Proyecto6.TripleTen.ProyectoIntegrado.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Proyecto Integrado Sprint 6\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Información General del DF."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "e5c1f0c2-db9f-43a0-99b9-4875c52427e8"
    ]
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "games=pd.read_csv(\"/datasets/games.csv\")\n",
    "#En esta celda importamos el DF y le asignamos el nombre \"games\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        Name Platform  Year_of_Release         Genre  \\\n",
      "0                 Wii Sports      Wii           2006.0        Sports   \n",
      "1          Super Mario Bros.      NES           1985.0      Platform   \n",
      "2             Mario Kart Wii      Wii           2008.0        Racing   \n",
      "3          Wii Sports Resort      Wii           2009.0        Sports   \n",
      "4   Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing   \n",
      "5                     Tetris       GB           1989.0        Puzzle   \n",
      "6      New Super Mario Bros.       DS           2006.0      Platform   \n",
      "7                   Wii Play      Wii           2006.0          Misc   \n",
      "8  New Super Mario Bros. Wii      Wii           2009.0      Platform   \n",
      "9                  Duck Hunt      NES           1984.0       Shooter   \n",
      "\n",
      "   NA_sales  EU_sales  JP_sales  Other_sales  Critic_Score User_Score Rating  \n",
      "0     41.36     28.96      3.77         8.45          76.0          8      E  \n",
      "1     29.08      3.58      6.81         0.77           NaN        NaN    NaN  \n",
      "2     15.68     12.76      3.79         3.29          82.0        8.3      E  \n",
      "3     15.61     10.93      3.28         2.95          80.0          8      E  \n",
      "4     11.27      8.89     10.22         1.00           NaN        NaN    NaN  \n",
      "5     23.20      2.26      4.22         0.58           NaN        NaN    NaN  \n",
      "6     11.28      9.14      6.50         2.88          89.0        8.5      E  \n",
      "7     13.96      9.18      2.93         2.84          58.0        6.6      E  \n",
      "8     14.44      6.94      4.70         2.24          87.0        8.4      E  \n",
      "9     26.93      0.63      0.28         0.47           NaN        NaN    NaN  \n"
     ]
    }
   ],
   "source": [
    "print(games.head(10))\n",
    "#En esta celda mostramos los 10 primeros resultados para conocer al DF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16715 entries, 0 to 16714\n",
      "Data columns (total 11 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   Name             16713 non-null  object \n",
      " 1   Platform         16715 non-null  object \n",
      " 2   Year_of_Release  16446 non-null  float64\n",
      " 3   Genre            16713 non-null  object \n",
      " 4   NA_sales         16715 non-null  float64\n",
      " 5   EU_sales         16715 non-null  float64\n",
      " 6   JP_sales         16715 non-null  float64\n",
      " 7   Other_sales      16715 non-null  float64\n",
      " 8   Critic_Score     8137 non-null   float64\n",
      " 9   User_Score       10014 non-null  object \n",
      " 10  Rating           9949 non-null   object \n",
      "dtypes: float64(6), object(5)\n",
      "memory usage: 1.4+ MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(games.info())\n",
    "#Esta celda nos permite conocer desde el numero de filas, nombre de columnas, valores nulos y types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "print(games.duplicated().sum())\n",
    "# Con esta instrucción buscamos filas duplicadas dentro del DF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name                  2\n",
      "Platform              0\n",
      "Year_of_Release     269\n",
      "Genre                 2\n",
      "NA_sales              0\n",
      "EU_sales              0\n",
      "JP_sales              0\n",
      "Other_sales           0\n",
      "Critic_Score       8578\n",
      "User_Score         6701\n",
      "Rating             6766\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(games.isna().sum())\n",
    "# Con esta instrucción buscamos valores ausentes en el DF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0         1\n",
      "0.2       2\n",
      "0.3       2\n",
      "0.5       2\n",
      "0.6       2\n",
      "       ... \n",
      "9.5       6\n",
      "9.6       2\n",
      "9.7       1\n",
      "tbd    2424\n",
      "NaN    6701\n",
      "Name: User_Score, Length: 97, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(games[\"User_Score\"].value_counts(dropna=False).sort_index())\n",
    "#Buscamos mas información en la columna \"user_score\" ya que es una de las columnas que contienen una gran cantidad\n",
    "#de valores nulos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13.0       1\n",
      "17.0       1\n",
      "19.0       6\n",
      "20.0       3\n",
      "21.0       1\n",
      "        ... \n",
      "95.0      16\n",
      "96.0      18\n",
      "97.0      11\n",
      "98.0       4\n",
      "NaN     8578\n",
      "Name: Critic_Score, Length: 83, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(games[\"Critic_Score\"].value_counts(dropna=False).sort_index())\n",
    "#Buscamos mas información en la columna \"critic_score\" ya que es una de las columnas que contienen una gran cantidad\n",
    "#de valores nulos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NaN     6766\n",
      "E       3990\n",
      "T       2961\n",
      "M       1563\n",
      "E10+    1420\n",
      "EC         8\n",
      "K-A        3\n",
      "RP         3\n",
      "AO         1\n",
      "Name: Rating, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(games[\"Rating\"].value_counts(dropna=False))\n",
    "#Buscamos mas información en la columna \"rating\" ya que es una de las columnas que contienen una gran cantidad\n",
    "#de valores nulos. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparación de los Datos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_column_names = {col: col.lower() for col in games.columns}\n",
    "games.rename(columns=new_column_names, inplace=True)\n",
    "#Con esta instrucción cambiamos los nombres de las columnas a minúsculas. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       name platform  year_of_release         genre  na_sales  \\\n",
      "0                Wii Sports      Wii           2006.0        Sports     41.36   \n",
      "1         Super Mario Bros.      NES           1985.0      Platform     29.08   \n",
      "2            Mario Kart Wii      Wii           2008.0        Racing     15.68   \n",
      "3         Wii Sports Resort      Wii           2009.0        Sports     15.61   \n",
      "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing     11.27   \n",
      "\n",
      "   eu_sales  jp_sales  other_sales  critic_score user_score rating  \n",
      "0     28.96      3.77         8.45          76.0          8      E  \n",
      "1      3.58      6.81         0.77           NaN        NaN    NaN  \n",
      "2     12.76      3.79         3.29          82.0        8.3      E  \n",
      "3     10.93      3.28         2.95          80.0          8      E  \n",
      "4      8.89     10.22         1.00           NaN        NaN    NaN  \n"
     ]
    }
   ],
   "source": [
    "print(games.head())\n",
    "#Se cumple el primer requerimiento, los nombres de las columnas están en minusculas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "games[\"year_date\"] = pd.to_datetime(games[\"year_of_release\"], format=\"%Y\")\n",
    "#creamos una nueva columna llamada year_date con el formato to_datetime."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "games[\"user_score\"]=games['user_score'].replace('tbd', np.nan)\n",
    "#reemplazamos los valores tbd por nan con el fin de poder cambiar el tipo de datos en la columna. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "games['user_score'] = pd.to_numeric(games['user_score'])\n",
    "\n",
    "median_user_score = games['user_score'].median()\n",
    "\n",
    "games['user_score_median'] = games['user_score'].fillna(median_user_score)\n",
    "\n",
    "#llenamos los valores nan con la mediana de los valores de la misma columna. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "games[\"total_sales\"]= games[\"na_sales\"] + games[\"eu_sales\"] + games[\"jp_sales\"] + games[\"other_sales\"]\n",
    "\n",
    "#creamos una nueva columna con el nombre total_sales."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       name platform  year_of_release         genre  na_sales  \\\n",
      "0                Wii Sports      Wii           2006.0        Sports     41.36   \n",
      "1         Super Mario Bros.      NES           1985.0      Platform     29.08   \n",
      "2            Mario Kart Wii      Wii           2008.0        Racing     15.68   \n",
      "3         Wii Sports Resort      Wii           2009.0        Sports     15.61   \n",
      "4  Pokemon Red/Pokemon Blue       GB           1996.0  Role-Playing     11.27   \n",
      "\n",
      "   eu_sales  jp_sales  other_sales  critic_score  user_score rating  \\\n",
      "0     28.96      3.77         8.45          76.0         8.0      E   \n",
      "1      3.58      6.81         0.77           NaN         NaN    NaN   \n",
      "2     12.76      3.79         3.29          82.0         8.3      E   \n",
      "3     10.93      3.28         2.95          80.0         8.0      E   \n",
      "4      8.89     10.22         1.00           NaN         NaN    NaN   \n",
      "\n",
      "   year_date  user_score_median  total_sales  \n",
      "0 2006-01-01                8.0        82.54  \n",
      "1 1985-01-01                7.5        40.24  \n",
      "2 2008-01-01                8.3        35.52  \n",
      "3 2009-01-01                8.0        32.77  \n",
      "4 1996-01-01                7.5        31.38  \n"
     ]
    }
   ],
   "source": [
    "print(games.head())\n",
    "\n",
    "#imprimimos una muestra del df donde podemos observar las nuevas columnas: year_date, user_score_median y total_sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16715 entries, 0 to 16714\n",
      "Data columns (total 14 columns):\n",
      " #   Column             Non-Null Count  Dtype         \n",
      "---  ------             --------------  -----         \n",
      " 0   name               16713 non-null  object        \n",
      " 1   platform           16715 non-null  object        \n",
      " 2   year_of_release    16446 non-null  float64       \n",
      " 3   genre              16713 non-null  object        \n",
      " 4   na_sales           16715 non-null  float64       \n",
      " 5   eu_sales           16715 non-null  float64       \n",
      " 6   jp_sales           16715 non-null  float64       \n",
      " 7   other_sales        16715 non-null  float64       \n",
      " 8   critic_score       8137 non-null   float64       \n",
      " 9   user_score         7590 non-null   float64       \n",
      " 10  rating             9949 non-null   object        \n",
      " 11  year_date          16446 non-null  datetime64[ns]\n",
      " 12  user_score_median  16715 non-null  float64       \n",
      " 13  total_sales        16715 non-null  float64       \n",
      "dtypes: datetime64[ns](1), float64(9), object(4)\n",
      "memory usage: 1.8+ MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(games.info())\n",
    "#imprimimos la info del dataframe para observar el tipo de datos que tenemos en las columnas. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conforme a las instrucciones:\n",
    "* Se colocaron los nombres de las columnas en minúsculas.\n",
    "* Se crearon dos columnas nuevas: year_date (datetime), user_score_median (float) y total_sales (float)\n",
    "* Los valores TBD fueron cambiados por valores NaN para poder convertirlos posteriormente a float, de igual manera para tener alternativas para manejar estos datos se creó la columna user_score_median donde se rellenaron los valores NaN con la mediana de las calificaciones.  \n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análisis de Datos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ¿Cuántos juegos fueron lanzados en difentes años?\n",
    "Se puede observar un incremento significativo en la década de los 90s que encuentran su limite al llegar al año 2010; a partir de esa fecha se observa una caida hasta el 2016.\n",
    "\n",
    "Con una muestra que considera esta cantidad de años y de mercados, vale la pena observar no solo los periodos de expansión y contracción en la economía mundial, sino también el ciclo de vida de la industria donde podemos pensar que esta entrando en la fase de madurez o estabilidad, la cual usualmente es posterior al crecimiento observado entre el año 2000 al 2010"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year_date'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "games.groupby(\"year_date\")[\"name\"].count().plot(kind=\"line\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observa cómo varían las ventas de una plataforma a otra. Elige las plataformas con las mayores ventas totales y construye una distribución basada en los datos de cada año. \n",
    "\n",
    "Podemos observar que si revisamos la cantidad de juegos, tanto PS2, DS, PS3, Wii, X360 son las plataformas que cuentan con la mayor cantidad de títulos disponibles, sin embargo, cuando filtramos por ventas totales observamos un cambio en el orden, doned si bien PS2 se mantiene como la plataforma con mas ventas, ahora x360 se ubica como la segunda mas relevante, seguido por PS3, Wii y DS.\n",
    "\n",
    "Resulta interesante hacer notar que todas las plataformas anteriormente mencionadas parecen encontrarse al final de su ciclo de vida, siendo interesante considerar las consolas \"sucesoras\" para análisis posteriores.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Wii' 'NES' 'GB' 'DS' 'X360' 'PS3' 'PS2' 'SNES' 'GBA' 'PS4' '3DS' 'N64'\n",
      " 'PS' 'XB' 'PC' '2600' 'PSP' 'XOne' 'WiiU' 'GC' 'GEN' 'DC' 'PSV' 'SAT'\n",
      " 'SCD' 'WS' 'NG' 'TG16' '3DO' 'GG' 'PCFX']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PS2     2161\n",
       "DS      2151\n",
       "PS3     1331\n",
       "Wii     1320\n",
       "X360    1262\n",
       "Name: platform, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(games[\"platform\"].unique())\n",
    "games[\"platform\"].value_counts().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "platform\n",
       "PS2     1255.77\n",
       "X360     971.42\n",
       "PS3      939.65\n",
       "Wii      907.51\n",
       "DS       806.12\n",
       "Name: total_sales, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games.groupby(\"platform\")[\"total_sales\"].sum().sort_values(ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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83ka2a9euhieyjsfjQXZ2Nvbu3evVQWJiIoYOHQq73f9fSFlcXHzFWwknJiYiJibG8GTW0L4D2vMD7EB7/h/wLuQeaN8BgB1ozw9cflVGXl6eVwf9+vVDeHi44cmso30PtOcH2IH2/EDLvgv5YI2IiIiIiIiIiOga+P9fhV6ndu7cidzcXK/P5ebmYufOnYYmIiIiIiIiE06ePInTp097fe706dM4efKkoYmIiKzXUu9CPlgzJCUlBVOmTPH63OTJk3HnnXcamsh6Xbt2xd133+31udTUVHTr1s3QRNay2+3o1auX1+diY2MREBBgaCLrad8B7fkBdqA9P8C7EOAecAfYgfb8ANClSxfcddddXp/78Y9/rOrXxWjfA+35AXagPT/Qcu9Ch+kBtCopKUFgYKDX57Zv3476+npDE1lv6tSp6NChg9fn7rvvvibfIc0frV69Gk6n0+tzL730EiorK80MZID2HdCeH2AH2vMDvAsB7gF3gB1ozw8AOTk5CA0N9frc2rVrUVtba2gi62nfA+35AXagPT/Qcu9C/o41IiIiIiIiIiKia8BXrBngdrtRWFjo9W4XcXFxV7yCjfxfXV0dACA4ONjwJERE5vAuJO4AO9Cev7Ky0ut7g7Zt2xqeyAzte6A9P8AOtOdvqXchf8eahTweD+bPn48OHTqgT58+GDZsGIYNG4Y+ffrA5XLh6aefhsfjMT2mzxUVFeHhhx9Gnz59EBUVhaioKPTp0wcPP/wwioqKTI/nc9u2bcPw4cPRrl07hIaGIjQ0FO3atcPw4cPx2WefmR7PEtp3QHt+gB1ozw/wLgS4B9wBdqA9PwCsXLkScXFxaN++PeLi4rz+96pVq0yPZwnte6A9P8AOtOcHWv5dyB8FtdCcOXPw1ltv4YUXXkBaWhoiIiIAAOXl5di6dSuefvppPPDAA1i4cKHhSX3n008/xb333ou+ffte0cG2bduQl5eHjz76CGlpaYYn9Y23334bmZmZGDt2bJM78MEHH2DVqlWYPHmy4Ul9R/sOaM8PsAPt+QHehQD3gDvADrTnB4BFixbh2WefxaOPPtpkB6+//jqeffZZzJo1y/CkvqN9D7TnB9iB9vyAn9yFQpaJiIiQrKysZs+zsrLE5XJZOJH1brvtNnn66aebPX/mmWckPj7ewoms1aNHD1myZEmz52+88YZ0797dwomsp30HtOcXYQfa84vwLhThHnAH2IH2/CIinTt3lg0bNjR7/t5770mnTp0snMh62vdAe34RdqA9v4h/3IV8sGah0NBQKSgoaPb80KFD0rp1awsnsl5ISIgUFxc3e15cXCwhISEWTmSt4OBg1flFuAPa84uwA+35RXgXinAPuAPsQHt+kcv3QFFRUbPnhYWF0qpVKwsnsp72PdCeX4QdaM8v4h93IX/HmoVSUlIwa9YsVFRUXHFWUVGBuXPnIiUlxfrBLNSlSxds2bKl2fMtW7YgOjrawoms1atXr6v+jPjq1asRFxdn4UTW074D2vMD7EB7foB3IcA94A6wA+35AWDAgAFYsGAB3G73FWcNDQ1YuHAhBgwYYGAy62jfA+35AXagPT/gH3chf8eahU6dOoXhw4ejuLgY8fHxXj87fPjwYcTFxWHz5s3o1KmT4Ul95/3330d6ejqGDRuG1NRUrw62b9+OrKwsrF+/HmPGjDE8qW/s2LEDI0eORLdu3ZrMf+LECWzZsgWDBw82PKnvaN8B7fkBdqA9P8C7EOAecAfYgfb8AFBQUIC0tDTU19dj8ODBXh3s3LkTQUFB2Lp1K3r37m14Ut/Rvgfa8wPsQHt+wD/uQj5Ys5jH40F2djb27t3r9TayiYmJGDp0KOx2/38R4RdffIHXX38de/bsuaKDxx57DImJiYYn9K3S0lIsXbq0yR2YMWMGunTpYnZAC2jfAe35AXagPT/AuxDgHnAH2IH2/ABQXV2NdevWNdlBeno6wsPDDU/oe9r3QHt+gB1ozw+0/LuQD9aIiIiIiIiIiIiugcP0ABrt37//ir+dTkpKuu5/bvj/WmVlpVcHbdu2NTyRddxuNwoLCxvzR0VFITY2FoGBgYYns5bmHQCYH2AH2vPzLrxM8x5wB9iB9vwAUFZWhn379nl1kJCQgMjISMOTWUf7HmjPD7AD7fmBFn4XmnznBG3Ky8slOTlZbDabREdHS0JCgiQkJEh0dLTYbDZJTk6W8vJy02P63IoVKyQ2NlbsdrvY7Xax2Wxit9slNjZWVq5caXo8n2poaJB58+aJ0+kUm83m9eF0OmX+/PnS0NBgekyf07wDIswvwg605+ddeJnmPeAOsAPt+UVEzp8/LxMnTpSAgABxOBzicrnE5XKJw+GQgIAAmTRpktTU1Jge06e074H2/CLsQHt+Ef+4C/lgzUJjxoyRxMTEJt9Ot7i4WJKSkmTs2LEGJrPOyy+/LKGhofLkk09KTk6OFBUVSVFRkeTk5MhTTz0lrVu3lkWLFpke02dmz54tHTp0kGXLlklJSYnU1tZKbW2tlJSUyPLly8XlcsmcOXNMj+lT2ndAe34RdqA9vwjvQhHuAXeAHWjPLyKSkZEhPXr0kKysLHG73Y2fd7vdkp2dLT179pTMzEyDE/qe9j3Qnl+EHWjPL+IfdyEfrFkoLCxM8vPzmz3Pzc2VsLAwCyeyXufOnWXDhg3Nnr/33nvSqVMnCyeyVkREhGRlZTV7npWVJS6Xy8KJrKd9B7TnF2EH2vOL8C4U4R5wB9iB9vwiIk6nU3bv3t3s+a5du8TpdFo4kfW074H2/CLsQHt+Ef+4C/3/LSivI8HBwaiqqmr2vLq6GsHBwRZOZL0zZ84gPj6+2fP4+HhUVFRYOJG1qqur0bFjx2bPo6KiUFNTY+FE1tO+A9rzA+xAe36AdyHAPeAOsAPt+QHA4/EgKCio2fOgoCB4PB4LJ7Ke9j3Qnh9gB9rzA/5xF/LBmoXGjx+PqVOnYtOmTV4P2KqqqrBp0yZMmzYNEyZMMDih7w0YMAALFiyA2+2+4qyhoQELFy706zdxSElJwaxZs5r8ZqmiogJz585FSkqK9YNZSPsOaM8PsAPt+QHehQD3gDvADrTnB4CRI0di+vTpOHDgwBVnBw4cwMyZMzFq1CgDk1lH+x5ozw+wA+35Af+4C20iIqaH0KKurg6PP/44Vq9eDbfb3fhU9tKlS3A4HMjIyMDixYv9+lVrBQUFSEtLQ319PQYPHoyIiAgAQHl5OXbu3ImgoCBs3boVvXv3Njypb5w6dQrDhw9HcXEx4uPjvfIfPnwYcXFx2Lx5Mzp16mR4Ut/RvgPa8wPsQHt+gHchwD3gDrAD7fkB4OzZs0hPT0d2djbatWsHl8sF4PIrWs+dO4e0tDSsX78eTqfT7KA+pH0PtOcH2IH2/IB/3IV8sGZAVVUV8vLyGt9GNjIyEv369UN4eLjhyaxRXV2NdevWYe/evV4dJCYmIj093e978Hg8yM7ObjL/0KFDYbf7/wtJte+A9vwAO9CeH+BdCHAPuAPsQHv+HxQXF2PPnj1XdBATE2N4Mmto3wPt+QF2oD3/D1ryXcgHa0RERERERERERNdAx6NPIiIiIiIiIiKi/2N8sEZERERERERERHQN+GCNiIiIiIiIiIjoGvDBGhERERERERER0TXgg7XriNvtxsmTJ02PQURERERERERE/wt8sHYdKSwsRNeuXU2PYdSf//xn/PjHPzY9hjFHjhxBt27dTI9hlPYd0J4fYAfa8wO8CwHuAXeAHWjPDwCHDh1CQECA6TGM0r4H2vMD7EB7fqBl3IV8sEbXlfPnz+Pzzz83PYYxly5dwjfffGN6DKO074D2/AA70J4f4F0IcA+4A+xAe/4fiIjpEYzSvgfa8wPsQHv+H1zvd6HD9ACa9O3b96rnFy5csGgSc15//fWrnv/lL3+xaBIznnjiiaue//Wvf7VoEnO074D2/AA70J4f4F0IcA+4A+xAe34A+OlPf3rV88rKSthsNoumMUP7HmjPD7AD7fkB/7gLbXK9P/rzIyEhIbj//vub/XHP06dPY8WKFWhoaLB4MuvY7XZERUUhKCioyfNLly6hrKzMbzsICAjA7bffjvDw8CbPz58/j/z8fL/ND3AHtOcH2IH2/ADvQoB7wB1gB9rzA0BgYCDuvvtuRERENHn+/fffY/PmzX7dgfY90J4fYAfa8wN+chcKWaZfv37y5ptvNnt+4MABsdvtFk5kvS5dusiGDRuaPff3Dnr27Cm///3vmz339/wi3AHt+UXYgfb8IrwLRbgH3AF2oD2/iEh8fLysXLmy2XMNHWjfA+35RdiB9vwi/nEX8nesWWjQoEE4evRos+dt2rTB4MGDLZzIev369UNeXl6z5zab7br/+el/Rf/+/VXnB7gD2vMD7EB7foB3IcA94A6wA+35gcv3QH5+frPnwcHB6Ny5s4UTWU/7HmjPD7AD7fkB/7gL+aOgZKmioiLU1taif//+TZ7X19fju+++Q3R0tMWTWaOsrAx1dXV+m+9/Q/sOaM8PsAPt+QHehQD3gDvADrTnB4C6ujo0NDQgNDTU9CjGaN8D7fkBdqA9P+AfdyEfrBEREREREREREV0DviuoAfv378eePXtQVlYGAIiMjERiYiISEhIMT2atyspKrw7atm1reCLruN1uFBYWeuWPi4tDYGCg4cmspXkHAOYH2IH2/LwLL9O8B9wBdqA9P3D5FSv79u3z6mDgwIGIjIw0PJl1tO+B9vwAO9CeH2jhd6HFv9NNtfLycklOThabzSbR0dGSkJAgCQkJEh0dLTabTZKTk6W8vNz0mD63YsUKiY2NFbvd7vURGxt71V9a6A8aGhpk3rx54nQ6xWazeX04nU6ZP3++NDQ0mB7T5zTvgAjzi7AD7fl5F16meQ+4A+xAe34RkfPnz8vEiRMlICBAHA6HuFwucblc4nA4JCAgQCZNmiQ1NTWmx/Qp7XugPb8IO9CeX8Q/7kI+WLPQmDFjJDExUYqLi684Ky4ulqSkJBk7dqyByazz8ssvS2hoqDz55JOSk5MjRUVFUlRUJDk5OfLUU09J69atZdGiRabH9JnZs2dLhw4dZNmyZVJSUiK1tbVSW1srJSUlsnz5cnG5XDJnzhzTY/qU9h3Qnl+EHWjPL8K7UIR7wB1gB9rzi4hkZGRIjx49JCsrS9xud+Pn3W63ZGdnS8+ePSUzM9PghL6nfQ+05xdhB9rzi/jHXcgHaxYKCwuT/Pz8Zs9zc3MlLCzMwoms17lzZ9mwYUOz5++995506tTJwomsFRERIVlZWc2eZ2VlicvlsnAi62nfAe35RdiB9vwivAtFuAfcAXagPb+IiNPplN27dzd7vmvXLnE6nRZOZD3te6A9vwg70J5fxD/uQrvpH0XVJDg4GFVVVc2eV1dXIzg42MKJrHfmzBnEx8c3ex4fH4+KigoLJ7JWdXU1Onbs2Ox5VFQUampqLJzIetp3QHt+gB1ozw/wLgS4B9wBdqA9PwB4PB4EBQU1ex4UFASPx2PhRNbTvgfa8wPsQHt+wD/uQj5Ys9D48eMxdepUbNq0yesBW1VVFTZt2oRp06ZhwoQJBif0vQEDBmDBggVwu91XnDU0NGDhwoUYMGCAgcmskZKSglmzZjX5zVJFRQXmzp2LlJQU6wezkPYd0J4fYAfa8wO8CwHuAXeAHWjPDwAjR47E9OnTceDAgSvODhw4gJkzZ2LUqFEGJrOO9j3Qnh9gB9rzA/5xF9pEREwPoUVdXR0ef/xxrF69Gm63u/Gp7KVLl+BwOJCRkYHFixf79avWCgoKkJaWhvr6egwePBgREREAgPLycuzcuRNBQUHYunUrevfubXhS3zh16hSGDx+O4uJixMfHe+U/fPgw4uLisHnzZnTq1MnwpL6jfQe05wfYgfb8AO9CgHvAHWAH2vMDwNmzZ5Geno7s7Gy0a9cOLpcLwOVXtJ47dw5paWlYv349nE6n2UF9SPseaM8PsAPt+QH/uAv5YM2Aqqoq5OXleb2NbL9+/RAeHm54MmtUV1dj3bp12Lt3r1cHiYmJSE9P9/sePB4PsrOzm8w/dOhQ2O3+/0JS7TugPT/ADrTnB3gXAtwD7gA70J7/B8XFxdizZ88VHcTExBiezBra90B7foAdaM//g5Z8F/LBmmHffvstOnbsqOZfFiIiIiIiIiIif8GnOYbFxcWhtLTU9BhGjRgxAqdPnzY9hjHx8fE4deqU6TGM0r4D2vMD7EB7foB3IcA94A6wA+35ASA8PBwnTpwwPYZR2vdAe36AHWjPD7S8u5AP1gzjCwaBnTt34sKFC6bHMKa0tBT19fWmxzBK+w5ozw+wA+35Ad6FAPeAO8AOtOcH+L0BwD3Qnh9gB9rzAy3vLuSDNSIiIiIiIiIiomvAB2uG/fu//zvat29vegyjoqOjERgYaHoMY370ox+hVatWpscwSvsOaM8PsAPt+QHehQD3gDvADrTnB4BJkyb5/RuX/DPa90B7foAdaM8PtLy7kG9eQEREREREREREdA34irXryKlTp/Dggw+aHsOompoa7Ny50/QYxpw9exZr1641PYZR2ndAe36AHWjPD/AuBLgH3AF2oD0/AJSXl+P55583PYZR2vdAe36AHWjPD7SMu5CvWLuOHDp0CH379kVDQ4PpUYzR3oH2/AA70J4fYAfa8wPsAGAH2vMD7EB7foAdAOxAe36AHWjPD7SMDhymB9Dkj3/841XPW9LbydK1qaqquup5dXW1RZMQEZnDu5C4A+xAe34AKCgouOr50aNHLZrEHO17oD0/wA605wf84y7kK9YsZLfbYbPZrvrWsTab7bp+Evuv+mdv1NDQ0IDz58/7bQc/7EBzRIQ74Oc7oD0/wA605wd4FwLcA+4AO9CeH7j69wY/fF5LB83x9w605wfYgfb8gH/chXzFmoWioqLw5ptvYvTo0U2eHzx4EP369bN4KmvV1dVh5syZiI+Pb/L8m2++wXPPPWfxVNZp06YN5s2bh4EDBzZ5fvz4cTz00EMWT2Ut7TugPT/ADrTnB3gXAtwD7gA70J4fuPyA/eWXX8Zdd93V5HlhYSFGjRpl8VTW0r4H2vMD7EB7fsA/7kI+WLNQv379kJeX1+yDtX/2ajZ/cPvtt6NTp06YOnVqk+eHDh3y628k+vbtCwAYMmRIk+dOp5M74Oc7oD0/wA605wd4FwLcA+4AO9CeH7j8vcF3332H6OjoJs/PnTvn9x1o3wPt+QF2oD0/4B93IR+sWWj27Nmoqalp9rx79+7IycmxcCLrjRgxAufOnWv2vH379pgyZYp1A1ksPT0dFy5caPY8MjISzzzzjIUTWU/7DmjPD7AD7fkB3oUA94A7wA605weAGTNmXPV7g86dO2PNmjUWTmQ97XugPT/ADrTnB/zjLuTvWCMiIiIiIiIiIroGdtMDaFZXV4e6ujrTYxARERERERER0TXgj4JabNu2bVi8eDH27NnT+Na64eHhSExMxBNPPIHU1FTDE/repUuX8OGHH2LPnj0oKysDcPklrklJSRg9ejSCgoIMT+hbFRUVWL16dZP5H3jgAXTo0MHwhL6nfQe05wfYgfb8AO9CgHvAHWAH2vMDQFFREZYsWXJFB4mJiXjkkUcQFxdneELf074H2vMD7EB7fqDl34X8UVALvf3228jMzMTYsWORlpaGiIgIAEB5eTm2bt2KDz74AKtWrcLkyZMNT+o7X3/9NdLS0vDdd99h4MCBXh3s27cPN998Mz799FN0797d8KS+8eWXXyItLQ2hoaFITU31yr99+3bU1tYiOzsb/fv3Nzyp72jfAe35AXagPT/AuxDgHnAH2IH2/ADw6aef4t5770Xfvn2v+N5g27ZtyMvLw0cffYS0tDTDk/qO9j3Qnh9gB9rzA35yFwpZpkePHrJkyZJmz9944w3p3r27hRNZLzU1VUaPHi2VlZVXnFVWVsro0aNl6NChBiazxsCBA2X69Oni8XiuOPN4PDJ9+nS54447DExmHe07oD2/CDvQnl+Ed6EI94A7wA605xcRue222+Tpp59u9vyZZ56R+Ph4CyeynvY90J5fhB1ozy/iH3chH6xZKDg4WIqLi5s9Ly4ulpCQEAsnsl6rVq3k8OHDzZ4XFBRIq1atLJzIWiEhIXLkyJFmz48cOcId8PMd0J5fhB1ozy/Cu1CEe8AdYAfa84tc7kD79wba90B7fhF2oD2/iH/chXzzAgv16tULq1atavZ89erV1/3PDv+rnE4nSktLmz0vLS2F0+m0bB6rRUZGYv/+/c2e79+/v/Glr/5K+w5ozw+wA+35Ad6FAPeAO8AOtOcHgC5dumDLli3Nnm/ZsgXR0dEWTmQ97XugPT/ADrTnB/zjLuSbF1jo1VdfxciRI5GVldXkz0+fOHHiqgvlDzIzMzFlyhQ8/fTTuOuuu67o4MUXX8Qvf/lLw1P6zqxZszB9+nTk5eU1mX/FihV45ZVXDE/pW9p3QHt+gB1ozw/wLgS4B9wBdqA9PwA8//zzSE9Px44dO5r83iArKwvr1683PKVvad8D7fkBdqA9P+And6Hpl8xpU1JSInPmzJHBgwdLz549pWfPnjJ48GCZO3eulJSUmB7PEgsWLJCoqCix2Wxit9vFbreLzWaTqKgoWbhwoenxfO69996TgQMHisPhEJvNJjabTRwOhwwcOFA2bNhgejxLaN8B7flF2IH2/CK8C0W4B9wBdqA9v4jI7t27Zfz48dK5c2cJCgqSoKAg6dy5s4wfP16++OIL0+NZQvseaM8vwg605xdp+Xch3xWUjCkpKfF6K92uXbsansha9fX1qKioAADceOONCAwMNDyR9bTvgPb8ADvQnh/gXQhwD7gD7EB7frpM+x5ozw+wA+35WzL+jjXDHn744cZ/ebTp2rUrEhMT4fF40LFjR9PjWC4wMBBRUVHYsWMHLl26ZHocI7TvgPb8ADvQnh/gXQhwD7gD7EB7/r+3YMECnDt3zvQYRmjfA+35AXagPf/fa2l3IV+xZlh4eDgOHjyIbt26mR7FGO0daM8PsAPt+QF2oD0/wA4AdqA9P8AOtOcH2AHADrTnB9iB9vxAy+uAr1gzjM812YH2/AA70J4fYAfa8wPsAGAH2vMD7EB7foAdAOxAe36AHWjPD7S8DvhgjYiIiIiIiIiI6Bo4TA+gXXV1tekRjFu+fHnjW+pq9Omnn+Kmm24yPYZR2ndAe36AHWjPD/AuBLgH3IHLHWj8PXs/4A4ARUVFqncA4B5ovwcA7gB34PJd2JJ2gL9jzbD6+nqUlpbC5XKhbdu2psexXF1dHQAgODjY8CREZNqOHTswcOBAtGrVyvQoZEBdXR2+/fZb3HzzzfxvgmLl5eUQEURGRpoexVINDQ2oqKiA3W5Hhw4dTI9jucrKSq93xtX4NTHR3xMReDweBAQEmB7FmLfeegv33Xcf7wOljh8/jpMnTyI6Ohrdu3c3Pc4/xR8FtdDLL7+MCxcuALj8BdSsWbMQFhaGmJgY3HjjjXjwwQdRX19veErf27ZtG4YPH4527dohNDQUoaGhaNeuHYYPH47PPvvM9HhGHTlypMX8gsZ/xaFDh/Diiy/izTffvOJdcauqqvDggw8amswaK1euxNSpU7FmzRoAwIYNGxAbG4tu3brhmWeeMTydOUOHDkVpaanpMXzuzJkzXn8+ePAgpk6dikGDBmHs2LHYsWOHmcEs9NZbb2HPnj0AgIsXLyIjIwOtW7dGz549ERYWhhkzZjT+xYu/io+PxwsvvIBTp06ZHsWI77//HmPHjkXnzp0xc+ZMNDQ0IDMzE1FRUbjpppuQlJSE06dPmx7T57Zs2YLBgwejdevW6NixIyIjI+F0OjF58mScPHnS9Hg+t3LlSsTFxaF9+/aIi4vz+t+rVq0yPZ5xhw4dUvFg5ZNPPkFmZibmzJmD4uJir7OzZ8/ixz/+saHJfM/tdmP+/PkYMmRI49eAixYtQlhYGEJDQzF16lS17w45ffp0fPfdd6bH8Ln9+/ejoaGh8c+bN2/GkCFDcNNNN6F///5Yu3atwems8dJLL2H79u0ALv87n5qailtvvRV33303br31VgwbNuz6f4dQIcvY7XYpLy8XEZFFixZJu3btZPXq1VJYWCjr1q0Tl8slCxcuNDylb7311lvicDjk/vvvlzVr1sgnn3win3zyiaxZs0YmTJgggYGBsnbtWtNjGnPw4EGx2+2mx/Cp7OxsCQoKkl69eknnzp3lhhtukD/96U+N52VlZX7dweLFi6V169by05/+VKKiouTFF1+UG264QV588UV57rnnJDw8XJYvX256TJ/q06dPkx82m01iY2Mb/+yv/v6/Bbt375bAwEAZMmSIzJ49W+6++25xOBzy+eefG57St7p27Sp79+4VEZFZs2ZJly5dZOPGjXLkyBH58MMPpWfPnjJ79mzDU/qWzWaTG264QQICAiQtLU0++OADqa+vNz2WZR588EHp3bu3/O53v5MhQ4bI6NGj5bbbbpNdu3bJF198IQMGDJApU6aYHtOn1q5dK23atJFf//rXMm/ePImMjJQnn3xSli5dKkOGDJEbb7xRjh07ZnpMn3n55ZclNDRUnnzyScnJyZGioiIpKiqSnJwceeqpp6R169ayaNEi02MadfDgQbHZbKbH8Kl33nlHAgICZMSIEZKcnCwhISGybt26xnN//7pw/vz5EhERIU888YTExcXJjBkz5Oabb5Z169bJ22+/LTfddJPff3/Yrl27Jj9sNpu0bdu28c/+6u+/LvzjH/8odrtdpkyZIm+88YZkZmaKw+GQjRs3Gp7St26++WbJz88XEZHMzEzp06eP5Ofny4ULF+TgwYNyxx13SEZGhuEpr44/Cmohu92OsrIyuFwu9O3bFzNmzMD06dMbz9955x289NJL+OqrrwxO6Vs9e/bEY489hl/84hdNnr/55ptYvHgxjh8/bvFk1njiiSeuev7Xv/4V69ev9/pbC3+TlJSEO++8E//xH/8BEcGiRYvwwgsv4P3338c999yD8vJydOzY0W87iI2NxdNPP4309HQcOHAACQkJWLZsGTIyMgAAq1atwtKlS5Gbm2t4Ut8JDAxEamoq7rjjjsbPiQheeOEFzJgxAy6XCwD89tV7f//fgqFDh6JTp05er8x4/PHHcfjw4ca/ufNHISEhOHbsGDp37oxbb70Vr732Gu65557G8507d2Ly5Mn45ptvDE7pW3a7Hd9++y3279+P1atX49NPP0W7du0wZcoUZGRkIDY21vSIPtWxY0d88MEHSEpKQnl5OaKiopCdnY27774bALB7926MHz8e3377reFJfSc2NhbPPvssxo8fDwDIzc3Ffffdh5MnT8Jms+H+++/HpUuXsHHjRsOT+kZ0dDQWLVqEcePGNXm+YcMGzJ49269fuffTn/70queVlZXYsWOH335NBAB9+vTBtGnT8OijjwIA/vCHP+DBBx/Ea6+9hoyMDL//uvCWW27Ba6+9hpEjR+Lrr7/GrbfeivXr1zfeC3/4wx/wwgsv4PDhw4Yn9Z02bdpgyJAh+NnPftb4ORFBZmYmnn/++cbfszV16lRTI/rU339d+KMf/QjJycl46aWXGs9/85vf4OOPP258pb8/CgkJwdGjRxEdHY2uXbvi7bffxuDBgxvP8/LyMGrUqOv7FYxGH+spY7PZ5MyZMyIicsMNN8jhw4e9zk+cOCGhoaEmRrNMcHCwFBcXN3teXFwsISEhFk5kLbvdLn379pWUlJQmP/r37+/XfysnIhIeHi5ff/211+feeecdad26tXz88cd+/zeTrVq1km+++abxz8HBwfLVV181/vn48ePidDpNjGaZXbt2yS233CL/7//9P2loaGj8vMPhkMLCQoOTWcNmszX+zWRUVJTs2bPH6/yrr76SG2+80cRolomOjm58pepNN90kX375pdd5UVGRtG7d2sRolvn7PRAR+e677+Q3v/mN9OjRQ+x2uyQmJsqqVasMTuhboaGhUlpa2vjnwMBAr6+LTpw44fc70KpVKykpKfH6nMPhkL/85S8iIrJv3z6//u9BSEiIFBUVNXteWFgorVq1snAi6zkcDhk2bJg88MADTX785Cc/8euviUREWrduLSdOnPD63J/+9CcJCwuTpUuX+v3XhSEhIXLy5EmvPx85cqTxzydOnJA2bdqYGM0yx48fb3yVcnV1dePnNX5d6HK5JDc31+u8uLjYr/9bICLSs2dP2bx5s4hc/qmG3bt3e50fOHBAwsPDTYz2v8bfsWaxFStW4PXXX0dQUBC+//57r7Pq6mq//4XNvXr1uurvzFi9ejXi4uIsnMha3bt3x69+9Svk5OQ0+bFixQrTI/pccHDwFT8jn56ejpUrV2L8+PHYtGmTmcEsEhoaipqamsY/d+jQAWFhYV7/H7fbbfVYlho0aBDy8vJw7NgxJCUl4c9//rPpkSxXXV2NqqoqhISEXHHvh4SEoLa21tBk1pg4cSLmzZuHc+fOYfLkyXj++edx/vx5AEBtbS2effZZDBo0yPCUvmWz2bz+HBUVhaeeegrHjh3D9u3bccsttzS+gsMf9ejRA5s3bwZw+d3PQkJCsHXr1sbz7OxsdO3a1dR4lujSpYvXq5Pz8/Nht9sb3xm2ffv2fv27dwcMGIAFCxY0+d+8hoYGLFy4EAMGDDAwmXViY2MxZswYrFmzpsmP5557zvSIPhceHo7y8nKvz915553YvHkzZs+ejd/97neGJrNG27Ztvb4u7tu3L9q0adP457q6uiv+e+Fvunfvji+++AKRkZG4/fbbsXv3btMjWa6oqAgFBQVo1aoVPB7PFef+/r3Bz3/+c8yePRtff/01HnnkEcyaNavx+4OSkhL86le/wtChQw1PeXUO0wNo0rlz58YHJ8HBwcjPz/d6iWNOTg5uvfVWU+NZ4tVXX8XIkSORlZWF1NTUxi8ey8vLsX37dpw4cQJbtmwxPKXv9O/fH3l5eZg0aVKT5zabDeLnP519++23IycnB/369fP6/P333w8R8duXef8gJiYGBQUFjT/m9Y+/uLy4uBhdunQxMJm12rZti3fffRdr1qxBcnIynnvuOb//wvHv9ezZE8DlH3XIzc1Fnz59Gs8KCwv9/i3Wn3nmGXz11Vfo1q0b+vfvj//5n/9BREQEbrrpJnz33Xe44YYbsG3bNtNj+tTV7vqUlBSkpKSgqqrKwomsNXv2bEydOhX/+Z//iVOnTmHdunV47LHHsG/fPtjtdmzcuBG//e1vTY/pU7/4xS+QmZmJL7/8EiEhIVi5ciUmT57c+Mvq9+3b13hX+KMlS5YgLS0NkZGRGDx4sNfXhDt37kRQUJDXw1Z/1K9fP+Tn5zf+Ooh/FBwcjM6dO1s8lbUSEhLw6aefev16CAAYMmQIPv74Y4wcOdLQZNaIi4tDfn4+4uPjAeCKh0qHDx9Gjx49TIxmKYfDgYULFyItLQ3p6emYOHGiqq8L77rrrsavC3bv3u31lwoHDhzw+3tg1qxZOHnyJOLi4nDLLbegtLQUPXv2hMPhgNvtRt++ffHuu++aHvOq+DvWriN79+5FcHCw1zdY/qi0tBRLly7F3r17vd5aPTExETNmzPDrhwplZWWoq6tDdHS06VGM2bRpE3bu3InFixc3eb5+/XqsWLECOTk5Fk9mjd27d6N169a4/fbbmzx/88034fF48Mgjj1g7mEHHjx/HxIkTkZubi6+++sqvX7UKAJ9//rnXn6Oiory+eX7ttddw6dIlzJ492+rRLJeVlYWPP/4YJ06cgMfjQVRUFAYNGoT09HS0bt3a9Hg+NW3aNLz++uter0zQZvfu3di7dy8SExORlJSEoqIiLFiwALW1tRg1apTf/0ULACxduhTr1q1DXV0d0tLS8PTTTyMkJATA5buxoaEBMTExhqf0nerqaqxbt67JrwnT09MRHh5ueELfqqurQ0NDA0JDQ02PYsznn3+OL774Ak899VST5zk5OVi7dm3jO6n7m2PHjiEwMLDZV+iuX78eDoej2d9F6I/+9re/4ec//zlycnKwd+9ev3/hyT/+PtmwsDDccMMNjX/+4V1Bp0yZYulcJhw5cgSbN2++4uvC1NTU6/5BKx+sERGRcR6PB9XV1QgPD7/u/8NJRERERET0A/4oqMUOHTqEvLw8pKSkoFu3bigsLMQbb7wBj8eD++67D2lpaaZHtITb7UZhYWHj305GRUUhNjYWgYGBhiezxj/mj4yMRFxcnJr8ADvQnh9gB9rzA+wAYAfa8wPsoDn19fU4ffq03/8I1NW43W5899137EBxB9rzA+xAe36ghfz3wNjbJij03//93xIQECA33HCDhIWFybZt28TpdEpqaqqkpaVJQECAvPPOO6bH9KmGhgaZN2+eOJ1OsdlsXh9Op1Pmz5/v9S6B/kZ7fhF2oD2/CDvQnl+EHYiwA+35RdjBP3Pw4EG/fjfI/w12wA605xdhB9rzi7SMDvhgzUJ9+/aVF198UURE3n33XXE6nfL88883nr/yyity++23mxrPErNnz5YOHTrIsmXLpKSkRGpra6W2tlZKSkpk+fLl4nK5ZM6cOabH9Bnt+UXYgfb8IuxAe34RdiDCDrTnF2EH/0xL+EbK19gBO9CeX4QdaM8v0jI64O9Ys1BYWBi++uordOnSBSKC4OBg5OXlNb4LzIkTJ/Bv//ZvqK6uNjyp70RGRuLtt99u9kdes7OzMWXKlCvedttfaM8PsAPt+QF2oD0/wA4AdqA9P8AO+vbte9XzCxcu4NixY2hoaLBoIuuxA3agPT/ADrTnB/yjA/6ONQu1adMGf/vb39ClSxecO3cObrcbf/vb3xrP//a3vyEsLMzghL5XXV2Njh07NnseFRWFmpoaCyeylvb8ADvQnh9gB9rzA+wAYAfa8wPsoKioCPfff3+z74Z4+vRpHDt2zOKprMUO2IH2/AA70J4f8I8O+Io1C02ePBnHjx/HL3/5S2zYsAGXLl1CZWUl1qxZA5vNhoceeggdOnTA+++/b3pUnxkxYgTcbjfeeecd3HjjjV5nFRUVmDx5MgICArB582ZDE/qW9vwAO9CeH2AH2vMD7ABgB9rzA+ygf//+yMjIwMyZM5s8P3jwIPr163ddv0LhX8UO2IH2/AA70J4f8I8O+Io1C73yyiuYPHkyZsyYgUGDBmHDhg2YP38+4uLiYLPZcMstt2DVqlWmx/SpZcuWYfjw4YiKikJ8fDwiIiIAAOXl5Th8+DDi4uL89gtIgPkBdqA9P8AOtOcH2AHADrTnB9jBoEGDcPTo0WbP27Rpg8GDB1s4kfXYATvQnh9gB9rzA/7RAV+xdh04ceIEamtrERMTA4fD/591ejweZGdnY+/evV5vLZ+YmIihQ4fCbrcbntC3tOcH2IH2/AA70J4fYAcAO9CeH2AHRERE/oAP1oiIiIiIiIiIiK6B/7886jpz4cIFvPvuu9i1axdOnz4Nu92Obt264d5778Vdd91lejzL7N+/H3v27PH629mkpCQMGDDA8GTW0J4fYAfa8wPsQHt+gB0A7EB7foAdNJU/MTERCQkJhiezDjtgB9rzA+xAe36ghXcgZJnjx49LdHS0uFwu6dSpk9hsNhkxYoQMHDhQAgIC5Gc/+5nU19ebHtOnysvLJTk5WWw2m0RHR0tCQoIkJCRIdHS02Gw2SU5OlvLyctNj+oz2/CLsQHt+EXagPb8IOxBhB9rzi7AD7flF2IEIO9CeX4QdaM8v4h8d8MGahYYNGyYPPfSQeDweERFZsGCBDBs2TEREjh07Jl26dJFnnnnG4IS+N2bMGElMTJTi4uIrzoqLiyUpKUnGjh1rYDJraM8vwg605xdhB9rzi7ADEXagPb8IO9CeX4QdiLAD7flF2IH2/CL+0QEfrFkoNDRUjh071vjnuro6CQwMlIqKChER+fDDD6VLly6mxrNEWFiY5OfnN3uem5srYWFhFk5kLe35RdiB9vwi7EB7fhF2IMIOtOcXYQfa84uwAxF2oD2/CDvQnl/EPzrgWw1ZyOl0orq6uvHPtbW1cLvdCAoKAgDcdtttOH36tKnxLBEcHIyqqqpmz6urqxEcHGzhRNbSnh9gB9rzA+xAe36AHQDsQHt+gB1ozw+wA4AdaM8PsAPt+QH/6IAP1ix0991344knnkBxcTFKSkowY8YM3H777WjTpg0A4OTJk3C5XIan9K3x48dj6tSp2LRpk9e/PFVVVdi0aROmTZuGCRMmGJzQt7TnB9iB9vwAO9CeH2AHADvQnh9gB9rzA+wAYAfa8wPsQHt+wE86MP2SOU3Ky8vljjvuEJvNJna7XaKjo71e8vj+++/L66+/bnBC37t48aLMmDFDgoKCxG63S0hIiISEhIjdbpegoCCZOXOmXLx40fSYPqM9vwg70J5fhB1ozy/CDkTYgfb8IuxAe34RdiDCDrTnF2EH2vOL+EcHNhER0w/3tDl+/Djq6uoQExMDh8NhehwjqqqqkJeX5/VWuv369UN4eLjhyayhPT/ADrTnB9iB9vwAOwDYgfb8ADvQnh9gBwA70J4fYAfa8wMtuwM+WCMiIiIiIiIiIroG/B1r15FTp07hwQcfND2Gz124cAG7du1CUVHRFWcXL17E2rVrDUxlHe35AXagPT/ADrTnB9gBwA605wfYgfb8ADsA2IH2/AA70J4f8IMOzP4kKv29gwcPit1uNz2GTx09elSio6Mbf8/c4MGD5S9/+UvjeVlZmV93oD2/CDvQnl+EHWjPL8IORNiB9vwi7EB7fhF2IMIOtOcXYQfa84v4Rwd8xZqF/vjHP171Iycnx/SIPjd37lz07t0bZ86cwdGjR9GmTRskJyfj5MmTpkezhPb8ADvQnh9gB9rzA+wAYAfa8wPsQHt+gB0A7EB7foAdaM8P+EkHpp/safLDE1ibzdbsx/X+JPZf5XK5pKCgoPHPHo9HZsyYIZ07d5Y///nPLeJp9L9Ce34RdqA9vwg70J5fhB2IsAPt+UXYgfb8IuxAhB1ozy/CDrTnF/GPDviKNQtFRUVh48aN8Hg8TX7k5+ebHtHnLly44PVOqDabDUuXLsWoUaMwZMgQHDt2zOB0vqc9P8AOtOcH2IH2/AA7ANiB9vwAO9CeH2AHADvQnh9gB9rzA/7RgeOf/1/o/0q/fv2Ql5eH0aNHN3lus9kgfv4mrTExMcjNzUVsbKzX55csWQIA+MlPfmJiLMtozw+wA+35AXagPT/ADgB2oD0/wA605wfYAcAOtOcH2IH2/IB/dMBXrFlo9uzZSEpKava8e/fufv971u677z68++67TZ4tWbIEEyZM8OuHi9rzA+xAe36AHWjPD7ADgB1ozw+wA+35AXYAsAPt+QF2oD0/4B8d2OR6n5CIiIiIiIiIiOg6xFesERERERERERERXQM+WCMiIiIiIiIiIroGfLBGRERERERERER0DfhgjYiIiIiIiIiI6BrwwRoREREREREREdE14IM1IiIiIuVEBKmpqejRowcKCgqQmpqKkpIS02MRERERXff4YI2IiIhIgT179iAgIAAjRoy44qy0tBQBAQFYsmQJJk+eDKfTia5duxqYkoiIiKhlsYmImB6CiIiIiHwrMzMTYWFhWLVqFY4ePYqOHTuaHomIiIioxeMr1oiIiIj83Pnz57FhwwbMnDkTI0aMwFtvvdV4tmPHDthsNmzfvh39+/dHaGgokpKScPToUa9/xtKlS3HLLbcgKCgIt956K37/+99bnIKIiIjo+sMHa0RERER+7g9/+ANiYmJw6623YtKkSVi9ejX+8YcW5s2bh1dffRW5ublwOBx48MEHG882bdqExx57DL/+9a/x1Vdf4aGHHsK0adOQk5NjdRQiIiKi6wp/FJSIiIjIzw0aNAjjxo3DY489BrfbjaioKLz//vtISUnBjh07cOedd+Kzzz7DXXfdBQD45JNPMGLECFy4cAEhISEYNGgQevXqhf/6r/9q/GeOGzcONTU12LJli6lYRERERMbxFWtEREREfuzo0aPYv38/JkyYAABwOBwYP348Vq1a5fX/u+222xr/d1RUFADgzJkzAIAjR45g0KBBXv//QYMG4ciRI74cnYiIiOi65zA9ABERERH5zqpVq+B2u73erEBEEBwcjCVLljR+LjAwsPF/22w2AIDH47FuUCIiIqIWiK9YIyIiIvJTbrcba9euxauvvoqDBw82fhw6dAgdO3bEu++++7/658TGxmL37t1en9u9ezfi4uJ8MTYRERFRi8FXrBERERH5qc2bN+Ps2bPIyMhA27Ztvc7GjBmDVatWYdGiRf/0nzN79myMGzcOffr0QWpqKj7++GNs3LgRn332ma9GJyIiImoR+Io1IiIiIj+1atUqpKamXvFQDbj8YC03NxcFBQX/9J9z77334rXXXsMrr7yCXr16Yfny5VizZg1SUlJ8MDURERFRy8F3BSUiIiIiIiIiIroGfMUaERERERERERHRNeCDNSIiIiIiIiIiomvAB2tERERERERERETXgA/WiIiIiIiIiIiIrgEfrBEREREREREREV0DPlgjIiIiIiIiIiK6BnywRkREREREREREdA34YI2IiIiIiIiIiOga8MEaERERERERERHRNeCDNSIiIiIiIiIiomvAB2tERERERERERETX4P8DgbFnwSodJxEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_5_platforms = games.groupby(\"platform\")[\"total_sales\"].sum().sort_values(ascending=False).head().index\n",
    "\n",
    "filtered_games = games[games[\"platform\"].isin(top_5_platforms)]\n",
    "\n",
    "grouped_data = filtered_games.groupby(['platform', 'year_date'])['total_sales'].sum().unstack()\n",
    "\n",
    "grouped_data.T.plot(kind='bar', stacked=True, figsize=(15, 8), colormap='tab20')\n",
    "\n",
    "plt.title(\"Distribución de Ventas Totales por Año para las 5 Principales Plataformas\")\n",
    "plt.xlabel(\"Año\")\n",
    "plt.ylabel(\"Ventas Totales\")\n",
    "plt.legend(title=\"Plataforma\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plataformas que solian ser populares pero ya no lo son.\n",
    "\n",
    "Podemos observar que todas las plataformas contenidas en el top 10 de mayores ventas terminaron o estan terminando su ciclo de vida, motivo por el cual podemos considerar a PS, PS2, Wii, y X360 como los casos mas emblemáticos de plataformas que solian ser populares pero ya no lo son. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10_platforms = games.groupby(\"platform\")[\"total_sales\"].sum().sort_values(ascending=False).head(10).index\n",
    "\n",
    "filtered_games = games[games[\"platform\"].isin(top_10_platforms)]\n",
    "\n",
    "grouped_data = filtered_games.groupby(['platform', 'year_date'])['total_sales'].sum().unstack()\n",
    "\n",
    "grouped_data.T.plot(kind='bar', stacked=True, figsize=(15, 8), colormap='tab20')\n",
    "\n",
    "plt.title(\"Distribución de Ventas Totales por Año para las 10 Principales Plataformas\")\n",
    "plt.xlabel(\"Año\")\n",
    "plt.ylabel(\"Ventas Totales\")\n",
    "plt.legend(title=\"Plataforma\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ciclo de vida de las plataformas. \n",
    "\n",
    "Podemos observar que existieron plataformas que no duraron ni siquiera un año en el mercado (GG, PCXS y TG16), mientras que existen otras extremadamente longevas como el caso de la PC con 31 años, siendo el promedio de ciclo de vida 7.6 años. \n",
    "\n",
    "Considerando lo anterior y observando su año de primera venta podemos considerar que existen 4 plataformas cuyo ciclo de vida se encuentra plenamente vigente siendo estas:\n",
    "\n",
    "* PS4 con apenas 3 años en el mercado.\n",
    "* WiiU con 4 años en el mercado.\n",
    "* XOne con 3 años en el mercado. \n",
    "* PC que escapa de estos ciclos,sosteniendo su presencia desde el principio de los datos presentes en el análisis.\n",
    "\n",
    "En este punto vale la pena hacer una aclaración que resulta de gran valor para interpretar los datos en función de los años que se puedan consideren relevantes.\n",
    "\n",
    "Todas las industrias pasan por diferentes etapas, la etapa emergente o si consideramos el producto de introducción que en nuestros datos podrían considerarse desde 1980 a 1993 aproximadamente, una fase de crecimiento que puede ir de 1993 al 2010 y una fase de madurez o estabilidad que considera desde aproximadamente el 2011 al 2016 que es donde podemos asumir que se encuentra la industria, a pesar de lo cual recomendaría conocer mejor el ecosistema de negocios y especialmente los \"productos sustitutos\" y el estado de \"R&D\" para evaluar la capacidad predictiva de este periodo. \n",
    "\n",
    "Debido a lo anterior el rango de años que podemos considerar esta del 2011 al 2016, sin embargo no dejare de lado los años anteriores, ya que resulta interesante analizar a PC como la unica plataforma que ha estado presente desde el principio. \n",
    "\n",
    "Se considera adicionalmente un analisis de la generación anterior de las consolas consideradas como potenciales para observar su comportamiento y una posible ruta que puede seguir la nueva generación de plataformas. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered_games = games[games['platform'].isin([\"XOne\", \"WiiU\", \"PS4\", \"PC\"])]\n",
    "\n",
    "pivot_table = filtered_games.pivot_table(index=\"year_date\", columns=\"platform\", values=\"total_sales\", aggfunc=\"sum\")\n",
    "\n",
    "pivot_table.plot(kind=\"line\")\n",
    "\n",
    "plt.title('Ventas totales por año de las plataformas potenciales.')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.legend(title='Platform')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered_games = games[games['platform'].isin([\"X360\", \"Wii\", \"PS3\", \"PC\"])]\n",
    "\n",
    "pivot_table = filtered_games.pivot_table(index=\"year_date\", columns=\"platform\", values=\"total_sales\", aggfunc=\"sum\")\n",
    "\n",
    "pivot_table.plot(kind=\"line\")\n",
    "\n",
    "plt.title('Ventas totales por año de las plataformas generación anterior.')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.legend(title='Platform')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Duración de vida de cada plataforma (en años):\n",
      "   platform primera_venta ultima_venta  duracion\n",
      "0      2600    1980-01-01   1989-01-01         9\n",
      "1       3DO    1994-01-01   1995-01-01         1\n",
      "2       3DS    2011-01-01   2016-01-01         5\n",
      "3        DC    1998-01-01   2008-01-01        10\n",
      "4        DS    1985-01-01   2013-01-01        28\n",
      "5        GB    1988-01-01   2001-01-01        13\n",
      "6       GBA    2000-01-01   2007-01-01         7\n",
      "7        GC    2001-01-01   2007-01-01         6\n",
      "8       GEN    1990-01-01   1994-01-01         4\n",
      "9        GG    1992-01-01   1992-01-01         0\n",
      "10      N64    1996-01-01   2002-01-01         6\n",
      "11      NES    1983-01-01   1994-01-01        11\n",
      "12       NG    1993-01-01   1996-01-01         3\n",
      "13       PC    1985-01-01   2016-01-01        31\n",
      "14     PCFX    1996-01-01   1996-01-01         0\n",
      "15       PS    1994-01-01   2003-01-01         9\n",
      "16      PS2    2000-01-01   2011-01-01        11\n",
      "17      PS3    2006-01-01   2016-01-01        10\n",
      "18      PS4    2013-01-01   2016-01-01         3\n",
      "19      PSP    2004-01-01   2015-01-01        11\n",
      "20      PSV    2011-01-01   2016-01-01         5\n",
      "21      SAT    1994-01-01   1999-01-01         5\n",
      "22      SCD    1993-01-01   1994-01-01         1\n",
      "23     SNES    1990-01-01   1999-01-01         9\n",
      "24     TG16    1995-01-01   1995-01-01         0\n",
      "25       WS    1999-01-01   2001-01-01         2\n",
      "26      Wii    2006-01-01   2016-01-01        10\n",
      "27     WiiU    2012-01-01   2016-01-01         4\n",
      "28     X360    2005-01-01   2016-01-01        11\n",
      "29       XB    2000-01-01   2008-01-01         8\n",
      "30     XOne    2013-01-01   2016-01-01         3\n",
      "\n",
      "7.612903225806452\n"
     ]
    }
   ],
   "source": [
    "primera_venta = games.groupby('platform')['year_date'].min().reset_index()\n",
    "ultima_venta = games.groupby('platform')['year_date'].max().reset_index()\n",
    "\n",
    "tiempo_vida = pd.merge(primera_venta, ultima_venta, on='platform')\n",
    "tiempo_vida.columns = ['platform', 'primera_venta', 'ultima_venta']\n",
    "\n",
    "tiempo_vida['duracion'] = tiempo_vida['ultima_venta'].dt.year - tiempo_vida['primera_venta'].dt.year\n",
    "\n",
    "print(\"Duración de vida de cada plataforma (en años):\")\n",
    "print(tiempo_vida)\n",
    "\n",
    "duracion_media = tiempo_vida['duracion'].mean()\n",
    "\n",
    "print()\n",
    "\n",
    "print(duracion_media)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plataformas potencialmente rentables. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Para poder responder esta pregunta se solicita conocer:\n",
    "* Plataformas líderes en ventas: \n",
    "\n",
    "Cuando observamos las plataformas con mayor número de ventas podemos observar que en el top 5 encontramos plataformas de generaciones pasadas que ya cumplieron su ciclo de vida, así como plataformas portátiles. en el top 10 encontramos a dos plataformas potenciales como PS4 y PC, y debemos ir al top20 para encontrar al XOne y WiiU.  \n",
    "\n",
    "* Conocer su comportamiento: cuales crecen en ventas y cuales se reducen:\n",
    "\n",
    "Considerando lo anterior, así como la aclaración respecto a que los datos de 2016 pueden estar incompletos y observando la gráfica \"Ventas totales por año de las plataformas potenciales\", podemos observar que la mayoría de las plataformas con mayores ventas ya terminaron su ciclo de vida y la última generación puede estar comenzando su declive (con alta probabilidad no tan marcado como aparece en esta gráfica) en espera de una siguiente generación. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "platform\n",
       "PS2     1255.77\n",
       "X360     971.42\n",
       "PS3      939.65\n",
       "Wii      907.51\n",
       "DS       806.12\n",
       "PS       730.86\n",
       "GBA      317.85\n",
       "PS4      314.14\n",
       "PSP      294.05\n",
       "PC       259.52\n",
       "3DS      259.00\n",
       "XB       257.74\n",
       "GB       255.46\n",
       "NES      251.05\n",
       "N64      218.68\n",
       "SNES     200.04\n",
       "GC       198.93\n",
       "XOne     159.32\n",
       "2600      96.98\n",
       "WiiU      82.19\n",
       "Name: total_sales, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games.groupby(\"platform\")[\"total_sales\"].sum().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ventas globales de juegos por plataforma. \n",
    "\n",
    "Para revisar las ventas globales de juegos por plataforma se realizan 2 boxplots, uno con las principales plataformas de ventas que no considera su ciclo de vida, y otra con las plataformas que son potenciales actualmente. \n",
    "\n",
    "Podemos observar que si bien en el boxplot general PS4 no tiene una posición favorecida, cuando acotamos a las plataformas actuales es sin duda la que mayor cantidad de ventas tiene, seguido de XBox One. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered_games = games.query(\"year_date > '1993-01-01'\")\n",
    "\n",
    "filtered_games = filtered_games[filtered_games['platform'].isin([\"PS\",\"PS2\",\"PS3\",\"PS4\",\"PSP\", \"Wii\",\"Wii\", \"DS\", \"GBA\", \"X360\", \"XOne\", \"PC\"])]\n",
    "\n",
    "sales_by_year = filtered_games.groupby([\"year_date\", \"platform\"])[\"total_sales\"].sum().reset_index()\n",
    "\n",
    "\n",
    "sales_by_year.boxplot(column=\"total_sales\", by=\"platform\")\n",
    "plt.title('Total Sales by Platform')\n",
    "plt.suptitle('') \n",
    "plt.xlabel('Platform')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vv/22u8sBUME4ZwkASmnZsmU6ceIEV6EGvAQzSwBQQps2bdIPP/ygqVOnqlatWld0QUgAlQczSwBQQvPmzdNjjz2miIgILVq0yN3lAHARZpYAAABMMLMEAABggrAEAABggotS6o97Tx0+fFjVqlUr9e0CAABA5WQYhs6dO6fo6Gj5+Fx6/oiwJOnw4cPF7owNAAC8w8GDB3XVVVdd8nnCkuS8geTBgwcVGhrq5mpcz+FwaNWqVerWrZusVqu7y4GLMf7ejfH3bt4+/pmZmYqJiSlyI+mLISzpP3fqDg0N9dqwFBQUpNDQUK/8sHg7xt+7Mf7ejfH/w+VOweEEbwAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABOEJQAAABNuDUvr1q1Tz549FR0dLYvFomXLljmfczgcevrpp3XNNdcoODhY0dHR6t+/vw4fPlxkG6dOnVK/fv0UGhqq8PBwDR48WFlZWS7eEwAAUFW5NSxlZ2erZcuWeu2114o9l5OTo23btmnChAnatm2bPvnkE+3Zs0d33nlnkeX69eunXbt2KSUlRcuXL9e6des0ZMgQV+0CAACo4tx6UcoePXqoR48eF30uLCxMKSkpRdpeffVVXX/99frtt99Ur1497d69WytXrtSWLVvUtm1bSdLcuXN12223acaMGYqOjq7wfQAAAFVbpbqC99mzZ2WxWBQeHi5JSktLU3h4uDMoSVJSUpJ8fHy0adMm3X333Rfdjt1ul91udz7OzMyU9MehP4fDUXE74KEK99kb9x2Mv7dj/L2bt49/Sfe70oSl3NxcPf3003rggQectyQ5evSoIiIiiizn5+enGjVq6OjRo5fc1rRp0zRlypRi7atWrVJQUFD5Fl6J/O9MHrwL4+/dGH/v5q3jn5OTU6LlKkVYcjgcuv/++2UYhubNm3fF2xs/frzGjBnjfFx4I71u3bp57b3hUlJS1LVrV6++N5C3Yvy9G+Pv3bx9/AuPLF2Ox4elwqB04MABff3110XCTFRUlI4fP15k+by8PJ06dUpRUVGX3KbNZpPNZivWbrVavfLNUsjb978yy8nJUXp6epnWzTpv14ad+1S9VoRCAot/Li4nPj7eq2dkqwo+/97NW8e/pPvs0WGpMCj9/PPPSk1NVc2aNYs8n5CQoDNnzmjr1q1q06aNJOnrr79WQUGB2rdv746SAbdIT093fgbKanoZ19u6datat259RX0DgCdza1jKysrSL7/84nyckZGh7du3q0aNGqpTp4569+6tbdu2afny5crPz3eeh1SjRg35+/uradOmuvXWW/Xwww9r/vz5cjgcGjZsmPr27cs34eBV4uPjtXXr1jKtu+fIGY35aKdm3neNmtQJL1PfAFCVuTUsfffdd0pMTHQ+LjyPaMCAAZo8ebI+//xzSVKrVq2KrJeamqrOnTtLkpYsWaJhw4bplltukY+Pj+69917NmTPHJfUDniIoKKjMszs+B36Xbf15NW3RUq3q17z8CgDgZdwaljp37izDMC75vNlzhWrUqKH33nuvPMsCAABw4t5wAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJvzcXQCAojJOZivbnuey/vadyHb+7efnmh8JwTY/xdYKdklfAHClCEuAB8k4ma3EGWvc0vcTH+90aX+pT3YmMAGoFAhLgAcpnFGa3aeV4iJCXNPnebuWr0nTHZ0TFBxoq/D+fjmepVFLt7t09gwArgRhCfBAcREhalE3zCV9ORwOHa0tta5fXVar1SV9AkBlwgneAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJghLAAAAJtwaltatW6eePXsqOjpaFotFy5YtK/K8YRiaOHGi6tSpo8DAQCUlJennn38ussypU6fUr18/hYaGKjw8XIMHD1ZWVpYL9wIAAFRlbg1L2dnZatmypV577bWLPj99+nTNmTNH8+fP16ZNmxQcHKzu3bsrNzfXuUy/fv20a9cupaSkaPny5Vq3bp2GDBniql0AAABVnJ87O+/Ro4d69Ohx0ecMw9Ds2bP13HPPqVevXpKkRYsWKTIyUsuWLVPfvn21e/durVy5Ulu2bFHbtm0lSXPnztVtt92mGTNmKDo62mX7AgAAqia3hiUzGRkZOnr0qJKSkpxtYWFhat++vdLS0tS3b1+lpaUpPDzcGZQkKSkpST4+Ptq0aZPuvvvui27bbrfLbrc7H2dmZkqSHA6HHA5HBe2R5yrcZ2/cd0+Tbc+ST8Ah/XL6JxX4Bbukz7y8PB3OO6ydx3fKz6/ifyT8ejpbPgGHlG3PksMRVOH9wRyff+/m7eNf0v322LB09OhRSVJkZGSR9sjISOdzR48eVURERJHn/fz8VKNGDecyFzNt2jRNmTKlWPuqVasUFOS9P7xTUlLcXYLX23busIJjX9eEra7v+/WvXndZX8Gx0ooN+TpajdlfT8Hn37t56/jn5OSUaDmPDUsVafz48RozZozzcWZmpmJiYtStWzeFhoa6sTL3cDgcSklJUdeuXWW1Wt1djleLOnhcixf5ambva9SwtutmljZt3KT2Hdq7ZmbpRLbGfLxTt/W/Xa1jIi6/AioUn3/v5u3jX3hk6XI8NixFRUVJko4dO6Y6deo4248dO6ZWrVo5lzl+/HiR9fLy8nTq1Cnn+hdjs9lks9mKtVutVq98sxTy9v33BMG2EBXk1lVc9WZqERnmkj4dDocO+h3UNRHXuGT8ffLOqiD3lIJtIbzfPAiff+/mreNf0n322OssxcbGKioqSqtXr3a2ZWZmatOmTUpISJAkJSQk6MyZM9q69T/HLL7++msVFBSoffv2Lq8ZAABUPW6dWcrKytIvv/zifJyRkaHt27erRo0aqlevnkaNGqXnn39eV199tWJjYzVhwgRFR0frrrvukiQ1bdpUt956qx5++GHNnz9fDodDw4YNU9++ffkmHAAAKBduDUvfffedEhMTnY8LzyMaMGCAFi5cqLFjxyo7O1tDhgzRmTNndOONN2rlypUKCAhwrrNkyRINGzZMt9xyi3x8fHTvvfdqzpw5Lt8XAABQNbk1LHXu3FmGYVzyeYvFouTkZCUnJ19ymRo1aui9996riPIAAAA895wlAAAAT0BYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMOHn7gIA/Md5R74k6cdDZ13WZ/Z5u747IUUdOK3gQFuF9/fL8awK7wMAyhNhCfAg+/5/kBj3yU4X9+ynxb9scWmPwTZ+/ACoHPhpBXiQbs2jJEmNIkIUaPV1SZ97jpzVEx/v1Cu9r1GTOmEu6TPY5qfYWsEu6QsArhRhCfAgNYL91ff6ei7tMy8vT5LUqHawWtR1TVgCgMqEE7wBAABMEJYAAABMEJYAAABMEJYAAABMEJYAAABMEJYAAABMEJYAAABMeHRYys/P14QJExQbG6vAwEA1atRIU6dOlWEYzmUMw9DEiRNVp04dBQYGKikpST///LMbqwYAAFWJR4ell156SfPmzdOrr76q3bt366WXXtL06dM1d+5c5zLTp0/XnDlzNH/+fG3atEnBwcHq3r27cnNz3Vg5AACoKjz6Ct4bNmxQr169dPvtt0uSGjRooPfff1+bN2+W9Mes0uzZs/Xcc8+pV69ekqRFixYpMjJSy5YtU9++fS+6XbvdLrvd7nycmZkpSXI4HHI4HBW5Sx6pcJ+9cd/xnyt45+Xl8R7wQnz+vZu3j39J99ujw9INN9ygN998U3v37lXjxo21Y8cOffPNN5o5c6YkKSMjQ0ePHlVSUpJznbCwMLVv315paWmXDEvTpk3TlClTirWvWrVKQUFBFbMzlUBKSoq7S4AbHMySJD9t3LhRh350dzVwFz7/3s1bxz8nJ6dEy3l0WBo3bpwyMzMVHx8vX19f5efn64UXXlC/fv0kSUePHpUkRUZGFlkvMjLS+dzFjB8/XmPGjHE+zszMVExMjLp166bQ0NAK2BPP5nA4lJKSoq5du8pqtbq7HLjYjt9OSTu/U4cOHdSyXg13lwMX4/Pv3bx9/AuPLF2OR4elDz/8UEuWLNF7772n5s2ba/v27Ro1apSio6M1YMCAMm/XZrPJZrMVa7darV75Zink7fvvrfz8/Jx/M/7ei8+/d/PW8S/pPnt0WHrqqac0btw45+G0a665RgcOHNC0adM0YMAARUVFSZKOHTumOnXqONc7duyYWrVq5Y6SAQBAFePR34bLycmRj0/REn19fVVQUCBJio2NVVRUlFavXu18PjMzU5s2bVJCQoJLawUAAFWTR88s9ezZUy+88ILq1aun5s2b6/vvv9fMmTP10EMPSZIsFotGjRql559/XldffbViY2M1YcIERUdH66677nJv8QAAoErw6LA0d+5cTZgwQY8//riOHz+u6OhoPfLII5o4caJzmbFjxyo7O1tDhgzRmTNndOONN2rlypUKCAhwY+UAAKCq8OiwVK1aNc2ePVuzZ8++5DIWi0XJyclKTk52XWEAAMBrePQ5SwAAAO5GWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBBWAIAADBxxWEpPz9f27dv1+nTp8ujHgAAAI9S6rA0atQovf3225L+CEqdOnVS69atFRMTozVr1pR3fQAAAG5V6rD08ccfq2XLlpKkL774QhkZGUpPT9fo0aP17LPPlnuBAAAA7lTqsHTy5ElFRUVJklasWKH77rtPjRs31kMPPaSdO3eWe4EAAADuVOqwFBkZqZ9++kn5+flauXKlunbtKknKycmRr69vuRcIAADgTn6lXWHQoEG6//77VadOHVksFiUlJUmSNm3apPj4+HIvEAAAwJ1KHZYmT56sFi1a6ODBg7rvvvtks9kkSb6+vho3bly5FwgAAOBOpQ5LktS7d29JUm5urrNtwIAB5VMRAACAByn1OUv5+fmaOnWq6tatq5CQEP3666+SpAkTJjgvKQAAAFBVlDosvfDCC1q4cKGmT58uf39/Z3uLFi3097//vVyLAwAAcLdSh6VFixbpzTffVL9+/Yp8+61ly5ZKT08v1+IAAADcrdRh6dChQ4qLiyvWXlBQIIfDUS5FAQAAeIpSh6VmzZpp/fr1xdo//vhjXXfddeVSFAAAgKco9bfhJk6cqAEDBujQoUMqKCjQJ598oj179mjRokVavnx5RdQI4DJycnLKfBh8z5Ezsh/9Rbt/DFTB7+GlXj8+Pl5BQUFl6hsAKoNSh6VevXrpiy++UHJysoKDgzVx4kS1bt1aX3zxhfNq3gBcKz09XW3atLmibfzp3bKtt3XrVrVu3fqK+gYAT1am6yzddNNNSklJKe9aAJRRfHy8tm7dWqZ1s87b9c/UNN2emKCQQFuZ+gaAqqxMYQmAZwkKCirz7I7D4dDpk8eVcH1bWa3Wcq4MACq/EoWl6tWry2KxlGiDp06duqKCAAAAPEmJwtLs2bMruAwAAADPVKKwxH3fAACAt7qic5Zyc3N14cKFIm2hoaFXVBAAAIAnKfVFKbOzszVs2DBFREQoODhY1atXL/IHAACgKil1WBo7dqy+/vprzZs3TzabTX//+981ZcoURUdHa9GiRRVRIwAAgNuU+jDcF198oUWLFqlz584aNGiQbrrpJsXFxal+/fpasmSJ+vXrVxF1AgAAuEWpZ5ZOnTqlhg0bSvrj/KTCSwXceOONWrduXflWBwAA4GalDksNGzZURkaGpD+u3Pvhhx9K+mPGKTw8vFyLAwAAcLdSh6VBgwZpx44dkqRx48bptddeU0BAgEaPHq2nnnqq3AsEAABwp1KfszR69Gjnv5OSkrR7925t27ZNcXFxuvbaa8u1OAAAAHe74nvDNWjQQA0aNCiHUgAAADxPiQ/DpaWlafny5UXaFi1apNjYWEVERGjIkCGy2+3lXiAAAIA7lTgsJScna9euXc7HO3fu1ODBg5WUlKRx48bpiy++0LRp0yqkSAAAAHcpcVjavn27brnlFufjDz74QO3bt9dbb72lMWPGaM6cOc5vxgEAAFQVJQ5Lp0+fVmRkpPPx2rVr1aNHD+fjdu3a6eDBg+VbHQAAgJuVOCxFRkY6r6904cIFbdu2TR06dHA+f+7cOVmt1vKvEAAAwI1KHJZuu+02jRs3TuvXr9f48eMVFBSkm266yfn8Dz/8oEaNGlVIkQAAAO5S4ksHTJ06Vffcc486deqkkJAQvfvuu/L393c+/84776hbt24VUiQAAIC7lDgs1apVS+vWrdPZs2cVEhIiX1/fIs9/9NFHCgkJKfcCAQAA3KnUtzsJCwsrFpQkqUaNGkVmmsrLoUOH9Oc//1k1a9ZUYGCgrrnmGn333XfO5w3D0MSJE1WnTh0FBgYqKSlJP//8c7nXAQAAvFOpw5IrnT59Wh07dpTVatW//vUv/fTTT3rllVdUvXp15zLTp0/XnDlzNH/+fG3atEnBwcHq3r27cnNz3Vg5AACoKq74dicV6aWXXlJMTIwWLFjgbIuNjXX+2zAMzZ49W88995x69eol6Y+rikdGRmrZsmXq27evy2sGAMCVcnJylJ6eXqZ1s87btWHnPlWv9Z1CAm2lXj8+Pl5BQUFl6rsy8eiw9Pnnn6t79+667777tHbtWtWtW1ePP/64Hn74YUlSRkaGjh49qqSkJOc6YWFhat++vdLS0i4Zlux2e5Fbs2RmZkqSHA6HHA5HBe6RZyrcZ2/cdzD+3o7xr/x+/PFHtW/f/oq2Mb2M623atEnXXXfdFfXtTiV933t0WPr11181b948jRkzRs8884y2bNmiESNGyN/fXwMGDNDRo0clqcjFMgsfFz53MdOmTdOUKVOKta9atcorEvKlpKSkuLsEuBHj790Y/8rLbrfrlVdeKdO6x3KkRb/4qn9cviLL8Otv//79OnLkSJn69gQ5OTklWs5iGIZxuYU+//zzEnd85513lnjZy/H391fbtm21YcMGZ9uIESO0ZcsWpaWlacOGDerYsaMOHz6sOnXqOJe5//77ZbFYtHTp0otu92IzSzExMTp58qRCQ0PLrf7KwuFwKCUlRV27duXCol6I8fdujL932/HbKfV+6zt9/HBbtaxXw93luFxmZqZq1aqls2fPmv7+L9HM0l133VWiTi0Wi/Lz80u0bEnUqVNHzZo1K9LWtGlT/d///Z8kKSoqSpJ07NixImHp2LFjatWq1SW3a7PZZLMVPzZrtVq9+oeFt++/t2P8vRvj7538/Pycf3vj+Jd0n0v0bbiCgoIS/SnPoCRJHTt21J49e4q07d27V/Xr15f0x8neUVFRWr16tfP5zMxMbdq0SQkJCeVaCwAA8E4efc7S6NGjdcMNN+jFF1/U/fffr82bN+vNN9/Um2++KemPmaxRo0bp+eef19VXX63Y2FhNmDBB0dHRJZ4NAwAAMFOmsJSdna21a9fqt99+04ULF4o8N2LEiHIpTJLatWunTz/9VOPHj1dycrJiY2M1e/Zs9evXz7nM2LFjlZ2drSFDhujMmTO68cYbtXLlSgUEBJRbHQAAwHuVOix9//33uu2225STk6Ps7GzVqFFDJ0+eVFBQkCIiIso1LEnSHXfcoTvuuOOSz1ssFiUnJys5Oblc+wUAAJDKEJZGjx6tnj17av78+QoLC9PGjRtltVr15z//WSNHjqyIGgEA8AoZJ7OVbc9zWX/7TmQ7/y482buiBdv8FFsr2CV9lZdSvzLbt2/XG2+8IR8fH/n6+sput6thw4aaPn26BgwYoHvuuaci6gQAoErLOJmtxBlr3NL3Ex/vdGl/qU92rlSBqdRhyWq1ysfnjy/RRURE6LffflPTpk0VFhamgwcPlnuBAAB4g8IZpdl9WikuIsQ1fZ63a/maNN3ROUHBZbjdSWn9cjxLo5Zud+nsWXkodVi67rrrtGXLFl199dXq1KmTJk6cqJMnT2rx4sVq0aJFRdQIAIDXiIsIUYu6YS7py+Fw6GhtqXX96l55naWSKtF1lv7biy++6LwA5AsvvKDq1avrscce04kTJ/TGG2+Ue4EAAADuVOqZpbZt2zr/HRERoZUrV5ZrQQAAAJ6k1DNLXbp00ZkzZ4q1Z2ZmqkuXLuVREwAAgMcodVhas2ZNsQtRSlJubq7Wr19fLkUBAAB4ihIfhvvhhx+c//7pp5909OhR5+P8/HytXLlSdevWLd/qAAAA3KzEYalVq1ayWCyyWCwXPdwWGBiouXPnlmtxAAB4C3t+rnwCDikjc498Alxz6YC8vDwdzjus3ad2u+SilBmZWfIJOCR7fq4k13zjrzyU+JXJyMiQYRhq2LChNm/erNq1azuf8/f3V0REhHx9fSukSAAAqrrD2QcUHDtXz2x2fd+vr3zdZX0Fx0qHs1upjSJd1ueVKnFYql+/viSpoKCgwooBAMBbRQfXV3bGcP2tTys1ctFFKfPy8vTtN9+q440dXTKztO94lkYu3a7oxPoV3ld5KtMrs2/fPs2ePVu7d++WJDVr1kwjR45Uo0aNyrU4AAC8hc03QAW5dRUb2kTNarruopQZfhlqWqOpSy5KWZB7VgW5J2TzDajwvspTqb8N9+WXX6pZs2bavHmzrr32Wl177bXatGmTmjdvrpSUlIqoEQAAwG1KPbM0btw4jR49Wn/961+LtT/99NPq2rVruRUHAADgbqWeWdq9e7cGDx5crP2hhx7STz/9VC5FAQAAeIpSh6XatWtr+/btxdq3b9+uiIiI8qgJAADAY5T4MFxycrKefPJJPfzwwxoyZIh+/fVX3XDDDZKkb7/9Vi+99JLGjBlTYYUCAAC4Q4nD0pQpU/Too49qwoQJqlatml555RWNHz9ekhQdHa3JkydrxIgRFVYoAACAO5Q4LBmGIUmyWCwaPXq0Ro8erXPnzkmSqlWrVjHVAQAAuFmpvg1nsViKPCYkAQCAqq5UYalx48bFAtP/OnXq1BUVBAAA4ElKFZamTJmisLDKc+M7AACAK1WqsNS3b18uDwAAALxKia+zdLnDbwAAAFVRicNS4bfhAAAAvEmJD8MVFBRUZB0AAAAeqdS3OwEAAPAmhCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAAThCUAAAATlSos/fWvf5XFYtGoUaOcbbm5uRo6dKhq1qypkJAQ3XvvvTp27Jj7igQAAFVKpQlLW7Zs0RtvvKFrr722SPvo0aP1xRdf6KOPPtLatWt1+PBh3XPPPW6qEgAAVDWVIixlZWWpX79+euutt1S9enVn+9mzZ/X2229r5syZ6tKli9q0aaMFCxZow4YN2rhxoxsrBgAAVYWfuwsoiaFDh+r2229XUlKSnn/+eWf71q1b5XA4lJSU5GyLj49XvXr1lJaWpg4dOlx0e3a7XXa73fk4MzNTkuRwOORwOCpoLzxX4T57476D8fd2jL/nOHf+j99LO347pby8PJf0mZ1r13cnpFq/nlBwgK3C+/vlRLYkKS8vzyPecyWtwePD0gcffKBt27Zpy5YtxZ47evSo/P39FR4eXqQ9MjJSR48eveQ2p02bpilTphRrX7VqlYKCgq645soqJSXF3SXAjRh/78b4u1/aMYskXz372U8u7tlPi3/53qU9bkn7RgcCXdrlReXk5JRoOY8OSwcPHtTIkSOVkpKigICActvu+PHjNWbMGOfjzMxMxcTEqFu3bgoNDS23fioLh8OhlJQUde3aVVar1d3lwMUYf+/G+HuODtkXdM3u42pYO1iBVl+X9Ln36FmN/XS3pt/dVI2jwlzSZ7DNVw1qBrukr8spPLJ0OR4dlrZu3arjx4+rdevWzrb8/HytW7dOr776qr788ktduHBBZ86cKTK7dOzYMUVFRV1yuzabTTZb8elGq9Xq1T8svH3/vR3j790Yf/eLDLeqX0KsW/puHBWmVvVruqVvdyrpe96jw9Itt9yinTt3FmkbNGiQ4uPj9fTTTysmJkZWq1WrV6/WvffeK0nas2ePfvvtNyUkJLijZAAAUMV4dFiqVq2aWrRoUaQtODhYNWvWdLYPHjxYY8aMUY0aNRQaGqrhw4crISHhkid3AwAAlIZHh6WSmDVrlnx8fHTvvffKbrere/fuev31191dFgAAqCIqXVhas2ZNkccBAQF67bXX9Nprr7mnIAAAUKVViotSAgAAuAthCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwARhCQAAwISfuwsAAABll5OTo/T09DKtu+fIGdmP/qLdPwaq4PfwUq8fHx+voKCgMvVdmRCWAACoxNLT09WmTZsr2saf3i3belu3blXr1q2vqO/KgLAEAEAlFh8fr61bt5Zp3azzdv0zNU23JyYoJNBWpr69AWEJAIBKLCgoqMyzOw6HQ6dPHlfC9W1ltVrLubKqgxO8AQAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATBCWAAAATHCdJQCo5K7kdhdZ5+3asHOfqtf6rswXJfSG213AuxGWAKCSK4/bXUwv43recrsLeDfCEgBUcldyu4s9R85ozEc7NfO+a9SkTniZ+gaqOo8OS9OmTdMnn3yi9PR0BQYG6oYbbtBLL72kJk2aOJfJzc3VE088oQ8++EB2u13du3fX66+/rsjISDdWDgCucyW3u/A58Lts68+raYuWalW/ZjlXBlQNHn2C99q1azV06FBt3LhRKSkpcjgc6tatm7Kzs53LjB49Wl988YU++ugjrV27VocPH9Y999zjxqoBAEBV4tEzSytXrizyeOHChYqIiNDWrVt188036+zZs3r77bf13nvvqUuXLpKkBQsWqGnTptq4caM6dOjgjrIBAEAV4tFh6X+dPXtWklSjRg1Jf5xY6HA4lJSU5FwmPj5e9erVU1pa2iXDkt1ul91udz7OzMyU9Mfdlx0OR0WV77EK99kb9x2Mv7fLy8tz/s17wPt4++e/pPtdacJSQUGBRo0apY4dO6pFixaSpKNHj8rf31/h4eFFlo2MjNTRo0cvua1p06ZpypQpxdpXrVrl1V+BTUlJcXcJcCPG3zsdzJIkP23cuFGHfnR3NXAXb/385+TklGi5ShOWhg4dqh9//FHffPPNFW9r/PjxGjNmjPNxZmamYmJi1K1bN4WGhl7x9isbh8OhlJQUde3aVVar1d3lwMUYf++247dT0s7v1KFDB7WsV8Pd5cDFvP3zX3hk6XIqRVgaNmyYli9frnXr1umqq65ytkdFRenChQs6c+ZMkdmlY8eOKSoq6pLbs9lsstmKX3zNarV65ZulkLfvv7dj/D1DxslsZdvzXNbfgdN2598BASX7X/aVCrb5KbZWsEv6Qsl46+e/pPvs0WHJMAwNHz5cn376qdasWaPY2Ngiz7dp00ZWq1WrV6/WvffeK0nas2ePfvvtNyUkJLijZAAos4yT2UqcscYtfT/x8U6X9pf6ZGcCEyoNjw5LQ4cO1XvvvafPPvtM1apVc56HFBYWpsDAQIWFhWnw4MEaM2aMatSoodDQUA0fPlwJCQl8Ew5ApVM4ozS7TyvFRYS4ps/zdi1fk6Y7OicouAy3OymtX45nadTS7S6dPQOulEeHpXnz5kmSOnfuXKR9wYIFGjhwoCRp1qxZ8vHx0b333lvkopQAUFnFRYSoRd0wl/TlcDh0tLbUun51rzwMA5SER4clwzAuu0xAQIBee+01vfbaay6oCAAAeBuPvoI3AACAuxGWAAAATBCWAAAATHj0OUsA4E3s+bnyCTikjMw98glwzbfh8vLydDjvsHaf2i0/v4r/lZCRmSWfgEOy5+dKcs1J7MCVIiwBgIc4nH1AwbFz9cxm1/f9+krXfYs4OFY6nN1KbRTpsj6BK0FYAgAPER1cX9kZw/W3Pq3UyEXXWcrLy9O333yrjjd2dMnM0r7jWRq5dLuiE+tXeF9AeSEsAYCHsPkGqCC3rmJDm6hZTdddZynDL0NNazR1yXWWCnLPqiD3hGy+ARXeF1BeOMEbAADABGEJAADABGEJAADABGEJAADABGEJAADABN+GqyJycnKUnp5epnWzztu1Yec+Va/1nUICbaVePz4+XkFBQWXqGwAAT0dYqiLS09PVpk2bK9rG9DKut3XrVrVu3fqK+gYAwFMRlqqI+Ph4bd26tUzr7jlyRmM+2qmZ912jJnXCy9Q3AABVFWGpiggKCirz7I7Pgd9lW39eTVu0VKv6Ncu5MgAAKjdO8AYAADBBWAIAADDBYTgPlHEyW9n2PJf1t+9EtvNvV9xIU5KCbX6KrRXskr4AALgShCUPk3EyW4kz1ril7yc+3unS/lKf7ExgAgB4PMKShymcUZrdp5XiIkJc0+d5u5avSdMdnRMUXIbrLJXWL8ezNGrpdpfOngGVwXlHviTpx0NnXdZn9nm7vjshRR047bLPP1DZEJY8VFxEiFrUDXNJXw6HQ0drS63rV5fVanVJnwCK2/f/g8S4T1w7yyv5afEvW1zaY7CNXz+oPHi3AoCH6NY8SpLUKCJEgVZfl/S558hZPfHxTr3S+xo1qeOa/6BxziIqG8ISAHiIGsH+6nt9PZf2mZf3x+HwRrWDXTabDVQ2XDoAAADABDNLHsaenyufgEPKyNwjnwDXnOCdl5enw3mHtfvUbpdcOiAjM0s+AYdkz8+VxP9kAQCejbDkYQ5nH1Bw7Fw9s9n1fb++8nWX9RUcKx3ObqU2inRZnwAAlAVhycNEB9dXdsZw/a1PKzVy0aUD8vLy9O0336rjjR1dMrO073iWRi7drujE+hXeFwAAV4qw5GFsvgEqyK2r2NAmalbTdZcOyPDLUNMaTV1y6YCC3LMqyD0hm29AhfcFAMCV4gRvAAAAE8wseRiu4AsAgGchLHkYruALAIBn4beVh+EKvgAAeBbCkofhCr4AAHgWwlIVkZOTo/T09DKtu+fIGdmP/qLdPwaq4PfwUq8fHx+voKCgMvUNAICnIyxVEenp6WrTps0VbeNP75Ztva1bt6p169ZX1DcAAJ6KsFRFxMfHa+vWrWVaN+u8Xf9MTdPtiQkKKcO34eLj48vUL4DywcwyULEIS1VEUFBQmWd3HA6HTp88roTr27rkopQAyhczy0DFIiwBQCXHzDJQsQhLAFDJMbMMVCxudwIAAGCCsAQAAGCCsAQAAGCCsAQAAGCCsAQAAGCCsAQAAGCCsAQAAGCiyoSl1157TQ0aNFBAQIDat2+vzZs3u7skAABQBVSJsLR06VKNGTNGkyZN0rZt29SyZUt1795dx48fd3dpAACgkqsSYWnmzJl6+OGHNWjQIDVr1kzz589XUFCQ3nnnHXeXBgAAKrlKf7uTCxcuaOvWrRo/fryzzcfHR0lJSUpLS7voOna7XXa73fk4MzNT0h+X/Xc4HBVbsAcq3Gdv3Hcw/t6O8fdu3j7+Jd3vSh+WTp48qfz8fEVGRhZpj4yMVHp6+kXXmTZtmqZMmVKsfdWqVQoKCqqQOiuDlJQUd5cAN2L8vRvj7928dfxzcnJKtFylD0tlMX78eI0ZM8b5ODMzUzExMerWrZtCQ0PdWJl7OBwOpaSkqGvXrtxI0wsx/t6N8fdu3j7+hUeWLqfSh6VatWrJ19dXx44dK9J+7NgxRUVFXXQdm80mm83mfGwYhiTp/PnzXvlmcTgcysnJ0fnz55WXl+fucuBijL93Y/y9m7eP//nz5yX9JwdcSqUPS/7+/mrTpo1Wr16tu+66S5JUUFCg1atXa9iwYSXaxrlz5yRJMTExFVUmAADwUOfOnVNYWNgln6/0YUmSxowZowEDBqht27a6/vrrNXv2bGVnZ2vQoEElWj86OloHDx5UtWrVZLFYKrhaz1N4GPLgwYNeeRjS2zH+3o3x927ePv6GYejcuXOKjo42Xa5KhKU+ffroxIkTmjhxoo4ePapWrVpp5cqVxU76vhQfHx9dddVVFVyl5wsNDfXKDwv+wPh7N8bfu3nz+JvNKBWqEmFJkoYNG1biw24AAAAlVSUuSgkAAFBRCEuQzWbTpEmTinxDEN6D8fdujL93Y/xLxmJc7vtyAAAAXoyZJQAAABOEJQAAABOEJQAAABOEJQDwQmvWrJHFYtGZM2ckSQsXLlR4eLhbawI8FWHJSwwcOFAWi0UWi0X+/v6Ki4tTcnKy815AhmHozTffVPv27RUSEqLw8HC1bdtWs2fPLvFdmeE5Ljfeb731llq2bOkc6+uuu07Tpk276LY++OADWSwW5+2E4Hnmz5+vatWqFbm3V1ZWlqxWqzp37lxk2cKQVKdOHR05csR5Qb4+ffpo7969zuUmT56sVq1aFetr//79slgs2r59e0XsCkohPz9fN9xwg+65554i7WfPnlVMTIyeffZZSdLy5cvVqVMnVatWTUFBQWrXrp0WLlzohoorrypzUUpc3q233qoFCxbIbrdrxYoVGjp0qKxWq8aPH68HH3xQn3zyiZ577jm9+uqrql27tnbs2KHZs2erQYMG/KKshC413pGRkRo1apTmzJmjTp06yW6364cfftCPP/5YbBv79+/Xk08+qZtuuskNe4CSSkxMVFZWlr777jt16NBBkrR+/XpFRUVp06ZNys3NVUBAgCQpNTVV9erVU5MmTYpsIzAwUIGBgS6vHWXn6+urhQsXqlWrVlqyZIn69esnSRo+fLhq1KihSZMmae7cuRo1apSefvppzZs3T/7+/vrss8/06KOP6scff9SMGTPcvBeVhAGvMGDAAKNXr15F2rp27Wp06NDBWLp0qSHJWLZsWbH1CgoKjDNnzrioSpQXs/Hu1auXMXDgwMtuIy8vz7jhhhuMv//97xfdHjxLnTp1jGnTpjkfjx071hg6dKjRtGlTIzU11dl+8803GwMGDDBSU1MNScbp06cNwzCMBQsWGGFhYc7lJk2aZLRs2bJYPxkZGYYk4/vvv6+YHUGp/e1vfzOqV69uHD582Fi2bJlhtVqN7du3G7/99pthtVqNMWPGFFtnzpw5hiRj48aNhmEYzvfDV199ZbRp08YIDAw0EhISjPT09CLrLVu2zLjuuusMm81mxMbGGpMnTzYcDodL9tOdOAznxQIDA3XhwgUtWbJETZo0Ua9evYotY7FYSnTfHHi+wvGOiorSxo0bdeDAAdPlk5OTFRERocGDB7uoQlyJxMREpaamOh+npqaqc+fO6tSpk7P9/Pnz2rRpkxITE91VJirA8OHD1bJlSz344IMaMmSIJk6cqJYtW+rjjz+Ww+HQk08+WWydRx55RCEhIXr//feLtD/77LN65ZVX9N1338nPz08PPfSQ87n169erf//+GjlypH766Se98cYbWrhwoV544YUK30d3Iyx5IcMw9NVXX+nLL79Uly5d9PPPPxebkkfV8b/jPWnSJIWHh6tBgwZq0qSJBg4cqA8//FAFBQXOdb755hu9/fbbeuutt9xYOUojMTFR3377rfLy8nTu3Dl9//336tSpk26++WatWbNGkpSWlia73U5YqmIsFovmzZun1atXKzIyUuPGjZMk7d27V2FhYapTp06xdfz9/dWwYcMi56lJ0gsvvKBOnTqpWbNmGjdunDZs2KDc3FxJ0pQpUzRu3DgNGDBADRs2VNeuXTV16lS98cYbFb+TbkZY8iLLly9XSEiIAgIC1KNHD/Xp00eTJ0+WwUXcq6RLjXedOnWUlpamnTt3auTIkcrLy9OAAQN06623qqCgQOfOndODDz6ot956S7Vq1XL3bqCEOnfurOzsbG3ZskXr169X48aNVbt2bXXq1Ml53tKaNWvUsGFD1atXz93lopy98847CgoKUkZGhv7973+XeTvXXnut89+FIev48eOSpB07dig5OVkhISHOPw8//LCOHDlS5b8IxAneXiQxMdF5gl90dLT8/P4Y/saNGys9Pd3N1aG8XWq8C7Vo0UItWrTQ448/rkcffVQ33XST1q5dq+rVq2v//v3q2bOnc9nCWSc/Pz/t2bNHjRo1cum+4PLi4uJ01VVXKTU1VadPn1anTp0kSdHR0YqJidGGDRuUmpqqLl26lGh7oaGhOnv2bLH2wksNcHjec2zYsEGzZs3SqlWr9Pzzz2vw4MH66quv1LhxY509e1aHDx9WdHR0kXUuXLigffv2FZtltFqtzn9bLBZJ//n8Z2VlacqUKcW+fSfJ+QWCqoqZJS8SHBysuLg41atXr8gvzj/96U/au3evPvvss2LrGIZx0R+Y8HyXGu+LadasmSQpOztb8fHx2rlzp7Zv3+78c+eddyoxMVHbt29XTEyMK8pHGSQmJmrNmjVas2ZNkUsG3HzzzfrXv/6lzZs3l/gQXJMmTfTvf/9bx44dK9K+bds2BQQEMDvlIXJycjRw4EA99thjSkxM1Ntvv63Nmzdr/vz5uvfee2W1WvXKK68UW2/+/PnKzs7WAw88UOK+WrdurT179iguLq7YHx+fqh0nmFmC7r//fn366ad64IEH9Nxzz6lbt26qXbu2du7cqVmzZmn48OFcOqAKeeyxxxQdHa0uXbroqquu0pEjR/T888+rdu3aSkhIUEBAgFq0aFFkncKLFf5vOzxLYmKihg4dKofD4ZxZkqROnTpp2LBhunDhQonDUvfu3dWkSRM98MADev755xUVFaVt27bpueee08iRI+Xr61tRu4FSGD9+vAzD0F//+ldJUoMGDTRjxgw9+eST6tGjh6ZPn64nnnhCAQEBevDBB2W1WvXZZ5/pmWee0RNPPKH27duXuK+JEyfqjjvuUL169dS7d2/5+Phox44d+vHHH/X8889X1C56BMISZLFY9N577+nNN9/UO++8oxdeeEF+fn66+uqr1b9/f3Xv3t3dJaIcJSUl6Z133tG8efP0+++/q1atWkpISNDq1atVs2ZNd5eHK5CYmKjz588rPj5ekZGRzvZOnTrp3LlzatKkyUVP9r0YPz8/rVq1Ss8884weeOABnThxQrGxsRo5cqTGjBlTUbuAUli7dq1ee+01rVmzRkFBQc72Rx55RJ988onzcFzDhg01Y8YM/e1vf1N+fr6aN2+uefPmadCgQaXqr3v37lq+fLmSk5P10ksvyWq1Kj4+Xn/5y1/Ke9c8jsXg7F4AAIBLqtoHGQEAAK4QYQkAAMAEYQkAAMAEYQkAAMAEYQkAAMAEYQkAAMAEYQkAAMAEYQkAAMAEYQlApbJw4ULn7Veu1LJlyxQXFydfX1+NGjWqXLYJoOohLAHwOAMHDpTFYpHFYpG/v7/i4uKUnJysvLy8Mm2vQYMGmj17drH2Rx55RL1799bBgwc1derUK6waQFXFveEAeKRbb71VCxYskN1u14oVKzR06FBZrdYS39vscrKysnT8+HF1795d0dHRZd7OhQsX5O/vXy41AfBMzCwB8Eg2m01RUVGqX7++HnvsMSUlJenzzz8vtty+ffvUq1cvRUZGKiQkRO3atdNXX33lfL5z5846cOCARo8e7ZytWrNmjapVqyZJ6tKli7NNkv7v//5PzZs3l81mU4MGDfTKK68U6a9BgwaaOnWq+vfvr9DQUA0ZMsR5aHD58uVq0qSJgoKC1Lt3b+Xk5Ojdd99VgwYNVL16dY0YMUL5+fkV96IBqBCEJQCVQmBgoC5cuFCsPSsrS7fddptWr16t77//Xrfeeqt69uyp3377TZL0ySef6KqrrlJycrKOHDmiI0eO6IYbbtCePXsk/RGOCtu2bt2q+++/X3379tXOnTs1efJkTZgwQQsXLizS54wZM9SyZUt9//33mjBhgiQpJydHc+bM0QcffKCVK1dqzZo1uvvuu7VixQqtWLFCixcv1htvvKGPP/64Yl8oAOWOw3AAPJphGFq9erW+/PJLDR8+vNjzLVu2VMuWLZ2Pp06dqk8//VSff/65hg0bpho1asjX11fVqlVTVFSUc7mIiAhJUo0aNZztM2fO1C233OIMQI0bN9ZPP/2kl19+WQMHDnSu26VLFz3xxBPOx+vXr5fD4dC8efPUqFEjSVLv3r21ePFiHTt2TCEhIWrWrJkSExOVmpqqPn36lN8LBKDCMbMEwCMtX75cISEhCggIUI8ePdSnTx9Nnjy52HJZWVl68skn1bRpU4WHhyskJES7d+92ziyVxu7du9WxY8cibR07dtTPP/9c5PBZ27Zti60bFBTkDEqSFBkZqQYNGigkJKRI2/Hjx0tdFwD3YmYJgEdKTEzUvHnz5O/vr+joaPn5XfzH1ZNPPqmUlBTNmDFDcXFxCgwMVO/evS96yK68BAcHF2uzWq1FHlsslou2FRQUVFhdACoGYQmARwoODlZcXNxll/v22281cOBA3X333ZL+mGnav39/kWX8/f1LdGJ106ZN9e233xbbfuPGjeXr61vy4gFUKRyGA1CpXX311frkk0+0fft27dixQ3/605+Kzd40aNBA69at06FDh3Ty5MlLbuuJJ57Q6tWrNXXqVO3du1fvvvuuXn31VT355JMVvRsAPBhhCUClNnPmTFWvXl033HCDevbsqe7du6t169ZFlklOTtb+/fvVqFEj1a5d+5Lbat26tT788EN98MEHatGihSZOnKjk5OQiJ3cD8D4WwzAMdxcBAADgqZhZAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMEFYAgAAMPH/AKh81i8ZkWsUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered_games = games.query(\"year_date > '2013-01-01'\")\n",
    "\n",
    "filtered_games = filtered_games[filtered_games['platform'].isin([\"XOne\", \"WiiU\", \"PS4\", \"PC\"])]\n",
    "\n",
    "sales_by_year = filtered_games.groupby([\"year_date\", \"platform\"])[\"total_sales\"].sum().reset_index()\n",
    "\n",
    "\n",
    "sales_by_year.boxplot(column=\"total_sales\", by=\"platform\")\n",
    "plt.title('Total Sales by Platform')\n",
    "plt.suptitle('') \n",
    "plt.xlabel('Platform')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlación entre reseñas y ventas. \n",
    "\n",
    "Se usa la plataforma PS4 por su potencial para ser rentable y se realiza un gráfico de dispersión, tanto para observar como se correlacionan sus ventas con el score de los críticos como con el de los usuarios, además de calcular la correlación.\n",
    "\n",
    "Los resultados arrojan que existe una correlación debil con el score de los críticos, pero no existe una correlación entre las ventas y el score que asignan los usuarios. \n",
    "\n",
    "De cualquier manera en ambos casos seria deseable contar con valores mas precisos en las columnas user_score y critic_score, ya que aunque se solucionaron los problemas iniciales, estas soluciones no dejan de presentar sesgos importantes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlación entre Critic Score y Total Sales (PS4): 0.40656790206178095\n",
      "Correlación entre User Score y Total Sales (PS4): -0.06275557891282788\n"
     ]
    }
   ],
   "source": [
    "ps4_games = games[games['platform'] == 'PS4']\n",
    "\n",
    "plt.figure(figsize=(14, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.scatterplot(data=ps4_games, x='critic_score', y='total_sales', alpha=0.5)\n",
    "plt.title('Critic Score vs Total Sales (PS4)')\n",
    "plt.xlabel('Critic Score')\n",
    "plt.ylabel('Total Sales (millions)')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.scatterplot(data=ps4_games, x='user_score_median', y='total_sales', alpha=0.5)\n",
    "plt.title('User Score vs Total Sales (PS4)')\n",
    "plt.xlabel('User Score')\n",
    "plt.ylabel('Total Sales (millions)')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "correlation_critic = ps4_games['critic_score'].corr(ps4_games['total_sales'])\n",
    "correlation_user = ps4_games['user_score_median'].corr(ps4_games['total_sales'])\n",
    "\n",
    "print(f\"Correlación entre Critic Score y Total Sales (PS4): {correlation_critic:}\")\n",
    "print(f\"Correlación entre User Score y Total Sales (PS4): {correlation_user:}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparativa de Juegos en diversas plataformas. \n",
    "\n",
    "Podemos observar que en 7 de los 10 casos en los que comparamos juegos que tienen versiones para diferentes plataformas, PS4 tiene la mayor cantidad de ventas, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ps4_games_names = ps4_games['name'].unique()\n",
    "\n",
    "other_platforms_games = games[games['name'].isin(ps4_games_names) & (games['platform'] != 'ps4')]\n",
    "\n",
    "combined_data = pd.concat([ps4_games, other_platforms_games])\n",
    "\n",
    "ventas_por_juego_y_plataforma = combined_data.groupby(['name', 'platform'])['total_sales'].sum().reset_index()\n",
    "\n",
    "top_10_games = ventas_por_juego_y_plataforma.groupby('name')['total_sales'].sum().nlargest(10).index\n",
    "top_10_data = ventas_por_juego_y_plataforma[ventas_por_juego_y_plataforma['name'].isin(top_10_games)]\n",
    "\n",
    "plt.figure(figsize=(14, 8))\n",
    "sns.barplot(x='total_sales', y='name', hue='platform', data=top_10_data, dodge=True)\n",
    "plt.title('Comparación de ventas en diferentes plataformas')\n",
    "plt.xlabel('Ventas totales')\n",
    "plt.ylabel('Juego')\n",
    "plt.legend(title='Plataforma')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Géneros más rentables. \n",
    "\n",
    "Los géneros mas rentables parecen ser: Plataform, Shooter, Sports y Figthing.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    16715.000000\n",
      "mean         0.533396\n",
      "std          1.548261\n",
      "min          0.000000\n",
      "0%           0.000000\n",
      "10%          0.020000\n",
      "20%          0.050000\n",
      "30%          0.080000\n",
      "40%          0.110000\n",
      "50%          0.170000\n",
      "60%          0.250000\n",
      "70%          0.380000\n",
      "80%          0.600000\n",
      "90%          1.206000\n",
      "95%          2.040000\n",
      "99%          5.467200\n",
      "100%        82.540000\n",
      "max         82.540000\n",
      "Name: total_sales, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "percentiles = np.linspace(0, 1, 11).tolist() + [0.95, 0.99]\n",
    "\n",
    "sales_description = games[\"total_sales\"].describe(percentiles=percentiles)\n",
    "\n",
    "print(sales_description)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+fAgA+Pjjj7F+/Xp8+OGHSE5ORqtWrfDjjz9yIeCNJTs7G2+99RbefPNNnDlzBjt27MB7772nkRuoR48ecHV1xe7du/Haa6/h9ddff+p329raYtasWVi9ejX3G5cuXcLBgwdhZWUlsGCFhYXh//2//wc/Pz989NFH6NmzJ0pLS5GamoqYmBjcvHkTVlZWz/R/qw8vLy9MmTIFK1euREpKCoYNGwZ9fX1kZGRg9+7diIqKEjicS0gwhWFkmoSE6NEWIm9kZES6d+9ONm7cSGpqagTyJSUlZM6cOaR169ZEX1+fdOjQgYSHh3NyycnJRKFQCMLeCSFEpVKRXr16kdatW5PCwkJCSG0IsqmpKcnKyiLDhg0jJiYmxNbWlixZsoSo1WrB51EnRJ4QQv766y8yfPhw0qxZM2JiYkIGDRpETp8+rfF//Pbbb0m7du2IXC5vVPj3zz//TFxcXIihoSFxdXUl/+///T8SFBREXFxcOBkaah0eHq71O44cOUL69etHjI2NiZmZGfH39ydXr17VkDt8+DBxdXUlBgYGpFOnTmTHjh31hshPmzaN7Nixg3To0IEYGhqSHj16aP2/5OTkkGnTppG2bdsSfX190rJlSzJkyBCyefNmgdytW7fIW2+9RUxMTIiVlRWZNWsWF+bd2BD5q1evkuDgYNK8eXNibm5Opk+fTsrLy7V+ZtWqVQQAWbFiRYPfzUelUpHPP/+ctGzZkhgbG5PBgweTv//+m1haWpKQkBCBbElJCVm4cCFp3749MTAwIFZWVqRv374kIiKCVFVVEUIavm51+xjtn/WxefNm0rNnT2JsbEyaN29O3NzcyIIFC8i9e/ca/f+TkHjZ6BHSiNSzEhISr5yPPvoIMTExjbawsKR79+6wtrZGQkICk9/X09PDtGnTtC4F6QpRUVGYM2cObt68qRGd9SwUFRXB3Nwcy5cvx7/+9a8m1FBC4r8PySdIQkKi0VRXV2v4j5w4cQKXLl3CwIED2Sj1XwAhBN999x28vLyeaQDEL71CodmfpeshIfF0JJ8gCQmJRnP37l0MHToUH3zwAVq3bo309HRER0ejZcuWCAkJafLfu3nzJpycnLBt2zaNWlivghMnTmDQoEE4fvz4SxlUlJaW4v/9v/+H48ePIzU1FXv27Hmmz//yyy/Yvn07fH190axZM5w6dQq7du3CsGHD0K9fvybXV0Livw1pECQhIVEvp0+fxuHDhzF79my0aNEC5ubm6NmzJ7Zs2YK8vDyYmppixIgR+M9//gNLS0uNz2/YsAEmJiZMBjC6QF5eHt577z20aNECixYtwltvvfVMn+/atSsUCgVWrVqFR48ecc7Sy5cvf0kaS0j8dyH5BElISNRLREQEwsLCkJ2d/VyFTV1dXWFlZfXUyvT18d9uCZKQkGCL5BMkISEhISEh8T+JNAiSkJDQytKlSxEWFgagtgaYnp4e9PT0cPPmTahUKnz55ZdwdnaGoaEhHB0dsWjRIlRWVnKfd3R0xJUrV5CYmMh9llpTHj58iPnz58PNzQ3NmjWDmZkZfHx8cOnSpSbRfd26dejSpQtMTExgbm4Od3d37Ny5kzt/69YthIaGolOnTjA2NoalpSVGjx5dbz22upw7dw5vvvkmlEolTExM4OXlhT/++EMgU1JSgtmzZ8PR0RGGhoawsbGBt7e31hxHEhISbJB8giQkJLQSGBiI69evY9euXYiMjOSS6VlbW2PSpEn4/vvvERwcjHnz5uHcuXNYuXIl/v77by6j89dff40ZM2agWbNmXKi2ra0tgNpq5PHx8Rg9ejScnJyQk5ODTZs2wcvLC1evXkXr1q2fW+9vv/0WM2fORHBwMGbNmoWKigpcvnwZ586dw3vvvQcAOH/+PE6fPo0xY8bAzs4ON2/exMaNGzFw4EBcvXq1waSIx44dg4+PD3r27IklS5ZAJpNh27ZtGDx4MJKSkvDGG28AAEJCQhATE4Pp06ejc+fOKCgowKlTp/D33383KhmihITEK4BpliIJCQlREx4eTgCQ7Oxs7lhKSgoBQCZNmiSQnT9/PgFAjh07xh3r0qUL8fLy0vjeiooKjYSP2dnZxNDQkHzxxReCYwDItm3bGq3zyJEjSZcuXRqUKSsr0zh25swZAoD88MMP3LHjx48LkiPW1NSQDh06kOHDhwsSZZaVlREnJyfi7e3NHVMqlWTatGmN1ltCQuLVIy2HSUhIPBMHDhwAAMydO1dwfN68eQCA/fv3P/U7+NXH1Wo1CgoK0KxZM3Tq1OmFl4tatGiBO3fu4Pz58/XK8At7VldXo6CgAO3bt0eLFi0a/P2UlBRkZGTgvffeQ0FBAfLz85Gfn4/S0lIMGTIEJ0+e5KrVt2jRAufOncO9e/de6P8jISHx8pAGQRISEs/ErVu3IJPJ0L59e8Hxli1bokWLFvVWeedTU1ODyMhIdOjQAYaGhrCysoK1tTUuX76M4uLiF9Lvk08+QbNmzfDGG2+gQ4cOmDZtmoa/Tnl5ORYvXoy2bdsKfr+oqKjB36eV6seNGwdra2vB35YtW1BZWcl9ftWqVUhLS0Pbtm3xxhtvYOnSpbhx48YL/d8kJCSaFsknSEJC4rngF+h8VlasWIHPP/8cEyZMwJdffgkLCwvIZDLMnj2bs6Q8L6+99hquXbuGffv24ffff0dsbCw2bNiAxYsXc8VUZ8yYgW3btmH27Nno06cPlEol9PT0MGbMmAZ/n54LDw9H9+7dtco0a9YMQG019QEDBuC3337D4cOHER4ejq+++gpxcXEaVeQlJCTYIA2CJCQk6kXbQMfBwQE1NTXIyMjAa6+9xh3PyclBUVERHBwcGvw8AMTExGDQoEH47rvvBMeLioqapJq5qakp3nnnHbzzzjuoqqpCYGAg/v3vf2PhwoUwMjJCTEwMxo0bh9WrV3OfqaioQFFRUYPf6+zsDAAwMzPD0KFDn6pHq1atEBoaitDQUOTm5uL111/Hv//9b2kQJCEhEqTlMAkJiXoxNTUFAMHgwNfXF8CTGlWUNWvWAABGjBgh+Ly2gYVcLgepk6d19+7duHv37gvrXFBQINg3MDBA586dQQhBdXV1vb+/bt06qNXqBr+7Z8+ecHZ2RkREhNbCtnl5eQBq/ZzqLqvZ2NigdevWgjQCEhISbJEsQRISEvXSs2dPAMC//vUvjBkzBvr6+vD398e4ceOwefNmFBUVwcvLC3/++Se+//57BAQEYNCgQYLPb9y4EcuXL0f79u1hY2ODwYMHw8/PD1988QXGjx+Pvn37IjU1FT/99BPatWv3wjoPGzYMLVu2RL9+/WBra4u///4b69evx4gRI9C8eXMAgJ+fH3788UcolUp07twZZ86cwZEjR7SW/uAjk8mwZcsW+Pj4oEuXLhg/fjzatGmDu3fv4vjx4zAzM8PevXtRUlICOzs7BAcHo1u3bmjWrBmOHDmC8+fPC6xPEhISjGEcnSYhISFyvvzyS9KmTRsik8m4cPnq6mqybNky4uTkRPT19Unbtm3JwoULSUVFheCzDx48ICNGjCDNmzcnALhw+YqKCjJv3jzSqlUrYmxsTPr160fOnDlDvLy8BCH1zxMiv2nTJuLp6UksLS2JoaEhcXZ2JmFhYaS4uJiTKSwsJOPHjydWVlakWbNmZPjw4SQ9PZ04ODiQcePGcXJ1Q+QpFy9eJIGBgdxvODg4kLfffpscPXqUEEJIZWUlCQsLI926dSPNmzcnpqampFu3bmTDhg2N/n9ISEi8fKTaYRISEhISEhL/k0g+QRISEhISEhL/k0g+QRISEjpBVVUVHj582KCMUqkUJEKUkJCQaAhpECQhIaETnD59WuB0rY1t27bho48+ejUKSUhI6DzPtBy2cuVK9OrVC82bN4eNjQ0CAgJw7dq1p35u9+7dcHFxgZGREdzc3Li0+xRCCBYvXoxWrVrB2NgYQ4cO5TKzSkhISABAt27dkJCQ0ODf8OHDWaspISGhQzyTY/Sbb76JMWPGoFevXlCpVFi0aBHS0tJw9epVLp9IXU6fPg1PT0+sXLkSfn5+2LlzJ7766iv89ddfcHV1BQB89dVXWLlyJb7//ns4OTnh888/R2pqKq5evQojI6Om+Z9KSEhISEhISPB4oeiwvLw82NjYIDExEZ6enlpl3nnnHZSWlmLfvn3csd69e6N79+6Ijo4GIQStW7fGvHnzMH/+fABAcXExbG1tsX37dowZM0bjOysrKwUJx2pqavDw4UNYWlq+UCp/CQkJCQkJCd2BEIKSkhK0bt2aK8r8LLyQTxDNiGphYVGvzJkzZzSqTQ8fPhzx8fEAgOzsbDx48ECQgl6pVMLDwwNnzpzROghauXIlVwNIQkJCQkJC4n+b27dvw87O7pk/99yDoJqaGsyePRv9+vXjlrW08eDBA9ja2gqO2dra4sGDB9x5eqw+mbosXLhQMLAqLi6Gvb09srOzuYywz0NYWBi2bdsGABg6dCicnJyQlZUFZ2dnZGdn48iRIwCA8ePHIzw8/Ll/p6mprq7G8ePHMWjQIOjr67NWR0B0dDQ+++wzREZGYuzYsRq6fv/995g3bx6WL1+OkJAQprqq1Wr06tULFhYWKCgowO3bt7lz9vb2sLCwQGFhIf7880/I5XKGmj5BrVYjKSmJa9MBAwaIRjcAOHXqFAICAvD777/D3d1d4/qfP38ePj4+iI+PR//+/Vmri71792L8+PHw9vbG4MGDkZ2dDScnJxw7dgwJCQnYtm0b/P39meqoVqvRuXNnjfIgfKysrHDlyhXR9IW9e/diyZIl+Oeff7hjDg4OWLp0KfP2pOhKX6XP1I8++gjHjh3TaNOBAwfi+++/F8UztS4v411VUlICJyen5373P/cgaNq0aUhLS8OpU6ee9yueG0NDQxgaGmoct7CwgJmZ2Qt9L+Xo0aNcbaFjx44JltkMDQ2fml7/VVJdXQ0TExNYWlqKbhDk6OgIADh8+DBmzpwJtVrN6SqXy7mBpaOjoyjaNDIyEsHBwRgxYgTmz5+PjIwMdOjQAQkJCdi/fz9iYmJgY2PDWk0AQFxcHObNm4ebN28CAL755hs4Ojpi9erVCAwMZKvc/1FWVgYA6NevH5o1a6bRV/v168fJsb7+arUay5Ytg7u7OzIyMpCQkMCdc3R0hLu7O7744guMHTuW6eBCrVZzv+/j4wNDQ0NuslZZWYmDBw9CJpNx95gY+OijjzB27FgcP34cBw8ehI+PDwYNGiQa/QDd6avUOLBy5UpYW1trtGlOTg6+//57PHjwgPk9VZeX8a6i3/O8rjDPlSxx+vTp2LdvH44fP/5U81PLli2Rk5MjOJaTk4OWLVty5+mx+mReFfwbsq6rFH9fTDeu2GnTpg0A4ODBgwgICMDZs2dRXl6Os2fPIiAgAAcPHhTIsSYwMBAxMTFITU3FrFmzsH79esyaNQtpaWmIiYkRzeAiLi4OwcHBcHNzQ1JSEnbt2oWkpCS4ubkhODgYcXFxrFUEUFtFHQDS0tK0nqfHqRxLkpKScPPmTSQnJ8PV1RVRUVGYPn06oqKi4OrqiuTkZGRnZyMpKYm5nrm5uVi5ciX+/vtvxMfHIzU1FfHx8UhPT8eKFSuQm5vLXE9dQ1f6qrOzMwBg3759UKvVuHTpEtLT03Hp0iWo1WrO/5bKSTyFZ6mxUVNTQ6ZNm0Zat25Nrl+/3qjPvP3228TPz09wrE+fPmTKlCncd7Zs2ZJERERw54uLi4mhoSHZtWtXo36juLiYABDUBnoetm7dSgAQAEQul3Pbdfe3bt36Qr/TlKhUKpKQkEDmzp1LEhISiEqlYq2SAJVKRRwdHYm7uztxcHAQtCk97uTkJCq9Y2NjiaOjo4ausbGxrFUjhDxpU39/f6JWq0lVVRWJj48nVVVVRK1WE39/f9G0qS7pumPHDgKA9OjRg9jb2wuuv729PenRowcBQHbs2MFUz507dxIApKSkROv9/+jRIwKA7Ny5k6mefGJjY7W2qVjuKUJ0p69WVlYShUJBTExMtL6nTExMiEKhIJWVlUz11Aa/TZuKF33/P9MgaOrUqUSpVJITJ06Q+/fvc39lZWWczNixY8mnn37K7f/xxx9EoVCQiIgI8vfff5MlS5YQfX19kpqaysn85z//IS1atCB79uwhly9fJiNHjiROTk6kvLy8UXo11SBo2rRpXGcyMDAg77zzDhk/fjx55513iIGBAXdu2rRpL/Q7TYXYX9aU2NhYoqenR/z8/EhUVBSZPn06iYqKIn5+fkRPT09U+lJd/f39SVJSEtm1axdJSkoi/v7+otGVFvU8c+YMIUTzwXL69GmtRT9ZwW/TkydPkl27dpGTJ0+Kqk0JISQyMpK7j4yNjQX3FX8/MjKSqZ66eP0BED09PUGb0n2xXH9CdKev9urVS9CWdf969erFWkWt6PwgqL4G51d49vLyElRhJoSQX3/9lXTs2JEYGBiQLl26kP379wvO19TUkM8//5zY2toSQ0NDMmTIEHLt2rVG69VUg6CQkBDugUcrZtM/mUzGPQhDQkJe6HeaAl14WfOJjY3VagkSk578mWBVVZVghl1VVSWamSDfEkCI5oNFrJYAsV//H374gdNtxIgRZO3atWT69Olk7dq1ZMSIEdy5H374gameumKxoLqamZkRAMTa2poEBweTIUOGkODgYGJtbU0AEDMzM1HoShF7X62srNR4P9X9k8lkkiWokTyTYzRpREqhEydOaBwbPXo0Ro8eXe9n9PT08MUXX+CLL754FnWaHOrrU15ejhEjRsDJyQnXr19Hx44dkZ2djf379wvkWKFWqzFv3jz4+fkhPj4earUaBQUF8PDwQHx8PAICAjB//nyMHDmSua58xJ7DifqETJkyBR07duQcjtesWQNHR0dMnjwZe/fuRVJSEgYOHMhMT77vQu/evTXOi8V3oS5iv/55eXnc9rFjx7j7HYCgHhlfjgVyuRyrV69GcHAwAgICEBYWxvnZhYeHY9++fYiJiRHFvX/06FE8evQIRkZGKCwsRExMDHdOoVDAyMgIjx49wtGjRzFs2DCGmgoRc19dv349ampq4ODgAAC4desWd45/bP369RrpaSS00GTDMYY0lSWIzgTNzMw01q8dHBy4GQ3rmaAumsP19PSIr68vGTVqFHFzcyOjRo0ivr6+orJaUQtLQxY2iMDCoisWKwp/OZRvXRHbcuiiRYu4+93IyEhw//P3Fy1axFpVQoj4LRaEEPLBBx9wutna2pI5c+aQyZMnkzlz5hBbW1vu3AcffMBaVUKIbljYAwICGvWcCggIYK2qBjpvCfpvp23btgCAR48ewdjYGLNnz0ZZWRlMTEywa9cuPHr0SCDHivv37wNAvfmZ6HEqxxJqtbKxsRHUjEtNTQVQmw9KLFYrGvrer18/rRY2Ly8vnDp1inmIPLUEBAUFQalUory8HECtxcrY2Bjl5eWIjY1l3p7Ak+vfs2dPpKWlCTLHOzo6omfPnqK5/nzqWgLEahkQq14U+sw0NTWFoaEhIiMjuXP29vYwMTFBWVkZJ8cSXbGw0xJVXbp00apnt27dkJaWVm8pKwkhzxUi/9/KgAED4OjoCGdnZ+Tl5eHrr7/G5s2b8fXXXyMvLw/Ozs5wcnLCgAEDmOqpK6GcwJMlppycHOjr62PMmDGYMGECxowZA319feTk5Igi7LguVVVVWLt2LTZv3oy1a9eiqqqqUcvBrxJtL0A9PT1RvRj5YefawvnFEnYOCDPf19TUCM7xr31DGfJfFbqSIoG2W2lpKbp06YJRo0bBzc0No0aNQpcuXbjcPGK4t2hfXbRoEQghSExMxMmTJ5GYmAhCCBYuXCiKvtq9e3cAtUtedftpTU0NtzxG5SSeQpPZpBjSVMthhDyJZKgvOkQM5lBdcozcvn07AUAUCoWG6d7BwYEoFAoCgGzfvp21qtxyGBqIZIG0HPZM0LBzHx8frX3Vx8eHAOzDzgkROkY3dP1ZL4fr0v1Pg02e9ieGYBN6/+/YsUNr1C3ty6zvf6oHAGJjY0M2bNhAtm7dSjZs2EBsbGy4c2K4p+oixuUwyRKkBbHPsOlyyL59+7QmINy3bx8iIiJEsbxAa8SpVCp07dpVMGvt2rUrVCqVQI4ljbWcsbaw8WesdQsGymQy0cxYgSdOxIGBgVp1DQgIEMixhF+GgjSQLLWhchWvAl2xWACNDyIRw7OK3tdjx47VamEbO3asQI4V/MSyeXl5CA0NxYQJExAaGiq4j8SSgFbsSIMgHvw14eLiYiQkJGDu3LlISEhAUVER/Pz8MH/+fKjVataqCjIbe3p64t1334Wnp6foMhs/fvwYAGBpaYm4uDh4eHjA2NgYHh4eiIuL49K6UzmWeHh4AKh9OWt7YdNjVI4V1NeLlkrw9vbGmjVr4O3tDWdnZ9y4cUMgxxJra2sAtcs32kz3dPBL5Vhibm4OoDZqqa7fn729PRQKhUCOFfzr3759e8H1b9++vaiuf48ePZpU7mXSt29fKBQK2NjYYPfu3aioqMD58+dRUVGB3bt3w8bGBgqFAn379mWqJ3XbcHd319pP3d3dReG2oStIgyAe/BmWvr4+vLy84OnpCS8vL+jr64tqhgXUDoQyMzMFg7WMjAzRDIAAoFmzZgBqZ8+BgYECq1VgYCA3q6ZyLNm0aROA2pezXC5HWFgYNm7ciLCwMMjlcu4lTuVYQWeiH3zwAXJzcwXncnNz8cEHHwjkWKJLZVPOnz8PoNZq2a1bN0HZDL7VksqxQlcsFgAEjvA2NjYICgrC4MGDERQUJAgw4Mux4vTp01CpVMjJyYG5ublgcGlubo6cnByoVCqcPn2aqZ50JSA5ORldu3YV9FPqZyeWlQBdQIoO46FLUVcUuVwOLy8vlJaWwsvLS3QdPyAgAPHx8ZDL5UhJSYGnpyd3zt7eHnK5HGq1mlsWYcm1a9cAAM2bN0eLFi0QHh7OnbO3t0dhYSFKSko4OVb07dsXMpkMNTU1GDJkCD755BPcuXMHdnZ2+Oqrr7Bv3z7IZDLmM1bgyazVysoKly9fFlx/OpstKCgQxayVLnl17doVqampGpFsXbt2xeXLl5k78VKLhaWlJXbv3o2kpCScP38eVlZW2L17NxwcHFBQUCCK619aWgqgNqL2/v37iI2N5c5Ri9vt27c5OZbQ53pD7hCEEFE8/+lKwNy5czX6qZhWAnQBaRDEQ1eT0IkZmrxLrVYjJycHb7/9NhcWS8M7+XIsodWZX3/9dUECMqB2Oax79+5ISkri5FiRlJQkWFqiL2X+y7mmpgZJSUkYMmTIK9ePDz+x34gRIzB37lxkZGSgQ4cOSEhIwP79+0WT2K9Dhw4AgMuXL8PPz09DV/qyoXKsqGux0JYigcqxTOoJAB07dkRCQgJu377dYALajh07MtUTEKbIOHbsGBITE7nq7F5eXhg8eLAoUmTwEYufqk7TNP7ZbGmq6DB+1EV5eTmJiIggvr6+JCIigpSXl4sq6oKiKwVUW7ZsqTUqpGXLlqJp06lTp3J6+fj4CBI70igmAGTq1KlM9fzss88IALJ06VKNKBYnJyeyZMkSAoB89tlnTPXko63OnZOTkyiiLSm0MKVSqdSaLFWpVIqiMCU/qWfdKFYTExPRJPUkhJCysjIuOtTOzk6ga9u2bbnoUH79SVYcOXKEACD9+/fXGnXXr18/AoAcOXKEtao6k4C2LmKMDpMGQXXQtWJ/ulJAVRfadPXq1Y0K5129ejVTPekg6OjRo1oHwQkJCaIbBBEi/gE7IYSEhYVx2Y1nz55NJk+eTGbPns1lNw4LC2OtouBlrS1FQv/+/UXzsiaEkJEjRzZ4P40cOZK1ioQQYYoMbQVU6TnWg0s6seRn3Ob/2draimZiWRcxDoIkx+g6nD17FoCmmZFGBtHzrNGVZGmA7rSpm5tbk8q9LOgSx5IlS7RGXC1dulQgJxao/xoNNhDDElhdVq1ahbCwMBQUFAiSpRYUFCAsLAyrVq1ireJTISJIPMjnww8/fKHzrwrq5rBy5UqtUbcrVqwQyLGCn4BWoVBg0KBB8PLywqBBg6BQKESbgFa0NNlwjCFNZQmi5nBbW1tSUVEhmGFVVFQQW1tbUZjDdSlZmq60KSFPEjsCIJaWliQoKIgMHjyYBAUFEUtLS+4c68SOKpWKS4pWX1JPGxsbUVz/uryMmeDLoLKyUrAcLob+SeFbLOq7/hCBxYIQ4bPq8ePHJCQkhHTv3p2EhISQx48fi+pZpStJSOlzSiaTEblcLrj+crmcqzDP+jmlDTFagqRBEI/IyEgCgHz77bdaTfebNm0iAEhkZGTTKP6c8AuoatNTTAVU+W1KiOZNIJY2JeRJYcLOnTtrfbi89tprBBBHYUK6bFP3jy4ximHZRhu6MggiRLy60vv/aT5BYrj/dbXYs7blMLH42tDnFABibW1NgoODyZAhQ0hwcDCxtrbmzonhOVUXMQ6CpOUwHllZWQBql22cnJwEeSKcnJy45RsqxwpdSpZG28rPz0/reXqcdZsCT8J5ZTIZ7OzsBOfs7Oy45RvW4bxqtRq7d++Gra2txjlCCGxtbRETEyOKpJ66ilqtFmRiFlNb8pP65eTkICQkBN27d0dISAgePHggmqR+gO6lHdGFJLQlJSUAap9TDx8+RExMDI4ePYqYmBg8fPiQe09ROYmGkQZBPJydnQEAkyZNwu3btwXnbt++jY8//lggxwpdSpZG26q+ZGj0OOs2BZ6E6aalpaGiogIbN27Etm3bsHHjRlRUVHApEliH8/J9ArRltpZ8Al6MuLg4rZMLsfjZ8UPklUoloqOjkZKSgujoaCiVStEk9QN0q9gzRexJaCsqKgA8PakrlZN4Ck1mk2JIUy2H0XBOAERfX5+MGTOGTJgwgYwZM4bo6+tz51iHc/L9bKqrqwUmxurqalH52eiSriUlJdwyQ5s2bQTLDHZ2dtwyQ0lJCVM9+YU+/fz8SFJSEtm1axdJSkoifn5+3DnWhT61IdYlJgp/OYTfrmJaDuH7BFH/D/rHX8YVm0+QmP1stCHWvjpp0iTuGmt7TtHtSZMmsVZVA2k5TOScOHGC21ar1fj555+xdetW/PzzzwJzOF+OBfyZoLZSFGKaCRoYGGDOnDnIycmBnZ0dtmzZgocPH2LLli2ws7NDTk4O5syZAwMDA9aq4sKFCwBql5Tu3r0rOHfnzh0u6obKseLMmTMAgPbt22PPnj2Cemx79uzhrGpUTqJx8GsHxsfHC9o1Pj5eNLUDab09CwsLlJWVCSwWpaWlsLCwEMixhCbL3Lt3L5RKpcC6plQqsXfvXqnEwzOSn5/Pbefl5eHtt9/GRx99hLfffltQRocvJ1E/UsZoHmvWrOG2tYUe8+V8fHxemV51oevnO3bswGeffSYoReDk5IQdO3bggw8+EM06Ow0rjoyMRGhoKHdcoVCIKuy4se3Ful3v3bsHoLaQJ993xdTUFF5eXrCwsEBWVhYnJ9E46DLjrl27BNXZTU1NMWjQICxcuBB9+/ZFUlIS0/QDqampAGr91AghuHTpEtLT09G6dWv0798fbdq0wcOHD5Gamophw4Yx05NPQ6UoJJ4NunSor6+Pqqoq/Prrr4Lz+vr6qK6uFtUSo5iRBkE8CgsLAQC2trbIz88XzPjkcjmsrKyQk5PDybGCdm5nZ2dkZmbi+PHjXHr3QYMG4c8//xTIiYFVq1Zh+fLlWLduHY4dO4bBgwdjxowZorAAUWg6fBcXF5SXlwtKZzg4OMDY2Bjp6enM0+abmZkBqC3kqVQq6y2bQOUkGgc/4ODdd9/FzZs3AdS2q6OjI5YvXy6QYwXV6/LlyzAxMeEslAcOHEBYWBi3T+VYwreuxcbGapSiCAoKwvz58zFy5EjJGtRIqE9idXU1V0OQIpPJUF1dLZCTaBhpOYxH69atAQA5OTmwtLTEnDlzMGXKFMyZMweWlpbIyckRyLGCFqVcsWIF9PT0BAno9PT0sHLlSjg5OYmiKCUfuVyObt26wcXFBd26dRPtQy89PR2urq5Yu3Ytpk+fjrVr18LV1RXp6emsVQMAzvEdaNhiyZeTeDq6EnDADyIgDSRGFEOwAbWuLVq0CPr6+oJnlb6+PhYuXChKJ/7y8nLMnDkTS5cuxcyZM7mJhRgIDQ3lAiLqu/9lMpnA6i7RAE3lnMSSpnKM3rJlS6OSkG3ZsqWJNH9+dCGfBR9dKPGxY8eORl3/HTt2MNWzsrJSowRJ3T89PT1ROJvXRazOpoTojhM/deBHHUfouvusHfgJeeLETXWpe/0fPXokGiduSn1lPsRS3kOlUhGlUsnlCeIndaV5gpRK5f+Ms7nkGN2EXLx4kduuO/Ln7/PlWKEL+SwoulLiIy8vr95zfN+FhuReBadPn35qaQRCiCgc43UJfsDBqFGjsHHjRhw5cgQbN27EqFGjRBNwsGXLFm67pqYG77//PtasWYP3339fYBngy7GCHyKvLfeS2ELkAwICsGfPHhgYGGDMmDGYMGECxowZAwMDA+zZswcBAQGsVURSUhKKi4vx/vvvo7CwELGxsTh27BhiY2NRWFiI9957D8XFxaKzromWJhuOMaSpLEEhISEEAFfZuO4fPR4SEtJEmr84Yi9KqUslPmjouY2NDSktLRWUTSgtLeVKVbAOPad6mpmZaQ2RNTMzE4We2hCzJYhaLWbNmqXVwjJr1ixRWC3oc8rY2FgjRF4mk3FWSzE8p+j97+7urtUS7O7uLpr7n1/x3sHBQaCrg4ODaCre861rJSUlxN/fnzg4OBB/f39SUlIiSusaRbIEiRzqo6JSqbSep8fF5Msi9qKUfJ8AbYn9xOQTUFBQAADIzc2FlZUV5s+fjwMHDmD+/PmwsrLiwk+pHCvOnTsHoNaBm/qpUR48eAAXFxeBnETjoNaIqKgoDYd9AwMDREVFCeRY8eDBAwBAcHAwysvLERERAV9fX0RERKC8vJyzAlM5lsjlcowePRoXLlxAeXm5IAFpeXk5Lly4gODgYFE8t8LCwgDUPue7du0qsFp37dqVe/5TOVbQ/hcSEgJzc3Ps3bsXt27dwt69e2Fubo6QkBCBnETDSNFhPHr16sVta/O6p/t8OYmG0aW0+dbW1k0q97Ig/7cU9ueff8LGxgbvv/8+ysrKYGJigp9++omLDiQiqyYudvr27cvd50OGDMEnn3yCO3fuwM7ODl999RX27dsHmUzGvBwFfbkdPHgQMpkMM2fORPv27eHr6ws9PT38/vvvAjmW0BIv7u7uyM3NxdSpU7lzDg4OcHd3R0xMDFauXMl8IHT9+nUAwODBgxEfHw+1Wo2CggIuT9TQoUNx/PhxTo4VAwYMgJmZGX766SfY2tpi2bJlMDQ0RGVlJZYsWYKdO3fCzMxMdIExYkWyBPHg+3rUfYHw91n7hOgSupQ2v2XLltz24MGDERUVhenTpyMqKgqDBw/WKscCJycnbrukpASRkZHYtGkTIiMjBfWC+HISTycpKUkw8aH3PP/er6mpYW61pKHP+fn5WhOQUkulGEKkqSU4KChIwxKsp6eHwMBA0ViCTU1NAQBt2rTRarWmUcFUjhVqtRqPHz8GALi7u6Nz584wMjJC586d4e7uDgB4/Pgx86SeOkOTLcwxpKl8gt5///0GI27o3/vvv99EmjcNYvaz0KW0+UeOHCEAiIuLi4ZPgKOjI3FxcSEAyJEjR5jqGR4e3qgotvDwcKZ61kXs/mufffYZAUCWLl2q9fovWbKEACCfffYZUz1pFBu/Yjz909PTIyYmJqKIYiPkif9KQ6VIIBL/le3btxMAxMDAgFRWVgqeq5WVlcTAwIAAINu3b2eqZ2RkJAFApk6dquFn5eTkxPmMRUZGMtVTG2L0CZKWw3jQ0TVQO0shvBkgf58vJ9EwNG1+UFBQvYn9YmNjmZvCAXA+P+np6fDz88PcuXORkZGBDh06ICEhgSv2yk9Nz4Ls7Gxuu3nz5pgyZQq3HLZz506ujflyrImLi8O8efM0EhCuXr1aVJGMFG2ZjIlIlhdpKZrw8HDIZDKN51RZWRnCwsJEkYiUJhbt16+f1iUmLy8vnDp1inkCUqB2eQ4Aqqqq0Lx5c8ycORNOTk5YtGgR1q5di6qqKoEcK7KysgAAixcvxrp16zSS5ebk5CA6OpqTk2gYaRDEo7FLMmJYutE1dCFtPr2uK1euxKZNm7hBD1C7tLRixQosWrSI+fWnbebh4YHk5GR8/fXX3DmFQoFevXrh/PnzomlbmiLBz88PP/74I+dns2rVKgQHB4smpcPAgQOxfPlyLF26VEPXr776Cl988QUnx5revXsDqD9ZHj0vdsQysASeJKEtLy9HTk4OIiIiBOdtbW1hYmLC3NeGJsHct28fJk2aBC8vL5SWlnKBMfS5JYZkmbqA5BPE44033uC2jYyMBOf4+3w5iYbhp80vLi4WFHssKioSTVFK4MlD8PTp07h+/bpA12vXruHMmTOiyMTt4eEBALhx4waKi4sF0UHFxcWctYXKsURXipICtdef+oIQQgQ+QXRbJpMxv/60Td3d3TWsEtTZWCxtSq2mp06dQkBAgKDYc0BAAP744w+BHEuo1To3Nxe+vr4ICAiAm5sbAgIC4Ovri9zcXFEUew0NDYVCocBnn32mEcmsUqmwePFiKBQKKWN0Y2maVTm2NJVP0LRp0xrlEzRt2rQm0vzFEbufxfHjxwkAcubMGVJZWSnIvVNZWUlOnz5NAJDjx4+zVpUQ8iQTt5+fH4mKiiLTp08nUVFRxM/PTzSZuGmbAiAWFhakXbt2xNzcnLRr145YWFhw58TQpvzrT4imT4CYrj+/Xev6WpmYmIimXameDfVTMejJ13XlypXE3t5eI/fOihUrRKMrJTY2VquuYrj3KWFhYQQNZIwOCwtjraJWxOgTJA2CeOhassTY2FitSb3EdLPqSgI6PmFhYVp1FcuDhTqbN9RPxeJszk/spm3ALqbEblTXHTt2aHU4pWVVWOtK9ejRo4fGy9re3p706NGD+3+whvZVZ2dnjf6qUCiIs7OzaPoqJSwsTKuuYrn/Kb169dJ6//fq1Yu1avUixkGQtBzGQ5eSJcbFxSEoKEjDjJybm4ugoCDRlKLgJ6AjWtIOiCUBHSUuLg7h4eFak+WFh4eLol3lcjnKy8sb7KdlZWWi6Kf0uq5fvx7t27eHt7c31qxZA29vb7Rv3x7r168XyLGE6uDs7IzMzEzBcmhGRgbatWsnkGMFTdFx8eJFjXQdeXl5XFkfMaTyoEWTs7KyIJPJEBYWho0bNyIsLAwymQxZWVno2rWrKPoqACxYsADh4eGwtLREdHQ0tm3bhujoaFhaWiI8PBwLFixgrSKAWj3Pnz8PGxsbjB49GoMHD8bo0aNhY2OD8+fPi0ZPneBZR02JiYnEz8+PtGrVigAgv/32W4Py48aN0zpa7dy5MydDQ0/5f506dWq0Tk1lCdq6dWujlsO2bt36Qr/zoqhUKs7s6efnJwg79fPzI0Bt6QcxzK5oKnoAZMSIEQJdR4wYwZ1jnYqeEGG7jhgxgqxdu5ZMnz6drF27ltNVDO1aVFTEtZuRkZGgb/L3i4qKmOpJiG71VV1J50DLpgAgPj4+ZNSoUcTNzY2MGjWK+Pj4cOfEUDaFhvMrlUrStm1bDauVUqkUTTg/v4BuRUWF4PpXVFSIpoAuX89Hjx6RkJAQ0r17dxISEkIePXokGj218V9hCSotLUW3bt3wzTffNEo+KioK9+/f5/5u374NCwsLjB49WiDXpUsXgdypU6eeVbUXprFlBliXIzhx4gTy8vLQv39/7NmzR+BsumfPHvTv3x+5ubk4ceIEUz0BYOPGjdw2P80AIUQQvcSXYwVtVxcXF1y5cgUzZ87E+vXrMXPmTFy5cgUuLi6iaFdfX18AtZmrHz16JLBYPHr0iMtoTeVYw7/OREsCQrFAHWP37t0LpVIpsFoplUrs3btXFI6xfAvPwYMH8dtvvyE1NRW//fYbDh48qFWOFRs2bIBKpcJ7772n0W4ymQxjxoyBSqXChg0bGGn4BKprYGAgXFxcBNffxcUFAQEBotCV6tmqVSuYmZkhOjoaKSkpiI6OhpmZGWxtbUWhp67wzCHyPj4+8PHxabS8UqmEUqnk9uPj41FYWIjx48cLFVEoGp2Jt7KyEpWVldz+o0ePAADV1dWorq5utG51uXz5cqPlXuR3XpSjR48CAD7//HOo1WpOF/rvZ599hjfffBNHjx6Fp6cnMz0BIDExEQDwySef4JdffhHo4+TkhLCwMISHhyMxMREzZsxgpSaAJ+167do1+Pr6Ytu2bXjw4AFatmyJiIgIHDhwgJNj2a40bf8XX3yBqqoq/PXXX0hPT4etrS369OmDxYsXY8aMGbh+/TrTfgrUXv/c3Fx8+eWX+O677zSu/5dffonPP/8cx48fh5eXF0NNa1GpVA2mc1CpVMzbtLGRVLm5ucx1pX01OjoaPj4+mDVrFrKysuDs7IyEhARs3ryZkxOTrtruf7HoSvVMSUmBQqFA//79uUnlqVOnuPcYaz21Ufdd1ZTf+by88jxB3333HYYOHaoR2pmRkYHWrVvDyMgIffr0wcqVK2Fvb6/1O1auXIlly5ZpHD98+DBMTEyeW7fGFsYsKCjgXogsyMzMBFBrkaKJ8QAgISEBAHDp0iVOjqWeAFBcXAwAePjwIVavXo2rV6+isLAQ5ubm6Ny5M6dfcXExc10zMjIA1JYbmDhxIoqLi2FsbIzi4mJMnDgRmZmZuHbtGjIyMpjqSv2VFi9ejGnTpnG5YQ4cOICFCxfCwsKCk2PdpidPngQAtG/fXuv1pwnoDh48iNLSUpaqQq1WY8aMGXB3d8eCBQuQnp7O6eri4oJVq1Zh5syZUCgUTK1BtJ8CQI8ePeDu7s7Vjrpw4QLnE8S6nwLgnk9WVla4cOGCQB8bGxtYWVkhLy8P5eXlotHVwcFB6/2flpaGW7duMdeVXxqnpqZGYJnml/soKSlh3qb1Qd9VTUFZWdkLff6VDoLu3buHgwcPYufOnYLjHh4e2L59Ozp16oT79+9j2bJlGDBgANLS0tC8eXON71m4cCHmzp3L7T969Aht27bFsGHDYGZm9tz6/ec//2mUnIWFBdOlBmNjY+zevRu///47FixYALVajYSEBHh7e0Mul2PVqlUAgEmTJmHQoEHM9ARqX8SJiYmIiYlBVFQU3nzzTU5XPT09TJo0CUCtpWjo0KFMdb1+/TpiYmJgYGAAX19fjXZdsmQJgNo8USyv/4YNGxAQEIC8vDxYW1tj6dKlMDExQVlZGZYuXcotg2zYsIH5kpipqSnWrFkDOzs7eHh4CK6/vr4+zp49C6DWwszaEkStVrGxsXB3d0ezZs2QkJAAd3d3DBw4ELa2tvD09ISZmRlTXb/77jsAgLm5OQoKCvDtt99y5xwcHGBubo7CwkJUV1czv/4GBgbYvn078vLy4OPjA29vb9y4cQPt2rVDQkICt3z39ttvM7//qa7FxcXw9vbGqVOnuL7av39/bsWBta779+/nti0tLfHee++hoqICRkZG2LlzJ3f/GxsbM7/+damurhbc/00BvS7PzYs4JKERjtF8VqxYQSwtLZ/qsFVYWEjMzMzIli1bGvW9TeUYPXDgQM5pz8LCgsyePZtMnjyZzJ49W5B/ZeDAgS/0Oy+KSqUiNjY2nLPpyZMnya5du8jJkydF6WyqVCo5nTZs2EC2bt1KNmzYwP0flEqlKHSloccNtStEEHrMdzYHQLy9vcm///1v4u3tLTguFmdz6mysVqsFjpFqtVo0zsaENBwi7+joKJoQef51bqh2nLe3N1M9CRHeU9rqnInlniLkyfUHQGQymUBX/j7r6z906NBG6Tl06FCmempDjI7Rr8wSRAjB1q1bMXbs2KfWtGnRogU6duzILfu8KvLz87nthw8fCsoR1CfHArlcjo0bNyI4OBhHjx4VlHcwMTGBnp4eNm7cyNyBE6jVdevWrQgKCkJeXp4giyn1vdi6dasodG3Tpg23za8VBggzhvPlWLBp0ybBfkJCglbz8qZNmzB79uxXpJV2qLNxcHAwAgICEBYWxmUMDg8Px759+xATEyOK609D38eOHYsRI0Zg7ty5uH79Ojp27IjDhw9j7NixAjlWdOzYkbveFRUVgnN8X0kxVJHnO2cTLSkytMmxgn9d6ytHUleOBXwXiIbalC8n0QAvMgLDM1iCaObQ1NTUp8qWlJQQc3NzEhUV1ajvbipL0JAhQxoVIj9kyJAX+p2mIjY2VmtSNzElS6ToQhZWarWwtbXVet1tbW1FYbWYPn06AWqrSGtL6jh16lQCgEyfPp2pnnx04frzw7m1WYLEEs5dUlIiuN51rz/dLikpYaonIU/C+c3MzDRC5Nu2bUvMzMxEGc6vLQmtWK7/5MmTOUtaXl4e8ff3Jw4ODsTf35/k5eVxFrbJkycz1VMb/xWWoMePHwssNNnZ2UhJSYGFhQXs7e2xcOFC3L17Fz/88IPgc9999x08PDzg6uqq8Z3z58+Hv78/HBwccO/ePSxZsgRyuRzvvvvus6r3Qri4uHARQnp6eujevTvna5GSksKNsl1cXF6pXvURGBiIkSNHalQRFsOsWht8pz1Ae1FVltDEbnv27NF6PicnByNHjmTevrQwYnR0NEaMGAFvb29Btfvo6GiBnBg4e/Ys7t27Jzh29+5dnD17VhTFUwHg9OnTUKlUKC4uhpGRETZu3AgjIyNUVFRg6dKlnJP/6dOnmRZRvXDhArddU1ODIUOGoGXLlnjw4AGOHTsmkGNd7JUGmzx69EjDd+P27dsacizRletPfWkIIVw6DAC4deuWYL+pfG7+63nWURO/vg7/b9y4cYSQ2uSIXl5egs8UFRURY2NjsnnzZq3f+c4775BWrVoRAwMD0qZNG/LOO++QzMzMRuvUVJYg/gyroT8xzLD4vIzRdVPCr8fFT0AopnpchNTOBOmaen1JCGUyGfOZIPUJMjAwIJWVlYLrX1lZSQwMDETjE0TIkzpHtra2JDo6mmzbto1ER0dzFjexlCPgl6OoawlwdHQUTTkKqif1qav7R4+z1pMQYWLHhv7EYAniX39tiR3Fcv11qU3rIkZL0DMnSxw4cCBXVZn/t337dgDA9u3bNZLJKZVKlJWV4eOPP9b6nT///DPu3buHyspK3LlzBz///DOTWSx/htUUchJPKl737NkTaWlpggSEaWlp6Nmzp2gqXq9fvx41NTVwcHDQyFnVsmVLODg4oKamhiv1wAqarLOqqgr29vbYsmULHj58iC1btsDe3p4LO2ed1BOo1TEyMhK2tra4c+cOJkyYAHNzc0yYMAF37tyBra0tIiMjOZ1ZQv1SQkNDkZWVJUhCmZmZiZCQEIEcK+jvBwUFaa0iP2rUKIEcS3JycppU7mVC28vGxgb3798XnLt37x6srKwEcqywtbXltuta0/n7fDmJ+pFqh/Go2/FfVE4CSEpKws2bN5GcnAw3NzckJSVh165dSEpKgpubG5KTk5GdnY2kpCTWqnI6/PPPP3B1dcXatWsxffp0rF27Fq6urvjnn38Ecqyg/W/WrFnIz89HaGgoJkyYgNDQUOTn52PWrFkCOZbQ7LbLly9HdXU1Zs6ciaVLl2LmzJmorq7GF198IZrstnQpIS4uTqtjbHx8vECOFfT3N27cqPWeoo7zrPUEahP6NaXcy4S216FDh7TWDqPO6KzbNTU1ldsmDThG8+Uk6ueVJ0sUM/ycRHK5XGCd4O9ry10koZ27d+8CAN58803Ex8dDrVajoKAAHh4eiI+Ph5+fHw4ePMjJscTU1BQAYGdnh7S0NEF0mKOjI+zs7HD79m1OjhU0OqVly5aws7PDrVu3uHN2dnbcDJB1FAsAZGVlAQBiYmIElmCa5n/48OECOZbQqL+DBw9CqVRy0TVr1qyBsbExt886OrCulZLUU4qksRn4XyZ8PyB+2Zy6+y+c66UJ4A9u3N3d0blzZ9y9exfOzs5wd3fn8vOwHgTduHGD2+b3y7r7fDmJ+pEGQTxoWnSgNsPpsmXLuEysS5Ys4Uy2mzdvhp+fHys1BajVaiQmJuLkyZMwNTUVnWM0NR0HBgZCJpMJBpYymQwBAQE4ePAgcxMzAHTv3h0//fQTbt++DT8/P/z444+4c+cO7Ozs8NVXX3GDou7duzPVc8CAAbC2tsbChQvh6+uLt956C9euXUOnTp2QlZWFRYsWwcbGBgMGDGCqJ/DEOfvQoUMwMDDA7Nmz4eTkhOzsbHz99dc4dOiQQI4ltF3z8vLqDZEWS7sCtQEaly5dEpQisbe3h4uLC9LT0xlq9oTGphNhnXYEeGI5cXBwQGpqqqBdHRwc4ODggFu3biE1NRXDhg1jpaZgyatuyQiVSqVVTgxUVVVh3bp1OHbsGDIzMzFjxoynpst5FUjLYTz4I2c6EzAyMkLnzp3h7u6uVY4lcXFxaN++vaDQX/v27REXF8daNQ5dWWIAhGvo586dQ2pqKsrLy5GamirwrxHDWjt9wB08eBDr1q3D4cOHsW7dOkEBTTHArxFYWFiI5cuXo1WrVli+fDkKCwu1yrGEtmtdHyUx+CxRaO2w9PR03LlzR3Du9u3b3ACosTXGXibGxsbcNj/XVt19vhwrbt68CaA2yqrupCw3N5ezuFI5VvTq1Yvb5g96AOGgiC/HmgULFsDU1BTz58/HgQMHMH/+fJiammLBggWsVZMsQXzoA7Bjx45IS0sTzAQcHR3RoUMHZGRkiGKEHRcXh+DgYK1J3YKDgxETEyOK0GP+EsNbb70FJycnXL9+HUeOHEF2djb30ma9xAAIw3TrJnasT44FSUlJ3Auu7hIDtbbl5uYiKSmJeYj0v/71L27byckJ7733HsrKynDixAlB+Zx//etfzB3OdaVdG1rm5OsthuVQfvLGusn7+Pt8OVY0ZI3kP/NZWy35kweg1krVrVs3XLp0SbA0XleOFQsWLEB4eDhsbW01VlfCw8MBgCv1xIQXjk8TAU0VIk+TUOH/EnmBF27I32edhIom9XN3d9ea1M3d3V0USf34uoo9ASEhT0JknZyctCahc3JyElWIrI2NDSktLSURERHE19eXREREkNLSUi5EWgwhssOGDSMA6k1ESo8PGzaMtao60640RYJCodBIQGlvb08UCoVoUiTwn6l1//hlM1g/UwkRpp4oKSkRXP+SkhLRpJ7YvHlzo0Lk60tJ8yqhCShtbW1JdXW1IES+urqa2NravnACylceIv/fzGuvvcZt8xN51d3ny7FAlyKuaALC+kJgc3Jy0LVrV1H4MVFrVHZ2NqysrDBnzhxMnjwZc+bMgZWVFbKzswVyrKBLc/369UOXLl0EJuYuXbqgb9++AjmWdOjQAQBw9OhRjBgxAjNmzMCwYcMwY8YMjBgxgktOSuVYoivtSqO/VCqVxnLYnTt3uCWSuuVVWMBP2GdgYICBAwfC09MTAwcOFJwTQ2I/fuoJpVIpuP5KpVI0qSfWrl3bpHIvE350qEIhXHhSKBSiiA6VBkE8pkyZ0qRyLwt+xFVsbCwqKipw/vx5VFRUIDY2Fm+++aZAjiVVVVXYu3cvgPp9Avbu3SsKn4u+fftCoVBAqVTC0NAQkZGR2Lx5MyIjI2FkZASlUgmFQsG9DFlB/m+547fffkOXLl0EofxdunTh/KxInWghFvznP/8BULuc8Msvv+Ctt96Cq6sr3nrrLfzyyy/cMgOVYwm/XV1dXQWTC1dXV9G0a0ZGBrdtaGgoOMff58uxwsPDA0DtAKiqqgonTpzAyZMnceLECVRVVXGOsVSOJfyUEnWvMX+fdeqJoqKiJpV7mdCoz/oCiehxltGh0iCIR2MtJ6wtLNRpz9HRER07dhQ4Rnfs2BH29vYCOZasW7cONTU16Nq1Kx49eiRIQPfo0SN07doVNTU1WLduHWtVBWnzu3btiqioKEyfPh1RUVFwc3NDcXExVCoVTp8+zVRPvk/CsWPHBAko+WUTWPsuAE8SixJC0KxZM0FfbdasGfdyEUMC0rrtReoJPWfdrlSf9u3bo7i4WHBPFRcXc/qxHqwBQNu2bQHU71hOj1M5ltjY2AAA+vfvj7KyMkRERMDX1xcREREoKytD//79BXKsaNasGbfdULJEvhwraF/kpxvhQ4+zvKekQRCPH3/8sUnlXhb8ZGnaZqxiSpZ26tQpAMCKFSugr68PLy8veHp6wsvLC/r6+vjyyy8FciyhM7wdO3YgLS0Ns2bNwvr16zFr1ixcuXIFO3bsEMixws3NrUnlXia6lICUtpepqSkuX74MT09PvPvuu/D09ERqaiqXH4p1u7Zo0QJAbVi5np6e4J7S09PjHPepHEsGDBjw1DBoAwMD0aQdoBgYGGDmzJmYPHkyZs6cCQMDA1EMKgGhta8hi1VdKyELQkNDoVAo8Nlnn6GyspJL55KYmIjKykosXrwYCoWi3iCUV4E0COJBC+QpFAqUlJQIZgIlJSXcmiaVY4UuJUujsxHqT1MXGm4qhlkLjaZxdnZGZmamYIadkZGBdu3aCeRYwQ99bt68OWbPno3Jkydj9uzZgkSeYgiR5s+uHz9+jJCQEHTv3h0hISF4/PixaGbXwJNcNaWlpaisrBS0a0VFBUpLSwVyrKD+c0VFRbCzsxOUTbGzs+OWQcTgZ1deXs5Ze4YPH47p06dj2LBhmD59Opcos6qqSiNyjAX0fjl16hQCAgJw9uxZlJeX4+zZswgICMAff/whkGOFLi2HGRgYYM6cOcjJyYGJiYnAEmxiYoKcnBzMmTOHbb6g53bJFhFNFR3Wp08fAoBYW1uTqqoqkpCQQObOnUsSEhJIVVUVsbKyIgBInz59mkjz5+PIkSMEAHFxcdFa6NHFxYUAIEeOHGGqJyGEHDp0iAAgFhYWWqMDzM3NCQBy6NAh1qpykWz+/v5ar7+/v78oItkiIyMJADJ8+HCtUWze3t4EAImMjGSqJyFP+mr//v2JWq0WXH+1Wk369esnmr5Ki0O///77Wtv1vffeIwDI8ePHmepJ27RNmzZcwV/6J5PJSJs2bUTTpgEBAQQA8fLy0ohkc3BwIJ6engQACQgIYK0qd/1Xrlyp9bm6YsUKUVz/zp07Nyo6rHPnzkz1pMTGxjao54sW0Jaiw5oQau7Oy8uDUqkUjFqVSiU3A2RdNoGfLM3NzU3gu+Lq6iqqZGlDhgyBmZkZHj58qHXWWlhYCDMzMwwZMoS1qpDL5Vi9ejX27t2r9frv3bsXERERzGfYdJkzNzcXdnZ2gnN2dnZcPxXDcqiuzK6B2qUbR0dHXLt2TWu7Xr9+HU5OTsyXbgYOHAgbGxvcvXtXq2P03bt3YWNjwzxHFPDE4dXR0RH37t0TnLt79y4cHR0Fciyh1z82NlZrLri4uDhRXH9+4t6mkHuZ0ALa7u7uWov9uru7My+gLSVL5NGpUyccOXIEQMOJvTp16vRK9aoLXY5ZuXIlNm3aJHA6c3JywooVK7Bo0SLmyzZA7cBi27ZtCAoKQm5urmDtlz5otm3bxnxgwaduojz+cTFAQ/QvXrwIW1tbbNy4EUZGRqioqMDSpUtx8eJFgRxL6vZVfgJSMfbV0aNHc4nd5syZg9LSUpiammLnzp24cOECwsLCmPdVuVyOcePGITw8XCPJIF16GjduHHM9gdql5dTUVHz//fewsbHB+++/j7KyMpiYmOCnn37CDz/8wMmxhn/9bWxsMGfOHIGuYrn+f/31V5PKvUxoOpdbt27Bz88PO3bs4EoRrVq1Cvv27QMhhG0C0heyQ4mEploOKykpaZSZsaSkpIk0fz50ZdmGT2xsrFYT84uaQpsSXUlCSROQKZVKrUsMSqXyhROQNRW61Feprs7OzlqXw5ydnUWhK7+farunxNJPCSGkoKCA062hBLQFBQWsVW3w+isUCtFcf11aDqMJaH18fLQuh/v4+BDgxRLQSsthTUhjw3RZh/PSZZt9+/YhKCgIhoaG6NWrFwwNDREUFIR9+/aJYtmGT2BgILKysgTOxpmZmaIo7UHRlSSUuhLKD+hWX6XXPysrCz4+PoJ29fHxQVZWliiuP9Vz3bp1Wu+ptWvXikJPAJylB2g4AS1fjhW0XW/cuKFx/d98803cuHFDFO0qkzXutd1YuZdJ3QLafGgBbb4cC6TlMB6NTS4ohiSEgYGBiImJwbx58zSWGMRSN6wucrkcXl5eKC0thZeXlyhefHz4SSjj4+OhVqtRUFAADw8PxMfHw8/PDwcPHmR+/fmh/IsWLRIshzo4OGDHjh344IMPRBF2DuhOX6XX1cfHB3FxcUhMTMStW7fQuXNnTJ06FSNHjhTV9Xd1ddV6nh4Xw/VvbMJGMSR25N//e/bsgVqtxoEDB+Dr64vp06eL5v7v3bs30tLSGiXHGn4B7QkTJgjOiaWANvuhooj4559/uO26L2j+Pl+OJYGBgVpDucXyUtE1dGHWAjzxszl48KBWZ9MDBw4I5MSALvRVXUlCSq/r+vXr0b59e4Ge7du35wrRiuH6U4dXExMTFBYWwt/fHw4ODvD390dhYSFMTEwEcizRlfu/sZNHMUwy+QW0tQVGiKGAtmQJ4hETE8NtW1paajjx0QiWmJgYLFy4kJWaAsRuXeGjVqu5ZFmmpqYYNGiQqPTlz1o++OADfPPNNzh27BgyMzMxbdo0UcxagNooFjMzM/z0009aKzPv3LkTZmZmzKNY6iL2vspPQjpixAjMnTsX169fR8eOHXHo0CHRJCEdMGAArK2tsXDhQq16Llq0CDY2NqK4/iUlJQBqBxHNmjVDbGwsZ13R09PjBhtUjiX8+3/cuHGCZ5WXl5do7v/GtpUY2pRG3FlZWXEJSCmOjo5wd3dHQUEB074qDYJ4PHz4kNsuKSlBZGQkt29sbKxVTqJxxMXFYd68eVxyxDVr1sDR0RGrV68WjTWAP2sxMTHhIsQOHDiAsLAwbp911JVarcbjx48B1IbBdu7cGXfv3oWzszPc3d2xf/9+PH78GGq1WnQDDTHDTy567Ngx7N+/n9vn3/9iSEJKIxUb0lMMlJWVAQAeP34MOzs7LFmyBEZGRtiyZQuWLVvG9WMqxxL+/a9UKrmI4DVr1sDY2JjbZ33/0zYDACsrK7Rq1QoPHz6EhYUF7t+/z6XI4MuxgvoEBgcHcwP2jIwMdOjQAQkJCdi/fz9iYmKYPqekQRAPfv6fuuZZ/j7rPEG6RlxcHIKDg+Hr6wt/f39cu3YNnTp1wo0bNxAcHCwavxBqYXn06FG9MmKwsGzYsAE1NTWYOnUqDh48qOFnExISgujoaGzYsAGzZ89mp6gOQ0RSIkEbSUlJyM3NbTCVQ25uLtuw4/+jf//+iI+Ph7W1tdYUGVZWVsjPz+cyh7OEWtgaWu4Sg4WNXvNmzZqhoKCAG/TcvXsXenp6MDU1RWlpqWj6MN8nsG46FzE8+6VBEI8+ffrgypUrADQL/vH3+/Tp80r10mVosqx27drh0KFDUKlUAIDDhw9DoVCgXbt2mD9/PkaOHMncasG3sBgZGQlyQ9F9MVhYaGK5xYsXY926dTh+/DgOHjwIHx8fDBo0CDk5OYiOjhZFAjpd4sGDB9x2Qzmh+HIsoI653bt3R2FhIWddBQBbW1uYm5vj4sWLzB14AWDGjBlYsGAB8vLytLZpfn4+ZDIZZsyYwUA7TaiOgwcPxrBhwzirxeHDhwUWN5bQRJ6PHz/W2qa0vEvdhJ8sCQwMxMiRIzWeVayf+YA0CBLQ2IJzYihMpyvQsFMAWv1X6ItaDLNWamEBwP1LobOqmpoaphaWsrIyrs7ON998g1GjRsHA2BQK8zYwMDbFpUuXEBcXB6C2bs9ff/0FFxcXzgFVon74FoCGZtGsHWPp76ekpGi1rlLHeNZ6ArV9sGfPnjh//ny9xT579uzJtnbU/0EtbCtXrkR0dLRg0OPo6Mgl9mT9rOrYsSO3XV+b1pUTA2L1CZQGQTx69OjRpHIST3KB2NjY4M6dOyCEcI6REydORJs2bZCbm6uRQ4QFNEzXwcFBQ5+qqio4ODjg1q1bTMN509PTsWbNGgDA8uXLsXz5cu7cqjqya9aswZo1a5CcnIzXX3/9FWqpm1haWgKoXfJs0aKFIArU2toaRUVFePToESfHCvr7RkZGWq2r1GrJWk+g9r65ePEiTExMtPr9mJiY4OLFi6iqqmI+EKIpBdq2bavVwkKjA1mnHpg0aRLmzJnTKDkxIdbAGClEngd/vbIp5CSAc+fOAQAmTJgAhUI45lYoFPjoo48EciyhD75bt25pWIJqampw69YtgRwLXFxckJycjA8//BAAYGFhgYnT5sBq9DJMnDYHFhYWAIAPP/wQycnJSE5OhouLCzN9dYmCggIAwKNHj3Dnzh3BuTt37nC+YlSOFfT3y8vLIZPJEBYWho0bNyIsLAwymYxbxmWtJ1BrXVWpVBgwYIDWtCP9+vWDSqXChg0bGGn4BJpSYOzYsVqTpY4dO1Ygx4otW7Y0qdyrIC4uTms6B2q1ZolkCeJRXFzcpHIST8yzycnJWgcWtM6VGJz4evbsyW1bWVlh4MCBKCwshLm5OU6cOME5IPLlXjUmJiZ4/fXX8f3338PW1haRkZH47pvaKMbvUDuwDAsLw6pVde1CEk+DbzkxNDQU+ITx91lbWMzNzQHUXmsbGxuEh4dz59q2bYv79+9DpVJxciyhy92HDh3SuhyekJAgkGNJ3759oVAoYGlpibi4OBBCuGSpcXFxsLOzQ0FBAfr27ctUz2vXrjWp3MuGBsbUTedw+PBhUQTGSIMgHpmZmdz28OHD0aFDB+6CZWRk4NChQxpyEg3ToUMHAEBCQgICAgIQFhbGJcsKDw/nHoJUjiV8a1R+fr4gb1RdufHjx78qtepl1apVWL58Of61fBU27T+HKSM88O/PFjBfVtBV+D40DTnGsva1OX/+PABApVJpWHvy8/O55bHz589j3Lhxr1w/PrRyuJmZmdblcAsLC5SUlGhUGGcBLUeTk5ODwMBAjWdVTk4OJ8fSJ4gux9GiyXWhx1kv2wFPAmN69uyJtLQ0wSqKo6MjevbsyTwwRhoE8SgsLOS209LSuEHP4cOHBZ72fDmJhgkNDUVYWBhMTU2RkpIiCOe2t7eHUqlEaWmpIHSWFY1JRf8scq8CAwMDvD9xKnZX9cD7E3tLA6AXgA4oOnbsiNTUVIFjrIODAzp27Ijr168zX2biW00bcowVg3WVIiZd6oNfjuazzz7TSD0hlnI0tC0rKiogk8ng5OSE8vJyGBsbIzs7mxsYiaHN61aR//HHH0VXRV4aBPHg+3rUDS/l+wiw9AnRNQwMDDBnzhyEh4drZDC9c+cOampqEBYWJoqXN/+h4ePjA2dnZ84SmJWVxaV4F8PDRaLpodmLr1+/rpF0MDc3l1sOY12Y0tnZmduu+yzi7/PlWEH96EpKSrQmS6TPBCrHEurr4+zsjMzMTI1w7j///FMgxwp+36ypqal3KVEMiTN1oR6j5BjNgz/ybwq5VwHf4z4xMVEUNXjqQgv5afMJ4p9nDfX1UCgUuHLlCtavX4/Dhw9j/fr1uHr1KufYzdonRFcRe1/lz0QbGuiyTuXg5ubWpHIvC346h969eyM/Px+hoaGYMGECQkNDkZ+fz937BgYGzLNG0xIPK1asgJ6eHry8vODp6QkvLy/o6elh5cqVcHJyYp4ssbHtxLo9Ad2oxyYNgnj88MMPTSr3shGzxz2Frgk7OztrjQ5xdnbG/PnzRfFCpEueKpUK5eXlmD17NiZPnozZs2ejrKyM87UQUxIyXUEX+uqAAQO4B3VdXwu+FYj1S5DWMASA5s2bC/pp8+bNtcqxgJ/O4ezZs1qz8J89exZAbTqH9PT0V64jH1riYd++fVqLfe7btw8RERHMw7r55TDMzc0RFBSEwYMHIygoSOAML4ayGfx6bNomwaKox0b+CyguLiYASHFx8Qt9T2RkJAHw1L/IyMimUfwFiI2NJXp6esTf358kJSWRXbt2kaSkJOLv70/09PRIbGwsaxUJIYQcP36cazcbGxsyZ84cMmXKFDJnzhxiY2PDnTt+/DhrVXXq+vO5eDOfOHyyj1y8mc9aFa3oYl9t6I91X6X9dPjw4UQmkwl0k8lkxNvbWxT9tLS0lCQnJ5MPP/yQACAWFhZk4rQ5xGr0MjJx2hxiYWFBAJAPP/yQJCcnk9LSUqb6UmJjY4mDg4OgXR0dHUXTTx0dHRvVTx0dHVmrKrin/P39ycmTJ8muXbvIyZMnib+/f5PcUy/6/pcGQTxCQ0MJAGJgYKC1U9HjoaGhTaT586FSqYijoyPx9/cnarWaVFVVkfj4eFJVVUXUajXx9/cnTk5ORKVSMdWTEEJ++OEHAoCYmZlpPFgcHByImZkZAUB++OEH1qqSyspKolAoiImJica119PTIyYmJkShUJDKykrWqgoQ8yBIV/tq27ZtBdff3t5eNH11x44dBABxcnLSOghycnIiAMiOHTuY6sknLCyMKBQKga4KhYKEhYWxVk2D2NhYjYGGmAZBXbp0adQgqEuXLqxV5e5/d3d3rQNLd3f3F77/X/T9Ly2H8aBOhXXrhlHocdaO0dTjftGiRVrXWRcuXIjs7GwkJSUx0vAJNOz80aNHggy8APDPP/9wCejEkCyROnGXlZVptKuenh7KysowZ84cUThx6wq62FeHDBmiseQhk8kwePBggRwraBXz7OxsrUsM2dnZAjkxsGrVKpSWlmL+51+i+et+mP/5lygtLRVdPiua00ZbssTg4GBRLN82Np2IGNKO0CXG5ORkuLm5ISoqCtOnT0dUVBRcXV2RnJzMfInxmQdBJ0+ehL+/P1q3bg09PT1uTa8+Tpw4AT09PY2/ukUIv/nmGzg6OsLIyAgeHh6cJ/6rhJ8Ez9LSEp6enujSpQs8PT0FzrAsk+UBT0I5XV1dtTqburq6CuRYwvcDsLKywpw5czBlyhTMmTMHVlZWWuVYoitO3LoCv69qQ0x9lfyfM/Rvv/0GV1dXwUvQ1dWVe9YRxtGBHh4e3LaRkZHgHD8iiC8nBmg6BwvvELw/caroJhPUf9HPzw/x8fHw8PCAsbGxIJJJDP6LGzdubFK5lw2tIp+WloZZs2Zh/fr1mDVrFq5cucI8USLwHIOg0tJSdOvWDd98880zfe7atWu4f/8+92djY8Od++WXXzB37lwsWbIEf/31F7p164bhw4e/csc+/gyvoKAAJ0+exJUrV3Dy5ElBbhDWM0Eaorl+/Xqtzqbr168XyImFx48fIzIyEps2bUJkZKQoHPf46JITt65A+2B9uZXocTH01boh5XSwU3fQwzr0nP9yGzJkiGB2Ta1VdeUkno6uWC2nTJnSpHKvgsDAQGRmZiIhIQFz585FQkICMjIymA+AgOfIE+Tj4wMfH59n/iEbGxu0aNFC67k1a9bg448/5rLw0gq+W7duxaeffqohX1lZicrKSm6fLqlUV1ejurr6mXWjXL58udFyL/I7L0rv3r1hbW2NhQsXYsSIEdi2bRsePHiAli1bIiIiAosWLYKNjQ169+7NVE8AKCoq4rbrvkz4+0VFRcx1TUxM5CreW1tb47333kNFRQWMjIywc+dOLh/H8ePH4eXlxVBTITRqTaVSMW/DuvTu3RuOjo5Yvnw5YmNjuQFkdXU1ampq8O9//xtOTk6i6KuvvfYagNrSJJcvXxakwnBwcOCKgL722mtMdU1MTAQAfPLJJ/jll18ESR2dnJwQFhaG8PBwJCYmYsaMGazU1IqY+yotmtypUyfBu4T+26lTJ06Ope668p7SRt++fVFaWoq+ffuipqZGw+L+PLzo//GVJUvs3r07Kisr4erqiqVLl6Jfv34Aav1skpOTsXDhQk5WJpNh6NChOHPmjNbvWrlyJZYtW6Zx/PDhwzAxMXluHRubCbagoAAHDhx47t95UdRqNeeflJOTg3PnzsHBwQHnzp3jUrtXVlbiwIEDzMM5b9y4wW3zB65192/cuMG0TQHg2LFjAGpfgnp6eoiKiuLO2djYcC/BvXv3orS0lJWaGtx+DAAKnD17FnfFk8ya45133sGqVaswYMAABAUFwcHBAevWrUNsbCwuXLiABQsWcNnZWXLy5EkAtflV6AuR8s8//3CD9iNHjtTrN/gqoLULHz58iNWrV+Pq1atcjbvOnTtz91FxcTHze6ouYu6rNGHjt99+yw14AHClfWgI/61bt5i2K7VSNWvWDMbGxoIcO9bW1igrK0NpaSlkMpnorj+FtmlT8KL5kF76IKhVq1aIjo6Gu7s7KisrsWXLFgwcOBDnzp3D66+/jvz8fKjVatja2go+Z2trW2/eiIULF2Lu3Lnc/qNHj9C2bVsMGzYMZmZmz63rf/7zn0bJWVhYwNfX97l/50VJTExEcXExvvzyS2zZskVgLXN0dMSXX36Jzz//HGZmZswtFgcPHuT8uxqyBPXo0YNpmwLA77//DqD2pho4cCC8vb2RlZUFZ2dnJCQkcA+Uqqoq5rryufTPQyD1Anr37o1u9has1dHA19cXr7/+Oj755BNBX3VycsLPP/+MUaNGMdTuCaamplxem4bw8fFhel8ZGBggMTERMTExWLNmDUxMTJCQkAB3d3f0798fkyZNAlBrKRo6dCgzPbUh5r46fPhwfPfddzh58iSmT5+OkydPIiEhAd7e3vD09MS3334LJycnzJ8/n+nkMi0tDZ999hkeP36M/v37Y/jw4dxz6tChQ9xzbMKECaJ6TgG1Vhvapvr6+k3ynXQl6Hl56YOgTp06CUbVffv2RVZWFiIjI/Hjjz8+13caGhrC0NBQ47i+vv4LNWxdJ8OG5JrqAj4PdOTv5OSkNVLNycmJk2OpJwD06dMHmzZtAlDrtMmvzM3f79OnD3NdKc2bN8fVq1cFsyhHR0c0b96cS/MvFl0BcJmsFQqFqPTi8/bbbyMoKEijFAFrSyUfT09Pror4jRs3sHHjRhw7dgyDBw/G1KlT0a5dOxQUFMDT05NpOw8bNgxKpRKFhYVQKpXcksKaNWsgk8lQU1MDpVKJYcOGiap9AXH3VX19faxevRpBQUGwsrLink1r1qzhnlWxsbGNfk+8LOzt7bnt33//nRv0aJMTWxtTXvRdXfe7XgQmIfJvvPEGV4ndysoKcrmcW8ah5OTkoGXLlq9UL+oP0lRyLwvqRDp27FitoZxjx44VyLGEX2yWPwCquy+GorT0hVFSUoLy8nJs3LgR27Ztw8aNG1FeXs4NgMT2YtEV1Go1Ll26hPT0dFy6dEl0Dub8KuJjxozBG2+8gbFjx+KNN97AmDFjkJOTA5VKhdOnTzPVUy6XY/LkyQDqj2KcPHmy1E+fE20TSxrVLAaexW1D4ukwGQSlpKRwL2gDAwP07NkTR48e5c7X1NTg6NGj6NOnzyvVq7EF51gXpuvbty8UCgVsbGwQFxcnCOWMi4uDjY0NFAoF+vbty1RP4EmdrfqKTtLjYqjH1atXLwC1s1SFQoGpU6di/PjxmDp1KvT19blZLJWTaDwLFiyAqakp5s+fjwMHDmD+/PkwNTXFggULWKvGwa8inpqaCk9PT7z77rvw9PREWloaduzYIZBjhVqtxu7du+Hs7Kw1isnZ2RkxMTGiG2SKHX6IfF5eHkJCQtC9e3eEhIQgNzdXNCHyuvRM5SPW2oHPPAh6/PgxUlJSkJKSAqA2YVdKSgqXCG/hwoX48MMPOfmvv/4ae/bsQWZmJtLS0jB79mwcO3YM06ZN42Tmzp2Lb7/9Ft9//z3+/vtvTJ06FaWlpVy02KuisTMn1jMs/ow1MDBQUOMmMDBQNDNW4MlspL4oAHpcDLMWao1SqVQaVY3v3LnDRbaIwWqlSyxYsADh4eGwtLREdHQ0tm3bhujoaFhaWiI8PFw0A6G6VcTrhvO2a9dOIMcKGsqdlZWl4RZgaGiIrKwsUYRy6xq0Xc3MzNCiRQtER0cjJSUF0dHRaNGiBZo3by6KdtWlZypFzLUDn3kQdOHCBfTo0QM9evQAUDuA6dGjBxYvXgygdpbEzwxcVVWFefPmwc3NDV5eXrh06RKOHDmCIUOGcDLvvPMOIiIisHjxYnTv3h0pKSn4/fffNZylXzaNtZywtrDoyowVAJRKJbet7YGtTY4VjS3ix7TYn45RVVWFyMhI2Nra4s6dO5gwYQLMzc0xYcIE3LlzB7a2toiMjGQabUXhVxHXtswkliri/AH6kCFDBMvh/Odq3YG8RMPQ5+VPP/2kdcC+c+dOgRwr+EVy6yac5O/z5Vgi+izcz12wQ0Q0Ve2w8PDwRtVkCQ8PbyLNnw9alO7MmTNEpVKRhIQEMnfuXJKQkEBUKhU5ffq0KAo9EkLIyJEjuXYzNjYWtCN/f+TIkaxVJYcOHRLUCuPryt8/dOgQa1UFiLl2GC32+e233xJCiKB2GCGEbNq0SRTFPimxsbEN9lUx1I9avXo1AUC6deumtR5b165dCQCyevVq1qpqIOa+Su9/CwsLUl1dLWjX6upqruAr6/u/b9++jXpO9e3bl6mehLya2oFS7bD/QfgzVj09PXh5ecHT0xNeXl7Q09MTzYwVqF1Gakq5l0lqamqTykmASzDp5+en9Tw9TuXEgJ6entbSGGJzjK3PN5HmShPTcoguQO9rOzs7rb5WtBYb6/v/3r17TSr3MtGFLNzSIIgHLTzYVHIvC1qUbt++fQgICBD4BAUEBGDfvn3Mi9JRzM3Nue26Lxb+Pl+OFTRiEdBMl8Df58tJNAwtMbFv3z6t5+lx1qUogCeOsT179tSITLW1tUXPnj1F4RhLXyb0fq97/589e1YgJ9E4aNTv5cuXtbYrHfywjg62sHiSX6mh5xRfjhW6UDtQukt4NHamJ4YZIS1KR9P7U5+g1NRUURSlo3h7e9d7jt+ODcm9KuoW9eXD17UhOQkhoaGhUCgU+Oyzz1BZWSmIDqmsrMTixYuhUCgQGhrKWlVu1pqcnIwuXbpgxowZGDZsGGbMmIEuXbogOTmZ+awVAAYOHAgAcHFxQUpKiuD+v3TpElxcXARyEo2DDsSnTp2q9bkaEhIikGMFv4B3XV86/j7rQt+AsHagtugwMdQOfGVlM3QB6uzdVHKvAjEMyBqC37lVKhXefvttrvwE3yGOdcQNAM4R38DAAAUFBfjjjz+4xH79+vWDUqlEdXX1K3fY12UMDAwwZ84chIeHw8TERGtiv7CwMFFUFKeOxI6Ojjh06BAXDXj48GEoFAo4OjoiOzubucPxwIEDYWNjg/T0dI37//bt2yCEwMbGRhoEPSOhoaEICwvDzp07NepcEkKwa9cuUQzY+Rb+ulZJ/r4YVgKo68aMGTOQn5/PWdHWrFkDR0dHWFlZMXfdkAZBPOqa7Nu2bQtDQ0NUVlYKagnt27cPEydOfNXqCaAe935+fvjxxx9x584d2NnZYdWqVQgODhaNNYjvl6BSqfDrr78+VY4VNA9QVVUV7O3t0blzZ+Tn5+PChQu4evUqV6iPykk0jt69ewOofzmUnmcNzcSenZ0NGxsbvPbaa8jLy4O1tTX+/vtvbhmcX6uJBXK5HH369MGePXvqbdM+ffqI4iWoSxgYGGDEiBHYs2cPysvLERYWBicnJ2RnZyMqKgpVVVUYOXIk8wG7rqRyoTqMHj0a4eHhsLW1xcaNG2FkZISKigosXboUFy5cQFhYGFtdn9slW0Q0VXTY4MGDGxUdNnjw4CbS/Pl4FR73TcWOHTsIAGJjY6O1LenxHTt2sFaV/PDDDwQAkclkWnWlx3/44QfWqgoQc8QNv6+Wl5eTiIgI4uvrSyIiIkh5ebmo+ur27du1RtzQP3p8+/btTPWsrKwkCoWCmJiYaI0OMjExIQqFglRWVjLVUxu60FednZ01ngEymYw4OzuLoq9GR0c3KjosOjqaqZ6EPGlTd3d34uDgINCVHpeiw0REbm5uk8q9LHTB455CIyrqazN6nMqxpG3btgCeJBvr2LEjevfujY4dOwqOUzmJp8Pvq0ZGRpg5cyYmT56MmTNnwsjISFR99fz58wA0LVYUepzKsWLDhg1QqVT1Vs8uKyuDSqXChg0bXrFmug3tq5MmTdK4x9u2bYuJEyeKoq+uX7+e267bV/n7fDlW0DZdt24dsrKyBAlIMzMzsXbtWuZtKtn1eVhZWTWp3MtCFzzuKR4eHtw2XVqkULNoXTlWuLu7C/avX7/eKDmJ+tGlvkqXOwFw/kra9vlyLMjIyOC2ra2t8f7776OsrAwmJib46aefuIkFX07i6dA+uGjRIvj5+WHHjh0CN4N//etfAjlWNDZjvRgy2/Pvf7lcDi8vL5SWlsLLywtyuVwU9780COLR2Kgf1tFBfI97bf4UYvC4p/Bno0OHDsWwYcOQkZGBDh064PDhw9i/fz8nN2/ePFZqAgA+/fRTbnvEiBFwcnLC9evX0bFjR2RnZ3O6fvrpp6KYZekCutRX+flf9PX1BQN2/j7rPDHU+dXAwAAmJiaIjIzkzjk6OsLAwABVVVXMQ/l1DRsbGwBAv379EB8fD7VajYKCAnh4eCA+Ph5eXl44deoUJ8cKpVLJOef7+PjA2dmZe05lZWXh4MGDnBxrdOH+l5bDeOTn5zep3MuCnyyxurpaEHZYXV0tqmSJp06dAlBbUy41NRWzZs3C+vXrMWvWLKSlpXEDDyrHEjpzXr9+Pa5cuYL169fj8OHDWL9+Pa5evYp169YJ5CSejq6UogCE97W2ZWZtciwoKSkBUOvA36VLF6xduxbTp0/H2rVr0aVLFy5MmspJNA31LZO+avhW1ZSUFMFz6tKlS1rlWKEL979kCeLBn/k1hdzLgiZLDAoKglKpRHl5OYDasENjY2OUl5cjNjZWFNEBzZo1AwD8+eefGhlM7969iz///FMgxxJqnbpz5w4yMzNx/PhxLkR+0KBBWLRoEScn0ThoXw0ODkZAQADCwsK4BHTh4eHYt28fYmJiRNFX+bXsmjdvjilTpnDLTDt37uTus7o18F41paWl3PbBgwc5CyUgHKzx5SSeDl1GPHXqlNa++scffwjkWMHPBVR3GYn/jBVDPT6duP+f2yVbRDRVdFiLFi0aFR3WokWLJtL8+YmNjSV6enoaNY5oxIgYahwRIqzHZWtrS6Kjo8m2bdtIdHQ0sbW1FVU9rrKyMgKAGBgYkLKyMkFNtrKyMmJgYEAAkLKyMtaqChBzxA0lNjaWODo6Cvqqk5OTaPopIYRMnjyZ000ulwt05e9PnjyZqZ4hISGNek6FhIQw1VMbYu6rtCbjypUrtUYyrVixggDsazJGREQ06vpHREQw1ZNPbGys1jZtivtfig5rQuqrxfO8ci8Lmt7fz88PxcXFAo/7oqIi+Pn5iSK9PwCBmbOmpgY1NTUghHDb2uRYYWxsjJEjR6KqqgomJibw9vbGmjVr4O3tDRMTEy5PCOvrr4sEBgYiMzNT0FczMjJEkcuK0r9/f8H+wIED4enpqZF0sK7cq4bvW1E3WSJ/Xyz5l3QFunQTGxurNQltXFwc86UbAJgyZQq3PXToULi6usLCwgKurq4YOnSoVjkxINbEvtJyGA8aqdRUci8LGna4a9cu6OvrCzzu9fX1sXDhQvTt2xdJSUnMs8Zu2rSJ287PzxdkW+XfFJs2bcLs2bNfpWpa+fDDD7Fnz54Gz0s8H9qiQ8QEPyxarVbjxIkTT5VjAT/qhzQQIi2G6CBdQicS+wHYsmULt33s2DFuMvnw4UP8/fffAjkxPFPFnthXsgTxqFs08UXlXha6FHZMq4Nv2bJF4+Vhb2+Pb7/9ViDHEmphc3d315onxN3dXTQWNl1EW+0gMUEtAfWVRbG1tRWFJYAWG65vZk2Pi6EosS6hVquxe/duuLu7w9DQEFOnTsX48eMxdepUGBkZwd3dHTExMcz7LX1WTp06VcPZWK1WY+rUqQI5lvBXLeLj4+Hh4QFjY2Mu4k4MqxbSIIhHY6vusq7Oyw871IYYwg4ptNggIQQ3btwQLIdkZWVxNzHrooTAEwvbhQsXcOfOHcG5O3fu4MKFC8wTe+kqcXFxaN++vWCJsX379oL6cayhloCcnByt53NychAcHMzcEsBP6qgtio2IJKmjrkHv/6CgII121dPTQ2BgoCjuf/qspKHwdTlw4IBAjiW6kNhXGgTxGDduXJPKvSx0KUSeX0W8rKwMsbGxOHbsGGJjY1FWViaqKuL8wpg2NjaIjo7Gtm3bEB0dLcgNwrqApq5BzeFubm5ISkrCrl27kJSUBDc3NwQHB4tmIKRWqxEVFdWgTFRUFHNLAP/39fX1Bef4+6z11DX4yRJdXV0FqQdcXV1FkyyRPitpMdIOHTqgU6dOXNTqrVu3BHIs4a9aaLMEi2LV4oVds0VAU0WHTZw4sVFe9xMnTmwizZ+f2NhYAkAjOozuiynqJiwsrMH2DAsLY60iIYSQ8PBwAoCYmZmR6upqQU226upq0rx5cwKAhIeHs1ZVgJgjbnSpzt3evXu5Plk3koW/v3fvXqZ6Tp06tVG1o6ZOncpUT22Iua8eOXKEACAuLi4akYyOjo7ExcWFACBHjhxhqmdJSUmj3lMlJSVM9SREGHGnrU2bIuJOig5rQo4ePdqkci8bbT4Benp6ovPCr6/8RGPPvypSUlIA1Pr/aDPd2tvbC+Qkno4umMMpS5Ys4bZdXV0xY8YMDBs2DDNmzBD43/HlWNCiRQtuu6HoML6cRONJT0+Hq6urwGrp6uqK9PR01qoBAMaOHdukci+TAQMGwNraGgsXLtTaposWLYKNjY2ULFEs1FeQ8HnlXhZ8Z7PY2FgkJiZySf28vLwQFBSE+fPnY+TIkcz9F8rLy7Fnzx4YGBigoKAAmzZtwrFjxzB48GBMmTIFlpaW2LNnD8rLy5mHntPkcleuXNGa2OvKlSsCOYmno0tO/A8fPgRQuxR66NAhqFQqAMDhw4ehUChgbW2NvLw8To4VhBcBZmlpqVE7LC8vT0NO4unULYdE269uO7Ium0QnjXK5HHZ2dtzyFwA4ODjgzp07UKvVoplc8gfm9bUpS6RBEA9dyROkSyHyYWFhAIC5c+dCLpcjMzMT9+7dQ2ZmJuRyOWbPno1Vq1YhLCyMeT2u/v37Iz4+Hg4ODrh8+TI8PT25c46OjnBwcMCtW7eY54nRJfhO/L169eJ8AkxNTTFo0CBROfG3atUKN2/eRG5uLqysrNC5c2cUFBTA0tISV69e5QYXrHUtKioCUGvpycvLw9dffy04r1QqUVxczMlJNA56fadOnYoDBw5o3P8hISGIjo7m5FhBJ+HUp+att97CtWvX0KlTJ9y4cYMbFLGerAO176rc3FysXLkSmzZtErSpk5MTVqxYgUWLFjF9V0mDIB6Ojo5cBzI3N8e4ceO4Gdb333/P5d1wdHRkqKVuza5pna0LFy7AxMSEO56SkoLo6GgMGTJEIMeSGTNmYMGCBbh16xZ8fX0xd+5crtjroUOHcODAAchkMsyYMYO1qjoDdeKfMWMG8vPzOWfONWvWwNHREVZWVqJx4h8/fjzOnDkDoDan1cmTJ+uVYwldVqxvkFNcXCyQk2gc1tbWAICzZ89qdSk4d+6cQI4VTk5O3H30+++/cw7whw8fFlj+nZycWKgngL6Dpk+fjrCwMI1SRGVlZVi0aJFURV4sFBQUcNuFhYUaMyxtcizgz65ff/11rFu3DseOHUNmZiZmzJghqtk1rcd15MgRGBgYYPbs2XByckJ2dja+/vprzr9KDPW4DAwMMG/ePISHh+PAgQNcqCnwxKQ7b948GBgYsFJR59CVBHQABMUnm0LuZdHYe0UM95Qu0aZNGwDAxYsXtfZVOvCgcqzgV4dXq9VwcXFB586dcfXqVYHfkhiryNdNliqKd9Vzu2SLiKaKDhsyZEijvO6HDBnSRJo/HzTixtnZWWuNI2dnZ9FE3BQUFAiiFfjRQfwoh4KCAtaqcvTq1Uvrde/Vqxdr1bQi5ogb2lfd3d211g5yd3cXTV+dNGlSo+7/SZMmMdWzqKioUdFhRUVFTPXUhpj7amVlJVEoFESpVBJ7e3uN6EClUkkUCgWprKxkqueWLVsa1U+3bNnCVE9CXk10qBQd1oS4uLg0qdzLQi6Xo1u3bsjKytLIBaJWq5GVlYWuXbuKYna9ePFibtvS0hKLFi3C3bt3sWjRIlhaWmqVY8mCBQtw/vx52NjYYPTo0Rg8eDBGjx4NGxsbnD9/HgsWLGCtok5B/dfWrVuHrKwsQbLMzMxMrF27VjTRYfySA00h97Kg+WqAhstm8OUkns7p06ehUqlQXFyMrl27IioqCtOnT0dUVBTc3NxQXFwMlUqF06dPM9Xz4sWLTSr3MqFV5Pft24eAgACcPXuWCzYJCAjAvn37EBERwfRdJQ2CeHzxxRdNKveyqKqqwt69ewFoOmnT/b1796KqquqV61YX6uszZMgQVFVVISIiAtOmTUNERASqqqowePBggRxLqqqqEBkZCVtbW2RmZsLS0hIPHz6EpaUlMjMzYWtri8jISFG0q67A91+jtcM8PT05c7iY/NcMDQ25bSMjI8E5/j5fjgWNjfoRS3SQrkD74I4dO5CWloZZs2Zh/fr1mDVrFq5cuYIdO3YI5FhRt1TGi8q9bAIDAxETE4PU1FR4enri3XffhaenJ9LS0pjXDQOkQZCATz/9tEnlXhbr169HTU0NunXrplFFns5iampqmEdbAU/8EszMzODg4CA45+DgADMzM4EcSzZs2ACVSoVWrVrBzMwM0dHRnAO3mZkZbG1toVKpsGHDBtaq6gy6VOKFXxjZzMwMs2fPxuTJkzF79myun9aVY0FjB2GsB2u6Bu2Dzs7OyMzMFDxXMzIy0K5dO4GcGPDx8UFAQADc3NwQEBAAHx8f1ippJTAwUGubsh4AAZJjtID6arE8r9zLgi4d/Pvf/9YaIv/ll19i5MiRSEpKwty5c5nqGh4ejm+++Qa//fYbRowYgR07dnBVhP/zn/8gPj6ek2MNLTiYkpICfX19BAUFwcTEhCv3cfnyZYGcxNPhl3ih15pSU1MjqhIv/OXZ3NzcegMj+HIs4Ic+y2QyODk5cXm2srOzOQuAGEKkdQl+X42NjRWcE1NfpUkwTUxMkJqaytU5TE1NRdu2bblnltiSZVJLMN8xWgxIgyAeumJmbN68OQAgOztb63kaxUDlWGJgYMDdlIcPH8Zrr70GJycnJCcn4/DhwwBqb2YxRFzRyvEymQytW7fGzz//zJ1zcHDA7du3UVNTo1FhXqJ+qE9AcHCw1gSU+/btQ0xMjCgeiI19abB+udBUHUDts6i+QTlfTuLp0L4aFBQEpVKJ8vJyALXpHIyNjVFeXo7Y2FjmfZX+fllZmcZA9/bt2xpyEg0jLYfxqBtSaGZmBhMTE4EpXJvcq4amQ1+8eDGX1ZaiUqmwdOlSgRxLkpKSUFZWhgEDBqC6ulrgE1RdXY0BAwagrKxMFI6xdFBZU1OjtYAiHfzWN/iU0I7YfQIoulKOoLKysknlJITo6elpzWgslnJEjU0qyDpRrq4gWYJ42NjYCCI/Hj16VK8cSwYPHgylUonCwkK0adMGS5cuhZGREbZs2YKlS5eisLAQSqWSczpmCXUiPHDgAORyOebOnYuzZ8+id+/eWLNmDVQqFczMzJg7GwLCZa6DBw9i//793D4/8Zy0HPbsBAYGYuTIkRrJ0sQ0W21sJnDWGcMbm6yPdVI/XYOWI+rZs6cgsScA2NrawsrKShTliPr27dukcv/rSJYgHvwaLE0h97KQy+XYunUrgFrfhdDQUEyYMAGhoaHIzc0FAGzdulUULxi+Y6xcLkf79u3RunVrtG/fXjzJsv4PU1NTbruh0GO+nMR/D5s2bWpSuZeFrjyndA2aziE5ORlubm6CYp9ubm5ITk4WRToHXemnuoI0COKhr6/fpHIvk8DAQK2ZdhUKBcLCwkSzxECdDT/44AOYmppi/vz5OHDgAObPnw9TU1OMHTtWFM6GAPDWW28BqDV7FxQUICQkBN27d0dISAgKCgo4cziVk2g8cXFxaN++Pby9vbFmzRp4e3ujffv2iIuLY60ax7Vr1wDUhsNrq85Ow+SpHCvqhu+/qJxELXfv3gUAvPnmm4iNjUVFRQXOnz+PiooKxMbG4s033xTIsUJX8lnVRa1Wc7UDExMTNXLcsUJaDuPR2CUZMSzdxMXFISIiAiNGjIC3tzdX4yohIQERERHo3bu3KAZCNLEjrSQfFhaGdu3a4caNG4iKikJWVhZz8zKF1lwihMDCwoI7TsPk68pJNI64uDgEBwfDz88PP/74IxcduGrVKgQHB4vGL4hWB6+oqNDq/0FD41lXEW9siD7rUH5dgxZGdXR0RMeOHTXq3A0fPlwgx4orV640qdyrIC4uDvPmzdNo09WrVzO/95/ZEnTy5En4+/ujdevW0NPT0wh7rUtcXBy8vb1hbW0NMzMz9OnTB4cOHRLILF26FHp6eoI/FlmZG/siZv3CpmvXfn5+2LNnD6ZOnYqhQ4di6tSp2LNnD/z8/DB//nxRjLSrqqqwf/9+KJVK2NraIjw8HFOnTkV4eDhatmwJpVKJ/fv3iyIBoeRr0fTw+6q22bWY+qqtrS23bW1tjejoaGzbtg3R0dGCa86XY0FjC2OKoYCmLkGv8caNG+Hq6ipYDnN1deWWl1jf//z3z7BhwzBjxgzBv9rkWEInQdqCTYKDg5lbg595EFRaWopu3brhm2++aZT8yZMn4e3tjQMHDiA5ORmDBg2Cv7+/RkrvLl264P79+9zfqVOnnlW1F6a6urpJ5V4WdO160aJFGpWiZTIZFi5cKIq1a+BJAsL33ntP46aUyWQYM2aMaBIQtmzZktuuLxN3XTmJhqF9tW/fvujYsaNgOaxjx47o06ePaPoqH0IIampqBP+Khcb6pEm+a89G3fuaXvO61571/U/zlQG1lePXrVsn+FebHCv4zuZpaWmYOXMm1q9fj5kzZyItLQ09e/ZkPgl65uUwHx+fZ8pKWTfh2IoVK7Bnzx7s3bsXPXr0eKKIQtHozlVZWSkI/6RRXNXV1S80QKkbbt6QHMuBEM0F0alTJ8H/mf7bqVMnTo71gI2m7o+Ojoavry+2bduGBw8eoGXLloiIiMDmzZs5Oda68m/Ehhyj1Wo1c1350H7Lul9qg/bVRYsW4c0338SIESO4pdsbN25w9a3E0FfpMqe+vj7y8vIQGhoqOK9QKLjaUmK4/xsjx7pN6yLmvkrv/06dOnHpHCiOjo7o1KkTrl27xvz+b+yAgbWeAJCYmIibN2/i1q1bWp//Bw4cACEEx48fh5eX13P9xov+H1+5T1BNTQ1KSkoEPhdAbe2o1q1bw8jICH369MHKlSthb2+v9TtWrlyJZcuWaRw/fPgwTExMnlu3xi7JVFVV4cCBA8/9Oy8Kjfr49ttvuQEPACQkJAAA0tPTOTmWegLgEo45ODhg4sSJKC4uhrGxMYqLizFx4kSkpaXh1q1bKC8vZ67riRMnuO26CTH5+wcPHuT+X2Lg9mMAUODs2bO4q706BTNoTiVzc3McOnSIa8fDhw9DJpPB3NwcDx8+RHZ2NvPrT3Wt76FKX+CsdX0W30XWbVoXMffVkydPAqh1fHd3d8ewYcNgaGiIyspKXLx4ERcuXAAAHDp0iOn9r1A07rWtUCiYX3/6TO3Ro4fW5//9+/fx119/Yf/+/SgtLX2u33jRzOivfBAUERGBx48f4+233+aOeXh4YPv27ejUqRPu37+PZcuWYcCAAUhLS9Oa9XjhwoWCchCPHj1C27ZtMWzYMI3Ehs+CkZFRo5wJjYyM4Ovr+9y/86IMHz4c3333HU6ePIlZs2ZBrVYjISEB3t7ekMvl+Pbbb+Hk5IT58+czXxc2MDDA9u3bUVxcjMGDB2PTpk1ITEyEl5cXpkyZwlnx3n77bQwdOpSprpmZmdx2XcdY/rKjnZ0d0+tfl0v/PARSL6B3797oZm/x9A+8Qugy4sOHD2FlZQUvLy8UFRWhRYsWSExMRH5+PgCgd+/eGDRoEEtVcf36dZw7d+6pckFBQUyvv7OzM5cK42lyYuqngLj7qqmpKdasWYMvv/wS3377Lb799lvunIODA7788kt8/vnn8PHxeW6rRVMwcuRIbN++vVFyrK8/faZOnjwZfn5+qK6u5t5V+vr6ePDgAUJDQ1/omVpfPr/G8koHQTt37sSyZcuwZ88eQcJB/vJa165d4eHhAQcHB/z666+YOHGixvcYGhpqLQ6or6//QuHr9vb2jaq8bG9vzzRMXl9fnytFMHr0aK4UQXJyMsLDw3HgwAHExMSIIkS2qKgIQG0Kf365gQMHDuCTTz4RyLFOPUD7pLGxsYZVsLq6mkudb2Njw1xXPnRmqFAoRKUXAOTk5HDbBQUFgppM/IFmTk4Oc90nT56MBQsWANDMGszfnzx5MlNdx48fjzNnzmjoVXd//PjxzNu0LmLuq4MGDYKjoyO2b9+Oe/fuCc7dvXsX27dvh5OTE/Mkn3UtQdbW1mjWrBkeP34siFwTQxtTF5c9e/bg448/5o7r6+tDLpdj7969nNzz6vqi/8dXlifo559/xqRJk/Drr78+dcbfokULdOzYUTAzfxU0NvSRdYgk8KQUweXLlwWlCFJTU0UTcgw0PgmiGJIlFhQUAKhdwtPT08OgQYPg5eWFQYMGQU9PjzOBUzmJp9OQZYU/CGqMBeZlQ/2TgIZ9wvhyLLh06RK33ZCefDmJp0PTeWRlZUFPTw/vvPMOJkyYgHfeeQd6enrIyspC165dmVvX6+b/ycvLQ3Z2tsZ7SQx5gtq0aQOg1oUgICAAZ8+e5WoHBgQEcMXIqRwLXoklaNeuXZgwYQJ+/vlnjBgx4qnyjx8/RlZW1iuv0WNsbNyoooN1I4dYIpZ6NvXh4eEBoHZW0qZNG0EWWwcHB9y9excqlYqTY4m5uTmA2jZVqVQ4fvy44DydZVM5iadD/Wu0Xf+2bdty15+1AyfQ+CSIrJMl6koUq65B03mYmJigsrISv/zyC3dOLpfDxMSES+fBsuAzff80a9YMSqVSkLzRzs4ORUVFePz4sSjeUzRZrpWVFS5duiRwNndwcIC7uzsKCgqYJst9ZkvQ48ePkZKSgpSUFAC1ToIpKSn4559/ANT663z44Yec/M6dO/Hhhx9i9erV8PDwwIMHD/DgwQNBwrn58+dzXuSnT5/GqFGjIJfL8e67777gf+/ZqOus/aJyLxOae0Fbencx5F6g0NwaKpUKFRUV2LhxI7Zt24aNGzeioqKCczYVQ4r38+fPA6idTRsYGGDMmDEYP348xowZAwMDA26WTeUkng71XXna9W+Mj8vLprHOrqyd4vltZWNjg65du6JNmzbo2rWrwM1ADG2qS9B0HuXl5fDx8UFUVBSmT5+OqKgo+Pj4oLy8XBTpPGgwzOPHj6FSqTB79mxMnjwZs2fPRnV1NR4/fiyQY4lcLsfq1atx4cIFDUtVbm4uLly4gIiICLbLi8/6gQsXLggcGKmD8rhx47B9+3bcv3+fGxABwObNm6FSqTBt2jRMmzaNO07lAeDOnTt49913UVBQAGtra/Tv3x9nz5595Umppk+fjpCQkEbJsaRuArrExEScP38eVlZWiI2NRVBQkCgK/QG1UX8A0K1bNxQVFWHq1KncOUdHR3Tr1g2XLl3i5FhCZ85yuRw2Njb4+eefuXNt27bFvXv3RBF2qkvQxIJyuRwKhUJw/e3s7CCXy6FWq5knIARqHYn/+OMPALV+BkFBQTAxMUFZWRliY2O56+7s7MxSTUGbGhgYcPlg7t69i7Zt24qqTXUJ+gzy9vbG7t278c033+DGjRtwdHTE7t278dZbbyEhIYH5syo8PBzffPMN5HI5cnNzBWlo9PT0uOsfHh7OTsk6aFuxoImRWfPMg6CBAwc2mDisrtc6P+y4PvgvG5YkJyc3qdzLgiagmzJlitb07pMnT8bevXuRlJSEgQMHMtWVdnIfHx8sX75co4r4okWLcOnSJVHcDHTmrFarNfx+8vPzufwc0gy78VAnTrVarVFz6c6dOxpyLOE/q6qrq+t9LjXmmfYy4bepNgdemoZADG2qS9BnUFFREZo3b85ZKQ8cOIBPP/0Ur7/+ukCOBWVlZUhPT4eXlxcSExOhr68PV7euKFfVwFghQ1rqZVRXV8PLy4vzCXJxcXmh1DEvgrYJO33+e3l5iWLCLhVQ5UEjLppK7mVB84QsWrRIaypy6rjJusZZWVkZZ57ftGkTkpOTYWBsCoV5GxgYmyI5OZkLQ7WxsXnhfA8vCt85uyGHUzE4cesKjfX1EoNPGA3Xbyq5lwW/rRrKZyWGNtUlaHv9+eefsLS0FJRNsbS0xJ9//imQY0F6ejp69uyJxMREALWD9Yt/JSP98kVc/CuZs1YmJiaiZ8+e6NmzJ5c3jgX86gb6+vrw8vKCp6cnvLy8oK+vL4rqBtJUgYeu+ATQgUWnTp2QlpaGffv2cedoZtP09HSBfwAL0tPTsWTJEgC1IfL8h8eqOrJLliyBn58fN9tiQfv27bntuiHy/H2+nETD8JdkaJ6gwsJCmJubC/IEiWHp5lmS0LGkdevW3LZMJhMMfPj7fDmJp8PvgzU1NYKyKfw2ZtlXXVxcBCsR5eXlWLpiFRIvXoNXj05YumiBhkM0izqcFDoRd3V11XqeHmc5YZcGQTyepWyGGEhPT8eIESMwd+5cXL9+HR07dsShQ4ewf/9+1qoBqL35/vzzTwQEBEAmk+HevXsaD+zWrVuDEILffvuN6c0KAG5ubtx2QzNsvpxEw6SmpgKozWXy8OFDQZ4guVwOKysr5OfnIzU1VVD8kQX9+/dvVIbd/v37vwJtGkdD/VTi2eD31YKCAkHZFJlMJoq+amJiojFRDN+wFQEbzyJ8am90d7Bkold9UKt5WloaevXqhcTERJw8eRKmpqYYNGgQ0tLSBHIskAZBPBqbXJB1EsIHDx5w28eOHRMMevizAL4cC0xMTNCrVy+sW7cOwcHB8PX1hdKmNf7fX7fx1uttUZx7j0vs2KtXL6a6AkJfH2tra3h6enJWi5MnT3LRDZJPUOOh/mp5eXkYMWIEnJycuAF7dnY213epHEsCAwMbNQhinYOLf1/XzXLP32d9/+sa/L5KE6NSDA0NOaulGPqqrkBD5GfMmIH8/HwN/1UrKys4OTkxDZGXBkE8aHbjppJ7WTSUrJHvtCeGpI7Ak8SO8+bNw83/e+ntvAQ4OTmJKrEjba/hw4fj6NGjAquFQqGAt7c3EhISRNOuugCNpJo6dSoOHDjADXoOHz4MR0dHhISEIDo6mnnEFQBcvHixSeVeFrp2/+sKDfVBfruKoa/qCnK5HKNHj0Z4eDhsbW2xceNGbqC+dOlSXLhwAWFhYUyjmCXHaB6NrTv2IvXJmgJLy1qTp42NDQoLC5GQkIC5c+ciISEBDx8+5HyBqJwYCAwMRGZmJr7dFQ8r/zB8uyseGRkZohkAAeBSMshkMuTm5qJPnz6wsrJCnz59kJuby/mCvOrUDbpMaGgoFAoFdu7cqeFsXlNTg127dkGhUGhUbGdBZWVlk8q9LOh9bWZmptEXraysuOeTmO5/XWDKlCkAausd3r9/HyEhIejevTtCQkJw7949LkEilZN4Omq1Grt374a7uzuMjIwwdepUjB8/HlOnToWxsTHc3d0RExPDRd6yQLIE8dCV6BAavp2bm8vVDuvVqxcMDQ0xevRobrlGbOUd5HI53Pv0h2mKAu59ejPPYVQXfop3fkLM/Px8wT7LFO+6hoGBAUaMGIE9e/YIEqQC4PKJjRw5kmkGXgq/zICBgQE6d+6MiooKGBkZ4erVq5xzPOtyBPS+fvTokUbxyNu3b2vISTQOWrqlqqpKUOcwJSUF0dHRAjnWqUd0BRodtmvXLvTq1UsjRcqff/6Jvn37Mk3nIg2CeOhK2Qw6++vRowdXO4zi6OiIHj164OLFi5LF4hkZMGCAhi9AXYyNjZmuX+saarUap0+fblDmzJkzUKvVzAfF/IGYtbU1lxUfqE3sSPMasR6w8S08DRVQlSxBz0ZjI5RYpx7RJfjRYXK5HF5eXigtLYWXlxfkcrkoosOk5TAezZo1a1K5lwW1RFy8eBFubm6C9O6urq6cz4JksXg2qqqquAGQtrT5QG1Iat3weYn6OXHiBPLy8uDi4gIHBwfBOQcHB7i4uCA3N5d5AkJAmAah7kOZn5SQ9fXPycnhtusGafD3+XIST4cOGps1a6a1r9LnvjS4bDz86DBtSNFhIoPWXGkquZcFvyhdamqqRp4gMRSl00XCwsIAAKNGjcL58+e5CsdAbdmMgIAAxMfHIywsDOvXr2elpk5BBzfXrl2Dn58fduzYgTt37sDOzg6rVq3i+u6JEycwZMgQhprWzlZp2YyGQs/ry3nyquBbqOrCd+BtSE5CExoi//jxY3h5eeGtt97CtWvX0KlTJ9y4cYNz6hdDOgddgb6rVqxYgfj4eMG5mpoarFy5UooOExONWQp7FrmXBS1KFxwczOUJysjIQIcOHZCQkID9+/cjJiaG+fKCrkFrAmVlZQlKOgC1vhbUT4B17SBdgg4eevfujfj4eK4kiYeHB+Lj49GvXz+cPXtWFPltOnbs2KRyLwv+JGzw4MEYNmwYd/8fPnyYe1mznqzpGjdu3OC2+WlHDh8+XK+cRMPw31UBAQEICwtDeXk5zp49i/DwcOzbt4/5u0oaBPHQlegQQBh2zrcEiS3sXJegLxFakLJDhw5cBt6MjAxuptihQweWauoU1KG8tLQUarVakCyN+gfw5VjS2CSYrJNl0qWDli1bIi0tTfDCdnR0RMuWLfHgwQOpvMszwrei1fW14mfiFkOdQ12Cvqvmzp2r4b8qhneVNAjiwe/oDSUhk8nE4UoVGBiIkSNHanjcSxag52PJkiX45ptvuP36LD60FIjE02nZsiUA4PLly1AqlZzP1Zo1awRO6FSOJfzkgpaWlujSpQvy8/NhZWWFK1eucNFWrJMQ9u3bF9HR0Xjw4AF8fX0FluBDhw5xCR/79u3LVE9do2fPnty2vb09bt26xe23bduW2+fLSTQesQ4epUEQDyMjI86EzB8A1d1nnTGajzaPe4nnY/LkyYL9tm3bcrNqfujx5MmT8dtvv71q9XQSvnN+XQsq38FYDE78NETaw8MDycnJOHnyJHdOoVCgV69eOH/+PM6dO4exY8cy0bGsrEwQvfj7778LslzzJ2jl5eX466+/mFYR1yX4Nbnu37+PsLAwODk5ITs7G1FRUQK58ePHs1BRJ4mLi0NwcDD8/Pzw448/CnwCg4ODmVuDxGHSEAlBQUFNKiehW1y/fl2wf/v2bZw/f14wANImJ1E/ffv2hUKhgFKp1Cjo2bp1ayiVSigUClFYLejyh5mZGUpKShAREQFfX19ERESgpKSE8wmrm/TxVZKeni5I1teQA/eUKVOYVxHXJWjCPmNjY6hUKoSHhyM0NBTh4eFQqVRcahSWif10DbVajXnz5sHPzw+//vorzp07hx9//BHnzp3Dr7/+Cj8/P8yfP19KligWdCVEXuLlUFZWxm03VJ2bLyfRMKdPn4ZKpUJxcbFGYr87d+5wA4rTp08zS5ZWVlaG9PR0zsKbkJCA4cOH45333keH1/vBuFlzDB8+nLMMGRkZoaysjIl1hVYRP3bsGBYsWIB+/frB1Nwaien34eXSCqWFefjjjz+watUqDB48mPuMxNOhVvTy8vIG69xJ1vbGQ5Ml9uvXD82bN+eKjx84cACffvop3n77bWRnZ0vJEsWCrjhG8qnrbCr5BD0/Dg4OXIG/oUOHwtTUFJmZmWjfvj1KS0u5KJG6OUQk6oefb0ebsymdAbJMlpaenq7h53Hy5EnBchifNWvW4P3339eo5v0qoFXEX3/9dbRr1662Ht+pUwCAQxlSYMSL4OHhgW+++QZmZma4dOmSoM5d27ZtYWZmhkePHsHDw4OxproDva9/+ukn2NraYtmyZTA0NERlZSWWLFmCnTt3CuT+f3v3HRbF9fUB/Lt0QUVAQQWlKlgQFBHEghoVwYKxmxhr7BoN9q6J0cTeNXajiR3R2AmKYlfsBQTshWIBlF7O+wfvzG8HUEEXdlfO53l8ZGcuy93ZKWfu3HuuMvDjMDnLly9XaLmi5u/vDzs7O7Rq1QqLFi1Cq1atYGdnB39/f2VXTS1lZGSIPx8/fhz79u3DrVu3sG/fPskwWfly7OOExHLGxsZITk6WzHOXlJQkjgpTZgI6oXUlNDQUvXv3Fuvr07ELyjToDJ+OXcR69u7dG6GhoSrRuqIO8/GpkypVqgDImY4kvxQZQkumUI59mvzx/+zZM/Tv3x9GRkbo378/nj17phLHPwdBcgqaYVUVMrEKnc0cHR0REhKC7du3IyQkBI6OjujSpQsHQp+hoAciZ4wtOCGtgIWFBbS1teHp6YmmTZvC09MT2traYodooZwyyLeubNmyBePGjUNiYiIOB+zBu0t7cThgDxITEzFu3Dhs2bIF9erVU5mOxuJ8fDU9Ub9hY24F/gJNmjT55JQoOjo6nIS2EOSPfyISn1qcOnUKRKQSxz8HQXIMDQ0VWq6oyHc2CwgIgJubG0qVKiUmoFOFzmbqSP7CpqmpCRsbG1SqVAk2NjaSi4uqXADVgfB48ebNm+jYsSMuXLggJkvr2LGjePITyqmCefPmISkpCWOn/Yoy9dph7LRfkZSUhHnz5im7aqwIyU+Jk3t+SOG1/NQ67NPkj39DQ0PJUwtDQ0OVOP45CJJjb2+v0HJFRehsNnnyZGRmZmLZsmVYu3Ytli1bhszMTEyaNEnsbMYKTujwLJPJkJWVhQcPHuDly5d48OABsrKyxDwX3DG64GxtbQEAQ4cOxa1bt9C0aVP07NkTTZs2xe3btzFkyBBJOVWho6OD7wcMhXGrIfh+wFClT5rKip582oOPjQBUVnoEdSR/XH9smyrz+OcgSE7u3EAuLi7o1q1bnk6TucsVN6ET2Y4dO2BgYICxY8fi8OHDGDt2LAwMDLBz505JOVYwwvdKRHkSYmpoaIgHsbK/f3UybNgwaGlpwd/fH2FhYZI+Qffu3cO+ffugpaWFYcOGKbuqrISLjIwEANSsWTNP8k4zMzPUrFlTUo59mpDOQUtLC2ZmZpJ1pqam0NLSkpRTBg6C5MTGxkpeh4aGYteuXZIkWvmVK25COvylS5fCxMQEa9aswaZNm7BmzRqYmJiIib04bX7hyM8J9bH8K8qeO0qd6Ojo4Oeff0ZMTAwsLS0RERGB2rVrIyIiApaWloiJicHPP//MLS1M6YRuDnfv3kXt2rWxbNkyjBgxAsuWLUPt2rVx9+5dSTn2aUIC0szMTDEB5apVqzBu3Di8fPlSHDIvlFMGHiIvx8zMDLdv34aGhgYqVaqE58+fi+ssLCzw4sULZGdn54loi5swRFNHRwdPnjyBTCbD4cOH4ePjg379+qFMmTJIT0/noZyF9Pvvv0umzfhYOVZwQl+axYsXS1p8tLS0MG7cOO5rw1RCv379cPbsWQDAjRs3JHMyyo8I42zRBSdcQ62trfHkyRPMnz9fXKepqSlm5Ja/1hY3bglCTh+Pq1evisP1srOzERsbixbftEQzr3Zo8U1LxMTEiK0BwnBfZfnzzz8B5HTS69Kli6SzaZcuXcTOfUI5VjBXrlxRaDn2P0JnY/kszNzZmKmSd+/eiT/nzhIv/1q+HPu4uLg4AMDkyZORnJwsOf6Tk5MxceJESTll4JYg5J8sLSMjAyeC/su3/O7duzFx4kSlJEsDgKioKADA+vXrMXv2bMnMvNbW1li3bh0GDhwolmMFk/vE96XlmJSmpiacnJzw4sULODk58XBuplI4RYbiVahQAUBOSpf+/fvjp59+gp2dHXx8fKCpqYmAgABJOWXgliBIk6V5enoCALS1tWFpYwvN8tawtLGFtrY2AMDT01PpydKEnvREhMjISEln04iICLHFStVG3Ki68+fPAwDs7Ozw/v17DBkyBM7OzhgyZAjev38vbk+hHCs4TuzJVJ18/rfcM57Lv1aFPHHqQsgDdOTIkXxTZBw5ckRSThm4JQj/S5YGAMHBwejYsSP279+Pxw9yWlIev8op5+vrK0auyjRs2DCMGzcOU6dOzTNcMzMzE9OnT+cRN5/hxYsXAAAjIyPo6Oigc+fO0NfXh7e3N3R0dGBsbIyoqCixHCsYIbFn27Zt4efnJ87HdPz4cZWYRZoxALh+/br4c+4pXuRfy5djH9ekSRNYWVmhfPnyuHnzpuSphZWVFerXr4/Xr18rNQElB0H5CAgIQEpKCvoOHoEDIdfQoUldbP5zRZ4EWsoijLiZP38+9PX1xZafRYsWiRN9jhs3jkfcFFLZsmUBAJcvX4ahoaGYFG3RokUoVaqU+Fooxz5NSOzp4uKC27dvSzqbWllZwcXFBWPHjoWvry8/HmNKJd/Xp02bNvDy8kJERASqVauGY8eO4fDhw3nKsY/T1NTEwoULJTdBwjYNDAzEoUOHsGfPHqUe+xwEfUCpUqUw6dd5uLj6AiYNdVeZAEjg7u4OIG8CKuG1sJ4V3A8//ICtW7cC+PgQeU6WVnBCYs/Hjx+jXbt22Lp1K549ewYLCwvMmzcPBw8eBBEpdRZpxoD/nTuNjY1x69YtMegBgKpVq8LY2Bhv3rz5aNI/llenTp2wZ88ejBkzRnITpCqT/XKfIDUk3F23b98+3x737du352kzPoOnp6f47D8tLU2yTngtk8nEfmPs04Shr23atMl3ipc2bdpIyjGmLBYWFgCAN2/e5DuB6ps3byTlWMEJk/3m7r+q7AAI4CBILclPm6GtrQ0nJyc4ODjAyckJ2traPG3GZzp37twn7/KICOfOnSumGqk/Yehrp06d8p1AsWPHjpJyjCmLfBLUD7Ww5y7HCk5TU1MygbKqPP7mIEgNCdNhREVF5Tvi5sGDB5JyrGCEoe8fevQpLOch8gUnDH1dtWpVvvvqmjVrJOUYU5Yff/xRoeWYeuAgSA0J02H88MMPcHR0REhICLZv346QkBA4OjqKfVZ42ozCEVK3f2iWaGG5MlO8qxth6Ou1a9eQkpKC1atXY9OmTVi9ejVSUlJw7do1STnGlGX9+vXizzKZDHXr1kWjRo1Qt25dyRB5+XJM/RU6CDp9+jTat2+PypUrQyaTFWjIeHBwMOrVqwddXV3Y2dlh8+bNecqsXLkSVlZW0NPTg5ubGy5dulTYqpUYHh4e0NLSgqmpKXbv3o3U1FRcvnwZqamp2L17tzgxnYeHh7Krqlbk+1BpamrC2dkZNWrUgLOzs6TplvtaFZywrxoaGkJXVxdDhw5Fv379MHToUOjp6cHQ0JD3VaYSwsPDAeS0+BIRrl27hrNnz+LatWsgIrElWCjHvg6FDoKSkpLg5ORUoDmWAODhw4do27YtmjdvjuvXr2P06NH48ccfcezYMbHMzp074efnhxkzZuDq1atwcnKCl5eX0icqVVXnzp1DZmYmYmJiYGRkJHnEYGRkhJiYGGRmZnLflUKSD26ysrJw/fp13Lt3D9evX8+zjhWMsK8mJCSgTp06WLp0KUaMGIGlS5fC0dERCQkJvK8ylRAdHQ0gZ9RS7v4qmpqasLKykpRjX4dCD5H39vaGt7d3gcuvWbMG1tbWWLhwIQCgRo0aOHPmDBYvXgwvLy8AOXlYBg4cKE5Mt2bNGhw6dAgbN24U5xaRl5aWJhm9k5iYCCBnqouMjIzCfqQPEma4zczMVOj7fimhT0rurKbCMiGx19OnT1Wq3oDqblMAiIyMLHA5Vaq7Km9TYV/dsmULpk2bJhkia2lpic2bN6Nv3768r34BdaknoNp1NTU1BZAzi7ypqSl69uyJlJQUlCpVCtu3b8e9e/fEcqpUd1XepvKysrIQHByM06dPQ1dXF82aNVNI5+gv/cxFnifo/PnzaNmypWSZl5cXRo8eDSBnEtDQ0FBMmjRJXK+hoYGWLVt+cHqCuXPnYtasWXmWHz9+HPr6+gqr+9P3AKCFCxcu4Plthb3tF3v48CGAnOk+fvnlF4SFheHt27cwMjKCg4MDpk+fjnv37uHhw4eSXBeqQFW3KfC/7Qp8PGOsqm1XVd6mjx8/BgBs3Lgx32HHGzduFMup0jYFVHu7ylOXegKqXdfU1FTx59jYWCxduvSD5VRpX1XlbSo4f/48Nm3aJD7dWbRoEUxNTdGvXz80bNjwi977SyczL/IgKDo6GmZmZpJlZmZmSExMREpKCt6+fYusrKx8y4SFheX7npMmTYKfn5/4OjExEVWqVEHr1q0Vms33xpM3wK0rcHd3h1NVY4W975cSnk0bGRmhffv28PHxQWBgIFq1agVNTU0sXrwYQE7CxObNmyuzqnmo6jYFcmY6FnxsiKy+vj58fHyKrV6fosrb1MvLC/Pnz8epU6dgamqKGTNmQF9fH8nJyZg1axZOnz6NsmXLYuzYsSozZFagyttVnrrUE1Dtun7oepNbzZo1+fgvhH379mHevHnw9vZGq1atEBUVBVtbWwQGBmLevHnYsWMHvv32289+f+FJ0OdSy4zRurq60NXVzbNcW1tbnOhUEbS0tMT/Ffm+X+r169cAcvpbdO3aFePGjUNKSgpCQ0Mxf/58sX/F69evVaregOpuUwCoWLEi7t69CwCSaTJyv65YsaJK1V2VtykR4f379wAAV1dXODo64vnz57C1tYWrqysOHTqE9+/fQ0NDQ+XqrsrbVZ661BNQ7bo+efJE/FmYfii/10+ePFGpuqvyNs3KysKECRPg4uKCu3fvSlrQhGlzJk6ciM6dO3/2TdCXfuYiHyJfsWLFPLPuxsTEoGzZsihVqhTKly8PTU3NfMtUrFixqKunloSh73PnzsWtW7fQtGlT9OzZE02bNsXt27cxZ84cSTlWMPKtiLmHycu/5rnDCm7VqlXIzs7G0KFDcefOHcm+evfuXQwZMgTZ2dlYtWqVsqvKSjj5PpYfmzYnv76YLH9CYt/Q0FDUrl0by5Ytw4gRI7Bs2TLUrl0boaGhSk/sW+RBUMOGDREUFCRZFhgYKD4H1NHRgYuLi6RMdnY2goKCvvhZ4ddKmJn33LlzuHfvnmTajLt37+L8+fOwtrZW6sy86qhDhw4KLcdyEnoCwPTp0/NNmz9t2jRJOcaUxdXVFcCHgxxhuVCOfZowHY6zszNu376Nn376CStWrMBPP/2E27dvw9nZWVJOGQr9OOz9+/eSUTQPHz7E9evXYWxsjKpVq2LSpEl4/vw5/vrrLwDAkCFDsGLFCowfPx79+/fHiRMnsGvXLhw6dEh8Dz8/P/Tp0wf169dHgwYNsGTJEiQlJYmjxZiUMDNv586dYWxsLLZSHD58GNOmTUNKSgr27t2rcn0sVF1CQoJCyzHA1tYWAHDw4EH8+OOP8PT0RFJSkpg2XxgtJpRjTFnevn0L4H/9/7y8vNCsWTMEBwfj2LFj4nKhHPs0YTqc69evf3ACZflyylDoIOjKlSuSzrZCB+U+ffpg8+bNePnypeTZqrW1NQ4dOoSff/4ZS5cuhYWFBdavXy8OjweA7t27Iy4uDtOnT0d0dDScnZ1x9OjRPJ2lmVTuEUzyy1nhlSlTRqHlGDBs2DCMGzcOU6dORd++fSXrMjMzMX36dGhpaWHYsGHKqSBj/8/Q0FDy+tixY2I+O/lzbe5y7MNMTEwA5EyL4+/vDyLC69ev4ebmBn9/f5ibmyM2NlYspwyFfhzWrFkzEFGef0IW6M2bNyM4ODjP71y7dg1paWmIiorKczIEgBEjRuDx48dIS0vDxYsX4ebm9jmfp0QQZpF3cXHJ02/KzMwMLi4uPIv8Z9iwYYNCy7Gcx90///wzYmJixBugN2/eYP369bCwsEBMTAx+/vln6OjoKLuqrIQ7cOCA+HPbtm0xYsQItG7dGiNGjJCMBpMvxz5OGMQTGxuLTp064cKFC0hJScGFCxfQqVMncci8UE4Z1HJ0WEkndDZ7/PgxfHx80L59e4SHh8Pe3h4PHjzA4cOHQUQICQlBs2bNlF1dtVHQIbIFLcdyzJs3DwCwePFiSYuPlpYWxo0bJ65nTJmSkpIAALVq1cLt27fFLhvHjx+HlZUVatWqhTt37ojl2KcJEyPXrVsXN2/eRNOmTcV1VlZWqFu3Lq5du6bUCZQ5CFJDQicyKysrHDt2TMwYevz4cWhpacHKygoPHz5UamczdVTQx4j8uLHw5s2bh9mzZ2P58uU4ceIEWrRogZEjR3ILEFMZ1atXR2BgIO7cuYN27drBz88PERERqFatGgIDA8X+K9WrV1dyTdWH/ATKH9umypxAmYMgNSR0Inv48CHMzMwwa9Ys6OrqIi0tDTNmzBAzHyuzs5k6MjMzw5s3bwpUjhWejo4OfvrpJ9jZ2cHHx0flcpqwkm3+/PlYuXIltLS0cOPGDckUL1WrVoWWlhYyMzMxf/58JdZSvQgjmcuXL4+bN2/mmTanfv36eP36tVJHMnMQpIaMjIwA5FxUnjx5AplMhsOHD8PHxwf9+vVDmTJlkJ6eLpZjBWNmZibOD/Spcoyxr0upUqXg6+uL/fv3IyYmBt26dROzmwcEBCAzMxO+vr5ixn72afIjmXNvt9jYWDx+/FjpI5k5CFJDly9fBpAz71rnzp3RqlUrRERE4PHjxwgMDER6erpYrk+fPsqsqlp59eqVQssxxlRfcnKy2M9v+vTpiI+Px6lTp7Br1y5JOU9PT0yfPh1Xr16Fg4ODQuep/Np9bLJvZeMgSA0JQzUtLS1x5MgRSROjlpYWLC0t8fjx43yHz7MPK+gwTWUO52SMKVZYWBhcXFw+We7UqVNiudDQUNSrV6+oq6b2hJHM7dq1w65du7By5UqxT+Dw4cPRrVs3jB07Fr6+vkprDeIgSA1Vq1YNQM7M22ZmZvjuu++QlJQEAwMD/PPPP+LM3UI5VjDCdlNUOcaY6nNwcEBoaGie5eEv4+G3+xYWdXWEfaVyeX6HfZowknnw4MGoUaMGHj16BCAnse+KFSswaNAg/Pvvv0odycxBkBoaPHgwfv75Z2hpaUlmjQdyetkLHfgGDx6sxFqqn4I2b3Mz+OfJysrCqVOncPr0aRgYGKB58+ac1Zwpnb6+fr6tOhqPX0M3JAU1ajvB2ZJbfz/Hy5cvAQCTJ09G27Zt4efnh/v376N69eo4fvw4pkyZIimnDBwEqaGLFy8CyMm4++LFC8k6+WHxFy9e5DxBhVCuXDmFlmP/4+/vjzFjxoh3gosWLYKVlRUWLlyITp06KbdyjLEiYWpqCgCwt7fH7du3JV03rKysYG9vj7CwMLGcMhT5BKpM8QoaNSszulZHjRs3Vmg5lsPf3x9dunSBo6MjQkJCsH37doSEhMDR0RFdunSBv7+/sqvIGCtCYWFhqF27tuT4r127tkoknuUgSA0JLRHa2tp49+6dZBb5d+/eiflXuMWicLS0pA2j1apVE/99rBz7MPmOkQEBAXBzc0OpUqXg5uaGgIAAtGvXjqd4YewrFR0dLXktDNbJPWgnd7nixGdzNSTMXVO1alXo6+tLEtBpamqiSpUqePDgAQ4cOABvb28l11Z9GBsbA8jJF5KSkoKIiAjJemG5UI59mtAxcvv27dDQ0JAEOxoaGpg0aRI8PDx4ihfGvkJCwt6hQ4fi8OHDeabNGDJkCNasWaPUxL7cEqSGHjx4AACIiopCx44dJZPSdezYUVwv/M8KRpiMNiUlBW3atEGjRo1QpUoVNGrUCG3atEFKSoqkHPs04ZFs7dq1810vLOdHt4x9fYQ5wS5cuJBvTiChfyvPHcYKpVq1ajh+/Di+/fZbXLt2TRJdW1tbo2PHjggICOAh8gUkJEuTnxjx5MmTSEtLAwA8ffoUenp64rqkpCQkJyfzKLECqFSpEgDg9u3bqFevnjh3WGRkJEaOHInbt29LyjHGvh7yc4eZmZlh9erV0NPTQ2pqKmbOnCkOlOC5w1ihCHPcHDp0CPHx8Th79iyOHDkCb29vNGrUSOwLxHPcFEx+ydKEAEiQmpoq/jx48GDUr1+fk6UVgDB3UK9evfD48WNxst/Dhw9j4sSJsLS0hLW1tVLnDmKMFQ0PDw9oaWnBwMAAurq6GDp0qLjO0tIShoaGSEpKgoeHh9LqyI/D1JAwx016ejrKlSuHY8eOwdbWFseOHUO5cuWQnp7Oc9wUgpAsLTQ0FPPnz4dMJkOTJk3Qd8hIlG3YA32HjESTJk0gk8kwf/58hIaGcrK0AtLU1ISTkxOioqKgoaGBcePGYfXq1Rg3bhw0NDQQFRWFOnXqcL4gxr5C586dQ2ZmJhISElCnTh0sXboUI0aMwNKlS+Ho6IiEhARkZmbi3LlzSqsjtwSpqYCAAHTs2BH79+/HggULJOt8fX0REBCgnIqpIflkafXq1YONjQ3GjBmDkJAQAMDm8zmPGffs2cM5bQopPT0dhw4dgqGhIQwNDSWtk5aWloiPj8ehQ4eQnp4OHR0dJdaUMaZoQl+/bdu2YerUqZI8QdbW1ti2bRt69eql1D6B3BKkxgICApCcnIwhQ4bA2dkZQ4YMEWc8Zp+vU6dOiIyMxLrtASjffhzWbQ9AREQEB0CfYdWqVcjMzMSCBQvw4MEDBAYGws/PD4GBgYiKisK8efOQmZmJVatWKbuqjDEFE/r62draIjIyUnL8R0REwMbGRlJOGbglSM3p6Oigc+fO0NfXh7e3N99NK4impibqN2wMg+taqN/QnR/XfKaoqCgAQLt27fJdLywXyjHGvh5Cn8A5c+YgICAAnp6eSEpKgqenJ2QyGebOnav0PoHcEqTG/P39YWdnh1atWmHRokVo1aoV7OzsOAMvUxm2trYAgF9++SXfffWXX36RlGOMfT00NTWxcOFCHDx4MN90LgcPHsSCBQuUepPJLUFqSpiKwNvbG3Xr1kVkZCTs7OyQlpaGLl26cP8VphKGDRuGMWPGYPXq1fDx8UH79u0RHh4Oe3t7REVF4c8//4SGhgaGDRum7KoyxopAp06dsGfPHvj5+eVJlqgK1ykOgtSQMBWBqakpDh8+LC6/desWAMDMzAxjx46Fr68vP8ZhSqWpqYkyZcogISFBsq8eP35c/LlMmTK8nzL2lcsvWaIq4CBIDQlTEQA5fYI6deoEfX19JCcnw9/fHzExMWI5noqAKVNISAgSEhI+WiYhIYH3Vca+UsJTi7Zt28LPzw/3799H9erVcfz4cZV4asFBkBp6/PgxgJyJPCtVqoQdO3aI6ywtLfH8+XNkZmaK5RhTlqdPnwLIyW2VlpaG7OxscZ2GhgZ0dXWRkpIilmOMfT2EpxYuLi64deuWZIi8paUlXFxclP7UgjtGqyFhCHxmZibq1KmDkJAQbN++HSEhIahTp46YlZeHyjNlE+YGEuZdy01YLpRjjH09hKcWV65cQWxsrGRdbGwsrly5gocPH4o52ZSBgyA19O7dOwCAiYkJdu/ejdTUVFy+fBmpqanYvXu3OMu5UI4xZcnIyBB/9vb2lgTs3t7e+ZZjjH0dnj9/Lv78zTffSI7/b775Jt9yxY0fh6mhMmXKAABev34NIyMj8W560aJFKFWqlPhaKMeYsgj904CcjpFEBAAgIklHSflyjLGvg3BcOzk5Yf/+/cjKysLr16/h5uaG/fv3o27durh586ZSj38OgtSQMEs8APGi8qFyjCmTsH/q6+vj+vXrkiGyVapUETv0f2w/Zoypp9evXwPI6ROYnp6OlStX4sSJE4iMjMTw4cOhr68vKacMHASpIQsLC/HnrKwsdOvWTbyY7Nu3L99yjCmDoaEhACA5ORnJycmSdfKdoYVyjLGvh4ZGTo+bCxcuQF9fX7zZOXz4MMaNGye+FsoppY5K+8vsixkZGSEjIwO7du3C5s2bsWvXLmRkZMDIyEjZVWMMAPDDDz8otBxjTH0UNO2FMtNjcEuQGhJ62b99+xY+Pj7Q0dFBVFQUbG1tkZ6eLialy90bn7Hi1rhxY/FnDQ2NPEPkhdfy5RhjXwcPDw+FlisK3BKkhoQZd+fOnYs7d+4gICAAt27dQkBAAO7evYs5c+ZIyjGmLH/++af4s3wAlPu1fDnG2NdB/rjO3e9P/rUyj38OgtSQMDPv3r178+xY2dnZ8Pf3V/rMvIwBQEREBICcxGi5n/traGjA0tJSUo4x9vUIDw8HkDNSuWrVqpJ1lpaW4ghmoZwycBCkhjQ1NdG1a1dcuXIFT548kax78uQJrly5gi5duvB8TEzphGHwjx8/hq6urmSdrq6umNVcVecVYox9vujoaAA5I5UfPHiAwMBA+Pn5ITAwEFFRUejQoYOknDJ8VhC0cuVKWFlZQU9PD25ubrh06dIHyzZr1gwymSzPv7Zt24pl+vbtm2d9mzZtPqdqJUJWVpbYfJjf3TWQ07yYlZVV7HVjTJ6rq6v4c7NmzTBy5Ei0bt0aI0eOlHSGlC/HGPs6CF0yjhw5AiKCp6cnmjZtCk9PTxARjh07JimnDIXuGL1z5074+flhzZo1cHNzw5IlS+Dl5YXw8HCYmprmKe/v74/09HTx9evXr+Hk5ISuXbtKyrVp0wabNm0SX+e+a2T/ExQUhMTERBgbG+PFixcICQnBkSNH4O3tjSZNmqBy5cp48+YNgoKC0Lp1a2VXl5Vg8vk/jhw5Iv4sP4t87nKMsa9D9erVAQCvXr2ChYUFZsyYAT09Paxfvx6zZs3Cq1evJOWUodBB0KJFizBw4ED069cPALBmzRocOnQIGzduxMSJE/OUF6ZwEOzYsQP6+vp5giBdXV1UrFixQHVIS0tDWlqa+DoxMRFATup9RabfF+bgyszMVKm0/lu2bAEATJ8+HUQkqScRYerUqfDz88OWLVvQvHlzZVY1D1XdpvlRl7qqcj0LOkIxNjZW5equyttVnrrUE+C6FgVVrufAgQMxbtw46OjoIDY2FsOGDRPXaWhoQF9fH+np6Rg4cOBn1/1LP3OhgqD09HSEhoZi0qRJ4jINDQ20bNkS58+fL9B7bNiwAT169ICBgYFkeXBwMExNTWFkZIQWLVpg9uzZMDExyfc95s6di1mzZuVZfvz4cTEDpSI8fQ8AWrhw4QKe31bY236xqKgoADmT082ZM0e80CxatAimpqbicOOoqChxuLyqUNVtmh91qasq1zMyMlL8WVtbW3LCkn8dGRnJ++pnUpd6AlzXoqDq9WzXrh0CAgLy9PsjIiQnJ6Njx47477//Pvv9cydhLaxCBUGvXr1CVlYWzMzMJMvNzMwQFhb2yd+/dOkSbt++jQ0bNkiWt2nTBp06dYK1tTWioqIwefJkeHt74/z58/l27p00aRL8/PzE14mJiahSpQpat26NsmXLFuYjfdSNJ2+AW1fg7u4Op6rGn/6FYnL//n1cvHgRe/fuhbe3N2xsbBAREYFq1arhwYMH8Pf3BwB07twZPj4+Sq6tlKpu0/yoS11VuZ7yj8C0tLQkQZD86/Lly/O++pnUpZ4A17UoqHo909LSEBAQ8MEh8j179vyiY194EvS5ijVZ4oYNG+Do6IgGDRpIlvfo0UP82dHREXXq1IGtrS2Cg4MlM80KdHV18+0zpK2tDW1tbYXVV0tLS/xfke/7pUaMGIHx48cDAI4ePSruTMePH5dE2yNGjFCpegOqu03zoy51VeV6ynfcb968Oby8vMSA/dixY2Lrj4aGhsrVXZW3qzx1qSfAdS0KqlzPrKwsTJgwAba2tnj06JFksI6mpiasrKwwceJEdO7c+bNHM3/pZy5UEFS+fHloamrmmfE1Jibmk/15kpKSsGPHDvzyyy+f/Ds2NjYoX748IiMj8w2CSrqLFy+KP38sAdXFixeVmo6cMfkgKCgoSPLIS09PL99yjLGvQ0hICB49egQgJ36oWbMmXr9+DRMTE9y9e1fStUNZ16pCnXl0dHTg4uKCoKAgcVl2djaCgoLQsGHDj/7u7t27kZaWhl69en3y7zx79gyvX7/mjMcfIEw8KdwB5CYsl5+gkjFlcHNzA5Bz7pAfzAAAqamp0NHRkZRjjH09hGuQjo4OXr16hdOnT+POnTs4ffo0Xr16JR7/yrxWFfr2y8/PD+vWrcOWLVtw7949DB06FElJSeJosd69e0s6Tgs2bNiAjh075uns/P79e4wbNw4XLlzAo0ePEBQUBF9fX9jZ2cHLy+szP9bXTWgJEkYF5CYsl28xYkwZqlSpAgCSNBnyhOVCOcbY10O4Bn3q+FfmtarQfYK6d++OuLg4TJ8+HdHR0XB2dsbRo0fFztJPnjzJ07QdHh6OM2fO5MkNAuQ8F7x58ya2bNmC+Ph4VK5cGa1bt8avv/7KuYI+QL5zqYmJCWrVqiU2Md65c0fMuaJqwyVZyVPQFh5uCWLs6yPf+tu2bVtMnDgRz549g4WFBX7//XccOnQoT7ni9lkdo0eMGIERI0bkuy44ODjPMnt7+zx9VwSlSpUSs0aygpFPMf769WucPn36k+UYU4bVq1eLP/v4+MDGxgb3799H9erV8eDBA7GP0OrVqyUjPhlj6u/u3bvizzKZTIwDiEgyiEe+XHEr1tFhTDGELJuKKsdYUQkJCQGQk9Zi+/btYtBz/PhxWFtbY+LEifj9998REhLCQRBjX5nU1FQAOY0dN2/eRNOmTcV1lpaWKFWqFFJSUsRyysBBkBqSb1UrX748evXqheTkZOjr62Pbtm1i8POh1jfGioswS3TlypURGRmJkydPilO8NG/eHCtXrpSUY4x9PYQ+wCkpKUhLS8Po0aPFa9X27duRkpIiKacMHASpMZlMhjdv3mDJkiXiMg0NDUmzI1NvD18lISkt/w7wgqi4JPH/D40YlGegqwXr8gafLKcIP/zwA7Zu3Yrp06djyJAh8PT0RFJSkjiB4syZM8VyjLGvy5gxYxAYGAgNDQ3ExMRIrlVAzvUqOzsbY8aMUU4FwUGQWhKmHCEimJiYwNPTE2/fvoWRkRFOnToltgTlnpqEqZeHr5LQfEFwgcuP2XOrwGVPjm1WLIFQixYtYGhoiLdv38Lc3BwzZ84UJ1CcOXMm3r59C0NDQ7Ro0aLI68IYK14tW7aEvr7+B6e2yM7Ohr6+Plq2bFnMNfsfDoLUkL29vTjXyqtXr7B3794PlmPqS2gBWtLdGXampT9cLiUNB4PPo12zhjAo9fERlZGx7zF65/VPti4piqamJjZu3IjOnTsjLi5OMoGi0DFy48aNn50tljGmujQ1NdGqVSvs37//g2VatWql1OOfgyA1NH/+fLEvxafKMfVnZ1oatc0NP7g+IyMD0RWAepZGKpc2HwA6deqEvXv3ws/PD48fPxaXW1paYuHChejUqZMSa8cYKyrp6ek4dOgQdHR08s0VpKOjg0OHDiE9PV1MnFjcOFe9GipVqpRkEtsqVarA1dVVknDOzMwMpUqVUkb1GMujU6dOiIqKQmBgIPz8/BAYGIjIyEgOgBj7iq1atQqZmZkfTZaYmZmJVatWFXPN/odbgtRQSkoKYmJixE5lT58+laQdFzqhpaSkcCDEVIampqakYzQ/AmPs6xYeHi7+bGZmhlmzZkFXVxdpaWmYMWOGOA+pfLnixkGQGho3bhwAwNfXF1evXs3ziKFu3boICAjAuHHjsGLFCmVVk5VwycnJCAsLkyx7n5KGc7eiYFT+Ckrn6r/k4OAAfX394qwiU5CCjGIEVHskI1O8Fy9eAMiZLPnZs2cgIhw+fBg+Pj4YMGAAypQpg9TUVLGcMnAQpIYiIiIAAAEBAWjXrh22bdsmpiKfN2+e2AlNKMeYMoSFhcHFxSXfdfPyWRYaGop69eoVbaWYwhV2FCOgmiMZmeIJI5U1NTWRnp6O1atX48SJE4iMjMTQoUPF1mBlJvblIEgN2draiv8HBAQgKysLr1+/hpubGwICAlC9enVERUWJ5RhTBgcHB4SGhkqWhb+Mh9/uW1jU1RH2lcrlKc/UT0FHMQKqPZKRKZ4wj2hSUpIkZcvhw4cxduzYPOWUgYMgNeTr64vVq1fj0aNHePfuHSZOnIgLFy7g6NGj+P3338XHY76+vkquKSvJ9PX187TsaDx+Dd2QFNSo7QRnS+VliWWK96lRjIDqj2RkiuXr64szZ84UqJyycBCkht68eQMAyMzMRLly5cTl169fx5o1a/KUY4wxxorbkCFDxD6snyqnLDxEXg1VqlRJoeUYY4wxRVu/fr1CyxUFDoLUUP369QHkZNy1sLCQrLOwsBAz8QrlGGOMseJ27949AP/LDp+bsFwopwz8OEwNTZw4EUDO3GG5hxa+ePFCnDx14sSJPESeMcaYUty5cwdAzrWqbdu2sLGxQXh4OOzt7fHgwQMcOnRIUk4ZOAhSQ/fv3xd/1tXVRUpKSr6v5csxxhhjxUlPTw8AoK2tDX9/f8hkMjFPEBGhdOnSyMjIEMspAz8OU0NCQjkLCwskJCRIpiJISEiAubm5pBxjjDFW3MqUKQMgZ1Rg1apVsX79erx58wbr169H1apVkZGRISmnDNwSpIYcHBywf/9+REdHIzk5GXv37sWFCxeQnJwMV1dXMRU5511hjDGmDMnJyXByckJAQABkMhliYmIwbNgwSRmZTAYigpOTE5KTk5Vy485BkBoS8mt8aog85+FgjDGmDGFhYZg1axYAiP1UcxOWz5o1Cx06dFBKxnh+HKaGmjVrptByjDHGmCI5ODjg0qVLqFy5MkxM8k+MamJiAnNzc1y6dElpTy64JUgNubm5iT/r6ekhNTU139fy5RhjjLHioq+vD1dXVyxfvhxdunSBj48PUrM1cPbuEzSqWRV6Gtk4cuQI9uzZA1dXV6XVk1uC1JAwRB6AJAACgLS0tHzLMcYYY8WtU6dO2LNnD+7evYsTRw8i7clNnDh6EPfu3cOePXvQqVMnpdaPgyA1JAx9z6+JkYjE5TxEnjHGmLJ16tQJkZGRWLc9AOXbj8O67QGIiIhQegAE8OMwtSTMxvv69et81wvL5WftZYwxxpRFU1MT9Rs2hsF1LdRv6A5NTU1lVwkAB0FqqV27dggICACQMwKsc+fO0NfXF4fLC7kX2rVrp8RaMsYYY6qNgyA1dPHiRfHnjIwM7Nix44PlBgwYUFzVYowxxtQK9wlSQ+fPn1doOcYYY6wk4iBIDaWnpyu0HGOMMVYS8eMwNWRvb1+gkV/29vbFUBvGGGNF4eGrJCSlZX60TFRckvi/ltanL+kGulqwLs+DZgQcBKkhX19f/PvvvwUqxxhjTP08fJWE5guCC1x+zJ5bBS57cmwzDoT+HwdBaujatWsKLacIBbljAfiuhTHGCkI4ny7p7gw709IfLpeShoPB59GuWUMYlNL96HtGxr7H6J3XC3SuLik4CFJDwhB4RZX7UoW9YwH4roUxxgrCzrQ0apsbfnB9RkYGoisA9SyNeNLsz8BBkBqKjY1VaLkvVdA7FoDvWhhjjKmOzwqCVq5cifnz5yM6OhpOTk5Yvnw5GjRokG/ZzZs3o1+/fpJlurq6kjmviAgzZszAunXrEB8fj0aNGmH16tWoVq3a51Tvq2dmZqbQcoryqTsWgO9aGGOMqY5CD5HfuXMn/Pz8MGPGDFy9ehVOTk7w8vL6aKtD2bJl8fLlS/Hf48ePJevnzZuHZcuWYc2aNbh48SIMDAzg5eWVZ3JQliM7O1uh5RhjjLGSqNAtQYsWLcLAgQPF1p01a9bg0KFD2Lhx4wdnLZfJZKhYsWK+64gIS5YswdSpU8XRTH/99RfMzMwQEBCAHj165PmdtLQ0yWzpiYmJAHJaGRTZDyYzM1P8v7j61xREZGRkgcsVR70Ls52E9QWpl7K3v7r8fd6mRUNd6qrsevLxr9y/X9K36Ze+T6GCoPT0dISGhmLSpEniMg0NDbRs2fKj2Ynfv38PS0tLZGdno169epgzZw5q1aoFAHj48CGio6PRsmVLsbyhoSHc3Nxw/vz5fIOguXPnYtasWXmWHz9+HPr6+oX5SB/19D0AaOHChQt4flthb/vFHj16VOByhw8fLtrK4H/b6cyZM3j88S5BosDAwCJ5X0VS9vdf2M/P21Sx1KWuyq4nH/9F+/f5+P+45OTkL/r9QgVBr169QlZWVp6+JmZmZggLC8v3d+zt7bFx40bUqVMHCQkJWLBgATw8PHDnzh1YWFggOjpafI/c7ymsy23SpEnw8/MTXycmJqJKlSpo3bo1ypYtW5iP9FE3nrwBbl2Bu7s7nKoaK+x9v9Qff/yBhw8ffrJcxYoV4ePjU+T1ufMiEQtuXUDjxo1Rq/LHt39GRgYCAwPRqlWrT/YJKsz7FgVlf/8F/fy8TQvn0eskJKVlfbJcWnQCcOseTO0cYVnx433dDHQ1YWWi+BGMBalrYeoJKL6ufPwXDT7+C0Z4EvS5inx0WMOGDdGwYUPxtYeHB2rUqIE///wTv/7662e9p66uLnR1844s0tbWVmhnWyGPjZaWlkp14q1Ro4bY8qanpyfpOyX/ukaNGsVS78/ZTgX5rpS9/dXt7/M2/bSHr5LQasnZQv3O+H33ClRO0akcClvXgtYTUGxd+fhXjb9fUrfpl75PoYKg8uXLQ1NTEzExMZLlMTExH+zzk5u2tjbq1q0r9msRfi8mJgaVKlWSvKezs3NhqldihIeHiz/n7jwu/1q+HGOsaNI5FFUqB06Wx1jRK1QQpKOjAxcXFwQFBaFjx44AckYgBQUFYcSIEQV6j6ysLNy6dUt8TGNtbY2KFSsiKChIDHoSExNx8eJFDB06tDDVKzH09PQUWo6xkkad0jlwsjzGik6hH4f5+fmhT58+qF+/Pho0aIAlS5YgKSlJHC3Wu3dvmJubY+7cuQCAX375Be7u7rCzs0N8fDzmz5+Px48f48cffwSQM3Js9OjRmD17NqpVqwZra2tMmzYNlStXFgMtRSuKKR6Kc3qHMmXKKLQcY4wxVhIVOgjq3r074uLiMH36dERHR8PZ2RlHjx4VOzY/efIEGhr/Sz/09u1bDBw4ENHR0TAyMoKLiwvOnTuHmjVrimXGjx+PpKQkDBo0CPHx8WjcuDGOHj1aJC0ZRTnFQ3FN7+Dj44OAgIAClWOMMcZY/j6rY/SIESM++PgrODhY8nrx4sVYvHjxR99PJpPhl19+wS+//PI51SkUdeoT8CEHDhwocLmBAwcWcW0YY4wx9VRi5w5Tpz4BuV24cEGh5RhjjLGSqNDTZjDlk8+QWapUKck6+deqnOWWMcYYUzYOgtSQoeH/WrByBzpCWvLc5RhjjDEmxUGQGrK1tRV/lg96AGlQJF+OMcYYY1IcBKmhgrbwcEsQY4wx9mEcBKkh+clmFVGOMcYYK4k4CFJDCxYsUGg5xhhjrCQqsUPk1dmbN28UWo4xxkoKdZ8xgCkWB0Fq6P379wotxxhjJcHXMGMAUywOgtSQTCZTaDnGGCsJvoYZA5hicRCkhjQ0NJCVlVWgcowxxqTUecYAplgcBKmhihUr4unTpwUqx/LiPgGMMcYADoLUkpWVVYGCICsrq6KvjJrhPgGMMcYEHASpofv37yu0XEnCfQIYY4wJOAhSQ5qamgotVxJxnwDGGGPcc1YN6ejoKLQcY4wxVhJxEKSGmjRpotByjDHGWEnEj8PU0OXLlyWvLSwsoKuri7S0NDx79uyD5RhjjDH2PxwEqSH5QCe/159azhhjjDEOgtSSfCboChUqoEyZMnj79i2MjIzw7t07xMXF5SnHGGOMMSnuE6RmkpOTUadOHfF1XFwcHjx4gLdv3+LBgwdiAAQAderUwdWrV5GcnKyMqjLGGGMqjYMgNRMWFoazZ88WqOzZs2fh4uKCsLCwIq4VY4wxpn44CFIzDg4OCA0NRc2aNT9armbNmggNDUVoaCgcHByKqXaMMcaY+uA+QWpGX18f9erVw507d9CgQYN8R4C5urri0qVLSqgdY4wxpj64JUiNXbp0Ce/evUOzVt7QLm+JZq288e7dOw6AGGOMsQLgliA1V7p0aSxetxUdV1/A4qHuKF364/NhMcYYYywHtwQxxhhjrETiIIgxxhhjJRIHQYwxxhgrkbhPEGPsiz18lYSktMxPlouKSxL/19L69OnHQFcL1uUNvrh+jDGWHw6CGGNf5OGrJDRfEFyo3xmz51aBy54c24wDIcZYkeAgiDH2RYQWoCXdnWFn+vHRiUkpaTgYfB7tmjWEQSndj5aNjH2P0TuvF6iFiTHGPgcHQYwxhbAzLY3a5oYfLZORkYHoCkA9SyNoa2sXU80YYyx/3DGaMcYYYyXSZwVBK1euhJWVFfT09ODm5vbRDMXr1q1DkyZNYGRkBCMjI7Rs2TJP+b59+0Imk0n+tWnT5nOqxhhjjLFi9PBVEm4/T/jkP/mBEQUp//BVUpHXvdCPw3bu3Ak/Pz+sWbMGbm5uWLJkCby8vBAeHg5TU9M85YODg9GzZ094eHhAT08Pf/zxB1q3bo07d+7A3NxcLNemTRts2rRJfK2r+/H+AowxxhhTLnUfGFHoIGjRokUYOHAg+vXrBwBYs2YNDh06hI0bN2LixIl5yv/999+S1+vXr8fevXsRFBSE3r17i8t1dXVRsWLFAtUhLS0NaWlp4uvExEQAOf0NMjIyPvq7mZmZ4v+fKiusV+R7FgV1+vsF3aaFfd+CUqfvPyntPTT0niPy7V1ka334JJCZmYkXmS9wK/bWJ4edP3ibBA2950hKe4+MDH2F1JO//6L5/gv6vl/jNi3s+xYUf/+Kr2tCUioAYEEXR9hV+HiwkpSahqMhl9GmiSsM9D4xMCIuCWP33EJCUioyDHU+WO5LP0ehgqD09HSEhoZi0qRJ4jINDQ20bNkS58+fL9B7JCcnIyMjA8bGxpLlwcHBMDU1hZGREVq0aIHZs2fDxMQk3/eYO3cuZs2alWf58ePHoa//8RP70/cAoIUzZ87gcQGn2QoMDFT4eyqS8PcvXLiA57eV9/cVuU0/932L4j2V9f1fffcCBtarMC20YOVX/beqQOUMrIHD57IQXabyF9Tuf/j7L/x7FkRh3/dr2qaf+75F8Z78/RfsPaPDr0H7+afL168AvAq7jFefKBddwLomJycXuK75KVQQ9OrVK2RlZcHMzEyy3MzMDGFhYQV6jwkTJqBy5cpo2bKluKxNmzbo1KkTrK2tERUVhcmTJ8Pb2xvnz5+HpqZmnveYNGkS/Pz8xNeJiYmoUqUKWrdujbJly3707995kYgFty6gcePGqFX542UzMjIQGBiIVq1afXQkS2HesyjcePIGuHUF7u7ucKpq/OlfULCi2KaFfV9l1rWovv+KT2Ox9S9NLOriCJuP3GFlZmbi4oWLcHN3+3RLUFwS/Pbcgk/vtqhXJe/j68/B33/RfP8Ffd+vcZuqU135+1fu9y88CfpcxTpE/vfff8eOHTsQHBwMPT09cXmPHj3Enx0dHVGnTh3Y2toiODgY33zzTZ730dXVzbfPkLa29ic3rHCR0NLSKvAQ3U+97+e8pyKp498vqu/qU9Tp+zfQLY3sVHPYGdVEbbMPDz3PyMjAU62ncDR1/OTf18hMQHbqGxjollbpbfq57/sp6vT9F/Z9v6Zt+rnv+yn8/avHNi3M+37p5yjU6LDy5ctDU1MTMTExkuUxMTGf7M+zYMEC/P777zh+/Djq1Knz0bI2NjYoX748IiMjC1M9xhhjjLECK1QQpKOjAxcXFwQFBYnLsrOzERQUhIYNG37w9+bNm4dff/0VR48eRf369T/5d549e4bXr1+jUqVKhakeY4wxxliBFfpxmJ+fH/r06YP69eujQYMGWLJkCZKSksTRYr1794a5uTnmzp0LAPjjjz8wffp0/PPPP7CyskJ0dDQAoHTp0ihdujTev3+PWbNmoXPnzqhYsSKioqIwfvx42NnZwcvLS4EflTHGmKKlZaVCQ+85HiaGQ0Pv471thZGM997c+2T/tYeJOaMj07JSAXw8E/nXqKDblbfplyl0ENS9e3fExcVh+vTpiI6OhrOzM44ePSp2ln7y5Ak0NP7XwLR69Wqkp6ejS5cukveZMWMGZs6cCU1NTdy8eRNbtmxBfHw8KleujNatW+PXX3/lXEGMMabiXiQ9hoH1ckz+cM7cPFYdLfhIxhdJznCB2acLf2UKu115m36ez+oYPWLECIwYMSLfdcHBwZLXjx49+uh7lSpVCseOHfucajDGGFOyygaWSHo4Eku7O8P2ExPoZmZm4uyZs2jUuNEnWy2iYt9j1M7rqNzcUpHVVRsF3a68Tb8MT6DKvhg3hzNWculq6iE71RzWZe1R0+TTE+g+1HqIGsY1PjmqJzs1AdmpcdDV1Ptoua9VQbcrb9Mvw0EQ+2LcHM4YY0wdlbggqChaLUp6iwU3hzPGGFNHJS4IKqpWi5LcYsHN4YwxxtRRiQuCiqLVglssGFMP3BLMGJNX4oKgomi14BYLxtQDtwQzxuSVuCCIMVZyqVNLMCfLY6zocRDEGCsx1KklmJPlMVb0OAhijDEVxMnyGCt6HASpuIevkpCUlvnRMlFxSeL/nzoJAoCBrhasyxsopH7qhjvGMnXByfIUj49/lhsHQSrs4askNF8QXODyY/bcKnDZk2OblchAiDvGMlZy8fHPcuMgSIUJLUBLujvD7iPN4UkpaTgYfB7tmjWEQamPTzobGfseo3de/2Tr0tdKnTrGMsYUi49/lhsHQWrAzrQ0apt/vDk8ugJQz9Lok83hJZ06dYxljCkWH/8sNw1lV4AxxhhjTBk4CGKMMcZYicRBEGOMMcZKJA6CGGOMMVYicRDEGGOMsRKJR4cxxr5IUSSgAzgJHWPqQN2Pfw6CGGNfpKgS0AGchI4xVafuxz8HQYypqJSMLADA7ecJHy2XlJKGK3FAxcdvC5QsU9GKIgEdwEnoWMnGx3/xHP8cBDGmoqL+/4Q10b8g06FoYWvk5QK/t4Gu4g79okhAB3ASOlay8fFfPMc/B0HsixX0jgVQ/l2LOmldqyIAwNa0NEppa36wXPjLBIzZcwsLuzjCvtKnn52X5Al0GVMXfPwXDw6C2Bcr3B0LoMy7FnVibKCDHg2qfrJcZmbOPHC2FQw+Or0KY0x98PFfPErc1aUoWi24xaJgdywA37Uw5eLjX/G4JZipsxIXBBVlqwW3WHwa37UwZeLjX/G4JZipsxK3dxVVqwW3WKgHbgko2dTp+FeX0UHcEszUWYkLgtSp1aKgSahUMQGVquKWgJJNnY5/dRkdpE7blG+CWG581lZhhU1CpUoJqFSVOrUEsJKNRwcpHt8Esdz4W1NhBU1CpYoJqFSVOt21qgvuGFs0eHSQ4vFNkOKp+/HPQZAKK2gSKlVMQMVKDu4Yy9QF3wQpnrof/3x2YYx9Ee4Yy1jJpe7HPwdBjLEvwnfXjJVc6n78cxCkwtRliCxjjDGmjj4rCFq5ciXmz5+P6OhoODk5Yfny5WjQoMEHy+/evRvTpk3Do0ePUK1aNfzxxx/w8fER1xMRZsyYgXXr1iE+Ph6NGjXC6tWrUa1atc+p3ldDXYbIMsYYY+qo0FfCnTt3ws/PD2vWrIGbmxuWLFkCLy8vhIeHw9TUNE/5c+fOoWfPnpg7dy7atWuHf/75Bx07dsTVq1dRu3ZtAMC8efOwbNkybNmyBdbW1pg2bRq8vLxw9+5d6OkVfQfe5ORkhIWF5Vke/jIeadGRuHe7FLJfl5Osc3BwgL6+fpHWK79nrSkpyXgYeV9S7vGr91j0XyT8WtrBsnzeUWTWdtVRqtT/6lpc/Szy267K3qb5UdXvPz+F3aaA+tRVWfVUJ/z9K546Hf/qRF2+fxkRUWF+wc3NDa6urlixYgUAIDs7G1WqVMHIkSMxceLEPOW7d++OpKQkHDx4UFzm7u4OZ2dnrFmzBkSEypUrY8yYMRg7diwAICEhAWZmZti8eTN69OiR5z3T0tKQlpYmvk5ISEDVqlXx8OFDlClTpjAfBwBw48YNfPPNN4X6naCgIDg5ORX6b32pr7mu6lJPgOtaEOry/ScnJyMiIiLP8qiYREz9Nxyz29vD1qysZF21atWUcsLm71/x1Gmb5revfmw/BdRnX/3cbfru3TtYW1sjPj4ehoaf0c+ICiEtLY00NTVp3759kuW9e/emDh065Ps7VapUocWLF0uWTZ8+nerUqUNERFFRUQSArl27JinTtGlT+umnn/J9zxkzZhAA/sf/+B//43/8j//xP3r69GlhwhlRoR6HvXr1CllZWTAzk2YaNjMzy7c5EQCio6PzLR8dHS2uF5Z9qExukyZNgp+fn/g6Ozsbb968gYmJCWQyWWE+0kclJiaiSpUqePr0KcqWzRthqwp1qSfAdS0K6lJPgOtaFNSlngDXtSioSz2BoqkrEeHdu3eoXLnyZ/2+WvaO1dXVha6udBRUuXLliuzvlS1bVuV3LkB96glwXYuCutQT4LoWBXWpJ8B1LQrqUk9A8XX9rMdg/0+jMIXLly8PTU1NxMTESJbHxMSgYsWK+f5OxYoVP1pe+L8w78kYY4wx9qUKFQTp6OjAxcUFQUFB4rLs7GwEBQWhYcOG+f5Ow4YNJeUBIDAwUCxvbW2NihUrSsokJibi4sWLH3xPxhhjjLEvVejHYX5+fujTpw/q16+PBg0aYMmSJUhKSkK/fv0AAL1794a5uTnmzp0LABg1ahQ8PT2xcOFCtG3bFjt27MCVK1ewdu1aAIBMJsPo0aMxe/ZsVKtWTRwiX7lyZXTs2FFxn/Qz6OrqYsaMGXkevakadaknwHUtCupST4DrWhTUpZ4A17UoqEs9AdWsa6GHyAPAihUrxGSJzs7OWLZsGdzc3AAAzZo1g5WVFTZv3iyW3717N6ZOnSomS5w3b16+yRLXrl2L+Ph4NG7cGKtWrUL16tW//BMyxhhjjOXjs4IgxhhjjDF1V6g+QYwxxhhjXwsOghhjjDFWInEQxBhjjLESiYMgxhhjjJVIHAQxxhhjrETiIIgxxpjKEwYyv3//Xsk1UV/qPhg8Oztb4e/JQRDLl6odLEWx8zOmCLn3za9xX1WFzySTybBjxw6MHj0ar1+/VnZ11E52drY4wXh4eDji4+OVW6HPoKGRE7Ls3LkTWVlZinlPhbxLCaVqgYIiCJ9JOFhyL1cWYee/d++eUushbAfhAFT2dlGUr+VzFDciEvfNo0ePAsjZV1UhaFAk4TMeO3as2P+2sG++evUKkyZNgrOzM0xMTIq9Hl9C+AxPnz5FXFwc4uLiivXvZ2dni9/htGnTMHz4cFy8eBFpaWnFWg9FiIuLw3fffYfly5cr5P04CPpMRASZTIazZ89i5cqV+PPPP5GamipZr26EzxQSEoJJkyZh9OjRWLlyJYC8QVFxkb+YhISEoFatWti3b59S6iJsnzNnzmDFihV49eqV0raLogj7ae6LtjL3X+FvR0ZG4u7duzh37pzS6vIx8nfWoaGh+PHHHzF+/HgAX08gJP8ZIiMj4e3tjalTpxZrHWQyGY4dO4Z169bB29sbAwYMKNa/rwgymQz+/v5o0aIF3Nzc0LdvXxw+fLjY/r4QAE2ePBnr1q3DTz/9BFdXV5WavqKgypcvj5EjR+LSpUtITU398uOM2Gc7cOAAaWlpkYeHB8lkMvL09KTz589TdnY2EZH4vzrZu3cvlStXjr777jv6+eefSSaTUZ8+fSg5ObnY6yK//ZYvX05LliwhmUxG5cuXp127dhV7fYiI9uzZQ2XLlqWpU6dSaGioUuqgKML2DQwMpB9//JGmT59Op06dyrNeGXXy9/cne3t7ql27NlWsWJG+/fZbunfvXrHX50Pkt83KlStpwIABZGZmRvr6+jRmzBhxXVZWljKqpxDyn/H333+nn376iYyMjEgmk0k+Y1HLzMykyZMnk0wmI3t7e3r//n2x/e0vJWzDBw8ekJmZGa1cuZJWrFhBvXv3JktLS9q9e3ex/H0iovPnz5OVlRWdOXOGiIiSkpLowYMH5O/vT1evXi3SenyuDx0/x44dIz09PTp79uwX/w0OggpJ2KnevHlDnTt3po0bN1JmZibFxMRQzZo1qVGjRnTmzBm1DIQePHhAdnZ2tGzZMiIiev78ORkZGdGIESMk5Yr7M02dOpUqVKhA//zzDy1btoy6d+9Ourq6tHPnzmKtx9WrV8nU1JTWrFlTrH+3KAUFBZGuri5169aNqlatSp6enrR06VJxvTL235MnT1Lp0qVp/fr1lJycTEFBQSSTyeiff/4p9rp8yowZM6hcuXK0a9cuCggIoN69e1P16tXpp59+EsuocyBERDRr1iwyMTGhgwcP0oEDB2jGjBmko6NDo0aNKrY6vH37ln777TfS0NCgtWvXFtvfVYTz58/T77//TuPGjROX3bt3j4YOHUoWFhZFHggJQkNDqU6dOnThwgW6cuUKjRo1iqpVq0Y2NjZka2srBkeqKDg4OE+g1rNnT+rUqRMlJiZ+0XtzEPQZ/vvvP/Ly8iIfHx/J3WlcXBzVrl2bPDw86OzZs2oVABER3blzh+rWrUtERI8fPyZzc3MaPHiwuP78+fPFXqfY2FiqXbu25MSXmppKI0eOJD09PdqzZ0+x1WXDhg3k4eFBSUlJ4rLcFzh1+84XLlxIixcvJiKihw8f0qBBg8jd3Z0WLVoklinKz/Tq1as8y2bPnk2DBg0iIqKIiAiytbUVX6uS2NhYcnNzoz///FNcFhcXR7Nnz6aqVavShAkTxOXqtl8I3r9/Ty1atKB58+aJy5KSkmjTpk2kqalJEydOFJcr6jMK7xMTE0MREREUHx9PmZmZREQ0fvx40tDQoL///lshf6uovX37lrp3704GBgbUrVs3ybp79+7RkCFDyMrKirZt26bQv3vhwgW6desWERENHjyYNm7cSI8ePSJ7e3tq1KgR6enp0eDBg2nPnj107do1cnR0VKmbDOG8mp2dTVevXqUKFSqQvb09jRw5km7evElZWVl04MABqlWrFj148EDyO4XFQdBniIyMpDJlypBMJqPAwEAi+t+B++rVK3J2dqaaNWvShQsXlFnNTxLqfOzYMTpw4ABFRUVR7dq16cCBA2RlZUWDBg2ijIwMIiK6efMm+fr60s2bN4u1js+ePSNjY2Px8VdWVhZlZ2dTfHw8NWjQgExMTGjfvn3iuqK0cOFCqlWrFr179y7PutOnT1NcXFyR/n1FEL7zO3fu0J07d2j06NGSE/Djx49p8ODB5ObmRkuWLCnSumzZsoVMTEzozp07kvp17NiRxowZQ6mpqWRhYUGDBg0S671ixQqFXzA+V2pqKtWoUYMmTZokWR4fH09NmjQhbW1tGjt2rLhcHQOh9+/fk7W1dZ7HX+/fv6du3bqRTCbL8/m/hLCN9u3bRy4uLlSlShVq2rQpDR48WAyGJk2aRBoaGrR9+3aF/V1Fk/+ug4KCqEuXLlSmTBkKDg6WlAsLC6NevXpRrVq1KDEx8Yv3kezsbHrx4gWZmprSgAEDqG/fvqSnpyc+ur99+zb99ddfdPz4cUpNTSWinMeNLi4uKhlYxsTEEBHRrVu3KCAggKpXr06NGjWiDh060K1bt6hq1ao0cuTIL/obHAR9pkePHlGFChWoRYsWdP/+fcm62NhY8vDwoIcPHyqncoUQEhJCZcuWpb///ptevHhBPj4+VKZMmTx3LePHj6emTZtSbGxskdXlQ0FMhw4dyNPTk968eSOWy87Opl69elGdOnVIV1eXrl+/rtC6yD/LFwQEBJCGhgYdOnQoT71HjhxJa9euVYsL3a5du8jIyIiMjY1JX19f0tpHRPTkyRMaPnw42dvb06pVq4qsHm/evCE3NzeqUaMG3b17V1y+fft28vDwIBMTExo6dCgR5Xwf2dnZNHDgQBoyZIh4Ai8u+e2bSUlJ1K9fP+rYsSNFRERI1o0bN47atGlDDRs2LNJtqEgfOv5mzJhBrq6uefpfzJgxgzp06EAGBga0cOFChdUjMDCQ9PX1acmSJRQTE0MzZswgmUwmXqTfvXtHU6ZMIZlMVmyPkgpKOP4zMzMl54JLly7Rt99+S05OTnkCofv379PLly8V8veF7/DMmTNkbGxMmpqaYmt57nNTSkoKRUdHU5s2bah+/fpia5syye+Du3btIkNDQ8m5PT4+ng4ePEjt2rWjmjVrUsWKFcnS0pIiIyM/+29yEPQJwo7z8OFDunjxIj148EAMBO7fv09GRkbk5eUlBkJCeXXoB/D06VOaOXMmzZo1S1wWEBBAFhYW9MMPP9ChQ4fo3LlzNGrUKDI0NKQbN24UWV3kt1d4eLjkMeP+/fupYcOG1L9/f7GDdnp6On377bd08uRJ8vHxoTZt2lBqaqpCghDhPfbv30+1atUS+0gREQ0YMIAMDQ1p//79FBMTQ69evaIJEyaQqanpFx2IRU34TImJidSoUSNav349nT59mvz8/MjS0pKmT58uKf/w4UPy8/MrskBeqM/bt2/Jw8ODqlWrJgZCV69epW+++YZq1KghXjASExNpypQpVLlyZQoLCyuSOn2I/L559epVunnzJr1+/ZqIci42JiYmNGDAAPHxQ3JyMnXu3JlWrlxJnTt3Jl9fX5W4wHyM/Ge8cuUKnTp1Sgw0z507R82aNaOePXtSSEgIERElJCSQr68vrVu3jsaOHUseHh4UFxf3RcdfVlYWpaen05AhQ8T+M7GxsVSlShVJv8TMzExKS0ujWbNmSYJnZRM++9GjR6l79+7Upk0bGjhwoHgjdfnyZerSpQvVqVNHMgBB0X+fKOfRfcOGDalixYo0cOBASSCRkZFBGRkZNHv2bGrSpAl5eHhQeno6EZFS91P5ffCff/6hlStXkkwmo7p16+Z77Tl69CjNmzePtLW1v6jVmoOgjxB2qr1795KlpSVVqVKFLCwsqGXLluJd0f3798nY2Jjatm0ruXCrcotAVlYWRUVFkbm5OZmamtKvv/4qWb9161Zq3bo1lS5dmpycnMjd3V3hLS0fMn78eKpWrRrp6enR999/TxcvXiQioj///JNcXV3J2tqa+vXrR87OzlSnTh2xFaZly5Zf/LflD8J9+/ZRqVKlaMWKFZITbVJSEo0YMYK0tbXJysqK6tatS+bm5io7ukLeqVOnqGvXrtSvXz+Kj48nIqLo6GiaNWsWOTg45AmEhEehipadnS3Z1u/fvyc3Nzeys7MTj6FDhw5RkyZNyNramtzc3Kh58+ZUqVIlpW7nCRMmUPny5alq1apkZWUl1iUoKIgsLCyoYcOG1KRJE6pfvz45ODgQEdGCBQvI0dFRbUY0jRs3jipUqEDGxsZkZWVFhw8fJqKcC06rVq3I3Nyc3N3dqVatWuTo6EhEREuWLKHatWtL+sp9ivz5MfeFt1u3bvTnn3/Ss2fPyNzcXNIfLCAggA4cOPAlH7FI7d+/n3R0dGjw4MH0888/k52dHdWuXZuOHDlCRDkBZc+ePalKlSoK7Ygsvz0nTpxI1atXp+joaDp16hRVrVqV+vbtm+ccHhMTQytXrhS3f1Ed74U1ceJEqlixIq1YsYLGjRtHzs7OZGVlJQZCuRsYFi1aRM7OzhQdHf1Zf4+DIDn5teKcPXuW9PX1afny5RQZGUk7duygzp07k42NDZ07d46IcvoIyWQy6tKlixhRq6Lcgdn8+fOpdOnS1LZt2zx3/PHx8RQZGUkvXrwQL5hFUR/5bb17926ytbWlffv20a5du6h27drUunVrsTXg+vXrNGbMGPruu+9o1KhRlJaWRkREvXv3pj59+lBaWtpnBZ8hISGSE0BsbCy5u7uLHYbT09MpISGBdu/eTY8ePSKinD5A27dvp127dtGTJ08+dxMUOWF73Lt3j9auXUsVKlQga2trSZkXL17QzJkzydHRsciHPguPtYhyLmjTpk0jopyWhUaNGpGtra0YCN24cYN27NhBP/30E23cuJGioqKKtG65ye+bp0+fJktLSwoKCqIjR45Qt27dqHTp0hQUFEREOX3mVq1aRYMGDaJZs2aJ54EffviBunXrJu6rqkY+ADl69CjVqlWLjh8/Tvfv36dvv/2WzM3NxVGYUVFRtHfvXvrpp59o4cKF4mcaPHgwdezYsdCBnnwfuuPHj4uPu/r160deXl5kY2Mj6Q+WmJhIP/zwA82dO1clLti5+wa+ffuW3NzcJDeVmZmZ1LJlS6pduzY9f/6ciHKC5n79+hXJ/nzt2jXy9fUVr01EOd9r1apV6ccffxT7Bnl6epK/v7+knqogIiKCLCwsaO/eveKyFy9ekKenJ9nY2OTbInTixAmqXbv2Zz9S5CBIjnBCk/fHH3+Qj4+PZNm1a9eoY8eO1KFDB7GfysOHDyk8PLxY6vklLl68KBnivXjxYqpYsSJNmzaNnj59Ki4v6pas3HmH/vvvPxo/fryk/8Tdu3fJw8ODWrVqJXZAl5eYmEh+fn5kbGz82c3if/31F7Vo0UIySunx48dUtWpV+vfffyk9PZ1mzJhBHh4epK+vT+XLlxcfCaiLffv2kaurKx0/fpzWrl1LpUqVkgzhJiJ6+fIljR8/ntzc3Iq0g7d866pMJiOZTCZ2jH779m2eQEgZct9prlixglasWEF//PGHuOzdu3fUu3dvKl26NJ04cSLPe4SFhdH48ePJyMhIfEymSl68eCF5vWHDBpo9e3aeVuHu3buLgVDuY/bBgwc0duxYMjQ0LPRnjI+PJzMzM5o2bRodOHCAZDIZBQQEEFFOf8uqVauStbW1GGhlZ2fT5MmTydLSMk//K2WYMWMGLVy4UBI8JCQkUM2aNemvv/4iIpJ0PLayspKkFEhJSVF4nXbs2EGNGzcmT09Pev/+PaWnp0se0dnZ2ZGHhwc5OTmRjY2NSgbmt27donLlyonBmnAsRkZGUqVKlah+/friviYEwosWLSJ9fX1uCfpSgYGBVLlyZYqJiZHs2LNnzyY7O7s8uQg2bNhAFhYWCuvQVhySk5Opa9euVK9ePVq3bp24/I8//iBzc3OaPn06PXv2rMjr0b9/f9q4cSMR5ezkjx8/pnLlypFMJpMMuSXKacHw8PAgHx8fyXD4x48f08SJE6lu3bp07dq1QtdBOLgSExPFO7THjx+Ld/C9evUiExMTMjU1JV9fX7FVqF69ejRw4MBC/73iJpz8nj17Rq1btxYD38TERFq1ahUZGxuTn5+f5Heio6OLJQDauXMnaWhoiI/hbt++LZYRAqEaNWooJXho3LgxrVy5UnydkJBADRs2JJlMJvZLET6HEAiVK1eOjh07Jv5OWloazZgxg2rWrFlsj5ELo0OHDmIKBOGz1KpVi2QyGfXq1SvPDVCPHj3IysqKNm3aJF68k5OTacaMGdSkSZPP+ozp6em0e/du0tXVJV1dXdqxYwcRkXhhPnjwIJUuXZoaNWpEbdu2pS5dupCxsbHKPHaePXu2uN8K54ysrCxycHCQDDQQAqHevXvT999/X6R1WrBgAdWuXZvKly8vntMyMjLE7/PcuXP0+++/0/Tp08UAQpktah+60a5evXqewRrv3r0jT09PMjU1JVtbW3E/TEhIoEWLFn3RccZB0P+Li4sTI0n5EUF79+4le3t72rNnj+RO6OrVq2Rra6tSHfMKIiIigr7//ntq2rSpJL/JH3/8QVZWVjRmzBjxACoKWVlZNGfOHPHEIZz0Lly4QPb29tS0adM8qQXCwsLIzs4uz0X73r17nxX9y99dHDx4kIhyWp1cXFxo0aJFlJWVRa9fv6a//vqLNmzYQImJieLJomfPnvTLL78U+m8qw6lTp2jYsGHk7e1Njx8/FpfHx8fTqlWryMTERJLArTj8888/pKmpSRs2bCAiIgcHB7HpXvhe3r59SzVq1CAXF5div1v9999/84w8i4qKoi5dulCFChXETtnCCfz9+/fUvn17atWqleR30tPTxeG9qmbPnj3idhU6eBMReXt7U/ny5SkoKCjP45HWrVvTt99+K1mWmJj4RUHztWvXxNZA+cEZgqioKPrpp5+of//+NHv27DyjcFVBUFAQzZkzR2xF37p1K1WqVEnSakhE1KlTJxo8eLDCWtg/NPBmw4YN5ODgQN9++614zOceqSZQlU7Qz549o6dPn4oNCitWrCBnZ2fJeTY1NZV69uxJZ86coerVq+fpKP8lOAjKJSIigkqVKiX5Atq3b0/Vq1enHTt2UFxcHGVmZtLYsWOpZs2akpOIqhF2/NwnqqioKOrevTt5enpKWoSEu9eiag3IfSCuXbuWpk6dKvY5Onv2LNnY2FD37t3p8uXLkrKPHj0Sd3ZFjLx7/vw5lS9fnmrWrEk7d+6ktLQ06tGjB7m7u9Pq1avz3CHFxsbStGnTyMTERKWmb/iYv/76i3R1dalUqVJ5huXGx8fTn3/+STKZjKZMmVJkdZDvAyT0jxD2uczMTKpevbqYCFN+/xBS+ivL7Nmz6eeffxbr9PjxY2rZsiVVrlxZ7MshrEtJSZHsk6o6KCJ3vRYvXkxDhw6VjLbz8PAga2trOnXqVJ7jTD6BnaI+4/nz52n79u2kpaVFkydPFperQp8fefLbQj4wnzNnDhkaGtK8efPo9evX9O7dO5o5cyaZmZlRnz59aPHixTRkyBAqXbq0JB+Woupy+fJlunLliuTGce3atdSoUSPq1auX2F9RVfr8EEn3w+nTp1Pjxo3JzMyM2rdvT6tXr6bs7GyaNGkS1axZk1q2bEmzZs2ihg0bUr169SgtLY18fX2pV69eCqtPiQ2ChB1JviOz0C9EuNjNmTNHXOfr60s1atQgMzMzatq0qUo1zX7MpUuXqFWrVmJCQUFERAT5+PhQrVq1xGfYRPln8FWU3CfOgQMHkrOzM/3xxx9iIHT69GkxELpy5Uqe91DUwXzy5EnS0NAgV1dXatu2LR04cIDS0tKoX79+5OrqSitWrBBPxMeOHaMePXqQpaWlWnzn8vz9/cnU1JR69+6dZ2j527dvacOGDUXWl03+Ynn27Fk6efKkuC4rK4syMzPJ3d1dko3Yz89PKS1tuS/4q1evJplMRtOnT88TCJmbm4sBmvw+reppMXIff8uWLSNTU1OaMGGCZB8QAqHTp0/nOd6+5DPKJ5TN3Sdp3bp1pKWlRVOnTpUsExIiqkJg+eTJE7EeBw4cEIP3mTNnkoWFBc2dO5cSExPp/fv3tGvXLqpXrx41bNiQvLy8FJZeRH47jB8/nqytralSpUpkbGxMffr0obdv3xJRzv7bpEkT6t27t8rmq5s5cyYZGxvT0aNHKTQ0lDp37kwaGhr04sULevXqFe3fv59at25NrVu3pp49e4ottB07diQ/Pz+FBeMlNggiynkcMnv2bMrIyKCdO3eSpqYmvXnzhmJiYmjOnDlUtmxZmj17tlj++PHjtHLlSlq/fn2xj1T5lPzu0t68eUMPHz4kV1dXat++Pf3777+S37l+/TqVK1eOatasKT6eKKqTzaVLl8Sf58yZQ/v27ROHt9evX5/mzp0rBkIhISFUrVo1atWqVZG2uvTv35+cnZ2pc+fO1LRpUzp48KAYCDVo0IBWrlwpphNYt26dWuQBevr0Kd27d0/y+GvLli1kbm5OI0eOzPNIoSgvLrk7QTdv3pxSUlIk+2jv3r3FrMpTpkwhLS2tYp+eRf7Cfu3aNUpISCCinEcbmpqaNHXqVEkg1Lp1a9LQ0CjSx8ZFafHixWLLwapVq6hy5co0btw4SSDUpEkTKlWqlML6NMmPCKxbty5ZW1tT9erVJY+S1q9fT9ra2tS9e3caPHgw6enpqUyr67t378jd3Z08PDxo586dJJPJxH5MRDktGkIgJH8jmZGRUSSdoJcuXUomJiZ09uxZCg0NpWPHjpGJiQl5e3uL+/OqVavIwcEh30eNyhYTE0PNmzcXE88ePXqUypQpk++8cPLzcI4dO5YqVKig0Bu3Eh0ErVq1igwMDKhLly6kp6cndtYlynn8IQRCv/32mxJrWXDh4eG0fv16IsrJtuno6EgZGRkUGhpKzZs3J29vb0kgdOPGDfLy8qIBAwYU6TDvJ0+ekKamJg0ePJjGjBlDZcqUETu9ZmZm0rBhw/IEQv/99x917dpVIXfXud9DuKM4dOgQ9e3bl44dO0adOnUiDw8POnToEKWlpVH//v2pYcOGtHjxYpW+wxeyZxPlBBu1atUiMzMzqlOnDrVv315s6dy8eTOZm5vT6NGji+XCIt8JWktLi/r06UO1a9cWR1MKBg0aRL169aI5c+aQrq6uOCqkuMgHgVOmTKEmTZrQ+vXrxe32119/5QmEHjx4QKNGjVKpRwyF4eLiQt7e3uLrNWvW5BsIDR48WKGfMTAwkHR1dWnOnDl07NgxGjVqFNWvX5/69+8vDsg4dOgQNWrUiNq1a/dZAx6KSnp6OoWEhFDlypVJV1eXNm/eTETSUa5CIDRv3jzJSNui0KdPnzzTRYSHh5OBgQGNHz9eXLZv3z6V2E9zn0NfvnxJVlZWdOfOHbET/OrVq4ko5/y8YsUKybng9u3b4oSvim6NL9FBEFHOIxmZTEbt27fPkw9HCIRMTExoxowZyqlgISxevJhkMhkNHjyYZDIZbdq0SVwnHwht3ryZ3r17R9OmTaOBAwcWWR4gQXZ2Np04cYK0tbWpTJky4olWfgjp8OHDqUGDBvT777/nuVB+SRAi/O6TJ08keTGIcr5fBwcHWrFiBcXGxlKnTp2ocePGYiDUtWtXatGihdjErEpOnz4t6Ztw8uRJKlWqFC1fvpyCg4Np48aN5OjoSLVr1xYv6Nu2bSM9PT2aMGFCseSz2rp1K2lpaYmP3MzMzMRtKQQUwpQI5cqVy9MPrDjNmDGDTExMKCgoKM/UMMLnmDZtWp6WM1W4wBSUcCzs3r2bGjRoILmY/Pnnn2RhYUETJkzI03flSz9jdnY2ZWZmUt++fWnAgAGSdWvWrKG6deuKoy+JcvpYFSbxYnGJjIwkIyMjKl++PHl5eYnL5Vt6Zs6cSfr6+kV285SdnU0ZGRnk4eEh6RcjnAvmzp1Lrq6uebo1KHM/lR9BvWrVKgoPD6fExERq3bo1DR8+nMqVKycGQEQ5A158fX3zTE90+vTpIgkuS2QQJH8iGzduHPXq1YssLCxoypQpeVpEYmJiaMqUKWRhYUGvXr1SiWfTH9O5c2fS1NSkPn36EJH08di1a9eoW7duVLFiRbK1taUKFSoU293WiRMnSENDg/T09GjYsGHicuHgzczMpBEjRlCVKlXEPkqK2tZPnjwhExMTkslk5OPjQzt37hQDsQMHDlCTJk0oNjaW7t69S506daJmzZqRv78/paen5+m7oApGjRqVJ5/PtGnTqGfPnpJy169fp9q1a0vmgdu9e3exjLJ5+fIl2draiiMQY2NjydzcnO7cuSO5ONy9e/eDafGLi/DIOHeQLF/PrVu3kkwmk4yoVHUfOn5iYmLIxsZG0v+GKKcPjqamJq1YsaJI6vP9999T9+7diUh6UR48eLCYfVoVyY8EvHfvHp04cYIcHByoRYsWYhn5QGjJkiUKO8Y+FEgJrXfC6FbB4sWLyd3dvdjn1vuQ8+fPk66uLl29epVGjx5NFSpUEPvTLVy4kGQyGfXr108sn5CQQD4+PvTNN98odCDMx5S4IEjYoU+cOCH2gyHK2XnMzc1pypQpkmhTiGJVfYZwYUfp3r07+fj4kIaGhiTfibD+xYsXFBISQtu2bROzHxeF/O48nj9/TseOHSMDA4N8c+1kZ2fT8uXLFX7X8ujRI6pfv744wuDHH38kS0tL+vPPP2nnzp3Url07cXqAO3fuUMuWLcnb21slpzq4dOkSVahQQUzQJ2StHTBgADk7O+cpv3TpUnJxcSnSiW8F8hcLIpIcR2/fviUTExNJYsHVq1fnOyS9uEVERJCJiYm4D8hLSUkRt/Hhw4dVbtRSQezYsUNyLiAi2rhxI1WrVi1P8Ll//36FH3/Cuefnn38mGxsbsZVCWP7PP/+Qk5OT2BdLVQj78+vXryklJUVsMU9OTqaDBw+Sg4ODZLqepUuXit0RFCH3KLDAwECKjo6m5ORkevnyJXXr1o2aNm1K+/fvJ6KcDufe3t7UvXt3lbpZ79u3LxkaGkq6QQgmTpxIOjo61L17d3HEsqOjoyT3UlErcUEQUU6eDGNjY+rbt6/kuePixYvJwsKCJk+eTDdv3qQZM2ZQqVKlVPJiKBB29twn599++y1PIERERT5SIPcJ9MyZM3T48GFJ86y/vz8ZGBjQkCFDxGVDhgyR9FdS9In4/v371KlTJ+rYsSP5+/vTvn37qFmzZtSxY0eSyWTk5uYmtkqFhYUV+TP9zxUcHEwWFhYUHh5OW7dupR49elBycjLt3r2b6tatS/v375ecOA4ePEhWVlbFNrXHxYsXqVu3bpJHLWlpafTu3TuqXr06HT9+nIiIJk+erDIdX+/cuUOVKlWif/75h4ik+97Jkydp/vz5kjt9dQqE4uLiqHXr1mRlZUXOzs60evVqevDgAcXExFD9+vVp69atRER58jF9yfEnnJNiYmLo9evXYmtqenq6mAssNjZW3I5Dhw4lT09PlXoEJnyGQ4cOUfPmzalevXrUrFkzcc7IlJQUOnjwINWoUYPsyiDnBQAAKTtJREFU7e1p0KBBJJPJiiTBp9AZuFy5cmRlZUV9+vShFy9eUFhYGPXq1Yv09fWpWrVqVLNmTXJychIDCFUJhH7//XeSyWRUtmzZPDngiIg2bdpEw4cPp969e9Mff/xR7IkcS1wQFBoaSsbGxpL8OPKWL19Otra2VKtWLapcubI4gacqEnbykydP0rRp02jmzJkUGRkpXgR/++03sXn77du3NHv2bKpfvz4lJCQUyQHSu3dv2rVrl3gCHTt2LJUrV47MzMzIyMiI/v77bzGgFAKhRo0akYeHB9nZ2RX5Th8WFkbe3t7UunVrCg8Pp/fv39P58+epXbt24sVAVU4cH/PNN9+QpaUlyWQyMRP006dPqVmzZtSuXTvxsU5WVhaNHTuWGjRoUGz9mrZt20bOzs7Uq1evPI9a3dzcaNOmTeLNRXH3AfrYXeWAAQPI2NhYclOUlJREPj4+NHDgQLXYL4jy/4zx8fH0+vVrGjhwILVq1YpMTEzor7/+Ijc3N3J2ds4zHcaXELbTvn37qEGDBmRtbU3Ozs7iHHG3b98me3t7srKyotatW5Ovry+VKVNGZTJry3/P+/fvJwMDA/rtt99o165d1LNnT9LX1xezg6elpdHly5epd+/e1LVrV7p586bC6/Dvv/9StWrV6L///qNnz57R8uXL6ZtvviEvLy+xVejcuXO0ZMkS2r59u0pMhpr7WElMTKQ7d+5Qv379qFy5cuL0VB8LtIuzD1OJC4KEuaLkE5zl13px/PjxIn1cpCiHDx8mDQ0N8vHxIQMDA3J3d6d//vlHPAjmzZtHMpmMXF1dqUyZMkU6+qZ58+ZUvnx5+vfffykoKIicnJwoODiYXrx4QUOHDiUTExNas2aNGAhdvXqV+vTpQ2PHjhXvXop6579//76Ye0KRszgXB+Fuffv27SSTycjc3JwiIiLE7zo8PJxatGhBderUIVtbW/Ly8iJDQ8Miy230ocBg+/bt1LhxY+rRo4d4ccvOzqZWrVpRqVKlSF9fP98cUEVJPjj4+++/acqUKTR79mxxHrh3795Rx44dSU9Pj37++Wf6+eefqVmzZlSrVi2Vu7P+EPnPeOvWLbp69WqeYfzR0dG0ZMkSat68OTk4OJBMJhMnSFXU5zt+/Djp6urS4sWLafPmzTR//nzS09MTZ4PPzs6mmTNn0siRI2nMmDEq0RqYu4U8KiqKPDw8aPny5USUk9XYysqKrK2tSVtbO8+jU0UNg5d/NLxhwwaaMWMGTZo0SVLG39+f3N3d6ZdfflHpTNDZ2dmS6aYyMzPpu+++o3LlykmSt06dOlWp6Ue+yiDoQ5lOiXJ6z5ubm4tNr/I7kbpcFOWbmwcMGCDmVnj37h21bduWGjZsSFu3bhUvjkFBQbR169Yiy8Arv32FjtezZ8/Oc/COGjVKDITya5korruX+/fvU5s2bcjLy0ulJ0MVtqv8CfbGjRu0c+dO2rBhAzVq1Ijs7e3p6tWr4olP6Hc1btw4WrJkicITIebX0nDv3r08J7G///6bmjRpQt27dxf7nfz+++9kZ2en1E7Q48ePJ1NTU+rZsyfVr1+fmjZtKplQ+Ndff6UOHTqQl5cXjRw5UiXmWCoI+fPYtGnTyMbGhmxsbKhMmTL0119/5cls/+TJE7p48SI5OTlJhssroh7Dhg2jvn37SpYLw+NzJ8JUhcByw4YNVK9ePfFRLVHOOWL8+PGUmJhIz549I3t7exo4cCA9e/aMPD09ydDQME+n5C917Ngxmjdvnpgnq0aNGuLI5dzH3ZAhQ8jR0VGlRifK13HJkiXUpUsXcnd3p2XLlkm6lHz//fdkYGBAc+bMoaZNm1LNmjWV+jm+yiCIKOfEPHnyZHr06JHkQNu3bx9ZW1uTv7+/eHHJysqirKws6ty5s9qM/jh79iy1bt2aGjZsKHlk9+bNG2rXrh25u7vTtm3bimUotDAEVtClSxeSyWTUrl27PJ1eR48eTWZmZrRw4cI8k9IWp/v374vbqbiT8xVGVFQUDR48mJ49e0a7d+8mmUwmtqIkJydTgwYNxECoqDsRCu//7Nkz2rFjB/3999+0Z88e+uabb2jw4MF5Eohu2bKFjIyMqGfPnnT79m1KSEhQ6oTDq1atIisrK/Ex3ObNm0lLS4ucnJzECUWJKM/jIVUPgOSPvVmzZlGlSpXo2LFjlJ2dLd55L1y4UNLxWDgn3rlzh8zMzBR2M5CZmUktWrSQjEgU6jdz5kxq3LgxvXnzRpLcVdkePXpETk5O1KpVKwoMDBSXC/0CR40aRb6+vuKFfNCgQWRgYEAVKlQQO81/qY0bN5K5uTkNHTpU0m+mTZs2VKZMGTpy5Iik39a2bdvIxcVFJadtmjhxIlWqVIkmTpxIS5YsIZlMRuPHj5f0Sxw1ahQ1adKEOnXqVKydoPPzVQZB6enp5OrqSjKZjKpVq0Zjx44Vm3yJcuYCs7W1pR07dtDr16/p9evXNGXKFKpcubJKTtKXnydPnpCjoyPJZLI8/Zvi4+OpY8eOVKNGDcnnLmryw8n79OlDenp6tHfv3jydLvv27Us+Pj5KPwHeu3ePunTpIsmurGpOnTpFRkZG1KxZM9LR0aEtW7YQ0f+me0lJSSE3Nzeyt7cv0n4Vwgnqxo0bZGNjQzVr1iRtbW1q0KABOTk5kZeXF40aNSpPa2Pjxo2pQoUK9OOPPxZLQP4h6enpNGnSJHFiS39/fypXrhz9+uuv1LlzZ7K0tBQffchT9j76MQEBAZLXwshGYYBBQEAAGRkZUfv27Ukmk9HChQslObiys7PpzZs3VLNmTcmovS+1fPlycnBwyHNzsXTpUqpVq5ZKdYAWArRnz56Ri4sLtWjRQuzzQ5TzeKply5Y0YcIEcdmIESNo9+7dCptiaPv27aSvr087d+4UA1X5wLZJkyZkYWFBO3bsoBcvXlBMTAx5enpSmzZtVG7/3LVrF9nY2Ig35ufOnSOZTEYaGhrUr18/ybk2Li7ugwN7itNXGQQR5fSFWbRoER0/fpxmzJhBRkZG1KNHD3EESJcuXahu3bpUunRpcnNzo4oVK6rdvFDPnj0jV1dXatSokeQOhiinRahHjx5FOhpMPnJfuXIl9erVS7INO3fuTMbGxnTgwIE8F0BVuRMs7lnKC0PYNsLoioYNG1JERIS4XjhxpKamisFGUTxqkg+A9PX1afz48fT8+XPav38/eXt7U9OmTWnYsGHk7OxMo0aNEvvSpaSk0MCBA+m3334r9tF2J06coFmzZtGMGTPEY+PFixf09OlTioyMJHt7e7H15/Tp02RoaEhWVla0bdu2Yq3n51q7di3Z2NjQ/PnzxWWPHz+mjRs3Unp6Op0+fZoqV64sBnZdunQhY2Nj+uWXXySPJv7++2+SyWSf9ahcPoAICwsT99fLly9T8+bN6YcffpAEQn5+ftSyZUuFtZ4o2uPHj6levXrUokULyfl0xIgRZGRkRBs3bqTBgweTmZmZwvqwxMbGUrNmzfLkZnr37h2dOXNGnO9PCGTt7Oyoe/fu1KxZM/HcpcxzaO7Wmz179ogjkg8dOkTlypWj7du309GjR0lTU5P8/PzybDtlXwO+2iDo5MmTVLZsWbHp+8WLFzRz5kzS1tYmLy8vWrduHW3atIl2795NAQEBKt0aIH9yWbduHS1btkyci+vp06fk4uJCzZs3zxMIFeXOJb/zX716lfr370+lS5emQYMGSYaJdurUiUxMTOjff//NE3Co8nQUqkDYPkuXLqWZM2eSjY0Nff/995JAUz4Qat68eZF1MHzy5AmVL1+eunbtKlm+evVqMjIyomfPntHKlSupfv361L17d9qyZQtNmDCBatasWaST8uZn3bp1VKFCBWrZsiVVrVqVqlSpIuZSIcq5W61Tpw7FxMQQUU5fjI4dO9KSJUvUZp98/PgxDR8+PM8EtMLjkYEDB1L//v0pPT1d7KdTp04datSokWQupkuXLhWqY/KqVavoxIkT4n63e/duqlKlClWpUoVq1aolTpJ78OBBat68OdnY2FCbNm2oXbt2VLZsWZUZBSbv9u3b4hMA+UBI6CP05MkT+v7778nW1pbc3NwUerMcGxtLNWvWlExwvWrVKrFLQYUKFahDhw5ElBPIamtr07///iveVCqzdVXeoEGDaPv27ZSQkEBPnjyh2NhYatCggbhvPn/+nMzNzUkmk6ncNFRfbRBElDNE+/vvvxf7/nTv3p0cHBzo+++/p2+++Ya0tbXzbQJXRXv27KFKlSqRp6cntWvXTpK9VgiEWrVqlSfVuKLlDqz8/PzI1taWRo0aJc4C3K9fP0mLRNeuXUkmk6lNx3Nl+1DwGhgYSFZWVvTdd99JLianT58u8joJWZU7dOgg6T9y/PhxMjIyEi+kmzdvpnbt2pG5uTk5OTkV+1xg69atIx0dHdq9ezcR5bQIGRoaUr9+/cSWi71795KtrS1t376d3rx5Q+3bt6exY8eK212VOpt+zPPnz2n48OHk6uoqPuYjyunT1KxZM/rpp5/EZd9++y3duHFDEgAVhlDe3t6eqlatSufOnaObN2+StbU1zZ8/n06ePEleXl5kYWFBe/bsIaKcEWobN26k7t2705QpU+ju3btf+pEV7vHjx9SgQQPq1auX2MoqBELNmzeXPCZ89uyZwhM6xsbGkoWFBf34448UFBREnTt3JkdHRxo6dCgdP35cDDKF65SLiwvZ2dnRuXPnlNqKLb//nDx5koyNjSWPEcPCwqhGjRriKLAXL17Q+PHjKSQkROX62H3VQdDu3bupYcOGlJWVRQMGDCAzMzO6ffs2EeV8SUuXLhVfq7IbN26QqampOIrl4cOHJJPJaPLkyeIJ+8mTJ2RtbU0dOnQotmfuwcHBZGJiIunIt3v3bjI2NqY+ffpIWoTk68o+TDi5nD9/ntauXUu//vor3b9/XwzkAwMDydramnr16kUHDx6kWbNmkUwmo+jo6CJvVhZG1bVu3Zru3r1L7969owoVKkgmbCTK6ZP27NmzYm8BOnnyJMlksjyzZleuXJkaN25MCQkJlJWVRQkJCdShQweytramihUrkrOzs9oMg7927Rrt2bOHDh48SO/fv6f4+HgaMWIEubq6SlqEpkyZQjo6OtSrVy+qV68e1axZU7z4FPYz5m4d8/T0JAcHB9qyZQuNGzdOsq5z585UpUoV2rNnj3iRVvXWtQULFlDjxo1p4MCBeVqEWrZsWeQ3lv/99x8ZGhqSjY0NOTk5UVBQkHjsvHnzhpydnSUjbRs3bkxGRkb5Jh4sbn/99Rf9/PPPNGfOHMnye/fuka6uLk2bNo2OHTtGPj4+1KxZM3G9KgVCX3UQRETUtGlT0tDQoMqVK6tkU+zHCCerI0eOUNu2bYkoZwZrCwsLSbZl4VHe06dPi2wY/JAhQyRNtkQ5QVCVKlXE/gBCfYU8NsOGDcuzzVVp51c18rPBlytXjry9vcnGxoY8PDxoxYoVYl+OoKAgcnZ2pjp16pCVlVWx5ty5f/8+eXt7k6enJxkZGdHo0aPFdcr+bu/fv09NmjShDh06iI/Bv/32W9LW1qa2bduSh4cHtWnThlavXk3+/v506NAhOnjwoEokmCuIjRs3UqVKlcREmT4+PhQWFkavXr2i4cOHk5ubG82dO1csP3PmTOrevTsNHjz4s/NwCQHMw4cPafny5eLj1gYNGpBMJiMvL688j2Q6d+5Mtra2tHXrVoUmYlQE4RjLXedly5aRu7s7DRw4UNIiVFw3lrGxsfmeu9+8eUNNmjShP//8U7J/tmzZUtI/sLjIB9AvXrygxo0bk76+Pk2ePJmI/jfSmiinVVhHR4eqV69ODRs2VNkbja82CJJPe169enXxAq5qX0B+ctdx69atVLduXbp58yZZWlrSoEGDxB0tMDCQ+vTpQ9HR0UVal9yTcxIRhYSEkL6+vthkLAyHT0hIoKpVq5KZmRmNHj2a3r17pxbbXVnkA8iQkBCqWLGiOK/do0ePxGHcCxYsEE/GUVFRdOPGDaVM8Hr//n1q0aIFWVpa0qlTpySfQ9mE1qq2bdtS48aNqV69enTjxg1KS0ujEydO0OrVq8nS0pLMzMxoxIgR4u+peiul8Jjvn3/+oSdPntCuXbtIX1+fhg8fTkQ5N0DDhg0jNzc3yaMx+RQVhQ3yhHPMzZs3qXr16vTtt99KboRatWpFRkZGFBQUlGf7tWrViurUqaPUNBgfcu7cOZoyZUqe+fSWLVtGtWvXpkGDBokDSoryxvJTYmNjqW3btuTm5iZuX2X2ARL60BHlBOSZmZl0/PhxatGiBZmamooZszMzM8VzwaNHjygiIkLcl1TxRuOrDYIE0dHRZGdnl2fGZFV3/vx5Gjp0KGVlZdG9e/fI09OTypUrR7179yai/11wxowZQx06dCjSaRE2b95MVapUIaKc3C/yIxn69Okj6RNClDP0cejQobRixQrS0NCgI0eOFFnd1NnChQvFYc7Z2dmUkZFBy5cvF/tyREVFkY2NDfXt25e6d+9OlSpVoqVLl6rEXHYRERFiwklV6+t1//59atmyJRkaGuabIiI+Pp6Cg4NVPvAR7N27l2QyGa1evZqI/nfsDxw4kGrUqCH2UxH6CHl4eCjsfHfv3j0yMjKiiRMn5sk+TUTUqFEjsrKyopCQkDyPvVR1/r0JEyZQ9erVaebMmXkmxh41apQ4klhZWYzj4uJo7ty51LZtW3J1dS22bPof899//1HlypXpzp07NGrUKNLV1aVnz56J61q1akUNGjQQu5fIB0ICVX0s+tUHQUQ5LSkGBgYqPQ+YvKysLJozZw45OzuLw0knTpxIpqamNHv2bHr27BlFRkbShAkTyNjYuEgm7ROsWbOGdHV1afv27USU0wzr7u4u5iZ68eIFtWvXjgwMDGjp0qW0bt06atWqFTVp0oSIiJycnMjPz6/I6qeuXr9+Td27dycDAwMxSMzOzqaIiAi6d+8eJSUlUdOmTal///5ElNMsXr58eapWrRotW7ZMmVUXqXLCycjISPLy8iJvb29JR+7cd6LqEAht3LiRDAwMaNasWZIL87Bhw8jd3Z3evn0rXmCeP39O33//vULmO0tJSaGuXbuKrU2C9PR0evDggdiS0qZNG6patSqdPXtWZS90uU2aNInq1atH06ZNk7QIbd68mWrWrEnffvutUlpZiXL6fbVr145GjRqlEhnLhe+0YcOGVKFCBSpTpkyeEXJHjx4lHx8fcnd3pzt37hCRarQMF0SJCIKePXtGzZo1U9k7k/y8evWKKlSoQNOnTxeXDR06lOrVq0fa2trk6upKDg4OeSapVKS1a9eSjo6OpAn87du31LZtW2rTpg1t2rSJiHImyBs/fjxVq1aNHB0dycvLS+wU6erqqjYj8IqD/EXi2bNnNHz4cCpXrpyY4E64KIeGhlLNmjXF/j63b98mb29v+vHHH1VqTjtVTjgpPBpr06aNyrVWFdaaNWuocuXKNG7cOEpNTaUjR46Iw6WJpI9U4+LiFJKHKyMjg5o0aSI5fo8ePUqjR4+msmXLkoWFBXXp0oWIcgIhQ0NDleisK0/4/GFhYXT37l3JCLXx48dTvXr1aMqUKWIr1+TJk2nx4sXF3qk/t7dv36rEaMVjx47R7Nmz6enTp/Trr7+STCajqlWr0rVr1/IEZkePHqV27dqRjY2N0h4hfo4SEQQRKW6CO0XLzMzMc/ck7PwrVqwgNzc3yezEUVFRdPDgQbp+/XqR9QMi+vBIm59//pmGDRtG3377LTVq1EgMhIiIXr58KekIOXnyZKpSpYpSJ8dTJcL3/OTJE9q9ezft2rWLduzYQZMmTZIEQkQ5nc5tbGxo+/btlJSURDNnzqQePXqoZKI5VU44ef/+fWrbti3Vr19fqXOWfS75c8Pq1avJwsJCnHldOPbkL5LyQc+XtsokJCSQg4MDDRw4kMLCwmjOnDlkb29PnTt3pqVLl9KGDRvI0tKSfv31VyIi+uabb5TSWfdT9u7dSxUqVCALCwtydnaWtKROmjSJ3N3dydramnx8fEhfX18lJnQVKLM1RX4qjzt37tCtW7coPDycPDw8yNbWls6cOZMnQPvvv/9o1KhRatHCKigxQZCq2bx5s+SkLB9xCy5cuEB2dnbiVAnFKb+RNp06daJq1apRUlISxcXFUefOnalJkya0fv16ye/evHmThg8fTqampmqXhbuo5J52wsHBgXR0dMjR0ZFmz55NEyZMoHLlyomzU8fHx5OXlxfZ2NhQtWrVyMTEpNhz7nwt7t69S35+fmrzqCY3+QvK2rVrqUyZMtS6dWuxT0ZRCgoKIi0tLbK0tKQyZcrQmjVrxEAnPT2dWrdune+gCVWQnZ1NcXFx5OLiQps3b6ajR4/SlClTyMjISJKwb//+/TRt2jQaNWqUSgVAyiQ/lUd8fHye9Y0bNyZLS0vJY/Dff/9d0jqkLoEQB0FKEBUVRR4eHuTi4iI+P128eDHp6elRs2bNaMiQIeKO98cff1DlypUlPfOLS34jbeSn4Xj58iV17dqVHBwcJDMqR0dHU0BAQJ4JNUuqD0078e+//1LLli2pQYMGdPToUfrxxx8lLUJv3ryhv/76izZs2MCtaQqijoGQ0BogtLitW7eOzM3NacKECcXyaPTJkyd05cqVPJ2Is7KyqGvXrjR16lTJ0Ghlk3+MFBcXR/369RNbUGNiYmjOnDlUtmzZPLltVKX+ylbQqTx8fHyoatWqtHDhQmrdujVVrVpVbQIfeRwEKcnhw4fJx8eH3NzcxOfUL168oMWLF1O9evWoSpUqNH78ePrrr7+oXbt2tHHjRqXUU36kza5du8TlwoiF58+f55sIUV06xRWXD007sWbNGipTpgxFRkbS06dPaeDAgVSuXDlJUMlKpty5t1q3bi0+1l+9ejVVrVqVhgwZQi9fviz2uqWlpdHUqVNVbtJpYXv9+++/1KFDB+rZsyc5OTlJHiPHxsbSnDlzyMTERNLnkuUoyFQevr6+RET0ww8/UPPmzalNmzZKnw3+c3EQVMzkg4WAgADq2LEjeXh4iIGQsH7OnDnUpUsXKlWqFMlkMuratavSouwPjbTJnbNCHe8CisvHpp0wMTERR/hFRkbSkCFDSCaT5ZkLjn29Pnbh2L17N5UuXZqWLFkiWb5gwQLy9fUt9huOrVu30k8//URmZmYq87g79zQOpUuXph49epCvry9pamrmCXZiY2Np6tSpVLVqVXr16hXftMkp7FQesbGxKjEb/OfiIKiYCTvLsWPH6IcffiA3NzdxhvDcU3jEx8fT/v37qXXr1kU6DL4gvqaRNspS0GknwsPDadSoUWKzM/u6yQdAwcHBdOjQIfL39yeinJFeTZs2pVWrVuVb/nPnAvtcYWFh1KxZM/r2229Vci6whw8f0ubNm2nhwoVElDPKavXq1aSlpUW//PKLpGxcXJzSR4GpqoJM5ZE7F5W6BpIcBCnBiRMnSCaT0bJly+jMmTM0f/58atiwoeTRmHxTuKrMFKzuI21UwcemnZBvSVOV75wVHyGJn6OjIzk4OJC7uzs9ePAg3xFX8hec4r74xMTE5NtZtrj9+uuvko65L1++JJlMRnp6epL+PqmpqbR69WrS1NRUuRnMVVlBpvL4GnAQVIyEwGb8+PHiM1XB/v37ydXVlTw8PMSTnnBRVKUIW91H2qgCVZ52ghWP3N/18uXLqXz58mJeqD///JNkMhnvH/kQtkPz5s3ztJ7v3LmTDA0N6bvvvpPM95Wamipu0/nz5xdrfb8m+U3loe44CCoiuYME+deTJk0iR0fHPJPyzZ49m2QyGdWoUUMlm5pz40Do86nytBOsaAmJ+eSPnxEjRtCiRYuIiGjPnj1kaGgo3mkX9eSd6iS/c86JEycoJCREvCjv3LmTtLS0aMKECZIcVqmpqbRx40a1OLeqGlWcykNRNMCKhIaGBsLCwjBlyhQ8fvwYMplMXFenTh1kZmYiKCgIaWlp4vJ69eqhYcOGcHd3h56enjKqXSgaGrz7fC47OzssW7YM2traGDt2LC5cuKDsKrFi8Ntvv8HCwgLh4eHQ0NBAdnY2AODmzZtITU3FiRMn0LdvX8ydOxeDBg1CdnY2Fi9ejPXr1yu55sqXnZ0NDQ0NPHr0CH/++ScuXrwIAJgwYQI6d+6MixcvIisrC926dcPWrVuxcOFCTJ8+HRkZGQAAXV1d9OvXDzVq1FDmx1BLz549w9mzZ2FnZ4dz585BW1sbmZmZ0NTUVHbVvpyyo7CvVXp6Orm6upJMJqNq1arR2LFjJZM5CokH/f39xclPJ06cSIMGDVKJ5+2seKjytBNM8R49ekTt2rWjihUrShLzLV++nBo1akSlSpWiNWvWiMtfv35Nbdu2pblz5yqjuiojvxnt5TOsN2rUiGxtbSUtQtu3b6dSpUrR8OHDuY+dAqjKVB6KJiMiUnYg9rWaP38+tLS0ULt2bZw9exbLli2Dl5cX2rdvj++++w6dOnXCkydP8OrVK1hZWeHChQu4cuUKateureyqs2KUnp4OHR0dZVeDFZPnz59j0KBBuHz5Mk6fPg0HBwdcu3YNgwYNAgAsWLAAnp6eePToEYYPH45Xr17h7Nmz0NLSUnLNlSssLAweHh4YPHgwRo4cicqVK0vWN2rUCM+fP8e2bdvQsGFDaGpqYsuWLRg7dizu3LkDU1NTJdX860JEkicb6o6DoCIUHBwMX19fBAUFoX79+nj58iXWrl2L3377DS1atECXLl2QkJAAAwMDvH37Fp07d0b16tWVXW3GWBF7+vQphgwZgsuXLyM4OBg1a9bE6dOnMWbMGLx79w5JSUmoVKkSNDU1cfr0aWhrayMrK+vrePzwGVJTU9G7d2+YmppixYoV4vKMjAw8e/YMpUuXRoUKFeDt7Y27d+9i+/btcHNzg6amJhITE1G2bFkl1p6pMg6Citi4cePw8uVLrF+/Hnp6eujRowdu3LgBFxcXxMbGIjg4GMuXL8egQYO+quiaMZZD6MuS24sXL9C/f3+Ehobi1KlTqFmzJiIjI/HixQvcvn0b9vb2aNasGTQ1NZGZmVmiW4IyMzPRokULdOvWDSNGjAAAHDt2DEePHsXGjRtRtmxZuLu7Y/fu3fD29sb58+dx9OhRuLu7K7nmTNWV3KOqmLi5uWHRokXQ0dHBjz/+iODgYAQFBaFWrVoICwvDsWPH0LhxYw6AGPsKyQdAR48eRVxcHHR1ddG4cWNUrlwZ27ZtQ69eveDp6YnTp0+jRo0asLOzQ9OmTcX3yMrKKtEBEAAkJycjLi4ON2/eRHh4OPz9/bFlyxbUrl0bv/76K0qXLo1ffvkFs2fPxpEjR9CyZUuUL19e2dVmaoBbgoqBp6cnzpw5g4oVK+Lw4cNwcnJSdpUYY8Vo3Lhx2LJlC6pWrYpbt27B3d0dffr0Qf/+/REXF4c+ffrg2rVrCAwM5D6BH3DixAl4eXnB3Nwcb968wfz58/HNN9/Azs4OGRkZaNeuHUxMTPDPP/8ou6pMjfAY5yIkxJcTJkyAnZ0dVq5cCScnJ3DcyVjJ8c8//2Dbtm04dOgQLly4gPv378PCwgJ//fUXdu7ciQoVKmDt2rWwtLTExIkTlV1dldWiRQs8ePAAe/fuxYMHDzB48GDY2dkBADQ1NWFoaAhbW1tkZ2eLqQcY+xQOgoqQ8IjLxcUF2dnZCA0NlSxnjH397t69ixo1asDV1RWampqwtLTE7Nmzoaenh507dwIALCws8O+//+LAgQNKrq1qq1KlClxcXCSPutLT0zFjxgycPXsWvXv3hoaGBucwYwVWsh80FxMzMzPMmDEDQ4YMQfv27dGgQQNlV4kxVgROnjyJkJAQZGdnw8PDA61bt4aOjg6Sk5PFVAhZWVmwtrbGmDFj0KZNG4SHh8Pe3h4VKlQA8OGO1Cyvbdu24fLly9i5cyeOHDmCatWqKbtKTM3wkVZMmjdvDldX1zy5LRhjX4f169eje/fuCAkJwaZNm/Djjz8iKCgIHTp0wKVLl7Bu3ToAEIe5a2trw9HREaVLl5a8DwdABRMeHo4NGzbg6dOnOHnyJOrWravsKjE1xB2ji1FqaqpaTIfBGCuc9evXY/jw4fj777/RpUsXnDx5Eh07dkTHjh2xZcsWzJs3D1OmTMHMmTPh7e0NY2NjDBs2DKmpqfjvv/848PlMsbGx0NXVhaGhobKrwtQUB0GMMfYFgoOD0aJFC8ycORPTp08Xl5ubm8Pa2hqHDx+GTCbDiRMn0K9fP5QuXRpaWlowNTVFSEgItLW1+REYY0rCfYIYY+wLmJubo3HjxggNDcWVK1dQv359dOrUCXFxcXB2doaPjw/Kli2LHj16YN26dahYsSL09fVRp04dToTImJJxSxBjjH2hiIgI/PTTT9DU1ERCQgKSk5OxadMmODg44MyZMwgPD8cff/yB5ORk9OzZE0uXLgWAEj0VBmOqgIMgxhhTgIiICAwbNgyXL1/G2rVr0a1bN8n6hIQEXL9+HY0bN+bAhzEVwUEQY4wpSFRUFIYPHw4NDQ1MnjwZjRs3BoA8j7y4BYgx1cBBEGOMKZDwaAwApk6dikaNGim5RoyxD+HhCIwxpkDVqlXDsmXLoKmpidGjR+PmzZvKrhJj7AM4CGKMMQWrVq0a5s+fj6ZNm/KEqIypMH4cxhhjRYzzADGmmjgIYowxxliJxLcmjDHGGCuROAhijDHGWInEQRBjjDHGSiQOghhjjDFWInEQxBhjjLESiYMgxhhjjJVIHAQxxhhjrETiIIgxxhhjJRIHQYyxEiU9PV3ZVWCMqQgOghhjSvPu3Tt8//33MDAwQKVKlbB48WI0a9YMo0ePBgCkpaVh7NixMDc3h4GBAdzc3BAcHCz+/ubNm1GuXDkcO3YMNWrUQOnSpdGmTRu8fPlSLNO3b1907NgRv/32GypXrgx7e3sAwNOnT9GtWzeUK1cOxsbG8PX1xaNHj4rx0zPGlI2DIMaY0vj5+eHs2bM4cOAAAgMDERISgqtXr4rrR4wYgfPnz2PHjh24efMmunbtijZt2iAiIkIsk5ycjAULFmDr1q04ffo0njx5grFjx0r+TlBQEMLDwxEYGIiDBw8iIyMDXl5eKFOmDEJCQnD27FkxgOKWIsZKEGKMMSVITEwkbW1t2r17t7gsPj6e9PX1adSoUfT48WPS1NSk58+fS37vm2++oUmTJhER0aZNmwgARUZGiutXrlxJZmZm4us+ffqQmZkZpaWlicu2bt1K9vb2lJ2dLS5LS0ujUqVK0bFjxxT+WRljqklL2UEYY6xkevDgATIyMtCgQQNxmaGhofi46tatW8jKykL16tUlv5eWlgYTExPxtb6+PmxtbcXXlSpVQmxsrOR3HB0doaOjI76+ceMGIiMjUaZMGUm51NRUREVFffmHY4ypBQ6CGGMq6f3799DU1ERoaCg0NTUl60qXLi3+rK2tLVknk8lARJJlBgYGed7bxcUFf//9d56/W6FChS+tOmNMTXAQxBhTChsbG2hra+Py5cuoWrUqACAhIQH3799H06ZNUbduXWRlZSE2NhZNmjRR6N+uV68edu7cCVNTU5QtW1ah780YUx/cMZoxphRlypRBnz59MG7cOJw8eRJ37tzBgAEDoKGhAZlMhurVq+P7779H79694e/vj4cPH+LSpUuYO3cuDh069EV/+/vvv0f58uXh6+uLkJAQPHz4EMHBwfjpp5/w7NkzBX1Cxpiq4yCIMaY0ixYtQsOGDdGuXTu0bNkSjRo1Qo0aNaCnpwcA2LRpE3r37o0xY8bA3t4eHTt2lLQcfS59fX2cPn0aVatWRadOnVCjRg0MGDAAqamp3DLEWAkio9wPzxljTEmSkpJgbm6OhQsXYsCAAcquDmPsK8d9ghhjSnPt2jWEhYWhQYMGSEhIwC+//AIA8PX1VXLNGGMlAQdBjDGlWrBgAcLDw6GjowMXFxeEhISgfPnyyq4WY6wE4MdhjDHGGCuRuGM0Y4wxxkokDoIYY4wxViJxEMQYY4yxEomDIMYYY4yVSBwEMcYYY6xE4iCIMcYYYyUSB0GMMcYYK5E4CGKMMcZYifR/fM2paRXvi3MAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "games_wo = games.query(\"total_sales < 5.467200\")\n",
    "\n",
    "games_wo.boxplot(\n",
    "    column=\"total_sales\",\n",
    "    by=\"genre\",\n",
    ")\n",
    "plt.ylim(0, 2)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perfil de Usuarios por Región."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Perfiles de usuarios por región en base a las plataformas, géneros y ratings más populares. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nO1q0aKHdu3ebW4MAf7Z48WJ17dpVvr6+ateunSTphx9+MBfbL1y4oM2bNxuc0roNHjxYO3fu1JdffqnmzZub+7bn5ORo/fr1GjhwoAYPHqy5c+canBQAHj56uBcRf+4x/mf0GH8w48aN+1vXxcbGPuQktm3u3Ll6/fXX9dJLLykpKUm+vr7avn27+fyECRP0/fffa+3atQamBO7O0dFR6enpKlmy5B3P87sYKHzdunXTk08+ec9WALh/HTt21Pr16+Xp6anQ0FCLFVMSq6YKwqpVq/Tee++Z+7WHhITojTfeUPv27Q1OZjvmzZun8ePHq0ePHgoNDc2318PvBVbYt/j4eA0ePFhffvmlwsLClJmZqYiICKWlpWnz5s0KCAgwOqJV8/Pz05dffmn+cPHPtm3bpjZt2jB5BYBdYBpLERIfH3/XTVquXLlSyGlsC4X0wtG7d285OTlpzZo1CgsLy/e8nzt3Tj179jQoHfDX7tS2549u3rxZyIlQFA0dOlRvv/22PDw8NHTo0HteO3369EJKZbuCgoI0fvx4bdu2TbVr185XEB40aJBByWyDr6+vnn/+eaNj2LSOHTuqY8eORsewab1795YkjR8/Pt85k8nEB+WQJPXq1UsZGRlq3769vvjiC40ZM0Y//fQTxfYCkpuba15BficuLi7Kzc0txEQAYBxmuBcRgYGBf6uneEpKSiGkAe5Pbm6upk6dqi+++EJZWVlq1qyZYmNj5ebmZnQ04G/p0aPH37ouISHhISdBURYeHq5Vq1bJ19f3jhvs/tHGjRsLKZXtulfvdpPJpNOnTxdiGgCAtYuJidHUqVMVGBioTZs2sZ9CAYmMjNSRI0c0b9481axZ0+Lcvn371Lt3bz366KP6+OOPDUoIAIWHgjvsQnh4+F9+oGEymbR+/fpCSmSb3n77bY0dO1bNmzeXm5ubvvnmG3Xu3Fnz5883OhoAALiHCxcu6NixY5Kk4ODgu7bWwl/z9/fX8ePHVaJECfn5+d3zNWhGRkYhJgPsV6dOnSyOv/rqK9WoUUPlypWzGKeN1v27dOmSXnnlFX3zzTfy8/Mzt8s9f/68fv31V7Vo0UKffPKJfH19jQ0KAIWAljJFyJEjR7Rjxw41aNBAwcHBOnr0qGbNmqWbN2+qS5cuatq0qdERrdaTTz5513NXrlzRJ598QquIArBo0SJ98MEH6tOnjyRp3bp1at26teLj480bCQKALfg77bFMJpPmzZtXCGnsx+/zRP7OqkD8PdeuXdPAgQO1aNEi81J/R0dHRUVFac6cOXJ3dzc4ofWZMWOGvLy8zLf5eX04Zs+erVdffVWurq6aPXv2Pa+l9RR8fHwsjjt37mxQEtvl5+en//3f/9XRo0eVlJSk9PR0SVKZMmVUv359PfroowYnBIDCwwz3IuLrr79W+/bt5enpqczMTK1atUpRUVGqUaOGcnNztXnzZn377bcU3QtQdna23n//fU2cOFE+Pj56++239fLLLxsdy6oVK1ZMJ0+etFiW6erqqpMnT+qRRx4xMBkAFCwHBwdVrFhRNWvW1L1eSq1ataoQU9muRYsWaerUqTpx4oQkqVq1anrjjTfUtWtXg5NZvz59+mjdunX6z3/+o4YNG0qStm7dqkGDBunZZ5/Vhx9+aHBC4M4qVaqk3bt3q3jx4rSeAgAARQoF9yKiQYMGatq0qSZMmKBly5apf//+6tevnyZOnChJGjlypPbs2aNvv/3W4KS2YcmSJRozZoyuX7+uN998U6+++qqcnFjw8aAcHR2Vnp5usQzdy8tLBw4cuOcbIQCwNq+99pqWLl2qihUrqkePHurSpYv8/f2NjmWTpk+frrfeeksDBgywKAi///77mjBhgl5//XWDE1q3EiVK6LPPPlNYWJjF+MaNG/Xiiy/qwoULxgSzEY6OjkpLSzO3VvjdxYsXVapUKTbzBGA3Ll26pLVr1yoqKsroKADw0FFwLyJ8fHy0Z88eVa1aVbm5uSpWrJh27txp3mzkhx9+UPPmzc3LsnB/vv76a8XExCglJUXDhw/X0KFD5eHhYXQsm+Hg4KCWLVuqWLFi5rG1a9eqadOmFs8zvREB2IKbN29q5cqVmj9/vrZv367WrVsrOjpazz33HC0kClClSpU0bty4fG/QFy5cqLFjx7Kh/ANyd3fXnj17FBISYjF+6NAh1a1bV9euXTMomW1wcHBQenp6voL7uXPnVKVKFV2/ft2gZLZl48aNf7mJNQBjJScnq1atWnzQCMAuMKW3CPn9zbmDg4NcXV0t+sx5eXnp8uXLRkWzejt37tSIESO0Y8cO9e3bV+vWrVOJEiWMjmVzunXrlm+sS5cuBiQBgIevWLFi6ty5szp37qz/+7//04IFC9S/f39lZ2fr0KFD8vT0NDqiTUhLS1ODBg3yjTdo0EBpaWkGJLIt9evXV2xsrBYtWiRXV1dJ0vXr1zVu3DjVr1/f4HTW6/ee4iaTSfHx8Ra/D3JycpSYmEg/4wIUERGhRx55RD169FC3bt0s2hsCKBy//fbbPc9fuXKlkJIAgPEouBcRgYGBOnHihKpUqSJJSkpKUoUKFcznU1NTVbZsWaPiWb169erJzc1Nffv2VaVKlfTJJ5/c8To2VHowCQkJRkcAAEM4ODjIZDIpLy+PmVsFrGrVqvr00081atQoi/Hly5crKCjIoFS2Y9asWWrRooUeeeQR1ahRQ9LtWYiurq765ptvDE5nvWbMmCHp9ka/cXFxcnR0NJ9zcXFRYGCg4uLijIpnc3766SctXrxYCxcu1Lhx49S0aVNFR0erQ4cOcnFxMToeYBd8fX3vucIvLy+PFYAA7AYtZYqIuLg4lS9fXq1bt77j+VGjRun8+fOKj48v5GS2ITAw8C//uLOhEgDgn/hjS5mtW7eqTZs26tGjhyIiIuTg4GB0PJvx+eef66WXXlLz5s3NPdy3bdum9evX69NPP1XHjh0NTmj9MjMztWTJEh09elSSFBISosjISLm5uRmczPqFh4dr5cqV8vPzMzqK3di7d68SEhK0dOlSSdIrr7yi6Oho8wdKAB4OHx8fjR49Wk8//fQdz584cUJ9+vRhYgIAu0DBHQAA4B/q37+/li1bpvLly6tnz56KjIykVdlDtGfPHs2YMUNHjhyRdLsgPGzYMPNeNwDwR+fOndN///tfvfPOO3JyctKNGzdUv359xcXF6fHHHzc6HmCTwsPD1bJlS/373/++4/nk5GTVrFlTubm5hZwMAAofBXfYhaSkJF28eFFt2rQxjy1atEixsbG6du2aOnTooDlz5lhs9gkAwN04ODioQoUKqlmz5j1XULFJ9P0ZOnSo3n77bXl4eCgxMVENGjSQkxOdEB+WY8eOac6cORYfaAwYMIAe4wXg+eefV926dTVixAiL8SlTpmjXrl1asWKFQclsT1ZWlr744gvNnz9f3333nerUqaPo6Gh17txZFy5c0Jtvvqm9e/fq8OHDRkcFbNLcuXOVmZmpwYMH3/H8zz//rLi4OMXGxhZyMgAofBTcYRciIiIUHh5ufrNz8OBB1apVS927d1dISIimTp2qPn36aOzYscYGBQBYhe7du/+tPqTsbXF/nJ2ddfbsWZUuXVqOjo5KS0tTqVKljI5lkz7//HO9/PLLqlOnjnmT1B07dmjXrl1atmyZnn/+eYMTWreSJUtqw4YNCg0NtRg/ePCgmjdvrp9//tmgZLZl4MCBWrp0qfLy8tS1a1f16tVL1atXt7gmPT1dAQEBzK4FAAAPHQV32IWyZctq7dq1qlOnjiRp9OjR2rx5s7Zu3SpJWrFihWJjY5nxAgBAERAUFKQXX3xRzz33nMLDw7Vq1aq79sBu3LhxIaezLVWqVFFkZKTGjx9vMR4bG6uPP/5Yp06dMiiZbXBzc9P+/fsVHBxsMX706FHVrFlT169fNyiZbWnWrJl69eqlTp063XXFanZ2trZt26YmTZoUcjrAPrRq1UpLly6Vj4+PJOmdd95R37595evrK0m6ePGiGjVqxHtuAHaBgjvsgqurq06cOKHy5ctLkp555hm1bNlSo0ePliT9+OOPCg0N1ZUrV4yMCQAAJK1evVp9+/bV+fPnZTKZdLeXqyaTic3XHpC7u7sOHDigqlWrWoyfOHFCNWrUUGZmpkHJbEPdunXVpk0bjRkzxmJ87NixWrt2rfbs2WNQMgAoWA4ODkpPTzevSPP29tb+/ftVuXJlSbdbygQEBPB3G4BdoBkm7ELp0qWVkpKi8uXL69atW9q7d6/GjRtnPn/lyhU5OzsbmBAAAPyuQ4cO6tChg65evSpvb28dO3aMljIPSVhYmLZs2ZKv4L5161Y1atTIoFS246233lKnTp106tQpNW3aVJK0fv16ffLJJ/rss88MTmd7Dh8+rNTUVN26dctivF27dgYlAuwXczsB2DMK7rALrVq1UkxMjN59912tXr1a7u7uFm8iDxw4oCpVqhiYEAAA/Jmnp6c2btyoSpUqsWnqQ9KuXTuNGDFCe/bsUb169STd7uG+YsUKjRs3TmvWrLG4Fv9M27ZttXr1ak2aNEmfffaZ3NzcVKNGDW3YsEH+/v5Gx7MZp0+fVseOHXXw4EGLVTG/77XBjFoAAFCYaCkDu/DLL7+oU6dO2rp1qzw9PbVw4UJ17NjRfL5Zs2aqV6+eJk6caGBKAADwZ3fbNPXixYsqVaoUhbQH5ODg8Leuo31Pwfjtt9+0dOlSzZs3T3v27OE5LSBt27aVo6Oj4uPjValSJe3cuVMXL17UsGHDNG3aNFZrAIXA0dFR6enpKlmypCTJy8tLBw4cUKVKlSTRUgaAfWGqEOxCiRIllJiYqMuXL8vT01OOjo4W51esWCFPT0+D0gEAgLu529yQmzdvysXFpZDT2J7c3FyjI9iFxMREzZs3T59//rkCAgLUqVMnvf/++0bHshlJSUnasGGDSpQoIQcHBzk4OOiZZ57R5MmTNWjQIO3bt8/oiIDNy8vLU/fu3c0bF9+4cUN9+/aVh4eHpNt/twHAXlBwh135fcf0P2NJLwAARcvs2bMl3Z5ZHR8fb/HBeE5OjhITE/Xoo48aFc/qJSUl6eLFi2rTpo15bNGiRYqNjdW1a9fUoUMHzZkzx1w4wT+Xnp6uBQsWaN68efrtt9/04osv6ubNm1q9erUee+wxo+PZlJycHHl5eUm6PdHm3LlzCg4OVsWKFXXs2DGD0wH2oVu3bhbHXbp0yXdNVFRUYcUBAENRcAcAAECRM2PGDEm3Z8zFxcVZrE5zcXFRYGCg4uLijIpn9caPH6+wsDBzwf3gwYOKjo5W9+7dFRISoqlTpyogIEBjx441NqiVatu2rRITE9W6dWvNnDlTERERcnR05Gf2IalevbqSk5NVqVIlPf3005oyZYpcXFz03//+V5UrVzY6HmAXEhISjI4AAEUGPdwBAABQZIWHh2vlypXy8/MzOopNKVu2rNauXas6depIkkaPHq3Nmzdr69atkm6324uNjdXhw4eNjGm1nJycNGjQIPXr109BQUHmcWdnZyUnJzPDvYB98803unbtmjp16qSTJ0+qTZs2On78uIoXL67ly5eradOmRkcEAAB2hBnuAAAAKLI2btxodASbdOnSJZUuXdp8vHnzZrVs2dJ8/NRTT+nMmTNGRLMJW7du1bx581S7dm2FhISoa9euevnll42OZbNatGhhvl21alUdPXpUGRkZ8vPzk8lkMjAZAACwRw5GBwBQtAQGBmrmzJkP/H0yMzP1/PPPy9vbWyaTSb/++usDf08AgH06e/asPvjgA8XExGjo0KEW/3B/SpcurZSUFEnSrVu3tHfvXtWrV898/sqVK3J2djYqntWrV6+e5s6dq7S0NPXp00fLli1TQECAcnNz9d133+nKlStGR7R5/v7+FNsBAIAhmOEO4IEsWLBAQ4YMyVdQX7hwobZs2aLt27erRIkSd92wFgCAe1m/fr3atWunypUr6+jRo6pevbp+/PFH5eXlqVatWkbHs1qtWrVSTEyM3n33Xa1evVru7u5q1KiR+fyBAwdUpUoVAxPaBg8PD/Xs2VM9e/bUsWPHNG/ePL3zzjuKiYnRs88+qzVr1hgd0Wp16tTpb1+7cuXKh5gEAADAEjPcATwUp06dUkhIiKpXr64yZcrc1wyjnJwc5ebmPoR0AABrMXLkSA0fPlwHDx6Uq6urPv/8c505c0ZNmjTRCy+8YHQ8q/X222/LyclJTZo00dy5czV37ly5uLiYz8+fP1/PPfecgQltT3BwsKZMmaKzZ89q6dKlRsexej4+Pn/7HwDYqoJaoQ6gYLFpKmBnwsLCVL16dUnS4sWL5ezsrH79+mn8+PEymUwKDAzUkCFDNGTIEEnS9OnTlZCQoNOnT8vf319t27bVlClT5OnpqU2bNik8PNzi+8fGxmrTpk3avHmzeaxJkybatGmTLl26pMGDB2vt2rW6efOmmjRpotmzZ5s3E/t9tvyiRYsUExOj48eP6+TJkwoLC1OvXr10/PhxrVy5UsWLF9ecOXNUv3599erVS+vXr1flypU1f/588+ZvAADb4OXlpf3796tKlSry8/PT1q1b9fjjjys5OVnt27fXjz/+aHREq3b58mV5enrK0dHRYjwjI0Oenp4WRXgAAGCMu60sv3Dhgjw8POTu7m5MMAB3xAx3wA4tXLhQTk5O2rlzp2bNmqXp06crPj7+jtc6ODho9uzZOnTokBYuXKgNGzbo3//+tySpQYMGmjlzpry9vZWWlqa0tDQNHz5cK1euVO/evVW/fn2lpaWZl/F2795du3fv1po1a5SUlKS8vDy1atVKWVlZ5vvLzMzUu+++q/j4eB06dEilSpWSJM2YMUMNGzbUvn371Lp1a3Xt2lVRUVHq0qWL9u7dqypVqigqKkp8hggAtsXDw0O3bt2SJJUtW1anTp0yn/vll1+MimUzfHx88hXbpdv9rym2wxrs2LFDo0eP1htvvKGvv/7a6DgA8I/9/jrnfpQsWZJiO1AEUXAH7FD58uU1Y8YMBQcHKzIyUgMHDtSMGTPueO2QIUMUHh6uwMBANW3aVBMmTNCnn34qSXJxcZGPj49MJpPKlCmjMmXKyNPTU/7+/nJ3d5eLi4vKlCkjf39/nThxQmvWrFF8fLwaNWqkGjVqaMmSJfrpp5+0evVq8/1lZWXpgw8+UIMGDRQcHGx+8dCqVSv16dNHQUFBGjNmjH777Tc99dRTeuGFF1StWjWNGDFCR44c0c8///zQnz8AQOGpV6+etm7dKun234Jhw4Zp4sSJ6tmzp8UmnwDsz2effaaGDRtq1qxZio+PV+vWrTVt2jSjYwHAPYWFhWnAgAEaMmSISpQooRYtWmj69OkKDQ2Vh4eHypcvr/79++vq1auSpE2bNqlHjx66fPmyTCaTTCaTxo4dKyl/SxmTyaT4+Hh17NhR7u7uCgoKyrdfyJo1axQUFCRXV1eFh4dr4cKFMplM+WbPA7h/FNwBO1SvXj2Lnur169fXiRMnlJOTk+/adevWqVmzZipXrpy8vLzUtWtXXbx4UZmZmf/oPo8cOSInJyc9/fTT5rHixYsrODhYR44cMY+5uLjoiSeeyPf1fxwrXbq0JCk0NDTf2Pnz5/9RLgBA0TZ9+nTz345x48apWbNmWr58uQIDAzVv3jyD0wEw0uTJk9W7d29dvnxZly5d0oQJEzRp0iSjYwHAX1q4cKFcXFy0bds2xcXF3dfK8rsZN26cXnzxRR04cECtWrVSZGSkMjIyJEkpKSn617/+pQ4dOig5OVl9+vTR6NGjC+UxA/bEyegAAIquH3/8UW3atFG/fv00ceJE+fv7a+vWrYqOjtatW7ceytI1Nze3O26w6uzsbL79+/k7jbHJKgDYlsqVK5tve3h4KC4uzsA0AIqSY8eOafny5ea2SMOGDdOYMWN0/vx5c1tCACiKgoKCNGXKFPNxcHCw+XZgYKAmTJigvn376oMPPsi3svyvdO/eXZ07d5YkTZo0SbNnz9bOnTsVERGhjz76SMHBwZo6dar5fn/44QdNnDixgB8hYN+Y4Q7Yoe+//97ieMeOHQoKCsrXw3XPnj3Kzc3Ve++9p3r16qlatWo6d+6cxTUuLi53nBn/ZyEhIcrOzra474sXL+rYsWN67LHHHuDRAAAAwB5lZmbK29vbfOzi4iJXV1dzGwYAKKpq165tcVxQK8sly9XhHh4e8vb2Nq8EP3bsmJ566imL6+vWrXsfjwDAvTDDHbBDqampGjp0qPr06aO9e/dqzpw5eu+99/JdV7VqVWVlZWnOnDlq27atebnbHwUGBurq1atav369atSoIXd39zvOfA8KClL79u3Vu3dvffTRR/Ly8lJMTIzKlSun9u3bP7THCgCwPn5+fndc7XQnvy+RBmCf4uPj5enpaT7Ozs7WggULVKJECfPYoEGDjIgGAHfl4eFhvl3QK8v/uBJcur0anJXgQOGi4A7YoaioKF2/fl1169aVo6OjBg8erFdffTXfdTVq1ND06dP17rvvauTIkWrcuLEmT56sqKgo8zUNGjRQ37599dJLL+nixYuKjY01b+DyZwkJCRo8eLDatGmjW7duqXHjxvrqq6/yvSAAANi3P27+BQB3U6FCBc2dO9dirEyZMlq8eLH52GQyUXAHUKT9cWW5g8PtRhSffvqpxTV/d2X5XwkODtZXX31lMbZr164H/r4ALJny8vLyjA4BoPCEhYXpySefpJgBACjScnJyNG3aNK1Zs0a3bt1Ss2bNFBsbKzc3N6OjAQAA3Lc/vydPTk42H/++snzkyJH66aefdOnSJfn6+mr79u1q2LCh1q1bZ7GyPDAwUEOGDNGQIUMk3f6QcdWqVerQoYP5/nx9fTVz5kx1795dKSkpCg4O1uuvv67o6Gjt379fw4YN09mzZ/Xrr7/Kx8en8J8QwAbRwx0AAABFzqRJkzRq1Ch5enqqXLlymjVrll577TWjYwEo4s6ePUvrBABW5Y8ry6tXr64lS5Zo8uTJFtf8cWV5yZIlLTZc/ScqVaqkzz77TCtXrtQTTzyhDz/8UKNHj5YkFStW7IEfC4DbmOEO2BlmuAMArEFQUJCGDx+uPn36SLq9mVjr1q11/fp183JrAPgzb29v7d+/X5UrVzY6CgBYhYkTJyouLk5nzpwxOgpgM+jhDtiZTZs2GR0BAIC/lJqaqlatWpmPmzdvLpPJpHPnzumRRx4xMBmAooz5ZABwbx988IGeeuopFS9eXNu2bdPUqVM1YMAAo2MBNoWCOwAAAIqc7Oxsubq6Wow5OzsrKyvLoEQAAADW78SJE5owYYIyMjJUoUIFDRs2TCNHjjQ6FmBTaCkDAACAIsfBwUEtW7a06Ce6du1aNW3aVB4eHuaxlStXGhEPQBE1efJk9evXT76+vkZHAQAAdoqCOwAAAIqcHj16/K3rEhISHnISANbi1q1bSklJUZUqVeTkxGJuAABgDAruAAAAAACrlZmZqYEDB2rhwoWSpOPHj6ty5coaOHCgypUrp5iYGIMTAgAAe+JgdAAAAAAAAO7XyJEjlZycrE2bNlns/dC8eXMtX77cwGQAAMAesc4OAAAAAGC1Vq9ereXLl6tevXoymUzm8ccff1ynTp0yMBkAALBHzHAHAAAAAFitCxcuqFSpUvnGr127ZlGABwAAKAwU3AEAAAAAVqtOnTr68ssvzce/F9nj4+NVv359o2IBAAA7RUsZAAAAAIDVmjRpklq2bKnDhw8rOztbs2bN0uHDh7V9+3Zt3rzZ6HgAAMDOMMMdAAAAAGC1nnnmGe3fv1/Z2dkKDQ3Vt99+q1KlSikpKUm1a9c2Oh4AALAzpry8vDyjQwAAAAAAAAAAYO1oKQMAAAAAsCq//fbb377W29v7ISYBAACwxAx3AAAAAIBVcXBwMG+Oejd5eXkymUzKyckppFQAAADMcAcAAAAAWJmNGzcaHQEAAOCOmOEOAAAAAAAAAEABYIY7AAAAAMCq/frrr5o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      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for region in [\"na_sales\", \"eu_sales\", \"jp_sales\", \"other_sales\"]:\n",
    "\n",
    "    fig, axes = plt.subplots(ncols=3, nrows=1, figsize=(15, 4))\n",
    "\n",
    "    sales_by_platform = games.groupby(\"platform\")[region].sum()\n",
    "    top_5_patforms = sales_by_platform.sort_values().tail(5).reset_index()\n",
    "    top_5_patforms[\"market_share\"] = top_5_patforms[region] / sales_by_platform.sum()\n",
    "    \n",
    "    top_5_genres = games.groupby(\"genre\")[region].sum().sort_values().tail(5).reset_index()\n",
    "    \n",
    "    top_5_ratings= games.groupby(\"rating\")[region].sum().sort_values().tail(5).reset_index()\n",
    "\n",
    "    fig.suptitle(f\"Profiles in region {region}\", y=0.96)\n",
    "\n",
    "    axes[0].set_title(\"Market Share in top 5 platforms\")\n",
    "    top_5_patforms.plot(kind=\"bar\", x=\"platform\", y=\"market_share\", ax=axes[0])\n",
    "\n",
    "    axes[1].set_title(\"Sales in top 5 Genres\")\n",
    "    top_5_genres.plot(kind=\"bar\", x=\"genre\", y=region, ax=axes[1], color=\"orange\")\n",
    "    \n",
    "    axes[2].set_title(\"Sales in top 5 Ratings\")\n",
    "    top_5_ratings.plot(kind=\"bar\", x= \"rating\", y= region, ax=axes[2], color=\"green\")\n",
    "    \n",
    "    fig.tight_layout(pad=1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusiones de los perfiles por región.\n",
    "\n",
    "* Respecto a la región de Norte América\n",
    "\n",
    "Al considerar las ventas totales y su cuota de mercado (market share) podemos observar que hay dos plataformas de Sony, lo que nos permite inferir una preferencia para las consolas de sony y por lo tanto para PS4 como la plataforma que puede tener el mayor \"market share\" en la última generación. \n",
    "\n",
    "Respecto al género, es muy claro que aquellos videojuegos de acción tienen preferencia sobre los demás, teniendo en segundo lugar a los juegos de deportes. \n",
    "\n",
    "Respecto al rating, la clasificación de mayor venta fue E (Everyone) tiene una mayor preferencia.\n",
    "\n",
    "* Respecto a la región de Europa.\n",
    "\n",
    "De nuevo se observa una preferencia por las consolas de Sony (PS, PS2 y PS3 aparecen en el top 5) por lo que podemos inferir que PS4 será la plataforma de mayor cuota de mercado de la nueva generación. \n",
    "\n",
    "Respecto al género, de nuevo los videojuegos de acción tienen preferecia sobre los demas, y de igual manera el segundo lugar lo obtienene los juegos de deportes. \n",
    "\n",
    "El rating E (Everyone) tiene la mayor preferencia en este mercado. \n",
    "\n",
    "* Respecto a la región Japón.\n",
    "\n",
    "Es interesante observar que dos consolas portátiles de nintendo se encuentran en el top 5 (SNES, DS y 3DS)\n",
    "\n",
    "El género dominante es el de los juegos de rol\n",
    "\n",
    "Mientras que el rating E (Everyone) se mantiene como el dominante también en esta región.\n",
    "\n",
    "* Respecto a la región \"Otros paises\"\n",
    "\n",
    "Las plataformas más populares son 2 de Sony (PS2 y PS3) \n",
    "\n",
    "El género de acción es el más popular, seguido por los deportes.\n",
    "\n",
    "La clasificación mas popular, al igual que en el resto de regiones es E (Everyone)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Las cinco plataformas principales. Describe las variaciones en sus cuotas de mercado de una región a otra.\n",
    "\n",
    "En todas las regiones excepto Japón parece existir una preferencia por las consolas de Sony, seguido por la consola de Microsoft X360.\n",
    "\n",
    "En Japón se observa no solo un cambio en la preferencia hacia las plataformas de Nintendo, pero también por aquellas definidas como portátiles (3DS y DS)\n",
    "\n",
    "#### Los cinco géneros principales. Explica la diferencia.\n",
    "\n",
    "Los generos de acción y deportes se mantienen en el primer y segundo lugar de preferencias respectivamente en todas las regiones excepto en Japón, donde ocupan el segundo y tercer lugar, dejando el primer lugar para los juegos de rol. \n",
    "\n",
    "#### Si las clasificaciones de ESRB afectan a las ventas en regiones individuales.\n",
    "\n",
    "Las clasificaciones se mantienen estables con una alta coincidencia entre las regiones, siendo la clasificacion E la dominante en todas las regiones, seguidas por M, T y E10+.\n",
    "\n",
    "No parece existir una afectación en las ventas por las clasificaciones en ninguna región, pareciera mas una tendencia global. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pruebas de Hipótesis. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calificaciones promedio de los usuarios para las plataformas Xbox One y PC son las mismas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valor p: 0.9929649852182456\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import levene\n",
    "\n",
    "XOne_User_Score = games[games[\"platform\"] == \"XOne\"][\"user_score_median\"].dropna()\n",
    "PC_User_Score = games[games[\"platform\"] == \"PC\"][\"user_score_median\"].dropna()\n",
    "\n",
    "# Realizar la prueba de Levene\n",
    "statistic, p_value = levene(XOne_User_Score, PC_User_Score)\n",
    "\n",
    "# Mostrar el valor p\n",
    "print(\"Valor p:\", p_value)\n",
    "alpha=0.05 \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valor p: 0.00010123955107193582\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import ttest_ind\n",
    "\n",
    "XOne_User_Score = games[games[\"platform\"] == \"XOne\"][\"user_score_median\"].dropna()\n",
    "PC_User_Score = games[games[\"platform\"] == \"PC\"][\"user_score_median\"].dropna()\n",
    "\n",
    "statistic, p_value = ttest_ind(\n",
    "    XOne_User_Score,\n",
    "    PC_User_Score,\n",
    "    equal_var=True\n",
    ")\n",
    "\n",
    "statistic, p_value\n",
    "\n",
    "print(\"Valor p:\", p_value)\n",
    "alpha=0.05 \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Para desarrollar la prueba de hipótesis que nos permita saber si las calificaciones promedio de los usuarios para las plataformas Xbox One y PC son las mismas usamos una prueba de Levene para conocer si las varianzas muestran diferencia estadística y una prueba de T test o T de Student usando un valor alpha de 0.05 y formulando las hipótesis de la siguiente manera:\n",
    "\n",
    "* Hipótesis Nula: El promedio de las calificaciones de los usuarios en las plataformas Xbox One y PC No tienen una diferente significativa. \n",
    "\n",
    "* Hipótesis Alternativa: El promedio de las calificaciones de los usuarios en las plataformas Xbox One y PC tienen una diferente significativa. \n",
    "\n",
    "#### Los resultados son los siguientes:\n",
    "\n",
    "* La prueba de levene arrojo un resultado de 0.99 lo cual nos permite concluir que no hay evidencia para negar que las varianzas sean diferentes, lo cual nos permite definir este valor para la prueba de ttest_ind.\n",
    "\n",
    "* La prueba T Test arrojo un valor p=0.0001 lo cual nos permite concluir que se rechaza la hipótesis nula y se acepta la hipótesis alternativa, definiendo con esto que existe evidencia de una diferencia estadística entre las calificaciones promedio de Xbox One y PC. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calificaciones promedio de los usuarios para los géneros de Acción y Deportes son diferentes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valor p: 0.6828105166182066\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import levene\n",
    "\n",
    "Action_User_Score = games[games[\"genre\"] == \"Action\"][\"user_score_median\"].dropna()\n",
    "Sports_User_Score = games[games[\"genre\"] == \"Sports\"][\"user_score_median\"].dropna()\n",
    "\n",
    "# Realizar la prueba de Levene\n",
    "statistic, p_value = levene(Action_User_Score, Sports_User_Score)\n",
    "\n",
    "# Mostrar el valor p\n",
    "print(\"Valor p:\", p_value)\n",
    "alpha=0.05 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valor p: 0.7131417795320426\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import ttest_ind\n",
    "\n",
    "Action_User_Score = games[games[\"genre\"] == \"Action\"][\"user_score_median\"].dropna()\n",
    "Sports_User_Score = games[games[\"genre\"] == \"Sports\"][\"user_score_median\"].dropna()\n",
    "\n",
    "statistic, p_value = ttest_ind(\n",
    "    Action_User_Score,\n",
    "    Sports_User_Score,\n",
    "    equal_var=True\n",
    ")\n",
    "\n",
    "statistic, p_value\n",
    "\n",
    "print(\"Valor p:\", p_value)\n",
    "alpha=0.05 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Para desarrollar la prueba de hipótesis que nos permita saber si las calificaciones promedio de los usuarios para los géneros de Acción y Deportes son las mismas usamos una prueba de Levene para conocer si las varianzas muestran diferencia estadística y una prueba de  T test o T de Student usando un valor alpha de 0.05 y formulando las hipótesis de la siguiente manera:\n",
    "\n",
    "* Hipótesis Nula: El promedio de las calificaciones de los usuarios en los géneros de acción y deportes No tienen una diferente significativa. \n",
    "\n",
    "* Hipótesis Alternativa: El promedio de las calificaciones de los usuarios en los géneros de acción y deportes tienen una diferente significativa. \n",
    "\n",
    "#### Los resultados son los siguientes:\n",
    "\n",
    "* La prueba de levene arrojo un resultado de 0.68 lo cual nos permite concluir que no hay evidencia para negar que las varianzas sean diferentes, lo cual nos permite definir este valor para la prueba de ttest_ind.\n",
    "\n",
    "* La prueba T Test arrojo un valor p=0.7131 lo cual nos permite concluir que se acepta la hipótesis nula, definiendo con esto que No existe evidencia de una diferencia estadística entre las calificaciones promedio de los géneros Action y Sports. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusiones Generales."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Respecto a la información general del DF.\n",
    "\n",
    "Llama mucho la atención la cantidad de valores nulos en diferentes columnas y la aparición de los valores TBD, los \n",
    "cuales fueron convertidos a NaN y posteriomente rellenados con la mediana para poder hacer los cálculos necesarios.\n",
    "\n",
    "Entiendo que debemos buscar soluciones ante estas eventualidades, e incluso complementar con otros DF que encontremos \n",
    "sin embargo, me hace pensar respecto a la necesidad de prevenir estas situaciones para desarrollar un análisis más\n",
    "preciso. \n",
    "\n",
    "### Respecto a la prepación de los datos.\n",
    "\n",
    "Con el fin de no modificar de forma irreversible la información provista, se crearon 3 nuevas columas para el DF\n",
    "que permitan mantener la información original y modificar esta para facilitar los análisis posteriores. \n",
    "\n",
    "\n",
    "### Respecto al Análsis de los datos.\n",
    "\n",
    "Resulta interesante tener un volumen de datos tan amplio, ya que permite evaluar la industria desde una perspectiva que general que facilita un análisis estratégico de mayor calidad. \n",
    "\n",
    "Por otro lado creo que los datos incompletos del año 2016 y el ciclo de vida de las plataformas de ultima generación hacen que tengamos que revisar los comportamientos previos para observar tendencias que faciliten el análisis.\n",
    "\n",
    "### Respecto al Perfil de Usuarios por Región.\n",
    "\n",
    "Llamo mi atención que exista un dominio tan evidente de los generos de acción y deportes, así como de la clasificación E en los videojuegos, lo cual permite cierta capacidad predictiva respecto al tipo de juego y clasificación que será un exito en ventas, respecto a la plataforma no es ninguna sopresa encontrar a Sony, Microsoft y Nintendo, pero si me pareció relevante que en Japón existan dos plataformas móviles en el top 5. \n",
    "\n",
    "### Respecto a las Pruebas de Hipótesis. \n",
    "\n",
    "En ambos casos, previo a la prueba ttest_ind se realizo la prueba de levene para poder conocer si existian diferencias estadísticas entre las varianzas, permitiendo con esto realizar la prueba para revisar las medias de los grupos de una manera más precisa. \n"
   ]
  }
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