Mini-Projeto2 - Analise3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# <font color='blue'>Data Science Academy - Python Fundamentos - Capítulo 9</font>\n",
    "\n",
    "## Download: http://github.com/dsacademybr\n",
    "\n",
    "## Mini-Projeto 2 - Análise Exploratória em Conjunto de Dados do Kaggle\n",
    "\n",
    "## Análise 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import os\n",
    "import subprocess\n",
    "import stat\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "sns.set(style = \"white\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dataset\n",
    "clean_data_path = \"dataset/autos.csv\"\n",
    "df = pd.read_csv(clean_data_path,encoding = \"latin-1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['dateCrawled',\n",
       " 'name',\n",
       " 'seller',\n",
       " 'offerType',\n",
       " 'price',\n",
       " 'abtest',\n",
       " 'vehicleType',\n",
       " 'yearOfRegistration',\n",
       " 'gearbox',\n",
       " 'powerPS',\n",
       " 'model',\n",
       " 'kilometer',\n",
       " 'monthOfRegistration',\n",
       " 'fuelType',\n",
       " 'brand',\n",
       " 'notRepairedDamage',\n",
       " 'dateCreated',\n",
       " 'postalCode',\n",
       " 'lastSeen',\n",
       " 'yearOfCreation',\n",
       " 'yearCrawled',\n",
       " 'monthOfCreation',\n",
       " 'monthCrawled',\n",
       " 'NoOfDaysOnline',\n",
       " 'NoOfHrsOnline',\n",
       " 'yearsOld',\n",
       " 'monthsOld']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preço médio do veículo por tipo de combustível e tipo de caixa de câmbio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HTx4HrAhcTp7Jdi+gd0SMKfZpr2K7U9rY3g3kmYyvjXxM90A+uu9IKU0vjhkdHRFvAk+SP+TuQT4We1ZEbAFsV9TzBjkgzCTPwt2eq8nHfvah5X39C+DvxW1eTh7eewXwyjyOIR0DnBQR/yQP0/0OOXgeSp6s6D3guIg4kRy+jmhnO5C/ULkzIh4Hfk/uBTyFPAvvO8WXJicXw52fIk8qtA55gqr2rA+cFxEXk7+8OJxioi3yMZ2HAnXFMca9yUPfV+TjQ2XnW18by99DfhyuiTyp1qziNiekfLz5aODciHiB/Hr4ErkXdVRKqanVkP+F8aXIM41fTz6ed09yLyjk12wT+X68mDz50gEV684ATiyOHb6NPDHYl/hoWP80gIjYCniu1dB/AFI+Pv035GG9T6SUnq64ejRwTkT8m/we8l/kL6nGtN5OG9ttLJ6bp0fEu8Cj5PkDRpFPC9WW5lEvm0TEU+0s8x/yBHRfJj/u21FM1kfbw5lb17Wor8MF1e5jsgC3vQX5S6k9isM8mme7B+g9v/eYDqhd0hLMnmJJmo9i2N83yT1Qt5An5tqAfGqfZ4tl/kCeMfhC8vF0R5AnPbor5VP87EzuqX2IHDjfIfdovN1BNU4nDxVsLLb/F/IXn8NSSm8Uix1Jnh371+QP/v+m7aHCzfu8G7mH+Y5i+ZWLmv9VBKNdyMfqjicfa9sH+GpbvWDFMPVh5GMi/0oOZGe0WuwE8syz55GD4N7kQNx8GqJ9yL2lt5N7Jr8JfKPoQWvP3eTZb+9IKb1ZUc9T5KHJXyD3Yt9Inp15XsejXkAONGOAp8kzee+aUnqm2L/9yD3Jz5IDZLuhuOih2x/4Hvl5NQY4n49mDT6N/DhdQg4vZ5JPxzOvCZr+Qh7G/ndyIDsuFac8KoL+juSQMZ58rOa/gS+nlD42hH4B6mu9/Jzi/phCDr33Ftv/VnH9ZeQvVY4ttjecfLqweYX8BXEZOQw9SQ7930spjStu81/kiZW+TX4eH0Seebi55gfIPbwHkx+zP5CfA4cVi9xX/P1IsUx7rib3UF5T2ZhSupS8v0fx0VDlU8kzmC+IkeTZ0M8iP9//B/hRyqeG+phiZMSF5C98rmhrGfJz+PfkL6n+Qb7PfkQ+7nfrBaxrUV6HC2QBHpN53fbvyO8dFxbrnkp+HT7PR/s2v/cYSSVV09S0IKNtJEkLIvI5No8EDk0p3V/dalQWkc9TPCiltGO1a5EkaUljT7EkdZCI6E3umfwrC94bJEmSpCoyFEtSx/kK+ZjaL5GHMEqSJKmbc/i0JEmSJKm07CmWJEmSJJVW6U/JVBwDuDX5/JOzq1yOJEmSJKlj9QTWAP6WUvqw9ZWlD8XkQPxQtYuQJEmSJHWq7YCHWzcainMPMddddx2rr756tWuRJEmSJHWgyZMns++++0KR/VozFBdDpldffXUGDRpU7VokSZIkSZ2jzcNlnWhLkiRJklRahmJJkiRJUmkZiiVJkiRJpeUxxZIkSZLUQWbOnMmkSZP44IMPql1K6fTs2ZMVV1yRlVdemR49Frz/11AsSZIkSR1k0qRJLL/88qy99trU1NRUu5zSaGpqYubMmbz++utMmjSJT33qUwu8rsOnJUmSJKmDfPDBB3zyk580EHexmpoalllmGQYOHMj777+/UOsaiiVJkiSpAxmIq2dhhk3PXacT6pAkSZIkLcHGjx/P1772tWqX0SUMxZIkSZKk0nKiLUmSJElaQl1++eWMHTuW5ZZbjq222opx48Zx1113cdZZZ/G3v/2N2bNns+GGGzJy5Ej69evHfffdx2WXXcaMGTOYOnUq3/zmN/nZz37G+PHj+fnPf86yyy7L+++/z4gRI2hsbOSwww5j4sSJrLDCCpxyyimss846TJs2jZNPPpnnnnuOmpoatttuO4YPH87EiRPZe++9ueaaaxg8eDAjRoygV69enHbaadW+m+bJnmJJkiRJWgI99NBD3HzzzYwdO5abb7557gRTl19+OT179uTmm2/m1ltvZdVVV+Wss86iqamJK6+8kjPOOIObb76ZG264gcsvv5ypU6cC0NDQwNlnn81tt93GMsssw2uvvcYBBxzALbfcwte+9jVGjBgBwOjRo1lxxRW57bbbuOmmm0gpceWVV/LpT3+ao446iqOPPprf/e53PPfcc4waNapq98+CsqdYkiRJkpZADzzwAF/5yldYYYUVANh3332pr6/n/vvvZ9q0aTzyyCNAPndy84zYl156Kffffz+33347L7zwAk1NTUyfPh2ANdZYg4EDB87dfkSwxRZbALDbbrtx0kknMW3aNB588EF++9vfzp3xee+99+bqq6/m4IMPZs899+Thhx9m9OjR3HLLLfTp06eL75WFZyiWJEmSpCVQr169aGpqmvt3z549AZgzZw7HHXcc22+/PQDvv/8+H374IY2Njey2227suOOObLXVVuyxxx7cc889c7ex7LLLtth+65mca2pq6NWrF3PmzGkxw/acOXOYNWsWADNmzGDixIksv/zyTJgwgbXXXrvD97ujdenw6YhYISKejoi1i793jIh/RERDRIyuWG6ziHg0Iv4ZEVdERK+i/VMR8WBEPBcRt0REv6J9xYi4IyImFNev3pX7JUmSJEldbfvtt+fPf/4z06ZNA2Ds2LEAbLvttlx33XXMmDGDOXPmcMIJJ3DOOecwceJE3nvvPX72s58xbNgwxo8fP3eZtqSUmDBhAgA33HADW265JX379mXbbbflN7/5DU1NTcyYMYMbb7yRz3/+8wCMGTOG9ddfn1//+teMHj2aV155pQvuicXTZaE4Iv4LeBjYoPi7L3Al8A1gMLB1ROxSLP4b4NCU0gZADXBQ0X4JcElK6TPAo8AJRfto4KGU0mDgV8D5nb9HkiRJklQ922yzDXvuuSd77bUXu+++O9OmTaNv374ccsghDBw4kN12242vfvWrNDU1ccwxxxARDB06lF122YVddtmF++67j/XWW4+JEye2uf11112Xiy66iK9//evce++9nHHGGQCMHDmSqVOnsuuuu7Lrrruyzjrr8OMf/5j777+fu+++m1GjRhERfO973+OII46Y24vcXdVUdrd3poi4ArgauBYYCqwFjEop7VBcvx/wJeBk4N6U0qeL9u2Ktp2BN4FPpJRmRcSawAMppXUj4kXgiymll4te5anAJ1NKMxegrrWBF8eNG8egQYM6dJ8lSZIklcuECRMYPHhwl9zWU089xeOPP87+++8PwFVXXcWTTz7Jeeed1yW33121fgwmTZrEDjvsALBOSuml1st32THFKaUDIR+sXRgAvFaxyGvAoHm0rwy8m1Ka1aq9xbaKwPwusArwaofviCRJkiR1A+ussw6/+tWvuPHGG6mpqWGNNdbg1FNPrXZZS5xqTrTVA6jspq4B5ixEO0V78zKVaiqukyRJkqSlTr9+/bjggguqXcYSr5rnKZ4ErFHx9+rknt322t8A+kdEz6J9DT7qCX6lWI5i+PTy5KHWkiRJkiS1q5qheDwQEbFeEXT3Af6YUpoIfBARXyiW269onwk8BOxVtO8P/LH4/c7ib4rrH1qQ44klSZLKpL6+nuHDh1NfX1/tUiSp26ja8OmU0gcRcQBwE9CHHGzHFlfvC/wqIlYA/g40jwk4BLg6IkYC/wa+U7SfANRFxDPA28X6kiRJqlBXV0dDQwONjY0MGTKk2uVIUrfQ5aE4pbR2xe/jgE3bWOZJ4HNttE8kz1zdun0q8PWOrFOSJGlp09jY2OJSklTd4dOSJEmSJFWVoViSJEmSOsmMmbOXqO12tAsvvJALL7wQaHF63m6lmqdkkiRJkqSl2jK1PdlnxHUdvt3rxziNUkcxFEuSJEnSUmj8+PFceuml1NbWMmnSJIYNG8ayyy7LPffcA8Dll1/OXXfdxS233ML06dOpra3l7LPPZt1112XYsGF8/etf5+GHH2b69On84he/YKONNmK//fbj0EMP5b/+67+YNGkS+++/P/feey9Tpkxh1KhRTJ48mZqaGo444gg+//nPV/keWDAOn5YkSZKkpdSTTz7JySefzE033cR1113HJz7xCW6++WYigjvuuIN77rmHa6+9lttvv52hQ4dy3XUf9WqvuOKKjB07lr333pvLLrtsnrfz85//nD322IObb76ZX/7yl4waNYr33nuvs3evQ9hTLEmSJElLqQ022IA11lgDgJVWWoltttkGgAEDBvDuu+9y9tlnc8cdd/DSSy/x0EMPMXjw4LnrbrfddgCsv/76/PnPf57n7TzyyCP861//4oIL8tl0Z82axcsvv9wZu9ThDMWSJEmStJSqra1t8XfPnj3n/v7aa6+x11578d3vfpcvfvGLrLzyykyYMGHu9b179wagpqamxTaampqAHHybzZkzh6uvvpoVV1wRgDfeeINPfvKTc4dqd2cOn5YkSZKkEnrqqadYa621OOCAA9h444255557mD173rNar7TSSjz//PMALQLvkCFDuP766wF4/vnn2XXXXZk+fXrnFd+B7CmWJEmSpE4yY+bsTpkpesbM2SxT23P+C87Dtttuy3PPPcdXv/pVmpqa2HrrrWloaJjnOgceeCDHHHMMN910EzvssMPc9pEjRzJq1Ch23XVXAMaMGUO/fv0Wq76uUtPc9V1WEbE28OK4ceMYNGhQtcuRJEnqNPvvvz+vvPIKAwcO5Jprrql2OdJSacKECS2Oy1XXa/0YTJo0qTnAr5NSeqn18g6fliRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJ6iRzZs1cYrZ77LHH8sorr3T4dpu9/PLLHHfccQA89dRTHH/88QDst99+jB8/vtNud356Ve2WJUmSJGkp16NXLY+NObDDt7vliCs6fJvjx4/nJz/5SYdvt9mrr77Kyy+/DMDGG2/Mxhtv3Gm3tTDsKZYkSZKkpdCsWbMYOXIke+21FzvssAOHHHIIL7zwAsOGDZu7zIUXXsiFF17I5ZdfzhtvvMHBBx/MW2+9xRNPPMG3v/1tvv71r/O9732PiRMnArlX9/TTT+db3/oWu+66Kw888AA//OEPGTp0KHV1dQC8/vrr/PCHP2TPPfdk6NChnH/++QCMHj2ap59+mpNPPpnx48ez3377taj3zTff5Gtf+xr33HNP19xBBUOxJEmSJC2FHn/8cWpra7nhhhu4++67mTZtGg888ECbyx588MGsuuqqXH755Sy33HIMHz6cE044gVtvvZW9996b4cOHz122qamJsWPHsvPOOzN69GguuugirrvuOi6++GIAbr/9dr72ta9x4403ctttt3H11VczdepURo4cyUYbbcSJJ574sdufNm0aBx98MIceeig77rhj59wh7XD4tCRJkiQthbbeemtWXHFFrrvuOv71r3/x0ksv0djYON/1XnrpJVZYYQU22WQTAHbZZRdGjRrFtGnTAPjiF78IwIABA9h0003p27cvAwcO5N133wXghz/8IfX19fz617+moaGBmTNnMn369Hne5oknnsjKK6/MTjvttDi7vEjsKZYkSZKkpdC4ceM48sgj6dOnD7vvvjtbb701kHt6m82aNetj682ZM+djbU1NTcyePRuA2traue29en28n/WMM87g2muvZcCAAfzP//wPK620UovbbMtBBx3EJz7xCX77298u2M51IEOxJEmSJC2F/u///o9ddtmFPfbYgxVWWIHx48ez/PLL8/bbbzN16lRmzJjBQw89NHf5nj17Mnv2bNZdd13efvtt/vGPfwBw5513MmDAAFZcccUFut2//OUv/PCHP2SXXXbhxRdf5PXXX2fOnDn07NmzzRAOMHjwYE488UQuuugiXn/99cXe94Xh8GlJkiRJWgp9+9vf5sgjj+SOO+6gtraWLbbYgqlTp3LggQfyrW99i9VXX73FDNBDhw7l4IMP5oorruDcc8/l1FNPZfr06fTv359zzz13gW/3Rz/6ESNGjKBPnz6svvrqbLTRRkyaNInBgwczbdo0jjrqKL71rW99bL21116bfffdl1NOOWXu8cldoWZ+3dhLu4hYG3hx3LhxDBo0qNrlSJIkdZr999+fV155hYEDB3LNNddUuxxpqTRhwgQGDx489+85s2bSo1ftPNZYNJ213aVB68dg0qRJ7LDDDgDrpJRear28w6clSZIkqZN0VnA1EHccQ7EkSZIkqbQMxZIkSZKk0jIUS5IkSZJKy1AsSZIkSSotQ7EkSZIkqbQMxZIkSZKk0jIUS5IkSVInmTFrZlW3O2nSJIYNG/ax9ojo6JIWyOuvv85BBx0EwKuvvsrOO+/MN77xDa699lp++9vfLvB2xo8fz3777dchNfXqkK1IkiRJkj5mmV61HHDV4R2+3brvn9/h2+wKq622Gr/61a8A+Otf/8pGG23E2WefXdWaDMWSJEmSVEI333wzDz30EO+88w4vv/wyX/jCFzjppJOYPHkyRx55JI2NjfTo0YORI0ey2WabMWzYML7yla/wyCOPAHDaaaex4YYbMnHiRE466STefvtt+vTpwwknnMCGG27IK6+8wrHHHsvUqVPp06cPo0ePpl+/fuy///5cfPHFnHfeeTQ2NjJq1ChWWWUVAH7605/y4IMPcsEFFzBr1iwGDRrEqaeeykorrcTDDz/M6aefTu/evVlnnXU67H5w+LQkSZIkldTjjz/OBRdcwK233sp9991HSomxY8cydOhQbr75Zg477DAee+yxucsvu+yy/OEPf+Cwww7j6KOPBuDoo4/mqKOO4ve//z2nnnoq//u//wvAySefzM4778ztt9/OT3/6U375y1/O3c7gwYM57LDDGDZsGKeccsrc9qlTp3L22Wfz61//mj/84Q9su+22nHXWWcyYMYNjjjmGCy64gJtvvpk+ffp02H1gT7EkSZIkLaV69Ph4P2hTUxM1NTUAbL755vTr1w+ANddck3feeYdtttmGn/70p0yYMIHtt9+e7373u3PX3XPPPQEYNmwYxxxzDJMnT+bpp5/m2GOPnbtMY2Mjb731Fn/7298455xzANh+++3ZfvvtmTRp0jzrffLJJ3nttdfYf//9AZgzZw79+/cnpcSqq67Kpz/9aQB22203zj+/Y4aQG4olSZIkaSm1wgorMG3atBZtb775Jv379wegd+/ec9trampoampiyy235I477uD+++/nzjvv5Pe//z1XXXUVAL16fRQh58yZw+zZs1lmmWW45ZZb5rZPnjyZFVdcscWyTU1NvPDCC/Pt4Z09ezZbbLEFl156KQAffvgh77//Pq+++ipNTU1zl+vZs+fC3hXtcvi0JEmSJC2l+vXrx1prrcWf/vSnuW033HAD22yzTbvrjBkzhltvvZXddtuNUaNG8eyzz8697o477gDg7rvv5tOf/jQDBw5k7bXXnhuK//KXv7DvvvsCsNVWW81d/pFHHuGEE06Yb72bbropTzzxBC+++CIAl1xyCWPGjCEimDJlCs8991yLOjqCPcWSJEmS1ElmzJrZKTNFz5g1k2V61S7QsmeeeSYnnXQSF198MTNnziQiGDVqFPfff3+by++3334cccQR3HzzzfTs2ZNf/OIXc6/7+9//ztixY+nbty9nnHFGi+1fccUV1NbWcu6551JTU8OoUaMYOXIk119/PX379mX06NHzrXWVVVbhtNNO42c/+xlz5sxhtdVW48wzz6S2tpZzzjmHo446il69erHhhhsu0L4viJrKLugyioi1gRfHjRvHoEGDql2OJElSp9l///155ZVXGDhwINdcc021y5GWShMmTGDw4MHVLqNTDBs2jGuuuabb56bWj8GkSZPYYYcdANZJKb3UenmHT0uSJEmSSsvh05IkSZKk+br33nurXUKnsKdYkiRJklRahmJJkiRJ6kBln7epmubMmbPQ6xiKJUmSJKmD9OnThzfffNNg3MWampqYMWMGr7zyCsstt9xCresxxZIkSUuIObNm0mMBT8FShjqk7mjQoEFMmjSJ//znP9UupXR69epF//79WXnllRduvU6qR5IkSR2sR69aHhtz4CKv/+Fbr8+9XJztbDniikVeV1ra1dbWss4661S7DC0Eh09LkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLJVZfX8/w4cOpr6+vdimSJElSVfSqdgEAEfFd4Njizz+mlI6MiB2Bc4C+wA0ppZHFspsBVwArAA8CP04pzYqITwG/AVYFErBvSum9rt0TaclSV1dHQ0MDjY2NDBkypNrlSJIkSV2u6j3FEbEscAGwPbApsF1E7ApcCXwDGAxsHRG7FKv8Bjg0pbQBUAMcVLRfAlySUvoM8ChwQtfthbRkamxsbHEpSZIklU3VQzHQk1zHckBt8fMu0JBSejGlNIschL8dEWsBfVNKzWM964r2WuCLwNjK9i7bA0mSJEnSEqnqoTilNI3cq/scMAl4CRgAvFax2GvAoHm0rwy8WwToynZJkiQVevfq0eJSktQNQnFEbAL8AFiLHHpnAxsATRWL1QBzyPUuSDtFu7RUmzNrZrVLALpPHZKkedtpvZVYd6U+7LTeStUuRZK6je4w0dbOwLiU0hsAEVEHHEkOx81WB14l9ySv0Ub7G0D/iOiZUppdLPNq55cuVVePXrU8NubARV7/w7den3u5ONvZcsQVi7yuJKnrDF5lWQavsmy1y5CkbqXqPcXAk8COEbFcRNQAuwLjgYiI9SKiJ7APeVbqicAHEfGFYt39ivaZwEPAXkX7/sAfu3QvJEmSJElLnKqH4pTSn4HfAo8B/yBPtHUScABwE/As+Xjj5km09gXOjYjngH7kmasBDgEOjohnge2AkV2zB9KSy2PLJEmSVHbdYfg0KaVfAL9o1TyOfIqm1ss+CXyujfaJwNDOqE9aWu203ko88OI7bL9O/2qXIkmSJFVFtwjFkqrDY8skSZJUdo6ZlCRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJWorV19czfPhw6uvrq11Kt9Sr2gVIkiRJkjpPXV0dDQ0NNDY2MmTIkGqX0+3YUyxJkiRJS7HGxsYWl2rJUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJktTJ6uvrGT58OPX19dUuRZLUSq9qFyBJkrS0q6uro6GhgcbGRoYMGVLtciRJFewpliRJ6mSNjY0tLiVJ3YehWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZKkEqivr2f48OHU19dXuxSpW+lV7QIkSZIkdb66ujoaGhpobGxkyJAh1S5H6jbsKZYkSZJKoLGxscWlpMxQLEmSJEkqLUOxJEmSJKm0DMWSJEmSpNIyFEuSJEmSSstQLEmSJEkqLUOxJEmSJKm0DMWSJEmSpNIyFEuSJEmSSstQLEmSJEkqLUOxJEmSJKm0DMWSJEmSpNLqVe0CACJiV+BEYDngzymlwyNiR+AcoC9wQ0ppZLHsZsAVwArAg8CPU0qzIuJTwG+AVYEE7JtSeq/Ld0aSJEmStMSoek9xRKwLXAp8E9gE2CIidgGuBL4BDAa2LtogB99DU0obADXAQUX7JcAlKaXPAI8CJ3TZTkiSJEmSlkhVD8XAbuSe4EkppZnAXkAj0JBSejGlNIschL8dEWsBfVNK9cW6dUV7LfBFYGxlexfugyRJkiRpCdQdhk+vB8yIiFuBTwG3A88Ar1Us8xowCBjQTvvKwLtFgK5slyRJkiSpXd0hFPci9/IOBd4DbgWmA00Vy9QAc8g92wvSTtEuSZIkSVK7usPw6cnAPSml/6SUpgO/B3YE1qhYZnXgVWBSO+1vAP0jomfRvkbRLkmSJElSu7pDKL4d2DkiVixC7S7kY4MjItYr2vYB/phSmgh8EBFfKNbdr2ifCTxEPh4ZYH/gj126F5IkSZKkJU7VQ3FKaTwwBngYeBaYCPwSOAC4qWh7jo8m0doXODcingP6ARcU7YcAB0fEs8B2wMgu2gVJkiRJ0hKqOxxTTErpSvIpmCqNAzZtY9kngc+10T6RfFyyJEmSJEkLpOo9xZIkSZIkVYuhWJIkSZK6sTmzZla7BKD71NHRusXwaUmSJElS23r0quWxMQcu8vofvvX63MvF2c6WI65Y5HW7M3uKJUmSJEmlZSiWJEmSJJWWoViSpJKpr69n+PDh1NfXV7sUSZKqzmOKJUkqmbq6OhoaGmhsbGTIkCHVLkeSpKqyp1iSpJJpbGxscSlJUpkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRavRZm4YhYHvgusBEwE3gGuCGl9G4n1CZJkiRJUqda4J7iiFiHHILPBLYGtgPOBZ6KiLU6pzxJktTanFkzq10C0H3qkCRpcSxMT/E5wPPAt1NKbwJExMrA/yMH5T07vjxJktRaj161PDbmwEVe/8O3Xp97uTjb2XLEFYu8riRJ3cXCHFO8A3BEcyAGSClNAUYAO3Z0YZIkSZIkdbaFCcXTgTlttM9hIY9NliRJkiSpO1iYUHwf8IuI6N/cEBErAmcU10mSJEmStERZmB7eo4BHgJcjYkLRNhj4D7BTRxcmSZIkSVJnW+Ce4pTSy8CGwNHAo8DDwM+ADVNKL3RKdZIkSZIkdaKFPRb4C8BLKaVfAkTERcDLwN0dXZgkSZIkSZ1tYc5TfABwC/DpiuZ+wG0RsVcH1yVJkiRJUqdbmIm2jgZ+nFK6qLkhpXQA8BPghIj4YkTcFxE7d3CNkiRJkiR1ioUJxWsBD7TRfh/5WOOLgH8Bl3RAXZIkSZIkdbqFCcXPA19ro/3LwCzgLOAEYEAH1CVJkjpJ7149WlxKklRmCzPR1pnAlRGxOTC+aNsK+C55WPU1EbEM4PHFkiR1YzuttxIPvPgO26/Tv9qlSJJUdQscilNK10bEDOBw4FvATGACsFdK6ZZimRnArZ1RqLQ0qa+v58Ybb2TPPfdkyJAh1S5HUskMXmVZBq+ybLXLkCSpW1ioUzKllG4AbuikWlQFhrPqqKuro6GhgcbGRu93SZIkqYoWKhRHxErAwcBnyLNRfxF4OqX0XCfUpi5gOFs0M2bOZpnanou8fmNjY4tLSZIkSdWxwKE4IjYAHgLeBtYBTgX2AK6KiJ1TSo90SoXqVIazRbNMbU/2GXHdIq8/Zco0ACZPmbZY27l+zL6LvK4kSZKkhZt9+lxgbEopgA+Ltn2B3wFndHRh0tKspmdti0tJkiRJ1bEwoXgIcGFlQ0ppDjkQb96RRWnBzZk1s9olAN2njiVFvwFbUNtvdfoN2KLapUiSFsCMmbOrXYIkqZMszDHFTUDfNtpX5aOeY3WxHr1qeWzMgYu8/odvvT73cnG2s+WIKxZ53TLq3X9Nevdfs9plSJIWkIfNSNLSa2F6im8FRkdEv+LvpohYFzgPuKOjC1PX6N2rR4tLSZIkdU/dZWRed6lD6igL01M8HPgjMLVY76/AJ4DxwJEdX5q6wk7rrcQDL77D9uv0r3YpkiRJmgdHCEqdY2FC8TIppW0iYkdgM2AG8ExKaVynVKYuMXiVZRm8yrLVLkOSJEmSqmJhQvGjEbF7Suke4J7OKkiSJEmSpK6yMAeS1uCEWpIkSZKkpcjC9BRfCdwVEVcBLwLTK69MKV3fkYVJkiRJktTZFiYUn1BcHtfGdU2AoViSJEmStESZbyiOiOWAYcBXgEdSSu91elWSJEmSJHWBeR5THBGbAM8Dt5BPxzQhIrbuisIkSZIkSeps85to6wzgBeDzwBDgn8AlnV2UJEmSJEldYX6heBvg0JRSfUrpb8BBwObFkGpJkiRJkpZo8wvFywOTm/9IKf0LmAV8sjOLkiRJkiSpK8wvFPcA5rRqm8nCzVotSZIkSVK3NL9QLEmSJEnSUmtBenwPj4j3W61zSERMrVwopXRah1YmSZIkSVInm18o/jewT6u2ycAerdqaAEOxJEmSJGmJMs9QnFJau4vqkCRJkiSpy3lMsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiSpy9TX1zN8+HDq6+urXYoEQK9qFyBJkiSpPOrq6mhoaKCxsZEhQ4ZUuxzJnmJJkiRJXaexsbHFpVRthmJJkiRJUmkZiiVJkiRJpWUoliRJkiSVlqFYkiRJklRahmJJkiRJUmkZiiVJkiRJpWUoliRJkqSlWO9ePVpcqiXvFUmSJKkT1dfXM3z4cOrr66tdikpqp/VWYt2V+rDTeitVu5RuqVe1C5AkSZKWZnV1dTQ0NNDY2MiQIUOqXY5KaPAqyzJ4lWWrXUa3ZU+xJEmS1IkaGxtbXErqXgzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrLUCxJkiTNw4yZs6tdgqRO1KvaBUiSJEnd2TK1PdlnxHWLvP6UKdMAmDxl2mJt5/ox+y7yupLa161CcUScBaycUjogInYEzgH6AjeklEYWy2wGXAGsADwI/DilNCsiPgX8BlgVSMC+KaX3qrAbkiRJkqQlRLcZPh0ROwDfK37vC1wJfAMYDGwdEbsUi/4GODSltAFQAxxUtF8CXJJS+gzwKHBCF5YvSZIkSVoCdYtQHBGfAH4OnFY0fQ5oSCm9mFKaRQ7C346ItYC+KaX6Yrm6or0W+CIwtrK9i8qXJEmSJC2hukUoBi4DjgfeKv4eALxWcf1rwKB5tK8MvFsE6Mp2SZIkSZLaVfVQHBEHAi+nlMZVNPcAmir+rgHmLEQ7RbskSZIkqRuor69n+PDh1NfXz3/hLtQdJtraC1gjIp4APgH0A9YCKue+Xx14FZgErNFG+xtA/4jomVKaXSzzaueXLkmSJElaEHV1dTQ0NNDY2MiQIUOqXc5cVe8pTil9OaW0UUppM2AUcCuwCxARsV5E9AT2Af6YUpoIfBARXyhW369onwk8RA7YAPsDf+zK/ZAkSZIkta+xsbHFZXdR9VDclpTSB8ABwE3As8BzfDSJ1r7AuRHxHLlX+YKi/RDg4Ih4FtgOGNmVNUuSJEmSljzdYfj0XCmlOvLM0RTHGG/axjJPkmenbt0+ERjaqQVKkiRJkpYq3bKnWJIkSZKkrmAoliRJkiSVlqFYkiRJ6kQ1PWtbXErqXgzFkiRJUifqN2ALavutTr8BW1S7FElt6FYTbUmSJElLm97916R3/zWrXYakdthTLEmSJJVA7149WlxKynxFSJIkSSWw03orse5KfdhpvZWqXYrUrTh8WpIkSSqBwassy+BVlq12GVK3Y0+xJEmSJKm0DMWSJEmSpNIyFEuSJEmSSstQLEmSJEmdoL6+nuHDh1NfX1/tUjQPTrQlSZLUyWp61ra4lFQOdXV1NDQ00NjYyJAhQ6pdjtphT7EkSVIn6zdgC2r7rU6/AVtUuxRJXaixsbHFpbone4olSZI6We/+a9K7/5rVLkOS1AZ7iiVJkiRJpWUolqQScuIPSZKkzOHTklRCTvwhSZKU2VMsSSXkxB+SJEmZoViSJEmSVFqGYkmSJElSaRmKJUmSJEmlZSiWJEmSJJWWoViSJEmSVFqGYklaAs2ZNbPaJQDdpw5JkqRF5XmKJVVdfX09N954I3vuuafnzF1APXrV8tiYAxd5/Q/fen3u5eJsZ8sRVyzyupIkSd2BoVhS1dXV1dHQ0EBjY6OhWJIkSV3K4dOSqq6xsbHFpSRJktRVDMWSJEmSpNIyFEuSJEmSSstQLElSF6mvr2f48OHU19dXuxRJklRwoi1Ji23GrJks06u22mV0mzqWBL179Whxqa7hpHKSJHU/hmJJi22ZXrUccNXhi7z+6+/+Z+7l4myn7vvnL/K6ZbPTeivxwIvvsP06/atdSqk4qVxLno5NktQdGIolqYQGr7Isg1dZttplqOTsOZckdQeOm5MkSVVhz7kkqTswFEuqupraHi0uJUmSpK7iJ1BJVdd/k9Xovdpy9N9ktWqXIs3TjJmzq12CJEnqYB5TLKnq+g5anr6Dlq92GdJ8LVPbk31GXLfI60+ZMg2AyVOmLdZ2rh+z7yKvK0mSWrKnWJIkSZJUWobiKqmvr2f48OHU19dXuxRJkiRJKi2HT1eJp6GQpPKp6Vnb4lKSJFWfPcWLaHEnW/E0FJJUPv0GbEFtv9XpN2CLapciSZIK9hQvosWdbOXNtz4A4PW3PnCyFUkqid7916R3/zWrXYYkSapgT3GV2FsgSZIkSdVnT3GV2FsgSZIkSdVnT7EkSZIkqbQMxZIkSZKk0jIUS5IkSZJKy1AsSZIkSSotQ7EkSZIkqbQMxZIkSepS9fX1DB8+nPr6+mqXIkmekkmSJEldq66ujoaGBhobGxkyZEi1y5FUcvYUS5IkqUs1Nja2uJSkajIUS5IkSZJKy1AsSZIkSSotQ7EkSZIkqbQMxZIkSZKk0jIUS5IkSZJKy1AsSZIkaYHNmDWz2iUA3acOLfk8T7EkSZKkBbZMr1oOuOrwRV7/9Xf/M/dycbZT9/3zF3ldqZI9xZIkaZF0l16a7lKHJGnJZE+xJElaJPYWSZKWBvYUS5IkSZJKy1AsSZIkSSotQ7EkSZIkqbQMxZIkSZKk+eouExt2dB1OtCVJkiRJmq+ldYJFe4olSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZJUFTW1PVpcSlJ3M2Pm7GqXoC7Qq9oFSJKkcuq/yWpMmzCF5QevXO1SJKlNy9T2ZJ8R1y3y+lOmTANg8pRpi7Wd68fsu8jrav4MxZIkqSr6DlqevoOWr3YZkqSS6xahOCJOBPYs/rwjpTQiInYEzgH6AjeklEYWy24GXAGsADwI/DilNCsiPgX8BlgVSMC+KaX3unZPJEmSJElLkqofxFOE352AzYHNgC0j4jvAlcA3gMHA1hGxS7HKb4BDU0obADXAQUX7JcAlKaXPAI8CJ3TZTkiSJEmSlkhVD8XAa8ARKaUZKaWZwARgA6AhpfRiSmkWOQh/OyLWAvqmlOqLdeuK9lrgi8DYyvYu3AdJkiRJ0hKo6sOnU0rPNP8eEeuTh1FfSA7LzV4DBgED2mlfGXi3CNCV7ZIkSZIktas79BQDEBGfBe4GjgL+BTRVXF0DzCHXuyDtFO1aQtTX1zN8+HDq6+vnv7AkSZIkdZBuEYoj4gvAOOCYlNLVwCRgjYpFVgdenUf7G0D/iOhZtK9RtGsJUVdXx5NPPkldXV21S5EkSZJUIlUPxRGxJvAHYJ+U0v8rmsfnq2K9IujuA/wxpTQR+KAI0QD7Fe0zgYeAvYr2/YE/dtU+aPE1Nja2uJQkSZKkrlD1Y4qBI4E+wDkR0dx2KXAAcFNx3Z18NInWvsCvImIF4O/ABUX7IcDVETES+Dfwna4oXpIkSZK05Kp6KE4pHQ4c3s7Vm7ax/JPA59ponwgM7dDitMBmzJrJMr1qq11Gt6lDkiRJ0pKh6qFYS4dletVywFXtfbcxf6+/+5+5l4uznbrvn7/I60qSJEkqn6ofUyxJkiRJUrUYitUt1NT2aHEpSZIkSV3BBKJuof8mq9F7teXov8lq1S5FkiRJUokYitUt9B20PKt+eR36Dlq+2qVInaq+vp7hw4dTX19f7VIkSZKEE21JUpeqq6ujoaGBxsZGhgwZUu1yJEmSSs+eYknqQo2NjS0uJUmSVF2GYklaCDNmzq52CZIkSepADp+WpIWwTG1P9hlx3SKvP2XKNAAmT5m2WNu5fsy+i7yuJEmSPmJPsSR1oZqetS0uJUmSVF2GYknqQv0GbEFtv9XpN2CLapciSZIkHD4tSV2qd/816d1/zWqXIUmSpII9xZIkSZKk0jIUS5IkSZJKy1AsSZIkSSotQ7EkSZIkqbQMxZIkSZKk0jIUS5IkSZJKy1AsSZIkSSotQ7EkSZIkqbQMxZIkSZKk0jIUS5IkSZJKy1AsSZIkSSotQ7EkSZIkqbQMxZIkSZKk0jIUS5IkSZJKy1AsSZKkhTJj1sxqlwB0nzokLdl6VbsASZIkLVmW6VXLAVcdvsjrv/7uf+ZeLs526r5//iKvK0nN7CmWJEmSJJWWoViSJEmSVFqGYkmSJElSaRmKJUmSJEmlZSiWJEmSJHW6mtoeLS67i+5VjSSpVOrr6xk+fDj19fXVLkWSJHWy/pusRu/VlqP/JqtVu5QWPCWTJKlq6urqaGhooLGxkSFDhlS7HEmS1In6DlqevoOWr3YZH2NPsSSpahobG1tcSpIkdTVDsSRpkc2YNbPaJQDdpw5JkrTkcfi0JGmRLdOrlgOuOnyR13/93f/MvVyc7dR9//xFXleSJJWbPcWSJEmSpNIyFEuSqqa7nppBkiSVh59CJElV011PzSBJksrDY4olSVXTXU/NIEmSysOeYkmSJElSaRmKJUmSJEmlZSiWJEmS1GWcZFHdjc9ESZIkSV3GSRbV3TjRliRJkqQuU6ZJFmt61ra4VPdkT7EkSZIkdYJ+A7agtt/q9BuwRbVL0TzYUyxJkiRJnaB3/zXp3X/Napeh+bCnWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWoZiSZIkSVJpGYolSZIkSaXVq9oFdKSI2AcYCdQC56WULq5ySZIkSZKkbmyp6SmOiIHAz4Ftgc2AgyNiw6oWJUmSpI+pqe3R4lKSqmlpeifaEbg3pTQ1pfQ+MBb4VpVrkiRJUiv9N1mN3qstR/9NVqt2KZK0VA2fHgC8VvH3a8DnFmC9ngCTJ09e6Bv8sPHthV6no02aNIn/TPug2mUwadIkPni7sdplMGnSpC67LR//lnWU6fH3sW9ZR5kee/Dxb11HmR5/H/uWdSzOY1/TrycrbJ0D8eJsx9d+9erwtd+1fOw/XsfCqMh6Pdu6vqapqWkxS+oeIuJ4oE9K6YTi74OALVNKP57PetsCD3VBiZIkSZKk6tkupfRw68alqad4ErBdxd+rA68uwHp/K9Z7DZjdCXVJkiRJkqqnJ7AGOft9zNLUUzwQeJg8ZPp94BHg4JTSX6tamCRJkiSp21pqJtpKKb0CHA/cBzwBXG8gliRJkiTNy1LTUyxJkiRJ0sJaanqKJUmSJElaWIZiSZIkSVJpGYolSZIkSaVlKJYkSZIklZahWJIkSZJUWr2qXYAWXkT0Ao4Gvgs0kU9GfTVwekqpQ6YTj4imlFJNRPwYIKV0aUdsV50jItYG/gk8WzT1JZ+r+xhgTeDHKaUDO/C27k8prd0R21PHiYh+wC+Ancnna38XOCmlNC4iDgLeSyn9NiLqyI9hXdWKVaeKiKHkx35olUtRJ2nvvbj5/3c767wEDE0pvTSfbd8JHJhSerVV+/3k59X9i1q3OldErACcDmwPzALeAo5IKf29qoVpsbXxWa/Zr4CL2nvdz2ebJwP3pJQeauO6J1JKmy1CqUskQ/GS6RJgNWCblNLbxRvg74F3gIs78oYMw0uUV5vfvCKiBjgNGJtS2g7okECs7qt4zG8jn6d9w5TSjIjYHLgjIvYBvgDcX70KJS0pUkpfrXYNWngR0QO4E7gP2CylNCsivgT8MSI2TCm9Wd0K1QFebSuoRsRFi7i97cnPl48pUyAGQ/ESJyIGkXuIB6aU3gZIKb0bET8BPhsRGwEXAv2AVcm9x5dGxA7AGHLP8lvAd1JKUyLi+8ARRftjwKEppfcqbu+k4jZOiojXgLHAtuRvH/dMKb0YEVsD5wLLAlOAH6WUXuzku0LzkFJqiogTgdcj4jBg95TS0IhYD/gl8EmgEfhpSunxIjSNAGYDLwLfTSl9EBHHAHuSRyP8iTxCQd3T9sBawLDmESPFYzsaGEf+0mxY8ToG+O+IOIT8BdvPU0qXFz3NFwMbkR/zXxQ9ywcA3wNWBm5LKR3XlTumjlH0Hp8AzATWAf5K7g38sHif+CnwNvAc8EJK6aTqVKrFFREPAaeklO4uvjD7J/k9AuCkiNgU+ID8//ofxeiRTwLrkf8XXAgMBV4DrgC2Al4ivweo+/oS8CngxJTSHICU0n3FZ70dIuJA8v/+wcBTwD7FF6i+/pcS8/g/3qdo35b8P+BUoDf5tX1FROxGft1PBT4L7AU8Xowa/QTwa+AzwIfA8JTSvV27Z53PY4qXPJ8Dnk0pvVXZmFJ6LqV0E7lHcHRKaWvym+OZxSIjyUNotwLuBraIiI2B44HtU0obk4dbnjiP214dGJdS2hx4EDg0IpYh/8PcJ6W0BXA2eRiHqiylNANoACZXNF8NjCgeq4OB/1e0jwZ2SiltSQ7Fn4mIrwBbAlsDmwMDgX27qHwtvK2BR9s4hOJB8mv7VmBUSulPRXsf4L+A/wZ+XrSNBB4rngdfBI6PiHWL6wYBmxuIl3ifBw4nf7jpA/wkIjYBfkJ+vW8HrF+98rSQBkTEE5U/RfuVwH7F79sBz1cMhW4o/o+fSv6f0OzNlNLglNJtFW0/BUgpDQYOAz7dWTuiDrE58ERzIG6WUroTeIP8+j+UHIo/Bezs63+J87HXfPF5vll7/8d/Su4wGwzsCIwifwZ8lPzl6FPF+v9IKUVK6YmKbZ5Kfg8ZTH5f+TlLIXuKl0xzP/RGxLfIL4Ce5G99hwBfiYhjgY3JLwDIH4h/HxF/AG4pvj0+lNzr0zyc5nLgqvnc9l3F5dPkF9sG5H+St0ZE8zIrLPquqYM1AdNh7reHWwNXVTxW/SLik+Rht3+JiN8DN6WUnoiIs8ih6bFi2b7Av4GHu7B+Lbgm2n5PX4aK94wKtxQjCp7ho96fHYFlI+IHxd/Lkb8xBvh7SmlWRxasqngwpZQAIuJa8pdjALenlN4t2n8LrFSl+rRwPjaUMiKagBuB0yJiOfIoj7qKRa6AHJQi4jcRsWLRPr6N7Q8FLiuWb4iIRzqyeHW4OeTPgu15OqU0CSAiJgCfIIdgX/9LjvaGTzf/2t7/8e2By4svTCYXbZXrNWvrfWB7YB+AIjxvs1h70E3ZU7zkeRTYsDiOmJTS2OLFsSuwCvkf4W7kg/CPb14ppXQu+Z/b88CYiDiejz/+Nczni5KUUvObbVOxfE/gXymlzYo6tiQPzVCVFb34QR5GD8UXJ82PVfF4/RcwNaV0OLAHeWj9byLiu8Xy57Vadqn8dnApMR7YKiJqW7VvQ37faG0W5KH2FW09yUPnmx/zIXz0Rdj0ji1XVVL5xUaP4u/Z+HlgqZJSep98bOm3gB2AWyqurnwO1JCHUkLbr/Hm//Vtravu51HySMAWEy5FxGnkx7EyMDc/tr7+ly7t/R+fSctOtfWKz4mttfU+0HrdzxTHry9VlrodWtqllP4NXAtc3fztbjEb9dfIb2xfJg+RvAXYpbi+Z0SMB5ZPKZ1HPv53C/KkO18vjhUAOIh2Drafh+eAT0TEdsXfPwCuX6SdU4cp3qxOBuqBFwBSSu8ADUXgJSK+TB5a2ysiGoApKaXTgWvIQ7DuBfaLiH7Fc+wP5A9Y6oaKmSOfAc5rDsYRsSV5JMmp5A+z8xsddC/wP8W6awD/IA+x09Jj24gYWLxH7A/8kXzM+VcjYoXiQ9IetD26QEuWK8lfZP6x4gttKA6DKY4hnFAE6PbcA+wbET0iYi3y8Ft1Xw+Rh0mfGBE9ASJiZ+D7fPQFeWu+/pcu7f0ffxDYKyJqImJV4AHyMcUL8tngQeA7xTY/Qw7ZS91zxOHTS6ZDgOHAfcWb3vLkgLsLORw/HBEfAE+SJ8ZYBzgOqIuIWcB75OMHGiLidOCB4kP0Y8CPF6aQYoKWbwPnFwfxv0seqqWuN6DieLKewOPkN7FNK5bZF7g0IkYAM4C9UkozI2IUcHdETCf/Qz0gpfRGMRnL+GJ7d5GPP1urS/ZGi2J38ofgpyNiNnnCjO+mlO6PiNXJwynfnsf6JwOXRMTT5Md8RErphYovvbRk2S4i3qv4exLwKvmLr4Hk+SWuSCnNjogLgP8j/3+YgiMDlngppb8UQ6lbHxa1QfG/Yhrz/399CXnCngnARPKhU+qmikNivk7u/Hg6ImaSX89fBfq3s87Tvv6XKJWf9Zo9WPF7e//HLwEuIGcDyBOtTouIu8ifC/efx22eCPwqIp4kh+j92pi/ZIlX09S01O2TJElqJdo5d3FEbAD8d3GYDRFxCzks3/axjWiJUAyf3Qi4pphUS2qTr38ps6dYkqRymwhsXfQsNJFPv3Z7dUvSYvoZcBTw7SrXoe7P17+EPcWSJEmSpBJzoi1JkiRJUmkZiiVJkiRJpWUoliRJkiSVlhNtSZKWehFRx7xPPzMROIk862qX/W8szht+bUqpZjG3sz5wNLATsArwCvA74IziHOWdorhfB6WUduyk7dcA+wF3pZTeKNpWA14Ezk8pHbuY21+72NZ2KaWHF7NcSdISyp5iSVIZHA6sUfx8rmj7RkXb1sAN5PP3LlGKUy39HViJfC7yDcmzD+8GjIuIflUrbvF9nnx+9GUr2o4kn1N1ZFUqkiQtdewpliQt9Yre0ncAIqJP0Tw1pTS51aLTu7SwxVTsy3XAnSmlvSquejEi/gH8E/gJ8Itq1NcB2upBPxn4MKU0u6uLkSQtnQzFkiQBEXEAFcOnI6IJ+DFwEPBZ4BlgeErpwYp1fgAMBz5NHrJ8XkrponncxjDgTHJv7hPAna2u7w2cBuwDLAc8DhydUqpvZ5O7AgOAU1tfkVL6d3F7z1ds/+vAqOL2pwBXAqNTSrOKHue7gG8CFwBrAn8BDgCOIQ9j/gA4N6V0RsVN1UbEpeRe6veLdU9PKTUV27wPWDOlNKmooUVbRPw3MBr4DPA2MJZ8jt3VgYeK23gxIk5OKZ1EPofq88CBEXE1sFZKaWjFPn4OGA+sn1J6PiK+SQ7SAbwEXAGck1Ka0859KkkqGYdPS5LUvjOBy4DNgceAP0XEugARMRy4CDgP2KRY9syIOKKtDUXEeuQQ/DCwGXApOWxWugb4IrAnsBVwL3BfRGzQTn1bAu+llJ5u68qU0iMVx+LuDtwM3Fjc/lHAYcC5FassA5xCDuXDgC2AfwDvkYeYXwacHhEbVqzzRfLw5s8BPyUf29zmfdBaRKxc1HQpORTvC+wFjABeJg9xp9j2WW1s4mpgu4ioHPa+D/BIEYi/Su5JP5/8xcYI8lD6ExakPklSOdhTLElS+36VUvoVQEQcAnwZOCgijiMHrPNSSlcUyzYUgfnoiDgnpdTUalsHkYPe/xa9lCkiPksOp82heU9go5TSM8U6J0fEtuSQ+aM26luJYlj4AjgGuDGlNKb4+58R8QnggohoPj63Bjg+pfRoUdM4chg+tuj5PZ0cKD8LPFusMwk4MKU0A5hQBOaf0XaIbW1NchCflFKaCEyMiK+Qg/7siJhaLPeflNJ7bax/X3H7ewHnRETP4veTiuuPAy5JKV1Z/P1CRCwP/CoiPta7LkkqJ3uKJUlq3wPNvxTHsD4KbEye4Xk18vDiSg8W163axrY2Ah5vNWy3clj05sXl+Ih4r/kHGAoMbqe+KcBKxSzN87NRO/X2IvfSNnu+4vf3gX81B/yUUvMx170rlvlbEYjn/g0MjIgVF6CmJ8g917dHxMsR8WtgQErpnwuwLkVd1wLfKZp2IH9RcEPx9+bAYa3uz18BfYG1F+Q2JElLP0OxJEntm9nq757AHPKxtW3p2c56AE18fOKoGW38vg15eHPzz2DysOK2/B956PLGbV0ZEWdGxEnFn21NItZWva1rn9+xt60nvGr+bDGj9YKFuaPUUkpNxQRhnyUPcf4U8IeIuGQ+t1npamCr4rRU+wC3ppTerqjhNFren5sA65N7mCVJMhRLkjQPWzb/EhG9ir8fTym9Sw5V27ZafltgMvBWG9t6Ati62E6zrSp+bx4yvVpK6fnmH+B/+ejY2tbuBv5NG6cnKoZjHwLMKpqebafeGcAL7Wx/QWzWqqf6C8CLKaVGPgrGK1Rcv35FjVsVQ82fTSmdlVL6MnnI8wHFIq2HoH9MSqmB/OXA3uRJwq6uuPoZigm3Ku7PjYGf0/bM1pKkEvKYYkmS2ndkRCTgKfKxvysBlxfXjQbOjYgXgPuBL5EnmhrVxvHEkCepOgy4LCLOJPdYHtZ8ZTEx1A3A5RHxE/LplH5AngF7p7aKSyl9GBEHArdGxFjypFmvkY8DPgN4Gjinot47I+Jx4PfkXtNTyDNuvxMRC3nXzLUucGlEnE8O+YdV7NdT5Em6jouIE8mBuHISrneAn0TEB8CvgeXJM2qPL66fVlxuHhFvFafWasvV5InOpgN/qmgfDdwREU8DNwEbkB+HO4v7bhF3WZK0NLGnWJKk9l0OHE8+NdJ6wJdSSq8ApJQuI/dqHktxuibyKZvObGtDKaWXyce8fqbY3vHk4FrpQPIM1VeRA+0uwO4ppXHtFZhSupvcO9tEPj73GXLYvQ74ctFjS0rpT8D+wPeKZcaQhywfvsD3Rtt+D/QhH299GvlLgV8XtzmNfCqnrcg91adQEYqLXt5vkicw+wcfTZzVfIzws+Qw+//Ip1Vqzw1ALXB9Sqm5Z5yU0l3F7e9Dvj8vI8/w3dakZZKkkqppaprvyCRJkkqnOE/xfiml31S7FkmS1HnsKZYkSZIklZahWJIkSZJUWg6fliRJkiSVlj3FkiRJkqTSMhRLkiRJkkrLUCxJkiRJKi1DsSRJkiSptAzFkiRJkqTSMhRLkiRJkkrr/wPY1zE25dletQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Crie um Barplot com o Preço médio do veículo por tipo de combustível e tipo de caixa de câmbio\n",
    "plt.figure(figsize=(16,9))\n",
    "sns.barplot(data=df,x='fuelType',y='price',hue='gearbox')\n",
    "plt.xlabel('Tipo de Combustível', fontsize=15)\n",
    "plt.ylabel('Preço', fontsize=15)\n",
    "plt.title('Preço médios dos veículos pelo combustível e transmissão',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Potência média de um veículo por tipo de veículo e tipo de caixa de câmbio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Crie um Barplot com a Potência média de um veículo por tipo de veículo e tipo de caixa de câmbio\n",
    "plt.figure(figsize=(16,9))\n",
    "sns.barplot(data=df,x='vehicleType',y='powerPS',hue='gearbox')\n",
    "plt.xlabel('Tipo de veículo', fontsize=15)\n",
    "plt.ylabel('Preço', fontsize=15)\n",
    "plt.title('Preço do tipo de veículo por tipo de trasnmissão',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Fim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Obrigado\n",
    "\n",
    "### Visite o Blog da Data Science Academy - <a href=\"http://blog.dsacademy.com.br\">Blog DSA</a>"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3.9.7 ('base')",
   "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": "3.9.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "86ced299d573a58fc1d464bd2f917835a691b9d9cefee14c59fce60008360703"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}