From 49557a1f771294f4738ab1dec8ce886469465bac Mon Sep 17 00:00:00 2001
From: frog24 <dlavsakogogovna228@gmail.com>
Date: Sun, 15 Sep 2024 20:27:11 +0300
Subject: [PATCH 1/2] lab 1 is done

---
 .gitignore           |    1 +
 dataset.csv          | 2773 ++++++++++++++++++++++++++++++++++++++++++
 lab1.ipynb           |  168 +++
 lab_1/1lab_1part.jpg |  Bin 0 -> 85818 bytes
 4 files changed, 2942 insertions(+)
 create mode 100644 dataset.csv
 create mode 100644 lab1.ipynb
 create mode 100644 lab_1/1lab_1part.jpg

diff --git a/.gitignore b/.gitignore
index ea6df70..4f8e624 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,3 +26,4 @@ ipython_config.py
 # Remove previous ipynb_checkpoints
 #   git rm -r .ipynb_checkpoints/
 
+/aimenv
\ No newline at end of file
diff --git a/dataset.csv b/dataset.csv
new file mode 100644
index 0000000..7e9cc0f
--- /dev/null
+++ b/dataset.csv
@@ -0,0 +1,2773 @@
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\ No newline at end of file
diff --git a/lab1.ipynb b/lab1.ipynb
new file mode 100644
index 0000000..ddc8b48
--- /dev/null
+++ b/lab1.ipynb
@@ -0,0 +1,168 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Index(['age', 'sex', 'bmi', 'children', 'smoker', 'region', 'charges'], dtype='object')\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "df = pd.read_csv(\"./dataset.csv\")\n",
+    "print(df.columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Данная диаграмма отображает зависимость курения от стоимости страховки, что позволяет сделать вывод о том, что курящие люди платят больше за страховку"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='smoker', ylabel='charges'>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.scatter(x=\"smoker\", y=\"charges\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Данная диаграмма отображает зависимость количества детей от стоимости страховки, что позволяет сделать вывод о том, что люди с двумя и тремя детьми платят наиболее высокую цену за страховку. Однако в силу других факторов люди с одним ребенком или без детей могут платить даже большую цену"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 5\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: title={'center': 'charges'}, xlabel='children'>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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98eqrr6Jt27bIzc3Fvn378MsvvyA3NxcA8Oqrr+KDDz7AmDFjkJWVhYYNG+Lzzz+Hk5OTUa9R5/Tp03jyySfx+OOPIzMzU5o6f+faSF26dEH79u2xevVqtGnTBl27dr3ntd3c3JCcnIyJEyeie/fu0lpEf/31F0pKSvDZZ59VK1djdO7cGaNGjUJKSgquX7+ORx99FFu2bDG6JxG4VfzOmzcPs2bNwpkzZzB8+HC4urri9OnT+PHHHzFp0iTMmDHD5LkTGc0ic+qIbJChJQAcHR1F586dxYcffqg31VoIIQoLC0VkZKTw8fERDg4OomXLliIxMVGKy8rKEnK5XG9avxBClJWVie7duwsfHx+Rl5cnhLg1Bd7Z2VmcOnVKBAcHCycnJ6FSqURcXJwoLy/Xez7umH4thBD79u0TISEhwsXFRTg5OYkBAwaIXbt2VXqN//vf/8Qjjzwi7O3tjZre/vXXXwt/f3+hVCpF+/btxU8//SRGjBgh/P39pRjddPLExESD1/jll19E7969RZ06dYSbm5sYNmyYOHr0aKW4zZs3i/bt2wuFQiFat24tvvjii7suARAeHi6++OIL0bJlS6FUKkWXLl0Mvha1Wi3Cw8NF48aNhYODg/D29haDBg0SH3/8sV7c2bNnxZNPPimcnJxE/fr1xbRp08TGjRurtQTA0aNHxbPPPitcXV2Fh4eHmDJlSqXp+joJCQkCgHj33XervPadfvrpJ/Hoo49KbdmjRw/x1VdfSef79esn2rVrV+l5dy6xYMwSAEIIcePGDRERESHq1asnnJ2dxbBhw8T58+fvugTA7UtV3O77778Xffr0Ec7OzsLZ2Vn4+/uL8PBwceLEiWrnTmRKMiE44o3I2r3yyiv47rvvjO6hsaTOnTujQYMGyMjIsMjnl8lkCA8Pr3Sr05YsXrwYkZGROHPmDJo0aWLpdIhqLY5JIqL7UlpaKg1Y19m2bRv++usv9O/f3zJJ1QBCCHzyySfo168fCyQiC+OYJCK6LxcvXkRQUBBefvll+Pj44Pjx40hNTYW3t3elRQMfRFpaGsaNG4c9e/bobSxc0xQXF+Onn37Cr7/+ikOHDmHt2rWWTomo1mORRET3xcPDAwEBAVi+fDmuXLkCZ2dnDB06FAsWLEC9evUsnZ7NuXLlCl588UW4u7vjzTffxJNPPmnplIhqPY5JIiKrVlt6kojI+nBMEhERbq19RER0OxZJRGRxFy9exIQJE+Dj4wOlUolmzZph8uTJ0l54AKDRaBAVFYUGDRrA2dkZTz/9tN6ijwCwdu1aDB06VLpO8+bN8fbbb1favqR///5o3749srKy0LdvXzg5OeHNN98EAFy7dg2jR4+Gm5sb3N3dMXbsWPz111+QyWRIS0vTu87x48fx7LPPwtPTE46OjujWrRt++uknvZjS0lLMnTsXLVu2hKOjI+rVq4c+ffpYbPYfERmPY5KIyKIuXbqEHj16ID8/H5MmTYK/vz8uXryI7777Tq93Z+rUqfDw8EBcXBzOnDmDRYsWYcqUKfjmm2+kmLS0NLi4uCAqKgouLi7YunUrYmNjUVBQgMTERL3Pe+3aNQwZMgQvvPACXn75ZahUKlRUVGDYsGH4888/MXnyZPj7+2Pt2rUG93c7cuQIevfujUaNGuGNN96As7Mzvv32WwwfPhzff/89nn76aQDAnDlzMH/+fEycOBE9evRAQUEB9u7di3379mHw4MFmalUiMgmLrtJERLXemDFjhJ2dndizZ0+lcxUVFdIinkFBQXoLdkZGRgp7e3uRn58vHSspKal0jf/85z/CyclJ3Lx5UzrWr18/AUCkpqbqxX7//fcCgFi0aJF0rLy8XAwcOLDS4oqDBg0SHTp00LtuRUWFePTRR0XLli2lY506dRJDhw41sjWIyJrwdhsRWUxFRQXWrFmDYcOGGRyUffuGspMmTdJ7/Nhjj6G8vFxvk9vbd5kvLCzE1atX8dhjj6GkpETaSkZHqVRi3Lhxesc2btwIBwcHvPrqq9IxOzs7hIeH68Xl5uZi69ateP7556XPc/XqVVy7dg0hISH4559/cPHiRQCAu7s7jhw5YnDTXSKybiySiMhirly5goKCArRv3/6esXcurOjh4QEAyMvLk44dOXIETz/9NOrWrQs3Nzc0aNBA2iD2+vXres9v1KgRFAqF3rGzZ8+iYcOGlfZla9Gihd7jkydPQgiBt956Cw0aNND7FxcXB+DWvn4AEB8fj/z8fLRq1QodOnRAdHS03ka9RGS9OCaJiGyCvb29wePi/1Yxyc/PR79+/eDm5ob4+Hg0b94cjo6O2LdvH2bOnImKigq9593e61RdumvNmDEDISEhBmN0hVXfvn1x6tQprF27Fps3b8by5cuRnJyM1NRUTJw48b5zICLzY5FERBbToEEDuLm54fDhww98rW3btuHatWv44Ycf0LdvX+n46dOnjb6Gn58ffv31V5SUlOj1Jt25s/0jjzwCAHBwcEBQUNA9r+vp6Ylx48Zh3LhxKCoqQt++fTFnzhwWSURWjrfbiMhi7OzsMHz4