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matplotlib.pyplot as plt\n", + "import pandas as pd" ] }, { @@ -30,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -53,11 +55,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1" + "# Method 1\n", + "plt.plot(x,y)\n", + "plt.plot(x,z)\n", + "plt.show()" ] }, { @@ -69,11 +85,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2" + "# Method 2\n", + "plot_options, (chart_1, chart_2) = plt.subplots(nrows=1, ncols=2)\n", + "chart_1.plot(x,y)\n", + "chart_2.plot(x,z)\n" ] }, { @@ -88,11 +128,39 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'fig x-z')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plot_options, (chart_1, chart_2) = plt.subplots(nrows=1, ncols=2, figsize=(20,10))\n", + "\n", + "chart_1.plot(x,y)\n", + "chart_2.plot(x,z)\n", + "\n", + "chart_1.set_title(\"fig x-y\", fontdict = {'fontsize':22})\n", + "chart_2.set_title(\"fig x-z\", fontdict = {'fontsize':22})\n" ] }, { @@ -105,11 +173,49 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "# Define the y values\n", + "x = np.arange(0,100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "plot_options, (chart_1, chart_2) = plt.subplots(1, 2, figsize=(20,10))\n", + "\n", + "# Plot y = x^2 on the first subplot with normal scale\n", + "chart_1.plot(x, y1, label=\"y=x**2\")\n", + "chart_1.plot(x, y2, label=\"y=e^x\")\n", + "chart_1.legend()\n", + "chart_1.set_xlabel(\"x\")\n", + "chart_1.set_ylabel(\"y\")\n", + "chart_1.set_title(\"Normal Scale\")\n", + "\n", + "# Plot 𝑦 = 𝑒^x on the second subplot with logarithmic scale\n", + "chart_2.plot(x, y1, label=\"y=x^2\")\n", + "chart_2.plot(x, y2, label=\"y=e^x\")\n", + "chart_2.legend()\n", + "chart_2.set_xlabel(\"x\")\n", + "chart_2.set_ylabel(\"y\")\n", + "chart_2.set_yscale(\"log\")\n", + "chart_2.set_title(\"Logarithmic Scale\")\n", + "\n", + "\n", + "plt.show()\n" ] }, { @@ -121,11 +227,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "# Define the y values\n", + "x = np.arange(0,100)\n", + "y1 = x**2\n", + "y2 = np.exp(x)\n", + "\n", + "plot_options, (chart_1, chart_2) = plt.subplots(1, 2, figsize=(20,10))\n", + "plot_options.legend()\n", + "plot_options.suptitle(\"Plot of y=x^2 and y=e^x\")\n", + "\n", + "# Plot y = x^2 on the first subplot with normal scale\n", + "chart_1.plot(x, y1, label=\"y=x**2\")\n", + "chart_1.plot(x, y2, label=\"y=e^x\")\n", + "chart_1.legend()\n", + "chart_1.set_xlabel(\"x\")\n", + "chart_1.set_ylabel(\"y\")\n", + "chart_1.set_title(\"Normal Scale\")\n", + "\n", + "# Plot 𝑦 = 𝑒^x on the second subplot with logarithmic scale\n", + "chart_2.plot(x, y1, label=\"y=x^2\")\n", + "chart_2.plot(x, y2, label=\"y=e^x\")\n", + "chart_2.legend()\n", + "chart_2.set_xlabel(\"x\")\n", + "chart_2.set_ylabel(\"y\")\n", + "chart_2.set_yscale(\"log\")\n", + "chart_2.set_title(\"Logarithmic Scale\")\n", + "\n", + "\n", + "plt.show()" ] }, { @@ -140,11 +292,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# your code here" + "# your code here\n", + "fitbit = pd.read_csv(\"fitbit2.csv\")\n" ] }, { @@ -167,15 +320,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MEDIAN STEPS BY MONTH_ENCODED\n", "# your code here\n", "\n", + "# Group data by month and aggregate by median steps\n", + "steps_by_month = fitbit.groupby(\"Months_encoded\")[\"Steps\"].median()\n", + "\n", + "# Create subplots with 2 columns\n", + "figure, (fig_1, fig_2) = plt.subplots(1, 2, figsize=(20,10))\n", + "\n", + "# Plot the median number of steps by month on the first subplot\n", + "fig_1.plot(steps_by_month.index, steps_by_month.values)\n", + "fig_1.set_xticks(np.arange(1, 13))\n", + "fig_1.set_xticklabels([\"Jan\", \"Feb\", \"Mar\", \"Apr\", \"May\", \"Jun\",\n", + " \"Jul\", \"Aug\", \"Sep\", \"Oct\", \"Nov\", \"Dec\"])\n", + "fig_1.set_xlabel(\"Month\")\n", + "fig_1.set_ylabel(\"Median Steps\")\n", + "fig_1.set_title(\"Median Steps/Month\")\n", + "\n", "# MEDIAN STEPS BY WORK_OR_WEEKEND\n", - "# your code here" + "# your code here\n", + "\n", + "# Group the data by week_or_weekend and aggregate by the median steps\n", + "steps_by_weekday = fitbit.groupby(\"Work_or_Weekend\")[\"Steps\"].median()\n", + "\n", + "# Plot the median number of steps by week or weekend on the second subplot\n", + "fig_2.bar(steps_by_weekday.index, steps_by_weekday.values)\n", + "fig_2.set_xticks([0, 1])\n", + "fig_2.set_xticklabels([\"Weekend\", \"Weekday\"])\n", + "fig_2.set_xlabel(\"Day Type\")\n", + "fig_2.set_ylabel(\"Median Steps\")\n", + "fig_2.set_title(\"Median Steps/weekday or weekend\")\n", + "\n", + "# Save the figures to a folder called \"figures\"\n", + "figure.savefig(\"figures.png\")\n", + "\n", + "# Display the plot\n", + "plt.show()\n", + "\n" ] }, { @@ -191,11 +388,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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hQamzrlOnTqxRo0asoqLC+Nq1a9dYvXr1bDrrYmJiWElJifG1vLw85uPjw+bNm2d87Z133mEAWHZ2tlUfLJ11JSUlLDQ0lD333HNm7ZKSkqwE3hYGg4E1b96cNWjQwGiABUH58ccfje1Onz7NfH19bQqCKUOGDDETTVMsn4P/+7//YwDY8ePHja8VFBSwgIAANnXqVONrAwYMYA0bNrSaoEyePJkFBgaygoIC0f5cvXqV+fv7s1dffdXs9QcffJDFxMQYHYKTJ09m4eHhdq9NjP/85z/M39+fAWAAWGJiInv66afZkSNHzNqJfa9nz55lderUYc8++6zZ69euXWOxsbHswQcfNL42duxYBsA4cRUQHK579uxhjDH27rvvMgBWk2uC8CRIs+zTs2dPFhUVZTYhmDp1qtkCxVNPPcXq1q3Lzpw5Y/ZZwUYIg2lB35o1a2Y1sTp16hTz8fFhCxYsML5WVlbG6tWrx8aPHy/Zz9LSUhYWFsa6du1qfG3s2LFMp9OxkydPGl/75ZdfGAD22muv2T2ere/b9BpMNfrFF19kQUFBZrYwKyuLAWDvv/++8bVWrVqxO+64w6gJAkOHDmVxcXGsurpatD9Hjx5lANjHH39s9nrnzp1Zx44dzY7Vvn17u9dmC4PBwJ566inm4+PDADCdTsdat27NXnjhBSs9eeaZZ6zGHozVTKQAsPfee8/s9XPnzrGgoCD2r3/9y/haz549GQC2YcMGs7YTJkxgPj4+xmfJEd0kCE+H9Emcq1evsh49ehjHxX5+fqxbt25s3rx57Nq1a8Z2vOPf6upqFh8fzzp06GAWSJCTk8P8/PzM5h3CIsLXX39tdsyDBw8yAOzDDz80vtakSRMWGBhopo9lZWUsMjKSPfXUU8bXxO6lJQaDgVVVVbEzZ85Y2VBhbvX6669bfW7mzJnM39+fXbp0yfjaF198YeY0FINH465evcoAsIULF9o9li1OnjzJkpOTjd9lUFAQ69OnD1u8eLHVWCEkJMTsGRSQOw6Jj49nZWVlxnYlJSUsMjKS9e3b1/iaI2Mnb4K2wXoxPXv2RLNmzbB8+XL8/vvvOHjwoKItcsOHDzf7u23btgCAM2fOqNJPoCYxf0FBAcaOHYubN28a/xkMBgwcOBAHDx5EaWkpAKBz585YuXIl3njjDaSnp6Oqqkq1flhSWlqKX3/9Fffeey/8/f2Nr9etWxfDhg2z+ZlevXqZJZuNiYlBdHS04vsVGhqK8ePHY+XKlcZ7sHPnTmRlZXFVnt21axdOnjyJsWPHwtfXFwAwfvx46HQ6szDw7du3o7q6mmtbLS+PPPIIAgICzMLy165di4qKCowfPx4AUF5ejh9//BH33XcfgoODzb7/wYMHo7y8HOnp6aLnqFevHoYNG4b//e9/xtwKhYWF2LBhA/75z38aQ/Q7d+6MoqIijBo1Chs2bLAKX7fHjBkzcPbsWSxfvhxPPfUU6tati6VLl6Jjx45m2yLE+OGHH3Dz5k3885//NLu+wMBA9OzZ0+YW6EceecTs79GjRwMAfvrpJwBAp06dAAAPPvggvvzyS1y4cIH7eghCi5BmWfP444/j6tWrxi2iN2/exOrVq3HXXXehRYsWAGqKB/Xq1Qvx8fFmfRG2yO7atcvsmMOHD4efn5/Za02bNsXQoUPx4YcfgjEGoCYlQn5+PpfOfPnllygpKTH7vh577DEwxrBixQrja99//z0AqKozjz32GMrKysySmq9YsQIBAQFGu3ny5En8+eefRrtqqTO5ubk4fvy46DnatGmDjh07ml3LsWPHcODAAbNr7ty5M44cOYJJkybhhx9+sJnLyhY6nQ5Lly7F6dOn8eGHH2L8+PGoqqrCggULcPvtt1t9h7bYvHkzdDodHn30UbPri42NRbt27ax0JjQ01Oq3Mnr0aBgMBvzyyy/G61GqmwThTZA+mVOvXj3s3r0bBw8exFtvvYURI0bgr7/+wvTp09GmTRujreAd/x4/fhwXL17E6NGjzdLrNGnSBN26dTM79+bNmxEeHo5hw4aZHbN9+/aIjY21snXt27dH48aNjX8HBgbitttu477nly9fxtNPP41GjRqhTp068PPzQ5MmTQDU6IAl//jHP6xemzhxIoCa/KQCixcvRps2bXD33XfbPT+PxkVGRqJZs2Z455138N///he//fYbd765Zs2a4ciRI9i1axdmz56Nvn374uDBg5g8eTJSUlJQXl4ueQy545CRI0ciMDDQ+HdoaCiGDRuGX375xZiKwZXzfS1DzjovRqfTYfz48Vi9ejWWLl2K2267zWZuLynq1atn9reQiLqsrEyVfgIwVim9//774efnZ/Zv/vz5YIyhoKAAQE3eg7Fjx+KTTz5BSkoKIiMj8c9//hN5eXmq9UegsLAQjDGb1fbEKvBZ3i+g5p45cr+effZZXLt2DZ9//jmAGgPfsGFDjBgxQvKzQs64++67D0VFRSgqKoJer0ePHj3w9ddfGyuXCnke1Cw6ERkZieHDh+Ozzz4zGt+VK1eic+fOuP322wHU5Eq4efMm3n//favvfvDgwQAgOUF47LHHcOHCBWzfvh3ALYegkNsDqEmUunz5cpw5cwb/+Mc/EB0djS5duhg/I0VMTAzGjx+PpUuX4ujRo9i1axf8/f3x3HPPSX5WeL47depkdY1ffPGF1fXVqVPH6jmKjY0FcCuH3t13343vvvvOOAhq2LAhkpOTuZyHBKFFSLOsuf/++6HX641Ooq1bt+LSpUtmhSUuXbqETZs2WfVDsLGW9kUsN81zzz2HEydOGG3iBx98gJSUFHTo0EGyn59++ikCAwMxcOBAo860bdsWCQkJWLlypdH+X7lyBb6+vkZ7pga33347OnXqZLxH1dXVWL16NUaMGIHIyEgAt76vl156yeo+CQU8eHQmLS0Nf/75J4BbkyUhnxUATJ8+He+++y7S09MxaNAg1KtXD3369MGvv/7KdS1NmjTBxIkT8emnn+LEiRP44osvUF5ebsyHao9Lly4ZxyuW15ienm51fbbGMJY646huEoS3QPpkmzvvvBPTpk3D+vXrcfHiRbzwwgvIyckxFpngHf8KNseWNli+dunSJRQVFcHf39/qmHl5eVa2zpF5mcFgQP/+/fHNN9/gX//6F3788UccOHDAGERg6xi2NDYmJgYPPfQQPvroI1RXV+Po0aPYvXs312IYj8YJee0GDBiAt99+Gx06dED9+vUxZcoUXLt2TfIcPj4+uPvuu/H6669j48aNuHjxIh566CEcOnTILLBDDLnjELHvubKyEtevXwfg2vm+lqFqsF7OuHHj8Prrr2Pp0qWYO3eu084TEBCAiooKq9cF4ytFVFQUAOD9998XraAkDCyjoqKwcOFCLFy4EGfPnsXGjRvxyiuv4PLly0hNTVV4BbaJiIiATqczio0prjQWzZs3x6BBg/DBBx9g0KBB2LhxI2bPnm2MlBPDNMG3EIllyZo1azBp0iTUr18fAHD+/Hk0atRItb6PHz8e69evx/bt29G4cWMcPHgQS5YsMb4fEREBX19fjBkzRjTawrQ6ni0GDBiA+Ph4rFixAgMGDMCKFSvQpUsXJCUlWfVl/PjxKC0txS+//IKZM2di6NCh+Ouvv4yrZLzcfffd6N+/P7777jtcvnxZNDE4cOv5/uqrr7jOc/PmTeTn55sNMITnzfS1ESNGYMSIEaioqEB6ejrmzZuH0aNHIyEhASkpKbKuhyC0AGmWOUFBQRg1ahSWLVuG3NxcLF++HKGhocZk2MLx27ZtK3q/4uPjzf4WK4zUu3dvJCcnY/Hixahbty4OHz6M1atX2+0fAPz111/Ys2cPAJhFL5jyww8/YPDgwahfvz6qq6uRl5cn6jRUwvjx4zFp0iQcO3YMp0+fRm5urjF6G7j1fU2fPt2s6JApLVu2tHuOUaNG4cUXX8TKlSsxd+5crFq1Cvfeey8iIiKMberUqYMXX3wRL774IoqKirBjxw68+uqrGDBgAM6dOye7KuCDDz6IefPmITMzU7JtVFQUdDoddu/ebbO6r+Vr9sY1pjqjpm4ShCdD+mQfPz8/zJw5EwsWLDDaLN7xr2BzbM2tLF8TinOI9c90d5OjZGZm4siRI1i5ciXGjh1rfP3kyZOinxHT2Oeeew6rVq3Chg0bkJqaivDwcKtdNGJIaRxQs9gjBGj89ddf+PLLLzFr1ixUVlZi6dKlXOcRCAkJwfTp0/HFF19w64+ccYjY9+zv74+6desaj+mq+b6WIWedl9OgQQO8/PLL+PPPP82MjNokJCSYVVwDarZqCt5xAbEVpO7duyM8PJx7a6dA48aNMXnyZPz444/Yu3evwt6LExISgjvvvBPfffcd3n33XeNW2OvXr5tVeJWLkpW05557Dv379zduZ50wYYLkZ9asWYOysjLMmTMHPXr0sHr/gQcewPLlyzFp0iT0798fvr6+WLJkiV1Hj9wowf79+6NBgwZYsWKFseqPaSRCcHAwevXqhd9++w1t27Y1227Mi+DsW7hwIXbv3o1ff/0VH330kWj7kJAQDBo0CJWVlbj33nvxxx9/iA4iLl26hPr161tVt6qursaJEycQHByM8PBwAOLf64ABA1CnTh2cOnXKZni8LT7//HNMmTLF+PeaNWsAwKzykkBAQAB69uyJ8PBw/PDDD/jtt9/IWUd4JKRZ1jz++ONYunQp3nnnHWzduhXjxo0zc/oMHToUW7duRbNmzcwcR0qYMmUKnn76aRQXFyMmJsbMKSiGMDlYtmwZmjdvbvZeWVkZRowYgeXLl2Pw4MEYNGgQ5s2bhyVLluA///mP6DHl6oypI+306dNo0KAB+vfvb3y/ZcuWaNGiBY4cOYI333yT+7imRERE4N5778Vnn32GlJQU5OXl2d0GFx4ejvvvvx8XLlzA888/j5ycHKsFJIHc3Fybzsvr16/j3LlzZhMd02cyKCjI+PrQoUPx1ltv4cKFC3jwwQclr+fatWvYuHGj2ba8NWvWGCMsLJGjmwThjZA+3ULMZgnbQgWbxTv+bdmyJeLi4rB27Vq8+OKLRofXmTNnsG/fPjMbOHToUKxbtw7V1dXo0qUL9/XZQ+xeCv2wXOywN8cQo2PHjujWrRvmz5+PzMxMPPnkkwgJCeH6rJTGWXLbbbfh3//+N77++mscPnzY7rF5v0tAXJvljkO++eYbvPPOO8atsNeuXcOmTZtw11132QxEcfZ8X8uQs64W8NZbbzn9HGPGjMGMGTPw+uuvo2fPnsjKysLixYuh1+vN2iUnJwMAPv74Y4SGhiIwMBCJiYmoV68e3n//fYwdOxYFBQW4//77ER0djStXruDIkSO4cuUKlixZguLiYvTq1QujR49Gq1atEBoaioMHDyI1NVV0tdySnTt3Iicnx+p1YculJf/5z38wZMgQDBgwAM899xyqq6vxzjvvoG7dusYwcrm0adMGALBo0SKMHTsWfn5+aNmypd3VoH79+iEpKQk//fQTHn30UbuRXAKffvopIiIi8NJLL5nlBhD45z//if/+9784cuQI2rVrh1dffRVz5sxBWVkZRo0aBb1ej6ysLFy9ehWzZ8829v2bb77BkiVL0LFjR/j4+ODOO+8U7YOvr6/xPGFhYRg5cqTVc7Fo0SL06NEDd911FyZOnIiEhARcu3YNJ0+exKZNm7Bz507Ja33ssccwf/58jB49GkFBQXjooYfM3p8wYQKCgoLQvXt3xMXFIS8vD/PmzYNerxeNOgSAVatW4aOPPsLo0aPRqVMn6PV6nD9/Hp988gn++OMPvP7660YHo9j3mpCQgP/85z947bXXcPr0aQwcOBARERG4dOkSDhw4gJCQEOP9BQB/f3+89957uH79Ojp16oR9+/bhjTfewKBBg4xO19dffx3nz59Hnz590LBhQxQVFWHRokXw8/NDz549Je8XQWgV0ixz7rzzTrRt2xYLFy4EY8xsCyxQo1Hbt29Ht27dMGXKFLRs2RLl5eXIycnB1q1bsXTpUu70Bo8++iimT5+OX375Bf/+978lF09u3ryJzz77DK1bt8YTTzxhs82wYcOwceNGXLlyBXfddRfGjBmDN954A5cuXcLQoUMREBCA3377DcHBwXj22WcB1NjSdevW4YsvvkDTpk0RGBhotK+2CA8Px3333YeVK1eiqKgIL730ktUCy0cffYRBgwZhwIABGDduHBo0aICCggIcO3YMhw8fxvr16yXvz2OPPYYvvvgCkydPRsOGDdG3b1+ra01OTsadd96J+vXr48yZM1i4cCGaNGlizDFoi7lz52Lv3r146KGH0L59ewQFBSE7OxuLFy9Gfn4+3nnnHWNb4T7Mnz8fgwYNgq+vL9q2bYvu3bvjySefxPjx4/Hrr7/i7rvvRkhICHJzc7Fnzx60adPGmDcJqIlkmThxIs6ePYvbbrsNW7duxbJlyzBx4kRjhKRS3SQIb4X0qYYBAwagYcOGGDZsGFq1agWDwYCMjAy89957qFu3rjFFDO/418fHB3PmzMETTzyB++67DxMmTEBRURFmzZpltWXy4Ycfxueff47BgwfjueeeQ+fOneHn54fz58/jp59+wogRI3DffffJuudi97JVq1Zo1qwZXnnlFTDGEBkZiU2bNilOBfDcc8/hoYcegk6nM6Zg4EFK444ePYrJkyfjgQceQIsWLeDv74+dO3fi6NGjeOWVV+we+/bbb0efPn0waNAgNGvWDOXl5di/fz/ee+89xMTEmI052rRpg59//hmbNm1CXFwcQkND0bJlS9njEF9fX/Tr1w8vvvgiDAYD5s+fj5KSEuNcSI2xk9fgttIWhFPgqXjKmLzKRZbHEioimVbMqaioYP/6179Yo0aNWFBQEOvZsyfLyMiwqlzEGGMLFy5kiYmJzNfX16qq265du9iQIUNYZGQk8/PzYw0aNGBDhgxh69evZ4wxVl5ezp5++mnWtm1bFhYWxoKCgljLli3ZzJkzWWlpKde9EfuXnZ1ts9IcY4x9++23rE2bNszf3581btyYvfXWW2zKlCksIiLC6h4+88wzVue2dR+mT5/O4uPjjdXfhPtpWQ3WlFmzZjEALD093e61MsbYkSNHGAC7lXT+/PNPY+l1gc8++4x16tSJBQYGsrp167I77rjD7H4UFBSw+++/n4WHhzOdTmdWlc7yGRL466+/jPd5+/btNvuSnZ3NHnvsMdagQQPm5+fH6tevz7p168beeOMNyWsV6NatGwNgs6Lt//73P9arVy8WExPD/P39WXx8PHvwwQfZ0aNH7R4zKyuLTZ06ld15552sfv36rE6dOiwiIoL17NmTrVq1yqq92PfKGGPfffcd69WrFwsLC2MBAQGsSZMm7P7772c7duwwthk7diwLCQlhR48eZffccw8LCgpikZGRbOLEiez69evGdps3b2aDBg1iDRo0YP7+/iw6OpoNHjyY7d69m/t+EYS7Ic3iY9GiRQwAS0pKsvn+lStX2JQpU1hiYiLz8/NjkZGRrGPHjuy1114z2g1B39555x275xo3bhyrU6cOO