{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f746b68a",
   "metadata": {},
   "source": [
    "- title: Занятие 6\n",
    "- author: Ivan Stepanov\n",
    "- date: 2023-11-17\n",
    "- slug: s3_lab06\n",
    "- ipynb_url: download/s3_lab06.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b8a76fc",
   "metadata": {},
   "source": [
    "## Лабораторная работа 6"
   ]
  },
   {
   "cell_type": "markdown",
   "id": "be381f5d",
   "metadata": {},
   "source": [
    "### 1. Seaborn \n",
    "\n",
    "***Seaborn*** - это библиотека, в основном используемая для построения графиков в Python. Он построен на основе Matplotlib и предоставляет красивые стили и цветовые палитры по умолчанию, чтобы сделать графики более \"наглядными\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "c159cd02",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns # импортируем библиотеку"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57bdee19",
   "metadata": {},
   "source": [
    "Рассмотрим датасет ***Ирисы Фишера*** - это многомерный набор данных, используемый британским статистиком и биологом Рональдом Фишером в его статье 1936 года «Использование множественных измерений в таксономических задачах как пример линейного дискриминантного анализа»."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "6ffb787f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sns.load_dataset(\"iris\") # скачаем данный датасет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "404a93b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb44a643",
   "metadata": {},
   "source": [
    "Рассмотрим данный датасет внимательнее. Он содержит 5 столбцов:\n",
    "\n",
    "* ***Sepal*** - наружный лепесток околоцветника\n",
    "* ***Petal*** - внутренний лепесток околоцветника\n",
    "* ***Length*** - длина\n",
    "* ***Width*** - ширина\n",
    "* ***Species*** - вид цветка(всего три вида)\n",
    "\n",
    "Датасет небольшой содержит 150 цветков. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "276896f6",
   "metadata": {},
   "source": [
    "### 1.1 Использование Seaborn с Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "acc3dd36",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt # импортируем библиотеку\n",
    "  \n",
    "sns.lineplot(x=\"petal_length\", y=\"petal_width\", data=data) # построим график с помощью seaborn  \n",
    "plt.title('Seaborn with matplotlib') # установим заголовок с помощью matplotlib\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf2a2053",
   "metadata": {},
   "source": [
    "### 1.2 сюжеты в Seaborn\n",
    "\n",
    "В seaborn есть несколько сюжетов, которые позволяют сделать графики более \"привлекательными\". \n",
    "Метод ***set_style()*** задаёт один из пяти тем(сюжетов) графика:\n",
    "\n",
    "* darkgrid\n",
    "* whitegrid\n",
    "* dark\n",
    "* white\n",
    "* ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "7b6e629a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0TpRHGIa64/k7lHJTaoo16cIlF1Z6SQAAAACOQgTfAADMAjk/p6yXLeumli/mmI4KwdjrTnJeTm7gyrFGrjnJ+3m1ZlolSUuql6g+Wi9p6ODbNm25gau8nx/weHeuW8lCclJrNdzAVUu6Zchpc0iPtD2iHd07ZBqmXr/y9YpY5f8NBAAAAAAYDb//CwDALJBxM/JDf1KrPQzDkG3aSrpJ1UZqS54sT7rJktZ1IHVAoULVR+pVE6lRQ2z4ie8BPd//k6en3bQ6852K2bGyb+7Zzws8/Xbvb9WR61DUjuqsuWdNynVmqrZsm36z9zeSpJcvfrkWVC2o8IoAAAAAHK2Y+AYAYIbzA1+9bu+UTNbGrJgyXkb5ID/6weoLpnNerqSak72pvZKkJTVLJKlYddKT75Ef+IOOt01bGS8jqW8Kuz3XriAMJmVzT6mvwuMP+/+gjlyHJOnxjscn5TozlRd4uu252+QFnlbUrtA588+p9JIAAAAAHMUIvgEAmOGyfrYvXJ6kwPdItmnLD/yS606yflaFoDDqxHcYhtqf2i+pr+ZEkqrsKjmmo1Chegu9g17jmI7yfl5u4Koz16m0m1a1Uz3Gd1S6La1btDu5W+b/3D7tSe5Ryk1N2vVmmj8e+KNaMi2KW3FdsuKSSZu6BwAAAIBS8BMJAAAzXLKQlGEYUxY0Oqaj3kKvgjAY9dhUISXbsEetRenIdSjjZWQbthYk+uoxDMMYvefbd9WV71JXrkvVTvWkbez5dNfT2taxTZL0kgUvUWOsUZL0VNdTk3K9mWZX7y490PKAJOm1y1+r2khthVcEAAAA4GhH8A0AwAxW8AtKu+lJ29QyDEM9eOhBbT28tfhY1Ioq5+WU83Ojri3rZUuqYOmf9l5YtVCWaRUf7687GSr4Ng1TgQIlC30d4sNNlQdhoD/u/6Mebn1YXuCNupYXO5A6oPsO3idJOr35dK2sW6llNcskSU92Pjnm8802GS+jXzz3C0l9358T5pxQ4RUBAAAAAME3AAAzWsbLyA1cOaYzKeff3rFd2zu2669tf1WykJQkWaYlP/SVdUeuO8n5uZLXti+1T9IL/d79Rgq+JSliRuQGruJ2fNhzH0wf1DM9z+jR9kd1+67b1ZnrHHU9/bryXfr9vt8rVKhVdat0RvMZkqSl1UslSbt7dyvtpks+30zjB756C71DdqxLfR+M/Pfz/62km1RjrFF/t/TvpniFAAAAADA0gm8AAGaoIAzUW+iVbY5eJTIe7dl2PXz44eLXhzKHin+PWlH1ur3yw6EDUUlKuSmZhjnq2gp+oXju/n7vfv3Bd3e+e8jXJpyEaiO1I17jcPZw8e+d+U7dtus2bW/frjAMR1xX1svqN3t+o0JQ0LzEPJ2/8PzidWoiNZqfmK9QoZ7uenrE88xkfugr5aaG/Xd+tP1RPdX1lEzD1OtXvn5KNlgFAAAAgFIQfAMAMEPl/JyyXnZSak68wNMf9v9BQRjIMvqqR14cfOe9vHLe0HUnBb+gjJspacPN/en9ChWqLlI3qBu6v+O7u9BdUqf4UA5n+oLvU5tO1dKapQrCQA+2Pqhf7fnVsJtTeoGn3+39nZJuUrWRWr1iySsGVamc0NBX6XG01p105Dr06z2/liRtXLRRC6sWVnhFAAAAAPACgm8AAGaotJvuC6aP6MQul82HNqu70K2EndBLF7xU0sDg2zRMhQqHrfkYU81J8n9qTl407S1JNU6NbMMuTrePVRiGxYnvZTXL9Iolr9B5C86Tbdg6mD6oW5+9Vc/1PDfoNX868Ce1ZlsVMSP6u6V/p5g9+MOF/i7rXb27lHEzY17bTOYHvn7+3M/lBq6OqTlGL1nwkkovCQAAAAAGIPgGAGAG8gJPyUKypInqsdrdu1tPdT0lSXrZopfpmJpjJPX1XR854R21okq6ySE3jCy15iQMw+LGli/u95YkwzBemPoepu5kJCk3pZyfk2mYaow1yjAMnTDnBL1u5evUHG9WISjonv336I/7/6iCX5AkbT28Vbt6d8mQoYuWXlS8/os1xho1Lz5PoULt6N4x5rXNZH86+CcdTB9UzIrp0hWXyjS4pQQAAAAwvfBTCgAAM1DWyyrv58sefGfcjO49eK8k6ZTGU7S4erFidqwY/r647qTgF5T1Bm5y6QauMl5pNSed+U6lvbQsw9KCxIIhjxltg8uR9E97N0YbB1SV1Efr9ffL/16nN58uQ4ae6XlGtz53q7a0btGj7Y9Kks5feP6o9R1r5qyRdHTVnezu3a37Dt4nSXrN8teoLlpX4RUBAAAAwGAE3wAAzEBJNznsRPWe5B797Nmf6YnOJ0bdwPFI/RUfOT+nxlijzpp7VvG5+Yn5kgYG34ZhyDCMQT3ZWS+rgl8YU83JwqqFgzq0+5Uj+G5ONA96zjRMnTn3TL12+WtV49Qo5ab0t/a/SerrA1/dsHrU8/cH38/1PjfoA4DZKOtldduu2yT1fY9OnHNihVcEAAAAAEMj+AYAYIbJ+3ml3fSwm1pua9+m7ny3Hmh5QL/Z+5uS+6cf73xc+9P7ZRmWNi7eOKA7fKjgW5JiVkxpL12sCZH6usctwxq15kSS9qWG7/fu1z9tPpHge2587rDHzEvM0+tXvl6r6/uC7lV1qwaE/iNpjjerOd6sIAy0s3vnmNc3k4RhqDt336neQq8aog165bJXVnpJAAAAADAsgm8AAGaYjJfp2zjSGjxRnfEyxXDaMiztS+3Trc/dqt29u0c8Z0euQw+1PiRJOnf+ucUp6379NSRt2Ta5gVt83DEdub6rrN837ewGrtJeuqSak4JfKK51ac3SYY/rX0t3vltBGIx63n5BGKg92y5p5OBbkiJWRBsWbdBlqy/TBYsuKCm077em4eioO9nesV1PdD4hQ4Zev/L1k9IvDwAAAADlQvANAMAMEoSBegu9ipiRIZ/f07tHktQUa9KlKy5VY6xROT+n3+37ne49cK9c3x30Gi/w9If9f1AQBlpas1QnNJww6Jhqp1pVdpVChWrLthUfNwxDlmkpWUgqDEPlvJxc3y2p5uRA+oBChaqL1Kk2UjvscTWRGlmGJT/0B9WqjKQz1yk/9BUxI6qLlNZDHbNjYwq9pRfqTp7teVY5PzfK0TNTV75Lv9r9K0l9G54url5c4RUBAAAAwMgIvgEAmEGyXlZZLzvstO3u5G5J0jG1x2hObI4uWX6JTmk8RZL0dPfT+vmun6s10zrgNQ+1PqSufJfidlwbFm4YMvg1DEPzq/rqTlrSLQOei1rRvl7voKC0my52f4+mlJoTqa+Lezx1J0fWnIw1zB6LufG5aow1yg997eyafXUnQRjojufvUCEoaGn1Up238LxKLwkAAAAARkXwDQDADJJ201KoAf3b/Qp+QQfSByRJy2uWS+o77pz55+jiYy5WlVOl3kKv7nj+Dm09vFVBGGhvcq+e6HxCkvSyhS9T3I4Pe+3her4d05EbuEoWkiXXnIRhWNzYcrTgWxpfz3dxY8v44I0ty8kwjOLU95Nds6/u5K9tf9WB9AFFrahet/J1Mg1uHwEAAABMf3alFwAAAEpT8AvqdXsVtYcOlvem9ioIA9VF6opBcb+FVQv1Dyv/QQ+0PKBne57VX9v+qv2p/UoWkpKkk+acpCU1IwfQ/T3frdlWBWEwIAB1TEcpN6WCXxixtqRfV75Laa9vE8wFVQtGPf7Inu9SFSe+EyP3e5fDmoY1uu/gfXq2+1nl/fyM6L/O+3mFCkc8Zm9yrx5te1SSdPExFw/6vysAAAAAmK4IvgEAmCF6Cj0q+IVhw8f+DSyPqT1myGqPqBXVxsUbtbR6qe5vub8YDDdEG7Ru3rphr5vzcsXjolZUeT+vjlzHgEnqqBVVxs2MueZkYdVC2ebg2xEv8JT386pyqorXlkqf+C74hWJIPjc+V1kvK8uwFLGG7kafqPmJ+WqINqgr36Vnup/RSY0nTcp1yqEr36Vf7vplsRanFCfNOUknN548eYsCAAAAgDLjd1UBAJgB8n5ePfmeYatI/MAvhsn9NSfDWVW/Sv+w8h+0uHqxqpwqbVq8acjwWeqrJMn7eeX9vAzD0Lz4PEmDe75t05Zt2krYiZLez2j93nk/r3yQVxAGkgYG32E48pSypOIGnDVOjeJ2XHk/P6kbT86EupMwDLWtfZu+/di3xxR6N0QbdNHSiyZvYQAAAAAwCZj4BgBgBujJ96gQFFTv1A/5/IH0AbmBq4SdKKnTujpSrVcte5XCMBxxQtsNXDmWIy/wFISB5ifma29qrw5lDukUnTLg2IRTWuhd8AvFnvDhgm8v8BQ1o/JDX6ZhqjZSK9Mw5QWe0m5a1ZHqEa9xZL93fy1LKYH5RKxpWKMHWh7QM93PqOAXJm26fDwyXka/2v2rYp/7kuolumTFJaPW0ri+q658l2JWbCqWCQAAAABlQ/ANAMA0l/Ny6in0jDhNXaw5qRm65mQ4ox2b83OqdWqVVVZu4Gp+1QsbXI4Wmg/nYPqggjBQbaRWddG6YY+zTVt+4MsxHZmGqbpInbryXerMd5YcfM+Nz5Uf+rINW4ECeYE37HT7RC2sWqj6SL26C916tufZ4gR4pe3q2aVf7PqFkm5SpmHqZYteppcueKksY/AGqS823n9jAAAAAKg0qk4AAJjmugvd8gJv2AniIAyK1RXH1B5TtuuGYagwDFUTqVHMiskNXDXHmmUZlnJ+Xxg/HqPVnPhB35S3KVN+6BcfL3WDyzAMB2xs6Qe+TNMsTq5PlgF1J52VrztxA1e/2fMb/WjHj5R0k2qMNeodJ7xD5y88v6TQGwAAAABmMoJvAACmsayXVW+hd8Rp79ZMq3J+TlErqoVVC8t27byfV8SKKG7HlXAS8kNflmlpbnyuJBXrSsYiDMNRg28v7JvKjlrRAcF3/6aeo21wmXbTynpZGTLUFGuSH/qKGH3vww3cMa95LPqD753dOyf9WiM5lDmk65+4Xg+2PihJOnPumXrPie/RoupFFVsTAAAAAEwlgm8AAKapMAzVne9WEARyLGfY4/qnvZdWL5VplO8/7Xk/rxqnRrZpK2JGpLBvTfMTfXUnL97gshTd+W6l3JQswxo2pPcCT1ErqpgdU6gXermP3OByJP3T3o2xxr66lNDvC/CteHGzzMmyqGqRaiO1KgQFPdfz3KReayhBGOgvLX/R9U9cr8PZw6qyq/Sm496ki4+5eFp1jgMAAADAZCP4BgBgmsr6fdPecSc+7DFhGL7Q713GmpMgDGTIUJVTJUmKWBE5pjOo53us+kP6BVULhu3a9gNfcSveV8dxxH6URwbfI21UeeTGlpIUKpRjOYpYEZmGOanht2EYWtNQmbqTnkKPbtpxk36373fyQ1/H1R+n9538Ph1Xf9yUrgMAAAAApgM2twQAYBrqn/YOFcoxh5/27sh1KOkmZRnWsNUh45H384rafVPXkuSYjqJWVHk/r3nxeTJkKOkmlXbTxXB8NF7g6YnOJyRJK2tXDntcoEARKyLbtGUYhoIwKG5uaciQG7jKeJlhr3vkxpaSpFCyjb6pdcd0VPALxfc1GdbMWaMHWx/Uju4dk7qZ5pEe73hcd+6+Uzk/J8d09Iqlr9AZzWewMSUAAACAoxYT3wAATEMZL6NkITlit7f0wgT1kuolZQ1Y835etU7tgE0QE3aiuMlmY6xR0timvnd27+wLrO0qrapbNeQxfuDLNmw5piPbtGUbdrHn2zIt1UXqJA1fdxKEgdqz7ZL6NrYMwkCGYcg2bVmmpbgdn9QNLiVpcfViVTvVyvt57erdNanXynk53fbcbbr1uVuV83NaVLVI7znxPTpz7pmE3gAAAACOahUPvru7u3XVVVfp/PPP1+mnn643vvGN2rp167DHd3V16aMf/ajOOussnXXWWfrXf/1XZTKZKVwxAACTKwgD9eR7FCocNcyejJoTP/BlGdagipWIFVGocGDPd6a0nu8gDLStfZskaW3TWlmmNeRx/RtbOpYjy7Bkmqb8oPQNLrvyXfJCT47pqD5SLz/sC9L7A/y4HZcXTm7wbRrmlNSd7O7drW8//m1t79guQ4Y2LNygt5/wdjXFmybtmgAAAAAwU1Q8+P7IRz6ibdu26atf/apuvfVWnXjiiXrHO96h554bekOoD37wg9q3b59uuOEGfeMb39ADDzygz372s1O8agAAJk/Gy6jX7R112ru30KvOfKcMGVpavbRs18/7ecXsmGLWwDqQ/voRP/SLwfehdGkT37t6dinpJhWzYjq+4fhhj3MDV1Er2hd6G6YiRqQ48S2NvsHl4cwLNSeGYcgPfJmmWfwAIWJGZGpye76lvroTSXq66+myT5h7gae7992tG56+QT2FHjVEG/T2E96uCxZfMOwHCgAAAABwtKlo8L1nzx498MADuvrqq3XmmWdqxYoV+vSnP6158+bpzjvvHHT8o48+qi1btuiLX/yiTjzxRJ177rn63Oc+p1/+8pdqbW2twDsAAKC8gjBQd75bhoxRp72f731ekrSwamFZO6vdwFVtpFamMfA2IWJG5FiOCkGhuMFlZ75TeT8/4vnCMNSj7Y9Kkk5qPGnE9+UHvuL2C5PmEetFwXesL/juzncP+foXb2wZhIEcwym+l4gVkW3Zk153srRmqarsKuX8XHEqvxzasm363pPf0/0t90uSTms+Te896b1aUlO+fncAAAAAmA0qGnw3NDTou9/9rk466aTiY4ZhKAxD9fT0DDp+69atam5u1sqVL2yItW7dOhmGoUceeWRK1gwAwGRKu2mlCqlRp72lI2pOao4p2/W9wCt2Yb+YYRiqsqvkBZ4SdqLYt92aGfnD572pverKd8kxHZ0458RR13DkZp799Sr9jpz4DsNw0GtfvLGlF3qKWtHi87ZpK2bF5AbuqOuYCNMwdcKcEyRJT3ZNvO4kDENtad2i/3r8v3Qoc0hxO643rHqD/n753w94fwAAAACAPuXbBWscamtrtWHDhgGP/frXv9bevXu1fv36Qce3trZqwYIFAx6LRCKqr69XS8vwHaObNm0a9rmWlpZB5wQAoBL6p71Nwxy1siLjZtSa7QucX9zv7QWeegu9qo3UjnnDy5yfU8JOKGoOHaZGrWgxcJ6fmK+eQo8OZQ5pac3QVSthGOrRtr5p7zVz1owY0nqBJ8uw5FgvBN+WYQ0IuOsidTJkKO/nlfWzAz4gKPiFYgVKf/AdKhxwPqlvk85kITnsOsplzZw12np4q57qekqvPubVAzYKHasd3Tt01567JEkr61bqkuWXqCZSU66lAgAAAMCsU/GO7yM98sgj+tSnPqVNmzZp48aNg57PZrOKRCKDHo9Go8rnR/41awAApruUm1LaSyvhlDDtndwtqa/So8qpGvBcwS+oyqlSyk0NORU9nDAM5QWeapwaGYYx5DERKyLLsOQFXkkbXLZkWnQ4e1iWYenkOSePeH0v8GRb9oCJb9u0ZRovdHLbpl0MfF9cd9Kea5ckVTvVL3wPQ8k2Bob/EStSfL+TaVnNMiXshLJeVnt690zoXP0fHpzRfIbectxbpiz0tgxL1U71hEJ7AAAAAKiEik58H+nuu+/Wxz72Ma1du1Zf/epXhzwmFoupUCgMejyfzyuRGD4kuOeee4Z9bqRpcAAApoof+sVp7xd3aw+lP/heXrN80HNe4Kk2UivDMJR206qOVJe0BjdwFTEjQ9ac9Ovv+T4y+G7LtvWF1kNMl/+t7W+SpNX1q0cN9L3QU5VdNSBktQxLttG3oWb/96Uh2qDeQq+6cl1aWLWweOyRG1tKfRP0hjG4Kz1iRuSYfe/hxdPg5WQZlo5vOF5/bfurnuh8QivqVozrPBkvo2d6npEknT3v7GE/lJgMlmmpNlI7ZdcDAAAAgHKZFhPfN998s6644gqdf/75uv766xWLDb1B1/z583X48OEBjxUKBXV3d2vevHlTsVQAACZFyk0p7aZL6vYu+AUdTB+UNLjmJAxDhQqVcBJqjjUXjy9F3s8r4SSKE9FDMQ1TcTte3AAzbscVhIHasm2Djm3Ltml/er8MGVrbtHbU6/uBr7g1MHS3TVumacoPjtjg8oie7yO9eGNLP/RlG/agaWXHdBSxIpPe8y311Z1I0lNdTxWn1sfqyc4nFYSB5iXmaW5ibjmXBwAAAACzVsWD71tuuUX/9m//pje/+c265pprhqwy6XfWWWfp0KFD2rPnhV8XfuihhyRJp59++qSvFQCAyZD38+rIdcgxnZKmvfcm9yoIA9VH61UfrR/wnBu4fcGuGVGVU6XGWKMyXmbU0DUMQwVhoGpn9OnwuBUvTlMvSPTtk3Eoc2jQcX9r/5skaVXdqlGrOfprR14cupuGqYgRkR++EHz3v+cXB9/94Xv/xLcf+DJNc9DEt2EYStiJKQm+l9csV8yKKeNltCc5vrqT7R3bJUmnNJ5SzqUBAAAAwKxW0eD7+eef1xe+8AVdeOGFes973qOOjg61tbWpra1NyWRSvu+rra1NuVxOkrR27Vqdfvrp+vCHP6zt27frwQcf1NVXX61LLrmEiW8AwIzkh77asm3Ke/kRK0aO9HzyeUnSMTXHDHrODVxFrWgxQK6P1as2UqtUITXiOQtBQRErUtLEecSKFHu3++tOXhx8d+e79Xxv3zpLmvYOfVmmNaDf+8jrHRl89098H9nxnXbTSntpGTLUFG+S1Fd14hhDf5jQv8nmZPd8W2Zf3YnUN7k9Vt35bu1N7pUkndR4UlnXBgAAAACzWUWD79/+9rdyXVe///3vtX79+gF//v3f/10tLS1av3697rrrLkl9E1rXXnutFi9erMsvv1wf+tCHdP755+szn/lMJd8GAADj1pnrVG+hVzWR4TeUPJIXeNqX2idJWl47dL93lf3CZpeWYakp1iTbspX1ssOeN+/nVe1UD9nT/WL9Hdlu4A4Ivo+cKu+f9j6m5hjNic0p6X05pjNk8O1YjkK9EFD3T3xn/axyXt+H4/01J3Nic4rn8EO/GHAPeg9WRLZpDwjUJ8tE6k4e63hMUt/3sS5SV/a1AQAAAMBsVdHNLd/73vfqve9974jH7NixY8DXjY2N+sY3vjGZywIAYEokC0l15jqVsBMlVZxI0oH0gb5w26lSU6xpwHP908tRe2DYG7Njao4162D6oBzTGRRuB2EghVKVU6VSWKalmB1TqpAqBs1u4Koz16mmeJNShZSe6e7bjPHUplNLOqcXeqqxa4b8PtiGrSNybzmmoxqnRkk3qa58lxbYCwb1e0tSoGDYzSv7Q3Y3cEsK+ydiRe0KRa2oUm5K+1L7tKxmWcmv7Q++T248ebKWBwAAAACzUsU7vgEAOBrl/bzacm19HdYjbCb5Yv31IcfUHDNoQtwNXDmWM+T5aiI1aog2KOWmBtV75P28onZ00MaSI4nbcXmhJ9MwB9WdbOvYplChFlYtLHkzRi/wFLOH3tzaNm0ZhjFgWvrFPd+HM33Bd3+/tyQp/J/QfAimYU5Zz7dt2lpdv1rS2OpODmUO6XD2sCzDKk6NAwAAAABKQ/ANAMAUO7LXu5RO7X5BGBQ3SByq5qQQFBSzYkPWhZiGqcZ4oxJ2QmkvPfB1fkHVTrUs0yp5LVEzKlN9Pd/zEn37bBzKHFLWy+rprqclSac1nVbSucIwlGmYQ65b6qtrsQ172J7vIAzUnmuX9ELw3b/55kjvKWbHxlw9Ml7jqTvpn/Y+tv7YkvvfAQAAAAB9CL4BAJhiY+317teSbumbzraixSnrI/mBP2JdiWM6aoo3KQxDFfxC8TWGYQzoBS9FxIrItmx5gacFiQWS+oLvxzoekx/6ao43a2HVwpLO5Ye+LGPojS2lvolp0zTlB4OD7658l7rz3X3T7qZTnAQPwkC2YQ878S31dZXbhj3gvJNlZd1KRcyIegu9OpA+MOrxQRgUg+9TGk+Z7OUBAAAAwKxD8A0AwBQaT693v/4gdEXtikGvDcJAhgxFzaE3c+xX7VRrTmyOMl5GQRgo7+cVs2PD1owMxzZtxcyY3MBVc7xZpmEq42WKazyt6bSSQ30v8GSb9rDBt2mYihiRAZPSRwbfR/Z7939fvMCTaZoj9ndHrIgcy5mSuhPHdLS6ofS6kz3JPeot9CpqRXVs/bGTvTwAAAAAmHUIvgEAmCLj7fWWpI5ch/am9sqQMeQE8Ej93i82JzpHtZFaJQtJFYKCap3aMYfwkpRwEsXQun9TST/01RBtGNMGjl7gKWbFRlxDxIrIC73i1/2T3Rkvo/2p/ZJetLFlGMgxnBHPaRqm4lZ8SoJvSVrT0Fd38mTnk4N61l+s/wOENXPWDPuBAAAAAABgeATfAABMgfH2evf7W9vfJPVNe9dF6wY97wau4nZ8xAnnfpZpqSnWJMdyZJv2uNYjqRiyh2E4oHplbdPaMVW4+PJHnTh3LEehXgiLI1akWM+yO7lb0sCNLf3QL+lDgJgdG9AdPplW1a+SYzrqKfToYPrgsMd5gVecCqfmBAAAAADGh+AbAIAp0JXrUm+hV9VO9ZhCYUnqyfdoV+8uSdKpzacOeYwf+GMKsGN2TM2xZlXb1YpaI9ejDCdiRuSYjrzA06KqRZKkGqdGq+pWlXyOMAylUKNONduGLb1oSLoh1ld30l+BMp7gO2pFZRrmmDa59AJPlmnJ0Nj+HR3T0XH1x0mSnuwavu7kme5nlPNzqnFqxjQ5DwAAAAB4AcE3AACTLFlIqiPXoYSdkGVaY379to5tChVqafVSNcYaBz0fhIEMwxhzfUpdtE7zq+aPOYjv55h91Spu4GpR1SK9fPHL9aplrxpTbYof+rJNWxFz5LXbpi3DMIbs+ZakKrtqwMaehowRN7bs1x/el1p34vqu/NBXY7RxXPUwa+aMXneyvWO7JOnkxpPHdQ0AAAAAAME3AACTaiK93pKUdtPa2b1T0vDT3gW/oIgZGXVjy6FMJFg1DEMJOyE3cGUYhlbUDV3DMpL+jvDRKlosw5Jt2ANqSY4Mvl/c720YRkkfMlimpZgdKyn4DsJAaS+tOdE5qnaqRz1+KKvqVsk2bXXlu3Qoc2jQ8zkvV/z3Prnx5HFdAwAAAABA8A0AwKRxA1eHM4fH3est9U3/BmGgBYkFA3q0X3yduB0f1zT5RPXXpIy2WeNw3MBV3IqPGsDbpi3TNOUHLwTf/RtcStLcxAs1J0EYFIPyUiTsxIDzDiflplTj1GhObM64p+SjVlTH1h0rScUe7yM92fWk/NBXc7x52H9vAAAAAMDoCL4BAJgEftC3mWXSTaomUjOuoDTn5fRU11OSpFObTh32uCAMxh2sT1TEisg27XFvEBmEwagbW0p9k+mO4QxbdXJkv3d/B3cpG31KfXUnhowRe75zXk62Yasx3ljyeYfTX3fyROcTgz4weKzjMUl9097jDdcBAAAAAATfAACUXRAGasu1qTvfrRqnZtx1Io93Pi4v8NQYa9Ti6sVDHuMH/rhrVMrBMZ0xdWQfqT/0HW1jy35RKyov9AZ8vaxmmRpjjQOC7yAM5BhOyd/3iBWRbdnyAm/I5/3AV97Pa05sTlk+YDiu/jhZhqXOfKcOZw8XH+8t9Or53uclUXMCAAAAABNF8A0AQBmFYaiOXIe6cl2qdqrHXT9S8At6ovMJSdJpTacNO/3rBq4iVqRYOTLVTMMs9nyPlRd6xeC8FI7lKNTACelXLH2FXr/y9QOmsP3QH9MHAY7pKGpGh3wPYRgq5aZUF6kbUK0yEVErqlV1qyQNrDvpn/ZeWr10wDQ7AAAAAGDsCL4BACij7ny3OrIditvxCVViPN31tPJ+XnWROh1Te8ywxxWCghJ2YkKbVE5UzI6NWBMynP6NLUsNvm3DlkqoEg/CYMwT8Ak7MeTEd9bLKmpH1RhvLOv3uL/u5MmuwcH3yU1MewMAAADARE2spBIAABT1Fnp1OHtYESsyoeoRP/C1vWO7JGlt09oRA9cgDBS34+O+VjlEzIgsw5If+GOacPcCT1WRqpK7rG3TlmH0dXGPuhlmiRtb9ovaURmGoTAMi+txA1d+6GtubG7ZJ+pX16+WaZhqy7YV604OZQ7JNEyd2HBiWa8FAAAAAEcjJr4BACiDtJvW4cxhWaZV0maNI9nZvVMZL6Mqu0rH1h077HH9E9OV6vfu1x/0j7XupNSNLftZhiXbsEecLg/CQIZhjLliJmJGZBsv9HwHYaC0m1ZDtEE1Ts2YzlWKmB3TytqVkvrqTh5r75v2XlW3SgmnMhuVAgAAAMBsQvANAMAEZb2sWjOtChRMePPDIAy0rWObJOmUplNGDHDdwFXEjChiVjb4Ng1TcSs+puA7DEMZMkquOZH6Jr5N0xx2E0qp7/vXH5CPhWM6cqwXNulMu2lVO9WaE5tT8kT6WBXrTjqfLNacnNJ4yqRcCwAAAACONgTfAABMQN7PqzXbqkJQULVTPeHz7erdpd5Cr6JWVMc3HD/isW7gVrzfu99Ye77H2u8t9QXsjuGMeB0/9PuC7zH2qxuGUdykM+/nZRqmmmJNE+ppH83qhr66k8PZw+oudCtiRnRc/XGTdj0AAAAAOJpU/idlAABmKDdwdThzWFk3W5Y6jDAM9be2v0mSTm48ecRQOAzDadHv3S9iRYr926XwQk+2Nbbgu/86fugP+7wf+HJMZ1wfBsSsmEKFynpZNcYaJ71yJGEntLx2efHrExpOqHhtDQAAAADMFgTfAACMgx/6asu0KekmVROpKUsdxt7UXnXmO+WYjk6cM/IGh37YF/BOl6A0YkbkmI4KfqGk493AVdyKj/n7FrEiCjTyxPd4vycRq682pj5Sr/po/bjOMVZrGtYU/35KEzUnAAAAAFAuBN8AAIxD1suqp9CjGqemLFUjR057r2lYo6gVHfH4QlAoBrXTgW3aqo3UquAXlHEzox4fhuGo73HI6xi2FA7/fBAG4w6+HdNRfbRejfHGKauPOaHhBCXshJpiTQOmvwEAAAAAEzN5xZUAAMxieS8vSSNuPjkWLZkWtWZbZRmWTm48edTjPd9TXaRu0jZeHI+mWJOiVlRt2Tb15HtU7VQP+f0JwkCGjHGF9pZpFStVhgunx7qxZT/TMNUUbxrXa8cr4SR0xSlXyDTMadHVDgAAAACzBcE3AABjFIahMl5mzP3UI52vf9p7df3qUbulwzBUqFAxK1aW65eLYRiqjdQqakXVke1Qd6FbcTs+aLK7uLGlNfbvn23YsgxryOA7CAMZhlG2DyOmynTpaQcAAACA2YTRIgAAxsgNXOX9fFmCby/w9KcDf9L+9H4ZMkrqefYCT47pjKsqZCpErajmV83X/Ph8eYGnZCE5YNNLL/TkWM64JrNt05ZlWvICb9BzQRjIMqxxT3wDAAAAAGYPfjIEAGCMCkFBXugpbk5sUrcn36Pf7/u9OvOdMmTo3PnnqjZSO+rr3MBV1IqWbeJ8MpiGqTnxOYrZMbXl2tRb6FWVUyXHdOQFnmqd2nHVtJiGKcdwlA/yg57zQ1+WYc24iW8AAAAAQPkRfAMAMEZ5Ly+FmlC/9vO9z+tPB/4kN3AVt+PatHiTFlYtLOm1buCqIdowrfq9h5NwElpkLVJnrlNd+S4VjIKCMJjQtHrEiijjDd5A0w98Ra2oLIPgGwAAAACOdgTfAACMQRiGSntp2eb4/hMahIG2tG7R9o7tkqT5ifnatHiTqpyqkq8vSVF7etacDMU2bTXHmxW342rLtSkIgwlNq0esiPzQH/S4H/qKWGPfMBMAAAAAMPsQfAMAMAZu4KrgF8a1MWPGzeie/feoJdMiSTql8RStm7du0CaNo13fsaZvv/dwDMNQTaRGUSuqlJuaUHBvG7YMDZ52D8KA4BsAAAAAIIngGwCAMcn7+WI9yVi0pFt09/67lfWyckxHGxZu0Iq6FWO+vhu4ilvxad3vPZKIFdEca86EzmGZlgzDUBAGgz40oOYEAAAAACARfAMAMCY5Pyep9H7vMAy1vWO7trRuUahQDdEGXbjkQtVH68d1fS/0VBUprRZltrINW5ZhDQi+gzCQIWPcFTQAAAAAgNmFnw4BAChRGIbKeJlRa07CMFR7rl37U/u1O7lbbdk2SdKqulU6b+F5457W9gJPhgxFzZlVc1JutmnLMi35oS/7f25lgjCQZVqyDW5tAAAAAAAE3wAAlKwQFFTwC0P2a2e9rPan9mtfap/2p/YXJ8MlyTRMvWT+S3RCwwklT4oPJeNmVButHXPNymxjGqYcw1Hez0v/02zih74sw5JlUnUCAAAAACD4BgCgZAW/IC/wlLATCsNQrdlW7Uv2Bd1tubYBxzqmo4VVC7WkeomW1ixVtVM94WtbpqWGaMOEwvPZImJFlPEyxa/9wFfEitDxDQAAAACQRPANAEDJjuz33tK6RX9r/9uA5xtjjVpcvVhLqpdoXnxe2aaP+ytWmuPNR/20d7+IFVEQBsWv/dAfchIfAAAAAHB0IvgGAKAEQRgo7aUVsSKSpF29uyRJS6uXakXdCi2uWqyEk5iUa+f8nGJWTHWRukk5/0z04i7vIAyK/zYAAAAAABB8AwBQAjdw5fquolZUqUJKvYVeGTK0cfHGSQ1cgzBQwS9oQdUCgt0jWKYlwzAUhIFMw+x7jJoTAAAAAMD/MCu9AAAAZoK8n5cXeLJNWwczByVJTfGmSQ+jM15GCSehGqdmUq8z09iGLcuwFISBwjCUIUO2yef5AAAAAIA+/IQIAEAJcl6uuKnkwXRf8L2wauGkXtMLPAVBoDmJOWXrC58tbLMv+PZDX1LfBPiL608AAAAAAEcvJr4BABhFEAbKeBk5pqMwDKcs+E67adVGalXlVE3qdWYi0zDlmI78wJcf+rIMiw8HAAAAAABFBN8AAIyiEBRUCApyTEdJN6mUm5IhQ/Pj8yfvmn5BtmmrIdZQ7LDGQBErIj/05Qd+cQIcAAAAAACJ4BsAgFEV/EIxXO2f9p6bmCvHciblemEYKuNlVBepU9yOT8o1ZoOIFVEQBvJDXxGTjT8BAAAAAC8g+AYAYBRD9nsnJq/mJOfnFLWiqo/WT9o1ZoP+Tu8gDBS1oxVeDQAAAABgOiH4BgBgBEEYKO2lp6zfOwgD5f285sTmKGIxxTwSy7RkGIZChdScAAAAAAAGIPgGAGAEBb8g13flmI56Cj3KeBmZhql5iXmTcr2Ml1GVU6Vap3ZSzj+b2EZfr7cpszj9DQAAAACAJPFTIgAAI8gHeXmhN6Dfe158nmyz/P8J9QNfQRBoTmKOLJMJ5tFYptU36W1qUv49AAAAAAAzFz8lAgAwgqyXlWn0/YLUZNecpL20aiO1qnKqJuX8s41lWHJMRwrEBwUAAAAAgAEIvgEAGEYQBsp6WUXMiMIwVEumRdLkBN8FvyDTMFUfqy8G7RhdxIrQ8Q0AAAAAGITgGwCAYeT9vAp+QQk7oe58t7JeVpZhaW58btmuEYah8n5eOT+npliTEnaibOc+GkSsiAwZlV4GAAAAAGCaIfgGAMx4fuArVFj2nueCX1AQBrJMq1hzMj8xv2y1GgW/oIyXUdSKan5ivuoidWU579GkNlKrMAwrvQwAAAAAwDRD8A0AmPE6853KeTnNr5rf1/lcJkf2ex9IH5AkLahaMOHzeoGntJuWbdpqijWpPlqviBWZ8HmPRpZhiYFvAAAAAMCLjTv47uzs1LZt29Tb2zvkpNUll1wykXUBAFASL/DUW+hV1svKNm3NS8wrS0e2H/rK+Bk5plO2fu8gDJRxMwrCQHXROjVEGxS34xNeKwAAAAAAGGhcwfd9992nD37wg8rlckOG3oZhEHwDAKZExsuo4BdUG6lVV75LjumoMdYow5jYGHDBL8j1XSXshDrzncr7edmmPa5+7zAMlfWzKvgF1Tg1aog1qMqumvAaAQAAAADA0MYVfH/lK1/RkiVL9C//8i9avHixTHPik3UAAIxHqpCSaZiyTVsJO6H2XLsiVkS1kdoJnTfv5+WH/qB+77FOk/f3eMftuBZWLVRNpKavngMAAAAAAEyacQXfzz//vL75zW/q3HPPLfd6AAAoWc7PKe2lFbNjkqSIFZEXejqcPVwMwscr62WLAXV/8L0wMbaak6yXlRu4ao43qz5aX9b+cQAAAAAAMLxxjWovWLBAuVyu3GsBAGBMsl5WXuANCJQTdkJ+4Otw9rAKfmFc5/UDX1kvK8d0FISBWtL/0+9dXVrwHYahUoWUwjDUgqoFaoo1EXoDAAAAADCFxhV8v/e979XXv/517d69u8zLAQCgNEEYqKfQM2SgXO1UK+Nm1J5tlx/4Yz53PsirEBQUsSLqyHWoEBTkmI6aYk0lrStZSMqxHC2oWqC6SB1d3gAAAAAATLGSq042btw44Af3lpYWvfKVr1RDQ4Pi8fiAYw3D0N133z2uBX3rW9/S5s2bddNNNw17zC9+8Qt98pOfHPT47373Oy1btmxc1wUAzCxZL6ucm1N1pHrQc4ZhqDZSq+5Ct2zTVnO8eUzhc8EvKAxDmYZZrDlZkFgwar+3H/hKuknVODVqTjQrZsXG9qYAAAAAAEBZlBx8r1u3btIn1m644QZ94xvf0FlnnTXicTt27NC6dev01a9+dcDjc+bMmczlAQCmkbSbVqhw2DDaNExVOVXqyHUoYkVUH60v+dwZLzO437tq5JoT13eV9tKqj9arOd5MtQkAAAAAABVUcvD9pS99qeSTep43pkW0trbq05/+tB555BEtX7581ON37typ448/Xs3NzWO6DgBgdnADV0k3WdzUsjPXKTdwNS8xb8BxjukoakXVlm2TYzqqcqqGPF8QBsr7eeX9vNJuWik3pagVVRAGOpQ5JGnk4Dvn5VTwC2qON2tObE4xNAcAAAAAAJUxro7vTZs26emnnx7yue3bt+ulL33pmM73xBNPqK6uTnfccYfWrl076vE7duzQqlWrxnQNAMDskfEyKvgFRcyICn5Bdzx/h375/C+LIfWRYnZMoUIdzh5W3s8XH3cDVyk3pbZsm/Ym92pvcq8Opg8q7aUVtaKKWBG1Z9vlBq6iVlSNscYh15J20/JCT/Or5qsp1kToDQAAAADANFDyxPedd95ZnOQ+cOCAfve73w0Zfm/evFmu645pERs3btTGjRtLOrazs1Pt7e16+OGHddNNN6m7u1tr167Vxz72sWGnxTdt2jTs+VpaWrRgwYIxrRcAUDlhGCpZSMoyLRmGoV29u1QICpKk+w7ep9eteJ0sc2D4XGVXqbfQq8OZw6qJ1CjjZZTxMnJ9V4YMOZajhJ0Y9Loj+71fXPcVhqGSblKO6WheYp6qncFd4wAAAAAAoDJKDr4ff/xx3XDDDZL6Ng371re+Neyx//zP/zzhhQ1n586dkiTLsvTlL39ZmUxG3/rWt/SmN71J//3f/62mpqZJuzYAoPLyfl4ZN1OsOdnRvaP4XFe+S9s6tun05tMHvMYwDNVEatRb6FXSTco2bEWsiOKR+Ij7V4zU753zc4qYES2oWqC4HR/0PAAAAAAAqJySg++PfOQjeutb36owDPXyl79c1157rU444YQBx1iWperqalVXT97U2znnnKMtW7aorq6u+Nh1112nCy64QLfddpve/e53D3rNPffcM+z5RpoGBwBMP2k3LT/0ZZu2uvPdas20ypChdfPW6aHWh/Ro26NaUbti0GaWpmGOaYNLP/BH7Pcu+AU1xZsIvQEAAAAAmIZKDr4jkYgWLVokqS9Injt3rhzHmbSFjeTI0FuSEomEFi9erNbW1oqsBwAwNfzQV6/bq4gVkSTt7O77LaDF1Yt1SuMpOpA6oP3p/brv4H26+JiLR5zmHk1btk1e6ClmxdQQbRjwXBAGMmQoYSfG/2YAAAAAAMCkKTn4vv3228d04ksuuWSMSynNLbfcoq9//ev685//rFis79fcU6mUdu/erX/4h3+YlGsCAKaHrJdVzsupJlKjIAyKwffq+tUyDEPrF67X/3v2/6kl06Kd3Tu1umH1uK9V7PeuGtzvXfALitgRxazY+N8MAAAAAACYNCUH35/85CcHfN0fAoRhOOgxqXzBt+/76uzsVE1NjWKxmC644AJdc801+vjHP64rrrhCuVxOX/3qVzVnzhxdeumlZbkmAGB6ShVSMgxDpmFqb3KvMl5GUSuqZTXLJEm1kVqdOfdMPdT6kB5sfVBLa5aOu4rkYGb4fu+8n1djrHHQZpgAAAAAAGB6MEs98J577in+ufbaaxWPx/WRj3xEd999t7Zv364///nPuuqqq9TQ0KDvfOc7ZVtgS0uL1q9fr7vuukuStGDBAt14441Kp9N64xvfqLe97W2qqanRj370o+IEOABg9in4BaW8VHHKun/a+9i6YwcE0Cc3nqzGWKPyfl6bD20e17W8wFNrpq8+68XBdxAGkqSEQ80JAAAAAADTVckT3/393pJ0xRVX6H3ve5/e9a53FR+bN2+e3vjGN8p1Xf3Hf/yHNmzYMK4FfelLXxrw9eLFi7Vjx44Bj51wwgn6/ve/P67zAwAmV9bLKmJGyj4NnfEyKvgFxSNx5bycdid3S5KOqz9uwHGmYeq8hefpl7t+qWd7ntWx9cdqSfWSMV3rcPaw/NBX3I6rPlI/4LmCX1DUilJzAgAAAADANFbyxPeRnnvuOZ1wwglDPrd8+XLt379/QosCAMxMbuCqNdOqnnxPWc8bhIGShaQc05FhGHq251kFYaDGWKOa4k2Djp8bn6sT55woSbr/4P1yA3dM1+vv915YtXBwv3dQUJVTJdss+bNjAAAAAAAwxcYVfB9zzDH65S9/OeRzP/3pT3XccccN+RwAYHZLuSml3JS6C91jDptHkvfzxT5vSQM2tZSknJdTxs0MeM1Zc89StVOtpJvUI4cfGdP1isF3YmDNSf++FgmbmhMAAAAAAKazcY2rfeADH9CVV16p3bt3a9OmTZozZ47a29v1u9/9Ts8++6yuv/76cq8TADDNeYGn7ny3YlZMOT+ntJtWfbS+LOdOuSkFYSDbtNWR61B7rl2mYWpV3SpJUs7PyTRMeYFXnMR2LEfrF6zXb/b+Ro91PKZVdauGnA4f6n0czh6WNLjfuxAU5JjOuDfMBAAAAAAAU2NcE98XXXSRrrvuOgVBoK9//eu66qqrdO2116qqqko33HCDzj333HKvEwAwzaXclHJeTnE7rogVUVe+S17gTfi8XuAp6SaL0947uvr2fVhWs0wxOyYv8OSYjqqdamW8gVPfS2uWakXtCoUKde/Be4sbUw4lDEN15jq19fBWBWGgKrtKtZHaAcfk/byqbGpOAAAAAACY7sb9k/vGjRu1ceNG5fN59fT0qL6+XpFIpJxrAwDMEH7gqzvfXezgjlkx9RZ6lXbTqovWTejcWS+rvJdXTaRGfuDr2Z5nJb1Qc5L384pZMTVEG5R20wOmviXpJfNfov2p/WrPteuJzid0cuPJxefyfl4HUge0L7VP+1P7lfbSxeeWVC8Z0O8dhqHCMFSVUzWh9wMAAAAAACZfycH3wYMH1dzcLMdxdPDgwUHPt7e3D/h64cKFg44BAMxOaS+trJdVTaRGkmQaphzTUVehS9WRalmGNe5zJ92kTMOUaZh6Pvm8cn5OCTuhxdWLJfVtqNkcb1bCTqgmUqOefM+AsD3hJHT2vLN1X8t9evjww6qL1Kk91659qX06nDmsUGHxWMuwtLBqoZZUL9Fx9QP3q3ADV47lKGbHxv1eAAAAAADA1Cg5+N60aZN++tOf6pRTTtHGjRsHTMEN5amnnprw4gAA4xeEgVJuStVOtUxjXM1WJV+nO98t27QHXCdux5UsJJV204MqQ0qV9/PKuJlBNSfH1h9b7PTu79w2DEP10XqlCqm+kNp0iuc5vuF4PdPzjA5lDuk3e38z4Br10XotqV6iJdVLND8xf9gak7yfV22kdsB5AQAAAADA9FRy8P2FL3xBS5YskSR98YtfnLQFAQDKww1cdeY6FYRB2TaZHEraTSvtpovT3v1Mw5RlWurJ94wrfA/CQJ25TrmBq4STUMbNaF9qn6QXak5yfk5xK66I2Ve1Fbfiqo3UqivfNWDq2zAMnb/wfN2+63aFCrWoapGWVC/R4urFg9Y9lDAM+3q/qTkBAAAAAGBGKDn4vvTSS4t/X7Rokc4880yZ5uRNEAIAJq7gF9SebVfUiipux8t+/v5pb8uwhgy241ZcaTetjJdRtVM9pnP3FnrVU+gphs07e3YqVKh58XnFIN8LPNXEa4q/hWQYhuqidUq6SRX8giLWC3tP1Efr9ZbVbynWpoxF/wR5zKLmBAAAAACAmWBcm1tedtllqqur0/r167Vp0yadd955qqkZfWIOADD18kFe7dl2LaxaKMscf9f2UDJeRmk3PewktGVaMgxD3fluJexEyYFzzsupPdcux3Rkm7bCMNTOrp2SpNUNfdPe/WH0iwP9uB1XTaRGXbmuAcG3pGFrTEZT8AuqdqoHnQ8AAAAAAExP40oAfvWrX+nee+/Vfffdp09+8pMKgkCnn366Nm7cqAsuuEDLli0r9zoBAONU7VQr6SbVme9Uc7y5bOcNw1C9+V7J0IiBesJOKOWmlPWyJVWF+IGv9ly7XN8t1pUczh5Wd6FvsnxF7QpJfZ3bR9acHKm/6/vFU9/j5YWeqiLUnAAAAAAAMFOMK/heuXKlVq5cqX/+539WNpvV5s2bde+99+qmm27Sl7/8ZR1zzDH69a9/Xe61AgDGwZSphJ1QZ65TcTs+5sqR4WS9rJJuUgk7MeJx/aF4T6FHCTsx6ubInflO9RZ6B2yIuaO7b1PLFbUrikG2H/gDak6OFLNiqo3UqiPXMeHg2/VdRcwINScAAAAAAMwgEy7pbmtrU0dHh9LptHzfVxiG6uzsLMfaAABlErEiMgxDbdk2FfzChM8XhqF6Cj0KFZZUH5KwE0oWksr62RGPS7kpdeW6BtSieIGn53qekzSw5sQ27RF7y+uidXJMR3k/X+rbGlI+yCtmxxS1ohM6DwAAAAAAmDrjmvj+2c9+pi1btujhhx9Wa2urqqqqdOaZZ+ryyy/X2WefrRNOOKHc6wQATFCVXaXeQq86ch2al5g35g0ej5Tzc0oWkiVvmNnf092b7x12QtwNXLVn2yVDA6a0n+99Xm7gqsap0YLEAkl9NScJOzFkzUm/qBVVXbRObdk2RczIqJPmw/EDv2xT8gAAAAAAYGqMK/i+6qqrZBiGTjzxRP3rv/6rNm3aNO5AAQAwNQzDUJVTpZ5Cj+J2XPXR+nGfq6fQIz/05ZhOya+J23El3aTqvLpBgXkQBurIdSjjZVQXqRvwXH/NyXH1xxX/W9MfRo/23566SJ16Cj3K+31T22NVymQ5AAAAAACYfsYVfP/Hf/yHHnroIW3evFlXXHGFli1bpnXr1umcc87RunXr1NTUVO51AgDKwDZtOaaj9ly7YlZsXGHwWKe9+zmWo4yXGfK1yUJSXbmuQWF2spDUwfRBSX3BtzS2MDpiRdQQaVBrtlVRKzrmD2kLfkExKzbiZDkAAAAAAJh+xhV8v+Y1r9FrXvMaSdK+ffv04IMP6sEHH9SXv/xlHT58WCtWrNCvfvWrsi4UAFAecTuunnyP2nPtWpBYUNx8slS9+V65gasqp2rQc27gauvhrYpaUa2qWzVgg8r+a/cWelUXrSt2Zuf8nNpybYpYkQF94clCUg8ffliStKhqkWoiNZJKqzk5Um20Vt2F7nFNfbuBq+Z4M7/VBAAAAADADDOu4PtI8+fP17Jly7R//37t27dPra2tamtrK8faAACTpCZSo95Cr6JWVM3x5pJfl/fz6nV7h522frTtUT3W8ZgkaevhrZobn6tVdau0onaFEk5CESuirJdVb6FXzfFm+aGv9my7PN9TbbRWWS+rXb279GzPs2rNtBbPe0LDC3tH+IGvGqem5DDaMR01RBp0KHtoTFPfXuDJNm3FrLFPxQMAAAAAgMoaV/D99NNP6y9/+Yv+8pe/6JFHHlEul9Py5cu1YcMGffSjH9UZZ5xR7nUCAMrINEwl7IQ6c52K2/GSN29MFVIq+IUh+8F7C73a3rFdktQcb1Z7tl2Hs4d1OHtYmw9t1sKqhVpVt0oLqxaqp9CjukidkoWkOnId6sx16oFDD2h/ar9ChcVzLqxaqOPrj9eKuhWSJNfvqzkZ6+R2TbRG3W63cn6u5IqWvJ9XzIoVJ9MBAAAAAMDMMa7g+5JLLlEkEtG6dev00Y9+VBs2bNCSJUvKvTYAmDVyXk5u4BbrOqaDiBVRISioPduuqBUddaNKN3DVXegedgL6odaHFISBFlUt0quWvWrA9Pbh7GEdSB/QgfQBWYalBYkFWlG7QruTu3UgfUB+6BfP0xxr1sq6lVpZt3JQnUo+GFvNST/HdNQQbVBLukUxK1bS1LcbuGqKN1FzAgAAAADADDSu4Pu6667TS17yEsXjI0/NhWGoT33qU7riiiu0cOHCcS0QAGaDH+34kdqz7fpfp/yvQb3XlVRlV6mn0KOD6YOyNHLXd6hQeT+vukjdoOda0i16vvd5GTJ07vxzZRiGEk5CJzWepJMaT1JvoVfP9jyrZ3ueVXe+W/vT+7U/vb/4+rpInVbVrdLKupVDTpP38wJvTDUnR6pxatRj96in0KOIGRnUKf7i61iGRc0JAAAAAAAz1LiC702bNpV0XBAEuv322/WWt7yF4BvAUasn3xcsS9Kunl06tfnUyi7oCIZhqMapUd7Py5U76vFVTtWg0DkMQ20+tFmSdHzD8ZoTmzPodbWRWp3efLpOazpNh7OH9XTX0+rOd6suWqfV9as1PzF/1DDb9V05pjPmmpN+tmlrXmKeMm5GKS+lnJ+T5/YF3BErIsd0ZBqmJKngFxSzqTkBAAAAAGCmmvDmlqMJw3D0gwBgFtub2jvg79Mp+JYky7SUMBPjfv3O7p1qz7XLMR2dOffMEY/1Q19RK6oLFl+g5lizOnIdas+1yw992cbI/0nqrzmZSBgdt+OK23HNCeeoEBSU83PKulmlvbRShZQCBYqYfRUwc6JzikE4AAAAAACYWSY9+AaAo92e5J4h/z4buL6rLYe3SJJObz59xI0j/cBXyk2pIdqg5nizLMNSU7xJgQJ15jpV7VQPWz0ivVBzUg6GYShqRRW1oqqL1MkLPOX9vPJeXikvJcu0FHdK2wQTAAAAAABMPwTfADDJ9iZfmPjuyHUo5aZU7VRXcEXl87f2vynrZVUbqdVJc04a9rggDJR0k6qP1mtufK4so69P3DRMNcebFYahuvJdqnFqZJmDu8Zd31XEjIy75mQ0tmnLNm1VOVVqCBvkhd6om30CAAAAAIDpi9/hBoBJlPEyOpw9LEnFaeV9yX2VXFLZJAtJbe/YLkk6e97ZQwbWUl/o3VvoVX3kf0LvFx1nGZbmxueqPlqvpJtUEAaDzpEP8lPWuW0YBqE3AAAAAAAzHME3AEyi/pC7Mdao1Q2rJc2eupMtrVvkh74WJBbomJpjhjwmCAMlC0nVRmrVnGgetsrEMvvC79pIrXoLvQPC7zAMy1pzAgAAAAAAZj+CbwCYRP0bWy6tWaql1UsHPDaTHcoc0nO9z0mSzp1/rgzDGHRMGIZKFpKqdqo1LzFv1Clq27Q1LzFvUPjtBd6k1pwAAAAAAIDZh+AbACZR/3T3suplWlrTF3y3pFuU9/NTcn03cBWGYVnPGYahNh/aLEk6vv54NcWbhjwmWUgq4SRKCr37OaajufG5qnFqlCwkFYah8n5ecTs+JTUnAAAAAABgdmBzSwCYJG7g6mD6oKS+ie/6aL3qInXqKfRof2q/VtatnNTrP3ToIf3hwB8UtaJqijWpMdZY/FMfrZdpjO+zz2d6nlFbtk2O6ejMeWcOej4MQyXdpGJOTPMT8xWxImM6f8SKaF5inoJMX01KoGDWbAYKAAAAAACmxqQG35Zl6Z577tHcuXMn8zIAMC0dSB1QEAaqcWrUEG2Q1BeAP9bxmPYm905q8J1yU7qv5T5JUt7P60D6gA6kDxSftwxLDdGGYhDeHG9Wc7x51DDcDVw93PqwJOm0ptOUsBNDXjtqRTU/Pn/cU9oRK6L5iflqSbfICzzF7fi4zgMAAAAAAI5OJQffxx9//JAdrkMxDENPPvmkJGnRokXjWxkAzHD9NSdLa5YW//ezP/ie7A0u7z1wr9zAVWO0UesXrFdXoUsduY7iHzdw1Z5rV3uuvfiaiBnRoupFWlK9RIurFw85Zb2tfZvSXlo1To1Oajxp0PN+4CtUqLnxuRPu5I5aUc2vmq+clxvz1DgAAAAAADi6lRx8f+ADHyg5+AYASHuTL2xs2W9Z9TJJ0v70fnmBJ9ss/y/edOY6tbVtqyTp1KZT1RRv0ryqecXn+6tI2nPt6sj2BeGt2Vbl/bye731ez/c+L0lqiDYUQ/AFiQXK+llta98mSTp73tlDrr0QFBSzYmWb0I5ZMcUsNrUEAAAAAABjU3LicsUVV0zmOgBgVvFDX/tS+yRJy2qWFR9vijcpbsWV9bM6lDmkxdWLy37tPx74o4Iw0PLa5ZqXmDfoecMwVBupVW2kVitqV0iSgjBQe7Zd+1L7tC+1T4ezh9WV71JXvkvbO7bLNmzF7bj80Nf8xHwtr10+5LULfkFN8aZx94cDAAAAAACUw7hHDXO5nHbs2CHXdRWGoSQpCAJls1lt3bpVH/vYx8q2SACYaVozrSoEBUWtqObGX9jnwDRMLa1Zqh3dO7QnuafswfehzCE91vGYJOlli16mvJcv6XWmYWpuYq7mJubqjLlnKOfldCB9oBiEZ72skm5SknTu/HOH/A2gIAxkyBiy9xsAAAAAAGAqjSv4fvDBB3XllVeqt7d3yOerqqoIvgEc1fprTpZULxk0/dwffO9N7tVLF7y0rNe9Z989kqST5pyk+Yn52tM7vi7xmB3TyrqVWlm3UmEYqjPfqQOpA6qJ1Kg53jzkawp+QRE7QjUJAAAAAACouHEF39dcc43q6+v1+c9/XnfccYdM09TrXvc63Xvvvfq///f/6vrrry/3OgFgRunfvPLImpN+/Z3fe1N7FYRB2WpBdvfu1jM9z8g0TF2w+IKynFPqq0ZpjDWqMdY44nF5P6/GWKMs0yrbtQEAAAAAAMZjXGnLjh07dMUVV+jCCy/Uxo0bdfDgQW3YsEH/+q//qn/4h3/Qt7/97XKvEwBmjDAMh9zYst+CxALZpq2sl1V7rr1s17x7392SpNObTx81pC63/sqrhEPNCQAAAAAAqLxxBd9BEGj+/PmSpOXLl+vZZ58tPveKV7xCTz75ZHlWBwAzUGe+U2kvLcuwtLBq4aDnbdPW4qq+bu/+gHyidnTv0P70fjmmow0LN5TlnGNRCAqKWNScAAAAAACA6WFcwffSpUu1Y8cOSdKyZcuUzWb13HPPSZI8z1M6nS7fCgFghumvOVlUtUiO6Qx5TP8keP+xExGEge7Z39ftfc68c1QTqZnwOccq7+dVZVfJNse9ZzIAAAAAAEDZjCv4fs1rXqOvfOUruummm9TQ0KCTTjpJn//85/WHP/xB1113nVatWlXudQLAjDFSzUm//u7vckx8b2vfprZsm+JWvOybZZYiDEOFYUjNCQAAAAAAmDbGNZr3zne+U11dXdq+fbsk6eqrr9a73vUuvf/971d1dTUd3wCOaiNtbNlvcfViGTLUU+hRT75HddG6cV3LDVz98cAfJUnnLTxPMXvqq0bcwJVjOdScAAAAAACAaWNcwbdpmvrEJz5R/Prkk0/W3XffrV27dmnFihWqrq4u2wIBYCZJFpLqyndJ6gu3hxO1olpQtUAH0we1J7lHp0RPGdf1Hm59WL2FXtVGanXWvLPGdY6JKvgFVTvViliRilwfAAAAAADgxcZVdXLZZZcVO737VVdX65RTTtH+/fv1mte8piyLA4CZZm+qr7pkXmKe4nZ8xGOXVi8d8Jqxynk53ddynyTpZYteNmyf+GTzQk9VkaqKXBsAAAAAAGAoJU98b926VWEYSpK2bNmihx9+WJ2dnYOO++Mf/6h9+/aVb4UAMIMUa06qh6856be0ZqkebH1w3D3ffzn0F2W9rJpiTVrbtHZc55go13flmNScAAAAAACA6aXk4PvWW2/V7bffLsMwZBiGPvvZzw46pj8Yv/jii8u3QgCYQUrZ2LJf/zGHs4eV8TJK2KVvDpksJLX50GZJ0qbFm2QZ1jhWO3H5IK+4FVfEpOYEAAAAAABMHyUH35/+9Kf1ute9TmEY6vLLL9dVV12lVatWDTjGNE3V1tbq2GOPLftCAWC6y3k5tWZaJZUWfFc71WqMNaoj16F9yX1a3bC65Gvde/BeuYGrRVWLdHzD8eNe80R5gaeaeI0Mw6jYGgAAAAAAAF6s5OC7pqZG69atkyT96Ec/0po1a9jEEsCE7O7drXsP3qtj64/V6c2nK2pFK72kCdmX2qdQoRqiDaqN1Jb0mqU1S9WR69Ce5J6Sg++OXIceaXtEkvTyJS8fNXTO+TkZwcjH2IY95s0pvcCTbdrUnAAAAAAAgGmn5OD7SOvWrVOhUNAtt9yiv/zlL2pra9MXvvAFbdmyRSeeeKJOOeWUcq8TwCyzu3e3bt55s7zA067eXfrzgT9r3bx1Onve2apyZuZGiWOpOem3rHqZHm17tOQNLv3Q1y+e+4WCMNCqulVaXrt82GMtw1KVUyU/9Ec9b8bLSNKYwu+CX1DMis34DywAAAAAAMDsM67gu7OzU5dffrl27dqlFStW6Nlnn1Uul9Of//xnfelLX9INN9yg0047rdxrBTBL7E3u1Y93/lhe4GlJ9RJlvIw6ch269+C9+suhv+j05tP1kvkvUX20vtJLHZM9qb6NLZdWlx5894fkB9MH5QZ9G0WO5N4D92p/er+iVlQXHzPyfgq2aWtR9aKS1tGWbVNbtk22acs0zJJe4wau5sTmUHMCAAAAAACmndLSjRf5P//n/yidTuuuu+7SL37xi+Kmll//+td18skn6xvf+EZZFwlg9tiX2qebd9wsN3C1onaFLjv+Mn3g5A/oH1f9oxZWLZQXeNrSukVf3/Z13fbcbcXO7OnOCzwdSB2QJC2rWVby6xqiDapxahSEgfan9o947N7kXt178F5J0sXHXFzWDwb615FyUyUd7we+TMNU3I6XbQ0AAAAAAADlMq7g+49//KOuvPJKLVu2bMCkXzQa1dvf/nY98cQTZVsggNnjQOqAbt5xswpBQcfUHKN/Ovaf5JiOTMPUmjlr9K4179Jlqy/TitoVChVqe8d2ffvxb+uWnbcUa0Smq4Ppg/JDXwk7ocZYY8mvMwyjOPU90nvMeTnd9txtChVqbeNandx48oTXfCTbtNUUb5Jt2Mp5uVGPzwd5Ra0oNScAAAAAAGBaGlfVST6fV319/ZDPWZYl13UnsiYAs1BLukU37bhJeT+vpTVL9abj3jSoT9owDK2oW6EVdSt0MH1Q97fcryc7n9TO7p3a2b1TS6uXav3C9Tq27thpV6+xJ/k/NSc1S8e8tqU1S/VE5xMjBt+/2vMrdRe6VR+t1yuPeeWE1jqcuB1XU7xJLekWOaYjy7SGPdb1XTXEG0quRQEAAAAAAJhK40osTj75ZN1yyy1DPvff//3fOumkkya0KACzS2umVT/a8SPl/JwWVy/Wm49786ibKC6sWqh/XPWP+l8n/y+d3ny6LMPS3tRe3bLzFn378W9re/v2kjZtnCr9ofVYak769b9mX2rfkO9pe/t2PdbxmAwZev2K1ytmxSa22BHURmpVF61T0k0Wa6xeLAgDGTIUsydvHQAAAAAAABMxruD7yiuv1AMPPKC///u/19e//nUZhqE777xT733ve/Wb3/xGH/jAB8q9TgAz1OHsYd349I3Kelktqlqktxz3ljHVYzTFm/Ta5a/VlWuv1Evmv0QRM6LD2cO6bddt+ua2b2pL6xYV/MIkvoPRBWGgvam+4HssG1v2mxufq6gVVSEoDOo078p36Vd7fiVJ2rBog5bULJn4gkdgGqaaYk2K23FlvMyQxxT8gqJ2lOAbAAAAAABMW+MKvs8880z98Ic/VCKR0Pe+9z2FYagbbrhBbW1t+q//+i+dc8455V4ngBmoPduuG5++URkvowWJBXrL6reMOyytjdTqoqUX6cOnflibFm9SlV2l7kK37tpzl67Zdo3+fODPynrZMr+D0hzOHlbez8sxHc2vmj/m15uGqSXVfYH2kXUnfujrtuduU97Pa0n1Ep238LyyrXkkESuipliT/NCX6w+ursr7eVXZVbKM4atQAAAAAAAAKmlcHd+SdNZZZ+m9732vtmzZomQyqUQioU2bNumss84q5/oAzFAduQ7d+PSNSrtpzUvM01tXv1VxOz7h88btuM5beJ7OmX+O/tb2Nz1w6AF157v1xwN/1AMtD+iMuWfo3PnnqjZSW4Z3UZr+sHpJ9ZJxh8HLapbp2Z5ntSe5R+fM7/vw8P6D92tfap8iZkSvW/m6KQ2aq51qzYnOUXuuXbVmbbHLOwgDSVLCSUzZWgAAAAAAAMZqXMF3d3e33vWud+nxxx+XZVmqr69Xd3e3brzxRp133nm69tprFYmM3N87nG9961vavHmzbrrppmGP6erq0uc//3nde++9kqS/+7u/07/8y78okSCIAaaDrnyXbnz6RiXdpJrjzbps9WVlD0od09FZ887S6XNP15OdT+r+g/erNduqzYc266HWh7S2aa1eOv+laoo3lfW6QzlyY8vx6n/t3uRehWGo/en9+tOBP0mSXn3Mq9UQbZjwOsfCMAzNic1R3s8r5aaKHyS4gauIFZnUnnEAAAAAAICJGlfVyRe+8AXt3btX3/zmN/XYY4/p/vvv1/bt2/X1r39d27Zt09e+9rVxLeaGG27QN77xjVGP++AHP6h9+/YVj3/ggQf02c9+dlzXBFBe3flu3fDUDeot9Kop1qTLj79cVU7VpF3PMiyd3Hiy3nvSe/Xm496sZTXLFISBHm17VNc+dq1++sxPdSB1YNKuH4bhhDa27LeoapEsw1LaS6sl06LbnrtNoUKdNOckndJ4SrmWOya2aasp3iTbsJXzcpL+p+bEqZJtjvsXhgAAAAAAACbduJKLP//5z/rYxz6ml7/85cXHTNPURRddpM7OTl177bX6xCc+UfL5Wltb9elPf1qPPPKIli9fPuKxjz76qLZs2aK77rpLK1eulCR97nOf0zvf+U595CMf0bx588bzlgCUQU+hRzc+faN6Cj2aE52jy4+/XNVO9ZRc2zAMHVt/rI6tP1b7kvt0f8v92tG9Q091PaWnup7S8trlWr9gvVbUrpBhGGW7bnehW0k3KdMwtahq0bjPY5u2FlUt0t7UXv3kmZ+ot9CrukidXn3Mq8u63rGK23E1xhp1KHNItmkrDENV2ZP3QQYAAAAAAEA5jHtkr6lp6PqABQsWKJPJjOlcTzzxhOrq6nTHHXfouuuu04EDw09nbt26Vc3NzcXQW5LWrVsnwzD0yCOP6FWvetWYrg2gPJKFpG586kZ15bvUEG3Q5SdcrppITUXWsqRmid5Y80Ydzh7WAy0P6LGOx/R87/N6vvd5LUgs0EsXvFTLa5fL0MQD5Wd7npUkLUgsUMQaX8VTv6U1S7U3tVe9hV4ZMvS6la8rSy/6RNVF65T1s+rMdSpmx8a9QSkAAAAAAMBUGVfwfemll+rb3/621q1bp6qqFyb/PM/TzTffrEsvvXRM59u4caM2btxY0rGtra1asGDBgMcikYjq6+vV0tIy5Gs2bdo07PlaWloGnQ/A2KTclG58+kZ15jtVF6nT5cdfrrpIXaWXpbnxubp0xaW6YNEF2nxos/7a9le1ZFp063O3lv1aE6k5OfIc97fcL0k6b+F5ZTlnOZiGqaZYk3J+TjErJsd0Kr0kAAAAAACAEY0r+I7FYtq9e3cxsJ47d666urp0//3369ChQ6qrq9O//Mu/SOqrH/jCF75QtgVns9khN86MRqPK5/Nluw6A0qTdtG58+ka159pVG6nV2054m+qj9ZVe1gD10Xq9ctkrtWHhBm05vEV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      "text/plain": [
       "<Figure size 1800x1600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 16))\n",
    "for i, style in enumerate(['darkgrid', 'whitegrid', \n",
    "                           'dark', 'white', 'ticks']):\n",
    "    sns.set_style(style)  # Устанавливаем стиль\n",
    "    plt.subplot(3, 2, i+1)\n",
    "    sns.lineplot(x=\"petal_length\", y=\"petal_width\", data=data)\n",
    "    plt.title(style)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3e597c9",
   "metadata": {},
   "source": [
    "### 1.3 set_context\n",
    "\n",
    "***set_context(context=None, font_scale=1, rc=None)*** управляет масштабированием элементов графика.\n",
    "* ***context*** — параметры контекста, влияющие на размер меток, линий и других элементов, но не на общий стиль(notebook, paper, talk, poster)\n",
    "\n",
    "* ***font_scale*** - коэффициент масштабирования"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "3dd1f291",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3ORUtDvSvv/466enpvPjii+Tn57dag/7v//6PcDjMa6+9xqBB0Rzd/Pnzeeihh1i8eDFr165l5syZrXY/IcTJeSKehIJjhe5CDAxyHDnx+jUF6QX0T+nP11Vfk+HIoF9KPyD6JZFsS6anqyeFnkIO+w7TN6UvFpMlITCX+csIakHsZju9knphGEb03xhkObI47D1MZbAyHugrA5WouordZCfHmUNYCzcp0Gc5suiX3I9D3kNsr9zOlF5TWvSZhLUwG45sYHPZZnRDx2KyMDRjaOJoJCP6UrmHq0eL7tFaWhzoS0tLufLKK1s1yGuaxmeffca4cePiQT7m8ssvZ/HixWzdulUCvRCnUUgL4Q17E3Lde93RtM0Z6WckHGs32xmTOyb+t2EYhPUw6fZ0erh6RAP9v8e6Hx+U97v/PdomZUD8Za/FZEHVVbLs0UB/bGrkiD86RDLHmYPT4mzyAuIAo3NGc8h7iG2V25icN7lZWQLDMNhVu4v3Dr4XL7o2JH0IF/W/iHR7esKxYS3c4LuF063FgT4jIwOTqXUH7ZhMJt56660GJzNUV1cDYDafuEqeEKJ1ecPe6Lh2azRtUxuqpSJQgYJCftqJO3phPYzNbCPFmkKeKw+AmlANvoiPJGtS/LigGmSfex/wbdomNlvWMIz4mPNjA30sP5/jzInm+lESKlueyPDM4bx78F2qglUUe4vjvz5OpiZUw7sH32VP7R4A0mxpzO0/lyEZQ5p0fntpcaSeNWsWa9asIRgMtlpjFEWhb9++9OtX/0NfsmQJAOPHj2+1+wkhTkzVVdxhd8KEpthL2L7JfRN6+Q0JqSFSrakkWaOTnGIjaI6fwbqtchthPUymPZM+yX2AaKB3mB2YTeaESVO6oUfz8/9+sZvtyMZpcWI1W5s8ZNJutjMsY1j83iej6iofHvmQv+z4C3tq92BSTEzOm8ztI2/v8EEemtGjLy4uTvj78ssv57333uPGG2/k5ptvpn///jgcDS/jdarDKxcvXsyGDRsYO3YsU6Y0nE+bMWNGo+eXlpaSl5d3Sm0QojvyqT5CWij+wtIwjIS0jW7oQMPrtGq6BgrxEsJJ1iR6OHtQFazisO9wPEDWhev4V/W/ABjfY3xCrXmX1RWfJRtL48TG4MdG9qTb03GYHTgtTrxhb5PLCozOGc32qu38q+pfzOk3p9GFS8r95fxj3z/ivyYGpAzg4gEXx+vwdAZNDvSzZs1qMI9VWVnJnXfe2eh5LRleeaznn3+ehx9+mJycHB577LEWX0cI0Ty6oeMOubGYvi0fXOYvwxvxYjVZ6Z/SH2/Ei27opFhTMJsS06oBLUCSJSk+WSk2Nn5nzU5KvCUYhoGiKGwp34Ju6PRK6hXvzWu6hlkxYzPZcJgd+FU/WfYsjgaOUhmsxB+J5uN7uHpgNVuxmCy4LC5qQ7VNfr7+Kf1Jt6dTG6rlm5pvOCv7rAaPW1G0gqpgFUnWJC7seyEjs0Y2OadvVswkW5NPujBLW2tyoD/nnNM7m8swDB599FEWLVpETk4Ozz333Al75WvXrm1034l6+0KIhvlVP/6In2Tbt8MCY2mbQamDMCtmDMMgxZpCXaSONFtaPAAahoGma6S6vl2UxG6209PVE4vJQlALxnvIsdz8+B7j4+dH9AhWsxWb2YbNbIuOp3dEA31VoIracC0Auc5czIoZi8mC3WzHrJijXxKmkwdWk2JidPZo1pesZ1vltgYD/VH/UQ55D6GgcMuwW0izN29xELPJ3CFWvmpyoH/hhRfash0JwuEwP/vZz1ixYgX9+vXjmWeeaTBvL4RoG7HFQFC+TcuoukqhpxCIpm1iL0uznFno6Anj4kNaCJvZllDh0ma24bQ46eHsQYmvhMPew5T4SoDopKtjUyERPRJfuSo2OufYGbKxkSw5jhxsJlu8Lr3NbCOiR5oU6AHOyj6L9SXrOeA5QE2opt5Sh5+Xfw7AmRlnNjvIdyQtfhn75z//mS1btpzwmHXr1vHAAw8067qapnH33XezYsUKRo4cyT/+8Q8J8kKcRrqhUx2sxhPyJATqg3UHiegRkq3J5LnyCOthnBYnLouLHs4e0TVd/72CUyyvf/xi4Mm25PiY8h3VOyjxlWBSTIzLHVevDbEXvbHaOrEgHCuTYDFZSLWnxnPyscqWYT3c5GfNsGfER/lsr9yesC+kheLb2qM+TWs6pUD/2WefnfCYzZs3s2LFimZd94knnmDNmjWMGTOGJUuWkJl5+kp5CtHdabpGeaCc8kB5vSX6dtXsAqK9b0VRUHU1PkTSYXGQ68zFMAx8EV88N308u8lOT2e0XEFsWcHhmcPrzZBVFCX+ctSiRCdWpdpSUVAwiA6/jl3n2JeoTosT3dCbVW9+dPZoIDr6JvZyGaKFz2IjgQakDmjy9TqiJqduli1bxsqVKxO2vf7662zatKnB41VV5euvvyY3N7fJjamoqIiXOJg+fTpr1qypd8zAgQMZNWpUk68phGiasBamPFCOJ+wh2ZqcEORjaRaTYmJoxtDoZCbFkjDsMsWWQkSLUBYoI9WWmrAvxma2kenIjJdDsJlsnJ19dsIxqq5iNVmxmf4d6P89gzaiR0i3p1MTqgGi9W0UlIR22s12rCYrqqFiVRJ/TTRmaMZQVppWUhuq5WDdQQamDsQwjHjaZlzuuE638Pjxmhzo58yZw2OPPRavUqkoCkeOHOHIkcYL+Nvtdu66664mN2bLli2Ew9GfXY8++miDx1x11VUS6IVoZUE1yNHAUfwRfzw3HmMYBp8e/RSAYRnDSLGl4Ff92Cy2ekMS0x3paGi4LK4GR6ZYTBaSrEn0Te7LrtpdjMkZk1CmGKL5eafFmRDAHWYHQTVIliMrIdDHXsTGWE1W7GY7YS2ckDbSdA3N0OqlkiD65TMiawRfVHzBtoptDEwdyGHfYcr8ZVgUC6NzRjfjk+yYmhzoMzMzWb16NYFAAMMwmDlzJjfccAPXX399vWMVRcFisZCZmYnF0vTJt3PnzmXu3LlNPl4Icer8qp+j/qPxvPrxAXqfex9VwSpsJhtjcqLlDSJahAxbRr2erkkxnXR8ucviYkTWCIZnDSfTXj81q+pqvWUKbWYbOjpZjiz2ufdhVsykO9JRUBJ67oqiRH8tRL4tm24YBnWROtJt6Y2+UB2dPZovKr5gZ81O5mpz+fxotDc/PGt4k5dM7MiaVQLh2Hz5HXfcwfjx4+ndu3erN0oIcXr4I37K/GVE9Agp1pR6QV7VVbaURwddjM4ejcPiiObQUer1xJvKbrZHx8dbHPXuF8utH/9LwaJYwIA+yX347Ohn0Zy5EV1t6vgRNg6LI6EcQl2kjiRrEjmunEbHs/dN7kuWI4uqYBWfl38en8B1/EvizqrFtW7uuOOO1myHEOI080V8lPnLUHU1vpjI8b6u/hpvxEuSJSleuz2sRevXNJSDb4rY2PiIHqlX2Oz4/HyM1RRdPjDdms6CggXYzXYCaqDBWbB2sz1eDkHTo+maXGdug2mbGEVRGJ09mrWH17L28Fp0Q6enqyd9kvq06Bk7miYH+v/6r/9q0Q0UReHhhx9u0blCiLYRC/KarjUa5INqkC8rvgSiPdtYUI5Vo2zqWPXjxcohVAYq69XKiegRbGZbvaBsMVkwm8xohhYf6aMbeoOB3mKy4LQ4o8seKhZ6uXqdtCYPRMfUrzu8Lj7yZlzuuC6z9kWTA/3bb79db9uxs+Aa2heb4iyBXoiOI7YalG7oCbNej3dsobFYOWLDMKI1aE4xbx37NXD8LNaIHiHNnlYvwMZeumq6lrC9sfrzLouLunAdOY6cRr/IjpdqSyU/LZ997n3YTDZGZo1sziN1aE0O9M8//3zC336/n1/+8pcoisIPf/hDxo4dS0ZGBj6fj23btvG3v/0NRVH44x//2NptFkKcgtiSfCeamu8Je+J56nN7nJswOzZWf+ZUOC1OUmwp1IXrsJqtOM3OaOcQo8FrK4qCw+TArUbrv2u6Fp01qzQcwpKsSfRw9Wh2+YGJPSdS6C5kYs+JTS6O1hk0OdCfe+65CX/HVoJ6/fXX6dMnMY81aNAgJk+ezBVXXMHSpUtZuHBh67RWCHFKInoEv+ZvNFAbhsE+9z42lW2KFxrrm/xt9dmQHsJlcTVa6bGpLCYLvZJ6UWetoypYFS+FbDFZGr223WJHD0XTKpqh1Vuh6lhWk7XeIiBNkZ+WzwPjHmj0C6SzavEsgHfeeYeZM2fWC/Ixubm5zJw5k9WrV7e4cUKI1hVUg/EXnsfzq35WF6/mg5IPCGkhsh3ZXNDrgoQ0iqZrrbb2qUkxkWZPo09yH7IcWfGyw429NLUolvisWNVQTxjoT4XVZO0yufmYFn9KPp/vpKs9hcNhNE074TFCiNMnqAXj785iInqEA54DbC7bTEgLYVJMjMkZw+js0Qnj5GPpktZOadjMNnKduSRbk0+4QpTFZMGsmOOLjSdb2m+x7c6mxYG+oKCANWvWcPvtt9OjR/2Fb4uKili9ejXDhw8/pQYKIVqHbuh4I14UReFQ3SFK/aWU+kqpCFTEe8pZjiym9p4arxR5rIAWwGFxtEnuWlGUhKUFGxIbeaPqKjo6dkvXyaG3tRYH+u9///v8+Mc/ZsGCBdx0002MGjWKlJQUPB4PW7du5ZlnniEQCHDrrbe2ZnuFEC0U0kIEIgFWHlyJT/Ul7EuyJDE0Yyijc0Y32KOO6BF0Izoztb3qvlgUCxbFgmZoYNDl8uhtqcWf1Jw5c7jnnnv405/+VO9lq2EYuFwuHnzwQSZOnHjKjRRCnLqgFqTUX4pP9WE1WRmYOpBeSb3Ic+WRbE1uNC8dq0iZ7cgmyXLiXndbUhQFu9mOO+zGpJhOOAFKJDqlr8Sbb76ZCy+8kHfffZedO3dSV1dHeno6I0eO5OKLLyYnp/OsqShEV+cNezkaOApER5ec3+v8Jp3nV/04LU4yHBnt/pIyVrDMZXW1yYvYruqUP6m+fftyyy23tEZbhBBtJKyFCapBjvii1Wb7JTdtMR9VV9ENnWxHdofoQcfy9LEXs6Jpmhzoi4uLSUtLIzU1Nf53U/Xt2/fkBwkh2kxQC1IVqsIb8WJSTPROOnkxQsMw8Ea8ZDoyW21I5amymqzRZQNN9nb/ddGZNDnQz549m9tvvz1ezGzWrFlN+qAVRWHnzp0tb6EQ4pT51WiVSoBerl5YzSfvnQfU6CibTHtmhwmqFpMFq8na4sqZ3VWTA/24ceMSJkedc07nXkNRiO5C0zX8ET+lvlIA+qWcOG2jGzoBNYBu6OQ6ck95FmxrsigW7Ca7jLhppiZ/Wi+88MIJ/xZCnF4BNYDNZDtpFcmgFsQb9lIeKAcaD/S6oeNX/Wi6hsvqIsOeQYq1aQXBThdFUch2dYz3BZ1JiwfE/vKXv2TDhg3xpf+EEKdPSAtR6ivlaOAoqq6e8NigGqQ0UIqBQZotrV6hr1gu3hvx4jQ76Z3cmz7JfRpcbaojcJgd8iK2mVr8++fVV1/ltddew+FwMGXKFKZPn87UqVNJT09vxeYJIRriCXsIakGCWhDd0Onh6tFgL9cwDHyqj6P+6LDK43vzqq7ijXhxWV1k2bNIsiZ1+oWwRX0tDvQrV65k/fr1rF+/nnXr1vH+++9jNpsZM2YMM2bMYMaMGTLaRog2ENbCuMNuDMMg1ZZKXbgOwzDIdeXWK08Q1IKNDqsMqsF4vfksZ5akQ7qwFgf6/Px88vPz+cEPfoDX6+Wjjz5iw4YNfPTRR2zZsoWHH36YwYMHM336dO6+++7WbLMQ3Zo37KXIU8TG0o3kp+YztfdUvBEvml8j15GLgUFYD+OP+AlqQcoD5QS1IFaTlZ6unvGaNxbFQk9XT1JtqdKL7+Ja5dV1cnIyF110ERdddBGhUIgXXniBp59+mr1797Jv3z4J9EK0ElVXqQ3XsrtmNwCFnkLykvIYmjGUukgdh32H0XUdQzEwK2ZsJhtVwSoAeif1xmwy4wl5SLImke3MbtISe6LzO+VAr2ka27dv59NPP+XTTz9l27ZthEIhDMMgOzubCRMmtEY7hRCAN+KlxFdCRbAivm1z2WZ6unqSYc9AMzRMFlNCD/2w9zAQzc+ruoqiKGQ5syTIdyMtDvR///vf+fTTT9m6dSvBYLTGdUpKCpMmTWLixIlMnDiRwYMHt2ZbheiSTlSD/ViarlEbqqXQXQjA4LTBhLQQxd5i1h5eyxWDrqhX/8Uf8ce/FPol9yOoBXFZXDjNEuS7kxYH+sceeyxaQzopiZtvvpnZs2czfPhwTCbJ9QnRVHXhOtxhNz1dPU9apMun+qgKVnGw7iAAQzOGkmpL5Z/7/0lNqIbNZZuZ0mtKwjnF3mipkmxHNE3jDrtJc9VffFt0bS2OyrNnzyYtLQ2v18uiRYt44IEH+O1vf8vatWupq6trzTYK0SVphkZNqIbaUC2esOeEx+qGTm2olv2e/RgY9HD1wGVxoRs603pPA+Cbmm844DmAYRhUB6v5uvprvqr6CoimbUJaCIfZgcviavNnEx1Li3v0jz/+OIZhsHPnTj7++GM2b97MK6+8wgsvvIDZbObMM89kwoQJTJgwgSlTppz8gkJ0YpqugUKzJvJ4w9FJSg6zg5pQDcnW5EbLDfgiPtwhN/vc+wA4I+0Mkq3J+FU/PVw9OCvrLLZXbWd9yXrMipmgFkw4f2DqQEJaiBxnjpT37YZO6b9xRVEYPnw4w4cP55ZbbiEcDrN161Y+++wzli9fzrPPPsvixYulqJno8txhN0E1SI+kHk0K9qquUh2qxmayxVMq7rCbHGf9NRwieoSaUA3F3mJCWohkazK9XL3IcGRgjVipDlYzNncsR/xHqAhUECGCWTHTw9WDPFce/VL6kWZLI6gFT7pcn+iaWu2r3ev18sknn7Bp0yY+/vhjDh+OvumXxUdEd2AYBtXhaiwmCznOnJPmwD0hD0E1GC8z4LK4cIfcpFhTEioz6oZORaCCunAde9x7AChILyDFloLL4sJqsuKL+FB1lTn95nDAc4BMRyY5jpyEGjh14brotc1S9bE7anGg13Wd7du38/HHH/Pxxx+zY8cONE3DMAyGDRvG7bffzrRp0xgxYkRrtleIjsuA6mA1NrONdHt6o4eFtTA14Rrs5m9rqtvMNgJqgNpQLT3MPVAUBcMwqApW4Q65qQvXURuqxWqy0i+5H6n26CQnu9lOpiOTMl8ZKbYUhmUOq3c/3dAxMEixpchL2G6qxYF+/PjxeL1eDMPAbrdz3nnnMW3aNKZNm0aPHj1as41CdAoWkwWbyUZFoAKrydpomsQddhPSQqTZ0lB1FXfYTYY9A5fVhTvsJtWWisvqwhP2UB2sxmF2sKlmEwCDUgeRak9NWLs11ZqK1+rFH/GTbKu/QEhIC2E32+UlbDfW4kBvt9u58MILmTZtGueddx4Ox8l/Enq9XjweD7169WrpbYXo0BwWB95ItCRwL1Ov+rVn1CC1odp40H3/0Psc9h3GbrbTL7kfuc5crCYr2Y5stldup8RXwmHfYXwRHxAN9OnW9IQXqmaTmQxHBj5vNIVz/MvWkBaip7PnScsZi66rxYF+48aNzT7nueee4y9/+QvffPNNS28rRJvxRXysLFrJmNwxDE5r+WS/JEsSnrCHcn85GY6MhH114TpUXSXJmsQ31d9w2Bd9lxXSQux172Wvey+byzZjNpmJ6JH4eWbFzFlZZ5HlyCLJVv+XQpIliXR7ejx1FGMYRvTXRQPniO5DxlkJ8W9byrews2YnNaGaUwr0iqKQYkuhLlKHt85bb3+SNQlvxMsnRz8BYHyP8eQ6czlYd5ADngPURerQdR2H2UH/lP4MSB1A76Te8dTM8b8SYvfMtGfGF/M+lsPsaPAc0X1IoBfi32KlBUr9pfgivlMaimhSTKTZ0hrcZxgGHx35iIgeoYezByOzRmJSTGQ6MhmaPhSzOVqMzKpYqVPr4svmKYpSb9GQY9nMNvok92l0v+i+JNALQTR3Hiv+BbDfs5+RWSPb5F773Pso9hZjUkyc3/t8TIqJgBqIBv6kHmTYM1AUBd3QSYmkUBWswhP2kG5Plxo1okUk0AsBHKg7gIER/7vQXdjkQK/pGisOrqAqWEWWI4t0WzoZjgwy7Bmk29ITXoL6I342lUVH0IzNGUuGPQN/xI+OTp4rjzT7t78CTIqJVFsqTosTT8iD0+KU4ZGiRSTQC8G3aZscZw4VgQoK3YUYhtGkwLr56GYOeA4A1KtZY1Es8RmqPZN68q+qfxHSQmQ5sjgr+yyCahADgzxXHim2hhfitpqsZDmzTvEJRXcmgV4Ivg30U3tP5Y3CN6iL1FERqCDXlXvC82pDtWwo2QDA8MzhpNpSqQnVRP8drCGshynxlVDiK4F/l5BXULig1wWYFBMhLUS2M7vRIC9Ea5BAL7q96mA1NaEaTIqJwWmD6Z/an0J3IYWewpMG+ncPvktEj9ArqRcjMkckpF4Mw6AmVEOZv4wjviOU+ksJqAHG5Y4j25mNpmvRUt8WGfoo2pYEetHt7ffsB6BPch/sZjv5qfnRQO8uZGLPiY2et6tmF7trd2NSTEztNRWdxGGNiqKQ6cgk05HJsMxhGEZ0LdfYUMeQFsJhcSTUthGiLcgqIaLbi6Vt8lPzo/+ZFv3PoroiVF1t8JywFubdg+8CMKnnJLIcJ8+hK4qSMJ49rIdJs6XJwtyizcn/wkS3phlavEcfC/C5zlySrcmousoh76EGz9twZEN0tSZbGuf3Or/Z942VKpB1W8XpcFoDvWEYGIZx8gOFIFqH/dgyAG3hiPdIfOWlXknRGkyKosR797He/rHK/eVsLtsMwNz+cxNKDqi6SkAN4Al7qA3VElADDd43tnar3SQzVkXbO62B/s4772TXrl3NOmfbtm0MHTqUbdu2tU2jRId0xHeEP23/E4988QjLDyyn1FfaJvcp9EQD+aC0QQkplFjv/vhAr+oqbx14C93QGZI+hCEZQ6I7lOivg6AWxKyYybRnkuvMJaJH6qV/DMNA0zUpGyxOmya/jL3mmmtadANFUVi6dGmLzj106BB33nknuq6f/GDRZeyt3csr+16J9+a3Vmxla8VWeif1ZlzuOIZnDm90yb3mOj4/HzMobRAAZf4yvBEvydZkDMNgRdEKSnwlOMwOLup/Ufz4JGsSfZP7YjfbsZqsmBQTuqHHV4dKs327IHdEj2A1W2WWqzhtmhzot27d2qIbtLTH8sEHH3D//fdTW1vbovNF5/RlxZe8feBtDAwGpQ5iUt4ktlVsY2fNzuh49AMlrDq0irOyz2Jc7rgGl95rqmPLHsR68DHJ1mR6unpS5i9jv3s/o7JH8enRT9lWuQ0Fhe8O/m7C4iIOs6Pe6k0mxUSWI4uAGiCgBnBZo6WJg1qQdFt6q31ZCXEyTQ70a9eubct2JPjpT3/KihUrGDRoEOeddx4rV648bfcW7cMwDD488iEflHwAwKisUVw28DIsJguD0wbjjXjZVrGNzys+pzZUy6dHP+XTo58yIGUA43LHcWbGmc1e9DpW9iDLkdXgilD5afmU+cso9BTisrpYdWgVALP7zW5ydUub2Ua2M5sj3iOouhpPD8nareJ0avL/M3r37t2W7Uiwb98+7rzzTv7zP/+Tp59++rTdV7QPzdBYWbSSLyq+AGBy3mRm9JmR8Gsw2ZrM5F6TmZQ3iUJ3IZ+Xf86e2j0U1RVRVFeEy+JiTM4YxuZG68c0RWNpm5j81Hw+Lv2YvbV72V2zGwOD0dmjmdBjQrOeL8WaQrojWivebrZjM9tktI04rVptwtSxI2oMw0BVVWpra/nggw+4+uqrm3WtV199FZtNftZ2B2EtzGuFr7GnNrrw9dz+czm3x7mNHm9STJyRfgZnpJ+BO+Tmi4ov2FqxFW/Ey8bSjWws3cjgtMGMyhp10olIe2v3AvXTNjF9U/piMVnwq34gOqHqkgGXNDsdqShKPIVTF64jLymv2b8+hDgVp7Q4+KOPPsqbb75JTU3NCY9tbqBvSZCfMWNGo/tKS0vJy8tr9jVF2/JFfCzbs4wSXwkWxcJ38r/D0MyhTT4/zZ7GtD7TOL/X+eyp3cPn5Z9T6Clkn3sf+9z7mnQNk2JiQOqABvdZTVYGpAxgn3sfKdYUrhp8VYsDdGx5QAUpeSBOvxYH+iVLlvDss8+iKArZ2dlUVVWRkpKC1WqluroaXdfJzMzkuuuua832ii6iOljN0t1LqQ5V4zQ7mV8wn34p/Vp0LbPJzNDMoQzNHEpVsIqt5VvZ79mPpmsnPXdo5tATrr50fq9ovfjpfaafcuGxZGsyVpNVVnsSp12LA/3bb7+Ny+XitddeY9CgQVx77bX07duX3/72t1RXV/PLX/6SDRs2cN5557Vmext1opfFJ+rti9OvxFvCi3texK/6Sbelc+2Qa8l2ZrfKtbMcWczuNxtN19CMkwd6s3LiBbP7pfRjQcqCVmmboihS10a0ixZPmCoqKmLWrFkMGhQdbzxy5Mj4EMzMzEz+8Ic/kJ2dzaJFi1qnpaJL2FO7h+d2PYdf9dPT1ZMfDPtBqwX5Y5lNZmxm20n/feyiIEJ0VS3u0auqSs+ePeN/DxgwgOLiYgKBAE6nE5vNxgUXXMDmzZtbpaGi8/ui4guWH1iOgUF+aj7fO+N7ksYQ4jRocY8+OzubysrK+N99+/YFoLDw2ynjqamplJeXn0LzRFdgGAbrS9bHJ0KdlXUWCwoWSJAX4jRpcaAfO3Ysa9as4dChaHW/goICANavXx8/5ssvvyQ9Pf2UGig6N83QWF60nPUl6wGY0msK8wbNk5SJEKdRi1M3N910E++99x6XXnopjz32GDNnzmTKlCk89dRTlJSUUFlZydatW7nkkktas72iEwlrYV7d9yp73XtRUJg7YC7n5J7T3s0SottpcY9+2LBhPPXUU/Tr1y8+geT+++8nIyODN954g48++oh+/frxk5/85JQaeOedd7J7925Gjx59StcRp5c34uW5Xc+x170Xi2LhqjOukiAvRDs5pel5kydPZvLkyfG/Bw0axPvvv8+mTZtwOByMHTsWh0OGk3U3VcEqlu5eSk2oBqfFyYIzFtA3pW97N0uIbqvFPfo///nPbNmypd52p9PJjBkzOO+889i0aRMPPPDAKTVQdC6HvYd5Zucz1IRqSLen84OhP5AgL0Q7O6VA/9lnn53wmM2bN7NixYqW3kJ0Mntq97Bk1xL8qp88Vx4/GNo2Y+SFEM3T5NTNsmXL6pULfv3119m0aVODx6uqytdff01ubu6ptVB0ClvLt7KiaEV0jHxaPt8bLGPkhegomhzo58yZw2OPPYbP5wOi07mPHDnCkSNHGj3Hbrdz1113nXorRYcVGyO/4cgGAM7KPovLBlwmwyeF6ECaHOgzMzNZvXo1gUAAwzCYOXMmN9xwA9dff329YxVFwWKxkJmZicUi5Vi7Kk3XWHFwBV9WfAlEC4BN6z1N1kEVooNpVhTOzMyM//Mdd9zB+PHjT+uCJKLjCGkhXt33Kvvc+1BQuHjAxYzLHdfezRJCNKDF3e077rgj/s9+v5/du3fjdruZOnUqHo+H1NTUVmmg6Hi8ES/L9izjiO8IFpOF7+Z/lzMzzmzvZgkhGnFKeZXa2loefPBB3n33XTRNQ1EUdu7cybJly3jzzTd55JFHGDVqVGu1VXQA9cbIFyygb7IMnxSiI2vx8EqPx8P8+fNZvnw5ffr0YdCgQfGlBHVdp6ioiJtuuokDBw60WmNF+2pwjLwEeSE6vBYH+ieffJIDBw7w61//mvfee485c+bE9/3oRz/i97//PX6/Xxb37iJ21+yO15HPc+Vx87CbZYy8EJ1Ei1M3q1evZsqUKVx11VUA9UZazJ07l+XLlzc4e1Z0Lp+Xf87KopUYGAxOG8yVg6+UMfJCdCIt7tEfPXqUoUNPvJBzfn6+1KPvxAzDYN3hdfGJUKOzRzP/jPkS5IXoZFrco09LS+Pw4cMnPObgwYMy+qaT0vRoHfltldsAGSMvRGfW4h79+PHjWb16Nbt27Wpw/1dffcW6desYP358ixsn2kdIC/HS3pfYVrkNBYVLBlzC9D7TJcgL0Um1uEf/ox/9iHXr1rFgwQIWLFjA/v37AVi1ahXbtm1j2bJlWCwWfvjDH7ZaY0Xb80a8vLj7RUr9pVhMFq7Mv5IhGUPau1lCiFPQ4kCfn5/Pk08+yT333MOiRYvi23/84x9jGAZpaWk88sgj8SUGRcdXGahk6Z6l1IZqcVlcLChYQJ/kPu3dLCHEKTqlCVMTJkxg3bp1rFu3jh07duDxeEhKSmLo0KHMnDmTpKSk1mqnaGPF3mKW7VlGQA2QYc/g2iHXkuXIau9mCSFawSlXHCsvL+fgwYMUFxdTV1dHZmYmvXr1IhgMSqDvJHbX7ObVwldRdZVeSb1YULCAZGtyezdLCNFKTinQP/vss/zxj38kEonEZ8UCrFy5kscff5xf/epXsjh4Bydj5IXo+loc6N9//30eeeQRcnNzueWWWxgzZgzJycm43W62bt3KokWLuP/++8nLy2Ps2LGt2WbRCgzD4IOSD/jwyIcAnJ19NpcMuETqyAvRBbU40D/77LOkpaXx0ksv1StVPHLkSKZNm8Z3vvMdnnrqKf7+97+fckNF6zl+jPwFvS5gau+pMnxSiC6qxYF+9+7dXHrppY3Wo+/fvz+zZs1i7dq1LW6caH0hLcQr+16h0F0YHyM/Nld+cQnRlbU40LtcrpOuHmWz2TCZWjwnSwARPYI75AbAaXHiMDtanF6pC9exbM8ySv2lWE1Wrhx8JQXpMvxViK6uxYH+oosu4u233+amm26iT5/6Y62rqqpYu3Yts2fPPqUGdle6oeONeKkKVhFQAyj//pfNbMNldZFkScJutmMz25p0vcpAJUt3L6U2LGPkhehuWhzob7jhBrZt28Z3vvMdfvCDHzBhwgTy8vIIBoNs376dv/71r4TDYc477zw2b96ccO7EiRNPueFdWVANUh2sxh12YzFZSLOloSgKuqET1sLUhmqpCdZgNVlxWpwkW5OxW+zYTfYG8+zFdcUs2ytj5IXorhTj2HGRzXDmmWeiKAqGYTQYXGKXbWjfN99805JbttiMGTMAOsX7Ak/YQ7m/HFVXSbImNZqmMQyDiB4hrIfRdA2zyUySJYmeST0xK9+es6tmF6/tew3VkDHyQnQlzYlrLe7Rz5s3T0ZptLKAGqA8UA4KpNpPXPVTUaJpnFjqJqgGCWgBdEOPB/ot5Vt4p+gdDAzOSDuDKwdf2eRUjxCi62hxoH/ooYdasx3dnqqrVAQqUHWVVFtikC/zl4EBua5cTErDL7fNihnd0IFv68h/VPoRAGNyxnDxgIsTevpCiO7jlEsgiFOnGzqVwUq8EW9CkNcNnU/KPuFf1f8CwG620y+5H/1T+9MnqU+DvXNN11hxcAXbq7YDMLX3VC7odYH8+hKiG5NA3wF4wh5qQ7UkW5PjPXZ/xM+aw2uivXnAZrIR0kLsde9lr3svJsVE76Te9E/pT/+U/thMNiJ6hFf2vcJ+z34UFC4deCljcsa056MJIToACfRtQDd0KgOVOCyOemmY4/kjfioDldhMNiym6H8dZf4y1hSvwa/6sZqsTOs9jX4p/TjqP8rBuoMU1RXhCXso9hZT7C1mY+lGshxZqLqKO+yWMfJCiAQS6NuAJ+yhMlgZz5vHhkceL6SFqAhWoBkaLqsL3dDZUbWDz45+hoFBhj2DWX1nkW5PByAvKY+8pDzG9xiPO+ymqK6Ig3UHOeo/SlWwCgCXxcU1BdfQO7nhGctCiO5HAn0rC6gBKoOVOMwOAMp8ZWi6RoYjI56W0Q0dT9hDVbCKsBYm1ZZKsbeYzWWbqQ3VAjAodRAX9LoAq9la7x6KopBuT2e0fTSjs0cTUAMccB+gMlTJ9N7TyXXlnrbnFUJ0fBLoW5Gqq1QGKjlUd4jtldtJt6czNmcsFcEKdHSyHFmE9TDVgehkKJvZhoHBqkOrOOQ9BIDD7OCc3HM4M+PM+K+A2GiaxkbcOC1Ozkg/gwHGADIcGafnYYUQnYYE+lZiGAblgXLWl6yn0FMIgDvs5rD3MCMzRzIobRARPYJf9RNRI9RF6tjn2cc+9z50Q0dBYUTWCMbkjInXgzcMg4AaIKJHUFAwMKJj5002KScshGgyCfStZG/tXpYXLacuUgfAsIxhuMNuSnwlbKvaxj7PPkZkjiCgBtjv2R8/DqBvcl8m9pwYz8UDhLUwftWPw+Kgl7MXFpOFgBrAG/HiV/1ohobVZMVmtmE11U/vCCFEjAT6E6gJ1bC1fCvn5J5Dmj2t0eM2lGxgfcl6DAycZifje4ynZ1JPNF3jaOAoW8u34o14+eToJ/FzrCYr+Wn5FKQX0NPVE8Mw0HQNHZ2gGkRBIduRTYYjIx7Ik6xJZDoyCWkhgloQb9hLUAvii/hQUBrM5wshhAT6E9hRtYONpRvZXbubHwz7QfwF67E+L/+cD0o+ACA/NZ/pfaaTYkvBolgIqkGcVidZjix21+zmQN0BMuwZ5Kfm0zupNyjR9Iw75EZBwaSYMCkmXBYXmY5Mkqz119w1KSacFidOi5N0WzphPRwP9qquNprHF0J0XxLoT2B09mg+O/oZFYEK/ln4T64+4+qEQFrkKeKdg+8A0RmoU3tPTTjfZXWRak/FG/GSZk9jVNYoFEXBYrJgM9lwWBzYTDZMigmzYsZkiv6nWTE3KWArioLdbMdutpNmS0M3dAn0Qoh6JNCfQKotlavPuJrF3yxmT+0ePij5gBl9ohXjakO1vLLvFXRDZ3jmcC7odUGD17CYLKTb00mxpRBUg5gVMxaTJT45qjVJkBdCNEQiw0n0Se7DZQMvA+CjIx/xr6p/EdbCvLTnJfyqnzxXHpcPvPyktWTMipkkaxIOi6NNgrwQQjRGIk4TnJV9Fkf9R9lUtok3D7xJn6Q+HA0cJcmSxNVnXC2lf4UQHVqH7NFXVlby85//nClTpjB69GiuvvpqPv7443Zt08y+MxmcNhhVVymqK8KkmLjqjKtOOBpHCCE6gg4X6H0+H9///vdZsWIFV1xxBffeey+BQICbb76ZjRs3tlu7TIqJ7+Z/l2xHNgCXDLiEfin92q09QgjRVB0udbN06VL27NnDU089xbRp04Doalbz5s3jN7/5De+991671VZ3WBz8cMQPcYfcZDuz26UNQgjRXB2uR//WW2/Rv3//eJAHSEpK4nvf+x5FRUVs3769HVsXnegkQV4I0Zl0qEBfV1fH/v37GTVqVL19I0eOBGj3QC+EEJ1Nhwr0R48exTAM8vLy6u3LzY2W3i0pKTndzRJCiE6tQ+Xo6+qihb6cTme9fS6XC4BAINDguTNmzGj0uqWlpQ1+eQghRHfQoQK9rkfrrjf0stUwjEb3nYymaZSWlp7wy0AIITqT0tJSzOamlSvvUIE+KSlaxCsYDNbbF+vJp6SkNHju2rVrG73uuHHjCIfDrdDCzqW0tBRAfs20E/n82093+OwtFgs2W9Mma3aoQN+nTx8gmqs/Xnl5OdCy/+I+//zzU2tYJxX7BXOiL0HRduTzbz/y2SfqUC9jk5OTGTBgADt27Ki3L7atoRE5QgghGtehAj3AJZdcwr59+/jwww/j23w+H6+88gr5+fnxYZZCCCGapkOlbgC+//3v89Zbb3HXXXdx4403kpOTwyuvvMKRI0f4+9//3m6zYoUQorPqcIE+OTmZF198kd/97ne8+OKLRCIRzjzzTJ555hkmTJjQ3s0TQohOp8MFeoAePXrw6KOPtnczhBCiS+hwOXohhBCtSzFiM5GEEEJ0SdKjF0KILk4CvRBCdHES6IUQoouTQC+EEF2cBHohhOjiJNB3Qbt37+bOO+9k/PjxjBgxglmzZvHHP/6xW1bwbG/BYJCLLrqI6dOnt3dTuo1IJMLTTz/NnDlzGDlyJLNmzeL3v/89fr+/vZvWbjrkhCnRcocOHWL+/PlYrVYWLFhAbm4un3zyCU8++SRfffUVzzzzjJSROI0eeeQR9u/fT+/evdu7Kd3G3XffzerVq7nsssu48cYb+fLLL/nb3/7Gnj17ePLJJ7vl//4l0Hcx//d//0c4HOa1115j0KBBAMyfP5+HHnqIxYsXs3btWmbOnNnOrewePvroI5YtW4bVam3vpnQbK1euZPXq1dx6663cfffdAFx99dWkpKTwwgsv8OWXXzJmzJh2buXpJ6mbLkTTND777DPGjRsXD/Ixl19+OQBbt25tj6Z1O7W1tTzwwANcccUV8XUWRNv7xz/+QUZGBj/60Y8Stl933XXcdtttTV6oo6uRHn0XYjKZeOutt2hosnN1dTVAk5ceE6fmv//7v7Farfz85z/nu9/9bns3p1tQVZUvv/yS6dOnY7fbgejKdDabjf79+/PjH/+4fRvYjiTQdyGKotC3b98G9y1ZsgSA8ePHn84mdUtvvvkm77//PkuWLCE5Obm9m9NtHD58mHA4TJ8+fXjzzTd58sknKSoqwmazMWfOHH7xi1+QlpbW3s1sFxLou4HFixezYcMGxo4dy5QpU9q7OV1aSUkJCxcu5IYbbpAv1dPM4/EAsG7dOpYtW8Ytt9zC4MGD+fTTT3nxxRcpLCzk5Zdf7pbpGwn0Xdzzzz/Pww8/TE5ODo899lh7N6dL03Wd+++/n9zcXH7yk5+0d3O6ndjw4f379/Pcc88xceJEAGbNmkVGRgaPP/44b7zxBldddVV7NrNdyMvYLsowDH73u9/x4IMPkp2dzXPPPdeihdVF0y1evJjPP/+cn/3sZ/h8Pqqrq6murkbXdXRdp7q6mrq6uvZuZpflcrkAGDRoUDzIx3zve98DYNOmTae9XR2B9Oi7oHA4zM9+9jNWrFhBv379eOaZZ+jXr197N6vLW79+Pbquc/PNNze4f+LEiZx77rm88MILp7ll3UPPnj0ByM7OrrcvMzMTRVHwer2nu1kdggT6LkbTNO6++27WrFnDyJEjefrpp8nMzGzvZnUL9913XzxPfKwHHniASCTC7373O1JTU9uhZd1DZmYmvXv3prCwEF3XMZm+TVgUFxdjGEa3Heoqgb6LeeKJJ1izZg1jxoxh0aJFJCUltXeTuo0RI0Y0uN3hcGAymZg0adJpblH3M2/ePP7yl7/w0ksvcc0118S3L1q0CICLLrqovZrWriTQdyEVFRXxEgfTp09nzZo19Y4ZOHAgo0aNaofWCdH2/vM//5MPPviAhQsXsnv3boYNG8bGjRtZvXo1l19+ORMmTGjvJrYLCfRdyJYtW+IjDxpbXP2qq66SQC+6LKfTyQsvvMBf//pX3n33Xf75z3/Su3dv7r33Xm666ab2bl67kTVjhRCii5PhlUII0cVJoBdCiC5OAr0QQnRxEuiFEKKLk0AvhBBdnAR6IYTo4iTQCyFEFyeBXgghujgJ9KLLqaqq4sUXX2zx+YcPH2bIkCHMnz+/xde47rrrGDJkCAcPHmzxNdpSQ59RR2+zaDkJ9KJLqaqqYvbs2axYsaK9m9JhyWfU/UigF11KIBDotjXHm0o+o+5HAr0QQnRxEuhFu7j//vsZMmQIxcXFLFy4kEmTJnH22Wdz1VVXsWrVqnrHFxYW8tOf/pTzzjuPESNGMGPGDB5++GHcbnf8mCeeeIIZM2YA8MUXXzBkyBCeeOKJ+P6vv/6ae+65h6lTpzJixAjOPvts5s2bx7PPPoumaW3/0E18jtizDBkyhB07dvD0009z4YUXMmLECKZOncpDDz2Ez+erd+0NGzZwzTXXMGbMGMaPH8+9995LeXk5w4YN47rrrotf90SfEYDb7WbhwoWcf/75jBw5kgsvvJC//e1vp+0zEq1PyhSLdvXjH/+YgwcPcskll6CqKu+//z7/7//9P+699974knyffPIJt912G5FIhJkzZ9KnTx+++eYbnn32WdatW8dLL71EZmYm5557Ltdffz3PP/88eXl5fOc73+Hcc88FYOPGjdx66604nU5mzpxJdnY2ZWVlrFmzhocffpiKigruu+++Nn3Wpj7HsX79619TWFjInDlzmD59OqtWrWLx4sUcPXqUP/zhD/HjXn75ZX71q1+RkpLChRdeSFJSEu+99x7z58/n2AK1J/qMYm677TYsFguzZ89G0zTeeecdfv/731NTU8P999/fpp+RaCOGEO3gvvvuMwoKCoxzzjnHOHjwYHz7oUOHjMmTJxvDhw83Dh06ZASDQeO8884zRo8ebXz99dcJ11i2bJlRUFBg/OQnP4lvKy4uNgoKCoyrr7464dhLLrnEGDFihLF///6E7fv27TOGDBlijB8//qTXaI5rr73WKCgoMIqKigzDMJr9HI8//rhRUFBgnHvuuUZxcXF8e21trXHuuecaQ4cONcrLyw3DMIyysjLjrLPOMs4999yEz7KqqsqYPn26UVBQYFx77bUnfb5Ym7/73e8aXq834TMaNmyYMXbsWENV1RZ/JqL9SOpGtKubbropYeHyvn37cssttxCJRFixYgXr1q2joqKC+fPnM2zYsIRz58+fz4ABA3jvvfdO+HLRMAzuuusuHnvsMQYOHJiwLz8/n+zsbGpqalr3wY7T0ue49NJLE9Y5TUtLY8yYMWiaxuHDhwF49913CQQCfP/730/4LDMzM7nzzjub3dabb745YQnK/Px8BgwYQF1dXZt/TqJtSOpGtKuJEyfW2zZmzBgAdu7cSV1dHQAHDhyol0sGMJvNqKrK7t27GTt2bIP3UBSFmTNnAtHlFvfs2UNxcTFFRUXs2LGDqqoqILqwutlsbpXnOt6OHTta9BwDBgyod2xsgfFIJJJw7dGjR9c7dty4cc1ua0P3jKWU/H5/s68n2p8EetGuevbsWW9bcnIyAB6PB4/HA0R7xOvWrWv0Ose/zDxeYWEhDz/8MB9++GE8Z923b1/Gjh3L3r17cbvdCbns1tbS57Db7fWOURQFIN7eWC87Jyen3rE9evRodlsdDkej+9ryMxJtRwK9aFfBYLDetliwy8zMjKcQ/vCHPzB37twW3cPv93PjjTdSVVXFbbfdxrRp08jPz49f+7zzzmth65uuNZ7jZNduKH0l4+UFyPBK0c62b99eb9sXX3wBwFlnncXQoUMB+Oqrrxo8/69//StPPvkktbW1wLe93WNt2rSJ8vJyLr30Uu666y5GjRoVD47V1dVUV1cDbdtbbe5zNMfIkSMB+PLLL+vt27ZtW71tDX1GomuTQC/a1V//+lcqKyvjfx88eJBFixaRlJTExRdfzMyZM0lPT+fFF1+s96Xwzjvv8Kc//Yk333wznre2WKI/UlVVjR8XS0Ucex+AUCjEL3/5S3Rdr3dOa2vuczTHZZddhs1mY/HixfEXtAC1tbU8/vjj9Y5v6DMSXZukbkS7qqys5PLLL2fGjBlEIhHef/99AoEAv/3tb+M550ceeYQ77riD+fPnM336dPr3709hYSEbNmzA5XLx0EMPYTJF+yyZmZnY7XZ27tzJwoULmThxIpMmTWLAgAFs3LiRa665hrPPPhuPx8OGDRuoqKggIyODmpoaamtrcTqdbfKcycnJzXqO5ujZsyf33nsvDz74IFdccQUzZ87EZrOxbt26eDA/9roNfUaxSVSia5IevWhXv/nNb5g2bRqrVq1i9erVjB49miVLlnD55ZfHj7ngggt49dVXmTNnDl9++SVLlixhz549XHrppbz22mucffbZ8WOtViv/+7//S05ODi+//DJr1qzB6XTy7LPPcskll1BcXMzzzz/Ppk2bGDlyJMuWLeP6668H4IMPPmjTZ23OczTX9ddfzx/+8Af69+/PypUree+995g8eXJ8UtWxX2ANfUaia1MMeY0u2sH999/PG2+8weLFi5k0aVJ7N6dTq6mpIRKJkJubW2/fxx9/zE033cSCBQv4n//5n3ZonegIpEcvRCe3detWpkyZwsKFCxO2q6rK4sWLAeTLtJuTHL0QJ9HQBKcTueGGG1r0UrWlJk+ezIABA3jhhRfYu3cvI0aMIBQKsXHjRg4cOMCMGTOYNWvWaWuP6Hgk0AtxEn/+85+bdfwVV1xxWgO9w+HgpZdeYsmSJaxevZply5ZhMpkYOHAgv/jFL7jmmmtOW1tExyQ5eiGE6OIkRy+EEF2cBHohhOjiJNALIUQXJ4FeCCG6OAn0QgjRxUmgF0KILk4CvRBCdHES6IUQoouTQC+EEF3c/wemwEX4joy9TwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt # импортируем библиотеку\n",
    "plt.figure(figsize = (4, 2)) # размер картинки\n",
    "sns.set_context(\"notebook\", font_scale=1.25) # увеличим шрифт элементов графика\n",
    "sns.lineplot(x=\"petal_length\", y=\"petal_width\", data=data) # построим график с помощью seaborn  \n",
    "sns.set_style(\"whitegrid\") # установим тему \"whitegrid\"\n",
    "plt.title('ticks') # установим заголовок с помощью matplotlib\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "54a646ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 15))\n",
    "for i, context in enumerate(['notebook', 'paper', \n",
    "                             'talk', 'poster']):\n",
    "    sns.set_context(context=context)  # Устанавливаем стиль\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    sns.lineplot(x=\"petal_length\", y=\"petal_width\", data=data)\n",
    "    plt.title(context)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "466cd25a",
   "metadata": {},
   "source": [
    "### 1.4 Цветовая палитра\n",
    "\n",
    "Здесь нам могут быть полезны два метода:\n",
    "\n",
    "* ***color_palette()*** задаёт цвет графику\n",
    "* ***palplot()*** создаёт цветовую палитру в виде горизонтального массива\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "e2a498db",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns  \n",
    "import matplotlib.pyplot as plt \n",
    "palette = sns.color_palette('Spectral', 15) \n",
    "sns.palplot(palette) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "d72e91b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns  \n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "plt.figure(figsize=(7, 6))\n",
    "\n",
    "sns.set_palette('vlag') \n",
    "sns.set_context(\"notebook\", font_scale=0.75)\n",
    "plt.subplot(211) \n",
    "sns.lineplot(x=\"petal_length\", y=\"petal_width\", data=data)\n",
    "  \n",
    "sns.set_palette('Accent') \n",
    "sns.set_context(\"notebook\", font_scale=0.75)\n",
    "plt.subplot(212) \n",
    "sns.lineplot(x=\"petal_length\", y=\"petal_width\", data=data)\n",
    "  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcd3019e",
   "metadata": {},
   "source": [
    "### 1.5 Создание различных типов графиков"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d7526fb",
   "metadata": {},
   "source": [
    "### Точечная диаграмма"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "6828dd3f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3))\n",
    "sns.scatterplot(x=\"petal_length\", y=\"petal_width\", data=data) \n",
    "plt.title(\"Точечная диаграмма\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2760f890",
   "metadata": {},
   "source": [
    "### Линейный график"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "d80a4ca6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3))\n",
    "sns.lineplot(x=\"petal_length\", y=\"petal_width\", data=data) \n",
    "plt.title(\"Линейный график\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3602a08",
   "metadata": {},
   "source": [
    "### Столбчатая диаграмма \n",
    "\n",
    "Столбчатая диаграмма используется для агрегирования категориальных данных в соответствии с некоторыми методами, и по умолчанию это среднее значение."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "6b913303",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3))\n",
    "sns.barplot(x=\"species\", y=\"petal_width\", data=data) \n",
    "plt.title(\"Столбчатая диаграмма\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f37e6c4",
   "metadata": {},
   "source": [
    "### Ящичковая диаграмма \n",
    "\n",
    "Показывает диапазон значений определённой категории. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "26955a4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Ящичковая диаграмма\n",
    "plt.figure(figsize=(6, 3))\n",
    "sns.boxplot(x=\"species\", y=\"petal_width\", data=data) \n",
    "plt.title(\"Ящичковая диаграмма\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9eaed64",
   "metadata": {},
   "source": [
    "### Полосовой график\n",
    "По сути это точечная диаграмма по категориям. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "56b84386",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3))\n",
    "sns.stripplot(x=\"species\", y=\"petal_width\", data=data) \n",
    "plt.title(\"Полосовой график\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae622c7e",
   "metadata": {},
   "source": [
    "### 1.6 Distplot \n",
    "\n",
    "Distplot позволяет отображать гистограмму. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "b8c07649",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\79826\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 3))\n",
    "sns.distplot(data['sepal_width']) \n",
    "plt.title(\"Распределение ширины наружного лепестка околоцветника\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "353d19fd",
   "metadata": {},
   "source": [
    "Мы видим, что распределение ширины наружного лепестка околоцветника близко к нормальному распределению. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cff4dfc",
   "metadata": {},
   "source": [
    "### 1.7 Парный график\n",
    "\n",
    "С помощью ***sns.pairplot*** мы можем создать точечные графики, между различными значениями признаков. \n",
    "\n",
    "Здесь в целом лучше один раз увидеть, чем читать какие-то объяснения. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "bcea7da2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1090.62x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=data, hue='species') \n",
    "sns.set_context(\"notebook\", font_scale=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4de82fe5",
   "metadata": {},
   "source": [
    "### 1.8 Тепловая карта"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afa5192c",
   "metadata": {},
   "source": [
    "Тепловая карта определяется как графическое представление данных с использованием цветов для \n",
    "визуализации значения матрицы. Для представления более распространённых значений используюься более яркие цвета для менее ярких тёмные(синие). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "8a961830",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tc = data.corr() \n",
    "sns.heatmap(tc) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5a4a4f3",
   "metadata": {},
   "source": [
    "Сравните с обычной матрицей корелляции. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "43b7e778",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>sepal_length</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.117570</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sepal_width</th>\n",
       "      <td>-0.117570</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>-0.366126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>petal_length</th>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>petal_width</th>\n",
       "      <td>0.817941</td>\n",
       "      <td>-0.366126</td>\n",
       "      <td>0.962865</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              sepal_length  sepal_width  petal_length  petal_width\n",
       "sepal_length      1.000000    -0.117570      0.871754     0.817941\n",
       "sepal_width      -0.117570     1.000000     -0.428440    -0.366126\n",
       "petal_length      0.871754    -0.428440      1.000000     0.962865\n",
       "petal_width       0.817941    -0.366126      0.962865     1.000000"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.corr() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff99b5d2",
   "metadata": {},
   "source": [
    "### Задача 1 (2 балла)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "1ce97684",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>S</td>\n",
       "      <td>Second</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>B</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23.4500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>Q</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     survived  pclass     sex   age  sibsp  parch     fare embarked   class  \\\n",
       "0           0       3    male  22.0      1      0   7.2500        S   Third   \n",
       "1           1       1  female  38.0      1      0  71.2833        C   First   \n",
       "2           1       3  female  26.0      0      0   7.9250        S   Third   \n",
       "3           1       1  female  35.0      1      0  53.1000        S   First   \n",
       "4           0       3    male  35.0      0      0   8.0500        S   Third   \n",
       "..        ...     ...     ...   ...    ...    ...      ...      ...     ...   \n",
       "886         0       2    male  27.0      0      0  13.0000        S  Second   \n",
       "887         1       1  female  19.0      0      0  30.0000        S   First   \n",
       "888         0       3  female   NaN      1      2  23.4500        S   Third   \n",
       "889         1       1    male  26.0      0      0  30.0000        C   First   \n",
       "890         0       3    male  32.0      0      0   7.7500        Q   Third   \n",
       "\n",
       "       who  adult_male deck  embark_town alive  alone  \n",
       "0      man        True  NaN  Southampton    no  False  \n",
       "1    woman       False    C    Cherbourg   yes  False  \n",
       "2    woman       False  NaN  Southampton   yes   True  \n",
       "3    woman       False    C  Southampton   yes  False  \n",
       "4      man        True  NaN  Southampton    no   True  \n",
       "..     ...         ...  ...          ...   ...    ...  \n",
       "886    man        True  NaN  Southampton    no   True  \n",
       "887  woman       False    B  Southampton   yes   True  \n",
       "888  woman       False  NaN  Southampton    no  False  \n",
       "889    man        True    C    Cherbourg   yes   True  \n",
       "890    man        True  NaN   Queenstown    no   True  \n",
       "\n",
       "[891 rows x 15 columns]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tit = sns.load_dataset('titanic') # загрузим датасет \n",
    "tit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ff39bf5",
   "metadata": {},
   "source": [
    "Рассмотрим популярный датасет, связанный с пассажирами Титаника."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab56e9e1",
   "metadata": {},
   "source": [
    "* ***Survived***: Признак, показывающий был ли спасен данный пассажир или нет. 1 означает, что удалось выжить, и 0 - не удалось спастись.\n",
    "* ***Pclass***: Класс билета. 1 - означает Первый класс билета. 2 - означает Второй класс билета. 3 - означает Третий класс билета.\n",
    "* ***Name***: Имя пассажира. Имя также может содержать титулы и обращения. \"Mr\" для мужчин. \"Mrs\" для женщин. \"Miss\" для девушек (тут имеется в виду что для тех, кто не замужем, так было принято, да и сейчас тоже, говорить в западном обществе). \"Master\" для юношей.\n",
    "* ***Sex***: Пол пассажира. Либо мужчины (=Male) оибо женщины (=Female).\n",
    "* ***Age***: Возраст пассажира. \"NaN\" значения в этой колонке означают, что возраст данного пассажира отсутствует/неизвестен/или не был записанv в датасет.\n",
    "* ***SibSp***: Количество братьев/сестер или супругов, путешествующих с каждым пассажиром.\n",
    "* ***Parch***: Количество родителей детей (Number of parents of children travelling with each passenger).\n",
    "* ***Embark_town*** Город отправления\n",
    "* ***Fare***: Сумма, которую заплатил пассажир за путешествие."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7920d8a1",
   "metadata": {},
   "source": [
    "Постройте:\n",
    "    \n",
    "1. Точечную диаграмму\n",
    "2. Линейный график\n",
    "3. Столбчатую диаграмму \n",
    "4. Ящичковую диаграмму\n",
    "5. Полосовой график\n",
    "6. Парный график\n",
    "7. Тепловую карту\n",
    "\n",
    "В качестве признаков можете выбрать те признаки, которые вам понравятся. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9906bdab",
   "metadata": {},
   "source": [
    "## Pandas(часть 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10d7727a",
   "metadata": {},
   "source": [
    "### 2.1 Работа с пропусками\n",
    "\n",
    "Так как данные бывают разных форм и видов и ***даже с пропусками***, то необходимо уметь обрабатывать их. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "6566652e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06a1c59a",
   "metadata": {},
   "source": [
    "Создадим тренировочную таблицу с пропусками. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "4f551235",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({\n",
    "'ord_no':[70001,np.nan,70002,70004,np.nan,70005,np.nan,70010,70003,70012,np.nan,70013],\n",
    "'purch_amt':[150.5,np.nan,65.26,110.5,948.5,np.nan,5760,1983.43,np.nan,250.45, 75.29,3045.6],\n",
    "'sale_amt':[10.5,20.65,np.nan,11.5,98.5,np.nan,57,19.43,np.nan,25.45, 75.29,35.6],\n",
    "'customer_id':[3002,3001,3001,3003,3002,3001,3001,3004,3003,3002,3001,3001],\n",
    "'salesman_id':[5002,5003,5001,np.nan,5002,5001,5001,np.nan,5003,5002,5003,np.nan]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "0456e3ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ord_no</th>\n",
       "      <th>purch_amt</th>\n",
       "      <th>sale_amt</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>salesman_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>70001.0</td>\n",
       "      <td>150.50</td>\n",
       "      <td>10.50</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.65</td>\n",
       "      <td>3001</td>\n",
       "      <td>5003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>70002.0</td>\n",
       "      <td>65.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3001</td>\n",
       "      <td>5001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70004.0</td>\n",
       "      <td>110.50</td>\n",
       "      <td>11.50</td>\n",
       "      <td>3003</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>948.50</td>\n",
       "      <td>98.50</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>70005.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3001</td>\n",
       "      <td>5001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>5760.00</td>\n",
       "      <td>57.00</td>\n",
       "      <td>3001</td>\n",
       "      <td>5001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>70010.0</td>\n",
       "      <td>1983.43</td>\n",
       "      <td>19.43</td>\n",
       "      <td>3004</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>70003.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3003</td>\n",
       "      <td>5003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>70012.0</td>\n",
       "      <td>250.45</td>\n",
       "      <td>25.45</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>75.29</td>\n",
       "      <td>75.29</td>\n",
       "      <td>3001</td>\n",
       "      <td>5003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>70013.0</td>\n",
       "      <td>3045.60</td>\n",
       "      <td>35.60</td>\n",
       "      <td>3001</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ord_no  purch_amt  sale_amt  customer_id  salesman_id\n",
       "0   70001.0     150.50     10.50         3002       5002.0\n",
       "1       NaN        NaN     20.65         3001       5003.0\n",
       "2   70002.0      65.26       NaN         3001       5001.0\n",
       "3   70004.0     110.50     11.50         3003          NaN\n",
       "4       NaN     948.50     98.50         3002       5002.0\n",
       "5   70005.0        NaN       NaN         3001       5001.0\n",
       "6       NaN    5760.00     57.00         3001       5001.0\n",
       "7   70010.0    1983.43     19.43         3004          NaN\n",
       "8   70003.0        NaN       NaN         3003       5003.0\n",
       "9   70012.0     250.45     25.45         3002       5002.0\n",
       "10      NaN      75.29     75.29         3001       5003.0\n",
       "11  70013.0    3045.60     35.60         3001          NaN"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbab4ee3",
   "metadata": {},
   "source": [
    "Отсутствующие данные объектов можно заменить на конкретные числовые значения, для этого можно использовать метод ***fillna()***. Для экспериментов будем использовать структуру df, созданную в предыдущем разделе."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c50cc84a",
   "metadata": {},
   "source": [
    "Этот метод не изменяет текущую структуру, он возвращает структуру DataFrame, созданную на базе существующей, с заменой NaN значений на те, что переданы в метод в качестве аргумента."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eca9d5cd",
   "metadata": {},
   "source": [
    "К примеру, данные можно заполнить ***средним значением*** по столбцу."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "a5132159",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ord_no</th>\n",
       "      <th>purch_amt</th>\n",
       "      <th>sale_amt</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>salesman_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>70001.00</td>\n",
       "      <td>150.500000</td>\n",
       "      <td>10.500000</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>70006.25</td>\n",
       "      <td>1376.614444</td>\n",
       "      <td>20.650000</td>\n",
       "      <td>3001</td>\n",
       "      <td>5003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>70002.00</td>\n",
       "      <td>65.260000</td>\n",
       "      <td>39.324444</td>\n",
       "      <td>3001</td>\n",
       "      <td>5001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70004.00</td>\n",
       "      <td>110.500000</td>\n",
       "      <td>11.500000</td>\n",
       "      <td>3003</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70006.25</td>\n",
       "      <td>948.500000</td>\n",
       "      <td>98.500000</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>70005.00</td>\n",
       "      <td>1376.614444</td>\n",
       "      <td>39.324444</td>\n",
       "      <td>3001</td>\n",
       "      <td>5001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>70006.25</td>\n",
       "      <td>5760.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>3001</td>\n",
       "      <td>5001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>70010.00</td>\n",
       "      <td>1983.430000</td>\n",
       "      <td>19.430000</td>\n",
       "      <td>3004</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>70003.00</td>\n",
       "      <td>1376.614444</td>\n",
       "      <td>39.324444</td>\n",
       "      <td>3003</td>\n",
       "      <td>5003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>70012.00</td>\n",
       "      <td>250.450000</td>\n",
       "      <td>25.450000</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>70006.25</td>\n",
       "      <td>75.290000</td>\n",
       "      <td>75.290000</td>\n",
       "      <td>3001</td>\n",
       "      <td>5003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>70013.00</td>\n",
       "      <td>3045.600000</td>\n",
       "      <td>35.600000</td>\n",
       "      <td>3001</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ord_no    purch_amt   sale_amt  customer_id  salesman_id\n",
       "0   70001.00   150.500000  10.500000         3002       5002.0\n",
       "1   70006.25  1376.614444  20.650000         3001       5003.0\n",
       "2   70002.00    65.260000  39.324444         3001       5001.0\n",
       "3   70004.00   110.500000  11.500000         3003       5002.0\n",
       "4   70006.25   948.500000  98.500000         3002       5002.0\n",
       "5   70005.00  1376.614444  39.324444         3001       5001.0\n",
       "6   70006.25  5760.000000  57.000000         3001       5001.0\n",
       "7   70010.00  1983.430000  19.430000         3004       5002.0\n",
       "8   70003.00  1376.614444  39.324444         3003       5003.0\n",
       "9   70012.00   250.450000  25.450000         3002       5002.0\n",
       "10  70006.25    75.290000  75.290000         3001       5003.0\n",
       "11  70013.00  3045.600000  35.600000         3001       5002.0"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.fillna(df.mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d587feef",
   "metadata": {},
   "source": [
    "### Задача 2(3 балла)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20646f3d",
   "metadata": {},
   "source": [
    "Заполните пропущеные значения таблицы следующими способами: \n",
    "\n",
    "* Медианными значениями \n",
    "* Нулями\n",
    "* Наиболее часто встречающимися \n",
    "* Линейной интерполяцией \n",
    "\n",
    "Читайте документацию: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.fillna.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5780ec0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "91a07bc2",
   "metadata": {},
   "source": [
    "### 2.2 Удаление столбцов и строк с пропусками"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27737773",
   "metadata": {},
   "source": [
    "Довольно часто используемый подход при работе с отсутствующими данными – это удаление записей (строк) или полей (столбцов), в которых встречаются пропуски. Для того, чтобы удалить все объекты, которые содержат значения NaN используется метод ***dropna()*** без аргументов."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "ffddd496",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({\n",
    "'ord_no':[70001,np.nan,70002,70004,np.nan,70005,np.nan,70010,70003,70012,np.nan,70013],\n",
    "'purch_amt':[150.5,np.nan,65.26,110.5,948.5,np.nan,5760,1983.43,np.nan,250.45, 75.29,3045.6],\n",
    "'sale_amt':[10.5,20.65,np.nan,11.5,98.5,np.nan,57,19.43,np.nan,25.45, 75.29,35.6],\n",
    "'customer_id':[3002,3001,3001,3003,3002,3001,3001,3004,3003,3002,3001,3001],\n",
    "'salesman_id':[5002,5003,5001,np.nan,5002,5001,5001,np.nan,5003,5002,5003,np.nan]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "c6376bd4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ord_no</th>\n",
       "      <th>purch_amt</th>\n",
       "      <th>sale_amt</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>salesman_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>70001.0</td>\n",
       "      <td>150.50</td>\n",
       "      <td>10.50</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>70012.0</td>\n",
       "      <td>250.45</td>\n",
       "      <td>25.45</td>\n",
       "      <td>3002</td>\n",
       "      <td>5002.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ord_no  purch_amt  sale_amt  customer_id  salesman_id\n",
       "0  70001.0     150.50     10.50         3002       5002.0\n",
       "9  70012.0     250.45     25.45         3002       5002.0"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13059fa6",
   "metadata": {},
   "source": [
    "Однако, как кажется, мы потеряли с вами слишком много данных. Метод dropna() имеет множество аргументов о которых можно подробно почитать в документации: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.dropna.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b5b11de",
   "metadata": {},
   "source": [
    "### Задача 3(2 балла)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "764bb6be",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({\n",
    "'ord_no':[70001,np.nan,70002,70004,np.nan,70005,np.nan,70010,70003,70012,np.nan,70013],\n",
    "'purch_amt':[150.5,np.nan,65.26,110.5,948.5,np.nan,5760,1983.43,np.nan,250.45, 75.29,3045.6],\n",
    "'sale_amt':[10.5,20.65,np.nan,11.5,98.5,np.nan,57,19.43,np.nan,25.45, 75.29,35.6],\n",
    "'customer_id':[3002,3001,3001,3003,3002,3001,3001,3004,3003,3002,3001,3001],\n",
    "'salesman_id':[5002,5003,5001,np.nan,5002,5001,5001,np.nan,5003,5002,5003,np.nan]})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96626a8e",
   "metadata": {},
   "source": [
    "***Удалите все столбцы, в которых:***\n",
    "\n",
    "* количество не-NaN элементов меньше трех.\n",
    "* в которых все элементы NaN.\n",
    "* в которых хотя бы один элемент NaN.\n",
    "\n",
    "***Удалите все строки, в которых:***\n",
    "\n",
    "* количество не-NaN элементов меньше трех.\n",
    "* в которых все элементы NaN.\n",
    "* в которых хотя бы один элемент NaN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8f4a056",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "afafea06",
   "metadata": {},
   "source": [
    "### Задача 4(5 баллов)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30bf1b2a",
   "metadata": {},
   "source": [
    "Рассмотрим популярный датасет, связанный с пассажирами Титаника. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "1bf587f2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.0000</td>\n",
       "      <td>S</td>\n",
       "      <td>Second</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>B</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23.4500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.7500</td>\n",
       "      <td>Q</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>891 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     survived  pclass     sex   age  sibsp  parch     fare embarked   class  \\\n",
       "0           0       3    male  22.0      1      0   7.2500        S   Third   \n",
       "1           1       1  female  38.0      1      0  71.2833        C   First   \n",
       "2           1       3  female  26.0      0      0   7.9250        S   Third   \n",
       "3           1       1  female  35.0      1      0  53.1000        S   First   \n",
       "4           0       3    male  35.0      0      0   8.0500        S   Third   \n",
       "..        ...     ...     ...   ...    ...    ...      ...      ...     ...   \n",
       "886         0       2    male  27.0      0      0  13.0000        S  Second   \n",
       "887         1       1  female  19.0      0      0  30.0000        S   First   \n",
       "888         0       3  female   NaN      1      2  23.4500        S   Third   \n",
       "889         1       1    male  26.0      0      0  30.0000        C   First   \n",
       "890         0       3    male  32.0      0      0   7.7500        Q   Third   \n",
       "\n",
       "       who  adult_male deck  embark_town alive  alone  \n",
       "0      man        True  NaN  Southampton    no  False  \n",
       "1    woman       False    C    Cherbourg   yes  False  \n",
       "2    woman       False  NaN  Southampton   yes   True  \n",
       "3    woman       False    C  Southampton   yes  False  \n",
       "4      man        True  NaN  Southampton    no   True  \n",
       "..     ...         ...  ...          ...   ...    ...  \n",
       "886    man        True  NaN  Southampton    no   True  \n",
       "887  woman       False    B  Southampton   yes   True  \n",
       "888  woman       False  NaN  Southampton    no  False  \n",
       "889    man        True    C    Cherbourg   yes   True  \n",
       "890    man        True  NaN   Queenstown    no   True  \n",
       "\n",
       "[891 rows x 15 columns]"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tit = sns.load_dataset('titanic') # загрузим датасет \n",
    "tit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97f35ea1",
   "metadata": {},
   "source": [
    "* ***Survived***: Признак, показывающий был ли спасен данный пассажир или нет. 1 означает, что удалось выжить, и 0 - не удалось спастись.\n",
    "* ***Pclass***: Класс билета. 1 - означает Первый класс билета. 2 - означает Второй класс билета. 3 - означает Третий класс билета.\n",
    "* ***Name***: Имя пассажира. Имя также может содержать титулы и обращения. \"Mr\" для мужчин. \"Mrs\" для женщин. \"Miss\" для девушек (тут имеется в виду что для тех, кто не замужем, так было принято, да и сейчас тоже, говорить в западном обществе). \"Master\" для юношей.\n",
    "* ***Sex***: Пол пассажира. Либо мужчины (=Male) оибо женщины (=Female).\n",
    "* ***Age***: Возраст пассажира. \"NaN\" значения в этой колонке означают, что возраст данного пассажира отсутствует/неизвестен/или не был записанv в датасет.\n",
    "* ***SibSp***: Количество братьев/сестер или супругов, путешествующих с каждым пассажиром.\n",
    "* ***Parch***: Количество родителей детей (Number of parents of children travelling with each passenger).\n",
    "* ***Embark_town*** Город отправления\n",
    "* ***Fare***: Сумма, которую заплатил пассажир за путешествие."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3e849cb",
   "metadata": {},
   "source": [
    "1. Удалите все строки, содержащие строчки с пропусками. \n",
    "2. Постройте гистограммы количество выживших от возраста для женщин, мужчин и общую.\n",
    "3. Найдите средние цены для каждого из классов билета.\n",
    "4. Выясните, какие значения признаков pclass, sex, sibsp, parch соответствуют максимальной выживаемости.\n",
    "5. Заполните все пропуски, средними значениями в таблице и проделайте пункты 2-4 для данной таблице. \n",
    "6. Выясните, какой признак имеет максимальную линейную зависимость с выживаемостью(survived, alive)\n",
    "7. Выведите 25% пассажиров, потративших на билеты больше всех."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e5d5f91",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "dec0fe8e",
   "metadata": {},
   "source": [
    "### Задача 5(немного творческая 2 балла)\n",
    "\n",
    "Подумайте и напишите, какие признаки влияют на выживаемость сильно, а какие не очень. Обоснуйте свою точку зрения."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7db3996e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "46ae8be5",
   "metadata": {},
   "source": [
    "### Задача 6 (3 балла)\n",
    "\n",
    "Рассмотрим датасет ***car_crashes***\n",
    "\n",
    "* ***total*** – Количество водителей, участвующих в ДТП со смертельным исходом, на миллиард миль\n",
    "* ***speeding*** – количество водителей, участвовавших в столкновениях со смертельным исходом, которые превысили скорость.\n",
    "* ***alchol*** – количество водителей, участвовавших в авариях со смертельным исходом, которые находились в состоянии алкогольного опьянения\n",
    "* ***not_distracted*** – Количество водителей, попавших в ДТП со смертельным исходом, которые не были отвлечены\n",
    "* ***no_previous*** – Количество водителей, попавших в ДТП со смертельным исходом, которые ранее не попадали в аварии\n",
    "* ***ins_premium*** – Страховые взносы по автострахованию \n",
    "* ***ins_loses*** – Убытки, понесенные страховыми компаниями при ДТП на одного застрахованного водителя \n",
    "* ***abbrev*** – Штат"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "442b5006",
   "metadata": {},
   "outputs": [],
   "source": [
    "car = sns.load_dataset('car_crashes') # загрузим датасет "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "68202ed7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total</th>\n",
       "      <th>speeding</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>not_distracted</th>\n",
       "      <th>no_previous</th>\n",
       "      <th>ins_premium</th>\n",
       "      <th>ins_losses</th>\n",
       "      <th>abbrev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.8</td>\n",
       "      <td>7.332</td>\n",
       "      <td>5.640</td>\n",
       "      <td>18.048</td>\n",
       "      <td>15.040</td>\n",
       "      <td>784.55</td>\n",
       "      <td>145.08</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18.1</td>\n",
       "      <td>7.421</td>\n",
       "      <td>4.525</td>\n",
       "      <td>16.290</td>\n",
       "      <td>17.014</td>\n",
       "      <td>1053.48</td>\n",
       "      <td>133.93</td>\n",
       "      <td>AK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.6</td>\n",
       "      <td>6.510</td>\n",
       "      <td>5.208</td>\n",
       "      <td>15.624</td>\n",
       "      <td>17.856</td>\n",
       "      <td>899.47</td>\n",
       "      <td>110.35</td>\n",
       "      <td>AZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22.4</td>\n",
       "      <td>4.032</td>\n",
       "      <td>5.824</td>\n",
       "      <td>21.056</td>\n",
       "      <td>21.280</td>\n",
       "      <td>827.34</td>\n",
       "      <td>142.39</td>\n",
       "      <td>AR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.0</td>\n",
       "      <td>4.200</td>\n",
       "      <td>3.360</td>\n",
       "      <td>10.920</td>\n",
       "      <td>10.680</td>\n",
       "      <td>878.41</td>\n",
       "      <td>165.63</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13.6</td>\n",
       "      <td>5.032</td>\n",
       "      <td>3.808</td>\n",
       "      <td>10.744</td>\n",
       "      <td>12.920</td>\n",
       "      <td>835.50</td>\n",
       "      <td>139.91</td>\n",
       "      <td>CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10.8</td>\n",
       "      <td>4.968</td>\n",
       "      <td>3.888</td>\n",
       "      <td>9.396</td>\n",
       "      <td>8.856</td>\n",
       "      <td>1068.73</td>\n",
       "      <td>167.02</td>\n",
       "      <td>CT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>16.2</td>\n",
       "      <td>6.156</td>\n",
       "      <td>4.860</td>\n",
       "      <td>14.094</td>\n",
       "      <td>16.038</td>\n",
       "      <td>1137.87</td>\n",
       "      <td>151.48</td>\n",
       "      <td>DE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5.9</td>\n",
       "      <td>2.006</td>\n",
       "      <td>1.593</td>\n",
       "      <td>5.900</td>\n",
       "      <td>5.900</td>\n",
       "      <td>1273.89</td>\n",
       "      <td>136.05</td>\n",
       "      <td>DC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>17.9</td>\n",
       "      <td>3.759</td>\n",
       "      <td>5.191</td>\n",
       "      <td>16.468</td>\n",
       "      <td>16.826</td>\n",
       "      <td>1160.13</td>\n",
       "      <td>144.18</td>\n",
       "      <td>FL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>15.6</td>\n",
       "      <td>2.964</td>\n",
       "      <td>3.900</td>\n",
       "      <td>14.820</td>\n",
       "      <td>14.508</td>\n",
       "      <td>913.15</td>\n",
       "      <td>142.80</td>\n",
       "      <td>GA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>17.5</td>\n",
       "      <td>9.450</td>\n",
       "      <td>7.175</td>\n",
       "      <td>14.350</td>\n",
       "      <td>15.225</td>\n",
       "      <td>861.18</td>\n",
       "      <td>120.92</td>\n",
       "      <td>HI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>15.3</td>\n",
       "      <td>5.508</td>\n",
       "      <td>4.437</td>\n",
       "      <td>13.005</td>\n",
       "      <td>14.994</td>\n",
       "      <td>641.96</td>\n",
       "      <td>82.75</td>\n",
       "      <td>ID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12.8</td>\n",
       "      <td>4.608</td>\n",
       "      <td>4.352</td>\n",
       "      <td>12.032</td>\n",
       "      <td>12.288</td>\n",
       "      <td>803.11</td>\n",
       "      <td>139.15</td>\n",
       "      <td>IL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.5</td>\n",
       "      <td>3.625</td>\n",
       "      <td>4.205</td>\n",
       "      <td>13.775</td>\n",
       "      <td>13.775</td>\n",
       "      <td>710.46</td>\n",
       "      <td>108.92</td>\n",
       "      <td>IN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.7</td>\n",
       "      <td>2.669</td>\n",
       "      <td>3.925</td>\n",
       "      <td>15.229</td>\n",
       "      <td>13.659</td>\n",
       "      <td>649.06</td>\n",
       "      <td>114.47</td>\n",
       "      <td>IA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17.8</td>\n",
       "      <td>4.806</td>\n",
       "      <td>4.272</td>\n",
       "      <td>13.706</td>\n",
       "      <td>15.130</td>\n",
       "      <td>780.45</td>\n",
       "      <td>133.80</td>\n",
       "      <td>KS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>21.4</td>\n",
       "      <td>4.066</td>\n",
       "      <td>4.922</td>\n",
       "      <td>16.692</td>\n",
       "      <td>16.264</td>\n",
       "      <td>872.51</td>\n",
       "      <td>137.13</td>\n",
       "      <td>KY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20.5</td>\n",
       "      <td>7.175</td>\n",
       "      <td>6.765</td>\n",
       "      <td>14.965</td>\n",
       "      <td>20.090</td>\n",
       "      <td>1281.55</td>\n",
       "      <td>194.78</td>\n",
       "      <td>LA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>15.1</td>\n",
       "      <td>5.738</td>\n",
       "      <td>4.530</td>\n",
       "      <td>13.137</td>\n",
       "      <td>12.684</td>\n",
       "      <td>661.88</td>\n",
       "      <td>96.57</td>\n",
       "      <td>ME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>12.5</td>\n",
       "      <td>4.250</td>\n",
       "      <td>4.000</td>\n",
       "      <td>8.875</td>\n",
       "      <td>12.375</td>\n",
       "      <td>1048.78</td>\n",
       "      <td>192.70</td>\n",
       "      <td>MD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>8.2</td>\n",
       "      <td>1.886</td>\n",
       "      <td>2.870</td>\n",
       "      <td>7.134</td>\n",
       "      <td>6.560</td>\n",
       "      <td>1011.14</td>\n",
       "      <td>135.63</td>\n",
       "      <td>MA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>14.1</td>\n",
       "      <td>3.384</td>\n",
       "      <td>3.948</td>\n",
       "      <td>13.395</td>\n",
       "      <td>10.857</td>\n",
       "      <td>1110.61</td>\n",
       "      <td>152.26</td>\n",
       "      <td>MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>9.6</td>\n",
       "      <td>2.208</td>\n",
       "      <td>2.784</td>\n",
       "      <td>8.448</td>\n",
       "      <td>8.448</td>\n",
       "      <td>777.18</td>\n",
       "      <td>133.35</td>\n",
       "      <td>MN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>17.6</td>\n",
       "      <td>2.640</td>\n",
       "      <td>5.456</td>\n",
       "      <td>1.760</td>\n",
       "      <td>17.600</td>\n",
       "      <td>896.07</td>\n",
       "      <td>155.77</td>\n",
       "      <td>MS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>16.1</td>\n",
       "      <td>6.923</td>\n",
       "      <td>5.474</td>\n",
       "      <td>14.812</td>\n",
       "      <td>13.524</td>\n",
       "      <td>790.32</td>\n",
       "      <td>144.45</td>\n",
       "      <td>MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>21.4</td>\n",
       "      <td>8.346</td>\n",
       "      <td>9.416</td>\n",
       "      <td>17.976</td>\n",
       "      <td>18.190</td>\n",
       "      <td>816.21</td>\n",
       "      <td>85.15</td>\n",
       "      <td>MT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>14.9</td>\n",
       "      <td>1.937</td>\n",
       "      <td>5.215</td>\n",
       "      <td>13.857</td>\n",
       "      <td>13.410</td>\n",
       "      <td>732.28</td>\n",
       "      <td>114.82</td>\n",
       "      <td>NE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>14.7</td>\n",
       "      <td>5.439</td>\n",
       "      <td>4.704</td>\n",
       "      <td>13.965</td>\n",
       "      <td>14.553</td>\n",
       "      <td>1029.87</td>\n",
       "      <td>138.71</td>\n",
       "      <td>NV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>11.6</td>\n",
       "      <td>4.060</td>\n",
       "      <td>3.480</td>\n",
       "      <td>10.092</td>\n",
       "      <td>9.628</td>\n",
       "      <td>746.54</td>\n",
       "      <td>120.21</td>\n",
       "      <td>NH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>11.2</td>\n",
       "      <td>1.792</td>\n",
       "      <td>3.136</td>\n",
       "      <td>9.632</td>\n",
       "      <td>8.736</td>\n",
       "      <td>1301.52</td>\n",
       "      <td>159.85</td>\n",
       "      <td>NJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>18.4</td>\n",
       "      <td>3.496</td>\n",
       "      <td>4.968</td>\n",
       "      <td>12.328</td>\n",
       "      <td>18.032</td>\n",
       "      <td>869.85</td>\n",
       "      <td>120.75</td>\n",
       "      <td>NM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>12.3</td>\n",
       "      <td>3.936</td>\n",
       "      <td>3.567</td>\n",
       "      <td>10.824</td>\n",
       "      <td>9.840</td>\n",
       "      <td>1234.31</td>\n",
       "      <td>150.01</td>\n",
       "      <td>NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>16.8</td>\n",
       "      <td>6.552</td>\n",
       "      <td>5.208</td>\n",
       "      <td>15.792</td>\n",
       "      <td>13.608</td>\n",
       "      <td>708.24</td>\n",
       "      <td>127.82</td>\n",
       "      <td>NC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>23.9</td>\n",
       "      <td>5.497</td>\n",
       "      <td>10.038</td>\n",
       "      <td>23.661</td>\n",
       "      <td>20.554</td>\n",
       "      <td>688.75</td>\n",
       "      <td>109.72</td>\n",
       "      <td>ND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>14.1</td>\n",
       "      <td>3.948</td>\n",
       "      <td>4.794</td>\n",
       "      <td>13.959</td>\n",
       "      <td>11.562</td>\n",
       "      <td>697.73</td>\n",
       "      <td>133.52</td>\n",
       "      <td>OH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>19.9</td>\n",
       "      <td>6.368</td>\n",
       "      <td>5.771</td>\n",
       "      <td>18.308</td>\n",
       "      <td>18.706</td>\n",
       "      <td>881.51</td>\n",
       "      <td>178.86</td>\n",
       "      <td>OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>12.8</td>\n",
       "      <td>4.224</td>\n",
       "      <td>3.328</td>\n",
       "      <td>8.576</td>\n",
       "      <td>11.520</td>\n",
       "      <td>804.71</td>\n",
       "      <td>104.61</td>\n",
       "      <td>OR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>18.2</td>\n",
       "      <td>9.100</td>\n",
       "      <td>5.642</td>\n",
       "      <td>17.472</td>\n",
       "      <td>16.016</td>\n",
       "      <td>905.99</td>\n",
       "      <td>153.86</td>\n",
       "      <td>PA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>11.1</td>\n",
       "      <td>3.774</td>\n",
       "      <td>4.218</td>\n",
       "      <td>10.212</td>\n",
       "      <td>8.769</td>\n",
       "      <td>1148.99</td>\n",
       "      <td>148.58</td>\n",
       "      <td>RI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>23.9</td>\n",
       "      <td>9.082</td>\n",
       "      <td>9.799</td>\n",
       "      <td>22.944</td>\n",
       "      <td>19.359</td>\n",
       "      <td>858.97</td>\n",
       "      <td>116.29</td>\n",
       "      <td>SC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>19.4</td>\n",
       "      <td>6.014</td>\n",
       "      <td>6.402</td>\n",
       "      <td>19.012</td>\n",
       "      <td>16.684</td>\n",
       "      <td>669.31</td>\n",
       "      <td>96.87</td>\n",
       "      <td>SD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>19.5</td>\n",
       "      <td>4.095</td>\n",
       "      <td>5.655</td>\n",
       "      <td>15.990</td>\n",
       "      <td>15.795</td>\n",
       "      <td>767.91</td>\n",
       "      <td>155.57</td>\n",
       "      <td>TN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>19.4</td>\n",
       "      <td>7.760</td>\n",
       "      <td>7.372</td>\n",
       "      <td>17.654</td>\n",
       "      <td>16.878</td>\n",
       "      <td>1004.75</td>\n",
       "      <td>156.83</td>\n",
       "      <td>TX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>11.3</td>\n",
       "      <td>4.859</td>\n",
       "      <td>1.808</td>\n",
       "      <td>9.944</td>\n",
       "      <td>10.848</td>\n",
       "      <td>809.38</td>\n",
       "      <td>109.48</td>\n",
       "      <td>UT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>13.6</td>\n",
       "      <td>4.080</td>\n",
       "      <td>4.080</td>\n",
       "      <td>13.056</td>\n",
       "      <td>12.920</td>\n",
       "      <td>716.20</td>\n",
       "      <td>109.61</td>\n",
       "      <td>VT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>12.7</td>\n",
       "      <td>2.413</td>\n",
       "      <td>3.429</td>\n",
       "      <td>11.049</td>\n",
       "      <td>11.176</td>\n",
       "      <td>768.95</td>\n",
       "      <td>153.72</td>\n",
       "      <td>VA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>10.6</td>\n",
       "      <td>4.452</td>\n",
       "      <td>3.498</td>\n",
       "      <td>8.692</td>\n",
       "      <td>9.116</td>\n",
       "      <td>890.03</td>\n",
       "      <td>111.62</td>\n",
       "      <td>WA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>23.8</td>\n",
       "      <td>8.092</td>\n",
       "      <td>6.664</td>\n",
       "      <td>23.086</td>\n",
       "      <td>20.706</td>\n",
       "      <td>992.61</td>\n",
       "      <td>152.56</td>\n",
       "      <td>WV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>13.8</td>\n",
       "      <td>4.968</td>\n",
       "      <td>4.554</td>\n",
       "      <td>5.382</td>\n",
       "      <td>11.592</td>\n",
       "      <td>670.31</td>\n",
       "      <td>106.62</td>\n",
       "      <td>WI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>17.4</td>\n",
       "      <td>7.308</td>\n",
       "      <td>5.568</td>\n",
       "      <td>14.094</td>\n",
       "      <td>15.660</td>\n",
       "      <td>791.14</td>\n",
       "      <td>122.04</td>\n",
       "      <td>WY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    total  speeding  alcohol  not_distracted  no_previous  ins_premium  \\\n",
       "0    18.8     7.332    5.640          18.048       15.040       784.55   \n",
       "1    18.1     7.421    4.525          16.290       17.014      1053.48   \n",
       "2    18.6     6.510    5.208          15.624       17.856       899.47   \n",
       "3    22.4     4.032    5.824          21.056       21.280       827.34   \n",
       "4    12.0     4.200    3.360          10.920       10.680       878.41   \n",
       "5    13.6     5.032    3.808          10.744       12.920       835.50   \n",
       "6    10.8     4.968    3.888           9.396        8.856      1068.73   \n",
       "7    16.2     6.156    4.860          14.094       16.038      1137.87   \n",
       "8     5.9     2.006    1.593           5.900        5.900      1273.89   \n",
       "9    17.9     3.759    5.191          16.468       16.826      1160.13   \n",
       "10   15.6     2.964    3.900          14.820       14.508       913.15   \n",
       "11   17.5     9.450    7.175          14.350       15.225       861.18   \n",
       "12   15.3     5.508    4.437          13.005       14.994       641.96   \n",
       "13   12.8     4.608    4.352          12.032       12.288       803.11   \n",
       "14   14.5     3.625    4.205          13.775       13.775       710.46   \n",
       "15   15.7     2.669    3.925          15.229       13.659       649.06   \n",
       "16   17.8     4.806    4.272          13.706       15.130       780.45   \n",
       "17   21.4     4.066    4.922          16.692       16.264       872.51   \n",
       "18   20.5     7.175    6.765          14.965       20.090      1281.55   \n",
       "19   15.1     5.738    4.530          13.137       12.684       661.88   \n",
       "20   12.5     4.250    4.000           8.875       12.375      1048.78   \n",
       "21    8.2     1.886    2.870           7.134        6.560      1011.14   \n",
       "22   14.1     3.384    3.948          13.395       10.857      1110.61   \n",
       "23    9.6     2.208    2.784           8.448        8.448       777.18   \n",
       "24   17.6     2.640    5.456           1.760       17.600       896.07   \n",
       "25   16.1     6.923    5.474          14.812       13.524       790.32   \n",
       "26   21.4     8.346    9.416          17.976       18.190       816.21   \n",
       "27   14.9     1.937    5.215          13.857       13.410       732.28   \n",
       "28   14.7     5.439    4.704          13.965       14.553      1029.87   \n",
       "29   11.6     4.060    3.480          10.092        9.628       746.54   \n",
       "30   11.2     1.792    3.136           9.632        8.736      1301.52   \n",
       "31   18.4     3.496    4.968          12.328       18.032       869.85   \n",
       "32   12.3     3.936    3.567          10.824        9.840      1234.31   \n",
       "33   16.8     6.552    5.208          15.792       13.608       708.24   \n",
       "34   23.9     5.497   10.038          23.661       20.554       688.75   \n",
       "35   14.1     3.948    4.794          13.959       11.562       697.73   \n",
       "36   19.9     6.368    5.771          18.308       18.706       881.51   \n",
       "37   12.8     4.224    3.328           8.576       11.520       804.71   \n",
       "38   18.2     9.100    5.642          17.472       16.016       905.99   \n",
       "39   11.1     3.774    4.218          10.212        8.769      1148.99   \n",
       "40   23.9     9.082    9.799          22.944       19.359       858.97   \n",
       "41   19.4     6.014    6.402          19.012       16.684       669.31   \n",
       "42   19.5     4.095    5.655          15.990       15.795       767.91   \n",
       "43   19.4     7.760    7.372          17.654       16.878      1004.75   \n",
       "44   11.3     4.859    1.808           9.944       10.848       809.38   \n",
       "45   13.6     4.080    4.080          13.056       12.920       716.20   \n",
       "46   12.7     2.413    3.429          11.049       11.176       768.95   \n",
       "47   10.6     4.452    3.498           8.692        9.116       890.03   \n",
       "48   23.8     8.092    6.664          23.086       20.706       992.61   \n",
       "49   13.8     4.968    4.554           5.382       11.592       670.31   \n",
       "50   17.4     7.308    5.568          14.094       15.660       791.14   \n",
       "\n",
       "    ins_losses abbrev  \n",
       "0       145.08     AL  \n",
       "1       133.93     AK  \n",
       "2       110.35     AZ  \n",
       "3       142.39     AR  \n",
       "4       165.63     CA  \n",
       "5       139.91     CO  \n",
       "6       167.02     CT  \n",
       "7       151.48     DE  \n",
       "8       136.05     DC  \n",
       "9       144.18     FL  \n",
       "10      142.80     GA  \n",
       "11      120.92     HI  \n",
       "12       82.75     ID  \n",
       "13      139.15     IL  \n",
       "14      108.92     IN  \n",
       "15      114.47     IA  \n",
       "16      133.80     KS  \n",
       "17      137.13     KY  \n",
       "18      194.78     LA  \n",
       "19       96.57     ME  \n",
       "20      192.70     MD  \n",
       "21      135.63     MA  \n",
       "22      152.26     MI  \n",
       "23      133.35     MN  \n",
       "24      155.77     MS  \n",
       "25      144.45     MO  \n",
       "26       85.15     MT  \n",
       "27      114.82     NE  \n",
       "28      138.71     NV  \n",
       "29      120.21     NH  \n",
       "30      159.85     NJ  \n",
       "31      120.75     NM  \n",
       "32      150.01     NY  \n",
       "33      127.82     NC  \n",
       "34      109.72     ND  \n",
       "35      133.52     OH  \n",
       "36      178.86     OK  \n",
       "37      104.61     OR  \n",
       "38      153.86     PA  \n",
       "39      148.58     RI  \n",
       "40      116.29     SC  \n",
       "41       96.87     SD  \n",
       "42      155.57     TN  \n",
       "43      156.83     TX  \n",
       "44      109.48     UT  \n",
       "45      109.61     VT  \n",
       "46      153.72     VA  \n",
       "47      111.62     WA  \n",
       "48      152.56     WV  \n",
       "49      106.62     WI  \n",
       "50      122.04     WY  "
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "car"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9eba4a42",
   "metadata": {},
   "source": [
    "1. Найдите топ 5 штатов с наибольшим числом аварий на пройденную милю. \n",
    "2. Какой признак больше всего влияет на аварию. Обоснуйте ваш выбор, используя pandas и seaborn."
   ]
  }
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