{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "g01yTlq-61-T"
},
"source": [
"# About this notebook\n",
"\n",
"Python has a large library for visualizing data called `matplotlib`.\n",
"We show here the most important functions and some advice about how to make good plots.\n",
"\n",
"You will find all information here to visualize simple data sets. There are many\n",
"more visualization libraries in Python, e.g. `seaborn` with focus on data\n",
"science visualizations (further below) or `cartopy` for visualizing data on maps.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lNs723ik6-TD"
},
"source": [
"\n",
"## Advice for good plots\n",
"* label your axes\n",
"* label your data\n",
"* don't leave too much white space\n",
"* don't make it too crowded\n",
"* adjust label sizes according to the intended use: plots for presentations should have large labels\n",
"* write down units, if applicable\n",
"* use log axes if needed\n",
"* make your plots colorblind-friendly. This is also useful if plots are printed in grayscale. This means:\n",
" * use different linestyles\n",
" * use different markers\n",
" * use colors that are colorblind-friendly. That excludes e.g. red-green combinations. The standard colors of matplotlib are by now good for that purpose. (e.g. orange and blue are the first two colors)\n",
"* in general, 'perceptually uniform sequential colormaps' like `viridis` are good (see below)\n",
"* don't use the `Jet` colormap. ever. If you like rainbow colors, you can use `Spectral` instead\n",
"\n",
"Check out how to write matplotlib stylesheets https://matplotlib.org/stable/tutorials/introductory/customizing.html !"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JpU3TJXEJT15"
},
"source": [
"# Visualization with matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "Y48DCkQ961-W"
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7OLDavGVifXf",
"outputId": "ab7180b1-20f4-49b7-b508-2da4ffe492de"
},
"source": [
"## Lineplot\n",
"\n",
"simple x-y plot and what parts you should not miss when plotting data\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 507
},
"id": "9FXYCKvL61-Y",
"outputId": "9d539f66-daac-4957-d35f-00ca696c27ee"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
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\n"
},
"metadata": {}
}
],
"source": [
"\n",
"# generate some data to plot\n",
"# first, the x coordinates\n",
"xdata = np.arange(10)\n",
"\n",
"# use the random functions to variate the y coordinates a bit\n",
"ydata_1 = np.arange(10) + np.random.normal(scale=1, size=10)\n",
"ydata_2 = np.arange(10) + np.random.normal(loc=4, scale=1, size=10)\n",
"ydata_3 = np.arange(10) + np.random.normal(loc=5, scale=3, size=10)\n",
"\n",
"# simple x-y plotting function\n",
"plt.figure(figsize=(5, 5)) # set the size of the figure\n",
"# we need the x and y value,\n",
"# and optionally we choose a marker, a linestyle, linewidth, color, and a label for each graph\n",
"plt.plot(xdata, ydata_1, marker=\"v\", markersize=12, lw=1, label=\"First set of data\") # don't forget to label your data!\n",
"plt.plot(xdata, ydata_2, marker=\"o\", markersize=8, lw=2, linestyle=\"--\", label=\"Second set of data\")\n",
"plt.plot(xdata, ydata_3, marker=\"*\", markersize=15, lw=0, color=\"purple\", label=\"Third set of data\")\n",
"# # set axis labels\n",
"plt.xlabel(\"X data / (some unit)\", fontsize=\"large\")\n",
"plt.ylabel(\"Y data / (another unit)\", fontsize=\"large\")\n",
"# # set limits for the x-axis\n",
"plt.xlim(0, 9)\n",
"# # finally, set a title and plot the legend with the labels you've given the data before\n",
"plt.title(\"Nice plot\")\n",
"plt.legend(loc=0, fontsize=\"large\")\n",
"# this line just makes sure that every component of the plot is where it should be\n",
"# and nothing is lost when saving the graph to a file, but it's optional\n",
"plt.tight_layout()\n",
"# file saving\n",
"plt.savefig(\"nice_plot.png\") # but that might not work that well in colab\n",
"# if this throws an error, comment it out"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
},
"id": "kI3k_WwtdZBU",
"outputId": "8ba4d658-8c0d-4ea3-dec6-5d32b8d864ea"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# you can also use unicode characters as plot markers (very important)\n",
"plt.plot(xdata, ydata_1, marker=\"$\\U0001F431$\", markersize=20)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 430
},
"id": "VHSt5royVET7",
"outputId": "6e7f3d12-bd8c-452f-ccce-b4d153cb0667"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"ydata_3 = np.power(10, np.arange(10)/5 + np.random.normal(scale=0.1, size=10))\n",
"# you don't need the `plt.figure()` function, if you don't want to change any default settings\n",
"plt.plot(ydata_3) # this is the most simple way to make a plot\n",
"# this uses 0, 1, 2, 3... as x-values automatically\n",
"plt.yscale(\"log\") # logarithmic-10 y axis\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mApPwkQ5iid3",
"outputId": "1e5b2f80-bfef-4d2a-edd2-18adaae02959"
},
"source": [
"## Scatter plot\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "0Xddxo7P61-a",
"outputId": "3afa68a9-bda4-46a8-a29d-a29c212fd1d7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# again, we generate some random data\n",
"\n",
"# x and y individually\n",
"xdata_1 = np.random.normal(size=100)\n",
"ydata_1 = np.random.normal(loc=2, scale=3, size=100)\n",
"\n",
"# x and y in 2D with a covariance matrix\n",
"xdata_2, ydata_2 = np.random.multivariate_normal(mean=[0, 10], cov=[[1,1], [1,5]], size=100).T\n",
"# fancy: some random sizes for the markers\n",
"size_data = np.random.normal(loc=80, scale=30, size=100) # generate different marker sizes for ydata_1\n",
"\n",
"# now we plot the individual data points\n",
"plt.scatter(xdata_1, ydata_1, marker=\"h\", alpha=0.5, s=size_data, label=\"First data set\")\n",
"plt.scatter(xdata_2, ydata_2, marker=\"v\", alpha=0.5, label=\"Second data set\")\n",
"plt.legend()\n",
"plt.xlabel(\"X data / (some unit)\")\n",
"plt.ylabel(\"Y data / (another unit)\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"id": "hACv_uMNiqDM",
"outputId": "de8a96a1-dbfc-461e-9c11-c62900f0dc2c"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# additional color and size information\n",
"\n",
"# random data\n",
"xdata = np.random.normal(size=100)\n",
"ydata = np.random.normal(loc=2, scale=3, size=100)\n",
"color_data = np.random.normal(loc=80, scale=30, size=100)\n",
"size_data = np.random.normal(loc=80, scale=30, size=100)\n",
"\n",
"# s is the marker size\n",
"plt.scatter(\n",
" xdata,\n",
" ydata,\n",
" marker=\"h\",\n",
" alpha=0.75,\n",
" c=color_data,\n",
" cmap=plt.cm.Spectral,\n",
" s=size_data,\n",
" label=\"confetti\"\n",
")\n",
"cb = plt.colorbar() # show the colorbar\n",
"cb.ax.set_ylabel(\"Color data\") # label the color axis\n",
"\n",
"plt.xlabel(\"X data / (some unit)\")\n",
"plt.ylabel(\"Y data / (another unit)\")\n",
"plt.legend(loc=0) # 0 chooses the best position automatically\n",
"plt.grid(True) # draw axis grid lines\n",
"\n",
"\n",
"plt.tight_layout() # this ensures that all features of the plot fit into the canvas\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gSN4FW1Ui-F8",
"outputId": "68971e16-4bf2-43f3-8f86-d9a250c7fe8d"
},
"source": [
"## Histogram\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"id": "Llc9kv6061-c",
"outputId": "e493c06a-a30f-404a-9863-7f0a69e0f15e"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 7
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"\n",
"# generate some data\n",
"data_1 = np.random.exponential(size=100)\n",
"# histogrammize the data and plot them in one step\n",
"plt.hist(data_1, label=\"First data set\")\n",
"#plt.plot(np.arange(5), ls=\"--\")\n",
"# the bins are chosen automatically, default is 10 bins\n",
"plt.xlabel(\"Random data\")\n",
"plt.ylabel(\"Frequency\")\n",
"plt.legend(loc=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "Msu-rdoa61-d",
"outputId": "7cc7a1de-c3b1-4a20-86fa-7c738d30b0e0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
}
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# let's try to plot two data sets\n",
"# generate some data\n",
"data_1 = np.random.exponential(size=100)\n",
"data_2 = np.random.exponential(scale=2, size=100)\n",
"# histogrammize the data and plot them in one step\n",
"# we want them to have the same bins, so we set them below\n",
"plt.hist(data_1, bins=np.linspace(0, 7, 10), label=\"First data set\", alpha = 0.7)\n",
"plt.hist(data_2, bins=np.linspace(0, 7, 10), label=\"Second data set\", histtype = \"step\", lw = 2.5)\n",
"\n",
"plt.xlabel(\"Random data\")\n",
"plt.ylabel(\"Frequency\")\n",
"plt.legend(loc=1)\n",
"# okay, that's a bit unclear, we can't see much of the first data set"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"id": "v7AdQRP_jCvj",
"outputId": "48767cd5-76da-42d5-fb3b-b47c3b6a2b97"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"plt.hist(\n",
" [data_1, data_2], # stack the data side by side into one histogram\n",
" bins=np.linspace(0, 7, 10),\n",
" label=[\"First data set\", \"Second data set\"]\n",
")\n",
"plt.xlabel(\"Random data\")\n",
"plt.ylabel(\"Frequency\")\n",
"plt.legend(loc=1)\n",
"# better!"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"id": "CgukzbGjjHvJ",
"outputId": "5e63effd-ad90-483d-8874-a3f9faa6c374"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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Ul5enmJgYfffdd4W2u3Ibc3BwcKlr8Pf3d1m2WCwlugamtAYPHqyMjAy99dZbuvPOOxUcHKy//OUvunjxYrHbTZo0SdOmTdPUqVMVHx+v0NBQpaamFrvds88+q6SkJH399ddatWqVxo0bp8mTJ+vFF19UXl6eOnfurAkTJhTaLiYmptT7eT04IgMAMLV69erp/PnzkqTGjRsrOztbfn5+uvPOO11+KlWqJEm6++67lZmZedWx6tatq0uXLmnTpk3OtpMnT2rPnj2qV69eieopV66cYmJiXMa4dOmStm3bVux2devWddlGkjZu3Oiy/MMPPyglJUXdunVTfHy8oqOjC11EGxAQIJvNVmi7Ll26qGfPnmrYsKFuv/127d2795r7Ehsbq+eff16LFi3SSy+9pPfff1/S5ff5f//3f1WzZs1C73NoaGiRddwIBBkAgCmcPHlSbdq00ccff6yffvpJBw4c0MKFCzVx4kR16dJFkpSYmKiEhAR17dpVq1at0sGDB7V+/Xq9+uqr2rp1qyRp5MiRmj9/vkaOHKndu3c7L2SVpFq1aqlLly7q06eP1q1bp6ysLPXs2VO33Xab8zVKYuDAgRo/fryWLFmiX375RS+88ILOnDlT7DYDBgzQihUr9NZbb2nfvn2aMWOGy/UxV+pbtGiRduzYoaysLD311FOy2+0ufWrWrKm1a9fqt99+c95FVKtWLWVkZGj9+vXavXu3nnvuOeXk5BRbT2pqqlauXKkDBw7oxx9/1OrVq1W3bl1Jly8EPnXqlJ588klt2bJF+/fv18qVK9WrVy9neKlZs6Y2bdqkgwcP6vfffy9Up6cQZAAAphAWFqZ7771Xf//73/XAAw+oQYMGGjFihPr06aMZM2ZIunyKZ9myZXrggQfUq1cv1a5dW0888YQOHTqkqKgoSZdvUV64cKGWLl2qRo0aqU2bNi5376Snp6tJkybq1KmTEhIS5HA4tGzZskKnk4rz0ksv6emnn1ZycrISEhIUHh7ucov31fzpT3/S+++/r2nTpqlhw4ZatWqVhg8f7tJnypQpqlChgu677z517txZSUlJaty4sUufMWPG6ODBg7rjjjtUuXJlSdLw4cPVuHFjJSUlqVWrVoqOjr7mtwzbbDb169dPdevWVYcOHVS7dm298847kqSqVavqhx9+kM1mU/v27RUfH6/U1FSVL19ePj6Xo8XgwYPl6+urevXqqXLlyte8jsddFsfNOKlnoNzcXJUrV05nz55VRESEx8a1Wq1atmyZOmb1lb8932PjGuY6v13TGznnpGPH6/ofDm4M5sO7/Od82Gw2HThwQHFxcQoKCjK6tDLJbrcrNzdXERERzj/8ZVF+fn6Rn8WS/v0uu+8eAAAwPYIMAAAwLYIMAAAwLYIMAAAwLYIMAJRRt/i9HjABT3wGCTIAUMZcuYvswoULBleCsu7KZ7A0dzbyiAIAKGN8fX1Vvnx557OBQkJCZLFYDK6qbLHb7bp48aLy8/PL5O3XDodDFy5c0PHjx1W+fHn5+vq6PZahQcZms2nUqFH6+OOPlZ2drapVqyolJUXDhw93/lI5HA6NHDlS77//vs6cOaMWLVro3XffVa1atYwsHQBM7coTia+EGdxcDodDf/zxh4KDg8t0iCxfvnypn45taJCZMGGC3n33XX344YeqX7++tm7dql69eqlcuXIaMGCAJGnixImaPn26PvzwQ8XFxWnEiBFKSkrSzz//zBc5AYCbLBaLYmJiVKVKFVmtVqPLKXOsVqvWrl2rBx54oMx+YaS/v3+pjsRcYWiQWb9+vbp06aKHH35Y0uXnMsyfP9/5VdEOh0NTp07V8OHDnc+4+OijjxQVFaUlS5boiSeeMKx2ALgV+Pr6euSPCa6Pr6+vLl26pKCgoDIbZDzF0CBz3333afbs2dq7d69q166trKwsrVu3TlOmTJEkHThwQNnZ2UpMTHRuU65cOd17773asGHDVYNMQUGBCgoKnMu5ubmSLqdfT/6r48pYVp9b5KjQLfAvMuec3AL7citgPrwL8+FdmI9rK+l7Y2iQGTp0qHJzc1WnTh35+vrKZrPpjTfeUI8ePSRJ2dnZkuR80NcVUVFRznX/bdy4cRo9enSh9lWrVikkJMTDeyBlxE/3+JiGWLbM6Ao8JiMjw+gS8B+YD+/CfHgX5qNoJb2rztAg89lnn+mTTz7RvHnzVL9+fe3YsUOpqamqWrWqkpOT3Rpz2LBhSktLcy7n5uYqNjZW7du39/hDIzMyMtRu54Bb46GRw341uoJSc85Ju3YcqvUCzId3YT68C/NxbVfOqFyLoUHm5Zdf1tChQ52niOLj43Xo0CGNGzdOycnJziuZc3JyFBMT49wuJydHjRo1uuqYgYGBCgwMLNTu7+9/Qz4s/vb8WyPI3EK/SDdqruEe5sO7MB/ehfkoWknfF0NvXr9w4UKh++d9fX1lt9slSXFxcYqOjlZmZqZzfW5urjZt2qSEhISbWisAAPA+hh6R6dy5s9544w1Vr15d9evX1/bt2zVlyhT99a9/lXT59sDU1FS9/vrrqlWrlvP266pVq6pr165Glg4AALyAoUHm7bff1ogRI/TCCy/o+PHjqlq1qp577jm99tprzj5DhgzR+fPn1bdvX505c0YtW7bUihUr+A4ZAABgbJAJDw/X1KlTNXXq1CL7WCwWjRkzRmPGjLl5hQEAAFMoew94AAAAtwyCDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC2CDAAAMC0/owuAlxhVzugKSs8nSGo42+gqAAA3EUdkAACAaRFkAACAaRFkAACAaRkeZH777Tf17NlTkZGRCg4OVnx8vLZu3epc73A49NprrykmJkbBwcFKTEzUvn37DKwYAAB4C0ODzOnTp9WiRQv5+/tr+fLl+vnnnzV58mRVqFDB2WfixImaPn26Zs2apU2bNik0NFRJSUnKz883sHIAAOANDL1racKECYqNjVV6erqzLS4uzvnfDodDU6dO1fDhw9WlSxdJ0kcffaSoqCgtWbJETzzxxE2vGQAAeA9Dg8zSpUuVlJSkRx99VGvWrNFtt92mF154QX369JEkHThwQNnZ2UpMTHRuU65cOd17773asGHDVYNMQUGBCgoKnMu5ubmSJKvVKqvV6rHar4xl9Qny2JgonStz4cl5hvucvyPMh1dgPrwL83FtJX1vLA6Hw3GDaylSUNDlPzxpaWl69NFHtWXLFg0cOFCzZs1ScnKy1q9frxYtWujo0aOKiYlxbvfYY4/JYrHo008/LTTmqFGjNHr06ELt8+bNU0hIyI3bGQAA4DEXLlzQU089pbNnzyoiIqLIfoYGmYCAADVt2lTr1693tg0YMEBbtmzRhg0b3AoyVzsiExsbq99//73YN+J6Wa1WZWRkqN3OAfK3c72ON7D6BCkjfrratWsnf39/o8sp85y/I8yHV2A+vAvzcW25ubmqVKnSNYOMoaeWYmJiVK9ePZe2unXr6osvvpAkRUdHS5JycnJcgkxOTo4aNWp01TEDAwMVGBhYqN3f3/+GfFj87fkEGS9zo+Ya7mE+vAvz4V2Yj6KV9H0x9K6lFi1aaM+ePS5te/fuVY0aNSRdvvA3OjpamZmZzvW5ubnatGmTEhISbmqtAADA+xh6RGbQoEG677779Oabb+qxxx7T5s2bNXv2bM2effl5ORaLRampqXr99ddVq1YtxcXFacSIEapataq6du1qZOkAAMALGBpkmjVrpsWLF2vYsGEaM2aM4uLiNHXqVPXo0cPZZ8iQITp//rz69u2rM2fOqGXLllqxYoXzQmEAAFB2Gf70606dOqlTp05FrrdYLBozZozGjBlzE6sCAABmYPgjCgAAANxFkAEAAKZFkAEAAKZFkAEAAKZFkAEAAKZFkAEAAKZFkAEAAKZFkAEAAKZFkAEAAKZFkAEAAKZFkAEAAKblVpD597//7ek6AAAArptbQebOO+9U69at9fHHHys/P9/TNQEAAJSIW0+//vHHH5Wenq60tDT1799fjz/+uHr37q3mzZt7uj6v16BgjgpsFqPLKLWDQU8ZXQIAANfNrSMyjRo10rRp03T06FF98MEHOnbsmFq2bKkGDRpoypQpOnHihKfrBAAAKKRUF/v6+fnpkUce0cKFCzVhwgT961//0uDBgxUbG6tnnnlGx44d81SdAAAAhZQqyGzdulUvvPCCYmJiNGXKFA0ePFj79+9XRkaGjh49qi5duniqTgAAgELcukZmypQpSk9P1549e9SxY0d99NFH6tixo3x8LueiuLg4zZ07VzVr1vRkrQAAAC7cCjLvvvuu/vrXvyolJUUxMTFX7VOlShXNmTOnVMUBAAAUx60gs2/fvmv2CQgIUHJysjvDAwAAlIhb18ikp6dr4cKFhdoXLlyoDz/8sNRFAQAAlIRbQWbcuHGqVKlSofYqVarozTffLHVRAAAAJeFWkDl8+LDi4uIKtdeoUUOHDx8udVEAAAAl4VaQqVKlin766adC7VlZWYqMjCx1UQAAACXhVpB58sknNWDAAK1evVo2m002m03ffvutBg4cqCeeeMLTNQIAAFyVW3ctjR07VgcPHlTbtm3l53d5CLvdrmeeeYZrZAAAwE3jVpAJCAjQp59+qrFjxyorK0vBwcGKj49XjRo1PF0fAABAkdwKMlfUrl1btWvX9lQtAAAA18WtIGOz2TR37lxlZmbq+PHjstvtLuu//fZbjxQHAABQHLeCzMCBAzV37lw9/PDDatCggSwWi6frAgAAuCa3gsyCBQv02WefqWPHjp6uBwAAoMTcuv06ICBAd955p6drAQAAuC5uBZmXXnpJ06ZNk8Ph8HQ9AAAAJebWqaV169Zp9erVWr58uerXry9/f3+X9YsWLfJIcQAAAMVxK8iUL19e3bp183QtAAAA18WtIJOenu7pOgAAAK6bW9fISNKlS5f0zTff6L333tO5c+ckSUePHlVeXp7HigMAACiOW0dkDh06pA4dOujw4cMqKChQu3btFB4ergkTJqigoECzZs3ydJ0AAACFuHVEZuDAgWratKlOnz6t4OBgZ3u3bt2UmZnpseIAAACK49YRme+//17r169XQECAS3vNmjX122+/eaQwAACAa3HriIzdbpfNZivU/uuvvyo8PLzURQEAAJSEW0Gmffv2mjp1qnPZYrEoLy9PI0eO5LEFAADgpnHr1NLkyZOVlJSkevXqKT8/X0899ZT27dunSpUqaf78+Z6uEQAA4KrcCjLVqlVTVlaWFixYoJ9++kl5eXnq3bu3evTo4XLxLwAAwI3kVpCRJD8/P/Xs2dOTtQAAAFwXt4LMRx99VOz6Z555xq1iAAAArodbQWbgwIEuy1arVRcuXFBAQIBCQkIIMgAA4KZw666l06dPu/zk5eVpz549atmyJRf7AgCAm8btZy39t1q1amn8+PGFjtYAAADcKB4LMtLlC4CPHj3qySEBAACK5NY1MkuXLnVZdjgcOnbsmGbMmKEWLVp4pDAAAIBrcSvIdO3a1WXZYrGocuXKatOmjSZPnuyJugAAAK7JrSBjt9s9XQcAAMB18+g1MgAAADeTW0dk0tLSStx3ypQp7rwEAADANbkVZLZv367t27fLarXqrrvukiTt3btXvr6+aty4sbOfxWLxTJUAAABX4VaQ6dy5s8LDw/Xhhx+qQoUKki5/SV6vXr10//3366WXXvJokQAAAFfj1jUykydP1rhx45whRpIqVKig119/nbuWAADATeNWkMnNzdWJEycKtZ84cULnzp0rdVEAAAAl4VaQ6datm3r16qVFixbp119/1a+//qovvvhCvXv31iOPPOLpGgEAAK7KrWtkZs2apcGDB+upp56S1Wq9PJCfn3r37q1JkyZ5tEAAAICiuBVkQkJC9M4772jSpEnav3+/JOmOO+5QaGioR4sDAAAoTqm+EO/YsWM6duyYatWqpdDQUDkcDk/VBQAAcE1uBZmTJ0+qbdu2ql27tjp27Khjx45Jknr37s2t1wAA4KZxK8gMGjRI/v7+Onz4sEJCQpztjz/+uFasWOGx4gAAAIrj1jUyq1at0sqVK1WtWjWX9lq1aunQoUMeKQwAAOBa3Doic/78eZcjMVecOnVKgYGBpS4KAACgJNwKMvfff78++ugj57LFYpHdbtfEiRPVunVrjxUHAABQHLeCzMSJEzV79mw99NBDunjxooYMGaIGDRpo7dq1mjBhgluFjB8/XhaLRampqc62/Px89evXT5GRkQoLC1P37t2Vk5Pj1vgAAODW41aQadCggfbu3auWLVuqS5cuOn/+vB555BFt375dd9xxx3WPt2XLFr333nu6++67XdoHDRqkL7/8UgsXLtSaNWt09OhRvjkYAAA4XffFvlarVR06dNCsWbP06quvlrqAvLw89ejRQ++//75ef/11Z/vZs2c1Z84czZs3T23atJEkpaenq27dutq4caP+9Kc/XXW8goICFRQUOJdzc3OddV/5FmJPuDJWoM+t8d05Vp8go0sotSv74Ml5hvuuzAPz4R2YD+/CfFxbSd+b6w4y/v7++umnn667oKL069dPDz/8sBITE12CzLZt22S1WpWYmOhsq1OnjqpXr64NGzYUGWTGjRun0aNHF2pftWrVVS9QLq2xTe0eH9MIyzTb6BI8JiMjw+gS8B+YD+/CfHgX5qNoFy5cKFE/t26/7tmzp+bMmaPx48e7s7nTggUL9OOPP2rLli2F1mVnZysgIEDly5d3aY+KilJ2dnaRYw4bNkxpaWnO5dzcXMXGxqp9+/aKiIgoVb3/yWq1KiMjQyO2+qjAbvHYuEbZFdjb6BJKzeoTpIz46WrXrp38/f2NLqfMu/I7wnx4B+bDuzAf13bljMq1uBVkLl26pA8++EDffPONmjRpUugZS1OmTLnmGEeOHNHAgQOVkZGhoCDPndYIDAy86i3g/v7+N+TDUmC3qMBm/iDjb883ugSPuVFzDfcwH96F+fAuzEfRSvq+XFeQ+fe//62aNWtq165daty4sSRp7969Ln0slpL9Ud+2bZuOHz/uHEeSbDab1q5dqxkzZmjlypW6ePGizpw543JUJicnR9HR0ddTNgAAuEVdV5CpVauWjh07ptWrV0u6/EiC6dOnKyoq6rpfuG3bttq5c6dLW69evVSnTh298sorio2Nlb+/vzIzM9W9e3dJ0p49e3T48GElJCRc9+sBAIBbz3UFmf9+uvXy5ct1/vx5t144PDxcDRo0cGkLDQ1VZGSks713795KS0tTxYoVFRERoRdffFEJCQlFXugLAADKFreukbniv4ONp/3973+Xj4+PunfvroKCAiUlJemdd965oa8JAADM47qCjMViKXQNTEmviSmJ7777zmU5KChIM2fO1MyZMz32GgAA4NZx3aeWUlJSnHcF5efn6/nnny9019KiRYs8VyEAAEARrivIJCcnuyz37NnTo8UAAABcj+sKMunp6TeqDgAAgOvm1kMjAQAAvAFBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmBZBBgAAmJaf0QXAO9TMn2d0CaUW6OvQRNmMLgMAcBNxRAYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJgWQQYAAJiWn9EFAB43rppkzze6itIZddboCgDAFDgiAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATMvQIDNu3Dg1a9ZM4eHhqlKlirp27ao9e/a49MnPz1e/fv0UGRmpsLAwde/eXTk5OQZVDAAAvImhQWbNmjXq16+fNm7cqIyMDFmtVrVv317nz5939hk0aJC+/PJLLVy4UGvWrNHRo0f1yCOPGFg1AADwFn5GvviKFStclufOnasqVapo27ZteuCBB3T27FnNmTNH8+bNU5s2bSRJ6enpqlu3rjZu3Kg//elPRpQNAAC8hKFB5r+dPXtWklSxYkVJ0rZt22S1WpWYmOjsU6dOHVWvXl0bNmy4apApKChQQUGBczk3N1eSZLVaZbVaPVbrlbECfRweGxOlc2UurD5BBlfiAR78rBrlyu+IJ3/v4D7mw7swH9dW0vfGa4KM3W5XamqqWrRooQYNGkiSsrOzFRAQoPLly7v0jYqKUnZ29lXHGTdunEaPHl2ofdWqVQoJCfF43WOb2j0+JkonI3660SWU3rJlRlfgMRkZGUaXgP/AfHgX5qNoFy5cKFE/rwky/fr1065du7Ru3bpSjTNs2DClpaU5l3NzcxUbG6v27dsrIiKitGU6Wa1WZWRkaMRWHxXYLR4bF+4L9HFobFO72u0cIH97vtHllM6wX42uoNSu/I60a9dO/v7+RpdT5jEf3oX5uLYrZ1SuxSuCTP/+/fXVV19p7dq1qlatmrM9OjpaFy9e1JkzZ1yOyuTk5Cg6OvqqYwUGBiowMLBQu7+//w35sBTYLSqwEWS8ib893/xB5hb6H9uN+t2De5gP78J8FK2k74uhdy05HA71799fixcv1rfffqu4uDiX9U2aNJG/v78yMzOdbXv27NHhw4eVkJBws8sFAABextAjMv369dO8efP0z3/+U+Hh4c7rXsqVK6fg4GCVK1dOvXv3VlpamipWrKiIiAi9+OKLSkhI4I4lAABgbJB59913JUmtWrVyaU9PT1dKSook6e9//7t8fHzUvXt3FRQUKCkpSe+8885NrhQAAHgjQ4OMw3HtW5eDgoI0c+ZMzZw58yZUBAAAzIRnLQEAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANMiyAAAANPyM7oAwNMaFMxRgc1idBmlctDoAgDAJDgiAwAATIsgAwAATItTSwBurHHVJHu+0VWUzqizRlcAoAgckQEAAKZFkAEAAKZFkAEAAKbFNTKANxpVzugKSs8nSGo42+gqANziOCIDAABMiyADAABMiyADAABMiyADAABMiyADAABMiyADAABMiyADAABMiyADAABMiyADAABMiyADAABMiyADAABMi2ctAbihGhTMUYHNYnQZpXKQZ18BXosjMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLQIMgAAwLRM8aylmTNnatKkScrOzlbDhg319ttvq3nz5kaXBQDmM66aZM83uorSGXXW6Ao8h/koNa8/IvPpp58qLS1NI0eO1I8//qiGDRsqKSlJx48fN7o0AABgMK8PMlOmTFGfPn3Uq1cv1atXT7NmzVJISIg++OADo0sDAAAG8+pTSxcvXtS2bds0bNgwZ5uPj48SExO1YcOGq25TUFCggoIC5/LZs5cPeZ06dUpWq9VjtVmtVl24cEF+Vh/Z7BaPjQv3+dkdunDBfkvMycmLAUaXUGpWn4Bb5nfkVpqPkxcD5G+3G11O6Zw8aXQFpXblbwjzUbRz585JkhwOR7H9vDrI/P7777LZbIqKinJpj4qK0i+//HLVbcaNG6fRo0cXao+Li7shNcK7PGV0AR5SyegCPObWmBHmw8uMu3Vm5JZwg+fj3LlzKleuXJHrvTrIuGPYsGFKS0tzLtvtdp06dUqRkZGyWDz3r8Lc3FzFxsbqyJEjioiI8Ni4cB9z4l2YD+/CfHgX5uPaHA6Hzp07p6pVqxbbz6uDTKVKleTr66ucnByX9pycHEVHR191m8DAQAUGBrq0lS9f/kaVqIiICD6EXoY58S7Mh3dhPrwL81G84o7EXOHVF/sGBASoSZMmyszMdLbZ7XZlZmYqISHBwMoAAIA38OojMpKUlpam5ORkNW3aVM2bN9fUqVN1/vx59erVy+jSAACAwbw+yDz++OM6ceKEXnvtNWVnZ6tRo0ZasWJFoQuAb7bAwECNHDmy0GksGIc58S7Mh3dhPrwL8+E5Fse17msCAADwUl59jQwAAEBxCDIAAMC0CDIAAMC0CDIAAMC0CDJumjlzpmrWrKmgoCDde++92rx5s9EllUnjxo1Ts2bNFB4eripVqqhr167as2eP0WXh/xs/frwsFotSU1ONLqVM++2339SzZ09FRkYqODhY8fHx2rp1q9FllUk2m00jRoxQXFycgoODdccdd2js2LHXfJ4QikaQccOnn36qtLQ0jRw5Uj/++KMaNmyopKQkHT9+3OjSypw1a9aoX79+2rhxozIyMmS1WtW+fXudP3/e6NLKvC1btui9997T3XffbXQpZdrp06fVokUL+fv7a/ny5fr55581efJkVahQwejSyqQJEybo3Xff1YwZM7R7925NmDBBEydO1Ntvv210aabF7dduuPfee9WsWTPNmDFD0uVvG46NjdWLL76ooUOHGlxd2XbixAlVqVJFa9as0QMPPGB0OWVWXl6eGjdurHfeeUevv/66GjVqpKlTpxpdVpk0dOhQ/fDDD/r++++NLgWSOnXqpKioKM2ZM8fZ1r17dwUHB+vjjz82sDLz4ojMdbp48aK2bdumxMREZ5uPj48SExO1YcMGAyuDJJ09e1aSVLFiRYMrKdv69eunhx9+2OX3BMZYunSpmjZtqkcffVRVqlTRPffco/fff9/ossqs++67T5mZmdq7d68kKSsrS+vWrdNDDz1kcGXm5fXf7Ottfv/9d9lstkLfLBwVFaVffvnFoKogXT4ylpqaqhYtWqhBgwZGl1NmLViwQD/++KO2bNlidCmQ9O9//1vvvvuu0tLS9Le//U1btmzRgAEDFBAQoOTkZKPLK3OGDh2q3Nxc1alTR76+vrLZbHrjjTfUo0cPo0szLYIMbhn9+vXTrl27tG7dOqNLKbOOHDmigQMHKiMjQ0FBQUaXA10O+E2bNtWbb74pSbrnnnu0a9cuzZo1iyBjgM8++0yffPKJ5s2bp/r162vHjh1KTU1V1apVmQ83EWSuU6VKleTr66ucnByX9pycHEVHRxtUFfr376+vvvpKa9euVbVq1Ywup8zatm2bjh8/rsaNGzvbbDab1q5dqxkzZqigoEC+vr4GVlj2xMTEqF69ei5tdevW1RdffGFQRWXbyy+/rKFDh+qJJ56QJMXHx+vQoUMaN24cQcZNXCNznQICAtSkSRNlZmY62+x2uzIzM5WQkGBgZWWTw+FQ//79tXjxYn377beKi4szuqQyrW3bttq5c6d27Njh/GnatKl69OihHTt2EGIM0KJFi0JfSbB3717VqFHDoIrKtgsXLsjHx/VPr6+vr+x2u0EVmR9HZNyQlpam5ORkNW3aVM2bN9fUqVN1/vx59erVy+jSypx+/fpp3rx5+uc//6nw8HBlZ2dLksqVK6fg4GCDqyt7wsPDC12fFBoaqsjISK5bMsigQYN033336c0339Rjjz2mzZs3a/bs2Zo9e7bRpZVJnTt31htvvKHq1aurfv362r59u6ZMmaK//vWvRpdmXg645e2333ZUr17dERAQ4GjevLlj48aNRpdUJkm66k96errRpeH/e/DBBx0DBw40uowy7csvv3Q0aNDAERgY6KhTp45j9uzZRpdUZuXm5joGDhzoqF69uiMoKMhx++23O1599VVHQUGB0aWZFt8jAwAATItrZAAAgGkRZAAAgGkRZAAAgGkRZAAAgGkRZAAAgGkRZAAAgGkRZAAAgGkRZAAAgGkRZAB4BYvFoiVLlhhdhiSpVatWSk1NNboMACVAkAEgSUpJSZHFYpHFYpG/v7/i4uI0ZMgQ5efnG12a1/vuu+9ksVh05swZo0sByhweGgnAqUOHDkpPT5fVatW2bduUnJwsi8WiCRMmGF0aAFwVR2QAOAUGBio6OlqxsbHq2rWrEhMTlZGR4Vx/8uRJPfnkk7rtttsUEhKi+Ph4zZ8/32WMVq1aacCAARoyZIgqVqyo6OhojRo1yqXPvn379MADDygoKEj16tVzeY0rdu7cqTZt2ig4OFiRkZHq27ev8vLynOtTUlLUtWtXvfnmm4qKilL58uU1ZswYXbp0SS+//LIqVqyoatWqKT09vdh9Pn/+vJ555hmFhYUpJiZGkydPLtTnH//4h5o2barw8HBFR0frqaee0vHjxyVJBw8eVOvWrSVJFSpUkMViUUpKiiRpxYoVatmypcqXL6/IyEh16tRJ+/fvL7YeANeHIAPgqnbt2qX169crICDA2Zafn68mTZro66+/1q5du9S3b189/fTT2rx5s8u2H374oUJDQ7Vp0yZNnDhRY8aMcYYVu92uRx55RAEBAdq0aZNmzZqlV155xWX78+fPKykpSRUqVNCWLVu0cOFCffPNN+rfv79Lv2+//VZHjx7V2rVrNWXKFI0cOVKdOnVShQoVtGnTJj3//PN67rnn9Ouvvxa5ny+//LLWrFmjf/7zn1q1apW+++47/fjjjy59rFarxo4dq6ysLC1ZskQHDx50hpXY2Fh98cUXkqQ9e/bo2LFjmjZtmnM/0tLStHXrVmVmZsrHx0fdunWT3W6/jpkAUCyjH78NwDskJyc7fH19HaGhoY7AwECHJIePj4/j888/L3a7hx9+2PHSSy85lx988EFHy5YtXfo0a9bM8corrzgcDodj5cqVDj8/P8dvv/3mXL98+XKHJMfixYsdDofDMXv2bEeFChUceXl5zj5ff/21w8fHx5Gdne2st0aNGg6bzebsc9dddznuv/9+5/KlS5ccoaGhjvnz51+19nPnzjkCAgIcn332mbPt5MmTjuDgYMfAgQOL3OctW7Y4JDnOnTvncDgcjtWrVzskOU6fPl3kNg6Hw3HixAmHJMfOnTuL7Qeg5DgiA8CpdevW2rFjhzZt2qTk5GT16tVL3bt3d6632WwaO3as4uPjVbFiRYWFhWnlypU6fPiwyzh33323y3JMTIzzVMzu3bsVGxurqlWrOtcnJCS49N+9e7caNmyo0NBQZ1uLFi1kt9u1Z88eZ1v9+vXl4/N//xuLiopSfHy8c9nX11eRkZHO1/5v+/fv18WLF3Xvvfc62ypWrKi77rrLpd+2bdvUuXNnVa9eXeHh4XrwwQclqdB+/7d9+/bpySef1O23366IiAjVrFmzRNsBKDmCDACn0NBQ3XnnnWrYsKE++OADbdq0SXPmzHGunzRpkqZNm6ZXXnlFq1ev1o4dO5SUlKSLFy+6jOPv7++ybLFYbsjplKu9jqdf+8pproiICH3yySfasmWLFi9eLEmF9vu/de7cWadOndL777+vTZs2adOmTSXaDkDJEWQAXJWPj4/+9re/afjw4frjjz8kST/88IO6dOminj17qmHDhrr99tu1d+/e6xq3bt26OnLkiI4dO+Zs27hxY6E+WVlZOn/+vLPthx9+kI+PT6GjJaVxxx13yN/f3xkwJOn06dMu+/TLL7/o5MmTGj9+vO6//37VqVOn0BGeK9cR2Ww2Z9vJkye1Z88eDR8+XG3btlXdunV1+vRpj9UO4DKCDIAiPfroo/L19dXMmTMlSbVq1VJGRobWr1+v3bt367nnnlNOTs51jZmYmKjatWsrOTlZWVlZ+v777/Xqq6+69OnRo4eCgoKUnJysXbt2afXq1XrxxRf19NNPKyoqymP7FxYWpt69e+vll1/Wt99+q127diklJcXldFX16tUVEBCgt99+W//+97+1dOlSjR071mWcGjVqyGKx6KuvvtKJEyeUl5enChUqKDIyUrNnz9a//vUvffvtt0pLS/NY7QAuI8gAKJKfn5/69++viRMn6vz58xo+fLgaN26spKQktWrVStHR0eratet1jenj46PFixfrjz/+UPPmzfXss8/qjTfecOkTEhKilStX6tSpU2rWrJn+8pe/qG3btpoxY4YH9+6ySZMm6f7771fnzp2VmJioli1bqkmTJs71lStX1ty5c7Vw4ULVq1dP48eP11tvveUyxm233abRo0dr6NChioqKUv/+/eXj46MFCxZo27ZtatCggQYNGqRJkyZ5vH6grLM4HA6H0UUAAAC4gyMyAADAtAgyAADAtAgyAADAtAgyAADAtAgyAADAtAgyAADAtAgyAADAtAgyAADAtAgyAADAtAgyAADAtAgyAADAtP4ff+OEuI2O0eUAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
],
"source": [
"plt.hist(\n",
" [data_1, data_2],\n",
" bins=np.arange(0, 10),\n",
" label=[\"First data set\", \"Second data set\"],\n",
" histtype=\"barstacked\" # stack the data on top of each other into one histogram\n",
")\n",
"plt.grid(True)\n",
"plt.xlabel(\"Random data\")\n",
"plt.ylabel(\"Frequency\")\n",
"plt.legend(loc=1)\n",
"# fancy!"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yF12qLt_61-e"
},
"source": [
"## 2D histogram example"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 453
},
"id": "vR2vi9ftbRQd",
"outputId": "e8104a0e-eb7e-4617-b31e-6baa29404591"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"x = np.random.uniform(0, 1, size=100)\n",
"y = np.random.uniform(0, 1, size=100)\n",
"plt.hist2d(x, y)\n",
"plt.colorbar()\n",
"# :)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 314
},
"id": "wuk9r7-tXv8w",
"outputId": "3b52b1f3-76e3-40bf-da17-1a7d6977a292"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# last but not least: there are different projections of graphs,\n",
"# here the hammer projection for spherical data\n",
"plt.figure()\n",
"plt.subplot(projection=\"hammer\")\n",
"plt.scatter(1, 1) # in radian\n",
"plt.grid(True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TZNj5H_hjXwu"
},
"source": [
"# Seaborn - very cool data visualization\n",
"\n",
"See https://seaborn.pydata.org/examples/index.html for examples"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"id": "ZG7Pgj0qjaOv"
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import scipy.stats"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "MWQGVgeJjeiH",
"outputId": "a26ebaa2-fc01-4c51-a559-99f03c1d0016",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 549
}
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Large KDE bandwidth: washed out')"
]
},
"metadata": {},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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169ZZjz300EO64oorNHv2bFVXV8vtduumm27SAw88oGeffVaSdNlll+m4447TnDlzdN999+nXv/61Fi9erKuuukrz58/XSSedpF/84hcx51y/fr3eeOMNuVwulZeX680335TD4dBf/vIXLVq0SH/4wx8kSd99953efPNN/fOf/9Spp56q999/X3379tXQoUP1y1/+Ujk5OSn7OgEAACBxUlnzUu8CAAAg1Vjj3TdrXnu6L2DJkiWaM2eO5s2bpw8//FCjRo3S5MmTtXPnzrj7v/7665oxY4ZWrFihVatWqV+/fjr++OO1devWmP2mTJmi7777znp75plnUvFyAABAhho+fLiGDh0qh8OhQw45RBs3brQeGzt2rG677TYtWrRIu3btktPZNGP59ttv67zzzpMknXfeeXrrrbckSZ988olOOukkSdJZZ50V85xp06bJ5XJJkkpKSnTqqafq4IMP1rx587RmzRprvxNOOEF2u10HH3ywBg4cqMGDB8vj8WjgwIH67rvvEvp1AAAAwL6JehcAAAD7Omre1Eh7gOCOO+7QxRdfrNmzZ2vEiBF64IEHlJWVpUceeSTu/k899ZQuu+wyFRUVadiwYVq8eLHC4bCWL18es5/H41GvXr2sty5duqTi5QAAgAzl8Xisj+12u0KhkPX5Oeeco7///e9yOp065phjtHbt2jYf1zCMZh/LysqyPp47d65OO+00ffrpp/rzn/+suro66zG3221dl/lxvOsEAAAAmkO9CwAAgH0dNW9qpDVA4Pf79cEHH2jSpEnWNrvdrkmTJmnVqlVtOkZ1dbUCgYC6du0as/31119Xjx49dOCBB+rSSy/V7t27E3rtAABg37Fhwwbtv//+mjNnjiZMmKAvv/xSubm5qqiosPY58sgjtWTJEknS008/raOOOkqSNGrUKP373/+WJC1durTZc5SXl6t3796SpMceeyxJrwQAAABoinoXAAAA+zpq3sRp2rshhYqLixUKhdSzZ8+Y7T179tQXX3zRpmNce+216tOnT0wIYcqUKTrttNM0aNAgrV+/Xtdff71OOOEErVq1Sg6Ho8kx6urqYhIi5eXlHXxFAACgrXZsXp8xx3n22Wf15JNPyuVyaf/999eUKVPkcDhUU1OjoqIi/fKXv9T8+fM1c+ZMPfzww+rVq5f+/Oc/S5L+8Ic/6Nxzz9X111+vI488Unl5eXHP8Ytf/EKzZ89WTk6Ojj/++E5fMwAAADJfImpV6l0AAABkqkypdyVq3kSyGS31ZEiybdu2qW/fvnr77bc1duxYa/s111yj//73v1q9enWLz7/lllu0aNEivf766zrkkEOa3e+bb77RkCFD9Nprr2nixIlNHp8/f74WLFjQZHtZWVmz/0AAAEDb1NbWasOGDRo0aJC8Xq82b96sYcOHq6a6OmHn8GVl6Yu1a9W/f/+EHbOtqqur5fP5ZLPZ9Lvf/U7BYFDz589P+XUkUuPvmRQJWObn51Mf7SP4fgIAkFjJrnmpdxOLenffx/cTAIDE2pfrXWnfq3k7W++mtQNB9+7d5XA4tGPHjpjtO3bsUK9evVp87u23365bbrlFr732WovhAUkaPHiwunfvrq+//jpugOC6667TnDlzrM/Ly8vVr1+/drwSAADQVv3799cXa9equLg4Ycfs3r172orL1atX6+qrr1YoFNKgQYP0xBNPpOU6AAAAkDkSXfNS7wIAACCT7Ev1rkTN21haAwRut1ujR4/W8uXLNW3aNElSOBzW8uXLdcUVVzT7vEWLFummm27Syy+/rMMOO6zV82zZskW7d++2ZlI05vF45PF4OvQaACBVSqr8uvnfa/VdWa2yPQ4V5np05bFD1SPPm+5LA9qtf//+aS0IE+mYY47Rxx9/nO7LAABg77TnG2nFzdLgo6VDz0v31QAJta/UvNS7AAB0Qm259N9bIx8f/zvJZkvv9QAJtK/UuxI1b2NpDRBI0pw5czRz5kwddthhGjNmjO68805VVVVp9uzZkqQLLrhAffv21cKFCyVJt956q+bOnaunn35aAwcO1Pbt2yVJOTk5ysnJUWVlpRYsWKDTTz9dvXr10vr163XNNddo//331+TJk9P2OgGgM6r9Qc1+7D19/G1pzPau2R7NOe6A9FwUAAAA0FGGIX3wmPTyr6VAlbTxTQIEAAAA2LdsfEt64f9JpZsjn4+5WOoyMK2XBABtkfYAwVlnnaVdu3Zp7ty52r59u4qKirRs2TL17NlTkrR582bZ7XZr//vvv19+v1/Tp0+POc68efM0f/58ORwO/e9//9Pjjz+u0tJS9enTR8cff7xuvPFGugwA2CsFQmFd/tSH+vjbUuX7XLr+xGF68+vd+ucn27SxuCrdlwe0WXl5uQzDkI2kdUYzDEMVFRWSxPcKAJAcFdulf/xUWvdKg23fSYEayeVL33UBCUDNm/modwEASReolf5zo7Tqj5KM+u17NhAgwF6PejfzJaLeTXuAQJKuuOKKZkcWvP766zGfb9y4scVj+Xw+vfzyywm6MgBIvxtfXKMVX+6S12XXI7MO1+gBXZTvc+mfn2zT5j3V6b48oFUej0d5eXnavXu3du/ene7LQRvl5eXJ7Xan+zIAAPuaXV9Jjxwv1ZRIDrc0ca7039ukujKpZKPUY3i6rxDoEGrevQ/1LgAgKQI10p+Ok7Z/Gvn80PMjde7GlVLJBknHpPPqgA6j3t37dKbezYgAAQAgvlDY0JL3vpUk3XnWoRo9oIskqV/XLEnStwQIsBew2Wzq27evevbsqWAwmO7LQRs4nU45nZSJAIAk+OjPkfBA4TBp+qNSzxHSp0ul7z4hQIC9GjXv3oV6FwCQNOtXRMID3nzp1AelA0+QXro2GiDYmO6rAzqMenfv0tl6l0oZADLYttIa1QXDcjvsOm5ET2u7GSDYXeVXZV1QOR5+nCPzsUgHAABUtiXy/tDzI+EBKdLG9btPIi1dgb0cNS8AAN9zZr07cFwkPCBJXQZF3lPvYh9Avfv9YE/3BQAAmrd+V6UkaUC3LDns9bNq8rwudclySaILAQAAAPYi5Vsj7/P3q99mLqiWsKAKAACAvVx5NECQ369+W5eBkffUuwD2EgQIACCDfbOrSpI0uDC7yWP9o10INhMgAAAAwN6iLE6AoCt3ZAEAAGAfYdW7feu3WfXuRskwUn5JANBeBAgAIIN9UxzpQDC4MKfJY+YYAzoQAAAAYK8QCkoV2yIf5zVYULXuyNqY6isCAAAAEsscYdCw3i0YEHnvr5Cq96T+mgCgnQgQAEAGszoQdKcDAQAAAPZyldslIyzZnVJOj/rt5giD0k1SOJSeawMAAAASId7ILpdXyu0T+ZgxBgD2AgQIACCD1Y8waNqBgAABAAAA9ipmO9e8PpLdUb89f79IqCDkl8q3pefaAAAAgM4Kh+rr2YYBAomxXQD2KgQIACBDVdUFtb28VpI0pJAOBAAAANjLlZvtXBstptodUkH/yMeMMQAAAMDeqnKHZISiHbd6xj5mdt2i3gWwFyBAAAAZakNxpPtAlyyXCrLcTR7vFw0QbNlTo3DYSOm1AQAAAO1mzoPN79v0MWtBlTuyAAAAsJcy693c3rEdtySpy8DIe+pdAHsBAgQAkKHW76qUFH98gST1zvfKabfJHwprR0VtKi8NAAAAaD9rhEGcAAEtXQEAALC3MwME1LsA9nIECAAgQ32zK9KBYHD3puMLJMnpsKtvF58kafNuxhgAAAAgw5VHAwSN58FKDe7I2piqqwEAAAASq8V6lxEGAPYeBAgAIEOZIwya60AgSf26RMYYbN5DgAAAAAAZzhph0NKCKndkAQAAYC9ldtyKO7JrYOR9xTYpUJOySwKAjiBAAAAZ6ptic4RB/A4EktSvayRA8C0BAgAAAGQ6WroCAABgX1b2beR9XpzAbFZXyZMX+bhkU+quCQA6gAABAGQgwzC0ITrCYEgLAYL+XelAAAAAgL1AoFaqLo58HK8DQcGAyPvaUqmmJGWXBQAAACRMeQsdCGw2xnYB2GsQIACADLSjvE5V/pAcdpv6dyVAAAAAgL2cuZjqypJ8XZo+7smRsntEPmZBFQAAAHsja4RBnMCsVN91i7FdADIcAQIAyEDf7IqML+jXxSe3s/kf1fUBAuZmAQAAIIOZAYK8vpG7r+JhjAEAAAD2VsE6qWpn5ON4Iwyk+g4E1LsAMhwBAgDIQOuLI+MLBhfmtLifGSAorqxTtT+Y9OsCAAAAOqRsS+R9vHauJlq6AgAAYG9lBmadXimra/x9upgdCDam5JIAoKMIEABABtpoBgi6Nz++QJLys1zK9TglSdtK6UIAAACADGW2c23ubiypwYIqd2QBAABgL1PWjo5b1LsAMhwBAgDIQLsr6yRJPfI8re6b440ECKr9oaReEwAAANBh5WYHghYCBIwwAAAAwN7K7EDQUr1rddzaJIXDSb8kAOgoAgQAkIHKagKSpHyfq9V9fS6HJKk2QNEJAACADGXekdWmEQabkn45AAAAQEKVtSEwm7efZHdKoTqp4rvUXBcAdAABAgDIQO0JEHijAYKaAB0IAAAAkKHMBdW8lgIE0Q4E5VukoD/51wQAAAAkSlvqXYdTKugf+ZgxBgAyGAECAMhA5bVBSVJemwIEkR/lNYwwAAAAQKZqS0vXnB6SK0sywlLp5tRcFwAAAJAI5W3ouCXVd91ibBeADOZM9wUAAJpq1wgDtznCgAABAAAAMlBtuVRXHvk4zh1ZmzdvVnFxsSRpuLenfIEN+vr911Teo7zdp+revbv69+/fqcsFAAAA2q2s+cBsw3q3XyhHhZK+W/uOvtNB7T4N9S6AVCBAAAAZqF0BAhcBAgAAAGQw824sb4HkyYl5aPPmzRo2fLhqqqslSX87y6dpw1z6w9wrdd97gXafypeVpS/WrmVRFQAAAKlVbo4wiA0QNK5354x16/fHe/X684/qnOfva/dpqHcBpAIBAgDIMLWBkPzBsKS2jjCIBAhqCBAAAAAgE5nzYOPcjVVcXKya6mqde+1t6tl/iAoqnpFqXtaZp0+Td9aMdp1mx+b1eurWX6q4uJgFVQAAAKROXYVUWxb5uNEIg8b17si6D6Sye/SjQw/QnInz2nUa6l0AqUKAAAAyjNl9wG6Tctyt/5gmQAAAAICM1kKAwNSz/xDtN/Qghb87RPrmZfX11Wq/oe1v6QoAAACknDm+wJsveXLj7mLWu84qt/TxPSrUHupdABnLnu4LAADEMgMEeT6X7HZbq/vXjzAIJ/W6AAAAgA4xRxjk9W15P0ml3kjIoKB2SzKvCAAAAEicZsYXxFPmjdTEvmCZ3MHKZF4VAHQYAQIAyDBmgCC/DeMLJMnnNgMEdCAAAABABjLvyMpvPUBQFg0Q5NdulQwjmVcFAAAAJEY76t2AI0tVrq6SCM0CyFwECAAgw5RVty9AYI0w8BMgAAAAQAYq+zbyvg13ZJV7eissu1zhWmUFdif5wgAAAIAEMEd2taHjllTfhSC/dmuyrggAOoUAAQBkmPLa9gYIIj/Ka+hAAAAAgExkjjDIbz1AELa7VOMqkCRlBUqSeFEAAABAgrSj3pWkKnehJMkX2JOsKwKATiFAAAAZxhxhkNfWEQYuRhgAAAAgQxmGVL4t8nEbWrpKUq0zT5LkDZYn66oAAACAxDE7ELQxQEC9CyDTESAAgAxjBgja2oGAAAEAAAAyVvVuKVgrySbl9mnTU+qsBdWyJF4YAAAAkCBmB4I2jjAgQAAg0xEgAIAM094AgTcaIGCEAQAAADJO2beR9zk9JKe7TU+xFlQDLKgCAAAgwxlGgw4EbQ0Q5EsiMAsgcxEgAIAM0+EAgZ8AAQAAADJMWfvmwUosqAIAAGAvUr0n2nFL7e5A4AtQ7wLITAQIACDDlEcDBHneNo4wcJsjDMJJuyYAAACgQ9rZzlWSalxmgIAOBAAAAMhw5dHuA9k9JKenTU+h3gWQ6QgQAECGaW8HAp/LDBDQgQAAAAAZxmrn2p4OBOZMWO7IAgAAQIazOm61PTBr1rseAgQAMhQBAgDIMO0fYRD5UV5DgAAAAACZxgwQtKMDQX2AgAVVAAAAZLgO1bt0IACQ2QgQAECG6WgHAgIEAAAAyDgV30Xet+uOrOiCaoAFVQAAAGS4im2R9x3tuGUYybgqAOgUAgQAkGHKa4KS2tOBgBEGAAAAyFDVeyLvs7q1+Sl0IAAAAMBeoxP1rsMIyRWqTsZVAUCnECAAgAziD4atTgJt7kDgNgMEYYXDJFYBAACQQWrLIu+9BW1+Sl3DO7IAAACATNaBejfk8Cpo90SeRmgWQAYiQAAAGcQcX2CzSbleZ5ueY3YgkKS6YDgp1wUAAAB0SG1p5L03v81PqXGZM2EJEAAAACDDdaDeleq7EPioeQFkIAIEAJBBzABBrscpu93Wpud4nfU/yhljAAAAgIwRqJWCtZGPfQVtflqtM7L46grXyRGqTcKFAQAAAAlidiBoR70rSTVOQrMAMhcBAgDIIGaAID+rbeMLJMnpsMvtiPw4ryFAAAAAgExhLqbKJrlz2/w0vyNbYUW6bHmDFUm4MAAAACBBakoj7zvYgYARBgAyEQECAMgg5WaAwNf2AIEkeV0ECAAAAJBhGrZztbdj+cFmU60zEjjgjiwAAABkNKvmLWjf08wAQYAAAYDMQ4AAADKI2YEgz+uSDEP6/G/SYydJ3/y3xed5XZE7tGr8BAgAAACQIcwOBO28G0vijiwAAADsBQyjwzWvObbLQ70LIAM5030BAIB6ZoBggKtUevYc6ct/Rx7wdZEGT2j2eT53JEBQFyRAAAAAgAxhtnNt5zxYSap15Uu1BAgAAACQweoqJCMc+bidNW+dywzM0nELQOYhQAAAGaS8uk7nOV7VbzYvkcLV9Q/s+abF5/msDgThZF4eAAAA0Had6kAQeQ4LqgAAAMhYZr3rcEtOb/ueGu245aPeBZCBGGEAABmkaP19+p3rUXnD1VLfw6Sznoo8sHu9FG4+HGCNMAjQgQAAAAAZooPzYCVmwgIAAGAv0LDetdna91RGdgHIYAQIACCDDCl5U5L0fv//k/7vFemAyZLNIQVrpIrvmn2e1xX5cU6AAAAAABnDXFDtyAgDJy1dAQAAkOHMDgQdqHdrnJHnECAAkIkIEABABsn3b5ckfddvqmR3SA6X1GVA5ME965t9njnCoJYAAQAAADJFTWnkfYdGGHBHFgAAADJcIurdAIFZAJmHAAEAZIraMmWHKyVJjq7967d32z/yfncLAQI3AQIAAABkGPOOrI6MMHBFFmEJEAAAACBjdareJTALIHMRIACATFH6rSRpj5GjnNyC+u1dh0Tet9CBwBvtQFDjJ0AAAACADGHNhO1MBwLuyAIAAECGSkC96wmWS4aRwIsCgM4jQAAAmaIsEiDYanRXvs9Vv71bNEDQQgcCK0BABwIAAABkCrOlq69Lu59a66QDAQAAADKcVe8WtPupZr3rNAJyhmsTd00AkAAECAAgU5RuliRtMQpjAwRdB0fetzTCwGWOMAgn7fIAAACAdrFaujITFgAAAPugTtS7QbtXQVtkDdhH1y0AGYYAAQBkiFBJJECw1eiuvHgdCEo2SOH4HQbqAwR0IAAAAECGsFq6FrT/qXQgAAAAQKbrRL0rm011hGYBZCgCBACQIUJ7NkmKdCDI8zrrH8jvJzncUsgvlW2J+1yfOzrCwE+AAAAAABmiMx0IXJHFVHe4Ro6wP5FXBQAAACRGJ+pdSapxEZoFkJkIEABAhjCiIwx2O3vK6Wjw49nukLoMiny8++u4z/U4I/vXBgkQAAAAIAOEw1JtdCG0AzNh6xw5MmSTJHlYUAUAAEAmqimNvO9AvSvRdQtA5iJAAAAZwl4e6S5Q4end9EFzjMGeb+I+lw4EAAAAyCh15ZKMyMcduSPLZlet2dKVBVUAAABkok52IKivdxlhACCzECAAgEzgr5KrdrckqcIbJ0DQdXDk/e71cZ/uc0UDBAECBAAAAMgA5jxYp09yejp2CO7IAgAAQCYza15vQceeTmAWQIYiQAAAmaAs0n2g3PDJkdWl6eNWB4L4AQJvNEBQS4AAAAAAmaCT7VylBguqAe7IAgAAQAbq9AgDAgQAMhMBAgDIBKXfSpK2Gt2V43U2fbzb/pH3u7+O+3SfFSAIJ+XyAAAAgHbpZDtXSap10dIVAAAAGSpYJwVrIh93eIRBtOMWgVkAGYYAAQBkgtJNkqQtRqFy4wUIukY7EJRskkKBJg97GWEAAACATNLJdq4Sd2QBAAAgg5mBWdkkTwcDBC5GdgHITAQIACATlDXoQOCJEyDI7R2ZH2uEpNLNTR72uaMBAj8BAgAAAGSARHQgcLKgCgAAgAxl1ruePMnesT+11Qdm6UAAILMQIACATBANBWwxCuOPMLDbpa6DIx/vXt/kYa8r8uO8lg4EAAAAyASdnAcr0YEAAAAAGcyqdzsTmKXeBZCZCBAAQCYore9AkOd1xd+nW3SMwe6vmzzki44wIEAAAACAjJDIDgTMhAUAAECmoeMWgH0YAQIAyAStjTCQ6gMEe5p2IDADBDWBkAzDSMolAgAAAG1WWxp57y3o+CG4IwsAAACZinoXwD6MAAEApFuwTqr4TlJkhEFuvBEGktTV7EAQZ4SBOxIgCBuSPxROymUCAAAAbZaIO7JczIQFAABAhrICBJ0fYeAM18kZqk3ARQFAYhAgAIB0K9siSaqTR3uU26EOBF6nw/q4NkCAAAAAAGlmzYQt6PAhaOkKAACAjJWAejfgyFLIFlnXJTQLIJM081cqAEDKRMcXbLf3kGRTTqMOBJs3b1ZxcbGctdU6RJJR+q0+fu8dGQ63tY9hGLLbIh0I3vvwY3X1ORRP9+7d1b9//2S9EgAAACAigXdkESAAAABAxknACAPZbKp15is7sEfeYLkqPT0TcWUA0GkECAAg3Uo3S5K2Gd0lSXlel/XQ5s2bNWz4cNVUV0uSyn6VqzyPdO6JP9La4thOA/2u+ovsniydcNIpCpZ+F/dUvqwsfbF2LSECAAAAJJc1wqCg44eIBgg8oSrZw0GF7SxhAAAAIEMkoN6VFBMgAIBMwW/fAJBupZEOBN+Gu0lSzAiD4uJi1VRX69xrb1PP/kNUtmee8oKb9Ivrr9fnnh/EHObFLS7VhaWZ8+5Tvttocpodm9frqVt/qeLiYgIEAAAASK4EtHStc+bKkE02GfIEy1Xj7pqQSwMAAAA6LQH1rtSw6xYjDABkDgIEAJBu0Q4EG4KRDgSNRxhIUs/+Q7Tf0INU/eUBUvEm7d9FKut7UMw+np0bVFcbVLf9BqtXvjf51w0AAAA0x7ojq+MjDAybQ3XOXHmD5fISIAAAAEAmSUC9KzUIEAToQAAgc9jTfQEA8L1XFulAsDU6wiA3ToDAVOLtJ0nqUrO5yWNOR+RHeiAUbvIYAAAAkDKBGilUF/m40y1duSMLAAAAGai2NPK+s/Wuy6x3CRAAyBwECAAg3aIjDLYY3eV22OVxOprf1RcZPVBQ822Tx5x2myQpGG46vgAAAABIGfNuLJtdcud07lDRAIGPAAEAAAAyScI6EESeT2AWQCYhQAAA6RQKSuVbJUlbjMK44wsaKo12IMiv3dLkMVe0A0GQDgQAAABIJ3MerDdfsndu2aG+AwF3ZAEAACCDmDWvr6BTh6HjFoBMRIAAANKpYptkhBS2u7VL+S2OL5CkKnc3SVJWsFQyYjsN0IEAAAAAGSFBd2NJ9XdkeZgJCwAAgEwRDkt10fo0YR0IqHcBZA4CBACQTqWbJUm1Wb1lyK4cT8sBghpngSTJGa6TM1wb85jTEQkQBOhAAAAAgHRK0DxYiTuyAAAAkIH8FZIRXYPtZM1r1bsEZgFkEAIEAJBOpd9Kkqp8vSWp1Q4EAUeWQrbIPo3nwDrNEQZ0IAAAAEA6NRxh0Em1Lu7IAgAAQIYx612HR3J5O3Uo6l0AmYgAAQCkU1kkQFDuiQQIcjyulve32awuBL5AacxDLnOEQYgAAQAAANLIHGHQyXmwUsMOBCyoAgAAIEMkpd6l4xaAzEGAAADSqXSTJGmPq5ek1jsQSA1TqY06ENjNDgSMMAAAAEAaWSMMEtCBIDoTtnH3LQAAACBtElrvEiAAkHkIEABAOkVHGBQ7ekhqW4CguQ4ETkekA0GADgQAAABIJ/OOrE7Og5WYCQsAAIAMlNB6NxJCcIXr5AjVdvp4AJAIBAgAIJ2iIwy22yMBghxPJzoQOMwRBnQgAAAAQBqZM2Fp6QoAAIB9UQLrXb8jW2E5JEneYEWnjwcAiUCAAADSxTCksi2SpG1GoSQppxMdCFzWCAM6EAAAACCNktDS1ROkAwEAAAAyhNWBoPP1rmw21boIzQLILAQIACBd6sqlkF+S9F0wUiTmel2tPq2mmQ4EDqsDAQECAAAApFECW7rWuCLH8IYqZTOCnT4eAAAA0GlWYLYgMYezum4RmgWQGQgQAEC61JRE3jt9Kg1EfhzntmGEQWsdCAJhRhgAAAAgjRK4oFrnzLE+9gQrO308AAAAoNMS2YFABAgAZB4CBACQLmaAwNdFFbUBSVJuG0YY1EY7EPgadSBw0oEAAAAAmaAmWqcmYCasYXOq1hEJEdDSFQAAABmhpjTyPgH1riTVOs2OswQIAGQGAgQAkC4NAwR1kXasOe3oQOBt1IHAaY8GCOhAAAAAgHSyOhAk5o6suugdWb4AAQIAAABkgATXu1YHAupdABmCAAEApEtMB4JogKBTHQgiP9LpQAAAAIC0CYekuuidUwmbCcsdWQAAAMgg1giDgsQczhphQIAAQGYgQAAA6dKg1VVlNECQ53W1/rToAqqvUQcChy3SgSBkECAAAABAmtQ2WPRM1B1ZLmbCAgAAIIOY67qJ7kBAvQsgQxAgAIB0iXYgCHsLVBMISWrbCINaV4EkyRWulSNcZ213REcYhMMECAAAAJAmZoDAlSU53Yk5pCNXkuRhQRUAAACZwKx5fQUJOVydFSCoSMjxAKCzCBAAQLpEAwR+V31StS0jDOocOQrLISl2LpY9+hOd/AAAZJ4//vGPGjhwoLxer4444gi9++67ze778MMPa9y4cerSpYu6dOmiSZMmNdnfMAzNnTtXvXv3ls/n06RJk7Ru3bpkvwwAaF2C58FKkt+ZLUlyh6oTdkwAQGJR7wL4XklwzWvWu65QVUKOBwCdRYAAANIl2urKalHlssvlaMOPZZtNNdHQgS9Yam22myMMSBAAQEZZsmSJ5syZo3nz5unDDz/UqFGjNHnyZO3cuTPu/q+//rpmzJihFStWaNWqVerXr5+OP/54bd261dpn0aJFuvvuu/XAAw9o9erVys7O1uTJk1VbW5uqlwUA8SV4Hqwk+R1mgIAFVQDIRNS7AL5XArVSMPqzKEE1b1203vVQ7wLIEAQIACBdoknVmmiAIMfjavtTndEAQYMOBOYIg5BBgAAAMskdd9yhiy++WLNnz9aIESP0wAMPKCsrS4888kjc/Z966ilddtllKioq0rBhw7R48WKFw2EtX75cUuRurDvvvFO/+c1vdMopp+iQQw7RE088oW3btumFF15I4SsDgDjMebAJaucqSX5HjiQCBACQqah3AXyvmIFZ2SRPXkIOSWAWQKYhQAAA6RIdYVBljyyI5rZhfIH1VFeBpNgOBI5oB4IwHQgAIGP4/X598MEHmjRpkrXNbrdr0qRJWrVqVZuOUV1drUAgoK5du0qSNmzYoO3bt8ccMz8/X0cccUSzx6yrq1N5eXnMGwAkRTJGGDiyJLGgCgCZiHoXwPeOVe/m1c+U7SQzQOBiZBeADEGAAADSJRogqLC1P0BgdiDwNuhAYI92IAjTgQAAMkZxcbFCoZB69uwZs71nz57avn17m45x7bXXqk+fPtYCqvm89hxz4cKFys/Pt9769evX3pcCAG2TzBEGQQIEAJBpqHcBfO8ksd5lhAGATEGAAADSJRogKFOuJCnH054OBNERBg06EETzAwobkXZ/AIC93y233KJnn31Wf/vb3+T1ejt8nOuuu05lZWXW27fffpvAqwSABswRBonsQOCkpSsA7KuodwHsdZJR7zYMzLKuCyADECAAgHSJFpsl4UiB2NkOBA4zQSApRKEJABmhe/fucjgc2rFjR8z2HTt2qFevXi0+9/bbb9ctt9yiV155RYcccoi13Xxee47p8XiUl5cX8wYASWHekeUrSNgh65gJCwAZi3oXwPdOEupdMzBrV0jOcF3CjgsAHUWAAADSIVAjBWskSSVGZKZrjsfV5qfXuAokxXYgcNjqAwThcOcvEQDQeW63W6NHj9by5cutbeFwWMuXL9fYsWObfd6iRYt04403atmyZTrssMNiHhs0aJB69eoVc8zy8nKtXr26xWMCQEpYM2ETf0cWLV0BIPNQ7wL43klCvRuw+2QosrbrDlUm7LgA0FFtv90VAJA4Zqsrm0O7Ax5J7etAUBOnA4G9YYCADgQAkDHmzJmjmTNn6rDDDtOYMWN05513qqqqSrNnz5YkXXDBBerbt68WLlwoSbr11ls1d+5cPf300xo4cKA15zUnJ0c5OTmy2Wy66qqr9Lvf/U5Dhw7VoEGD9Nvf/lZ9+vTRtGnT0vUyASAiiTNh6UAAAJmJehfA94oVIChI3DFtNtU5suUNVcodqlK1uifu2ADQAQQIACAdakoi730FqqwLSWrnCIM4HQga5AcUChMgAIBMcdZZZ2nXrl2aO3eutm/frqKiIi1btkw9e/aUJG3evFl2e31jsPvvv19+v1/Tp0+POc68efM0f/58SdI111yjqqoq/eQnP1FpaamOOuooLVu2rFNzYwEgIZI5EzZUnbBjAgASh3oXwPdKEupdSQo4sqIBAmpeAOlHgAAA0sFMqvq6qKIuKEnK8bS/A4GvQQcCm80mh92mUNigAwEAZJgrrrhCV1xxRdzHXn/99ZjPN27c2OrxbDabbrjhBt1www0JuDoASKAkzoR1hutkDwcUtrd99BcAIDWodwF8bySh3pUahGaDdN0CkH721ncBACSc1YGgiypqowGC9owwiHYg8AbLYrbbo10I6EAAAACAtEjCTFi/I8v6mDEGAAAASKtkjDCQVOfMkUS9CyAzECAAgHQwAwTeAlVGAwS53rbfSVUb7UDgCVXJHg5Y2x3ROQbkBwAAAJByhtGgpWtB4g5rcypgj7SsZkEVAAAAaZWEeleq70Dgod4FkAEIEABAOjToQFAZHWGQ244RBnXOXIWjP8J9DboQ2KMtCOhAAAAAgJQL1EhmuDXBM2Gtlq4sqAIAACCdzBEGSat3KxN6XADoCAIEAJAOMSMMIousue0YYWDYHKpz5kqSvIFSa7vd6kBAgAAAAAApVldR/7E7J6GHtu7IYiYsAAAA0smseT25CT0sgVkAmYQAAQCkg9nqytdFFdERBtnt6EAgSTWugsghGnQgcNCBAAAAAOnij94t5c6R7IldbjAXVF2h6oQeFwAAAGgXs+b1JDowmyVJclPvAsgABAgAIB2iHQgMb77KaiIdCAqyXO06RK0z0ibLG2gQIKADAQAAANLFvBsrwd0HJKnOyR1ZAAAAyAB1DUKzCWR1IKDjFoAM0L7bXQEAiRENENS58hWMdgso8Lnbd4hogMAXLLW2mTd60YEAAAAAybR582YVFxfHbMvZ/YkOkFRruLTmww/bdJy1a9e2aT9rhAEzYQEAAJAC8epdGSH9IFgjSfrflxsU9JS0epw217sEZgFkEAIEAJAO0QBBpT0yK8vttMvral9TGHOEQcMOBHarA0ECrhEAAACIY/PmzRo2fLhqqmPbq5441Kl/nZOlz9Zt1OHXjG7XMSsrWw4GMBMWAAAAqdJcvZvnkcp+lSdJGjNuoupCbT8m9S6AvQkBAgBIh9pSSVK5LUdSjQp8Ltmif/xv8yHidCBw2CPHoAMBAAAAkqW4uFg11dU699rb1LP/EGt7Ue07UvkDKhhwkOb88VdtOtbad/+rlx6/S7W1tS3uR0tXAAAApEpz9W5+aI+0e45Ccujyu/4qtWE9t631bp0jMhKBAAGATECAAADSIdqBoDQcDRBkudp/iGgHAl+DDgQOqwMBAQIAAAAkV8/+Q7Tf0IOsz3tt/0oql2w5hTHbW7Jj8/o27ed3ZEliQRUAAACp07je7Vq9QdotBZzZ2u+AkW06Rtvr3ejILgKzADJA+/plAwA6LxySaiN/9N8TjiyEFvjc7T6M2YHA26ADgT3agSBMBwIAAACkmDsUafFq/rE/kepnwla3sicAAACQHK4U1LsuArMAMgABAgBItdr6jgG7gj5JUp4vMR0IovkBhehAAAAAgBQz/7gfiN49lUjMhAUAAEC6mbVoUgIE0WN6qHcBZAACBACQatHxBXLnqqQu8of+jowwqO9A0GCEgdWBoJPXCAAAALSTy1pQ9SX82H5mwgIAACDNrMCsPRkBAgKzADIHAQIASLWa0sh7XxeVVQckSQWd6kBQam2z2yIBAjoQAAAAINWS2YGgjgVVAAAApFlSR3ZF611XuFY2I5jw4wNAexAgAIBUMzsQ+PJVagYIOtCBoMbsQBCqsIrK+g4EBAgAAACQWqlYUPUEKxN+bAAAAKAtXEkdYVAfwjXragBIFwIEAJBqVoCgi0pr/JKk/Cx3uw9T68qzPvYGyiXRgQAAAADpk8yZsIHoMelAAAAAgHRJZsetsN2loN0TOU+QmhdAehEgAIBUaxAgKKvp+AgDw+ZUrSM3cqhgmSTJHv2pTgcCAAAApJorVCMp9u6pRKlzRlu6cjcWAAAA0sSVxI5bEmO7AGQOAgQAkGq1pZH3vi6dGmEgSTWugsihApFjOuhAAAAAgDSpvyMriSMMQlUStS4AAADSIJkjuyS6bgHIHAQIACDVzA4E3oIGHQjaP8JAkmqd+ZFDRTsQOOyRAEE43MlrBAAAANopuTNhcyRJNhlyhWsSfnwAAACgNfUBgsR33JLoQAAgcxAgAIBUazDCwOxAkN+BEQZS0w4EdjoQAAAAIE2SuaAatHsUliNyHmbCAgAAIA2S2XFLatR1CwDSiAABAKRaNEAQcOerJhCSJOV3cIRB4w4EdqsDAQECAAAApFZSW7rabNZxuSMLAAAA6ZDMjluR40Y7EBCYBZBmBAgAINVqSiVJ1Y48SZLdJuV6nB07lCsSIDA7EDjoQAAAAIB0MMJyh5N8R5aTlq4AAABIn2SPMKDeBZApCBAAQKpFOxCU2yJzXPN9LqtzQLsP5SyQVN+BwGF2ICBAAAAAgBRyhWqsj5N+RxYLqgAAAEiD+hEGvqQcv77erU7K8QGgrQgQAECqRQMEpUakICzIcnf4ULWNOhCYOYQQIwwAAACQQuYiZ1h2Be3epJyDAAEAAADSyZ2qEQahyqQcHwDaigABAKSSYVgBghKjvgNBR5kdCHzRDgRmJ4NwuBPXCAAAALSTuZgacPgkW+vdtYKhsN7dsEc7lC+bp20tYOuiC6oeAgQAAABIA1eyRxgQmAWQITo2dBsA0DGBaikckCQVByOtrgqyOh4gMDsQeKMdCBw2RhgAAAAg9do7D/aDzSV655s9kvqo3xVPak1dUMODIXmcjmafYy2oBllQBQAAQOrVjzBIcgcC6l0AaUYHAgBIpWj3ATnc2uOPZLg614EgOsKgUQeCEAECAAAApJArXCOpbe1c/cGwPt5cKknyKCCb06VdIZ8+2FTS8vO4IwsAAABpYg8H5TT8kpI4wsBJvQsgMxAgAIBUMgME3gKV1gQlSQWdCBDUugoihwuWy2aErA4EoTABAgAAAKRO/QiD1hdTP91aptpgWAVZLh2mr1X877skSV9ur5DRQhCWBVUAAACkiytcbX2crBEGjOwCkCkIEABAKpkBAl8XldZEEqv5We6OHy7agcAmQ55ghezRn+qMMAAAAEAq1c+DbTlAEAyFrU4Dhw/sKpuk6rX/lUNhldcGta2sttnn0oEAAAAA6WKOLwjaXArbO35DWEvMetesrQEgXQgQAEAqNQwQVAckda4DQdjuspKpvkCp1YEgHO7cZQIAAADt4bYCBC3fjfXZtnLVBELK8zp1YM9cSZIR9KvQEQkOfPFdebPPJUAAAACAdGlPx62Oot4FkCkyIkDwxz/+UQMHDpTX69URRxyhd999t9l9H374YY0bN05dunRRly5dNGnSpCb7G4ahuXPnqnfv3vL5fJo0aZLWrVuX7JcBAK2rKY2893VRWU00QJDVucRqnTOy8OoJVcpuj44woAMBAAAAUqgtC6qGYVjdBw4b0FWOaO0qST2ckQDCup2VCjaThrUWVIMsqAIAACC1XG0MzHaGnxEGADJE2gMES5Ys0Zw5czRv3jx9+OGHGjVqlCZPnqydO3fG3f/111/XjBkztGLFCq1atUr9+vXT8ccfr61bt1r7LFq0SHfffbceeOABrV69WtnZ2Zo8ebJqa5tvhQgAKdGgA0HCAgSOHEmRRdv6DgQECAAAAJA67jaMMNhT5VdlXVBOu03D++TGPFZg9yvH41RdMKyNxfFbtvqd3JEFAACA9GhLvdtZMYFZbhADkEZpDxDccccduvjiizV79myNGDFCDzzwgLKysvTII4/E3f+pp57SZZddpqKiIg0bNkyLFy9WOBzW8uXLJUXuaLjzzjv1m9/8RqeccooOOeQQPfHEE9q2bZteeOGFFL4yAIjDChAUWCMM8n3uTh3SSqYG6UAAAACA9DDvyGqpA8G2skiov1e+V0577HKEzSZrpMEX2+OPMTAXawkQAAAAINXqO275knYOMzBrV0jOcF3SzgMArUlrgMDv9+uDDz7QpEmTrG12u12TJk3SqlWr2nSM6upqBQIBde3aVZK0YcMGbd++PeaY+fn5OuKII5o9Zl1dncrLy2PeACApGnQgKK32S5LyfZ0dYWB2IKikAwEAAADSwlxQbemOrO9KayRJffLjL7oe2CsSINhQXKVAqOkYA7/VeSt+hwIAAAAgWdwpGGEQsPtkyBY9H6FZAOmT1gBBcXGxQqGQevbsGbO9Z8+e2r59e5uOce2116pPnz5WYMB8XnuOuXDhQuXn51tv/fr1a+9LAYC2qS2VJIW9BSqvDUrq/AgDcyE10oEgso0OBAAAAEiltrR0NTsQ9C7wxn28MNejbI9DYUPaVdH0jqs6ByMMAAAAkB5t6bjVaTYbNS+AjJD2EQadccstt+jZZ5/V3/72N3m98Rcg2uK6665TWVmZ9fbtt98m8CoBoIFoB4JqR561KVEdCDwxHQg6dUgAAACgXVyt3JFVVRdUWU1khFfv/OZ/f++RG3ksXoDAGt3FYioAAABSrC0dtxIhwNguABkgrQGC7t27y+FwaMeOHTHbd+zYoV69erX43Ntvv1233HKLXnnlFR1yyCHWdvN57Tmmx+NRXl5ezBsAJEU0QFBpi/zRP8fjlMvRuR/F5kKqO1gpuz0SIKADAQAAAFLJ3codWd9Fuw90y3HL43Q0e5zCXI8kaUdFbZPHzJmwznCd7OFAp64XAAAAaA9XKDKOK5kjDBoe3x0kQAAgfdIaIHC73Ro9erSWL19ubQuHw1q+fLnGjh3b7PMWLVqkG2+8UcuWLdNhhx0W89igQYPUq1evmGOWl5dr9erVLR4TAFKiplSSVKZIIdjZ7gNSfQcCd6iqQQcCAgQAAABIHVcrIwy2lUUWXPvk+1o8To9ogCB+B4L6Y3NHFgAAAFKpLSO7EqHhWi8ApIsz3RcwZ84czZw5U4cddpjGjBmjO++8U1VVVZo9e7Yk6YILLlDfvn21cOFCSdKtt96quXPn6umnn9bAgQO1fft2SVJOTo5ycnJks9l01VVX6Xe/+52GDh2qQYMG6be//a369OmjadOmpetlAkBENEBQYuRIqlZBVucDBPWtXOs7EITpQAAAAIAUcrcywuC70khHgT4tjC+Q6gMEu6v8CobCcjbo1mXYnArYPXKF6+QOVanWVZCAKwcAAABaZ/5Bv7mOW4nC2C4AmSDtAYKzzjpLu3bt0ty5c7V9+3YVFRVp2bJl6tmzpyRp8+bNstvrFwzuv/9++f1+TZ8+PeY48+bN0/z58yVJ11xzjaqqqvSTn/xEpaWlOuqoo7Rs2TJ5vS0vVABAUoUCkr9CkrQnHCk0ExEgqHNEUqmeYKWi+QGFDckwDNmiHQkAAACAZGppJmwwFNbO6EiC3gUtdyDI8TjlczlUEwipuMqvXnmxv8f7HdnRAEF1gq4cAAAAaF2qOhCYAQIXAQIAaZT2AIEkXXHFFbriiiviPvb666/HfL5x48ZWj2ez2XTDDTfohhtuSMDVAUCCRLsPSFJxILIQWuBzd/qwfqutVaUc9vrAQMgw5CRAAAAAgBQwF1Tj3ZG1o7xOYUPKdjuU5215GcJms6lHrkeb9lRrV3ldnABBjrIDe2jpCgAAgJRytdJxK1HoQAAgE9hb3wUAkBA1JZH33nyV1IQlSXm+RHYgqJKjQWAgHO70oQEAAIBW2YyQXOFIh4F4C6rbymokRboPtKVDVmF0jIHZtaAh8/juIAuqAAAASJ2WOm4lknl8ArMA0okAAQCkihkg8HVRaY1fkpSfiABBgw4E9oYBAsPo9LEBAACA1rhCNdbHfnvTEQU7yqPjC/LbNlawhxUgqGvyWJ0zGiBgQRUAAAAp1FLHrUQiMAsgExAgAIBUqS2NvPcWqLQ6IEnqmt35AIHf6kBQqYY3dIXCBAgAAACQfOYf88NyKGT3NHl8T1UkPNs9p+lj8fSIji3YXelvUtOaC7aeUGWHrxcAAABor/oRBkkOEBCYBZABCBAAQKrUVUTee/OsRdQuWe7OHzbagcBp+OU0AnLYIymCEB0IAAAAkALuhoupjUYUhMKGymoi4dkuWW0Lz+Z5nXI77QoZhlU3m6w7slhQBQAAQAqlvAMB9S6ANCJAAACpYgYI3LkqrU5cgKBh6tUdqpIjumgbpgMBAAAAUqClu7HKagIKG5LLYVOOx9mm49lstgZjDGpjHquzFlSrO3PJAAAAQLuYf9A3/8CfLHUOc1wtAQIA6dO2394BAO2yefNmFRcXx2zr8c0X2k/S7iq/tpdEWq7u2rJBH9ZubfY4a9eubfVchs0pv90nd7hG7mClog0IRH4AAAAAqdDS3VglDYKztkbdCVrSI9ejLSU12lVRF7OdmbAAAABINXs4IIcRlJSCEQZ0IACQAQgQAECCbd68WcOGD1dNdexdUQuO9mjuBI+eef5f+u7As2T3ZOmCs09XsGRbq8esrGx5xqvfmSO3v0aeUKXs0bmzjefFAgAAAMlQ34Gg6d1YJR0c3VWYE6lpd1U2ChAwExYAAAAp1rD2THaAwAzlEpgFkE4ECAAgwYqLi1VTXa1zr71NPfsPsbYfXfGUVPOqDpxwmuwlkULw/y24V25H88da++5/9dLjd6m2trb5nRRpbZWjXfIEK+WweyVJYYMAAQAAAJKvvp1r08XUPWYHgmxXu45ZEA0clNUEYrZzRxYAAABSzey4FbR7ZNiS+2e1umhg1kO9CyCNCBAAQJL07D9E+w09yPq86zqvVCM5uvaTSiSbpEEHjmixleuOzevbdK46pzkbq1J2W6EkOhAAAAAgNdxWB4I4IwyqIgGAru3sQJCfFQkcVNWFFAyF5XTYo+cgQAAAAIDUcrVQ7yYa9S6ATGBP9wUAwPeFmRqtlE+S5HU52jUHtiVmYekJVckRPSYdCAAAAJAKZoAg0GiEgWEYKrE6ELQvQOB12uVxRpYsGnYhYEEVAAAAqdZSx61EM+tdV7hWNiOY9PMBQDwECAAgRcykaqURGTHgdSXuR7DfEe1AEKyUPXpYOhAAAAAgFVzNLKhW+0OqC4YlSQW+9o0wsNlsyo8+p5QAAQAAANKopY5bieZvEMp1h2qSfj4AiIcAAQCkiLnIWW7UdyBIlPrZWJWyWx0IEnZ4AAAAoFn1HQh8MdvN7gN5Xqc1gqA9zABB3A4EQQIEAAAASA2r3rUnP0AQtrsUtHui56XmBZAeBAgAIEU8wUpJUnk4srDqS2SAoEEHAoc9EiCgAwEAAABSof6OrNgRBiXVkT/8t3d8gakgKxogqK4PEJjBWRZTAQAAkCrNddxKFvM87uh6MgCkGgECAEgRc5GzNGyOMEhcgMDvjAQIPKFKOawOBAQIAAAAkHzNtXQtqYp0IOia1bEAQbwOBAGH2XmrSqLeBQAAQArUd9zKbmXPxGBsF4B0I0AAACliBQiCkRZUPnfiOxB4glWyRzsQhOlAAAAAgBRo7o6sPdERBh3tQGAGCEobBAjqooupNhlyhZkJCwAAgORrLjCbLHUECACkGQECAEgFw7AKzT2hSIDA60rcj2CzA4E7VKlofkAh7sgCAABACrijf8hvfEdWojoQVNQGrHBs0O5VOLqU4Q6yoAoAAIDkc6U4QOBv2HULANKAAAEApIArXCObIoueJWYHggSOMDA7ELhDVXJEEwQhOhAAAAAgBeJ1IAiGwiqvDUqSCrJcHTpujscph92msCFV1EWOJZuNlq4AAABIqVR3IDDrXTO4AACpRoAAAFLAvDsqLIdKA5HggDeBAQIrlRqslMMWHWFAfgAAAAApEG9BtaQ6MnbA47Qrq4Oju2w2W/0Yg+g4BEnyOwkQAAAAIHXMerdxx61ksepdOm4BSBMCBACQAubipt+Zrdpg5C/7Ce1AEB1h4AlVyh7tQBAmQQAAAIAUqA8Q1C+omn/w75Llli0acO0IM0BQVhOwttGBAAAAAKkUr+NWMjHCAEC6ESAAgBQwFzfrHNmqCYQkJbYDgTXCIFgpe3SBNmQQIAAAAEDy1d+RVb+gao4vMAMAHVUQN0CQFT0vC6oAAABIvnSNMHCHKlNyPgBojAABAKSAJ1rs+R3Z8gfDkhLbgcAf7UDgDtfIZYscnw4EAAAASDabEZQzXCcpdkG1vDbyB/9cr7NTx68fYdC0AwF3ZAEAACAV4nXcSiY6bgFINwIEAJACZrFXa69fVPW4Evcj2OxAIEk5ihS0dCAAAABAspmLqVLsgmpFtANBnrdzHQjys+J1IDC7b7GgCgAAgOQz13YDqe5AQL0LIE0IEABACpgLqzU2nyTJ67RbowYSIWx3KWj3SJJybDWRbeGEHR4AAACIy6xzQzanwvb6sEB59A/+ub7OdSBoOMLAiAZk66ILqq4G4QUAAAAgWVypHmHgjAYIwtS7ANKDAAEApICZFq22RYpMrztx4wtM5kJqjkEHAgAAAKSGeTdWw+4DhmEkrANBrtclm00Khg1V+UORcznNEQbMhAUAAEDymaHZVHUgqKMDAYA0I0AAAClgLqxWKVJk+lyJDxCYrVzNEQbhMAECAAAAJJcrFOl+1fBurLpgWP5QpB1WrrdzHQgcdptyPZFjlFVHuhqYC7fMhAUAAEDSGYZc4dR2IKDeBZBuBAgAIAXMYq9S0REGSQgQ1EXvxDIDBHQgAAAAQLLFmwdrdh/wuRxyOTq/7JCfVT/GQGpwRxYLqgAAAEgyh+GXw4h2wmrQdSuZ6qI3ilHvAkgXAgQAkAJmsVdhmAGCxP/4tToQGJFzhQkQAAAAIMnizYMtr438ob+z3QdM5hiEirpA9Fy0dAUAAEBqmOMLJCng8KXknGa96yFAACBNCBAAQAq4g5H5rOWGV1JyRhjUOSMBgiwj2oGAEQYAAABIMrcVIKi/G8vsQJCoAEFOdIRBZfS4ZrcDV7gmIccHAAAAmmN13LJ7ZdgSv6YbjxlUcDUILwBAKhEgAIAUMNOi5WGPpCSNMIh2IMiKjjAIhxN+CgAAACBGvBEGZgcCs3NAZ+VEgwiVdZEAgZ+ZsAAAAEiReB23ks0M5zqMoBxhf8rOCwAmAgQAkAJmoVkWiqRHk9GBwBxhkB2OLKSGGGEAAACAJHPHWVCtqIn8oT/Pl5gAQa6nuQABd2QBAAAgueJ13Eq2hqMS6EIAIB0IEABACph3R5WEIh0IfO4kBAickSLWHGEQJkAAAACAJHPFWVA1OxAkeoRBReMRBiFGGAAAACC5zHXdVHYgMGwOBeye6PkJEABIPQIEAJAC5giDkqBXkuR1JnGEgRHtQBAmQAAAAIDkituBIPqH/kSPMKgLhhUIhRlhAAAAgJQx691ACgMEUn1Alw4EANKBAAEApIC5uLk7mLwOBHXOaIAgOsIgTIAAAAAASWbWuWab1UAorJpASFLiOhB4nA65HZHli8q6oALWYmqNRNctAAAAJJErTmA2FQKEZgGkEQECAEgBdzBS6O2JBgi8rsT/+PVHOxD4zAABa6kAAABIssYzYc3uA26HXR5n4mpec4xBZW1QfnskrGBXWM5wXcLOAQAAADRWH5hNdQeCSM3L2C4A6UCAAACSzB4OyGn4JUmVSuIIg2gHAp8RWcQNcTcWAAAAkszVqKVrRW1AUqT7gM1mS9h5zDEGkQ4EPms7d2QBAAAgmcw/4Ke+A0EkoOtmhAGANCBAAABJ1nBRs0o+eZx22e2JW0w11UU7EHhDjDAAAABAargbtXQtj3YgSNT4ApPZgaCiLijZ7PLbI+djJiwAAACSqXHHrVTxM8IAQBoRIACAJDOLPL/Nq5Ac8roS331Aqi9izREGdCAAAABAsrkaLaiW10Q6EOR5XQk9T8MRBpKsLgTckQUAAIBkStcIg4AZmA0zwgBA6hEgAIAkM4vMmmjR53Ul50evPzrCwBOukk1hOhAAAAAg6Rp3IKgwOxD4EtuBILfBCIPI+WjpCgAAgORrXO+mCh0IAKQTAQIASDJPMDZA4HEmpwOBOcLALkPZqqUDAQAAAJKu8R1Z5bWp6UBgLqgywgAAAADJ1LjjVqrUBwiodwGkHgECAEgyc1G12mYGCJLzozdo9yhki4QTclWjcDgppwEAAAAsjRdUzQ4ECQ8QNOpAYI0wCLOgCgAAgOSxxtOmeoSBFZhlhAGA1CNAAABJZgUIFFnk9CRphIFsNvmjXQhybdV0IAAAAEBSOYygnEak44DfkaVw2FBV9A/85siBRDE7ENQEQgqGwlZggQ4EAAAASCazA0CAEQYAvkcIEABAkplFXpUZIEjSCANJqnNGAgQ5qlE4TIAAAAAAyeMxaq2PA/YsVfmDMiTZbVKWO7E1r8dpl9NukxTpQsCCKgAAAFKBEQYAvo8IEABAkpmLmhXRAIE3SSMMJKku2oEgjw4EAAAASDKPEWmnGrS5FbY7VVUXkiRluZ2y2WwJPZfNZrO6GlTWBa0RBrR0BQAAQDJZHQjsvpSet36EAQECAKlHgAAAkswdjAQIKo3kdyAwk7C5qpZhSAYhAgAAACSJ2YHAvDuqyh8ZX2COG0g087iVtUGr7uWOLAAAACSTeXOYP20jDKh3AaQeAQIASDKzyCwPRwMEruT96PVHRxjk2iJ3YtGFAAAAAMniMeok1d8dVVkbCRBke5ITmM2JdiCoqAta52SEAQAAAJLGMKyOV6keYUAHAgDpRIAAAJLMXNQsM7ySIvNbk8UcYZCrSGEZDiftVAAAAPie84TNDgSRxdSUdSCoC8pvNxdUGWEAAACA5HDJL7siC6x0IADwfUKAAACSzGMGCEKeyOeu5I0wqLM6EEQDBHQgAAAAQJJ4DPNurGgHgjqzA0HyRxgEWFAFAABAkpkjuyQp4PCl9Nx0IACQTgQIACDJrA4EoeR3IPBHOxDkKDrCIEyAAAAAAMlRP8IgsphaVReSlMQAgbdBBwJGGAAAACDJPOFIveu3+yRbav+cZnb5IjALIB0IEABAkpkp0dJwJEDgdSaxA0E0QJBviwYI6EAAAACAJDHvyDLvjqoyOxC4k1Pv5npckqSK2voAASMMAAAAkCxuq95NbfcBKRpakOQ0/LKHgyk/P4DvNwIEAJBknmClJKlSkaLPncwOBM5IMtUaYUAHAgAAACSJO9qBwB9dUDVHGOQkuQNBTSCk2uiCKh0IAAAAkCz1HbeyUn7uQLQDgSS5wnQhAJBaBAgAIMnMRc0KwyeXwyaH3Za0c5kdCPLMAAH5AQAAACSJGSAI2LMUDIVVFwxLSl6AwOu0W7V0ecgjiZmwAAAASJ7GgdlUCtudCtrckeug5gWQYgQIACDJzABBpXzyJHF8gdSgA4GiIwxIEAAAACBJ6u/I8lndB5x2W9I6btlsNmVFxyOYAQJ3mBEGAAAASA5rZJc99R0IpPrRCYRmAaQaAQIASCYjbCVEqwyfPK7k/tg1OxBYIwwMAgQAAABIDnMmrN+Rpaq6kCQp2+OUzZa8jlvZ7kh3gxKrA0GVRM0LAACAJHA3CMymgz86xoAOBABSjQABACSRK1QjmyILmhXyyZOku7FMfmckQJBNBwIAAAAkWcMOBFX+SAeCZI0vMJkdCPYEI+1cHUZIDsOf1HMCAADg+8nqQOBITwcCf/S8ZodbAEgVAgQAkERmOjQku2rlljfJIwzMDgQ5qpZk0IEAAAAASdOwpas5wiDbk9x6NzsaUCgJuKxtrhBjDAAAAJB4ZmDWn6YOBPUjDKh3AaQWAQIASCIzHVpjy5JkS3oHAjNA4FJIXvnpQAAAAICkcVsLqlmqsgIEqelAUOE3FLBHxhhwRxYAAACSwd0gMJsOjDAAkC4ECAAgiczFzGpbpMj0uJJ7R1bA4ZOhyMzZXFWL/AAAAACSpb6lq8/qQJDsEQbZ7sjxq/0hFlQBAACQVA1HdqWDOTrBRWAWQIoRIACAJPKEKiVJVWaAIMkdCGSzqy66kJpnq6YDAQAAAJLG7EAQsPtUVReSVP8H/mQxRyRU+YMNWroSIAAAAEDiuRsEZtPBHJ3gZoQBgBQjQAAASWR1IJBXUgoCBJL8zsgYg1zVKGwQIAAAAEBypKMDQVY0oFBVF5I/ekcWHQgAAACQDGYHAn+aRxjQgQBAqhEgAIAkcgcjxV2lkZoRBpJU54gGCGzVCtOBAAAAAElSv6DqU1U0QGB2CEiWrOjxq/1BayGXAAEAAACSwZPmDgQBArMA0oQAAQAkkVnclUc7EHhT2IEgRzUK0YEAAAAASWKOMKiSV8FocDU76R0IIgGCsCHV2RlhAAAAgOSxRnY50tSBIBqYdTHCAECKESAAgCQyRxhUhCOLmx5najsQhOhAAAAAgCRw2SWnIl0HSgIuSZFxXS5HcpcZnHa7FcqtljkTlgABAAAAEq8+QJDuDgSMMACQWgQIACCJzOKuLBzpQOBxpaADQXQ2Vq6qRX4AAAAAyZDtrv+4NBT5JNndB0xZ0fNUiQ4EAAAASB5zhIHZCSDV/GaAIEy9CyC1CBAAQBKZAYLysEdS5K6sZDMDBDmqVZgEAQAAAJIgx22TJAVtLpX7Ix/npCpAEB1jUKVIjc2CKgAAAJIhUzoQMMIAQKoRIACAJHIHKyVJ5UbqRhj4ndEAga1GIYMAAQAAABLPDBAEHFmqrIuMMsj2JL/WjZwnElSoiHb5ogMBAAAAksHsQGD+IT/V/IwwAJAmBAgAIIk80eKuUlmy2SSXw5b0c9ZZHQhq6EAAAACApMiJjjAIOHyqMgME7tR0IMiOdiAwAwQsqAIAACAZPNEOBP40dSCoDxAQmAWQWgQIACCJzLuhKg2fvE6HbLbkBwjMRCwdCAAAAJAsVgcCu8/qQJC6EQaR85RFx4S5aekKAACABHPZJacidW7Anu4RBgQIAKQWAQIASCK31YHAJ7czNT9yYzsQpOSUAAAA+J6pH2HgU7U/JEnKcqdqhEHkPKXBSBsEFlQBAACQaNnu+o/TP8KAehdAahEgAIAkMkcYVBg+eV2p+ZEbiAYIsm21dCAAAABAUpgjDPyOrPoAQYo7EJSEzA4EjDAAAABAYpmB2ZDNqbDdlZZr8EfXeV3hWtmMUFquAcD3EwECAEgiczGzSl55nKm5I8vsQJCrGoXDBAgAAACQeNmu+hEG1f5Ia9eUdSCInqckEFnIdTHCAAAAAAlm1btp6j4QOXf96ARqXgCpRIAAAJLIHYyOMDB88qRohIHfWT/CgA4EAAAASAbzjqw6u0+BUKTmzHanpgNBdrTTQUnQ7EBAS1cAAAAkltVxy+5recckCtncCtki4VnGdgFIJQIEAJAkDiMgp+GXJFUodQECMxWbbaMDAQAAAJLDXFCtkVeS5LTb5HLYUnJuj9Muu02qVGQxlxEGAAAASDQzMJvODgSy2axxtYRmAaQSAQIASBKvUWt9XCWfPK7UjjCgAwEAAACSxVxQrYoGCLLcDtlsqQkQ2Gw2ZbmdqjYiHQho5woAAIBEqw8QpK8DgVTfAYEAAYBUIkAAAEniiQYIauVRSI4UdiCIplJtITlCgZScEwAAAN8v5oJqZfSP+FkpGl9gyvY4rA4ETsMveziY0vMDAABg32aNMEhnBwLVd0BghAGAVCJAAABJ4glH7oSqskWKvFQFCBoWtR6Ddq4AAABIPHNBtTJsBghS023LlO12qjra/UCSXIwxAAAAQAJZHQjsae5AYI0woN4FkDoECAAgSbxGNEAQXdj0pmiEgWFzqNYWOacvTGEJAACAxDMXVCvMAIEntQGCLLdDATkVkEuS5A4zxgAAAACJUz/CIN0dCCIBBhf1LoAUIkAAAEliBggqjUiRl6oOBJJUZ492PaCwBAAAQBKYC6rloUgrgtSPMIicr9pmzoQlOAsAAIDEMTtuBRzelndMsvoOBIwwAJA6BAgAIEm8Rq0kqcIKEKTurqzaaIAgiw4EwP9n78+DJM3r+9738zxP7llrd3VX9d7TMwOzMPsmJDBaJoTgWEIC+wBX8sDY4sjXnjiOMxeHjM8NkO3jMygYESPfy4FzwwZMWGEh6ep6k4SERkY6IMTANDMD0zPM2nt3VddeuS/Pc//4PU9mVldmrZn55PJ+RXR0T1Z21a/5o/n2rz7P5wsAADoguFBd8QME6S6vMAhWJgRrDNgJCwAAgHaqrzAIt4EgWFdLYBZANxEgAIAOifsNBKtBgCDa/QaCoAUBAAAAaKfgQnU5pAaC4OsF68J4IgsAAADtFMy7JX+FQFhqKwyq3PMC6B4CBADQIUEDwapnLjUT0S42EPjVVkmPi1QAAAC0Xzpqfl4sm1+kQmogyHg0EAAAAKD9gnm37ITdQBCsMKCBAED3ECAAgA6JuyYVmqmtMOjeX7klv4Eg6ZJMBQAAQPsFT2QtloMGgnACBGsuDQQAAABov9oKg5AbCOorDJh3AXQPAQIA6JBgfUBWScUjtmzL6trXLvrJ1JQYLAEAANB+wYXqqhuX1P0VBslaA4H5+jQQAAAAoJ3qAYJwGwhYYQAgDAQIAKBD4v4Kg4yX6Or6AqkhQMAKAwAAALSb5yptigeU8xKKOpZiXWzbkqSYY8uxLWVlLlR5IgsAAADtNOLPu0HTa1hYYQAgDAQIAKBDggBB0EDQTUG1VcojmQoAAID2sqvFWrtWVvGutw9IkmVZSsUcZTxWGAAAAKD9emWFQdCAQOMWgG4iQAAAHRIECHKKd72BoOwnU9MECAAAANBmdsXMmK4sFRRTKtbdWTeQjDrKyQQIuFAFAABAOwUNBGGvMAgaEGKsMADQRQQIAKBD4l5RkpTxkkp0u4EgYgbLpBgsAQAA0F62f3lZVFye7NACBDQQAAAAoFOCBoJSzzQQsMIAQPcQIACADon7T/9nlVC86w0EI5KkEXGRCgAAgPZy/AaCvOKSFMoKA0lKxhxlZS50CRAAAACgnWorDOxwAwTBqlrmXQDdRIAAADok7poVBhkvqUS02w0E/goDGggAAADQZvaGAEFYDQQR5fwzRF0uVAEAANAmnqt0bYVBbwQIoi73vAC6hwABAHRI3DMBgqwSSnS5gaDiBAGCgjzP6+rXBgAAwGALVhhkZdYHpENqIDArDGggAAAAQHvZ1aJsy28g8L+BH5ZyYwMB97wAuoQAAQB0SNwrSvIDBJEurzCImgDBiJVXlcESAAAAbeRU/KCsZwIEqXhIDQRRpxZiYCcsAAAA2sWuFmq/LtuJEE8ilfwHxSx5ivn3zQDQaQQIAKADHEuKqSTJXKzGu7zCoOKvMBhRXq7b1S8NAACAARc0EGSCAEFIKwySMacWYohVqXQFAABAewQru4pWXLLC/TZaxY7L9b+VFzTeAkCnESAAgA4YidV/nVWy6w0ElciIOYfyckkQAAAAoI2CC9WMF5ckpUJbYRBRVmaFQZQVBgAAAGgTpzFAEDbLUtkxMy8BAgDdQoAAADpgNG52ZJU8RyVFlehyA0HZDxBELFdWhcESAAAA7RNcqAbfvA+zgSCjoIGAFQYAAABoj6Bxq2SFu74gEKwxIEAAoFsIEABAB4zETIAguFRNRLt7qRqkUiUpwmUqAAAA2ii4UM16ccUcW1EnnKuFZNRRzl9hEHWLsjyatwAAALB3di81EEgNDQTFkE8CYFgQIACADhj1Vxhk/Sei4pEu/3Vr2cp4fp1rOdPdrw0AAICBFlyo5pRQMqT2AUlybEuVSKr23zyRBQAAgHYIGrd6p4HAzLxxLx/ySQAMCwIEANABwQqDrJdQxLYUCeGprCC8wD5YAAAAtJNTayBIhLa+oHaWaEJlz5yBAAEAAADaIWjc6pUGAlYYAOg2AgQA0AGjtRUGia6vLwhk/PUJ0QoNBAAAAGifoIEgr3joAYJUPKqczMUuF6oAAABoB7vWQNAbAYKyzQoDAN1FgAAAOiBoIMh4SSWi4fxVm7VMtVW0mg3l6wMAAGAw2RXzjfqsEkrFIqGeJRlzasFZAgQAAABoh2CFQbHnVhgw7wLoDgIEANABIzHzc04JxSPhPJWV8y9SYxUCBAAAAGifYIVBzksoGXYDQcxR1jMXu1yoAgAAoB2CFQY900DACgMAXUaAAAA6YP0Kg3D+qq0FCGggAIDQfe5zn9PJkyeVSCT00EMP6Zlnnmn53hdffFEf+MAHdPLkSVmWpaeeemrDe37jN35DlmWt+3HLLbd08E8AAHVBpWtWcaVCWtcVSEUd5RQECKh0BYCwMO8CGCRB41bvNBDQuAWguwgQAEAH1FcYJJQI6VI1ZwUBglwoXx8AYHz1q1/V448/rk996lM6ffq07rrrLr373e/W3Nxc0/fncjmdOnVKn/70pzUzM9Py895+++26cuVK7cc3v/nNTv0RAGCd4ImsnMJvIEjGHGVqDQT5UM8CAMOKeRfAoAnm3SINBACGFAECAOiAUX+FQVZJJcJaYWD5u7FoIACAUH32s5/Vxz72MT366KO67bbb9IUvfEGpVEpf/OIXm77/gQce0Gc+8xl96EMfUjze+rIiEoloZmam9mNqaqpTfwQAWCd4IivrJZQKfYVBRFnxRBYAhIl5F8CgcSrBCoNeaSDw73ld5l0A3UGAAAA6YCRWbyCIh7XCgAABAISuVCrp2Wef1cMPP1x7zbZtPfzww/r2t7+9p8/96quv6vDhwzp16pR++Zd/WefPn9/rcQFgW5zaCoOEkiGvMEjGHGVZYQAAoWHeBTCIeq+BgMAsgO4iQAAAHTDqBwhyCm+FQSFYYeCywgAAwjI/P69qtarp6el1r09PT+vq1au7/rwPPfSQvvzlL+trX/uaPv/5z+vNN9/UO9/5Tq2trTV9f7FY1Orq6rofALBbtRUGXvgrDFIxR9lghQFPZAFA1zHvAhhEds81ELDCAEB3RcI+AAAMolE/nJpVQolIuA0EiSoBAgAYNO95z3tqv77zzjv10EMP6cSJE/q93/s9/YN/8A82vP+JJ57Qv/gX/6KbRwQwqCol2W5ZkpRVPLSwbCAVc2orDKIECABgYDDvAghT0LjVKw0EtRUGBAgAdAkNBADQAaO1FQZJxUO6VM37DQRxGggAIDRTU1NyHEezs7PrXp+dndXMzEzbvs7ExITe8pa36LXXXmv68U984hNaWVmp/bhw4ULbvjaAIVOur8dy7bhsywrxMFLMsZX3VxhEuFAFgK5j3gUwiOorDHqjgaDsBwhirOwC0CUECACgA0b8AEFWCSWi4fxVW7BNtVXCzW7xTgBAp8RiMd133316+umna6+5rqunn35ab3/729v2dTKZjF5//XUdOnSo6cfj8bjGxsbW/QCAXSmZ2bLkObKdcNsHJMmyLBX9C1UaCACg+5h3AQwiu2LmylKPNRAkCMwC6BJWGABAB4zG/QCBl1AiEs7FasH2B0saCAAgVI8//rg+8pGP6P7779eDDz6op556StlsVo8++qgk6ZFHHtGRI0f0xBNPSJJKpZLOnDlT+/WlS5f03HPPaWRkRDfddJMk6eMf/7h+/ud/XidOnNDly5f1qU99So7j6MMf/nA4f0gAw8MPEOSUULxHHkmoRFJSVYoRIACAUDDvAhg0wQqDkhVXNOSzSI0rDPIhnwTAsCBAAAAdMFprIEiGthe2FiDwCBAAQJg++MEP6tq1a/rkJz+pq1ev6u6779bXvvY1TU9PS5LOnz8v265/F+7y5cu65557av/95JNP6sknn9S73vUufeMb35AkXbx4UR/+8Ie1sLCgAwcO6B3veIf+5m/+RgcOHOjqnw3AECplJJmmrbjjhXwYoxJJS1V2wgJAWJh3AQyaxhUGvRAgKNtBgIB5F0B3ECAAgA4IGghySijqhLMXNlhhkKSBAABC99hjj+mxxx5r+rHgkjRw8uRJed7m35T73d/93XYdDQB2pmRmy5zXOw0EbiQtFaU4O2EBIDTMuwAGRrUs2y1LkopWXCMhH0eqNxDY8pTgu3oAuqBH/rkPAAPErSrlR1PLkbQsK5wAQbG2GysvbfEPcwAAAGBb/BUGWcV7poGgGjXBWXbCAgAAYM/8eVeSSlYixIPUlZ1k7ddB8y0AdBIBAgBos6DiSpKqkXRo5yj6DQS2PEVd9mMBAACgDfwVBr3UQOBFzXNhSTHzAgAAYI/8AEGp6qlq9cjj/patkr/GYDQe8lkADIUe+ec+AAwOp2IuLsueIyca3kRXtuOqeiaRGqtkt3g3AAAAsA21BoJEzzQQKO6v7hINBAAAANgjf97NlEI+x3WCFgIaCAB0AwECAGgzp2L2wmaVUDzqhHYO27aVlRksY1UCBAAAAGgD/0I1p4Ti4Y2668VNA0FKRXGdCgAAgD3xG7cypR4Jy/pKjgnNjhAgANAFBAgAoM1sP0CQUVKJEAMEjm1pjQABAAAA2iloIPDiitu9calqx8dqvx6JhXgQAAAA9L9aA0FvzLqBkmNWGIzFCRAA6DwCBADQZra/wiDrJUINENiWpayXkCTFqrnQzgEAAIDBUSmsSeqtBoJIPKWKZ643RrlQBQAAwF706AqDoIFgNLyNuQCGCAECAGizYIVBTgklQ24gyNBAAAAAgDYq5FYlSTk3qmiPfK8+GYsoKxOcHUtzowoAAIA98FcYZHu0gWCUFQYAuoAAAQC0meM3EGS8hMaSkdDOYVtSxiNAAAAAgPYp50wDQabkyeqRu8uoYynrB2cnxkZDPg0AAAD6Wo+vMKBxC0A3ECAAgDaz/QaCrJIaT0bDOwcNBAAAAGizsr/CIFPsnQtVy7KU8+fesdFUyKcBAABAX+vRFQblYIVBLOSDABgKBAgAoN3KQYAgEWqAwLEsGggAAADQVm7BzJVrxUrIJ1kvb5u5d3wkGfJJAAAA0NfKfoCg3DuBWYkGAgDdRYAAANqskDdDZlYJJaNOaOdwbKu2CzZWzYV2DgAAAAwOz98Ju5Yrh3yS9YqWuVAdSydCPgkAAAD6Wo+vMBgjQACgCwgQAECblQrmm/VlKy4rxMWwtmVpLVhhUKGBAAAAAHtn+W1bmXxvdboW/AvV8RSdrgAAANiDHl1hUIoEKwwIEADoPAIEANBmlaIZMst2uPWptq2GFQY0EAAAAGDvHD+YupothHyS9UrBTthkJOSTAAAAoK/1bANBECAI+SAAhgIBAgBoM9cfMit2PNRzOJalbNBAUKWBAAAAAHsXreYlSavZfMgnWa8c7IRNhLdCDAAAAAPAX9nVawGC2rzLCgMAXUCAAADarWwuU10n3P2rjm1prdZAkAn1LAAAABgMMT9AsLbWWwHVil/pOhbnmgMAAAB70KsrDIIAASsMAHQB/7IGgDZzKuZS1XPCbSCwLUtZmRADKwwAAACwZ66rhMzqgtW13gqoVqMmQDAS660nxQAAANBnen2FQbhXzgCGBAECAGgjz/MUc803671IyAEC21LGM8lUVhgAAABgr7xyTrbMRera6lrIp1mvGh2RJI1F3ZBPAgAAgL7mrzDI9lyAwNzzjrHCAEAXECAAgDZayZeV9MxTWXKSoZ7FsSxlFKwwoIEAAAAAe5PLrtZ+vbayusk7u8/zAwQjkWrIJwEAAEBf69kVBn4DASsMAHQBAQIAaKPzizmlLRMgqDiJUM9i21ImWGFQoYEAAAAAe7OysiJJynpxueVCyKe5TtwPENglFSq0EAAAAGCXSuZBrF5dYZCOWZJHaBZAZxEgAIA2Or+YU9rfC1u0wg0QOJaljOc3ELg5WR4XqQAAANi91dVlSVI+5Dm3GddvIEiroNUicy8AAAB2qdZA0FsBgrK/wkCS7Eo+xJMAGAYECACgjS4srCllFSVJRSse6llsu77CQJJiXjHE0wAAAKDfZddMA0HYQdlmyhHzRNaIldcKAQIAAADshudJpYyk3lthULVjqsiRJDkECAB0WOgBgs997nM6efKkEomEHnroIT3zzDMt3/viiy/qAx/4gE6ePCnLsvTUU09teM9v/MZvyLKsdT9uueWWDv4JAKBudn6h9uuwL1Ydy1JRUZU9M1gmPAZLAAAA7F7ODxCUrOQW7+y+kv9EVloFrRQIEAAAAGAXynlJpnmg1xoIpPp9s1PJhXwSAIMu1ADBV7/6VT3++OP61Kc+pdOnT+uuu+7Su9/9bs3NzTV9fy6X06lTp/TpT39aMzMzLT/v7bffritXrtR+fPOb3+zUHwEA1llYXJIklV1LFUVDPYttW5IsZWUGy7jXY3tqAQAA0FcK2VVJUsnpvQaCYCfsiPJaLbATFgAAALvgry+QpFw5xHO0EAQI7Ep2i3cCwN6EGiD47Gc/q4997GN69NFHddttt+kLX/iCUqmUvvjFLzZ9/wMPPKDPfOYz+tCHPqR4vHU1eCQS0czMTO3H1NRUp/4IALDO0tKiJGmtbEmWFepZHP/rB2sMaCAAAADAXhRza5KkqtOLDQQmQBC1qsoVWN0FAACAXfDXF1SdhHqvf0Aq+E1grDAA0GmhBQhKpZKeffZZPfzww/XD2LYefvhhffvb397T53711Vd1+PBhnTp1Sr/8y7+s8+fPb/r+YrGo1dXVdT8AYKcqVVeZtWVJUqYH9q7a/t/wax4BAgAAAOxdOd+7AYJyw5mKBZ7IAgAAwC74DQRupPfmXUkq2kEDASsMAHRWaAGC+fl5VatVTU9Pr3t9enpaV69e3fXnfeihh/TlL39ZX/va1/T5z39eb775pt75zndqbW2t5e954oknND4+Xvtx7NixXX99AMPrykpBSf+b9Gs9UJsaNBBk/QaCuMsKAwAAAOxetWD+Xe1Fe+9C1bMcFRSTJJUJEAAAAGA3/ABBLwZmpfoKA4cAAYAOC3WFQSe85z3v0d/9u39Xd955p9797nfrj//4j7W8vKzf+73fa/l7PvGJT2hlZaX248KFC108MYBB8fq1jEbkBwhK4Zdc2ba/woAGAgAAALSB51e6WpFEyCdpLu8HZytFLlQBAACwC/686/bovBsECGggANBpkbC+8NTUlBzH0ezs7LrXZ2dnNTMz07avMzExobe85S167bXXWr4nHo8rHo+37WsCGE4vXFxRSuYp/7UeWLtqW5YsSRmZwTLu0UAAAACAPfCfyLJiqZAP0lzBSkjeitwSDQQAAADYhWCFQc82EJhzORUeFAPQWaE1EMRiMd133316+umna6+5rqunn35ab3/729v2dTKZjF5//XUdOnSobZ8TAJp5/sKyRiw/QNADDQSSaSEIGgjiNBAAAABgD6yyuVCNxHr1QtV/UqzME1kAAADYhSBAEOnNebdQW2FAYBZAZ4XWQCBJjz/+uD7ykY/o/vvv14MPPqinnnpK2WxWjz76qCTpkUce0ZEjR/TEE09Ikkqlks6cOVP79aVLl/Tcc89pZGREN910kyTp4x//uH7+539eJ06c0OXLl/WpT31KjuPowx/+cDh/SABDwfM8PX9xRTf6KwwyPRIgcCxLGQUrDGggAAAAwO6Uq66i1bzkSE68NxsIinZCciWLAAEAAAB2w19hUO3RAEF9hQEPigHorFADBB/84Ad17do1ffKTn9TVq1d1991362tf+5qmp6clSefPn5dt10sSLl++rHvuuaf2308++aSefPJJvetd79I3vvENSdLFixf14Q9/WAsLCzpw4IDe8Y536G/+5m904MCBrv7ZAAyXyysFzWeKGo2a3QVrpZAP5LNtKVtrICBAAAAAgN1ZypVq67oi8XTIp2mu7F+oxty88qWqkjEn5BMBAACgr9QaCHo0MFtbYUBgFkBnhRogkKTHHntMjz32WNOPBaGAwMmTJ+V5mz/V+7u/+7vtOhoAbNvzF5YlSUdTVakorRV7o4HAtiytuX4DgUsyFQAAALuzlC1rxA8QKNqbF6ol28y9I8prIVvU0VhvnhMAAAA9KmggcHqzgaBQayAgQACgs+yt3wIA2MrzF5clSUfTriRprVdWGNiWsjKDZcIjQAAAAIDdWcgWlbJMgKDXK13TKmgx2yOVYAAAAOgfvd5AYJt512GFAYAOI0AAAG0QNBBMx8uSpEyP3FfalqUMKwwAAACwR0vZstJ+A4Hbq09k+ReqaSuvBQIEAAAA2Cm/gcDt8cAsDQQAOo0AAQDsUdX19MNLq5KkfVFzUdkrKwwcy9KaTGI2TgMBAAAAdmkxW1S65xsIzLlGlddCryR6AQAA0D+K/gqDSCLkgzQXBAicSjbkkwAYdAQIAGCP3riWUaZYUTLq1J7K6pUVBrYtrfkNBAkaCAAAALBLi40NBL1a6RqsMLAKWswWQz4NAAAA+k6vrzCwWGEAoDsIEADAHj3nry+448i4LL/mqmcaCGxLGfkBApdqKwAAAOzOYqagVC1A0KsNBH6AQKwwAAAAwC74AYJqr67s8hu3WGEAoNMIEADAHr1wcUWSdNex8dqerLUeua+0LUuZWgMByVQAAADszlo2q4jlSurdC9UgQDBiFbTICgMAAADsVGlNUu8HZp1KTvJ64wE2AIOJAAEA7NHzF5clSXcenajtycr0yAoDx7K05jcQRFVRzAn5QAAAAOhLucxy7dduj+6ELdBAAAAAgL0IGgh6fIWB5blShXW1ADqHAAEA7NGb82awvGVmtDZk9soKA9u2lFU9MTsas0I8DQAAAPpVMWuexqo6ScnqzVRq0a90TatAgAAAAAA75z8c1qsNBCUrXv8P/6wA0AkECABgDypVV2uFiiRpXyoilf0AQY/cVzq2paqcWjp1LL7FbwAAAACaKOXM2i43mg75JK0FDQSjVl6L2WLIpwEAAEDf8R8Oc3t0ZZdn2fUH14qr4R4GwEAjQAAAe7CcL9d+Pe7ULyl7poHALxzI26Z2ayxOAwEAAAB2xvM8lQvmCScrPhLyaVor2sEKg4IWMz2S6AUAAEB/8DypZGbeXl1hIElrwercEg0EADqHAAEA7MFyzlxMjiUiilRykiTPclSshnmqOscygYGcZZ4UI0AAAACAncoUK0q4Zta1ezlA4DcQpKyi8qWyCuUeGcoBAADQ+8o5Seab8726wkCSVmsNBAQIAHQOAQIA2IPlnGkgmEzHakNbtYcGTNuvIMhbNBAAAABgdxazJaVk2rb6IUAgmRaChSwtBAAAANgmf32BJLlO7+6BXQtKcGkgANBBBAgAYA+W/ADBRDJaG9rcHqq4sv0GgrxtQg3jic3eDQAAAGy0mC0prYL5jx4OEFQUVblqnshKK88aAwAAAGxf8A352Ihk9e63zmorDIpr4R4EwEDr3b8FAaAPLPkrDCZSsYYdWb3TQOD4DQQ50UAAAACA3VnMlpS28uY/YulwD7MZy6pVuqatghayxS1+AwAAAOALVgL08rwraS1YYUADAYAOIkAAAHuw7AcIJlPR2pDZSw0Ejt9AkGOFAQAAAHbJNBD434yP9W4DgSSt+aUDo8prkRUGAAAA2K5ghUGvBwhoIADQBQQIAGAPaisMGhsInN5pILD9v+WzBAgAAACwS4vZklKWv8Kg1wMEtQaCvBZYYQAAAIDtqgUIenzeDUbcIg0EADqHAAEA7MGyHyCYbAgQ9FIDge03EGQtE2ogQAAAAICdWsyVNKI+WGGg+hNZIypogQYCAAAAbFfJf6K/xwMEq6wwANAFBAgAYA+CFQYTDSsMqpHeaSBwbH+FgfwGgliYpwEAAEA/WsyUlApWGMR7+0J1zT9mWnktZovhHgYAAAD9I2gg6Pl5lxUGADqPAAEA7MFSY4CgFxsI/ADBmlhhAAAAgN1ZypWU7pMVBqu1FQYFLdJAAAAAgO2qrTDo9cYt/xc0EADoIAIEALAH61YY1BoIeidA4AQrDMQKAwAAAOzOQrakdB+uMJjPECAAAADANgVP9Pf6vFtrICBAAKBzCBAAwB4EDQSTqVhDA0HvrDDwCwiU8QME4wkCBAAAANiZpWxJKctfB9DjDQS1AIGVo4EAAAAA21drIBgN9xxbCOZdVhgA6CQCBACwB0EDQeMKg2oPBQgcP0GQ8YIVBmGeBgAAAP1oIVvSSK2BoMcDBH7OIS1WGAAAAGAHgpUA/dJAUCJAAKBzCBAAwC7lS1UVK64kaTJdX2Hg9tAKA9tfYZBhhQEAAAB2oVRxtVaoKKWCeaHXL1RrDQQFZYoVFcrVkE8EAACAvlBrIOjteXfVD8yywgBAJxEgAIBdCtYXRGxL6ZjT0EDQOwGCoIFgzSNAAAAAgJ1b9mfedLDCIN7rDQT1AIEkWggAAACwPUEDQbxPVhiUCBAA6JxdBQjeeOONdp8DAPpOECCYSMVkWVZt75Tr9M4Kg6CBYE0JSVIqakluJcwjAUDfYOYFALO+QKp/Q75fnsiacMwvCBAAQGvMuwDQoNhnKwxoIADQQbsKENx00036qZ/6Kf2H//AfVCgU2n0mAOgLK7myJGkyFTUv9GADge3/Lb/m1kMNTiUX0mkAoL8w8wKAtJQtyZLbsMKgxxsI/Ceyxm1z3gUCBADQEvMuADTokxUGa8F4W8lLVR4UA9AZuwoQnD59Wnfeeacef/xxzczM6Nd+7df0zDPPtPtsANDTlmoBgph5wU99uj0UIHD8BoKSHJVkzkmAAAC2h5kXAMw34JNq+CZ8rwcI/CeyRq28JGkxW9zs7QAw1Jh3AaBBLUDQH/OuJKm0Ft5BAAy0XQUI7r77bv32b/+2Ll++rC9+8Yu6cuWK3vGOd+htb3ubPvvZz+ratWvtPicA9Jz6CoPebSBwbBMgcD2pYJs1Bk6ZeisA2A5mXgAwM29aef+/LCnaO+u6mgkaCILGhIUMDQQA0ArzLgA0CL4Z3+MBgrIrubZ/H80aAwAdsqsAQSASiej973+/fv/3f1+/+Zu/qddee00f//jHdezYMT3yyCO6cuVKu84JAD1nuTFA4Falsnmyv5cCBLbfQOC6noqWuey1aSAAgB1h5gUwzBYyJaWthvUF/nzZq9b8woGkZ0IPrDAAgK0x7wKA+maFgdRw/1wiQACgM/YUIPje976nf/SP/pEOHTqkz372s/r4xz+u119/XV//+td1+fJlve9972vXOQGg56xbYVCs10W5kd55Ksv2GwiqrqeCHyBwKtkwjwQAfYeZF8AwMw0E/nfl4739NJZUbyCIV3OSPC3SQAAAW2LeBQDVAwRtnHnLVVfLSmn8xz+kM8VJfffsopbaEHCtrdClgQBAh0R285s++9nP6ktf+pJ+9KMf6b3vfa++8pWv6L3vfa9s2+QRbrjhBn35y1/WyZMn23lWAOgpy36AYCIVq6c9nZg8JxbiqdZzggYCryFAUKaBAAC2g5kXAMwT/LUVBn3wNNaqvxPWVlVxlWkgAIBNMO8CgK+hXdasMFjc86c8t5DVn744q7xOaOKdJ3StKl17fUF//fqCpkZi+tnbZnRgNL6rz10NHmArrW3+RgDYpV0FCD7/+c/r7//9v6+PfvSjOnToUNP3HDx4UP/u3/27PR0OAHpZsMJgMhWtpz17bEeWEzQQeJ6KVsK8RgMBAGwLMy8ASEvZklKNKwx6XGNeYER5LWaL4R0GAHoc8y4A+EoN96V7nHk9z9P3zi3p268vyJMUU1lLZ/5at991j7yxGV1YzGk+U9IfPHtR771jRif27zykSwMBgE7bVYDg61//uo4fP15LowY8z9OFCxd0/PhxxWIxfeQjH2nLIQGgFy35AQLTQDBnXuyxWlc/PyDXlQq2SabaFRoIAGA7mHkBQFrMlnRjsMKgDwIEnqSqk5RTzWvEytNAAACbYN4FAF8QILAcKbK7VgDJ/P359MtzevHyqiTp9sNjGr/8jP7jf/2MTtz//9Hddx9RvlTVH//gii4u5/Wfn7+sn77loN52eHxHX6daCxDQQACgM+yt37LRjTfeqPn5+Q2vLy4u6oYbbtjzoQCgH9RXGESlohkKFRsN8UQb2UEDgduwwoAAAQBsCzMvAPgrDKz+WWEg1S9UR1TQYoYAAQC0wrwLAL5SQ7usvxJ2N85cWdWLl1dlSfrpWw7q4VunZctb955kzNEv3nNEt8yMyvOkv3hpTpeW8zv6Om5thQENBAA6Y1cBAs/zmr6eyWSUSCT2dCAA6BfLeRMgmEzF6nVR8d4KEDj+wOt6DQGCMisMAGA7mHkBDDvP87SULSktf4VBj7VttRJUuqaV11qxomKlGvKJAKA3Me8CgC/4Rvwe5t2FTFHf+NE1SdLbb9yvO460bhVwbEs/e9u0CRFI+tMXr6pQ3v7MWo34wV4aCAB0yI5WGDz++OOSJMuy9MlPflKpVKr2sWq1qu985zu6++6723pAAOhFrutp2V9hMJmKSlf3PmR2Qq2BoDFAUCFAAACbYeYFAGO1UFHF9ZR2/ABBvzQQRM3f26N2QapKS9myZsadkE8FAL2DeRcArhM8HLbLebdcdfXHP7yqiuvpxL6U7j8xueXvsSxLP/XWg7qyUtBKvqy/eHlO73nbjKxtNCDUVhjQQACgQ3YUIPj+978vyaRTf/CDHygWi9U+FovFdNddd+njH/94e08IAD1orVCR6wf1JxobCHpsL2zQQOB5amggYIUBAGyGmRcAjKWsCcxORPw1AD0267YSNBBMxytSTprPFDUzzpO0ABBg3gWA65T8B652GSB45s1FLWZLSscc/ezt09sKAUhSLGLr5942o9//3gW9OpfRyatruu3Q2Ja/r7bCoEiAAEBn7ChA8N//+3+XJD366KP67d/+bY2Nbf0XGQAMoiW/fSAdcxSL2FJx1Xyg5xoI6r/OW+bS1KaBAAA2xcwLAMaCHyCYjJSkqvomQFD1L1QPxstSTlr0/xwAAIN5FwCuU9r9w2GZYkXPXViWJP3ULQeViu3o226aGUvox07t11+/vqBvvTavmw+OKOpsvn2cBgIAnbb530ItfOlLX2KwBDDUggDBRMpP6df2ZPXW341OQ9o1r2CFAQ0EALAdzLwAht1SY4BA6psVBq5jLlSnokVJBAgAoBXmXQDw7SFA8Mybi6q4ng6NJ3Rqanfz8r3HJzWWiChXqtbCCJsJGrdUXNvV1wOArWw7CvX+979fX/7ylzU2Nqb3v//9m773D//wD/d8MADoZcv5siRpIhU1L/ToCgPbrgcIcsEKAxoIAKAlZl4AqAu+8T7mmG/E90uAIHgia58ffFggQAAANcy7ANDELlcYLOVK+uHlFUnST9w4te3VBddzbEtvP7Vff3pmVs+eW9IdR8aViDot31+trTAgQACgM7YdIBgfH6/95Tc+Pt6xAwFAP1j2GwgmNzQQ9FiAwLJkSfIk5f0AgV2mgQAAWmHmBYC6RX/mHbH8AEF8NMTTbF+wE3bCDz4sZIphHgcAegrzLgA0EQQIdni3+zevL8jzpJP7UzoymdzTEd4yM6rvnV/SQqak751b0jtummr5XjfiBx1YYQCgQ7YdIPjSl77U9NcAMIyWstc3EPhpzx68VLVtS1XXU040EADAVph5AaAuaCBIK29e6JcGgqg556jNCgMAuB7zLgA0Edzt7qBddilb0itz5hv4P35j62/2b5dtWfrxU/v1X1+4oucuLOvuYxMaiTf/Fl61tsKAAAGAzrB385vy+bxyufoTrOfOndNTTz2lP/uzP2vbwQCgl21oIKgNmb0XIHD8JwuyQYCgWpDcaphHAoC+wMwLYNgF33hPqWBe6JcAgd9AMGKZ4AMrDACgOeZdAPDtYoXBCxfN6oJTU2kdGI235Rg3TKV1aDyhquvphYvLLd9XW2FAAwGADtlVgOB973ufvvKVr0iSlpeX9eCDD+q3fuu39L73vU+f//zn23pAAOhFK3nTQDCe9BsIenSFgSTZ/t/0eTXUaBVXwzkMAPQRZl4Awy4IEMTdoIGg98Kyzbj+E1lBcwINBADQHPMuAPhqAYLt3e2WKq7OXDH3q3cebd86GMuydM+xCUnSDy+tqlJ1m77PpYEAQIftKkBw+vRpvfOd75Qk/cEf/IFmZmZ07tw5feUrX9G/+Tf/pq0HBIBelC+bJ/hTcce8EAxrO6i56paInyAoWlEVKp55MWhMAAC0xMwLYNgF33iPVf2nU/umgcBcqCZcc+6FTDHM4wBAz2LeBQBf8HDYNufdH11dU6nqaiIZ1fF9qbYe5cYDIxqJR5QvV/XqXPOAQG2FQWlN8ry2fn0AkHYZIMjlchodNU8e/Nmf/Zne//73y7Zt/diP/ZjOnTvX1gMCQC/Kl036MxEJAgT+N+TjvfdUlmObFQauJ60WCRAAwHYx8wIYdkGAIBIECHqwbauZ4ImseBAgoIEAAJpi3gUAX61dduu7Xc/z9PylZUnSHUfHZfnrY9vFti3d4bcaPHdhWV6TgECtgcBzpXJuw8cBYK92FSC46aab9J/+03/ShQsX9Kd/+qf62Z/9WUnS3NycxsbG2npAAOhFBb+BIBnzAwQ7GDK7LeIHCKqetBo8fEWAAAC2xMwLYNgtZktyVJVd9YfIHmzbaqbqmNVdkYqpol0rVFSqNK9/BYBhxrwLAL7aCoOtGwguLxe0kCkpYlu67VBn/q582+ExObalubWirq4WNnzcdRKS/OACawwAdMCuAgSf/OQn9fGPf1wnT57UQw89pLe//e2STFL1nnvuaesBAaAX1QIEUcfURJV6d4WBsy5AQAMBAGwXMy+AYVasVJUpVpRWw4Vlv6wwiJpz2uWs/FFYSzlaCADgesy7AOArbn+FwQt++8BbZ0aViDodOU4qFtFbps098/MXVja+wbLqD7KVCBAAaL/Ibn7T3/k7f0fveMc7dOXKFd11112113/mZ35Gv/RLv9S2wwFAr8qXTIAgEbVNTZTnP9HUg7WukaYrDFZDPBEA9AdmXgDDbClbliSN2n77gB2VIvEQT7R9QaWrVcxoXzqm+UxJC5mSpscSIZ8MAHoL8y4A+GoNBJu3y5Yqrl6/Zt57x5Hxjh7prqMTeunKml6dW9NPlg9sDCvERswdLw+KAeiAXQUIJGlmZkYzMzPrXnvwwQf3fCAA6Af5chAgcOpDmmVL0VSIp2rOcYIGAosGAgDYIWZeAMNqMWue2D+UrEpV9U37gCRVI2aFgSp5TY05ms9IC9ni5r8JAIYU8y4ASCr5d6VbzLxvzGdUdT1NJKM6ONrZcO30WEJTIyYM++psRnccvS6wEB+R1kQDAYCO2FWAIJvN6tOf/rSefvppzc3NyXXX7xJ844032nI4AOhV61YYBE/zx0ZNfVSPidhmW03Vk1YKBAgAYLuYeQEMsyBAMJOoSFn15KquVoIGAkk6kqroZdX/PACAOuZdAPDVGgg2DxD86Kq5U33LzKisLtwD3zIzpm++Nq+Xr65uDBAE8zn3vAA6YFcBgl/91V/VX/7lX+rv/b2/p0OHDnXlL0oA6CWFsvlHdSLq1BOqPbi+QLpuhUFwb1pghQEAbIWZF8AwW8yZwfFgECDo0Vm3Gc+OSk5MqpZMg4KkhQwBAgC4HvMuAEiqlKSqPytuMvPmy1WdX8xJkt46vfmqg3Z56/SovvnavC6vFLSSL6//YHDWIg0EANpvVwGCP/mTP9Ef/dEf6Sd+4ifafR4A6AvBCoNkzJFyQcVVb16qOnawwkCsMACAHWDmBTDMFjOm8v9AzL9M7aMVBpKk+KiUW9B0vCzJoYEAAJpg3gUArV8BEG09874+l5HrSVMjMe1Lx7pwMGkkEdGxyaQuLOX1o6trOtz4wfiY+bnEPS+A9rN385smJye1b9++dp8FAPrG+hUG/pAZ707ydKciBAgAYFeYeQEMs8WcecJpf8x/0qnfAgR+uPegH4BYyBbDPA0A9CTmXQBQfX2BE5MirYMBP5r11xd0qX0gcMuMCQq8fHVVntfwAVYYAOigXQUI/tW/+lf65Cc/qVwu1+7zAEDP8zyv1kAQj9r1lGqP1ro6tRUGVkOAgBUGALAVZl4Aw2zR/4b7pBMECHozLNuS/0TW/qj5c7DCAAA2Yt4FANUDBJu0y2aKFV1cykvq3vqCwI0H03JsS0u5spZLDatmgofZCBAA6IBdrTD4rd/6Lb3++uuanp7WyZMnFY1G13389OnTbTkcAPSiYsWtpT1NA0FvrzCIOCYrZhoI/BcZLAFgS8y8AIbZUtYEByYcf4DstwaCxLgkaV/EnJ8VBgCwEfMuAKj+cNgmd7uvzZn3HBpPaCwZbfm+TohHHN04ldYrcxmdzzU8E+zPuyrwoBiA9ttVgOAXf/EX23wMAOgfxbJb+3WiMUDQoysMHFYYAMCuMPMCGGZB5f+o43/jve8CBKaBYMIyT4oRIACAjZh3AUANAYLW8+6b86al4MYD4TxA9paZUb0yl9HldQECM+/SNAugE3YVIPjUpz7V7nMAQN8I1hdEbEtRp3GFQW8GCCK1FQbSSoEAAQBsFzMvgGEWNBCMWAXzQo+u62rJX2Ewapla7vlMcbN3A8BQYt4FANVXGLSYd0sVVxeXzEx5aiqcUO2JfSlFbEu5qhSbvtG86M+7NBAA6AR767c0t7y8rH/7b/+tPvGJT2hxcVGSqbW6dOlS2w4HAL0oCBAko455obh1zVWYaCAAgN1j5gUwrBb8J/ZT8gMEPTrrtuQ/kZX2zIXwaqGictXd7HcAwFBi3gUw9IqbNxCcW8zK9aSJZFST6VgXD1YXcWyd2J+SJKXe8nbzYtBAUFgJ5UwABtuuGgheeOEFPfzwwxofH9fZs2f1sY99TPv27dMf/uEf6vz58/rKV77S7nMCQM8o+AGCRMwPEJSCFQa9eakaqQUIrIYAAclUANgKMy+AYeW6npZyJkCQ9MwKgL5bYeA/kZWoZmRZkudJS9mSDo4lQj4YAPQO5l0AUMMKg+Z3u8H6ghtCah8I3HRgRK9fyyp5sx8giI+bn4sECAC0364aCB5//HF99KMf1auvvqpEov6P7/e+9736q7/6q7YdDgB6UdBAkIj6f4UGT/PHenWFgTmn60mrQXNrKSO51fAOBQB9gJkXwLBaK1RUdU3wNOYGAYLeDMu25D+RZRfXtC9lnhQLWhUAAAbzLgCovsKgybzredLZebO+IOwAwcmptCx5ih04octrlYYGAh4UA9B+uwoQfPe739Wv/dqvbXj9yJEjunr16p4PBQC9rFBqscIg3psBgqYrDKR6uhYA0BQzL4BhtZA1qdOReEROubfXdbUU7IQtrmqfXzW7kCFAAACNmHcBQA0NBBsDAoslS/lyVbGIrcMTyS4fbL1E1NGBhLnb/c6lwrp5FwDabVcBgng8rtXVjX8pvfLKKzpw4MCeDwUAvaxQuS5AEAyZvbrCwKkHCIpVybX87TVBcwIAoClmXgDDKlhfsC8dqz+R1aOzbksJv9K10BAgyBY3+Q0AMHyYdwFAm867V/LmW2gn96VqD2mF6XDSleQHCBrmXXneJr8LAHZuVwGCX/iFX9C//Jf/UuVyWZJkWZbOnz+vX//1X9cHPvCBth4QAHpNvmQGtfj1DQQ9+lRWMNz6LbRyoynzCwIEALApZl4Awyp4Un8yHWuYdcOtbN2xoNK1uKKpkbgkGggA4HrMuwCghvW0G+92r+bNvWrY6wsCQYDglYWyZssmJCuvKpVzIZ4KwCDaVYDgt37rt5TJZHTgwAHl83m9613v0k033aTR0VH963/9r9t9RgDoKfny9SsM/CGzR1cYRGorDPyfI/7AS4AAADbFzAtgWAUNBPsbGwj6LUAQrz+RNTVCAwEANMO8CwBqOe86o/u1UrZlSTrRIwGCZEQqXn5ZkvQXr2Uky7+fLrDGAEB7RXbzm8bHx/X1r39d3/rWt/T8888rk8no3nvv1cMPP9zu8wFAzylcHyAo9XqAwGTFqn4DQT1AwGAJAJth5gUwrBayDSsMrgYNBL0567YUNBAUVrTfbyCYX6OBAAAaMe8CgBoCBOsbCBIn7pYkTY8l6vfAPSD/+vcUP3yLvvHKNX04MSbll6TCijR2KOyjARggOw4QuK6rL3/5y/rDP/xDnT17VpZl6YYbbtDMzIw8z5Nlhb8HBgA6KQgQJKJ+iUu/rDDw/7sarDAgmQoALTHzAhhmS0GAIBWVSn26wiAerDBY01SaBgIAuB7zLgD4Wsy7iZN3S5KO7Ut2+UCby7/xPU2881f0rdcW5E2Oycov8aAYgLbb0QoDz/P0C7/wC/rVX/1VXbp0SXfccYduv/12nTt3Th/96Ef1S7/0S506JwD0jHzJbyCIOVKlKLlmV6DivRkgqK8wMP/tssIAADbFzAtg2AUNBFMpS3Ir5sV+CxAEDQReVQeT5s9wLUMDAQBIzLsAsE5p48Nhnucp6TcQHN+XCuFQrZWuvq7xuK1MsaKc5c/oPCgGoM121EDw5S9/WX/1V3+lp59+Wj/1Uz+17mN/8Rd/oV/8xV/UV77yFT3yyCNtPSQA9JJCJWggcNZ/E77HGwjqKwz8oZcAAQA0xcwLYNgFDQQHY5X6iz0667YUTZmdsF5VB6PmzzO/RgMBAEjMuwCwTrDCoOHhsPOrFTkjk3IsTzPjiZAO1oqnu2fi+stzec1X4kpLUnEl7EMBGDA7aiD4j//xP+qf//N/vmGwlKSf/umf1j/7Z/9Mv/M7v9O2wwFAL8qXzDKAdQGCaFqye2cXVqPaCgPPDxLQQAAAm2LmBTDsFoMGgpj/xH4kITk73oAYLsuqtRBMRQuSzAoDz/PCPBUA9ATmXQBoUNy4wuAHs/48HPcUsXf0bbSuuPdQXJJ0OW9WddFAAKDddvQ33wsvvKCf+7mfa/nx97znPXr++ef3fCgA6GX5sr/CIOrUK656dH2BJEWchr2FTkTVKA0EALAZZl4Aw24xZy5MJ6P+qq5+W18QSIxLkiZtEyAolF1l/XVkADDMmHcBoEHQQNDQuPXCrGmuOphwwzjRlu6ejsu2pMtFP0BQJEAAoL12FCBYXFzU9PR0y49PT09raWlpz4cCgF5WbAwQFDfuyOo1jSlZy4nJrTUQMFgCQDPMvACG3WLGBAj2RfwGgh6edTcVNw0ESTdrZndJCxnWGAAA8y4A+Dyv/oCYP/OWq65+eM1f6ZXozfaq0bitu45NaNXzHxSjgQBAm+0oQFCtVhWJtK4tdBxHlUql5ccBYBAEDQSJqF1/ij8+GuKJNmc3FBBYkZiqERoIAGAzzLwAhlmhXK09pT9m+99s79cAgd9AoMKy9o+Yp7PmCRAAAPMuAAQqBcnzG6r81q3nLyyrUPFUza1oPNqbAQJJ+sm3HNSakuY/CivhHgbAwNnREkPP8/TRj35U8Xi86ceLRf4hDmDw1QMEjlTq/QCBZVmK2JYqrmcCBNGggYAAAQA0w8wLYJgt+esLIrallPLmxX5dYeA3EKi4qqmRQ7q4lNe1tVK4ZwKAHsC8CwC+YH2BVJt5v/navCSpcO55Wbf8WBin2paffOsB/bf/bh4UcwsrO3taGAC2sKMAwUc+8pEt3/PII4/s+jAA0A8KwQqDWH+sMJAkpzFAwAoDANgUMy+AYbbgry+YTMdklf15Md7bs25LCT9AUFjV1Ij5JtlClm+KAQDzLgD4gvUF0ZRkm5VXf/3agiQTIJB6N0Bwx5Fx/efYqORJq8uLmgj7QAAGyo4CBF/60pc6dQ4A6Bv5sitJSkQcKRM0EPT2pWrEsVSsSFYkygoDANgCMy+AYRY0EOxPx+rz4kA0EPgrDGggAADmXQAI1B4OM/NuoVzVcxeWza/PvRDSobbHti0dnp6WrkrZFQIEANqLVhMA2KFCqaGBIEip9vAKA0mK2OaveysSk8sKAwAAALSwmDXfYN+XjtUrXWO9Peu2RAMBAAAANlObd83DYc9fWFap6moyYauyfCXEg23PDUcOSZLKueVwDwJg4BAgAIAdKlRMgCARdRqeyurtBgLHtiRJlhOjgQAAAAAtBQGCyXSsHpbt1waCxLj5ubGBIEOAAAAAAL7S+rvdZ95clCTdeiAW1ol25NYbjkmSnPKacqVKyKcBMEgIEADADuVLQYDA7qMGAj9AEI2pGmloIHDdEE8FAACAXhMECPavayDo0wBBvN5AsN9vIJjPsMIAAAAAvuvm3WfOmgDB7VP9ESA4NH1QkjSqnL57dink0wAYJAQIAGCH8mV/hUG/NhBEg7N6UnE1vEMBAACg59QaCFINDQTx3p51W6qtMFiprTCggQAAAAA1QYAgPqJK1dWz58w34W/rkwYCy2/cGlVO33r1WsinATBICBAAwA4VggBBzJGKfdZAEInKc2JSJGE+UFgJ8VQAAADoNbUGgpFYfdbt8bBsS0EDQeMKgzUCBAAAAPAV6yu7Xry8qlypqvFkVMfGI+Gea7v8edexPJ1+7ULIhwEwSAgQAMAOVKquylVPkpSIOH3zVFatgSDip2eDfbAECAAAANBgfQNBn68wqM28q7UGgtVCRaUKa7wAAACg+t1ubETPvGnWFzxwcp9sywrxUDsQTcqzTdjh4pXZ2iwPAHtFgAAAdqDQcNloGgiCFQa93kBg/rq3nKh5gQABAAAAmqg1EKQbAwS9HZZtqdZAsKLxZLTWyrWQpYUAAAAAWjfvfscPEDx0w74QD7RDliXLn3lHrby+/fpCyAcCMCgIEADADuRL1dqv4xG7HiDo9QYCx28giJonr+oBguVwDgQAAICeVGsgSMekUhCW7e1Zt6VEECBYk21J+9KmjWshw5NZAAAAUK2BwIum9d2zfgNBPwUIpNrMO6qcvvnafMiHATAoCBAAwA4UyiZAkIjasiyrYYVBrzcQ+AGCWgPBhPmZBgIAAAD4XNfTUq5ZA0GfrjAIGgg8VyplamsMrmVoIAAAAIBqd7vz5YhW8mWlYo5uPzwW8qF2yJ95x6ycvvMmDQQA2oMAAQDsQBAgSEYd80Kxvierl9UCBBHz1BUrDAAAAHC9lXxZrmd+PZmO1WfdHm/baimalGw/QFtY1dSoCRDMrxEgAAAAgGrz7pur5u703uOTijp99m0z/5531MrpjWtZza0WQj4QgEHQZ38TAkC48o0BgmpFquTNB3q8gcAhQAAAAIAtLGTNN9bHEhFzcVpb19VnT2EFLKu+xqCwoqlghUGWFQYAAABQbd59dcV8q+z+k5NhnmZ3/Hvet467kqTvvLkY5mkADAgCBACwA4WyGcQSUae+E1bqgwYC89d9fYWBHyDIL4dzIAAAAPSchYy/vmAkLrlVqeyvMOjXAIFUP3uRBgIAAABcxw8QvLhgarjuPd6HAQJ/3r1l0vwZWGMAoB0IEADADgQNBImoU690deJS8GR/j6o1EETNpamSE+ZnGggAAADgW/SfzN+fjknF1foH+nWFgdTQQLBq/lyigQAAAAA+f+Z9M+PIsqS7j0+Ee57d8OfdU6Pmwbe/eYMGAgB7R4AAAHYgX/JXGMQcqdQ/O2EjQYDg+gYCAgQAAADwBd9Y35eO1dcXOHEpEg/xVHvU2EAw4jcQZGggAAAAgGozb8ZL6i0HRzWWiIZ8oF3w593DCTPLvzaXYd4FsGcECABgB4qVoIHArjcQ9Pj6AklyHD9AEDQlECAAAADAdWoNBCMNAYL4aIgnaoOGuTdYYXCNFQYAAACQ6gECJXXviYlwz7JbfgNBoprVLTNmdv8OLQQA9ogAAQDsQK2BIOrUa1374FK11kBQCxBMmJ8Ly6GcBwAAAL1nwX9SaV0DQR/MuptqaCBghQEAAABqXHddA8E9xydDPtAuNcy7P3ZqvyTpO28uhHggAIOAAAEA7EC+HDQQNK4w6P1LVacWIGCFAQAAAJqrrzCID06AoDb3ruqA30CwmC3Jdb0QDwUAAIDQlbOSzEy4pqTu7dcAQcO8+2On9kmS/uYNAgQA9oYAAQDsQKHsSvIDBH20wiBim7/uWWEAAACAVoIVBlMjsXrbVjA39iu/0lWFFdOsIKnqelrM0UIAAAAw1PzAbMWzFU+kdWoqHfKBdqlh3n3wBtNA8MpspjbbA8BuECAAgB0IGgiS6xoIej9AUGsgcK5bYVDKSNVKOIcCAABAT1msNRAM5gqDqGPXQgTz/roGAAAADCl/3l1TSveemJTt35/2nbgf+C2ual86prdOm/n9GdYYANgDAgQAsAOFIEAQc+pPZfVFA0GwwuC6BgKJFgIAAABIkuYzAxggqD2RZWb3AyNmjcG1NQIEAAAAQ82fdzNeH68vkDbMuw/cYP4s3zu7FNaJAAwAAgQAsANBgCARsesrDIKnmnpYxAkCBFHzghOpBx8Ky+EcCgAAAD3DdT0t+bX++9PxwQkQNDQQSNLBMRMgmFslQAAAADDU/Pkwo6TuPdHHAYLGedd1df+JfZKk754jQABg9wgQAMAO5Et+gCDWpysMggYCqd5CQAMBAADA0FstlFV1PUl+A4H/BFPfBwhaNRCwwgAAAGCorSybiv+Mkrrr2ES4h9mLYN6VJ5Uyuv+kCUO8eGmldpcNADtFgAAAdiAfrDCIOvUGgr5YYWD+uidAAAAAgGYWsqZ9YDQRUSxiD1ADQX0nrCQdGGOFAQAAAKSLV+YkSV5sVCPxSMin2YNIQrL91tniqo5MJDUzllDF9fTcheVQjwagfxEgAIAdKJRdSVIi6jRcqvZDgMBvIHAaAwQT5mdWGAAAAAy9xWywvsCfF4tBA0Hvr+vaVIsGgjkCBAAAAENtdv6aJCmWHg/5JHtkWetmXsuyai0E3zu7GOLBAPQzAgQAsAOFxgaCUhAg6P1L1foKg6g8z1TT0kAAAACAwIJf6b+vFiAYkAaCREMDgevqwGjQQFAI8VAAAAAI29KiWWGQHpsM+SRtkFjfuvXAyX2SpO+dWwrrRAD6HAECANiBYIVBou9WGPgBAttR1c8PECAAAABAIFhhsC9tvsFeDxD0flh2U/HGnbBrOjiakMQKAwAAgGHmup4yq+bp/InJ/SGfpg2Cmde/573vhAlFnD63pKrrtfpdANASAQIA2IFCLUBg99UKg6CBQJLKVRoIAAAAsN5ixgQIpkYGrIEgmpCCNV6F1VoDASsMAAAAhtfZhayilawkad8gBAiuW9t1y8yoRuIRrRUr+tHVtRAPBqBfESAAgB3Ir1th4DcQ9MGlamOAoBgECJIT5uf8ctfPAwAAgN5SbyAYsACBVH8iq1gPEKwVKrVwMAAAAIbL8xeXNWrlJUlOcjzk07RBbd41D4pFHFv3HJ+QJD17bjGkQwHoZwQIAGAHCiU/QBDrrxUGlmXJtkxwoHZPSgMBAAAAfAMdIGh4ImssEVE8Yq5CWGMAAAAwnJ6/sKIRmQDBYMy7wT3vau2l+0/skyR99+xSGCcC0OciYR8AAPpJoeJKkhIRq68aCCTJkeRKKrusMAAAABhG58+f1/z8fNOPnbuyIElam7+s088u6N6SCRC88MpZVeLr58WXXnqpswdtt4YGAsuydGA0rotLec2tFXVsXyrcswEAAKBtNpt3G33r5Xn9bb+B4I1L17TsnV738X6edwMPnJyUJH3vLA0EAHaOAAEA7EDebyBIqSjJ/0Z8HzQQSJJjSWVPKlUJEAAAAAyb8+fP65Zbb1U+l2v68UOP/r8UO3iD/vnj/7NiV76vlX9mLiEffOfDKrZo+s9kMp06bntdtxM2CBDQQAAAADA4tpp3a+yIjv8vv6+RlAkQ/E//88f19JvNB95+nXcl6e7jE3JsS5dXCrq0nNeRiWRIhwPQjwgQAMA2eZ6nvN//n/T8iivLlqL9MXzZlvm5XAsQTJifC8thHAcAAABdND8/r3wup1/+9c9o+viNGz7+R5eiKlSl/9s/+aROOvPSwv9DFTn6x7/9/5Usa917X3rmL/Un//63VSgUunX8vQmCs/5O2IOjcUnStQwBAgAAgEGx1bwbWCpa+ovZqEYtEzT42//kN3VX9NS69/TvvFsPEKRiEd1+eEwvXFzR984u6sjdR0I6HIB+RIAAALap6K8vkKRENVhfMLbhQrVXOf4xaSAAAAAYXtPHb9TRm29f95rneSpdeE2SdOLGm3XCjUsLUjkyoqNveduGzzF7/