Notebooks/Aula01/Pandas_Sql_v03.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1f1d6272",
   "metadata": {},
   "source": [
    "# Classic Models - V3\n",
    "\n",
    "Base de dados de uma companhia de venda de modelos escala de veículos (carros, trenes, aeronaves, etc)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb6904e3",
   "metadata": {},
   "source": [
    "## Introdução"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d257de4",
   "metadata": {},
   "source": [
    "### Modelo de dados <a id='modelo-de-dados'></a>\n",
    "\n",
    "<img src='./../../docs/imgs/classicmodels.png' alt=\"Modelo de dados\" />\n",
    "\n",
    "\n",
    "### Tabelas\n",
    "\n",
    "\n",
    "#### Pedidos\n",
    "A tabela orders concentra cada pedido (_orders_) realizado por um cliente, sua data e status e está associada aos itens do pedido (_ordersdetails_) que traz informações dos produtos que foram vendidos, sua quantidade e preço unitário. \n",
    "\n",
    "#### Clientes\n",
    "A tabela _customers_ informa os detalhes do cliente, dos quais se destacam a localização e os pagamentos realizados.\n",
    "\n",
    "#### Empregados\n",
    "\n",
    "A tabela 'employees' contem a função (cargo) do empregado e a sua depenência hierárquica; com essa informação é possível estabelecer quais os vendedores (_Sales Rep_) dependem que qual gerente (_Sales Manager_) que por usa vez estão relacionados aos territorios (*)\n",
    "\n",
    "#### Filiais \n",
    "\n",
    "A tabela _offices_ traz informações de localização [cidades, estados, países e territorios (*)]\n",
    "\n",
    "(*) Os territorios estão dividios em:  \n",
    "* NA = América do Norte\n",
    "* EMEA = Europa, Oriente Médio e África\n",
    "* APAC = Asia-Pacífico\n",
    "* Japan = Japão\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2119ab98",
   "metadata": {},
   "source": [
    "## Configurações"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f15e59d3",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a9341142",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sqlalchemy import create_engine,text\n",
    "from sqlalchemy.engine.url import URL\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52d0a07c",
   "metadata": {},
   "source": [
    "### Configurações do script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "03f7ae1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Seaborn styles\n",
    "\n",
    "# Possibilidades de estilos Seaborn\n",
    "DARKGRID = \"darkgrid\"\n",
    "WHITEGRID = \"whitegrid\"\n",
    "sns.set_style(DARKGRID)\n",
    "\n",
    "# Tamanho padrão das figuras\n",
    "FIGSIZE_DEFAULT = (12, 8)\n",
    "\n",
    "# Meses do ano em idioma português\n",
    "meses_pt = [\"janeiro\", \"fevereiro\", \"março\", \"abril\", \"maio\", \\\n",
    "            \"junho\", \"julho\", \"agosto\", \"setembro\", \"outubro\", \"novembro\", \"dezembro\"]\n",
    "\n",
    "# Configuração de conexão à base de daddos\n",
    "usuario = 'root'\n",
    "senha = 'secret'\n",
    "\n",
    "engine = create_engine(URL(\n",
    "    drivername = 'mysql+pymysql',\n",
    "    username = usuario,\n",
    "    password = senha,\n",
    "    \n",
    "    host = 'localhost',\n",
    "    query = {'charset': 'utf8'},\n",
    "    port = 3306, \n",
    "    database='classicmodels'\n",
    "))\n",
    "\n",
    "\n",
    "# Função de consulta\n",
    "def query(q_):\n",
    "    try:\n",
    "        # Conexão à base de dados\n",
    "        conn = engine.connect()\n",
    "        \n",
    "        # Consulta\n",
    "        result = pd.read_sql(text(q_), conn)\n",
    "        \n",
    "        # Display informações básicas do resultado \n",
    "        display(result.shape, result.head()) \n",
    "        \n",
    "        # Fechamento da conexão\n",
    "        conn.close()\n",
    "        return result\n",
    "    except:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31942b16",
   "metadata": {},
   "source": [
    "### Metadados das tabelas\n",
    "\n",
    "Consulta de todas as tabelas da base e dados e apresentação dos metadados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6491371c",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'values'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[3], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m tables \u001b[39m=\u001b[39m query(\u001b[39m'\u001b[39m\u001b[39mshow tables\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m \u001b[39mfor\u001b[39;00m table \u001b[39min\u001b[39;00m tables\u001b[39m.\u001b[39;49mvalues:\n\u001b[1;32m      4\u001b[0m     \u001b[39mprint\u001b[39m(\u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39m\\n\u001b[39;00m\u001b[39mDetalhes da tabela: << \u001b[39m\u001b[39m{\u001b[39;00mtable[\u001b[39m0\u001b[39m]\u001b[39m.\u001b[39mupper()\u001b[39m}\u001b[39;00m\u001b[39m >>\u001b[39m\u001b[39m\\n\u001b[39;00m\u001b[39m'\u001b[39m)\n\u001b[1;32m      5\u001b[0m     query(\u001b[39mf\u001b[39m\u001b[39m'\u001b[39m\u001b[39mshow columns from \u001b[39m\u001b[39m{\u001b[39;00mtable[\u001b[39m0\u001b[39m]\u001b[39m}\u001b[39;00m\u001b[39m'\u001b[39m)\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'values'"
     ]
    }
   ],
   "source": [
    "tables = query('show tables')\n",
    "\n",
    "for table in tables.values:\n",
    "    print(f'\\nDetalhes da tabela: << {table[0].upper()} >>\\n')\n",
    "    query(f'show columns from {table[0]}')\n",
    "    print('\\n= = = = = = = = = = = = = = = = = = = = = = = = = = ')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "686428e8",
   "metadata": {},
   "source": [
    "## Vendas por clientes\n",
    "\n",
    "Utilizado o critério de pagamentos realizados por períodos (e total) por cada cliente"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "211a390a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(273, 3)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerName</th>\n",
       "      <th>paymentDate</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Online Diecast Creations Co.</td>\n",
       "      <td>2003-01-16</td>\n",
       "      <td>10223.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Blauer See Auto, Co.</td>\n",
       "      <td>2003-01-28</td>\n",
       "      <td>10549.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vitachrome Inc.</td>\n",
       "      <td>2003-01-30</td>\n",
       "      <td>5494.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Baane Mini Imports</td>\n",
       "      <td>2003-02-16</td>\n",
       "      <td>50218.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Danish Wholesale Imports</td>\n",
       "      <td>2003-02-20</td>\n",
       "      <td>53959.21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   customerName paymentDate    amount\n",
       "0  Online Diecast Creations Co.  2003-01-16  10223.83\n",
       "1          Blauer See Auto, Co.  2003-01-28  10549.01\n",
       "2               Vitachrome Inc.  2003-01-30   5494.78\n",
       "3            Baane Mini Imports  2003-02-16  50218.95\n",
       "4      Danish Wholesale Imports  2003-02-20  53959.21"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = '''\n",
    "SELECT c.customerName,\n",
    "\tp.paymentDate, p.amount\n",
    "\t-- clientes\n",
    "    from customers c\n",
    "    -- pagamentos\n",
    "\tjoin payments p on p.customerNumber = c.customerNumber\n",
    "\torder by p.paymentDate ASC \n",
    "'''\n",
    "\n",
    "df1 = query(q)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "220d8c03",
   "metadata": {},
   "source": [
    "### Clientes com maior e menor volume de vendas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1712b984",
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_vendas = df1.groupby('customerName')['amount'].sum().sort_values(ascending=False).reset_index()\n",
    "head10 = agg_vendas.head(10)\n",
    "tail10 = agg_vendas.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45490f7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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hoUOHqmDBgurVq5eyZs2qo0ePatGiRYqKilLGjBnVpk0b5cuXz4qR41VFTsKW8NoNW2PNnKTIDQB4Zc2dO1ebN2/WokWLLNs2b96sWbNm6Y033lC3bt2UL18+nT17VlOnTlV0dLRcXV3VqlUrCtxIdYcPH1a3bt309ddfK0+ePJbtw4cP17Zt29SqVSs1adJEMTExioiI0G+//aY33nhD7777Li2gkCrISdiiKVOmWGbAPvzR1d7eXr/99puCg4NVrVo19evXL9E5JpNJdnZ05kTqICdhS3jthq2xZk7SrgQA8MoymUy6deuW7ty5o/Tp08vOzk6VK1eWo6OjJk6cqKVLl6p3797y8fFRaGioJCkhIYFfI8VLcfv2bd26dcuSb3fv3pWLi4v69eun+/fva8qUKfL395ePj48KFSqkQoUKWTlivOrISdii3Llza8qUKTp06JCKFCmi+Ph4mc1mffDBBwoJCVHPnj0VEBAgPz8/yzn8+j1SEzkJW8JrN2yNNXOSjxIBAK+sN998U6dPn9apU6dkZ2dnWViyQoUKat68uZYuXarw8PBE5zDLBi/Lu+++K09PT40aNUqS5OLiYsnRIUOGyMvLS1OnTrVmiHjNkJOwRR9//LEqVaqk3r17Kzw8XA4ODoqLi5MkVapUSblz59bhw4cTnUNBEamJnIQt4bUbtsaaOclP8gCAV1ZAQIA++OADde7cWdeuXZOTk5PlBbZOnTry9fXVrl27Ep3DDyFILTExMYqLi9O9e/ckPfhA5bPPPtPhw4c1bNgwSUqUo4ULF9bdu3etFi9efeQkbE1ERIRGjhypzz//XFOmTNHZs2clSe3atVO2bNn02WefKTw83LJQtMFgULp06ZQuXTprho1XGDkJW8NrN2yNLeUkRW4AwCvh5MmTCg0NVY8ePTRjxgwdPHhQkhQSEqIsWbKoYcOGunjxouWHkPv378vFxUUeHh7WDBuviWPHjqldu3Zq0qSJqlevrkWLFun8+fMqV66cWrRooV9//VUDBgyQJEuO3r17V87OzkpISBBLqCClkZOwNSdOnFD9+vUVERGh2NhYLViwQJ999plWrlypwoULq3PnzvLw8FCTJk20YsUKbdy4UV999ZXOnz+vUqVKWTt8vILISdgaXrtha2wtJ1l4EgCQ5p04cUKNGzdWyZIllSFDBu3atUs5cuRQ1apV1aJFCx0/flyDBg3S0aNH1bNnT7m5uenYsWNavny5li9fzqIrSFVnz55VvXr1VLNmTRUuXFgRERFas2aNSpYsqdatW8toNGr58uWaMmWKPD09VaRIEcXExGjr1q1atmwZi6AixZGTsDWxsbEKDg6Wi4uLhg8fLkm6fv26Bg8erPPnzyswMFBNmzbVxYsXtWDBAq1bt04ZM2aUi4uLhgwZooIFC1r5DvCqISdha3jthq2xxZykyA0ASNPi4uLUv39/OTg4WH4IuXDhgqZPn64DBw4oICBA7dq10927dzV+/Hht375dZrNZ7u7uGjhwID+EINXNnTtXmzdv1qJFiyzbNm/erFmzZumNN95Qt27dlC9fPp09e1ZTp05VdHS0XF1d1apVK34gQaogJ2GL2rRpIx8fH33xxReWRaBv3Lih0NBQnTp1Sh07dlT58uUlSZcuXVL69OklSRkzZrRm2HiFkZOwJbx2w9bYYk46pMqoAAC8JI6Ojrp69arefPNNSZLZbJa3t7c6deqkb775Rps3b1a2bNlUs2ZNhYSE6PLly3JxcZHBYFCGDBmsHD1eByaTSbdu3dKdO3eUPn162dnZqXLlynJ0dNTEiRO1dOlS9e7dWz4+PgoNDZUkyw/TQGogJ2FLTCaTEhIS5OLiosuXL0uS7O3tFRcXJ3d3dwUHB6tDhw5auHChpaCYNWtW1tBAqnm4iCQ5CVvCazdsjS3mJD25AQBpUkJCgqQHv06aNWtW3bp1S/fv35f04AU3S5Ysatmypdzd3bVhwwbLeVmyZFHGjBkpcOOlefPNN3X69GmdOnVKdnZ2lkVXKlSooObNm2vp0qUKDw9PdI6dHW/RkHrISdgSOzs7OTo6qlWrVtq6davmzp0r6cGH2LGxsfLw8NAXX3yh33//XYcOHZLEItFIHZGRkZIe5J6jo6PatGlDTsJm8NoNW2OLOUnGAwDSnEOHDql58+aKiYmRk5OTAgMDtXXrVi1dulQGg0F2dnYymUzy9vZWly5d9PPPP+vIkSOS+CEEL19AQIA++OADde7cWdeuXUu0unidOnXk6+urXbt2JTqHPEVKOnnypPbu3Wv5OiAgQOXKlSMnYTUXLlzQtm3btHz5cl2+fFl37tyRn5+funfvrtGjR1t+9fnhIlUmk0nZs2fnA2qkmrCwMNWpU8fy/z6z2axixYqpZ8+eGjNmDDkJq+P9JKwtLbyfpMgNAEhTwsLC1KxZMxUpUkTp06eX2WzWe++9p549eyo0NFRLly6V9H+fEru6uipv3rxydna2Zth4TZw8eVKhoaHq0aOHZsyYoYMHD0qSQkJClCVLFjVs2FAXL160/JB8//59ubi4yMPDw5ph4xV25MgR1a1bV4cPH5Ykyyr2Xbt2VbZs2chJvHRhYWFq0KCBvvrqK40aNUqNGjXSlClTdOnSJbVr105t2rTR8OHDNW7cOJ0+fVrXrl3Tpk2bZDKZ5Orqau3w8QoKCwtTw4YNVbt2bZUuXVrS/xViAgMD1bZtW40YMYKcxEvD+0nYmrTyfpKFJwEAaUZYWJiaNGmiJk2aqE+fPpbt9+/fV7p06TRjxgyNHz9ebdu2VZUqVeTt7a05c+bohx9+0JIlS+Tp6WnF6PGqO3HihBo3bqySJUsqQ4YM2rVrl3LkyKGqVauqRYsWOn78uAYNGqSjR4+qZ8+ecnNz07Fjx7R8+XItX75cOXLksPYt4BUTFhamxo0bq0mTJurbt2+ifWazWYcOHdLIkSMVFhZGTuKluHXrllq2bKn3339fn376qTJlyqTJkydr586dcnd3V//+/eXt7a1Vq1ZpxIgRcnV1lbOzs+7evatp06apUKFC1r4FvGJOnDihunXrql27durcubPMZrMuXryoyMhIFSxYUA4ODoqNjdX69evJSbwUvJ+ErUlL7ycpcgMA0oSrV68qMDBQRqNRs2bNUkJCgkJDQxUREaHTp0+rbt26KleunC5duqRBgwZJkjJkyKDo6Gh9/fXXKliwoHVvAK+0uLg49e/fXw4ODho+fLikB7+OP336dB04cEABAQFq166d7t69q/Hjx2v79u0ym81yd3fXwIEDyU+kuFOnTqlmzZpq1aqVevToobi4OG3btk2XL1+Wu7u7/P395e7urjt37mjixInkJF6KCxcuqFmzZhoyZIj8/f0t29esWaPly5frzTff1Oeffy5PT09dvnxZR48elZ2dnfLmzWtZYBpIKbdv31bbtm116dIlbdu2TZLUvXt3hYeH6/Tp03rzzTfVtm1bffzxx3JzcyMnkep4Pwlbk9beTzq81KsBAPACihcvrosXL2rLli1asmSJEhISVLRoUeXLl08//PCDwsLCNGLECC1btkznz59XbGys8ubNq6xZs1o7dLziHB0ddfXqVcsPvGazWd7e3urUqZO++eYbbd68WdmyZVPNmjUVEhKiy5cvy8XFRQaDgX6eSHHx8fFauHCh0qdPrwIFCkiSOnbsqCtXruju3bu6cOGC/P391apVK7333nvkJF4ae3t7pUuXTleuXJH0IFcdHBxUp04d3b9/XwsXLtSOHTtUp04dZc2alddvpKoMGTKocuXK+vXXX9W3b18dP35cWbJkUdeuXZU3b15Nnz5dM2bMkJubmz7++GNyEqmO95OwJWnx/SQzuQEAacaVK1c0duxY/fDDDypZsqTGjRsnd3d3SdKWLVs0YMAA9e/fX9WrV7duoHitJCQkyGQyaeDAgbp9+7bGjh0rJycnmc1m2dnZ6cKFC/riiy/k4OCgadOmSXrwQwuLASE1nTp1SrNnz9bRo0d1+fJlGY1GBQcHK0eOHAoPD1fPnj2VO3duTZw4URI5iZenffv2unTpkubPn6+MGTNaCt3Sg96eV65c0ZIlS6wcJV51JpPJsn7L/PnztXTpUmXLlk0jRoxQlixZLMe1bt1ad+/e1bfffmutUPEaiY2N1RdffKFbt25p3LhxvJ+E1UVERGjOnDk6cuSIrl69avPvJ1l4EgCQZmTJkkU9e/bUJ598ok8//VTu7u4ymUySpEqVKilz5syJVnwGUlNCQoKkBzMTHR0dFRgYqK1bt2rp0qUyGAyys7OTyWSSt7e3unTpop9//llHjhyRxGr3SB0Pc1KScubMqTZt2sjX11f58+fX559/rly5csne3l758uVTv379tGnTJh09elQSOYnUERMTozt37ujOnTuWbSNGjNDt27fVvXt3xcbGWgrcklS2bFmZzWbFxsZaI1y8Bh7mZExMjGVb8+bN1bZtWzVr1kxeXl6SHsxglET7B6S6GzduKDw8XKdOnZKTk5MaNWqkn3/+mfeTsJqHOXny5EnlypVLHTt2VK5cudLE+0nalQAA0pSsWbOqTZs2SpcunSTJzs5OZrNZt27dkru7OwsA4aWIiIjQzz//rBo1alhmfL333nvq3bu3QkND5eLiogYNGlhmibm6uipv3rxydna2Zth4hT0qJ3PkyGHpL5s9e3ZJD2bYSA8W7M2ZMycL8iLVnDhxQqGhobp+/boiIyP12WefqUaNGsqcObPGjh2r7t27q3Xr1ho8eLCyZ8+udOnS6e+//5arq6u1Q8cr6lE5Wb16ddnb26tOnTqKi4uzFGgefvhy+fJl5c2bVyaTSQaDweoFHLxajh07pr59+yo+Pl4RERFq3769OnfurF69eik0NFTOzs5q2LAh7yfx0jwuJ7t166aTJ0/a/PtJitwAgDTnv/29DAaD5s6dq6tXr6pUqVJWigqvi9OnT6tx48a6efOmbty4oZYtWypz5sySpCZNmigmJkY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      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot utilizando subplots\n",
