{
 "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 1"
   ]
  },
  {
   "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": [
    "## Distribuição de Veículos com base no Ano de Registro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1a0f73c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Crie um Plot com a Distribuição de Veículos com base no Ano de Registro\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "sns.distplot(df[\"yearOfRegistration\"], color=\"#33cc33\",kde=True, ax=ax)\n",
    "ax.set_title('Distribuição de Veículos com base no Ano de Registro', fontsize= 15)\n",
    "plt.ylabel(\"Densidade (KDE)\", fontsize= 15)\n",
    "plt.xlabel(\"Ano de Registro\", fontsize= 15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Salvando o plot\n",
    "fig.savefig(\"plots/Analise1/vehicle-distribution.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variação da faixa de preço pelo tipo de veículo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a10058470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Crie um Boxplot para avaliar os outliers\n",
    "sns.set_style(\"whitegrid\")\n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "sns.boxplot(x=\"vehicleType\", y=\"price\", data=df)\n",
    "ax.text(5.25,27000,\"Análise de Outliers\",fontsize=18,color=\"r\",ha=\"center\", va=\"center\")\n",
    "ax.xaxis.set_label_text(\"Tipo de Veículo\",fontdict= {'size':14})\n",
    "ax.yaxis.set_label_text(\"Range de Preço\",fontdict= {'size':14})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Salvando o plot\n",
    "fig.savefig(\"plots/Analise1/price-vehicleType-boxplot.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contagem total de veículos à venda conforme o tipo de veículo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a3763c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Crie um Count Plot que mostre o número de veículos pertencentes a cada categoria \n",
    "sns.set_style(\"white\")\n",
    "g = sns.factorplot(x=\"vehicleType\", data=df, kind=\"count\", palette=\"BuPu\", size=6, aspect=1.5)\n",
    "g.ax.xaxis.set_label_text(\"Tipo de Veículo\",fontdict= {'size':16})\n",
    "g.ax.yaxis.set_label_text(\"Total de Veículos Para Venda\", fontdict= {'size':16})\n",
    "g.ax.set_title(\"Contagem total de veículos à venda conforme o tipo de veículo\",fontdict= {'size':18})\n",
    "# to get the counts on the top heads of the bar\n",
    "for p in g.ax.patches:\n",
    "    g.ax.annotate((p.get_height()), (p.get_x()+0.1, p.get_height()+500))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Salvando o plot\n",
    "g.savefig(\"plots/Analise1/count-vehicleType.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"
   ]
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   "source": [
    "# Fim"
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   "source": [
    "### Obrigado - Data Science Academy - <a href=\"http://facebook.com/dsacademybr\">facebook.com/dsacademybr</a>"
   ]
  }
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