Seaborn 3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ae964971",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3655dc50",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import datasets\n",
    "tips = sns.load_dataset('tips')\n",
    "iris = sns.load_dataset('iris')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e57d4865",
   "metadata": {},
   "source": [
    "# Categorical Plots\n",
    "\n",
    "### Categorical scatter plots\n",
    "\n",
    "• Stripplot\n",
    "\n",
    "• Swarmplot\n",
    "\n",
    "### Categorical Distribution plots\n",
    "\n",
    "• Boxplot\n",
    "\n",
    "• Violinplot\n",
    "\n",
    "### Categorical Estimate Plot-> For central tendency\n",
    "\n",
    "• Barplot\n",
    "\n",
    "• Pointplot\n",
    "\n",
    "• Countplot\n",
    "\n",
    "#### Figure level function -> ```catplot```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "84f1faad",
   "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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "08f79799",
   "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>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "0             5.1          3.5           1.4          0.2     setosa\n",
       "1             4.9          3.0           1.4          0.2     setosa\n",
       "2             4.7          3.2           1.3          0.2     setosa\n",
       "3             4.6          3.1           1.5          0.2     setosa\n",
       "4             5.0          3.6           1.4          0.2     setosa\n",
       "..            ...          ...           ...          ...        ...\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d6c2dad3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# categorical scatterplot gives you bivariate analysis\n",
    "sns.scatterplot(data=tips, x='total_bill',y='tip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d2181f85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# strip plot   -> Scatter plot between numerical and categorical value\n",
    "# axes level function\n",
    "sns.stripplot(data=tips, x='day',y='total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dc778b51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# jitter -> additional noise to the data is known as jitter\n",
    "sns.stripplot(data=tips, x='day',y='total_bill',jitter=False,hue='day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "20a6b08c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21672f43700>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# catplot\n",
    "# Figure level function\n",
    "sns.catplot(data=tips,x='day',y='total_bill',kind='strip',hue='day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b2490b08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21673265510>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# jitter\n",
    "sns.catplot(data=tips,x='day',y='total_bill',kind='strip',jitter=.2,hue='day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1fe6e2ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21673059fc0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Swarmplot\n",
    "sns.catplot(data=tips,x='day',y='total_bill',kind='swarm',hue='day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "bfc7e3f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2167441f850>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# swarmplot is used for smaller data \n",
    "sns.swarmplot(data=tips,x='day',y='total_bill',hue='day')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1741456",
   "metadata": {},
   "source": [
    "### Boxplot\n",
    "\n",
    "A boxplot is a standardized way of displaying the distribution of data based on a five number summary (“minimum”, first quartile [Q1], median, third quartile [Q3] and “maximum”). It can tell you about your **outliers** and what their values are. Boxplots can also tell you if your data is symmetrical, how tightly your data is grouped and if and how your data is skewed."
   ]
  },
  {
   "attachments": {
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    }
   },
   "cell_type": "markdown",
   "id": "13aac52a",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fa5a8c32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot\n",
    "sns.boxplot(data=tips,x='day',y='total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7ed8460a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21674492ec0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jjzyixMRELV68WF6v1+lIAIAQinI6AK7e+PHjNX78eKdjAAC6AEfUAAAYjKJ2odLSUs2cOVOlpaVORwEAhBhF7TI+n08FBQU6ceKECgoK5PP5nI4EAAghitpltm3bppqaGklSTU2NSkpKHE4EAAglitpFqqqqVFJS4p/X27ZtlZSUqKqqyuFkAIBQoahdomVRjva2sygHAHRPFLVLsCgHAIQnitolWJQDAMITRe0SLMoBAOGJonYRFuUAgPBDUbsMi3IAQHihqF2GRTkAILywKIcLsSgHAIQPjqgBADAYRQ0AgMEoagAADEZRAwBgMIoaAACDUdQAABiMogYAwGAUNQAABqOoAQAwGEUNAIDBHC3qjRs3atiwYYqPj1d8fLwyMjL06quv+h+3bVt5eXnq16+fYmJilJmZqSNHjjiYGACAruVoUScnJ2v16tU6cOCADhw4oK9//evKysryl/HatWu1bt06bdiwQeXl5UpKStLEiRNVX1/vZGwAALpMhxfleOeddzq802HDhnXoedOmTQu4v3LlSm3cuFH79+/XkCFDVFRUpNzcXM2YMUOSVFxcrMTERG3fvl3z58/vcB4AANyqw0V96623yrIs2bbd5uMtj1mWpaampqsO0tTUpF//+tc6d+6cMjIyVFFRoerqak2aNMn/HI/HowkTJqisrKzdom5oaFBDQ4P/fl1d3VVnAQDAFB0u6oqKipAEOHz4sDIyMuTz+dSzZ0/t2LFDQ4YMUVlZmSQpMTEx4PmJiYmqrKxsd3+rVq3S8uXLQ5L1atm2LZ/PF/R9tvxHxOPxyLKsoO7f6/UGfZ8AgM7rcFGnpqaGJMDNN9+sQ4cO6ZNPPtELL7yguXPnat++ff7HP18aLUft7Vm2bJkWL17sv19XV6eUlJTgB+8An8+nyZMnO/K1O2vnzp2KiYlxOgYA4FMdLuqXX365wzudPn16h58bHR2tgQMHSpJGjhyp8vJy/exnP9Ojjz4qSaqurlbfvn39zz958uRlR9mteTweeTyeDn99AABM1uGi/ta3vtWh53X2PeoWLUO7aWlpSkpK0u7du3XbbbdJkhobG7Vv3z6tWbOm0/vvSl6vVzt37gzqPn0+n7KysiRJL730krxeb1D3H+z9AQCuTYeLurm5Oehf/J//+Z81ZcoUpaSkqL6+Xs8//7z27t2r1157TZZlKScnR/n5+UpPT1d6erry8/MVGxurWbNmBT1LKFiWFdJhZK/XyzA1AHRzHS7qUDhx4oTmzJmj48ePKyEhQcOGDdNrr72miRMnSpKWLl2q8+fPa8GCBTpz5ozGjBmjXbt2KS4uzsnYAAB0mQ4X9fr16/Xggw/K6/Vq/fr1V3zuD37wgw7t89lnn73i45ZlKS8vT3l5eR2NCQBAt9Lhoi4sLFR2dra8Xq8KCwvbfZ5lWR0uasAEXEYHwGSduo46VNdUA07gMjoAJrvmub5t2253tjIAAHBtOn0y2bPPPqvCwkK99957kqT09HTl5OTou9/9btDCAV2By+gAmKxTRf3YY4+psLBQDz/8sDIyMiRJb775phYtWqQPP/xQK1asCGpIIJS4jA6AyTpV1Bs3btQvf/lL3XPPPf5t06dP17Bhw/Twww9T1AAABEmn3qNuamrSyJEjL9s+YsQIXbx48ZpDAQCASzpV1LNnz9bGjRsv2/7MM88oOzv7mkMBAIBLOjz03XpFKsuytGnTJu3atUtjx46VJO3fv1/Hjh3TvffeG/yUAACEqQ4X9cGDBwPujxgxQpL0wQcfSJL69OmjPn366MiRI0GMBwBAeOtwUe/Zs+eqd15VVaV+/fopIuKaL9cGACAshbRBhwwZog8//DCUXwIAgG4tpEXNjGUAAFwbxqQBADAYRQ0AgMEoagAADBbSoma9XAAArg0nkwEAYLBOL3PZEX/84x/Vr1+/UH4JAAC6tQ4X9YwZMzq80//4j/+QJKWkpFx9IgAA4Nfhok5ISAhlDgAA0IYOF/XmzZtDmQMAALSBy7MAADBYp08m+81vfqN///d/10cffaTGxsaAx95+++1rDgYAADp5RL1+/Xrdd999uvHGG3Xw4EGNHj1avXr10l//+ldNmTIl2BkBAAhbnSrqp59+Ws8884w2bNig6OhoLV26VLt379YPfvAD1dbWBjsjAABhq1NF/dFHH2ncuHGSpJiYGNXX10uS5syZo1/96lfBSwcAQJjr1HvUSUlJqqmpUWpqqlJTU7V//34NHz5cFRUVzEYGAC5g27Z8Pp/TMb5Q64xuyCtJXq83qFNod6qov/71r+u3v/2tbr/9dj3wwANatGiRfvOb3+jAgQNXNTEKAMAZPp9PkydPdjrGVcnKynI6Qofs3LlTMTExQdtfp4r6mWeeUXNzsyTpoYce0g033KA//OEPmjZtmh566KGghQMAINx1qqirqqoCpge96667dNddd8m2bR07dkwDBgwIWkAAQGg9Kina6RDtsCVd+PTj6ySZuiZjo6Q1Idp3p4o6LS1Nx48f14033hiw/fTp00pLS1NTU1NQwgEAQi9aUrSxFSh5nA7QIaE7P6tTZ33btt3mG+Vnz56V1+u95lAAAOCSqzqiXrx4sSTJsiw99thjio2N9T/W1NSk//qv/9Ktt94a1IAAAISzqyrqgwcPSrp0RH348GFFR3/2rkZ0dLSGDx+uJUuWBDchAFfhsp/QCvalPzDfVRX1nj17JEn33Xeffvaznyk+Pj4koQC4F5f9hFawL/2B+Tp1MlnrJS+rqqpkWZb69+8ftFAAAOCSThV1c3OzVqxYoYKCAp09e1aSFBcXp0ceeUS5ubmKiGD1TABS07Sma1ijL8RsSS0XqETK3Ot+JOmiFPnbSKdTwCGd+ieUm5urZ599VqtXr9b48eNl27ZKS0uVl5cnn8+nlStXBjsnADeKkrlFLV26MBcwXKf+CRUXF2vTpk2aPn26f9vw4cPVv39/LViwgKIGACBIOjVGffr0aQ0ePPiy7YMHD9bp06evORQAALikU0U9fPhwbdiw4bLtGzZs0PDhw685FAAAuKRTQ99r167V1KlT9fvf/14ZGRmyLEtlZWU6duyYfve73wU7IwAAYatTR9RpaWn6y1/+or//+7/XJ598otOnT2vGjBk6evSoUlNTg50RAICwdU2Lcnz+pLGamhqlpKSwKAcAAEHS6UU52sKiHAAABFenF+V4/PHHWZQDAIAQY1EOAAAMxqIcAAAY7JoX5QAAAKHD6hkAABiMogYAwGAUNQAABqOoAQAwGEUNAIDBKGoAAAxGUQMAYDCKGgAAg1HUAAAYrFMzkwFOsG1bPp/P6Rgd0jqnWzJ7vV5ZluV0DACfQ1HDNXw+nyZPnux0jKuWlZXldIQO2blzp2JiYpyOAeBzGPoGAMBgHFHDlZ664xN5Im2nY7TLtqXG5ksfR0dIpo4oNzRZWvjG9U7HAHAFFDVcyRNpyxvpdIorc8cgsrn/2QFwCUPfAAAYjKIGAMBgFDUAAAajqAEAMBhFDQCAwShqAAAM5mhRr1q1SqNGjVJcXJxuvPFGfetb39LRo0cDnmPbtvLy8tSvXz/FxMQoMzNTR44ccSgxAABdy9HrqPft26eFCxdq1KhRunjxonJzczVp0iT98Y9/VI8ePSRJa9eu1bp167RlyxYNGjRIK1as0MSJE3X06FHFxcUFLYtb5pFmDmkACC+OFvVrr70WcH/z5s268cYb9dZbb+mOO+6QbdsqKipSbm6uZsyYIUkqLi5WYmKitm/frvnz5wctixvnkWYOaQDo/ox6j7q2tlaSdMMNN0iSKioqVF1drUmTJvmf4/F4NGHCBJWVlTmSEQCArmTMFKK2bWvx4sX66le/qqFDh0qSqqurJUmJiYkBz01MTFRlZWWb+2loaFBDQ4P/fl1d3VVnOXd7thRhzI8mkG1LzRcvfRwRZe4k0s0X1ePtEqdTAIDrGdNG//iP/6h33nlHf/jDHy577PPvb9q23e57nqtWrdLy5cuvLUxElBR53bXtI6SinQ4AAOgiRhT1ww8/rJdffllvvPGGkpOT/duTkpIkXTqy7tu3r3/7yZMnLzvKbrFs2TItXrzYf7+urk4pKSkhSg4A7mTbny3I0nhpi1NRuoXGVh+3/tkGg6NFbdu2Hn74Ye3YsUN79+5VWlpawONpaWlKSkrS7t27ddttt0mSGhsbtW/fPq1Zs6bNfXo8Hnk8npBnBwA3a/0WYdt/TdFZDQ0Nio2NDdr+HC3qhQsXavv27XrppZcUFxfnf086ISFBMTExsixLOTk5ys/PV3p6utLT05Wfn6/Y2FjNmjXLyegAAHQJR4t648aNkqTMzMyA7Zs3b9a8efMkSUuXLtX58+e1YMECnTlzRmPGjNGuXbuCeg01AISb1iOPj4ozX65Voz4bmQj2qK7jQ99fxLIs5eXlKS8vL/SBACBMtD4hN1pStAy9gsQ1PuuzYE/wZNR11AAAIBBFDQCAwShqAAAMRlEDAGAwihoAAINR1AAAGMyIKUQBdB8Bl11edC5Ht9Lq5xjs6SlhPooaQFC1npoy8reRDibpnoI9PSXMx9A3AAAG44gaQFC1nj6xaVoTf2WC4eJnoxMsOhR++CcEIKgCpk+MEn9lgizY01PCfAx9AwBgMIoaAACDUdQAABiMogYAwGAUNQAABqOoAQAwGEUNAIDBKGoAAAxGUQMAYDCKGgAAg1HUAAAYjKIGAMBgTJf/qYDF2JsuOBeku2j1M2ShewDoPIr6U60Xu+9xcLuDSbofFroHgM5j6BsAAINxRP2p1ouxn7ttlhR5nYNpuoGmC/6RCRa6B4DOo6g/FbAYe+R1FHUQsdA9AHQeQ98AABiMI2q4RuuzxxuaHAzSjbT+OXJ2PmAmihqu0frM/IVv/D8Hk3RPnJ0PmImhbwAADMYRNVyj9dnjT91xRp5IB8N0Ew1Nn41OcHZ++GqUJJn51octqWX6pOskmXpqamMI901RwzVanz3uiZS8FHVQcXZ++FrjdABcEUPfAAAYjCNqAAhDXq9XO3fudDrGF/L5fMrKypIkvfTSS/J6vQ4n+mLBzkhRA0AYsixLMTExTse4Kl6v13WZg4GhbwAADEZRAwBgMIoaAACDUdQAABiMk8kAhM5FpwNcgS2pZa7zSJk7k4Zk9s8RIUdRAwiZyN8yKw1wrRj6BgDAYBxRAwgqJtIILbfkRPBQ1ACCiok0gOBi6BsAAINR1AAAGIyiBgDAYBQ1AAAGo6gBADAYRQ0AgMEoagAADMZ11G1pNnhiXdv+LF9ElGQZOkGxyT9DAHARiroNPd4ucToCAACSGPoGAMBoHFF/ivmJQycUGRuaLF1ap9BMti01Nl/6ODrC3HcoLv0cAZiMov4U8xO7y8I3rnc6AgB0CYa+AQAwGEfUcA23vD0h8RYFgOChqOEabnx7QgrvtygAXDuGvgEAMBhFDQCAwShqAAAMRlEDAGAwihoAAINR1AAAGIyiBgDAYBQ1AAAGo6gBADAYRQ0AgMEcLeo33nhD06ZNU79+/WRZll588cWAx23bVl5envr166eYmBhlZmbqyJEjzoQFAMABjhb1uXPnNHz4cG3YsKHNx9euXat169Zpw4YNKi8vV1JSkiZOnKj6+vouTgoAgDMcXZRjypQpmjJlSpuP2batoqIi5ebmasaMGZKk4uJiJSYmavv27Zo/f35XRgUAwBHGvkddUVGh6upqTZo0yb/N4/FowoQJKisra/fzGhoaVFdXF3ADAMCtjC3q6upqSVJiYmLA9sTERP9jbVm1apUSEhL8t5SUlJDmBAAglIwt6haWZQXct237sm2tLVu2TLW1tf7bsWPHQh0RAICQcfQ96itJSkqSdOnIum/fvv7tJ0+evOwouzWPxyOPxxPyfAAAdAVjj6jT0tKUlJSk3bt3+7c1NjZq3759GjdunIPJAADoOo4eUZ89e1bvv/++/35FRYUOHTqkG264QQMGDFBOTo7y8/OVnp6u9PR05efnKzY2VrNmzXIwNQAAXcfRoj5w4IDuvPNO//3FixdLkubOnastW7Zo6dKlOn/+vBYsWKAzZ85ozJgx2rVrl+Li4pyKDABAl3K0qDMzM2XbdruPW5alvLw85eXldV0oAAAMYux71AAAgKIGAMBoFDUAAAajqAEAMBhFDQCAwShqAAAMRlEDAGAwihoAAINR1AAAGIyiBgDAYBQ1AAAGM3Y96u7Atm35fL6g7rP1/oK9b0nyer2yLCvo+wUAdA5FHUI+n0+TJ08O2f6zsrKCvs+dO3cqJiYm6PsFAHQORQ0ACApGEUODog4hr9ernTt3BnWftm2roaFBkuTxeIL+C+b1eoO6PwDhg1HE0KCoQ8iyrJD8AsTGxgZ9nwAAM1HUAICgYBQxNChqAEBQMIoYGlxHDQCAwShqAAAMRlEDAGAwihoAAINR1AAAGIyiBgDAYBQ1AAAGo6gBADAYE54g7LGQAACTUdQIeywkAMBkDH0DAGAwjqgR9lhIAIDJKGqEPRYSAGAyhr4BADAYRQ0AgMEoagAADEZRAwBgMIoaAACDUdQAABiMogYAwGAUNQAABqOoAQAwGEUNAIDBKGoAAAxGUQMAYDCKGgAAg1HUAAAYjKIGAMBgFDUAAAaLcjoAAHwR27bl8/mCus/W+wv2vlt4vV5ZlhWSfSN8WLZt206HCKW6ujolJCSotrZW8fHxTscB0Annz5/X5MmTnY5x1Xbu3KmYmBinY8DlGPoGAMBgHFEDMF4ohr5t21ZDQ4MkyePxhGSImqFvBAPvUQMwnmVZIRlCjo2NDfo+gWBj6BsAAINR1AAAGIyiBgDAYBQ1AAAGo6gBADAYRQ0AgMEoagAADEZRAwBgMIoaAACDUdQAABiMogYAwGAUNQAABqOoAQAwGEUNAIDBKGoAAAxGUQMAYLAopwOEmm3bkqS6ujqHkwAAECguLk6WZV3xOd2+qOvr6yVJKSkpDicBACBQbW2t4uPjr/gcy2455Oymmpub9fHHH3fofy1uUVdXp5SUFB07duwLX2A4h9fJfLxG7tCdXyeOqCVFREQoOTnZ6RghER8f3+1+absjXifz8Rq5Q7i+TpxMBgCAwShqAAAMRlG7kMfj0RNPPCGPx+N0FFwBr5P5eI3cIdxfp25/MhkAAG7GETUAAAajqAEAMBhFbbAPP/xQlmXp0KFDTkdBEFmWpRdffNHpGABcgqJ2iGVZV7zNmzfP6YjooHnz5rX5Gr7//vttPv/48eOaMmVKF6cMTydPntT8+fM1YMAAeTweJSUlafLkyXrzzTc79PlbtmzR9ddfH9qQYexaX59w0e0nPDHV8ePH/R//27/9mx5//HEdPXrUvy0mJkZnzpwJyddubGxUdHR0SPYdrv7u7/5OmzdvDtjWp0+fgPstP/ekpKSujBbWvv3tb+vChQsqLi7Wl7/8ZZ04cUKvv/66Tp8+7XQ0iNenw2w4bvPmzXZCQsJl2ysqKmxJ9gsvvGBnZmbaMTEx9rBhw+yysjL/c5544gl7+PDhAZ9XWFhop6am+u/PnTvXzsrKsvPz8+2+ffsGPIZr1/Lz/bwJEybYCxcutBctWmT36tXLvuOOO2zbtm1J9o4dO7o2ZBg6c+aMLcneu3dvu88pKCiwhw4dasfGxtrJycn297//fbu+vt62bdves2ePLSng9sQTT3RR+u7vi16flr9/Bw8evOxz9uzZY9v2Z6/R73//e3vEiBF2TEyMnZGRYf/5z3/ugu+g6zD07QK5ublasmSJDh06pEGDBumee+7RxYsXr2ofr7/+uv70pz9p9+7deuWVV0KUFJ9XXFysqKgolZaW6l/+5V+cjhNWevbsqZ49e+rFF19UQ0NDm8+JiIjQ+vXr9e6776q4uFj/+Z//qaVLl0qSxo0bp6KiIsXHx+v48eM6fvy4lixZ0pXfQrfWkdeno3Jzc1VQUKADBw4oKipK999/f5BSmoGhbxdYsmSJpk6dKklavny5vvKVr+j999/X4MGDO7yPHj16aNOmTQx5h8grr7yinj17+u+3vAc9cOBArV271qlYYS0qKkpbtmzR9773Pf3iF7/Q7bffrgkTJug73/mOhg0bJknKycnxPz8tLU1PPvmkvv/97+vpp59WdHS0EhISZFkWb1eEQEden45auXKlJkyYIEn6p3/6J02dOlU+n09erzcU0bscR9Qu0PqXtm/fvpIunYRxNW655RZKOoTuvPNOHTp0yH9bv369JGnkyJEOJwtv3/72t/Xxxx/r5Zdf1uTJk7V3717dfvvt2rJliyRpz549mjhxovr376+4uDjde++9qqmp0blz55wNHia+6PXpqGD8jTQZRe0C1113nf/jluXQmpubJV0aurM/N7nchQsXLttHjx49QpgQPXr00MCBA/23lj8W/Nyd5/V6NXHiRD3++OMqKyvTvHnz9MQTT6iyslLf/OY3NXToUL3wwgt666239NRTT0lq+98QQqO91yci4lI9tf771t7rcqW/kd0BRe1yffr0UXV1dcAvM9ddA+0bMmSIzp07pwMHDujixYsqKCjQ2LFjNWjQIH388ccBz42OjlZTU5NDScNTy+vTctVE6ytkwvVvG+9Ru1xmZqb+93//V2vXrtU//MM/6LXXXtOrr74almu2Aq3V1NRo5syZuv/++zVs2DDFxcXpwIEDWrt2rbKysnTTTTfp4sWL+vnPf65p06aptLRUv/jFLwL28aUvfUlnz57V66+/ruHDhys2NlaxsbEOfUfdyxe9PjExMRo7dqxWr16tL33pSzp16pR+/OMfOx3bERxRu9zf/M3f6Omnn9ZTTz2l4cOH67//+785MxXQpbOKx4wZo8LCQt1xxx0aOnSoHnvsMX3ve9/Thg0bdOutt2rdunVas2aNhg4dqpKSEq1atSpgH+PGjdNDDz2ku+++W3369OHEwCD6otdHkp577jlduHBBI0eO1A9/+EOtWLHC4dTOYPUsAAAMxhE1AAAGo6gBADAYRQ0AgMEoagAADEZRAwBgMIoaAACDUdQAABiMogYAwGAUNYDLZGZmBiwBCcA5FDUAAAajqAEAMBhFDYS5c+fO6d5771XPnj3Vt29fFRQUBDy+bds2jRw5UnFxcUpKStKsWbN08uRJSZfWCh44cKB++tOfBnzOu+++q4iICH3wwQdd9n0A3RVFDYS5H/3oR9qzZ4927NihXbt2ae/evXrrrbf8jzc2NurJJ5/U//zP/+jFF19URUWF5s2bJ0myLEv333+/Nm/eHLDP5557Tl/72td00003deW3AnRLrJ4FhLGzZ8+qV69e2rp1q+6++25J0unTp5WcnKwHH3xQRUVFl31OeXm5Ro8erfr6evXs2VPHjx9XSkqKysrKNHr0aF24cEH9+/fXT37yE82dO7eLvyOg++GIGghjH3zwgRobG5WRkeHfdsMNN+jmm2/23z948KCysrKUmpqquLg4ZWZmSpI++ugjSVLfvn01depUPffcc5KkV155RT6fTzNnzuy6bwToxihqIIx90YDauXPnNGnSJPXs2VPbtm1TeXm5duzYIenSkHiL7373u3r++ed1/vx5bd68WXfffbdiY2NDmh0IFxQ1EMYGDhyo6667Tvv37/dvO3PmjP7yl79Ikv785z/r1KlTWr16tb72ta9p8ODB/hPJWvvmN7+pHj16aOPGjXr11Vd1//33d9n3AHR3UU4HAOCcnj176oEHHtCPfvQj9erVS4mJicrNzVVExKX/ww8YMEDR0dH6+c9/roceekjvvvuunnzyycv2ExkZqXnz5mnZsmUaOHBgwFA6gGvDETUQ5n7yk5/ojjvu0PTp0/WNb3xDX/3qVzVixAhJUp8+fbRlyxb9+te/1pAhQ7R69erLLsVq8cADD6ixsZGjaSDIOOsbQFCUlpYqMzNTVVVVSkxMdDoO0G1Q1ACuSUNDg44dO6YHH3xQffv2VUlJidORgG6FoW8A1+RXv/qVbr75ZtXW1mrt2rVOxwG6HY6oAQAwGEfUAAAYjKIGAMBgFDUAAAajqAEAMBhFDQCAwShqAAAMRlEDAGAwihoAAINR1AAAGOz/AyKlrJMZQ+vPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using catplot\n",
    "sns.catplot(data=tips,x='day',y='total_bill',kind='box')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d60bfd4c",
   "metadata": {},
   "source": [
    "**Outlier** refers to a data point or sample that deviates significantly from the majority of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "25ace545",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hue\n",
    "sns.boxplot(data=tips,x='day',y='total_bill',hue='sex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c91c531e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='total_bill'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# single boxplot -> numerical col\n",
    "sns.boxplot(data=tips,y='total_bill')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9c9a79b",
   "metadata": {},
   "source": [
    "### Violinplot = (Boxplot + KDEplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e7953dff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# violinplot\n",
    "sns.violinplot(data=tips,x='day',y='total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2ad73c50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21674676d40>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data=tips,x='day',y='total_bill',kind='violin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b31b4f83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x21674787b80>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hue\n",
    "\n",
    "sns.catplot(data=tips,x='day',y='total_bill',kind='violin',hue='sex',split=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e150aa7e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sex', ylabel='total_bill'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# barplot\n",
    "import numpy as np\n",
    "sns.barplot(data=tips, x='sex', y='total_bill',hue='smoker',estimator=np.min)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6204b50c",
   "metadata": {},
   "source": [
    "When there are multiple observations in each category, it also uses bootstrapping to compute a confidence interval around the estimate, which is plotted using error bars."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9bdf5de9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sex', ylabel='total_bill'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=tips, x='sex', y='total_bill',errorbar=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3a02d34c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_4320\\2657825262.py:2: FutureWarning: \n",
      "\n",
      "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
      "\n",
      "  sns.pointplot(data=tips, x='sex', y='total_bill',hue='smoker',ci=None)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sex', ylabel='total_bill'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8b731FnfeeadD63Kau5kcpTizoUX+6Nj5y/SL/pFLf5gAPKp9HV4e3MrAqkTEldzI3UxQsM7MtW7P9vNyZ9HYjjQO9r2RUg1R7u5mEnE2dQJ9mHG3fXD5fPMxvt1+yqCKRKSiaRzsy6KxHa96hSY81N9lg0xpcje6ABFn1r91CD8dPE/sLwUrTj+zeDutQ/0Jq+ZjYGUiUlE0Dvblq/GdSEi8yIrdp0nJyMHfuxK9mgfTJiwAk8l0/ZOUcwozItfxjwHN2frbBfb9/3Lhl7JyiYqNZ+GjHfBw18VNEXE8k8lERJ2qpb4oXnmhV2KR6/CqZCZmZARelQp+XbYlXuTNFfuu8SwRESkrCjMiRdAo2JcX72pp1/b++sOs2XfGoIpEROR3CjMiRTSsXSgD24TYtf1twTaSUjINqkhEREBhRqTITCYTLw9uRb3Agom/yenZPD4/njxLuV7hQETEqSnMiBRDFU93YkZG4mEu+NXZdDiZWasPXONZIiLiSAozIsXUsrY/U/o2tWuL/uEAmw6fN6giEZGKTWFGpARGd6xnt2+KxQqTvojnfFqWgVWJiFRMCjMiJWAymXhjaGtC/AuW3z6dmsWTC7dh0fwZESltVisk/gqrpsHXj+f/M/HX/HYHGT16NCaTiVdffdWu/csvv3S6hfoUZkRKKMDHg+gREZjdCn6p1+w7y0cbjhhYlYiUO2f2wAe3w0c9YMPbsOWT/H9+1CO//cweh31pLy8vXnvtNS5cuOCwr1EaFGZEbkC7etWY3LOxXdtr3+0lIfGiMQWJSPlyZg983BtOxl+5/2R8fr+DAk2PHj2oWbMmM2bMuOqYxYsX06JFCzw9PalXrx5vvfWWQ2q5FoUZkRs0tmsDOjesbjvOtViZELuV1MwcA6sSEZdntcKXYyEz5drjMlPgy3EO+cjJbDbzyiuvMGvWLI4fP16of8uWLdxzzz3ce++97Nixg2nTpjF16lQ+/fTTUq/lWhRmRG6Qm5uJmcPDqV7Fw9aWmJzBlMU7sDrw82wRKeeOx139isyfndwKJ7Y4pIzBgwfTpk0b/vGPfxTqmzlzJt27d2fq1Kk0btyY0aNHExUVxRtvvOGQWq5GYUakFAT5evH28Db8cU7ctztOEftLonFFiYhr2/dt8cbv/cYxdQCvvfYac+fOZffu3Xbte/bsoVOnTnZtnTp14sCBA+Tl5Tmsnj9TmBEpJV0a1WBs1wZ2bdO/3sXepFSDKhIRl5Zx0bHji+G2226jd+/ePPvss3btVqu10J1NRlyRVpgRKUWTezambd2qtuOsXAtR8+K5nJ1rYFUi4pK8Axw7vpheffVVvv76azZu3Ghra968ORs2bLAbt3HjRho3bozZbHZoPX+kMCNSitzNbkSPiMDfu5Kt7eCZNKYt22VgVSLikpr0K974pv0dU8f/a9WqFaNGjWLWrFm2tr/97W/88MMPvPTSS+zfv5+5c+cSExPDk08+6dBa/kxhRqSU1Q7w5vWhre3aFsQd56uEEwZVJCIuKbQdhEQUbWxIJNRu69h6gJdeesnuY6TIyEgWLFjAF198QcuWLXnhhRd48cUXGT16tMNr+SOTtZzfbpGamoq/vz8pKSn4+fkZXY5UINOW7eLTjUdtx5U9zHwzsQv1q1c2rigRKVOZmZkcOXKE+vXr4+Xldf0n/Nnv68xc6/ZsL38Y8z0ENSt5oQa51s+nOO/fujIj4iDP3NmU5rUKfgHTs/OYELuVrNyym+EvIi4uqFl+ULnaFZqQSJcNMqXJ3egCRMorr0pmYkZG0H/WBi5n5weYnSdSmbF8L9PuamFwdSLiMoKawcNr8teR2ftN/l1L3gH5c2RqtwUn2yfJCAozIg50U40qvDy4JU/M32Zr+3TjUTo2CKRXi5oGViYiLsVkyp9DE9rO6Eqckj5mEnGwwRGhDG0batf21KLtnLiYYVBFIiLli8KMSBl4cWALGtQomPibkpHDpNh4cvMsBlYlImWlnN9rU2Kl9XNRmBEpAz4e7sSMjMTDveBXLu63C7y9ar+BVYmIo1WqlL/m1OXLlw2uxDn9/nP5/edUUpozI1JGmtXy44X+zXn+y522ttlrD9Hhpup0blT9Gs8UEVdlNpsJCAjgzJkzAPj4+BRa/r8islqtXL58mTNnzhAQEHDDqwUrzIiUoVHt67Dx0DmW70gCwGqFx+cn8L9JXajh62lwdSLiCDVr5k/2/z3QSIGAgADbz+dGaNE8kTKWkpFDv+gfOX6hYAJwl0bVmfvgLbi56S82kfIqLy+PnJwco8twGpUqVbrmFZnivH/ryoxIGfP3rkTMyEiGztlIriX/b4kfD5xjzrpDjL+9ocHViYijmM3mMt18sSLRBGARA7QJC+DpPk3s2mau3E/c0WSDKhIRcV0KMyIGeajzTXRrUsN2nGexMjE2nouXsw2sSkTE9SjMiBjEzc3EW8PCCfYrmPh7MiWTpxdt15oUIiLFoDAjYqDAKp68MzyCP877XbH7NHP/sNu2iIhcm8KMiME6NAhkwh2N7NpeWb6XnSdSDKpIRMS1KMyIOIGJ3RvRvn4123F2noUJsfGkZeUaWJWIiGtQmBFxAmY3E+/eG0G1yh62tiPn0pn65U7NnxERuQ6FGREnUdPfi7eGhdu1LY0/waItxw2qSETENSjMiDiR25sG8XCX+nZtL3y1i4NnLhlUkYiI81OYEXEyT/VuSnhYgO04IyePqHnxZObkGVeUiIgTU5gRcTIe7m7MujcCX8+C3Ub2Jl3ipW92G1iViIjzUpgRcUJ1An2YcXcru7bPNx/j2+2nDKpIRMR5KcyIOKn+rUMYcUsdu7ZnFm8nMfmyQRWJiDgnhRkRJ/aPAc1pEuxrO76UlUtUbDzZuRYDqxIRcS4KMyJOzKuSmZiREXhVKvhV3ZZ4kTdX7DOwKhER56IwI+LkGgX78uJdLe3a3l9/mDX7zhhUkYiIc1GYEXEBw9qFMrBNiF3b3xZsIykl06CKRESch8KMiAswmUy8PLgV9QJ9bG3J6dk8Pj+ePIu2OxCRik1hRsRFVPF0J2ZkJB7mgl/bTYeTmbX6gIFViYgYT2FGxIW0rO3PlL5N7dqifzjApsPnDapIRMR4CjMiLmZ0x3r0bB5sO7ZYYdIX8ZxPyzKwKhER4yjMiLgYk8nEG0NbE+LvZWs7nZrFkwu3YdH8GRGpgBRmRFxQgI8H0SMiMLuZbG1r9p3low1HDKxKRMQYCjMiLqpdvWpM7tnYru217/aSkHjRmIJERAyiMCPiwsZ2bUDnhtVtx7kWKxNit5KamWNgVSIiZUthRsSFubmZmDk8nOpVPGxtickZTFm8A6tV82dEpGJQmBFxcUG+Xrw9vA2mgukzfLvjFLG/JBpXlIhIGVKYESkHujSqwdiuDezapn+9i71JqQZVJCJSdhRmRMqJyT0b07ZuVdtxVq6FqHnxXM7ONbAqERHHU5gRKSfczW5Ej4jA37uSre3gmTSmLdtlYFUiIo6nMCNSjtQO8Ob1oa3t2hbEHeerhBMGVSQi4ngKMyLlTO8WNRndsZ5d27NLdnDkXLoxBYmIOJjCjEg59MydTWley892nJ6dx4TYrWTl5hlYlYiIYyjMiJRDXpXMxIyMwMfDbGvbeSKVGcv3GliViIhjKMyIlFM31ajCy4Nb2rV9uvEoK3YlGVSRiIhjKMyIlGODI0IZ2jbUru2pRds5cTHDoIpEREqfwoxIOffiwBY0qFHZdpySkcOk2Hhy8ywGViUiUnoMDTMzZszg5ptvxtfXl6CgIAYNGsS+ffvsxixZsoTevXtTvXp1TCYTCQkJxhQr4qJ8PNyJGRmJh3vBr3vcbxd4e9V+A6sSESk9hoaZdevWMX78eDZt2sTKlSvJzc2lV69epKcX3EKanp5Op06dePXVVw2sVMS1Navlxwv9m9u1zV57iA0HzhlUkYhI6TFZnWhr3bNnzxIUFMS6deu47bbb7PqOHj1K/fr1iY+Pp02bNlc9R1ZWFllZWbbj1NRUwsLCSElJwc/P76rPEynvrFYr4+dtZfmOggnA1at48r9JXajh62lgZSIihaWmpuLv71+k92+nmjOTkpICQLVq1Up8jhkzZuDv7297hIWFlVZ5Ii7NZDIxY0hrQqt629rOpWUxeUECFovT/E0jIlJsThNmrFYrkydPpnPnzrRs2fL6T7iKKVOmkJKSYnskJiaWYpUirs3fuxIxIyNxdzPZ2n48cI456w4ZWJWIyI1xmjATFRXF9u3biY2NvaHzeHp64ufnZ/cQkQJtwgJ4uk8Tu7aZK/cTdzTZoIpERG6MU4SZCRMmsGzZMtasWUNoaOj1nyAiN+ShzjfRrUkN23GexcrE2HguXs42sCoRkZIxNMxYrVaioqJYsmQJq1evpn79+kaWI1JhuLmZeGtYOMF+BRN/T6Zk8vSi7TjRPQEiIkViaJgZP348n332GfPmzcPX15ekpCSSkpLIyChYnTQ5OZmEhAR2794NwL59+0hISCApSUuyi9yIwCqevDM8gj9Mn2HF7tPM3XjUsJpERErC0DAzZ84cUlJS6NatG7Vq1bI95s+fbxuzbNkyIiIi6NevHwD33nsvERER/Pvf/zaqbJFyo0ODQCbc0ciu7ZXle9l5IsWgikREis+p1plxhOLcpy5SEeVZrIz8YBObjxRMAK5fvTJfT+hMFU93AysTkYrMZdeZEZGyZ3Yz8e69EVSr7GFrO3Iunalf7tT8GRFxCQozIkJNfy/eGhZu17Y0/gSLthw3qCIRkaJTmBERAG5vGsTDXezvKHzhq10cPHPJoIpERIpGYUZEbJ7q3ZTwsADbcUZOHlHz4snMyTOuKBGR61CYEREbD3c3Zt0bge8fJv7uTbrES9/sNrAqEZFrU5gRETt1An2YcXcru7bPNx/j2+2nDKpIROTaFGZEpJD+rUMYcUsdu7ZnFm8nMfmyQRWJiFydwoyIXNE/BjSnSbCv7fhSVi5RsfFk51oMrEpEpDCFGRG5Iq9KZmJGRuBVqeBlYlviRd5csc/AqkREClOYEZGrahTsy4t3tbRre3/9YdbsO2NQRSIihSnMiMg1DWsXysA2IXZtf1uwjaSUTIMqEhGxpzAjItdkMpl4eXAr6gX62NqS07N5fH48eRZtdyAixlOYEZHrquLpTszISDzMBS8Zmw4nM2v1AQOrEhHJpzAjIkXSsrY/U/o2tWuL/uEAmw6fN6giEZF8CjMiUmSjO9ajZ/Ng27HFCpO+iOd8WpaBVYlIRacwIyJFZjKZeGNoa0L8vWxtp1OzeHLhNiyaPyMiBlGYEZFiCfDxIHpEBGY3k61tzb6zfLThiIFViUhFpjAjIsXWrl41JvdsbNf22nd7SUi8aExBIlKhKcyISImM7dqAzg2r245zLVYmxG4lNTPHwKpEpCJSmBGREnFzMzFzeDjVq3jY2hKTM5iyeAdWq+bPiEjZUZgRkRIL8vXi7eFtMBVMn+HbHaeI/SXRuKJEpMJRmBGRG9KlUQ3Gdm1g1zb9613sTUo1qCIRqWgUZkTkhk3u2Zi2davajrNyLUTNi+dydq6BVYlIRaEwIyI3zN3sRvSICPy9K9naDp5JY9qyXQZWJSIVhcKMiJSK2gHevD60tV3bgrjjfJVwwqCKRKSiUJgRkVLTu0VNRnesZ9f27JIdHDmXbkxBIlIhKMyISKma0rcpLUL8bMfp2XlMiN1KVm6egVWJSHmmMCMipcrT3cysERH4eJhtbTtPpDJj+V4DqxKR8kxhRkRK3U01qvDy4JZ2bZ9uPMqKXUkGVSQi5ZnCjIg4xOCIUIa2DbVre2rRdk5czDCoIhEprxRmRMRhXhzYggY1KtuOUzJymBQbT26excCqRKS8UZgREYfx8XAnZmQkHu4FLzVxv13g7VX7DaxKRMobhRkRcahmtfx4oX9zu7bZaw+x4cA5gyoSkfJGYUZEHG5U+zr0bVXTdmy1wuPzEzh7KcvAqkSkvHAv6sDt27cX+aStW7e+/iARqTBMJhMzhrRm+/EUjl/InwB8Li2LyQsSmPvgLbi5ma5zBhGRqzNZrVZrUQa6ublhMpm42vDf+0wmE3l5zrM4VmpqKv7+/qSkpODn53f9J4iIwyQkXmTonI3kWgpeR57q3YTxtzc0sCoRcUbFef8u8pWZI0eO3HBhIlKxtQkL4Ok+TXjlDwvozVy5n/b1q9GuXjUDKxMRV1bkKzOuSldmRJyLxWJlzNxfWbvvrK0txN+L5ZO6EODjYWBlIuJMivP+XeQws2zZsiIXcNdddxV5rKMpzIg4n/NpWfSN/pHTqQUTgHs1D+a9+9piMmn+jIg4KMy4uRXtxifNmRGRovj50HlGfbiJP0yfYdqA5ozuVN+4okTEaRTn/bvIt2ZbLJYiPZwpyIiI8+rQIJAJdzSya3tl+V52nkgxqCIRcVVaZ0ZEDDOxeyPa1y+Y+JudZ2FCbDxpWbkGViUirqbIHzNFR0fzyCOP4OXlRXR09DXHTpw4sVSKKw36mEnEuSWlZNI3+keS07NtbYMjajPznnDNnxGpwBwyZ6Z+/frExcURGBhI/fpX/0zbZDJx+PDh4lXsQAozIs5vzd4zPPjpr3ZtbwxtzbB2YQZVJCJGc0iYcVUKMyKu4eVvd/PBjwXrWXlXMvP1hE40DPI1sCoRMYpDJgBfjdVqveqqwCIiRfVU76aEhwXYjjNy8oiaF09mjm4qEJFrK3GY+eijj2jZsiVeXl54eXnRsmVLPvzww9KsTUQqEA93N2bdG4GvZ8HC5HuTLvHSN7sNrEpEXEGJwszUqVOZNGkSAwYMYOHChSxcuJABAwbwxBNP8Pzzz5d2jSJSQdQJ9OHVu+03qv188zG+3X7KoIpExBWUaM5M9erVmTVrFiNGjLBrj42NZcKECZw7d67UCrxRmjMj4nqmLNlB7C/HbMe+nu4sn9SFsGo+BlYlImXJ4XNm8vLyaNeuXaH2tm3bkpur9SFE5Mb8Y0BzmgQXTPy9lJVLVGw82bkWA6sSEWdVojDzl7/8hTlz5hRqf//99xk1atQNFyUiFZtXJTMxIyPwqlTwErUt8SJvrthnYFUi4qzcrz8k3+TJk23/bjKZ+PDDD1mxYgW33norAJs2bSIxMZH777+/9KsUkQqnUbAvL97VkqcXb7e1vb/+MB0aBHJ7kyADKxMRZ1PkOTO333570U5oMrF69eobKqo0ac6MiOuyWq08Pj+BrxJO2tqqVfZg+cQu1PT3MrAyEXE0p1k07/jx44SEhBR5x21HUJgRcW1pWbn0j/6Ro+cv29puvakanz90K2Y3bXcgUl6V6aJ519K8eXOOHj3qyC8hIuVcFU93YkZG4mEueLnadDiZWasPGFiViDgTh4YZrQwsIqWhZW1/pvRtatcW/cMBNh0+b1BFIuJMjPv8R0SkGEZ3rEfP5sG2Y4sVJn0Rz/m0LAOrEhFnoDAjIi7BZDLxxtDWhPxh4u/p1CyeXLgNi0VXgUUqMoUZEXEZAT4eRI+IsJv4u2bfWT7acOQazxKR8s6hYcZk0p0GIlK62tWrxuSeje3aXvtuLwmJF40pSEQMpwnAIuJyxnZtQOeG1W3HuRYrE2K3kpqZY2BVImIUh4aZ3bt3U7duXUd+CRGpgNzcTMwcHk71Kh62tsTkDKYs3qE/okQqoCJvZzBkyJAin3TJkiUAhIWFFb8iEZEiCPL14u3hbbj/41/4Pb98u+MUnX6pzsj2dYwtTkTKVJHDjL+/vyPrEBEpti6NajC2awNmrz1ka5v+9S4i6wbQtKZW/BapKBy6nYEz0HYGIuVbbp6F4e9vYstvF2xtDYOqsCyqEz4eRf57TUScjNNsZyAi4mjuZjeiR0Tg713J1nbwTBrTlu0ysCoRKUsl/rNl0aJFLFiwgGPHjpGdnW3Xt3Xr1hsuTESkqGoHePP60NY8+t8ttrYFccfp1LA6A9vUNrAyESkLJboyEx0dzYMPPkhQUBDx8fHccsstBAYGcvjwYe68884in2fGjBncfPPN+Pr6EhQUxKBBg9i3b5/dGKvVyrRp0wgJCcHb25tu3bqxa5f+4hIRe71b1GR0x3p2bc8u2cGRc+nGFCQiZaZEYWb27Nm8//77xMTE4OHhwdNPP83KlSuZOHEiKSkpRT7PunXrGD9+PJs2bWLlypXk5ubSq1cv0tMLXnxef/11Zs6cSUxMDL/++is1a9akZ8+eXLp0qSSli0g5NqVvU1qEFHy2np6dx4TYrWTl5hlYlYg4WokmAPv4+LBnzx7q1q1LUFAQK1euJDw8nAMHDnDrrbdy/nzJdrI9e/YsQUFBrFu3jttuuw2r1UpISAiPP/44f//73wHIysoiODiY1157jUcffbTQObKyssjKKth4LjU1lbCwME0AFqkgDp9No/+sDVzOLggwozvWY9pdLQysSkSKy+ETgGvWrGkLLHXr1mXTpk0AHDly5IYWrPr9qk61atVs50tKSqJXr162MZ6ennTt2pWNGzde8RwzZszA39/f9tBaNyIVy001qvDy4JZ2bZ9uPMqKXUkGVSQijlaiMHPHHXfw9ddfA/DXv/6VJ554gp49ezJ8+HAGDx5cokKsViuTJ0+mc+fOtGyZ/0KUlJT/4hMcHGw3Njg42Nb3Z1OmTCElJcX2SExMLFE9IuK6BkeEMrRtqF3bU4u2c+JihkEViYgjlehupvfffx+LxQLAY489RrVq1diwYQMDBgzgscceK1EhUVFRbN++nQ0bNhTq+/OGlVar9aqbWHp6euLp6VmiGkSk/HhxYAvij13g0Nn8OXgpGTlMio3ni0duxd2sVSlEypMS/UYfP34cs9lsO77nnnuIjo5mwoQJV71ici0TJkxg2bJlrFmzhtDQgr+matasCVDonGfOnCl0tUZE5I98PNyJGRmJh3vBy1zcbxd4e9V+A6sSEUcoUZipX78+Z8+eLdSenJxM/fr1i3weq9VKVFQUS5YsYfXq1YWeW79+fWrWrMnKlSttbdnZ2axbt46OHTuWpHQRqUCa1fLjhf7N7dpmrz3EhgPnDKpIRByhRGHmah/zpKWl4eXlVeTzjB8/ns8++4x58+bh6+tLUlISSUlJZGTkf65tMpl4/PHHeeWVV1i6dCk7d+5k9OjR+Pj4MHLkyJKULiIVzKj2dejbqqbt2GqFx+cncPZS1jWeJSKupFhzZiZPngzkh4ypU6fi4+Nj68vLy2Pz5s20adOmyOebM2cOAN26dbNr/+STTxg9ejQATz/9NBkZGYwbN44LFy7Qvn17VqxYga+vb3FKF5EKymQyMWNIa7YfT+H4hfw/lM6lZTF5QQJzH7wFN7crz78TEddRrHVmbr/9diB/sbsOHTrg4eFh6/Pw8KBevXo8+eSTNGrUqPQrLSFtNCkiAAmJFxk6ZyO5loKXvKd6N2H87Q0NrEpErqY4798lWjTvwQcf5N1333WJcKAwIyK/e3/9IV5Zvtd2bHYzMf+RW2lXr5qBVYnIlTh80bxPPvnEduLjx49z4sSJkpxGRKRMPdT5Jro1qWE7zrNYmRgbz8XL2dd4log4uxKFGYvFwosvvoi/vz9169alTp06BAQE8NJLL9nWnxEpU1YrJP4Kq6bB14/n/zPx1/x2kf/n5mbirWHhBPsVrEV1MiWTpxdtv6HVy0XEWCVaNO+5557jo48+4tVXX6VTp05YrVZ++uknpk2bRmZmJi+//HJp1ylydWf2wJdj4WS8ffuGtyEkAgbNgaBmxtQmTiewiifvDI9g1Ieb+H36zIrdp5m78SijOxV9aQkRcR4lmjMTEhLCv//9b+666y679q+++opx48Y51cdOmjNTzp3ZAx/3hsxr7Nbu5Q9jvlegETtvr9zPuz8csB17mN1YMq4jLWv7G1iViPzO4XNmkpOTadq0aaH2pk2bkpycXJJTihSf1Zp/ReZaQQby+78cp4+cxM7E7o1oX79g4m92noUJsfGkZeUaWJWIlESJwkx4eDgxMTGF2mNiYggPD7/hokSK5Hhc4Y+WrubkVjixxbH1iEsxu5l4994IqlUuWGLiyLl0pn65U/NnRFxMiebMvP766/Tr149Vq1bRoUMHTCYTGzduJDExkeXLl5d2jSJXtu/b4o3f+w2EtnNMLeKSavp78dawcB789Fdb29L4E3RsEMiwdmEGViYixVHivZn279/P4MGDuXjxIsnJyQwZMoR9+/ZRt27d0q5R5MoyLjp2vFQItzcN4uEu9hN/X/hqFwfPXDKoIhEprhJdmalfvz6nTp0qdNfS+fPnCQsLIy8vr1SKE7km74DijU8/mz9v5gr7iknF9lTvpvxy9ALbEi8CkJGTR9S8eL4c3wmvSmZjixOR6yrxRpNXUtyNJkVuSJN+xRu/9xv4sDscXueYesRlebi7MeveCHw9C/6+25t0iZe+2W1gVSJSVCXeaPKFF1644Y0mRW5IaLv8dWSKOgkY8icB/+cuuKkbdP8H1I50WHniWuoE+vDq3a0ZP2+rre3zzcfo2KA6/VrXMrAyEbmeYoWZ+Pj8Nw2r1cqOHTsKbTQZHh7Ok08+WboVilyNyZS/IN711pkxuYH1TytTH16b/2g+EO6YCtWdZ3NUMU6/1rXYcLAOsb8cs7U9s3g7rUP9Cavmc41nioiRtNGkuL6rrQAMEBIJA6Lh5BZY+ypcOlV4jMkMEaOg6zPgX9vx9YpTy8zJY2DMT+w7XTABODwsgIWPdsDDvUSfzItICTh812xXojBTQVit+R8h7f0m/64l7wBo2h9qty2Y8JuTAb+8Dz/OhMyLhc9h9oRbHoYufwMf7aJckR04fYkBMRvIzCm4ovfIbTfxbF+tIi1SVhRm/kBhRgrJuAgbZ8Gm2ZBzuXC/px90nAi3jgXPKmVenjiHBb8m8vTi7XZtnzx4M7c3CTKoIpGKxeHbGYi4NO8A6D4VJibAzQ+D25+mjmWlwpp/QnQb2Pwe5GYZUKQYbVi7UAa2CbFr+9uCbSSlZBpUkYhcjcKMVFy+wdDvTYiKg9bDgT+tP5N+Fv73NMS0g21fgEXrJ1UkJpOJlwe3ol5gwcTf5PRsHp8fT56lXF/QFnE5CjMi1erDkPfhsQ3QuE/h/ovHYOmj8O/OsHe5NqysQKp4uhMzMhIPc8FL5abDycxafeAazxKRsqYwI/K7mi1h5Hx48Duo06Fw/5nd8MUI+KgXHP2p7OsTQ7Ss7c+Uvk3t2qJ/OMCmw+cNqkhE/kxhRuTP6naAB/8HIxdCcMvC/cd/gU/7wmdD4dT2wv1S7ozuWI+ezYNtxxYrTPoinvNpmk8l4gwUZkSuxGSCxr3g0R9hyIdQtV7hMQdXwntdYNEYOH+ozEuUsmMymXhjaGtC/Au2azmdmsWTC7dh0fwZEcMpzIhci5sbtB4G43+Fvm9CleDCY3Yuhn/dAt88AalXWJRPyoUAHw+iR0RgdiuYKL5m31k+2nDEwKpEBBRmRIrG3SN/Qb2J8dD9BfD0t++35ELcxxAdAaumQcYFQ8oUx2pXrxqTeza2a3vtu70k/P9u2yJiDIUZkeLwqJy/QvCkBOg0Cdz/tEt8bgZseBveDc9faTj7CovyiUsb27UBnRtWtx3nWqxMiN1KamaOgVWJVGwKMyIl4VMNer6Yf6Wm7YP5+zv9UWYK/DA9/0rNrx9Cnt7oygs3NxMzh4dTvUrBRruJyRlMWbyDcr6guojTUpgRuRF+ITDgHYj6FVoMKdyflgTf/g1iboYdi8BiKTxGXE6QrxdvD29j2/YL4Nsdp5j3h922RaTsKMyIlIbABjDsE3h0PTTsUbj/whFY/Fd47zY4sFIL75UDXRrVYGzXBnZtL369m71JqQZVJFJxKcyIlKZa4fCXxfDANxB6c+H+0zvg86HwSV84tqns65NSNblnY9rWrWo7zsq1EDUvnsvZuQZWJVLxKMyIOEL9LvDXlXDvPKjRtHD/sY3wcW+Ydy+c3lX29UmpcDe7ET0iAn/vSra2g2fSmLZM/01FypLCjIijmEzQtB+M3QiD5oB/ncJj9v8P5nSCJY/ChaNlXqLcuNoB3rw+tLVd24K443yVcMKgikQqHoUZEUdzM0ObkTAhDvq8Bj7V/zTACtu/gFntYPlTkHbGkDKl5Hq3qMnojvXs2p5dsoMj59KNKUikglGYESkr7p5w62P5a9Tc/hx4+Nr3W3Lgl/fh3Taw+p/5t3eLy5jStyktQvxsx+nZeUyI3UpWbp6BVYlUDAozImXN0xe6Pg2TtkGHKDB72vfnpMP6N/IX3vspGnIyjKlTisXT3UzMyEgqexSsObTzRCozlu81sCqRikFhRsQolQOh98swYQtE/AVMf/p1zLgAK6dCdCRsmQt5ukPG2dWvXpl/Drbfaf3TjUdZsSvJoIpEKgaFGRGjBYTBwH/BuE3Q7K7C/ZdOwtcTYfatsOtLrVHj5AZHhDK0bahd21OLtnPioq6wiTiKwoyIs6jRBIb/Fx5aDfW7Fu4/fwAWPgDvd4NDqxVqnNiLA1vQoEZl23FKRg6TYuPJzdMK0CKOoDAj4mxC28IDy+C+LyEkonD/qQT472D4z11wfEtZVydF4OPhTszISDzcC15i4367wNur9htYlUj5pTAj4qwa3A4Pr4F7/gOBjQr3H1kPH94B8/8CZ/eVfX1yTc1q+fFC/+Z2bbPXHmLDgXMGVSRSfinMiDgzkwmaD8yfT3PXLPCrXXjMnq/z59N8OR4uJpZ9jXJVo9rXoW+rmrZjqxUen5/A2UtZBlYlUv4ozIi4ArM7RN4PE7ZCr5fBu6p9v9UCCZ/BrEj47llI11//zsBkMjFjSGtCq3rb2s6lZTF5QQIWi+Y8iZQWhRkRV1LJCzpG5a9Rc9vTUKmyfX9eNmz6V/7Ce2tfhaxLhpQpBfy9KxEzMhJ3N5Ot7ccD55iz7pCBVYmULwozIq7Iyx/ueC5/NeH2j4FbJfv+7Euwdkb+wnub5kCuPtYwUpuwAJ7u08SubebK/cQdTTaoIpHyRWFGxJVVCYI7X8tfeC98BGCy7798Hr57Bma1hfjPwaKl9Y3yUOeb6Nakhu04z2JlYmw8Fy9nG1iVSPmgMCNSHlStC4P/nb9Dd5O+hftTEuGrcTCnI+z5RmvUGMDNzcRbw8IJ9ivYvuJkSiZPL9qOVf89RG6IwoxIeRLcHEbEwl9XQt1OhfvP7oX5o+DDHnDkx7Kvr4ILrOLJO8Mj+MP0GVbsPs3cjUcNq0mkPFCYESmPwm6B0d/CqMVQs1Xh/hNxMLd//uJ7J+PLvr4KrEODQCbcYb9u0CvL97LzhHZJFykphRmR8spkgkY94JH1cPdHUO2mwmMOrc7fHmHhaDh3sKwrrLAmdm9E+/rVbMfZeRai5m0lLUubiYqUhMKMSHnn5gathsL4X6D/21ClZuExu5bCv26BrydB6smyr7GCMbuZePfeCKpV9rC1HT1/meeX7tD8GZESUJgRqSjMlaDdGJgYDz2m59/e/UfWPNjyKURHwIqpcFm3DTtSTX8v3hoWbtf2ZcJJFm05blBFIq5LYUakovHwgc6P5y+813kyuHvb9+dmwsbo/IX31r8B2elGVFkh3N40iIe71Ldre+GrXRw8o8UORYpDYUakovKuCj3+kb/wXru/gpu7fX9WCqz+Z36o+eUDyNV6KI7wVO+mhIcF2I4zcvKImhdPZo7WBBIpKoUZkYrOtyb0n5k/p6bl0ML96Wdg+ZMQ0w62LwCLpexrLMc83N2YdW8Evp4FYXJv0iVe+ma3gVWJuBaFGRHJF9gAhn4Ej/4IjXoV7r/4Gyx5GN7rAvu/18J7pahOoA+v3t3aru3zzcf4dvspgyoScS0KMyJir1ZrGLUQRi+HsPaF+0/vhHn3wMd94Lefy76+cqpf61qMbF/Hru2ZxdtJTL5sUEUirkNhRkSurF4nGPM9jPgCgpoX7k/cBJ/0gc/vgaQdZV9fOfRC/+Y0Cfa1HV/KyiUqNp7sXH20J3ItCjMicnUmEzS5Ex7bAIPfh4A6hccc+B7+3QUWPwTJh8u+xnLEq5KZmJEReFUqeGnelniRN1fsM7AqEeenMCMi1+dmhvDhELUF+r4JlWv8aYAVdiyEmJvh27/BpSRDyiwPGgX78uJdLe3a3l9/mDX7zhhUkYjzU5gRkaJz94BbHoaJCXDH8+DpZ99vyYVfP8xfeG/VdMi4aESVLm9Yu1AGtgmxa/vbgm0kpWQaVJGIc1OYEZHi86wCtz2Vv/Bexwng7mXfn3MZNsyEd8NhwzuQrUmsxWEymXh5cCvqBfrY2pLTs3l8fjx5Ft1FJvJnCjMiUnI+1aDXP2HCVoh8AExm+/7Mi7DqHzArEuI+gbwcQ8p0RVU83YkZGYmHueBletPhZGatPmBgVSLOSWFGRG6cf224KxrGb4bmgwr3XzoF3zyev5nlzsVaeK+IWtb2Z0rfpnZt0T8cYNPh8wZVJOKcFGZEpPRUbwT3zIVH1kKDOwr3Jx+GRWPg/a5wcJUW3iuC0R3r0bN5sO3YYoVJX8RzPi3LwKpEnIvCjIiUvpAIuG8p3L8Marct3J+0HT67G+YOgMRfy74+F2IymXhjaGtC/AvmJZ1OzeLJhduwaP6MCKAwIyKOdFNXeOgHGP4ZVG9SuP/oj/BRD4gdCWf2lH19LiLAx4PoERGY3Uy2tjX7zvLRhiMGViXiPBRmRMSxTCZoNgDG/QwDZ4NfaOEx+76F2R1g6Vi48FvZ1+gC2tWrxuSeje3aXvtuLwmJF40pSMSJKMyISNlwM0PEKJiwBXrPAJ/APw2wwrZ5MKst/O/vkHbWkDKd2diuDejcsLrtONdiZULsVlIzdZeYVGyGhpn169czYMAAQkJCMJlMfPnll3b9p0+fZvTo0YSEhODj40OfPn04cEC3JYq4tEpe0GFc/sJ73aaARxX7fksObP53/ho1a16BzFRDynRGbm4mZg4Pp3oVD1tbYnIGUxbvwKrJ1FKBGRpm0tPTCQ8PJyYmplCf1Wpl0KBBHD58mK+++or4+Hjq1q1Ljx49SE9PN6BaESlVXn7Q7Zn8hfduHQdmD/v+nHRY91p+qNkYAzla/RYgyNeLt4e3wVQwfYZvd5xi3i/HjCtKxGAmq5PEeZPJxNKlSxk0aBAA+/fvp0mTJuzcuZMWLVoAkJeXR1BQEK+99hoPPfTQFc+TlZVFVlbBLYupqamEhYWRkpKCn5/fFZ8jIk7g4jFY+ypsiwXrFdah8QvNDz/hI8DsXvb1OZnXv9vL7LWHbMee7m58FdWJpjX1OiflQ2pqKv7+/kV6/3baOTO/BxIvr4LbEc1mMx4eHmzYsOGqz5sxYwb+/v62R1hYmMNrFZFSEFAHBs2GsT9D0/6F+1OPw7IomNMBdi+r8GvUTO7ZmLZ1q9qOs3ItRM2L53J2roFViRjDacNM06ZNqVu3LlOmTOHChQtkZ2fz6quvkpSUxKlTp676vClTppCSkmJ7JCYmlmHVInLDgprCvZ/n39Jdr0vh/nP7YcF98MEdcHhtmZfnLNzNbkSPiMDfu5Kt7eCZNKYt22VgVSLGcNowU6lSJRYvXsz+/fupVq0aPj4+rF27ljvvvBOz2XzV53l6euLn52f3EBEXFNoOHvga/rIEaoUX7j+5Ff4zMP9xYkvZ1+cEagd48/rQ1nZtC+KO81XCCYMqEjGG04YZgLZt25KQkMDFixc5deoU3333HefPn6d+/fpGlyYiZcFkgobd4eG1MOxTqNag8JjDa/Ov0sy/D87uL+MCjde7RU1Gd6xn1/bskh0cOacbJaTicOow8zt/f39q1KjBgQMHiIuLY+DAgUaXJCJlyc0NWgzO38hywLvgW6vwmD3LYHZ7+CoKUo6XfY0GmtK3KS1CCq5Cp2fnMSF2K1m5eQZWJVJ2DA0zaWlpJCQkkJCQAMCRI0dISEjg2LH8WwwXLlzI2rVrbbdn9+zZk0GDBtGrVy8DqxYRw5grQdvRMDEeer4EXgH2/VYLxP8XoiPh++cgvWLsLu3pbiZmZCSVPQo+gt95IpUZy/caWJVI2TH01uy1a9dy++23F2p/4IEH+PTTT4mOjuaNN97g9OnT1KpVi/vvv5+pU6fi4eFxhbNdWXFu7RIRF5NxETbOgk2zIedy4X4PX+g0MX8dG88qhfvLmaXxx3li/ja7tvfva0uvFjUNqkik5Irz/u0068w4isKMSAVw6TSsfwO2fJq/gvCfVa4Btz2Vf1XH3bOsqytTTy7cxqItBR+z+XtXYvmkLtQO8DawKpHiKxfrzIiIFJlvMPR7E6J+hdbDAZN9f/pZ+N/TENMOtn0BlvI7l+TFgS1oUKOy7TglI4dJsfHk5l1hIUKRckJhRkTKj2r1Ycj78NgGaNyncP/FY7D0UZjTCfYuL5cL7/l4uBMzMhIP94KX97jfLvD2qop3p5dUHAozIlL+1GwJI+fDmO+hTofC/Wf3wBcj4KNecPTqK4q7qma1/Hihf3O7ttlrD7HhwDmDKhJxLIUZESm/6twKD/4PRi6E4JaF+4//Ap/2g8/uhlPbCve7sFHt69C3VcHEX6sVHp+fwNlLWdd4lohrUpgRkfLNZILGveDRH+Huj6BqvcJjDq6C926DRWPg/KHC/S7IZDIxY0hrQqsWTPw9l5bF5AUJWCzl7+M1qdgUZkSkYnBzg1ZDYfyv0O8tqBJceMzOxfCvW+DrxyH16nvAuQp/70rEjIzE3a1gQvSPB84xZ135CGwiv1OYEZGKxd0Dbn4of+G97i+Ap799vyUXtnwC0RGw8h+QccGYOktJm7AAnu7TxK5t5sr9xB1NNqgikdKnMCMiFZNHZejyN5iUAJ0eB3cv+/7cDPjpHXg3HH6cCdlXWJTPRTzU+Sa6NalhO86zWJkYG8/Fy9kGViVSehRmRKRi86kGPafnX6lp+yCYzPb9mSnww3SIbgO/fgh5V1iUz8m5uZl4a1g4wX4FCwaeTMnk6UXbKefrpkoFoTAjIgLgFwID3slfeK/l3YX7007Dt3+DmJthxyKwuNYidIFVPHlneAR/mD7Dit2nmbvxqGE1iZQWhRkRkT8KbABDP4ZH10PDHoX7LxyBxX/Nv/tp/wqXWnivQ4NAJtzRyK7tleV72XkixaCKREqHwoyIyJXUCoe/LIbR30LoLYX7T++AecPgk75wbFPZ11dCE7s3on39arbj7DwLUfO2kpaVa2BVIjdGYUZE5FrqdYa/roB7Y6FGs8L9xzbCx71h3r1welfZ11dMZjcT794bQbXKHra2o+cv8/zSHZo/Iy5LYUZE5HpMJmjaF8b+BIP+Df51Co/Z/7/8PZ+WPALJR8q+xmKo6e/FW8PC7dq+TDhpt9u2iCtRmBERKSo3M7QZARPi4M7Xwaf6nwZYYfv8/EnCy5+CtDOGlFkUtzcN4uEu9e3aXvhqFwfPXDKoIpGSU5gRESkud09o/2j+GjW3Pwcevvb9lhz45X14tw388FL+7d1O6KneTQkPC7AdZ+TkETUvnsycPOOKEikBhRkRkZLy9IWuT8OkbdAhCsye9v056fDjm/kL7/0UDTkZxtR5FR7ubsy6NwJfT3db296kS7z0zW4DqxIpPoUZEZEbVTkQer8ME7dCxH1g+tNLa8YFWDkVoiNhy1zIc547h+oE+vDq3a3t2j7ffIxvt7v+3lRScSjMiIiUFv9QGBgD4zZDs7sK9186CV9PhNntYddSp1l4r1/rWoxsbz+p+ZnF20lMdt0tHKRiUZgRESltNRrD8P/Cw6vhpm6F+88fhIWj4YPb4eAPTrHw3gv9m9MkuGDuz6WsXKJi48nOdY7AJXItCjMiIo5Suy3c/xXc9yWERBTuP5UAnw2BuQPgeFxZV2fHq5KZmJEReFUqeFvYlniRN1fsM7AqkaJRmBERcbQGt8PDa+Ce/0Bgo8L9R3+ED7vDF6PgzN6yr+//NQr25cW7Wtq1vb/+MGv2Oe8t5iKgMCMiUjZMJmg+EMZtgrtiwK924TF7v4E5HeDL8XAxsexrBIa1C2VgmxC7tr8t2EZSSqYh9YgUhcKMiEhZMrtD5H0wYSv0ehm8q9n3Wy2Q8BnMioTvpkD6uTItz2Qy8fLgVtQL9LG1Jadn8/j8ePIsxs/tEbkShRkRESNU8oKOUfkL7932NFSqbN+flw2bZuevUbP2Vcgqu5V5q3i6EzMyEg9zwVvEpsPJzFp9oMxqECkOhRkRESN5+cMdz+UvvNf+MXCrZN+fnQZrZ+SHmp9nQ25WmZTVsrY/U/o2tWuL/uEAmw6fL5OvL1IcCjMiIs6gSg248zWYsAXCRwIm+/7L5+H7KTCrLcR/DhbHbzkwumM9ejYPth1brDDpi3jOp5VNoBIpKoUZERFnUrUuDJ4DYzdCk36F+1MS4atxMKcj7PnaoWvUmEwm3hjamhB/L1vb6dQsnly4DYvmz4gTUZgREXFGwc1hxDz460qo27lw/9m9MP8v+bd0H1nvsDICfDyIHhGB2a3gStGafWf5aMMRh31NkeJSmBERcWZht8Dob+Avi6Fm68L9J7bkL7r338FwMt4hJbSrV43JPRvbtb323V4SEi865OuJFJfCjIiIszOZoGEPeGQdDP0Yqt1UeMyh1fB+N1jwAJwr/buOxnZtQOeG1W3HuRYrE2K3kpqZU+pfS6S4FGZERFyFmxu0vBvG/wL934YqNQuP2f0l/Ks9LJsIKSdK8UubmDk8nOpVPGxtickZTFm8A6sT7C0lFZvCjIiIqzFXgnZjYGI89Jief3v3H1nzYOvc/IX3VkyFy8ml8mWDfL14e3gbTH+40erbHaeY98uxUjm/SEkpzIiIuCoPH+j8eP4aNZ0ng7u3fX9uJmyMzl+jZv0bkJ1+w1+yS6MajO3awK7txa93szcp9YbPLVJSCjMiIq7Ouyr0+Ef+asI3PwRu7vb9Wamw+p/wbhv45QPIzb6hLze5Z2Pa1q1acPpcC1Hz4rmcnXtD5xUpKYUZEZHywrcm9HsLon6FVsMK96efgeVPQkw72Da/xAvvuZvdiB4Rgb93wWrFB8+kMW3ZrpJWLnJDFGZERMqbajfB3R/CYxugUe/C/Rd/g6WPwL+7wL7vSrTwXu0Ab14fan+r+IK443yVUHqTjkWKSmFGRKS8qtkKRi2AB/8HYbcW7j+zC2KHw8d94LeNxT597xY1Gd2xnl3bs0t2cOTcjc/NESkOhRkRkfKubkcY8x2MmA9BLQr3J26CT+6Ez4dB0o5inXpK36a0CPGzHadn5zEhditZuY7fO0rkdwozIiIVgckETfrAYz/CkA8goG7hMQdWwL87w+KHIPlwkU7r6W4mZmQklT3MtradJ1KZsXxvaVUucl0KMyIiFYmbGVrfA1Fx0PdNqBxUeMyOhRBzM3wzGS4lXfeU9atX5uXBrezaPt14lBW7rv9ckdKgMCMiUhG5e8AtD+cvvHfH8+DpZ99vyYW4j/Jv5141HTIuXvN0gyJqM7RtqF3bU4u2c+JiRunWLXIFCjMiIhWZZxW47an8hfc6TgR3L/v+3AzYMDN/4b0N70D25aue6sWBLWhQo7LtOCUjh0mx8eTmWRxUvEg+hRkREQGfatDrJZiwFSIfAJPZvj/zIqz6B0RHQNzHkFd4g0kfD3diRkbi4V7w1hL32wXeXrXfwcVLRacwIyIiBfxrw13R+ZtZthhcuD8tCb55Av51C+xcDBb7qy7NavnxQv/mdm2z1x5iw4FzjqxaKjiFGRERKax6Qxj2KTyyFhrcUbg/+TAsGgPvd4UDq+wW3hvVvg59WxXs6G21wuPzEzh7KcvxdUuFpDAjIiJXFxIB9y2F+5dB7baF+5O2w+d3w6f9IfEXAEwmEzOGtCa0asHGl+fSspi8IAGLpfirDYtcj8KMiIhc301d4aEfYPjnUL1J4f7fNsBHPSF2JJzZg793JWJGRuLuZrIN+fHAOeasO1SGRUtFoTAjIiJFYzJBs/4w7mcYOBv8wwqP2fctzO4ASx+jTZUUnu5jH3xmrtxP3NHkMipYKgqFGRERKR43M0SMgglboM+r4BP4pwFW2BYLs9rycNp7DGjobuvJs1iZGBvPxcvZZVuzlGsKMyIiUjLunnDr2Pw1arpNAY8q9v2WHEy/vEf06dFM9VlCFfLXqDmZksnTi7ZjLcFu3SJXojAjIiI3xtMXuj2TH2puHQ9mD7tuU85l/mpZxHrPx/mr+Vs8yWbF7tPM3XjUmHql3FGYERGR0lG5OvR5Jf/jpzZ/AZP9W0w1UxpTK33OGs/J3GNew2vLd7HzRIpBxUp5ojAjIiKlK6AODPoXjP0ZmvYv1B1iSub1Sh/wjflJFvwnhrTMwqsJixSHwoyIiDhGUFO49/P8W7rrdSnU3cDtFC9mvc75dzpjPbS27OuTckNhRkREHCu0HTzwdf7ie7XaFOqum7kX038Hwty74MSWsq9PXJ7JWs6nk6empuLv709KSgp+fn7Xf4KIiDiO1Qq7v+L811MJzDx25THN7oI7pkKNxgXPOR6Xv4ZNxkXwDoAm/fJDksl05XOIyyvO+7fCjIiIlLns7Gzej36Juy99Ri3TFRbRM7lBm1HQcij8MA1OxhceExIBg+ZAUDOH1ytlT2HmDxRmRESc07HzlxkS/QODc5czzn0ZVU1pxT+Jlz+M+V6Bphwqzvu35syIiIgh6gT6MP3udnyQ15/bst4hOncQl62exTtJZgp8Oc5u126peBRmRETEMP1a12Jk+zpcwoeZuffQNett5ln7YDWZi36Sk1s1cbiCU5gRERFDvdC/OU2CfQE4SwDPZt3P/zx7F+8ke79xQGXiKhRmRETEUF6VzMSMjMCrUsFb0oW0rOKdJONi6RYlLkVhRkREDNco2JcX72ppO06hcvFO4B1QugWJS1GYERERpzCsXSgD24QAsDKvbfGefIVtE6TiUJgRERGnYDKZeHlwK+oF+hBvbcg2y01Fe2JIJNQuZviRckVhRkREnEYVT3diRkbiYTbzZM5jpFh9rv0EL38YNFsrAVdwhoaZ9evXM2DAAEJCQjCZTHz55Zd2/WlpaURFRREaGoq3tzfNmjVjzpw5xhQrIiJlomVtf6b0bcoBayhDs6dd9QrNfvfGHB24RAvmCe5GfvH09HTCw8N58MEHufvuuwv1P/HEE6xZs4bPPvuMevXqsWLFCsaNG0dISAgDBw40oGIRESkLozvWY8Wu0/x8GAZmv0Qb0yF6mePwJ50UKrMirx0JmQ3wm3+eRWMv0fj/b+2WisnQMHPnnXdy5513XrX/559/5oEHHqBbt24APPLII7z33nvExcVdNcxkZWWRlVVwS19qamqp1iwiImUjJTPn///NRIK1IQm5DQuNSc3M5amF2/hyfCdM+qipwnLqOTOdO3dm2bJlnDhxAqvVypo1a9i/fz+9e199MaUZM2bg7+9ve4SFhZVhxSIiUhriEy+y+2TR/hjddjyFhMSLji1InJpTh5no6GiaN29OaGgoHh4e9OnTh9mzZ9O5c+erPmfKlCmkpKTYHomJiWVYsYiIlIaVu08Xa/yKYo6X8sXQj5muJzo6mk2bNrFs2TLq1q3L+vXrGTduHLVq1aJHjx5XfI6npyeensXcqExERJxKSkbO9QfdwHgpX5w2zGRkZPDss8+ydOlS+vXrB0Dr1q1JSEjgzTffvGqYERER1+fvXcmh46V8cdqPmXJycsjJycHNzb5Es9mMxWIxqCoRESkLPZsHF2t8r2KOl/LF0CszaWlpHDx40HZ85MgREhISqFatGnXq1KFr16489dRTeHt7U7duXdatW8d//vMfZs6caWDVIiLiaBFhAbQO9Wf78ZTrjg0P9adNWIDjixKnZbJarVajvvjatWu5/fbbC7U/8MADfPrppyQlJTFlyhRWrFhBcnIydevW5ZFHHuGJJ54o8i14qamp+Pv7k5KSgp+fX2l/CyIi4iD7T19i6JyNpGbmXnWMn5c7i8Z21Doz5VBx3r8NDTNlQWFGRMR17T99iScXbrviFZrwUH/eGBauIFNOFef922knAIuIiDQO9uWr8Z1ISLzIit2nScnIwd+7Er2aB9MmLEAL5QmgMCMiIk7OZDIRUacqEXWqGl2KOCmnvZtJREREpCgUZkRERMSlKcyIiIiIS1OYEREREZemMCMiIiIuTWFGREREXJrCjIiIiLg0hRkRERFxaeV+0bzfd2tITU01uBIREREpqt/ft4uy61K5DzOXLl0CICwszOBKREREpLguXbqEv7//NceU+40mLRYLJ0+exNfXV3t4VACpqamEhYWRmJiojUVFyhn9flcsVquVS5cuERISgpvbtWfFlPsrM25uboSGhhpdhpQxPz8/vdiJlFP6/a44rndF5neaACwiIiIuTWFGREREXJrCjJQrnp6e/OMf/8DT09PoUkSklOn3W66m3E8AFhERkfJNV2ZERETEpSnMiIiIiEtTmBERERGXpjAj5d7Ro0cxmUwkJCQYXYqIGKBevXq88847RpchDqQwI05p9OjRmEwmHnvssUJ948aNw2QyMXr06LIvTESu6fff3T8/Dh48aHRpUo4pzIjTCgsL44svviAjI8PWlpmZSWxsLHXq1DGwMhG5lj59+nDq1Cm7R/369Y0uS8oxhRlxWpGRkdSpU4clS5bY2pYsWUJYWBgRERG2tu+++47OnTsTEBBAYGAg/fv359ChQ9c89+7du+nbty9VqlQhODiY++67j3PnzjnsexGpSDw9PalZs6bdw2w28/XXX9O2bVu8vLy46aabmD59Orm5ubbnmUwm3nvvPfr374+Pjw/NmjXj559/5uDBg3Tr1o3KlSvToUMHu9/vQ4cOMXDgQIKDg6lSpQo333wzq1atumZ9KSkpPPLIIwQFBeHn58cdd9zBtm3bHPbzEMdTmBGn9uCDD/LJJ5/Yjj/++GPGjBljNyY9PZ3Jkyfz66+/8sMPP+Dm5sbgwYOxWCxXPOepU6fo2rUrbdq0IS4uju+++47Tp09zzz33OPR7EanIvv/+e/7yl78wceJEdu/ezXvvvcenn37Kyy+/bDfupZde4v777ychIYGmTZsycuRIHn30UaZMmUJcXBwAUVFRtvFpaWn07duXVatWER8fT+/evRkwYADHjh27Yh1Wq5V+/fqRlJTE8uXL2bJlC5GRkXTv3p3k5GTH/QDEsawiTuiBBx6wDhw40Hr27Fmrp6en9ciRI9ajR49avby8rGfPnrUOHDjQ+sADD1zxuWfOnLEC1h07dlitVqv1yJEjVsAaHx9vtVqt1qlTp1p79epl95zExEQrYN23b58jvy2Rcu+BBx6wms1ma+XKlW2PoUOHWrt06WJ95ZVX7Mb+97//tdaqVct2DFiff/552/HPP/9sBawfffSRrS02Ntbq5eV1zRqaN29unTVrlu24bt261rfffttqtVqtP/zwg9XPz8+amZlp95wGDRpY33vvvWJ/v+Icyv2u2eLaqlevTr9+/Zg7d67tL6rq1avbjTl06BBTp05l06ZNnDt3znZF5tixY7Rs2bLQObds2cKaNWuoUqVKob5Dhw7RuHFjx3wzIhXE7bffzpw5c2zHlStXpmHDhvz66692V2Ly8vLIzMzk8uXL+Pj4ANC6dWtbf3BwMACtWrWya8vMzCQ1NRU/Pz/S09OZPn0633zzDSdPniQ3N5eMjIyrXpnZsmULaWlpBAYG2rVnZGRc9+NpcV4KM+L0xowZY7us/K9//atQ/4ABAwgLC+ODDz4gJCQEi8VCy5Ytyc7OvuL5LBYLAwYM4LXXXivUV6tWrdItXqQC+j28/JHFYmH69OkMGTKk0HgvLy/bv1eqVMn27yaT6aptv//R8tRTT/H999/z5ptv0rBhQ7y9vRk6dOg1f/9r1arF2rVrC/UFBAQU7RsUp6MwI06vT58+them3r172/WdP3+ePXv28N5779GlSxcANmzYcM3zRUZGsnjxYurVq4e7u34FRMpCZGQk+/btKxRybtSPP/7I6NGjGTx4MJA/h+bo0aPXrCMpKQl3d3fq1atXqrWIcTQBWJye2Wxmz5497NmzB7PZbNdXtWpVAgMDef/99zl48CCrV69m8uTJ1zzf+PHjSU5OZsSIEfzyyy8cPnyYFStWMGbMGPLy8hz5rYhUWC+88AL/+c9/mDZtGrt27WLPnj3Mnz+f559//obO27BhQ5YsWUJCQgLbtm1j5MiRV538D9CjRw86dOjAoEGD+P777zl69CgbN27k+eeft00wFtejMCMuwc/PDz8/v0Ltbm5ufPHFF2zZsoWWLVvyxBNP8MYbb1zzXCEhIfz000/k5eXRu3dvWrZsyaRJk/D398fNTb8SIo7Qu3dvvvnmG1auXMnNN9/MrbfeysyZM6lbt+4Nnfftt9+matWqdOzYkQEDBtC7d28iIyOvOt5kMrF8+XJuu+02xowZQ+PGjbn33ns5evSobY6OuB6T1Wq1Gl2EiIiISEnpz1ARERFxaQozIiIi4tIUZkRERMSlKcyIiIiIS1OYEREREZemMCMiIiIuTWFGREREXJrCjIiIiLg0hRkRERFxaQozIiIi4tIUZkRERMSlKcyIiFNatGgRrVq1wtvbm8DAQHr06EF6ejoAn3zyCc2aNcPLy4umTZsye/Zs2/PGjBlD69atycrKAiAnJ4e2bdsyatQoQ74PEXE8hRkRcTqnTp1ixIgRjBkzhj179rB27VqGDBmC1Wrlgw8+4LnnnuPll19mz549vPLKK0ydOpW5c+cCEB0dTXp6Os888wwAU6dO5dy5c3aBR0TKF+2aLSJOZ+vWrbRt25ajR49St25du746derw2muvMWLECFvbP//5T5YvX87GjRsB+Pnnn+natSvPPPMMM2bM4IcffuC2224r0+9BRMqOwoyIOJ28vDx69+7NL7/8Qu/evenVqxdDhw4lNzeXoKAgvL29cXMruLCcm5uLv78/p0+ftrU9++yzzJgxg7///e+8+uqrRnwbIlJG3I0uQETkz8xmMytXrmTjxo2sWLGCWbNm8dxzz/H1118D8MEHH9C+fftCz/mdxWLhp59+wmw2c+DAgTKtXUTKnubMiIhTMplMdOrUienTpxMfH4+Hhwc//fQTtWvX5vDhwzRs2NDuUb9+fdtz33jjDfbs2cO6dev4/vvv+eSTTwz8TkTE0XRlRkSczubNm/nhhx/o1asXQUFBbN68mbNnz9KsWTOmTZvGxIkT8fPz48477yQrK4u4uDguXLjA5MmTSUhI4IUXXmDRokV06tSJd999l0mTJtG1a1duuukmo781EXEAzZkREaezZ88ennjiCbZu3Upqaip169ZlwoQJREVFATBv3jzeeOMNdu/eTeXKlWnVqhWPP/44d955J23btqVz58689957tvMNGTKE06dPs379eruPo0SkfFCYEREREZemOTMiIiLi0hRmRERExKUpzIiIiIhLU5gRERERl6YwIyIiIi5NYUZERERcmsKMiIiIuDSFGREREXFpCjMiIiLi0hRmRERExKUpzIiIiIhL+z+3PdLepr1rXwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# point plot\n",
    "sns.pointplot(data=tips, x='sex', y='total_bill',hue='smoker',ci=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c080128e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sex', ylabel='total_bill'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(data=tips, x='sex', y='total_bill',hue='smoker')  # the joining line is representing two error bars\n",
    "# basically used for comparison"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4ccb999",
   "metadata": {},
   "source": [
    "When there are multiple observations in each category, it also uses bootstrapping to compute a confidence interval around the estimate, which is plotted using error bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "2270e751",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sex', ylabel='count'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# countplot\n",
    "sns.countplot(data=tips,x='sex',hue='day')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36a51536",
   "metadata": {},
   "source": [
    "A special case for the bar plot is when you want to show the number of observations in each category rather than computing a statistic for a second variable. This is similar to a histogram over a categorical, rather than quantitative, variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3694e59d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x216761a4ee0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# faceting using catplot\n",
    "sns.catplot(data=tips, x='sex',y='total_bill',col='smoker',kind='box',row='time')"
   ]
  }
 ],
 "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}