03-Intro2Python-viz.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data visualization**: Sometimes it's tricky to choose the right graph to display your data. I like the guide in [data-to-viz](https://www.data-to-viz.com/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importar librerías\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>continent</th>\n",
       "      <th>life_exp</th>\n",
       "      <th>gdp_cap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1952</td>\n",
       "      <td>8425333</td>\n",
       "      <td>Asia</td>\n",
       "      <td>28.801</td>\n",
       "      <td>779.445314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1957</td>\n",
       "      <td>9240934</td>\n",
       "      <td>Asia</td>\n",
       "      <td>30.332</td>\n",
       "      <td>820.853030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1962</td>\n",
       "      <td>10267083</td>\n",
       "      <td>Asia</td>\n",
       "      <td>31.997</td>\n",
       "      <td>853.100710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1967</td>\n",
       "      <td>11537966</td>\n",
       "      <td>Asia</td>\n",
       "      <td>34.020</td>\n",
       "      <td>836.197138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1972</td>\n",
       "      <td>13079460</td>\n",
       "      <td>Asia</td>\n",
       "      <td>36.088</td>\n",
       "      <td>739.981106</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1699</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1987</td>\n",
       "      <td>9216418</td>\n",
       "      <td>Africa</td>\n",
       "      <td>62.351</td>\n",
       "      <td>706.157306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1700</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1992</td>\n",
       "      <td>10704340</td>\n",
       "      <td>Africa</td>\n",
       "      <td>60.377</td>\n",
       "      <td>693.420786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1701</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1997</td>\n",
       "      <td>11404948</td>\n",
       "      <td>Africa</td>\n",
       "      <td>46.809</td>\n",
       "      <td>792.449960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1702</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2002</td>\n",
       "      <td>11926563</td>\n",
       "      <td>Africa</td>\n",
       "      <td>39.989</td>\n",
       "      <td>672.038623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1703</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2007</td>\n",
       "      <td>12311143</td>\n",
       "      <td>Africa</td>\n",
       "      <td>43.487</td>\n",
       "      <td>469.709298</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1704 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          country  year  population continent  life_exp     gdp_cap\n",
       "0     Afghanistan  1952     8425333      Asia    28.801  779.445314\n",
       "1     Afghanistan  1957     9240934      Asia    30.332  820.853030\n",
       "2     Afghanistan  1962    10267083      Asia    31.997  853.100710\n",
       "3     Afghanistan  1967    11537966      Asia    34.020  836.197138\n",
       "4     Afghanistan  1972    13079460      Asia    36.088  739.981106\n",
       "...           ...   ...         ...       ...       ...         ...\n",
       "1699     Zimbabwe  1987     9216418    Africa    62.351  706.157306\n",
       "1700     Zimbabwe  1992    10704340    Africa    60.377  693.420786\n",
       "1701     Zimbabwe  1997    11404948    Africa    46.809  792.449960\n",
       "1702     Zimbabwe  2002    11926563    Africa    39.989  672.038623\n",
       "1703     Zimbabwe  2007    12311143    Africa    43.487  469.709298\n",
       "\n",
       "[1704 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('.\\datasets\\gapminder.csv') #archivo dentro de una carpeta\n",
    "#df=pd.read_csv('gapminder.csv') #archivo al mismo nivel del notebook\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importar la librería para graficar datos de pandas\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country        object\n",
       "year            int64\n",
       "population      int64\n",
       "continent      object\n",
       "life_exp      float64\n",
       "gdp_cap       float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# validar los tipos de datos\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histograma de una columna del dataframe\n",
    "# df['gdp_cap'] = pd.to_numeric(df['gdp_cap'], errors='coerce') #convertir a numérico y forzar errores a NaN\n",
    "df['gdp_cap'].hist(bins=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='year'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df.groupby('year')\n",
    "   .mean(numeric_only=True)\n",
    "   .plot()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: xlabel='year'>, <Axes: xlabel='year'>,\n",
       "       <Axes: xlabel='year'>], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# grafico de lineas de las columnas resultado de la agrupación por años con subplots\n",
    "(df.groupby('year')\n",
    "   .mean(numeric_only=True)\n",
    "   .plot(subplots=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "population       Axes(0.125,0.11;0.227941x0.77)\n",
       "life_exp      Axes(0.398529,0.11;0.227941x0.77)\n",
       "gdp_cap       Axes(0.672059,0.11;0.227941x0.77)\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# grafico de cajas (boxplots) de las columnas resultado de la agrupación por años\n",
    "(df.groupby('year')\n",
    "   .mean(numeric_only=True)\n",
    "   .plot(subplots=True,kind='box')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# grafico de distribución de las columnas resultado de la agrupación por años, solo para life_exp\n",
    "(df.groupby('year')\n",
    "   .mean(numeric_only=True)['life_exp']\n",
    "   .plot(kind='density')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: ylabel='Density'>, <Axes: ylabel='Density'>], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# grafico de distribución de las columnas resultado de la agrupación por años, para life_exp y gdp_cap\n",
    "(df.groupby('year')\n",
    "   .mean(numeric_only=True)[['life_exp','gdp_cap']]\n",
    "   .plot(subplots=True,\n",
    "         kind='density',\n",