    "fig = plt.figure(figsize=(15,10))\n",
    "fig.subplots_adjust(hspace=0.4, wspace=0.4)\n",
    "\n",
    "plt.subplot(2, 1, 1)\n",
    "sns.barplot(data=head10, y='customerName', x='amount', orient='h')\n",
    "plt.xlabel(None)\n",
    "plt.ylabel('Clientes')\n",
    "plt.title('Clientes com maiores volumes de compras no período.')\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "sns.barplot(data=tail10, y='customerName', x='amount', orient='h')\n",
    "plt.xlabel('Vendas (USD)')\n",
    "plt.ylabel('Clientes')\n",
    "plt.title('Clientes com menores volumes de vendas no período.')\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8f498f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Função de plotagem\n",
    "def build_barplot_chart(df_, title_):\n",
    "    plt.figure(figsize=(10,6))\n",
    "    sns.barplot(data=df_, y='customerName', x='amount', orient='h')\n",
    "    plt.xlabel('Vendas (USD)')\n",
    "    plt.ylabel('Clientes')\n",
    "    plt.title(title_)\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9156e92f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "build_barplot_chart(head10, 'Clientes com maiores volumes de compras no período.')\n",
    "build_barplot_chart(tail10, 'Clientes com menores volumes de vendas no período.')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0969e63",
   "metadata": {},
   "source": [
    "## Vendas por categorias e produtos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c255d2cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2771, 7)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>orderDate</th>\n",
       "      <th>orderNumber</th>\n",
       "      <th>productName</th>\n",
       "      <th>quantityOrdered</th>\n",
       "      <th>priceEach</th>\n",
       "      <th>totalLine</th>\n",
       "      <th>productLine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>10100</td>\n",
       "      <td>1917 Grand Touring Sedan</td>\n",
       "      <td>30</td>\n",
       "      <td>136.00</td>\n",
       "      <td>4080.00</td>\n",
       "      <td>Vintage Cars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>10100</td>\n",
       "      <td>1911 Ford Town Car</td>\n",
       "      <td>50</td>\n",
       "      <td>55.09</td>\n",
       "      <td>2754.50</td>\n",
       "      <td>Vintage Cars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>10100</td>\n",
       "      <td>1932 Alfa Romeo 8C2300 Spider Sport</td>\n",
       "      <td>22</td>\n",
       "      <td>75.46</td>\n",
       "      <td>1660.12</td>\n",
       "      <td>Vintage Cars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>10100</td>\n",
       "      <td>1936 Mercedes Benz 500k Roadster</td>\n",
       "      <td>49</td>\n",
       "      <td>35.29</td>\n",
       "      <td>1729.21</td>\n",
       "      <td>Vintage Cars</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2003-01-09</td>\n",
       "      <td>10101</td>\n",
       "      <td>1932 Model A Ford J-Coupe</td>\n",
       "      <td>25</td>\n",
       "      <td>108.06</td>\n",
       "      <td>2701.50</td>\n",
       "      <td>Vintage Cars</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    orderDate  orderNumber                          productName  \\\n",
       "0  2003-01-06        10100             1917 Grand Touring Sedan   \n",
       "1  2003-01-06        10100                   1911 Ford Town Car   \n",
       "2  2003-01-06        10100  1932 Alfa Romeo 8C2300 Spider Sport   \n",
       "3  2003-01-06        10100     1936 Mercedes Benz 500k Roadster   \n",
       "4  2003-01-09        10101            1932 Model A Ford J-Coupe   \n",
       "\n",
       "   quantityOrdered  priceEach  totalLine   productLine  \n",
       "0               30     136.00    4080.00  Vintage Cars  \n",
       "1               50      55.09    2754.50  Vintage Cars  \n",
       "2               22      75.46    1660.12  Vintage Cars  \n",
       "3               49      35.29    1729.21  Vintage Cars  \n",
       "4               25     108.06    2701.50  Vintage Cars  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Consulta de pedidos, produtos e categorias\n",
    "df2 = query('''\n",
    "-- by products and categories\n",
    "SELECT o.orderDate, o.orderNumber, p.productName, o2.quantityOrdered, o2.priceEach,  \n",
    "\t(o2.quantityOrdered * o2.priceEach) as totalLine, p2.productLine \n",
    "\tfrom orders o \n",
    "\tjoin orderdetails o2 on o2.orderNumber = o.orderNumber \n",
    "\tjoin products p on p.productCode = o2.productCode \n",
    "\tjoin productlines p2 on p2.productLine = p.productLine\n",
    "    WHERE status = \"Shipped\" ''')\n",
    "\n",
    "df2['orderDate'] = df2['orderDate'].astype('datetime64[ms]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f6a7134",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7, 3)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>productLine</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classic Cars</td>\n",
       "      <td>33349</td>\n",
       "      <td>35.030462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Vintage Cars</td>\n",
       "      <td>21015</td>\n",
       "      <td>34.793046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Motorcycles</td>\n",
       "      <td>12425</td>\n",
       "      <td>35.398860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Planes</td>\n",
       "      <td>10337</td>\n",
       "      <td>35.040678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Trucks and Buses</td>\n",
       "      <td>10233</td>\n",
       "      <td>35.531250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ships</td>\n",
       "      <td>7131</td>\n",
       "      <td>34.785366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Trains</td>\n",
       "      <td>2651</td>\n",
       "      <td>34.881579</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        productLine    sum       mean\n",
       "0      Classic Cars  33349  35.030462\n",
       "6      Vintage Cars  21015  34.793046\n",
       "1       Motorcycles  12425  35.398860\n",
       "2            Planes  10337  35.040678\n",
       "5  Trucks and Buses  10233  35.531250\n",
       "3             Ships   7131  34.785366\n",
       "4            Trains   2651  34.881579"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# categorias por volume (unidades vendidas)\n",
    "categorias_por_unidades_vendidas = df2.groupby('productLine')['quantityOrdered'] \\\n",
    "    .agg(['sum', 'mean']).reset_index().sort_values(by='sum', ascending=False)\n",
    "\n",
    "display(categorias_por_unidades_vendidas.shape, categorias_por_unidades_vendidas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2934a76c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotagem de unidades vendidas por \n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "sns.barplot(data=categorias_por_unidades_vendidas, y='productLine', x='sum', orient='h')\n",
    "plt.xlabel('Unidades vendidas')\n",
    "plt.ylabel('Categorias/Linhas de Produto')\n",
    "plt.title('Unidades vendidas por categorias de produto.')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "03eb5add",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>productLine</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Classic Cars</td>\n",
       "      <td>3623600.63</td>\n",
       "      <td>3806.303183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Vintage Cars</td>\n",
       "      <td>1643172.49</td>\n",
       "      <td>2720.484255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Motorcycles</td>\n",
       "      <td>1084927.13</td>\n",
       "      <td>3090.960484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Trucks and Buses</td>\n",
       "      <td>949004.34</td>\n",
       "      <td>3295.153958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Planes</td>\n",
       "      <td>832730.27</td>\n",
       "      <td>2822.814475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ships</td>\n",
       "      <td>556629.01</td>\n",
       "      <td>2715.263463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Trains</td>\n",
       "      <td>175030.77</td>\n",
       "      <td>2303.036447</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        productLine         sum         mean\n",
       "0      Classic Cars  3623600.63  3806.303183\n",
       "6      Vintage Cars  1643172.49  2720.484255\n",
       "1       Motorcycles  1084927.13  3090.960484\n",
       "5  Trucks and Buses   949004.34  3295.153958\n",
       "2            Planes   832730.27  2822.814475\n",
       "3             Ships   556629.01  2715.263463\n",
       "4            Trains   175030.77  2303.036447"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Categorias por valores \n",
    "categorias_por_volume_vendas = df2.groupby('productLine')['totalLine'] \\\n",
    "    .agg(['sum', 'mean']).reset_index().sort_values(by='sum', ascending=False)\n",
    "\n",
    "categorias_por_volume_vendas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c722eb16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribuição das vendas por linhas de produtos\n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "plt.pie(x=categorias_por_volume_vendas['sum'], \\\n",
    "        labels=categorias_por_volume_vendas['productLine'], \\\n",
    "        autopct='%.0f%%')\n",
    "plt.title('Proporção de vendas por linhas de produtos')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ec3ba62",
   "metadata": {},
   "source": [
    "### Vendas por produtos - Unidades vendidas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b44ef1c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Produtos por unidades vendidas\n",
    "produtos_por_unidades = df2.groupby('productName')['quantityOrdered'] \\\n",
    "    .agg(['sum', 'mean']) \\\n",
    "    .reset_index() \\\n",
    "    .sort_values('sum', ascending=False)\n",
    "\n",
    "prod_head10 = produtos_por_unidades.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbc6754d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Unidades vendidas por produtos\n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "sns.barplot(data=prod_head10, y='productName', x='sum', orient='h')\n",
    "plt.xlabel('Unidades vendidas')\n",
    "plt.ylabel('Produtos')\n",
    "plt.title('Unidades vendidas por produto.')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54006421",
   "metadata": {},
   "source": [
    "### Vendas por produtos (USD)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f8137be",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Produtos por volume de vendas (USD)\n",
    "produtos_usd = df2.groupby('productName')['totalLine'] \\\n",
    "    .agg(['sum', 'mean']) \\\n",
    "    .reset_index() \\\n",
    "    .sort_values('sum', ascending=False)\n",
    "\n",
    "prod_head10 = produtos_usd.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2478fd07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Proporção de vendas por produtos\n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "plt.pie(x=prod_head10['sum'], \\\n",
    "        labels=prod_head10['productName'], \\\n",
    "        autopct='%.0f%%')\n",
    "plt.title('Proporção de vendas produtos')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "444cc746",
   "metadata": {},
   "source": [
    "## Vendas por períodos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5dbd0a42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>orderDate</th>\n",
       "      <th>orderNumber</th>\n",
       "      <th>productName</th>\n",
       "      <th>quantityOrdered</th>\n",
       "      <th>priceEach</th>\n",
       "      <th>totalLine</th>\n",
       "      <th>productLine</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>ordersPeriod</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2504</th>\n",
       "      <td>2005-02-16</td>\n",
       "      <td>10380</td>\n",
       "      <td>1932 Alfa Romeo 8C2300 Spider Sport</td>\n",
       "      <td>32</td>\n",
       "      <td>78.23</td>\n",
       "      <td>2503.36</td>\n",
       "      <td>Vintage Cars</td>\n",
       "      <td>2005</td>\n",
       "      <td>2</td>\n",
       "      <td>2005-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>2003-07-07</td>\n",
       "      <td>10138</td>\n",
       "      <td>1938 Cadillac V-16 Presidential Limousine</td>\n",
       "      <td>33</td>\n",
       "      <td>38.53</td>\n",
       "      <td>1271.49</td>\n",
       "      <td>Vintage Cars</td>\n",
       "      <td>2003</td>\n",
       "      <td>7</td>\n",
       "      <td>2003-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2562</th>\n",
       "      <td>2005-03-03</td>\n",
       "      <td>10388</td>\n",
       "      <td>American Airlines: B767-300</td>\n",
       "      <td>46</td>\n",
       "      <td>74.90</td>\n",
       "      <td>3445.40</td>\n",
       "      <td>Planes</td>\n",
       "      <td>2005</td>\n",
       "      <td>3</td>\n",
       "      <td>2005-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>2003-03-26</td>\n",
       "      <td>10113</td>\n",
       "      <td>1996 Peterbilt 379 Stake Bed with Outrigger</td>\n",
       "      <td>23</td>\n",
       "      <td>58.82</td>\n",
       "      <td>1352.86</td>\n",
       "      <td>Trucks and Buses</td>\n",
       "      <td>2003</td>\n",
       "      <td>3</td>\n",
       "      <td>2003-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>2004-04-13</td>\n",
       "      <td>10241</td>\n",
       "      <td>1917 Grand Touring Sedan</td>\n",
       "      <td>41</td>\n",
       "      <td>153.00</td>\n",
       "      <td>6273.00</td>\n",
       "      <td>Vintage Cars</td>\n",
       "      <td>2004</td>\n",
       "      <td>4</td>\n",
       "      <td>2004-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>2003-10-10</td>\n",
       "      <td>10159</td>\n",
       "      <td>1961 Chevrolet Impala</td>\n",
       "      <td>23</td>\n",
       "      <td>80.84</td>\n",
       "      <td>1859.32</td>\n",
       "      <td>Classic Cars</td>\n",
       "      <td>2003</td>\n",
       "      <td>10</td>\n",
       "      <td>2003-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1529</th>\n",
       "      <td>2004-07-23</td>\n",
       "      <td>10275</td>\n",
       "      <td>ATA: B757-300</td>\n",
       "      <td>48</td>\n",
       "      <td>102.04</td>\n",
       "      <td>4897.92</td>\n",
       "      <td>Planes</td>\n",
       "      <td>2004</td>\n",
       "      <td>7</td>\n",
       "      <td>2004-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2003-03-25</td>\n",
       "      <td>10111</td>\n",
       "      <td>1937 Lincoln Berline</td>\n",
       "      <td>33</td>\n",
       "      <td>87.33</td>\n",
       "      <td>2881.89</td>\n",
       "      <td>Vintage Cars</td>\n",
       "      <td>2003</td>\n",
       "      <td>3</td>\n",
       "      <td>2003-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>2004-09-03</td>\n",
       "      <td>10289</td>\n",
       "      <td>1928 Mercedes-Benz SSK</td>\n",
       "      <td>43</td>\n",
       "      <td>141.75</td>\n",
       "      <td>6095.25</td>\n",
       "      <td>Vintage Cars</td>\n",
       "      <td>2004</td>\n",
       "      <td>9</td>\n",
       "      <td>2004-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>2003-11-06</td>\n",
       "      <td>10174</td>\n",
       "      <td>1952 Alpine Renault 1300</td>\n",
       "      <td>34</td>\n",
       "      <td>207.87</td>\n",
       "      <td>7067.58</td>\n",
       "      <td>Classic Cars</td>\n",
       "      <td>2003</td>\n",
       "      <td>11</td>\n",
       "      <td>2003-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      orderDate  orderNumber                                  productName  \\\n",
       "2504 2005-02-16        10380          1932 Alfa Romeo 8C2300 Spider Sport   \n",
       "331  2003-07-07        10138    1938 Cadillac V-16 Presidential Limousine   \n",
       "2562 2005-03-03        10388                  American Airlines: B767-300   \n",
       "129  2003-03-26        10113  1996 Peterbilt 379 Stake Bed with Outrigger   \n",
       "1279 2004-04-13        10241                     1917 Grand Touring Sedan   \n",
       "528  2003-10-10        10159                        1961 Chevrolet Impala   \n",
       "1529 2004-07-23        10275                                ATA: B757-300   \n",
       "118  2003-03-25        10111                         1937 Lincoln Berline   \n",
       "1681 2004-09-03        10289                       1928 Mercedes-Benz SSK   \n",
       "650  2003-11-06        10174                     1952 Alpine Renault 1300   \n",
       "\n",
       "      quantityOrdered  priceEach  totalLine       productLine  year  month  \\\n",
       "2504               32      78.23    2503.36      Vintage Cars  2005      2   \n",
       "331                33      38.53    1271.49      Vintage Cars  2003      7   \n",
       "2562               46      74.90    3445.40            Planes  2005      3   \n",
       "129                23      58.82    1352.86  Trucks and Buses  2003      3   \n",
       "1279               41     153.00    6273.00      Vintage Cars  2004      4   \n",
       "528                23      80.84    1859.32      Classic Cars  2003     10   \n",
       "1529               48     102.04    4897.92            Planes  2004      7   \n",
       "118                33      87.33    2881.89      Vintage Cars  2003      3   \n",
       "1681               43     141.75    6095.25      Vintage Cars  2004      9   \n",
       "650                34     207.87    7067.58      Classic Cars  2003     11   \n",
       "\n",
       "     ordersPeriod  \n",
       "2504      2005-02  \n",
       "331       2003-07  \n",
       "2562      2005-03  \n",
       "129       2003-03  \n",
       "1279      2004-04  \n",
       "528       2003-10  \n",
       "1529      2004-07  \n",
       "118       2003-03  \n",
       "1681      2004-09  \n",
       "650       2003-11  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Anos, meses e períodos\n",
    "df2['year'] = df2.orderDate.dt.year\n",
    "df2['month'] = df2.orderDate.dt.month\n",
    "df2['ordersPeriod'] = df2['orderDate'].dt.strftime('%Y-%m')\n",
    "df2.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d673d1dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>month</th>\n",
       "      <th>totalLine</th>\n",
       "      <th>month_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>677234.40</td>\n",
       "      <td>janeiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>735098.65</td>\n",
       "      <td>fevereiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>690951.84</td>\n",
       "      <td>março</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>600851.77</td>\n",
       "      <td>abril</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>602192.05</td>\n",
       "      <td>maio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>363563.23</td>\n",
       "      <td>junho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>527503.85</td>\n",
       "      <td>julho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>597584.20</td>\n",
       "      <td>agosto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>520497.65</td>\n",
       "      <td>setembro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>943281.08</td>\n",
       "      <td>outubro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>1900774.50</td>\n",
       "      <td>novembro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>705561.42</td>\n",
       "      <td>dezembro</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    month   totalLine month_name\n",
       "0       1   677234.40    janeiro\n",
       "1       2   735098.65  fevereiro\n",
       "2       3   690951.84      março\n",
       "3       4   600851.77      abril\n",
       "4       5   602192.05       maio\n",
       "5       6   363563.23      junho\n",
       "6       7   527503.85      julho\n",
       "7       8   597584.20     agosto\n",
       "8       9   520497.65   setembro\n",
       "9      10   943281.08    outubro\n",
       "10     11  1900774.50   novembro\n",
       "11     12   705561.42   dezembro"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calcular o acumulado dos meses\n",
    "vendas_por_meses = df2.groupby('month')['totalLine'] \\\n",
    "    .sum().sort_index().reset_index().iloc[:24]\n",
    "\n",
    "vendas_por_meses['month_name'] = meses_pt\n",
    "vendas_por_meses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "80628559",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Vendas por mês (ano calendârio)\n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "sns.barplot(data=vendas_por_meses, x=vendas_por_meses['month_name'], y=vendas_por_meses['totalLine'])\n",
    "plt.title(\"Total de vendas de cada mês (ano calendârio)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel(\"Períodos\")\n",
    "plt.ylabel(\"Total de vendas (USD)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14227405",
   "metadata": {},
   "source": [
    "### Differência ano a ano (por mês)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24e4c3d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Agrgegar por períodos (total vendas) e cortar o ano 2005 que não está completo\n",
    "vendas_por_periodos = df2.groupby('ordersPeriod')['totalLine'] \\\n",
    "    .sum().sort_index().reset_index().iloc[:24]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5bbddf9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "diff_value = []\n",
    "diff_pct = []\n",
    "\n",
    "for p in range(0, 12):\n",
    "    diff_value.append(round(vendas_por_periodos.iloc[p+12]['totalLine'] - vendas_por_periodos.iloc[p]['totalLine'],2))\n",
    "    diff_pct.append(round((vendas_por_periodos.iloc[p+12]['totalLine'] / vendas_por_periodos.iloc[p]['totalLine']-1)*100,2)) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4bcb9377",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dataframe para cálculo de diferências\n",
    "differencas = pd.DataFrame(data={\n",
    "    'periodo': meses_pt,\n",
    "    'diff_val': diff_value, \n",
    "    'diff_pct': diff_pct\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0cfd9f89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Diferências ano a ano\n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "sns.barplot(data=differencas, x=differencas['periodo'], y=differencas['diff_val'])\n",
    "plt.title(\"Diferênça nas vendas dos períodos ano a ano.\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel(\"Períodos\")\n",
    "plt.ylabel(\"Diferênças (USD)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40028219",
   "metadata": {},
   "source": [
    "## Vendas por localização países/cidades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4d61570",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2771, 13)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>orderDate</th>\n",
       "      <th>quantityOrdered</th>\n",
       "      <th>priceEach</th>\n",
       "      <th>totalLine</th>\n",
       "      <th>customerName</th>\n",
       "      <th>customerCity</th>\n",
       "      <th>customerCountry</th>\n",
       "      <th>employeeName</th>\n",
       "      <th>jobTitle</th>\n",
       "      <th>reportsTo</th>\n",
       "      <th>officeCity</th>\n",
       "      <th>officeCountry</th>\n",
       "      <th>territory</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>30</td>\n",
       "      <td>136.00</td>\n",
       "      <td>4080.00</td>\n",
       "      <td>Online Diecast Creations Co.</td>\n",
       "      <td>Nashua</td>\n",
       "      <td>USA</td>\n",
       "      <td>Steve Patterson</td>\n",
       "      <td>Sales Rep</td>\n",
       "      <td>1143</td>\n",
       "      <td>Boston</td>\n",
       "      <td>USA</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>50</td>\n",
       "      <td>55.09</td>\n",
       "      <td>2754.50</td>\n",
       "      <td>Online Diecast Creations Co.</td>\n",
       "      <td>Nashua</td>\n",
       "      <td>USA</td>\n",
       "      <td>Steve Patterson</td>\n",
       "      <td>Sales Rep</td>\n",
       "      <td>1143</td>\n",
       "      <td>Boston</td>\n",
       "      <td>USA</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>22</td>\n",
       "      <td>75.46</td>\n",
       "      <td>1660.12</td>\n",
       "      <td>Online Diecast Creations Co.</td>\n",
       "      <td>Nashua</td>\n",
       "      <td>USA</td>\n",
       "      <td>Steve Patterson</td>\n",
       "      <td>Sales Rep</td>\n",
       "      <td>1143</td>\n",
       "      <td>Boston</td>\n",
       "      <td>USA</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2003-01-06</td>\n",
       "      <td>49</td>\n",
       "      <td>35.29</td>\n",
       "      <td>1729.21</td>\n",
       "      <td>Online Diecast Creations Co.</td>\n",
       "      <td>Nashua</td>\n",
       "      <td>USA</td>\n",
       "      <td>Steve Patterson</td>\n",
       "      <td>Sales Rep</td>\n",
       "      <td>1143</td>\n",
       "      <td>Boston</td>\n",
       "      <td>USA</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2003-01-09</td>\n",
       "      <td>25</td>\n",
       "      <td>108.06</td>\n",
       "      <td>2701.50</td>\n",
       "      <td>Blauer See Auto, Co.</td>\n",
       "      <td>Frankfurt</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Barry Jones</td>\n",
       "      <td>Sales Rep</td>\n",
       "      <td>1102</td>\n",
       "      <td>London</td>\n",
       "      <td>UK</td>\n",
       "      <td>EMEA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    orderDate  quantityOrdered  priceEach  totalLine  \\\n",
       "0  2003-01-06               30     136.00    4080.00   \n",
       "1  2003-01-06               50      55.09    2754.50   \n",
       "2  2003-01-06               22      75.46    1660.12   \n",
       "3  2003-01-06               49      35.29    1729.21   \n",
       "4  2003-01-09               25     108.06    2701.50   \n",
       "\n",
       "                   customerName customerCity customerCountry     employeeName  \\\n",
       "0  Online Diecast Creations Co.       Nashua             USA  Steve Patterson   \n",
       "1  Online Diecast Creations Co.       Nashua             USA  Steve Patterson   \n",
       "2  Online Diecast Creations Co.       Nashua             USA  Steve Patterson   \n",
       "3  Online Diecast Creations Co.       Nashua             USA  Steve Patterson   \n",
       "4          Blauer See Auto, Co.    Frankfurt         Germany      Barry Jones   \n",
       "\n",
       "    jobTitle  reportsTo officeCity officeCountry territory  \n",
       "0  Sales Rep       1143     Boston           USA        NA  \n",
       "1  Sales Rep       1143     Boston           USA        NA  \n",
       "2  Sales Rep       1143     Boston           USA        NA  \n",
       "3  Sales Rep       1143     Boston           USA        NA  \n",
       "4  Sales Rep       1102     London            UK      EMEA  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Consulta por localização\n",
    "df3 = query('''SELECT o.orderDate, \n",
    "\t\to2.quantityOrdered, o2.priceEach, (o2.quantityOrdered * o2.priceEach) as totalLine,\n",
    "\t\tc.customerName, c.city  as customerCity, c.country as customerCountry, \n",
    "\t\tCONCAT(e.firstName, \" \", e.lastName) as employeeName, e.jobTitle, e.reportsTo,  \n",
    "\t\to3.city as officeCity, o3.country as officeCountry, o3.territory \n",
    "\tfrom orders o \n",
    "\tjoin orderdetails o2 on o2.orderNumber = o.orderNumber \n",
    "\tjoin customers c on c.customerNumber = o.customerNumber \n",
    "\tjoin employees e on e.employeeNumber = c.salesRepEmployeeNumber \n",
    "\tjoin offices o3 on o3.officeCode = e.officeCode \n",
    "\twhere o.status = 'Shipped'\n",
    "''')\n",
    "\t"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "645aaf09",
   "metadata": {},
   "source": [
    "### Vendas por territórios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f59df53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# vendas por território\n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "sns.barplot(data=df3, x='territory', y='totalLine')\n",
    "plt.title(\"Vendas por Território (USD)\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel(\"Territorio\")\n",
    "plt.ylabel(\"Total de Vendas (USD)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d641147d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>officeCountry</th>\n",
       "      <th>totalLine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USA</td>\n",
       "      <td>3238116.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>France</td>\n",
       "      <td>2812295.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UK</td>\n",
       "      <td>1324325.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Australia</td>\n",
       "      <td>1033246.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Japan</td>\n",
       "      <td>457110.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  officeCountry   totalLine\n",
       "0           USA  3238116.12\n",
       "1        France  2812295.95\n",
       "2            UK  1324325.90\n",
       "3     Australia  1033246.60\n",
       "4         Japan   457110.07"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# vendas por pais (lojas)\n",
    "paises = df3.groupby('officeCountry')['totalLine'].sum() \\\n",
    "    .sort_values(ascending=False).reset_index()\n",
    "paises\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "981ef461",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribuição por países\n",
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "plt.pie(x=paises['totalLine'], \\\n",
    "        labels=paises['officeCountry'], \\\n",
    "        autopct='%.0f%%')\n",
    "plt.title('Distribuição das vendas por países')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdf347a0",
   "metadata": {},
   "source": [
    "### Vendas por cidades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8aed60a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# vendas por pais/cidade\n",
    "cidades = {}\n",
    "for country in paises.officeCountry.unique():\n",
    "    cidades[country] = df3.where(df3['officeCountry'] == country) \\\n",
    "        .groupby('officeCity')['totalLine'].sum() \\\n",
    "        .sort_values(ascending=False).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1c24fa8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1200 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apresentação de vendas por países e cidades (embora apenas USA possui mais de uma cidade)\n",
    "fig, ax = plt.subplots(5,1, figsize=(16,12))\n",
    "\n",
    "for n, country in enumerate(cidades.keys()):\n",
    "    plt.subplot(5, 1, n+1)\n",
    "    plt.pie(x=cidades[country]['totalLine'], \\\n",
    "            labels=cidades[country]['officeCity'], \\\n",
    "            autopct=\"%.0f%%\")\n",
    "    plt.title(f\"Vendas por cidades em {country}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5bd07ca9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "sns.barplot(data=df3, x='officeCity', y='totalLine')\n",
    "plt.title(\"vendas por Cidades (USD)\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel(\"Cities\")\n",
    "plt.ylabel(\"Total Sales (USD)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba143e72",
   "metadata": {},
   "source": [
    "## Vendas por funcionários (representantes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "adc974c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>employeeName</th>\n",
       "      <th>totalLine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Gerard Hernandez</td>\n",
       "      <td>1065035.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Leslie Jennings</td>\n",
       "      <td>1021661.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Pamela Castillo</td>\n",
       "      <td>790297.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Larry Bott</td>\n",
       "      <td>686653.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Barry Jones</td>\n",
       "      <td>637672.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>George Vanauf</td>\n",
       "      <td>584406.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Loui Bondur</td>\n",
       "      <td>569485.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Peter Marsh</td>\n",
       "      <td>523860.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Andy Fixter</td>\n",
       "      <td>509385.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Foon Yue Tseng</td>\n",
       "      <td>488212.67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       employeeName   totalLine\n",
       "0  Gerard Hernandez  1065035.29\n",
       "1   Leslie Jennings  1021661.89\n",
       "2   Pamela Castillo   790297.44\n",
       "3        Larry Bott   686653.25\n",
       "4       Barry Jones   637672.65\n",
       "5     George Vanauf   584406.80\n",
       "6       Loui Bondur   569485.75\n",
       "7       Peter Marsh   523860.78\n",
       "8       Andy Fixter   509385.82\n",
       "9    Foon Yue Tseng   488212.67"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Maiores vendedores da companhia\n",
    "maiores_vendedores = df3.groupby('employeeName')['totalLine'].sum().sort_values(ascending=False).reset_index().head(10)\n",
    "maiores_vendedores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0cc0b57c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rnd57+dq1a7a/+btx9DPr3269Di1atLBrf/LJJ9OM3niQ/fj7+6tly5ZavXq1bRh/SkqKlixZokaNGilXrlySbr5OFotFLVu2tNtHUFCQSpUqlWYfefPmTfN3evvnwNatW+/4mXe7jL5uoaGhWrx4saZNm6bdu3fr+vXrd/zd8+TJo9OnT99xOQDc4tPD3a9cuaKQkBC1adNGffr0ua9tREZGasOGDRo4cKCCg4N16dIlJSYmOrlSAM7WrFkzjRkzxnZ9+I8//qizZ8/qrbfesq2TkJCg77//3jZ89Xa3/63nzJnT7vGtydKuXbtmt356s8YHBQXZBbk9e/bolVdeUbVq1TR69Gjlz59fAQEBWrNmjT766CMlJSVJujmk9vPPP9enn36qd955R1euXFGRIkXUqVMnvfjii/fshzvVIsk2XPP8+fMqVKhQmvVuzSx++7DOvHnz3nO/zpQ1a1ZlzpzZri1Tpky2fpduDlvPly9fmksK7sXR3/1e7wHp5vDYDRs2qF+/fgoNDbUNg+/UqZPderdkpD9v1ZHeuvny5Utzfeztbu339n68Uw3nz5/XjRs3NGfOHM2ZMyfd59z+93Gn99rBgwft2rJmzZpmdvmEhARduHBB5cqVu+u+MvL3kNFt3XL7ayqlfX/dSWpqql5++WWdOXNGPXv2VHBwsLJmzSrDMPTss8+mu407vYdu/c3fjaOfWf92p/eQv79/mpoeZD/SzYOkM2fO1LfffqsOHTpow4YNio+PV5s2bez2YRiG3ZD4f/v3JRJSxl6n8+fPq3DhwmnWu/296cjrNmnSJE2fPl0LFy7U+++/r2zZsqlJkyYaMGBAmr7MnDlzhl5HAPDpkF6/fn3Vr1//jsuTk5M1efJkLV26VBcvXtTjjz+ut956S9WrV5d080jqvHnztHTpUj322GPuKhuAE2TJkkVPP/20vv76a505c0YxMTHKnj27mjVrZlsnV65cCgkJUd++fdPdhqO3v7p1hii9+6/f3vbtt9/K399fH3/8sV1wSm/ET5UqVVSlShWlpKRo3759mjNnjsaOHaugoCA9/fTTd63pbrXc+tKbM2dOxcfHp1nv1tnXW7/XLf8+W3o/bv2+t0/89iAHQHPnzq2dO3cqNTXVoaDu6O9+LxcvXtTq1avVp08fde7c2dZ+7dq1O/5+GenPW6/VnWq9V523lv/zzz/pvq9vr+Ghhx6Sn5+fnnnmGb3wwgvpbvP2MHSn99rt4Sq93zdXrlzKmTOnPv3003T3lT17dtvP9/p7cGRbD+q3337TwYMHNW7cOLtRDn/99ZfT9vFvD/KZ9e/30COPPGJrv3HjRpqDUQ/62XhrdMqiRYvUoUMHxcTEKF++fKpTp47dPiwWi+bOnZvu3SHudMeIu8mZM2eGPn8ded1y586tiIgIRURE6NSpU1q3bp2io6OVkJCgzz77zG7dOx30A4Db+fRw93sZMmSIfv75Z02aNEnffPONmjVrpq5du+ro0aOSpHXr1qlw4cL64YcfFB4ervDwcEVERKT5xwyAObVr104pKSn67LPP9NNPP+npp5+2m2itQYMG+u2331S0aFGVL18+zX///iKbEY8++qjy5s2rZcuW2c3QfvLkSe3atctuXYvFIj8/P7tAmZSUpG+++eaO2/fz81OFChU0YsQIScrQBGy///57mjOZy5YtU/bs2W1nyWrWrKnDhw+n2V5sbKwsFovtwKWz3PoSe/vs+7cuTbgfdevW1bVr1+xmhs8IZ//uFotFhmHYDYmXbk4Glt5s1xkVFhamLFmypHl//P3339qyZYtq1Khx1+ffOtCc0Zmns2bNqurVq+vXX39VSEhIun8ftx8YuNP7vlq1avfcX4MGDXT+/Hmlpqamu6/0DpTf6e/hfrZ1L3c6233rgMPtgXL+/PkO7+P2/aV3RvZBPrNuvZeXLl1q175ixYo0M7Y747OxTZs2+uWXX7Rjxw59//33at26td3fRYMGDWQYhk6fPp3uPkJCQu65j/R+xzt95v3b/b5uBQsW1P/+9z/VqlUrzZ0Lbty4ob///lslS5Z0uG4Avsenz6TfzbFjx/Ttt9/qxx9/tP1j88orr2j9+vVatGiR+vfvr+PHj+vUqVNauXKlJkyYoJSUFEVFRen1119P9xZGAMzl1he9L774QoZhpLk3+uuvv65NmzapQ4cO6tSpkx599FElJyfrxIkT+umnnzRq1Cjlz58/w/uzWq1644039Pbbb6tXr1569tlndeHCBU2dOjXNcMv69etr1qxZevPNN/Xcc8/p/Pnz+uyzz9J8aZw3b562bNmiBg0aqECBArp27ZpiYmIk6Y7DRP8tX7586tGjh3r37q28efPqm2++0caNG/XWW2/ZDli89NJLio2N1auvvqrXX39dBQsW1A8//KAvv/xSzz//vB599NEM90FG5M2bV7Vq1dKMGTP08MMPq2DBgtq8ebNWr15939ts3ry5Fi1apJEjR+rPP/+0zbT8yy+/qESJEnccceDs3z0wMFBVqlTRzJkzlTt3bhUuXFhbt25VTExMmlufOeKhhx5Sz5499d5772ngwIF6+umndf78eX344YfKnDlzmpnWbxcaGqosWbLol19+UaNGjTK0z4iICL3wwgvq2LGjnn/+eRUqVEiXL1/WsWPHtG7dujT/Dp47d872vr948aKmTJmiTJky6dVXX73nvp5++mktXbpU3bt3V6dOnRQaGqqAgAD9/fff2rp1qxo1aqQmTZpk6O8ho9tyxOOPPy5J+uqrr5Q9e3ZlzpxZhQsX1mOPPaaiRYsqOjpahmHo4Ycf1vfff6+NGzc6tP3bBQcHa9u2bVq3bp3y5s2r7Nmz67HHHnugz6wSJUqoZcuW+uKLL+Tv769atWrp999/12effZbm8gNnfDY2b95c48aN05tvvqnk5OQ08ylUrlxZzz33nIYOHap9+/apatWqypo1q+Lj47Vz504FBwffcRTHnbz44ouKiYlR9+7d1bdvX9vs7n/88Yfdehl93S5evKjOnTurefPmeuyxx5Q9e3bt3btX69evT/MeOnTokK5ever0g5oAvBMh/Q72798vwzDshr5KN4df3hoSZhiGkpOTNX78eNsXtcjISLVp00Z//PEHQ+CB/4B27dopMjJSJUuWVIUKFeyW5cuXTwsXLtS0adP02Wef6fTp08qePbsKFSqkunXr3leoat++vSTp008/Ve/evVWoUCG9+uqr2r59u91ESDVr1tTYsWP1ySef6LXXXtMjjzyiZ5991ja08pbSpUtr48aNmjJliuLj45UtWzYFBwdr+vTpdkNH76R06dJq06aNpkyZoqNHjypfvnwaMmSI7d7U0s3hnPPnz1d0dLSio6N1+fJlFS5c2Ha7I1eYMGGCRo8erYkTJyolJUUNGzZUdHS0wxO/3eLv769PPvlEH3/8sb799lt98cUXyp49u0qVKqW6deve8Xmu+N3fe+89RUZGauLEibpx44YqVaqkWbNmZSis3s2rr76q3Llza86cOVq+fLmyZMmiatWqqX///ne9/Zp084xh06ZNtXbtWvXv3z9D+ytZsqQWLVqkadOmafLkyTp37pxy5MihYsWKpXspWb9+/bR3714NGTJEly5dUmhoqN577z3brcruxs/PT9OnT9fs2bO1ZMkSzZgxQ35+fsqfP7+qVq2q4OBgSRn7e8jothxRpEgRDR06VLNnz1bnzp1tB+3btGmjjz76SJGRkRo+fLj8/f1Vs2ZNff7552rQoIHD+7klIiJCo0aNUv/+/XX16lVVq1ZNc+bMeeDPrMjISAUFBWnx4sWaM2eOSpcurSlTpqR5TzjjszFHjhxq3Lixli1bpkqVKqV7wOudd95RhQoVtGDBAs2bN0+pqanKly+fKlWqlGaSuIzImzev/u///k+RkZEaOXKksmbNqsaNG2vYsGG229lJUkBAQIZet8yZMys0NFRLlizRyZMndePGDRUoUEDdunVT165d7fa9Zs0a5cqVK0OfywBgMf499syHhYSE6MMPP1Tjxo0lScuXL9dbb72lZcuWpRmWmC1bNuXNm1cffPCBPv74Y7thkElJSapQoYJmzpyp2rVru/V3AABHhIeH6/HHH9fHH3/s6VJgAnv37lW7du301VdfpTlg9SC2bt2qzp076/33309z4BvwBSkpKWrSpIlatGihfv36ebocAP8BXJN+B6VLl1ZKSorOnTunYsWK2f13a7bOSpUq6caNG3bX8N26Xv3ft2sBAMDsypcvryeffFLTpk3zdCmAV/nmm2905coVvfLKK54uBcB/hE+H9MuXL+vAgQM6cOCAJOnEiRM6cOCATp06pUcffVQtWrTQwIED9d133+n48ePas2ePZsyYoR9//FHSzevbypYtq6FDh+rXX3/Vvn37NHz4cNWuXdvp12gCAOBqgwcPVvny5XXp0iVPlwJ4jdTUVE2cOPGB5p0A4Ft8erj7rSF4t2vdurXGjRun69eva/r06YqNjdWZM2eUM2dOVaxYUX369LHNKnr69GmNGTNGGzZsULZs2VSvXj0NGjQo3ft1AgAAAABwNz4d0gEAAAAAMBOfHu4OAAAAAICZENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCT8PV2ApyQkXBRT5gEAAAAAXM1ikfLkyZGhdX02pBuGCOkAAAAAAFNhuDsAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACZBSAcAAAAAwCQI6QAAAAAAmAQhHQAAAAAAkyCkAwAAAABgEoR0AAAAAABMgpAOAAAAAIBJENIBAAAAADAJQjoAAAAAACbh7+kCzMxqtchqtXi6DNNLTTWUmmp4ugwAAAAA+M8jpN+B1WpRzpzZ5OfHYIN7SUlJ1fnzVwjqAAAAAPCACOl3YLVa5Odn1dtfrtefZ/7xdDmm9Wi+hzXmhbqyWi2EdAAAAAB4QIT0e/jzzD86ePKcp8sAAAAAAPgAxnIDAAAAAGAShHQAAAAAAEyCkA4AAAAAgEkQ0gEAAAAAMAlCOgAAAAAAJkFIBwAAAADAJAjpAAAAAACYBCEdAAAAAACTIKQDAAAAAGAShHQAAAAAAEyCkA4AAAAAgEkQ0gEAAAAAMAlCOgAAAAAAJkFIBwAAAADAJAjpAAAAAACYBCEdAAAAAACTIKQDAAAAAGAShHQAAAAAAEyCkA4AAAAAgEkQ0gEAAAAAMAl/TxcA/JvVapHVavF0GaaXmmooNdXwdBkAAAAAnIyQDtOwWi3KlTOrrH5+ni7F9FJTUpR4/ipBHQAAAPAyhHSYhtVqkdXPT2cXDdb1s394uhzTCgh6TEFtxslqtRDSAQAAAC9DSIfpXD/7h67/fcDTZQAAAACA2zFxHAAAAAAAJkFIBwAAAADAJAjpAAAAAACYBCEdAAAAAACTIKQDAAAAAGASHg3p27dv12uvvaY6deooJCREa9asuedztm3bpjZt2qh8+fJq1KiR5s2b54ZKAQAAAABwPY+G9CtXrigkJETDhw/P0PrHjx9X9+7dVblyZcXGxuq1115TZGSkVq1a5eJKAQAAAABwPY/eJ71+/fqqX79+htefP3++ChQooIiICElSiRIltHfvXs2cOVNNmzZ1VZkAAAAAALiFR0O6o3bv3q3atWvbtdWtW1cxMTG6fv26AgICMrwti8XZ1YE+dT/6HAAAADA/R763/6dC+tmzZxUUFGTXlidPHt24cUOJiYnKly9fhreVJ08OZ5fn03Llyu7pEnwOfQ4AAAB4n/9USJcky22HIAzDSLf9XhISLur/f2q6/PyshCAHJCZeVkpK6gNtgz53jDP6HAAAAIDrWSwZP1H8nwrpQUFBio+Pt2s7d+6c/P39lTNnToe2ZRi6a0iH4+hP96PPAQAAAO/yn7pPesWKFbVp0ya7tg0bNqhcuXIOXY8OAAAAAIAZeTSkX758WQcOHNCBAwckSSdOnNCBAwd06tQpSVJ0dLQGDhxoW79Dhw46deqUoqKidOTIES1cuFAxMTF6+eWXPVI/AAAAAADO5NHh7vv27VPnzp1tj6OioiRJrVu31rhx4xQfH6+4uDjb8iJFimjGjBmKiorS3LlzlS9fPkVERHD7NQAAAACAV/BoSK9evboOHTp0x+Xjxo1L01atWjUtXrzYlWUBAAAAAOAR/6lr0gEAAAAA8GaEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASXg8pM+dO1fh4eEqX7682rRpox07dtx1/W+++UYtW7ZUhQoVVKdOHQ0ZMkSJiYluqhYAAAAAANfxaEhfvny5oqKi1KNHD8XGxqpy5crq1q2bTp06le76O3bs0KBBg9SuXTstW7ZMkydP1t69e/X222+7uXIAAAAAAJzPoyF91qxZatu2rdq3b68SJUooIiJC+fPn17x589Jd/5dfflGhQoXUuXNnFSlSRFWqVNFzzz2nffv2ublyAAAAAACcz99TO05OTtb+/fvVvXt3u/batWtr165d6T4nLCxMkyZN0o8//qh69eopISFBq1atUv369R3ev8VyX2XjLuhT96PPAQAAAPNz5Hu7x0J6YmKiUlJSlCdPHrv2oKAgxcfHp/ucSpUqaeLEierbt6+Sk5N148YNhYeHa9iwYQ7vP0+eHPdVN9KXK1d2T5fgc+hzAAAAwPt4LKTfYrntkIJhGGnabjl8+LDGjBmjXr16qU6dOoqPj9eECRM0YsQIjR071qH9JiRclGHcebmfn5UQ5IDExMtKSUl9oG3Q545xRp8DAAAAcD2LJeMnij0W0nPlyiU/Pz+dPXvWrj0hIUFBQUHpPufjjz9WpUqV1LVrV0lSqVKllDVrVnXs2FF9+/ZVvnz5Mrx/w9BdQzocR3+6H30OAAAAeBePTRyXKVMmlS1bVhs3brRr37Rpk8LCwtJ9TlJSkqxW+5L9/Pwk3TwDDwAAAADAf5lHZ3fv0qWLFi5cqIULF+rIkSMaO3as4uLi1KFDB0lSdHS0Bg4caFu/YcOGWr16tb788ksdP35cO3fu1JgxYxQaGqpHHnnEU78GAAAAAABO4dFr0p966iklJiZq2rRpOnPmjIKDgzVjxgwVKlRIkhQfH6+4uDjb+m3atNHly5c1d+5cjR8/Xjly5FCNGjU0YMAAT/0KwH+e1WqR1co08feSmmooNZUROwAAAHAtj08c17FjR3Xs2DHdZePGjUvT1qlTJ3Xq1MnVZQE+wWq1KGeurPKz+nm6FNNLSU3R+cSrBHUAAAC4lMdDOgDPsVot8rP6adSqUTqaeNTT5ZhW8VzFNaLpCFmtFkI6AAAAXIqQDkBHE4/qt/jfPF0GAAAA4PM8OnEcAAAAAAD4fwjpAAAAAACYBCEdAAAAAACTcOiadMMwtG3bNu3YsUMnT55UUlKScufOrdKlS6tWrVoqUKCAq+oEAAAAAMDrZehMelJSkj766CPVr19f3bp1048//qiLFy/KarXqr7/+0pQpU9SoUSN169ZNu3fvdnHJAAAAAAB4pwydSW/atKkqVKigUaNGqU6dOgoICEizzsmTJ7Vs2TL169dPPXr00LPPPuv0YgEAAAAA8GYZCumffPKJgoOD77pOoUKF9Oqrr6pLly46deqUU4oDAAAAAMCXZGi4+70C+r9lypRJxYsXv996AAAAAADwWQ7P7v7TTz9px44dtsdz587VM888ozfffFP//POPU4sDAAAAAMCXOBzS3333XV2+fFmSdOjQIY0bN07169fX8ePHNW7cOKcXCAAAAACAr3DoFmySdOLECZUoUUKS9N1336lhw4bq37+/9u/fr+7duzu9QAAAAAAAfIXDZ9IDAgKUlJQkSdq0aZNq164tSXr44Yd16dIl51YHAAAAAIAPcfhMeqVKlRQVFaVKlSpp7969mjx5siTp6NGjyp8/v7PrAwAAAADAZzh8Jn348OHy9/fXqlWrNGLECD3yyCOSbk4oV7duXacXCAAAAACAr3D4THrBggX18ccfp2kfOnSoUwoCAAAAAMBXOXwmXZKOHTumSZMmqX///kpISJB080z677//7tTiAAAAAADwJQ6H9G3btqlFixbas2ePvvvuO125ckXSzduxTZkyxekFAgAAAADgKxwO6dHR0erbt69mzZqlgIAAW3v16tW1a9cupxYHAAAAAIAvcTik//bbb2rcuHGa9ty5c+v8+fPOqAkAAAAAAJ/kcEjPkSOH4uPj07QfOHDANtM7AAAAAABwnMMhvXnz5po4caLi4+NlsViUmpqqnTt3avz48WrVqpULSgQAAAAAwDc4HNL79eunAgUKqF69erpy5Yqefvpp/e9//1NYWJh69OjhihoBAAAAAPAJDt0n3TAMnTlzRmPGjFHfvn21f/9+paamqkyZMipevLiLSgQAAAAAwDc4HNKbNm2qZcuWqXjx4ipSpIir6gIAAAAAwOc4NNzdarWqWLFizOIOAAAAAIALOHxN+oABAzRhwgT99ttvrqgHAAAAAACf5dBwd+lmSL969aqeeeYZBQQEKEuWLHbLt23b5rTiAAAAAADwJQ6H9KFDh7qiDgAAAAAAfJ7DIb1169auqAMAAAAAAJ/ncEj/t6SkJN24ccOuLTAw8IEKAgAAAADAVzkc0q9cuaKJEydqxYoV6c7yfuDAAWfUBQAAAACAz3F4dvd3331XW7Zs0YgRI5QpUyaNGTNGffr0Ub58+TR+/HhX1AgAAAAAgE9wOKR///33GjFihJo1ayY/Pz9VqVJFPXv2VL9+/bR06VJX1AgAAAAAgE9wOKT/888/Kly4sKSb15//888/kqTKlStrx44dzq0OAAAAAAAf4nBIL1y4sE6ePClJKlmypFasWCHp5hn2HDlyOLc6AAAAAAB8iMMhvW3btjp48KAkqXv37vryyy9Vrlw5RUVF6ZVXXnF6gQAAAAAA+AqHZ3d/6aWXbD/XqFFDK1as0L59+1S0aFGVKlXKmbUBAAAAAOBTHug+6ZJUsGBBFSxY0Bm1AAAAAADg0zIU0mfPnp3hDXbu3Pm+iwEAAAAAwJdlKKR//vnnGdqYxWIhpAMAAAAAcJ8yFNLXrVvn6joAAAAAAPB5Ds/u/m+GYcgwDGfVAgAAAACAT7uvkB4bG6sWLVooNDRUoaGhatGihWJjY51cGgAAAAAAvuWew91Xr16tChUqKF++fJKkWbNm6f3331fHjh3Vt29fGYahn3/+WSNHjtT58+ftbtEGAAAAAAAy7p4hPTU1VS+88IKmT5+uxx9/XHPmzNHIkSPVqlUr2zqNGzfW448/rilTphDSAQAAAAC4T/cM6U2bNlWePHnUv39/LV26VPHx8QoLC0uzXlhYmOLj411SJAAAAAAAviBD16RXqVLFdq/0YsWKacWKFWnWWb58uYoXL+7U4gAAAAAA8CUZugWbJOXKlUuS1KdPH/Xr10/bt29XpUqVZLFYtHPnTm3ZskWTJ092VZ0AAAAAAHg9h2d3b9q0qb766ivlypVLa9eu1erVq5UrVy59/fXXatKkiStqBAAAAADAJ2T4TPq/lStXThMnTnR2LQAAAAAA+LQMhfRLly5leIOBgYH3XQwAAAAAAL4sQyG9SpUqslgsGdrggQMHHqggAAAAAAB8VYZC+q2Z3SXp5MmTio6OVuvWrVWxYkVJ0u7du7V48WK9+eabLikSAAAAAABfkKGQXq1aNdvPL774ogYPHqzmzZvb2ho1aqTg4GB99dVXat26tfOrBAAvYrVaZLVmbHSSL0tNNZSaani6DAAAALdyeOK43bt3a9SoUWnay5Urp7ffftspRQGAt7JaLcqVM6usfn6eLsX0UlNSlHj+KkEdAAD4FIdDev78+TV//nwNHjzYrn3BggXKnz+/0woDAG9ktVpk9fPTgdGjdeWvvzxdjmllK1ZMpYcNk9VqIaQDAACf4nBIHzp0qPr06aMNGzaoQoUKkqRffvlFx44d05QpU5xeIAB4oyt//aVLv/3u6TIAAABgMlZHn1C/fn199913atSokf755x+dP39ejRo10qpVq1S/fn1X1AgAAAAAgE9w+Ey6dHPIe79+/ZxdCwAAAAAAPs3hM+kAAAAAAMA1COkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBL3FdJv3LihTZs2af78+bp06ZIk6fTp07p8+bJTiwMAAAAAwJc4PLv7yZMn1bVrV8XFxSk5OVm1a9dWYGCgPv30U127dk3vvPOOK+oEAAAAAMDrOXwmPTIyUuXKldO2bduUOXNmW3uTJk20ZcsWpxYHAAAAAIAvcfhM+s6dOzVv3jxlypTJrr1gwYI6ffq00woDAAAAAMDXOHwm3TAMpaampmn/+++/lT17dqcUBQAAAACAL3I4pNeqVUtffPGFXdvly5c1ZcoU1a9f32mFAQAAAADgaxwe7j5kyBB17txZTz31lJKTk/XWW2/p6NGjypUrl9577z1X1AgAAAAAgE9wOKQ/8sgjWrJkiZYtW6Zff/1VqampateunVq0aKEsWbK4okYAAAAAAHyCwyFdkrJkyaJ27do5uxYAAAAAAHxahkL62rVrM7zBRo0a3XcxAAAAAAD4sgyF9F69etk9tlgsMgwjTZskHThwwEmlAQAAAADgWzIU0g8ePGj7edOmTZo4caL69eunsLAwSdKuXbs0efJk9e/f3zVVAgAAAADgAxy+Jn3s2LEaOXKkqlSpYmurW7eusmbNqmHDhmnFihVOLRAAAAAAAF/h8H3Sjx07phw5cqRpDwwM1MmTJ51SFAAAAAAAvsjhkF6+fHmNHTtWZ86csbXFx8dr/PjxCg0NdWpxAAAAAAD4kvsa7t67d2+Fh4erQIECkqS4uDgVL15cH374odMLBAAAAADAVzgc0osVK6ZvvvlGGzdu1B9//CHDMFSyZEnVqlXLNsM7AAAAAABwnMMhXbp5u7U6deqoTp06zq4HAACns1otslo5kHwvqamGUlONe68IAABc5r5COgAA/xVWq0W5cmaT1c/haVh8TmpKqhLPXyGoAwDgQYR0AIBXs1otsvpZ9d3cn5V4+pKnyzGtXI8E6omOlWS1WgjpAAB4ECEdAOATEk9fUvzJfzxdBgAAwF0x9g8AAAAAAJNwOKTv379fhw4dsj1es2aNevbsqffee0/JyclOLQ4AAAAAAF/icEgfPny4jh49Kkk6fvy4+vfvr6xZs2rlypV69913nV0fAAAAAAA+w+GQfvToUZUuXVqStGLFClWtWlXR0dGKiorSd9995/QCAQAAAADwFQ6HdMMwlJqaKknavHmz6tWrJ0kqUKCAEhMTnVsdAAAAAAA+xOGQXq5cOU2fPl2xsbHavn27GjRoIEk6ceKEgoKCnF0fAAAAAAA+w+GQPnToUP36668aPXq0XnvtNRUrVkyStGrVKoWFhTm9QAAAAAAAfIXD90kvVaqUli5dmqZ94MCBslq5oxsAAAAAAPfrvlL1hQsX9PXXXys6Olrnz5+XJB0+fFjnzp1zZm0AAAAAAPgUh8+kHzx4UC+99JIeeughnTx5Us8++6xy5syp1atX69SpU5owYYIr6gQAAAAAwOs5fCZ93LhxatOmjb777jtlypTJ1l6vXj3t2LHDqcUBAAAAAOBLHA7pe/fuVYcOHdK0P/LII4qPj3dKUQAAAAAA+CKHQ3rmzJl16dKlNO1//vmncufO7ZSiAAAAAADwRQ6H9EaNGunDDz/U9evXbW2nTp1SdHS0nnjiCYcLmDt3rsLDw1W+fHm1adPmnkPmk5OTNWnSJDVs2FDlypVT48aNtXDhQof3CwAAAACA2Tg8cdygQYPUrVs31apVS9euXVOnTp109uxZVaxYUf369XNoW8uXL1dUVJRGjBihSpUqaf78+erWrZu+/fZbFSxYMN3nvPHGG0pISFBkZKSKFi2qc+fO6caNG47+GgAAAAAAmI7DIT0wMFDz5s3T5s2b9euvvyo1NVVly5ZVrVq1HN75rFmz1LZtW7Vv316SFBERoQ0bNmjevHl6880306z/008/afv27VqzZo1y5swpSSpcuLDD+wUAAAAAwIwcDum31KxZUzVr1rzvHScnJ2v//v3q3r27XXvt2rW1a9eudJ+zbt06lStXTp9++qmWLFmibNmyKTw8XG+88YayZMly37UAAAAAAGAG9xXSt23bppkzZ+rIkSOyWCx67LHH1LVrV1WpUiXD20hMTFRKSory5Mlj1x4UFHTHWeKPHz+unTt3KnPmzPrwww+VmJioUaNG6fz584qKinLod7BYHFodGUCfuh997n70ufvR5+5HnwMA4FyO/NuaoZA+ZMgQtWvXTpUrV9aSJUs0dOhQNWnSRJ06dZJhGNq1a5deeuklRUVFqUWLFg4Wa1+tYRhp2m5fNnHiROXIkUOSNHjwYL3++usaMWKEQ2fT8+TJ4VCduLtcubJ7ugSfQ5+7H33ufvS5+9HnAAB4VoZCetu2bTVo0CCtWbNG06dP14ABA/TSSy/Zlr/44ouaNWuWpk2bluGQnitXLvn5+ens2bN27QkJCQoKCkr3OXnz5tUjjzxiC+iSVKJECRmGob///lvFixfP0L5v7ueiDOPOy/38rHxRcUBi4mWlpKQ+0Dboc8fQ5+5Hn7sffe5+zuhzAABgz2LJ+IniDIX077//3jYx3IkTJ9SwYcM064SHh+u9997LcJGZMmVS2bJltXHjRjVp0sTWvmnTJjVq1Cjd51SqVEkrV67U5cuXlT37zS9cf/75p6xWq/Lnz5/hfUuSYeiuIR2Ooz/djz53P/rc/ehz96PPAQDwnAzdJ33BggW2IF2gQAFt3rw5zTqbN29WgQIFHNp5ly5dtHDhQi1cuFBHjhzR2LFjFRcXpw4dOkiSoqOjNXDgQNv6zZs3V86cOTVkyBAdPnxY27dv17vvvqu2bdsycRwAAAAA4D8vQ2fSx44dq9jYWNWtW1ddunTRmDFjdODAAYWFhclisWjnzp1avHixIiIiHNr5U089pcTERE2bNk1nzpxRcHCwZsyYoUKFCkmS4uPjFRcXZ1s/e/bsmjlzpsaMGaO2bdsqZ86cevLJJ9W3b1+H9gsAAAAAgBllKKQ/8cQTeuKJJyRJL7zwgvLmzauZM2dq5cqVkqTHHntMkyZNUuPGjR0uoGPHjurYsWO6y8aNG5emrUSJEpo1a5bD+wEAAAAAwOzu6xZsTZo0sbuOHAAAAAAAPLj7CumSlJycrHPnzik11X4G2IIFCz5wUQAA4L/NarXIauWG6/eSmmooNZWZ+gAA/4/DIf3o0aMaOnSodu3aZdd+6x7mBw4ccFpxAADgv8dqtShnzqzy8/PzdCmml5KSovPnrxLUAQA2Dof0wYMHy9/fXx999JHy5csni4Wj5AAA4P+xWi3y8/NT7LT3lXDqhKfLMa08BQurVc83ZLVaCOkAABuHQ/rBgwcVExOjEiVKuKIeAADgJRJOndDfR//0dBkAAPynZOg+6f9WokQJJSYmuqIWAAAAAAB8WoZC+qVLl2z/vfXWW5o4caK2bt2qxMREu2WXLl1ydb0AAAAAAHitDA13r1Klit2154Zh6KWXXrJbh4njAAAAAAB4MBkK6bNnz3Z1HQAAAAAA+LwMhfRq1aq5ug4AAAA8AO5NnzHcmx6A2WUopB88eDDDGyxVqtR9FwMAAADHWa0W5cqZTVY/h+cE9jmpKalKPH+FoA7AtDIU0lu1aiWLxSLDuPuHGdekAwAAuJ/VapHVz6qTsfuVnHDZ0+WYVqY82VWoVVnuTQ/A1DIU0teuXevqOgAAAPCAkhMuK+lv7rYDAP9lGQrphQoVcnUdAAAAAAD4vAyfSa9Xr54CAgLueVa9UaNGTikMAAAAAABfk6GQ3qtXL23cuFF58uRRr1697rge16QDAAAAAHD/HJ7d3ZGZ3gEAAAAAQMZxnw4AAAAAAEwiQ2fSb7dnzx5t3bpV586dU2pqqt2yIUOGOKUwAAAAAAB8jcMh/aOPPtLkyZP16KOPKigoyG6ZxWJxWmEAAAAAAPgah0P67NmzNXbsWLVp08YV9QAAAAAA4LMcvibdarWqUqVKrqgFAAAAAACf5nBIf/HFFzV37lxX1AIAAAAAgE9zeLj7K6+8ou7du6tx48YqWbKk/P3tNzF16lSnFQcAAAAAgC9xOKSPHj1aW7duVfXq1ZUzZ04miwMAAAAAwEkcDumxsbGaMmWKGjRo4IJyAAAAAADwXQ5fk54zZ04VKVLEFbUAAAAAAODTHA7pvXv31pQpU3T16lVX1AMAAAAAgM9yeLj7nDlzdOzYMdWqVUuFCxdOM3Hc4sWLnVYcAAAAAAC+xOGQ3rhxY1fUAQAAAACAz3M4pPfu3dsVdQAAAAAA4PMcviYdAAAAAAC4BiEdAAAAAACTIKQDAAAAAGAShHQAAAAAAEzC4YnjAAAAAEhWq0VWq8XTZZheaqqh1FTD02UA/xkOh3TDMLRy5Upt3bpV586dU2pqqt3yqVOnOq04AAAAwIysVoty5swmPz8Gpt5LSkqqzp+/QlAHMsjhkB4ZGakFCxaoevXqCgoKksXC0UMAAAD4FqvVIj8/q2JiYnT27FlPl2NaQUFBatu2raxWCyEdyCCHQ/o333yjqVOnqn79+q6oBwAAAPjPOHv2rOLi4jxdBgAv4vD4nMDAQBUuXNgVtQAAAAAA4NMcDul9+vTRhx9+qKSkJFfUAwAAAACAz3J4uHuzZs20bNky1axZU4ULF5a/v/0mFi9e7LTiAAAAAADwJQ6H9MGDB2v//v1q2bIlE8cBAAAAAOBEDof0H3/8UZ9++qmqVKniinoAAAAAIF3cmz5juDf9f5vDIT1//vwKDAx0RS0AAAAAkC6r1aJcubLKavXzdCmml5qaosTEqwT1/6j7Gu7+7rvvatSoUczyDgAAAMAtbp5F99OWrcN04cJRT5djWg89VFw1qo/m3vT/YQ6H9AEDBujq1atq0qSJsmTJooCAALvl27Ztc1pxAAAAAPBvFy4c1fnzhzxdBuAyDof0oUOHuqIOAAAAAAB8nsMhvXXr1q6oAwAAAAAAn2e9nycdO3ZMkyZNUv/+/ZWQkCBJ+umnn/T77787tTgAAAAAAHyJwyF927ZtatGihfbs2aPvvvtOV65ckSQdOnRIU6ZMcXqBAAAAAAD4CodDenR0tPr27atZs2bZTRpXvXp17dq1y6nFAQAAAADgSxwO6b/99psaN26cpj137tw6f/68M2oCAAAAAMAnORzSc+TIofj4+DTtBw4c0COPPOKUogAAAAAA8EUOz+7evHlzTZw4Ue+//74sFotSU1O1c+dOjR8/Xq1atXJBiQAAAAAAT7BaLbJaLZ4uw/RSUw2lphpO2ZbDIb1fv34aPHiw6tWrJ8Mw9PTTTyslJUXNmzdXjx49nFIUAAAAAMCzrFaLcubKJj/rfd0UzKekpKbqfOIVpwR1h0N6QECAbfK4/fv3KzU1VWXKlFHx4sUfuBgAAAAAgDlYrRb5Wa0asnWP/rh4ydPlmNZjOQIVVT1UVqvFMyH9liJFiqhIkSIPXAAAAAAAwLz+uHhJB89f9HQZPiND4xZmzJihq1evZmiDv/zyi3744YcHqQkAAAAAAJ+UoTPphw8fVoMGDdSsWTOFh4erfPnyyp07tyTpxo0bOnz4sHbu3KmlS5fqzJkzmjBhgkuLBgAAAADAG2UopE+YMEEHDx7Ul19+qQEDBujixYvy8/NTQECAkpKSJEmlS5fWc889p9atWytTpkwuLRoAAAAAAG+U4WvSS5UqpXfeeUejRo3SoUOHdOLECV27dk25cuVSqVKlbGfWAQAAAADA/XF44jiLxaJSpUqpVKlSrqgHAAAAAACfxQ3vAAAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJjEA4f0S5cuac2aNTpy5Igz6gEAAAAAwGc5HNLfeOMN/d///Z8kKSkpSW3btlXfvn3VsmVLrVq1yukFAgAAAADgKxwO6Tt27FCVKlUkSatXr5ZhGNq+fbsiIiI0ffp0pxcIAAAAAICvcDikX7x4UQ8//LAkaf369XriiSeUNWtWNWjQQH/99ZfTCwQAAAAAwFc4HNILFCigXbt26cqVK1q/fr1q164tSbpw4YIyZcrk9AIBAAAAAPAV/o4+oXPnzhowYICyZcumAgUKqHr16pKk7du3Kzg42OkFAgAAAADgKxwO6R07dlRoaKj+/vtv1apVS1brzZPxRYoUUd++fZ1dHwAAAAAAPsPhkC5J5cuXV0hIiE6cOKGiRYvK399fDRo0cHJpAAAAAAD4FoevSb969aqGDh2qihUrqnnz5oqLi5MkjRkzRjNmzHB6gQAAAAAA+AqHQ3p0dLQOHjyo2bNnK3PmzLb2mjVravny5U4tDgAAAAAAX+LwcPe1a9dq0qRJqlixol17yZIldezYMWfVBQAAAACAz3H4TPq5c+eUJ0+eNO1Xr16VxWJxSlEAAAAAAPgih0N6+fLl9cMPP6Rp/+qrr9KcXQcAAAAAABnn8HD3/v37q2vXrjp8+LBSUlI0e/ZsHT58WLt379acOXNcUSMAAAAAAD7B4TPplSpV0rx585SUlKSiRYtq48aNypMnj+bPn69y5cq5okYAAAAAAHzCfd0nPSQkROPHj3d2LQAAAAAA+LQMhfRLly5leIOBgYH3XQwAAAAAAL4sQyG9SpUq95y53TAMWSwWHThwwCmFAQAAAADgazIU0mfPnu3qOgAAAAAA8HkZCunVqlVzdR0AAAAAAPi8+5o4TpKuXr2qU6dO6fr163btpUqVeuCiAAAAAADwRQ6H9HPnzmnIkCH66aef0l3ONekAAAAAANwfh++THhkZqX/++UcLFixQlixZ9Omnn2rcuHEqVqyYpk+f7ooaAQAAAADwCQ6fSd+6daumTZum0NBQWSwWFSxYULVr11ZgYKA+/vhjNWjQwAVlAgAAAADg/Rw+k37lyhXlzp1bkpQzZ06dO3dOkhQcHKxff/3VudUBAAAAAOBDHA7pjz76qP78809JNyeJW7BggU6fPq358+crb968Ti8QAAAAAABf4fBw9xdffFHx8fGSpN69e+uVV17R0qVLFRAQoHHjxjm9QAAAAAAAfIXDIb1ly5a2n8uUKaN169bpjz/+UIECBWzD4AEAAAAAgOPu+z7ptwQEBKh48eLKnj27M+oBAAAAAMBnZfia9B9//FGxsbF2bdOnT1dYWJiqVq2ql19+Wf/884+z6wMAAAAAwGdkOKR/9tlnunz5su3xzz//rA8++EA9e/bU5MmTFRcXp2nTprmkSAAAAAAAfEGGQ/rvv/+usLAw2+NVq1apVq1a6tGjh5544gkNHjxY33//vUuKBAAAAADAF2Q4pF++fFk5c+a0Pd65c6dq1Khhe1yyZEmdOXPG4QLmzp2r8PBwlS9fXm3atNGOHTsy9LydO3eqTJkyeuaZZxzeJwAAAAAAZpThkJ4vXz4dOXJE0s3AfvDgQVWqVMm2/Pz588qSJYtDO1++fLmioqLUo0cPxcbGqnLlyurWrZtOnTp11+ddvHhRgwYNUs2aNR3aHwAAAAAAZpbhkN60aVONHTtWsbGxGjZsmPLmzauKFSvalu/bt0+PPvqoQzufNWuW2rZtq/bt26tEiRKKiIhQ/vz5NW/evLs+b/jw4WrevLnd/gEAAAAA+K/LcEjv3bu3ypUrp8jISB04cEDvvvuu/Pz8bMuXLVumhg0bZnjHycnJ2r9/v+rUqWPXXrt2be3ateuOz4uJidGxY8fUu3fvDO8LAAAAAID/ggzfJz1r1qx6991377h8zpw5Du04MTFRKSkpypMnj117UFCQ4uPj033O0aNHFR0drblz58rf/8Fu8W6xPNDTkQ761P3oc/ejz92PPnc/+tz96HP3o8/djz53P/rc/e7U5468Fg+WdJ3Aclu1hmGkaZOklJQUvfnmm+rTp4/Dw+rTkydPjgfeBv6fXLmye7oEn0Ofux997n70ufvR5+5Hn7sffe5+9Ln70efu56w+91hIz5Url/z8/HT27Fm79oSEBAUFBaVZ//Lly9q3b58OHDig0aNHS5JSU1NlGIbKlCmjzz77zKGJ5BISLsow7rzcz8/KG9sBiYmXlZKS+kDboM8dQ5+7H33ufvS5+9Hn7kefux997n70ufvR5+53tz63WDJ+othjIT1TpkwqW7asNm7cqCZNmtjaN23apEaNGqVZPzAwUEuXLrVr+/LLL7VlyxZ98MEHKly4sEP7NwzdNaTDcfSn+9Hn7kefux997n70ufvR5+5Hn7sffe5+9Ln7OaPPPTrcvUuXLho4cKDKlSunsLAwLViwQHFxcerQoYMkKTo6WqdPn9aECRNktVoVHBxs9/w8efIoc+bMadoBAAAAAPgv8mhIf+qpp5SYmKhp06bpzJkzCg4O1owZM1SoUCFJUnx8vOLi4jxZIgAAAAAAbpOhkD579uwMb7Bz584OFdCxY0d17Ngx3WXjxo2763P79OmjPn36OLQ/AAAAAADMKkMh/fPPP8/QxiwWi8MhHQAAAAAA3JShkL5u3TpX1wEAAAAAgM+zeroAAAAAAABw031NHPf3339r7dq1iouL0/Xr1+2WDRkyxCmFAQAAAADgaxwO6Zs3b1aPHj1UuHBh/fnnn3r88cd18uRJGYahMmXKuKJGAAAAAAB8gsPD3aOjo9WlSxctW7ZMmTJl0pQpU/TDDz+oatWqatasmStqBAAAAADAJzgc0o8cOaLWrVtLkvz9/ZWUlKTs2bPrjTfe0Keffur0AgEAAAAA8BUOh/Rs2bIpOTlZkpQvXz4dO3bMtiwxMdF5lQEAAAAA4GMcvia9QoUK+vnnn1WyZEnVr19f48eP12+//abVq1erQoUKrqgRAAAAAACf4HBIHzJkiC5fvixJ6tOnj65cuaLly5erWLFizOwOAAAAAMADcDikFylSxPZz1qxZNXLkSGfWAwAAAACAz3L4mvRGjRqle+35hQsX1KhRI6cUBQAAAACAL3I4pJ88eVKpqalp2pOTk3X69GmnFAUAAAAAgC/K8HD3tWvX2n5ev369cuTIYXucmpqqzZs3q1ChQs6tDgAAAAAAH5LhkN6rVy9JksVi0eDBg+034u+vQoUKpWkHAAAAAAAZl+GQfvDgQUlSeHi4Fi5cqNy5c7usKAAAAAAAfJHDs7uvW7fOFXUAAAAAAODzHA7pkrRt2zbNnDlTR44ckcVi0WOPPaauXbuqSpUqzq4PAAAAAACf4fDs7kuWLFGXLl2UJUsWderUSR07dlSWLFn00ksvaenSpa6oEQAAAAAAn+DwmfSPPvpIAwYM0EsvvWRre/HFFzVr1ixNmzZNLVq0cGZ9AAAAAAD4DIfPpB8/flwNGzZM0x4eHq4TJ044pSgAAAAAAHyRwyG9QIEC2rx5c5r2zZs3q0CBAk4pCgAAAAAAX5Th4e5DhgxRRESEunTpojFjxujAgQMKCwuTxWLRzp07tXjxYkVERLiyVgAAAAAAvFqGQ3psbKzeeustvfDCC8qbN69mzpyplStXSpIee+wxTZo0SY0bN3ZZoQAAAAAAeLsMh3TDMGw/N2nSRE2aNHFJQQAAAAAA+CqHrkm3WCyuqgMAAAAAAJ/n0C3YmjZtes+gvm3btgcqCAAAAAAAX+VQSO/Tp49y5MjhqloAAAAAAPBpDoX0p59+Wnny5HFVLQAAAAAA+LQMX5PO9egAAAAAALhWhkP6v2d3BwAAAAAAzpfh4e4HDx50ZR0AAAAAAPg8h27BBgAAAAAAXIeQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAm4fGQPnfuXIWHh6t8+fJq06aNduzYccd1v/vuO3Xp0kU1atRQpUqV9Nxzz2n9+vVurBYAAAAAANfxaEhfvny5oqKi1KNHD8XGxqpy5crq1q2bTp06le7627dvV61atTRjxgwtWrRI1atXV48ePfTrr7+6uXIAAAAAAJzPoyF91qxZatu2rdq3b68SJUooIiJC+fPn17x589JdPyIiQt26dVNoaKiKFy+u/v37q1ixYlq3bp2bKwcAAAAAwPn8PbXj5ORk7d+/X927d7drr127tnbt2pWhbaSmpury5cvKmTOnw/u3WBx+Cu6BPnU/+tz96HP3o8/djz53P/rc/ehz96PP3Y8+d7879bkjr4XHQnpiYqJSUlKUJ08eu/agoCDFx8dnaBszZ87U1atX9eSTTzq8/zx5cjj8HNxZrlzZPV2Cz6HP3Y8+dz/63P3oc/ejz92PPnc/+tz96HP3c1afeyyk32K57ZCCYRhp2tKzbNkyTZ06VdOmTUsT9DMiIeGiDOPOy/38rLyxHZCYeFkpKakPtA363DH0ufvR5+5Hn7sffe5+9Ln70efuR5+7H33ufnfrc4sl4yeKPRbSc+XKJT8/P509e9auPSEhQUFBQXd97vLlyxUREaH3339ftWrVuq/9G4buGtLhOPrT/ehz96PP3Y8+dz/63P3oc/ejz92PPnc/+tz9nNHnHps4LlOmTCpbtqw2btxo175p0yaFhYXd8XnLli3T4MGDFR0drQYNGri4SgAAAAAA3Mejw927dOmigQMHqly5cgoLC9OCBQsUFxenDh06SJKio6N1+vRpTZgwQdLNgD5o0CANHTpUFSpUsF27niVLFuXIwTXmAAAAAID/No+G9KeeekqJiYmaNm2azpw5o+DgYM2YMUOFChWSJMXHxysuLs62/oIFC3Tjxg298847euedd2ztrVu31rhx49xePwAAAAAAzuTxieM6duyojh07prvs9uA9Z84cd5QEAAAAAIBHeOyadAAAAAAAYI+QDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCUI6AAAAAAAmQUgHAAAAAMAkCOkAAAAAAJgEIR0AAAAAAJMgpAMAAAAAYBKEdAAAAAAATIKQDgAAAACASRDSAQAAAAAwCY+H9Llz5yo8PFzly5dXmzZttGPHjruuv23bNrVp00bly5dXo0aNNG/ePDdVCgAAAACAa3k0pC9fvlxRUVHq0aOHYmNjVblyZXXr1k2nTp1Kd/3jx4+re/fuqly5smJjY/Xaa68pMjJSq1atcnPlAAAAAAA4n0dD+qxZs9S2bVu1b99eJUqUUEREhPLnz3/Hs+Pz589XgQIFFBERoRIlSqh9+/Zq06aNZs6c6ebKAQAAAABwPn9P7Tg5OVn79+9X9+7d7dpr166tXbt2pfuc3bt3q3bt2nZtdevWVUxMjK5fv66AgIAM799qlQzj3uuVKphbWTN5rJtMr1jQQ7afrU465JMpf2lZArI6Z2NeKCBPcdvPzurz4KBgZfHP4pyNeaGiOYvafnZWnwc+/risWejzO8lWpIjtZ2f1eVChh+Sfyc85G/NCOfNmt/3srD5/pNhjCsic2Tkb80K58xey/eysPs/8SA5ZAjx+NaNpZcrt/Pd5/vz5HfoO6mvy5Mlj+9lZfZ4rV4j8/Pg39E4eeqiY7Wdn9XnpnA8pqx//ht5J8Rz3/myxWDK+PYthZCSqOt/p06dVr149zZs3T5UqVbK1f/TRR1q8eHG6Q9ibNm2q1q1b67XXXrO1/fzzz3r++ee1fv165cuXzy21AwAAAADgCh4/1Gq57ZCCYRhp2u61fnrtAAAAAAD813gspOfKlUt+fn46e/asXXtCQoKCgoLSfU5QUJDi4+Pt2s6dOyd/f3/lzJnTVaUCAAAAAOAWHgvpmTJlUtmyZbVx40a79k2bNiksLCzd51SsWFGbNm2ya9uwYYPKlSvHtUAAAAAAgP88jw5379KlixYuXKiFCxfqyJEjGjt2rOLi4tShQwdJUnR0tAYOHGhbv0OHDjp16pSioqJ05MgRLVy4UDExMXr55Zc99SsAAAAAAOA0Hp22/KmnnlJiYqKmTZumM2fOKDg4WDNmzFChQjdnO42Pj1dcXJxt/SJFimjGjBmKiorS3LlzlS9fPkVERKhp06ae+hUAAAAAAHAaj83uDgAAAAAA7Hl8dncAAAAAAHATIR0AAAAAAJMgpAMAAAAAYBKEdAAA4BXWrl2r69eve7oMn5SSkqJt27bpn3/+8XQpAPCfR0gH/mX//v06dOiQ7fGaNWvUs2dPvffee0pOTvZgZYDzlC5dWgkJCWnaExMTVbp0aQ9U5HsuXbqkNWvW6MiRI54uxav07t1bFy9elHTn9zlcw8/PT6+88oouXLjg6VIAl7l+/bqGDBmi48ePe7oUeDmP3oINd1e6dGlVqVJFU6ZMUc6cOW3tZ8+eVd26dXXgwAHPFeelhg8fru7duyskJETHjx9X//791aRJE61cuVJXr15VRESEp0v0ShcuXNDChQt15MgRWSwWlShRQu3atVOOHDk8XZpXutNNPZKTkxUQEODmanzDG2+8oapVq+p///ufkpKS1LZtW508eVKGYei9997jVqJOkjt3bu3evVvh4eEyDEMWi8XTJfmU4OBgnThxQkWKFPF0KT4jJSVFixYt0pYtW5SQkKDU1FS75bNnz/ZQZd4pICBAq1evVs+ePT1dik9Zu3Ztuu0Wi0WZM2dW0aJFve5zh5BuYoZh6Pr162rbtq2mT5+u4OBgu2VwvqNHj9rOJK5YsUJVq1ZVdHS0du7cqf79+xPSXWDv3r3q2rWrMmfOrNDQUBmGoc8//1wfffSRZs6cqbJly3q6RK9x68uaxWLR119/rWzZstmWpaamavv27Xrsscc8VZ5X27Fjh3r06CFJWr16tQzD0Pbt27V48WJNnz6dkO4kHTp0UM+ePWWxWGSxWFS7du07rsuBbufr16+fxo8frzfeeENly5a1+4yRpMDAQA9V5r0iIyO1ePFi1a9fX48//jgHptygSZMmWrNmjbp06eLpUnxGr169ZLFY0uSfW20Wi0WVK1fWhx9+qIcffthDVToXId3ELBaLPvjgA82YMUMdOnTQhAkT1LhxY9syOJ9hGLaj0Js3b1aDBg0kSQUKFFBiYqIHK/NeUVFRCg8P1+jRo+Xvf/Mj6caNG3r77bc1duxYzZ0718MVeo/PP/9c0s33+fz582W1/r8rngICAlS4cGGNGjXKQ9V5t4sXL9q+OKxfv15PPPGEsmbNqgYNGujdd9/1cHXeo0+fPnrqqad07Ngx9ejRQ1FRUYzIcaOuXbtKknr06GH3PeXWl2gOjDjft99+q8mTJ6t+/fqeLsVnFC1aVNOmTdOuXbtUtmxZZc2a1W55586dPVSZ95o1a5YmTZqkfv36qXz58pJunuSZPHmyevbsqcDAQI0YMULjx4/X2LFjPVytcxDSTcwwDPn5+entt9/W448/rn79+qlHjx5q3769p0vzWuXKldP06dNVs2ZNbd++XSNHjpQknThxQkFBQZ4tzkvt27fPLqBLkr+/v7p27aq2bdt6sDLvs27dOklSp06dNHXqVK852vxfUKBAAe3atUsPP/yw1q9fr/fee0/SzUs9MmXK5OHqvEuJEiVUokQJ9e7dW82aNUvzBRquw9Bq9wsICFDRokU9XYZP+frrr5UjRw7t27dP+/bts1tmsVgI6S4QGRmpd955R5UqVbK11axZU5kyZdLw4cP17bffaujQoRo6dKgHq3QuQvp/xHPPPafixYvr9ddf1/bt2z1djtcaOnSoBgwYoDVr1ui1115TsWLFJEmrVq1SWFiYh6vzToGBgYqLi1OJEiXs2uPi4pQ9e3YPVeXdqlevnm4wTEpK0qeffqrevXt7oCrv1rlzZw0YMEDZsmVTgQIFVL16dUnS9u3b7S5lgvPwPna/atWqeboEn/Pyyy9r9uzZGj58OKMs3eTWAW+4z7Fjx9K9XCYwMNA2iV+xYsW8atSrxeDiZtMKDw9XTEyMcuXKZWv766+/9Nprr+no0aMMG3Oja9euyWq1MqmWC4wZM0arV6/WoEGDFBYWJovFop07d2rChAl64oknmAfABUqXLq0NGzYoT548du2JiYmqVasWny0usnfvXv3999+qVauW7QDUDz/8oBw5cqhy5coers77hIeH3zW03GkiIty/e51EqFq1qpsq8W63H4DasmWLHn74YT3++ON2o9IkaerUqe4szackJyfrxIkTKlq0aJp+h3M9//zzyp49uyZMmKDcuXNLks6dO6eBAwfq6tWrmjt3rjZt2qRRo0Zp1apVHq7WOXhHmVh6R+qKFSum2NhYnT171gMV+a7MmTN7ugSvNXDgQNv/U1JSJN0c7v7888/rrbfe8mRpXutOs14fPHiQIfAuVL58eYWEhNh9qbs17wWc78UXX7R7fOPGDf3666/asGGDXnnlFQ9V5d06deqUpu3fnzUcAHSO2+dZaNKkiYcq8U1Xr17V6NGjFRsbK+nmaMsiRYpozJgxypcvn7p37+7ZAr1QZGSkevbsqXr16qlAgQKyWCw6deqUihQpomnTpkmSrly5Ypug1RtwJt3kLly4oFWrVunYsWN65ZVXlDNnTu3fv19BQUF65JFHPF2e16latWq64cVisShTpkwqVqyYWrduzbXSLnD16lUdO3ZMhmGoWLFiXEfqArfe3xcvXlRgYKDdez0lJUVXrlxRhw4dNGLECA9W6Z34Umcec+fO1b59+xQVFeXpUrzOrXvU33L9+nUdOHBA77//vvr166eaNWt6qDLAecaMGaOff/5ZQ4cOVbdu3fTNN9+oSJEiWrt2raZMmWL7nIdzGYah9evX6+jRozIMQ4899phq165tNwmuN+FMuokdPHhQXbp0UY4cOXTy5Ek9++yzypkzp1avXq1Tp05pwoQJni7R6/Tq1UvTp09XvXr1bLcD27t3r9avX6+OHTvqxIkTGjlypFJSUvTss896ulyvkjVrVoWEhHi6DK82dOhQGYahoUOHqk+fPnZnYwICAlSoUCHmXnCR6OhoHTx4ULNnz1a3bt1s7TVr1tSUKVMI6W5Ur149RUdHE9JdIL2Z9GvXrq1MmTIpKipKixYt8kBV3i0pKUmGYdgObJ88eVKrV69WyZIlVadOHQ9X553Wrl2rSZMmqWLFinbtJUuW1LFjxzxTlA+wWCyqV6+e6tWr5+lS3IKQbmLjxo1T69atNXDgQLsvzvXq1WMYsIvs3LlTffv21fPPP2/XPn/+fG3cuFFTpkxRSEiI5syZQ0h/AI5M6MT1dM7TunVrSVLhwoUVFhbGHAtuxJc681i5cqVy5szp6TJ8Su7cufXnn396ugyv1LNnTzVp0kTPP/+8Lly4oPbt2ysgIECJiYkaPHiwXnjhBU+X6HXOnTuXZk4X6eaIKSbvc53Nmzdr8+bNSkhIsN0u+RZvPOhKSDexvXv36p133knT/sgjjyg+Pt4DFXm/DRs2pHsApGbNmho/frwkqX79+oqOjnZ3aV6F+xZ7VrVq1ZSSkqJVq1bpyJEjslgsKlmypMLDw+Xn5+fp8rwSX+rcr1WrVmnu1X327FmdO3eOSzpc5ODBg2nazpw5o08++YSRUi6yf/9+DRkyRNLNy2iCgoIUGxurVatW6YMPPiCku0D58uX1ww8/pJmD4auvvkpzIBbOMXXqVH344YcqV66c8ubN6xP/bhLSTSxz5sy6dOlSmvY///zTNrMhnOvhhx/W999/r5deesmu/fvvv7dNqHXlyhVuDfaAvPGI53/JX3/9pe7du+v06dN69NFHZRiGPv74Y+XPn18zZszgnrsuwJc692vcuLHdY4vFoty5c6tatWppbvkI57h1YOT26Y4qVqyoyMhID1Xl3ZKSkmzfSTZs2KAnnnhCVqtVFStW1KlTpzxcnXfq37+/unbtqsOHDyslJUWzZ8/W4cOHtXv3bs2ZM8fT5Xml+fPnKyoqSq1atfJ0KW5DSDexRo0a6cMPP9TkyZNtbadOnVJ0dLSeeOIJzxXmxXr27KmRI0dqy5YtCg0NlcVi0Z49e/TTTz9p5MiRkqRNmzZxGxn8p40ZM0ZFihTRggULbMN+ExMTNWDAAI0ZM0YzZszwbIFeiC917sd90t3v9tvaWa1W5c6dmzukuFDRokW1Zs0aNWnSRBs2bLCdZEhISEj3vtJ4cJUqVdK8efM0c+ZMFS1aVBs3blSZMmU0f/58Roy4yPXr11WpUiVPl+FWzO5uYpcuXVK3bt10+PBhXb58Wfny5dPZs2dVsWJFzZgxQ9myZfN0iV5p586dmjt3rv7880/b7JH/+9//fO7DwZVuH4Z6N4sXL3ZxNb6nYsWKWrBgQZovEwcPHtTzzz+vXbt2eagy73bo0CHNnDlT+/fvV2pqqsqUKaNu3brxpc4NkpKSdOPGDbs2Agy8wcqVK/XWW28pJSVFNWvW1MyZMyVJH3/8sbZv365PP/3UwxUCD+7dd99VtmzZ1KtXL0+X4jacSTexwMBAzZs3T5s3b9avv/6q1NRUlS1bVrVq1fJ0aV6tcuXKqly5sqfL8Gq3D0OFe2XKlEmXL19O03758mUmk3OhkJAQ29wWcL0rV65o4sSJWrFihc6fP59mOffsdo7Zs2dneN3OnTu7sBLf1KxZM1WuXFnx8fEqVaqUrb1mzZr8W+sipUuX1oYNG9LMM5KYmKhatWrx2eIC165d01dffaXNmzcrJCRE/v72EfbWvAzehJD+H1CzZk3uLepGqamp+uuvv5SQkJDmujqGuTsHw1A9q0GDBho+fLgiIyMVGhoqSfrll180cuRIhYeHe7g678Vni3u9++672rp1q0aMGKFBgwZp+PDhOn36tBYsWKA333zT0+V5jc8//9zucWJioq5evaqHHnpIknThwgVlzZpVuXPnJqQ72Y0bNxQaGqrY2FiVKVPGbtmtz3Y4350GIScnJ3Og20UOHTpkOwj122+/2S3z1knkCOkmwxFpz9q9e7fefPNNnTp1Ks2HsMVi4egovMLbb7+tQYMG6bnnnrMdjU5JSVF4eLgiIiI8XJ134rPF/b7//nuNHz9e1atX19ChQ1WlShUVK1ZMBQsW1NKlS9WyZUtPl+gV1q1bZ/t56dKl+vLLLxUZGanHHntMkvTHH39o2LBheu655zxVotfy9/dXwYIF09yOCq5x6zu6xWLR119/bXfZaWpqqrZv325738O5fHHuFq5JN5nbz2Ld7Yj07RO04ME988wzKl68uF5//fV0b/HArcOco1q1alq5cqVy586tqlWr3vUo6LZt29xYmW/566+/dOTIERmGoZIlS6pYsWKeLslr8dnifmFhYVq2bJkKFSqkevXqaerUqQoNDdXx48fVsmVL5l5wgcaNG+uDDz5Ic1Z33759ev311+0CPZwjJiZGK1eu1LvvvmubCBSuces7+qlTp5Q/f35ZrVbbsoCAABUuXFivv/66KlSo4KkSvd5ff/2lY8eOqWrVqsqSJYsMw+BMOtyDI9Ke9ddff+mDDz4grLjYkCFDbJM2DRkyxGs/YM2uWLFivNfdhM8W9ytcuLBOnjypQoUKqWTJklqxYoVCQ0P1/fffc1DEReLj49NM0CfdPMuYkJDggYq835w5c/TXX3+pbt26KliwYJpJhZl81XlufUfv1KmTpk6dars1L1wvMTFRffv21datW2WxWPTdd9+pSJEiioiI0EMPPaTBgwd7ukSnI6Sb2Pvvv68PPvjAbujMY489piFDhuj1119nqJ4LhIaG6q+//uKLtIu1bt3a9nObNm08WInvOXr0qA4dOqQyZcqoSJEi+uGHH/TJJ58oKSlJjRs31muvvcZBExfgs8X92rZtq4MHD6patWrq3r27Xn31Vc2ZM0cpKSle+YXODGrWrKm3335bkZGRKleunCwWi/bu3avhw4czt46LMDmc+33yySfKkiVLusvOnDmjfPnyubki7xcVFSV/f3/98MMPevLJJ23tTz31lKKiorzyM52QbmIckXa/Tp06afz48Tp79qyCg4PTzB7575lT4RzMkuo+q1evVt++fWWxWGSxWDR69GgNGzZM1atXV2BgoKZOnSo/Pz91797d06V6HT5b3O/W/aIlqUaNGlqxYoX27dunokWL0t8uMnbsWA0aNEjt27e3m++iTp06ioyM9HB13omJWN2vVatWio6OVtmyZe3aV65cqZEjR2rLli0eqsx7bdy4UZ999pny589v116sWDGdOnXKQ1W5FiHdxDgi7X59+vSRJA0dOtTWZrFYbNe8EBidj1lS3Wf69Onq2rWr+vbtq0WLFmnEiBF68803bWFmwYIF+vzzzwnpLsBni+cVLFhQBQsW9HQZXi137tz65JNP9Oeff+qPP/6QYRgqUaKEHn30UU+XBjhN7dq11aFDB/Xp00fdunXTlStXNHr0aK1cuZI7R7jIlStX0h29kJiYqEyZMnmgItcjpJsYR6Tdj8n43IdZUt3vzz//1OTJk2WxWNS6dWsNGzZMtWrVsi2vXbu2xo4d68EKvRefLZ6xefNmbd68WQkJCWlmwI6KivJQVd7v0UcfJZi7SUpKij7//HOtWLFCcXFxun79ut1yJl91vmHDhql+/foaOnSofvjhB505c0aBgYFauHChSpYs6enyvFLVqlUVGxurvn372tpSU1P12WefqXr16p4rzIUI6SbGEWn3K1SokKdL8Bm37q1rGIbmz5+f7iypo0aN8lB13unq1avKnj27JMlqtSpz5szKmjWrbXmWLFmUnJzsqfK8Gp8t7jd16lR9+OGHKleuXLoz6sP5UlJStGjRIm3ZsiXdAyOO3GYWGTN16lR9/fXX6tKli95//3299tprOnnypNasWaNevXp5ujyvVadOHTVp0kTz5s2Tv7+/pk+fTkB3oYEDB6pTp07at2+frl+/rnfffVeHDx/WP//8o3nz5nm6PJcgpP8HcETatdauXat69eopICDgnme7GjVq5KaqvB+zpLrfrWvR//0Y7nPs2DF98cUXOnLkiCwWi0qUKKHOnTuraNGini7NK82fP19RUVFq1aqVp0vxGZGRkVq8eLHq16+vxx9/nM8YN1i6dKnGjBmjBg0aaOrUqWrevLmKFi2qkJAQ/fLLL54uzysdO3ZMb775ps6ePavPPvtM27ZtU8+ePdWpUyf169ePS/VcoGTJkvrmm280b948+fn56erVq2rSpIk6duzotRP1cZ90E+OItHuUKlVKGzduVJ48ee46mRDXjbpHSkqKfvvtNxUsWJDg7mSlSpVSjhw5bF+cL1y4oMDAQNsoBsMwdOnSJd7nLrB+/Xr16NFDpUuXVqVKlWQYhnbt2qWDBw/qo48+Uu3atT1dotepXr26vv76aw6CuFH16tU1YcIE1a9f39Ol+IyKFStq+fLlKliwoOrUqaOPP/5YZcuW1fHjx9WqVSvt3LnT0yV6nbCwMDVo0ECjRo3SQw89JEn6+eefNWjQIGXPnl2xsbGeLRBegTPpJsYRafc4ePBguj/DPSIjIxUcHKz27dsrJSVFHTt21O7du5U1a1Z99NFHXnutkSdwDa7nREdH66WXXtJbb71l1z5x4kRNnDiRkO4C7dq109KlSxny60YBAQEcFHGzRx55RPHx8SpYsKCKFi2qjRs3qmzZstq7d6/XTqjlaSNGjEgzQqdSpUpavHgx87q4yE8//aRs2bKpSpUqkqS5c+fqq6++UsmSJTV8+HCvPKnDmXQT44g0fEHdunU1bdo0lS9fXmvWrNGoUaM0e/ZsxcbGauvWrZo/f76nSwQeWPny5bV06VIVL17crv3PP/9Uy5YttXfvXs8U5sXGjBmjJUuWKCQkRCEhIWluezdkyBAPVea9Zs6cqePHj2v48OGcWHCTiRMnKjAwUK+99pptdvFChQrp1KlT6R4YBP6LWrRoobfeekv169fXoUOH1LZtW7388svasmWLSpQo4ZUnITiTbmIckfYMZgN2r/Pnzytv3rySpB9//FHNmjXTo48+qnbt2mnOnDkerg5wjty5c+vAgQNpQvqBAweUJ08ezxTl5Q4dOmS7hOm3336zW0aAdI2dO3dq69at+umnn/T444+nOTAydepUD1Xmvf4dwps1a6b8+fNr165dKlq0KPPoOFFG5y+yWCwKDw93Y2W+4cSJEypRooQk6bvvvlN4eLj69++v/fv3e+1tYwnpJvbyyy9r9uzZHJF2I2YDdr+goCAdPnxYefPm1fr16zVixAhJUlJSkvz8/DxcHeAc7du31/Dhw3X8+HFVqlRJ0s1rGD/55BN16dLFw9V5Jw7yud9DDz2kJk2aeLoMn1axYkVVrFjR02V4nV69etnmL7rbJTTMX+QaAQEBSkpKkiRt2rTJdrnBww8/rEuXLnmwMtchpJsYR6Tdj9mA3a9Nmzbq27ev7aDIrWtzf/nlF+6TDq/Rq1cvBQYGaubMmXrvvfckSfny5VPv3r3VuXNnD1cHOAejzdxn+/btGVqvatWqLq7ENzB/kWcMGTJEERERqlSpkqKiolSpUiXt3btXkydPliQdPXpU+fPn92yRLsI16SZ2r+vl+MfQ+ZgN2DNWrlypv//+2zZUT5IWL16sHDlyqHHjxh6uDnCuW0f9AwMDPVyJ99uzZ49WrlypuLg4Xb9+3W4ZB7pd59y5c/rjjz9ksVj06KOPKnfu3J4uyeuUKlXKNtrvTl/lOavrXA0aNNDixYuVK1cuSdL//d//qVWrVnyWu1Dp0qW1YcMGXbt2TaNGjVJcXJw6deqk9u3bS5LGjh2r1NRUvf322x6u1PkI6cC/vPvuu8qWLRuzAcOrbd26lVnz4fW+/fZbDRo0SLVr19bGjRtVp04dHT16VGfPnlWTJk040O0CV65c0ejRo7VkyRLbnC5+fn565plnNGzYMGXNmtXDFXqP6tWrK3v27GrdurWeeeYZW3C8XY4cOdxcmff69y17pZszui9ZskRFihTxcGXe6/Y+9yUMdwf+5dq1a/rqq6+0efNmZgN2oytXrmj79u06depUmrNdDAV2vq5du+qRRx5RmzZt1Lp1axUoUMDTJXmtVq1a3XNuCz8/PwUFBal27dp67rnnuG2Sk3z00UcaMmSIOnbsqLCwMEVERKhw4cIaPny4bbJKONe4ceO0fft2TZ8+XZUrV5Z089K9MWPGaNy4cRo1apSHK/Qe69ev15o1axQTE6NPP/1U9evXV9u2bVWvXj3m03ETznO6h6++nwnpJrdy5UqtWLEi3aF6ixcv9lBV3ovZgN3v119/Vffu3XX16lVdvXpVDz/8sBITE5U1a1blzp2bkO4C69ev1zfffKPFixdr6tSpqlmzptq2bavGjRsTEJ0sI5drpKamKiEhQdOnT9eRI0c0cuRI1xfmA44fP267hWmmTJl05coVWSwWvfTSS3rxxRf1+uuve7hC77Nq1Sp98MEHdiN16tevr8yZM6tv376EdCfKlCmTnnrqKT311FOKi4tTTEyMRo8ereTkZLVu3Vp9+vRJc6IB+C9q2rTpPb+Db9u2zU3VuA9/vSY2e/ZsTZo0Sa1bt9batWvVpk0bHT9+XHv37lXHjh09XZ5XYjZg94uKilLDhg01cuRIValSRV999ZX8/f01YMAAArqL5MyZU507d1bnzp114MABxcTE6J133tGoUaPUokULtWvXznawCg+md+/eGV63efPm6tu3LyHdSR5++GFdvnxZkvTII4/o999/V0hIiC5cuKCrV696uDrvlJSUpKCgoDTtefLksc3MDOcrUKCAevfurWeeeUYRERGaMWOGunTpopw5c3q6NK/z9ddfK1u2bJKklJQULVq0KM2lBnx3ca4+ffr45GUbhHQT+/LLLzV69Gg1b95cixcvVrdu3VSkSBG9//77+ueffzxdHuAUBw4c0KhRo+Tn5yc/Pz8lJyerSJEiGjBggAYNGqQnnnjC0yV6tdKlS6tbt256+OGHNWPGDMXExOjLL79UxYoVNWrUKD3++OOeLtFnlClTRs2bN/d0GV6jSpUq2rRpk0JCQvTkk08qMjJSW7Zs0aZNm1SzZk1Pl+eVKlasqA8++EATJkxQ5syZJd0M7lOnTuW2YC6SnJysVatWKSYmRrt371b9+vX18ccfE9BdoGDBgvrqq69sj4OCgrRkyRK7dSwWCyHdyZ5++mmuSYe5xMXFKSwsTJKUJUsW2xmBZ555Rs8995yGDx/uyfK80pUrVzRjxgxt2bJFCQkJtolvblm7dq2HKvNe/v7+tmFMefLk0alTp1SiRAkFBgYqLi7Ow9V5r+vXr2vt2rWKiYnRpk2bVK5cOQ0fPlxPP/20/vnnH02cOFFvvPGGli9f7ulSfUb27NmZ98IJDhw4oNKlS2vYsGG6du2aJOnVV1+Vv7+/du7cqSZNmqhnz54ertI7RUREqGvXrqpXr55t9vEDBw4oc+bM+uyzzzxdnlfZs2ePYmJitHz5chUuXFitW7fW5MmTCecutG7dOk+X4HN8+VJTQrqJBQUF6fz58ypUqJAKFiyo3bt3q1SpUjpx4gSTVbjI22+/rW3btumZZ56x3bcbrlWmTBnt27dPjz76qKpXr64PPvhAiYmJWrJkiYKDgz1dnlcaPXq0li1bJklq2bKlBgwYYNfX2bJl05tvvqnw8HBPlQjct9atW6tMmTJq166dWrRoIUmyWq3q1q2bunXr5uHqvFtwcLC+++47ffPNN/rjjz9kGIaefvpptWjRQlmyZPF0eV7l2WefVcGCBdWpUyeVLVtW0s1J+m7XqFEjd5cGOI0v5x1uwWZiERERtuuM5s2bp3HjxqlSpUrat2+fmjRporFjx3q6RK9TpUoVffzxx7ZZaeF6e/fu1eXLl1WjRg2dO3dOgwYN0s6dO1WsWDFFRUVxbbQLvPjii2rfvr2eeOKJO04Ud+PGDf3888+qVq2am6sDHsyuXbsUExOjFStW6MaNG2rSpInatWunGjVqeLo0wGky8m8j90kH/rsI6SaWmpqq1NRU2+ycy5cv188//6yiRYuqQ4cOzMLsAuHh4frkk09UokQJT5cCuMT169c1fPhw9ezZk3u7utHx48fpbzdLSkrSihUrtGjRIu3YsUOFChVS27Zt1bp1a+XPn9/T5XmlxMRE2yRacXFx+uqrr5SUlKTw8HBVrVrVw9UBwH8HIR34lyVLlmjt2rUaP368smbN6ulyvFpSUpI2btyo6tWrKzAw0G7ZpUuXtHXrVtWtW5eDUS5QpUoVLV68mNDoRqVLl1aVKlXUrl07NWvWzDapFtzj2LFjiomJ0ZIlSxQfH69atWrpk08+8XRZXuPQoUPq0aOH4uLiVKxYMU2aNEldu3bVlStXZLVadfXqVX3wwQcZuiUhAICQbnoXLlzQnj17lJCQkOa6jFatWnmmKC/WqlUrHTt2TIZhqHDhwmnuMcq96Z3niy++0Lp16/TFF1+ku/yll15SkyZNuN2gCwwZMkTBwcHq0qWLp0vxGb/99ptiYmK0dOlSJScn66mnnlK7du0UGhrq6dJ8xuXLl7V06VJNmjRJFy5cYBiwE3Xt2lX+/v7q2rWrvvnmG/3www+qXbu2IiMjJd2cB2P//v12M2MDAO6MkG5i69at01tvvaWrV68qe/bsdpOYWSwWbdu2zYPVeaepU6fedbkj9zzG3bVr1049e/a84+Rk33//vT788EMtXLjQzZV5v+nTp2vmzJmqWbOmypYtm2bUCLePcZ0bN27o+++/16JFi7R+/XoVK1ZM7dq10zPPPKPcuXN7ujyvtG3bNsXExOi7776T1WrVk08+qXbt2nFLMCeqXr26vvjiC5UqVUqXL19W5cqV9fXXX6t8+fKSpCNHjui5557Tjh07PFwp8OA6deqktm3bqlmzZkyICJchpJtY06ZNVa9ePfXv35+h1/A6VatW1f/X3t3H1Xj/fwB/nW4kNC0lpRtCIlL4Go1IN8QXJTdfJoTQzMbclGLK+CIaEpqbuVsYlXKbYXOXMH3bJGLIQqEWJbpRXb8/PHZ+O3I3Ol3HdV7Px8Njnc91dXqds/M457yvz11CQgJMTU1feDw7OxsDBgzAL7/8UsPJpO9Vq7bLZDJuNVgDysrKsG3bNoSHh+Pp06fQ0tJCnz59MH36dDRs2FDseO+9nJwcxMXFYffu3bh9+zYcHBwwaNAgeHh4oE6dOmLHkxwbGxskJSXJ9zJ2cHDAnj175FNq8vLy0K1bN45eIElYtGgR9u7di5KSEl70q0Hx8fHYsWMHbt++jR9++AGNGzfGpk2bYGZmJsmpNNyCTYXdu3cPI0eOZIFewwoLC3Ho0CFkZWVh7Nix0NfXR3p6OgwNDWFsbCx2PMkoLy9Hfn7+S4v0/Px8lJeX13Aq6RMEAVu2bEGDBg343iKCtLQ0+d7Gurq6GDNmDAYNGoT79+8jIiICn376KUePvCNfX1+cPXsWBgYGGDBgALy9vWFlZSV2LMnjlqU1r6KiAikpKWjZsiXq168vdhy1ERgYiBkzZshHRY0YMQIWFhbw9vbGgAEDYGhoKHZEydm2bRsiIiIwatQoREVFobKyEgDwwQcfYPPmzSzSqWZ17doVaWlpXNypBmVkZMDX1xd6enq4c+cOhgwZAn19fRw+fBjZ2dkICwsTO6JktGjRAqdPn0abNm1eePz06dNo0aJFDaeSPkEQ0Lt3b+zbtw9NmjQRO47a2LhxI+Li4pCZmQknJycsXrwY3bt3h4aGBgDA3Nwc8+bNg4eHh8hJ3386OjqIiIiAs7MzNDU1xY6jNgIDA+ULfZaVlSEkJER+IbCsrEzMaJKlqamJsWPH4sCBAyzSa5impiZcXV3h6uqK/Px87NixAytWrMCyZcvg5OQEHx8fdOnSReyYkvH9999j/vz5cHV1xdq1a+Xtbdq0weLFi0VMpjws0lVY9+7dsWTJEly/fh3W1tZVFjFzcXERKZl0LVq0CF5eXpg5cyYcHBzk7U5OTpg+fbqIyaTH29sbixYtQosWLeDs7Kxw7KeffsKaNWsQGBgoUjrp0tDQgKWlJR4+fCh2FLWyfft2eHt7Y+DAgTAyMnrhOSYmJvKFtujtRUVFiR1B7Xh5eSnc7t+/f5VzuNitclhbW+P27dvs0BHJhQsXEBsbi/3796NBgwbw8vJCbm4u/P39MWzYMAQEBIgdURJu376NVq1aVWmvVasWiouLRUikfCzSVdicOXMAAKtWrapyTCaTcW6XEqSlpWHevHlV2o2NjZGbmytCIukaOnQofvnlF/j7+8PKygpNmzaFTCbD9evXcfPmTXh4eGDo0KFix5SkGTNmICwsDCEhIbC2thY7juSVl5ejX79+6N+//0sLdODZl43nix2i98HChQvFjqC2pk6disWLF+OLL76Ara1tlTUXnt/ilN7dn3/+iYSEBMTFxeHmzZvo2bMnvvnmG3Tr1k0+7cPDwwOTJk1ikV5NzMzMcPnyZTRu3Fih/cSJE2jevLlIqZSLRboKy8jIEDuC2tHR0UFRUVGV9szMTK68rARLly5Fz549sW/fPty8eROCIKBp06aYPHky+vTpI3Y8yZoxYwaKi4sxYMAAaGtrV1mdljtHVC8tLS189913LMCJqNqNGzcOAODv76+wLoAgCOzQUZLu3bvD3NxcPjrqRd8P7ezsXjqdj/65sWPHYt68efKpMxcuXMC+ffuwdu1azJ8/X+R0ysHV3VVUeXk57OzsEB8fz56uGjRnzhzk5+dj+fLl6NSpE/bs2QNNTU1MmjQJHTt2RHBwsNgRid7Z7t27X3mcxWT1+/TTT+Hq6oqBAweKHYWIJOR1F1U7depUQ0nUx/nz59GxY0exY6idnTt3Ys2aNcjJyQHwbJTrZ599hsGDB4ucTDlYpKswV1dXREZGwsbGRuwoaqOoqAh+fn64du0aHj9+jIYNGyIvLw/29vZYu3Ytt+4horeyY8cOREZGol+/fi/cm55rjBAREb1efn4+BEGQb/koVSzSVVhsbCwSExOxZMkS6Ovrix1HrSQnJ+PSpUuorKyEra0tHB0dxY5EpBQlJSVVtrrjHMbq96qLrRySqjzqtq8uqafz58/LX+crVqyAsbEx4uPjYWZmxh7fauLp6fnG2wy+brQa0ZvgnHQVtnXrVvzxxx/o1q0bTE1Nq/Ti8k1Aebp06cKtM0iynjx5gqVLl+LgwYMvXOWdBWP14xojNU8d99Ul9XPo0CHMnDkT/fr1Q3p6unzO7uPHj/Htt9+ySK8mf3+/KC0txbZt29C8eXPY29sDAH777Tf8/vvvGD58uEgJpa1nz56vvEhy9OjRGkxTM1ikqzB+gag5W7Zsee05mpqaMDIyQocOHSQ/xIakbcmSJTh79izmzp2LgIAAfPXVV7h37x5++OEHTJs2Tex4ksM1RsShjvvqiuHo0aNwcnKCtrb2a78oc1pH9VuzZg1CQ0Ph6emJ/fv3y9vbt2+P1atXi5hMWj777DP5z8HBwfDx8cGUKVMUzomIiJDPl6bqNWrUKIXb5eXluHTpEk6dOoWxY8eKlEq5WKSrsL+/IZBybdq06bXnCIKAhw8forKyEkuWLIG7u7vygxEpwc8//4zFixfjo48+QlBQEDp27AhLS0uYmppi7969L9zjmN6elpYWTE1N5T25VDPUcV9dMUyaNAlJSUlo0KABJk2a9NLzOK1DOTIzM1/YW16vXj0UFhaKkEj6EhMTERsbW6W9f//+8Pb25paESvB8kf6X6OhoXLx4sYbT1AwW6SqusLAQhw4dQlZWFsaOHQt9fX2kp6fD0NAQxsbGYseTjJ9++umNzqusrMTatWuxbNkyFunV6MKFC0hMTEROTg6ePn2qcCwyMlKkVNJVUFAAMzMzAM++yBUUFAAAOnTogNDQUDGjSZa/vz/Cw8O5xkgNUsd9dcXw96kcnNZR84yMjJCVlSV/T/9LSkoKzM3NRUolbbVr10ZKSgqaNGmi0J6SkgIdHR1xQqkpJycnhIeHS/LCCIt0FZaRkQFfX1/o6enhzp07GDJkCPT19XH48GFkZ2cjLCxM7IhqR0NDA15eXm/U805vZv/+/QgICMDHH3+MpKQkdO3aFTdv3kReXh7c3NzEjidJZmZmuHPnDho3bozmzZvj4MGDsLOzw88//ww9PT2x40kS1xipeeq4ry6pn6FDh2LBggX473//C5lMhnv37iE1NRWLFy9+5cgGenujRo1CSEgI0tPT0a5dOwDP5qTHxsbyOa9hiYmJkr3wzdXdVdjo0aPRunVrzJw5Ew4ODtizZw/Mzc3xv//9D9OnT3/j3l8iVdavXz/85z//wSeffCJ/nZuZmeGrr76CkZERPv/8c7EjSs6mTZugoaGBkSNH4syZM5gwYQIqKipQUVGBwMDAlw4ro7f3uhEhnN6kHOq2r67Y+DoXx7Jly7Bp0yaUlpYCeDalY8yYMVXmTFP1OXDgALZs2YIbN24AAKysrDBy5Ej06dNH5GTS9Pzq+oIgIC8vD/n5+Zg7dy6GDh0qYjrlYJGuwjp06IDdu3fDwsJCoUi/c+cOevfujbS0NLEjEr0ze3t77Nu3D2ZmZvjoo4+wZcsWtGzZEtevX8eoUaNw6tQpsSNKXnZ2Ni5evAgLC4tXbhVG9L5Sl311xebp6alwu7y8HLdv34ampiYsLCw4YkSJiouLce3aNQiCgGbNmqFu3bpiRyJ6Z5MnT0ZoaCi2bdum0C6TyWBgYIBOnTqhWbNmIqVTLg53V2E6OjooKiqq0p6ZmQkDAwMREhFVv/r16+Px48cAnvVy/f7772jZsiUKCwu5uFMNMTU1hampKXJycjBr1ixJzu0i9cbPzJoRHx9fpa2oqAiBgYHcsUZJZs2aheDgYNSrVw9t27aVtz958gRff/0138+VqKysDPn5+VUWBTU1NRUpkfTk5uaiX79++Prrr9GzZ0+x49Qo9qSrsDlz5iA/Px/Lly9Hp06dsGfPHmhqamLSpEno2LEjgoODxY5I9M6mTZuGNm3awNfXF2vWrMGWLVvg4uKC06dPo3Xr1lw4rgZlZGTAy8uLKzArQUVFBTZt2oSDBw++cIHEc+fOiZRMup4fHvkXmUyGWrVqwdLSEl5eXujcubMI6dTL1atXMXHiRE7TU4JWrVrh1KlTVUaJ5Ofno2vXrrh06ZJIyaTr5s2bCAoKQmpqqkK7IAjcxaCaCYKADRs2YOXKlejbty+CgoJQr149sWPVCPakq7CAgAD4+fnB0dERpaWl8PHxQV5eHuzt7TF16lSx40lWVlYWYmNjcevWLQQHB6NBgwY4ceIETExM0KJFC7HjSc6cOXPk8+gmTJgALS0tpKSkwM3NDZ9++qnI6YiqR2RkJHbt2gVfX1+sWLECEydOxJ07d3DkyBEuNKQk3bp1w/bt22FtbQ07OzsIgoCLFy/iypUr8PLywvXr1+Hr64uVK1eyl1fJCgsL8ejRI7FjSEpRUREEQYAgCHj8+LHCquIVFRU4ceIER5AoSWBgILS0tBAVFYWGDRu+8GIgVQ+ZTIZx48bB2dkZQUFB6N+/P3x8fKCpqalw3siRI0VKqDzsSX8PJCcn49KlS6isrIStrS0cHR3FjiRZ586dg5+fH9q3b49ffvkFBw8ehLm5OdatW4e0tDRERESIHZFIadiTrjyurq6YPXs2evToAQcHByQkJMDCwgJbtmzBb7/9hvDwcLEjSs7s2bNhYmJS5SLI6tWrkZ2djfnz5yMiIgLHjh1DXFycSCmlZcuWLQq3BUFAbm4uEhIS8K9//QvffPONSMmkx8bG5pXFoUwmw+TJk+Hv71+DqdSDvb09YmNjJTsXWlXt2rULc+fOhZGRkUKRLpPJcPToURGTKQd70t8DXbp0QZcuXcSOoRbCw8MxZcoU+Pr6wsHBQd7+14JmVD1etNbCy6jLsCaStry8PFhbWwMA6tatK+9VdHZ2xooVK8SMJlkHDx58YfHdt29fDBw4EPPnz0ffvn2xceNGEdJJ0/Pbk2poaMDAwABeXl4YP368OKEkasuWLRAEAaNGjcLKlStRv359+TFtbW2YmprC2NhYxITS1axZMzx48EDsGGojLy8Ps2fPRkpKChYsWAAvLy+xI9UIFukq6E2LQSkO7RDb1atXsXTp0irtBgYGePjwYc0HkqiOHTu+dngY53ZVv9dtf1RYWFhDSdSPsbExcnNzYWpqCgsLCyQlJcHW1hZpaWmoVauW2PEkSUdHB6mpqbC0tFRoT01NlQ8NFgSBz3814pzzmtOpUycAwNGjR2Fqasoh1zVo+vTpWLp0KaZOnQpra2toa2srHGfnQvXZv38/5s2bh9atW2PPnj0wMTERO1KNYZGugp6/En337t0XDu1gkV799PT0kJubC3Nzc4X2y5cv84p0NeKoBHHo6em99njjxo1rKI16cXNzQ3JyMtq1a4eRI0di2rRpiImJQXZ2NkaPHi12PEkaMWIE5s6di4sXL6Jt27aQyWS4cOECYmJiMGHCBADAqVOn0Lp1a5GTStPdu3chk8n42alkjRs3xvnz57Fjxw7cvn0bK1asgLGxMeLj42FmZoaOHTuKHVFyfH19AaDKezc7F6pfcHAwpk2bBh8fH7Gj1DjOSX8P/H2PdFKusLAw/Prrr1ixYgV69eqF3bt3Iy8vDwEBAfD09HxtTyQR0Zv49ddfkZqaCgsLC7i4uIgdR7L27NmD6OhoZGZmAgCaNm2KESNGoF+/fgCAkpISyGQyhUW36O1VVlZi9erV2LhxI548eQLg2fQOX19f+Pv7Q0NDQ+SE0nPo0CHMnDkT/fr1Q0JCAg4cOABzc3NER0fj2LFjWLdundgRJed1u3H8NcqB3t3NmzfRpEkTsWOIgkX6e4BFes15+vQpAgMDceDAAQiCAC0tLVRUVODf//43Fi1aVGU1Saoe7AUgoupUXl6OqKgoeHt7q9XwSLGFh4cjJiYGkydPRvv27QEAKSkpiIyMxJAhQ7gzjRJ4enpi9OjR8PT0VPi+ePnyZYwbNw5JSUliR1Qrly9fRqtWrcSOQRLA4e5Ef6OtrY3w8HB88cUX8hX1W7durbZX8WrC33sB0tPTUVZWBgB4/Pgxvv32WxbpJAkPHjzAhx9+CADIycnBzp07UVJSAhcXF77GlUBLSwsbNmyAp6en2FHUyu7duzF//nyF0SE2NjYwNjZGaGgoi3QlyMzMfOF7SL169bjOSA159OgR9uzZg5iYGGRkZHC4O1ULFulEL2BhYQELCwuxY6iFNWvWIDQ0FJ6enti/f7+8vX379li9erWIyYje3ZUrV+Dv74+cnBxYWlpi2bJlGDduHJ48eQINDQ1s3rwZERER3KdbCbp06YJz587BzMxM7Chqo6CgAFZWVlXaraysUFBQIEIi6TMyMkJWVlaV13lKSgpHYCpZcnIyYmNjcfjwYZiamsLd3R0LFiwQOxZJBIt0FfT89lQymQyPHz+u0s7VI6vHwoUL8cUXX6BOnTpYuHDhK8+dNWtWDaVSH+wFIClbsmQJrK2tERYWhj179mDChAlwcnKSf5H7+uuvsXbtWhbpSuDk5IRvvvkGv//+O2xtbaGrq6twnGsBVD8bGxtER0dj9uzZCu3R0dGwsbERKZW0DR06FAsWLMB///tfyGQy3Lt3D6mpqVi8eDEmTZokdjzJuXv3LuLi4hAbG4vi4mJ4eHigvLwcK1euRPPmzcWORxLCIl0FPb89lSAICnsCcvXI6nXp0iWUl5fLf34Zbm+iHOwFIClLS0vD5s2bYWNjg1atWmHnzp0YPny4fAGtESNGYOjQoSKnlKaQkBAAeOE+6PwMVY4ZM2ZgwoQJOH36NOzt7SGTyZCamoqcnBwuYKYkfn5+KCoqwsiRI1FaWooRI0agVq1aGDNmDEaMGCF2PEnx8/NDSkoKnJ2dMWfOHHTr1g2amprYsWOH2NHURllZGfLz81FZWanQbmpqKlIi5WGRroK4PVXN2rp16wt/pprBXgCSsoKCAhgZGQF4tsq1rq4u9PX15cfr16+Px48fi5RO2jIyMsSOoHY6deqExMREbNu2DTdu3IAgCHBzc8Pw4cO5FZsSTZ06FRMnTsS1a9cgCAKaNWuGunXrih1LcpKSkuDj44Nhw4ZxraIadvPmTQQFBSE1NVWhXcodlyzSVRC3biB1wl4AkjqOwiF1YmxsXGWBuJycHMyaNeu1U8rozRUXFyMsLAxHjhxBeXk5HB0dERwcDAMDA7GjSVZ0dDRiY2Ph7e0NKysrDBgwAH369BE7lloIDAyElpYWoqKi0LBhQ7X4XOUWbKT2/sne55GRkUpMot6Ki4vZC0CSY2NjAycnJ9SqVQsA8PPPP6Nz587y+dFlZWU4efKkJHsBVMG5c+fw3Xff4fr165DJZLCyssK4ceO4on4Ny8jIgJeXF1/n1Wjx4sXYvn07+vXrBx0dHezbtw+dOnVCRESE2NEkr7i4GPv370dsbCzS0tJQUVGBwMBAeHt7c70oJbG3t0dsbCyaNWsmdpQaw550Unt6enpiRyAAurq6aNu2rdgxiKrV39cTAYD+/ftXOYfbhClHQkICgoKC4ObmBh8fHwiCgNTUVIwePRoLFy5Ev379xI5I9NYOHz6MBQsWoG/fvgCevbcMGzYMFRUV0NTUFDmdtOnq6mLQoEEYNGgQbty4gZiYGKxbtw7h4eFwdHREVFSU2BElp1mzZnjw4IHYMWoUe9KJSFSlpaXYunUrzp49iz///BPPvyXt3r1bpGRE9D7z8PDA0KFDMXr0aIX2jRs3YufOnTh48KA4wdQQe9KrX5s2bXD06FGFuf52dnY4dOgQTExMREymnioqKvDzzz8jJiaGRboSJCcnY8WKFZg6dSqsra2hra2tcFyKIxjYk070NyUlJRAEQT4U9c6dOzh8+DCaN2+Orl27ipxOmoKCgpCUlIRevXrBzs5OLeYZEZHy3bp1C87OzlXae/bsiW+++UaERETVp6KiokqhoqmpKd+thmqWpqYmXF1duZ2mkvj6+gJAlYuuXDiOSE18+umncHNzw7Bhw1BYWIjBgwdDW1sbDx48QGBgIIYPHy52RMk5duwY1q5diw4dOogdhYgkxMTEBMnJybC0tFRoT05OZk9jNXvd2i6FhYU1lER9CIKAwMBA+XoXwLM1LkJCQuQdDQDX0iFpUMedr1ikqxguYiau9PR0zJo1CwBw6NAhGBoaIj4+HocOHUJERASLdCUwNjbmInFEVO18fX0xf/58XL58GQ4ODpDJZEhJScHu3bsRHBwsdjxJed3aLnp6emjcuHENpVEPz693Abx4zQsiKVDHna9YpKuYv3/QCYKAw4cPQ09PD23atAHwrIgsLCyEu7u7WBElraSkRF4wnjp1Cu7u7tDQ0IC9vT2ys7NFTidNAQEBWLp0KUJDQ/kljoiqzfDhw2FkZITvvvsOiYmJAAArKyssW7aMQ1KrGbdWq3l8zkndFBYWIiYmRr5bR/PmzeHt7S3ZBaBZpKuYv7/pLlmyBB4eHggNDZWv1FlRUYHQ0FD2PCqJhYUFjhw5Ajc3N5w6dUo+9+XPP/+U5KIUqqBt27YoLS2Fq6srateuXWWO3blz50RKRkTvOzc3N7i5uYkdg4iI3kFaWhrGjRsHHR0d2NnZQRAEbNy4EWvWrMF3330HW1tbsSNWO67ursI6d+6Mbdu2wcrKSqH9xo0bGDZsGM6ePStSMulKTEzE9OnTUVFRgc6dO2Pjxo0AgG+//Ra//PIL1q9fL3JC6Rk9ejRycnLg7e0NQ0PDKgvHvWhIHxHRmygsLMShQ4dw69YtjBkzBvr6+khPT4ehoaHCqthERKS6hg8fDktLS3z99dfQ0nrWx1xeXo7Zs2fj1q1biI6OFjlh9WNPugqrqKjAjRs3XlikV1ZWipRK2nr37o0OHTogNzcXNjY28vYuXbpweKSSpKam4ocfflB4vomI3lVGRgZ8fX2hp6eHO3fuYPDgwdDX18fhw4eRnZ2NsLAwsSMSEdEbuHjxokKBDgBaWloYN24cvL29RUymPBpiB6CXGzhwIIKCgrBhwwacP38e58+fx4YNGxAcHIyBAweKHU+yjIyMULduXSQlJaGkpATAsyHZzZo1EzmZNFlZWcmfZyKi6rJo0SJ4eXnhxx9/VFgB28nJCefPnxcxGRER/RP16tVDTk5OlfacnBzJTgFmT7oKCwgIgKGhITZt2oTc3FwAzwrIcePGYcyYMSKnk6YHDx5gypQpOHv2LGQyGX788UeYm5sjODgYH3zwAQIDA8WOKDnTpk3DokWLMHXqVFhbW1eZk861AIjobaSlpWHevHlV2o2NjeWfqUREpPr69OmD4OBgBAQEKOzWERYWhr59+4odTylYpKuo8vJy7N27F56envDz80NRUREAFizKtnDhQmhpaeHYsWPw8PCQt/fp0wcLFy5kka4E48aNAwD5In1/EQQBMpkMly9fFiEVEb3vdHR05J+df5eZmQkDAwMREhER0duYOXOm/L8VFRUAng13HzZsGKZPny5mNKVhka6itLS0EBISggMHDgBgcV5TkpKSsGHDBjRq1Eih3dLSkluwKcmWLVvEjkBEEuTi4oJVq1Zh+fLl8rbs7GyEh4dzG1MiovdIrVq1MHv2bEybNg1ZWVkQBAGWlpbQ1dUVO5rSsEhXYXZ2drh8+TL3jq5BT548Qe3atau0P3jwQGFOI1WfTp06iR2BiCQoICAAfn5+cHR0RGlpKXx8fJCXlwd7e3tMnTpV7HhERPQP6erqon79+pDJZJIu0AEW6Spt+PDhWLRoEe7evQtbW9sqL0auhl39/vWvfyE+Ph5TpkyRt1VWVmLDhg346KOPxAumBoqLi5GdnY2nT58qtPN1TkRvo169eti+fTuSk5Nx6dIlVFZWwtbWFo6OjmJHIyKif6CyshKrV6/Gxo0b8eTJEwBA3bp14evrC39/f2hoSG8tdO6TrsJeVJzIZDLO1VWia9euwcfHB7a2tjhz5gx69uyJa9euoaCgANu3b4eFhYXYESUnPz8fs2bNwokTJ154nK9zIiIiIvUVHh6OmJgYTJ48Ge3btwcApKSkIDIyEkOGDJHk6CgW6Srszp07rzzOYfDKkZubi+3btyM9PR2VlZVo3bo1PvnkEzRs2FDsaJI0bdo03LlzB0FBQRg1ahQiIyORl5eHNWvWIDAwED169BA7IhG9R0pKSpCcnAxnZ2cAz77clZWVyY9raGhgypQp0NHRESsiERH9A127dkVoaChcXFwU2o8cOYLQ0FCcPHlSpGTKw+HuKoxFuDiMjIzw+eefK7Tl5ORg1qxZWLhwoUippOvs2bNYvXo17OzsIJPJYGpqio8//hj16tXDt99+yyKdiP6R+Ph4HDt2TF6kf//992jRooW8KM/MzISxsXGVHSWIiEg1FRQUwMrKqkq7lZUVCgoKREikfCzS3wPXrl174Vzd568mkfIUFBQgPj6eRboSPHnyRL4dkr6+PvLz89G0aVNYW1vj0qVLIqcjovfN3r17qxTg4eHhMDc3BwAkJCRg27ZtLNKJiN4TNjY2iI6OxuzZsxXao6OjJbt2EYt0FXbr1i1MmjQJV69elc9FB57NSwc4V5ekoWnTpsjMzISZmRlsbGzwww8/wMzMDDt27ICRkZHY8YjoPXPz5k00adJEfltHR0f+uQk82zll3rx5IiQjIqK3MWPGDEyYMAGnT5+Gvb09ZDIZUlNTkZOTg3Xr1okdTymktxSehCxYsABmZmY4ffo0ateujf379+P7779HmzZtsHXrVrHjEVWLUaNG4f79+wCAzz77DCdPnkSPHj2wdetWfPnllyKnI6L3zaNHj6CpqSm/febMGZiZmclvV1ZWKsxRJyIi1dapUyckJibCzc0Njx49QkFBAdzc3JCYmIiOHTuKHU8p2JOuwlJTU7F582YYGBhAQ0MDMpkMHTt2xJdffon58+cjPj5e7IhE76x///7yn1u3bo2ffvoJN27cgImJiXwYPBHRm2rUqBF+//33F85fBIArV66gUaNGNZyKiIj+qVu3bsHMzAwymQzGxsaSXMX9ZVikq7DKykrUrVsXAPDhhx/i/v37sLKyQuPGjZGZmSlyOmn57LPPXnm8sLCwhpKoj+LiYoSFheHIkSMoLy+Ho6MjgoODYWBgAFtbW7HjEdF7ysnJCREREejRo0eVFdxLSkqwatUqdO/eXaR0RET0ptzd3XHq1Ck0aNAAADBlyhTMnj0bhoaGIidTPhbpKqxFixa4cuUKzM3N0a5dO6xfvx7a2trYuXOnfAEcqh56enqvPc7V9qtXREQEdu/ejX79+kFHRwf79u1DSEgIIiIixI5GRO+xiRMnIjExEb1798Ynn3yCJk2aQCaT4caNG4iOjkZ5eTkmTpwodkwiInqN53cKP378OKZNmyZSmprFfdJV2MmTJ1FcXAx3d3fcunULEyZMwI0bN6Cvr49ly5ahS5cuYkckemuurq6YOnUq+vbtCwC4cOEChg0bhgsXLijMJyUi+qdu3bqFkJAQnD59WmHRVUdHR4SEhPBCNxHRe8DGxgZJSUnynnQHBwfs2bNHLd7D2ZOuwrp16yb/2dzcHAcOHMDDhw9Rv359hZVqid5Hd+/eVVjsw87ODpqamrh//z5MTExETEZE7ztzc3Ns2LABDx8+RFZWFgDAwsIC+vr64gYjIqI3JpPJ1LbmYZGuosrLy2FnZ4f4+HhYW1vL2/kFg6SioqIC2traCm2ampooLy8XKRERSY2+vj4/N4mI3lOCICAwMBC1atUCAJSVlSEkJAS6uroK50VGRooRT6lYpKsoLS0tmJqaorKyUuwoRErx/Bsv8OI3Xym+8RIRERHRq3l5eSnc/vuOQFLHOekqLDY2FomJiViyZAl7AkhyZs2a9UbnLVy4UMlJiIiIiIhUB4t0Febp6Yk//vgD5eXlMDU1RZ06dRSO7969W6RkREREREREpAwc7q7CXF1dxY5ARERERERENYg96UREREREREQqQkPsAPRqhYWF2LVrF8LDw/Hw4UMAQHp6Ou7duyduMCIiIiIiIqp2HO6uwjIyMuDr6ws9PT3cuXMHQ4YMgb6+Pg4fPozs7GyEhYWJHZGIiIiIiIiqEXvSVdiiRYvg5eWFH3/8UWGbKicnJ5w/f17EZERERERERKQMLNJVWFpaGv7zn/9UaTc2NkZubq4IiYiIiIiIiEiZWKSrMB0dHRQVFVVpz8zMhIGBgQiJiIiIiIiISJlYpKswFxcXrFq1Ck+fPpW3ZWdnIzw8HO7u7iImIyIiIiIiImXgFmwqrKioCH5+frh27RoeP36Mhg0bIi8vD/b29li7di3q1KkjdkQiIiIiIiKqRizS3wPJycm4dOkSKisrYWtrC0dHR7EjERERERERkRKwSCciIiIiIiJSEdwnXQWVlJQgOTkZzs7OAIDw8HCUlZXJj2toaGDKlCnQ0dERKyIREREREREpAYt0FRQfH49jx47Ji/Tvv/8eLVq0kBflmZmZMDY2xujRo0VMSURERERERNWNRboK2rt3b5UCPDw8HObm5gCAhIQEbNu2jUU6ERERERGRxHALNhV08+ZNNGnSRH5bR0cHMplMftvOzg7Xrl0TIRkREREREREpE3vSVdCjR4+gqakpv33mzBmF45WVlQpz1ImIiIiIiEga2JOugho1aoTff//9pcevXLmCRo0a1WAiIiIiIiIiqgks0lWQk5MTIiIiUFpaWuVYSUkJVq1ahe7du4uQjIiIiIiIiJSJ+6SroLy8PHh6ekJbWxuffPIJmjRpAplMhhs3biA6Ohrl5eWIj4+HoaGh2FGJiIiIiIioGrFIV1G3bt1CSEgITp8+jb/+F8lkMjg6OiIkJES+0jsRERERERFJB4t0Fffw4UNkZWUBACwsLKCvry9uICIiIiIiIlIaFulEREREREREKoILxxERERERERGpCBbpRERERERERCqCRToRERERERGRimCRTkRE9B4JDAzEp59+KnYMIiIiUhIW6URERP9QYGAgWrZsWeXf2LFjxY72XoiLi3vh81VYWIiWLVvi7NmzIiUjIiISn5bYAYiIiN5H3bp1w8KFCxXaatWqJVKa94+WlhbOnDmDM2fOoHPnzmLHISIiUhnsSSciInoLtWrVgpGRkcK/+vXry4+3bNkSO3bswIQJE9CuXTt4eHggNTUVf/zxB3x8fGBvb4+hQ4ciKytL/jsrV67EgAEDsGPHDnTv3h3t2rXD559/jsLCwpfmKCsrw/z589GlSxe0bdsWw4YNw4ULFwAAgiDAzc0NGzZsUPidq1evwsbGRv63Hz16hDlz5qBLly5o3749Ro4ciYyMDIXf+emnnzBw4EC0bdsWLi4uiIyMRHl5uUL2Hj16oE2bNujatSvmz5//yudPV1cXAwcORHh4+CvPW7JkCXr16oV27drBxcUFy5cvx9OnT6s8ZzExMejRowccHBwwd+5cVFRUYN26dfj444/RpUsXrFmzRuF+X/eYMzIy4OPjAwcHB7Rv3x4DBw5EWlraK7MSERFVBxbpRERESrJ69WoMGDAA8fHxsLKywrRp0/DVV19h/PjxiI2NBQDMmzdP4XeysrJw8OBBREVFYf369cjIyEBoaOhL/0ZYWBgOHTqERYsWYffu3bC0tMS4cePw8OFDyGQyeHt7Iy4uTuF3YmNj0bFjR1hYWEAQBIwfPx65ublYu3Yt4uLiYGtri1GjRuHhw4cAgJMnT2LGjBnw8fHBgQMHMG/ePMTFxSEqKgoAkJiYiE2bNiE0NBQ//vgjVq9eDWtr69c+P5999hmuXr2KxMTEl55Tt25dLFy4EPv370dwcDB27dqFTZs2VXnOTpw4gfXr1yM8PByxsbEYP3487t27h61bt2L69OlYvnw5fv31VwB4o8c8ffp0NGrUCDExMYiLi4Ofnx+0tbVf+5iIiIjemUBERET/SEBAgNCqVSvB3t5e4V9kZKT8HGtra2HZsmXy26mpqYK1tbWwa9cuedu+ffuEtm3bym9HREQIrVq1EnJycuRtx48fF2xsbIT79+/L/7a/v78gCILw+PFjwdbWVtizZ4/8/LKyMqFr167CunXrBEEQhHv37gmtWrUSfvvtN/nxzp07C3FxcYIgCMLp06eF9u3bC6WlpQqP0dXVVdixY4cgCIIwfPhwISoqSuF4fHy88PHHHwuCIAjfffed4O7uLpSVlb3R8xcbGyt06NBBEARBWLp0qeDu7i48ffpUKCgoEKytrYUzZ8689HfXrVsneHl5KTxn7dq1Ex49eiRvGzNmjODs7CxUVFTI23r16iV8++23b/yYHRwc5M8RERFRTeKcdCIiorfw0UcfISQkRKHt78PdgWdD3v/SoEEDAFDoYW7QoAFKS0tRVFSEevXqAQBMTEzQqFEj+TkODg6orKxEZmYmjIyMFO4/KysLT58+Rfv27eVt2trasLOzw/Xr1wEADRs2RPfu3RETEwM7OzscO3YMpaWl6N27NwAgPT0dT548wUcffaRw3yUlJfLh8Onp6UhLS5P3nANARUUFSktLUVxcjN69e2Pz5s1wdXVFt27d0L17dzg7O0NL6/VfM/z8/PDDDz8gNjYWHh4eVY4nJiZi8+bNyMrKwpMnT1BeXi5/rv7SuHFjhTZDQ0NoampCQ0NDoe3PP/9848fs6+uL2bNnIyEhAY6OjujduzcsLCxe+3iIiIjeFYt0IiKit6CrqwtLS8tXnvP34dEymeylbZWVlS+9j7/O+eu/rzrnL4IgKLQNHjwYM2fORFBQEGJjY9GnTx/o6urK/7aRkRG2bt1a5X719PTk50yePBnu7u5VztHR0YGJiQkSExORlJSE5ORkhIaGYsOGDdi6detrh4h/8MEHGD9+PCIjI9GjRw+FY7/++iu+/PJLTJ48GV27doWenh7279+PjRs3Kpz3/MUAmUz2wra/nuc3ecyTJ0/Gv//9bxw/fhwnTpxAREQEli1bBjc3t1c+HiIionfFIp2IiEiF5OTk4N69ezA2NgYApKamQkNDA02aNKlyroWFBbS1tZGSkgJTU1MAwNOnT3Hx4kWMGjVKfl737t2hq6uL7du34+TJk/j+++/lx2xtbZGXlwdNTU2YmZm9MFPr1q2RmZn5yosStWvXhouLC1xcXDB8+HB4eHjg6tWrsLW1fe1j9vHxwdatW7FlyxaF9v/9738wNTWFv7+/vC07O/u19/c6b/KYAaBp06Zo2rQpRo8ejS+//BKxsbEs0omISOlYpBMREb2FsrIy5ObmKrRpamrCwMDgne5XR0cHgYGBCAgIQFFREebPnw8PD48qQ90BoE6dOhg2bBjCwsJQv359mJqaYv369SgpKcGgQYMUcv21krqFhQUcHBzkxxwdHWFvb49JkyZh+vTpaNq0Ke7fv4/jx4/D1dUVbdu2xaRJkzBx4kSYmJigd+/e0NDQwJUrV3DlyhVMnToVcXFxqKioQLt27aCrq4uEhATUrl1bfuHgTR7z5MmTqyyiZ2FhgZycHOzfvx9t27bFsWPHcOTIkbd8Zv/f6x5zixYtEBYWhl69esHMzAx3795FWlraC0cSEBERVTcW6URERG/h5MmT6Nq1q0Jb06ZNX7lS+ZuwsLCAm5sb/Pz8UFBQgO7du2Pu3LkvPX/69OkQBAEzZ87E48eP0aZNG6xfv77K/PhBgwYhKioK3t7eCu0ymQxr167F8uXLERQUhAcPHsDQ0BAdO3aEoaEhgGd7wkdFRWHVqlVYv349tLS0YGVlhcGDBwN4NmR97dq1WLRoESorK2FtbY2oqCh8+OGHb/y4vby8sHHjRly7dk3e5urqilGjRmHevHkoKytDjx494O/vj8jIyDe+3xd53WPW0NDAw4cPERAQgLy8PHz44Ydwd3fH559//k5/l4iI6E3IBEEQxA5BREREz/b8PnLkCBISEqr9vlNSUjBy5EgcP35cXnwTERGR6mFPOhERkYSVlZUhJycHK1asQO/evVmgExERqTiN159CRERE76t9+/ahd+/eKCoqwsyZM8WOQ0RERK/B4e5EREREREREKoI96UREREREREQqgkU6ERERERERkYpgkU5ERERERESkIlikExEREREREakIFulEREREREREKoJFOhEREREREZGKYJFOREREREREpCJYpBMRERERERGpCBbpRERERERERCri/wDjPPi0UELvGQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=FIGSIZE_DEFAULT)\n",
    "sns.barplot(data=maiores_vendedores, x='employeeName', y='totalLine', errorbar=None)\n",
    "plt.title(\"Vendas por funcionário (representante de vendas)\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel(\"Employees Names\")\n",
    "plt.ylabel(\"Total Sales (em milhões de dólares)\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}