Seaborn 1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "936bde65",
   "metadata": {},
   "source": [
    "# Seaborn\n",
    "• Provides a layer of abstraction hence simpler to use\n",
    "\n",
    "• Better aesthetic\n",
    "\n",
    "• more graphs included\n",
    "\n",
    "• Shorter code than matplotlib\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "799e3e29",
   "metadata": {},
   "source": [
    "## Seaborn Roadmap\n",
    "  Types of functions\n",
    "  \n",
    "• Figure level   #container-figure and Graphs- Axes\n",
    "• Axis level\n",
    "\n",
    "Main Classification\n",
    "\n",
    "• Relational Plots(Scatter and Linear plot)\n",
    "\n",
    "• Distribution Plot(Histogram, Kdeplot, Rugplot)\n",
    "\n",
    "• Categorical(Barplot, counter, BOx, Violin, Swangplot)\n",
    "\n",
    "• Matrix (Heat and clustermap)  \n",
    "\n",
    "• Regression \n",
    "\n",
    "• Multiplot(Joint and Pairplot)\n",
    "https://seaborn.pydata.org/api.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81ec0608",
   "metadata": {},
   "source": [
    " ## Relational Plot\n",
    "\n",
    "• to see the statistical relation between 2 or more variables.\n",
    "\n",
    "• Bivariate Analysis\n",
    "\n",
    "Plots under this section\n",
    "\n",
    "• scatterplot\n",
    "\n",
    "• lineplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b204ef02",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt     ##If needed\n",
    "import plotly.express as px      ##to import some dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f064ec08",
   "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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips= sns.load_dataset('tips')\n",
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a1259fbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 9,
     "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": [
    "## scatter plot  #axis level function\n",
    "sns.scatterplot(data=tips,x='total_bill',y='tip',hue='sex',style='time',size='size')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6337623e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f50f754b50>"
      ]
     },
     "execution_count": 6,
     "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": [
    "##Figure level\n",
    "sns.relplot(data=tips,x='total_bill',y='tip',kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "070ab691",
   "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>country</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>lifeExp</th>\n",
       "      <th>pop</th>\n",
       "      <th>gdpPercap</th>\n",
       "      <th>iso_alpha</th>\n",
       "      <th>iso_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>28.801</td>\n",
       "      <td>8425333</td>\n",
       "      <td>779.445314</td>\n",
       "      <td>AFG</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1957</td>\n",
       "      <td>30.332</td>\n",
       "      <td>9240934</td>\n",
       "      <td>820.853030</td>\n",
       "      <td>AFG</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1962</td>\n",
       "      <td>31.997</td>\n",
       "      <td>10267083</td>\n",
       "      <td>853.100710</td>\n",
       "      <td>AFG</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1967</td>\n",
       "      <td>34.020</td>\n",
       "      <td>11537966</td>\n",
       "      <td>836.197138</td>\n",
       "      <td>AFG</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1972</td>\n",
       "      <td>36.088</td>\n",
       "      <td>13079460</td>\n",
       "      <td>739.981106</td>\n",
       "      <td>AFG</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1699</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1987</td>\n",
       "      <td>62.351</td>\n",
       "      <td>9216418</td>\n",
       "      <td>706.157306</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1700</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1992</td>\n",
       "      <td>60.377</td>\n",
       "      <td>10704340</td>\n",
       "      <td>693.420786</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1701</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1997</td>\n",
       "      <td>46.809</td>\n",
       "      <td>11404948</td>\n",
       "      <td>792.449960</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1702</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Africa</td>\n",
       "      <td>2002</td>\n",
       "      <td>39.989</td>\n",
       "      <td>11926563</td>\n",
       "      <td>672.038623</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1703</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Africa</td>\n",
       "      <td>2007</td>\n",
       "      <td>43.487</td>\n",
       "      <td>12311143</td>\n",
       "      <td>469.709298</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>716</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1704 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          country continent  year  lifeExp       pop   gdpPercap iso_alpha  \\\n",
       "0     Afghanistan      Asia  1952   28.801   8425333  779.445314       AFG   \n",
       "1     Afghanistan      Asia  1957   30.332   9240934  820.853030       AFG   \n",
       "2     Afghanistan      Asia  1962   31.997  10267083  853.100710       AFG   \n",
       "3     Afghanistan      Asia  1967   34.020  11537966  836.197138       AFG   \n",
       "4     Afghanistan      Asia  1972   36.088  13079460  739.981106       AFG   \n",
       "...           ...       ...   ...      ...       ...         ...       ...   \n",
       "1699     Zimbabwe    Africa  1987   62.351   9216418  706.157306       ZWE   \n",
       "1700     Zimbabwe    Africa  1992   60.377  10704340  693.420786       ZWE   \n",
       "1701     Zimbabwe    Africa  1997   46.809  11404948  792.449960       ZWE   \n",
       "1702     Zimbabwe    Africa  2002   39.989  11926563  672.038623       ZWE   \n",
       "1703     Zimbabwe    Africa  2007   43.487  12311143  469.709298       ZWE   \n",
       "\n",
       "      iso_num  \n",
       "0           4  \n",
       "1           4  \n",
       "2           4  \n",
       "3           4  \n",
       "4           4  \n",
       "...       ...  \n",
       "1699      716  \n",
       "1700      716  \n",
       "1701      716  \n",
       "1702      716  \n",
       "1703      716  \n",
       "\n",
       "[1704 rows x 8 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " # Line plot\n",
    " gap =  px.data.gapminder() \n",
    "gap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "28877117",
   "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>country</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>lifeExp</th>\n",
       "      <th>pop</th>\n",
       "      <th>gdpPercap</th>\n",
       "      <th>iso_alpha</th>\n",
       "      <th>iso_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>37.373</td>\n",
       "      <td>372000000</td>\n",
       "      <td>546.565749</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1957</td>\n",
       "      <td>40.249</td>\n",
       "      <td>409000000</td>\n",
       "      <td>590.061996</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1962</td>\n",
       "      <td>43.605</td>\n",
       "      <td>454000000</td>\n",
       "      <td>658.347151</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1967</td>\n",
       "      <td>47.193</td>\n",
       "      <td>506000000</td>\n",
       "      <td>700.770611</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1972</td>\n",
       "      <td>50.651</td>\n",
       "      <td>567000000</td>\n",
       "      <td>724.032527</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1977</td>\n",
       "      <td>54.208</td>\n",
       "      <td>634000000</td>\n",
       "      <td>813.337323</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1982</td>\n",
       "      <td>56.596</td>\n",
       "      <td>708000000</td>\n",
       "      <td>855.723538</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1987</td>\n",
       "      <td>58.553</td>\n",
       "      <td>788000000</td>\n",
       "      <td>976.512676</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1992</td>\n",
       "      <td>60.223</td>\n",
       "      <td>872000000</td>\n",
       "      <td>1164.406809</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1997</td>\n",
       "      <td>61.765</td>\n",
       "      <td>959000000</td>\n",
       "      <td>1458.817442</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>2002</td>\n",
       "      <td>62.879</td>\n",
       "      <td>1034172547</td>\n",
       "      <td>1746.769454</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>2007</td>\n",
       "      <td>64.698</td>\n",
       "      <td>1110396331</td>\n",
       "      <td>2452.210407</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    country continent  year  lifeExp         pop    gdpPercap iso_alpha  \\\n",
       "696   India      Asia  1952   37.373   372000000   546.565749       IND   \n",
       "697   India      Asia  1957   40.249   409000000   590.061996       IND   \n",
       "698   India      Asia  1962   43.605   454000000   658.347151       IND   \n",
       "699   India      Asia  1967   47.193   506000000   700.770611       IND   \n",
       "700   India      Asia  1972   50.651   567000000   724.032527       IND   \n",
       "701   India      Asia  1977   54.208   634000000   813.337323       IND   \n",
       "702   India      Asia  1982   56.596   708000000   855.723538       IND   \n",
       "703   India      Asia  1987   58.553   788000000   976.512676       IND   \n",
       "704   India      Asia  1992   60.223   872000000  1164.406809       IND   \n",
       "705   India      Asia  1997   61.765   959000000  1458.817442       IND   \n",
       "706   India      Asia  2002   62.879  1034172547  1746.769454       IND   \n",
       "707   India      Asia  2007   64.698  1110396331  2452.210407       IND   \n",
       "\n",
       "     iso_num  \n",
       "696      356  \n",
       "697      356  \n",
       "698      356  \n",
       "699      356  \n",
       "700      356  \n",
       "701      356  \n",
       "702      356  \n",
       "703      356  \n",
       "704      356  \n",
       "705      356  \n",
       "706      356  \n",
       "707      356  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df = gap[gap['country'] == 'India']\n",
    "temp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0380bd2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='year', ylabel='lifeExp'>"
      ]
     },
     "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": [
    " #axes level function\n",
    "sns.lineplot(data=temp_df, x='year', y='lifeExp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6f640798",
   "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>country</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>lifeExp</th>\n",
       "      <th>pop</th>\n",
       "      <th>gdpPercap</th>\n",
       "      <th>iso_alpha</th>\n",
       "      <th>iso_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>50.917</td>\n",
       "      <td>56602560</td>\n",
       "      <td>2108.944355</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1957</td>\n",
       "      <td>53.285</td>\n",
       "      <td>65551171</td>\n",
       "      <td>2487.365989</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1962</td>\n",
       "      <td>55.665</td>\n",
       "      <td>76039390</td>\n",
       "      <td>3336.585802</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1967</td>\n",
       "      <td>57.632</td>\n",
       "      <td>88049823</td>\n",
       "      <td>3429.864357</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1972</td>\n",
       "      <td>59.504</td>\n",
       "      <td>100840058</td>\n",
       "      <td>4985.711467</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1977</td>\n",
       "      <td>61.489</td>\n",
       "      <td>114313951</td>\n",
       "      <td>6660.118654</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1982</td>\n",
       "      <td>63.336</td>\n",
       "      <td>128962939</td>\n",
       "      <td>7030.835878</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1987</td>\n",
       "      <td>65.205</td>\n",
       "      <td>142938076</td>\n",
       "      <td>7807.095818</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1992</td>\n",
       "      <td>67.057</td>\n",
       "      <td>155975974</td>\n",
       "      <td>6950.283021</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1997</td>\n",
       "      <td>69.388</td>\n",
       "      <td>168546719</td>\n",
       "      <td>7957.980824</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>2002</td>\n",
       "      <td>71.006</td>\n",
       "      <td>179914212</td>\n",
       "      <td>8131.212843</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>2007</td>\n",
       "      <td>72.390</td>\n",
       "      <td>190010647</td>\n",
       "      <td>9065.800825</td>\n",
       "      <td>BRA</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>67.500</td>\n",
       "      <td>69145952</td>\n",
       "      <td>7144.114393</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1957</td>\n",
       "      <td>69.100</td>\n",
       "      <td>71019069</td>\n",
       "      <td>10187.826650</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1962</td>\n",
       "      <td>70.300</td>\n",
       "      <td>73739117</td>\n",
       "      <td>12902.462910</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1967</td>\n",
       "      <td>70.800</td>\n",
       "      <td>76368453</td>\n",
       "      <td>14745.625610</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1972</td>\n",
       "      <td>71.000</td>\n",
       "      <td>78717088</td>\n",
       "      <td>18016.180270</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1977</td>\n",
       "      <td>72.500</td>\n",
       "      <td>78160773</td>\n",
       "      <td>20512.921230</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1982</td>\n",
       "      <td>73.800</td>\n",
       "      <td>78335266</td>\n",
       "      <td>22031.532740</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1987</td>\n",
       "      <td>74.847</td>\n",
       "      <td>77718298</td>\n",
       "      <td>24639.185660</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1992</td>\n",
       "      <td>76.070</td>\n",
       "      <td>80597764</td>\n",
       "      <td>26505.303170</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1997</td>\n",
       "      <td>77.340</td>\n",
       "      <td>82011073</td>\n",
       "      <td>27788.884160</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>2002</td>\n",
       "      <td>78.670</td>\n",
       "      <td>82350671</td>\n",
       "      <td>30035.801980</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Europe</td>\n",
       "      <td>2007</td>\n",
       "      <td>79.406</td>\n",
       "      <td>82400996</td>\n",
       "      <td>32170.374420</td>\n",
       "      <td>DEU</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>37.373</td>\n",
       "      <td>372000000</td>\n",
       "      <td>546.565749</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1957</td>\n",
       "      <td>40.249</td>\n",
       "      <td>409000000</td>\n",
       "      <td>590.061996</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1962</td>\n",
       "      <td>43.605</td>\n",
       "      <td>454000000</td>\n",
       "      <td>658.347151</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1967</td>\n",
       "      <td>47.193</td>\n",
       "      <td>506000000</td>\n",
       "      <td>700.770611</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1972</td>\n",
       "      <td>50.651</td>\n",
       "      <td>567000000</td>\n",
       "      <td>724.032527</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1977</td>\n",
       "      <td>54.208</td>\n",
       "      <td>634000000</td>\n",
       "      <td>813.337323</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1982</td>\n",
       "      <td>56.596</td>\n",
       "      <td>708000000</td>\n",
       "      <td>855.723538</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1987</td>\n",
       "      <td>58.553</td>\n",
       "      <td>788000000</td>\n",
       "      <td>976.512676</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1992</td>\n",
       "      <td>60.223</td>\n",
       "      <td>872000000</td>\n",
       "      <td>1164.406809</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1997</td>\n",
       "      <td>61.765</td>\n",
       "      <td>959000000</td>\n",
       "      <td>1458.817442</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>2002</td>\n",
       "      <td>62.879</td>\n",
       "      <td>1034172547</td>\n",
       "      <td>1746.769454</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>2007</td>\n",
       "      <td>64.698</td>\n",
       "      <td>1110396331</td>\n",
       "      <td>2452.210407</td>\n",
       "      <td>IND</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     country continent  year  lifeExp         pop     gdpPercap iso_alpha  \\\n",
       "168   Brazil  Americas  1952   50.917    56602560   2108.944355       BRA   \n",
       "169   Brazil  Americas  1957   53.285    65551171   2487.365989       BRA   \n",
       "170   Brazil  Americas  1962   55.665    76039390   3336.585802       BRA   \n",
       "171   Brazil  Americas  1967   57.632    88049823   3429.864357       BRA   \n",
       "172   Brazil  Americas  1972   59.504   100840058   4985.711467       BRA   \n",
       "173   Brazil  Americas  1977   61.489   114313951   6660.118654       BRA   \n",
       "174   Brazil  Americas  1982   63.336   128962939   7030.835878       BRA   \n",
       "175   Brazil  Americas  1987   65.205   142938076   7807.095818       BRA   \n",
       "176   Brazil  Americas  1992   67.057   155975974   6950.283021       BRA   \n",
       "177   Brazil  Americas  1997   69.388   168546719   7957.980824       BRA   \n",
       "178   Brazil  Americas  2002   71.006   179914212   8131.212843       BRA   \n",
       "179   Brazil  Americas  2007   72.390   190010647   9065.800825       BRA   \n",
       "564  Germany    Europe  1952   67.500    69145952   7144.114393       DEU   \n",
       "565  Germany    Europe  1957   69.100    71019069  10187.826650       DEU   \n",
       "566  Germany    Europe  1962   70.300    73739117  12902.462910       DEU   \n",
       "567  Germany    Europe  1967   70.800    76368453  14745.625610       DEU   \n",
       "568  Germany    Europe  1972   71.000    78717088  18016.180270       DEU   \n",
       "569  Germany    Europe  1977   72.500    78160773  20512.921230       DEU   \n",
       "570  Germany    Europe  1982   73.800    78335266  22031.532740       DEU   \n",
       "571  Germany    Europe  1987   74.847    77718298  24639.185660       DEU   \n",
       "572  Germany    Europe  1992   76.070    80597764  26505.303170       DEU   \n",
       "573  Germany    Europe  1997   77.340    82011073  27788.884160       DEU   \n",
       "574  Germany    Europe  2002   78.670    82350671  30035.801980       DEU   \n",
       "575  Germany    Europe  2007   79.406    82400996  32170.374420       DEU   \n",
       "696    India      Asia  1952   37.373   372000000    546.565749       IND   \n",
       "697    India      Asia  1957   40.249   409000000    590.061996       IND   \n",
       "698    India      Asia  1962   43.605   454000000    658.347151       IND   \n",
       "699    India      Asia  1967   47.193   506000000    700.770611       IND   \n",
       "700    India      Asia  1972   50.651   567000000    724.032527       IND   \n",
       "701    India      Asia  1977   54.208   634000000    813.337323       IND   \n",
       "702    India      Asia  1982   56.596   708000000    855.723538       IND   \n",
       "703    India      Asia  1987   58.553   788000000    976.512676       IND   \n",
       "704    India      Asia  1992   60.223   872000000   1164.406809       IND   \n",
       "705    India      Asia  1997   61.765   959000000   1458.817442       IND   \n",
       "706    India      Asia  2002   62.879  1034172547   1746.769454       IND   \n",
       "707    India      Asia  2007   64.698  1110396331   2452.210407       IND   \n",
       "\n",
       "     iso_num  \n",
       "168       76  \n",
       "169       76  \n",
       "170       76  \n",
       "171       76  \n",
       "172       76  \n",
       "173       76  \n",
       "174       76  \n",
       "175       76  \n",
       "176       76  \n",
       "177       76  \n",
       "178       76  \n",
       "179       76  \n",
       "564      276  \n",
       "565      276  \n",
       "566      276  \n",
       "567      276  \n",
       "568      276  \n",
       "569      276  \n",
       "570      276  \n",
       "571      276  \n",
       "572      276  \n",
       "573      276  \n",
       "574      276  \n",
       "575      276  \n",
       "696      356  \n",
       "697      356  \n",
       "698      356  \n",
       "699      356  \n",
       "700      356  \n",
       "701      356  \n",
       "702      356  \n",
       "703      356  \n",
       "704      356  \n",
       "705      356  \n",
       "706      356  \n",
       "707      356  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp_df = gap[gap[\"country\"].isin(['India','Brazil','Germany'])]\n",
    "temp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "694a1bca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f510bd6bc0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 613.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(kind='line',data=temp_df, x='year', y='lifeExp',hue='country')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b1981116",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='year', ylabel='lifeExp'>"
      ]
     },
     "execution_count": 24,
     "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.lineplot(data=temp_df, x='year', y='lifeExp',hue='country',style='continent')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ead934d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f510d73f70>"
      ]
     },
     "execution_count": 26,
     "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": [
    "# facet plot -> figure level function -> work with relplot\n",
    "# it will not work with scatterplot and lineplot\n",
    "sns.relplot(data=tips, x='total_bill',y='tip', kind='scatter',col='smoker',row='sex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a334b99a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1f50e53eb30>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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fXV5Tp4IDZaZV5mNy0pTeI1Y2q0WZKfH65SVn6pYLG5QQGyVD0hdHjuu0ntaQY6nNyh4kAIDupbl3uHH3lq8OnUR3JrSdnn32WaWnp2vz5s0aO3asDMPQE088oV//+tf6/ve/L0l6/vnn1bt3b7300ku68cYbZbfb9fTTT+uFF17Q+PHjJUl/+9vflJmZqX/961+65JJLtGvXLr377rvauHGjRowYIUn685//rJEjR+qLL77QgAED9P777+vzzz/XgQMHlJGRIUl69NFHNWvWLD3wwANKSko6iUcGABBu/k4SoiMjfJLfztYs4wf2Dlhd/vDVZ7uS8sE2Ke1K1YQAgPAItNlXV6sAS4qL0TP5+7RsWq4kecTWvOxU/fbywbJZLTpUVq07X9nukQQYk5OmJVcOUR8qyQEAMNWSO9ycd28VVzg8Wr10xwS61MHbuXiz2+2SpJ49m3Zc37dvn44cOaKJEye6xsTGxmrcuHH6+OOPJUmbN29WXV2dx5iMjAwNHjzYNebf//63bDabK4EuSeeff75sNpvHmMGDB7sS6JJ0ySWXqLa2Vps3b26jbwwAOJm8b/HO7pXocwtblaNB81YWaFCGzW+1nNSUSK+srdeDVw3V2Jy0oJuUWqIjtfdoBW1dAAAuzou7/jb76moVYGmJFg3vn6J5KwuU2y/F1Sbt6ZnDNXlohlKsMaa3oa/fXaxfrdlODAUAIICW3uFms1p0RnqiR6uX7qpDV6K7MwxDt956q0aPHq3BgwdLko4cOSJJ6t27t8fY3r17a//+/a4xFotFKSkpPmOcrz9y5IjS09N9PjM9Pd1jjPfnpKSkyGKxuMb4U1tbq9raWtfP5eXlIX1fAEATe5VDxRUOldfUKSk+RmkJbXvl2/sWb3+3sA3vn6L6hsDV5eXVdTq9V6KWT8tVWVWdxuSk+b19Li87VW/vOKIVH+5ho9EgiKkAupuuXgHmHuPvmjRImwtL9ds3P3dtZOZ+wWBvUYUrjlotUZo9Oku5mcmqrW9UXEyUyqrqusxxORmIqQDQsYV7Hdyd7nBrK50miX7zzTdr27Ztys/P93kuIiLC42fDMHwe8+Y9xt/4lozxtmTJEt17770B5wIA8M/f7uEnO9HsL4GRGBetL49WBHyd80q+Mym/1E8yPi87VdflZWneygJJ37aCWT4tl0SAH8RUAN1RV+nf7Z0MiIuO1D2v79S/dhW5xozNSdPb88aovNqhhFjPCwbO29CdbdW89yQZcyLhzoXo0BBTAaDjaot1MD3OW69TJNFvueUWvf766/roo4906qmnuh7v06ePpKYq8b59+7oeLyoqclWN9+nTRw6HQ6WlpR7V6EVFRRo1apRrzDfffOPzuUePHvV4n02bNnk8X1paqrq6Op8KdXcLFy7Urbfe6vq5vLxcmZmZIX93AOiuzG7bbo9Es3cC48ujFapyNGhMdprW7/G9kj/Gz5V892R8aZVD9uqmTdTmrSxwVdxJbDQaCDEVAE6e5lTABRvrLxkwOjtVs/Ky9PHeElcc/Gh3sX7z2g6/Md55G/rs0Vl+9yRZz4XoZiGmAkD7CRQ323Id3NI73E723eEdVYdOohuGoVtuuUVr1qzR//7v/yorK8vj+aysLPXp00cffPCBcnObNqFxOBxat26dli5dKkkaNmyYYmJi9MEHH+iaa66RJB0+fFg7duzQQw89JEkaOXKk7Ha7PvnkE5133nmSpE2bNslut7sS7SNHjtQDDzygw4cPuxL277//vmJjYzVs2DDT7xAbG6vY2NgwHhUA6B6au3t4W3M/cYi3RKmkolazR2epUYbPBmj3Tj3L79ycyfiCwlLNef4z089io1H/iKkAcHI0pwIu2FizZED+nhIZakqKu1eUm8V4523ouZnJPpt+B3stfBFTAaB9BIubbb0O9i4Qs1c5tLeoolkXwrtrG9IOnUS/6aab9NJLL+m1115Tjx49XL3HbTab4uPjFRERofnz52vx4sXKyclRTk6OFi9eLKvVqunTp7vGzpkzRwsWLFBqaqp69uyp2267TUOGDNH48eMlSQMHDtSll16q66+/Xk899ZQk6YYbbtDkyZM1YMAASdLEiRM1aNAgzZgxQw8//LCOHTum2267Tddff72SkpLa4egAQNfWkt3DncJ9pdzfiUNedqrmjM7SeVk9NTsvS7X1jbLFx6imriHAOzVp6aYuAACYCVfsa04FXChjAyUDNuwp0ey8LJ/H/cV4523ouw4H7t3NhWgAQEcVStxszTq4ucwS5PddPlj2aoeSrRbdtWaHz93X3bUNaYdOov/hD3+QJF1wwQUejz/77LOaNWuWJOn2229XdXW15s6dq9LSUo0YMULvv/++evTo4Rr/+OOPKzo6Wtdcc42qq6t18cUX67nnnlNUVJRrzIsvvqh58+Zp4sSJkqSpU6dqxYoVruejoqL01ltvae7cucrLy1N8fLymT5+uRx55pI2+PQB0by1NNIf7Srm9yqE7/rnN58TBWX2e2y/Fo6r8pZ+MUGpC4BMJNnUBAIRTOGNfcyrgQhkbLBlQW++7UbdZjM9IjldlbX3A9+NCNACgowolbp6sgqtACf1fv7pduf1SlJuZ7Ld9qft8SaJ3EIZhBB0TERGhRYsWadGiRaZj4uLitHz5ci1fvtx0TM+ePfW3v/0t4Gf169dPb775ZtA5AUBH0ln7l7Uk0dwW/eOOlNeYnjj4q6CLjYkM+hls6gIACJdwx77mVMCFMjZYMiA2OtLj52AXk9N7xHIhGgDQKYUSN7PSEtokznnnBRobjaB3ivm70O093+6kQyfRAQCt05n7l7Uk0Rzu/nH2KocOllYHHON9YpEcH9r7t3RTFwAA3IU79jWnAi6UsYEuio/OTlXBgTLXz/5ivL9iAC5EAwA6o1DiZlsUXPnLCzw9c3jA19TWN/pc6PY33+6EJDoAdFFtuav3ydLcRHO4+8cVVziCjnE/sWhuZYD3pi4AADRXuGNfc+4EC2VsoGTA4iuHyNHQqPFnpvuN8WbFAEuvGsqFaABApxNqjA1nwZVZXiCY2OhIFRwoU152qquVqdl8uwuS6ADQRbX1rt4nS3MSzeHuH1deUxfwxGFMdqq2f23XzRdla9TpqYqNjlRxpcM1bwAA2lq4Y19zKuBCHduSZECgYoA7ThQDnJGe2KzvBgBAe2pujA3HmtIsLxBonZt34k6xZ/L3adm0XEnyGNdd7/4iiQ4AXdTJ3NW7owj3hp1JcTGmJw552am674rBMgzpntd2aMWHezw+qzO0zAEAdH5tsVl1oKS3v/YqoSTIm5sM6CrFAAAAuDtZbT2d8bqk0qFnZn1XWwpL9Uz+PlU5GiTJtc6NjIjwiLd52am6Li9L81YWqMrRoHkrC3TXpIH6xfjvqNGQUhMs3fbuL5LoANBFnaxdvTuScPePS0u0aHj/FM1bWaDZo7Ncm6vERkeq6HitEizRWvCP/9N6r6v3nallDgCgc2urzar9Jb0D7bUS7qrwUIoBOuvm6QCA7q2t23r6i9d52alaNi3XlRx3JsjfmTdG9Y2GjtfUKc4SpS37S11jJCm3X7LSk+L042c+0Rs3j+7Wd4GRRAeALqotKtM6g3Be2XdPTHhXmi+9aqgqauupkgMAtLuTUdX2TXmNviqu1LTz+um6vCxXRVtbXTgOVgwQb4nSzSsLtHl/qWaPzlJuZrK+Kq5UZopVvZNiib8AgG7JrB2a867q2aOzXGvb4f1TlGyNccVMe5VDERERWj4t11U8VnCgTPNWFmh4/5Qum0MIFUl0AOii2qoyrTMxJCmide/hLzGRGBetytr6oBuPdsWWOQCAjqktq9oOlVXrjn963nnlXtHWFheOgxUDbCks0+b9pVo2LVfPbthHWzUAABS4HdqGPSWanZclybwP+7jv9OrWOYRAIgzDMNp7Et1JeXm5bDab7Ha7kpKS2ns6AMKkI99O7JxbW/Zbay/+jnuVo0G3e115nzAwXYumnqWausZW/47cb417euZwzXn+M9Oxa28d161vd2trxFQAaHv2KoduXlngd0Gel52q3H4pWvHhHr06d5TO6ZcS1s8+VFbtdyF/3+WDddmy9Zo9OksFhaV+N0Ubm5NGW7VmIKYCQOfm3gO9orbepwe6099vHBm0r3lXziG0BpXoANBKgfqDdoQKqLbut9ZezI773AuztXl/qesxqyVKPzivn25fvc1nR/Hm/o68b40LtKP56OxUxcVEtuSrAQDQYYRa0dYWe62Ytan5qqRSVY4G5WYme1Sgu6OtGgCguwilB7pTaoIlaKFXV80htBarewBoBbN+Y87+oPaqwO0+2pq9yqG9RRUqKCzV3qMV7T6fcAl03Jd/uFuzR2e5Hps9OkvPbtjnk+huye/IO5HwTP4+XZeXpbzsVI9xY7LTdPfkQTpYWqVvymua89UAAOhQgm3wWVvf2KZ7rdisTYv9c/ql6Iz0RNmsFiXGxrg+OxDaqgEAujJ7lUP7iyubWq756YH+7IZ9Hmvjrrw32slAJToAtEKg6qz2roDq6BXyrRFqVZyksFapeScSnDuazx6dpdl5WUqMjVZ9o6F/f1miK5/8WFWOBo050T+usx9zAED3FGyDz+T4mJPeJ9XZLz02OnBNWFtUxwMA0NZCaRfrXO/PGnWax54l7oL1QEfzkEQHgFYIVp3VXhVQwSrkO3uP0FCq4vz9f3+a8zvyl0iocjS4kvQv/mSErv3LJo/n13eRYw4A6J4CbfA5JidNZ6QnqndS3Emdk3Pz9HX/PWraVo1qOwBAZxRKMZy9yqF1/z2qWaNOk9USOLXbIy5Ga28dR1/zMKCdCwC0QrDqrPaqgAqlQr4zC3bc3SvTwlml5kwk+DMmO03//tJ/BcBn+0tVVlXXJVvrAAC6NmfC2jv+jclJ028vH6y4IHE2kNa0nctIjtdlg/vogSuGaIzX3Ki2AwB0RqG2iy2tqtOb2w5pzvOfqcpRH/A9nT3QiYmtRyU6ALRCoOqs9qyA6qgV8uESrCqu6Hit6+eCA2UanZ2q/DBUqTkTCXeu3ubx2aOzU3XX5IG68smPfV5jtURp2bRc3fXqdo/b7LpKax0AQNfn3ODzSHmNDpZWS2qKr5ctW6/h/VNaFM/C0XbOufHZCj+bj5IsAICOI5T2JAi9GO7uV7e77sIqOFDGXVknCUl0AGgFs6Rqe1dAddQK+XAxO+7OqjirJUprbx2n4ydO0n44PFO/WrM9LL8jZyLBfbEeFxOpA8eqPHY9dwq2sSltXgAAncX9b+0KS6u4cLedcybTAQAdT1feqyvcQi2Gcy/OeiZ/n5ZNy5UkjzVne+ckuiKS6ADQSv6Squ1dAWVWqW21ROnuyYPUaBgqKCzt1FUAoVTFnZGe6Bofzt+Rv8V6dFSkxuSk+SQEwrmxKQAA4dLcqsBwbqZeVlWnWaNO07Tz+ikuJkpbCkv1TP4+VTkaiI0A0IV09b26wi2UYjjvRHuVo0HzVhZo9ugszc7LUkJstFITLErvEcuxDTOS6AAQBh2tAspfpbbVEqVnZn1Xv/9wjxa+st01trNXAYRaFRfq76iltxr2TorTUj/V8cF09tY6AIDOpyVVgeFqFXeorNqnxVledqqWTcvVvJUFqnI0EBsBoIsI5wXY7qCl7WKrHA2uwq335o9RTu8ebTrP7ookOgB0Ud4V8ilWi+56dYfW7+mcVQD+ktslleE9KWvtrYb+7kpoNIyAr+nsrXUAAJ1LS6sCw9EqzvXZXi3OnLefzx6dpRUf7iE2AkAX0dX36gq3UNvFBkq090mKO2nz7W5IogNAF+Zefb23qMInge7U0asAzJLb90w9S1ZLlN9e5FLzTsrCdauhd8W7vcrRITefBQB0Ty2pCrRXOdRoGHp65nBFRER4tF+RQo9n/j7baonS7NFZys1MVoIlWnlnpCoxjmUqAHQFXX2vrraQcKIFa1l1nRItUbJaopVsjfG4w7oj7svWHXB2AgDdRGetAgiU3F70+k5X1Zo/oZ6U2ascOmyv0bTz+um6vCyf5EBrLjJwkgMAHU9LW3edbG0xz+aeD/i7kO3efmV4/5SQ45n3Z1stUVo2LVfPbtjnEcudG4WnuCUNAACdT0vbk3RXge6Mtlm/HdcR92XrDkiiA0A30VmrAAJVzK3fXayfjTvDbxI91JOyYMkBZyK9NRcZOMkBgI6jta27wilQkryt5tmc8wGzC9kb9pQoMiJC78wb41Ed19zPnj06S89u2Odq5+K0fnexfv3qdk0emqFx3+nVafdtAYDujoKi0DX3zuiOti9bd0ASHQC6ic5aBRCsYi42JtL1vZy3hI86PVWx0ZEqrnRIkunJRaDkgCSPKvek+JhWVQRykgMA7S9crbvCIVCSPMES1WbzbM75QLAL2fWNRrPm4f3ZuZnJpneTbdhTotl5WZ1i3xYAgDkKikLDJqwdH0l0AOgmOksVgHeiuqfVErDveXK8Rcun5aqk0iFD0qLXdngsyANV7QU6UXEu3iVpwsB0WaIidfPKgg5RuQgAaJmOskANlsy/e/KgNptnc84HwtUKzj223zVpkDYXluq3b36u2vrGgK+rrW8kcQAAXQAFRcF11var3QlJdADoRjp6FYBZVd4zs76r2c996pNId1bMOed/88oCrfe6JTxQ1V6wE5Xa+kaNzUnToqln6c5XtneIykUAQMt1lAVqsGR+WXXbzjPU84FwtIIzi+1vzxuj6rr6gK+NjY6UROIAANB1mN3d3Fnbr3YnJNEBoJvpqFUAgaryDEl3Tx6kha9sdz3uXTHXkurCYCcqp6cluJIMHaFyEQDQOh1lgRosmZ9giQr4fDjmGcr5QGtbwQWK7b95bYcevvps0/fPy05VwYEySSQOAAAdU3PbfQZq5dZZ2692J5HtPQEAAKTgfVeH90/R2lvH6dW5o7T21nFaPi1Xfd3aqLSkutB5ouLP2Jw09bXFSZJq6xv05LXn6plZ39XNF2XL6pXcoEIOADqHYH/3T9YCNVgyP8ES3SHm6Wz94j2XUFvBBbsIXVFT7/f987JTdV1elp7J30fiAADQIR0qq9bNKwt08WPrdOWTH+viR9fplpUFOlRW7Xd8sFZukloVc9H2qEQHAHQIwZLglbX1OqdfiunzLakuDNQX9qGrhqrS0eBzopOXnapl03I1b2WBq70MFXIA0Dl0lP1BglWbJVtj2mWe/irqWtMKLpQL3GekJ2r5tFwdKa/RwdKmxEPBgTLNW1mg4f1TSBwAADqclmxUHsrdzc6Y2FHbr3Z3JNEBACdVa3vAmb2+pbe/mSUHJPlsJCo1bTgqSbNHZ2nFh3uokAOATqYj7A8SSjLfZlWbztM9ntriY2SJitTCNdtNN9BuyeeGGtudrWX6JMWpuMKh1ASLrjznFBIHAIAOx17l0GF7jaad10/X5WVpS2Gpnsnf5yqwMmv3GezCsv3Efigdtf0qSKIDAE6i1vaAC/T6jOT4Flft+TtR2VtUYVopsGFPiWbnZXFrHQB0Uh1hgRpKMr+t5ukdT2++KFsFhaWuC8VOrd1Au7kXuDvC7wUAADP+1qP+7lT21+4z2IXlmroG7TtaoajICNniY4iHHRBJdADASRHKLW/+kuBjctJ03+WDVVvfqN+8tsPv6+9YvU2PXH12WKsLg1UK2OJjWpxUAABAap+ksb94nJuZrBUf7vE7/qPdxTpkr9F/iyqUHB+j9B6xIc+5o7TPAQCgtczWs953Kkv+230GurCcl52qj78sUUFhqSYN6avTeyWqf0+rxx5gaH8k0QEAJ0VzesB590W9bNl6DeufopmjTtPHe0tcV/id1u8u1t6iCjU0Gi2+5dxbsEqBFKrlAACdkL94XFvfGPA1+4orNffFLZKaLm4vPXEHWCg6QvscAABaK9B61nmnsmTeStR5YdlfJft1eVmuSvbZeVla/uFuTR6aocsG9yFediAk0QHgJDPr6d3VhbK5mNP9b+3yOUFZv7tYjYbhcYXfXVl1nc8t56051i3tsQ4AQEfmLx7HRkcGfI378+tb0OKFNi0AgM4u2Hq2tr4x6J1WGcnx+vWkgfq6tFq19Y2KjY50babtLBSrrW/Uhj0l+sX47+iwvUZfFld2q7xBR0YSHQBOomA9vbuyUDcXC/UKv7fY6EiPTVwOHqvSwle2ab1bf9fmHGtuQQcAdEWJsb5LwIIDZcrLTvXpiS41VcgVHCjzeOyj3cU6XF4jScRDAEC3EGw9e3paQkgXmBsbDc15/jPT550Xritq6vW//z2q3MxkHbbXqMgao349rTolxdr8ySMsSKIDwEkSSk/wrrwQDbWyO5Qr/N7cF/iVtXX6urRKd7yyrdUbpHELOgCgq7FERfokzJ/J36dl03IVISnf7XH3W8y9fXm0Uovf2tUtCgEAAG2vo9+xHWw929cWF9J8EyzRQS9cWy1RykiOV0H+lx53YY/OTtWD3x+qU3uSSG8PJNEB4CQJpSe4e9Dt6CcRzWGvcqik0qF7pp6lRa/v9KnEd6/sDnaFPzne83nvBb4t3qL9JVV+T0ok/8c6EG5BB4Duob3i7sn+3LJqh647cVeXM1ZWORr00qb9uv3SM3WHpAOl1TotLUFvbz/scYu5O+cdYN2hEAAA0LY6wx3b4bhT2V7lUF1jo+6ZfJZ++9bnpr3R75o0UPe9udNnTZu/p0QL12zXCq+425VyBx0ZSXQAOEma0xO8M5xEhMr9u1gtUZo9Oks/G3eGYmMilRxv8ansDnaF/7S0BL30kxEqq67z6SE3NidNjoZGlVWbH2urJUqNhqG9RRUhnWRwQgIAXV97xd32+NzE2BjNef4zLb1qqO783pmqqGlQj7hofVNeo9nPfaqlVw3V3Be36PWb81RQWOo3gZ6Xnaodh+y6+aJs5WYm679FFeqZYGlWjCS+AgCkznXHdrA7lc1im73KodKqOt396nat31MiqyVKN4w9XXdeeqaOnGiP5lzXDuufonMyU/SrNTv8zmG9V1FYV8oddHQk0QHgJAm1J/jJPokItIht7QLX+7tUORq04sM9WvHhHo3NSfP7XYJd4e974kTA+bwzMT/q9FTFRkeqrqFR6T1i/c7HaonSsmm5uu+NnSH1SueEBAC6vvZavLfX56YlWrRi+rla/uFujwq3vOxULZ+Wq0++OiZJiouJ1C0X5UiSx7gx2an6zdSz1Ngo3f/mTo/bzEONkcRXAOi+vNeY0RER2ry/1O/Y5t5FHOyzwnHB1uxOZbM9ue6/YrA27TumV7d+7XEH2BP/2q0/ffSl7p48SOdkJismOlLn9kvRlsJSHbZXB5yDswCvOecSXLxuPZLoAHCShNoTvLltX1rDbBG79KqhMqRWL3Bb+l2CXeF3Pl9S6ZAhadFrO7Tiwz2uhPr4M3vr6ZnDFRERoS2FpXomf5+qHA2aPTpLz27YF1Kv9M5UEQEAaLmTGXc7wudK0u8/3OMTCzfsKVGkIjTstBSNzUlT7x5x6t0jTouvGKKqugZ9VVKpU1Pitf2gXW9tO6xPvzrWor1HiK8A0H35W3+OyUnTsmm5pu3Djge5o7s5n+VvPdua5LLztfWNjbr/zc89EuhSU2z71Zrtuv3SM/22G61yNGjhK9v19MzhHpuNPj1zeMDPdRbghXouwcXr8Ihs7wkAQHfhrLAem5Pm8bh3D7XmtH3xZq9yaG9RhQoKS7X3aIXsVY6AY80Wsf/736O645/mC9xA7+uuNd/FZrXojPREndMvRWekJ/qtWE9NsDT1WD9xS9yyabkqKCzVFU9u0JznP9Ps5z5VQWGplk3LldUSpZGn+9/Axfndiiu+/V6hnJAAADq/1sQqp+bE33B9bks+UzoR3/b4j2/r9xTrvNN6us5LbFaL+qclKMMWp7KqOj34zn/0qzU7NOQUW8jx1O/nE18BoNsxW3+u312sZzfs0+zRWX5f1yPIHd3N+Szv9eyhsmrdvLJAFz+2Tlc++bEufnSdbllZoENlgSvBna9d8I//05qtX8vR0OiTQHfKN3ncXW19o+v/Wy1RkqQx2Wl+x7oX4IVyLhHqsUBwVKIDwEkUrMJaCr3ti7fmXl0OtIhN7xFrusBuTnVcS79LqNy/g1mVeVNlnfTPn470W9ngzj1hEY6kCgCg42ttrDKLv/ddPlj2aod6xMUoITZaFTX1nlVu8S3/3NZUlAWLb3ExUa7WaU42q0Xn9kvWwle2S/Jc7PsTKEYSXwGgewq0/tywp0Sz83yT6O4J43B9lvsF25beGWWvcug3r+3QD8/rp2c37NOgvkkB5xNsHRob3VTj7CwMe3HTfs3MO02NMjzWt94FeKGcwwQ7FkXHa7kDLEQk0QHgJDProeYUatsXdy25NTrQIrY1i2N3LfkuzeH+HXIzkz36srpbv6dEd0dGKsUaFfD93BMWbX0BAADQMbQmVgWKv79+dbvOy+qpszJsPhd5x+akafGVQzRhYLo+2FXUrM9tbTuUYPHNLLnvngBwLvbNBIqRxFcA6J6CXUT15p0wDudnOdezLW2rVlzh0Jl9k1zx/frRp7s2266tb1RcTJRHW9HoyAjlZfu/KzovO1UFB8okeRaGbfzymGaPztLsvCzV1jcqOT5GZ6QnqndSnKuNjL3aoZXXj9CGvSWuz3Jynkt8WVwZ8FgUHqtSQmw0bV1CQBIdADqYYBtr+gvkLemrGmgR25rFsTuz7zLmRPKgtVe83b9DsMT/gdIqndmnR8iJkra+AAAA6BhaEnedglXV3XHpmVr67n/89g7/1ZrtWvL9Iaqtb/T53PsuH6yvSiqVWOnw6c3a2l7qLY1v7jG34ECZaTIgWIwM9PljctLUYBjae7SCDc8AoIsJdhG1X0+r1t46zvSO7dZ8lnPvLFeS2xKlBsOQ1RJlWiUe7K4qZxGX1RKl5ASLCgpLPYq68rJTtWxarlZtKtSmfSW67kSlvedm3Wmae2G25jz/qSTPwrAqR4NPkdiHC8b5vRtt9InPcvaVdz+HSYoL3q6FPUlCQxIdADqgUNq+uCsN0sfM3wlAoEVs0fHasCWQM5LjteT7Q7S/pEpl1XWKjY5UwYEy3fvGTt17+eBWXfF2/w7BEv+StOj1nVp85RD9as32oImS1iRVAACdS3PjrlMoVXWBeofX1DV6fG68JUpbCst02bL1rkW9d5sWs890Jghq6xtUUFhqujlaS+NbWqJFY3LStH53sZ7J36dl03J9vt+YnDTdM/UslVQ6XJ/lzezzR2enauao03TF7ze4EgBseAYAXUewi7jpPWLDtsZy/yxni5RnN+zzSEoH29DUvXDMe/PRxNhoHbbXSGqqHn/4Pd8L5hv2lChC0q8nDdKOr+2at7LAVVkuSelJsfrov0dVU9eg3H7J2rCnJGhhWEOj4fdutPw9JYqIiNDb80arpq5RVY56VdU1yF7lCHjcnVXwbb2heVdBEh0AOqhgbV+c7FUOOYIEW3+V44EW0Rd+p5fGfadXWBLI9iqH7nxlu9+qudr6ll3xdj+JuWvSIG0uLNX2r+1Bb5H7YFeRFl42MKREib3KoZq6Bt01eZAaDUNVtQ2yxbeuIgIA0HGFGnfdOSvdfCrcTtzGXRPCXhzOzbPtVQ7dvLIgaJsWW3yMzy3j2w6W6exTk/WX/C89EgRmieiM5Hg9fPXZKq10qLymXknx0UqxWtQ7KS7g8Vk09Sz95rUdKigs085Ddt1x6ZmKiJBqHI2KjJSiIyM1ZXl+0CS4+0ULe3Wdauoa9PGXJR6JjFDb0wAAOoeTWaTk/llDM5P97p21fnexDMPQ7NFZPhXf7oVj/iq/l3x/iPr3tEoK3FY0f0+JDttrdE5mst64ebRKKpvWoAUHylztV5znELPzstTHZh6HpaYkutndaOt3F+tQWY2m/2WTx/dYetVQPXjVUJ/vkJedquvysjRvZYEk9iQJBUl0AAgT76vTZrchhzouVMUVDn38ZYlpAnlMgMrxYJV3LanK8zc/s0D/2f5SlVXVNet4+DuJGZOTpkVTBul7g/vq/rc+D3hyUF5dp9N7JTb7M5zJABbyAACntESLJgxM1w9ObCzmvogenZ2qK885JeCt4u4XuUNt02KJivS5ZXxMdqpGZPVUQWGZz+vueW2H7r9yiMfGpnHRkbrn9Z36l1s/9lAqvyMknZfVU/dMPku/fXOnHv9gt+u5vOxU3TP5LI/PDpQEd1602FtUoe//4eOg3xsA0Pm19M6v1nzWYXtNwCT33AuyfS5AL75yiEoqHfrmeK1++8ZOrfdaZ//2zc+1+mejNDo7NWj1eE1dgypr63VOvxSpqELXPPVvj+fd27asu+2CgNX6VY76gJ9VVu2ZCP9od7HuOBGL7798sPYcrVBtfaPr7nD3i9fsSRIcSXQACINASVf3xWio45qjvKZOz+Tv04rpuYqUPAL8mOxU3Tv1rIAnJYEq71pSledvfv44b6u769XtHnMOdDzMNlNbv7tYv3l9p87L6qlfXjJAs0ad1uKTg9Zu2AYA6D6c1dm3r97mcyE7f0+JFr2+Q3dNGqhfrdnh81rv9mihbIJmr3Jo4ZrtvtV0e0rUKPlU01ktUfrBef1029+3esTa0dmpmpWXpY/3ljSr8js1waL0HnG6982dfm9b/+2bOz3mEEoSPNTN3wAAXUM41pjN+axgG2vGxUTpwwXj1NBoqKHRUEVtvQ6UVmvD3mIN75fik0CXmhLfM57epNU/HaWvy6oDvn9sdKRrDRqspU2yNSZgtb7ZRXn3z/LmjMVpiRY9//FX7PnVCiTRAaCVQk26tlVytqfVohXTz5XVEqXbLjlTv7xUOmyvUXRkhL4pr1FURESrvltrqubtVQ4lx8fo6ZnDfXYpd9953F2g4xFsA7fZeVl6//NvVFBY2qLNzoJ9BhVxANA1tSbe1dQ1mvY9X7+nRLd/70yNzk5VvtcFY+9b14O1hkmKjwkpDrozi7X5e0pkyDfpbhbnnMenorZOuf2StfCV7abfd5bXHIIlwYNtNEdlHAB0T+G6gztYnLFaohQZEaF73tip9Xs872ieMrSv6R1lTS3JHDojPdG1Z4i3MdlpSoiNdq1BQ2lpY7Oa3xFur3IE7W/uj7N9HHt+tQ5JdABopZJKh87O/P/s3Xl81NW9//F3tskGmYRElihoNCmCAY2gCGHRsmhlcbvagnJFKPX+ECgVq1JrRazgil6hWmvdahVsL6JWLaJ4LxAQRAhl1bJJWA3BZELWSSbf3x9xxtm+M5NkQhLyej4ePB5mvmdmznwn5vM9n+85n5Psmv3snih2H4yGu6yJVD+z/bfv7vAJ9nfkZmiG287coSbo3QfJ1niLHvR67YbMmj9WUqmD31Vo8Wd7PBIHzl3KoyMiTJfVuZ8394un2joj4HtW19aZbnYW6sUBM+IAoPWyVdhVUlGjcnutyu0OJcfHNHkjsqauEgsWN6pr6vT0LZeorKo24NL1YKVhfta/u06UVQd8r5joSI/BfqA6rf6S7tIPcc4Zf4sr7Kpx1GndvpN6Je+Anr7l4sCf12tZe7AkeLBZecyMA4DGCXcZ0dMpnCu4g22sWVJp1x8+3Osz43zd3pP6/Qe7tej7saX3WL/C7lBibIy6JMXpcZOa47fnnqc/r92veddly1pfQj2kkjZms/XNkvBDstJ0+6DzXCVMvTlj8eksp3MmIokOACEyuwgxJJ/apM5E8cwl+a7BaDjLmjj7c9+ybR5JbumHxLFzdlmos6fdL1Sm/zjT72xuZ021p26+OODmY7YKu/L2Fum9rUc8Euju/bvvmgsD9udUVY3PxdPLt/cP+JzY6EhV2B0eO58nxceoU4Il5IsDZsQBQOvkvDm76LM9HvFpyPc3SUMZVHvH8g6x0bpv2TZtPljss1nn6n+f0LXZXYPGjmBxw7lhZ5ekwH0LVhrmN8u368ExvQO+RlREhOv6o8LuCFqn1d/xjnExfpMXzmubyCAr3NyXkoeSBD+dG80BQHvRHGVEpfAl5gO9TqAV3Pct26bfX5+t5PiYkN/XLM44J59V2ev8lmyRpLV7i/RfV16gW90263TGw7e/KHDFuPTkeD1188XaV1imksoan7Ki9lrPldZNKWnjLxHeIS5av12+3e+Mee9YfDrL6ZxpSKIDQAjMNrOcd91FWvDhLr91QaX6RLYz6Wo2yHZfau29hPvgyXJFRUb4TVg3ZEl3sNnT7hcqCZYoXfmjs0xnrq3dU6R9hWVy1BmmF2Any+26sFtH/fp//F+MrNt7UpYo33pt7hK/T2y4f8b8QyWmG6i6L19zbs6Sm5mqMX3TQ0qCODEjDgBaH1uFXf/37xP6YNtR33rgIZZF8xfL3/r5AG0+WKznxuf4zP7OzUzVwPNTg8aPDnHRPuVanAZnpqpDXOhDrkClYb48WKzY6EjT98rNTNXn+08qv6DYdSPdGh84we9dO3VoVpo6xEXrnr//y+caw3Vtk5sRUixuSBKcmXEAED7hKCPqL8ldYXfo3jAk5oMl+AONc9fuKdLewjK9vv6bBr1venK8HjHZWPOpmwOvsLJ5bda5bu9JRUg+Ma6sqlYT3JLt7sJdFtRfIvzh67JVXcsN6eZEEh1AuxXqXfSAm1m+u1MX90jWp1+d8Hneur0nddeVma6kq1ly1rnU2jkj3XsQbzbDLujycbfZZcFmTzsvVJx98L5Q8FZSWRPwAqy2zlBhaeAl585SM2bJaktUpM85NyvVMiQrTdOuzNSU1ze5HnPOLJi5JF+Xn9epyTMVuAABgJZTVGZX546xpgnmYINTs1heUlljWjd83d6TevC9HVocJNlQXl2rSbkZMuQZm3K/37yzvLo2xE8ZOLZPHpyhef/Y6fe9Bmem6tdXX6jxL21Qhd2h+665UDndkxUVGWEaawd71U51xrny6tqAN+mnDj5fd3x/o94jFmem6sGxF+locaU++dXQBpfZYWYcAIRHU/d4MktyT7sqU5sPFvu8XkP29wolwR/KOLcx+4p9V2HXlNe/9Hnc32acwY7n7T2p6tq6BpUeDTbGbipuSDc/kugATqvWUpetIcvbAt4J31ukSbnnmb5PbEykx5Itf8lZJ7NBvNkMuwRLVMDP6Az2ocyedl6oOPvgr0aq92sHugCrC3IBIUnW+MA7jxeeqvJ5jnuplgeu7aWqmjpV1TiUGBut//t3oRaNz/GZWVBhdzS4jjkXIADOFK0l7jZVaVVN0NIkgf7Wm8Xy2OjIgHXD15rs0eF+Lm2VNR5lxLzj0Fs/H+B6vWDfR6DNRa3x0Vr82V6t3/+d3/cqqahxLeM+XFyppV8U6Imb+prG2vk39JHdUacRF3b2iHP5BZ4JEm8VNQ7d8/d/afLgDN3/kwt16LtKVx+u/8M6VdgdWnX3sDb5ewYAZ4Km7PEUKMntMAyfDamdx46UVKqo3B70OiOUBH+wMmnOcW6wzbC9Y63Z64a62tldgiVKhiFNX5IfcunRYOP3cOCGdPMiiQ60oDNlYBuq5qrL1lDOC4NQ6582ZMa3t+R4z+/TX3K2zqhPOAcaxK/ZU6TCU9UedeK2FJgH+yGZqdp+xKYFN/bRpT2Stb+oXEnx5hc1zgsKZx9yeqSEdCFhdgFWYa8NeDEy5PvEvjXBYpqs9lfPrf6160u13HDJ2YqNjtKNL6zXy7f31zOf7PHbXmpcHXMuQAC0da0l7kpNv+bpEBsddKZYoL/1ZrE8/1CJcronB3zd8mrfPTqkHxLRCZYoPXXzxT6bjXn3K5TvI9Dmos7BuTMOevvLlMtd/31+WqLHzfeG3BgOJXlRYXe4ku3++sIm3MCZp72NXduypuzx1JCSoe6+OVmhaW9uCXqdEUqCPyMtMeBGoO5Jbe94EyjWxsX4L4n2St4BvXx7f0VKHrXRh2Sm6fZc/5t1Th6cobnv7/BoHywZHxUZeE8Rif/PWjuS6EALaU0D29MhHHXZmvLe7oEoOiJCu4+Vhlz/NNhFiFm9UbMZ4N7JWVuFXUOz0oLOsCv4rkKJsdGuOnGPfLDLb2mT3MxUzbs+W5GK0G/f3aE572z36JO/3zFnPVdnH0zLpmSm6cGxvfXPHceUYIkyvQCzxltMXyM3M1WPXJcddFOVUGqT7y8qlxT4goU65kD7wKDDU0vGXW9NveY5WlKpLw8WyzCMRv+t947lzpnel/ZIUZeOsQHf3xpvMT+X72zTJT1SXNcS7huLO8uWpXWwhPx9WBMsemjsRbrvHd/NRYNJSaj/jEOz0tTNGufx/TbkxnCg+OtMXgzJStPtg/wnFiQ24QbONO1t7BoOLXld0pQ9nho7gcx9dnig64xgY+u4mCjtLyrXb0f31uaCYj3ywS7XjWn3cp1O7vEmWKwde3G6pgw+X9f26aYuSXGuiXTf2iqVFBetcZecrd+O6a1Ku0OW6Egds1XpzY0H/U7uGnR+qs9N5EDj3ztyM/wm0Z2/J2XVNbLGW/Tguzu0di//n7VWJNGBFtCaBranS1PrsvkTyoWJ2Yagr0y6TI+v+Cqk+qfBBpMd46J9BvXu9bOD9dNZ5uWb7xPCgbjXiXMvbeK9pNtRZ+h3/9jpEYAl898xZz3X+Jj6JWZmr31Wx1hd/4d1yumRrFcmXWZ6AZbWwaL+56b4fY3CU9WugX4godQmT4qzSwpcK5065sCZj8G9r+aIu43xbWmVvikq1/jLe+iO3AzXTO1Qr3ncV4/9YcKlmn5VpqSG/613j+Xee5BM/3FmwOS83VFnei7z9p501Qd379fkwRnadqjE1a+DReWaNOg8jb+8h8+Mde/vo8xe67cvwWa41TqMsOzfYRZ/h2Sl6eFxF0mSJl5xrn67fLvfxAI3r4EzS3scuzZVS1+XNGWPp1BLqbjznh0e6Doj0Nh6cGaqPth+zJWcHpqVpg9nDtbBogo5DMOjXKfzuHu88Xft414erWNstFISLXolb7/XjPNUXXFBqkb17uLq877CMs1Ykq/nvi8X6p0Uj/FzHtzH0Pddc6GOlFTqrA6xskRH6rsyuxx1hmwVP5wX99+T6T/OVH5BsU+M5/+z1oUkOtACWsvA9nTyvqPtXevTXuvwCChS4CR5KBcmgTYE/a9hF5jO8Frr9R2YXYQ47yhPfm2TfnZ5D911Zeb3NUt/WCYd6gVUenK8oiIjNCQrze/vRm5mqnYctalv92Qds1Wpts7QK5Mu87tsXJLG9OnWoN8xZz3XReNzNCQzTWv3FvksF8/NTFVOjxRV2B1at/ekIiMitPj7xLU393Pm/hoNHdwHq03ufhHmnbBPjo/RBZ07qEtSXEjvBaBtYnDvX1PqoQbiLzZL8huvj5ZU6r7/+ZfHQNV9pnYo1zzu10x3vbVFdw47X/ddc6Gk+sFqSkKMkhMsKq+uVX5BselNdfe4dOm5KXrNbQ8Ssxuxzph1vNR3jw533rPy1u09qQdH99bUwRmu8/Dbd7ebngfvvTtKK/1vROrsp/dyc+f1SIIlKuDve0NmRYayN8jD12WrupZNuIEzXXscuzZFc1yXhPL321+bxuzxFCjJPSQrTYWnqj0e8zc7PMESpTrD0L7CMpVW1ahDbLQsUZEqqbSrY1yM5t/QR79Zvt3jPQZ/vxm3++us2VOkh97bqQU39tGcd7YHjTf+cg7eN839JarX7j2p372302NsG2hS2LelVTKrzOIcQ1/aI0UxUZF65tN/+1xbPHZTXyVaojx+T4KVduX/s9aBJDrQDIIFueYa2DaHcC1Dc7+j7R3MnNyTy4GSz94Bx6k+yO7Q72/oo7KqWn1XYdcduRm6uHuyR6I5wRKlBEuUXr69v2sJl3cy2vs7cB9MllTaVVNrKCE2SlGR0qLxlyopPlrW+Bidk5Lgce4acgHVJSlOj9/U1+c5uZmp+vng82XI0Mt5vuVn3AfhzvNUYfc/AHfy/nxJcTGqsDtcd9vrZPhdguZ+UeN9s8FbUzfn9P7dy0hLDJgUWbOnyGPWwuM39SWBDrQDDO79a2w91IbewB6Slaa7rsrU5Nc2ecSh+Tf00dx/7PRI9kqeM7VfyTvgGmTbKu1KiI1WZESEoiMjlPr9+7pfM1XYHXrmkz2uPTASLFH6x4zBuufv/wpptp8zLh0rrdKzn+7xeF33QbI1PkYpCRZXzLLX1gW8ZvA3K6+qxuFajXbfsm0Bz8Piz/Z6fB9Jcf6HaM5+Lv3FFZp0qtpjBdrbXxToqZsvNv1db8ysyGAlYNiEG2gf2tLY1czpLK0S7Lrk2Pc3ZkO94RkXHamH3t+pT3cXutqM7NVZc8ddpKqauqBlQC7o3KFB/Q82iz3BEqXLz+uk4gq7bJU1PrPDnWP9eV7XAM7x5PiXNir3glQtuLGPqmrqdKqqRnExUfp413HtOGLTou9nfrvH26qaupDijfe1z+TBGXrV7aZ5qBuJe58H7/H3HbkZWrunKOAqtqyzEvWb5dtNZ5Y/cl22x+9JUzZPx+lDEh0Is1AGKU3Z6COYcF4ghHMZmvsd7V8MPd9jBpiTM6A8efPFpsnn+5Zt08NjL3Idc5/RbnfUqXtKgj7b/a0e+XC3K5APyUzVu9NydeBkueKio2RNiNHTH38VcEZYoO8gMiJCKYnR2nywWL93e5/Bmamaf0Mf9UhNlBR6Ysf9O7PGx+iR6y7SvhPlHoPjfx0u0aZvvvNbfkb6YRDuvLgx25TTyfvzmc3oTrBEuzYJdb84cgoWzBu7OWdDfvcYxAPtm3Nw773CyTn4Kq9uG4OOcMRv99foEButBTf28aglKtWfpwfH9FadYfjM3Db72zvvumzVOOp8BsRS/aCzzjBccUiqj3Fzlm/Xxd2TPQb9Tuv2ntTskT/SpT2STQfZCz7arXnXZatTosU0gT15cIbmvrfDp0/uN6slz1nyHWKjdbSk0qdP7quv3p02yJV0qJ9F7pmYcL9myOmR7LGE3ckZZ0PZoM17OXpKosXvxmeS1K9HinYeLfXY72RIVpoeuS7b73tIzbtag024gTNfc45dwyFY/DzdpVWC3XTYf6Jc8z/c7ff9/fXVOUN7/b6TqrA7lGCJ0k8v76F7l9XvnRGuMiC2CrtOlteXHKmTod+M7qU5Rn3ZT2t8jDp/v3+I+7h1T2GZXsk7IEma/uNM5XRPVqdEixau/DrozePq2vrE+AWdO+hfh4p1UbpVr6474HGT2xlvy6trdEHnDg2eRe+dNG9ooto5ziw8Va2C7yokyTUulqTnxucoQvKI187xeGWNw+ccOK3ZU6Ryr0lvTdk8HacPSXQgjEIdpDRlow+z9z1Zbpch+QwmnbPB7I462SpDH5h7fxb35MTuY6Uqr65V546xDQrID427SAs+2q3hvTp7BEd3a/YUqbjc7vd9nQNohwwlWOprd5ttDuqeEF+796Qe/mCncnqkSJLfi4x1e08qUtIvhp6vLQeLfb4Dfxc03u+Tt/ekfrN8u56+5RJ1SYoLadaGv9ddcGMffbT9mMdjL9/e3/Scrdt7Ug9c20s3XHK2K3ns3Kw01N8xsxndb/18gKa8/qXpZ0iMjXYt0wvXrI7GDPYZxAPtV1JcjOkKp9zMVP3Hpeecln4EG8Q3tURZMIH2AHHOEk+wROmVSZfpD5/t9UnC/v76bD3yj11+//Y+8O52/WrEj0wHg85ksLu1e4o0adB5pv2NjorUq3kHTAfZl2d00sHvKvSHz/aaJrD9berl3u/jpVX6/Ye7fc7Jvdf0NO2X9MNA9YdZ5J7nxNnHB0f30llJcT6ba7rH2WDXApJ8lqN3SYpzLXV3H5gPzkzVozdkyxofo0t7JOtwcf3NgPxDJbr2ubXqf26K398ZVmsAkBpfEiTcY9dwChY/m+smYqBz6e+mg/uYNtESrUm5GVr97xO6Nrur63lmfc3be1KGfkg+N2R2dbC/8c7PUVxhl2HUKTkxVidOVaukssZ143rXUZt+MfQCxUVH6uEPdunT3YWuzzPo/FS9OukyJcZGa9vhEs34vjxoKNcL7n1LjrfoiY+/Np0wNv/6Pn5fz5v3mNY7aR5qotr7++3cMVYJMVG6751tHnH5rY0Hde81F+qu6lrFRnuWdc0vKA74Xt6T0wLte9LS/5/hByTRgTAKNkgpPFVdXw6kwq77fnKhrsku8ZjJ3JhNEJ0XDhd3Tza/A/3ONvU/r5Nq6wzldE/WN0Xl6p6SoC5J5knwwlPVHonsYOVX3LkHnQRLtLYc/E6PfLhbkurv5JZ61lHzdqqqVs/feqniY6KU2sGiZz/9t8f7DslK03Pjc7TjiM3jAsLJ+y638zFnwDZdwrX3pO7/SS/9rH93j4uZkooan1qmZu+Tt/ekviu3Ky46MuisjcTYaNdmac4799W1dYqPidJvru2lhSu/1iffz+Crrq0znWX5St4B2Wvr1Dvd6nrtxmwm429Gd4e46IA18b48WOyRiAnHrA4G+wAaIq2DRQ+O6W0aDx58b4d+f122SirtSv6+NEdZdW2Tb/w5Y12wZdTpyfE6UlyhgycrXIPSVV8V6psTZZpzbS/VOgy/Mca5+uqBa3tJEVJKgkVx0ZF+B+2B9gCRYeh//mugKmscSk109tN3Nvlv392hh8b21pQh56tjXLS+La3Sfcu2qajMrnV7T+qXwwOfD3+zuwLN+IqMiAg4yL7vmgtNNwCPlPTwuIuCDoYPF1f6PSc/ye6qIZmpft9/iNtANdgGZUlxMaozDC0an6OoiAhV1NTXaO/RKSFgMsVdj04J6uYnZvZITdTTt1yi4nK7SqtqlRRXvxlal6Q42SrsPjcHJPOk0JlQigFty+ksnYHQhHKzNlCbx2/qq9+9t0M9uyW5xiLuf+8a8p2H2jaUm9PBEuTBxhXOPS8KT1WrtKpGKfEW2evqVFFdK2uCRR1io1VeXesxGa3C7tCD7+3Qhd+fi2O2KhV+fy7OTknwuelgNpYekpmmy87rpJPldqUmWkJauSQ1fHZ1cYXdZ+8xyfP7TrBE6a2pV2ju+zv9lvT805p9Gtmriy7slqT1+076/Tw/vvAsLf3FFZKk52+91G/5M+/+OuOP3VHnN3ns/Ox2R+DP6M59TFtd2/BEdaBVeZdldNIdbrXR8w+V6Gd/2qAKu0Or7h7mUTonWPy3xsd4/J4E25+Fv6GtA0l0IIyCDVIKvqvwmNXrXmYkOjJChaeqXTOsQ+F+4TBp0HmmyeG8vSf1m2t7a8FHu/wmwaMjI/Td94M0a3y0Olii9V253dXO+263k/dgzVZhV3FFjR4MsHlWKEqrajTtzS2Sfli+tmH/d67gu3ZPkQzD0KwRPwo4O9t7VlywCwxJOl5apXNSPC8kJw06r0Gz70oqarTgo91acGMfnwso58BbkuoMQ/3PS9Eduef5rXU+//o+mnNtL5VW1ig+wCzL58bnKCneN0g3psyJvxndZsn4ad/XwHUXjqXhDPYBNIQ1waJLeyR73NBzt3ZPkfYVlavOMHxmOQW68RfqzPFAy6jvW7ZNC27oo/veqV9y7YwDuRek6vpLztb9y7ZpUm6GaYxZu6dIR0oqNeX1LzU4M1Vzx2XrZ3/6XEVldo/+V9odpgPvtXtPasqpasXFROloSVXA9zp48ofrlMGZqXrz51fo1j9vUFGZXXExgRPW/hLaVj+xSaofaAcrOybJdEC9du9J/XZMb0VHBu5TRIT/Xb9+/+FuvTstVw9/4JsseOS6bNf3HGyDMifntco9f/+XKuwOj9+rYDM4ncvj/emSFOd3b4+G3mxu7aUYcGY53aUzEFwoyWZJQds8NPYizXlnm8948vfXZ2ve9zOU3R8PtVyJ98xx58zoGked1u076UrCutfkdiZIg/0tDDauKK2q1e8/2KLNBSV6bnyOFn7iuQnkkMxUPTjmIhWeqlZJRY1OnKpWcny0fn11T/3+g10+seCxG/vqnE4Jmn9DH93//axls7H02r1Feuj9HcrpkaJth0o0c3hWwL46x7INnV1tr63Tyl3fKjczzfV9eP9OTB6coac/9n/jWpJyeqSoizVeF51t1ZU/Oku2yhpNGXy+cnqkuMq5TBhwrs/Nb3/7d7n31xl/yqoD7+dVHuS4N+eY1nt1drBEtWT+/8GD7+3Qxd2TTVdpe49RQ4n/7uNs574nD47prd+N6a3K70vMUqa0dQn8fxv8ev7555WRkaG4uDj169dPa9eubekuoZUINkjx5iwzsv2ITVNe/1Jz3tnuGhiHwn0QFSxBfMxWaTrL7dPd3+qa/16rW178XFc/u1Zr9pyQo85wtcvpnmw6kHVeoBwtqdRHO47rAZMZ26+uO6DJg+vv2jrvAPuTm5nqUVs0z+257vL2nvTooz/+LjCCXWRI9efV/cIi2Ln1Pt4hLkpr9hRp7vs7Nf+G+kS6c+CdX1CsKa9/qSmvf6mrn12rszrE6tU8/7Mnf/veDqUmWnRJjxQlJ1hMZ1m+tu6AEmP93xO1Jlh0QecOuqRHSkh15PxxJuNX3T1M704bpFV3D9Mj12V7bCLnzvk70VgM9gE0VLCEbHRURMCbwbYKz79ZR0sqNX1JvoYvXK0bnl+v4U+v1owl+TpaUukz8AwUI52bVDkT6M44sG7fST30fv2M8FBjTN7ek5r7/g7XIM+9/yWVgf/mxsVEadFne1RSGTiZ4N6XvL0n9cgHOz3eL9TY7XysY1y0hmSm+Tw+a8SPVBNkVllFdeDv9HBxpWu1lD+DM1OV1sHid3JChd2hAyfLldMjRS/f3l/P33qpXr69v8b0TVdKgvsGn4E3KHPyvlZx/71yrgzz7mdTZpY19GazcyDvD0vEEU7BkrXef2txeoRy4y2UFdVzlvtfNfWb5dt1Ybckn8e9v/NAvx8PvbdDh7+rcMXe//jj5xr/0kblFxTrufE5SrBE6cuDxTr4XYWmv1Xf5puTFQE/96mqmqDjilpHndYGTHT/MF6/47VNWvzZHtkdhuZ9sMvnXOTtPak5y7fLVmGX3VGnS3qk6B8zcjWqd5eAs6xzuidrzZ4i2YNcDzjHsd7j2fxDJT6x1ik3M1Xr959URlqix/fh/X3ndE8OOGksp3uyEixRenLFV/qPP36uKa9/qcmvbXJ9P78Yer7pWNU9PrpfL7jHn+Ya/3nHYGeiekzfdH08a4hrbLtofI66JccH/P9g7Z4i12S4UPoYSvz3Hmf/Y/pgXZvdVT27JjVp/I7mQxK9gd5++23NmjVLDzzwgPLz8zVkyBD95Cc/UUFBQUt3Da1AoEGKvwGm9ENQcmrILFv3QVQoyWF/1u4p8pnl1DkpTuv3n3QNloMN8G2VNbpv2TZ17hgb9AIhNjpSr+Qd0B25GT6DcedyMefdbO/nejNLHDu5nxPn+a+/yAicBDhVVeMRQIOdW/fjgzNTXeVqPtldKLujfsOUf84cotf9XFh0SYoLOCvQmYwuq6o1Pbd5e0+qrKphd+cbyjsZ/12FPWDSqimzxRnsA2ioYIOvlISYoDeDnYIlgdzLnUnBY2TV90uJ3Qfo7on3hsSYvL0n1TnJc+bymj1FSrAEjodJ8fWfvyHv5f5+uZmp+t+vC/3G7iGZaZrx4yyP2O2M55Nf26RfX9PTI1Gd0yNFRWV2fe52neEtNzNV0VH+Z5G7K6+u1fwb+miwn+uJSbkZevbTf/vchHfqGButxZ/t1ZTXv9S0N7fo9fXf6MofneUxWPWOR4FumHhfq7j/Xvm7Ge0csDdGQ5MNzZHIB/wJJVmL0y+UG2/B2tgqa0y/2zyTsZr3dx7o96NntyTNecc39ronYScPztCiz/a4SqeFUt+6Q1y0T4xwGpyZ6hrPhPr3PW/vSZ0KMC5zjt9slTVa/NlefbzzW504FbiUqfM6Yv3+kxoS4MawM5eQf6jE4zO9kndAvx3TK+DYurbO8Pg+vL/vUG7oO+oM08lygzPTgp4/9/54x5/mHP81JFEdyj4mDeljKPE/HJPecPpQzqWBFi5cqClTpujnP/+5JOnZZ5/Vxx9/rBdeeEELFixo4d6hpZnVoR6SlabbB51nWs7EPWg15C6r+yAqUH2vIVlpfhP4/t7f+bP7UqdgFygJliit3VOk8Zf3CNiuurZOu46VKqdHsmYuydfkwRm675oLdbi4UuekxGvlrm89lnoF6qNUXw7F7DO737RwBmzn+Tdbwu1sc8MlZ3sE0EDn1v19Bmem6ndjL9KElza4jpdW1uj8szrUXzT6eX6oO4S3thInzTlbvDH13AG0b4GWzOZmpqrWEXjlkvvf0GBJIO/Z3KHESMmzhqn73/5QY4xTWZVvjIz4vq3Za0QYjXsvSSqvdnjE0MmDMzT5+3qg56TE67OvCpWSEKNF43M8aoQ64/nKXd/qX4dKPM7p87dearqk2hmPDxSVa0hWmt/vwtnX1ESLkuJjdEmPFJ8apc73v3XAuT7PH5qVpgs6d9Cqu4cFLHcWbIMyb97H3X+vwrkBdmM2+WtMiTegoVrb9SrqheO6PVjJUbO/j+7feaDfj0CbY5rtbRVKfeuT5XZNys2QId9YMyk3Q1Hfl/1qyN93W5BVXe4z4F/JO6C377wiYHvndcQreQf0jxmD9fD7Oz3+vudmpurXV1+o4nK7Xr69v85NTdDP+nfXb5Zvd5UBOVZSpZweKa747B0Lnd+f8/vw/p0Idi2THB+j9fvNk+Qzrgp8nZUUH6P51/eRrdKuf0wf7BN/mnv8F2oMDvb/yjkp8T7xN1gfwxn/0fJIojeA3W7X5s2bdf/993s8PmrUKK1fv76FeoXWxt8gJToyQj95bq3pzF1n0GroXVb3QVSgwehDYy/SuMV5pq/jHTRjoyNdS50mD87QWR1jTTfgGpqVpsjICL+v4+99nP2MUH090ZzuyZr25ha9fHt/0wsnf6/tPisuMiLC78YfpZV2je3bTVsKSjyS8/86XKIxfdP9XmT0PzfF5zswO7dDstI077qLVFharasv6qLC0mpNeGmDx4wL50Wp2UVjqDuEt7YSJ40ZwDcEg30ADWE2+HImZG0VgQe87n9DgyWBEr0SCcES007uA3D3v/3BksneN+A7xPkmMiIipDu+TzD4e4061Xm8V6Tks3eJv/eSpI5x0R7lu9xj9cu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\n",
      "text/plain": [
       "<Figure size 1500x2000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(data=gap,x='lifeExp',y='gdpPercap',kind='scatter',col='year',col_wrap=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70e235ab",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}