Skip to content

Instantly share code, notes, and snippets.

@DimitryDushkin
Last active December 19, 2015 17:29
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save DimitryDushkin/5991406 to your computer and use it in GitHub Desktop.
Save DimitryDushkin/5991406 to your computer and use it in GitHub Desktop.
{
"metadata": {
"name": "agadganov"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"#@TODO: \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f X \u0438 y\n",
"\n",
"import numpy as np\n",
"from sklearn import linear_model\n",
"font = {'family': 'Verdana',\n",
" 'weight': 'normal',\n",
" 'size': '14'}\n",
"rc('font', **font),\n",
"# 1. Import data. HOURS TICK.\n",
"# format: <TICKER>;<PER>;<DATE>;<TIME>;<OPEN>;<HIGH>;<LOW>;<CLOSE>\n",
"# \u041d\u0430\u0441 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u0443\u0435\u0442 CLOSE - \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u043a \u043a\u043e\u043d\u0446\u0443 \u0447\u0430\u0441\u0430 \u0442\u043e\u0440\u0433\u043e\u0432\u043b\u0438\n",
"#data_filename = 'EURUSD_130701_130705 (15 min).csv' # 1 week, 15 mins\n",
"#data_filename = 'EURUSD_130701_130705.csv' # 1 week (5 days)\n",
"data_filename = 'EURUSD_130624_130705.csv' # 2 weeks (10 days)\n",
"data = np.loadtxt(data_filename, delimiter=\";\", skiprows=1, usecols=(7,))\n",
"\n",
"# data <- {CLOSE}\n",
"\n",
"plot(data)\n",
"xlabel(\"Hours\")\n",
"ylabel(\"EUR/USD\")\n",
"savefig(\"figures/initial data.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAuoAAAHsCAYAAACE1ogmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZKi0P8Hj4FM339f6m8AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# 2. Prepare data\n",
"\n",
"def V_t(m, mu=0 , sigma=1):\n",
" \"\"\" \n",
" Returns vector of random variables for normal distribution \n",
" with given params\n",
" \"\"\"\n",
" return sigma * np.random.randn(m) + mu\n",
"\n",
"def get_X_y(data, p, distribution): \n",
" y = data[p:] - distribution\n",
" X = np.zeros((m - p, p))\n",
" for i in range(m-p):\n",
" X[i, :] = data[i:i + p] \n",
" \n",
" return X, y\n",
"\n",
"def split_data_train_test(X, y, test_size_ratio = 0.3):\n",
" total_test_number = round(m * 0.3)\n",
" total_train_number = m - total_test_number\n",
" \n",
" X_train = X[:total_train_number, :]\n",
" y_train = y[:total_train_number]\n",
" X_test = X[total_train_number:, :]\n",
" y_test = y[total_train_number:]\n",
" \n",
" return X_train, y_train, X_test, y_test\n",
" \n",
" \n",
"m = len(data) # Samples number\n",
"p = 20 # Order of autoregression. \"Memory\".\n",
"X, y = get_X_y(data, p, V_t(m - p, 0, 0.0001))\n",
"print \"m = {}, p = {}, len(y) = {}, len(X) = {}\".format(m, p, len(y), len(X))\n",
"\n",
"# 3.1. Split data to train and test sets\n",
"X_train, y_train, X_test, y_test = split_data_train_test(X, y)\n",
"print \"Train set length = {}, test size = {}\".format(len(X_train), len(X_test))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"m = 244, p = 20, len(y) = 224, len(X) = 224\n",
"Train set length = 171, test size = 53\n"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# 3. Fit Autoregression model\n",
"# 3.2. \"Train\" model\n",
"regr = linear_model.LinearRegression(fit_intercept=False)\n",
"regr.fit(X_train, y_train)\n",
"\n",
"# The mean square error\n",
"mse_train = np.mean((regr.predict(X_train) - y_train)**2)\n",
"\n",
"\n",
"# Explained variance score: 1 is perfect prediction\n",
"# and 0 means that there is no linear relationship\n",
"# between X and Y.\n",
"print \"Train data model regression score = {}, mean square error = {}\".format(regr.score(X, y), mse_train)\n",
"\n",
"\n",
"# 3.3. Check model on test set\n",
"mse_test = np.mean((regr.predict(X_test) - y_test)**2)\n",
"print \"Test data model regression mean square error = {}\".format(mse_test)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Train data model regression score = 0.959466734348, mean square error = 1.57554771334e-06\n",
"Test data model regression mean square error = 3.2729048914e-06\n"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# 4. Plot\n",
"\n",
"figsize(19,10)\n",
"\n",
"plot(data, color='blue', linewidth=1.5, label=\"Actual data\")\n",
"plot(range(p-1, m-1), regr.predict(X), color='red', linewidth=1.5, label=\"Prediction\")\n",
"\n",
"legend()\n",
"xlabel(\"Hours\")\n",
"ylabel(\"EUR/USD\")\n",
"savefig(\"figures/data+prediction.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAABHEAAAJbCAYAAABjDwgrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# 5. Find optimal p\n",
"\n",
"#5.2. Split data to train and test sets\n",
"test_size_ratio = 0.3\n",
"total_test_number = round(m * 0.3)\n",
"total_train_number = m - total_test_number\n",
"\n",
"\n",
"max_p = 50\n",
"min_p = 1\n",
"mses_test = np.zeros(max_p)\n",
"for p in range(min_p, max_p):\n",
" # 5.1. Get X and y\n",
" X, y = get_X_y(data, p, V_t(m - p, 0, 0.0001))\n",
" X_train, y_train, X_test, y_test = split_data_train_test(X, y)\n",
" \n",
" # 5.3. \"Train\" model\n",
" regr = linear_model.LinearRegression(fit_intercept=False)\n",
" regr.fit(X_train, y_train)\n",
" y_prediction = regr.predict(X_test)\n",
" # Mean square error \n",
" mses_test[p] = np.mean((y_prediction - y_test)**2)\n",
"\n",
"figsize(12,8)\n",
"plot(range(min_p, max_p+1), mses_test, linewidth=2)\n",
"# \u043d\u0435 \u0434\u043e 50, \u0442.\u043a. y_test \u0443\u043c\u0435\u043d\u044c\u0448\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0440\u043e\u0441\u0442\u0435 p.\n",
"optimal_p = numpy.where(mses_test == np.nanmin(mses_test[1:-round(test_size_ratio * max_p)]))[0] + 1\n",
"print \"Lowest error on p = {}, error = {}\".format(optimal_p, mses_test[optimal_p])\n",
"xlabel(\"p\")\n",
"ylabel(\"MSE - mean square error\")\n",
"savefig(\"MSE - p.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Lowest error on p = [2], error = [ 3.01426465e-06]\n"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAvsAAAHsCAYAAABMumLwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nL8XziFoOAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# 6. Find optimal distribution parametrs\n",
"# Grid search\n",
"mean_arr = np.arange(-0.1, 0.1, 0.005)\n",
"sigma_arr = np.arange(-0.1, 0.1, 0.005)\n",
"\n",
"p = 6\n",
"mse_matrix = np.zeros((len(mean_arr), len(sigma_arr)))\n",
" \n",
"for i1, mean in enumerate(mean_arr):\n",
" for i2, sigma in enumerate(sigma_arr):\n",
" # =========================>\n",
" X, y = get_X_y(data, p, V_t(m - p, mean, sigma))\n",
" X_train, y_train, X_test, y_test = split_data_train_test(X, y)\n",
" \n",
" # 5.3. \"Train\" model\n",
" regr = linear_model.LinearRegression(fit_intercept=False)\n",
" regr.fit(X_train, y_train)\n",
" # The mean square error\n",
" y_prediction = regr.predict(X_test)\n",
" \n",
" mse_matrix[i1, i2] = np.mean((y_prediction - y_test)**2)\n",
" # </=========================\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"mean_arr, sigma_arr = np.meshgrid(mean_arr, sigma_arr)\n",
"ax.plot_surface(mean_arr, sigma_arr, mse_matrix, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0.1)\n",
"#ax.set_title(\"\u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u0438\u0447\u043d\u043e\u0439 \u043e\u0448\u0438\u0431\u043a\u0438 \u043f\u0440\u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0438 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\")\n",
"ax.set_xlabel(\"Mean\")\n",
"ax.set_ylabel(\"Sigma\")\n",
"ax.set_zlabel(\"MSE\")\n",
"savefig(\"figures/distribution_fitting.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAHMCAYAAADyAuGOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mean = 0\n",
"sigma_arr = np.arange(0, 1, 0.01)\n",
"mse_sigma = np.zeros(len(sigma_arr))\n",
"for i2, sigma in enumerate(sigma_arr):\n",
" # =========================>\n",
" y = data[p:] - V_t(m - p, mean, sigma) \n",
" X = np.zeros((m - p, p))\n",
" for i in range(m - p):\n",
" X[i, :] = data[i:i + p]\n",
" \n",
" X_train = X[:total_train_number, :]\n",
" y_train = y[:total_train_number]\n",
" X_test = X[total_train_number:, :]\n",
" y_test = y[total_train_number:]\n",
" \n",
" # 5.3. \"Train\" model\n",
" regr = linear_model.LinearRegression(fit_intercept=False)\n",
" regr.fit(X_train, y_train)\n",
" # The mean square error\n",
" y_prediction = regr.predict(X_test)\n",
" \n",
" mse_sigma[i2] = np.mean((y_prediction - y_test)**2)\n",
" \n",
"plot(sigma_arr, mse_sigma)\n",
"xlabel(\"Sigma\")\n",
"ylabel(\"MSE\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 21,
"text": [
"<matplotlib.text.Text at 0xa9f998c>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAHvCAYAAACfT/MAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043b\u0430\u0441\u044c \u043f\u043e p, \u043f\u043e\u0442\u043e\u043c \u043f\u043e \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f. \u041f\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u043c\u043e\u0436\u043d\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0432\u044b\u0432\u043e\u0434: \u0432\u0432\u043e\u0434 \u0448\u0443\u043c\u0430 \u0432 \u0432\u0438\u0434\u0435 **\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e** \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043b\u0438\u044f\u043d\u0438\u044f \u043d\u0430 \u043f\u0440\u043e\u0433\u043d\u043e\u0437."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# @TODO: \u0433\u0434\u0435 \u0442\u043e \u0442\u0443\u0442 \u043e\u0448\u0438\u0431\u043a\u0430. \u041a\u0443\u0434\u0430 \u0434\u0435\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 p \u0442\u043e\u0447\u0435\u043a?\n",
"# Small test of prediction\n",
"# 1. Predict k points based on previous prediction\n",
"m = len(data) # Samples number\n",
"p = 40 # Order of autoregression. \"Memory\".\n",
"\n",
"y = data[p:] - V_t(m - p, 0, 0.0001)\n",
"X = np.zeros((m - p, p))\n",
"for i in range(m-p):\n",
" X[i, :] = data[i:i + p] \n",
" \n",
"test_size_ratio = 0.3\n",
"total_test_number = int(round(m * 0.3))\n",
"total_train_number = m - total_test_number\n",
"\n",
"X_train = X[:total_train_number, :]\n",
"y_train = y[:total_train_number]\n",
"X_test = X[total_train_number:, :]\n",
"y_test = y[total_train_number:]\n",
"\n",
"# 3.2. \"Train\" model\n",
"regr = linear_model.LinearRegression(fit_intercept=False)\n",
"regr.fit(X_train, y_train)\n",
"\n",
"print \"Total train data = {}, test = {}\".format(total_train_number, len(y_test))\n",
"\n",
"# 1. Get next point based on p previous data, and then get next one,\n",
"# based on data + predicted point and so on, for k times\n",
"k = total_test_number\n",
"X2 = X_train[-1:,:].flatten()\n",
"result_arr = np.zeros(k)\n",
"for i in range(k):\n",
" predicted_point = regr.predict(X2)\n",
" X2 = np.hstack([X2[1:], predicted_point])\n",
" result_arr[i] = predicted_point\n",
"\n",
"plot(result_arr, label=\"Prediction\")\n",
"plot(y_test, label=\"Actual data\")\n",
"legend()\n",
"ylabel(\"EUR/USD\")\n",
"xlabel(\"Hours\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Total train data = 171, test = 33\n"
]
},
{
"output_type": "pyout",
"prompt_number": 24,
"text": [
"<matplotlib.text.Text at 0xab3f4cc>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAucAAAHsCAYAAABxKAOWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdYk1cbBvD7DaDiAEVxVhxoHeDWOivgxoV11yrWWj9H\n66i1jmrVDqvV2mq1aB11UffeFbWoqHVgXWBx4kBEhgtk53x/nIKLkYQswv27rlxC8o7nDRGenDzn\nOYoQQoCIiIiIiExOZeoAiIiIiIhIYnJORERERGQmmJwTEREREZkJJudERERERGaCyTkRERERkZlg\nck5EREREZCasjXUitVoNPz8/2NnZoWnTphluExISAh8fHzx79gzFixfHuHHjUKpUKQDAlStX8PPP\nPyN//vwoWLAgvvrqKxQuXBgAUL9+fRQqVAj29vaIjIxEly5dMGXKFGNdGhERERGRXhhl5Nzb2xsd\nO3aEp6cn/Pz8MtxGrVajTZs2KF++PGbPno25c+eiXbt2AICYmBi4u7ujbt26WLBgAQ4fPoyRI0em\n7/vkyROcOXMGN27cgLe3NxNzIiIiIsqVjJKcr169GpMmTcpym6dPnyIiIgJbt25Fvnz5AAB37twB\nAGzfvh2RkZFwcXEBANSoUQNbtmxBSkoKAMDJyQkJCQm4cuUKPvnkEwNeCRERERGR4RitrCW7hUiL\nFi2KS5cuoVixYggMDAQATJw4EQBw8+ZNAICNjU36v7GxsQgNDUWVKlUQFxeH8ePHIzExEXZ2dhg/\nfjyKFCnyxjkURdHnJRERERERZSq7/DcjZjUhtFq1ajh48CA+++wz9OrVK710JTIy8pXt0pLs6Oho\nAEDNmjXx+eef48cff4SPjw86deqU6TmEELzp6TZt2jSTx2ApNz6XfD7N+cbnk8+lud74fPL5NOeb\nrow2cq6pfv36oWvXrrC3t0dQUBACAgLSy1zSpF2wnZ0dAGDlypXpj1WtWhUBAQG4fv06qlSpYrS4\niYiIiIhyyqQj5/Hx8YiPjwcAHDt2DNWqVcOvv/6KwoULw9HREcHBwfDz80PlypUBIL3GPCUlBYqi\noGzZsjh58iSKFi2KXbt2AQBUKnlJcXFxJrgiIiIiIiLdGT05Txv1fv78OZydneHs7Iz4+HjcunUL\n169fR1RUFJKSkhAdHQ1ra2vUqVMHXl5esLKywr179wAAYWFhaNmyJezt7QEAVlZWcHBwQHJyMq5d\nu4YaNWqgdu3axr60PMfd3d3UIVgMPpf6xedTv/h86g+fS/3i86lffD7NgyJyUhSjocmTJ+P48eM4\nduwYqlevDhcXFyxcuBDt2rWDSqXC6dOnoVKpMHXqVFy7dg1RUVF49uwZpk+fjo4dOwIAfH198dtv\nv6FOnToICQnB8uXL4eTkBABYtGgRjh07hgcPHqB48eL46aefUL58+TcvVlFyVANERERERKQJXfNO\