3/+vGS/vvvuO8kKdKmpqWZVSqurq9mCBQtYcnIy8/f3Z3q9nqWkpLBNmzYZP5OTk8P69+/PQkNDGQBjJUAxjWaMsW3bthl1RqiUa8mRI0fYgw8+yKKjo5mfnx+LjY1lvXv3ZkuXLpW8VqHvjRo1Eq1o+95777Fu3bqxqKgo43jh8ccfZzk5OXaPm56ezp555hnWrl07FhkZyXx9fVn9+vXZwIED2datW83aVlRUsCeeeILVr1/fqMGmFWOXL1/OunTpwkJCQlhQUBBr1qwZ++c//8l+/fVXY5uePXuy22+/nf3888/szjvvZAEBASwuLo69+uqrZtVyleomQXgDpE/ifPHFF2z06NGsRYsWrG7duszPz481btyYjRkzhmVlZVm15xn/MsbYJ598wlq0aMH8/f3ZbbfdxpYvX87Gjh1rVg2WMcaqqqrYu+++y9q1a2ecr7Rq1Yo99dRT7MSJE8Z2TZo0YUOGDLHqj625lti9zMrKYv369WOhoaEsIiKCPfDAA+zs2bNW37FQDfbKlSui962iooIFBASwgQMHirYRw57GXbp0iY0bN461atWKhYSEsLp167K2bduyBQsWsJs3b9o97kcffcRGjhzJmjZtyoKDg5m/vz9r1qwZe/rpp9m5c+fM2mZkZLDu3buz4OBgBsDsHsoZh8yfP5/Nnj2bNWzYkPn7+7M77riD/fDDD8ZjqTV28gZ0jP1d9osgCG6qqqrQvn17NGjQANu2bXPZee+8807odDocPHjQZeckXMu4cePw1VdfWW13IAiCcDaVlZVISEhAjx498OWXX7q7O4STuOeee3D16lWuXEQEQRCEOmzatAnDhw/Hli1bRHd0eTM5OTlITEzEO++8g5deesnd3fEIaBssQXDw+OOPo1+/fsZtIEuXLsWxY8ewaNEip5+7pKQEmZmZ2Lx5Mw4dOoRvv/3W6eckCIIgag9XrlzB8ePHsWLFCly6dEly2wxBEARBEHxkZWXhzJkzmDp1Ktq3b49Bgwa5u0uEh0DOOoLg4Nq1a3jppZdw5coV+Pn5oUOHDti6datVvhpncPjwYfTq1Qv16tXDzJkzce+99zr9nARBEETtYcuWLRg/fjzi4uLw4YcfokOHDu7uEkEQBEF4BZMmTcLevXvRoUMH/O9//xOtGEsQltA2WIIgCIIgCIIgCIIgCILQCD7STQiCIAiCIAiCIAiCIAiCcAXkrCMIgiAIgiAIgiAIgiAIjUDOOoIgCIIgCIIgCIIgCILQCFRgQkUMBgMuXryI0NBQShxJEESthTGGa9euIT4+Hj4+tCbkakiLCIIgSIu0AOkRQRCEcj0iZ52KXLx4EY0aNXJ3NwiCIDTBuXPn0LBhQ3d3o9ZBWkQQBHEL0iL3QXpEEARxC7l6RM46FQkNDQVQ8yWEhYW5uTcEQRDuoaSkBI0aNTLaRMK1kBYRBEGQFmkB0iOCIAjlekTOOhURwrvDwsJIkAiCqPXQlhf3QFpEEARxC9Ii90F6RBAEcQu5ekQJHAiCIAiCIAiCIAiCIAhCI5CzjiAIgiAIgiAIgiAIgiA0AjnrCIIgCIIgCIIgCIIgCEIjkLOOIAiCIAiCIAiCIAiCIDQCOesIgiAIgiAIgiAIgiAIQiOQs44gCIIgCIIgCIIgCIIgNEIdd3eAIAiCkKbawHAguwCXr5UjOjQQnRMj4esjr/w3QRDeA9kEgiAIgnAOpLGEFiBnHUEQhMZJzczF7E1ZyC0uN74Wpw/EzGFJGJgc58aeEQThDsgmEARBEIRzII0ltAJtgyUIgtAwqZm5mLj6sNmAAQDyissxcfVhpGbmuqlnBEG4A7IJBEEQBOEcSGMJLUHOOoIgCI1SbWCYvSkLzMZ7wmuzN2Wh2mCrBUEQ3gbZBIIgCIJwDqSxhNYgZx1BEIRGOZBdYLWyZwoDkFtcjgPZBa7rFEEQboNsAkEQBEE4B9JYQmuQs44gCEKjXL4mPmBQ0o4gCM+GbAJBEARBOAfSWEJrkLOOIAhCo0SHBqrajiAIz4ZsAkEQBEE4B9JYQmuQs44gCEKjdE6MRJw+EGKF4nWoqU7VOTHSld0iCMJNkE0gCIIgCOdAGktoDXLWEQRBaBRfHx1mDksCAKuBg/D3zGFJ8PURG1YQBOFNkE0gCIIgCOdAGktoDXLWEQThFKoNDGmn8rEh4wLSTuVT5SSFDEyOw5JHOyBWbx5yH6sPxJJHO2BgcpybekYQhDsgm0AogTSZIAhCGjU1luwu4Sh13N0BgiC8j9TMXMzelGVWUSlOH4iZw5JoIqmAgclx6JcUiwPZBbh8rRzRoTUh+LSyRxC1E7IJhBxIkwmCIPhRQ2PJ7hJqoGOMkYtXJUpKSqDX61FcXIywsDB3d4cgRKk2MKdN8lIzczFx9WFYGhbh6BT54f2QLXQvdP8JovYgpee1WZPJFrof+g6I2ogcu+vMORmhHZTaQoqsI4hahjNXeqoNDLM3ZVmJEwAw1IjU7E1Z6JcUS0JEEARBEA4gpeekyQRBEK5Fjt3dnpVH0XeEXShnHUHUIoSVHlNRAIC84nJMXH0YqZm5Dh3/QHaB1bFNYQByi8txILvAofMQBEEQRG2GR89JkwmCIFwLr91dvPOEU+dkhHdAzjqCqCVIrfQANSs9jiQ/vXxNXJyUtCMIgiAIwhxePc8rIU0mCIJwJbz2dMXeHKfOyQjvgJx1BFFLcMUKe3RooHQjGe0IgiAIgjCHV88LrldwHY80mSAIQh147WlRWZXoexT1TAi41Vk3b948dOrUCaGhoYiOjsa9996L48ePm7UZN24cdDqd2b+uXbuatamoqMCzzz6LqKgohISEYPjw4Th//rxZm8LCQowZMwZ6vR56vR5jxoxBUVGRWZuzZ89i2LBhCAkJQVRUFKZMmYLKykqnXDtBuBpXRL11ToxEnD4QYplvdKjJxdA5MVLxOQhCbUiLCILwJHh1OjLEnzTZwyA9IgjPhmcuFB7sx3Usinom3Oqs27VrF5555hmkp6dj+/btuHnzJvr374/S0lKzdgMHDkRubq7x39atW83ef/755/Htt99i3bp12LNnD65fv46hQ4eiurra2Gb06NHIyMhAamoqUlNTkZGRgTFjxhjfr66uxpAhQ1BaWoo9e/Zg3bp1+PrrrzF16lTn3gSCcBGuiHrz9dFh5rAkALASKeHvmcOSKJE1oSlIiwiC8CR4dTpWH0Sa7GGQHhGEZ8MzFxrfLZHrWBT1TOgYY5rZDH3lyhVER0dj165duPvuuwHUrB4VFRXhu+++s/mZ4uJi1K9fH6tWrcJDDz0EALh48SIaNWqErVu3YsCAATh27BiSkpKQnp6OLl26AADS09ORkpKCP//8Ey1btsT333+PoUOH4ty5c4iPjwcArFu3DuPGjcPly5e5SuxSeXJCy1QbGHrM34m84nKbORJ0AGL1gdgzrbfDA3dnVpwltI+n20LSIoIgtIxcPa+tmuwNtpD0iCA8E3t2t19SrMvmZIQ2UGoL6zixT7IpLi4GAERGmofj//zzz4iOjkZ4eDh69uyJuXPnIjo6GgBw6NAhVFVVoX///sb28fHxSE5Oxr59+zBgwACkpaVBr9cbxQgAunbtCr1ej3379qFly5ZIS0tDcnKyUYwAYMCAAaioqMChQ4fQq1cvq/5WVFSgouJWPpCSkhJ1bgRBOAFhpWfi6sPQAWbioPYK+8DkOPRLisWB7AJcvlaO6NCabTYkOIQnQFpEEISWkavnpMmeC+kRQXgmUnbXVXMywrPRTIEJxhhefPFF9OjRA8nJycbXBw0ahM8//xw7d+7Ee++9h4MHD6J3795GIcjLy4O/vz8iIiLMjhcTE4O8vDxjG0HATImOjjZrExMTY/Z+REQE/P39jW0smTdvnjHPg16vR6NGjZTfAIJwAQOT47Dk0Q6I1ZuHVcfqA7Hk0Q6qrrD7+uiQ0qweRrRvgJRm9UhwCI+AtIggCE9Arp6TJnsepEcE4dnYs7uunJMRnotmIusmT56Mo0ePYs+ePWavC+HbAJCcnIw777wTTZo0wZYtWzBy5EjR4zHGoNPd+kGY/r8jbUyZPn06XnzxRePfJSUlJEqE5qEVdoIQh7SIIAhPgfTcuyE9Igjvhmw4IYUmnHXPPvssNm7ciF9++QUNGza02zYuLg5NmjTBiRMnAACxsbGorKxEYWGh2QrS5cuX0a1bN2ObS5cuWR3rypUrxhWj2NhY7N+/3+z9wsJCVFVVWa0qCQQEBCAgIID/QglCIwgrPQRB3IK0iCAIT4P03DshPSKI2gHZcMIebt0GyxjD5MmT8c0332Dnzp1ITJSujJKfn49z584hLq4mNLRjx47w8/PD9u3bjW1yc3ORmZlpFKSUlBQUFxfjwIEDxjb79+9HcXGxWZvMzEzk5uYa22zbtg0BAQHo2LGjKtdLEARBaA/SIoIgCEILkB4RBEEQRpgbmThxItPr9eznn39mubm5xn83btxgjDF27do1NnXqVLZv3z6WnZ3NfvrpJ5aSksIaNGjASkpKjMd5+umnWcOGDdmOHTvY4cOHWe/evVm7du3YzZs3jW0GDhzI2rZty9LS0lhaWhpr06YNGzp0qPH9mzdvsuTkZNanTx92+PBhtmPHDtawYUM2efJk7uspLi5mAFhxcbEKd4cgCMIz8TRbSFpEEAThfXiiLSQ9IgiC8D6U2kK3OutQU/zE6t+KFSsYY4zduHGD9e/fn9WvX5/5+fmxxo0bs7Fjx7KzZ8+aHaesrIxNnjyZRUZGsqCgIDZ06FCrNvn5+eyRRx5hoaGhLDQ0lD3yyCOssLDQrM2ZM2fYkCFDWFBQEIuMjGSTJ09m5eXl3NdDgkQQBOF5tpC0iCAIwvvwRFtIekQQBOF9KLWFOsaYabVgwgFKSkqg1+tRXFyMsLAwd3eHIAjCLZAtdC90/wmCIMgWagH6DgiCIJTbQrfmrCMIgiAIgiAIgiAIgiAI4hbkrCMIgiAIgiAIgiAIgiAIjUDOOoIgCIIgCIIgCIIgCILQCOSsIwiCIAiCIAiCIAiCIAiNQM46giAIgiAIgiAIgiAIgtAI5KwjCIIgCIIgCIIgCIIgCI1Qx90dIAiC8HSqDQwHsgtw+Vo5okMD0TkxEr4+Ond3C4C2+0YQhLZwxF6QrSEIgiC8CVNdiwoJAHTA1esVpHGEyyBnHUEQhAOkZuZi9qYs5BaXG1+L0wdi5rAkDEyOc2PPtN03giC0hSP2gmwNQRAE4U3Y0jVTSOMIV0DbYAmCIBSSmpmLiasPWwl5XnE5Jq4+jNTMXDf1TNt9IwhCWzhiL8jWEARBEN6EmK6ZQhpHuAJy1hEEQSig2sAwe1MWmI33hNdmb8pCtcFWC+ei5b4RBKEtHLEXZGsIgiAIb8KerplCGke4AnLWEQRBKOBAdoHdFTcGILe4HAeyC1zXqb/Rct8IgtAWjtgLsjUEQRCENyGla6aQxhHOhpx1BEEQCrh8jU/IedupiZb7RhCEtnDEXpCtIQiCILwJJXpFGkc4C3LWEQRBKCA6NFDVdmqi5b4RBKEtHLEXZGsIgiAIb0KJXpHGEc6CnHUEQRAK6JwYiTh9IMSKtutQUymqc2KkK7sFQNt9IwhCWzhiL8jWEARBEN6ElK6ZQhpHOBty1hEEQSjA10eHmcOSAMBK0IW/Zw5Lgq8Pj9yri5b7RhCEtnDEXpCtIQiCILwJe7pmCmkc4QrIWUcQBKGQgclxWPJoB8TqzcPfY/WBWPJoBwxMjnNTz7TdN4IgtIUj9oJsDUEQBOFNiOmaKaRxhCvQMcao1rBKlJSUQK/Xo7i4GGFhYe7uDkEQLqLawHAguwCXr5UjOrQmHF4rq2zu6BvZQvdC959QiiP2Qst2kKidkC10P/QdEJ6Mqa5FhQQAOuDq9QrSOEI2Sm1hHSf2iSAIolbg66NDSrN6XG1dPaGV0zeCIGo3jtgLNW0NOf4IgiC0S22x0TSGJtwNOesIgiBcRGpmLmZvykJu8a0S73H6QMwclkRh9ARBECA7SRAEoWXIRhOE66CcdQRBEC4gNTMXE1cfNhvcAEBecTkmrj6M1MxcN/WMIAhCG5CdJAiC0C5kownCtZCzjiAIwslUGxhmb8qCrQShwmuzN2Wh2kApRAmCqJ2QnSQIgtAuZKMJwvWQs44gCFWoNjCkncrHhowLSDuVT2JtwoHsAqtVSFMYgNzichzILnBdpwiCIDSEEjtJukMQBOEaaCyrfUgTvQ/KWUcQhMNQ/gr7XL4mPrhR0o4gCMLbkGsnSXcIgiBcB41ltQ1pondCkXUEQTgE5a+QJjo0UNV2BEEQ3oYcO0m6QxAE4VpoLKtdSBO9F3LWEQShGMpfwUfnxEjE6QMhVtReh5rVr86Jka7sFkEQhGbgtZMdm0SQ7hAEQbgYGstqE5qLeTfkrCMID0ULeQkofwUfvj46zByWBABWgxzh75nDkuDrIzYEIgiC8G547eShM4WkO7UILYx1CILw7LGsN9sRmot5N5SzjiA8EK3kJajN+SuqDQwHsgtw+Vo5okNrVhLtDVAGJsdhyaMdrL63WMonQRCEQuTaIa3DYyc3ZFzgOpY36k5tQytjHYIgavDEsawn2BFHtLw2z8VqA+SsIwgPQ8hLYLkmJOQlWPJoB5eJT23NX6FU+Acmx6FfUqxXTa4JgnAPnjABUYKUnaytulPb0NJYhyCIW3jSWNYT7IijWk6a6N3QNliC8CC0lpegNuavcDSJq6+PDinN6mFE+wZIaVZPk4MbgiC0jbcnk7ZnJ2uj7tQ2tDbWIQjCHE8Yy3qCHVFDy0kTvRty1hGEB6G1vASenL9CCZ4g/ARBeDe13Q7VNt2pjWhtrEMQhOehdTuilpaTJno35KwjCA9Ci3kJhPwVsXrz8OpYfaAmwsvVROvCTxCE90N2qHbpTm1Ei2MdgiA8C63bETW1nDTRe6GcdQThQWg1L4En5a9wBK0LP0EQ3g/ZoRpqi+7URrQ61iEIwnPQuh1RW8tJE70TctYRhAch5CXIKy63GTatQ80qijvyEgj5K7wZrQs/QRDeD9mhW9QG3amNaHmsQxCEZ6B1O+IMLSdN9D5oGyxBeBCUl8C9UBJXgiDcDdkhwtuhsQ5BEI6idTtCWk7wQM46gvAwKC+B+9C68BME4f2QHSJqAzTWIQjCUbRsR0jLCR50jDHvLBfmBkpKSqDX61FcXIywsDB3d4fwcqoNjPISuInUzFzM3pRllhg2Th+ImcOSaAIBsoXuhu5/7YDsEFEbcGSsQ7bQ/dB3QGgBLc+ZSMtrB0ptITnrVIQEiSBqD1oWfndDttC90P2vPZAdIghxyBa6H/oOCEIa0nLvR6ktpAITBEEQCqAkrgRBuBuyQwRBEATh2ZCWE2KQs44gNIynrrR4ar8JgiAI70JKj0ivCIIgCFfgLr0hnfNcyFlHEBrFU3MYeGq/iRpI0AlCXeg35T6k9Ij0iiAIQtt4i4a6S29I5zwbylmnIpSXgVCL1MxcTFx9GJY/TkGa3F3BSAypfn8w+g5EhAR4vOB6K2oJOtlC90L3XztobZDsLZMeHqT06Mm7E/HxL9kep7MEP2QL3Q99B4QjaE1DlSKmRwIv9G2Byb1bqK7Hnjqf9EaowIQGIEEi1KDawNBj/k4zYTJFh5qS43um9eY26q6YoEn1GwB8dIDBxOJ4ouDy4IkTYjUFnWyhe6H7rw20Nkh21qRHi/ZOiR6ZokRn1USL99QTIVvofug7IJTiSg11ps3l0SMAiA0LxOtDkxAR4q9KP5wxnySUo9QW+jixT5LMmzcPnTp1QmhoKKKjo3Hvvffi+PHjZm0YY5g1axbi4+MRFBSEe+65B3/88YdZm4qKCjz77LOIiopCSEgIhg8fjvPnz5u1KSwsxJgxY6DX66HX6zFmzBgUFRWZtTl79iyGDRuGkJAQREVFYcqUKaisrHTKtROEGAeyC+wadAYgt7gcB7ILuI6XmpmLHvN3YtSydDy3LgOjlqWjx/ydSM3MVanHNUj1G7CeGOUVl2Pi6sOq98WduOp+q0m1gWH2piybK37Ca7M3ZaFabGbr4ZAWEWqjtd+UMOmxtNGO2mCt2jslemSKXJ1VE63eU8I1kB4RhGs11Nk2l0ePACCvpByT1hxWrR9qzycJ9+BWZ92uXbvwzDPPID09Hdu3b8fNmzfRv39/lJaWGtu8/fbb+O9//4vFixfj4MGDiI2NRb9+/XDt2jVjm+effx7ffvst1q1bhz179uD69esYOnQoqqurjW1Gjx6NjIwMpKamIjU1FRkZGRgzZozx/erqagwZMgSlpaXYs2cP1q1bh6+//hpTp051zc0gXEq1gSHtVD42ZFxA2ql8TTkhLl+TNui87Zw1QVPaH0u8zRHkyvutJrVd0EmLCLXR0m/KWZMeLds7JXrkzOPw4ox7quXxDmEN6RFBuE5DXaFjjugIbz9s2Xk155OE+3BrgYnU1FSzv1esWIHo6GgcOnQId999NxhjWLhwIV577TWMHDkSAPC///0PMTExWLNmDZ566ikUFxfj008/xapVq9C3b18AwOrVq9GoUSPs2LEDAwYMwLFjx5Camor09HR06dIFALBs2TKkpKTg+PHjaNmyJbZt24asrCycO3cO8fHxAID33nsP48aNw9y5cyl024vQev6D6NBAVdpJTdB0qJmg9UuKVSX8mbfftvoiCK4nly139f1Wk9ou6KRFhNpo6TclZ9LDa4O1bu+U6pGzjsODM+6p1sc7hDWkRwThGg11lY45oiM8/RCz8w93auz0/hHOx62RdZYUFxcDACIjIwEA2dnZyMvLQ//+/Y1tAgIC0LNnT+zbtw8AcOjQIVRVVZm1iY+PR3JysrFNWloa9Hq9UYwAoGvXrtDr9WZtkpOTjWIEAAMGDEBFRQUOHTpks78VFRUoKSkx+0doGy1HAgh0ToxEnD4QYrKgQ40R7pwYafc4ro7skOq3FJ7uCNJSJI1c1HIQewukRYSjaOk35YxJj9btHY8e+ejgsM6qiTNSYGh9vENIQ3pE1EZcoaGu0jFH50f2+mHPzi/c8RfCg/00pXOEfDTjrGOM4cUXX0SPHj2QnJwMAMjLywMAxMTEmLWNiYkxvpeXlwd/f39ERETYbRMdHW11zujoaLM2lueJiIiAv7+/sY0l8+bNM+Z50Ov1aNSokdzLJlyI1nIIieHro8PMYUkArCcSwt8zhyVJrvK4OrLDXr958HRHkJYiaeSiloPYGyAtItRAS78pZ0x6tG7vpHRUB2DCXYmi7wN8Oqsmat5TTxnvEPYhPSJqK67QUFfpmKkeOYJlP3jsvA63ovNMcZfOEfLRjLNu8uTJOHr0KNauXWv1nk5n/hAxxqxes8Syja32StqYMn36dBQXFxv/nTt3zm6fCPei9UgAUwYmx2HJox0QqzefPMXqA7mrH7kjskOs3/Z0wFscQVqKpJGLWg5ib4C0iFADLf2mnDHp8QR7J6Wj0wcnOayzaqLmPfWk8Q4hDukRUVtxhYa6UseMehQWoPgYlv3gsfOFN6rwQt8WmtE5Qj5uzVkn8Oyzz2Ljxo345Zdf0LBhQ+PrsbGxAGpWduLibj1Mly9fNq70xMbGorKyEoWFhWYrSJcvX0a3bt2MbS5dumR13itXrpgdZ//+/WbvFxYWoqqqympVSSAgIAABAcp/dIRr0XokgCUDk+PQLylWcSlxYYKWV1xuc9VFKNmttpOsX1IsQgP8kHb6KgAdUprVQ/GNKjyz5jAAmPXFmxxB7rrfaiEMJCzzXsTWovxGpEWEmmjlNyVMeiauPmxcZRdQaoO1bu+qDQwHsgtQcdOAd+9vB+iAq9crrHTUUZ1VEzXvqaeNdwhrSI+I2o4zNbTawGBgDOFBfigqq7LZRm0dE/Rm8c6TWLDjL+7PifWD134nRIVgz7TemtA5Qj5ujaxjjGHy5Mn45ptvsHPnTiQmJpq9n5iYiNjYWGzfvt34WmVlJXbt2mUUm44dO8LPz8+sTW5uLjIzM41tUlJSUFxcjAMHDhjb7N+/H8XFxWZtMjMzkZt7K4fHtm3bEBAQgI4dO6p/8YTL8YRIAEt8fWqcXSPaN0BKs3qyDKs7IjuE8uePfLofi386hcU/ncRL64/AxweaimBwBlqKpFHKwOQ47JnWG2sndMWih9tj7YSu2DOtt1d8P/YgLSKchVZ+U2pEa5uiZXsn6NCoZel4bl0GHvl0P15afwQBdXxs6qgjOqsmat5TTxzvEDWQHhHELZyhoca5yif77TrqAPV1zNdHh+f6tsDSRzsgTi9tf+31Q46d14rOEfLRMcbclrBi0qRJWLNmDTZs2ICWLVsaX9fr9QgKCgIAzJ8/H/PmzcOKFSvQokULvPnmm/j5559x/PhxhIaGAgAmTpyIzZs3Y+XKlYiMjMRLL72E/Px8HDp0CL6+vgCAQYMG4eLFi/joo48AAE8++SSaNGmCTZs2AagpT96+fXvExMTgnXfeQUFBAcaNG4d7770X77//Ptf1lJSUQK/Xo7i4mCokaZBqA0OP+TslV633TOutGSMmRAc4shLiqmpwQpJTy3sr9HbJox00E8HgTKj6nufZQtIioraghqaYojV75w06pMY99cTxjjPwRFtIekQQzkNMIyxxhY5Z6nFhaQXmbDnGbfvl2nm19Z+Qh1Jb6FZnnVi+gxUrVmDcuHEAalaYZs+ejY8++giFhYXo0qULPvjgA2OiVQAoLy/Hyy+/jDVr1qCsrAx9+vTBhx9+aJbUtKCgAFOmTMHGjRsBAMOHD8fixYsRHh5ubHP27FlMmjQJO3fuRFBQEEaPHo13332XO5ybBEn7CEYasL0VSEtRXrYG7OFBfhjfPRGTezeXZWCdbaAFwbCXOyEyxA8zht6O2DDvF4jaLoieZgtJiwhCOc6wd0qOyaNDdQN84evjg2KTaAotLqaotVDnKeMdZ+GJtpD0iCCcA49GhAf74YNRHdCVI/pMC9onZeef73sbEqKCkXP1BtYeOIu8Em0srNVGPNJZ522QIHkGWosEsIXUyk94sB/eGtnG6f3lFY20U/kYtSyd+7hSK0W12dHlDZAtdC90/92Pu+2Yu8/vCEo1Wq4OCXiz88oTxjvOhGyh+6HvgNAKvBqxdkJXpDSrZ7eNXNuqVJN5PmerLxHBfmAAim7Y3uYLeLf2aRGltlATBSYIwpVoKaG0LeyV4hYoulGFp1cfxlInGlg5QiQ3SXVecTkmrj5sJRC1fWJBEITn42475u7zO4LYQpWYZpiitFgCQ82kZfamLPRLitXMWEANtD7eIQiCcBVqFd6Rq1NKNZn3c5Z2PudqKRbsOCF5nd6sfd6EWwtMEIS70HKiTalS3KbM3pSFaoP6wbGCEFn2QxCi1Mxcs9flJqkWemzaf7nnJAiC0BrutmPuPr8j2FuosqUZljhSLIEByC0ux4HsAsXH0CpaHu8QBEG4CjUK78jVKaWaLPdzgp0f2jYe6w6es3+BFn32Vu3zFshZRxAaQ050gDMMrJIJU+fESMTpA60q2NnDVCAcnaQRBEG4G3fbMXef31GkFqqkJhVKdMgSpdF5BEEQhLaR0ggdaiLXOidGih5Djk4p1WRHtFxOwIcppH3ahZx1BKEx5EYHqG1geYUo/VS+8TVfHx1mDksCANkTpcvXyh2epBEEQbgbd9sxd59fimoDQ9qpfGzIuIC0U/lWEw1Htyg5okMCjkTnEQRBENrFnkYIf88clmQ3+phXp/JKyrFyb7YiTXZEy5XOCUn7tAs56whCYwgrP7yobWB5Df0za8zDsAcmx2HJox0QK6PvQE3/1cojQRAE4S7cbcfcfX57pGbmosf8nRi1LB3PrcvAqGXp6DF/p5mGqLFFSakOAdIRFQRBEIRnI6YRsfpArkILvDo1Z/MfmLPlGFdbS012RMvlzgl5ogkJ90IFJghCYwgrP/aqwQI1BjbWCQaW19AXlVVZJVI1TXKaV1yGOVuOobC00uZ1mPafN9LD2Ss/nlxBkSAI96KGs8mTzy8GbzJuYaEqr7hcUjPsIUeHTI8tFVFBEARBeD48hXfE5gNSOiVQUCpehdUSS012RMt5+wfwRxMS7oWcdQShQYSVn1e++d1m2W1nGlg5hh6wriIkJDkFgCB/X0xcfRg6wOxYlv1Xa5LmCJ5cQZEgCPdTWFoJHx0glhLO2XZMC3bUEqncO5aV6ISFKinNkIJHhwQigv0wb2QbsvMEQRC1BFONsERqPmBPp+RkhBXTZEe03J6OWhJLcxyPgLbBEoRGGZgch0P/7ocX+rZAeJCf2Xu84dpKMM3pIIVUDiTecHM18kg4gidXUCQIwv2kZubimTWHRR11As60Y+62o7aQm3vH0S1KthA7ZniQH17o2wK//rsfTVYIgiAIrvmAmKZEhvhzn8eeJjuq5aI6GhaAF/q2wKKH22PthK7YM603aZ8HoGOMabMsmAdSUlICvV6P4uJihIWFubs7hBehZHumo1s6UzNz8crXv6OoTDqUe9HD7TGifQOH++KO6LZqA0OP+TtFJ5TCCtaeab0pTJwTsoXuhe6/a5GyIQDgowMWj7oDg9vGO70/atpRR3VkQ8YFPLcuQ7KdpYY4IyUBpTmofZAtdD9KvwP6vRKuRu58wPIZzSsuwwtfHuE6F48mO6rl9BvSFkptIW2DJQgPwF64ti3UmKwNTI5DaKAfHvlkv2RbqfwKvP3nySOhNnIiP+R8BwRB1A6kbAhQszU2IiTAJf1Ry46qoSNKc+/I1TwenHFMgiDUh9KSEO5A7nzAUlPSTuVznWfGkNYY1z1RUpMd1XLSPO+AnHUEoRHUWgHhTebNc/6uTeu5PAeSq8VFSdUlWq0iCELA1VVYeeyPo3ZUiY7Y6pcW8+gRtyAtI7SG0jEsQThKXoljWt45MRKxYYGixxH0jsdRJ0AON4KcdQShAdRaRZSbzJvn/FKJSj29ipDcyA9a8SUIwhRXVmF1hf1RoiNKNYQBmDHEszXEUyEtI7SGlO0BbI9hCcJRUjNzMWfzH1xtxbR8e1Yeym9W23zPFXljafHFO6ECEwThZtQsbiA3mTfP+QFgyaMdoA82L3IBwOZrnoYQ+SEmZzrUTGA6J0ZSIQqCIKyQY0McwVX2R66O8GqIZbJrgTlbssh2uhjSMkKL8KQUsFfUjCCUINjDglL7ObrtablwjKIbto8RHuzn1KjQ1Mxc9Ji/E6OWpeO5dRkYtSwdPebvJFvuBZCzjiDcCO8qYrWBodrAkHYqHxsyLiDtVD6qbZQdlLsdi/f8BgNsClDxjSqPH9jzVl0CwP1dEQRRe3BFFVY5WuEI1QaGvSevcrW9fK1cViTMjCGtbR6HHESuxVXPEkHIhXcbIm87gpDCnj00xZ6W8xwjoI4P+iXFOtJVUWjxxbuhbbAEIYEzw4p5IximfXUUO45dMqvMamu7itztWLzn//eGTNH3xbbWah3L7/WD0XdgzpZjZvcj1uQep53Kp0IUBEHYZGByHJY82sFqW2GsPhCvDWqNC4VleH1DJppEBmNMSgL868hbK3VFIRxb2yLtER0ayN2v9FP5mLPlmGgbAHj129/Ru1WM7HvjLLx1SxEVVSK0SsH1ClXbEYQUPNGcABAZ4o+59yVjYHKclTYYGJM8Rl5JhVNsqtL0R56Et2oxL+SsIwg7ODunC28k3FeHz1u9ZivZbmFpJXx0NZUHbWGZzJv3/AWllaLvWQ7sPcGoin2vM4YkISLE32bfXZ1EniAIz8JW5badf17ClC9+M7PJc7cew4S7EjF9cBL3sZXaH157LJbU3RamOrL56EWufqWdvio5mSkorULXeT/izb8nRO7Em/O5kZYRWiUyxF/VdgQhBa+d+/eQ1hiYHGdTG8KD+FICqWFT5ToKPX3xxZu1mBdy1hGECK6oSOVIwnHLFZPtWXl4Zo30ZMs0hFuNhOcCl6+Ve4RRtfe9PrOm5nsd0b6B1edcmUSeIAjPxLRy27ytWVi2O9uqjYEBH/1S8zqvw06J/eG1x7zbgADrrUD89o5vwaagtNLtFR+9vRolaRmhVaLDOJ9NznYEIQWvnYvVB4lqg+muJ3vkXL0hs3fmuNtR6Gq8XYt50cZeA4LQGEpyuvDklLNEKjG5FKZbjKQmWz464IPRd5gZNp7E6JEhfEKQc7VU8zkTHMnV46ok8gRBeC6CDnx96Dw+tuGoM2XZ7mxU3jRwHVeu/ZGTw4Z3GxBQE1FnOkDm7ZfcFX0xO6xEZ+V8pjbkcyMtI7SKgfN3xduOqF04Yx4m2MOOTSK4F7XEWHfwrGLtENN0Xkchj1NSyf1zFrVBi3mhyDqCsIHcnC5KI8qExOQTVx+GDlAsAjxbjAwMiAgJsHn+p/+u2GcJA/DGiGTM2XIMecXlNvsnbIlae+Cs5nMmOJKrh+deObMkO0EQ2kZuzjcDA1al5eDxu5pKtrWnFZbRbnJz2PCuuE/u1Qwv9GtpZuN4+9W1aT3E6QNFdcSyj7bssBKdlfuZ2pDPTc6zRBCuZD9nldf92QW467b6Tu4N4Uk4Yx5mag8PnSnk1nYxlGqHnOh3SyzTH4mhtZ1RtUGLeaHIOoKwgZycLo5W4RESk8fqHQnr5xtUKwmD9uGodPhwp8bIKxFP+GtqVN0J5eohCMIZiOmAFGcK+LfFiGmFZbSbnEEuwL8NqHvz+jYdODz9Mq2Yy4upHVais0o+U1s0gvdZIgjXwuuO8P5oGoIfZ83DTO2hWjZfyXHkRL+bwrv4osVqsrVFi3mgyDqCsAHv5CUqJAAvfXXE4Ygyy8TkV69ViFbOs0TYYrT4p5OSbS2vS1itEUPo/55pvUUrHc4cloQKzq1c7jaqjuTq4b1X7o4eJAjCtTiy6t0kMlhWe1tFLCyLRsgd5ArbgKSip+2tzPP0S5gQvfrt7ygold66I9hhJdXulFbIq0353Hi+M4JwJV0S6mExTnG1IwhAvWqoUvZQLZuv5Di8mh4e5Ge2LTaWIzKOZ7vpa99murxSe23SYinIWUcQNuCdvEAH1cJ0TROTVxsYPtmTLbllSIdbW4zCg/1QdMP2BEjor8HAsCHjglGE5ERg2BOytFP5dq9NwN1G1ZFJKYVkEwRhC6Wr3j46YExKguzPmWqFLeQOcnm2+D/cqTE2H71o16Ej1S+gZkLUu1UMus77UbTKuKUdVmJ7ldprNRyXngTPd0YQrsLHl89RzNuO8H7UHJvbs4dS2gDUaLpYCjVHtINX0z8Y3QE+f6e24F184Rm/5JdWouu8HXjzvjYui7qubVpsD3LWEYQNeHMYXL0uvvXTFMtVEcvS25YGlSeXXUSwH+aNbGMsJS7mqMPfny+rqsYjn+43vhanD8Tg5FhZ/RcTMlcb1WoDQ/rp/L+dhAwpTaPQtVk9SVFyJFcPhWQTBGELpb/5CXcl2lypltIHe1QbGAwGZrXCbooSe7xgx1/G/3c0j41/HR+8eV8yJv7tHJSyw0psr1J7rVY+N0e+Q4KorfCOqXnbEd6Ps8fmprb84U6NsXDHX6LzMnuOOkB5LlDeOZbpPIhXg3jvS0FplUsrsFJu1VuQs44g/sbSsPVLirW59TMyxB8j2sdDH+QPA+Pb+GS6KsKbxFPYMmSrTPf47gmY3LuFWTJxKSydeXnF5fh0b47s/tvClUY1NTMXr3zzu9n1LP7pFMKD/fDWSOlVH7H7KhUuTiHZBEHYQu5v3kdX46ibPtg6h5sjSZ55ClzYsse8GiIg5LFxZNAuxw7z3t+r1ypQbWDw9dEp+oySvtlCa4m6CcJToHEWIRdnPjO2bHl4sB8A6zmVPXi1Qwy5cyw5GiT3vphuKZa7KCW3vaNa7C3oGOP0NhCSlJSUQK/Xo7i4GGFhYe7uDiEDe4ZN2Pq5IysP32ZcMMu1ExsWgPKbBhTfqLK72rFnWm/4+uiMSTwt2wqmytbkR8q4pZ3Kx6hl6Yqv3UcHMGZ7lciy/1I4e5KSmpkrulVLYCnnBFKJyPSYv1NyZYv3XnkzZAvdC91/1yJlGwAgLLAORrSPR0K9EIxJSbAZUadEH6Q+a4kte6xEQ9Sydzx2mOf+CpjqttzPyNVeWzjyHRLqQ7bQ/cj5DmicRcjFWc+MPVvOALzQtwUa1wvBnM1/SOZgXfzwHRjaPp773Pb6JDXHkqtBcvRVYO2Eriguq5Q133NkfugtkepK9YicdSpCgwLPhMewAbBrtC3/3/LzA5PjjAZRLOpBqaBsyLiA59ZlcLcXQ6r/vEgZVaVGt9rA0P2tncgrsR+yHRsWgL2v9HGKIReeFUCde+WtkC10L3T/XY+YbRD4cPQdGNxWfLDuiD5IfRaoicj+4JEO6NrUOl2AIxqydkJXl+Q8k7q/ArZ0W85nHLHfztJ4QjlkC92P3O+AxlmEXNR+Znht+bv3tzNLLyRGvRB/HHitryrpE+y1UapBvIt9Ao93T8DyvTncDkFaxKpBqR65rqwHQWgQnio4szb+gVkb7VcaCg/2Q0yYeMlvQF4SVDmosR3gse4JdkuWy0HIazeifQOkWOSRS83MRY/5OzFqWTqeW5eBUcvS0WP+Tq6y4AeyCyQddQCQV1Ih+x7ywlPenSAI+VQbGNJO5WNDxgWkncpHtVjyF40iZhsE5mw5ZtfOydEHy3uVfipfMkF0UVkVfHQ6m5MFRzTEVTk6pe6vgPDUCFt15H7GkefOWRpPELUJGmcRUlhqoJitV/rM8NrytNNXuY6XX1opafd550emcyyhUCDvWEBMg4TfXGSIP9f1fJtxwe682VRLeebZjmqvt0M564haDY9Bziuxn8iWoSZ3weeP26/C46wkqDwViqTolxSL14YkOTXMWGxlhTf/kZz74swJpFR5d4Ig5OEtOb4GJsfBYAAmrbHeqi9l53ht1vasPLz4ZYZVHlMexM7hiIa4MneUYHtX7s3GnC3HRNvZqmIu5zNKIwWpCBFBqAONswgx7I0X9kzrrcozw2+j+Y99+Vq5aFSckvmRzXx6DowFblVq3yG6rVeHmrzt+SKV3AFrLVWzWm9thZx1RK1GzUHz1dIKjGjfQPR9tZOgWlYoMq3Wx4tpVUB7JcsdRWplRQfzpKW2yLlayn0+Z08gnXmvCKI24agTX0tUGxjmbLFdqEHKzvHarOU2igKJVX21ROwcPNXHLbFVUdYVeWV8fXSICg3gamtaxVzuZ5RAyfEJQj1onEVY4qrxAq+NTmlWD2sOnJHMWQfUzGEst6jG6QMxY0hr/GfzMVnzI7H74OhYoKZSexu7W4pHtI+3OQ6xRNBSWsRyHNoGS9Rq1Bw0Sx1LiF4Qm7roUGO4TSc/YliGS/M46izP68rS145uD6o2MKw9cJbrXD46oGOTCCXdJAjChXjb9ghH7JyUPjgCj7bwbjMVjgdYV59TmuJALkqcYq5wpKmp8QRBEMQtXDle4LXlXZvWwxsjkiWPFxHshwU7TliND/KKyzFpzW92U/xYjhvs3QcpHBkLCFuK+yXFcp1L0FJaxHIcctYRtRoegxwbFoDYMMcH4EL0gvAZy2MAfI4zYUVFKkeR6bF5cuo5E0dXVmry1dnfjixgYMChM4XcfSMIwj14W44vR+ycqT6oiRxtGZgchz3TemPthK5Y9HB7rJ3QFR+OvgNxEnmAxDRJiHZQ22GnxCnmCkeaWhpPEARBmOPK8YIcWz64bTyeujtR9Fj2otXlONyEcYPUfbDXD0D5WGDPtN4YmBwnW0tpEctxaBssUauxt/1HMCyzht8OAHbb8A7AhRULyzwDsSb5maQq/chdUeHNqedMHF1ZkRseTeHUBKF9vG17hKN2bmByHJ7ve5uilAYC4UF+ZlthYmXm/rO19WxAcpwiTeJNcSAXHt2eYSMHq9Rn1HCk8Wg8QRAEIQ9Xjxfk2PLpg5PQrmEE/r0hEwUm+dzi9IGK0xRZIowbeK/PGWMB4XU5Wiq3PWENOeuIWg+vQVZrAG4vca5UonWlKypAjYGP1Qcp+qyjSCUwt5X/yBS54dEUTk0Q2sfbtkc4aucAICEq2KE+fPBIB/jo1F2UsZc7yl3Jo+3p9vB2cZizxbaOusKR5qrk+K7IEUgQBKEF3DFekGPLB7eNw4Bk67abj150uB+mkWe81+eMsYCA3EUprS9iaV1LyVlHEOAzyGoOwG1NfngSp1bcNCi5PADAnC3HrFZ8XGUk5ays2DKawiRYylFpORnWugEmiNqMXOeW1n/PaqwgK51oCPeqa9N6Lr0n7oyOtKXJhaUVeGbNb3Z1VK2KgfZwdnJ8b6mgTBAEwYMai2FKsGXLxcYittqq4Tw0HTfw3gdnjwXkzom1WuHZE7SUnHUE8Tc8g2tnDcB5txK9+0A7xecosCi1rVb1JN4JNM/KSmpmLmZt/MMsP11sWABmDb/dOAmW2gIsiJonGGCCqM3IcW7Z+j3HhgVgVOfGSIgK0czAz9EVZKmBuBgM7tlK4u7oSFNNrjYw9Ji/k2tLridXmfSmCsoEQRA8uGs7peUcp7C0AnO2HOOeW3RsEoHIED+uirG2CPH3MSvqoKVtpXLnxFqr8OwpWqpjjHlGmTUPoKSkBHq9HsXFxQgLC3N3dwg3oST6I+1UPkYtS5c89uePd8FLXx2RPZGzR5w+EHum9VZk2JU4xMTuT2pmLp7+u1y4LZY+2gEArM5n67xiBli4Qq0YYK3iaAQT2UL34gn33/QZy7l6A2sPnDWriMbze7ZES854R35DwvUC8hJQL3WDXRMcZPY0KTzIDx880sHpK/28Orp2QldNTRjkINxvsShzIapCqaZ7G55gC70d+g4INVFjIZ5Xn22dyxZicwvez0vxQt/b8FzfFpJ9c8UYSOs7HHhxh5YqtYUUWUcQKiLXeApG73vOanlXSytEV1RswbOaozSfkNIVCbGQ8le++d3u+V755ncc+nc/Yxh1XnEZCkorEVm3plqvIBjuSHjuTVBEIuFsxKLkXujbwipKTk5RHS2thjqygiwWnSfFK9/8zm3X1Bpw21vlFygqq8Ijn+x3uh3xtoIltnBXjkCCIAgt4Oh2St4xLu8iIWB7biHn81Is2PEXWsbWNfav2sCgD/LHvwa0tDkPchbeND/wJC0lZx1BqIRc55WSFRdBlJ7v2wIr9uaYVfqJ0wdixpAkRIT4GwUst6gML64/Inlc04gWW1hO7Do2iVDVIZZ+Kh9FN+w7FYtuVCH9VD66t4iyazg9yQBrDU8JCSc8F7Fn7FJJBRbuOIElj3Yw+13KKarjTc54YUKSfiofz6w5bGbrxTC1kZaYRzKW/h3JeCvdgCMDbl7norPtiLu35LqC2uCQJAiCsIfSxTDeMa6cRUIB07lF58RIzNr4h2o7oIBb45rtWXlWWhse5Ifx3RNUz9dnirfNDzxJS8lZRxAqIDeaS+6KixCOW1haaRW2W2OkEzG5d3Oryemnu09zHb/geoXoe7acipEh/lY58EyR6xBLO32Vq59pp6/anIia4kkGWEtQRCLhbJQ8Y3J/p97kjPf10cHHR8flqBOwZSN5FoYcHXDzOBedbUfclYDcldQGhyRBEITayBl/yFkktOTytXIs3nnSbDFMDXKLy7F45wks3HHC6hqKyqqwYMcJrNiXg7dGtlHdaeaN8wNP0lIfd3eAILRMtYEh7VQ+NmRcQNqpfFQbbLvX5ERzyV2xEcze8HZxeGbNYavzFJdVYeGOv7A9K8/qs5Eh/lznEGsnOBUtz2nPUWcK/0Sb17hLt/MkA6wl5DzDBKEEJc+Y0t+ptzjj5V7H8UvX8Onu0/j28HmkncrH1qO2bbglgh7N3pQlqnNS8DgXldoRHi0WtuQC1krh6sTbzkJwSIpdgQ41UZKe7JAkCIKQgnd+JiBn/OHI+CHn6g0s2PGX4s/bY8XeHLtzx6IbVZi4+jBSOVMrAXz30RvnB56kpRRZRxAiyNmbLyeaS+6KTaw+EDOGtMacLcdkr2rE6oM4z2HdTkkYuCW8E+2UZvWw+KeTXO2kqA3RFc6AIhIJZ6PkGVNaHdVbnPFRIQGy2m/PuoztWZeNf/vo+ItUqBGV6Aw7IkeLHa3Gq3W0VAmQIAjCHSjJnSZHm5SMH3QAYsICsPbAWdmf5YUnyp6BP8qN9z564/zAk7SUIusIwgZiEWXCViHLVQs50Vy8xuyfKU2wdkJX7JnWGxEhAYpWNYSJrj3EVg4cCQOXuyLRtWk9hPj72m0T6OeDTgnSx6sN0RXOgCISCWej5Bmz93u2hZZWQ1XBQTOlJEjOkQG32nZErhYDNQ67PdN6Y+2Erlj0cHujjnq6o05AcEjGWmh7rD7Q4/IGEQRByEGJJgDytEkq6soWDMCozo0lc4ArQQcgPNiPuz1PlJuc++it8wNP0VK3Out++eUXDBs2DPHx8dDpdPjuu+/M3h83bhx0Op3Zv65du5q1qaiowLPPPouoqCiEhIRg+PDhOH/+vFmbwsJCjBkzBnq9Hnq9HmPGjEFRUZFZm7Nnz2LYsGEICQlBVFQUpkyZgspKvq1+hHchtTcfsN4qJCeclteYDUqOQ0qzevD10Sle1RAmuvb6Jea4UjphU+oQ86tj3xyVVxlw99s7ucK7PcUAawlPCgl3BqRHzkfpMyb2e7b1ecC7nPFX7eQTdRaODLjVtCNKtFhASEA+on0Do456E97ukKztkB4RhDWOaIIcbZK7SAjUONNKZOSXFeCVpvHdEmUd194cTu599Ob5gSdoqVuddaWlpWjXrh0WL14s2mbgwIHIzc01/tu6davZ+88//zy+/fZbrFu3Dnv27MH169cxdOhQVFdXG9uMHj0aGRkZSE1NRWpqKjIyMjBmzBjj+9XV1RgyZAhKS0uxZ88erFu3Dl9//TWmTp2q/kUTmkfJ3nw50Vw8KzaRIX7o2CTC+LcjqxrCRNcywi5OwnGldMIWGeIvelyx3AgHsgskq8ECQF5JBXc+Bk8wwFqitkckkh45H0eeMcvf8wt9b0NsmPuc8XLz5SjFlSvVUgNuV+eN88Y8OWri7Q7J2gzpEUFY44gmyNUmsUXCCJEIt+IbVfh0bw7PZeD+Dg2x6OH2mDGkNVf0+/N9b8Pk3s0ld0qZYm/sIPc+evv8QOta6tacdYMGDcKgQYPstgkICEBsbKzN94qLi/Hpp59i1apV6Nu3LwBg9erVaNSoEXbs2IEBAwbg2LFjSE1NRXp6Orp06QIAWLZsGVJSUnD8+HG0bNkS27ZtQ1ZWFs6dO4f4+HgAwHvvvYdx48Zh7ty5CAsLU/GqCa2jNIqNN1eOvX3yAgWlVej5zk/Gzzmah02o1CckThXCvO0ZJKW5ov49pLXNybK93AgVNw0yzsCfj0Fpeffairfne7IH6ZFrcOQZs/w9T+7dXJZNUwsl+XKU0rFJBHx0yrazykFqwO2OvHHemCeHIHggPSIIaxzVBLnaZDl3iqobgKlfZtg8tiDROh3A7Oh1nD4Q8+9vC18fHTZkXOC6noSoYOPc8enVhyXbhwf72Y1yU3Ifa/P8wN1ovsDEzz//jOjoaISHh6Nnz56YO3cuoqOjAQCHDh1CVVUV+vfvb2wfHx+P5ORk7Nu3DwMGDEBaWhr0er1RiACga9eu0Ov12LdvH1q2bIm0tDQkJycbhQgABgwYgIqKChw6dAi9evWy2beKigpUVNzaolJSUqL25RNugDeht1gUG49TTMzomSLkDRAiRRxNhCnXccXjVLSFrWIVQm4Ey2MI1/h83xbc/VKSBL3awFwyqXfVeZyJEsdubUGreuRpWiT3GbP8XXVsEoFDZwqNfw9tG++y53Pr0YuYtOY3q9ct7bVaHDpT6HRHHWB/wC1lv21dM893LGUvvTVPDkGogbfrkTeMpwh1UUMTBG1KP5WPtNNXAdTMjbo2tT2fMJ077T1xFXkl9lNT2HPUAeZzNbnXMzA5Dksf7YBXvvnd7m6kohtV2J6V5/DOKct2SuYH9Dt2HE076wYNGoQHHngATZo0QXZ2NmbMmIHevXvj0KFDCAgIQF5eHvz9/REREWH2uZiYGOTl5QEA8vLyjOJlSnR0tFmbmJgYs/cjIiLg7+9vbGOLefPmYfbs2Y5eJqEhUjNzMWtjlt02UlFsvE6xgclx6N0qBl3n/YiCUuv8H5ZVXtVY1ZBrNHmcigLCfenYJAJpp/LNJtb2ciPoAKzYmy07ekRqZUi41h1Zefg24wIKSm8JmzOiYFwZbeNsKCLRGi3rkSdqEe8zZut3ZWkrXPU723o0F5PXWjvqAPtVuS2pvGnAqrQcnCm4gSaRwRiTkgB/kZydakWN2bpnD3dqjISoYLuOtLziMkWVyAH73zGPvaTK3gRhG2/XI28aTxHqoZYmbM/Kw6yNWcZiEIt/OomQAF9M6NEUz/ZpIRpd/srXvzvU//BgP/RLuhUNy3s9lvOqtFf6oNPcHbhecdPmeaTGIo7cRznzA/odq4OmnXUPPfSQ8f+Tk5Nx5513okmTJtiyZQtGjhwp+jnGGHS6Ww+n6f870saS6dOn48UXXzT+XVJSgkaNGolfEKFpxKIHTFF7b/6hM4U2HXUCllFkjkQ9iRnNGUNaIyIkQPR4pufckZUnmpOBARjeLg493/nJ7ByRIf6S11hUZltw7GFvZcjWtZqidhSMksgTwrPQsh55qxaJ/a4snfqu+J2lZuZi0hr72094on7nbc3Cst3ZZtcwd+sxTLgrEdMH1+SEMV1UuXpNnQITi0fdYdfOmyJlP01REunMay/tRXd7Q54cglCKN+sRjacIMdTQhNTMXJtbSUsrqrHwxxP4ePdp/PfBdmbPGM/8kIeiG1VIP5UPn78LB0aH1szBnlnzm+j1iM2rxBx1gLQuu0Jb6XesHqo564qKihAeHq7W4WwSFxeHJk2a4MSJEwCA2NhYVFZWorCw0Gz16PLly+jWrZuxzaVLl6yOdeXKFeNqUWxsLPbv32/2fmFhIaqqqqxWlEwJCAhAQADflklC29irjGNKTFgAZg2/XTUDwxs1kVdcZraqIjeMWMxo5haXW23psrXqIaykFJdV2k2g+tEv2Vav2XPUKUFq5YxHVOVEwUghVVVJrfMQ/NQ2PfJGLeK1yYDzf2dCX3gRs+vztmbZtJEGdst23tE4QjKS0BQdAP3fCa/tbYvxkRHJqGRSwqtlcu0l5ckhPBlXaBHgPXpE4ylCCkc0odrA8Mo39qPjblRW4+nVh7H0b2eSnLEID8+sOYyiMvOdPk/enYiNR3Ktrmd4uzh8/Eu21bl551X2dNmZ2kq/Y3VRVA12/vz5+OKLL4x/P/jgg6hXrx4aNGiAI0eOqNY5S/Lz83Hu3DnExdU8QB07doSfnx+2b99ubJObm4vMzEyjGKWkpKC4uBgHDhwwttm/fz+Ki4vN2mRmZiI391aFyW3btiEgIAAdO3Z02vUQ2kGqMo7Aew+2NxowNaoB8uYNmLPlGEYtS8dz6zIwalk6Os3dgf9s+sN4Xnt9kSs0wqqHZcVVuRNWZ8EgvuIjd4KfW1xek7fCge+RKha6F9Ij7yT9VD6XTRZw5u+MVx8Efs0pQKVF0ZzKmwYs223tqDPl493ZeHr1Yatz2XPUAcCb9yYjUGQbrcDsTVmSts2RSYktLbOlS0rspa3K3rte7gV9kL/Tq/ESBC/u0iLAe/SIxlMED7Y0Yc+03pIOpvTT+XYXtUwRNFOu/kth6qgDauZcH/+SjRlDkqw0buORXIechFevVRi10ZYeK72PUtDvWF0URdZ99NFHWL16NQBg+/bt2L59O77//nt8+eWXePnll7Ft2zau41y/fh0nT540/p2dnY2MjAxERkYiMjISs2bNwj/+8Q/ExcUhJycHr776KqKionDfffcBAPR6PR5//HFMnToV9erVQ2RkJF566SW0adPGWP2odevWGDhwICZMmICPPvoIAPDkk09i6NChaNmyJQCgf//+SEpKwpgxY/DOO++goKAAL730EiZMmECVjmoJvFEBV6/XbElSax++kDdASggsV1EKSiuxfG8Olu/NQbiNqArTvsgVGrFVD7UFSynhImXTAWV9tLXKZfo9SuX5o4qF7oX0yDOQky/TkdwwzvidyT3mqvSz+Hz/WUy4KxH/GtgaB7IL8MXBs5I5OaUSU1tG2Akr4Pogf8mk1zxbVZXYT7FIZzGNHJxsu3qlJZb33DRPTmpmrtW2IMqDQ7gbtbQIqL16ROMpghcluZXTTuVztxU0k/dZ0wfWgc5Hh+IbVbIcbMKca86WLOx6uZexeNaqtByH51xzthzDJ3uyMbRtLL4+LJ67W+0c1fQ7VhdFzrrc3Fxj/oHNmzfjwQcfRP/+/ZGQkGBWVUiKX3/91aySkJDjYOzYsViyZAl+//13fPbZZygqKkJcXBx69eqFL774AqGhocbPLFiwAHXq1MGDDz6IsrIy9OnTBytXroSvr6+xzeeff44pU6YYqyINHz4cixcvNr7v6+uLLVu2YNKkSejevTuCgoIwevRovPvuu0puD+GB8Ea4RdUNUHUfvq+PDsPbxdncGsWLrVUi075UWER48CCseqzcm42o0ABEhwYir7hMcR/VpPhGlfHaLPP3KemjrVUu4fgAJJ2yVLHQvZAeaR85ixuO5oYx/Z05UoXM0bxxwtbWVelncaOyWvbnxY45Y0hro00Wrufbw+e5Pm/LPppe54lL1xT1yzLS2Z5G2kujYIqYvaQ8OIRWUUuLgNqrRzSeIpyLvJHF3pNXudt++GhHXCuvmZ/IRZhzdZ23w8yhpga5xeVYtjvH5uvO0kz6HauLjjGptVxr4uPj8dVXX6Fbt25o2bIl3njjDTzwwAM4fvw4OnXqpLhMt6dTUlICvV6P4uJij46AqI1UGxh6zN8pWhlHICY0ABXVBtEwaiHKYM+03lyTQuG8zohYE/ry7gPt8Mgn+yXbSyFVKIKHkABflFY4PnHVoSbCLqCOj1lEiRp9ND1+oY3vWfhWl5jks7D37Mh9JrwBV9pC0iNrtKRFYs4V4ZfwwegOiAjxx+Vr5YgKCcDU9UeMFdrkYPk7s+UgjA0LxKjO4hVQTfssJ2+cK1n0cHuMaN/A7LVlv5zG3K3HJD/72uDWmHB3U+PfcgpJ2MJHBywe1QGD294a6PNomo+uJopQrr2UOnZttLWEfUiL3I+c74DGU4Qz2XviKh751PH5kCmWz2RN1fjDmhgv8BDnhN8TzzjAGefVOkr1SFFk3ciRIzF69Gi0aNEC+fn5GDRoEAAgIyMDzZs3V3JIgnAr9irjmHJJIsJCbmU8uXmZ5CD0BQx2S3TzUqiCE8xPUZZMaxhg05GmVjELseML71luE6aKhe6D9Ei7SCUZBqDKoNbydyYafVVSjgU7/jL+bSu6j7cCrbuIqmuduL3oBp/dM22nRnU7AwMiQvzNXuPZSivcS7n2Uk4eHLW39RC2cSR61dsgLXIcGk8RzqRrs3oID/Kz2lGjFFvPZESIv2bGCzw4QzN5do0NbxdHv2NOFE2dFyxYgMmTJyMpKQnbt29H3bp1AdSEgE+aNEnVDhKEqxAq48SEOR6Wy7MPPzUzF8+skR8uLZerpRWYOSwJwC1hUYIa2lNUps52MHdjmRxVeHZi9ebPTqw+kLZlORnSI+0ix3EjB0s7Zvo7k1MkwbKYjtpV35yCjc7pOA37haIyY0Eita7TUut4c9A81j1Btr2kPDjaIjUzFz3m7zQrftVj/k6r4lS1BdIidaDxFOEsfH10eOsfbVQ7Xqw+EB+MvsOs2JFWUgbJQW3NrDYwbDxiXwc2HsnVdGEoNYpIqoWiyDo/Pz+89NJLVq8///zzjvaHINzKwOQ4hAb4ORwmLbUPX42oBl6iQgLg46PD+O4J+C7joirRZ5EhfqrnVRD4Z0oTNIkMxpwt0tu65BAZ7IfymwbV8kcB5gI3MDnOKodebY4ycBWkR9rFWU6T8CA/FJqsjN+ouInjedfRL0le5TbLKFk5n328ewIqqw1YlX5WwRWY46MD7mlZHzv/vCLZ9mqpdXR3StMoLP7plORnv8u4iP3ZBXi4UyPVIrottY43B02/pFi8NiRJlr2kPDjagXIHWkNapB40niKcxcDkOCx9tAOmfX0UxWU3FR+nXog/XhvUGnO2HDPT00iLaHNPQG3N5BlLaTkK3laKkPAgP4zvnojJvZu73A4pctYBwPHjx/H+++/j2LFj0Ol0aNWqFZ599lljBSFCm9CWBWlsTYZ4EauMZ4qrojd0APTBflY5oCJD/HBf+wbomxSLwtJKzNkiP2fRiHYNsGJfjqy+RIb4I5/DUTgoOQ6dEyPxyZ5sh7fuAjW55z4Y1QHQQZXcfaZYCpyS6lSE45AeaRNnOU0KLbawFJffxIIdf2HFvmz8444GIp+yjWmUrBzn4tbMPOyceg8+3y9d5VWM/kkx6JIYiTEpCTiYXcDlrIsKsd4G27VZPYQH+4nmUjUlr7gcC3ac4OqfvRyjYlonVDiXyjkljD3k2Es5xyach9T2dlvV5GsLpEUEoX0EZ3D66XzsPXkVF4vK0CA8CNABH3AsfAFAfmklJq/7zep1tdLxuIrIED/VNdOTo+DFFqKKyqqM48y3RrZx6WKUom2wX331FZKTk3Ho0CG0a9cObdu2xeHDh5GcnIz169er3UdCJWjLAh9KJ5i8+TTkRG8oRcj1UXSjyipZe2FpFZbvzUFxWSUGt43Dnmm9MblXM1nH33Dkgqy+AMCcEcmI0weKbsXVoSaHlDCJU2PrLlBzD3x8dLgso6KjUGCCp6/uRkuh2u6A9Eg91H6WBOeKGtN1nmMU3ajirjZqibCAxUtucTkyzhVhwl2Jss8l2I8lj3bE43c1hX8dH25DdzAn3+o1Xx8d3hrJt7VHzjf65F1NoYN11+xpnT3b7WjOKWcem+BHTu7A2gRpkXrQfIWwRO3xia+PDt2bR+FfA1th4cN34OWBrdCjeX2Veus5vDEiWXXN9NQoeJ5gmqIbVXjaJH2KK1AUWfevf/0L06dPx3/+8x+z12fOnIlp06bhgQceUKVzhHrQlgV+eFbvbVUijbWRrNxWJKMzVhKC/X3NtnfGhAWg/KbtqrW2Vr67N6/PtY0KqAn95omQEzC9Lz4+4E4cLOQtsQxFjtMHoqyqGsU3qrgnnpevlaPgOp+zLiywDt6+vy0A/r6qhdzIV1uh2raS5nszpEfq4IxnibdwDw+8kbmA/WqjYgi/tzh9IPdiyuVr5Zg+uMZ5tGx3tqwIO0v7cZXTPi388SRaxYVZfSfC1p5ZG/8w0yUlCBFqk3u3QMvYUKvnQh/kh/HdE9AvKdbm58Vsty2NlIszj03w4clRE86EtEgdaL5CWOKKsW61gcHAmKoFKNSiV8v6+Pn4FdV3ZD11dyIGt41X+aieGwUvJ5jGldHjOsaY7O8+ODgYR48etapudOLECbRr1w43btxQrYOehCtLxMtBqoQylUK3RhgsALYdNUse7SCZT0NMXB7u1NisIqGjPN+nBZ7t08KsLwbGuLZ8rp3QFSnN6hmfEaltpzoA47snYLmM6JXPH++C7i2ijH9Lia6lw6pjkwgcOlNodp+3Z+XJyvm3dkJX5BWX4YUvj0i2fe/+tvjHnY24+qomcs8lNqA1fUbdNaB1pS0kPbJG7v139rNk69m2hw41Cw7vPdgeV69XIDo0kPv3a3kcKRthqX+pmbl4ejVf4R/BfgJA5U0D5mz+gyuH3fN9WqBL03pmNm3xzpPcuhBnR6+rDQwLtv+FxT+d5DqW2GKE6XdeedOAV785iq2ZeWaLQlK20JlpNyilh/tIO5WPUcvSJduZ/j7cBWmR+5HzHdB8hbBE7vhEiTbIHaO4mrUTuiL/WoXNbbdKCAusg7dGtsXgts6bI/DMo7XmdN+QcQHPrcvgbi9X45TqkaLIunvuuQe7d++2EqQ9e/bgrrvuUnJIwonI2bLg7oGVVhiYHIcn707Est3ZYBZWplfL+tAH1SQQFbtf9lYGF+74C+HBfrIiw8SIDQvAs31aWL1+uUTeyjdPBExEsB/mjWwDfZC/LGedZQ5Ae4mD7TmsRrRvYHaMJRxRJKarN7xbcuIjgrn6qiZyV5IpZ9AtSI8cwxXPkvA7Wrk3m6twDAMwa/jt6N78lpM/7ZT19k97PNY9Ad9n5tnVPrGI3g9H34HJa3+zGykXHuQHA6uprOrro4N/HR/cmRDJ5axbuS8HC3+8lTeON9+cgD29Frb28DjrXuh7G9YdPGseNRfsh/HdEo1Rc6mZuXjlm99t9k8q0sWZOTwpP6j78NSoCWdDWuQ4NF8hTJE7PlGywC634J+juwRMiQ2ryUF7qaRC9JhxMucwPMwefju3o07pwpgnRsHL3ZbrquhxRc664cOHY9q0aTh06BC6du0KAEhPT8f69esxe/ZsbNy40awt4V5oy4J8UjNz8fEv2VbGkzFg559XsPPPK6ICwCMuOpP/V2L0BTM5a/jt2J6VZ2UMeasRmRomMcMa/veWp8m9W8DXR4dqA5O1VcyW8bM10ZLrsBIcAGIRKZYTcZ4tbrby0Dl7UqjEWUID2luQHjmGq54lXx8dokKtiyPY4rHuCVZ2Ve4WVctqozlXS7H2wFnJ1AUAMLhtPBZDh0lrxCPsisqq8Mgn+810gHegZ7nFRo6jTsCeXvM6Uyb3bo7JvZtj8c4TWLE3B0VlVSi6UZNEed3BsxjeLg4f/ZItep7atjBA1GBvca825w4kLXIcmq8QpsgZnxSXVcrePs2To8zSxsXqAzFjSBLmbMlyqAieDjVzOIAv5Y6az/zZAr4oX3vOT55ABk+r6ix3nOmqnHuKnHWTJk0CAHz44Yf48MMPbb4HADqdDtXVtiuJEa7DUxM9ugveaq25IgLAIy6FN6rwQt8WWHfwnKKwa2GSCcCmOBVK5HYSW/nmMaymA3UpgeNdXVca3ePro8NzfVugZWxdydUbqX7r4J4JhhJnCQ1ob0F65BjOepZsrcbyaoytXGhK7I6lo31y7xbcg8bBbeOw1Md68cIS04lAv6RYu04yNbG8l5b3e8aQ1pi0xvaWGYZbti41MxcLd5yw6m9ucbldR53psWrLwgBxC0+MmnA2pEWOE1WXb0GHtx2hTXijtXjHHXkl5Xg79U/ZcwieHGUMwIwhrREVGmDWV6kc3E/enYiNR3JtHt8y2IPHlqo5R1+w4wRaxobatdP2AiieXn3YakeAWAALb8CDFlJbOGN+qwaKnHUGg0HtfhBOhLYsyENutVZLAeAVl4SoEOyZ1ttonKLqBuCZzw+hqOym6GfCg/3wwagO6Pq34esxf6eoOIkhtfJtaViFCkymBlQYqIttj5K7uu5odA/v6o29ohXummDwPi/f/115SI7TozY44EmPHMMZz5LYauyMIUncWmRr4KbU7lgea2jbeO5tHP2SYpF+Kh/PrDlsM+m05URArYIaYtjSa1v3OzzYT/JYvAtTPNSGhQHCHE+LmnA2pEUqwGuMalfRe69CzlZV3nFHwfUKRXMIXt2KCg0wpuIR5kQVNw14vu9tf0fs23ay/WtgaxzILkBeSU2Ru8gQf8Tqg6zsJI8tlRv1ZQ+piHipAArAekeAIwVgtFQsT+35rRooctaZUl5ejsBA758QejK0ZUEeecVl3G1tCYCcya+pYyw1M9euow4A3hrZxlisIe1UPpfRjgzxQ0HpLYMjZ+VbyoDWbEO9tYVKyTkAdaJ7eFdvtDbB4H1ePks7g8/SziBOH4ihHLkmbG3p9XZIj+TjyGKOLYeaWPGXvOJyPLPmMJ68OxEf/5JtV4tsbe1XanccHQTWrKDr7FaHM9UB0XQCMvPS2cKWXoutfts7lzBQDw3wUy2hdm1YGCCsodyBtiEtUoZljmNH2xHaQm66G97xCW/qH8s5hNzFSlvjidiwALzQtwUSokKs5hNy7KO9tsJYa3ByLD6VkTNcDKkACLlBK8IxlaTF0GL1ZzXnt2qgyFlXXV2NN998E0uXLsWlS5fw119/oWnTppgxYwYSEhLw+OOPq91PwkFoywI/BRJbSG1hKgBKJr/CKoY9IoL90LtVjDHK7cSl61x9G9W5MQDgQmEZ4sMD0b1ZfWNknj14DehzfW+Ttb3MFjlX+fInqDUh1NIEQ+p5sSS3uBzLdktvT5sxpHWtcMCTHjmG0sUcsUFr+U2D3a0oG4/k4oPRd2DOlmM2tQiwvbVfid1xZBBo6ojktbWCDpguCAgr6vmlFfjw59NcxxHDUq+VRsYJA/W001cd6o9AbVwYIAhLSIsch3YNeC9K0t3wjk+Eon9SWD43cuZrYuOJSyUVWLjjBJY82kH2vIJn66fcSrU61BSK4lkcFAuA2JGVx3UuS4Sxxcq92Vbbhm2h5WJ5NWmWHJ/fqoEiZ93cuXPxv//9D2+//TYmTJhgfL1NmzZYsGABCZJG0VpEkVaJVJALw1QAlEx+eVYxCm9Uoeu8HWZRcjx88NMps78//Pm0ZGSJXAPqiPOrJmeSdYEIU7x5qzZPJV4lRITUjpwupEeOI3cxR9QJZqcyM3BrIBcREmCWAkDQIsD+1n45dseRQaDcwbGApQ4Ul1Xi7dQ/FUevCfbgse4J6JcUa6XXSla/rc/gGO7K9UkQWoO0yHEobY/3ojTdDc/4RCh8J/e54Z2vAVDdqcQT9a+kUi0AjO+WaLPwniVXr1VgQ8YFM39AtYFh3a/nOM9omzlbjhn/39580xOK5WkhuEORs+6zzz7Dxx9/jD59+uDpp582vt62bVv8+eefqnWOUB8tPHRaJzaMf8XOXqEGOZNf3m2gch11YogVxxBwlQHljQwxTYiuRRxNjCr2vDhCbckhRXqkDryLOWrkObt8rdymFklt7Zdjd5TaMLmDY0A8j5zc41giFfnu6G88pVk9fH34vGRUr9giQkSwH+aNbEOR+QQB0iI1MHWeiKHlsSAhjiPpbqTGJ46ke+KZr6k5NgH4ov77JcVKjrV8dIDBpIHQ535JsVh38KxdbffR2XaqHc+7htIK9Qrg2NvJQMXy+FDkrLtw4QKaN29u9brBYEBVlTrOBIJwF3KTeJoKgKXTZtfLvXDoTKFV9IhlwQZ3hPQziK8EucqA8kaGvNC3hWYnhHJyYtlz6pkORr7PzMVnaWcc6ldt2SZCeqQePIs5jkdzATlXS22+rqbdUXIsJY5IWxMBtQo3zBjS2syGWNoPpRURBedi16b1JCc4tirahQf5YXz3BEzu3YImzQTxN6RF6jAwOQ5P3p2IZbuzzRwRPjpgwl2Jmh0LEvZxdIuz1PjEkXRPUs5ANccmPMUbZm38A6GB0jllDcx2pVoAkjt2DBYvClVeg/19Ja9BDkLk4WvfZqKsstqswAZte+dDkbPu9ttvx+7du9GkSROz19evX4877rhDlY4Rno8WyjArwXJlT2zCFWeygpF2Kh87svLwbcYFs+i3mgqIrREdGojL18qxeOeJvysHVVi1kZO3TC3EVoJ4DePuv65YVVaU873LqZyrReTkxOJx6pkORpQ662rbNhHSI9eixgrngh0n0DI2VHHlN8t2tmwO77GuXqtA5U0DDp0pxN6TV2Q7Im1NBNRwaALAS18dwYWickSFBuBsfqmVdsSGBcguXGHpXOSZ4AgV7TxJyz11/EF4LqRF6pCamYuPf8m2GlcxBnz8SzbuaBxBDjsPxBVbnB1J92TPGag0r7YtHeIZH+SVVGAV5xzAVqVa4Xy28gNbRuMJCC/dqFQvqs702PmllXjhyyMAzOfPWt32rqUxhCJn3cyZMzFmzBhcuHABBoMB33zzDY4fP47PPvsMmzdvVruPhAeipTLMShCbwNQL8ceI9vHG/EHbs/LQY/5OUcObW1yOSWt+s3uumiqJv6FvUrRqWyDlYGvy3TkxErFhgWblyG3x1eEL2HMyH7OG13yvcr93ORNqy7wK7kIw4HnFZZiz5RhXDgt7FTJthYd3bBJhVcXXFlTdmfTI1aixwmkrv0u1gcHAGMKD/EQrr4ptN521McvMVsWGBeL1oXwLIHO2HMPcrcdsDl7FmNyrGVrEhIraI7W2bNyoNGDu1mOi718qqZC9uGPLucizxciT0md4+viD8ExIixyHJ+rIXQnnCcfg2ar6cKfG2Hz0okNjfTX1qtrAkH4qH8v3Shd1A4BCkwKFYjo0KDmW61ipf/AVeYiqG4C0U/nYnpWH7zIumhVJrAkGSUJEiD8uXyvH1WsVZltflRLi74vQwDqSeYrFMJ37KN2+7Ey0NobQMcYUBfL88MMPePPNN3Ho0CEYDAZ06NABr7/+Ovr37692Hz2GkpIS6PV6FBcXIywszN3dcRti0UbCT80dZZiVYs+zrkZOIi2wdkJXm8K2aMcJrgSlAn1a1cePf16xet3e915tYOgxf6dkXgXTibQrDKbY964k8fznT3TBS+uPiH5GcEDsmdab6xz2tqdpZULqaltIemSOM+8/z2+WF8H28PyubNmR1MxcPG0nt9FTdyfi419qBtlq2mkxmymQdiofo5alq3hG9fhw9B0Y3Dbe3d1wGt40/iAch7TI/cj5Dnhtp5QNJrSLLb2PCPYDA8yixN09nlUy3o/7eywvtkCvNnUDfP8uZnXT5vuC7n0wugMiQvxVSbEDAC/0vQ2Tezc3zpOUOAFN5z7bs/I04xxz5hhCqR4pdtYR1pCz7tZEjtcx4alIXafaiIUtO0qcne9iQ8YFPLcuQ5Xz2PveBcMI8E2onT3pEltRGd4uzubWDCkm92qOxT+dlGy3dkJXFJdVSgq8qYBpKUzbFLKF7sXZ91+thYpFD7dHQB0frmNZDtyqDQwd39hudwtoRLAf7u/YEJ/uyVbFfvLql5oOTbWxZ/M9ndoy/iD4IS1yP3K+g69+PYeXvjoqecx372+L++9spFYXCRdjOnbNuVqKBTtOWLVx5wKLI2McqQV6JYjlneNFzTlkeLAfDv27n1X6I6VjHsHxroX5jLPHEEr1yEf2mQA0bdoU+fn5Vq8XFRWhadOmSg5ZaxH2l2/IuIC0U/modoZHxoXIqcDnyaiVk4gX4bFQ22wNTq7Z+mTruVMzoafl92763OuD/PHB6A6I1ZufT8wOmm6FUPv3Igi05XebV1yOjxQ46mrg+1ReSblkUvp6If7Y9XIvqxx3I9o3QEqzerVyAkp6pB68eiSkCdAH+Tl0vqi6AZLPfHiwHz5/vAv2TOttNmBPP50vmaut8EaVVZJypQiD5UF2bKaAsN1Hi2ruDforRm0ZfxDahLTIcX7g3PrH247QJsLYdWjbeKw7eM5mG2eO9e3haIEoqcqxSogI8Xfo83JuX3iwH3QQn2++NbKN1VxDGPPAzufEENKGmD4TALD56EXV/CK8Y1utjiEU5azLyclBdbV1AsKKigpcuHDB4U7VFrS2J1oNvLUMs6XHP6+4zOV9GN+tCVL/uKSKCAirLJ/uzcGne3NsPndSyWCVcPlauehzP2NIa0SEBHCFVMstk84DT64UOQgrMClNo7D4p1OS7QuuV0h+t/mllTh0ppC2f5hAeqQOcvVoYHIczhWU2c2pZg8fHWAwMMlnvuhGFXx8dFaDw7RT1pNiZ6LT1SQ4X743B8tFbKYp/ZJiZRd/cBUXC28A8D4b4q3jD8IzIC1ynBuVtrfzKW1HaBs5zhFXjXsdD8ZQ37E4Y0hrxOqDjLmyTfPSqc2b9ybDx0cn2z8hlutdCtPAEGf4ReQcU6tjCFnOuo0bNxr//4cffoBerzf+XV1djR9//BEJCQmqdc6bkVNF0pPwxjLMtn7odQMU+bkdomFEMPZM6y07R8CMIa0RWTcABdcrcL7wBlbsO2OzZLflcyeslNjLCSWXnKs3sHDHXzaf+2fW/IYlj3bAiPYNsCGDb2CrpsFUM1rSNDFq12b1uKodRXKunNFEswbSI/VQqkdRdZWv9hoYsJ9zddL2M++alfZBybH4PjOPy2aaciC7QJOOOgDIOF+Ef3jhFjJvHH8Q2oe0SD2C/fnG1rztCG2jReeI0nPJXaCXQ6w+CCnN6iHtVL5THXUAEBESgJRm9RRV1TUtVpVXUo45m/8QLZRnWTDMGX4RucfU6hhClrW79957AQA6nQ5jx441e8/Pzw8JCQl47733VOuctyIVwWOrUp6n4IrS3K5E7Id+vcL1q3rpp/NReKPKLEz4kz3Zkvd6XPdE+ProjHvxbSH23A1MjsNj3ROwfG+OQ33XAYgJC8DaA2e5nnt3GEw1BwOWFRd5qh3pg/gcHzTRrIH0SB0c0aNYfZCDZ+dzuNl65p0xILbERwccPlNo8z2pe8NrTx7rnoCtv+dJVt5WF88aV/DibeMPwjMgLVKPvkkx2H7sMlc7wvPRonNEybnkLNDLJU4fiI5NIpB2Kh9bf89V4Yj2sdyWKhfTzwX5+djMSW5Z6dUZfhElx9TqGEJWzjqDwQCDwYDGjRvj8uXLxr8NBgMqKipw/PhxDB061Fl99Rq0uidaDeztW3dnGWYeLPe0V940OJS3QG22H7uMxT+dxCOf7EfHN7Zje1ae3RwBDOb3Wulz1y+Jr8y4GELfRnVubHdCanp+wWCKPSU61AiYmgbT0cFAZIgfFjzUHmsndLXKryWEh1vm5YvVBxpXdtxxzZ4M6ZE6OKJHwjOrlDo+PqK5KQHxZ77awAAdEOzvq/jcPBgYcOlahej7wr1ZuTfbKhcKrz3plxSLva/0xpiujdXoMhcJ9YJddi5X4qzxh7flFibUhbRIPUrK+KKRedsR2saV415eOy7VJ6FfppiO5R3J32aL5AZh6PnOTxi1LB2r0h2v5CqF2NhFiQ7yzH0A5/hFlBxTqz4MWZF1+/fvR0FBAbKzs42vffbZZ5g5cyZKS0tx77334v3330dAQIDqHfUmtBj2qyZi+9Yto420hK2trpEhfqLhu+6m6EYVnl59GEsf7YAlj3bAK9/8brXlKjzYPPm70ufO0dx1wvd+UMaWN8FgSkWjqWkwlV6n0IM372tj99k2DQ+3FVbujmv2ZEiP1MERPTJ9ZuX+ZvTBflj04wnJz1k+87ZstRjhwX4ovlHl9AUX03QEQi6Ufkmx3Cu0vj466HSu+V376IAxKQkuOZc7UHv84Y25hQl1IS1SjyJOJxxvO0LbuGrcK8eO8/Tpg9F3QB/s/3fuXIaUplHoahKFJid/mw5AcIAvSius810CwPYs6UhTtagb4Iu8knKknco3m584ooNScx/AOX4RpcfUog9DlrNu5syZ6NWrFwYNGgQA+P333/H4449j3LhxaN26Nd555x3Ex8dj1qxZzuir16DFsF+14flxagWxra5addSZMntTFmYMaY1iG7mRim9Ume3JV/LcCYU1BiXHYvneHK7y4UKbx7onoF9SLDonRmJ7Vh4+5dxKK5xfzGBGhPjhvvYNoA/yR7WBqfZM2RNoe8SEBWDW8Nu5DLhUWLkWRUKrkB6pg6N6JPbMiv2GTF+39xvTAZjSpzl6t4pB2ql8XL5WjpyrpViw44RkX2P//k0CMG7BcBVCLpQPRt+Bhzs1Eu2vZeRzowjXRLtNuCsR/nVkbarwONQaf3hrbmFCXUiLVIR34EXBrV6D3HGvZcE/KduuxI7b69PDnRrj1zOF+C7jojF/3OKfTlk5rwYmx8FgACatkR6D+Pn6ALDtrHMl1yuq8cIXGQBuOeMAOKyDUnMfNfwils9FVAjf4kh0aKDVZ/slxWrKh6FjjHGbvLi4OGzatAl33nknAOC1117Drl27sGfPHgDA+vXrMXPmTGRlZTmntxqnpKQEer0excXFCAsLE20n5A6TWnHfM623Jp1b3oTwXahdZlsOwjf85N2J2JBxEXkl4tuubBEaWAfXysVz6MX9/SwBkPXc2VpJEarICgjRe6ZRfZaCVW1g6PjGdslk60Jeu/cebI+r1yuMxhGoCWfenpVnJo62zuUo1QaGxTtPYsXebO6V28+f6ILuzaNUOb9pP7QiEkrgtYWOQHokjpz7r5YeCc/sDgnHfESwH8Z1S+ByugHWNsce4cF++GBUB3RtVs/Y1wXb/8KiH/nOpSY8/V5qMsjd/dcVjFl+wOHzCs5QoXqtaX8m3JWI6YOTHD5HbUBqbEDjNM+AtMj9yPkOlv1ymqvC+GuDW2PC3U3V6iKhAXjGvXIjvBy146Z9yrlairUHzorO0YRPC84rnvmljw6Y0rsFFrphjCKFcD16O1XtLe+f0rmLo+NQW89FbFggym9Wi+6uEI45Y0gS5mxxTfS8Uj2SFVlXWFiImJhbST137dqFgQMHGv/u1KkTzp07J+eQtRLa7qYd1KwAqhTT1aO7b4vGI5/sl/V5e446wLzsOe9zJ7YSJUw+H++egL5/R80BsGuc00/lc1VFZADKbxrMrt90ZWfF3hynRjjI2V5nytXr8pyrPChN7FqbID1SB7X0yNdHh86JkXjxywy77QLq+KBxvRDu/slJD1Z0owo+PjqzvlYbDPwHUBGpflsmNy64oU6FN0FPereKwaq0HJwpuIEmkcEYk5Lg9RF1aiIn3w3Z6toNaZF68FYYd6QSOaFNpMa9SiLkHLXjQp9SM3OxcIf9tB2WRQt45pcGBtx0QQ7Uvq3rY8exK7I+I/TK3vzN9P4Vl1Uq3irryDhU7Lm4VHLL8Sd2zOHt4vDMGu1Hz8saucXExBhzMlRWVuLw4cNISUkxvn/t2jX4+fmJfZwwgTfpIuFc3JUXMCywDt67v61VMQJnOH4A4GJRGdJO5aPipgHP970NMWHiz529CjpAjZHbmplndMoJYjaifQOkmES0CKSdvsrdT0tRyCsux9OrD+OVb34XregD1IijI0m/BWOvxHF79VoFJR53A6RH6iHoUUyY+baBmLAAWXrEMzjNK6lAgZPsHGDLpmtz0csyubGjaS/+mdLETE/86/jg8bua4j8jkvH4XU014ajzpEIN3p5bmFAP0iL14K0w7nglcsKTkKrsCdieB6hhx6XmRJZ9EXQ9r7iM69ynrlzjaqeUoW1i8dGYThjXrYnTzrEjK8/mHEpweqVmSlexVeIX4an4GhHsZzW2jdUH4oPRd2DjkVynzi3VQlZk3cCBA/HKK69g/vz5+O677xAcHIy77rrL+P7Ro0fRrFkz1TvprXhSXjdvxZEJ0vhuCfg+M1f2tlUAKCm/ibnfH8Ob97Ux+76dladw1qY/zCLwYsMC8ELfFkiICrF67tSPKFD+PMtd2VES4SBHiC3x0dlOLk/OdudDeuQMxOpf8WGv2rMp4cH+DhWtsYelDU1pVg+Lfzqp6jnGdG2MVelnVTmWMElwtJDPoOQ4TUd4eVqhhtqQW5hQB9Ii9RDsoL0xqFrVQQnPQem8RA07rmQHlpC2h4f92YWIDQvApZIKp6Ri3Px7Hvac3O7UCL5vMy7YdZiZ7iKwh1y/CM9zUXijCp8/0QU+Op3ZMT0pel7WUusbb7wBX19f9OzZE8uWLcOyZcvg738rFHn58uXo37+/6p30ZqSikgjnwlOiW4z+t8di1vDboYMyd1RBaZXVioMj/bGH5VbZSyUVWLjjBALq+Fg9d2qtRAkRFPog16woK41wcGQrtKX2yVlFIhyD9Eg9hMhSS2fbpRJ5zzNvxFzRjUrj9na1bJ0OtidxXZvWs6qM7Sgdmqhnp4VJgrANBJB3T8SuW0uIRS5r2V5KabEn3HfCNZAWqYdgB+397ihNUO1D6bxEDTuuZG6xfG+OWX5texSUVmJU58ayzyGHorIqXK+wnzJJCToA9UL87RZktNxFIIUcvwjvd3P1eoXVMT0pel6Ws65+/frYvXs3CgsLUVhYiPvuu8/sfSGJKkF4CkomSKbGXSxsVw6mYbZKJ2xysRfi6+hKVGpmLnrM34lRy9Lx3LoMzN16DDoXjKuURjgoMcRi2qG10GlvhvRIHZRuL7FFZAhfHqHIEH9VbKeAvZwmvj46vDWyjcPnMCU2LNBhO21rkiB2T8TspyfkuFXz+XIl9rTYE+474TpIi9RFsINxFnYwjtIE1VqUzkvUsONy5xZKJKGkrAp6G4uKEcF+eOruRKvfgkC4k4MhhG2kwv9bvgcAI9rHcx3LGU4vR+arnhQ9L2sbrIBer7f5emQkrTAS2kWsSo1YiW5bCMbp4U6NsfnoRZslnk9fuY73d57kSoxuK8xWrD91fHSqhjEL504/nY/uzaOM9yevpByRIX6iKyVCBR1bK1FiiT75a07Lx15/eOA1xDOGtEZUaACuXqsw2/pqiZZCp2sDpEeOoeZWALn5hoQtD+mn8/HM54e5KzBbH8/+dsqByXF4oe9tWLDjL0XHFzC1Nb4+Opt2mqcKrL1Jgq1tIB2bRGDJzyexYm+O2T2Sum5TxPRP7uty8aStJpaIabGc+07UHkiL1GNgchwVySGMSKWJsDcPcNSO86aoEIoYKJmmfbo3x+brhTeqcLOa4d372wE64PK1mpy/kSH+iNUHwcCY7KKEcpn392LnrI1ZZrsvhPunD/LHcpH+m+IMp5cjz4Ujn3U1ipx1BOFpSOXLsTVBKiyttCrnHB7sBwaYTfoiQ/zxxohkDG57y+C3jAnDpDWHufu3PSvPbKJi2p8dWXn4NuOC3TBjR3jm88N4qFNDbDySy+2sFCaZphO6qJAAzNpoP/eb5UQ2Th+IGUNaY86WY3YNpj7YD8V/561Tu3oyr8Ee1z0Rvj46bMi4wHVcLYROE4QUam4FUJJvyNdHh+7No/DWP9pg4uoamylnrPuPDg3w9v3tJH//CVHBMo5qjS1bY6kbOVdvYMXebEmno9QkQdgGItjX7zNz0TmxHibe0xyHzhTKdqCJ6d/wdnFWdt/e60ocVJ601cQWlFuYIFxPamYuZm38wywn9LLdpzFr+O3kJK+FOFq13hE7bu/cpsTqAzE4OVbU8aaUT/fm4NO9Oca55uN3NTW+V3nTgMgQf+4tt3Ixj/Yzv3L2dxSGO51ejjwXjj5TrkTHmDNjXmoXJSUl0Ov1KC4uRlhYmLu7Q/yNWLSX8POzF1Zv6ozKuVqKBTtOiJ7nqbsTMX1wktl5X/02k9uILrXRD7G+uwvTCZutCSAPQoSaqVgK1wnYNphLHu0AAE5LUM5zfuEcaafyMWpZuuQx107oqrlIEVdBttC9yLn/aj/P9myWDvbt7bytWfj4l2zZ9s6W7bSE9zrFkLI1Ura6boAvHrqzEfomxXJNEtQqyKCWhvDopS3IXhLuhLTI/cj9DlIzc/H0avHFbh57T3gn7ixUZOvckSF+uK99A6OuH8gucGicwYMw11Q6B5ODPeek5fyMdw7lDBx5Llz5TCnVI3LWqQgNCrRHtYGhx/yddo1ZeJAfPnikA7o2FU9kyXMcAHi+T3M82+c243EqbxrQdd4Oyag4YeVhz7Texs/yntOUoW3jsPmousm6wwLrYET7eCTUCzFuQ3BkArjo4fYY0b6B1es8BlOtrVm24DXYwvcitYpk+l2qhTOvX03IFroXOfdfzvMMgOv5UzL4kZqg2SM2LADvPdgeV69XiPar2sBwx39+QEl5teTxaiJ+kxAR4s/1W6s2MHR/60e7lcFjwwKw95U+ZscQ+z07ssBk2S+5GmIPJbbNnfaSIEiL3I9cPer4xnYU3RAfM4cH++HQv/uRvailuHMcLHVuKb0zhSdlhhgT7krAJ7tz3B7IYarfP2Tm4t8bMs3mu1LjPjW/S0eO5apnipx1GoAGBdpDTjSFPaMi5zixYYGYNfzWceRMQk2jC+SdMwAPd2qElfvOKM77xIMwibXcHiwHexEU7nZG8Z5fTiSeWrhzRVEuZAvdi5JIBrUjW+X8ltV2Ktnq19wtWVi2O9vu54L9fbHsn3faXbixxaIdJ7jy4ZnaPrHfs5R9lePccjSaUAy5UXDusJcEAZAWaQE538HeE1fxyKfSObg+f7wLureIUquLBKEa9vSOAXisewIahAfZzX3tabzQ9zasO3jWIurQOkWUKZ40p1ELpXpEmToJr0ZOHpy84nJMXH0YqZnWkWmyjlNy6zjVBgZ9kD963sY3qNh78io2ZFxA2ql8s0Se9hiUHAtAh4U/nnSqow6ouUeT1hxWNKnmKZEup2S3M+A9v1jVxlgnVSsTxN/yvtt7ZgmCF6nnGYDs50/Ob1mqCIFcLPs1b6u0ow4AblRWw0enk2V3UjNzuQtX5BaV4dPdpzF2+QE8LXI/peyraUEGKZyVB07ucV1tLwmC8EzSTl9VtR1BuBp7erf00Q54fdjtiAoNcFPvnMOCHX9ZjVsKSyvxzBrb40Oa08iDCkwQXo2c6jMMNQ6l2Zuy0C8p1mzCpqSKzfRvfrdKkCvF4p9OGv8/MoSvJPf3mXmy+6YUpWG4WkvWqQaWCWujQgIAHXD1egXSTuWrFhVYbWCYvcl24Q57zyxByEGs+p6vjw495u906vOntlPJtF89b4vmctQp6Yvw2+Rl6vojdm2oHPvK009nVF9Telwq1EAQhDS89oDsBqE+au3ukdI7Z2mzlhAbH9KcRj7krCO8Gt6S2wKmUQum23w6J0bKqrjDUFNy2xF4qr86kvPAlfCWSPc0hOih1MxcvPTVEaeEc0tFHYk9swQhB1tbEj7Zk42HOzVy+vPnjIGr0K83t2bJspFRIfwr3nIjAtU01Tz3TK7+SeFoVTfBXhIEQdgipVk9s0Vre+0IQk3U3pZpT+/U1mZH8dEBjKk7RgFsjw9pTiMf2gZLeDVCaWZA3jpcXkk50k7lG7ekAsAbI5Kd0EPH0KKjToeaHHqfP9EFix5uj7UTumLPtN6qOOqqDczse6k2uQH23nMmzg7n5o30cdaWN8L7sfcM26uAbQrv82frdyoMXJ2xhrrnpMztUhKdMO3/XrnHVgGedAICSvVP7LyAd0VHEwShLTolREInYV50upp2BKEWrt6WqaY2q8GEuxIBOK8vpuNDmtPIx63Oul9++QXDhg1DfHw8dDodvvvuO7P3GWOYNWsW4uPjERQUhHvuuQd//PGHWZuKigo8++yziIqKQkhICIYPH47z58+btSksLMSYMWOg1+uh1+sxZswYFBUVmbU5e/Yshg0bhpCQEERFRWHKlCmorOSLoiK0jVj+AHvM2fwHRi1Lx3PrMjBqWTp6zN+JI+cLndhL+1gOXnx0QJ9W9VU5dpw+EE/dnYg4GffH2C+Rv2cNvx3dm0epmnsuNTMXPebvtPpeUjNz7b7nTKTCuYGacG5HHIe8UUe1IazemdRWPeJ5hnngef7Efqfbs/IkB64hAb4ID+ZLDWBK9tUbstpfvS6etsCy/zwRII4gZl/lOMzE9E/M7ou9TvnlCMJ11FY9OnSmEFJlDxmraUcQauCKcbwtlMxNncH9HRpg+uAkLHm0A/QKxlg8mI4Pc66Wyv5Mbcet22BLS0vRrl07jB8/Hv/4xz+s3n/77bfx3//+FytXrsRtt92GN954A/369cPx48cRGhoKAHj++eexadMmrFu3DvXq1cPUqVMxdOhQHDp0CL6+vgCA0aNH4/z580hNTQUAPPnkkxgzZgw2bdoEAKiursaQIUNQv3597NmzB/n5+Rg7diwYY3j//fdddDcItbHMPbDr5V44mF2AZ9YclizEYLkFNa+4HB/9wp/3SG0sBy+MAT/+eUXRsXx0wP/GdUZBWaVZHoV/DWyNA9kFyCsuw5wtx1BYWmlTvIStUDOGtMacLcfMVqKctd1VWPWy7E9ecblopV1hRczWBFOtvBRqhXPb649UuLyjW9OIGmqrHjla3IH3+bP3GxZ+p0se7WC1DSU8yA/juydgcu8Wxv4KOSKnrj+CSyXqbiMRGyCK9V9tnGFf7eXPEew+7+sEQTif2qpHFHVDuAph3L335BXucXznxEhVddFUm/eevILFP51SfCwl+OiAN0e2BQD0S4rFi19mqH6OiGA/4/iwpiCX/d0aNKexRseY1BqGa9DpdPj2229x7733AqhZNYqPj8fzzz+PadOmAahZJYqJicH8+fPx1FNPobi4GPXr18eqVavw0EMPAQAuXryIRo0aYevWrRgwYACOHTuGpKQkpKeno0uXLgCA9PR0pKSk4M8//0TLli3x/fffY+jQoTh37hzi4+MBAOvWrcO4ceNw+fJl7vK6VCJeO9jLPQDAZlnt2sJTdydKTsTEJqZCC8EBppbTyx7VBoYe83cqrkAbqw/Enmm9jf1SMy/FhowLeG5dhmS7RQ+3x4j2DWy+x9Mfe6XgAWgu4sXTbaGn65Gc+//tbxfwwhcZyu7T3/+Vev54fsNxf/9OAZjZlI5NInDoTKFNGyP2u1B6LZa2Qk7/1cAd9pUgvBlP1yKgdulR2ql8jFqWLnnMtRO6Uj4rQjG2xt1SPNY9Ad9n5jklNzVwa5zhyjx2T92diOmDa+bFu49fwZgVB1Q/R3iwHw79ux8AcI2jdNDenEatsZhSPdJszrrs7Gzk5eWhf//+xtcCAgLQs2dP7Nu3DwBw6NAhVFVVmbWJj49HcnKysU1aWhr0er1RiACga9eu0Ov1Zm2Sk5ONQgQAAwYMQEVFBQ4dOiTax4qKCpSUlJj9I9yPVO4BAJoIPXY1Pjqgd6v6CPavg+5v/Si5ZdRWOHR4sB+WPNoB/ZJikXYqH5uPXgQADG0br9p2V0scifwxXRED1M9L4egWVd7+2CsFrzVR80a0rkeOaFGBnW2fUvA+fzy/4dzickz76giAmuThI9o3QHFZJXq+85OorRJ+FzFhjtlyqe2lSmyQVN4lW1jeTyFBtZrpBAiC8Gy8WY86NolQtR1BWCI27pZi+d4cp+a08/XRYXi7ONUddSEBvlYpNXx05o46APj6t/NwBkU3qnAgu4B7HPV839s0NadxV5olUzRbDTYvLw8AEBMTY/Z6TEwMzpw5Y2zj7++PiIgIqzbC5/Py8hAdHW11/OjoaLM2lueJiIiAv7+/sY0t5s2bh9mzZ8u8MsKZ8JaE3jOtN3q3isH/9uVgwfa/cKOq2sU9dQ33to9H0Y1KHDpbiGvl1dj55xXstLF91nQrGgDR7V6FN6rw29lCu1vV1J5QqrHd4fK1clnlwgFwraI4skVVbvlyqVLwhPPQuh45okXhQfJzlIQH+eGDRzqga1NxB5LpSuSJS9e4jvvV4QvY8edlvDWyDQDbdsj29nbHhrdS20vl2KDwYD88c08zzN36J/dn+rSqjyfuaka/Z4IgJPFmPdp/Op+73V23qZO3mag92Bt3K8E0p50wVldKamYuPraTbim5QRgyL/A7vv+Z0gSDkuPQOTES1QaGVWk5OFNwA00igzEmJQH+dXzMxmnnC+Xl95WDnDFUQlSw0/ohF570La5wLGrWWSegs1ieZoxZvWaJZRtb7ZW0sWT69Ol48cUXjX+XlJSgUaNGdvtGOBfeHGKLd57AuoPnnL6tyZLIED+rfHhqtBUjMSoEC3dclBQmwTk0a+MfAHR229vK3VdUVoUFO05gxb4cvDWyjdF4qRE6rEaS0ejQQBnPxkmsO3iWK9RdqOg0cfVh6GB7i6rSaB1b+e7slYInnI9W9cgRLZLK3yn2GR+dTvS3rGSLifHYN6owcfVh6IP97CZ8fvXb31FVzTBl7W8ODbzHdG2MWcOT7dolOTao6EYVimXe0wfubES/a4IgZOGNevT1Yb7onq8PnydnHSEbR3P0isGTm9oePE7E/OuV+HB0B/x7w+9cc8NByXFmc4fH72pq9r4j4zS5yBlDaaWwhNyACmei2W2wsbE10S2WKzeXL182rvLExsaisrIShYWFdttcunTJ6vhXrlwxa2N5nsLCQlRVVVmtKJkSEBCAsLAws3+1hWoDQ9qpfGzIuIC0U/mqV8lRCq/3fsGOEy511E3u1QxrJ3RF+vS+iNMH2i2PHR7sh88f74L06X0VVT8EaoxInD4Qaw+c5Z7IMgB5JRXIK1F+X4SJtpoVWoXoNSWmULgPnRMjZTwbf8kKdVe6RZUSKXsOWtcjR7Qosm4Ad1tTxJ5LpVtMTGGosSX2KCitwpR1jjnqAKBD4wjJgZZgg3i5UFjG3VYY8FUbmGZ1lSAI7eDNelRaeVPVdgRhijPH09uzxHfiScGbKiQixB/p0/uiboB0rFVhqf3K9o6O03gQ5mAdm0TAYGB2d3KYzte0gJyACmejWWddYmIiYmNjsX37duNrlZWV2LVrF7p16wYA6NixI/z8/Mza5ObmIjMz09gmJSUFxcXFOHDgVtLE/fv3o7i42KxNZmYmcnNvTcS3bduGgIAAdOzY0anX6YloYf+2GFrxyAsIxueFfi3RsUkEVqXl4LaYUKNX3rKtDsBbI9uge4so7PzzkuSEVficrb8f7tQYeSXK81EphQGY/s3veFql3HBC9Bogfq323hMi2xx5NqTKtw9MjsOeab2xdkJXLHq4PdZO6Io903rbDY92NN8d4Tq8WY9iFeZ7s3wuqw0Me09cxStf/+6y5MhqlMeK5rh+UxvEw7cZF7nbmkb0iukqOfEIghDwZj2qz7l4xNuOIEyJcuJzsyHjopk2y9FtOYv3O/+8hOsV0s7qOVuO2Tyn2luBxRDmYMPbxaHnOz/hkU/3i+7kkNqJ5A60FFDh1m2w169fx8mTJ41/Z2dnIyMjA5GRkWjcuDGef/55vPnmm2jRogVatGiBN998E8HBwRg9ejQAQK/X4/HHH8fUqVNRr149REZG4qWXXkKbNm3Qt29fAEDr1q0xcOBATJgwAR999BGAmtLkQ4cORcuWLQEA/fv3R1JSEsaMGYN33nkHBQUFeOmllzBhwoRaFS3Hg1b2b4shlUPMlZgan7dTj2HZ7myY2k3L/pnmTRKMqT3Cg/3w5r1tMGeLeRizcJyKmwZ1LkQBhSJORqWhw0L0mmXIdqxJhV+x94Tn0dFnw9a2VFPkblF1JN8doT61VY+E51DOCqvl6ufWoxfx7w2ZDm/bdwucxmBgchw+HH0HJq/9Dc7wlS3Y8ZfVa3nF5Xh69WGEB/uZLdyoWYGOIAjtUVv1qG4g37SUtx1BCKRm5v6d6kccHWqK6/EESliSX1ppnB/Y2mJqT7d5F+WjQgLw0t+FuKQQm6+ovRXYRwf0aR2NzAslVnOw4e3i8PEv2ZLDLKm8we5ASwEVbrV2v/76K3r16mX8W8hxMHbsWKxcuRL/+te/UFZWhkmTJqGwsBBdunTBtm3bEBoaavzMggULUKdOHTz44IMoKytDnz59sHLlSvj6+hrbfP7555gyZYqxKtLw4cOxePFi4/u+vr7YsmULJk2ahO7duyMoKAijR4/Gu+++6+xb4FFoaf+2GPZyiLkawfj8drbQZp43AVvJxXmMadGNKpy4fA17pvW2mRcu7RRfol4BHYCYsAAAOlwqcZ6zU8rpJYZUgQWp4gtqPRtqraI4ku+OUJ/aqkdCBTJ7NsoS0+dy3tYsWZ/VGlf/3irCk19zcNt4LIYOk9YcdknfBJtgOXHQyuIYQRDOobbq0SVOJwJvO4IAxANNTBHUfny3RJuLZzxcvlauKKiFd/EeOshytNmar6gdCWZgwI6sy/hg9B2ICAkwjqE6NolAz3d+snvPeYqVuQstBVToGFNjIwkB1CRR1ev1KC4u9sqIvP9v787Dm6ry/4G/09KdNnQB2rK1bEIpO0oLrghSLVLHUdkVQUYURkQcceMrDCg6M27zQ1AZBJXNDRUFURAE2QSBAqWIBcpqCxZKC5QutOf3R70xSZPce5Ob5CZ9v57H55H2Jjk3Tc7yOed8zrYj5zBs/nbZ65aNS/N6smxPJs60Z8nY3rg2OQYdpn3jcCWGwQD8556uSGwUZhogfpl9GpOWZyt6nbdH9rAZqAKA619Zr2glmVRFmp8GC7g32Pnm0G7I6tbMja9gW+3sWq7Tufm0/nyrnYHzBf5eF+qdmve/ukbg+lfWK64rJ/dvh0n92wMAVu8rcFvgKiIkEJcr3H9K97JxaSi5UqnqO6iH9kXqKG6e2k93nVwivWBb5H1q/gaPL9uDL/bKpxG4q2si3hjWXasikh9T2seR2vwBKfGKx07WljzUG09+stfuazlqt6UgH2B78n7eyB6ouFqjeGwI2B6vKB3LqyEt9nj1vm4oulSBJpGhqKkRGLHgJ6fKqBdK/iZqxmnOtkdcR0yK6Wn/thxpFdac9Xl4fV2eqscawxogwGCwu5VTqaLLFfhw2zHZLVNCAFM+qV3WLDUWapbVPr1if53gk/Q8SleSWS9BnjeyB6avPODWnHfeysWWkZqAyJAgRY2IOXfNositGCRyJzVbIhKMoZjYrx2A2g7w81/muK1cQYEBmDu8K576bC8uuSlo1zQyGMWXKzFhqbpZcOvvbN6Zi5iz4YhbymiPsyuUiYj0qllMmKbXESnt4/znnq7o2y4OAFTvwjGtfBOOV745arfl0v1kpCao2jFl77AGd6SLkg4oHPG/P8dV4cGB9h9gRg8xA3uU/E08gcE6kiVtD8o7c1HR9XpKiL9850nF10qhkVf+2gUAZJdMyzlWVIZzDk7jsUUaIL41vLviPFK1W6Tsb5OyVdEkGEMx9NqWSIoLtxkcykhNQGRokEXFq4T0DMbwIJSUVXl96bA9RSr/Lu7elqo23x2RVtR0lMw//zvyz+P85Up3FeuPbf6X3Lq67uylSjz56V6nUjuYf2e3HTnnVLCuth5uoXpCyZyeO7pERGr0aROHtxTUpX3axHmgNOQPlLaR5uMCe0EaW8zHB0rHFvbKJDd5rzTQZoD98Yqn0kWVVSrru7nz0A9nWadF2fiPW7DreLHXFlQwWEcOqdnuo4cgjDm1STRtrS578pN9ik7dseWNdb/i7u6Jqh4jDRBnrjqIaZkpTm8xMx9obp7az6mVW0WX1K+qMz/wQa+52KprBIouqrs3PSY/JdKC0smVyf3bW3z+PREkWrhFPjGxK4Rw3KFUunpNzUx1bEQwsrolYkBKvKmtXL7zpNOz3HqaHCMickVa61hEBAfisoN6OSIkEGmtOblJyjh7UICtwFnx5Uq7h/qpWfnmqExyk/dyE3wNQxrgvl7NYQwLRnWNsDnWkoKR7t5BpYjOkrE5Sk3kjdRNAIN15ICShJwSPQRhzFXXCGw5/Luia+9Pb4XbUxPqBLAGpMQj0LDP6TIIAJ9ny+fesPW4gpJyREcEY3L/9k4nOrUeaF6XHGNqdHbkn5cN2Clt4KZldkRcZEidIKCWS4eVJH9XQk3wOSYiCNMGdUJ8FLelkv+6Ljmmzmmj1oxhDTCxX1uLn3kiSHThinwqgttTm+KbnDNuLYdcYFLusBgBYEzfJFOAzroucWaWW2+TY0REWghqEAA4CNYFBQZ4sDTk61w5KMBW4GxgqvMr31xpt+XGLxHBgYABuFRxFe9tOYb3thyrk3vXfCx1rKgMf47evUftTieJVuNCc84cDuIJDNaRTY5OfrXFkyuP5L6gapN/356aYHMWY0f+eZSUO7eqTiKXr86RsxfLMbFfWyzaehTFZc6XQzqdSO0hBkobndF9k+3O3GiRi02rAxiUBp+l0r30l85cSUf1QuXVGoe/v1pd+60xr3vjGoYgPirELbOyBgDGsCBFwbo2jSMBuDdYpyQw6UpuE3uPjQ4PQnFZlS5XKBMRaW1H/nmHE0dAbYoE5uokpeQm0wB1bamjlW9av5ZEbvwyqEsCvt5XUOfn5kEmAF4/GMsWZyZ+3XEwn6O4h1xaFHdjsI5sUrqFdOItbdG3bZzHVh7JfUHVrAaUHmtvhsPbuYCaRIYiMMCAwV0T8f62E04/z7Giy3hjXZ7qmQItGh1Xc7FpNcuhJvjMLa9Un2w/ck42t8jlymr89/s8fPzzSYu6t1F4kMPH3dqhMb7/RdkKZ2sP9k1SlMutd3IM5v7g2sSII43CgxTPgrsyQWHvsWtzC72e3JiIyBN86SA78h2ePChA69eSG78YAKzeXzdQB/wZZHp6xX67ecS9ydEYXGK9QMeZQ8GUkIt7ePNQLwbryCalDWG7pg1lP7RabmF0FLh5a3gPPPvFflWV0eCuCXbL4q1cQNKKtZ6tovHmujx89PMpl55n2Y4TTs8UuKPRUfpZ0HKWQ2nweVpmR7srBYn80dYjRYque/P7uoGzkj9WQFhvo42NCMbMrFRERwSrDtYFGIA5w7pjYGqCbC63RuFB+CL7tNsCdcCfExNK6y5XJihsPZanRRNRfaE02bwek9KTvnmyLdXytZQEkYSDPpAAZFereovcgg9bC3QCDLbThbi6+k3PEwUM1pFNzibktKbVUlUlgZunPlN/GMQ7m/LRtXk0oiOC61SoSpKGG/5YcubsWNHeirXBXRNw3UvrnK5gpecZem1LhznvlMwUeGs7q5azHEor17jIEA6CqV757cIVpx8r1b1hQYGYcEcbnCy+glYx4RiVnoTgBgGorhGKD16Q1AggOiJE0YllF8qq8Nnu006XX4nisirMWX8Yy3ee0HTLhRo8LZqI6oOaamUthdLriMx5si3V6rX8cRWpNCnrqP9kb4GOo8lZV1a/aRX3cAdm6SSbpECVvbCFAfLLV6UvmnXARVoJtybH9rJdW5QEbpw9tXXCst0YNn87Ji3PxrD523H9K+uxJqfANFgEbKfgNAD42w3Jdn+vhNFqG1m8MRR/uzEZ72zKd2kmJN4YinkjeyApLlzR9UoSqKe3iUVWt2ZIbxPrdL4FNZ8FLWc59FwJE3lTYnSYS4+XOkcvrv4FH2w7jpmrDiJt9jqs3vebbB1qj/Sdllb2xhu9+718fd2vmrRjRERk3/Z8ZadpKr2OyNfpfVwyIKWJbEoUa/8d0h13dEm0+3u1efOtORPg1CLu4S4M1pFNjgZZSvKVya2EA2qXqlYr3L/kzpkF6+XD5oMwe4PFhD+CYc/ckWLz90piWdKKlCVje+PNod2wbFwaNv7jFqe3vf61RzO8fl9XLBuXhs1T+yEjNUEXQSpnPwtall3PlTCRN6UlaT/LfP5yFR5dugezV+c6FXArulhhqg8yUhOweWo/LHmoN8KDAzUvq7OcaceIiMi+k+fLNL2OyNcpGb94c0PQ2tyzqheXvPjNQYcTnUpTF9njzJjW1biHOzFYR3bZG2RJq7YcLV9Vs4VRCU/OLFgPwqTB4rJxaaagmhQMA2Dz93OG9VD0OgUl5dh2tMi0tXTeD0ecXlH32e7TmPF1LkquVNY5RtwTQarqGoFtR87hy+zT2HbknGkA6+xnQcuy67kSJvKmgED3febf2ZSPr/b+9mfAbWxvGMPkZ2BnrjpoWuEM1H5/ISB7EIanqW3HiIjIviNFlzS9jshXSWOqr/f9hqHXtrR5jdR7G3dDMgywP75Ru/JNKyENbPcv5XYmOLtAx9UxrStxD3dizjpyyNl8ZVonauzZKhoBBved+GfNet+7XO4B69+vySlAeHCgosHlnA1HMGfDEcRHhaC03LmtvJILZVUWp+G46xhxa47y0VVcrVH0HNafBbmyCwBDr22Br/f9hriIEMAAFF2qsPsZdXRYxtBrW6Liag22HTnH5O1UrxRdqnDr8z+2fA8CDcAdXRJxsaKqNs+nAtYne207quwgDG/wx5wyRESedvGKsslqpdcRuZtWhyiaszWmsqVReBBevKszoiOCcbVa4PPs0zh/+c/vhnQYIACMX7zbpTI5o+Kq7UG73GEQzizQ0WpMq8dDvRisI1nOJMnUevvlruPFHgvUmXNmEGYvKaacwlJtBs0ClhWgu48slzul9/H+7RQ9j63Pgr2yS7n+Xl9X94RKwH7yd+tK+FjRZSzbccLiEA5PJo4n8jZ3r1oWAnh06R6MO3kB//sxX3G9aN2Zcz4zqPvpPacMEZEvqKhWNrmr9Doid9LqEEXr51Q6hiwuq8KzX+y32JEVExGMu7olYkBKvEWQae7w7pi4bI/DsXRkSCAuVnhmB4OjwyCuS45Bo/AghzvNrBdxaDWmBfR3qBeDdeQWciepGlD7xVK6VFVN0MzeyYHOUDsIczUpplasK0B3zRRUXq3Bs5/nODyld9mOE4iPCsWZUuc+C3UDbGV4Y92vDt9j61U55qRKeE1OAd5Yl2c3yOjNJc9EntKzVbRHXmf+j/mqH2PdmZuz4bD2BXOB2naMiIjsi40IwZnSSkXXEXmT3EIFNWMIaXVeYckVzFx1UNUY0jqgVXy5Egu3HKszxrujSyLmwIBHl9pfYXexotqju9gA53cmNAoPwpxhPVB02f6OKn/BnHXkFlrnCFMaNJvcv50mJwcaAMRGBKOw5IpF/jU5ribF1JKtbaWunOhqbU1OAdJmr8P5y/Y7VgK1KwaHXVebb8HZz4JU9kFdErF85wnZhkwu+bvWB6AQ+aptec5vLw0P9kwX4uzFcqS1jnU670r0H49zpcbzRK5Le3k/iYjqg8RGyvrvSq8jcgctxxBrcgpw/SvrMWz+dkz+eK/DMZUSjl7/ji4JeHtkDyQ4GCcr7XZoFRazNb7fkX9eNn97cVkVAgIMmo1p9YzBOnIbJYkalQ5OlB42MLFfO2ye2g8Tbm6juJy2nlMAOHe5EpM/3oth87dbJDs3Z13+wpIril/X3dy5NUuaUTLPjeBIUly4Jkk71QRDHSV/1/oAFCJf9e7mo6ofE2Co3VLxn3u6uqFEdTWJDEVggAEv391Z1eMahQVhydje+Pn5AXhb5Ym0kvDgQDx+azs0jXJvwmHzDvuk5dkO2x0iIn80MCVe0+uI3EGrMYQ0ltJ6kYej189ITcDGf9yCmAjHk5/WsS/rfyvNP2yPo8MgtM577+u4DZbcytH2SzV7/R0dNoA//j0t888VDte3a4y3fjgiW77J/dth+c6TshWl9bLm6hqBOevzsHDLMVy4YpkrwJ2UHFrh7q1Zzmz1bRIZivQ2sS5vxXWmYrb1GDYERLVKy9Un6p4zrAfu6FJbD4YH73PbKa3WdVlGau2s8PSVuSgsVfDdNAAXK6pMuTvN65+iixWYueqg7FOUVVbjje/zEB8Vgsn92yEpLkLzLRdabqchIvJVzWMiNL2OyB20GEN4Im3SutxCm7nXdh0vll1sUSOAaZkdERcZgiaRoejZKhq7jhdjXW4hFmw55vJWWQGgb5s4VNcIpw+YqC/5grmyjtzO1vZLe7MJBSXlGL94N1bvq7uawN5KPcnMVblYva/AtMJNLnBmvhJv2bg0vD6km92ZBvNlxav3FaDnrLV4fV2eRaAOqM0V4C63p8Zj//SBeHtkD7vbwdyxNcua2q2+AQag+HLt4RmubsV1pmK29Rg2BES1ujZvpPjaBGMo3h5ZG6gDausCdwXqgNp69/bU2gCbtOo6IzUBW57+s86+p0czhAcH2nx8yR+nY0ur08zrn9F9kx2u1rZ2prQCb6zLQ0iDAE23XHBLPhFRLSmxvCONwoOYJ5S8SosxhCfSJn2efdpm30FpsDEuMsQ0XgtuEIDrkmOwOqdQVRkevjHZ7rbbT3efQodp32D26lyLnyvdTSfVA/6eQoTBOvI4JbMJE5ftxup9v9X5eUZqAqZldrT5mIKScjy6dLfsvn/DH/9JAS1pABcfFepwpkFaVvzo0t1299K7s3q4Pz3JtEJk1/MDMLl/ezQKs+zUaL01yxa1W31rBDBh6R5NtnPJVeDmHC2xVtsQEPmr5zJTFF87LbOjRd3iiZWn7205VmdLaGCAASVXKvGvNb/g092n7QYMHQW7HOVVVftcruCWfCKiP1VddXzSaxVPgiUXaBHYUTOGsPd6nug/nb9cZbPv4GywUW2AsVF4EJ7K6IjNU/thUBfb49IaAbyzKd8iYKcm7319SCHCYB15nJIve40AHrUR4KmuEYq2LjliL6CldcUZYWe1h1q2AkeBAQZM6t8Ou6YNwLJxaXhzaDcsG5eGzVP72Q3UadFArckpcOr9F9BmkKt0gC23wlDrA1CIfFVYcCAGpDSRvc4AYOaqgxbf4TgPnsgnbQldk1OgKs+LebDLug4ckBLvcLW2o+fSCrfkExHV2n70HC7LrNa+XFGN7UfPeahE5E+0CuwoHUOszS20+3qe2rljq+/g7IIFtf2QC2VVpr7X6v2O3+P5P+aj0ixQryTvvb2+oHl/0R8wZx15nJov+4yvchEZEmQ6mrlGCKeWDcdEBGHaoE6Ij7Kfa0jrinN0nyRFefMm3tIWQYEGvL4ur04+PiVBJ1v5CKypyQ/o6Dls5VVSShrkKimvI1IFbn0/5uIV3Ju951HyWCJ/0jpOPv+PeaAqvU0s1uQUYPrKXNnHaUWgtj6cvvIAAIPqeuiDbfl4ZPEui9QFUh24eWo/7Mg/j29yCvDBtuOyz6Vl4Ixb8omIam09oux08q1HitC3bZybS0P+ROvcsHJjCAAOX++t4bWnshaWlNvtz8REBCGrWzN8mf2bxW6x2IhgjEprhTe+z5Mtp62+g6M88I7Gnc70Q85eLMeH2+Rz3NUI4MNtxzD2htamnznKey+XQsSA2hjCgJR4n194wWAdeZyaL3tBSTlGLPjJ9G/rbZ9Knb9chfioUIeBImmmwVHFqUaftnFYsee03eczAGgaFYL0NrEoulSByf3bYdmOEygsrTBdo0XgSIsGSqtEqFqdlmtdgcdFhAAGoOhShark744aAqL6oPJqDeb/mK/4+rMXy10O3DtLABb1oxrf5Jyp8zNbdaCSYJ2WgTO5dsfdBwYREenF6WJlfUSl1xEB8rlhnQ3s2BtDAMD1r6x3+HozV+ViWmZHTFi6x27A7KW/dEZGagKez0yx+RqLth2zm5YJsJ/fsbpGwBgWjDF9k/B59mmLFFCOxp3OjJObRIZi1/FiRdceP19W52f2FqWoSSHi6iIRb2OwjpxWXSOcCnJIX3ZnVshZH+ightxqCLmZBjUD0wRjKK5NisHQa1vi9XW/1vm99HzlV2sw4n9/BiPjo0IxuX97JMWFaxI40qqB0ioRqr08ghI1nymlqwrlaPU8RL5IyYynubOl5XhrwxHZ+jAqNBDdWkRjU56ylRLeYF0HeiNw5uwMNxGRv0lopGwiROl1RIC2gR1b4xTrx2w7ck7R60VHhCja4WNrnKIkrZCtXoOtnVYxEcHI6paI5o3CEBMRDGNYsM1TWs37K0peW+ov5f5WIns9ALSKCVd0HVC/UogwWEdOcWVbpfRlH6/gy64lJashHC1rnpbZETNXHVQUtBrcNQE3/XuD3WuN4UG4UFZVZ0bkTGk53lj3K+aN7KFJAEmrBkqryi6mof0cV1ps1SUidWzNZNpjAPDi6l8UXVtaXo1NeUUIMEBVMNDTrOtAbwTOuCWfiAhoFBas6XVEgHaBHaXjFDWvl9WtmeodPtU1Aou25DtcVQcAxX/kjJPGd/Z2RZy/XImFW45Z/Mze+EtJKiLr/tKo9CS8uPqgw75ggAEYlZ7k8H7M1acUIgzWkWpabKvMSE3A3OE9MHHZbrcP5ORWQ1TXCGw/eg7bjpwDIJDeOg4b/3ELdh0vrlNx7j11Ae9ssr9lrFF4EIb0ao53N+XbXXky6da2+GjnKQB1K1mt99lr1UBpVdnFR9l+Hq1zSRCRMmpmMp2pqpXW76P7tMKAlHhM+TgbZ0or7L6WwQAYQ4NQcqVK0224Uh3orcAZt+QTUX1XcsXx7gu11xEB2gR21IxT1L6emh0+tgKGjkh9G7XpjByNv8z7K2tzC/GFVU496/5ScIMAjLsh2eH4eez1STbH3fYo2ZJrbxuwr2GwjlTRct//HV0SMAfd8ejSPe4oqgV7qyHW5BTg6RX7LWYn5mw4gkbhQXj57s7I6tbM4tp3HVQ0g7ok4LX7uuGmf2+wP9AE8OH24xb5AazZW+3mzLZjrWYetMjnZ36ykPm9xDUMwfSVB+pFklAivRneu5XLJ2wrIbfC7tsDZ5DWOhbTB3dyuMVCiD/TIdhLVzCmbxLCgxtgzobDistnXgd6K3DGLflEVJ8ZDMrqWKXXEQGu54ZVOvbt16Epdh0vRmFpOWIiguyO9ZxNqeFMvuCiixX4Mvs0ii5WqEpnZG/8ZT0WfS4zBc/ZyKln3V965o7aQzfe/TEfwuoGghsE4JNdpzH/x2Omn8ntrFKyS+9CWRXW5hb6/GIPButIFa0TOt7RJRFvBxhUzRJIosMboLjsqsNr4qNCMH1wJ5tf1DU5BXa/5BfKqjB+8W68/ceMgtyMhAHAruPF2Kng/XEUqDO3LrfQYumyM1tElQTZAgxAsUwuOTV5CqxZL4dWOyvkT0lCifRm9wlliX9dVSOAaZkdcerClTrbLQDLWdy3hnfHxGV7ZFflRYU1QMmVP9sA89ncbUfOKQ7WJdjoNDNwRkTkWdwGS+7gam5YpWPftNnrZMd4zqbUcOagvwADXJqMtR5/uZquqHvLaAhRd9FL5dUaVF6tsfiZkp1VA1Li0eiPtFK2+MtijwBvF4Dsq64R2HbkHL7MPo1tR84pSibpbu5I6JiRmoDNU/th2bg0vDm0G5Y81BvxUSE2E2MCtV++BGMoXryrMwywnUATACb3b48tT99q80teXSMwfWWubNmmrzxgmkVQUlFvO6pdMvUFW45hTU6BaSbF+vULSsoxfvFurN5XYPc5pAbKkRoBTFi6G2ty7D8P8Of2sJgIdSfyxhtDTZWtvXtRwh+ShBLpTe32f8+IiQjGmpxCm7+TWrcZX+XCGBasaPtsgMGAJQ/1xptDu2HZuDRsntrPVN9LExVKumc8wIGIyPtiwpX1L5VeRySRxjDxRsudROZjFHuUjj+ULMZQ8nq2OHPQn1Zhg7MXy+2O36SgmtwYUgo2KmXeJ7QX/9iRf95h3j7zYKMv48o6ndJrsn13JXS0XsUgbYVyNAOSkZqAeTZW5Sl5n3bkn0dhqXylV1haYVraq4y2A77pKw8AMDicSZmwbDceONYKAzsl2Fx6nJGaoGilivnsg70ttxmpCSirqMYTn+yVLfuotJa4o3Oi6bHOzAqZ84ckoUR6U3m12mOvdf5ypaaTHsVlVQgwGCzSFUgczaRLpHQHvr5FgojIH5yXSZiv9joic86muHBl/GFA7UTl85kdEW8MczqlhpoFC1of7BUXEYInP93rUroiZ4KNcjur6suJsAzW6ZCek+27uu9fKaVJvp2teNV8caXnVSK9TSw+233K4ftjDAsy5VySU1haIXuNEMCircexaOtxu4HK6IgQhxW3VCFuP3oOF8urHAZAi8uUJfZNio2wqFydqagB7T5TRFTXz8fcP+MofYcdnQZd9xHKOKrL7bUjjcKD8GCfZEzs15Yr6oiIdOKCwoMjlF5HZM2ZFBeu5O0WAM5drkS8Mczu6yrJSa50HBoWFIArVTXyFyoUExEEGOBUCizz+8o7c8npMtjr59WXE2EZrNMZLQ9wcAdX9/2roTQQ50zFq+aLK72ukiBlWutYhwkvBYAH+ybh9XV5qsqrVIGdgK7S4OS4D35GWWXdlTbmgeKYCGW5Qqyvc2ZmQ+vPFBFZuljhOO+nq8y/w0aFeYbS28Ri6Y4TFqeL2SNXl/OUVSIiInKWkpX6cuyNgZTupLsuOcZhfjaJloE6APhLt2YouiS/cASwvEe1+ckdsdfP89QCIm9jzjqdUXOAg7e4su9fLSkQl9WtGdLbxGo2wLouOQbxUfIBu/ioENPATsr9Zl0CtQGldk0aIsHo3ii/9R5/pcFJW4E6wDJ3QBMF7xsAxBvDLP7tzMyGOz5TROQ+1kF68++wXB45KR9pWutYzMpKlX0tWwdD2OKudoSIiLTTKExZLjql1xFpxd7YN1bhAgZbYyBX88C5YlRaS0XX9U+JV72CzZX85NZiI4Lt9vO0HJvrGVfW6Yyv7L/29dUKgQEGTB/s+MhnoDZ3nnRPSrbmyiXQNKD2ZJ5pmSmYsFTd8dtK2VqO7MoSbuvnhagdJDuqhG0NopXOgPznnq4oulzhc58pIl/UolEo8s5e1uS5AgzAlqn9kH3ygs12Qc3K7Du6JODhU8l4Z1Pdk8Ok6/2hE0ZERLXiFKZKUHodkZZsjX17torGTf/eoHp1l9qddHKHKSgllWfaoE5Yd/Cs4nLLreqLDg/CdckxLucnt5bVLdFhP09p2ixfxmCdzvjS/mtntp/qSUZqAt4e2QNPr9hfpwKyl3hcLkipdGVkdEQw5tl5ba1IAV0pZ8DtqfF4b8sxl5+36HKFacBtr4K3NYhWOlDv2y7O5TISkTJR4doNemoEkH3ygsN2QU3H6pk7UtC1eSM8/2WOxSlrejhsiYiItGW9I8PV64icZS+PnK2xrzPpodTspEtvE6vJIh3z8gQ3CFBcbnunsZqrqq7Byr2/4fylCk1W1EkGpMTLXuPrC4jkMFinM/66/1pJ8kxvkL7g24+ew7Yj5wAIpLeOQ5rVViml5VezMjKrWzMMSInHnPV5ePfHo7hcoe2pjE0iQ23mDHA234LkWFEZJvVvZ3PALTeIrg8zIES+5K/dm+OL7N80e761uYWykzhqOlZ3dEnEwNQEXbYfRESkHWkMpHbnBpGWlOaRkzgztlG7k86ZRToxEcEWuX9tHdKopNxKVvVdqqjG5I+yFZft0ZtbY+lPJx0euKjmu24eRNVrzMFZDNbpjCcPcPAUtZWeNwQYDGjXtKHNL7Wa8qtdGRkYYMCk/u3RMiYckz/eq8Gd/BnQLb5caXOrratLk99Y9yuuiW/o9EyGv8+AEPmSPu3iENwgAJVXtUlK/N6WY7guOUa2breena6uEdh25Jzd7bO+vIqbiIjkmY+B1OzcINKKlG/N+vNnftCevYCdmrGN2vGimnRG0jhw4z9uwa7jxQ7Lo6Tc7ki9dUO7JujSvBEe+SMdlVbxDl+IOajFYJ0O+dPqI2crPU+R+1Kv3leAR5fWzWtnr/xKKlNbMwVqlvQ7yhsgVWnTMjti5irtcgZYM8+j4MwgmoNvIv0IDw7ULFgnd2K5rRnPtbmFfte5IiIi9TJSE/C3G5Px7qb8OgP4v92YzDaB3EZtHjlrasY2anfSmQeyHbHe6qqkPHLlPlZUJvscSpnfV2CAQdN4h95jDs5isE6n/GH1kauVnrvJfakfuiEZCzbbTm5ur/xKKtPBXRPq3K+aGZPQBgFY8lBvrD94Bp9nn7bI5SRVcMawYKdyBijZImvrAAsi8k1aJS2WOKofbE2O2Jt88PXOFRERqbcmp8DmwUICwDub8tG9ZTTbBHILtXnkXOHMTjopkD3/x3zYSyOn9cKe6hqBZTtOaPJctu5Lq3iH3mMOrgjwdgHIPinSndWtGdKtcqj5AjWVnqfJfakF4LAylK4rKCnH9qPnLH4uVab2vLspv85x3FKlrWQlXGFpBQIMBky7sxN2PjcAy8al4c2h3bBsXBo2T+2HjNQExUuWG4UFWfw73hiKsX2TFD3W2ycSE5Hr3PU9tn5eaXLEuk2wFyiU6sIZX+UqSm5MRES+rbpG4OkV+x1e8/SK/WwTyC3U5pFzlbSTLt5ouSU23hhqc6JyTU4B3t1kf2w6uX970zhQKzvyz6OwVJv7tXdfWsQ79BxzcBVX1pHbeLrSU0PuS63GhCW78fJf/zw5trpGYOXeAoePsRXdz0hNwJi+SYpObJXeM3tLl5XmQnhreA8EBBgsZjN25J/HAgVl0MOJxETkGnd9j82f19HkiCNcxUtEVH9sP3JOdqX3hbIqbD9yDn3bxXmoVFRfqM0jpwWlK8vk+lEGAMt3nsDEfm01Kxvg+hh9WmZHxEWGuH2HoJ5jDq5isI7cxhuVnlJaflkvXKmy2K6lNLr/+tpD6Nu2sUXlNSAlXlGwTu49U5oLwfrUWzWP5WlcRL5Pyel7atiqH1ydHPHFzhUREamz7WiR4usYrCOteWv8oyTXnSe36JpzdowuvVej+yYrDtC5coqrnmMOruI2WHIbqdKz9zUzwHtHsLvjyypt11I6sJyz4QiGzd+O619Zb9oWq9V7Jm2rlR5j/RyA/VN2XHksEfkW8++7FgTq1g+uBtt8sXNFRETqKF19zU2w5A56Hv94a+XYdckxiI9S1wdz5r1ak1OA619Zj2Hzt2PS8uw642Ml5dRrzMFVug7WTZ8+HQaDweK/+Ph40++FEJg+fToSExMRFhaGm2++GQcOHLB4joqKCvz9739HXFwcIiIiMHjwYJw6dcrimuLiYowaNQpGoxFGoxGjRo3ChQsXPHGLfk3PlZ7cl1ot8xkNtQNLKZH6mpwCTd8ztbkQtHoskT9ie6TM5P7t6tQPrszM+mrniojIXfy1PWoUFqzpdURq6XX8462VY4EBBkwfrG5CV+17ZS+nsfn4WEk59RpzcJXut8F26tQJ69atM/07MDDQ9P//+te/8Nprr2HRokVo3749Zs2ahQEDBuDQoUOIjIwEADz++OP46quvsHz5csTGxmLKlCkYNGgQdu3aZXqu4cOH49SpU1izZg0A4G9/+xtGjRqFr776yoN36p+kSk+rY5m1IncKj7OzdmcvlmNQl0TFJ7sCdU+p0fI9c+WUHX84kZhIS/7YHkl5ULSSFBdR52dqTruW+HrniojInfyxPYprqCwIp/Q6ImfocfzjzRRFGakJeHtkDzy9Yn+dnJKNwoPw0l2piI4Iceq90vIUV73GHFyl+2BdgwYNLGaLJEIIvPHGG3juuedw9913AwDef/99NG3aFEuXLsXDDz+MkpISLFiwAB9++CH69+8PAFi8eDFatGiBdevWYeDAgTh48CDWrFmD7du3o3fv3gCA+fPnIz09HYcOHcI111zjuZv1U85Weq7sXVdaLntf6sFdE/DuH0fHqwncNYkMdRgItMc614CWDYWSXAjueCyRv/HH9kjLw3YA27O6SiZHGoUHWXQCfb1zRUTkTv7YHsUbwzS9jshZehv/yPWjAPdObkrj0u1Hz2HbkXMABNJbx9nMfa6Gmlx80iGIjsbFegy0ukr3wbq8vDwkJiYiJCQEvXv3xksvvYTWrVsjPz8fhYWFuO2220zXhoSE4KabbsLWrVvx8MMPY9euXaiqqrK4JjExEampqdi6dSsGDhyIbdu2wWg0mhoiAEhLS4PRaMTWrVsdNkYVFRWoqKgw/bu0tFTju/cfaiu9NTkFdYJoCW4YvDn6UndvGV2nDPZYz2jYCwTKMc81oLeGgqi+02t75EpbpFV+E7lZXbkZT3/rXBERuZM/tkdKDjxiagSqr7y9ciwwwIC+bePQt612h7so7YOuzS3EEx9nK4oL+Nv4WdfBut69e+ODDz5A+/btcebMGcyaNQt9+vTBgQMHUFhYCABo2rSpxWOaNm2K48ePAwAKCwsRHByM6OjoOtdIjy8sLESTJk3qvHaTJk1M19gze/ZszJgxw+n7I9ukvevWK9Kkveta5wyw96UekBKPyJCgP06nMqBBAPDG94cVz2iYBwK3HC7CnA2HZcvCROpE+qTn9siVtkiLOkfprK7cjKc/da6IiNzFX9sj89VD9rb6MTUC1Wf+tnJMaR/0vS3H6vzMXXEBvdF1sO722283/X/nzp2Rnp6ONm3a4P3330daWhoAwGCw/HAKIer8zJr1NbauV/I8zzzzDJ544gnTv0tLS9GiRQuHjyHHtNy77gp7K/sevjEZK/cWKJ7RkAKB1yXH4LPdp7ySa4CIXKfn9siVtkjJSgZrAQagxqwiUzOr628znkREnuav7RFQG4z4243JmP9jvkU7E2AAxt2Q7NeDciIl/KkfpSSnsXWfU+LJuIA36fo0WGsRERHo3Lkz8vLyTHkarGd3zp49a5pNio+PR2VlJYqLix1ec+bMmTqv9fvvv9eZlbIWEhKCqKgoi//INWr2rruLo1Np3t2Uj2mZKVg2Lg1vDu2GZePSsHlqP9nOgz+fUkNUH+mpPXKlLQoMMGBwV3WDnxoBTMvsqKoOJCIi9/CX9gio7YO/uym/zuBcCODdTfmKToYkIt+gZHxsK1An8URcwNt8KlhXUVGBgwcPIiEhAcnJyYiPj8fatWtNv6+srMTGjRvRp08fAEDPnj0RFBRkcU1BQQFycnJM16Snp6OkpAQ7duwwXfPTTz+hpKTEdA15jtK961rlWbImt7IPAGauysV1yTHI6tYM6SoSa+r1OHAiUs9f2qPqGoGVe9UPfuIiQ1TXgUREpD1/ao/k+uAzvspFtaPROxH5FEfj47F9kxQ9h7viAnqg622wTz75JO688060bNkSZ8+exaxZs1BaWooHHngABoMBjz/+OF566SW0a9cO7dq1w0svvYTw8HAMHz4cAGA0GjF27FhMmTIFsbGxiImJwZNPPonOnTubTj/q2LEjMjIyMG7cOLzzzjsAao8mHzRoEE+C9QKle9fdldtNzco+Z5Yg+1uuAaL6wl/bI2dPg2V+TSIi76iv7ZGrfXAi0id74+Md+eexwEa+Omv+3CfVdbDu1KlTGDZsGIqKitC4cWOkpaVh+/btaNWqFQDgqaeewpUrV/Doo4+iuLgYvXv3xnfffYfIyEjTc7z++uto0KAB7rvvPly5cgW33norFi1ahMDAQNM1S5YswWOPPWY6FWnw4MGYM2eOZ2+WAMjvXXd3bjdPrOzzp1wDRPWFv7ZHausy5tckIvKu+t4e+fMqGqL6ytb42NtxAT0wCCG4llgjpaWlMBqNKCkpYf46F0g54wDbp666c8votiPnMGz+dtnrlo1LY8CNyA7Whd6l5v1XWucBnqmDiYi0wrbI+9zRHrEPTlR/eDMuoCVn2yOfyllH9YM3c7sVX66QvSbBTgS/ukZg25Fz+DL7NLYdOcecGkSke9clx6BReJCia5lfk4iI3EVJexQdHuTXq2iIyJIUF2gaVT9zvut6Gyz5r+oa4TBvmzdyu1XXCMxcdVD2ukFdEuqUY01OAWZ8lWuRayPBGIoX7kzx+0qEiPxbWFAAnhhwDeIaBsMYFozqGsE8m0RE5HGcBieqryy//Z7eHCoXu3AXBuvI45QGtjyd201povX5P+ajZ6toU1ml5bnWVUZhSTkeWby7XkT9icg37cg/jwtlVQ6vuVJVgxdX/zmRwYkIIiLSmpL26EJZFQ+YIKpH7I2zz5RWeGyc7c1FOdwGSx4lfeGsg2JSYGtNToGXSqYuYa10dDyPmSciX/bbhSuqH6OH+pqIiPxLYamyfrjS64jIt+lhnO3t2AWDdeQxevjCOaLm2Gfp6Hg1x8wTEelN9sli1Y/RQ31NRET+5fwl+bzRaq4jIt/m7XG2HmIXDNaRx3j7CydHOh5aqbMXy3nMPBHVS96ur4mIyL/ERARreh0R+TZvj7P1ELtgsI48xttfODmBAQa8cGeK4uubRIYqXo2nZtUeEZGnJMVGuPR4qb7madhEROSKeGOYptcRkW/z9jhbD7ELHjBBHuPtL5wSGakJmDu8OyYu2wN7Y00Dao+Llo6OTzCGorCk3OYSWetriYj0ZFR6El5cfdBufSenSWQoT8MmIiKXSTtcHK1kSWCfmqjekOoEb42z9RC74Mo68pjiy/I5JrzRCFuvCBmYmoA5w3rYvFY6oPmFO1MQGGCwWI1nfXiz9bVERHoT3CAA425IVv04A2rr6+LLFbo9NIiIiHxHYIABg7s6nuAZ3DWBfWqiesLb42wpWGjv2aW+sDtjFwzWkUdU1wjMXHVQ9rppmZ4NbK3JKcD1r6zHsPnbMWl5NobN347rX1mPgADg7ZE96uSwizeG1jkiOiM1AfNG9kC8gmuJiPTmmTtSMCClid3f2+sgTctMwcxVB3V7aBAREfmO6hqBlXsdT/Cs3FvANoWoHvHmONvbwUKA22DJQ+QSNEqiPZg0VjqK2brJl1aEzBvZA5un9sOO/PM4e7EcTSJrI+e2vpAZqQkYkBKv6FoiIj1Zk1OAdbln6/zcgNqgmzE8CBfKqkw/j/9ji6sxLFhx4t30NrHaF5yIiPyGkrEC2xSi+seb42wpWGid7iXeQ+leGKwjj9BDgkZzckcxG1C7ImRASrziDkFggIGdByLyKUrqwrCgQLw1tgeKLldYdJC+zD6t6DV4GjYREckpLLmi6XVE5D+8Oc72ZrCQwTryCD0kaDSn5ihmBuCIyF8prQsDAgzI6tbM4nd6q9eJiMh3nb9cqel1RERa8VawkDnryCP0kKDRnN5W+hEReYMrdaHe6nUiIvJdMQ1DNL2OiMjXMVhHHqGHBI3muCKEiMi1ulBv9ToREfmu+Chl7ZHS64iIfB2DdaSJ6hqBbUfO4cvs09h25JzNk5r0dGoqV4QQEbleF+qpXiciIt8ltUeOsG9O5BuUxAZIHnPWkcvW5BTUOSElwc4JKXo5NVVaEfLI4t2mEw8lXBFCRPWFVBeOX7zb5u8F5OtCvdTrRETku8z75gD75kS+Sk1sgBzjyjpyyZqcAjyyeHedBOWFJeV4ZPFurMkpqPMYKUFjVrdmSG8T67VGlytCiIi0oZd6nYiIfBf75kS+zZnYANnHlXXktOoagRlf5cLWolaB2lmwGV/lYkBKvG4HblwRQkT1mVSP2+ML9TgREfkP9s2JfJM/xAb0hsE6ctqO/PN1oubmBICCknLsyD/vlaOOlfLWUcxERN7mL/U4ERH5D/bNiXwP+5TaY7COnHb2ov0vozPX+ZvqGqFqVlDt9URErmI9TvVVfW1z6+t9ExGRe7nSp/Rm26TndpHBOlLF/MNcdLFC0WOaRPrWEetafGHVJtZkIk4i8gal9bOv1eNEjthqc+OjQjHsupZIigvXXWddK+xrkK/Q8+CZiGx/R53tU3qzbdJ7u8hgHSlm68McYADsncRsQG1CWF86Yl2LL6yUWNP6bZESa1onyFV7PRGRVq5LjkGCMdThtoUEH6vHiRyx2+aWluP1db+a/q2nzroW2NcgX6H3wTNRfWfvOzotMwUJxlAUlpTbzFtnKzbgzbbJF9pFngZLitg72cVRoA7Q9xHr1TUC246cw5fZp7HtyDms3uf66TVyiTWB2sSa1X+8cWqvp/rJ+rPKzwNpJTDAgMFdHXdEBndNcLoe52eX9KS6RmD6StttrjV/OrmOfQ3yFTxJkpRi/0I7at5LR9/RCUt3m/qU1r1GW7EBb7ZNvtIucmUdyXL0YZZYr7CL1/kMmL1Vgq6eXqM2saY7EnFaL0vu2Soau44XcyuBj+IMM7lTdY3Ayr2OBz8r9xbgqYyObk8H4A/8ceuWP93TnPV5KCxVllPHn06uY9Jv8gU8SZKU0qJ/4U9tmxL27lfNe6nkO7pybwHeGt4dM1cdtEw1YeM5vdk2+Uq7yGAdyZL7MAO1gbppmR0RFxmi+wrP3pJXR4FzpV9YtYk1tU7urmSrsr8Plv2JLyzPJt+mpH53prNSHz+7/hic9Kd7WpNTgNfX5al6jF46667iQTLkC3xl8EzepUX/wp/aNiXs3e/grgl4d1O+4vdS6Xc0OiIEm6f2kw2GerNt8pV2kdtgSZbSD2lcZAiyujVDeptY3QbqlKwSdETuvVCbWFPL5O5Ktyrb20rA5eT64ivLs8m3uaOzUh8/u1ps3fJkHazktfxpO5r0mXSWtzvrruJBMuQLfGXwTN6jRf/CV9s2Z/sI9u63oKQc79gI1AH230s139HAAIPp0ImzF2uD7NZl9mbb5CvtIlfWkSxf+TAroWQViSN5Zy5i25FzdlcOqk3WLl2vJhGnLWqCkNZbCQBgzvrDWLglHxeuVFmU019nmHwBZ5jJE9xRv2v92dXjVhXzMsU1DMH0lQdc2rrlyVl+Ja/lb9vRXG37faF/44hWfQ0id/Kn8Qa5h6v9C19t25ztI7iySEV6L7cfPYcAgwFnL5aj6GKFosc2iQxVVGZvtk2+0i4yWEeyfOXDrISrs3FzNhzBnA1H7FaQUrL2dzbl230O82TtgQEGvHBnCh5ZvBsGWObMU3NIh9qBiFQBz1l/GAu35uNCWVWda9QsJ9fjYNqaK2X0xv1xhpk8wR31u5afXWc6qO7+vtoqkyNygwe5LT1vDe+B6IhgTe5H6WttOVzkV5MFztaTvtS/cUSrvgaRO/F0cpLjav/C3RPhzvQ/5B5jr90uKCnH+MW7Mbl/e0zs19biMdJzyrXlSkxYsttiMYd1eiVzUptZfLkCE5bukd1e6822yVfaRQbrSJavfJjlVNcIxTMCcuwFspQka1/80wk0CAxAn9ZxSGsTi4zUBLw1vDue/zIH5y//WRk6OqTDumIvLLni1H28vu5Xu7/zxooQWw0WAJcH3q6U0Vt5LTjDTJ6gpn5X2glV+pksuliB6hrhsG5RkpfGvFzHisqwbMcJi0MEbK0ac7ZOsVcmJWwNHpRs6Zmw1PL1GoUF4cG+SZjYr52qQYDcCkAAmLhst8P8rdZ8ZbLAmXrSl/o3SmSkJmDeyB512jO9HwhG9YfaCW+qf1ztG7tzItyZ8cLqfQV/jP8qbT5Gycq419f9ikVbj2Lm4FTERoZiXW4hPs8+bTGmdIV5oA5wHKgDgGmZKZi5SvnqRWfbJjV9OXvX+kK7aBBC+E/SGC8rLS2F0WhESUkJoqKivF0czflyMk61KyGUkGYPNk/tZ6octuQVYcSCnxQ/hzGsAYZe2wIr9xZYlC0ytAHu6dEct3WKtznDYn0vMRHBFhW91paNS1O1IkQqrZok8rbuq1F4EABYrPxT+5lzpYyOBuYGmce6qrpG4PpX1suueDL//OmFv9eFeufM+78mpwDTVx5AYemfExrxUSGYPrgTMlITVJ8W1nPWWpsrdq3FR4Vi2HUtkRQXbtGBkj7/9ups6fM/LbNjnRPH7F0/b2QPAMD0lbkWwTx7ZbAmVyY5turRbUfOYdj87U49X6PwILx8d2eH9ZfW7Z41e22D3sjVpwDqBKt9pX+jli+shNcK2yLvU/M3UFLHJui030OeIde/kOsbK21z1bZtzow1Zq/OtRuYlvosxrBgp/sI7mbvAEOlZbZ+j9W0TWr6pEpTf7i7XXS2PeLKunrI2Q9kRmoCBqTE+1wnz5WVEI5YL5Vek1OApz/br+o5Sq5ctVlRXyy/ioVbj2Hh1mMWFYq9eyl2Y6AOcG5FiJq8D/buS4vtuc6WUW42S8g81tXvib+saCXfYT11J/3bnSe7FpaWW6zwNe/sKdmq8ujSPYpeRwB4esV+23WKnTJY35Mrec8ahQfZ3Lrlysq0C2VVdt9/d7V7El/bHqqkPn1reHdER4T4VP/GGYEBBp8IsFL9467Tycl/rM0tdDgRKOC4b+yO1B/OjDVW7/vN4QpSaYzx1MBrFJfD06xX2Enrv5xdvWirbbI1nlqbW6i4T6q0/6rndpHBunrG1dVxev4w2+Lq6a9KbDn8u929+Vr4M5dQd8xcddDhFiZ3sbWcXKu8D2r/RmoCga6U0dlOo5YrUH1heTb5vjU5BRi/eHedn5+5WIHxi3fDGNZAVSd0R/55RavqbJHqu9F9kpx6vCNKy2QvCOlKYM1eLRXXMMTp5wRsTxq4u90z3+riS5N3rE+J9E1pShdnU7+Qb1Nyqnej8CDT4Xm2uGMiXOlYY9GWfIzumwwAeP7LHNnnLSgpd+uuKa2dKa3AI4t34/H+7RVdL7el2dZ4Kj4qBOVXaxT1SfHH/zsaNz/7+X7069AUwQ0CFJXZGxisq0fcuTpCr1w9AU6JORuOIMDgvoCZ9Lz/+GwfLldUu+lV7LOVzLe6RmDL4d8VPV5ugOvM30hpINCV3BTOdBrd8R3z1RWt5BuqawSe+Hivw2tKrly1+ztb30VXglrSd2fR1mNOP4er7AUhXckPWVxWZbu+0qDhsH7/3d3uxRtDMbhrAmau8r20GKxPifSr6JKywITS68i/KGnbLthra81oPXGjtM8zc9VBzP/xKIZd11JxPrlTxWUOD3TQE6nvtHznCcRHheBMaYXTqxftjqfMUrXYK4PUJ8If/+/I+ctVSJv9PV76S6pu+y4M1tUT3j6q2tG2QHfuE/dU8mtPVKLOBOqiQhugtNz+QFuOAXVnmNTmQWoSGerwb+zK30jusa4kolU6myVd587vmK+taCXfsfVwEcoqXZ8EMP8uanHoibf7pbaCkHLbZ+TYqq+KLmtz6JH5c7ur3Zt4Sxv0bdtY8SlvesX6lEiflKZ0cXfqF9InLQ+H0HLiRk2fp7C0Aq+vy1N8/cKtx1WXx5ukvtPk/u3wxro8p1YvarE7QE0/6PzlSl33XRisqyfcfVS1I462BQJw66EV9f2kTFcCdREhgXj13q4Wfwc1eZD+PL67sk7CYPO/cVyE89vA5P6+ruSmiFG4PU26zpvfMSJnfbb7lCbPY/5ddDWopSfmHT5H22eUsFVfadVGmT+PM8/paOZeqicnD6jNnXP9K+u9NvFHRP7r9IUyTa8j/+LqSbDWtJq4cVefx2Com0vYVyTFRTi9elGL3QHO9IP02nfR7wZd0pQ7j6p2RAruWH/pCkvKMX7xboy387tHFu/GmpwCl19fqkDtfe0MAKL/OHGULEWGNLDI+6BmpkN6vwd3TcCEpTJ/YyfqRANsb8+1Jg2uzctkXUZ7szvxUcoqeuk6b33HiFxxqcL5gL4kwAD0bBVt+rej752vOVZkOSiUts/EGy3rB0d9O0f1lVwbJcfWcytp9xKMoVgytjfeHNoNy8alYc6w7jBAvp5UMylBRKSGUBiZUHod+RelbZunDz5yV5/Hlz/mTSJDkZGagM1T+2HZuDRTX2Pz1H6yi3FczQ8sfQbU9K/03HdhsK6e0Ho2Qgm5bYH2SL+b8VUuql3cXyoXrBEyZfEHMRHBTjUehaUVFpWWmpmOeGMo3hreHSv3Fjj8+8/4KhdnL6rbBqY2Aay9wXW8MdThkmepknfEvFPgje8Ykau0GPTUCGDX8WKLn9n73vma5TtP1GmHbHVAlQa7rLnSybf33EonKfq2i0NWt2ZIbxOLO7okKqonOSlBRO4ihLJaUOl15F9cmYB3N637PLd2aKzJ86ilxTtnPjaSVi9KfQ0lfxtnx0nWnwHzz4tSeuy7MFhXT3hjNsKVZaxaRrjtVaCN/lhR5+yphXon/U1nZaWa/q2WM3mQJt7SFpun9kN0RIiiFRjnL6kL1skF2WxxZnZHquTtDcCt8/npdcaPyBGtZm5t1Q/S925aZkdtXsQL7LVD1h1QpcEuW5Su1jNY/dvRczszSaGknuSkBBG5y/kyhbmCFV5H/sfZCXhPkNrQv3RLVHT97anxdRYFxEQEYe7w7njohjYul8e6z+DI5P7t8bZGwcZpma4FTHu2ina4WwH4Iz1HlPxnQPq8xEQo20Wnx74Lc9bVE+44qlqOFtFprSLc1olE4xqGYMrH2Q4fEx4UiL90S8SSnSc1KYM73J4aj29yCuv83PxvmpGagHkBdfMGKOFMHqS+beMQGGBQ/LeLiQiWzSsXExGM5zM7It4Y5nQCWGdyU6g5Mcob3zEiV6ld2WqPvfohMMCA0X2T8b/N+Yryubj71LOxfZOwan+B7Ili5pTWZa4krLb12J6torHreLHdf8s9tzPlkasnXckDSkTkSFhwoKbXkX/S86negQEG3NOrBT7P/k322pFprTBneA+b91FdI5BgDFU1bkswhmLotS2RFBeOJpGhdg+DshYfFYKJ/doiMMBgel+/O1CIhVuPKX5tc9ERwU49TrLreLFsP1AAePXergj4Y7zp6DOQkZqAfh2aIm329w4PDwwwAMUaHfqlJQbrdMSdp6IC2h9VLUeL6LSWEW7zQci2I+dkB2tlVdWIbuhahWNOCuBM7t8OSXERyDtzEXM2HHH6ueKNoZgzvAfW5hbK/k3tBSvVHKutdpCm9G8XbwyTDXK96MUjtdV0Cjz9HSNylatjHiXBGfNAtj1j+yahf0q8qXMJ2E9RINUT4cGBqk+y7Z8Sj2czU7Aj/zy2HC7CnA2HZR+jpC6zbr8HdUnU5NRnuX8785yu4KQEEblL0yhlB3spvY78l55P9U5rHYtG4UEOd25FhwchrXWs3fuQ2trxDvpN5qZldsTovsl12t55AQY8vWK/zbJIV04f3KnO47q1bIRJYW3x5vfyfSRrri60Ufr4ossVyOrWTNG1wQ0C8NJfUh0eklgjgAlL92BegEFX4zUG67zsSmU1Xlqdi5+PFePYucu4UlVj+p2Wp6JKPDkbIS1jdWaVhLtn55VXJMrel9iIYNzTsxlW7i2wOwtiHbDZduSc08E6oLZi3pF/HhVXa/Cfe7sCorbisvc3tW4Qpg/upGrApXaQpia4Fxhg0HWQS02nQM8zfkTWmkeHY/fJUkXXOhOckYJYFVdrkNklAav3F1i0CQEGYNwNyXjmjj/ziswLMDhcCSzVCwNS4jFn/WEs3JKPC1ccpzOwrm/S28TiuuQYfLb7lMurxBydeO7tussdOClBRO7Qo0U0lvwkv5ulR4to2WuIvCUwwICX7+7sMNA2++7OsuOCjNQEzB3eHROX7ZE9rd1WoE56jtq+Uh4Wbjlm0VeybrNt9WWcSRlVdLEC1TXC6XGPu9JtZKQm4K3hPTBx2W6HsQm9nQprEDxSx8LcuXPx73//GwUFBejUqRPeeOMN3HDDDYoeW1paCqPRiJKSEkRFRcleP+6DnVibe9bu76WPiLf34Dtr25FzGDZ/u+rHeeK+lZZtyUO98eQnex1u34qJCML2Z/ojuEGAxeqKuIgQwAAUXbIdQKuuEbj+lfVOHfU9IKUJck6Xujw4dGaQqeYx0mnAgO1BvvXf2N2rS8kz1NaFZJuz7ZGa9//djUfw0je/yD7n3d0Tse3oeZfrCmtK6gIldemO/PNYm1uI97YcsxtUtNWmqK2jbN2jrZlaX2+/lWB9TXrHtkg7nmiPlPbNl41L0+2qKiLJmpwCTF+Zi8JS18Zqq/cV4NGldQN/avsZjtpsub7M4/3bo2VMGKZ9eQCXKq7KvpYrE5Zy42MpQLl5aj/VfQ5v1jHOtkcM1pn56KOPMGrUKMydOxd9+/bFO++8g//973/Izc1Fy5YtZR+v5o8gF6iTuPKB9LYvs09j0vJs2esahQVZRPo9sSKh8moNOkz7xmFkPcAA/DLzdqz/5YxLgzlH7A0UneFseZwZcKl5TH1bdUIcIGnBlfZIzfu/YtcpPPHJXtnyvHZvV2R1b6bqe+9ou4E5Lds5d09AmJM6lPaCkb7cfhP5A7ZF2vBUe3Slshod/2+NbHkO/jODeevIJ2g1qeXOsZSavsza3EJFW3NdHSO7OpFqj9LYxJtDuyneYqsUg3Ua6N27N3r06IF58+aZftaxY0fcddddmD17tuzjlf4RlDZG5nxxFknN6rUAg3yCSG+UTXrf3VlJKll9opReB4dcgVG/cIDkOlfaIzXv/7wfDuOVNYdkyzM14xo8cnNbRWWX6/jZo1U75+4JCAlXgRDpG9sibfhye0TkL9w1ltJiTGyLq2NSd4y9fXFlHXPW/aGyshK7du3C008/bfHz2267DVu3brX5mIqKClRU/HlIQWmpsrw/L63OVV0+rU5F9SSlOcukBJuepPT9lK5zZx4y6+fOO3NJUdJzWwSAgpJy7Mg/r6vBoZ4TwRLpjdr2yNm2CAA25xUpvk7p4GhH/nmnJh+0auecqW+ceYzadoSIyNd4sj36fM9pxdcxWEf1jbvGUs6OiRdtycfMVQftXu/qmNQdY29fPNE+wNsF0IuioiJUV1ejadOmFj9v2rQpCgsLbT5m9uzZMBqNpv9atGih6LWOnStTXT4tT0X1FOlAAqDuMQ3ePjXOmeSVUiWZ1a0Z0ttoG2A0f+6+beNcfj4ODol8l9r2yNm2CABKy5UlDVZ6HeB8/eNr7Zy7kiATEemFJ9ujquoa+YtUXEdE8pwdE8dFKjuV2ZUxqdZjbz3HJuxhsM6KwWD5xxFC1PmZ5JlnnkFJSYnpv5Mn5U8wAoCk2HDl5UHtkk89RXjVkE6NizdaVgTxxlCvJt6WIuv2vorefN/lyqYEB4dEvk9pe+RsWwQAXZs30vQ6QH3946vtnJ7bESIiLXmiPeqTrGz1jdLriEies30ZX52w1Gtswh5ug/1DXFwcAgMD68wSnT17ts5skiQkJAQhIcqiyuaevSMFH24/ofh6vUV41XLnFlJnSZH1RxbvtntyoLfed7myOUoyqcflu0Skjtr2yNm2CACey0zB4p/k26PnMlMUP6fcNgNz3q5vXaHndoSISAuebI+ev7MTluyUD+49f2cnp56fiOpyti/ji1tKJXqMTdjDlXV/CA4ORs+ePbF27VqLn69duxZ9+vTR9LXCggMxIKWJ7HUJOo3wOsOdW0idpefIuqOyPXxjMgzwneW7RKSO3tqjASlNVJ2852ibgTU91Leu0HM7QkTkKl9vj4hInjN9GV/cUmpOj7EJW3garBnpaPK3334b6enpePfddzF//nwcOHAArVq1kn282lM+xn2wE2tzz9b5eedmUXj2jhTdRnj9jZ5PKrVXNneeTkvkKp7A5zpX2iNn3n977dGAlCaYf/+1Tt2DrXoqPioEw65riaS4CN3Vt67QcztCVF+xLdKGP7RHRCTPmb4Mx6TKONseMVhnZe7cufjXv/6FgoICpKam4vXXX8eNN96o6LHO/BGuVFbjpdW5OHauDEmx4Xj2jhTOGJEiHBySXnGApA1n2yNn3393tEesp4jIW9gWaccf2iMicg/29eQxWKcD7BQQEbEu9Da+/0RErAv1gH8DIiLn60LmrCMiIiIiIiIiItIJBuuIiIiIiIiIiIh0gsE6IiIiIiIiIiIinWCwjoiIiIiIiIiISCcYrCMiIiIiIiIiItIJBuuIiIiIiIiIiIh0ooG3C+BPhBAAao/mJSKqr6Q6UKoTybPYFhERsS3SA7ZHRETOt0cM1mno4sWLAIAWLVp4uSRERN538eJFGI1Gbxej3mFbRET0J7ZF3sP2iIjoT2rbI4PgdJNmampq8NtvvyEyMhIGg0Hx40pLS9GiRQucPHkSUVFRbiyh/tTXe+d98779mRACFy9eRGJiIgICmG3B05xtiwDf/6yy/N7F8nsXy2+JbZH31ef2SI36cq/15T4B3qu/cvZenW2PuLJOQwEBAWjevLnTj4+KivL7D7g99fXeed/1S326b65i8B5X2yLA9z+rLL93sfzexfL/iW2Rd7E9Uqe+3Gt9uU+A9+qvnLlXZ9ojTjMRERERERERERHpBIN1REREREREREREOsFgnQ6EhITghRdeQEhIiLeL4nH19d5537xvIj3y9c8qy+9dLL93sfzkT+rT56G+3Gt9uU+A9+qvPH2vPGCCiIiIiIiIiIhIJ7iyjoiIiIiIiIiISCcYrCMiIiIiIiIiItIJBuuIiIiIiIiIiIh0gsE6IiIiIiIiIiIinWCwTgfmzp2L5ORkhIaGomfPnvjxxx+9XSSXbNq0CXfeeScSExNhMBjwxRdfWPxeCIHp06cjMTERYWFhuPnmm3HgwAGLayoqKvD3v/8dcXFxiIiIwODBg3Hq1CkP3oU6s2fPxrXXXovIyEg0adIEd911Fw4dOmRxjT/eNwDMmzcPXbp0QVRUFKKiopCeno5vvvnG9Ht/vW9zs2fPhsFgwOOPP276WX24b/I/vtAeKalvR48eDYPBYPFfWlqal0psafr06XXKFh8fb/q9krrDm5KSkuqU32AwYMKECQD09977ep/EUfmrqqowdepUdO7cGREREUhMTMT999+P3377zeI5br755jp/k6FDh3q9/ICyzwvbyvrHF9oiR+rzuMDf+8SnT5/GyJEjERsbi/DwcHTr1g27du0y/d5f7vXq1at4/vnnkZycjLCwMLRu3Rr//Oc/UVNTY7rGV+/VU/2C4uJijBo1CkajEUajEaNGjcKFCxfUFVaQVy1fvlwEBQWJ+fPni9zcXDFp0iQREREhjh8/7u2iOW316tXiueeeE5999pkAID7//HOL37/88ssiMjJSfPbZZ2L//v1iyJAhIiEhQZSWlpquGT9+vGjWrJlYu3at2L17t7jllltE165dxdWrVz18N8oMHDhQLFy4UOTk5Ijs7GyRmZkpWrZsKS5dumS6xh/vWwghVq5cKVatWiUOHTokDh06JJ599lkRFBQkcnJyhBD+e9+SHTt2iKSkJNGlSxcxadIk08/9/b7J//hKe6Skvn3ggQdERkaGKCgoMP137tw5L5b6Ty+88ILo1KmTRdnOnj1r+r2SusObzp49a1H2tWvXCgBiw4YNQgj9vfe+3idxVP4LFy6I/v37i48++kj88ssvYtu2baJ3796iZ8+eFs9x0003iXHjxln8TS5cuOD2ssuVXwhlnxe2lfWLr7RFjtTXcYG/94nPnz8vWrVqJUaPHi1++uknkZ+fL9atWycOHz5susZf7nXWrFkiNjZWfP311yI/P1988sknomHDhuKNN94wXeOr9+qpfkFGRoZITU0VW7duFVu3bhWpqali0KBBqsrKYJ2XXXfddWL8+PEWP+vQoYN4+umnvVQibVl/AWpqakR8fLx4+eWXTT8rLy8XRqNRvP3220KI2s5nUFCQWL58uema06dPi4CAALFmzRqPld0VZ8+eFQDExo0bhRD1574l0dHR4n//+5/f3/fFixdFu3btxNq1a8VNN91k6pj4+32Tf/LV9si6vhWiNgCQlZXlvUI58MILL4iuXbva/J2SukNvJk2aJNq0aSNqamqEEPp+7329T2JrUGFtx44dAoBFYMO8ffIme8E6R58XPb3/5Bm+2hY5Uh/GBfWhTzx16lRx/fXX2/29P91rZmamGDNmjMXP7r77bjFy5EghhP/cq7v6Bbm5uQKA2L59u+mabdu2CQDil19+UVw+boP1osrKSuzatQu33Xabxc9vu+02bN261Uulcq/8/HwUFhZa3HNISAhuuukm0z3v2rULVVVVFtckJiYiNTXVZ96XkpISAEBMTAyA+nPf1dXVWL58OS5fvoz09HS/v+8JEyYgMzMT/fv3t/i5v983+R9fbo+s61vJDz/8gCZNmqB9+/YYN24czp49643i2ZSXl4fExEQkJydj6NChOHr0KABldYeeVFZWYvHixRgzZgwMBoPp53p+7835Y11dUlICg8GARo0aWfx8yZIliIuLQ6dOnfDkk0/i4sWL3imgDY4+L772/pNrfLktcqQ+jAvqQ5945cqV6NWrF+699140adIE3bt3x/z5802/96d7vf766/H999/j119/BQDs3bsXmzdvxh133AHAv+7VnFb3tW3bNhiNRvTu3dt0TVpaGoxGo6p7b+DqDZHzioqKUF1djaZNm1r8vGnTpigsLPRSqdxLui9b93z8+HHTNcHBwYiOjq5zjS+8L0IIPPHEE7j++uuRmpoKwP/ve//+/UhPT0d5eTkaNmyIzz//HCkpKabKyB/ve/ny5di1axd+/vnnOr/z9783+R9fbY9s1bcAcPvtt+Pee+9Fq1atkJ+fj2nTpqFfv37YtWsXQkJCvFhioHfv3vjggw/Qvn17nDlzBrNmzUKfPn1w4MABRXWHnnzxxRe4cOECRo8ebfqZnt97a/5WV5eXl+Ppp5/G8OHDERUVZfr5iBEjkJycjPj4eOTk5OCZZ57B3r17sXbtWi+Wtpbc58WX3n9yna+2RY7Uh3FBfekTHz16FPPmzcMTTzyBZ599Fjt27MBjjz2GkJAQ3H///X51r1OnTkVJSQk6dOiAwMBAVFdX48UXX8SwYcMA+Nff1ZxW91VYWIgmTZrUef4mTZqouncG63TAfDYaqK3UrX/mb5y5Z195XyZOnIh9+/Zh8+bNdX7nr/d9zTXXIDs7GxcuXMBnn32GBx54ABs3bjT93t/u++TJk5g0aRK+++47hIaG2r3O3+6b/J+vtUf26tshQ4aY/j81NRW9evVCq1atsGrVKtx9992eLqaF22+/3fT/nTt3Rnp6Otq0aYP333/flFjfV/4OCxYswO23347ExETTz/T83tvjD3V1VVUVhg4dipqaGsydO9fid+PGjTP9f2pqKtq1a4devXph9+7d6NGjh6eLasHZz4ve3n/Slq/UgUr4+7igPvWJa2pq0KtXL7z00ksAgO7du+PAgQOYN28e7r//ftN1/nCvH330ERYvXoylS5eiU6dOyM7OxuOPP47ExEQ88MADpuv84V5t0eK+bF2v9t65DdaL4uLiEBgYWCe6evbs2TrRXH8hnXjn6J7j4+NRWVmJ4uJiu9fo1d///nesXLkSGzZsQPPmzU0/9/f7Dg4ORtu2bdGrVy/Mnj0bXbt2xZtvvum3971r1y6cPXsWPXv2RIMGDdCgQQNs3LgR//3vf9GgQQNTuf3tvsl/+WJ7ZK++tSUhIQGtWrVCXl6eh0qnXEREBDp37oy8vDxFdaZeHD9+HOvWrcNDDz3k8Do9v/f+0kZVVVXhvvvuQ35+PtauXWuxqs6WHj16ICgoSJd/E+vPiy+8/6QdX2yLHKkP44L61CdOSEhASkqKxc86duyIEydOAPCvv+s//vEPPP300xg6dCg6d+6MUaNGYfLkyZg9ezYA/7pXc1rdV3x8PM6cOVPn+X///XdV985gnRcFBwejZ8+edbYhrF27Fn369