Data Visualisation-seaborn.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e55fc4fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0bbf859c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"https://raw.githubusercontent.com/Premalatha-success/Statistics/main/CardioGoodFitness-1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9df44513",
   "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>Product</th>\n",
       "      <th>Age</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Education</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>Usage</th>\n",
       "      <th>Fitness</th>\n",
       "      <th>Income</th>\n",
       "      <th>Miles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>TM798</td>\n",
       "      <td>40</td>\n",
       "      <td>Male</td>\n",
       "      <td>21</td>\n",
       "      <td>Single</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>83416</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>TM798</td>\n",
       "      <td>42</td>\n",
       "      <td>Male</td>\n",
       "      <td>18</td>\n",
       "      <td>Single</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>89641</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>TM798</td>\n",
       "      <td>45</td>\n",
       "      <td>Male</td>\n",
       "      <td>16</td>\n",
       "      <td>Single</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>90886</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>TM798</td>\n",
       "      <td>47</td>\n",
       "      <td>Male</td>\n",
       "      <td>18</td>\n",
       "      <td>Partnered</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>104581</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>TM798</td>\n",
       "      <td>48</td>\n",
       "      <td>Male</td>\n",
       "      <td>18</td>\n",
       "      <td>Partnered</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>95508</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Product  Age Gender  Education MaritalStatus  Usage  Fitness  Income  \\\n",
       "175   TM798   40   Male         21        Single      6        5   83416   \n",
       "176   TM798   42   Male         18        Single      5        4   89641   \n",
       "177   TM798   45   Male         16        Single      5        5   90886   \n",
       "178   TM798   47   Male         18     Partnered      4        5  104581   \n",
       "179   TM798   48   Male         18     Partnered      4        5   95508   \n",
       "\n",
       "     Miles  \n",
       "175    200  \n",
       "176    200  \n",
       "177    160  \n",
       "178    120  \n",
       "179    180  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2233d622",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(180, 9)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f24236b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Product', 'Age', 'Gender', 'Education', 'MaritalStatus', 'Usage',\n",
       "       'Fitness', 'Income', 'Miles'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c9fa59bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 180 entries, 0 to 179\n",
      "Data columns (total 9 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   Product        180 non-null    object\n",
      " 1   Age            180 non-null    int64 \n",
      " 2   Gender         180 non-null    object\n",
      " 3   Education      180 non-null    int64 \n",
      " 4   MaritalStatus  180 non-null    object\n",
      " 5   Usage          180 non-null    int64 \n",
      " 6   Fitness        180 non-null    int64 \n",
      " 7   Income         180 non-null    int64 \n",
      " 8   Miles          180 non-null    int64 \n",
      "dtypes: int64(6), object(3)\n",
      "memory usage: 12.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c7eea1b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0c5510e80>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"Age\",y=\"Miles\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "337b819d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0e85e93d0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HvUkIwGKz8GLxi2it/Tq+rbuN+9fd35uEAIqbitlSv2XYYxUH5TNgilJqiVLqI6XUc8BmpVSUUupJpdRmpdTXSqkTAJRS0Uqp55VSm5RS/wZ6uwOUUpY+35+vlHrK9X2mUuq/SqmNrq+jgbuByUqpDUqpPw73D+XvFVGi1rpVKXUN8KTW+tdKqcGuiHoppfKB+cAqIFNrvQ+MZKWU6tkVNBvoux9Ohaut/3NdB1wHkJs7uvZwa+1u9Wqraq/CareSRJJfz1HSVOLd1uxua+tu87q/w95Bh/2AruRHNV/nu9PRSYdt7J2L3S27vdpKmkqwO+2Eh4YPerzVbqXCUuHV3tjZOCzxiYOnlAoDTgfedjUtAmZrrXcrpX4CoLWeo5SaDryrlJoGXA90aK0PU0odBvjY/sXLX4FPtNbnKqVCgTiMnqvZPVdmw83f/okwpVQWcCHwxlBeQCkVB7wE/FBr7f3O0OehPtq8Ps5prZdrrQu11oXp6elDCcV0kxInofr9mGdNOou06DS/n+OsyWd5t01yt+Ul5BEZGulx/+y02YdkX39eQp7XeND05LE57nFS7klebedNPc+vJASQGpXKssnLvNoLkgsOOjZx0KKVUhuAtcBe4HFX+2pX7xHAYuAZAK31dmAPMA04Dvinq30T4M8FxInAQ65jHFrrlkEef9D8TUS/Ad4Bdmmt1yilJgHeH837UUqFYyShZ7XWPX0kNa6khuvfWld7BZDT5/AJQJWf8Y0K01Omc/+S+8mMySRUhbJs8jKuPuxqv98sAI7OOpofLvghMWExxITF8KPDf8RRWUf13j8xcSIPnfwQkxKNgepjs4/lt8f8loTIhGH/eYJdfmI+D538EFOTpgJw9Pij+cOxfyApKsncwAKgcFwhty26jfjweKLDovn+3O9zfM7xfh8fGhLKpdMv5YJpFxCmwkiLTuOPx/2RmamyJi4IWLXW81xfP9Bad7va2/s8xtcH+R4D9c/2bTd1NpPytw95yE+slMIYA2rUWv+wT/sfgYY+kxVStNb/p5SaBTyHcbk5HvgAmLq/QbjCwkK9du2QJn8EhfqOejodnWTEZBARGjHk47XWVHdUo1BkxmRinGpPzZ3NWGwWUqNSiQ4fm7PE/NVzLlKiUogJjzE7nICqbq9Ga8242HE+/y4GY3PYqO2oJSI0gvSY0dXjEGSGfvIHeiKlLFrruH5tSzBmv53puv1jYJbW+mpXl9x7GFdENwAztdbXKKVmAxuAI7XWa5VSO4GzgGLgRaBNa32lUup54Cut9QOurrlYIBxYr7XOG66fqy+/xohcP9hDGOM7s119jWdrrX+3n8OOAb6NMZC2wdX2M4xBrxeUUldjXGZeAKC13qqUegHYhjHj7oaxNGOur7QY/7vifFFKDdq9lBSVNCY/+R+IQ+lcjIsdd1DHh4eGkx0vs+RGoX8ADyulNmO8f16pte5SSj2EMblsE0YSWt3nmNswhlrKgS0YY0EANwPLXe/RDuB6rfVKpdQXSqktwFta61uGM3i/roiUUp8AtwCPaK3nu9q2aK1nD2cwQzVar4iEEGPesF0RHQr8HSOK0Vqv7tdm9/lIIYQQYgj8nb5dr5SajGtwSyl1PrAvYFGJ/dpa2cLaPUYl2MK8ZGZlJ5ockRBCHDh/E9ENwHJgulKqEtgNXBawqMSANpQ3c/HylXTanABEhYfw/HVHMS8nydzAhBDiAPmViLTWpcDJSqlYIMS1U4IwwUvrynuTEECnzclL6yokEQkhRq39JiLXlEBf7QBorfe7zY8YflXNnV5t1S1WEyIRQojhMdhkhfhBvsQIu2hhjlfbhT7ahBBitNjvFZHW+s6RCkT456hJqTxw0Tz++oGxscVNJ03lyImpJkclhAhGSqlUjM0BwCjJ4wDqXLfnAv/UWn/b9dgwjEloq7TWZ7r2rHsSWAD8XGv9pz7PezNwLcY09Ue11g+42u9wtfe8xs+01v8bLM7Buub+T2t9r1Lqb/je9+2mwV5ADK/46HDOmZ/NCQXGqvfEGN87M7R2t2LpNnYT8FWLyOa0UddRR3RYNMlRyQcUS2NnIw3WBlKiUkiN9k6GTu2ktqOWsJCwIe2nJ8RwqOuow6EdA+4+Eozyb3vzUuAPQC7Ggv+fld39jecO9Pm01g3APOhNEpaehOLafXu2Uipaa20FTgEq+xzeCNyEu0ICruNmYySbRUA38LZS6k2tdc+2b/f3TVr+GKxrrsj171pgnY8vYZLEmIgBk9C6mnVc8/Y1nPHyGdz+2e3sat7lcX95Wzl/+OoPnPnfM7n0zUv5pPwTbE7bkF5/bfVafvThj7jg9Qu4+cObWbNvjcf9tR21/GPDPzj7lbM5/7XzeW3na2Ny12sRfCzdFl7a8RLnv34+y15ZxvJNy6m31g9+oMlcSehRIA/jSiMPeNTVHihvAd9wfX8J8K+eO7TWtVrrNUD/N4cZGFsAdWit7cAnwLkHE8R+E5HW+nXXvyt8fR3MC4vA2N28m+vfv56ipiIc2sH7e9/nji/voK3LmOhoc9h4YvMT/KfkP9icNiosFdz00U1sb9zu92uUtZRx++e3s75uPQ7tYGP9Rm797FaPhPdO2Ts8sukRrHYrDZ0N/PyLn7OxbuOw/7xC9Pd17dfcsfIOGjsb6bB38OCGB/mo/COzw/LHH4D+myHGuNoD5XngYqVUFHAYRqmewWwBjlNKpSqlYoAz8Nyw+kZX/aMnXIVUB7XfRKSUem1/X/68gBhZZa1lWO2es+g21G1gX7ux/rjOWseru171uN+pnZQ2l/r/Gi1lVLdXe7TVWevY07oHMGoivbjjRa/jvqr6yqtNiOH2SfknXm3/Kf4PnXbvGadBZqACawErvOYqDZGPcTU06FiO65gi4B6MjVXfxiiW2rPTzkPAZIzuwH3An/15zsHWER2FsSHevzAy5ejoaD2ExUd4T2aMDovu3YE7OiyazJhMryJovo7b32uEqBCc2r2eSaGIDzeeIzI0ktz4XK9ibVlxY68OkAg+E+IneLXlJ+YTFuLv+n3T7MXojvPVHkivAX8ClgB+zXzSWj+Oqy6SUuoPGGV80FrX9DxGKfUoftavG2yMaBzGjtmzgb9gDGbVa60/0Vp7f+wQppuSNIVT8071aPtJ4U+YEGf850yOSua2RbcRoty/+jlpc5iZ4n/dmYLkAi6ZfolH24UFF1KQYhRRiwiN4Oo5V3sU6BsXM44jso4Y8s8jxFAtnrCY1Cj3+2l0WDSXzbhsNCSinwH9B1I7XO2B9ATwG631Zn8P6KmsrZTKBc7DNbbUU2vO5VyMbrzBn8/fekRKqUiMy7c/uoL+m79BB4rsvu1bQ0cD2xq3UW+tJy8hj+kp0z3q8NicNrY3bqe0uZT4iHhmpsxkXNzQygdUt1ezpX4L1e3VZMZmMjtlNlnxnlc8xY3F7GjaQURoBDNSZpCbMLpKu4vRa0/LHrY3bcfutDM1eSrTkqeNdAgH1Hs03LPmPALyMWtuf3WOlFLjMCaqJQBOwIJR26hVKfUZxtWTDfix1voD1/HPYHTLaaAM+K7WetB9SQdNRK4E9A2MJJSPcRn3hNa6cn/HjQRJREKIICXDGEMw2DqiFRjdcm8Bd2qt/brMEkIIIfw1WKfptzHqok8DbuqzKEwBWmudEMDYxAEqrdnIu3ve4+um7Zw6fjGLsxeTmTLF7LDMUV8CW1+BPV/AzLNh6qmQ6DmYrbWm3tJFVHgo8VHh5sQpxCFssC1+/C2cJ4JEdWMJN352K+XtRs/pl9WruKCpmNuO/AUREbEmRzfCWqvg+W9BfbFxu/QjmHspnHkfuGYRVjVbeWFtOc+u2sv4xChuWTqdoyanEhoiPStCjBRJNGPMzsYdvUmox0tl/6O8qWSAI8awumJ3Euqx6V/QaKyZcjo1//xqDw+8X0JdWxcbK1q44snVbKlsMSFYIQ5dkojGGvkg7wfjJNW2dfHMyj0e9zicmu3VrWYEJcQhSxLRGDMleRo5sdkebefnn0FO8lSTIjJR+nRIK/Bsm3sppEwEIDIshNR47/36YiOCfr2JEGOKJKIxZlzKVB489h5unHklR487gjsW/ITrZl996I0PASRkwcXPwom/hMknwpkPwAk/6x0fSo6N4Genz/A4JD81hsMmJJoQrBDDz7Uf3AbXV7VSqrLPbe1a99Pz2DClVJ1S6o1+z7FQKeVQSp3fp+1mpdQWpdRWpdQP+7TPU0p95Xr+tUqpRX7F6e+C1mAk64jEweqyOdhU0cLmyhaSY8JZkJtMXtohmLTFcDuwTvI7Er0WtHJHS8AWtAIlwNFaa6tS6nTgLqBCa32m6zGhGHvKdWKsH/2PqwzE8/QpAwFcr7UuUUq9i1EG4i2l1BnA/2mtlwwWm1wRiUNaZHgoCyem8J3FEzl3wQRJQsI8RhLyKgPhag+UActAuPwAeAmo7dO2vzIQGmMnBoBEoMqfIKQzfBQqbS7tLdswPWU6k5Imedxf31FPUWPRgFv8+KO8rZyihiI6HZ1MS55GQXLBsBcXq2mvYVvDNlq6W5iUOInpKdOJCPVdY0mMHSVNJRQ3FhMWEsb0lOnkJ+abHVKw2F8ZiGG5KvLheeBXru64wzD2nTsWQCmVjZFgTgQW9jlmC/B7V/VXK0YZiJ6uqR8C7yil/oRxoXO0P0FIIhpltjds5+p3r6a125jZlRCRwOOnPs701OkANHc2c9fqu3h3z7u9x/ziyF9w4bQL/U4kZS1lfO/971FpMaaBh4eE89ipj7Egc8Gw/RzV7dXc8sktbKjbABi7d9+/5H5Oyjtp2F5DBJ/N9Zu5+p2re0uVpEal8uipjzL1UJxM482UMhBKqXx8l4F4ALhVa+3o+96htS5SSvWUgbDgWQbieuBHWuuXlFIXYuzQffJgcUjX3CjzeunrvUkIjJLgb5a+2Xu7pLnEIwkB/Hntn73KPuzP2pq1vUkIjE1SH9n4yLDWc9neuL03CQFoNHetvosGa8OwvYYILk7t5F9F//Kol9XQ2cAnFbKRv8tA5R5GqgxE/265QuB5pVQZcD7wD6XUOWCUgdBaL9BaH4dRUrxnoeIVwMuu71/EGEcalCSiUaa0xbuA3a4Wd2VUS7fF636r3YrVZvVqH0htR61XW7mlnC57l9/PMZi27javtnpr/WgoXiYOkN1pZ3frbq/28tZyE6IJSkFVBkJrPVFrna+1zgf+A3xfa/0KDFwGAmNM6HjX9yfiTlD7JYlolDl78tn7bctPyCc6LNrj/nnp88iK9b8o3eGZh3u1nT/1fBKjhm9a86TESYSqUI+2MyedSUZMxrC9hgguEaERnD/1fK/2E3JPMCGaIGTMjrsW2IMx6L8HuHa4Zs0NRGtdobX+yxAPe0kptQ14HbhBa93kar8W+LNSaiPG2NZ1/jyZTN8eZZo7m3m99HUe3vgwANfPvZ4zJ51JUlRS72PW1azj3tX3sqNpB0tylnDj/BuZnDTZ79ew2q18uPdD7lt3H23dbVw24zIuKriIzNjMYfs57E47X+37irtX3U1VexVnTTqLqw+7mtx4qVk0ljV0NPDfXf/l8c2PExEawQ/m/4Cl+UuHVCF4lJA9ToZAEtEoVdNeg1JqwCuI1q5WLDYLqVGpRIZF+nzMYOqt9diddjJiMjwqug6n5s5mrHYradFphIfKzteHAq01NR01hKpQ0mPSzQ4nUCQRDYHMmhulBrs6SYhMICHy4Kp0pEWnHdTx/kiKSiKJpIC/jggeSinGxQ6tIrAY2wI2RqSUekIpVauU2tKn7Y5+W0yc0ee+25VSO5VSxUqppYGKSwwPp3ayu2U3q/atorS5FIfTMeTn6LR3UtRQxOp9q9lnGbSacMDUtNewZt8atjVso8PWf6x4ZHTaO9neuJ3V+1ZTZfFrDaAQY0Ygr4ieAh4Enu7Xfn/PFhM9lFIzgYuBWcB44H2l1DSt9dDf3UTAaa15f8/7/Ozzn9Hl6CIiJILfLf4dS/OX+t2F19rVypNbn+TxzY+j0aRGpfK3k/7GnLQ5AY7eU1FDETd+eGPvTMFvzfgW3z3suyRHJY9YDJZuCyu2ruCRTY+g0SRHJvO3k/7G3PS5IxaDEGYK2BWR1vpTjPnl/lgGPK+17tJa7wZ24uf8czHy9rTu4eef/5wuhzGdu9vZzS8+/wVlLWV+P0dRYxGPbX4MjTFG2dDZwF2r7qKty3tad6BYbVYeWP+Ax3T1Z4ueZVvDthGLAaC4sZiHNz3cey6aupr43crf0dIldZHEocGM6ds3KqU2ubruej52ZgN9FxNUuNq8KKWuc+3qurauri7QsQof6q31dDo81/t0O7ups/r/+6juqPZq21y/mZbukXvzbelqYX3Neq/2ke4a29fh3S25vWm7JCJxyBjpRPQQMBmYB+wD/uxq9zXDxOd0Pq31cq11oda6MD19zM64CWrp0elea5WiQqPIjPF/endWjPe6pnnp80iKTDrY8PyWGJXIwnELvdqz431+BgoYX2u8ZqbO9JiSL8SBOJgyEEqpW/o8dourFESK675hLQMxoolIa12jtXZorZ0Yu8z2BFkB5PR56AT83LVVjLzchFzuPvbu3mQUHRbN7xf/ntwE/9cAzUidwffnfb93TCkzJpPbF91OXERcQGL2JTosmpsX3Ey2q5CgQnHVrKuYlTJrxGIAKEgu4Kb5N/Uu8E2LTuMXR/6ChIiDm/UoRp85K+ZcOmfFnLI5K+Y4Xf8e1M7bWusGrfU8rfU84GGMMfqe2+3AbKVUz6fKU4DKPsf+sc9jbwc+0Vo3uspAXIvx/j0XOFMp1bNZ4L3Ana5jfuW6PagRnb6tlMrSWvf0Q5yLsYsrGHsdPaeUug9jssJUYPVIxib8p5TihJwTePGsF6nvqCctOo3chNwh7c4dHxHP1bOv5qSck7DYLGTHZQ/rgll/FaQU8MwZz1DeVk5seCx5CXlEhUWNaAxxEXFcOetKluQsobW7ley4bJnefAhyJZ1Hce/AnQc8OmfFHDZfsTlQuyv0lIH4D+4yEMf6eFzfEhG9ZSAAlFI9ZSDuJdjKQCil/gUsAdKUUhXAr4ElSql5GMGWAd8F0FpvVUq9AGzD2MX1htE8Y66j205YiCIiLHTwB49SSinyEvLIS8g74OeICI1gYsIUuh0OYiPNW8yaHpNu+sLK8NBw2YFaBFUZiB5KqRjgNOBGV9PoKQOhtb7ER/Pj+3n874HfByqekdDc0c0HRbU88cVuUmIj+P6SKSzMTyYsdGg9oB22Dho7G4mLiBvRMZOR9vXeJh79rJRdte1ctCiHM2ZnMS5xZK9GhAgiwVYGosdZwBda60bXMVIGIpi9s7Wan7y4ka1VrXxWUs9lj69iU8XQZj6VNJXw449/zOkvn84Vb13Bmuo1jOZtmAZSXN3GpY+u4n+bqymuaeM3r2/j6ZVlOJ1j72cVwk/BVgaix8X975MyEEGqxdrN8k89SzQ4nJqvSv2vr9Pa3cqvvvwVX1R9ARglH77//vfZ3eK9df5ot726FavNs/f18c93U9Xif7kKIcaYoCoDAaCUSsQo6/Bqv3YpAxGMwkJCiIv07umMifR/nGifZR9b6rd4tHU6OtnTuueg4ws2EWHef3rREaGEhcifpDg0uSYkeJWBCOBEBWDQMhDnAu9qrdv7tQ9rGQjZ9HSYxEaGcfPJU/nOU+7dwOMjwzhyYqrfzxETHkNMWAwdds8PRQe7eWkwmpmVwISkKCqa3Qtj/29pgYwRiUOaK+kEJPFore/od9trrYTW+mPg4z63n8LYrq3/43zNrENr/TngXdBsEFIGYhh12Rx8Xd7MR8W1JEdHcPy0dGaM9z+JaK15ueRl7lh5R2/bmZPO5PZFt4/JZLSr1sLnO+vY02Dl2GlpFOYmEx8tpSDEmCBlIIZAElGQ6dmFeW/bXtKi0pieMp2U6BSzwxJCDI0koiGQrrkgExUWxbyMeczLmBew13A6NTtq29hVayEhKpwZWQmkxR9Y8TwxMmwOJ8XVbeyubyc1NoLpWfGkxMrvTIwNkogOQStLG7jqyTV0O5wALJmWzj3nzyEzIXqQI4VZPiyq5fpn19Ezu/3c+dn86syZJMdGmBuYEMNApigdYpo6urnjta29SQjg4x11bKlsNTEqsT/VLVZ+8coW+i6x+u/XlRTtk9+ZGBskER1i2rvs7K7vPxMTGtu7TYhG+KOt006dpcurvbFDfmdibJCuuWCjNdSXQEs5xKZB2jQIH2KXmbUZajZDWy0k58P4+eBan5MeH8l5h2czJ6aFaeG1dIbE8s9dUUxMix32H2VEWOqgfgdoJ6QVQHyG2RENu3GJUSzMT2FNmbvOZIiCiamj9HcmRD+SiILNzg/ghcvAZgWl4OQ7YeE1EOHnm057I6z6B3z2JyOphUfDOQ/DrHMAiAwL5TcLOol64XKwGmvQjpx3FSp1doB+oABqLIWXr4OKNcbtzNlwwVOQNrY2D42PCud358ziV69uZdXuRtLjI/nDuXMoGBdvdmhCDAuZvh1MWirh0SVgqfVsv+ZDmODnGrGdH8E/z/Fsi8uAK96A9ALobIV/nud+8+5x2X9hyokHGrk5vvoHvH27Z9sJP4fj/8+ceALM0mmjprWLuKgwMhNk4W+Qk+nbQyBjRMGko8E7CQG0eZeSHlCbj/IfllqjCwugswWqvMtj01rp3Rbsyr7wbtv1ATid3u1jQFxUOJMz4iQJiTFHElEwiRsHSf3q+ygFSUPYBT4pzzjGoy0XEsYb38ekwMQl3scl5w8h0CAxxcfu8jPO7h0PE0KMDvI/NpjEZ8B5yyHOVak0PBqWPQTp0/1/jvHz4fR7jWNViPFcZz4AqZOM+yNi4ZTfQKprHCUkDE78FWTNHdYfZURMORlmnee+Pe10mH6mefEIIQ6IjBGNsEpLJVvrt9La3crUpKnMTJ1JeGi//dVaKo2uspgUSJnsfYUziNr2WrZVr6Wus4H8hDxmjjuc2PB+kx0sddC8ByLiIHUy9I9htOhuh4Zdxqy5lMkQJQP4Y53VZqWosYhdzbtIiU5hVuqsYCytLmNEQyCz5kZQlaWKmz+8meKmYgAUir+c8BdOyD3B84GJ2cbXAWjubOa3q37Lx+Uf97bdvuh2Lpl+CapvQotLN75Gu4hYyDrM7CjECPpg7wfc/rl7ksqCjAX86fg/mV7uXRw46ZobQUWNRb1JCECjuXfNvTRaG/dz1NDsaNrhkYQAHlj/AOVt5cP2GkKYpaa9hnvW3OPRtr52Pdsbt5sUkRgOkohGkKXb4tVWZ62jy+G9av5Addj6F3gEq91Kp73Tx6OFGF26HF20dLV4tVts3v+3xOghiWgETUmaQqjyrNj6zanfHNYuhfzEfGLCYjzaCjMLGR83ftheQwizZMZkcmr+qR5t4SHhTE6cbFJEYjhIIhpBBSkFPHjSg0xOmkxseCyXzbiMy2deTljI8A3V5Sfm88gpjzA3fS7RYdF8Y+I3+OVRvyQuwqsYoxCjTmRYJDfNv4kLpl1ATFgMM1Nm8vDJDzM1eWztpnGoOaRmzTmdmnpLF9ERocRHmTdLrKWrhU57J2nRaYSGeF4hldS08cH2Wj7aXsvs7ATOPGw883OTe+/vtjtYW9bEs6v2AvCtI3MpzEsmIizU4zk2VNbQ2tXKuNh0FuSmkZXk3q+uvLGdT3fU8+bmfeSkxHDe/GyOmOR/SXOAvQ3tvL21hg+KajihIIPTZ48jb4T3q+u2O1m3p4nnVu3B5tRcdkQuC/NTiAwPHfxgMarZnDYarY1Eh0UHa/VimTU3BIdMIipv7OCZr/bw4tpyclNjuO206RwxMZWQkOD5e7F02fjFf7fwygb37ggTkqN54spCpmUa/9m+3FnPpY+t6r1fKXj2miM4enIaAFXNVi56ZCXlTdbex1y8MIc7l80i0pWs/vL+Du5/v6T3/oSoMJ66ahEL8twJb39aOrq5/tn1fLmrobetMD+ZR79dOKL1cVaVNnDxo1/R90/4masXcexUmT0lTBc8byyjwCHRNWezO3nok10s/7SUpg4bG8tbuPyJ1RRVB1c9lx3VFl7b6LlFT0WTleJq90Ds82v2etyvNfx7jXtG3I6aNo8kBPDC2nL2NhiTGHbVWnj8i90e97d22od0LnbXt3skIYC1ZU2U+igvEUj//bqS/p+jnlm5h9H84UqIQ9EhkYiqWzt5YY3n9GWbQ1NSE2Qzbfz4DKV8LG7te1Hn636jve/LeD/GV9t+gvDd7P8zDAtfYYSEqAHPgRAiOB0SiSgyPITkGO8uo9jI4BpLKMiI47wFEzza8lJjmJ7l3i3gkoW5nklFwUUL3XvRTcuM86ot9K0jcslJMWbSTc6I49pjJ3rcnxgdzszx/u9IMDEtluOnpXm0HT05lUnpIztGdN6CCf2SMFx+ZN7ABwghgtIhM0b02sZKbvrXht7bM7MSeOyKQsYnDbHoXFebUccnOgUiD2wmWlNnkzFZISaN8BDPSRM7a9r4tKSej3fUMnt8IktnZTI3p+9kBSfF1a3Et5ehULTG5VGQmUBEmPszxc7aNuzNVcRqC02haWSmZ5CZ6P45K5s72FbRiLJUYw+JJi1jHIX5Q5usUN7Yzofba/l4Rz3HTknj5BmZ5KbGDH5gf+0NYOswNnwNG9oEEpvDydd7m/nPunLsDs0FhTkcnpfkMXFjVOloNLYsisuEsJEbaxMBIZflQ3DIJCKrzc7mila27WslNTaCeTlJvVcJfqv6Gt75BZSvhLzFcOpvh7RZqM1p48vKL7lnzT3UtNewbMoyrpp9FTnxOf7H0FwOG/9l1OIBOOpGOOxCzx26S96D9++Auu0w+UQ4/laYUOi+v3E3fPFX2PgsxI+H0+8xHjeS+8057FD6Ebx1q1GN9rCLYfGP3JuzHkqcDij9GN6+DZp2w+wL4LifGnsAitFKEtEQHDKJ6KC1VMCjJ4Klxt2WOAGufh8Ssvx6is11m7nsrctwane9nAunXchtR9zmdWU0oHVPwes3e7ad9Vc4/Arj+4q1sOIs4yqjR/bhcNFzkDAO7Db4309h/VPu+1WI8XP4W3xvOFR9DY+dZLwJ95h7KZz1l0PvamDfJnj0BHDa3W2zzoNzHoJwqT00SkkiGoJDYoxoWDSWeSYhMJJTU5nfT7GrZZdHEgJ4Zecr1HfU995u77KzqrSBf6/ey4fba6ht67c1z9ZXvJ94W5+2+hLPJARQuQ6aSo3vLdWw8TnP+7UT6ooZiuaObj4vqeNfq/fyWUkdTR3dQzqeuh2eSQhg87+HVgRwrKgv9kxCANv+C60+ihwezMtYuvi4uJZ/r97Ll7vqabPahvX5hThQsvu2v3yNB6kQiPR/kD8+wvuxmbGZRIUZn3q11ry0voJfvbq19/7TZ4/jD+fOJjk20mjwVcAuuc/kgygfi/siYo1yD2DUKUoY751AoxP9/jk6bQ4e+aSUhz7Z1dt2zeKJ/PjUacRE+Pkn5SvOuHFGfIeaSB/nPjYdIg5gzG0ArVYbd7+1nf+sq+htu/W0Aq49dhJhofJ5VJhLEpG/0qYa4zErH3S3Lf4RpE3x+ylmpsxkdupstjRsASBEhXDrwltJjjImI+xt6OCPb2/nplPHMSPbSaMljPvfqqe4xsKRk1yJaM4FOKs2sG/aSQBk7fiAkNnfdL/IuMNg5jIaY5JoSxhPWtVGYnOOhszZxv2xaXD6PXSufJDaiYuJsjaRUVNsHNfPrqZddDu7yU/IJ7pPgiita+fhT3d5PPaxz3dzzvxsZmf7mdDGHQYTjoAK1+JcpYyxqrgM/44fS7LmGGOOez53t51+L8QPX42dnbUWjyQEcN97Ozhl5jimZMj2T8JcAUtESqkngDOBWq31bFdbCvBvIB8oAy7UWje57rsduBpwADdprd8JVGwHJCIWjv0pTDkFWsshMdeYqBDmfx9+VlwW9y25j6LGIlq7W5mcNJnpKe7qqx02B3+9KoXHt93Pk19tZELcBH5zyY9xOt3defWZBby48Dwe3/Y0CsV3Fl7OBZkF9Eym1okT+Oqoq/nN6rup2P0RCzMO57aCE5nWp3z2nowC/po7lfd2P0dKVAq3H3MLJ8Rn0jMyU9dRx5ulb7J803KsditnTDqDK2ZewbSUaQBYuuxeC0kBLJ1278aBJGbDBU/Cvo3GLMT0Ap/J8JAQnwXffNQ4Fx2NxoeeccNbMbety/t3Y3NoOny0CzHSAnlF9BTwIPB0n7bbgA+01ncrpW5z3b5VKTUTuBiYBYwH3ldKTdNa9xtEMFlMMkxeclBPkRWXRVac78kNcTEWHlxzDzuadgBQYangl1/exvKTHweMbWtWVq3kH5sf7T3mH5uXMyExn7MmnwXAruZd3Pjxj+l2GmM2a2rX8cuVv2H5qctJjEyk29HNI5sf5d297wPQ0NnATz+/jX/GT2BuhvHm93Xt1/x53Z97X+O1Xa+RGpXKj1N+DBhrm7KToqlsdu/gkJkQOfTp2wdRAHDMSRhvfAVIfmoMCdFhtFrdiWf6uHgmDHXmqBABELDOYa31p0D/im/LgBWu71cA5/Rpf15r3aW13g3sBBYFKrZgVWOt6k1CPbqd3VS07+m9/UbpG17Hvbn7zd7vy9vKe5NQj22N26hurwag3lrPW7vf8nqO3a3ubX821G3wuv+9Pe+xz2JMJMhMiGL55Ydz3LQ0IsNCWDwljceuWDj0NVlixOSlxrLiqkUU5icTGRbCqTMz+cvF80gZwb0BhRjISI8RZWqt9wForfcppXoGBLKBr/o8rsLV5kUpdR1wHUBubq6vhwSWvcu1oDUZwiKH9anjIuKIDY+l3ea5Z1tSZFLv9zNSZvBl1Zce989ImdH7va+diOPCjecFiAmPISc+xyPx9H+N8bHen8xzE3KJD3dPtpg1PpGHLjuc5g4bSdHhxEYO8KdkqTPWJ0Un+b5/MA47dDQYk0UiBti5oaPR2HQvdoBFudYWaK+HxPG+J0NobcQZHuV7EkXPczi6gn8Mq6PJmAXp41zMz03mqSsX0tJpJyUmguiIUbrwV4w5wTJdxtece58LnLTWy7XWhVrrwvT0Ed5luXoLvHwdPHQ0vPJ9qNk2rE8/PWU6N8+/yaPt9PzTPMaRzph4BilRKb23U6NSOX3i6b23pyRN4dxJZ3k8x+2FP2VCvLF1UFJkErcdcRthyp04FmUuYmbKzN7bCzIXkJ+Q33s7OiyaK2ddSVy/mYPWLgdtnTY6un2MM1hqcX71EDy6BP3EUnTRG2Czej9ufxp2wdu3w8NHw78uNdZI9dXZCpteMNYjPXYirH8GrM2ej9n9GbxwOTx5Krx2E1Ss87y/pQI+vhseWQxPLzMWlvadVm7vRu94B/3UGbD8eJyfPwCt1d6hWroorm6jttWkSrhdFtjyEjx+krEmad1TRoLuJy4qnOyk6FGfhFqtNnbUtFHZNMS/KRGUArqgVSmVD7zRZ7JCMbDEdTWUBXystS5wTVRAa32X63HvAHdorVfu7/lHdEFr6z54Yik0u7vJSJ0KV/1v+D4lW+poW/MIm3PmU97VQGpEAjPr9jAu/3hCxs8DoKbVyld7d1DebqwLyo2bzBE5U8lMcH3Sb9hF86f3sD17Dg3aRi7hTKstJfLU3/RONXc4HZQ0l1DaXEpCRAIFKQVeVWJ3Nu+kqKGILkcXU5KmMC9jnsf9a3Y38pMXN7C30cqE5Gj+dMFcjuxT08i++nHC/vdjj2Ps336dsMnH+XcuutvhP9fAjv+52yLi4LqPjcF8gOK34V8XeR53wdMwa5nx/b5N8PTZxhVsj5wj4MJnID4TnE748HfwuXs8jJBQY3Fv9gIj5rKVhK04nb6zM+wn/5awxe4PDOv2NPGTFzdQVt/B+MQo/nTh3N6yHCOm5D149nzPtm8+DnPO9/34Uay4upWfvbyFdXubSIoJ57fLZrN0Vmawbe0kC1qHYKS75l4DrgDudv37ap/255RS92FMVpgKrB7h2PavsdQzCQE0lBjtw5SI7HUlxH/yR47u1+5Y9gi4EtEnxfX830sV0DvHrZw/np/MBYWubYLqS0ja+G+O3PhvzydZdA1kzgIgNCSU6SnTPa60+puSNIUpSb6nplc0dXDdM2tp6rC5blu57pm1vPGDY8lNiYGuNsLWLPc6zrHzQ/8TUXO5ZxIC6LYYC297EtGmF7yPW/ckzDzbmA5eV+yZhADKVxm/t/hMY3Hv2sc873c6oGZrbyJy7FlFWL8Pa2FrluOcdykhcWnsa7byvWfWUWfpAqCqpZPrnl7HGzctJj91BDeB9bXQec1jMHPZyG7dFGCWTht3vL6VdXuN32tzh42bnv+aV284hsMmJJkbnDhgAeuaU0r9C1gJFCilKpRSV2MkoFOUUiXAKa7baK23Ai8A24C3gRuCbsbcQAstw4dv1pEtJMLndHBHn9foX68I4PW+bb7iCYsa0jTzwVQ2W3uTUI9Wq52KJmNHh3a7ojvGew1MZ0SKV9uAwiJ9/yx9x4l8zbhLnOCuD+FrTCk0AsJcv8vQSGPz2v28hjXMe8zIHpOOxWF8+q5stvYmoR6WLjsVjR1exwWUrxl3idmgguoq4aDVtnWxcpdnl6PWRo0sMXoFctbcJVrrLK11uNZ6gtb6ca11g9b6JK31VNe/jX0e/3ut9WStdYHW2ntal9nSpsGCyz3bFl0Hqf4vaB1MXfQUHEf9wKNN5x5Nc2JB7+0FeUlex/UtJU7mDJh0gucDlvzMc/eFg5QcHUFYv8q2oSGqdwZWRGQMNfNugJA+F9wxqbSOP2YIL5IPJ/3Ssy1vce9VHQCzv+neMQKMZHv4le7b42bDpCWez3HkDX0W96bCqb/r97qTYPz83pttGYfj7DvdXoVQffhPiIgxElRSTAQR/XYmUIoRrVQLwIyzoO9ElbBIWPRdCAmWYeDhER8VxvhE7w9VaXHDO3FIjCzZ9HQoLLXGvm31OyCtwNgkNHZ4J0xs37GDnPbNRDUWYU/IoTJ2FnHZs8hwlXEoqWnjyidXU9lsDIpPSIriyasWMTWzz/ZBLZXGwH5zGWTOMXbeHmg22AGwOZw8+9Ue7njdPVnj59+YwRVH5fX20xdXNdO0aw05HVuxhUSxJ2Y2E6fPJ3co3VWdrVC5Hqo3QVIOTFhoXPH0Vb3F+Fm1w/g5+++GXrsdKtdC0x7ImGGMEfW9krJ1QdV64ysmFSYs8tgBvKKpg51FG8jv2Eq4w0JlzEziJxUyI9sYD3M4Nc+v3svPX9nSe8z/LS3gO4snEhU+wlcjNdugfDU4bca5ypo7YBHD0ezj4lquWbEWu9N47zp3fja/OnOGexus4DD2TnwASSIKMu1ddjZXNFPT0klcdDizsxPJTPD8BFjR1EFxdRtKKaZlxjEheeQXJVq77RRXt1HV0klWYhQF4+K99pnbXW+htNZCeGgo08bFM87HJ9nRoLatkx372ui0O5iUHsekdM/Zg502Bzuq26hotjIuMYqCzPiBp7OLg+Z0anbUtLG7oZ3kmAimj4snyUfhS5NJIhoCSURCCDH8JBENgXxs62NzRTPvFdXQarWzdFYmC3KTiRxC90qztYvVpU28X1RDYnQEJ83I8JjSDLCjuo0Pt9eyt7GDk2ZksDA/hYToPrOaLLVQ9hns+sjYb2zKiZ4F0pwOoytqu2uHhRlnGfWGQtxxNuzdTvjuDwmr24wt/wTsOUeRmukuvtfUVEfI3lWE73wbe1I+jsmnkJzv2aW1pbKF94tqaGrv5tRZ4zg8L3lIXU1dNgfr9jbx7tYaEqLDOGVGJnP6zWoqqWnjo+I6SussnDQjk0UTk0mM9v+TrdOp2VjRzDtbq3E4NUtnjWNeTpLHbtKt+0pQOz8grGYj9rzjYOKxxKf16d6z1BprjUreNbrspi6F3CM8Xmd1aQPvb6+lsb2bk2dkcOTEFJKG0A1k67LSVbaKkO1voiPicBacTvykfhuH1BUbU7DriqFgKeQeY2wp5f/JgN2fQvFb4OyCaadD/nEQIbtdiOAnV0QuWypbuODhlVht7sl6T121kCUF/k/NfnVDJTc/v6H3dmxEKE9etZBFE41kVFpn4aJHvvKYZXX3eXO4eJFrhwi7DT78DXz5V/eTjpsDl/7HKGoHsPcreOoM96LLkFC48n+QeyQAjdV7iH/pEsLr3KUk2gtvIPSUXxEVaXSNtX3xGPHv/cT9GnEZNF74Kim5xqLWbVXGuWjvdp+Lx64o5OQZmX6fi4+213LVU2t6b0eHh/Li947q3Z17T307Fz26kuoW97n4zbJZXH5Uvt+vsW5PIxc98lXvWEGIguevO7L3fFsaKol84VLCazb0HtMx/1rCTvstEZGuN+hVy+GtW9xPGpMKl77QW9F2TVkj33lyjcemofddMJfzDu83VrUflm3vEvfCBe6GsCgsl75J3CRX1dymPfDUmdCy1/2YU38PR9/o92uw6yN47kJwuLZ3UiFw8XNQcPr+jxOBIldEQzC2ptQchM9K6j2SEMDfP9qJtdu/WeQNli6Wf1rq0dbe7WDVbvdU021VrV5Tff/0brG7+F3TbncJ8B7Vm6GuyH173QrPlf9OB3z9jPt2bZFHEgKIXf8IHdVG2Yam6r3Ef/EHz9ew1BJa6x5s/6q00SMJAfztgxLa/dyp2Wpz8OCHJV5tX+x0FwDcuq/VIwmBcS72tfi/Uv6Vryt7kxCAU8M/V7rXejlrijySEEDMhsfprN1p3GjcDV/c7/mkHQ3G5AiXdXuavHaufvjTXdS0+henrctK1Kq/eTbaO2Hnu+7b1Zs9kxDAJ3dDs2fZhv0qet2dhMDY5mfNE8aHGyGCnCQil06b95tsR7cDp59XjA6npsvu9Grvsrnb7E7f9zscrtfQDuPL68n7vJn0VF8NCXNPj+7qs4aif6XP3uftaXd4vmH1Hud+jS67dwzt3Q4cTv/OhdOpsfo4F30TvcPHuei2O3H6+Rpg/H76s3Q76LnK1w5f58IJDtdxToeRFPrrc5zN1+/U7sRH+D5p7UTZvZOW6ltF19fvzN7V53fmB1/bJ9mtxs8rRJCTRORy3LR0+i2N4XvHT/Z79lNGQhTfPjLPoy0sRHHkJPeCyRlZCcT02+Pre0smu2eTJeXD7H5bssRnGdOOexRezY6ld/LyaT/n5dN+zo6ld8LC7/TerdILcMZ7lpmwFpxLZJqxjigxPRfL4Td4vkZELM509/qcoyaneq0T+v6SyZ5jWfsRGxnGd4+b5NEWGqI4bqp7qvv0cQnE9Tu31x07iaxE/8c0vrnAu3vs8iPzUK4py6GZ03Em5njc3zn1G0RkuGJLmwILr/V8gvBoY/2Ry4K8ZMJDPc/F5Uflk+XnTuMRUbFYC6/3bFQh6GmnuW9nzoKofgUFj7we+sW+XzPP9m5bcDmEB9WUZiF8kjEiF7vDydo9TTz6aSnN1m6+c8xEjp2aRsIQBs+rmjv4pLieF9aWkxgdzuVH57F4SjoRYe58v6G8mSe/2E1pXTuXLsrh5JmZpMf3mdbctBe2vmxsYJlzJBRe6bGIc2vdJq569xqsrk/Z0WHRPHnqY8xKdxeVa969gYiNK4ipXkvb1HPoLjib1AlTe+9vqC4nfNc7JGz9J52Jk+k6/FoSpxzZe7/DqVlb1shjn++mwdLFlUfnc/y0DBJj/N8qptXazWcl9TzxxW6SoiO49rhJFOYle0wk2FTRzFNflLGjto2LF+Zy6sxMMhL8n+LdZXPw1e4GHv10Nw6nk2uOncRRk1M9ppFb9m4i5OsVxOxbjWXKWehZ5xGf1WcRckMp7HgbNr8ICdmw8GqY7F4QbLc7+XxXPU+v3ENjezfnHz6BJQXpQ5oy39HaiHPXx0SvfwRHeDzdi75P5KTFhEf0+duq2gCrH4WaLTDvWzDjzKHVJ+psg90fG8/h6IbCq2DSSRA3wnveiR4yRjQEkoj6sdmdaPRBbaBo6bQRHqqIDPd9NWV3OLE79f5nodk6IDTKa2X8Xavu4rntz3m0XTr9Um4/4nbP17DZ6eqyEhsXz0A6OiyEh0cSHu47wdgdThxOPaSZg/112x0oFOFhvi++HU6NzeE8qMWf3Q4HaAb8nTkdDmzdViKj91MSu7PV2I1ggNIeXTY7NocmLurA922zdVlRKoSwiAGuUpyubtOBtpPyR1cHKD1wyQwxUiQRDYFM3+5noDfMoRjszSosNIRB89wAe9hVtHkPYFdaKr1fIzyMsPCBkxBATMx+3pjxM85BDJbQQ0MUoSEH9yIRofs/PiQ0dP9JCAbdeSIyPIzIg9w7NDxykAQTEgohBzndOlIqrorRRxJRH5XNHWzf10a33cm0zHgmZwzy5uVDSU0bJTUWIsNDmJmV4DWWUFpnYWtVC22ddqZkxLEgJ5mwPsmvy+Zge3Ub+1qtJEWFMz0rwWPV+DlTz+HTyk89nvOcKed43G7u6KZonzFDLy8llunj4g/qqkYE3t6GdrZUttJs7WZSehzzJyQSGTH6/ntau+1sr26jvKmDzPgoZmQl+D22KA5do+8vPUDK6tu5esUadtUZM9DiI8P45zVHMDcnye/n+HpvE996bFXvbK4Z4+J5+NuHk+faX21XbRu3v7yF1WXGlO7wUMWDly5g6Sz3TtWbd+4mqmY9C1q20BY3kU0Nc5k3Z07vf+bcqMP47szbeW3PUygUy/KvJCdqTu/xLVYb975dzHOr3dOB779wLuf6GNg3XcMu2POlUZwu7yjILjQqsQ6n5nJj7VX9DqO0w4RFA1dyNUlZvYVfvbqVT0uM6e2hIYr7L5rH2XOHMEYUBBxOzX/WVfDLV93LB64/fhI/OHEqMbLlkdgP+etw+XJXfW8SAmjrsrP8013cf9E8v8aLumwOHvxwp8eU4qLqNtaUNfYmos2Vrb1JCMDm0Nz7djFzshMYnxTDviYL+aX/Im3NnwDIALLHH0ld1iMk5OQD8NrXTfxzVRqnzrkDjeaRN9vpOLKZgqXGYtMdNW0eSQjg169tpTA/hZyUIOq2adoDz14Ajbvcbcv+AfO/NXyv0V4Pr95oDOL3OO4WOP7WoKrRs6WqtTcJgfGGfvf/ijgsO5H8tNEz1lPW0M7v3izyaHvok1JOn5MltYLEfsn0bRdf9Uy2V7fRafNvHUZHt4Pimjav9r0N7vUiTR3e63f2NrZj6TTWi0S37SVt/V897o+q+oq4Fvfi0M2VLbRYbby4uon/rG6mxWpjc2Wz+zXavV+jtdPe+xpBo3qTZxICeO+XRiXc4VJb5JmEAD6/3yhmGESa2r0XnVa1dGLxcwFxsGiz2nyupWvukEW1Yv8kEbkcNcm7u+abCyb43b+dFBPOefO9C7UV5rv3C5vk49PtKTMyyXaNI0WH+V5sGoX7P/Kyed6vcXaftvy0WK/6OMZYVZDtfG3zsZC0q81jYe1B87VY1Wn3vaDXRJPSY72qNRw7Na3372K0GJ8UzYRkz5hjI0KD60pcBCVJRC6H5yfzyzNnEBsRSmiI4ltH5LJsnv999EopLijM4aKFEwgNUcRHhvGbZbOYn+NORAtyk7nr3DmkxEagFJxQkM73lkwm1jXLLjJ1Io6pp3k+cXQykVnukt7HTUvjxhOnEBkWQmRYCD84cQrHTXWvFZmSHsdjVxT2vokV5iXz5wvnBt82+RkzvKvGLrzWWMszXNKmQWy/dTSTTjSK7gWReTlJ/PmCuaTHG9O6j5qUwk9OnTbyxfUOUkZCFA99awFzso0ZiPlpMTx+xUImjqLuRWEOWUfUh9aaymYrdocmOyn6gKZyd9sdVDZ3EhGqyB5g0ePO2jY6uh3kpcSQ2D9BNJTiXPskIUWv4By/gJDFP4Lx8zwe4nBqKpo6UEB2cgyh/beEAOraOmnrtJMeH0n8Qax9Cai9q+CTe4wuuvnfhrkXexe+O1j7NhndcZVrYcbZUPgdz93Mg0hpnYW2Tjs5KdGkBFeRtyFp6eimvr2bpOhwUg/dyqmyjmgIJBH1U93Sid3pJCsx2ucbfKvVRnNHN0kxEQc8LbWurZNOm5OMhEgifU2EcDrB2mTMIBtggeXB6rI7qG3tIjo8lLR4369R02rF5tCMS4jy2BGhx3CcC2xW4ysmZfDHHih7F3RZIDrZZ+nsbruDmtYuosJDPHe5GIX2NVtxak1WYjQhPv5+h0NtayfdDieZCVGE+/i7GCtsDic1rZ1EhIYMaccPF0lEQyCz5lwsnTZe37iPe97ZjrXbwZXH5HPl0fkee59tLG/iV69tZWN5C4fnJnPH2TO9auzsT7fdwUfb6/j1a1ups3Rxzrzx/ODEqd4zo0JCAjrFuKy+nb9+UMKrG6vIiI/kjrNncUJBRu9WRO1ddv63eR93vbUdS6edbx+Vy9WLJzG+z5jFpopm7nxtG+v2NjEvJ4k7z541pKnuvcKjD24nAX/sZ8eEPQ3t/P2jnby0vpK0uAjuOGsWJ07PGHXrrpo7unl5fSX3v7cDm9PJ946fzKVH5JIxjIm102bn3a01/PaNIpo6urloYQ7fO37ymBwDqmjqYPmnpfxr9V4So8P5xTdmsnRWJtGjcG3XaDB2P84M0bo9TVRUlPHYYgvPn9BCDnW8tcU9g6uyycrVK9aysbzFePzeJq55ei3VQyhbsLWqle89u47q1k4cTs1L6yt56JOdnjs8O+xQvQWK3oDy1cYA/lB1tRnHFr1hPFef3aS77Q7+8fFOXv66EodTs6+lk+/9cx1bq1p6H/P13iZu+c8mGtu76XY4efzzMv77tXv3huqWTq59ei3r9jYBxv55V69YQ1Wz/+fCL04H1Gw1fo69Xxnb8Awju8PJY5+V8sLaChxOTU1rF9c/u54tfc4FAJY6KP0Eit8Ouhl3PVbtbuQ3b2yjrctOp83JA++X8GFR7bC+xqaKFm56fgN1li7sTs2zq/by7Ko9Q9oxfcS0VsOuD2HHu8ZSgSHQWvOv1Xt5euUebA5NvaWbH/57AxsrWgY/WBwQSe8uMR0V3FT7ayI3rwdgfmwa6457kjZrDvHR4ext7KDe4jnbqqa1i72NVsb5uWP0zloL/XtC/7u+iptOnOoeT9rxFrx4hbvm0OIfw7E/hsj9b9fTq6sNPv0TfPGAcTskFC5YYVRyBWrbujySCoDWsKvOwvxcY2JF37VOPf69ppxvHZFLUkwEexs7qGn1rCVUb+lmb0OHx1XTQSt5F/59mbtMwlE3wnG3QvT+t+PxV11bFy+v994eqaTGwuF5rq7Clgp45fuw+xPjdnQyXPZfyJ4/LDEMl7e3VHu1/XtNOecdnj3oFkj+2lLl/UHgxbUVfOeYiQfSdRU4jaXwwhXuulJx4+DbL3tsHrw/9ZZuXljrvZXWpopmr4rLYnjIFZFLQecmImvWuxva65lZ9gyRocbVSkJ0mNcU2xAFCVH+5/JEH+Mo2clR7sv95nJ47Qeehe8+v89YD+Ov2iJ3EgLjuV6/yXhuICYilOxk72TRNzZf04YnpsX2bkyaEBXmVTJDKYiPHsbPNS2VrnPRZy3NygehduvAxwxRTESo13RjMKbi9ypf7U5CYIzdfXKP7+nnJpqS7j0zrWBcPOE+xsQOVLqPiQe5qTFepU1Mt+sjj+KGWKph7ZP4W0QqJiKUPB/djcPZzSk8SSJyiWne4dUWXbueCIfxhjM5PZbvH+852+qmk6YOaWrqnOxEDs9L6r0dGqL49VmzSOmZpmttMr76swyhi8XXYzsaobMZgJTYSO44a5bHRIzCvOTeEt4AiyamePxckWEh/OCkKb2JaGJaLDed5C4rAXDDkilM9vFmeMA6m6G9zrvdV9sBSoyJ4JdnzvSovTR3QiKHZSe5H+SrK27f1wfWZRpAJ88a1zv9G4wtqr51hLs203CYl5PIjHHuq9HwUMWtS6cf1I7kAbFvo3db+Ve+15X5EBsZxk+XFnisxyvIjGNBbvJ+jhIHQ2bN9Sh6A/7db3uZ426FE26n51KoxdrN1qpW9jVbyU6OYVZWAvFDnC22r8XK1spW2jptTMmIZ0ZWvHtGWns9PHEaNPQpsx0SCtd9BuP861agegssP87zqip1Knzn7d41NXaHk6LqNnbWtJEQHc6s8Ynu4nwu5Y0dbKtqpdPuoCAznulZnt1hrVYbW6taqWruICspmtnjE4ZUu2lQHQ3w1FmeV0AqBK77BLIOG/i4IXI4NUX7WimpaSMuKozZ4xM9N6oteQ+e7Ves8IjvwdI/GL+bIFLW0M62qlYcTs2MrHimZPjZnTsEVU1WtlS10NFtZ1pmPDOyEoY12Q2Lrf+FF6/0bDvpDjj2R34/hdbG38WOGgsxEaHMGp8w4HKMAQTZSQlukoh6tNfDqoeNbi2HzVhzcspvIGXi8Dy/vyrXw8vXQsNOYzzirL9CwRkQ6me3l8MOxf8zuuOsTUYS+uajMD64xjT8UrUBXr4O6oshKgnOfACmfwPCRnChp7UZ1j4Bn9xtTAOffDKccW/QrkUSGL0CX/4NvvqH0bU76zw4+Q5Izhv00GEkiWgIJBH15bBBU5nxb3KeecXF2uuNPdeikyBpCOWi+2oux2ltIiRhvPfuAkOgtd7vJ16Hw0loINeStDdAa5VRSjs5N3Cvsz9OBzTtNhJRUq7/E0cOQMDP56HCbjN+Z9oBSfkQMeLbJUkiGgKZNddXaDikTR38cYEWm3ZQyWNHTRuvfN3O6t0Wzp5n4eQZsUOazaa1Zv3eZp79ag/1li6+dUQeR09O9eiG3FLZzNtbalhZ2sCi/GTOmJM1pDVVfotNNb9sQ0gopE4Z/HEHYfXuBl5aX0lpnYXTZ2exZHo6k9KGuSTGoSQsHNKnmR2F8JMkojGmssnKd55cTUWzMTC7dk8TW6ta+M2y2b53cfBhU0ULlyz/im6HMcvo05J6/nbJfM5y1cepau7g169tZd2eZsBYg/XFrgb+8a0FTBhaP7oANlc0891n1tHk2qV6TVkTVc0Tue206R5FE4UYqyQRDYXDBvUl0FYF8eONTTX7j920VBrjO2FRkF5gdK8NhdbG8c17ITbduEIbws4DJbVtZMYqfr0oggRnM5U6nXvW1LK3oYOpmf51KX1V2sCy6TGcnd1GuO5mQ0c6yz/dxZKCdOKjwimpbe9NQj02VbRQUmMZm4motcpYWNvdDukzIKNgWJ++aF9bbxLq8cxXe/jm4ROYkTU8a6aECGaSiPzlsMPmF91rW0LC4JyHYPb57v3LarbCsxdCq2sxXME34Bt/HNqO0js/gBcuM/ZfUwpOvhMWXuP3eFVSuJ2/T17NuM/uNpJaeDSzlzzsc9+8gRSmWPlW2d+J+/QdABYl5FC4+KHetUMDPVWwTZ4aFnU7jDpJO942bsdnwflPGhVlh4mv8xai1Ng8n0L4INf9/mrYacxE61lg6bQbSamnuJvdBl/81Z2EAIrfNHaY9ldLJbx6vZGEwEgk7/0Karf7/RTTQyoYt/ouerdwsFmZtvIW8sKb/X6OWfYi4na/03s7pLWcueXPEuvq2ZuWGccxUzzHbRblJzMtcwyOaVSsdichgLZ98OVfjU1Uh8nM8Qkea4AAvrM4n2kZY/B8CuGDKVdESqkyoA1wAHatdaFSKgX4N5APlAEXaq19rO40SXut0TXXl73TmCqaNhW6WmHvl97H1W4DzvPvNToafC9IbfO/ammU1cfxllpCO5sA/0osRDUVe7WFl38B3a0QlkpmQjS/OGMGH++oY/XuRhbmp7CkIJ3xSWOwW65hp3db1XpjYW3k8CSKWeMTefiyBbyztYZddRZOnpHJMVNSCRnGXRGECGZmds2doLWu73P7NuADrfXdSqnbXLdvNSc0H+LHQ3gM2Nylv4mMhwRX8bzoJJi6FNY86nncUNbvxI2DpDxo7rNJo1LGlGF/JeUYx/Sdlp+UB7GZ/j9H1jzvtoIzjLU8LjPGJzJjfCLXL/H/aUeljJnebfnHQfy4YX2Zw/NS3PvbCXGICaaPXMuAFa7vVwDnmBeKD6mTcX7zcWM9C0BUEs5vPuFe8BoSCouug+xC47ZSxgr8CYv8f434DPS5yyEuw7gdHo3z7H9A+nSPh1W3WPl0Rx2fldR57/6dPgPHWX93T3CIy8R57nKIz/B4WGmdhQ+Kalizu4Hmjn6ls3MWGbH3DFJkFxrjVCO8k4Dd7mTdniZeWlfBpztqqWvrGvyg4ZazyCimp1z/VcYdBkd8N/ClKw5hbVYb6/Y08v62GnbWtjGa1zoK/5iyoFUptRtoAjTwiNZ6uVKqWWud1OcxTVprr82dlFLXAdcB5ObmHr5nz9C2eD9Q3XYnr2yopLuulPFhbVTY4okfN5mz5o73LBrX0QRNpRAaZay+Dx/aRokfFNWwc2cxU6NaaXDG0hyVwyVH5hMXaVy87qq1cO3TaymtbweMPfCWf7uQya7xhPq2Lp5btZssRzWpIRZ2diUyPmcSZ851T5hYU9bIlU+spr3b2AbonHnj+cWZM0nru6mlrRMadoGjE5InQczI77P1xsYqfvTCBmwO42/0siNzuemEKWT4udv5sOlsNSai2K3GTMnhriIrerV02LjvvR2sWFkGGPscPnZ5IcdOSzc3sKGTqSZDYFbX3DFa6yqlVAbwnlLK79F4rfVyYDkYOysEKsD+dtdbuP3lzTicGuNvzEJE6GZmZyd6TouOSYaYww/oNSqbrPz0xY2uqbwK6ACKKZyY2lui4c3NVb1JCGBXXTv/27yPH7g2Id1a1cJ977smUKCAVpJjtjI1M56CcQm0WLu587WtvUkI4JUNVZwzP5slBX2umsKj/N/fLgB21rRx5+vbepMQwD+/2suJ0zM5caQTUVTCsM6SEwMr2tfSm4QAuuxObn1pE6/eeMyor54rBmZK15zWusr1by3wX2ARUKOUygJw/Tu8Vb0OUkN7tysJuXU7nDT279Y6CC3Wbq/1JIBHl9Tq3d7zN/rWD/LVfdXUYaPJFael005RtffO0aZ0e+1Hk7WbOot3THVtwVV+QQyvOov3/6eqlk5arXYfjxZjxYgnIqVUrFIqvud74FRgC/AacIXrYVcAr450bPszPjG6t3usR0J0GOP7fzq31BlTtqs2QPfQpvhmJkQxMc1z5lloiPIoxXz6bO9B8r5tOakxnDw1kc+/Fc/6C228dXEKR01KYYJrRltKbCQnFmR4PUdukJV7zkqMZkq/6ctKQV6qSfv/ieHT0Qjla4wNfjs9PxT5+jucl5PkNb1djC1mXBFlAp8rpTYCq4E3tdZvA3cDpyilSoBTXLeDRn5aLA9ftqC3OFhGfCQPX3a4R5Kgdjs8swyeOBWWHw9v3w5tNX6/RmpcJA9cNI+8VOM5E6LD+Nsl8z3ekE+YnsFFhRNQynhjvmjhBI8utXnpISyf/jUTXvkmKa9dwYx3LuGfx7UwwRVndEQot5xWwNwcY9JFVHgId54906MeUTCYkBzD75bNIr/nXESFcde5c5gTZHGKIWrYCf+6BB4/GR49AV69waiC6zJ9XDx/vmBu74e+qRlx/P7c2SQMsdyKGF1k9+0h2tdipcHSTVpchGeJcIcN/ncLrHvS84ALn4GZZw/pNerbuqhu7SQxOtwz0bl02RyUNXQYVwgpMUSG95nNVvoJPN3v9RKy4fLXIM29cWdLRzcVzVZXNcpYQoaw88JI2tvYTkWTleTocGaMlyQ06n30B6PCbV/L/g7zL/No2tPQjqXTTlZSFCmxo/JqKDj/QwUp2eJniLISo8nyNVje2QI73/dur9405ESUGBOOQ2viBihDHhkeSsG4AfaNayn3bmuthLZqj0SUGBNBYkzg6/rUtXURHqpIOsDXyk2JJTfl4LrjOrrttHXaSYmJIFw2ETWPrdNzl4oeZZ97JSLpgj20SCIaLlGJMGkJfP2MZ3vm7CE9za46C8s/LeWdrdXMGp/ALUsLmJczhKnTCT6mFsdnudcmjZD6ti5e2VDJo5+VEhcZxi1LC1hSkE5U+Mj+yW0sb+bP7xazqbKFU2dm8t3jJjE5AJVLhR/Co2DKyd6lvHNlRuKhTj4eDpfQcDjqBkjpU7lzzgWQc6TfT2HptPGrV7fw7zXlNHfY+GJnA99+bDW7+0zXHtT4uXDSr9yLTyMT4Bt/HvHaLG9vqeZ3bxZR09rFrrp2vvfP9Xy9t3lEY9jT0M7lT6zm05J6mjtsvLC2gltf3kyr1Xtmohghcy/x3Llj6qkw+QTTwhHBQa6IhlPGDLjqLWNANjwKUqdBlP+fvsubrHyxs8Gjra3LTmmdhYlpfnZVRCfDEddD3jHGvnXJ+ZB12BB+iIPX1mnzWAvS4/OSeo6afOAF/4aqtK6dln5JZ21ZE+VNHcyKlvEmU6RNhcteMsqphIQZt4daKkWMOZKIhlt8pvF1AKLCQ4gMC6HL7vRoj4kY4tY6ETGQ6/+V2HCLCA1hXGIUJbWe09fTRngKbkyk93mLCA0hKnxktyoS/RxkBWIx9kjXXBDJS4nlJ6d6Fl1bMi2daX4WtAsWkeGh3HDCFML6zMRLjY3gmCkj++YzLSOOU2Z6fii4+eQp5AXZmikhDnUyfTvItFptbKpoZkeNhfFJUczLSWZc4ujb2sTp1GyubGFzZQtR4SHMz0nu3Q9vJNW0WNlQ0UJlk5WpmXEcNiGRxOjAzxYUhzyZvj0EkoiEEGL4SSIaAumaE0IIYSpJREIIIUwliUgIIYSpJBEJIYQwlSQiIYQQppJEJIQQwlSSiERwczqMmk7dQ9hvTwgxqkgiEsGrYZdRXPDhY+D5y6BC1owJMRbJXnMiOHW3wzu/gB3/M26XfggVq+Haj0Z8J3EhRGDJFZEITs3l7iTUo9sC9TvMiUcIETCSiERwCouEcB+bk0ZI5U4hxhpJRCI4JefDSb/0bMtbDJmzTAlHCBE4MkYkgpNSMO8ySJ8J1RshKReyC0e85LkQIvAkEYngFZUAk5cYX0KIMUu65oQQQphKEpEQQghTSSISQghhKklEQgghTCWJSAghhKkkEQkhhDCVJCIhhBCmkkQkhBDCVJKIhBBCmEoSkRBCCFMprbXZMRwwpVQdsMeEl04D6k143aGSOIeXxDm8xnKc9Vrr0wIRzFg0qhORWZRSa7XWhWbHMRiJc3hJnMNL4hQ9pGtOCCGEqSQRCSGEMJUkogOz3OwA/CRxDi+Jc3hJnAKQMSIhhBAmkysiIYQQppJEJIQQwlSSiAahlMpRSn2klCpSSm1VSt3sak9RSr2nlCpx/ZscpHHeoZSqVEptcH2dYXKcUUqp1Uqpja4473S1B9v5HCjOoDqfrphClVJfK6XecN0OqnPZw0ecwXguy5RSm13xrHW1BeX5HEtkjGgQSqksIEtrvV4pFQ+sA84BrgQatdZ3K6VuA5K11rcGYZwXAhat9Z/Miq0vpZQCYrXWFqVUOPA5cDNwHsF1PgeK8zSC6HwCKKV+DBQCCVrrM5VS9xJE57KHjzjvIPjOZRlQqLWu79MWlOdzLJErokForfdprde7vm8DioBsYBmwwvWwFRhv+qbZT5xBRRssrpvhri9N8J3PgeIMKkqpCcA3gMf6NAfVuYQB4xwtgu58jjWSiIZAKZUPzAdWAZla631gJAEgw8TQPPSLE+BGpdQmpdQTwdCt4Oqi2QDUAu9prYPyfA4QJwTX+XwA+D/A2act6M4lvuOE4DqXYHzYeFcptU4pdZ2rLRjP55giichPSqk44CXgh1rrVrPjGYiPOB8CJgPzgH3An82LzqC1dmit5wETgEVKqdkmh+TTAHEGzflUSp0J1Gqt15kVgz/2E2fQnMs+jtFaLwBOB25QSh1ndkCHAklEfnCNEbwEPKu1ftnVXOMal+kZn6k1K74evuLUWte43lCdwKPAIjNj7Etr3Qx8jDHuEnTns0ffOIPsfB4DnO0a13geOFEp9U+C71z6jDPIziUAWusq17+1wH8xYgq28znmSCIahGvQ+nGgSGt9X5+7XgOucH1/BfDqSMfW10Bx9vwHcjkX2DLSsfWllEpXSiW5vo8GTga2E3zn02ecwXQ+tda3a60naK3zgYuBD7XWlxFk53KgOIPpXAIopWJdE31QSsUCp7piCqrzORaFmR3AKHAM8G1gs2u8AOBnwN3AC0qpq4G9wAXmhNdroDgvUUrNw+j7LgO+a0ZwfWQBK5RSoRgfhF7QWr+hlFpJcJ3PgeJ8JsjOpy/B9rc5kHuD7FxmAv81PtMRBjyntX5bKbWG0XE+Ry2Zvi2EEMJU0jUnhBDCVJKIhBBCmEoSkRBCCFNJIhJCCGEqSURCCCFMJYlIHDKUUucqpbRSarrZsQgh3CQRiUPJJRi7aF9sdiBCCDdJROKQ4NqD7xjgalyJSCkVopT6hzLqDb2hlPqfUup8132HK6U+cW1++U6/XQCEEMNIEpE4VJwDvK213gE0KqUWYNRAygfmANcAR0Hvnn1/A87XWh8OPAH83oSYhTgkyBY/4lBxCUYpAjA23rwEo8bQi65NN6uVUh+57i8AZgPvubZ7CcXYHVoIEQCSiMSYp5RKBU4EZiulNEZi0Ri7K/s8BNiqtT5qhEIU4pAmXXPiUHA+8LTWOk9rna+1zgF2A/XAN11jRZnAEtfji4F0pVRvV51SapYZgQtxKJBEJA4Fl+B99fMSMB6owNjq/xGMirYtWutujOR1j1JqI7ABOHrEohXiECO7b4tDmlIqTmttcXXfrcao0FltdlxCHEpkjEgc6t5wFcCLAH4rSUiIkSdXREIIIUwlY0RCCCFMJYlICCGEqSQRCSGEMJUkIiGEEKaSRCSEEMJU/w+AzUJNVSO1zAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 429.75x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"Age\",y=\"Miles\",hue=\"Product\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "20ce40f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0c781f430>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Product\",y=\"Usage\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "86012f91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0e85684c0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432.125x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Product\",y=\"Usage\",hue=\"Gender\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "de88686a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0c78b7b80>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Product\",y=\"Miles\",kind=\"swarm\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "91ecf213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0c78d2220>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zpyxeARw8Q2IzsC7JiUnOA1YBd/azNknqt16ehvYx4PPAP0kykeTtwPuS3JNkO/A64OcAquo+4GbgfuBW4Kqq2t+r2gbJjh07WLt2rXfhlRagns0FUVVvm6b5I4dZ/3rg+l7VM6g2bNjAM888w3XXXcfv//7vty5HUh95JVxDO3bs+Pbdd3ft2mUvWFpgDOCGNmzY8F3L1113XaNKJLVgADd0sPc707Kk4WYAN3TwLrwzLUsabgZwQ+vXr/+uZe/GKy0sBnBDq1ev/navd8WKFaxcubJtQZL6ygBubP369Zxyyin2fqUFyHvCNbZ69Wq2bNnSugxJDRjAR2jjxo3zer7uxMTkba1HRo7t5n5TrVy5kmuuuWbe9iepNwzgxp577rnWJUhqxAA+QvPdszy4v40bN87rfiUNPj+Ek6RG7AHruDafY/KOx6vfDGCp43i8+s0A1nFtPnuXjser3xwDlqRGDGBJasQAlqRGHAOWFrKvw6I7BrQf9nT3fGrTKmb2dWD5se3CAJYWqEGffW/nzp0ArFq+qnElM1h+7D9DA1haoAb9/OSFcFbKgP7vIUnDzwCWpEYMYElqxACWpEYMYElqxACWpEYMYElqxACWpEYMYElqxCvh1FfzfVfp+XTw0tdBvkLMO2wMFwNYfTU+Ps6Oe7/Muafub13Ki/yjfZP/EH5r1xcbVzK9h59e3LoEzTMDWH137qn7WT/69Owr6rts2Dao04LpaPVsDDjJR5M8keTeKW2nJ9maZGf3fNqU965NMp7kwSRv7FVdkjQoevkh3O8Blx3S9m7g9qpaBdzeLZPkAmAdcGG3zQeT+P+WpKHWswCuqj8DvnZI8+XApu71JuDNU9pvqqrnq+ohYBy4qFe1SdIg6PdpaGdV1W6A7vnMrn058MiU9SaYYa75JFcm2ZZk2549e3parCT10qCcB5xp2mq6FavqxqoararRZcuW9bgsSeqdfgfw40nOBuien+jaJ4Bzpqw3AjzW59okqa/6HcCbgbHu9RjwmSnt65KcmOQ8YBVwZ59rk6S+6tl5wEk+BlwMLE0yAfwa8OvAzUneDjwMvBWgqu5LcjNwP/ACcFVVzcuZ+oN85RV49ZW0kPUsgKvqbTO89YYZ1r8euH6+6xgfH+eue+7nwEtOn+9dz4v8w+RQ95f++u8aVzK9Rc8eeiKLpPmyIK6EO/CS0/nWBf+idRnHpZPuv6V1CdLQGpSzICRpwTGAJakRA1iSGjGAJamRof8QbmJigkXPfsMPk47SomefZGLihXnb38TEBM88tdipFY/C3z61mFMmJlqXoXlkD1iSGhn6HvDIyAiPP3+Cp6EdpZPuv4WRkVfO2/5GRkb41gu7nZD9KGzYdionjYy0LkPzyB6wJDUy9D1gSf0x35f99+Iy/UG7rN4AljSQTj755NYl9JwBLGleDFLP8njhGLAkNWIAS1IjBrAkNWIAS1IjBrAkNWIAS1IjBrAkNWIAS1IjBrAkNbIgroRb9OzXBnY+4HzrmwDUSS9rXMn0Ju+KPH+zoUn6jqEP4JUrV7Yu4bB27nwKgFXnD2rIvXLef4YPPz2YE7I//uzkP4RnveRA40qm9/DTi1ndugjNq6EP4EG/Pv1gfRs3bmxcSX8M8h/Ef+hm3zppxarGlUxvNYP989ORG/oA1mAZ5D+IC+2PodrzQzhJasQAlqRGDGBJasQAlqRGDGBJasQAlqRGDGBJaqTJecBJdgFPAfuBF6pqNMnpwMeBFcAu4Keq6u9b1CdJ/dCyB/y6qlpTVaPd8ruB26tqFXB7tyxJQ2uQhiAuBzZ1rzcBb25XiiT1XqsALuC2JF9KcmXXdlZV7Qbons+cbsMkVybZlmTbnj17+lSuJM2/VnNB/HBVPZbkTGBrkq/OdcOquhG4EWB0dLR6VaAk9VqTHnBVPdY9PwF8GrgIeDzJ2QDd8xMtapOkful7ACc5JclLD74GLgXuBTYDY91qY8Bn+l2bJPVTiyGIs4BPJzn49f+oqm5N8kXg5iRvBx4G3tqgNknqm74HcFX9DfC907Q/Cbyh3/VIUiuDdBqaJC0oBrAkNWIAS1Ij3hPuCG3cuJHx8fF529/O7kaQ83mvtJUrVw70vdckTTKAGzv55JNblyCpEQP4CNmzlDRfHAOWpEYMYElqxACWpEYMYElqxACWpEYMYElqxACWpEYMYElqxACWpEYMYElqxACWpEacC0LHtfmcnc6Z6dRvBrDUcWY69VuqqnUNR210dLS2bdvWugxJmk2ma3QMWJIaMYAlqREDWJIaMYAlqREDWJIaMYAlqREDWJIaMYAlqREDWJIaMYAlqREDWJIaMYAlqZHjejKeJHuAv21dxzxYCuxtXYQAj8WgGZbjsbeqLju08bgO4GGRZFtVjbauQx6LQTPsx8MhCElqxACWpEYM4MFwY+sC9G0ei8Ey1MfDMWBJasQesCQ1YgBLUiMG8DFKckaSu7vH3yV5dMpyJfmDKeuekGRPklu65Vcl+XyS55P84iH7fWeSe5Pcl+RdU9rfc8jXeFPfvtkBdyzHYkr7DyTZn+QtU9pmOhZrkvxVt/9tSS7qyzd6nDjG341fmrLuvd0xOb17b3iOR1X5mKcH8B7gF6csPw3cBZzcLa8F7gZu6ZbPBH4AuP6Q7V4D3Au8BDgB+Bywarqv4WN+jkXXthj4Y+CzwFvmcCxuA9Z2r98E3NH6+x7Ux9Ecjynr/gTwx8N4POwB994W4Me7128DPnbwjap6oqq+COw7ZJtXA39VVc9W1QvAnwJX9KPYITfjsehcDXwSeGJK2+GORQEv616/HHisF0UPsdmOB9O8N1THwwDuvZuAdUlOAl4LfGEO29wL/Gj3L9xLmPxrfs6U99+RZHuSjyY5bf5LHlozHosky5n8Rf7vh2xzuGPxLuA3kjwC/CZwbW/LHzqz/m50P/PLmPzDCEN2PAzgHquq7cAKJv+Kf3aO2zwA/DdgK3Ar8BXghe7tDwHnA2uA3cD757XgITbLsfht4Feqav8h2xzuWPws8HNVdQ7wc8BHelX7MJrj78ZPAH9RVV/rthmq42EA98dmJv8iz/Qv1otU1Ueq6vur6keBrwE7u/bHq2p/VR0APgwM/gcNg2WmYzEK3JRkF/AW4INJ3gwzHwtgDPhU9/oTeCyOxmy/G+sOfW+YjscJrQtYID4KfKOq7kly8Vw2SHJmVT2R5FzgXwI/1LWfXVW7u9WuYPJfMs3dtMeiqs47+DrJ7zH5YdD/6panPRZMjjH+c+AO4PV8Jwg0dzP+biR5OZM/3397SPvQHA8DuA+qagL4nUPbk7wS2MbkBwcHulNqLqiqbwKfTHIGkx/QXVVVf99t9r4ka5j8wGEX8DM9/waGyEzHYhYzHYv/APxOkhOAbwFXzl+lC8Msx+MK4LaqeuaQ9qE5Hl6KLEmNOAYsSY0YwJLUiAEsSY0YwJLUiAEsSY0YwBoa3YxZB2fP+kR3qerR7uuOJEd8M8gkr0jyn47262phMYA1TJ6rqjVV9RrgH4D/OPXNJIv7UMMrAANYc2IAa1j9P2BlkouT/EmSPwLuSXJSkt9Nck+Su5K8DiDJyUlu6iY5+jhw8sEdJXl6yuu3dFfKkeSsJJ9O8pXu8c+AXwfO73riv9HPb1jHH6+E09DproRay+RkLTA5J8BrquqhJL8AUFX/NMmrgNuSrGZyIpdnq+q1SV4LfHkOX2oj8KdVdUXXuz4VeHf3tdbM73elYWQPWMPk5CR3M3l598N8ZzasO6vqoe71jwB/AFBVXwX+FlgN/CjwP7v27cD2OXy91zM5Ox3dBEnfmJ9vQwuFPWANk+cO7XkmAZg6l0AOs/1M1+VPbT/pqCqTpmEPWAvNnwH/BqAbejgXePCQ9tcwOUH4QY8neXWSRXz3nUluZ3LogiSLk7wMeAp4aa+/CQ0HA1gLzQeBxUnuAT4O/Luqep7JoYRTk2wHfhm4c8o27wZuYfJ+cbuntL8TeF23ry8BF1bVk8BfdKfC+SGcDsvZ0CSpEXvAktSIASxJjRjAktSIASxJjRjAktSIASxJjRjAktTI/weJq2jdlvYg2gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Product\",y=\"Miles\",kind=\"box\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "119f4d07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0c56f5d90>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Product\",y=\"Miles\",kind=\"violin\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7bf46133",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1a0c7825160>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"Product\",y=\"Miles\",kind=\"bar\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "61ea6dd6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\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": {
      "text/plain": [
       "<AxesSubplot:xlabel='Age', ylabel='Density'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df.Age)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f78671a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1a0cb561dc0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(y=\"Fitness\",x=\"Age\",kind=\"hex\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "79ffb1a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr=df.corr()\n",
    "sns.heatmap(corr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02d009aa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}