noyTn5oLJOREREREZg655p1l1ayEiIiIiysuYnBMRERERmQmza6VIREREZAgODg549OiRqcMgC1Cs\nWDHExMQY5NisOSciIqI8gXkA6YsmryXWnBMRERER5XJMzomIiIiIzASTcyIiIiIiM8HknIiIiIjI\nTDA5JyIiIiIyE0zOiYiIiHKxjRs3wsPDAwUKFIBKpUKlSpXg4eGBBg0aoEKFChg5ciSio6P1ft6F\nCxfC0dERKpUKX3/9NQDg+fPnaNSoEapWrYoHDx5ofKxly5bhyZMnr9y3evVq2NnZ4fvvv9dr3OaO\nyTkRERFRLta7d2/89ddfKF26NABg0KBB+OuvvxAYGIiJEyfi119/hYeHB5KTk/V63k8//RSzZ88G\nINsGAkBwcDACAwNx8+ZNnDhxQuNjfffdd28k5xs3bkRsbCzWr1+vv6BzAS5CRERERGSh3NzcAACX\nL1/G9u3b0atXL70ePy0pT1O/fn30798fjx8/Rvv27TU6xu3bt3H37t037h87diyioqIwevRovcSa\nWzA5JyIiIrJQtra26V+HhoYa/HwqlQqrV6/WePuIiAgMGTIEQog3Fuxp1aoV/v77b32HaPZY1kJE\nRERkoeLi4gC8WK3SyckJKpUKgwYNQqdOneDk5IQPPvgASUlJAICrV6+iS5cuqFevHurWrYsPP/wQ\nT58+TT/eyZMn4e7ujrp166JNmzbYuXPnK+cbNWpUeu37kSNH0u9ftmwZatasiZYtW8LFxQXz5s0D\nAAwfPhzHjh0DAPTt2xceHh549OgRgoODUalSJahUKnh4eKQfJyIiAt7e3nBxccE777yDdu3a4fz5\n8wCA06dPp1/fe++9hyVLlsDNzQ0lSpRA7969kZKSYoBn2ABEHpLHLpeIiIheYul5QIUKFYSiKGL6\n9OlCCCHUarUYO3asUBRFNG3aVKSmpoobN24IRVGEjY2NCAgIEHXq1BEqlUpcuHBBPHz4UJQsWVI0\nbNhQqNVqER8fLypUqCDef/99IYQQly9fFvnz5xctW7YUarVapKSkCC8vL6Eoivj666/T4/D29haK\noogjR44IIYRYt26dUBRFTJs2TcTGxgpFUYRKpRJPnjxJj1ulUonbt2+/cj03b94UiqIIDw8PIYQQ\nqampol69esLR0VE8fvxYCCGEp6ensLe3Fw8ePBBCiPTrK1mypBgxYoQQQohhw4YJRVHE+vXr9fZc\na/Ja0vX1xpFzIiIiogwoimFvhrJ8+XJ4eHigUaNGOHXqFGbMmIFDhw5BpVJBpZKpX9GiRdG8eXP4\n+vpi69atqF27NhYtWoTIyEi0b98eiqKgQIEC6Nq1K7Zt24akpCTMmTMHSUlJ6NmzJxRFgZWVFZo0\naZLB8/bqxU2ZMgWKoqBbt24oVKgQRo8ejWHDhsHOzi7L63j9OJs2bcL58+fh5uYGe3t7AEDnzp3x\n9OlTzJw5EwDSr+/Ro0eYNWsWAMDR0REAcOPGDW2fSpNgzTkRERFRBl4rgc41OnfuDB8fnyy3qVy5\nMgDA1dUVrq6uAIAzZ84AANatW4fjx48DAB4/foxy5cohLi4OgYGBAAAHBweNY4mMjMTNmzehKApK\nlSoFAPj555+1u6D/BAQEAJBvLNIULFgQgCy3eVmZMmVQpEgRAC8S9txS1sLknIiIiCiPSUtqXyb+\nezfSv3//9L7lGT1uY2Oj8XmsrKzSv06ra89KSEgIChYsiPLly2d6frVanX5fQkLCK49ldN7chmUt\nRERERITmzZsDAMLCwl65f/ny5YiLi0ODBg0AAM+ePdP4mA4ODnBycoIQAuHh4en3nzt3Dg8fPgTw\nYmRbrVZj7dq18Pf3z/BY9evXB4BXFlR69OjRK49ZAibnRERERBbk9VFkTbcZM2YMnJ2dsWvXLkRG\nRgKQpS6///47ChUqhM8++wzW1tbYu3cvAFkmcu7cOQBAampqpueYPHkyAGDlypUAZHI/ePDg9KS8\nSpUqAIDw8HDcvn0b1atXz/A4ffv2RdWqVREQEIBHjx5BrVZj9+7dKFiwIMaOHavTNZslnaaR5lJ5\n7HKJiIjoJZaaB2zYsEG4u7uLAgUKCJVKJcqWLSvc3d3F9evXX9nu9OnTokmTJkKlUolixYoJd3d3\nERgY+Mo2UVFR4sMPPxTOzs7Czc1NDBgwQERFRaU/fuDAAdGgQQPRuHFj0b59e9GtWzehKIqws7MT\nU6ZMESNGjBClS5cWKpVK1KtXT5w7d04IIcTvv/8uatSoIRo2bCg6duwoAgIC0o8ZFBQkmjZtKpyd\nncXQoUOFEEKcOnXqlVhHjRolhBAiPDxcfPDBB6JmzZqifv36onXr1uLs2bNvXJ+tra1wd3cXy5cv\nFxUrVhQqlUpUqlQpvZNNTmnyWtL19ab8t3OekNbjk4iIiPIe5gGkL5q8lnR9vbGshYiIiIjITDA5\nJyIiIiIyE0zOiYiIiIjMBJNzIiIiIiIzweSciIiIiMhMMDknIiIiIjITTM6JiIiIiMwEk3MiIiIi\nIjPB5JyIiIiIyEwwOSciIiIiMhNMzomIiIiIzASTcyIiIiILs3PnThQrVgxPnz7V+RgHDx7EhQsX\n9BiVtGjRIjg6OkKlUuHrr7/Wat8PP/wQtra2UKlUOHLkiFb7bt68Gbdv39ZqH1Ngck5ERERkYdas\nWYMnT55gx44dOTrG+fPn9RiVNHz4cMyePRsAoCiKVvuuXLkSvXv31mnfBQsWIDQ0VKt9TIHJORER\nEZEFiYuLw549ewAAGzdu1OkYQgicOHFC6wRYUzk5ri77xsXF4fz58wa7Hn1ick5ERERkQXbt2gWV\nSqZ4fn5+ePLkiVb7P3/+HF9++SVu3LgBIYQhQjSqJ0+eYPjw4Xj27FmuuB4m50REREQWZMOGDfjh\nhx+gKAqSkpKwbdu2DLc7fvw4mjdvjkaNGsHFxQXDhg1DQkICfvzxR6xcuRIAMGvWLHh4eMDf3x/J\nycmoXbs2VCoVVCoVbt++jd27d6N06dJQqVTw8PAAIEfdJ0yYgFq1asHd3R3VqlXDqFGjEBsbq9P1\nrFq1Cq6urmjRogU6deqEkJCQVx6PiYlBr1690KBBA7Ro0QKurq745Zdf0h+fNGkSdu3aBQAYM2YM\nPDw8cOXKFQDArVu30L59ezRu3BiNGzdGgwYNsHbtWp3i1BuRh+SxyyUiIqKXaJsHYDoMejOEp0+f\nitKlS4vExETh5uYmFEURnp6eb2x38+ZNYWtrK9zd3YUQQrzzzjtCURSxc+dOIYQQAwcOFIqiiFWr\nVr2x71tvvSVUKpW4ffu2EEKIQ4cOCUVRhIeHhxBCiMuXLwtFUUSxYsVeebxbt27px1ixYoVQFEV8\n/fXXWV7PsmXLhKIoYvLkyUIIISIiIkSlSpWEoijiyJEjQgghFi5cKBRFEe+9954QQoivvvpKKIoi\n5s2bl36ctOcibZ8048aNE4qiiM8++0wIIcSAAQOEoihi+/btWcalyWtJ17zT2rRvDYiIiIjMk5hm\n/iUQr9uxYwc8PT2RL18+9O3bF0ePHsXhw4fx6NEjFCtWLH27GTNmICEhAV5eXgDkJM2yZcuiSZMm\n2Z7Dysrqle/TSmjSVK9eHaNHj0bFihUBAC1btgQA/Pnnn1pfz3fffQdFUdCnTx8AQMmSJfH222+/\nMrGzW7duOHv2LPr16/fG+UaPHp3l8QcOHIiIiAj0798/fV9fX1/8+eef6c+NsbGshYiIiMhCbNy4\nMT2R7dGjB6ysrJCUlIStW7e+st3JkycBAKVKlQIgWxRu27YNjo6OOY7BysoKU6dORVJSEjw9PdMT\n/sTERK2OEx0dnd760MHBIdPtypUrh0mTJsHPzw9ubm4YOXIkACAhISHbc7i6umLMmDFYsWIFmjVr\nhpkzZ2q8r6EwOSciIiKyAI8fP8ahQ4cwcOBAlClTBrVr104f5X69a0vaaHdSUlK2x42OjsY///yj\ncRyhoaGoWbMmfvjhBwwbNgynT5/W4ipeEC9N3rSxscl0u507d6JWrVrw8/PDwoULsXjx4iyPe/fu\n3fS6dR8fHzRq1AjBwcFYt24dpk6dqlOs+sTknIiIiMgCbN++HX379sWDBw8QHh6O8PBwzJ8/HwDg\n7++P6Ojo9G0bNGgAAAgPD0+/7/79+7h48SKAF8m7EAKXLl3CwoUL07d7vR1hTEzMK9/7+PggIiIC\nEyZMgJeXF1JTU3W6nhIlSqB8+fIQQuDZs2eZbvfdd98hOTkZS5YsQa1atTJ8w5F2PWq1GgcPHkx/\nszJ9+nQAwPr161GhQgWN3qwYGpNzIiIiIguwcePGN+qkvby8oCgKkpOTsWXLlvT7x40bh/z582P9\n+vVITEyEEALjxo1DWFgYAKBKlSoAZMJ+69YtVK9ePX3fSpUqQQiRvvromjVrACA9CS9RogSAF0n7\npk2bMo1ZZNPacPz48QCAvXv3AgCioqJw69Ytjc6nVqvTj5N2PeHh4bh9+3b69by8r1qtTi//eXlf\no9NpGmkulccul4iIiF5iqXnAnj17RJMmTYSVlZWoW7eu2LJlixBCiODgYOHu7i5sbW2FSqUSZcqU\nER4eHiIyMlIIIcTx48fFu+++K6pVqybatWsnlixZkn7MZ8+eiZ49e4py5cqJNm3aiGfPnqU/duHC\nBdGsWTNRq1Yt0aZNG/Hll18KRVGEtbW1aNOmjUhOThbjxo0T5cuXF02bNhWDBg0SM2bMEPb29qJu\n3bpi/vz5onr16kKlUolKlSqJb7/9Nsvrmzdvnnj77beFm5ub6N27t6hbt65QqVSibNmyYseOHeL+\n/fuiZ8+eokKFCqJ58+Zi9uzZonfv3sLW1lZ89NFHQgghwsLCRLt27YSTk5Po0aOHSE1NTX+O2rdv\nL5ydnUXz5s3F77//Lt59911RuHBhMWXKlExj0uS1pOvrTflv5zxBUZRc0XyeiIiI9I95AOmLJq8l\nXV9vLGshIiIiIjITTM6JiIiIiMwEk3MiIiIiIjPB5JyIiIiIyEwwOSciIiIiMhPWpg6AiIiIyBiK\nFSv2xgI6RLooVqyYwY7NVopERERERHrGVopERERERLkck3MiIiIiIjPB5JyIiIiIyEwwOSciIiIi\nMhNMzomIiIiIzASTcyIiIiIiM8HknIiIiIjITDA5JyIiIiIyE0zOiYiIiIjMBJNzIiIiIiIzweSc\niIiIiMhMMDknIiIiIjITTM6JiIiIiMwEk3MiIiIiIjPB5JyIiIiIyEwwOSciIiIiMhNMzomIiIiI\nzASTcyIiIiIiM8HknIiIiIjITDA5JyIiIiIyE0zOiYiIiIjMBJNzIiIiIiIzweSciIiIiMhMMDkn\nIiIiIjITTM6JiIiIiMwEk3MiIiIiIjNhbawTqdVq+Pn5wc7ODk2bNs1wm5CQEPj4+ODZs2coXrw4\nxo0bh1KlSgEArly5gp9//hn58+dHwYIF8dVXX6Fw4cLZPmaO7t0D3nrL1FEQERERkbkxysi5t7c3\nOnbsCE9PT/j5+WW4jVqtRps2bVC+fHnMnj0bc+fORbt27QAAMTExcHd3R926dbFgwQIcPnwYI0eO\nzPYxc7R/P1ChArB7t6kjISIiIiJzY5TkfPXq1Zg0aVKW2zx9+hQRERHYunUr8uXLBwC4c+cOAGD7\n9u2IjIyEi4sLAKBGjRrYsmULkpOTM30sJSXFgFekG7Ua+PJLYMIEYNAg4Nw5U0dERERERObEaGUt\nQogsHy9atCguXbqEYsWKITAwEAAwceJEAMDNmzcBADY2Nun/xsbGIjQ0NMvHqlSpYpBr0dWmTYCV\nFTBjBtCwIdC1K3DiBODkZOrIiIiIiMgcGC0510S1atWwdu1azJ49G7169UovT4mMjHxlO0VRAADR\n0dFZPpZRcj59+vT0r93d3eHu7q7HK8hccjIwZQqweDGgKED37kBoKNCpExAQANjbGyUMIiIiIjIA\nf39/+Pv75/g4ZpWcA0C/fv3QtWtX2NvbIygoCAEBAellLmnSRuHt7OyyfCwjLyfnxvT777LWvHXr\nF/d99hlw4wbQqxewZw/w3+A/EREREeUyrw/6fv311zodx6StFOPj4xEfHw8AOHbsGKpVq4Zff/0V\nhQsXhqOjI4KDg+Hn54fKlSsDQHodeUpKChRFQbly5VCpUqU3HgOAsmXLGvtyMvX8OfDtt8DMma/e\nryjA/PlAvnzA8OFANpU/RERERGThjJ6cp41sP3/+HM7OznB2dkZ8fDxu3bqF69evIyoqCklJSYiO\njoa1tTXq1KkDLy8vWFlZ4d69ewCAsLAwtGzZEvb29hk+5ubmBnszqhNZuBBo0gRo1OjNx6ytgfXr\n5eTQWbM0O54QcnIpEREREVkWo5S1TJ48GcePH4eiKNi4cSOCgoKwcOFClCxZEiqVCjY2Nujfvz+u\nXr2K4OBgeHp6ol69epg+fTrefvttAMCKFSuwaNEinDhxAoqiYNWqVQAAZ2fnTB8zB48fA3PmAMeO\nZb5N4cKytWLTpkDFisD777+5TXw88NdfwK5dctuUFNn1ZehQwNbWYOETERERkREpIrs2KhZEUZRs\nu8bo2+TJwIMHwPLl2W976ZKsSd+6FWjRAggLk7Xou3cD/v5AvXpA587ylpgITJ8OnDkDTJwIDBkC\nFChg6KshIiIiIk3omncyOTeg8HDA1RX45x/N2yUeOAAMGCBXEA0NBTp0kMl4+/aAg8Ob2587J5P0\nf/4BJk0CBg8G8ufX51UQERERkbaYnGtAURSkpAhYWRnnfJ98Ikez587Vbr9jx2RdebNmsiZdE2fO\nyCT90iU5Wj9okJxoSkRERETGx+RcA4qioGFDgd9+A+rXN+y5bt4E3nkH+PdfoEQJw57rZadOAdOm\nAVeuyFH0gQNlC0ciIiIiMh5dk3OTtlI0hREjAE9PYMwY4OlTw51n6lRg1CjjJuYA0LgxsH+/rFt/\n+BBo0ABo0wbw9ZUtHYmIiIjIfOW5kXMhBKKigPHjAT8/YN48uVrnfwuL6sXFi0C7dsC1a0CRIvo7\nri4SEoCdO4EVK+Soes+esuSlSRP9XjMRERERvcCyFg28/iQdPQoMGwZUqgT8+qtsY6gPXboAbdvK\nkXNzEhYGrFkjE3VFAf74Q46sExEREZF+MTnXQEZPUlKSnLA5dy7wxRfA2LGAjY3u5zh+HPjgAyAk\nxHy7pgghVyy9dw9YssTU0RARERFZHibnGsjqSbp5U3ZXSUmR5S66GjBATgQdOVL3YxhDSIjsqX73\nLstbiIiIiPSNybkGsnuSUlKAcuWAEycAZ2ftj5+QAJQpIzullC6dg0CNQAh5jTt2ALVqmToaIiIi\nIsvCbi16YG0tJ0xu2KDb/gcOAHXrmn9iDsjRck9PYN8+U0dCRERERGmYnL+mb19g/Xrd9t24Eejd\nW7/xGBKTcyIiIiLzwrKW16jVgJMT8OefgIuL5seOjwfKlpWLDpUqlcNAjSQuTo7yh4UBdnamjoaI\niIjIcrCsRU9UKqBPH+1LW/78E6hXL/ck5gBQqBDQtClw6JCpIyEiIiIigMl5htJKW7R5s5PbSlrS\nsLSFiIiIyHywrCUDQgBVqgCbN8vR8OzEx8suLVevAiVL6iFQI/r3X7lg0p07bKlIREREpC8sa9Ej\nRdFuYui+fUDDhrkvMQeAatVkl5qgIFNHQkRERETWpg7AXPXtC3TuDMyalf2Icm4taQFebano6qrd\nvr/+KkfcixSRNzu7F1+n3apXz9mKq0RERER5CctaMiGETFaXLZOTJjPz/Lns0nLtGuDoqKdAjWzX\nLuDnn4HDhzXf5/x5oGNHYNQo4NkzeXv69MXXz57JLjC9ewM//mi42ImIiIjMEVcI1YC2T9I33wDR\n0cD8+Zlvs2ULsHgx4OenhwBNJK2l4v37crRbE/37A7VrA+PHZ77NhQtyUadr1/QTJxEREVFuwZpz\nA+jTR5aspKZmvk1uLmlJU6gQ0KSJ5i0Vb9+WZTBDh2a9Xe3acrLs1as5j5GIiIgoL2BynoVq1WQX\nlqNHM348Lg7Yvx947z3jxmUI2rRUnDcP+OgjwN4+6+0URZa+7N2b8/iIiIiI8gIm59nIqmvL3r1y\nxLlECePGZAhpyXl2n748egSsWgWMHq3ZcTt2BPbsyXl8RERERHkBk/Ns9O4NbN0KJCe/+ZgllLSk\nqV4dsLICgoOz3m7RIqBrV+CttzQ7buvWwN9/A7GxOY+RiIiIyNIxOc9GxYpA1apv1mPHxgIHDgDd\nupkkLL1La6mYVQlKQgKwYAEwbpzmxy1SRH66cPBgzmMkIiIisnRMzjWQUWnLnj1As2ZA8eKmickQ\nsqs7X7MGqF9f+37orDsnIiIi0gxbKWogPBxwcZGtBgsUkPf16CEXKRo0SM9BmlBWLRXVaqBGDeC3\n3wB3d+2Oe/Uq0KoVcPdu9gs6EREREVkCtlI0oDJlgLp1ZWcWQC6w4+cHeHmZNi59y6ql4s6dsjuL\nm5v2x61aVb6puXgx5zESERERWTIm5xp6ubRl926gRQvAwcG0MRlCZqUtc+YAX3yh28i3ogCdOrG0\nhYiIiCg7TM411L27TFrj4oBNmyynS8vrMmqpePw48OCBfA50xZaKRERERNljcq6hEiXkBNB162TZ\nh6WVtKSpXh1QqV5tqThnDvD557LVoq7c3GRZS0xMzmMkIiIislRMzrXQt68s7Xj3XaBYMVNHYxhp\nLRXTSlv+/Rc4eRL48MOcHbdAATmR9M8/cxohERERkeVicq6Fbt2A588tt6QlzcvJ+dy5wIgRQMGC\nOT8uWyoSERERZY2tFLW0d68cAdZHsmquYmNlh5pz54DGjWUrxBIlcn7cO3eABg1k/XpOSmSIiIiI\nzB1bKRpJx46WnZgDQOHCMinv0wfo108/iTkAODnJPupnzujneERERESWhsk5ZcjTE7hwARg7Vr/H\nZUtFIiIioswxOacMvf8+MH8+ULmyfo/LlopEREREmWPNORlVSgpQsiQQFCTr2omIiIgsEWvOKVew\ntgbats14FVIiIiKivI7JORkd686JiIiIMsayFjK6hw+Bt9+W/+bLZ+poiIiIiPSPZS2Ua5QsKZPz\n48dNHQkRERGReWFyTibB0hYiIiKiNzE5J5NgS0UiIiKiNzE5J5No0ACIjgZu3TJ1JERERETmg8k5\nmYRKJVchZWkLERER0QtMzslkOnUCdu82dRRERERE5oPJOZlMhw7Av/8Cy5ebOhIiIiIi82Bt6gAo\n7ypSBPjzT8DNDSheHOjWzdQREREREZkWk3MyqbffBnbtkt1bHByAli1NHRERERGR6bCshUyuYUNg\n3TqgZ0/gwgVTR0NERERkOkzOySy0bg38+qscQb9509TREBEREZkGy1rIbPTqBURFAe3aAcePA6VK\nmToiIiIiIuNick5mZfhw4OFD2QPd3x+wszN1RERERETGowghhKmDMBZFUZCHLjfXEgL49FPgyhW5\nSFGBAqaOiIiIiEg7uuadTM7JLKWmAu+/L/+dOFH+m5Iib69/Xb8+8NZbpo6YiIiI6AUm5xpgcp67\nJCYCgwfLhYqsreXNyurF19bWQFwckJQEnDhh6miJiIiIXmByrgEm55YnJQUoXx44fBioUcPU0RAR\nERFJuuZLoaBOAAAgAElEQVSdbKVIuZq1NeDtDaxYYepIiIiIiHKOI+eU64WEAG5uwN27gI2NqaMh\nIiIi4sg55WHVqgFVqsjOLkRERES5GZNzsgiDBwPLl5s6CiIiIqKcYVkLWYTYWDkxNDgYKFPG1NEQ\nERFRXseyFsrTChcGevQAVq82dSREREREumNyThbjo4+A33+XK4wSERER5UZMzsliNG0KKAoXJCIi\nIqLci8k5WQxF4cRQIiIiyt04IZQsyoMHcqXQO3eAIkVMHQ0RERHlVZwQSgSgdGm5INHGjaaOhIiI\niEh7TM7J4qRNDCUiIiLKbVjWQhYnJUX2PD98WJa4EBERERkby1qI/mNtDXh7AytWmDoSIiIiIu1w\n5JwsUkiIrD2/exewsTF1NERERJTXcOSc6CXVqgFVqgB795o6EiIiIiLNMTkni/XRR+x5TkRERLkL\ny1rIYsXGyomhwcFAmTKmjoaIyHwcPSrXgqhXz9SREFkulrUQvaZwYaB7d2D1alNHQkRkPk6fBnr0\nANq3B5YtM3U0RPQ6Judk0QYPlj3P1WpTR0JEZHq3bgHdusnfi8eOAT//LH9PxsebOjIiSsPknCxa\n06ZAwYLAnj2mjoSIyLQePQI6dQImTgS6dJET50+dAuLigBYtZOJORKbH5JwsmqIAkyYB338PcLoB\nEeVVSUlAz55A27bAqFEv7i9cGFi3Tq4N0aQJsG+f6WIkIsloE0LVajX8/PxgZ2eHpk2bZrjN0aNH\n8fvvv+PevXtwcXHBV199hRIlSgAALl68iJ9++gn58+dHwYIFMX36dNjb2wMA6tevj0KFCsHe3h6R\nkZHo0qULpkyZ8sbxOSE0b0pNlSuFLlkCuLtrv//Tp0BAANC6NZA/v97DIyIyKCFk96qYGGDrVsDK\nKuPtAgKAvn2B//0PmDIFUHH4jihHzHpCqLe3Nzp27AhPT0/4+flluM358+fRunVrdOjQAUuXLsXi\nxYvRqlUrqNVq3L59Gy1atEB0dDR+++03HDp0CP369Uvf98mTJzhz5gxu3LgBb2/vDBNzyrusrIAJ\nE4CZM3Xbf/JkYOhQoGxZYNgw4MQJjsITUe4xYwZw8SKwdm3miTkgS1vOnAEOHpRlLzExxouRiF4w\nSnK+evVqTJo0KcttHj16hNTUVOzfvx+VKlWCq6srLl++jPPnz2P79u2IjY1F3bp1AQC1atXCvn37\nEBYWBgBwcnJCQkICrly5gk8++cTg10O5z4ABsqViYKB2+12+DGzYAJw/D5w7Bzg5yclTVasC06cD\nN24YJFwiIr1YuxZYuhTYvRsoVCj77cuUAQ4dkvXoTZoA9+8bPkYiepW1sU6U3bC+h4cHbt68iXLl\nygEAHjx4ABsbG1SsWBFHjhwBAFhbW79yrOvXr6NcuXKIi4vD+PHjkZiYCDs7O4wfPx5FihQx4NVQ\nbpMvH/D553L0fPNmzfYRAhgzBvjqK6B4cXn78ktZwx4YKFs0Nm0qVyIdNAj4+GNZ405EliU2Fvj7\nb1n2cfGinMNSvbrhzhcZCdy7B9jYyN9dNjavfp0vH1CgQNaj4IDsxjJmjEy2tVnrwcYG+OknwNFR\nlvP5+wOlSuXokohIC0ZLzjVRsWJFAMCuXbsQHh6OOXPmwMHBAV5eXpg8eTIePXoEIQQuXLgAAIiI\niAAA1KxZE59//jkcHBxQunRpHDlyBEePHs3wHNOnT0//2t3dHe66FCFTrjRkiPyj+u+/mv1h3bkT\nCA+XpSwvUxSgYUN5mzsX+PNPYOxYoFw5oGNHw8RORMYTHi4T8YAA4Phx+TujXj1Z9lGxovxdcuSI\nYWqy798HGjWSiXFysrwlJb35dWoqULky8Pbbb95KlQKuXQN69QJ8fYFatXSLZdIkIDERaNMG+Osv\n4L8pYESUCX9/f/j7++f4OEabEOrv749WrVph+vTpmDp1aqbbxcTEoHHjxhg/fjwGDx4M1X+//c6c\nOYNff/0VpUqVQkBAAE6ePInDhw+/kVw3adIEp0+fxtWrV1GlSpVXHuOEUPrmG9kubMWKrLdLTARq\n1gQWL5bdDbLj6wusXClrNYkod7p1Sy7MEx0NNG8uk/EWLYAGDV5MBk9NlY99/LG86VNiIuDhId/k\nZzd1Kj4euH4duHr1zVtiohxVnz1bvpHICSHkvJt9++QIvINDzo5HlJfomneadOQ8/r9VD2xtbQEA\nKSkp+PDDD+Hj44O2bdtizJgx+N///ocaNWpg8+bN6N27Nzp27IgOHTqgYMGCqFevHk6ePAlPT0+s\nWbMGXbp0SU/m4+LiTHZdZL4+/VSWody5I+vHMzNvHuDqqlliDgC9e8tJpxcuAHXq6CdWIjKuX3+V\nifFPP2U+Km5lJTs/tWkjJ03qs9xj9Gh5vC+/zH5bW1s5Ip7RqHhMDBAVJUfRc0pR5ITSxET5xuXg\nQeC/RmlEZCBGb5SU9g7i+fPncHZ2hrOzMxISEgAAo0aNQnBwMObPn48OHTpgzZo1qFKlCmJiYjBn\nzhzs2rULsbGxCAwMxJAhQ9JbKVpZWcHBwQHJycm4du0aatSogdq1axv70igXcHCQEzp//DHzbcLD\ngTlzZMmKpvLlk4n/zz/nPEYiMr6EBGDVKmDkyOzLVWrXlvNMPvtMf+dfuhQ4elTOZclpuYyDg34S\n8zSKIn9nNmkCeHoCz57p79hcvZnoTUYpa5k8eTKOHz+OY8eOoXr16nBxccHChQvRrl07qFQqnDp1\nCn5+fujcuTOU/2bUCSHg5OSE0NBQAMC3336LkJAQ3LlzB02bNsWMGTPSJ4guWrQIx44dw4MHD1C8\neHH89NNPKF++/JsXy7IWgky+XVyAkBBZ1/m6QYOAkiWBH37Q7rgxMYCzs+wKo83kKyIyPV9fYM0a\nOYdEE8+fy0/XfHyADh1ydu6//wa6dpUTOKtVy9mxDEmtlnNwQkKAvXs16/7yMiFkLfzL9fyhoXLS\naY8egJcX69rJsuiadxqt5twcMDmnNMOGyT8C33336v1nzsg/ECEhgC4Nfz75RI5affutfuKk3Ovf\nf4Hx42W3n0aNTB0NZadFC9nR6b33NN9n/35gxAjZcrVgQd3O++CBfH34+MgyGXOnVssFje7ele0Z\n/6tKfYMQsstNUJBMwtOScVvbF7X8zZvL8sL9+4EtW4ADB+RE+x495M+BgxyU2zE51wCTc0pz8ybw\nzjvyXzs7eZ8QQLNmcsGhDz/U7bhXr8o/OqGhuv+xpuwFBAClS8v5A+bI3x/o0wfo31+Oxk6bJpM4\ntto0T5cuyXKN0FDAWsuZWO+/D1SoAMyapf15k5KAVq3k3JZp07Tf31RSUwFvb+DhQ/mpwcOHGd8U\nRZbXvJyMZ/Chdrrnz+UnF1u2AHv2yE84e/aUn2ayzp1yIybnGmByTi/74ANZOzphgvze1xeYPx84\ndSpnNZ9duwKdOskkn/QrJUWORm/eLNvJ2dvL57pTJ/nHP18+U0coa4a/+AJYt04mXjduyJZ2VavK\nuuK0N4O6SkqSbypDQuQtLAwYNUqWVJlCXJyco1GokLzu3OiTT2SJ20uddjUWESEnZR48KH+faHve\nu3eB7dsN05bRkFJSZPerZ89kGWBGN23LXl6WmCi7w/zxh3yzO3eufMPLN7iUmzA51wCTc3rZpUty\nxOrWLTkSVL06sGmTXFgoJ/z9ZdlMcHDu+4Nrzh4/Bvr2lT+rDRuAokXlqq179sjb1auyg0anTrLj\nRqlS8mP1Bw9e3MLDX3xtbS3nFRQtqp/4hAC+/lpOKtyzR7biTJOQICcPHjokX2OadvS5dUsmfWmJ\neEiI7DT01luyNrlaNfmGZMUKOULfrp1+rkUTQgDr18s3t82ayT7Y+/YB9esbLwZ9iI2VpRUXL8rn\nVRdLlwLLlwMnTmj+f/7332Wrw1OnOCqcnRMn5O/UMmVkRx1z/cSM6HVMzjXA5Jxe17Wr/Fj2/n35\nkbavb86PKYTsi/zttzJRpJwLCXnxs5o7N+PSg4gImRzu2QP4+cmRPbVa/kEvXfrNW2CgrIHdv18u\nIJUTiYmy5/XVq3Lxqsza661dK9vlzZwpuwZlNAoYHi4T+HXrZB9rT0/58X61arJEwNn5Rc/tNEeP\nyjcuY8bI0WtDjy6eOydH658/B375RX5qsXIlsHChTDazW7nSnCxdKl8z27frfgy1GnBzkyUuI0Zk\nv/3p00DnzvLnZsiVRi1JcrL8ZHPWLPl/aPz4N/8fEJkbnfNOkYfkscslDZw4IUTZskI4OAhx967+\njrtmjRCtWunveHnZ/v1CODoKsXSp5vskJQnx5IkQanXm26jVQvzwgxBOTkIEBekeX3S0EC1bCtG9\nuxBxcdlvf+WKEC4uQgwYIERs7ItjLFkiXzNFiwrh7S3Evn3yOjR1544QDRsK0bv3i+PqW0SEEB9/\nLETp0vLnkZLy4jG1Wgh3dyHmzTPMuQ1BrRaiXj35XOdUUJAQJUoIERaW8eOpqUKcOSPE998LUa6c\nENu25fycedHt20J4eQnx9ttCHDpk6miIsqZr3smRc8rz2rWTq/JNmqS/YyYlAZUqyXZjXJRIN0LI\nvvFz5siR5BYtDHOeNWuAcePkJDRtz3Hjhiyh6dpVlshoWtLw/LkcYT1zRr5Ojh2TC7z07StHyjPr\ngJGdhARg+HD5qcD27XJ5d31ISgIWLJAj/gMHAlOnZlyKERIin8Nz57Ke+GcuzpyRdczXr+unBO2r\nr4ArV+ScCAC4fVt+iuPnJ0uaSpaUpXTdusnfOaS7HTvkpzctW8rfEaVLmzoiojexrEUDTM4pIykp\n2ndo0MTMmTJZWblS/8e2dImJssb0n3/kH+EKFQx7vgMHZGeV337TrJVefLx8wzBhgkxUhw/X7byb\nN8uE2stLt9adGRFC1uV++61+6tBTU2UCZGcnV87Nrg/3N9/I5DwnZSLGMniwLBVKmxSeUwkJclJo\ngwbyOYiJkcl42k3XmnbKWGysfL0tWSLLhIYPl/MfOGmUzAWTcw0wOSdj4qJEunn0SNbqly0rJ1fm\npOODNs6dk32mp0zJPNn+91+ZwK9ZI/sxT5wIuLsbJz5t6asOffFi2THj6FHNjpGYCNStC3z/vXY9\nw7OTnAw8fQoUL66f4z1+LD+1CAmRI9r6cvGifLPXurX81IyTwg0vJkYOgixeDBQoIP//9u+vvze8\nRLoyaHJ+6tQp7N27FxEREShevDg6dOiAd999V6dATYnJORnbJ58AxYq9udgRZUytliNglSrJMgpj\nJzY3b8pJp716yZ+Zoshkc+tWmZT/+69cgGXIEBmjubt7F+jeXbZ01HbFWwCIipJdZ7RtE3j0qGxV\nGhSU89aRgJxAOWSILD/x9pZvoHI6ifeXX4CTJ+XEW7IMajVw+DCwaJHsHtSnj0zUtW1xSaQvBknO\n1Wo1Pv74Y6zM4HP5Pn364I8//oAqFw0LMDknY7t6VS68cfs2FyXSxNdfy0Tw8GHAxsY0MURGypH7\nGjVk15WVK+Uf96FDZfmJOfRS10ZUlBzJXr1aJunaGDJEfnIxb5725x08WO77yy/a75vm6VOZiG/a\nJLv0tGsn32QsXy4Xppk4UfYn15YQsgPOokWyywpZnrAwYNky2Y2nShVg2zY5UEJkTAZJzufMmYMp\nU6agU6dOqFKlCmxtbZGYmIgbN25g9+7dmDp1KibpcxadgTE5J1Pw8pKTBs19UaLkZGDGDODdd+VH\n8sa2b59sR3j2rOnLgOLiZLs2BweZoFatatp4curPP+V1XLigeYJy6pQsS7lyRbc+3DExctR91y65\nPL22tm8HRo6UCfmcOfJnkeb+fflaXb9eTqz9/HPt+tUfPSr/PwYHsz7Z0qWkyP/LoaHytZiLxhPJ\nAhgkOa9RowYWLlyI1hn8pT548CBGjhyJK1euaH1SU2FyTqaQGxYlevgQ6N1bxhcUJCezfvSR8c5/\n6xbQpImcIJkLK+ZyhZEjgeho2Ws9O6mpQOPGMqkZMED3c/r6yhHvM2c0n3QdFiZjDQqSpURZ1fSH\nhsoJgbt2AWPHyv0KF87+HP36vbg+snzJyXLAoVUr3VaBJdKVrnlnlqlC8eLFM0zMAaBNmzYoY+rh\nLaJcwM1NlrTs2GHqSDIWGChHNps3ly3fjh6Vo5JTpsiP/w0tPh7o2VO2smRibjg//CC732iSnC9d\nKts59u+fs3N+8AFQooRcPCY7qamyy0zdukCtWnKUP7vJthUrypU2AwLk9lWqyNKoBw8y3+fhQ/kp\njbe3NldCuZmNDbBxoyxz2b3b1NEQZS/LsYzsku/i+po2T2TBFAX48Ue5emDVqoCrq/bHSEyUXTfu\n35clBpndataUS5Fras0aOeK4aJFMkAHZKu/vv2Xv7ps35dLwhlyJ79NP5fPCUUzDKlhQdl3p0EH2\nIs/sdRIVJdtDHjyY85IPRZGvrSZNgB49ZDINyET8+nXg0qUXt3PnZKvBI0fk61gb1arJEpegIDmR\nuEYN2Xln1CjZVedlK1fKch3WH+ctpUvLuQteXnJl4NxeqkaWLcuyFhcXF/Tp0yfDx4QQ2LRpEy5f\nvmyw4PSNZS1kSn/8ISewHT+uXQKdmCgTm/z55Ujmkyfy9vTpi6/TboGBssfykCEyuc5s8mJKimyv\nt2uXrO3N6A1DfLwsaXj4UE6mMsR78WXLgJ9+kt04NClHoJybOVO2+jt0KOMyqyFDZCKvyWi3pr7/\nXr7WqleXifiVK3Kyba1ar96qV9dP6VdMjJw0unChTPhHjZJda6ysZFK2bh3wzjs5Pw/lPosWAT4+\ncgDCWG1aKe8ySM15dp1YFEVBamqq1ic1FSbnZGo//ywXzAgI0CzZTUqSI9rW1sCGDdl3MImPl4n0\n0qWyxt3bW06yfHnhmKgo2WLM2lomKS9PtHudWi3fUOzYAezZI8sG9OXsWbka5rFjMikj40hNleUi\nXl5yZdSXpU0CDQ7WboJldpKS5KdHJUrIzjcuLsbpQZ2SAuzcKTvGXL8uV2H95x/5JpYTQfMmIWSn\nn8REWeLF1wEZkkGS85o1a6JPnz6ZHnjTpk0ICgrS+qSmwuSczMGECbKu++DBrEdukpPlJE0hZL2k\nti38rl2To4crV8pVED/+WI4a9usnk/MZM+RIoiZ++w2YNk32+27WTLs4MhIVJcsN5s6VnwqQcd26\nJUeODx160QNaX5NAzdWFC7KmvVMn+caE8q74eDnHZsAA4LPPTB0NWTKDJOdffPEF5syZk+nO48eP\nx+zZs7U+qakwOSdzIATw4Yeyc8a2bRmPhicnyxr1xERgy5ac9dZOTpaToJYuBU6ckIl2JtVqWUqb\nROfjIxfp0VVqqmwtWbu2bJFHprFy5YtOKgUKyNeFr6/mK4ES5WahofLN6IYN5rvKL+V+Bl0h1FIw\nOSdzkZwsR+9KlpQTLl9OhlJS5Oh2XJwcqdbnZEwhcpZ4nT8vE+uZM4GBA7XfX62WE1DPn5efHGja\nXo/0TwhZMlWxouyUo8tKoES5mZ+fHHA4c0bOTSDSN4O0Unzvvffg4eGB1q1bIzIyEtu3b4ezszMK\nFiyILl26IDw8XOeAifIyGxvZOeDff2VilCYlRX7U+uyZHDHXd5eUnI6I1q0rV++cPFmOxGsjKUn+\nITx9Wl4bE3PTUhQ5Wr5+PdCtm/ykhok55SVt28oyrp495aeUROYiy+S8Ro0aqF27NlauXIm7d++i\nR48eePToEaZNm4aaNWvi448/NlacRBanUCE5yXLHDrk8emqqHI1OK3cpUMDUEWasenXgr7+A776T\nNbyaePJEjrjHxcnRWXZhNQ8lSsg+4Q8eyP7gRHnNhAlA5cqyY9XSpUzSyTxkmZyHhoZi/vz5KF++\nPLZt2wYhBKZOnYoJEybghx9+gJWms8mIKEPFi8ul1efOlXWPEREyWTfXxDxN1apy5dO5c2UrxKzc\nvw+0bCk7xmzeLNv0kflo315OHtZndxai3EJRZJvb5ctlGaGzs/y9Fhtr6sgoL8syOc/30iy0Y8eO\nAQBatWqVfh+Tc6Kcc3KSky1dXGTbN1tbU0ekmUqV5IIxixbJGvSMBAfL7i59+8qe0/yVYZ44AZTy\nMkWRAwj79sl+/KdPy99v06bJTzKJjC3Lqs979+5hzZo1ePDgAY4ePYqKFSui9n9FiUeOHIGTNiup\nEFGmXF2BxYtNHYX2ypeXCXrr1vLj4GnTXiR6x47JWs4ff7TM1nxEZHnq1ZMdXK5dA2bPlp8SDhwI\nDB0qE3ZDrpZMlCbLbi1nz55Fjx49cPfuXZQvXx4bNmxA5cqVMXjwYPj5+aFZs2Y4fPiwMePNEXZr\nITKMiAigTRugc2e5GuSWLcCIEfLj4rZtTR0dEZFuwsJk6d7mzUB4OGBvD5Qr9+atYkWgVSv9rHBL\nlsNgrRTVajUiIyNRsmTJ9JPcvn0bAGBjY4Ny5crpFrEJMDknMpyoKJmIlyghy1l275ajUERElkCt\nBh4+lAn767fAQKBsWWDNGsDR0dSRkrkwSHL+448/Ytzr6zvnYkzOiQzr0SNgyhTgiy/kSBIRUV6Q\nkgJ89ZVMzteulTXsRAZJzhs0aIDRo0e/cmBFUVC+fHk0a9YM+XNZ8RWTcyIiIjKUffuAQYNk//QJ\nE1jmktcZZBEiAG8cVAiB06dPw8vLC9evX9f6hERERESWyNMTOHtWrmHRsSMQGWnqiCg3ynLkfNas\nWZg4cWKGjz18+BBjxozB2rVrDRacvnHknIiIiAwtORmYOhXw9ZVlLu++a+qIyBQMMnKeWWIOACVL\nloRardb6hERERESWzMZGrv/w229Ar17ya6ZMpKksk/MVK1ZkuXM0u/MTERERZahjR+DMGVnm4uoK\nzJgB3Lpl6qjI3GW5CNGqVavg7Oz8xv1xcXHYuXMnrK2z3J2IiIgoTytfXi7KduKEXPvhnXeAt98G\nPvgA6N1btp8lelmWNecqlSrTepl8+fLh0KFDaN68uUED1CfWnBMREZEpJSUBBw7IRH3vXqBFC5mo\ne3kBhQqZOjrSJ4O0UnR0dISLi8sbJ3J0dMSYMWPQrFkz7SM1ISbnREREZC5iY4Ht22Wifvo08Mkn\nwJgxgIODqSMjfTBIct6zZ09s3rw5R4GZEybnREREZI5u3pQTR7duBYYOBcaOZclLbmeQ5Dw+Ph62\ntrY5CsycMDknIiIic3b7NjBrFrBhAzB4MDBuHFCqlKmjIl3otZXi/v37MXnyZNy5cyfHgRERERGR\nZipUABYtAi5cABISgBo1gM8+A+7fN3VkZCwZJuctW7ZE5cqVMWLECLzzzjuYP38+Hj58aOzYiIiI\niPKk8uWBBQuAy5fl966usj6dLF+WZS0AcO/ePfzxxx9Yv349SpUqhQEDBqB79+65styFZS1ERESU\nGwUGAh06yAQ9FzXKy9MMUnP+uvPnz8PX1xe7du1C48aN0b9/f7Rt2xaKomh9YlNgck5ERES51f79\nwMCBgL+/LHch82aU5DyNWq3G4cOH4evri5MnT6JTp04YOHAg6tSpo3UAxsTknIiIiHKzVauAadPk\nokZly5o6GsqKUZPzl8XHx2P79u3w9/fHb7/9lpNDGRyTcyIiIsrtvv8e2LgROHoUsLMzdTSUGaMn\n52fPnoWDgwMqV66sy+4mweSciIiIcjsh5IJFV6/KVUbz5TN1RJQRvbZS1ISjoyOmT5+u6+5ERERE\npANFkZ1cChcGPvoIUKtNHRHpU7bJ+dy5c9G5c2fs2LEj/b7w8HAEBwfj1q1bBg2OiIiIiN5kZQWs\nXStXFp00ydTRkD5lWdayatUqDBo0CABgY2ODkydPYsyYMTh+/DgAoF69ejh79qxxItUDlrUQERGR\nJYmOlq0VR4wARo0ydTT0MoPUnDdv3hwVK1ZEpUqVcOnSJZw4cQLR0dEAAHt7eyxbtgw9evTQPWoj\nY3JOREREliY0VCboP/0E9Omjv+MmJwN37sjR+bRbxYrA8OH6O4cl0zXvtM7qQXt7e/zxxx/p3zdp\n0gR+fn5wdXWFlZVVrulvbk72XN0D30u+WNxpMewL2Js6HCIiIsrlKlaUE0M7dAASEwFvb92Os2kT\ncODAi0T8/n3ZrrFyZXmrVAmYOxfIn1/WupNhZJmcFypU6JXvO3TogLp166Z///HHH2PZsmWGiczC\nhD8Lx+j9o3Eu/Bzql6mP9za8h30f7EN+6/ymDo2IiIhyuTp1gEOHgPbtgdhYWeaiqZQUYPx4YPdu\nYOxYoHdvmYw7OQE2Nq9u27070LIlUKWK/Jf0L8uylkqVKsHDwyP9+3/++Qf16tUDAAghcOTIEdy8\nedPwUeqJKcpa1EKNJYFL8NVfX+F/Df6HKe9OQT6rfOi1qRcKWBeAb3dfqBSdm+YQERERpbt5E2jT\nBhg6FJgwIfvtnzwB+vaVCfrGjUCxYtnvc+CAHJ0/cUIm8ZQxg9Scq1RZJ42KoiA1NVXrk5qKsZPz\nyw8vY+juoRBCYEmXJXAt6Zr+WHxyPNquaYtm5ZthdtvZRouJiIiILFtYmEzQu3cHvvtOtl7MyLVr\nQNeuQNu2sl7dOst6ilctXAgsWgScPMmFkDJjkOS8UaNG+PTTTzM9sI+PD06fPq31SU3FWMl5fHI8\nvj36LZaeW4pvPb7F/xr8L8PR8ejn0Wj+e3N80ugTjGw80uBxERERUd4QGSlLXFq0AObNA14fbz10\nCOjXD/jmGznKrq20hZBCQ4Fdu2RrR3qVQSaE9u7dGwMHDsz08cjISK1PaOlO3TuFD7Z+gPpl6uPi\nsIsoU6RMptsWL1gc+/vvR/Pfm6NskbLoUTP7zjdqocamoE0IexaGEY1GoIB1AX2GT0RERBbA0RE4\nfBjo1AkYPBhYtuxFAu3jI5PyDRsAd3fdjq8owPz5gKcn8MUXcuSd9CPLkfO9e/eiY8eOxozHoAw9\ncv73vb/RdV1XLO68GN1rdNd4v3/C/0F73/bY2mcrWji1yHAbIQS2/bsN0/ynoZBNIZQpUgYXIy5i\nXhokAjkAACAASURBVPt56FKti74ugYiIiCxIXBzQrZusJV+xQibS/v5ytNvZOefHf/QIaNIEGDcO\nGDIk58ezJAYpa+nQoQOWLFnyyoFVKhVKlSqFfPny6RapCRkyOT8ddhqd13bGqm6r4FnVU+v9D9w4\ngAHbBsB/oD9qONZIv18Igd1Xd2Oa/zQoioJv3L9Bx6odoSgKDtw4gFH7RqGKQxXM6zAPVRyq6POS\niIiIyAIkJMhJn8eOyUR67VrAXo/dnK9eBd59N2cj8ZbIIMm5k5MTWrdu/cb9MTExcHBwwIIFC1C4\ncGGtT2oqhkrOA+8HouPajljedTk6v91Z5+OsOr8K049Mx4mPTqB04dI4cOMApvpPxfPk5/jG/Rt0\nq97tjd7ySalJmPf3PMw+PhvDGg7Dl+9+iYI2BXN6SURERGRBkpPlaLmXl2Hqw9Nq2I8fl20WyUDJ\n+YABA7BmzZoMH/v777+xfv16zJs3T+uTmoohkvN/wv9Bhz86YEnnJfCq7pXj4804OgMbgzfCLr8d\nop5HYbrbdPRy6ZVtu8Wwp2EY5zcOJ+6ewE/tfkL3Gt25SBQREREZzeLFsg7977/1OzKfWxkkOc9O\nnz59sGHDBl13Nzp9J+cXHlxAe9/28Onko1WNeVaEEJgVMAtv2b2FfrX6wUql3dtb/1B/fLr3U5Qq\nXAoj3xmJjlU7Ip9V7itBIiIiotxn/XrZwjEXVj/rnUGS81OnTqFx48aZ7typUyfs2bNH65Oaij6T\n80sRl9DOtx1+6fALern00ssx9SU5NRlrLq7BqgurEPQwCL1demNA7QFo8lYTjqYTERERGYGueWeW\ntRI//vhjhvfHx8djw4YNePLkidYntARBD4PQzrcdfm7/s9kl5gBgY2WDj+p9hCMfHsHZ/51FuSLl\nMGjHIFRdUBXT/afjesx1U4dIRERERBnIdoXQzEZahRBYuXIlvL29DRacvmX3DuZJwhPMOj4LhWwK\noViBYihaoCiKFiiKYrYvvo6Mi4TnH56Y03YOPqj9gRGjzxkhBALDA7Hm4hqsv7wezsWcMbHFRHSt\n1tXUoRERERFZHIOUtaheX07qP8WLF8eECRMwbtw4rU9oStk9STv+3YHJhyfDq7oXHsU/wuOEx3ic\n8BiPEl58/Tz5ORZ4LoB3ndzzpuR1yanJ2HttL8YfHA8XRxcs8FyAcnblTB0WERERkcUwSHLes2dP\nbN68OUeBmZPsnqRvjnyD+JR4zGw904hRmU5CSgK+P/Y9Fp1dhOlu0zGs4TCtJ6ASERER0ZsMkpwf\nPXoUJUqUwI0bN9CiRQsUK1YMc+fOxfXr11G7dm3UqlULLVpkvKKlOcruSeqxsQd61eyFvq59jRiV\n6QVHBmPo7qFITk3Gki5LULtUbVOHRERERJSrGWRCqLu7OwYMGIDr16/D6r+O9Z9//jmGDh2KgwcP\nws3NTbdozdSFBxdQp1QdU4dhdDUda+LIh0cwuN5gtFndBhMPTsTz5OemDouIiIgoz8ly5Lx06dK4\ndesWnjx5gqSkpPT7nZyckJqaiooVK+Lu3btGCVQfsnoH8yzxGUrPLY0nE5/AWmVt5MjMx4PYB/js\nz89wOuw0lnRegtaV31whloiIiIiyZpCR84YNG8LW1hY+Pj7o2rUrKlasiI8//hgAYGVlhbp16+oW\nrRm69PASajrWzNOJOQCULlwa63qsw0LPhRiwbQB8zviYOiQiIiKiPCPL5NzW1hYA8M033yAwMBCN\nGjXCgQMH0h8vUKCAYaMzorxa0pIZz6qeCPgoAL+c+gVf+H0BtVCbOiQiIiIii5dlWUvJkiXh6uqa\n/n1QUBBcXFwAyL7ZwcHBiIiIMHyUepLVxwvDdg+Di6MLRjYeaeSozFtMfAze2/AeShYqidXdVsPW\nxtbUIRERERGZPaP2OX/5pKmpqVqf1FSyepKaLm+KH9r8gJYVWho5KvOXmJKIQf9v787jsirz/4+/\n7xsBvVEwxBVFEDQRRKfJUjPFLXFB05afmZmOaWXZV61s0tFwqt+Ulkml6fhTc8klc3JpcE+x0Vy+\npqLillIICaIoiCyynN8fjUxOZnCL3Afu1/PxOA+4uc/yOZcHeXNxneusGaYfM37UmoFr5GPzcXRJ\nAAAApmZvOL/lAOuOHTtqypQpv7njqKioUh/QjIqMIh05f4QpBH+DexV3LRmwRH/5+i9qN6+d1j+5\nXkHeQY4uCwAAoNK5ZTgfNmzYLadLHDZsWJkX5Ain00+rVrVaqlm1pqNLMS2rxar/2/X/yr+mvx5c\n8KBWPb5K7Ru1d3RZAAAAlcoth7VUNr/154Uv4r/Q4rjFWjNwjQOqqnjWn1qvp1c/rVm9Z+nRFo86\nuhwAAADTuSNTKTqLQ6nM1FIaPZv21KanNumFmBd0OPWwo8sBAACoNAjnYhpFe7Su11rD/zBci+MW\nO7oUAACASoNwLikuNY6bQe0wOGywlh5eqsKiijNjDwAAgJk5fTi/nHtZF3MuKtA70NGlVDgtardQ\nHY86iv0x1tGlAAAAVApOH87jUuMUWidUVovTN4VdBocN1pK4JY4uAwAAoFK45VSKZamoqEibN2+W\np6en2rVrd9N1duzYofnz5yspKUkhISGaNGmSfHx+fuBNXFycpk+fLnd3d9lsNkVFRcnLy0uSdOzY\nMX3wwQfF702aNEnVq1cvUV2MN789A0MHKmRWiD7u9bFsrjZHlwMAAFChlUt38ZAhQ9SrVy/17NlT\nmzdvvuk6Bw8eVNeuXRUREaG5c+dq9uzZ6tKli4qKivTjjz+qQ4cOunjxoubMmaOtW7dq0KBBkqT0\n9HSFh4erdevW+uijj/T1119r9OjRJa6NmVpuT4MaDdSmQRutO7HO0aUAAABUeOUSzhctWqTXX3/9\nlutcunRJhYWF2rBhgwICAhQaGqojR47o4MGDWr16tbKystS6dWtJUsuWLbV+/XolJSVp9erVSktL\nU0hIiCQpODhYq1atUkFBQYlqO5R6SK3qEc5vx1NhT2nJ4bIf2pJXkKdR/xylFUdWlPm+AQAAzKjc\nBlr/3iTsnTt31pkzZzR37lxJUkpKilxdXeXv76+ioiJJUpUqVW7Y1/fff68zZ85IklxdXYs/ZmVl\n6YcffvjdmgqKChSfFq+WdVradU74Wf/g/vrmx2+UdjWtzPaZV5CnRz5/RD9c/kFvbH9Dg1YN0qWc\nS2W2/+uKjCItOLBAcalxZb5vAACA0iq3Mecl4e/vL0lat26dzp07p2nTpsnb21v9+vXTxIkTdenS\nJRmGoUOHDkmSUlNTlZZ2YyC0WCySpIsXLyooKOhXx4iKiir+PKB1gOpXr68a7jXuzAk5iepu1dW7\nWW99fvRzvXDfC7e9v9yCXD3y+SOyudq0dMBS5Rfl67Utr6nV7Faa32++ujXpVgZVS8fSjumZdc8o\nJz9HyVeS9dUTX6mNb5sy2TcAAHAu27dv1/bt2297P6YK59LPY8jHjRunOXPmaPjw4ZKkJk2aKDY2\nVjNnztSf//xn1axZU5JUt25dubm53bD99V51T0/Pm+7/l+F8+ZHlanWNIS1lYXDLwfrrjr/edjjP\nLchV/xX95enuqSX9l8jVxVWuLq76qOdH6tusr4atGab+zfvrnW7v2H0D6rXCa3r3X+8qek+0poRP\n0fNtnlfMqRj1XtpbX/6fL/WA3wO3dQ4AAMD5hIeHKzw8vPj1lClT7NqPQ+cPzMnJUU5OTvHrgoIC\nDR06VLNmzdKIESM0btw4xcfHyzAMffHFF3r88cf17rvvqkaNGrLZbPrDH/6ggICA4m1/+bFBgwa/\ne3xuBi073QO7K+FSgr5P/97ufeTk56jf8n6qWbWmPhvwmVxdXH91jLjn4nQh+4LumXOP9iXvK/Ux\n9ibv1b1/v1e7k3fru2e/0wv3vSCrxao+zfpoyYAl6r+iv7b/sN3ucwAAALgd5R7Or/dsZ2dnKzAw\nUIGBgcrNzZUkvfTSS4qPj1d0dLQiIiK0ePFiBQUFKT09XdOmTdO6deuUlZWl/fv3a8SIEfLy8lK/\nfv3k4uKipKQkSVJycrI6depUPM3irTCNYtmpYq2igaED9VncZ3Ztn52frb7L+8rH5qPF/RerivXm\nf9S5q9pdWvrIUk0Jn6I+y/poyvYpyi/M/939X712VeM2jlPfZX315w5/1ldPfCU/L78b1nko8CGt\neHSFHlv5mDad3mTXeQAAANwOi/F7d2qWgYkTJ2rnzp365ptv1Lx5c4WEhOjjjz/WQw89JKvVqj17\n9mjz5s3q06dP8ZhxwzDk5+dXfGPnm2++qRMnTigxMVHt2rXT22+/XXyD6JIlSzRnzhy1atVKJ06c\n0Lx58+Tn5/erOiwWyw03pvpO99XOP+2Uf03/O90ETuF/f/pfDfxioE6NPlX871gS2fnZilwWqQY1\nGujTfp/KxepSou2SM5M1fO1w7U7aLV9PX9WvXl/1qtdT/Rr1//N59frKzMvU2I1j1b5Re33Q4wPV\n9qh9y/3+K/FfGrBigOb3m68+zfqU+DwAAACu++/cWeLtyiOcm8UvG+lC9gUFfRikS69dKlWQxG8z\nDEPBM4P16cOfqm3DtiXa5uq1q4pcFqmGng21oN+CEgfzXx7zYs5FnbtyTilZKTqXdU7nrpz7+eO/\nP88tyFVUeJR6Ne1V4v3uTd6ryGWR+qT3JxoQPKBUNQEAANgbzk13Q2h5OZRySGF1wwjmZchisWhw\n2GAtiVtSonB+Je+K+i7vK/+a/vp/kf+v1MH8+jF9bD7ysfmoZd2ymxLzPt/7tP7J9er1WS9dK7ym\ngaEDy2zfAAAAv8WhN4Q6Eg8fujMGtRykFUdX/O448AvZF9R1UVc19W6qeX3n2RXM77R76t+jzU9t\n1riN4zR3/1y7fvsFAAAoDacO52F1whxdRqXT5K4murvW3dp4euNvrpOYkagO8zuoe2B3zekzR1aL\neS/DlnVb6uunv1b0nmg98vkjOn/1vKNLAgAAlZh5U9EddiiFnvM75amwp7QkbslN34tPi1eH+R30\n3L3P6e0ub1eIYUXNfZpr/8j9utvnboV9EqaVR1c6uiQAAFBJOeUNodcKr8nrHS9dHH/R7gfZ4Lel\n56SrSXQTJY5NlKf7fx4GtTtptx5e/rDee+g9DQ4b7MAK7bc7abeGrh6q1vVaa2avmaplq+XokgAA\ngAnZe0OoU/acH79wXI29GhPM7xDvat7qHNBZ/zj2j+Kvbfh+gyKXRWp+v/kVNphLUtuGbXXg2QPy\n9fRVy09aas3xNY4uCQAAVCJOGc7jUuMY0nKHDW45uHhoy7LDy/T06qe1ZuCaUk1naFbVXKvp/Yfe\n14pHV+jlTS9ryJdDdCnnkqPLAgAAlYBThvNDqTwZ9E7r3ay3DqQc0KRtkzR+y3htHbJV7Ru1d3RZ\nZerBxg/q0HOH5FXVS2Gzw5ScmezokgAAQAXnnOE8hXB+p1WtUlWPtnhUK46s0DfDvlFonVBHl3RH\neLh56KOeH+npVk/rlc2vOLocAABQwTnlDaF136ur/SP3q6FnQ0eXVKldvXZVhgxVd6vu6FLuuOz8\nbLWY2ULz+81Xl4Auji4HAAA4GDeEllBKVooKigrkW8PX0aVUeh5uHk4RzCXJ5mrTjIgZejHmRV0r\nvObocgAAQAXldOH8+pCWijC/NiqWfnf3k39Nf0XvjnZ0KQAAoIJyvnCeysOHcGdYLBZ92PNDvbvz\nXSVlJjm6HAAAUAE5ZzjnZlDcIUHeQRrVZpRe3vSyo0sBAAAVkPOFc2ZqwR325w5/1t7kvdp6Zquj\nSwEAABWM04Xz05dOq0XtFo4uA5WYzdWmGT1m6MX13BwKAABKx+nCeZB3kNyruDu6DFRyfe/uqyZ3\nNdGM3TMcXQoAAKhAnC6cM6QF5cFisejDiA81dedUnc046+hyAABABeF04TysbpijS4CTCPQO1Av3\nvcDNoQAAoMSc7gmhmbmZquFew9GlwEnk5OcoZFaI5vSZo+6B3R1dDgAAKCc8IbSECOYoT9Vcq/38\n5ND1LyqvIM/R5QAAAJNzunAOlLfIZpFq6t1Ur2993a7foAEAgPMgnAN3mMVi0cKHF2rLmS16Y/sb\nji4HAACYGOEcKAe1bLW0ZcgWfRH/hd7e8bajywEAACZFOAfKSR2POto6ZKsWHlqo93e97+hyAACA\nCVVxdAGAM6lfo76+fvprdfq0k9xc3DT6/tHldmzDMJRflC83F7dyOyYAACgdwjlQzhp6NtTWIVsV\n/mm43Ku4a+QfR5bJfvMK8nT4/GElZSYpKTNJyVeSiz+/vni6eyr1ldQyOR4AACh7hHPAAfxr+v8c\n0BeGy83FTUNbD7V7X/mF+Zp/YL7e+uYteVfzVmOvxmro2VANPRuqW0C34s99PX3l/a638gry5F7F\nvexOBgAAlBnCOeAggd6B2vLUFnVZ1EVuLm4a1HJQqbYvLCrUZ4c/05TYKQq8K1CrHl+l+3zvu+U2\nPjYfXci+IF9P39spHQAA3CGEc8CB7va5W5sGb1K3xd2Uk5+j/sH95V3N+5bbFBlF+sexf2jytsny\nruat+X3nq5N/pxIdj3AOAIC5Ec4BBwupE6INT27QqJhRGrtxrGq411BondCfl9qhalm3pYJ9gmVz\ntSnmVIwmbZskq8Wq6T2mq0dgD1kslhIf63o4BwAA5kQ4B0ygVb1W2vmnnTIMQ4kZiTpy/ogOnz+s\nrQlbFb0nWicunpCXu5d8bD56s/Oberj5w6UK5dcRzgEAMDfCOWAiFotFjWs2VuOajdW7We/irxcU\nFejHyz/Kv6a/XKwudu+fcA4AgLkRzoEKoIq1igK9A297P4RzAADMjSeEAk7Ex+ajCzmEcwAAzIpw\nDjgRes4BADA3wjngRAjnAACYG+EccCKEcwAAzI1wDjgRwjkAAOZGOAecyPVwbhiGo0sBAAA3QTgH\nnIjN1SaLLMrOz3Z0KQAA4CYI54CTYWgLAADmRTgHnAzhHAAA8yKcA06GcA4AgHkRzgEnQzgHAMC8\nCOeAk6ntUZtwDgCASRHOASfjU81HF3II5wAAmBHhHHAyDGsBAMC8COeAkyGcAwBgXoRzwMn42HyU\ndjXN0WUAAICbIJwDToaecwAAzItwDjgZwjkAAOZFOAecTC1bLV3MuSjDMBxdCgAA+C+Ec8DJuLm4\nyeZqU0ZehqNLAQAA/4VwDjghhrYAAGBOhHPACRHOAQAwJ8I54IQI5wAAmBPhHHBChHMAAMyJcA44\nIcI5AADmRDgHnJBPNcI5AABmRDgHnBA95wAAmBPhHHBChHMAAMyJcA44IcI5AADmRDgHnBDhHAAA\ncyKcA06IcA4AgDkRzgEn5F3NW5dzL6uwqNDRpQAAgF8gnANOyMXqoppVa+pS7iVHlwIAAH6BcA44\nKYa2AABgPoRzwEkRzgEAMB/COeCkCOcAAJgP4RxwUoRzAADMh3AOOCkfm4/SrqY5ugwAAPALhHPA\nSfnYfHQhh55zAADMhHAOOCmGtQAAYD6Ec8BJEc4BADAfwjngpAjnAACYD+EccFKEcwAAzIdwDjgp\nwjkAAOZDOAeclJe7l7Lzs3Wt8JqjSwEAAP9GOAeclMViUa1qtXQx+6KjSwEAAP9WpbwOVFRUpM2b\nN8vT01Pt2rW76To7duzQ/PnzlZSUpJCQEE2aNEk+Pj6SpMTERE2fPl1Wq1VFRUUaN26c/Pz8JEn3\n3HOPPDw85OXlpbS0NEVGRuovf/lLeZ0aUGFdH9pSv0Z9R5cCAABUTuF8yJAhOn/+vDZt2qSoqKib\nhvODBw+qa9euWrx4se6//341b95c27Zt06FDhyRJERER2rBhg/z8/LR8+XJFRkYWv5eRkaH4+HgF\nBAToxRdf1AsvvFAepwVUeIw7BwDAXMplWMuiRYv0+uuv33KdS5cuqbCwUBs2bFBAQIBCQ0N15MgR\nHTx4UKmpqTp+/Lg+/fRTFRYWqkmTJkpOTi7e1s/PT7m5uTp27BjBHCgFwjkAAOZSbsNaDMO45fud\nO3fWmTNn5OvrK0lKSUmRq6urGjduLC8vLwUEBCgqKkorV66Ut7e3ZsyYUbzt1atXNX78eOXl5cnT\n01Pjx49XjRo17uj5AJUB4RwAAHMpt3BeEv7+/pKkdevW6dy5c5o2bZq8vb0lSdHR0erXr5+OHj0q\ni8WiPn36FG/XokULvfzyy/L29la9evUUGxurHTt23PQYUVFRxZ+Hh4crPDz8Tp0OYHqEcwAAysb2\n7du1ffv2296Pxfi9Lu0ysn37dnXp0kVRUVGaPHnyb66Xnp6u+++/X+PHj9fw4cNltVp1+vRptW3b\nVjExMYqNjVVUVJTy8vKUmJio+vVvvJGtbdu22rt3r06ePKmgoKAb3rNYLL/bgw84kxm7ZyjhcoKi\nI6IdXQoAAJWKvbnToVMp5uTkKCcnp/h1QUGBhg4dqlmzZmnEiBEaN26c4uPj9Y9//EONGjVSmzZt\n9Morr2jDhg0qLCxUamqqvv32W9WsWVPr1q2TJFmtP5/S1atXHXJOQEVCzzkAAOZS7uH8+m8Q2dnZ\nCgwMVGBgoHJzcyVJL730kuLj4xUdHa2IiAgtXrxYQUFBatasmc6ePasrV65IkurVq6d69eopODhY\nkuTi4iJvb2/l5+fr1KlTCg4OVlhYWHmfGlDhEM4BADCXchlzPnHiRO3cuVMWi0Wff/65jh49qo8/\n/lh16tSR1WqVi4uLYmJiNHv2bFksFiUkJMgwDPn5+cnNzU39+vXTyZMn1adPHzVu3FiZmZlau3at\n3N3d1a5dO7311luaOXOmJk2apPDwcE2fPl0Wi6U8Tg2o0GrbahPOAQAwkXIbc24GjDkHbvTj5R/V\n8dOO+nHMj44uBQCASqVCjjkH4FgMawEAwFwI54ATs7naVGQUKTs/29GlAAAAEc4Bp2axWORj89HF\n7IuOLgUAAIhwDjg9H5uP0rLTHF0GAAAQ4Rxweow7BwDAPAjngJMjnAMAYB6Ec8DJEc4BADAPwjng\n5HyqEc4BADALwjng5Og5BwDAPAjngJMjnAMAYB6Ec8DJEc4BADAPwjng5AjnAACYB+EccHKEcwAA\nzINwDji5WrZaupB9QYZhOLoUAACcHuEccHJVq1SVexV3Xbl2xdGlAADg9AjnABjaAgCASRDOARDO\nAQAwCcI5AMI5AAAmQTgHQDgHAMAkCOcAVNtWm3AOAIAJEM4BlFnPeW5Brh5e/rBOXDhRBlUBAOB8\nCOcAyiycz/nfOTp8/rB6Le2l1KzUMqgMAADnQjgHUCbhPDs/W+/sfEerHl+lJ1s+qchlkbp67WoZ\nVQgAgHMgnAMok3D+yb5P9ECjB9S6XmtNCZ+i4NrBemLVEyosKiyjKgEAqPwI5wDkY/NRWnaa3dtn\nXcvStF3TFBUeJUmyWCyaGzlXOQU5emnDSzIMo0T7KSgq0Lv/elctZrZQ32V9NWHrBC09vFRxqXHK\nK8izuz4AACoKi1HSn5qVgMViKXFIAJzJ+avnFTIrRGmv2hfQ3/nXOzqUekjLHll2w9czcjP04IIH\n9VTYU3r1gVdvuY/jF45r6Oqh8nDz0Fud39K5rHM6cv5I8ZJwOUH+Nf0VWidUYXXCNPr+0apZtaZd\n9QIAcKfZmzsJ5wBUUFSgqm9VVd5f8uRidSnVtpl5mQr6MEg7hu1Qc5/mv3o/KTNJ7ee119TuUzUw\ndOCv3i8sKtT0b6dr6q6p+mv4X/Xsvc/Kavn1H/XyCvJ08uJJHTl/RDHfxyguNU4bntyg+jXql6pe\nAADKg725s8odqAVABVPFWkWe7p66nHtZtWy1SrVt9O5oRQRF3DSYS1JDz4b6atBX6raomxrUaKCO\njTsWv3fiwgkNXTNUVatU1d5n9irgroDfPI57FXe1rNtSLeu21MDQgfrbv/6mB+Y/oI2DN6ppraal\nqhkAALNizDkASfbdFHo597Ki90RrUsdJt1wvrG6YPhvwmR5b+ZiOpR1TYVGh3t/1vjos6KDBLQdr\n65Cttwzm/81isWjCgxM04cEJ6vRpJ3137rtS1Q0AgFnRcw5A