Practica.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Análisis: Que factores afectan el Monto de las Propinas\n",
    "### DataSet: Tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importaremos \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "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",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\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\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.set(style='darkgrid')\n",
    "\n",
    "#Cargamos el DataSet\n",
    "\n",
    "df = sns.load_dataset('tips')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(style='darkgrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barra de propinas promedio por sexo\n",
    "sns.barplot(data=df,x='sex', y='tip', errorbar=None)\n",
    "plt.title('Propinas promedio por sexo')\n",
    "plt.xlabel('Género')\n",
    "plt.ylabel('Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los hombres en promedio pagan más propina"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x='day', y='tip', errorbar=None)\n",
    "plt.title('Propinas Promedio por día')\n",
    "plt.xlabel('Día de la semana')\n",
    "plt.ylabel('Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los domingos se pagan más propinas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df,x='time',y='tip',errorbar=None)\n",
    "plt.title('Propinas según servicio')\n",
    "plt.xlabel('Servicio')\n",
    "plt.ylabel('Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En promedio la propina es mayor durante las cenas. Hasta el momento podemos decir que si un mesero desea recibir más propina, deberia trabajar durante el servicio de Cena, los domingos y atender preferentemente a hombres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 27,
     "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": [
    "# Afecta al promedio de la propina que el cliente sea fumador o no fumador?\n",
    "sns.barplot(data=df,x='smoker',y='tip',errorbar=None)\n",
    "plt.title ('Propinas promedio Fumador / No Fumador')\n",
    "plt.xlabel('Fumador/NO Fumador')\n",
    "plt.ylabel('Propina')\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La condición de fumador o de no fumador no afecta a la propina"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barras de propinas promedio por género\n",
    "sns.barplot(data=df, x='day',y='tip', hue='sex',errorbar=None)\n",
    "plt.title('Propinas promedio por día y género')\n",
    "plt.xlabel('Género')\n",
    "plt.ylabel('Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos analizar este gráfico teniendo en cuenta que perfil del negocio puede ser más rentable dependiendo el día. Aplicacion a negocios, maximización de retornos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barras de propinas promedio por tiempo y sexo\n",
    "sns.barplot(data=df, x='time',y='tip', hue='sex',errorbar=None)\n",
    "plt.title('Propinas promedio por servicio y género')\n",
    "plt.xlabel('Género')\n",
    "plt.ylabel('Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barras de propinas promedio por fumador/no fumador y género\n",
    "sns.barplot(data=df, x='smoker',y='tip', hue='sex',errorbar=None)\n",
    "plt.title('Propinas promedio por Fumador/Nofumador y género')\n",
    "plt.xlabel('Fumador/No Fumador')\n",
    "plt.ylabel('Propina')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los hombres fumadore o no fumadores dejan más propina que las mujeres, fumadoras o no"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de dispersión entre size y tip\n",
    "sns.scatterplot(data=df, x='size', y='tip')\n",
    "plt.title('Relación entre tamaño de de mesa y propinas')\n",
    "plt.xlabel('Tamaño de mesa')\n",
    "plt.ylabel('Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barras de propinas promedio según el tamaño de la mesa\n",
    "sns.barplot(data=df, x='size', y='tip', errorbar=None)\n",
    "plt.title('Propinas promedio según tamaño de Mesa')\n",
    "plt.xlabel('Tamaño de mesa')\n",
    "plt.ylabel('Propina')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A mayor cantidad de comensales mayor propina"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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",
       "      <th>tip_percentage</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",
       "      <td>5.944673</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",
       "      <td>16.054159</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",
       "      <td>16.658734</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",
       "      <td>13.978041</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",
       "      <td>14.680765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>20.392697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>7.358352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>8.822232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>9.820426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>15.974441</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size  tip_percentage\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2        5.944673\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3       16.054159\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3       16.658734\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2       13.978041\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4       14.680765\n",
       "..          ...   ...     ...    ...   ...     ...   ...             ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3       20.392697\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2        7.358352\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2        8.822232\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2        9.820426\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2       15.974441\n",
       "\n",
       "[244 rows x 8 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calcular el porcentaje de propina y lo agregamos al DataFrame. Permite hacer unamejor comparación\n",
    "df['tip_percentage'] = ( df['tip'] / df['total_bill'] ) * 100\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barras de porcentaje de propinas promedio por sexo\n",
    "sns.barplot(data=df, x='sex',y='tip_percentage', errorbar=None)\n",
    "plt.title('Porcentage de propina según Género')\n",
    "plt.xlabel('Género')\n",
    "plt.ylabel('Porcentaje de Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A pesar de que los hombres dan más dinero (más propina) las mujeres dejan más dinero con respecto al gasto total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Gráfico de Porcentaje de Propina por día\n",
    "sns.barplot(data=df, x='day',y='tip_percentage', errorbar=None)\n",
    "plt.title('Porcentage de propina según el Día')\n",
    "plt.xlabel('Día')\n",
    "plt.ylabel('Porcentaje de Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generalmente el porcentaje de propina se mantiene estable, sólo los sábados se puede observar que es un poco menor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x='time',y='tip_percentage', errorbar=None)\n",
    "plt.title('Porcentage de propina según Servicio')\n",
    "plt.xlabel('Servicio')\n",
    "plt.ylabel('Porcentaje de Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Proporcionalmente en cuanto a porcentaje se ganará una misma cantidad de propina."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x='smoker',y='tip_percentage', errorbar=None)\n",
    "plt.title('Porcentage de propina según Fumador / No Fumador')\n",
    "plt.xlabel('Fumador/No fumador')\n",
    "plt.ylabel('Porcentaje de Propina')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos observar que no difiere demasiado el porcentaje de propinas teniendo en cuenta si el cliente es o no es fumador"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}