{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Plots categóricos\n",
    "\n",
    "Agora vamos discutir como usar seaborn para traçar dados categóricos. Existem alguns tipos de argumentos principais para isso:\n",
    "\n",
    "* factorplot\n",
    "* boxplot\n",
    "* violinplot\n",
    "* stripplot\n",
    "* swarmplot\n",
    "* barplot\n",
    "* countplot\n",
    "\n",
    "Vamos passar por exemplos de cada um."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips')\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## barplot e countplot\n",
    "\n",
    "Esses plots parecidos permitem que você obtenha dados agregados de um recurso categórico. ** barplot ** é um gráfico geral que permite que você agregue os dados categóricos baseados em alguma função, por padrão, a média:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sex', ylabel='total_bill'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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knldXVx+TeQCAwtToezP913/9V4wcOTJ27twZO3fujFGjRsWaNWuiR48ex2SwrVu3RkRE165d6y3v2rVrbt2hTJs2LUpLS3OP/31DTADg+NOoIzM9e/aMLVu2HPRXS9u3b4+Kioqora09JsM1xuTJk3O3XYj4w5EZQQMAx69G32jyUI7ljSbLysoiIqKqqqre8qqqqty6QykqKoqSkpJ6DwDg+NXoG01OmTKlSW802bNnzygrK4uFCxfm9lldXR1Lly6N66677pj8DgAgfXm90eSePXti7dq1uefr16+PlStXRseOHaN79+5x8803x9e//vX4+Mc/Hj179ow77rgjysvL4/LLL/8wYwMAx7G83mhy2bJlcdFFF+Wev3/kZ+zYsTFv3ry49dZbY+/evfGVr3wldu7cGRdccEEsWLDgmJ3KAgDSd9Q3mjwaF1544WGvv4n4w+msu+++O+6+++5j8vsAgONPoy4ABgAoFGIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpBR8zd911V2QymXqPXr165XssAKBAtMr3AA3xqU99Kl544YXc81atkhgbAGgGSVRBq1atoqysrEHb1tTURE1NTe55dXV1U40FABSAgj/NFBHx5ptvRnl5eZx22mlx1VVXxcaNGw+77bRp06K0tDT3qKioaMZJAYDmVvAxM2DAgJg3b14sWLAgZs2aFevXr4/PfvazsXv37kNuP3ny5Ni1a1fusWnTpmaeGABoTgV/mmnYsGG5nysrK2PAgAHRo0eP+N73vhdf/vKXD9q+qKgoioqKmnNEACCPCv7IzB/r0KFDnHHGGbF27dp8jwIAFIDkYmbPnj2xbt266NatW75HAQAKQMHHzC233BKLFi2KDRs2xCuvvBIjR46Mli1bxpgxY/I9GgBQAAr+mpnNmzfHmDFjYvv27dGlS5e44IIL4tVXX40uXbrkezQAoAAUfMzMnz8/3yMAAAWs4E8zAQAciZgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmYAgKSJGQAgaUnEzMyZM+PUU0+N4uLiGDBgQPzyl7/M90gAQIEo+Jj553/+55g0aVLceeed8dprr0Xfvn1jyJAh8fbbb+d7NACgABR8zNx///3xl3/5lzF+/Pj45Cc/Gd/5znfipJNOiu9+97v5Hg0AKACt8j3Akezfvz+WL18ekydPzi1r0aJFDBo0KJYsWXLI19TU1ERNTU3u+a5duyIiorq6uklnra15t0n3Dylq6s9dc9m9rzbfI0DBaerP9/v7z2azH7htQcfMO++8E7W1tdG1a9d6y7t27Rq//e1vD/maadOmxdSpUw9aXlFR0SQzAodX+tBf5XsEoKlMK22WX7N79+4oLT3y7yromGmMyZMnx6RJk3LP6+rqYseOHdGpU6fIZDJ5nIzmUF1dHRUVFbFp06YoKSnJ9zjAMeTzfWLJZrOxe/fuKC8v/8BtCzpmOnfuHC1btoyqqqp6y6uqqqKsrOyQrykqKoqioqJ6yzp06NBUI1KgSkpK/I8dHKd8vk8cH3RE5n0FfQFw69ato3///rFw4cLcsrq6uli4cGEMHDgwj5MBAIWioI/MRERMmjQpxo4dG5/+9KfjM5/5TDzwwAOxd+/eGD9+fL5HAwAKQMHHzBe/+MXYtm1bTJkyJbZu3RpnnXVWLFiw4KCLgiHiD6cZ77zzzoNONQLp8/nmcDLZhvzNEwBAgSroa2YAAD6ImAEAkiZmAICkiRmOexs2bIhMJhMrV67M9yhAHpx66qnxwAMP5HsMmpCYoSCNGzcuMplM/NVfHfx1+BMmTIhMJhPjxo1r/sGAI3r/s/vHj7Vr1+Z7NI5jYoaCVVFREfPnz4933/3/N/Hct29fPPXUU9G9e/c8TgYcydChQ2PLli31Hj179sz3WBzHxAwFq1+/flFRURHPPvtsbtmzzz4b3bt3j7PPPju3bMGCBXHBBRdEhw4dolOnTvGFL3wh1q1bd8R9//rXv45hw4ZFu3btomvXrnH11VfHO++802TvBU4kRUVFUVZWVu/RsmXL+MEPfhD9+vWL4uLiOO2002Lq1Klx4MCB3OsymUzMnj07vvCFL8RJJ50UZ555ZixZsiTWrl0bF154YbRt2zbOO++8ep/vdevWxYgRI6Jr167Rrl27OOecc+KFF1444nw7d+6Mv/iLv4guXbpESUlJXHzxxfH666832T8Pmp6YoaBde+21MXfu3Nzz7373uwd9+/PevXtj0qRJsWzZsli4cGG0aNEiRo4cGXV1dYfc586dO+Piiy+Os88+O5YtWxYLFiyIqqqq+PM///MmfS9wIvv5z38e11xzTdx0002xatWqmD17dsybNy/uvffeetvdc889cc0118TKlSujV69e8aUvfSm++tWvxuTJk2PZsmWRzWbj+uuvz22/Z8+e+NM//dNYuHBhrFixIoYOHRrDhw+PjRs3HnaWP/uzP4u33347/uM//iOWL18e/fr1i0suuSR27NjRZO+fJpaFAjR27NjsiBEjsm+//Xa2qKgou2HDhuyGDRuyxcXF2W3btmVHjBiRHTt27CFfu23btmxEZN94441sNpvNrl+/PhsR2RUrVmSz2Wz2nnvuyQ4ePLjeazZt2pSNiOyaNWua8m3BcW/s2LHZli1bZtu2bZt7XHnlldlLLrkk+41vfKPetv/wD/+Q7datW+55RGRvv/323PMlS5ZkIyL7+OOP55Y9/fTT2eLi4iPO8KlPfSr70EMP5Z736NEjO3369Gw2m83+/Oc/z5aUlGT37dtX7zUf+9jHsrNnz/7Q75fCUPC3M+DE1qVLl7j00ktj3rx5kc1m49JLL43OnTvX2+bNN9+MKVOmxNKlS+Odd97JHZHZuHFj9O7d+6B9vv766/Hiiy9Gu3btDlq3bt26OOOMM5rmzcAJ4qKLLopZs2blnrdt2zYqKytj8eLF9Y7E1NbWxr59++J//ud/4qSTToqIiMrKytz6929b06dPn3rL9u3bF9XV1VFSUhJ79uyJu+66K/793/89tmzZEgcOHIh33333sEdmXn/99dizZ0906tSp3vJ33333A09PU7jEDAXv2muvzR1Wnjlz5kHrhw8fHj169Ig5c+ZEeXl51NXVRe/evWP//v2H3N+ePXti+PDh8a1vfeugdd26dTu2w8MJqG3btnH66afXW7Znz56YOnVqjBo16qDti4uLcz9/5CMfyf2cyWQOu+z9/2i55ZZb4vnnn4+/+7u/i9NPPz3atGkTV1555RE//926dYuXXnrpoHUdOnRo2Buk4IgZCt7QoUNj//79kclkYsiQIfXWbd++PdasWRNz5syJz372sxER8Ytf/OKI++vXr1/867/+a5x66qnRqpWPADSHfv36xZo1aw6KnKO1ePHiGDduXIwcOTIi/hArGzZsOOIcW7dujVatWsWpp556TGchf1wATMFr2bJlrF69OlatWhUtW7ast+6jH/1odOrUKR599NFYu3Zt/OxnP4tJkyYdcX8TJkyIHTt2xJgxY+I///M/Y926dfHTn/40xo8fH7W1tU35VuCENWXKlHjyySdj6tSp8Zvf/CZWr14d8+fPj9tvv/2o9vvxj388nn322Vi5cmW8/vrr8aUvfemwF/9HRAwaNCgGDhwYl19+eTz33HOxYcOGeOWVV+K2226LZcuWHdUs5I+YIQklJSVRUlJy0PIWLVrE/PnzY/ny5dG7d++YOHFi3HfffUfcV3l5eSxevDhqa2tj8ODB0adPn7j55pujQ4cO0aKFjwQ0hSFDhsSPf/zjeO655+Kcc86Jc889N6ZPnx49evQ4qv3ef//98dGPfjTOO++8GD58eAwZMiT69et32O0zmUz85Cc/ic997nMxfvz4OOOMM2L06NHx3//937lrdEhPJpvNZvM9BABAY/nPUAAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCSJmaAgvTMM89Enz59ok2bNtGpU6cYNGhQ7N27NyIiHnvssTjzzDOjuLg4evXqFY888kjudddee21UVlZGTU1NRETs378/zj777Ljmmmvy8j6ApidmgIKzZcuWGDNmTFx77bWxevXqeOmll2LUqFGRzWbjn/7pn2LKlClx7733xurVq+Mb3/hG3HHHHfHEE09ERMSMGTNi79698bd/+7cREXHbbbfFzp074+GHH87nWwKaUKt8DwDwx7Zs2RIHDhyIUaNGRY8ePSIiok+fPhERceedd8bf//3fx6hRoyIiomfPnrFq1aqYPXt2jB07Ntq1axf/+I//GJ///Oejffv28cADD8SLL74YJSUleXs/QNPKZLPZbL6HAPjfamtrY8iQIfHLX/4yhgwZEoMHD44rr7wyWrduHe3atYs2bdpEixb//8DygQMHorS0NKqqqnLLvva1r8W0adPib/7mb+Kb3/xmPt4G0EwcmQEKTsuWLeP555+PV155JZ577rl46KGH4rbbbosf/ehHERExZ86cGDBgwEGveV9dXV0sXrw4WrZsGWvXrm3W2YHm55oZoCBlMpk4//zzY+rUqbFixYpo3bp1LF68OMrLy+N3v/tdnH766fUePXv2zL32vvvui9/+9rexaNGiWLBgQcydOzeP7wRoao7MAAVn6dKlsXDhwhg8eHCcfPLJsXTp0ti2bVuceeaZMXXq1LjxxhujtLQ0hg4dGjU1NbFs2bL4/e9/H5MmTYoVK1bElClT4plnnonzzz8/7r///rjpppvi85//fJx22mn5fmtAE3DNDFBwVq9eHRMnTozXXnstqquro0ePHnHDDTfE9ddfHxERTz31VNx3332xatWqaNu2bfTp0yduvvnmGDZsWPTv3z8uuOCCmD17dm5/I0aMiHfeeSdefvnleqejgOODmAEAkuaaGQAgaWIGAEiamAEAkiZmAICkiRkAIGliBgBImpgBAJImZgCApIkZACBpYgYASJqYAQCS9n8BQ1mTjaoB49gAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='sex',y='total_bill',data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Você pode alterar o objeto estimador para sua própria função, que converte um vetor em um escalar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sex', ylabel='total_bill'>"
      ]
     },
     "execution_count": 5,
     "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.barplot(x='sex',y='total_bill',data=tips,estimator=np.std)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### countplot\n",
    "\n",
    "Isto é essencialmente o mesmo que o gráfico de barras, exceto que o estimador está explicitamente contando o número de ocorrências. É por isso que apenas passamos o valor x:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sex', ylabel='count'>"
      ]
     },
     "execution_count": 6,
     "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.countplot(x='sex',data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## boxplot and violinplot\n",
    "\n",
    "Boxplots e violinplots são usados para mostrar a distribuição de dados categóricos. Um boxplot (ou gráfico de caixa e espessura) mostra a distribuição de dados quantitativos de uma maneira que facilita comparações entre variáveis ou entre os níveis de uma variável categórica. A caixa mostra os quartis do conjunto de dados, enquanto as barras se estendem para mostrar o resto da distribuição, exceto pelos pontos que são determinados como \"outliers\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 7,
     "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.boxplot(x=\"day\", y=\"total_bill\", data=tips,palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "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": [
    "# Podemos orientar os dados para aparecerem na horizontal\n",
    "sns.boxplot(data=tips,palette='rainbow',orient='h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 9,
     "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.boxplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",data=tips, palette=\"coolwarm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### violinplot\n",
    "\n",
    "Um violinplot desempenha um papel semelhante a um boxplot. Ele mostra a distribuição de dados quantitativos em vários níveis de uma (ou mais) variáveis categóricas, de modo que essas distribuições possam ser comparadas. Ao contrário de um boxplot, no qual todos os componentes do gráfico correspondem a pontos de dados reais, o gráfico de violino possui uma estimativa da densidade do núcleo da distribuição subjacente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 10,
     "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.violinplot(x=\"day\", y=\"total_bill\", data=tips,palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 11,
     "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.violinplot(x=\"day\", y=\"total_bill\", data=tips,hue='sex',palette='Set1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 12,
     "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.violinplot(x=\"day\", y=\"total_bill\", data=tips,hue='sex',split=True,palette='Set1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## stripplot e swarmplot\n",
    "\n",
    "O stripplot irá desenhar um scatterplot onde uma variável é categórica. Um stripplot pode ser desenhado por conta própria, mas também é um bom complemento para uma boxplot ou violinplot nos casos em que você deseja mostrar todas as observações juntamente com alguma representação da distribuição subjacente.\n",
    "\n",
    "O swarmplot é semelhante ao stripplot (), mas os pontos são ajustados (somente ao longo do eixo categórico) para que eles não se sobreponham. Isso dá uma melhor representação da distribuição de valores, embora não se ajude também a um grande número de observações (tanto em termos de capacidade de mostrar todos os pontos quanto em termos da computação necessária para organizá-los)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 13,
     "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.stripplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 14,
     "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.stripplot(x=\"day\", y=\"total_bill\", data=tips,jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 15,
     "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.stripplot(x=\"day\", y=\"total_bill\", data=tips,jitter=True,hue='sex',palette='Set1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.8/site-packages/seaborn/categorical.py:2802: UserWarning: The `split` parameter has been renamed to `dodge`.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "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": [
    "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips,jitter=True,hue='sex',palette='Set1',split=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "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": [
    "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.8/site-packages/seaborn/categorical.py:2999: UserWarning: The `split` parameter has been renamed to `dodge`.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='total_bill'>"
      ]
     },
     "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.swarmplot(x=\"day\", y=\"total_bill\",hue='sex',data=tips, palette=\"Set1\", split=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combinando plots categóricos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='tip', ylabel='day'>"
      ]
     },
     "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.violinplot(x=\"tip\", y=\"day\", data=tips,palette='rainbow')\n",
    "sns.swarmplot(x=\"tip\", y=\"day\", data=tips,color='black',size=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## factorplot\n",
    "\n",
    "O factorplot é a forma mais geral de um plot categórico. Pode aceitar um parâmetro ** kind ** para ajustar o tipo de plotagem:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.8/site-packages/seaborn/categorical.py:3714: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x122612670>"
      ]
     },
     "execution_count": 20,
     "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.factorplot(x='sex',y='total_bill',data=tips,kind='bar')"
   ]
  }
 ],
 "metadata": {
  "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": "3.8.16"
  }
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