiWuX8dnJb5fFK+ufZhv//sTaz/+mReue4/7/jePlOn2Q59ie0Vw+4tX8v7j3/Hm/V+xYPndFssVqzyU3PrUDF68bTGfv7qeBUtuQyFBbJoZM6kX3y3ezda1R7l6XgoBwbYbZ3p5qRg7riebN53g4MF8hg6Nszp2XEoPPv9mDz+nZjP1EmnPnyVGJEex/JejpKYXMCLZdSVnB4eLPUIOlZZydU/7pYpB3MhYXXiSY7Wl9PQLceq8Zu9HQUsR1uugdQ6DEAeAwpjXRWeQPSEyMjIyMn9RsrOzSU1NJT09nRdeeIEXXniBo0ePOjxPflMtddpW+kv0ggAcPCPujJqNFFeRmiHufKYkd07c7EgV8x3Gj0i0OS795BkK8qtIGZFAgIQE7cqyen7ecJxukQGMvFiaUWamubGVL/+zEXeVGzc+MdVqjH3WoXy+eHktvoFePPzOXFQe9pvQlRVU8e+r3yE9LZeRlw3i1XUPWxQgzQ0t/PDuJu4Z/jxLXvwBTbOWy+68hBdXPcgnR17h/vdvZMzVQ60KEGsoFAqSLopj9uMzeH3TEyw8sIA73phD4uBY9q4/zOOTX+f1Gz8i+1BHT4dK7c68p2fy5Jd34KZ04627F7P+0x2Szjt25mCmzB1BYVYZH/37e4xWkoz7DI1jzPT+5JwoYdsq20nj7VEq3bjy+uFotXrWfNuxSaMlpkwVe9Js3HDc5rjQYB/6JUdwPKOE8k50ne8XG463WkVqZqHVe+AMPQID8VOpOFh6RvIx/U2NCs3eVWfo7hGBAgWFrY4XFJCKQYjGiBtuhq5LgJc9ITJ/Opqa5LK4MjIy9klKSmLRokWdnsdsLPQPkC4ozEbJ4G7OdUa2RmqGmOw+shO7uS2tOnbvzyM81NduR+otm8WE9MlT7DcyBFjzzT50Wj1XzRvucBO87xftpLq8nmvuGEc3K53b66oaeOuBrzHoDdz/5hxCutuPwz99sphX5i2kpryey+64mLlPXd6hepZOo2PtR9v4ceFWGqqb8PLz5NqHpzH91vH4BDomOKQQ1M2fiXNHM+H6URzZkc6Ktzawf/Mx9m8+xqBLejPv31d2KNE7aHwvnv/uXl6/aRGLX/hBrAb21OV2E6JveGI6uSeK2b3+KEkDY5h+42iL4+Y+NIn9OzJY9s5Whk/og1+g9B/Yi6f2YeWXqWxafYQr/jEcvwDbHsOEhFCSksI4eCCfysoGgm30fxk/sgfHMkrYuecU10jwAFlC6aZgWGJ3fj6Wx+myGuLCnU8KPxeFIDAoPJydBQWUNTUS5mX/WenhG4Snm5JjnRAhKoU74R5hFLYUYzAaUDiZW2ITwR2DEI3CmCtWyHJhhT8zsidE5k+DTgdPPqkmJcWHIUN8SEnx4ckn1eh0F3plMjIyf2VO1pYB0MdfeoWYo+Xl+KpUxEtMVpWCTm/gUE4J0SF+RAQ53vjPzKHjhbS06hiX0sOmAavV6klNzSE01Je+fe33NNC0atn+03GCQ30YO8mx0Jnq8no2fL2HkAh/rrhljNVxi19ZR1VpHbMfmET/kba9OABn8ip42SRAbnr+Km545ooOAqSusp4XZr3L16+uAWDOE5fxwd4XuO7R6V0iQM5FEAQGXtybF394kGe/u4++o5I4tP0k/5r2BrtW7+8wPr5fFC/98ACRieGs+Wg73725we45lColD759Pf7B3iz770ZK8iznhwSG+nLtXRfTWNfCuiW7HboOd5WSy2YPobVFy06TcLXHxZf0wmAwkrrbds7B6GEJKBQCu/fnObSm9pi9h/tPFXdqnvYMNOWFHC0rlzTeTVDQ2y+MnIYqmnXOV/2K8ohEY9RQqXU+t8QeBiEOgQYEuuYcsgiR+dPwzDNqFi70oKDADYNBoKDAjYULPXjmGecqZsjIyMhIIau+EoBEX8u78+2p12goqK+jd3CwS/uDnDpTRbNGx8D4zoV47TsielOGDbRd9vX48WKam7UMT4mXlNuxb1cOzU0axk7ug1LpWNnQtUt2o9XoufLWsaisdN8+9Esmv609TI8BUcy8bZzdOatLa3ll3kJqy+u5+cWrmXZLx2OKss7w9GVvkpGWw8jLB/Pe7ue5+oEpDnct7yyCINBvdE+eW3E/j312O0p3JW/f/QUr3trQIXwoNCqIZ5f/k/CYYFb+bxM/fb7T7vxB4X7c/O+ZaDU6PnnuB6shSZNmDSUgxIdN3+yloa7ZoWsYN6k3bm4KftksrcHd8JQ4ANL25tkc5+ejplePMDJPlVHf0OLQms5lQJz4uTl2uszpOSzR29SINL2qUvIxSX7BGIGcBueN+3CVuClSqnHt9ZyLUSFuPghG1wo3M7IIkflT0NQE69ZZjh5cv15Jk/R+TjIyMjKSMRqNZNdXEuXph5fkJoWiMZIc5Nou6cdOmyp0xTof4mU0Gtl/pABvL5XdUCyzcTg8RVpvFbPxOc5BL0hddRNbvt1HUJgv42daDrfRafV8sWANCjcFd7x0ld3E6ZamVl698WNK8yu55oHJTL1pbIcxR3am8/Tlb1J6uoJrHpzKAx/eJFl8aFu1FGSUcHDLMTZ9sZOlL/3A23d+yrOX/5fFj67ik8eXsfrdTfy2ah+Z+3KoLbffzM/MsKkDeOnHhwiNCuLbN9bx3v1L0Laev2MeEObHU1/dhX+oL188t4rUdYfszpsypR9DLunF8T057Nl4zOIYldqdy+aPpLlRw8ZleyWvGcAvwIuBw+PIzSyjMM++QR4c7EOPxFCOHy+msaHV5tghA6IxGI0cOOZ8NajuQb4E+Xpy9HSpS/NCkk0iJKNSughJ9BGPMW9wOEObCGntOhFiEMQEeIWha0SInBMi86egtFRBUZHlH52iIgWlpQri422X+nMWOQdFRubvS5WmmRptC4MCpZfDNRsjvYJdLUJEY6MzIqS4tJbyygbGDEuwWxUrLS0Xb28Peve273mpq2nm0J484pPCiIpz7LrXf7Wb1hYtc+6fgLuVil9bv93LmdOVTL4+hdhk++/FZ8+s5PSJYiZcP5JZD0/t8PqWpb/xyZPfonBTcO+78xl3jf0SvwaDgeO/ZbLz273sWXuQZgu78oIgYDQaydjVMZm3x+BYxs9KYdRVQ/EPsR1OF9OrOy+ve4Q3bl7ELyvTKC+o5NFPb8fvnNyJbnEhPLXkTp675l0+fHQ5sX0iiYgPtTqnIAjc8OQMDv2axbI3NzL00t4oLdzvidcOZfVnv7J+aSrT5o7Ay0dabxIQBeiB3Tn8suUk/7jNelidmWHD4jmVXc7Bg/mMsVHOeUj/aJas3Meh40V2iylYQxAE+sWEsfP4acpqGwkPcE3p7CC1J2FeXg55Qsxe1exOeEK6eZg9IdLCwJyhTYQYuyYBXhYhMn8KwsMNREYaKCjo6OKPjDQQHu56AaLTiSFg69YpKSpSEBlpYMYMHQsWtKCUPzkyMn8Lsk07lT0khmIBpFeJhkWyi0XIiYIy/L3URHYqH0Q0Jgb1s93gLC+vkoryBsaOS5IUWrX75wz0egNjJvZyaD0Ndc1sXL4X/yBvLr3Kch+XpoYWVr6/DbWXimvumWB3zp+/28uOFWn0GBjDLS9efV7ei8Fg4KuXVrP2o234Bvnw2Ke30Sulh835CjJK2PntHn5ZsZfKYrFpZUhUECOvuIiw6GBCooMJjQoiNCaYoG7+HD9yAj9VIOWFlVQUVFFeWMXpE0Uc3ZnOqYOnWfzsCgZN6Mv4WSkMmTLAavhZQKgfz313Hx88tJRdPx7g6cv+y5Nf3klk0llRGNcnkjteu4537lvCW3d/wYIfHrQ6H0C32GAmzRnOhiW72bx8L9Pmj+owRu2lYvrcEXzz/nY2f5fGFTfbFxNmhoxKQO3pzq+b05l9y2i7YXzDhsexfNle0vbm2RQhCbEh+Hp7cOiYWN1KSndyS/QxiZDj+WUuEyEAvYJD2FmQT1VzM0ESGqIm+IjfJzmd6BUS4h6CgNC14VgmEdJV4ViyKfUn5e+2O+/lBTNm6Fi4sOOP4fTpui65B+YcFDNiDop4/tdecz4uVUZG5hO+fcEAACAASURBVM+DOWa7h48DIqSyErWbG3F+/i5bR0VdE6U1jYzqFe20AQbniJC+tkWIORRr2PA4SfP+uiUdQYDRExwTIRuX76W5UcPVt4/Dw9Oy8bzmk53UVTVy3QMT8bdRRQmgMKuUT59egZefmgffn99hp//L51ex/pOfiUwM54kv76RbnHXPQdWZGj6470sO/yyGmXn6qrl07ijGzUqh98jEDgnuZjx91cQlRXXo+1FdWstvq/ax89s97N94lP0bj+IT6M3NL89i3KwUi3OpPFXc/8GNRCSEsfLtDTx/7Tu8vPYRwqLPCtzRV1zE8d3ZbP16N0sWrObWBdfavEdX//NSdqw6wPcfbGP8VRfh5dsxr3LKnOGsWbyLdV/uZuqcFKvvTXs81O6kjEtix8YTZBwrovcA26Wk4+KCCQ31Zf/+0+h0equCV6EQGNgnkl/TcigurSWym3MFH/rGiN6D4/llXDogwak5LNErOJidBfmkV1UySkJvIF93D8LVPpzqhCfEXaEk2D2IUo3zVbbsYRBEr2NXeUIuaE7IF198wcMPP8xzzz13IZfxp+LvXCFqwYIW7rqrlZgYPW5uRmJi9Nx1VysLFrheEMg5KDIyMgB5jTUAxPtIK+mpNxjIq62hR2AgblaMVGfILBYrGvWKsm4028NoNHIi8wyhwT50C/WzOfbI4QIUCoHBg2wnrwPUVDWScayYPgOjCAqRvrts0BvYuvIAnj4eTJw11OKYliYNG5em4h/szfQbbe/IG41GPn92JZoWLXf93xzCYs73RO396TDrP/mZ6OQIXvrxYZsCJH3PKZ6Y8CqHfz5Jv7HJPLToNhYdf527376BvqN7WhUgtggM9+eyuybwf9ue4s1f/s0V901Gr9Pz7j+/4NMnv0Gn1Vs8TqFQMPvxGdz04jXUltfz7r1fYmjXafym568kOjmCTV/+RvbhfJvr8Av0ZuZt46ivaWL7Sst9Pbx81Uy6bhh11U3s3SYt0dyMWYim/XrK7lhBEBgyNJamJg2nsm2HFQ3oLSZJn8h03uju2V0sFpFZ5HwuhiWSAsXvh+zqasnHxHsHUt7aSKNO4/R5w1ShNOgbadZ30cao4IGBYBRG6X1QHOGCipBRo0bxwAMPXMgl/On4O1eIUipFD0RqagP79jWQmtrAa691TWiUlBwUGRmZvz7FzWJCcXdP20a7mZLGBrQGA3H+rvOCAOSWisZNQjfn+xuUVzVSW99CzwTbQkar1ZOdXUZsbDDeEvIBju4Xjd5BEhPYzZzYf5qq0jpGTuqDp4VO3gC/rT1MU30LE2enoPayXRhg/+bjHPsti0GX9O7QUbymrI6PHluOu4eSBxfejI+VxotGo5GNn+3g+SvfpK6ygRtfupZnVz7AqCuH4OEprTCBFKJ7dWfes1fx+pZ/Ed27Oxs+/ZkXrnqL6tJaq8dMu3U8Iy4bREZaDqs/2HLeayq1iptfvBqAxc+vspt4PXF2Cu4eSjYv24PBYDmc+ZIrBwOwc81hRy6NPgMjcVe5cWRfx8aLFsf3EXfbT6aX2ByXZHpus/Ocz4HwcFcSGexHXlm1S5PTY01ez/w66QUIunuJYZXFzfVOnzfQXfQI1ehqnJ7DHkYhFMFYIfYKcTEX1JLq2bMn3t5dW4P7r4S8Oy/i5QXx8V0bhmbOQbFEV+WgyMjI/PEoaqrHz90DX3dpyblmIyTahaFYAHmlopHRmSZr2bmi8ZZkI3kZIOdUORqNnl69pSXjHzYZmwOHxjq0ntRNYrfs0dP7W3zdaDSyceluFG4KJsy2nTiubdWxZMFqFG4Kbnjmig7zfPjIUuqrGpj79BVEW0ls17Ro+fCBJXzyxHK8/L3494r7ueyuCZ0Kf7NHREIYL69/jJFXDBG9LxNfJXOf5b4ZgiBw+2tzCAz349s31pFjKrVspu/IRIZPG0Dm/jx2rTlo87y+gV6Mmj6AM6crOfJbtsUx3WKC6NG3O8fTcqmrlm5gqDzc6TMwivycCqoldDk3P2fpJ2zvtsdFBaF0U5CV27lE7PjwAOqbNVTWO1aC2BZRfuImRX6tdRHZnkjTxkZxk3Th0p5ApShCqrVdKUJCEGgBGl0+958yJyQrK+tCL8EpOrvuwkIPior6WXlNYM+efKKibJe5+6PwZ3gPR4+OYvnyjlVhRo0qp6jI+TKB7fkz3IvfC/lenOX3uBdJSdYTQWVE47WkuY54B/JBTpuMkFg/aZ4TqeSWVuPh7kZEoPPJtGbjLdFGGBLAyZPijrSUqlhGo5EjaafxD/Qipof0UDG9zsDerSfxD/Km90WWxUvGgdPkZ5xhxNR+BIXbFnUbFv/CmbwKpt08lqik86uHbV7yGwe3nqD/2GSmWugVAlBZUsMb8xdy6tBpegyK5ZHP7yA0Svr73hk8fdQ8tOhWegyKYelLP/DszDe5/fU5TLihY/iZb5A3/3xrHi9f/wHv3vclr294DNU5Hpp5T13Oga3HWfrKGoZN7odKbd17M2XuSHasOsCmpakMGtvT4pgRk/pw6ngx+35Ot1o4wBIDhsZyOO00R/blM35KH5tjQ0J8CAn14eTJEptJ5+7ubsRFB5FbUIVWp8fdwV40ZuLDA9l5/DR5pdWE+LlmN9NTqaSbt7eDnhCTCGl2XoQEmDwh1V3oCTEIIQAojOUYBNcl88OfVIT8GX84s7KyOr3uyEisVoiKijKSkhLzp0hSd8W9+D147z0ICGhl/fqz1bGmT9exYIEnSqVr1v9nuRe/B/K9OIt8L/4YVGqaaDXo23YspVDQ5glxnQjRGwycLq8lPiygU3kmZ0VIiM1xZhEixRNSkFtBTVUjYyb2ktTQsO0cB05TV93ExFlDrPb82LhU7No9+foRNueqrahn5f824RPgxbUPTTnvteJTZSx5YRXeAV7c8/Y8i7kc9dWNvHTt/yjKPMMl/xjJbf/3D5sVproCQRC44t7JxPeP5q3bP2Xhw0tRKN245B8jO4wdeHFvpt06np8+3cFXL//ILeckoofHhjDj1vGs/nAbaz76mWsemGz1nAn9IkkcGM3BHRmUFVYRZkF0pUzqw9K3t7Bn8wmHRMjAYbEs+RAOp+XZFSEAvXtH8MvOLIqKaoiKsu7tS4wPJTuvgvyianrE2n6OrREXJhruuaXVDE2yXaDBEWL8/NhbUkKzToenhDhx8/dKUSfCsYKU4r3qak8IIIZk4VjIpT3kwPY/EeYKUZboqgpRf2d+zxwUGRmZjvz2228X9PxFTaJxYI7dlkJBvShCYnxdJ0KKq+rR6vTEhTtXEQhMTRfzKogI98PHSv6FeVz6yTOEhvoSIiHJ/HCaKRRrWJxD69mz+QQAKRMtG6g15fXs3XSc6KRweg+zbfh89+YGmutbmPXwVHwCzoZ4GwwG3rv/S1qbNdzx+hyCIjreP71Oz+vzPqQo8wwz7prA3f+74XcXIOcyYHxvXlzzCN4BXix86CuO7LCcFD73qZlE9ezGhs92cPSXjPNeu/LeSfiH+rL6g61UnbEdHjRl7giMRiObl+2x+HpYZCAJfSI4tjeXhlrp4UvR8SEEBHlzdH8+BoP9XILeJsFrFsDWSDJ58bJynA/JMoc0mvOsXIU5BLOoXppnwyXhWGZPiNa113IuRkG854LR9f1IZBHyJ+P3rBAlI/J75KDIyMh05Mcff7yg5y9rEePZI9TSRUhJQwO+KhW+HtIbvNmjqNIkbEKdFyFVNU00NLYSH227d0lFRQP19S0kJdnupm4m87hoNPYdZL8s6bkc3ZODl48HfYbEWXw9besJ9DoDl84aZjMno6WplR0r0giPCWbi3PN7XqRtOEL2wdOMmnkRIy8fbPH49R9vJ2PvKUZcfhHzX7i6S/M/pBKdHMGTX/0TQYCFDy+ltalj9SSVp4p735kPwLLX1pyXZO3lq+aaBybT2qxh58o0m+caMbU/Xr5qUjccs5qoPfSSXuh1Bk7sz5N8DYIg0HdwFLXVTZSV2M+TSOophtDl5lTYHBcfI3pr8oudN7qjgv0QBCiqdN4DYYnuPqJoL2mwnwcDEKBS46Fwo7RF2nhL+CtFIVOrd17I2MMoiPdcMDpfTtgaF3RP9+OPPyYzM5OGhgYee+wxZs6cydixYy/kkv7wmHfnn33279UnREZG5q/JwoULrb7W2Oj6REhHqNSIybhBHvabj5mpaG4mxNO1X8qlNeJ96ExztZJSU5UvO7kVhYWicRcdIy0fIi+7DF8/NcFh0oVabVUjZ/KrGDg6ETel5b3QQzvE3f2LLrHdd+Tg1hNoWrSMuWoISvezocpGo5Hv396IIAhc9+h0i8eWF1bxzetr8A3y5vY3/uFU2V0ztRX1ZOzJ5tTBPLQKDcrLPYjpE2WzK70teqX04LK7J7L63U189591zHv2qg5jEgZEM3z6QPauP8yRHekMvLh322ujZw5m8fOrSF13mCvvmWj1PO4qJQNGJ5K64RjFOeVE9ugoPpNNZZozDhUw/NLeHV63RnxSGL9tzSAvq4xukbYFdFRUAIJw9vmzhvn5NT/PzuCudCPY14vSWueNf0uYP/flzdI8RoIgEOThRZXG+QR5lUKFSlDRqOu6ykRGRKEj4FrRBhdYhNxxxx0X8vR/asy78zKW+bs1c5SR+bNy9OhRZs+ejbJdnKPRaCQjI8PKUb8PVa2icRCkkvYlotHrqW1tJTnItQnNZTWisRTu73w1yeIycTe6e7jtMLHCAtEItBWXb6apoZXS4lr6D4lxyIOQeUis6tRzoGXviaZVy7HUU3RPCCU82va93L32EAAjZpxfkvfknlPkHitkxOWD6Z4YbulQPvvXN7Q2abj1tTn42WmC2J6KwioObTtGxp5s0vecouTU+b0rfnxjM2ofD3oOTSA5JZHeI3vSb2yyQ0Jn1qMz2LV6P2s/3MK4WcOJ6d0xf+Hq+yezd/1h1n/683kixCfAm/5jkzm0/SRn8iroZiMPaNC4ZFI3HOPgjgyLIqRHv+4o3IS2900qcYniXHnZ5Yy42HLiuxkPD3dCQ33tihAfbw/8fDwoKZNehcoS4QE+pBeWozcYXNbPJ9RL3KyodKBUaZDKk8y6ik51gfd286ZB33UbNkbBJEKMrve2yNHtMn8pdDqxl8q6dWeTyWfM0LFggZzLISPzRyQmJobo6Gji4zvG/a9evfoCrOgsVQ56QipNO6Cu94SIIiSsE56QM2WiARHhQhGSd0qMEY9LdKyBYuZh0ZhNttII8WRaHq3NWgaPT7Y5T0tjKwe3n6R7YliHsrtbl+4CYMqNlqMr0n46zL4NR+gzKomL59hOfD8Xg8HATx9vY+kLYlNEAC8/TwZN6EdySg+ShiRw8lA6NXn1pO/J5sjPJzli6rjeZ3RP7vvgVkJjbIfEmfHwUnHba3N49fr3+fiRr3lx7SMdREzCgBgSB8dyaPtJKoqqCYk8+76NmDGQQ9tPkrrukE1vyKBxokA4uDODy27peL/UnirikiPIPVmCplWHykPaj+lZEVImaXxUVCAHDuTT2NBqsz9NtzA/ck5XdkpAhPl7czy/jKr6ZkI7Ie7PJdj0ua+Q6AkBcYNDazTQoNNILgPeHh+lN6Wt0u6xM7SJEGQRIiNjE3MzRzNiM0fRRf/aa3LejIzMH43rr78ePyuVpJ544onfeTXnY/aEBEv0hFQ0i6Il2FN6+JYUSmsaUQhCp8qJmsNXIsLsh2MpFALd7YTPwFnjMl5i/oiZjEMFKNwEEvtZrkx05FexPLW1srFmDphCsUbOGHTeLnJDTROp6w4RkRBKn5GJHY5rbmjh0399g5u7G3f853rJO9DlBZW8f+/nHNuZjl+wD3Ofv4Z+Y3oR1av7eWFX3tGqtup29VUNZOzJZsuSX9n30yEeHvMct7z2Dy7+xyhJ571oUj9GXH4RqWsOsG3pLiZaKNs7ce5osg+eZvvy3cx65Gzo2bDJ/Vnk/h277YiQgBBfEvpGkr7/NC1NGotNIXsOjCLnRDG5J4pJHmxZPLbHL8CT4FAfciWKkEiTCCksrCa5l/Xy0BHh/mTmlFNR2Uh4qPQwwHMxhzaW1Ta6TISEmDwhFQ54QoJNGxxVmmbnRYibNwVGDRqDBpXCdQ01zbSFY3WBJ0SShGxtbWXVqlUsWrQIgJKSEg4etN0IR0bm90Zu5igj8+cjOjoafyvdxYODz+4Yr1279vdaUhuVmiaUggI/icZBRZPJE+LiGNCy2gaC/bxQOplfAFBcWoeHyo0gK53CzRQWVhPezQ93d/s9GPKyzJ4Q6SJEq9GRc6KY2J7drHZAP743B6W7G8lW+oeYSV1nORTr1+/T0LZomXC9ZUN/5Zs/UVlUzZX3TSYyyX4vFICTu7N4ZMzzHNuZztCpA3lz1wvMuHMisX1t5334BvkwdNognlh6D/e8fzMA79/zOe/e/ZnVTuXtufmVWXj6qPnqhe+pr+4YdjPqiotQe3uwbVnqeXP6BHjRf0xP8o4VccZOl/G+IxLQa/VkHrTc5fzcvBBHiE0Mo7qikVoJzQ6jo0Uvjt28kDBTVSkb3eXtEWaqonam2nV5IQEeapSCQHmzA+FYHuLnsbLVeQPFx028lga9a3Nc2hDUGPFAMHYuBM4Skr7Rli5disFgoKBAfPgCAwNZs2aNyxcjI9MZSksVFBVZfqSLihSUlsrF4GRk/qxciI2vem0rfu4eknfKa1vFZrEBHmqXrqOqoYUgn855VyprGgkO9LHZy6OlRUt9fQvhdkK2zJQW1yAoBLpFSa/aVVpQjU6rJ87KTrdep6cgq5TY3hF2S+Wm78sluHtAh1CswzvSARh95ZAOx+i0erYt/Q3/UD+uenCqpDVXFFbxxvwPaG3ScNf/5vPE1/cSYMej1B5BELjk+tH899fnSRwSz85vdvP9m+slHRvULYAr759MY20zqWsOdHhd7e3B0Cn9qSyupvjU+V6Hiy4VSyBnpOXaPEfSwGgATqdb7loebyqhW+hgadyoWDGnp7TYfh+L8G7iPS0vt50AHWrK36mqcd5wN3+eahpd1zVdIQj4q9XUtXasZmYNf9MGR73W+UbTngrxWpr1XRftYcQbcP1OriSrrKioiGuuuaYtcVCtVlst5SYjc6EIDzcQGWl5Zyky0kB4uJzILyPzZ+VC/OY06rR4KaX3jGjUisaHj8p1fSZatTq0Oj2+ns6HWRiNRuobWvDztS2Oak19IALseEvMVFU0EBDohdKBztXlJmM0LNJyzknlmVr0Wj0RdhrR1ZTXU1teT3zfqPNEotFoJPvgaUIiAwnu3vEcx3/LpL6qkZEzL8JDwj3VtGj5z40fUFdRz00vz2bi/HGdKuMbFhPCv5bfT0hUEN+8spr9G49IOm7srBQAdv/YUYQAJA8Vc6qyD+Sd9/fYPt0BOH2y2Ob83Uz3uzS/0uLrIRH+CMLZ908qQaZeM1UV9nfpAwJEY7rWTj8SXx/xOa5rcN7o9vUUjf+GZumCQQpeSncatVrp493EZ7BR5/w6PEwhWK1G117LeQhqBJwXStaQJELc3M7/gtFqtbIIkfnDITdzlJH563Ih+jc067V4uTkiQkTjw9vddXHZZiPJbDQ5Q1OzFr3eiJ+NZF+AGtPOcoC/fa+L0WikqqKBQAerSpmN2NDulr0nZ06LRnC4nRLBp08WAWeN7Lb5Cyqpragn8aI4i8cd/llskjh06gBJ613y3HdkH8jj4n+MYurtl0g6xh7+Ib48/tU9uHso+d8di6gqsW/Yh0YFEdcvipO7sy32DUkyXW9mexHS2yRCTtgWIWGmKmRnrIgQpbsbgWF+DouQQEdEiL/4I11jx8NhFtN19Z0RIeJntL7FtYa7j8q9bTNCCuZNjia9dOHSHpVC/FxrDF0nQox4gNH1nhZJIqRnz56sW7cOnU5HRkYGH330EQMHDrR/oIzM74zczFFGRsYVGI1GmnRavJTSBcVZEeI6T0iDyUjy6YQnxGys2fWE1Ig70H4B9kVIY30LWo2eoFDHREhZkRjvb1WEmIzgCBslZeGsUW02ss1kmhrq9bQiQo7uSMfdQ0mvlB5211pRWMXmz3cQ0SOc2/87z6VCOGFgLPNfuo6mumbWvL9R0jEDLu6NTqMjfU92h9diekfirnYnq11DQU8fNeExwZw+WWxz81jtpSIwzK9NBFoitHsAlaV16LR6SeuFs56Q6gr7JWS9fTxQKARqamx7Qvx8Oi9CzJ8nl3tC3N1p1unQS8z3MW9yNOk6I0LEa+lKEQJqBC6QCLnyyivFJajVrFixgri4OGbOnOnyxcjIdBZzM8fU1Ab27WsgNbWB116Ty/PKyPzZ+b297y0GHQaMjnlCNKIR4EoRUt8shkD4qDshQhqkiZCznhD7buMqk1FpNjKlUl4sJreGWam+VXpa7MocbqeMrTm8qL0nJNuUWJ04OK7DMbUV9eQdKyR5eA9JoVg/vrcRnVbP1Q9PlzTeUSbMH0tw90A2fb6D+ir7noIB48TGjUd2pnd4TenuRkL/aPLTi2lpOj9sJrZvJPXVjVTbSeTuFhNEZUktWo3liIKwyACMBiNVZdKrJDkSjqVQCPj7e1Ir0RNS39j5cCzz58tVmL2gTTrL97A9Zk9Io74T4ViCKRyrKz0hgkmEuPh7WJIIUSqVzJgxg6eeeoqnn36ayy67rEOIlozMHwlzM0c5BEtG5q/BQw899Luer9m0M+lITkhDF3hC6l0QjtXmCfGRlhPiL8ETYjYqA4MdK29aXlyDu8oNfythXGZPSDd7IuREMWpvD8Lajcs6mIebUkFC/46NEI//mgmcNeZt0VDTyJYvfyEkKqgtH8PVuKuUzLxvCq1NGjZ8st3u+F4piShVSo7u6ChCQAzJMhqM5BzOP+/vUkOywmODMRqNlBVUWXzd7L0qK5IekmV+PqSIEAB/f0+7nhAfbxWCALV1zosQLw/xM+pqT4iP6bNv3pCwh7fSLFpc4AnpypwQzN8/rhVtkvaHly1bxsyZM/H2NpUBa2hg7dq1zJkzx6WLkZGRkZH5e1JYWMiSJUsoLCxEe05i58cffwyAr69z/QCcRWMQQ05UCukbblq9eIyHC12vrVpxR1Xt7vycLa3i/fRQ2Z6jxdx8T8Kuf7MpL8FWUzlLNNW34OPvabVKV0NtE4JCwMeOEKopryM4IqBD876qklqCIgJQWbiG8gJR4MT0sdyf5FyKMs+gadYw8sqhKDtx7+0xdlYKn/9rOTmHLZfGPRcPLxURCaGUF1oWCd3ixaaRVWfO93iYGxjW2Kk65R8kCsMGK4nhvqaCBU0OhEEp3d3wUCtpbpRmIHt5qWhttW2QuykUqNyVtFrx2EjBTaFApXSjVaLHQioq0wa9RmI4lvn7RStxvCWUgvh86oyuvZZ2ZzH917XnkPTJysrKahMgAD4+PmRmZrp0ITIyMjIyf1+++uorrrzySr799lseeOABtm/fjlrt2lK3jmBADDtQOJAHoDeFKriyGLjBPKeN0rp25zCIcyiVtlem14uGkJudcSCW0hXHOhYVodPpbRr1Oo0ed5XSbv6FtlVnsYRva3MrgVbK5zY3iru4nnY8QgC15WLIUWC4Y6V4HcUn0Bs3pRu1dgSCGbWPmhYrZXLNfVc0zecb8SrTrr/GjnGvVInvpc6Kca809Y5xJCcExOJGer20Y9zcFBiN4jNr65l3cxPanmtnUSg6P0eHOU3PrcEoTVQoEMcbcX4dgnmOLgxZNbr0W+0skma11FBH6gMlIyMjIyNjD61WS+/evTEajQQEBHDVVVdx7NixC7Yes/Fv/oGXgtmQcGUCs9lIckQMtcecJKsQ7IkQ8VxuCvumgU4nXbCcd5xW32bMWkKr0dl83YymRYu7R0cx09qsReVpORyuxZQbo/a2770xi5CAUGk9U5xFoVDgH+rbdj57qL090Gl0FvM2zN6f9jkhZrGmabEtQtxNnjKtFZHhtAhRKtqeF7tjTY0fzYLY6jiFQnLyt9U5BKFt48BVnBUh0sabvyv0EkWLrXN2RshIOIvpv65tdSDp2yMuLo7ly5dTXV1NVVUVy5cvJy4uzqULkZGRkZH5+2LOM/T29qagoICGhgYqK61X6ulqzCLEzRFPiMHxY6SuwxWeEDc323OYDT+FnXEAepNRac+70h57IkSn1eOusi1C9Do9Br2hgyfEYDCgbdFaTSJvccATUmMSBX5dLEIA/EJ8qa2QLkLg7LWci4dJfGna5Tm4q03iotV2KI09keGsCFEqFW3Piz3Mz549EaJQCG2i2Vn+CJ4Q83dFZ7SQ4AJvinRcK0IkhWPNnj2bb775hpdeegmAAQMGMHv2bJcuREZGRkbm78vQoUNpaGhg2rRpvP766xiNxgtahdH8c+6IV6MrPCFtwqYTIsRsrNkTMm3hWG4SwrEcGHsuOq3epvdEp9HhZicHw7yjbw4zavu7KQzJw8uyCGl2wBNSZwqP6mpPCEBAmB95RwtobWrFw8v22swCqqWhBd/A84sCmI9ttRaOZccTojR5QqyFY5nfN53OcU+IVBEi2RPipuh8OJbQ+Tk6zumgJ8QkIAx/8HAss89CAJdKHUkixNPTk5tuusmFp5WRkZGRkTnL5MmTAejXrx9vv/02Op3uguaEmMMjFA6EY7XlhHSFJ6QTc5p3ZdsncXcYZ/aESBA8uracEGdEiG1PiNJOAr15R799OFaryQOgslLO2Ow9UEtIpjd7JnwdbMboDL6mhPDainrCYmyvzSywmi10Czd7hlrbeUIcDseylxOicTQnRIFGYhK5ORTQfjiWYHeMPRQKQbLHQvKcjuaEtI3vhAgxz+FiL8X5JzF/zl2bimHz2yM7W2yIc/ToUYv/ZGRkZGRkXMHrr7/e9r+VSiVqtfq8v/3eKE0/uo4YB26mYzobq37eOkyCQNeJHVulKdTNntHWZmRK2LVWtRmsjhklKg8lWhsJ0iq1ewcjuj1mQ7x9lSZP2kO5rgAAIABJREFUk4ejodpyYzwfk+egRkKfi+BIsYN4gakze1dScLIYpUrZJkZsYU5g9w3sONZ83V5+51cWa6wTq1152hFf5lwSa+FsZk+TSu1YtTCNRtf2vNhDaxK37na8YVqdAXf3ziVL6/UGSflPDs1p+uy72cm/ahtvNI93wSaD0IWtM4zi+2LEteew+S7v2rWLxMRENm603M2zf//+Ll2MjIyMjMzfE027uvoGg4HGRvtdlrsKc+nMVoP0kpRqk7Hfqtfj6aJeIWqVOE+Lxvk+Ap6mnfAmO8a9l9m4b7LfC8Db1DCu0cGu1X6B3tRVW29G5x/sQ2lBFQa9AYWVUC8PTxW+Qd5Ulpzfr0LlqSIoIoAzeRUWj4tOjgCgMKOEiIQwm+scOnUga97bRNpPhxk0oZ/NsZ2hPL+SvGMFDJ7YT1KuSkF6Md4BXgSEdwwTM193t9jzu82b75O5VK81aivFXh7WeriY3ze/QMd6wzTWtxIYK82j1NSoQRBAbUfoNLdoCQlybB3tadHq8JQojiTP6WCZ7rOlwJ1fh7k0r7ILRYiA+fvHdT2QwI4ImT9/PgaDgdmzZxMdHe3SE8vIyMjIyGzcuJENGzbQ3NzMww8/3PZ3jUZDSkrXNImTgofJKDAbCZKOMRkerS6sHqk2GUktWufr85tFSIudxGRPT7MIsS94zP1BGhoca17mG+hFeUkNRqPRYu6Mf7APRoOR+pomq8YwQEj3QIqySzvM0y0uhJOpp9C2anFvlzMS3Uts2leQXsywaQNtrrNXSiI+AV7s33CY29643qV5Pueyb+NhQBQ99tC0aDmTW07ysASL6yk9LYqQ8LjzRUhFUTUg3jNb1JoaCvqHWL7v9aZO5uZ+IVLQanRoWnV4+0rrJ9PUrMHTU2XzfusNBlo1urbn2hn0BgManR4PF/eA0ZhFiMSG3ubvF6njLWEWIe5C1/WzOdsf5HcUISDGkC5evJhnnnnGpSeWkZGRkZEZO3YsQ4YM4euvv2bu3Lltf1er1ef1p/q9UZ3j1ejKY+xhblLY0onGbGqTsdbcYtsT4u1tyjdost9YzixCHPWE+AZ4odcZaKpvxduv486/2QCurWiwLUIiA8k9Vkh9dSN+54QxhceGcGJ3NmX5lUQmdTvvmCiTJ6Qgo8TuOt2Ubgya2J9fV+wh71gB8f1jJF2fo+zbIIqQIVPsi5Di7FKMBmObmGpPqckTEt7eE1IsekKCTR3PrdHmCbESFlZnCvdyRIQ0mkSq2XNmj+YmDV7etptltprEtLoTIqTVVOHL7Gl0Febmh1JFRateHO9IU9T2nPWEdKUIMX8nuPYckoLWIiIiqKiw7N6UkZGRkZFxFi8vL0JCQrj//vvx8vKioaGB4ODgCypA4KxRoHEmHMuFXZjNnpBWF3hCmlukekIkiJC2cCzHPCF+gaIBa95Vb49ZeNRWNdicJ8RkUJt3+c2YvQBmr8C5hEYH4eGloiC9WNJazd4Ss1BwNU11zRz/JZ34ATGERAXZHV+QIa7bHFbWnjN55Xj6qvFtF6Z01hNiW4TUVTaiUrujtiIC6mvE3BLzeygF8/PhI9UT0qTBy0pOStsYU26KVydEiFnUqyX0pHFoXmc9IZ0Ix9L+DiJEQCvmg0jMdZGKpBU3NDTwwgsvkJiYiIfH2QfprrvuculiZGRkZGT+nhw9epQlS5agUCh47bXXyMvLY82aNdx3330XZD1KQYECgdYLHY5l8oQ02wmlsoWnhzRPiDknpFFCTojZqGxwwhMCUFvVSLeYjoa32RNSY6eDeLApv6G8oIqE/mfDxc35EMU5ZVzU7hiFQkFUzwhOnyhC06K12HH9XAZN6Ieb0o1fvk1l6m2XWEwG7wxbvtyJTquXFIoFcPq4mCQf1aujCNFp9ZTmVxKVGN4hlKm8sArfIG+rVcPM1FTU4x/sYzUUqq66EUEA73aJ77YwPx/eEvJdjEYjTU0aIqNsh401m6p8qT064wkxeSxcnBPS5tmQKEJaXOIJEb9vutQTYtThai8ISPCENDY20qtXL6688kqGDRvGgAED2v7JyMjIyMi4gtWrV/P000/j5SUaqXFxcZSXl1+w9QiCgLdSRYNW+k6/r0o08uo1jnkHbOFn6v1QK0EYWMPfFPZUXdtsc1ygaYe7ssJ+QQBvXzUeanfKz9Q6tJbwaNHALLGSPB5h8mQUZJXanCe+bxQAGftyz/t7zyHxABzeftLicf3H9UKn0ZG65oDdtXr7ezFx/liKs0t5esprlOa55nk0Go0se/kHvvz3d/gEenPJ3NF2j9Hr9Py2ah9qbw8SB8d1eD19TzbaFi09h8af9/easjrO5FUQ3zfS5vwNNU1Ulda13X9Lay7KrSC0e4BDZZnNz0dwmK/dsdXVTRgMxrbn0Oq4WtGLFuCAGGpPbZMojvzt9GVxlHqNBm93d8lVtxp04saAj7ttgWiLVoOp/42iK0uaN2NEugdMKjbvUlpaGo8//jgbN25k9erVBAYGMmrUqLZ/MjIyMjIyrsLf3/+8/6+UWGGmq/B396DWARHib4oUqGlxrQhRKASqGqxXlLKHl6cKby8VFXZCnMJMFZfKJJSwFQSB7tGBlBTWONTwLbanmKdxOtOyyEgwGcs5x2yXxu05JA53D3eO/pp53t9DooKI7x/Nsd8yaazteM8m3jAahZuCH97ZiEFCKeVb37ieK+6bQnHWGf416RUy007ZPcYW2lYt79z5CSv/s5bwuFBe3vgvwmIsG/7n8suKvVQUVjH+upT/Z++8o6Oq9jb8TEnvIb2TkEIKAULvICUUQZpiR1EvFuyKKKIiCnaxYruKgILSS+gdQk2ANNIDpJHe+5TvjyFcypSTSXK9n55nrSwXnn32OWcyM9nv/pVXaxet0zsTAOh3S8F94vEMACKGBuudP/talCUgQrtYqSytpaai/vrvTygFuZpUMA9v/dEN+M/7zlVL568baX0fO3UxPmWzvEYjyB2tO3ZhXdXYdP17QAjVLdfEkInxAqJBqZnDQtZ5IkSirgNJx3vm6BUhO3bsYP78+Xz66ac89dRTbN++vcNvQERERERExNzcnOrq6uupIGlpadejIn8Vtqbm1xcJQrC/Zq5Y0dS2FCV9yKRSHKzMry+ajMXJ0YrScv0RDltbc8zN5RQX60+FasXd24HmJgXlBlKnbsS7mwsSiW4RYmljjrufE9lJ+XpFgqm5Cd37deVKauFtvh99o3ugVKg4tz/ltvNc/ZwZOqMfuamFnNp2zuD9SqVSHlw8k8c/eYDa8lrenvwxJ7fGGTxPGzUVtbw77TOO/nmKoL7+vL/39duK57WhVCjZ8OlOZCYypjw77rbjarWaM7sSsLK3pPuAbjcdaxVpEUOC9F4jK1EjQvzDvbQeb/19+QTqb218K20SIUWa95GLiyERonkfOwnwVdFFee01EWJjfDTlVtRqNZVNjde/B4TQuslha2J8RKZedc0HRtpxz3IrEmpR0/F1enpFiEQiwcdH0xEiJCSEhob2fQmKiIiIiIhoY/r06SxfvpzS0lI++ugjfvzxR2bOnPmX3pOtiRlNKuX1vG1DOJhpFh9VTR0XCQFwtLG8vmgyFicHa+rqm/V6hUgkElxcbCkuqkYtwKSxdWHZutAUgrmlKa5ejlxOv6rzGv7hntTXNFJ0pVzvXK27+0mxGTf9/37jNenip3UUlE9/YTwSqYQ/P4kRFA0BGPfoCF5b+yxSuZRPZq9g61e7Bb1GrRRdKuGNcctIiU1nwJQo3tryMnZOhlOUAI5tPMvVnBJG3TcIZy0F7NkJuZQVVhI1Ouy64SRoFsVJx9KxcbTCN1R7R63rcyTnAZrXXhuX068C4BvctkhIYW4FpmZyHJ0NP+t/IiH6x14XIW30K7mR/0RCOm7h3qhQ0KRUYm8mXIR0TCRE8yyWsk4SIWolEhpQS/7LIkSpVFJYWEhBQQEFBQUoFIqb/i0iIiIiItIRdO3alZdeeonHHnuM6Oho3nnnHXx9ff/Se2pdGAiNhtibt6ZjdVwkBDQLpcZmBfV6nMYN0WrsVqbDTbwVF1dbGhpaqBXQ9eq6CDEgFm7FJ9iVuupGynVEXAIiNLvxmQm5eudp3d1POHpzSpZ3sDtuXZ05dyCF5sbbXzP3ABeGTO9L7sUCzsQI73zVe0wE78bMx8HNjl/f/JNl937Jod+PU3G1Uuv4lmYFF09ksGbxRhaMfo+CjKtMeTaaF//9L52u5LeiVKrY8GkMMhMZU5+7PQoCcHqn5hn6Rt9cq1uQVUxZYSXhg4OQ6qlRUKvVZF7Iw97ZBkcdqVBX0osB8AlyFXTfrfMW5Fbg7mWPVGrYZ6WoNRIiMB3LWU8LZ0OU12hS9ToyEtIaAXUwFx7V6IhISMO1SEjn1YRoXqvOiIToTbhtbm5m+fLlN/2/1n9LJBKWLl3a4TckIiIiIvLPRKlUolKpkEgkKDuww5SxtC4MKpsbcTE3vOBp3QGt6GgRcm2hVF5Tj6WZnYHR2mkVIcVltXjrMa1r3YW+erUKGy0+Hjfi4a3Zlc9rowjxDXLl9L6L5FwspIuWBWdQL00GRsrpHIZO7qV7nlAPbBytSDicepPDukQioV90D7Z+u5/4fUkMmHT7HNNfHM+xDWf47b0t9BjRXZBbOUDXCB+W7n2dDx/8hrjdCcTt1tRi2Lva4RfuhaWtBQ2NDZRfqSI/vRDFNT8KU3MTHv/kAcY9OkLQdVrZ8/MRCrOKuePBITh7d7ntuEqp4uT2c5iYmxA5ovtNx84f0hTnG0rFKrpSTkVxNf3GhunsjHUprRBzS1NcDLiu30hZSS1NjS24G+h2df0+ijSREGcDUZOS8jrMTOVYWRpfzF12LRLi0IGRkNZaMLs2REKqmtsfCalXNmAuNUfawe1zW5Gor21cSDo+PVavCFm2bFmHX1BERERERORW4uPjWbVqFT4+PqjVavLy8njwwQfp1Uv3IrSzcTbTLNxLmuoIwnDxsIO5OXKJhKI6w92l2oKbvUYAFZTX4OVknAjxdNd4ROQVVBJ1Q0vbW/Hx0Sx0L10qI9DArreXXxfkJjIyU6626V5CemkiXEmnsukz4vaCaf8wT+ydbTi9N5k5iyYj19FGVSqVMmBCJHtXxxK3P5m+YyOuHxs5awDbvjvAug930GdsxG1zeHZzY8LjI9nx3QG+e2kNz614VLArehdPR5btf4O8tELO7Usk5Xg6l5JyOb8/GVNzE5obWzCzNKVrpC8BPX3peUc44UNDMLdq2253RvwlVi5aj42jFTNfnqB1zIG1JyjMLmHkrAGY39DpSa1Ws++3E8hNZfQdG673OrHXokG9h4doPV5WVE1+dimRgwIERTSu33+KxhTSP9hw9EStVnMppxR3dzvMzHQvTZUqFfmFlXh72LfLxb6gogZzUzn2Vh0XPWj93Lu0oZatpKkOK5kJFnLj2w3XKGqwkXV80XgrEjSRPjX6fWaM4a9tPSIiIiIiIgJs2rSJ+fPn4+amyTkvKiriq6+++ktFiIv5tehBozBRIZNKcbGyorBOfxeqttIqPPJKq+mnf1NbJ77XdrAv5emPWvgHOAOQlVXMGEL1jjU1kxMQ7Ep6SiEN9c1YCNyZDu7pjbmlKeePZcL8249LZVIGT4xkxy/HOHcknb6jdd/H2IcGs3d1LLt/OXaTCPEMdGPMg0PYs/IoO344xJSnR9927v2LppIRf4njG88S3DeA8Y+NEHT/oIm2eId44B3iweRnNGlStZV1VBZVcSU3l/4j+yKTGb8zXV1WyyePfo9KoeK57+bQRUv0qqa8jt/e34q5lRn3vDrppmOJx9IpyCxm6NQobPWkLanVao5uOY+JmZx+48K0jrlwPBOAyMHdtB7XxcUETZ1JiI6OWzdSVFRNbW0TkT11C2SAq8XVNLco8fE0bO6oC7VaTX5pNV5Otu0SMrfS+rl3txYuCIobawVFWXWhVCupUdbibOps9ByGkKg13xlqifGvuS46J3YjItIO6ushJ0dKvfEdKUVERP6fYWVldV2AALi6umLdhj/mnYHrtcVBUaNwUeFubU1pfT0tHZhO5uWkSVnKKzPcOlcXnm72yGVSLuXqFyE+Po7I5VKyMoV5YnTv4Ylapb6+6y0EuYmMiP7+XM0t56qOVK4hk3sCcHSr/g5WPiEehA3qRuKxdDIvXLnp2Kz5k7BxtGb9Zztvc1YHMDGV8+KPj2HrZM3KRetJO5Mt+Bm0YW1vhVewB86+ju0SIEqlii/m/puy/ArumT/ptjSrVn5fto3ainrufnkCjm43R8i2fL0fgOhHhuq9VnZSPoWXSulzR3csdaSknb8mQnoOCWzTc6QlFmBiIiNAQCQkO0vzfgsI0L+Ybn3/+nkbvyAura6nsUWBt5FRRV0U1rZNhDQoW6hqacLVwvjvuRpFLWrU2MmFNTkwBola89lRS4Sn4glFFCEi/zMoFPDaa+b0729NVJQ1/ftb89pr5iiMNwoWERH5H6epqYmmpiZCQ0PZsWMHVVVVVFZWsmPHjr80CgLGiRA3K2vUQFF9x6VkeXXRiJDc0rYZA96IXC7Fy8OeK/kVen09TExk+Pp14fLlMlpaDAup1l3u1l1vobTuqp8/nqH1uF93d7wCXYg/mEqtAZPFac+OBWDj8j03/X9re0seWDiFpvpmfl28Seu5XTwceP77OaiUKj6d8wMlBiJFnY1area3JZu5cOgivceEM/WFaK3jMs9dYv+aWLyD3Yl+dPhNx1JPZ5MUm0Hk8BC69dTf3OHoFo3I01V7o2hRkngqGxcvB9y1ONzror6uiUtZJXTr7oaJAFfyzEyBIuTa78dPS5cwoeSVasS8Zxf9BfBt5WprJMRKmKhojbC6tiMSUq3UPIutvGOf5UZaIyEqUYSI/J1ZuNCcFSvMyM2VoVJJyM2VsWKFGQsXdqYLqIiIyF/JvHnzmDdvHtu3b2fLli288sorvPrqq2zZsoX169f/pfdmjAjxuLYLWlDTcSlZVuamOFhbkNcOEQKahVtTs4IiA74e3bq5oFCouCKg4Dwo3AOJBFIT29Yxs+eQayLkWKbW4xKJhKF39kLRouTU7iS9c4UN7EZI367E7UsmJ+lmMTT87n4ERXXl5LZzJBxO1Xp+xNAQ7l94F+WFlbw58WPyM9pW49JRqFQqfn79D7Z+tRdXP2fmfTNba1crlVLFjwv+QK1WM+f9mTe15QXY8IVGjE1/bqze6ylalMTGJGDraEWPwdqjHOkXcmmobaLn4G5tSl1KTy5ErVITLCAVC/4TCfH31y9CLudpduV92yFCWsW8t1PHLtwLa2sxlclwtBBW7N76vdKa9mkMVQrNZ9muE0WIlNZIiJiOJfI3pb4eduzQvlsSEyMXU7NERP6mfP/993p//kos5CbYmphxtaEtIkSTFpFfK9zATwjeTrYUVdbR1GJ8aLg1hSUnt0zvuNa6kMwM7YaCN2JtY453VycyUgppbkMLYSc3O7wCnEk+e4n6Wu3tgAffGYlEIuHA+jN6PTkkEgnTn9fUZax5f9tNY6VSKXPen4lEKuH7+Wup0WHYOGXeWO5/8y7KCipYMO4DDv4W2yYfkPZSklvGuzO+YOePh/Du7sHibS9iba99cbr5671kJ+QyZFofQgfeLB4SjqSRcCSNiCFBBPfpqvea8QcvUl1ex6AJPW4TMq3EHU4DoGcb60FSzmvaK4dE6PcnAU36WVZWCe7udlhZ6y/ez8ktw9rKjC4OxndqahUhxjZ50EV+TQ3uVtZIBYq1omvfK+2JhFQpNM/SmSLkek0IYiRE5G9KUZGU/Hztb8f8fClFReJbVURE5L+Pl6Ud+fVVKNXCTO387DQLm+xK7d4RxuLv5ohKrSb7qnBjwFsJ8te4XacY2OkPC9MsHBMS8gXN27O/H81NChLirhgefAMDx4XR0qQgdpf2SIeTuz1Ro0LISsgjMVZ7xKSViCFB9BrVncRj6ez/7cRNx7pGeDP9uXEUXynj03/9dL1t7q3c9ew45n0zG9TwzXOr+OCBb6m42r7okyHUajUH1sTy0rAlJB1NI2pcBO9seRFHN+2diM7uSWTdBzvo4uHAw29Pu+lYfU0jK15di1Qm5b4Fk7Sef+N1N644hEQiYcy9/bWOUbQoObYjEWs7CyIG+Lfpuc4cz8LUTE5opP5Cc4Ds7BLq6poIDdMvWCqq6iksqibY36VdBeUZBWVIJNDVteMW1eUNDVQ2NV3//AvhSr3mO8Lb0ngxVNasEQiOJh0fpWhFotZsRqglHV/8Lq7sRP4ncHVV4emp/Y+8p6cKV1dhCwARERGRjsTXyp4WtYrCBmGRjQAHzcImq8J4saCNYE9N69z0/FKj5wjyd0Euk5Kcpl+EuLvb4eJiQ8KFPJRKw9+9/YdqduNPH9EvFG5l5JReyORSdq89rTPqMO3JUQBs+OaAwWjIE8vuxtLWnFVLtt5W2zHjpfH0je5B8vEMfn17o855hs3szydH3yRiWDBxexJ5cdi7HFp7QqdwaQ+FWcUsu/8bvn1+FUjg6S8fYv6qJ7HR4QSel17Il8/8iomZnFd/fvw2x/XVS7ZQVlDJ1GdG46+nDTPAucNpXEopYMD4cDwDXLSOObEnmaryOoZPjhRU13H9Pi+XkX+5nJ79/DC3MNx69sK1qElPA52xUq65toe10bX9RlQqNRkFZXg72WFpZnxb3FvJvPZ57+YgXNhcrtOIEF8r41vflrVooppOJrd7yHQUUnURKhxBYryhos65O3xGEREjsLSEiRO1pxlMmKCgDW23RURERK6TlJTEwoULef3119m5c2ebz/e11CwQWhcMhrAxNcXNyorMyo4VIUEeGp+StAL9qVT6MDeTE+DnRNblUhq0OIm3IpFIiOzpTV1dE1lZhrtkBYS44ehkzdnYLBQK4Yt1R1db+o8OJTezmOQzl7SO8Q/3pNfwYNLiLpNyOkf/fG72zH5rKo11Tax4Ze1taVnzvnwIn+4e7Pr5CFu/3a9zHmcvRxb++SyPfTCLlqYWvp73K0/2fJ21S28XN7dSVQVpaRZU6QigKFqUnNp+jsUzlvPsgLeI35tExPAQPj36JiNmDdS5w1+SV86yh76jobaRpz5/gK63iIzzh1PZ//tJfEM9mDZvjN57VKvVbPjmAADT5o7UOWbnmlNIpBLGzeqnd75bOX1UI0b7DRWWwnX+fB4SCfTo4aV3XKsICQ00XoQUlFdT19RCkEfHLtpbP+8BbRQhFjL5dT8iYyhpKUMukWPbWd2x1Cok6iLUEuNfc32IIkTkf4YlSxqZO7cJHx8lMpkaHx8lc+c2sWRJx7oPi4iI/DNQqVT89ttvPPfccyxevJjTp09TUNC2Ampfa40IuSJQhAAE2DtQUl9PdZP2Wgdj8HWxx1Qua1ckBDS7yCqVmrSsYr3jWnelz5/LNTinVCqh39Bu1FY3cvGCsBSuVsbfp0kF2vnbKZ1jpj2liYZsvLZw1sewGX3pfUcoSccz2Lc69qZj5lZmvPrz4zi627P63c388XGMzuiKVCpl3KPD+eTIm4x/fCTNjS1s+HQnT0ctZNkD3xC/N+mmKFFzMzz/vKa74wMPhNG/vzXPP29Oc7PmeEleOWuXbeOpXm/w8SPfk3g4le4DA3n++zm8+eezOOnxvSjIKmbRlM8ovlLGPa9OZNDk3jcdr69u4PtX1yGTS3nqk/t0mju2knAsg6yEPPqNDcM7SPviMv1CHtkpBfQZHtwml3TQRMRkMilRAw2ncDU0NJOWepWAbi7Y2OpvQpOcfhW5XEqQgeJ1faTla0R8kKdh89G20Br57GYv7LVSqdXk1lXha2W86aJaraa0uRQnky6d55ZOBRKaUXWSCBHNCkX+Z5DLYdmyRhYt0tSIuLqqxAiIiIiI0eTk5ODs7Iyzs2bR0rdvX86fP4+Hh+Fi2VZaIyGX2iBCujk4cDw/j6zKCnq5dswfb7lMSoC7I+n5pTS1KDAzMe7Pd1iQOxtjEkhOL6RnmO7ORRE9PJFKJVw4n8vd9/QxOG+/Yd3Ytek8p45mEBHlI/h+Ant4ERDuSfzhNK7mluOmxf8hMNKbyCGBXDiWQWrcJUKi/HTOJ5FIeHzp3bw8+gNWvbeVyOEhuPj8Z9fbxceJxZue4917vmb9pztprGvkwUVTdS4EXX2dePT9u7l/4V3Ebj7LnpVHidudSNzuREzM5Lj4OOHq50TaFTfiUjxQq21xlyiwKC7m7KoiHtl9FQtJMVXXOpJZ2low/rERjJk9DO9gd4Ovz+WUfJbM+pqq0hoeWDiFyU/dbrq4cvFmygormfHCOPz0/E7hlijIk9qjIPAfURh9n/Z6EV2UXK0mO72IyL6+WNkY7myZnFSAUqkymIpV39BM9uUyQrq5YNqG1LBbSS/QiPiOjoRkVVYgl0gE14QUNdbSqFLg045UrDpVPQ2qRgJM21av0xYkak30SYyEiPxjsLSErl1FASIiItI+KisrcXT8z6LWwcGByjYWjPta2SMBcmqFp1e1pmSkl3es50SwRxeUKjVZV42fNzTQFYkEEi/qNxe0tjanW6ALaWlXqakxHI3uHuGFja05pw5ntCklCzTRELUatq+M1TmmNRry+ye7Uan016k4utnxyOJpNNU38+Gcn6i8pSWxi48T72x6Hs9AN7Z/d5CPHvmB2gr9vi5mlqaMvG8QS3fPZ9m+1xgzeyg+3T2pLKkmfm8SdWn7CJH9Sg/5V4TLVxAg24i79DhNpZcwtTCn56hQnvz8Qb5LWMqjS+8RJECObTrLm1M+o6q0hseW3q1VgGz+eh+H/jiNf4QXU5/Rn4YFEHcwlfRzV+hzR3f8umsX44WXyzi9PwWfIFdC++j3GbmVE4c03bT6DRVmbBgXdxmAyEj9qVjJ6VdRqdWEBhl+3fSRmleKRAKBHShCVGo1mRUVeNvaYSLT3mXsVlq/T/ysjC+OL2lGCvbyAAAgAElEQVTWCCpnk46N6tyI9JoIUUkNG04agxgJERERERH5W9KeFqsZGf8x0XMzseRiZRHp6emCUiesrxkVxmZn0VsurPj1xuvpwtlc8zz7Tidh0mi465AufD1tSU4v5Nz5ZKytTHWOCwiwJT2tiK1bTtCvv/5FIkB4X3dO7M9h2/pjhEdpX+Bqe06nrqY4edhyYGM8oUPccPa8fTdZagOhg3xJib3Myo82M2RahN57cQ23ZeDUCE5sSuSNuz7l0Y8mY+t8cyvUhz+exLrFuzm7J5EXR73HPW9F4xMmYJFrCSOf6MtI+gKQEA8vzHXEgiLkEk0/+Qa1C/VqV5rowurFFwkK0gi53ALDHcRamhTs+PIIZ7YlYWphwqy3ouk6yO221+7g6rPs//k0tk5W3PXqcHIu6Xd8r61o4NvXNyOTSxkwNVjne+73j4+iUqoZOCmQzEz9zQZunEOlUrNzYzxyEymuPjKD72mlUsWxo+lYWZkgk9fqHb/7gMbjxa2LRNBnRRvNCiXJV4rwdLCiIPdym87Vd828+jrqWlrwNjMVfG/HyjW/K9vaFqOfJ0l1EQBppYSMauPmuBFt9+Fqcw5PO8grlFHdaNw1AgN1C1JRhIiIiIiI/C1xcHCg/IZoREVFBfb2wtIfbvzD2aMuh92FGVh4uuJtZTjdIkCtxjoxgStNTXr/ALeSkZEhaJyTuxc/HE7jUqWweXUxanA9/153iuJKGb166p7HztaVnTEZZKTXcP8Dhq8380FHTuzPIelMCVNnDb/tuL7nfPhlNZ+8uI4TW7J46bN7tI55/mN3Xp3yJftWn2P4xP74h+tPPQr8PBBn1+1sXXGAla/u4M21T+F8i8ldj80RbFy+mz8/2ckP8zZwx/2DmPFCNA6uwtumuriApas1V6/6wy26181NyZAh3gjJ0lGpVJzcdo61H+7gak4JvqGevPDdo3jc0r1KrVaz7qMY9v98GmdvR9787UlcffXvhqvVaj6c+yt1lY08OH8CQ0ZrLzZPv5BLyqlcAnt4cdeDo/SK7lt/nwlnL1NWXMfwcaH06Blm8HnPn8+lrq6F6PHhhIQE6xynVKlIyTqBvZ0FY0ZGIdNi4CiEsxn5KJRqBod1bdPnx9DnMyUjHYDB/gGC5y2JzwJgVEgP3CyMKyq/UJQMFdDLJxI/i7ZFrG5F1zOaN9eBEtw8B+Aqbd81tCGmY4mIiIiI/C3x8/OjuLiYkpISFAoFZ86cITIyss3zdLfV1JRcrNZfzN2KVCIhzNmZS1VVHVqc7mBtQYC7I4mXi9tlWjjomoldbJz+blMurrYEB7uSlJRPRYVhx1gvvy6ERnqRGHeF3Jy2FdD3GRlMcE9vzhxM5WK89l1qW0drnlo2A2WLki9fXkdjfbPeOSUSCfctmMSM58dRdKWMt2Z8ydVLN3f7ksqkzHhxPG+uexpXXyf2/nqMZwctZu0H26mvbhB073Z2EB2t/fcRHa0QJEASjqSyYPzHfP7kL5TkljHh8RG8t+1FrQLk18Wb2fTVPtz8nHj7z2cMChCA3atPcO5wGj0GBzL+4UFax6jValZ/uheAB14Y0+aC6ZgN5wAYO0XYZ+zYUc3O+lADqVsp6VeprmlkQG8/owUIQFyWpilFVIDwmjAhJBZrvhcinLW3OtbGxepi7E3M22VUWNCkSal0N+uceg0AqfoKamSoJfoFv9Hzd8qsIiIiIiIifzEymYz77ruPzz//nEWLFtGnTx88Pdv+x7S7nUaEpFYLX1hHOGnOSSo13OK2LUQFeNCiUJJ42bCbuS7cXGzx9+nCheR8auv0i6QhQwNRqdTXF4yGmDhT07lpx/r4Nt2TRCLh/hc0NQ1rPturM5Wux+BAJj4yhMJLpfy6dLugeWe+GM298ydSVlDJ2zO+Ik+LE3z4kGA+Ofg6T3w4C0tbczYu3828ge+w/bsDNOtpZ9zKhx82Mnt2E25umnoYNzcls2c38eGH+utpshOu8O49X7Fk1tfkJOYy+K4oPjuykNnvTMfU4uZUOZVKxU9vrCfmpyN4Bbry9p/P4ORhuKbgclohaz7ahY2DJU8unY5Ux0L+zMFU0i/k0ndUCMG9hDcXACi4Uk78iWyCwtwJDDWc0tbUpODkiWycnKwJDtG/iI49qxHLg6L0O8Ab4mxmASYyKT38OnbRnlhagrlMRjdHYYaBVc2NFDTU0N3OeNNFtVpNQVMhTiZdMJN2vH9HKxLVFdQSD5B0TuKUKEJERERERP62RERE8N577/H+++8zceJEo+YIaY2EVAmLhACEX9sVbd0l7Sj6dNPs4sZltq3V8K0M7NMVhVLFmQv6axSGDA1EJpNy8FpOviGiBvrj5mnP0T0XqRIQPbmRoEhv+o8OJTMxn1P7LuocN+uFsfh1d+fAn2c5tVu72/qt3PX0aB5+6y4qiqt55+6vyDh3e7RFbiJj9AOD+eL4W9y74E6UShW/vrOJp/u/xY8L1nHh0EWaG7RHX0xN4fPPGzl1qpY1a5I4daqWzz9vxPSWkhu1Wk1hdjExPx7iramf81r0RyQeTSNyRHc+2P0qz30zGze/21vQNjc28+1Lv7N3dSy+oR689cczglLGmhtb+PKldbQ0K5j7/gwcXGy1jlO0KPl9+X6kMgn3PnuHwXlvpVV0TpoZJWj86VM51Nc3M3xEEFKp7oW4SqUm9uwlrCxN6aGjkF4IlXWNZBSUEe7rink7umvdSn1LC5kVFXR3csJEYJQmtVqzMdG6uWEMNcoaapV1eHRiFAR1FVIqUUnaJkjbglgTIiIiIiIiogcbEzO8LG1JqSpBpVYjFbB7GXGtLfCFDhYhPfzcMJFJOZ2ex7+i+xo9z+A+XVmz8SxHTmUxcpCeuhA7C6L6+HL6VA4Z6UUEBunvkiOVSZkwozf/Xn6AHX/Gcd8TQ9t0X7PmjeLsoVRWf7qHHgMDsLS+fZfXxFTOvE/uYcG0r1nx+gbc/ZzwEeCiPWHOcEzMTPjpjfW8OXU50bOHcs/L47GwvrmVrJmlKVPnjWX0/YPZ8vVeDq49yZ6Vx9iz8hgmZnJC+voTPjQYz26uuHh3wc7ZBhtHa+QmMuzsICioEVtbNfXVjVSV1lBVUkNxXjkpsRkkHEmlNF/TGUkikRA6sBszXogmfIjumogLR1L56Y0NFF0uJSDSh9dXPYG1vWGDO5VKxYo3NpCXWcy4+wcQNTJE59iY1ScpvFzG2Lv74OHXtm5L5SU1HNqVjLOrLX2HCDMo3LsnGYARI3U/N0BqZhFlFXWMHBSIXG78vvnZDI1/TVS3jk3FSirRfCe0JRUr+dpmRmuapzHkNWo2ITzM2tctTB9StWaDQhQhIiIiIiIifyE9HdzZnp9Gdm053WwMt/d0tLDA396ec8VFtCiVglt3GsLcVE5UNw9OpuWRX1aNZxftO9uG8PF0IMDXibiEXMor63G0190TffyEcE6fymHLlvO8/Mo4g3OPmhDG5jWnidlwjuhpvXB0Ep737u7bhcmPDGbTD0f5ccl25i2dpjVlxdPfhSeXTmf5C2v5YO5K3l37JI6uhl+LMQ8MwiPAhR9e+4Od/z7CqZgLzH5nGv2iI267jo2jFQ+8eRf3LriTiyczOXfgIolH00g8lk7isfTb5rZxsMK2izV1NfXUVTbQ0nR7nYi1gyUDJvWkx7AQ+oyNwF5HZAKgoqiKlYu3cGLbOaQyKRMfH8GsV8Zjaq67o9mN/LF8H7E7Egjq5cP9r47XOS4zMZ91Xx/ArosVM5/S7R2iiz9XnqSlWcn0h/ojEyAUsrJKSEoqIDLSC08DRoh7jmgicHcMMb4RA8DRFE3ka1BIxy6ozxRqxEAfN+ERifMVmlqOSAfjoxiXGzUmoj7mxnfJM4RMpemMppQKE5bGIIoQERERERERA/R28GB7fhrx5QWCRAhAP3cP1l5MIaGkmCi3jtuxHBrmx8m0PI4mX2bWMP2tavUxbngI3/x6jP3H0pk5qafOcT16eOHn14WTJ7IpLqrGxcBi39TMhLsfGciKj/ayfuUJnnjJsH/FjUx/YjhJp3KI3ZVEaB9fRs/QbpY4cHwPivMq+P2T3Sx7/BcW/vIoto6GBU/YwG58uPsVtnyzn83f7OPTf/1M7ztCefTd6bd1zwKQyWWEDwm+Hq2oLqsh8/wVLiXlUVlSQ1VJ9fWIR3VZLTJTKT7dPbBzstH8ONvg4GJHcN+u+IV5IZXpX6irlCr2ronl9w920FDTSLdevjz+/kyDRoQ3EvPrcTZ/dwg33y68/M2DmJppbxVdW93A56/+iUqp4pn3pmGjR4xqI/9yOQdjkvD0cWT4OMMdsQC2bjkPwJS7dL/nQGNQePRUNq5ONvTobnxhdGOzglNpeXh1saWrq/HmgNo4VViAXCKht0ARolSrOF9RiI+lHU5mhqNZurjcoIlS+Fl0XpRCek2EqKQBnXYNUYSI/COprxdd2UVERITTy1GTxnGuopC7fYUt/FtFyKmCgg4VIYO7+/CJVMKR5EvtEiHDBgTw4+8n2HMklRkTI3UWyUokEiZP6ckXy/ezbVsCcx4bYnDu4ePC2LYujgM7kpg4IwpPX2FFu6CpzXjuwxm8ds93rPxwFwHhnnQN0f76TX5sGOVXq9i95iSLH/qRhT/Pwd7ZcMtTU3MTZr4YzeApvfnxjT+J359C0vEMhs/oy4Q5w2/rSnUjtl1s6H1HGL3v0L7oFtpy+VaaG1s4viWe7T8cIi/9Kpa25sx5bwaj7xtoULjcyLafjrDmo104ONsw/7uHsXXQvthVq9WsWLSF0sIqpj8xjIgBbXfe/v2nY6hUau59fLCgKEhJSQ3Hj2Xi6+tIpAGX9COnsmhqVjBmWLDeuhFDnMnMp7FFwbBwP6MLwbVR09xMcmkpEc7OWJkIi05lVJdRq2hmtJvxC3u1Ws2lxis4yB2wlRsXCRWCVJ2BGikqSeeJELEw/R9MfT3k5Eipb1vt4P9rFAp47TVz+ve3JirKmv79rXntNXMUxne7FBER+QfgY2lHF1ML4ssLBJsg9nF3RyqRcLqwfUXkt2JvZU5PPzdScksortLv9K0PayszBvf1p7ComqQ0/Q7qg4d0w9HRiv37UqitNeygLpNLuffxIahUan7/6Vib783JzY6n3r2LlmYly19ZT32t9i5eEomE2QvvZPxDg8jLLGbxQz9QXlQl+DoeAS68+ftTPP3Zfdg527B3dSwvjFzKB7N/IOl4RrsML4VSVVrDn5/t4plBi1nxyloKs4sZNr0Pnx1YwNgHB7dJgGz89gBrPtqFo5sdi1Y9jrue+o6Y1Sc5eyiNsL5+TP/X7b4uhsjNruD0kUwCQ90F14Ls2J6ASqXmzsk9DQqCPYdTkUokjB4a1OZ7u5EjSZcAGBbm1655biXuaiEqtZp+7sLrTM5VaL4LejkYX5tS3lJBrbIWP4vOS8VCrUamStfUg0jMDY83ElGE/AP5Jy/EFy40Z8UKM3JzZahUEnJzZaxYYcbChZ33IRMREfn/j0QioZejByVNdeQ3VAs6x8bUlDAnJ5JLSqhr0e9p0VaGhmmMw46ltM35+VbGDtekGO05rL/7lYmJjImTetDYqGDPnhRBc/cdEkBQmDunj2SSntx2IdZ7WBB3zh7E1dxyvn9nq05BIJFIeGjBRO6cM5SCnFLeefAHSgsqBV9HIpEwbHpflh9+nRe+fZigKD/iD6Tw7r3fMH/8x+xddZz8zKIOFST11Q2cP5zKilfX8vTAxaz/bDeKZiVTnhzFl8ff5OnP7tdbL3IrarWaP77Yyx/L9+HkYc/bq/ULkIyEPH5bvg+7LlbMWzq9TUKn9Xq7N2g6mN3/r6GCIgx1dU3s3ZOCg4MlQ4fpjxRdyi0nPbuE3j28cBKQYqeLFoWS2NRcXO2tCPYUlkYplNMFmvd0Pw/hgiK+XCP2ezkaHxm91Kj5zPuad14qlkRdgIQ6VNL21eIYQkzH+gfSuhBvRbMQ1xRNLltmeIfr/yv19bBjh/a3fEyMnEWLEFOzREREdNLbwYN9V7M4W5aPl6UwR+3+7h4klpRwuqCQkb4d5zg8NMyPL7af5EBCNtMGhho9T3iwOx6udhw7k8Ocexuwt7XQOXbs2FD+/OMs27deYMKECMzNtdcZtCKRSLjviaG8/dwf/PLVIR5+Xntthz7ueXoU6edzObk3BZ8fjzLt8WG6r/VyNHJTOZu+PcjCe77lpa8eIDBS+G6xTC5jwMSeDJjYk/T4S8T8eJhTOxP48Y31AFjbWxIU5UdQVFeCovzw8HfGtos1MrnupgNqtZrGuiYqiqrJOHeZ9Lgc0uMukZt29bqocfV1YsKcYYyY2Q9zq7Z7PrQ0K/hh0WaObI7HxduRN3+Zg7Oegu+Sgko+eXEdKqWKeUunY9+GxgGtnDqcQU56Gb0GdCU00kvQOTtjEmloaGHa9N6YmOhv1BBzQCN0xw7T3dFLCGcy86lrbGZ8VGCHpmIBnCzIx1wup4fAzlgqtZq48nxczKzwtDA+jSqnQSNCOrMeRKZOA0AlaV8UyhCiCPmH8U9eiBcVScnP177bk58vpahISteuqv/yXYmIiPx/YYCTZkF7ovQKd3kLW/gP8fbmx4QLHM690qEixMnWkl7+7sRnFZJXWoWXkzBRdCsSiYQ7x4Tx3epYduxL5v5puoWClbUZd06O1AiRbQnMEOAJERrpxeA7gjm+P41TBy8RHNy2RY3cRMbzH83kzYd+4o+vD9LF1Zbhk7UXNEskEu55bgw2DpasWhbD4gd/4NG3JjNiWlSbF6BBvf0I+saP0vwK4vYlkxaXQ0bcJeL3pxC//+ZIkJWtBdYOVtg4WGJtb0llRTXKRjW1FXXUVNahaFbeNN7U3ITu/f0JiupK9wEB9BgS1OZIRCulBZV8+fI60uIvExDhxUtfPaC3S1htdQPLnllDZWktD708jvB+bTcArKtp5OcvDyKXS3n46RGCzqmpbmTzpvPY2JgzfoL+Oqaq6gb2HU3D1cmG/r3a95nZFacx2RzTs2PrGi5XVZFTVcUIHx9MBXa+S60uobKlkcmeIe0SRJn1Wcgl8k6NhEhVmhbKSqmwZgPGIoqQfxj/5IW4q6sKT08Vubm3f2F4eqpwdf17PreIiEjH4Gtlj4eFDSdL81CoVMgFmJNFOLvQxcKCI7lXUKpUyAQamglhfFQQ8VmF7IrP4LGxbY8ytDJmWDC/bYpjx/5kpk/sibmZ7qXB5CmR7NyZyOZN5xgXHYaNjeFU1oefHsH505fYvTGF0RP74uFt2OX7RhycbVjw9f0smv1vvntnK2bmJgwYq3txNOGhwXh0deaLF9fy3RsbObsvhccXTxVUsH4rTp4OjHt4COMe1hTjVxRVkR5/mSupBeSmFlJTWU9NeR21FXVcKqy4LjhahYmfpwM2DpbYOlrTNcKL4Kiu+HT3QG4gEmAItVrN4Y3xrHx/Ow11TQya0IO570/HVE90qq66kaVPrSE/u5SJDw5gwgMDjLr2T8sPUFFWx+gpwYJ/l5s2xlNf38wjjw7G0lJ/EfeO/Sk0tyi5KzoCmZHiDDQGhbGpufi7ORDk0bGpWIeuaKIRI3yEi6TYEk1Hq0HOxouHOmU9+U2FdLP0x0SqPxLZHmSqJNRIUEqNj7IKQRQh/zD+yQtxS0uYOFFxPfXsRiZMUPxtI0AiIiIdg0QiYZCTD+tzk0muKiLSwXBet1QiYZi3N5vS00ksKaGnq36zv7YwNNQXKzMTdsVn8sjo3kYLHHMzEyaODmPtlnj2HknlzjHhOsdaWZkxfXoUK3+JZdPGczz08ECD89s7WvH4i6P5/J0dfPleDO9+NQu5nhQmbXj6O/PaV/fz/pOr+GLBBpRKFYPH695R7zk0iA82z2PFGxuIO5hK2qTPmfP2FAaO79Gm696Kg6sd/cf3oL+WedRqNU31zVzKvURIiH4TvvZQUVzND4s2E38oFQtrM+a+P53hU3vr3V2vrWrg/SdXkZ1SyPDJPbn/hbFGXTv2QBrH9qXSrbsbw6KFFaOXldUSE5OIk5M146L176w3NinYvj8ZayszRg9t32u473wWCqWK8b07PhXrcO4VpBIJQ72Fp/vFll5BioT+XYwvKM+qz0aNmkDLzutYhVqBTJWCSuIPEuPbCAtBLEz/h9G6ENfGP2EhvmRJI3PnNuHjo0QmU+Pjo2Tu3CaWLPn71sKIiIh0HK27mMev7WoKYbi3Zrf08JX2FZHfirmpnJE9ulJaXU98lv7uVoaYNDoMM1MZG2Mu0KJQ6h0bPT6cLl2siNmRQGlJjaD5B40MpucAT7JSi9i0+rRR9xjYw4vXVzyIuYUpX72xiaM7EvSOd/Z04I1/P8rshXfS3KRg+QtrWf7i79RUdE5LSIlEgrmVWbt27w0RG5PAK3cuJ/5QKuEDA/ho63MG082qK+pZ8sSvZKcUMmpqL/719mSjWt6Wl9Tww2f7MDOX88zr4wW15AVYt/YMzc1K7pnVF1NT/Xvfuw6mUF3TyMQ7QrEwUHNkiF3xGcikkg5PxSpvbOBCcTGRLi44muuuobqR6pZGEiquEm7vip2p8Y1wMuqzAAi07DwDQak6GwmNKKW6NyM67FqdfgWR/zn+yQtxuVxTfH/yZC1nz9Zy8mQty5Y1IhdjgiIiIgLo28ULuURKbKlwEdLfwwNzmYxDucLPEcr4KE2Nxc642x2824K9rQXRI0MpKa9jvxY38BsxM5Nz7339aW5WsmrVScHXmHRvBF1cbNjw60kyLxonmgIjvHjju4ewtDbjm4WbOLj5nN7xUqmU6AcG8sHmeQT29OFETCIv3/k5hzbEoWj+/9MSMj+rmE/nreGLF9fS0qzgkTfv5PWfHsHJQ7/5XlV5HUueWMmltKuMnhnFY2/eaZQAUanUfPPBHupqmnjwyeGC07ByskvZv+8i3t4OjBipP7LR1KxgQ8wFLMxNmDLOeP8bgIyCMjILyxkY4o29tTChIJSjubmo1GpGeAtPxTpdmocKNYOc2lfHkVGfiVwix68T60FkqiQAVKIIEekMxIW4JiLUtatoVCgiItI2rOSm9HRwJ6WqmJJGYR4d5nI5gzy9uFRVRXp5eYfeT6i3Mz7OdhxNvkx5TUO75po+IRJTExlrt8TT2KR/gT5iZDABAc4cPZLB+fO5gua3sDTh6QXjUKvVfPb2DqorjbvfgDAPFn7/EFa2Fnz39lbWrzhksH2uu58T76x5gvtejqa+upEVb2zg2bGfsOPnYzTo8CD5XyA17hIfPfkrL038nNN7kwnu7cuyTfMYd/9ApAbS7/KySnjzwR+5klHMuFl9mfP6RKNN/zauPkXC2cv06u/HmMnCUtqUShXffnsItRoemTPEYIRo+75kKqoamHhHKLbW7Wubv+20prtTq0jvSPbk5AAw3Ee4EDhaoomCtqcepFZRS35TIV0tfDu5HkQTYRQjISKdirgQFxEREWk7I101HYUOFmULPmdCgCZ9YntmRofei0QiYeqA7rQoVWw6Kcy/QxeO9pZMGRdBaXkdW3brT3WSSiXMfWoEUqmEb74+SEODMB+U8F4+zJw9kJKiaj5fvB2lwrg6xK4h7rzz8yM4e9izfsVhvlywUaeh4fV7lkmZ/NgwPtv9IuMfHkxddQOrPojh6ZEf8Punu6kUmFrW2ahUKs7uT2HRvSt4+/7viTuYSmCkNy999QBvr3lCr/9HK3GH01j08E8U51cyY+5wZs8fb3RdRFxsNn/+HIuTqw1PL4gWPM/WLRfIzChm2PBAehpwR6+qbmDd1nhsrMyYMVF79zOhVNQ2sCs+AzcHa/oHCWsfLJTi+jpOFuQT7uSMr52wjnQtKiWHi3NwMbMi1E5YO19tXKxLQ42a7ladV28EIFPFocJOUxPSyYgiREREREREpA2MdNX8cT7QBhEy1NsbW1NTYrKzUKg6tgHI+KggbC3N2HzyIvVNLe2aa+akntjbWvDn9vNUVOqvnQgIcGba9N6UltTy68oTgq8x7cEB9BkcQFJ8Lmu+P2r0vXr6O7Nk9WME9vAidlcSC+79jqykfIPnObnb8/CCiXx94FXueX4MchMZW74/zNyhS1n2xC8c2hBHrYFn72hUKhVp8Zf5dekO5t3xER8/vZr0c1eIGhnC22ueYPHaufQdHWpQADQ3Kfh5WQwfPadJ23r6vanMmDvCaAFSkFvBF+/FIDeR8fK7k7G1F7ZrmZdXwdrfT2Nvb8GcOUMNjv9tcxz1DS3cNzUKayO8Um5k04mLNCuU3D0kHHkH1+fszMpCpVZzZzfhNRlx5QVUtzQxys0faTsK5FPqNIaiYVbdjZ7DEBJVAVL1VZTSXiDpfIkgihARo6ivh5wcKfX/3e9pERERkb8cNwsbwu1ciCvPp7JZWC2dqUxGtH8AZQ0NnMg3vFBuC+amcqYNDKWmobndtSGWFqbcPy2KxiYFqzaeNTh+5t198PZxZPeuZBIThT2XVCrhmdej8fRxZPsfcRzebXwEx87Rird+ms2URwdTnFfBotn/ZuvPx1GpDLubW9tbMnXuSL468Cpz3p5CcG9fzh9JZ8UbG/jXkPd5f87P7P/jTKdFSBTNCi6eyeGXJdt4esSHvHXfd8SsPE5jXRMjZ/Th4+3P8cq3DxES5SdIRORllbDwgR/YvfYMXgHOvLfmcYZONL4bWG1NIx8t3EJDXTP/enkM/kHCOrsplSq+/vIALS1KnvjXMGxs9adWXcmvYOfBi3i62TF+ZPtawjY0t7D55EVsLc0YH9Wxbt9qtZptmRnIpVLGdhUeJdh/VVNMPsrV+AJ5lVpFSl0q9nI7PMyMd1s3hEwVB4BSZtgDqCP4B1UBiHQECoXGcX3HDjn5+VI8PVVMnKhgyRJhNSX19ZCXZ4an59/XFFFEROTvzyjXAJKqijlUlC3YuPDOboH8kXqR7VkZbWrtKYS7BnTn9yMJ/HEsmSn9u7drB3jssBC27c0iXV8AACAASURBVE1m75FUJo0Ow99Ht8eCiYmMZ+aNZMH8jXzz1UE+W36PQSd1AEsrM15ZMpk3nvqdFR/uwd7Rksi+fkbdr9xExr3Pjia8vz/fLNzEb8v3kXgym6eW3IWDAG8QU3MTxszqz5hZ/bl6pYzTe5I5tTuJhOMZJBzP4AfA0c0O/zAPuoZ50jXUA/8wzzb5jrQ0K8hNLyI7OZ+c5HxyUgq4knYVRYumE5m1nQUjpkfRf1w4EQMCkBvoInUjarWa/RviWPnRblqaFIyZ2YcHXxqr1zPEEM1NCj56Ywv5l8uZdHcUw8YKFwcxOxJJSyti0OAABgw0vPD+97qTqFRqHp01ALnAjlu62Hk2g+qGJh4e1RML046tm0gtKyOrspJRvn7YmwurWVGqVRwqysbB1IJejsaLhyuNudQp6xlo16/D2w3fiLxVhEhFESLyP8jCheasWPGfUGluruy678ayZbp3BG8WL+FtFi8iIiIi/0uMdg/gi/QT7LuaJViEhDk50dXOjkNXrlDT1ISNWfvSTm7E3sqc8VFBbD55kUOJOYxuR1tSmUzKnHsH8NbHO/np95MseXWC3oVPYKArk6f0ZPOmc6xZfZI5jxlOvwHw8HHk1fensOSlDXyyaBtvf343/sHG+6hE9Pfngz+eZMVbW4g/ks6rd6/gkdfGM2BMmOCCbDefLkx+bBiTHxtGcV4Fp/ckkXwqm5yUAs7uv8jZ/RevjzWzMMHK1kLzY3ftvzbmlJdVIFEdpa66QfNT1UBdTSPqG6IzchMZPkFuBPTwos8doYT19zfKwLC0sIqVH+3izIFUrGzNeXbpdPqOCmnzPDeiVKj48r2dXEzIZ8CIIB6YO0zwuYWFVaxZfQpbW3Mef8LweeeS8jh7IZceoR7069m+jk8KpYp1x5IwlcuYOqDjU5a2XavnaksqVnx5AWXNDUzzDkXWjvSm5NprqVjWnZeKBSBTxaPGDpWkE31IbkBc/okIpr4eduzQ/paJiZGzaJHu6IYx4qW+XuPw7uoqFs+LiIj8b+FlaUeYnQunynIpbarDycywqZdEImFSt0C+jDvLjqwsZoV2rBvx3UPC2Ho6lVUHLzCyR9d2ubNHRXgTFeFNXGIuR09nM6y//kXJrHv7cuZMDju2J9Kzpw9RfYS1L+3ew4t5C8fz2dvbeffl9bz5yQzBaT/asHWw5JXls9i97gxrPt3DF/M3sO2XWO55ZhSRgwLatIvs4uXApEeHMulRjaiqKK4mO7mASyn5ZCcXUH61irrqBsqLqsjLLL6tQ5eJmRxrWwvsnW3wCnTFO9D1eiTFu5tLm6Idt1JVXsfmH4+y98+zKFqUdI/y5en3puLkJqxYWhdKhYqvlu7k1JEMQiO9eGZBtGAB19Ki5NNP9tDcrOCZZ0diZ6e/NW5zs4IVq44jkcBjswa0e4d/z7lMiipruat/SIe35W1UKIjJzsLB3JzBXsKjmDEFmvTIse7tSw1LqE1Choxgy47v9tWKRJWHVF1Ii3TEf6UeBEQRItIGioqk5Odrf2Pm50spKpLStevtBZdtFS/tTfkSERER+W8wyTOE5KpiYvLTeci/l6BzpgQG8e25eP5Ivcg93bt3aGqFh6Mt0b26EROXwf4L2Yzt1T5Ds389OIhn3ljP96tj6RXmiY2etqmmpnJefHEsr83fwPLl+/jwoxm4CVwQDxgexFOvRfPNsl28++I1IdKOiIhEIiF6Vj96DurGn98eInZXIsueXkP3KF9mPTOK4F7G7bg7uNgS5WJL1MjbIw0qpYr62ibqaxrIy88lvGcopmYd30a1rrqR7atiiVl9kqaGFlw87ZkxdwRDJkQgbWcRdmsEJPZgGsHhHsxfehemZsL/6P77p2NkZZYwclQIQ4YYXnT/sf08+VeruHNMOP6+hjt+6aNZoWTlgXOYyGXcNyKyXXNpY3dONlVNTTzaIxITgeK+XtHM3sJM3C1s6OPoafS1i5qKyW8qINwqFAtZ+1oX60OuigVAKRvQade4FbEwXUQwrq4qPD21d3Xx9FTh6qr9mBDxciOtUZPcXBkqleRa1MSMhQs778MnIiIi0lai3QMxkUjZknfRoE9FK10sLBjj15WcqkrOFLbP5VwbD43qhVwm5Zf951Ao29eFy8PVjvumRlFZ3cB3q2MNju/q78TjTwyltqaJZe/vFNy2F2D4uFCeXhBNfX0zi19cT2bq1fbcOgBuPo7MWzqNZevmEjU8iItxl3nrkZ/54JnfSDl7SfDvTAhSmRRrOwtcvByxcbTscAFSXV7Hph+P8uyk5Wz64SgWVmY8umACn25+hmF3RrZbgCgUSpYvibkuQF7/cBoWlqaCz9+9K4ndu5Lx8+vC408YTsfLzCnhz+3ncHa04sHpfdpz6wDsOJNGUWUdU/qH4GJnOCrZFtRqNesuXkQqkTAjWHiq276rWdQrW5jkGdyurljnai4A0Nu248XVjciVGuNRhfQfIkKSkpJYuHAhr7/+Ojt37vwrb0VEAJaWMHGidgOrCRMUOlOm2iJeDEVNxG5cIiIi/yvYmZoz0s2fnLoKkqqKBJ93d4gmr3td6kUDI9uOm4M1d/YNpqC8hpiz7euUBTA1ugfBAS4cOpHJsTOGWxKPHhPK+AkRXLlSzvLP9wvqUtXKsLGhPLMgmoaGZt59aT0pF/Lac+vX8Q1y5ZXl97J45aOE9vHj3LEMFj+2kpenf8PO305RVy2sw9l/G7VazcW4y3zx2gaeHPsp6746AMC9z93B8m3PMvaevkbVkdxKc1MLn7+zg5OH0unew7PNAiQ5KZ8ffziGra05r70+wWBjgqZmBZ98fxClUs1zjw3H0kL4tbTR2Kxg1aELmJvKuX+48d3AdJFZW8PFslKGeXvjbm0t+LyteZo6jsme7avjiK+5gFwiI8I6rF3z6ENCCzLVWZQSX9RS46M2beUvS25RqVT89ttvvPDCCzg4OPDee+8RGRmJh4dHp13TbOlSzD/4oNPm10f7df7/Bt9e+7mNFdd+tGAHXNE14RXAw7ixfwf+Lu+LjkB8Lf6D0Neicf58mhYs6NR7EdHPZM/u7CnMZGteKhH2boLOiXRxIdjRkcNXLlNUJ8x1vS08MDKSmLh0fj14nnG9u2FmYvyfeplMyguPj+C5RRv45pejhAW64WDAK+KRRweRm1vO6VM5/LHuDLPu7Sf4ekPHdEcqlfDV+7tY8vIGnn5tHIPvaF+hdStBkd68+cNDpJ3PZe8fZzm1L4WVH+7i9y/2MSg6nNHT+xAQ7tGp3YeEUFvVwLGdiez78yx5WSUAePo7MWZmH4ZNisTSpuOyAqorG/jwjc2kJxcS1tOL+e/fhXkbBEhxUTUffbgbgFfmR+PiYrhj2KoNZ8gtqGTS6DB6hrXfTHDzyYuU1zTwwIgeOHRwLQjA7oICAO4JEV7DdaWukviKAvo4euJpaWv0ta82FVHQVEiEdRgWso5/tlaszNKR0IBSOrDTrqGNv0yE5OTk4OzsjLOzMwB9+/bl/PnznSpCREREREREOpL+Tl64mluzuzCDF7sPxkJmOA1HIpFwd/dQ3j1+jPVpqYy1MX6Roo0uNpZMGxjK70cS2XoqlZlDwts1n5e7PbPv7s93q2P54ucjLHp+nN6Fulwu45VXxvHqK+v5Y91ZfHy7MGiQ8G47g+8IwcbOgk/e2sbyd2MovlrNXff17RBxIJFICOnlQ0gvHx5+ZRyHtpxn34Y4Dm0+z6HN53FwtqHXkG6ED/AnvG9XbB07NrVHG0qFiuyUApJOZXM+Nov0C7moVWpkcimDosMZM7MPIb19OlwcFeRW8MGCTRTmVTJkdAhPvjoWkzYUyzc1KVi2dCfV1Y38a+4wwsIMr98SLhawZXcinm52zL67f3tuH4C6xmZ+O5KAlbkp9wyNaPd8t1Le2EBsaQm+tnb0a8P6dFu+Jgoyxat9UZDrqVg2nZuKZWeuuY5CNqhTr3Mrf5kIqaysxNHR8fq/HRwcyMnJEXRuRkaGUdf0KC//u22ki4iI/IMpLy+nwMjvQ4DAwI418/onIpNIudMzhB+zzrK7IENwu97x/gEsP3Oa9ampDO/d8T35Zw2LYOupVH49eJ4xPQPa3S1o4h1hnIy/zJnzV9iyO5G7ovWnvdjYmvPagvEseG0Dyz/bh52tOaZt6Ejco48v7355D0vnb+L3H46Rk1HMk6+ObVOakCFsHa2Y/MhgJj08iMSTWRzdnsCF2EwObDrHgU3nAPAJcsU/1B3/7h54dHXCs6sT9k7WRguC5sYWCi+XkX+plIKcUnIuFpISd5mG2iYAJBLoFuFFn5HBDJ/cE/suwtN/2sKZY5l8tXQXDXXN3HV/P2bNGSy4CxZoOmGtWnmBS5fKGRcdxrhow0K3srqBj1ccQPJ/7J13WFTX1offaQwMvfcqIKCAKIhdFHuNaUbT200xuakm5iYxzZti6k01+dK7iTGxd7EXUJQiCigdQZpIH6ac7w+iJsYyw8xQkvM+D4+Jztl77X1mmL3OKj+JhEfuTsLaiKL3S/F1ymEaWtTcOX4g9jbma3l9lp+PHkUrCFwfGWlwXYdGr2NF2VHs5FaM9TJc1PBCBEEgrSEdhUROfwumYgE4WB9CQNmhlN6FdJsTYkpBWGe/OJV/cHpEREREejsuLi7Yio5Et3O1fxRfFBxkaXEWM/0M63hlI5dzfWQUn2YcJuVUJf0jzJNydBZHlTW3jxvI+2v289H6NJ661nCth4shlUp47J4x/HvhL3zx03769vEgMuzy6WeBQa488eQkXv7vWl55eR133zMQY96uASHuvLLkRt5+YTX7tuVRWljD/Jdm4BNg3u9yqVRC7LBQYoeFotfpKcipIDu1gOzUQnIPl1JeUM223w6fe72NnRKfIDdcPR2wVlmhslNirbLCxk6JtY0VlRWnyLApp7WlndYmNW0t7TSdaaWiuJaainouPP54+bswfFJ/+g8OJiohGAdny/Wk1+v0/PTFXpZ/ux8rpZwHn57MyPHGPa3X6wXef3cr+fl1xMcHctfdVy5E1+n1vP7RVurqW7jt+sFEhHa++9lZTlTU8fPuI/i42HO9idG+i9Gq0fDj0Rxs5XKuCjO8Ne7WygJq1C3MDYo1KDJ6KQrbiqlqrybeIc6iXbEk+mJsFOVopKNB0rUNgLrNCXF2dqauru7c/58+fRonJ6fuMkdERERERKRTeNnYk+QRwpZTJ8ior2SAs2HKyHOiovgmO4uV5WXcq9OhkJleZPxHrhoSyfr0fDakH2fywDAGhHResRnAxUnFE/cl88xra3j1gy28++LVODpcPsIyIC6AB/+dzNtvbeLTTw4SFBhIYNClFdgvxMnVlmffupZvl+xk7bJ0FtzzHbfMG03y1GiL1G5IZVJCo30JjfblqjtHomnXUpJfxcmiGsoLqjlZVMvJwhqKjlVwIrvcqLEdXW2JGBiIb4gbPkEdURW/Ph64epo3He9SVFWc4cNXN5CTUYanjyOPvzSDwD7uRo2h1wt8+EEKO3fmExjoyGPzJyAzoDPXD7+lk5FTTmJcIFdPNj21SK8XeHvFHvR6gYdmDDWp7ulS/JqXS71azTX+AagUhjsTPxZnAnB9gGmO0f4zaQAkOiaYNM6VUOi2AaCVmfagojN0mxMSFBREVVUV1dXVODs7k5aWxl133WXROdVPPdVtRZz5+fndmvrQFcJ/hs5hzr3o7YKG3f2+6EmIe3EecS96HzcERrPl1AmWFmcZ7IS4WNtwdXhffjiaw+oTx5kV3tesNsllUh69ahjzlqzm7RV7+fTBmSjkpjk6MZE+3HRNPF8vS+ONJVt5/vHJVxRFHDkqjNbWdpZ8tJ3nFq7g+RdnEBRkuC6EXC7jtgeSCI/y5pM3N/PJG5tJ23mce+ZPwMXNMulKZ1FYyenTz4c+F9Q76LR6mhvbaGtR09qkPhf1aG1RU11TRUhoECpbJda2SmxsleeiJd2BIAhsWZPF1x9sp61Vw+CRodz7xATsjCxw1+n0fPjBNlK2HqNPqDs33dwPpQGtiA9mlrJ0ZTqebvY8cneSUWlfl2LtwTyyS6pI6h9EYrjpxe0XotZq+SIrCxu5nMk+hneLOnqmmoz6Soa7BxBg2/kH6+16DQcbDuMkd6SvyrLfBXLdVgRB2i1OSLe16JXJZMydO5d33nmHhQsXEh8fj69v17UF+6eg1cKCBdYkJtoxaJAdiYl2LFhgjfbinXZ77Bw9YU4RERGRSzHQxYdQOxe2VJ6gus3wjle3Rccgl0j4PDMDrd40XY+LEeXvwYzBERRX1/PTrmyzjHnt1AEkDAjg0JFyvlyaatA1Eyb24+prI2loaOO5Z1dSVFRj9LzDxvblzS9uITYhkEP7i3js9q/YtdlwjRZzIpNLcXBW4eHrTGBfLyLiAogbGcawif2JGuxPdGIIffr74hvshouHfbc5IHXVjbzy5K988sZmpFIpD/xnEo+9OL1zDsj7KaRsPUZomAfPPz8DlerKDkhZRT2LP9qCTCblqQfGYWdret1GfVMrH69Pw8ZKzrypphe3X4wV+XnUtLZwfUQkDkZEQZb+HgWZHWBakXxmUxZt+jYGO8YjtaB6uURfiUzIoVEdBZKuz0aSLViw4Pkun/V3PD09SU5OJjk5mfBwy0nR9wTq6upwdTU8BG0u/vOfDuG/hgYpgiChoUHKgQNyGhokjBtnnhO7sXOYYy+6Yl1dQXe9L3oi4l6cR9yL3odEIkEqkbK9qhAbuZwEV8OeztpaWXGiooJDdbX4OzjQ18X8971/oAfrD+Zz4MRJkmNDTC7glUgkJMQGsC+9iNTDxbi52NLHgMiGjY2WsPAAdu86zp7dJ4gd4Iezs3Hdp1S2SkaOj8TJxZbD+4vYszWX0sJaIqJ9zVq0bgo94fMrCALbN+Sw+OkVlBbWEpsQyNOLryYyxs/oNDadTs8H76ewLSWXsDAPnntuOrZ2yiuus7GpjWcWr6H2dAsP3zWaQTGdU6q/kLdX7iWntJp7JyWQEGb+h9canY4nt6Wg1et5bcxYWhsaDLqfp9tbeSFrK9429syPGmVSuuCvVauo0dQy1+t67OSW69Cm0K1Ert/HqcZp2NhbNu3rYoiK6X9jukL4rzvEBUVBQxERkZ7IFJ9wHBRKfi7OplWrMfi6q/z8kUulfHzoEBqdzux22dsomTc1EbVGx+JfdhklIHgpbFVWLHxkIva2St7/cif7DxUbdN348VHcPy+JpqY2nn36N7IyjRcklEgkTJgZy+uf3UxEtC/7d+Tz0E2f8/3/7aKpsWcKD3YVgiBweH8hC+75jg9f3YBWq+euR5L5z+KrcTVAw+NC1GoNr72yrsMBCfdk4fMdDsiVaFNreP6t9ZRXnuHaqbGMHW6eB837ckvZkH6cMB9XrhpiWvvbS7Es9xiVzc1c0zcCVxvDu8r9XJxNu17H7IAYkxTSa9prOdacR7BNIJ5Kj06PYwgK7WYEpNS3do9Sl+iE/I05dUpKefnFb3F5uZRTp0y//V0xR0+YU0RERORK2MgVzA6Ipl7Txi+lRwy+zs3amusjIilvamRZ7jGL2JYcG8LwyAAOF1by674cs4zp4+nIwkcnoZDLeO2DzRzJqzTounHjo3j0sQloNDpeenE121JyOzW/l68Tz//vev71+DhUtkp++y6VB274jOXf7qetpb1TY/ZmjmaW8fxDP/Hyk79SmFfFsDF9eevLW5kwM7ZTT+VPn27huYUrOXCgmAED/Hn+hRnYGpBOpdXqeeW9zeSeqGLMsFBuudZwscrL0dCi5vXlu5DLpCy4ZiRyAwrijaWpvZ1PDh/GVqHgjljDC+ibte38UJyBg0LJLH/TnKPd9XsREBjpZFnNDom+FJmQhU6agFbfPY2hxNPa3xhPTz2+vhfPMfb11ePpaXr+cVfM0RPmFBERETGEOUGxqGQKvi48hFpneGronbGx2CoUfHL4ME3t5j9ASyQSHrtqOA4qJR+vP0BJ9RmzjBsZ6slTD4xDp9fz4tvrKSypNei64SNCefa56VhZyXn3f1v44vPd6HTG/+6WSiWMmxbDu9/dwU33jkIqk/Djp7t58MbPWbssnXZ170nP7SwFuad4+YnlPPfvnziaWc7AoSEs/vRmHn5uKu5eneu8lZ9/ivmP/0xe7ilGjw7nqaenYGNz5doIvV7gnU+3cTCrlEEx/jx0p3kK0QHeXbWX2sZWbk+Oo4+3ZSQXvjmSTb26jVv6R+NibVwU5IxGzY1BsajknU8L1Oi17D2Tiq1MRZyFBQoVuvUdc8omWXSeyyE6IX9jVCqYOvXiv4CnTNGapZtUV8zRE+YUERERMQQnK2uuC+hPjbqF38qOGnydi7UNt0XHUK9u4+vsLIvY5mJvw6Mzh9Gu1fHyz9vRduLQfzHiYwN4+K4kmlvaee7NdVRWNxh0XXS0L4tfvxZfPydWrczgpRdX09jQuXQqpbWCGTfE8/73d3LtrUNQt2n48v1t3D/7//jx093UVTd2atyeik6rJ3VnPi88/BML7vmOw6lF9Bvgx6IPbmDBK1cRFGpc690/krL1GM/85zdO1zVz8y1D+ffDySgUV+6qJggCn/6wl217jxPxu3Mql5vnmLk1s4DNGQVE+rtbRBkdoKalhW+ys3C1seHmfoa3123Vavim6DB2cituCLy8iOeVONSYQZOumaGOg1FIO68xckUEAYVuPQJKtLIky81zBbq1MP2fRHcVqiUlaWlokFBVJaGpSYK/v545czQsWtTGFboqWmwOc+xFV6yrK+gJBYw9BXEvziPuRe8m3N6Vn4qzyW2o5vrAaGRX6G5z9n5HurqyIj+PA5WVXBUWbpQ2gaEEeTpTXttAal45Wr2eQaE+V77IAIL9XbG1tWJ3WiFph0sYFh+EyubPT4Qv9r62d7Bm9OhwSktPcyi9hL17ThAd7YuTU+eeJims5PSL8yd5WgwSiYQTuZVkHihm7S+HKC2qxdnVFlcPe4tojJzFkp/fpoZW1i0/zHsvr2PzqiyqKxvoP9Cffz02nutvH4abR+c1R3Q6PV9+sZtvv9mHtbWCJ5+azNixEZfcqz+uUxAEvv/1IL+szSDAx5lFT0zBVmUeBfOK04089dUmZDIpr98+EWc7wyMUxvDOgVQyqqp4JGEwsZ7nxRSvdD+XFmeRcqqAW4PjGO4RaJIN31f+TIO2gVu856KSWe6JqlQ4ilL7FVrZWLTyyd32ndNtOiEiXYNcDq++2sbChZbT0+iKOXrCnCIiIiKG4KJUcU1AP74rymBl2TGuCehn0HU2CgX3DBjIf/fu5uPDh3h62HCL2PfwjKEcKanihx2ZDAzxJt5MHYZmToimsUnNjyvSeeqV1Sx6Yiqe7lcuhra1VbLgqcn8+EMqy34+yFMLfuH+eWMYMbLz+ggOTjbceM9Irr11CDs3H2X98sPsTcljb0oefkGuJE2KIn5YH7Orr1uCtpZ2Mg8Wk7rrBPu25dGu1qK0ljNuegyTZg0gIMRwzZVLUV/fwttvbiIrqxw/P2cW/GcyPj6G1QkIgsC3vxxg6apDeLnb8+L8ydjbmUd5W6PVsWjpdprVGp68ZgT+bo5mGfdCis+cYXluLgEODlxlhF5Pm07L14WHUMkUzA0yLX2qqLWY4rYSYuz64WZlWYdAoV0HdG8qFohOyN+OS4n3qVQQHGzZWglj5zCH0GBXrOuP9HZxRBEREcM41V6Np1XnU1puCY5jWUk2n544wFTfvljLDPu6nRkeznc52SzPy+XaiAiLtOy1tbbi2dlJPPjJGl5cuo1P5s3Ey9k8on83zhoEwI8r0pm/aAUvzp9CkN+VD/pSqYS5NyYSHOzGe+9u4a03N5GaWsidd43E0bHzT76V1grGTYsheWo0RzPKWLv8EIf3F/Htkp18u2Qn3v7OxA8LIX54H8KjfJCZKX3IVOpqmji4p4ADe06QfbAEjaaja5qHtyOTZg0gaXI/o7U+LoYgCOzckc9nn+6isbGNwYOD+ffDyagMbHes0+tZ8vVu1qUcxcvdnpefmo6bi/kEJD9cm8qRkiqSY0KYNNByon1vpu5HJwg8MCgehRHpFEuLM6lRt3B7yEAcrUy7H5vrtgEw2nmkSeNcEUGDXLcePY7opEMtO9cVEJ2QvwlaLTzzjDVr1sgpL5fi66tn6lQtixa1Ie9hd/ms0GBvsPUsvWl/RURETGdLbQpzva/v9PXu1rbMCYrly4J0firO4paQOIOuU0ilzE8cwryNG3hl7x4+nzLNpHaflyLS350Hpw3h7RV7WPjdFt67ZypKhem/zCQSCTddHY/KxorPf9zHk/9dyXOPTCIq3Mug64cO60NgoCvvvruFXTuPk5lRxp13jWTEyFCTUqgkEglRA/yJGuBPQ30L6fsKObDnBBmpxaxaepBVSw9ia68kPMqbsN9/QiO8sDXDQf9K6HV6yopryc+pJD+ngvyjFZQWni/wD+zjxqChfYgfHkJIXy+zFXrX1jbx8UfbOXCgGCsrOXfeNYIpU6MN3metVs/iD7ewO62Q4ABXXnhsMi6dTKO7GBvS8/l131GCPZ15bNZwi6XQpRQXs7OslAQvb8YFBhl8XaNGzRcF6djLldxq4Of7UpxSV5HRmEWgtT/hqlCTxroScv0OpNTTLp8LEgvWnRhiS7fOLmI2nnmmQ7zvLKWlMpYs6Sgke/XVntU3/X//8+PHH3uHrWfpTfsrIiJiOvvPHGCK20ScFJ1P/7gtJI5fSo7wecFBZvlHYa8wLEd+mK8f44KC2FxUxG95uVzdN6LTNlyOGYP7kltWzdqD+by1Yg8LrhlptoPe1ZNjcLS35n+fbefZ19ewYN54nAzUXPPxdeK/L89i7Zosvvt2P2+/tYmdO/O5595RuLqa/pTdwUlF0qR+JE3qR7tay5HDpRzYfYLMA8Uc2l/Eof1F517rG+BCcLgHHt6OePo44uHl2tD9cAAAIABJREFUiIe3I67udkiNbBHb0qSmquIMpyrOnPuzvLiOE8cqaWs9ryujtFYQPSiA+OF9GDQ0BA9v86YgCYLA5k1H+erLPbS0tBMd7ct985Lw8jJ8npbWdj75MYP8onr69/Xm2YcnYmtGsci88hre/G0PttZWvHRTMiqlZQ7LLRoNi/fvRS6V8tTQYUa9/78sSKdBo+bf4UNxUJgaBUlBQGC861iL1isBKLS/AaCRzbToPIYgOiF/A64k3rdwIT0mdailBbZvv3ieaU+z9Sy9aX9FRETMgw4dW09v52qPGZ0ew0Fhze0hA3k3by9fFqTzYF/DUx/mJw5hb3k5/zuQRlJAIC5GiKYZikQi4aEZQyk4dZoN6ceJ8HVj1tAos42fPCIcBztrXv1gEy/9bwPXT+lLWJhhKTUymZTpM2JJSAjiww+3cSCtiJwjJ7n1tmEkj4s0WzTASiknLjGYuMRgABrqW85HJHIqOH6skvKSur/aJ5di72CDtY0CpbXi3J9KazkNZxqRSQ+hbtPQ1qZB3aahpamdlmb1RW3wDXQhLMr7XBTGL9DVYmlhFRVn+Pij7WRmlqFSWXHf/UmMGx9p1MG3rr6FF99ez/GieoYMDOKJ+8ZiZWW+42R9cxvPfrcFjU7HC3PH4ufa+WL7K/HRoXQqm5u5K3YAwU6Ga2VUtzXzQ1Em7kpbZgeZ1q3rtKae1DMH8bRyJ8bO8K5cnUGir0Cm349OGo1eGmLRuQxBdEL+Bhgi3teVdROX49QpKadOXfxpYE+z9Sy9aX9FRETMg6Pcgd31+5joOg5bE7rUzA6K5ofiTH4oyuSGwBjcrQ0LB3iobJk3cBCL9+/jrbT9LBqV1GkbLodSIefFuWP51wcreX/Nfvp4uRATbFjqlCEkDAhg0RNTeeHtDfy4+hhqrRW3zR6MzMC8ey9vR154cQabNubw1Zd7+OjDbaxfn80ddwynX3/zFNT/EQcnFYOGhTBoWMcBTa/TU1PVSNUfohdVFWeoOnmGxoY21G0aztS3oG7V/EWJ3kop73BQrBW4utvRt783Ht6Of46q+DiiMkAA0FSam9T8/PMB1q7JQqvVMyg+kHvuHY2bm3GRpfzCahb9byO1p5tJHODNUw+MQ2ZG0UCtTs+LP6Zwqr6Z25PjGBrhb7axL+RYbQ3f5xzB396eO2OMKyr/5HgabXotj4eNwEZmWpQmpW4HOnSMcxmD9Aqd9ExFoVuFBIF22VUWncdQRCfkb8BZ8b7S0r/28e5p4n2enno8PdVUVPw1dNnTbD1Lb9pfERER8zDWeTS/Vq9ix+ldTHab0OlxbGQK7glLYFH2Nj4+nsoz/ccYfO31EZGsPnGcNSdOMC00jCE+5j90A3g42fHcnDE89vl6nv1uKx/cOxU/M3Yhigzz4s2FV/Hs4lX8uj6TkvLTPHbvGBwM7KAkkUiYMLEfg+ID+fbrfWzfnsezz6xg8OBg5tw4mMBAy3USksqk5xyHyyEIAlqNDnWbhqLiIqL6RZgtWmMK7e1aNqw/wrKfD9LY2IaHhz233DqUocP6GJ32k7I7n/e+2IFGq+P22YlEh9qY1QERBIH/rdpL+okKhkcGcPOYAWYb+0K0ej2L9uxGLwj8Z+hwrI0o7ixurue3shyCbJ2Y4WuaOnqTrpld9XtxkjsS7zDIpLGuiKBDoVuJgAqtbJxl5zKQntEGQsQkepN4n0oFo0fXX/TfepqtZ+lN+ysiImIehjsNQSVVsbVuB626VpPGmuEbSbCtM7+VHuXomWqDr5NJpTwzdDgyiYQXdu20iJL6WeJCvHl05jDOtLTx2OcbqD7TbNbxfb0cefj2gQyK8edgVikPLVxO7okqo8ZwdbXjoUfG8dria4iI9CI1tZBHH17KO29v4uTJi3+vdBUSiQSFlRw7BxuU1vJud0A0Gh0bNxxh3n3f8cXnu9Fqddx0yxDefX8Ow4YbV+Tf3q7l/S928OYnKchkUp59eCLXTIk1e+3C55vTWZWaS6i3C09fP9qie/hNdhZHamqYEtKHIb6GO/eCILA4Zyc6QWBe+BDkJgqTba3bTrvQzliX0Siklo0LyPW7kAqn0MgmgqRnHFxEscIuwtJCML1JvK9PnyIUCtdeYetZLLW/oijdecS9OI+4F92PXCpHQOBI81EUUjlhJnSskUokBNk6sfpkLnkN1cz0i/rTAe5y99tdpUKj17OjtJQzajWjAwI6bceVCPd1QyaVsDOnmLT8csbEBGNtho5ZZ2loqOeqKQnIpBL2Hypmy648bFVWhIe4G3WgdXW1Y2xyBKFhHpSW1JGRUca6tVkUFFTj7KTC3cJihFeiOz+/DQ2trFyRwdtvb2bXzuPodALTZ8Qyf/5EBgzwNzpyUXGqgefeXEtaRinBAa7898mpRIR2CPmZc50/7z7CpxsP4uvqwNt3TsbBTEKHF+P46Tqe2r4NF2tr3hk3/opRkD+uc0vlCb4oSGeImz8PhA8x6X3WqG3iy5PfYitTcYvPjcgkV1alNwWl5lWkQgVtVs8jSP7cNlsUKxQxid4k3tebbD1Lb7RZRETENEY7j2Br3Xa21u0gyXmkSQrGiW7+TPQOY0NFPr+W5hgsYAjwr9gBbC8pYXleLmMDgxju59dpO67ETUmxnGlRs2z3ERZ8tYk375hk1s5EMqmUOVcNIjLMk9c/2srH3+7hUHYZD94+Cmcj2rtKJBLi44MYODCQffsKWPHrIdJSi0hLLSI42I1pM2IYMSIMhcKyB7ueQklJHatXZbBjex7t7TpUKitmzIxlxswBuLgY2JbsDwiCwOadeXzy3R5a2zRMGB3BPTcNQ2nGAvSzbEjP54M1+3FzUPHG7RNxsbeMIjqARq9n4c6daPR6nhk2Aidrw7taNWvbeePoLhQSKQuiRpns6G6uS6FdaGeG6xSspJZtlSvV5yLXH0QrTUQv7WPRuYxBjIRYmJYWKCuT0tJyGk/PSws2nX2dUimgMOG9qFCAs7NpYxiKsTZfuBddaau5uJTNnb1/4hPv84h7cR5xL3oGcknHgSu7OQepREZfW9PE0mKdvPi19AhpdeXM9I3ERt7xy+JK91smlRLj7sFvebmkVpxkZlg4SgsJFEkkEuJDfak83cS+3DJyy2tIig42uJD8cvxxnV4eDoweEkpBSS3p2WVs2ZWLp7sDAb7ORtvr7+/CuPGRDIjzp6VFw5EjJ9m/r5DNm4/S3KzG2cUWBwfLHWwvpKs+v2q1hr17Cvjy89189eUeCgpqcHOz54Y5CTz0cDIJCcHY2BjfNvd0fQuLl2xl+bpMFHIZ/75jFDfMHIj8giiKOda5+2gJL/20HTtrK966czIB7pZRRD/LZxmHWVdwgumhYdweE2PQNWfX+UHePvbWlHJnn0GM8zZNy6NB28BXJ7/HQW7Pzd5zuiAK8gEyIY82xXwE6V+jqWIk5G/GheJ2np5RzJwp+Yu4XW8UwTPWZkP3ojfSG++fiIiI4YxyHs7W0ztIqdvBaOcROMjtOz2Wu7Ut94Un8sbRXbybt5fnoscafG1fV1fuHhDHR4fSeXnvHl4ZnWSxlCOpVML8q0fQ2Kpmz7FSXv5pO8/ekGQWR+SPuLnYsuiJqazZcoQvf9rPqx9sZtSBPtx3y3DsDSxaP4tEIiEiwpuICG+qTjWwdm0WmzcdZdnPB1n280H69HFndFI4I0aG4WRGQb2uRqfTk51dzvZteezbW0BbW4e+SFQ/H6ZPjyE+IcikYvGd+0/w4Ve7aGxWExPlw8N3JeFhBm2Wi3G4oILnf0jBSibj1VsnEOJlnANqLEeqq/m/w4fwUKmYPzjRqGuPN9byfVEGvjYO3N7H9ALydTWb0AgaJrmOR2HhKIhEqEWu24BeEtDtCukXIkZCLMR//tMhbtfQIEUQJDQ1yTlwQE5Dg4Rx47SXfF1Dg/Sir+tJGGuzoXvRGzH1/olPvM8j7sV5xL3oOcgkMqwkVmQ2ZdOub6e/nWk6GpEOHmyvKmRPTQmDXf3wtrE3+H7Heniy/+RJ9pSX4WNnT18LvkekUgkjogLJKjrF/rwyKuoaGRYRYFKx8MXWKZFI6NvHgxGDQ8gvrCY9q4yUPfl4utvj5+3UKUfL1k7JgLgApk6LJiDAlfZ2LceOVpKeXsKqlRlkZZbT3KxGqZTj4GBjdmfO3J/fpqY20tNLWLsmiyUfbmP9uiMUFdXi7GzLlKnR3Ht/ElfNisPPz7nT9+d0fQvvfrad739LRyKBu+YM5d6bhmN3mfbBpqwzo7CSp77ehE4vsOimZOJCvDs1jqE0tbczb9MG6tVq3hw7jhBnwx2emtpaXi1Jo6K1kf/GjiPE/tJZLYZQ3V7DtxVLcVO4cqP39RZvy2ul/Ra5Pg214h70sovrkHTXd46kvr5euPLLRIyhpQUSE+0u2tI1IEDHvn1NqFSGv64nYazNvXGNhmKOteXn5xss3vV3R9yL84h70bPQCToWFSymVlPHU8GP4a00TUcj83Qlt+/7hQBbJ34YPpvSgkKD73dZYwNzVq5Aq9Px9bQZhLmYdiC6Es1t7cz/YgM5pdUMi/DnuTljUHayWP1K72udXs/ytZl89+sBtFo9sVG+3HlDIiGBbp01/xz19S3s3nWc7dvzKCyoQafraK3u4GhDdLQv0dG+9I/2xdvb0WSnxNTPb2trO8eOVZKVWU5WZhkFBdUIv5/U7OyUDB3Wh6SkvvSN8DK5g5S6XcuKDVn8vPowrW0aIkM9efjuJHwNUE/v7Dr3HCvh+e9T0AsCC2cnMap/UCcsNxxBEHhyWwqbigq5rX80DyUMNur69w9s4fPqY4z1DOGNgZNNtuf/yr4koymLO3xuZqCD5doQAyC0Yts2HQkCTdarLtkVq7u+c8SEEQtgqLhdbxTBM9bm3rhGQ/k7r01EROQ8MomMqz1m8HH55yyvWsn9fnebdFCNcfZiTlAs3xdl8MnxNCZLDT9k+9k78OKIkTy6dQvzU7by7fQZ2FkZn/dvKLbWVrxxxyQWfreFPcdKeeLLjbx88zhsrc0/p0wq5bppAxg6KIj/+25vRyvf55aTPDycm65JwK0TBdZncXJSMXVaDFOnxVBT00RmRhlZWWVkZZaze9dxdu86DoBKZUVgoCtBwW4EBbsSHOyGv78zSjMW559FrxeorW2iqLCWwsIaigprKCqqobKy4dxr5HIpkVE+REf7EhPjR1i4B3K56fUDer3Atr35fL0sjZq6Zhzsrbl9diKTksynRn8xNh0+wSvLdqCQSfnvTeNIDLdck4Wz/JBzhE1FhcR5ejJvULxR155saeC7mnwcFEqejBplsi15zcfJaMqij00wcfbGCSR2BoXuV6ScQS2/q8e05f0johNiAQwVt+uNInjG2twb12gof+e1iYj0dn7++WcyMzORyWS4u7tz++23ozIh7NrfLooIVThHm3PJaT5GPzvTRMrmhSWy41QhXxccIsxvMMY8gxwTGMSt/aP5KjuLF3bvZHHSWIu2pFUpFbx8y3gWLd3OjiNFPPLZOhbfOgEnO8sUe/t5O/HC45NJzyrj8x/3sXlXHjtTTzBrcizXTInFxto0h8DNraPF79jkCARBoLy8nqzMco4ePUlRYS25uZUcPVrxp2vs7a1xc7PD1dUWVzc7XF3tsHewRmkl71BG//1PKysZxcWnaW4qob1dh1qtpb1dS2trO3V1LdTWNFFb20RNTRN1dc1otfq/zBMd7UufUA+iY3yJjPTG2sT1XkjWsZN89sM+jhfVoFDIuHbqAK6bNgBbleWcWYDle3N4d9U+7KyteOXW8UQHelp0PoDDp07xdloqrjY2vJY01ihdD0EQWJS9DbWg4+nIJNytO+8EA+gFPb9U/YYECdd4zrR8G2lBg5X2OwSsaZfPtuxcnUR0QizAWXG7JUv+ejj9o7idoa/rSRhrc29co6H8ndcmItLbiYqK4uqrr0Ymk7Fs2TLWrl3Ltdde2+nxJBIJV3vO4JXCN1letYII23CTOtrYyBU8Gz2Ge1JX8FFVNmN1A1DKDP9KfmBQPFnV1WwuKuL7nCPc2O/iud7mwkou47k5Sbz52x7WHsjjwU/W8uYdE/FwskzRMsDAaD9i+13Nlp15fPNLGj+uSGd9ylFmTY5h8phIVJ3o/HQhEokEPz9n/PycmTylYw/Vag0lJXUUFdVSVFhDeXk9tbVNVFTUU1hYY/KcUqkEJ2cVwSHuuLvbERT0e+QlyA1XV1uLHU6P5FXy08pDHMwqBWD00FBuvTYBD7fON1swBEEQ+CYlg883p+NsZ8Mbt0+kj7dl0wgB6lpbeXLbVvTAq6PH4G7kl/KvZTnsqy1lgMqNqT59TbZnz5n9lKsrSHRMIMDa3+TxroRctw6pUEW7bA5InCw+X2cQnRALsWhRGwBr157tCKVmxgzJub+/1Ot8ffVMmaL9y+t6EsbabOheXI6Wlp6pz9Eb75+IyD+Bfv3O63CEhIRw8OBBk8f0UXozwmkoO+v3sOP0bsa4mJaekeDqx3UB/fm5JJsP8/fzSMRwg6+VS6W8mjSGOSt/4520VPq5uTPA07JPlmVSKfNnDcfexoqlO7N54OM1Fu9qJJNKmTA6gpGJfVi+LoPf1mfxxdL9LFt9mBkT+jN9fP/LFk93BqVSQViYJ2Fhf95PQRBoaW6npraJ2pommprUtLdrf4926FCrNbS362hoqMfLyx2lUoGVlawjUqJU4OKiws3VDmcXW5M6WBmDIAgcPlLO0lWHyD7WEd2JjvDmtusT6dvHw+Lz6/R63l+9n1/3HcXL2Y437piEn6tDl8z7nx3bqGpp4cFB8cR7G1f4XtZyhjeP7sJObsXd7lEmO4atulZWV6/HSmLFdDfT60quiKDDSvs1AnLaFTdafr5OIhamW5izh+empnyioy8tENNTD9kX8kc7wTibDd2LP9JbWuB29v6JBcjnEffiPOJemJf33nuPhIQEhgwZYvJYTdomXih4BZCwMGQB9nLTIgGtWg3XbvuWSk0LSwbPJMHVuBz5AxUV3LNhHW42NnwzfQYeKtNSRgxBEAR+2JHFJxsOYKtU8PTs0QyLuLKSuzne103NalZtPsLKDVk0NquxsVYwMSmC6eP64+lu2Sf6htITPr9arZ49Bwv5dV0m+YXVAAyK8Wf29Diiwk1rrHCWK62zsVXNoqXb2Z9XRrCnM4tvm4C7o+XfnwDvHkjji6xMRvkH8HbyOKRGOBFavZ5/pf7G4dMVLIoZR1iL1OT7ubxqJVvrtjPdbTIT3caZNJYhyHVbsGlfQLtsBmqrZ6/4+u56z4pOSBfRE34pmYI5nQFj9mLBgo4WuBdy771qXn2190cbevv7wpyIe3EecS8M46233uLMmTN/+ftZs2YxYEBH15k1a9ZQVFTE/fffb9TTzPz8/Ev+2yF9JjuEPURK+jJBOsZ4wy+cq62ehWVpOMqseM1/CI5y457srywr5duiQoJsbXkhOhabLnpCk1ZQzRe78tDo9MyIC2BqbIBRhz1TULdr2XPwJNv2l9LQ1I4ECAt2JjHWm/593bD6hyilX0hFVROpGZUcyKqkqUWDBOjf143xI4Lw9+46J638dDMfbMmhurGN/r7O3J0UgcoCausXY3NlBZ8cz8fL2pqXB8RhJzeupubH2nx+PV3IUDtPHvKMMTkKUiPU8r1+GfbYcbN09jkRVMuhJ9LzKazlZeScegO11rLtj6/E5b7LetCzZJGezDPP/NkZKC2VnauFsJQz0NICa9Zc/C26dq2chQvp0VEjERERy/Loo49e9t/37NlDZmYmjz76qNEHict9cYYIIRQUFXFUnctE32RCVYZFdi9Jfj4P9B3Cu7l7+aKpkPfipxl1mH80NJTWPVb8kpfLx6XFvDNuAgozCwtejLCwMBKi+/LMt1tYeaiE2jZ46rpR2F2ic5a5nev+/SK5fY6OHftPsGH7MXLyKskrPI2tyoqkoaGMG9mX0CA3yxcAX0BXP0RoalazY/8JNu3IPRf1cLBTMmNCf6Ym9zOo3W5nuNQ6t2UV8uraTNratdyUFMPt4waaXejyUuwqK+WzE8dxUlrz8dTpBDgYl/q1v6aU344X4mvjwKtDpmOvUJp0P/WCnlUl6xFaBW70m02kiQ0tDEGuXY+NphSNbCoBwYaljIotekV6LN3lDIgtcEVERDpLdnY269evZ/78+SiV5q0ZkElk3OB1LW8Wv8cPlT+zIOgxk1WPbwmO40BtOXtqSvi68BC3hQw0+FqJRMKCocM41dLMrrIyXtm7m2eHjeiSw3eYjysfz5vBiz+msPtoCfd9uIpFNyUT6NE1hbAKhYzkEeEkjwinvLKeTTvy2Lo7jzVbclizJQcfT0eGDApk6MAgwvt4dNlh2NKcrm9h/+Fi9qUXkZFzEo1Gh1QiISE2gPGj+pIwIACFGVr5GoNOr+ezTel8vz0Tays5L8wdy2gLa4D8kaM1NTyRshW5VMo748YZ7YDUqJt5JmMTMomUVwdMwF5h+u+N3fX7KGgtIs4+xuSOegYhaFFqP0ZAjlp+t+XnMxHRCRG5It3lDIgtcEVERDrL999/j1ar5a233gI6itNvvvlms40fZBPIaOcRbDu9kw21m5nmblqxqVQi4aWYccze/SMf5O0jztmHWGfDc/flUimvJY3lrnVr+DUvDx87e+6KtbAQ2u842Vqz+LaJ/N/GAyzdmc09H67kkRlDmRAX2qVRCF8vJ267fjA3XxNPenYZW3bmcSCzhOVrM1m+NhMnRxsGD+hwSPpHeJvc6rcrEQSBsop6Ug+XsO9gEcdOnDonYBjk70LS0FDGDAvD1blrai4upOpMM//9aTsZhZX4uTrw0k3JBHtarmHBhZxsauTfmzfSptXy+phkYj2Ma9KgFwSezdhMbXsrj0YMp5+T6U0eTmvqWVG9GhupDdd5zjJ5PENQ6FYiFcpol12HIPXtkjlNQXRCRK5IdzkDYgtcERGRzvLyyy9bfI7p7pPJaMxmY+1W4uwH4GttWu61s9KGl2MncG/qCp46vIEfR8zGQWFt8PUqhYL/jZvALatX8kH6Qbzt7JjaJ9QkmwxFLpNy3+TBRPi68cavu3ll2U7Sjp/kkRlDLSJseDlkMikJsQEkxAbQ3q4lI+cke9OLSD1UzMbtx9i4/RhSqYTQIDf69/WmX19v+oV7mb3Llino9HqKS+vIzq0kO7eCI7kVnGnsSH2WSiT06+vN0IFBJA4MxMvd8t2mLseunGIW/7KLhlY1I6MCeeKaEdjbdN1eNqrVPLhpIzWtrTw+OJHkoCCjx/ii4CD7a8sY6R7EjUGmiwgKgsDSU7/Qplcz1+t6HORdcI+ENqw0nyKgpF1xh+XnMwOiEyJyRbrTGRBb4IqIiPRUlFIlN3hdw0dln/J95VIeDXzQJO0QgHhXX+4KjeeT42k8k7GZtwdNQSYxPIXIXaXi/QkTuW3Nap7ftRMXa2uG+lpelfosY2JCiPBz58Wl29h8+ARHik/x1LWjiAk2T0cmY7GykpMwIICEAQHo9Hpyj1eReriY7NxK8guryCuoZvm6TCQS8HJ3oE+gG/6+Tvj7OBPg44yvlyMKCxa5C4JAXX0LpSfrKT15mpLy05RW1FNQXENLq+bc61ydbRk9NJQBUb4MjgvE0d5w59RStGl0vPnbblal5mIll/HIzGHMGNy3S6NfbVotj2zdTEF9PXOj+nVKL2d/TSlL8lPxUNryfIx5hD8PNh4muymHcFUoQx0HmzyeISi0PyOlGrX8VgSJW5fMaSqiEyJiEN3lDMjlHYXvCxf2jhbGIiIi/yz62UUy2GEQqQ0H2VS7lUlu400e8+7QeDJPV7Krupj3cvfxcMQwo67v4+TM28njmLdxA49u2cx74ycarZNgCt4u9rz3r6l8sTmdH3Zk8dCna7lueH+Sgi1TIG0oMqmUqHCvcy1q29Qack9U/R5pqKSwpJZdaQWQdv4aqUSCu5sdLo4qnJ1UuPz+4+yows5WiZVChkIhw+r3H4VCTkVVE8iradfo0Gi0qNt1tKk11De0crq+hbr6Fk6f6fjv6rommlva/2SnRAI+no4Mi/ckOsKHfn298HSz7/IC+8uRWVjJi7+lU9PURrCnM8/OTrKoXszFUGu1PLZ1CwcrK0kODOLRBOMP+yXN9Tx5eAMSJLwaNxFnKxuT7TqjbeCnyuVYSayY43Vdl9w3iVCPUvs5Ag60y82XdmppRCdExCC62xlQqRCL0EVERHok13rOIq/lOGtrNtLPLhJ/a9MiDzKJlFfjJnDr3l/4uvAQIXbOzPAzrqg13subN8aM5dGtW3hw80beGz+BeK+uc0TkMil3T4xnaIQ/ryzbyU+7stmWacMTCjviQ3tGrrq1UkFslC+xUR32CIJATV3zuahEx089FVUN5BZUodcbo2iQdsVX2KqscHWyJTbKF38fJwJ8nPH37Yi+KLuona2xNLaq+b8NB1mVdgyAuaNjuC05DqsuLoJv1+l4bOsW9pSXMcLPj5dHJxnddKBRo+bhg2to0Kh5PnosA5xN/3wIgsD3FT/Rom/hes+rcbfqmoiEleZTJDTRpngUJN3r7BtDz3yXi/RYRGdARERE5M+oZDbc6D2bD0o/4euTP/BE0MMmd8tyUFjzzqCp3LJnGf/N3kaArZPRh6SR/gG8MSaZx1O28OCmjbw/fgKDutARAegf6MmnD87ks03p/LLnCI9/voFxsSHcN2UwrvY9K6wtkUhwd7XD3dWOgdF/diR1ej2NTeqOKMbv0YyW1nbaNTra27Udf/7+301Njbi7u/weHZFjpZChVMpxdLDBxbEjkuLkqMJa2XuOYIIgsOnwCT5am8rp5jaCPJy4ISGQScMHdbkt7Todj2/dwu7yMob7+vHGmGSsZMY5QVq9nicPbaCouZ5bguOMdvIvxZ4z+znSfJQIVTgjnYyLYHYWib4IhW4Zeok/Gtm1XTKnuej1F+xkAAAgAElEQVQ9nwAREREREZEeSqRtX0Y6DWNn/R7W1KznKo/pJo8ZaOvE4riJPHBgFY+lr+ObodfiozKuwHV0QACvjxnL/JStvzsiExno1bX1GTZWCh6YmkiEixXLDpWyOaOAvbll/GvCIKYN7tsr2ubKpFKcHGxwcrCBANfLvvbvJjZaUn2Gt1fs4VBBBUqFjH9NjOe64f0oKizoclvadTrmp2xhZ1kpw3z9eHNsMspOiHO+eWwX+2pLGekexIN9h5jFtpr2WpZXrcRGas2N3rO7LH1OqXkPCTraFA+CpPd0fAPo+Z98ERERERGRXsBVHtNwV7ixpW47+S0nzDJmops/8yNHcrq9lYfT19Ksbb/yRReQFBDI4qSxaHQ6Hti0gUOnKs1im7EEutnxwb3TeHjGUADeXrmXeUtWk1Na1S32iFyeFrWGTzce5M53f+VQQQVDI/z58uGrmTs6pss1SAA0Oh3zU7ayo7SUoT6+vNVJB2RZSTZLi7MItXPh5QHjjWr8cCn0gp5vKn5ErVdznecsnBVdo5Mj0x1Aod+BVhqHVprUJXOaE9EJERERERERMQNKqZKbfeYgQcJXJ7+jSdtklnGvD4zmuoD+HG+s5anDG9HqjU+JHRMYyGtjfndENm7kQEWFWWwzFplUylVDIvn6kasZFxvCsbIa7v9oNc9+u4XCU6e7xSaRP6PWaPl59xFufONnvt2WgZOdDS/dlMzLN4/D29m+W2xq02p5PGULO0pLGOLjw1vJ4zrlgOytLuG1nB04/Z7uaCs3T/vo9bWbONFaQJx9DAkOXZSiJmhRajp0kNSKhzs6GvQyRCdERERERETETITYBDHVbSL12jN8VfE9esE8NXSPR45giJs/u6qLeSk7Bb1gTJF0B2MDg3htzFja9Tru37iejd2QTnMWV3sVz8xO4n93TyHK352dOcXc8e6vLPppO2W1Dd1m1z8ZrU7PqtRj3PTWL3ywZj9qrY7bkuP46uGrGRkV2G3duerb2rhn/bpzEZC3k8dj3QkHJKu+kscPrUMmkfLmwMlGpzZeiqPNuayr2YSL3LnLumEBKHQ/IRPy0cimo5dGdcmc5kasCRERERERETEj413HcqK1kJzmY2ys3WKWtr0KqYzX4yZxX+oKVpUfw05uxeORI4w+8IwNDOL98RN5bOtmntyWQlVLCzd1QlvBXMQGe/HBvdPYm1vKZ5vS2Xz4BFszC5gyKIwbRsXg59q9Qnz/BDRaHZszCvgm5TAn6xpRKmTcMDKaG0ZF42TbvXok5Y2NzNu4geKGM0wKCeGFEaOMLkIHyG+s5cEDq1HrdCyOm0Sci49Z7KvXnOGrk98jk0i50/cWVLKuabYg0Vei1CxBjyNqxb+7ZE5LIDoh3URLyz9H9+KftFYRERERqUTKLT5zea3wLdbUbCDYJpC+tuEmj2srt+Ld+Oncvf9XfijOxEGh5J4w47UREn18+GzKVB7ctJE3U/dT2dTEo4MTkXbTk26JRMKwiACGhPuzPbuQzzcfYnVaHmsP5DOyXyA3jIwm0t+9W2z7O9PU1s7q1FyW7TlCTUMLcpmUWUMiuSkpFleH7v+yzqmp4d+bN1Lb2spt/aN5MD6hU+/R0uYzzEtbSYNGzQvRyYz1CjGLfTpBx+cnv6ZJ18R1nrMItAkwy7iGoNS8hYRW2hSPI0i6pv7EEohOSBej1cIzz1izZs150b+pUztE/zoRXezRXGqtt97a3ZaJiIiIWBY7mS13+N7CO8Uf8OXJ73gy6FGcFKb373eysubDhBncsW85Hx9Pw06u5MbgWKPH6eviyldTp/PApg18l3OEUy3NLBo5ulN59uZCKpUwJiaEkf2C2J5dyI87s9meXcT27CJig7yYPao/Q8L9kUp7X+57T6LqTDO/7DnC6tRcmtUarK3kXDu8H9cN74enk113mwfA7rIy5qdsoU2r5cnEodwQ1bl0o6q2Ju5LW0GNuoXHI0cw3S/CbDauqF5DQWsRg+wHMMppuNnGvRIy3U4U+pSOYnTZtC6b1xL8zY69PZ9nnrFmyRLluf8vLZWxZElHaPHVVy2rPt7VXGqt9fV+LFnSjYaJiIiIdAHBNoFc5TGNX6pW8MXJb/l3wL3IJKZ3FXK3tuWjwR2OyJvHdmGnsGJmJ3QOvO3s+GLKNB7ZspnNRUXUtrbydvJ4HJXKK19sQeQyKcmxfRgbE0L6iQp+3JlFWn45GUWVBLg7Mn1wBBPi+uCo6t5Uod6EXi+QUVTJ6tRcth8pQqvT42xnw9zRMcxIjMDepnvv+R9ZkZ/HS7t3IZdKeX1MMslBQZ0ap769jfvTVnKytZF7QhOYG2S8s34pMhqz2Fq3HQ8r9y6tA0Fow1rzOgIy1IonwQydvboT0QnpQlpaYM2ai2/52rVyFi6kV6cr/THtCi691h07nGhpUffqtYqIiIgYQpLzSE60FnK4MZMVVWu42nOGWcb1UznyYcIM7t7/Ky9lpWAtlTPRx3htCgelkg8nTGThzh1sLCrkplUreGNsMn1dLq+F0RVIJBIGhfowKNSH4xW1LN2ZTUpWIR+s2c8n69MYFhnApIFhJIT5Ipf17sOYpaioa2TDoeNsSM+n4nRHt7ZAdyeuG9GP8QP6oFT0nGOgRqfjnQNpfJ9zBEelkneSxzPA07NTYzVoOhyQgqbTzA2K5V+hCWaz81R7Nd9W/IhCouBOn1uxlnWdM6zUfoJUqEAtvxW9tE+XzWspes677x/AqVNSyssv/ouyvFzKqVPSXqlGfrG0qxEjtJdca2WlFadOaXrlWkVERESMQSKRcKPXbCrUlWw9vR0vpSfDnBLNMnaovSvvx0/nvrSVPJ2xCY2gZ5pvX6PHUcrlvJI0hoB0Bz7NzODW1at4ethwpof2HMG9UG9Xnr5+NPOmDGbDoeOsO5h/LlXL2c6GsTHBjOoXRP9Aj14hfmhJahpa2JVTzLasQg4XdmjCWCvkTIwLZWpCONGBnt3W6epSVLU080TKVjKqqgh2dOKt5GSCHDtX63Ba3cq8Ays51lDDLL8oHo0Ybrb1NutaWFL6Ka36Nm7xnoOvtbdZxjUEqf4ICu136CV+tMvv6rJ5LYnohHQhnp56fH31lJb+NRzv66s/F0HoSRhSVH6xtKsffpBhZ6enqemvH3wvr/YeuVYRERERS2Ajs+Yevzt4o+hdfqxchpvClXDbULOM3c/Jkw8TZjAvbRULMzfTptNwbYDx3a6kEgnzBsXT392DZ3ZuZ+HOHWRWVTE/cUinuhFZCic7G2aPjOb6Ef3JLa9lQ3o+WzIK+GVPDr/sycHJ1pphkQGM6hfIwD4+WHWDqF53UFZzhp05xew8UkxOafW5v48N9mLSwDBG9w9CpeyZatoHKitYsC2F2tZWJgQH89zwkagUnbO1uq2Ze1NXUNh8mln+UTzdL8lsDRe0gpZPy7+kWlPDeJcxDHaMN8u4BiG0Y93+IhL0tCqeAcnfIxVRdEJMwNiuTyoVTJ2qPVcD8kemTNEaNEZXdZoytID+cilml2LUqHpUKhszWywiIiLSc/Gwcuduv9t4v+RjPi3/kseCHsLTyjwdn/o7efJ/iVdxX9pKXj6ynRathltC4jo11uiAAL6bPpPHt25hWe4xjtXWsnjMWLztekbB8lkkEgkRfm5E+Llx/5TBpBdUsOtIMbuOlrD2QB5rD+ShUioY2MebgX18GBjiTaCHU4+LAHSWprZ2MgorST9xkoPHT1JUVQ90OJMDgr0Y2S+QEVGBPabQ/GIIgsA32dm8ezANCTB/cCJzovp1+h6dbGng3tQVlLU2cGNQrFkjIIIgsLTyF/JbThBrF8109ylmGddQrLSfIRMKaJddg07WRWKIXYDohHQCUzpcLVrUUXy+du35a6dM0Z77e0vM2RkMLaC/XIpZS4uEuXPV7Nr157XeemsZ0HPC/CIiIiJdQZiqDzd4Xct3lUtZUvopjwc9hK2ZdAXCHdz4LHEW96au4J3cPbToNNwTmtCpQ1iAgwNfTZvOy3t2s/rEceauXMGLI0cx0t/fLLaaG4VcRmK4H4nhfjw8cyg5pdXsPFLMrpxiduWUsCunBABnOxsGhngT18ebKH8PAj0ce03qVn1zG7nlNWQUVnLoxElyy2vPCVYqFTKGRfgzsl8gQyMCul3bwxDOqNW8uGsnW0uKcbNRsXjMGOI8vTo9XlHTae5NXUGVupm7Q+O5N3SwWR3OzXUp7D2Tir+1H7f4zEHahQXhUv0RrLRfoZd4o1Y80GXzdgWS+vp642VX/+EsWPDnA/pZ7r1XfckOV/n5+YSFnT94GxvR6MycnaWlBRIT7S6aNhYQoGPfvqZzNhvyWvjzWi/ci38y4l6cR9yL84h78fdmRdVqNtWlEGrThwcC/kXh8UKz3e/ylgbu+/1p8E1BsTxiwtNgQRBYlnuM1/fvQ6PXMycyiofiEzrdxrc73tcVpxs5dKKC9BMnSS+ooK6x9dy/WSvkhPq40NfHjb5+boR6u+Dr6mBysbYp6xQEgdrGVopOnSa3vIbc8lpyy2s4Vd907jUyqYRIf3cG9fEhLsSbqACPbkk76+w6D1ZW8PT27ZxqaWagpxevJY3BzYTUjryGGu5PW0ldeysP9R3KrSEDOz3WxViXt5G1+o04yh14PPAhs7TaNhihDZX6ZmRCES1WH6GTWSYFrLu+c8RIiJGYq8OVSoXBhdld3VXLmAJ6Q1PMxCJ0ERERkQ6mu0+hqr2GjKYsvq/4iSGC+Q4WvioHPh0yi/tSV/JtUQZnNGqe6Z+EQmr8IVUikXBdRCQxHh48tW0bPxzNIbXiJC+NHE2km5vZbLYk3s72eMfbMyU+HEEQKK6q53BhJbnlNeSV15BTWk12cdWfrnFzUOHjYo+PiwM+LvZ4OdvhaGuN0x9+OuOo6PUCDa1qzjS3Uf/7T21jCxV1jZysa6S8toGK042oNbo/Xedka01iuB99fd3oF+BOdJBXj63vuBxqrZYPD6XzTXYWUomE++IGcmdMrEnRqIO15Tyavo5GrZqnokZzXaDx9VCXo6i1mA36LSgkCu7xu6NrHRBAqXkfmVBEu2y2xRyQ7kR0QoykOzpcdfWcxhbQdzbFTEREROSfiFQi5Vafubxb8hGpDQfRSXSEY7qi+lk8rO34NHEW//7/9u47Pqoya+D47965U9NDQnoCCVVAqVIsiCKrYgNRV11XXXVXfV3bWnixK+766i6rrm3VxbIWXFFXFAQbKlVAurQQIARIJT2TKbe8fwSCClInMynn+/nkExKS+5y5M5m5Z57nnOf7T/h45waKG+t4csBZxDmObplOz8ROvHX+BTy1dAn/2bCe334yg+v6D+B3x5+AvY0sZ4KmpKpLSgJdUhKav+cL6BSUVLJxRwWF5dVsL69hV2UtawpLWb2t9BeP5XJoRDnt2DUbdpsNh6Y2/9vr9aLa1xHUDQK6QdAw8Qd16hsDzUuoDiTKaSc7OZ70xBiykuLomZlEz/ROJMdFtflalnUVFdw/7xu2VFeTFRPDo6eO5ITOR9d+d6+PdqznsbVfA/Do8aMZexSd4Q6m1F/Gizv+hYHBtem/JcuVGdLjH4rNWIDDeBdD6drulmHtJUnIEYpEh6tDjRkTY7J168GXdh3J8q8jLaDXtKY6kQceCE/RvBBCtHUO1cENmdcyZfuzfB9YScbudMZ0OiNkx09wunnpxAu5f/UXfFW6hasWTefpweeSE3V0bU/dmsb/Dh/BqOwcHpo/jxdXLOeb7dt58KST6dkp8nuKHC2XQ6NPdmf6ZHf+yfcDukFJVT3FlbWU1TQ0z1z8eBajMaAT1A3qA34ChklQNwgaBioKdrsNh82GfU9yEh/lIjs57iezKXFRbhKjXaTtmXWJ8zjbfLLxc35d55XVq3ht9Sp0y+LSXr25dfAQ3EfZ/QrAtCye3bSY17YsJ9bu5K8DzmZwp4wQRg2VwUr+UfQi9UYDZygj6RfTJ6THPxTF2o0r8AgWdnyOye2mG9bPSRJyhELR4SqUY8bFWYwaFf2LxepHW9B+NLMbP19iFq5OXkII0RZFa9HcnPUHnih4ihnls3CpLk5NOClkx3drdp4YcBbPbVrMq1uWc9Wi6Tw54CyGdDr6d3SHZWTw3oXjeHLJd3y8OZ8rPv6IK/r05Yb+A47pwrK1cWg2spPjyE4+8uU3UtPVZMmuXTy2aAHba2tJjYriwZNPYVj6sSULjXqQ+1Z/wdzSLWR74nhm8LlkH2Vi/Utq9Vr+sf2fVOs1XJA8li6VYW7IYJm4Ag+jUonPfgemGrpZ0tbGNnHixIciHURbc9ppOrW1CmVlCvX1CllZJpddFmTyZB8/n5n2emHHDhWvt4qUlMSQjpmdbbJmjUZtrYplKdTWqixbplFbqzB6tA7ApElNBe0H+5kDUVUYPVrnqqsCXHFFkNtu83P22fp+t+9AdL1p3LvvdvHXvzp5910727ernHZa0+9XVlbSqQ2/cxZKci72kXOxj5yLjsNtcxNbGc0WdRsr6laRZE8iw5UesuMrisLQpCzS3DF8WbKFWbs2keyMolfc0bcHdmoao3JyOKFzZ1aWlTJvRxGzthSQHRtHTtwvX7R3lMd1R7+dVT4ff164gClLl1AXCHDZcX148vTTyY1POMBRDl+5r4Gbls5gaeVOBidm8PyQ80lxh7YFsdfw8kzRi5QGyhjT6QzOSRoT9vvTbryDw3gPXR2B334nhGF2LFKP2bazmLMV2bv8aPHiepYtq2fx4noef/ynMwu63tTRaujQaAYNiuaSS45j4kQX+i9f9x/RmF99VU919YEfmLNmaXi9hy5o93oPPe7e2Y0jmcnY2963qMiGaSp72vs6ue++9jmdKIQQxyJBied/sv6AW3XzZvE0VtetDfkY52f25oUh5xOl2Xlk7VymrJ+Pbh7b8uHhGZm8d+F4fnf8CZQ3NHDLF59x99yvKPM2hChq0ZZYlsWM/HzGfzCdTwo207tTJ9449zzuGjqMKLvjmI79Q3UpVy58j/W15VyY2Zvnhpx31DVOv8Rv+nm+6BV2+Ys5Nf4kzks6O6THPxyquRFn8FlMEvE5HghLAhJJkoQcg4NdoP/8Qry42BWSC/G9Y9bVHbpY/XAK2kMtFImPEEJ0NJmudG7Mug5N0Zi66w1+qF8f8jEGdcrg9eET6BIVz5vbVvGHJf+lzFd/6F88CJem8cdBg3nnggs5oXNnPt+2lQvfn84LK5bTEAyEKHLR2i0rLubKT2bw4Pxv8RsGfzpxKG+cez59ko5tQ07Lspi2bTXXLP6Acn8Dt/Yczv19Rx1Vt7eD8Zt+Xij6F9t8hQyJHcSElAvDX59j1eIOTEQhiM/xAJbS/mfTJAlpAeG4EN9brH4gewvkD+dnQi0SiY8QQoSaav4Q9jFz3V34Q+bvUFB4eedrrKvfEPIxsqPieWP4xYxOzWNFVTG/nv8uC8u3H/NxuyUkMvWcc7l/xEl47HZeWrmC86e/x3/WryN4jDMuovXKr6zkj5/P4frZs/ihooIxXbvy/riL+E2fvmjH2DmtLujn7hVzeGL9PGLsTp4dfB5X5Q4MeXLgN/38c8dUNjcW0D/meH6TdmlYNyMEwDJxBx5AtXbg167BsIWuNqw1kyvCFtASF+JeL2zdqjYnMHuL1Q9kb4H84fxMqEUi8RFCiFBzB+5BsarCPm7PqO78IfNaFOClnVNZVbcm5GNE2x38X/9fcc9xp9KgB7h52cc8u2nxMS/PUhWF8T17MeOii7lhwEB8usFfFi9iwofv8/m2rVgHaU8r2pbShgae37SRSz/6kPk7djA4NY03zz2f/zvtdNKij71OY11NGVcs+A9flhYwMCGdaSddyvDk7BBE/lONRiPPFb3EJu9mTojuxzXpv8GmhH/jR4f+Cpq5AF0dRkD7Q9jHjxRJQlrAwS7EU1KaWuoerp/XlgwdGt1cWzJ5so8bbvCTnW1gs1lkZxvccIP/Jx2sDudnQikSiY8QQoSaapXiCkwC6ygL+Y5Br6ge3Jh5PSo2/rXzDZbVLg/5GIqicGlOP14dfhEZ7limFnzPDUs+OublWQAeu50/9B/AjAkXc2mv3uyqq+PuuV/xv6tW8PX2QklG2rCyhgaeWLyIC95/j6/LSsmLT+CZ0WN46ayz6ZN8bEuvoGn51buFa7hm0fvsaKzl2rxBvHjiBSS7okIQ/U81GF7+UfRPtjRuY1BMf36XcWVEEhCbMQ+n/jKmkk6j41GIQAyRolRXV8uzQQuYOLGpBmR/FllZh9cm92DHueEGP48/3pRIHE4r3HC2y93bFvhA7X01TdoX/pici33kXOwj5yLyXP47sZvfENCuxG+/pUXH+qX7e0vjNl4oehmf6efy1IsZHj+0RcavC/p5ZM1cviwtINbuZFKfkYxJC93jr7CmhueXf980GwL0TEzk+hMGMConB7UdFt62x7/f4vp6Xl2ziv9u2kTQNEmLjubCtHSuHXHSMe14/mMV/gYeWTOX+eWFxNtdTD7hTEa0wOwHQK1ex7NF/2SXv5jhcSdyWerFv7gEqyXvT8UsIsr/WyCI1/kvTDW0Gy4erkg9ZqVFbwv5cUvd2loF2PtEe/htcr1euPtuF7W1+/9hlJUpXHVVALsd7HZISLA4WIv2w/mZUDlUe9+O0r7wcMi52EfOxT5yLiJPt43AbsxFM+dhqrmYam6LjfVL93eCPZ7eUT1ZUbeK7+tW4lE9dHHnhHx8p03jzNQ8kpwe5pcXMrs4nyJvDUM6ZeK0Hft2YvEuF2d27UoPVUV1e1hSXMycrVv4ats24pxOusTFtatkpD39/e6oq+XpZUt5aME81paXkx4dze1DhvLAyaeQEAiSlJQUknHmlm7hj0s/YVPdboZ1yuLZIecdUxvpg6kKVvNM0QuUBEo5Nf4kLk296KA1IC12f1qNeAL/g0opPvv9GLbhoR/jMEmL3nZmb0vdr76qJzX1wMuvDlWk3taLvI+mva8QQrQKSjSNjiexcDdtHGZujEgYWa5Mbs2+iRhbDNPL/susijktspxJURQmZPflnZMupU9cZ2bt2sTF895hQXlhyMbI9ETx55Gn8f648Zyb142tNdVM/GYu503/D/9avYpKX2PIxhJHz7QsFu7cwa1ffMb509/jg00bSY+O5pFTTuXD8RO4sEcP7CGa/agJ+Lh31ef8afmnNBpB7up9Ms8OOY/OrtDu/7FXib+UKYXPUhYoZ3TiKC5OGRf+InRo3pDQZhUQsF2Mro0NfwytgOyY3sLq6n45WdibSPx4l/Ef21tbUlS0//pAKfIWQoiWZaq5+ByP4A7chdt/B17Xq1hK57DHke5M4/ac/+G5opeYVfEZ1cEaLk29qEXWr+dExTN12Hhe27Kclzcv44/LPuH8jF7c3uukkO3L0CUunkdPHcn1/Qfw77VrmFmwmWe/X8Y/VyxnTNeuXNr7OPomJYe/RWoHV+v3M2NzPv9Zv56iuloA+iYlc3mfPozp0jVky672+qpkC3/54Wt2BxrpG9eZh/qdQW7M0W/qfCgF3i28tPNVGgwv5yadza86nRGxx5hDfx67+SW6OgC//faIxNAaSBLSwo4lkdhb5P3ii/v/rhR5CyFEy9Ntp+HX/ohT/wdu/+14nS+DEv4n386OZO7I+SMvFL3CwprvqNSruDb9t7ht7pCPZVdtXN9tCCM7d+WhNV8yY+cG5pUXcnuvEYxN7xmyC7fs2FjuHXEStwwewseb83lvw3pmFhQws6CA3p2SuKB7d37VNZd4l2x021JMy2JFaQkfb97MnK1b8Ok6DpuN87t155LevY95n48D2dVYyxPr5vFt2TYcqo1beg7nN136H3NL34NZVrucN4unYVoWl6dewogWqq86HHb9Q5z665hKNo2OJ0AJwzr5VkpqQlqY3Q7btzfVgPzcZZcFOfvsg3de+XFtSX29QlaWyWWXBZk82UcL/r22qPa0XvZYybnYR87FPnIuWhdDPR7FqsBuLsBmbka3jYYQLuE43PvbpToZEjeQXb5i1jVsYG3DOvpGH9ciiQhAJ6eH8zN7E6XZWby7iM9LClheuYs+8Z1JcBz5mL90O502G/2SO3Npr970T0nBGwzyfWkJ83YU8da6H9hYWYnTZiMjJhZbG5gdaQt/v9tra3l73Q88PH/ennO8m84eD787/gQmnzqSs/Py6Ow5eEeqI72dQdPg31tWcs/KORTUVzI4MYOnBo1lVEpui9UEWZbFnN1f8p/SD3CoTn6feQ0DY084omOE8v60GYtxBe/HIhav80VQU0Jy3GMVqceszISEweTJPqqrq1i4MHm/blGHsre25IEHwtfdSgghxI8oCn773ahWMZo5H2dwCn77XRCBC2Lnngup6aX/5dvqBfx129PckHUt2a6sFhnPrtq4KncgZ6Z148l18/imbBu/nv8uv80dwLV5g3DbQvcurqIoDEvPYFh6BuVeL58WFPDx5ny+KtzGV4XbiHe6+FVuLqO7dGFA55SQLw9q78oaGpi7vZDZW7awsqwUALemcV637pzXrRuDUtNaLBlYXrmLv/zwDQX1lSQ43Nzb5zTOSe/RosuhDMtgWsl0FtUsIUFL4Masa0l3prXYeIeimptxByYCNnyOv2GpLfM325ZIEhIGmgZ/+tMOpkxxH3UisbfIWwghRAQoGo2Ov+DxX4/DeA9TzSSoXR6RUFRF5ZLU8SQ7kvigbAZPFT7P1elXcHxM3xYbM90dy98HjeXr0i08sW4eUwu+Z/auTdzacwSjU/NCfjGZ7PHw2379uLJvXzZW7uaTzZuZtaWAd9ev493160hwuTgtO5tR2V04MS0N56H63XdQhTU1fL29kC8Lt7GmvBxo6tU5ND2dc/O6cUZOF9wt2DaztLGe5/IX88nOpsYOF2X14Y89hxFrb9kldl6jkX/tfJ2N3nyyXJnckHktcVpsi455MIpVgTtwG6TZvCUAACAASURBVAoNNNofw7Ad2WxMexWRv9ply5YxY8YMSkpKmDRpEl26dIlEGGEniYQQQrRhSjSNjr/j8V+DM/gUFkno2piIhTMq8VQS7Qm8tustXt75GuckjeFXnUa3aLef01JyObFTJi9tXsbb21Zxz8o59I1L4dZeIxiUmB7y8RRFoVenJHp1SuLWISfyfXExXxZuY+72Qj7ctIkPN23CpWkMTk1leHoGQ9LSyUtIaFctf49Erd/P9yXFLCkuZvGunWyrqQHApiicmJbG6TldGJWdQ+eo0G/+95M4gj5eLVjOtMLV+E2DnjFJTOwzkhMSUlt0XICdvl28svN1yoMV9Ivuw9XpV+BUD7RvW5hY9bj9t6Bapfi1myL6nNHaRCQJycjI4KabbuLf//53JIYXQgghjoqlptLofBqP//e4gg/SqMRh2CJX5HpCTD9uz/kfXtnxOjMr5rC1sZCr0q8gytZy63Y9moPbeo1gfNZxPLtpMV+UFHD9dx9ycnIOt/QcTreYlllbbldVhmVkMCwjg4nDhrO6vIxvtm9n/o4i5u/YwfwdOwBIcLkYkpbGiWnp9E9JoUtsXLtdulXj97OmvIxlxU2Jx4bdFext4OzSNE7PzuHU7GxOzcomIQwF/n5D5z/b1/Cvgu+pDfpJcUVzQ/cTOTejJ7YwtMJdUvM975S8R9AKcmbiKM5LPicyLXj3sny4A3dis/IJ2C4ioF0duVhaoYgkIWlpkVuT15aEc5dzIYQQh8dUe9Do+BvuwC24A3fS6Hg2ossrsl1Z3N31dl7f9RbrGjbwf1uncF3mVS1WJ9I8blQ8Tww4izXVJTyzcRHzywtZWL6dsRk9uTZvENlR8S02tk1VGZCSyoCUVG4bciLF9fUsLS5mSfEulhTv4rOtW/ls61YAoux2juuURJ/kZPolJ9MnKZnOHk+bawHs13U2VlaytqKcteVNH3tb6QJoe87JienpnJiWRt+kZOy20LdxPpCgafDJzo28vHkpJb56YjQnt/YczqU5x+MKwYaXhx5f54Oyj5hXvRCX6uLq9Cs4IaZfi497UJaOO/C/aOb3BNVREasja82U6urq0O96dJiefPJJLr744iNejpWfn98yAbUSug5PP53JN9/EU1rqJCXFz8iR1dx66w5k2asQIlS6d+8e6RDaNJvxLe7A3YALr/OfmGrPozpOfn5+SO4L0zL5tOJzZu/+HJti45KUcYyIH3bMxz0clmWxoLyQZzYuYnN9JSoKZ6f34Nq8QXSJTgBCdzsPJ5bttbUsKd7Fmj0X69tqqvnxxU6sw0FufAK58fHNH13i4uns8RzzrMmx3s76QICi2lq21FSzpbqaLdVVFFRVs7O+DvNHG1XGOBz0TUqmT3Iyg1JSOSElBXcYLxLy8/PJyc1lxs71TC34nhJfPQ7VxqU5/fhd7qCQ7StzKJXBKv618w0KfdtJd6ZxXcZVdHaErrXwUd2floEreD9243N0dRiNjr+B4ghZTKEWrr/Nn2uxR+uUKVOo2bMW8cfGjRtH//79j+nYbfGF80ju4IkTXUybtm/9YnGxi2nTUomPT+Dxxw/dUau1i9SDvTWSc7GPnIt95Fy0DYbtVHz2h3EF78ftv5lG50uYateIxaMqKmOTf0UXdzav73qLt0veo6BxG5ekjGvxNfGKonBy5y6MSM7hy5ICXt68lJm7NjJr10Z+ldad6/IGt+j4P48lJy6OnLg4Lu7VG4C6QID1FRWsrSjnh4oKtlRXsaa8rLlL1F42RaFzVBSpUVGkRUWTGh1NZ4+HWKeTuB9/OJy47XZsinLIGRXTsvAbBnUBP7V+PzX+vZ8DVPoaKWmop6S+gZKGeoobGqgPBPY7RrzTSf/OKfRITGyezcmOjY3YbI7f0JlTvZ2Z3y6k1FePU7VxeZcTuKrrAJJdLVtv8mPr6jfwevFbNBhehsQO4tepF0W2/gPAsnAG/7InAem/Zy+Q1puARFKLJSF33HFHSx26XfN6YebMA98ts2ZpPPAAsjRLCCFaCV37FX68uIJ/xu2/Ga/zJSw1I6Ix9YnuzT1d7uCVXa/zXc1StjUWck36b8h0tXxcqqJwZlo3zkjNY27pFl7evJTZxfnMKc5nSFRnft8pigEJaWG/eI5xOJqWKaXvK54PGAbba2v2zDZUs7WmmtKGBkrqG1hVVsYKq/QgR2yiAHabDbuqYldVNFUlqOuYSxYTNE10w0C3Dm/BSZTd3pT4dO5MRnTMnhmaptmaRHfL7AVzpKoCjfy3aB3TCtdQ7m/AZdO4smt/ruzanyRn+JKPoKnzScWnfFn5NTZsXJIynlPiR0R+iZ1l4Qw+hcP4CEPpRaPj76C0jvuuNZLFPa1MaanKzp0HngreuVOltFSVDltCCNGKBLVxYHlx6U/hCdyI1/Eilhr6TlFHopMjkTuy/8iM8pnMrfqWJ7c9zbnJZ3FG4mlhKdRVFYUzUvM4PSWXb8u28XLBMpbUlLHkuw/pGZPEpTn9OCu9R1jqBX6Jw2ajW0Ii3RIS9/u/oGlS7m1KSMq9Xmp+NotR7ffj03WCpoFumgQNk6BpEDRNDMDjcmO3qXuSk6YkJcbpIN7pap5ViXU4SXA5Sd0z4xLjaL3vlm+sLWda4Rpm79qE3zTw2OycH9+FWwaOItEZ3ndGd/mLeX3X2+z07yLZnsTvMq4ky5UZ1hgOyLJw6M/iMN7GULrS6PwHKNGRjqpVi8hf//Lly3nnnXeor6/nmWeeISsri9tvvz0SobQ6KSkmGRkmRUX7F5NlZJikpEgCIoQQrU3QfgUKfpz6C3sSkRcinojYVY2LUi6gd1RP3iyexkflM1lbv57fpl1GJ8f+F94tQVEURqZ05dTOXZixZgkLjCrmlm7hkbVzeWbjIsZlHce4rOPI9MSFJZ7DZVdV0qNjSI+OOeLfbS/LKQOGwddlW3i3cA0rqooByPTEckl2Py7I7E3Jtu1hTUBMy+TrqnnMKJ+FbumMiBvGRSnnR375FexJQJ7Hqb+BqWTT6HweS2m5xgztRUSSkIEDBzJw4MBIDN3qeTwwdqzOiy/un4Scc44uS7GEEKKVCth/Bxg49ZfwBH6/JxGJ/K7Ix0X3YlLXO3mnZDqr6tfwl21/5aLOFzIsbkjYlq8oisJx7kQu6D6UksY63tu+lg+L1vHqluW8umU5gxMzOD+zN2ek5oZ0F3Zx5DbVVvDRjvXM2rWRmqAfgOFJ2fw6px8nJec078FSEsaYdgcqeavkXTZ5NxNti+by1ItbdHPOI9K8BOttTCULr/MFLCUp0lG1CbIcK4wOt+Xu5MlNxeezZmns3KmSkWFyzjl68/eFEEK0TgH79YAdp/4cHv/vaXQ+H9Fi9b2itWiuy7iKJbXf817pB7xV8i7f163gspSLwzYrsleqO4Y/9hzO77sN4fOSzXy0Yz3LKneyrHInT6xzMCatG+dn9KZffErk1/h3ENUBH3OK8/lox3o21DbtrJ7ocHNl1/5cmHkcXfd0OAs30zL5tmoBM8pnEbAC9I0+jitSLyFGO/IZqhZhmTiDT+Aw3t+zBOt5SUCOgCQhYaDr8Le/ZbJgQXRzUjF2bFNScaBuepoGjz/u44EHfpq0eL1QVCT7hgghRGsWsF+NpThwBf+O2/8HGp3PYaqRX56jKApD4wbT3ZPHtJLprGvYwGNbn+SCzmM5JX5E2Dd1c9o0zs3oxbkZvShqqOHjnRv4eOcGPihaxwdF68hwx3JmWjfOTO1Gr9gkSUhCrDbo4+vSrXxWvJklu3egWyY2RWFk5y5ckNmbk5JzsKvh2WfkQEr9ZbxV8i5bGrfhUT38OvUihsQOaj2PA8vAFXwMu/ExhtKdRuezWEp4E/q2TpKQMLjvPhfTpu1b71pUZGtebnWwlrseD3TtaqLrTW17Z87UDiuJEUIIEVlB7XLAiSv4OB7/jXidz2Cqx0U6LAAS7QncmHkdS2q/5/3S//Je6Ycsr13JZakXk+pMiUhMWVFx3NRjKH/oPoTvKnYwc+cGvinbxmtblvPaluVkeeIYnZrHGal59IpNbl4SJI5MVaCR+WWFfF6ymcUVRehWU51pr9hkfpXWjbEZPcPa5epADMvgi8qv+bTiM3RLZ0DM8VycMp7Y1jL7AWDpuIIPYTfmYCi98Tr/AUrrqmtqC+QStoWFouXuffe5ePHFfYVXh5vECCGEiJygdhEWDlzBR/H4b6LR8TcM26BIhwXsmxXpHdWD/5R+yMq61fxl6984PXEkZyWNjlixr01RGZGczYjkbHyGzsLy7XxWks+3Zdua60cSHG6GJ2UxPCmb4UlZYe/O1JbopskPNaUsLN/OwortrKspa960sUdMJ8akdWd0al6L7m5/JDY25DO99L8UB0qIscVwaep4+sccH+mwfsry7dkJfT6G2g+v4xnpgnWUJAlpYcfaclf2DRFCiLZL187Dp3hwBe7DHbgFn+NhdNvoSIfVLFaL5bqMq1hdt5b3Sj/k88qv+K52GRcmj2Vw7MCwL9H6MZdN4/TUXE5PzaXRCLKwfDvzyraxsGI7s3ZtYtauTQD0jk1maFIWAxLSOCEhlVh7eHbqbo0My6SgrpLlVbtYXrmL7yp2UKc3FZdrisrAxHRGJGVzemoeOa0k8YCmwvMPymawqn4NCgoj4oZxYeexeGyt7ALHqsYduBPNXLVnJ/QnZB+QYyBJSAs71pa7sm+IEEIcvTlz5jB9+nSmTJlCTExklnPotjNodETjDtyDKzAJv71sz3Kt1uP4mL70iurB57u/4ovKubxR/A7fVi3k4pQLyXFnRzo83DY7Z+xZjmVZFvl1u1lYsZ2F5dtZWVXM+tpyXqNp88C8mE4MSEhjQEIafeNTyHBHbmfxltagB9hQW8GqqmJWVO1iVVUJ9fq+HdfT3DH8Kq0bw5OzGZKYSbS9de1F4jf9ex5zX6NbOrnuLkxIuZBsV+S7yv2cYu7EHbgVm1VI0DYGn/1B2Qn9GEkS0sKOteWu7BsihBBHp7KyknXr1pGYGPliUcM2FK/zJdz+23AF/45qluC33wYRnGn4OYfqYGzyWQyPP5EPyz5hRd0qnix8mmFxQzg36Wzi7a1jzbuiKPSITaJHbBJX5w7EqwdYXV3KispdrKgqZm11KZvrdvPe9rUARGsOesUm0zM2iV6xyfSKTSI7Kj6iRddHyrIsqgKNbKrbzYba8qaPmnKKvDX8eD/2LE8cp6fkMiAxnQEJaWR54lplAmZaJt/XruSj8k+o1muI02K5MPlcBscObJXxquZ63P7bUKnEr/2WgPY/repvt62SJCQMJk/2UV1dxcKFyUfcclf2DRFCiKPz7rvvMmHCBJ577rlIhwKAqfbA65yKO3ALDuMdFKsMn+PhSIe1n0R7Itdm/JZNDZt5v+y/LK5Zyve1KxmVeCqjE0fhsbWu5ScezcGwpCyGJTW9ex40DdbXlDfPkGysLef7PS2A97IpCunuWHKi4ukSFU92VDw5UfGkuKLp7IqOyE7upmVRGfBS5mtgl7eWbQ3VFDZUU9hQRWFDTfOyqr1iNCeDEjPoFZvE8fGp9E9Mi3hR+eFY37CRj8pmssO/E03RGNPpDH7V6YzWsengAcS6VuLx/wPw4bPfRVC7JNIhtRuShISBpsGf/rSDKVPch7VPyM/JviFCCHFkVq5cSUJCAllZrWtZh6Wm4nW+gjtwJ3bzS5TAbmzqjZEO64B6RHXj7i63813NUmZWzOGz3V8yv2oRYzqdzqkJJ+NQW+emgnbVxvEJqRyfkNr8vQY9wKbaCjbWVrCxroLChmq21Vcxv7yQ+eWF+x0jzu4k2RVNiiuKeLubeIeLGM1JtN1BjOYkxu7AZbOjKSp2Vd3z2YamqGz316HXlBM0DXTLRLdMgqZBfTBAne5v/lwX9FMT9FHma6DM30C5r6G5W9WPaYpKlieOQYnp5MYk0js2mV6xyaS7Y1rlrMEv2da4nY/LZ7HRm4+CwpDYgYxNOoskR6dIh/aL7Pp/yev0V8COz/F/6LZRkQ6pXVGqq6utQ/+YOFb5+fl0735sfeIPd7PD1i4U56K9kHOxj5yLfeRcHJ4pU6ZQU1Oz3/fHjRvHrFmzuO222/B4PEycOJF77733iGpC8vPzQxnqfhSC5CS+QKJnMX69MwUVd+DTI1978UuCVpBV1lqWWisIECAKD0OUgfRReqEpbff9zHojyK5gA8WBBkqCjVTqPip1P5WGj926n0ZTRwFa8kJJRSFBc5Joc5KouUjUnCTb3aTbPaTZo0i2u7C14aU/ZVY5i81lbKUp2cshi5PUoSS36k39DDLi3iYl5lN0I5qC3XfSEOgR6aDapIO9lkkSEiZyUbGPnIt95FzsI+diHzkXx2bHjh1MmTIFh6OpaLSqqor4+HgmTZpEXFzrqGsAwDJx6P/EqU/Fwo3P8RC67fRIR3VQXsPLF5Vf83XlPAJWgBhbDKcnnsrJ8SNw2w7elaotPq4b9ACV/sbmmYt6PUBd0E+d7sdvGAQtA91smu3QzaYZj7raWpISEtEUFU1VsSs2NFUlWnMQY3cSs+dztOYg1u4i0eluk0nGoe7Pzd4tfLb7S9Y1bAAg192F85LPobsnL1whHhXFqsYV+F80cxmG0pUNxTeT3fXUSIfVoiL1t9l2374QQgghDiAzM5MpU6Y0f300MyFhoagE7DeyszSWrp3+iTtwD37tdwS0P7TaolePzcP5yedwWsIpzK38hnnVC/mofCaf7f6KkQknc1rCyURr7WfPhCjNQZR2ZB2Q2mKyFSqWZbGuYQOf7f6SgsatAHRz5zKm0xn0jurZ6pePqeYm3IG7UK1dBNWR+BwP4deLIx1Wu9VhkpD2spRJCCFE+1LdeCJe51DcgTtx6lOxmZtodDzaqjdAi9ViuKDzuZzZ6Qy+rVrA11XfMnv353xV+Q0j4ocyMuFkkh2tebmNCCXd0lleu4qvKr9mh38XAH2iejOm0xnkebpGOLrDo+mf4Qo+goIfv/Z7Atq1rfbNgPai3Schut604/jMmfuKuseObSrq1tr9rRdCCPH4449HOoRDMtVuNDhfxx24F82cj8d/NT7HXzHVLpEO7aA8NjdnJY1mVOIpLKpewheVc/m6ah7fVM2nT3RvRiWcQg9P91b/Drg4OrV6HfOrFzK/ahG1Rh0KCoNi+nNmpzPIdKVHOrzDYxk49Odx6m9g4aHR8SS67bRIR9UhtPvL8Pvuc/Hii/vavhUV2Zrb3T7+uHSXEkII0UoocTQ6nsKpP49D/zce/2/x2Seha2dFOrJDcqpOTks8hZMThrOybjVfV85jbf061tavI82Zysj4k0mwWlE9jjhqlmVR6CviM/Mr8gsK0C0Dt+ri9ISRnJpwUqvudvVzilWBK3A/mrkMU8mi0fFXTDU30mF1GO06CfF6YebMA9/EWbM0HngAWZolhBCi9VA0/PZbMJTeuIKTcQfvJ2guwWe/C5TWtT/HgWiKxuDYgQyOHci2xkLmVs1jRe0qppVOx47GwOIBDI8bQp47V2ZH2phavY6ltctZXLOEYn8JAJ0dyYxMOJlhcUNa7T4fv8RmLMQVeAiVqj31Hw+C0srqxtq5dp2ElJaq7Nx54PV8O3eqlJaqdO0qO44LIYRoXXTtTBrUnrgD92I3PkY11+Bz/BlTbTsFz13cOVzjzmFc8nksqvmOeRUL+a5mKd/VLCXJ3omhcYMZGjeYRHvkd7QXB6ZbOj/Ur2dxzVJ+qF+PiYkNG/1jjqdLQxandz0Nta3VTVhBnPoLOPR/Y2HHZ/8TQdulIElx2LXrJCQlxSQjw6SoaP/dxjMyTFJSJAERQgjROllqNl7nv3AGn8VhvIPHfzV+++0EbRe1qQumeHscZyeNIa+yC2SoLK5Zysq61cysmMPMijnkubsyMLY/A2KOJ1aLjXS4HZ5hGeR7C1heu4pV9atpMLwAZDozGBY3hMFxA4m2RZGfn9/mEhDF3Ik7cC8264c9y6/+jKn2inRYHVa7TkI8Hhg7Vm+uAfmxc87RD7kUSzpqCSGEiCjFgd9xB7oxGHfgEVzB/0MzFuJz3IultJ219wCKotA9qhs9orpxiTGOFXWr+K7mewoat1DQuJXppf+lmyeXgTH96R/TjxhNlsaEi2mZbPZuYXndSlbWraHeqAcg1hbDqIRTGRo3pO0Umh+IZaEZM3EF/4pCA0Hb2fjs94ASFenIOrR2nYQATJ7cVHw+a9a+7ljnnKM3f/9ApKOWEEKI1sSwnUqD6y1cgYfQzHl4fJfhc9yLYRsZ6dCOisvmYnj8UIbHD6U6WMPKutUsr1tJvreAfG8B/yn9gFx3F/pGH0ff6ONIdaRIDUmINRo+NjRsZG39On5o2NCceETbojklfgQDY/uT5+7a5mY7fk6xqnEG/ozdnItFFI32h9C1sZEOS9ABkhBNa+qC9cADhz+rIR21hBBCtDaWkkKj4znsxjScwefwBO4kYDsfv/32Vr2nyKHE2+M4LfEUTks8hapgFSvqVrOybjVbGrdR0LiVj8pn0smeSJ+o3vSO6kk3Ty5uW+sv0m9tTMuk2F/CBm8+6+rXs9m7BQMDaJrxGBE3jEGxJ9DNk4dN2X8FSVtkM+bhCkxGpRJdHYDP/hCW2oZndNqZdp+E7OXxcFhF6NJRSwghRKulqAS1yzHUobgCD+AwZqCZi/HZ78ewDYt0dMcswZ7A6YkjOT1xJPV6PesaNrK2/gfWNWzk2+oFfFu9AAWFTFcG3T15dHfnkefJxSNJyX5My2SXv4R872byvQVs9m7Ba3qb/z/Lmdk805TlymjzMx4/YdXiCk7BbsxsKj7XbiGoXQ7tJLlqLzpMEnK4pKOWEEKI1s5U8/A6X8Ohv4pDn4on8EeCtrH47bdhKfGRDi8korVoTowbxIlxgzAsgy2N29jYkE++t4BtjYUU+XbwFd+goJDuTCXHlU2OO5scVzZpzpR2827+4arV6yj0FVHYuJ3tviK2NRbiNRub/z9RS6Bf9HF09+TRO7oXce2xCYBloRmf4wz+DZVKDKU3PscDmGq3SEcmDkCSkJ+RjlpCCCHaBMVOwP57dNtIXIHJ2I2Z2Iz5+O23o9vOaVMdtA7FptiaZj48eQAEzABbGwvZvKeGpNBXxE5/MQtrvgPArtjJdmWS4Uwn3ZlGmjOVNGdqu5gxMS2T8uBuiv3FFPtL2OkvZntjEZV61U9+LsneiX4xfZtnjDo52ncrZMUsbmrcYC7AwoFfu4mAdiUocqnbWsk98zPH2lFLCCGECCdT7YnX+Sp24z84gy/gDj6EbszEZ/9fLDUr0uG1CIfqoGdUd3pGNe2bYlgGxf6S5pmAQt/25pqSH4vX4kh3ppHsSCLJ3olO9kSSHJ1IsnfCoToicVMOyLRMavRadgd3UxHYTUWwkopgBSX+MkoDpQQt/Sc/H22Lpk9Ub7rsmQnKdmUSrbXdOqEjYunNj30FH7o6pF0/9tsTSUIO4Gg6agkhhBARo2gEtcvR1VHN7wZH+S8joP2OgPYbUFrPBXZLsCk2Ml0ZZLoyOCm+qTYmYAYo9pdS7C9mV6CEYn/Tx7qGDdCw/zFibNHEabHEarHEajFNn20xRGvRuFVX04fNjUt14lLdOFQ7Kuohu3aZlolhGfhMH42mr+mz0fTZa3ip1euo0WupM5o+1+p1VOs16D9LNADsikaqo2lWJ92ZumeWJ4V4Lb5Ddg9TzXW4Ao9js9ZjEofPPrHdzQK2Z5KEHMDRdNQSQgghIs1S02h0/B3N+AJn8K849RewGzPx2W/FUE/pUBdnDtVBjjuLHPdP3xH3Go0/mmHYM8sQqKAyWEV5cDc7/LuOaBwVFZti2/Ohohs61kYwaUo+LKzDPpaCQowWQ7ozjSR7pz2zNIl0sjfN1iTY49tXAflRUqzdOIIvYDdmoGC1u3qojkKSkIM43I5aQgghRKuhKOjamei2YTiD/8RuTMcT+BO6OhS//bYOX6Trsbnx2DLJcmUe8P/9pr95dqJWr6PeqP/J7MXefwetIIZlYGBg7JntMCyDoBHE4/BgU/YlJ6qi4lZduPZ8uG17PqvuPbMvTTMv0bYoSTIOxvLj0Kfh0F9FoQFDycNvvwvDNijSkYmjIEmIEEII0R4pMfgddxI0x+MM/h3NXIzNfwVB2zgC9j9gKQmRjrBVcqpOkh1Okh1JR/X7+fn5dO/aPcRRdXCWhWbOxRl8GtXahUkcfvs9BG0XSuF5Gyb3nBBCCNGOmWoujc5/YDMW4Aw+hcN4H7sxm4D2GwLa5aDIemPRetmM5Tj1Z7GZa7CwEdAux69dB0pMpEMTx0iSECGEEKIDMGwn4VWHYjfexxH8F079n9j19wjYryVoGweKPdIhCtFMNfNxBp9DMxcAEFRPw2+/GUvNiWxgImQkCRFCCCE6CkUjqF1K0HYuDv0tHPpbuIJP4tDfxq/dgG4bA1KTICJIMXfi1F9EM+agYKGrg/Dbb8ZU+0Y6NBFikoQIIYQQHY0SRcD+e4LaBBzBqdiN93EH78fQXyWgXYNuGy1r7UVYKWYRDv117MYnKBgYSnf89psx1OEdqqtbRyLPMEIIIUQHZSmJ+B13EjAvw6m/jGbMxh28H1P/JwHtKoK2sbJMS7Qo1dyMQ38NzfgcBRNTycanXS+zch2AJCFCCCFEB2epGfgcD6GY1+HQ/43d+BhX8DEc+ssEtCsJ2i4AxR3pMEU7opo/4Ai+it38BgBD6b5nFu50UGwRjk6EgyQhQgghhADAUjPxO/6XgHUtjuBb2I0PcAX/hjP4MgFtHEHtEiylc6TDFG2VZaCZ32DX30YzVwFgKP3w26/BUE+WZVcdjCQhQgghhPgJS+mM33E7Aesa7Pp/sOvTceqv49DfRLedSUC7AlPtFekwRVthNWA3ZuDQp6FaTTvS6+pJBLQrMNTBknx0UJKECCGEEOKALCWegP33BLSrsBuzsetvNX02sx8hdQAACtpJREFUZqOrAwjaJqDbRkndiDggxdyGQ/8AuzEDhQYsnARs4wlql2GqXSIdnogwpbq62op0EEIIIYQQQoiOQ9oOCCGEEEIIIcJKkhAhhBBCCCFEWEkSIoQQQgghhAgrSUKEEEIIIYQQYSVJiBBCCCGEECKsJAkRQgghhBBChJUkIUIIIYQQQoiwks0Kw2jZsmXMmDGDkpISJk2aRJcuXSIdUtitXbuWadOmYZomp5xyCmeffXakQ4qI1157jdWrVxMTE8PDDz8c6XAiqrKykqlTp1JTU4OiKJx66qmMHj060mFFRDAY5IknnkDXdQzDYNCgQVxwwQWRDkuE0Zw5c5g+fTpTpkwhJiYm0uGE3Hvvvcfq1aux2WwkJydzzTXX4PF4Ih1WSHSE17eO9nxtmiaTJ08mPj6eW265JdLhtAiv18vrr7/Orl1NO9lfffXV5OXlhWVsSULCKCMjg5tuuol///vfkQ4lIkzT5O233+b2228nISGBxx57jBNOOIH09PRIhxZ2I0aMYNSoUUydOjXSoUScqqpcfPHF5OTk4PP5ePTRRznuuOM65ONC0zT+9Kc/4XK50HWdJ554gr59+4btBUFEVmVlJevWrSMxMTHSobSY4447jvHjx2Oz2Zg+fTqzZs1iwoQJkQ7rmHWU17eO9nz9xRdfkJaWRmNjY6RDaTHTpk2jb9++3Hjjjei6TiAQCNvYshwrjNLS0khNTY10GBGzdetWkpOTSU5ORtM0hgwZwsqVKyMdVkT06NGDqKioSIfRKsTHx5OTkwOAy+UiLS2N6urqCEcVGYqi4HK5ADAMA8MwUBQlwlGJcHn33XeZMGFCu77P+/Tpg81mAyA3N5eqqqoIRxQaHeX1rSM9X1dWVrJmzRpOPvnkSIfSYhobG9m0aVPzbdQ0LawzkzITIsKmurr6J+/wJSQksHXr1ghGJFqbiooKioqK6Nq1a6RDiRjTNHn00UcpLy/ntNNOIzc3N9IhiTBYuXIlCQkJZGVlRTqUsFmwYAFDhgyJdBgh0RFf39r78/XeNwV8Pl+kQ2kx5eXlxMTE8Oqrr7Jjxw5ycnL49a9/jdPpDMv4koSE2JQpU6ipqdnv++PGjaN///4RiKj1sCwr0iGIVszn8/HCCy9w6aWX4na7Ix1OxKiqyoMPPojX6+X5559n586dZGRkRDosEQIHe32YNWsWt912WwSiCr3DeR2cOXMmqqoydOjQcIfXIjra61t7f75etWoVsbGx5OTksHHjxkiH02JM02T79u1cdtll5ObmMm3aND799FMuvPDCsIwvSUiI3XHHHZEOodVKSEigsrKy+euqqiri4+MjGJFoLXRd54UXXmDo0KEMHDgw0uG0Ch6Phx49erB27VpJQtqJX3p92LFjBxUVFTzyyCNA03Pj5MmTmTRpEnFxceEMMSQO9Tq4cOFCVq9ezR133NFulp51pNe3jvB8XVBQwMqVK1mzZg3BYBCfz8crr7zCddddF+nQQiohIYGEhITmGfeBAwcye/bssI0vSYgImy5dulBWVkZ5eTkJCQksXbq03f1BiyNnWRavv/46aWlpjBkzJtLhRFRdXR02mw2Px0MgEGD9+vWcddZZkQ5LtLDMzEymTJnS/PXEiRO5995722V3rLVr1zJ79mzuuuuusC35CIeO8vrWUZ6vx48fz/jx4wHYuHEjc+bMaZf3Z1xcHAkJCZSUlJCamsqGDRtIS0sL2/iShITR8uXLeeedd6ivr+eZZ54hKyuL22+/PdJhhY3NZuPyyy/nqaeewrIsTjrppA77Du9LL73Epk2bqK+v56677uL888/nlFNOiXRYEbF582YWL15MRkZGc7vi8ePH069fvwhHFn41NTVMnToV0zSxLIvBgwdzwgknRDosIULm7bffRtf15qQrNzeXK6+8MsJRHbuO8vomz9ftz2WXXcYrr7yCruskJydz9dVXh21spbq6umMtZBRCCCGEEEJElLToFUIIIYQQQoSVJCFCCCGEEEKIsJIkRAghhBBCCBFWkoQIIYQQQgghwkqSECGEEEIIIURYSRIixGFqaGjgxhtvZNq0aZEORQghhBCiTZMkRIjD9N1335GXl8eSJUvQdX2//9+7t4MQQgjxS66//np8Pt8R/Y7X6w3JTtaffPIJkyZNYtKkSXzyySfHfDwhjoVsVijEYVqwYAETJkzg008/ZdWqVQwaNIgZM2ZQVlaG3++nvLycu+66i7q6Ot59913q6uowDIPRo0dz0kknAfDyyy9TWlr6k02BoqKiInzLhBBCtGZer5c5c+Zw1llnHfUxNm3axLJly3jooYcA+POf/0yPHj3o0aNHiKIU4shIEiLEYSgqKqKhoYFevXpRU1PD/PnzGTRoEAD5+fncd999xMTEYBgGU6ZM4brrriMtLQ2fz8fkyZPJzc0lLS2NX//618TExADw4YcfMnv2bC666KJI3jQhhBBh9tlnn7Fu3Trq6+sZN25c8+vJli1b+OCDD2hsbATgggsu4Pjjj+ftt9/G6/Xy8MMP43Q6mThxIp999hlLlizBNE3sdjtXXHEF2dnZvzjm0qVLGT58OA6HA4Dhw4ezdOlSSUJExEgSIsRhmD9/PsOHD0dRFAYOHMg777xDVVUVAH379m1OLEpLSykpKeGll15q/l1d1ykuLiYtLY1Fixbx3XffYRgGfr+flJSUiNweIYQQkaMoChMnTqSkpITHH3+c7t27o2kab775Jrfccgvx8fFUV1fz2GOP8fDDD3P55Zfz2GOP8eCDDzYfY/jw4YwZMwaAdevW8eabbzJp0qRfHLOyspKePXs2f52YmEh+fn7L3UghDkGSECEOQdd1lixZgqZpLFq0CADDMFi4cCEALper+WctyyI6OvonLxR7bdq0iW+++YaJEycSExPDd999x7fffhueGyGEEKLVOPnkkwFITU0lOzubLVu2YLPZqKio4Omnn27+OUVRKCsrIzo6er9jFBYWMmvWLBoaGlAUhdLS0rDFL0QoSBIixCGsWLGC1NRU7rnnnubvFRQUMHXqVIYOHfqTn01NTcXhcLBo0SKGDx8OQHFxMfHx8TQ2NuJ2u4mKiiIYDLJgwYKw3g4hhBCtk6IoWJZFZmYmd999937/X1FR8ZOvdV3nxRdf5K677iInJ4fq6mruuuuug46RmJjI7t27m7+urKwkISEhNDdAiKMg3bGEOISFCxful2zk5eVhWRabNm36yfdtNhs333wzS5cu5aGHHuKBBx7grbfeQtd1+vbtS3JyMvfffz9PP/30QdfuCiGEaL/2vglVWlpKUVERXbt2JS8vj7KyMjZs2ND8c1u3bsWyLNxuN4FAAMMwAAgGgxiGQWJiIgBz58495JiDBw9m0aJFBAIBAoEAixYtYvDgwS1w64Q4PEp1dbX0FBVCCCGECIPrr7+eCRMmsGLFiv0K07du3cr06dPxer3NXRRvvvlmVFXljTfeID8/n6ioKCZOnMjs2bP5+uuvSUxMpG/fvnz44Ye8/PLLBx17xowZLF68GMuyGD58OOeff344brIQByRJiBBCCCGEECKsZDmWEEIIIYQQIqykMF0IIYQQoh2ora3l73//+37fHzhwIOedd14EIhLil8lyLCGEEEIIIURYyXIsIYQQQgghRFhJEiKEEEIIIYQIK0lChBBCCCGEEGElSYgQQgghhBAirCQJEUIIIYQQQoTV/wMN2O9Ty3vSOgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-1 -1]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-5 5]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [ 3 -2]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for beta in betas:\n",
" print('\\n\\nLinear Regression with betas ', beta)\n",
" f, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n",
" ax2.contour(beta0, beta1, cost_func.T.values, contour_levels)\n",
" ax2.set_xlabel('beta_0')\n",
" ax2.set_ylabel('beta_1')\n",
" ax2.scatter(beta[0], beta[1],c='b', s=50)\n",
"\n",
" # scatter plot\n",
" ax1.scatter(X, y,c='b')\n",
"\n",
" # Plot the linear regression\n",
" x = np.c_[np.ones(2), [X.min(), X.max()]]\n",
" ax1.plot(x[:, 1], lr_h(beta, x), 'r', lw=5)\n",
" ax1.set_xlabel('Area')\n",
" ax1.set_ylabel('Price')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gradient descent\n",
"\n",
"Have some function $J(\\beta_0, \\beta_1)$\n",
"\n",
"Want $\\min_{\\beta_0, \\beta_1}J(\\beta_0, \\beta_1)$\n",
"\n",
"Process:\n",
"\n",
"* Start with some $\\beta_0, \\beta_1$\n",
"\n",
"* Keep changing $\\beta_0, \\beta_1$ to reduce $J(\\beta_0, \\beta_1)$\n",
"until hopefully end up at a minimum"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gradient descent algorithm\n",
"\n",
"Repeat until convergence{\n",
"\n",
"## $$ \\beta_j := \\beta_j - \\alpha \\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1)$$\n",
"\n",
"\n",
"}\n",
"\n",
"while simuntaneously update j=0 and j=1\n",
"\n",
"$\\alpha$ is refered as the learning rate"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the particular case of linear regression with one variable and one intercept the gradient is calculated as:\n",
"\n",
"\n",
"### $$\\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1) = \\frac{\\partial }{\\partial \\beta_j} \\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x_i)-y_i)^2$$\n",
"\n",
"### $$\\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1) = \\frac{\\partial }{\\partial \\beta_j} \\frac{1}{2n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)^2$$\n",
"\n",
"### $ j = 0: \\frac{\\partial }{\\partial \\beta_0} = \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)$\n",
"\n",
"### $ j = 1: \\frac{\\partial }{\\partial \\beta_1} = \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i) \\cdot x_i$\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gradient descent algorithm\n",
"\n",
"Repeat until convergence{\n",
"\n",
"### $ \\beta_0 := \\beta_0- \\alpha \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)$\n",
"\n",
"### $ \\beta_1 := \\beta_1- \\alpha \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i) \\cdot x_i$\n",
"}\n",
"\n",
"simultaneously!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Calculate gradient"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-1.5 , -0.85498759])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# gradient calculation\n",
"beta_ini = np.array([-1.5, 0.])\n",
"\n",
"def gradient(beta, x, y):\n",
" # Not vectorized\n",
" gradient_0 = 1 / x.shape[0] * ((lr_h(beta, x) - y).sum())\n",
" gradient_1 = 1 / x.shape[0] * ((lr_h(beta, x) - y)* x[:, 1]).sum()\n",
"\n",
" return np.array([gradient_0, gradient_1])\n",
"\n",
"gradient(beta_ini, X_, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gradient descent algorithm"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def gradient_descent(x, y, beta_ini, alpha, iters): \n",
" betas = np.zeros((iters, beta_ini.shape[0] + 1))\n",
"\n",
" beta = beta_ini\n",
" for iter_ in range(iters):\n",
"\n",
" betas[iter_, :-1] = beta\n",
" betas[iter_, -1] = lr_cost_func(beta, x, y)\n",
" beta -= alpha * gradient(beta, x, y)\n",
" \n",
" return betas"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"iters = 100\n",
"alpha = 0.05\n",
"beta_ini = np.array([-4., -4.])\n",
"\n",
"betas = gradient_descent(X_, y, beta_ini, alpha, iters)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets see the evolution of the cost per iteration"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0ffr0LtcvX75cPp9PtbW1uv/++zVkyBAVFRX1+PhlZWXxKjUhxyyI2iS59addhzWyMRS34/Ynifg3RPdob3PR3uaivc3X1zYvLCzsdp3pwWXz5s3avn27vvGNb8gwjC638fl8kqSsrCxNnjxZ5eXlpxVcTvYD90ZZWVlcjzm4Jaqv7zqk3S1eFRbmxu24/UW82xsnR3ubi/Y2F+1tvkS3uamXikpLS/Xcc8/pX//1X5WWltblNs3NzQoGg+2vd+3apby8PDPLTLgsl03FA5x6q6JFTeGY1eUAAJA0Etbj8uijj2rv3r2qr6/XsmXLdOWVV2rjxo0Kh8P60Y9+JKl1gO6XvvQlBQIBrVu3TkuXLlVtba0efvhhSVIkEtH06dM1YcKERJVpmZmD0/RORUhvHmvR7KFdhzgAANBRwoLLbbfd1mnZ7Nmzu9zW5/Np6dKlkqTc3FytXLkyUWWdMWYNcemhna23RRNcAADoGWbOtciMwWkyxHOLAAA4HQQXi/jTbBrvd2jb0Ra1RBjnAgBATxBcLDRzSJqaIjG9VUGvCwAAPUFwsdBFbWNbNn3C9P8AAPQEwcVCs4emyW4QXAAA6CmCi4WyXTZNHejSm8daVNPCc4sAADgVgovF5ualKRKTXjlErwsAAKdCcLHYxcMY5wIAQE8RXCw2NdelTKehFz8JWl0KAABnPIKLxZw2QxcOSdP+2og+qAtbXQ4AAGc0gssZYB6XiwAA6BGCyxlgXl5rcHmR4AIAwEkRXM4AY7IcGu6166VDQUWiTP8PAEB3CC5nAMMwNG9YmqqbY9peFbK6HAAAzlgElzPE8XEuXC4CAKB7jpOtPHbsmF599VXt2bNH1dXVcjqdGj58uKZOnaopU6bIbrebVWe/d9GwNBmS/v5xUN84N9PqcgAAOCN1G1zWr1+vDz74QOedd54WL16s7OxshUIhHTp0SDt37tTGjRt14403avTo0WbW228NcNt17gCnXj/aooZQVF4nnWEAAPyjboPLpEmT9KUvfanT8uHDh2vatGlqaGjQsWPHElpcqpk3LE3vVoa0+UiLPjPcbXU5AACccbr9s37ixIkn3dHr9aqgoCDe9aS0ecNawwqz6AIA0LWTjnGRpEgkotdee00HDx5UKPTpHS9LlixJZF0p6YLBLnnshv7+MQN0AQDoyikHUqxfv1779u3T9u3bNWjQIL3//vtyOp1m1JZy0uyG5gxL03uBsN5n+n8AADo5ZXB5//33dcstt8jj8ejyyy/Xv//7vzO2JYE+2za25fmDXC4CAOAfnTK4HO9dsdlsam5uVnp6ugKBQMILS1WXjWgNLs8RXAAA6OSUY1y8Xq8aGho0YcIEPfjgg8rIyFBWVpYZtaWkYV67igc49erhZtW2RJXl4rZoAACOO2VwufPOO2Wz2XT11VfrjTfeUGNjo2bOnGlGbSnrshFuvVsZ0oufNOuqAo/V5QAAcMY45Z/zf/nLX1o3tNl0wQUX6OKLL9amTZsSXVdKW8DlIgAAunTK4LJt27YeLUP8FA9waojHpr8c5GnRAACcqNtLRbt27dLOnTsVCAT01FNPtS9vamoypbBUZjMMXTrCrV/ubdRbFS06f1Ca1SUBAHBG6Da42O12paWlyTAMuVyu9uXZ2dlasGBBjw7++OOPa/v27crMzNSqVaskSQ0NDVqzZo0qKys1YMAA3X777fJ6vZ323bx5s5599llJ0sKFC1NuXM1n24LLcweDBBcAANp0G1zGjh2rsWPHaurUqcrLy+vVwWfOnKl58+Zp7dq17cs2btyocePGacGCBdq4caM2btyoa6+9tsN+DQ0NeuaZZ7RixQpJ0ve//30VFxd3GXD6q7nD0uS2S899GNQ9U7OtLgcAgDPCKce4ZGZm6mc/+5l++MMfSpI++uijHg/OLSoq6hQ2SkpKNGPGDEnSjBkzVFJS0mm/0tJSjR8/Xl6vV16vV+PHj1dpaWmPztlfpDtsmjM0TbsCYX3ALLoAAEjqQXD55S9/qTFjxqixsVGSNGTIkD7dVVRbWyufzydJ8vl8qqur67RNIBCQ3+9vf+/3+1Ny0rvPjmi9FZpZdAEAaHXKeVwCgYDmzp2rl19+uXUHh0OGYSS8sH90OucsKyuL+/kTccxTKQobkjz63Z4qzXMeMv38VrKivVMZ7W0u2ttctLf5+trmhYWF3a47ZXCx2Tp2yhzveemtrKwsBQIB+Xw+BQIBZWZmdtrG5/Np79697e+rq6tVVFTU43Oc7AfujbKysrgfsycKJZ27/6jeDkhDCkYr05kas+ha1d6pivY2F+1tLtrbfIlu81P+Jpw6darWr1+vYDCo1157Tffff79mzZrV6xMWFxdry5YtkqQtW7Zo0qRJnbaZMGGCdu7cqYaGBjU0NGjnzp2aMGFCr8+ZzC4b4VZLVPr7x81WlwIAgOVO2eNy2WWXaevWrWpsbNSOHTt0ySWX6IILLujRwR999FHt3btX9fX1WrZsma688kotWLBAa9as0auvvqqcnBzdcccdklqfQv3SSy/ppptuktfr1RVXXKHVq1dLkhYtWpRSdxSdaOFIt+57t05/+qCJ6f8BACnPCAQCTM16ClZ2NcZiMU166oiqmqMqu36o3A7zxxeZja5dc9He5qK9zUV7my/Rbd6jwbkbNmzQnj17JLXO73L99de33xmExDIMQ1cVePRgab3+9nFQC/PpdQEApK5TjnFZu3at8vLytHLlSt1zzz0aPnx4hwnlkHhXt10ievp9HrcAAEhtpwwudXV1WrRokXw+n/x+v6644oou515B4kwe6NTIDLs2HgwqGObKHgAgdZ0yuAwaNEhHjx5tf3/06NFePwIAvXP8clFdKKa/f8JkdACA1NXtGJef/vSnkqRgMKhVq1ZpzJgxkqT9+/ef1pwqiI+rCzz6SWm9/vB+ky4fyTgXAEBq6ja4nHvuue2vp0+f3uVrmGfKQKdGZNj13IdBNUdiSrP3/7uLAAD4R90Gl5kzZ5pZB07BMAxdle/R/+ys198/DmoBvS4AgBTU7RiXv/zlLwqHu38q8cGDB1Puic1Wu/qs1rDyB+4uAgCkqG57XOx2u+655x4VFRVp1KhRysrKUigU0uHDh7Vz5055PB594QtfMLPWlDd1oFPDvXZt5HIRACBFdRtcLrnkEs2ePVtvv/229uzZo+rqajmdTg0fPlw33HCDRo4caWad0Kd3Fz20s14vfhLUZ0dwuQgAkFq6DS6ffPKJJGnkyJGdQorT6VQoFJLT6Uxsdejk6rbg8ofyJoILACDldBtcHnzwwQ7vDaP1skQsFlM0GlVzc7Ouu+46XXjhhYmtEB2cl9t6uejPB7lcBABIPd0Glx/84Acn3TEQCOhHP/oRwcVkhmHomrNa53R57mCQJ0YDAFLKKWfO7Y7P59NFF10Uz1rQQ9ePTpckbdjXaHElAACYq9fBRWodwAvznZPj1MQcp174KKiKYMTqcgAAME2fggus84Ux6QrHpN8eYE4XAEDqILgkqWtHeWQ3pA37uVwEAEgdBJckNchj1/y8NL1TEdJ7gZDV5QAAYAqCSxK7fgyDdAEAqYXgksQ+O8KjLJeh3+xvVCQas7ocAAASjuCSxDwOQ9cUePRJY1SvHG62uhwAABKO4JLkvtB2uejXXC4CAKQAgkuSmz7IpYJMu575IKi6UNTqcgAASCiCS5IzDEPXj05XYzimZ95nThcAQP9GcOkHjt9dtL6My0UAgP6N4NIPFGQ6NHdYmrYcadHuauZ0AQD0XwSXfuKWsV5J0i/2NFhcCQAAiUNw6ScWjHRriMemDfsb1cAgXQBAP+Uw+4SHDx/WmjVr2t9XVFToqquu0vz589uX7dmzRw899JAGDBggSZoyZYoWLVpkdqlJxWkz9KUir+57t06/K2/Sl4q8VpcEAEDcmR5chgwZopUrV0qSotGoli1bpsmTJ3fabsyYMbrzzjvNLi+p3VSUrv/eXqe1exoILgCAfsnSS0W7d+9Wbm5ue88K+mZ4hkOXDXfrnYqQ3qlosbocAADiztLgsm3bNp1//vldrjtw4IBWrVqlH//4x/r4449Nrix53XI2g3QBAP2XEQgELHk6Xzgc1rJly7Rq1SplZWV1WNfU1CTDMOR2u7Vjxw5t2LBBq1ev7vGxy8rK4l1u0ojEpMVvulUVMrTx/CZlmH4xEACAviksLOx2nWW/1kpLSzVy5MhOoUWSPB5P++uJEyfqV7/6lerq6pSZmdmjY5/sB+6NsrKyuB8zkW4N1mnVW7XaFhuq2wozrC7ntCVbeyc72ttctLe5aG/zJbrNLbtU9MYbb3R7maimpkaxWGtHUHl5uWKxmDIyku8XsFVuLEyX09Z6ueh4OwIA0B9Y0uPS3NysXbt26Ytf/GL7sk2bNkmS5s6dq7feekubNm2S3W6X0+nUrbfeKsMwrCg1KQ3y2LUo36PflTfp1cMtmj00zeqSAACIC0uCS1pamh544IEOy+bOndv++uKLL9bFF19sclX9y+3jvPpdeZMe2llPcAEA9BvMnNtPTR+cpmm5Tj13MKiyGp5fBADoHwgu/di/TmgdzPxQab3FlQAAEB8El37sipFuFWTa9ev9jTrWFLG6HAAA+ozg0o/ZbYb+z/gMNUekn73HhHQAgORHcOnnbixMl89l6Ge7G9QU5tZoAEByI7j0c16nTV8526vK5qg27Gu0uhwAAPqE4JICbh2XIZdNemhnvaJMSAcASGIElxQwJN2u60ana19tWM8dDFpdDgAAvUZwSRH/ck7rIxMe3FHPYwAAAEmL4JIixvudumx4mrYebdHLh1qsLgcAgF4huKSQb01qfRL3D0pq6XUBACQlgksKmZLr0mXD07TlCL0uAIDkRHBJMfS6AACSGcElxdDrAgBIZgSXFESvCwAgWRFcUhC9LgCAZEVwSVH0ugAAkhHBJUV17HVptrocAAB6hOCSwv7v5NZel5Vv1vIMIwBAUiC4pLBJA126dpRHJZUhPXWgyepyAAA4JYJLivvOlCy5bNL33qpVU5heFwDAmY3gkuLyMx26Y3yGPmqIaM2ueqvLAQDgpAgu0DfOzZQ/zdCPttepIhixuhwAALpFcIF8aTZ9a1KWakMx/VdJndXlAADQLYILJEm3jPVqVKZdv3ivQftqQlaXAwBAlwgukCS57Ia+e162wrHW26MBADgTEVzQblG+WzMGu/Tsh0G9+HHQ6nIAAOiE4IJ2hmHov6Zny2ZId20JKMjt0QCAM4zDqhMvX75cbrdbhmHIbrdrxYoVHdbHYjFt2LBBO3bskMvl0s0336z8/HyLqk0d5w5w6fZxXj2yq0H376hrn10XAIAzgWXBRZLuuusuZWZmdrmutLRUR48e1erVq3XgwAH96le/0t13321yhanp7ilZ+sP7Tbp/e53+aVS6Rmdb+jEBAKDdGXupqKSkRBdccIEMw9Do0aPV2NioQCBgdVkpIdNp0w+m+9QSlb65NcDTowEAZwxL/5R+4IEHJEkXXXSR5syZ02FddXW1cnJy2t/7/X4FAgH5fD5Ta0xVV+a7NT8vTX/9uFm/K2/S50alW10SAADWjnHx+Xyqra3V/fffryFDhqioqOik+xiG0aNjl5WVxaPEhB/zTPcvQwy9csitf99cpVHNHyvDxE9LKra3lWhvc9He5qK9zdfXNi8sLOx2nWXB5XjPSVZWliZPnqzy8vIOwcXv96uqqqr9fXV1tbKzs3t07JP9wL1RVlYW92Mmg0JJ34zWavU7dfp/gVz99wxzertStb2tQnubi/Y2F+1tvkS3uSVjXJqbmxUMBttf79q1S3l5eR22KS4u1tatWxWLxbR//355PB4uE1ngzomZOtvn0M/fa9CmT5jbBQBgLUt6XGpra/Xwww9LkiKRiKZPn64JEyZo06ZNkqS5c+dq4sSJ2rFjh7797W/L5XJpyZIlVpSa8tLshn46269L/nRM//pqQK9dPUjZrjN2TDcAoJ+zJLjk5uZq5cqVnZbPnTu3/bVhGLrxxhtNrArdmTTQpW8WZ+q/Sup09xs1euhCv9UlAQBSFH86o0e+WZyp4gFO/aqsURs/bLK6HABAiiK4oEecttZLRi6btHRzQJXBiNUlAQBSEMFg6RZyAAAYpUlEQVQFPTbO79SKKVk62hTVN7fUWF0OACAFEVxwWv7lnAxdMMil37/fpCfKGqwuBwCQYgguOC12m6GfzvEry2Xori012l0dsrokAEAKIbjgtBVkOvTQhX41RWK6eVOVGkJRq0sCAKQIggt6ZVG+R3eM9+q9QFh3beFBjAAAcxBc0GvfOy9bUwY6tWF/k/5fWaPV5QAAUgDBBb3mshv6xdwcZbsMLdsa0M4qxrsAABKL4II+yc906OEL/QpGpC+/WKlAM+NdAACJQ3BBny3M9+hrEzO0vzaim16sUijKeBcAQGIQXBAX90zN0uUj3XrpULO+tbWGwboAgIQguCAubIahR+f4NSHHqbV7GvTYbianAwDEH8EFcZPhtOnXl+Qo123T8jdq9PePg1aXBADoZwguiKsRGQ796pIcOW3Skk1Vei/AnUYAgPghuCDuzh+Upp/M8qu2JabPPV+pg/Vhq0sCAPQTBBckxD+NTtf3zsvSx40RXfN8pY41RawuCQDQDxBckDB3TszU1yZmaF9tWNe+UKnaFuZ4AQD0DcEFCbVyapZuKkrXu5UhfeFvlWoKc5s0AKD3CC5IKMMw9KMZPl2Z79Zrh1t086YqtUQILwCA3iG4IOHsNkOPXZSjucPS9NzBoL78YpWaCS8AgF4guMAUaXZDT1ySo3lt4eVGLhsBAHqB4ALTpDts+vUlA3Tp8DT99eNmXf/XSjWEGLALAOg5ggtM5XYYWn/xgPbnGl33QqXqCC8AgB4iuMB0aXZD6+bl6OoCjzYfadFVz1UwzwsAoEcILrCE02boZxf5dWNhut6uCOkzzx7TvhoeDwAAODmCCyzjsBn6n1k+fWtSpt6vi+jSZyv0+pFmq8sCAJzBCC6wlGEY+r+Ts/TgLJ9qWqK66vkKvVhht7osAMAZymH2CauqqrR27VrV1NTIMAzNmTNH8+fP77DNnj179NBDD2nAgAGSpClTpmjRokVmlwoTfbnIq2Hpdi15sUrfes+luvQ6fePcDBmGYXVpAIAziOnBxWaz6brrrlN+fr6CwaDuvfdejR8/XsOGDeuw3ZgxY3TnnXeaXR4sNH+4W89ePlD/9PwR3ft2rd6paNHDs/3KctExCABoZfpvBJ/Pp/z8fEmS2+3W0KFDFQgEzC4DZ6jiAS6tnxTUhUNc+tOHQc3/0zGVMWgXANDGCAQClk1fWlFRofvuu0/f/e535fF42pfv2bNHjzzyiPx+v3w+n6699lrl5eX1+LhlZWWJKBcmCsekn5Q79cQnTnntMa0sbNG8gdwyDQCpoLCwsNt1lgWXYDCo++67TwsXLtSUKVM6rGtqapJhGHK73dqxY4c2bNig1atXW1GmpNYgdLJGRHyd2N5P7m/Una8F1BSJ6Stne3XvtCylO7h0FE98vs1Fe5uL9jZfotvckt8A4XBYjzzyiKZPn94ptEiSx+OR2+2WJE2cOFGRSER1dXVml4kzwHWj0/W3Rbka73Po5+816OJnjqm0iktHAJCqTA8usVhM69at09ChQ3XppZd2uU1NTY1isdaOoPLycsViMWVkZJhZJs4g4/1O/W3RIN02zqv3AmFd/MxRPbyzXtEYD2kEgFRj+l1F+/bt09atW5WXl6dVq1ZJkhYvXqzKykpJ0ty5c/XWW29p06ZNstvtcjqduvXWW7ktNsV5HIZ+eIFPl+S59S+vVuvuN2q08cMm/XiWX6OyTP8YAwAsYvr/+IWFhXrsscdOus3FF1+siy++2KSKkEwuG+HWa1cN0tc2B7TxYFAz/3BE356cpa+ekyGHjXALAP0doxyRdAan2/XEJTn6xVy/Mpw2fefNWn3m2WPawdgXAOj3CC5ISoZh6Jqz0vXGNYP0+dEevVMR0tw/HtW3tgYUaI5aXR4AIEEILkhqOW671szJ0VOfGaCCTLvW7G7Q1N8e0eN7GhSJMngXAPobggv6hfnD3dp89WCtOi9LzZGYvrY5oHnPHNMrh3jaNAD0JwQX9BtpdkNLJ2bqzc8N1vWjPdpeFdKi5yq0+PkKlVS0WF0eACAOCC7od4ak2/XTOTn6+xW5mjssTX//pFlznzmmm16s1N4AA3gBIJkRXNBvTcl16Q+XDdTTlw3U1IFOPf1+UBf84ai+sqmK2XcBIEkRXNDvXTQsTX+9Ile/ujhH5/id+m15ky58+qg+/9dKvX6EMTAAkEyYchQpwTAMLcz36PKRbv3142b9aHudnj8Y1PMHg5ox2KU7xmdo4Ug3k9gBwBmO4IKUYhiGPjPcrc8Md2vz4Wbdv71OL3zcrC1HqjTca9dXzvbqy0XpGuC2W10qAKALXCpCypo5JE1PXjpQb1wzSLee7VV1c1Sr3qrVOb85rNtertIrh5rbH/YJADgzEFyQ8op8Tt03w6ddnx+i/zg/W3leu36zv0mLnqvQ1N8e0Y+21+lQY8TqMgEAIrgA7bJdNv2fczL05uLBenbBQF0/2qNDjVF9r60X5qrnKvTLvQ08UgAALMQYF+AfGIahWUPSNGtImv7rgqh+e6BJ/7u/US8datZLh5r1zS0BzR/u1tUFHl063C1fGvkfAMxCcAFOIttl0y1ne3XL2V59UBfW78qb9NSBRv35w6D+/GFQDkOaMzRNC/PdunykR0PTGdQLAIlEcAF6KD/Toa+fm6mvn5up9wIhPfN+k/70YVB//6RZf/+kWXdtqdG5OU59Znia5g93a1qui9urASDOCC5AL5ztc+rsSU4tm5Slg/VhPfthUBs/DGrzkWZtrwrpv7fXK8tlaO7QNM1p+yrMdsgwCDIA0BcEF6CPRmQ4dMf4DN0xPkP1oahePtSsv37UrBc+DuqPH7R+SdJgj01zhqZpxuA0TR/k0ji/QzaCDACcFoILEEcZTpsuH+nR5SM9isVier8uopcPNbd/PXmgSU8eaJIkZbsMnZ/r0vmDXDov16XJA10M9AWAUyC4AAliGIbOynLorCyHbhrrVSwW056asF4/0qItR5r1+tEWvfBxs174+NPnJY3OsmvqQJfOHeDUuQNcOjfHSZgBgBMQXACTGIbROjbG59RNY72SpCONEW071qJ3Klr0VkVI71S06DcHmvSbtl4ZSRqRYdcEv1Pn+J0a53fobJ9ThdkOuexcZgKQeggugIUGp9t1Rb5HV+R7JEnRWEwHasPaXhnSjqqQtleFtL0ypI0Hg9p4MNi+n8OQRmU5NCbbocK270XZDo3Kcmig28YgYAD9FsEFOIPYDENjsp0ak+3U4lGfLj/SGNF7gZB2B8LaXR3S7uqw9tSEtLcm3OkYmU5DBZkOjcqy66xMh0ZmODQyw678TLuGex3yOAg1AJIXwQVIAoPT7RqcbtdFwz5dFovFVBGMam9NWPtqwiqrCetAXVjv17a+31EV6vJYuW6b8rz29i93k0MTbI0akm7XsHSbhqTbleFkXA2AMxPBBUhShmEo12NXrseuWUPSOqyLxWI63BRVeW1YBxsi+rAurA/qI/qwPqKP6sN6LxBSSeXxYOOS3q/usH+Gw1Cux6bBHrtyPTYN8tg10G1TrtumgW67BrhtGui2KSfNphy3TU4m2gNgEoIL0A8ZhqGh6fZuH0EQi8VU1RzVRw0RbSv7SHbfYB1qiuhwY0SHGiI60hTV0abWgcOR2KnPl+U05E+zyZ9mky/NJp/LJp/LkC/NpmzX8S9DWS6bspyt3zOdhjJdNmU4DNkJPgB6iOACpCDDMDTAbdcAt13pVREVFnq73C7aFnCONEZVEYyqMhjRseDx11FVNZ/wFYxoTyCspp4knX/gdRjyOg1lOAxlOG3KcBpty2xKb1vndRjyOAyl21u/exyG0h2G3PZPv7uPf7d3fO+yiQHLQD9hSXApLS3Vhg0bFI1GNXv2bC1YsKDD+lAopLVr1+qDDz5QRkaGbrvtNg0cONCKUoGUZjMMDXTbNdDd84dHNkdiCjRHVd0SVaA5qtqWmGpaom1fMdWFoqoLxVTXElVtKKbalqgawjHVh6JqCMV0tCms+vDph59TSbNLaTZDafbWL5dNSrMbctoMpdkll92Qy9a63Gkz5LIbctgkl82Q0yY5bEaH18627ZyGZD++3Gjdx2Ez5DAkh02yG4bsRtsym3QoYNPhQ82yG2r9srWutxknbivZZMhu67jc1raPzTBkSK3r2/6dbCesN0RQQ/9lenCJRqN64okn9PWvf11+v1+rV69WcXGxhg37dNThq6++qvT0dP3Hf/yH3njjDf32t7/V7bffbnapAHohzW60DyburWgspqZwTI3hWFuo+fR9YziqprblwUhMwXBMjW3fmyIxNUdat22OSE2RmFoirds1R2JqjrYGq+ZI67GqW6JqiUgt0ZhC0Tg2wkm5pdKKhJ/FkNrDjM1oDUKGcTzotG5gk9qWta0zPt2vdZPW5Ub7+xPWnRCgjr8//lptr6XWANVh3xPXte3X/vr4+dr37fjznLhtx+VGp22Ov29sTJP3QEWXx+vwvYuc177ohON3u82Jy4webHOKfXp67K4YXe556mOf7rkynIYenOXvwZHiy/TgUl5ertzcXOXm5kqSpk2bppKSkg7BpaSkRFdeeaUkaerUqfr1r3+tWCzGXxBAirAZbZeHnFKuSeeMxWJqibaGmJZIa5AJRWMKH18WlcLRmEJtISd8/Hus9Xvk+Pax1nWRWOv7SNv7aEwKx6QjxyrkyxmgSFSKxFrXt361vo6esP3x5cdfR2Otoa79fVvdn27b9l6t28ba9o/p+L5ty9V6nJhatzm+7Pjy9vft2376PqrYCctjHbaLnbBObcdTF8fS8W3b277jNsf3jcVOOE6v2aVA86k3w2kbkGbTg7PMP6/pwSUQCCgnJ6f9vd/vV3l5eadt/P7WFGe32+XxeFRfX6/MzExTawWQOgyj9ZJRmt2QnIk7T1nZYRUWZiXuBP1cLPZpjPnHcBPrsF3r97J9+zRmzBidsNsJ4SjWYdsO5/nH7yfZpmN9Jy2/y/1iXezU5bFPfehenb+3x7GqL8H04NLVP1BPtjmd3paysrLTqsmqY6J7tLe5aG9z0d7mcdmkDw/ss7qMfqumm+V9/YwXFhZ2u8704OL3+1VVVdX+vrq6Wj6fr9M21dXVysnJUSQSUVNTk7zeru966MrJfuDeKCsri/sx0T3a21y0t7lob3PR3uZLdJubPj1mQUGBjh49qmPHjikcDmvbtm0qLi7usM2kSZO0efNmSdJbb72lsWPHMr4FAACY3+Nit9t1ww036IEHHlAsFtOsWbOUl5enp59+Wvn5+Zo0aZIuvPBC/fznP9fdd98tr9er2267zewyAQDAGciSeVwmTpyoiRMndlh21VVXtb92Op264447zC4LAACc4XiSGgAASBoEFwAAkDQILgAAIGkQXAAAQNIguAAAgKRBcAEAAEmD4AIAAJKGEQgE+vbgTQAAAJPQ4wIAAJIGwQUAACQNggsAAEgaBBcAAJA0CC4AACBpEFwAAEDSILgAAICk4bC6gDNdaWmpNmzYoGg0qtmzZ2vBggVWl9SvVFVVae3ataqpqZFhGJozZ47mz5+vhoYGrVmzRpWVlRowYIBuv/12eb1eq8vtN6LRqL7//e/L5/Ppzjvv1LFjx/TYY4+poaFBI0eO1Fe+8hU5HPz3EA+NjY1at26dPvnkE0nSkiVLNGTIED7fCfLCCy/olVdekWEYysvL080336xAIMDnO04ef/xxbd++XZmZmVq1apUkdfv/dSwW04YNG7Rjxw65XC7dfPPNys/P73MN9uXLl3+3z0fpp6LRqH784x/ra1/7mi6//HJt2LBBRUVFyszMtLq0fqO5uVmjR4/WNddcoxkzZmjdunUaN26cXnzxRQ0bNky33367AoGAdu3apfHjx1tdbr/xwgsvKBKJKBwOa/r06Vq/fr1mzZqlL3/5y9q9e7dqampUUFBgdZn9wvr16zVu3DgtWbJEc+bMUXp6ujZu3MjnOwGqq6u1fv16rVy5UvPnz9e2bdsUDoe1adMmPt9xkp6erlmzZumdd97RvHnzJEl//OMfu/w8l5aWqrS0VHfffbdGjhypX//615o9e3afa+BS0UmUl5crNzdXubm5cjgcmjZtmkpKSqwuq1/x+XztCdztdmvo0KEKBAIqKSnRjBkzJEkzZsyg3eOoqqpKO3bs0IUXXihJisVi2rNnj6ZOnSpJmjlzpt555x0rS+w3mpqatHfv3va2djgcSk9P5/OdQNFoVKFQSJFIRC0tLcrOzubzHUdFRUWdege7+zyXlJToggsukGEYGj16tBobGxUIBPpcA31lJxEIBJSTk9P+3u/3q7y83MKK+reKigodPHhQZ511lmpra+Xz+SS1hpu6ujqLq+s//vd//1fXXnutgsGgJKm+vl4ej0d2u11S6+c8Hv+5QDp27JgyMzP1i1/8Qh999JHy8/N1/fXX8/lOEL/fr0svvVTf+ta35HQ6NX78eOXn5/P5TrDuPs/V1dWdfocGAoH2bXuLHpeTiMV4jJNZgsGgHnnkEX3+85+Xx+Oxupx+691331VWVtYprzMbhmFSRf1bNBrVhx9+qLlz5+qee+5RWlqaNm7caHVZ/VZDQ4NKSkr0n//5n7rvvvvU0tKi0tLSTtvx+bZOPNqeHpeT8Pv9qqqqan9fXV3d56SIzsLhsB555BFNnz5dU6ZMkSRlZWW1J/NAIMC4ojjZv3+/SkpKtGPHDoVCIQWDQW3YsEFNTU2KRCKy2+2qrq5Wdna21aX2C36/X36/X6NGjZIkTZkyRc899xyf7wTZvXu3Bg4c2N6ekydP1v79+/l8J1h3n+eufofGo+3pcTmJgoICHT16VMeOHVM4HNa2bdtUXFxsdVn9SiwW07p16zR06FBdeuml7cuLi4u1ZcsWSdKWLVs0adIkq0rsVxYvXqz77rtPP/jBD3Tbbbdp7NixuvXWWzV27Fi99dZbkqTNmzfT3nGSnZ0tv9+vw4cPS5Lee+89DR06lM93guTk5OjAgQNqbm5WLBZrb28+34nV3ee5uLhYW7duVSwW0/79++XxeOLyx78RCAS4HnISO3bs0IYNGxSLxTRr1iwtXLjQ6pL6lbKyMv3whz9UXl5eexfi4sWLddZZZ2nNmjWqqqpSTk6O7rjjDm4XjbM9e/bo+eefb78d+tFHH+1wu6jT6bS6xH7hww8/1C9/+UuFw2Hl5uZqyZIlisVifL4T5Omnn9abb74pm82mkSNH6stf/rICgQCf7zh59NFHtXfvXtXX1yszM1NXXnmlJk+e3OXnORaL6YknntDOnTvlcrm0ZMmSuNzNRXABAABJg0tFAAAgaRBcAABA0iC4AACApEFwAQAASYPgAgAAkgbBBUBCrFq1Si0tLZKkv/71r6qtrY37OSoqKvTyyy93WPbjH/9YR48ejfu5AJwZCC4AEmLlypVyuVySWoNLb57HE4lETrq+srKyU3BZunSpBg0adNrnApAcmMcFQELceuut+slPfqK//e1veuaZZ9qfsn7rrbdq0KBB+v3vf6+9e/cqHA5r+PDhuvHGG+V2u7V27Vq53W4dPXpUdXV1+s53vqPHHntMR44c6TCJm9fr1T333KPKykoNGjRIgwYN0le/+lUtX75c//Zv/6a8vDwdPXpU69evV11dnex2u6655hpNmDChvb6rr75a77zzjhoaGnTttde2P0EYwJmLZxUBSKiFCxfqlVde0R133KG8vDxJ0p/+9Cd5PB59+9vfliQ99dRT2rhxo6655hpJ0oEDB7Rs2TKlpaVJkq6//vr255/8/ve/13PPPafPfe5zuvHGG/Xkk09qxYoVXZ77Zz/7mWbPnq3Zs2frk08+0X333afvfe977cfyeDxasWKF9u3bpzVr1hBcgCRAcAFgunfffVfBYLD9+THhcFgjRoxoXz916tT20CK1Pv/k9ddfVyQSUXNzswYPHnzKcwSDQR08eFCzZs2SJA0bNkwjRozQgQMH2p85Nm3aNEnSqFGjFAgEFAqFmAoeOMMRXACYLhaL6YYbbtC4ceO6XH9iaNm7d69eeuklLV++XJmZmXr99dc7jWvp7hyncjyk2Gytw/0ikQjBBTjDMTgXQMK53W41NTW1v580aZJeeOGF9ruOgsGgDh061OW+TU1N8ng88nq9CoVCeu2117o97ok8Ho9GjBjR/tTaQ4cO6eDBgxo1alS8fiwAFqDHBUDCXXLJJfrFL34hl8ulW2+9VZ/97Gf1zDPPaPXq1TIMQ4ZhaNGiRRo6dGinfSdMmKCtW7fqO9/5jvx+vwoKClReXi5JGj58uAYPHqyVK1dqyJAh+upXv9ph33/+53/W+vXr9cILL8hut+srX/lK+/gWAMmJu4oAAEDS4FIRAABIGgQXAACQNAguAAAgaRBcAABA0iC4AACApEFwAQAASYPgAgAAkgbBBQAAJI3/D2Wf75Sogn6nAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(range(iters), betas[:, -1])\n",
"plt.xlabel('iteration')\n",
"plt.ylabel('J(beta)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Understanding what it is doing in each iteration"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-4. -4.]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-2.39494776 -2.05187282]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-1.43394369 -0.88545711]\n"
]
},
{
"data": {
"image/png": 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hKfoW7P7bkaknoMzAq/6p1+z6rJkaG5o38XnjCio62+qm2JKZFn084yJGU7KvRCQgvZxNtjExchwTI8exqmAN+10lbGjZzNsH3uOD2g+ZGDmOk2Om9Y4uZpKKz3oTuj4Gu//POAJ34zd24FNvBEkNdnT9gkhCBEEQhD4rPT2dO+64I9hhHJ5poupvYgs8BIBXvZGAMrdXLJr1GT5WNq3l84ZlNGnNyMiMdo1gWvQJZDsG9qvNA/uTAVIcU5Imc3b86axuXseKxo4NEVc2rWG0awSnxJ5Mmj012GEelqacSLstG4f/Vqz6m8hmIV7r3zClXpBI9XIiCREEQRCEIJLQsAXuw6q/h0E0Xutf0ZVxwQ7rsNy6h+WNK/msYTluw41VsnJS9FROjplKtBod7PCEHhJuCWdm7HSmx5zIltZtLKn/nE2tW9nUupWhYfmcGjeDLEdmsMM8JFNOw217FnvgXlR9CU7vL/HYHsSQhwQ7tD5NJCGCIAiCECSS2UBO/H1Y9T3oUh4e6z8w5dAuWfLoXj5vXMZnDcvxGl6csoNZcTOZFn0CYYoz2OEFhWma6KaJZhoETAPDNJH72QyQIimMjRjNGNcodrsL+LhuKTvad7GjfRe5zhzOiD+NTEdGsMP8cZITr3ofupSPTXsUp+9KvOr/AVnBjqzPEkmIIAiCIASBbBTh8P8O2VbVuf7jLpBCt1tUwAiwomk1n9QvpU1vJ1wJ56z42ZwQdVyf6HJlmiatmo8D3nYOeNup9bVT622n3u+mNeCjNeCnVfN1fu/Da2gEDB3NMNBMA/PbB9v3KYokoUoKFllGlRXCLVZcqg2XxUqEaiNctRGp2om3ORlgDyfeFsYAexixNieq3Hv3SZEkifywXPLDctnrLuKj+iXsbi9gT0khI8KHcUb8aaG7NkiSCKiXYMgDcfjvwBG4g6SIc8G8vVeURvY2IgkRBEEQhB6m6F/i8P8eiTYqm8/HlfD7kL3I0U2ddc0b+LDuExq1JuyyndPjTuOkmBN65W7mjX4Ppe1NlHR+lbY3U+JuotzdjFfXDvlYGQmXaiXcYiNCtWGRZSwHEw0ZRZJpb2/H6rAT6ExONEPHb+i0aX5qve14jUOPIQHxtjDSw6LI6Pz6+vsURwQWufe0wx3kzOI651XsdRfxfu0itrVt56u2HYyPGMvsuFOJtcYEO8QfpCvH47Y9i8N/I0kRCwgEvJ1NIqzBDq1PEUmIIAiCIPQgi7YQe+BeQMKj/pnq1hxciaGXgJimyVdtO3ivdhE1/gOokoUZMScyI/ZkwpWwYId3WKZpUuFpYU9LHbtbatnTUseeljpqfe3fu69TUUl3RpJgdzHA3jEj0TEzEU6czdk5g2HDaVEPW2Z1uD0X/LpOm+ajJeCjKeCltnPm5YCvjVpvOzXeNqo8rWxoqGBDQ8V3HmuVFQa5YsmNiCPPFc/giDgGu2JxWEK7m9MgZxY3pl/HjvZdfFC7mPUtG9jYspkToo/jtLiZIVnGZ8hZuG3PITX/hjDbYiSzBo/1AZAigh1anyGSEEEQBEHoCaaJVXsam/Y0JhF4rA+gK2MJxd3PK31VvF3zHnvchcjITImaxGmxM4lSI4Md2o/y6Ro7mg+wpbGKLY1VbGuqpiXg+859BtjCOD4+g4Hh0R2zDM6OWYY4m7PHunhZFYUYxUmM7dAX3h49QLm75TuzNoWt9RS21LGz+cDB+8lIDHLFMDI6iVHRSYyJTibBEXptnSVJYlj4EIaE5bGxZQuL6j7ii8YVrG/ewKy4Uzkh+jgUKbTK0EwphsK6PzEs7QVU4wucvnl4rP/ClFOCHVqfIJIQQRAEQehupoYt8Des+vsYUjIe678x5MxgR/U9bt3D4rqPWd64CgODIWF5nDvgTBJtCcEO7XsM02Rn8wFW1ZbwZX0F25tr8Bv6wdtTHRFMjkvvmDWIiCfXFUe0rXdspgfgUFRyXLHkuGK/8/8BQ2d/W+PBGZ7dLbXsbD5AQWs9b5ZuByDFEcGYmGSOi0tnUlwakdbQWbMjSzLjI8cwOmIEyxpX8VHdJ7x14F1WNa9lzoBzGBw2KNghfodp2vBa78fUHsGqvYrTdwUe2yO9agPRUCWSEEEQBEHoTqYPu/9PqMYydCkfj+1hTCn28I/rQaZpsrb5S96rXUSb3ka8Gsf5CWczNDw/2KF9R6Pfw9q6MlbWlrCmtpSmgBfoWEeRGxHH6OhkRkcnMSomiThb6JeMHQ1VVjrKsCLiOIM8oCMx2dVcy5bGKjY3VrK5sYoPKnbzQcVuZCSGRSUwJT6dKfEZ5EXEh0TnLotkYXrMNCZEjOWD2sWsaV7PI2VPMNY1inMGnBlas26Sgk+9EUNKxhb4J07fVXisD6ErY4IdWa8mkhBBEARB6C6mG4f/FizGl2jyhM6a8tC6OK7x1/Ja1Zvs9ezDKlk5I34WJ0dPQ5VD4xLhgLeNpdX7WFK9j62NVQe7UMXbwjg7NZ8p8RlMiE3Fpfa+RfJdRZUVRkQnMiI6kV8yGsM0KWipY1VdCatqS9nWWM22pmqeKFxPnM3JSQlZzEjMZkxMMooU3IXuLks4FyVdwJSoSfyv5h02tm5hR/suzoo/nSlRk5CDHN+3BSw/xyQae+BOHP7fdpZUHhfssHqt0PgNIwiCIAh9jdmK0/87FGMbAXkaXut9IIXOhbJu6nza8AUf1n2CZmoMDx/KBQnnhMRGg9WeVpZWF/Fp9V62NlUDHbMdI6OTOCE+gynxGeS4YsVu7D9CliTyIuPJi4xnXvY4WgJe1taVsaq2lBUHinmzdDtvlm4nxuo4mJCMjUkJauetDEc6N2dcz+rmdbx3YCFv1LzNly0buSjxgpAqB9QsM/FIYTj8t+Hw34zXeh+acnKww+qVRBIiCIIgCF1MMhtx+K5HMfcQUE7Fq94NUuj8yS3xlPJq9f+o8FXhUlxckHAOo1wjgnpR79b8fFq9jw8qdrOxoRLoWHQ9LiaFGYnZnJyY1WdLrLpbhGpnZlIOM5Ny0AyDjQ0VfFq9j89qini7bAdvl+0g1upgVkoup6fkfW8dSk+RJZnjoyYzPHwob9a8w5bWbdxf/E9OjT2FU2JPwhIiP0O6MgWP9d84/Ddh9/8Br3onmmV2sMPqdULj1RQEQRCEPkIyD+DwXYdi7sevnINPvQ1CpOuP3wiwsO5DPm9YjonJ5MgJnDPgDJxBapFqmiabGip5v2I3n1bvxdO5T8fYmGRmJuZwcmIWsYfpIiUcGYssMzEujYlxadw2ZCqbGytZUrWXJdV7eWn/Fl7av4X8iHjOSM3jtKTBQVnUHmmJ4Fcpl7K19Sv+V7OARXUfsallC79I+jkZjvQej+eH6MpY3Lb/4PTdgCNwN148BCznBzusXkUkIYIgCILQRSSzBqfvamSzHL/lYnyWG0JmE8IKbxXPV71Mla+aeDWOuYlzgtaJqF3z80H5bl4v2UapuxmAZIeLX6bkcXpKHilOsRdDT7DIMuNjUxkfm8ot+SeworaY98t3s7quhAd2ruBfu1czM2kQczNGkh8Z3+PxjXQNZ7BzEO/VLmJl0xr+WfIos+NO5ZTYk0NirYghD8Ntm4/Ddx32wN+BAAHL3GCH1WuIJEQQBEEQuoBk1uH0XYtsluOzXI7fck1IJCCmabKscSXv1i5EMzWmRk3h7AGnY5V7fvfnCncLb5Rs493yXbRpfqyywqzkwZydOoQxMckh0bWpv7IqCtMTs5memE2dr51FFXt4t3wXCyv2sLBiD2Oik7kocyTTEjJ7dDG7Q3FwYeL5jHaN5KWq1/ig7kN2tRdwafLckFi/ZMg5uG1P4vRdgz3wEGAhYJkT7LB6BZGECIIgCMIx6lgDci2yWYrPcmnIJCAtWisvV73OzvbdhCthXJx0KcPDh/R4HFsaq5hftYUNe2sxMImzOfnlwNGclza0V+3dYZgmbX4/zT4fXk0jYBgEDJ2AYaDpHd9XNzbQWFmJqsiosoIqy6iKgstqJcJqxWYJ/UuvOFsYl2aN4ZKBo1lTV8qrxdtYU1fKpsZKkh0uLswYwQijZ5ss5IblcPvAm3mt6k22tn3FX/f/k7mJcxgTMbJH4/ghppyJ2/YETt9V2AMPYGJDs5wZ7LBCXuj/JAiCIAhCKDNbvrUG5EL8lt+ERAKyo20XL1e9TqveRn5YLpckXUiEpefKnEzTZF19Oc/s3cCmxo6F5nkR8VycOZKZSYNQ5dBYJwMdyUVNezvV7W1Ut7dT3dZGTXs7Ve3t1HvctPh8NPt8tPr9B1sEH9KO7T96k11RiLDZiLTZiLTZSQgLIzEsjMSwcBLCwkgKDyM53IVTVbvs+R0tWZKY0tmNrKi1gVdLtrKoYg8P7V5FmGzhF3IrczNHEKH2zLqRcCWMX6VcyprmdbxV8x7PVr7IzvbxzEk4B5sc3M5zppyJx/YfnL6rsQfuxYsNzXJqUGMKdSIJEQRBEISjZbbh9P0WxSzAr5yLT70p6AmIbuosqvuYT+qXYpEUzhtwFtOij++xGnrTNFl+oJj/7tvA9uYDABwfn8EM6wDOGD4+qB24dMOguKWZoqYm9jc1sb+549+S5ma8uv6Dj7EqCpE2GwOcYWRHRxNpsxFhteFUVSyyfHCmQ5VlLLJMbW0tETExaLreOVNi4NN1Wv0+Wn1+mv0+Wnw+qtvbKWxs/NFYE8PCGBgZxcCoqM5/IxkcHYPLFpyL7SxXDHcMO4nrBk/mrdLtvLRvE0/u/ZKX92/hgozhXJw5kpgeaCIgSRLHRU0i25nN85Uvs7b5S4o9pcxL+SVJtsRuH/9QDHkQbttjnaVZd+GVVNG+9xBEEiIIgiAIR8P04PDfiGLuIKDM7uyCFdwEpEVr4dmKl9nr2UecGsu8lF+SZk/tkbFN0+SzmiKe2vslha31AExPyOaK7LHkR8ZTWFjYowmIaZpUt7ezvbaWr2oPsKOujl31dXg07Tv3sysKmZFRZERGkhQeTlJYGInhnbMSYeG4rNYjiruwsJCcnJyfdN+ArnPA7aaqvWPmpbqtjar2dspbW9jf1MSaygrWVFZ85zHpEREMjYtnWFwcw+IHkBcbi1XpuVmlKKudXw0ax0Q9jC1WLy/t38JzRZt4rXgb56YP5YqsMT2SjCRY47k543reO7CIzxuX84/ifzM38XzGR47t9rEPxZDzcNsewem7Drv/T3is/0BXjg9qTKFKJCGCIAiCcKTMAA7/bViMLQSUU/Cq/wdB7tZT5CnmmYoXaNFaGOUawcWJF+BQema9xdbGah7evYptTdXISMxKHswVWWPJcsX0yPhfO9DezrqqStZVVvJlVSUH3O6Dt0lAVlQUQ+LiGRQdzcDIKLKiokgKDw/agnhVUUhxuUhxuX7w9la/n+LO2ZqipiZ2N9Szo66OD4v28WHRvo5jyDLD4wcwMTmZicnJDI2L75FNB+2yhUsGjuaC9OG8V76L54s28WrxVt4r28ll2WO4OHMUdqV7LzMtkoXzEs4iyzGQV6rf4IWqVynxlnHOgDNQgtgW25CH47E+jMP/Wxz+2/FYH0VXRgctnlAlkhBBEARBOBKmiT1wLxZjDZo8Ba/6l6DvA7KyaQ1vVr+DgcHZ8aczPebEHpl1KGtv5rGCNSyp7rggPjkhi+tzJ5MRFtXtYwP4NI31VZWsrqhgXWUl+5ubDt4WbbdzckYmw+PjGRYfT35sLGFqz3cEOxYuq5Xh8QMYHj/g4P8ZpklZSwvb62r5qraWbQdq2FxTzaaaap7YvIkwVWVsYhITk5OZlpb+owlOV7EpFi7IGM45aUNYULaTJwvX85+CdbxVuoPfDJ7IrOTcbk/yRkeMIMWexFPlz/FF4wrKvRXMS/klLkv3PvdD0ZUxeKwP4PDfhMN/M27bMxhyVtDiCUUiCRGEPsTthpoamYQEA6fY30sQuoVVm4+qL0aXhuGx3h/UndB1U+fNmndY2bSGMMXJFcmXkBs2uNvHbQl4eXrvBt4o+QrNNBgWmcBN+VMYFZ3U7WO3+nysLC/n89ISVpWX49YCANgtFqakpHbOCKQwKDq6T7b8lSWJjMhIMiIjmZ3dsc9Ls8/Hl50zQOsqK1leVsryslL+sW4tg2NiODk9gxMzMhgcHdNtyakqK/w8YzjvPfvhAAAgAElEQVSzkgfzfNEmXineyp3blvJq8VZ+lzeFCbHdWxY4wBrPLRm/5eXqN9jSuo2/Fz/M1anzSLWndOu4h6Irx+FV78QRuAuH/wbctmcxpZ7fbyVUiSREEPoATYM77rCzaJGFigqZlBSD2bM17r3XSy/oBikIvYaqLcCmPYshpeGxPQRSz+8m/TW37uG/FS+wx11Iii2ZK1MuJ9baveVPhmnyfvkuHtmzhqaAl2SHi+tzJzMzcVC3zry0+nwsKSnm0/37+bKqEs3s6FGV5nJxfkYeJ6SlMTJ+AGoPro0IJZE2GzMyBzIjcyAAlW2trC6v4IvSEtZXVTK/oYH5WzaTHB7OSRkZzMoaRH5sbLe8Zi7VxvW5kzk/fRj/KVjL4soCrl7/HqckDuKmvCkkOMK7fMyv2RU785J/yScNn7Gw9kMeKnmMy5IvZoRrWLeNeTiaZRY+swab9jgO3w24bU+B1H3noDcRlyeC0AfccYed+fO/6ZhSVqYwf37HH+P77/cGKyxB6FMUfQW2wN8xiMJt/TemFLyN0mr9dcwv/y81/gMMDx/KZckXd3uL0t3Ntdy/cznbmqpxKBZ+mzuZizJGdtui6ICus6qinEX79rK8rAx/Z/eq/Ng4TkpP56SMDLKjooPabStUJYe7OD8vj/Pz8mjz+1nVOXO0sryMV3bs4JUdOxgYGcXsQYM4LSuL5PCuL1tKcri4d+QpXJQ5kr/vXM6S6r2srC3mykHjuShzZLe1aJYkiVNjp5NoHcALla/ydMXznB1/OifHTAvae8VvuQzJrMaqL+hcI/KvoM6ghgpxBgShl3O7YdGiH/5RXrzYwp13IkqzBOEYycYOHP4/Aioe28OYclrQYtnrLuLpiudo191MjzmRs+Jnd2v73daAj8cL1/FmyXYMTE5JzOamvOO77RPtgoYG3t6zm0/2F9Hk8wF8c8E8MIvkbl7j0NeEW62cmpXFqVlZ+HWd1d9K7B7buIHHNm5gbGIiZw4azKkDB3b5ZopDIgfw3KTzDs6g/XvPGt4v380fhk5jXGz3lUqNdA3nxozfML/8v7xT+wE1/lp+nnhucBasSxI+9VZk8wAWYyX2wH141TuD3k0v2IKWhDQ0NPDss8/S3NyMJElMnTqVGTNmBCscQei1ampkKip++AKkokKmpkZm4ECjh6MShL5DMqpx+G4G/HitD2DIwSvt2NSylRerXsEwTS5KnMNxUZO6dbwVB4q5d/sX1PrayQiL4rYhU5kU1/UJmG4YLCsr5bWdO9lQXQVArMPBxUOGMjt7EHndVDrU31gVhRPTMzgxPeNgiduivXvZWF3NxupqHv5yPefn5jInL58BYWFdNq4sSZydNoSTErL4T8Fa3i7bwZXr3+Wc1CHcmDeF8G5qGJBmT+XWjN/xZPmzrG5eS6PWyLzkX2JXglBGKVnwWP+K03cNqr4QQ0rHr17e83GEkKAlIbIsM2fOHDIyMvB6vdxzzz0MGTKE5OTkYIUkCL1SQoJBSopBWdn3P91JSTFISBAJiCAcNdODw38zMvV41RvRlGlBC2VZ40reqnkXm2xlXuql5IfldttYbQE/D+1eybvlu1AlmasHTeCyrDFdXnrV4vPxbkEBr+/eSVVbGwCTkpP5ef4Qjk9N65FWs/2Vy2bj3MG5nDs4l8rWVt7as5sFBXt4ZttWnv9qG9MzBzJ3yBBGxA/osgQw0mrnj8NO5MzUfO7Z/jnvlO9kbX0Zfx4+vdtmRaLUSH6XcS3PVrzEjvZd/LvsCX6T+mvCLUFYlyE58NgexOm7DJv2OIac0a83MwxaEhIVFUVUVEcLP7vdTlJSEk1NTSIJEYQj5HTC7NnawTUg3zZrliZKsQThaJkm9sA9nbuhn0NAmRukMEw+qV/KB3Uf4lJc/Cbt193a8WdDfQV3fbWUKk8rua44/jJyBjmu2C4d40B7Oy9u/4q3C/bg1TTsFgvn5+Zx4ZAhZEcFb61Nf5XscvHbceO5ctRoPizax2s7d/Dx/iI+3l/E8Ph4fjVyFCekpnVZMjIsKoGXj5vD03s38FzRRq5c/y5zM0Zwfe7kbtlbxCbbuDL1cl6vfos1zev5V+njXJd2FVFqZJePdTimFIfH+jBO3zzs/rtx29Ix5EE9HkcoCIk1IXV1dZSVlTFw4MBghyIIvdK993YsPl+8+JvuWLNmaQf//9tEG19B+Gms2guo+hI0eRQ+9dag1G+bpsl7tQv5tOELoi3RXJ9+FQOs3dPi06trPFawlleLt6JIEr/KHsevB43r0gXEFa2tPPfVNt4vLCBgGCSGhTF39BjOzhlMhK17F9YLh2e3WDhncC5n5wxmY3U1r+zczhelpdzw6RIGx8Qwb8RIpmdkonTBDJUqK1w7eCJTB2Ry57ZPea1kG2vqSvnLiBkMi0rogmfzXYqkcFHiBThkB581LuPh0se4Lu0q4q1xXT7W4RhyDl7r3Tj8t+Hw30K77QWQej4hCjapqanJDGYAXq+Xf/zjH8yePZsxY8b8pMcUFhZ2c1SC0Dt5vTJ1dSpxcQHs9u+WYWka/PvfqSxbFkVNjY2EBB/TpjVxww3loo1vP5WTkxPsEEKWoq/C4b8Rk3jc9hcxpa6dCfi2wsLCH3wtDNPg9eq3Wd28lgTrAK5Lu4potXs2AdzTUssftiyhuL2RzLCoLr8Q3N/UxL9WrmBVXS26aZLmiuDyESM4PXtQn2ur+2OvZ2+1t7GBZ7dt4+P9RRimSWZkJJcPH0GOYZKf2zUlgV5d49E9a3itZBuKJDGvMwFWuqHhgmmafFz/KQvrPiJCcfGbtKtIsf/4/jbd+XpaA09g055FkycGtWNWsN6zQU1CNE3j0UcfZejQocycOTNYYfSIvvZL6ViIc/GNnjwXt9/+3Ta+X7v6al9ItPHtqXPRG2aCxM9I8IV7TgL8uG1PYchDu3WsH3q9dVPnhcpX2dS6hTRbKtem/RpXN9Swm6bJ/0q389CulQRMo8tLYmra23l800YW7tuLYZpkR0Uxb+QoTskc2GfXe/TVn9/Slhae/2orH+zdi2YYJNrt3DTpOGZkZnZZmdaX9eXctW0p1d42xkQn89dRpzDA3j1rN5Y1ruTNmndwyg6uTbuSTEf6D96vW19P08DhvxmLsRK/5Rf41Bu6Z5zDCNZ7Nmi/AUzT5IUXXiApKanPJyCCEGyHa+PrdvdwQEGgaR2J2MSJ4YwdG87EieHcfrsdTQt2ZEIokmjDq/6h2xOQH6KZGs9WvMSm1i1kOwby2/SruyUBcWt+/rh1CX/fuZwwi5VHx53OrUNO6JIEpD3g5z+bNnL222/y/t5CsiKjuCVvCP87+1xOy8ruswlIX5YeEcGdU07gg/PmMCcvj1qfj99/8RmXL17ItgMHumSM8bGpvH78z5mekM2mxkouWvU/vqwv75Jj//+mRR/PJUlz8Ro+HiubT5GnuFvGOSRJxmO9B13KwKq9jEX/rOdjCCLl9ttvvzsYA+/du5c33ngDv9/PsmXLWLZsGbGxsSQkdH0dYChoaGggNrb7pvN7E3EuvtFT56K8XObBB22Y5vc/rWprk7j44gDR0UGtzOz2c/HHP3bMBLW0yJimREuLzIYNFlpaJGbMCK1MRPyMBJ9kNhBQr+iRsb79en89A7KlbRuDnYO4Ju1X3dJOtKitgWvWv8+GhgpGRiXy5MSzyI8ccMzH1QyDdwr2cPNnS1lVXk6U3cHvJ03ij5OPw+nzEdcP3td9/ec33GrlhLR08mUFn9XK2soK3i0sYH9zE0Ni4455bY9NsXBKYjaRqo1lB4pZWLEHq6wwMjqxy9s0p9qTSbAmsLFlC5tat5LrHPy9xerd/npKVnR5LKq+EIu+goByco+vDwnWezZoleA5OTk8/fTTwRpeEPqV/t7GV2zoKBwpn3pTj49pmAavVL3B5tatDHJkcXXqPKxy1++fsKRqL3/+6jPceoCLMkdyQ+7kLll8vqWmhr+uWU1hYwN2i4WrR43ml8OG41DVLohaCDWJDgf/PHk6m6qreejLdXyyfz+fl5Rw+YiRXDF8xDFteihJEnMzRzIkcgC/3/wxjxSsYVtTNX8eMR2X2rUNDMZEjMTE4PnKV/hP2ZPckH4tKfae7dRqyNl41T/hCPwfDv9tuG3PgRSEvUx6mJgPFYR+4Os2vj+kP7Tx/SkbOgrCd0jds3najzFNk9er32Z9y0Yy7endkoAYpsljBWu5bcvHmJjcP2omt+Qff8wJSJPXy19WreDyxQspbGzgzEE5vHfe+Vw1eoxIQPqBMYmJvHj6mdw3dRrRdjtPbdnMnHcXsLri2MuoRkYn8dqUCxgfm8IXB/Zz6Zq3KW1v6oKov2tsxGguTvo5bsPDo2VPUu2r6fIxDkez/Ay/ch6KuRdb4MEeHz8YxF9eQegn7r3Xy9VX+0hP11EUk/R0nauv9v1gG9++5uuZoB/SH2aChNBmmiZvH3iP1c1rSbWlcG3alV1egtWu+bll04c8u28jqc4IXpo8h5lJx7YQ1TBN3iss4JwFb/FOQQE50dE8N+t0/nzCVAY4u263bSH0yZLErOxBLDj3PC4eOpTKtjZ+88nH/P7zzzjQ3n5Mx46xOXl8/JlcMnAUxe2N/HLNW6yrK+uiyL8xKXI8P084jza9jUfL5lPrr+vyMQ7Hp96ELuVi1d/Don3S4+P3NJGECEI/YbHA/fd7Wbu2jQ0b2li7to377/f2i/a8/X0mSAhtq831fNG4giRrItelXYlTcXTp8Ss9LVy+dgFfHNjP+NgUXpw8hyxXzDEdc39TE7/6cBF3r1yBT9e5cfwEXjnzbEb10XWdwk8Tplq5ZcIkXjnzLEbED2BJ8X7OWfA2r+7cgWEe/bpDRZK5MW8Kfx4+HY8W4LoNH/BGyVddGHmHE6KP49wBZ9KstfBI6XwaA41dPsYhSVY81vswcWAP/BXJ6J5F+aGiH1x+CILwbU4nDBzY/z75P5INHQWhpyxtWMYGczPxahzXp19FeBd3wdrVXMsNGxdS53MzJ33YMZdfmabJ/3bv4l9frser65yckcmtEyaSGN49bVRDSUDTaXb7aGzz0Nzuxe0LENB1/JqOXzMIaDoBXaehvp7tdQFUi4LVoqAqMjbVQoTTRlS4g6gwO2E2tcsXWYeS3JhYnpt9Ou8WFvDIhi/5x7q1LCst4S8nTCMh7Ohnyc5IzSM9LIpbNi3m7zuXU+Fu5nd5U5C78FyeHDMNvxFgYd2HPFb2FGeZs7rs2D+FKWfgVW/HEbgLR+BO3NangrZ/SHfrm89KEATh//P1TNCdd4b+PiFC/7CpZQvvHHifMJxcl3YVEZaILj3+ygPF3LblY7y6xi35x3NR5shjOl6d283dK1ewqqKcSJuNe6ZOY0bmwC6KNvi8fo3KhlYqGlqoqP/mq7a5ncY2L21e/xEcbf8hb1UVmahwBzHhDpJjXKTERnR8dX4f43L0+iRFliTOHZzLtLR0/rJqJcvLSpnz7gL+NHkKp2ZlHfVxR0Yn8sLk87l+w0JeLt5KlaeNe0bO6LK9bQBOjZ2OW3fzWeMyFvIR+UYeqtxz65s05TQCxkpUfQlW7UX8PdSpr6eJJEQQhH6lp2eCesPmiELP2+fez4tVr2GXbZzFbGKtx1Ye9f9bXLGHu75aiiopPDjmNE5KOPqLPoDPS4r5y6pVNPm8HJeSwl3Hn9Cr1320enwUVNRTWFlPQWUdBRX1lNe3/OB9o8PsxEeGMTg5lsgwO9Ffz2bYVVRF6ZzxkA9+X15RQVz8AAK6gV/TCWg6Pk2nud1Lc7uXxnYvTW0emtq9FNU0sqfi+2sPwuxWcpJiGJwSx+DkWHKSY0mLi0SWe19iEutw8K/pM1hQsIcH16/j9mWfs6K8lNsmHYfLenTNF5KdETw3+Vxu2fQRS2v20bTBw8NjZhOudk0zB0mSOHvA6TRrzWxs3cLLVa9zafLFyN2wg/uPBIBXvQ1F34pVewpNmYwh5/fM2D1IJCGCIAjdQNPgjjvsLFr0TfnX7Nkd5V/9YR2O8OMO+Gt5quJZDNNgXuoVWCq79sLm9eJtPLBrBS6LjUfGzWZkdNJRH8sdCPDg+rW8U1CATVH4/cRJXJg/pNd9Sl/T1Mbmoiq2FFWzrbiayobW79webrcyamAiaXGRnbMSHTMSSTEuHNYj+wS8UPGSk/PTkj7DMKlrdX9n5qWivoX9NU1sLa5my/7qg/d1WC3kp8YzKiuJUVmJ5KfGo1qOvbVyT5AkifNy8xiXmMQdy5exaN8+NlZXc+/UaYxNPLr3Z4Rq57FxZ/CnrUtYWrOPK9e/y3/GnUG0rWvWVMmSzC+SLqSqtZqNrVuIqY3hrAGzu+TYP4kUidd6J07/ddj9d+K2vdTn2vaKP4WCIAjd4I47OjZH/FpZmcL8+R0XDPffL9ah9FetWhuPlz1Nu+7mosQ55IflUkhhlxzbNE2e2vslT+79klirg/+MP5PBEXFHfbx9jY3c+vln7G9uIjcmhvumnUh2VHSXxNrdWj0+1u0pZ9O+Srbs/27S4XJYGZ+TcnCGITcljsTo8KAkVrIsMSAyjAGRYYzO+u7FuNsXYG9V/cEZmz0VdWwqqmJTURUANlVhWEYCo7OSmDg4lUFJMSGfHGZERvLs7NN5ZusWntm6hSs/+pBrR4/h8hEjj2pdh1VRuH/0TO7b/gXvlu9i3roFPD7+TBIdri6JV5VVTpd/xjvKQpY0fEasNYbjoyZ3ybF/Cl2ZiF+5EKv+OrbAo/ist/bY2D1BJCGC0MuJcp/QIzZHFH5IwAjwdMVz1AXqmRk7neOiJnXZsU3T5MFdK3mtZBspjggeH38maWFHv+vyh/v28ZfVK/FqGhcNGcrvxo1HVUL7U/f6FjcrdpawfHsxW4qrMYyObkxhditT8tMZlZXE6KxEshJiekVZk9OmMiIzkRGZiQf/r9ntZWtRNZuLqthcVMXGvZVs3FvJM59sJCEqjOPzM5g2LJOhGQNQ5NBsgKrKMteMHsPk5BRu++IzHtu0kc01Nfx12olHtdu6Isn837CTiFTtvLB/M1esXcATE84iIyyqS+J1SHauTfs1/yx5hP9VLyDGEs2Q8LwuOfZP4VN/g2Ksw6r/D02fiq5M7LGxu5tIQgShlxLlPqHrp2yO2B87lPVnHZsRvkWRp5ixrlGcHvezLju2YZr8fedy3izdTnZ4DI+PP5N4+9Gt19AMg39v+JKXd2wnXFV58KTpTM/M7LJYu1qrx8enW/bx+Vf7+aqkhq+7wOalxjElP50JnTMEoXpBfqQinXamDstk6rBMABrbPGwuqmL1rlLW7inn7TU7eXvNTmJcDqYOyWDmmEHkp8aH5AzJqIQEXjvrbP5v+TJWVZTziw/e4+Hpp5AdfeSzbZIkcUPecUSqdh4pWMOv173DkxPOZmB418zcxVvjuDL1Ch4pfYLnKl/ilowbSLAN6JJjH5Zkx2v9C07fZdgDf6Ndfr3PlGWJSxVB6KVEuU/o+npzxLKy739yLDZH7J8+a1zOupYNZNjTuDjpwi5b4GqaJvfvWMZbZTsY7IrliQlnEW09upr4Jq+X2774nPVVlQyMjOSh6TPIjOyaT5O7kmGYbC6qYvGGApbvLCGg6UgSjMhIZOqwDE4YmsmAyN67aP5IRIc7OHlEFiePyCKg6WwuqmL5jmJW7Cjl3XW7eXfdbjIHRDF73GBOGT2IqLDQuniNsTt4ZMZMnti8if9u28olC9/nnhOmHXXie1n2GGyKwj92reTKde/w9MRzyOyiRCTLkclFiRfwYtWrPFnxLLdk3NDle/r8GEPOI2C5CKv2Elbtafzq9T0ybncTSYgg9EKi3Ce0fb054tdJ4beJzRH7n4L2vbx74AMiFBe/Trkcaxe1+jRNk3/uXsVbZTvIdcUxf8JZRFqP7iJzX2Mjv/30Eyrb2piWls69U6cRfpSdi7pLXYubxRsKWLyxgOrGNgDS4iI7LrBHZRMb0b9/sFSLwoTBqUwYnMrvzjTYtK+SxRsKWLmrlP8sXs+TH29gSn46s8cNZtyglJApSVNkmevGjiM3Npa7Viznls+XctWo0Vw1avRRzeDMzRyJLMn8fedyrl7/Hs9MOodU59GXJn7bhMixVPqq+LThc16sepUrUy7vsY5ZPsuVWPSlWLVX0JSZGHJuj4zbnUQSIgi9kCj3CX1ic0QBoDHQxLOVLyEhMS/lUqLUrrkYAni8cB2vFm8lKzyax8efedQJyNrKCm79bCltgQBXjRrNlaNGd+nmb8eqsLKeN1dtZ+nWInTDxG61cNrYHGaNG8yw9AEhWWoUbBZFPpiQNLV7WbJlH4s3FLBsezHLtheTER/FnOOHcsqobGxqaFwKnpI5kIGRkdy49FOe3LKZspYW7jr+BKxHsRbp5xnD8RsaD+9e3ZGITDynyxarnxk/izJvOdvbdrKk/jNOjZvRJcc9LMmOV/1jZ7es+3DbngMptNdpHU5ovPMEQTgiotwn9InNEQXN1PhvxYu06W2cP+Bssp1dt7HfM3s38N99G0lzRvLE+LOOui3puwUF3Ld6JZIk8ddpJ3JaVnaXxXgsDMNkbUEZb67cwebOblAZ8VGcP2UI00dm47T13MZxvV1UmJ05U4Zy/nFD2F1ex7trd7F0WxEPvrOKpz/eyNmT8jhrYj4xrp4pLTqUQdExvHD6Gfzu0yUsLtpHdXs7D02fQeRRLFi/ZOBofLrO44XrDs6IxNmOvUxPlmQuS/4FDxQ/zMK6j0h3pJEf1jOzEroykYAyC1VfjKq/QcByUY+M2136xkotQehnvi73+SGi3Ce0fL05onhN+p8FNe9T7C1hXMRopkUf32XHfbV4K48XriPJ4WL+hLOOahG6aZo8vmkjf161gjCrlSd/dlpIJCCGYbJkyz4u/dcC/vjip2wuqmLcoGT+ftlMnrvhHM6YkCcSkKMkSRL5afH8Yc5UXrtlDhdPG4FhGrzw2RZ+/o//8c93VlHb3B7sMImxO3jqZ7M4JXMgm2qquXThB1S0th7+gT9gXvZYLs8aQ6m7mWvWv0+zv2tmol2WcOalXIoiyTxf+TINgcYuOe5P4VN/h0EktsB8JKOqx8btDsrtt99+d7CD6A8aGhqIjY0NdhghQZyLbxzLuTjxRI2WFokDByTa2iTS0gzmzg1w771eemMjGPG++IY4F73f5pZtvFv7AUnWRK5KvQKL/OOFB0fyen9YWcC9278gzubk6QnnkOKMOOLYdMPgr2tW8/LOHaS5XDz1s1nkxR79fiI/1aGep2marC+s4O7XPue9dbtx+wLMHD2IP5w/lQunDic1NqLXlF31hp/fMLuVsYOSOWdyPvERYZQcaGLD3sqD5z43Je6wZVrd+Twtssz0zEz8msayslI+2b+fSckpxDqObLZGkiQmxKbSGvCxvLaYzY1VnJqcgyr/9DKmH3ueUWok4Uo4m1u3UuItZULkuJ5ZHyI5MKVYVONTJLMazXLKMR8yWO9ZUY4lCL2UKPcRhNBU72/g1eo3UCWVK1IuwSYfeSnJD1lXV8Zd25YSbrHyn6PcBySg6/xh2RcsLSkmLyaWx2aeesQXdl1tV1ktT328gc1FVUgSzBydzeUzxpAU3TU1/MKPc1hVzp6Uz+njc/l4816e+3QTry3/ioVf7uHiaSM5Z3J+0NaMyJLEDeMnEOd08uD6dcz7cBGPzpjJqISEIzqOJEncnH88TQEvH1YW8Ictn/DPMaehdEHCMCVqEgXuvWxq3cKiuo85M37WMR/zp9CUWWj6u6jG5wT0tehK1+051JN64eelgiB8myj3EYRDMwyDv/zlLzzyyCPdPpZu6jxX+TIew8sFCeeQZEs8/IN+gqLWBm7d/BES8PDY2eS4jvxTS7+uc8vnS1laUszYxESeOm1WUBOQqsZW7nr1M6554gM2F1UxKTeVZ647mz/OmSYSkB5mUWRmjxvMKzefz9U/G49pwvyPvuQXD73Nx5sKMb/egCUILh46jPumTsMTCHDtJx+xsfrIS5BkSeLu4SczKTaN5QeKeWjXqi6JTZIk5iaeT5way5L6z9jdXtAlx/0JA+NTb8VExh74B5iBnhm3i4kkRBAEQejTPv30U5KSknpkrEV1Hx9cBzIpckKXHLPe5+a3GxfSpvm5e8R0xsYkH/ExvJrGjUs/ZXlZGZOTU3jslFNxBakFry+g8cLSzVz68AKWbS8mPy2ef/3qNO6/dCbZSTFBiUnoYFMtXDh1OK/dOoe5U4fT3O7lb2+t4PqnFrG3qj5occ3KHsQDJ51MwDC4bsknrK+sPOJjqLLC30efSnZ4DK+VbOP1km1dEptDcXB58i+QkHih8lVatbYuOe7hGPJgAsr5yGYpqvZGj4zZ1UQSIgiCIPRZDQ0NfPXVVxx/fNctDP8xe91FLKn/jFg1hp8nnN8laxi8usaNGxdT6Wnl6kETOC158BEfw6Np/G7pElZXlHN8aioPT5+B3RKcEps1u8u4/N/v8NzS/8feWUdHdW0N/DeaTNzdnSRAAoFAcHdKgQqUutD21VsoLdRpC9VHlcqjAqUCLVbcLZAgSSAJcXd3G/v+4Gvpo0BmMjNI3/2txQorM2effc/cmzn7bEvCSiFn8a0j+OzhqUQFXB0jUUA3rBVmzJ84gNXPzGJ4hB+phVU89MlmPtpynOb2zmui02hfP94bNQa1RsMTe3ZxrLREbxnWMjNWxEzBUa7gvfQjHK4qMIpuvgofpjtPplndzI8Vv1w1z1Gn7EG02GCm+hqRtu6qzGlMBCNEQEBAQOAfy88//8zs2bMRm7haQ7u6g+/L1gJwt/tcFBLDO1NrtVpeObOX1MZKpniE8mBQjP56qVQ8uXsXCWVljPTx4f3RYzG7BgZIdWMrn+5N54Xvd1PR0MKtQyNY/fQsxkUF3jAJ51dCpdLQ1t5FY1M7be1KOrtU1zSEyVi42lnx+h2jeffeCdEhyusAACAASURBVHg6WvPbsXTu+uBX9qbkXpPrG+Hjw4djxqEFntq7h/geGCIeChs+7D8FuVjCouSdZDXVGEW30Q4jCLEI4kxLGscaE4wis1tEdnTK5iOiFbly5dWZ04gIiekCAgICAv9IUlJSsLGxwdfXl8zMTL3GZmdn6/X+vZpD1GnrGSDqh7pURTb6jb/UfBvq8thdl0OYuR1zFN7k5OToJVOp0fBOehopDfUMdHTiIS8fCvPy9JJhDI7nVrH2WA7tSjUhrjbMHRyEp70lZcWFV10XfejoVFFR3UptfTtNLV00tnTS1NxFY3MnTS1dtHeqUCo1qFQaNH/bkB8BzudayGRi5DIxVpZybK3MsLH+/59WcuxszXF1tMDezvy6ahB5MXbAC5N7szutlK3JRbzx80GifBy5q1OFtfnVLZnsAizsFc7y9DSe2rObxRGRhNva6SXDDHjUJYIPKlJ4ImEzb3nHYi25fHiirn8PhmoHUUAR6ys2Yl5lhrXISi+9ekYferl6Yq7dSHZpHJ0qzx5J0fdvnq4EBwdf9jXBCBEQMIC2NqEylYDA9Upubi7JycmcPXsWpVJJR0cHX3/9NQ888EC3Y6/0xXkxma3ZpBan427mxh1+tyEV6ffVmp2d/bf5jlYX8nNODq7mVnwcdzOOZvr9gVFrNCw8sJ+UhnqGeXnz/ugxyHrQedoQmts7+femY+w9k4dCLuXOuCDumzLsuvN8aLVaSsobyMytorCknqLSeopK66iuu3TPDLFIhK2NOQ52lshlUszkEmQyKXK5BJlUQnNzMzK5OV1KNV1dKrq61HR0Kqmpa6e04tL5AuZmUrw97PHxPP8vwMeR0EAXLBTXJm/ncoSHhXLLqCaW/3qE5PwKiurbWDRrGANDvK6qHsGAq7s7T+/dwzvnzvHlxElEODvrKSOY5iwZX+We5OumXD6KmYr0Eh7TSz2fV6KjoYu1Fb9wXHGSR7weuDr3u/ppRF3PEeKxlQ6zd/Ueru81GgvBCBEQ6AEqFSxZYs7WrVJKS8V4emqYMkXF0qUdXKNQawEBgYuYOXMmM2fOBCAzM5OdO3fqZIDoQ6emk7UVvyBGzDy32/U2QC5FcWsjLyTvQiaW8H6/SXobIFqtlrePH2NfYQED3Nx5d9Toq26AJOeV89a6Q1Q1thLu7cziW0fQVld5XRggSpWa3IIa0rIqSM+q4Fx2BU0t/53n4GBnQVSEJz6e9ni62eJkb4mDvSUOdhbY2SiQSC4f3ne5DZ1Wq6W9Q0ltfRt1Da3U1bdRUdNMcel5wye/uJbs/Oo/3y8WifD3cSQ8xI2IUDfCg91wsLv2p10eDjZ8cP9EPtt4gE1JRSz8dhezBofz0MSYq1rOd6iXN8tGjGLhgX08tnsX306Ziq+tfmWr5wcPJKOphsPVBXySdZynwuIM1muw7UBONyeT3ppBQuMJBtkZp0DFlVCJh6MW90GmOUCXOgWNpK/J5zQGwnZJQKAHLFlizsqVF2r/FxdLWLny/Jf8smXG6cgqICBw/bOpaiu1yjrGOYzGV+FtsLxOtYrnk3ecr4TVezThti56y/gyOYlfMzMIdXDggzFXNwdEqVKzas9pfjp8FpFIxD1jopk3si9SiZjsusqrpsfF1De0kZhcRGJyIclpJXR2qf98zdXJmv59vOkV5IavtwO+nvZYWRqnt8tfEYlEWCjkWCjkeHv8PXxIrdZQXtVEUWk9WXnVpGdXkJVXRW5hDVt2pwLg7WFHbLQvA6N8CQ1yQXKNOtNKxGIm9vZmQmwflv5ykF+PpXMqt4yXbht5VSucjfHz48XBcSyNP8q/du3k2ylTcdIjLEEsErG071jujF/H9/lJRNu7M8LV3yCdRCIRc91u5a38d/m1ahNhlqHYyfTv6aPnpHRKn8Ci6wHMVB/TLv4KrgODvzsEI0RAQE/a2mDr1ks/Otu2SXn5ZYTQLAGB64zQ0FBCQ0ONKjO7LZdDDUdxk7sy2Wm8UWS+e+4wGU013OwVznSvXnqPX5+RwcrkJDytrPlk3ASsrmIZ3vL6Zl5du5/M0ho8HKxZfOsIInz0N6KMRWFJHcdPF5CQVEhW3gUPg7eHHX16eZz3MIS44eRwNeL2u0ciEePlboeXux1xMec3wl1dKrILakjPqiA1s5zUjDLWb01h/dYUbKzNGdDXh9hoX/r19sbc7Opv6UI8nfjyXzexcnsiGxMyePizzTw2JZbpsWFXzes1KzSMmrY2ViYn8djunXw9aYpe9721zIx3oidy97H1vHxmL2uH3IqnhY1BOjnI7JnhPI2fKtfzU8V65nvdZ/L1UEv6ohSPQKY5iERzCLVkhEnnMwaCESIgoCeVlWJKSy99+lRaKqayUoy/v+YqayUgIHA16dIo+aH8Z0SImOd+GzKx4cm528uy+K04nVBrJxaED9N7/MGiIt4+Ho+dmTmfjp+g14mwoZzKKeO1H/fT1N7JhH5BPDltMBZmVzdhGaCtvYsDx3LYeSCD3MLzVY/EYhF9enkwMMqHgdG+eLia+FTaiMjlUiL+31i6ZWoUHZ0qUtJLSUwqJDG5kL1Hsth7JAsLhYwRg4KYMLIXQX5OV1VHc7mUp26KIzbUm7fXH+LDzcdIL6nm2RlDkEuvThjgQ1HRVLe382tmBs/u28sn4ycg08NLFGLjxPPhw3k9dT8Lk3bw7eBZyMSG6T7EbhCnm5NJbU3nZNNpBtj2N0ieLnTJ/oW08zBmyk9pEw8F0dUNw9QXwQgRENATV1cNnp4aiov//nB7empwdRUMEAGBfzq7a/dRo6xllP1w/BS+BssrbWvi7bSDWEhkLI+egLlEv6/nzLpaXji4H7lYzCfjxusdG28IG4+f46PfjyMWiXju5iFMHWBcj1N3aLVaMnOr2HHgHIcT8ujsUiEWi4iN9mVYbCAxfbxNEl51LTA3kxIb7UtstC8ajZacgmqOnSpgf3w22/efY/v+cwT6OjFxVBgjBgVd1cT2wWHefPXYTbyydh87T+dQUtPEG3eMwcFaYfK5RSIRLwwaTG17GweKilh+LJ7FcUP08j7M8A4nqb6cLaUZfJ6dyBOhgw3Waa7brbyZ/y6/VW0h0iochcS0a6ER+6OUTEWu3oxUvRuVdKJJ5zMUyaJFi1691kr8L1BXV4ejo+O1VuO64EZfC5kMiorEnDz5903CnDlKJk1S6SzrRl8LYyKsxQWEtbi+qe2q49vyNVhJrXjQ826kYsPO86pra1hakEBRWyNLIkcx0Em/SkM1bW3M37Gdhs5Olo0cTaxnz0p06otKrWHFlmN8ty8ZWwtzlt8znmHhlzfIjH1fq9UaDifm8sGXB/h5SxJ5RbU4OVgya3JfnnloFBNH9sLP2wG5/Oqet16t51ckEuFob0lUhCfTxkcSGuBCZ5eStKwKEpOK2LI7lYamdrw97bG0ML4xcqnrtDKXMy4qkIr6ZhKySth/Np+oAHccrU3vlROLRAz39uFoSTGHS0qwlsvp46JfOOBARy92V+RwuKqAfg4eeFrYGPR5WkjOX3dqaxpqrZpeVqY30DWiYGTqdYi1OSgls0DUvUfoWn3nCEbIVULYVFzgn7AWI0eqaGoSUVUloqVFhLe3hjlzlCxd2oE+eYL/hLUwFsJaXEBYi+ubH8p/pqyrgttdZ+Gr8DFY3lc5J9lXX8R49yAeDY7V6/RWqVbz+J5d5DY08Fj/GGaFhhmsjy40tnWwePUeDqQWEOhmz4cPTCbQ7coJyca6rzu7VOw6mMG7n+9l18FMGps6GBzjz0N3xPHg3Dgiw9xRXOXeFX/lWjy/YpEITzdbhg8KYvyIMKwtzSgqrScptZTf96RSUdWMp5sttjbGO4m/3HVKJWKGRfgil0o4nF7I7qRcfJxt8XXRr5dHT5BJJAzz9mFHXh77igrp6+yCl43u+R1ysYRIO1c2l2ZwvKaYaZ5htDY2GfR5+pp7c6opiXOtmURZ98FaauIcJJE1Im0FMk0CGpE/GnFgt0MEI+QfjrCpuMA/YS3EYhg7VsXdd3dxxx1Knnqqk0mTVHoZIPDPWAtjIazFBYS1uH4515rJlprtBCr8melyk8HJpin1FSzLjsfV3IoVMVMwl+i3eV6ecIx9hYVM8A9gwUD9DJieUl7fzNNf7yCztIah4T68fdd47K2639wael+3tnWxcccZ3v18H4cT8+hUqpk4shcLHhnD5NHhuLvYXNMSwFqtFrVaQ11dHU5O1+75tVDIiQx1Z8rYCDxcbSkpayQ5rZSte9PJLazBxckaZyMk41/p8xSJRPTxcyPQ3eG8IZKci5W5nPCrUKjASi4n2tWVLTnZHCwuYpyfPzZmuofjuZpbIUbEgap8Stqa6Ce3N+i+lYgkOMocONl8mqquagba9Df5faoRBfy/N6QApWRmt5WyrtV3jpATInDDcT01CLSwQEhCFxD4H0GlVbG+cgMiRNzierPBG4k2VRcvpexGi5Y3+ozFRmau1/hN2Vmsy8gg2N6BV4YMvSob8NzyOhZ+u5Pa5nZuH9abhybEIBabdl6lUs3ve9P4ZXMSza2dWFrIuWVqFNPHR2Jva7ovAa1WS0NDO2VlDdTVtlJb2/L//1qprW2ltaXz/5sRqv5sSqjRnO+cLpPtRy4/38BQLpdibi7F3t4SB0dLHB2tcHQ8/39nZ2s8POyQyYyfQCyTShgzNIRRccGcSC5k3dYUEpIKSUgqZGCUD3ffMhBfL9OW0x0W7ssn86fw/Le7+GRrArXNbTw43vT3TG9nFxYNGswb8Ud5dt8evpkyDYUeparvDezHsZoi9lbmEqI1J4QQg/SJtAonwrIXaa3nSG4+Q7SNaft4aMVeqCQTkKm3I9UcQiUZadL5eopghAjcMAgNAgUEBK4lB+uPUtlVzTC7OLzMDc+7WJF5jJL2Jm6y86O/o37yMmpreOtYPDZyOe+PHoNCZvrwo9TCSp7/bjetHV38a0ostwyJMOl8Wq2WY6cK+M+Px6msacbSQs5dswcwdWyE0ROutVotlZVN5OXVkJ9X/efPhob2S75fIhFjaWWGmVyKtY05crkUMzMpcpmUlpZWJBIZXV0qOjvPGyfNzR0UFtZdUpZUKsbbx4EAfycCAp3xD3DC398JMyNVFxOLRcT282NgtC9pmRWs+e0kiclFnEwpZvzIMO6cNQBba/0MYH0Icnfkk4ensvCbnfx46CwNrR08d/MQk/c4mRkaRnpNDb9mZfL2sXheHzZc57ESkZg3+o7ltsM/8W1NJtPbY3BV9Nx7JBKJmOV6E5n5WfxWtYUIq3DkRqiodyW6pPchVe9ArlyFSjziuuwbImzdBG4YrlWDwOvJ8yIgIHBtaFW3saNmNwqxgqnOkwyWl1JfwfqiVPwt7bnFMUg/XZRdLNy/ny61mvdGjcFbj5j3npKUV84L3++mS6Vmya0jGBvVfZy5IRQU1/HlD/GcOVeGVCJmxsTe3DYtGmsr422WGxvbOZNSQkpKMcnJxdTVtv7X687O1gwc6I+Xtx2OjtY4Olni6GCJo5MVNjaKy57mX65jekeH8i8elfM/KyubKCyopbCwlvy8GvbuzQDOGyZhYW70jfKmb5Q3/v5OV+zSrgsikYjIMHfefmEqJ1OKWfXzcXbsP8fhhFzm3tyfKaMjkEpNYxi421vz8fypPP/tLrafyqZLqeaFW4YjNfCaumPhoMFk1NWyJSebAe7uTAv6++dyOTwUNjzdawhLUw/wzrnDvN/PsOfeRe7MSPvh7Knbz8H6w4xzHG2QvO7QiP1QiUch0+xDojmNWmL6EsH6IhghAjcE16JBoOB5ERAQ+IOdNXto17Rzs/M0LCWG/bFRatS8mbofLbAkciSyiza/V0Kr1fJWfDzFzU3cHdmbYd6Gd2nvjhPZpSxevQeNVstrc0dfsQKWoXR0qvjht5Ns2nkWjVbLgL4+PDB3EJ5uhic1a7Va8nKriY/PJTm5mPy8mj9fs7Y2Jy4ukKBgFwICnPH3d8LaxrjeAXNzGR6ednh4XrpbeklJPXl51eTl1nAuvZzU1DJSU8v4YU0CVtZm9OnjRUyMH7GD/FEY4AkSiUQMiPIhOtKLrfvSWLvhFF/9cIxdBzN44r4RhAaaJm/DztKc9++fyKJvd7H3TB5KtYaXbhuBzIS9ROQSCctGjmLOpo28fSye3s7O+Nnqfi/N8ApnfU4y+yvz2F+ZxyjXAIP0Ge84hviGBHbW7mWw7UCsTJyk3iW7E1nnPuSqNbQLRsh/8+2333LmzBmsra157bXXrqUqNxz/a6fz16JB4LXyvAgICFxf1HTVcqjhCA5Se4bbDzFY3vf5SeS01DHTO5xoBw+ya7N1Hrs5J5ttebn0dnbmX/1jDNalOxKySliyeg+IRCydN4ZBoaYzelIzy1nxn4OUVzbh7mLD/HlxxPQ1vPpYSUk9Rw5nc/hwNuVljcB5T0Pv3p7/5WkwdZ7ClZBIxPj6OuLr68ioUed/19jYztkzJaQkF5OSUkL80Vzij+Yi/1xCTIwfQ4cH06+fT49LEEulYm4a35uRg4L4fv0Jdh7MYMEbm5gxqTd33ByDmQlKG1uZy3nn3gksXr2HQ2kFvLJWzWtzR5vUEPGytuGlIUN5/sB+Fu7fz+qp0zDT8SRRLBLxoEs4zxcfZ3naIQY4eGEl67kBaCFRMMlpHL9WbWJH7R5mu87osSxd0IgjUYmjkGqOINbkoREbZkQZm2tqhMTFxTFq1ChWrVp1LdW4ofhfPZ2/2g0Cr4XnRUBA4PpkS/U2VFo105wnG9wZvai1ga9yTuJkZsGToXF6jc1vaGDZ8WNYyeUsGzFKr47QPSEpr5yX1uxFJBLx1l1jiQkyTf+R9g4l361L5Pc9aYhEMGNib+bNHIC5Wc+/1JqbOti3L4NDB7PIzz/v8ZDLpQwdFsTQocH0jfIyWs6FqbC1VTB0WDBDhwWj1WopLaknPj6Xw4eziY/PJT4+FwsLObGDAhg7thdhvdx6VJzA1kbB4/cNZ8TgID76z0F+23aGhNOFPHn/CMJD3Ix+XRZmMpbdPY4la/YSn1HMm78cZMltI00amjXeP4DEsjJ+zcrkwxOJLBqs+7PnJbfivsD+fJlzgs+yj7MwXPfckksxzD6Og/VHOFwfzwj7oTjLTdvhXim9A2lXMjLVWjrlS0w6l75c021rSEgINTU13b9R4E/+V0/nLSxgyhTVn9f6VyZPVhndILgWnhcBAYHrj+KOEk41J+Nt7kV/myiDZGm1Wt5KO0iXRs1zvYZiLdO9bKhSrWbxoQN0qFS8M2o0HtbWBunSHWlFVbzw/W40Wi1v3mk6AyQ5rZSPVx2isqYZL3c7nnpgBGFBrj2Wl59fw7atZzl8KIuuLjUSiZiYGF+GDgtmwEB/FIrr2/C4HCKRCC9vB269zYFbbo2hIL+Ww4eyOHIkh/37Mti/LwN/fycmT+nN0GHBmPXAgOvTy4NP3pzN9+tPsGV3Ks+/tZlp4yK5a/YAzI1ssJnJpLxxxxie/3YXB1ILMJMd4flZw0zqjXoudhDJVZX8nHGOIV7eeoUy3hfQn13l2fxceJbJHqFE2vX8HpWKpEx3nsyqstVsqd7OfZ539liWLqjEw9CIfJCpt9GlfRityLRGjz6Y9hhFwKh0dzrf1naVFbrKLF3awcMPd+Ljo0Yi0eLjo+bhhztZutT4xtcfnpdLYQrPi4CAwPXJlurtANzkPAWxDp2Hr8T2siwSa0sY6uzLODf9ktG/SknmXG0t04OCGefnb5Ae3ZFXUc/Cb3fRpVLzypxRxIbo18FdF9QaDd+tS2TJO1uprmvhlqlRfPT6zB4ZIFqtlqSkIl59eTPPPv0Le/ecw97eknvujWPVN/fw4pIpDB8RcsMaIBcjEonwD3DirnviWPnlnbz+xk0MGhxAYWEtn36yn/kPreaXn0/S3KT/d6O5mYyH7ohj+YvT8XC1ZfOuVJ56ZQPFZQ1Gvw5zuZS37x5HL29ndibl8OnWBLRardHn+XM+qZQ3R4xEJhbz2tHDNHZ26jxWLpGwOGIkWuDN1AOotYbtAaKt++Jt7sXp5mRKOsoMktUtIgld0rmIUCJTrTPtXHpyQwbwZGfrHj97PWGo3iUlZpSWRl7mNREJCUV4een+UF1LeroW998Pd9whpqZGhpOTEnNzDfn5Rlbu/xkyxIuffvq7KzourprS0hKjzXOj3s+mQFiLC1yNtbhUBR+BCxS2F5HemkGQIpAwS8P6BLSpuliReQwzsYRF4cP1CpvJqqvjmzMpuFlasiB2kEF6dEd1YyvPf7eL1o4uXrxluEmS0JtbOnh35T5Ony3B3cWGhY+OIdjfuUeyUlKKWfP9cXJzqwHo08eLqdP6EN3Px+BqUjcCYrGIyN6eRPb2pKa6mR07Utm5I52ffkxkw2+nmTa9LzNujsbCQr88hvAQNz56YxbfrUtk865UnnltA8/OH8Wgfn5G1d/CTMY794zniS+38euxdFzsLLltWG+jzvFXQh0cmR/dj09OneSDxARe06Nsb39HT6Z5hrGlNIMNxenM9rn0fkwXRCIRU50m8nnJ1+ys3c39nnf3WJYuKCVTMFN+hky1gS7p/SAybonrnnJDGiE34hfn5Ur26YOnJ5fNi/Dy0hIb63ND5CkYYy26wxiJ+598AnZ2nWzbdiH/ZvJkFUuXKpBKjaP/1ViLGwVhLS4grMX1wc7aPQBMchprsKz/5J6iurOVBwNj8LDQvaSuWqPh9aOHUWm1LI4bgpXcdJuHlo4unv9uF9WNrTw0IYbx0fp5a3Qhv6iWNz/aRUV1M/37eLPg4dFYWeoelvannPwaVn9/jOSkYgDihgRy88x+BAb2zJj5J+DkbM28Owcza3Z/9uw+x8YNSaxfd4pdO9O45dYYxk+I0KspoplcykN3xBES4MLHqw6ydMUu5tzUjzkz+hs1bMpaYcbyu8fx6Mrf+Xz7CZxsLBnT13QJ1HdF9mZ3fh6bc7KZFBDIIE/dQw0fCxnE3opcPstKYLx7kN4NRv9KuGUYPubeJDefpbyzAncz4+ff/InIHKV0OnLVGqTqvaikhpcZNwb//GOCfxB/5EVcClPkRdyIqFSwaJE5sbFW9O9vRWysFYsWmaO69LJdEan0fJ7N8eMtnDzZwvHjLSxb9s8uACAgIHCe0o4yzrSk4a/wJcTCMIOwvL2ZHwpScDW34p6AfnqNXZueRlpNDZMDAhnqZbrKVEqVmpfX7CWvop4Zg3oxZ7jxT6OT0ip57o1NVFQ3c9v0aF5+eoLeBkh1dTMfrdjLc8/8QnJSMX36ePHue7N5bsGE/2kD5K8oFHKmTe/Lp5/fwdw7BqJUqvnP10d48vEfOXIkW++Qp5GDg3j3pRm4Olnz46bTvLFiJy2txo26cLGz4p17xmNpJmPZ+kMk5ZUbVf5fkYnFvDJkGBKRiDfij9CuVOo81tnckgeCYmhQdvCf3FMG6SESiZjoOBYtWnbV7jVIli50SWYBIFP/avK5dEWyaNGiV6/V5F9++SWbNm2ivr6egwcPolAo8PU1Xf3xa0ldXR2Ojo4Gyxk5UkVTk4iqKhEtLSK8vTXMmaNk6dIOTFwoxWgYay0uxYsvnk/cb2oSo9WKaGoSc/KklKYmEWPH9sASAWQysLfXYoqGxKZcixsNYS0uIKzFtWdd5QYquiqZ43YLLmaGbW6Xpx8io6mG58OHE2H39x4Ml/u8S5qbWLh/H1ZyM1aMG4/CRCcgWq2WDzfHczCtkCG9fFg0exhiI36hqDUavv0lgZ+2pCKXSVj4yBimjo1ArEdIWmenip9/SuTDD/aQl1uNn58jjz85htvnDMDB0bS9Fv6KSqmmqqKJ/OwqcjMqyMmoIPNsKalJxaScKOD0sXzSU0oozqsnL6uSorwaSgprqSpvpLNdiUwuQSaX9qiKlb5IpRLCIzwYOy4cpVLNmTOlxB/N5fTpIgICnHBwsNRZlr2tBaOGBJNXWMOpsyXEnywgyNcGH2/jnd7bWyno5e3M7uRcjqYXMTzSDxsL/b1kuuBsYUG7SsXhkmI61CriPC+f93Tx89nLxvl8fldNCZM8QgzyhrjInTnTcpbMthxibKKxlOj+meiNyAaJ5ixSzSlUkjFoRQ5/vnStvnNEDQ0NpssCEvgTY4dX3Mh9QkwVatLWBrGxVpcMV/PxUXP8eMt1t1ZC2M0FhLW4gLAW157HM57Dy9yThb5PGbRhTG+sYl78OsJsnFgTd+slN96X+ry1Wi2P7NpBQlkZbw0fyaRA03Uo/+1YOh9tOU6QuwMfz5+CQm68E5fOLhXvf7GP+JMFODsoeH3BVLw97PWSkZJSzBefH6SioglHR0vmzotl+PAQk+Z8tLd1/WlkFOfXUl3RRHVFI3U1LRiaO62wkOPsZoOzmw1unnYEhLgS1MsNN087kxonFeWNrFlznPijuYjFIiZP6c2cubF6JeyrNRpWrz/B+q0pKMylvPL0JCLD3I2q57aTWbzz2xF8ne347JGpWJqbJgSxQ6Xitk0bKGlu5rsp04h0vvRhw6Wez51l2byQsovx7kEsi5pgkB6nm1JYVfY9g2wHMM/9doNkdYdUvR9F10K6JLfRKX/uz99fq+8cIbDkBsXCAqFE7EUIZXUFBASMhRYtEx3HGrwpXJEZD8BTYUP0OvnfmptDQlkZw7y8mRhguvj4lPwKPtmagL2lOW/eOdaoBkhbexevf7iT1Mxyeoe5M2dqoF4GSHt7F9+uimf37nTEYhHTpvfl9jkDTVLlqrG+jTMnC8lMLSMztYyi/Bq0mgvWhkgswtHZirA+nri42eLsZoONnQXm5jLMFDLMzKSYmcswM5dSUFCEs5MrnR0qOjuUdHYoaWvtora6meqKJqrKG6kqb6Qo779bFFjbKgiN9CA00oPwvl4EhrkZNffCzd2W5xZM4Mz4Er5YeZDft5whMSGfx58YTUSkbnkRErGYe26NxdvDOBQvtAAAIABJREFUnhX/OciSd7fywmPjiI02XhTL5JgQ8irrWX80jbfWHWLpvDEmMc7MpVJeGjKUB7dv4/WjR1g7/SakOnoAx7sH8UNBMrvKc5jnF2VQyd4o6964yl1IbDzFZKcJOMj0M9L1QSUehgZnZOqtdGofA1HPvTjGQDBCBP4xXO2GhgICAv9c3OSu9LaKMEjGidoSTtSWMtjJh4GOupe5benq4t8nT2AukbBo8GCTnY7Xt7Tz+k/7AXht7mhc7YwX1tTS2snL720jK6+aIQP8eW7+aAoK8nQen5ZWxicf7aOysglfP0cee3y00XM+aiqbSDycQ8LhbDLOlv1pdMjkEsJ6exAc7k5wL3d8A51xcrVGqmNXb620heBgvyu/R6ultbmD0qJ6cjMqyD5XTlZqOSeP5nLyaC4A9k6WDBgaROywYHr19dR5/u7o09eLD/59G+t+OcHGDcm8/NImpk7ryx3zYnXuvj5maAjtrfV8sz6Ntz7exXPzRzMs1njeuocnDiCvvI6j54pYdzSNW4f2vBLVlYhxc+em4BA2ZWexLuMcc8J1e+ZFIhGPhw5mfuImVmYn8smAaT3WQSwSM85hFGsqfuZg/RFudum5rG4RSVFKp2Cm+hap+hAq6XjTzaUDghEi8I/hajc0FBAQ+Ocy2mG4QX1BtFotn2cnAvBI8EC9xq46k0JtezuPRPfDw8o0TQnVGg1LfzlIbXM78yfG0MffeLH9jU3tvPTuNvKKahk9JJgn7x+hc+iUWq3h559O8Ov6U4hEImbN7settw3Qq6rTlairbubgrnMkHsomN7MSAJEIQiI8GDA0kPC+XvgFuSA10nyXQyQSYWWjIDTyvPfjr/plppWTlJDPyaO57NqYwq6NKVjZmNN/cABDxoTRJ8bXYA+JmZmUeXcOZsBAfz5asZctm1NITi5mwcIJeHnpdhIfGuDA6wsm8+r723n38310KdWMGWpYKes/kErELL5tBA98vIkvdpwgwseFCJ+/51MZgydiYthbWMDKpNNMDgzC1ky3PJQBjl7EOHgSX1NESn05fe17HpbW36Yfm6u3cbThOBMdx6GQmM5DoZScN0Jk6i3X3Ai5ponp/0sIiaYXMOVa3GiJ+8J9cQFhLS4grMW1x1XuikTU841oQm0J/8k9xTBnP+4OiL7ie//6eZc1N7P48EGcLSx4e8QoncND9GX1vmS2ncpmcJg3T0w1nreltr6VF5f/TmFJPZNG9eLxe4f/aYB0d183NrazfNkO9u/LxNXVhsVLpjBqdJjBuR8ajZazp4pYvfIQX32wl7OnimhqaKdPjA/Tbx/A/OfGMXl2P0IjPXFwtkZs4HyGPL8KSzO8/RwZMDSIqbf0JyLaC4WFnIrSBjLOlnJ49zkO7z6HSqnG3csBM3PDQtOcnKwYO7YXra1dnD5VyP59mbh72OHt7dDt2Lq6OsJCfImK8OTIiXwOHc/FzlbR454vF2NhJiPUw4mdSTmcyC5lfL8gzGXGPztXSGVIRWIOFheh1Kj/lqR+pc/Ty8KGzaUZlLc3M9UzrMc6SERilFoV6a0ZWEut8Ff49VhWt4jskKqPI9Emo5TOAJHlNfvOEYyQq4SwqbiAKddCLIaxY1XcfXcXd9yh5KmnOpk0SXVdGiAg3Bd/RViLCwhrce0xxADRarUsTtlNVWcry6LG42R+5Yo3f/283zoeT2ZdHYsGxxHu5NRjHa7EqZwy3tlwBFc7S965ZwLmOobgdEd9QxuL3v6d0opGZkzszfx5cf91Yn+l+zorq5LXXtlMfn4NMTG+vPTKVDw87AzSp6WpnV2bzvDZsh1sW59EaWEdvoHO3HpvHI8umsDYqX0IDHXFXM9Gft1hrOdXLBbh4m5L9CB/Js/uR9RAPzRaLVlpZSQnFLD91yTKiuuxc7DE0dmqx4akVCqhf4wvnp52nDiRz6GD2bS3dxHZ2/OKVdL+uE5He0v69/bm2KkCDifmYWejIDjAOIaIu4M1YrGII+lFFFTWM7pPgEnCE3s5ObE9N5eE8jImBgT+lzfkSp+nu8KalIYKEmpLiHHw1KsH0MW4mblysP4I5Z0VDLcfYpAntntUyDSH0eKAWtJXMEL+6QibigtcjbUwZVldYyLcFxcQ1uICwlrc2BytLuS7/CRGuwYw179vt+//4/M+U1XFe4kJhDs5sTDWNLkg9S3tPLtqJ0q1huX3jMfLydYocptaOnhx2e+UlDcwe0oU994W+zf9L3Vfa7Vadu5I4/33dtHW1sWcubE8OH84ZmY9/+Pd1NDGum+PseKNbZw+lk9nu5Kh43rx4DNjuO3+IQSGuiE3M100uimeX5FIhKOLNQOGBjFhRhR2DpZUlDaQllTM/m2pnDlZiJOrDS7utj2+b3x8HRkw0J+zZ0o4eaKQtNQyoqJ9UCgubaT99TrtbS0YEOXL0ZN5HE7Mw9XZmgAf46xBb19X0ourScwqRSGXEenb8yTwyyERi3G2sGBnfh5VbW1M8L9QDKK7z9PbwpaNJecobWtimmdYj9dfLpbTqGoksy0bDzN3kzYv1Ii8kKt+QqStQCmZfc2+c67T82EBAQEBAYEbD61Wyxc5JxAB8/XIBdFqtfz75PkckmcHxOpVSUsfPtgYT31LOw+O70+4t3Fi7Ds6Vbz2wQ6KSuuZNi6Su28ZoNNGTK3WsPLzg3z5xSEsLOS89MpUZt/S827cnR1KfludwONzV7H5p5NYWpkz7+HhrFz/EI+9MJGQCI+r0p/D1FhZmzPlln58+P09vPzBbGKGBJKVVs7S535l6bO/kp9d1WPZPj4OLH93NoMGB5CeXs7CBevJv6iK1+Xw9rBj6YIpWFmaseLrgyQmF/ZYj78iFotYfMtwHKwVfL37FHkV9UaRezFj/fzo6+LCvsICkisrdR7Xx96Noc6+nK4v41RdmUE6jHQYDsCh+iMGyekWkQ0qyXAk2nzE2gzTznUFBCNEQEBAQEDASJysKyWtsYqRrgEEW+t+sni8rJSkykqGe/vQz800J6AHUws4nF5IHz9XbhlinGpDao2G97/YR2ZuFaPignhwrm4eHKVSzXvv7mT3rnT8/Z149/1b6Nu3Zx3hNWoN+7en8uS8b/jpP0eRyiTc8/hIPvrhPqbfHoO1raJHcq93RCIRkf18WPjmTSz/ah5RA/04e7qIRQ+t4ZO3tlNT2dQjuRYWchYsnMCddw2mvq6Vl5ZsJCNDtw7mft4OvPbsJGQyMe98tpecAt0MmO6ws1Lw3M1DUKk1vLvhCGqN8atdikQinoo5f3DweZJ+3dAfCIwB4Ju80wbp4Cp3JtQimJz2PCq7qg2S1R0qyUQAZOrdJp3nSghGiICAgICAgJFYnZ8MwN3+V05G/ytarZbPTp/fvDwa3c8kejW3d7JiyzFkUgkLZg41Wv+Jb35O4NipAnqHufPE/SN0ktvZqeTtt7aRcDyfyN6eLH1rBs7OPasClp9dxQsPr+Xz5btobmrn5nkD+XjtfUye1c+kIVfXG/7BLrz4zkyWvDcL30BnDu06x5PzvuG3NQmoVGq95YlEIm6eGc3Tz4yjs1PFa69s4UxKiU5jQwNdeO7hMXR2qXjtg+1U1bboPf+liAvzYXQff84VV7Ph2DmjyLyYKFdX4jw9SSwv52S5boYXnPeG9LP34FhNETnNtQbpEGcXC8CxhuMGyekOlXgQWiyRqvcA16ZvuWCECAgICAgIGIH8lnqOVBfS186NPva6ezNO19eRWlPNGF8/Qk0Ul/35tkTqmtu5Z3QU3kbKA9myO5WNO87i7WHH4ifGI9Ohj0VbWxdvvL6V5KRi+sf4snjJlMvmHFyJrk4Va786wgvzfyA/u4ph43qxYs19zHlgKBaWupVY/SfSJ8aXZV/O418vTMTS2pyfvj7K4kd+7HGI1tBhwSx4fgJqtYY3l27lRGKBTuMG9/fjgbmDqW9s59X3t9Pa1tWj+S/m8amDsFGY8fWuU5TXNxtF5sU8Et0fgM+STqHV6r45v9M/CoAfClIMmr+PVW8sxBYkNJ5EpVUZJOuKiMxQSUYg1pZjIc813TxXQDBCBAQEBAQEjMDa/998zPv/zYguaLVafiksRAQ8YiIvyKmcMradyibI3YHbhvU2iszE5EK++uEYdjYKXn1mElY6bPzb2pS8+spm0tPKiIsLZOHzEzHrgbci42wpCx9YzcYfEnF0tmbxuzN5fPEknFxM01PlRkMsFjFiQjgffHc3IydFnPcWzf+BtV8doatT/03twIH+LH5pCmKxiHeW7+DIkWydxt00vjfTxkVSVFrPWx/vRqUyPITK3krBY1Nj6VCq+GBjvF5Ggq5EOjsz3NuHpMpKjpeV6jxumIsf3ha2bCvNpLazrcfzy8RSYm1jaFa3kNqS3mM5uqCUjAXAXnHMpPNcDsEIERAQEBAQMJD6rna2lmbiqbBhpKu/zuP2FRaS39rChIAAAu11axKnDx1dKt7feBSxSMSCmUORGtgDA6C4rIF3P9+HTCbm5acn4KpDKFVDQxtffH6SnOwqRo0K5elnx+ndgLCjXcmqj/bxyhM/U15Sz8SZUbz/zV30HeDXwyv5Z2Nlbc6jz09g8bszcXS2ZuMPiSx8YDUZZ3XfWP9B377evPzqNMzMpHz4/m727tEtHOqBuYOIjfYlJb2UVT8bJ7xoXFQgA4I9OZFdyq6kHKPIvJg/wiI/O31aZ0NHLBJxh19flFoN64pSDZr/j5Cs+IYEg+R0h1o8CC1W2CsSQGv8PJvu+N8JmBQQEBAQEDARG4vT6dCouN23DxId6/trtVq+SE46X0krSvccEn1YcyCZsrpmbh/Wm1BPw/uOdHapePuT3bR3KFnw8GhCArqvsNXa0skrL2+moqKFSZMjuf+BYXrnpFSVN7L8xY0U59fi4W3PwwvHE9bbs6eX0SPUKg2VJXWU5FVTmltNfU0L7a2dtLd00tbSef7/rZ1otGrsHGxQWJmhsDTDwlKOhbU57r6OeAU44xXogqWN6TpiX0zfAX68/81drP36CDs3JPPKk79w979GMGlmtF7Vwnr1cue116fz+mu/8+kn+7nt9kiCg4OvOEYiFvPs/FE89/omNu9KJTzEjaEDAq44pjtEIhHPzhjCPSt+49NticT18sFaYdwQvFBHR8b4+rG3sIAUV1d07QM/zTOMz7ITWFeUyv2B/ZGJe9ZvyN3MDX+FL+daM6lXNmAvM6xnzmURyVBJRiLnd5Sas2gk3ZcUNyaCESIgICAgIGAAGq2WDcXpmIulTPfSvWtyYnk52fV1xDk542dr/E1GaW0TPx9OxdnWkrvH6B4idiVW/XScotJ6powJZ8TgoG7fr1SqeWf5DoqL6ogb4s0DDw7Tu0xuxplS3n1pM82N7UyY0Zc7Hxlh8qRzrVZLWUEtKfE55JwtpSSvmrL8GlTKyyd5mylkmFvI6epQUlPWhEZ9+RN0e2drvAKc8QlxITI2gPD+fpgpTNfYytxCzn1PjGbwyBA+eOV3vv34ACUFtdz35GikOuTy/EFgkAuvv3ETSxZvZP26NCIjA4mIvLIxaKGQ88Lj43jqld/4eNUhQgJccHG0Muh63OytuGd0NCt3nODbPUk8Pm2QQfIuxYN9o9hbWMDvpSXcQqxOYxRSGdM9w1hTkML+yjzGu1/ZSLsSA21iyG8v5HRTMmMcR/ZYTncoJSORqX9HqjlCl2CECPyv09YGlZViXF01WFhca20EBAQErkxibQkl7U1M9wzDWqb7iewPaedDNqZ6muZEf+X2EyjVGh6eOACF3PAN7vHTBWzdm46vlz333d79pk+r1fLlyoOcPVvKwIH+TJseqLcBsn97Kl++vwetRssDT49h/E2m2yS1NnVwNiGPM/E5nDmeR01545+vmZnL8Al2xSvQGe9AZzwDnHF0s8XCyuy8x8PCDIn0vAcsOzuboKAgujpUtLd20tbaSXN9G2UFNZTkVVOSW01JbhVnE/I4m5DH1tXHkcklhEX70icukL5xgXgHuZimM3gfL95eOZd3Fm9iz5azlBfX88xr0/QqY+zr58jCRRN57ZXNLF+2g7eXz8TT88qhhN4edjx0Rxwff3OI91fu460XpiK5Qjd2XZgZF86WE5lsSDjHtIGh+LkaN5wx1NGRGDd3TlaUk1tfr3O45M3eEawpSOG34nSDjJBo6z6sq9zAiabTJjVC1OKBaLQypOqjdMn+ZbJ5LoVghAhcN6hUsGSJOVu3SiktFePpqWHKFBVLl3YgFe5UAQGB65Rfi9IAmOUTofOYwsZGDpcU08fZhSBrG6PrdKaggsPphUT6uDC6j+45Kpejpq6VFV8fRC6TsOCRMZjJu/+j/Nuvp9m7N4PAQGeeemYsxcUFOs+nUWv44cvDbPn5FJbWZjz72jQi+/kYcAWXRqVUc/pQFvs3JJFyLOdP74WljTmDxoXTJy6QiAH+OHvY6RVCJhKJMFPIMFPIsHOyAl9HQqP+uw9KW0sneellpMTncCY+90+j5IcPd+PkbsuI6VGMvCkKZw/jesmcXG14/ePb+eSt7SQezuHFR9by/Nsz8PLVvTJb796ezJodzrpf0njzja0se2cWNjZXNmTGjwjl1Nli4k/m88uWZObcZFghBrlUwqOTB7J49R6+2nWKN+8ca5C8SzE3PIKTFeWsTU/jpSFDdRrjb2VPfwcPEmtLKGptwMeyZ5+fldSKcMswUlvTqeisxM3M+J3iARApaO4Mx9Y8BZGmAq3YdJ3aL0ayaNGiV6/abP/D1NXV4Wii0os3GpdbixdfNGflSjOamsRotSKamsScPCmlqUnE2LEmLFN3DRHuiwsIa3EBYS1uHGo6W3kr7SCB1g48Ghyr8+n1yqTTpNXU8OzAWOw0GqN+3lqtltd/OkB1UxuvzBmFi51hoS9qjYa3Pt5NcVkDD82LY2CUb7djjh7J4YuVh3BysuK1N27C2tpc5/u6va2LD179nYM70vHwtueVD28hMNS4G6Oygho2f3OUz1/ayIFNyVQU1eHfy50xs/oz58mx3L1gIoMnROLfyx0rG4VeXgldr1Mml+LiaU+fQYGMuyWGsbNj8Al2RW4uozCzgrPH89ixNoGslBJkcgmu3g5IjFBYAEAqkzBoZAgatZaTR3M5tPsc/sEuuHnqvmE2N1diZ2dPYmIBGRkVDBsefEX9RCIRURGeHDyew4nkIqIiPHE2MCzL28mG5LwKTuSUEh3gjpu9YfIuxsfGhk2ZGZytqWFWaBgKHU9EZWIJ+yrzMBNLGeTUsyacAIggufksFhILQiy7D3/sKQ31xdgqktGIfdCIw002z8UI1bEErgva2mDr1ks/3Nu2SWnrebU7AQEBAZOxuSQDlVbDLO8InTeqTZ2dbMrJxs3SklG+3W/o9eVwWiHpxdUMj/Ajwqf7xPHu2LD9DGfSy4iN9mXy6O43KJkZFXy0Yi8KhYwXl0zGwcFS57maG9t5/el1nD6WR98Bvrz52RzcvYwTZqPVakk6ks2r933DMzM+Zct38ajVGibNjeWddQ/z1tqHmP3wSIJ7eyE20mZfH+ycrBg+rS+Pvz2TlXueZf6r0wnu482ZY7n8e+F6Hh3/AT9+tJeWxnajzCcWi7j9gSE8sWQSqi41yxZt4MjeDL1k3D5nIEOGBpFxroJPPt7XbSUpaytznps/Gq1Wy7sr9xncP0QkEvHwpAEArNyeaPSSvRKxmEkennSq1fyaqfvajHYNwE5mzubSDJQa/ZtF/kFvqwjkIjknm3Sv0tUTmjrOF8aQqo+abI5LIRghAtcFlZViSksvfTuWloqprBRuVQEBgesLrVbLppJzmIulTPLQtX4ObM7JpkOlYk6vCKQGxsVfjEaj5T+7TyMWi3hwQn+D5RWU1LHm15M42FnwxP0jujW06uvbWL5sO2q1hmcXTMDPT/eKXG0tnby54DdyMysZOTGCRW/fjKW1capIFWRUsHT+apY/tpaM00X0jg3gieWz+GzXM9y9cCI+wSYKdekh5hZyRs2I5vXv7uO9Xx9lyl2DQSRi06ojPDntI7atOX7FJHl9GDq2Fy99MBtzhZyP39zOsQNZOo8Vi0U8/sRoQkNdOXI4h40bkrsdExnmzq3ToqmqaeHrHw3vT9HL25mRkX6cK6nh6Lkig+VdzCgXV6xkMn7JOIdKo1sZWzOJlKmeodR3tXOoqqDHc5uJzehjHUGNspaiDt061veELrUzapE/Es0J0HaabJ6LEXZ2AtcFrq4aPD0v/XB7empwdb369asFBAQErkRqYyXFbY2McvXXOSFdq9XyW2YmMrGY6d2UN+0Jh9IKKKxuYEJ0kMGd0bVaLSu/P4pKreGxe4dh241BoNFo+fcHu2loaOfOuwbTT48cjs4OJcte2EheViWjJ0fy8MLxfyZ6G0JdVTMrX9nEC3O+IC0xn6ghQbyz7mEWf3EncRMiTV5lyxh4BTpz5zPj+XT7U9zx9Di0Gi3fv7eT52Z+RuK+c0Y5IQ/r7clL78/C3FzGR0u3cfp4ns5j5XIpz78wCQcHS35Yc5yMjPJux8y5qT/+Po7sPpTJuewKQ1QH4N6x/RCJ4Pv9yUb3GCikUiYHBlHd1kZ8qe6GwFTP85XytpXpbtRdimjr88UYUlrOGiSnO9TiQYjoRKI5Y9J5/opghAhcF1hYwJQpl877mDxZJVTJEhAQuO74Y3OhjxckpaqK/MYGRvv6YWdu3F4RWq2W1fuTzzdNG9HHYHmHjueSmlnOoH6+OuWBbNmcwtmzpQwY6Md0PapYKbtUvPfSZjLOlhI3KpSHnh2rdx+Ri1Ep1fz6xUGenv4xBzYl4x3kwgufzWPRp3cY7PXQarXUVzWRl1rK2WM5JOxMZd/6k/y+6jC/fLSbg7+ksGvtcY5sSeb0gQwyTxdSmluFqsuw3Ea5uYxpd8fx7y1PMHHOQKrLG/jgmV947f5vKcyqNEg2QGCYG8+/PQOxWMT7L28hPblY57F2dhY88+w4AFZ8uJf29iuHWUmlYh65cwgAK1cfRa2jh+Fy+LrYMSLCj6zSWhKz9W/G2B03h5x/xn/LzNR5TIiNE0FWDhypKqBJ2dHjucMsQ5CJpJxpNqwBYneoJAMBzntDrhLX/xGAwP8MS5eef0i3bbtQHWvyZNWfvxcQEBC4XlBq1Owqz8FeriBWj8TTDVnnNzE3h4QaXaf4jGJyK+oZ2zcALwO9IG3tXfznp+PIZRIemDu42/cXFNTww5rj2NkpePRfo3TOj1GrNKxYuo2UE4X0GxzAY4snGpyPUZhVyWdLNlCYVYmtoyV3L5zIyJuieiRXo9ZQll9NwblyCjPKKcyooDCjjMba1m5Gnv7bbyQyCV6BLviGuePXy/3Pn5bdVJW6GBt7C+55fhLjbxvAD//ew6kDmbw490tueWQk0+4eYpAHKbyvFwvemM7yxZtY9sJGXv5gNkG93HUbG+HBjJuj+e3X06z6+gj/enz0ld8f4sboIcHsO5rNzv0ZTB5jWEL0vFF9OZBawOp9yQwM9jRqieMwRyd6OTpxpKSYqrZWXCx0y3Oa7BHKR1nH2FORy0xv3avn/RUzsRm9LEM505JGZWcVrmaG53ldCrU4Gi0SpOoTdJmuZc1/IRghAtcNUiksW9bByy8LfUIEBASubxJrS6jvauc23946d0Vu7upiV0E+XtbWDHDXbWOnK1qtlu/3nY/HnzfS8F4aP20+TV1DG3Nn9MfN+colhLu6VKz4cA8qlYZHHxuFrY49JzQaLZ+/u4vEQzlERHvzzKtT9Gqc9zd5ag1bvovnl8/2o1ZpGH1zNPOenYCFlX7dtLs6lJyNz+HkvnOc2neOprr/NjicPe0ZMNYXZ097LG3MsbBWnP9po0BhaUZhQRF21g60NXfQ1txBa1M7TXWtFGdXUpRZQWFGOYc2npclEosI6+dLzJhwYsaG4+rtoLOeHn5OLPj37SQdzubL1zfz08f7OHUwi0ffmIG7HuV2LyYq1p8nl0zmw9e38ubC33htxa34BDjrNPa22weQlFTE3r0ZxAzwI3bQlbuj33trLMdPF/D9rycYMjCg25C/KxHk7siQXj4cPVdEUl45/QI9eizrUtwcEsJbx+LZkpPD/X10e8YmeATzUdYxtpdl9dgIAehtFcmZljTOtqSZzAhBZIlGHIFYkwraZhBZm2aevyAYIQLXHRYW4O8v5IAICAhcv+wszwZgoh7NyHbk5dKhUjEjOASxkRvRncguJbO0huERfgY3bSsua2DTzrO4Olsza0r3m60f1yZSWFjH+AnhxMT46TzPz6uOcmhnOsG93Fj45k3IzXp+/FpRXMdnSzaSlVKMnZMVD708jX7DdQ+T6+pQkrArlRO700k5kkVnuxIAWycrht8UjX+EJ3693PEJdevWcyF3UBN8mXwfjVpDeWENhefKKcgoJ+NkARmnCjl3soDVy7fhE+JG/zG9GDq1L56Bum02o4cF8866R1j19jaO7Uxj0W1fcMfT4xh3a0yPvQGDRobwSLuSz5bv5K2FG3hr5VwcnLovfyuTSXjq6bEseHYdn392gJBQN+ztL3+aaG9nwR03x/DV2mOsXp/IY/cO75G+f3DnqL4cPVfE6v0pRjdCJgYE8sGJRDZmZXJv7z46PcPuCmui7d05XVdGdUcrzua6V4r7K5FWvRAh4mxLOmMdR/VIhi6oxAMx05xBqjmNSjLCZPP8gWCECAgICAgI6IFSo+ZAZT5u5lb0sdO9f8WWnGzEIhHTgoyfkP7jofNJq3eOMtwL8s3Px1GrtTw4d3C3TQmzsyrZvCkZd3db7rl3iM5zJB7OYcOaRNw87Vi07GYUFvIe63vqUBaf/h975x3fVLn/8fdJ0jTde9FdKGWXXfaQIVsRQa/g/rn3uIJeLyru694oToaggogIguwhe29oaUsX3Xukmb8/kjDajJNRhuT9evG63uY5z3nOyUny/T7f8XnhV+prG+mqyOTvAAAgAElEQVR7fUfueX4MfoHiwuiNDSrW/rSL5d9sobKkBoCohFB6Du9Ar2EdaJMag8SFHcwkUgnRSeFEJ4XTz+jgVZbWsG/DCfasO87hbRks/WIDS7/YQO+RHZn0yHXEp9iOmvkFevPE2zfT67p2fPvGSr59cyXH953hgZcnoPBy7N4OGd2Rqsp6Fny5hY9mrWDm+5NFpXrFxgZz+x19+ebrrXwzZwvPPne91fFjh3Vk9aYTrN50gnEjOpEQIz4a1JR2MWH0So5md3o+J/JKaBcjLoIjBj+5nBEJiSzPSGd/USE9IsVFM0dGJbO/4izrik5za7xjtVp+Mj8SvOLIbMiiXtuAt9S+FD6xaCW9gK+RavdcEifEXZjuxo0bN27c2MH+irPUalQMiUgUvdOcX1PD4ZISekVFEe7j2G6oJTILKwzpJ0lRJLdyTvTwREYRuw7k0LFtJGndrBeja7U6vpy9Gb0eHnp4CAqFuEhGSWE1X7y9Gg+5lGdfnYCfyPQtc6z/dR/vPrkItVrLQ7Nu4Im3bxblgCjrVfzx7RYeH/Eu895aibKukfH/N4j3VjzJB6ueZuqzo2jbLc6lDoglAkP9uG5yL56bfQdztv+HJz64ldadY9j111Gm3/AJ7z02n+zjBaLm6nd9J/7384OkdI1l++qjvP7APKd0RSbc2pM+g5M5fiifX34Q30539JjOpKREsG3bafbvt942VyaTcPeUNPR6mL9kj8NrNTFlQCcAft1+zOm5mjKmdWsAVmeJ7x42ODwBwKlWvQDtfVLQoye9PsOpeayhlXREjwdS3cEWO8eFuJ2Qa5j6esjKklyTQoDX8rW7cePGOUzGxKDwRNHH/GU0Wq5PtJ4j7whLdxiMrZv6Oa90PHeJoTPO7Tf3sulgrfrzCJmZJQwe0pZOnaNFza/RaPno1RXU1TZyz+PXEZckXkekKb9/9zdfzVqOr7+Cl7+5i8ETuto8Rq3SsPybLTw+/B3m/+9PVA1qJj44hE/WPcfUZ0eJToFqKRQ+nvQd3YXXfn6I6V/dSZvUWHavOcaMiZ/y7iPzyDlpu51tcIQ//51zJwPGdCb9UB6v3Ps95cU1Dq1HEAQeeHYE4VEBLJ2/k0N7zog6TiIRuP/BwUgkAnO+3Exjo/XOYD1TY2nXJoId+7I5lVns0FrPzdWmFXFhAWw4lEVFrWuEHc/NHRlFsELBmqxs0ZohkV5+pPiFsrcsnzqN4+KMKd6G9MKTdekOz2ETwROdpB0S/SnQt7yB5HZCrkE0GpgxQ0Fami89eviSlubLjBkKNM51D7wquJav3Y0bN86j1+vZXJyFt9SDHsHic87/yspCJpEwLD7Bpeupb1Sz9sBpwgN86NtOfJcucxw4ms+hYwX06BJLJxspQOXldSz8cRc+Pp7ceVc/0ef46ZttnDp6lgHD23Hd2E4OrVOv1zP//b/48aO1BEf48/J399C6k20n6PieLKbf8DEL3vkTtUrDTQ8P5ZN1/+aWJ0fiZ6Vu4XIgCALdBqXw6qIHeX7OXSR3jWPPuuM8P+lTFr63GpVSbfV4mYeUh1+byKh/9SY3o5iX7vqWwpxyh9bi46fgyZfGIpFK+OT1P6m02RnMQGJiKGPHdaGwsJqlvzbvFnYhgiBwx80G5fN5i51rESsIAjektUOt1bFqn2sNdplEwoiERCoblew+Ky46BTAoPAG1XseOUvFtj5uS4BWHp8STE/XO6Y7YQitJRUCLVHe0Rc8DbifkmuTFFxXMnu1Jbq4UnU4gN1fK7NmevPiia3vWX4lcy9fuxo0b58mqqyCvvpq+oXGiu2LlVldzoryMPq1a4e9pX6cmW6w9cJoGlYaxPdsidSJ1SK/XM3fxLgBun9TL5vh5P2ynvl7FtDv6ECiy/uLUkWKWLdxNZHQg9z093KGiaa1Gx5cv/84fc7fTKjGUWT/cQ3Si9WhKfY2Sr1/6jVemzeFsdhmjpvXlk3XPMeXxEfiKXPvlQhAEUge2ZdbCB5j+5Z0ERwSwbM4mnrvhY47sOG31WIlE4M7nRjH54SGUFFTy0l3fkiVCSNAcbdpFMvWBgVRV1PPJ63+i04qLAtz6r14Eh/jw65J9FJ6tsjq2S/tWdOsYzf6j+RwSmX5miZHd2iCXSVm+6yQ6nWvFC4cnGiKg67KzRR8zyAUpWVJBSrJXa4pVJZSrKxyexxZaiSGieClSstxOyDVGfT2sWGG+0HDlStk/Oj3pWr52N27cuIbzqVgJoo9Zd8ZwzPAE8elbYtDr9SzffRKJRGBMT/GdoMyx+2AOpzJL6NczkTYJ1o369FNFbNp0iqSkMEaMEJcCVl5ayy/f7EfmIeWpl8c5VIiuVmn48N+/sHHZAVp3bMXL395NaKR1PZQ964/zzJgPWPvTLmKSw5m18AHuenE8vk7UoVwOBEGg2+AU3ln+BGPvGkBRbjmv3fUNs19YQn2NZS0tQRCYdP9g7nlhDNUVdcz6vx84vk9cSlVTxt7cne59kzi8L4elC3aJOsbLS85dd/dDo9Exd67tmpLbjdGQ+b/ucUr53M/Lk6FdEikor2FfpnMOTVO6hUcQrFCwPueM6JSs9gHhhHp6s7XkDFq9490/U3wMTS1aMiVLKzEUz7udEDcup6hIQn6++bc9P19CUdE/95G4lq/djRs3rmFbSQ4CMCDMtoK4iQ1nziARBAbHxrl0LacLy0kvKKNvSixhAc4Vu//65yEAbruxh82xCxbsBODue/qJUjbX6/XMeX8t9bUq7nhoEInJ9tdd6PV6Pv/vb+zecIJOaYm8+NUd+FtJodJqtHz/2nLefXgeNZX1THliOG8teZTkrq55D1RKNYXZpZzal83eNUfY8NNOln2+jvmv/86673ex6vstbPt9P0f+TifnRAHVZbUuOa/CW87tM8bw2k8PEd8uio2/7mXGTZ/aLFwfOaUXj705CZVSzduP/khOuv0K64Ig8MiM6wkJ82XxDzs4m2s9smGif/82pKREsGN7JqczrNd7tE0Kp1dqHMdOFXIqs8TuNV7IhN7tAPhzj2sNdqlEwtD4BCqUSg4Vi6tfkQgCA8LiqVA1cKLK8esyOSEtWZyuF4LQCXFIdUfACYdJDO4WvdcYERE6oqN15OY2TyOIjtYREfHP1ee4lq/djRs3zqPUajhYcZYU/1CCPMXtpFc1NnKktIQuYeEEKlyb9rnuoKHYfUTX1k7Nk51XzpETZ+naMZoEG2J5J08WcuhgHl1SY+goog4DYN/2LPZuyyQpJYTrJ9ouHjfHsm+3sn31UVK6xvLcx7ch97RsvjQ2qPjoqUXs23iCmDbhPPH+rcS2Fd9K2RzK+kZO7c3m+M7THNtxmowDZ9CotFaOaN7lKSwmiPZprenQpw3t01oTER/isI5H684xvP7Lwyz+dB3LvtrEK9Pm8Mxn0+jUx/Kz0G9UJwRB4KPpi3n3qZ94Y8F9dkeE/AK8eODZEbwxfSnLfzzCwKE9bF6DIAjceltvXnlpOYsX72X6jNFWx99wfSd2H8zhj7VHSXGiUUCH2DBaBfvx9/EcGlRqvOSukwEfGBPLkpMn2JafR/dIcc9WWmgsv+UdZ3dZPh0DIxw6b6Q8Ai+JF5kN2Q4dLxatpD0e2tUI+nz0gnO1ZtZwOyHXGN7eMHashtmzmxviY8ZoRCuU19dffarmrrp2N27cXJscrDiLWq+jV0iM6GN2FuSj0+vpHyP+GDHo9XrWH8rC29PD6YL0FWsNBajjhttWdF78y14AJk+2HTEBQwrVD59tRCIRGH9bZ4eM7n2bT/HTp+sJjvDnqfemWHVAaivrefvBuaQfyKFL/2Se/vg2FD6O1eFUl9Wy4eed7PnrCKcP5qDVGDaqBIlAQodo4tpF4R/ie/5fsA++QT5kZWTj7xVAdXkd1WW1VJfXUppfwam92WxesofNxja0wZEBdB7QliG3pNG+d5Ld90bmIeXWp0YS3y6Sz577hbfu+55H/jeZvqMta1H0vb4jORlFLJ2zhY+eW8yMz6aK0v64kK5pifQe2IZdWzLYvuEU/a5LsXlMly4xJLeNYOeOLM5klxGfYLmVdGqHaGKiAtiy6zT/968+BNgQh7SEIAhc1yWJ+RsPsu14LsNSXdeZrldUFDKJhG35eTzao6eoY3oGG5z2XeV53NW6u0PnlQgSkrwSOFp3nGpNNf4yf4fmsYVWaI8Hq5HqjqORuJ0QNy7ktdcM+aMrV8rIz5cQHa1jzBjNub9bQ6MxFHevWHH+2LFjDcfKRDxN9fWQl+dJdDSXxeh35trduHFzdVFeXs63335LVVUVgiAwaNAghg8f7vB8u8vzAegVLC4CAPB3Xh4A/aJd64QczSmmqLKWkd1a4+nh+E95Xb2KDdvSCQvxpZeNVKXMzBL27jlDhw5RoqMgf/66n8L8SkZP6kZ4Kz+711eQXconL/yKTC7j2Q9uITDEsmp36dlK3vy/78g/XUL/cak89MYkZDbEFpui1+s5uSeLNfO3sWPFATQqLRKphKTOMcYoRmva9UrC24phLPipzSqm63Q6ck8WcmxHBsd3nOb4rkw2Ld7NpsW7iWkbyYhp/Rh0U0+rc5uj7+gu+AX58N4j8/n46Z+oKqtj1LS+FsdPfmgoOaeK2LvpFAs+XMMdz1oXEzTH7Q8NYu/2TObN3kyPfkl42tCIEQSByVN68MZrK1myZC9PPzPS6tixwzry5fxtrN50ginju9m9PhPDUg1OyPpDmS51Qrw9POgeEcGus2cpra8nVIRBE+LpTRvfYA6Un0Wl1SKXimts0RSTE5LZkE1XP8fED22hkxhS2aT6E2iw/F45i9sJuQaRyeCtt5TMnGl/NMPUXcqEobuU4YP01luWDfmLnZdOopyXloi2OHPtbty4ubqQSCRMnjyZ+Ph4lEolr776Kh06dKBVK/GtdS9kd1keMkFCN5GtefV6Pdvy8whWKGgX4pyIYFPWH8oCYFgX5wyrdVtPoWzUMGV8e5vdtUxRkJtFRkEqy+pYMncnfv4KJt/Vl7OF9rUnra9R8u6Ti2iobeTR1yeS1MHyfc9NL+LN+76nvLCKMXf2Z9r00XYJDaqUKjb+sps18/4mx9hBqlWbcEZO68/Am3q6pIuWRCIhvn0r4tu3YvTdg9Dr9ZzYlWlweFYe5LuZv/LjW38w4IbujLp7IHHtxD+nnfq0Zua8+3jr/u/5/rXlVJXWMOWJEWajKxKJwCOv38R/7/ialfN3kJASyaDxqXZdS0SrQAaMSGLTnxksW7ibKXfbbtPco0c8iYmh/L01g1tu7UV0dJDFsdf1b8sPv+zizw3HmTQ21eHOb4kRQSRFBrHzVB41DY34ebmuO13/6Fh2nT3L9oJ8xrdp7nSao1dIDBm1hzhcVWRXi+8LSfI2NLjIrG85J0QrMUS3JLrjLTK/CXcl7jWMtzckJoo3wp3pLmVPa9xLoeVh77W7cePm6iMwMJD4eEMBuUKhICoqisrKSofmqlWrOFZVTMeAcHxk4jo7nSovp7Shgb7RMUgczP03h0arY8PhLPy9PenRRnxUpil6vZ6V648ik0m4fnA7q2NzcsrZsT2TNsnhpHYVl56x8JutNNSruOXe/vj62VcPo9Pp+eSFXynILmPcHX0ZMNaysZV+IIeXp31FeWEVU/89ittnjLHLAdm16hBPDnmTb/6zmPyMIvqMTeW/ix7m/XUzGH3PoBZr4ysIAu3TWvP4J7fz+Y6XuPW5sfgF+bBu4Q6eu/5dvnzuJ2orxbdtTOzQilkLHyQiLpilszcyZ+ZSdBa6N3n7evLsB7fi46dgzqvLOX0k3+71Dx6TTFCID8sW7qa0qNrmeEEQuHlyD/R6+HWxdd0QH285Q/slU1JWy+4D1hXXbTGsSxIarY4tRx3rCmaJfjGGz54p2imGXiGGY3aXiT+mKfGKWCRIyGzIcngOmwi+xuL0E+BElzJbXNZIyJEjR1i0aBE6nY6BAwcyerT1YiU3lxcx3aUSE5t/4dlyXmbOvDg1y9Foixs3btxYorS0lNzcXBITxbXJTU+/uKPOgbpStHo9SYJXs9cs8UeeYec/USq1eYzYOQFOFVZRUdvAoLaRZGVa14qwRmZuJXlnq+jRKYLiojyKrTRMWrLYoMrer18UGRm2O/OUFNay8c+jRET7EZeiOHd9Yq9z+8qT7N+STpvUSHqNibd4XEVRDV88tZzGOhU3PTmAdoPErQ+goUbJH59s4eC6dKQeEgbe0o1+k7rgF2LoNCZmHo1aS215PTVlddSU1VFbUY9c4cHpvbn4hfjgF+KDwlcuqt6j0/XxdBgey8mdZ1j77U7WL9rBnrWHmfjvoST3FN/V667XRjLvlTWs/2UPWoma4dMs1x9MerwP897YyHvPLuKRd8YgV4g3Cz0VMq6bkMyS7w7w7ad/MfEO29GU4BA94RE+bNp0iv4DI/DzsxyZ6JTsy58bYOnKvYT4WRdntEaiv8Fu+XPXUZIDHNsMMPf86fV6guVytuflcurUKVHvcaBWjQBszc9gGJYjQbYIJYQcZR4nTp1AKjiW1tWUpteYEBxNsHcOZ7K2odI63iDAXGqiicvmhOh0On788UeeeuopgoKCeP3110lNTXU4TO6m5XG0u5Q9zou9DosbN27c2EKpVPLFF19wyy234OUlLt++6Q/n+nSDONiQpA4ki9QIycvJBmBsalcifS3XMqSnp1v9oW7K+tMGRenRfTqTnOx40eja7VsBuGFUD5KTLdes1NU1cvDABsLD/Rg/oS9Sqe0ow5olq9HrYer9g2nXzqBhIvY6C86UsebHg/gFevHs+1Mt1oGolGq+mf4lDTWN3DdrIsOm2BZZNHFw8wlmP7uE8sIq2nSN45EPptLKRicmvV5PzvEC9q07yoH1x8hLL6Km3HbrXQ+FByFRgXTo04buwzvSeWAKXr6WI0Mp7VIYO3UYy75Yz+IPVvHD9D8YcXt/pv1nPApvcelEyQva8MLkz9n000F6De5Cz+vamx+XnEx5biN/zN3Ozj+yuOf5MaLmB8P7OXnaELatyWb/9jzueex6QsNt1/3ccIOKOV9tJvN0IzdP7mT5GpJhyapMTmSWExEVi7+Ve2aNZCBhczonC6uJS0i0u4bK2nPb+2w+qzIzkUeEkxAQKGq+xJIDZDXUkNSmNVLBsYSk5MI2FFeW4BvnR4zC8WioCXPXKFengmY7SfGglYr/frKHy5aOlZWVRVhYGGFhYchkMnr16sWBAwcu13LciMDUXcoc1rpLmZwXczR1XtxaHm7cuHElGo2GL774grS0NLp3d6wjDcDhSkOYoFOAuNaaOr2eA0VFRPr4WHVAHGHHyTzkMindkqIcnkOj0bFlVyaB/l6kWqm1ANi86RSNjRpGjOwgygEpPlvF5r+OEZMQQu+B9hkver2eb15fgbpRw70vjLXogOj1er55ZRnZxwq4bnJP0Q6ISqnmmxcX88a0Lw11E8+OZtavj1t0QFRKNXv+OsxX0xfxcK+X+Pfwt1j45nJO7M7EL8ibjv2TGTCxJ+MeuI7bZ97Io5/cwQ3PDOXmp0czfFp/eozoRFxKFDUVdaxfuJ137/2aezrO4NVbPmXFnA0UnSk1e16pTMpNj43g9d+fIqZtJGvm/c1z179L+n5xKUW+gd4888lU5AoPPnvuZwqyzJ8HYMoj1xGdFMqan3eTfti+NCGJVMLEqWloNTp+X7hb1DGDh7RFoZCx5q9jaG0orw/u2watVs+23c6lHvVJiUWl0bI/0zHFeEt0Czd8H+wrEq+70jkwkgathtM15Q6fN9bT4HjkKh1P67KFTmKIGkt0mS12jssWCamsrCQ4+Hw/8qCgILKyWjC/zY1LcKS7lD2tcd1aHm7cuHEVer2eH374gaioKEaOdLzDi16v50hVETHe/qL1QbKqKqlsbGSMi7tiFVXWklVUQVrbGBR2dn66kANH86iuUTJ+REerjoVer2fVKkPdyLDh5nfTm/Lbj7vR6fTcNK23KDHDC9nx1zGO7sqi24Bk0qyosa/9aReblu4jqVM0d704XtTctZV1vHPvN5zYnUVMcgSPfDiVpM7mI0nK+kbWzN3K71+so6qkBgCfQG8GTOxJ92EdSR3SHr9g8wKR6emBzXaVdTodpw/ksG/tUfatPcLhLSc5vOUkP7z0K73HpHLzk6NI6NT8WUnsFMObfzzNz+/9yR9fbeSVKZ/y2EfTSBtjO/Upvl0U9826kc+e+4X3H5/Pa4seMtuuWO4p494XxjLr/37guzdX8tq8/0Miwtk0MWBEO375YTvr/jjMTdPSCAyxLpzp7S1n4KC2rPnrGPv359CzZ4LFsYPSWvPdTzvZuCODUUPFPX/m6JMSw6Ith9lxIpc+Ka5rOdstwqARcqCoiJva2m5VDIaNjGV5xzlSVURb/1CHzmuKfuQq87HcB805dEICABJ9dgud4TI6IXonCl3syZ29kric61YqJZSWehAaqkahcM6Qv/demDr14vmysqyf4847obIyhs2bAykslBMZqWLQoEruvDOPprelf/8YFi1qLv7Tr18J+fkXe/2uvK7LxdX6PLcE7ntxnktxL+xJAboaycjIYMeOHURHR/PKK68AcNNNN9G5c2e75smpr6Ja3Uj/UPF5+fsLDTujJiPFVew4afgOTEtxzrnZtMNQ7zC4Txur404cLyQ3p5z+A9oQKKJAu6y4ho2rjhIZHUjfIeKMMhMNdY3MfXc1HnIpd04fZTHHPv1ADt+//gd+Qd48/fFU5J62ReiKc8t5884vKcgopu+4rjz8/r+QK5o3GGioVbL6u80s/3IDNeW1ePkqGPfAUHqPSiW5RwJSmWP59xKJhOTuCSR3T+CW58ZSXljFvnVHWP/jdnatPMiulQfpMaITk54aRZuu8RcdK1d4MO0/E+g0oC0fPPg9Hzz0A3fMvIEx9w62ed6BE7qRcTCX1Qt28OV/f+Xx9241e1879ExgwJjObF15mPVL9zH8ZnHaFwAymZQbb+vNnPfXsvznPdz+kO11XT+qI2v+OsbqVUetOiFhIb50Soni6MmzlJTVEmalRbM1OsVH4KOQs+NUHnq93mGRyKa0DgrCXy5nf1Gh6GM6G4UKD1cWcVOsbW0ec7TyjEKChLxG+xsKiEUnxKJHilTXcgGCy+aEBAUFUV5+PhRVUVFBYKC4fLqr8YfT3pxfV+GsrocrzzF7NtTXN7JzZzppaXF4e3thyNa8mE8/hcDARjPRFi9ksuRLdl2Xgsv1XFyJuO/Fedz3wjUkJyczZ84cp+cxpWJ1DhTvUJiMkm6RjikjW2LHSUOxe18ndnOVjRq2780mIszPpiL12jWGgvSR14szlpb/tAeNWsvEab3tFsH7dc5mKkpqmHT/ICItKLdXl9fywRM/otPqePz9WwltZdtuOHO8gDemzaaypIZx9w9h6gvjm3XP0qg0/PHlen6fvY7ainq8/b24+enRjLl3ML5B1nf2HSE4MoDhU/sz7LZ+HNp0gsUfrGLvmiPsXXOErkPbM+2/NzZr0dt1cDte/uVR3r5rDj+88puhG9gL420a1LdPH0PWsQK2rzxMcmocY+7sb3bc1KdGsHfTSRZ+vI7ewzrgHyS+AHPIqA4smbuDv5Yd4oZ/9cY/0HrEMCkpjOTkcPbvy6GsrJYQK87F4L6tOXLyLJt3nmaSiAiQOWRSCb3atGLjkWzOFFeSEOF4UfiFSASBrhERbM7Npbi+jnBv289Ka79gvKQyjlSKT+FqilziQYRnOHnKAnR6HRIHa0usInigE2KR6LMMHbJc2OHPxGVLsE9ISKC4uJiSkhI0Gg27d+8mNdWxh8uNZexpjXspzuHtDTExjVaLy01aHjt21LJnTy07dtTy1lsXOxeX4rrcuHHjBuB4VTEAHQLEd4g5XFKCn1xOoshiVTFotDoOZJ4lNtSfqGD7hf9MHDiah7JRw6C01lYNWLVay44dmYSF+dGxo+2mMapGNRv+PEpImC8DR9iXOlNRUsOqH3cSGhXADfcMsDjuhzdWUF5UzS1PjKBzX+tRHIDC7FJeNzogd708kdtfvKGZA1JdVsMrkz/hxzeXA3Dr9HF8vusVpjw7pkUckAsRBIHUIe2Z9duTzPzlMTr2S+bAhuM8P/odti3b22x8YqcYXv3tCaLbRLD8yw388v4qm+eQyWU8+eFtBIT4sPC91ZzNNl8fEhTmx80PDqGuWsmKedvtug4PuYxxt/SgUalms9FxtcWQoe3Q6fTs2G695qB/ryQkEoHte7PtWlNTTNHDvacLnJqnKanGupDDxSWixksFCe39w8msLadB43jXrxjPaFR6FWVqx2tLbKETEhCoRaBlznHZnBCpVMptt93Ghx9+yMyZM+nZsyfR0c5X+NvElWITVzjO6HpcCeewpOVxKa7LjRs3bkyk15QB0MbP/O58U2pUKnJrqmkfEuJSfZDTheU0qDSkJjqX4rXnkCGa0ivVenrZ0aMFNDSo6Z2WKKq2Y8+2TBrqVQwc2QGZnWlLf8zbjlql5cZ7ByK3oL59YMsp/v7jIK27xDDh/wbZnLOiqIo3ps2mqqSGu2fdxOh7mh+Tn17If8a9z8ndmfQd341Pt7/MTU9cb7dqubMIgkCn/m15afHj/Pvb+5B5yPjwoe9Z/MGqZunrYTHBzFz0MBFxISz56C/+/G6zzfmDI/y5+78TUKs0fP3SbxZT4kdM7klgqC9//bSL2uoGu65h0Ij2SKUStqwRJ3DXOy0BgN27sq2O8/dV0K51OKdOF1NT63ib/i4Jhs/NkTPFDs9hjvZGIdIT5WWij0n2D0EPZNY6btxHyA2bIkUq117Pheglhs0HQe9ax83EZU1c6dy5s925uU5RV4fvkCGop0yh8bHHQPHP3jV3VNfjSjvHlXBON27cXJvo9XoyasqI8fLHW7RIocEYSQl2rUr6kTPGDl3xjqd46fV69h7KxcdbbjMVy+7MaVAAACAASURBVGQc9k4Tp61iMj4H2RkFqa6oZ+3PewgO92PwBPMZERq1lu9fW45EKuH+VyfaLJxW1jfy5p1fUZRTxqQnRjLqroHNxhzafIL37/+W+uoGJj05isnPildZVzeqKcwupTS3jJK8ckpyyynJK6O8oBKdREtCSixhsSGExgQTFhtMRHwoAWH+oubuNaoLr/7+FG/f8SU/v7OCs5nFPPjuv/C4oPYlMNyfF+Y/yMxJH/P9S0sJCvenz9iuVudNu74TPYa2Y++GE+xcfYQ+o5rbX3KFB+Pu6Mv899eweuEuJj1gu77DhH+gN6m9E9i3PZO87DJiEqw//yEhvrRuE8bRowXU1Tbi42u5/XCPLrEcSy9i35E8m3VMlmgV7EewnxeHzxS5tC4kxeiEnCwT74S08TUck15TRsdAxz7P55yQxmI6+Vpu4uAMOsEQHJDoCtBJXG+vX0XZ887j+cEHSNPTkb7+OvL582l44w00Y8a0SJ7b5aK+3mCkR0ToLkmnKWfOceFa7dH+uJwdtBxdsxs3bq5OylUNVKqVdA0S3w7XZIy0C3G1E2LY8XTGCSkoqqKkrJYBvZJsdsXavTsLHx9P2re3HXmprmzgwM5sEpPDbRqfTVk5fzuNSjW3Pj4MDwsdv9b9vIvCM2WMvC2N+BTb78W3Ly7hzLECht3Wl8lPj2r2+toFf/P1jJ+RSCU8+skdDJpku8WvTqfj6N+n2PzzLnb+sZ8GM7vygiCg1+s5ua15MW/rbvEMnpxGv4k9CQi1nk4X164Vr694hnfunsOWJbspyS3j2W/uw/+C2onIhFBemPcAL036hC+eXUR8h2iiEsMszikIArfPGMuBreksfH81Pa9rj8zM/R5+c0+WfbuVlQt2MHpqH7ytOAdNGTSiPfu2Z7Jl7XH+9X+W0+pM9OqVyOmMEvbvz2GAlXbOPTrHMm/JHg4czXfYCREEgU5x4Ww+eobiqjoiAl3TOjtY4UW4t7ddkRBTVDXDiUhIpKcpEiIuDcwRzjkh+pYpgL9mRBckWVl4fvzx+f9/5gw+U6fiffPNSP4BHXk0GpgxQ0Fami89eviSlubLrFkKRo+2X9fDHhzRDjG31hkzFKIz5RzVK3EGZ9fsxo2bq5MMYypWa5GpWAAnjE1XUlzshBzLLSbAW0G0U/UgBmOiayfr6c/Z2WWUltTSvUecqNSq7RtPotXqGDC8nV3rqa1uYPWiXQQE+3DdRPM6LvW1SpZ8th6Ft5xJjwyzOefGX3axafFuWqfGcc+smy7a8dbpdMx9ZSlf/XsRPgHezPzpUZsOSO7Jsyx49Tce7vYis276iI2LtuMT6M11U/tx64zxPPrZXbyy7Gk+3/86Cws+4b+rH+adDf/huXkPcs8bUxj/8HC6DGlP5sEcvn3hZx7oPIO3pn3O9mV7USkt1wQEhvnz0i+P0W9Cd07syuQ/494jP/3iLkwJHaK5/60pKOsa+eCh763OBxAZH8KIW3tTlFPOmkW7zI5ReMsZM7UPddVK1vwiTvvDRI9+SSi8PNi65gQ6ne0uqL16JwC2U7KS4kPx8/HkwJE8p7qrdogzGO5Hc1ybwtQuJJSS+nrKG8SlsCX5Gr5PMp3QCgn1CEVAaNl0LKMT8o9Mx7qUKF54AUGlavZ3j3XrkPXti+qhh1D++9/gLy5ceqVhKtQ2YSjUlnL//Y08+KC5TlOO51U2xV7tkI8+imHRouZrBUNBekuc01ks3V8Qv2Y3btxcfZhytlv72uGElJWhkEpJ8A9w2TpKq+spqqyjX7tYp9JIzjkhHa07ISaj0GQk2mLr2hMIAvQfZp8TsnrRLhrqVNx03yA8vczXgiz/ejPV5XVMeWI4ATZatOalF/HNfxbj7a/gyc/uaLbTP/flpaz8eiPRbSKYPvcBIhMsRw7KCyv5/LG5HNxoSDPz8lNw3dR+DJqcRvu+bSymbnn5KUhIjmmm+1FRVMXfS/ew+eed7F19mL2rD+Mb5MPdr09m0OQ0s3PJveQ8/vmdRCWFs+TDVbx888e8/sczhMeed3D739Cdo9szWPfjdua9tox7X7vZ6j266eHr2LR0H79+vp7BE7vj7dc8Nf36W3uz/IdtrJi7nVG3pll8b5riqfAgbVAym1Yf4+SRfNp3sd5KOiEhhLAwP/buPYNGo7Xo8EokAqkdotm6O5OCoiqiIx1r+NDxAifkui5JDs1hjnYhIWzOzeFEeRn9RGgD+Xl4EqHw5bQTkRAPiYwQj2CKVI532bKFTjBEHd2REGfQaNAlJqK30LtV0Gjw/OQT/Hr1wmPhQtBdXfUE1gq1V62SMXOm9U5TziKmm9WFa920yfyXhz1F5fac01nchfBu3Fy7ZNdVApDoK66lp1anI7uqktZBQUhF1heI4VSBoaNRuxjLRrMt9Ho9x04VEhbiS6SN+oRDB3ORSAS6dbWtjVJZXsfJIwV0SI0hOFR8iotOq2Pdkn14+XoyfLJ5XQplvYrVC3YQEOLDmDutp/fo9Xq+m7kElVLNg/+7lfC4iyNRu/48yMqvNxKbEsWrvz9t1QE5sfM004e9ycGNx+k0MIWn5vwfc46+zUMf3k7H/m1F145cSFBEAOMeHMb/1r/A+1v+yw2PjUSr0fLJw9/zzYyf0Ki1Zo+TSCTc8txY7po1iaqSGj55dC66Jkrjd718I7EpUfw1928yDuZYXYd/kA8T/m8QNZX1bFiyx+wYbz8FI6b0orqinl3rxRWamzA5oru3nrY5VhAEevSMp75exekM62lFXdobiqSPnXLc6G7bytAs4lS++NQpMSQHGb4fMioqRB+T6BNESWMddZrmG+RiCZeHUauto0HbQpuhgic6QpDoxeug2MO14YTIZCjfeIParVtRDxlicZikqAjvhx7CZ9QoJAcOXLr1OYmYQm1LnaZciZhzFBVJKCoyn19qWqurz+ksYu6vGzdu/pkUNFQD0MpLXJT8bF0tap2OhADXRUEAsooMxk1SpOP6BiXldVTVKGmbZN2RUau1ZGQUEx8fYrVY2MThvQajt6vIAnYTx/aeobyomr4jOuBlRskb4O8/DlJfo2T4LWkovK03Bti75ihH/k6n69D2zRTFK4ur+fLfi/DwlPHk7LvxtSC8qNfrWf3tJl6+8X2qy2q589WbmbnkCfrd2ANPL3GNCcQQ264V02ZO5O21zxPbvhWrvtnIKxM/oKKoyuIxo+8dTJ9xXTm5O5Nln6+96DW5Qs7ds24C4IeXl9pMWRp+SxoenjLWLNyJzsLG69AbuwGweflBey6NDqnReMilHNpzRtz4Dobd9uMnzlodl2x8bjOyHa+B8PSQER3iT3ZxhVNpXU2JN0Y9c6qrRR/TytuQVlnQUOPweYM8DJu6lZpKh+ewhV4IQ9CXGrRCXMw1ZT3p2rWjfulS6ubORRdrWehJtmsXvkOH4vXEEwil5vtpu5r6esjKkji0q24q1DZHSxZq27vm+npoaIDwcPNef0sXlTuKmPvrzPvnxo2bK5f8+hr8PTzx8xBXnGsyQmJdmIoFkF1kMDKcEVnLyDIYb8lWipcBMk+XoFJpaddeXDH+QaOxmdoz3sbIi9nx11EA+o8x33VHr9ezesF2JFIJw26xXrehbtQw77VlSKQSbn/xhmbzfPHMAmrKa5n6nxuItVDYrlKq+eKJeXw9fRHeAd78d/HjjHtwmMu6KJkjKimc11f+m7439DBEX4a/yak95nUzBEHgvrduJSjCn5/fWUGmsdWyiY5929B7dBdO7c1m2/L9Vs/rF+RNvzFdKDxTxqG/M8yOiYwLpnXHVhzdnUV1hfgfN7mnBx1SY8jJLKWirNbmeNNzduKY9d32hJhgZFIJ6VnOFWInRgRS06CirMa+FsTWiDGm8udUWXYimxJt3NgoqBfvuDQlSGZwQirULemEhCKgBOpcPvc15YQAIAhoJkygZtculDNmoLfQplfQ65H/8AN+PXog//JLh/VFTMapUmn+Vrui4PlSF2rbu+YLxw8Y4Et1tfl70VJF5c5i7f6OGqVh1ix3wbobN/9E9Ho9ZxuqRUdBAM4YjZB4F9cXZhVV4OkhJSrI8Y4+JuOtjZU0JIDjxw070mK6Yun1eg7tPkNAkDdxrcWnimk1OnatO05AsA/tu5t3Xk7uO0POyUJ6j+hAcIR1p27VD1sozC7l+jv6E5N8cfewNfP+Zv+6Y3QemMIoM1ohAGVnK5k5/j02LNxO667xvL32eToNSBF9Pc7g5avgqTn3Mu2liVQWVzNzwvusm7fV7Fi/YB8e/mAaWo2OTx6bi6rh4k29aS+MRyaXsuCN5aiU1tN8rp/aF4C/FuywOKbPiA7otHr2bDxh1zV1MTqkh/ZYTw0DCA31JTTMl+PHz1qNTnh4SEmIDSYrtxy1xnzqmhgSjY58dpH41ClbeMlkRPr42BkJMTohDY47IYHGSEhFC0ZCdEIoABK967twXXtOiAkvLxpnzKBm507UEyZYHCZUVeE1fTq+gwYh3bJF9PRNDfUpUzqYNU5dpfz92mtKHnywkbg4LVKpnrg4LQ8+2Ngihdr2rrnp+Pp6Q4Gbn5+uxdfqKizdX8Ct3O7GzT+UMlU9jTrtuR1LMeSei4S4zgnR6nScKakiPizQqTqT805IqNVxJidETCQkN6uUyvI6OveIEyVoeO4c+85QXVFPr2HtLGp+rF5gUO0eeVsfq3NVldaw5KO/8A305uanrr/otYLTxcx7ZSk+gd488uE0s7UcNRV1vHrzR5w+cIah/+rLrOXPEBYjvhGBKxAEgRseHcmLPz+Gl6+C2U8vYMNC86rlqUPaM/reweSnFzL/9d8vei0iPpSx9w6mrKCS5V9utHrOpE7RtEmNZf+mkxTnmS+QThth0J/YKVIF/dwaexmckIO7s0WNb98+ipoaJfn51o3pNolhqNVacvIddyASwg2Ge5YLnRCAOH9/iurraBC5C2n6Xsl3Ih0rWGZwqFo6EgIYUrJczLXrhBjRx8dTP3cutb/9hjbF8q6H9NgxfMePx+vuuxHy8mzO29TwPntW0cw4dWXB86Uq1LZ3zdbGBwTo2bKlZYvKXYW5+ztzppI//3QXrLtx01L8/fffl/X8+fUG48CUuy2G3BqDExLn5zonpKC8BrVGS0KEYx2BwCi6mF1KVIQ/vhbqL0zjThwvJCzMj1ARReYHdxtTsXol2LUek1GbNty8yFplSQ27/jpKbHIE7XtZrzX55f1VNNQomfz0KHwDfc79XafT8enjc2lsUHH/27cSHNX8/mk1Wt6e9gX5pwoZ++AwHvrodouK7ZeCLoPbM2v5M/gEejP7qfkc2mS+KHzqCxOIaRvJqm83cXjLyYteu/HREQSE+bHs83WUF1pPD7p+ah/0ej1rFu40+3p4dBBJHaI4siuL2irx6UuxiaEEBvtweG+OqFa97Y0Or8kBtkSyMYqXnun4rrwppdHVTogpBTO/RlxkwyXpWKZIiNq113IhesFwzwV3JKTl0A4ZQu3WrTS88QZ6KztY8qVL8evdG8933wWl+Z17sYZ6SxQ8t3Shtr1rtjb+7FkJXl5ckSlYlrjw/roL1t24aVl+//1324NakGKlIZ89SiHeCTlbW4ufXI6fp3iBN1vklxkdmzDHnZDyynpq6xpJjLWuXVJaWktNjZLkZOtq6iZOHTUYjR272m5LeiGHd2bi7etJhx4JZl/fve4YWo2O6yb3slqToaxvZNPi3UTEhTB8ar+L51h1iIz9Z+g3oTt9x3cze/zKrzZwctdp+ozvzh2v3NSi9R9iiU2JYsb8hxEEmP30Ahrrm6dVyb3kPPrxHQAsfGv5RWlM3n4KJj0xksYGFZuXWNf56DOqM95+CnasOmIxFarn0HZoNTqO7c0WfQ2CINCxWwxVFfUUn7VdJ5Hc1pBCl5Vpfbc9Mc4QocopcNzojgnxRxAgv8zxCIQ5WvkanPaztbbrYAAC5Qo8JVKKlOLGmyNAZrBXq7SOOzK20AuGey7oHW8nbAm3lXQhHh6oHn6Ymr17UU2bZnGYUF+P4rXX8O3TB9nKlc06Bog1Ti9XQbkz+PnpiIwUv2ZXXeOVWPh9Nb5/btxcacyePdviv7o61xdC2kOZyvCFE+zpJfqY0oYGQr1cu7NSVGm4D84oPJ8tMnb5slFbkZdnMO5i48SlI2VnFOPnryAkXLyjVlVeR2FOOcmpsUhl5n8rD2wy7O53H2pdd2T/umOolGoGTOyBzOO8xoRer+fXD1cjCAJTnh1j9tiSvHJ+ens5fsE+3PfOvxxqu2uiqrSGXSv2s/C1pWz/ZR9Zh3PQah3/DWiX1ppxDw2nJKeMX95dYXZMUpdYeo9JJWP/GQ5turhmo/+EbkhlEnassN7ZykMuo0v/NpTkV1BgIbqQYmzTfPJArtnXLZFodGSz022L6cXEBCII558/S5ieX9Pz7AgeMikhft4UVTlu/JvD9LkvESlYKAgCwZ7elKscL5CXS+TIBTl1mpYzjvQYHB0B1zpt4HZCzKIPC6Ph00+pXbcOTY8eFsdJs7Pxue02vCdPvkh1XaxxejmUvx3FVOMydKgvBQXiC8udvcYrWan8anr/3Li5Ujl8+DAdOnSgS5cuF/3r3LkzHh6XLy0GoLzRYBwEy8V9mFVaLVWNjYR5i3daxFBcaTCWIgJ8bIy0TEGxYTe6VYT1NLG8XIMRGBNjuwtXfW0jRQVVJCSH2xVBOGU0Ztummo+eqBrVHNlxmlZJYUTEWneGtv9haKffZ+zFLXmP7zxN1pE80sZ1pVWbCHOH8u3zP9FYr+L2lyfhb0MEsSmleeWsnbuZzx75lsd6/od7k5/if9M+Y8l7K/j9nTX8e9As7kx4jFkT3+Ont5ZxaNNxi61wLTH52bGExYXwxxdryTluXizupsdHArDym40X/d030IfOA1PIOpJHYbb16ELXQYZU9P2bTpp9vXWnVkikwrn3TSwJbYxOiA39DwBPTw/CwvxsOiG+Pp74+3pytlh8FypzRAT6UlJVh9aFunCmz32ZHbulwXIvyhvrnWoX7CP1oVbbchs2esHohOhdH225grPwLz/aHj2oW7MGjx9/RPHKK0hKzH+QPNauRbZx4znVdW9/f8aO1ZxT1L6QpsbppVb+dpSmiuEmBEFPbKz1NTe9xoiIRiZMEERd45WuVH61vH9u3FypxMXFERsbS2Ji87z/ZcuWXYYVnafczkhImXEH1PWREIMTEu5EJKSw2GBARLnQCck+bfhNTGhjn4DiqYMGYzbFghDi8d3ZNDao6TbYencqZV0j+zccp1Wb8GZtd9ct2AbA9XcONHvs7j8PsmfVITr0S2bIrdYL3y9Ep9Px51frWfCKQRQRwNvfi67DOpGS1prkHkkcP3CCyuwaTuzM4NDG4xwyKq536N+Wxz6/l7A46ylxJjy95fzfW7fy5m2f8dUzPzLrj2eaRWuSusTRpls8BzYcpzS/gtDo8+9bn7GpHNhwnB0rDnDjI8MtnqfroLYA7N98knH3NL9fCi85CSlRZB0/i6pRg9xTnOl43gmxHQkBwzO3b18OdbWNVvVpIsP9yTxThlanc7hRQ3iAD0dziimvaSDMCef+QkKMn/tSkZEQMGxwqPU6ajUq0W3Am+Ir86GoUdw9doRzTghuJ+TSI5GgnjYN9fjxKN5+G/mXXyJom7eGM6mue/z8M8pXXuG1WVMA24a3qeB55kxDGldERMsK7zmCtRqXyEgd69fXEmql2UrTa6ytTadz59ZOnXflShkzZ17+epKr4f1z4+ZK5rbbbsPfQh3e9OnTL/FqLsYUCQkRGQkpbTA4LSFero2EFFXWIREEQv0d/3Ixpa9EhdtOx5JIBFpF264/MRmXiSLrR0ycPJCLRCrQplO02dcPbTVkFnQd2NbqPPuMqVh9x3a9KBJTW1nPjhUHiEoKo0PfNs2Oa6hV8s3zPyH1kHL/u7eJjuKU5Jbx2aPfcWTzCfxDfJn68iQ6DWhHTLtWSC/o8OUTKyc5ORmAmvJaTu7MYO28rez58wBPD3iJe976F0P+1U/UebuP6ESf8d3ZsXwf6xdsY/jtzVXjh0/tT8b+M2xYtJ3Jz5xPPes1sjNzPH5huw0nJDDUj6SO0ZzYewZlvcqsKGTb1BgyjxWQdayAlG7mncem+Ad6ERLmS5ZIJyTa6ITk5VWQ0s5ye+ioiABOZZZQWlZHRJj4NMALMaU2FlfVucwJCTVGQkrtiISEGDc4ylUNjjshUh9y9SpUOhVyiesENU2cS8dqgUiIKBeysbGRpUuXMmfOHADOnj3L/v3WhXD+cQQEGFTX//4bzeDBFodJiorwfvBBAsaN4n+37jjXTemnn45Z7QB1KZS/HcVajUtxsYSaGnE7EaZrVCjEhT+vpsLvK/n9c+PmSiY2NpYAC+riISHnd4z/+OOPS7Wkc5Sp6pEJEvxFGgel9cZIiIu/CIqragnx90ZmoZWtGAqKqvGUSwm2oBRuIi+vgohIfzw8mkfym5KdboqEiHdC1CoNmccKiG8baVEB/eiuTGQeUlIs6IeY2LHCfCrW1l93o1aqGXabeUN/yft/UpZfwY2PjSQ62bYWCsDx7ek8M+Bljmw+Qc9Rqby/7RXGPjCc+I4xFzkgTfEL9qXn6K5MX/AIj3x2NwCfPfIdnzz0rej0rLvfmIyXr4L5r/xKTUXztJt+N3RH4ePJ+oU7LprTN9CbzgPakn0kn0IbKuMd+yShVWs5td+8yrmjdSHxbcKpKK2jSoTYYWysIYpjsy4k3NhVyoq6vC3CjV3UCitcVxcS6KlAJgiUNNiRjuVp+DyWNTpe0+ErNVxLrda1NS7nEBTo8UTQO5cCZw5R32gLFixAp9ORm2t4+IKCgli+fLnLF3M1oGvXjrrffhOtuh78wpMk+ZeINryvRC5XAba78NuNGzcmLsfGV426EX8PT9E75VWNBu2gQE/X6gSV1yoJ9nUuulJWWUdIkK9VLQ+lUk1NjZIIGylbJooKKhEkApEx4rt2FeVWoFFrSbCw063VaMlNLyK+fZTNVrkn9mQR0iqwWSrWQWORdv8bm9d0atRa1i/4m4AwfyY+OUrUmkvzynnnjs9prFfx4Ed3MP3HRwm0EVFqiiAIDL2tP+9tfZk2PRLZ/NN2fn1/pahjgyMDufHxkdRVNbBj+b5mryt8POl5fWfKCiooOH1x1KH7dYYWyCd3Z1k9R3KqwZ45c8K8anmisYVunp2tcWPiDTU9RQW2dSwiIg33tKTEegF0mLF+p7zSccPd9HmqrHOdarpEEAhQKKhutC4SeSEBxg2OGnWjw+f1khiupUHbcmngenwA1xe/i3JC8vPzmTRpEjLjNr5CoXCqiOaqx6S6vnMnyunTraque37/PX7duxP2888Oq65fbi5XAba78NuNGzcmLsdvTp1GjbdMfHF8ndpgfPjKXVdQ36jWoNZo8fNyPM1Cr9dTU6vE38+6c1Rl1IEItBEtMVFeWktgkDcyme2oiYkSozEaHm2+5qSssAqtWktUvHVBxcqSGqpKakjsGHORk6jX68nYf4bQ6CBCWjU/x9G/T1FTXkffCd3xFHFPVUo17975OdWlNdz1+i0Mv2OQU218w+NCeX7R44TGBPPTG8vYu/qQqOMGTk4DYPvvzZ0QgJSehpqqjH3ZF/09vkMrAM4cL7A6f6TxfhfllJl9PTQqAEE4//6JJdioNVNeanuXPjDQYExX2dAj8fM1PMfVtY4b3X5eBuO/tkG8wyAGb5kHdWq1+PFSwzNYp3F8HZ7GFKxGvWuv5SIEBQKOO0qWEOWESKUXf8Go1epr2wkx4e1N4/PPG1TXx4+3OEyoqiL+nXcMqutbt17CBbqOS6nIfiWc140bN1cWl0O/oUGrxltqjxNiMD58PFyXl20ykkxGkyPUN6jRavX4Wyn2Bag07iwHBtiOuuj1espLawmys6uUyYgNa2U+elJ4xmAER9hoEXzG2C3KZGSfmz+3jKrSGtp0TzB73MGNBpHEnqO6iFrvvJd+IWNfNkP+1Y9R9w0VdYwtAkL9eG7+I3h4yvjo/jmUn7Vt2IfFBJPQKYbj2zPM6oYkG6/3VFMnpL3RCTlm3QkJN3YhK7TghMg8pASF+9vthATZ44QEGJzfShsRDpMzXV3jjBNi+IzWKF1ruPvKPc5tRojBtMlRrxXvuDRFLjF8rlW6lnNC9HiC3vV2lygnpG3btqxYsQKNRsPJkyf58ssvSU1NtX3gNYI+Pp76efPEqa6PG4fXPfeIUl2/krhUiuxXynnduHFzbaPX66nXqPGWiXcozjshrouE1BqNJF8nIiEmY81mJKTSsAPtH2jbCamrUaJWaQkOs88JKc435PtbdEKMRnBUgvVIiMmoNhnZJk4ZBfXaWnBCDm86gYenjHZptpujlOaVs+a7TUS1juC+96a51BFOSo3njlenUF/dwPLPVos6psuQ9mhUGk7szGj2Wlz7aDwUHqQ3ERT08lUQERfCmeMFVjePFd5ygsL9zzmB5ghrFUhZUTUadfPmPJYwRUIqSm23kPXx9UQiEaistB4J8fd13gkxfZ5cHgnx8KBBoxHd+te0yVGvccYJMVxLSzohoEDgMjkhN954o2EJCgWLFy8mISGBCRMmuHwxVzuiVdd//dWm6vqVyuUqwHYXfrtxc21zqaPvSp0GHXr7IiEqgxHgSiekpsGQAuGrcMIJqRXnhJyPhNj+oi03GpUmI1MsJQWG4tZwC923is4YVJkjbLSxNaUXNY2EZBgLq9t0S2h2TFVpDdlH8kjp3VpUKtbvn65Go9Zy09NjRI23l2F3DCSkVRB/fbeJmnLbkYIugwzCjYc2n2j2msxDSlLnWHJOFKCsvzhtJr5jNDUVdVTYKOSOjAum7GwVapX5NOjw6ED0Oj3lxeK7JNmTjiWRCAQEeFElMhJSU+d8Opbp8+UqTFHQepHp96ZISJ3WiXQswZiO1ZKREMHoVFVtzAAAIABJREFUhLj4e1iUEyKTyRg7diwvvPAC//nPfxg3blyzFC03Rkyq63v2oJo61eIwk+q6T5p51fV/Elei2rkbN26uLp566qlLer4G486kPTUhtS0QCalxQTrWuUiIr7iakAARkRCTURkUYl9705KCSjzkUgIspHGZIiGRtpyQYwUofDwJbzIufX82UpmEpM7NhRCPbj0FnDfmrVFbWcfauVsIjQk+V4/hajzkMiY8dj2N9SpWfb3B5vh2aW2QyWUc3tTcCQFDSpZepyfzYM5FfxebkhURH4Jer6c4t9zs66boVXG++JQs0/MhxgkBCAjwshkJ8fWRIwhQVe24E+LtafiMujoS4mv87Js2JGzhIzM5LS6IhLRkTQim7x/XOm2inJCFCxdSV3c+lFZbW8uiRYtcupB/GvrwcBo++8ygut69u8VxsjMG1XWvmy9WXf8ncCWrnbtx4+bKIi8vjzfffJNHHnmE+++//9w/E35+jukBOIpKZ0g5kUvEb7ipjRpSni7MF21UG74wFR6Oz6lsNBg4nnLrcyhN4nsidv0bjHUJ1kTlzFFfo8Q3wMtil67aqnoEiYCvDUeosqSakKjAZuJ95WerCI4KRG7mGkpyDQ5OXAfz+iQXkn+qEFWDir439kTmxL23hcnByTxovjXuhXh6y4lKCqMkz7yTEJloEI0sL7w44mESMKy00XUqINjgGNZaKAz3MzYsqLcjDUrmIcVTIaOhTpyB7O0tp7HRukEulUiQe8hotBCxEYNUIkEuk9LoYoNEbtygV4lMxzJ9v6idUG6XCYbnU6NvSePK9Blw7TlEOSHp6en4+Jzf7fD19eXUqVMuXcg/FW2PHtStXUvWf/+Lzoqin3zdWnz79UMxcybUWP+iuJTYE8VoOtakdp6bK0WnE4xq55589FHzHSo3btxc28yfP58bb7yR8PBw/ve//zF69GgmTpx42dajwxCdlthRB6A1RrRdqWCkM81ppbWuzTl0hjlkMusr02oNhpDUxjgwtNI1jLUvK0Kj0Vo16jUqLR5ymc36C3WjxmwL38aGRhTe5h2jhjrDLq6XjYgQQFWJIeUoKMK+Vrz24hvkg1QmpcqGg2BC4atAWWd+N9qku6JquNiIlxt3/VU2jHuZ3PBeaiwY9zKjdow9NSFgaG6kNSPybH6sBL3+/DNreZxgc4wtJBLn52g2p/G51enFORUSDOP1OL4OwTRHC2bU6F36rXYeUbOaE9QR+0D9kxFtoEsklE2YQPGWPXzt+zgazH9pC2o1nh9/jF/PnngsWmQ2RetSpTbZE8UwN/aZZxQW1c43bw50p2a5cePmItRqNe3bt0ev1xMYGMjEiRM5cuTIZVuPyfg3/cCLwWRIuLKA2WQk2eMMNcVUJCsRbDkhhnNJJbZNA41GvMNy0XFq7Tlj1hxqlcbq6yZUSjUens1/Yxob1Mi9zKfDKY21MQof29EbkxMSGCZOM8VRJBIJAWF+585nC4WPJxqVxmzdhin607QmxOSsqZTWnRAPY6RMbcHJcNgJkUnOPS82xxqFH00OscVxEono4m+LcwjCuY0DV3HeCRE33vRdoRXptFg7pzOOjIizGP/Xtfpsor49EhISWLRoERUVFZSXl7No0SISEhJcupCrCUfTjAqVwTxQ/yFdOMRahlkcZ1Jd9xk1CsmBA06d01EsRTFefLH5DpK5sd9840lurvnHq7BQfkWpnbtx4+byY6oz9PHxITc3l9raWsrKLHfqaWlMTojUnkiIzv5jxK7DFZEQqdT6HCbDT2JjHIDWaFTaiq40xZYTolFr8ZBbd0K0Gi06ra5ZJESn06FWqi0WkSvtiIRUGp0C/xZ2QgD8Q/2oKhXvhABmoyGeRudL1aTOwUNhdC4arRsMtpwMR50QmUxy7nmxhenZs+WESCTCOafZUa6ESIjpu8IZX0hwQTRFPJfBCbnllltQKpW8+uqrvPbaayiVSm655RaXLuRqwh4D/UJMCuDH6cAI1jCJxZwhzuJ42c6d+A4diuLJJ3nzmVqHzukI9fVYjGKsXCm7KIphbayl3gWRkSq32rkbN24uomfPntTW1jJ69Gjefvttpk+fztChrtFlcATTz7k9UY2WiIScc2yccEJMxpotR+ZcOpZURDqWHWMvRKPWWo2eaFQapDZqMEw7+qY0o3N/N6YheXqbd0Ia7IiEVBvTo1o6EgIQGO6PsraRxnrbRb8mB0ppRqjP05iG1mgpHctGJERmjIRYSscyvW8ajf2RELFOiOhIiFTifDqW4Pwczee0MxJidCB0V3g6lsldcLVak6hqKy8vL+666y4Xn/rqxJaBPnMmFtvImhTAZ8+WAgK/Mok/Gc1z/I8XpG8j1zb/UjGprr8oWUYDr/IlD6C94G1buVLGs89CTY2EiAjLLWzr66GoyPoYE0VFEvLzzf9I5OdLKCqSkJiosznWUsbeoEGVeHvb7r7ixo2ba4eRI0cC0KlTJz788EM0Gg0Khes3WcRiSo+Q2PGze64mpCUiIU7MadqVbVrE3WycKRIiwuHRnKsJccQJsR4JkdkooDft6DdNx2o0RgDkFtoZm6IHChHF9KbIhJ+dYoyO4GcsCK8qrSE8zvraTA5WgxknxBQZamwSCbE7HctWTYjK3poQCSqRReSmVEDb6ViCzTG2kEgE0REL0XPaWxNybrwTTohpDhdHKS4+ielz7tpSDKvfHhkZBkGcw4cPm/13LSLGQL8QUw2HUmn4e1MF8LA4T4oefJ663dZV1wN1FXzGo+ylB4PYdO7vubkSBg60nKLlSBqXKWJjjuho3UVRDGtjY2J0TJnSSGzsxWrnTzxxdQk1unHjpuV5++23z/23TCZDoVBc9LdLjcz4o2uPcSA1HuNsrvpF6zA6BBondmxlxrC0LaPtnJEpYtdafs5gtc8okXvKUFspkJYrPJoZ0U0xGeJNuzR5GSMctRXmhfF8gwwNdipF6FyERBsUxHONyuwtSe7xAmRy2TlnxBqmAna/oOZjTdft7X/xJl9dtaHblZcN58tUS2Ipnc0UaZIr7OsWplJpzj0vtlAbnVsPG9EwtUaHh4dzad1arU5U/ZNdcxo/+1Ib9VfnxutN412wySC0oHSG3vC+6C3UNDuK1bu0bds2AFavXm3237WIWAO9qfE/ZUoHZsww7OqZUwCXJBlU1+uWLrWqup7KITYxhB//n73zDm+q/PvwndE2bbrp3lA2lFX2RtkoiIAiCg7ciL6CigqCoCK4EAfiFhVFZcree28ooy0thS6690qTnPePNAg04yRNxZ+e+7q4Lm2ec86Tk/V8nu/48AChpCEIMjIzzado2ZM6ZozYmGLoUO1NkRRLYwsLZSxf7oxeD/fdp2HfPsntXEJCwjSaW/rq6/X6m1rD/90YW2dW6cUX3qlqFvtVDmzconI27GJXauz3EXCt2Qkvt7K4dzMu7kWkBalrDOPKbHSt9vRRU1xgvjOJVwN3ivPLrkdlTOHi6oyHr5q8zJv9KpxdnfEN9uZaSq7J48KbBQOQFp9pdZ4dB7cF4OjG01bH1oWcq3mkxKUS07u5qFqV1IsZqL3d8A6snSZmfN5BkTd34jTeJ2OrXnMU5Rm8PMx5uBhfN08f27xhykqqUIt4bgDlZRpkMlBZEToVldWoXOrmx1NZrcVVpDgSfU4b23T/1Qrc/nkYW/Mq61GEyDB+/zjOAwmspGNNmDABvV7P/fffT3h4uEMv/L/KzSlVN3PjAt24+DeSmali8WLDf8+bV3ndAfxWtP36UbpvH85ffYVq/nxkxaZ3bB5gGcP5k3eYzkdMoYq/PuDGtDCwP3Xs7bcrr49LT5cTGqpn6FDt9b9bGuvmJlBSIqe01KBx09MV/PqrAi8vw3OXkJCQMLJ582Y2bdpERUUFU6ZMuf53jUZDly71YxInBpeaRYFxkSDqmJqFh2NFiOGcldX2dyExipBKK4XJrq5GEWJd8Bj9QUpLbTMv8/BxIyezEEEQTNbOeDVwR9ALlBSWm10MA/iF+JB+KavWeYKi/LhwKInqqmqcblmkhjc3mPalXsyg05C2FufZvEtj3L3dOL7pNI+/P86hdT43cmyzQeQYRY8lNJXVXLucQ7NOjUzOJ+uKQYQERt0sQnLTCwDDPbNEUY2hoJef6fteUuNkbvQLEUO1RoumSovaQ5yfTHmFBldXZ4v3W6fXU6XRXn9f24NOr0ej1eHiYA8YjVGEiDT0Nn6/iB1vCqMIcZLV5w6v8bvDsSLEarxILpezZMkSh170f51bU6qMaUbGxbgthd0mcXJCM2mSVdd1NeXMZTrnaMVdrMVYSmlMC7M1dexGlErTERtT4v7GsXv3luLpaTptQNRzl5CQ+E/Rq1cvpk+fTsuWLZk+ffr1f/Pnz2f8+PG3bV7OdkQ17DnGGkaTwso6GLOpahZrFZWWIyFqdU29Qbl1YzmjCLE1EuLh7YZOq6e8xLR4MS6Ai6w4bPuF+qCprKbkltSrwEg/g+v31dqd1cJqIiGpIiIhCqWCdv1jyE3PJyUu1ep4ezm2ySBCYgdZFyEZl7IQ9MJ1MXUrWTWRkMBbIyEZhkhIgxrHc3Ncj4SYSQsrrrnXtoiQshqRaoycWaOiXIOb2rJZZlWNmFbVQYRU1XT4MkYaHYXR/FCsqKjSGcbbYop6K39FQupThBi/Exx7DVFJa8HBweTmmg5v/hextkC3tvhPSRGXKygEBFCy8HPmj9zDKeeOZsdFk8xahrOBoTQh4XpamC21HeYwRmysFbMbx7q6QmamfcJHQkLiv4ebmxt+fn48//zzuLm5UVpaSoMGDW4yyL0dGBcFGnvSsRzYO90YCalyQCSkolJsJESECLmejmVbJMTTx/BjYtxVvxVj9KMo34oIqVlQG3f5jRijAMaowI34h/vi4uZM6sUMUXM1RkuMQsHRlBdXcG7vRRq2icAvzNfq+NR4w7yNaWW3ci0lB1cPFR6+N392/oqEWBYhxXllOKucUJkRASWFhtoS42soBuP7w11sJKRcg5uZmpTrY2pqU9zqIEKMol4lwpPGpvPaGwmpQzpW9d8gQmRUG+pBRNa6iEXU2UpLS5k9ezYLFy5k8eLF1//91zG3QLe0+NfpYMwYN9EeHzNmqHh1VS86aA7zGN+Sjb/ZsUPYRByt+cp3Gm66EptqOxyFI4SPhITEf4+zZ88ya9YsvvjiCwBSUlL49NNPb9t8lDI5cmRU3e50rJpISIWVVCpLuLqIi4QYa0LKRNSEGBeVpXZEQgCK8k3X+xgjIYVWHMQb1NQ35KTm3/R3Yz1ERnJ2rWPkcjlhTYNJT8yy2ikKoN2drVEoFez9/RAlBZZFkT1s+3EP2mqdqFQsgCvnDEXyYc1rixBttY6sq3kERfrVSmXKScvHw1dttmuYkcLcErwauJtNhSouKEMmA7Wn+O6WxveHmJoQQRAoL9fgaqbFspGKmteuLjUhRlHv4uCakOuRDZEipNIhkRDD9029RkIELY6OgoAIEVJWVkbz5s2555576NSpE23atLn+T8I0lhb/ICM9XZzHx41pXQJyvucxmpLAAv7PrOu6M9UMOvUhHp064fTbb7z9VoXF1DFHczuEj4SExP8+a9asYfr06bjVfElERUWRk5Nz2+Yjk8lQK50prRa/0+/hbFg8lWhsiw5YwrPG+6FIhDAwh5en4bemoKjC4jifmh3uvFzrDQHUHipcVE7kXCuyaS6B4QbxkGmmeDy4JpKRmphl8TwNW4UBEH/s8k1/bxrbEIDTOy+YPC6md3O0Gi2H1p6wOle1lxv9J/Qi41IW0wfNIyvFMe9HQRD49Z3V/PjGH7j7qOn3YA+rx+i0OvavOoZK7ULj9lG1Hr94+BLVldU07djwpr8XZhdzLSWXhq1CLZ6/tLCc/Kzi6/ff1JzTL+fiH+JtU1tm4/ujQYCH1bEFBeXo9cL196HZcUWGKJq3DWLoVorKDWsgLzdxERqxlGg0qJ2cRHfdKtUaNgbcnSwLL0tU6Wv8b+T12dK8AgHHL+As3qWjR4/yyiuvsHnzZtasWYOPjw/du3e//k/CPMa6kfBwHZgxobFWI2EqrasIb6awgA7yU5R07mP2WPm1a7g99RRedw3mvbGHRNV2OAprNTMSEhISpvDy8rrp/5W3uZWel5MLRTaIEC8Xw4KmsNKxIkQul5Ffan9BnZurM2o3Z3KtpDgF1HRcyhbRwlYmkxES7kNmWqFNhm+RTYMAuJJgWmQ0qlksJ8dZbo3bNDYKJxcnzu5LuOnvfmG+NIwJJ25/AmVFte9Z//E9kCvkrP5kM3oRrZQnvj+OEZMHkZF4jdcGzCXhaJLVYyxRXVXNJ099w4oP1hEY5c87m18jIML0wv9G9i4/Qm5aPn3u62Kyi9aRjWcA6HxLwf3Z/YkAxPQy33UTILkmyhIdY1qsFOaWUlJQfv31E0tGqiEVLCTcclE8/PW+CzTR+etGjO9jvwb2p2zmlxgEua+7YxfWRZVV178HxFBcXSOGnOwXEBU1HnOuivoTITKhDGSO98yxKELWr1/PtGnT+Oijj3j22WdZt26dwyfwb8VYN/Lbb+WYa/JgrUbCUmpTUVgLSletpmzJEvRhYebnUeO67jv9RRp55vwtkQhbitolJCQkAFQqFcXFxddTQeLj469HRW4Xns6q64sEMXjXmCsWVDluw0Uhl+OjVl1fNNmLn6+aXDMpUEY8PVWoVEqysy2nQhkJDvdBU6Ul30rq1I2ENw5AJjMvQtw8VARH+ZEcl25RJDirnGjRuSFXL2bW8v3oNLgNOq2ek9vP1zouMMqfXqM7k3oxk8NrT1qdr1wuZ/ycMTzx4UOU5pfy5vAPOPTncavHmaKkoJS37l3A3j8O07RTI+ZufZ3QJtYX9TqtjhUfbUThpGDE84NqPS4IAkc3nUHt7UaLro1veswo0mJ6NrV4jaSzBhHSqLXp9YTx9YpoEmB1vjdikwjJMryPAgKsiRDD+9hPhK+KOfJLa0SIh+OMkwVBoLCq8vr3gBiMmxyeTvZHZMr1NT4w8vozgZZRioDj6/QsihCZTEZERAQAzZs3p6Kibl+CRo4dO8bMmTN58sknSUlJccg5/6lERekJC7OvRsJqapNahnbECEqOHKHylVcQzKhvmSDg8v33uMfG4vz114gqRnEAthS1S0hI/LcZNWoUCxcuJDc3l/fff59vvvmGMWPG3NY5eTq5UKXXXc/btoaPi2HxUVTluEgIgK+H2/VFk734+bhTVq6x6BUik8kICPAkO6sYQYRJo3FhaVxoikHl5kxgmC9XEq6ZvUaj1qGUl1SSdTXf5ONGjLv7cQcSb/p75yGGdPEjZgrKR704BJlcxh8fbhAVDQEY9FhfXl32PHKlnA8fWcyfn20WdY+MZKXkMH3QPM4fSKDriFhmrXkJLz/rKUoA+1Ye49rlHO4Y1x1/EwXsyWdSycssJLZ/q+uGk2BYFMftS8DDV01kS9Mdta6f45zBRLhRa9ORkCsJ1wCIbGZbJCQztQBnFyW+/taf61+REMtjr4sQG/1KbuSvSIjjFu6VWi1VOh3eLuJFiGMiIYbn4qaoJxEi6JBRgSD7m0WITqcjMzOTjIwMMjIy0Gq1N/2/vYSGhvLss8/SpEkTu8/xv0JdaiTKy2HiRA0TJ1pJbXJzo+r11yk5fJjqu+4yez55YSGuL7+Me58+KPbvt/cpSUhISDichg0bMnXqVB5//HEGDx7M7NmziYyMvK1zMi4MxEZDvFXGdCzHpp76urtSqdFSbsFp3Bp+NR2T8sy4iRsJCPSkoqKaUhFdr66LECti4VYimgVSVlxJvpmIS3SMYTf+0hnLrXGNu/tn9t6ckhXeLJighv6c3HHeZAF6cHQAPUd1IvVCBkc3iO981WFADG9tmIZPkBc/vvEH8x74lF2/7qfgWqHJ8dUaLRcOJrJ0zkpe6/8OGYnXGPH8YKZ895RZV/Jb0en0rPhoAwonBSNfqB0FAThSY6jYafDNtboZSdnkZRbSukdT5BZqFARB4NLpNLz9PfA1kwp1NcFQ6B/RNFDUvI3nzUgtIDjMG7ncus9KljESIjIdy9+Cj4w18ksMqXqOjIQYI6A+KvFRDUdEQipqIiH1VxNiuFf1EQmxmCCj0WhYuHDhTX8z/r9MJuPdd9+166LBwabby/1befvtSgoLCzhwwN+q8R8YAhUzZqhYv/4vo8BBg7Q89ZSG0FDzkQUhKoryn39GuXMnqldfRREfb3Kc4tw53IcNQzNqFJVz5iCEWi5Yk5CQkPg70Ol06PV6ZDIZOgd2mLIX48KgUFNJgMr6gse4A1rgaBFSs1DKLynHzcXLymjTGEVIdl4p4RZM64y70NeuFeHhaXlRExJu2JVPs1GERDYN5Mi2C1y+kEkDEwvOpu0NGRjnj1ym1/D25s/TMgQPXzVndl9Er9MjVxgW2jKZjM6D2/DnF9s5sS2OrnfVPseoKUPYt+Iov7yzhjZ9W4hyKwdoGBPBu1tf573xizi++QzHNxtqMbwDvYhqHYabpysVlRXkXy0iPSETbY0fhbPKiSc+fIhBj/UVdR0jW77fQ2ZSNneO74l/eINaj+t1eg6tO4mTyom2fVvc9NipXYbifGupWFlX8ynILqbzwFZmO2OlxGeicnMmwIrr+o3k5ZRSVVlNcJi4Y7KyDJEQfytRk5z8MlyclaitdNGyOLeaSIiPAyMhxlowLxsiIUWaukdCynUVqOQq5A5un2tEJtRsXMgcn9ZiUYTMmzfP4Rd0BImJidYH/cOYOhUmTcogN9cJP79qVCo9ly+bHvvhh2EsW/bXD01qqoJvvlFQWlrA1Klp1i8WFobshx8I+P13gr/6CmWZ6Z0v5xUrUKxfT+Zjj5E1bpzZdK764H/xNawvpHvxF9K9+Iu/4178k6LRJ06c4KeffiIiIgJBEEhLS2P8+PG0b29+EVrf+LsYFu45VWU0xXrxsI9KhVImI8vMd669BHkbBFBGfglhfvaJkNBgg0dEWkYhsTHhZsdFRBgWuikpeTSxsusdFtUApZOCS+ev2TSX5u0NEa64w8l07Fu7YLpRq1C8/T04svUcE2cOR2mmjapcLqfr0LZs/fkAx7efo9PAmOuP9RvblbVf7uC399bTcWBMrXOENg5i6BP9WP/lDr6cupQXFj8m2hW9Qagv87ZPJy0+k5PbznJ+fwIpcamc2n4OZ5UTmspqXNycadg2kuh2kbS7szWtezVHpbbtNzbxRApLZi7Hw1fNmJeGmhyzY9lBMpNz6De2K6obOj0JgsC2Xw6idFbQaWBri9c5UBMN6tCnucnH87KKSU/OpW33aFERjevzP28whWzUzHr0RBAEUi7nEhzshYuL+aWpTq8nPbOQ8BDvOrnYZxSUoHJW4q12XPTA+LkPsCEHPaeqDLXCCVel/e2GS7QleCgcXzRuRIYh0idg2WfGHuqtVPijjz6iqKh2676RI0fSrl27Op37n/TDKZbExERiYqKtjisvh/37Tb+ZDhzw56OPXMXXWMyaRfnTT6OaPRvnX34xOURRWUnYokUEb9xI5dy5aAcPxmwlvYNITEz8n3wN6wPpXvyFdC/+4r94L1atWsW0adMICjLknGdlZfHZZ5/dVhESoKqJHlSKExUKuZwAtZrMMsd6ShiFR1puMZ0tb2qbJbJmBzslzXLUolG0wYsqKSmbAbS0ONbZRUl0s0ASzmdSIcLfwUizduGo3Jw5te8STKv9uFwhp8ewtqz/YR8n9yTQqb/5eQyc0IOtPx9g8w/7bhIhoU2CGDC+J1uW7GX917sYMal/rWMfnDmSxBMp7F95jGadohnyeF9R8wdDtCW8eQjhzUMY/pwhTaq0sIzCrCKupqbSpV8nFAr7d6aL80r58LGv0Gv1vPDlRBqYiF6V5Jfxy9w/UalduP+Vm1Oxz+5LIONSNr1GxuJpIW1JEAT2rjmFk4uSzoNamRxzev8lANr2aGzycXNcOGPYNG1upuPWjWRlFVNaWkXbduYFMsC17GI01ToiQq2bO5pDEATSc4sJ8/Osk5C5FePnPthdvCDIriwVFWU1h07QUaIrxd/ZvIdcXZEJhu8MQWb/PTdHvdlXT5kyhdmzZ9f6V1cB8r9MeTlcviy3uS2vEXscx4XAQCoWLaJ02za0HTqYHae4fBn1Aw/gdt99yC9dsukaEhISEnVFrVZfFyAAgYGBuNvwY14fBNYsDrIqxYuKYHd3csvLqXZgOlmYnyFlKS3Peutcc4QGeaNUyElJtSxCIiJ8USrlJF0S54nRok0ogl64vustBqWTgpgujbiWms81M6lcPYcb1gp7/7TcwSqieQitujfm7L4ELp2+etNjY6fdhYevO8sXbKzlrA7g5KxkyjeP4+nnzpKZy4k/miz6OZjC3VtNWLMQ/CN96yRAdDo9nzz9HXnpBdw/7a5aaVZGfp23ltKCcu57aSi+QTdHyNZ8vh2AwY/2snit5Lh0MlNy6XhnC9zMpKSdqhEh7XratjESfzYDJycF0SIiIclJhvdbdLTlxbTx/RsVbv+COLe4nMpqLeF2RhXNkVlqmwip0FVTVF1FoKv933Ml2lIEBLyU4poc2INMMHx2BJn4VDyx1JsIkfgLrdaQYtWlizuxse506eJu1jHdUlvekBA9FRVYFDHm0HXsSNm2bZR/8gl6P/NpBU5bt+LerRuqWbOgRHzbRQkJCQl7qKqqoqqqipYtW7J+/XqKioooLCxk/fr1tzUKAvaJkCC1OwKQVe64lKywBgYRkpprmzHgjSiVcsJCvLmaXmDR18PJSUFkVAOuXMmjutq6kDLucht3vcVi3FU/td902mFUi2DCmgRwYudFSq2YLN77/EAAVi7cctPf3b3deGjGCKrKNfw4Z5XJYxuE+PB/X01Er9Pz0cSvybESKapvBEHgl7dXc3rXBToMaM3IFwebHHfpZArblx4gvFkwgx+72TPs4pHJEbv4AAAgAElEQVRk4g4k0rZPcxq3s9zcYe8ag8gzV3ujrdZx9nAyAWE+BEeIX/iXl1WRkpRD4xZBOIlwJb90SaQIqXl9okx0CRNLWq5BzIc2sFwAbyvXjJEQtThRYYywBtYhElKsMzwXT6Vjn8uNGCMh+n+LCDlx4gQvv/wyycnJfPLJJyxYsOB2TONvY8YMFcuWBZGaqkCvl5Gaat4x3VI3rYICGT17WhYxFpHLqZ4wgZJjx6h6+mkEhWnXdVl1NS4LFxpc13//HWxoQyghISFhC5MnT2by5MmsW7eONWvW8PLLL/PKK6+wZs0ali9fflvnZo8ICanZBc0ocVxKllrljI+7K2l1ECFgWLhVabRkWfH1aNw4AK1Wz1URBedNW4cgk8HFs7Z1zGzXs0aE7DMdeZfJZPS6uz3aah2HN8dZPFerbo1p3qkhx7ed43LczWKoz32daRrbkENrT3Jm90WTx8f0as6DM+4hP7OQN4Z9QHqibTUujkKv1/P967/z52dbCYzyZ/KiR0x2tdLr9Hzz2u8IgsDEuWNuassLsOITgxgb9cJAi9fTVus4sOEMnr5q2vQwHeVIOJ1KRWkV7Xo0til1KeFcJoJeoJmIVCz4KxLSqJFlEXIlzbArH1kHEWIU8+F+jl24Z5aW4qxQ4Osqrtjd+L1iTPu0hyKt4bPsVY8iRI4xEuL4dKzbYh/XoUMHOlhIDfo3UV4O69ebvs0bNiiZOZNaNR7GrlkbNhi6Y7m5CZSUyCktNXwZGUSM4Utn3jw7urB4e1M5bx6aCRNwnTYN5d69JofJr13D7ckn0X73HRXz56Nv29bkOAkJCQl7+eqrr273FMziqnTC08mFaxW2iBBDWkR6qWMjyeF+nsRdyaaqWouLk30/3VHhvnAQLqfmEWyhDaqxLuRSYpbVnWl3DxXhDf1IPJ+JpqoaZxdxBbZ+QV6ERftz7lgK5aVVuLnXLtrucXdbli3Ywo7lR7ljTEezi2CZTMao/xvEOw8uZunctUxf+vT1sXK5nIlzx/DqkPf5atoy3t3wMh6+tRd9IyYPRBAElr61mtcGzefRt8fQ94FuDq0ZsEROah6LXviJuL3xhLcIYcbvk3H3Nr04Xf35VpLPpNLz3o607HazeDizJ54ze+KJ6dmUZh0bWrzmiZ0XKM4vY/BD3WoJGSPHdxu6bLazsR7k/ClDe+XmMZb9ScCQfpaUlENwsBdqE++DG7mcmoe72oUGPvZ3ajKKEHubPJgjvaSEYLU7cpHvmaya75W6REKKtIbnUp8i5HpNCP+SSMh/CXtqPG50HN+7txRPT9ORiA0blHalZhnRt2xJ2Z9/WnddP3QI9759UU2Zgiz/9oaqJSQkJP5Owty8SC8vQieIM7WL8jIsbJILTXtH2EujIF/0gkDyNfHGgLfStJHB7fq8lZ3+Vq0MC8czZ9JFnbddlyg0VVrOHL9qffANdBvUiuoqLQc2mY50+AV7E3tHc5LOpHH2gOVaxZieTWl/RwvO7ktg+y8Hb3qsYUw4o14YRPbVPD566tvrbXNv5Z7nBzF50SMgwKIXfmL+Q19QcK1u0SdrCILAjqUHmNr7beL2xhM7KIbZa6bgG2S6E9GxLWf5bf56GoT48PCb9970WHlJJYtfWYZcIWfca+Y9w4zXXbl4FzKZjAEPdDE5RlutY9/6s7h7uRLTtZFNz+vo/iScXZS0bGu50BwgOTmHsrIqWrayLFgKisrJzCqmWaOAOonDxIw8ZDJoGOi4RXV+RQWFVVXXP/9iuFpu+I4Id7NfDOVpDGsyXyfHRymMyIQsAASZ44vfJRFSz1iq8RDjmO7qCpmZjitUr4XMBtf1777DvUMHnL/55m9zXZeQkJC4nUSqvakW9GRWiItsRPsYFjZJBfaLBVM0CzW0zk1Iz7X7HE0bBaBUyDkXb1mEBAd7ERDgwZnTaeh01sVXl16G3fgje2xratJvRHsUSjmblx0x6z5+7zN3ALBi0Q6LDuUymYwn592Hm6eKn97+s1Ztx+ipQ+g0uA3n9ify45srzZ6n95gufLj3DWJ6N+P4lrNM6f0Wu5YdNCtc6kJmUjbzHlzEF//3E8hg0qcTmPbTM3iYcQJPS8jk0+d+xMlFySvfP1HLcf3nt9eQl1HIyOf608hCG2aAk7vjSTmfQdchrQmNDjA55uCWcxTll9FneFtRdR3X53klj/Qr+bTrHIXK1Xpk7HRN1KSdlc5Y52tc21vZ6Np+I3q9QGJGHuF+XriJjNqJ4VLN572xj3hhc6XMIEIi1fa3vs2rzgPAz6m2h4yjkAtZ6PEFmeNtHCQRUs/UxTEd6iZibOJG1/Vhw8wOkxcW4vrSS7j37Su5rktISPzjiYuLY8aMGbz++uts3LjR5uMj3QwLBOOCwRoezs4EqdVcKnSsCGkaYmgoEp+RZ/c5VC5KoqP8SLqSS4UJJ3EjMpmMtu3CKSurIinJepes6OZB+Pq5c+xAElqt+MW6b6AnXfq3JPVSNueOppgc06h1KO37NCP++BXOHzFjrmU8X5A3j8waSWVZFYtfXnaTaJHL5Uz+dAIRLULY9P0e/vxiu9nz+If5MuOP53l8/liqq6r5fPKPPNPudZa9W1vc2Iq2WsfhdSeZM3ohz3edxYmtccT0ac5He9+g71jz6V85afnMm/AlFaWVPPvxQzS8RWSc2n2R7b8eIrJlCPdOHmBxDoIgsGLRDgDufbqf2TEblx5GJpcxaGxnm57jkb0GMdq5l7gUrlOn0pDJoE0b8xkZ8JcIadnEfhGSkV9MWVU1TUMcu2g3ft6jbRQhrgrldT8ie8ipzkMpU+JZX92xBD0yIQtBZv89t4QkQv4G3n67krFjrxERoUOhEIiI0PH001VmHdNvpK4ixlaEqCjKly6lbOVKdE3NN6RXxMXhPmwYrhMnIksXF7KXkJCQ+DvR6/X88ssvvPDCC8yZM4cjR46QkWFbAXWku0GEXBUpQgCivX3IKS+nuKrKpmtZnEeAN85KRZ0iIWDYRdbrBeKTsi2OM+5KnzqZavWccrmMzr0aU1pcyYXTtv0eDBlnSAXa+Mths2PufdYQDVlZs3C2RO/RnehwZ0vi9iey7ecDNz2mUrvwyvdP4Bvszc9vreb3DzaYja7I5XIGPdaHD/e8wZAn+qGprGbFRxuZFDuDeQ8t4sTWOFFRIiM5afksm7eWZ9tP54NHv+Ls7ou06NaE//tqIm/88Tx+FnwvMpKymTliAdlX87j/lWF0H35zTW15cQVfvfIbCqWcZz8cZ9bc0ciZfYkknUmj88BWhDc1vbhMOJ1G8vkMOvZpZpNLOhgiYgqFnNhu1lO4Kio0xF+8RnTjADw8LRsHnku4hlIpp6mV4nVLxKcbRHzTUOvmo7ZgjHw29hZ3r/SCQGpZEZFq+00XBUEgV5OLn1OD+nNLpwAZGvT1JEJuS2H67aC83FCfERiod/jC3RpKJUydmsZHH7naNYdbC9VDQ/UMHaoVJWLsRXvHHZTu34/zl1+imj8fmZl2vc4rVuC0cSNVL71E1aRJ8De6rktISEhY4vLly/j7++Pvb1i0dOrUiVOnThESYr1Y1ogxEpJigwhp7OPD/vQ0kgoLaB/omB9vpUJOdLAvCem5dSpOb9U0mJUbznAuIZN2rcx3LoppE4pcLuP0qVTuu7+j1fN27t2YTatOcXhvIjGxEaLn06RNGNGtQzmxO55rqfkEmfB/aNI2nLY9m3B6XyIXj6fQPDbK7PlkMhlPvHsfL/Wfz0/v/EnbPs0JiPhr1zsgwo85q17grfs/Z/lHG6ksq2T8zJFmF4KBkX48Nvc+HpxxDwdWH2PLkr0c33yW45vP4uSiJCDCj8AoPwKj/AmK8sPL34O01AxOrLxIVkouWVdyyUrJoaimI5mbpytDHu/LgEd6E94s2Or9uXI+nbfHfk5RbgkPzRjB8Gdrmy4umbOavMxCRr84iCgLryncEgV5xnQUBP4ShYPHma4XMUfOtWKSE7Jo2ykStYd1N/JzcRnodHqrqVjlFRqSr+TRvHEAzjakht1KQoZBxDs6EpJUWIBSJhNdE5JVWUqlXktEHVKxyvTlVOgriXa2rV7HFmSCIfokRULsRKuFV19VifLoqG/c3KBhQ9tF0I2F6seOlXLoUCnz5lWirG8J6eSE5rnnKDl2DM24cWaHycrLUc2Zg3vXrig3barnSUlISEiIo7CwEF/fvxa1Pj4+FNpYMB6p9kYGXC4Vn15lTMlIcHAjj2YhDdDpBZKu2X/elk0Ckcng7AXL5oLu7ioaNwkgPv4aJSXWN7xaxITh4ani8O5Em1KywBANEQRYt+SA2THGaMivH25Gr7ccgfAN8uLROfdSVa7hvYnfUnhLS+KACD9mr/o/QpsEse7Lnbz/6NeUFlj2dXFxc6bfuO68u3ka87a9yoBHehHRIpTCnGJObI1j49c7+X76H3z85Hcsf2sTyz/YwN7lR0g6mYJKraLdHS155uPxfHnmXR57935RAmTfqmO8MWIBRbklPP7ufSYFyOrPt7Hr9yM0iglj5HOW07AAju+8SMLJq3S8swVRLUyL8cwreRzZfp6IpoG07GjZZ+RWDu4ydNPq3EucseHx41cAaNvWcirWuYRr6AWBlk2t3zdLXEzLRSaDJg4UIXpB4FJBAeGeXjiZsT64FeP3SZTa/uL4HI1BUPk7OTaqcyPyGhGil1s3nLSHf30kZMYMFYsX/7U7X+f2trcRo4j5uzG6rmsefRTVK6+gPGnawVZx+TLqsWOpHjiQyrlz0Te2raWfhISEhCOxVMhsjcTEv0z0gpzcuFCYRUJCgqjUCfcao8IDyUl0UIorfr3xeubwVxmez7YjcThVWu86ZI7IUE/OJWRy8tQ53NXOZsdFR3uSEJ/Fn2sO0rmL5UUiQOtOwRzcfpm1y/fROtb0AtfU8/Rr6IxfiCc7Vp6gZc8g/ENr7ybLPaBl90jOH7jCkvdX0/PeGItzCWztSbeRMRxcdZbp93zEY+8Px9P/5laoD39wF7/N2cyxLWeZcsc73D9rMBGtRCxy3aDfk53oRycAKooryUsvJD+9iIpSQwpeg1AvfEO98QrwQKH8a783NcN6B7HqKi3rP93D0bVxOLs6MXbWYBp2D6p173b+fIzt3x/B00/NPa/04XKKZcf30oIKvnh9NQqlnK4jm5l9z/36wV70OoFudzXh0iXLzQZuPIdeL7Bx5QmUTnICIxRW39M6nZ59exNQq51QKEstjt+8w+DxEtRAJuqzYgqNVse5q1mE+qjJSL1i07GWrplWXkZZdTXhLs6i57Yv3/BaeZZW2/184vQXAJAXykgstu8cN2JqHoEeJwn1grRMBcWV9l2jSRPzgvRfLULs8ei49fjblcL1T0TXqRNl27fj9PPPqObMQZ5rOjfZacsWlDt3UjVpElVTp4JHPRVMSUhISFjAx8eH/BuiEQUFBXh7i0t/uPGHs03ZZTZnJuIaGki42nq6RbQg4H72DFerqiz+ABtJTEwUNc4vOIyvd8eTUijuvOa4o0c53/12mOxCBe3bmT+Pl2cgGzckkphQwoMPWb/emPG+HNx+mbijOYwc26fW45ae58MvCXw45TcOrkli6oL7TY75vw+CeWXEp2z7+SR9hnWhUWvLqUdNPm6Cf+A6/ly8gyWvrOeNZc/if4vJXZvVMaxcuJk/PtzI15NXcOeD3Rn94mB8Am1smxor7nlaQq/Xc2jtSZa9t55rl3OIbBnKi18+Rsgt3asEQeC39zew/fsj+If78sYvzxAYaXk3XBAE3nv6R8oKKxk/bSg9+5suNk84ncr5w6k0aRPGPePvsCi6b32eZ45dIS+7jD6DWtKmXSurz/fUqVTKyqoZPKQ1zZs3MztOp9dzPukg3l6uDOgXi8KEgaMYjiWmo9UJ9GjV0KbXx9rreT4xAYAejaJFnzfnRBIAdzRvQ5CrfWuk01nnoADaR7QlytW2iNWtmHuOKk0Z6CAotCuB8rpdwxT/6nQsezw64J+VwvWP40bX9aeesui6rvr4Yzw6d5Zc1yUkJG4LUVFRZGdnk5OTg1ar5ejRo7S1w3S1haehpuRCseVibiNymYxW/v6kFBU5tDjdx92V6GBfztaYFtpL9xoTuwPHLXebCgj0pFmzQOLi0ikosG5KFRbVgJZtwzh7/Cqpl20roO/YrxnN2oVzdOdFLpwwvUvt6evOs/NGo6vW8elLv1FZrrF4TplMxrjX7mL0/w0i62oes0Z/yrWUm7t9yRVyRk8Zwhu/TSIw0o+tP+7j+e5zWDZ/HeXFFTY9h7pwZs9FXhvyAR8/8wM5qXkMfaIv76ydYlKA/DhnNas+20ZQlB9v/vGcVQECsPnng5zcHU+bHk0Y8nB3k2MEQeDnj7YC8NCLA2wumN6wwpAlMXCEuM/Yvr2GnfVeVlK3zidco7ikkq4douwWIADHkwxNKWKjxdeEieFstuF7IcbfdKtjU1wozsbbSVUno8KMKkNKZbBL/dRrAMiFqwgoEGSWBb/d56+Xs/5DsLe9rTGFKzVVgV4vq0nhcmHGDOtFVv8ZvL2pnD+f0r170fbqZXaYPDMTtyefRD1kCPLTp//GCUpISPzXUSgUjBs3jo8//piZM2fSsWNHQkNt/zFt4WUQIReLxS+sY/wMx8TlWm9xawux0SFUa3WcvZJl9zmCAjxpFNGA0+fSKS2zLJJ69mqCXi9cXzBaY9gYQ+em9ctP2DQnmUzGgy8aahqWLthqNpWuTY8mDHu0J5kpufz47jpR5x0zZTAPTBtGXkYhb47+jLTE2veudc9mfLjzdZ58byxunipWLtzM5G6zWfflDjQW2hnXleQzV3nr/s94e+znXD6bSo97YlmwZwaPzB6Fs+vNqXJ6vZ5vpy9nw7d7CGsSyJt/PIdfiPWagivxmSx9fxMePm488+4o5GYW8kd3XiThdCqd7mhOs/bimwsAZFzN58TBZJq2CqZJS+spbVVVWg4dTMbPz51mzS0vog8cM4jl7rGWHeCtcexSBk4KOW2iHLtoP5ubg0qhoLGvOMPAIk0lGRUltPCy33RREAQyqjLxc2qAi7z+GgLJ9FcRZCEgq5/EqX+1CLGnva21FK66OJT/G7nuuv7DD9Zd1/v1QzVlCgoHOwlLSEhImCMmJoZ33nmHuXPnMsyCB5IlmhsjIUXiIiEArWt2RY27pI6iY2PDLu7xS7a1Gr6Vbh0botXpOXraco1Cz15NUCjk7KzJybdGbLdGBIV6s3fLBYpERE9upGnbcLr0b8mls+kc3nbB7LixLw4kqkUwO/44xuHNpt3Wb+WeSf15eNY9FGQXM/u+z0g8WTvaonRS0P+hHnyyfxYPvHY3Op2eH2evYlKXWXzz2m+c3nUBTYXl6Is1BEEgMzmbDd/sYtbIj3l18Puc3RtP274tmL/5FV5Y9AhBUbVb0GoqNXwx9Ve2/nyAyJYhzPr9OVEpY5rKaj6d+hvVGi1Pzx2NT4CnyXHaah2/LtyOXCHjgefvtPl5GUXnXWNirYw0cOTwZcrLNfTp2xS53PxCXK8XOHAsBbWbM23MFNKLobCsksSMPFpHBqKqQ3etWymvruZSQQEt/PxwEhmluVhs2Jgwbm7YQ4muhFJdGSH1GAVBKEJOIXqZbYLUFv7VIgQM7W2ffrpKtEeHvSlc/2lkMrT33GNwXX/5ZfOu63o9Lt99R8yoUZLruoSExP8MHk4uhLl5cr4oB73I1NKYmrbApx0sQtpEBeGkkHMkIa1O5+lRk5K153CSxXFeXq7EdowkJSWPxATr0Re5Qs7Q0R2ortax/o/jNs9r7OQ7UCjl/PzRFspLTUdpnJyVTP7wfpxVTix+fQVXrTjAGxk6sQ+Pzx1DSX4Zb4xcyA9vrqKitPZawMXNmZGTB/LpgVkMf+ZO9Fo9W5bs451xi3i05TTeuu9TVn26hSMbT5MSl0ZBVlEtR3VBECgvriAzOZuLh5PYs+Ioi6f+wqTOs3ih51v8MHMFF48k07JbY2b+/hzTf3m2lgGhkdN7LvLSgPfZs+IY0W0jmLnsWTwbWE/j0ev1LJ6+grRL2Qx6sCux/ZqbHbvh50NkXsmj/6hYQqJs67aUn1PCrk3n8A/0pFNPcQ1ptm45B0DffuZrQQAuXsoir6CMzu0iUSrtX38dSzT418Q2dmwqVlyO4TvBllSsczWbGcY0T3tIqzRsQoS41K1bmCXkgmGDoj5FyL+6MB3+am87c6a4InNjCldqau1aB4c6lP8bcXOjavp0NA8+iOv06TitX29ymLK4GOVLL+H8ww9UzJ+PrkePv3miEhISErbRzieYdenxJJfm09jDentPX1dXGnl7czI7i2qdTnTrTmuonJXENg7hUHwa6XnFhDYwvbNtjYhQH6Ij/Th+JpX8wnJ8vc3/MA4Z2pojhy+zZs0pXnp5kNVz3zG0FauXHmHDipMMvrc9vn7i896DIxsw/NEerPp6L9+8vY7J795rMmUltFEAz7w7ioUvLmP+00t4a9kz+AZavxcDHupOSHQAX7/6Oxu/28PhDad5ZPa9dB4cU+s6Hr5qHnrjHh547W4uHLrEyR0XOLs3nrP7Eji7L6HWuT181Hg2cKespJyywgqqq2pvtLn7uNH1rna06d2cjgNj8DYTmQAoyCpiyZw1HFx7ErlCzrAn+jL25SE4q8x3NLuR3xdu48D6MzRtH8GDrwwxO+7S2XR++3wHXg3UjHnWvHeIOf5YcohqjY5RE7rc1AnMHElJOcTFZdC2bRihVowQt+wxRODu7Gl/IwaAvecNka/uzR27oD6aaRADHYPERyROFRhqOdr62B/FuFJpMBGNUNnfJc8aCr2hM5pOXn+dTv/1IsSI2Pa2xhQuYxvfG6kPh/J/I0bXdeWOHaimTUNhpv2c0XVdM3o0lbNnI9iRqy0hISHxd9DBJ4R16fGcyM8QJUIAOgeHsOzCec7kZBMb5Lgdy16tojgUn8bec1cY29tyq1pLDOrTnEU/7mP7vgTG3NXO7Lg2bcKIimrAoYPJZGcVE2Blse/s4sR9j3Zj8ftbWb7kIE9Ote5fcSOjnuxD3OHLHNgUR8uOkfQfbdossduQNmSnFfDrh5uZ98QPzPjhMTx9rQueVt0a897ml1mzaDurF23jo6e+p8OdLXnsrVG1umcBKJQKWvdsRuuehl374rwSLp26SkpcGoU5JRTlFFOUW0JRTgnFeaUonOVEtAjBy8/D8M/fA58AL5p1akhUqzDkCssLdb1Oz9alB/h1/noqSipp3D6SJ+aOsWpEeCMbftzP6i93ERTZgJcWjcfZxXSr6NLiCj5+5Q/0Oj3PvXMvHhbEqCnSr+Szc0McoRG+9BlkvSMWwJ9rTgEw4h7z7zkwGBTuPZxMoJ8HbVrYvz6o1Gg5HJ9GWANPGgbabw5oisOZGShlMjqIFCE6Qc+pgkwi3Lzwc1Hbfd0rFYYoRZRrPaZK1YgQvTy63q7xnxEhtnA7HMr/jdzkuv7ee+Zd15cvN7iuT50qua5LSEj8I2nva0jjOFmQyX2R4hb+RhFyOCPDoSKkR4sIPpTL2HMupU4ipHfXaL759SBb9lxk9LC2ZotkZTIZw0e045OF21m79gwTH+9p9dx9BrVi7W/H2bE+jmGjYwmNFFe0C4bajBfeG82r93/Jkvc2Ed06lIbNTd+/4Y/3Jv9aEZuXHmLOhG+Y8f1EvP2ttzx1VjkxZspgeozowDfT/+DE9vPE7U+kz+hODJ3Yp1ZXqhvxbOBBhztb0eFO04tue1v0aiqr2b/mBOu+3kVawjXcPFVMfGc0/cd1sypcbmTtt3tY+v4mfPw9mPblw3j6mF7sCoLA4plryM0sYtSTvYnparvz9q/f7kOvF3jgiR6ioiA5OSXs33eJyEhf2lpxSd9zOIkqjZYBvZtZrBuxxtFL6VRWa+ndOsruQnBTlGg0nMvNJcbfH7WTuOhUYnEepVoN/YPsX9gLgkBK5VV8lD54Ku2LhIpBLiQiIEcvqz8RIhU4mOC2OZT/G3F2RjN5ssF1/YEHzA6TlZVJrusSEhL/WCLcvGjg7MqJ/AzRJogdg4ORy2QcyaxbEfmteKtVtIsK4nxqDtlFlp2+LeGudqFHp0ZkZhUTF2/ZQb1Hz8b4+qrZvu08pSbqKG5FoZTzwBM90esFfv12n81z8wvy4tm37qFao2Phy8vN1ofIZDIemXE3QyZ0J+1SNnMmfE1+VpHo64REB/DGr88yacE4vPw92PrzAV7s9y7zH/mauP2JdTK8FEtRbgl/LNjEc93nsPjlZWQmZ9N7VEcW7HiNgeN72CRAVn6xg6Xvb8I3yIuZPz1BsIX6jg0/H+LYrnhadYpi1FO1fV2skZpcwJE9l2jSMlh0Lcj6dWfQ6wXuHt7OqiDYsvsicpmM/r2a2jy3G9kTlwJA71ZRdTrPrRy/loleEOgcLL7O5GSB4bugvY/9tSn51QWU6kqJcq2/VCwEAYU+wVAPIqu/zrCSCLGAMYVLSsGqO0JgIBVffEHpli2UtWhhdpzRdd3tvvuQJ1kumJSQkJD4u5DJZLT3DSGnqoz0imJRx3g4O9PKz49zOTmUVdetq9Kt9GplMA7bd9425+dbGdjHkGK0Zbfl7ldOTgqG3dWGykotW7acF3XuTj2jadoqmCN7LpFwznYh1qF3U+5+pDvXUvP5avafZgWBTCZjwmvDuHtiLzIu5zJ7/NfkZojvwiiTyeg9qhMLd7/Oi188TNPYKE7sOM9bDyxi2pAP2PrTftIvZTlUkJQXV3Bq90UWv7KMSd3msHzBZrQaHSOeuYNP97/BpAUPWqwXuRVBEPj9k638vnAbfiHevPmzZQGSeCaNXxZuw6uBmsnvjrJJ6Bivt3mFoYPZg0/1EhVhKCurYuuW8/j4uNGrt+VIUUpqPgnJOXRoE4afiBQ7c1RrdRy4mEqgt5pmoeLSKMVyJMPwnu4cIl5QnMg3iBs5uM8AACAASURBVP32vvZHRlMqDZ/5SFX9pWLJhAxklKGX160WxxqSCJH4W9F17syFH36g/JNP0Dcw/4XgtGUL7l274vLmm1Ba+vdNUEJCQsIMHWp2L4/lpYs+pktwCFpB4EiG5UiDrfRqFYVMBjvOJNfpPK2bBRMS6MW+o5cptGLON3BgS1QqJ9b9eZpKEd4ZMpmMcU8afKR++GwXer3ti/j7J91Bs3bhHNp6nlXf7LV8rZcGM/KZfmRdzWfG/V+QeDrVpmsplAq6DmvHW6te4K3VL9Dtrnakxl/jm+nLmXLHPB5vO4P5j37Nqs+2ce7gJQqyitBpdRbPKQgCFaWVZCRls3v5Ub5+7XdeHvgej8VM593xX7Jz2WF8g7x5dM69LDo8i3Gv3U2DYNvqFqo1Wr54bQUrF+0kINyXWT89QYCJ2hYjORmFfDjlN/Q6PZPfHYW3DY0DjBzencjlhDzad21Iy7bm2/PfyMYNZ6moqGbosBicnCw3atiwwyB0B/Y239FLDEcvpVNWqan5vDguFQvgUEY6KqWSNiI7Y+kFgeP56QS4qAl1tT+N6nKFQYTUZz2IQogHQC+rWxTKGlKCkcTfT43revXw4ajefRfnb75Bpqv9RW50XXf+7Tcq58yhevRocPCXiISEhIRYuvoZ0h8O5l7lnvCWoo7pGR7ON2dOszv1Kv0iIx02Fz9PN9o3CuZEUiZpuUWE+Vn3jDCFTCbj7gGt+PLnA6zfdo4H7zVdBA6gdnfh7uFt+eP3Y6xbe4bRIjwhWrYNo8edzdi/PZ7DO1No1sy2RY3SScH/vT+GNyZ8y++f76RBoCd9hpsuaJbJZNz/wgA8fNz4ad4G5oz/msdmDafvvbE2L0Cbdoii6aIoctMLOL7tHPHHL5N4PIUT289zYvvNkSC1pyvuPmo8fNxw93ajsKAYXaVAaUEZJYVlaDU3/745q5xo0aURTWMb0qJrNG16NrU5EmEkN6OQT1/6jfgTV4iOCWPqZw9Z7BJWWlzBvOeWUphbyoSXBtG6s+0GgGUllXz/6U6USjkPT+or6piS4kpWrzqFh4eKIUMt1zEVFVewbW88gX4edGlft8/MpuOGxjgD2jm2ruFKURGXi4roGxGBs8jOdxeLcyisrmR4aPM6CaJL5UkoZcp6jYTI9YYWyjq5uGYD9iKJEInbR43rumbCBFynTUO5z3TesDwzE7cnnkD73XdUzJ+Pvk2bv3miEhISEhCp9ibE1YNDuWlo9XqUIszJYvwDaODqyp7Uq+j0ehQiDc3EMCS2KSeSMtl0IpHHB5oXD9YY0LsZv6w6zvrt5xg1rB0qF/NLg+Ej2rJx41lWrzrJoMGt8PCwni/+8KS+nDqSwuaV5+k/rBMh4dZdvm/Ex9+D1z5/kJmPfMeXs//EReVE14HmF0dDJ/QgpKE/n0xZxpfTV3Js23memDNSVMH6rfiF+jDo4Z4MethQjF+QVUTCiStcvZhB6sVMSgrLKckvo7SgjJTMguuCwyhMokJ98PBxw9PXnYYxYTSLbUhEixCUViIB1hAEgd0rT7Bk7joqyqroPrQNT88dhbPKdBcsgLLiSt59dinpybkMG9+VoQ91teva3y7cQUFeGf1HNBP9Wq5aeYLycg2PPtYDNzfLRdzrt59HU63jnsExKOwUZ2AwKDxwMZVGQT40DXFsKtauq4ZoRN8I8SLpQI6ho1V3f/vFQ5munPSqTBq7NcJJbv61risKfRwCMnRycZst9iKJEInbjr5VK8rWrkW5Zg2uM2YgTzNtwqU8eBD3vn3RPPIIVTNmIPiK77YiISEhUVdkMhnd/SJYnnqOc0VZtPWxntctl8noHR7OqoQEzubk0C4w0GHz6dUyErWLE5tOXOLR/h3sFjgqFyeG9W/FsjUn2LrnIncPaG12rFrtwqhRsSz54QCrVp5kwsPdrJ7f21fNE1P68/Hs9Xz6zgbe+mwsSqVti/DQRv68+tmDzH3mJz55bQU6nZ4eQ8zvqLfr1ZT5qyezePoKju+8SPxdHzPxzRF0G1K3TSyfQC+6DGlDFxPnEQSBqnINKakpNG9u2YSvLhRkF/P1zNWc2HURV3cXnp47ij4jO1jcXS8tqmDuMz+RfD6TPsPb8eCLA+269oEd8ezbdpHGLYLoPVhcMXpeXikbNpzFz8+dQYMt76xXVmlZt/0c7moX+veq2z3cdioJrU7PkA5NHJ6KtTv1KnKZjF7h4ovDD+ReRY6MLg3sLyhPKk9GQKCJW/11rELQotCfRy9rBDL72wiLQaoJkfhnYHRdP3xYlOu6e4cOBtd1E2lcEhISEvWFcRdzf82uphj6hBt2S3dfrVsR+a2onJX0a9OQ3OJyTiTVrebkrv6tcHFWsHLDaaqt1DkMHtKaBg3UbFh/htwc063Xb6V7v2a06xpK0sUsVv18xK45NmkTxuuLx6Nydeaz6avYu/6MxfH+oT5M/+4xHplxN5oqLQtfXMbCKb9SUlBu1/WtIZPJUKld6rR7b40DG87w8t0LObHrIq27RfP+ny9YTTcrLijn7Sd/JPl8JneMbM9Tbw63q+Vtfk4JXy/YhotKyXOvDxHVkhfgt2VH0Wh03D+2E87Olve+N+08T3FJJcPubImrhaiOGDadSEQhlzk8FSu/soLT2dm0DQjAV+Uq6pji6krOFFyjtXcgXs72d5tKLDc07GniVn8GgnIhGRmV6OTmNyMcdq16v4KEhC2o1VRNn07J4cNUDxtmdpi8sBDXl17CvU8fFAcO/I0TlJCQ+C/TqUEYSpmcA7niRUiXkBBUCgW7UsUfI5YhsYYai43Hazt424K3pyuD+7UkJ7+M7SbcwG/ExUXJA+O6oNHo+OmnQ6KvcdcDMTQI8GDFj4e4dME+0dQkJozpX07Azd2FRTNWsXP1SYvj5XI5gx/qxvzVk2nSLoKDG87y0t0fs2vFcbSa2o7m/1TSk7L5aPJSPpmyjGqNlkffuJvXv30UvxDLRexF+WW8/eQSUuKv0X9MLI+/cbddAkSvF1g0fwtlJVWMf6aP6DSsy8m5bN92gfBwH/r2sxzZqNJoWbHhNK4qJ0YMst//BiAxI49Lmfl0ax6Ot7s4oSCWvamp6AWBvuHiU7GO5KahR6C7X93qOBLLL6GUKYmqx3oQhT4OAL0kQiT+qxhd18tWrkRnwfRJEReH+9ChuD7+OLIMx/bil5CQkLgVtdKZdj7BnC/KJqdSnEeHSqmke2gYKUVFJOTnO3Q+LcP9ifD3Yu+5K+SXWO5uZY1RQ9vi7KRg2ZoTVFZZXqD37deM6Gh/9u5J5NQpcV2oXN2cmPTaIARBYMGb6ykutG++0a1CmPHVBNSernz55p8sX7zLavvc4Cg/Zi99knEvDaa8uJLF01fw/MAPWf/9PirMeJD8E7h4PIX3n/mRqcM+5sjWczTrEMm8VZMZ9GA35FbS79KScnhj/DdcTcxm0NhOTHx9mN2mfyt/PsyZY1do3yWKAcPFpbTpdHq++GIXggCPTuxpNUK0bts5CooqGHZnSzzd6+ZNsfaIobuTUaQ7ki2XLwPQJ0K8ENibY4iC1qUepFRbSnpVJg1dI+u5HsQQYZQiIRL/eYyu6xVvvYXgYb6o0Hn5cjw6dcJlwQKo+uf+oEhISPzv0y/Q0FFoZ5b49rhDow3pE+suJTp0LjKZjJFdW1Ct07PqkDj/DnP4ersxYlAMufllrNlsOdVJLpfx9LN9kctlLPp8JxUV4nxQWrePYMwj3cjJKubjOevQafV2zbVh82Bmf/8o/iHeLF+8m09fW2nW0PD6nBVyhj/emwWbpzDk4R6UFVfw0/wNTOo3n18/2kyhyNSy+kav13Ns+3lmPrCYNx/8iuM7L9KkbThTP3uIN5c+adH/w8jx3fHMfPhbstMLGf10Hx6ZNsTuuojjB5L54/sD+AV6MOm1waLP8+ea01xKzKZ3nya0s+KOXlRcwW9/nsBD7cLoYaa7n4mloLSCTScSCfJxp0tTce2DxZJdXsahjHRa+/kT6SWuI121Xsfu7MsEuKhp6SWuna8pLpTFIyDQQl1/9UYACv1x9HgZakLqGUmESPzzMbquHz1q3XV99mzcu3VDuXnz3zhBCQmJ/xL9Ag0/zjtsECG9wsPxdHZmQ3ISWr19C29zDIltiqebC6sPXaC8yrp/hyXG3NUOb09X/lh3ioJCy7UT0dH+3DuqA7k5pfy45KDoa9w7visde0QTdyKVpV+Z9/6wRmgjf97++XGatAnjwKY4XnvgS5LirHu4+AV78/Brw/h8xyvc/38DUDopWPPVbp7u9S7znvyBXSuOU2rluTsavV5P/Ikr/Pjueibf+T4fTPqZhJNXie3XnDeXPsmcZU/TqX9LqwJAU6Xl+3kbeP8FQ9rWpHdGMvrpvnYLkIzUAj55ZwNKJwUvvTUcT29x7s1paQUs+/UI3t6uTJzYy+r4X1Yfp7yimnEjY3FXm64JFcuqgxfQaHXc17M1SgfX52xMSkIvCNzdWHxNxvH8DIqrq7gjqBHyOhTIny8zGIq2Ups3fK4rMn0GcuEaOnl7kNW/RJBEiMT/DEJQ0HXXdW078zsliuRk1Pffj9v990uu6xISEg4nyNWD1l4BHM9Pp1BTKeoYZ4WCwY2iyauo4GC6eLNDMaicldzbrSUlFZo614a4uTrz4L2xVFZp+WnlMavjx9zXkfAIXzZvOsfZs+Kel1wu47nXBxMa4cu634+ze7P9ERwvXzWzvn2EEY/1IDutgJmPfMef3+8XZYzo7u3GyKf78dmOV5j45giadYjk1J4EFk9fwVM95zJ34vds//1ovUVItBotF45e5oe31zKp73vMGvclG5bsp7Ksin6jO/LBuhd4+YsJNI8VZ7SXlpTDjIe+ZvOyo4RF+/PO0ifoNcz+bmClJZW8P2MNFWUannppAI2aiuvsptPp+fzTHVRX63jyqd54eFpOrbqaXsDGnRcIDfJiSL+6tYSt0FSz+tAFPN1cGBLrWLdvQRBYeykRpVzOwIbiowTbrxnWIXcE2l8grxf0nC+7iLfSixAX+93WraHQHwdAp7DuAeQIpBa9Ev9z6Dp3pmz7dpyWLkU1ezbyvDyT45w2b0a5cydVkyZRNXUquNvuCishISFhijsCo4krymZXVrJo48K7Gzfh94sXWJeUaFNrTzHc07UFv+45w+/7zjGiS4s67QAP7N2ctVvPsXXPRe7q34pGEeY9FpycFDw3uR+vTVvJos92smDh/ahEdDVyU7vw8tvDmf7sryx+bwvevm607RRl13yVTgoeeL4/rbs0YtGMVfyycBtnDyXz7Nv34CPCG8RZ5cSAsV0YMLYL167mcWTLOQ5vjuPM/kTO7E/ka8A3yItGrUJo2CqUhi1DaNQq1CbfkWqNltSELJLPpXP5XDqXz2dwNf4a2mpDJzJ3L1f6joqly6DWxHSNRmmli9SNCILA9hXHWfL+ZqqrtAwY05HxUwda9AyxhqZKy/vT15B+JZ+77oul90Dx4mDD+rPEx2fRvUc0XbtZX3h/99sh9HqBx8Z2RSmy45Y5Nh5LpLiiiofvaIers2PrJi7m5ZFUWMgdkVF4q8TVrOgEPbuykvFxdqW9r/3i4WplKmW6crp5dXZ4u+EbURpFiFwSIRIS5lEo/nJdnzsX52+/Ne26rtGgWrAA52XLJNd1CQkJh9E/OJpPEg6y7VqSaBHSys+Phl5e7Lp6lZKqKjzMtCK3B2+1iiGxTVl96AK7zl6mfx3akioUciY+0JVZH2zk2/9n77yjo6rWPvxMn/Tee0hID0F6aKGDCApyQT8VxV6vioqgYhcQr4rdqygWrIAUKaH3QAiEVFo6qUAISUib/v0REMWQzGRmAnLPs1ZW0Oyz9z77nDOz3/OW30/7eXPWje1ufMLDvZh4cwKrVh7mh6X7ue/+jsNvAHwDXZk172befGYF7778O68umkpoxBXettfVIS4pQR8UBFeIxY/rF8rbvz7C56+sJn3XCWZN/ZwZs8fRf1SM0QnZ3oFuTLx/CBPvH8LpsnMc2JRDbmohRUcqOLj1KAe3Hv2jrcJGhp2jTeuP04XfDkpqzp5DpN9NY31z609dM43nWzD8yTsjlUkI7O5Nt3h/eo+IJqZfaKcEDKsr6/j2nWTSth3DzlHJv+ffSp/hkSb382d0Wj0fvbWBo1nl9E/qzp0PDzH62MrKOn5Ymoqjo5IHHuz4uMM5ZRzMLCU+2pe+CeZVfNLq9PyyJwe5VMKk/pYPWfr9Qj6XKaFY6TUVnFU3MzkgGokZ4U25DRdCseytF4oFINGnY8AJvciKOiR/QjBCBP7ZODvTsnAh6rvvFlTXBQQEugx/WydinDxJPVtKtaoRd0XHol4ikYibwsL56NBB1hUUcFu0ZdWIpw6KYc2BY3y/PZNh8SFmqbP3igugV1wAh7JL2X2gkCH92t+U3HZ7H9LSili3NpuEhEB69TaufGlUvD9PvDSO919dyxvPLmfuu1P+GvajVqOcNQtpcjKSqip03t5ox46lZeFCkP9dedvRxZbnPriNjb+k8cN7m/jw+RX8/k0K0x4fTo/Ebia9Rfb0d+Gmewdz072tRtW50/UU5lZQfKScwtwKaqrqaKxvpuZUHWX5p/9WoUumkGLvaIOzhwP+4V4EhHv94UkJCPM0ydtxOXU1jaxavJvNyw6i1eiI6hXEY29Nwt3buGTpK6HT6vl4/gZSd+UR3cOfx+eMNdqA02h0vPfuJtRqLY//exhOTu2XxlWrtXz+/V5EIrj/tv5mv+HfdDifU7UN3NIv0uJleVu0WtYXFuCiVDLQ33gv5vqK1vDI0T7mhYZlNeQgQUKEreWrfV1EpC9DbKhEI07qknwQEIwQgeuEi6rrslWrUL70EuIrxFz/obo+YwaqF18UVNcFBAQ6zU1+keTWnWZ9+Qmmh/Y06pibw7vz2eF0fj12lGlRURYNrfB1dWRszzDWH8pja2Yho3uaJ2j20F2JPP7icr5YmkLPGD8c2imbKpdLmTlzNLOfX8EHH2xh4TtT8DZyQ9x/aHcenT2WTxck88bMC4bIBY+IctYsFN9880dbSVUVkgv/3bJoUZv9iUQixt7Wl4TEMJZ9toOU5GwWPPYDUb2CuO3x4UT07NwbdxdPR3p5OtJr2N89DXqdnqYGFU3nmykrLyU2IRq5wvJlVBvrW1j7fQrrl+5H1azB08+ZKQ8nMejGOMRmJmFf9ICkbD9ORKwvz8+/BbnC+G3i11/toSD/DMOGRzJoUMeb7l/XZlBeVceEUbGEBnVc8as91Fod3247jEwq4f+SepjVV1tsLCqkTqXi3vgeyIw07pu0ajZX5uNj40BvV79Oj31KdZpyVQWxdtHYSMwrXdweUn2r5ppO0t9qY1yOkJgucP0gEqGZNInzBw7Q8uyz7auuf/UV9r16If/qK0F1XUBAoFOM9QlHJhKzuuxohzoVF3GzsWFUcAhFdbWkVZqnct4W04f3RCoR883Ww2h15lXh8vVy4v8m9aK2vpn/Lu1YFDYk1J0HHhxMw3kVC+ZtMLpsL8DQMdE8NmcsTU1qXp+5nPxjVVBXhzQ5uc320uRkqKtrt0/vQFeemD+ZBb88TK+h3Tl6qIRXZizh7cd/5MjBYqOvmTGIJWLsnWzw9HfFwdXW4gZIfU0jKxfv5t83fcDKL3djY6fg3jk38t6qxxkyoYfZBohWq+ODN9f/YYC8sHAyNrZ/9zRdiY3JOWxMziU42I0HHuw4HC+/6AzL1h7Gw9WOu27tbc7UAViXdpxTtY3c3C8ST6eOvZKmYDAY+OXoUcQiEVMijA9121JVQJNOw01+EWZVxTp8PhOAGxwtb1z9GamuVXhUKxaMEAGBzmNnh+qll1pV12+88YrNxOfOYfPMM4LquoCAQKdwkisZ5h1KUeM5cupOGX3c1MjWuO5fjh3toKXpeLvYM6FPBBU151l/0LxKWQCTxsYT0c2THfvy2ZPWcUnikaOiGXdjHCdP1vDBoq1GVam6yJDR0Tw+ZyzNzWreeGY5x7ZmIKmqarOtpKoKcalxIolB3b147oPbef3be4nuHczhPXm8fv+3PHvrp2z4MZXGeuMqnHU1BoOBo4dK+HD2Ch4Z/R6/fLwNgNufHMEHv/+b0dP6dCqP5HLUKg2LXlvH/h0niIr3M9kAyc0pZ/GXe3B0VDL7hRs7LEygUmt594vt6HQGnrx/KLY2xo/VFi1qLd/vyEQpl3LHUMuHWuc3nOfo2WqGBATgY0KBmzVlrXkcE/3My+NIP5+JVCQhzj7GrH7aQ4QGif4gOlEQBnHnvTamIhghAtcthuBgmn78kcYVK4xTXX/gAUF1XUBAwCQubjAubjiMoYenJxGuruw8WcKpRuNU103hzmE9UMgkfLc9A5WmfeXzjpBIxDz9QBIKuYRPv9ndoXYIwIx7E4mN8+NAahG//pJm0niDR0Xx7xfHoW7R8vqnh9kWPLDNdjpvb/QmVhjr3iOAuV9O59UlMxg4Lo5Tpef4dmEyj4x+l89fXU1+drlFvSOdpaGumeSfD/DclM947b5vSEnOwTvQlXueH8tH657k5hmDUNhYxtNSX9vM6zOXc2B3PjEJ/sxZMMkkA+T0qXreWdiqy/Xc82Px9Oy4Ytj3K9IorajlppExJMSYLya4av9Ras43MyUxGhcL54IAbLywL5gWaXwO18nGWtLPVdDb1Q8/W8dOj12lOkWFqpIou0hsJJY/t4vYKU4gohmdeIDVxmgLwQgRuO7RjhhxSXW9nbcY8mXLBNV1AQEBk+jn7o+X0p6NlXk064wTChSJREyNikZnMLD8uPHGi7G4OdgyeUA01fVNrEk1v39/H2fumdqP+gYVHy7Z1eFGXSqV8NxzY/DycuTXXw6SkmKaXtPAEZHMeXsSMoWUt51H8LPnQC4fUTt27BWrZLWHSCQismcgT8yfzKcbn+b/nhyJs7sDO1Zl8NJdi3l09Pt88doaUjbmUF9jeQOxLXRaPXlZZaz8chevzFjCA8Pe4ZsFG6gsOUvi2Fhe+eoe/rPiUcbe3g9bB8vlBFSUnmPu4z9xIreSQSMjeWHhZJQmGCAqlZYF8zdQX9/C/Q8MIibGt8Njso5WsHpjNn7eTtwztZ850wegsUXNj7uysFPKmTY4zuz+LqempZmU6jMEOTrR17fj87vI7+Wtz93N/uZ5Qf4IxXKwbiiWk7J1HK0k0arjXM5VSUxftmwZWVlZSCQSPDw8mDFjBra2xqlwCgh0iguq65p//Qvlq68i//nnNptdVF2XLV1Ky/z5aEeP7uKJCggI/JOQiMRM8ItkccFBNlbkGV2ud1xoNz5IO8DyY8cYeoPla/LfNiSONanH+G57BqMSupldLWj8iBj2p5eQlnGS1RuzuWVs+2EvDo5KZs8Zx5zZK/jg/S04OSqRm1CROL53EG98NI35s1ayhBHkuQTzTN4yFJ6ul6pjmYmjqx0TZwzkprsTyd5fwO61WWSm5LNt5WG2rTwMQGB3L0KjfQiN8sU3xB2/EHec3e07XVBA3aKhsuQs5cXVVBRVU3S0kiOHSmhuaH3xJRJBWJw/vYdFMHRiAs5u1tG3StuTz8fzk2luVHPLHX257b6BRlfBgtZKWN9/m0lxcQ1jxsYwZmxsh8fU1jfzn8+3IRKJePqBJJQmJL1fie+2Z1DfpOK+UTfgYGO5ktcXWXb0KFqDgalRUUbndWj0OlaXHcVeKme4t/GihpdjMBhIq09HJpISa8VQLABH5WEMKFqV0ruQq2KEREdHM3nyZCQSCcuXL2f9+vVMmTLlakxF4H8Mg7c3zZ9/jnrGDGxmzUKSmdlmO0lBAXZTp6IZM4aW+fPRh3b+g0RAQOD6ZnJANEsKD/FLSTY3+xtX8cpGKmVqVDSLMzPYfqqK2EjztB0ux8lWyYyRN/DxulQ+S05jzhTjtR7aQiwW8cxDw/j3yytY8msqEd08iQr3bveYoGA3Zj0/lnlvrWf+vA088NANtBMZ+zcCQz2Y/987eP+1tezJguLRb/Ds3LH4xhhX/tdYxGIRPRLD6JEYhl6np/BIJTkHCsk5UMTxjFLKC8+wY1XGH+1t7BX4Brvj5uWI0laOrb0Cpa0cG3sFShs5VZWnyLQpp7lJTXODipYmNQ11zVSWnKW6spbLHUneAa4MHBtLbN8QovuE4OhivZeyep2eX5fs47elqcgVUp54cRyDR5n2tl6vN/Dxh9vIy6uhd+8g7n+g40R0nV7PO59to6a2iXum9iUyzDj19fYoqKxh2d5cfF0dmDqoYyPIVJo1Gn4+egQ7qZRbwo0vjbutqpBqVRP/F9wDG0nnw+aKWko4rT5Db8eeVq2KJdKXYCMrRyMeCiLrjdMWV8UIiYm5ZNGFhoZy6NChqzENgf9hdP360bBtG7KlS1G+/rqgui4gINBpvG0cSPIMZeupAjJrq0hwMU4Z+fboaL7PyWZNeRkP63TIJOYnGf+ZW/pHkZyex8b0fMbdEE5CaOcVmwFcnW2Z9cgIXnp7HQs+2cqHr0/GybF9D0tCz0Ce+PcI3n9vM4u/OERwUBBBwVdWYL8cZzc75r43haWf72b98nRmP7uG6Y8NZcT4OKsoR4slYsLi/AiL8+OW+wajUWs5mXeaiuJqygvPUFF8loqiaoqPVVKQ03Yp+Cvh5GZH5A1B+IW64xvc6lXx7+aJm1fncwZM4XRlHZ8u2MiRzDK8fJ149o2JBHXzMKkPvd7Ap59sZ/fuPIKCnHjmudFIjKjM9dOqdDKPlNOvZxCTx5kfWqTXG3h/dQp6vYEnJw5AIbP8dnbliePUqlTcGhCIrcx4Y+LnkiwApgaaZxil1rXmU/Vz6mNWPx0h0+0AQCsx70VFZ7jqOiF79+6lTx/rLrCAQJtIJGjuvhvNzTe3qq4vXoxI//eSloLquoCAQEfcFhTH1lMF/FKSbbQR4qq0YXL3CH46eoS1BflM6h5h0TlJJWJmwFstDAAAIABJREFU3pLIY5+v5f3V+1j8xM3IpOYZOvFRvtx5a2++W57Gfz7fxqvPjutQFHHwkHCam9V8/tlOXnl5Na++PpHgYON1IaRSCfc8nkT3aB++eHcLX/xnC2m783noudG4ulv3xZBMLqVbjC/dLst30Gn1NJ5voaVJRXOD6g+vR3OTijPVpwkNC8bWToHSToGNneIPb8nVwGAwsHVdNt99spOWZg19B4fx8KzR2JuYX6LT6fn0kx1s33aMbmEe3HlXDAojShEfyirllzXpeLk78PQDSSaFfV2J9YdOkHPyNEmxwfTrbn5y++WotFqWZGdjI5Uyztf4alFH686QWVvFQI9AAu2cOz2+Wq/hUH0GzlInImzNEzrsCKluGwaD+PoyQt577z3q2qjhPWnSJBISEgBYt24dYrGYfv1MS07Ky8uzyBy7mn/qvK3BNbcWDzyAzbBhBL7zDg7p6W02uai6fv7TTzn57LM0d7eMcuk1txZXEWEtLtEVaxFuSmyMQLvc4OpLmL0rW6sKONPSiIfSOK2Ce+LiWXbsKF9nZTIhLBypGSrnbREd4MnEvpGsTj3Gr3tyuMMCQm5TxidwNP8UaRkn+eaXA9x3e8e6AqPHxHD6zGl+W36UV+au4bU3TDNEABKHRxAR68vn72zicGoxz8z4lvueHM7AEZFW8Yq0h0QqxtHFts3Qqby8PMLDr40Q3poz5/n8nc1kHCjG1k7B4y+MZfAo00UydTo9n368ne3bjxMW7skrr0ygovJkh8eVVday8LOtSCRi5jw+Ens78/M2ahua+W9yGjZyKY+NNz+5vS1W552gurmJu2PjcDTBC/LLBS/ItEDzkuSzGrJp0bcwxGUgYiuql4v0VUgMR6hXxSKy7bzR1FmsZoTMnDmz3b+npKSQlZXFzJkzTX4Y/olfnK0fSv+8eVuDa3YtwsPRjx1LUweq6w6HDxN9110WUV2/ZtfiKiCsxSWEtfjnIRKJmBYUz1u5O1hemsMj4cZtjjzt7Bju5c2mqko2FBYwIczy1/3+0b3YlVPMd9szGBYfgq+reeE/YrGIZx8azjOvr2JlchYBvs6MHtpxTku/fv54eXnx2Sc7eGXuGl55bQKhoaaFA7l5OvDCwslsXpPF95/t4sM3N5C6K58Z/x5mda/IPwmDwcDOjUf49uMdNDao6NEniIefG42bESV0L0en0/PJx9vZsf044eGevPzKBOzsOzYmzje08MaijTQ2qZn5YBJhIaZd6yvxWXIa55vVPD6+Hx4WFiYE0Oh0LMnOQimRcFdsHDVlZUYdd07dTHJlHv62jiR6mJe3lFp3EIB+juYLObaHVN+qPVPb3BcXF6sO1SZXpURvTk4OycnJPP744yiuoGotIHBVuFx1Xd62+/wvqutffy2orgsICHCjb3ccZQqWleTQrDWuXC/ALf4BSMVi/nv4MBorfJY42Ch4bHw/VBodC1fsMUlA8ErY2cp5+ekxONgp+Pib3aQeLjHquFGjonn0sSQaGlqY++IqsrOM2+D9GZFIxOibe/DOV3cRGedH6q48nrzza378cg8N569N4cGuwmAwkJFaxOyHfuDTBRvRavXc//QIXlg4uVMGiEql4e35G1oNkO5evPyqcQZIi0rDq+8lU15Vx5TxPRg+0DKRA/uPl7IxPZ9wXzdu6W9e+dsrsfz4MaoaG7k1IhI3G+Oryi0ryUGt1zEtMN4shfRq9VmONZ4gxCYIL4Vnp/sxBpl2CwbE1DZb19i5EpLZs2e/2tWDLlq0CLVazaFDh9i5cyelpaX06GHdGshXm5qaGtzcjE/Gu575R6yFXI5uyBA0U6YgLi1FcoXQGFFLC7KNG5Ft2IAuKgqDieJZ/4i16CKEtbiEsBb/TGRiCc1aDSnVJ3GWK4l3ab961EVa6uuR2NmRUl6Gi1JJnIflNx4hXi7kV9aQlleOo62C6ADzx3CwVxIT4cPOffnsOVBIbKQvnu2UlL14X4d288Df34WUlAJ27TyBh4cDwSGmhWYB2DsqGTo2BlcPe/JyK8lILWbzmiz0BgMhYZ4WURPvDFfr+T2aVcbH85JZ+cMBas82kjgsgufenEh876BOhaudO9fEm2+sIzu7nISEAF58aTy2f8prudJ5arV63vpwM9nHKhmWGMbDdw2ySLhcfZOKWd9sRKPT8/bdo3F3tHwVsQa1mme3bUMiFrFw+HBspDKjrmejVs0LmZtQSKS82WMkMnHn773NZ7dR0FzERI8b8VMar01iKiJ9KUrtR+jEfamsTboq9+xVSUyfN2/e1RhWQMBk9CEhNP34I9ItW1DOno0kP7/NdpLsbOzHjUM9dSotr76KwQRRIwEBgeuH24N78ENxJt8VHeZfgbEoJMZ9zd7Xower807wRUYGE8LCsb+CF7aziEQinrllINklp/hv8kH6hPsT6GG62N/lRIV5MefxkbzxwUZefz+ZBXMmEBLY8WZm4KAwHJ1seHv+Bj78YCtFRdVMv3uAUZWW/oxYLGLkTfEMHhnFxlWZrPrxAD8v3suGFYeZdEdfRk6IR24BPYprmcLjp/j5q71kHCgG4IYBodx230CCwzof/pSXd4q3FyRTc7aRoUO78+jjw5AZYdTp9QYWLd7BoexSesUH8OR9lklEB/jw932cPd/MA6N70c2n82HQ7fF9bg61qhYe6XkDrkrTvCB1GhWPhPfFVtr5Z1ej17Kv7gB2Elt6WlmgUKZLbh1TMtaq47SHoJguIGAE2pEjaUhJ6Vh1/ddfcejTB/miRYLquoDA/yDOciX/CoylWtXEqrKjRh/nqrThnrh4alUtfJeTbZW5uTrYMPPmRNRaHfOW7USr+3s1wM7Qu0cgT92fRGOTmlfe3UDVmXqjjouL82PhO1Pw83fm9zWZvPH6Ws7Xdy6cSqGUMfG23nz8431Mubs/qhYN33y8g0enfcnPi/dSc+Z8p/q9VtFp9RzYncdrT/3K7Id+IONAMTEJ/rz5yW3Mnn+LWQbI9m3HeOmFVZyraeSu6QP491MjjDJADAYDi3/ax459+UReME6lUstsM7dlFbIls5CoAA+rKKMDVDc18X1ONm42NtwVY3x53Wathu+LM7CXyrktqH0Rz444fD6TBl0jA5z6IhN3XmOkQwwGZLpkDCjQSpKsN04HCEaIgICxXFBdP3/wIOpp067YTNTYiM2rr2KfmIh006YunKCAgMC1wF0hCSjFUr4tTEejNz7H447oGNxtbPg+N4fqpiarzC0pLoRRCd04VlbN11vargTYGYYlhvPAHQOoqW1i7sL1VNc0GHWcr58zC96+ld59gsnKLGPWc8spKW5bt8kYbO0VTJ2RyMc/3c/Nt/dBp9Pz29JUHp22mPdfW8ux7HIMl6sF/oNoqG9m9U9pPHHHV/xn7u/kZpQRe0MAL/3nVl5+/190j+m8F16n0/P1V3v46MNtyGQSXpx7E5Mm9zQqlMpgMPDjykOs2ZRDoK8Lrzw9BqUR5XuNofLced5duRelXMoL/xqC1ERvmbF8kXmYZq2WhxJ6YmNCRawVpbmcUzdze1A8DjLz8px3ntuDCBGDnBPN6qcjxIajiA0nW8vyiq5eQYerkhPyv4gQ432Jf/xa2NujnTAB7bBhSLKzEZ861WYz8blzyJctQ3L4MLpevTC0UXriH78WFkRYi0sIa/HPxkYqo1bTwr7qUryU9kQ7tZ9/cfF6yyQSbKUytp8soVmrZUhAoFXm16ubLzuyi9h3vJTYQE983SwjlhfZzQu9wcD+9GJSD5fQr2fQX0qyXum+lsulDBwUhl5vIO1AMTt3HMfLy5HAoM4/AwqljPjeQYyb3BMPb0dOV9aTe7iU7Rty2b8zD1WLBgdHGxycjA+5MRZLP78tTWrS9xey8se01nK7qcXodHqGjYvl0dljmHhbH7x8nc3Ku6itbeLt+RvYszsff38XXnvjZrp3b1/V/OJ5GgwGlq44yM9rDuPt4cBbs8fj4mSZfA2NVscL32+hvOY8z9ySSK8w4zU7TKGkro7X9uwmwNGRlwcNRvKntWzverbotMzO2AjAgoQxKI0Mv2yL4uYSNpzdRLx9DINdBna6H2OQa75DYshBJXsMgzjoqn3nCEZIFyFsKi5xvayFwd8f9fTp6H19kRw4gKi5uc12koIC5EuWQHMzul69QN5xYt//IsJaXEJYi6vPKfUZ7CWdL/8Z7uDGspPZHKk/w5TA2Hb1P/58vcNdXdlcXMT+igqSAgNxt7F88q1cKiE6wJPk9HxSjpUyLC4UexvL5KDERfpgMMD+9GL2HCikZ5w/zhdU1du7r0UiEXHx/gQGunIgtYjdu/MpLz9HdIwvSmXn36hLpRJCu3sxamI8sT0DaGpSU3DsFIdTi0lemcGerceoPlWPXCHF1c3eIvkLlnh+a6ob2LPlGL8uSWHxe1vZs+UYJQVncPN04Nbp/Xn8hXEMSOqOUxs6JaZgMBjYvSuPeW+tp7T0HH37hvDi3PG4unZ879fU1ODs4sJn3+1l1cZsvD0cmDdnAh7tFCcwlY/XprIrt4QR8aHcO+oGq+nBvLx7F8X1dbyYOJBwl7/mm7R3PX8ozmD7qSLuDElgiFeIWXNYfno1VepTTPW6FXe5FT//DRqUmtcwoEAlmw0iiWCEXO8Im4pLXFdrIRajT0hAfffdiBobkWRkIGrD1S/S6ZDu24f8558xeHmhj4oCkej6WgszEdbiEsJaXH3WnF5HnENMp4+3k8pp0mnYe6YEB6mCHu2oqP/5ektEIgIdHVlXkE/euRomhne3ysbLw8kOJzslO3OKySquYnTPMIuEuYhEIuKjWg2HlINF7NyfT0x3bzzc7I26rwMCXBkwoBv5Bac5nF7K9m3HcHOzJzDQ1ax1EIlEeHg7kTgsgpET4vAPdkMkFlGcd4YjmWXs2JBL8srDHM0s41RFLRqNDgdHZaeS2k19fvU6PaXF1RzcW8imVZn8tHgPP36xh/R9hVSV1RIQ4saI8XHc9cgQ/u/BwUTE+lok2f7s2QYWvbeF3347DMA9MxKZce9A5HLj+j59upqvfs1g2948QgLdmDf7JtyNMF6MZWN6Hl9uOkSIlwtv3jUSudQ61c62l5TwZWYGfbx9eLJ3n7/dZ1e6nuc1KmZlbEQulvJ2zzFGF6Foi1Oq0yw7tZIgZQATPG60qvimVL8DuW4tGumt6CStHper9Z1zfZeMEBDoKpydaXnnHdR3343N888j3bu3zWbiigps778f7Vdf0bxwISiVXTxRAQEBY0itO8iN7mNwlnW+gtQ9oT1ZcTKXrwsPMSkg2uh48UQ/f0YGB7OluJhVJ44zOaJjIcDOMLFvBMfLzrD+UB7vrU5h9q2DLbb5mTwuHicHJR98tZO576xj9mOjcDZyf+rr58xb8yaxfl02PyxN5f33NrN7dx4PPTwENwu8ZXd0tiVpbAxJY2NQq7TkZpRycG8BWQdLOJxazOHU4j/a+gW6EtLdE08fJ7x8nfD0dsLTxwk3D3vEJhptTQ0qTlfWcaqy7o/f5SU1FByroqX5kq6MQikjrlcgvQd2o9eAUDx9zK9i9mcMBgNbNh/l229SaGpSExfnxyOPJeHtbfw4Tc1qvvg5k7ziWmIjfJj71BjsbC1X0e1EeTXvrkrBTinnjTtHYGuh/JLLadJoWJi6D6lYzJwBiSbd/98UplOvUfHv7gNwlJn3Xb6lZjsGDIxyG25VAwRApl0FgEZys1XHMQbBCBEQsCD62Fga165FtnIlyrlzr6i6Lt23D/uhQwmcPBnRO++0mS8iICBw9dChY9u5nUz2nNjpPhxlSmaE3sCHJ/bxTWE6T0QMMPrY5/r1Z195OR8cTCMpMAhXE0TTjEUkEvHkxAEUnjrHxvR8Iv3cmTQg2mL9jxjUHUd7JQs+2cwbH2xk6o0RhIcbpwgvkYiZMLEHffoE8+mnOziYVsyR3AruvieRESOjLFb2Va6Q0rNfCD37tYbS1Nc2kXekirwjleQdqST/WBXlJ2v+Pj+pGAdHG5Q2MhRK2R+/FUop9XXnkYgPo2rR0NKiQdWioalBTVNj2xUT/YJcCY/2oXu0D+HRPvgHuSGxUFWpy6msrOO/n+0kK6sMW1s5jzyaxMhRUSZtfGtqm3j9/WTyi2vpf0Mwsx4ZbrT3xBhqG1uY+8NWNDodr/3fcPwtlLPUFp8dTqeqsZH7eyQQ4uxs9HFnWhr5qTgLD4Ud04LNq9Z1TlPLgbpDeMk9iLc3vipXZxDpK5HoU9GJ49CLQ606ljEIRoiAgKURidBMnoxmzBgU77+P4sMPEanVf2+m1+O5fDn6rVtRzZ2L+u67QXJ1xLUEBAT+ipPUkb21+xnjNhI7Sefj7qcFx/FTSRY/FWdxW1A8Hkrj3AGetnY8dkMvFqbu5720VN4cktTpObSHQibl9f8bzoOfrOHjdal083YlPsQ4kUVj6JMQyJuzxvPa+xv5ee0xVFo590zri6SdHJk/4+3jxGuvT2TzpiN8+00Kn326g+TkHO69dyAxsZZPUnZ0tqVXYii9Els3aHqdnurT5zn9J+/F6co6TlfUcb6+BVWLhrraJlTNmr8p0csV0lYDRSnDzcOeiFgfPH2c/upV8XXC1s68ikrG0NigYtmyg6xfl41Wq6dX7yAeengo7u6meZbyis7w5gebOHuukX4JPsx5fKTJ2i7todXpef3n7ZyqbWTGiJ4MiDRNANgUjp2t5scjuQQ4OHBfvGmaHF/kp9Gi1/Js+CBsJOZ5abbX7EKHjpGuwxCLrFu0Vqb7HREG1JJbrDqOsQhGiICAtbCzQ/XSS2juuAPlCy8g27ChzWbic+ewmTkT+ZIlNC9ciG6A8W9LBQQErMNwl6GsPPM7u87tYZz76E73YyOR8VB4H97M2cF/8w/wUuwwo4+dGhnF2oJ81hUUcFNYOP19rVMZyNPZnlduH8YzXycz94dtfPLwePzdLRcCFBXuzbsv38Lchb+zMjmLk+XneObhYTjaGxfCIhKJGD0mhl69g1j63X527jzB3JdW07dvCLff0ZcgM6podYRYIv7DcGgPg8GAVqND1aKhuKSY6JhIi3lrzEGt1rIxOZflyw5x/nwLnp4OTL97AAMSu5kc9rN9bx4fLdmFRqtjxrR+xIXZWNQAMRgMfPD7PtILKhkYFchdwxIs1vflaPV63kzZi95g4IUBA1FKjd8OlzTWsqrsCMF2zkz0izJrHg26RvbU7sNZ6kRvx15m9dUhBh0y3RoM2KKVjLTuWEYi6IQICFgZfUgITT/9ROPy5ejCwq7Y7qLqus2DDyKqrOzCGQoICFzOQOf+2Ipt2Vazi2Zd25XvjGWiXxQhdi6sKj3K0bozRh8nEYt5acBAJCIRr+3ZTUMbHlVL0TPUh5k3J1LX1MIzX2/kTF2jRfv383biqRk30Cs+gEPZpTz58m8cLzhtUh9ubvY8+fRI3l54K5FR3hw4UMTMp35h0fubqaioteh8TUUkEiGTS7F3tEGhlF51A0Sj0bFpYy6PPfIDS77ei1ar487p/fnw49tJHBhmkgGiVmv5eMku3v1iOxKJmLlPjeHWG3tYPHfh6y3p/H7gOGE+rrw4dahV1/D7nGxyq6u5MbQb/f2MN+4NBgMLj+xGZzDwWPf+7Va9M4ZtNTtRG9QMdx2KTGxdv4BUvwex4RQayRgQWb7qXmcQqmN1EUK1m0v8r66FPjQU9T33YHBwQJqW1maIFoAkNxf5N99gkEjQ9ewJJryh+Sfzv3pftIWwFlcfqViKAQO5jUeRiaWE2175BUJHiEUigu2cWVtxnBP1Z7jZP/ovG7j2rreHrS0avZ5dpaXUqVQMDbSOdghAdz93JGIRu4+UkJZXzrD4EJQyy33+1NfXcsuNfZCIRaQeLmHrnhPY2crpHuph0obWzc2e4SMiCQv3pPRkDZmZZWxYn01h4RlcnG3x8HSwenJve1zN57e+vpk1qzN5//0t7Nmdj05nYMLEHjz33BgSEgJM9lxUnqrnlXfXk5ZZSkigG289P57IsFb9EEue57K9uSzedAg/N0fev28cjrbWC1HLP1fDnJ07cFUqWTRyVIdekD+f59aqApYUptPfPYDHu/c36z47r23gm4ql2Elsme57BxKRdcOxFZoFiA2VtMhfxSAyvgyxNRGMkC5C2FRc4n96LSQSdP36ob79dkTV1Uhyc9tsJtJokO3YgWzlSvShoei7deviiXY9/9P3xWUIa3Ft4K/0I6V2PwXNxQxyHoBM3PnYb39bJ4oba9lXXYqHwu4vAoYdXe+enl7sOHmSveVlxHl4EuhovUTd+GAvGlUaUo6VkllUxfD4UGQWKo1aU1ODu7s7cZG+RId7kZZ5kr0HiygoriY+yhcbE/RARCIRvr7OjBodQ2CQG2dOnyc7u5zt24+TdqAYuUKCv7+LRcOFjOVqPL8nT9bww9L9fPzRNjIzyhCLRYy7MZaZz46m/4BQFCaW9DUYDGzZfYI3P9zE6bMNjB4ayQtPjPqLCKGlznNjemt1NndHWxbdPw5PY8uodQKNXs+TWzZzqqmReUOHEWnE/C+eZ6NWzVOH1qHW6/iw9004y80rFrG+eiP5zQVM8LiRbrbmaYx0hFh/HKX2E7Tifmhkd/7t74IRcp0jbCouIawF4OCAdsIEisPCcCkuNkt1/XpBuC8uIazFtYFU1Lpxy2k8glgkIcLOuMpOV6KHszcrS3NJqynnZr8obKStm+6OrrdELCbew5NVJ45zoLKCm8O7o7CSh1QkEtE7zI+qcw3sP17G8fJqkuJCjE4kb48/n6e3pyND+4dRePIs6TllbN1zHC8PRwL9TPuME4lEBAS4MnJUFAk9A2hq0pCbW0Hq/iK2bDlKY6MKF1c7HB0tX13sSnTV86tSadiXUsg3X+/l229SKCysxt3dgdtu78OTT42gT58QbDohQnmutomFn2/jtw1ZyKQS/n3vEG67+Ya/6chY4jz3Hj3JG7/uxF4p5737xhHoYdlyxJfzVWYGGwoLmBAWzoz4eKOOuXien5zYz77qUu7r1ouRPp33jALUa+v5tuJHHKUO3OVzexd4QT5BYjhBi+w5DOK/e1MFI+Q6R9hUXEJYi0tUyWQ4PP20Warr1wvCfXEJYS2uHfyVfuyrSyO/qYABzv1QiDsfJmInlaOUSNl+qog6TQtJFxSWjbne7ratb6B3lp6ksqGBEUHBVgs5EolEDIgMIL/yLKknyik9U8fgmCDEZo53+Xna2sgZlhiOo4OSQ1ml7NxfQFllLfFRvihMLPkqEolwd3dg4MAwkpIiEEtE5J04fSFUK4eDacWo1Vo8vRzNUmA3Bms+vzqdnuzsMn795SCffLSdPbvzOHWqnugYX+69byD3PziYiEhvZLLObWp3pxbw6nvJFJXWEB/tyxvPjSc2om2hTXPPM6OwkheXbkUmFvPOjDFE+Ll3ui9jyD1zhpd378Td1pYPRowy2pCvqanhnBxezd6Kr40j8xJGm50Lsur0WopaSrjFYwIhtkFm9dURIsNZlJo3MIj8UclmQhvPsWCEXOcIm4pLCGtxiZqaGtzc3dEnJKCZPh2amkxWXb9eEO6LSwhrce0gEUmQi+RkNeSg1quJtTdPRyPK0ZOdp4tIqT5JXzd/fGwcjL7ePTy9SK2oIKW8DF97ByKseI+IxSIGRQeRXXyK1BNlVNacJzEy0Kxk4bbOUyQSEdHNk0F9Q8krOkN6dhnbU/Lw8nDA38e5U4aWnb2ChJ6BjL8pjsBAN9RqLceOVpGefpLf12SSnVVOY6MKhUKKo6ONxY05Sz+/DQ0tpKefZP26bD7/dAfJG3IpLj6Li4sdN46P4+FHk7hlUk/8/V06fX3O1Tbx4Vc7+XFVOiIR3H/7AB6+cyD27ZQPNuc8M4uqmPPdZnR6A2/eOYKeoW0bOpaiQa3msc0bqVWpeHf4SEJNiCqoPnuWBSfTqGw+z1s9RhLq4NrxQe1wRl3N0spfcJe5cYfPVKuX5ZVrlyLVp6GSPYRe0rYOiaCYLiDwP47BxeWS6vqsWUhTUtps94fq+tdf0/z22+jjzBNKEhAQaJ9E535sq9nJ3tr9DHEZiI+i8zoaUrGYF2KSmLF/Ba/nbOengdNMOvatoUO5fc1q5u/bS5SbG+Gu5m2I2kMhkzJv+kieW7KRzRkFNLaoeeX2YSgsmKx+ET9vZxa+NJHf1mfxw8qDzPtoMz2i/bjvtn6EBnXuDblCIWPwkHAGDwmntraJvXvy2bnzBMeOVZGbWwGAo5MNcXF+xMX5ERvnh4+P01VNagdoblZz7FgV2VnlZGeVUVh4hovvpeztFYwaHU1SUgQRkd5mV5BSqbWs3pjNsrUZNLdoiArz4qkHkvAzQT3dVFKOneTVH7ejNxh4eVoSfbv7W20saM1veX3vHk7W13NPbBz9fH1NOn5zfSkZ5yoZ7hXKIM9gs+ez6vRa9OiZ4DHO6mFYGJqRaX/FgCMayXjrjtUJBCNEQOAaQx8bS+O6dch++61Vdb2ios120pQU7IcORX3vvahefPG6zhcRELiaSEQSJntO5L/lX/Pb6TU86v+AWRvVeBdvbg/uwY/FmXyRn8Y4sfGbbH8HR14fNJiZ27by3PZtLJ0wEXsrhmfaKeX8596xvPzDVlKOlTLrm03Mu2skdkrLjykRi/nXTQkM6BXMlz/say3l+8pvjBjYnTtv7YO7a+cTlp2dbRl/Uzzjb4qnurqBrMwysrPLyM4qZ++efPbuyQfA1lZOUJAbwSHuBIe4ERLiTkCACwqF5UO49HoDZ882UFx0lqKiaoqLqikurqaqqv6PNlKpmKhoX+Li/IiP9ye8uydSCxQK0OsN7NiXx3fL06iuacTRQcmMaf0Ym2Q5Nfq22JxRwPzlu5BJxLx150j6WdkAAfjpSC6bi4vo6eXFY716m3RsRVM9P1Tn4ShT8Hz0ELPncqIxn8yGbLrZhNDTwTQ0j5znAAAgAElEQVSBxM4g061ETB0q6f3XTFnePyMYIQIC1yIiEZpbb0UzdmyHquuKxYuR/fZbq+r69OmC6rqAALBs2TKysrKQSCR4eHgwY8YMbG07/yUcax9NpG13jjYe50jjMWLszRMpeyy8H7tOFfFd4WHC/ftiSsr7sKBg7o6N49ucbF7bu5uFScOt+vbeViFj3vRRvPnLTnblFvP0VxtYePdonO2tk+zt7+PMa8+OIz27jK9/3s+WPSfYfaCASeN6cOuNPUyqotUW7u6tJX6Hj4jEYDBQXl5LdlY5R49WUFx0luPHqzh69K9aTQ4OStzd7XFzs8PN3R43N3scHJUo5NJWZfQLv+VyCSUl52hsOIlarUOl0qJWa2luVlNT08TZ6gbOnm2gurqBmppGtFr938aJi/OjW5gncfF+REX5WDyHJftYBV/9tJ/84mpkMglTxifwr5sSsLO1bq7hb/uO8OHv+7FXypl/9yjigrysOh5AxqlTvJ92ADcbG95OGm5SLofBYODNnB2oDDpejErCQ2le1S69Qc+K06sQIeJWr5ut73EzaJBrf8CAErXUeI9rVyKqra39e/C5gMXJy8sjPNy8yirXC8JaXMLYtRAXFaGcMwdZcnK77XTx8a2q6/37W2qKXYZwX1xCWAvzyc3NJTIyEolEwvLlywGYMmWKWX1WqCqZX/QunnJ3Xgh5zuxQirSzZTx0YDX+cjuWJd2JQmL8e0GtXs9DyRtIP1XFs337cUdM27HelkSn1/PuqhTWHzyBn6sTDw4cR0K0LU5GRu505r7W6fVs3X2C71ekca6uGWdHGyaNi2fcsChsO1H5yRhUKg0nT9ZQXHyW4qJqystrOXu2gbPVDbS0aM3uXywW4exii5ubPR4e9gQHX/C8BLvj5mZntc1p7okqfl1zmEPZpQAMHRDG3VP64Onu0Kn+jL2eBoOB77dn8vWWdFzsbfjPjDF087FeGOFFapqbuX3NKqqbm/nvmHH09jEt7+S30lzezNlBgq07Xw2ZavZ12VO7j5+rltPPqQ93+dxmVl/GINWuwUbzBmrJ7ajkM9tte7W+cwRPiIDAPwB9SAhNP/+MdPNmlHPmIMnPb7OdJCsL+7FjUU+dSstrr2Ew8UNXQOB6ISYm5o9/h4aGcujQIbP79FX4MMh5ALtrU9h1bi/DXM0Lz+jj5s+/AmNZdjKHT/NSeTpyoNHHSsViFiQN4/Y1q1iUdoAYdw8SvKz7ZlkiFvPk+IGk7bOlvCaDOT+uoz51IiMTnVi4sMUqRfskYjGjh0YyuF83ftuQyarkbJb8ksrytRlMHB3LhFGx7SZPdwaFQkZ4uBfh4X9dT4PBQFOjmuoLBklDgwq1WnvB26FDpdKgVuuor6/F29sDhUKGXC5p9ZQoZLi62uLuZo+Lq12X6ZcYDAYycsv55ffD5Bxr9e7ERfpwz9R+RHTz7OBo89Hp9Xy8NpWV+4/i7WLPf+4di7+b9XRu/jzuC7t2cLqpiSd69TbZAClrquPdo3uwl8p5wCPabAOkWdfM2jPJyEVyJriPM6svozDokGu/w4AUtewO64/XSQQjREDgH4R21Cgahg5F/tlnKN95B1FDQ5vt5L/+imz9elqeew71ww+DwnrqswIC1zp79+6lT58+FulrvPsYDtans756E70db8BBam9Wf09FJLKnspClRRkM8giij5vxMfIetrYsGDqMhzZu4Pkd2/h+wkQ8ba0n9Abw/PM2bP4mCc+e9vgO2IPL4GX8tmUczPJj0aIWq41ro5Rxx6Te3Dw6jt+35LJmYzY/rDzEbxuyGJMUyYSRsXh5dO6NvrGIRCLs7BXY2SsICrpyJaFrwZOp1epJOVTEyg1Z5BWdAaBXfADTJvQkunvnCyuYwvlmFW/+spPUE2WEeLmw8J7ReDhZ9/68yCfph0itqGBIQCD3xBmnB3IRrV7Py1lbadZpeTN+JO5N5huMG85upkHXwAT3cTjLrKuFAiDV70BiKEEtmYhBZP2wt84ihGN1EdfCh9K1grAWlzBnLUSVlShfeQX5r7+2207XrRstCxagHTWqU+N0FcJ9cQlhLYzjvffeo66u7m//f9KkSSQkJACwbt06iouLefTRR016m5mXl3fFvx3WZ7HLkEKUKILR4mGmT/zysVpqebksDSeJnLcD+uMkNe2lwZqyUpYWFxFsZ8drcT2wsZKQYUODhKlTYzhzptXl4Rx2nMDhGxFLddTn9OXLV21wdNB30ItlUKm1pByqYEdqKfUNakRAeIgL/Xr4EBvhjryTOhn/dCpPN3Ags4qD2VU0NGkQAbER7owaFEyAj3WNtD9Tfq6RT7Ye4cz5FmL9XHggKRJbE7VfOsuWqkq+yM/DW6lkXkJP7KWm5dT8fDaPleeKGGDvxZNe8WZ7QaoNZ/lRvxwH7LlLPO0PEVTroSfKaw5KaRlHTv0HlfbqRkS0910mGCFdhLCpuISwFpewxFpI9u/HZtYsJFlZ7bbTjBlDy/z56ENDzRrPWgj3xSWEtbAMKSkp7Ny5k5kzZ6KwoDdQZ9DxTvEiylQVPBX4KGG23czqLy8vj72S83x4fB8D3AP5qPdNJgkDGgwG3krZy4oTx0n082PRyNHILKBwfjlZWWKGDPnrRtbG/TQhY39H7lhPnF8g8+8bgv0VKmdZ477WaHTsSi1g485jHDlRBYCdrZykAWGMHBxBWLB7l5fc7ernt6FRxa7UAjbvOv6H18PRXkFSYjjjR8RYrdzulc5zR3YRC1bspkWt5c6keGaMvAGJFe7HtthTVspTWzbjIFfw7U0TCHQ0LfQrtbqUR9PW4GvjyI8Dp+IgU5h1PfUGPYtOfkJhczGP+N9vdkELY5Bqk7HRzEUjGU+L/FWjjrla3zmCWGEXIYiPXUJYi0tYYi0M/v6op0/H4OODJC2tY9X1lhZ0vXtfc6rrwn1xCWEtzCcnJ4fVq1fz9NNPm1UVqy3EIvEFJfUDFDUXk+jUz6wk9ZqaGoZ1iyGn9hT7qk+ilEhJcDH+7aVIJCLR35+jZ6vZW15OdXMTQwICLb75VioN/PyzjIaGSxtKbZMdNSeicPY7xVl9KbtzS+jVzRdnO+XfjrfGfS2RiAkNdGPUkAiGDuiGUiGjtOIcWUcr2LjjGDv3FXCmpgGlQoqri63Zqu/G0BXP77naJnbuz2fpbwf57Pu9pKaXUFvXTO8egdwztS+PzRhM34QgHO3/fh0sxeXnqdPrWbzpEB+tTUUqETN3WhKTB0R3yZoDHK2u5onNmxCJRHwyegwRrqZdg2pVI4+lrUGt1/Nx75vwt2s13sy5nntq97Gndh89HeIZ4z6yU32YhEGLjeZ5oIlm+dsgMs4IExTTr3OETcUlhLW4hMXWQixG17Onaarr3t7XlOq6cF9cQlgL81m0aBFqtZpDhw6xc+dOSktL6dHDcnX5nWXONOmayG08igjobtf5t4g1NTW4u7kxwD2Q9RXH2XW6mH5uAXjbGJ9vIhaJSAoMYl95GbvLypCKxdzgbdnYf6US8vPFZGT8NZzEoJUxvm8IScNbSDlWSnJ6Hh6OtnTzdv2LIWTt+9rRXklCjB8TR8cS0c0TnVZPQUk12ccq2bzrOMk7jlJWWYdYJMLV2RaZBfQ22sIa52kwGCirrGXL7hMs+TmVL3/ax4HDJ6k4VU+gnwu3jI3jqQeSGDc8mgBfly7xPPz5PE/XNfLS0q1sySjA382Rd+8bS4KVVdD/TEXDeR5K3sB5tZoFScMZ4Gea/ojeYODZ9A3kNdTwVGQiI33C/vhbZ6/nOU0tX5YvQSaS80jA/SjE1s/NlOlWIdOtRyO5Fa3U+AR4QTFdQEDAbP5QXZ8+HZvnn29fdf2++9B+9RXNCxeij7V+eU8Bga5k3rx5Vh9jgsc4Ms/nsOnsNno6JOCnNG/T5aKwYV6P0Tx8YDVzMjby86BpOMqMf5NtK5PxwcjRTF+7hk/SD+Fjb8/4bmEdH2gCCxe2Jp8nJ0upqpLg7a1j7FgtCxeqkcv7Eunnzn9W7mX+8t2k5Vfw9MQBVhE2bA+JREyfHoH06RGIWq0l80gF+9KLOXC4hE07j7Fp5zHEYhFhwe7ERvgQE+FDTHdvi1fZMgedXk9JaQ05x6vIOV5J7vFK6s63rr1YJCImwocBNwTT74YgvD2sX22qPfYcKWHhij3UN6sYHB3ErFsH4WDTdWt5XqXiic2bqG5u5tm+/RgRHGxyH0sKD5F6tozBHsHcEWz+ywqDwcAvp1bQolfxf95TcZR2wTUytCDXLMaAArXsXuuPZwEEI0RA4DpEHxdnvOr6kCGo77sP1QsvCKrrAgImoBAruM37Vj4rW8yPVb8wM+gJs7VDerv5cX9Yb77IT+OlzC283+tGJCLj32p72Nry8egx3LNuLa/u2Y2rUmnyW+H2kMth0aIW6uqgtFRMQID+Lzohw+JDifT34PVfdrAlo4DcklPMmTKE+JCuqcj09/lK6ZMQSJ+EQHR6PcfzT3Mgo4Sc41XkFZ3mROEZftuQhUgE3h6OdAtyJ8DPmQBfFwJ9XfDzdkJmxSR3g8FATW0TpRW1lFac42T5OUorayksqaapWfNHOzcXO4YOCCMh2o++PYNwcrBemJWxtGh0vLtqL78fOI5cKuHpmxOZ2DeiS3NwWrRant62hcLaWv4vOqZTejmp1aV8nncAT4Udr8ZbRvjz0PkMchqO0N02jAFOfc3uzxhk2mWIOYNKejcGkXuXjGkughEiIHC9clF1fcyYVtX1jz66sur6l18iW7FCUF0XEDCRGPso+jr24kD9ITaf3cZYd/Or0D0Q1pusc1XsOVPCR8f381RkoknHd3N24f0RI3ls00Zmbt3CR6PGmKyT0BFOTuDk1HYlLB9XBz56cDxLtqTz065snly8nn8NjCUpxPqlSdtDIhYT3d37jxK1LSoNxwtOX/A0VFF08ix70goh7dIxYpEID3d7XJ1scXG2xfXCj4uTLfZ2CuQyCTKZBPmFH5lMSuXpBpCeQa3RodFoUal1tKg01NY3c662iZraJs7Vtf77TE0DjU1//VwWicDXy4nE3l7ERfoSE+GNl7tDlyfYt0dWURWvr0qnuqGFEC8X5k5LItS7a19iqbRantm2lUNVVYwICmZmH9M3+ycba3k+YyMiRCzoOQYXuY3Z86rT1vNr1W/IRXJu9/5Xl1w3kaEWhfZrDDiilt5l9fEshWCECAhc79jbo5o7F82dd7arui6uqcHm6aeRf/NNq+p6v35dPFEBgX8mU7wmcaIpn/XVm4ixjyJAaZ7nQSISs6DnaO7et4Lvig4Tau/CRH/Tqur09vbhP8OGM3PbVp7YsomPRo2mt3fXxehLJWIeGNObAZEBzF++m1/35LAjy4ZZMnt6h/l12TzaQ6mQ0SPajx7RrfMxGAxU1zT+4ZVo/aml8nQ9xwtPo9ebUkw0rcMWdrZy3Jzt6BHtR4CvM4G+LgT4tXpfFF1UztZUzjer+HLjIX5POwbA/w2N554RPZFbKb/mSqh1Op7ZtpWU8jIG+fszb2iSyXkw5zUqnjq0jnqNilfjhptUDOJKGAwGfqz8lSZ9E1O9JuMh7xqPhFyzGBENtMhmgujqGvumIJTo7SKEkpuXENbiEldjLaSbN6OcPRtJQUG77bpadV24Ly4hrMU/j6ONx/mk9At85N7MCn4Kmdh4bYIrXe+SxlqmpyynRafhv/1u6dQmaefJkzy7fStSsZiPR42mVxcaIhdpVmv4anM6K1JyMRhgZI9QHrmxL24Olq1aZk10ej3nG1StXowL3oymZjVqjQ61Wtv6+8K/GxrO4+HhesE7IkUuk6BQSHFytMHVqdWT4uxki1JxbRoabWEwGNicUcBn6w9wrrGFYE9nbusTxNiBvbp8Lmqdjme3bWV3WSkD/fx5d/gIFCZq42j1ev59cC37z5YyPaRnu95GUz6P99bu56eqZUTaduexgAe7xguiL8ZOdRsGkS+Nil9AZJouCly975x/zhMgICBgETqluv7II9dcSV8BgWuJKLsIBjsnsrs2hXXVydziOcHsPoPsnFnYcwyPH/ydZ9I38P2AKfjampbgOjQwkHeGDee57dt4YvMmPh41xuJVszrCRi7j8fH9iHSVs/xwKVsyC9l3vIwHR/fipr4RXaYhYQ4SsRhnRxucHW0gsP0qQtfbS4STZ+p4f3UKhwsrUcgkPDimN/8aGENxUWGXz0Wt0/Hc9lYDJLGTBgjAu8f2sP9sKYM9gnkior9F5latPstvp9dgI1Zyh8+0LgufU2g+QoSOFtkTnTJAribX/pMvICBgeeRy1E8+yfm0NNRTp16xmaihAZtXXsE+MZH/Z+++o+MorwYO/2ZmZ5t678WSe++9m2a6Te+xIQFCICYhlFATCKHFEIIhAQKGfPRebGxT3AvuVbYsy1ax1bu02jbl+0PCoshF8mpXkuc5R0cGjWbuvDO7mrtvuaavv/ZjgAZD13Nx7PnEyNF8W7WSnMbj9zSerDHRKfyp3ySqPU7mbV2MQ/nlvK4TmZqaxlNTp+NVVX739VK2lZb4JLa2SosOZsEt5zPvwnEAPPv5em7795dkFZYFJB7D8TW6vby6bAs3Pv8J2w4WM65vCgvnzebqKYM7bHnj4/GqKn9a/h2rCgsZl5jE/HYmIB8W7Oa9/F30DI7k8aFntmnhh2PRdI3/Fb+LW3NzWdwsIuTwU97nyZDUzcjaKhRxGIo41S/H9CUjCTEYTmN6QgLOl1+mYckS1EGDjrmddOAAQZddhv3KKxEPHfJjhAZD12ERLVyXeBUCAm8UvUWD0novY1tdnjaIy1IHcqC+kvu2L0PRWp8QfjzT0tJ4clpzIrJsGZuLi30SW1tJosjFY/vx5p2zOWNIBvsOV/Dbl77kwf/7lkOl1QGJyfBTbq/CB2v3cM0zH/B/K3YQHmzj0Wtn8Ph1Z5AQERKQmFyKwl3Lv2VVYQFjExOZP+OMdiUg68sLeDJrFeGyledGnEeQyTc9/EsqvybXeZBhIYMZFeqnIWq6gsU7HwC3PK/T1PxqCyMJMRgMqGPH0rBiBc5nn0U7zjK98pIlBI8Zg+XRR8Hh8GOEBkPXkGFL57zos6lRanmj+G00ve0JQ2vu6jeRsdEprCnP59Hdy9FaKUZ6ItPT0nly2nQ8mspvly1hWQCG0/wgKsTOA1dM5Z+/Ppf+KTGszspn7vOf8Nj7KzlcWRewuE5niqrxxcZ9XDv/IxYs+h63ovKrGcN4Y95sJvVPC9jqXDUuFzcv+epoD8izM87E2o4EZFdNCXdt+wpJEPnH8JltHtp4LHsd2XxV8TWRpgi/rYYFIKvvI+k5eKUL0MT+fjmmrxkV0/3EqIDcwmiLFp2qLX6oun7DDeBwnLjq+nvvoSckoPXt65NPYDpVWwSY0RZdW4YtnXxXIXsd2UiCRE975nG3P5nrLQkiU+N6sKnyMGvK86n3uhkfndrmB54e4eEMiY3j2/w8Fh/MJdhsZnBsbJv20V6tnWd8RDDnjuxNn+Ro8spq2HKgiE+/30t5rYPU2HBC7Z2ngODJ6mqvX6+ismxbLn95ZznLtuWiahqXTRjIw1dNY2yflGMOvfLHeR6pr+c3S75if3UV52Rk8OTU6e3qAcmpr+TWTZ/jVBSeGHo242NST/p3j3eeNd5aFhS+jIbKb1N+7bfVsAStBJvnHnSCcFn+AcKp1Y0J1D1r9IQYDIaf0CMicD3zDA0rV6KMG3fM7cQjR7DPnUvQ+ecj7t7txwgNhs5NFESuT7yaCFM4iyqWku3Y75P9BpnMPD/yAjKDI3knfycvHzjxMrCtGZOYyH/PPY8Yu51/bPyeZ77f0K6eFV8RBIHxfVN55baLePjKqSRFhvLlpv1cP/8jHn77O/YWlgcstu6sweXh3VW7uOqZD3jyo9WU1TqYNbYfb//xMm6ZOYrwoMAWRMyqqOCGRV+QX1fLrwYO4m+Tp2JuRw2rQkctt236nDqvm4cHTWd6fIZP4lN1ldeK3qRBbWBW7IWk2U4+sTlVFu98BJy45TvQBf/MP+kIAVkd69NPP2X79u0IgkBoaChz5swhPLzrNqLB0B1pgwbhWLz4xFXX1641qq4bDD8TLAUxN+l6nstfwMKit7gn/Q+Ey6e+fn+42cqLoy5k7oaP+c+BTQSbLFzTY0ib99MnMoo3zruA3329lLey9lDa6OCxSVPa9Smzr4iiwLTBGUwakM7K3Yd4d/VuVu7OY+XuPIakx3PF5IGM7Z2CKHa9se+dSVmtg4/W7eHLjdk43F6sZhOXThjAZRMGEBceHOjwAFh7+DB/Wv4tLkXhnjHjuLJ/+4YblbkauHXTZ1S4G7mr30QuSO7rsxg/K1/EQWceI0KGMjl8gs/2eyKSuhpZW940GV0632/H7QgBGY6VlpbGmWeeydSpU2lsbGTLli0MGdL2N9GupKt1z3Ykoy1adPq2EAS0/v3x3HADCALSli0IqvrLzXQd09atyP/7H3pYGNqgQdDGZTc7fVv4kdEW3UOEHI5VtLC9YRf5rkJGh41AbGUlnrZe7yCTmcmx6XxdcoBvS3OJt4XQNzSmzfGFmM3MzMhkZ1kZa48cZktpCVNT09o13v5knOx5iqJARnwkF4zqw+D0eKobnGw9WMy3Ow6yfNchFE0nOToUq9w5qwx0xtevpulsP1TCq0u3MP+zdezKKyXYZuG6qUN48IqpTOqfRrC1bZO0O+o8P8vZz30rlyMIAk9Mnc6F7VzuuMbj4uaNn1LQWMvNPUcxJ7N9E8ZbO88d9bv4qOwzYs0x3JJ8Y5vqAp0S3YXdcyfgxGWejy76pv0Ddc8GJAmR5ZaLtW/fPlwuF4MHD/Z3GH7VGd+UAsVoixZdpi3MZtQpU/BecgliXt4xCx0KTifykiXIS5ei9u+PnnzylaO7TFv4gdEW3Ue6NZViTwl7HfvwaB76Bff5xTbtud6hspVx0aksK87h6+Jc0oLC6RnS9nvGYjJxTo8MCurqWHvkMN/kHWJEfDzRNt8XEmzreQqCQGJkCGcN68nE/qk4PQq78kv5PvswH63dQ25JFVbZREJESKfqHelMr9/iqno+WpfFUx+v5sN1WRwqrSYlOoxfnz2Cey6ZyLDMRCztTOZ8fZ5eVWX+po38a8tmQi0WXjjzbMa34W/Ij9V5Xdy66XNy6iu5On0It/ce2+4J4z8/z1JPOf8+/CoCAr9LuZlIs/96/y3Ki5i0tXhM16OYzvHZfgN1zwasYvonn3zC+vXrsdls3HXXXYSEnPyybzk5OR0YmcFgOJGwtWtJmT8fa0HBcbernDmTw3fcgTfaP5P1DG3TnQqqdWZO1cUz+f+k1FPG1fGXMz58zE9+firF7fbUlHLrps9pVLw8MngG5yf9Msk5GZqu89LWLby6cwcWSeL+8RO4oKdv7w9fFPGraXCydNsBvtqSQ15ZDQARwTamD+7B5AHpDEyLDXjxw0AXK6yoa2RNVj4rdh1i+6GmmjBW2cSUgemcN6o3g9LifLKCky/Ps6zRwd3Lv2NHWRk9wsKZP2MG6WHtG6Zf7XZy2+bP2VdXwazk/tw/cCriKZzvj8/ToTbyTN4/KfdWcH3CVYwOG9nu/baVqO3B7p7bXBn9nVOejP5jgbpnOywJmT9/PrW1tb/4/7NmzWLo0KFH/3vx4sV4vV4uuuiijgij0wj0m1JnYrRFiy7dFm53S9X14yzXqwcH47r7bjy33HLcqutdui18zGiL7qfMU84zec/j0lz8LuVmegf1PPqzU73eu2tKuW3TF9Qrbv48YAqXpg5s975WFhTwwOqVNHg8XNqnL38aM7Zdk4Fb48v7Wtd1so9UsnRrDt/uOEid0w1AeJCV8f1SmTwgjeGZiZgDUFQvEK/fwxW1rM7KZ/WefLJ+NJF/SI94zhneiykD07FbfDtkyFfnubmkmHtXLKfS6eSsHj14eMIk7HL7Yi13Obhl42ccclQzK6U/9w84tQQEWs5T0RUWFL5MTmMuZ0ZO46JYP87H0D3Y3dch6QdpNP8bVfJtLZJul4ScrMrKSp5//nn+8pe/BDKMDmc8VLQw2qJFd2gLobgY68MPY37//eNup/bsieuJJ1DOOKPVn3eHtvAVoy26p5zGXF4o+A8W0cwf039PnLlpHocvrvf+ugpu3fR5U2X1PuO5PmNYu/dVUFfHXd99S051FQOjY3hq2nQSgk99wnJH3ddeRWXrwWLW7Mlnzd4CqhucANgtMsMzExiemcjwjATSYsP9UsPBH6/fBpeHHYdK2JpbxJYDRUd7hURBYHB6HJMGpDGxf1qHTjQ/1fPUdZ3/7d7N81s2IQB3jhrNVf0HtPsaFTXWccvGzzjsrOOa9CH8oe8En/X49OzZk7dL3md97UaGBA/ixqTrW53f1VHM3pewKK/hkS7Bbb7X5/sP1N+cgMzqKi0tJS4uDoDt27cTHx8fiDAMBoMP/FB13TNnDra770batavV7aQDBwi69FK8M2fievxxtB49/BypwRBYveyZXBl/KW+VvMe/C1/lrvTfEyT5Zu5F79Bo/jtmFrds/IznstfRqHq5ueeodj2EpYaG8sb5F/D4urV8mXuAqz//jL9OmsyklBSfxOprskliTO9kxvROZt5F48gqLGf1nnzWZOWzJquANVlNw0Yjgm0Mz0hgWGYC/VNiSYsNC/jQrZNV43CRfaSCHYdK2JZbRPaRyqPLKltkifF9U5g0II1xfVMDvrTuyah1u/nrmtV8V5BPtM3OU9OmMSyu/c+CeQ3V3LLxM8rcDn7dcyS39Bzt04Tzm6rlrK/dSIo1mesTr/JrAiJqezArb6AJCbjl3/ntuP4QkCTk448/pqSkBEEQiIqK4tprrw1EGAaDwYfUceNoWLEC8xtvYHn0UcTq6la3k7/6CtN33+G+/Xbcd94JQUF+jtRgCJxx4aMp85TxddVyXjm8kN+l/sZn+04PjuC/Y+Jtw2YAACAASURBVGdz68bPePnAJhoVD3e289Ngm8nEXydNZnBsLE9/v4E7vlnGVf368/uRowK6jO+JSKLIoLQ4BqXF8dtzR1NcXc+23GK25hY1rbC18yDf7myqFG+VTfRMjKRPYjR9kqPpmRBJUlRouydq+4Ku61TWO8krrSb7SAXZRyrJPlJBaU3D0W0kUaB/agwjMhMZlpFA/9TYgAw7a68tJcXcv3IlpY0OhsfF8+TUaUTb25+M76+r4LebPqfK4+T3fcZxQ8ZwH0YLB/RDLC5fRrgpjJuT5mIR/VhAU3dh9TyCgIpTfgiEzrGEsq8E5JV26623BuKwBoOho0kSnrlz8V58MZbHH8f82msImvaLzQS3G+szz2B+5x1cjz6Kd9asAARrMATGBTHnUuapYEfDLt4ufp+xuu8mtybZQ3l17Cxu3fg5/5e3g1qvmwcGTkUW2/6QKggCl/Xtx+DYWO5bsYJ39maxsbiIRydNoV8XWWwiISKEhJEhnDuyN7quk19Ww/ZDJWQfqWD/kQqyCsvZnV/2k9+JDrWTGBlCYmQoiZEhxEcEExZkJfxHX+1JVDRNp87pptbhoqb5q7K+keKqeoqq6jlSWUdxdT1u70+XQQ8PsjKmdzJ9kqIZkBrDoPR4n8/v8Ae3ovDitq38b/cuREHg1mHDuXHwkFPqjdpSeYQ/bP2KesXNff2ncFla++dDtSbPmc9S7VtkQebm5Lk+qfXTFhbvC0h6Hh7pClTJf5Pg/SXgc0JOF8YY7xZGW7To7m0h7tyJ7Z57MK1ff9ztlIkTyb7tNpJnzvRTZJ1bd78vDODRPDxf8BJ5rgJGCEOZ0+c6n+6/2u3kji1fsqe2jJGRSTw97BzCzO0fpuNUFJ7btJH39+3FJAjcNHQYcwcPQW7DA2RnvK9dHoXckiqyD1eQX15DQXktRVV1lNU6OF4ReavZRJBFRjZJyJKE2SQe/XdjYyOibMarqHgUFa+q4fYqNDg9x61MH2SRSYxqSnxSosPokxxNn8QoYsKC/DKXpa3acj2zKip4cPVKDtbUkBISwqOTpzAkNu6Ujv/Z4b38bfcKAB4eNJ3z2rky3LGUust4tuAFHGojv0maw6CQAT7d/4lI6lrsnnmoQg8aLW/6dDWsnzttJ6afLjrjm2+gGG3R4rRoC11H/ugjrA89dMyq6wC6KBpV15udFveFgQalgfkFL1DmKefCmHM5K2qGT/fvVLw8uPMbvis9SKo9jH+OPJ+0oPYte/qDDUeO8Mia1ZQ2OugXFc3DEybS5yTrC3Sl+9qjqJRUN1DcnJD80HPx414Mp0fBq6hNyYaqNf1bVRERkGUJsyQhNycnZpNEqN3yk96UsCAbkcFWEpp7XcLslk6ZbBzLyVxPt6Lw6s4dLNy5A0XXuaJvP34/chS2dq5+BU3LSb+wfwMLD24lVLbwzLCZjIxKavf+WlPlrWJ+/gvUKLXMEKYwq8+FPt3/iQh6JXbX1QjU02hZiCb27tDjGUlIN9eV3nw7mtEWLU6rtmhowDJ/PpYXXkDweI65mRYZieuhh/Bedx34aGnQrua0ui9Oc1Xeap7KfY4GGrg8bjaTIyb4dP+arrNg/wZeb35ge3rYOYyKal8BuB/Uu908vfF7vjiQgyQIXDNgILcMHXbCB8vT5b42zrPJxqIi/rZ+LQV1dcQHBfHwxEmMTTy1ZMGpeHlg5zcsb06snx95PqmnmFj/XJ1Sx7P5Cyj3VnBRzHmkV6X493rqGjbPPEzaelzyH/CarurwQwbqnu0ay0IYDIauLzgY90MP0bBhA96zzz7mZmJVFfZ58wiePh3p++/9GKDB4H+RcgSzxfMJkYJ5v/RjNtZu8en+RUHg9j7jeGTQdBoVL7dt+oJPC7NOaZ8hFgt/nTSZF886m4TgYN7cvYtLPv2Y1YWFPora0JVVu1w8uGolNy/9isP19VzdfwAfzpp9yglIucvBTd9/wvLSg4yMTOKNcZf6PAFpVBt5ofBlyr0VnBU1gzOjpvt0/ydDVt/FpK1HEcfjla70+/H9yUhCDAaDX2kZGTS+9x6O999Hzcg45nbSjh0En302tptvRigp8WOEBoN/RQjh3JZyMzbRxv8Vv8vO+t0+P8aFyf14adSFBJlk/rp7OfP3rkFpZdGIthiXlMwHF89m7uAhlDsc3PHNMu5e/h1ljccuXmrovnRd5/OcHGZ//CFf5h6gX1QUb55/AX8aM5Yg+diFak/GnppSrlv3AXvryrk4uR8LRl1wSnOcWuPW3LxY+CpF7mImh0/ggmj/z1EUtWws3hfQiMRlfgi60PC89jCSEIPBEBDKWWfRsH49zkceQT/OMr3m994jZORIzM8/D8cZxmUwdGXJ1kRuTbkJk2DitaI32dOw1+fHGBHV9OlxelA4/5e3g5s3fkqZq+HEv3gcVpOJ20eM5J2LLmZIbCxf5x3i4o8+5KVtW3F4jdfr6WJzcTHXffk5D69ZhVtV+ePoMbx5/oUMiI45pf3qus67eTuZs+Fjyt0Oft9nHA8OnNau1d6Ox625eanwv+S58hkVOoJL4y72//wcvQ6b514EvLjMD6ELJzfXqiszkhCDwRA4FgueefOo37SJyuMM0RIaGrA99BDBEyZg+vZbPwZoOF2J2h6/HzPDls7NyXMREHjlyEKyGvb5/BipQeG8Oe4yzojPZFt1MVeueY915QWnvN+eEZG8du75PDh+AnZZ5uXt27jwww94f28W3lPscTF0XjlVVdz+9VJ+vWQxeyoqOKtHDz6adQnXDhiI6RQLQdZ73dy9bSlP7V1NiGzhhZEXcEPGcJ8nB27NzX8Ov8YBZy5DQwZzbcIVfi1GCDTPA3kIUT+M2zQHVfLt3LDOSrr33nsfCXQQp4OqqiqiTnIFke7OaIsWRls0Cwkhd+hQQmfPRtq5E7GsrNXNxKoqzO+/j7RjB8rIkRDu2/HAnYVxXwSe3T0XRZoJgq3Dj/Xj6x1tjiLdlsaWum1sqd9GgiWeeMupLWX6c2ZJ4oz4TCLMNlaVHeLLomy8usbwiETEU3jAEwSBftHRXNqnL2ZJYktJCcsL8ll66CDRdjthqnpa3Nenw+u31OHg2S2beWbrZgrq6hgZn8BTU6dz9YCBhJhPbegVQFZtGb/d+Dk7akoYHpHIv0dfRJ+wU+tVaY1TdfLi4Vc44DzIkOBBzE26Dkn4aS+LP66nWXkFs/opijgWt/wA+DkJCtQ9a/SEGAyGTuOHquvOf/wD7TjL9MpffUXImDFYHnsMHMb4c4PviXopVs+fQVf8fuy+Qb25NfnXiEj898ibbK7b6vNjCILAFWmDeH3cJSTZQnktdwu3bPzslIdnAdhlmZuHDuPzSy/jir79KKqv5+7l33Hfjm2sKMhHP14BDkOnVuZw8NSG9Vz00QesKCslMzyC5884i5fPmcmAmFNPEnRd5738XcxZ/xGHnXXcmDmCf4++iBjrsYfstpdDbeRfhf/hoDOPESFDW01A/EFSV2NRXkETEnGaH4UAxBAoRk+In5wOn4ycLKMtWhht0eJoW4gi6vDheK+/HhoakHbsQGjloUVQVUzr1mF+/330hAS0vn27zSQ+474IPFHbj6ytR8CDKo3p0GO1dr2jzJH0CurJtvodbKnbToQpjBTrqS2t25oYaxAXJPWl0FHLuooCPj+yj0RbCJkhp37/2WWZiSkpnN0jgyqnky1lZSw5dJAVBflEWG2kh4V1qboYJ6s7vn6LGxr415ZNPLR6FTvKy4gNCuK6tHQeP/Ms0sPDfXIdK9wO7tu+jHfydzbV/xg+k0tSB5xS79yx1Cn1/Kvw3xx2H2Fc2GiuTbjymAlIR15PQSvE7rkDEHBaXkAXff8aPxmBumeNJMRPuuObUnsZbdHCaIsWv2gLmw3l7LPxzpyJtG8f4uHDrf6eUFeH/NlnmNauRR0yBD021k8Rdxzjvgg8RRqPrC7HpK1GEzPQxGOv5HaqjnW9I+Rw+gX1aUpE6rdjF+2k29J8fnyLZOLM+EyiLXbWlOezpDiHwsZaRkUlY5FMp7z/cKuVM3v0oLcoItrsbCwuZumhg3yXl0eYxUJ6WFiHPGgGSnd6/R6ur+OfmzfxyNrV7C4vJzE4mDtHjeGhiZOI8HiJjo72yXGWlx7k9k1fsr++krFRKbww6gL6dsDwK4Bqbw3PF75EiaeUyeETuCL+kuPOAemw66k7sXtuQ6QUl/wgqjTO98c4SUYS0s11pzelU2W0RQujLVocqy30uDi811yD1qsX0qZNCA2tDxcRCwowL1yIUFGBMno0WH27fKM/GfdFJyCYUcVRyOoiTOoKFGkCuuCbB66fO971DjOFMiC4H9vrd7G9YScAPW2ZPu9BEASB/mGxnBHfk901payrKGDxkWx6BEf4rBaDUl/P5cNHcHaPHjg8XjaVFPN13iG+OJCDW1VJDwvDZmp/Je3Ooqu/fjVdZ33REZ7ZuIEnN6xnb2UlySEh/HH0GB4YP5H+0dFIguCT86z1uHh093IW7P8eHZ0/9J3A3f0nEyxbfHQ2P1XiLuX5gn9T6a3kjMhpzI698IST0DvkeuoaVs9DmPQteKTL8MpzfLv/NjKSkG6uq78p+ZLRFi2Mtmhx3LYQBLT+/fH86leg60hbtyKo6i8303VMW7di/t//0MPD0QYNglNcoSUQjPuic9CFCDSxB7L6FSZ1DYrpTBB8Pzb9RNc7xBTC4JAB7G7IYmfDbmqVWvoH9+2QFXzCzVYuSOqLLIqsLS9gUVE2xc56hkUkYj3FXpEfzjPcamV6WjrnZGSiaBq7ystZd+Qw72TtIb+ulhi7nVi7vcsO1eqqr986t5sPsvfx4KpVvLM3i/y6OgZGxzBv1Gj+PG48faOif9Jjdarn+V3JQe7Y/AU7a0oZGBbLv0ZewOS4Hh123XMbD7Lg8MvUqfWcHz2T86LPPqljdcT1NCsLMKufoIjDcHWCeSBGEtLNddU3pY5gtEULoy1anFRbmM2oU6finT0bMT8fKTe31c0EpxN5yRJMy5ah9e+PnnRqlXr9zbgvOg9NTAesyNpyJHUzXmkmCL79tP5krneQFMTw0KHsdxxgj2Mvea58BgUPQBZ933MgCSIjIpOYEtuD3bWlrG2eKxJlsdErJKrdD4k/P88wi4XJKalc3q8/0XY7hfV1bCou5pP9+1lVWIiiaSSHhGA1nfqQMH/qSq9fTdfZWlrCy9u388ja1awuLMSlKpyX2ZMHJ0zk5mHD6RUR2epwufaeZ5Gzjgd3fsMruZtRdZ3beo/lwYHTibLafXFKrdpct5VXjyzEqylcFX8Z0yInn/R97OvrKSufYFVeQBNSabS80CEfbLSVkYR0c13pTamjGW3RwmiLFm1pCz0yEu9ll6EOG4a0dStidXWr24klJZj/9z/EvDzUkSMhONiXIXcY477oXFRxMIJegaytRdIOoEhn+HQJzZO93lbRwqiw4RS5isly7GO3I4uBwf2xSR2zjHCUxc6Fyf0IMslsqCzk65JctlYVMSA8lghz2495rPO0SBKDYmK5om8/hsbF0ej1sqW0hNWHC3kraw/ZVVVYJImkkFCkLtA70hVevwV1dbydtYe/rFnd3MaVxNrtzB08hMcmT2FmZiax9uM/HLf1PL2ayv8Obuee7UvJbahiZGQSz404j2lxGR02J0jXdZZWfsv7pR9jFi38JnkOw0OHtGkfvryekroBq/dBdEJptPwbRN8uv91egbpnu9bHCwaDwfAjytln0zB1KpYXX8TyzDMIx1iu1/zuu8iLFuG6+248N98MPljH3nAaEQTc8t2IejEmbQ0W73zc8p8CshqbpflB6sPST1lVs5Zn8v7JLSk3kmpN6ZDjyaLEDRnDOTOhJ09nrWZlWR5XrnmP6zOGcWPmCGyS73piBEFgbGISYxOTKG9s5KvcXL44kMN3+Xl8l59HuMXK2RkZnJGezrDYOKQuONQykMocDpYX5LPk4EG2l5UCYDOZuKBnLy7o2ZMR8QkdlgxsrSri73tWkttQRYTZxv0DpnJuYu8OHXKn6irvlnzI+tqNRJgiuDXlRhItCR12vBMRtQPYPPcCEi7zP9DFjnnNdiVGEmIwGLo2iwX3nXfiueIKrA8/jPmDD1rdTKivx/bgg5jffBPXE0+gzJjh50ANXZpgwmn+O3b3rzGrH6CJyXhNVwckFFEQuTx+NjHmaD4u+5zn8l/kV4nXMDhkYIcdM9EWyrMjzmNF6UGeylrNa7lbWFK0n9/3Gc8Z8b6fKB9jt3P9oEFcN3Ag2VWVfHngAIsP5vLe3ize25tFhNXK1NRUpqWmMzohAUsXG7LlL/m1tawoyOfb/Dx2lZcDIABjEhM5P7MnM9LSsckdtxhAqbOBBTkb+PJINgCXpAzg9j5jCZU7duGQRtXJf4+8QXZjDinWZG5JvpEwU2iHHvN4BL0Cm2ceAg6c8t9Qpbb1xnRXxqvWYDB0C3piIs5XXsEzZw62u+9G2r271e2knByCLrkE77nn4nz8cfT0dP8Gaui6hGCc5mexu+dg8T6HTjSK6ayAhTMtcjKRcgQLi97ilSMLOTf6LM6OOqNDJqz/YGpcBqOjknn5wGbeztvBPduXMjAsjt/3Hc+IyESfH08QBPpGRdM3KprfjxrNluJivs3PY3lBPp/s388n+/djNZkYGR/PuMQkRiUkkhkR0a2W/G2LOrebLSXFbCwuZkPREfJqawGQBIHRCQlMT0tnWmoasUEdOw+hzuvi9dytvJu/E7em0ickmnsHTGFIRHyHHhfgiKuIV4+8Qbm3gkHBA/hV4jVYxI5Zbeuk6A3Y3Hcg6qW4Tb8N6HtGZ2MkIQaDoVtRx4+nYeVKzAsXYnnssWPOF5EXL8b07be4b78d9x/+APaOmxRp6D50MR6n5Z/Y3b/B6n0YpxDW4cUMj2dIyCDuTLuNVw+/waKKpRxy5nND4jUESR13P9tNZub1Hc/slP68sH8D35Tk8uvvP2FiTBp39BlHTx8UOmyNLIqMTUpibFIS944dx87yMlYWFLDmcCFrDh9mTXMtoQirlVEJCYxOSGRoXBzpoWHdduhWrdvNrvIyNhc3JR77Kiv4obSr1WRiemoak1NTmZySSoQfli13qwrvF+ziv7lbqPO6ibMGc0uv0Zyf1AepA5PjH2ys3cI7JR/g1b2cGTmNC2LO7dCk/IR0FzbPXUh6Dh7pEjymXwUulk5IqKmp+WUpYoPP5eTk0KtXr0CH0SkYbdHCaIsWHdEWQlUVlr/9DfPrryNo2jG305KTcT36KN6LL+4UVdeN+6Lzk9Qt2Dx3ACJO8wunNLzCF9e7QXXwRtFb7HVkE2mK4KbkGzpsnsjP7aop4fns9WypKkJE4LykPtyYOeIX9UU68r4ubmhgU3ExG4uL2FhcRHlj49GfBcky/aOiGRATw6CYGAZEx3ToEsAddZ5uRSG7qordFeXsLm/6KqyvO/pzkygyOCaW0YmJjE5IYGB0DLLUcUu//vg8vZrKl0eyeeXAJkpcDYSYLMzNHM4VaYNPeWnnk+HVFD4u+4zVNeuwilauS7iSISGDfLLvdl9PXcHm+RMmbQ1ecRou898DvhTvsQTqb46RhPiJ8VDRwmiLFkZbtOjIthB37MB2772Y1q8/7nbKxIk4n3wSbcCADonjZBn3Rdcgqauwee4GrDRa/oMm9mnXfnx1vTVd46uKr1lS+TWSIHF53CzGh4895f2eDF3XWVuez/PZ6znQUIWIwMzE3tyYOYL04AjAf/e1rusU1NWxsbiIXc0P63m1Nfz4YSfUbCYjPIKM8PCjX+lh4cTa7afca3Kq59ng8VBYV8fB2hoO1tRwsKaa3OoajjTUo+ktZxFiNjMwOoYBMTGMiItnSFwcNj/OjcnJySEtI4PPj+zltdwtlLgaMIsSV6QNYm7GCMLM/ikYW+Wt5r9H3iTfVUCiJYGbkm4g1uy7auvtup66itX7ILL6NYo4Fqf5HyB03gVRAvU3xxiOZTAYuj1tyBAcixcjf/gh1oceQiwubnU705o1BE+ejOfGG3H9+c8Q7ptK0YbuSZUm45L/gtX7IDb373BaXkYTewQsHlEQOS/mbNJtqbxR9BZvl3xArjOPy+NmdfiYeEEQmBibzviYNL4tyeWVA5tYVJTN4qJszk7oxU2ZIzv0+D+PJS0sjLSwMC7r2w+Aeo+HvRUV7K4oZ09FBQdrqtlVXnZ0lagfSIJAbFAQ8UFBJAQFEx8cTKzdTqjFQtiPv8wWbLKMJAgn7FHRdB23qlLvcVPndlPr/uG7hyqXkxJHAyUNDkocDRQ7HDR4PL/YR7jFwtDYOHpHRh7tzUkNDQ1YQUe3qrC0poBFq9ZR6mrAIkpcnT6EG3oMI8bqv7oXWQ37eKP4LRxqI6NCR3Bl/CWBnf8BoOtYvH9vTkCG4jQ/1akTkEAyekL8xPhks4XRFi2Mtmjht7ZoaMDyj39geeEFBK/3mJtpUVG4HnoI77XXQgcOaWiNcV90LbLyCVbv42jE0mh5GV1sW3HMjrjelZ4qXi16g0LXYeLMscxJvJZkq/+Kdmq6zvLSg7xyYBP76ysRgFFBsfxm4ASGRSR0imroHlWloK62ubehhkO1NZQ6HJQ0OCh3Nv6k1+FYBECWJGRRRBZFTKKIV1HQBAGvpqGoKspJ7Aeaho01JT5BJAWHNPfQNPXWRNo6phZMW1V7nHxamMW7+bsodzuwSiYuSx3IdT2GEm3xX/Lh1RS+rPiKb6tWICFxSdxFTAof3yH3VZten7qOxfscZvVtVKEvjZaXQOj89amM4VjdnPFQ0cJoixZGW7Twd1uIublY77sPedmy426nDB2K66mnUEeP9lNkxn3RFcnet7Aqz6EJCTSa/40unvxKUR11vb2awufli1hevQoJifNjzmFG5FS/TtTVdZ1VZXm8kruZrNoyAPqERHNF2iDOSeztl/kC7eHVNMobmxOSxkZqf9aLUeN241IUvJqKoml4VQ2vpuLVNFSvF7vVhiyJzclJU5ISYjETbrEe7VUJNVuIsFqIb+5xCenE9Yuy68p5N38XS4r249ZU7JLMGSFJ3DF8GpEW/y7qUeQu5o2itzniLiJGjmZu0nWkWJM77Hgn/frUdczKC1iUN1GFHjgtL6MLXaM33RiOZTAYDH6kZWbS+P77mJYuxXrffUgHD7a6nWn7doLPOgvPlVfi+stf0OM6R4VbQ+fila9BwI1FeQm751YazS+1KRHpCLJo4pK4i+gX1If/K36Xz8oXsbthL9cnXEWUOdIvMQiCwJS4HkyOTefzXRtZq1azvPQgf929nOez1zMrpT+zUvqTbA/zSzwnSxZFEoNDSAwOafPvdpcPETyqyoqyg7yXv4tt1U1DWJPtoVyeOoiLkvtRklfg1wRE0zVWVK/m8/LFKLrC+LCxXBJ3YeCHX0FzAvIiFuVNNCEVp+XFLpOABJKRhBgMhtOaUXXd4CseeS6gYlFexu75TXMiEviqyP2D+/LnHnfxTsmH7GjYxd/znuGS2IsZGzbKb8OiBEGgvy2Si3qNocRZzwcFu/mkMIvXD27l9YNbGRmZxIXJ/ZgRn+HTKuyGtttfV8Fnh/eyuCibWq8bgHHRqVyZNogJMWlHa7CU+DGmSk8Vb5W8x/7GAwRLwVwdf1mHFudskx8NwdKEFBotL6EL0YGOqkswkhCDwWD4oer65Zc3VV3/8MNWN/tJ1fUnn0SZPt3PgRo6O4/8a0DGoizA7v4NTsuLAZ2s/oNgUzA3Jd3AxrotfFD6MW+VvMeW+m1cFXeZ33pFfhBvC+H2PuP4Tc9RfF1ygM8O72Vz1RE2Vx3hqSwzZyX05MKkfgwKj+sUc0dOBzUeF0uLc/js8F721TVVVo8027iux1AuTu5Pj+YVzvxN0zVWVa/l8/LFeHQPA4P7c0385YSY2t5D1SF0DYv3KczqR81DsF40EpA2MJIQg8FgaKYnJeF89VU8c+eeuOr67NlG1XVDqzzyr9AFM1bvs9jcN+O0LEATAz88RxAExoSNpJc9k3dLPiTLsY+/HXqai2LPY1L4eL8XdbNIJs5P6sv5SX0pdNTyxZF9fHFkHx8XZvFxYRZJtlDOTOjJmfE96RsabSQkPlbndbGi9BDLig+wsfIwiq4hCQJTYtO5KLkfE2LSkMXA1bUodZfxVsl7HHTmYRftXBl/CaNCR3Se+0BXsXr/hqx+gSr0wml5AV3wb0Lf1RlJiMFgMPyMOn48DStWtFRdr6lpdbujVdfvuAP3nXcaVdcNR3lNVwMWrN4nsLtvpdHyPJrYP9BhARApR3Br8k1srNvCR6Wf8kHpJ2yt285V8ZcRbwnMnKeUoDB+23sMN/caxfcVh1l0ZB8ry/JYeHArCw9uJcUexhnxmcyIz6RvaMzRIUGGtqn2OFlTls/XJQfYUFGIojcVce0bGsPZCT05L6mPX1e5ao2qq3xTtYKvKpah6ArDQgZzWdxsQjtL7weArmD1PoKsLkUV+tFo+RcInWteU1dgJCEGg8HQGpMJz0034Z09G8tjjzVVXW9lqU3B7cb69NOY33mnU1VdNwSe13QJOmas3kexu3+L0/wPVGlEoMMCWnpF+gX15v3ST9hev5O/H/oH0yOncE70GQGb7CsJIuNjUhkfk4pLVVhXXsCykhxWleUdnT8SYbYxLjqFcdGpjItO8fvqTF2JomnsqS1lXXkB6yoKyKotO1q0sXdIFGcl9OKM+MxfVLcPlGxHDh+Wfkqxp4QQKYQr4mczNGRwoMP6Kd2FzXMfJm0NqjiIRvPzXWIZ3s7ISEIMBoPhOPTISFzz5+O54YbjVl0XDx/GPmcOymuvNVVd7985PvU2BJZiugCXYMfqeQCb5w5c5r+gSGcEOqyjQk2h3JR0Azvrd/NB6Sd8XfUd39dt5uKY8xgZOtzvQ7R+zCqZmB6fwfT4DJyql3XlBawuy2NdRQGLi/azuGg/AP1CWXhN1AAAH3VJREFUYxgTncKwiASGRMQTKvunUndnpOoaufVVbK0uYmtVEd9XHKZeaZpcbhJEhkcmMj46lenxmaR1ksQDmiaef1z2OTsadiEgMD5sLBfHnodd6mQJpl6DzXMXJm1HcyX0p0DoHDVcuiIjCTEYDIaTcNJV11evJnjSJKPqeiexdOlSPvzwQ+bPn09ISGCGcyjSDJzmYGyee7B6/oxbLmsergW1tZCdbSM2FsICOJpjcMhA+gb15uvK7/imajlvFr/Dqup1XBZ3MWm21MAF1swmycxoHo6l6zo59ZWsqyhgXXkB26uL2VtXzkKaigdmhkQxLCKBYREJDAyPI8kWuMriHc2heNhXV8GO6mK2VRexo7qEBqWl4nqCLYSzE3oyLiaVUZHJBMuda1U/t+ZuvudWoOgKGbZ0Lo27mFRr4FeV+zlBO4LN83skPR+vdBYu+WGjEvopMpIQg8FgOFmCgPeyy/Cec05T1fUFC1qtui6oKpaXX0b+6CNcDz+M95pr/F513QBVVVVkZWURGRn4yaKqNIZGy8vY3POwep9FV0q4/b57+eorMyUlA4iPVznnHIWnnnIFbPVns2jmvJhzGBc+mk/KvmRb/Q6ezv8nY8NGcX70TMLlzjHmXRAEeodG0zs0ml9lDKdR8bCzppRtVUVsqy5md00pB+or+aCgaWGJYJOZvqEx9AmNpm9oDH1Do0kNCg/opOu20nWdao+T/fWV7Ksrb/qqLaewsZYfDxJNsYcxPS6DYZGJDItIIMUe1ikTME3X2FK3nc/Kv6RGqSXMFMrFMeczMnR4p4xX1PZic89DpAq36Xo8ptsggL2E3YWRhBgMBkNbhYTgfuQRvNddd9yq62JlJfY77kB57TVcTz+NOmqUnwM9vb333ntceumlLFiwINChAKCJvWm0vIbNcwc2/R3OGVfN228/DUiUlEgsXNj0UPzcc66AxhkpR3Jj0vXsdxzgo7JP2VC7iS1125kWOZkzIqdhlzrX8BO7yczY6BTGRjd9eu7VVPbWlh/tIcmuK2dL8xLAP5AEgURbKGlB4aQHhZMaFE5aUDhx1mBircEBqeSu6TpVnkbKXA6KGuvIc9SQ76gh31FNvqP26LCqH4SYLIyITKJvaDSDw+MZGpkQ8EnlJ2OvI5vPyhZx2H0Ek2DirKgZnB01o3MUHWxFqHU7dve/ABcu+U94TZcHOqRuw0hCDAaDoZ2OVl1fsqSp6vqhQ61uZ9q+neAzz8Rz1VW4HnnEqLruB9u3byciIoKUlM41rEMX4ylxv0rBrnu49IIlxMWWM3vOi1RVN9VhWLLERG1tYIdm/aB3UE/uTr+T72s3sahiKcsqv2VN9XrOiprO5IiJmMXOWVRQFiUGR8QzOCL+6P9zKB7211WQXVdBdn0F+Y4a8hqqWVOez5ry/F/sI0y2EGMNJs4aRLhsI9xsJcRkIVg2E2KyECKbsUoyJkFEFsXm7xImQaTAXY9SW45XU1F0DUXX8GoqDV4P9Yr76Pd6r5tar4syl4Myt4Nyl+PoalU/ZhJEUuxhjIhMJCMkkn6hMfQNjSHRFtIpew2OJc9ZwBfli8luzEFAYFTocM6LPodoc1SgQzsmWfmUzKhnABmX+UkUaVqgQ+pWhJqaml8u9+InnWGsrr/k5OTQq1fg14nvDIy2aGG0RYsu3xZuN5YFC5qqrjc2HnMzPSTkhFXXu3xb+Mn8+fOpra39xf+fNWsWixcvZt68edjtdu69917uv//+Nv2dycnJ8WWoP5GdbWPu3F4s/OfdXHHxYnLzUpg950V27+sDwFtv7aZ378D2hvycV/eyQ9/NJn0bHjwEYWeUMJwBQl9MQtf9PLNB9VLkdVDscVDidVKluKhS3FSpLioVN05NQQA68kFJRCDCZCFSshBpshJpshAj20iU7STIQcTIVqQuPPSnTC9ng7aZQzQle2mkMEEcQ0ynLuqnkhT2NnEhX6GoweRW3oXD0zvQQXVJx/tbFrAkpKqqijfeeIOSkhIeeOABIwk5jRht0cJoixbdpS2EI0eOW3X9B2rv3rieeKLVquvdpS0C5fDhw8yfPx9zc5JXXV1NeHg4f/7znwnrBF0MtbUwZkwwpaUCj/zpeR6480UaHHbm/P5J1m05g++/b+gUPSGtaVQb+aZqBSuqVuPRPYRIIUyPnMzE8PHYpOOvStUV72uH4qHK7Tzac9GgeKj3uqlX3LhVFa+uomhNvR2K1tTjUV9XR3REJCZBxCSKyIKESRQJNpkJkS2ENH8PNpkJla1EWmxdMsk40fU80HiQZZXfkuXYB0CGLZ0LYs6llz3TXyG2i6DXYPXch0nbjCr0YF/x70jtMTnQYXWoQL02A/bxRWcbq2swGAy+cLTq+pw5TVXX9+xpdTtp//6mquvnnYfzb38zqq77UHJyMvPnzz/63+3pCelIYWFwzjkKCxdaePipeezY04/X/3kPH7x6O19+92vCQm8COudDqV2yc2HMuUyNmMTyqpWsrlnHZ+WLWFb5HVMiJjI1YiLBpu5TMyHIZCbI1LaVArpisuUruq6T5djHsspvyXU2DU/tacvgrKgZ9Avq0+mHj4nafmyePyHqRXjFKbjMj+BWWl8J0XDqApKEdNaxugaDweAr6oQJNKxceeKq64sWYfrmG6Pq+mnmqaeahlstWWLi40VnU1mTyrv/uY3zp7+C4tmL0/xopy6AFmoK4aLY8zkzagarqteyonoVSyq/5ruqlYwPH8OUiInEmDvzcBuDLym6wta6HXxXtYLD7iIABgT146yoGWTaewQ4upNjUpZh9f4VATdu02/wmG40VsDqYB02HKurjtU1GAwGXzPV1JD40kvEfPJJq1XXf+COi+PwvHlUz5jhl6rrp+untZ1JbS2sWVPIxIkphIXWYvPcj0n7HlVIw2V+Bk1MD3SIJ8WtuVlfs5FvqpZTo9QiIDAguB/TIibR294LQRBOmx6C0+k843rEs6ZmHWuq11On1iMgMDxkCGdGzSDZmhjoEE+OrmJWXsSivImOvbmg6NSjPz4drmegztHvc0I6+1jdjnI63MQny2iLFkZbtDgd2kLcsQPbPfdg2rDhuNvVjRyJ8PzzRtX108RP7n1dwaK8iFn5Hzo2XPKfUUznBDbANlB0he31O1lRtZo8VwEACZZ4poRPJKI8jAG9u/893d3fy3RdJ99VyKKCr8ghF0VXsYlWxoWNYXLEhE692tXPCXoFVs+DmLTNaEIKTvMzaGLGT7bp7tcTTqM5IZ19rK7BYDB0FG3IEBxffYX8wQdNVddLSlrdLnTzZvRJk/DcdBOu++4zqq6fTgQTbvkOVKEfVu9j2LwP4tU24pL/BELnqs/RGpNgYmTocEaGDifPmc/y6tVsq9vBu6UfImNiePEwxoWNItOW0ennBxh+qk6pZ1PdVjbUbqTY3fTeFWuOYUrERMaGjeq0dT6ORVLXYfU8gkh18/yPh0EwnkX9qeuuq2cwGAxdkSDgvfxyvDNnnrjq+n/+g/zhh01V16+9FkRjfPLpQjGdiUPsg81zP7L6BaK2C5f5cTSx63wim25LY44tjVkxF7C+9ntWV6zj+9pNfF+7iWg5ijFhIxkTNpJIOfAV7Q2tU3SFPQ172VC7iT0Ne9HQkJAYGjKYdEcK03tMRexq8yZ0LxblpebeRhmX/Ee80hV+GQJr+KmAJyFPPPFEoEMwGAwG//uh6vq11zZVXf/661Y3O1p1/fXXcT31lFF1/TSii6k0Wv6LxfsCZvUd7O5f4ZbvxCtd0qUemMLlMGZGn0VmVTokiWyo3cT2+p0sqljKooqlZNp6MDx0KMNCBhNqCg10uKc9VVfJacxla90OdjTsxKE21T1KtiQxNmwUI8OGEywFkZOT0+USEEE7gs1zP5K+p3n41eNoYt9Ah3XaCngSYjAYDKczrWfPpqrrS5cev+r6tm1G1fXTkWDGbf4DijoSm+evWL1PYlLX4TLfjy50nbH3AIIg0CuoJ72DenK5Oott9Tv4vnYLuc6D5DoP8WHpp/S0ZzA8ZChDQwYRYjKGxviLpmscaDzI1vrtbK/fRYPaAECoFMK0iMmMCRvVdSaat0bXMamLsHqfQcCBV5qJS74HhKBAR3ZaM5IQg8FgCDRBQDnnHBqmTsWyYAHy008juVqvmG1+5x3kL7/Edc89TVXXZdnPwRoCQZUm47C+hdXzCCZtNXbXVbjM96NKUwIdWrtYJSvjwscwLnwMNd5attfvZGv9dnIac8lpzOX90o/JsKUzMLg/A4P7E2+OM+aQ+JhTdbHPkc3uhiz2OPYdTTyCpWAmhY9neOhQMm09ulxvx88Jeg0Wz+PI2nJ0gnDKj6CYzgt0WAaMJMRgMBg6D6sV9x//SPaYMfR7/XXMH33U6mZCfT22Bx7A/OabOJ97DnX8eD8HaggEXYjDaV6ArL6LxbsAu+cuPNKFuOU7O3VNkRMJl8OYGjmJqZGTqPZWs61+J9vrd3LQmUeu8xCflS8iSo5kQFA/+gX1oac9A5vU+SfpdzaarlHsLmFfYw5ZDXs50HgQFRVo6vEYHzaWEaFD6GnPRBKkAEfrG5K6GqvnMUSqUMRhuORH0MUu3KPTzRhJiMFgMHQy3rg4nP/9b0vV9aysVreT9u9HaGz0c3SGgBJEvKarUcUxWD0PYVY/x6RtwCU/iCqNDXR0pyxCjmB65BSmR06hQWkgy5HN7oY9ZDmyWVWzllU1axEQSLYm0cueSS9bJpn2DOxGUvILmq5R5C4hp/EAOY25HGg8SKPW8n6RYkk+2tOUYk3q8j0eP6HXYfXOR1YXNU0+N92B13Q1dJPkqrswkhCDwWDopNSJE2lYtQrz669j+dvfflF13TtzJsoZZwQoOkMgaWImjZaFmJXXMSuvYffcjlc6D7c8D13oHks6B5uCGR02gtFhI1B1lYPOPLIdOeQ05pLnzKfQdZjvWImAQKIlnjRrKmm2VNKsqSRY4rrNp/knq06pJ99VSL6zgAJXIXnOfBo159GfR5oiGBTcn172TPoF9yWsOy4CoOuY1K+xeP+BSBWq0A+X+SE0sWegIzO0wkhCDAaDoTMzmfD8+td4Z8/G8thjmBcuRNB1dIsF59//HujoDIEkyHjk36BIU7B6HkNWFyGpa3DLd6JI53apFbRORBKkpp4PeyYAHs3DIWc+B5rnkOS7CjniLmZd7fcAyIJMqjWZJEsiiZYEEizxJFjiu0WPiaZrlHsrKXYXU+wu4Yi7mAJnIVVK9U+2i5ajGBQy8GiPUZS5ey+FLGjFTQs3aGvRMeM2/RaP6ToQjEfdzsq4MgaDwdAF6FFRuJ59Fs+vfoXtnntQJk5ET08PdFiGTkAT+9BoeR1ZfR+L9yVs3kdQ1EW45PvQxZRAh9chzKKZPkG96BPUVDdF1VWK3SVHewLyXQVH55T8WLgpjERLAjHmaKLlKKLkSKLNUUTLUZhFcyBOpVWarlGr1FHpraTCU0mFt4oKbwUl7jJKPaV4deUn2wdLwQwI6kd6c09QqjWZYFPXnSfUJrpy9N4XcKGIo7r1vd+dGEmIwWAwdCE/VF2nlQKHhtOYYMJruhpFnHb00+Ag91V4THPxmK4FofM8YHcESZBItiaRbE1iQnjT3BiP5qHYXUqxu5giTwnF7qavLMc+cPxyHyFSMGGmUEJNoYSaQpq+SyEEm4KxidamL8mGVbRgFW2YRRkR8YSrdmm6hqqruDQXTs3V9F1t+t6oNlKn1FOr1FGvNn2vU+qpUWpRfpZoAMiCiXhzU69OoiW+uZcnjnBT+Gm5epioZWH1PIGk70UjDJd8b7frBezOjCTEYDAYuhpBAHP3fqg0tI8uJuA0P4tJ/QaL9xksykvI6iJc8u9RxUmn1cOZWTSTZkshzfbTT8QbVeePehiaexk8FVR5qyn3VnLYXdSm44iISILU/CWiqAp6Nmg0JR86+knvS0AgxBRCoiWBaDmquZcmkii5qbcmQg7vXhPI20nQKzF7X0JWP0dA73bzoU4XRhJiMBgMBkN3IggopjNRpLFYvP9BVj/E7vkjijgGtzzvtJ+ka5ds2KVkUqzJrf7crbmP9k7UKfU0qA0/6b344d9e3Yuqq6ioqM29Haqu4lW92M12JKElOREFEZtoxdr8ZZOav4u25t6Xpp6XYCnISDKOR3djVt7FrLyOgANVyMQt/wlVGhHoyAztYCQhBoPBYDB0R0IIbvNdeLXZWLzPYtI2ILmvwSvNwiPfjC5EBDrCTskiWogxW4gxR7fr93NycujVo5ePozrN6TombTkW7z8R9SI0wnDL9+CVLjYmnndhxpUzGAwGg6Eb08QMnJZ/IalrsXifw6x+hKwuwWO6Fo/pahDsgQ7RYDgmSd2KRXkBSduFjoTHdDVu000ghAQ6NMMpMpIQg8FgMBhOA6o0gUZxDLL6EWbvf7Eo/0FWPsAj34hXmgWCHOgQDYajRC0Hi3cBJm0tAF5xKm75d+hiWmADM/x/e3cfG1W9oHH8e2am05ZS6TTptSMvhTZUg1XcAiEVMLphCWZXkFpXXmIuZOFmMYQIbrVbRUCoMWy2in+IF0gRhVJWFpIuQmFNFAMUKJHXRShCV8FL3yxToW8z58zZP1ybEETw2p6DnefzT3Om0/k9J23PL8+c35zTY1RCREREYoXhI+J7joj3H/Cbm/Gbm0mI/Bt+s5wu3z9jeieBPpMgLjKi3xFvvo/P2oOBjekZRVfcAqKeHLejSQ9TCREREYk1RhLhuD8R8RXgj5QRZ/0niZElWOYGwr45mN6JWmsvjjKil/CbG4mzdmJgYRnD6YpbgOXJi6mrusUSHWFERERilG2k0uX/F8LRGcSb6/BZVSRGlhA1/0zY90ci3r/XMi3pVZ7o1/jND/BZ/41BlKgxhE7fPJ2ViwEqISIiIjHO9gyk078MIzoXv/kRcdZ/kRApwW+uI+x7noh3KhiJbseUPsQT/R/8kQ3ERfcBYBnD//8s3N+C4XU5nThBJUREREQAsD2D6PL/K2H7n/BHNhNnbSch8u/ER9YR9k0j4vtHbOMPbseU3yvbwhfdR5xZji96AgDLeIiuuDlYnvFadhVjVEJERETkBrbxB7r8iwjbc4gz/4M4cxvx5kb85iZM798R9s0i6nnA7Zjye2G3EWdV4jcr8Ng/3pHe9Iwj7JuF5Rmt8hGjVEJERETkZ9lGCuG4PxH2/ZE4q4o4c/OPX60qTM/fEPEWYHqf0OdG5GcZ0f/Fb24nzqrEoA2beMLefCK+GUQ9Q92OJy4zQqGQ7XYIERERERGJHbrsgIiIiIiIOEolREREREREHKUSIiIiIiIijlIJERERERERR6mEiIiIiIiIo1RCRERERETEUSohIiIiIiLiKN2s0EFHjx6lsrKS+vp6iouLGTp0qNuRHHf69GkqKiqIRqNMmDCBJ5980u1Irvjggw84efIkycnJLF++3O04rmppaaGsrIzW1lYMw+Cxxx5j4sSJbsdyRSQSYdWqVZimiWVZjBo1iqlTp7odSxy0Z88etm3bRmlpKcnJyW7H6XEff/wxJ0+exOv1kpaWxpw5c+jXr5/bsXpELMxvsXa8jkajrFy5kpSUFBYuXOh2nF7R3t7Oxo0b+ctffryT/ezZs8nKynJkbJUQBw0cOJAXXniBjz76yO0orohGo5SXl7No0SICgQAlJSWMHDmS++67z+1ojnv00Ud54oknKCsrczuK6zweD88++ywZGRl0dnayYsUKRowYEZN/Fz6fj5deeomEhARM02TVqlXk5OQ4NiGIu1paWjhz5gypqaluR+k1I0aMID8/H6/Xy7Zt29i1axcFBQVux/rNYmV+i7Xj9aeffkowGKSjo8PtKL2moqKCnJwc5s+fj2mahMNhx8bWciwHBYNB0tPT3Y7hmrq6OtLS0khLS8Pn8zFmzBiOHz/udixXZGdnk5SU5HaMu0JKSgoZGRkAJCQkEAwGCYVCLqdyh2EYJCQkAGBZFpZlYRiGy6nEKVu3bqWgoKBP/84ffPBBvF4vAJmZmVy9etXlRD0jVua3WDpet7S0cOrUKcaPH+92lF7T0dFBbW1t9z76fD5Hz0zqTIg4JhQK3fAOXyAQoK6uzsVEcrdpbm7m0qVLDBs2zO0orolGo6xYsYKmpiYef/xxMjMz3Y4kDjh+/DiBQIDBgwe7HcUxBw4cYMyYMW7H6BGxOL/19eP1T28KdHZ2uh2l1zQ1NZGcnMyGDRu4fPkyGRkZTJ8+nfj4eEfGVwnpYaWlpbS2tt70+LRp03jkkUdcSHT3sG3b7QhyF+vs7GTNmjU899xzJCYmuh3HNR6Ph6VLl9Le3s57773Hd999x8CBA92OJT3gl+aHXbt28eKLL7qQqufdyTz4ySef4PF4GDt2rNPxekWszW99/Xh94sQJ7rnnHjIyMjh37pzbcXpNNBrl22+/ZcaMGWRmZlJRUcHu3bt5+umnHRlfJaSHLV682O0Id61AIEBLS0v39tWrV0lJSXExkdwtTNNkzZo1jB07ltzcXLfj3BX69etHdnY2p0+fVgnpI241P1y+fJnm5mbeeOMN4Mdj48qVKykuLmbAgAFORuwRt5sHDx48yMmTJ1m8eHGfWXoWS/NbLByvL1y4wPHjxzl16hSRSITOzk7Wr1/P3Llz3Y7WowKBAIFAoPuMe25uLlVVVY6NrxIijhk6dCiNjY00NTURCASoqanpc//Q8uvZts3GjRsJBoNMmjTJ7TiuunbtGl6vl379+hEOh/nqq6+YPHmy27Gklw0aNIjS0tLu7aKiIl599dU+eXWs06dPU1VVRWFhoWNLPpwQK/NbrByv8/Pzyc/PB+DcuXPs2bOnT/4+BwwYQCAQoL6+nvT0dM6ePUswGHRsfJUQB3355Zds2bKF69ev8+677zJ48GAWLVrkdizHeL1eZs6cyTvvvINt24wbNy5m3+Fdu3YttbW1XL9+ncLCQqZMmcKECRPcjuWKr7/+mkOHDjFw4MDuyxXn5+fz0EMPuZzMea2trZSVlRGNRrFtm9GjRzNy5Ei3Y4n0mPLyckzT7C5dmZmZPP/88y6n+u1iZX7T8brvmTFjBuvXr8c0TdLS0pg9e7ZjYxuhUCi2FjKKiIiIiIirdIleERERERFxlEqIiIiIiIg4SiVEREREREQcpRIiIiIiIiKOUgkRERERERFHqYSI3KG2tjbmz59PRUWF21FEREREftdUQkTu0OHDh8nKyuLIkSOYpnnT93+6t4OIiMitzJs3j87Ozl/1M+3t7T1yJ+udO3dSXFxMcXExO3fu/M2vJ/Jb6GaFInfowIEDFBQUsHv3bk6cOMGoUaOorKyksbGRrq4umpqaKCws5Nq1a2zdupVr165hWRYTJ05k3LhxAKxbt46GhoYbbgqUlJTk8p6JiMjdrL29nT179jB58uS/+jVqa2s5evQoy5YtA+DNN98kOzub7OzsHkop8uuohIjcgUuXLtHW1sYDDzxAa2sr+/fvZ9SoUQCcP3+e1157jeTkZCzLorS0lLlz5xIMBuns7GTlypVkZmYSDAaZPn06ycnJAOzYsYOqqiqeeeYZN3dNREQctnfvXs6cOcP169eZNm1a93xy8eJFtm/fTkdHBwBTp07l4Ycfpry8nPb2dpYvX058fDxFRUXs3buXI0eOEI1GiYuLY9asWQwZMuSWY9bU1JCXl4ff7wcgLy+PmpoalRBxjUqIyB3Yv38/eXl5GIZBbm4uW7Zs4erVqwDk5OR0F4uGhgbq6+tZu3Zt98+apsmVK1cIBoNUV1dz+PBhLMuiq6uLe++915X9ERER9xiGQVFREfX19bz11lsMHz4cn8/Hpk2bWLhwISkpKYRCIUpKSli+fDkzZ86kpKSEpUuXdr9GXl4ekyZNAuDMmTNs2rSJ4uLiW47Z0tLC/fff372dmprK+fPne28nRW5DJUTkNkzT5MiRI/h8PqqrqwGwLIuDBw8CkJCQ0P1c27bp37//DRPFT2pra9m3bx9FRUUkJydz+PBhvvjiC2d2QkRE7hrjx48HID09nSFDhnDx4kW8Xi/Nzc2sXr26+3mGYdDY2Ej//v1veo1vvvmGXbt20dbWhmEYNDQ0OJZfpCeohIjcxrFjx0hPT+eVV17pfuzChQuUlZUxduzYG56bnp6O3++nurqavLw8AK5cuUJKSgodHR0kJiaSlJREJBLhwIEDju6HiIjcnQzDwLZtBg0axMsvv3zT95ubm2/YNk2T999/n8LCQjIyMgiFQhQWFv7iGKmpqXz//ffd2y0tLQQCgZ7ZAZG/gq6OJXIbBw8evKlsZGVlYds2tbW1Nzzu9XpZsGABNTU1LFu2jNdff53NmzdjmiY5OTmkpaWxZMkSVq9e/Ytrd0VEpO/66U2ohoYGLl26xLBhw8jKyqKxsZGzZ892P6+urg7btklMTCQcDmNZFgCRSATLskhNTQXgs88+u+2Yo0ePprq6mnA4TDgcprq6mtGjR/fC3oncGSMUCumaoiIiIiIOmDdvHgUFBRw7duymD6bX1dWxbds22tvbu6+iuGDBAjweDx9++CHnz58nKSmJoqIiqqqq+Pzzz0lNTSUnJ4cdO3awbt26Xxy7srKSQ4cOYds2eXl5TJkyxYldFvlZKiEiIiIiIuIoLccSERERERFH6YPpIiIiIn3ADz/8wNtvv33T47m5uTz11FMuJBK5NS3HEhERERERR2k5loiIiIiIOEolREREREREHKUSIiIiIiIijlIJERERERERR6mEiIiIiIiIo/4POxCS0ITkhT8AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-0.85855506 -0.18708094]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-0.51404863 0.23106267]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-0.3077799 0.48142069]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-0.1842792 0.63131929]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-0.11033476 0.72106912]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-0.0660615 0.77480566]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Linear Regression with betas [-0.03955346 0.8069797 ]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"betas_ = betas[range(0, iters, 10), :-1]\n",
"for i, beta in enumerate(betas_):\n",
" print('\\n\\nLinear Regression with betas ', beta)\n",
" f, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n",
" ax2.contour(beta0, beta1, cost_func.T.values, contour_levels)\n",
" ax2.set_xlabel('beta_0')\n",
" ax2.set_ylabel('beta_1')\n",
" ax2.scatter(beta[0], beta[1], c='r', s=50)\n",
" \n",
" if i > 0:\n",
" for beta_ in betas_[:i]:\n",
" ax2.scatter(beta_[0], beta_[1], c='b', s=50)\n",
"\n",
" # scatter plot\n",
" ax1.scatter(X, y,c='b')\n",
"\n",
" # Plot the linear regression\n",
" x = np.c_[np.ones(2), [X.min(), X.max()]]\n",
" ax1.plot(x[:, 1], lr_h(beta, x), 'r', lw=5)\n",
" ax1.set_xlabel('Area')\n",
" ax1.set_ylabel('Price')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Estimated Betas"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.02492854, 0.82473065])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"betas[-1, :-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Normal equations (aka OLS)\n",
"\n",
"## $$ \\beta = (X^T X)^{-1} X^T Y $$\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"beta = np.dot(np.linalg.inv(np.dot(X_.T, X_)),np.dot(X_.T, y))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"array([-5.80624192e-17, 8.54987593e-01])"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"beta"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Estimating the regression using sklearn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using OLS"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# import\n",
"from sklearn.linear_model import LinearRegression"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Initialize\n",
"linreg = LinearRegression(fit_intercept=False)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=False, n_jobs=1, normalize=False)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Fit\n",
"linreg.fit(X_, y)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-8.88030989e-17, 8.54987593e-01])"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"linreg.coef_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using (Stochastic) Gradient Descent*\n",
"\n",
"*Differs from normal gradient descent by updating the weights with each example. This converges faster for large datasets"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# import\n",
"from sklearn.linear_model import SGDRegressor"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Initialize\n",
"linreg2 = SGDRegressor(fit_intercept=False, max_iter=100)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SGDRegressor(alpha=0.0001, average=False, epsilon=0.1, eta0=0.01,\n",
" fit_intercept=False, l1_ratio=0.15, learning_rate='invscaling',\n",
" loss='squared_loss', max_iter=100, n_iter=None, penalty='l2',\n",
" power_t=0.25, random_state=None, shuffle=True, tol=None, verbose=0,\n",
" warm_start=False)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Fit\n",
"linreg2.fit(X_,y)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-3.01851855e-05, 8.54306989e-01])"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"linreg2.coef_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Comparing OLS and GD"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"|Gradient Descent|Normal Equation|\n",
"| :------------- | :------------- |\n",
"| Need to choose $\\alpha$| No need to choose $\\alpha$|\n",
"|Needs many iterations | Don't need to iterate|\n",
"|Works weel even when $k$ is large |Slow if $k$ is very large |\n",
"||Need to compute $(X^TX)^{-1}$|"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Linear regression with multiple variables"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets create a new freature $ area^2 $"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" area | \n",
" bedroom | \n",
" price | \n",
" area2 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 2104 | \n",
" 3 | \n",
" 399900 | \n",
" 4426816 | \n",
"
\n",
" \n",
" 1 | \n",
" 1600 | \n",
" 3 | \n",
" 329900 | \n",
" 2560000 | \n",
"
\n",
" \n",
" 2 | \n",
" 2400 | \n",
" 3 | \n",
" 369000 | \n",
" 5760000 | \n",
"
\n",
" \n",
" 3 | \n",
" 1416 | \n",
" 2 | \n",
" 232000 | \n",
" 2005056 | \n",
"
\n",
" \n",
" 4 | \n",
" 3000 | \n",
" 4 | \n",
" 539900 | \n",
" 9000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" area bedroom price area2\n",
"0 2104 3 399900 4426816\n",
"1 1600 3 329900 2560000\n",
"2 2400 3 369000 5760000\n",
"3 1416 2 232000 2005056\n",
"4 3000 4 539900 9000000"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['area2'] = data['area'] ** 2\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Notation review"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" * n = n_samples = number of examples\n",
" * k = number of features\n",
" * y = price\n",
" * $x^{(i)}$ = features of the $i$ example"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"area 2400\n",
"area2 5760000\n",
"Name: 2, dtype: int64"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"i = 2\n",
"data.loc[2, ['area', 'area2']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* $x_j^{(i)}$ = value of the $j$ feature of the $i$ example"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5760000"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"i = 2\n",
"j = 2\n",
"data.loc[2, 'area2']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Hypothesis:\n",
"\n",
"* Previously:\n",
"\n",
"### $$ h_\\beta(x) = \\beta_0 + \\beta_1 x_1 $$\n",
"\n",
"where $x_1$ = area\n",
"\n",
"* New:\n",
"\n",
"### $$ h_\\beta(x) = \\beta_0 + \\beta_1 x_1 + \\beta_2 x_2$$\n",
"where $x_2$ = $area^2$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create new matrix X and scale"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2104, 4426816],\n",
" [ 1600, 2560000],\n",
" [ 2400, 5760000],\n",
" [ 1416, 2005056],\n",
" [ 3000, 9000000]])"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = data[['area', 'area2']].values\n",
"X[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([2.00068085e+03, 4.62083843e+06]),\n",
" array([7.86202619e+02, 4.05394589e+06]))"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"ss = StandardScaler(with_mean=True, with_std=True)\n",
"ss.fit(X.astype(np.float))\n",
"X = ss.transform(X.astype(np.float))\n",
"ss.mean_, ss.scale_"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.13141542, -0.04786014],\n",
" [-0.5096407 , -0.50835371],\n",
" [ 0.5079087 , 0.28100069],\n",
" [-0.74367706, -0.64524355],\n",
" [ 1.27107075, 1.08022201]])"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1. , 0.13141542, -0.04786014],\n",
" [ 1. , -0.5096407 , -0.50835371],\n",
" [ 1. , 0.5079087 , 0.28100069],\n",
" [ 1. , -0.74367706, -0.64524355],\n",
" [ 1. , 1.27107075, 1.08022201]])"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_ = np.c_[np.ones(n_samples), X]\n",
"X_[0:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cost function\n",
"\n",
"The goal became to estimate the parameters $\\beta$ that minimize the sum of squared residuals\n",
"\n",
"### $$J(\\beta)=\\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x^{(i)})-y_i)^2$$\n",
"\n",
"\n",
"### $$h_\\beta(x^{(i)}) = \\sum_{j=0}^k \\beta_j x_j^{(i)}$$\n",
"\n",
"\n",
"### $$J(\\beta)=\\frac{1}{2n}\\sum_{i=1}^n \\left( \\left( \\sum_{j=0}^k \\beta_j x_j^{(i)}\\right) -y_i \\right)^2$$\n",
"\n",
"Note that $x^0$ is refering to the column of ones"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Gradient descent algorithm\n",
"\n",
"Repeat until convergence{\n",
"\n",
"### $$ \\beta_j := \\beta_j - \\alpha \\frac{\\partial }{\\partial \\beta_j} J(\\beta)$$\n",
"\n",
"\n",
"}\n",
"\n",
"while simuntaneously update j=0..k\n",
"\n",
"$\\alpha$ is refered as the learning rate"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 8.50383593e-17, -8.54987593e-01, -8.33162685e-01])"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"beta_ini = np.array([0., 0., 0.])\n",
"\n",
"# gradient calculation\n",
"def gradient(beta, x, y):\n",
" return 1 / x.shape[0] * np.dot((lr_h(beta, x) - y).T, x)\n",
"\n",
"gradient(beta_ini, X_, y)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"beta_ini = np.array([0., 0., 0.])\n",
"alpha = 0.005\n",
"iters = 100\n",
"betas = gradient_descent(X_, y, beta_ini, alpha, iters)\n",
"\n",
"# Print iteration vs J\n",
"plt.plot(range(iters), betas[:, -1])\n",
"plt.xlabel('iteration')\n",
"plt.ylabel('J(beta)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aparently the cost function is not converging \n",
"\n",
"Lets change alpha and increase the number of iterations"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"beta_ini = np.array([0., 0., 0.])\n",
"alpha = 0.5\n",
"iters = 1000\n",
"betas = gradient_descent(X_, y, beta_ini, alpha, iters)\n",
"\n",
"# Print iteration vs J\n",
"plt.plot(range(1,iters), betas[1:, -1])\n",
"plt.xlabel('iteration')\n",
"plt.ylabel('J(beta)');"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"betas using gradient descent\n",
" [-7.91329177e-17 8.91147493e-01 -3.70307030e-02]\n"
]
}
],
"source": [
"print('betas using gradient descent\\n', betas[-1, :-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using the normal equations"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-7.26814831e-17, 8.91150925e-01, -3.70341353e-02])"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"betas_ols = np.dot(np.linalg.inv(np.dot(X_.T, X_)),np.dot(X_.T, y))\n",
"betas_ols"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Difference"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 6.45143463e-18, 3.43234289e-06, -3.43234289e-06])"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"betas_ols - betas[-1, :-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Making predictions\n",
"\n",
"Predict the price when the area is 3000\n",
"\n",
"Note: remeber the matrix X is scaled"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1. , 1.27107075, 1.08022201]])"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.array([3000., 3000.**2])\n",
"\n",
"# scale\n",
"x_scaled = ss.transform(x.reshape(1, -1))\n",
"x_ = np.c_[1, x_scaled]\n",
"x_"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1.09271078])"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_pred = lr_h(betas_ols, x_)\n",
"y_pred"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([475583.75451797])"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_pred = y_pred * y_std + y_mean\n",
"y_pred"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using sklearn"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.linear_model import SGDRegressor\n",
"from sklearn.linear_model import LinearRegression\n",
"\n",
"clf1 = LinearRegression()\n",
"clf2 = SGDRegressor(max_iter=10000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When using sklearn there is no need to create the intercept\n",
"\n",
"Also sklearn works with pandas"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf1.fit(data[['area', 'area2']], data[' price'])"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SGDRegressor(alpha=0.0001, average=False, epsilon=0.1, eta0=0.01,\n",
" fit_intercept=True, l1_ratio=0.15, learning_rate='invscaling',\n",
" loss='squared_loss', max_iter=10000, n_iter=None, penalty='l2',\n",
" power_t=0.25, random_state=None, shuffle=True, tol=None, verbose=0,\n",
" warm_start=False)"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf2.fit(X, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Making predictions"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([475583.75451797])"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf1.predict(x.reshape(1, -1))"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([475454.36969416])"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf2.predict(x_scaled.reshape(1, -1)) * y_std + y_mean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Evaluation metrics for regression problems\n",
"\n",
"Evaluation metrics for classification problems, such as **accuracy**, are not useful for regression problems. We need evaluation metrics designed for comparing **continuous values**.\n",
"\n",
"Here are three common evaluation metrics for regression problems:\n",
"\n",
"**Mean Absolute Error** (MAE) is the mean of the absolute value of the errors:\n",
"\n",
"$$\\frac 1n\\sum_{i=1}^n|y_i-\\hat{y}_i|$$\n",
"\n",
"**Mean Squared Error** (MSE) is the mean of the squared errors:\n",
"\n",
"$$\\frac 1n\\sum_{i=1}^n(y_i-\\hat{y}_i)^2$$\n",
"\n",
"**Root Mean Squared Error** (RMSE) is the square root of the mean of the squared errors:\n",
"\n",
"$$\\sqrt{\\frac 1n\\sum_{i=1}^n(y_i-\\hat{y}_i)^2}$$"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"y_pred = clf1.predict(data[['area', 'area2']])"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MAE: 51990.96151069319\n",
"MSE: 4115290102.0599403\n",
"RMSE: 64150.526903993086\n"
]
}
],
"source": [
"from sklearn import metrics\n",
"import numpy as np\n",
"print('MAE:', metrics.mean_absolute_error(data[' price'], y_pred))\n",
"print('MSE:', metrics.mean_squared_error(data[' price'], y_pred))\n",
"print('RMSE:', np.sqrt(metrics.mean_squared_error(data[' price'], y_pred)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Comparing these metrics:\n",
"\n",
"- **MAE** is the easiest to understand, because it's the average error.\n",
"- **MSE** is more popular than MAE, because MSE \"punishes\" larger errors, which tends to be useful in the real world.\n",
"- **RMSE** is even more popular than MSE, because RMSE is interpretable in the \"y\" units.\n",
"\n",
"All of these are **loss functions**, because we want to minimize them.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Comparing linear regression with other models\n",
"\n",
"Advantages of linear regression:\n",
"\n",
"- Simple to explain\n",
"- Highly interpretable\n",
"- Model training and prediction are fast\n",
"- No tuning is required (excluding regularization)\n",
"- Features don't need scaling\n",
"- Can perform well with a small number of observations\n",
"- Well-understood\n",
"\n",
"Disadvantages of linear regression:\n",
"\n",
"- Presumes a linear relationship between the features and the response\n",
"- Performance is (generally) not competitive with the best supervised learning methods due to high bias\n",
"- Can't automatically learn feature interactions"
]
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