cKxbtw579+6tdF5UY61bXU/T7c/RarVISUkx+hohISEoLS3F//73P+lYRUUFli1bphfn5eWF/v3746OPPsLly5crXef2pQmuXbumd87FxQUtWrSARqMxOi8isgz2JBGRRb377rvYvHkz+vXrh0mTJqFNmza4fPkyVq9ejZ07dxp9nUcffRQeHh4YO3YsIiIiIJPJ8Pnnn1er0Bo+fDh69OiB119/HSdPnoS/vz9++ukn5ObmAtAfSL5s2TL06dMHHTp0wKuvvopHHnkEarUamZmZuHDhAv766y8AQNu2bdG/f38EBATA09MTe/fuxXfffYcpU6YYnRcRWQaLJCKyqEaNGmH37t1466238OWXX6KgoACNGjXCkCFDKg2grkq9evWwfv16vP7665g9ezY8PDzw8ssvY9CgQXcdN3Qne3t7bNiwAdOmTcNnn30GOzs7PP3004iLi0Pv3r3h6OgoxbZt2xZ79+7F3LlzkZaWhmvXrsHLywtdunRBbGysFBcREYGffvoJmzdvhkajgZ+fH+bNm4fo6GjjG4mILIJ7txER3cOaNWvw9NNPY+fOnejdu7el0yGih4RFEhHRbW7cuKE38628vBzBwcHYu3cvsrOzH2hWHBHZFt5uIyK6zdSpU3Hjxg0EBgZCo9Hghx9+wK5du/Duu++yQCKqZdiTRER0m1WrVuH999/HyZMncfPmTbRo0QKTJ0/mQGuiWohFEhEREZEBXCeJiIiIyAAWSUREREQG1OqB2xUVFbh06RJcXV31FokjIiKimksIgcLCQvj4+MDO7u79RbW6SLp06RIaN25s6TSIiIjIAs6fPw9fX9+7nq/VRZKrqyuAW43k5uZm4WzurrS0FJs3b0ZwcDAcHBwsnU6NwXY1Pbap6bFNzYPtanq21KYFBQVo3LixVAfcTa0uknS32Nzc3Ky+SHJycoKbm5vVv/FsCdvV9Nimpsc2NQ+2q+nZYpvea6gNB24TERERGcAiiYiIiMgAFklEREREBrBIIiIiIjKARRIRERGRASySiIiIiAxgkURERERkAIskIiIiIgNq9WKStkCr1WLp0qXYunUrTp48ialTp0KhUFg6LSIiohqPPUlWLCYmBs7OzpgxYwbS09MxY8YMODs7IyYmxtKpERER1XjsSbJSMTExSExMhEqlwty5c6FUKqHRaBAXF4fExEQAQEJCgoWzJCIiqrnYk2SFtFotkpOToVKpcOHCBYwfPx4eHh4YP348Lly4AJVKheTkZGi1WkunSkREVGOxSLJCKSkpKCsrw7x58yCX63f2yeVyxMfHo6ysDCkpKRbKkIiIqOZjkWSFTp06BQB44oknDJ7XHdfFERERkemxSLJCzZs3BwCsX78eWq0WS5Yswccff4wlS5ZAq9Vi/fr1enFERERkehy4bYXCwsIQHR2NadOm4bXXXkN5eTkAID09HTNnzoRSqYRcLkdYWJiFMyUiIqq52JNkhRQKBbp06YKSkhJUVFTgpZdewsKFC/HSSy+hoqICJSUl6NKlC9dLIiIiMiP2JFkhrVaL/fv3w8nJCTdv3sSXX36JL7/8EgBgb28PpVKJ/fv3Q6vVslAiIiIyE/YkWSHd7LbFixfjxo0bSEpKQmhoKJKSklBSUoLk5GTObiMiIjIz9iRZodtntykUCkRERKBFixYIDQ2Fg4MDZ7cRERE9BOxJskK3z24zhLPbiIiIzI9FkhUKCwuDXC7H7NmzUVZWpneurKwMsbGxnN1GRERkZiySrJBCoUBkZCTUajV8fX2xfPly5ObmYvny5fD19YVarUZkZCQHbRMREZkRxyRZKd3mtcnJyXo9RnK5HNHR0dzcloiIyMzYk2TFEhISUFxcrDe7rbi4mAUSERHRQ8CeJCtnaHYbERERmR97koiIiIgMYJFEREREZABvtxERWSmtVoulS5di69atOHnyJKZOncpZrUQPUbV7ki5evIiXX34Z9erVQ506ddChQwfs3btXOi+EQGxsLBo2bIg6deogKCgI//zzj941cnNz8dJLL8HNzQ3u7u6YMGECioqK9GIOHjyIxx57DI6OjmjcuLHBwcqrV6+Gv78/HB0d0aFDB6Snp1f35RARWaWYmBg4OztjxowZSE9Px4wZM+Ds7IyYmBhLp0ZUa1SrSMrLy0Pv3r3h4OCAn3/+GUePHsX7778PDw8PKSYhIQFLlixBamoqdu/eDWdnZ4SEhODmzZtSzEsvvYQjR44gIyMD69evx44dOzBp0iTpfEFBAYKDg+Hn54esrCwkJiZizpw5+Pjjj6WYXbt2YdSoUZgwYQL279+P4cOHY/jw4Th8+PCDtAcRkcXFxMQgMTER9erVQ2pqKlasWIHU1FTUq1cPiYmJLJSIHhZRDTNnzhR9+vS56/mKigrh7e0tEhMTpWP5+flCqVSKr776SgghxNGjRwUAsWfPHinm559/FjKZTFy8eFEIIURKSorw8PAQGo1G73O3bt1aevz888+LoUOH6n3+nj17iv/85z9Gv57r168LAOL69etGP8cStFqtWLNmjdBqtZZOpUZhu5oe2/TBaTQaIZfLhUqlEqWlpXptWlpaKlQqlZDL5Xo/H6n6+F41PVtqU2N//1drTNJPP/2EkJAQPPfcc9i+fTsaNWqEsLAwvPrqqwCA06dPIzs7G0FBQdJz6tati549eyIzMxMvvPACMjMz4e7ujm7dukkxQUFBsLOzw+7du/H0008jMzMTffv21bv3HhISgvfeew95eXnw8PBAZmYmoqKi9PILCQnBmjVr7pq/RqOBRqORHhcUFAAASktLUVpaWp2meKh0uVlzjraI7Wp6bNMHt3TpUpSVlWHu3LkQQui1qYODA+Li4hAWFoalS5ciIiLCwtnaLr5XTc+W2tTYHKtVJP3777/48MMPERUVhTfffBN79uxBREQEFAoFxo4di+zsbACASqXSe55KpZLOZWdnw8vLSz8JuRyenp56Mc2aNat0Dd05Dw8PZGdnV/l5DJk/fz7mzp1b6fjmzZvh5ORkTBNYVEZGhqVTqJHYrqbHNr1/W7duBQAolUq9cZa6NnV0dJTiWrRo8fATrGH4XjU9W2jTkpISo+KqVSRVVFSgW7duePfddwEAXbp0weHDh5GamoqxY8dWP8uHbNasWXq9TwUFBWjcuDGCg4Ph5uZmwcyqVlpaioyMDAwePJiLSZoQ29X02KYP7uTJk0hPT4dGo0FoaGilNl2+fDkAYODAgQgNDbVwtraL71XTs6U21d1JupdqFUkNGzZE27Zt9Y61adMG33//PQDA29sbAKBWq9GwYUMpRq1Wo3PnzlJMTk6O3jXKysqQm5srPd/b2xtqtVovRvf4XjG684YolUoolcpKxx0cHKz+CwrYTp62QKvV4sMPP+TUajPhe/X+TZ06FW+88Qbi4uIwYcIEqR0dHBwgk8kwd+5cyOVyTJ06lW1sAnyvmp4ttKmx+VVrdlvv3r1x4sQJvWN///03/Pz8AADNmjWDt7c3tmzZIp0vKCjA7t27ERgYCAAIDAxEfn4+srKypJitW7eioqICPXv2lGJ27Nihd88wIyMDrVu3lmbSBQYG6n0eXYzu8xDdDadWkzVTKBSIjIyEWq2Gr68vli9fjtzcXCxfvhy+vr5Qq9WIjIxkUU/0MFRnNPiff/4p5HK5eOedd8Q///wjvvzyS+Hk5CS++OILKWbBggXC3d1drF27Vhw8eFA89dRTolmzZuLGjRtSzOOPPy66dOkidu/eLXbu3ClatmwpRo0aJZ3Pz88XKpVKjB49Whw+fFh8/fXXwsnJSXz00UdSzO+//y7kcrlISkoSx44dE3FxccLBwUEcOnTI6NfD2W21T3R0tAAgVCqVSE1NFStWrBCpqalCpVIJACI6OtrSKdo0vldNJzo6WsjlcgFA+ieXy/keNRG+V03PltrU2N//1SqShBBi3bp1on379kKpVAp/f3/x8ccf652vqKgQb731llCpVEKpVIpBgwaJEydO6MVcu3ZNjBo1Sri4uAg3Nzcxbtw4UVhYqBfz119/iT59+gilUikaNWokFixYUCmXb7/9VrRq1UooFArRrl07sWHDhmq9FhZJtQunVpsf36umpdFoRFJSkggNDRVJSUl8b5oQ36umZ0ttapYlAADgiSeewBNPPHHX8zKZDPHx8YiPj79rjKenJ1atWlXl5+nYsSN+++23KmOee+45PPfcc1UnTPR/UlJSUFZWhnnz5kEul+vdzpXL5YiPj8d//vMfpKSkYPr06ZZLlOj/KBQKREREoEWLFggNDbX6cR5ENQ03uKVa49SpUwBw1yJfd1wXR0REtRuLJKo1mjdvDgBYv369wfO647o4IiKq3VgkUa0RFhYGuVyO2bNno6ysTO9cWVkZYmNjIZfLERYWZqEMiYjImrBIolqDU6uJiKg6qj1wm8iWJSQkAACSk5P1eozkcjmio6Ol80REROxJolonISEBxcXFSEpKQmhoKJKSklBcXMwCiYiI9LAniWolTq0mIqJ7YU8SERERkQEskoiIiIgMYJFEREREZACLJCIiIiIDWCQRERERGcAiiYiIiMgALgFg5bRaLZYuXYqtW7fi5MmTmDp1KleEJiIiegjYk2TFYmJi4OzsjBkzZiA9PR0zZsyAs7MzYmJiLJ0aERFRjceeJCsVExODxMREqFQqzJ07F0qlEhqNBnFxcUhMTAQArhBNRERkRuxJskJarRbJyclQqVS4cOECxo8fDw8PD4wfPx4XLlyASqVCcnIytFqtpVMlIiKqsVgkWaGUlBSUlZVh3rx5kMv1O/vkcjni4+NRVlaGlJQUC2VIRERU87FIskKnTp0CADzxxBMGz+uO6+KIiIjI9FgkWaHmzZsDANavX2/wvO64Lo6IiIhMj0WSFQoLC4NcLsfs