PFSqdxL2oZhfs+VlZXYuHGj6Z579uyJoKAgi2sKCgqQk5Oj2/dFCIGJEydixYoVWL9+PZKTky1+76/3bY8QAhUVFX5737feeiv279+P7Oxs03+9evXCiBEjkJ2djdatW/vlfZP/8qX2SK6+teXcuXM4efIkEhISPFBCdSoqKnDw4EEkJCQoqjP1YuHChWjSpAkyMzMdXqfn994f2igpUJeXl4d169YhNjZW9jEHDhxAVVWVLv8m1p8Xvb//pC1faoscqU/jgvrUJ+7bty8OHTpk8bNff/0VrVq1AuBff9eysjIEBFiGigIDA1FTUwPAv+7VnFb3lZ6ejpKSEuzYscN0zU8//YSSkhJ19674KApyC+l48gULFojc3Fzx+OOPi4iICHHs2DFvF81pFy9eFHv27BF79uwRAMRrr70m9uzZYzqZ7OWXXxZGo1GsWLFC7N+/XwwbNszmccjNmzcX69atE7t37xb9+vXz+jHPjjzyyCPCaDSKH374QRQUFJj+KysrM13jj/cthBDPPPOM2LRpk8jPzxf79u0Tzz77rAgICBDfffedEMJ/79ua9Wl79eW+yX/4SnskV99evHhRTJkyRWzdulXk5+eLDRs2iPT0dNGsWTOL75+3TJkyRfzwww/i6NGjYvv27WLQoEEiMjLS9D4rqTu8rbq6WrRs2VJMnTrV4ud6fO99vU/iqPxVVVVi8ODBonnz5iI7O9vi+1BRUSGEEOLw4cNixowZYufOnSI/P1+sWrVKdOjQQXTv3t3r5Vf6eWFbWb/4SlvkhMk2wQAAFFJJREFUSH0eFwjhv33iHTt2iAYNGogXX3xR5OXliSVLlojw8HCxePFi0zX+cq8PPPCAaNasmfj6669Ffn6+WLFihYiLixNPPfWU6RpfvVdP9QsyMjJEly5dxLZt28S2bdtE586dxaBBg1SVlcE6HXjrrbdEq1atRHBwsOjRo4fpWG9ftWHDBgGgzn8PPPCAEKL2SOQXXnhBxMfHi5CQEHHjjTeK/fv3WzzHlStXxMSJE0VMTIwICwsTgwYNEidOnPDC3Shj634BiIULF5qu8cf7FkKIMWPGmD6/jRs3FrfeeqspUCeE/963NeuOSX25b/IvvtAeydW3ZWVl4rbbbhONGzcWQUFBomXLluKBBx7QzXdryJAhIiEhQQQFBYnExERx9913iwMHDph+r6Tu8LZvv/1WABCHDh2y+Lke33tf75M4Kn9+fr7d78OGDRuEEEKcOHFC3HjjjSImJkYEBweLNm3aiMcee0ycO3fO6+VX+nlhW1n/+EJb5Eh9HhcI4d994q+++kqkpqaKkJAQ0aFDB/Huu+9a/N5f7rW0tFRMmjRJtGzZUoSGhorWrVuL5557zjQRJITv3qun+gXnzp0TI0aMEJGRkSIyMlKMGDFCFBcXqyqrQQghlK/DIyIiIiIiIiIiIndhzjoiIiIiIiIiIiKdYLCOiIiIiIiIiIhIJxisIyIiIiIiIiIi0gkG64iIiIiIiIiIiHSCwToiIiIiIiIiIiKdYLCOiIiIiIiIiIhIJxisIyIiIiIiIiIi0gkG64iIiIiIiIiIiHSCwTrySzfffDMef/xxbxdDc8eOHYPBYEB2drbixyxatAiNGjXyyGt5yg8//ACDwYALFy54uyhERE7z17bKX7CtIaL6iu1TXaNHj8Zdd93l7WJQPcJgHfmE0aNHw2AwYPz48XV+9+ijj8JgMGD06NGmn61YsQIzZ87UtAzOBr3UctQ4tmjRAgUFBUhNTdX0Nd3d+Jw6dQrBwcHo0KGD6sfaej/69OmDgoICGI1GjUpIROS6+tJWde7cGQ899JDN3y1btgxBQUE4c+aMW8tgC9saIiLb6kv7BABHjx7FsGHDkJiYiNDQUDRv3hxZWVn49ddf3f7aak2fPh3dunXzdjFIpxisI5/RokULLF++HFeuXDH9rLy8HMuWLUPLli0tro2JiUFkZKSni+h2gYGBiI+PR4MGDbxdFFUWLVqE++67D2VlZdiyZYvLzxccHIz4+HgYDAYNSkdEpJ360FaNHTsWH3/8McrKyur87r333sOgQYPQtGlT1c9bVVXlUrnY1hAR2Vcf2qfKykoMGDAApaWlWLFiBQ4dOoSPPvoIqampKCkp8Xbx3Ka6uho1NTXeLgZpjME68hk9evRAy5YtsWLFCtPPVqxYgRYtWqB79+4W11rPkCclJeGll17CmDFjEBkZiZYtW+Ldd981/d7WVpfs7GwYDAYcO3YMP/zwAx588EGUlJTAYDDAYDBg+vTpAGobhaeeegrNmjVDREQEevfujR9++MH0PMePH8edd96J6OhoREREoFOnTli9erVT74GtrakrV65Eu3btEBYWhltuuQXvv/++zW073377LTp27IiGDRsiIyMDBQUFAGpndN5//318+eWXpnszLz8ACCHQtm1b/Oc//7H4eU5ODgICAnDkyBG7ZRZCYOHChRg1ahSGDx+OBQsW1Llmy5YtuOmmmxAeHo7o6GgMHDgQxcXFGD16NDZu3Ig333zTVDbp7yHdY0lJCcLCwrBmzRqL51yxYgUiIiJw6dIlAMDp06cxZMgQREdHIzY2FllZWTh27JjMO05EpE59aKtGjRqFiooKfPLJJxY/P3HiBNavX4+xY8cCAL766iv07NkToaGhaN26NWbMmIGrV6+arjcYDHj77beRlZWFiIgIzJo1i20NEZGb1If2KTc3F0ePHsXcuXORlpaGVq1aoW/fvnjxxRdx7bXXmq6Tq6urq6vxxBNPoFGjRoiNjcVTTz0FIYTFawkh8K9//QutW7dGWFgYunbtik8//bTOe/L999+jV69eCA8PR58+fXDo0CEAtRNMM2bMwN69e03vyaJFiwAAr732Gjp37oyIiAi0aNECjz76qKmdkR7bqFEjfP3110hJSUFISAh+/PFHBAUFobCw0KKcU6ZMwY033mjz/SJ9Y7COfMqDDz6IhQsXmv793nvvYcyYMYoe++qrr6JXr17Ys2cPHn30UTzyyCP45ZdfFD22T58+eOONNxAVFYWCggIUFBTgySefNJVpy5YtWL58Ofbt24d7770XGRkZyMvLAwBMmDABFRUV2LRpE/bv349XXnkFDRs2VHnnth07dgz33HMP7rrrLmRnZ+Phhx/Gc889V+e6srIy/Oc//8GHH36ITZs24cSJE6byP/nkk7jvvvtMAbyCggL06dPH4vEGgwFjxoyxeO+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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "# pair list tuples containing feature pairs and their corresponding subplot indices\n", + "pairs = [(\"Minutes Lightly Active\", \"Steps\", 1),\n", + " (\"Minutes Very Active\", \"Steps\", 2),\n", + " (\"Minutes Sedentary\", \"Steps\", 3)]\n", + "\n", + "# Create a figure with three subplots\n", + "plot_options, axes = plt.subplots(nrows=1, ncols=3, figsize=(15, 4))\n", + "\n", + "# Loop over each feature pair and plot a scatter plot on the corresponding subplot\n", + "for feature1, feature2, subplot_idx in pairs:\n", + " ax = axes[subplot_idx - 1] # Get the corresponding subplot axis\n", + " ax.scatter(fitbit[feature1], fitbit[feature2])\n", + " ax.set_xlabel(feature1)\n", + " ax.set_ylabel(feature2)\n", + " ax.set_title(f\"{feature1} vs {feature2}\")\n", + "\n", + "# Adjust spacing between subplots\n", + "plot_options.subplots_adjust(wspace=0.3)\n", + "\n", + "# Display the plot\n", + "plt.show()" ] }, { @@ -571,7 +801,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -585,7 +815,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.9.13" } }, "nbformat": 4, From 487e9a72879850868763553b23e56f10f6fd80a0 Mon Sep 17 00:00:00 2001 From: Ekraj Pokhrel Date: Tue, 2 May 2023 18:06:06 +0200 Subject: [PATCH 2/2] Almost finish just need to finish remaining part after the tableau project --- your-code/main.ipynb | 606 +++++++++++++++++++++++++++++++++++++++---- 1 file changed, 558 insertions(+), 48 deletions(-) diff --git a/your-code/main.ipynb b/your-code/main.ipynb index ef18226..9766b9d 100755 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -11,13 +11,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "# Libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", "import pandas as pd" ] }, @@ -32,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -85,16 +86,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 4, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, @@ -128,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -137,7 +138,7 @@ "Text(0.5, 1.0, 'fig x-z')" ] }, - "execution_count": 5, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, @@ -173,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -227,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -292,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -320,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -388,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -441,13 +442,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "# your code here" + "# your code here\n", + "titanic = pd.read_csv(\"titanic.csv\")" ] }, { @@ -459,11 +461,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PassengerId int64\n", + "Survived float64\n", + "Pclass int64\n", + "Name object\n", + "Gender object\n", + "Age float64\n", + "SibSp int64\n", + "Parch int64\n", + "Ticket object\n", + "Fare float64\n", + "Cabin object\n", + "Embarked object\n", + "dtype: object" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here" + "# your code here\n", + "titanic.dtypes" ] }, { @@ -476,22 +502,349 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassAgeSibSpParchFare
010.0322.000000107.2500
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231.0326.000000007.9250
341.0135.0000001053.1000
450.0335.000000008.0500
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13061307NaN338.500000007.2500
13071308NaN329.513190008.0500
13081309NaN325.3154351122.3583
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Age SibSp Parch Fare\n", + "0 1 0.0 3 22.000000 1 0 7.2500\n", + "1 2 1.0 1 38.000000 1 0 71.2833\n", + "2 3 1.0 3 26.000000 0 0 7.9250\n", + "3 4 1.0 1 35.000000 1 0 53.1000\n", + "4 5 0.0 3 35.000000 0 0 8.0500\n", + "... ... ... ... ... ... ... ...\n", + "1304 1305 NaN 3 29.513190 0 0 8.0500\n", + "1305 1306 NaN 1 39.000000 0 0 108.9000\n", + "1306 1307 NaN 3 38.500000 0 0 7.2500\n", + "1307 1308 NaN 3 29.513190 0 0 8.0500\n", + "1308 1309 NaN 3 25.315435 1 1 22.3583\n", + "\n", + "[1309 rows x 7 columns]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# NUMERICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "titanic.select_dtypes(np.number)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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NameGenderTicketCabinEmbarked
0Braund, Mr. Owen HarrismaleA/5 21171U0S
1Cumings, Mrs. John Bradley (Florence Briggs Th...femalePC 17599C85C
2Heikkinen, Miss. LainafemaleSTON/O2. 3101282U0S
3Futrelle, Mrs. Jacques Heath (Lily May Peel)female113803C123S
4Allen, Mr. William Henrymale373450U0S
..................
1304Spector, Mr. WoolfmaleA.5. 3236U0S
1305Oliva y Ocana, Dona. FerminafemalePC 17758C105C
1306Saether, Mr. Simon SivertsenmaleSOTON/O.Q. 3101262U0S
1307Ware, Mr. Frederickmale359309U0S
1308Peter, Master. Michael Jmale2668U0C
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1309 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " Name Gender \\\n", + "0 Braund, Mr. Owen Harris male \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female \n", + "2 Heikkinen, Miss. Laina female \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female \n", + "4 Allen, Mr. William Henry male \n", + "... ... ... \n", + "1304 Spector, Mr. Woolf male \n", + "1305 Oliva y Ocana, Dona. Fermina female \n", + "1306 Saether, Mr. Simon Sivertsen male \n", + "1307 Ware, Mr. Frederick male \n", + "1308 Peter, Master. Michael J male \n", + "\n", + " Ticket Cabin Embarked \n", + "0 A/5 21171 U0 S \n", + "1 PC 17599 C85 C \n", + "2 STON/O2. 3101282 U0 S \n", + "3 113803 C123 S \n", + "4 373450 U0 S \n", + "... ... ... ... \n", + "1304 A.5. 3236 U0 S \n", + "1305 PC 17758 C105 C \n", + "1306 SOTON/O.Q. 3101262 U0 S \n", + "1307 359309 U0 S \n", + "1308 2668 U0 C \n", + "\n", + "[1309 rows x 5 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# CATEGORICAL VARIABLES\n", - "# your code here" + "# your code here\n", + "titanic.select_dtypes(object)" ] }, { @@ -504,11 +857,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plt.style.use('classic')\n", + "plt.plot(figsize=(6, 2))" ] }, { @@ -520,11 +896,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "plt.hist(titanic[\"Age\"], facecolor=\"#D95319\")\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.title(\"Age distribution of Titanic passengers\")\n", + "plt.show()" ] }, { @@ -536,11 +928,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "#plt.style.use('classic')\n", + "figure, (plot_1, plot_2, plot_3) = plt.subplots(1,3, figsize= (12,6))\n", + "\n", + "plot_1.hist(titanic[\"Age\"], facecolor=\"#D95319\", bins = 10)\n", + "plot_2.hist(titanic[\"Age\"], facecolor=\"#D95319\", bins = 20)\n", + "plot_3.hist(titanic[\"Age\"], facecolor=\"#D95319\", bins = 50)\n", + "plt.show()\n" ] }, { @@ -557,7 +967,9 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "The bin size determine the number of bars in the plot. Higher the bin size more bar in the plot, and \n", + "lower the bin size fewer number of bars in the plot. Also higher the bin size, the representation of\n", + "data in each bar becomse lower in range and vice versa. \n", "\"\"\"" ] }, @@ -570,11 +982,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.histplot(titanic[\"Age\"])" ] }, { @@ -630,11 +1064,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 152, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 152, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "sns.boxplot(data = titanic[\"Age\"], y = titanic[\"Age\"], orient= \"v\")" ] }, { @@ -644,7 +1100,11 @@ "outputs": [], "source": [ "\"\"\"\n", - "your comments here\n", + "From above box plot it can be intrepreted that the median age of passenger is just below 30 and first quartile is just above 20,\n", + "second quartile is somewhere around 38. The minimum age is 0 and maximum age is 80. There are some value \n", + "that are above upper fence they might be outlier. To see whether they are outlier or not. we need to calclculate interquartile range\n", + "and use following formula: \n", + "outlier = q3+1.5*IQR\n", "\"\"\"" ] }, @@ -675,11 +1135,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 154, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here" + "# your code here\n", + "\n", + "sns.violinplot(x=titanic[\"Age\"])\n", + "\n" ] }, { @@ -691,12 +1175,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 155, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nA violin plot is similar to a box plot, but it also shows the shape of the distribution by creating a density plot on each side of the box.\\nHere we can see that frequency of age above 60 is pointed and has very fewer passenger on that age group.\\n'" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "A violin plot is similar to a box plot, but it also shows the shape of the distribution by creating a density plot on each side of the box.\n", + "Here we can see that frequency of age above 60 is pointed and has very fewer passenger on that age group.\n", "\"\"\"" ] }, @@ -790,12 +1286,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# your code here" ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {