{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plots de distribuições\n",
    "\n",
    "Vamos discutir alguns gráficos que nos permitem visualizar a distribuição de um conjunto de dados. Esses plots são:\n",
    "\n",
    "* distplot\n",
    "* jointplot\n",
    "* pairplot\n",
    "* rugplot\n",
    "* kdeplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dados\n",
    "Seaborn vem com conjuntos de dados embutidos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tips = sns.load_dataset('tips')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## distplot\n",
    "\n",
    "O distplot mostra a distribuição de um conjunto de observações de uma variável."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x120332eb0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(tips['total_bill'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para remover a camada kde e apenas usar o histograma:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x120349e80>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(tips['total_bill'],kde=False,bins=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## jointplot\n",
    "\n",
    "jointplot() permite combinar basicamente dois distplots() para dados bivariados. Podemos visualizar os dados das seguintes formas (usando o **kind**):\n",
    "* “scatter” \n",
    "* “reg” \n",
    "* “resid” \n",
    "* “kde” \n",
    "* “hex”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1204424c0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='total_bill',y='tip',data=tips,kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x120625970>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='total_bill',y='tip',data=tips,kind='hex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x120747220>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='total_bill',y='tip',data=tips,kind='reg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pairplot\n",
    "\n",
    "pairplot irá traçar distribuições entre pares em todo o DataFrame (para as colunas numéricas) e suporta um argumento de matiz de cor (para colunas categóricas)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1208a1580>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x120c9ad30>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850.25x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tips,hue='sex',palette='coolwarm')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## rugplot\n",
    "\n",
    "rugplots possuem um conceito muito simples, eles apenas desenham uma marca de traço para cada ponto em uma distribuição univariada. Eles são o bloco de construção de um KDE:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZlmX58wSJiYkaPXq0VqxYIUlyu92KiYnRnDlzNH/+/Bb16enpqq2t1ebNmz1tSUlJGjlypFatWiXLshQdHa158+bpwQcflCS5XC5FRUXp+eef19133/21Y6qurpbdbpfL5VJYWNhlmikAAPCn9vz+9usdnIaGBhUVFSklJeWrEwYEKCUlRQUFBT77FBQUeNVLUmpqqqf+k08+UVlZmVeN3W5XYmJiq8esr69XdXW11wYAAMzl14Bz8uRJNTU1KSoqyqs9KipKZWVlPvuUlZW1WX/+3/YcMycnR3a73bPFxMRc0nwAAEDn8C/xLqrs7Gy5XC7PVlpa2tFDAgAAfuTXgNOrVy916dJF5eXlXu3l5eVyOBw++zgcjjbrz//bnmOGhIQoLCzMawMAAObya8AJDg5WQkKC8vPzPW1ut1v5+flyOp0++zidTq96ScrLy/PUDxw4UA6Hw6umurpahYWFrR4TAAD8awn09wmysrI0ffp0jRo1SmPGjNHSpUtVW1urmTNnSpKmTZumvn37KicnR5I0d+5cjR8/XkuWLNHEiRO1bt067d69W6tXr5Yk2Ww23X///XriiSc0ePBgDRw4UAsXLlR0dLTS0tL8PR0AANAJ+D3gpKen68SJE1q0aJHKyso0cuRI5ebmel4kXFJSooCAr24kjR07VmvXrtWCBQv06KOPavDgwdq4caOGDRvmqXn44YdVW1urWbNmqaqqSuPGjVNubq5CQ0P9PR0AANAJ+P1zcK5GfA4OAACdz1XzOTgAAAAdgYADAACMQ8ABAADGIeAAAADjEHAAAIBxCDgAAMA4BBwAAGAcAg4AADAOAQcAABiHgAMAAIxDwAEAAMYh4AAAAOMQcAAAgHEIOAAAwDgEHAAAYBwCDgAAMA4BBwAAGIeAAwAAjEPAAQAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwDgEHAAAYh4ADAACMQ8ABAADGIeAAAADjEHAAAIBxCDgAAMA4BBwAAGAcAg4AADAOAQcAABiHgAMAAIxDwAEAAMYh4AAAAOMQcAAAgHEIOAAAwDgEHAAAYBwCDgAAMA4BBwAAGIeAAwAAjEPAAQAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwDgEHAAAYh4ADAACM49eAU1lZqalTpyosLEzh4eHKyMhQTU1Nm33q6uqUmZmpiIgIde/eXZMnT1Z5ebln/z//+U9NmTJFMTEx6tq1q+Lj47Vs2TJ/TgMAAHQyfg04U6dO1YEDB5SXl6fNmzfrrbfe0qxZs9rs88ADD2jTpk3asGGDtm/fruPHj2vSpEme/UVFRerdu7defPFFHThwQI899piys7O1YsUKf04FAAB0IjbLsix/HPjgwYMaOnSodu3apVGjRkmScnNzdfvtt+uzzz5TdHR0iz4ul0uRkZFau3at7rrrLknSoUOHFB8fr4KCAiUlJfk8V2Zmpg4ePKitW7de1Niqq6tlt9vlcrkUFhZ2iTMEAABXUnt+f/vtDk5BQYHCw8M94UaSUlJSFBAQoMLCQp99ioqK1NjYqJSUFE9bXFycYmNjVVBQ0Oq5XC6Xevbs2er++vp6VVdXe20AAMBcfgs4ZWVl6t27t1dbYGCgevbsqbKyslb7BAcHKzw83Ks9Kiqq1T47duzQ+vXr23zqKycnR3a73bPFxMS0bzIAAKBTaXfAmT9/vmw2W5vboUOH/DHWFvbv36877rhDixcv1i233NJqXXZ2tlwul2crLS29IuMDAAAdI7C9HebNm6cZM2a0WTNo0CA5HA5VVFR4tZ89e1aVlZVyOBw++zkcDjU0NKiqqsrrLk55eXmLPh988IGSk5M1a9YsLViwoM3xhISEKCQkpM0aAABgjnYHnMjISEVGRn5tndPpVFVVlYqKipSQkCBJ2rp1q9xutxITE332SUhIUFBQkPLz8zV58mRJUnFxsUpKSuR0Oj11Bw4c0IQJEzR9+nT94he/aO8UAACA4fz2LipJuu2221ReXq5Vq1apsbFRM2fO1KhRo7R27VpJ0rFjx5ScnKwXXnhBY8aMkST953/+p7Zs2aLnn39eYWFhmjNnjqRzr7WRzj0tNWHCBKWmpurpp5/2nKtLly4XFbwk3kUFAEBn1J7f3+2+g9Mea9as0ezZs5WcnKyAgABNnjxZy5cv9+xvbGxUcXGxTp8+7Wl75plnPLX19fVKTU3Vs88+69n/8ssv68SJE3rxxRf14osvetr79++vo0eP+nM6AACgk/DrHZyrFXdwAADofK6Kz8EBAADoKAQcAABgHAIOAAAwDgEHAAAYh4ADAACMQ8ABAADGIeAAAADjEHAAAIBxCDgAAMA4BBwAAGAcAg4AADAOAQcAABiHgAMAAIxDwAEAAMYh4AAAAOMQcAAAgHEIOAAAwDgEHAAAYBwCDgAAMA4BBwAAGIeAAwAAjEPAAQAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwDgEHAAAYh4ADAACMQ8ABAADGIeAAAADjEHAAAIBxCDgAAMA4BBwAAGAcAg4AADAOAQcAABiHgAMAAIxDwAEAAMYh4AAAAOMQcAAAgHEIOAAAwDgEHAAAYBwCDgAAMA4BBwAAGIeAAwAAjEPAAQAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwjl8DTmVlpaZOnaqwsDCFh4crIyNDNTU1bfapq6tTZmamIiIi1L17d02ePFnl5eU+a7/44gv169dPNptNVVVVfpgBAADojPwacKZOnaoDBw4oLy9Pmzdv1ltvvaVZs2a12eeBBx7Qpk2btGHDBm3fvl3Hjx/XpEmTfNZmZGRo+PDh/hg6AADoxGyWZVn+OPDBgwc1dOhQ7dq1S6NGjZIk5ebm6vbbb9dnn32m6OjoFn1cLpciIyO1du1a3XXXXZKkQ4cOKT4+XgUFBUpKSvLUPvfcc1q/fr0WLVqk5ORkffnllwoPD7+osVVXV8tut8vlciksLOybTxYAAPhde35/++0OTkFBgcLDwz3hRpJSUlIUEBCgwsJCn32KiorU2NiolJQUT1tcXJxiY2NVUFDgafvggw/085//XC+88IICAr5+CvX19aqurvbaAACAufwWcMrKytS7d2+vtsDAQPXs2VNlZWWt9gkODm5xJyYqKsrTp76+XlOmTNHTTz+t2NjYixpLTk6O7Ha7Z4uJiWn/hAAAQKfR7oAzf/582Wy2NrdDhw75Y6ySpOzsbMXHx+tHP/pRu/q4XC7PVlpa6rfxAQCAjhfY3g7z5s3TjBkz2qwZNGiQHA6HKioqvNrPnj2ryspKORwOn/0cDocaGhpUVVXldRenvLzc02fr1q16//339fLLL0uSzr+EqFevXnrsscf0+OOPtzhuSEiIQkJCLnaKAACgk2t3wImMjFRkZOTX1jmdTlVVVamoqEgJCQmSzoUTt9utxMREn30SEhIUFBSk/Px8TZ48WZJUXFyskpISOZ1OSdIrr7yiM2fOePrs2rVL99xzj95++21961vfau90AACAgdodcC5WfHy8br31Vt17771atWqVGhsbNXv2bN19992ed1AdO3ZMycnJeuGFFzRmzBjZ7XZlZGQoKytLPXv2VFhYmObMmSOn0+l5B9WFIebkyZOe813su6gAAIDZ/BZwJGnNmjWaPXu2kpOTFRAQoMmTJ2v58uWe/Y2NjSouLtbp06c9bc8884yntr6+XqmpqXr22Wf9OUwAAGAYv30OztWMz8EBAKDzuSo+BwcAAKCjEHAAAIBxCDgAAMA4BBwAAGAcAg4AADAOAQcAABiHgAMAAIxDwAEAAMYh4AAAAOMQcAAAgHEIOAAAwDgEHAAAYBwCDgAAMA4BBwAAGIeAAwAAjEPAAQAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwDgEHAAAYh4ADAACMQ8ABAADGIeAAAADjEHAAAIBxCDgAAMA4BBwAAGAcAg4AADAOAQcAABiHgAMAAIxDwAEAAMYh4AAAAOMQcAAAgHEIOAAAwDgEHAAAYBwCDgAAMA4BBwAAGIeAAwAAjEPAAQAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwTmBHD8A0FdV1WlNYoqmJseodFnpVneOD4y49vukDLf7+UEnS45s+0JwJ39auo1+2OFZFdZ2W/v2w3vvMpcFR3RXRLUSzbh7k83wfHHfpsdf2a0DENYroHqJJN/bV/33rYxV8/IVuHtxLL+85pv8cP0jHq+r0zocnNW5wL2XfFi9JWv3WxzrdcFZnGpp09IvTumfcAP3+naOK79NDP0rqrxff/dRrDN8ZEqkn/3ZIZxrOqsmyVH3mrEbEhOvEqXrFXNtVH5+sVXVdoyqq63Xzdb301OQROllT7xmfJB2pqNHg3t3VNbiLJOma4EB9Z0iklrxx+FyNTTp68rR+cecwVdY26IH1+xTRPViZ3/22frv9YzU2uRXRPVj/LHVp9oRv6c/7jqukslb1jZYSB/XU0D72c2vw9sd658i5+U6I660n/3ZIP0qK1R93fCrnoAhNiO+tn/3lgNxuS0mDIlRd16jCjys1ZmBPDY22a0SMXb/460E5vxXhWa/z3/fmayfJs37zbrlOu45+qcgewXrqb4d033e/pTcOVCj8mkDtP1atYX3D9HlVnQK7BGj+bXGe7/3Jmnqf10NFdZ3Xea4JDvTMreCjL/Sr/z1CPbsFt+jbfKwna+r18MvvSZLnnKnXR3m+t8P72XV/ynWePqMHXKslbxz2XAOv7jkmSZp0Y1+9fqDc61o9/1hIvT5Krx8oV+r1UXp1z7Gv1qWxyfO9HBptb/NxMWfCt/Vm8QlJ8lzr5+ffvK2584+Tg5+f0j3jBujFd0u8Hl+Lvz/U53kvfAy3dZ4L5zh6wLX6zdYPWz12a5qfs/ljIqJ7iNd8L/zZ4o+fac1/FjWfQ1vnas++1mov11zac5yLrb0Svzuan+v8ddvWY+ObnuNKzac1BJzLrOJUvZblH9H3hkb5L+Bc4jkOl9eo8JNKHS6vkSQVflKpcSVVPo9Vcapea3eWSpL2H6+WJKX9r74+z3e4vEZ7S6u0t7RKkjSsr12v7TsuSdrxcaXclvT2h1/ovc9ckqTX9h5XxrhBkqTfvfOJ17EKP670HGvMwIgWY7B3DfL8/7xt//+XUsv2k6o4Va8PK7zH56vW3jWoRc3h8hqVVp7WiZoGnahpUOHHlV/1Kz/3z9tHvtChshpPnx0fVWrHR5Xn1mDvcc98uwUH6lhVnd4+8oXKquv12r7j6hYSqC9qGyVJfztQ/tUxPq7Ujo8r9aPE2HO1zdbr/PfK19pJ0t7///28bZhDp+qb9PaRL7zmtK34ZIva7w2N0ocVNT6vh4pT9S3O03xue0uqFNPzmhZ9m4/1w4oaz7qdP+fAXt28vrf/J7G/p8+8713ndQ2cP/+wvvYW1+r5x8LAXt08//pal8PlNa3+ED//uBhXUuXpe/5abz5/X9d/88dJ4ceVLR5frZ33wsdwW+e5cI7zvnddm8duTfNzXviYaD7f1tb4cv5Ma/6zyCvgtHGu9uxrrfZyzaU9x7nY2ivxu6P5uc5ft+29jtpzjis1n9bwFBUAADAOAQcAABiHgAMAAIxDwAEAAMbxW8CprKzU1KlTFRYWpvDwcGVkZKimpqbNPnV1dcrMzFRERIS6d++uyZMnq7y8vEXd888/r+HDhys0NFS9e/dWZmamv6YBAAA6Ib8FnKlTp+rAgQPKy8vT5s2b9dZbb2nWrFlt9nnggQe0adMmbdiwQdu3b9fx48c1adIkr5pf//rXeuyxxzR//nwdOHBAf//735WamuqvaQAAgE7IL28TP3jwoHJzc7Vr1y6NGjVKkvSb3/xGt99+u371q18pOjq6RR+Xy6X//u//1tq1azVhwgRJ0h/+8AfFx8fr3XffVVJSkr788kstWLBAmzZtUnJysqfv8OHD/TENAADQSfkl4BQUFCg8PNwTbiQpJSVFAQEBKiws1J133tmiT1FRkRobG5WSkuJpi4uLU2xsrAoKCpSUlKS8vDy53W4dO3ZM8fHxOnXqlMaOHaslS5YoJiam1fHU19ervr7e87XLde7zWKqrq1vrcslqTlXLXX9aNaeqVV1tu+zH/ybnOF1zSu760zpdc0qS5K4/rTO1NT6Pdf4cF57X1/nOH9fX12fr3HLX16nxTKBXTc2pas8Ymqs/XeNpu/C4kjzjvVg1p6p1uqb2a/v4Ou7pmlM6U3vG0958bOc1ngn1eewLx36+b/N6X8drrvn+5uvV2to1n0fDmZbna622+RpdeD34ug6az+1MbY1OBze16Nt8rM3X/3zNhevTvE/z70XzuvP/b34dnh9f82u7te9Ha4/3832an9fX/H1d/833n/9+NX98tXbeCx/DbZ3nwjk2X8P2/Axrfs4LHxMXjsPXGl/On2nNv1/N59DWudqzr7XayzWX9hznYmuvxO+OC88ltf3YuBznuNzzOT9Wy7K+vtjyg1/84hfWdddd16I9MjLSevbZZ332WbNmjRUcHNyiffTo0dbDDz9sWZZl5eTkWEFBQdaQIUOs3Nxcq6CgwEpOTraGDBli1dfXtzqexYsXW5LY2NjY2NjYDNhKS0u/Nou06w7O/Pnz9dRTT7VZc/DgwfYcsl3cbrcaGxu1fPly3XLLLZKkl156SQ6HQ9u2bWv1tTjZ2dnKysryOk5lZaUiIiJks/k3Kf8rqq6uVkxMjEpLSxUWFtbRw/mXwtp3DNa9Y7DuHaej1t6yLJ06dcrnS10u1K6AM2/ePM2YMaPNmkGDBsnhcKiiosKr/ezZs6qsrJTD4fDZz+FwqKGhQVVVVQoPD/e0l5eXe/r06dNHkjR06FDP/sjISPXq1UslJSWtjikkJEQhISFebc3PAf8ICwvjh04HYe07BuveMVj3jtMRa2+32y+qrl0BJzIyUpGRkV9b53Q6VVVVpaKiIiUkJEiStm7dKrfbrcTERJ99EhISFBQUpPz8fE2ePFmSVFxcrJKSEjmdTknSTTfd5Gnv16+fpHNvRz958qT69+/fnqkAAACD+eVt4vHx8br11lt17733aufOnfrHP/6h2bNn6+677/bcVjp27Jji4uK0c+dOSecSWUZGhrKysrRt2zYVFRVp5syZcjqdSkpKkiRdd911uuOOOzR37lzt2LFD+/fv1/Tp0xUXF6fvfve7/pgKAADohPz2OThr1qxRXFyckpOTdfvtt2vcuHFavXq1Z39jY6OKi4t1+vRXr+R/5pln9O///u+aPHmybr75ZjkcDr366qtex33hhReUmJioiRMnavz48QoKClJubq6CgoL8NRW0U0hIiBYvXtziaUH4H2vfMVj3jsG6d5zOsPY2y7qY91oBAAB0HvwtKgAAYBwCDgAAMA4BBwAAGIeAAwAAjEPAwSV766239P3vf1/R0dGy2WzauHGj137LsrRo0SL16dNHXbt2VUpKio4cOdIxgzVITk6ORo8erR49eqh3795KS0tTcXGxV01dXZ0yMzMVERGh7t27a/LkySovL++gEZvhueee0/Dhwz0fbOZ0OvW3v/3Ns581vzKefPJJ2Ww23X///Z421t4/fvazn8lms3ltcXFxnv1X+7oTcHDJamtrNWLECK1cudLn/l/+8pdavny5Vq1apcLCQnXr1k2pqamqq6u7wiM1y/bt25WZmal3331XeXl5amxs1C233KLa2lpPzQMPPKBNmzZpw4YN2r59u44fP65JkyZ14Kg7v379+unJJ59UUVGRdu/erQkTJuiOO+7QgQMHJLHmV8KuXbv029/+VsOHD/dqZ+395/rrr9fnn3/u2d555x3Pvqt+3b/2r1UBF0GS9dprr3m+drvdlsPhsJ5++mlPW1VVlRUSEmK99NJLHTBCc1VUVFiSrO3bt1uWdW6dg4KCrA0bNnhqDh48aEmyCgoKOmqYRrr22mut3/3ud6z5FXDq1Clr8ODBVl5enjV+/Hhr7ty5lmVxvfvT4sWLrREjRvjc1xnWnTs48ItPPvlEZWVlSklJ8bTZ7XYlJiaqoKCgA0dmHpfLJUnq2bOnJKmoqEiNjY1eax8XF6fY2FjW/jJpamrSunXrVFtbK6fTyZpfAZmZmZo4caLXGktc7/525MgRRUdHa9CgQZo6darn7z52hnVv19+iAi5WWVmZJCkqKsqrPSoqyrMP35zb7db999+vm266ScOGDZN0bu2Dg4Nb/EFZ1v6be//99+V0OlVXV6fu3bvrtdde09ChQ7Vv3z7W3I/WrVunPXv2aNeuXS32cb37T2Jiop5//nkNGTJEn3/+uR5//HH927/9m/bv398p1p2AA3RimZmZ2r9/v9fz4vCfIUOGaN++fXK5XHr55Zc1ffp0bd++vaOHZbTS0lLNnTtXeXl5Cg0N7ejh/Eu57bbbPP8fPny4EhMT1b9/f/3pT39S165dO3BkF4enqOAXDodDklq8or68vNyzD9/M7NmztXnzZm3btk39+vXztDscDjU0NKiqqsqrnrX/5oKDg/Xtb39bCQkJysnJ0YgRI7Rs2TLW3I+KiopUUVGhG2+8UYGBgQoMDNT27du1fPlyBQYGKioqirW/QsLDw3Xdddfpww8/7BTXPAEHfjFw4EA5HA7l5+d72qqrq1VYWCin09mBI+v8LMvS7Nmz9dprr2nr1q0aOHCg1/6EhAQFBQV5rX1xcbFKSkpY+8vM7Xarvr6eNfej5ORkvf/++9q3b59nGzVqlKZOner5P2t/ZdTU1Oijjz5Snz59OsU1z1NUuGQ1NTX68MMPPV9/8skn2rdvn3r27KnY2Fjdf//9euKJJzR48GANHDhQCxcuVHR0tNLS0jpu0AbIzMzU2rVr9ec//1k9evTwPN9tt9vVtWtX2e12ZWRkKCsrSz179lRYWJjmzJkjp9OppKSkDh5955Wdna3bbrtNsbGxOnXqlNauXas333xTr7/+OmvuRz169PC8vuy8bt26KSIiwtPO2vvHgw8+qO9///vq37+/jh8/rsWLF6tLly6aMmVK57jmO/ptXOi8tm3bZklqsU2fPt2yrHNvFV+4cKEVFRVlhYSEWMnJyVZxcXHHDtoAvtZckvWHP/zBU3PmzBnrvvvus6699lrrmmuuse68807r888/77hBG+Cee+6x+vfvbwUHB1uRkZFWcnKy9cYbb3j2s+ZXTvO3iVsWa+8v6enpVp8+fazg4GCrb9++Vnp6uvXhhx969l/t626zLMvqoGwFAADgF7wGBwAAGIeAAwAAjEPAAQAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwDgEHgFFmzJhx0X8O5Dvf+Y7uv//+NmsGDBigpUuXer622WzauHGjJOno0aOy2Wzat2/fJY0VgP8QcAD43cUEicvRxx927dqlWbNmdfQwALQTf2wTANoQGRnZ0UMAcAm4gwPAr2bMmKHt27dr2bJlstlsstlsOnr0qLZv364xY8YoJCREffr00fz583X27Nk2+zQ1NSkjI0MDBw5U165dNWTIEC1btuwbje/s2bOaPXu27Ha7evXqpYULF6r5n+i78CkqAJ0Dd3AA+NWyZct0+PBhDRs2TD//+c8lSU1NTbr99ts1Y8YMvfDCCzp06JDuvfdehYaG6mc/+5nPPpGRkXK73erXr582bNigiIgI7dixQ7NmzVKfPn30wx/+8JLG98c//lEZGRnauXOndu/erVmzZik2Nlb33nvvZVsDAFceAQeAX9ntdgUHB+uaa66Rw+GQJD322GOKiYnRihUrZLPZFBcXp+PHj+uRRx7RokWLfPaRpC5duujxxx/3fD1w4EAVFBToT3/60yUHnJiYGD3zzDOy2WwaMmSI3n//fT3zzDMEHKCT4ykqAFfcwYMH5XQ6ZbPZPG033XSTampq9Nlnn7XZd+XKlUpISFBkZKS6d++u1atXq6Sk5JLHkpSU5DUOp9OpI0eOqKmp6ZKPCaDjEXAAdBrr1q3Tgw8+qIyMDL3xxhvat2+fZs6cqYaGho4eGoCrDE9RAfC74OBgrzsi8fHxeuWVV2RZlufuyT/+8Q/16NFD/fr189nnfM3YsWN13333edo++uijbzS2wsJCr6/fffddDR48WF26dPlGxwXQsbiDA8DvBgwYoMLCQh09elQnT57Ufffdp9LSUs2ZM0eHDh3Sn//8Zy1evFhZWVkKCAjw2cftdmvw4MHavXu3Xn/9dR0+fFgLFy7Url27vtHYSkpKlJWVpeLiYr300kv6zW9+o7lz516OaQPoQAQcAH734IMPqkuXLho6dKgiIyPV2NioLVu2aOfOnRoxYoR+8pOfKCMjQwsWLGi1T0lJif7jP/5DkyZNUnp6uhITE/XFF1943c25FNOmTdOZM2c0ZswYZWZmau7cuXywH2AAm9X8Ax8AAAAMwB0cAABgHAIOACOVlJSoe/furW7f5K3lAK5+PEUFwEhnz57V0aNHW90/YMAABQbyRlLAVAQcAABgHJ6iAgAAxiHgAAAA4xBwAACAcQg4AADAOAQcAABgHAIOAAAwDgEHAAAY5/8BKkcDVjblTFQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.rugplot(tips['total_bill'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## kdeplot\n",
    "\n",
    "kdeplots são [Plots de estimativa de densidade kernel](http://en.wikipedia.org/wiki/Kernel_density_estimation#Pratical_estimation_of_the_bandwidth). Esses plots KDE substituem cada observação com uma distribuição Gaussiana (Normal) centrada em torno desse valor. Por exemplo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Não se preocupe em entender este código!\n",
    "# É apenas para o diagrama abaixo\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "# Cria o dataset\n",
    "dataset = np.random.randn(25)\n",
    "\n",
    "# Cria outro rugplot\n",
    "sns.rugplot(dataset);\n",
    "\n",
    "# Configure o eixo dos x para o gráfico\n",
    "x_min = dataset.min() - 2\n",
    "x_max = dataset.max() + 2\n",
    "\n",
    "# 100 pontos igualmente espaçados de x_min para x_max\n",
    "x_axis = np.linspace(x_min,x_max,100)\n",
    "\n",
    "# Configure a largura de banda. Para obter informações sobre isso:\n",
    "url = 'http://en.wikipedia.org/wiki/Kernel_density_estimation#Practical_estimation_of_the_bandwidth'\n",
    "\n",
    "bandwidth = ((4*dataset.std()**5)/(3*len(dataset)))**.2\n",
    "\n",
    "# Crie uma lista de kernel vazia\n",
    "kernel_list = []\n",
    "\n",
    "# Traça cada função de base\n",
    "for data_point in dataset:\n",
    "    \n",
    "    # Crie um kernel para cada ponto e acrescente à lista\n",
    "    kernel = stats.norm(data_point,bandwidth).pdf(x_axis)\n",
    "    kernel_list.append(kernel)\n",
    "    \n",
    "    # Ajusta a escala para plotar\n",
    "    kernel = kernel / kernel.max()\n",
    "    kernel = kernel * .4\n",
    "    plt.plot(x_axis,kernel,color = 'grey',alpha=0.5)\n",
    "\n",
    "plt.ylim(0,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Sum of the Basis Functions')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Para obter o gráfico do kde podemos somar essas funções de base.\n",
    "\n",
    "# Traça a soma da função de base\n",
    "sum_of_kde = np.sum(kernel_list,axis=0)\n",
    "\n",
    "# Plota a figura\n",
    "fig = plt.plot(x_axis,sum_of_kde,color='indianred')\n",
    "\n",
    "# Adiciona o rugplot inicial\n",
    "sns.rugplot(dataset,c = 'indianred')\n",
    "\n",
    "# Livrar-se das marcas de \"y-tick\"\n",
    "plt.yticks([])\n",
    "\n",
    "# Define o título\n",
    "plt.suptitle(\"Sum of the Basis Functions\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Então, com nosso DataFrame tips:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill', ylabel='Density'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(tips['total_bill'])\n",
    "sns.rugplot(tips['total_bill'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='tip', ylabel='Density'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(tips['tip'])\n",
    "sns.rugplot(tips['tip'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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