{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "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 2"
   ]
  },
  {
   "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": "markdown",
   "metadata": {},
   "source": [
    "## Número de veículos pertencentes a cada marca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2152c748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Crie um Plot que mostre o número de veículos pertencentes a cada marca\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Salvando o plot\n",
    "g.savefig((\"plots/Analise2/brand-vehicleCount.png\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preço médio dos veículos com base no tipo de veículo, bem como no tipo de caixa de câmbio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a37a48668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Crie um Plot com o Preço médio dos veículos com base no tipo de veículo, bem como no tipo de caixa de câmbio\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Salvando o plot\n",
    "fig.savefig(\"plots/Analise2/vehicletype-gearbox-price.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Conheça a Formação Cientista de Dados, um programa completo, 100% online e 100% em português, com 340 horas, mais de 1.200 aulas em vídeos e 26 projetos, que vão ajudá-lo a se tornar um dos profissionais mais cobiçados do mercado de análise de dados. Clique no link abaixo, faça sua inscrição, comece hoje mesmo e aumente sua empregabilidade:\n",
    "\n",
    "https://www.datascienceacademy.com.br/pages/formacao-cientista-de-dados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Fim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Obrigado - Data Science Academy - <a href=\"http://facebook.com/dsacademybr\">facebook.com/dsacademybr</a>"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