0n/C+d26u8TbfLD7A/W9u2+Jeq67\nB3bX1G5T1WtpLzWo0UCuVlfteWaPmtzVxO6an7nnGdWqVksRSyK0/NHl6hLQxe59AQBgBoRzAJJK\n33N+MfuiZu6dqX0j9pV4m6dbP60r167IIoueb/P8TceWl1b/4P7yruatx1Y+plm9Z+nRFo/e9j4B\nAHAUwjkASaUP5+9/+74eafFIqYajSNKL971Y2tJ+Vyf/Ttr01Cb1XtpbF7Iv6Ll7nyvzYwAAUB4I\n5wAklS6cp11N05z9c3Tg2QN3uKqSa12vtb4Z9o0eWvyQUrNSNbnTZBUZRUq9mqrkzGQlX0lWUmZS\n8ccreVd0T/171L5Re93ne5883T0dfQoAADCVIoCfTd05VWnZaZrWfdrvrvvq5leVnZ+tmb1mlkNl\npZOalaqen/XUT1d+UnpOuryrecvX01e+NXzV0LOhfGv4ytfTVzZXm/af269dZ3fpu3PfKcg7SO0b\ntVf7hu3VvlF7NbmriSwWi6NPBwBQQTHPeQkQzoHfNv/AfH2T+I0W9Ftwy/VSslLUYmYLHX7+sHw9\nfcuputLJK8hTSlaK6teoLzcXt99d/1rhNR1MOahdZ3dp19ld2nl2pwqKCvTl//lS7Ru1L4eKAQCV\nDeG8BAjnwG9be2Kt5n43V+ueWHfL9cZuHCvDMDQjYkY5VVb+DMPQ2cyz8q7mrepu1R1dDgCgAuIh\nRABuS0nGnP9w+QctOrRIR0cdLaeqHMNiscjPy8/RZQAAnBAPIQIg6ffD+ebTm9VuXjtFdYpSver1\nyrEyAACcBz3nACT9djgvKCpQ1PYoLTi4QJ8N+IwH/QAAcAcRzgFIkmpWramsa1nKL8yXq4urJCk5\nM1lPrHpC7lXc9d3I71S3el0HVwkAQOXGsBYAkiSrxSrvat5Kz0mXJK0/tV5//Psf1SOwhzYOGrXu\nlwAADulJREFU3kgwBwCgHNBzDqCYj81H57LOafru6Vp6eKk+f+xzdWzc0dFlAQDgNAjnAIr52HzU\nd1lfhdQJ0Xcjv1Ntj9qOLgkAAKdCOAdQrGtAV1VtWlWvtH9FVguj3gAAKG88hAgAAAAoY/bmTrrG\nAAAAAJMgnAMAAAAmQTgHAAAATIJwDgAAAJgE4RwAAAAwCcI5AAAAYBKEcwAAAMAkCOcAAACASRDO\nAQAAAJMgnAMAAAAmQTgHAAAATIJwDgAAAJgE4RwAAAAwCcI5AAAAYBKEcwAAAMAkCOcAAACASRDO\nAQAAAJMgnAMAAAAmQTgHAAAATIJwDgAAAJgE4RwAAAAwCcI5AAAAYBKEcwAAAMAkCOcAAACASRDO\nAQAAAJMgnAMAAAAmQTgHAAAATIJwDgAAAJgE4RwAAAAwCcI5AAAAYBKEcwAAAMAkCOcAAACASRDO\nAQAAAJMgnAMAAAAmUW7hvKioSBs3btS33377m+vs2LFDQ4cOVbdu3fQ///M/unDhQvF7iYmJGjNm\njMaNG6cxY8YoMTGx+L1jx45p5MiRGj16tF577TVlZWXd0XPBz7Zv3+7oEioN2rJs0Z5li/YsO7Rl\n2aI9yxbtaQ7lEs6HDBmiXr16qWfPntq8efNN1zl48KC6du2qiIgIzZ07V7Nnz1aXLl1kGIYMw1BE\nRITGjRun6dOnq23btoqMjJQkpaenKzw8XK1bt9ZHH32kr7/+WqNHjy6P03J6fBOXHdqybNGeZYv2\nLDu0ZdmiPcsW7WkO5RLOFy1apNdff/2W61y6dEmFhYXasGGDAgICFBoaqiNHjujgwYNKTU3V8ePH\n9emnn6qwsFBNmjRRcnKyJGn16tVKS0tTSEiIJCk4OFirVq1SQUHBHT8vAAAAoCxVKa8DGYZxy/c7\nd+6sM2fOyNfXV5KUkpIiV1dXNW7cWF5eXgoICFBUVJRWrlwpb29vzZgxQ5J05swZSZKrq2vxx6ys\nLP3www8KCgq6g2cEAAAAlDGjnGzbts2wWCzGlClTfnfdtWvXGhaLxXjvvfeKv7Zu3TrDarUaFovF\nsFqtxtSpUw3DMIyRI0caFovF2Llzp2EYhjF8+HDDYrEYu3fv/tV+JbGwsLCwsLCwsLCUy2KPcus5\nL6n09HSNGzdOc+bM0fDhwyVJp0+f1rBhw7R7927FxsYqKipKEyZM0ODBg+Xm5nbD9sa/e+g9PT1/\ntW/jd3rvAQAAAEdyaDjPycmRJFWrVk2SVFBQoKFDh2rWrFnq3r27xowZo5EjR+qf//ynGjVqpDZt\n2qhNmzZq27atOnbsqNTUVDVp0qR4219+bNCggQPOCAAAALBfuc9zfr33Ojs7W4GBgQoMDFRubq4k\n6aWXXlJ8fLyio6MVERGhxYsXKygoSM2aNdPZs2d15coVSVK9evVUr149BQcHq2/fvnJxcVFSUpIk\nKTk5WZ06dZKXl1d5nxoAAABwW8ql53zixInauXOnLBaLPv/8cx09elQff/yx6tSpI6vVKhcXF8XE\nxGj27NmyWCxKSEiQYRjy8/OTm5ub+vXrp5MnT6pPnz5q3LixMjMztXbtWrm7uyswMFALFizQJ598\nol27dslisWjhwoU3HD8pKUl/+9vf5ObmpmvXrmny5MmqW7dueZx6pVFUVKTNmzfL09NT7dq1k0S7\n3o7Dhw/rgw8+0E8//SRfX19NmjRJ/v7+tKkdzp07p/fee09XrlyRm5ubxo4dq8DAQNqyDOzZs0eF\nhYVq37497QlT2LJli1asWKFq1aqpQ4cOevzxx7k2YQrp6el65513VFBQoPz8fD377LMKDQ217/q0\na6R6BZKfn280b97cePXVVw3DMIxHHnnECA8Pd3BVFctTTz1l9OjRw7BYLEZUVJRhGLTr7UhJSTFs\nNpvxzjvvGJcvXzZ8fHyM+vXrGxkZGbSpHdq3b2+MGjXKKCwsNDw9PY06deoYWVlZtOVtSkxMNHx8\nfIwpU6YYBQUFtKedIiMjjbZt2xq9e/c2HnjgAePZZ581DMMwzp49a4waNcoYM2aMMWrUKCMlJcXB\nlZrfggULDA8PDyMhIcGYMmWK4e7uzv+bt+HBBx80WrVqZURERBi9e/c2evfubbz00ktcm3bq0aOH\nERsbaxiGYXz77bdG7dq1jWvXrtl1fZb7sJbytmPHDp04caJ4HvQWLVpox44dOnfunIMrqzh+OU+9\nxWKRRLvejszMTOXn52v9+vXy8vJSx44dlZKSoi1bttCmdjh16pS+/PJLWa1WWa1WXbx4UZs2baIt\nb8O1a9f0zDPP6OLFi5Kk2NhY2tNOmZmZOnDggI4ePaqHHnpIM2fOVEFBgbp37y4PDw998MEHSk1N\n1cCBAx1dqqnl5uZq7Nix6tChg/z9/dW8eXONGjVK+/bt49q006lTp3T48GFt2rRJMTEx2rBhg7p3\n7861aaft27dr6dKlysnJUZMmTZSenq5169bZdX1W+nB+s3nQDcPQ0aNHHVlWhWP810w3tKv9mjZt\nqoSEBMXExEj6eViGxWIpvm+CNi2dvXv3avfu3UpISFBGRoZGjBih9PR0SbSlvSZMmKA//elPxa/5\nfrefxWJRbm6uEhISNHnyZLm4uNC5YYdvv/1WGRkZyszM1Kuvvqp//vOfeuKJJ5SQkCCJa7O0rl69\nqrCwMOXk5KiwsFAzZ87UG2+8IQ8PD65NO7Vt21Z///vfFRwcrCFDhujtt9+2+2dRpQ/naWlpN7y+\n3vN7vUcI9qFdb4+vr69sNpvi4uK0Z88ejRo1StnZ2TesQ5uWjL+/v+Lj4zV06FB17NhRb731ls6f\nP3/DOrRlyS1btkyBgYFq27Zt8dcuXLhwwzq0Z+lMnDhRL7/8ssaOHavU1FR+2bHD9XCYkZGhadOm\nycvLS+Hh4frpp59uWI9rs2QKCws1efJkubm56ciRI1q9erUmTZqk06dPS+LatMeMGTPk6uqqxMRE\nbdq0SWfPnrX7/85KH85LMw86So52vX15eXkaPny4Jk2apOjo6OL/DK+jTUsuIiJC27Zt0/Hjx9W6\ndWu5u7vf8D5tWTLx8fGKjY3V888/X9xmhmFwbd6GsLAwDRkyRO+//762bNmiBx98kF927GCz2SSp\nuEf3rrvuKp6O+Ze4NkvG09NTDzzwgCTpueee07BhwyTR8Wavy5cvKzIyUitXrtT8+fPl7e2tWbNm\nyWq9MWaX9Pqs9OGcedDvjICAAEm06+0YNWqURo8eraioKH344YeqX7++JNq0NE6cOKHQ0FBNmDBB\nVqtV/v7+Sk5OVmFhoSTasrSWLVumxMRE9e/fv3hYy4oVK4p/wNCepRcdHa27775b0s/B8vvvv7f7\nB7Yzux7KXVxcJP0nNF7HtWmfXbt2adeuXWrevLkkOt7stXnzZl29elV9+/bV0KFDtW/fPrm6uqpp\n06aSSn99Vvpw3r17d9WoUeOGedADAgLUqlUrB1dWMV3/RqVdb8/UqVO1fv16rVy5Uj179tS7776r\n0NBQ2rSUUlNTFR8fr5SUFEn/Gb8fHBxMW9rhzTffVExMjL788ktNnjxZkjRw4ECNGDGC9rRDQkKC\nfHx8NGvWLEkqDuVBQUGSCJSl0bRpU7Vq1Uo//PCDJCkrK0uurq4aMGAA1+ZtWLNmjSSpdu3akujQ\ntFfTpk2VlZWlxMRESZK3t7fuuusu/fGPf7Tr+nToE0LLQ/Xq1bVy5Uq98cYbSktL08mTJ/Xll186\nuqwK5Wbz1M+dO5d2tdORI0c0YcIEGYahmJgYGYahKlWqKCQkhDYtpY4dO2r69OnauXOnIiMj5enp\nqQULFqhPnz605W2YM2eOli1bVvw9HxAQQHvawdXVVfn5+cVzGsfHx6t27drq1q0bgdIOK1as0LBh\nwzRgwAAlJSVp+fLlCg0N5dq8DcePH5f0n79EcG3ap3Xr1po7d66efPJJNW7cWFeuXNHChQvl5+dn\n1/VpMf57Gg4AAFAmVq1apZUrVyojI0OGYej9999XSEiINm3apDfeeENt27bV/v379fHHHyssLMzR\n5cLJjBkzRmvXrlV8fLyqVq0qSVybJkA4BwAAAEyi0o85BwAAACoKwjkAAABgEoRzAAAAwCQI5wAA\nAIBJEM4BoJJauHChwsPDZbVaVadOHT3++OPatWuXHnvsMXl4eMhqtap3796KiYlxdKkAgH9jthYA\nqMRiY2PVuXNnhYeH6+uvvy7+ur+/v86ePauEhAT5+fk5sEIAwC/Rcw4AlRj9LwBQsRDOAQCaN2+e\n+vTpo5dfflk9e/bUnj17JEmPPvqorFarOnfuLEn6wx/+IKvVqmHDhunYsWPy8/OT1WrV+PHj1bVr\nV/Xq1UuGYWju3Ll65ZVX9NZbb6lly5Y6ceKEI08PACqMKo4uAABw5x09elRPPPFE8esLFy4Uf75m\nzRqNGDFC69evV48ePfTXv/5VEREROnHihL744gv5+/sXP977wIEDslqtslgsCg4O1qJFi9SlSxdl\nZWXpscce07x585STk6PXXntNsbGxatmypTw8PGSz2cr9nAGgIqLnHACcQEhIiJYtW1a8+Pj4SPp5\n2MuyZcskSc2bN5ck+fn5KSMjQ+vXry/x/ps1a6bnnntO+/btk81m0/3336/WrVurefPmMgxDjRo1\nKvuTAoBKiJ5zAHBy2dnZkqSioiJJUm5uriTpypUrJd6Ht7f3Da/nzp2rHTt2aNu2bZo4caLq1aun\nQYMGlVHFAFB5Ec4BwAnc7MbQ618bMGCAvvrqKx08eFABAQGKi4tT1apV1bt3b0lS1apVi4P7yZMn\nb7q//37dsWNHnThxQoMGDZKHh4cyMjLK/JwAoDJyiYqKinJ0EQCAsrdw4ULNmDFDiYmJunr1qvbt\n2ydfX1+NGzdOcXFxKigo0MmTJxUeHq5WrVpp3rx52r17tw4fPqzZs2fr3nvvlSTVqlVLGzdu1OXL\nlxUfH6/9+/fr5MmTqlatmj755BMlJiYqOTlZtWrVUnBwsCRp1qxZOnDggPbs2aO0tDS9/vrrcnNz\nc2RzAECFwDznAAAAgElwQygAAABgEoRzAAAAwCQI5wAAAIBJEM4BAAAAkyCcAwAAACZBOAcAAABM\n4v8DyqaHFMjF5JMAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment