Mini-Projeto2 - Analise2.ipynb

{
 "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": "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": [
    "## Número de veículos pertencentes a cada marca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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 Plot que mostre o número de veículos pertencentes a ca\n",
    "plt.figure(figsize=(16,9))\n",
    "plot = sns.countplot(data=df,y='brand',palette='PuOr')\n",
    "plt.xlabel('Quantidade')\n",
    "plt.ylabel('Marca')\n",
    "plt.title('Quantidade de veículos por marca')\n",
    "plt.show()"
   ]
  },
  {
   "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": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Preço médio pelo tipo de véiculo e transmissão')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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 Plot com o Preço médio dos veículos com base no tipo de veículo, bem como no tipo de caixa de câmbio\n",
    "plt.figure(figsize=(16,9))\n",
    "sns.barplot(data=df,x='vehicleType',y='price',hue='gearbox',palette='cool')\n",
    "plt.xlabel('Tipo de veículo', fontsize=15)\n",
    "plt.ylabel('Preço',fontsize=15)\n",
    "plt.title('Preço médio pelo tipo de véiculo e transmissão')"
   ]
  },
  {
   "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
}