2bNRVlamd66srAyxsbGQy+UICwuzUIZEREQ1H4skK6RQKBAZGQm1Wg1fX18sX74cubm5WL58OXx9faFWqxEZGcn1koiIiMyISwBYKd30/uTkZL0eI7lcjujoaE7/JyIiMjP2JFmxhIQEFBcXIykpCaGhoUhKSkJxcTELJCIiooeAPUlWTqFQICIiAi1atEBoaCgcHBwsnRIREVGtwJ4kIiIiIgPYk2TluMEtERGRZbAnyYpxg1siIiLLYU+SleIGt0RERJbFniQrxA1uiYiILI9FkhXiBrdERESWxyLJCnGDWyIiIstjkWSFuMEtERGR5bFIskLc4JaIiMjyWCRZIW5wa35arRZLlizBxx9/jCVLlnAQPBERVcIlAKwUN7g1n5iYGCQnJ0u9dOnp6XjjjTcQGRnJdiUiIgmLJCuWkJCAefPmSStuDxw4kCtuPyCuP0VERMbi7TYrp9vgdtKkSYiIiGCB9AC4/hQREVUHiySqNbj+FBERVQeLJKo1uP4UERFVB4skqjW4/hQREVVHtYqkOXPmQCaT6f3z9/eXzt+8eRPh4eGoV68eXFxcMGLECKjVar1rnDt3DkOHDoWTkxO8vLwQHR1daS2gbdu2oWvXrlAqlWjRogXS0tIq5bJs2TI0bdoUjo6O6NmzJ/7888/qvBSqhbj+FBERVUe1e5LatWuHy5cvS/927twpnYuMjMS6deuwevVqbN++HZcuXcIzzzwjnS8vL8fQoUOh1Wqxa9cufPbZZ0hLS0NsbKwUc/r0aQwdOhQDBgzAgQMHMH36dEycOBGbNm2SYr755htERUUhLi4O+/btQ6dOnRASEoKcnJz7bQeqBbj+lHkVFRVhxIgRmDZtGkaMGIGioiJLp0RE9GBENcTFxYlOnToZPJefny8cHBzE6tWrpWPHjh0TAERmZqYQQoj09HRhZ2cnsrOzpZgPP/xQuLm5CY1GI4QQIiYmRrRr107v2iNHjhQhISHS4x49eojw8HDpcXl5ufDx8RHz58+vzssR169fFwDE9evXq/W8h02r1Yo1a9YIrVZr6VRqhOjoaCGXywUA6Z9cLhfR0dGWTs1mde/eXa89df+6d+9u6dRsHr//zYPtanq21KbG/v6v9jpJ//zzD3x8fODo6IjAwEDMnz8fTZo0QVZWFkpLSxEUFCTF+vv7o0mTJsjMzESvXr2QmZmJDh06QKVSSTEhISGYPHkyjhw5gi5duiAzM1PvGrqY6dOnA7g1jTsrKwuzZs2SztvZ2SEoKAiZmZlV5q7RaKDRaKTHBQUFAIDS0lKUlpZWtykeGl1u1pyjLXnnnXcQFxeHZcuWYfv27ejXrx/Cw8OhUCjYxvfh0Ucfxd69eyGTyTBq1Ch0794de/bswVdffYU9e/age/fu2LVrl6XTtFn8/jcPtqvp2VKbGptjtYqknj17Ii0tDa1bt8bly5cxd+5cPPbYYzh8+DCys7OhUCjg7u6u9xyVSoXs7GwAQHZ2tl6BpDuvO1dVTEFBAW7cuIG8vDyUl5cbjDl+/HiV+c+fPx9z586tdHzz5s1wcnK6dwNYWEZGhqVTqDG0Wi1OnDgBADhx4gTS09N5m+0+lJSUSAXSV199BUdHRwBAs2bN8OSTT2LUqFHYu3cvvvvuO5v4HrNm/P43D7ar6dlCm5aUlBgVV60iaciQIdLHHTt2RM+ePeHn54dvv/0WderUqV6GFjBr1ixERUVJjwsKCtC4cWMEBwfDzc3NgpndXVFREcaMGYNDhw6hQ4cOWLlyJVxcXCydlk174403sGTJEr3B2ytXrkRERAQWLFhgwcxsz4gRIwAAL730Ep555hmUlpYiIyMDgwcPhoODA0aNGoVVq1bhq6++wvfff2/hbG3TnW1KpsF2NT1balPdnaR7eaBtSdzd3dGqVSucPHkSgwcPhlarRX5+vl5vklqthre3NwDA29u70iw03ey322PunBGnVqvh5uaGOnXqwN7eHvb29gZjdNe4G6VSCaVSWem4g4ODVX5Be/TogT179kiPz549C09PT3Tv3p2z+e5TTEwMFi5cCC8vL/Tt2xe5ubnw9PTEjh07sHDhQtjb23Nbkmo4c+YMACA6Olrve0j3PfX6669j1apVOHPmjFV+j9kSa/05ZevYrqZnC21qbH4PtE5SUVERTp06hYYNGyIgIAAODg7YsmWLdP7EiRM4d+4cAgMDAQCBgYE4dOiQ3iy0jIwMuLm5oW3btlLM7dfQxeiuoVAoEBAQoBdTUVGBLVu2SDE1wZ0F0u327NmDHj16POSMbJ9uWxInJydcvXoV3333HbZu3YrvvvsOV69ehZOTE7clqSbdmlJJSUkGzy9cuFAvjqpHq9ViyZIl+Pjjj7FkyRK+N4ketuqMBn/99dfFtm3bxOnTp8Xvv/8ugoKCRP369UVOTo4QQojXXntNNGnSRGzdulXs3btXBAYGisDAQOn5ZWVlon379iI4OFgcOHBAbNy4UTRo0EDMmjVLivn333+Fk5OTiI6OFseOHRPLli0T9vb2YuPGjVLM119/LZRKpUhLSxNHjx4VkyZNEu7u7nqz5oxhrbPbCgsLpdlBXl5eIjU1VaxYsUKkpqYKLy8v6VxhYaGlU7UpycnJBmdg3fkvOTnZ0qnaDN17VSaTiRs3bujNbrlx44aQyWR8r94nzsI0L1uaiWUrbKlNjf39X62epAsXLmDUqFFo3bo1nn/+edSrVw9//PEHGjRoAABITk7GE088gREjRqBv377w9vbGDz/8ID3f3t4e69evh729PQIDA/Hyyy9jzJgxiI+Pl2KaNWuGDRs2ICMjA506dcL777+P5cuXIyQkRIoZOXIkkpKSEBsbi86dO+PAgQPYuHFjpcHcturFF18EADg6OuL06dMoKirC6tWrUVRUhNOnT0uDY3VxZJy///5b+tjLywupqalYsWIFUlNT4eXlZTCOqubi4oLu3btDCAEnJye88sorOHXqFF555RU4OTlBCIHu3btzHF01xcTEIDExEfXq1dN7n9arVw+JiYmIiYmxdIpEtcNDKdmslLX2JHl7ewsAIjAw0OBfkj179hQAhLe3t6VTtSnDhg0TAIRSqRR5eXli2LBhws/PTwwbNkzk5eUJpVIpAIhhw4ZZOlWbw3WSTEej0Qi5XC5UKpUoLS3V++u8tLRUqFQqIZfLpbXl6P7YUq+HrbClNjVLTxI9HLqZgpmZmQb/kty9e7deHBnn2rVrAG7NwPDw8MC6detw9uxZrFu3Dh4eHtJ4D10cGe/PP/9EYWEhhg0bBj8/PwwbNgyFhYWcYHAfUlJSUFZWhnnz5kEu159bI5fLER8fj7KyMqSkpFgoQ6Lag0WSFRo/frz08cmTJzF+/Hh4eHhg/PjxOHnypME4ujeZTAbg1kB/4Na6X3PmzEHPnj0BAEIIvTgiSzh16hQA4IknnjB4XndcF0dE5sMiyQrdvkyBq6ur3jgPV1dXg3F0b7ePa7Ozs8Pu3bsxZ84c7N69G3Z2dgbjyDg9evSAq6urXu+cq6srZ2HeB91MwPXr1xs8rzvOGYNE5sciyQqdO3dO7/GqVauk9WaqiqOq3b6kgq43ydDjuy29QIZxuQrTCgsLg1wux+zZs/UWPAWAsrIyxMbGQi6XIywszEIZEtUeLJKskO4vxKZNmxo87+fnpxdHxtEtfGiqOLq1VtrtBVLTpk0xY8YMvffunj17UFRUZIHsbJNCoUBkZCTUajV8fX2xfPly5ObmYvny5fD19YVarUZkZCS30SF6CFgkWaGwsDDIZLK7/rI+e/YsZDIZ/5KsJt0vbnt7+0rjjuzs7GBvb68XR/f2zDPPSB/n5eXh77//Rp8+ffD3338jLy/PYBzdW0JCAqKjo5GTk4OwsDCMHz8eYWFhuHLlCqKjo7kqPNFDwiLJSukGEQNA165d0bt3b3Tt2tXgeTKObkX28vJy5OfnIykpCaGhoUhKSpI2Tr49ju5Nt/J9o0aNKm1u7e7uLm0VdOcq+nRv27Ztq/R9XlFRgW3btlkmIaJaiEWSFVq8eDEASIOJ9+3bh99//x379u3TO66LI+NcunRJ+tjd3R379u3DoEGDsG/fPr1f8LfHUdV0v8SbNWtm8PwjjzyiF0fG0Y3zkslkePnll5GcnIyXX34ZMpmM47yIHiIWSVZo7dq1AG791ejl5YVnn30WAwcOxLPPPgsvLy9pkLEujoxz+1gvIYTegHghBMd63Yf69esDAHbu3ImrV69ixIgRmDZtGkaMGIGrV69i165denF0b7pxXjKZDBcuXMC+ffsQGxuLffv24cKFC1KhxHFeROYnv3cIPWy6v7pdXFxw8eJFCCGQnp6O0NBQyGQyeHh4oKioiH+dV1NYWBiio6Nx48YN5OXlYcyYMTh48CA6duyIlStXwt/fn7OGqungwYNo2LAhAEjbEwG3xs3d/vjgwYMPPTdbNXr0aAC3BnA3atRIOn706FE0atQISqUSGo0Go0ePxo8//mipNIlqBfYkWaF69eoBuLUydFFRkd5f50VFRSgtLdWLI+PcPmvI398fQ4YMQVxcHIYMGQJ/f3/OGroP3t7e91x8UyaTSWOT6N50i0RqNBoAtxY9nTt3rrToqe44F5MkMj/2JFkhX19fALd+GHp4eEjHz549q/dYF0fG080KSk5O1usxksvlnDV0H4zp0RRCoKioiJvcGsnX1xeHDh0CABQWFkKpVCI9PR2zZs2CRqORFpTl9z+R+bEnyQq1atXKpHGkLyEhAcXFxXqz24qLi1kg3QfdrSHgVs+mi4sL7O3t4eLiotfTeXscVe306dPSx4b2bjMUR0TmwSLJCo0ZM8akcVSZQqFAREQEJk2ahIiICN5iu0///PMPAMDT0xPZ2dnIzc3F999/j9zcXGRnZ0s9n7o4urecnBzpYycnJ71tiZycnAzGEZF5sEiyQhMmTJA+btCgATp27IhGjRqhY8eOeoNhb48jsgTdeKRWrVoZ7PVo2bKlXhzdm4+PD4BbBZKhWZi6QkkXR0TmwyLJCukGZLZt2xZXrlzBwYMHcfHiRRw8eBBXrlxB27Zt9eKILEW38Obu3btx8+ZNvXM3b96UtizhAp3G2759OwCgpKQEly9fxrBhw+Dn54dhw4bh8uXLKCkp0YsjIvPhwG0r1Lx5cxw6dAhHjx6Fl5cX+vbti9zcXHh6emLHjh04evSoFEdkSbqCXQiBOnXqwMfHBxUVFbCzs9NblFMXR/fm6ekJlUoFtVqNhg0bonv37hg7dix+/vlnabkFlUoFT09PC2dKVPOxJ8kKffLJJ9LHf/31FzQaDU6dOgWNRoO//vrLYBxVj1arxZIlS/Dxxx9jyZIl0Gq1lk7JJul2rNe5dOkSsrOz9Qokrj1VfdnZ2VCpVABubRAcHx8v9cqpVCpkZ2dbMj2iWoNFkhVauXKl9HHDhg2xbt06nD17FuvWrZP+krwzjowXExMDZ2dnzJgxA+np6ZgxYwacnZ0RExNj6dRsjkKh0JvFZm9vr7dZMHBr1hsHxldfdnY2rl27hrZt28LV1RVt27bFtWvXWCARPUS83WaFjB1rxDFJ1RcTE4PExESoVCrMnTtXWr04Li4OiYmJAMClAKqhqKgIarVaeqzbJPh2arWa6yTdJ09PTxw4cEBacd/BwcHSKRHVKuxJskK3z1q5ePGi3l+SFy9eNBhH96bVapGcnAyVSoV///0XRUVFWL16NYqKivDvv/9CpVIhOTmZt96q4c71j9zc3FCnTh24ublVGUdEZAtYJFkh3aag9vb2aNy4MY4ePYrCwkIcPXoUjRs3lm5l6OLIOCkpKSgrK0Pnzp1Rt25dvdttdevWRceOHVFWVoaUlBRLp2oz/v77b73HBQUFuHHjBgoKCqqMI+Nw7ByRZfF2mxU6e/YsgFu3LmQyGbp06YI6dergxo0bOHDgACoqKvTiyDi625ObNm0yeLstIyNDL47u7dq1a9LHMpkML730EgICApCVlYUvv/xS2rLk9jgyTkxMDJKTk1FWVgYASE9PxxtvvIHIyEjeEiZ6SNiTZIWaNm0K4NYvHSEE9u/fj127dmH//v16+2Tp4sg4TZo0AXDrltCFCxcwfvx4eHh4YPz48bhw4YK0J5Yuju7N3d1d+jg3NxeffvopmjVrhk8//RS5ubkG4+jedGPn6tWrh9TUVKxYsQKpqamoV68eEhMTOcmA6CFhkWSFdAvv3WvjUC7Qd3/u1a5kvPz8fOljT09PvS00bl/H5/Y4qtrtY+cMFfMcO0f08LBIskLnz5/Xe9ykSRN069atUg/HnXFUtXPnzgG4tbN6o0aNMGrUKCxZsgSjRo1Co0aNUFhYqBdH93b79H9DW2gYiqOq6cbOzZs3z+BWL/Hx8Rw7R/SQcEySFbpw4YLe43Pnzhn8xX1nHFVNt0J506ZNcebMGXz//fd65/38/HD27FmuZF4NrVq1klaAB3DXFbdbtWplifRskm5M3BNPPGHwvO44x84RmR97kqzQ7YNc69evj06dOqFRo0bo1KkT6tevbzCO7i0sLAwymQxnzpxBgwYN8Oyzz2LgwIF49tln0aBBA5w9exYymYyrQ1fD559/rvfY0IrbhuLo7nRF+vr16w2e1x1nMU9kfiySrNCdY2ZatGiB1q1bo0WLFlXGkfFkMhkGDhyIl19+GQMHDuQu9ffJxcUF3bt3B3CrTRs1agSVSoVGjRpJbdq9e3cuJFkNuq1eZs+eLc1s0ykrK0NsbCy3eiF6SHi7zQrd3lt09erVSreFDMXRvaWkpEAIgZCQEGzevFnvl4ydnR0GDx6MjIwMpKSkYPr06ZZL1MqUlJTg+PHjdz2fmpqK0aNH4+jRo3qLnQK3NrZNTU3Fvn377vp8f39/ODk5mSxfW6dQKBAZGYnExEQ0atQIjz32GPLy8vD555/jt99+Q05ODqKjo7nVC9FDwCLJCjVq1MikcXSLbgyHWq2u1AtXUVGBK1eu6MXRLcePH0dAQMB9Pffo0aP3fG5WVha6du16X9evqRISErBt2zbs2bOn0h9J3bt35zpJRA8JiyQr9Mgjj5g0jm7RjeE4cOCAwfO64xzroc/f3x9ZWVlGxZ64nI+o1Yew8LkOaN3Q3ejrk76YmBjs2bPH4Lk9e/YgJiaGhRLRQ8AiyQrdPg5Bt6Ckocd3jlegqo0ZMwaRkZHS465du8LJyQklJSV6t4PGjBljifSslpOTk9E9PXZnr0H52w20ad8Jnf047f9+aLVaJCUlAQC8vLwQHx8vrQwfGxuLnJwcJCUlYd68ebzlRmRmHLhthTZs2CB9fOdtodsf3x5H93Zn8bNv3z7s3Lmz0ngZFklkSYsXL4YQAq6urrh48aLeYpIXL16Eq6srhBBYvHixpVMlqvFYJFGtsWPHDpPGEZnD2rVrAQBxcXEGF5OcPXu2XhwRmQ+LJCs0dOhQ6eOLFy+ibdu2cHV1Rdu2bfVmD90eR/em2xhYoVAgLy8Pw4YNg5+fH4YNG4a8vDzp1oUujsjSioqKMGLECEybNg0jRoxAUVGRpVMiqlU4JskK3f7X4+0z2I4ePar3+M6/MqlqjRs3xvHjx6HVauHh4SEdP3v2rN7jxo0bWyI9IgDAU089hd9//x0xMTGYMWOGdPzs2bNwdXWFnZ2dFEdE5sWeJCtk7N5h3GOsevr27WvSOCJzmDZtGoC792jqjuviiMh8WCRZIR8fH+lj3V+Nhh7fHkf3dueK5Q8aR2QOWq3WpHFEdP9YJFmhzMxMAIC9vb3B2W329vZ6cWQcY5dM4NIKZEkvvvgigFvf/7rvdR25XC4d08VR9Wm1WixZsgQff/wxlixZwoKT7opFkhU6c+YMAKC8vBzArR+GCxculH4o6o7r4sg4xi6ZwKUVyJJ0i0j+97//RX5+fqUJBm+88YZeHFVPTEwMnJ2dMWPGDKSnp2PGjBlwdnZGTEyMpVMjK/RARdKCBQsgk8n09rm6efMmwsPDUa9ePbi4uGDEiBFQq9V6zzt37hyGDh0KJycneHl5ITo6utJf79u2bUPXrl2hVCrRokULpKWlVfr8y5YtQ9OmTeHo6IiePXvizz//fJCXYzX8/PwA3PpL0s7ODqtWrUJUVBRWrVql99elLo6Iag5HR0cAwNdffw0PDw+sW7cOZ8+exbp16+Dh4YFvv/1WL46MFxMTg8TERNSrVw+pqalYsWIFUlNTUa9ePSQmJrJQokruu0jas2cPPvroI3Ts2FHveGRkJNatW4fVq1dj+/btuHTpEp555hnpfHl5OYYOHQqtVotdu3bhs88+Q1paGmJjY6WY06dPY+jQoRgwYAAOHDiA6dOnY+LEidi0aZMU88033yAqKgpxcXHYt28fOnXqhJCQEOTk5NzvS7Iajz76KIBbbXX06FG4uLhAJpPBxcUFR44ckXqSdHFkHGOXTODSCmRJkyZNAgD8/fffqFu3Lp599lkMHDgQzz77LOrWrYt//vlHL46Mo9VqkZycDJVKhQsXLugt0nnhwgWoVCokJyfz1hvpE/ehsLBQtGzZUmRkZIh+/fqJadOmCSGEyM/PFw4ODmL16tVS7LFjxwQAkZmZKYQQIj09XdjZ2Yns7Gwp5sMPPxRubm5Co9EIIYSIiYkR7dq10/ucI0eOFCEhIdLjHj16iPDwcOlxeXm58PHxEfPnzzf6dVy/fl0AENevXzf+xT8EU6ZMEQDu+W/KlCmWTtWmJCQkGNWuCQkJlk7VZu0/c1X4zVwv9p+5aulUbFZhYaFR79PCwkJLp2pTkpOTBQDxv//9TwghhFarFWvWrBFarVYIIcRHH30kAIjk5GQLZmnb7mxTa2bs7//7WmgnPDwcQ4cORVBQEObNmycdz8rKQmlpKYKCgqRj/v7+aNKkCTIzM9GrVy9kZmaiQ4cOUKlUUkxISAgmT56MI0eOoEuXLsjMzNS7hi5Gd1tPq9UiKysLs2bNks7b2dkhKCioysHMGo0GGo1GelxQUAAAKC0tRWlp6f00hVk0bdrU6DhrytvanThxwug4tuv90d02LysrYxvep48++sjouIiICDNnU3P8/fffAG79Lrn9Z77u/5CQECmO7937c2ebWjNjc6x2kfT1119j3759BgcNZmdnQ6FQwN3dXe+4SqVCdna2FHN7gaQ7rztXVUxBQQFu3LiBvLw8lJeXG4w5fvz4XXOfP38+5s6dW+n45s2b4eTkdNfnPWxubm7Sx0uXLsXnn38OtVoNlUqF0aNHY+rUqVJcenq6pdK0Obffrr1XHNv1/pwvAgA5/vjjD1w8bOlsbFNGRgaAWyvDG7r1ozuekZHB5SqqQfcH8oIFCxAcHCwd17W37ueDRqPh9/8D0rWpNSspKTEqrlpF0vnz5zFt2jRkZGTY5KDBWbNmISoqSnpcUFCAxo0bIzg4WK8wsbTbV3x+++238dZbb8HZ2RnFxcV4++23pXNvvfUWzp8/b4kUbVJ11p8JDQ01czY101/ncoFDe9GrVy90auJp6XRs0ieffAIAeP7555Gamoply5Zh+/bt6NevH8LDwzFp0iSsWrUKCoWC79NqCAoKwsqVK/Hdd98hKSkJQghkZGRg8ODBkMlkmDRpEuRyOZYsWSJtUUTVU1paKrWpg4ODpdOpku5O0r1Uq0jKyspCTk4OunbtKh0rLy/Hjh078MEHH2DTpk3QarXIz8/X601Sq9Xw9vYGAHh7e1eahaab/XZ7zJ0z4tRqNdzc3FCnTh1phpehGN01DFEqlVAqlZWOOzg4WNUXND8/HwAwbNgwbNiwQeo5Am7NeAsNDUV6ejry8/OtKm9rd2f3auPGjeHt7Y3s7Gy9YrO0tJTtep90W+XI5XK24X3y9fUFAGzcuBEymUyazWpvbw+ZTIbNmzdLcWxj4zk4OCAyMhKJiYlo1qwZ4uLi4OjoiM8++wxz585FTk4OoqOj4ezsbOlUbZ61/U41xNj8qlUkDRo0CIcOHdI7Nm7cOPj7+2PmzJlo3LgxHBwcsGXLFowYMQLArfEd586dQ2BgIAAgMDAQ77zzDnJycuDl5QXgVtecm5sb2rZtK8Xc2d2ZkZEhXUOhUCAgIABbtmzB8OHDAdxaqn/Lli2YMmVKdV6SVXJ3d4darcb27dshk8kqnf/tt9+kODJe8+bNsXfvXunx+fPnDfbENW/e/GGmRaSnVatWAICrV6/q/cLWrelzZxwZLyEhAQCQnJyMsLAw6bhcLkd0dLR0nkjyoCPEb5/dJoQQr732mmjSpInYunWr2Lt3rwgMDBSBgYHS+bKyMtG+fXsRHBwsDhw4IDZu3CgaNGggZs2aJcX8+++/wsnJSURHR4tjx46JZcuWCXt7e7Fx40Yp5uuvvxZKpVKkpaWJo0ePikmTJgl3d3e9WXP3Yq2z2y5fvizNYPH09BSpqalixYoVIjU1VXh6ekrnLl++bOlUbUrbtm31ZgcplUrh6OgolEql3vG2bdtaOlWbxdltD06j0QiZTFblzDaZTCbNBqbq02g0IikpSYSGhoqkpCS2pYlwdpsRkpOTYWdnhxEjRkCj0SAkJAQpKSnSeXt7e6xfvx6TJ09GYGAgnJ2dMXbsWMTHx0sxzZo1w4YNGxAZGYnFixfD19cXy5cvl2YfAMDIkSNx5coVxMbGIjs7G507d8bGjRsrDea2RZ6e/38sR25uLmbNmoUmTZrg3LlzyMvLMxhH1Xf7TEcia+Tl5YXHHnsMeXl58PDwwG+//VYj1oKzNIVCgYiICLRo0QKhoaFWf2uILOeBi6Rt27bpPXZ0dMSyZcuwbNmyuz7Hz8/vnrMH+vfvj/3791cZM2XKlBpxe+1OuqLSzs4OFRUVyMvL0yuOdMdTUlL0Vjunqt25WfCDxhGZQ0pKCoQQCAkJwZYtW/D9999L5+RyOYKDg7F582Z+/xM9BPxtYIVOnToF4NY4K3d3d+mXtp2dHdzd3VFRUaEXR8a5fcKBKeKIzEH3fZ2Wlobi4mIkJSUhNDQUSUlJKC4uxooVK/TiiMh8TH67jR5ckyZNANwqinQz3YBbRVN+fr7Uk6SLI+Ps27fPpHFE5qCbOLB+/XpMnDix0m2h9evX68URkfmwJ8mKVVRUQCaT4eWXX0ZycjJefvllyGQyqSeJqkcIYdI4InMICwuDXC7H7NmzK238XVZWhtjYWMjlcr3ZWURkHiySrNDJkyeljz09PXHw4EEkJSXh4MGDeoO1b4+je3vkkUf0HuvWzbpz7aw744geJoVCgcjISKjVamnSSm5uLpYvXw5fX1+o1WpERkZywUOih4C326zQrl27ANwapHnt2jVcu3YNAHDx4kUAt2YIlpeXS3FknC5dumDdunXS47vNbuvSpcvDSonIIK7nQ2Qd2JNkxe7satcpLy9/yJnUDCtXrtR73LhxY3Tr1k1vGxhDcUSWkJCQYHDgNgskooeHPUlWqEmTJjh8+N67g3LgdvXcvHlT7/HdVty+M47IHEpKSqrckFune69HkXNDhu69Ao36uQAA/v7+VrVpt7XRarVYunQptm7dipMnT2Lq1Km8fUkGsUiyQtXZiJWM5+HhgezsbNjb2+Pq1asYM2YMDh48iI4dO2LlypWoX78+ysvL4eHhYelUqRY4fvw4AgICjI6vTv9RVlYWl7K4i5iYGCQnJ0s99enp6XjjjTcQGRnJXjqqhEWSFdq+fbveY90YJN3/d4ujqvXp0wfHjh1DeXk5WrZsifj4eDz99NO4efMmWrZsKbVtnz59LJwp1Qb+/v7Iysq6Z9yJy/mIWn0IC5/rgNYN3Y2+NlUWExODxMREqFQqzJ07F0qlEhqNBnFxcUhMTAQAFkqkh0WSFbpzt3rdL+87xyLdGUdV022gDNzaPPRuU6hvjyMyFycnJ6N6e+zOXoPytxto074TOvvVewiZ1UxarRbJyclQqVS4cOEChBBIT09HaGgoJkyYAF9fXyQnJ2PevHm89UYSDty2QnfuI+To6Ih69erB0dGxyjiqmm79Gbnc8N8GunNcf4ao5klJSUFZWRnmzZtX6WeAXC5HfHw8ysrK9PYaJWKRZIUCAwP1Hrdp0watW7dGmzZtqoyjqunWnykrK0P9+vXRsWNHNGrUCB07dkT9+vVRVlbG9WeIaijdNi5PPPGEwfO649zuhW7H221W6NixY3qP77bR751xdG+3rz9z9epVALfWn+L6M0Q1253bvdyJ272QIexJskIFBQUmjSN9XH+GqPbhdi90P1gkWaG6deuaNI6IqLbjdi90P3i7zQpNmDAB8+fPNyqOqi8mJgbvv/++tFFweno6YmJi8Prrr7M3iagG43YvVF3sSbJCO3bsMGkc/X+6dVJ0BZJORUUFEhMTERMTY6HMiOhh4O12qg72JFmhu+3Zdr9xdItWq0VSUhIAwMvLC/Hx8dJicrGxscjJyUFSUhLXSSGq4RQKBSIiItCiRQuEhoZyORW6K/YkWaH8/HyTxtEtixcvhhACrq6uuHjxIsaPHw8PDw+MHz8eFy9ehKurK4QQWLx4saVTJSIiK8AiyQpduHDBpHF0y9q1awEAcXFxBheTmz17tl4cERHVbiySrFBxcbFJ44iIiKj6WCRRrfHUU08BgLT9wO102xXcHkdERLUbiyQrJJPJTBpHt0ybNg0ymQwFBQVo1KiR3jopjRo1QmFhIWQyGaZNm2bpVImIyApwdpsVcnFxQWFhoVFxZDyFQoEZM2YgMTEROTk5BlfWnTFjBme2ERERABZJVsnOzrgOPmPj6P/TrYWycOFClJeXS8flcjkiIyO5VgoREUn4W9YKlZSUmDSO9CUkJKCkpISLyRERUZXYk2SFhBAmjaPKuJgcERHdC3uSrJCxY404JomIiMh8WCRZIX9/f5PGERERUfWxSLJCzzzzjEnjiIiIqPpYJFmhyZMnmzSOiIiIqo9FkhVavny5SeOIiIio+lgkWaFTp04BuNVTZG9vr3dOLpdLPUi6OCIiIjI9FklWqHnz5gCArl27GlzPp3PnznpxREREZHoskqxQWFgY5HI5Zs+eDTs7O0RERGDSpEmIiIiAnZ0dYmNjIZfLDW6rQURERKbBIskKKRQKREZGQq1Ww9fXV28jVl9fX6jVakRGRnKPMSIiIjPiittWSrdFRnJysl6PkVwuR3R0NLfQuIuSkhIcP37cqNiiGxrsOnQKHvX3wqWO8p7x/v7+cHJyetAUiYjIRrBIsmIJCQmYN28eli5diq1bt2LgwIGYOnUqe5CqcPz4cQQEBFTrOcaWm1lZWejatWv1kyIiIpvEIsnKcY+x6vH390dWVpZRsScu5yNq9SEsfK4DWjd0N+raRERUe7BIohrFycnJ6N4eu7PXoPztBtq074TOfvXMnBkREdkaDtwmIiIiMoBFEhEREZEB1SqSPvzwQ3Ts2BFubm5wc3NDYGAgfv75Z+n8zZs3ER4ejnr16sHFxQUjRoyAWq3Wu8a5c+cwdOhQODk5wcvLC9HR0SgrK9OL2bZtG7p27QqlUokWLVogLS2tUi7Lli1D06ZN4ejoiJ49e+LPP/+szkshIiIiqlK1xiT5+vpiwYIFaNmyJYQQ+Oyzz/DUU09h//79aNeuHSIjI7FhwwasXr0adevWxZQpU/DMM8/g999/BwCUl5dj6NCh8Pb2xq5du3D58mWMGTMGDg4OePfddwEAp0+fxtChQ/Haa6/hyy+/xJYtWzBx4kQ0bNgQISEhAIBvvvkGUVFRSE1NRc+ePbFo0SKEhITgxIkT8PLyMnETmY+x09WrO1Ud4HR1IiKiByYekIeHh1i+fLnIz88XDg4OYvXq1dK5Y8eOCQAiMzNTCCFEenq6sLOzE9nZ2VLMhx9+KNzc3IRGoxFCCBETEyPatWun9zlGjhwpQkJCpMc9evQQ4eHh0uPy8nLh4+Mj5s+fX63cr1+/LgCI69evV+t5ppKVlSUAmOVfVlaWRV6TLdl/5qrwm7le7D9z1dKp1BhsU9Njm5qHVqsVa9asEVqt1tKp1Bi21KbG/v6/79lt5eXlWL16NYqLixEYGIisrCyUlpYiKChIivH390eTJk2QmZmJXr16ITMzEx06dIBKpZJiQkJCMHnyZBw5cgRdunRBZmam3jV0MdOnTwcAaLVaZGVlYdasWdJ5Ozs7BAUFITMzs8qcNRoNNBqN9LigoAAAUFpaitLS0vttivvWvHlz7N69+55xf1++jugfjyLx6bZo1bCu0de2xGuyJbrbvGVlZWwrE2Gbmh7b1Dx0bck2NR1balNjc6x2kXTo0CEEBgbi5s2bcHFxwY8//oi2bdviwIEDUCgUcHd314tXqVTIzs4GAGRnZ+sVSLrzunNVxRQUFODGjRvIy8tDeXm5wZh73bqaP38+5s6dW+n45s2brfrWVH4RoPRugfyiEly+XGLUcy5fvmzmrGzf+SIAkOOPP/7AxcOWzqZmYJuaHtvUvDIyMiydQo1jC21aUmLc79JqF0mtW7fGgQMHcP36dXz33XcYO3Ystm/fXu0ELWHWrFmIioqSHhcUFKBx48YIDg6Gm5ubBTOr2l/ncoFDe9GrVy90auJp6XRqDLar6bFNTY9tah6lpaXIyMjA4MGDuUividhSm+ruJN1LtYskhUKBFi1aAAACAgKwZ88eLF68GCNHjoRWq0V+fr5eb5JarYa3tzcAwNvbu9IsNN3st9tj7pwRp1ar4ebmhjp16sDe3h729vYGY3TXuBulUgmlsvLAZwcHB6v+gsrlcul/a87T1rBdTY9tanpsU/Oy9p//tsgW2tTY/B54naSKigpoNBoEBATAwcEBW7Zskc6dOHEC586dQ2BgIAAgMDAQhw4dQk5OjhSTkZEBNzc3tG3bVoq5/Rq6GN01FAoFAgIC9GIqKiqwZcsWKYaIiIjoQVWrJ2nWrFkYMmQImjRpgsLCQqxatQrbtm3Dpk2bULduXUyYMAFRUVHw9PSEm5sbpk6disDAQPTq1QsAEBwcjLZt22L06NFISEhAdnY2Zs+ejfDwcKmH57XXXsMHH3yAmJgYjB8/Hlu3bsW3336LDRs2SHlERUVh7Nix6NatG3r06IFFixahuLgY48aNM2HTEBERUW1WrSIpJycHY8aMweXLl1G3bl107NgRmzZtwuDBgwEAycnJsLOzw4gRI6DRaBASEoKUlBTp+fb29li/fj0mT56MwMBAODs7Y+zYsYiPj5dimjVrhg0bNiAyMhKLFy+Gr68vli9fLq2RBAAjR47ElStXEBsbi+zsbHTu3BkbN26sNJibiIiI6H5Vq0j65JNPqjzv6OiIZcuWYdmyZXeN8fPzQ3p6epXX6d+/P/bv319lzJQpUzBlypQqY4iIiIjuF/duIyIiIjKARRIRERGRASySiIiIiAxgkURERERkAIskIiIiIgNYJBEREREZwCKJiIiIyAAWSUREREQGsEgiIiIiMoBFEhEREZEBLJKIiIiIDGCRRERERGQAiyQiIiIiA1gkERERERnAIomIiIjIABZJRERERAawSCIiIiIygEUSERERkQEskoiIiIgMkFs6ASIiIlMoKSnB8ePHjYotuqHBrkOn4FF/L1zqKO8Z7+/vDycnpwdNkWwMiyQiIqoRjh8/joCAgGo9J8HIuKysLHTt2rX6SZFNY5FEREQ1gr+/P7KysoyKPXE5H1GrD2Hhcx3QuqG7Udem2odFEhER1QhOTk5G9/bYnb0G5W830KZ9J3T2q2fmzMhWceA2ERERkQEskoiIiIgMYJFEREREZACLJCIiIiIDWCQRERERGcAiiYiIiMgAFklEREREBrBIIiIiIjKARRIRERGRASySiIiIiAxgkURERERkAIskIiIiIgNYJBEREREZwCKJiIiIyAAWSUREREQGyC2dABFZzumrxSjWlJnseqeuFEv/y+Wm+/HirJSjWX1nk12PiMgYLJKIaqnTV4sxIGmbWa79+neHTH7NX2f0Z6FERA8ViySiWkrXg7RoZGe08HIxzTVvaLB+Wyae6B8I5zpKk1zzZE4Rpn9zwKQ9XkRExqhWkTR//nz88MMPOH78OOrUqYNHH30U7733Hlq3bi3F3Lx5E6+//jq+/vpraDQahISEICUlBSqVSoo5d+4cJk+ejF9//RUuLi4YO3Ys5s+fr9c9v23bNkRFReHIkSNo3LgxZs+ejVdeeUUvn2XLliExMRHZ2dno1KkTli5dih49etxnUxDVTi28XNC+UV2TXKu0tBTZDYCufh5wcHAwyTWJiCylWgO3t2/fjvDwcPzxxx/IyMhAaWkpgoODUVxcLMVERkZi3bp1WL16NbZv345Lly7hmWeekc6Xl5dj6NCh0Gq12LVrFz777DOkpaUhNjZWijl9+jSGDh2KAQMG4MCBA5g+fTomTpyITZs2STHffPMNoqKiEBcXh3379qFTp04ICQlBTk7Og7QHEREREYBq9iRt3LhR73FaWhq8vLyQlZWFvn374vr16/jkk0+watUqDBw4EACwYsUKtGnTBn/88Qd69eqFzZs34+jRo/jll1+gUqnQuXNnvP3225g5cybmzJkDhUKB1NRUNGvWDO+//z4AoE2bNti5cyeSk5MREhICAFi4cCFeffVVjBs3DgCQmpqKDRs24NNPP8Ubb7zxwA1DREREtdsDjUm6fv06AMDT0xMAkJWVhdLSUgQFBUkx/v7+aNKkCTIzM9GrVy9kZmaiQ4cOerffQkJCMHnyZBw5cgRdunRBZmam3jV0MdOnTwcAaLVaZGVlYdasWdJ5Ozs7BAUFITMz8675ajQaaDQa6XFBQQGAW7cISktL77MVzK+srEz635rztDW1vV3N8fp11zFle/LrVLtfv7mwXU3PHN//5mJsjvddJFVUVGD69Ono3bs32rdvDwDIzs6GQqGAu7u7XqxKpUJ2drYUc3uBpDuvO1dVTEFBAW7cuIG8vDyUl5cbjDl+/Phdc54/fz7mzp1b6fjmzZvh5ORkxKu2jPNFACDHH3/8gYuHLZ1NzVHb21X3+nfu3Imzphm3LcnIyDDZtcyZpy2o7e9Tc2G7mpZWq8XGjRuRnZ2Nn376CY8//jgUCoWl07qrkpISo+Luu0gKDw/H4cOHsXPnzvu9xEM3a9YsREVFSY8LCgrQuHFjBAcHw83NzYKZVe2vc7nAob3o1asXOjXxtHQ6NUZtb9cjlwqQdOgP9OnTB+18TPP+Ly0tRUZGBgYPHmyygdvmyNOW1Pb3qbmwXU3njTfewJIlS6TeOQBYuXIlIiIisGDBAgtmdne6O0n3cl9F0pQpU7B+/Xrs2LEDvr6+0nFvb29otVrk5+fr9Sap1Wp4e3tLMX/++afe9dRqtXRO97/u2O0xbm5uqFOnDuzt7WFvb28wRncNQ5RKJZTKytOSHRwcrHomjm7Wn1wut+o8bU1tb1dzvn5Tfk/x61S7X7+5sF1NIyYmBgsXLoRKpcLcuXOhVCqh0WgQFxeHhQsXwt7eHgkJCZZOsxJjv+bVKpKEEJg6dSp+/PFHbNu2Dc2aNdM7HxAQAAcHB2zZsgUjRowAAJw4cQLnzp1DYGAgACAwMBDvvPMOcnJy4OXlBeBW17ybmxvatm0rxaSnp+tdOyMjQ7qGQqFAQEAAtmzZguHDhwO4dftvy5YtmDJlSnVeEhGRSdnKKuYAVzKnB6PVapGcnAyVSoULFy5ACIH09HSEhoZiwoQJ8PX1RXJyMubNm2fVt96qUq3vuPDwcKxatQpr166Fq6urNIaobt26qFOnDurWrYsJEyYgKioKnp6ecHNzw9SpUxEYGIhevXoBAIKDg9G2bVuMHj0aCQkJyM7OxuzZsxEeHi718rz22mv44IMPEBMTg/Hjx2Pr1q349ttvsWHDBimXqKgojB07Ft26dUOPHj2waNEiFBcXS7PdiIgeNltbxRzgSuZ0/1JSUlBWVoZ58+ZBLpfrDYaWy+WIj4/Hf/7zH6SkpEgTr2xNtYqkDz/8EADQv39/veMrVqyQFnpMTk6GnZ0dRowYobeYpI69vT3Wr1+PyZMnIzAwEM7Ozhg7dizi4+OlmGbNmmHDhg2IjIzE4sWL4evri+XLl0vT/wFg5MiRuHLlCmJjY5GdnY3OnTtj48aNlQZzExE9LLayijnAlczpwZ06dQoA8MQTTxg8rzuui7NF1b7ddi+Ojo5YtmwZli1bdtcYPz+/SrfT7tS/f3/s37+/ypgpU6bw9hoRWR2uYk61QfPmzQEA69evx8SJEyudX79+vV6cLarWittEREREABAWFga5XI7Zs2frzWwDbq0/FRsbC7lcjrCwMAtl+OBYJBEREVG1KRQKREZGQq1WS8NicnNzsXz5cvj6+kKtViMyMtJmB20DD7jiNhEREdVeuun9ycnJej1Gcrkc0dHRVjn9vzrYk0RERET3LSEhAcXFxUhKSkJoaCiSkpJQXFxs8wUSwJ4kIiIiekAKhQIRERFo0aIFQkNDa8wkA/YkERERERnAIomIiIjIAN5uIyIiq2bqrV4A8233wq1eahYWSUREZLXMudULYJ7tXrjVS83BIomIiKyWObZ6Acyz3Qu3eql5WCQREZHVM+VWLwC3eyHjcOA2ERERkQEskoiIiIgMYJFEREREZACLJCIiIiIDOHCbbALXSSEiooeNRRJZPa6TQkRElsAiiawe10khIiJLYJFENoPrpBAR0cPEgdtEREREBrBIIiIiIjKAt9vMwNQzscw1CwvgTCwiIrq7kpISHD9+3KjYohsa7Dp0Ch7198LFyHGe/v7+cHJyepAUzYpFkomZcyaWOWZhAZyJRUREhh0/fhwBAQHVek5CNWKzsrLQtWvX6iX1ELFIMjFzzMQyxywsgDOxiIioav7+/sjKyjIq9sTlfEStPoSFz3VA64buRl/fmrFIMhNTzsTiLCwiIrIEJycno3t67M5eg/K3G2jTvhM6+9Uzc2YPBwduExERERnAIomIiIjIABZJRERERAawSCIiIiIygEUSERERkQEskoiIiIgMYJFEREREZACLJCIiIiIDWCQRERERGcAiiYiIiMgAFklEREREBrBIIiIiIjKARRIRERGRASySiIiIiAyQWzoBIiKiqsjkBThdcAJ2ji4mu2ZZWRkulV3CsdxjkMtN86vwdEERZPICk1yLrAOLJCIismoO7rvx5p/vmuXaKRtTTHo9B/dBAEJNek2ynGoXSTt27EBiYiKysrJw+fJl/Pjjjxg+fLh0XgiBuLg4/O9//0N+fj569+6NDz/8EC1btpRicnNzMXXqVKxbtw52dnYYMWIEFi9eDBeX//9XwsGDBxEeHo49e/agQYMGmDp1KmJiYvRyWb16Nd566y2cOXMGLVu2xHvvvYfQUL45ichyTN3rYY4eD8C2ej1K83vi/aEvormXaXuSft/5O3r36W2ydj2VU4SIL0+Z5FpkHar9ziguLkanTp0wfvx4PPPMM5XOJyQkYMmSJfjss8/QrFkzvPXWWwgJCcHRo0fh6OgIAHjppZdw+fJlZGRkoLS0FOPGjcOkSZOwatUqAEBBQQGCg4MRFBSE1NRUHDp0COPHj4e7uzsmTZoEANi1axdGjRqF+fPn44knnsCqVaswfPhw7Nu3D+3bt3+QNiEium/m6vUwdY8HYDu9HqLMDc3cWqNtvbomu2ZpaSlOy0+jjWcbODg4mOSaFTevQ5RdMcm1yDpUu0gaMmQIhgwZYvCcEAKLFi3C7Nmz8dRTTwEAVq5cCZVKhTVr1uCFF17AsWPHsHHjRuzZswfdunUDACxduhShoaFISkqCj48PvvzyS2i1Wnz66adQKBRo164dDhw4gIULF0pF0uLFi/H4448jOjoaAPD2228jIyMDH3zwAVJTU++rMYiIHpSpez3M0eMBsNeDgNNXi1GsKTPZ9U5dKZb+N+V71VkpR7P6zia7XnWYdEzS6dOnkZ2djaCgIOlY3bp10bNnT2RmZuKFF15AZmYm3N3dpQIJAIKCgmBnZ4fdu3fj6aefRmZmJvr27QuFQiHFhISE4L333kNeXh48PDyQmZmJqKgovc8fEhKCNWvW3DU/jUYDjUYjPS4ouNXVXFpaitLS0gd9+QBu/UDT/W+qa+quY6rr6ZgjV3MwV57maFdbaVPAdt6rttamoswNjZ2ao6Wbm0muqevxaOHawmQ9HgCgLSqAKLti9e3K73/zOHOtGIMX/W6Wa7/+3SGTXzNjem80rWe6QsnYr49Ji6Ts7GwAgEql0juuUqmkc9nZ2fDy8tJPQi6Hp6enXkyzZs0qXUN3zsPDA9nZ2VV+HkPmz5+PuXPnVjq+efNmODk5GfMS7+l8ESCTl+DH375FZh2TXFLy2c+fmfR62TcAmdwdO3fuxFnT3eo3ufNFACA3W54ZGRkmu5a5czUlc+bKNrXuNgVsp135/W8eulxHtyiHqo4wyTVLK4BcDeCpBBxMtMCQ+oYMn5+0x6Yt29HYhG1aUlJiVFytmt02a9Ysvd6ngoICNG7cGMHBwXAz0V99Ry4VYMnlt/FD+RagyCSXNCsH90Ho0+cttPMxzes3hyOXCpB06A/06dPHpHmWlpYiIyMDgwcPNtlf6ObK1RzMkSvb1DbaFLCdduX3v3noch0xuLdVv1ePXCrA5ydN36a6O0n3YtIiydvbGwCgVqvRsGFD6bharUbnzp2lmJycHL3nlZWVITc3V3q+t7c31Gq1Xozu8b1idOcNUSqVUCqVlY47ODiY7Asql8ttbkyCXC436Q9fU9O9ZnPlaeqvv+5/a25TwLy5sk2tu00B22lXfv+bh628V82Vp7HXMmmR1KxZM3h7e2PLli1SUVRQUIDdu3dj8uTJAIDAwEDk5+cjKysLAQEBAICtW7eioqICPXv2lGL++9//orS0VHohGRkZaN26NTw8PKSYLVu2YPr06dLnz8jIQGBgoClf0n0x9UwMc8zCADgTg2xjurotTVUnopql2j/FioqKcPLkSenx6dOnceDAAXh6eqJJkyaYPn065s2bh5YtW0pLAPj4+EhrKbVp0waPP/44Xn31VaSmpqK0tBRTpkzBCy+8AB8fHwDAiy++iLlz52LChAmYOXMmDh8+jMWLFyM5OVn6vNOmTUO/fv3w/vvvY+jQofj666+xd+9efPzxxw/YJES1h61MV7eVqepEVLNUu0jau3cvBgwYID3WjfEZO3Ys0tLSEBMTg+LiYkyaNAn5+fno06cPNm7cKK2RBABffvklpkyZgkGDBkmLSS5ZskQ6X7duXWzevBnh4eEICAhA/fr1ERsbK03/B4BHH30Uq1atwuzZs/Hmm2+iZcuWWLNmDddIIqoGW7g1zKnqRGQp1f4p1r9/fwhx95HwMpkM8fHxiI+Pv2uMp6entHDk3XTs2BG//fZblTHPPfccnnvuuaoTJqK7soVbw7wtTGQevN1+b7VqdhvZLm5wSURkWrzdfm8sksgmcINLIiLT4u32e2ORRDaBG1wSEZkWb7ffG4sksgnc4JKIiB42Ey0cTkRERFSzsEgiIiIiMoC324iIyGrdKC0HABy+eN2k1y2+ocHeK4D32Tw416m8XdX9OJljAxt2UrWwSCIiIqt16v8Kjzd+OGSGq8vx+ck9Jr+qs5K/WmsKfiWJiMhqBbe7tWl5cy8X1HGwN9l1T1y+jte/O4T3n+2A1g1NNyHEWSlHs/rOJrseWRaLJCIiEzHHrSFz3BYCbOfWkKezAi/0aGLy65aVlQEAmjdwRvtGpiuSqGZhkUREZCLmuzVknttCAG8NEVWF3x1ERCZijltD5rotBPDWENG9sEgiqqVs5daQrdwWAsxza4i3hYgsh0USUS1la7eGeFuIiB42/tQhqqVs6dYQbwsRkSWwSCKqpXhriKj24u1247BIIiIiqmV4u904LJKIiIhqGd5uNw6LJCIiolqGt9uNwyKJrB43uCQiIktgkURWjxtcEhFZRklJCY4fP25U7InL+dBkn8Sxw3VQcc3dqOf4+/vDycnpATI0L/4kJ6vHDS6JyBjm/IVu7b/MzeX48eMICAio1nNe/Mz42KysLHTt2rWaWT08LJLI6nGDSyIyhjl/oVv7L3Nz8ff3R1ZWllGxRTc02PBrJoYOCISLkUMY/P39HyQ9s2ORRERENYI5f6Fb+y9zc3FycjK6OCwtLUXe1RwE9ugGBwcHM2f2cLBIIiKiGqG2/0In07OzdAJERERE1og9SUREFmDsIOOaOGOIyFawSCIisoDqDjKuSTOGiGwFiyQiIgswdpBxTZwxRGQrWCQREVmAsYOMOcCYyHJYJJmYObbQMMf2GQC30CAiIqoKiyQTM98WGubZPgPgFhpERESG8LejiZljCw1zbZ8BcAsNurfavncTEdVeLJJMzBxbaHD7DLKk2r53ExHVXiySiKhKtX3vJiKqvVgkUY3CXcBNj1s9EFFtxSKJahTuAk5ERKbCIolqFO4CTkREpsIiyYK4d5Pp8dYQERGZCoskC+LeTURERNaLRZIFce8mIiIi62XzRdKyZcuQmJiI7OxsdOrUCUuXLkWPHj0snZZRuHcTERGR9bKzdAIP4ptvvkFUVBTi4uKwb98+dOrUCSEhIcjJybF0akRERGTjbLpIWrhwIV599VWMGzcObdu2RWpqKpycnPDpp59aOjUiIiKycTZ7u02r1SIrKwuzZs2SjtnZ2SEoKAiZmZkGn6PRaKDRaKTHBQUFAG7dziotLTVvwg9Al5s152iL2K6mxzY1PbapebBdTc+W2tTYHG22SLp69SrKy8uhUqn0jqtUqrtOq58/fz7mzp1b6fjmzZttYrp8RkaGpVOokdiupsc2NT22qXmwXU3PFtq0pKTEqDibLZLux6xZsxAVFSU9LigoQOPGjREcHAw3NzcLZla10tJSZGRkYPDgwRy4bUJsV9Njm5oe29Q82K6mZ0ttqruTdC82WyTVr18f9vb2UKvVesfVajW8vb0NPkepVEKprDyF3sHBweq/oIDt5Glr2K6mxzY1PbapebBdTc8W2tTY/Gx24LZCoUBAQAC2bNkiHauoqMCWLVsQGBhowcyIiIioJrDZniQAiIqKwtixY9GtWzf06NEDixYtQnFxMcaNG2fp1IiIiMjG2XSRNHLkSFy5cgWxsbHIzs5G586dsXHjxkqDuYmIiIiqy6aLJACYMmUKpkyZYuk0iIiIqIax2TFJRERERObEIomIiIjIABZJRERERAbY/JikByGEAGD8olKWUlpaipKSEhQUFFj92hO2hO1qemxT02Obmgfb1fRsqU11v/d1dcDd1OoiqbCwEADQuHFjC2dCRERED1thYSHq1q171/Myca8yqgarqKjApUuX4OrqCplMZul07kq3fcr58+etevsUW8N2NT22qemxTc2D7Wp6ttSmQggUFhbCx8cHdnZ3H3lUq3uS7Ozs4Ovra+k0jObm5mb1bzxbxHY1Pbap6bFNzYPtanq20qZV9SDpcOA2ERERkQEskoiIiIgMYJFkA5RKJeLi4qBUKi2dSo3CdjU9tqnpsU3Ng+1qejWxTWv1wG0iIiKiu2FPEhEREZEBLJKIiIiIDGCRRERERGQAiyQiIiIiA1gk2YBly5ahadOmcHR0RM+ePfHnn39aOiWbtmPHDgwbNgw+Pj6QyWRYs2aNpVOyefPnz0f37t3h6uoKLy8vDB8+HCdOnLB0Wjbtww8/RMeOHaWF+QIDA/Hzzz9bOq0aZcGCBZDJZJg+fbqlU7Fpc+bMgUwm0/vn7+9v6bRMgkWSlfvmm28QFRWFuLg47Nu3D506dUJISAhycnIsnZrNKi4uRqdOnbBs2TJLp1JjbN++HeHh4fjjjz+QkZGB0tJSBAcHo7i42NKp2SxfX18sWLAAWVlZ2Lt3LwYOHIinnnoKR44csXRqNcKePXvw0UcfoWPHjpZOpUZo164dLl++LP3buXOnpVMyCS4BYOV69uyJ7t2744MPPgBwa7+5xo0bY+rUqXjjjTcsnJ3tk8lk+PHHHzF8+HBLp1KjXLlyBV5eXti+fTv69u1r6XRqDE9PTyQmJmLChAmWTsWmFRUVoWvXrkhJScG8efPQuXNnLFq0yNJp2aw5c+ZgzZo1OHDggKVTMTn2JFkxrVaLrKwsBAUFScfs7OwQFBSEzMxMC2ZGVLXr168DuPVLnR5ceXk5vv76axQXFyMwMNDS6di88PBwDB06VO9nKz2Yf/75Bz4+PnjkkUfw0ksv4dy5c5ZOySRq9Qa31u7q1asoLy+HSqXSO65SqXD8+HELZUVUtYqKCkyfPh29e/dG+/btLZ2OTTt06BACAwNx8+ZNuLi44Mcff0Tbtm0tnZZN+/rrr7Fv3z7s2bPH0qnUGD179kRaWhpat26Ny5cvY+7cuXjsscdw+PBhuLq6Wjq9B8IiiYhMKjw8HIcPH64xYxIsqXXr1jhw4ACuX7+O7777DmPHjsX27dtZKN2n8+fPY9q0acjIyICjo6Ol06kxhgwZIn3csWNH9OzZE35+fvj2229t/tYwiyQrVr9+fdjb20OtVusdV6vV8Pb2tlBWRHc3ZcoUrF+/Hjt27ICvr6+l07F5CoUCLVq0AAAEBARgz549WLx4MT766CMLZ2absrKykJOTg65du0