vWunLVt4uvn3gNBgGC1Ty6EAQAAsG3N5t1GixeXpdlrGrPMLDhx8g55qZPr3tN/827QQLD+nvf+E/v8AMGS3keAAMAO2GEfAAD6RaFcr7KKBwGCoB6qDziWCQ6UghwEAQIA6JrPfe5zOnnypBKJhB566CE988wzLd/74osv6gMf+IBOnjwpy7L01FNP7flzAsBmihVXrp8xTcYcxSpZ83qkP1Z1ben6FQYjCUk0EABAOzHvAugXV1cLkjylZRpmS0463AO1Q5MVBpJ0/8lJSdL3zi11+0QA+hwBAgDYpmB9QdSxFCmvmReDb8L3gY0rDPyzVwpSmaevAKBTvvrVr+rxxx/Xpz71KZ0+fVp33XWX3v3ud2tubq7p+3O5nE6dOqVPf/rTmpmZacvnBIDNBHNuzLEVsW3FqiZAMBCXqVL9iSy/0vXgmN9AsEaAAADagXkXQD+ZWy0qqaJsmaesSpEBmHmvm3cD958wAYKXr65qtVDu9qkA9DECBACwTfmSuVhNRJx6mjPePwGCDSsM4mOS/BdpIQCAjvnsZz+rj33sY3r00Ud122236Qtf+IJSqZS++MUvNn3/Aw88oM985jP60Ic+pHg83pbPCQCbCebcZMyRpMELEGxoIDB/t84RIACAtmDeBdAvylVXi9mSRvz2AVe2ynYy5FO1QYsGgoNjCZ3Yn5LnSadpIQCwAwQIAGCbCmWTSk3EnHqas49WGNQaCIJ+WttuGC4JEABAJ5RKJT377LN6+OGHa6/Ztq2HH35Y3/72t3vmcwIYbkEDQTI6oAGC657IOjBKAwEAtAvzLoB+cm2tKE/SwXhJkj/vWla4h2qH4CG36xoIJOk+v4XgWQIEAHaAAAEAbNO6i9XgG+7x/gkQ1BoIKl79xWCNAQECAOiI+fl5VatVTU9Pr3t9enpaV69e7drnLBaLWl1dXfcDAAK56xsIKiZAUByUAMF1T2QFKwzmM0W5rtfqdwEAtoF5F0A/mV01a1yPp8z8OxDrC6T6vFtck1x33YceOLlPkvTds4vdPhWAPkaAAAC2qegHCBJRu14H1UcNBI5lLkdLjTMkAQIAGApPPPGExsfHaz+OHTsW9pEA9JDaCgO/gSBezUiSSpGR0M7UVon1T2TtT5sAQbnqaTnPLlgAGATMuwC2I1hhdSTZ0EAwCGoPuXlSaW3dhx44aRoInruwrHLVFQBsBwECANimQiUIEDSsMOjDBoJytbGBYML8XFju9nEAYChMTU3JcRzNzs6ue312dlYzMzNd+5yf+MQntLKyUvtx4cKFXX1tAIMpaNpKxQZ8hYEfmo1FbE2mopJYYwAAe8W8C6CfzK2a2W8mUZE0QPNuNCE5JiR7/YNip6ZGNJGKqlB29eJl2lkAbA8BAgDYpmLZJDTjkf5sILCDFQbVZisMlrt+HgAYBrFYTPfdd5+efvrp2muu6+rpp5/W29/+9q59zng8rrGxsXU/ACCQb7HCYGAuVGszb/3C9OBoQhIBAgDYK+ZdAP2iVHG1mDPNAwdj5ueBWdklbVjbFbBtS/efMC0E32ONAYBtioR9AADoF00bCILLyD5QayBwmzUQsMIAADrl8ccf10c+8hHdf//9evDBB/XUU08pm83q0UcflSQ98sgjOnLkiJ544glJUqlU0pkzZ2q/vnTpkp577jmNjIzopptu2tbnBICdyJXNE1j1FQYmQFAclBUGQQNBaU1yq5Lt6MBoXD+aXdO1TCHcswHAAGDeBdAPguDoSDyiUSsvaYACs5KZebPX6vfWDe47sU9//tKcvnd2Sb/6zhDOBqDvECAAgG0qNGsg6KMVBps3EBAgAIBO+eAHP6hr167pk5/8pK5evaq7775bX/va1zQ9PS1JOn/+vGy7Xgx2+fJl3XPPPbX/fvLJJ/Xkk0/qXe96l77xjW9s63MCwE5saCCoZiQN0IVqY2tYcU1KTujAqKl4DWpsAQC7x7wLoB/MrZng6MHReH1lV2RA5l2pZQOBJN3nNxA8e35JnufJsqxungxAHyJAAADbVPR3w8ajjrTqf8O9j1YYOJYJDvj3w0ZywvycX+72cQBgqDz22GN67LHHmn4suCQNnDx5Up7nNX3vdj8nAOxE3p9zU9EgQDBgKwwicbMTtlo0T2QlJ3TQDxCwwgAA2oN5F0Cvm/PnvoNj8Vrj1sDMu1L9QbcmDQR3Hh1XxLZ0ba2oi0t5HduX6vLhAPQbe+u3AAAkqVAxDQSJiFN/Yj/ehysMaCAAAACAz/O8Jg0EA3ihet0TWUEDwbUMAQIAAIBhMLtqGgimRxOKVYJ5d0BWdkkN8+7Ge95E1NHtR8w98OnzS908FYA+RYAAALapUGsgaFhh0EcNBLUVBi4BAgAAABiliqtgPEwGDQSVAQwQXPdEVhAgCC6SAQAAMLhKFVdLubIk00AQBGaLg7TCIHjQrUkDgSTde3xCknT6HAECAFsjQAAA21QMGggc2+xOleoXkX2ABgIAAABcL+eHZKOOpYhjrggG8kL1url3eiwhSZpbpYEAAABg0AVrq0biEaVikYbGrUFqINj8nve+E5OSpGdpIACwDQQIAGCbggaCUacoeebX/dRA0DxAMGF+Lix3+zgAAADoAbX1BX77gDx3MHfCXrfCYMYPEFxdLWxrDzcAAAD61+yav75gzLRQxasZSYM9714vCBC8dGVNuVKlW6cC0KcIEADANhXKpoFgVHnzgh2RoqkQT7QzjmUuRv07YoMGAgAAgKGW90OyqVhEkhSt5mXJnxsH6Yms61YYBA0EuVJVa0UuUAEAAAbZvN9AcGDEBAiClV3FQQoQXDfvXu/QeFKHxhOqup6ev8BdMIDNESAAgG0qVvwGAitnXoiPSZYV4ol2xvaPWnJbrDDgySsAAIChU2sgiJkGgqDOtWo5qtjx0M7VdrUnssxlaTLmaCxhQhNzq4WwTgUAAIAumMv4AYJRP0AQNG4N1MquzRsIJOlev4XgNGsMAGyBAAEAbFOx1kBgBsx+Wl8g1VcYFCtNAgRuRSrnun8oAAAAhCpXXr/CIN64D7aPwrJbClZ35euXpTPj/hqDlWIIBwIAAEA3VKqulrIlSU0CBIPUQNBk3r3evcdNgODZcwQIAGwuEvYBAKBXnD9/XvPz8y0/Pju/KEnKzp6VJOXcqF4+fXrD+1566aWOnG+vov79b84PQkiSYmmzisGtSPll898AAAAYGq0aCAbqMlWSUvvMzw0XqtNjCb0ym9FVGggAAAAG1kK2JNeTElFbI/GI5HmKVTOSBmzmrc27iy3fcl9DA4HnebIGKTAMoK0IEACATHjglltvVT7X+in8gx/8V0qevEd/9NUv6e/+mPSd517STz9+X8v3ZzKZThx116KOaR7IlhsaCCzLtBDkFkyd6/iRkE4HAACAMOT9BoJUdMADBEn/QjVXv1CdHjMNBLMECAAAAAbWtWB9wUhclmXJqRbkeGYGHqiZt8m8e73bDo0pHrG1nCvrjfmsbjww0qXDAeg3BAgAQNL8/LzyuZx++dc/o+njNzZ9zzdmI1ooSj/xrp+Uil/Wgbc+oMc/9082vO+lZ/5Sf/Lvf1uFQm9dRMb8pTWFiqdSxVUs4r/QGCAAAADAUNnQQFAZwH2wUtMnsmYIEAAAAAy8a2t+gMBfXxCs7PJkqeSkQjtX2wXzbmFFcquS7Wx4Syxi686j4/ru2SU9e26JAAGAluywD/C5z31OJ0+eVCKR0EMPPaRnnnmm5XtffPFFfeADH9DJkydlWZaeeuqpPX9OAGg0ffxGHb359qY/nFhSknTQHzbt8cNN37dv5miYf4SWopbkeWZ9wUq+XP9AYtz8TIAAAABg6NQCBLUGAtOiVRykp7GkFg0EZq6/ukKAAAAAYFBdHyCoN26lJCv0b5G1T3LS/4VnVtW2cK+/xuD755davgcAQv3b8atf/aoef/xxfepTn9Lp06d111136d3vfrfm5uaavj+Xy+nUqVP69Kc/rZmZmbZ8TgDYroprqv9Tnhkyi5H+SmhaluQWzYqG9QGCCfNzYbnrZwIAAEC4ghUGQQNBfFBXGDRpIGCFAQAAwGDzPE/zDSsMpAFe2eVEpfiY+XW+9RqD+46bAMGz5wgQAGgt1ADBZz/7WX3sYx/To48+qttuu01f+MIXlEql9MUvfrHp+x944AF95jOf0Yc+9CHF4/G2fE4A2K5K1Ty9XwsQOP0VIJAkN78miQYCAAAAmAvVDQ0EFdNAMHAXqkEDQX5Jcs1cPzNuAgRXCRAAAAAMpOV8WeWqJ8e2NJmKSZLigzrvSvUWglzrAEHQQPDKbGb9HTEANAgtQFAqlfTss8/q4Ycfrh/GtvXwww/r29/+dlc/Z7FY1Orq6rofAHC9atBA4PZnA4EkuQUzIK/kS/UXCRAAAAAMpVLVVdUzM27QQFB7IqsPZ91NBQ0EnisVzdwbNBBcWyvWZn0AAAAMjnl/fcHUSEy2bUmqz7v9eLe7pSatW9ebGonrxP6UJOm5C8tdOBSAfhRagGB+fl7ValXT09PrXp+entbVq1e7+jmfeOIJjY+P134cO3ZsV18fwGCrXBcgKPVjA0ExCBDQQAAAADDsgvaBqGMp6pjrgWCFQXHQnsiKxKWo/2fyn8iaGonLsS25nmrVtgAAABgcc2vr1xdIA7zCQKq3bm3SQCCxxgDA1kJdYdArPvGJT2hlZaX248KFC2EfCUAPCgIECdd8E74fU6q1BoJcQ4AgOWF+Lix3/TwAAAAIT768fn2BNOAXqqmGNQaSHNuqXSZfXWGNAQAAwKC55odED4wOSYBgGw0EknSPv8bgNAECAC1EwvrCU1NTchxHs7Oz616fnZ3VzMxMVz9nPB5XPB5v+XEA8DyvVmuaqD2V1YcBgnzQQFCpvxg0EOSXu38gAAAAhCZoIAjWF0gDfqGanJRWLqx7Imt6LK6rqwXNrhIgAAAAGDTX1poECCqDPO/urIHguQvLqrqeHH+9AwAEQmsgiMViuu+++/T000/XXnNdV08//bTe/va398znBABJ63aiJvp4L2zQQLCcL9VfTEyYn1lhAAAAMFRyzRoIggvVyABeqDZ5Imt6LCFJBAgAAAAGTLZYUc4PzE41rDCIV8396EAGCLbZQPDWmVGlY44yxYpemV3rwsEA9JvQGggk6fHHH9dHPvIR3X///XrwwQf11FNPKZvN6tFHH5UkPfLIIzpy5IieeOIJSVKpVNKZM2dqv7506ZKee+45jYyM6KabbtrW5wSA3ag0BAiCIbMvGwiCFQb5hhUGBAgAAACG0vA1EGx8Imtm3AQIrhIgAAAAGCjB+oLJVFRRp/4sbW3eHcTA7DYbCBzb0t3HJ/St1xZ0+vySbj001oXDAegnoQYIPvjBD+ratWv65Cc/qatXr+ruu+/W1772NU1PT0uSzp8/L9uu/8V++fJl3XPPPbX/fvLJJ/Xkk0/qXe96l77xjW9s63MCwG4EAQLbcmtDZrEfGwiKJkCwui5A4K8wIEAAAAAwVIIAQSpavxqI9fG6ri1t0kBwdaUYxokAAADQIc3WF0jDMu8ubfnW+45P6luvLejZc0v65YdOdPhgAPpNqAECSXrsscf02GOPNf1YEAoInDx5Up7nNX3vdj8nAOxGpepKksbtomyZX/fjkOnmTSXVStMAwXL3DwQAAIDQ5MsbGwjiQ9ZAEAQI5tZoIAAAABgkLQMElUGedyfNz1s0EEjSPSfMe0+f2zpsAGD42Fu/BQAQNBBM2OZisWpFVLXjm/2WnhSsMFjONQsQrEquG8KpAAAAEIYNKww8b7AvVJs0EMzUGggIEAAAAAySYIXBgZH1d7jBetqBXGHQZN5t5d5jJkBwdiGnhQxtXADWI0AAANtQ9QME43Zekt8+YFlhHmlXqn6AoGkDgTyptNb9QwEAACAUtQaCqAkQRNyCbJnX+nFd15aaNhCYC+WrqwQIAAAABkWp4tYeoGq9wmAAAwSN8+4Wbd7jqahuPmhm/tPnlzt8MAD9hgABAGxDpRo0EJgAQalPL1TdZgGCaEKKmCevVFgJ4VQAAAAIQ+66BoJgfYErWxU7Edq5OqbJE1nT4+bPuVaoKFeqhHEqAAAAtNm8/0R9Ou4oFVu/yTs2yCu7gnm3WpTKuS3ffu9x00LwLGsMAFyHAAEAbEPFr/YftxoaCPpQECAoVlwV/CfOJNVbCPLL3T8UAAAAus7zvFoDQcpvIIhV/DpXJ92XbVtbqj2RVb8gHY1HlPIDFLOrVLcCAAAMgmtrzdcXSBrslV2xEcmOml/ntl5jcN8JEyA4fZ4AAYD1CBAAwDYEKwzGggBBnzYQeKWcbP8uuOkag8Jy188EAACA7itXvdqMGzQQ1J7GGsR9sJKUMhekjQ0ElmVpesy0EFxdYY0BAADAILjmNxBcv75Aapx5+/N+d1OW1bR1q5V7/QDB8xeWVa66nTwZgD5DgAAAtqFSCxCY6qd+bSCQpHTUJAjWBQia7IMFAADA4AraByK2pahjrgYGus5Vqs+85ZxUrocFpsfMxfLsKgECAACAQVBrILguQOC4JUU8cyc68DPvNu55T02lNZ6MqlhxdebyaocPBqCfECAAgG24PkDQzwnVkZj5q39dgCA9ZX7OLYRwIgAAAHRbvmQCBEH7gDQEAYLEuGT5f96GJ7IOjSclSVdoIAAAAOh7rictZEuSNq4wCOZdSSo5qa6eq2t20EBg25buPT4hiTUGANYjQAAA21DxK5xGB6GBwA8QLOcaAgTBYEmAAAAAYCjkShVJUjJaDxDE/QvV4qAGCCxLSvprDBqeyDo8YVYYXF7Oh3EqAAAAtNFa2VLV9RRzbI0no+s+Fqv4gVk7Jc9ymv32/tdk3t3Mff4ag2fPESAAUEeAAAC2IWggGNWANhCk9pufCRAAAAAMhZy/wiDV2EBQyUga4AYCqekTWYcnTAMBAQIAAID+t1w261unRmOyLGvdx+JVf96NDMO8u71AwL3HTYDgNAECAA0IEADANlT9AMGI+r+BYCRqBuf1AQJWGAAAAAyTXCkIEERqr9VWGPRxWHZLTXbCHvZXGFxmhQEAAEDfWymZu8/r1xdI9Xl3YBu3pKbz7mbuOjYh2zKz8JUVArUADAIEALANlaofIPD8AEEfX6qmN2sgyM6HcCIAAAB0W94PECRjQ7TCQKKBAAAAYMAtBwGC0SYBgiFt3NpMOh7RrYfGJEmnzy136FAA+g0BAgDYhorrSpLSwQqDfm4giPkNBLlS/cU0DQQAAADDJFeqSLp+hYHfQDDIF6rNGggmEpJMwDZTrIRxKgAAALRJsMKgaYCgOpzz7laCNQbPssYAgI8AAQBsQ7DCIO35T2X1cQPBSNMGgp0PlgAAAOhf9RUGDQGC2gqDAb5QTZnL0cadsKOJqEYTZpXDFVoIAAAA+pYzdkBl15JtSfvTmwQIBnre3VkDgSTdd8LMyKfPEyAAYBAgAIBtqFwfIOjnBoLoJisMcvOS54VwKgAAAHRTPUAQqb1WfyKrf2fdLbV4IuvwuL/GYKXQ7RMBAACgTWIHT0mS9qVjcmxrw8fjNBA0FTQQvHh5RYVytROnAtBnCBAAwDZUquab6im3/xsI0k0bCPwVBpWCVM6FcCoAAAB0U36zBoJBvlBt8URWsMbgMg0EAAAAfSs2faOk5usLpOGedzdzbF9SUyNxlauefnBppUMHA9BPCBAAwDZUXFeWXCU8c6HYz09ljcRM+na5MUAQS0uOP1hn50M4FQAAALrFdT3ly80CBBlJUnGQL1RbNRBM+A0EBAgAAAD6VuzgDZKkAyMtAgSVoF12CObdwopUrWzrt1iWpftOTEiSTp9jjQEAAgQAsC0V19OICrJlmgj6uYFgxG8gWG0MEFiWlPZbCHILIZwKAAAA3RKEByxJiWg9QBCvDO9O2CBAcIkAAQAAQN8KGggOjiaafzxoIOjju90tJSfrvy4sb/u3BWsMniVAAEAECABgW6pVT6My1f4VK6qq3TzF2g9GGlYYeJ5X/0Bq5/uxAAAA0H9y/vqCZMyRbdV3w9YrXQf5QrVVA4G5ZL6yXOj2iQAAANAGa0VXkfGDkqSp0VjT98T9xq2BXmHgRKT4uPn1Du557zthAgSnzy+tvzMGMJQIEADANlRcT6OWCRD0e0I1HTWXxOVqvbpWkpTab37OscIAAABgkOVKpso02bC+QJ43HCsMgtBsYVly3drLh8f9FQYrNBAAAAD0o7PLpm01HfEUjzhN31NfYdDf97tbSvktBPntBwjedmRcUcfSfKakC4vMxMCwI0AAANtQcd1aA0HRGQ35NHuTiFiK2CZEsJxrWGOQYoUBAADAMAgaCFINAQLHLcrxzOsD/URW0EDguesqXYMVBleWC3JdnrgCAADoN2/6AYLxaOtZrt64NcDzrtSydWsziaij2w+b5oJnz9NQCww7AgQAsA0V19OY30BQ7POdsJZlaTwZlWTWGNQEDQRZGggAAAAGWT1AEKm9FvcvUz1ZKjvJUM7VFZGYFPOfOMvX97vOjCdkWVKp6mohWwrpcAAAANitN5dNy9ZEzG35nlqAoM/vd7cUtG7toIFAalhjcG65zQcC0G8IEADANlRdr9ZAMAg7YcdTTQIEaRoIAAAAhkGwwqCxgSBW2webkqwBvypo8kRW1LF1cDQuSbq8TGUrAABAvwkaCCZirRsI4rWZd8ADBLtoIJDqAYJnzy1t8U4Ag27AbwUAoD0qVU+jlrlILEYGIEDQtIEgGCwJEAAAAAyyfNBAEK0HCBKVNUlSITIWypm6qsVO2GCNAQECAACA/lIoV3Vx1YRkW64w8DzFK6vm/ZH+XlG7pV02ENx73MzJL19dVaZYafepAPQRAgQAsA1V19OY30BQHIQGgiBAkGuywoAAAQAAwEBrusLAv0wtDvplqtTyiawgQHCJAAEAAEBfeWV2Ta4nVXMrSjrN3xN183I8MwcXIuNdPF0IdtlAMDOe0JGJpFxPeuHCcvvPBaBvECAAgG2ouK5GrQFaYdC0gYAVBgAAAMOgHiBobCAInsYahgaC5k9kHR5PSJKurBS6fSIAAADswZnLZpYtzb0hy2r+nmDerVoRVexEt44Wjl02EEjSvawxACACBACwJdf15HrSaNBAMAArDKZGzH7Xq6sNl6M0EAAAAAyFXMnUkTYLEBSHIUCwRQMBKwwAAAD6y4tBgGD2jZbviTcGZlulDAZF0l/Zldt5CODe4xOSpGfPEyAAhhkBAgDYQsU1e7NGLXOROAgBgpNTaUnS2fls/cVagGBRcqshnAoAAACd5nlSvmxmvSQNBOteJkAAAADQn85c2TpAkCgz727HfX4DwffPL8v178UBDB8CBACwhYrrSpLGZL7ZXhyAFQan/ADBm+sCBP5gKU/KL3f9TAAAAOi8kisF94CpWKT2eryyJmlILlRbNBAcCQIErDAAAADoG1XX00tBgGDu9ZbvS1SDxq3RrpwrVC3m3e249dCYElFbK/my3pjPtPlgAPoFAQIA2ELQQDDmNxCUBqCB4AY/QHB+MadK1QQk5ESlxLj5dW4+pJMBAACgk4r+6BeP2HLsenVrorIiaUgCBC2eyDo0bnbhXlsrqlCmkQsAAKAfnFvIKleqKuZIlcXLLd9XbyAY79bRwtM473o7axGIOrbuPDohSXr2HGsMgGFFgAAAtlCtrTDISRqMBoKZsYQSUVsV19PFpYaK1tSU+Tm3EM7BAAAA0FGFqgkNpBrWF0hSwm8gGK4nstZfiO5Lx5SMmv9dWGMAAADQH168bIIBJ8ajkue2fF98GOfdakkqZTd/bxPBGoPT55bbeCgA/YQAAQBsoVL1AwTyGwgGIEBg25ZO7m+2xmC/+ZkAAQAAwEAq1gIEkXWvJyrD9ESWuRC9voHAsiwd22fWGFxYIkAAAADQD8746wtumIhu+r6hatyKpSUnZn6d3/kag3uPm3n52fM0EADDigABAGyh4prkaq2BYABWGEjSqQMmQPBGswBBlhUGAAAAgyhYYXB9A0G8FiAYoieymuyEPb4vJcms+gIAAEDvCxoIbpiMbPq+oHFrKAIElrXpzLuVe49PSJJem8toOVdq48EA9AsCBACwharryZarEb+BYBBWGEjSDVNBA0Gm/mKaBgIAAIBB1nKFwTDuhK3kpfL6poGjkyZAcJEAAQAAQF84c3l7DQT1wOwQBAik+sy7iwaC/SPx2t3x9y8st/FQAPoFAQIA2EKl6tXCA5JUGpAGAlYYAAAADJ9i1fycvD5AUB2inbDxMcn2n1C77omsoIHgwhIBAgAAgF43t1rQfKYo25JOjG+1wsAECIrDEiDYQwOBJN3jtxCcPscaA2AYESAAgC1UXE9j/vqCih1X1Y6FfKL2CFYYvHmtMUAwZX4mQAAAADCQim7QQFCveHWqBUXcoqQheSLLsqSk2et6/RNZx1hhAAAA0DdevGJCAacOjCgesTZ971CtMJCkVDDv7i4AcN8J8/ufJUAADKXNl8IAAFRxXY3KXCAWnXTIp2mfG6ZMk8LllYLypap5Co0GAgAAgIFW8BsIGlcYBJeprhyVBmDefemll7Z8z61WSklJrzz/HWUul2uvZ5bNr89eW9P58+d1/PjxTh0TAAAAexSsL7jt0Jgkb9P3JiorkqTCADRubWfePZ5zNSXp8us/1NXI6abvmZqaajnvBgGC5y4sq1J1FXF4HhkYJgQIAGALFddrCBAMxvoCSZpMRTWejGolX9bZhaxuPTRWDxBk58M9HAAAADqiWA0aCBoDBA2XqdbmT271stXFa5KkX/mVX9nyvX/10ZTeeSKi/+fj/3f9/plK7XUrmtDxx/9AmZKnW++6Ty89/ywhAgAAgB4VBAhuPzwmaWXT98ZrDQTjnT5Wx+xk3v3ffyauT7wjrj/4yv+pf/K1f9P0PclUSi+/9FLTeffmg6MaS0S0WqjozJVV3Xl0Yk9nB9BfCBAAwBaqVU+j/gqDUmRwAgSWZemGqbSeu7CsN+f9AEE6WGGwu91YAAAA6G1F1/zcuMIgaCDo932w+Yy5QP4ffu1/1VvvvG/T904u/7ZU+r7+x0f/oY6lfnrdx/7bRU9F11I5Nqb5+XkCBAAAAD3qxcsmNHDb4TFprXWAwPKqSlSDmbd/Gwh2Mu++LfcnUuaresffepce//l/uOHjs+df1+/85j9tOe86tqUHTu7T0y/P6Zk3FwkQAEOGAAEAbKHieppQXtJgNRBI0qmGAIEkKbXP/MwKAwAAgIFjxZKqehsbCOIVcxE5KPtg9x8+oaM33775m149Js19X4f2pXT02Pr3Ti5f0NXVgiIT0x08JQAAAPYiU6zo7IJ56Ou2Q2M6t9b6vbFKpvbrQZh5tzPvxmZfl16T9iW19WzcwgM3mADBd95c1K++89SuPgeA/sTSEgDYQsV1NWGZIbPfn8q63g1TZsftG9eCAIG/wqCclcr5kE4FAACATnDSZo9pzLEVbdhhmqgFCPr3aaydKkRNdW2yvPFJtbGkedYiOjHT1TMBAABg+16+YmbYmbGE9o/EN31vMO+W7KRcO9rxs/WCYFVDsK5sNx68wTxs9r2zi3Jdry3nAtAfCBAAwBaqrqdJP0CQj/bvjqxmbjhgAgRvzvsp3PiYFAzRtBAAAAAMFGfEXACm4s661xMD1kCwHflNLlTHk2YejozTQAAAANCrXrxsZtjbD289ww7jvFuITkhqHpjdrrcdHlciamspV9Zr1zJb/wYAA4MAAQBsoVL1NC4zIAXJzUERNBDUVhhYVr2FIDsf0qkAAADQCUEDQTq2fpthsMJg0Nq2NrPZE1ljCT9AQAMBAABAzzrjBwhu20GAYJjm3c0Cs9sVi9i697j5N8Qzby625VwA+gMBAgDYQqWxgWDAAgQn95sAwVKurOVcybyYnjI/00AAAAAwUIIAQSp2fQOBWRg7TE9k5WtPZC1v+BgNBAAAAL3vxSvmG+PbaSCID/G8G69mZbvlXX+eYI0BAQJguBAgAIAtVFxXkzJDZjE6WENmOh7R4fGEJOnlq+bPqJQZCpVjKAQAABgktQaC+PoGgmGsdM3GTGg2XdrYujXWECBwPXa9AgAA9Jpy1dUrV80DX7cd2vqBr+Ap/EJktKPn6iWFyJiqlpn70+XdPyj24Ml6gMBjNgaGBgECANhCteppYkAbCCTpjqPmz/SDi36dVbDCIMcKAwAAgEHijDRvIKivMBieC9VMECAoz0ueu+5jo/GILHmyIjEt5d1mvx0AAAAhem0uo1LV1Wg8oqOTyS3fX2/cGry73ZYsuyE0e23Xn+ae45OK2JaurhZ0cSnfrtMB6HEECABgCxXX04RMgGAQh8w7j05Ikl64FAQIWGEAAAAwiGoNBDEaCHJRM/M6XnXDGgPbtpT0MxZz2WqXTwYAAICtnLls5tdbD4/Jtq0t3x80EAxTYFaSMrEDkqSRPQQIkjFHd/oPoH2HNQbA0CBAAABbqLgNDQTRwQsQ3HEkaCBYNi8EDQRZGggAAAAGSRAgSMXXNxAET2QVhyhA4NoRZaOmjrXZhWo6YupZr2YrXT0XAAAAtvaiHyC47dD25td40EAwYOtpt7LZ2q6deOCGYI0BD5wBw4IAAQBswauWNGaZeqZBbCAIAgRnF3JayZWlNA0EAAAAgyhYYbCxgcDfCTusF6rljReqQYCABgIAAIDec+aKmV9vP7y9+TVo3Co6wzXvBg0Eew0QPOQHCL57dmnPZwLQHwgQAMAW0lWTUHVlDWTN1WQ6pmP7zK6wH15ekVJmIFSOSioAAIBBUXU92SkTHE3FGhoIPLf+RNaQXahu9kQWAQIAAIDe5HlebYXBbTsMEAxrYHYvKwwk6b4T+2RZ0pvzWc2tFdpxNAA9jgABAGwh7ZoL1bw9Is9ytnh3f7rzyIQk6YWLK/UVBjlWGAAAAAyKlaIry7IleUo2BAhi1ZxsuZKkwgCGZTeTibbeCZv2SxquZFhhAAAA0EsuLuW1Wqgo6li6+eD25tdaYHaIVnZJUjbanhUG48mobpkx/9t9901aCIBhQIAAALYw6pqEam6AB8w7j5qn0X5waVlKscIAAABg0CwXTEgg4Ui2ZdVeD57GqthxVZ1EKGcLy2YNBCNR00BwZY0GAgAAgF7yot8+cPPBUcUi2/sWV62BYIDvd5sJVhjstYFAqq8xeOZN7oyBYRDZ+i0AMNxGvFXJGpxK15deemnDa4l8UZL03dev6Qc32LpDkpdb0Pef/Z5kNR/Ep6amdPz48U4eFQAAAG2yVDDfCE/Y3rrXh/UyVZKym1yojvgrDFaKrlbyZY0no109GwAAAJo7c8XMr7dvc32BVJ95B3E97WY2C8zu1AMn9+nLf31W33mTtbfAMCBAAABbGHPXJEfKR8bDPsqerC6ai9Ff+ZVf2fAxK5bS8f/l93QtV9UDP/tBFT4uWZ6rh9/xgJZarLVKplJ6+aWXCBEAAAD0geW8aSCIX7eRK14LEAzXZaokZWoXqhsDBFFbqmQWFRnZp7PzWd11bKLLpwMAAEAzZy6vSJJu22aAwHFLirrmgrPQ5/e7OxU0ECQrK3Lcoqp2fNef64EbJiVJP5pd00qurPEUAVtgkBEgAIBNeJ6nEc/fkRWdCPcwe5TPmMvh/+HX/le99c77Nnz8Ty97ylQsfeBf/HvlM/9QSS+vf/qb/4fmIzMb3jt7/nX9zm/+U83PzxMgAAAA6ANL/gqDpNOqgWC4LlOlxgaC5k9kVRYvmQDBAgECAACAXhGsMLj98Pbm1yAw68lS0Ul37Fy9qBgZU8WKKeKVlC7NazVxZNef6+BoQjdMpfXmfFbfO7eon7l1uo0nBdBrCBAAwCaqnqcJZSRJxdhgXKruP3xCR2++fcPrR4pX9aPZNbmjMyqW9ylZuKRTR6aUGNv4XgAAAPSXYIXB9Q0Ew1rnKtWfyEqVFmV5VXnW+v9xykuXlTh+h964lg3jeAAAALjOYrakKyumTeDWQ9ubX9et7GqxqnVgWZaysSmNFy/vOUAgSQ+e3Kc357N65iwBAmDQDdnflgCwM+WqpwmZBoLSgD+VdXDMVFjNrhaUj5hKqkR5OcQTAQAAoF2W/QaCRMsGgu3vkB0UudikPFmyVVWyvLTh45XFS5KkN+cJEAAAAPSCF/31BSf3pzSa2F6FfqJi7naHMTAr1UOzrVq3duLBG/ZJkp55c3HPnwtAbyNAAACbKFdcTVqD1UDQysxYQpJ0ZaWgfNT8WZOV5RBPBAAAgHZZ9hsIrg8QxP0L1WEMEHhWRLmouQRtdqFaJkAAAADQU354yV9fcGT797SJigkdDOO8K9XXdqVL1/b8uYIAwQ8urihXquz58wHoXQQIAGAT5Wo9QJCPTIR7mA6bHksoYlvKl6talhmoU02exAIAAED/qTUQXHcLMOwXqplNLlQrS5clmQCB53kbPg4AAIDuChoIbj+8/dl1mAOzkpSJTUmSRtoQIDg6mdSh8YQqrqfvn1/e8+cD0LsIEADAJkpVV+MyAYJCdLAbCBzb0pGJpCTpSsVUeqVK1FEBAAAMgqWWKwyGu9I1u8mFann5iixJmWJF1zLFLp8MAAAA1ztz2W8gOEwDwXYF8266DSsMLMvSQ34LwbdfX9jz5wPQuwgQAMAmylWv1kAwDEPm0UkTIHizaP6s7UimAgAAIFzZYkWFigkOJJz1H4tXzCVsITLYYdlW6g0ETS5UqxUdTJv/wc7O57p5LAAAAFwnU6zoDX+11E4aCAjMmnm3Xfe8P36jCSR8+w0CBMAgI0AAAJsoV6qaDBoIhuBS9ei+lCTp5bwZqEdKc2EeBwAAAG1wbc08Pe8Wc4psWGEQBAi4UG3m0GhEkvTmfKZrZwIAAMBGL10xc+vMWEJTI/Ft/z4Cs+1rIJCkt9+4X5L0/IVlZYuVtnxOAL2HAAEAbMIq5xS3ypKk/BAMmQdH4opFbF2qTEgiQAAAADAI5vwAQTW7vOFjCS5UJbW+UD08YhoIgqfdAAAAEI4XL5lVBDtpH5AIzGZrjVvtaSA4ti+lo5NJVVxP3z3L+ltgUBEgAIBNxMpmMC0rorKTCvk0nWfblo5OJHXFM7us0qVrsrxqyKcCAADAXlyrBQiWNnwsTqWrpNYBgloDwTUCBAAAAGH64WUTBLj9yM6Cr/UAweCvp20mWNmVqGYUqRba8jnffsq0EHz7ddYYAIOKAAEAbCJeNgPmmjUiWVbIp+mOo5NJXdOEqrLleFWlyhsvmgEAANA/rq2Zi8Jqdv0TQrZbUbxqvjE+rBeqWb+BoNUKg8O1FQYECAAAAML0YhAg2GEDQT0wO5zzbslJq2wnJLVvjcGP3+QHCN4gQAAMKgIEALCJZGVZkpSxh2fAPLYvpaocXfMmJEkjRdYYAAAA9LNrGb+BILM+GBqvrtV+PawNBMEKg1R5UZa3cYdrsMLg3GJOVdfr6tkAAABgFCtVvTprZtfdrzAYnvvddSyr1kLQKjS7U28/ZWboH15a0Uq+3JbPCaC3ECAAgE0kKmaFwTAFCPanY0pGHV31JiVJIyUCBAAAAP1sbrX5CoOEv66r6KTlWU7Xz9UL8tFJuXJkyVOqtHGH61TKUcyxVaq4urycD+GEAAAAeHU2o4rraSIV1ZGJ5I5+79AHCFRv3Uq3KUAwM57Qqam0XE965s2NMzSA/keAAAA2kfIHzGEKEFiWpaOTSV3x9kkiQAAAANDv5taaBwiCBoJCZGd7ZAeJZznKxkwFa7Mnshzb0on9KUmsMQAAAAjLDy+Z4Ovth8dk7WTNrOcpToCg1kDQrhUGkvRjN/prDF5njQEwiAgQAMAm0lUzYOaHrNL15oMjuuoHCNKF2ZBPAwAAgL2YXS1Ikqpr6y/3EuXgMnW4Zt3r1Z/Ian6hesNUWpL0+rVM184EAACAuhcvm7n19sM7C75Gqzk5XlWSVBziAEEw77ZrhYEk/bgfIPjr19sXSgDQOwgQAMAm0q4ZTnPOcD2VderAiOZtM1haa1dCPg0AAAD2ohYgyKyvFw3qXIf5MlXSljthb54ekSS9MkuAAAAAIAwvXq43EOxEwm/cqlgxVex428/VL9q9wkCSfuyUCRC8fHVN1/zGMwCDgwABAGxixA0aCIYrQODYliITRyRJ0SwBAgAAgH5VrFS1lCtLkqqZ6xoIqHOVtHUDwVumTUPDa3NrXTsTAAAAjKrr6aUrZg7baQNBomyCB8XIqLST1QcDprbCoNy+dQNTI3Hdesj8O4IWAmDwECAAgE2MuP5e2OhwBQgkaWz6hCRponJNq/lyyKcBAADAbsytmqeBorbkFtY/Qc8+WGOrAMHNB02A4JXZjDzP69q5AAAAIL05n1G+XFUy6tRWS21XvOLf7Q79vLt549ZuvfNmM0f/X68SIAAGDQECANjEmGeGzOKQNRBIkjV2WJJ0yFqs1YQBAACgv8ytmfUF+5LOho/VVxiMdvVMvaa2wqDc/EL11IG0bEtayZepZwUAAOiyFy+bmfW2w2Ny7J21CNC4ZWS2CMzu1jtuMp/3W6/NE7QFBgwBAgDYRC1AEBu+AEFwkZqwyrp45YpclyEQAACg31xdMd/w3pfc+M//RO2JrOGbdRtttRM2EXV0Yr952u2V2UzT9wAAAKAzfnjJPNh0++GdhwAIEBjZqJl349WsopVs2z7vgzfsUyxi68pKQa9fa9/nBRA+AgQAsIkJmQvCcmwy5JN0X9WOKxeZkCSNleZ0dpEhEAAAoN/MrpoGgsmmDQTmMrZAA4EkaWSTJ7JuPjgiSXp1bq0rZwIAAIARNBDsJUBQHPIAQTmSVtExgdh0uX0tBImoowdOmnvzb77a3vUIAMJFgAAAWvFcjQUBgvhwPpWViR+UJM1YC/rhpdWQTwMAAICdmg1WGCQ2BgjiNBBIqu+ETZWXZLvlpu95y7QJWdBAAAAA0D2e5zUECHY+s8ZpIKgJWrc2C83uxjtuMrP0N19r7+cFEC4CBADQQqS8Jscytf3V2ES4hwlJJmYCBIesRZ2dz2qt0PxCFQAAAL1pdsUPvdS6wgAA6q5JREFUEDRdYRA8kTXcDQT5yLiqVkSSlC4vNH3PzdN+A8EsDQQAAADdcnEpr5V8WVHHqgU6d6K+wmC4512p3rrVam3Xbr3zZhNM+Js3FlWuum393ADCQ4AAAFqIFpckSVkvLiuaCPk04ViLT0uSbk6syZN05gotBAAAAP1kdrUoSdrXdIUBT2RJkiy79kRWqwvVmw8GDQRr8jyva0cDAAAYZkH7wM0HRxWL7PzbWYmgcSs63I1bUmMDQXsDBLcdGtO+dEyZYkXPXVhu6+cGEB4CBADQQqS0LEla1qgc2wr3MCEJkqlvSZlh/cXLq3K5MAUAAOgbtRUG1zcQeF7DCoMhDxCo8Yms5tWrpw6kZVvSaqGiubViN48GAAAwtM5cXpEk3X54d/NqomJ+f9GhgSAbDQKz7V01YNuWfvzG/ZKk/+tV1hgAg4IAAQC0ECsuS5KWNRLuQUIUrDA4Yi8pHrG1Vqjo/EIu5FMBAABgu+orDNY3EETcoiJeSRIBAknKRs2lZ6snshJRRyf3pyVJr85munYuAACAYfZDv4HgbUd21yBQC8xGmXe3Cszuxd+62Xzuv3ylve0GAMJDgAAAWoiVTUJ1zRrehGombgIEY6U53XrIDNo/9JO/AAAA6G2ZYkXZUlWSNJlY/8//uL++wJWjspPq+tl6TXYbF6o3T5tg8Suza105EwAAwLB7cc8NBKzsCnRqhYEk/a23mFn6hYvLWsjQ1gUMAgIEANBC3A8QrA5xgGAtNi3J7IK9dcb873B+MSeXLQYAAAA9b3bVtA+MxiNKRtf/8792mRodk6zhXNfVKHgia7ML1bdMm3n41TkCBAAAAJ12ba2o2dWiLEu1B5t2Kk6AoGY7gdndmhlP6JaZUXkeawyAQUGAAABaSJSXJQ15A4E/WCaqGR1OVRSP2CpXPS2XuGQGAADodUGA4OBYfMPHagEC9sFKqj+RtdmF6k0HgwYCVhgAAAB02g8vmYe7bjwwonQ8suPfb3lVJapmbisSIFgfmPXa/3TYT77VNNl+40dzbf/cALqPAAEAtJCs+CsM7OEdMMuRtIqO2fU6WprXkYmkJOlakQABAABArwsCBNNjiQ0fqzcQ7G6f7KDZUQPB7Jq8Dly6AgAAoO75i8uSpDuP7G5ejVfqrVGFCKHZIDAbdQuKVbNt//w/+VYzT//Vq/Nyqa8F+h4BAgBoIekPmbkhfyorEzPp0dHSrI5MmgDBfIH/+wAAAOh1s6tm/2izAEFQ51rkMlXS9hoITh1IK2JbWi1UdGWl0K2jAQAADKUfXDQPd91xdG8BgqKTlmftvMFg0FScRK19bLPQ7G7dd2JSo/GIFrMlveC3RwDoX3wHCABaSFXNoJN1hvuprLX4tCRppDino0GAoGhJFv8XAgAA0Ms2ayBI+eu6CpHhnnUDQQNBsrIip9o8HBCPOLU1Bi9dWe3a2QAAAIaN53m1b0LfeXRiV58jVV6SxLzbKAjNjpTav2Yg6tj6iZvM5//LH7U/oACgu/juDwC0kK6aS8GcM7wrDKT1da5TI3HFIrYqnqXY9I0hnwwAAACbqQcI4hs+liovSJKy0X1dPVOvKkbGaqu7JoqXWr7vtkPm3wZnLhMgAAAA6JTZ1aKurRXl2FZt/tqpVHlRkpRj3q1ZSRyRJI0XWs+7exGsMfjGK+0PKADoLgIEANDCiGsuBfNDnlINVhiMlOZkW5aOTJgWgsTxt4V5LAAAAGxhsxUGtQvV2P6unqlnWZaWksclSRP58y3fdtthP0BAAwEAAEDHPH9xWZJ088ERJWPOrj5HMO9mmXdrgnl3Mn+uI5//XX6A4LkLy1rKljryNQB0BwECAGhhxDN7sgqRIW8giJsAwWhxVpJ01A8QxI/dEdqZAAAAsLVNGwhKwRNZXKgGlhLBheomAQL/CbgXaSAAAADomB9cDNYX7P7BrlTJNG7RQFC3vI15dy8OjSd1y8yoPI8WAqDfESAAgCZst6yUl5ckFSMT4R4mZGuxaUn13VhHJv0GgmO3q+p6oZ0LAAAArXmep7lNGgjSrDDYYDl5QtLmF6q3+gGC84s5rRbKXTkXAADAsHnhUhAgmNj15wjmXQIEddtp3Nqrn77FPIz25y8RIAD6GQECAGgiUTFDqutZKkVHQz5NuDJxUz01UromSTowGlfE8mTH0zq7XAnzaAAAAGhhKVdWqepKMvPb9eorDLhQDdQqXQutL1Qn0zEdHjeBjJevrHXlXAAAAMPE8zz9wF9hsKcGAubdDYJ5d7x4SbbXmXvdh28zD6P91Y+uqVRxO/I1AHQeAQIAaCLpBwhWlFYkGgn5NOHKxExqNFVekuMWZVuWpuKmeeDFa8UwjwYAAIAWgvUF+9IxxSPr98ZaXkXJ8rIkVhg02u4TWbcdNi0EZy6vdPxMAAAAw+biUl5LubKijqW3zuz+wS5Wdm2UiR1Q2U7I8araV53vyNe4++iEpkZiWitW9Mybix35GgA6jwABADSRKJvLwCVvRDFnuP+qLETGVbHNU2tBC8G+uEmPvrFEbSsAAEAvCgIEB5u0DyTLy7LkyZWtfHSiyyfrXcuJY5KkdHlRCTfX8n23+WsMzlxZ7cq5AAAAhskLF8297C0zYxuCsDsRNBBkYwQIaixbS0kz805VZzvyJWzb0s/cYloI/vylznwNAJ033I/VAkALiYq5DFzRiKJDHiCQZWktdlCThQsaKc5pJXFUEzHTQPAmKwwAAAB60tUVEyCY8ev2G6VLZh9sPjohz9r9peygKUVGlI3uV7q8sOmF6m2HTZXuIAQIzp8/r/n59jx9NjU1pePHj7flcwEAgOH1wqVlSXtbXyDVZ95clBUGjZYTJ3Qw+6oOVK927Gv8zK0H9dXvXdCfvzSrT/38bbIsq2NfayvMu8DuECAAgCYSlXoDwdAHCGTqrSYLF2oNBBNREyC4tFZRvlRVMsbFMwAAQC+57AcIDo0nN3ystg+Wy9QNlpLHlS4vbHqheru/wuCVqxmVq27f/nvh/PnzuuXWW5XPtW5b2IlkKqWXX3qJS1UAALAnP/AbCPYSIIhUC4r5jVLMvOsFDQQHOtRAIEnvuHlK8Yiti0t5/Wh2TbfMjHXsa22GeRfYPQIEANBEMlhhoBFFnfASkr0iEz8oSRopzkmSEo5UzS5L6Qn9aHZNdx+bCO9wAAAA2ODKcl6SdLhJA0EtQECd6wZLyeM6uvp9Hai0DhAcnUxqNB7RWrGi1+YyuvVQOBeiezU/P698Lqdf/vXPaPr4jXv6XLPnX9fv/OY/1fz8PBeqAABg11zXqwUI7jgysevPkyqb9oGKHVfJSbfjaANjOWlmtc3m3b1KxSJ6x01TevrlOf35mdnQAgTMu8DuESAAgCaCBoJlb1TRSH8+UdROmZgJEIyWTDLVsqTS3BtK3nCvXry8QoAAAACgx1zZZIVBqkQDQStLiROSNn8iy7Is3Xp4TM+8uagzl1f7NkAQmD5+o47efHvYxwAAANDZhazWihXFI7Zunh7Z9ecJArPZ6H5zkYmapYQfIOjgCgNJevi2aT398py+/tKcHvvpmzv6tbbCvAvsHN8VA4Am4uUgQJBWrE8rSdtpLT4tSRopzdVeK82+IUk6c7n/d78CAAAMmisrfgPBRLMVBuaJrCwBgg2Wktu7UL3NDw2cucIsDAAA0C4/uGTuZG8/PLanNVHpkpl3CcxuFMy7k+6ikh18xPhnbjkoy5Kev7Bc+7cJgP7Bd8UAoImE/1TWkkb7dqdpO2ViByRJo8X6k1ilORMgeJEAAQAAQE/xPK/WQHCoSQNBuhxcqLLC4HrL2w0QHDYBgh/6l9wAAADYuxf89QV3Hp3Y0+epr+wiQHC9QnRC+ci4JOmmfZ279z44ltB9xyclSX/6w862HQBoP74rBgBNpEvzkqR5TcqxqblaSRyVJE3kL0ieJ6neQPDy1VVVXS+0swEAAGC91XxFuVJVknRovEkDQbDCIEaA4HoriSNyZSvhFTSdbv3vgLv8S+0fXlphFgYAAGiTFy4uS5LuODK+p8+TooFgU0ELwVv2d/ZbhD/3thlJ0h8TIAD6DgECAGgieCpr0ZoM+SS9YSl53FykVtdqlbeVpcuKO5YKZVdvzmdCPiEAAAACl/2K0IlUVMmYs+Hj9Z2wXKher2rHtJo4JGnzC9WbDo4oFXOULVX1+jVmYQAAgL2qup5+eMk0nd55dG8BgjQruza1nOhugOC7Zxd1ba3Y0a8FoL0IEADA9TxPIxV/hUGEp7IkqWrHtZo4LEnalztrXvRcnZgwi7JYYwAAANA7rtbWF2xsH5CodN3K0jYuVB3bqj0Z99yF5W4cCwAAYKC9fi2jfLmqdMzRqQMje/pc9XmXu91mutVAcHQypbuOjsvzpD87QwsB0E8IEADAdRKVFUW8iiRpxaaBILCYPClJ2pd/s/baDRNRSdIZAgQAAAA9I2ggODye2PAx26sqVV6SRKVrK8vbvFC9+9iEJOl5AgQAAAB79sLFFUnS7UfG97xStrayK0qAoJluBQgk6efeZtq9vsYaA6CvECAAgOukS/OSpEVvRFYkFvJpekc9QHCu9loQIKCBAAAAoHdcWfYbCCY2BgjS7poseXJlKx8lLNvMdi9U7woCBP6uXgAAAOzeC/5MdeeRva0vkBoaCAjMNtXNAMF7/DUGf/36gpaypY5/PQDtQYAAAK4TBAjmvElFHf6aDCymbpAk7cs1NBBMmhUGZ66syvO8UM4FAACA9a5sssJgxDXBz3x0Qp7ldPVc/WI7KwykeoDg5StrKpSrnT4WAADAQAsaCO44uvcAQbq0IEnKsrKrqeXEMUnSVMqWU1rp6Nc6OZXWrYfGVHU9ff2l2Y5+LQDtEwn7AADQa0bKQYBgQjECBDX1BoKzUty8dnwsKse2tJgt6cpKQYcnmu/Z7Vfnz5/X/Pz8nj/P1NSUjh8/3oYTAQAAbO2Kv8LgUJMVBqN+gICnsVoLVhjctM/WD73WwYDD4wlNjcQ1nynqxcuruu8EjQ4AAAC7Ua66OnPFzKl3HZ3Y0+eKekXF3JwkVhi0UnGSWrb3acJdVDxzqeNf771vm9FLV1b13164ov/x/mMd/3oA9o4AAQBcJ2gguKYJRSMECAKLqZOSpNHSnOKuuZSORyy9dXpUZ66s6vT5pYEKEJw/f1633Hqr8rncnj9XMpXSyy+9RIgAAAB0xWYNBKOuecKIAEFra/FplRVRzKkolmv9lJRlWbr72Lj+/KU5PX9hmQABAADALv3o6ppKFVejiYhO7E/t6XMFgdmKHVfJSbfjeAPpmjOtCXdRieyFjn+tv33XYf3W11/Rt16b13ymqKmReMe/JoC9IUAAANeprzCYUNSxQj5N7yhGxpSN7lO6vKiD1Su11+8/OakzV1b17Lkl/e07D4d4wvaan59XPpfTL//6ZzR9/MZdf57Z86/rd37zn2p+fp4AAQAA6DjP83R52YQ9D080ayDwAwQxnsZqxbMczTvTOlS9pLmXvq3T6dYz7gHHhE3/+wtv6O7UUsv30UgFAADQ2g8umRn1zqPjsqy93ceO+PNuNrpP2uPnGmTXIjO6ufyS1s49r9OnT+/58202794wldZdR8f1/MUV/fEPruiRt5/c89cD0FkECADgOsGOLFYYbLSYvMEECCr1AMF9Jyb1lW+f07PnWl+Y9rPp4zfq6M23h30MAACAbVnOlVWsuJKk6bHWKwyyNBBs6oo7qUO6pP/fv/uM/t+/9r+3fF/i5D2a/uC/0l8894b+wz/+n1q+j0YqAACA1p47vyxp7+sLJGmMxq1tuVAckSSd+av/og/9k6/u+fNtNe/+wt1H9PzFFf3n5y4TIAD6AAECALhOuhw0EEwqxgqDdRZTJ3Vs9VlNVy/XXguqWl+8vKpcqaJUjP9rAQAACMvlFdM+sD8dUyLqbPj4SO1ClQaCzVwqj+neiPSzf+shxT7yeMv3larSf70kRfcd1mP/5g8V2/g/OY1UAAAAW/j+BfNg0j3H974SasQPzBIg2NyFQkqKSfe/9ZAe/9yTe/pc25l3f/7OQ/rf/uiMnj23pAuLOR3bt7dVFQA6i+/yAMB1GlcYjPHN8HUWkyclaV0DwZGJpGbGErq6WtBzF5b14zdOhXQ6AAAAXFkuSJIONVlfIEljwYVqjAvVzVzxTMDiZLqwZRvVxOJZLefLcg6c1NH97NkFAADYibVCWa/OZSRJdx+b2PPnG63NuwRmN3PVn3ePRld09KbbOr7u4eBYQj9+435967UF/ZfnL+sf/9RNHf16APaGR2sBoJHn1QIE1zSudJwAQaPF1A2StK6BwLIs3XfSpIOfPTuYawwAAAD6xRW/geDQeLLpx+s7YblQ3cxV1wQsZnRty/fOjJuwxpWVQkfPBAAAMIheuLgiz5OOTiZ1YDS+5883Wpt3Ccxu5po3oYrrKa6y0qWtZ952eN9dRyRJ/+W5y1u8E0DYCBAAQIO4V1DUNRd/c96kRggQrBM0EOyvzina8P8g9/trDJ49T4AAAAAgTME3sQ+PN28gGKWBYFuCJ7L2a1mOW9z0vYf9sMbl5XzHzwUAADBovn++fesLpHqAgAaCzVXl6I0lV5I0mT/fla/57rfNKObY+tHsml66stqVrwlgdwgQAECDMXdZkpTxEsopoVSzJaZDLBM7qJKdkiNXN+6r/1/I/SfMBfTpc0tyXS+s4wEAAAy9IEAw06SBwLaktLcmiZ2wW1lVSssFT7Y8TRQubvrew/66iKurBVWZhQEAAHbkuQvLktqzvkBqCMz+/9m7z+i4qqsP48+dolHv3bIs994xBtPBgAkBTG+mt5AQCCSEEBIgIQkBAm9ICCH0Dqb3bjDVvRe5F0lW773MzH0/XEm2sCTL9mhG5f9bS8v23DP37AHZOnNmn7213t2nTSXNCQT1/kkgiApxcvyoRADeWNb5GltEAksJBCIie2hJICg0ozEMlEDwY4ZBaeggAEbH7/4RMiolghCnncp6d2vPMhERERHxv5ZT8C0fau8pPtTAhomJQZ0z2s+R9TZG64ZqXO22TkfGhgXhctho8pgUV3derUBEREREdjNNkxVZ5QBMTo/2yT3DWxMIVIFgX7q63vWlcw9JA+DtFbtodHv9Nq+I7B8lEIiI7KGlxFUR0YQFOTAMI8AR9TylIYMBGJ2w+0eI025rzRJeurM0EGGJiIiICLsrEKS0U4EgOdxa29Y5ozENteral8W7PACkVK7pdJxhGKRGq42BiIiIyP7KKaujpKaRILuNsamRPrlny/5ujVp27VPrerdqtd/mPGZEAgkRLkprGvlyQ6Hf5hWR/aMEAhGRPUQ2LzALzWjCXKo+0J7S0AygbQUCgEMyrD5ly3aU+TskEREREcE6wZXfmkCwdwWCpDArgaBGp7G65PtsNwCpVSv3OTa1+b93bnl9d4YkIiIi0qcsz7L2EUenRuJyHPxebIgDgk1rPaYKBPv2XZaVQJBYvQmnp9YvczrsNs6aMgCA15dm+2VOEdl/SiAQEdnD7hYGMYQF6VRWe0pDMgAYFd92UT8tw8rq/WZzkcpPiYiIiARAUXUDjR4vNgOS20sgCLe2ANQPtmv2Z0O1tQJBRR2maXZ7bCIiIiJ9QWv7gubKpgcrqbniltsIotEe5pN79mW7qkyKicaGh+SqtX6b99ypAwGYv6mIwkol4Ir0RPp0TERkDxGecqClAoH+iWxPSwuDUfE23l2/rvXxYK9JbIiN4upG/vvBAo5K37tsbkfi4+NJT0/3eawiIiIi/UlOmVU+PzkyGKd97/MCLRUIalXOtUtyKq0N1XjKSa5aS3b0oR2OTYx0YbcZ1DZ6qKhrIjo0yI+RioiIiPROK7PLAZicHu2T+yWFWWvgmqA4UGvaLtnEYOJZwYDKVZ2ud31pWGI4U9KjWZ5VzlsrdvGzY4b6ZV4R6Tp9OiYisge1MNi3iuA03NgID/Jy+y8uI7ty9wmrqCMuJPrIi7n39e/51cu3dfmeIaGhbMjMVBKBiIiIyEFoSSBIiwlt93py84ksVSDoupYN1dR9bKg6bDaSIlzkVtSTW16vBAIRERGRfWhwe1ifWwnA5IExPrlnkta7+22zMZgZ5gpSK1f6dd5zDxnI8qxyXluazXVHD8FQwodIj6IEAhGRPbS2MCBaLQw64LU5KPDGMsBWzGWXzaF21Jmt1+rc8HGuSfDAsVz1f28TFbTv8q0FWVt56b5bKS4uVgKBiIiIyEHIKbPK7KfFtF8JqqUCQY0z3m8x9XabjQxmmCsYULVqn2NTo0OsBIKKOsakRvohOhEREZHea+2uSho9XuLCghgY2/VKpp1Rwuz+24RVbTalai2G6cY0/LMn/tMJKdzzwXq2FdWwcFsphw+N88u8ItI1e9c0FBHpx3ZXIIhRC4NO5JrWgm5kHKQNH9v6NXz0WIYlRgCQb49rc62jr6R0lagSkb7vP//5DxkZGQQHBzN9+nQWL17c6fjXX3+dUaNGERwczPjx4/noo4/aXL/88ssxDKPN16xZs7rzJYhIL7C7AkEHCQTh1haAWhh03eaWDdXKNRimu9OxqdHWf/fc8rpuj0tEpKfReldE9teynaUATB0U47PT52rZtf92kUS9PZwgby0JNVv8Nm9EsJPZkwcA8OLCnX6bV0S6RgkEIiLNXHYINWsAq4VBuBIIOpRrWqfWUs2Cva5NSIsCYGN+FQ1uj1/jEhHpiebOncstt9zCXXfdxfLly5k4cSInn3wyhYWF7Y7/4YcfuPDCC7nqqqtYsWIFs2fPZvbs2axdu7bNuFmzZpGXl9f69corr/jj5YhID7avFgatG6o6kdVlOSR3eUM1JSoYgLLaJmoaOk82EBHpS7TeFZEDsWxnGWAlEPhKa8KsU6fZu8o0bORFTgDwexuDSw4bBMCn6/IpqKz369wi0jklEIiINGspcdVgOqkgjNAge4Aj6rlyvVYCQQp7bwYMiA4hNiyIJo/JyqxyP0cmItLzPPTQQ1xzzTVcccUVjBkzhscee4zQ0FCefvrpdsc//PDDzJo1i1tvvZXRo0dzzz33MGXKFB555JE241wuF8nJya1fMTG+23QRkd5pXy0MVNJ1/7XdUO28jUGw005ChAvYncwhItIfaL0rIvvLNE2W7SwHfJxA0NKyK0gJBPtjV8QkAAbsY73ra6NTIpmWEYPba/LK4iy/zi0inVMCgYhIs5QI65/EIqIwDEMJBJ1orUDQTgKBYRhMy7AW/ot3lJKv7FER6ccaGxtZtmwZM2fObH3MZrMxc+ZMFixY0O5zFixY0GY8wMknn7zX+Pnz55OYmMjIkSO5/vrrKSkp6TCOhoYGKisr23yJSN9imia7OqtAYHqID9WG6oHIjZgIdO1E1sDm5I3s5mQOEZG+TutdETkQWaW1FFc3EGS3MW5AlM/uq4TZA5Mbucd61zT9Ovec5ioEryzOosnj9evcItIxJRCIiDRLaV5gFprRhAU5fNZ7qy9qSSCIopqQxtK9ro9MimB4YjheEz5dm0+jW4s/EemfiouL8Xg8JCUltXk8KSmJ/Pz8dp+Tn5+/z/GzZs3i+eefZ968edx33318/fXXnHLKKXg87beOuffee4mKimr9Gjhw4EG+MhHpaYqrG2lwezEMSG4upb8nR0MFdpuBF4M6Z7T/A+zFdjVvqA6oWrXPDdWBzckb2aVKIBCR/kHrXRE5EC3tC8YNiCTY6btDXGrZdWDyw8fgMRyENxUT2ZDr17lnjUsmPjyIgsoGPl+/d7tcEQkMJRCIiDRLiWhJIIghzKXqA51pIIg1Bdab9gHtnMQyDIPjRyUS7nJQXtfEN5uL/ByhiEjfdsEFF3D66aczfvx4Zs+ezQcffMCSJUuYP39+u+Nvv/12KioqWr+ys7P9G7CIdLuW9gXJkcEEOfZ+q+9ssDZpa4xwTMPh19h6u4LwsdaGamPRPjdUU6NDsBlQWe+moq7JTxGKiPQ9Wu+K9G0tCQS+bF8AkBRurYOVQLB/PPZgCsJHA/5vY+By2Dl/mpX09ez3O/w6t4h0TAkEIiLNUpoXmC0VCKRz83daCQRplcvavR7stHPyWOtEwbrcSnaW1PgtNhGRniI+Ph673U5BQdss+oKCApKTk9t9TnJy8n6NBxgyZAjx8fFs2bKl3esul4vIyMg2XyLSt+S0ti8Iafe6o8GqGlVt812J2P7CbQ+mMGwUAKn72FANcthIirQqQKiNgYj0B1rvisiB2J1A4LsP+g13PZGulpZd8T67b3+xP227fO2SwzJw2g0W7yhlRVaZ3+cXkb0pgUBEpNnuCgTRhLmUQLAv83e4ARhY0X4CAVj9dyelRQPw9aYiPF7/9tASEQm0oKAgpk6dyrx581of83q9zJs3j8MPP7zd5xx++OFtxgN8/vnnHY4HyMnJoaSkhJSUFN8ELiK9zu4EgtB2r7dUIKhSAsEBaW1j0IUTWQNj1cZARPoPrXdFZH9V1jexsaAK8G0Fgpb1bhMOGu1hPrtvf7ErchLQfrXZ7pYcFczpEwcA8OS32/0+v4jsTQkEIiLNUsKtBIIiotXCoAu+3mFVIIiv3UpIU8eZoYcNiSU0yE5ZbZMySEWkX7rlllt44okneO6558jMzOT666+npqaGK664AoBLL72U22+/vXX8TTfdxCeffMKDDz7Ihg0buPvuu1m6dCk33HADANXV1dx6660sXLiQHTt2MG/ePM444wyGDRvGySefHJDXKCKB19LCoOMKBC0JBDqReSBymzdUU6tW7nPswOb/BzlldZimEmhFpO/TeldE9sfKrHJMEwbFhZIQ4fLZfR17Jswahs/u21/kRU4AIK5uO66mCr/Pf83RgwH4eG0eWSVKxBUJNCUQiIg0S1YLg/1SUmeSjZX5n1axvMNxLqedI4dZZcMW7yilqr5v94KtrGtiyY5SPluXT02DO9DhiEgPcP755/OPf/yDO++8k0mTJrFy5Uo++eQTkpKsNi9ZWVnk5eW1jp8xYwYvv/wyjz/+OBMnTuSNN97gnXfeYdy4cQDY7XZWr17N6aefzogRI7jqqquYOnUq3377LS6X7zZfRKR32VcLA6cSCA5KbnMFgvjabbjclZ2OTY4KxmEzqG30UFrT6I/wREQCSutdEdkfS1vaF6T7rvoAgLO1ZZfWuweizhlDacggAFKrVvt9/lHJkRwzIgGvCU9/ryoEIoGmT8hERJq1VCAoNKMZqhYGXZLJUAaSR1rFMjbHn9DhuFHJEazZVUFeRT3fby1h1tiO+xr2NG4vNLg9uBydV6VoaPLwwZq81s17gKgQJwO6O0AR6RVuuOGG1hNVPzZ//vy9Hjv33HM599xz2x0fEhLCp59+6svwRKQP2F2BoP0WBo7WDVW1MDgQdc4YSoPTia3PIrVyNdtjj+xwrMNmIzU6hKzSWrLL6lAHXhHpD7TeFZGuWrbTWpdO8WH7AlDFLV/YFTGJ2LqdDKhcyfbYo/w+/7VHD+HrTUXMXZLNTScMJyYsyO8xiIilR1Qg+M9//kNGRgbBwcFMnz6dxYsXdzr+9ddfZ9SoUQQHBzN+/Hg++uijNtcvv/xyDMNo8zVr1qzufAki0tuZHhLDdicQhCuBoEs2GEMBSKtc1uk4wzA4engCAFsKq2l0e7s9Np8wbMwvcPDcDzupb/J0OnR7SU1r8kDL909Zbd+utiAiIiI9g2ma7CrvvAJBUH0xAJVKIDhgLW0M0io6X/vC7v8P2aUqvyoiIiLSosnjZfnOcgCmZcT69N5B9UUAVNqifXrf/qSl6lZn1Wa704yhcYxNjaSuycMzqkIgElABTyCYO3cut9xyC3fddRfLly9n4sSJnHzyyRQWFrY7/ocffuDCCy/kqquuYsWKFcyePZvZs2ezdu3aNuNmzZpFXl5e69crr7zij5cjIr2Uo6Ecu83AYxqUEEVoUOenzcWykSGAVco1pLG007FJkS6iQpx4vCY7S2v8Ed5BCxk+nYomG3VNntZN+Y4UV1nlaccPiOLYkVayRFmtStaKiIhI9yupaaS+yYthQEpUBwkEtVbp6FJ7gj9D61N2xMwAYFTxpxhm562qBsValSCyy2rxmN0emoiIiEivsHZXBXVNHqJDnQxPDPfpvYNq8wGtdw/GzujpeLGRUr2W6Lqdfp/fMAx+efwwAJ75fgcVOpwlEjABTyB46KGHuOaaa7jiiisYM2YMjz32GKGhoTz99NPtjn/44YeZNWsWt956K6NHj+aee+5hypQpPPLII23GuVwukpOTW79iYnxbDkdE+hZnfQkAJURhGjYlEHRRtRFGUai1qEurXNHpWMMwGJIQBsC2ot6RQBA55bTW3+dV1Hc6tqi6AYCEcBfRIU4AyuuaMLVhLCIiIt2spQpSUkQwQY523uZ73ATVWUn6JdpQPWBbY4+m1hFNeGMRGWULOh2bEOEiNMhOk8ekpMHwU4QiIiIiPduSHdYBpGkZsdhsvl0juVoTCNRA6kDVuBJbk2bHFbwXkBhOGpPMqOQIqhrcPK0qBCIBE9AEgsbGRpYtW8bMmTNbH7PZbMycOZMFC9p/M75gwYI24wFOPvnkvcbPnz+fxMRERo4cyfXXX09JSUmHcTQ0NFBZWdnmS0T6F2eD9W9EoRlNWJADw9AmX1flRE0FulbKdWiClVm8vbgGj7dnf7K+s7yJ4EETWv+ct68KBM0JBPERQUQ1JxA0ur009JJuDSIiItJ75ZRZZfI7al9A5S4M00u926RKLQwOmNfmZH3iqQCML3in07GGYZARZyXP5tcF/OyGiIiISI+weLuVQHCoj9sXgCpu+crapDMAGFP4ATZv51W3uoPNZnDjCcMBePr77VTUqQqBSCAE9F1scXExHo+HpKSkNo8nJSWRn5/f7nPy8/P3OX7WrFk8//zzzJs3j/vuu4+vv/6aU045BY+n/f7V9957L1FRUa1fAwcOPMhXJiK9jbPeWrwWmtHEhQcFOJreJSdqCgADK5buc2xKVDAhTjsNbu8+WwIE2kdbrI34aKeVAVBQ1YDb2342QE2Dm9pG62dMfLgLh91GZLADgOomJaOIiIhI92qpQNBhAkG5VX50Z7kX09CH2QdjXfOG6uDS7wlrKOp0bEac1cZACQQiIiIi4PWaLNlRBsChg32cQOBuaK0wqwSCg7M95khqnLGENZUypOybgMQwa2wyI5MiqKp384yqEIgERJ98F3vBBRdw+umnM378eGbPns0HH3zAkiVLmD9/frvjb7/9dioqKlq/srOz/RuwiARcywKz0IxmcPNJIemanEgrgSCubjshjaWdjrXt0cZga2F1t8d2oCpqm/hmp7URPyHGQ7DThsdrUlTV0O74luoD0SFOnHbrR2t0qJWIUu1WAoGIiIh0r90VCELbH1BmJRDsKO/ZFaB6g9LQweyKnIQND2OKPuh0bHpsKIYBVW4De2SinyIUERER6Zk2FVZRUddEaJCdsamRvr15eTYGJjWNJtVGhG/v3c94bQ7WJVptXccVvBuQGPasQvDUd9spq2kMSBwi/VlAEwji4+Ox2+0UFBS0ebygoIDk5OR2n5OcnLxf4wGGDBlCfHw8W7Zsafe6y+UiMjKyzZeI9DO1zQkERJMRrwSC/VHvjKYo1FrQpVUu3+f4ljYG24prMM2euYn9+rJsGjwmjYXbiXeZpERZp/nyKurbHV9cbS1iEyJcrY9Fh1ptDJRAICIiIt0tu7RrFQi2l6u3ki+0lHUdV/AumB3/N3U57aREBQMQMmSqX2ITERER6ala2hdMHRSDw+7jj6bKdwCwo9wLak170NYlnQ5ARtkCwhvarxbe3U4Zl8yYlEiq6t088lX7n+2JSPcJaAJBUFAQU6dOZd68ea2Peb1e5s2bx+GHH97ucw4//PA24wE+//zzDscD5OTkUFJSQkpKim8CF5E+p67SKj9aaUS39q+XrmtpY5BWsWyfYwfGhOC0G1Q3uCmobP9Ef6CtyCoHoGbdVxgGpDZv/OZ20HahqLkCQXz4HgkEzd9HVWphICIiIt1sZ0kNAIM6qqRVngUogcBXNsWdQIM9jOj6XQzcx/o3o/n/ScjQaf4ITURERKTHWtScQHBoho/bF4DWuz5WHpJOduRUDEzGFrwfkBhsNoPbfzIKgOcX7CC7tDYgcYj0VwFvYXDLLbfwxBNP8Nxzz5GZmcn1119PTU0NV1xxBQCXXnopt99+e+v4m266iU8++YQHH3yQDRs2cPfdd7N06VJuuOEGAKqrq7n11ltZuHAhO3bsYN68eZxxxhkMGzaMk08+OSCvUUR6geYKBO6gqAAH0jtlR1knqva1gQrgsNtaN7d3ltZ0a1wHKq/CShRwl1sZtntWIGivakJxc2uD+Iig1sdiWlsYdGuoIiIi0s81ebzklFlrl4z4zlsYbC/ThqovuO0hbEiYBey7rGtLAkHwoAk0enpm9S0RERGR7maaZmsFgmmDuyGBoGW9q5ZdPrMmeTYA4wrfwzA9AYnhqOEJHDU8niaPyQOfbgxIDCL9VcATCM4//3z+8Y9/cOeddzJp0iRWrlzJJ598QlJSEgBZWVnk5eW1jp8xYwYvv/wyjz/+OBMnTuSNN97gnXfeYdy4cQDY7XZWr17N6aefzogRI7jqqquYOnUq3377LS6Xq90YRKR/83pNQpqsBSwutTA5ELsiJwMQV7edkMbSfY5vKeVaXNUz+1e1VEZwV1uJJUmRLmwG1DZ6qKxvmxHg9nopq21uYRDeUQsDVSEQERGR7pFbXofba+Jy2EiKCG5/kFoY+NzapNkADCv5kuCm8g7HxYcHEWI3sTmDWVfUM9e+IiIiIt1tZ0ktRVUNBNltTBoY7fsJypUw62tb4o6j3hFJZEM+6eWLAxbH704ZhWHAe6tyWZ1THrA4RPqbgCcQANxwww3s3LmThoYGFi1axPTp01uvzZ8/n2effbbN+HPPPZeNGzfS0NDA2rVr+clPftJ6LSQkhE8//ZTCwkIaGxvZsWMHjz/+eGtCgojIj63NKSbBLLP+EBwT2GB6qXpnNEWhwwHIKF+wz/Etpf6Lq3teCwOv16Sgsh4AT5WVQOCw20iIsGJuqU7QorSmEa8JLoeNcJej9fHIYCc2A7ymgT0izk/Ri4iISH+zs8Qq5ZkeG4rN1k7SYlM9VFlJ+Tt0IstnCsNHURA2EofZxOiijzscZxgGySHWRvbiXfX+Ck9ERESkR2mpPjBxYBTBTrvvJyhTwqyveWwuMhNOAfZddas7jU2N4szJAwD40/vr8Xr1nkbEH3pEAoGISCAtX7UWp+Gh3mun2h4d6HB6rc3xxwMwIf/NfY6ND7fK+5fXNeHuYev64poG3F4TmwGemrLWx1Ob2xjklrfd+G2popAQ7sIwdm/a22wGUSFWFQJn7IDuDltERET6qZ0lVkuolhZRe6nIBsBjD6a4VpttvtRShWBS3lwcno6TA1KbEwgW7arXhqeIiIj0Swu2WYd0Du2O9gWgCgTdZG3SGQAMLZ1PbO32gMVx68kjCQ2ys2xnGW+t2BWwOET6EyUQiEi/Vt/kYWPmKgB2VDsxDf2zeKDWJM3GYzhIrVpDYvWGTseGBjkIDbKyjSubelZ5/4IKqypClMsG3t39vVraLuSWt61AUNRcRSE+Yu82OdGhVqKEIya1W2IVERER2dFcgSAjLrT9Ac2bqY2hKf4Kqd/YkDCLqqBEout3cdSOf3U4LjHYxFtfTXm9l+VZZR2OExEREemLTNPkh63FAMwYGu/7CRqqodZKUNihCgQ+VRw2nO0xM7CbHmZtugub173vJ3WDlKgQbjrBqn5770eZVNQ1BSQOkf5En5SJSL/V6PZy/YvLsFfsAGBzoUqKHozaoHg2x50AwMS81/c5vqWNQUUPSyDIb25fEBvStpxaWqy1KV9S00h1/e7FcksbhpaqCnuKDlUFAhEREelerRUI4juoQNBczrVBCQQ+1+gI57NhfwRgUv7rpJctbHeczYDaLVbf2E/W5vstPhEREZGeYHtxDQWVDQTZbUwd1A3tY8uzAHA7w6noed1Se73Ph95BvSOSpJpMpuc8FbA4rjhiMMMSwympaeShzzYGLA6R/kIJBCLSL7k9Xm56dQVfbSxiiL0QgC3FWmEerJUp5wIwqvhTgpvKOx3b8oF7RWMPSyCosCoMxIW2/REZ4rSTFGklPewstTbqPV6Toirr+yYhvJ0KBM0tDFSBQERERLpL1ysQJPsrpH4lK+YwViZba+CTt/wZV1NFu+NqNy0A4JN1+Zim2hiIiIhI//HDVqs6wOT0aIKd9n2MPgCquNWtalyJzBtyGwCHZj9DUtW6gMQR5LDx59PHAvDCwp2syWl/3S0ivqEEAhHpd7YWVXPB4wv5eG0+QXYbp6dbPey3lqrE1cHKi5hAYdgIHN4Gxha+3+nYnl6BIC5k7zc0g2Ktk31ZzRv1WaW1NLi9hDjtra9nTzHNLQycSiAQERGRbuD1mmSVWuuSlnXKXsqUQNDdvs24kdLgdMIbizh+2/3tjqnfvpwgO+SU1bEut9LPEYqIiIgEzoJtVgJBt7QvgD0qbmm92102JZzEhviTsOFh1qY7cXgCU8l3xrB4Tp+YiteEW99YRaNb+/ki3UUJBCLSb5imyf++3sopD3/L0p1lhAXZefTiKcQ37gJga5lOAh00w2BlynkATMx7A8P0dDi0xyYQNNc6+3ELA4BBzSf7dpbW4jVNNuRbm78jkyKw2fZ+HS0tDBzRybi9+v4SERER38qvrKfR7cVhM0iNDm5/ULlaGHQ3tz2YT0b8GS92RhV/xoiiz/YaY7obmJJs/T/6dJ3aGIiIiEj/4PWaLGyuQHD40LjumUQVCPziyyG/pToogdj6LI7c+e+AxXHXaWOICwtiQ34Vj3y1JWBxiPR1SiAQkX7js/UF3PvxBhrdXo4ekcCnNx/NzNGJULYDUAUCX9kYfzL1jkiiGnLJKFvQ4biYMCeGAU1eA3tEN72BOAD5lc0tDEL2/hGZHBlMkMNGg9tLTlkdW4usVgajUiLavVe4y4HdMDHsDopqOk6mEBERETkQO0qstcjA2FAc9g7e3jf3hFUFgu5VEDGWxQOvAOCErfcyoGLZXmOmp1kJBB+vVQKBiIiI9A+bCqsoqWkk2Glj0sDo7pmkeb2rCgTdq8EZxafD7gRgct5rTMx7DQLQmisu3MWfzrBaGTz61RbW5aqVgUh3UAKBiPQLpmny8BebAbjyiME8d8U00mJCoboAmmoxsbGjXAkEvuC2B7M28TQAayHZAYfNRmxLif+EwX6JrSvyKzpuYWCzGaTHWFUI5m8sxOM1iQl1khixd/sCAMMwaLlNcZ0SCERERMS3dja3VWqpkrSXhmqotU58qQJB91uUdhW7IiYS7Knm7HW/2GtT9ZAUF0F2G1sKq8nMUxsDERER6fsWNFcfmJYRS5Cjmz6OUssuv8mKOYxlqRcBcPy2B5i55a/YvY1+j+PU8SnMGmtVfP31a6tocGvfVcTXlEAgIv3CF5mFrM+rJCzIzi+PH4ZhNJebL90OQGNoIk3KH/CZ1cnnYGIwuHwBUXXZHY6LC7cSCIISMvwU2b4VVHbcwgB2b9CX1TYBMCo5cvf3UztC7NamcXGtFrIiIiLiW60JBLEdJBA0l3MlJAavM8xPUfVfXpuDt8Y+wob4k7Cbnt2bqqa1bgwLsnHcqAQA3lmxK5ChioiIiPjFD93dvsA01cLAz77J+BXfDLoRE4Pxhe9yztqfEeEp92sMhmFwz+xxxDa3Mrjv441+nV+kP1ACgYj0eaZp8vC8TQBcOiODmLCg3RfLrASChtDUQITWZ1WEpLE9ZgYA03Oe7nBcfLh1cj8oMcMfYe1TVX0T1Q1uAGLbaWEAkP6jE36jkttvX9Ai1GElEJQogUBERER8bGdzC4NBcR0kBzSfxiI63U8RidsezMcj/sK3g37Zuqn687L7GJ9orS3PnJwGwDsrd+Hx+r/kq4iIiIi/eLwmi7ZZCQQzhsZ3zyR1ZdBgVXZqCFEFAr8wDJalXcLbY/5JvT2C1Ko13Fx2Nz8Z7vBrS4OECBf3nz0BgKe/385XGwv9NrdIf6AEAhHp877aWMjaXZWEOO1cfeSPSuWXbgOgIUwJBL62JO1yTAzGFn7AiKLP2h3TkkDQU1oYFFRa7Qsigh2EONv/ERkZ7GxtvZAaHUxkiLPTe7a2MKhViQsRERHxrR3NFQgy4vdRgSB6kJ8iEgAMg6VplzZvqoaT4d7C6uvDGbL4DxwfmU1UiJOCyobWkr4iIiIifdHaXRVU1ruJcDkYlxrZPZO0rHfDEjEdwd0zh7RrZ8wMXpn4LCUhg4nylvPhRaGM+uY6yHwfvP7ZB505JonLZ2QA8JvXVlFYVe+XeUX6AyUQiEif9+hXWwG49PBBxIX/qFd9cwuDhrAB/g6rz8uNnMSitCsAmLn1b0TV5ew1Jr65hYEzLo0mT+BPYOVXWO0LkiM7f8MxOtWqOjB5YMw+79lSgaC4ThUIRERExHdM0+x6BYIYJRAEws6YGbw88QVWug7Fa5pE539P0NMzeSPsAU6wLePdZdsCHaKIiIhIt/l2cxFgtS9w2LvpoyitdwOqPCSdVyc8zfyQWdQ0moRWbIa5c+C/M2DZc1aFiG72u1NGMSo5gpKaRm58ZQVujw5xifiCEghEpE9rcHtYkV0OwJzD2llINrcwaFQLg26xMP0aciIn4/LUcOrG32P3Nra5Hu5y4LSZGDY7OVXuAEW5W15FHQDJUZ0nEExNj+G6o4cwLDF8n/cMsauFgYiIiPheUXUDtY0ebAakxYS0P6g8y/pVFQgCpiIkjReifs6Y/9RQknYSGHaGVy/mqaAH+UPmbNxv/xy2fgWewK+FRURERHzpm83FABw1IqH7JtF6N+AaHeG8H3EBg/5ZTd7wOeCKhKJMeP9GeGA4vHIhrHkDGqq7Zf5gp51HLppCWJCdhdtKue+TDd0yj0h/owQCEenTthbW4PGaRAY72t9Yba1AoASC7mAaDj4ecQ91jiiSajI5cse/21w3DIPI5hP6uyoDv2na0sJgXxUIDMMg2Gnv0j1bKxAogUBERER8KKu5fUFKVAguRwfrkpaSrjEZ/glKOrSxxMvOKbfDjcsxD/s5xUYMUUYNjlUvwQuz4cER8M4vYMNH0FQX6HAxTZP8inoW7yjl7RW7ePaHHby+LJtP1uazMrucRrdOdomIiEjHqhvcLN9pnT4/Znh3JhC0tOxK7745pEtK6kzyRl8Fv1oDM++GxDHgbYKNH8GbV8EDQ61kghUvQk2xT+celhjOg+dNBOCJb7fz3qpcn95fpD9yBDoAEZHutKmgCoCRyREYhtH2Yl051JUCSiDoTtWuJD4dfjezM29mSt6r5ERNZWvcsa3XI5wmJY2Q0wMSCPJbEgiigoEan9wzpHk/v6bJpKbBTZhLP3pFRETk4G0rttYqGfGh7Q8wzd0lXaPToco3axs5SDEZGLPu5QXbpSya/wHXxCznBO9CqC2BlS9aX85QGHo8jJkNI06G4G7qGdyB4uoGvtlURHZZ20SGiromoJ6NBVUs2l7CpIHRTBoY3XECi4iIiPRbC7eW4PaaDIoLJT2ug/WqL6iFQc8TEg1H3mx9FayHdW9ZFQjKtlvJBBs/AsMG6YfD6NNhzOkQefB787PGpXD9sUP57/yt3PbGaobEd9DmTUS6RBUIRKRP25C/O4FgL83tCwhLwOvoxoWssD32SJamXgzATzb+nol5r1mb2lgJBECPaGGQX9EAQNI+KhDsD6cNvPVWia6WFgkiIiIiB2trobW+GJbQQUulujJotNbCOpHV85xzyCAWmWO4qmQOWy5dDpe9D9N/BlEDoakWNnwAb10NDwyzTmqtmtttZV9beLwmX28q4uVFWWSX1WG3GQxLCOeYEQmcNXkAp4xL5vChcUSFOKlv8rJwWylzl2RTVtu475uLiIhIv/Lt5iIAjhoe370TtVYgUAJBj5Q0Bo7/A9y4An72PRz7e0ieAKYXdn4Pn9wGD42Gp06CBY9CZd5BTfebk0Zy1PB46po8XPXcErWUFTkIOgYpIn1aawWCpHYSCJrbFxA7xI8R9V/fD/oFUQ15DC/5kuO3PUBaxQo+H3ZHawJBT2hhkF9pfcCfEhUMPvys311VTFBwOLvK6xmW2M73ooiIiMh+2tKSQJDYQQJB2Q7r1/AkcLbTyksCamBsKCeMSuKLzAJeXJLL3acfDYOPhll/h/zVsP49WP8OlGzZfVLLGWad0Jp4IWQcBTbfnQmpb/Lw4Zo8cpqrDgxLCOfI4fFEhTj3GntIegybC6v5bksxZbVNzF2SzbRYY69xIiIi0n99u9kqUX9Ud7YvME0oz7J+HzMIKsq7by45OIYByeOsr2Nvs/6/ZX5grXezF+3++uwOqxLXxAth1Kn7/T7GbjN45KIpnPPfH9hcWM3fvivFcPruoJhIf6IKBCLSp21srUDQTtnPlgoEMYP9GFH/5bU5+WDk35k/+GY8hp0RJV9w8apLGMMOAHKr3Hi8ZkBj7I4KBACeSutNU165KhCIiIiIb2wtshIIhnZUgaBlM1WnsXqsy2ZY/2/eWJZDdUNzMq1hQMpEOOGPcMNSuP4HOOY2iB0KTTWw6hV4/nR4eALMvw+qCg46jho3vLY0m5yyOpx2g9MmpHDqhJR2kwcAbDaDkckRXDBtIMmRwTS4vXxf6CBk+GEHHYuIiIj0ftmltWwrrsFuMzh8aFz3TVRdCO56qxx+ZFr3zSO+F50Oh/8crvoMbsmEU+6HgdOtygRbvoA3r4J/jIQPmtsg7IeoECdPXz6NuLAgtpe7iT/9twR4y1mkV1ICgYj0WZX1Texq/sC28woESiDwG8NgRepFvDb+SSpdyUTX53B71Z/4l/2fjDa3sqsscB+wN7q9lNRYCQTJUb5NIHBXWWXbcivqfXpfERER6Z/qmzxkldYCnVQgKFc/2J7uiKHxDEkIo7rBzdvLc/YeYBiQNBaO+z38chlc+RlMvRxcUVCRDfP/Bv83Ft68GrIXt7YI2x/2iAS+KXBSVttEuMvBuVMHMqSjpJQfCXM5OHvKAEYmRWBiEH/arWwsUTsDERGR/u67LdZBmskDo4kMbj8h0Sda1rsRqeAI6r55pHtFpsL066xkgl8uh6Nvtdp6NVTA0qfhv4fDsz+1KnR5ulbBdmBsKE9cdghBdggddijLS+2YB7BWFunPlEAgIn3W5ub2BcmRwUSFtrNYLVUFgkDJjxjHixNfZHPccdjxcrpzMe+5/kjkq6fBhg/B0+T3mAqr6jFNCLLbiA317ZsOVSAQERERX9pRUoPXhIhgBwkRrvYHlbX0g033X2CyX2w2g0sPsxI8nluws/NNTcOA9Olw2sPwm41w1hOQdih4m2DN6/DUifDE8ZD5Pni9XZq/vN5D0vn3UOsxiAl1cv60gR1/P3XAYbdx0pgkkoO92Jwu7v2ujB3FNft1DxEREelbvtlkHaTp1vYFsHu9q4TZviNuKBz/B7hpNVz6Low+zaowseNbeO0S+NckWPgYNNbu81ZT0mO45bAYTK+HnTV2vt1SrCQCkf2gBAIR6bM2tLYv6KDnfEsLg9ghfopI9tTgjOKDUffzj5g/M7dkBE2mneiipfDqRfDAMHj7etjwETT559R+QaU1T2KkC5vNtz1c3ZXWG6c8VSAQERERH9hSaLUvGJYYjmF0sG5pOZGlFgY92llT0wgNsrOlsJrvt5R07UnOEJhwHlz9OVw7HyZdDHYX5C6HuXPg0cNg1audJuVW1DXx529KccalEWo3OXPyAMJdjgN6DTabwfR4Nw15m6ls8HLFs0t2t2QQERGRfqXJ4+W7zdZBmqNHxHfvZOU7rF+13u17bDYYciyc/6KVTHDkLRAaZ1Xh+uQ2+Od4+OYfUFfe6W0OHRBMyUcPA7Aiq5zFO0q7P3aRPkIJBCLSZ23qLIGgqR4qc63fq4VBQOU507lu5QiObHiYr+IvhtB4qC+HVS/DqxfCA0OtjdDlL0BVfrfFUVhptS9IivRt+wLYs4WBKhCIiIjIwdtaaJ3wHtpZqXmdyOoVIoOdnHfIQAD+NW/z/p+KSp0Msx+Fm9fBUb+x2hsUb4S3r4N/T4EVL4HX0+YpTR4vv3hpOTvK3birSzkqsYmIgywv7LBB4Zt/Ij7UxvbiGv703rqDup+IiIj0Tkt2lFLV4CYuLIiJadHdO5nWu/1D9ECYeRfcvB5++n9WwkhtMXx5j5VI8NW9UF/Z4dNr1n3JhGgruXXhtlIWbeti0q5IP6cEAhHps1orECS1k0BQvhMwISjCyl6UgGoqyaGAWP5jnwO/2QSXfwTTfwaRA6Cx2irF+t4N8OBI+N/R8OVfIXfFAfV57UhRtZVAkBC+f2Vbu2J3C4N6lcoSERGRg7alaHcFgnZ53FCeZf1eJ7J6vJ8dM5Qgh43FO0q7XoXgx8IT4IQ/ws1rYObdEJZgfQ+8+3N49HBY/y6YJqZpctd76/huSzHBDoPC1+8i3Eetib015fxqegw2A15flsOHq/N8c2MRERHpNb7aUAjAsSMTfV7hcy9lO6xftd7tH5zBcMiV8MvlVjuvhNHQUAlf/x0engg/PNJhJdvhkV6OGGZ9BrBweykLlUQgsk9KIBCRPsk0TTYWdFKBoLSlfUGG1U9UAqqpOBuwNsNNwwYZR8Ap91knqa75Eo69HQZMBQzIWwXf3A+PHwv/NxY+/DVs/dLaKD8IRVXNCQT72fe1K9xVVgJBXZOHirqOS8m2mLski588/C2ZeR1nz4qIiEj/1drCoKMKBCWbwdMAQeHaUO0FkqOCuejQdAD+74tNB5dwGhwFR94Mv1oDJ94DITFWRYLXLoUnjuOjD97g5UVZGAbcfFg0TYXbffQqLGMSgvj5scMAuP2t1eSWqwKXiIhIf/JlcwLB8aMSu3ci04T81dbvk8Z271zSs9gdVjuv63+Ac5+DuOFQVwqf3dFcgetF8Hr3etohg2I5cpjVVmORkghE9kkJBCLSJxVVNVBe24TN6OBkVuk269cYtS/oCdxluzCA8tomSmsad18wDCtx4NjfWYkEv9kMs/8Lo08HZxhU7oIlT8ILZ1rVCT78Nexc0O4icV+6M4EATxORLutHbm55+5mwLd5YlsNtb65hfV4l767M9X0sIiIi0qt5vCbb9lWBIK9lM3Wc1T9UeryfHzsUl8PGsp1lfNPcN/igOEPgiBvhplVw9G+ttXPuCk5ddjWPOv/JvcdFMi3V9627AG6aOZyJaVFU1ru57c3VqsAlIiLST+wsqWFrUQ0Om8FRI+K7d7LyLKivAJsTEkZ171zSM9lsMHY2/HwhnP4IRKZZe8Xv/gKeONbaI/6RqYNi2iQRLNhWorWqSAe0kyAifVJL+4KM+DCCnfa9B5S1VCAY4seopCOmu5HEMOv/U8uJunaFJ8Cki+D8F+C32+Ci12Hq5RAab/W+WvIkPDPL6n/15V9290LrguLmFgbx3dDCACA+1PqRm1fR8Smsj9fk8ds3VrX+eWtRJ/8tREREpF/KLa+jwe0lyG4jLSak/UEtp7FSJvgvMDkoiZHBXHKYVS3ioc824vX6aCMzOAqOv4NNF37Hq+aJeEyDn9gXc/6is0nNfJIwH7Uv2JPTbuP/zp9EkMPGt5uLeV+tDERERPqFluoDh2TEEBncDYuMPeWvsX5NHAWOoO6dS3o2uwOmXAK/XAYn/QVckVYF22dmMXjpn0iPalt9eOqgGI5qTiJYrCQCkQ4pgUBE+qRNLe0LktppXwB7tDBQBYKeYkCEA4CtRTVde4IzGEacBKc9DL/eCHPehIkXWYvEyhz45gGr/9ULZ8K6d8Dd2OnturUCARAfYiVIdFTGdVtRNTe+ugKvCeMHRAGwtbNkChEREemXWpItB8eH4bB38Ja+JYEgebyfohJf+NmxQwkNsrMqp4KXF2f57L6FVfVcPnc7v2u4gt8n/Rfv4GMwPA0kb36JDTeEM75+qVUG2IeGJIRzw3FWK4M/v7++S228REREpHdrSSA4YVRS90/Wut5Vwqw0cwbDjF/CL5dbB84wiMmdT+Yvwjm+5gNs3t3tb6cMiuGo4VYSwZIdZczfVKQkApEfUQKBiPRJ24qtD6E7LOvaUoFALQx6jAGRVgJBpxUIOmJ3wLCZcOZ/rTYH5zwNQ44FTNj6Jbx+mVWV4NsHoba03Vt0dwJBXGhzAkFF+y0MvtxQSJPH5JBBMfx3zhQAdpbW0uje/3YMIiIi0ne1rJU6XOea5u4WBtpQ7VXiw13cevJIAP7+8YYOE0/3R1V9E1c+u4TcinqGxIfx+8vPwXbpu3DByzSEppIWaePyykc4I/MWIup9WyngumOGMCQhjOLqBh74dINP7y0iIiI9S02Dm0XbrD2340Yldv+ELRUItN6VHwtPsA6cXfcNVXETCHUanFrzBhevupjUyt2VX6ekx3DsyAQAVudU8Mm6fDy+qgIm0gcogUBE+qTCSuvD4KTIdvp6ej27S9urAkGPkdaSQHCwZfudwTDubLj0XbhxJRz1awhPgup8mPdneGgMfHALFG9pfYppmhRVd3MFguYEgrwONoKXZ5UBcPzoRAZEhxDucuDxmuwo6WJFBhEREekXWhIIhnaUQFCRA/XlYHNA4mj/BSY+cenhGUwdFEN1g5vfv73moE5CNbg9XPfCMtbuqiQ2LIinLp9GVKgTDANGncr6457mnm8acGNnSNl3XLbiPKbmvIBhuvd98y5wOez8ZfY4AF5alMXK7HKf3FdERER6nu+2FNPo8ZIeG8rQhLDunzBPLbtkH1ImsHnGP7n07TqqjQjia7dx/pqrmbnlL7jclQBMTItm1thkbAZsKqjm/dW5NHl0mEsElEAgIn1Uy4fBie19GFyRA94msDkhcoCfI5OOpEdZCQTrdlX4rmRU7GA44U741Vo4839WGV93HSx9Ch45BN64EgozqahrosljzRkf3j190xJaKhCU712BwDRNlu20EgimpsdgGEbrm60DqsggIiIifdbW5mTLDjdmW8q5JowCR/ckRkr3sdsM7jt7PEF2G/M3FvHGspwDuo/Ha3Lz3JX8sLWEsCA7z14xjcHxbb9nTLuLO79q4MHYe8iJnIzTW8/RO//FBauvIq5mSwd33j8zhsZz1uQBmCb8+f11Kg0rIiLSR32+vgCA40clYhjGPkYfpNpSq30pQNK47p1LejfD4IXVTdwXdy9rEs8AYHzBu1y6/HyGlH4DwMjkCE6bmIrDZrCzpJa3V+yivskTyKhFegQlEIhIn1RUaX1I2+5p8sJM69e4oWCz+zEq6cyQaCcuh42Smka2F/v41L0jCCZeANd9C5d9ACNmASasfRMePQzHG5cxxthBZLADl6N7vicGRFgJEpn5lXh/VA5rV3kdBZUNOGwGE9Kigd2nCpVAICIiIi1M02yt1tRhCwOVc+31hiVGcNPM4QDc8fZavt9SvF/Pr2/y8IuXlvPRmnyC7DYev/SQ1jVmewodqbw+7n98OuyP1NsjSK5ez8WrLuHQ7Kfa9Io9ULedMorQIDvLs8p5f7Vv2ySIiIhI4Lk9Xr7ItBIIZo1L7v4JWxJmYwZDcGT3zye9Xq0tnC+G/4HXxj1OaXA64U3FnJH5a2Zt/APBTeVkxIVx1pQBuBw28irqeWNZDtX1vqnKJdJbKYFARPqcPcvRJ7bXwiB3hfVr6mQ/RiX74rQbTBwYDcDSHWXdM4lhwOCj4KK58LPvYIyVeRq+7SM+cv2ehx0PQ8nWbpl6YJSDYKeNqno323/UlqCl+sDY1EhCgqwEhmFKIBAREZEfKaxqoLy2CZsBQxM6SCBoKeeaPN5/gYnP/eyYocwam0yjx8u1zy9lVRfL/1fUNXHp04v5ZJ2VPPCvCydzxLD4fT/RMFifdDrPT57L1pijsJtujsh6jAtXX3bQ1QiSIoO5/pihAPz9o0yd6BIREeljFm8vpby2idiwIKZlxHb/hFrvygHaFTWZFye9xNIBl+DFxujiT7l0xfkMLZlPSlQI50xNIyzITklNI68ty6a0pjHQIYsEjBIIRKTPKa/dRzn61gSCKX6MSrpiWkYMAIt3lHb/ZMnj4bzn4foF5Az4CV7T4Dj39/CfQ+GDW3DU+zYGh81gXGoUACuzyttcW96cQDBlUEzrY8MSlEAgIiIiba3Ps3p1DkkIJ9jZQdWkfPWD7QvsNoOHL5zEEcPiqGn0cPkzi/lmU1Gnz1m0rYQzH/2exdtLiXA5eO7KQ/f7FGCNK4H3Rj/Ix8P/TJ0jisSaTVy06lKm7HoJzAPvB3vN0UNIjQomt6KeJ7/ddsD3ERERkZ7n03X5AMwcnYjd1s3tC2B3xS2td+UAeOzBfJtxI3MnPEVJyGDCmko5fcOtnLj5HlKC3Zx3yECiQ51U1bt5fVk2+RV7t6MV6Q+UQCAifU5L9YHoUOfe5ehNUxUIerBDmrOUl/ojgaBF0hg+GfVXTm38G+vCpoPXDUufYuy8i7nzmCCcZoPPpprUXGFhVU55m8eXZVkJBFP3TCBorkCwrbh6r5YHIiIi0j9lNicQjE7poFRrbSlUZFu/14msXs/lsPO/Sw5hYloUZbVWZYFfvrKCXeV1rWO8XpPMvEpueW0l5z++kG1FNSRFunjtZ4dz+NC4A5vYMNiQeArPT36VbTFH4jCbOGbHPzl73S+IaMg/oFsGO+3cdsooAB6dv5XCKm3EioiI9AVer8mn66z2BSeP9UP7AtidMJs80T/zSZ+UHzGOlya9yNIBl2BiMK7wPeasupiRTes5d2oaSZEu6pu8vLk8hx2+brcr0gs4Ah2AiIivFVZaH/gmhLv2vliZCzWFYNgheZyfI5N9mZIeg2HAjpJaCqvqSYxopwVFNyiubiTTHMQbo/6PsePL4PO7sO9ayp+ODaas5HZ+KPo1m+JPtFogHISWFg0r9yhBW9PgJjOvCmibQJAeG0qQ3UZ9k5dd5XUMjA09qLlFRESkd8rKyqK4uBiA79dZSYdR3iqWL1++19jwouWMABpCU1i3vm1bpszMzG6PVXwv3OXgpWsO48HPNvLcDzt4f1Uu76/KJS4siIz4MLYWVVNe2wRYS9WLDk3ntyePIirUedBz1wbF8+7ohxhf8DbHbP8/0iuWMmfFhXw59HdsTDi53ed09n2WZpoMj3WyubSJO19dwLVTozocGx8fT3p6+kG/BhEREeleq3dVkF9ZT1iQvWttk9qx53p3XwxPA5OKNmEAa4qhqXr3mljrXdlfHlsQ32bcyLaYI5i1+W6i63dx3pprWZJ2OUETr+KDdUXsLK3lvdW5TI2xzmP76vtM613p6ZRAICJ9TlG1dZolMbKdBIKW6gOJY8AZ4seopCuiQpyMTIpgQ34Vy3aUccr4FL/MW1TVnHQS4YKMI+HqL9j2wUPY593NoOhSTt10B5PyX+erwb+hKHzkAc/TUoEgM6+S+iYPwU47q3LK8XhNUqOCSYna/T3psNvIiA9lU0E1W4qqlUAgIiLSD2VlZTFq9GjqamsBSL36vzjjBvLgH2/mr9v3TiC4+bAgHjo5mA+WZnHObVPbvWd1tdoj9TbhLgd3nTaWs6ekcfd761iWVUZJTSMlzT1ZQ4PsTB8cy00zR7SuN33GMFiTfBZZUdM4ZdOdpFSv5Seb/kB6+SK+GnIrbru1fq0stdorzJkzp9PbuQaOI/miv/Pxpkqeum0O7rLcdseFhIayITNTm6oiIiI9XEv7gmNHJnbcYqsTP17v7su0VBuLrwmnoNrLhCPaT2jUelf2166oqbww6RWO2/YPxhR9yPScpxlYsYSokffw1nZrr3ppqYPIQ8/a53q3q7TelZ5OCQQi0ud0WoEgt3mjNXWS/wKS/TItI5YN+VUs8WcCQfWPvmcMg/IBx3HEf37DW3+7jJl1HzGgciUXrbqUVSnn8kP6z2h0hO/3PGkxIcSFBVFS08j6vEqmpMewfKd1knDKHtUHWgxLDGdTQTVbC6s5bmTigb9AERER6ZWKi4upq63l4tseIC5tKO/mWKfKr7j5D4S0sz97YcX/oGEBodPO45Zjz2hzLXPx13z83MPU16t0fG81bkAUb1w/g9pGN1sKq9leXEN6bCjjBkThtHdvh8qKkIHMnfAEh2U9yfScpxlX+D6pVav5aMRfKQofSV211V7j1OvuYOSE9pNXWnxf6CW/3sGhv/ovh8V79rpekLWVl+67leLiYm2oioiI9HAtCQQnjU06oOfvud5NSh+6z/GH1c2Hqmcpj53ALf/5TZtrWu/KwWh0hPPpiLvZHnsEM7f8ldSqNVy6eg4pQ+/gmaCJLM8qJ+a4Kxl2+CyOGR5/UIVqtd6V3kAJBCLS57ScJk+MbKf8fUsFgtTJfoxI9schGTG8sHAnS3eW+m3ONhUI9lDvhi/CziBn9FUcteNfjCr+jMl5cxlePI/5Q37N5rgT9qutgWEYTBoYzbwNhazMKrcSCLLKgbbtC1oMS7CSFLYUKnNaRESkP0tKH4ojcSjkZBPitDNs5BiMdtYgGSus/rMN6UeRFju2zbWCrK17jZfeKTTIwYS0aCakRft1XtNwsGDQz8iOnsasTXcSW7eTC1ZfwTeDf8UyrHV0XOog0oaP7fQ+J6Q08NKiLHbV2nEkZpAc5Z+2ZSIiIuJbG/Or2FZUg9NucNyogzv4kpQ+dJ9rCIARW9+HKqhMmEJahta74nub4k8kP3wMp2z6I6lVazht0+0MSjqT33AYmxhISXAq6xojOHFMEnbbwbW7FenJujdFXUQkAAqrOqhAYJpKIOgFpmXEArAut5KaBrdf5ixurkAQ317VCqDalcTHI//Km2MfoSx4IOFNxfx04+3MXn8TkfXtl13tyMTmsrKrcsrJr6hn8XYrUWJK+t4JBEMTlUAgIiIilpb1SkKEq93kAbunntjanQAUhh14yyWRfcmJmsqLk15ia8xROMwmjt/2AL90vkl7HeTaEx/uYnRKBADfbSnGNM1ujFZERES6ywerrT2xY0YkEhns9MucidUbAa13pXtVBg/g9XGPszjtckwMJhS8zRNBDxH91V8wMNlYUMV7q3JpdHsDHapIt1ECgYj0ObsrEPxoB6t8J9SVgT0Ikvad0SqBkRodwoDoEDxekxXNp/O7k8drUtK8IZ8Y0fmuZ1b0dF6Y/AoLBl6L23AyuHwBl6y4gEm5c8Hs2oKxpS/tiqxybnltJdUNbsYNiGTcgKi9xg5rSSAoqtbGqoiISD9X1JrwGNTu9fjardjwUOuIpiYowZ+hST9U74zmvdEPMn/wLXgMB9PtmSy9Jox0c1eXnn/4kDjsNoNd5XXsKOlaz2MRERHpOUzT5P1VVgLBaRP904LUMD3E124GoChshF/mlP7La3Pw/aBf8NbYf1PjjGWQrYBvjl/Hz1xf4LQbZJXW8taKHGob/XMATsTflEAgIn1OYZXV5+rH5ehbqw8kjQVHF4/HSEBMy7BO43+1sbDb5yqtacRrWp0IYsPa35Dfk8fmYmH6Nbww+RVyIicT5K3juO3/4Lw11xJTu2Ofz5/YXGo2q7SWH7aWEBpk518XTG635NXQhHAMA8prmyitadzflyYiIiJ9SHFHVbaaJdZYp7GKwkfuV4slkQNmGKxIvZDXxj9BsRnF8Dg7fzT/zfj8t6zqb52ICHYyqXld/P3WYrxKlhUREelV1u6qZEdJLcFOGzNHJ/llzpi6LJzeBhptIZSHDPTLnCJZ0dN5aeKLZHrTiXQZ3GY8w3NJrxPp9FJQ2cDrS3OoqGsKdJgiPucIdAAiIgcjKyuL4uLiNo/ll1snWIqzt7K8Iqv18dT1n5AMFDkHkr18eZvnZGZmdnus0nWnTUzlnZW5vLEsh1tPHkmw095tc7VUrIgLC8Jh73peXXnIIF4f9xgT8t/iqB3/ZkDVKuasvJgF6dexbMDFmEbbmPf8HkuNsJNb5QHgionhlGdvYnl2+/NEuWyU13v5atFKhsQ4iY+PJz09fT9fpYiIiPRmpgnF1VYyYXwHFZMSajYBOo0l/pcfMY47Gq7hpzvv5bSRMHPrvaRUrWbekN/hsQd3+LxDMmJYm1tBSXUjG/KrGJMS6ceoRURE5GC839y+4ITRSYS5/PMxU8t6tzhs2F77biLdqcaVwL2NlzBqyZ38/igXM0rf4qOIDVxeewNb6qJ5bWk2sycN2PtAo0gvpgQCEem1srKyGDV6NHW1u0teGo4g0n/9FgCzZ52A2VDTeu2LS0JJHuLgd/+ey9MrXmz3ntXV6jXfExw7MpEB0SHsKq/jg9V5nDM1rdvmKm4tB3wACzzDxuqUc9geeyQnbL2XwWU/cNTOfzO09Gs+GX43FSEDqSwtAmDOnDmtT4ud9UsiJp5MTeY3/Pa++zudIvmyf+JKHsYl195A/balhISGsiEzU0kEIiIi/UiNBxo9XuyGQUxo+xWTWjZU1Q9WAqGGEM54tY5X7j6Dc81PGFv4IQk1m/lg1H1UBLe/lg922pmWEct3W4pZsLWEEYnh+5XQKyIiIoHh9Zp80NK+YEKq3+Ztqbil9a4Eghcbd3zZQPDR1/Nz+xuk1a7nXcfv+U3ojXxcO4o3luVw2sQU0mJCAx2qiE8ogUBEeq3i4mLqamu5+LYHSEofCkCNGz7JBRsmv3rwhdbqrYbpZUbxL8CsY/RlD3DL1W0/fM1c/DUfP/cw9fX1/n4Z0g67zeCi6ek88OlGXli4s1sTCFoqEBxMhmiVK5l3Rv+TMYXvc+z2h0itWs0lKy/i24xfsrzauu+p193ByAlTAaj3QH6dm4EnHob95Lc6vff3hQ7y6+GU6/5AaOlmXrrvVoqLi5VAICIi0o9UNFqL2tjwoHbbHhmmh4Qaqx+sNlQlUEzgI+N47GN+yk823UFizSYuWnUZHw//Mztij2j3ORPToliZXU51g5tVORVMHRTj36BFRERkvy3PKiO3op5wl4NjRyb4bd7dFbe03pXAWWWM4eWJz/HTDbeRWLOJ//AXHgu/mPurZ/HOylx+OiGFjLiwQIcpctCUQCAivV5S+lDSho8FIK+iDnJzCA92MnDE7vKt0XU7CSmqw21z4Rx1Imm2tv/8FWRt9WvMsm/nTxvIP7/YxKrsctbuqmDcgKhumaeouvN+wl1mGKxPOp3sqGmctOXPpFcs5fhtD5DgHMK8cIO41EGt36cAw7p429imAvLzKnFFJ5EU7j24GEVERKRXqmi0TmXHh7dffSC6Lhunt54mW7D6wUrAZUdP46WJz/PTDb8jpXodszNvZsHAa1g08Cow2lYYcNhtHD4kjs8zC1iyo5SxqWpjICIi0tO931x94KSxSd3adrQN0ySh2qpAoJZdEmgVwWm8Ov4pTtj2d8YWfsjP3S8wLmwz19dcw/urcpk1LpnhiRGBDlPkoKg2nIj0KTUNVl/50KC2CQJJ1Vb/+cKwEXhtyp3qDeLDXZwyLgWAFxfu7LZ5fFGBYE9VwSm8OfY/fDnkVppsLsbbt7Hm+jCmmmsO6H5hLuuNWE2j2yfxiYiISO9T3mRVHego4XFgxRIACsJHqx+s9AjVrmReH/84q5LPxsBkRvbjnLbhNoLce7eMG5USQVxYEA1uL0t3lgUgWhEREemqRreX91fnAXDaRP+1L4ir3Uqou5wmm4visKF+m1ekIx57MJ8Nu4svht6Ox3BwtGchH4beTTp5fLwmn8y8ykCHKHJQlEAgIn1Ky4esLR+6tmhJICgIH+P3mOTAzTlsEADvrNxFRV1Tt8xRXO3bBAIADBurUs7jpYkvss2bQlyojRvN5zhx8z043TX7dauw5mSYmgYlEIiIiPRXpQ1WAkFyVHC71weX/QDAjpgZfotJZF88tiC+HPo7Phv2B9yGk2Gl87lg9ZVE17VNDrYZBkcMiwdgZXY5tVr2ioiI9FhfbSyktKaRxAgXRzX//PaHwWXfA5AddQgemw/38EQOhmGwJvksXh/3P6qd8WR4s/kg+E6Osa3ks/UFrMopD3SEIgdMCQQi0qfU7qMCQUH4aL/HJAduWkYMI5LCqW/y8tbynG6Zo6UCQfzBtjBoR1loBn9qvIK/fduAF4Nxhe8xZ9UckqrWdfkeYS7re7m20ePz+ERERKTnc0Ql0eA1sBntVyCwe+pbKxBsj2m/z7xIIK1LOoPXxz9OdVACcXXbuWjVZQwu/a7NmIy4UAZEh+DxmqyvUBUNERGRnuqNZdb+3JmTB+Cw++/jpZYEAiXMSk+UFzmBlye9QG7EBMLNGp4OeoCf299h/sZClqnClvRSSiAQkT6lvQoEhukhsXoDoASC3sYwDC5prkLw4sKdmKbp8zl83cLgxzzYuePLBv5u/IxKVzLR9Tmcv+Yqpu56AUzvPp/f2sJAFQhERET6paDUkYC1VmlvkzatcjlObwNVQYkUhw7zd3giXZIfMY6XJj7ProiJuDw1nJF5C9NynoHm9b1hGBzZfIpxZ40NZ/ygQIYrIiIi7SipbuCrDYUAnD01zW/zutxVpFauBpRAID1XTVA8r497jNVJZ2HD5LfO13jE+W+WbclhyY7SQIcnst/UCFxE+pSWU9phe1QgiKnbSZC3jkZbCGUh2ojqbWZPHsC9H29ga1ENC7aVMGOob8ujFXZjBYI9bTSG8uKklzhxy18ZXvIlR+/4F+nli/l0+N3UBsV1+LyWaho1jR66IX9CREREejhX6igAUiJD2r3epn2BYfgtLtl/mZmZPrlPfHw86enpPrmXP9UGxfPGuP9y7PYHmZj/JkfufJT4mi18PuyPuO3BJEcFMywxnC2F1UQfc1mgwxUREZEfeXdlLm6vycS0KEYkRfht3vTyRdjwUBKSQUWw/xIXZP/19/Wu1+Zk3rDbKQwfyXHbHuCn9oUMNvK4ZuuvgZFMy4gNdIgiXaYEAhHpU1pOaYfuUYEguXo9AIXhozANlcPsbSKCncyePICXF2Xx0sIsnyYQVNU3UVHXBEBqdPs9hX2pwRHJByP/zviCtzl2+0NklC9kzsqL+GTEn8mKnt7uc8KCrO9Zj9ekSQkEIiIi/Y6ruQJBclT7a5WM5gQCtS/ouSpLiwCYM2eOT+4XEhrKhszMXrup+uXQ31EcOpxjtz/AqOLPiKnbyfuj/0GVK5kZQ+PYWlhF6LBDWVfUwJRABywiIiKtWtoX+LP6AKh9QW+g9W5ba5LPoiR0CKdt+C1jm3bynusPXL/tVyzmCA5VEoH0EkogEJE+pb0KBOnliwDIixgfkJjk4M2ZPoiXF2Xx6bp8CivrSYz0zYf92aV1AMSGBRER7PTJPffJMFiTfBa5kRP5ycY7iK/dylnrfsmitCtYmH4NptH2R7PDbsPlsNHg9lLvObip6xo9uBw2bDadThQREekNGj0mQUlDgPYTCKLrsoipz8ZjOMiKmubv8KSL6qorATj1ujsYOWHqQd2rIGsrL913K8XFxb12QxVgdcrZlIQO5qcbf0dSzUYuXHUZH4y6HyInMjjcy7ZqO8+vqmLOSSaGKmuIiIgE3PrcStbnVRJkt3HahFT/TWx6lTDbC2i9u7fcyEm8PPF5Tsv8DUk1G3k56K/cueNyFpvn4ce/QSIHTAkEItJnmKZJbaNVgaAlgcDmdTO41MpS3RZ7VMBik4MzJjWSqYNiWLazjFeXZHPjCcN9ct+s0hoABsaG+uR++6MkdCgvT3iWY7c/xISCtzks52nSKlfw0Yi/UuNKaDM2LMhBg7uRes+Bb56uy63gnP8u4LSJKdx/zsSDDV9ERET8YHtZE4bdictmEhm899v3ltNYuyIn0+QI83d4sp/iUgeRNnxsoMPoMXZFTeHlCc9x+obfkFiziXPW/owvht7OlqihbCltZHMpfLI2n1PGpwQ6VBERkX5v7pIsAE4YnUhMWJDf5k2s2UhYUymNtlByIyf5bV45MFrvtlXlSua18U9y0pY/M7L4c+51PsUzWTm8GXpBoEMT2SdboAMQEfGVuiYP3uYS7yHNZd8HVC4n2FNFrTNGFQh6uTmHWRmnryzOwu3x+uSeWaW1AAwKQAIBgMcezLxhv+fDEX+l0RZKWuUK5qy8iEFlC9qMa2nJcTAJBE98s426Jg9vr9hFRW3TQcUtIiIi/rGppBGAWFf7p7B1Gkt6u6rgFOaOf5LNccdjN92cvOUezq19heolbwHwwKcbafLR2l9EREQOTE2Dm7eW7wLgoun+PRHest7Nij4Uj81/iQsivuK2B/PRiL/yffr1AFzh+JTb6h4k/aizAhyZSOdUgUBE+oyaBqu+e4jTjr25RPvQ0m8A2BZzFKZhD1hssm+ZmZmdXk/xmES6bORV1PPkRws5dED7bQzi4+O7XN5qZ4mVQJAeoASCFpsSTqIwfBSnbrydxJpNnLn+JhalXdnc0sDeWlHjQFsYFFU18NGafACaPCafrc/n3EMG+ip8ERER6SYbS62kv9igvT9AdXjqSKtYBiiBQHo3tz2ED0bey2HZT3J49hMcW/cpL2V4ucd1NtuKYe6SbOYcNijQYYqIiPRb76/KparBzaC4UI4YGu/XuVsqbm2PmeHXeUV8yjBYPPBKSkIHc9LGOznKvpb5xxbx1opMpkyZEujoRNqlBAIR6TLTNPl8fQEZ8WGMSIoIdDh7aWlfENpcfQDTZGjp1wBsjT06UGHJPlSWFgEwZ86cfY6NPuZyog47h7te+ILC1+9qd0xIaCgbMjO7lETQUoEg0AkEAOUh6bw64WmO3fYQEwre4rCcp0itWsXHI+4h7CArEMxdkkWjx4thgGnCB6vzlEAgIiLSC2wqaU4gcJl7XUuvWILDbKLClUpZiD5clV7OsLEw/VpKQodw0sa7OGVoI9OC7uTsxlv45xcuzpw8gDCXtrBERET8zTRNXly0E4CLp6djsx14dcz9FdxUTkrVWgB2KIFA+oCtccfx+sSnOHnljQy2FXBN1m945w0vs8+5JNChiexF775EpMs+WZvP9S8tJy0mhG9/e1y7ZVQDqb7JOpnV0r4goWYTkQ35NNlcZEVPD2Ro0om66koATr3uDkZOmNrp2Go3fJprEjJkKtf+8y3CnW2vF2Rt5aX7bqW4uLhLCQTZLQkEcYFPIADw2FzMG3Y7uyInccLWe0mvWMqclXMojr6d5aQeUAUCt8fLS4usPnU3HDeMf3+5he+3FFNW0+jXnnUiIiKyfwor6ymu9WB6PcQE7Z1A0KZ9QQ9bl4scqM3xM9lU2MB5O+8kLTKH91x38bPaG3nqu0HceMLwQIcnIiLS76zOqWDtrkqCHDbOmerfwyiDyhdiYFIUOpxqV5Jf5xbpLsVhI/hP/F3M2nwnh8eUc9qaX/J9w06OuOgOva+THsUW6ABEpHdo8ni5/9ONAOSU1bEutzLAEe2trml3CwOgtfrAzujDcdvbL3cvPUdc6iDSho/t9GvU6LEMigsDoMiZuNf1pPShXZ7P7fGSU1YH9IwKBHvakHgKr0x8juLQIYQ1lXB70W/5mf29A0og+CKzgLyKeuLCgvjFccMYkxKJ22vy6bp83wcuIiIiPrM8qwyApuIsnD9+526abRMIRPqQXc4Mpj1RQ030KKKo4nnn3yn9+jGKqxsCHZqIiEi/8+JCq/rAqeNTiPXzQRS1L5C+qtoWybH/yWJZxAnYDZMjNj/AxqeuAndjoEMTaaUEAhHpkrlLstleXNP65y8yCwIYTfvqGttPIFD7gr5lwoAoANbnVuL27N0PuKvyKupxe02C7DaSI3tegklp6GBemfAs6xN+gg0vv3O+yv3m/xHl2r/7PL/AeqN3/rSBBDvtnDohBYAP1+T5OmQRERHxoe+3lABQn7Vmr2uxdduJasjDbQSRE9V5BSeR3ii/2mTTEf/EHHcOTsPD3bYn2fTMz8DjDnRoIiIi/UZ5bSPvr84FrPYF/mSYHjLKFgBqXyB9U6MHjGPvYP6gm/CaBiNz3qTw0VOgtjTQoYkASiAQkS6oaXDzzy82AzAlPRromQkEtU3WZlJIkJ2I+jwSazbhxca22KMCHJn4UkZ8GBHBDurdXlblVBzwfVraF6TFhvi1f9v+cNtD+HT43bybdisNpoPjbMtZdm04IRWbu/T8+iYPC7dZHz5ceKj1Ru+nzQkEP2wtoUSnuERERHqs77cUA1C/c+Ve11oSZbOjpqrSlvRZpt2FcfaT7Jr8awBmlLxF1dNnQl15YAMTERHpJ15alEV9k5fRKZFMHRTj17lTK1cT4q6g3h5OXsQEv84t4jeGwTGX/4nXRzxAlRlCYulSqv9zNBRtDHRkIkogEJF9e/q77RRXN5AeG8p/Lp6CYcDaXZXkVdQFOrQ26hut0+ghTnvrpmpu5ETqndEBjEp8zWYYTE233rR8t6WYTQVVB3Sfnc0JBD2tfcFeDIPM1LM5u/Fusr0JDI21MfLbX8DyF/b51G1FNXhNiA51khYTAsCguDDGD4jC4zV7ZCKQiIiIwK7yOrYV12AzoD5rbZtrhulmQt6bAGyKnxmI8ET8xzAYcMadPD3gHmpNFxG7vsF8ciaUbA10ZCIiIn1ao9vLcz/sAODqIwdj+Lk3+8S81wDYEnccXpvDr3OL+JNhGJx30dU8O+pxsrwJhNdk0/S/42HzF4EOTfo5JRCIyD69uMgqgf7rk0aQEhXC5IHRAMzLLAxgVHura2puYRBk36N9wTGBDEm6yYS0KMY3tzL4dF0+Wc3JAPuj5TmDenoCARDksJFpDOWnjX/lw202bN4meO8GeO+X0FTf4fM2F1rJFcMTw9u80TtiWDwAqw+igoOIiIh0n5bqA8NjnZiNbdc5w0rmE9lYQK0zho0JJwciPBG/O/X8a7nE/BO5ZixGyWZ44njY9nWgwxIREemz3l+VS2FVA4kRLk6bmOrXuSMa8hle8hUAK1Iv8OvcIoFgGAa/OP80nh79FIu8o3C6qzFfPhcW/hdMM9DhST+lBAIR6VRxdQMFlQ0YBpw4JgmAmc2/9rTTy3WNVgJBrK2WtIoVgBII+irDMDh2ZALDE8PxmvDeqlwWby/Fsx/rqawSazN+YC9IIDAMg7AgOxWEc86XSeSOuhIwYPnz8PRJULaj3edtKawGYFhiRJvHR6dYf96Qf2DVG0RERKR7tSQQTEhy7XVtSu7LAKxOPhuPbe/rIn1RUmQwJ55wEmc03MMahkN9Obx4Fix5KtChiYiI9DmmafLkd9sBuGxGBkEO/36MNCnvNWx4yIo6hOKwEX6dWyRQbDaDP55/NK+O+jevuY/BML3wye/g/ZvA3Rjo8KQfUu0XEelUZl4lABlxYYQGWf9kzBydxP2fbOSHrSXUNLgJc/WMf0paKhBMrF+EDQ/FoUOpCEkLcFTSXWyGwUljk3B7TbYX17BgWwlhDieuAaO79Pys3tLCoFmYy0FlvRtbWBz5Iy4h9ZCfwptXQ94q+N8xcNYTMOKkNs/ZXNCSQBDe5vHRKZEAbMyvwus1sdn8W4ZORESkJ8rKyqK4uNgn94qPjyc9Pf2Anmua5h4JBEFtriVXrSW1ag1uw8mq5LMPOk6R3uSKIzKYuySbc4rv4M3UlxlX+hl8eAsUbYCT7wV7z3hfKiIi0pN1Zc27pqCBzLxKXHaDccHlLF++fK8xB7Pe7YzTU8u4/HcAWJF6oc/vL9KT2W0G959/CDe89Ec2bUzj946XsS1/zmrfdd7zEBYX6BClH9G7KxHpVEsCQcuJZbDKoafHhpJVWsu3m4uZNS45UOG1Mk2T+uYEggmVal/QXzhsNk6bkMKmgmq+3VxETaOHhLP+QEW9Z5/PbW1hEBfW3WH6RGiQHQB7eKz1wLAT4Lpv4PXLYNcyePk8OOa3cMxtYLPG7tnCYE9D4sMIstuobnCTU1ZHelzvSKIQERHpLllZWYwaPZq62v1vi9SekNBQNmRmHtCm6ob8KoqrGwlx2hkR2zaBYHLuqwBsTDiJ2qB4n8Qq0lu4HHbuPG0MVzyzhNn5l7PoqMnELboPFj8OxZvg3GchJCbQYYqIiPRYXV3zJp57NyFDDqFo8fsc+7fH2h1zMOvdzowu/JBgTxVlwQPZFnOkT+8t0hs47Tb+fdFUrnvB5MrNqTzifITwnd/Bk8fDha9CYtcOz4kcLCUQiEinMvOsDyBHJ0e2PmYYBsePSuTZH3awcFtJj0ggqG/yYgIZRh4jyr8DYGP8iYENSvzCMAxGJkeQER/KKz9soSI0imdWVnLcjI6fU1HbREVdEwADY0P8FOnBaan0YQ+L3v1g9EC44mP45HZY+hR8fR/kLIWzn6QxKJodzW0ahie1TSBw2G0MTwpnXW4lmfmVSiAQEZF+r7i4mLraWi6+7QGS0oce1L0Ksrby0n23UlxcfEAbqi3VB6YPicVp310lKLyhgOElXwCwIkWnsaR/Om5kIjNHJ/JFZiG/yj2B588bh/H2dbBtPjw5Ey6cC/HDAh2miIhIj9SVNW9Zg8GXBU4MTM796UmEn3nSXmMOdr3bIdPLlOaE2RWpF4ChDtzSPwU5bPx3zlSufNbLmdsSeMb1D9LKdsCTJ8I5T8GIkwMdovQDSiAQkU7trkAQ2ebxlooEW4uq/R5Te1raF1zv/BAbXrbFHElJmDaO+hOXw86UWA9f5pl8k1XP15uKOGZEQrtjW6oPxIe7Wltz9HRhzXG2ViBo4XDBTx+CgYfC+7+CrfPgf8eQN/O/eLwm4S4HyZHBe91vVHKklUCQV8nJYwOfBCQiItITJKUPJW342IDG8F1zAsGRw+KB8tbHJ+a9jt30kB05haLwkYEJTqQH+MOpY/hmUzHfbi7m0+mHMuvKT+GVC6Fki3Uy65xnrGpdIiIi0q7O1rwrVuUCNYxMjmTUGP/uFw0u+4GY+izq7eGsT/ypX+cW6WmCnXaevOwQLnvay2k7/syTwQ8ztTETXj4fTvwzzPglGGpLK92nd3xqIiIB0eD2sKXQShCIMqtYvnxX6zVPWSMA63JK2+2D1Znu6JFV1+ghkTLOtH0DwJK0y316f+kdYl0mVcveJ3LabO54ew2f3Xx0uwkCu9sX9J6T96Gu5hYGYbHtD5h4ASSNhbmXQNl20t6ezYX2S8lMOAujncVkSxLQhuYqIyIiIhJ49U0eFm0rBeCIYfHU5ZUD4DQbmFDwNgDLUy8KVHgiPUJGfBjXHD2Y/3y1lT+/v46jbjmGsGu/glcvhpzF8NI5cPLfYPrPtKkqIiKyH4qqGthWXAPAtIwO9p+60eTcVwBYm3QGTfbes2cn0l1Cgxw8ffk05jzp5YKc27k/5HnONL+Az/8Ihevhp/8E594Hx0R8QQkEItKhLYXVuL0m4S4bxxw6sU1/LJsrjIG/mktpnZdDDj8Ss7Guy/ftjh5ZdU0ernJ8RBBuciInkxs50Wf3lt6l/NsXGXLM2eSU1fHUt9v55QnD9xqzs9R6M5Qe23vejIS3VCCIiOt4UPJ4uHY+vHM99o0fca/zKZa4c6FpKjjbtmpoqSqyIb+yu0IWERGR/TR/YxF1TR4GRIcwKjmCFXnW44fUf0+wu5Ly4AFsj1UvWJFfHDeMd1fmklNWx4OfbeLO08bA5R/ABzfDypfgk99Zm6o/eRAcQYEOV0REpFdYvMNKZB2RGE5smH9/fia7sxlUsRgvNlamnO/XuUV6sohgJ89deSgXPrGIm/OuYHvYIG72PoOx6hWrAtf5L0FEUqDDlD5ICQQi0qHM5pPJgyIdrGunP9aHOSb1XoPL/v4ysS6zS/fsrh5ZRl05F9vnAbBkwGU+u6/0PmZTPRePj+DhReU8v3An1x4zBJfD3mbMpnzre3tgL0ogiAxxAuCISsQ0O/n7FhIN57/EO4/exmlFTzCt/GOrP9b5z0PskNZho5KtCgQ7S2upaXAT5vLfkiAzr5KXFu3kNyeNJDpUG7oiIiItPlxjZQz8ZHxyawWhMCccX/MhACtTzsc07B0+X6S/CA1y8JfZ47j8mSU8+8N2zpw8gPFpUXDGfyBxjHUqa/nzULwZznsBwttvbSYiIiKWkuqG1kq00wb7v/rAKdVvAbAl7jiqglP8Pr9ITxYdGsSLVx3K+Y8v5F+FJ5AVmcZDxj+x5SyBJ46DC16C1MmBDlP6GFugAxCRniszzzqZnBFtfbDY0h+r5Ss+yvrw1RGX1ubxzr72TEDwpaMr3iHcqGebPYMdMTO6ZQ7pPWakBZMU6aKoqoEPVuW1uVbf5OGLzEIAjhjayWn+HiYy2Pp7aHOFUdO0j4Qdm43H3Kcxp+n3NLpioWAN/O9Y2PBh65C4cBeJES5MEzYW+LeNwZ3vruXFhVk8+8MOv84rIiLSk9U3eZiXWQDAT8bv3jT9y/EuYr0lVLhSWZM0O0DRifQ8x45M5PSJqXhN+N1bq3F7vFbLghk3wEWvgSsSshZYm6p5qwIdroiISI+2YFsJAEMTwogPd/l17rNHOxjXuAKPYWfhwKv9OrdIbxEX7uLlq6eTERfKO5UjucT2N9wxw6ByFzw9C9a8EegQpY9RAoGIdKg1gSDK2e712OaTw6U1jX6LqT1Os4GTq62esO+Gna8+l4LTbnDp4RkAPP399jYn9r/ILKC6wc2A6JCA9HM7UA67DZfNeh0FNZ5Ox7o9XrYV1bDAO5bii7+AgdOhoQJevQg+vws8bgBGNbcxaPm77g+7yutYsqMMgKXNv4qIiAjM31hIbaPVvmDSwGgAQsvWc+N0a809b+jvcNtDOrmDSP/zx5+OITLYwbrcyrbJqcNPhKvnQdwwqMiGp06GtW8FLE4REZGeLK+ijq1FNRjA4UP8e9jG3ljFIz+xergvGXA5JWHD/Dq/SG+SGBnMy9ccxsDYEL4vi+HMxj/TMHgmuOvhzavgiz+B1xvoMKWPUAKBiLTLNM09KhB0kEDQ3AurLMAJBNPrviHKrGSnN5GVEccGNBbpOS46NJ1gp411uZUs2l7a+vg7K3YBMHtyKjZb70o2CXNYCQRFNe5Ox2WV1tLo8RLstJGcNgQu/xAO+7l18ft/wvNnQFUBo5vbGGzI818Fgg9W5bb+fkVWmXVSTERERPhwTT4Ap05IsdoXuBsZtPIf2AyDpcEz2BlzeIAjFOl5EiJc/P4nowF48LNNZJfW7nFxhJVEMGwmuOvgjStg3p+1qSoiIrIH0zT5bksxAGNSI4nzc/WBAesfIzncRoE9hcUDr/Tr3CK9UWp0CC9ffRgDokNYUwKnFf+C2kN/aV387iF49UKorwhskNInKIFARNpVUNlAWW0TdpvBwKj2e6PHhAW+AkGYE46t/RiAxz0/xeVSP3WxxIQFcdaUNACe/m47YH2vzt9YBMDsSQMCFtuBCnV0rQJBS8+6YYnhVpKE3Qmz7oVzn4WgcNj5HfzvKI50bgT8W4Hg/dW7EwhqGj1syPdv+wQREZGeqN32Bd8/TEjVdopqvLwXfmEAoxPp2c47ZCCHDo6lrsnDne+ubVN9jJBoq53BjOZN1W8fhFcu0KaqiIhIsx0lteSW12O3GUwf7OdKndu+Jj7rIwBej7gCj037uiJdMTA2lFeuOYyUqGA2FdVx1qaTqD71MXAEw6ZP4IkToGhToMOUXk4JBCLSrpYPFIfEhxFkb/+UdksFgoq6JtwBOsXxwEnBxHhLySeeNzxHE+K0ByQO6ZmuPGIwAJ9nFvDCwp18uDoXt9dk3IBIhidFBDi6/RfWnMtTuI8Egs0tCQQJ4W0vjD0Trp0PCaOhuoAjf7iC6+3vsTG/ou1GazfZVlTN2l2VOGwGE9OiAFi6o3QfzxIREen79mxfMDEtytrs+eZ+AG76pJ4aW+9bt4j4i81m8LczxxNkt/HVxiI+XJP3owF2OOkvcObj1qbq5k/hieOhaGNgAhYREekhvKbJ983VByYNjCYiuP0qtN2iqQ7evwmAR5c0sj1ohP/mFukD0uNCefmaw0iMcLEhv4rzfkij6qIPIDINSjZb692NHwc6TOnFlEAgIu1a35xAMLq5R3p7woLsBNltmEB5bZOfItstsmAR1x9iJTHcYV5PA0GEBCmBQHYblhjO5TMyME344ztruf9Ta5OwN1YfgN0VCPaZQFBgneoflhi+98X44XDNPJhwAYbp5Tbnq/zTex+5ebl7j/Wx95rbFxw5PJ6Zo5MAWLqzrNvnFRER6enebm6xdOqEFAyvG977JXgaqUiczitrO29dJCLWuvf6Y4cCcPd769tvszfxfLjyk+ZN1S3WyawNH/k5UhERkZ5jza4KSmoacTlsHDIoxr+Tf/kXKNtOY3A8t8+r9+/cIn3E4PgwXr7mMOLDXazPq+SiDxuovPRzGHQENFZZlbe+vl8tvOSAKIFARNrV8gHkyOSOTzsZhtFahcDvbQxqS0lf+QAA34ScyPymMQCqQCB7ueu0Mdw808pirqp3YzPg9ImpAY7qwITZu5ZA0NIWYFRyBwlAQWFw5mNw2r9oxMkJ9hXEvjgTcpb6NN49mabJ+80JBKdNSOWQDKss3tIdZX6pfiAiItJTZZfW8vl6q33BOVMGwIe3QPZCCAone8KvAhucSC/y8+OGMiwxnOLqBu58b137g1InWxW5Bh1pbaq+eiF8+Vfwdr6+FhER6WvqGj0s2FoCwOFD4gj2557qipdgwSMAZE/4FZUN/ptapK8ZlhjOy9dMJy4siDW7Krhk7nYqz3sDpl1jDfjqrzD3YrXwkv3WfmNzEen3NhVYJdBHJEVAfcf90WPDgsivrPd/AsFHvyGooYQNxR7eHXkOnjLrA0hVIJAfMwyDm2YOJzU6mDveXstJY5NIjAwOdFgHZM8KBKZpYhh7txdpcHvY0tzCYHRqxxVEMAyYehmPrg9n9ubbyajNhadnwYl/hsOut6770Ib8KrYW1eBy2DhpbBIOmw2HzSC/sp5d5XWkxYT6dD4REZHe4tkfduA14ajh8YzY/AQsfx4MG5z9JI01SYEOT3qozMzMHnGP7nQg8V0zwcXt86p5f1UuI0NrmTEwhPj4eNLT03cPCk+AS9+BT++Axf+z2oXkroCzn4AQP5++FBERCZAfthXT4PYSHx7E+AFR/pt423x4/0br90feQkXsEf6bW3oVrXe7Lj4+nhevns6FTyxkVXY5lz+3gueuvJeIlInw4a9h40fw+HFwwUuQONonc0rfpwQCEdmLx2uytcj6AHJ4YjilWR2PbalA0G6JyO6y5g1Y+yamYePSt6uZcpsLAIfNwGlXYRVp37mHDOSU8SmE9uIqFaHNP7UbPCalNY3Ehbv2GrO1sAa31yQy2EFq1L4TJWKHTeW0dX/lqdjnObT2G/j0dtjxHcz+j083UNfkWFmu0zJiW3vqjU2NZFVOBct2limBQERE+qWq+ibmLskG4Hdpa2Hen60Lp9wPI0+B5csDGJ30RJWlRQDMmTPHZ/esrq722b184WBfY9RRc4iecQH3zdtJ7lO/wEUjGzIz2yYR2J3wk/thwFSr//KWz+HxY+H8FyF5vA9ehYiISM9V1miwNt86MHbsiERsNt8eIulQwXqYewl43TDubDj+j7BypX/mll5D6939FxIayobMTF68ajoXPbGQ5VnlXPLUYp678gKiksbA3EuhdKvVwmv2f2DsmT6ZV/o2JRCIyF5yymppcHtxOWwMjA3tNIEgJsz6ILC01k8JBGU7raw5IH/4HJbkPsJYj7XI9WupLemVwl29+8ee3QB3VQmOiDhyyuraTSDIzLPeAI5KiWy3QsGPjU2NoopQftF4I0t+cjp8+nvY+CE8tgbOfQbSDvFJ7FmltQCkx+1OFDgkI5ZVORUs2VHKGZMG+GQeERGR3uSNZTlUN7iZHbODMYvvth48/AY49JqAxiU9V121tdY79bo7GDlh6kHdK3Px13z83MPU1/esvsMH+xq9JnyZ76UiNIqJv/wvK+67kOLi4rYJBC0mnm+dwpp7MZTtgCdPhNP+CRMvOLgXISIi0lMZNlaUWnuoI5MiGBAT4p95q/Lh5fOgoRLSD4czHgWbDoLJ3rTe3T8FWVt56b5bKS4uZsqUdF6+5jDmPLWIldnlzHlyES9cdSjR130Nb1wB27+B1y+32tjOvNtKqhXpQO/+JEVEusXm5vYFQxPCse8jAzU2tLkCQW0TXtPE5uOy521UFcALs6G+HFImkTfiEuARGrzW5VC1L5B+wF2RjyMijuyyWiYOjN7r+obmDPLRyRFdut/olAgMA4qqGykcdQmJadOshWTZdnj6ZDjhTjj8lwf9pi67rDmBIHaPBIJBMTz13XaW7ig7qHuLiIj0Rh6vyTPf72C0sZP73H/H8DTC6NPgxHsCHZr0AnGpg0gbPvag7lGQtdVH0XSPg3mNp6Y08OqSLErNCMLGHtf54JQJcO3X8ObVsHUevH0dZC2EWX8HZ+9sfSYiItKRiENOp6zRRpDDxpHD4/0zaW0pvHQuVGRD3DC44GX9jJV90nr3wIwbEMXLV1tJBGt2VXDhE4t48apDiZvzNsz7E/zwL1jwCOxaBuc8A5EpPp1f+g4lEIjIXjYVVgEwPCl8n2MjQ5zYbQYer0llXRPRzQkFPldXBi+eBaXbIDodLnwFtuQD0NBcgSBEFQikWV/ukeWuKIS0sSxau4VUd/5e1xdtKgEgtKmc5fsoe9zSD3ZoQjhbCqtZl1tJ4qhJcN3XVinXdW/D53da2amzH7P6xR6g7OYKBAP3aFUwNcNqkbCxoIqq+qbW1gYiIiL9wfurckkoW8EzrgdwNdVC2jQ46wmdxBLxgYQIF9OHxLFgawmxM6+juNbT+RNCY+Hi1+Hr++Hr+2DZM5C7As57HmIG+SdoERGRbpZf7Sb6KKtk+lHD4v1TqbMyF144E4o2QGic9fM2NLb75xXpx8akRvLqtYdx0ROLyMyr5MInFvLS1YeRcNI91vvOd34OWQvgf0dbFWgzjgx0yNIDKYFARPaypbkCwfDEfScQ2AyDuLAgCqsaKKpu6J4EgsYaeOk8KFgL4Ulw6bsQmQpYH542NlcgCFEFgn6vr/fIqiwtwl1RAMCjz83lL589uteYtBtewB4Ww503XsXv8jZ1er+W/lhjUyObEwgqOG5UIgRHWRmoQ46Fj2+DLV/AY0fAWY9bjx2A7LI6AAbG7i6NlxgRTHx4EMXVjWSV1jI2NeqA7i0iItLbVNY38eX7L/Fi0AOE0GiVcb1oLjj9VEJWpB84JD2GDdlFlBHOo0srOPEIs/MWXzY7HHe7tan61tWQt9LaVD3rcRhxst/iFhER6Q6mafLo0gpszmASXF7GpkZ2/6QlW61qsuVZEJECl7wDsUO6f14RYURSBHOvO4yLnljIpoJqzn98AS9ffRjJY06HxDHw2iVQuB6eO82qQDvjJiWzSxtKIBCRvWwubE4gSOpaCfTECBeFVQ0UVjYwPLFrz+kydwPMnQM5i60PNee8tddCs6UCQbAqEPR7fb1HVl11JZ7mBIJhh8/iyDNmtrle74EPdwUBJj/7/d9xdLLm27M/1rjUaN5dmcvaXZW7BxgGTL0c0g61emQVbYDnZ8MRN8Fxd4Cj68lC9U0eiqoagLYVCAAGxIRSXN1ITlmdEghERKTf+PTV//Cg5+84DQ+eYSdiP+95CArd9xNFpMtsNoND4tx8mmWyMh9eWLiTSw/P2PcTh8+E676B1y6D3OVWv+YjboLj/6g+sSIi0mu9uHAnawsb8TbVMyXV1nlSnS/kr4EXzoKaQmsv95J3VNVHxM+GJoQz99rDueiJhWwrquGcx37gxaumkxE/DK7+Aj64BVa/Cl/cDTt/sCrQhsUFOmzpIZRAICJteL0mWwq7XoEArFPEUElh8weEPlNfYfVi3/olOEPh4jcgedxewxpUgUB+pC/3yHKXWwkEjTYXacNHtrm2s6QGduUSExpExsgRXb7n2AFW1vm6vIq9LyaNgWu+gk9vh2XPwvf/hO1fw9lPQdzQLt0/p8xqXxDuchAd2nbTNS0mhFXZ5eQ0VygQERHp00yT3E8f4uzt92AzTIoyTiPhwmf0oaRIN4l0QvnXzxI78zr+8mEmhwyKZUxXTlxGp8OVn8Bnf4TF/4PvH4ashXDO0xCV1v2Bi4iI+NCmgir+8qHVqrP86+cJv/Ly7p1w23x47VJrbzdpPFzyFoQndu+cItKujPgw5l53OJc8tYgdJbWc89gCnr/yUGtNfOZjMOhw+Oi3sPkz+N9R1no3/bBAhy09gOpRiEgbu8rrqGvyEGS3kR7btVNQCZEuAAqr6jFN0zeBVOTA06fsTh644CUYeGi7Q1sqEISqAoH0Ay0tDCrr3Xv9fSuubgQgPty1X/ccm2Kd/M8uraOitmnvAUGhcNrDcN4LEBxt9YN97ChY8RJ04e98VqmVQJAWE7JXhntajFWquSXJQEREpM9qqsf91s9IXfhnbIbJt9FnkHDp80oeEOlmVcve55AUF41uLze8spzaRnfXnuhwwU/uh/OeB1ckZC+Cx46ETZ92b8AiIiI+VN/k4cZXVtDg9jIp2UXVsve7bzLThAWPWpUH6itg4GFw+QdKHhAJsIGxobz+sxmMTomkuLqB8x9fwJIdpbsr0F4zD+KGQeUueOYn8N3/gdcb6LAlwJRAICJtbC6sAmBIQhgOe9f+iYgPC8JmQH2Tl6qGLm7GdCZ3JTxxAhSug/AkuOIjGHp8h8MbVYFA+hF3VTFg4vGa1DZ62lwrrraqgOxvAkFUqJOBsdYH+ety26lC0GLM6XD9D5BxFDTVwLs/h9cvg9rSTu+fXWpVF2gvKSmtuaWBKhCIiEifVrEL7zOn4FjzKm7Txv1czsgr/qcekyJ+csOh0SRFuthWVMNd767bvyePOcNqaZAyCerKrJYGn9xutdsTERHp4e7/ZCMb8quICwvil9OiAB8d/vqxpjp453qrgqXpgYkXwqXvQkh098wnIvslIcLFq9cexrSMGKrq3Vzy1CK+2lBoXUweD9fOh3HnWH9/v7gbXjwLqgoCGbIEmHYrRKSNzQXN7QuSIrr8HIfdRlxYcxWCyoPcRNn4sZXlVp0PCaPh6nmQOrnTpzR4rRPNwapAIP2B14PLsBIHKuvbVgsoak0gCNrv27ZUIViXW9n5wKgB1hvAE+4EmwPWvwuPHg5b5nX4lOzmCgQD200gaKlAoAQCERHpo7IWYj5+LLbc5ZSZ4Vzj/T0nXHE3iVEhgY5MpN+IdNl4+ILJ2Ax4fVkOry7O2r8bxA6Gqz6D6ddbf174KDx5AhRv9n2wIiIiPvLpunye/n47APefM4GYkG7aO63IgWdOgVWvgGGHWX+H2f8FZ3D3zCciByQqxMnzV07n+FGJ1Dd5ueb5pby9Ise66IqAs5+E0/4FjhDY9hU8dgRs/iKwQUvAKIFARNrY1JJAkBi+X89L3KONwQHxNMHnd8ErF1gnm4ccC1d9CtED9/nU+uZD2KGqQCD9RHBLAkHd7oofHq9JWU1zC4OI/atAADBugNULdm1nFQha2Oxw1K/h6i8gfoSV8PPiWVa/rKa9EwGym9sTDIzZ+4OSgWphICIifZXphW8fwnzmJxg1hWR60znL/VeuvPRypg6KCXR0Iv3OYUPi+PVJIwG48911rMgq278bOFxwyt/hwrkQEgv5a+B/R8OKF7vU1ktERMSfthVV8+vXVgFw5RGDOWF0UvdMtPETq81l7grr5+Mlb8Fh11ul0UWkxwkJsvO/S6Yye1Iqbq/JzXNX8ciXm61WuYYBUy+zqhEkjoWaInjpbPj0DlXf6oeUQCAibWxpbmGwvwkECREtCQQH8IOkYhc8+1P4/p/Wnw+9Di5+A4Kj9vlUIygEj2ktSMNdjv2fW6QXCjGsxIHc8t0f1pfWNOI1weWwEXEAfxfGDrD+vq3J6UICQYvUyXDt1zDtGuvPi/9nvWnMWdpmWEsLg/YqEAyIth6rqndTUde013UREZFAcXu95FXUsbmwijW7KlieVcaaXRVszK8iq7SWsppGmjzt94VMDDMY8N1vYd6fMEwP73pmcIHnz/z2gpM5aniCn1+JiLT4+bFDOXlsEo0eL9e/uJyiA3n/OnLWHm29auHdX3SprZeIiIi/1DS4+dmLy6hucHNoRiy3/2SUz+dw2mDA2kfhlfOhrtRq9XPtV9ahMBHp0Zx2Gw+dN4mrjxwMwD8+28Rtb67e/f42cRRc8+XuPd8Fj1jVtwo3BChiCQR92iYirUzTZHPh/rcwAEiKsEpSFVY2YJomRlezTDd/AW9fC7Ul4IqE0/8NY2d3eV57eBwAQQ4bTrtyoqR/SHDUk+8JY0N+FUcOj8dpt7GpwEr+SYoM7vrfvz1MSosGYFtxDWU1jcSEdbENQlAonPoPGDHL2jwt2QxPnQhH3gzH3AYO1+4KBO0kEIQE2YkPD6K4upGcslqiQvadOCQiItJdGr2wfGcZ24pryK+sx+Pd96niYIeN8GAHYUEOvJiMrdnI6lsGkFS2jDoziLvcl5E3+BzemT2ewfFhfngVItIRwzD4x7kT2VL4PVuLarjuhaW8fM1h+98OLzLFauv1/T/hq79Zbb2yF8PsR2Ho8d0Su4iISFd4vSa3vrGKTQXVJEa4eOTiyT7fM431FPLdlWEkbXvdeuCwn8PMu61qPSLSK9hsBn/46RgGxYVy13vreG1pDrvK63j04qlEhTitFiSn/gOGHgfv3mBV33r8GDjxz3Dotaoy0g8ogUBEWuVW1FPb6MFpNxgUt/cHfZ2JDw/CMKCuyUN1g5uIYOdeY7xek+3VNoJSRmC4661y54v/Z11MngDnPgtxQ/drXkeElUAQHqR/zqT/iLE1EBXipKKuiU0FVQxPjGD1LqtywIS0A/sAPiYsiCHxYWwrrmFldjnHjUrcvxsMnwk/XwAf3wZrXoNvH4SNn1B1yiNU1VsVE9LaaWEAMCAmtDmBoI6xqUogEBER/yuscRN74vV8tMuJxyxufTzEaSc61Emw006Q3UaTx0uD20tdo4eqhiaaPCb1bi/11Y1UUsOvHa9xjf0jbDaTzeYAnkq5i2OPOJpTxiUfUIKfiPheRLCT/11yCGc9+j3Ls8r51asr+c/FU7Db9v13NCsri+Li3f9GEHYcIUemMnj5XwmuyoYXzqRgyDnkjr4G095xQm58fDzp6em+eDkiIiJtPPDZRj5ak4/TbvCfi6eQ2HzoyydMkzGFH3BM6f0ED7DjdkbgOPt/MOpU380hIn51yeEZDIgJ4YaXV/D9lhLO+NfX/G5GJIlhLZ+3pOA46nEGrbyfqMLF8PFvqVj6Ojsn34Y7OK7Te2vN27vpEzcRabUxvxKAIfHh+52Z6rDbiA0LoqS6kcKqhr0SCBrdXj5am8fOUgcnnX8po76+FmqyrYvTroGT/mJlte0ne3gsAGHB+3liRKQXMwwYmxLJD1tLWLurkga3l0a3l+hQJ0MO4mTj5PQYthXXsDyrbP8TCABCY+HsJ2D0afDBzVC4jvDnT+Rmx2m86jqf0A4SfdJiQliVXU5OWV2710VERLpLk8fLU99t5/8+KyZiyql4TCsxdlxqFANjQ4kJdXb4wb9pmjS6vVQ1uIko38ic3L+Q1rQdgKc3hjH+pif4+2FH+PPliEgXDUsM5/FLD+HSpxbzybp8/vZRJn/86ZhOn5OVlcWo0aOpq63d61qIAx44KZhfTAsiadsblCyay2Xv1LE0t/02JyGhoWzIzNSGqoiI+NTcJVn8d/5WAP5+1gSmZcT67N4hTWWcsOVvDC+dD8B3WW6irnyC8aNO8dkcIhIYx49K4vWfHc5lTy1kR1kD18zdRNE7f6NhV2abcT+f5uQfJwYTVbSEtHfP5oaP6nhlrbvD+2rN27spgUBEWq3PtRIIRqfsX/uCFokRrtYEgqEJ4a2PV9e7eXfVLiqqa7nZ8Q6/cL2Do8YLESlwxiMwbOYBx9zSwkAVCKS/GZMSycJtJeRX1lNW2wjA1PSYgzrdOGVQNG8uz2FFVvlBBnc6pB8OH96CkfkeNzne5kyWQU4CpB2y1/CWygQ5ZXtvxoqIiHSXDfmV3PTKSjY2twGqz17LiVNHMnncsC79PDUMA5fDYEbha8zI+i8Os4laZwyvhl7CVa/+hWW3tl95R0R6hsOGxPHAuRO46dWVPPXddqJCnNx4wvAOxxcXF1NXW8vFtz1AUvrelfO2AU80rOL8qqcZk1DBwmsi+TL0VD4POwOPsfv9akHWVl6671aKi4u1mSoiIj7z9aYi7nh7LQA3Hj+Ms6em+ezeGaXfc9KWPxPWVIrHcPBJ6GxOf/ZpltyQ5LM5RCSwxqZG8bfjYrn8qYUEJQ0hZc79TIrxMDjc26Zbwb/cuVxU+TgDQ3bw8tmh3HbRIbwZcSk1tsg299Oat/fTJ24i0iozz9o8HZMauY+R7UuKCCYzr4rCyvrWx9weL2+tyCGtbiMvuh5nlJEFwDzbDI6//iWM0IPLhG2tQODSP2fSv4S5HAxJCGdLYTUNbi+hQXZGJR9Y8k+LyQNjAFiZXY7Ha3apjGuLvcq5Agy/mU3lYzgh91HSPVmYT55I4dBzyBt5OV7H7g9VzKoaANZtz2P58gaVtxIRkW735rIc7nhnDfVNXmLDgrh4bAi/ue93JB7xVpeT8aLrdnLS5nsYULUKgG0xR/L5sD+waWd+d4YuIj50xqQBFFTW87ePNvDQ55sAOk0iAEhKH0ra8LHtXqtmLC81/YTjtv2DUcWfcmLt+0xiA58Ov4ui8JE+j19ERARg6Y5SrnthKW6vyRmTUrn5xBE+ua/LXckx2/+PsYUfAFASMpiPR9zDijw3XvNpn8whIj1HfKid/Jd+y4w/zCWn1s6KMgeNIZEcOyIBR2vF6rG85T2OabueZXr2k0xsWMpw71bmDfkdW+KPD2j84lv6xE1EWq3Pa6lAcGAJBMlRVguCrNJacsvrSI0OYfnWXK5rfI5rgj7EbphUG+HcVjuHD42jeaMQDsk4uJjtEc0VCJRAIP3Q+AFRbCmsBmDSwOg9FnIHZmRyBKFBdqob3GwprGZkFxMSOivnGnvi9Qyc8gC3l9/D+ck5JG19jdqlr3L9h3V8utUDQPCQqSSd+ye+W5HJ1JtuVHkrERHpNm6Pl7vfX8eLC62k1qOGx/PP8yexc9O6Lt/DMD1MyX2ZGVn/w+FtoNEWyteDf8XapNlWnyGUQCDSm1x79FDcXpP7P9nIQ59vwmua3HTC8AOu7FXvjObjkX9hS9yxnLD17yTUbuaiVZexJO1SFg28ysfRi4hIf7cut4Irnl1CfZOXY0Yk8MA5Ew+qOmWLIaXfcMKWewlvKsbEYHnqhXw/6Od4bC6g62tnEeldzKZ6/r+9+45voz4fOP45TVse8l7xiJ04cfYeQEIIAUIIFMoeYZUCBdpSQmmhZRTaQgu/UtpCoYtVNqWlQFkhBEL23k5ix3a895Blbel+f5zjEOIkHpJXnverhx3p7qvvXeXTo+8993xnxvvJSktiTWEDuytt1NvdLJ6Q2jFtdUBnYH3GdymKncu5BQ+R4DjABft+SkH9mXyecw8OU0I/74UIBrniJoQAoM3to6RBuwu4pwkESVFmRiVHsr/Gzke7qrk1s4JHa35DtqEGgL0JC3mNxbyxbjNRk+DFNSVM7+VcXIb2KQykAoE4GWXEhpNqDaPN7WPCMGuv29PrFCalx7C2qIEtpU1dTiA4XjnXVbUGalw63sx5lFbjFi5u/SfZsQ18vCSCLebZ/DfqKir9VpZVQURKNtf89AkpbyWEECIkXF4/d76xlU9216AocOeCXH5wZi56ncLBLrYR5yji7MJfkda6E4CDMbNYNuLntIalhq7jQoiQu/2MkQA8/vE+nvqsgKpmF7+8aDwmQ88TdAsSzqIiegpnFj1ObsPnzCp/gZENK3gt7JpgdVsIIcRJbl91K9f9YwOtLh8zhsfy3JJpvfrsAgjzNnNG8ZOMqfsIgMawTJblPkhl9KRgdFkIMQgoCkzPiiMx0sxHu6qpsbl5fUMZi8ankBFn6VivLnI0r016mVll/2BG+UvkNnxORssmvsy+i3J1eP/tgAgKueImhABgb3UrqqolASREmnvUhqIoLMhLxm+r4Q7fS1xctgp0UKfEsybvZxTFnU5bwW5aN39A1KSFfLSrmqoWJ6nWns8Pe2gKA6lAIE5GiqJwWfucdsHILgeYmqUlEGwtbeKqmd27gN9ZOVdPfQngJSsri9a4Mbzm/zanlP6FKZVvMNW9jrH+PXyZcTufVY3Hq+qITT96PlkhhBCit+xuH7e8vIk1Bxow6XX88aopnDs+pcvb6wNuZpa9wIyKl9CrPtz6CL7MvovdSd+CIH0GCyH61+1njCTCZODh93fz5qYyShsdPLtkKjEWU4/bdJji+SDvt4ys/5wzi35LvLOEO5yPwqIwdN62IPZeCCHEySa/ysY1f19PY5uH8cOi+ccNMwg36XveoKqSV/cR84p/j8XXTAAdW9KuZk3mrfj1YcHruBBi0MiKj+CqmZl8sKOSeruHf2+tYMbwWGZnx6Nrn/rWrzOxJus2CuLP5OzCX5Lcto+FBQ+TZRrPf2Lku/Jg1rt0NCHEkJHfy+kLAFADTK/7Dx/o7uJi/SoCqsJrgXN4efKbFMWd3rGat66YsYkm/AGVdzaX9/jlAqqKPlKbsz3C3IsAWYhBTFGUoCUPAEzJ0P6mtpQ297otVVWxuXwAWMO1EldevYWV2XfxxsQXqI0YRZjPxsLi3/Cu+ReMV4pw+CSwFEIIEVwNdjdX/20daw40EGHS8+J3ZnQreSC9ZTNLtl7N7PJ/oFd9FMXO4eUpb7I7+UJJHhBiiLn+1OH84/oZRJj0rC1qYNEfvmJNYX2v2y1MOJOXprzF7qTz0aHyg5kmxq64Afb8F1S19x0XQghxUtld2cLVf1tHY5uHielWXr1pNtHtpcV7wuos5+I9P2BRwUNYfM3UW3J4c+Lf+Sr7TkkeEOIkZw03cvn0DMaladeNNpY08a8t5dic3iPWq4sczeuTXuSrrO/jU0zkeXax+/ZIkgteA7+3s6bFACcJBEII4HACwdi0niUQJLfu5sod32FB0W8I99spNeeyRHmUdWN+hs5ydGn1U9O14HPTwaYe99nmDqDojYCKxSQVCIQIhimZMQAU1tppcfQuuLO7ffgDKjoFor5RJaQmaiyvTXqJL7KX4tZHMEkp5D3TA1ze9jIx8t1UCCFEkFQ2O7nsL2vZUd5CXISJ12+ZzakjujYfY7i3ibMLHuGyXd8jzlWK3ZjAB6N/w3/HPIndnBzingsh+sv8vCT+ddupDI+3UNXi4uq/r+eXH+zB6Q30ql230cqnuQ/xl5gfU9Dgx+Sqh7eug9eugKauTqQihBDiZLeuqIEr/7KOJoeXSRkx/POmWVgtPUse0Ac8zCh/geu2XUlW83p8iolVmbfz6qRXqI6aEOSeCyEGK6Nex1ljklk0PgWTXkdVi4tXN5RSUNN6xHqqYmBT+vX8c8prFBjHEG5UGJb/N3huLpSu66fei56SBAIhBAB7eliBwOJp4OyCX3L1jhtIte/GrY9gRfaP+fe0fzLjtLPITojodLvceC2w3V7WjNrDOy6anNoAjlmnzd0uhOi9+EgzWfHaXFbbypt71VZLeyZqVJixo6zV16mKga1pV/HS1H+x3DAPnaKy0Luc/d+PJKHkPQj4e/X6QgghTm6FtXYufXYNRXVtpFnDeOvWU5iYHnPC7RTVz8Sqt7lh8yWMr30fgO0pl/Dy1LcoSFggVQeEOAmMSY3mwzvncvUsbUqvf6wq5vsf1RExfkGvCwbsN41n4nNtVI26FnRGKPgEnpkFK58ArysIvRdCCDFUfbyrmuue30Cr28fM7Dj+edPMjoqP3ZXZtI5rt17FnIN/xhBwU2qdzj+nvM7GjBsJ6HpezUAIMXSNSo7i6lmZpESH4fEF+HBXNZ/l1+D2HTmG2xyexXMxP+Ha/zjxmqxQlw/PL4R3bwd7bT/1XnSXJBAIIfAHVPZVa9liY1OjurSNLuBlSuVr3LDlEsbXvgfAnsTFvDT1X2xLuwJVOf6UAsOtRkx6HU0OL2WNzh71u8GpfTCF66XkoxDBNDWzfRqDXlQIAWhuTyCIOcGX2TZTAn+Ov5erPD+nhGEkRujI3PF7+Ms8KFnVqz4IIYQ4Oe0ob+byv6ylssVFTmIEb992KiOTIk+4Xaa3kKu238CCoscJ87dSGzGKNyb8g89H3Ivb0LU4WQgxNFhMBh799gSev2E6GXHhNLkCJCy+i8+qDeyttuEP9Px7qMsHVXnfgdtWQ9Yc8Dnh81/Bn2fD/k+CuBdCCCGGAlVVeXF1Mbe/uhmPL8DCccm8/J2ZPZq2ICNa4bqWp7lkzw+IdZXSZozjo9yHeWfcn2kOzwxB74UQQ4k13Mil09KZnqWNH++utPHKulIONrQduaKi8MoOL3vOfAmmXKs9tu1V+NM0WPcs+H193HPRXZJAIITgYEMbDo+fMKOO7IQTDKyqKiMavuC6rVdyRvHvMfvbqIkYwxsT/sEno35Bm6lrJWGNeoUx7dMlbC3r2UXKQxUIwo6fqyCE6KZD0xhsLWvuVTuHpkDoSjZ8dJiBtYFxLOFRfvCRE58xEmp2wouL4c1roeFAr/oihBDi5LHmQD1X/fXwnLBv33oKw2LCj7uN0VnHSxeFcWfTr0hu24tLH8nnOffw2qSXqYqe2Ec9F0IMRGfmJfPZ0nlcNzGKgLsNm1fHJ7treGltCRuKG7G5ejHtV+JouOEDuPjvEJUKTcXw2uXw6uVQXxi8nRBCCDFoef0BHvjvLn7x/h4CKlw1M5M/XzONMGM3B0Q9DlL3vsje70cyyb2JAHq2pF7Fi1PfYW/SeVJlSwjRZXqdwmkjE7h0ajrWcCN2t493t1WybE8Nbu+R1Qj8Jitc+DTc9BmkTga3DT6+F/4yF4q+7J8dEF0iCQRCCPKrtOoDo5OjjjsVQLq3hEt3fY9v7b2nI0N12Yif8fqkF3o0sDolIwaA7WUtPep3o6u9AoFBKhAIEUyHKhBsLW0i0Is7qw5NYdCVufii25MMbH49T2/wsvvMV2D6TaDoIP89razrR/eCo7HH/RFCCDH0fbyrmhue30ibx8+pI+J57ebZxEeaj72BxwFfPs7Yz6/jukkmAHYnLebFqe+wPfXyE1bVEkKcHMwGPRflRVLx3E2Ms/oIN+ppdflYW9TAC6tL+PeWcvKrbHj9ge43rigw8TL4/kY47U7QGbRpDf48Cz6+T+JfIYQ4iTW1ebjxhY28sq4URYGfnZfHo98e372pXAMB2PEWPD2d1P0vYTEqFBlH8erkf/JlzlI8hhNX6RJCiM4Miw3nmlmZTG6/zrOnysY/1x+kuL7t6JUzZsDNn8P5T0F4LNTugZe/Ba9fBfUFfdpv0TWG/u6AEKL/7anSLuCPSY3u9HlTWwWvfDuca5p+AYBPZ2Zz2jVsHHYdXkNEj193UoYVgO09nGe9sX0KgzCZwkCIoMpLiSLMqKPV5aOo3s7IpJ6VbG7p4hQGALEW7aKN3auAosNvtsL5T8KMm2DZg1D4Gax/Fra9BqffDTNvAePx7yYVQghxcnlrYxn3/nsHARUWjkvmD1dOOfadWYEA7Hwblj8CtnL0wOpSHxsnPYKae0Gf9lsIMXgEXHbyrAHOmDKc/bV28ittlDc7KWvSlhX7aslNimJsajRpMWEo3bmb0xwFZz8Ck5fApz+Hgk9h3Z+1+PeMe7XkWoMpdDsnhBBiQNlZ3sL3XtlMRbMTi0nPH66cwtljk7vXyMG18On9ULEJAHd4MkteLibz9vtIj8gNQa+FECcbo17HvFGJ5CZFsiy/hmaHl/e2V5IWbkAfnXTkyjo9TL8Rxl4IXzwGG/8B+z7U4t4Z34V5PwVLXP/siDiKJBAIIToqEIxN+0YCQWsNrHyccZteYPxE7QJgfuK5rMq6A7s5pdevOyk9BoBdFS14/QGM+u4VRWlsn8IgXG4MEyKoDHodE9Nj2FDcyJaDzT1KIFBVlWZn16cwiAozoNcp+ANgiE48/ETyOFjyDhz4HD59UJvWYNmDsO45mPcTmLIE9N2f808IIUT/KS0tpb6+PihtJSQkkJGRwbNfHuDxj/cBcMX0DH797fEYOostVRUKl8Nnv9A+UwCsGRSPvIE5D9/D0mdySA9Kz4QQA0l+fn5Q2zDodYxNjWZsajQ2p5f8ahv5Va20OL3sqbKxp8qGNdzI2NRo8lKjujdHdeIouOZt7Vz16f3a3Vkf3wvr/wJn3g/jLgadFBQVQoiBrqcxr6qqLCty8o+tLXgDkBKp57HFOczvTvJA7V4t3t3/kfZvYwTMXcqe8NP4172nslSmKxBiyAl2vNtdaTHhXDMzk3VFjWwpa6LSqSPtu8/y1u5Wxk7wH5ncb4mD856AGTdr8W7BJ7D+Odj2Osy5E2bdBiZLr/dH9I4kEAhxklNVld2V36hA4GiENX/UBii8DhTgowIf+TN/jTLqvKC9dnZCBNFhBmwuH/uqWxk/zNqt7aUCgRChMzUzVksgKG3i8hkZ3d7e5Q3g8WlJPl1JINApCjHhRhraPBjiO7l0M+JMuHUe7HgTVjwKLWXwwY+0c9X8n8tAqhBCDBKlpaXkjRmD0+EISnvhkVHc9MzHvL+nCYBbT8/h3kV5nd/1W7FZG0gtXqn922yFOT+C2bfRtLP3gy1CiIHH1lgHwJIlS4LWpt1uP+Lf0eFGZmXHM3N4HJUtLvKrbOyv0ZIJ1hY1sLaogcw4C5MyrGTHd6OC38gFkD0Ptv4TVvwamorhnZtg9VOw4Bfa83IBSAghBqSexry68Gjiz/0BllGnAOAoWM+G/z3J4sdU9ubnk5mZefwGWsrhi9/AtldBDYCih6nXaZVsolJQt2zp6S4JIQaovoh3u8qg1zEnN4ExqVF8sq2EOsy8sdvOmt+v5KELxrJgzDcSoRJHwTVvwYEVWiJBzS6tSuD6v2o3jk29Tm4c60eSQCDEABPsO7JOFFhWtbiosbnR6xTGxfrbT9B/AU/7h0T6DPZnXs15D9/E0tOygnpHlqIoTMqI4auCeraVNfcggUAqEAjRW8fKLLX6XACs2V/Fli2+brdxaPqCSLOh8ztAOxFrMdHQ5sEYN6zzFXR6mHw1jL8ENr0AK5+AxiJtIHXlE1pgOfYibT0hhBADUn19PU6Hg2t++gTJmSN61VZFaTEriuy8v6cJnQIPnj+WG07LPnrFqh1a8tmhO7D0Jm0qnLl3S3lEIYY4p90GwOJbf87oidN61Vb+hi/56KU/4HK5On1eURSGxYQzLCaceaMSKay1s6d9ioPSRgeljQ5iLEZywnSg6+JwnN6glXmdcJk2ncHqP0L1Tnj1EsiaA/Pvg+FzerVfQgghgq8nMW+NU2FTowGXX0FBZVyMn1FnTqE29xe8+tt7qK+vP/Y4b2s1fPU72Pwi+D3aY3nnw4KHtAt0Qoghqy/j3a6KjzQzN8nHX57+PaOvvI/SRgc3vbSJ00bG89Nz85jYXpm6w4j5cOtK2PkvWPEraC6F/y2FtU9r0xpMuEzGe/uBJBAIMYAE/Y4si+WE2albS5uJxcZPrSuwPHMLeLTpDEiZAGf8DEYvwr51a1D605nJX0sgWDI7q8vbef0BWtyHEgikAoEQ3XWi7FRdRAwZ33+Fg80epp8yF9Vz4vPS17NTm53aF9auVB84JDbCCHVgjDtBqpLBDLO/p01fsO5ZWPMnqNsL//oOJPxWSyQY920JLIUQYgBLzhxBeu64Hm9fb3ezq9JIeI6CWa/w9DXTjp4TtjZfSxzIf0/7t6KDiVdqd2DFdj3uFEIMfvFpWb065wDUlB7o8rpGvY4xqdGMSY2mxellZ3kLOytbaHZ42eIwMOyWv/LpAQfjJwYwGbqQbGuO1GLc6TdpF4g2/g0OroIXF0P26dp396xTerF3QgghQqErMa/PH2DNgQa21jUDEGcxsXB8MklRYcAJis3Y67TKNBv/Du03gpA1B856CDJm9n4HhBCDRl/HuyeiKODY+xV/OvdJvmqM5B+rilhd2MC3nl7N4gmp3H3OKHISIw9voNPDpCtg3EVaMtSXj2s3jv3n1vYbx+6F8RfLeG8fkgQCIQaQr2enJmaMwBMAs67zQNHhg1afQqJZRdfJ8zWlB06cnWqrJH71w6w2/weL0609ljxeG1TNO79PyiFOzogBYHtZc7e2q23V+qv6vZikarkQ3daV7NSPKlQcfh1XP/YqyWHHTtTpLDv1UAWCbiUQWEwAx65A8E3mSJh3D8y8Waucsu4ZqN+nVST44jE47U6YeIWWcCCEEGLI2F/Tymf5NXj9Cr6WWp64dOyRyQOV2+Cr/4P899sfULTqNWfcCwm5/dFlIcRJzBpuZE5uAjOz49hd2cKGA3W4rEk8t7mFTw6u5OfnjWHBmKTOp175poh4OPdROOV2LZFgyz+1aVmKV0LOGXD2I5A6KeT7JIQQIjiqW1x8ll9DQ5t2E8bEYVbm5CZgPFElx5YK7WaKzS+Cz6k9ljFLm+IxZ15oOy2EEN0QbtRx76I8rpmVye+X7ec/2yr4384qPt5dzeXTM/jhgpGkWsMPb2Aww6xbtSq0G/6qnesaCuHf39USCRY8AGMu6L8dOolIAkE/8wdU9J1d/RUnJa9fJe7s77HDOBp7uY6ACinRYUwfHkt6bDhljU6K69sob3Jgc2klxcekRnHO2JTuvVB9gXbi3fYaswNeUKDJOpbYhfdC3gV9Oo/4oXI1hXV2Wl1eosK6drGxxqZdqPTbG1GU2FB1T4gh73jZqenuKvbX2PFFJpOeHX/MNjrLTm1x9DyBwHCiCgTfFB4DZ/xUq0qw/i+w9hktsHzvB9qdp6fcAdNuAHNU99odBCSOEEKcTDy+AF/ur2NPlZYEl2gOsOWlHzHi5hXaCqXrYOX/QeGywxuN+RaccR8kj+2HHgshxGEmg44pmbHEOSt5/sUXyV78PYrr2/juy5uYm5vA/YvHMjqli/GqNR3O/z3MuUtLJNj6ChR9Aa01kBrS3RBCCBEEbp+fNQca2FHeAkC4Uc9ZY5PISYg8/oaNxVrFgW2vHZ6qIG2qljgwckGf3AwmhBA9kRFn4ckrJnPLvBye+Hgfy/fW8vqGUt7ZXM4l04Zx6+kjGJ4QcXgDc5Q27eCMm2HDX2DN09qNYxVbJIGgj0gCQT/aU2njh29s5beXTGRallwAFfB5sYOoqedj8x5+rNrm4oMdVUetqyigqpBf1Up2fAS5yScYaFBVOLhaO9Eemv8V2KCO4Wnvt3h4yQ+JTTxBkBoCiVFmhsWEU9HsZEd5C6eNTOjSdrXtCQQ+eyMgfz9ChEKqNZz9NXaqW7o/71VzewWCGEt3Egi0dQ1R8Ti9gW69Xpvbx5ubGpmbdxu5s2+DzS9p82S1VsGn92sXlL7zMSSN6Va7nWlq81BQa2fG8Niu3SkWQve+swOjQceD548lzCglvIQQQ1dVi5NPd9d0fL7MGB5Lur+GLS4b1qqv4B/3Qdk6bWVFB+MvhblLg3LeF0KIYNLroHXzezzzzAOsaozk+VXFfFVQz6I/rOTqWZncddYo4iO7WEErJhMu+IOWSLDjbcg9O7SdF0II0SuqqlJYZ+fL/XW0uf2AdnPY3JGJhJuO/Z1+epqO7E0Pw/srQW0fL8k6DU7/MeTMl8QBIcSgkZcSzT9umMHGkkae+GQfG4obeX1DGW9uLOP8iWncdsYIxqRGH94gLBpOvwdm3qJVJJh+U/91/iQjCQT96O+riiistfP917bwwQ/mdP0LohiSPL4A7+zV5g8fHe3n1PEj0OsUtpU1s6O8BY8/gDXcSHZCBFlxFtJiwtl0sJGNJU18vreWVGs4kWFH/0krfg9sfxPWPwuVWw89CqMXUTDyO1z+jodYi/HI7K4+NjUrlopmJ1sONnU5geDQBU2/vREYEcLeCXHySrFq8+1Vt7hQVbVbF8t7MoWB2ajHrFNxBxQqWn1d3q66xcVNL21kd6WN5Ggzn999BhGnfl+b2mDHm7DqKe0LdsKoLrfZGZfXz/Ori3l2xQFa3T4ePH8s35mT3as2e+PNjaW8vbkcnQKXTE2XZEQhxJDk8QVYW9TAtvbpriLNBhaOS2Z4tELqrs+5/Y4IRmx8UFtZb4JJV2oX0uJy+q/TQgjRBZb2cq5Xz8zksY/y+WhXNa+sK+W9bZUsPXsUS2ZnYThRCetDYodrU3sJIYQYsJodHr4qqKeovg2AmHAjZ+YlkRFn6XwDNUBO0yq+1fRXfndzJFR+oT0+YoGWOJB1at90XAghQmDG8DjeuvUUNhQ38ucvCvliXx3vba/kve2VnJmXxI2nDWfOyITD49FhVi2RQPQZSSDoR49cOJ7tZc0cqGvjzje28dJ3ZkoZ4pPY25vLqHcE8LU2MCYjiuj2i26njUxgxvA43D4/kWbDERfwZmXHc7DBQW2rm0/zq/n25GEdz8f4G/jVmWbGL7sCPM3aBoYwbe6Y2XdAwkhWrS4G9jAls3/vop2WGcP72yvZXNrU5W2qbW4A/K0NoeqWECe9xEgzep2Cyxegsc3T5UQ3rz+Aw6Nl0ncngQAgyqjiditUtPq7tP6eShvfeXEj1e1VSWpsbp5eUchPz83T5syaeh1MvgZaykHX8zv0q1tcXPrcGsqbnB2PPb2ikCtmZBBh7vtwaldFCw/8dzcAd58zWpIHhBBDjqqqFNe38cX+Olrbp+7KS4niwkwPM+r/yvh97xHmb4V4PT5jFIbZt2h3JER1c2ovIYToZ5nxFp5dMo11RQ088v4e9lTZ+MX7e3h9QxkPfWssp47oWpK9EEKIgcnt9bOhpJFtZc0EVNApMD0rjhnDYztNFDP7bIyreZ9J1W8T46oAtGlvbVkLiT//IUgZ39e7IIQQITMzO46Z2TPZVdHCs18e4MOdVXy+t5bP99aSkxjB9acM5+Kpw7o89bUInr6b6FwcJdJs4Nkl0wg36llVWM8flhf0d5dEP/H4Avx5hTaHuG39v9B/41q+yaAjKsx41EV+vU5h4bgUDDqFskYnZQ2tDG9czQX59/Czhnv4+VwzRk8zRA+DM++Hu/Zo8yQmjARga2kzAFMyYkK8h8c3tf3C19bSZgIBtUvbFNS0AuBrqgxZv4Q42el1CmntVQi+fuH8RJodWvWBMIOu22X1Iw3aOaCyCxUIXF4/1z2/gWqbixGJEfziAm1+679/VURxe0Y/oCUOxGZ1qx/f9MKaYsqbnKREh/G7yyaRnRBBY5uHF9eU9Krdnmhxern91S14fAEW5CVx2zypwiKEGFqaHB7+u72S93dU0eryYQ3T8dORZfxZ+S3f23Ep0ytfJczfSoMukR9+5GLX2W/CggcleUAIMajNzonn/R/M4dffHk+sxci+mlau/tt67nh1CxXNXY/FhRBCDBA6PYWtOl5cW8KWUi15IDPOwtUzMzllRPxRyQOJ9n0sKHyUmzcuZl7JU8S4KnDpo1hhWUT2H+wcnHqfJA8IIYas8cOsPHP1VJYvnccNpw4n0mygqK6Nh97bzexHl/Pgf3exp9LW3908qUgFgn42KjmKxy6ewI/e3MafPi9g4bhkxqVZ+7tboo/9a3M5Fc1OYsJ0lG7/BLixy9vGRZiYm+RmYt37XLP/S5LU+o7nVhT7yLrs1+Qs+j7oj/5z39J+x/+UzP69c3VMajRhRh0tTi9F9W2MTIo84Ta7KlsA8NQUhrp7QpzU0uMslDU5KWtyMKmLyUYd0xdYup8ZGmXUEgi6MoXBsj011NvdpFrD+PdtpxEdbmDFvjq+3F/HI+/v5oUbZ3b79Tvj9Qd4Z7OW9f/IheM4Z1wKBr3CnW9s4y9fHmDJ7KxuV1rojd9+vJfSRgfpseE8eflkdFK9SAgxRDi9fjYUN7KjXBtgTVUauTNuPYu8n2Etr+pYryRmNttSL2dVfQx/2nApNxjC+7HXQggRPHqdwjWzslg8IZUnl+3nlXUH+d/OKpbvreH2M0Zyy+k53U7QFUII0bcCAZV15U7SvvM025sMQEAbv81NYHj8kVPIGn1tjK7/lAk1/yHFnt/xeJ1lJNtSL2dv4rmUFBVR0fpmH++FEEL0j5zESH7xrXH8eOFo/rOlnJfWHqSw1s7Law/y8tqDjE2N5pJp6Vw4OY0EmRY+pCSBYAC4aMowPt5Vzce7q/nX5nJJIDjJqKrKX1dq1Qcuzotku8/Tpe2MfgcjG1YwtvZ/3NmyCZ1RBRWchmjyE8/jM/cEfvrwD9h85+mdJg/Utroob3KiKDApo3/fc0a9jonpMWwobmTLwaYTJhDUtrqosblRAE9tcd90UoiTVEZsOGvRKhCoqtql6U46Egh6cFH9UAJBVyoQvL25HIBLp6V3JCs8dMFYFj61khX76li5v47TRyV2uw/f9MW+OurtbhIiTczPSwLg/IlpPLOikP01dv6xqpilZ4/q9et0hdPj571tWuWVxy+Z2KMkDSGEGGh8/gDby1vYUNIIPjcLdVu41rKa2f4t6NoCALgM0eQnLmJ7yqU0WYYDoDbs7sdeCyFE6MRYTDxy4XiunJHJL97fzYbiRp5ctp+3N5fx8/PGsHBcSr9OQyiEEOJoqqry6Z4anvqsgPwqG8b4DMw6lVNzkxifZj2c/K8GGGbbzpja/zG6/lNMAa3KjF8xUBh3BttTL6MiegrIeV4IcRKLNBu49pThLJmdxZoDDby6/iCf7allT5WNPR/s4bEP8zljdBLfnjKM+XmJWExyuTvY5IgOEJfPSOfj3dW8v72Sn583ptP5j8TQtKO8hZIGB+FGPWflhPPQcdbVBXxktGxkdP0n5NZ/3hFgAmxgHK94ziCQfQEj0uKpKTj+gOq29ukLRiVFDYj5Y6ZmxmoJBKVNXD4j47jr7m4vVTMs2kCJ190X3RPipJUcFYZJr8PtC1Bnd5MUFXbCbZqdWiJUTLip26/39SkMAgH1mHfXVzY7+aqgDtASCA7JSYzkmllZvLimhDc3lgUlgeCtTWUAXDw1HWP757Nep3DXWaO47dUtPL+qmJvnZvfJufSz/Brsbh/pseHMzokP+esJIUQoqarKvppW1hyoJ9edz4P6r7ggbD1W7ODX1imPnsLO5IsoiD8Tv/7En0FCCDGUjE2L5s1bZvP+jioe/V8+ZY1OvvfKFiamW7n7nNGcnpsgiQRCCNHPVFXls/xanvpsf8eYZZhBoWbl61x7+cVkp8cAYHWWMbbuQ8bUfojVfXhK1sawTHamfJv8pMU4jf1bJVYIIQYaRVE4bWQCp41MoNnh4f3tlfxrcznby1v4LL+Gz/JrCDfqmZ+XyKLxqZyZl0SEWS59B4McxQFibm4icREm6u0eVh9oYF4QLniIweH97VrAeNbYZMLaL5x9naL6SbNtY3T9MnLrl2PxNXc81xSWQX7SeeQnnscnFWY2lDQyvNbFiLQTv+7GkkYApmTGBGM3em1qez82H2w64bq7K7TpC3JiDKwOZaeEEOh0CmkxYZQ0OChrdHYpgaCmRUvsiY/sfgJBhAFUvxcPRipbnKTHWjpd799bylFVmJUdR9Y3SgBeOi2dF9eU8Fl+Da0ub68u7Ne2uvh8by0Al09PP+K5heNSyEmMoKiujU9313DJtPTOmgiq/27TplK4aPIwmbpACDGo1TqhZsOXnOZayf26dWSY6zqeazUlkZ+4iD1J53dUGxBCiJOVoih8a1IaC/KSeO7LA/xjVTE7ylu4/vkNTM6I4Xvzcjh7bAp6iQ2FEKJPef0BPtxZxd++KmJXhZY4EGHSc/2pw5lltXPGr18h8bJ5TKv4J6Pqlx0xRYFbH0FB/AL2JC2WagNCCNFFMRYT154ynGtPGc7+mlbe2VLO/3ZUUd7k5MOd1Xy4sxqzQcfpoxJZkJfE/LwkkqPlRoSekgSCAcKo13H+xFReXnuQd7dWSALBSSIQUPnfTm0+1wsmpkJ79qle9ZHVtJaRDSsY0fglEd7Gjm0cxlgK4s8kP3ERVVETOwLM0SkeNpQ0UtrowOE5fulvVVVZtqcGgDm5CaHYtW6bmqVl2BbU2mlxeo9b+nznoQSC2P6vnCDEySAjzqIlEDQ5mJZ1/Gx4l9dPnV1LIBgW0/05qXUK+JqrMcZnUFTX1mkCgaqqHdMXXDb96Iol49Kig3Zh/92tFfgDKlMzYxiZFHVkX3UKF00expPL9vPf7ZUhTyBobPPwxT7tAttFU7qQKSbEAFJaWkp9fX1Q2kpISCAzMzMobYk+pqq0lO3m97efxQUt9zFCV9XxjdSjC6cw/kz2JJ1HuXUaqtL1Ob7z8/NPvFIftBGKNkPRLyHEwNCTv+/5CTDl3Hj+nd/GJwfa2FbWzPde2cLweAtXzczkkmnpvZoLNpif1263G7M5OPPSyme/GAwk3j15tLq8vLmxjBdWl1DRrFWHtbQnDtw8N4c4TyXln73IqhstnNZwNzRo2wXQUxozgz1J53Mgbh6+blbXGoix5UDskxBiYAnW3/g3PxtHJUdx36Ix3HtuHrsqbHy4q4oPd1ZxsMHBsj01Hde/xqZGMz8vkfmjk5icEYNBr5OYt4skgWAAOPRmHWPRSj5/tLOSy7J9hBm6N43BQHtziRPbXNpEVYuLKLOBeZkGKld8xqsXh/Pt+h8QXnd4egKXPorC+PnsSzyHMus0VOXoP924CBNJUWZqW90U1Ng5VNi6sxP0wRYvJQ0OjDqIdVayZUv1cfvZVwOqKZF6qu1+/rViE1NSjn3S3VKsndz1tqqg90sIcbSM9ov4lc1O/AH1uHc3VbZ/eY61GHtcLsrbUI4xPoNlm/KJtJcd9fzuOjcHGxyEGRTS/NVs2VJ71DozkxSK6uDNdQd6fGFfVVXe2qQlKlw+PaPT4HKEQUvYWlVQx+drNhIT1rULXj0JLj8qbMMXUMmJNWArL2CL1jX5/BcDXmlpKXljxuB0OILSXrjFwt78fHnfDxY+D5SupW3He3h2v898bw3z23Ol3Zgoij2NA0kLKY49rduDqLZGLalqyZIlQeuu3W7vdRsDtV9CiIEhWOcInSWG6GnnEzX1fEoa4LGP9vJ/n+7jzLwkzpuQyoIxyUR2Ix4P9uc1KMDRVRZ7Qj77xUAn8e7JobTBwSvrD/L6+lJa3dpYQEKkietmZ3F9TivW0v/CP9+H6p2kA+mZBgIoVEZPZl/CORTEn4nTFNft1x2IseVA7JMQYmAJ9nniWJ+NiqIwId3KhHQrP1k4mj1VNj7bU8uKfbVsL29mT5WNPVU2nllxgAiTngkpFpa99mfshZvw1BaDGuhlz4ZuzCsJBP3smwFm2i1/hdg0zr7hxzjyv+xWWwPtzSVOIBBg09oV3K7/hEst+Zif3EW2GiB7ghFUJ23GeArjz6Aw7gzKrdMI6E58t31eShS1rW7yq21MDBz7BG099Upi5i6hZf8G5sx+pMtdDvWAavzipUSOP5O7H3uallWvdbq9LiyKjDtfB+ChO28KWr+EEMeWEGkizKjD5Q1QY3ORdpzKAuXtCQQ9qT4A2jnCdXA7llGn8PePN/Gra+4+ap1D54r6LZ9w2q//2Gk7hphUht36N9YfbGHb3gNMzhvR7b5sKW2msNZOuFHPpDg/eWPGdzoglHLt7zCnjeaiHzxC65YPuth694PL5GseJyx9LJv+9SzT7v1vx+Py+S8Guvr6epwOB9f89AmSM7v/t/h1NaUHePW391BfXy/v+YGstQYKl8H+T1APfI7isRMBRAAO1czylmHUpp2Fa8JVeAyRPX4Zp10rFbv41p8zeuK0XnU5f8OXfPTSH3C5XL1qZyD3SwgxMATzHFFTeoDXnryBx15dxpoa2F7ewie7a/hkdw0mg47ZOfGcnqvNGTsqOeq4icDB/Lw+dO4K1j7KZ78Y6CTeHbq8/gDL82t4dX0pXxUcvqFgXIKOe0dVc0pgM4btn8Gqr93kpOhojZvIz19ZR/ySZ4nOm9OrPgzE2HIg9kkIMbAEO+btymejoiiMS7MyLs3KnWflUm93s3J/HSv21bFyfx0tTi/rSluJmnMtUXOuxaioxJtV4swB4swqcSYVYzfu6x7qMa8kEPSzbwaYe5r15Ntg/OV3Myfpzi63MxDfXKITzaVQvBIOrEAtWsFtjgYwAu3FBpxROTz1UT6R5z+Cb+y3QOleFYpRyVGsKqynxuamDq2EeGcnr+VVBpq9MHfmVIaf+e8TtttXA6oHWnVsa4JRC65k7lWXdrp9jUthVS1EGFTOvfK7EmAK0QcURSE91kJhrZ3yJudxEwgqmrQTWmdTD3SF026jbd8q4s66FXPaaG79w7+J+Fq04vTDRxVGVOCCs+cTd/4Zx2zrk1Indl04H2yv7FECwdubtOoH501IxWlrOuaAUIFNx45mGLn4Fubf9J0TttuT4NLug08qTYDKkuuuJ/zG6wH5/BeDS3LmCNJzx/V3N0QoeBxwcA0UrYADK6B2d8dTClCnRvOFfzJFCfPJyZvG5YvOYOkzD5Lei+SBr4tPy+r1e6um9EBQ+vJ1A7VfQoiBIRjnCADV6+LsERZ+etlU8qtsfLCjkg93VlNc38bK/dpgKUC4Uc/4YdFMTI9hYrqViekxZMZZjkoqCMbn9aFzV7D2UYjBQuLdoaO0wcHbm8t4c2MZta1u9PiZohRxTeIBFpj2ENO4DWXL16aQNVog5wzIWwyjFlGw7yB/+uE0ll4fS3SQ+jQQY8uB2CchxMDSn/FgQqSZi6emc/HUdPwBlfwqG/9auZ0/v7Oc6NwZeFWFapdCtevwdbj4CBMp1jBSosNIsYYRF2FCp3SehDvUY15JIBggDgWYEQ4P+WsPUuvSEZ0+iujjzAMvBjhVheaDcHAtlHylLc2lHU8rgF0NY5MynrmLrkA/ehH5RXX87MfTWHpxLundTB4AiDAbGJkUyf4aO1VoJbG+efJqcXppLi1BAaaOy8ViOvFpoK8GVMPtbratL6XerSM+K49w09GlwKsPNkJtA2lxUcT5QjvfuBDisIzYcApr7ZQ0tDEzu/OSez5VobZVS14aFtuzCgQAgbZmYvQemgNmbOGpjB5++PXWHmhApZFUaxgTx+cet50cWz47muGrUudx1+uMw+Pj/e2VAFw+PV07n9P5gFCs28fOVcU0enREpY/CeoLP7p4El6sL64EmMuMiyM0b1s29EUKIIPO0QdkGOLgaSlZDxSbwe45YZa9uBJ94JvG5fzKOhIn8dNFYfjImia1bt/ZTp4UQYugbkxrNmNRofnzOaApq7azcX8dXBfVsKmmkzeNnY0kTG0uaOtY3G3RkJ0SQkxiBxWcnYtx8Gt0KiT4/ZkPXpuYSQoihosHu5oMdVby7rYIdpQ2MU0q4UJfP3PB9zNTtI8xvB9vXNogdDrkLYdQ5kDUHjF+fjutgH/deCCHE8eh1CuOHWfGMjuThdx7hmqf/jSllBNUtLqpanFS3uLC5fDS0eWho87C7UjvhG3QK8ZEmEiLNJEaaSYg0kxBlOiliZUkgGGBiLSbSY8Mpb3Kys6KF00Ym9HeXRFd5XVC9E8o3QOk6KFsP9poj11H0MGwq5JzB74vSeaYwlstn5XDGrAntK9T1uhsT02PYX2Onjmh05oijnj9Qp5X7T4sJ71LyQF+KjzSTGGWmrtXN3mobUzJjj1qnzqZdnEyMMsPR054LIUIkJyGSL/bXUdXiot7uJiHSfNQ6LQETADHhxm7Nt9qZJIOTZo+Zgho7M9oTCHz+ADsrWgCYkhFzwjbSIwJsb/SzrwEKalrJTY7q8ut/uLOaNo+f4fEWZmbHsXXrsb/8R5gNpMeFU9boZF916zETLHrK5w90BK0ThlmD2rYQQnSJrVKLbcs2aj+rtkPAe+Q61gxqEk/h5ZpsXq/LppFoEqPMLD17FJdNS8eg735yrBBCiJ5RFIVRyVGMSo7iu3Nz8AdUiurs7ChvYUd5M9vLW9hTZcPtC7C3upW91a0AJJx/NytqYEVNERaTnphwI9ZwI9HhRmLaf1rDjVhMepRj3IklhBCDSbPDw+d7a/ls634cReuZouznLqWAKeZCopT2mxFUwA+EWSF7HoyYr1UbiMvpx54LIYToDZ2CVmUgOozJ7ePMbW4fNTYXVS0uqm0uamwuvH6VGpubmvbrUodEhxkwkE7M3Gup8YVT3eIiNsI4pBILBtbVQwHApPQYypuc7K60MSs7TgbbBiK/F+r2QtUOqNwCFZuhetfRA6k6I6RNhuFztCVjNpgjKWt08PRnX+BHZcmsrKB2Lc0aRkKkiXq7h4iJZx/1/KEEgpFJwSkZG2zjUqP5orWO3VU2JmfEHDUoceju5qQoM/WdNSCECInIMAMjEiIprLOzvbyZBXnJR63T7NeSCtJ7UX3gkAS9k0Ilhjq7m6Y2D7ERJvZWt+L0+okKMzAi8cTnsHA9OArWETH6NP66sognLpvU5dd/a6M2fcFl0zO6NDg6OjmKskYnuypbmJYVe9z5ZburoNaO0+sn0mwgJ+HoxDAhhAgqZxNUbmuPcbdA5VawVRy9XnQ6DD8Nhs9hp2E8j2/w8NWuBgAiTHqWzhvBd+dmD7iEVSGEOBnpdQq5yVHkJkdxyTStkp8/oFLe5KCoro0DdXY25B/kvS/WEzN8PK6AgsPjx+HxU9ly9JSBBp2CNdxIhNlAhEmPxWzAYtITYTJgNupowYIpJZe2gIEWpxe9ooD2vw5fD7EVjnxe6fgPeAOgmMLxB9RQHBohxEmorLaRbRu/omHfOqxNO5moHOAipQqd8RvnmTArZJ7aPq57GqRMBN3QuTAkhBDiSBFmAzmJkeS0jzsHVJUWp5f6Vjd1djf1dg91rW7sbh82lw+IwnrqFez1wN72qXAtJj2xFhOxEUbtp8VEXISJqDDDMadCGKhkNGcAykmIINJswO72UVBrZ0xqsGZKEj3S1qDN41qbDzW7tKSB2j1HlWkFwJIA6dMhYxZkzoa0KWA8+kLaC6tL8AdU5uYmMDYtuP//KorCxPQYPt9bS9SU81C/Fvu2OL1UNmtf/nMSB+ZFqNEpUXxVWE+D3UNtq5vk6MPlv9w+P81OLUkjKSpMEgiE6GOTMqwU1tnZV93KnJEJR2VUHqpA0JvpCw4xKioZcRYONjjYX9PKjOFxbC1rBmByegy6Ll6gt234NxGjT+PdbRX8eOHoI84px1JUZ2dDSSM6BS6Z2rWpUkYnR7HmQAOtLh97q22MSwtepYDt5c0ATEi3dnm/hRgoypscvLm7leiZl1DYqqOlsgWLyUCk2UBUmIEwowzA9ZtAAJpLtBi3emf7suOIKbc6KDpIHg8ZM7U4N2MmxGSxrriRPy4vYM2BKkC7oHT1rEx+uCC300o1QgghBg69TiErPoKs+Ajm5yUxNaKZv916H9c8828Ss/NocnixOb20fGOxu3z4AmpHedfOZZF6/e/Z5IJNa0p62VMTmXe9zeYqNzN62ZIQ4iSjqmCvxV25k4q9G3GUbiWyKZ90fzkZSkBb52tfR7zRwzEOnw0ZM7SYN2msJAwIIcRJTKcoHUkAX69s6/L6qbe72bplM9u3bCZj+ll4DRba2hNwHR4nFc1HTqmrVxSiww1Y2yt6fXMZiCSBYADS6RQmpFtZe6CB7eXNkkDQFwIBaK2ChgKo2w/1+6F+H9TuhbZj1Mk3WyF1olZhYNg0bbFmHJlG34kWp5c3N2oDs9+dG5pSV3kpUXy5twpi06j3NwLg9Qf43w5tcHdYTDjRYQPzpBRm1DMiMYL9NXZ2V9qOuNi3v1qrnhAVZiDcJAG8EH1tWEw48REmGto85Fe1dpR3AlBMFloDxo71gmF0chQHGxxsKW1mc2kTXr+KUa8wbljXPxc9lfsYk2Akv97LC6tLuHdR3gm3eX2Ddo6eNyqRFOuJEw4ADHod0zJj+aqwno0lTYxJiQ7KxX6tXJYbvaIwPsgJZ0L0hdIGB2/uthM7/0a2NwFNR8ZVFpOeOIuJxGgzqdFhpFrDiQyTryhB5fdCY7EW59YXQN0+qMvXfnodnW8TOxzSpmpTb6VNgdRJYNa+LKuqyqrCep5+ax3ri7U406hXuHRaBrefMYKMOEsf7ZgQQohQMRv0pETrSekk+dYfULG5tOSCNo8fh9vXPljqw+H24/YHsLfaaG1pIdwaD3oDvoAK2v+EECL4AgGwlWuxbkMhvtp9OMp3YmrYR5ivBTNwxAisAi06Ky2xE4geMZOYkdpNYMbIpH7aASGEEINJmFFPeqyFGppYsexZzp8zhcmnjMft89Pk8NLc5qHR4aHJ4aWpzUOz04s/oGr/dng7b1NvxHrqlX28J8cno3MD1Pi0aDYUNbbPreHq0h2T4gR8bmgu0+60ajoIzQeh4YA2oNpYBD7nsbeNHQ5J4yB5LKRM0EpWxQ4/YbJAZ17fUEqbx8/o5ChOz03o6d4cl1GvI4VmKohnjyeW2ION1Nq0MivhRj3njDu69PhAMi7Nyv4a7S7nubkJGPU62tw+Vh3Qag50Ze5zIUTwaRVOrKzYV8f28mYmpVs7yvtHTT4X0EqZRgUpQSknMQKDTsHj1+4MMOl1zBud2O25pC4cHUl+fROvrj/I988cSaT52OHP3mobL7bfJbVkdvemmJmQbmXTwSZanF7217SSF4QEwB3t1QdykyOlDLgYlJKizSwcYeGdd98jb9Z89OFRODx+7C4fTu/hzOzyZidb27eJNBtItYaRFhPOsJhwEiJNMs/yibjt0FKmxbhNxYfj28YiaCoB1d/5dnozJI7SYtuUCdqSPA7CY49a1e728Z+tFby8poSCWi2p06TXcfmMdL43bwTpsZI4IIQQJwO97vCdWMeyefl7vPrcPVz38F+ZfMq8TtdRv1YuUW3/j9rx78P/qCjM5493XcW0S1cHZweEEIOTz6MlCTQd1OLb9lhXbSpGbTiAznd4uhUDcOjbuF9VOKgmU2LIxpMwjpicaYyefBqxyZlY5TuGEEKIIDpWEm5AVWl1+Y6q7NXi9NLi8OLxB3D5lQFX9UZGogcoi8lAbnIke6tb+XJ/HRdPHYZBp+vvbg1cPg/Yq8FWpVUSaK3S5mptKT+8tFZz3Hx3Ra8lBSSOhoRRX/uZB+YTz7XdFS6vnxdWFwNw8+k5IR0Mz6SOfbt3EDluPqsLtflodQosnpg6YKsPHJIRG050mAGby8faogZOHRHPl/vr8PgCJEWZmSQJBEL0m7yUaFYXNtDs8LKtrJnJGTE0EUHMvOuB4Cb4mA16vj1lGI1tHpKjw4iPNPVorqjpaWZyEiMoqmvj1XUHuXXeiE7X8wdUfvrOTrx+lbPHJnNmXvfuPjDqdUzJjGHNgQY2lDQyKiWqV3NbVTQ72VfdCsDE9OBNiSBEXxqZFMWt06z89ZanmLX4dNJzh3U85/EFaHR4aLR7qLa5qGpx0mD3dEzjdegidZhBx7DYcNJjLRg9CkfOoHwS8Dq1ONZe0x7fVhyOc20V2pQDjobjt2GMgISREJ+rxbdJY7SSrLHDQX/sr4Ref4B1RQ38e0sFH+2qwuXVEroiTHoum57BLafnkBakqjNCCCFOLl8fD1E6/nPEIwDodaD63OhlKi8hhi6/F+y1h8d2vx7rtlRASxmqrRKlk3HdQ98OPKqeg2oKRWoqRWoqVeZszGnjyc6bzCmj05kfb5GkZCGEEP1CpyjHnKpAVVVcvgAF+/bxys7PgKV938FjGBAJBM888wxPPPEE1dXVTJo0iT/96U/MnDnzmOu//fbbPPDAA5SUlJCbm8tvf/tbzjvvvI7nVVXloYce4m9/+xvNzc2cdtppPPvss+Tm5vbF7gTNrOw4iurbqGpx8cW+OhbkJZ08gY7fB84mcDaCo1EbFHXUQ1v74qjXBlHttdpPZ1PX2jVaICYLYrO0n3E5ED9C+xmTCfrQXVj3+ALc9spmamxukqPNfGtSWsheC0CPSsMHv2PK5CkU+WLxqyrzRycFrbR4KCmKwuSMGFYW1LO1tJnCWjutLh+KAgvGJPXqgpwQondMBh0T2++0X1lQT0mDgwqGoej0pOjbmJg+MqivlxYT3uuLUzpF4Za5Odz7753836f7GJkUyYIxR1dieWF1MdvLmokyG/jlheN79Jk7Md3K5oNNNDm8bChuZFZ2XI/asbm8/G9HFQEVcpMiOy0fKwYXiXePZjLoSIkOIyU6jLHtU3R4fAFqbC6qWlxUNjupbHHi8gU4UNfGgbo2wEj6D1/lt6sbObutiEkZMYxLix5cFTr8PnA1HxnjOhra49w6Lb499NNeDa6WrrUbZgVrJsRlty857csIiE7rcuWsxjYPaw80sHxvDcvza2lxHi6vNyIxgiWzs7h0WnrQqs0IIYQQYmg4WeNdf0Dlxv/WMOz2l/iwwoixthhFUdAp2ndRpZOfBp0Og07BoFe03/WK9m+dDkeLjqhp32LZAQelSgXhJj2WjsWAxaRvf8yAxagPytR5QRcIgNt2eFy3rf5w3Hso1m2rA3udFu+21XOiSU4UwKmaqFATKFWTtKoCagoH1SQqdalEJI9kUlYCU7NiuSAzhmEx4SfPOLoQQohBS1EUwo164swqvpaa/u7OEfp9pO3NN99k6dKlPPfcc8yaNYunnnqKhQsXsm/fPpKSjr7zb82aNVx11VU89thjnH/++bz22mtcdNFFbNmyhfHjxwPw+OOP88c//pGXXnqJ7OxsHnjgARYuXMiePXsICxs8A/AxFhOLxqfw3rZKdlfaSIg0HzHf9IAUCGhzqXrawGPXfnfbtd/dNu13d6v2u8vW/rOlfWkGZ/tPt637r603QVQKRKVBdKr205r+tSUDIhJ6NO1Ab/n8Ae56cxsr9tURZtTxp6umYjL0TUWJNKODU6dPos3tZ1jswE8eOGRyRgzhJj1fFdTT6vIBMDUjlqSowfM3LMRQdcqIeMKNetYUNVDa6AD0uMp2kTuqZxfL+8Jl0zP4qrCe/+2o4rZXtvCXa6cxv73CgD+g8t9tFfzu0/0A/GzxGFKsPTvXmA16ZudoVVPWFzfi8QeYOzKhW8fF6w/wwfYqnF4/iZFmzh6bPGCPq+gaiXe7zmTQkRFnISNOK4fvD6jUtroob3JS0eSkvKkNwqNZX+FmfUU+oFVYGpkUyYRhMUwYFk1OYiTZCRGkxYSH5m7Ftnotnj0U73rsX4tx2+Ncd6sW07q+Fus6m8DZDO4uJgR8nSHscJxrHaYlBESna7/HZGpxbnhMt5t1eHwU17exu9LGjvJmthxsZk/VkXF4XIT2neTSaelMzoiR85EQQgghjnIyx7u+QIAWdwBDVDxOPzj9vl62aCDurFt4dnMLbN52wrXDjLqOxAItuUBLLIgwH/7dYj4yAeHr62nPGY5IUjB4WzF6bei8bei9beh9DhTPN+Jdlw3VZUM9aly3CcXVjKIGurXXXvTUqVZq1Vgq1Xiq1Hiq1Diq1HjK1QTK1UQaiCbNGs6olCjyUqKZmhrFktRoshMiMOilcq8QQggRTP2eQPDkk09y8803c+ONNwLw3HPP8b///Y/nn3+ee++996j1//CHP3Duuedyzz33APDLX/6SZcuW8fTTT/Pcc8+hqipPPfUU999/PxdeeCEAL7/8MsnJybz77rtceeWVfbdzQTA8PoI5IxP4qrCeL/fXUdLQxsRhVrLiIwZe+bbavfDnWcFtM8wK4XFgiYOIRLAkaEkAEQkQmQyRSe0/k7W5WgfYgGaLw8uy/Bre3lTG+uJGTHodf7l2OjOz4/q0HzEWEzGDbFpaRVHIS4kmOz6CDSWNOL1+ZuX07XETQnROpyhMzYolK97Cin11tDQ3UvafR9Hd+3/93bVj0usUnrpiMoGAyke7qrnln5uYkhHLqJRINhQ3sr9GK5V+2sh4rpyR0avXmpwRQ0BV+aq9ikqLw8vYtGjSY8MxG449l1Wb28eeKhs7K1podfkIN+o5f2IqRhkIGfQk3u05vU4h1RpOqjWcGcOhdP9u/vzre7nnib9R47ews7yFapuL/TV29tfYeWfL4W2NeoWMOAvD4yNIsYaREGEiPtJMfKSJ+AgzsRFGIjoGSw2EGXVduzj+p6ldrwpwPGYrRMSDJV6LcS3xEJkIEUlajBuRAJEpWuJAmLXLca7PH8DlC2B3+WhyeGhyeGh2eGlyeGiwezjY4OBgQxsHGx3Utbo7bWN0chSnjUxg4bhkpg+PG3jfO4QQQggxoJzM8a5Rp+P35yRwxVVXseTeJ0nMyCGgqqiqNudxx++0/wyo+AMqvoCK1x/AF1Dx+VV8gQA+v0pLcyN7Nq3mjAVnY7ZE4fD4cHj8X1t8OL1+1PYb9l3eAC6vh8a24O3T341PcJZ+6wnXO9HkYg7VTCNRNKpRNKrRNBJFvWqlQY2mXrVSj5U61UqNGksjUajoiDIbSIkJIzUmnDRrGBMSIrggPoLshAiy4i2EGQfW/NBCCCHEUNWvCQQej4fNmzdz3333dTym0+k466yzWLt2bafbrF27lqVLj5wDYuHChbz77rsAFBcXU11dzVlnndXxvNVqZdasWaxdu7bTANPtduN2Hx48a2nRBgRtth7cBd9Ndrt2waK8YDdup6PTdaJVyDLoKW7TU1zpoLhSK+tk0oFZr6IAPq+bpCsf47a392H54CCg3Y3VcwonKh31zWcTA/X8za09GkDBhQkXYbgw41TCcWLGgQWnYsahWGgjHIcSgYNw7IqFNiWCNiy0KhHYlQjsRBLw6MADHHOMtgloQmVvt/ZOVbUxWPX4u9gjKioun0qbF9o8AQLtr6FX4NaZMSjV+ayszu9023379gHHfz90VU3pAQCqS/ZzIKJ32QP93dahyR5Kd5cNqH5JW9LWYO1TMNuaYoR9pavY7bQNqH4B1JUXA7B58+aOz9vL0lXqqvxsqHSzbl8b67TTLhajwgW5ESzMcfPVV18d1VZ3z89WYJJFx7YmPYUVDgor6lBQMekh4E4g6arfsKbOwOZlW/GpCm4/+NXDH9xGncpkq4+6ggbqurCPdrs95HHLofbVUHx4DmES73Yt3u2quvJiPFX7yXLs45zRo2G4kSaXjpJmH0VNXg62eKmx+6lt8+N2Q6GjjcLy4/0VHaYAJoOCQaclShkULZ7W67Q4Tq9T0CvwvFtPNEachOEkDBdhOJUwnITTpoThxIJTCcOuRODAgl2x4FAs2LHQqkRiVyJoUyIJ+HQoLUCLFldrg8xaX1QgoDaiqo0E1D2ANgB9aD1VPXIbrwoevzb47O/mn2iESSEj2kBOrJERsUbyEoxYzQD1uMvrWV2urafT6QgEuncnWWck3pW2pC1p62RvK9Txbk8N1POzxLsDn8S7EG9w460tpq10F5bA8a/k69oXI9BZndC6xmJWvvc455w/ktGjRn/tGX37YkJVVbx+cPkDuH0qLj+4fSpuvzYm6fGruLwqLr+2ntPn73heW189Yv2O59rXrwsYqdPpaSOMNjUMB2YchGFXw2kjnFY1DAdhtKoWWrFgU8NpxUKraqGZSFqJwGOIQKc3YzZAmEFHmEEhzKBg1itEmnREh+nJMCqMM+uIbl/iLTrCOyq2utqXZmiEmkY4VmHnYMWpwWxroJ5TB+JnmbQlbUlb0taJSMwbPN2Kd9V+VFFRoQLqmjVrjnj8nnvuUWfOnNnpNkajUX3ttdeOeOyZZ55Rk5KSVFVV1dWrV6uAWllZecQ6l112mXr55Zd32uZDDz2k0j4GJ4ssssgiiyyyyCLLsZeysrKehn4nJYl3ZZFFFllkkUUWWQbXIvFu90i8K4ssssgiiyyyyDK4lq7Eu/0+hcFAcN999x2R9RoIBGhsbCQ+Pj6kc3zabDYyMjIoKysjOjo6ZK9zspLjG1pyfENLjm/oyTEOLTm+odUfx1dVVVpbW0lLSzvxymLAkXh3aJLjG3pyjENLjm9oyfENLTm+oSXxruguiXeHLjnGoSXHN7Tk+IaWHN/QkuMbWgM93u3XBIKEhAT0ej01NUcWIKqpqSElJaXTbVJSUo67/qGfNTU1pKamHrHO5MmTO23TbDZjNpuPeCwmJqY7u9Ir0dHR8scXQnJ8Q0uOb2jJ8Q09OcahJcc3tPr6+Fqt1j57raFC4l2NnAtCS45v6MkxDi05vqElxze05PiGlsS7A5/Euxo5F4SeHOPQkuMbWnJ8Q0uOb2jJ8Q2tgRrv6k68SuiYTCamTZvG8uXLOx4LBAIsX76cU045pdNtTjnllCPWB1i2bFnH+tnZ2aSkpByxjs1mY/369cdsUwghhBBCiFCQeFcIIYQQQgxlEu8KIYQQQgw9/T6FwdKlS7n++uuZPn06M2fO5KmnnqKtrY0bb7wRgOuuu45hw4bx2GOPAXDnnXcyb948fve737F48WLeeOMNNm3axF//+lcAFEXhRz/6Eb/61a/Izc0lOzubBx54gLS0NC666KL+2k0hhBBCCHGSknhXCCGEEEIMZRLvCiGEEEIMLf2eQHDFFVdQV1fHgw8+SHV1NZMnT+bjjz8mOTkZgNLSUnS6w4USTj31VF577TXuv/9+fvazn5Gbm8u7777L+PHjO9b5yU9+QltbG7fccgvNzc3MmTOHjz/+mLCwsD7fv+Mxm8089NBDR5XXEsEhxze05PiGlhzf0JNjHFpyfENLju/gIvGuvFdDRY5v6MkxDi05vqElxze05PiGlhzfwUXiXXmvhpIc49CS4xtacnxDS45vaMnxDa2BfnwVVVXV/u6EEEIIIYQQQgghhBBCCCGEEEIIIfqX7sSrCCGEEEIIIYQQQgghhBBCCCGEEGKokwQCIYQQQgghhBBCCCGEEEIIIYQQQkgCgRBCCCGEEEIIIYQQQgghhBBCCCEkgUAIIYQQQgghhBBCCCGEEEIIIYQQSAJBv/n1r3/NqaeeisViISYmptN1FEU5annjjTf6tqODVFeOb2lpKYsXL8ZisZCUlMQ999yDz+fr244OIcOHDz/q/fqb3/ymv7s1aD3zzDMMHz6csLAwZs2axYYNG/q7S0PCL37xi6Pep3l5ef3drUFr5cqVXHDBBaSlpaEoCu++++4Rz6uqyoMPPkhqairh4eGcddZZFBQU9E9nB6kTHeMbbrjhqPf0ueee2z+dFeIbJN4NLYl3+57Eu8El8W7oSMwbXBLzhpbEu2Iwk3g3tCTe7XsS7waXxLuhI/FucEm8G1qDNd6VBIJ+4vF4uOyyy7jtttuOu94LL7xAVVVVx3LRRRf1TQcHuRMdX7/fz+LFi/F4PKxZs4aXXnqJF198kQcffLCPezq0PPLII0e8X3/wgx/0d5cGpTfffJOlS5fy0EMPsWXLFiZNmsTChQupra3t764NCePGjTvifbpq1ar+7tKg1dbWxqRJk3jmmWc6ff7xxx/nj3/8I8899xzr168nIiKChQsX4nK5+ring9eJjjHAueeee8R7+vXXX+/DHgpxbBLvhpbEu/1D4t3gkHg39CTmDR6JeUNL4l0xmEm8G1oS7/YPiXeDQ+Ld0JN4N3gk3g2tQRvvqqJfvfDCC6rVau30OUD9z3/+06f9GWqOdXw//PBDVafTqdXV1R2PPfvss2p0dLTqdrv7sIdDR1ZWlvr73/++v7sxJMycOVO94447Ov7t9/vVtLQ09bHHHuvHXg0NDz30kDpp0qT+7saQ9M3PrEAgoKakpKhPPPFEx2PNzc2q2WxWX3/99X7o4eDXWVxw/fXXqxdeeGG/9EeIrpJ4N7Qk3u07Eu8Gj8S7oSUxb+hIzBtaEu+KwUri3dCSeLfvSLwbPBLvhpbEu6Ej8W5oDaZ4VyoQDHB33HEHCQkJzJw5k+effx5VVfu7S0PC2rVrmTBhAsnJyR2PLVy4EJvNxu7du/uxZ4Pbb37zG+Lj45kyZQpPPPGElAzrAY/Hw+bNmznrrLM6HtPpdJx11lmsXbu2H3s2dBQUFJCWlkZOTg7XXHMNpaWl/d2lIam4uJjq6uoj3stWq5VZs2bJeznIvvjiC5KSkhg9ejS33XYbDQ0N/d0lIbpF4t3QkHg3NCTe7T2Jd/uGxLx9Q2LeviHxrhjsJN4NDYl3Q0Pi3d6TeLdvSLzbNyTe7RsDMd419HcHxLE98sgjnHnmmVgsFj799FNuv/127HY7P/zhD/u7a4NedXX1EcEl0PHv6urq/ujSoPfDH/6QqVOnEhcXx5o1a7jvvvuoqqriySef7O+uDSr19fX4/f5O35979+7tp14NHbNmzeLFF19k9OjRVFVV8fDDDzN37lx27dpFVFRUf3dvSDl0Lu3svSzn2eA599xzufjii8nOzubAgQP87Gc/Y9GiRaxduxa9Xt/f3RPihCTeDR2Jd4NP4t3gkHg39CTm7TsS84aexLtisJN4N3Qk3g0+iXeDQ+Ld0JN4t+9IvBt6AzXelQSCILr33nv57W9/e9x18vPzycvL61J7DzzwQMfvU6ZMoa2tjSeeeOKkDTCDfXzFiXXnmC9durTjsYkTJ2Iymbj11lt57LHHMJvNoe6qEF2yaNGijt8nTpzIrFmzyMrK4q233uKmm27qx54J0TNXXnllx+8TJkxg4sSJjBgxgi+++IIFCxb0Y8/EUCXxbmhJvNv3JN4VQ5HEvGIokXhX9DWJd0NL4t2+J/GuGIok3hVDyUCNdyWBIIjuvvtubrjhhuOuk5OT0+P2Z82axS9/+UvcbvdJ+YEdzOObkpLChg0bjnispqam4zmh6c0xnzVrFj6fj5KSEkaPHh2C3g1NCQkJ6PX6jvfjITU1NfLeDIGYmBhGjRpFYWFhf3dlyDn0fq2pqSE1NbXj8ZqaGiZPntxPvRr6cnJySEhIoLCwUAZURUhIvBtaEu/2PYl3+57Eu31PYt7QkZi370m8K0JN4t3Qkni370m82/ck3u17Eu+GjsS7fW+gxLuSQBBEiYmJJCYmhqz9bdu2ERsbe1IGlxDc43vKKafw61//mtraWpKSkgBYtmwZ0dHRjB07NiivMRT05phv27YNnU7XcXxF15hMJqZNm8by5cu56KKLAAgEAixfvpzvf//7/du5Ichut3PgwAGuvfba/u7KkJOdnU1KSgrLly/vCCZtNhvr16/ntttu69/ODWHl5eU0NDQcEdALEUwS74aWxLt9T+Ldvifxbt+TmDd0JObtexLvilCTeDe0JN7texLv9j2Jd/uexLuhI/Fu3xso8a4kEPST0tJSGhsbKS0txe/3s23bNgBGjhxJZGQk77//PjU1NcyePZuwsDCWLVvGo48+yo9//OP+7fggcaLje8455zB27FiuvfZaHn/8caqrq7n//vu54447TtoAvjfWrl3L+vXrmT9/PlFRUaxdu5a77rqLJUuWEBsb29/dG3SWLl3K9ddfz/Tp05k5cyZPPfUUbW1t3Hjjjf3dtUHvxz/+MRdccAFZWVlUVlby0EMPodfrueqqq/q7a4OS3W4/IrO3uLiYbdu2ERcXR2ZmJj/60Y/41a9+RW5uLtnZ2TzwwAOkpaV1fHkSJ3a8YxwXF8fDDz/MJZdcQkpKCgcOHOAnP/kJI0eOZOHChf3YayE0Eu+GlsS7fUvi3eCSeDe0JOYNLol5Q0viXTGYSbwbWhLv9i2Jd4NL4t3Qkng3uCTeDa1BG++qol9cf/31KnDUsmLFClVVVfWjjz5SJ0+erEZGRqoRERHqpEmT1Oeee071+/392/FB4kTHV1VVtaSkRF20aJEaHh6uJiQkqHfffbfq9Xr7r9OD2ObNm9VZs2apVqtVDQsLU8eMGaM++uijqsvl6u+uDVp/+tOf1MzMTNVkMqkzZ85U161b199dGhKuuOIKNTU1VTWZTOqwYcPUK664Qi0sLOzvbg1aK1as6PRce/3116uqqqqBQEB94IEH1OTkZNVsNqsLFixQ9+3b17+dHmSOd4wdDod6zjnnqImJiarRaFSzsrLUm2++Wa2uru7vbguhqqrEu6Em8W7fkng3+CTeDR2JeYNLYt7QknhXDGYS74aWxLt9S+Ld4JN4N3Qk3g0uiXdDa7DGu4qqqmpwUhGEEEIIIYQQQgghhBBCCCGEEEIIMVjp+rsDQgghhBBCCCGEEEIIIYQQQgghhOh/kkAghBBCCCGEEEIIIYQQQgghhBBCCEkgEEIIIYQQQgghhBBCCCGEEEIIIYQkEAghhBBCCCGEEEIIIYQQQgghhBACSSAQQgghhBBCCCGEEEIIIYQQQgghBJJAIIQQQgghhBBCCCGEEEIIIYQQQggkgUAIIYQQQgghhBBCCCGEEEIIIYQQSAKBEEIIIYQQQgghhBBCCCGEEEIIIZAEAiGEEEIIIYQQQgghhBBCCCGEEEIgCQRCCCGEEEIIIYQQQgghhBBCCCGEQBIIhBBCCCGEEEIIIYQQQgghhBBCCIEkEAghhBBCCCGEEEIIIYQQQgghhBAC+H+TZX49w92BwAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
],
"source": [
"# histogram 'distplot' with nice features\n",
"\n",
"G = scipy.stats.norm\n",
"size = 100\n",
"data = np.random.normal(size=size)\n",
"data = np.hstack( # we stack two normal distributions with different parameters\n",
" (data, np.random.normal(\n",
" loc=3,\n",
" scale=5,\n",
" size=size)\n",
" )\n",
")\n",
"# Plot the distribution as histogram, overlayed with a kernel density estimate and rugplot\n",
"f, axes = plt.subplots(ncols=3, figsize=sns.mpl.rcParams[\"figure.figsize\"]*np.array([4,2]))\n",
"# let's try different band-widths\n",
"sns.histplot(data, stat=\"density\", kde=True, kde_kws = {\"bw_adjust\": 0.2}, ax=axes[0], label=\"histogram\")\n",
"sns.histplot(data, stat=\"density\", kde=True, kde_kws = {\"bw_adjust\": 0.7}, ax=axes[1], label=\"histogram\")\n",
"sns.histplot(data, stat=\"density\", kde=True, kde_kws = {\"bw_adjust\": 1.5}, ax=axes[2], label=\"histogram\")\n",
"x = np.linspace(-12, 12, 100)\n",
"axes[0].plot(x, (G(0, 1).pdf(x) + G(3, 5).pdf(x)) / 2, label=\"underlying PDF\", color=\"tab:orange\")\n",
"axes[1].plot(x, (G(0, 1).pdf(x) + G(3, 5).pdf(x)) / 2, label=\"underlying PDF\", color=\"tab:orange\")\n",
"axes[2].plot(x, (G(0, 1).pdf(x) + G(3, 5).pdf(x)) / 2, label=\"underlying PDF\", color=\"tab:orange\")\n",
"axes[0].legend(loc=0, fontsize=\"x-small\")\n",
"axes[1].legend(loc=0, fontsize=\"x-small\")\n",
"axes[2].legend(loc=0, fontsize=\"x-small\")\n",
"axes[0].set_title(\"Small KDE bandwidth: wobbly\")\n",
"axes[1].set_title(\"Medium KDE bandwidth: smooth\")\n",
"axes[2].set_title(\"Large KDE bandwidth: washed out\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"id": "a2hLm6DCjobp",
"outputId": "abcb3bcd-7e1c-4d5f-937c-f90d3710d135",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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ox/pRVN3Kcls/O4oTDRsGJiKiHupXUXWz5bas4eDs9TQ0WYTruVAkEa4LlD+aHcWJKjEwERH1SD+Lqhstp+3kTVzZysNyHExoCjKGjZtZEydTMQgohqZR7ijOFgrUKQYmIqIe6WdRdb3lNNN298KSB2Xv/kldha7IyBgW7j4yCV2VRjZEsIUCHQQDExFRCzqZmehHUbU/zqxh1Sy3pQ0LluMhqkrQFQnO3uVVWYQqi9AHtP1BN7CFAh0UAxMRUYBOZybCLqquHmf1cpvluIiqEm4/FIdbJ6uN8q44tlCgg2JgIiJq4iAzE6mYhotytu4XdbeLquuNs3q5bTamYitn1hR4+0Z5VxxbKNBBMTARETVxkJmJiCphaT7R8Cy5TpaAGi0NNhpn+XLb4kwUL1+6Ccf1YNru3hJdcdkuFdOQimmhFEX3o/CaLRTooBiYiIiaOOjMRDfPkmu2NNjKOP0A99LFTVxYy8Jyiq8TVSXMT2q4sp3Dte18T4ui+1V4HeZsH40mBiYioia6MTPRjbPkgpYGj041f31/nHFNwXRUxm2HYrBsF4osQlckeB7wveU1HJ2OQi17T90siu5n4XUvZvtovDAwERE1MSgzE0FLg6JYHE/QONezBeRND6okQZWKIcFxAdNxkDZspA0Lyar31K2i6H4XXndzto/GDxdtiYia8GcmVFmouD3smYmgJTfbRUvjbPQ61t7tllP//m4URQ9C4bU/23frXAwLM1GGJWoZZ5iIiAJ0a2biIMXOrSwNtjLORq/jN7JUpPr3d6MomoXX4dl44xysBrN57cquXQYALC8vl25LJpNYXFzsyusPC8HzvO58oj2QTqcxOTmJnZ0dJBKJfg+HiKhj9YqdVVloudjZMB28fOlmwyW308dnWwpfjV5HEoHXbmRrapjaff0w3gM15n9vdp9/cE6Rrkdx9uzyWIUmzjAREfVYN4qd6xUtCwAiqoCZqIYr23losoiEJiNdsBvOMDUqfpZEAe9emsPVql1y3Vx6ZOF1eJYefBSJ+WNdez0lGoc+OQsASK9ewkuffwYbGxsMTERE1D0HKXauXsa755apUiCybAfXtg1cNQ0AxYN1qw/Srbdlv9nS3S1T0Z4WRbPwOhyH7z6Nudvu7fcwRgoDExFRj3Va7Nx0GS+m4eVLN0uLJOUH6567kcHSfLy4+63BLFajVgfdaIEQJIxrEHUbK+yIiHrML2YWUKwVMh0HuwULluNAEusXOwct41U3mPQP1gWAnOkgbzkVz1nPFnrwzojGB2eYiIh6rLyX0/JqBjlzP8wkIjJuPxSveU4ry3jlqtsBWLZb6rME8Kw0ooPiDBMRUY9FVAm3zcXw+nq2IiwpkoBkXMWF9SyMstuB4IAjipX9lqrbAShVs1bcsk90MJxhIiIKge0CR6ejFQfeJiIKVFmsW/gdFHBSMRV50y7NQiUiChTJgOV4iKoSdEWCP+nEs9KIDo6BiYgoBAXbhSqLNceOlN9fLuhIlsMJHROaXKpzUmURR6f10i45tywsccs+0cExMBERhaDdLtet9CyKqFLVFv14YB8mIuoMAxMRUQg6OcS3lZ5F9bboT06o3X8DRGOOgYmIKASddrlmzyKiwcDAREQUkk66XB/kwF4i6h4GJiKiA+hloKnX6bveUSdE1HsMTEREHWo30LTz+G4c2EtE3cNOZkREHSgPNKbtYiNbwOpOHte2DfxyZaemEWVQAKp+fLudvomotzjDRETUAT/Q7OTN0qG3vhtpA/OTEdx1y2TN4+upblxpmA6upw3sFiyosoiIIsF1gfJn86gTonAxMBHR2DpI/VHBdmHabk1YAgDL8XBxI4uTqVjp9YICjn+/v2x3bdvAla08ACCqSrj9UBwC9kMTjzohChcDExGNlFZD0EELqjVZ3DvmpP6skSAKFbNGrTSuLF+2Kz/qJGc6OHcjg6X5OByXR50Q9QMDExGNjFZDUCcF1dVBLKHJkKsOwPX5Z7mVzyq10riyfNnOP+rEn8HKmQ7yloOYJh/oqJNe7epj+wMadQxMRDQS2glB7dQTAfWDmCoLOJWawHq2gN3CfsG2v3zmupWzSq00rqxetpvUVeiKXDqwd3ZCwz1HpzoOIr1qU8D2BzQOGJiIaCS0E4JarScCmgexTdvCvQsJbOVsWLYLRRah7xVoK3WWzYIaV9Zbtis/sPfIlH6gmaVetCno1utyhooGHQMTEY2EdkJQOwfhNgtiHoDJiAbLAUyp+Bi/xsifNaoXBBodddLJeXOtandWLczX5QwVDQMGJiIaCe2EoHaCSVAQUxUJp4/P1p0daTcIdHreXCvaCZRhvi4bdNKwYGAiopHQTghqJ5i0EsTqHZDbaRDo5Ly5VrQTKMN83V7NfBF1GwMTEQ28Vupb2p2daTWYdLpMdpAgUC+AHVSvlvsO+rq9mvki6jYGJiIaaO0sa7U7O9NKMOl0mWzQgkCvlvsO+rq9mvki6jYGJiLqiW7seupkWasnszMdLJMNYhDw38e17TzWswWIooBUTEVMVbryup38efey0J2omxiYiKjrurXraZDqW9oNYqmYhnPIYD1bgOW4UCQRiYgCVRZLQaAfW+kzBQtXtnOlz3UnZ+HyZu7AO9I6Daq9LHQfZxtvnIPV4O/OQWXXLgMAlpeXe/L69SSTSSwuLoZ2vXoYmIioq7q562nQlrXakSlYkERgc9dEziw2tlQkA6fmYrh3cQaZghX6Vnr/zyZrOKVmmH6Q6+eOtF4Vuo+zV776XI+vIODhhx/u8TX26XoUZ88u9zU0MTARUVd1c1ZoEJe1WuEHE8cFlubjyFtOqbHlpC5DEUT84tp26Fvp17MFrGcKNQcGK5KBo9N6X3ek9WIpdZwtPfgoEvPHevb6SjQOfXK2Z69fLr16CS99/hlsbGwwMBHR6OjmrFC/6lsOulRWHhodF1AlCapUfH7e9HDx5m7d9yQAcFwPZ6+nEYsoXZ9pyRpWTVgCAMvxcGUrj7vmra5ch/rv8N2nMXfbvf0exkhhYCKirurGrFB5YEnGNGzlCjBMD/7XfC/rWzqtvyof83bOhCQCrgvUm2vbNZ2a2wQUH7u8mkE8ImN+Um/52q0q2G5NWPJZjjfQS5zt4lEr1G0MTETUVQedFVrPGDh3I42dfPF8NnXvfLYjUxEostTTL79O66+qQ9ZGtoDNXRO3H4qXglC5CVVCvio0iWIxLOVMBzMTasvXbkdUlRFVpVJNVeV9EqLqaHwl8KgV6oXBLAAgoqHl73pSZaHi9lZmhQzTwa+u7uAXK2n8+loGr63t4lfXMvj1agY30gaOTulYmIn2bKaglfqremOu/nJORBRYjotzNzIQq/6VVWUBJ2Ynaj6fvOUgZzpQJAGJSOU2/0bXbpeuSrj9UBzRqs8vune7PgIzMEGh16gTFolaMRr/O0FEA6XTXU/X03n8em+WpVzOdPDr1QyOJydwPBnreFxByzSd1F/VC1mqLOLotI4rW3nkLadUv+SHxskJtWYrvWW7UCQBCzM61DrLlt1YLvNn/6oL0XVFgiSORs+jQWpFQaOFgYmIeqKTXU/rWbPuchFQDE3rWRPHk52Nx1+msWwPolic0fFcDydSMZxMxhBRpY7qrxoFmUldha7ImJ1QMRvTagJadajMGhYUSaoblhpdu13lPY/KC9ElcXR6Hg1zKwoabAxMRNR3/szP1q6JtGEhqkiQpdqA4LqdNeLzl2ks2ysVVvvB7Pz6Lt50xMCbFyY7qr9qFmRUWcSRvWXEespDpWEWeyP1ekfgqPc8GtZWFDT4+JNDRH21njHw8qWbePV6Bp7rImvYuLaTR860Kx6nSJ2FBsN0cPZ6Glu7Jjx4OL+WqSi4tpziMs3yahoA2q6/SsW0mseXP6/VMR+k9qtdflC7dS7W05qwfujWnwdRNc4wEVHfVBfoaoqEW+diOL+WxUa2gCOTImRJhCIJuPVQDEem9LZe31+Ge+NmDjfSBUyoEl5by+LIlF6xe81y3Ir6lvIZGHmvPcB2zkbezNXMxnTzaI9Rn/0JA49aoV5hYCKiUNQruK4u0HVc4PZDcYgCsJ23kIgomJlQkYppuGdxsq0vu/Iwpuwt71muC8txkTdtpOIaTMeFIoqIaTIE7Ne3+DMwrW5PbxR0AGBlM9dW+KlepmN4ah+DJ/UCAxMR9Vyj4DEVVStmejwUGzjecbi4i2tSV7E4E+3oy648jCUiChTJgCqJmItHcHEji6vbeUiiCEkELNfDXfNKRX1Lqz2ZqkPN0SkdEVU6cC8g9hI6GB61Qt3GwEREPdUseFxYy2IqqsAp27jkYf84kcWZaMdfeuW7ofxt/gXbwS+v7CBt2JiJKlBlFGeabBevr2fx1mPTpee0sj09ooh1Q81tczG8tlZbPN5qE8puHmBMRN3R06LvZ599Fm9961sRj8cxNzeHhx56CK+++movL0lEA6ZZ8NBkCZZTf5v3QQt0q3dDTeoq4qqC+ckIZidUTEYVHJnUoSsyFElAMq4iXdgvNA/afp41rIah5pWrO8ga9dsjtNKEspMGmkTUWz0NTD/84Q/x+OOP48c//jG+853vwLIs/O7v/i52d3d7eVkiGiDNgoe6V1vSzZ1hhulgZTOHrGHB9VxIYnGZDwBceIiqMt50SwL3HJ3CLdM6jk7ruG0ujkRErRhr0Pbzgu02DDX5vRYBzZ4b9NoHuZ+Iuq+nS3J/9Vd/VfH7L37xi5ibm8NPf/pT/NZv/VYvL01EAyIoeCTjESzNa10p0K2u+8kYNm5mTZxMxSAAUGQRsiTglmkdiYha8/zysdbryWTaLtKGBQFARBGQsywoooiIIsFzAWGvIabredjOmUhElLqNKA/aK4i9hIjCF2oN087ODgBgZmYmzMsSUR+10gyyGwW69ep+/G7b2zkTi7NRTAoK8qaDiFz7T1/1EmD19vSdvIkrW3kokoiYJuH/W15DOm/jyJSOCVXCbYfieO16BrsFBzFNwk7ewmtrGRyd1jGpqw2vU89BDzAmou4L7X9TXNfFRz/6Ufzmb/4m3vSmN9V9TKFQQDqdrvhFRMMtrIaMjep+8paNq9t5bGQL2MlZmNRVXNnKYSdvBo4lFY/g9PFZnExOICKLuPNQDBOqhPWsiYgswXZdXNvOw3Qc/PDcWmnpz3RcvPnoFBRJxJWtPMy9JbRW33OYTSxpuPF7MzyhzTA9/vjjOHPmDP7mb/6m4WOeffZZPPPMM2ENiYhCEkZfnHp1Pabt4spWHpbjwbJdqJIEAcBth2KwHBe3TEUQiyhNx+Lfnik4cF0PFzZ2S0e3JGMaNrIFZAsONnctHJnUoUgCjk7rUCURt83FsJkzIUsCkjEVJ2YnMDlRuxRYD3sJUSv4vRmeUGaYPvzhD+Mv/uIv8P3vfx9Hjx5t+LinnnoKOzs7pV8rKythDI+IQlB+HIfftPL8WhYrmzkYDQ7cbUe9up60YcFyirNOyt79ftsCURARiyiBR4MU66J2cGUrj43dAm5mzdLRLVFVLoWkiCJCEIHkhIqILGM7b+LXq2msbOaRN21sZE384uo21jPGgd8rkY/fm+Hp6QyT53n4yEc+gq9//ev4wQ9+gBMnTjR9vKZp0DSuzRP1Q1hdpXvVkLFe3Y/fsiCqStAVCdUdDIJ2m/l1UYJYXBpTxGLoclyUjm4xHRcqBBiWC88FVtMFXE8XIO4dqQLsh7V2+iixcSW1gt+b4elpYHr88cfxpS99Cd/85jcRj8dx/fp1AMDk5CR0vb0zoYiod8L6cu5lQ8Z6Z4gpkoioKuH2Q/FSeCler7jbbTKqYGWz9nw4n18XpSsSoqoEQQBimoxswYbjAjnThiaLmJlQAWFvlkkArqcNpPM2FmZ0aHJlWCs/s64fnxMRdaanS3Kf+cxnsLOzg3e+852Yn58v/frKV77Sy8sSURuCvpy7sVzm63VDRr9I+47DcRxPTuD08Rncs5CoOH5lJ2/itbUMNndNZA0Lr17P4OVLN+sulfkzUO7eGXcegFOpCcQ0GaIAJHQZacPBq9ezkEURZ66lcXEjh0REgeW4kEShJqyVv24jbFxJNHh6viRHRIOtlS/nbp3JFUZDxuoWBXFdLgVCvwhckcSKINPofLib2QIsxyn1WbrzcByG5WBhWocgCLiwnsXMRLEBp+di7/gVF4bl4C3HpjEX1yrCmq+VppgHuZ+Iuo9nyRGNuTC/nPvRkLF8t9m17TwgxKArEly3MsjUOx/OtF28tpYtBSzBBRSpuBTmei6mJxTkLXe/NsoFZFGE7bko2C48oTYstdJHiY0riQYP/9YRjbkwv5zrHYPia6cho3/8Sau77PxZp9mYBlUq1hPVm1PLVy1P+of2Wo6Lczcy2Kv5hioLmItrmNI1KFLt+5ElETMxFZN65f+TttpHqVufExF1D2eYiMZcmF2l6xVm+9dptSFjpwXqhukga1hY3SkuyVUfWyIAyBYsXNs2YDlu6TF+t/C0YSEWUXA4ESm1RdjIWjg6rZd6PfkUScDd8wmcSMY62nlY/jllDWevPYKLmCbjgROzLPgm6gMGJqIx140Q046DNGTsdPeYH7Ic10PGsJEzHSiSUTq2RAAgicDKZg5XtvKl55U/JhnTMB1VS/VRftAsD1R+0ErFNJxIxg505EsqHoHtuHjl6g50RURCl6ErEs6vZ6DIAlsLEIWMgYmIQu8q3WmQ6KRAfWfXxN9e3kLedKDKIpbm4zi7d+bbla08dEXGZFTCdt4u9UvyWY5XeowqixXLk+VBEyh2/QYOHjT9gvOsYWFlKwdFEiFpYqnhpuOytQAF23jjHKwGf1eGTXbtMgBgeXkZAJBMJrG4uBj6OBiYiAhA5yEmTO0WqK9nDPzNaxu4sL5bum1ClXD74ThM24FpuzgyFUEioiBv7kISi00uc2U1UZbjIW1YODIVqVme7HbQLF9u3MgWcGUrX+ojVb7brtu7F2n0vPLV5/o9hC4T8PDDDwMAdD2Ks2eXQw9NDExEVCGsjt+daKdA3V++yxbsisfsmg5evZ7B0nwciiQhFlFQ2uS212/p3I1MRWiSxMazRt0KmtXLjX6X8pzp4NyN4njLO5V3Y/fiIP9Z08EsPfgoEvPH+j2MrlGiceiTs0ivXsJLn38GGxsbDExE1D+DfhxHKwXqfgi4njZwbdtAvb1mOdNB3nKgSlJFyPJQLP5emo8jbzmwbBeKLOKu+QSSsd6+/+rlRkXaH5c/Xk2SIIpA3nJwM1s4UMgZ9D9rOpjDd5/G3G339nsYI4WBiYgADMdxHEEF6pmCVbpvt2DhylYemiyUirHLWXZx15m/zOYHMb9WSJWk4i9ZwOFE749yqp4xSkQUKJJR2n1n2y5UScLyaqY4+zQnIGPYHYWcYfizJho0DExEQ6rbyylhdvw+iEZ1QwDw8qWb++fIlR14G1HEmkaVuipVLLOFuVOwnurlRr8HlN+yQNdknLtRDEsLM3qpJUInIWdY/qyJBgkDE9EQ6sVyyjAdx1GvbmhlM1fxefgH5uZMB64LzE9pEAVxv5/R8VlMTqilx4e9U7BaveVGv2VBwXYwGVEwM6HW9I8C2g85w/RnTTQoGJiIhkyvllPa7fjd64LhVl/fMB1cT+dxfn0XO3kTMU2CJks1BdyOC8xNaqVZo/Kw5OvnTsFGy42xiITTR6axnbORNuyGz28n5PDoFaL2MTARDZleLae00/G71wXDrb7+esbAr67u4NerGVxPG7iZNaHJIm6di+H2Q3GI2C/gnp3QcGRKH+idYM1mufJmrulz2wk5YXZ3JxoVDExEQ6ZXyymtdvzu5gxXvVkkAC29vmE6OHcjjV+vFmeQooqEbbH4/s+vZSEKwB2Hi1vxY5qMe45ODWxQKtdolqubISfs7u5Eo4CBiWjI9HI5pZU6nm7NcDWaRUpOaC29/nq2gJ28XeqXJEvFbtsbe2PfzlvIWw5imjwSIaDbIaffNVtEw4aBiWjI9Ho5JaiOpxszXM1mqS5uZCEIYk1hc/XrF2wXlu3CdlzkLAeO60ESBRyKR1BwXEyoMmYntAPPLAXVUoXZ/LHbIWcYursTDQoGJqIhE8ZySrMQ0I0ZrmazVIIoIJ23SmezAYBpu6XDbZMxFYbpQJOLO96u7eQrOmBLIpCMaUjFizVLB2q1EFBL1Y/mjww5RP3BwEQ0hHq5nBIUAtqd4aoXvprNQumKhN3C/rEkO3mz1IsoqkrYypl4+dJNnEhGYVgudEWuOP7EcYFM3sKUrhxoti2oVksVxaFr/sijUIg6x8BENKR6MdPQakF3qzNczeqUGnFd4E1HEljPFpA1nIqwdPuhOFwXcFwPZ1czSMY03DUfx69XM6XQpMkiTqRiOJaM9rSR58Wbu0PV/JFHoRAdDAMT0QALe0agUUgQsBdSrqcRiyjQZBH33DKFdMFuWtvTKHxt5QsQUNl526fIAk4kYziRjOHs9TQsx4Eii9AVqaJbd850YFgujs1GcWRaR9aw4HpATJWgKRIU6WCfU950YDrF8+RUWUSk6vq7ZYfz1hNG88d2elUN22wY0aBhYCIaUP2YEaj3Je8Hm+XVDOIRGfOTxXPVVFnA0nyi4SxKsxkaw/RwZCpS85jqWapYRMGEpgBARZ0SUDz6JG3YsF1AgIB4ZL8Rpe0ebLfgesbAr67t4ML6buk2f4bL/zwmVAn5JqGp180f2/n54FEoRAfHwEQ0gPo1I1DvS14Ui2EpZzqYKeuOHTSWZjMsHgBFlnD6+GzTGZJmoUNXJMS0+v+EHWS3oP/Za7IERRJKh9/mTAfnbmSwNB+HJAo4MTuBtGH1pfljuz8fPAqF6ODY/55oALUyI9ALqVjx6JByectBznSgSAISEWVvDC42sgW8cTOHs9fTMOrMtLSym86vw7p1LoaFmdqao3rj8UmigNMnZmruP+huQf+z9w+/VaT918+ZDizHLR2tsjSf6Pr12xljPfV+PngUCtHBcYaJaAD1a0agXkG3ZbtQJAELMzpUWazYtQYAicgu0oZVsxR0kH5R5bU5yZiGrVwBhumV6of8UJKMRTA7oXW1zqv8s/UPv/VbGiiSiIXpKJKx4vvsV/PHdn8+eBQK0cExMBENoH7OCFSHgKxhQZEkqLII03YrwhJQrCWqtxTUab+oerU5AoAjUxEoslQTSg66W7C6cFoWUVGQrspiRU+o2N4sm68ffZHa/fngUShEB8fARDSA+j0jUB4CDNMp1eoUZ1r2xxRVJeiKBMetXzycikegiiIu3tzFrulgQpVwYnYCk2W1UOUa1eZ4KC5DnT4+29Uv90bhTBKLRebVn74qC0hoMlY2c33tZdTJzwePQiE6GAYmogE0SDMC5WOxyraqlfdF8lUvBVUHkvxe+Gq00y/M3VzNwlnWdDAdlZE3Kz/7W6Z0/OLqdt97GXX688Eu4USdY2AiGlCDNCPgjyURUZCI7NbtiwRULgV1stMvzNqtZuEsIkuYT0ShyGLps09ock1YAvrXy2iQfj6IxgEDE9EAG6QZgYgq4c7DidLyXHVfpOqloE5mi+rV5tQ7R64bh98GhS8XqBjfymZu4HoZDdLPB9GoY2AiGiMH7RzezlJQK7NF1eNJaDJUWYDjeshbDnZyJjIFB65b3CHnnyPXjcNv2y2cDur8zV5GRKONgYloTFSHCwHAZTWLaV2DqtTuPmuk1aWgoEBiWg5evnSzJnhNRRX8+MImNndNXNvJw3GBmQkFv337HDwXMN3uHH5br3BaQLFRp+UUdweubOaQimnIFKzAzt/sZUQ02hiYiMZAdT2R/yX/i5ViIfdtc3Gostjy7EwrS0EJTYbrucibTs2MjABgK1+7ZOe4Hn58YROHEhFAABzXhSSJ0GQRr93I4M75OOB25/Db6tky/zN57UYWybiKq9sGAAPnkIEkFuua6nX+vms+DkUWYNkuzq9lWUtENKIYmIhGQNBSW3U9UflxJwCQNiwkY1rXCpj92ayMYZf6NvkzMqosIBXXcG3LqHle3nKQNmwkdAe6IkFTiv9EOW7xsNu85UDdO1S3G4ffls+W5U0Hv7q2g6PTUahls0Xr2QI2d00szcdxdFqv6EOVtxyYjotdy0Pe3J996sfOOSLqLQYmoiHXSh1PdXjwjzvxWY5bUVydiCi48/B+TVI7tU/ls1nVnbIzhoXfuWMO67tmTY8joNhV3B+PItUucVm2WwpM3Tr81p8tW9nMIV7VlNIfS24vrFW/n5gm42bWrAlGrQTPg9aTETWz8cY5WA1mYIdZdu0yAGB5ebmlxyeTSSwuLnbl2gxMREOs1a371eHBKgtQAgDbcfHaWqbucScA2iqsrp7Nqu6UnS7YDcOMsne7IolIRBQoklHTVbz4mt0//LbRjJQf3PywVv5+TMdp+Lxmy4IHKVYnasUrX32u30PoIQEPP/xwS4/U9SjOnl3uSmhiYCIaYq1u3a8ucFbKAosqC9jctSpmfPzjTn65soOIKnS9l9LRKb1up2pdkZCIyEhElNLht+VLeroiQRKFisNvu9Xcs1GI84ObUud+z/VKBxI3eq/VOulPRdSupQcfRWL+WL+H0RNKNA59cjbwcenVS3jp889gY2ODgYlo3LXa6LG6wFlXJERVaX9ZybZKzyk/7mQ9W0BCl0vLYOXa6aVUfX+j9gSSKODdS3O4up2vWNIr2A5unYtjKqpULF11s3ljo+NGVFnEqbkYJvV6nb9je8Xhjd9rtTC7mdP4Onz3aczddm+/hzFSGJiIhlg7vYSqw8XhRATXtg1c28lDElEKHKdSUQgoLtVZjltRN1StXmBr9ZyzZmHnlqloyyGoW80bm/WYundxBjG1dqxA4wDUaFkwzG7mRNQ9DExEQ6zdQ1irw8WJZAw/X9nCrmkjIksQBODMtQx0ZW9HmyTWXYryC8Qno0qpV5EfaNppbll9yG+/i6CDZqzqBbN2lwXbbZhJRIOBgYloiHXjkN7dgoOC5VYUV1f3GPKXokzbxY10Hpc384goImYnVOzkrJqC5XaXygapCLrdGat232u7IZeIBgMDE9GQO0gdz3q2AA+o6S8EFJfjDiUiSMY1LK+msZ4p4Np2Hhc3clAkEUcmdSxfT+OWKR2TulpTsNwseJTPJkkArqVzNVugh6kIup2Q1Y2QS0ThY2AiGgGd1vH49TLV/YVK2/plCXFNweF4BDezJuanIkhEFOyaNq7u5GA5HnbyFt58yxQAuWnBsh+StnImLqxlocnFLfobe40hy48Z8bVaBN2t5bywlgUbhVygeMgvezMRDR4GJqIxplW0F6jslyQCMC0bf/3aGtbSBWQMG7bj4OLNHGZjGm5mTbh76SYip3EyFWtYsOwvuTmuV+owrkgCjk7rpcaQ525ksDQfh1P1EkFF0N1azgt6nW6HqeqQO0jLkkRUi4GJaIw1qqcRAMgy8MNzG9g1HWzlTGznLGiyCFEQcHE9iyNTUdzcNQEUa5uubOXxGwvTNdco7ztkOvsdxi3Hw5WtPFJxFQBK3bSrd+Q1K4LuVk+joNcxbRcX1rM9CzPszUQ0+Lgdg2iM+fU0qixU3S7g6pZROq9NEov3ZwwLV7YNqLIESSjeJgrA1ISKmCZjLWNgZTMHo+zIkvJt91bVbJHleHBdQJGEuvcHFUGvZwtw3GIQ2y1YsBwHklgMfP5yXiv8MQoAJBEVrwd4+MnFzYZhxmhyPIthOljZzOH8Wrbmc6l3/XraeR9E1DucYSIaMt1eGqpXT2PZLl5fz5UeE1UkbIvFQnAJHmIRGbbnQRSAW6Z0rKUNxCMqXlvLIltwKmZfypfU6nbLxn7ReXUH8qAi6K2cWXGIMIDSIb8CWu9pVLDdUv1U9eupsoDDiUhNfRXQveNP2JuJaPAxMBENkV7VuVTX05xfy1YcfitLxfqmvOlg13QQ02QcndIhH5ooLtUp4t5MUfE55UtJ5Utqfofx8kCiSCImdRVTuopTcxOwXbQUBA3TwYW1bMVrAaioh2q1p5EmixDF2rAEAJm8hbzpIBXXauqrgO4cf8LeTESDj38LiYZE0Jdws6Whdmmyf/jt/lJdVJVxfHYCqZiKubiGhdkoDsU0WLYHxwVkSag4V82ffUnFtNKSn+sCtx+KI6ZJsF0XtuPAcYqzO/csTuJ4MoZb52JYmIkGzpqtZwvQZKlijL6c6cBy3JZ7GqViWqn4vJoqi/A8IG/V/3w7Pf6k+vrVy6L712dvJqJBwMBENCTCrHNJxTTEIhKOTusVgURTJNw+n8Ddt8QhQoBhu/BQrEFamNGhVoWHgu3W1EkJKM40zURVHE9GMR1TEVEFePXfWkMF2y0d0FsdmhRJwFy8coaqWT1RRJWQiml1X+d4cgK6KtXUVwHdO/6kUS0ZezMRDQ4uyRENiTDrXPwvcCBd0Z8ppsl44MQsZiZUrGcLuJ42kLdcJCIKVFksHZni93I6mZwAsF8ndT2dx08ubUFTJKTikVLAypvt7wbzZ3Ya9ZCaje0vUbaylJmMR3DbXLzmddS9nYF61bi6ffxJNw8SJqLuY2AiGhJh17m0cq5aKqYhb9owbQ87ebOiW3hUlbCaziGuy0jFI4ioEiRRxHRUrXu9egXU1R3BBRGlGqeEJkOVBZi2V9NDqnzmp9V6In9WrXqWrPhZaLjnlimkC3ZPjz/p1kHCRNR9DExEQ6LTL+GD7KoL+gL3Z6J+ubJTE5ZuPxSHUTVz1M4sWfmskB/GFEnE7YfisGwXhu3g6LSOzWweqrwfdKpnflpZyvRrppodWTI5oWJyon7Ya/S58PgTotHBwEQ0JDr5Eg6je3QqHsGpORsFx4Flu1BkEboiwXWL2/DLQ4m81+Mob7qwXRciANcD4ntLX/4sWUWzy72mmJbjwXIc/GJlC5NRBds5G9d3DNx9SxyG5WJ2QkEyHqkJhO2EtG4ui3GJjWi0MDARDZhmM0LtfAn3snt09RhN24MmSaUu3fWON1nPGLiwtotfrOxgdScPxwVimoxTqQncyBg4mYqVZsnKZ4XShgXb8SCJQK7gYCNbwHRURUyTsGs6yBaK3cEzBRtL87WfRbtLmd1cFuMSG9HoYGAiGiCtzAi1+iXc6lJUN8aYMSzEI0rd5o4AIIvA8mq6uGtOESGLIhzXRbZg48L6Lu6aL7Ya8JXP+lhOcSfeymYeWzkTGcNGLKLAtF2cSk3Atl2oktTwPXW6lElEVI5tBYgGhD8jlDWKsyirO3lsZAvIGk5HfZZ6sauu0ayVJkt4fT0Lsc6/KKoswHWLIS1tWHBdYGFGx8KMjiOTGqYnFBxOaHAclFojlM/6SCJwbTuPgu3C3es9IAtCKWzp2v7/99V7T6OwZb/VI1aIqHc4w0Q0INazBaxnChXF0wCgSAaOTuttzwj1Ylddo1krVRYxG1NhOS5EofZ4k+2cDWB/tshxAVkszjQBgGG7mJD2i8LLZ4VcF7Dd4u2iICARkeHsBSfLceE6LqS9pcBG72mY64nCqEMjomChzDB9+tOfxvHjxxGJRPDAAw/g5ZdfDuOyREMla1g1YQkoHlB7ZSuPrGG19Xq96B7dbFZqUlexMB3FHYfjOJ6cwB2H4zh9fBbJWKQUZPyjUwQBiGkSJlQJqixAFARI4n7gKZ8V8gAkYxokEUhOqDg1F8NWzoQmizgypcPYG1PQe/KXMlvtJD4IwuzuTkTN9XyG6Stf+QqeeOIJfPazn8UDDzyA5557Du9973vx6quvYm5urteXJxoaBdutCUs+y/FaWkKrLsa+bS6G19aycFwPeau4i01XJdx+aLKjwFA+g1PdpDIRURCLKHVnwfwZo2IjSAMRWcKF9V3sFmxoSrHhpSIVA48/8+PPCiUiChIRGQIEOJ6HjYwBVRIgS3vn18niUC2vtaNXdWhE1L6eB6b/+B//Ix577DF84AMfAAB89rOfxV/+5V/i85//PJ588sleX55oaERVueZg2v37JETV5n9d6y3dqHLxiJCzqxlkCjYUSYQiSTh3IwtJFNte0vGDT72lw0TEwm8sTtZ9XnlLhBOzE/jR6zexW7BLrQRWtnJIxjT89Wsb2DFM3H4oUWp2eefhBNKGVXpf8b2C77RhQRIF3DWfwOGEPnJhCQi3uzsRNdfTwGSaJn7605/iqaeeKt0miiLe85734Ec/+lHN4wuFAgqF/fOw0ul0L4dHNFD0vWaP525kKkKT3wSy+miOco2WbrKGg7OrG7jtUAyxqoNxO2ktEFElnErFcHY1UxGWoqqEk6nibNZ0tH5tkD9jdPZ6GhvZAkzHxUbWhGm7mE/okCUROdPBTt6uGFu9/lOqLOLIVAR3HUkgWXYEykGadA6isLu70/Dh92Z4ehqYNjY24DgODh06VHH7oUOHcPbs2ZrHP/vss3jmmWd6OSSivgn6Mvdnb5bm46XlM0UWEVUkKLIAy3Zxfi1b97mNlm7ShoW0YSNvOaUeSb5Ol3RcD7jtUKxijH6jyqDXjKjS3rLdBDayBWQMB5pcOS7LdmFKHq5t56HIYunzCjqaZBSLo9kSgYLwezM8A7VL7qmnnsITTzxR+n06ncbCwkIfR0TUHa32V/JnUtS9JpB+yfZ23kbe3G343EZLM9ZeB0lrr1dRtU6WdAq2C8cFVEmCJkkQRZTCkyqLyAcUIvuzIlZ1d8s9iixiJ2/ilasW8pZbqpFKxTS8eWGybhirN8MmAHBcD397eQsL01HEIsrQzTjxiBUKwu/N8PQ0MCWTSUiShBs3blTcfuPGDRw+fLjm8ZqmQdP4f0w0WtrpuF29/V0WgQtru9DqzA6VP7fR0oy/K01pcH8nSzr+c/wmlcurlUuIhuViekJpOKvjz5r4YysXVSUooohf3NjB7ISKtGGX7ruRNpC3HbznzkM1QaF6hq16bJu7FpKlGbzhmnEa5pYI1HuNvjc33jgHq8GGgXGRXbsMAFheXq65L5lMYnFxsa3X62lgUlUV999/P7773e/ioYceAgC4rovvfve7+PCHP9zLSxMNjHZ3OpV38l7ZzNXtnF393EZLN8UdZhZ0Rao5rkSVBSQ0GSubOeRNBznThiaLiEUUJDQZW3kT61kTruthLqZhfqpYWO1fy3G9mrCkSAI0WWpaH+XPmli2hxtpo+bA3hs7eWQMC9NRpeJ5luPhwloWdx1O4ORcrOK+6pkyUawMcv5sVjeOhekHHrFC7Xrlq8/1ewgDQsDDDz9cc6uuR3H27HJboannS3JPPPEEHnnkEbzlLW/B6dOn8dxzz2F3d7e0a45o1B1kp1Orz220dBOLSHj30hyubufhuJVLOrdM6fjF1W2YtlcqNFdlAcdnokgbNm6kDXh7i4KKJODUXAwPnJhBKh7B0nwCr1zZhrD3WoooQpEFzE6oUPfOlmtWy5SKR/CbtyqYn4zg4kYWgiiU6qAKjosTszGkC7V9pyyn+LrVgal6pixvOVVBrrwdArfj0+hbevBRJOaP9XsYfadE49AnZytuS69ewkuffwYbGxuDFZj+8T/+x1hfX8e//tf/GtevX8e9996Lv/qrv6opBCcaVQfZ6dTOc5st3dwyFa24PaHJ+MXVbTiuV7ErT5VEnL2exnrGRMFxcWSyuHvNn93RZQlvOSZiI1PAhfVdvL6RhSQKUGUJyZiG47NqaTksKOxFVAl33TKJk6lYxdgmowp+eG4dXoOpNVEUagroE5oMVRZK/aayeQsTqgRBAEzHRSJSOVvF7fg06g7ffRpzt93b72GMlFCKvj/84Q9zCY4GSpjbzw+y06nd5zZauqm+fWUzB9P2YDqVMzGeB+RNDxu7JqKqjJzlICH5RdoeLm/uQhA8nL2eRdqwkDNdSGKxh5Rpuzh3I4Ol+Tgct/X6qOqxOa4LXanfj2pClTChiHj50s2aIuipqIIfX9hE2rBhuy5WNvOY1GU8cHIGmixWLG2Ke58Ba4KIqFUDtUuOKAxhbz8/yE6nXu2S8mdYrKqZFst1YXte6ZDb8mU823FxI21gKqogZzrQ9ppOFmwXG9kCjkyKyJnF5bCYJne85f1wQsdd83H8erW2H9Xdt8RxfaeA6vkhx/Xw4wubOJSIIKE7e13TXSiiiKtbBpbmlVINl2E7WE3nkDdHp/0AEfUeAxONlXZ2rHXTQXY69WKXVOlst6pZIEUUIQvFs90AQBL3z6LLWQ4mVAnwiofhFiwXhxMabmQKyBVs3NwtQJUlpPMW7j063fH4IqqEu2+ZhCIL2MnbpV5Pk7qMmaiGq9tGzXPyloO0YSOhO0juBbWYJuHKVh450yn1oRL2bjfMcP/8iWj4MTDRWOnn2VwH2enU7V1S/lKfJEoVx7EIAqCrApITKgqOi6iyHx4kQcCkrmDXdLCymS89PiKLmI6pUEUBEVXGtK7g/HoGiix0PGPTKCRe2c7Xfbw/U1be22lSV6ErMtKGhUldxeJMFI7r4sLabt2dhywGJ6JmGJhorIzb2VyNarXKl/rKj2MxHRd3zidwZMrGjYwBz9vfJXfbXAy252LXtBHTZGQLNmzHxeW0AVWWcO/CJKKqDFWROp6xCaota1QXJUBA2rAwoUnYyBb2DvkVocoikjENizNRLMxEcX4t27BNAzB6f/5E1D0MTDRWxulsrka1WrfNxWC7xXCwMBWFIAKLM9GmfZhSMQ2u6+H//dUqLMfDqdQELqzvYi1jwPWKhdoRWcTth+Jw9zJHuzM2rdSW1SuC38mb2MqZ8DwPhuXgylYeimTg6LSOSV2tKI4fpz9/IuouBiYaK+NyNlejo0JM28NfvLIKXZbgAaUjR+6cLx7u68+waIqE4xMxHE/uv+b5tSxumdJxZSuPTMHGiWQUybiKXMHBXFzD8dloqaWAr9UZm1Zry6qL4E3bxZWtPFRZxG/fPofXbmSwazqwHA9XtvKY0tWK4vhx+fMnou5jYKKxMsxnc7XTCqFerZYkAr9ezeD8WhaxiIxERIEAYHUnj1dWd3DPLZOlnWT1do1pslhRF2Q5LkRRgCwKyJkOPAE1y12tzti0UluWimml9+/PjN1IFwAhBl2R4LnAnVUHF5+am0Aytv8ehvnPn4j6i4GJxs4gnM3Vbh+odlsh1JvZKVgOzq9lUbBd6HvtAkQRWNnMw3ZdnJyZQFQr/pNQ95y7vdkZQCztRDNtF6+tZaCpYs3xK+3M2DSbiRIAbOVMXNzI1um9pEIzyq67dyiwf9BwvZcdhD9/Iho+DEw0lsI8m6s6HIkCcGE923L46aQVQr2ZnazplIKJ3y6gYLul29KGVQpM/uuX1yDVm51RZRGn5mKIaRKcsj6T7c7YNJuJEkXgwloW8apu3aZd7D4+FVVqzskLel2ezUZE7WJgIuqh6pkhSQReu5HFbEzFpK6WHtcs/FxP55EtFPsRqbKIyN6Zax4aF1bXq9URheJsjSwBruthK2dCQLFgWxLFUu+lctUzP41mZwAcaMamWW2R5bjQ5PqvpclScWlQqA1GrEkiom5iYCLqkXozQ36DxbzlQFdkqHLzQ2HXMwZ+cmkLb9zMlW6LqhJuPxQPPLMtOaHh4kYWoiggokhIRBTEdRlbuyYsp3iwbUQWsblr4siUDr1OwKk3Q9NoduYgMzb+7NW5G+lSs0pVFpHQZUyoGjaytQfxAsUZrtkJBZmCPRI1SWEe2UNE7WFgIuqReoXM+w0WPaQNq1QL5CsPP37gKj+eBAByptP0zDZ/VitrONjKWUgbNqKahN84OoW7DsVxZjWDbMGG47oo2B7iERnJmAav6rTbfszQGKaHdN4uHmsiiVAlCdO6BKB+YAKAZDyCpXlt6ING2Ef2EFF7GJiIeqTezE/5USRWncKb8vDjB65ERIEiGbCc/S9S/7iP6jPb/JC1ningyla+9Jyc6eB7Z9fwG4tTcFEsot7KWRAFAYcSGtbSBl5fz+JEKlbqXRTmDI0/bg+oCJEegK18oaZdgc8PdcNek9SvI3uIqHUMTEQ9Um85S1f2jyJRpMr7q2d0/MClyiKOTusVAQgAPNerCTXr2QKyhlPzWADY2DXx+sYuTsxOoGAXWwIooghBAA5NRjAX16BKIk4mJ3BkSg/1C7pZWwHD9HBkKlLzmGFddqunn0f2EFFrGJiIeqReIbPrArcfiuP19SwSZbu+6n35lweu6v5HiiRiaX6yoseQYTq4njawuVuAKonQZGDXdOCvtEmigGzBxlq2gLRhAwBM7G9tW5gpbsdXZDH0ENKsrYAHQJElnD4+O/TLbo2M25E9RMOIgYmoQ0EFuvW24XsohqPfu3celoOmX/7Vgcs/Fw17r3FkSi891q9/ubZtYPl6Bts5CzFNxqnUBDIFG54HRBUJEVmCYTqoFlUl6Hu77/Kmg5XNXN2x9aoouZUjS4Z92a0ZHtlCNPgYmIg60GqB7kGaJLbalbq8/iURURBRil+u2YKNC+u7OJGMIltwkNAVzE9GYDku1rNm6fX8XXfeXquCX13bqeh55L8vAD0rSh73I0vG/f0TDQMGJqI2lQcUAcXGinnLwW7Bxd9e3sIDx2cxObHfY+kgMyOtBK7y+hd17wDcdM5CznKR9WeX9kKRKgtYOpxAPLIF2/FguR4geLAcBxOahFdXs7hlunKspu3hlZUd6JpQ0w/K6lJR8rgfWTLu759oGDAwEbXJDyj+zq3l1QxyZctcuwUH77gt2bWt4EGBq7q+ZXZCw1tPzOCNm7swbRdzCQ0zEyoksfjlm4xFcCIVw/eW10q1TACgKyKOzujQZBEeUAqDhuVgK2ciu26jYDnI28Uaqogs4bZDcVhdKkoe9yNLxv39Ew06BiaiNvkBRRRrwxJQXArr1lbwVmqG6tW3zExoiGkK0oaFxdkJHE5ESs81TAfXtvM4Oh2tKCLPmzaubhlYmldKncSXVzPYzpn4xcoOIHiYUGWcSMawls7j8KSO125kcOd8vGtFyaNcp9SKcX//RIOMgYmoTX5AyVtOTVgCAEUSu7IVvOU6qQb1L6os4shUBP/Hkcm6S3jlReQAsJEFbu7m97qQSzh7PQPPK86kzcZUTGgSdgsO3riZxZGpKK5t57EwoyNvOSxKJqKRx8BE1ES9GR4/oOwW6jSmlIRSu4BOZl3862UNCytbOSiSWNG0sV4jw3brXxqNq9Qg03YhAJAEAWdvpHE9bWArZ0ESgagi43hyArIolA7u9VyPRclENPIYmGistLMtvtkMz9J8An97eavi8YokYGFGL50P1+6sS/n1ru/kcW4ti4gs4s7DceiKXOoSXm/2qp36l0bj8htk6qoEx/FwYX0X23kLiiQiEVFgOy7ShoVLG7t426lZIAPA83AyFWt76ZFnphHRsGFgorHRzlldQUdVnD4+iweOz2K34CBbsEuhwg9L7W4FL7/eTt7Ela0cbu5t/d/J27jt0ASmoyom9eLuu3qzRK3WvzTbwp6Ka7jnlim8cnUbsiRgLq6hYLtYzxQAiIhHFJiOi6gqYTam4ta5OE4kYy2/T4BnphHRcGJgorHQ7lldrR5V8Y7bkl3ZCu5fz7RdXNnKA4JQuq+4ld/D1e08EhEFluviZrbQ8cxM0BLe5ISK2ZiGubiGvOng2k4eMxMaNncLsJxi13FZFHB0SsfbTyXbuj7PTCMKx8Yb52A1+DdsGMiyDEVTgx/YgfTqpY6ex8BEY6Hds7paPaqiW1vB/dcr7lrzoMkiNFks3W57LiKyhJ9d3kJEkYA5ARnD7nhmJmjcsYhSOr8uGdOwkS0gGdMgisB8IoJbpnXcf2wahyf1mtduttzGM9OIwvHKV5/r9xAGmq5HkUwm23oOAxONhXbP6mrnqIpubAX3X89yiuNwXeDIlI5r23kUbBcJTcGvVzOIqhJuOxQrLf0dZGYmokpIxbRSuFnPFkrhJhXTkIprpfPrFqZ1WK4HTZaQiMh4x6lURXNOX9ByG89MIwrH0oOPIjF/rN/D6MjuxirOvPg8XnjhBSwtLfXkGslkEouLi209h4GJxkK7Z3UFHVWR0OSG562Va7W42b+eIhXH4TeOXJjRIYkCZqIqpicULM7oSEQqg0qnMzNB4cZftiuGs/0z7Pxlu3rvNWi5jWemEYXj8N2nMXfbvf0eRkc2L7+KMy8+j6WlJdx33339Hk4JAxONhXbP6mpW53PLlI5fXN0OLFpupbi5PFClYhpyBQc30gYsx4MHQJOLR5rsFizoioQpvX4heb2ZmWZhrZVw0+5yYyvLbTwzjYiGFQMTjYVOzuqqFxgSmlwTloDapbFWAkmmYFU8RgAQ1yW8/dZZrO0YEEQBuiLBdQFdlSpaFlSrnpkJCmvNwk3WcHD2ehqxiNJWTVYry208M42IhhUDE42NRgEoXbBxfi1bNxxU1yetbOZaKloOmm25tp3Hle3K1/IA5E0PjuvgHbemkC7YgUENqJ2ZaSWsNQo3xZYG+b3DeIsNOFstLG91uY1nphHRMGJgorFSHoDWM0ZLS2vlCrYL03YrzmAr77/kB5Gg2ZagQJUu2DU1Sf7MjON6yFsOLNuFrkq4/VD9o08avfb6XkuC2vvcvbDklZpk+s9ppbC8neU2nplGRMOGFZY0loJmYYw6Z8QBgGk5eG0tgytbedxIF3BlK4/X1jLYyRebTPpBJGi2RRSFpvfXC1ypeASnUjFs5yzczJrIWy5sBzh3I4v1jNH0udWvnYppUOXKMfgtDaKqBF2pDEZ+0GrGX26rfl0utxHRKOAME42lTvoBGaaDrXwBiiTCcvYDleV4uLKVx5SulmZREpoM13ORNx2osojIXi2SB3+2RcVOzmo4vnqByzAdXFjPIh5REN87r84fb/kMUCtLY/Vqiay9Dt63H4rDrZO5Wtny32i5DUBLuwqJiAYVAxONpU76Aa1nCzBMD7cfiuPcjQxyZbNQiiTiyHQEEVUqFVxnDLu0xOUHEX+2JaYquNygHqrRbrFWQ16rS2PV4SYZU7GVM0vBrlqrW/6rl9u6fRQKz6Ejon5gYKKx1OzL37RdZA2rphC8YLul/khL8/FSHZEii9AVCYpUuTtuUldLjR8tx0XGsPA7d8yVehi1WpPkazXktbMTrTzcGKaDly/dhON2b8t/t49C4Tl0RNQvDEw0lhrNwuzkTdzMmtBVERt7h9/6X8h+yPIAOC6gShJUqfhl77jFEFY9C6TKIpJlQSNdsEuBKRWPwLRdvHxxs3SAryJJOHcjC0kUawJAO00fO9mJ1ost/908CoXn0BFRPzEw0ViqFw5M28XNrImTqVhFDY//hXzPLVNQZaHpUteV7XzT65bPErVak+TrpPlmuzvRur3lv5tHofAcOiLqJwYmGlvV4SBrWNBVsW4Nj7/VP2gGptVZIMMsNofc2jVrisL961UHgG7OADWrA+rmlv9uHoXCc+iIqJ8YmGislYeD82vZ0jJcPQXbxcJMtOkMTCuzQH4dzhs3c1jLFDChSlAkEcmYWhGeGrUWaHUGqFEoCrMOqJtHofAcOiLqJwYmoj2tfiE3m4EJmgUCULpPlUTENRkX1neRLdjQZBELM3rp/LhG42llBqhRKDqViuHCem2AsWwP526kkcnbcPfeazd2n3VzVozn0BFRPzEwEe3p1hdys1mg8qNVZiZU/OLKNrIFG0BxRqlgu3Bc4PX1LN56bLqj99GsOPrli5uYiioVtwsoLgX+YiWNlQmjVKTerVmnbtVF8Rw6IuonBiaiPd38Qm40C1S+zGa5LiKKhGzBhrN3s+O40BUJybhasaOuHX5xdL0jXLIFG5oilnb3AYAoAsurxb5S8cj++Lq5+6xbdVE8h46I+oWBiahMr7+Qy5fZLNtFVJVxZFJEznLguB5SiQiOTkWhymLHRcwF2y07RNeDIAATqoR03oIsAQXLgV5WZJ63nFITTkWqXAYcxN1nPIeOiPqBgYmoSi+/kMuX/fwDbmVJREISoUhCKSwBnRcxi0BFWCqvkxIAHE/piCoKbj8Uh4BicAMARRKQiCg1r8fdZ0REPHyXKFTlB9TqioTo3syVIglYmNFLYamVminDdLCymcP5tSxWNnOlA4NFcX+maEKVSmGp+LoiZnQNluPi3I1M8bGyWHP9ctx9RkTEGSYaEf4W+qxhobC31KWr0oGW03p1Zln5st9sTMOFtSw0WaoIS0E1U81aA9guSufdeR5KYUmTRRyZ0qHIIm6bjCNtWIhFFJxITkCTpLrnx3H3GRFREQMTDT0/PKxnCjWH3Xa606vXvYr8Zb+FmShun4u3FcyCjghZnImWzrvb3DVxZFeDJInQ5GJTTkUSS0e2TEdVHE/GMKHJ3H1GRNQEAxMNNT88ZA2nFJYAIGc6OHcjg6X5eNs7vcI+s6zdmqmgI0JcF1D2jnDRVQmaUvxr7ri1dUr+clsrxe69mnEjIhoGDEw01PzwUNw+XxkicqaDvOVAlaS2dnp1cmZZmGGiURG230ZAVyUkYxq2cgXIdrFOKmc6gXVSzYJbmN3BiYgGEQMTDTU/PFhO/RBh2S5USWprp1e7Z5aFHSbqFWGXtxFI6DLypgMBwJGpCGY6rJPyhT3jRkQ0iBiYaKj54aG6f5BP6WCLfjtnljUKE1nDwd+8toG7j0weuPi8WnVHctN2K2q3dEWCs9djaT1bwOnjs23XSZXrZMaNiGjUMDDRUPPDQyKiQJGMimU5PzxIYmtb9P1AIQHQVQGG6dXsHKtexqoXJspne/yu2t0uGPc7kmcNB1e2i4f4JiIyTiYTcMsmwMoDTaehpt0ZNyKiUcTAREOtPDwcndZrdslJYmdb9A3bQUzdn6kB6i9jVYeF8tkeYH9JsNvLV6l4BLbj4pWrO5iKyHCmdAgCcG4tg1umdEzq+0eqHDTQtDPjRkSDYeONc7AazAz3myzLULTGxz6lVy+FN5g2MDDR0Cvf4XXXfHt9mBotqUXkYlg6NTcB20XDZazqsFBdfK6U3d/N5SvDdPDaWhaiICKmK7i8ZZTuu7KVh67IB+4Y7uvWocREFJ5Xvvpcv4dwILoeRTKZ7PcwKjAw0Uiot8OrlZ1rzepzPACSKOJ4snHAqQ4T5cXn5fVEvurZnk5315WP2+8Y7p8HZznFXYPJmNaVQNPNQ4mJKBxLDz6KxPyxfg+jxu7GKs68+DxeeOEFLC0tNXxcMpnE4uJiiCML1rPAdOnSJfzbf/tv8b3vfQ/Xr1/HkSNH8PDDD+NP//RPoartn8BO1I5Wd661Up/TLNRUhwm/+NxfEnSrXl6TxdLrbeXMmt1rrdY6lY/bLevsvR+a3K4Gml4fSkxE3XX47tOYu+3efg+jxublV3HmxeextLSE++67r9/DaUvPAtPZs2fhui4+97nP4dZbb8WZM2fw2GOPYXd3F5/85Cd7dVmitrbBBy1XmZaDly/drBu8ygPE4kwUrgvcMhXBzIQCRRJhmC52DAuW40KRigFDFoGXL92E43pYXs2U+iMdnS7WHbVa61Q+bg8odfbOWw4s28Wx2Qncebi7sz+9PJSYiGjQ9Swwve9978P73ve+0u9PnjyJV199FZ/5zGcYmKin2tkG36w+RwCwla99Lcv28KurOxUF4UBxiWppPoFkXMNLFzdxYS1bqmeK7jWTPHc9A8cFHHgQ9p6jiCK2ciaiigxFFluqdaoet4diJ29VkhDT5K6HJSKicRdqDdPOzg5mZmYa3l8oFFAoFEq/T6fTYQyLRkw72+Cb1eek4hqulRVT+0QR+PVqBjMTKpJl9UGm7eGXKzs4nozCdT0cnoxAFkXoqghdkbCWLmAzZ+L2Q3GcubKD82u7pefGNBkzURWqrMJr4T2EVVfE41CIBhu/N8MTWmA6f/48PvWpTzWdXXr22WfxzDPPhDUkGlHtboNvVJ9zZTtf04cJAPKWg5zpIB6pDDV+/6Vd08a5G1kAKC23qZIE03EhAPjVtZ2aQJQt2Dh7PYO3nZqF47a2s63XdUU8DoVo8PF7Mzxt7zd+8sknIQhC019nz56teM7Vq1fxvve9D+9///vx2GOPNXztp556Cjs7O6VfKysr7b8jGnupvd1h9TTaNebX59w6F8PCTBQRVWoYWqy9sFPeXby8/5Jh2vuPdTxc2crDtIt1TJ4HZPIWNFmseX3Ddotn37Wxs63euLshqA7M2CsuJ6L+4vdmeNqeYfrYxz6GRx99tOljTp48Wfrva9eu4V3vehfe/va34/nnn2/6PE3ToGns6ULtq146um0uhtfWsgdarmpU36TIIhRJQCKilG4r778UUSv/Wvnb/BMRBTezBUiSCNcFjkzpuLadR8F2oUjAobgGy3aRmJSxni30dfmLx6EQDQd+b4an7cCUSqWQSqVaeuzVq1fxrne9C/fffz++8IUvQBTZEZi6r97SkSoLOJWKwfXQ8XJVozqhSV3GrYdiUMtmmPz+S1FVwlRUruiL5N+vyiKOTkdxeXMXBbtY9L0wo8NxXRyejODqloGMYWMja2Eja/V1+YvHoRARVepZDdPVq1fxzne+E8eOHcMnP/lJrK+vl+47fPhwry5LY6bZ0tGF9SxOH5890CxNozqhTMGquK4iiaXeS7Zd2xdJkUSosoA33TKNmFacQfLbDcxOqHhtLYuIImFmorKIvJvHqbSDx6EQEVXqWWD6zne+g/Pnz+P8+fM4evRoxX2eN5jn29DwCWPpqF7/oYgqVQSpk8kJrKZzMEwPLir7Inmuh6X5SRyZ0hFRJUiiWBG2TMeB5bhYmNFLDSy7/R7axeNQiIgq9SwwPfroo4G1TkQH1c+lo+ogFdflUhDy+yLFNBl3HUkgGdtfVquetbqZLQBzQk1YCuM9NMLjUIiIKvEsORpqB1k6MkwH19N5rGdNuK6HuZiG+b1ZoE74Qaj6NWOqUvPY8rClySIyhl3zmFbeQy/xOBQion0MTDTUOl06Ws8Y+NXVHfx673gSQSgWc6diESzO6EjGI6Vw0E7zxkzBwuXNXGk8GcPGynauafF2K++hlTH0oskkj0MhIipiYKKh1snSkWE6OHcjXRGW4pqM127s4pdXdnBsZgJL8wnEIlJp638rzRsN08EvV3YqCrqLrQdE/HJlB6fmbNh7TSmbHeBb/R6qC8zrjYFNJomIeouBiYZeo6UjAFjZzNXMuKxnC9jJ26UdbBOqhAvru8gWistiO4aFtGEBAL63vIbbDsUqrtdo99rr61mcubZT6scEAIpkYGZCxeauiYLjQJWKj68OM83eQ/Xhv9VjANDyYcNERNQZBiYaCdVLR81mXAq2W+rWDQCeh1JYAgDH9WA5LtKGhbRhF7tvS5WBo3r3mmE6uLiRrQhLAJA3HfxycxtHpnVYtlt6nXphpt7y10rZ8l41fwz+fzd7DJfViIgOhs1UaOQEHeshi8Vu3T7LrdyFJokCFEksNaO0GuxSK9+9tp4tQBBrj2PJWQ5yllvs5t2gZUAzrewCZJNJIqLeY2CikRPUm8l1iwXe0b2ZHaWsA70kApMRBYmIUjorrjro+Mp3rxVsF7oilV7T57he6bG6UrssFhRmWtkFyCaTRES9x39JaeQEhRAXwO2HErhrPo6oKkEQiv2SJLF4vtuJVBSqXCzYTkTkukGnegeeJhfPh7v9ULwiNEmigJgmY2k+DrfOsBqFGcN0sLKZQ9aw4HouJLHYDLPeGDo5bLgR/7rn17JY2czxkF0ioj2sYaKR08qMSyoewd85qeB4cgLrWRNvumUS13cMRFW51EAyFpHw7qU5XN3Ol2aKgPo78PzWAJbtlTp8W7YLAQLShoWILKE6xzUKM9X1VxnDxs2siZOpGAQAXp0xdKPJJHfaERE1xsBEI6fV3kwRVcLxZAzHk8X7GvUxumUqGtjfqLo1gCpJxV+ygLtvSeDqdh4ICF3+GGoP+1WhKzIyhoW7j0xCV6WaMRy0yWRQ3Rd32hHRuGNgopHT6bEejZo0ttq8sVloaSV0AY3rr1RZhCqL0JuM5SBNJsM4k4+IaJgxMNFI6nTG5aDdsg8auvq144077YiImmNgopHV7ozLINTw9GvHG3faERE1x38FiRBcwxPWbrFu7ngbhusSEQ0LBiYitFbDEwa//qo6vLS7421YrktENCy4JEeEwarhOeiOt2G7LhHRMGBgIsLg1fAcZMfbMF6XiLpr441zsBrMmrdKlmUomtqlERWlVy919fXCxMBEhNZ7NxERDYNXvvpcv4fQkK5HkUwm+z2MtjEw0cA66Bb/dnTau6kVYb4PIiIAWHrwUSTmj3X8/N2NVZx58Xm88MILWFpa6uLIgGQyicXFxa6+ZhgYmGgg9WOLfy9qeAahVQERjZ/Dd5/G3G33dvz8zcuv4syLz2NpaQn33Xdf9wY2xBiYaOD085iObtbw8LgRIqLRwbYCNHAGZYv/QY3K+yAiIgYmGiCG6WBlM4fLmzlsZAswG2zlH5ZjOgapVQERER0Ml+RoIJTX+piOgytbeSiSgaPTOib1ym2tg3JMR1Ax96C1KiAios4xMFHfVdf66IqEqCohZxaDk67IUPfCxaBs8W+lmJutCoiIRgf/F5f6rrrWx3WB2w/FEVUlWI6HtGEBGJxjOlo9d47HjRARjQ7OMFHfVdfyeAAEAEvzceQtB5O6isWZ6MD0L2qlmNvfacfjRoiIRgMDE/VdvVoeD4DjAqokYXEmOlDHdbRbzM3jRoiIhh8DE/XdsNX6tFvMzU7fRETDj4GJ+q6Xx5L0QjsBj52+iYhGAwMTDYSwa30OMuvTasBjp28iotHBwEQDI6xan27M+rQS8NopDiciosHGwERjpZuzPkEBj52+iYhGB/sw0dgwTAdnr6extWvCchxIYrF9ga/b57ux0zcR0ejgDBONBX8Z7vLNHLIFG54HCCJwbCYKXZHguMVWBt2c9Rm23X9ERNQYAxMNpXaKtv1lOMv2EFUlvHI1jWzBBgCcu57F7YdiuHUuDgHdnfUZtt1/RETUGAMTDbR6wShTsNoq2vaLryURuLJtIG/ZpfsKtovtvIVzNzK4ZyHR9VkfdvomIhoNDEw0sOrtZjuHDCSx2AW8XLOibX+ZLW85MG0XyZiGjWyh9BqO48JyXMxEexNk2OmbiGj4seqUBlKj3Wzr2QJ+vZqBWOcnt1HRtr/MZu0Fp6gq48ikjtmYiqmoglQigtvm4lBkzvoQEVF9DEw0kBr1MLIcFznTQd5y6j6vXtF2KqZBlQUoZfVJsiQiEVEwF9dwdCoKVRa5a42IiBriNwQNpEa71RSpcraoWr3Q4xdfT+oyomVLbookYGFGhyqLLe9aM0wHK5s5nF/LYmUzB8OsH9yIiGi0sIaJBlKj2Z5ERIEiGRWzRb5moccvvp6JajhzLQ3H9ZCIKKWw1MquNZ4LR0Q0vhiYKBTtnt3WqIeRKos4NRfDpC4jb7a3VT+iSlg6MokTyVjbu9Z4LhwR0XhjYKKe62RmplkPo3sXZxBTO9+q38muNZ4LR0Q03hiYqKcOMjOTikegiiIu3tzFrulgQpVwYnYCkxMqAJQCSruzV53guXBEROONgYm6qjq8WLbb8cxM9cxU3nSQNqyKmamw6op4LhwRDZONN87BavBvbzOyLEPRVKRXL3V/UEOOgYm6pl54KVg2DNvFpK7WfU6jmZlWZqYAhFZXxHPhiGiYvPLV5w78GroeRTKZPPhgRgQDE3VFo4AjiAKubOWhKzLUOrMwjWZmWqkZ8v+72WO6VVfEc+GIaJgsPfgoEvPH2nrO7sYqzrz4PF544QUsLS0hmUxicXGxRyMcPgxM1BWNAo6uSFAkEWnDQrJqFqbZzEw3aoa6XVfEc+GIaFgcvvs05m67t63nbF5+FWdefB5LS0u47777ejOwIcbARF3RKJy4LnD7oTi2cmbF7UEzM92oGepFXRHPhSMiGk8MTNQVjcKJB0AA8Nbj05BE8cB9mIDKmal+1hWFsTuPiIgGAwMTdUWzgKPIAg4n9JbDhB9EpqIqLqxloclSqf6pemaqX3VF7PpNRDReGJioK7pVFF0eRAQAU1EFluNidkJBMh6pmcXpR10Ru34TEY0fBibqmoOGl+og4gFwXEAURGQKNpbm679W2HVF7PpNRDR+GJioq7U4BwkvwxJE2PWbiGj8MDCNuUGqxRmWIMKu30RE4yeUf9kLhQLuvfdeCIKAn//852FckloQVItjmE6o4xmWIJKKaVBloe597PpNRDSaQvkG+uf//J/jyJEjYVyK2tBqN22fYTpY2czh/FoWK5u5rgeqXgeRbo3fL3CvHiu7fhMRja6eL8l961vfwre//W187Wtfw7e+9a1eX47a0M4SWK+X7vw6qrgmY90qQJFEuG6x8LsbQaTb42fXbyKi8dLTwHTjxg089thj+MY3voFoNLhYt1AooFDYn9VIp9O9HN7Ya3UJrNfb6KvDjO0AuwULp+ZimI6qBw4ivRo/u34TUb/xezM8PVuS8zwPjz76KD70oQ/hLW95S0vPefbZZzE5OVn6tbCw0KvhEVpfAmu2dGfZHq6n8x0vddULM6osIh5RsJ0zuzJr0+7SIxHRsOD3ZnjaDkxPPvkkBEFo+uvs2bP41Kc+hUwmg6eeeqrl137qqaews7NT+rWystLu8KgNrdbiNFq6E1BcMvvJpS28ej2DSxu7ePV6Bi9fuon1jNHSGMIIM8Oy+46IqF383gxP20tyH/vYx/Doo482fczJkyfxve99Dz/60Y+gaZWFum95y1vwB3/wB/hv/+2/1TxP07Sax1NvtVKL02jpThSB5dUMZibUitvbWeoKI8wMy+47IqJ28XszPG0HplQqhVQqFfi4//yf/zP+3b/7d6XfX7t2De9973vxla98BQ888EC7l6UeCqrFaXROXN5yYDkuEhGl5jmtNpoMI8y0epAvERFRIz0r+l5cXKz4fSwWAwCcOnUKR48e7dVlqQcanRPnuR4WZvTSwbjVWpkdCiPMdOucOyIiGl/s9E0tqbd0Z9kuXt/YbficVmaHwgozbANAREQHEVpgOn78ODyvfnEvDYfqpTvDdHBlO3fg2aGwwgzbABARUac4w0Qd6+bsEMMMERENMgYmOhAudRER0ThgYKID4+wQERGNOjagISIiIgrAwEREREQUgIGJiIiIKAADExEREVEAFn3TgRimE7hDrpXHEBERDTIGJurYesao6cF0Uc5iaT6BVDzS8mOaYdgiImrfxhvnYNVpKuyTZRmKVnlwenr1Uo9HNdwYmKiknXBimE5NEAKKh+4ur6YR14oH8pY/RgAgikC2YOPl12/irvlJzE/pDa9x0LBFRDSuXvnqcx09T9ejSCaT3R3MiGBgIgDth5P1bKHukShAMTStZwul/waKYckDsLyaQc50AACZgoMjU5G612glkHGmiYiovqUHH0Vi/ljd+3Y3VnHmxefxwgsvYGlpqeK+ZDKJxcXFMIY4dBiYqKNwUrDdpq9Zfb8oVoYlALAct+E1WglkbJZJRFTf4btPY+62e+vet3n5VZx58XksLS3hvvvuC3dgQ4y75Kjl2aJymtz8R0eTxYrH5C2nIiwBgCKJDa/RbiAjIiLqJQYm6iicpGIaVFmo+3hVFpCKaRWPsapeQ5EEJCJKw2u0EsiIiIjCwm8d6iicRFQJS/OJmtCkygLuOpJARJUqHqOUvYYiCViY0aGW3VZ9jVYCGRERUVhYw0RIxTRclLN1l+WahZNUPIK4pjTdWec/5no6j92CA8f1kIgoFWGp3jX8sFVdW1UeyIiIiMLCwEQHCicRVQosvo6oEo4nY5jQ5Lau0UogIyIiCgMDEwEIJ5x0co1WAhkREVGvMTBRSRjhhAGIiIiGEYu+iYiIiAIwMBEREREFYGAiIiIiCsDARERERBSAgYmIiIgoAAMTERERUQAGJiIiIqIADExEREREARiYiIiIiAIwMBEREREFYGAiIiIiCsDARERERBSAgYmIiIgogNzvAdB4MkwH69kCCrYLTRaRimmIqFK/h0VERFQXAxOFbj1jYHk1DdP2SrddlLNYmk8gFY/0cWRERET1MTANuWGbqTFMpyYsAYBpe1heTSOuKQM9fiIiGk8MTENsGGdq1rOFmrDkM20P69kCFmaiIY+KiIioORZ9D6mgmRrDdPo0suYKtnug+4mIiPqBM0xDalhnajS5eUYPup+IiIJtvHEOlu1BlmUomlpxX3r1Un8GNeQYmIbUsM7UpGIaLsrZumFPlQWkYlofRkVENFpe+epzTe/X9SiSyWQ4gxkRDExDalhnaiKqhKX5RM1yoioLuOtIggXfRERdsPTgo5AUFWdefB4vvPAClpaWKu5PJpNYXFzs0+iGEwPTkBrmmZpUPIK4pgzV7j4iomFy+O7TkDUdZ158HktLS7jvvvv6PaShx8A0pIZ9piaiSgNZY0VERFQPA9MQ40wNERFROBiYhhxnaoiIiHpvMCuDiYiIiAYIAxMRERFRAAYmIiIiogAMTEREREQBGJiIiIiIAnCXHA0Fw3TYPoGIiPqGgYkG3nrGqGnQeVHOYmk+gVQ80seRERHRuOCSHA00w3RqwhIAmLaH5dU0DNPp08iIiGicMDDRQFvPFuqelwcUQ9N6thDyiIiIaBwxMNFAK9juge4nIiLqBgYmGmia3PxHNOh+IiKibuC3DQ20VEyDKgt171NlAamYFvKIiIhoHPU0MP3lX/4lHnjgAei6junpaTz00EO9vByNoIgqYWk+UROaVFnAXUcSbC1ARESh6Flbga997Wt47LHH8B/+w3/A7/zO78C2bZw5c6ZXl6MRlopHENcU9mEiIqK+6Ulgsm0bf/Inf4JPfOIT+OAHP1i6/a677urF5WgMRFQJCzPRfg+DiIjGVE+W5H72s5/h6tWrEEURv/Ebv4H5+Xk8+OCDnGEiIiKiodSTwPT6668DAP7Nv/k3+Jf/8l/iL/7iLzA9PY13vvOd2NzcbPi8QqGAdDpd8YuIiIjq4/dmeNoKTE8++SQEQWj66+zZs3DdYm+cP/3TP8U//If/EPfffz++8IUvQBAEfPWrX234+s8++ywmJydLvxYWFg727oiIiEYYvzfD01YN08c+9jE8+uijTR9z8uRJrK6uAqisWdI0DSdPnsTly5cbPvepp57CE088Ufp9Op3mHz4REVED/N4MT1uBKZVKIZVKBT7u/vvvh6ZpePXVV/GOd7wDAGBZFi5duoRjx441fJ6madA09tUhIiJqBb83w9OTXXKJRAIf+tCH8PTTT2NhYQHHjh3DJz7xCQDA+9///l5ckoiIiKhnetaH6ROf+ARkWcYf/uEfIp/P44EHHsD3vvc9TE9P9+qSRERERD3Rs8CkKAo++clP4pOf/GSvLkFERER1bLxxDpLCpbpu6llgIiIiov545avPFf9DEFAoFPo6llHBw3eJiIhGzNKDj+JNv/d/AZ7HovAuYWAiIiIaMYfvPo35/+Nt/R7GSGFgIiIiIgrAGiYKhWE6WM8WULBdaLKIVExDRJX6PSwiIqKWMDBRz61nDCyvpmHaXum2i3IWS/MJpOKRPo6MiIioNVySo54yTKcmLAGAaXtYXk3DMJ0+jYyIiKh1DEzUU+vZQk1Y8pm2h/Ust7sSEdHgY2CinirY7oHuJyIiGgQMTNRTmtz8RyzofiIiokHAbyvqqVRMgyoLde9TZQGpGBuqERHR4GNgop6KqBKW5hM1oUmVBdx1JMHWAkRENBTYVoB6LhWPIK4p7MNERERDi4GJQhFRJSzMRPs9DCIioo5wSY6IiIgoAAMTERERUQAGJiIiIqIADExEREREARiYiIiIiAIwMBEREREFYGAiIiIiCsDARERERBSAgYmIiIgoAAMTERERUQAGJiIiIqIADExEREREAcbm8F3DdLCeLaBgu9BkEamYhogq9XtYRERENATGIjCtZwwsr6Zh2l7ptotyFkvzCaTikT6OjIiIiIbByC/JGaZTE5YAwLQ9LK+mYZhOn0ZGREREw2LkA9N6tlATlnym7WE9Wwh5RERERL2Vvn4Z6dVL/R7GSBn5JbmC7R7ofiIiomHz0xf+DACg61Ekk8k+j2Y0jHxg0uTmk2hB9xMREQ2bH/7wh4jFYkgmk1hcXOz3cEbCyAemVEzDRTlbd1lOlQWkYlofRkVERNQ79957LxKJRL+HMVJGfnolokpYmk9AlYWK21VZwF1HEmwtQERERIFGfoYJAFLxCOKawj5MRERE1JGxCExAcaZpYSba72EQERHREBr5JTkiIiKig2JgIiIiIgrAwEREREQUgIGJiIiIKAADExEREVEABiYiIiKiAAxMRERERAEYmIiIiIgCMDARERERBWBgIiIiIgrAwEREREQUgIGJiIiIKAADExEREVEAud8DaMbzPABAOp3u80iIiIjCE4/HIQhCv4dBZQY6MGUyGQDAwsJCn0dCREQUnp2dHSQSiX4Pg8oInj+NM4Bc18W1a9cGJmmn02ksLCxgZWVl7H+Q+VkU8XPYx8+iiJ9DET+HfZ18Fp1+73meh0wmMzDfm6NkoGeYRFHE0aNH+z2MGolEYuz/AfDxsyji57CPn0URP4cifg77wvgsBEHg590jLPomIiIiCsDARERERBSAgakNmqbh6aefhqZp/R5K3/GzKOLnsI+fRRE/hyJ+Dvv4WYyGgS76JiIiIhoEnGEiIiIiCsDARERERBSAgYmIiIgoAAMTERERUQAGpg793u/9HhYXFxGJRDA/P48//MM/xLVr1/o9rNBdunQJH/zgB3HixAnouo5Tp07h6aefhmma/R5a6P79v//3ePvb345oNIqpqal+DydUn/70p3H8+HFEIhE88MADePnll/s9pND99V//Nf7e3/t7OHLkCARBwDe+8Y1+D6kvnn32Wbz1rW9FPB7H3NwcHnroIbz66qv9HlboPvOZz+DNb35zqVnl2972NnzrW9/q97DoABiYOvSud70L//2//3e8+uqr+NrXvoYLFy7gH/2jf9TvYYXu7NmzcF0Xn/vc5/CrX/0K/+k//Sd89rOfxb/4F/+i30MLnWmaeP/7348//uM/7vdQQvWVr3wFTzzxBJ5++mn87Gc/wz333IP3vve9WFtb6/fQQrW7u4t77rkHn/70p/s9lL764Q9/iMcffxw//vGP8Z3vfAeWZeF3f/d3sbu72++hhero0aP4sz/7M/z0pz/F//7f/xu/8zu/g7//9/8+fvWrX/V7aNQhthXokhdffBEPPfQQCoUCFEXp93D66hOf+AQ+85nP4PXXX+/3UPrii1/8Ij760Y9ie3u730MJxQMPPIC3vvWt+C//5b8AKJ4BubCwgI985CN48skn+zy6/hAEAV//+tfx0EMP9Xsofbe+vo65uTn88Ic/xG/91m/1ezh9NTMzg0984hP44Ac/2O+hUAc4w9QFm5ub+PM//3O8/e1vH/uwBBRP2Z6Zmen3MCgEpmnipz/9Kd7znveUbhNFEe95z3vwox/9qI8jo0Gxs7MDAGP9b4LjOPjyl7+M3d1dvO1tb+v3cKhDDEwH8PGPfxwTExOYnZ3F5cuX8c1vfrPfQ+q78+fP41Of+hT+6T/9p/0eCoVgY2MDjuPg0KFDFbcfOnQI169f79OoaFC4rouPfvSj+M3f/E286U1v6vdwQvfKK68gFotB0zR86EMfwte//nXcdddd/R4WdYiBqcyTTz4JQRCa/jp79mzp8f/sn/0z/O3f/i2+/e1vQ5Ik/JN/8k8wKiuc7X4WAHD16lW8733vw/vf/3489thjfRp5d3XyORBR0eOPP44zZ87gy1/+cr+H0hd33HEHfv7zn+Oll17CH//xH+ORRx7Br3/9634PizrEGqYy6+vruHnzZtPHnDx5Eqqq1tx+5coVLCws4H/9r/81ElOu7X4W165dwzvf+U78nb/zd/DFL34RojgaWbyTn4lxqmEyTRPRaBT/43/8j4p6nUceeQTb29tjO+vKGibgwx/+ML75zW/ir//6r3HixIl+D2cgvOc978GpU6fwuc99rt9DoQ7I/R7AIEmlUkilUh0913VdAEChUOjmkPqmnc/i6tWreNe73oX7778fX/jCF0YmLAEH+5kYB6qq4v7778d3v/vdUjhwXRff/e538eEPf7i/g6O+8DwPH/nIR/D1r38dP/jBDxiWyriuOzLfEeOIgakDL730En7yk5/gHe94B6anp3HhwgX8q3/1r3Dq1KmRmF1qx9WrV/HOd74Tx44dwyc/+Umsr6+X7jt8+HAfRxa+y5cvY3NzE5cvX4bjOPj5z38OALj11lsRi8X6O7geeuKJJ/DII4/gLW95C06fPo3nnnsOu7u7+MAHPtDvoYUqm83i/Pnzpd9fvHgRP//5zzEzM4PFxcU+jixcjz/+OL70pS/hm9/8JuLxeKmWbXJyErqu93l04Xnqqafw4IMPYnFxEZlMBl/60pfwgx/8AP/zf/7Pfg+NOuVR2375y19673rXu7yZmRlP0zTv+PHj3oc+9CHvypUr/R5a6L7whS94AOr+GjePPPJI3c/h+9//fr+H1nOf+tSnvMXFRU9VVe/06dPej3/8434PKXTf//736/75P/LII/0eWqga/XvwhS98od9DC9Uf/dEfeceOHfNUVfVSqZT37ne/2/v2t7/d72HRAbCGiYiIiCjA6BSbEBEREfUIAxMRERFRAAYmIiIiogAMTEREREQBGJiIiIiIAjAwEREREQVgYCIiIiIKwMBEREREFICBiYiIiCgAAxMRERFRAAYmIiIiogAMTEREREQB/n/oysXTQqS5LQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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GQCE0KIz8qHHEXkCBQ6VSkRGRhd3dj6m/ibq+aglM4oIjgUkIIc5Tvc4eSroPDlhVyjbkoznPV5WGolKpyNCPwdTfRK+zB7fXfV7UXAkxXPK7VQghzjPHapXqObqqVBA17oJfldEG69AG67C5++l19lxQq2RCSONKIYQ4j/Q4utjRvvVIYbdCki6ZaQmzzzgsmUwmVq1ahclkGtkTPUMata+RplfxnOMzEeL0yAqTEEKcB9xeF1XmigF9lT5trZLJZGLdunWsXr2a1NRUli5ditFoHKlTPiMqpKXA2bBv3z4iIiKG/fi4uDjS09NH8YwufBKYhBDiHOu0d1DWU4zDYweOduvO/9Q1PmvWrGH16tUArFixgocffphVq1Z92tP9VFxeFwBBUr80qhYsWHBaj9dqdZSWlkhoOgX5HSuEEOeIy+uiqrcMU38T4KvxyY8aR3RozKc+ttvr4dYv34qxIJk//fWP3HfPN1iy4OpPfdxPQ1EUHB7fCJewoLBzei4XuynLv0dMRv6wHms21bL9qdV0dHRIYDoFCUxCCHEOtNtaKe8twelxAJAakcEYfc6nWnlxepzUWepp7Guivb8dr+JBN17Hlx6+G128jo/7PiGpMYmpiVOI0Ax/u2akOL0OPIoHFSoJTKMsMimdmPThBSYxPBKYhBDiLHJ6nFT0ltBmawF889fyo8YRFRp9xse0OPso7Sql1lKHx+v23x4aHEZMWAxpUWmYnRb6XVZarC28U7ueSxIuYYwh61O/n9M6T5cZAJ0mHLUq6Ky+thCflgQmIYQ4CxRFoc3WQkVvCS6vCxUq0vVZZOrHnHF46HP1caijmDpLHYqiABAZaiArMpPk8GQiQ/QD5rZZnBZ2tO6kvb+dHS07CNfoSNQljsj7Gw6L0xeYIjSRZ+01hRgpEpiEEGKUOT1OynsP025rBSBCoyc/ahyRIYYzPt7hrhLKu8vxKl4AjOFGCmMKidfGnXS4rT5Ez6Wpi9jRupOa3hp2te7mqozFBKnPzmpPr7MHgEjNqd+3yWRizZo1rFy58pxf1SfEURKYhBBilBxbVSrF5XUeGRGSTYY+C7Xq9NvgKYpCnaWOve37cbh9V9Ql6hIpii8iNmx4heIqlYrJ8ZMwWU1YnBaqeqvJi8497XM5UaCQoyhezM5eAAyhUac8zvnWCkEIkMaVQggxKpweJ8Xd+zncfQCX10m4Rs+UuJlkRWafUViyOPvY1Pgh20zbcbjt6EP0zE+Zx8LUBcMOS0eFBIVQGFMAQENfw2mfy4mODznr1q0bskmmxWXBo7gJVmuICNaf9Fhr1qxhxYoVgK8Vwpo1az71+QkxEiQwCSHECOuwtbGz/RPaba2oVCoy9dlMjZ+JPuT0a3e8ipeSrlLeqXuH1v5WgtRBFMVN4KqMxSRHJJ90+y2Q1IjUI+fagf3IalUgJ+saPpyQ0+3oBCAqJPqU57xy5UrWrl0LwNq1a1m5cuWwzk2I0SaBSQghRojH66a0u5iDXXtxehzogiOOrCrlnNGqUq/DzHv177O/fT8er4cEXQJTtJfwwh9f4OCBg59q5Em4JpxwTTiKomBxWgI+/lSrSMMJOT3OboCAPaaMRiNLly7l4Ycflu04cV6RGiYhhBgBZmcvh7sPYnNbARXpEZlHtt9Ov6BaURTKe8rZ334Qr+JBo9YwOWEyYdZQ3nrrLVavXk1NTQ1PP/30p6rz0QXrsLqs9LttAR97qq7hgUKOoiiYjxR8G0ICt08wGo3nvCO5ECeSFSYhhPgUFMVLraWKPR3bsbmthAaFMSluKtmGvDMKS32uPt4sX8e6fW/hcNoxhhu5OvMqxhiyeOKJJ/xbX08//TTw6ep8NEEa4Ni4klMJtIp0NOQMFdz63VbcXjdqVdA5aZgpxEiQwCSEEGfI4bGzr3MXNeZKFEUhQZvEtITZZzTaRFEUanpreL38Teo66qitqcNaaiVXnYNOowMGhpa77roL+HR1Pu4jTS41ak3Ax36arTKzy3d1nF4TieoMtiaFOB/IlpwQQpyBdlsrpT3FuL0uglTB5EUVkqg1nlERtsPjYGfrLhotjbS0mdi5aSdvPb4Oc7uZlodNQ259LVu2jKysrE9V5+P0OAEICQocmI6+/plslR1tWHmmfaeEOB9IYBJCiNPgVbxUmctp7KsDfKsmY2OK0AWHn9HxWqytbG/Zjs1tQ6VSMzNjJvq0CJ5r/w9r165l6dKlAx5/fGiZNGnSGb8PX12Rr9g7QnPyy/xHwtGRKHrp8C0uYBKYhBBimGxuG8Xd+7EcacCYHpF1xlfAebwe9nccoLy7HPB14Z5lnEVMWDRZ2sxRv0rM4rTgVTwEqYOI0JxZ2BsORVHoc/mCmQQmcSGTwCSEEMPQYW+npPsgbq+LYLWGwqjxxGkTzuhYPY4etpq20evwBa/sqGwmx08iWO37KznQ1pdXUeh1mPEobryKQnRYFBr16f113mZrAyAmLOaMezkNR7/bilfxoFYFoQ3WjdrrCDHaJDAJIcQpKIqXGksVdZZqAPQhBsZHTyQsWHsGx1Io6y7nQMcBvIqX0OAwZiROIzkiOeBzXR4XFT3VVPfW0Wxpwe5x+O8LUWuYkjSRyQlFBA9zLlxLv2+uXZIu6bTfx+k4uroUoYkY1WAmxGiTwCSEECfh8Dg43L2fHoev6WJKeDo5Z9guoN/Vz/aWHbQeCSrJEclMT5xGWHDYKZ9ncfaxu3U/pV0VOD3HLv8PVgcRog7Bq3ixexxsbd5FbW8DN+VdE3CL0OV1YbK2AJAUPrqByeruA0a/TkqI0SaBSQghhtDr7OFQ1z6cHgdBqmDyo8aSqDuzeqIGSyM7W3fi9DgJUgczOX4S2YYxp1xx6XNa2dGyh8Od5XgVLwCGUD2FMXmkR6aSoItDrVLT3NzM4y89QfysZEzWVg53ljE+rvCUw3Cb+prxeN1EhOiJCQ3cSPLTsLqtAOiCpf+SuLBJYBJCiOMoikKjtY4qczmKohCuiWB8zKQzugrO6XGyp20vteZaAKLDYphlnEHkKWbKuTwudrfuZ0/bAdxeDwCp+mSmJk4kVZ+C+riQZTKZeOutt/jZN1fzm+d+j5IZTGlXJbGuKP8Yk6E6gVf1VgGQoU8f9W2yfpdvhSn8DK8iFOJ8IYFJCCGO8CgeynoO09rfDECCNon8qHH+YuzT4WsXsAObux+VSkVhTCHjYscSdJLtPF/jyno+bPwEi9MXMozhicxJmU5yRBImk4mfPLZ6wIrR8eNKfv7Qz/jKn+7FoItkzbMnH2Nidppp729HpVKRbRhz2u/rdCiKF5unH+CM2y6IM9NRV47LrQzrsX1t9QCUlJSc9DFxcXGkp6ePyLldqCQwCSEEvpYBh7r20ueyoEJFtiGf1PDTX4Fxe90c6DhAeXcFABEhemYmTSdOG3fS51icfWxq+JiaXt8XV2RIBHNTZpIdlYlKpRow+Pb4FaOVK1eSmprKihUr+L8f/4y+eDf9Lhtfuecr/ttP7OVU2eNbXTKGG/0dxEeL3WNHURTUKjWhQaeu1RIj6+CLvzvNZ6hYvnz5Se/VanWUlpZ8pkOTBCYhxGdet6OL4q59uLwuNOoQxsVMPKPxJp32LraZtvs7W5/YLuBEXkXhUEcJnzTtwOl1oVapuSRhAtOSJvvnvMHJB98e3/n70isu5e32DwhSB5FiTBlyjInT46S6twaA3Kic035/p8vm8Q31DQvSyhVyZ1nh1V8k0pgx7MdrdHq0htgh7zObatn+1Go6OjokMAkhxGeRv16ptxwFBb0mkvGxkwk7zdUQj+KhpLOE4q4SFMVLWLCWGUnTMIafvEi812FmY/1mGiy+7T9jeCKXpc8jRju4CPv4laQTV4yO9mxqspigHSI0OlQq1ZC9nCp7qnB7XRhCDaPeTgDA4bYDnFELBvHpJI2bTkLupHN9GhcVCUxCiM8kj9dDWU8xrTYTAIk6I/lR405aY3QyPY4etrfsoNvejcvlovlwM7fNufWkYUlRFIo7S9ncuA2X102wOojZydMpih83oKD7eMMZfNva3w5ATNjQV725vC5Ku0sBKIguOCsrPg6vr1dUqDp01F9LiNF21sZG/+IXv0ClUvHAAw+crZcUQogh2dw29nRsp9VmQoWKXEMBhVETTisseRUvhztLeLduA932bvBA/2Er37vlId59+11MJtOg51hd/bxR/S4b67fg8rpJiTBye+HNTEoYf9KwdNTRFaOTjUpp6vO9XkrE0PdX9VTj9DjRh+jJiDw72your2+4ryYo5Ky8nhCj6awEpp07d7JmzRqKiorOxssJIcRJddo72NW+lT6XBY06hElxU0mNyDjpiovJZGLVqlUDApDZYea9+vf9HbuTI5Ipe7WUr97yVcBXZ7RmzZoBx6nsruGZwy9R21tPkErNvJSZ3JC7lKjQTz9fzelx0WBpAnwtCE7k9ropObq6FFNwRrPvzoTL62u0qVFpAjxSiPPfqG/J9fX1cccdd7B27Vp+9rOfjfbLCSHEkBRFocFaR/XReqVhjDg58eq0JUuWYNFa2N9+EK/iQaPWcEnCZDIjM8m9O4eUxJRBdUZOj4uPGj/hcKdvyG68NpYrMxcSqx26qNztddNkacHismJ3O8iJyiQq7NShqrq3FrfXQ1SogXjt4MLdip5KHG474ZpwsiIzh/mJfXpexddHKugM2jIIcb4Z9d/F9957L0uXLuXyyy8PGJgcDgcOx7H5SGazebRPTwjxGeDxuintKabN5hsHYtSlkBdVGHDEyfFXpz34vw/SFddDemEa4BspMj1xmv/S/KHqjEx9rbxb9wG9Dl+rgilJE5mRdAlBJ8x7UxSFyp5a9rUepqy7asAIlLDgMO4Yu4yMyJSTnmdpp6+FQV704O7hTo+Tki5ff51xsePO2uoS+IrhgbP6mp818r159oxqYHruuefYs2cPO3fuHNbjH3nkEf9fTkIIMRLsbhsHj/ZXUqnIiSwgJTxtWEXPK1euJCU1hb+88Dhf/tGXMUQbCFZrmBRfRLYhe9AxjtYZeRWF7aY97GjZg6Io6EMiuDJjISn6gfVFXsXLvrbDbGncSYety397hEZHrDYaq8tGh62Lfxx8kVsKrqUgNnvQOfbYe6m3NKFCxdjY/EH3l3WX4/Q4iQyJJDNy+JeZjwRF8TVOVJ+9ctnPHPnePHtGLTA1NDTwzW9+kw0bNhAWNrxLdL///e/z7W9/2/9rs9lMWlraaJ2iEOIi1+3opLhrPy6vixB1CONiJhF1GrPT9HF6jPOSuTP7TgzRBlIMKUxPmkaE5uRz0cwOC+trP8Bk9Q3ZLYjJYUHaHEKPK3xWFIXDnRW8V7eFTptvsG9IkIbJCeMpii8gRZ+EWqXG6XHxfOkbVHTX8GLZOn44675BqzUHOg4DkBGZSmTowAG3DreDsm7fVuCEuAlnfaVHYXidpsWZk+/Ns2fUAtPu3btpa2vjkksu8d/m8Xj46KOP+NOf/oTD4SAoaOCydGhoKKGhcvmpEOLTURSFJmsDlb2lx/orxUwadj8gRVGo7q1hb/s+3LhIS01jYtxEcqNyTrkyVd5VxQcNW3B4nISoNSxMn0NBTO6AxzT3tfJW9QfUm31F2rpgLfNSpzMlaQJhwQP//uts66D8lf245mpB41uROj702N0Oijt8xdxF8eMGnc/hrhLcXhfRYdGkRpx8S2+0HN2SO91WDWL45Hvz7Bm1wHTZZZdx8ODBAbd96UtfoqCggIceemhQWBJCiJHg8Xoo7z1My5F5cIm6ZPKjTj7D7UT9bhs7W3ZisvquiovTxjEjaTr6EP1Jn3NiYbcxPJHFmYsGrPjY3Hbeq93Czpb9AGjUwcxJncbs5CmDghIcKzj/5SO/4MvPfAtDVBQwMKwd7DiMy+smXhtLRmTqgPusLisVPZUAFMVNOCedto8WfavV8ve9uPCNWmDS6/WMHz9+wG3h4eHExsYOul0IIUZCv9tKcdd+/zy4MYY80sJP3jLgRHXmena37cbpcaJWBTEhbjwF0fmnfH6LtY31tR/Q6zCjQsXUpInMME7xrwT5GlWW81bVRvpcvkG0E+IKuDJrPobQk4ewowXnUZlx1NXVkWp3E3Tc6pLT42Jf2yEAJicODkSHOovxKh4SdAlnpav3UJweXzGyRi1tBcSFT671FEJcFDrsbZR0H8TtdROiDmHsacyDc3gc7G7dQ73FN/w2OiyGmUnTMYQaTvocr6Kwp3U/20y78J6ksNvs6GNd9UZKjlzFFquN5rqcK8gyHKsxMZlMrFmzhpUrVw5oSnl0HMovXvgtGRkZTEktGhCKDnWUYHPbMYRGkhc9sBjc4rRQa64FYGJc0TlZXXJ73f4+TNogGY0iLnxnNTBt2rTpbL6cEOIzQFEUaiyV1FmqAYgMiWJ8zERChzkPrrmvmR2tO7G77ahUKsbFjGVs7Fj/CtFQgabPaeXduk00HpkDlxs9hkvT5hJ6ZGtNURT2thXzdvUHODxOVCoVC1JnMD9txoBBvCf2eTp+7MnRNgV7gsuJjIpiQkqh/3lOj5Pdrb6tvWlJkwYVcxd3HkZRFIzhRmKH6Mt0NvS7+wDQqEMIlhUmcRGQFSYhxAXL5XVxuPsAXfYOAFLC08kx5A/rajCX18W+9v1U9VQBEBkSyQzjDGLDjq1KDRVoHDoXG+o+xOa2o1EHsyBtNoUxef5VHLOjj9cq36WiuwaA5IhErs+5EmNEwqBzOL7P04oVK3j44Yf9XcXXrFnDrV+6nbicRF/LgLhjxeN72w5ic9uJCjUMKirvcfRSa64DfFfGnSu9zh4AIkNOvkonxIVEApMQ4oJkdvZS3LUfu8eGWhVEQdQ4EnVDz1E7UYetg22m7fS5fKsgedF5FMUVEXxCcfLxgWbl177K9/76vyRO9l1tFq+N5aqsy4gO8wUCRVE42F7Km9UbsbvtBKnUXJoxhzkpU08a4I5uux3fHfz4kBaUq8OZ7CU/bgz6EF8rA5vbzt423wU1M5OnDDr2oc5DgEKaPu2kg3jPhqauRppbm4lJiodzs8glxIiSwCSEuOCY+pso7zmMV/GiDdYxLmYiek3gmWxexcsn1VvZUb+D+Ph4DDoDM5Kmk6hLHPLxRwPNd370IN9d+wN08eEATEoYz+zk6f6AZXPZeb1qA8UdvqvkkiMSuTHvKhJ0cQOO5/Q4qeiuo9ZUz7oNb/OFa28f1B181apVvpCmgo3lH5OtyeHWcdf5j7G7dT9Oj4t4bSw5UWMGHN/sNNN4ZKbc+NjBbQbOlqbmJuo762g2mXBUeElYZDzp0GAhLhQSmIQQFwyv4qGit5RmayMAsWEJjI0eP6waGYvTwsbqD2jobKDZZCLMFsaCifNPGpYAkpKSyF8wlq+veQBdfDiRWj1XZCwg05Duf0xldy2vVryDxWlFpVKxMG0W81OnDxh/UtfbxEcNO9nbWozFZqW3t5c6ey0dO57k3inLWbVqlf+xR0PaD3/3MAWTCkmMSWBcbN6R99DH/vZiAGYlT0N9QjF3WVc5oJAckXzKgvXR9uxr/4YUD72dvfzP3T/0bzUKcSGTwCSEuCDY3P0c6tpHn8sCqMjUjyFTP3g8yYmONqHc076XBlM9NVW1bHjyXcq2ldJ2ii9yh9vB+/UfUWmpxZiaTJo+hSszFxJ+ZHac2+tmQ+1mtjbvASA2LJqb85eQoj92Cf+Wsh38dePTaNMi0Wh8oa63pYv9W/YQGqWljlr+2vcv5ufP9L8Po9HIlClTmLP8UsLDw5mVPgVNUDAmk4k/vfsEMQXxZEanD+q7ZHPbqDH76qYKowtO+/MdSXOWzqKpu4F/vvrvAYOIhbiQSWASQpz32m2tlPYcwu11o1GHMDa6iJiwwIUxDreDna27aOzzrUjlJeehr4vgT9v+cMovclNfK+trN2J29qFWqZmdPI1JCRP8Kzqt1g5eLFtHW7+v2Hy6cRJXZs4nJMgXihrMJp7d9xq7Gw5S111LZmQW87KmsbhgAboJGt7mbb72za9z8xMriTDoKemsYmxcju+1TSY27d+CPcyNzdpPdnAaJpOJV999jUZHM0G9IRQkDR6yW9FTiVfxEquNJU47cCtw0Ps7SSuDkdDvtuIIsmEwRDGzcM6AK/+EuJBJYBJCnLe8ipfK3jKarL7+SKfTMqDF2sq2lu3Y3TZUKjVFcRMoiM6nJbJlQM3QwNdT2H2kt5KiKBhC9VyVeRmJ4fGAb7Vqu2kv62s+wqN40Gm03JB7Ffkxvlois6OP1yreY1vzPpqammhubKJ1ex37frWRwgfiyJ39BQCWLl3KDxt/gC7dSG1/Mx1H5smBr9D87Y7NxOYksOmZDcTv97Uq+Lh3F8mFKWx66X3UyQ7GHbcy5lE8VPX62ioEarR5qlYGI6Gxz/ezStIb+d//kZUlcfGQwCSEOC/ZPXaKu/ZjPnJ5enpEFlmROQFbBngUDwc7DlHa5Zuxpg+JZLZxJtFHrhg7Wlh9Iqurnw11H1JvPrIaFZ3NpelzCTkyNNfq6ue/Fesp6/IFk5zoTG7MvYqIkHC8ipfNDTt5reJ97G5fd+tL8+eA18o31903aDXr6Dms2vIHABJ0x1oZXHvnMloP2KmpruHeJV/mhquX0WxrxVsZSk1VNbfP+hzXX3WsCBzA1GfC4bYTGhxGSoCZcSdrZTASXF4npn5f0XlaROaIHFOcmY66clzukRl+3NfmC8ElJSX+2+Li4khPTz/ZUy5KEpiEEOedTnsHh7sP4Pa6CFZrKIweT1zY4D5GJ7I4LWw1baPL3gVAdlQ2k+MnDWgWOZSa3jreq/sIm9tOsDqIhWlzBvRWqu6p55mDr1JnqicpIZFr8i5nhnEyKpWKRnMLzxx+jbpeXxPLDEMynyu4mjFR6ZiyTHQ93D7kKk6f00pHv+88kyN8heeKorDPWoYhKor8iCxuuHoZiUmJbCz9GIPBQHpICtdfdd2gY9VbGgDIiswMGCiHamUwUuottXgVD3pNJFEh566lgYCDL/5uhI+oYvny5f5fabU6SktLPlOhSQKTEOK8oSgKtZYqai3VgII+xMC46CK0wbqAz60117GrdTdur4uQoBCmJU4jTZ96yue4vR4+btruv/IsXhvLlZmLiNX6vuy9ipdN9VvZUL2Znp4eyveWUpQ3hox8I26vh7erP+Tdms14FYWw4FCuz72ceWnH+i6dbDUL4GB7OV5FIVWfRGSor8dSZU8tdeZGtCFhfP+LP8QQqudwZxmdtm70YRHc+4UvDxrU61E8/kHBqQFWl46e04mtDEaCw+Og8cjW6XCK8cXoKrz6i0QaM0bseBqdHq3BVzdoNtWy/anVdHR0SGASQoizzelxcLj7IN2OTgCSw9PINeSjVp160r3L62J36x7/7LR4XTyzkmai05w6ZHXaunmndiOdNt8qz4m9lXodFl4qe4s6cyPt7e3seHULxS/vZrPrLRp+3oR+npEWq6/oe3LiWD5fuARDqP6kBdXH3w7w+GtPEZqupyjBd0WbV/GyoXYLANONEzGE6nF53Wxr3g3A1KRJg8KS73104vK6CA0KI3YYhfBw6iB3puos1XgVD5EhUcSGxY/oscXpSxo3nYTcSef6NC4qEpiEEOdcj6OL4u4DOD0O1Kog8qPGkqRLDvi8bns3n5i2YnFa/HPgxsWOO+XqhqIoHOoo5aOmrXi8HnTBWi7PWEDmcQNxy7tqeKX8bfrdNkKCNNxRdAMzzYXc8+IuHvzHKnrjnFitHUSGRnBL4VImJ44FTl5QffztERERONQuSvuryTRkkhHka0NwsL2UFmsbIUEhzE+bAcC+toP0uaxEhkRQFD90I8oOmy+0Jejiz9mqTr/bSnO/b1twTGSurC6Ji5IEJiHEOaMoCnV9NdSaK1FQCNdEMC56IuGaiIDPq+ytYm/bPryKB22wjlnGmSToTr2yYXPb+aB+M5U9tQBkRKZyRcZCdBot4Fvl2Vj3CR81bgcgKTyezxdcS5w2GrfZxaJVN9Bu6EMbrGNG8kRuLria8CPPhZMXVB9/+4MPPkjK5XmkLMrh4Ad7eLnieQp//L+8X/cxAPNSpxGu0dHvsrG7xTdgd1bytEFjW47qsPtW5Ia7ujQaqs0VKIpCbFg80aExgZ8gxAVIApMQ4pxwepwc7j7g34JL1CWTbygkKECBtsvjYkfrThqOFDonRyQzI3E6oUNsVx2vztzIe3UfYnX1D9lbyeLs44XSN6kz+67ymppUxJIxi1Cr1Lyw9w1erlhPn9qGq8/JXfnLWFQ4Z8A5lbZXk3ZFAd80/oDnnnuO79x+H8uvuRUYWGj9i1//kj2xtdQ217F8zo3cfdVydpj20+MwExESzqzkKQDsat2H0+siURdPbnT2Sd+X1WUFOGedvbsdnbTbWlGhYkxkbuAnCHGBksAkhDjrep09FHftx+Gxo1YFkWcoJEmXHHArp9vezcemrfQ5LahUaibFF5EXlXfK57m8bj5u2s6B9sMARIdFsThz0YA5bzW9DbxQ+iZWVz8hQRquz7mSCfEFdNl6+OfBV/iweCsmUzNdxS08//P3yPluNItWzaGzv5t1ZZv4pG43drfT93qRTopumMVBfSN9Gl+LgeMLrXMum0BlYw+ZLoUvLr6dqLhoNu1+BYDL0ucQEqShz2nlYIfvEu5ZyVMHjUA5ns1tA0AXrD3pY0aLV/FS0etr35AcnkaERn/Wz0GIs0UCkxDirFEUhSZrPZXmMhRFQRsczviYiQG/aH3jTarZ3bYXr+JBp9Ex2zgrYEfrFmsb79ZuosfRC0BR/FjmpMxAc2QVS1EUtjTt5L3aLSgoJOhiubXweuK00exuOcSzxW9gc9tJSUxmMjms+uH3WLt2LXMum8c/dr/M5tqdeBQvAIawCIqSCogI0bG9YT9dtl621u8hNy4T8IWmH/zoh/x48+/QaDTcf/VXSElO4e3qD7C77SToYpmc6KtT2mbahcfrISXCSJr+1Fe+OT0uAH+/qLOpyVqP1dWHRq0hKzLnrL++EGeTBCYhxFnh8bop6z1Ma7/vEvgEbRL5UeMC9khye93sat3tvwouOTyZGcbphAadfAvO4/Wwo2Uvu1r3oSgK4Rodl2fMJyPyWGG33e3g1Yr1lHRWADApYSzXZF8GwL8PvcYnTb4ZcZmGVL5UdBPuXgeuVX2488N4bO8/cXndABTGZ3Nt4WUUxI/xtxOID4/l6b2v0mu3DDivT5r2YHb0EaM1MCN5Ih22braZ9gJwVdZC1Co1nbYuSrp85zQ7ZVrAAnbwNSdUc+r+SyPN4bFTY64CYExkHpphDEAW4kImgUkIMeqsrj6Ku/djdfWhQkW2IZ/U8PSAW3AWp4UtzZ/Q6+hBpVIxIXYChTEFp3xee38n79V9SLvNVxuVF53NwrQ5Ay7Jb+vv4D8lr9Np60atUrN0zKVMTSrC1NfG3w68SEtfOyqVisVZ81ia7QsyW9v3YL5Ew7bWAwDkx2Vx0/iryIvLGnQOR0Ngv8vuv83pcfJO9UcAXJk1j2B1MBtqP0JRFHKiM8mJzgRgu2mP77aoTIzhiaf8fBSO6+R8lq9Mq+wtw6O4iQyJwqgL3P9JiAudBCYhxKhqs7VQ2l2MR3ETEhTKuOgiooZxJVVTXxNbTdtxe12EBocx2ziTRN3JA4TH62FX6z52tuz1NZIMCmVh+hzyTiiYLu4o55Xyd3B5XehDIri18DrS9EY+adrD84fX4fK6MYTq+eKEG8mPHUOLpZ1/7nmFknbfakpSRBy3T7qOCYknn9lW2+0rSE+LOtaH6YO67ZgdfcRqo5idMpna3gZKOitRoeKqrAUAdNt7qTpyBd9045SAn5FvhclHzdkLTJ32DtpsLahQkWcolDYC4jNBApMQYlR4FS9V5nIa++oAiAqNYWx00Sm30sAXAg52HuJwp69IO04bz5zkWWhPUdTcYm3jvbqP6LL7htjmRGWyMG2uv13A0fPZULuZj5t2AZBlSONz+UvRqDX8eevTbCjdTHx8PJOMY7lz/DJ0Gi2vl7zHGyUbfdtvHoXgGgf33nk7aUkn7yDe3NzMyx++QUSSgbxY3+qT1WXzN6W8JudS1Co179R8CMCUpAn+AvTdrftQUMgypBOnDRwqvXj9/3+2QovH66a81/ezSYlIRx8SeVZeV4hzTQKTEGLEOTwOirv20Xvc4NwxkTmoAsw5c3gcbDVto8XaAkBedB6T4ieedD6ay+Niq2kX+9uLjxSRh7EgdTa50WMGBAirq58XSt+kpte38jMnZSpXZM6jo7+b32/7KxUt1TQ3NTNWlcGySxbRYzPz64/WUt/rq7caE5GCoSGIB77/DWbGFZ10pIjJZOKZdc9T1VrHGG0WMV5fP6n11R/R77KTok9kmnECB9pLae5rJSRIw6XpswEwOyyUHqldmpo0adifM4BaFURQgI7oI6XWUo3dbSM0KIwsvRR6i88OCUxCiBF1fMuAIHUwhVHjideeuhYHfC0DtjR/jNVlJUgdzPTEqWREnnwWVoO5iffrN2N2+gqr82NymJ86C21w2IDHNVlaeK70dXodFkKCNNyQexXj4vLY31rCPw+9SnV9DfUVtVT+Zw87696i7edteHN1eBUvESE67ph0Pe889V8eWP0TYGBDyhOtWbOGtTueJ7rIyJ51W3m65Z/c99A32VTva4S5LO8KPF4v7x1ZbZqfOoOIkHDA13fJqyikR6YGrF06yu721Uhpg8POygqTxWWmoa8WgLyowoAF+0JcTOR3uxBixDRZG6joLUVRvOiCI5gQOwldcHjA59WZ69nRugOP10O4JoJ5KXOICo0a8rF2t4PNTdso6SwHQB8SwaK0uf7RJsfPbDOpO3mj8j08iofYsGhuG3sdcdoYXq9431+APTYpl4hPnBzq3sIVD38ec7IXneJlSvI47rrkRgxhejJXJpGWmsaKFStYu3YtS5cuHXReJpOJLmsPE5dMp76xgW9c9xXuuuY2Xit/D7fXQ0HsGMbG5vBhw3bMTguGUL2/SaXD7aCsqxKAaYmThv159x5plxARoDP6SPAqXkq7i1FQiNcmEheWMOqvKcT5RAKTEOJT8ypeKnvLaDoyrT5em0hB1PiAKxCKonCg4yAlXb4mjcZwIzONMwkdoqeQoijsqN7Nfw+uI84YT4gmhKL4scxKnkZIkO+S9qMz237y05+g5IfhSIIQjYb8mDHclLcEj+LlL3ue4XCHL5xcmjGLA899wptb15Nz93Sabe0EdYfyzQVfYnb6Jf5Vm+MbTw61HXf0dZ/f/jqXZMxlTHQqdy69FbvWw+6WQ6hUKm7MW4zFaWXzkbErV2TOQxPk+3xKuytxed3EaqNJjkga9ufe5fDVbEWHRQ/7OWeqoa+WPpeZYLWGXEPhqL+eEOebs9u4Qwhx0XF6nOzv3HUkLKnIisxlXPTEgGHJ6XHyUdNmf1gqjClgfsq8IcOS1dXPiwdfY13VBprbmunv6GNBzEwWpM32hyXwbYnd+8B9TP/6Ina27qejvZ2F6bO4rfB6Om09/HLbGvabSmhpMnF96iKuyV5E5LxU5t53NeqQIC7JnMCvr/sBczKmoFKp8CpeyluqeX3Pu7xSvJ65n7uM6LjB4WTNmjWsvO9rxE5JpaGxkQx3AkajkZfK3gZgZvJEUiOT+KD+E1xeN6l6IxPiCoCjw4B9n0FqUBKrV6/GZDIN67M/Ong3JmxggbjJZGLVqlXDPk4g/W4rtRbfVYI5hvyAhftCXIxkhUkIccb6XBYOdu3F7rYRpApmbPQE4rSBt2oszj42N23G7DSjVgUxI2nakPVKiqJQ2lXB5sZtVDfU0NTYxKG39/Lvt57E88N+ilaNH/D4G7/wOboneKhoqGRMeha3jr+euekz2Ndawj8PvkKf3Yqzx8b6Hz7H7J+M5a2KD+l1W4kyRDMjWs/q6/6H1OQUrI5+PirbznvFH9Fh6fYff0f1Pl7auY7bZi5jQcFM/+0rV66kL1nhnerNTMgs5HvXfYtdLQep6WkkNCiEa3Muo72/kz2thwBfk8qjq1ct/W102rrxur2UbT7M6tWrSU1NPWlh+VH9rn56Hb2oVCoSdcc+86OrXcM9TiCKolDWU4xX8RITGkeSNvmMjyXEhUxWmIQQZ6Td1sqe9u3Y3Ta0wTqmxM8YVlhq629jQ/0GzE4z2mAdl6dfOmRY6nfZeKvmPTbUfYjd4yA/JZdZ2kvY9/ou1jz+V1auXDng8fvaDvNf03toY8JJj0vlq5fcyezcabxVtYkn9j2Hw+PE3mDmmXv+TGiSnr+X/5eS+gpidVE8fOX9PPnQH0hMTOCt/Rv57nM/5bltr2HqaqOtuZXChGyuv2QxUbpIbE47z29/fcBr62Mi6Y6yk5yczF2zbiIuIZ5XyzcAsHjMPKLCInm39iMUFApickiPPBY6jtZitZe0sPIrvve0YsUK1qxZc8rPsdnaDEBMaMyAFZ81a9awYsWKYR8HTr0i1WRtoMfRTZAqiLyosdJzSXxmyQqTEOK0KIpCXV81NWZfHVB0aCzjYorQqAPPMqvurWFn6y4UxUtMWAxzU+YOOTS2treB9+o+pN9tQ61SM8N4CVMSJ9Ka1Erbwy0DVk3cXg/v1Gxih2kfAGMTcvnc3AcIUqt5cv+L7G319QxalDGDqWPHEqHWsblmF5mZGcwaM4UHFt6NTqNlb90hnvnkFdotXQDEaA3oHEE897O/ctNfL2PWjElMSh/L6v/+lpDggWNA3iz9AI9aYWbhFBYXLeStqg/psZuJ1UZxacYsqnvqKeuqRoWKKzLn+p/nUbxU9tQAcPP8ZWStTTllYfnx6i2+Fgmp+oE9oVauXElqauqwj3OqFSmb20a12RfoxkTmnbIXlhAXOwlMQohh8ygeSrsP0Wbz9UlKjcggJzIvYH8lRVHY33GA0i7fZPt0fTrTk6YTrB7YO8jtdbOlaTsH2n0hJyYsmsWZi4jXxQK+4uvjL+fvdVh4ofQNGiy+lZEFaTNZlD6LXkcfa3Y9S73ZRJA6iNvGXkOOIYM/bX0ac6STlORkbp98PbdNv56Ovi7WbPw3++t9rxkdbuCmqUt47z9v8ZPVDwPHWgksvWsZAFG6Y80aO6zdvF/1CQA3T7iabruZDTW+tgE35i9Gow7m3VrfFXnTjBP97wWg2WLC7nagDQ5jYuYEkpYmnLSw/Hj9rn7a+tuPfJZpA+4LVKB+ojVr1rB69eoB73PVqlX+rTiP4iEqNJqU8LRTHkeIi50EJiHEsDg8Dg527cXi9NXN5BnGkhx+8o7XR7m9bra1bKfR0gjAuNhxjI8dN2hrp9PWzasl66hsriI+Pp6pyZOYkzJjUKg6qqa3gRdK38Tq6ic0KISb8pZQEJtNXW8zf937LL0OCxEhOu6ZdCv9Dhur3v89/S47MRHR/Ojyb5AXl8W7hz7kpZ1v4XQ7CVIHcXXRQq6dfCVhmlByVqYPaiXw6uF3AchOOLaF+OKht3B53RTGZzMhMZ8nD7yIy+smLyaTSQmFlHRW+ptULkqfNeA9NFiaAMiITEOtUg8KhCdT3VsNKMTr4gnXDG7bMNzjwMlXpJr7G+l2dKJWqcmPGvzzEuKzRgKTECKgPpeFA517cXhsBKs1jI+ZRPQQ8+CO74FkNBqxu+181LSZLnsXapWa6UnTyTyhXklRFA53lrOhehNdPV1Ul1WR0hNPXnrWkGFJURQ+btrJhtotKCgkhcdza8F1xGij2Nt6mH8cfBmXx01yRAIrJ9/GzoYDvHjwLRQgOyade2feicfj5uev/5GKVt92WL4xmy/NuwVj1LEarBNXavQxBvbUHgRgbt4MACo6a9nesB8VcGvRNVR017KnpRi1SsXNBVejoLCx/mMAZiZfQrhGN+C9NPb5VsbS9Mdqmk78DId6/9XmWgCyDdmD7j9dQ61I2d02qnrLAN9W3HB6aYnzS0ddOS63EviBZ6Cvzdc+pKSkZFSOP5S4uDjS09PP2usNRQKTEOKUOu0dFHftx6O40QaHUxQ7ecgv0BNrYRYsXkCpqwyry0pIUChzk+eQoIsf8ByX182mho8p6Synpa2F3e/tYMtTH/Ci5V90Ptw2aJXE7nbwasV6Sjp9I0QmJozl2uzL0aiD2VCzxV9oPS4ul+Xjl/HsvtfY3rAfgPlZ01k+8Tp2VO/jXx+/jN3lIEwTym0zr2d+wcxB41dODC7vHPgAl8dNvC6af/z5b9xzzz08W+Ir/p6bOZVUg5FHtj7u+3XqVFL1SexrO0xbfyehQSHMSZ464Phur9u/rZYSYRzyMxyy55PVRL/LiiYohNSIwCt8w3H8ipSiKJQe2YozhESTGn5uv6TEmTn44u9G+RVULF++fJRf4xitVkdpack5DU0SmIQQJ9VsbaS85zAKClGhMYyPmYRGrRnyscfXwqx+7Cc8kPEAKekp6EP0zE+Zhz5EP+DxZoeFN6vfpcPWhUql4vKcBWS3JPOe5a0hi5Vbre08V/IGnfZu1Co1S8dcytSkIjyKh2eKX+eTpj0ALEyfwaXps/jdlqeo6W5ErVKzfNL1zEidyFMfPc/Wyt0A5CeNYcWiO4jXx3KiE4PL1Uuu5r3DW3C5XIR2q/jJ6p+gJIdSpW9Dr43g5vFX81HDDpr72gjX6Lg29zLcXg8b63yrS/NSp6PVDBzZ0tbfgVdR0Gm06EMiBn2GJxvBUtHjK7YfEzn0CtynZepv8m/FFUTLVtyFqvDqLxJpPPlooU9Lo9OjNQz+szMazKZatj+1mo6ODglMQojzi6Io1FgqqbNUA5CkSyY/atxJh+DCsVqYXz/5G+579D4MUQbitHHMS55LaPDARof15kbeqdmI3eNAF6zlqqxLSdUnYzLkDypWVhSFPa2HWFe9EbfXjSFUzy0F15KqN2J12Vi773nKu2r822AZEcn87IM/0WP31TDdmruEV//1Mq9kvInFZUWtUnHD1Ku5ZtLlJ30/JwaXrz/8AH3JCt3tXTz3f39FHRrEi4feIi0nk6UzFvLor35F77QgUMN1uZcRrtGyp/UQPQ4z4RodM5MnD3qN1iOrS0m6BH8oWbZsGTU1NTz99NPcddddLFu2bMBzeh1mTFYToCIn6tNvx53I5rZR2esrzB8TmTvsrbhA24ji7EsaN52E3Enn+jQuKhKYhBADeBUvZT2Haen3FSRn6rPJ1GcHXGkwGo1MuHQC92TfgyHKQFZMFjOTZg5YBVEUhX3th9jStB1FUYhURVDzRhlBd18G+sHFyna3gzer3udAu69WIicqk5vyryZco6PN2snje5+l1dpBWHAIdxd9jn6HjZ9vehyX101KZAK3Zi/h2XUv8E7TFjJDssgyZvDNJV8hNzFryPdw9It/2bJl/kLoNU+s4aCmDpxWbl9wIzelXsaPn/8V2WNzSY02YjnQxjN7/su07PkUGHOYk3oJXsXL5oYdAMxNmUbIEN3L2/t9XboTdHH+2/773//y9NNPA/D000+TlZXFpEmT/PeXdfvqilIikget2H1ax18V59uKG97qxEg3yhTifCWNK4UQfm6vm4Nde2npb0KFivyocWRF5gQMS74gtJ8aVy3JycmMTRjLHOPsAWHJ4/Xwfv1mNjduQ1EU0kKSad/YyE/+dzXPPPPMoKaJDRYTj+/7FwfaS1Ch4vKMuSwfdwPhGh2V3XU8uv1vtFo7iA4z8K1pd1Pb2chftj2Dy+tmQlI+3527gp//6zHeKH4PlVrFwU27iapTnzIsHf3i37VrF1OnTuXhhx8mujAJs9OKQafnc3OvY9L8qUy4djoGg4GwCjfffvhB4qelU1dXS//2NtQqNcUdFXTauwkLDmOqsWjI12vr7wQY0GZg5cqVrF27FoC1a9cOaM5pd9upNdcBvjEyI+3YVXFBp7UVdyaNMoW4EMkKkxAC8M12O9C1B4uzF7UqiHExE4kLiw/4PK/iZUfLTmqPXLk1Mb6IguiCAV+4dreDddUbaOozoVKpmJsyg3//8h889thjADz44IOYTCZ+85vf+FZnGnewsf4TFEXBEBrJzflLyIhMAWBH837+Xfwabq+HDEMy1yYt5PtrfoKSGopGE8IVOXNYmDGDR9c9jio+lMyQLLY++z6/+OZqrrnmmpO+j6Hqh773w+/x4HM/A+D6SxYTEqzhrcbNGJOTmZ5axLIFl9KfAfsbipmROpnvXHEviqLwUeM2AGYmTx5yNp7L46Lb0QNAvPbYCtOpeihV9FTiVTzEhMUQGzaytSP9biuV/qvick7rqrjTbZQpxIVKApMQArvbxv7O3fS7rWjUGopiLyEyJCrg89xeD5+YPqG5rxmVSsX0xGlkGQau4HTbe3mjaj09jl5C1BqmRU7itb+8jNVqHXS8XoeFl8reos7s69k0Pi6fa3MuRxschqIovFW1iXVVmwCYnDiWedGT+eU7j7Ovs4w0bSoJ7TpScmL52eu/p99hI94QyzcWfJH1zmyuueYa3yXzTgc1LXU0tjVjdfRz1bRLCQsJG/KL/81972O29ZFkiGdBwSw+rNlBdVcDYcEh3DbxWiq6a1Gig0lxpXDvgi9gNBop66qm1dpBSJCGWcZLhvzcOmxdKEcKviNCBoaToXooub1uKo8UexfE5I9oIbaiKJR0H8KreIgOjR32VtxRp9soU4gLlQQmIT7jrK4+9nfuxuGxExoUxsTYKYRrIgI+z+Vx8VHzZtr721GrgpiTPJuUiIGDWU3WVt6oWo/d7UAfEsFM/SV8vGEzq1ev5tFHH+VHP/oRP/3pT3n00UeZcd1c/rz3aexuOxq1hmuyL2NSgm92mcvj5pnDr7Oj2dci4IqsOeQGp3H3X7+NWenH6/Kw5bfrCA0PozO0j0iDgYLUXO6/4ktE6QzMGj+N1q42/r3hRTYf3IrNafefo9lq4a4rbxn0xY82iLcPbATgc9Ovxers58WDbwFw47jFaDVhvFq+AY1Gwz0Ll5OfkQvAdtNeAKYmFQ26Mu6oZquvU3qSLvDsPfA1qnR4HIRrwkeslcBRDX21mJ09BKmCKTjDBpWn0yhTiAuV1DAJ8Rlmdvayt2MHDo8dXXAEU+JnDCssOdwONjZuor2/nWC1hoWpCwaFpeqeWl6tWIfd7SBBF8fn86/n+b//x1/v8uCDD2K1WvnR6h+TcGkmG9o+xu62kxyRyNcm38nkRN+Xt9XZz592P82O5v2oVSpuH3ctaSSw6t3fYVb6STDEUfPsXiJTY0ialUVtXS2qdhffv+ZeonQG+u02nnn/JR5a+xPWbXuXqtpqwkO0TMgqBGDj3s20dLUBx774k5KS+NfHL+H2eChKK2RK5gSe3f86/S47mdEpXJ4zh3eqP6LXYSFOF81lGbMB6LL3UNldC8C0pIkn/fyajoxySdEHXo3xKB5KunzbZYUxhae8UvF09bksVFt8K1e5hgLCZFacECc1qoHpkUceYdq0aej1ehISEli2bBllZWWj+ZJCiGHqdnSxr2MXLq8LfYiByXHTCA0aekXkeDa3jfcbP6Db3kVoUCiXpi0a1JDyUEcp62rew+aw01LSzGz9VMI1ukFFzbd//U6irk6lst9XzDwvdTorim4jThsNQJu1k0d3/I2K7jrCgkO5d8qdGIL1/Ojt31BaW4Gjw8rW375F0dLpjF00GUWBS7Nm8eg9qwhWB/Pxoe089MQq1u/ciMPpIMytYdsLH3CJvoDl828mKToBr+LlQNkhVq1a5S8831a1h321xbQ0m1icO49DreVsb/AFti9cchNd9l4+qPPVKd2cfxWaIN9i/cayLTQ3N2MMiSf2yHs4kdvrpulIh+/UE0LmUBosDdjc/YQFh5EVmRnw8cPlVbyUdB9EUbzEhiWQpAt8LkJ8lo3qltyHH37Ivffey7Rp03C73fzgBz/gyiuv5PDhw4SHS6t9Ic6VDnsbxV378SpeokNjGR8ziWB14L8OrC4rHzR+SJ/TgjZYy6LUhUSGHhtEqygKu1r3sbV5Fy6XC3eTg1/ctZoxa1L89S1Lly7lxw//mOjpRl43bUTBV9h9U95VZBqODXit7K5jzd7nsLr6idEa+PrkO6jsqOcfe14iJiGWxLBYnn/qSa79zq0ooWr6LVbq3zlM+v3L6LJ0868PX6K4ztdTyBiTiL3OzB9+7isyv+eee/jfH/8vbbpuXC4XpfsO+y+LX3TFpfx90/P09vay5/VP2JKymeK4ZgAuy55DVnQqT+5/AZfXTUHsGCbE5wPQ2NzIR1VbaW5upsCehinNNGQ9T4OlCZfXjT4knDjt4PEyx1MUhbLucgByo3IJGsFGlXWWavpcFjTqEAqixkqDSiECGNXA9M477wz49T/+8Q8SEhLYvXs38+fPH82XFkKcRJuthcPdB1AUhbiwBMbFFKFWBf4i7nP18UHDJqwuK+GacBalLiQi5Nj2naIobGnazt4237y17gNt/N89g7tWh0SFYVyWy36zL8xMShjHkjGLCDuuueVO0wH+dei//ivhvjrpdj6s2c4rxb7ht/OzZ5Afmk7r11sJjgjF0t7D+394FUe3jZ/+4RE2NGwl0ZiIJkjD9XOuZsmMy2lva2dCVqG/qNtYkEbdltewdPbyzR9/w3+edzy8glZ6qC2povNAE6v+8yhFy2YyIWcsN41bTFV3PbtbilGpVNyYv9gfNP74n8epDKrG3mvjf77zbfp+1DNkXU9lTy0AWYaMgCGlzdZGt70btSqInBGYG3dUr7PH35Q0L6qQkKDQAM8QQpzVou/e3l4AYmJO/a8qIcToMPU3UdZdjIJCotZIYfR4VMOoibE4LXzQuIl+Vz8RIXouTV2I7rhBsl5F4YP6zRR3+rbc56XOJMkYR+bagVedHWgv4fXKDTg9LsKCw7gu53LGx+X7jzPUlXDLx13P8wfWsalmOy6Xk5B6N8mpMTy98xUSkhPJTszk1iXXsDF5Pj994pdMXDgVg8FAbko291xzF4nRvu3C44u6lyxZwl/e+TsAn7vyBpaNv5IVK1bw/V/8iO3WYmJiYvnKgttY9VEF0z4/n0hDJHdNvpGQYA0vlb0NwOyUyaTqk/znnr9gAuYGD5v+sZ4n1jwx5OX1bq+bqm7fwN/c6DEBP/fDXUe6bhuyBnVLP1Nur9sXmFFI1BlJ0CYFfpIQ4uwFJq/XywMPPMCcOXMYP378kI9xOBw4HA7/r81m89k6PSEues3WRsp6igFIDk8lzzC8bRiL08LGhk3Y3P3oQyJZlLYQ3XHFwR7Fy4baTZR3V6FSqbgsfR5jY30h6GhAWXz1Yrb3HWBP6yEAMiJTuTl/CYbQY92qnR4XzxS/xk6Tb4Xqiqw5XJU1nzU7/sM+Uwlul4t0cwxPvvA32jw9GAwGJqYUYt3bhi3PRrmzgcLZRURHRXPzwuu4bvZVg7awjhZ1b9j2AZ/s3o5apWburTPQTdbyzW8/QImrjtbWVgqjs7l81qVse/AwOkMkc8dMY6KxgB3N+6nrbSYsOIRrcy7zH9ftddPkbMMQFcUNs6456eX11T11OL0u9CERGMNPHVS67d20WltQqVQUxOSf8rGno7K3DLvbRliQljzD2BE7rjg35Hvz7Dlrgenee+/l0KFDbNmy5aSPeeSRR/yN44QQI6fJ2kB5z2EAUsLTyTUUnHZYigw1cGnqQsKCjxWGe7we3qndSFVPLWqVmqsyF5Fz3MqJ0Wjkvoe+yfOlr9Nq7UCFigXpM1mYNnPA1V5mRx9/3fsfansbCVKpuWXsUibFF/KbLU9S2VmHRh1MRJWHpzf8i4Spvq7aE2LyiAkJ5f/+9if29VcSrg+nMCefr113N2MzTx4wGpuaePzlJ2ltbaWjtJlXM1/hjjvuoEtvo6KhCpfVyeMPPYbjJw4MOXGEa7TcPvE63F43b1Z9AMCVWfOIDD22HVndU4/L6yI2PJrvPvTQST/bgx2+ES+FMXmoA3z+5T0VAKTp04gYxpWLw9Fma8HU3wioKIgeP6y6NXF+k+/Ns+estBW47777ePPNN/nggw9ITT15D5Hvf//79Pb2+v9raGg4G6cnxEWtyVrvD0tpEZnDDkt9zr5ThiW318NbNe9R1VNLkErN0jGXDwhLAKWdVfx1379p6DHRUm9iadJCLk2fPSAs1fU284tta6jtbSRco+W+qXdREJ3Nzz74M5WddYRrtNw/6wskFKQwafEMFAWuH38FRkcU//vHn5I2M5eq6iqc3TZ+evcPThmWTCYTt351OWU1FXhcbjrKTTz44IP8as1juOODyMjIpOnDCh778++wpkJzczNXps3GEKbnk6a9dPR3ow8JZ1H6zIHvs6sKgGRNPKtXrx405gWgy9bt73Q+Pu7Uo00cbgd15noA8qJyT/nY4bJ77P4Vxgx9FtGhUhpxMZDvzbNnVP95oSgK3/jGN3j11VfZtGkTWVlDz3A6KjQ0lNBQKT4UYqT4VpZ8qxrpEVmMicwNGJZMJhNP/OMJxl4/Dk+Q55Rhqba3niB1ENeMuYKMyGNXuHkVL5vqt7KpYRtOlwtPh4Onv/Znpv+mgLRwo3+7apfpIP869F9cXjdJ4XF8dfLt2F0OfvbBn+ixW4jRGrhn2i089/Fr1HQ1EBcTS7YzkbuvvZOnN77AFPVM6mrruPyS+Tz4hQeIijCc8n298tqrdKjNxEXHU/LhPrwuD4/86hc0xpmhv59wSzD3fP5LNMdaMLeZqdhWTJu2nvrEBt6u+hCAq7MXEBp8bNyJoiiUd9XgdLloOdBw0iG0+9t9YSUrMn1Qd+8TVfZW+Tpvj9AYFEVRKO0+hNvrJjLEQKZ+5ArIxbkl35tnz6iuMN177738+9//5tlnn0Wv19PS0kJLSws2m200X1YIwcBtuNMJS2+uf5NGbROt3a1ovBoWpS44ZVi6bsziAWHJ6XHyfOmbbGrw9Smyl/Xwm1tX4zDb/cNZvYqX1yre46kDL+HyuhkXn8uDM1bQae3mkU2P02O3kBKZyFen3s6TG5+jpr2BiDAdP77xW/zPvd/h8Xf+QU1bPfGxcSzMm8X3vvRtgtTqAb2UTrRmzRp+/tRvCNIEY6ptIjc2i29/+9uEj4ujtbedhso6Xv7Nv9Hnx7Gr7gA1VTU0v1PGPffcwy+e/x29Dgux2ijmpEwZcNx2Wydmp4WOtnb+Z8V3gMFDaO1uB6Vdvi22SQlD13Ae5fF6/Ntx+dF5I3K5f6O13j9YtzB6wog2vxTis2JUV5gef/xxABYuXDjg9r///e988YtfHM2XFuIzzWRtGrANN5ywBPDEU09QF1pPTHIs+3bsp9PWwU0/uNF/v0fx8k7N+9T21hOsDuLaMYtJOzIUF3yz4J45/Cot1nbUKjXX51xJUnYM44Nz/FfLXX7VFTyx7zkOtPmuqLsiaw7X517OzsYDPLHjOTyKl/y4LJblX8Ef330Ks81CvD6G7y75Km0d7fzytT9gd9qJN8TyzZtWkp6QislkYt26dSdd3QFYeM3l7Og7TF1tLSuv+yJ33nw7He4eHnn9TzQ3N7P/xS2ogtW8UPw2yZmpLM1dyKPdH/LXtWsoTWvDgYursxf4m1QeVdFVC8CUrInM/MtfhxxCe6C9GJfXTbw2lpSIU3f3rrPU43Db0QbrSNennfKxw2Fxmqky+3o55RjyT2uwrhDimFHfkhNCnF2t/SZKj9SqpISnkx05vFUKp8dJ0U2TiO2M49DeQ0yPmca1V17jv9+reFlf8z7VvXUEDRGWTH1t/PvwK1icVsI1Om4tuJYMg69m8ejVcjMum8PTdW/Q0teORh3MHeOuY5qxiHcqPuL5A+sAmJoygfmpU/jdO2uxuxykx6bwnavvYWfJPp5570W8ipeCtFzuv/EeIrS+L/81a9b4C1+P7/l0VF1DHb/59x8JjwxnSlYRd958O/oYA7986a+0t7dT/XEJ1qZeUq4pJNYYx+TsCdw/5S50D0PS9Ez2m5qI1UYxwzh43EnFkTYBE1PGkZWWPGgIrcvrZl+77+rAKYkTA/4sjg7ZzY3K+dQrQR7Fw+Ej3bzjwhJI1o3sHDohPkvkEgkhLiIdtjZKug8CCsnhqcMu8HZ73XzUtAWHyk58dDzJViPX3nSN/0vfqyhsqPuQyiMF3teMuWJAWCrvquH50jdweV3E62K5c+wNRIUdqycyGo3c8o07eWr/i1hdNqLCIlk56VbSIo08u/8NNlT6rp69ImcO2RGp/P7dJ3F7PBQm5/CNy+/mvx+/xfqdvkG484tm8cXFtxF83ErPypUrSU1NHXJ1x2Qy8Zun/0R1Yy0FOfmsvu9hjEYjaz74N93WXsZm5XPTFy/ju03fJ3NOPinJKXx97nJSY1L58cM/ZtWWPwBweebsQW0KHB4ndeYmAHKiM0nQxQ5qVlncUYrd7cAQqicn+tR1nJ22TrrsXahVarINgfs0BVLZW0a/u48QdQj5ZzhYVwjhI4FJiItEl6OT4u79RxoSJg+7z5JX8fJJ81Y6bO1o1BouzVjELQ993n+/oihsathCWVclapWKq7MuH1CztK+1mFcr1qOgMMaQzi2F16I9ruZJURQ+qNvGK+Xr8SoKWVGp3DPpVnTBYTy+/Rl2Nvr6Lt0yYQnBLjV//eDfOJ1OlHYHn7tyCU++9Qy7yvcC8LkF13HNzGPdtU0mE2vWrGHlypX+VayjqztH7zP1trGlYReg4t1/vs4/w8aw9K5lfFKxC7VKxX1X3U2YW8PbfduISDJwVcFCxsSkA3CgrYyO/m7CNVpmJk8e9NlVddfhUTxEhxmIPzLm5Phzik9MYHfrfsC3uhRoxejoGJSMyIxP3aiytd9Es9V3xVRB9ARCgkICPENcTDrqynG5L45dnr423xWjJSW+C1ji4uJIT08/6+chgUmIi4DZ2cuhzr14FS9x2kQKh7maoCgKO1p20mxtRq0KYl7KPKLDogfcv6VpO4c6SlGpVFyZuYgxURn++7c07uDd2s0ATIwvZFnu4gGrMC6Pm+dK3mBr0z4AZqVM4tbCa3F6nDy6+W+Ud9QQpFKzYtotNLe18Nqe9bhcLmKc4fz1F2sI9qhxhyhow7SsWHons8ZO8x97qLqlo6s7R+/76f/9lGu/eQupqWkc2rKX3/7018y7bAF/2Ozr8r100uXkJmbxZulGotPiiQyN4MZxi/2vsbFuKwDz0qYNuDLuqNKuSpwuF3UHK2lJaQEYcE658wuxuvqJ0IRTEJN3yp9Fv6ufhj5fwPm0rQTsbhvlvb4vlwz9GGLD4j7V8cSF5+CLvzvXpzDCVCxfvhwArVZHaWnJWQ9NEpiEuMBZXX0c6NztW+kIjWVc9IRhjTsBONBxgFpzLSqVirnJs0nQxQ+4f2fLPv9suMvS55EX7bscXVEUNtRuZkvTTgDmpEzlisx5A1ZQuu1m1u57jtreJtQqFTfmLWZRxky6bD08tuVJmsxtaINDuW/Wneyq2M/Gwx8DENYOTzz6ezIXjmNPyX7SUlJ5+Du/oCB9YIj49a9/zWOP+Ybpnli3dLSmyXhJFhW1VaQlpfClJXewZMkSXji4jj57P+mxKSy7ZDFd/b28XvI+ALcULSU8xNfFvM3aSWV3HWqVinlp0ziR2+thv+kwvT09vPCbpxivyaGkpMR/Tl/9+ld58PkfYcxIZkrSRIIDDM4t7S5DURQSdAkDQuvp8ipeirsP4Pa6pIXAZ1jh1V8k0pgR+IEXCI1Oj9YQi9lUy/anVtPR0SGBSQgxfA6Pnf2du3F5XehDDIyPmTSsQboA5d0VlByZVTYtcRrJEcn++0wmE39+dQ3RUxLQaDTMT53lH3fiVby8WfU+u1oOAHBl5jzmpk4fcOzqnnqe2Pc8Zkcf4RotX574OQpis6nvaeaxLU/SY7cQrY3kG7O+wNt73mdH9T5UKhV3zrkJg1dHj91MWWU5BTn5/O9d3xkUlkwm04Cr4B599FHuuOMO/69XrlxJkCGE5z5+jczMDL53+wPMu2Q2H5ZuY29dMcFBQdyz6A6Cg4L5z4HXcXpc5MZmMDv9Ev8xtjXvA6AwNofosMhBn19VTy1Nrc3UlFbRVd3OihUr+Pa3v83atWtZsWIFj/7rMbzJwUSGRDA+9tSNKp0eJ9W9vuLxwpgC/3s8urU31JiVk6kxV2J29hCsDmZsdOBtQHFxSho3nYTcSef6NC4qEpiEuEC5vC72d+7G4bGjCw6nKOaSYY+6aOxrYk+bry5oQtwExhiOFSObTCZe+OBlGoJNqHtDmZs+w987yKt4ebX8Hfa3+7Z7rsu5gqlJRQOO/XHjbp4rWYfH6yE5IoGVk28jXhdDcWsFf9z6T+xuJymRiXx9xnKe2fIyxU3lBKmDWLloOfogHb97ZQ2h4WHkpGXxs6/8kMKc/AHntmbNGiwWi38l5+jtx4cKXWQ49e42jMlGrp+7hHmXzKbd0smzW18F4KapS0iLSaa0vZqdjQdRq1TcOfkG/zamoijsNPkC4YzkwVfGAexrO0xcfDwpnng2Kq8NKDb/8eqHCRkTjt3roGpTGW2xbacMPRU9lb4VoVADSbqkYbVJGEqXo5P6Pl/wKogaj/a4mX9CiE9H/ukhxAXIq3g42LkXq6uP0KAwJsZOGXZRb6etk62mrYBCdlQ2Y2MKB9z/l/+sYZfZFxbW/30dHz/3EeBrqPhi2Tr2t5egQsXn8pcOCEser4fnS9bxTPHreLweJieO5bszvkK8LoZP6nbzmy1PYnc7yY/L4v6ZX2Dtxn9T3FROqCaE71x9DyqXwq9f/DN2p50JY8by7CNP+cOSoii888G7/OR3P+fJV56m2dbOwz9dBcDatWv57ne/6z8PRVH4+zvP4vA4mV40lS9dcwdexcvfNv0Hu8tBXtIYripahFfx8tyBNwCYnzmd9KhjK2y1vU102noIDQqhKGHwqJV+l43SzkpCNBpumnntgGJzo9HI0hXXY/c6sHb28X8P/JR169adtKGm2+um/Eix99gY31WNa9asYcWKFcDgJpgn4/Q4j1whCcnhacRrEwM+RwgxfLLCJMQFRlEUDncfotfZTbA6mKLYSwg7spIQaBvH6rLyUfMWPF4PxnAjUxIuGVAc3mJtI26uEVVPKJtefJ+vXPYFrll6DW6vhxfL3qSks5IglZrPF1xLYWzOcce18bf9z1PW6VvduC73MhZnzQPgzdKNvHToHQBmpE7kxsIr+d36tTR3txIRpuM7V62kurGWf737AgoK0/In89Vrv4gmWANAa0cb/3z1Gd7dtIHm5mb0sZHsLzkALu+gnkcAHx3Yyp6KAwSrg1h55DjvFW+m1FRJSHAIX1l4O2qVmu0N+6jtbkIbHMoN464c8Dnta/M1/ZyQkD9kEN3XdhiP4iUpPJ6irHEUrRrnv6/fZWNP637a29t5fvW/UDzeIXtDHVXeXYHD4yBcE0G63leTcao2CUNRFIWSnoM4PQ50wRHkRJ58np4Q4sxIYBLiAlNlLqfd1oJKpWZ8zGQiNHpg6KvGjg8SLo/L12vJbScqNIrZybNOKNLu5fWqd1AFqylIzEWV6uCapdcQn5jAC6VvUtpVSZAqiNsKr0Pv0LJq1SpfrVBkCH/Z+wxt1k7CgkP4wvgbmZhYiFfx8u+9/2VjtW9EytV585mbNoVfrPszXX09RIcbeHDJ19jwyUb+vf4F4uPjWTztUu668hbUajVer5f3t27iyef/QU1tDakpqRRm5PH+1k1kZGSy7Lpl3HLtzQM+m9budv793osA3DT/OjISU2kzd/DCDt9K0i0zriUxMg6318MrxesBuCpvAYYw/YDjHO1CPilh4Oob+LYlt5t825nTkgZv1+1s2YvT66IgJZcfrHyIe3bdc9LQ4/A4Ken21ZFNiBvn/3kYjcZBbRJOpaGvli57B2pVEONiigb1ixJCfHoSmIS4gDRZ62noqwWgMGr8gInzp+p2rSgKW03b6HX0EBYcxvyUeWjUGv9zra5+Xqt8G7vbQaIunhtylxIy8WY8Xg8vlB0flq5H7wjzBzNduoFGoxm32kusNoqvTr6dFH0iTo+LNdufZXdzMSrgtonXkhuVySNv/AmL3UpSVALfvWolL2x4lXVb38XUbKLIWMCVRQtQq9V0dHey9vm/s/vgHlpbW2lpMJFtSGfp9VdR2VhDVJSBCYUDZ7J5vB6eePNpHC4HBWm5XD39Mt/23EfP43A5yTdmc+nYOQBsqd1Fa18nkaERLM6dN+A4bdZOWq0dBKmDKIzL4UTlXTV023sJCwpl4gmBqsfey8EOX33XZdkLCE5SnzL0lHaV4PI4MYQayNAPvKLJaDQOuSJ1ol5nD9WWI93BDQX+AC2EGFkSmIS4QHTa26no8a1GZEXmkqgb+AV8qm2c/R0HBvRa0ml0/vucHhevV76D2WkhKjSSa7MXExKkwat4ebFs3ZFtuCBuH3s9udFZrFq1itWrVxM3OYWXmjeQrEphztjprJx0G5GhEfQ5rPzuk39Q2VmHRh3MPdNvJUKt4yevPEajqYnJuUV8b8m9/Of9l3n1wzcxNTdj2lfHb1/+JZGOMK5atoS/v/wvbHYbDfUNVOwtpbupg/p9VdS3NDJmUi4GvYHcjIGXy6/btoGKpirCQsJYsfRO1Go1H5Vt53BzBZqgYL48/1bUKjVur4c3S31dw5fmLyJMM7BB5MF23+pSbnQG2iGaR37ctAuAKUmDm0F+3LwDr+IlIzLV1wk9kpOGHouzz9+osihuwhl14XZ5nRR37UdRvMRrEzHqUgI/SQhxRqToW4gLQJ/LQnHXARQUjLoUMiIGj9g42TZOrbmO0iPtA2YkTSM27NiqlEfx8lbNe7TbOtEFa7k+52p0Gi1excvLZW9zuLOCIJWa2wqvI/fIWI977rmH7/39J4y5eSKZWVlcmjebB6Z+icjQCDqs3fzsgz9T2VmHThPGd+Z9hWCPmkde/yNtne1U7i4hzRLNH196gm0lu0hMSOTm2dfSXdXGmjVriMtK5C/PPIHNbmNMehYP3v0AabG+Yuw777yTwqm+VaUlCxaj0RxbIasx1fHqFt8sui9ceQvxUXH09PfynyNXxd049WoSDfGYTCbu/8WDmHpbiQyNYOGYGYBvO3PVqlWYTCYOtvtCzPi4wY0mGywm6syNqFVqZiVPGXBfo6WZqp4jPa1SZp7y56koCnvbfY1GE8OTSA5PPuXjT3aMku5iHB472uBwCqLGy+gTIUaRrDAJcZ5zehwc7NqLR3ETFRpDXtTJR56cuI3Tae9iR4uvuWRhTCEZkce2fRRFYWPdR9SbG9Gog7k2ezGG0Ei8ipfXKt9lt+kgHW3tfGnyLeTF+Oaaebxe3u/aQUecDaOSzDX5l7J8yg2oVepBPZa+O+8r1LY28LdNz2JqMVG29RDNH1bwWN+fyZ6QR2Z6Bvd/7l7idTG4ux1UdNSwt3g/8fEJ3Lj4emZNmMY777zDgQMHyMvLY9q8Gews30tEeASLZs73vw+X28WaN/+Jx+thWv5kZo/z9YT698ev0O+0kxWfxuIJCzGZTLz55pu8W7GZgpjxLMlaQGhwyIDar8TUJEqMDQQFBzM+fnBg2lTv6/xdFF9IZGiE/3avovBRo+++CXGFxGpP3Xiysa+J5r5mVCo1l8RPGnLUy3DqljrtbahVasbFFA27pYQQ4szICpMQ5zGv4uFg1z7sbhvaYB3jY4bfiNDutrOl6WO8iofkiGSK4iYMuH9Hyx5KuipQqVRcnXUZieHxKIrCW9UfsL1xH+aeXt78+QuUfHQAk8mE0+Nkzb7/sLVpL6EhIXzn8pXcNfUm1Co1JW2VPLLpcXrsFmJDDITtsvPJgR088cEzeBWFq6dcyoPL7iVjbj6FU8aTnpLG/9x6P0XZ41Bp1JiDbRwqL6GxoZFCYw5zJ83kb3/7m//S+oqKCtZ//B4ASxdcRVjosVl1L3z4Gs2dLRh0er64+DZUKhV76w6xs2Y/apWKu+ffSpA6iDVr1vDAT/+HsEQ9NVU1HF6/B2DAJfw/+vPPaG1rIzkigYTw2AGfV5OlhYruGlSomJ82Y8B9JZ1ldNi6CA0KYYZx4MrTiVxel78HVmFMAYZQ35Di44PbqdoQAPQ4uqk2VwCQYyhArxncWFMIMbIkMAlxnlIUhYreUn/X5gkxk9Goj9XMHL+NdCKP18OW5o+xufvRh+iZmTRjwKrU4c4ytpt8gWFR2hwyDb7L2d+r28IO0z462tt57efP0XqgkRUrVvDntY/zi81/5d39m1A8Xu6ZdCvz0qYCsL1hP7/Z8iQ2t4M0XSJjWmL422tP84+PXsDlcnHF+PncteDzVLqayBqbQ2pSCg9/8SHyUrMprSpj9R9+Tkl5CZXlFdTuqeDh7/3Iv8qydu1aAL778EPooyKJjIjkstmL/O+jrKGSd3d+AMCXl9yJXheBy+Pi2a3/BWDxhIWkx6ZgMpmwWCx87jt3ArAwZyb33fN1gAGvc8u37iI+Pp6JiYOvjnu/zje6pSi+gLjjVpBsbjsfN+8AYLrxkgGDh4f6We1r34/N3U+4JpyxMWP9jxlu7yWX18Xhbt/2bKLWSLIudcjHCSFGlgQmIc5TTdYGmq2NgIqx0RMJ1xzbAjrVaoSiKOxp20uHrQONWsO8lLkDipMbzE1srPcNzJ2WNInxcb5wsLlxB5sbfV/8nx9/LatX/hCAP679M7YpIRxqKqOhup7sljjiPb5VkXcrNvPX7c/g9nqYkjIedvTw06d+ReK0dOrqaglrhysK5/HIM7+lu7+H8fljWf2l75GRmMq2fTv41drfYrVZuaRoMt9c/jUcVjtr1671b0ktXbqU7//w+7T2daLRaPj8kpsIC/UVYtudDtau+xcKCvOLZjEpx1fftP7gh7SZO4jSRbJsymL/Z/W7P/+etqBeEhMTuWvh5/1bXkdf539X/QhPbBAajYYpicf6KgHU9jZQeaQ+aVHG7AH3fdy0A7vbQZw2hqL4gc878Wf1+qY3KG0/Wk82fcB8ueOD29HP4ESKolDac6xu6VTbs0KIkSWb3kKch3oc3VSafV+s2ZG5g6bNn6qFQFVvNVW9VYCK2cmziAw5tl3TaetiXc0GvIpCXnQ2M42+VaKdpv1sqPWFqKOz4UzR+Xzvpz+kPsNMVWMddWU1lP19Ow+2vYvl4S7G3zSDdWWbALgseza3TbyGx7v/yZSQOdTV1XLNuMu49fKb+Pkzv6W7r4eEqHi+d9v9xEbG8Pr763jpHV9B9tQJl7Dy1i/T1dlFR1vHgIJ1o9FI+rgxNO5pY0x6FnOnzPK/l5c3v0FbTzsx+ihuv9TXj6m338wbezcA8PkZ1xKmCfN/VtETjdQ3NpCTmMn0vMkDPk+j0cjiL1/Hs8VvYIyIJ1l/rEu2oii8e+SzmZpYRExYlP8+U18rhzt9V9UtSptL0BDbpUdfXxuhZV/XPnLbc1k4bgEJuoRB5xCo91KjtZ4OWysqlZpx0VK3JMTZJH/ahDjPODx2irv3+ybXa5NIi8gc9JiTtRBot3Wwu8231VYUNwFj+LEvXaurn9er1uP0uEiOSOLyjAWoVCoOtpfxRpWvPmh+6gz/IF2VPhjVvGj67GbyUrO5zDuJ+9ve51eP/oqd9lIqD/Wi0YRw07jFXJ23gCc/fI5djQeJijKQ7pzCzZdez9/eewZzv4WUOCMP3Xo/kTo9/3z1GTZu3QTA4nmXc9s1n0etVg/Zd6ispoJP9vgaX955/e2o1b5AUtFY7d+Ku/uqO9CF+Tqdv7r7HewuB2MS0pmVM2XAZ/V/7/+ZzMwMbp50zZCrMlsafO0CZqUMDFOHOspptJjQqDUsTD929ZtH8bKxwRekCmPzMEYMPYpk5cqVpKSm8HbpO4ybNI7kmGSK4oqGfOypei+Znb1UmX1X8OVE5qMPkbolIc4mCUxCnEe8ipdDXftxHhmVURA1bsgv96FWI2xuGx83f4yieEnTp/mn3gO4vG7erHoXi7OPqFADS8dcQbA6iIruGl4ufwvwda2+LMPX2LHZ0srvd/0Ti9OKMSKeb0y5C1u3lepvV3FQU8fhjhqyejP58rTPc1XefP7y/tPsrj1AkFrN1xZ/mQRdLI8+/yesdiuZien8z63fICRYwx+efpw9xXsBFXcuu43xYwr5yU9+MuRVYR6Ph6dffQaABdPnkZ3ua2vgcrt46p1nUFCYO34GRdm+bbCm7hY+LN2Ky+Wid18LrTNa/bPdFlyxiBf7N2EwGLhy/IJBn2dtbyP1ZhPB6iBmJk869rl53Gyo9c3Sm5s6DX3IsW3RPa376bR1ExYcytyUGScecsDPasKlRViy+4iOimZR1sLTXhlyeV0Udx/w91tKCU87recLIT49CUxCnEeqzOX+Iu/xMZMIOsUX6/GrEV7FyyfNW7G77USGGpieNM0ftLyKwobaD2jtbycsKJRrsxejDQ6j0WLiuZI38CpexsflszT7UlQqFY3mFn6/659YXf2k6pO4f+pdRISEExYXSmOyhRJTFYrHy4ePvcGk21OpaqvjQEMJwUFB3Hf5l4gI0vHTfz5KQ3Mj08ZdwkO33Q8K/OqJxyivrSQ4WMNXb/syafEppxzl8uGOzTSYGgnXhvP5JTf6b1+3fQNNHSYMOj23X3ZsNMp/d7+Dw+kk3K7ht6sfZWxqnv+YJm8XxuRk0qOSSYjwXf12/CX8H7T7VrEuSRpPREi4/5hbmnbS4zCjD4lgTsqxq9+6bN3sOFI0Pz911pCF3ke197dT564jOTmZKYlTiA47dcuBEymKQmn3IezufsKCteSfJEQLIUaXFH0LcZ5os7XQ2FcHQGHUBHTB4QGeccy+9v2029oJVmuYlzxnwNiTrc07qeypJUilZmn2FUSHGWjv7+Rfxa/g8roYE5XBjXlXo1apaTCb+P2uf2B19ZNhSOab075IREg4Vmc/v9r8BCHJ4eRkjqHuhf386sGfoRobwYGGEkKCNXxr8T1oVaH8379+Q2tHG5UHyshQJdBQ38D//eWXlNdWog3T8tCKbzG9aOoprwrr67fy4pEapxuuvA59uG/cR0tXG69/4hvke/vlNxOh9X1GjV0mdlTvo729nX/9fO2gY+41FQNwSbJvNer4QuyX33qVbQ37AFh03JZbr8PiL4K/KmuBv3DeqyhsbNiCR/GSGZlGfvTg8SlH2dw2PjFtRVEUMiIzyDFkn/SxJ9NoraPD3nakbmnigJ+tEOLskcAkxHmg32WltNv3pZ4ekUWcNiHAM46pt9RTfmTExkzjDPQhx2aJHe4sY3frfgAuy5hPSoSRXoeFp4tfxua2kxyRyG2F1xGsDqLBbOIPu/6J1WUjKyqV+6d8gXCNll67hV9+uIbqrgaidAa+v+jrfOtL99Gg76aup5kwTSjfvfqrqD3wmxf/TKOpicM7DlC/pZz7v/lNvvN/36OxpQmDPpIffu1/yB/jawh5/FVhjz76KBaLxX+134tvvYy130pKYjJjM/NZtWoVzc3N/HP9c7g9borGjGNm4VT/+3xzn68G67JJ8/jTL38PHLvSzO5ycKjF9/kcDUzHh7Vfv/YXWttayY3OIMNwrOP2W9UbcXvdZESmMD4u33/73rYDNPe1EKLWsDBtzklXezxeD5ubtmBz24gMiWRq4pTTXhnqcXRT1XusbikyxHBazxdCjBwJTEKcYx6vh0Pd+4508o5mTOTJVyxO1Osws6PFV6xcGFNIasSxWWJNFpO/fcD0pMkUxORic9v5V/Er9DoshKOl6Y1yuto6abS0DAhL911yJ1pNGD02M7/8cA31vSYiQyP43sKvMj6zAM3kWBrNLehCwvifpV/D7XDx2It/weFyMm/ybL6//FuEhIWw9M5lREZHkhAbz8rPfZmnnnjSH4qMRiNTp05l5syZmM1mHnvsMdatW8fWXdv5YLuvbmjpvMW88847rF69mieee4p9lQfRBGm468pb/OGj1dzB9irf9tjt824cVNu1v6UUl9dNYkQsaQajvyfTo48+iiYyjJm3LCQ+Pp4l2Qv9n11ZVzUlnZWoUHFN9uX+1+qwdbG12fd5z0+bRWTo0INuFUVhV9tuuuxdhASFMC9l7mmvDDk9Dn+/pQStUeqWhDjHpIZJiHOs0lyK1dVHiDqEsdETUQ2zk7fL6+Lj5o9xe10k6BKYEDfef1+3vZd11UfbB4xhhnEKbq+bZw+/Rlt/BxpvEBGVKr73458SmxxPeXwbzZ0tTM4c7w9LXf29/PKjNbT2dRCtjeSh+SvRh4Tz67f/SnVbPeGhOh5c8jX6rVZ++9LjON0uJo4Zx/033sOeA/tYeMMVhOnCyEzN5IvX38HmDz8aUK8EsGvXLrZt28a2bb4aohUrVnD9l24mMtbA3Cmzee/tDaxevRpVkJpn33+Z9OwM7vv8PSREHWuz8O7BTXgVhaK0QtJjfYHxaG2XyWTid8//BXWKlikpE2hpaWHdunU89thjPProo9zyoy8SZoikMCEHvSOMVatW8aUVd/NGk2/FanbKFBLDfa/l9npYX/sBXsVLliGdwpjBo1OOKukqoaa3BpVKxWzjrAGrfsPhmxN3CIfHji44gnzptyTEOSeBSYhzqLXf5G9OWRhTRGhQ6LCepygKO1t2YXaa0QZrmW2c5R+ZYnc7eKNqPRZ7H5217dww92oUFF4uf5s6cyMhQSH0b27jvh/8jNAYHU9Xvk6cPYHmknoWe6bQU9BNv0HLLz/8K23WLmJ1UXxvwVfRBYcNCEvfu+Ze+ix9/rA0KXs8N8+6lod++D26FAsJSQmMSc/iu19+gF//6tFBfaMA/21H/fBnP6KqvY6w0DBuWXoz/QuspKam8oPfriKnMJeslEyWzLjc/3ib086Wct+svMUTFg44lslk4r9vvsaB1jKyIrIYE5Y8oH/V/z7yMFf/+g70Gg2zoop46623WL16NUp+GI4kSIiIZVH6sb5PnzTvoNPWhTY4jMvS5580wNRbGjjQcRCAyfGTSQpPGtbPdMAx+mrpcnSgVgUxPmai9FsSp62jrhyXWznXpzHi+trqASgpKRnW4+Pi4khPTx+R15Y/hUKcI/1uK2U9hwHI1I8hJjQ2wDOOKe8pp95Sj0qlZnbybMKOXKXlUby8XfMe7X0d9HVa+O09vyTrN8lETk2guK8StUrN7YXXo83UYEww8mTZy8SlJmAqa6D0qe183baFww+WUmfsQZ8UhdGQyPcWfBVzZw8rn/oWYfERROsNPLT0XqxWK4+99JcBYenfzz3DW9s2kJU1hikTJvO9e75DWGjYSftGHb3t0UcfpaGpkRZrBxqNhmVXXItBH4lBH8nsBXOYdGA6BoOBLy65jRDNsa7lW8p3YHc5SI5OZFzKwBWfNWvW8IfX1pK8OJ+yXYd5o+VVvrryq/7X/Mpvv4kjBsbF5bL+2Td9zS2z4tjZsp/koGS+MulWf6F3TW89+9oOATA5Yhy/+r9fDtkKoa2/jW2m7QDkReeRF517Or8lAF/dUs2ROXF5hsIBHd6FGK6DL/7uXJ/CKFKxfPnyYT1Sq9VRWloyIqFJApMQ54BX8XK4+yAexY0hJJpM/fCvnmrrb2Nfu6+Qe1J8EfFa35aRoihsqt9Cg6WZjtZ21nz9D9jNNn7+zG+4LHIpycnJ3Jh7FWOi0jFr+2jK6CNTPYas+HSuD53LfbbN/PTRn7MntIrqpnrGarV8eeaN9HX18vDzj1JuqiInNIdvX/oV7P02HnvRt7JUNGYc37hhBd/9wf/w7vaNqNVqivceZGr6BP+Q3JN1sT562x133MHGnR+yfvN7GOOTuHLOZf73+2HJNpKSkyhIy2Vq3iT/7Yqi8N7hLQBcNnbuoBWfe+65h/KkDg7UHuam6Uv46rX3+M/j2488hDkGQkNCWJZ3BeqVl2FMTeY/tW+QkZnBrIyp5ERnAr6Gn+/VfQhAVlga+zbuGbIVQo+jl81NW/zDjifHT+J0OT3OAXPiknTJgZ8kxBAKr/4ikcaMc30ao0Kj06M1BP4HptlUy/anVtPR0SGBSYgLVbW5Aouzl2C1hrHRE4Zdn9Lv6ufj5mOXqedFHVtV2dt2kOLOMlQqFTeNv47sVSn86E8/4ar7l2GIiuLKzPkUJRTS77Lxx91PY/ZYmZA9lm9Pvxt7dz9Nq5r4RDlMfVMTrl47/33o7+S3xHOYespMlXgcbtb/5iWyrfFYYjw4XA4mZBXyzRvv4XBlKV0eM5lZWRTvOcAP73uI6669bsC5D9XF+uhtjS3NvLtlIwB3LruN4GDfX03Vpjq2Ht6JChW3X3bTwAHCzeW09LQRpgllbt60QZ+VWWNDZQgm1ZjCPVfd5Q82cQnxGOamYLN2sCB9Oin6RNBD5JQEciLzSI1L5vNF1wK+YLu+9gNsbjvx2lh2vbCNn6waPJLG6rLyYeNHuLwu4rTxzDbOPu2aI0VRKOk5eKRuSebEiU8nadx0EnInnevTuKhIYBLiLOtydNLQVwtAQdQ4woK1w3qex+vh4+ZPcHjsRIVGMS1xqv8Ltbqnjo+bfD2D5qbMYHLCBFBULNV/DkNUFHPTpzEnZSpOj5PH9zxLk6UVfUg435hyF9FhBiwxwahmRRHR0kNMfx/bHt/KH3/9B5qjzIS2hZMTms36x17hp6t+wmFrLW6nm7EZ+XzzxpWUVJXx+3/+BZVaxZyps5iWUcR111435Cy0oSiKwrNvPI+ieJk8dhLj844NsH1x02sAzBk/ncykgf9C3FSy1Xdf7jTCNIMbR64r24RGE8Lt825gzJEu4QDv131Ci7UDfUg4S7MXAVDRXUOJtYrk5GRuGXcdYcG+WrKtzTtptDSjUQezOOtSFt4zi7SUgVuLdredDxo/xObuJzIkknkpcwcM1R2uur5quuy+uqVxUrckxHlH/kQKcRa5vE5Ku321MMnhqcRrh54/NpQ97XvptHcSEhTCnOQ5/i/U9v5O1tduREFhQlwhk+LH09HfxbvtH5OckkxBTA5LxizCq3hZu+8Fqnrq0WnC+MbUu0gIj8XqtPHo5rXUdjbi7Xex/XfrWbzgcurCOmjqbkOvi+AbC79IXr+RUlsdNqcNR3c/t96+jLLqCn73jz/jdruYMn4y9y5fSXBQ4L9Wju+y3dzZwqHyYoKDgrn92s/7H1NcW0pxXSnB6iBumLt0wPPNtj521/oKqxcWzuJEdd1NHGwpQ61ScVXesVEo7f1dvF3l2167KX8xOo0Wq6ufVyvWAzDdOMm/FVfTW8fu1gMAXJ6xwDd01xg1YGsxNiGWjQ0f0Oe0EK4JZ2HqAkKDQjhdXY5OasxVAORFFRKhOb2r6oQQo08CkxBniaIolPYc9m+55EQWBH7SEdW9NVT1VAEqZhln+meaWV39vFG1HpfXTZo+hflps7G6+nm6+GXsbjsp+iRuzl8CwL+KX6O4owJNUDBfm3wHqfok7G4Hv/v4Kep7mulp7ea9n76Es9fGvv4K7FVaMtLSeWDxCuJ0UTgS1fS2mWmtM/Hxs+8xNXkCJaYKVGoVl4ybzL13DB2Wjg9HRqNxQJdtY7KRg82lAFy14EoS4xL8n9ULR1aXFk2eR/xxbQQANpV+gsfrISs+zd9K4HgvFfu6gU9PnegfheJVvDxT/Bour5v82CymGYtQFIX/Vqynz2klVhvNlZnzAeiy97C+1jfcd2L8OHKjx/iPfXQb0eVxsanxQ3ocPYQGh7EwdQE6jW7YP9Oj7B47h7sOAApGXQpG3eD3I4Q496RxpRBnSXN/Ix22VlQqNWOjiwga5rZNl72LXa27AZgQNx5juG+ry31koG6fy0p0WBRLsi7D4/XwzOH/0uMwEx1mYPnYGwgJ0vDf8vfY0bwftUrFiom3kB2djtvj5k9b/0VFZx06TRg/Wfpt/vSL32Gck03RpVNJTEjk/iu/jNrm5Uur7qW5zURrvYlPnnuP0PAwnn7jWUwtJiYVFnHf8pX+uqOjTCYT3/nOd3jmmWdYvXo169at84eno122f/CzH1FaUYZBH8l1ly7xP3dX+T5qWuoI1YQyI3syq1at8je8dHs9bDz8MQBXjJ8/6PMqbq3gYEsZXreHmvWH/M/7uHE35V21hARpuGPsdahUKnaY9lHWVU2QSs3n868hJEiD0+NiXfW7OD0ukiOShhys6/a6+ahpM532ThQ3HHxlP32dfcP6eR7Pq3g41LUPl9eJXhNJXlThaR9DCHF2yAqTEGdBv9tKZW8ZAP/P3nmHN3We7/+j7SXLtrwk770w2Oxt9jIkJGSTnQBZbUabtvm1CdC0TdO0GU2TBsgkZC8CIYEQ9t5gbIyN95C8t2Xt8/vjgMABG5Jvs8/nunpdRXqP9Eo2nDvPez/3E++fhFbtf0nX2Vw2dpp2ezqv0oPEG6ogCHxVue3sQN34aagUKt4tXEttVx1eSi9uypiHr8qHTRW7+apCFBg3DZjLgJBk8XjuwHvk1xejVqh4cOztJOljOVpZQMbkwQQE6Lhv+m10m9u578UlNHe1EqQNYO97W1Bp1EQPjMfX14/BA7L41U13X1AsnQmIPMMZk/SZiIG77rmLMdPG4+vny1UzrvR01Lndbj7e8RkAo5KHsH3ztl5daeVdtbR2t+PvrWV4fFav93W5XbybtxaHw46+w4d/LH6CJGM8IyaP4ePSLwHICRnKf/7xb+bePI/15q0ATIsdj8EvFLcgsKFiM63WdvxUvsyKm3KesHW6neyo3UljTyNup0DXkQ4W/24xxkDjeQOEL8ap9iKP+T8jKAu57Jt7nyQkJL4fpAqThMR3zJkIAbfgIkATRJTvpbX6CoLAXvM+LI5u/FR+jAwf4TF57687THFrGXKZjFnxUwjw0rGhfBsnW0pQyBTMT7ucYO9ADpqP81GR6M+5InkqI4xZCILAW0fXsK/mGAqZnF+PuoUkfSwbjm9je9l+jEYjd06cT7hKzx9eEMWS02pn3/tbSUhIJHpQAnKFnGZzA46GHv761796qjhnOLeKdIYzs93OtPZfe8d8fP18SYhJYNzQ0Z51+woPUdtkxlfjQ9mBk70G9L607CXWHdsEwNQB41Apeo8b2Vq+j+r2OlobWnjxgafE6xYu5PF1z2Bz2Yn0CqPpQDV/ffJvvH7kfXrsNlKDEhhpHAyIJu/y9ioUcgWz4qfgo+ptyHe5Xeww7aLeUo9SrqJ0wykW3bTIs79zBwhfDLOlFlN3NSAjPXAg3pdo/peQkPhhkASThMR3TGVnmaeKkPYNIgSON+dj7jajkCsYGzHGE6JY3FLKPrM4O21i1DgitUb2mY6wrXIfJpOJCcHDidFFcqqlgpX5n4jrYkYwJXYMAJ+d3Mym0t3IgIXDr2NAeDJ7Sw/zzt7VAMwbOotxySP43XOP0tTdisvhpHJHEVMnT2Xw5GHog/X0dFi467o7iYiI6HXcdoavD9Z96KGHelVf7IIDhZ8alUrFTXOvRy4X/ylyulx8vHMdADNHTOGqK6/i5ptvBuDmm29mwLhsalrMeKk0TEof2+v7auvp4KN80bt0+5hr+fvjTwAQMTkJl78cpVtO13YzCxcuZOANIyiuLqG1tokrkmcgk8kobC72DCqeEj0eocPV6yhQFEs7qe+uQylXkhMxjjuvv9PzOc8Iwkuhy9FJcZuYVByrjUfvFXyRKyQkJH5oJMEkIfEd0mFvp7KzDICUgHS8FOe3v1+I2q5aTjSLKeDDwoYSoAkAoL67kY1VYpdXdmgmGcEpFLWU8mnRl7S3tbFlxXpO7TjBsbJ8lh19B6fbRXZYOvNSRFGwo+IAHxWIFacbsi5nRFQWJ2qLWbH1LQRBYErGWGZnTeH1DW+jCNAQHxdH1c5iJudMwpAehVKtYuTQEdww6xoaGxp5+OGHgfOrK+cGVc6fP5/f/va3LFu2DLPZjCAIrPr0XUBgxKBhpMSdTcPekbeb+tYG/H20TBs6gdWrV7Ny5UoAVr65krd2fAyIQZV+mrMGa0EQeP3wR1gcVmIDI7hi8AzMZjPaeD3GCYnU1FQjO97Nr+68h8ff/AdhmZHExsRy9+hb8FZ6Yeqq8wwqHhaehb/N12NMX7duHTWmGnaYdlLXXYdCrmR8xDhCfEL6DOTsD4fbwfGWo7gFF0Fewd8otFRCQuKHQ/IwSUh8R7jcTk60HvdMmw/1vrSZYh32DvZ4xmskEesfC0CXvZvPyr7E5XYRq4tmTMQIzF0NvH9yHQ2NDez/ZCdlX53gnn33MffpWwmOCiM+IIpbMq9ELpNzvK6I1w59CMCslAlMTRxDVXMt/974Kk6Xi+HxWcwffSUfb/+M7Xl70Kg13DHvBgZ6JWLR2GlubyFUH8Kf7v0DAVodZrOZtLS088adnOFMN9m5XXGRkZFEJsZQVFaMSqni2tyrPOvtDjurd30BwGWjZ+Cl7j1S5dF/P06JzIyP2otZWZN7vdeeqsMcNReikMm5c+i1KOQK7rr/HhqyXRRXnWJ0xBB+N+1uur1sWIxujCojV6TOICs+k3ZbB+vKNuIS3CQExDLCMJQ/L13qmTl31z1387d3/0Z0RjTK02Ip1Cf0vM95KYhDdY9jdVrwUnp/o9BSCQmJHxapwiQh8R1R0lFMj7MbjcLrkruf7C47O2p34jydGJ11eryGw+3ks7Iv6XZYCPIKZEbsRDrtXaw68QkOt4PBMQP51eQ7kasU3PzCr9CFBxHqq+fu7BtQK1RUtZl4Ye+buAWBUdHZXD1gJi3dbTy9fjk9disphgQWTpzP1qO7WLNHPNa6bcYNjB8yBq9wP5rbW9Bpdfx+4W8I0OqA3lWkoUOHeipIX+dcP9PCRQt5/rUXAMidMIPgwLPjDb48uIXWrjb0/kFMzBrb6z3+tPhPNHh3olKpmDVocq/qUkFZIY+vfhaHw87c9KlE6sJxC26+aNiJV4APccHRPDD5TjQB3rxftA6lSsns7GlMTcvB6rSxpnSDJ8l7WswE5DKZ50hRpVHx78/+jSHZcLqyNL6XWPqmVHSW0mxtRC6TMyAoC5X8m2c2SUhI/DBIgklC4jug2dp02tALqYEDUMlVF7nitMm7bh+d9k68lT6MNY5GLpPjFgQ2VmylwdKEt9KLyxKmA/DWidV02rsI8dFz25BrmTVrFjc+ezeyQBWBvjruHXwjvmofWiztPL3zVaxOO2khCcyKGMejSx/jrx8/R2t3OxGB4dw/7Q6OlxWy8sv3ALhibC5jB4zgxbdWcKqiBG8vb3634EFCgnp7bQwGA4sWLeLgwYMX9DJBbz/TA3/8Lf6BOoJ0geROnOFZc6q8hP+8u5weSw+26g6aGpswm82eys2AmcPocdkI9Q9mxsAJnutqTLU8+eVLVJtrUbQLDNaJ2Vafl27jZHMZvl4+PHPDUsIN4bxduNqTTTU7YTJOt4svyr+i1dqGn8qXyxJneEzkBoOBGbNm8Jd3/orWqMVb48OEiPGE+oRc6q/AedRbzFR0iuGUKQEZaFWX1ikpISHx40A6kpOQ+B/jcNs52SameUf6xRCkufiQSBBN3qYuE3KZgnERY/BSin6n/ebDlLSVI5fJmRU/BT+1L+8WrqGuuwEflTc3pl+Bt9KL3R3H8E0IQiVXclf29YT4BGF12Hhm1yu0WTuI8A/l6rhpfPH556w68AkZ6iyiwiL4zcxF1Lc08t81r+IW3OQMHM3lo2fyxserOFxwBKVSxYO33keUIfKC+162bJnn+Orc+WpnOFMl+v3/+z213Y2oVCqun30NGrU4fsRsNvPsWy9SXVuDoSeMD1e8TrxeHIOydOlS/MJ0HBVKUSiV3DBqbq/OuEff/DuHWwtw2128+4flxNcFcuU91/F56VYArk+fQ5hvMO8UfkqDpRk/lQ/Xp16OXKbgy4otVHeaUMtVzEmYju85oZMOl4OTziKi06NRylVMiBxPsPe3N2Z32Ns9vxNRfrHSUF0JiZ8gUoVJQuJ/iCAIFLWdwO6y4aP0Jd4/6eIXAdWd1R6T9/DwoQR5BQFiR9z+OrEjblL0WCL8DHyUt47N+TtwO13ckDaXQC8d26r2saVS9D3dknkl8QHRuNwuXty3iur2Ovw1fjw45g7eePV1lrz5D/wiAygvLcOvGgSXm2c+eBGbw05mXDq3TL+ez7Z8wZZ92wEZd99wJ6kJKZ69nqn8nKkknVtB+nqn2Jm1dXV1lDZW4XQ5SU9MY/igoZ41T7/wLFuO7ARgzydbAXj44YdFQ7lcxkubVlLf0MDw+CyyYwZ4rsurO4k9WkFsbAy1X5zkxX8+z5W3XM3rxz8CICd6OCOMg9hUuet0OKWC69Pn4q/xY5/5IMWtpchlMmbGTyHE56yotbvsbK3ZRlNPEyq5iomROf8nsWR19nC85QhuwY3eK4QE/+SLXyQhIfGj43sRTC+88AKxsbF4eXkxYsQI9u/f/328rYTE9059j5nGnnpkMjFbR3EJQYRttjb21ol/J1ICUzwm77ruBk9H3JCwgaTrU9hYuI3NZbswmUz4V6lQdcvIbyzmg5OiWfrypCkMDheH176b9xl5dUWoFEoeGHMrwb6BpE3OJnvGSAQBrh98Gffedjf/+uBF2i2dRIVEcN/cO9h3dD8frhfjCG6aez3DMod49nqugfvM8VtfnWLnrv3rP5+g4NQJOjo6mDFmisfo7Ha7UUVriY2LpaOmhUFJoiC66qqrePTRRwkdEk3K4AxiIqK5ccw8zz4au1tYtu8dVCo1M9Im8OC1dzNp+mQ+rt2E1WknKTCGq1JmcLg+nx014nd7RdJ0orQGjjUUcKDuKACToscR43+2cmZz2dhSs80zs29i1ET03pdWIbwQDreDvJbD2F02fFV+kslbQuInzHcumN577z0eeughFi9ezOHDhxk0aBDTp0+noaHhu35rCYnvFZvLyqn2M9k6CZeU5m1z2dlRuwuX20mYTxiDQgYC0Gnv8nTExemiGWUcTllbFe/lraGyspJT6/P5/S0P8eyr/+HVvA9EM3dENtPiRLP05tI9bCwR070XDruO+KBojlYVsOHkNnQ6HWOM2dw29yY+2reO2iYzOl9/Hrr6Hiprqnj5/dcBmDF+GlPHTOq133MN3OdGCZzpFDu3rf7MWrlCTl55AQAHtu5l9YefeNZsy9tNTYuJUH0I8b4R7NmzB4APP/yQ+p5mBs0ajk6nY8Gk+ei8xYG0Nqed53e/Qbejh7jASBaNvYFHH3uUNXXbaOhuRu8dwB2DrqGyo5ZPS8R07/FRIxgYmkZJaxnba8T3GGEYQrr+bOXM6rSyuXorrdYWNAoNEyMnEOQVeNGf4YUwm80s/fNS9tfsptvRhUbhxSD9EJSX4GWTkJD4cfKdC6ann36aBQsWcNttt5Gens5LL72Ej48Pr7766nf91hIS3xtiu3g+TrcTrVpHjF/cJV2z27yHbkcXvipfRhtHIZfJcbgcfFb6JRZHD3rvQKbHTqLF2sa7J9cSEBiA3ulPyYZ8brzjZnoGqrA67SQHxXJ9+mxkMhkF9adYdXQ1APMypjMsciC1rXX8d9NK3ILAlMxxLFv8b7ae2E1eWQFqpYoHr7obh83Oc2+8iMvtYljmEK47p+X/DP0dv/W1NjTeQJgxHHuPnREDhjJ37lwAWjvbeH+LuM/rpszj3VXveF77+ZdeQJ6mxWA0MmnAWEYkZAN4RrpUtZvx1/jxq1G3oJQreefEZxS3lOOlVHNX9g1YXVbeLVyDIAhkBqcyOXoMNZ0mNlRuRUAgMziN4eHZnr32OHvYXLOVdlsbXkovJkVNJPD/IJbWfb6OKmcZptYaXA43mfpsNJeYwSUhIfHj5Ds1fdvtdg4dOsQjjzzieUwulzNlyhTPf0mei81mw2azef7c0dHxXW5PQuJ/Rm13Na22ZuQyxeljl4v/t0heUx71p4MQx0WMRaPQiB1xlVtp7GnGW+nFnPjp4kDdgk+wOq1YzB28/cgryBRyDitLSGpSk5U4gAVZ16GUK6nrbOTFvatwCwKjo7MZokvjj0v+REesgNVhI9WQyM1jr+aTLWt5fe1bhISE8KsrFhDqr2fJ83+lu6eb+Og4Fl1/hyd9+1zOHL899NBDFBYWnpe99PW1qQPTyRg2ED8/P3ztGj5b+xkyZCxdupQtpXvptlmIC49h6pAcFHIFubm5PLb4MeoCOrG0WzEGhnHj6Cs8r/lR/noO1h5HIZNz78gbCfLRsb5sO7trDyOXybh94NVo1b4sP/Y2VpeNKK2RK5Kn09jTzGelYsUuPiCGnKgxnqMxi8PClpqtp7sTvZkYNQH/S5z1dyGWLVvGqa5CssYPouRUKXJTFVN+PfNbv56ERH9I983vj++0wtTU1ITL5SIsLKzX42FhYdTV1Z23/oknnkCn03n+FxUV9V1uT0Lif4LF2U1pRzEACf7J+Ch9L3pNVWc1hS0nARgeNsyT5L3PfIiStgrkMjm58VPxVfnw3sm1NFtb8VdreWjS3bz03/8Sd0UmGeOyiDZEcs/gG/FVeWNx9PDc7tfpdvQQHxTFjIixfLbuM94+9Cllpkq0Kl/um3ore47u45XP38JsMhOhCiHcN5jnVr5IQ3MjwYHBPHjrr1Cr+s8HSktL4+mnn75gjMAZrDYbn27+DKPRiK/cmw1rRZ/V2rVr+f0Tf+JA4WGUCiULcm/yDLg1GAykzhhMdbs4/uTXU+/ASyVWZraV72Nd0VYAbh96NSkh8ew3HWPNKXG23NWpM0kMjGHViY/psHei9w5kfvpcOu3drClZj93tIEprZEbsZOSnxVK3o5vN1VvotHfio/JlUtSk/5NYEgQ3M2+fxtybLsPtcmMQIrn56lu/9etJSFwM6b75/fGjihV45JFHeOihhzx/7ujokH74Ej9qzh2sG6jRE+F78d/XNls7+0+bvFODUonxF1voi1tKOVB3BBA74ox+4XxW+hVl7VWo5Crmp8/F4BfKoSEFZCqGERgQwD3DbiTUV49bcLN8/7uYOxsJ9Pbn/tG38szf/8WyL1eizzRSVlJKuj0Sq9XK3954mqraatqrm/nXR09grqxF4afCS+PFQ7f/Cp22f8FwsRiBM7z/+YfUNzcQqAvk/nvuobO2lbVr16L201DtqMfdqOL+6+8iMuRsi/22k3tZn7cFgDtzrscQIIZEHjEVsGLvezQ0NnDD0MsZEzOEE00lvJm/GoApsaMZEzmENws+pq67EV+VDzdnzMMluFhdsg6Ls4cQbz258VNRnhZnnfZOttRsxeKw4KvyZVLURHxVFxe7fSH+LuRhUXSi0wWgqFcz/fKZlzQuRULi29LXfbOpshiHU/gBd/bD09VQBUBhYeF5zwUHBxMdHf2NXu87FUzBwcEoFArq6+t7PV5fX094+PljIjQaDRqN5rvckoTE/5Teg3UHXLQDyuays9O0C+dpk/fA4Eyg94y4RK9Y3n/+HUZdk8P+FnEY7FUpszD4hXKsvpBtDQcxGo1cnz6bVH0CZrOZP678G7ZoBT4aH3496hZ0XlqGzBzFYHUJlZUVXD/kMm6ecz3PfbyMgOBAArUBvPvJq/x+6SNUttSilMm5d/5CIsMjLvqZzx1X8tRTT2E2mz3dcmc4dvI4X+0Whc+Ca24lPi6OP//5zwgIFHSXE5cQz5DULHJHTOPo0aM88MAD/Gbp7/nk1FcAzB0yg2HxWQCcaq7g2R2v0dbeyon1h3B453Aw9ChvVazDJbgZEj6Ay5Im81HxF5S3V6NWqLgp40q8lBo+LF5Lp72bAI2OyxNnegYYd9o72Vy9hR5nD1q1lomRE/A5J4fpm+J0O8hvOUarrRmZTM7gsGFMu6vv40oJif8Vfd03j3/w7Pe/mR8lMm688cbzHvX29uHkycJvJJq+U8GkVqsZMmQImzZt8hg93W43mzZt4r777vsu31pC4jvn3MG6ybq0i5p6BUFgj3kPXaePf0YbRJP3uTPiQpR6andX8J93XqJhkA3/AB25SZNI0ydS21nP68fF4bM50cMZFzUMs9nMirUr2d9aQKwuhutHziYuKIryxmo+zd+ITqdjuGEgd15xCx/tW0dVQy3BuiDumXU7oXYtVa0mVCoV1+VexaC0gZf0uc/1MYHY2JGWluaJFGjv7GDFe68BMGX0RAYkizEHWVlZzLr1Cnq2riE8JJwHrrmbvLw8nnnmGfYc28/TXywjODyUnIxRzB0spplXtZl4euermOvrKNpxnNr1J/n1gQfJ/ft8AsP0WKs7mJoxgs/LtlDQVIxcJuf6tMvRewXw8al1nhTvK5Jm4aPyBsQK35aardicVvw1OiZFTvCEhH4bbC4rx5oP0e3oQiFTkBGUhd7r2+c2SUj8L0ibeSv+hpgfehs/OCofLd663tEgHeYK9r26lKamph+PYAJ46KGHuOWWWxg6dCjDhw/n2Wefpbu7m9tuu+27fmsJie8Ml9tF4TmDdcN8Ln7scrTxmGfa/TjjGDRKDU63i3VlGz0z4k5+mMc///M0ox+cSkVlBYmN0YydMIxuu4WXjryNzWUnVR/PVSmiifiZl5/ns9ZdyNUKDn2wk4N1MeSkjuT5ja/icDkZlpDF/ffcwef7vuJA0RGUcgW/unIhAd7+2LzcKAUlY4eMZlDSAJYsWcLcuXNZvXo1ixYtor6+ngceeIBnn32WrKysXp/FYDCg1WrFcEnOHs099thjLHv3FTq6OogMj+C62Vd7rtlXeIg9xWJ17L4r70TvH8i8B65g5/7dxM8dRGNrE7a2Hu6893lkMhl1nY08tWMFPQ4rwxKyuNJ7HPd/9SBXP3MnCj8VQquDtx94iURdFD0GAbVKxbzkWUT7R7D61Oce4/zcpFlo1X6AmHm1pXorNpeNAE0AEyJz/k9iqcXWzImWPBxuO2qFhoFBgy8pTkJC4rsmPGM4oUlZP/Q2flZ854Lp2muvpbGxkccee4y6ujqysrJYv379eUZwCYmfEmWdp7A4u1ErNCQHpF50fUVHBUWtRQCMCB9OoFcggiCwuWo79ZZGvBQaZidMo+32YXSkuymqOUV6RAr3j74TtyDwct77NPe0EewTyB0Dr0Yhl2Nx9GDL9CK+Lp6C7UdZet3vmDVrFv/dtJLmrlbCdMEsnDifgoqTfLhtDQA3Tr2GmNBI/vyfJ8SOuKg4ZoyZyueff87SpUspLy9n5cqVuN1uCgsL2bZtG8888wwPPvggWVlZmM1mli1bxty5c+ns7OSpp57i4YcfZsWKFeTm5rJ28+fkFxegUqq4Z/4ij3m8ptHEK1+8BcDskdMYnCRWs/7+zyd59N0nMXc2EKYL4fGrf4eXSsPxshM8suZJdGGBJITE8oecRRw+doSxv8tF4aeip6GLjx58hZixSexrOIpRaWTRuJtJ0yeytnQD5u56NAo1cxNnEeQVAECztYVtNduwu+wEeQWRE5mDRvHtht8KgpvKrnLKO0oBAT+VlsygbLyU3t/q9SQkJH78fC+m7/vuu086gpP42dBma6G8tYTGxkaGGUdddOJ8s7WF/XUHAUjXpxOtFY3hRxqOc7KlBJlMxsz4yfir/VjTvhGN3ocoWwR3jbyZqIhIPipaT1FzORqFmruyrsdX7YMgCLx84H3anV3EhEYxKCWSObNns73qAAW1xWhUan499Q4sPRZe/PQ1z4y4CYPGsPy9V6k21+Dv58+vb76Hfz/7nMfEvXLlSgAef/xxz/5XrlxJZWUl77zzjie5+4yweuqpp3jooYfIzc2lsaOZjzZ8CsDNV8wnMlw0c3f1dPPsRy9htVtJj0lh3vg5ANidDjab9hEQGUxXuYU/zr2f0cNGUVBWyJ+//DcVddVkevlx0+g51JpNvHLyI7oEC+4uJ/cNvolByxLZ0XSQmJgYZiVNwigE89jbf0GfFIKPxpvLEmZ4Rp409zSzpWYbTrcDvZeenMjxHj/TN6Xb0UVhWz6d9nYADD4RJAWkXVKqu4SExE+XH1WXnITEjx2n28nRukO0t7fzyetr6Ml2oc3V9dkJZXVa2Vm7C7fgwuhnJFMvjv6oaK9ml0nslBsfOYoobQQbyrdR0lqBj8abX1/+MEa/MA6Y89hUIWaW3Zx5BUatWJldV7SFw6YClHIFv52wgLgrozhYfozPj20G4I7x1xOq1fP4qn/Rbe0mLjyGm6ddy9b9O9h9eC8ymZx7b1xEUEBgLxP3zTffzMqVK3n00UcpLCzkww8/5Oabb+bBBx/s1R13Rlg9/PDD5OTk0NzWwn/fWQEITBwxnpzhYuK40+XiP6tfpqGtiRCdnvvm3olCrsDpdvHiptcpqitDHxDEvx5bTLQ+gsbuFv6w5knK66qwt1j48D8vk9AQRGl4M2VNldjbrbz762WEPuqDIkuLUW1kSsI4Bgdl8Ob+96i1mFC1qZmcPBaDn/hdNfY0sa1mO063gxDvEMZHjkP1LRK3BUGguquCss4SBMGNUq4iSZcqDdKVkPiFIAkmCYlvQEn7SWobaig4doLPXvuCj15c3WdbvUtwscu0mx6nBa3an1HhI5HJZLRa29lQsRlBEEjXpzAwOJ28xkJ21YpVqCuSpmP0C6Omo45VBWLFZkb8eLLD0gEoqD/FxwUbAJifdTlxQVGY2upZsfVtAGYOnMjw+Cxe+WIVlfXVaL39+PWVC6mtM7Fq9TsAXDPzStJOD9Q9dxbc3LlziYuL83iYGhsbPcdxYWFh+Pn58fDDD3PVVVd5xNSqt1bx+PNPIFcrSI5L4sbLrwdEgfHGhnc4UVmERqXh/nmL8PP2xS24Wbb5TY5UFqBSKLl/2p1E6yNo6Grmye3L8A8LIMPLh49feIXnnn0Oc5wFvx4XyT5qPnjgZR5/9q+0RdlRqpRcOXQ202NzeOzNx6mxmXC73Lz8m/8iu8pG1pKBNFga2F67A6fbSahPKOMixn4rsdTjtHCyLZ82WysAeq8QUgLSpfRuCYlfEJJgkpC4RBp76jFbagkJCSXJT8DWY/N4dy7EkYajNPY0opSrGBcxBpVChd1lZ13Zl9hcdgy+YUyIGkNddwOrT4kzz8ZFDiczJJVuRw/Ljr6Dw+UkIziJ2YkTAWixtPPS/rdxCwJjY4YyIW4EVoeV/2x8DavDRoohgauHz2brsV1sz9uDXCbnnstvx1ulYfHLz1JVXcWEUeOZNWF6r72emQUHeAzeBoOBrVu3XvCzpaWlMXLkSFauXElUZjzHC/OJjYrh/iX3olKJgmTdvo1sy9uNXCbn3svvIDo0Erfg5tXt77G/7Chulwtfk5IAmS91nY08uX0ZrT0dRAYauXXUXJIa9JjjLDQ72/FT+eBVYGHBAws9Ymlo+ECmx+awpXoHQakhKNrUvP77ZSx94DFyc3Opt9SzvXYHLreLcN9wxhrHoJR/s3/y3IKb6q4KKjpLcQtuFDIFibpUDD4R0hBdCYlfGN/5LDkJiZ8DdpeNorYTACQEJTEjZyaLFy/2tNJ/nbL2ckraSgAZowwj8Vf74xYENlRsoeV0q/us+CnYXDbeLlyD0+0kMTCWyTFjcAtuXs/7iOaeNvTeAdw6cB5ymRyn28V/962i09ZNtM7AzYPFkSFv7PyQ2tY6Anz8uXfyLdQ0mlm18QMArho/h/SYFJ57/QVKK8qpLKsgSOHvSdo3m80sWbKkz7Tuc1m2bJmnK+7xxx9n1KhR3PuHX+On1xIfF8/iB/5EUIA4f21X/j7e37oagBsmzyMrcYD4uXa8z46ifbicThLdRv699F+8/dn7LN7wLK09HRi1oTyScxcRBiOayWE0O9vRoCK2JoAPPv8IV4YGNwJZoRnMip/EtppdnGguRq1WMythCrfPvVUUsP6wrUYUSwZfA+OMY7+xWGq3t3GwcS9lHadwC24CNXqGhY7G6BspiSUJiV8gUoVJQuIiCILAybYTONx2fFVa4rQJyP0VFzyGA2ixtnCw/hAAA4IziPATPS77zYcpb68SZ6bFT8Vb6cXK/I9ot3UQ6KXj6uRc5DI560q2UNB0CpVcyaKs6/E9nR/0Uf4XnGquxFup4d5RN6FWqNhauJvdpw4il8m4e/LNqOQqnv9kBQ6Xg6zETGaNmMrmPVvZtHMLtbUmagoqufeee2mob2DRokW89dZbLF26FD8/P+bPnw+IwmjRokXnCcFzvU4rVqzAS+/Lum3rxZiAm+9mxOBhABRUnOTlz1cBMHP4FKYNnYggCLy56yO2ndyLXCbDr0HFkqX/D+9wLS8XfEhUfAwj04ZwY/Ic/vHPp3CP0tLh6ibAyx9hRytPfPAk2beM8UQtXJ4zlR21e8lvOokMGVNjckgNSmLkkmGYuszsrN2JW3Bj9DMyxjDaM3rlUnC6nZR2FGHqrgFAJVeRqEslzNsgCSUJiV8wkmCSkLgI9T1mmq0NyGRy0gMzkffTDWVz2dhpOmvyzggSfUdlbRXsrzsMwKSosYT5hrChfJtn7MkNaXPxVnlR0HSKdaVbAZhpGMvLT78k+omEVr4o3g7AHUOvIcwvmKrmWlbtFoMsJyeN4Z2X3sQ7MZCGtkaC/fUszL0ZU4OZt9a+T0hICIOTB/HUtmOeY8R//vOfPP3004Bo3i4pKWHo0KEsXbqUyMjI86pn53qdQqLD+Gjjp6hUKh6+6yGmj5sCQKmpgmc/WobL7WJk2hCunTAXt+Bm1a6P2XxiFzKZjDsn3EC8XyRREZGsLFxDfHI8mZFp3JJyOes2fsHnHbtIrk8jOiSSB4fdRmF4Ee0ZLioqK8gOH8Dd425lR+1e8hpPIEPGlJjxpAYlAVDTVcsu024EwU2kNpJRhpHfqHut1dbCybZ8rM4e8TP7RBDvn/ytO+okJCR+PkiCSUKiH2wuG6faxSG5sdoE/FTaPteKSd57sTgs+Km1jAwfgUwmo8XaxpcVWwEYFJJBmj6ZgqZij8l7btJ0wnyDae5pY9nBtzGZTYyPHkbN3lKWLl1KUEQIeQE1IIOpiWMYGpmJ1WHjxU1vYLH2YKltx9xezvOrXmLkFTkEBgRy79w7UCtVvLBqOU6ngyEDsrlh1jX4CBqPEOrq6uq1/2PHjrFs2TKg7xlxBoOB3Hlz+M+b4rpZE2Z4xFJtk5l/vv8CNoeNjJhUFuTejEwmY+WuDz1i6fbx1zEmaRhHTAUU+puJjI1iSMxAHplyD4v/8Wc2du1HE+hN0eETJAYEYs6qZ1PjHvwDdCQ2RnP3uFspdVd6xNLkmHGk6ZMBqO6sYbd5D4LgJkobxSjDSOSyS3MduNxOSjtOUdstzp7yUnqTGjCAQE3QJV0vISHx80cSTBISfSAIAkVtJ3C6HWhV/kT7xfa7Pr+54HSSt4KxxtGoFWrsLgfryjZidzuI8DMwNnIkjZZmPjm1HoAxEUPJDEnB6Xby/N43qGtuoORAIa5P6/ns07Ugg2e3vUri8DRGZwzjmsxZAKza9RFVjbXYOnv47Jn3WK/5hPhJ6VRWVBKRGEyCMZZVn75LbX0t/n7+LLj2dnRaf48AMpvNJCUlefb+6KOPcuWVV3Lw4EHPkduFzOzHTh7nxVXLEQQ344aN4dpZ8wBoaGviqfeep9vaTbwhlvvnLUShUPDGzg/YUrhbrCzlXM/Y5OFsLz/A8r3v0NDYwMS0Ufx20kJqOuvoGaImsTmZwn3HuWvg9aSMyeDD4s8BGBGZxWWnj+HyGkUv2aTocaTrxU6/qs4q9pj3IggC0f7RjAwfccliqd3eRmHrcXqcFgCMvpEk+Kd8Y8+ThITEzxvpXwQJiT6os5g8R3GpgQP6vQHXdtVS0FwAwLCwoQRoAhAEga8qt3nmmc2Mm4zT7eTdk2uxuxzE6iKZGjsOgDWnNnG0Ip/qsipOvXuYgtYe5syZw96W46SPHUhoUAj3jLgRlULFrlMH2FG8n6bGRnYt34Db4SZyfAIyuZwRGUNYuuhPnCwt4sud4iDbBdfehqWrmz8vETOUfvvb3/bKVALo7u72RAf0ZWY/XlTAc2+8iMvtYvigodxx1S1iBa2zlb+//RwtnW1EBBv4zdX3oFapeXX7e+wo2ucRS2OShvF50VbeOrya9vZ2Tnx5mKu8c9hz6hAf1WzEKXMzICKF5GA9iaNT2d58AICh4QOZFT+p1zHcpOhxZASLYqmio5J9dfsQBIFY/1hGhA+/JK+RW3BT0VlKVWc5AgIahRepARkEfcM5cGfSzy/k+5KQkPj5IAkmCYkLYHX2eI7i4rSJ/R7Fddq72GveB0BSYBKx/rGAmORd0laOXCZnZvxkvJVefFj0OY2WZvzUvlyTMhu5TE5+YzFfVewmJCSE4aRwuPVLVqxYQVhaJLZDq9DpdCwYeT2hfnrq2ht4Y6fYATd//DyuiZzGY//9KwlpSeB088gtD6EP1vOvfz0PQM7wcYTqgnnrrbc8fiWDwcDcuXM9Bu6nnnoKs9mM2WzuFS9wLsdOHue5N17E6XSQnZ7FXdffiVwup62rnb+//RxNHc2EBYby++vux8fLm5e3vsOuUweQy2QsnHgjIxKyeTfvMzac2kFjYxN5n+ylfmsp/692KeOUszAYDWQEJ3HnoGvYn3iUjRU7ABhpHMz02By21ezyGLwnx5ytLFV0VLCvbj+CIBCni2N42LBLEktWZw8FrcfoOJ3WHe5jJEmXivIbZjSZzWZP+vmFfF8SEhI/H6RYAQmJryF2xRXgEpz4qwP6PYpzup3sMu3C4XYQ7B1MVsggAGo7zb2SvA2+YRyoO8bx0zf9a1Nm46f2pd3Wycr8TwCYljiW22bMZ/HixUyaNpmt7YcxGI3kJIxgVHQ2DpeD/25aic1hJ9WQyE0TryY6I570MYPQ6/U889u/kxSfyEcbPqWxpZFAXSA3zLmmVxwAiAbv1atXk5uby0MPPQTA008/zbp16y4YL3Co4AjPvf6CRyz96qa7UCqUtHd38Pd3nqOutQG9fxC/v+7X+Pn48tLmNz1iadGkmxgaN5Bl+99hwylRBN024moen/97DOMTmPTbywkOCWa4YSCLsq5je80+j1gaHzXidM7STo9YmhIz3iOWytrL2WsWxVK8Lv6SxVKztYmDjXvosLejlKvICBpEWmDmNxZLIHYULliwABB9X2c8YBISEj8/JMEkIfE1TJZqWm3NyGVy0gIG9HkTFgSBg/WHaLO1oVF6MdowCoVMQbfDwhcVmxAEgdSgRDKD0zB11fNp0ZeYTCaGBWQSoxNDHN84/glddguR2nDmJk3zVHg2mHfTbGkjxDeIm7OvBODD/euoaKrBz8uHRZNupL2rg9X7v8BoNHL52Jmkx6ZQVl3Ohh3iUdzt826irbWNzs5OHn30Uc++n3rqKc/xkVar9YipC93wdxzcxb/f+C9Ol5NhmUO4eupc/vKXv1Bcdoq/v/McpuY6grQBPHLDA+j8tLzw1evsLzuKUqHgV1NvJys6g2d2vca+6mPIZXIWDruWa4fPQZapZfitE9HpdMxMyuHGAZfzefkWdtSIInNa7DgmRY9mU9U2TjQXIZPJmBY7wWPwLm0vY3/dAUAgISCBYWFDLyqWBEGgvKOUvObDONwOtGodQ0NGEeod/s1/SU6zaNEiVqxYAcCKFStYtGjRt34tCQmJHzfSkZyExDlYnT2Utp8CIME/GR+Vb59ryzrKqeioQCaTMcYwCh+Vjyec0uLoIcgrkIlRY7G7Haw8+iEtrS0c+fIAIzpSMevNFNoqONlcikqh5LaBV6FSiH8d91QdOS0wZNw1/Aa8VBrya4pYf3wrAHfm3ECgj45/ffAiXT3dxIRFMW/8HFwuF69++CaC4GZk1nBCA0JYt24dTz/9NE899RQLFy705C2dOTb6erbSGaO3yWTisSeX0i2zolKpGDd0DDPHTmP9F1/wl7//lZP2KmTeCkIDQ3jk+gfw99XyzPqXKagtQqVQ8utpdxAdHMHftv2XqjYTGoWaX426meSQWJYffY+8tpNEREQwL2U646OG8VHxFxQ0FQMwJ2EKg8Mz+bJiC8WtZchkMqbHTiQ5MAGAkrZSDtaLHYZJAUkMDs2+qFhyuB0Uth6n2doIgNE3iiRdSr8REZfCuVEL0nGchMTPG0kwSUicRhAEitsLcQlOdOoAInyj+1zbam3lUL2Yq5SpH0CoTygA+82HqOk0oZIrmRU/BZVCxUfFX1BiKqPsRAnH397Hwld2kDNnMqmLRiFXyrkqZQYGvxAAmi2trDwiHtFdljaZBH00XdZuXt4mzomblD6G7JgBbD6yg7yyAlQKFXfNuRWlQsn67RupMlXh4+3D/Muu45l/Pe0xdj/88MN9xgQMHTqUnJwchg4disFgoLa2lif+8xS78/YRExPL5VNzmTV2GldddRUHjx4iNieN48UFxEbG8My9f0Wn9efpL5ZRVFeGRqXm/ml3oPcP4i9bXqDJ0oq/xo8Hx9yG3jeQZw+8TkV7LSq5klsyryQjJIlVBZ9Q1l6FXCZnXvIs0vSJfF62kfLTj82Mm0xCQCwAxa2nONwgfu/Jgclkh2RdVCx1O7o43nKUHmc3cpmc5IB0DD4R3+A3o3/68n1JSEj8vJAEk4TEacSAykZkMjkpARl93ogdbge7zXtwC+LYjbSgNACqO2o5UHcUEFveg7wCyGso5FjDCUJDQhkQG8uWnjXcdMvNHNGW09LWwrDoQYyNHAqIXVsvH3ifHoeV+KAo5qRORhAEXt/xPq3d7YQHhHLtiMuob23knc0fAXD1hMuJCDbQ1d3Fx1+Kg3qvnXUVOq1/n9WjczGbzRw8eJBt27Zx8OBBdAE6fve3P1JwSmzd379pN1HqUD5+4wMOHjtMbE4aaj8vEmPi+cvCP+Hn48vfP3uB8sZqvNVe/GbmIuRKBX/Z8gJddgthfnp+M/ZOXLh5at8Kmnva8FV5c1f2DYT56nnt+PuYuupRyVVcn3YZMbpIPivdQFVnrZiIHjeFWJ0oXItaiznScASA1KBUBgUPvKhYaupp4ETrcVyCE43Cm8ygLLRq/2/yayEhISEBSIJJQgIAm8vaK6DSV+V3wXWCIHCo/jCd9k58VD6MNIxEJpNhcfSwoWILAgIDglNJCUqk1drOmlLRTzQlYRxpqXGszvmILaZ9GCckUFp4iqTSIGTjxJv+1rJ9FDaKR3QLh12HQq5gb8khDpQfQyGXc9dEcRzKK5+vwuawExMcyZ7PtjEoMo0dR3ZjtVmJNkaRM3wscGnHRefGC9z76/uYdm0ufjo/4uPi2b52Mw/c/WveeustaupriZuQhspHg91iI0oIIToqiic++w81LWb8vHz4zcy76HB288L2N3G4nMQGRvDgmNupszSx4ui7WBxWQnyCuHfwjSjkclbkvUOrtR0fpTc3ZVxJsE8Qn5Z8gamrDpVcyZyE6URqxbEyhS0nOdZ4DIC0oDQGBmf2K5YEQaC6q4LSjlOAQIAmkIzALCmxW0JC4lsjCSaJXzxiQGWhGFCp1hHTT1dceUeFx7c0KnwkGoUatyDwZeVWLM4e9N6BjI8cRa3JxF+/fBb/mCASgqKZECWmTv/z5Wd5at8KKioruDJhKrfPuBGAxu4W3stbB8DVA2YSrg2htbudlbvEStKc7GnEhUTxwVer2bxvG6HBoQTbtTzw5z8SEhbK/rIjIIMrp12OXH62l+Nix0VnqlAPPfJbJl4+FR8/H0KDQ3ng5vt4PzCOvXv3UttkJnZCGkovNfYuK7dMuIYrrrqSv619nrr2RgJ9dTw8625K26p5/fCHuAWBzPAU7h1xI4cbClh59GPqGuoZEjeQB0fcTqutg7eOf4LF2UOgl46bMubhq/Lm4+LPaOxpRqNQc1nCDAx+YQCcaD5BXtNxANL16WTq+zbig1ipK247gdlSC5zxK6VecpClhISExIWQBJPEL56GnrqzAZUBGcj6uLF22DvYU7OX+oY6RsaMJMRH9B0dbThOVUcNSrmCGbGTaaxv5LUtb1HRVk28v5Jx8UORy+S43C42NOzGX6cj3T+B22fciMFgQBAEXj34ATaXnZTgOKYkjhEf2/4u3TYLsSFRzMmeSuGpk7z55fuYTWacNd088InYnfX4v/5K5sgsxgwfTXb6oG/02YODg7GpXQyfNhofPx/SElP59c13E+AfwBdr1rHz0B5iJ6ShUClRuuSMjBnG7CsvY8W+d2ntbidYG8jvZt3DntqjrD6xEYAx0YO5Zcg8vijbxmdFm2lvbyd/wyFmThnGUWM+m5v24nQ7MfqFcWP6FQB8VLyWFmsb3kov5ibOIsRHjyAIFDQXkH86EHRA8AAG6DP6/TxOt5P8lqO02pqRISNRl0qEb5Q0NFfiF0dTZTEOp/BDb+Nbo1QqUWm+m4pwh7niW10nCSaJXzR2l43i9kIAYvzi+gyodLldbC7bQmtbC3u/2os2zo8471gUOhW7TWIi9fjIUei9A/l/zz7KYXUxcoWcT598l+CZapYsWcLGil3UdtYT4KPjsYV/RKsWO/C2V+z3HMXdPvRq5DI5207uJa+6UDyemzAfhUzO4peeoLSyFEtzF9u2iu33cqWCwWOHERAYwLjBo1m6dOklJ05X1FSy7N1XqK03YTQamZkznatnXoHydLdeTu4kDnUXUVZeRrBvIH+/dwmG+Aj+9cUyOnq6MAaG8dCMhXxxahuby/YCMDt1EnNSJ/Fm/iccqiugsbGRg29vp3ZTMU+Y/skU/zkYjUaSAuO4JnU2FkcPq0s+p9PehZ/Kl7lJswjyElPSjzfnc6JZ9FINDM4kXZ/e7+exuWzkNR+iy9GJXKYgI2gQwV4hF/0eJCR+jhz/4Nkfegs/ary9fQgO/map/pJgkvhFU9JRjNPtwE+lJUYb3+e6Y015lJnLKCsu4/P/fs4Hre/z2NLFJF6VgVtwkxgQS4Y+FZfbhT4nkrh6B/vX7eaxBY8wO3c2jZYWvijdBsBVqTM8Yqm1p513Tx/FXZkxnTC/YFq723l372rxsaGziAgM53DxMRQBauJksXz15VrPvrR6f6w2K2H6UMpPll5S4rTD4WDN5nWs3fw5brcbfz9/7rzmVrLSBnrW7Mrfx8otH+Dn70d6TDJP3f8XrCoHT6z9D1aHjdjgSH49/U5WHVvNEdMJZEBubA5HPt5Fwbgi6u0tKOQKFg67nlzXcJ7RvkTOTVPRBQQwNHwgsxMm09zTwqcl67E4ewjQ6LgiaRZatR+CIHCsKY+TLaKnLCski9SglH5/jj1OC0ebD2F1WlDL1WTqB+Ov1vX/w5eQ+BmTNvNW/A0xP/Q2vhXdTWby1yxn1apVpKWlfSfvERwcTHR0353QF0ISTBK/WFpszdRbTICMlICMPj0upi4zxa3FhISE4FvvS3drlzi6ZFQk5dZqfFU+TIweh0wmY0f1AdrdXYQFhTIrZgKzc2cTHh7OC4dXYbH1YK3uICrzbNXjzSOr6XFYiQuMJNMvkcVLFqMeGIjFbiUuJIoZAydgtVt586sPUKlUzB0/mxQhEoPBwMMPP8zVN15Ll9NCe0MrCx9bCIgBlBeKEADILy7gjU/epr6pHoBhmUO4dd6NdHV0sWTJEhYuXMiRqgLe2ypGG4wfNJoFuTdxvOYkL3z+Og6XkxRDAgsnzuel/W9zqrkClVzJVYnTKDxwnHWdu0g2pRGuD+VXQ24mWmfkjR4To/0noAsIYHbSJMZEDKO2y8xnpV9idzsI8dZzeeJMfFTeCILAkcajFLeKmUyDQ7NJDkzu9+fY5ejkWNNB7G47XkofBukH46PsOz9LQuKXQHjGcEKTsn7obXwrWqqKyF+znLS0NAYPHvxDb8eDJJgkfpG43E6K2kRvTIRvVJ/VCJvTxr568fgrIzQdQ44B82ITQyYPY0er+PiUmPF4K71otDSzrXoPAFekzWBQjniEdKT+BMfMhXS2d7D60dfJUWWRm5tLndDCYVMBcpmc2dE5rP/8C5598wXG3jGDoMBA7sy5AblMztsbPuT4yXxS4pK5aea1aC67CbPZTFdXFw3uVlQ9Du64/jbGDBrZZ4RApamK99Z9RH6x+Jl1Wh03zb2eYZlDqKurE+eh/fnPNCg6aKUTlUrFzOFTuHbCXHaXHOSVbe/gFgSyYzK4btRcntn9KrUdDXirvLh/9K2seGU523qOoAn0pujwCRICAwmdqOeVvPeoszUQFRHFvJSZDAhOoaS1nA2VW3C5XURqjcyOn4paoRY7EBsOU9JWAsDQsKEkBiT0+3Nst7eR13zYUyUcqB+CRqH5Nr8SEhISEv0iCSaJXyRlnSVYnT1oFN7E+yddcI0gCOyvP4DNacVfo2NQ8CAUcgWPPPr/eLvwQwAyg9OI8Y9CEATWlHyFS3CTFBjHwBCxjGx32fmoaL3Hy2Nr7mbBggX8afGjWIZ7ATAzeTxr3/qEx5/4C0nXDKGysoIwu47IIAMFxYV8sv0zzCYz4+OG0dLUjMFg8HS/3b34fgBiY+JIiI4/L0KgpLKMtZvXceTEMRwOB01NTVwx/XJuvepGfLx9ADFa4PG//YWYsclsO7YLo9HInXNuonB7Hu8qYEPRdgDGJA1jRvYEntyxjNaeDgK9/Xlo7B1UdtbSlakgvi2R/G1HuG/4zYyZPJblx96m096Fj8qb+WlzifI3ktd4gm3VuxEQSAiIZXrsJJRyhee7Lm8vB2QMDx9GvC6u359hi7WZ4y1HcAsudOoAMvWDUX2LeXASEhISl4IkmCR+cXTY26npqgIgJSAdpfzCfw3KOyqo7apFLpMzKnwECrk4RmNX7T467d3oNFoSFDEsWbKEcddOprKjBpVcyeyEyZ6urI3lu2jpaScxIp6Z1w7jrq/E2WOyND92mA+j9wlgTtpkxi7KplnXw5aTu8iIT2PJ/D8A8Nfl/6Csopzuxg4WP/Qn3O2OXkdtbrcbgPqmegZnZPHYY49RW2/i863r2XV4L9XmGgAcDidalS8fffQu1064gva2do9gmnvNlZywVVBwqpCEuHhunHQ17RXNvLT+DYaox6DT6bhsyDSy4gfw923LsDisGLWhPDT2dnbUHmRj+S4USiXj44aTeiqYgeOzWWPehMPtJNg7iJsyriRA488e00EO1InBk5nBaeREjUEuk+EW3Oyr209lRyUymYwR4cOJ9Y/t92fY1NNAfusxBMFNkFcwAwKzPD8fCQkJie8CSTBJ/KJwC+7TR3ECYT5G9F4X7pKwOCwcbjhzc88k0CsQgOrOWvKbTpuRfTL48osN/O0fT7BooAPfQC3TksYR6CUe77VaO/iyYicA0yPGsH7Dpzz00EMMmzCSfx9bBcCNWZfjpdTQo3TQounCYDBy74zbiI6MoqbRBDoVMbExbNm07oJHbSOzhrNl7zaee+MFZMioq6sjSB+ESiVWWpQKJaOyR3Dq2EmeeuIfQG+P0+HiY7y0/g0UPiriImN47JaHWfPhp7y6/V2CB0VQWVnBKEMWSVHx/GvnKzjcThL1Mdw78kY+LFrPkXqxiy03YQIz43PYHX2QLyt2AJAQEMO1qXNQKVR8VbmNwhZxRt8IwxCGh4vz31yCiz3mvdR01iCTyRllGEm0Nqrfn2G9xUxh63EEBEK8w0gPHChlLElISHznSIJJ4hdFVVcFXY5OVHI1if4X7rw6czzkdDvQe+tJDRTXOdxONlWKYiAzOI1PXv2IpUuXknHVUEqryojujmRUzhDP63xWsgmHy4lBE0zFniKefvppli9fzienj+6yDGlkG8Uuu5U7P0CpVDFv/BzGDxoNwEfb16JUKRk/aDTD70+/YOfb9bOvpqmliSMnjtHa2kZ1TTVqtZrsAVlMGDWe4QOH4ufji3m8meT4JI/HaeasmXyw7VPW7tkgfp74dO77zZ2oVSrWDdjCIPUwKioquDJzBtmjBvPC3lWih8mYzvysy1lx7H0q2sXsqfkZlzMkfACfln7JkXrRIzXcMIhZ8ZNwul2sLd1AVUcNMpmMSVHjyAgWv0+X28Uu825MXSbkMjljjKOJ8Ot/xpvZUktRawECAuE+xn5zsyQkJCT+l0iCSeIXg9XZQ2VnGQCJupQ+x2SUtpdR112HXKZgRPhwz/HafvMhOuydaNW+jIkYQeqiBPQxIXzetoOYmBhuH3it51iotrOevSZxlEfnbjOP/fEJAH7z1P9j5H3TiYmM5oZBlwGwdu8Gdh3bR5QxkutHXg5ATaOJQ6eOIUPGzbOuw6gPv+BevTRePLzgQR5b/BhPLnsXmVxG4dZjDFmcyaSROZ51545JGTdxPG9u+5ATlUUATB86kWsnXkmXrYu/rX2eypZaQoKCSbCHET8kmTUVWwGYEDeCacnjeO7g656ZcAuzrsOoDeWN/A+p7KhBhoyZ8RMYaRxMaXUZr+x5E31MCD4ab2bGTfbMhXO6neyo3Um9pR65TMG4iDEYfM+KQbPZzLJly3plStV2V1PcJla0jL6RJOvSpUBKCQmJ7w1JMEn8YijpKMItuAjQBBLmfeGMom5HN0dPzywbFJKJ/+lBrU09zRxuEMdz5ESOQa1QYTAYUGZoiaiIYEjkQIYlZHtu9H6TjQiCwODwDHJvG0dyaDwL71rIjIeuQqXTMD15PKF+esqqynlj2/uYzSYGB6Vhae9G5+PPur1fAjA0JQujPvyCAuJc7r7rbqKjovsdtGswGLj61uv4z5pXaLd0olGpuX3mfEalD6O2tY6n1y+jqbMVf28/fj31DnbUHGRbhRjKOTd9ChnhyTxz4FW6HT0E+wRy7+AbkclkLD/2Nq3WdtQKFdekzCE5KI6TVUW8l7+a2jYTGq0X09MmeMSSw+VgW+0OmnoaUcqVjIsYS5hPmGefZrNZ7No7J1PKpXVw6nTAaKRfDIn+KZJYkpCQ+F6RBJPEL4LGnnoae+qRISNJl3bBm60gCBysP4TT7SDYO4TkgGTP41urdyMIAokBscQHiGFwJa0VmO2NREZEcuWAWZ4b/b9ee46ZSTcQGBDAZYmTCfXVk5ubyx1/+RUWnYwQbTCzUyYC8PirT1FsPoWt3cpTDz6Od4uMh373G/YVHgIgd+S0CwqIr4umiw3atTvsfLDtUzYc3AJAVEgE9869A6M+nILaIv6z8TUsdithumDum3obH55YT15dEXKZjJuyr0Dr7cvzh1bidLuIC4jkruwbqO9u5L2Ta7G57ARo/Lkx4wpCfYKp6TTxxpF3MdWb6Gho559//CvCvT0MWLIEm8vG1prttFpbUMlV5ESOJ9i7t4/s3IHACxYs4JnX/8WgKeJIlCi/WBL8kyWxJCEh8b0jCSaJnz0Ot8Mz/iRa2/f4k8rOSszdZuQyOcPDhnpuykWtJZi66lDJlYyLHAWI5vGNp83Nww1ZBHkHsOTJZ1m6dCmpd4ygsrICbUsiobl6APyC/FGm6VA5rFw1YAZeKg0t3W24wlXEqGPZsfwLli9bTm5uLjuP78XpdhGuC2Xlstfo7Ozk6aefBvoPpexr0G5xTSmvfvEWlXXVNDY2cvm4WSyaeytqlZrVe77gxQ2vExwSTHpkMrdPuI6XD75PWWs1KoWSu4fPp9neyqt5YoxCVlgat2bO40h9Pp+XbUFAIEpr5Ib0y/FV+VDYXMymqh0Eh4fgJ/flzw/9iRee/Q+5ubn0OHvYUrONDls7GoWGCZE5HjP9uZwZCLxgwQLeWPMa4ZmioIrRxhOnTZTEkoSExA+CJJgkfvaUd5Rgd9nwUfoS28f4E5vLxuGGowBk6DPw14hHcXaXg521+wAYFp6NVu0HQGFzCebuBtQKFTlRIwDxRu8TreOjuq+Ii4njt2Pv9bz+msJN9DisROsMjI4Rk2tXH1qPTC4jOyGTobcmeCpD/13/Bg6HA1UXLF26lKeeeopHH32Uxx9/nKeeeor58+df0ufutlr4cNsaNh3ZjsPhwNZlZd/7W7lu4GwaGxv5LH8zaw5uwGSuJU4bQW7aRJ7d/RoN3S34qry5f8ytHGk8wbYqMaBzYsxIrkieyoby7ewzix2EWaHpXJY4FYVMwV7TIfbXHQYgPTSZzKhUHL/tIjc3F22wlk1Vm+lydOGt9GZC5AR0p7/jr3OmWvbsG/8iPDMYlUpFrDaBWG2CJJYkJCR+MCTBJPGzptPegam7GoDkgHTksgtn9eQ1HsfusqHT6EgLSvU8fqj+GBZHDzqNlqzQTECsLm2p2g3AaOMQfFVinpHBYMCZoMYgMzI5cQxpMeKRXkNXM5tLxfXXDpyNXCanrr2BHUWiELtlwjUkXSuGNHZauqisFytBHyx/HYCHH36YqVOnXvJndrvd7Mrfx/tbV9Nu6QRA3uHi0+fewe1wsejeu5j3yM200oXZbKLhUBVvrj1OjaKZkMgwtApvvPJsrNV/RWm32N02L3k6Y6KG8E7hGk61lgMwJWYs4yKH4xLcfFm5laKW0wnd4VmMNAxFLpOxZMkSOuwdbKraQo/Tgq/Kl4mRE/A7LTz7wuFnZeBk8RhOEksSEhI/BiTBJPGzRRAEitpPICAQ6h1OoCboguuaepoobS8FYGjoEE+mT6e9i8MNeQCMMY5AeboDrrC5hAZLMxqFmlERZ2METrVUUGNtICoyiqsGzfI8/lH+elyCm8zwFDLCxFTxTw9/iVsQGBiVRlLY2UTr4ppSBAQykzO47j+zWbBgAXPmzGHtWnHg7sMPP0xXV9cFj94EQeB4eSEfbltDRb0YzGnUh3PztGsJVPuTHZbOH//yKLm/vRZloDcGhZYxwVk8veUZpjx2FVqdllBNEOF13rxiep+Myk70gUHcOfg6EgKjeSXvXeq6RaP2vOSZZAQn0+O08lnpl5i765HLZEyIGsuA4LOCs9Xaytaa7dhcVvzV/kyIzMHntMDsi6rOcko7xFlysdoE4vwT+10vISEh8X0gCSaJny1mSy2d9nYUciWJutQLrnELbg7WiwbrOF0cIT5nB+PuMx/C5XYR4WcgISAWEEXJtmqxMjTKOBhvpZdn/Rdl204/nu0Jr6xqM7GvRuy6u3rATAAaOprYWyK+55VDzworgLaudnEvxlhyR4km7rlz53LZZZf12QEnCAL5FYV8uusLimtE4eel9uLy0TOZPmwiSoUSs9lMo6uN+Cuy6HRasJh7+PMNv6PKUsco93S0Oi2DozKp31rKG60b8IsKoPTkKaJ9hhA2Ts+yY2/RZe/GV+XD/PS5RGoNtFjbWFu6gXZbBxqFmllxU4jyP5uj1NjTxPaa7TjcDgK9AsmJGI/XOd/XhZDEkoSExI8VSTBJ/CxxuB2UdYjJ0nHahD4Hspa0ldBma0OtUJMVPMjzeHNPqyeZekzE2SymU60V1HU3oJKrGGk8O0W7vK2ak81lKGRypsWP9Tz+yQkxHmB45ECiA4wAfH5ss6e6FBfSO9XaYrMA4KVW9zJxh4WFndcBZ3fY2Vd4iK8Ob6e8rhIAlULF5MHjmTNqOlof8djLLbj547K/sN98DIVaQenRIqo3FpISlUiTfzcGo5HxccPJiR/G810mUprTKT5ayG2pVzJ03HBePf4eDreTUB89N6ZfSYCXP9UdtXxe/hU2lx1/tZY5CdPRe581cJu7zew07cLldhHiHcK4iLF95l6dQRJLEhISP2YkwSTxs6S8owSH246P0o8I3+gLrrG57OQ3i8nUA4MHolFqPHlHGfOysdvttBQ3Ihhc4Ctes6tWzCUaGp6Jj8rb81obysURKMONA3G0WVny5BJm3XA5R0wnkMtkzE2fBkCXzcKuU+Jr5GZNPm9Pwf5iV93xshPYHHY0KlFknBFPbreb4uoSdhXsZ//JI3RbuwFQK1VMzB7HzOGTsXVZ+dc//smiRYvwC9SybPMqrCEQo47lyOd7qD9QSURuGpvK92A0GvnV1NuIDjLy70MrccicpBoSSSoNInlkGhsaeo858VJqyG8qZGv1LtyCgME3jNz4qb2+i8qOKvbW7UMQ3Bh8DYwxju5zXt8ZqroqJLEkISHxo0YSTBI/Ozrs7dR6jN6pfc4Zy2/Kx+6yo9MEkKCL9+Qd/fvl57l7xIMA/PeRfxNnixCPwbQKyturkSFjlPGsd8nc1UBew0lkMhmDfJM9mUk1hk4c/i5yEkZg9A8FYFvhHuxOB9H6CFLCE87b07DUwXy4fQ2N7c088+F/GZE2BC+VhuaOFirra8ivOOkRSSAKrEnZYxk/aDT+PtpemU3eoX5UejXT7ezB19uHa4fMYVNrMHXX9HDCdIr42DgWjbwBrZ8/K469h1sQyAhO4raB89gSs4c9pzvhhoYPJDd+EjKZnO01ezjakA9ASmACk2NyPN4ugFNtJRyqPwwIRGujGWEYjqIPo/0ZqrsqKG0XU8clsSQhIfFjRRJMEj8rBEHgVPtJzgzXDdToL7iu3dZBSbvY1TU4NAuZTOYJTBy/YAo11dVUHCyjtbbFk3008AYxPiAjOJkAr7Mt8RvLdwEwKDSVj9/4gKVLl+IV6sfe8iNEGI1cNnuKZ29bT+4BYOqA8Rfs+lIqFMwdM4sVn7/Jicoiz/iSc/FWezE0JZvRGcNIi05GLj8rCJctW8bSx/9M6NBoVh5dTXh4GL5yb5Zc9zDB4SFsn3gYVXsDMe5IfpezkCZFB++e+AyAMZGDuTJlOh8Xf0FRizhCZlrsOMZEDKPaVMNLW15FnxSCSqVipGEow8KzPJ9BEAQKWk6Q3ySKqcSARIaEDr5oZ1t1VwUlkliSkJD4CSAJJomfFY3WejrsbchlChL8k/pcd6zpGIIgEOEX4RnLsWjRIsJiw9ljP0JkVBRptgS28xUrVqxg4vRJrKr6FIDR53TGtfS0ccAsdtJNixuLZlEOkZGR/PmzZ4mNjWFC0ijCtaKRvKShgoaOJjQqNdE+4SxZsuSCo07GZo7Ex8uHktoyKuqqcbldBOuCCA0MISMmlXhjjGdm3de5/PorOeVTx7HSfCIjIzEo9KxcsoxhxkzKApoR5BAZaOTJWX9gQ8UODtWJAmd24kTGRg7ljfwPMXXVo5ApmJcykwHBKZRUl/LOsY+ptZhQtamZmTCF4YZsz3sKgsChhsOUtIkCdIA+gwx9xiWIpUqPWIrRxhOrPb/iJiEhIfFjQRJMEj8bXG4Xpe2iDybaLxaN4sIdWU09TZi6TOIRWvBAz+MGgwHDsCiM5fVkRqSTkzUKa7OF3NxcihwVuAQ3kVoDkdqzAmdz5V5cgpsUfRyxukjQwfCJo0i1bEWn03Ht0DmetftLxSOulOB4vtqw0TPqZOjQoaxevdojnmQyGUOSBzEk+awJ/WK4BTfr87by8cHPEXwVRBmiMHTqeO2pFwkZFcN7ZRswGo1MyRrPrUPm8VbBp5xqrUQhkzM/43LiA6NYkfcO7bYOfJTe3JA+l2h/I/XdjbxycBWmRhM9nT28cNczyG6xMXLJMM93vqduLzWdNYCMwaHZJAf2LVTPUNNVSUn7SUBK8JaQkPhpIAkmiZ8NVV3lWF09aBTeRPvFXXCNIAjkNYlDdOP84zyJ3gAWRw+1jnqMRiPj40dj8BOrQC63i1UHxerSyHMqKxZHD7trD+FwOKjcdBJzhBmDwcDRjmKMRiMDw1OI0hk873ukSjSYVxwq5j9LnwHolbPU15y4i1HTYublbW9T3ij6ttLCE7E0NnHFtXNRJWjZVX6I2NgYZqZN5KrBM/nvkbep727CS6lhYda1eCnVvHzsHawuG0FeAdyUcSV670BK28rZULGFYGMIPipvnrzlcZ598hlPrIHNZWenaSeNlkbkMjmjDCOJ0kb1t1Vxv11Vp49NJbEkIfFd0VRZjMMp/NDbuCBKpRKVpu+u2Q5zxfe3mW/AdyaYKioqePzxx9m8eTN1dXUYjUZuvPFG/vjHP6JW999eLCHxTbE6e6jqEhOoE3XJfR5Z1VnqaLA0IJcpyNCn93our/EELreLcN9QDL5hnsdPtpTSeTqDKD042fP4rppDdPZ042q18cwfniZdn8jEaZPYUSF2wc1IzvGsre9opLGjGaVCwW/u+BWDItPPC6Xsb07chbDYe1h9aD1fFezA5Xbjo/ZiekoOjfk13PfcH6kMb8fpAxFGI7cPu4bshEyePvAanfZuAr103DN4Pk09zbx7cg1uwU2U1sAN6XPxUXpzuD6PXbX7ERBI1MeTHZmO61cWj6CzOCxsrd1Oh60dpVzFuIgxnqPN/hDFkjjXTxJLEhLfHcc/ePaH3sL/CW9vH4KDgy++8HvkOxNMJ0+exO12s2zZMhITE8nPz2fBggV0d3fzz3/+87t6W4lfKBWdpbgFNwGaQEK8LnzjFgTBEyOQGJCAr8rX85zT7SK/SbyRZ4UO6HUT31K6G5PJxMzUSZ6OMKfbyZaqfTQ2NrLrhfWAKHgWPPFrHIkaonThpIWc9eRUNNUAEBMcRWxULLm5lxZKCXiiDs4c2bncLrYX7ePjg1/Q0SOOPhkcm8nNY67iuaee4V+r/kPCrUPJqzhBTHgU/57/ZyxuK88eeA2H20mkNpy7s28gr6mQTZWiYT1dn8S85FnI5XK2Vu/i+OnvYmBIOuMjRyGXyT1Crs3WxraaHfQ4LXgrvRkfMe6CQ3S/zrliKdovThJLEhLfIWkzb8XfEPNDb+M8upvM5K9ZzqpVq0hLS+tzXXBwMNHRF46E+aH4zgTTjBkzmDFjhufP8fHxFBUV8d///lcSTBL/UzrtHZgtJgDi/ZP7vAnXW+pp7mlGLlP0mhcHUNJWhsXZg5/Kl4SAs8d5BRWFFJhOUltbS31XNeYQ8djtUF0BbdYO4owxzLzrUe5asIjly5dzPNiE3dXN5IQx1NXVeYROTYsZgMjAcICLhlKeEUlz587l4MGDLF26lIiICOKGJLO5dA+1rXUAhAeEcuOoK8iMSsPldhE1NZWc8DlUVFSSHTuAR6bfS1WXidWnvkIQBAaEJHNr5pV8VbmTg3Wnx75EDGVq7DgcbifrSjdS1VGDDBljI0eQFdJbPNZ117PTtAun24FW7c+EyPG9hGdffF0sxfsnSWJJQuI7JDxjOKFJWT/0Ns6jpaqI/DXLSUtLY/DgwRe/4EfE9+pham9vJyjowvO8AGw2GzabzfPnjo6O72NbEj9hBEE4HXgoEOptQKcO6HPtiRbxhp0YkIC30rvXc3mNJwAYEJyG4pzcpuXr36DSWklDfi33vno3DYvrWLx4MVsqxXiA6UnjGTQwCfNiE2ljB7Kr4BTeSg2x6nBPHlJkZCQ9RlEcyB302R13hnOzlN555x2KTxWjjQni71+8QHxtMkajEV+ND3OHTGdS2hiUCiWtPe0s2/8OJxvL0Ol0DA5KY+nsh9jVdozdtYcByIkezmVJk/mo6HOKTw/QzY2fxAhjNp32LtaUrqe5pxWVXMn02InEnx4Hc4ay9nIO1B9EENyE+oQyxjgGzUXSu+FMN5zoWYrWxhGvlcSShMT/Cum++f3xvQmmkpISnn/++X6rS0888QRLly79vrYk8TOgxdZMq60ZmUxOfD8xAk09TTRYGpDJ5KQEJvd6rtHSTF13A3KZjIzgFM/jNpcdXVowMS2w/79bPEdmpW1VVHWYUcmVjI0cgp/alyVLlrBi/7sAjIjK4vWXX/P8Li9YsIBbFt+FI0TO4byjPL/0SU933JtvvonBYPAIq9zcXE8elEwho4E2htwxEavcTkxMLCH6YGYNmsysrMn4acQhtsfrilh+4F06bd1oFGruHnEDA8KSWXHsPYpbKpDLZFyVOpMh4QN6xQZck5pLmj6Jeksja0s3YHH04KPyZk7CdMLOmalnMpl448uVRA6NRKVSiYGU4cP79Imdy7k5S5JnSULif4903/z++MaC6Q9/+ANPPvlkv2sKCwtJTT175FFbW8uMGTO4+uqrWbBgQZ/XPfLIIzz00EOeP3d0dBAVdfGuG4lfJoIgUN4pZv9E+kafVzU6lzPVpTj/2POOkI43idWlhIA4fFU+nsfzGgpBISM2JJp7r1/kOTJ7+dj7AAwzDMRPLb6Ww+XgkEnMNBoTO4Tpi0YTGRnp8SZpU4J5edPbHCo9gMJLeZ7hG0Rh9djix5hz7Vx21BzC5GxEoVFixY7WR8vcYTO4duxc/L39PO/5Qf4XfHlKHMsSrTNw98j5yGQy/rFvBY2WFryUam4feDXhvsGsOPY2bbYOvJVezE+/gmh/I2VtlWyo2IzD7UTvHcRlCdPRqv08e6o11fLp0TU0q1vQtmsZFD6IUYaRlyR6zp0NJ4klCYnvBum++f3xjQXTb37zG2699dZ+18THx3v+v8lkYuLEiYwePZrly5f3e51Go0GjufCQVAmJr9NorafT3o5CpugzRgCg096JqUv0EKUGpvR6zu5yUNxSCkBm8FkDoiAI7Ds9GmR83AhGLRHDKlutHRytFwXWhJgRnvX59cVYnXaCvHUkBsUgk8k8xu7c3FwC9IHsLjuEWq3GNrmHAcpY1n4qiiW5WoF3sB93Pnw3HXp4fscbBA0wYDUJNNXWc/nwGdw193biY85+xqo2EysOvEt1u+hlmpQwiusHzqaopZxX8z7E6rSh9w7g7uwbsLsdLM97B6vTSqCXjpsy5hHsHcixhgK21+5BEASi/SOZFTe514Bcq9PK2wfeob67AbfLzbI/LWNezpWMW3J2uHBfVHSWUX56+HGsNoFYbYIkliQkvgOk++b3xzcWTCEhIYSEhFx8IWJlaeLEiQwZMoTXXnut1wgHCYn/C4Lgpuz0DTnKL7bXjf7rFLWKHiejn7FX7hJAcWsJdreDQC8dEX5nDdf/fvMFhGF++Gq8yQrL8KzfWX0AtyCQFBhDpDbc8/hhk9h9NyTirEn6XGM3wG/n3M2f3n+SpKFpeAcEcPmIWygqLiImPgaHw0GDqgNVjwqVQklOxijSchLY/ukm7rrmLgwGA2azmZeWvUTi9IFsNR3AJbjRany5Y8jVDDKk8VXFLo+5OyEwmgWDrqWyo4aPi7/AJbiJ8Avnxowr8FZ695oJl6FPYUL02F7erQ57B9tqdhCeEI53qzdP3f0Ujz7wpwt28fX+uQhUdJZS0SmK0Dj/RCnBW0JC4mfBd+Zhqq2tZcKECcTExPDPf/6TxsZGz3Ph4eH9XCkhcXHqLGZ6nBZUcjVRfrF9rrO77FR0VACQHJB83vP5TaIZeYA+DZlM5jFcrz+xhZFJ4xgQk4S3UkwMd7ld7PIYqM9WlwRBIL9ePHoaZOi7TTYqyMgDMxewcteHtHS14VCpiIyJIihIT2hAMOnGZDIik8mKzsD3tD9pcvZ4QBRxb332Hm9Vfk7qsSp0Oh0jY7K5efCVeCk1vJr3oWfMydjIoVydOoO95iNsrNgBQJo+kXnJs5DJZHxR/hWlbeJ3Mso4jKFhg3pVfxosDew07cLushPgE8CogJE0XdV40VDNM0eklZ3iHLp4/2RitH1X/iQkJCR+Snxngmnjxo2UlJRQUlJCZGRkr+cE4ceZPirx00AQ3FR0iTflaL9YlPK+f43L2stxup34a3SE+YT2eq7e0kiDpQmFTE6qXjSML1u2jL8/8w8mLr6MyspKAk+qYPA8APIai+iwdeGv8WNQ6FmPXl1XI609HajkSpKD+xcI2TEDyI4ZgNVhpbmrDQC9XyBeqr5L6lanjf+38q8caCnAK0xL6ckSJoUO577rbqapp5UX9q+iprMOhUzOVakzGBs5lM9KN3GoXkw0H2kczIy4HKxOG5+VfUlddwMKmZypMRNIDupd/Slvr2B//QEEwY3eS8+4iLF4Kb0uGqYpCAIlHUXUdFUCkKhL6VfISkhISPzU+M4E06233npRr5OExLehvqcO6+nqUoRv3+ZGQRA4dXogbErA+a3sxxtFI3hCQJynirRo0SLkyT7sbThCRkQqvxq70LN+V80hAEZHDPZ0iJnNZv7y2j9xxLlIDI9BrVBd0mfwUnkREdh/pVUQBI6YT/DW0U+xRyuJ1cWSt/4Av8u9h3mzryC/sZjXj39Mj9OKVu3LgqxridSGs+rEJ5S2VSJDxsz4CYw0DqbN2s6npetpt3XgpdAwO2EaRr/wXu+V31xAwelgzyhtFCPCR3iCOi+2z+L2E5i6xXDO5ID0fn8uEhISEj9FpFlyEj8p3ILb0xkX5ReDop/qkrnbTLejC5VCTYx/78Rbm9NGcav4OgNDzo5ICQkLhUg1RqWR2QOneo6gmnvaKGwWfTmjI8R5ckePHuWxxx5jf3sB2VePIa/0MOZU83nhkxfLXLrQmtqOOt4+upaCBtGnFa4L5bYB89hZF8MVuZezrzOfL8t34nA4sNS0c//MG9F7B7Ai7x0aLc2o5EquSsklwO7LY08tIXRCJG6FgL9ay+WJMwj0CvC8l8vtYl/9fqo6qgBIC0pjYHDmJZm0BcFNYVs+9RYzICM1IAODb8RFr5OQkJD4qSEJJomfFPU9ZqzOHtRyNZG+/cf+l7SJAifeP+68Y7vCllM43S703oG95sYVNBXhlLtIiU1ibNJZn9J+0zEEQSA5KI5gnyDMZjOPPfYYa9euJWJ2GtU1NdRvLWVd+CiPMfrc4MoL+X/OCK5zB+/6BPqxat8nrDn2JcEhwXhrvJmRPJ7ZqZPwUmoYkjSI1/I+pKS1EofDgX+zilfu+y/DXk6jI96JU+5Cq/ZlfvoVyDrdfLj5Y0p9aqBVQ1xIDFenXNYrOsHmtLHDtJOmniZkMjlDw4aQoIvnUnALLgpa8miyNiCTyUgLyCTM55sNDpaQkJD4qSAJJomfDIIgUNUpJlRH+cX2G5zY7ejGbBGjBBIDevt0BEHwJHtnBqf3qqTsNYlRAsPCszyvbzKZeGPTu2iNgYwwDgJEr9OZDCW5QuwucztcngG6QK/gyq8P1T1XcAEsuvcubm2+ByHOi4aWRmpNJqI0Ydw/9SYy48UKWF7DSd7M/5RuhwUvpRr1MStP//4JDIOjWd+0nUifKAYnDWJ++hXoNFoefWMJlUoTSpWC3et2INPb8M0+K5babR1sr90hVuHkKsZe4gBdEGfp5bccpdXWjFwmJyNwEMHeoRe/UEJCQuIniiSYJH4yNFsbsTi7UcqVGC/ikSlpK0UQBMJ8wtCqtb2eq+6spc3WjlquIjXobDp4TaeZ2i7RPD00PBMQhc17X3xIeVMVcb4KDII42mfRokWeYMrYuDi8DP6YZad6DdA9N7jy6+34ZwSXXK0gaHAkqbnZWKPlNNaZKDtSRN3mEgqqthC5WEvqo39i9amNbKncC0CUv4E7Bl6NI81GUKSevQ1HiImJITsyk1sGXo1armKP6QABQ0ORtWvY9PYGbh07n9m5sz3vX9ddzy7TLhxuB74qP8ZHjEP3tciFvnC47eQ1H6bD3o5CpiRTn02gpu+RRxISEhI/ByTBJPGTQBAEKrvE6pLRJ6rfzjiX20VZu9hFlxiQeN7zxxpFY3OaPrmXSXvf6erSgOAUT4L3smXLeGX3uxgnJHDo8728fuo1lixZgsFg8ARTRkxJYWv1PmZdM6fX0du5wZVfP467/rb5dBrcfF64BX14MAZjBNFBEdyYfhk13qUsfH0hK1asYOikEfxj33JqO+sBmBQzisuTpiDg5uOqXVgMboxKI5PixzBvYC6CILCxcisnW0pQqVSMjR6JLNbG7NzZnj2UtpVysOEwguAm2DuYscYxeJ02vV8Mm8vK0aZDWJxdKOUqBumH4K/WXdK1EhISEj9lJMEk8ZOgzd5Ch70NuUxOpF//3qWqzmpsLhs+Kh8i/Iy9nmu1tlPRXg3AwJCzgZRd9m7ym8SZZyONZydoL1q0iMrEDk5UFXHzlGu4c8ZNnufOBFMeNReyq+4Ivik6ZH7K854/g1twU9xUwfbyfeyrPobV30pUfAwZMSlcnTWLkdHZyGVyzKFpPLb4MXRDwnm19BOcbtGXdNOAuQwISabV2s4rh9/lZE0xYSGh3JNzG4PDBmBz2fm8bCPVnSZkMhmTo8eRrk9h2pKJgCg6jzXlcbJFzJ6K8Y9heNiwCx5tXsiM3u3o4ljzYWyuHjQKLwbph+Cr8jvvWgkJCYmfI5JgkvhJUNVVAYDBJxKNov8xAKfaxM6yBF0CclnvdPljjfkICMTqogn0OlsZOVh3XEzD1oYTcU6Ct1KnQRnghdERwfwp11yw221AaBLRAUaq2kz8Y/tyfjPuDozaMGQyGVaHjYq2Go6aCjlYe5wmS6vnurTwJO4fdxtDIzJ77VPhr8Z/ZjRbGg6Irx+SzI0Zl+Ov8aOivZo3jn1IXXM95UVlDLDEYkjV02nvYk3pBpp7WlDLVcyIm0ys7uyxpdPtZG/dPmo6xdb/AfoMMvQZF+yEOxPeea5h3UfvTV7zYZxuB95KX7L0Q/DqZ3afhISExM8NSTBJ/OjpdnTRYm0CZET6Rfe7ttnaQou1BblMfl63l9Vpo7BZTOTODh3gedzldnGg7igAIw3Zva7JbyxGpVKRM2AU8VGxF3xPpULJb8fdyRNb/4u5s5E/fvk0vipvZDIZXXZLr7VeSjXDo7KYEDec+KDen8UtuNlcuYe1p8RhuF5KNVelzmSUUdzT7tpDbCjfRm1dLSf3F3DolR1sbltNy9+biZmVRLfDgo/Km8sSZhDqE+x53R5nDztqd3q+l+Hhw4n177tKt2zZsl6G9X+88HeGzx2CW3ChVesYGDS431E0EhISEj9HJMEk8aOnplvMBwr2CsFH6dvv2uJWURBFa6PP8+UcbzqBw+0kxFtP5DlHdSdbSum0d+Or8iEjuPdw3pJWMbk6TX++F+pc/DV+3JxyOY999BQao5Zueno9lxmewiBDKoPC09AozxcbtZ31vFXwKRXtteL7BSdwQ/pl6L0DsLscrC39imMNYmff2IQRDO9IYVfbBp5/8wXcKUq6HRaCvAK5LGE6/pqzJvd2WwfbardjcXSjVmgYZxxDiE//syDPNbS//smrGLJCcQsugryCGRA4qN/sKwkJCYmfK9K/fBI/auwuO3UWEwARF6kuWRwWqjpFf1JyYFKv55xuF8caRLN3dljvUMb95qMADAnP7JVsLQgCZW3i68UH9N+VZzab2fXVdj787cu8tPwlhk0YRXBIMCG+QXir+jZU210O1pdtZ2P5TlyCGy+lhnkp0xkdMRiZTEZzTyvvFK6hwdKEDBnT43IYZRxMnbGO6udN2JNkKBUyIvwM5MZPxUt59riywdLADtMuHC47fmotORHjzusYvBAGg4FZs2bx3KqnMWSFoFIpMfhEkByQft4Rp4SEhMQvBUkwSfyoqe2uFo+CVP4EqvtvXS9uO4UguAnxCSHIq/faky3FWJw9aNW+JAWezWVqsDRT3l6NDBnDwgf1uqbT3k27rROZTEaMrrd5/Ouce4x118K7zstduhAFTad4r3Cdx9c0KDSVa9JyCfQS2/tPNJ3ik1Prsbns+Kp8uCZ1NnG6KARBoEKoJWS0mKidEpTI5OjxvcReRUcl++r2ezrhxhnHolH27/06g1tw0+7dQuYEMf8pRhtPnDbxkpK/JSQkfhw0VRbjcP7f5rYqlUpUmv/t8XuHueJ/+nrfJ5JgkvjR4hZcmE4fx0X5xfZ7w3a4HJ5k79TA1F7PuQU3h+qPAZAdOhDFOVWSg3V5AKQExaPT9K6+1HU3AqD3DrioZ+fcY6wL5S6dS0tPGx8WredovTjLLsDLn2tSZ5EVlgaI1bAvK7az13RY/OxaA9emXoa/xg+n28VXldsobhU/67DwLEYahnq+G0EQONlaxLHGY6evjWJk+Ih+Qz7Pxel2kN9yjFZbMzJkJAWkSXPhJCR+ghz/4Nkfegt94u3tQ3Bw8MUX/siQBJPEj5b6njrsbjsahTeh3v0nUJe0l+J0O9Cq/TH69u5kK2ktp93WiZdSQ4b+rEfJ4XJytF48phv6teoSQKOlBYAwn4v/xT43l+lCuUtn3m9T5W7Wl23H7nIgl8mYGDOS3ISJnqO0lp423i/6DFOXmLs0JmIoU2LGopAr6HFaWVe2EVNXHXKZjEmnYwPOIAgChxoOU3J64HByYDLZIVmXXBmyOnvIazlMt6MLuUxBRtAggr369ztJSEj8OEmbeSv+hv4jWPqju8lM/prlrFq1irS0tP/hziA4OJjo6P4tFj9GJMEk8aNEEARqu8TqUoRvFLJ+vDMut4ui02bvtKDUXgLBLQgcqD8KQFbIAJoamjz5QvWKVqwuGzqNP4mB5//DYnGIxm2tun+j+Rm+nrt07mfJazjJR8UbPMdvCYHRXJ82G6P2rBDcVrSbVYc/Qh8egr+3liuTZpCqF48PW61trCndQLutA41Czay4KUT5nx1y63S72GPeQ21XLSAjO3QQKYG9Dez90WFv53jLEewuG2qFhoFBg9GqLy35W0JC4sdHeMZwQpOyvvX1LVVF5K9ZTlpaGoMHD774Bb8AJMEk8aOk3d5Kp6MDuUyOwSei37Wl7WVYnT34qHyI8e/9Xy0V7ZWebKJQl55168/mC/UMEEXYkLDMC5qZLU4rQL+m7YtR01HHh0VfUNxSAYBOo+WK5KkMMwz0CDuby867R1ezt+owtfUmApRarhoxj+TTYqmm08S6so3YXHb81VrmJExH7x3oeQ+by8aOWnGArlwmZ6RhJNHaSz9Ga+ipo7D1OG7Bja9Ky0D9YLwU3/4zS0hISPwckQSTxI+SM2NQwn0i+vUPudwuCk8nV6cFpaGQ9e5y218njjsZGJrB68tf8xiz73/kQa5/YSERxgiywzLOf2FAefq1nG7nN95/q7WDz0o2sdd0DEEQUMmVTI4dzbS4sb062ao6THxU/DkFZYXU1tZSsqGA9Rvfw/dRWLJkCQVNRWyp3oFbEDD4hpEbPxUf1dnAyC5HF9tqdtBp70ClUDPOOIZQn0sbgisIAhWdZVR0ikd4eq8Q0gMH9jt2RkJCQuKXivQvo8SPjk57By1WsY0+2i+u37VlHeX0OC14K32I9++9trKjhgZLEyq5kqyQAcQtivQYs3//3KNYQtwkBMScZ/Y+g5/aB+C88Mn+6LB1saF8BzurD+I4LbSGhA9gbvJU9N4BnnVOt4ut1XvYUb0fAYE4QwwZlljWb3iPFStWMGvWLLbX7OFoQz4AyYEJTInJ6dUJ12ptZVvtdqxOK95KHyZEjkenubS5bi63i8K24zT2iF6pSL8YEv1TpE44CQkJiT6QBJPEj47q7goAQrzD8e5n/IbT7eJEs9hplhaU2qsTTKwuiV1m0eoI/vHXJ1m0aBG5ubk8tvgxlNE+qLGRFZbe5+sH+4jRBOXt1bgFd78ZRK3WDjZV7GZnzUHsLgcAiYExXJE8jbiASM86s9nMf15/kaCcKNrdnQAMCk0nN34SrYkttC9uZurMaRy05FHRIWZAjTAMZnj44F5ipq67np2mXTjdDnSaAHIixuGj8ulzf+didfZwvOUoXY4OZDI5ybo0jL6RF79QQkJC4heMJJgkflTYXFYaeuoAiPaL7XdtSVsJPU4LPiqf88agVHXWUtfdgNvpomZvRa+5aLc9uIBXj7+HWqEiNajvBO/kwDh8VF60WTvJbyxmYGjvuAJBEChprWRnzUGO1J/A6XYBEKuLYE7SZFKD4nuJnFpTLa9teZtDqiLi6h2EBYVyVUYuA06nixsMBn79hwf4rPRL2mztKOUKpsVMIDGw92c7N2Mp1CeUscYxlzyqpM3WQn7LMRxuOyq5mgFBWQRoAi9+oYSEhMQvHEkwSfyoqOwsRxAEAjRB/XZp2V12TrSIo0IG6AecX10yi9WlxuN1/O3Os3PRFi9ezJAbxwKQrk9GrVD1+R4qhZLssAx21Rxi+dF3GRWRTXJQHBZHD9UddZxoLqHN2uFZnxAYzcz4HNL0CecdbTVZWvjrl89R0VaNXKngwBd7mBmdw4Ccs51sFe3VbKjYjM1lx0/lS278VMJ8z7b1C4JAUWsxRxuPAuL4lxHhwy85Y6m2u5pT7YUIgoCfyp/MoCxpgK6EhITEJSIJJokfDT3OHkyWGgBitQn9rj3ZWoTdZUer9j9vkGxNpwlzdz0KuYI7pt9C3IqzgZIzZ83irepPATyVnf6YkziJdptYYdpVc5hdNYd7Pa9RqBlqyGRs5BBidOd387kFN7trD7Kpcjf+MUHE+ytZ/fd3WbzwEWbnzj69RuBA3RH2mw8jcGFztyAIHGk86pmV900yltyCm1PtJzF1i0d8od7hpAYMuGShJSEhISEhCSaJHxGVnWUIgptAjZ5ATd9jUHqcPR7hMDC4dySAIAjsO+1dGqBPJT4yDu9zAiUdvgJdDgsahZr4gIsHp/lr/Lhn8HzK2qrYVLGHHqcVb6UXQd460vSJJAbG9FmlarA08cmpDdR2ikeM6SFJjEwYRPAsNbNzZ2MwGLC57Gys2EpZeyUOh4OWEw1cOX1mL7HkcrvYV7efqk4xl2pQyCBSAy/NoG132SloPUqbrRWQEe+fSLRfnGTulpCQkPiGSIJJ4keB1dlDXY84ZDfuItWl/KYCnG4nei89kX69qzo1XSZMXXUo5AqGhInp3ecGSm6s2AFAUmBcr46zixEfEE181lmBZTabWfYfMQDz66neLreLnbUH2Fq1B5fgRq1QMyt+ItmhGchkMs9emnpa+LxsI222DlxOF4oyN3+7fSlxKyI9aeF2l52dpl00WBqQyeSMCB9+XkWtL7ocnRxvOYLV2YNCpiQ9KJNgr0uLHJCQkJCQ6I00elziR0Fl19nqkq4fE3KbrY2yjjIAskN7H0kJgsC+096lDH0KfhdI6C5uFa9NDoo/77lLxWw2s26dGIC5bt06zGbz2ee6Glh27C02Ve7CJbhJDozjV4NvZXDYgF57PdFcxPtFq2mzdaBV+9G6tY4Hb/gVIHqtli1bhsXZw+bqLTRYGlDKVeREjL9ksdTYU8+hxn1YnT14K30YEjJCEksSEhIS/wekCpPED06XoxNzdy1w8erS0UYxCDJKG0Wwd+8Zb7VdZrG6JJMzNCzrvGs77d3UdzcBkBQY+633u2zZMk8A5hkj+Z8e+xNbq/eyo2Y/giDgpfRiVvxEBoWk9RJKTreTbdW7KWguAiDGP5JpsRNp07cSHXTWazVhxgS+qvoKi8OCl9KLnIjxBHpdvJvt62GUgRo9GUGDUMn7NrdLSEhISFwcSTBJ/OCUdhQjIBDiHdZvdcncbaauuw6ZTM6g4IHnPX/gdKp3eh/VpfI20QMU7huK7yVmFp23B7MZs9nM1KlT2bhxIytWrGDwpOG8eORNmnrEYb1p+iTmJEw+bw/NPa18Ub6JFmsrMmSMMAxmaHg2cpkM73OG946ZNoY86/HTpnYtOZHj8VP5XXRvTreTk235XwujTO53Dp+EhISExKUhCSaJH5QWW7OY6i2Tk+Cf3Oc6t+DmSMNRAJIDkvBT9xYQpq46qjtNyGUyj3fp61R0iB148QGXPmftXMxmM2+99RbLly8HYOrMaQgpXqw2bQTAV+XD7ITJZAT3/hyCIFDYUsy26t043E58lN5Mj53Ya3guiF6rO39zJ7vNe3ELLvTeesYbx6E5Z5RKX4hhlEfocnQik8lJ0aVj8O1/Bp+EhISExKUj/aenxA+GIAiUtotHUxG+UXgr+676nGorocPegUahIUN/fjr3mepSWlAy/n2MOqnpFL1Gvg4vlixZ0tt7ZDaf99jXWbZsGQ8//DAAIelGHMO82GcW3zcrNJ1fDb71PLFkc9nZULGZryq343A7idJGcEPavPPE0pnPuMu8G7fgwuhnZGLkhEsSS222Fg427qXL0YlariY7eJgkliQkJCT+x0gVJokfDJOlhi5HJ0q5ihi/vk3YNqeN/OYCADKDM89Lta7vbqSyowaZTMaQ8KwLvobT7aS+uwm7w8HxnUd7JX8DHhP3mce+3vkGsGjRIrz8fXjv2KcYsqOJjIwkNjyGazJmk3gBT5Spq44vK7bQYe9CLpMxwjCUIWGDkH+tpV8QBPKajlPYIo55idfFMzRsSL+jWM5g7q6lqP0EguBGq/JngD4bL4XXRa+TkJCQkPhmSIJJ4gfB4XZQ3nEKEI3e/Y32yG8uwOGyE6AJOG8ECsCh+mMApAQmEKC5cDp4m60TAYHm+kaevOMR4KxhGzjPxH2m9f8MbsGNSdaEdYiSLMMwAKYkjWPugBnn7d0luDlgPsyB+qMIgoBOo2V67CTCfc/vUnO5XRyoP0hFRwUAA4IHkBGUftGcJEEQKO0oprpLvC7EO5w0KYxSQkJC4jtDEkwSPwjlHSU43A58VX5E+PbtKWqztVHSLnZ8fT1GAKDV2k5pWwVAn94lgDZrOwDJUYmsWLHC0412psIUGRl53mNnMHXVs7b0KzGAUgHDUodweeJUIrTh571Pq7WdLyu2UG9pBCA1KIlUVTwvPfXieZlNdpedHaadNFoakclkDAsbRrwurs/PcAaX28WJ1jyarA2AmIoeqz1/HIuEhISExP8OSTBJfO90Ojo8YzqSdKl9dnEJgsDhhiMIgkCkNpIwn7Dz1hyuP4aAQJwuGr133+ngDrcTgAA/Hbm5Ez3J32cETO45aeBnHut2WNhUuYuDdXkAqBUqJkaNZlTE4POOywRBoKD5JDtq9uJwO9Eo1EyMGovW5nPB474uRxfba3fSYWtHKVcxxjgag+/5Auzr2F028lqO0GlvRy6TkxowgDCf848PJSQkJCT+t0iCSeJ7RRAEitpOICAQ6h1OoEbf59qarloaLA3IZQqyQs6vHnU7LJxsEY/1YhQRLFmy5ILJ22fe9wznJn9f6DG7y8F+81G2V+/D6rIBkBmSyvTYHPw157f3dzssfFW5ncoOUQRG+BmYFjsBrdqPJUuWnHfc96s//JrttTuwOa14K70ZHzHukjKWLI5ujrUcwursQSlXkRmUTUA/MQwSEhISEv87JMEk8b1ittTSaW9HIVeSqEvtc53L7eJYo+hNSg1KuWAO0fHGE7gENzq5lv1f7e3XtH1mNlurtR2TycTy5csveET21ckdrD72BUGGYNQqFeG+IcyKn0SsLvKC+yxpLWNz9U6sThsKuYLRxmEMChngMXYvWrSo13HfsKnD2Fy9GZfbRYAmgPER4/C5hEyodnsbec2HcbodeCl9GBQ0GB/V+VlTEhISEgBNlcU4nMLFF34NpVKJSqOmw1zxv9/UTxxJMEl8bzjcDsrOMXprFH23zBe1FtPl6MJL6U1aUG9hZTabeWn5MkJzo0AOJdtO8pcH+jdtR/iFo5DJabG08+am9zziatasWcj8FRQ0nWJn5X7qWxqoaajFW+PNlPSpTEode8FuNavTxraa3RS1iP6qEG8902InovfuXfExnBNImTEpg0LrSfFxXwOjjaMuKYG7saeeE615uAU3WrWOgUHZqPv57iQkJCSOf/Ds//k1vL19CA4OvvjCXwiSYJL43ihtL8Lhtp82ekf3ua7H2cOJ0y32WSEDe4mKM3PcVn3xNvNH3YYhKJy7rl5AjG/fpm0AlUJJRnAK649tIq/ZxJjfzuC1wg/Y73OS8GixymSqN1GSV0zZ5kLW73+fwD8pmLJk/HmvVd1Ry8bKbXQ5upHJZAwNy2J4eHafHWqhYaHMvGsW5e3lACQFJpEdknVJsQG13dWcaitEQEDvFUJG4EAUcumvrYSERP+kzbwVf8OlzZ48Q3eTmfw1y1m1ahVpaWkEBwcTHd33v9W/NKR/eSW+F1pszZgttYCMFF16v2LheFM+TreDIK8gYrS9/8KfmeM28w9zqayowF1uI2JoxAVN219nTuIUBKuLrardlFNBTEwMuoAAlHIliQGxTAkZTVFHPgv3fHZB4eVwOdhl2k9e4wkAAjQ6psbmYPA934x+BqvTyk7TLpp6mpDJZGSHZJMcmHTR70sQBMo7S6jsFIcFG30jSdalSWNOJCQkLonwjOGEJmV9o2taqorIX7OctLQ0Bg8e/N1s7CeMJJgkvnPcgoviNlFkRPhG9Tsvrs3WRtnpSszg0OzzWuUXLVpEaFw4+2xHiI2J5daM64ALG7m/jkah5upBc8gKTGd5xatcnnEZ0eFRGHxDUSnEvwpJ/rEXFF7m7no2VmyjzSbGE2QGpzE2YgQqRd9Ham22NrbX7sTi6EYlVzHaOAqD78U72gTBTVFbIWaLOMpFig2QkJCQ+OGRBJPEd05lZzk9TgsahRfx/n1XVwRBOD0vTiBKG0Ww9/ln5waD4f+3d+fBbZV3v8C/R5K12ZIsW7It4y2OszgJdhKHhIQUCDCk1LTQ28JMh7YJ5fo6ndCB0hcIpZ04HWgo6bQdGG4rwn0DLVBoyyQBUiiUJdANQnZnX+xsljfZlmRZu879Q7FeJ16OZFs+svP9zOgPS0fn/E6c5HznOc/5PSi9phxnT7dhbmElphVJ9y3q53A4YLfbUV9fj00/fHLIbS4PXuFoBJ+37sHutv0QRRFZGZm4ufR6lBqHngTe75znPD5r/QzhaBhZagOuL1wOo8Z4SQ1DjYRFxAgOd8V6LAkQMDN7DgozRz4WERGlHgMTpVRvyIMzvbHbShWmWVCNMP/G4W1FW18bFIIC1daqIbeJiiIc4XYUFhZiUfGChOvon/sktfzJQB19Trx35mM4fV0AgNk5Fbi+aBm0I6zvJooiDjobcdgZG1HL1+djWeEyaJRqyRrC0RAOOPfCFeyGQlBgjrkKVt3wt/uIiGjiTMiEiEAggPnzY12a9+3bNxGHpDQgiiKO9xyGKIqwaPNg1Q5/8RdFEfs7Y20EZppnDtlGAABaeh3oC/ugVWpQahq+Q/jl7HY76urqAMSepLPb7cNuGxWj2NW6F68f2wanrws6lRZfmXYLbi1bMWJY6u/c3R+WZppn4oai66G5uHTKSDUEIwHs7dwFV7AbKoUK1bk1DEtERGlkQkaYHnnkERQWFmL//v0TcThKE619LXAFe6AUlJiRXXnJHJzLb001uZvhCriQoVSjMqdy2H2e7InNbyrPLoUyiQnQl/dDGupJOgDo8nXj/TM740ublJtKcVPJl+J9nIbT7e/GP1r+BW+oFwpBicUFi1BmLEuoBl/Yh/3OL+AL90GtUKPKUgNDxtBr4hERkTxSHpjeeecdvPfee3jjjTfwzjvvpPpwlCYCkQBOuo8BAMqMFdAqtfHPLr81ddtXbkOjvxEAMCenMj4iczlRFNHsinXTLjeVJVXPwH5IQ92Oi4pR7Gk7gM9a9yASjUCjVOP6oqWYnTNDcrJ1s7sZu9q+QCQaQWZGJpYVLkOudvAyLUPV4A31Yr9zNwIRP7QqHapza6BXsSElEVG6SWlgamtrQ11dHbZt2wa9XrqbMU0dJ1xHEI6GkJVhRNFlPZf6WwMAsVtTTz7/JMqvnw6dSocZ2cNPCu8JuOEOeqAQFCg2FCZd03BP0nX6nPjgzKfxUaVSYzFuLvkSstSDg8vAkbG8/Dzsad+LU65TAICCzAIstS0dNvBdXoM76MJ+526ELy5CXJ1bA82AYElEROkjZYFJFEWsXr0aa9aswaJFi9Dc3Cz5nUAggEAgEP/Z7XanqjxKIae/Ex2+NggQMNs8d1DPpYG3pp5/4XkYl5ogQsTc3LlQXWz+ONTTZC29rQAAW2b+iI/zDzTSU2nhaARftO7FF237EBVFyVGlgSNjheVXIW9xHvyCH4CAeblzMDd3bsKP/ncHunDQuRcRMQyj2oSq3JqEun4TEQ3E6+bESXrS97p16yAIwoivo0eP4tlnn4XH48Fjjz2W8L43btwIk8kUfxUXJz6pl9JDRIzghCvWpbsoq3TIuTgDb01VraiCqBSRmZGJaRdvsw0MJjt27IDD4QAAOP2xp9Ws+uEX7B1ouP0AwDnPBbx65A183roXUVHE9OwyfHvOXajMnTls6OmftD17WSUaw4dw2nEaGqUGNxZdj3mWeQmHpU5fOw44dyMihpGtyUF17iKGJSIaFV43J44gDlzGPQEdHR1wOp0jblNeXo67774bb7311iUXkUgkAqVSiXvuuQcvvfTSoO8NlZSLi4vhcrlgNHIS7GRw2n0CZzynoVFqsTjvuhHbCISjEbzV9DYCYT+uyb8G07PLAQANDQ3xW3YA4mvDvbL/Lzh47hBun7USy2dcK1nLUPv5rx8/jH+1fI6jF9eA02focGPRMlSYyyX3d67lHN7a9zZO9zShrLQUpZZS3Fx+U0KL5/Zr63PgSM/B+JODc3OqoBCGXlKFiEjKcNfNFf/1f0fV6fv9J+/F7t272el7CEnfkrNarbBarZLbPfPMM3jiiSfiP7e0tGDlypV4/fXXsWTJkiG/o9FooNFwUdHJqi/kxdneZgDADNPsEcMSADS5mxAI+6HP0MdHl4ChnyZzOBxoOtsEh6MFe1y7MT2rVLKP0sD92F94HuXLZ+Llw39GMBqCAAFXWyuxtPCaEecc9XP6u3AgcBCGEgMKdTYsKJiPpeVLE1oPrl+L9zyO9RwGICJfb8Ps7HlJfZ+I6HK8bk6clM1hunzBvqysWF+d6dOno6iInYunGlEUcdx1BKIYRa7WCos2b8Tto2IUR7uOAgBmm2dfEhyGepqsoaEBX4QPIrfEgk1PP42uEx2SS6HYbDZ85StfwU+eWY9ItQqHvccBAAWZebihaBnyM6WDvyiKONx1BI3ORoiiCKPOhJVLbkWefuTzu9y53macdMWeGoytCzeHS50QEU0i7PRN46LT347ugBOCoMAM02zJMHC+9zy8IS80Sg3KTYOXN7n8ibb6+nqoP38Vx9qO44c//hG+df1dI+4/Eo3gRM9pfN69F9brrkIIYRjUmVhaeA1mmiugSCCseIIefNb6OTp9nQCAYkMxFuUvSmhEaqBmz2k0uU/E9pFVhunG4edJERFRepqwwFRWVoYkp0vRJBGOhnHCFRstKskqg04lPafnWFdstKciu0Ly1h0QC1BLKxfDreyFsdCMHOvgPkcA4A54cKTrBBo7j8Ab6gMAaJUa1ORXozpvbkLHEkURJ3pOYn/nAUSiYagUGajJW4AyY1lSQUcUeeU4cwAAHR1JREFURTR5TuKMJ7Y0TJmhAmWGcoYlIqJJiCNMNGbnepsvNl7Uo9QgPXna6e+C0++EQlBgRnZFwsdZWr4Yx3yn0Bfx449Ht6LKOgdZ6kyEIiE4/d244HGgw/c/DyToM3SYb52HKutcqBNsQ+ANefF56y609bUBiK0Ft7jgGmRmJNdMUhRFnHQfw/neMwCA6caZKDEkvlAwERGlFwYmGpNAxB+f6F1hnAllAk98neqJNXosNhRDq0q8UaNWpcHXK2rxTtMHcAc9+MeFzwZtIwgCCjMLMM8yGxXZ06BUJPYEWv+o0oHOAwhHw1AqlKi2VGNGdkXSI0L987lavLGu5DNMlSjKKpH4FhERpTMGJhqTU+4TiIoRmNRmyYneABCKhnDWcxYAMN00Penj5Wda8a3K/4X97Y3o8vegN+SFSlAiR2dGnt6CUmMxdEmEMABwB9zY1fYFOnyxTt8WnQVLChbDoDYkXZ8oijjacwitfRcACJiVPQeFmXzIgYhosmNgolFzBXvQ1tcCAKgwzUpoJOa85wLC0TAMagOsOsuojqtRqrHYNvYeIZFoBIe7juBwV+zpPpVChSpL1ahGlYDYk39HuhvR7nNAgIBK89XI14/c+oCIiCYHBiYaFVEU44/J2/RXwag2JfS9ZnczACQ9gXq8tfe1Y1fbF/AEPQCAwsxC1OQvTHquUr+oGMWh7gPo9LVBEATMNVfDqssfz5KJiBLWeeY4QuHhH7RSqVTI0Fz6xK/b0ZziqiY3BiYaFWegA+5gDxSCEtOMwy+YO1AgEkC7rx0AUGJIrn3/SGvCjfTZ5XxhH/Z3HIgHN61Ki4V5C1GcVTTqABcVI2js2g+nvwMKQYG55mpYdMn1aSIiGk8H//ybUX1Pp9PDYhnd6P9Ux8BESRNFEafdsaVFijJLoFEm1mX2Qm8LRFGESZOd1PyggWvCFRUVxZtZSn02UFSM4kTPSRzsbIQv0IeOjg7ML56P5WXXQZ1kX6WBItEwDnbtQ3fACYWgxNU5C5CjTWytOyKiVKm8bTWMttIhP/N2OtD45vN4+eWXUVlZeclnFotlUONpiuG6DJS0Np8D3pAHKkVGUo/Kt/a1AgCKsq4CEAs7DQ0NlyyKO5T+RW8BxJY5sduH/exb3/rWoP219bXh3TPvYW/7XvgCfXC3urHpfz+N0x+fgrN95HURRxKOhrHfuQfdASeUggpVuQsZlogoLRTMXYyyJSuHfNmuXgoAqKysxMKFCy95MSwNj4GJkhIVo2jyxEaXSrKmIUORWH8jURTR0Rd7Ci1fn3fJyNCOHTtGDE319fXYvHkzAGDz5s2or68f8rPvfve72LlzZ3x/nqAHn1z4FB+d+xjugAtqpQZn/3kWP7j1frSebh0UvpIRioawz/kFXMFuqBQqzLfUwKwZupkmERFNfgxMlJS2Pgf8YR/UCjWKMhOfh+QL++AL+yAICuRoc0ccNbrcUGvLXf7ZDTfcgN///vcAgB/88Ad46e8v4a/N76KltwWCIKAiuwK1076C733tXjz//PMABoevRAUjQezr3AVP0IUMRQaqcxfBqM5Oej9ERDR5cA4TJUwUozjT2wQgtiaaMoFlRvq5gi4AgCEjCyqFEvX19SgqKkJdXR02b96M2traEb9/+dpyl3/2xz/+EW+/8zb+35v/jW//6NswmU0QxSgKMguwwLoAJo0xvu1w4SsRgYgf+5274Q31Qq1QY77lGmRmZCW1DyIimnwYmChhbb5W+MJeZCgyUJjE6BIAeIK9AACjenyCy0CRaAQebS+M15pw97S7YTKbYM2yotpaDVtmwaDtRwpfI/GFfdjn3AV/2AeNUov5uYugH2UbAiIimlwYmCghoijijOd/RpcSWcR2oHA0DADIGLCm22iDS79QNITTrtM40nUM/rAPUAIzS2dinmUeSg0l49rnyRvqxX7nbgQifuhUeszPXQStSjdu+yciovTGwEQJ6fS3oy/cC5VChauSHF0CgCiiAAABYw8x/rAfJ12ncLz7OIKRIABAn6HHnJxKTDNNS2g9u2S4gy7sd+5GOBqCXpWJ+ZZF0CiTW36FiIgmNwYmSsh57xkAwFWZJVAl+GTcQHqVHgDgDrpHdXxRFNEV6MbJnpM44z6LqBgBAGSpDZhtnoVpxrKEF9pNRk+gGwe69iASDcOgNqEqZ+GY+jYREdHkxMBEktxBF3oC3RAgjGp0CQDy9FYAgNPfhUAkCE2CoaMv1IdzvefQ5GpGT6An/r5Zm4PZ5lkoMRSnbImVDl8bDncfQFSMwqQ2oyp3YdK3IomIaGrg//4k6VxvbHQpT1cw6ltRWRlZMGpMcAdc+PTCp1iUX4NsTfag7SJiBD0BF1q9rXB4Hej0OQHE1kNSCEoUG4owI7sCudrclK5F19rXgqPdjRAhwqLNwxxzVUpGsIiIaHJgYKIR+SN+dPhjHbqLs8rGtK/F+Yvw0fmP0enrxLvN78GWWQB9hh5KQQFf2A9vyIuegCt+u62fRWdBiaEEpcbShEemRksURZzpPY2mi0u/FOgLMTt7LgSBLcuIiK5kDEw0ohbvOYiiiGyNGYaLLQFGy6Kz4LayL2N/xwGc85yDwzt0d2+1Ug2rzgpbZgFsmTZkTtCj+6Io4oTrKC54zwKIdTIvN85I6UgWERFNDgxMNKyoGIXDex4AUJQ59CKOycrKyMJ1hcvQ5e+G0++EP+xHVIxAq9JBr9IhW5ONrIysCQ8p4WgYh7sPwOmPLd8yw1SJoiyuqURERDEMTDQsp78DwWgQaqUGuVrruO47R2tGjtY8rvscLX/Ej4POPegNeaAQFKg0X4083eCGl0REdOViYKJhnb94a8qmvwqKKTqHpyfQhUNd+xGMBpGhUKMqdyGMapPcZRERUZphYKIheUO96Al0QYCQ9DIok8UF7zmccB2BKIrIyjBgXs4C6Ni9m4iIhsDARENq6YvNXcrVWqGdYl2to2IUJ1xH0HJxflaezobZ2XPZNoCIiIY1Ne+z0JhExQja+loAAIWZRTJXkzyHw4GGhgY4HIOfwvOFfdjT+fnFsCSg3DgTc8xXMywREdGIOMJEgzj9nQhFQ9AotcjRWOQuJykOhwM7duzAhg0bUFRUhNraWthsNgCx9fCOdDciHA1BpchApflqWMZ5MjsREU1NHGGiQRx9FwAA+Xqb5OP9I43myMFut6Ourg4AUFdXB7vdjnA0hCPdjTjo3ItwNASD2oRrrEsZloiIKGEcYaJLBCJ+OP2dAGJPx41kpNEcudTX16OoqAh1dXXYvHkzrr/tS9jV8W/4wz4AAoqzSlFurIBC4C04Ipq6Os8cRygsQqVSIUNz6QoJbkezPEVNcoIoiqLcRQzH7XbDZDLB5XLBaBxbl2lKzBnPaZx2n0C2xowFlsUjbtvQ0IANGzbEf16/fj0aGhpSXKE0h8OBF17cjJX33AKv0gMA0Kp0mJN9NUya9Oj9RESUCv3XTSk6nR5Hjx5BSQkb9CaKI0wUJ4oiWi9O9i6QGF0CBo/m1NbWprpESaIoImoM4YbV18Eb9QAQUJRVgmmGCqgU/OtORFeGyttWQ5mhRuObz+Pll19GZWXlJZ9bLBaGpSTxCkJxnpAbfWEvFIISVm2+5PY2mw21tbVYv3697LfjRFFEp78dTZ6T8IZ6AQAGtQkzTZVsRElEV5yCuYuh0ujQ+ObzqKysxMKFC+UuadJjYKK4Nl9s4rZFm5fwaIzNZpP1NpwoinD6O9DkOYXekBsAoFJkYJqhAldlFnPhXCIiGhcMTAQgFjw6fG0AgPxJsI5aOBpGu68VF7xn0RuKzVNSCioUZZWgOKsMGYoMmSskIqKphIGJAACuYDcCET9UChVytLlylzOkqBhFd6ALbb4WdPo6EBHDAACloERRVimKs0qRoVBL7IWIiCh5DEwEAGi/OLpk1eanzSP3UTGC3pAH7qAL3cFudPud8ZAEADqVHoWZxbDpCxmUiIgopRiYKD5hGgAsOunJ3uMtFA3BG/LAG/bCF+5DX7gPfWEv/OE+iLi060WGQo08XQHy9TYYM0yco0RERBOCgYnQG/YgEPFDIShh1uSk9FjhaBjukAvuoAueoAuekBuBiH/Y7TMUGTCqs2FUm5CjscCQYWRIIiKiCcfAROgOdAEAzJocKMf5dlw4GkJPoBvdwS64At3oDXkGjRoBscaSmaos6FR66JR66DMykanKglqhZkAiIiLZMTARegYEpvHgD/vQ6W9Hp78DPcEuXN5MXqvUwag2wag2wZBhRFaGccKbSjocDtjtdtTX18u+nAsREaU/BiaC52L/IpM6e1TfF0URfWEvOvxt6PC1x/sh9dOp9DBrcpGtNiNbY4ZGqR1ryWOSjmvgERFRemNgusKFokEEIwEAgF6VldR3+0JetPkcaPe1oi/sjb8vQIBRnQ2rLg8WbR50Kv241jxWdrs9vgZeXV1d2qyBR0RE6SulgWnHjh342c9+hgMHDkCr1eKGG27Atm3bUnlISlIoEgIQ62WUyPwlX9iHdl8r2n2tl4wkCYICOZpcWLX5yNVaoVam72P+6bgGHhERpbeUBaY33ngDdXV1+PnPf46bbroJ4XAYjY2NqTocjZJGFbs9FhEjCEWDUCs1l3zef7ut09+ODl9b/PYdAAiCgByNBXm6gqSWU5FbOq2BR0REk0NKrnDhcBgPPPAANm3ahPvuuy/+/pw5c1JxOBoDpaCETqWHL9yHPZ2fY5qhAoIgIBgJwh3qgSvQA3/EF99egIBsTQ6sunxYtflpPZI0ErnXwCMiosklJYFpz549uHDhAhQKBRYsWIDW1lbMnz8fmzZtwrx584b9XiAQQCAQiP/sdruH3ZbGz+zsuTjcfRC+cB8Odx8Y9LlCUCBbkwOLNg9Wbd6gUSgiIpIHr5sTR5GKnZ4+fRoA0NDQgJ/85Cd4++23YTabceONN6Krq2vY723cuBEmkyn+Ki4uTkV5dJlsTQ4W5y3DVZklMKhNyNaYkavNQ5lhOqpya7C8YAWqc2twVWYxwxIRURrhdXPiJBWY1q1bB0EQRnwdPXoU0WgUAPD444/jG9/4BmpqarBlyxYIgoA///nPw+7/scceg8vlir/OnTs3trOjhKkUGZiZXYlF1muxwLIYVbkLMM1YgVytBcpJMjeJiOhKw+vmxEnqSvijH/0Iq1evHnGb8vJyOBwOAJfOWdJoNCgvL8fZs2eH/a5Go4FGwxEMIiKiRPC6OXGSCkxWqxVWq1Vyu5qaGmg0Ghw7dgzLly8HAIRCITQ3N6O0tHR0lRIRERHJJCX3WoxGI9asWYP169ejuLgYpaWl2LRpEwDgrrvuSsUhiYiIiFImZZNTNm3aBJVKhe985zvw+XxYsmQJPvzwQ5jN5lQdkoiIiAB0njkOZQZv1Y0nQbx8ZdQ04na7YTKZ4HK5YDQa5S6HiIgorfVfN+MEAf/65z+xdOlS+YqaIlLSVoCIiIjkU3nbasz72v8BRJGTwscJAxMREdEUUzB3MWxXc1RpPDEwEREREUlgYKIpweFwoKGhId4DjIiIaDwxMNGk53A4sGPHDmzYsAE7duxgaCIionHHwESTnt1uR11dHQCgrq4Odrtd5oqIiGiqYWCiSa++vh6bN28GAGzevBn19fUyV0RERFMNAxNNejabDbW1tVi/fj1qa2ths9nkLomIiKYYLkNPU4LNZkNDQ4PcZRAR0RTFESYiIiIiCQxMRERERBIYmIiIiIgkMDARERERSWBgIiIiIpLAwEREREQkgYGJiIiISAIDExEREZEEBiYiIiIiCQxMRERERBIYmNKUw+FAQ0MDHA6H3KUQERFd8RiY0pDD4cCOHTuwYcMG7Nixg6GJiIiS4m49C7ejWe4yphQGpjRkt9tRV1cHAKirq4Pdbpe5IiIimkx2v/wUPvvvDdDp9LBYLHKXMyWo5C6ABquvr0dRURHq6uqwefNm1NbWyl0SERFNIjt37kRWVhYsFgtKSkrkLmdKEERRFOUuYjhutxsmkwkulwtGo1HuciaUw+GA3W5HfX09bDab3OUQEdEkcCVfN1ONgYmIiGiK4HUzdTiHiYiIiEgCAxMRERGRBAYmIiIiIgkMTEREREQSGJiIiIiIJDAwEREREUlgYCIiIiKSwMBEREREJIGBiYiIiEgCAxMRERGRBAYmIiIiIgkMTEREREQSGJiIiIiIJDAwEREREUlgYCIiIiKSwMBEREREJCFlgen48eO44447YLFYYDQasXz5cnz00UepOhwRERFRyqQsMN1+++0Ih8P48MMPsXv3blRXV+P2229Ha2trqg5JRERElBIpCUydnZ04ceIE1q1bh6qqKsyYMQNPPfUU+vr60NjYmIpDEhEREaWMKhU7zc3NxaxZs/D73/8eCxcuhEajgd1uR15eHmpqaob9XiAQQCAQiP/sdrtTUR4REdGUwOvmxEnJCJMgCPj73/+OvXv3wmAwQKvV4le/+hXeffddmM3mYb+3ceNGmEym+Ku4uDgV5REREU0JvG5OHEEURTHRjdetW4df/OIXI25z5MgRzJo1C3feeSdCoRAef/xx6HQ6vPDCC3jzzTexa9cu2Gy2Ib87VFIuLi6Gy+WC0WhMtEwiIqIrAq+bEyepwNTR0QGn0zniNuXl5fj0009x6623oru7+5Jf2IwZM3Dfffdh3bp1CR3P7XbDZDLxF09ERJQAXjdTJ6k5TFarFVarVXK7vr4+AIBCcekdP4VCgWg0mswhiYiIiGSXkjlMS5cuhdlsxqpVq7B//34cP34cDz/8MJqamlBbW5uKQxIRERGlTEoCk8Viwbvvvove3l7cdNNNWLRoEf7xj39g+/btqK6uTsUhiYiIiFImqTlME433YomIiBLH62bqcC05IiIiIgkMTEREREQSGJiIiIiIJDAwEREREUlgYCIiIiKSwMBEREREJIGBiYiIiEgCAxMRERGRBAYmIiIiIgkMTEREREQSGJiIiIiIJDAwEREREUlgYCIiIiKSwMBEREREJIGBiYiIiEgCAxMRERGRBAYmIiIiIgkMTEREREQSGJiIiIiIJDAwEREREUlgYCIiIiKSwMBEREREJIGBiYiIiEgCAxMRERGRBAYmIiIiIgkMTEREREQSGJiIiIiIJDAwEREREUlgYCIiIiKSwMBEREREJIGBiYiIiEgCAxMRERGRBAYmIiIiIgkMTEREREQSGJiIiIiIJDAwEREREUlQyV3ASERRBAC43W6ZKyEiIpo4BoMBgiDIXQYNkNaByePxAACKi4tlroSIiGjiuFwuGI1GucugAQSxfxgnDUWjUbS0tKQsabvdbhQXF+PcuXNT4i8mzyf9TbVz4vmkv6l2TlfK+Yz2uieKIjweD0eoUiCtR5gUCgWKiopSfhyj0Tgl/uH14/mkv6l2Tjyf9DfVzonnMzRBEKbUn0s64aRvIiIiIgkMTEREREQSrujApNFosH79emg0GrlLGRc8n/Q31c6J55P+pto58XxILmk96ZuIiIgoHVzRI0xEREREiWBgIiIiIpLAwEREREQkgYGJiIiISAID02UCgQDmz58PQRCwb98+ucsZta997WsoKSmBVquFzWbDd77zHbS0tMhd1qg0Nzfjvvvuw7Rp06DT6TB9+nSsX78ewWBQ7tLG5Mknn8SyZcug1+uRnZ0tdzlJe+6551BWVgatVoslS5bg888/l7ukUfvkk0/w1a9+FYWFhRAEAdu2bZO7pDHZuHEjrrnmGhgMBuTl5eHOO+/EsWPH5C5rTH7729+iqqoq3uBx6dKleOedd+Qua9w89dRTEAQBDz74oNyl0DAYmC7zyCOPoLCwUO4yxmzFihX405/+hGPHjuGNN97AqVOn8M1vflPuskbl6NGjiEajsNvtOHToEH7961/jd7/7HX784x/LXdqYBINB3HXXXfj+978vdylJe/311/HQQw9h/fr12LNnD6qrq7Fy5Uq0t7fLXdqoeL1eVFdX47nnnpO7lHGxc+dOrF27Fv/5z3/w/vvvIxQK4dZbb4XX65W7tFErKirCU089hd27d+OLL77ATTfdhDvuuAOHDh2Su7Qx27VrF+x2O6qqquQuhUYiUtxf//pXcfbs2eKhQ4dEAOLevXvlLmncbN++XRQEQQwGg3KXMi6efvppcdq0aXKXMS62bNkimkwmuctIyuLFi8W1a9fGf45EImJhYaG4ceNGGasaHwDErVu3yl3GuGpvbxcBiDt37pS7lHFlNpvFF154Qe4yxsTj8YgzZswQ33//ffGGG24QH3jgAblLomFwhOmitrY21NXV4Q9/+AP0er3c5Yyrrq4uvPLKK1i2bBkyMjLkLmdcuFwu5OTkyF3GFSkYDGL37t245ZZb4u8pFArccsst+Pe//y1jZTQcl8sFAFPm30wkEsFrr70Gr9eLpUuXyl3OmKxduxa1tbWX/Hui9MTAhNjqzqtXr8aaNWuwaNEiucsZN48++igyMzORm5uLs2fPYvv27XKXNC5OnjyJZ599FvX19XKXckXq7OxEJBJBfn7+Je/n5+ejtbVVpqpoONFoFA8++CCuu+46zJs3T+5yxuTgwYPIysqCRqPBmjVrsHXrVsyZM0fuskbttddew549e7Bx40a5S6EETOnAtG7dOgiCMOLr6NGjePbZZ+HxePDYY4/JXfKIEj2ffg8//DD27t2L9957D0qlEt/97nchplFj92TPBwAuXLiAL3/5y7jrrrtQV1cnU+XDG805EaXS2rVr0djYiNdee03uUsZs1qxZ2LdvHz777DN8//vfx6pVq3D48GG5yxqVc+fO4YEHHsArr7wCrVYrdzmUgCm9NEpHRwecTueI25SXl+Puu+/GW2+9BUEQ4u9HIhEolUrcc889eOmll1JdakISPR+1Wj3o/fPnz6O4uBj/+te/0mYIO9nzaWlpwY033ohrr70WL774IhSK9Mv7o/kdvfjii3jwwQfR09OT4urGRzAYhF6vx1/+8hfceeed8fdXrVqFnp6eST+SKQgCtm7desm5TVb3338/tm/fjk8++QTTpk2Tu5xxd8stt2D69Omw2+1yl5K0bdu24etf/zqUSmX8vUgkAkEQoFAoEAgELvmM5KeSu4BUslqtsFqtkts988wzeOKJJ+I/t7S0YOXKlXj99dexZMmSVJaYlETPZyjRaBRArG1CukjmfC5cuIAVK1agpqYGW7ZsScuwBIztdzRZqNVq1NTU4IMPPoiHimg0ig8++AD333+/vMURgNg0gx/84AfYunUrPv744ykZloDY37t0+j8tGTfffDMOHjx4yXv33nsvZs+ejUcffZRhKQ1N6cCUqJKSkkt+zsrKAgBMnz4dRUVFcpQ0Jp999hl27dqF5cuXw2w249SpU/jpT3+K6dOnp83oUjIuXLiAG2+8EaWlpfjlL3+Jjo6O+GcFBQUyVjY2Z8+eRVdXF86ePYtIJBLv+1VRURH/O5iuHnroIaxatQqLFi3C4sWL8Zvf/AZerxf33nuv3KWNSm9vL06ePBn/uampCfv27UNOTs6g/x8mg7Vr1+LVV1/F9u3bYTAY4nPLTCYTdDqdzNWNzmOPPYbbbrsNJSUl8Hg8ePXVV/Hxxx/jb3/7m9yljYrBYBg0p6x/zulkn2s2Zcn6jF6aampqmtRtBQ4cOCCuWLFCzMnJETUajVhWViauWbNGPH/+vNyljcqWLVtEAEO+JrNVq1YNeU4fffSR3KUl5NlnnxVLSkpEtVotLl68WPzPf/4jd0mj9tFHHw35u1i1apXcpY3KcP9etmzZIndpo/a9731PLC0tFdVqtWi1WsWbb75ZfO+99+Qua1yxrUB6m9JzmIiIiIjGQ3pOBCEiIiJKIwxMRERERBIYmIiIiIgkMDARERERSWBgIiIiIpLAwEREREQkgYGJiIiISAIDExEREZEEBiYiIiIiCQxMRERERBIYmIiIiIgkMDARERERSfj/LTSZJOek3S0AAAAASUVORK5CYII=\n"
},
"metadata": {}
}
],
"source": [
"# cool 2D plots with marginal distributions\n",
"\n",
"data = scipy.stats.multivariate_normal.rvs(cov = [[1,2],[2,5]], size=300)\n",
"\n",
"# Plot joint and mariginal distributions as scatter/histogram with transparency\n",
"sns.jointplot(x=data[:,0], y=data[:,1], alpha=0.3)\n",
"# Plot joint and mariginal distributions as kde\n",
"sns.jointplot(x=data[:,0], y=data[:,1], kind = \"kde\", cmap=\"GnBu\")\n",
"# # Plot joint as hex-plot, which looks really cool 8)\n",
"sns.jointplot(x=data[:,0], y=data[:,1], kind = \"hex\", cmap=\"cubehelix\", color=\"black\")\n",
"\n",
"# For more control we can use JointGrid and specify the indivual\n",
"# plotting functions for the joint and marginal dists.\n",
"g = sns.JointGrid(x=data[:,0], y=data[:,1])\n",
"g.plot_joint(plt.scatter, c=\"k\", s=10, linewidth=1, marker=\"+\", alpha=1)\n",
"g.plot_joint(sns.kdeplot, cmap=\"Greens_d\", alpha=0.8)\n",
"g.plot_marginals(sns.histplot, kde=False)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"id": "PpyEJCNEjvfy",
"outputId": "cfa101c6-11db-4383-ee33-a76d43f23bb3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 861
}
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 17
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"data = scipy.stats.multivariate_normal.rvs(cov = [[1,2],[2,5]], size=100)\n",
"\n",
"cmap = sns.cubehelix_palette(as_cmap=True, start=1.5, rot=0.5, dark=0., light=1., reverse=True, hue=2)\n",
"cmap.set_under(\"black\")\n",
"cmap.set_bad(\"white\")\n",
"# try different plotting resolutions\n",
"plt.figure()\n",
"sns.kdeplot(x=data[:,0], y=data[:,1], cmap=cmap, fill=True, gridsize=50, n_levels=10)\n",
"\n",
"plt.figure()\n",
"sns.kdeplot(x=data[:,0], y=data[:,1], cmap=cmap, fill=True, gridsize=100, n_levels=50)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 536
},
"id": "7ZIW7NGjjdV0",
"outputId": "9cc7adf8-bc89-41ac-e34d-2317f82abbff",
"scrolled": false
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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