    "         sharex=False)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='continent'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RMSY1NVVNmjSRn5+fY0xaWprTdlJTUxUVFVWKewMAACqq6z6Sk5+fr/379zvWc3JylJ2drVq1aikoKEj/9V//pa1bt2rZsmUqKipyzJGpVauW3N3dlZmZqS+//FKdOnWSt7e3MjMzFRcXp0cffdQRYPr166eJEycqNjZW48aN065duzRjxgxNnz7d8b6jRo3Svffeq6lTpyomJkYffPCBtmzZ4nSZOQAAqLyuO+Rs2bJFnTp1cqxfnuMycOBAJSYmaunSpZKkli1bOr1u3bp16tixo6xWqz744AMlJiaqsLBQoaGhiouLc5or4+vrq9WrV2v48OFq06aN6tSpowkTJjguH5eke+65RwsXLtT48eP13HPP6bbbbtOSJUvUvHnz690lAABgIIvdbre7ughXsdls8vX11dmzZ39z3hAAmKrBs8tdXUKpOJQc4+oSbhifxe/ze7+/eXYVAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEa67pCTnp6uBx54QMHBwbJYLFqyZIlTv91u14QJExQUFCRPT0916dJF3377rdOYU6dOqX///vLx8VHNmjUVGxur/Px8pzE7duxQ+/bt5eHhoZCQEE2ZMqVELYsXL1bTpk3l4eGh8PBwrVix4np3BwAAGOq6Q05BQYEiIiI0a9asK/ZPmTJFr7/+uubMmaMvv/xS1atXV3R0tM6fP+8Y079/f+3evVupqalatmyZ0tPTNWTIEEe/zWZTt27dVL9+fWVlZenVV19VYmKi5s6d6xiTkZGhvn37KjY2Vtu2bVPPnj3Vs2dP7dq163p3CQAAGMhit9vtf/jFFos+/fRT9ezZU9IvR3GCg4M1evRoPfPMM5Kks2fPKiAgQCkpKerTp4++/vprhYWF6auvvlLbtm0lSStXrtT999+vI0eOKDg4WLNnz9bzzz+vvLw8ubu7S5KeffZZLVmyRHv37pUk9e7dWwUFBVq2bJmjnrvvvlstW7bUnDlzflf9NptNvr6+Onv2rHx8fP7orwEAKrQGzy53dQml4lByjKtLuGF8Fr/P7/3+LtU5OTk5OcrLy1OXLl0cbb6+voqMjFRmZqYkKTMzUzVr1nQEHEnq0qWLqlSpoi+//NIxpkOHDo6AI0nR0dHat2+fTp8+7Rjz6/e5POby+1xJYWGhbDab0wIAAMxUqiEnLy9PkhQQEODUHhAQ4OjLy8uTv7+/U3/VqlVVq1YtpzFX2sav3+NqYy73X0lSUpJ8fX0dS0hIyPXuIgAAqCAq1dVVCQkJOnv2rGM5fPiwq0sCAABlpFRDTmBgoCTp+PHjTu3Hjx939AUGBurEiRNO/ZcuXdKpU6ecxlxpG79+j6uNudx/JVarVT4+Pk4LAAAwU6mGnNDQUAUGBiotLc3RZrPZ9OWXXyoqKkqSFBUVpTNnzigrK8sxZu3atSouLlZkZKRjTHp6ui5evOgYk5qaqiZNmsjPz88x5tfvc3nM5fcBAACV23WHnPz8fGVnZys7O1vSL5ONs7OzlZubK4vFoqefflp///vftXTpUu3cuVMDBgxQcHCw4wqsZs2aqXv37nryySe1efNmffHFFxoxYoT69Omj4OBgSVK/fv3k7u6u2NhY7d69W4sWLdKMGTMUHx/vqGPUqFFauXKlpk6dqr179yoxMVFbtmzRiBEjbvy3AgAAKryq1/uCLVu2qFOnTo71y8Fj4MCBSklJ0dixY1VQUKAhQ4bozJkzateunVauXCkPDw/HaxYsWKARI0aoc+fOqlKlinr16qXXX3/d0e/r66vVq1dr+PDhatOmjerUqaMJEyY43Uvnnnvu0cKFCzV+/Hg999xzuu2227RkyRI1b978D/0iAACAWW7oPjkVHffJAQDuzVKe8Fn8Pi65Tw4AAEB5QcgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxU1dUFAKicGjy73NUl3LBDyTGuLgHANXAkBwAAGImQAwAAjFTqIadBgwayWCwlluHDh0uSOnbsWKJv6NChTtvIzc1VTEyMvLy85O/vrzFjxujSpUtOY9avX6/WrVvLarWqcePGSklJKe1dAQAAFVipz8n56quvVFRU5FjftWuXunbtqocfftjR9uSTT2rSpEmOdS8vL8fPRUVFiomJUWBgoDIyMnTs2DENGDBA1apV08svvyxJysnJUUxMjIYOHaoFCxYoLS1NTzzxhIKCghQdHV3auwQAACqgUg85devWdVpPTk5Wo0aNdO+99zravLy8FBgYeMXXr169Wnv27NGaNWsUEBCgli1bavLkyRo3bpwSExPl7u6uOXPmKDQ0VFOnTpUkNWvWTBs3btT06dMJOQAAQFIZz8m5cOGC/v3vf2vw4MGyWCyO9gULFqhOnTpq3ry5EhIS9NNPPzn6MjMzFR4eroCAAEdbdHS0bDabdu/e7RjTpUsXp/eKjo5WZmbmNespLCyUzWZzWgAAgJnK9BLyJUuW6MyZMxo0aJCjrV+/fqpfv76Cg4O1Y8cOjRs3Tvv27dMnn3wiScrLy3MKOJIc63l5edccY7PZ9PPPP8vT0/OK9SQlJWnixImltXsAAKAcK9OQM2/ePPXo0UPBwcGOtiFDhjh+Dg8PV1BQkDp37qwDBw6oUaNGZVmOEhISFB8f71i32WwKCQkp0/cEAACuUWYh57vvvtOaNWscR2iuJjIyUpK0f/9+NWrUSIGBgdq8ebPTmOPHj0uSYx5PYGCgo+3XY3x8fK56FEeSrFarrFbrde8LAACoeMpsTs7bb78tf39/xcRc+46g2dnZkqSgoCBJUlRUlHbu3KkTJ044xqSmpsrHx0dhYWGOMWlpaU7bSU1NVVRUVCnuAQAAqMjKJOQUFxfr7bff1sCBA1W16v8/WHTgwAFNnjxZWVlZOnTokJYuXaoBAwaoQ4cOatGihSSpW7duCgsL02OPPabt27dr1apVGj9+vIYPH+44CjN06FAdPHhQY8eO1d69e/XGG2/oww8/VFxcXFnsDgAAqIDKJOSsWbNGubm5Gjx4sFO7u7u71qxZo27duqlp06YaPXq0evXqpc8++8wxxs3NTcuWLZObm5uioqL06KOPasCAAU731QkNDdXy5cuVmpqqiIgITZ06VW+99RaXjwMAAIcymZPTrVs32e32Eu0hISHasGHDb76+fv36WrFixTXHdOzYUdu2bfvDNQIAALPxFHJUKjz5GgAqDx7QCQAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRSj3kJCYmymKxOC1NmzZ19J8/f17Dhw9X7dq1VaNGDfXq1UvHjx932kZubq5iYmLk5eUlf39/jRkzRpcuXXIas379erVu3VpWq1WNGzdWSkpKae8KAACowMrkSM4dd9yhY8eOOZaNGzc6+uLi4vTZZ59p8eLF2rBhg44ePaqHHnrI0V9UVKSYmBhduHBBGRkZeuedd5SSkqIJEyY4xuTk5CgmJkadOnVSdna2nn76aT3xxBNatWpVWewOAACogKqWyUarVlVgYGCJ9rNnz2revHlauHCh7rvvPknS22+/rWbNmmnTpk26++67tXr1au3Zs0dr1qxRQECAWrZsqcmTJ2vcuHFKTEyUu7u75syZo9DQUE2dOlWS1KxZM23cuFHTp09XdHR0WewSAACoYMrkSM63336r4OBgNWzYUP3791dubq4kKSsrSxcvXlSXLl0cY5s2bapbb71VmZmZkqTMzEyFh4crICDAMSY6Olo2m027d+92jPn1Ni6PubyNqyksLJTNZnNaAACAmUo95ERGRiolJUUrV67U7NmzlZOTo/bt2+vcuXPKy8uTu7u7atas6fSagIAA5eXlSZLy8vKcAs7l/st91xpjs9n0888/X7W2pKQk+fr6OpaQkJAb3V0AAFBOlfrpqh49ejh+btGihSIjI1W/fn19+OGH8vT0LO23uy4JCQmKj493rNtsNoIOAACGKvNLyGvWrKnbb79d+/fvV2BgoC5cuKAzZ844jTl+/LhjDk9gYGCJq60ur//WGB8fn2sGKavVKh8fH6cFAACYqcxDTn5+vg4cOKCgoCC1adNG1apVU1pamqN/3759ys3NVVRUlCQpKipKO3fu1IkTJxxjUlNT5ePjo7CwMMeYX2/j8pjL2wAAACj1kPPMM89ow4YNOnTokDIyMvTXv/5Vbm5u6tu3r3x9fRUbG6v4+HitW7dOWVlZevzxxxUVFaW7775bktStWzeFhYXpscce0/bt27Vq1SqNHz9ew4cPl9VqlSQNHTpUBw8e1NixY7V371698cYb+vDDDxUXF1fauwMAACqoUp+Tc+TIEfXt21c//vij6tatq3bt2mnTpk2qW7euJGn69OmqUqWKevXqpcLCQkVHR+uNN95wvN7NzU3Lli3TsGHDFBUVperVq2vgwIGaNGmSY0xoaKiWL1+uuLg4zZgxQ/Xq1dNbb73F5eMAAMCh1EPOBx98cM1+Dw8PzZo1S7NmzbrqmPr162vFihXX3E7Hjh21bdu2P1QjAAAwH8+uAgAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIpR5ykpKSdOedd8rb21v+/v7q2bOn9u3b5zSmY8eOslgsTsvQoUOdxuTm5iomJkZeXl7y9/fXmDFjdOnSJacx69evV+vWrWW1WtW4cWOlpKSU9u4AAIAKqtRDzoYNGzR8+HBt2rRJqampunjxorp166aCggKncU8++aSOHTvmWKZMmeLoKyoqUkxMjC5cuKCMjAy98847SklJ0YQJExxjcnJyFBMTo06dOik7O1tPP/20nnjiCa1ataq0dwkAAFRAVUt7gytXrnRaT0lJkb+/v7KystShQwdHu5eXlwIDA6+4jdWrV2vPnj1as2aNAgIC1LJlS02ePFnjxo1TYmKi3N3dNWfOHIWGhmrq1KmSpGbNmmnjxo2aPn26oqOjS3u3AABABVPmc3LOnj0rSapVq5ZT+4IFC1SnTh01b95cCQkJ+umnnxx9mZmZCg8PV0BAgKMtOjpaNptNu3fvdozp0qWL0zajo6OVmZl51VoKCwtls9mcFgAAYKZSP5Lza8XFxXr66af1pz/9Sc2bN3e09+vXT/Xr11dwcLB27NihcePGad++ffrkk08kSXl5eU4BR5JjPS8v75pjbDabfv75Z3l6epaoJykpSRMnTizVfQQAAOVTmYac4cOHa9euXdq4caNT+5AhQxw/h4eHKygoSJ07d9aBAwfUqFGjMqsnISFB8fHxjnWbzaaQkJAyez8AAOA6ZXa6asSIEVq2bJnWrVunevXqXXNsZGSkJGn//v2SpMDAQB0/ftxpzOX1y/N4rjbGx8fnikdxJMlqtcrHx8dpAQAAZir1kGO32zVixAh9+umnWrt2rUJDQ3/zNdnZ2ZKkoKAgSVJUVJR27typEydOOMakpqbKx8dHYWFhjjFpaWlO20lNTVVUVFQp7QkAAKjISj3kDB8+XP/+97+1cOFCeXt7Ky8vT3l5efr5558lSQcOHNDkyZOVlZWlQ4cOaenSpRowYIA6dOigFi1aSJK6deumsLAwPfbYY9q+fbtWrVql8ePHa/jw4bJarZKkoUOH6uDBgxo7dqz27t2rN954Qx9++KHi4uJKe5cAAEAFVOohZ/bs2Tp79qw6duyooKAgx7Jo0SJJkru7u9asWaNu3bqpadOmGj16tHr16qXPPvvMsQ03NzctW7ZMbm5uioqK0qOPPqoBAwZo0qRJjjGhoaFavny5UlNTFRERoalTp+qtt97i8nEAACCpDCYe2+32a/aHhIRow4YNv7md+vXra8WKFdcc07FjR23btu266rvZGjy73NUllIpDyTGuLgEAgOvCs6sAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMFKFDzmzZs1SgwYN5OHhocjISG3evNnVJQEAgHKgQoecRYsWKT4+Xi+++KK2bt2qiIgIRUdH68SJE64uDQAAuFiFDjnTpk3Tk08+qccff1xhYWGaM2eOvLy8NH/+fFeXBgAAXKyqqwv4oy5cuKCsrCwlJCQ42qpUqaIuXbooMzPziq8pLCxUYWGhY/3s2bOSJJvNVmZ1Fhf+VGbbvpnK8nd0M5nwefBZlB98FuWLCZ8Hn8X1bd9ut19zXIUNOT/88IOKiooUEBDg1B4QEKC9e/de8TVJSUmaOHFiifaQkJAyqdEkvq+5ugJcxmdRfvBZlC98HuXHzfoszp07J19f36v2V9iQ80ckJCQoPj7esV5cXKxTp06pdu3aslgsLqzsj7PZbAoJCdHhw4fl4+Pj6nIqNT6L8oXPo/zgsyg/TPks7Ha7zp07p+Dg4GuOq7Ahp06dOnJzc9Px48ed2o8fP67AwMArvsZqtcpqtTq11axZs6xKvKl8fHwq9H+wJuGzKF/4PMoPPovyw4TP4lpHcC6rsBOP3d3d1aZNG6WlpTnaiouLlZaWpqioKBdWBgAAyoMKeyRHkuLj4zVw4EC1bdtWd911l1577TUVFBTo8ccfd3VpAADAxSp0yOndu7dOnjypCRMmKC8vTy1bttTKlStLTEY2mdVq1YsvvljiNBxuPj6L8oXPo/zgsyg/KttnYbH/1vVXAAAAFVCFnZMDAABwLYQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGqtD3yamsjhw5oqVLlyo3N1cXLlxw6ps2bZqLqqqcVq5cqRo1aqhdu3aSpFmzZulf//qXwsLCNGvWLPn5+bm4wsrlo48+0ocffnjF/29s3brVRVVVbhcuXFBOTo4aNWqkqlX5ynGVSvu9YUeFsmbNGruXl5e9efPm9qpVq9pbtmxpr1mzpt3X19feqVMnV5dX6TRv3ty+fPlyu91ut+/YscNutVrtCQkJ9rvvvts+aNAgF1dXucyYMcNeo0YN+4gRI+zu7u72p556yt6lSxe7r6+v/bnnnnN1eZVOQUGBffDgwXY3Nze7m5ub/cCBA3a73W4fMWKEPSkpycXVVS6V+XuD01UVTEJCgp555hnt3LlTHh4e+vjjj3X48GHde++9evjhh11dXqWTk5OjsLAwSdLHH3+sP//5z3r55Zc1a9Ysff755y6urnJ54403NHfuXP3zn/+Uu7u7xo4dq9TUVI0cOVJnz551dXmVTkJCgrZv367169fLw8PD0d6lSxctWrTIhZVVPpX5e4OQU8F8/fXXGjBggCSpatWq+vnnn1WjRg1NmjRJr7zyiourq3zc3d31008/SZLWrFmjbt26SZJq1aolm83mytIqndzcXN1zzz2SJE9PT507d06S9Nhjj+n99993ZWmV0pIlSzRz5ky1a9dOFovF0X7HHXfowIEDLqys8qnM3xuEnAqmevXqjvOpQUFBTv9Y/PDDD64qq9Jq166d4uPjNXnyZG3evFkxMTGSpG+++Ub16tVzcXWVS2BgoE6dOiVJuvXWW7Vp0yZJvxxts/P0mpvu5MmT8vf3L9FeUFDgFHpQ9irz9wYhp4K5++67tXHjRknS/fffr9GjR+ull17S4MGDdffdd7u4uspn5syZqlq1qj766CPNnj1bt9xyiyTp888/V/fu3V1cXeVy3333aenSpZKkxx9/XHFxceratat69+6tv/71ry6urvJp27atli9f7li/HGzeeustRUVFuaqsSqkyf2/wgM4K5uDBg8rPz1eLFi1UUFCg0aNHKyMjQ7fddpumTZum+vXru7pEwCWKi4tVXFzsuILngw8+cPx/46mnnpK7u7uLK6xcNm7cqB49eujRRx9VSkqKnnrqKe3Zs0cZGRnasGGD2rRp4+oSK43K/L1ByAFKyfnz50tcmunj4+OiagDXO3DggJKTk7V9+3bl5+erdevWGjdunMLDw11dGioJQk4F89VXX6m4uFiRkZFO7V9++aXc3NzUtm1bF1VWORUUFGjcuHH68MMP9eOPP5boLyoqckFVlceOHTvUvHlzValSRTt27Ljm2BYtWtykqgCUF9yZqYIZPny4xo4dWyLkfP/993rllVf05Zdfuqiyymns2LFat26dZs+erccee0yzZs3S999/rzfffFPJycmuLs94LVu2VF5envz9/dWyZUtZLJYrTjK2WCwEThcoKirSp59+qq+//lqSFBYWpr/85S/cFPAmqFWrlr755hvVqVNHfn5+15zsfXnCvon4L62C2bNnj1q3bl2ivVWrVtqzZ48LKqrcPvvsM7377rvq2LGjHn/8cbVv316NGzdW/fr1tWDBAvXv39/VJRotJydHdevWdfyM8mP37t168MEHlZeXpyZNmkiSXnnlFdWtW1efffaZmjdv7uIKzTZ9+nR5e3tLkl577TXXFuNCnK6qYGrXrq1ly5aVuDohIyNDMTExOn36tIsqq5xq1KihPXv26NZbb1W9evX0ySef6K677lJOTo7Cw8OVn5/v6hIBl4iKilLdunX1zjvvOB5vcvr0aQ0aNEgnT55URkaGiytEZcAl5BVMt27dlJCQ4HQH1zNnzui5555T165dXVhZ5dSwYUPHEYSmTZvqww8/lPTLEZ6aNWu6sLLK55133nG6ZHns2LGqWbOm7rnnHn333XcurKxyys7OVlJSktPz2/z8/PTSSy9p27ZtLqysciouLtY333yjjRs3Kj093WkxGUdyKpjvv/9eHTp00I8//qhWrVpJ+uUfk4CAAKWmpiokJMTFFVYu06dPl5ubm0aOHKk1a9bogQcekN1u18WLFzVt2jSNGjXK1SVWGk2aNNHs2bN13333KTMzU507d9Zrr72mZcuWqWrVqvrkk09cXWKlEhERoenTp+u+++5zal+7dq1GjRqlnTt3uqiyymfTpk3q16+fvvvuuxJz1kyfr0bIqYAKCgq0YMECbd++XZ6enmrRooX69u2ratWqubq0Su+7775TVlaWGjduzNU8N5mXl5f27t2rW2+9VePGjdOxY8f07rvvavfu3erYsaNOnjzp6hIrlRUrVmjs2LFKTEx03HBu06ZNmjRpkpKTk9WuXTvHWG61ULZatmyp22+/XRMnTlRQUFCJSci+vr4uqqzsEXIAGMHf31+rVq1Sq1at1KpVK8XHx+uxxx7TgQMHFBERwfyom6xKlf8/G+Lyl+rlr5tfr5t+JKE8qF69urZv367GjRu7upSbjqurKoClS5eqR48eqlatmuO29Vfz4IMP3qSqIEkjR45U48aNNXLkSKf2mTNnav/+/ZX6qoabrWvXrnriiSfUqlUrffPNN7r//vsl/XKVj8l3dC2v1q1b5+oS8L8iIyO1f//+ShlyOJJTAVSpUsVxL5Bf/3X0f/EX0c13yy23aOnSpSVuUb9161Y9+OCDOnLkiIsqq3zOnDmj8ePH6/Dhwxo2bJjj2WEvvviiqlWrpvHjx7u4QsA1Pv30U40fP15jxoxReHh4iakNJp9aJ+QAN8DDw0O7du0q8RfS/v371bx5c50/f95FleHcuXN6//339dZbbykrK4s/AFzgzJkzmjdvnuNmgHfccYcGDx5s9ByQ8uhKfxxfvnGm6X8ccwl5BXLx4kV17txZ3377ratLwf9q3LixVq5cWaL9888/V8OGDV1QEdLT0zVw4EAFBQXpH//4h+677z5t2rTJ1WVVOlu2bFGjRo00ffp0nTp1SqdOndK0adPUqFEjbd261dXlVSo5OTklloMHDzr+12TMyalAqlWr9pvP58HNFR8frxEjRujkyZOOS2XT0tI0depU5uPcRHl5eUpJSdG8efNks9n0yCOPqLCwUEuWLFFYWJiry6uU4uLi9OCDD+pf//qX4zEOly5d0hNPPKGnn37a+PuzlCeVeU4ap6sqmLi4OFmtVp6LVI7Mnj1bL730ko4ePSpJatCggRITEzVgwAAXV1Y5PPDAA0pPT1dMTIz69++v7t27y83NTdWqVdP27dsJOS7i6empbdu2qWnTpk7te/bsUdu2bfXTTz+5qLLKa8+ePcrNzdWFCxec2k2+YIUjORXMpUuXNH/+fK1Zs0Zt2rRR9erVnfqnTZvmosoqr2HDhmnYsGE6efKkPD09VaNGDVeXVKl8/vnnGjlypIYNG6bbbrvN1eXgf/n4+Cg3N7dEyDl8+LDjmUq4OQ4ePKi//vWv2rlzp9NDbC9fys+cHJQbu3btUuvWreXt7a1vvvlG27ZtcyzZ2dmuLq9Sq1u3LgHHBTZu3Khz586pTZs2ioyM1MyZM/XDDz+4uqxKr3fv3oqNjdWiRYt0+PBhHT58WB988IGeeOIJ9e3b19XlVSqjRo1SaGioTpw4IS8vL+3evVvp6elq27at1q9f7+ryyhSnqyqAHTt2qHnz5te8fBw3T+vWrZWWliY/Pz+1atWqxN1Df40JljdPQUGBFi1apPnz52vz5s0qKirStGnTNHjwYI4cuMCFCxc0ZswYzZkzR5cuXZL0y7zCYcOGKTk5WVar1cUVVh516tTR2rVr1aJFC/n6+mrz5s1q0qSJ1q5dq9GjRxv9LDFCTgXg5uamY8eOyd/fXw0bNtRXX32l2rVru7qsSmvixIkaM2aMvLy8NHHixGuOffHFF29SVfi1ffv2ad68eXrvvfd05swZde3a9TdvpInSU1RUpC+++ELh4eGyWq06cOCAJKlRo0by8vJycXWVj5+fn7Zu3arQ0FA1atRIb731ljp16qQDBw4oPDzc6PlRhJwKoHbt2lqxYoUiIyNVpUoVHT9+XHXr1nV1WZXe5X/IW7RowRPHy6mioiJ99tlnmj9/PiHnJvPw8NDXX3+t0NBQV5dS6bVv316jR49Wz5491a9fP50+fVrjx4/X3LlzlZWVpV27drm6xDJDyKkAhgwZonfffVdBQUHKzc1VvXr15ObmdsWxpt/zoLzhH3Lgytq2batXXnlFnTt3dnUpld6qVatUUFCghx56SPv379ef//xnffPNN6pdu7YWLVpU4knxJiHkVBArV67U/v37NXLkSE2aNOmKcwzOnTvHretvMv4hB65s5cqVSkhI0OTJk694JShPHnetU6dOyc/P75pzCk1AyKlgHn/8cb3++uuOkMOt612Lf8iBK7vSU8glnjzuSvv379eBAwfUoUMHeXp6Oj4LkxFyKqj09HTNmzdPH3/8sYKDg/XQQw+pV69euvPOO11dWqXCP+TAlW3YsOGa/ffee+9NqgQ//vijHnnkEa1bt04Wi0XffvutGjZsqMGDB8vPz09Tp051dYllhpsBViDcur78WbdunatLAMolQkz5ERcXp2rVqik3N1fNmjVztPfu3Vvx8fFGhxyO5FQQl29df//99+vRRx/l1vUAyrXfejZVhw4dblIlCAwM1KpVqxQRESFvb29t375dDRs21MGDB9WiRQvl5+e7usQyw5GcCoJb15df//nPf/Tmm2/q4MGDWrx4sW655Ra99957Cg0NVbt27VxdHuASHTt2LNH261O6nMq9eQoKCq54f6JTp04Zf1NGbqFbQXDr+vLp448/VnR0tDw9PbV161YVFhZKks6ePauXX37ZxdUBrnP69Gmn5cSJE1q5cqXuvPNOrV692tXlVSrt27fXu+++61i3WCwqLi7WlClT1KlTJxdWVvY4XVXBcOv68qVVq1aKi4vTgAEDnA4Db9u2TT169FBeXp6rSwTKlQ0bNig+Pl5ZWVmuLqXS2LVrlzp37qzWrVtr7dq1evDBB7V7926dOnVKX3zxhRo1auTqEssMIacC49b1rufl5aU9e/aoQYMGJc51h4WF6fz5864uEShX9u7dq7Zt2xo9D6Q8Onv2rGbOnKnt27crPz9frVu31vDhwxUUFOTq0soUc3IqsCZNmmjKlClKSkpy3LoeN1dgYKD279+vBg0aOLVv3LhRDRs2dE1RQDmwY8cOp3W73a5jx44pOTlZLVu2dE1RlZivr6+ef/55V5dx0xFyDODm5qaePXuqZ8+eri6l0nnyySc1atQozZ8/XxaLRUePHlVmZqaeeeYZvfDCC64uD3CZli1bymKx6P+eLLj77rv5g+wme/vtt1WjRg09/PDDTu2LFy/WTz/9pIEDB7qosrLH6SrgBtjtdr388stKSkpyPMnXarXqmWee0eTJk11cHeA63333ndN6lSpVVLduXXl4eLioosrr9ttv15tvvllikvGGDRs0ZMgQ7du3z0WVlT1CDlAKLly4oP379ys/P19hYWGqUaOGq0sCXOL+++/X+++/L19fX0lScnKyhg4dqpo1a0r65e677du31549e1xYZeXi4eGhvXv3ljitfujQITVr1kw///yzawq7CbiEHCgF7u7uCgsL01133UXAQaW2atUqx60UJOnll1/WqVOnHOuXLl0y+shBeeTv719ijpQkbd++XbVr13ZBRTcPc3KAG3D+/Hn985//1Lp163TixAkVFxc79W/dutVFlQGu8X9PDnCywPX69u2rkSNHytvb23Gn6Q0bNmjUqFHq06ePi6srW4Qc4AbExsZq9erV+q//+i/dddddxj/RF0DFM3nyZB06dEidO3dW1aq/fO0XFRVp4MCBxt+0lDk5wA3w9fXVihUr9Kc//cnVpQDlgpubm/Ly8lS3bl1Jkre3t3bs2KHQ0FBJ0vHjxxUcHMxjHVzgq6++0qFDh+Tp6anw8HDVr1/f1SWVOY7kADfglltu4U7TwK/Y7XYNGjTI8Uyk8+fPa+jQoapevbokOc3XQdk7c+aMnn/+eS1atEinT5+WJPn5+alPnz76+9//7pgQbiqO5AA34PPPP9frr7+uOXPmVIq/ioDf8vjjj/+ucW+//XYZV4JTp04pKipK33//vfr3769mzZpJkvbs2aOFCxcqJCREGRkZ8vPzc3GlZYeQA9yAkydP6pFHHlF6erq8vLxUrVo1p/5fX1UCADfT008/rbS0NK1Zs0YBAQFOfXl5eerWrZs6d+6s6dOnu6jCskfIAW5Aly5dlJubq9jYWAUEBJSYeGzynUQBlG8NGjTQm2++qejo6Cv2r1y5UkOHDtWhQ4dubmE3ESEHuAFeXl7KzMxURESEq0sBACdWq1UHDhxQvXr1rth/5MgRNW7c2OgHCXMzQOAGNG3a1Oi7hQKouOrUqXPNozQ5OTmqVavWzSvIBQg5wA1ITk7W6NGjtX79ev3444+y2WxOCwC4SnR0tJ5//nlduHChRF9hYaFeeOEFde/e3QWV3TycrgJuQJUqv/yd8H/n4tjtdlksFu4FAsBljhw5orZt28pqtWr48OFq2rSp7Ha7vv76a73xxhsqLCzUli1bFBIS4upSywz3yQFuwLp1667at3PnzptYCQA4q1evnjIzM/Xf//3fSkhIcDxiw2KxqGvXrpo5c6bRAUfiSA5Qqs6dO6f3339fb731lrKysjiSA6BcOH36tL799ltJUuPGjY2fi3MZIQcoBenp6Zo3b54+/vhjBQcH66GHHlKvXr105513uro0AKi0OF0F/EF5eXlKSUnRvHnzZLPZ9Mgjj6iwsFBLlixRWFiYq8sDgEqPq6uAP+CBBx5QkyZNtGPHDr322ms6evSo/vnPf7q6LADAr3AkB/gDPv/8c40cOVLDhg3Tbbfd5upyAABXwJEc4A/YuHGjzp07pzZt2igyMlIzZ87UDz/84OqyAAC/wsRj4AYUFBRo0aJFmj9/vjZv3qyioiJNmzZNgwcPlre3t6vLA4BKjZADlJJ9+/Zp3rx5eu+993TmzBl17dpVS5cudXVZAFBpEXKAUlZUVKTPPvtM8+fPJ+QAgAsRcgAAgJGYeAwAAIxEyAEAAEYi5AAAACMRcgAYJSUlRTVr1nR1GQDKAUIOgAqrQYMGeu2115zaevfurW+++eam15KYmKiWLVve9PcFcHU81gGAUTw9PeXp6enqMgCUAxzJAVBmiouLNWXKFDVu3FhWq1W33nqrXnrpJUnSzp07dd9998nT01O1a9fWkCFDlJ+f73jtoEGD1LNnT/3jH/9QUFCQateureHDh+vixYuSpI4dO+q7775TXFycLBaLLBaLpJKnqy4fYXnvvffUoEED+fr6qk+fPjp37pxTnUlJSQoNDZWnp6ciIiL00UcfOfrXr18vi8WitLQ0tW3bVl5eXrrnnnu0b98+x3tOnDhR27dvd9SSkpJSVr9WAL8TIQdAmUlISFBycrJeeOEF7dmzRwsXLlRAQIAKCgoUHR0tPz8/ffXVV1q8eLHWrFmjESNGOL1+3bp1OnDggNatW6d33nlHKSkpjvDwySefqF69epo0aZKOHTumY8eOXbWOAwcOaMmSJVq2bJmWLVumDRs2KDk52dGflJSkd999V3PmzNHu3bsVFxenRx99VBs2bHDazvPPP6+pU6dqy5Ytqlq1qgYPHizpl1Nko0eP1h133OGopXfv3qX0WwTwh9kBoAzYbDa71Wq1/+tf/yrRN3fuXLufn589Pz/f0bZ8+XJ7lSpV7Hl5eXa73W4fOHCgvX79+vZLly45xjz88MP23r17O9br169vnz59utO23377bbuvr69j/cUXX7R7eXnZbTabo23MmDH2yMhIu91ut58/f97u5eVlz8jIcNpObGysvW/fvna73W5ft26dXZJ9zZo1TvVKsv/888+O94mIiPg9vxoANwlzcgCUia+//lqFhYXq3LnzFfsiIiJUvXp1R9uf/vQnFRcXa9++fQoICJAk3XHHHXJzc3OMCQoK0s6dO6+7lgYNGjg9MDUoKEgnTpyQJO3fv18//fSTunbt6vSaCxcuqFWrVk5tLVq0cNqGJJ04cUK33nrrddcEoOwRcgCUidKY/FutWjWndYvFouLi4lLdzuV5QMuXL9ctt9ziNM5qtV51O5fnAP2RegDcHMzJAVAmbrvtNnl6eiotLa1EX7NmzbR9+3YVFBQ42r744gtVqVJFTZo0+d3v4e7urqKiohuqMywsTFarVbm5uWrcuLHTEhISclNrAVC6OJIDoEx4eHho3LhxGjt2rNzd3fWnP/1JJ0+e1O7du9W/f3+9+OKLGjhwoBITE3Xy5En97W9/02OPPeY4VfV7NGjQQOnp6erTp4+sVqvq1Klz3XV6e3vrmWeeUVxcnIqLi9WuXTudPXtWX3zxhXx8fDRw4MDfXUtOTo6ys7NVr149eXt7lzgSBODmIuQAKDMvvPCCqlatqgkTJujo0aMKCgrS0KFD5eXlpVWrVmnUqFG688475eXlpV69emnatGnXtf1JkybpqaeeUqNGjVRYWCi73f6H6pw8ebLq1q2rpKQkHTx4UDVr1lTr1q313HPP/e5t9OrVS5988ok6deqkM2fO6O2339agQYP+UD0ASofF/kf/VQAAACjHmJMDAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJH+H2ZRL80UhLSNAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# grafico de barras\n",
    "(df.groupby('continent')\n",
    "   .mean(numeric_only=True)['gdp_cap']\n",
    "   .plot(kind='bar')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Valor Medio GDP per cap'}, xlabel='year'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# otro gráfico de barras con título\n",
    "(df.groupby('year')['gdp_cap']\n",
    "   .mean(numeric_only=True)\n",
    "   .plot(kind='bar',\n",
    "         title='Valor Medio GDP per cap')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot de dos columnas\n",
    "(df[df['year'] == 2007]\n",
    "  .plot(x='gdp_cap',\n",
    "        y='life_exp',\n",
    "        kind='scatter'\n",
    "        )\n",
    ")\n",
    "plt.xlabel('gdp per capita')\n",
    "plt.ylabel('life expentancy')\n",
    "plt.title('Countries around the world')\n",
    "#plt.savefig('pandas-scatter.png') #guardar al mismo nivel del notebook\n",
    "plt.savefig('.\\outputs\\pandas-scatter.png') #guardar al mismo nivel del notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot con más opciones \n",
    "(df[df['year']==2007]\n",
    " .plot(x='gdp_cap',\n",
    "       y='life_exp',\n",
    "       kind='scatter',\n",
    "       s='population',\n",
    "       sizes=(10,100),\n",
    "       alpha=0.5\n",
    "       )\n",
    ")\n",
    "plt.xlabel('gdp per capita')\n",
    "plt.ylabel('life expentancy')\n",
    "plt.title('Countries around the world')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# con dos series\n",
    "# primera serie con scatter plot año 2007\n",
    "plt.scatter(df[df['year']==2007]['gdp_cap'],\n",
    "            df[df['year']==2007]['life_exp'],\n",
    "            s=df[df['year']==2007]['population']/1e6,\n",
    "            alpha=0.5)\n",
    "# segunda serie con scatter plot año 1952\n",
    "plt.scatter(df[df['year']==1952]['gdp_cap'],\n",
    "            df[df['year']==1952]['life_exp'],\n",
    "            s=df[df['year']==1952]['population']/1e6,\n",
    "            alpha=0.5)\n",
    "# Editar la gráfica\n",
    "plt.legend([\"2007\", \"1952\"])\n",
    "plt.xlabel('gdp per cap')\n",
    "plt.ylabel('life expectancy')\n",
    "plt.xscale('log')\n",
    "plt.title('Countries (size = population)')\n",
    "plt.savefig('.\\outputs\\pandas-scatter-final.png',dpi=500) #guardar con resolucion de grafica\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# librería seaborn\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 637.625x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot con seaborn\n",
    "sns.relplot(x=\"gdp_cap\",\n",
    "            y=\"life_exp\",\n",
    "            hue='continent',\n",
    "            size=\"population\",\n",
    "            sizes=(50,500),\n",
    "            data=df[df['year'] == 2007]\n",
    "            )\n",
    "# hue: separar los datos en N categorías, ejemplo por continente\n",
    "# size: tamaño de la población\n",
    "plt.savefig('.\\outputs\\pandas-seaborn-scatter.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1137.62x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot con seaborn\n",
    "sns.relplot(x=\"gdp_cap\",\n",
    "            y=\"life_exp\",\n",
    "            hue='continent',\n",
    "            size=\"population\",\n",
    "            sizes=(50,500),\n",
    "            col='year',\n",
    "            data=df[df['year'] > 2000]\n",
    "            )\n",
    "# hue: separar los datos en N categorías, ejemplo por continente\n",
    "# size: tamaño de la población\n",
    "plt.savefig('.\\outputs\\pandas-seaborn-scatter-2.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='gdp_cap', ylabel='continent'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# boxplot seaborn\n",
    "sns.boxplot(x=\"gdp_cap\",\n",
    "            y=\"continent\",\n",
    "            data=df[df['year'] == 2007]\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>year</th>\n",
       "      <th>1952</th>\n",
       "      <th>1957</th>\n",
       "      <th>1962</th>\n",
       "      <th>1967</th>\n",
       "      <th>1972</th>\n",
       "      <th>1977</th>\n",
       "      <th>1982</th>\n",
       "      <th>1987</th>\n",
       "      <th>1992</th>\n",
       "      <th>1997</th>\n",
       "      <th>2002</th>\n",
       "      <th>2007</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>continent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>1252.572466</td>\n",
       "      <td>1385.236062</td>\n",
       "      <td>1598.078825</td>\n",
       "      <td>2050.363801</td>\n",
       "      <td>2339.615674</td>\n",
       "      <td>2585.938508</td>\n",
       "      <td>2481.592960</td>\n",
       "      <td>2282.668991</td>\n",
       "      <td>2281.810333</td>\n",
       "      <td>2378.759555</td>\n",
       "      <td>2599.385159</td>\n",
       "      <td>3089.032605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Americas</th>\n",
       "      <td>4079.062552</td>\n",
       "      <td>4616.043733</td>\n",
       "      <td>4901.541870</td>\n",
       "      <td>5668.253496</td>\n",
       "      <td>6491.334139</td>\n",
       "      <td>7352.007126</td>\n",
       "      <td>7506.737088</td>\n",
       "      <td>7793.400261</td>\n",
       "      <td>8044.934406</td>\n",
       "      <td>8889.300863</td>\n",
       "      <td>9287.677107</td>\n",
       "      <td>11003.031625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>5195.484004</td>\n",
       "      <td>5787.732940</td>\n",
       "      <td>5729.369625</td>\n",
       "      <td>5971.173374</td>\n",
       "      <td>8187.468699</td>\n",
       "      <td>7791.314020</td>\n",
       "      <td>7434.135157</td>\n",
       "      <td>7608.226508</td>\n",
       "      <td>8639.690248</td>\n",
       "      <td>9834.093295</td>\n",
       "      <td>10174.090397</td>\n",
       "      <td>12473.026870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>5661.057435</td>\n",
       "      <td>6963.012816</td>\n",
       "      <td>8365.486814</td>\n",
       "      <td>10143.823757</td>\n",
       "      <td>12479.575246</td>\n",
       "      <td>14283.979110</td>\n",
       "      <td>15617.896551</td>\n",
       "      <td>17214.310727</td>\n",
       "      <td>17061.568084</td>\n",
       "      <td>19076.781802</td>\n",
       "      <td>21711.732422</td>\n",
       "      <td>25054.481636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>10298.085650</td>\n",
       "      <td>11598.522455</td>\n",
       "      <td>12696.452430</td>\n",
       "      <td>14495.021790</td>\n",
       "      <td>16417.333380</td>\n",
       "      <td>17283.957605</td>\n",
       "      <td>18554.709840</td>\n",
       "      <td>20448.040160</td>\n",
       "      <td>20894.045885</td>\n",
       "      <td>24024.175170</td>\n",
       "      <td>26938.778040</td>\n",
       "      <td>29810.188275</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year               1952          1957          1962          1967  \\\n",
       "continent                                                           \n",
       "Africa      1252.572466   1385.236062   1598.078825   2050.363801   \n",
       "Americas    4079.062552   4616.043733   4901.541870   5668.253496   \n",
       "Asia        5195.484004   5787.732940   5729.369625   5971.173374   \n",
       "Europe      5661.057435   6963.012816   8365.486814  10143.823757   \n",
       "Oceania    10298.085650  11598.522455  12696.452430  14495.021790   \n",
       "\n",
       "year               1972          1977          1982          1987  \\\n",
       "continent                                                           \n",
       "Africa      2339.615674   2585.938508   2481.592960   2282.668991   \n",
       "Americas    6491.334139   7352.007126   7506.737088   7793.400261   \n",
       "Asia        8187.468699   7791.314020   7434.135157   7608.226508   \n",
       "Europe     12479.575246  14283.979110  15617.896551  17214.310727   \n",
       "Oceania    16417.333380  17283.957605  18554.709840  20448.040160   \n",
       "\n",
       "year               1992          1997          2002          2007  \n",
       "continent                                                          \n",
       "Africa      2281.810333   2378.759555   2599.385159   3089.032605  \n",
       "Americas    8044.934406   8889.300863   9287.677107  11003.031625  \n",
       "Asia        8639.690248   9834.093295  10174.090397  12473.026870  \n",
       "Europe     17061.568084  19076.781802  21711.732422  25054.481636  \n",
       "Oceania    20894.045885  24024.175170  26938.778040  29810.188275  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'GDP per capita')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tTAYAAOBZmFJiDstbyO+//77q1KmjsLAwPfzww5KkrVu3qlChQvrqq68sTgcAAABkjuUF93333aft27dr1qxZ2rZtm/z9/dW5c2e1a9dOOXPmtDoeAACAx2BZQHNYXnBLN9bf7tGjh9UxAAAAgCxnScG9aNEiNW7cWDlz5tSiRYtuO7Z58+a3PZ6UlKSkpCSHfb6+yfL19cl0TgAAAE/i6XOtzWJJwd2iRQvFxsYqJCRELVq0uOU4m82mlJSU255r9OjRGjFihMO+YcN6afjwV7IiKgAAAJApNsMwDKtDZMbNO9wxbtvhNuSefx2GcfsfjFxZqnHN6ghOMZRqdQSnGXLf94u7ssnb6ggex12/Rw3DPXNL7vvvuX+OWlZHsCvx8FjTzn14yyDTzu3qLP29wbVr11S/fn3t37/f6XP4+voqMDDQYXPXYhsAAMBKNnmZtnkyS199zpw5tX37disjAAAAAKay/MeN559/Xp9//rnVMQAAAGDzMm/zYJYvC3j9+nV98cUX+vnnn1W1alXlzp3b4fi4ceMsSgYAAABknuUF986dO1WlShVJ0p9//ulwzGazWREJAADAI7EsoDksKbi3b9+u8uXLy8vLS6tWrbIiAgAAAJAtLPkx5uGHH9bZs2clSSVLltS5c+esiAEAAIC/sdlspm2ezJKCO2/evDp8+LAk6ciRI0pNdd81PwEAAIDbsWRKSevWrVW3bl0VKVJENptN1apVk7f3zT+U4dChQ9mcDgAAwDN5+nrZZrGk4P7000/VqlUrHThwQK+++qq6d++uPHnypBt38eJFC9IBAAB4Jm6aNIdlq5Q0atRIkrRp0yb17t3bXnBfvHhRc+bM0bRp07Rp0yYNHTrUqogAAABApln+Y8z06dOVJ08erV27Vh07dlSRIkX0/vvv64knntCGDRusjgcAAOA5bDbzNg9m6TrcsbGxmjFjhj7//HMlJCSoTZs2SkpK0sKFC1WuXDkrowEAAABZwrIOd7NmzVS6dGlt27ZNEyZM0IkTJ/TRRx9ZFQcAAABeJm4ezLIO99KlS/Xqq6+qZ8+eKlWqlFUxAAAAAFNZ9vPGunXrdPHiRVWtWlU1atTQpEmT7B+GAwAAAAswh9sUlhXcNWvW1GeffaaTJ0/qxRdf1Ndff63Q0FClpqZqxYoVLAkIAACAe4LlM2py586tLl26aN26ddqxY4f69++v9957TyEhIWrevLnV8QAAADwHHW5TWF5w/13p0qU1duxYHTt2THPmzLE6DgAAgGfhpklTuOTL9/b2VosWLbRo0SKrowAAAACZYuk63AAAAHAdhodP/TCLS3a4AQAAgHsFHW4AAADcQIPbFHS4AQAAABPR4QYAAMANXrS4zUCHGwAAADARBTcAAABucJEPvhk9erSqV6+uPHnyKCQkRC1atNC+ffscxjz++OOy2WwO20svveQwJiYmRk2bNlWuXLkUEhKigQMH6vr16w5jVq9erSpVqsjX11fh4eGaMWNGujyTJ0/W/fffLz8/P9WoUUO///57hl4PBTcAAABcypo1axQVFaUNGzZoxYoVunbtmho2bKjExESHcd27d9fJkyft29ixY+3HUlJS1LRpUyUnJ2v9+vX68ssvNWPGDL311lv2MYcPH1bTpk1Vr149bd26VX369FG3bt30008/2cfMnTtX/fr107Bhw7R582ZVqlRJkZGROn369F2/HpthGEYmroeL+tPqAE4z5J5/HYaRYnUEp6Ua16yO4BRDqVZHcJoh932/uCubvK2O4HHc9XvUMNwzt+S+/57756hldQS7Uk98Ztq59//S3enHnjlzRiEhIVqzZo3q1Kkj6UaHu3LlypowYcJNH7N06VI99dRTOnHihAoVKiRJmjp1qgYPHqwzZ87Ix8dHgwcP1pIlS7Rz507749q2bav4+HgtW7ZMklSjRg1Vr15dkyZNkiSlpqaqWLFieuWVV/Taa6/dVX463AAAALjBy2balpSUpISEBIctKSnprmJduHBBkhQcHOywf9asWSpQoIDKly+vIUOG6PLly/Zj0dHRqlChgr3YlqTIyEglJCRo165d9jENGjRwOGdkZKSio6MlScnJydq0aZPDGC8vLzVo0MA+5q4u612PBAAAAJw0evRoBQUFOWyjR4++4+NSU1PVp08f1a5dW+XLl7fvf+655/Sf//xHq1at0pAhQ/TVV1/p+eeftx+PjY11KLYl2b+OjY297ZiEhARduXJFZ8+eVUpKyk3HpJ3jbrAsIAAAAG4w8aPdhwwZon79+jns8/X1vePjoqKitHPnTq1bt85hf48ePex/rlChgooUKaL69evr4MGDeuCBB7ImdBah4AYAAIDpfH1976rA/rtevXpp8eLFWrt2rYoWLXrbsTVq1JAkHThwQA888IAKFy6cbjWRU6dOSZIKFy5s//+0fX8fExgYKH9/f3l7e8vb2/umY9LOcTeYUgIAAIAbbCZuGWAYhnr16qXvvvtOv/zyi0qUKHHHx2zdulWSVKRIEUlSRESEduzY4bCayIoVKxQYGKhy5crZx6xcudLhPCtWrFBERIQkycfHR1WrVnUYk5qaqpUrV9rH3A063AAAAHApUVFRmj17tr7//nvlyZPHPl86KChI/v7+OnjwoGbPnq0mTZoof/782r59u/r27as6deqoYsWKkqSGDRuqXLlyeuGFFzR27FjFxsZq6NChioqKsnfaX3rpJU2aNEmDBg1Sly5d9Msvv+ibb77RkiVL7Fn69eunjh07qlq1anrkkUc0YcIEJSYmqnPnznf9elgW0MWwLGD2c9dlpNx1yTGJZQGtwLKA2c9dv0dZFjD7udSygI2+MO3c+5d1ueuxtlvMJZ8+fbo6deqkv/76S88//7x27typxMREFStWTC1bttTQoUMVGBhoH3/06FH17NlTq1evVu7cudWxY0e99957ypHjfz3n1atXq2/fvtq9e7eKFi2qN998U506dXJ43kmTJunf//63YmNjVblyZX344Yf2KSx39XoouF0LBXf2c9d/oN31P+YSBbcVKLizn7t+j1JwZz8K7nsfU0oAAABwg3mLlHg0Cm4AAABIkgwTlwX0ZKxSAgAAAJiIDjcAAABu8KLDbQY63AAAAICJ6HADAADgBhrcpqDDDQAAAJjonuxwJ1w7anUEp6WkJlkdwSnuut6sJF1Ncc8f569ctzqB86646TVPcc9l8iVJqW6aPcVwz/eKJCUku2d2d/3+lKRDF91zvflXylmd4G9YpcQUdLgBAAAAE92THW4AAAA4gVVKTEHBDQAAgBuot03BlBIAAADARHS4AQAAcAM3TZqCDjcAAABgIjrcAAAAuIEOtynocAMAAAAmosMNAACAG2jFmoLLCgAAAJiIDjcAAABuYA63KSi4AQAAcAP1timYUgIAAACYiA43AAAAJEmGFy1uM9DhBgAAAExEhxsAAAA3cNOkKSzvcC9btkzr1q2zfz158mRVrlxZzz33nM6fP29hMgAAACDzLC+4Bw4cqISEBEnSjh071L9/fzVp0kSHDx9Wv379LE4HAADgQWwmbh7M8iklhw8fVrly5SRJCxYs0FNPPaVRo0Zp8+bNatKkicXpAAAAgMyxvMPt4+Ojy5cvS5J+/vlnNWzYUJIUHBxs73wDAAAgG3jZzNs8mOUd7kcffVT9+vVT7dq19fvvv2vu3LmSpD///FNFixa1OB0AAIAH4aZJU1je4Z40aZJy5Mih+fPna8qUKbrvvvskSUuXLlWjRo0sTgcAAABkjuUd7uLFi2vx4sXp9o8fP96CNAAAAB6MBrcpLC+4/+7q1atKTk522BcYGGhRGgAAACDzLC+4ExMTNXjwYH3zzTc6d+5cuuMpKSkWpAIAAPBAHn5zo1ksn8M9aNAg/fLLL5oyZYp8fX01bdo0jRgxQqGhoZo5c6bV8QAAAIBMsbzD/cMPP2jmzJl6/PHH1blzZz322GMKDw9XWFiYZs2apfbt21sdEQAAwDPQ4TaF5R3uuLg4lSxZUtKN+dpxcXGSbiwXuHbtWiujAQAAAJlmecFdsmRJHT58WJJUpkwZffPNN5JudL7z5s1rYTIAAADPYtjM2zyZ5QV3586dtW3bNknSa6+9psmTJ8vPz099+/bVwIEDLU4HAADgQfikSVNYPoe7b9++9j83aNBAe/fu1aZNmxQeHq6KFStamAwAAADIPMsL7n8KCwtTWFiY1TEAAAA8Dx/tbgrLp5S8+uqr+vDDD9PtnzRpkvr06ZP9gQAAAIAsZHnBvWDBAtWuXTvd/lq1amn+/PkWJAIAAPBQzOE2heUF97lz5xQUFJRuf2BgoM6ePWtBIgAAACDrWF5wh4eHa9myZen2L1261L4+NwAAALKBl4mbB7P8psl+/fqpV69eOnPmjJ544glJ0sqVK/XBBx9owoQJ1oYDAAAAMsnygrtLly5KSkrSu+++q7fffluSdP/992vKlCnq0KGDxekAAAA8CKuUmMLygluSevbsqZ49e+rMmTPy9/dXQECA1ZEAAAA8j4ff3GgWlyi40xQsWNDqCAAAAECWsqTgrlKlilauXKl8+fLp4Ycflu02v77YvHlzNiYDAADwXAZTSkxhScH9r3/9S76+vpKkFi1aWBEBAAAAyBaWFNzDhg2TJKWkpKhevXqqWLGi8ubNa0UUAAAApPHw5fvMYull9fb2VsOGDXX+/HkrYwAAAACmsfymyfLly+vQoUMqUaKEU49PSkpSUlKS4z6vZPn6+mRFPAAAAM/BKiWmsPwXB++8844GDBigxYsX6+TJk0pISHDY7mT06NEKCgpy2MaN+TobkgMAAAB3ZjMMw7AygJfX/2r+v69WYhiGbDabUlJSbvv4m3e4/+u2He6U1KQ7D3JBhlKtjuC0qynu+dP8letWJ3DeFTe95imW/muZOalumj3FcM/3iiQlJLtndnf9/pSkQxe9rY7glFfKNbQ6gl2JAT+Ydu7D7zcz7dyuzvIpJatWrcrU4319fe0rnqRJuOaexTYAAIClmFJiCssL7rp161odAQAAADCN5XO4Jem///2vnn/+edWqVUvHjx+XJH311Vdat26dxckAAAA8iM3EzYNZXnAvWLBAkZGR8vf31+bNm+3zsS9cuKBRo0ZZnA4AAADIHMsL7nfeeUdTp07VZ599ppw5c9r3165dm491BwAAyEaGl820zZNZXnDv27dPderUSbc/KChI8fHx2R8IAAAAyEKWF9yFCxfWgQMH0u1ft26dSpYsaUEiAAAAD+VlM2/zYJYX3N27d1fv3r3122+/yWaz6cSJE5o1a5YGDBignj17Wh0PAAAAyBTLlwV87bXXlJqaqvr16+vy5cuqU6eOfH19NWDAAL3yyitWxwMAAPAcNs/uRJvF8oLbZrPpjTfe0MCBA3XgwAFdunRJ5cqVU0BAgNXRAAAAgEyzvOBO4+Pjo3LlylkdAwAAwHNZPtn43mR5wX316lV99NFHWrVqlU6fPq3U1FSH4ywNCAAAkE2YUmIKywvurl27avny5Xr66af1yCOPyMZfNAAAAO4hlhfcixcv1o8//qjatWtbHQUAAMCzefjyfWaxfKbOfffdpzx58lgdAwAAADCF5QX3Bx98oMGDB+vo0aNWRwEAAPBsLvLBN6NHj1b16tWVJ08ehYSEqEWLFtq3b5/DmKtXryoqKkr58+dXQECAWrdurVOnTjmMiYmJUdOmTZUrVy6FhIRo4MCBun79usOY1atXq0qVKvL19VV4eLhmzJiRLs/kyZN1//33y8/PTzVq1NDvv/+eoddjecFdrVo1Xb16VSVLllSePHkUHBzssAEAAMCzrFmzRlFRUdqwYYNWrFiha9euqWHDhkpMTLSP6du3r3744QfNmzdPa9as0YkTJ9SqVSv78ZSUFDVt2lTJyclav369vvzyS82YMUNvvfWWfczhw4fVtGlT1atXT1u3blWfPn3UrVs3/fTTT/Yxc+fOVb9+/TRs2DBt3rxZlSpVUmRkpE6fPn3Xr8dmGIaRyWuSKQ0aNFBMTIy6du2qQoUKpbtpsmPHjhk+Z8K1FVkVL9ulpCZZHcEphlLvPMhFXU1xz/lqV67feYyruuKm1zzF0n8tMyfVTbOnGO75XpGkhGT3zO6u35+SdOiit9URnPJKuYZWR7ALe8e8GurPgXWUlORY5/j6+srX1/eOjz1z5oxCQkK0Zs0a1alTRxcuXFDBggU1e/ZsPf3005KkvXv3qmzZsoqOjlbNmjW1dOlSPfXUUzpx4oQKFSokSZo6daoGDx6sM2fOyMfHR4MHD9aSJUu0c+dO+3O1bdtW8fHxWrZsmSSpRo0aql69uiZNmiRJSk1NVbFixfTKK6/otddeu6vXbvlNk+vXr1d0dLQqVapkdRQAAACYZPTo0RoxYoTDvmHDhmn48OF3fOyFCxckyT77YdOmTbp27ZoaNGhgH1OmTBkVL17cXnBHR0erQoUK9mJbkiIjI9WzZ0/t2rVLDz/8sKKjox3OkTamT58+kqTk5GRt2rRJQ4YMsR/38vJSgwYNFB0dfdev3fKCu0yZMrpy5YrVMQAAAGDiZOMhQ4aoX79+DvvuprudmpqqPn36qHbt2ipfvrwkKTY2Vj4+PsqbN6/D2EKFCik2NtY+5u/FdtrxtGO3G5OQkKArV67o/PnzSklJuemYvXv33jF7GssL7vfee0/9+/fXu+++qwoVKihnzpwOxwMDAy1KBgAA4GFM/DyUu50+8k9RUVHauXOn1q1bZ0Kq7GF5wd2oUSNJUv369R32G4Yhm82mlJQUK2IBAADAYr169dLixYu1du1aFS1a1L6/cOHCSk5OVnx8vEOX+9SpUypcuLB9zD9XE0lbxeTvY/65ssmpU6cUGBgof39/eXt7y9vb+6Zj0s5xNywvuFetWnXLYzt27MjGJAAAAB7ORT74xjAMvfLKK/ruu++0evVqlShRwuF41apVlTNnTq1cuVKtW7eWJO3bt08xMTGKiIiQJEVEROjdd9/V6dOnFRISIklasWKFAgMDVa5cOfuYH3/80eHcK1assJ/Dx8dHVatW1cqVK9WiRQtJN6a4rFy5Ur169brr12N5wV23bl2Hry9evKg5c+Zo2rRp2rRpU4ZeDAAAANxfVFSUZs+ere+//1558uSxz7kOCgqSv7+/goKC1LVrV/Xr10/BwcEKDAzUK6+8ooiICNWsWVOS1LBhQ5UrV04vvPCCxo4dq9jYWA0dOlRRUVH2qS0vvfSSJk2apEGDBqlLly765Zdf9M0332jJkiX2LP369VPHjh1VrVo1PfLII5owYYISExPVuXPnu349lhfcadauXavPP/9cCxYsUGhoqFq1aqXJkydbHQsAAMBzuEiHe8qUKZKkxx9/3GH/9OnT1alTJ0nS+PHj5eXlpdatWyspKUmRkZH6+OOP7WO9vb21ePFi9ezZUxEREcqdO7c6duyokSNH2seUKFFCS5YsUd++fTVx4kQVLVpU06ZNU2RkpH3Ms88+qzNnzuitt95SbGysKleurGXLlqW7kfJ2LF2HOzY2VjNmzNDnn3+uhIQEtWnTRlOnTtW2bdvsrX5nsA539mMd7uzHOtzZj3W4sx/rcGc/d/3+lFiHOyuE/fsX0859dOATpp3b1Vn2SZPNmjVT6dKltX37dk2YMEEnTpzQRx99ZFUcAAAA2EzcPJhlU0qWLl2qV199VT179lSpUqWsigEAAACYyrIO97p163Tx4kVVrVpVNWrU0KRJk3T27Fmr4gAAAHg8w8tm2ubJLCu4a9asqc8++0wnT57Uiy++qK+//lqhoaFKTU3VihUrdPHiRauiAQAAeCabzbzNg1lWcKfJnTu3unTponXr1mnHjh3q37+/3nvvPYWEhKh58+ZWxwMAAAAyxfKC++9Kly6tsWPH6tixY5ozZ47VcQAAADyLl828zYO5VMGdxtvbWy1atNCiRYusjgIAAABkist88A0AAAAs5tmNaNO4ZIcbAAAAuFfQ4QYAAIAkyYtWrCm4rAAAAICJ6HADAABAkscvl20aCm4AAABIouA2C1NKAAAAABPR4QYAAIAkyUaL2xR0uAEAAAAT0eEGAACAJOZwm4UONwAAAGAiOtwAAACQRIfbLPdkwX015YrVEZyWnOKu73R3zS2lGlYncM65JPf9BVVOL/e86N7u+zaXl5tmv3TN6gTOi3PT79HkVKsTOO9YorfVEYCbuicLbgAAAGSczT1/TnR5FNwAAACQxJQSs/BzDAAAAGAiOtwAAACQ5L73e7g6OtwAAACAiehwAwAAQBJzuM1ChxsAAAAwER1uAAAASKLDbRY63AAAAICJ6HADAABAkmSjxW0KCm4AAABI4pMmzcJlBQAAAExEhxsAAACSuGnSLHS4AQAAABM5VXDPnDlTSUlJ6fYnJydr5syZmQ4FAACA7Gezmbd5MqcK7s6dO+vChQvp9l+8eFGdO3fOdCgAAADgXuHUHG7DMG66bMyxY8cUFBSU6VAAAADIfp7eiTZLhgruhx9+WDabTTabTfXr11eOHP97eEpKig4fPqxGjRpleUgAAADAXWWo4G7RooUkaevWrYqMjFRAQID9mI+Pj+6//361bt06SwMCAAAge3jR4TZFhgruYcOGSZLuv/9+Pfvss/Lz8zMlFAAAALIfU0rM4dQc7o4dO0q6sSrJ6dOnlZqa6nC8ePHimU8GAAAA3AOcKrj379+vLl26aP369Q77026mTElJyZJwAAAAyD50uM3hVMHdqVMn5ciRQ4sXL1aRIkVuumIJAAAAACcL7q1bt2rTpk0qU6ZMVucBAACARWzcNWkKpz74ply5cjp79mxWZwEAAADuOU4V3GPGjNGgQYO0evVqnTt3TgkJCQ4bAAAA3A8f7W4Op6aUNGjQQJJUv359h/3cNAkAAAA4cqrgXrVqVVbnAAAAgMU8vRNtFqcK7rp162Z1DgAAAFiMgtscTs3hlqT//ve/ev7551WrVi0dP35ckvTVV19p3bp1WRYOAAAAcHdOFdwLFixQZGSk/P39tXnzZiUlJUmSLly4oFGjRmVpQAAAAGQPL5t5mydzquB+5513NHXqVH322WfKmTOnfX/t2rW1efPmLAsHAAAAuDun5nDv27dPderUSbc/KChI8fHxmc0EAAAACzCH2xxOdbgLFy6sAwcOpNu/bt06lSxZMtOhAAAAgHuFUx3u7t27q3fv3vriiy9ks9l04sQJRUdHa8CAAXrzzTczfL758+frm2++UUxMjJKTkx2OMUUFAAAge9icXk4Dt+PUZX3ttdf03HPPqX79+rp06ZLq1Kmjbt266cUXX9Qrr7ySoXN9+OGH6ty5swoVKqQtW7bokUceUf78+XXo0CE1btzYmXgAAACAy7AZhmE4++Dk5GQdOHBAly5dUrly5RQQEJDhc5QpU0bDhg1Tu3btlCdPHm3btk0lS5bUW2+9pbi4OE2aNCnD5zx9dVGGH+MqklOYPJXdUp3+DrBW7BX3bUPk9HLPi+7txt+e7nnFpYRk973op654Wx3BKcmpVidw3ra4nHce5ILGVK9/50HZ5LFF5i3v/N/mj5p2bleXqf9i+/j4qFy5cnrkkUecKrYlKSYmRrVq1ZIk+fv76+LFi5KkF154QXPmzMlMPAAAAMByTs3hTkxM1HvvvaeVK1fq9OnTSk11/HH40KFDd32uwoULKy4uTmFhYSpevLg2bNigSpUq6fDhw8pE8x0AAAAZZGOZElM4VXB369ZNa9as0QsvvKAiRYpk6i/niSee0KJFi/Twww+rc+fO6tu3r+bPn6+NGzeqVatWTp8XAAAAGUO9bQ6nCu6lS5dqyZIlql27dqYDfPrpp/YOeVRUlPLnz6/169erefPmevHFFzN9fgAAAMBKThXc+fLlU3BwcJYE8PLykpfX/6aSt23bVm3bts2ScwMAAODu0eE2h1MF99tvv6233npLX375pXLlypXhx2/fvl3ly5eXl5eXtm/fftuxFStWdCYiAAAA4BKcKrg/+OADHTx4UIUKFdL999+vnDkdl+G504fVVK5cWbGxsQoJCVHlypVls9lueoOkzWZTSkqKMxEBAACQQXS4zeFUwd2iRYtMPenhw4dVsGBB+58zIykpSUlJSY77jGvy9XXPtTgBAABwb3Gq4B42bFimnjQsLOymf3bG6NGjNWLECId9A95oq4FD22XqvAAAAJ7Giw63KSz/qLovv/xSS5YssX89aNAg5c2bV7Vq1dLRo0fv+PghQ4bowoULDturA582MzIAAABw1+664A4ODtbZs2cl/W+VklttGTFq1Cj5+/tLkqKjozVp0iSNHTtWBQoUUN++fe/4eF9fXwUGBjpsTCcBAADIOC+beZsnu+spJePHj1eePHnsf86qTyL666+/FB4eLklauHChnn76afXo0UO1a9fW448/niXPAQAAgDvzsvEp32a46w53x44d5evrK0nq1KmTOnbseMstIwICAnTu3DlJ0vLly/Xkk09Kkvz8/HTlypUMnQsAAAD3hrVr16pZs2YKDQ2VzWbTwoULHY536tRJNpvNYWvUqJHDmLi4OLVv316BgYHKmzevunbtqkuXLjmM2b59ux577DH5+fmpWLFiGjt2bLos8+bNU5kyZeTn56cKFSroxx9/zNBrcWoOt7e3t06fPp1u/7lz5+Tt7Z2hcz355JPq1q2bunXrpj///FNNmjSRJO3atSvTN1QCAADg7rnSlJLExERVqlRJkydPvuWYRo0a6eTJk/Ztzpw5Dsfbt2+vXbt2acWKFVq8eLHWrl2rHj162I8nJCSoYcOGCgsL06ZNm/Tvf/9bw4cP16effmofs379erVr105du3bVli1b1KJFC7Vo0UI7d+6869fi1ColN1szW7qxRJ+Pj0+GzjV58mQNHTpUf/31lxYsWKD8+fNLkjZt2qR27VhpBAAAwBM1btxYjRs3vu0YX19fFS5c+KbH9uzZo2XLlumPP/5QtWrVJEkfffSRmjRpovfff1+hoaGaNWuWkpOT9cUXX8jHx0cPPfSQtm7dqnHjxtkL84kTJ6pRo0YaOHCgpBsfALlixQpNmjRJU6dOvavXkqGC+8MPP5R04wNppk2bpoCAAPuxlJQUrV27VmXKlMnIKZU3b15NmjTJ/vXFixc1Z84cLV26VJs2bdLQoUMzdD4AAAA4x8zl62722Sm+vr72KcvOWL16tUJCQpQvXz498cQTeuedd+zN2+joaOXNm9debEtSgwYN5OXlpd9++00tW7ZUdHS06tSp49AwjoyM1JgxY3T+/Hnly5dP0dHR6tevn8PzRkZGppvicjsZKrjHjx8v6UaHe+rUqQ7TR3x8fHT//fffdaX/T2vXrtXnn3+uBQsWKDQ0VK1atbrtrxAAAADgPm722SnDhg3T8OHDnTpfo0aN1KpVK5UoUUIHDx7U66+/rsaNGys6Olre3t72TzX/uxw5cig4OFixsbGSpNjYWJUoUcJhTKFChezH8uXLp9jYWPu+v49JO8fdyFDBnfapkPXq1dO3336rfPnyZeTh6cTGxmrGjBn6/PPPlZCQoDZt2igpKUkLFy5UuXLlMnVuAAAAZIyZq5QMGTIkXac4M93ttm3b2v9coUIFVaxYUQ888IBWr16t+vXrO31eMzj1m4NVq1Zluthu1qyZSpcure3bt2vChAk6ceKEPvroo0ydEwAAAK7p5p+d4nzB/U8lS5ZUgQIFdODAAUlS4cKF0y3ycf36dcXFxdnnfRcuXFinTp1yGJP29Z3G3Gru+M04ddNkSkqKZsyYoZUrV+r06dNKTU11OP7LL7/c8RxLly7Vq6++qp49e6pUqVLOxAAAAEAWcucPqDl27JjOnTunIkWKSJIiIiIUHx+vTZs2qWrVqpJu1KipqamqUaOGfcwbb7yha9euKWfOGx+cuGLFCpUuXdreXI6IiNDKlSvVp08f+3OtWLFCERERd53NqQ5379691bt3b6WkpKh8+fKqVKmSw3Y31q1bp4sXL6pq1aqqUaOGJk2aZP8kSwAAAGQ/LxO3jLp06ZK2bt2qrVu3SroxtXnr1q2KiYnRpUuXNHDgQG3YsEFHjhzRypUr9a9//Uvh4eGKjIyUJJUtW1aNGjVS9+7d9fvvv+vXX39Vr1691LZtW4WGhkqSnnvuOfn4+Khr167atWuX5s6dq4kTJzpMfendu7eWLVumDz74QHv37tXw4cO1ceNG9erV665fi8241Rp/t1GgQAHNnDnTvmZ2ZiQmJmru3Ln64osv9PvvvyslJUXjxo1Tly5d7J9smVGnry7KdC6rJKe48Y+WbirVTT9UK/aKmfeSmyunl3tedG83/vZ0zysuJSS770U/dSVjn0vhKpJT7zzGVW2Ly2l1BKeMqe46841b/vxf0879XYPHMjR+9erVqlevXrr9HTt21JQpU9SiRQtt2bJF8fHxCg0NVcOGDfX222873OAYFxenXr166YcffpCXl5dat26tDz/80GGlve3btysqKkp//PGHChQooFdeeUWDBw92eM558+Zp6NChOnLkiEqVKqWxY8dmqA52quAODQ3V6tWr9eCDD2b0obe1b98+ff755/rqq68UHx+vJ598UosWZbx4puBGRlBwZz8K7uznnlecgtsKFNzZz5UK7tYrzSu4F9TPWMF9L3Hqv9j9+/fXxIkTb/kBOM4qXbq0xo4dq2PHjqX7pCAAAADAHTl10+S6deu0atUqLV26VA899JB9knmab7/9NlOhvL297R+bCQAAgOxhM3FZQE/mVMGdN29etWzZMquzAAAAAPccpwru6dOnZ3UOAAAAWMydlwV0ZU4V3GnOnDmjffv2Sbox/7pgwYJZEgoAAAC4Vzh102RiYqK6dOmiIkWKqE6dOqpTp45CQ0PVtWtXXb58OaszAgAAIBu40jrc9xKnXn+/fv20Zs0a/fDDD4qPj1d8fLy+//57rVmzRv3798/qjAAAAMgGXjbDtM2TOTWlZMGCBZo/f74ef/xx+74mTZrI399fbdq00ZQpU7IqHwAAAODWnCq4L1++7PApPmlCQkKYUgIAAOCmuGnSHE5NKYmIiNCwYcN09epV+74rV65oxIgRioiIyLJwAAAAgLtzqsM9YcIENWrUSEWLFlWlSpUkSdu2bZOvr6+WL1+epQEBAACQPTz95kazOFVwV6hQQfv379esWbO0d+9eSVK7du3Uvn17+fv7Z2lAAAAAwJ05VXCPHj1ahQoVUvfu3R32f/HFFzpz5owGDx6cJeEAAACQfZjDbQ6nfnPwySefqEyZMun2P/TQQ5o6dWqmQwEAAAD3Cqc63LGxsSpSpEi6/QULFtTJkyczHQoAAADZz9PXyzaLUx3uYsWK6ddff023/9dff1VoaGimQwEAACD7ednM2zyZUx3u7t27q0+fPrp27ZqeeOIJSdLKlSs1aNAgPmkSAAAA+BunCu6BAwfq3Llzevnll5WcnCxJ8vPz0+DBgzVkyJAsDQgAAIDswbKA5nCq4LbZbBozZozefPNN7dmzR/7+/ipVqpR8fX2zOh8AAADg1pwquNMEBASoevXqWZUFAAAAFuKmSXPwmwMAAADARJnqcAMAAODe4emriZiFDjcAAABgIjrcAAAAkESH2ywU3AAAAJDE1AezcF0BAAAAE9HhBgAAgCSWBTQLHW4AAADARHS4AQAAIImbJs1ChxsAAAAwER1uAAAASKITa5Z7suC+nuq+vw+5eM09sycku2duSTp40dvqCE7ZFpfT6ghOO3rJPbOfuuKe7xVJOn8+1eoITvF24//6nznjntc8x59xVkdwmvfuv6yO4JQxv9S3OgJMdk8W3AAAAMg45nCbg4IbAAAAkiQbywKawo1/WQcAAAC4PjrcAAAAkMSUErPQ4QYAAABMRIcbAAAAkujEmoXrCgAAAJiIDjcAAAAkSV6sUmIKOtwAAACAiehwAwAAQBKrlJiFghsAAACSKLjNwpQSAAAAwER0uAEAACBJ8rY6wD2KDjcAAABgIjrcAAAAkMSygGahww0AAACYiA43AAAAJLFKiVnocAMAAAAmosMNAAAASXS4zULBDQAAAEmSNwW3KZhSAgAAAJiIDjcAAAAkMaXELHS4AQAAABPR4QYAAIAkPvjGLC7V4U5OTta+fft0/fp1q6MAAAAAWcIlCu7Lly+ra9euypUrlx566CHFxMRIkl555RW99957FqcDAADwDF428zZP5hIF95AhQ7Rt2zatXr1afn5+9v0NGjTQ3LlzLUwGAAAAZI5LzOFeuHCh5s6dq5o1a8pm+9+PQA899JAOHjxoYTIAAADP4W11gHuUS3S4z5w5o5CQkHT7ExMTHQpwAAAAwN24RMFdrVo1LVmyxP51WpE9bdo0RUREWBULAADAozCH2xwuMaVk1KhRaty4sXbv3q3r169r4sSJ2r17t9avX681a9ZYHQ8AAMAjsCygOVyiw/3oo49q69atun79uipUqKDly5crJCRE0dHRqlq1qtXxAAAAAKe5RIdbkh544AF99tlnVscAAADwWN4ePvXDLC5TcKekpOi7777Tnj17JEnlypXTv/71L+XI4TIRAQAAgAxziWp2165dat68uWJjY1W6dGlJ0pgxY1SwYEH98MMPKl++vMUJAQAA7n2efnOjWVxiDne3bt300EMP6dixY9q8ebM2b96sv/76SxUrVlSPHj2sjgcAAAA4zSU63Fu3btXGjRuVL18++758+fLp3XffVfXq1S1MBgAA4DnocJvDJTrcDz74oE6dOpVu/+nTpxUeHm5BIgAAACBruETBPXr0aL366quaP3++jh07pmPHjmn+/Pnq06ePxowZo4SEBPsGAAAAc7jSB9+sXbtWzZo1U2hoqGw2mxYuXOhw3DAMvfXWWypSpIj8/f3VoEED7d+/32FMXFyc2rdvr8DAQOXNm1ddu3bVpUuXHMZs375djz32mPz8/FSsWDGNHTs2XZZ58+apTJky8vPzU4UKFfTjjz9m6LW4RMH91FNPaffu3WrTpo3CwsIUFhamNm3aaOfOnWrWrJny5cunvHnzOkw5AQAAQNbythmmbRmVmJioSpUqafLkyTc9PnbsWH344YeaOnWqfvvtN+XOnVuRkZG6evWqfUz79u21a9curVixQosXL9batWsd7g9MSEhQw4YNFRYWpk2bNunf//63hg8frk8//dQ+Zv369WrXrp26du2qLVu2qEWLFmrRooV27tx516/FZhiG5R8plJFPk6xbt+4dx5y4/ENm4ljqQrJ7Tp5KcNPcknTworfVEZyyLS6n1RGcdvSSe2Y/dcU93yuSdP58qtURnOLtEm0h55w5457XPMefcVZHcJr37rNWR3DK/l+6Wx3BbvbBZaad+7kHGjn9WJvNpu+++04tWrSQdKO7HRoaqv79+2vAgAGSpAsXLqhQoUKaMWOG2rZtqz179qhcuXL6448/VK1aNUnSsmXL1KRJEx07dkyhoaGaMmWK3njjDcXGxsrHx0eS9Nprr2nhwoXau3evJOnZZ59VYmKiFi9ebM9Ts2ZNVa5cWVOnTr2r/C5x0+TdFNEAAAAwl5k/4yYlJSkpKclhn6+vr3x9fTN8rsOHDys2NlYNGjSw7wsKClKNGjUUHR2ttm3bKjo6Wnnz5rUX25LUoEEDeXl56bffflPLli0VHR2tOnXq2IttSYqMjNSYMWN0/vx55cuXT9HR0erXr5/D80dGRqab4nI7LtM7iI+P1wcffKBu3bqpW7duGj9+vC5cuGB1LAAAAGSB0aNHKygoyGEbPXq0U+eKjY2VJBUqVMhhf6FChezHYmNjFRIS4nA8R44cCg4Odhhzs3P8/TluNSbt+N1wiYJ748aNeuCBBzR+/HjFxcUpLi5O48aN0wMPPKDNmzdbHQ8AAMAjmHnT5JAhQ3ThwgWHbciQIVa/5GzhElNK+vbtq+bNm+uzzz6zf5T79evX1a1bN/Xp00dr16695WNv9uuJpJRr8vV1zzmiAAAA9yJnp4/cTOHChSVJp06dUpEiRez7T506pcqVK9vHnD592uFx169fV1xcnP3xhQsXTrc0ddrXdxqTdvxuuEyHe/DgwfZiW7rR8h80aJA2btx428fe7NcTk96fZ3ZkAACAe44rLQt4OyVKlFDhwoW1cuVK+76EhAT99ttvioiIkCRFREQoPj5emzZtso/55ZdflJqaqho1atjHrF27VteuXbOPWbFihUqXLm1fHS8iIsLhedLGpD3P3XCJgjswMFAxMTHp9v/111/KkyfPbR97s19P9BrwjFlRAQAAkA0uXbqkrVu3auvWrZJu3Ci5detWxcTEyGazqU+fPnrnnXe0aNEi7dixQx06dFBoaKh9JZOyZcuqUaNG6t69u37//Xf9+uuv6tWrl9q2bavQ0FBJ0nPPPScfHx917dpVu3bt0ty5czVx4kSHmyR79+6tZcuW6YMPPtDevXs1fPhwbdy4Ub169brr1+ISU0qeffZZde3aVe+//75q1aolSfr11181cOBAtWvX7raPvdmvJy5dZjoJAABARjmzXrZZNm7cqHr16tm/TiuCO3bsqBkzZmjQoEFKTExUjx49FB8fr0cffVTLli2Tn5+f/TGzZs1Sr169VL9+fXl5eal169b68MMP7ceDgoK0fPlyRUVFqWrVqipQoIDeeusth7W6a9WqpdmzZ2vo0KF6/fXXVapUKS1cuFDly5e/69fiEutwJycna+DAgZo6daquX78uScqZM6d69uyp9957L8PzfViHO/uxDnf2Yx3u7Mc63NmPdbizH+twZz9XWof7+6NLTTv3v8Iam3ZuV2d5hzslJUUbNmzQ8OHDNXr0aB08eFCS9MADDyhXrlwWpwMAAAAyx/KC29vbWw0bNtSePXtUokQJVahQwepIAAAAHimrb27EDS7xy7ry5cvr0KFDVscAAAAAspxLFNzvvPOOBgwYoMWLF+vkyZNKSEhw2AAAAGA+d1kW0N1YPqVEkpo0aSJJat68uWy2//2NGIYhm82mlJQUq6IBAAAAmeISBfeqVausjgAAAODxvD28E20Wlyi469ata3UEAAAAwBQuUXCvXbv2tsfr1KmTTUkAAAA8l5cLffDNvcQlCu7HH3883b6/z+VmDjcAAID5XGI1jXuQS1zX8+fPO2ynT5/WsmXLVL16dS1fvtzqeAAAAIDTXKLDHRQUlG7fk08+KR8fH/Xr10+bNm2yIBUAAIBn8fTl+8ziEh3uWylUqJD27dtndQwAAADAaS7R4d6+fbvD14Zh6OTJk3rvvfdUuXJla0IBAAB4GJYFNIdLFNyVK1eWzWaTYTjeGVuzZk198cUXFqUCAAAAMs8lCu7Dhw87fO3l5aWCBQvKz8/PokQAAACeh2UBzWHpHO4mTZrowoULCgsLU1hYmObMmaOgoCAVK1ZMfn5+OnfunMqVK2dlRAAAACBTLC24f/rpJyUlJdm/HjVqlOLi4uxfX79+nZsmAQAAsomXzbzNk1k6peSfc7b/+TUAAACyj6cXxmZx6WUBAQAAAHdnaYfbZrM5fIR72j4AAABkPzqx5rB8SkmnTp3k6+srSbp69apeeukl5c6dW5Ic5ncDAAAA7sjSgrtjx44OXz///PPpxnTo0CG74gAAAHg0JhqYw9KCe/r06VY+PQAAAGA6l/jgGwAAAFiPBrc5mBsPAAAAmIgONwAAACQxh9ssFNwAAACQxNQHs3BdAQAAABPR4QYAAIAkyWYzrI5wT6LDDQAAAJiIDjcAAAAksSygWehwAwAAACaiww0AAABJLAtoFjrcAAAAgInocAMAAEASc7jNQsENAAAASZIXFbcpmFICAAAAmIgONwAAACQxpcQsdLgBAAAAE9HhBgAAgCSWBTQLHW4AAADARHS4AQAAIIk53Ga5JwvuFcd9rI7gtJOX3fOXDmevelsdwWlHEt3z2+BEvHu+VyTp8hXD6ghOuZiQYnUEp6WcTLQ6glNsSe57zX32nLM6glOux5y0OoLTTsZtszqCk7pbHQAmc89KAwAAAFmODrc5KLgBAAAgiQ++MYv7/k4aAAAAcAN0uAEAACCJKSVmocMNAAAAmIgONwAAACRJNpt7riLl6uhwAwAAACaiww0AAABJzOE2Cx1uAAAAwER0uAEAACBJstHiNgUdbgAAAMBEdLgBAAAgiU6sWSi4AQAAIIkpJWbhBxkAAADARHS4AQAAIIllAc1ChxsAAAAwER1uAAAASGIOt1nocAMAAAAmosMNAAAASczhNgsdbgAAAMBEdLgBAAAgSfKixW0Klyi4jx07pkWLFikmJkbJyckOx8aNG2dRKgAAAM9CvW0OywvulStXqnnz5ipZsqT27t2r8uXL68iRIzIMQ1WqVLE6HgAAAJApls/hHjJkiAYMGKAdO3bIz89PCxYs0F9//aW6devqmWeesToeAACAx7DZDNM2T2Z5wb1nzx516NBBkpQjRw5duXJFAQEBGjlypMaMGWNxOgAAACBzLC+4c+fObZ+3XaRIER08eNB+7OzZs1bFAgAA8Dg2EzdPZvkc7po1a2rdunUqW7asmjRpov79+2vHjh369ttvVbNmTavjAQAAAJlieYd73LhxqlGjhiRpxIgRql+/vubOnav7779fn3/+ucXpAAAAPIfNZt6WEcOHD5fNZnPYypQpYz9+9epVRUVFKX/+/AoICFDr1q116tQph3PExMSoadOmypUrl0JCQjRw4EBdv37dYczq1atVpUoV+fr6Kjw8XDNmzHD20t2W5R3ukiVL2v+cO3duTZ061cI0AAAAcAUPPfSQfv75Z/vXOXL8r2zt27evlixZonnz5ikoKEi9evVSq1at9Ouvv0qSUlJS1LRpUxUuXFjr16/XyZMn1aFDB+XMmVOjRo2SJB0+fFhNmzbVSy+9pFmzZmnlypXq1q2bihQposjIyCx9LZYX3AAAAHANrjTXOkeOHCpcuHC6/RcuXNDnn3+u2bNn64knnpAkTZ8+XWXLltWGDRtUs2ZNLV++XLt379bPP/+sQoUKqXLlynr77bc1ePBgDR8+XD4+Ppo6dapKlCihDz74QJJUtmxZrVu3TuPHj8/ygtuSKSXBwcH2GyLz5cun4ODgW24AAADIHl4mbklJSUpISHDYkpKSbpll//79Cg0NVcmSJdW+fXvFxMRIkjZt2qRr166pQYMG9rFlypRR8eLFFR0dLUmKjo5WhQoVVKhQIfuYyMhIJSQkaNeuXfYxfz9H2pi0c2QlSzrc48ePV548eSRJEyZMsCICAAAAstHo0aM1YsQIh33Dhg3T8OHD042tUaOGZsyYodKlS+vkyZMaMWKEHnvsMe3cuVOxsbHy8fFR3rx5HR5TqFAhxcbGSpJiY2Mdiu2042nHbjcmISFBV65ckb+/f2ZergNLCu6OHTve9M8AAACwTkZvbsyIIUOGqF+/fg77fH19bzq2cePG9j9XrFhRNWrUUFhYmL755pssLYSzi0vM4U5NTdWBAwd0+vRppaamOhyrU6eORakAAACQVXx9fW9ZYN9J3rx59eCDD+rAgQN68sknlZycrPj4eIcu96lTp+xzvgsXLqzff//d4Rxpq5j8fcw/VzY5deqUAgMDs7yot7zg3rBhg5577jkdPXpUhuH4sZ82m00pKSkWJQMAAPA0rnTb5P9cunRJBw8e1AsvvKCqVasqZ86cWrlypVq3bi1J2rdvn2JiYhQRESFJioiI0LvvvqvTp08rJCREkrRixQoFBgaqXLly9jE//vijw/OsWLHCfo6sZPk63C+99JKqVaumnTt3Ki4uTufPn7dvcXFxVscDAABANhswYIDWrFmjI0eOaP369WrZsqW8vb3Vrl07BQUFqWvXrurXr59WrVqlTZs2qXPnzoqIiLB/aGLDhg1Vrlw5vfDCC9q2bZt++uknDR06VFFRUfYu+0svvaRDhw5p0KBB2rt3rz7++GN988036tu3b5a/Hss73Pv379f8+fMVHh5udRQAAACPZnORDvexY8fUrl07nTt3TgULFtSjjz6qDRs2qGDBgpJuLMDh5eWl1q1bKykpSZGRkfr444/tj/f29tbixYvVs2dPRUREKHfu3OrYsaNGjhxpH1OiRAktWbJEffv21cSJE1W0aFFNmzYty5cElCSb8c95HNnsiSee0KBBg9SoUaMsO+eX+3/KsnNlt5OXLf+lg1POXvW2OoLTjiRa/nOnU07Eu+d7RZIuX7H0nx2nXUxwz9ySlHIy0eoITrElue+0Qu8956yO4JTrMSetjuC0U3HbrI7glCsxc6yOYHc+abFp587n+5Rp53Z1llcar7zyivr376/Y2FhVqFBBOXPmdDhesWJFi5IBAAB4FpvNfZs5rszygjttsnuXLl3s+2w2mwzD4KZJAACAbOUaU0ruNZYX3IcPH7Y6AgAAAGAaywvusLAwqyMAAABArnPT5L3G8oI7ze7duxUTE6Pk5GSH/c2bN7coEQAAAJB5lhfchw4dUsuWLbVjxw773G3pxjxuSczhBgAAyDZ0uM1g+a2ovXv3VokSJXT69GnlypVLu3bt0tq1a1WtWjWtXr3a6ngAAABAplje4Y6OjtYvv/yiAgUKyMvLS15eXnr00Uc1evRovfrqq9qyZcttH5+UlKSkpCSHfdeSk5XTx8fM2AAAAPcclgU0h+VXNSUlRXny5JEkFShQQCdOnJB042bKffv23fHxo0ePVlBQkMO2eOpcUzMDAAAAd8vyDnf58uW1bds2lShRQjVq1NDYsWPl4+OjTz/9VCVLlrzj44cMGaJ+/fo57PvmrzVmxQUAALiHMYfbDJYX3EOHDlVi4o2PHB45cqSeeuopPfbYY8qfP7/mzr1zp9rX11e+vr4O+5hOAgAAkHEsC2gOywvuyMhI+5/Dw8O1d+9excXFKV++fPaVSgAAAAB3Zfkc7jQHDhzQTz/9pCtXrig4ONjqOAAAAB7HZuL/PJnlBfe5c+dUv359Pfjgg2rSpIlOnjwpSeratav69+9vcToAAAAgcywvuPv27aucOXMqJiZGuXLlsu9/9tlntWzZMguTAQAAeBovEzfPZfkc7uXLl+unn35S0aJFHfaXKlVKR48etSgVAAAAkDUsL7gTExMdOttp4uLi0q0+AgAAAPOwYIU5LO/vP/bYY5o5c6b9a5vNptTUVI0dO1b16tWzMBkAAACQeZZ3uMeOHav69etr48aNSk5O1qBBg7Rr1y7FxcXp119/tToeAACAB6HDbQbLO9zly5fXn3/+qUcffVT/+te/lJiYqFatWmnLli164IEHrI4HAADgMVgW0ByWd7glKSgoSG+88YbVMQAAAIAsZ3mHe/r06Zo3b166/fPmzdOXX35pQSIAAABPxbKAZrD81Y8ePVoFChRItz8kJESjRo2yIBEAAACQdSyfUhITE6MSJUqk2x8WFqaYmBgLEgEAAHgmT59rbRbLO9whISHavn17uv3btm1T/vz5LUgEAAAAZB3LO9zt2rXTq6++qjx58qhOnTqSpDVr1qh3795q27atxekAAAA8Bx98Yw7LC+63335bR44cUf369ZUjx404KSkp6tixI3O4AQAA4PYsL7h9fHw0d+5cDRgwQEeOHJG/v78qVKigsLAwq6MBAAB4GDrcZrC04I6Pj9cbb7yhuXPn6vz585KkfPnyqW3btnrnnXeUN29eK+MBAAB4FJv1t/fdkywruOPi4hQREaHjx4+rffv2Klu2rCRp9+7dmjFjhlauXKn169crX758VkUEAAAAMs2ygnvkyJHy8fHRwYMHVahQoXTHGjZsqJEjR2r8+PEWJQQAAPA0TCkxg2W/N1i4cKHef//9dMW2JBUuXFhjx47Vd999Z0EyAAAAIOtY1uE+efKkHnrooVseL1++vGJjY7MxEQAAgGdjWUBzWNbhLlCggI4cOXLL44cPH1ZwcHD2BQIAAABMYFnBHRkZqTfeeEPJycnpjiUlJenNN99Uo0aNLEgGAADgqWwmbp7L0psmq1WrplKlSikqKkplypSRYRjas2ePPv74YyUlJemrr76yKh4AAACQJSwruIsWLaro6Gi9/PLLGjJkiAzDkHRj7tCTTz6pSZMmqVixYlbFAwAA8Disw20OSz/4pkSJElq6dKnOnz+v/fv3S5LCw8OZuw0AAGAJz576YRbLP9pduvHpko888ojVMQAAAIAs5xIFNwAAAKxno8NtCibqAAAAACaiww0AAABJfPCNWehwAwAAACaiww0AAID/Ry/WDFxVAAAAwER0uAEAACCJVUrMQocbAAAAMBEdbgAAAPw/OtxmoOAGAACAJJYFNAtTSgAAAAAT0eEGAADA/6MXawauKgAAAGAiOtwAAACQxLKAZqHDDQAAAJjJQIZcvXrVGDZsmHH16lWro2SIu+Y2DPfN7q65DcN9s7trbsNw3+zumtsw3De7u+Y2DPfN7q654TpshmEYVhf97iQhIUFBQUG6cOGCAgMDrY5z19w1t+S+2d01t+S+2d01t+S+2d01t+S+2d01t+S+2d01N1wHU0oAAAAAE1FwAwAAACai4AYAAABMRMGdQb6+vho2bJh8fX2tjpIh7ppbct/s7ppbct/s7ppbct/s7ppbct/s7ppbct/s7pobroObJgEAAAAT0eEGAAAATETBDQAAAJiIghsAAAAwEQU3AAAAYCKPK7jXrl2rZs2aKTQ0VDabTQsXLnQ4furUKXXq1EmhoaHKlSuXGjVqpP379zuMefzxx2Wz2Ry2l156yX5827ZtateunYoVKyZ/f3+VLVtWEydOdIvsM2bMSHc8bTt9+rRluSUpOjpaTzzxhHLnzq3AwEDVqVNHV65ckSQdOXJEXbt2VYkSJeTv768HHnhAw4YNU3JyslOZszP76tWrb3nN//jjD0tyHzly5JaZ5s2bJ8l13+d3k91V3+exsbF64YUXVLhwYeXOnVtVqlTRggULHF6bq77P75TdFd/nknTw4EG1bNlSBQsWVGBgoNq0aaNTp07Zj7vyNb9TdjOu+ejRo1W9enXlyZNHISEhatGihfbt2+cw5urVq4qKilL+/PkVEBCg1q1bO+SSpJiYGDVt2lS5cuVSSEiIBg4cqOvXr9uPf/vtt3ryySftry0iIkI//fSTU5mzO3unTp1ues0feuihTOWHe/O4gjsxMVGVKlXS5MmT0x0zDEMtWrTQoUOH9P3332vLli0KCwtTgwYNlJiY6DC2e/fuOnnypH0bO3as/dimTZsUEhKi//znP9q1a5feeOMNDRkyRJMmTXL57M8++6zDsZMnTyoyMlJ169ZVSEiIZbmjo6PVqFEjNWzYUL///rv++OMP9erVS15eN97Ce/fuVWpqqj755BPt2rVL48eP19SpU/X66687lTk7s9eqVSvdNe/WrZtKlCihatWqWZK7WLFi6TKNGDFCAQEBaty4sSTXfZ/fTXZXfZ936NBB+/bt06JFi7Rjxw61atVKbdq00ZYtWyS59vv8Ttld8X2emJiohg0bymaz6ZdfftGvv/6q5ORkNWvWTKmpqZJc95rfTXYzrvmaNWsUFRWlDRs2aMWKFbp27ZoaNmzo8F7o27evfvjhB82bN09r1qzRiRMn1KpVK/vxlJQUNW3aVMnJyVq/fr2+/PJLzZgxQ2+99ZZ9zNq1a/Xkk0/qxx9/1KZNm1SvXj01a9bM/n5y5ewTJ050uOZ//fWXgoOD9cwzzzidHfcAw4NJMr777jv71/v27TMkGTt37rTvS0lJMQoWLGh89tln9n1169Y1evfunaHnevnll4169eplNrJddmU/ffq0kTNnTmPmzJlZEdvp3DVq1DCGDh2aoecaO3asUaJEiUxnTpNd2ZOTk42CBQsaI0eOtDT3P1WuXNno0qXLbZ/LVd7n/3Sn7K7yPs+dO3e6DMHBwbd9ba7yPs9odld4n//000+Gl5eXceHCBfuY+Ph4w2azGStWrLjlc7nCNXcme1Zfc8O48b0jyVizZo09Q86cOY158+bZx+zZs8eQZERHRxuGYRg//vij4eXlZcTGxtrHTJkyxQgMDDSSkpJu+VzlypUzRowY4XbZv/vuO8NmsxlHjhzJsuxwPx7X4b6dpKQkSZKfn599n5eXl3x9fbVu3TqHsbNmzVKBAgVUvnx5DRkyRJcvX77tuS9cuKDg4OCsD/3/zMo+c+ZM5cqVS08//bRluU+fPq3ffvtNISEhqlWrlgoVKqS6deume13/5ArX3JnsixYt0rlz59S5c2fLcv/Tpk2btHXrVnXt2vW253aFa/5Pd5PdFd7n0o2O5Ny5cxUXF6fU1FR9/fXXunr1qh5//PFbnttVrnlGs7vC+zwpKUk2m83hw0z8/Pzk5eV12+9RV7jmzmQ345pfuHBBkuzXY9OmTbp27ZoaNGhgH1OmTBkVL15c0dHRkm781q9ChQoqVKiQfUxkZKQSEhK0a9eumz5PamqqLl68mKXXPbuyf/7552rQoIHCwsKyLDvckNUVv5X0j65CcnKyUbx4ceOZZ54x4uLijKSkJOO9994zJBkNGza0j/vkk0+MZcuWGdu3bzf+85//GPfdd5/RsmXLWz7Pr7/+auTIkcP46aef3C572bJljZ49e1qaOzo62pBkBAcHG1988YWxefNmo0+fPoaPj4/x559/3vR59u/fbwQGBhqffvqp22Vv3Lix0bhxY0tz/1PPnj2NsmXL3vZ5XOl9ntHsrvA+NwzDOH/+vNGwYUNDkpEjRw4jMDDwttfTVd7nzmR3hff56dOnjcDAQKN3795GYmKicenSJaNXr16GJKNHjx43fR5XuebOZM/qa56SkmI0bdrUqF27tn3frFmzDB8fn3Rjq1evbgwaNMgwDMPo3r17uu/XxMREQ5Lx448/3vS5xowZY+TLl884deqUW2U/fvy44e3tbcydOzdLcsN90eH+m5w5c+rbb7/Vn3/+qeDgYOXKlUurVq1S48aN7fNtJalHjx6KjIxUhQoV1L59e82cOVPfffedDh48mO6cO3fu1L/+9S8NGzZMDRs2dKv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      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# seaborn heatmap\n",
    "pt = df.pivot_table(values='gdp_cap',\n",
    "                    index='continent',\n",
    "                    columns='year',\n",
    "                    aggfunc='mean'\n",
    "                    )\n",
    "display(pt)\n",
    "f, ax = plt.subplots(figsize=(9, 6)) #tamaño de la gráfica\n",
    "sns.heatmap(pt,\n",
    "            ax=ax,\n",
    "            cmap=\"YlGnBu\"\n",
    "            )\n",
    "# agregar título\n",
    "ax.set_title('GDP per capita')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>continent=Asia<br>gdp_cap=%{x}<br>life_exp=%{y}<br>population=%{marker.size}<extra></extra>",
         "hovertext": [
          "Afghanistan",
          "Bahrain",
          "Bangladesh",
          "Cambodia",
          "China",
          "Hong Kong, China",
          "India",
          "Indonesia",
          "Iran",
          "Iraq",
          "Israel",
          "Japan",
          "Jordan",
          "Korea, Dem. Rep.",
          "Korea, Rep.",
          "Kuwait",
          "Lebanon",
          "Malaysia",
          "Mongolia",
          "Myanmar",
          "Nepal",
          "Oman",
          "Pakistan",
          "Philippines",
          "Saudi Arabia",
          "Singapore",
          "Sri Lanka",
          "Syria",
          "Taiwan",
          "Thailand",
          "Vietnam",
          "West Bank and Gaza",
          "Yemen, Rep."
         ],
         "legendgroup": "Asia",
         "marker": {
          "color": "#636efa",
          "opacity": 0.5,
          "size": [
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          "sizemode": "area",
          "sizeref": 1465203.44,
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "Asia",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
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         "xaxis": "x",
         "y": [
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         "yaxis": "y"
        },
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>continent=Europe<br>gdp_cap=%{x}<br>life_exp=%{y}<br>population=%{marker.size}<extra></extra>",
         "hovertext": [
          "Albania",
          "Austria",
          "Belgium",
          "Bosnia and Herzegovina",
          "Bulgaria",
          "Croatia",
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          "Finland",
          "France",
          "Germany",
          "Greece",
          "Hungary",
          "Iceland",
          "Ireland",
          "Italy",
          "Montenegro",
          "Netherlands",
          "Norway",
          "Poland",
          "Portugal",
          "Romania",
          "Serbia",
          "Slovak Republic",
          "Slovenia",
          "Spain",
          "Sweden",
          "Switzerland",
          "Turkey",
          "United Kingdom"
         ],
         "legendgroup": "Europe",
         "marker": {
          "color": "#EF553B",
          "opacity": 0.5,
          "size": [
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     },
     "metadata": {},
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   ],
   "source": [
    "import plotly.express as px\n",
    "# scatter plot con plotly\n",
    "fig = px.scatter(df[df['year'] == 2007],\n",
    "                 x='gdp_cap',\n",
    "                 y='life_exp',\n",
    "                 size='population',\n",
    "                 color='continent',\n",
    "                 hover_name='country',\n",
    "                 size_max=30,\n",
    "                 opacity=0.5\n",
    "                 )\n",
    "\n",
    "fig.update_layout(legend_title_text='Continent')\n",
    "fig.update_xaxes(type='log')\n",
    "fig.update_layout(title='Countries (size = population)', xaxis_title='gdp per cap', yaxis_title='life expectancy')\n",
    "fig.show()\n",
    "# exportar a html\n",
    "fig.write_html(\".\\outputs\\pandas-plotly-scatter.html\")"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
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