rHysvLsWPHDnzwwQfQaDSwt7e3YIY1g7u7O1q1aoWTJ09aOpUHxjFJVkyhUCAgIABbtmyRjlVUVGDLli0cl0BWRQiBKVOm4Mcff8TWrVvRrFkzS6dUI1VUVECj0Vg6DZs1aNAgHDp0CAcOHJD+devWDS+99BIOHDjAAslEioqKcOrUKTRs2NDSqTww9iRZuaioKIwdOxbdunVDjx49sGjRIhQXF2PcuHGWTs1mFRUV6f2Fc/r0aRw4cACenp5o0qSJBTOzXeHh4Vi1ahXWrl0LV1dXZGdnAwDq1q2LOnXqWDg72zRr1iwMGTIETZo0QWFhIVatWoVt27Zh06ZNlk7NZrm6ulYaJ+fs7Ix69epx/NwDmDFjBoYNGwY/Pz9cunQJcXFxsLe3x6hRoyyd2gNjkWTlRo4ciStXriA2NhbZ2dno3LkzNm7cWGkwNxlv7969GDBggPQ4KioKADB27FikpaVZKCvb9uGHHwIA+vfvr3d8xYoVeOWVVx5+QjVATk4OxowZg8uXL6Nu3bro2LEjNm3ahMGDB1s6NSI9Fy5cwKhRo3Dt2jU0aNAAffr0wR9//IEGDRpYOrUHxnWSiIiIiAzgmCQiIiIiA1gkERERERnAIomIiIjIABZJRERERAawSCIiIiIygEUSERERkQEskoiIiIgMYJFEREREZACLJCKyCWfOnIFMJsOBAwfuGpOWlgZ3d3fp8Zw5c9C5c+cqr/vKK69g+PDhJsmRiGoWFklEVGOMHDkSf//9t6XTIKIagnu3EVGNUadOHZNvqKvVaqFQKEx6TSKyDexJIiKrUlFRgYSEBLRo0QJKpRJNmjTBO++8I53/999/MWDAADg5OaFTp07IzMyUzt15u+1O5eXliIqKgru7O+rVq4eYmBjcuX1l//79MWXKFEyfPh3169dHSEgIAODw4cMYMmQIXFxcoFKpMHr0aFy9elXveREREYiJiYGnpye8vb0xZ84c0zQKEVkEiyQisiqzZs3CggUL8NZbb+Ho0aNYtWoVVCqVdP6///0vZsyYgQMHDqBVq1YYNWoUysrKjLr2+++/j7S0NHz66afYuXMncnNz8eOPP1aK++yzz6BQKPD7778jNTUV+fn5GDhwILp06YK9e/di48aNUKvVeP755ys9z9nZGbt370ZCQgLi4+ORkZHxYA1CRJYjiIisREFBgVAqleJ///tfpXOnT58WAMTy5culY0eOHBEAxLFjx4QQQqxYsULUrVtXOh8XFyc6deokPW7YsKFISEiQHpeWlgpfX1/x1FNPScf69esnunTpove53377bREcHKx37Pz58wKAOHHihPS8Pn366MV0795dzJw507gXT0RWhz1JRGQ1jh07Bo1Gg0GDBt01pmPHjtLHDRs2BADk5OTc89rXr1/H5cuX0bNnT+mYXC5Ht27dKsUGBAToPf7rr7/w66+/wsXFRfrn7+8PADh16pTB3HT5GZMbEVknDtwmIqthzKBrBwcH6WOZTAbg1jgmU3J2dtZ7XFRUhGHDhuG9996rFKsr1O7MTZefqXMjooeHPUlEZDVatmyJOnXqYMuWLSa/dt26ddGwYUPs3r1bOlZWVoasrKx7Prdr1644cuQImjZtihYtWuj9u7OgIqKag0USEVkNR0dHzJw5EzExMVi5ciVOnTqFP/74A5988olJrj9t2jQsWLAAa9aswfHjxxEWFob8/Px7Pi88PBy5ubkYNWoU9uzZg1OnTmHTpk0YN24cysvLTZIbEVkf3m4jIqvy1ltvQS6XIzY2FpcuXULDhg3x2muvmeTar7/+Oi5fvoyxY8fCzs4O48ePx9NPP43r169X+TwfHx/8/vvvmDlzJoKDg6HRaODn54fHH38cdnb8W5OoppIJccciIURERETE221EREREhrBIIiIiIjKARRIRERGRASySiIiIiAxgkURERERkAIskIiIiIgNYJBEREREZwCKJiIiIyAAWSUREREQGsEgiIiIiMoBFEhEREZEB/w97zTsfQMHsUQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print(df[\"children\"].min(), df[\"children\"].max())\n",
+    "df.boxplot(column=\"charges\", by=\"children\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Данная диаграмма отображает зависимость возраста от стоимости страховки, что позволяет сделать вывод о том, что более старые люди платят большую цену за страховку. Желтым цветом составлен тот же самый график, но только на срезе с первой по тридцатую строку, он показывает, что на мельшей выборке можно проследить общую динамику, но сам график становится менее точным"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='age'>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "avg = df.groupby('age')['charges'].mean()\n",
+    "avg.plot.line()\n",
+    "\n",
+    "subset = df.iloc[0:30]\n",
+    "avg = subset.groupby('age')['charges'].mean()\n",
+    "avg.plot.line()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/lab_1/1lab_1part.jpg b/lab_1/1lab_1part.jpg
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From 726f644b68a4340adcb604eb4e865982d1f21b21 Mon Sep 17 00:00:00 2001
From: frog24 <dlavsakogogovna228@gmail.com>
Date: Sun, 22 Sep 2024 00:25:20 +0300
Subject: [PATCH 2/2] =?UTF-8?q?=D1=84=D0=B8=D0=BA=D1=81=D1=8B=20=D0=BF?=
 =?UTF-8?q?=D0=BE=20=D0=BE=D1=84=D0=BE=D1=80=D0=BC=D0=BB=D0=B5=D0=BD=D0=B8?=
 =?UTF-8?q?=D1=8E?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md                      |  4 ++++
 lab1.ipynb => lab_1/lab1.ipynb | 16 ++++++++--------
 2 files changed, 12 insertions(+), 8 deletions(-)
 rename lab1.ipynb => lab_1/lab1.ipynb (99%)

diff --git a/README.md b/README.md
index e20fc9b..03c1910 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,7 @@
 # AIM-PIbd-31-Barsukov-P-O
 
+ПИбд-31 Барсуков Павел Олегович
+Вариант: 5
+Ссылка на датасет: https://www.kaggle.com/datasets/harishkumardatalab/medical-insurance-price-prediction
+
 (￣o￣) . z Z
\ No newline at end of file
diff --git a/lab1.ipynb b/lab_1/lab1.ipynb
similarity index 99%
rename from lab1.ipynb
rename to lab_1/lab1.ipynb
index ddc8b48..28eeb99 100644
--- a/lab1.ipynb
+++ b/lab_1/lab1.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -15,7 +15,7 @@
    ],
    "source": [
     "import pandas as pd\n",
-    "df = pd.read_csv(\"./dataset.csv\")\n",
+    "df = pd.read_csv(\"../dataset.csv\")\n",
     "print(df.columns)"
    ]
   },
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -37,7 +37,7 @@
        "<Axes: xlabel='smoker', ylabel='charges'>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -65,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -81,7 +81,7 @@
        "<Axes: title={'center': 'charges'}, xlabel='children'>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -110,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -119,7 +119,7 @@
        "<Axes: xlabel='age'>"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },