graficos-python-seaborn.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8d7dbb06",
   "metadata": {},
   "source": [
    "# <a>Live 09 - Gráficos com Seaborn</a>\n",
    "\n",
    "Ahhh, Seaborn, como você me faz feliz! <3\n",
    "\n",
    "Um bocado mais bonito que Matplotlib, o Seaborn tem uma integração interessante com o pandas. Ele possui facilidades para customizar o visual com estilos e paletas que o tornam bem práticos.\n",
    "\n",
    "Por fim, ainda tem umas bases de dados para brincarmos e testarmos. As bases ficam nesse [repositório](https://github.com/mwaskom/seaborn-data)\n",
    "\n",
    "Vamos para o mão na massa\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2d0949c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns # Oi??? Por que sns?\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "441d40d7",
   "metadata": {},
   "source": [
    "### <a> Buscando bases de exemplo </a>\n",
    "\n",
    "As bases ficam nesse [repositório](https://github.com/mwaskom/seaborn-data). Basta passar o nome sem o \".csv\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8d6f5aeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>Jan</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>Feb</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>Mar</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>Apr</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year month  passengers\n",
       "0  1949   Jan         112\n",
       "1  1949   Feb         118\n",
       "2  1949   Mar         132\n",
       "3  1949   Apr         129\n",
       "4  1949   May         121"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Buscando as bases\n",
    "voos = sns.load_dataset(\"flights\")\n",
    "voos.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e10f3123",
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
       "\n",
       "     who  adult_male deck  embark_town alive  alone  \n",
       "0    man        True  NaN  Southampton    no  False  \n",
       "1  woman       False    C    Cherbourg   yes  False  \n",
       "2  woman       False  NaN  Southampton   yes   True  \n",
       "3  woman       False    C  Southampton   yes  False  \n",
       "4    man        True  NaN  Southampton    no   True  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic = sns.load_dataset(\"titanic\")\n",
    "titanic.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bc35498e",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total</th>\n",
       "      <th>speeding</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>not_distracted</th>\n",
       "      <th>no_previous</th>\n",
       "      <th>ins_premium</th>\n",
       "      <th>ins_losses</th>\n",
       "      <th>abbrev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.8</td>\n",
       "      <td>7.332</td>\n",
       "      <td>5.640</td>\n",
       "      <td>18.048</td>\n",
       "      <td>15.040</td>\n",
       "      <td>784.55</td>\n",
       "      <td>145.08</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18.1</td>\n",
       "      <td>7.421</td>\n",
       "      <td>4.525</td>\n",
       "      <td>16.290</td>\n",
       "      <td>17.014</td>\n",
       "      <td>1053.48</td>\n",
       "      <td>133.93</td>\n",
       "      <td>AK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.6</td>\n",
       "      <td>6.510</td>\n",
       "      <td>5.208</td>\n",
       "      <td>15.624</td>\n",
       "      <td>17.856</td>\n",
       "      <td>899.47</td>\n",
       "      <td>110.35</td>\n",
       "      <td>AZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22.4</td>\n",
       "      <td>4.032</td>\n",
       "      <td>5.824</td>\n",
       "      <td>21.056</td>\n",
       "      <td>21.280</td>\n",
       "      <td>827.34</td>\n",
       "      <td>142.39</td>\n",
       "      <td>AR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.0</td>\n",
       "      <td>4.200</td>\n",
       "      <td>3.360</td>\n",
       "      <td>10.920</td>\n",
       "      <td>10.680</td>\n",
       "      <td>878.41</td>\n",
       "      <td>165.63</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total  speeding  alcohol  not_distracted  no_previous  ins_premium  \\\n",
       "0   18.8     7.332    5.640          18.048       15.040       784.55   \n",
       "1   18.1     7.421    4.525          16.290       17.014      1053.48   \n",
       "2   18.6     6.510    5.208          15.624       17.856       899.47   \n",
       "3   22.4     4.032    5.824          21.056       21.280       827.34   \n",
       "4   12.0     4.200    3.360          10.920       10.680       878.41   \n",
       "\n",
       "   ins_losses abbrev  \n",
       "0      145.08     AL  \n",
       "1      133.93     AK  \n",
       "2      110.35     AZ  \n",
       "3      142.39     AR  \n",
       "4      165.63     CA  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acidentes = sns.load_dataset(\"car_crashes\")\n",
    "acidentes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e432b893",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "3dc096b9",
   "metadata": {},
   "source": [
    "### <a> Gráfico de Linha </a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f3638993",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>txVolume(USD)</th>\n",
       "      <th>adjustedTxVolume(USD)</th>\n",
       "      <th>txCount</th>\n",
       "      <th>marketcap(USD)</th>\n",
       "      <th>price(USD)</th>\n",
       "      <th>exchangeVolume(USD)</th>\n",
       "      <th>generatedCoins</th>\n",
       "      <th>fees</th>\n",
       "      <th>activeAddresses</th>\n",
       "      <th>averageDifficulty</th>\n",
       "      <th>paymentCount</th>\n",
       "      <th>medianTxValue(USD)</th>\n",
       "      <th>medianFee</th>\n",
       "      <th>blockSize</th>\n",
       "      <th>blockCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009-01-09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3010</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009-01-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3050.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13129</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2009-01-11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4650.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20033</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009-01-12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4700.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>102</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22031</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2009-01-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>123</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26527</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  txVolume(USD)  adjustedTxVolume(USD)  txCount  marketcap(USD)  \\\n",
       "0  2009-01-09            NaN                    NaN        0             NaN   \n",
       "1  2009-01-10            NaN                    NaN        0             NaN   \n",
       "2  2009-01-11            NaN                    NaN        0             NaN   \n",
       "3  2009-01-12            NaN                    NaN        7             NaN   \n",
       "4  2009-01-13            NaN                    NaN        0             NaN   \n",
       "\n",
       "   price(USD)  exchangeVolume(USD)  generatedCoins  fees  activeAddresses  \\\n",
       "0         NaN                  NaN           700.0   0.0               14   \n",
       "1         NaN                  NaN          3050.0   0.0               61   \n",
       "2         NaN                  NaN          4650.0   0.0               93   \n",
       "3         NaN                  NaN          4700.0   0.0              102   \n",
       "4         NaN                  NaN          6150.0   0.0              123   \n",
       "\n",
       "   averageDifficulty  paymentCount  medianTxValue(USD)  medianFee  blockSize  \\\n",
       "0                1.0           NaN                 NaN        NaN       3010   \n",
       "1                1.0           NaN                 NaN        NaN      13129   \n",
       "2                1.0           NaN                 NaN        NaN      20033   \n",
       "3                1.0           5.0                 NaN        0.0      22031   \n",
       "4                1.0           NaN                 NaN        NaN      26527   \n",
       "\n",
       "   blockCount  \n",
       "0          14  \n",
       "1          61  \n",
       "2          93  \n",
       "3          94  \n",
       "4         123  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bitcoin = pd.read_csv('https://datahub.io/cryptocurrency/bitcoin/r/bitcoin.csv')\n",
    "df_bitcoin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0ad05ce9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3605, 16)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bitcoin.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ef8e2280",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3585    6387.24\n",
       "3586    6365.47\n",
       "3587    6363.62\n",
       "3588    6433.38\n",
       "3589    6468.50\n",
       "3590    6522.27\n",
       "3591    6442.60\n",
       "3592    6386.13\n",
       "3593    6413.63\n",
       "3594    6411.76\n",
       "3595    6373.19\n",
       "3596    6351.24\n",
       "3597    5736.15\n",
       "3598    5645.32\n",
       "3599    5578.58\n",
       "3600    5559.74\n",
       "3601    5620.78\n",
       "3602    4863.93\n",
       "3603    4465.54\n",
       "3604    4611.57\n",
       "Name: price(USD), dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bitcoin['price(USD)'].tail(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5ac0a713",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_bitcoin = df_bitcoin.tail(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5462b656",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='date', ylabel='price(USD)'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6)) # Uai, mas isso não é matplotlib?\n",
    "plt.xticks(rotation=45) # E isso também??\n",
    "sns.set_theme(style=\"darkgrid\")\n",
    "sns.lineplot(data=df_bitcoin, x='date', y='price(USD)', color='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02b1282c",
   "metadata": {},
   "source": [
    "### <a> Gráfico de Barras </a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4b31cfc4",
   "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>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
       "\n",
       "     who  adult_male deck  embark_town alive  alone  \n",
       "0    man        True  NaN  Southampton    no  False  \n",
       "1  woman       False    C    Cherbourg   yes  False  \n",
       "2  woman       False  NaN  Southampton   yes   True  \n",
       "3  woman       False    C  Southampton   yes  False  \n",
       "4    man        True  NaN  Southampton    no   True  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "52ff2834",
   "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>sex</th>\n",
       "      <th>survived</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>female</td>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>male</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      sex  survived\n",
       "0  female       233\n",
       "1    male       109"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_por_sexo = titanic.groupby('sex')['survived'].sum().reset_index()\n",
    "df_por_sexo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a69af2ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sex', ylabel='survived'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6)) # Uai, mas isso não é matplotlib?\n",
    "sns.barplot(data=df_por_sexo, x='sex', y='survived')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02083092",
   "metadata": {},
   "source": [
    "### <a> Histograma </a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "766026ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='age', ylabel='Count'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6)) # Uai, mas isso não é matplotlib?\n",
    "sns.histplot(data=titanic, x='age')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d37b5f8f",
   "metadata": {},
   "source": [
    "### <a> Boxplot </a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "342a46e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "survived          int64\n",
       "pclass            int64\n",
       "sex              object\n",
       "age             float64\n",
       "sibsp             int64\n",
       "parch             int64\n",
       "fare            float64\n",
       "embarked         object\n",
       "class          category\n",
       "who              object\n",
       "adult_male         bool\n",
       "deck           category\n",
       "embark_town      object\n",
       "alive            object\n",
       "alone              bool\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "db7711df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "survived         0\n",
       "pclass           0\n",
       "sex              0\n",
       "age            177\n",
       "sibsp            0\n",
       "parch            0\n",
       "fare             0\n",
       "embarked         2\n",
       "class            0\n",
       "who              0\n",
       "adult_male       0\n",
       "deck           688\n",
       "embark_town      2\n",
       "alive            0\n",
       "alone            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "329021e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_titanic = titanic.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "102b0880",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "survived       0\n",
       "pclass         0\n",
       "sex            0\n",
       "age            0\n",
       "sibsp          0\n",
       "parch          0\n",
       "fare           0\n",
       "embarked       0\n",
       "class          0\n",
       "who            0\n",
       "adult_male     0\n",
       "deck           0\n",
       "embark_town    0\n",
       "alive          0\n",
       "alone          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_titanic.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fed0abbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "idades_com_outlier = list(df_titanic['age'])\n",
    "idades_com_outlier.append(120)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "67977454",
   "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>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>182.000000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>182.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.675824</td>\n",
       "      <td>1.192308</td>\n",
       "      <td>35.623187</td>\n",
       "      <td>0.467033</td>\n",
       "      <td>0.478022</td>\n",
       "      <td>78.919735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.469357</td>\n",
       "      <td>0.516411</td>\n",
       "      <td>15.671615</td>\n",
       "      <td>0.645007</td>\n",
       "      <td>0.755869</td>\n",
       "      <td>76.490774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.920000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>29.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>57.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>47.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>90.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>512.329200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         survived      pclass         age       sibsp       parch        fare\n",
       "count  182.000000  182.000000  182.000000  182.000000  182.000000  182.000000\n",
       "mean     0.675824    1.192308   35.623187    0.467033    0.478022   78.919735\n",
       "std      0.469357    0.516411   15.671615    0.645007    0.755869   76.490774\n",
       "min      0.000000    1.000000    0.920000    0.000000    0.000000    0.000000\n",
       "25%      0.000000    1.000000   24.000000    0.000000    0.000000   29.700000\n",
       "50%      1.000000    1.000000   36.000000    0.000000    0.000000   57.000000\n",
       "75%      1.000000    1.000000   47.750000    1.000000    1.000000   90.000000\n",
       "max      1.000000    3.000000   80.000000    3.000000    4.000000  512.329200"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_titanic.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "eca150a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='age'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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igwcPqrS0VGvWrIn8IM05p0ceeURLly7V2bNnIz9I6+zsVGFhoRYtWhTrTwX4HaKLPmP79u0aN26cJk2apEAgoIKCAi1btkxZWVmxngb8aTyniz5jzJgxWrt2rcLhsILBoHJycggu+hwe6QKAIX6QBgCGiC4AGCK6AGCI6AKAIaILAIaILgAY+jfqBZUWefXbLwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=df_titanic, x='age')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1f8be59e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=idades_com_outlier, orient='h')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfcc0a4a",
   "metadata": {},
   "source": [
    "### <a> Mapas de calor (heatmap) </a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3d12cb63",
   "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>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>Jan</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>Feb</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>Mar</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>Apr</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year month  passengers\n",
       "0  1949   Jan         112\n",
       "1  1949   Feb         118\n",
       "2  1949   Mar         132\n",
       "3  1949   Apr         129\n",
       "4  1949   May         121"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "voos.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "19ac6303",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>year</th>\n",
       "      <th>1949</th>\n",
       "      <th>1950</th>\n",
       "      <th>1951</th>\n",
       "      <th>1952</th>\n",
       "      <th>1953</th>\n",
       "      <th>1954</th>\n",
       "      <th>1955</th>\n",
       "      <th>1956</th>\n",
       "      <th>1957</th>\n",
       "      <th>1958</th>\n",
       "      <th>1959</th>\n",
       "      <th>1960</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>112</td>\n",
       "      <td>115</td>\n",
       "      <td>145</td>\n",
       "      <td>171</td>\n",
       "      <td>196</td>\n",
       "      <td>204</td>\n",
       "      <td>242</td>\n",
       "      <td>284</td>\n",
       "      <td>315</td>\n",
       "      <td>340</td>\n",
       "      <td>360</td>\n",
       "      <td>417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>118</td>\n",
       "      <td>126</td>\n",
       "      <td>150</td>\n",
       "      <td>180</td>\n",
       "      <td>196</td>\n",
       "      <td>188</td>\n",
       "      <td>233</td>\n",
       "      <td>277</td>\n",
       "      <td>301</td>\n",
       "      <td>318</td>\n",
       "      <td>342</td>\n",
       "      <td>391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>132</td>\n",
       "      <td>141</td>\n",
       "      <td>178</td>\n",
       "      <td>193</td>\n",
       "      <td>236</td>\n",
       "      <td>235</td>\n",
       "      <td>267</td>\n",
       "      <td>317</td>\n",
       "      <td>356</td>\n",
       "      <td>362</td>\n",
       "      <td>406</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>129</td>\n",
       "      <td>135</td>\n",
       "      <td>163</td>\n",
       "      <td>181</td>\n",
       "      <td>235</td>\n",
       "      <td>227</td>\n",
       "      <td>269</td>\n",
       "      <td>313</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>396</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>121</td>\n",
       "      <td>125</td>\n",
       "      <td>172</td>\n",
       "      <td>183</td>\n",
       "      <td>229</td>\n",
       "      <td>234</td>\n",
       "      <td>270</td>\n",
       "      <td>318</td>\n",
       "      <td>355</td>\n",
       "      <td>363</td>\n",
       "      <td>420</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year   1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  1960\n",
       "month                                                                        \n",
       "Jan     112   115   145   171   196   204   242   284   315   340   360   417\n",
       "Feb     118   126   150   180   196   188   233   277   301   318   342   391\n",
       "Mar     132   141   178   193   236   235   267   317   356   362   406   419\n",
       "Apr     129   135   163   181   235   227   269   313   348   348   396   461\n",
       "May     121   125   172   183   229   234   270   318   355   363   420   472"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "voos = voos.pivot(\"month\", \"year\", \"passengers\")\n",
    "voos.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "37b9f1fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year', ylabel='month'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(voos, annot=True, fmt='.0f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f6917919",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year', ylabel='month'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(voos, annot=True, fmt='.0f', cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "73f18599",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year', ylabel='month'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZO3sGp06eYNnKteTLL+zEt39LqVSybvVK2vzVDhMTU21GuZ6wRxxf8iTgEaHB71gybyYAMdFRKFUqMjLSGTLKhy3rV9G8dTuMTd5366rVyOW6zwXw4tljlEolhYt7/5T2viUlOYkO3QdgZq45Wt2zdR05cjpj/X5oqGptzdG/Y87ceBUqxvPHjwQvbCLDQ5kxbhA5c7vhM2c5BgaG2NrnIDb64xFzTHQE1nb2XLtwioz0NKaO6gdAWPBbNq5YQGJ8HLUathAsU3REGIsnD8PR2ZWhUxeTlJjA84D7hAW/4eT+7aQkJpCaksSCCYMZMGEuACf2beXYro38PWwiBYoJfyfjuKhwNs8cg11OFzqPn4uevgEBNy5SpGJ1DN5PvvWu3oDDaxdiaZcDRXoaG301BWJMWDDHNy8nJTGeUjUbCZMnPISUhBicPDUHKl5/1OL8xkWkpyRhaPr5kGV6ShL+Zw9Rsl5r7SRwtVqNVOACNTEyhLSEWOzcNQcqbmVrcnu7H+nJCdzbq+ldTkuIRa1SoVQo8G7dB4CMlCT0jTXvValx0Rhb2gqWydZED3MDOa/eT/69FhRP62I5CEtI535oEmmZmuLq5tt46uSzJSldcxdzIz0pqQrNOktDOXGpwt3dvEY+WwzkUha1KIieVIq+TPO9z5FnXx2CAqjobsXVwFhtrmzrBwvT9evXs3jx53f47tu3L/369dP+rFQquXXrFhs3bsTY2JjevXtjZGT0eRyJ5IuFqeQ7CjCdFTazZs1iypQprF27lp49e3Lp0iViY2N11dy/NnP6VB7cv8fmbbuwtrb+9g46JpPJOH/uDPoG+rTv2IXQkGBOnzrJ8lXrdN52oSLF2HX4tPbntSuWEB8Xpx2yunzhHPr6BrRu14mw0BDOnznJvKWrdZ4LwP/ebYqWLP1dL+af4fjBXaQmJ/P3gJHExURz6vAeBo31xcExJ3k883P2+CHqN2tDXEw0Tx/dp0mbjoK2n5gQj8+Q7lSt1ZCW7+fzAJQqX4WdG1dQo34zZDIZ544fpErthlSp1ZCGLdtrt/MZ3J06TVoJelZUcmI8s0b1pnyN+jT6U3PWn7WBIbPXH9Ruc/nUYW5fPqM9K+rEvq2cO7ybUbNXYpcjp2BZPkhJSmDNxEEUr1ybqi0+/g0c3TwJuHGRon/UQiqVEnDzIrk8C1ChQSsqNPg4t2zNxEGUqd1E0LOiUuJjOLFiOq19lmBkZsGza2exzunyxaIGQM/QiIdnDmLlkAt374pEBr0gIvAp1bsIO68sLSGGq+tmUXvEQgxMLQi6dQ5zx9zUGfnxQ+rhkc2kJydoz4pyKliKl5eP4lWzJXHBgcSHv8XOs7BgmcwN5XTydmLG2dckZyjxdjYnNCGdq0HxFHcy4+rrOBQqNUUczXgTl4ZKDY/Ck6ngasmp5zE4mRvgYGbA86iUbzf2nQbtCdB+b2+mz9JWhbNMDv6awo7mXHr15R6lbOUH32M7duxI06ZNP1v+aW8NgK2tLeXKldN+7lavXp1jx45l6VGOiIjA3t4eBwcHoqI+HrBFRkZib//tkRWdFTbm5uaULVuWO3fukJiYSL9+/WjWrJmumvtXwsJC2b51M45OTvTq/nFSY9u/2meZe/OzTZ0+i2mTJ3Bw/15UKhVDh4/CLY/7L8vzwdjJM5jrO4mjh/ajUinpN3gErm4/J1fI2zc4vJ9Tkh00b9uFBb7jGNClJajVtO7YA8/8miPdEZPmsHLBdE4c3IVKraJlh7+164Ry4uAuoiLCuH75LNcvn9Uu95m5lDIVqzGqbwcyMxWUKl+ZyjWFP9X8S84d2UtMVDh3r57n7tXz2uVDpizC1Nzis+0zFQr2b1qBsYkpftNGaZd7V6hG/dadBMl08+QB4qMieHzzEo9vXtIubzdiGuf3bmbxkM7I9PTI4eJOgy79BWnzW5zyFsK7fhv2zRyORCbDxNKGen19vrq9VCqjXj8fLmz248b+jUhkMmr1HK09FVwodu6FKFCrNWcWjUIqlWFkYU3Fv8f+4z4lW/bi5taFHPXtjQQJZdsNRt9IuIm6r6JTOfE0mn4Vc6NSq4lPzWTl9WBiUxQY60kZVsUViQTexaez755m0vnO+2H8WdyRkc4WoFaz6XaItmfnV3KyMCA8Mf1Xx9C5/xxy+pqqVasyYsQIEhISMDEx4eLFi9SpU4cVK1YQFBRErly5OHToEM2bNydnzpwYGBhw+/ZtSpYsyb59+6hUqdI325CohRyE/ETbtm2ZOnUqz549w9/fn/79+1O/fn1Onvz3Z9SkZGS/WeTZcWL7h+7Y7CQlXfntjX6B1Izslys7ni0Rl5r9JjuGJuvm2iQ/Ijw5+z1PAFHJ2e89IS41+/3vvQj7fG7Ir3akp/DDs//EqNKEH9o/9cL3779r1y7WrVuHQqGgQoUKjB07luvXr2tP965cuTKjRo1CIpHw5MkTxo4dS3JyMgUKFMDX1xd9/X+e46SzwubmzZts2rSJWbNm0bZtW4KCgmjRogUjRnw+yfFbxMLm+4iFzfcTC5vvIxY230csbL6fWNh8n59e2FSe9EP7p57PHid4gA6GokaN+ti1bGxsjI+PD/nz56dmzZrfPEVLJBKJRCLRLyDNHvMYhSB4YVO69OdVplqt5unTpwwcOJDVq3/OpFORSCQSiUT/ewQvbL40K/qD+vXrC92cSCQSiUSiHyXeK+rfiYyM5NSpU5iYCHt5a5FIJBKJRALIJpfUEMJPKWyCgoJ48OABM2fO/BnNiUQikUgk+jfEHpt/x9vbG2/v7HHlWJFIJBKJRP/hN+qx+X1KNJFIJBKJRP/zfkqPjUgkEolEomxMHIr6uZS6uYbgD8mOF1PT0bUWf0h2fJ6yK3159ntj0f/KXad/JVk2zGSir9s7gv+3suO/XzZ8m8LK5Pvv1v3b+o2Gov5fFDYikUgkEol0SOyxEYlEIpFI9Nv4jXpsfp8STSQSiUQi0f88scdGJBKJRKL/deJQlEgkEolEot/GbzQUpfPC5smTJ9y8eRO5XE6ZMmXIkyePrpsUiUQikUj0b/xGPTY6/U02bNjAgAEDCA4O5vXr1/Ts2ZO9e/fqskmRSCQSiUT/w3TaY7Nz5052796NqakpAL1796Zdu3b/eAdwkUgkEolEP9lv1GOj08LGyMgIPT29LD/r6+v2QkhqtZqJ40bj7uFJ+05dAEhMSODvzu0ZP2kqBQoWAiAyIoKJ40cTHRWFSqWiY5du1GvQSGeZJo8fQx4PD9p17EJaWhqzfCfz+NFDVCoVBQsXYdiocRgaGpKWlsaiebN5cO8OqampNG7Wgvaduuok0/RJY3Fz96RNu04ANK5VCVs7e+02bdp3omadBsTFxjBtwmjCw0KRSKQMHe1DoSLFdJJpvu94XNw8aPZnR5RKJcvmT+fhvdsAeJetSJfeg5BIJAS/DWLBjAkkxsdjaGTE4DFTcHZx00mmxTMn4OzqTpPWHUhMiGf5/Gm8fvEMA0MjqtVpRP1mbQBITIhn1aKZvAt6RUZ6Os3/6kKVWg0Ez/Qh18LpPuR286Bpmw4olUpWLJjOw/vvn6syFenUS/NcvXn9Er/ZU0hLTQGJhA7d+1OidHlB81w+c5SjezYhQYK+gSHteg7B2dWDjctm8+zRPQCKeJendee+SGUy3gQ+Z/2SmWSkpYJEQouOvSjqLWymexdOcPHgdgD0DQyp37kf986fIPDxfe02CTFRmFnZ8PfEBayaMDDL/uFvAqnTvicVG7QSLNOdk/u4e/oQEiRYOjhSu8sgjMzMObt5GYH+t1EplZSq14Li1Rtm2e/B+WM8v3WZ5kMmC5blU/5nDvDo3CFAgoW9I5U7DMTY3BKApJhI9kwbSEsfP4zMLACICQni/IYFKNLTkCChTPPO5C4k7P0An184yMvLRwEwtXXEu00/DM0stesvr56KkYU1JVr0AiAxMoQ7O/xIT45HlZmJW9ma5KvWTNBMNfPZUiOvDWogIjGDVdfeolSp6VImF7mtjEjPVHHhZQwnnkZl2a+yuzXeuS2YczZQ0DyCEufY/LPFixcDYGlpyZ9//km9evWQy+UcO3YMV1dXXTQJQOCrl8yYOhl///u4e3gCcOnieebO9CUkOCTLtksWzqNQ4SL07NOfiPBwWjSuR+my5bC1tRM80yzfKTz0v093j74ArFu1HKVSyaYde1Gr1fiMGcH6NSvp0bsfSxbMISE+nnVbdpKakkK7Vk0pVsKbwkWKCpYpKPAV82dOJeDhA9zcNc/Tm6BAzMzMWb1512fbz585lSLFStKu8988f/aEUYP6sGn3IQwNjQTL9Pb1K5bO8+VpgD8ubh4AnD1xiOA3r1m8bidqtYphvTty+dxJKlatxezJo2nc8i+q1KzHrWuX8B03hCXrdyMR8J/zXdArViyYzrPHD2nTyR2AtX5zMDIyZsHaXahUKmaMG4yDoxPe5SqxaIYPuVzcGDRmKlGR4Qzq2opCxUtha+cgWCaAt0GvWD5/Ok8D/Gn7/rk6d+IwwW+DWLhG81yN6NOJK+dPUaFKTZbP86VGvcbUqNeEV8+fMGbg32zafxaZXJh//9B3QWxfs4hJCzdgaW3L/ZuXWTh1BLUbtyExPo6pfltRq1VMHd6D6xdPUa5KbZbPnkCzdt0pWa4y716/ZPLQbizZegL5JwdCPyIy5A1HNy2jz4yVmFvZ8PTONbbMHs/wpTu028RGhLLSpz8t+o7CyMSMfrNWa9ddPbqHh9fOU66OcB+MYYHPuHFkF52nLsfA2ISzW5Zzafd67HPnITYsmC6+K8lIS2HTxAHkcPXE0T0/qUkJXNi5hoBLp3EuINx7wKciXz/n/vFdtPRZioGxCVd2rOTmvvVU7jCAp1dOcXP/BpLjorPsc3HTYvJXrI1XxdpEvnnBgVnD6Tx/J1KZMFdgjnn7gqdn91Jr+CL0jUy4t281D49swru15j30yeldRL18hHOJP7T73Nw8H9cy1clTrjYZqcmcmjMIy1zuOOQV5nlztTaifgF7Rh16QqpCRdsSTrQomgM9mZS0TBXDDz5BKpEwuIobkUkZ3A1OwERfRuvijlTIY8XjsCRBcujMb9Rjo9PfpEiRIlSrVo20tDSSkpKoWLEibm7CH1V/sGPbFho2aUrNWnW0y7Zv3sSEKb7Y2WctWJQqJUmJSajVatLSUpHJ5Eh18IfdtX0rDRo3pUbNj5mKlfCmy989kUqlyGQy8uXzIiwkBLVazdFDB+neuy8ymQxTMzP8Vq3D1VXY52zvrq3UbdiEKjVqaZc9enAPqUzKwF5d6NK2GetXLUWpVJKZmcnVSxdo0KQ5AJ5585PTOTc3rl4WNNOhvdupUa8xFavW1C5TKVWkpaWiUGSgyFCgUGSip29AVGQ47968plJ1zXPqXbYiaWmpvHz2RNBMR/ftoFqdRlSo8jHTy2ePqVyzPjKZDD09PUqWrcjVC6dJTIjnwe3rtO7QHQBbOwdmLNmAmZm5oJkAjuzdQfW6jaj4SS6VSklaWiqZ75+rzEwFeu97R1UqFUmJCQCkpiRrlwtFrqdHl/6jsbS2BcDN04v42GhqNGhJ75FTkUqlJCXEk5KUhOn7I/5JC9dTomwlACJC32FsYopUwFslyOV6NO05DHMrGwByuucjKS6GzEyFdpu9y2dToX4rnFw9s+wbHfaOs3s20rLfaMGKP4Acbnn5e9Y6DIxNyMzIIDE2CiNTM57dukyhSrWRymQYmpiRv2wVHl0+DcCT6+cxtbChyp/dBcvxn+xcPflz6hpNLkUGyXFRGJiakxwXTeDdK9Qb8HkvkUqtIj1Z80GtSEtFJhf2NWXt7EG9sSvQNzJBqcggNT4afWMzACKePyDs8R3yVKibZR+3sjXJXbIyAPpGJpjaOpISEyFYptcxqQzZF0CqQoWeVIKVsR5J6UrcbIy49CoWtVpzC5l77xIo7WIJQFkXS+JSFWy5HfLPD54dSCQ/9pWN6KTHpm/fvtrvU1JSePPmDXnz5iUtLQ1jY2NdNAnAiNHjALh5/Zp22aJlK7+csf9g/u7UjlMnjxEbG8ugIcOxtrERPNOwUWMBuPVJprLlK2i/Dw0JZtuWDYwaN5HY2BhSUpK5ef0q0yaOJzExgQaNm9Hmr/aCZho4bAwAt29+zKRUKvEuXY6e/YeQnp7GqEF9MDYxpVrNuqjUKiytrLXb2tk7EBkRLmimXoNGAXD/9nXtsup1G3Hp3Ek6NquFSqmkeKlylKlQmSePHmBja5flg9DWzoHoyHA88nkJlunvASMB8L97U7ssr1chzp88TP5CRVEoFFy9cBq5XE5Y8FusbGw5sHMzd25cJlORQeNWHXBydhEszwc9BmpyPbh9Q7usWp1GXD53is4taqNUKileqiyly1fWbj92UA8O7NxMfFwMQ8dPF/QD287BCTsHJ0AzRLZl5QKKl/lD2/uyY+0STh3aiZunF3kLFgNAJpOjVqsZ2rUZURGh/NV9sGBH+wBW9o5Y2TtqMx1Zv4T83uWRyzWZnt69Tnx0BOXqfd4jc3LrasrVaYqlrbA9bQAyuZznty5zbPVcZHp6VGzekWe3LmNu8/HAy8zalsi3rwC0Q1L+F44LnuU/cwXevcK59fORyfUo1bgDJpY21Okz/ovbV2rbhwNzRvLg1F5SE+Ko2X2koH8/AKlMTvCDq9zctgiZXE6hun+RGh/N3d0rqNRrEi+vHM2yvVvZj4V+6OPbRL9+Qqk/BwiaSamGks4W/F3WGYVKxa77oVgYyamYx4pnEUnIZVJKuVho75F3+rmmp6tSHut/eliRwHTaY3P16lUaN25M7969iYqKolq1aly6dEmXTX63caOG0aFzV46dvsDOvQdZv3YVD/0f/NQMjwMe0aNLe1q2bkvFSlXIVGSiVCp59/YtS1auZcHSlezdtZ3zZ07pPEuDJi3oP3QU+vr6mJmZ07JtBy6dO41arfri9kIeXX/N1nXLsbC0YtP+M6zbfZzExHj2bNuAWvWVTDLdZ+rUazBIJAzp3pYZ44dQ1LsscrkemcpMwkODMTYxwXfRWgaP82WN3xxePgvQeSaAbes1z9X6vadZs/MYiQkJ7Nu+gYz0dGZNHMmAkRNZs+s40xasxm/OFCIjwgTPkJ6WyhLf0USEvqVL/zHa5a0698Fv+yls7R1Z7zdDu1wikTB79R5mrdzN4Z3rCbh/S/BMGWmpbJs3gZjwYJr2HKZdfuXwTio3aYtUmvXDOC4qguf3b1C+XgvBs3zg6V2Bfkt3U6FpB3bOHPXF/zFd9B5/i1vx8nSevwPvRu04NG/MV//PMhUZnFjuS9XOQ+gwaxONh8/i/MZFJMVECp4pZ5FyNJm2hQJ12nJh6Xiurp9JsWZ/Y2Tx9ULh9Y3TXN84h/KdR/3jdv+t22/j6bnzIXvuhzGyujtbboegVsPUBvkYVMWNh6GJZGbHu49+i0T6Y1/ZiE7TzJ07ly1btmBubo69vT2bNm1i5syZumzyu8TFxnLv7h2aNG8JQG4XV8qULc/d28K/sX7NiWNH6N+zK336D6ZTtx4AWFlbIZfLqdugEVKpFBsbWyr8URn/B/e/8WgC5DlykJfPn2p/VqvVyORybU9NYkK8dl1UZAR29sIfzf6nKxdOU7NeE/T09DAxNaN6nYb4372JnYMjsTFRWe5mHh0ZgY3Ac1m+JCU5iQ7dB7BgzU4mzFqKRCIlR05nrN8fcVetrTnCdsyZG69CxXj++JHOMwFcu3CG6vUaa5+rarUb4n/3FkGBL0hPT6VUec2wT76CRcjt6s6zAH9B24+OCGPy0G5IZVJG+vphYmrGs4D7hAW/AUAul1OxRn2CXjwlU6Hg2vkTqN5/cNrlcKJgsdIEvXz6T038a3FR4Swf1xeJVEpXn/kYmWiGMpIT4nj7/DGFylb5bJ9H185ToPQfGBgJ37McGx7Mu6cPtT8XrlybhKgITK1sSYqL0S5PionG1FrYuX7/JD48hNDnH3Plr1iLpOgI0lO+PCckJvg1mRnpuBYtA0AOdy+snXIT/kq4oeDEyBAiX37833ErW5OU2Eji3r3i/r5VnJjZj1eXj/L2zkVubl0IaN6z7u1dxcMjm6jcewoO+YoJlgfAwUyfvHYm2p/PvYzB1kQfIz0pW++EMPLgU6afeolKDeGJ6YK2/VP8RkNROi1sVCoVdnYf/0E9PDx02dx3s7C0xN7BgdMnNd27cbGx3L19i0KFi/yU9k+fPM7cGdNYuHQVtet9PGtGT0+fipWrcuTQfgBSUpK5ce0KXu/P5NKlwJfPWbN8CUqlkvS0NPbu3Eq1mnWQy+WUq1CJA3t3AvDy+VOCAl9SrGQpnWdyz+vFxbMnAMjMVHD90nnyFSiCrb0DOZycuXBG8/e7feMKEqkU1zye//Rwgjh+cBfb1i4FIC4mmlOH9/BH9bo4OOYkj2d+zh4/pF339NF93PMV0HkmgDx583P5k+fqxpXz5CtQGMecuUlJSuLxw3sAhAa/5e2bQPJ45hes7aTEeKaN7EnJ8lXpPWIq+gaGADy+f4stK+ahVGaiUqm4eu44XkVLItfTY/fG5Vy/cBKA2OhIHj+4Tf7CJQTLlJKUwCqfARQo/QdtBvqgp2+gXRf0xJ9cHvnQ/8Lk98CAe7gXEi7Hp5LiYjiwZCopiZqDhIArZ7DN5Upe74r4nz+OSqkkLTmJx9fP4llS2DPE/klyfAwnV0wn9X2u59fOYp3TBUPTL88Ps7B3IiM1mbAXmt7I+IgQYkPfYpvbXbBMaQkxXFs/k/QkTaY3t85h7pibZjN3Umv4ImoNX0SeCnVxLvEHpf7sD8DdPSuIfPmIGkPnY5VL+AvBWhrp0e8PF0wNNL18FdyseBuXRjVPW1oUzQGAuaGcqh42XAmMFbx9XZNIJD/0lZ3o9HTvHDlycPbsWSQSCQkJCWzevBknJyddNvldJBIJcxf6Mct3CqtXaI66O3X9m+IlhT1d8Wv8Fs5DjZqpE8dplxUpVoLho8cxevxE5s70pXWzBqiUKmrXrU/1mrV1nqnj371YMGsaXdo2IzMzkyrVa1G/sWbC8MDhY5g1dQKd2jRFIoHRE3wxNTXTeaa/+w5l+YLp9GzXBKlUStGSZWjxVycAhvtMZ9GsSWzfsBJ9fQNGTpz1U4bHmrftwgLfcQzo0hLUalp37IFn/oIAjJg0h5ULpnPi4C5UahUtO/ytXadrXfsMZeXCGfRu3xSpTEqREqVp1rYTcrkeI6fMZdWiWSgyMpDJ5fQePBbHnM6CtX3m8B6iI8O5c+Ucd66c0y4fOnkBcTHRjO3bDqlEimfBorTs2AeA/mNnsMFvFkd2bUQildK6az/cPIWbH3X9xH7ioiIIuHGRgBsXtcu7jp9LdFgwlnY5vrhfdFgwlvZfXvejnPMVplyjtmybOhSpTIqppQ1NB07A3MaeuIgQ1o7pgTJTQbGqDcjtpZszoL7EKW8hStRrw/5Zw5HKZJhY2FCnj89XtzcwNqVOn/Fc2rYUpUKBVCajcof+WNgL995u514Ir1qtObtolGZStbk1FbqN/er2KbGRvLh4CBMrey74fdzOs1KjLHNvfsTTiGT2PQxnbC0PVCqITVUw73wgiWmZ9KrowvSG+ZAAex6E8So6VZA2f6bsVpz8CIn60/58gYSHh+Pg4EB0dDRTp07lypUrqNVqypQpw9ixY7G3t//2g3wiMf3LY72/kjIbjqGmZih/dYTPJKVlv0wAGZnZ7zUlk2a/N5a45IxfHeEz75Kz34dGfLri2xv9Aonp2e//Lzo581dH+MyryORfHeEzm9sX+6ntmbRY+0P7J+/qLFCSH6eTHpsPt06wsbGhUKFCzJ07VxfNiEQikUgkEkL2O676r+mk7/7TTqCDBw/qogmRSCQSiUQCEefYfMOnv6QORrpEIpFIJBIJKLsVJz9C57Mtf6cnSyQSiUQiUfamkx6b58+fU716dUAzkfjD92q1GolEwunTp3XRrEgkEolEov/C79QJoZPC5vhx3V7+WyQSiUQikXDEwuYbcubMqYuHFYlEIpFIpAu/T12j2wv0iUQikUgkyv5+px6b7HXnKpFIJBKJRKIf8P+ix0aRmf1OGc/8yp1vf6XkbHiV0Uxl9nueAOJSst8VdaXZ8IgpKjX73czvXULar47wmTex2e95AlAos99759vo7HeV33RF9nvv/Nl+px6b/xeFjUgkEolEIt0RCxuRSCQSiUS/DbGwEYlEIpFI9Pv4feoacfKwSCQSiUSi34fYYyMSiUQi0f+432koSqc9NjExMbp8eJFIJBKJRAL4ne7urdPC5q+//tLlw4tEIpFIJBLA71TY6HQoKn/+/Ozbt48iRYpgaGioXe7k5KTLZkUikUgkEv2P0mlhc//+fe7fv59lma7v7q1Wq5kyYQx53D34q0MXkhITmTZpHEGvX6FSqajXsAntO3UDIOCRP/NnTyctNQWlSkX7jl2pU7+RTjJNmziWPO4e/Nm+c5Z1Y4YNwNbWnkEjxmRZfuPaZZYunMvaLbsFz/Mh07xp43HJ40HzPzsybexQQoLfaNeHh4ZQqFhJfKYv4E3gSxbNmkxqagoSiYROPQZQskx5nWRaOGMCLm7uNGndgcSEeJbNm0bgy2cYGhpRrU4jGjRrA4D/3ZusWzYfZWYm+gYGdOs3nLxehQTNc/XsUY7u3oxEIkHfwJC2PQbj7OrB5uVzePboHgCFS5ajVee+SGUyMtLT2LFmMS8ePyA9LZVKtRtTt3k7QTMBXDlzlKN7NgESDAwM+avnEJxdPdi0bPbHXN7laf0+19vXL5gypBv2jrm0j9F75FQcc7kIlun2hROc278ViUSCnr4BTboMwNkjPw+uneP0nk1kKhRY2TnwZ78xmJhZsGh0LxQZHy9qFxHyhrLVG9Kk6wDBMvmfOcCjc4cACRb2jlTuMBBjc0sAkmIi2TNtIC19/DAysyAmJIhTK2do91WrVMQEv6Z2r7HkKVlRsEwVXS0p72qFGohOzmDH/TCSMpRMqu1BfFqmdruzL2K4E5yAnlRCw4L2uFoboS+Tcj0ojrMvhR/ir5THiopuVqhRE5WsYOudUJIylPzhZkU5V0v0ZBLexqax5W4omSo1tiZ6tC6WA1N9OTKphGtBcZx5IXyuMi6WDKjsRtsNdwFoUTQHVTxtkEkknH8Zw7Y7IQDoyyR0LO2Ml4MpBnpSTj6JZJ9/uOB5PijnasXQ6u40X31Lu8xEX8asJgWYd/YVzyM1FyF0szGmzx+umBjISMlQsuHGO+4HJ+gs1w/JXp0uP0Snhc2ZM2d0+fCfef3qJbOnT+Hhw/vkce8LwIqlC7Gzd2DarPmkpqbQtkUjihX3plCRooweNoDRPlMoXaY8EeFhdGrbgoKFi+Cc21W4TIEvmTdjKo/8H5DH3SPLus3r13D/7h2q16yjXZaelsaGNSvYs2MrdvYOguX41JvXr1g6z5enj/xxyaPJNHrKbO36Z48fMm3cMHoPGgWA39xp1KzfhFr1m/Dy2RNG9u/GtkPnkMmFe/m8DXrFigXTeRrwEBc3dwDWLJmDoZExi9buQqVS4TtuMA6OThTzLsfsSSPxmbmEPJ75uXn1AvN9x+G3Ya9geULfBbFjzWJ8FqzH0tqWBzevsGTaSGo2ak1ifCyTl2xBrVYxfXhPblw6TdnKtdi5bgnJSQmMn7eWtLRUfPq1I2/BYrjnF67gCn0XxPY1i5i4cAOW1rbcv3mZRVNHUKtxGxLj45jitxW1WsW04T24cfEUZavU5sXjB5StXIvO/UcLluNTEcFvOLTBj0GzVmFuZcvjO1dZP3ssHYdOYe+q+fSbthRre0f2r13E0S0radFjKP2mLdXu/+jmJQ5vXk7tNl0FyxT5+jn3j++ipc9SDIxNuLJjJTf3radyhwE8vXKKm/s3kBwXrd3e2smFVj5+2p+vbF+BdU5XQYuaXBYGVPGwYfa5QNIyVTQsYEfd/LacexlLikLFnPOvP9unQQE7jPWkzDv/GgO5lKFV3HgVk0JQrHBXX3a2NKSahzXTz2hyNSlkT/0CdjyJSKaSuxXzzr8mVaGiS+mcVPWw5uSzaNqVdOJ6UDxXg+IwlEsZVtWVd3FpPItKESyXo7kBnUrn4sMoR8lcFpR3s2bIvseo1Gp86uSlgpsVlwNj6VA6F2YGMobuD8BQLmN+swIEhCXxLFL4qxw7WRjQrXxuPh19KZXbgu4VXHAwM8iyrU+dvGy+9Y6TT6OwMtJjZhMvhu97TGyqQvBcPyq7DSf9CJ0WNq9evWLLli2kpKSgVqtRqVS8e/eOzZs366S9XTu2Ur9RUxwcHbXLBg0bjVKpuVx2VGQkCkUGpmamZGRk0KV7H0q/73mwd8iBhaUlEeHhghY2e3dso27DJtjncMyy/M6tG9y4eokmzVuRmPCxgr9+7TKpqamMHD+J1cuWCJbjU4f3bqdm3cbY2ef4bJ1CoWDu1PF07z8MOwfNepVKRVKiJmNqSjL6+vqCZzq6bwfV6jTC1v7j8/Ty2WP+HjACmUyGTCbDu0xFrpw/TalylVi98xhyuR5qtZrwkGDMzC0EzaOnp0en/qOxtLYFwNUzP/Gx0VRv0JLqDVshlUqJj40lJTkRU1Nz1Go1V88cY9y8NUhlMoxNTBk+zQ8TUzNBc8n19Oj8SS43Ty/iY6Op0aAlNT7NlZSEiZnmOXnx2J/IsGAmDtL0FtZv0QHvClUFzdSy1wjMrTSZcrnnJzEuhhtnj1C6en2s3/9Na7XqTEpS1qPVlMQEdq+YQ+cRvhiZmAqWyc7Vkz+nrkEml5OpyCA5Lgoz2xwkx0UTePcK9QZMZvv4Hl/cN+TZQ17evkTriUu/uP6/9S4+nWmnX6JSg1wqwcJQj5iUDFytjVCr1fQu74yxvowHIYmcfBaNGs2H+fyLr1EDaZkq/K68ISVD2Mv/v41LY9LJj7ksDeVEpygo7WzBmecxpCg0t0XZfi8MmVTz4Xf1dRx33vc8pGWqiExSYGWsJ1gmfZmUQVXcWHP9LYOr5gGgjKslF15Gk56pyXPmWRSVPWy4HBhLFQ8bhu5/jEoNKQolYw8/JVng5wnAQC5lWHUPVlwJYkSNjweqjQrnYM6ZV4z8ZJm5oRxbU31OP4sCIDZVQWB0CiVzW3DqaZTg2X6UWNh8p0GDBlG9enVu375N06ZNuXDhAp6enjprb+jIsQDcunlNu0wikSCXy5kwZjhnT5+gctUa5HZxQyaT0ahJc+12+3bvIDU1hYKFiwqa6cMQ0+2b17XLoiIjWDDblzmLV3Bg944s21eqUp1KVapz99YNQXN8qtf7nph7t69/tu7Eob1Y29pRvlK1LNuPHtidfTs2ER8bw/AJMwTtrQHoPmAkAA/u3NQu8/QqxLkTh/EqVBSFQsHVi6eRyTTtyuV6xMVEM7hHWxLi4xg6frqgeWwdnLB10MwFU6vVbFu1gGKl/0Cup3nz3rluCWcO7cLVIz+eBYuRGB9LWmoKAfdusm7hNFKSk6hYowE1G7cWNJedgxN2n+TaunIBxct8zLVj7RJOH9qJq6cXeQsWA8DAwIiylWtTrX5zQt4EMn1UL2ztc+Dq6SVIJmt7R23xolarObhuMQW8KxAbEYqhkTFrp48iJjIMx9x5aNSpX5Z9z+zbTP4SZXH2yC9Ilk/J5HIC717h3Pr5yOR6lGrcARNLG+r0Gf+P+13duZIyTTuib2QieCaVGgrlMKVV0RwoVWqOPY3Ew8aYZ5HJHAiIRE8q4e+yuUjLVHHnXQIGcimetia0KmqOkZ6UG2/iuRgYq5NcRRxN+bO4I5kqNYcvBvF3WWfMDGT0Ku+MhaGcl9Ep7H8YAcD1N/Hafb3sTXCzNmLLnVDB8vSu6MLxJ5EExaRql9ma6PMg5GNhHJWcgY2JHhaGcoz0ZBR1MqfvH9aY6Ms4/SyKQ48iBMvzQb9KbhwNiCAwOmvP1LjDTz/bNiEtk/DEdGrks+PEk0hymBlQ0NGMF5HC9WoJ6XcqbHR6VpRKpaJ///788ccfFChQAD8/Px48eKDLJr9qwtSZHD1zmYT4eNas8MuybsPalaxavphZ8/2yTHLWhcxMBRNGD6P/kJHY2trptK3/xr4dm2jTsZv254z0dKZPGMGgUZPYsOcEMxavYfGsKUSGh+k8S+feg5FIJAz+uy3Txw2haMmy2g9wAEtrG9bsPM6MxetYNGMCwW+DBM+QnpbK0uljiAh9l2Uop2WnPizadhJbB0c2+s1EmZmJSqUkMiyYYdOWMHjSfM4d3cOdq+cFz/Qh1xLf0YSHvqVz/4/zs1p17sOS7aewtXdkg59mzkiHPsOpVl9TxDvldqNUxRrcvX5RJ5k2zvEhKiyYVr2Go1QqCbh1heY9hjJo1mrMLK3ZuWymdntFRjrXTx2kerP2gmf5wK14eTrP34F3o3YcmjcG9TduXhv2IoC0pAQ8ywjXo/WfHoYlMf74C44/jaJHWWeuv4ln78MIlCo1aZkqzr+MpXAOM2RSCTKpBFsTPZZeecPya28p72pJoRzC9Wx96kFoEqOOPOfokyh6V8iNTCohn70Ja28EM+tsICZ6MhoUsM+yT+ncFnTwdmLNjXckpGd+5ZH/nbpedijVak4/i86yXPqFz12VGu3zlMPcgHGHnzLh2DNqe9lRxsVSkDwf1C9oj1Kt5sSTyO/eZ+LRZ1TMY41fq8K0L52Lm0Fx2fIGyr8bnRY2RkZGZGRk4OrqyqNHj9DX1yc9/efeBffalUtERmoqd2NjE2rWqcfTJ48ByMjIYPyooZw8doSV67bimVf4o8b/9CTgEaEh71g8byad2zZn/54dnD55jOmT//ko8md4+ewJSqWSwsW8tcuCAl+QnpZG6QqVAMhfsAgubnl4GuCv8zypyUl07DGAhWt3MnH2UqRSKY45nUlOSuTaxY/zt9zzeuHqnpegVy8EbT86IoypQ/9GKpUyfNoSjE3NeB5wn7D3k6zlcjkVqtcn6OVTzCyskMnllKtaB6lUioWVDUVLV+TlE+Gfp+iIMKYM7YZUJmWkr2a46z9zVaxRn6AXT1EplRzYtpbUlE/nGqgF73GLjQxn8ZjeSKVSek1YgJGJGeZWNuQrVhpzKxukUimlqtUj6Nkj7T5P7l7HydUTGwfhz5KMDw8h9PlD7c/5K9YiKTqC9JSkf9zvxc3z5C1XHYlU+LdGWxM93KyNtD9ffxOPlbEeJZ3NcTTPOjdDqVaTlJ5JpkrNrXcJqIGkdCUB4Um4WhkhJFsTPfLYfHzMq6/jsDbWI1Op4kFIImmZKpRquPk2IUv+poXsqe9lx+LLb3gqYC9EVU9bPGxNmNe0AONqe6IvkzKvaQGikhVYGX8cBrcx0Sc6OYOEtEwUShXnXmiG7+JTM7n1Jp589sL2uNXMZ0deexMWtyzE5Hr50ZdJWdyyENb/MAQnkcCEo0/pvcOfWadfYm2iT0h89rwT/O90urdOC5vGjRvTs2dPqlSpwqZNm+jWrRs5cnw+r0OXTp88xurlS1Cr1WRkZHD65DFKlioDwJjhg0hOTmLFus04OuX8KXkKFSnG7sOnWbtlN2u37KZxs1ZUr1mHkeMm/ZT2/4n/vVsULVE6y4vUMaczKcmJBPjfAyA0+C1vgwJx/wlF4LEDu9i6VjPPIS4mmhOH9lCpel2kMhmLZk7k8ftMbwJfEvzmNXkLCDdJNykxnhmjelGyfBV6jpiCvoGmJ+/x/dtsWzkfpTITlUrFtXPH8SpSErmeHsVKV+TKmaMApKWm8OjuDdw8CwiW6UMu35E9KVm+Kr1HTNXmCrh/iy0r5mlzXT13HK+iJZHKZNy7fpFzx/YBEBURyq3LZ/EuL1yPREpiAn4+/ShcphLtBk9Az0DzIV2kXBUe37lKcqJm2ML/2gWc3T++bl4F3MOzcAnBcnwqOT6Gkyumk/q+7efXzmKd0wVDU/N/3C/kmT+5vIrpJJOZgZz2JZ0w0ZcBUDKXOWEJ6eQwNaBOPlskgJ5UQkU3K+4FJ6BUQ0BYEt65NJn1ZRLy2pnwJk64icMAFoZyOpXKqc1VytmC0IR0Lr+Oo3hOc/Ted5UUcTLlTaxmaKh5EQfcbY2ZdTaQYIE/qIcfeMyAPY8YtDeAycefk6FUMWhvANeDYqnsbo2BXIpcKqGapw3Xg+I0xd+beKp62ABgKJdSLKc5zwUe8hm45xG9tvvTd+dDxh15QoZSRd+dD4lJ+fpE4P6V3SjvZg2Al4MprtZG3H0X/9XtfynJD35lIzqZY7Nv3z4ATExMqFq1KhcuXKBp06YYGxujpyfcBLPv0X/wcGZOnUi7Vo1BIqFSleq0btue+/fucOnCWXK7uNKj88cLCfbuP4Sy5YU7E+L/k5B3b3BwzHr0bGpmzpip81ixcCYZGRnIZXL6Dh2LY05nnedp8VcX5k0bR//OLVGr1bTp1APP/AUBGDV5LquXzCYzMxM9PX0Gj52KrZ1wZ5GdPbKH6Mhw7lw9n2U4afCk+cTHRuHTrz0SiRTPAkVo3rE3AB37jWLrinmM6dUGlUpF2cq18K5Y7WtN/FfOHNbkun3lHLevnNMuHzp5AfEx0Yzr2w6pRIpnwaK06NgHgB7DJrJ+8QwunzqMSqWkbfdBOOV2EyzTlRP7iIuK4OGNizy88XGIq4fPPP6o3xK/8f1Rq1VY2eagVe8R2vWRoe/I5a6bAtkpbyFK1GvD/lnDkcpkmFjYUKePzzf3iw8PxsxGN2cjBsakcup5NL3L50alVpOQlsmam8EkpmfSrLADw6q6IZNIuB+SwLX3c1h23A+lSSEHhld1QyqBO+8SeBCaKGiul9GpnHgaRf8/cqNSQXxaJiuvvSMmRYGJvoxh79t+F5fGXv8wLI3kVMpjRWyKgj4Vcmsf59zLmCxzb4R28008LlZGzGrshVwq4UZQHGefa4arllx6TbeyuVnUvCBSiYQLL6O5+lr4uUj/1sLzgQyskoe23jlJUyiZdPSZdvJzdpPdel1+hEStVquFftD8+fNjY2NDuXLlvljI+Pr6/qvHi0kWfnb7j8qO46QJqcKMcQtJkU3/iWOSM351hM9Is+EbS1Rq9us2fxmX/SZfvonNfs8TgEIp+Nv7D3sbLfwp2D8qXZH9PmOO9irzU9vL1XvfD+3/zq+JIDmEoJMem71793LkyBEuX75M/vz5qVevHuXLl0eqg3FrkUgkEolEog90Uth4eXnh5eXFkCFD8Pf358iRI8ydO5dChQpRv359ypT5uZWoSCQSiUSir/uZQ1EdOnQgOjoa+fuTGCZNmsSbN29YunQpCoWCTp06ae81eeXKFXx9fUlPT6du3boMGjTom4+v0+vYABQuXJjChQtz69YtZs+ezcGDB7l7966umxWJRCKRSPS9flJdo1arefXqFefOndMWNuHh4QwaNIg9e/agr69PmzZtKFOmDLly5WL06NFs3LgRR0dHevTowfnz56lcufI/tqGzwkatVnPz5k2OHTvGhQsX8PLyon379lStqrvrQ4hEIpFIJPr3flaPzatXr5BIJPz9999ER0fTqlUrTExMKFu2LJaWlgDUrl2bY8eOUbp0aVxcXHB21pys0rBhQ44dO/ZrChsfHx8uXrxIgQIFqFu3LkOHDsXY2FgXTYlEIpFIJPrFEhISSEj4/Aaf5ubmmJubZ9muXLlyTJgwgbS0NDp06EDdunWxs/t4wVp7e3sePHhARETEZ8vDw799c1OdFDbbt2/H0tKSgIAAAgICmDt3bpb1ury7t0gkEolEon/nR3ts1q9fz+LFiz9b3rdvX/r1+3grleLFi1O8eHEAjI2NadGiBb6+vvTs2fOzPF86aft7cuqksBELF5FIJBKJ/v/40cKmY8eONG3a9LPln/bWANy6dQuFQkG5cuUAzbSVnDlzEhX18cagERER2Nvb4+Dg8MXl36KTwiZnzp9zFV+RSCQSiUQ/7kcLm/8ccvqaxMREFi5cyLZt21AoFOzdu5dZs2YxbNgwYmJiMDIy4sSJE0yePJl8+fIRGBhIUFAQuXLl4tChQzRv3vybbej8rCiRSCQSiUTZ3E86K6pq1arcv3+fJk2aoFKpaNu2LSVLlmTQoEF06NABhUJBixYtKFKkCADTp0+nX79+pKenU7lyZerUqfPNNnRy5WGhiVce/j7ilYe/n3jl4e8jXnn4+4hXHv5+4pWHv8/PvvKw26DDP7R/4Lz6AiX5cf8vemyy4ft9tvwQ0pNlvys7q7Jp3Zwd/34yafbLpCL7/f2y4cscfXk2DAXoZ8N3eAM92a+O8Jk3IZ+fzfO/5ne6V1Q2fNmLRCKRSCT6mcTCRiQSiUQi0W/jN6pryJ79pyKRSCQSiUT/BbHHRiQSiUSi/3G/01CUznpsnjx5oquHFolEIpFIJCCJ5Me+shOdFTbfc2txkUgkEolEv55EIvmhr+xEZ0NRHh4eLF68mKJFi2JoaKhdXqpUKV01KRKJRCKR6L+QzWqTH6KzwiYuLo7r169z/fp17TKJRMKGDRt01SSgue/EZJ8xuHt48FeHLqSlpTF7+mQeP3qISqWiYOEiDB05DkNDQ54/fcJM38kkJyViYmJKjz798S5dVieZpk4YQx53T9p26ExSYiK+k8cR9DoQtUpF3QaNadepGwCXLpxlis9oHHI4avf3W7URExMTwTPNnjoO1zwetGzbCYADu7dx7OAe0tPT8cxXgMGjJ6Kvr8+rF89YOGsKaWmpSJDQuWc/Spf7Q9A8HzLN9/XBxc2DZn92QKlUsnz+dB7euw1AybIV6dJ7UJajg5OH93H14lnGT18geJ4rZ45ydM8mQIKBgSF/9RyCs6sHm5bN5tmjewAU9i5P6859kcpkvH39gilDumHvmEv7GL1HTsUxl4uguS6fOcrhXRuRSCToGxjSvucQXD3ys33tYu7fuIxEKiWHkzOd+43C3NKKiYO7kpGept0/9N0bqtRpTIdeQwXLdOfCCc7v3wYSCfr6BjTq0h9nj/z4XzvPmT2byFQosLJzoHW/0ZiYWRATEcqeFXOJiwxD39CIyo3bULR8NcHyADw4fYCHZw+BRIKFnSNVOw3E2NwSgMSYSHZNGUibiX4YmVkA8O7xfS7vWIVKmYlc34BKbXvhkCefoJleXjxE4OUjIJFgYutIiVZ9MTCz1K6/tmYaRhbWFG2uuSFganw0d7YuIC0xFtRqPKs1J7d3VUEzZddctfPbUjOfLaghLDGdFVffolSp6VbWGVdrI9IzVZx7Ec2xJ5p7CZnoy+hSJhc5LQzRl0vZ+yCMi69iBc30QZV8tkxqUoBKMy4AUC2/HV0ruqAnlxIan8b4fQHEf3LBVE8HUxa3LUrteZd1kkeUlc4Km40bNwKaAkcmk2FmZqarprQCX71k9vQpPPS/j7tHXwDWrV6OMlPJxu17UavVTBgzgg1rVtK9dz+GDepLtx69adC4GdFRkfTq1pGlq9ZjY2v3jZa+3+vAl8yZPoVH/g/I4+4JwMqli7Czd2DqzPmkpqbQrmVjipXwplCRYvjfv8ef7TvTsUt3wTL8pzevX7Fo9lSePPLHNY8HAJfOnWL/rq3MW74BU1Mzpowdwp5tG2nToSszJo6iQ7c+VKhcjcCXzxnYoz27jl5ET09PsExvX79i2bzpPAnwx8VNk+nsicMEvwli0bqdqNUqhvXuxOVzp6hYtSaJCfFsWLGIsycOU7i48L2Aoe+C2L5mERMXbsDS2pb7Ny+zaOoIajVuQ2J8HFP8tqJWq5g2vAc3Lp6ibJXavHj8gLKVa9G5/2jB83yaa+uqhUxZvBFLa1vu3bjMwikjaNK2K6+fP2Hyoo3o6euzdfVCtqyaT8+hE/GZu1q7/51rF9i+ZgktOvT8h1b+nYjgNxzesJQBs1ZhbmXD4zvX2Dh7HO2HTmbfqvn0meaHtb0jB9Yu5tiWVTTvMYTti31xL1icbmNnkZaawnKfgdg55cbJ1UOYTK+fc/fYLtpMXIqBsQmXtq/k+t71VO04gCeXT3F93waS46K12yszFRxfNo1Gg6di5+JB4L3rnFw5k3a+q/+hlX8n9u0LXpzdS7VhC9EzMsF//2oCjm6ieCvNe9Wz07uJfvWIXMU/HjQEHN6AlUteCtRtR2pcNKem98I+bzEMza1+61xu1kY0KGjP8ANPSFWoaOftROtijujJJKRlqhi8/zFSiYRhVd2ISMrgzrsEeld0ITgujUUXg7A21mNWo/w8CksiJkUhSKYPnK2NGFTTgw/X0/RyNGNE3bx0WnOb0Pg0htTyoE9Vd6YdeYpMIqFN6Vx0quCCkX72PglZmg0vEPrf0llh8+TJE4YPH054eDhqtZo8efIwc+ZMcufOrasm2b1jKw0aNc3S21G8hDeOTjmRSjUvqrz5vQh8+YK42FgiwsOo26AxADa2dnh45uXqlUs0aPT5HUp/JFP9/8g0cNgolErNJbyjoyJRZGRgYmoKwMMH95DL5Zw/fRIDQ0N69BlAsRLeguUBTc9M7fpNsP8k08mjB2nxZwfMzTVHr/2HjSMzU/OG4Ld2O1KZ5mqhocHvMDE10z6fQjm8dwfV6zXC1iGHdplKqSQtLRWFIgO1Sk2mQoG+vj4Al86ewNrGji69B3Hz6iVBswDI9fTo3H80lta2ALh5ehEfG02NBi2p0bAVUqmU+NhYUpKSMHl/xP/isT+RYcFMHNQZgPotOuBdQdijWLmeHt0GjvmYK68XcbHRODjl5s9u/dF7//zk8fTi5MFdWfZNSoxn7aLpDPKZjbGJqaCZWvQajrmVDQDO7vlIjIvh1tkjlKpeH2t7zeusZqtOpCRprvAa/OoZrfuOAsDQyBj3QsV5eP2iYIWNvasn7XzXIJPLyVRkkBwbhbldDpJio3l19woNB05my7ge2u1lcj06zdmMTC5HrVaTEBmKoem3b+j3b1g5e1BzzHKkMjlKRQZp8TEY2zgAEPn8AeFP7uBWvi6K1CTtPmqViszUFNRqNUpFOhKpVPD5DNkxV2BMKgP3BKBUg55UgrWxPhGJ6Xg7W7Dm+jvUalCq1dx5l0AZF0ueRiRTxNGMBecDAYhJUTD2yDOS0oW9zYyhXMqUpgWYc+IF05oVAKB+4RzsvxdKaLymV3T5+UAsjDQHffkdTfF0MGX4Ln8WtS0qaBahiUNR32H06NEMGjSIqlU1b+wnT55k5MiRbNmyRVdNMnTkWABu3rimXVamXAXt96EhwWzfvIGR4yZiaWWFU86cHDm4j4ZNmhP87i337t4mX/4CgmYaMkKT6dYnmSQSCXK5nIljR3Du9AkqVa1Obhc3AMwtLKlTryGVq9Xg/t3bjBzSj/Vb92D/yQf+j+o7RNOjcPf2x2HC4LdBxMXGMHpQT6KjIilUtATd+mgmgH94s+/Yoh7hYSH0GjgCmUzYy6L3HDQSgPu3b2iXVa/biMvnTtGpWW1USiXFSpWldIXKANRt3BKAU0cPCJrjAzsHJ+wcnADNENnWlQsoXuYP5O97qXasXcLpQztx9fQib8FiABgYGFG2cm2q1W9OyJtApo/qha19Dlw9vXSWa8uK+ZQoUwmvIiW02yQnJrB3y2qq12uWZd9DOzZQtFR58uQV9jVube+oLV7UajUH1y2hgHcFYiLCcDQyYd300cRGhpEjdx4adtL0AuT28OLW2aPUbNWZ5IR4nt65hqtXYUFzyeRyXt25wpl185HJ9SjTtAOmVjbU6zv+q9unxMeyfWJfUpMSqNNzlKB5AKQyOSH+V7m7fRFSuR5/1P2L1PhoHuxdSYUeEwm8eizL9gUbdOTCohEE379MelI8hRt3yTJE9DvnUqrB29mCHuVzk6lSseNuKBZGevzhbs3TiCTkMillXCxRqtTkMDcgNlVBg4L2FMtpjlwq5dCjcEIThL2H15gG+dlzO4Tn4R+LvNw2RjyPSGZu68I4WRjyIiKZ2SeeA/AoJJFHBx7jaGH4tYfMNrLbBOAfobO+MbVarS1qAGrWrElKyq+7ed2TgEf07NqeFm3aUrFSFQBmzVvCmVMn+KtlY1YsXUSFipW1H1w/g8+UGRw+fYmE+HjWrlwKgO/sBVSuVgOAosVLUrhIMW5ev6rzLJmZmdy5eY0xU2azeM02EhPiWbd8kXa9RCJh/a4jrN1xiO0bV3P31vV/eDRhbF23HHNLKzbuP83a3cdISkxg7zbdztH6T+lpqSzxHU146Fs69x+jXd6qcx+WbD+Frb0jG/xmANChz3Cq1W8OgFNuN0pVrMHd6xd1kistLZVF00YRHvKOrgM/5goPeceU4T3IV7AoNRq21C7PyEjn7LF9NGrdWSd5ADLSUtk0x4fosGBa9BqGSpnJ41tXaN5jCANmrcLM0prdy2YB0KrfKCLeBTFvSGd2Lp2BV8lyyOTCH2flKVGebgt3ULpxOw7MGYP6GzevNbawovPczbQYM5fTa+YSG/ZO8ExOhctRf8oW8tduy+Vl47i5YRZFmnbD0ML6s21vbpqNZ7Xm1J24nhoj/Xh2ZjcxQc8Ez5Rdc916G8/f2/3ZeS+M0TXd2XQrGNRqZjTMz9CqbviHJJKpUiOXSHAwMyAlQ8X4o89ZcCGQDqVy4WZtJFiWlt45UarU7L8XmmW5XCalkqcNUw895c8VN4lKzmBcg/yCtfuziKd7fwdvb2/8/PyIiooiNjaWzZs34+7uTkhICCEhIbpq9otOHjtC/15d6d1/MJ26fux+VqnVzJq/hM079zNx6kwiIyNwdtbdUNkH169cIjIyAgBjYxNq1K7HsycBJCYmsH7NCj694bpaDXIdvOH/JxtbO8pXqoaJiSl6enpUr92AgIf3USgUnD15FNX7DwRHp1wUL1WWl890f52iqxfOULNeY/T09DAxNaNanYY8uHtL5+1+EB0RxpSh3ZDKpIz09cPE1IznAfcJC34DaP4uFWvUJ+jFU1RKJQe2rSU15dM7F6t18mEdFRHGpMFdkUpljJ6hyQUQcP8WEwd3pWL1+nTuNyrLEdiDm1dwyZMXe8ecgucBiI0MZ8mYPkilMnpMmI+RiRnmVrbkLVYKMysbpFIp3tXqEvTsEQCKjAxa9RnJ4Lnr6DzSl7TUZGxz5PpGK98vLjyEkGcPtT97/VGLxOgI0lKSvrh9ekoyL29/nNhp7+KJjbMb0e9eC5YpKTKEqFePtD+7lqlBSmwU8cGv8N+3mjOz+hN45Sjv7l7kzraFpCfFE/3qMa5lawNgaueEfd5iRL96+LUmfptcDmb65LP/eMLE2RfR2JnoY6QnZdPtEIYeeMLUky9RoSYsMZ2YVM2w+fmXmnlT4YkZPI1IwsNOuJMuGhZ1pICTGVu7l2JR26IYyGVs7a6Z33f1VQzRyRmogQP3QimSy0KwdkX/ns4Km9OnT7Nr1y5atWpFixYtWLNmDdevX6ddu3a0b99eV81+5szJ48ydOY0FfquoXbdBlnXTJ/tw4expAB7cu8urly8oVbac7jOdOs7aFX6o1WoyMjI4c+o4JUqVwdjYhD07tnLuzEkAnj15TMAjf8qUq6jzTH9UrcnFsydIT09DrVZz5cIZ8nkVQk9Pj/UrFnPu1FEAoiMjuH/7JkWKCzvv50vc8+bn0tkTAGRmKrhx6Tz5Cwg7XPE1SYnx+I7sScnyVek9Yir6Bpqu5ID7t9iyYh5KZSYqlYqr547jVbQkUpmMe9cvcu7YPgCiIkK5dfks3uWFnWOTlBjP1OE98K5Qlb6jPuZ6FvCABZOH03PoBOq3aPfZfk/871KgmG7+ZimJCSzz6U+hMpX4a7APegYGABQuV5nHd66RnBgPwMNrF8jlrjmSPbl9DVeP7wcgMuQtj25eplCZSsJlio/h+PLppL5v+9nVs1jndMHoK/NmJFIpZ9bOI/S55gM+Ovg1caHvyCHgWVFpCbHc3DCL9CRNpre3z2PumJuG03dQbdhCqg1biFv5uuQq/gcl2vRH38QcI0sbQu5rCq70pHiiXj7CKrewZ2plx1xWRnoMqOSKmYFmyPsPN2vexqVRI68trYprhj0tDOVU97Tl8qtYIpMyeBWdQmV3a+26vPYmvIoSbpSgw+pbtFp2gz9X3KTflvukZyr5c8VNtt14S0UPGyyMNAcx1fLbEfD/8G7h4nVsvsOZM2cAUCgUnDhxgm3btvHw4UMuXRJ+ouc/8Vs0D7VazbRJ47TLihQrwbBR4xg5biLTJo1j9Qo/jIyMmTl3EUZGxjrP1HfQMGZNm0T71k2QIOGPKtVo9Wd7pFIp0+cuYt7MaaxevgSZTMYk39lYWgl3BsTXNGzWmsSEePp0boNKpcQjrxfd+2tOB/aZPo9Fs6exY/M6pBIJf/cdTF6vgjrP1K3vUJYvmEHPdk2RSqUULVma5n910nm7AGcO7yE6MpzbV85x+8o57fKhkxcQHxPNuL7tkEqkeBYsSouOfQDoMWwi6xfP4PKpw6hUStp2H4RTbjdBc50+tPuLucwsrFCr1Wxfu5jtaxcDmvk4A8drhn7CQt5SLq9wc30+dfXEfuKiInh44yIPb3wceuvuM5c/6rdg2fgBqNUqrGwdaNF7BAD12/di26Kp3D5/DKlURqs+I7G0tRcsk1PeQng3aMPemcORSmWYWNpQv5/PV7fXNzSiXr/xXNy6DJVSiUyuR60eIzC1Fu4MSVv3guSr2YqLS0YjlcowtLCmbJcxX91eIpFQrus47u9ZzpMT25BIpeSt0RJbd2H/97JjricRyez1D8entidKtZrYFAWzzr4iMS2Tvn+4MLtRfpDAzvuhvIzWFC+zz76iaxlnauSzRYqE3ffDtOt06cKzaOzNDFnZsQRSiYTQ+DQmHnis83aFlt2Kkx8hUX867iGgt2/fsn37dvbu3Ut8fDw9e/akbdu2WFt/Pl77LbEpSh0k/DFKlU6eth+SnJ79nqf0zOyXCSA6MeNXR/iMLBuebhmanPqrI3zmTUL2yxQcL+wpxb+zwMjkb2/0kz0P0s31bn7EnfHCXtfpW4pNOP1D+9+bUF2gJD9O8KGokydP0rVrV1q2bEl8fDwzZ87E3t6evn37/ldFjUgkEolEItH3Enwoql+/ftSpU4ft27fj4qK54urv1MUlEolEItHv5nf6nBa8sDlw4AB79+6lbdu25MyZk/r162svRicSiUQikSj7+Y3qGuGHovLmzcuIESO4cOEC3bt358aNG0RFRdG9e3fOnz8vdHMikUgkEol+kHhW1HeQyWTUqFGDGjVqEBMTw/79+5kzZw6VK1fWVZMikUgkEon+C9msNvkhP+WuXNbW1nTu3JkDB3Rz+XuRSCQSiUQi0GGPjUgkEolEov8fsttw0o8QCxuRSCQSif7H/UZ1jVjYiEQikUj0v07ssRGJRCKRSPTb+I3qmv8fhU12vNR8dnwRZMfbPJANIwFIs+EfMDv+/XRzw5Ufo1T96gSfy8jMhqGAdGX2+wPGJWe/25koFOK11n4n/y8KG5FIJBKJRLojDkWJRCKRSCT6bfxGdY1Y2IhEIpFI9L/ud+qx+SkX6BOJRCKRSCT6GXRa2EycOJEHDx7osgmRSCQSiUQ/SCL5sa/sRKdDUUWLFmXOnDnExMTQuHFjGjdujJ2dnS6bFIlEIpFI9C/9TkNROi1smjRpQpMmTQgNDeXQoUO0adMGDw8PWrZsSY0aNXTZtEgkEolEou/0OxU2Op9j8/btW/bs2cPevXtxcXGhZs2aHD16lOHDh+u6aZFIJBKJRN9BHIr6Tm3atCE6OprGjRuzatUqnJycAE1PTqVKlXTSplqtZuL40bh7eNK+YxfS0tKYOW0yAY/8UalUFCpclOGjx2FoaKjd59qVyyycP5stO/bqLNPk8WPI4+FBu/eZZvlO5vGjh6hUKgoWLsKwUZpML54/o1uHP8nlnFu7/9SZc3FxdRM809xp43Fx86BF245MGTuE0HdvtevDQoMpXKwkE2Ys5Onjh6xYOIu01FRUKiUt/+pMtdoNBM3zIdP86T64uHnQrE0HlEoly+dP5+H92wCULFuRLr0GIZFIeHDnJmuXzSMzMxMDA0O69x9OXq9Cgua5fOYoR3ZvRCKRoG9gSLseQ3D1yM+OtYu5f/MyEokUh5zOdO43CnMLKyLDQ1i3eDpREWEYGhpRr3k7ylSqKWgmgCtnjnJ0zyZAgoGBIX/1HIKzqwebls3m2aN7ABT2Lk/rzn2RymTa/ZITE5gwoCOtuvSlVMXqgma6c+EEFw5sAyToGRjQuEt/bp8/TmDAxzl2CTGRmFnZMGjOWpLi49i+eCpxkeFIpFKa9RiKaz5h/37+Zw7w6NwhQIKFvSOVOwzE2NwSgKSYSPZMG0hLHz+MzCwAiAkJ4vyGBSjS05AgoUzzzuQu5C1opoqulpR3tUINRCdnsON+GEkZSibV9iA+LVO73dkXMdwJTsDRzID+f7gQ9clF7TbcCiFS4IvcVc5jxR9uVqhRE5WsYPOdUJIylPzhZkV5V0v0ZRLexKax+W4omSo1TuYGtCmWAwOZFDVwICCCgPBkQTMBlHOzYlh1d5qtuoUE6FLOmTIulqjUEByfxsJzgcSnZWIglzKoihvudiZIgNXX3nI1MFbwPB9U87JjarNClJt6lpH18lHS1Uq7zt7cgKjEdJovuYaztRHjGnphZaKPnkzCntshbLgSpLNcIg2dFjYDBgygXLlynzcql3PlyhXB2wt89ZKZ0ybj738fdw9PANauWoZSmcmWnftQq9WMHz2cdatX0LNPf9LS0li7ahk7tm3B3t5B8DwfMs3yncJD//t09+gLwLpVy1EqlWzasRe1Wo3PmBGsX7OSHr378eD+XWrVbcDo8RN1kgfgzetX+M2dxpNH/rh09QBg7JQ52vVPHz9k2tih9Bk8GrVazdQxQxg0aiLFS5UlMiKcfl1ak69AYXI6uwiW6e3rVyybP50nAf64uGkynT1xmOC3QSxauxO1WsWw3p24fO4UZSpWYebEEUyc5Yd73vzcuHKBuVPHsmzTPsHyhL4LYtvqhUxetBFLa1vu37zMwqkjaPJnV16/eMKkRRvR09Nn2+qFbF05nx5DJ7JizkS8ipRk2OSFpKYk4zuyF465XMidJ6+gubavWcTEhRu0uRZNHUGtxm1IjI9jit9W1GoV04b34MbFU5StUhvQFI0r5k4kJSVJsCwfRAa/4cjGpfSfuQpzKxue3LnGhlnjGL1sp3abmIhQlo3vR+u+owHYt3oebl5FqDamPSGBz1nrO5Jhizajb2D4tWb+XabXz7l/fBctfZZiYGzClR0rublvPZU7DODplVPc3L+B5LjoLPtc3LSY/BVr41WxNpFvXnBg1nA6z9+ZpTj8EbksDKjiYcPsc4GkZapoWMCOuvltOfcylhSFijnnX3+2j6u1EXfeJbDzQZggGb7E2dKQ6h7WTDujydW0kD0NC9gREJFMFXcr5px/TapCRdfSOanqYc3JZ9F08nbi0ONIHoQm4WhmwNDKLgw//AwhL3TsZGFA9/K5+XDh+dpednjamdBnx0MUKjVdyznTvUJuZp1+RbtSOUlVqPh76wPsTPVZ0LwgzyOSsxSEQsltbcyQ2nm1uaYfefoxs6Uh67uVYvTuhwBMaVaQ/XdD2XM7GFMDOVt7luZJaAI3dFh0/bd+p6EonRY2Dg4OTJkyhZSUFNRqNSqVinfv3rF582adtLdz2xYaNm6Kg6OjdlnxEqVwdHJCKtWMuuXL78Wrly8AuHblEqmpqYybMIXlfot0kmnX9q00aNyUHDk+ZipWwhunnDk/Zsr3MZP/vXsEB7+l81+tAejQpRtVqwt71H9ozzZq1muMnYPjZ+sUCgVzpo6je/9h2DnkICM9nb+69KB4qbIA2Nk7YG5pRVRkuKCFzeF9O6hetxG2Djm0y1QqJWlpqSgUGahVajIzFejr66Onp8e63ceRy/VQq9WEhbzDzNxCsCwAcj09ug4Yg6W1LQBunl7Ex0aTI2du2nTtj56evnb5qUO7AHj94gndh/gAYGRsgldRb25dOSdoYSPX06Nz/9Gf5arRoCU1GrZCKpUSHxtLSlISJmYfn5MD29bg7OpBWmqKYFk+kOnp0bzncMytbADI5Z6PpLgYMhUK5Hp6AOxeNos/GrTCyc0TpTKTJ7ev0qTrIACc3DyxdczFs3s3KFRGmJ5cO1dP/py6BplcTqYig+S4KMxsc5AcF03g3SvUGzCZ7eN7ZNlHpVaRnqwp/BRpqcjk+oJk+eBdfDrTTr9EpQa5VIKFoR4xKRm4WhuhVqvpXd4ZY30ZD0ISOfksGjWawsbGWI+Bf2j+106/iMY/VNji9G1cGhNOfsxlaSgnOkVBGWcLTj+PIUWhuV3Etnth2tvbTD8byIc7gNiZ6pGqUCHkHUEM5FJG1PBg+eUgRtbUHOgExaSy6sobFO8beh6RTMNCmgPSCm7WTD+leQ+NTMrg9tt4KnlYs+e+sAWhoZ4U3xaFmHXsGTNafN7DOKFxATZcDuJpmOZvtPd2CMceajIkpWfyNiYVJ0sjIDsWNr86gXB0WtgMGjSI6tWrc/v2bZo2bcqFCxfw9PTUWXvDR48D4MaNa9plZctX0H4fGhLM1s0bGD1O0xtSpVoNqlSrwe2bN3SWadiosQDcuv71TNu2bGDU+0xGRkbUrtuA5q3aEPjqJb26dSKHoxNeBQoKlqn3YM1R873bn//exw/txcbGjgqVNUMV+gYG1G7QTLv+yP5dpKWkkL9gEcHyAPQcOBKA+3c+ZqpepxGXz52iU/PaqJRKipUqS+kKlQGQy/WIjYlm4N9/khAfx3CfGYLmsXNwws5BM3SqVqvZsnI+JcpUIn/hEtptkhMT2Ld1NdXqaZ4f93wFuXjyEE3/+pvEhDge3LxM3oLFdJpr68oFFC/zh7aA2LF2CacP7cTV00vb9sM713jqf5ehkxcwY0xfQfMAWNs7Ym3vqM10aP0SvLwraDM9uXuN+OhIKtRtDkBKQjxqtRpTC0vtY1jY2BEfHSFoLplcTuDdK5xbPx+ZXI9SjTtgYmlDnT7jv7h9pbZ9ODBnJA9O7SU1IY6a3UcK1lvzgUoNhXKY0qpoDpQqNceeRuJhY8yzyGQOBESiJ5Xwd9lcpGWquPAqloxMFXeCE7jyOg57U336VMhNbMpb3sWnC56riKMpfxV3JFOl5tDFIHqUdcbMQEaf8s5YGMp5EZ3CvocR2u0BJtR0x8ZEj10PwgW9LVz/ym4cfhRBYPTHQvxx+MeCztRAxl/eOTn8SJPHzlSfyMSPvTNRSRnYmghbmAKMb+TFzlvveBaW+Nm6ip425LAwZPO1N9pl++6GaL+v4GFDUWcLxu99JHguIfxOPTY6nTysUqno378/f/zxBwUKFMDPz++XXdfmccAj/u7cnlZt/uKPylV/SYb/9DjgET26tKdl67ZUrFQFgOFjxtO8VRsA3PK4U6NWbS6eO/PTMu3bvpE/O/79xXU7Nq5m05qlTJixEAOBhgz+ydZ1yzG3sGLjvtOs3XWMpIQE9m7foF1vZW3D+t0nmOW3ngXTfQh+K/zYdXpaKot9RxEe8o4uA8Zol4eHvmPq8B7kLVCUGg1aAtB9iA8hbwIZ07stq+dPoVjpisjkujl2SE9LZYnvaMJD39K5/8dcrTr3Ycn2U9jaO7LBbwbREWFsW7WQ7kMnCv4h/Z8y0lLZPNeHqLBgWvQapl1+6dBOqjRpq21f/ZU7a0qkwudzK16ezvN34N2oHYfmjUGt+vLNKjMVGZxY7kvVzkPoMGsTjYfP4vzGRSTFRAqe6WFYEuOPv+D40yh6lHXm+pt49j6MQKlSk5ap4vzLWArnMANgt384V17HARCRlMG94EQKvl8ntAehSYw48pzDT6LoWyE3MqmE/PYmrL4RzIyzgZjoyWhYwD7LPhNOvmTCiZfUzGtDXltjQXI0KGiPSqXmxJMvP/eO5gbMblKAR2GJHHgYDny5t0El8B1cW5fOhVKlZt+dkC+ub1/ehdUXA7/Yc9WomCO+LQoxZNsDopKy301A4feaPKzTwsbIyIiMjAxcXV159OgR+vr6pKcLe6TxPU4cPUzfHl3pO2Awnbv1+PYOP8GJY0fo37MrffoPptP7TEqlkrUrl5Gc/HESnlqN9shX1148e4xSqaRw8awTJjMyMpjuM4Jzp44xb9kG8njm+yl5rl48Q816jdHT08PE1IxqdRry4O4tkpMSuXrhY7HnkdcLN4+8vH71XND2oyLCmDSkK1KpjFHT/TAx1XygBNy/xaTBXalYoz6d+43SHulkpKfz9+DxTFu6lUE+c0hNScbB0VnQTADREWFMGdoNqUzKSF9NrucB9wkL1hwpyuVyKtaoT9CLp9y4dJr09DTmjB/AuL7teP38MdvXLOLMkT2CZoqNDMdvbB8kUhk9fOZjZKJ5rpLi43jz/DFFylXRbmvyvqcmJenjUW98TCQWNsJd4yo+PITQ5w+1P+evWIuk6AjSvzLHKCb4NZkZ6bgWLQNADncvrJ1yE/7qiWCZbE30cLM20v58/U08VsZ6lHQ2x9HcIMu2SrUaCVDD0wYD2ce3aYlE+LvA25no4W7zMdfV13FYG+uhUKq4H5JIWqYKpRpuvE0gj7URMgmUzGnOh8+y6BQFTyOScbYU5mCnVn478tqb4NeqEJPr50dfJsWvVSGsjfUo6mTO/GYFOfU0koWfzEmKTMrA2uTj+6Stib7g82saF3eiYE4LdvYui1/74hjoydjZuyx2ZgZYGetROJc5J94XWp8aWicvfaq78/e621x7FSNoJtGX6bSwady4MT179qRKlSps2rSJbt26kSNHjm/vKKDTJ48ze8Y0Fi1bRZ16wp/J8984ffI4c2dMY+HSVdT+JJNMJuPi+bPs270D0AxTnT19QvA5Nl/jf+82RUuW/qxLctq4oaSkJDN32XocHHP+lCwA7p75uXT2BACZmQpuXD5P/gKFkUplLJgxgQD/ewAEBb7k3ZvX5PMqLFjbSYnxTBvRA+/yVekzcqp2UuvzgAcsnDKcHkMmUK95uyz77Nm0gtOHdwOaSb53rl3Au4KwvYNJifH4juxJyfJV6T3iY66A+7fYsmIeSmUmKpWKq+eO41W0JHWb/cWs1XuYvHgTkxdvwtXTi9Zd+mmHz4SQkpjAcp/+FCxTib8G+aBn8PFDOuipP84e+dE3/PjBKZPJyV+iLNdPHgAgNOglEe+CyFOgmGCZkuNjOLliOqmJ8QA8v3YW65wuGJqaf3F7C3snMlKTCXsRAEB8RAixoW+xze0uWCYzAzntSzphoq/pmSqZy5ywhHRymBpQJ58tEkBPKqGimxX3ghNQAwVzmFLW1RIAKyM5RRzNeBD6+TDIjzA3lNO5VE5trlLOFoQkpHP5dRzFc5qj935eTVEnU4JiU1GqoWEBO0rm0jyXFoZy8tqZ8DxKmPlb/Xc/osd2f3rveMi4w0/IUKroveMhOcwNGF/Xk1mnX7LrXta5M1cDY6n3vjfJ1kSfkrktuP6+p0sobZffoNniq7T0u0bvjXdJVyhp6XeNyMR0irtY8ig4gVRF1h7BkfXyUdLFkjZLr2vn3WRXUonkh76yE530k+/btw8AExMTqlatyoULF2jatCnGxsbo/aTehw+WLJyLGjVTJo7TLitarDgjRn95nP1n8Fs4DzVqpn6SqUixEgwfPY6J02YyY+pEDh/Yh1KlZNCwUbjlEe7N9Z+EvH2DQw6nLMsePbjL9cvnyenswpBenbTLu/QaQMkyFdClbn2HsnzBDHq2b4pUKqVoidI0b9sJuVyPMVPnsnLRLJTKTPT09Bk6bhq2Ap7ZdubwbqIjw7l99Ry3r57TLjczt0KtVrNj3WJ2rFsMaOa9DBg3izZd+7N8tg+XTh1GKpPRbdA4bOyEPdvuzOE9mlxXznH7ysdcQycvID4mmnF92yGVSPEsWJQWHfsI2vbXXDuxn7ioCB5dv8ij6xe1y//2mUtU6Dus7D4/mGnSbRC7l81k7uBOSIDW/cZgZGIqWCanvIUoUa8N+2cNRyqTYWJhQ50+Pl/d3sDYlDp9xnNp21KUCgVSmYzKHfpjYe/01X3+rcCYVE49j6Z3+dyo1GoS0jJZczOYxPRMmhV2YFhVN2QSCfdDErj2RlOQbb4TQosiOSjtbI5EImHfw3AiBB7KeBmdyvGnUQz8IzcqFcSnZbLi2jtiUhSY6MsYUdUNqUQzyXiPv6agWHH9Ha2L5qCmpw0qYO/DcN7EpQma6z+1L5VLe8p3l3KantCwhHQmHXvOhhvv6FfZjRVtCiOVSFh19Q2hCT9vdCC3tTHBsVl/fwdzA/4s40xIfBorOpXULt989U2WuTfZRTarTX6IRP21Ae8fkD9/fmxsbChXrtwXCxlfX99/9XgJaV8eF/+VhB6/FUJMkuJXR/hMpjL7/e0AYpOz33OVHV9T4Sm6/bD6b7yOT/3VET7zJvbnD7F/j3Qhz78WyIvQhF8d4TMh2TCT/+Sf01P/QW2/6z+0//HeZQRK8uN00mOzd+9ejhw5wuXLl8mfPz/16tWjfPny2tObRSKRSCQSiXRBJ4WNl5cXXl5eDBkyBH9/f44cOcLcuXMpVKgQ9evXp0yZ7FPZiUQikUj0v076Gw1F6fQ6NgCFCxemcOHC3Lp1i9mzZ3Pw4EHu3r2r62ZFIpFIJBJ9p9/pOjY6K2zUajU3b97k2LFjXLhwAS8vL9q3b0/VqtnjGjIikUgkEok0fqO6RjeFjY+PDxcvXqRAgQLUrVuXoUOHYmwszMWbRCKRSCQSCUvC71PZ6KSw2b59O5aWlgQEBBAQEMDcuXOzrD99+rQumhWJRCKRSPQ/TieFjVi4iEQikUj0/4c4efgbcub8eVenFYlEIpFI9GPEycMikUgkEol+G79RXfP/o7DJyMx+V69VZMMr6mbHK9cmpmX+6ghflK5U/uoIn0nIyH5XQ36TkP2u8vsoNPnbG/1kQZHZ8z5A6RnZ73UeEyPMPaWE9C4w4ldH+OV+xf2eZsyYQWxsLNOnT+fx48eMHTuWpKQkvL29mThxInK5nJCQEIYNG0Z0dDRubm7Mnj0bExOTf3xc8VLAIpFIJBKJfqqrV6+yd+9e7c/Dhg1j3LhxHD9+XHM/vh2am0FPnDiRtm3bcuzYMQoVKoSfn983H1ssbEQikUgk+h8nkfzY178RFxfHvHnz6NmzJwDBwcGkpaVRrFgxAJo1a8axY8dQKBTcvHmT2rVrZ1n+Lf8vhqJEIpFIJBLpzo9OHk5ISCAh4fObiZqbm2Nubp5l2fjx4xk0aBChoaEAREREYGdnp11vZ2dHeHg4sbGxmJqaIpfLsyz/FrGwEYlEIpHof9yPTrFZv349ixcv/mx537596devn/bnnTt34ujoSLly5dizZw+guVPB53kkX13+LWJhIxKJRCKR6Id07NiRpk2bfrb8P3trjhw5QmRkJI0bNyY+Pp6UlBQkEglRUVHabSIjI7G3t8fa2pqkpCSUSiUymUy7/FvEwkYkEolEov9xP3pW1JeGnL5k7dq12u/37NnDjRs38PX1pUGDBty+fZuSJUuyb98+KlWqhJ6eHt7e3hw5coSGDRtql3/zd/mh30QkEolEItH/e5If/PpRs2fPxtfXl7p165KamkqHDh0Azb0nd+zYQb169bh16xYDBw789u+i/tIglgD27NnDjBkztJOJ1Go1EomEx48f/+vHikrKftdCyY7XsUlOz37XrIhPyX7XZgFIzsh+r6nseB2bV3HZ75oj/iHidWy+l3gdm++THa9jE7vpr5/a3p8b7v3Q/ls7FBMkhxB0NhS1ZMkSNm7cSN68eXXVxBep1WqmThhDHndP2nboTFJiIr6TxxH0OhC1SkXdBo1p16kbAJcunGWKz2gccjhq9/dbtfGbF//5bzJNnzQWN3dP2rTrlGXduOEDsbGzY+CwMQC8ePaU+TOnkJSUhImJCV179qNEqTKC5vmQad608bjk8aD5nx2ZNnYoIcFvtOvDQ0MoVKwkPtMX8CbwJYtmTSY1VTMW2qnHAEqWKS9onkunj3Bo5yYkEtA3MKRj76HkyVsAgOSkRCYN7U6PweO0y2KjI1k2ZxLxMdGo1SoatupAxer1BM107ewxju/ZDBIJBgYGtOk+GFdPL+367SvnEx7ylv4+cwCIiQxn/cJpJMTFoFKpqN2sLeWr1xc0E8Dt8yc4u38rEokEPQMDmnYZgLNHfh5cPcfpPZvIVCiwsnPgz/5jMDGz0O6XqVCwZFw/ipSrTNXGfwqa6cHpAzw8dwgJEsztHanacSDG5pYAJMZEsnvqQFpP8MPofZ7Ae9c4vXo2pjYfx8ubjZiNvpGxYJmqelhTxd0aNRCZlMGGW8H8VcIJe1N97TY2Jvo8i0xmyeWPr31bEz3G1nBn3oXXBMWmCZbnU+XdrBhWw52mK28hAbqWy01pV0vUagiOS2PBuVfEp2ViYShnQJU8OFkYIJNKuBEUx6orb9DF0WhFd2tG1/aknt915FIJA6rmoUhOzdDC9dexLLv4GpUa8tgYs6RNEYLjPl68ceKRZ7yNFf5ijtW87JjarBDlpp5lZL18lHS10q6zNzcgKjGd5kuu4WxtxLiGXliZ6KMnk7DndggbrgQJnmdy2xI0KZ2b2OR0AJ6HJtJz6RVmdvSmbD7Na/nU/RB8tt5FpVZTIJclxyfUIjA8UfsYXRZf4kVo4hcf/1cS7xX1HRwcHH56UfM68CVzpk/hkf8D8rh7ArBy6SLs7B2YOnM+qakptGvZmGIlvClUpBj+9+/xZ/vOdOzSXWeZggJfMX/mVAIePsDtfaYPtm5Yw4N7d6has7Z22Zhh/enUrSd1GzYlOiqKgT07M3/ZWmxsbQXL9Ob1K5bO8+XpI39c8ngAMHrKbO36Z48fMm3cMHoPGgWA39xp1KzfhFr1m/Dy2RNG9u/GtkPnkMmFefmEvH3NllULmbp4E1Y2tty9cZl5k4azaNMh7t64zMZlc4kMD8myz/a1S/DIV5CWHXsSExXB0G4tKVS8NJbWwjxPYe+C2LV2MWPnr8PS2hb/W1dYOm0UM9buA+DmxVNcO3cct/eFFsCWZbMp7F2OGo3bkBAbw5geLclftBTWtt+e7Pa9IoLfcHCDH4Nnr8LcypbHt6+ybtZYOg2bwp5V8+nvuxRre0f2r13E0S0radFjqHbf/WsXER0eLFgWbabXz7l3fBetJyzFwNiEy9tXcn3feqp2GMCTK6e4sW8DyXHRWfYJexlAsTot8K7fRvA8ALmtDKmVz5ZJJ16QqlDRomgOGhdyYNnVt9ptXK2M6FnemS13QrXL5FIJXcvkQqbDd3knC0P+ruCindNQ28sOT3sT+mz3R6FS061cbrpXcGHW6Zf0rOjCm9gUJh17hp5MwvRGXtTysuP440hBM+W0NKRXJVftGSfNijliaaRHpw13kUpgUavCVM1ry+mnURR0MuP000hmn3opaIb/lNvamCG182o/cKcfeapd52RpyPpupRi9+yEAU5oVZP/dUPbcDsbUQM7WnqV5EprAjcBYQTOV9rSl65JL3Hj+caJr77r5sTEzoPzIQ0glEo6Mq0nTsrnZfTWI0nlt2XXlNYPW3BA0h+if6aywKViwIP3796dChQoYGBholzdp0kRXTbJ7x1bqN2qapQdm4LBRKN9fPj86KhJFRgYmpqYAPHxwD7lczvnTJzEwNKRHnwEUK+EtaKa9u7ZSt2ET7HPkyLL87q0b3Lh6mUbNWpKYqBmui4uLJTI8jFr1GgFgY2tLHg9Pbly7RN0GTQTLdHjvdmrWbYydfY7P1ikUCuZOHU/3/sOwc9CsV6lUJL3PmJqSjL6+/mf7/Qg9PX3+HjgWKxtNUZInrxdxsdFkKhQc37eNnkN9WDx9bJZ9VCoVKSlJqNVq0tPTkMpkSKTCTRmT6+nTod8obaHk4pGf+DhNpsiwYI7v2UyDNl14dOeadp/eY2bA+5Hd6MgwpDIZ+voGX3z8/z6XHq16j8DcSpMrl0d+EuNiuHHmCGWq18faXvPar9WqMymJH68pcevccVJTkvAqUU7QPAD2rp78NW0NMrmcTEUGyXFRmNnmIDk2msC7V2gwcDJbx/XIsk/Yi8dIZTJe3b6EXN+Ask074ZSvsGCZ3sSmMfbIM5RqTbFiZSQnKvnjUJ9MKqFz6ZxsvxdKbOrH5X+VcOLK6zjqedl96WF/mIFcysiaHiy/FMSoWpqDiqCYVFZeDkKh0rx2nkUm0aiQ5n/v8qtYHoVpju4VSjWvo1OwNxP2NWUglzK2Tl6WnH/NuLqag9Edd0LYfS8UNWBupIepgZyE97dHKeRkjpOFAcv+LALA5pvvuPgiRtBMhnpSfFsUYtaxZ8xoUeiz9RMaF2DD5SCehmmGAPfeDuHYwzAAktIzeRuTipOlESBcYaMvl1LExZq+9bxwszfjVXgiYzbfxu/oE1aceIpaDdZmBlgY6xOblAFAaU87XO1NOTVRc/A6/2AAh269/admfhnxJpjf4cNQyr1797Is12VhM2SE5sPv1o2PHzYSiQS5XM7EsSM4d/oElapWJ7eLGwDmFpbUqdeQytVqcP/ubUYO6cf6rXuwd/j8A/+/9WGI6fbNj5miIiNYNHc6sxYu58CendrllpZW5HDKyfHDB6jXqCkhwW95cO8OefMX+Oxxf0Sv9z0x925f/2zdiUN7sba1o3ylalm2Hz2wO/t2bCI+NobhE2YI1lsDYJfDCbscToBmiGzT8nmULFsJuZ4eI6ct+uI+rTv3YdKQ7ly/cJrE+Fj+6j4QC0trwTLZOjhi6+CozbRj9UKKlv6DzEwFq+dOpPPAsbx+/iTLPtL3hdWsUb15EfCAmk3aYGpu8dlj/whre0dt8aJWqzmwbjEFvSsQExGKgZExa6aPIiYiDEeXPDTupLl2RGjQSy4e2UXvSQvZs3KeoHk+kMnlvLpzhbPr5yOT69GkSQdMrGyo22f8F7c3NDUjX7nq5ClRgZDnDzmyaCJtJvhhai1cQaFUQzEnMzqUykmmUs3+h4HadRXdrIhLy+RucGKWZTIpXHwVq7PCZkAVNw4/Cicw+uM8k8fhH+fnmBrIaOedi0OPNBchu/TqY8HgbmtM1by2DN0XIGimoTXcOegfxquorHOXlCo13Su60LSoI0/Dk3gQrCmU0xRKTj2JYv+DMFysjZjfohDhCek8ixBu7tP4Rl7svPWOZ2GfD9lU9LQhh4Uhm699HD7cd/djj24FDxuKOlswfu8jwfIA5LAy4mJAGJN23ONFaCL96nuxeVBlKo89SqZSjU/rYnSrmZd7gTFcfaqZs5OSnsmuK69Zc/o5eZ3MOTimBm+jkrn/WthCUAi/UV3zfWdFpaWlceDAAdatW8fatWu1X//E19f3i1+/is+UGRw+fYmE+HjWrlyqyTh7AZWr1QCgaPGSFC5SjJvXr+o0R2amgkljhtF30AhsbD9/85w2exHnz5yg859NWbN8CeUqaD7gf5Z9OzbRpmM37c8Z6elMnzCCQaMmsWHPCWYsXsPiWVOIDA8TvO20tFQWTB1FeMg7/h409h+3XTJjHA1atsdv61FmrtzBwR0bePFE2DcygPS0VJbPGENE6Ds69hvF+oXTqNagBTld3L+6zzBfP2ZvOMijuze4fOqQ4Jk+5Nowx4eo0GBa9R6OUqkk4NYVWvQYyuDZqzGztGbH0pmkJiexZeFU/uw3BgNDI51k+SBPifJ0XbCDUo3acXDuGNSqr0+wr9tnPHlKVADAybMQjh4FeBtwV/BM90ISGbz/CQcDIhhYyVV79kbNvDYcDvg4nJPb0pDK7tZsuh3y5QcSQMNCDihV6q8OIzmaGzCnaUEehiZywD/r1VVLOlvg28iLJRde8ypKuMm3TYrkQKlSc+TRlyfPrrgURIOl1wlLSGNwdc1rft6ZV+x/oPn/D4pJ5dyzKCq4C3dQ0bp0LpQqNfvufPlv0b68C6svBqL6wkSjRsUc8W1RiCHbHhD1vtdEKG8ik2k1+5x2fsyiw49xdTAjt51mTubE7fdw67GTN5FJzOlcGoCh626y5vRzAJ6FJLDv+hvqlsgpaC6hSCSSH/rKTr7rsHvIkCGEhoaSN2/e7/4FqlWr9sVtT58+/e8S/qDrVy6RxzMvdnb2GBubUKN2Pc6fOUliYgJ7dm6jQ+e/tTnVarSXbtaVpwGPCA0JZsn8WQDEREehUqnISM9g+NiJqNQqps5epM0xfEBPyleqotNMH7x89gSlUknhYh+H44ICX5CelkbpCpprB+QvWAQXtzw8DfDXDlUJISoijNnjB+OU25WxM5eib2D41W0T4uN4+ug+Y2ZobobmmDM3hUuU5on/HTzyFxQsU3REGIsnD8PR2ZWhUxeTlJjA8/9j766jo7j+Po6/V+LuCSEJIQkEd3d3d5cWKe7u7u4UKFCKFHd3CMEhWIBAgAhx9+zu80foQgr9QcsszUPvqyfnJHdndj5Nlt3v3HvnzqN7vA1+zakDO0lOiCclOZGlU4YxeMoibl05S6ES5TA0NsHMwooS5avyKsCfSrUbS5YJICYijA2zx+CQ241+U5eiZ2CAhbUNTq55MbeyAaBsjYasnjIE/7vXSUlKZNuSaVn7Robx9P5N0pKTqd/hB0nyxIaFkBwfTS6vrCGDAlXqcmHrctKSEzE0/Xhdi7TkRPzOHaZUw3Yf/NvTIFcoJMkDYGeqj4WhkufvioDLL2PoXDIXxvoKrI31kMtkPI1438NQIY8lRnpyxtTMC4CloZIfy7mw+/5b7oVIM9Gzjrcdhko5q9sVQSmXoa/I+n78oSe4WBkxvq4Xu+6EsPtuaLb9WhVzpF1JZ2affMadoI+XrP8a9QvZY6CU83OnYugp5Nrvl5x7QWxyBkGxqajUGo4/CmdwjbzIZdCxTG723AklJePdFVcyGZkq6aYzNyuRC0M9Bb/3K4+eQobBu+/7bb1DpkpNkdzmDPnt7kf7jaifjzqF7On1yy3tEJWUCrlYUtjVip1X3vf8yYDcNiboKeQEvE0gU6Xht0svmNe1DHKZjKFNCrL2pD+J74bxZGQNKeZE/7nJw0+fPuXEiRParvYvsXXrVu33mZmZnDp1ivR0aSvoL3H29AkunDvNyHGTycjI4OzpE5QpVwFjYxP27tqOq1seatSqy9Mnj3n00I/xU2bqNE+hosX5/fBp7c+b1q0iLi5GO2S1cNZU2nTsSvVadXlw/y4vA55Tqmx5nWb6g9/dmxQrWTZbQerk7EJyUgKP/O5SsEhxQoPf8ObVSzzyeUt23MT4OKaP6EPVuo1p1bnXZ7c3M7fAxtYe30tnqVi9LvFxsTz2u0P1es0ky5SUEMf8sf2oWLsRTd8VANYGhizYfEi7zZXTR7h15az2qqjzR/fyNvg1jdp2Jzkpkbu+F2ncvqdkmQCSE+JZNWkgpWs0oF7bHtr2ouWrc2jLKmq37oKJmQV+vhdx8fSmeKWaFK/0flhx+/JZOLq6S3pVVHJcNCfXzaHd5JUYmVnw9No5rJ3dPlnUAOgZGvHg7CGsHHLjUboyEa+eE/7Sn1o9h0uWydJQSa/yLkw7+ZzEdBXlXS0Jjk8lKV1FeTdLnoRn/+DbefctO+++74Wc3SgfP/u+kfSqqEG7H2i/dzAzYF2Hovy004+CjqZMbpCPWSefcfN1XLZ9WhVzpEkRRwbtecDb+DTJsvyh7/b72u8dzQ3Y1KUEP267R9dyuSnoaMb4g49Ra7KKsttv4lBroFJea9Iz1ey6HYKDmQHVvGwY+sH/29fquPb9RNtclobsG1CBNquyhvJrFrDjYXA8KRnZewPHNMxPMRcL2q/2JUZHS0yoNRrmdC2Fz9NwXkck8UNtLx69iaWitz1lPG3puOgCao2GNhXdufjoLWqNhvolc5OaoWLlsSe42JjQpKwrzWad/vzBhK/yRYWNjY0NmZmZf2vSqLNz9u62H3/8kZYtW9KvX7+/l/ArDRg6kvmzptGlXXNkyKhSvSZtO3RBLpczZ9FyFs+bxYa1K1EoFEybvQBLK6vPP6kODR83mfkzp7D559UYGRkzY/5SjCS8BPZ/CQl6jYNTrmxtpmbmjJ+5mHXL5pGeno5SoWTAiAk4ObtIdtzTh/cQGfGWm1fOcfPKOW37uLmrMHt3yfCHZDIZw6csZPOqBezb9jNyuZxm7brjXaSEZJnOH91HdGQYd3wucMfngrZ9+IzlfzlvpseQiWxdOZcpAzsDUKVuM0pWqC5ZJoCrJ/YTExnOA99LPPC9pG3vO2UxVRu1YdXEQWg0aqzsHGnbb7Skx/4rufIVpnSj9uyfNwqZQoGJpQ0NB0z+y+3lcgUNB07m4rZVXD+wFZlCQd2+47SXgkvhWWQyRx5HMKKGO2q1htjUTFa9u6TbwUyfqKScs2ZQ17K5tZd8//Bubvfb+DRmnnhGt3IuJKapmNzg/RWmF59HsV2HQ2YAv90IZmB1dzZ0KYFGo8EvOJ51l7Mun55x7CnDanvQoJA9cpmM5edf8ipa+ku9P8XV2pjgPxWbDuYGdCjnQkhcKuu6l9K2b/N5nW3uzdd6HBTH6C032TGsOnK5jJDoZH5ceZmw2FRmdynFpVkN0Wjgmn8403beBaD36iss6lGWjlU9kMtljNt6i6ch0va6SSWnDSd9jf+5QN8f82hu375NeHg4tWrVQu+D+R49evT4q125ceOG9nuNRsOzZ8/47bffOHLkyN8OKRbo+zJigb4vJxbo+zJigb4vIxbo+3Jigb4v860X6Ou5w++r9t/YXrqrGr/W/+yxefr0KQCmpqaYmpry8uXL/7V5NsuWLdNWgDKZDCsrK+bMmfMVUQVBEARB0IWvvVdUTvI/C5s/rmI6ffo0tWvXzvbY/v37P7nP2LFZlxLnzp1b26ZQKHB1dSVPnjxfEVUQBEEQBOF/+5+FzdmzZ8nMzGTevHloNBr+GLXKzMxk8eLFn1yTpmzZsh+1aTQa/P39GTJkCBs2bJAmuSAIgiAIkviOOmz+d2Hz+PFjrl27RlRUFFu2bHm/k1LJDz98+lLRFi1a/OXzNWok/X1zBEEQBEH4Ot/T5OH/Wdj079+f/v37s23bNjp1+ucTmSIiIjh9+rTkN5cUBEEQBOHrfUd1zZdd7t2yZUv27dtHXFwcH15E9b+uivrQq1evuH//PvPmzftnKQVBEARB0Jn/zOThPwwdOpTw8PC/tfLwh0qXLk3p0tLeXFIQBEEQBOHPvqiwefHiBUePHtX57QYEQRAEQfj2vqMOmy8rbBwdpbsnkCAIgiAIOct/ZvLwH/Lly0fXrl2pUqUKhobvb074pXNsvpaUN1iTSmpGzlt5ODUj560ymhNXaIacucpvWLL09wL6Wv4R0t0rSSqhMd9m+f6/Izwi562GDBCvg/tLfa3woJy3yq/q2c1/O8InfNuVh7/8TpA53xcVNklJSbi5ufH69Wtd5xEEQRAE4Rv7z/XY/LECcXBwMJmZmbi5uek0lCAIgiAIwj/xRYXNq1ev6NevH+Hh4ajVaqysrFi7di0eHh66zicIgiAIgo7Jv58Omy8bVps2bRo//vgjN27c4NatW/z0009MnTpV19kEQRAEQfgG5LKv+8pJvqiwiYqKynarhFatWhETE6OzUIIgCIIgfDsymeyrvnKSLypsVCoVsbGx2p+jo6N1lUcQBEEQBOEf+6I5Np07d6Zdu3Y0aNAAgGPHjtGtWzedBhMEQRAE4dvIacNJX+OLCpt27dphYmLCyZMnkclkdO3albJly+o6myAIgiAI30AOG036Kl9U2MyZM4dff/0VU1NTAHx9fVmxYgU+Pj4fbbt///7/+VzNmzf/2yH/Do1Gw5xpE3D38KR95+wLCE4YNRhbO3uGjBwPQGREOHOmTSA6KhK1RkPHrj2p26CJTjItnDmJPHk9ad2xGzPGDyck6I328behwRQpXoqp85YR/OYVi2ZNJiE+DkMjI0ZOnImLm7tOMq2YNwXXPB40a9eVhPg41i2ZTeDzpxgYGlKzflMatmwPgN+dG2xevRiVWoWZuQU9+48gj0c+SfNcOXuMY3t+RSaToW9gSOc+w3Fx92TrmgU8fXAXgKKlK9Ku5wDkCgXxcTGsWzCVqPBQZHI5PQaOxatgUUkz3bpwknMHtiOTydAzMKBFz8G4eHpz3+c8Z/b+SmZGBlZ2DnQYNB4TMwvtfpkZGaycOJCiFapRo1kHSTMB3D61nztnDiNDhqWDE/V6DsXIzJxz29bw0u8WapWKMg1bU6JW1ms59IU/Z39dRUZaKmq1mnKN21GoUm1JM1XLa0UVdys0aIhMymDb7VAS01VUcbeiYh5L9BUyXseksu1OKJnq9wtuGunJGVPDnf0PwrkTkiBppj+Uz2PJsBp5abvptrbNRF/BnKbeLD3/kueRyQDksTaiXxU3DJUKNGjYcj2YW2/idJKphrct01sUovLsCwDUKmDHD1XyoK+UExqbyoR9D4lLycTUQMGZkVUIfJcRYP7xZ9wMlH6OY53CDizoWJRi406hr5AzqWVBKnrakJSWyZlH4Sw98YwP7oFM5Xy2jGniTeOFlyXPAjCrS2laVMhDTGI6AM9C4ui25IL28TndyuDhaE6buWcAMDFQsrpfJbydLZHLZWw594xlhx5KmqmQZy4WjW6DuakhKrWGgTO2c/dJEDMGNaV+lcKo1RoCXoczYOYOImMSsbUyZcX49uR1sUOplHP80kPGLz2Q7WbSOcV/7iaYJ0+e5NKlS1hZWX12W19f3//5uC4Lm8CXASyZN5NHD+7j7uGZ7bHftmzk/t3b1KxTX9u2ftVSChQuyg99BhARHkaXtk0oVaYCNra2kmV6HfiClQtn8eShH3nyZmWaMHOh9nH/xw+YOX4EA4aPA2Du1LG0aNuZGnUbcsPnMtPHDWPtr3slnZwV9Ool65fO4eljP1y7Z12y/8uqhRgaGbNk0++o1WrmThyOvVMuChQpwfzJIxkxZR5FS5Yl6PVL5k4YzqKfd6Cnry9JntCgV+zcsJxpy7dgaW3LvRtXWDZzNPWatSchLpaZq7ej0aiZObIPvpdOU6F6PbasnE/+wsVp0m4JrwKesmjKMOat343BBytjf43w4Ncc2rKKYQt+xtzKlse3fPhl/gS6j5zB3p+XMGj2aqztnTiwaTnHfltP6z4jtPse2LScqLBgSXL82duXT7l+dDc9Zq7FwNiEc7+t5fKezdi75iXmbTA9Z68nPTWZX6cOxjGPF45587N/2VQa/DiCPIVLkhAdweYJ/XDy8MbaMbckmVwsDanlac2ssy9JzVTTorA9TQra8Sg8ieoeViy8EEhKhpofyjpTw9OaU0+jtPt2K5ULQz3drXmay9yAnuVdsp2NlnaxoFdFV+zNsr9+h9fMy7abwVwLjMXNyoj5zQvQcfOdbIWYFFytjRha10vb9V8wlxljGuan24abhMSmMqKeFwNqeTDzsD9Fcltw+1UsP229K2mGP8tja8zYpt7aD7d+tT1wtjKi/vxLZKjUzGxTmM6V3Nh6+RUGenL61/aka2U3QmN1tzJ1ufz2dF9yAd+nER891rJCHtpX8eDGs/ePDW5amJR0FWVHHMDMSI8bC5tz+dFbbgdEfbT/P2FkqMehVf35ado2Tlx+ROPqRdg0sxtLtp6hRAFXKnSYS3pGJjMHN2POsBb8OHEr84a35PGLt7Qf8TMG+koOrx5Al6bl2HLgmiSZpPSfW3k4T548mJubf9ET/rGY379h/+4dNGjSHAdHp2ztt29e57rPZZq1bEtCQry2XaVWkZSYgEajIS01FYVCiVzigcZDe3ZQp1Ez7BycPnosIyODhTMm0mfwSOwcHImMCCPoVSDVamcVX2UqVGb5gpk8f/oEr/wFJMt0bP8uatRviq3D+3uABTx9wo+DRqFQKFAoFJQqXxmfi2ewtLbF2MSUoiWzhh5zu7pjZGKC/6P7FC4uzR3blXp69Bw8DkvrrILS3asAcTFR1G7ShtpN2yKXy4mLiSE5KRFTMwtUqkzu3bhM1/4jAXDzyIdjLhf8bvlQulINyTK17Tcac6usTLk9vUmIjeb62aOUq9UIa/usv2fdtj1I/uA1dfP8CVKSEylQsoIkOf7M0T0fveb/gkKpJDM9nYSYSCztHHl68wrFajRErlBgaGKGd/nqPLxyBjuXvFRq3oU8hUsCYGZth5GZOQnRkZIVNm9iU5lyKgC1BpRyGZaGSqKSMyjnYsGZZ9Ekv7v9yI67b1F88O+rfn5bguPTMFDq5i3VQClneM28/OzzhpG18mrbmxRxYPH5F4yslX0drsF7HvJHDeNobkBSugq1xGfWhnpyZrYsxMITz5jdqhAAjYo6sv9OCCHvioQ1519gYawHQHEXC8yN9NjUsxRGegr23Arm95vSFs2GenIWdSrOzAOPWdK5OACFc1tw+E4I6ZlZf7tTfmH0qpGXrZdfUTW/Hcb6CkbvuM+Q+tL23P5BXymnWB4bBjcpjLuDGS/C4hn9yw2CopLI72zBkKaFmbP7LrWKOWv3UchlmBnqoZDLMNRTIJejzS+F2uUL8DIokhOXHwFw+LwfgcFRmBgZMG7JPtIzMgG4/eg1fdpVBeDgufv43A0AIC09k4fPQ3B1spYsk/BpX1TYdOnShc6dO1OuXLlsd/geMGDAX+5Ts2bNT/YynDlz5h/E/DJ/DDHdvvG+1ygyIpzli2azYNk6Du7dlW373v2GMLB3N86fOUlsTAz9hozAytpG0kz93/XE3L15/aPHThzeh7WtHZWq1QIgIiwMa1s75PL3b/S29vZEhodJWtj0GjwaAL877zN5FSjMhVNH8S5cjIyMDK5dPINCqSRXbldSU5K5e8OH4mUq8PzJQ94EBhATFSlZHjuHXNg55AKyhsh+W7+UEuWqoNTLenPftWklpw/9jrtXAfIVKk5CXBwatQZzi/c9iFa29kRHSncPGmt7J23xotFoOPjLCgqVrkR0eCgGRsZsnDOW6PC3OLnlpVn3gQCEvgrg0tHd9Ju2jL3rF0uW5c8USiXPbl7h+IZFKPT0qNyqG09vXsHcxk67jZm1LRFvXqDU16do9Qba9rtnj5CelkIuT+leTwBqDRR1MqVTCScy1RoOX3pFn/IumBko6F/RBQtDJc+jktn/IOtv5G1vgpetMSuuvGZQZVdJs/yhfxU3jj+OIDAqOVv75KNP//L/AWB9+yLYmxmw/uprJO6sYUJjb3bfCuZZWKK2zc3GmKdhiSxuX5RcloY8D09kwfFnAGSqNVz0j2T9xZfYmhqwvntJIhPTOPdEun9/M9sUYbvPa558MBR493UsjYo7cezeWzJUapqWzIW9uQEApx6EcepBGOU8dPcB7WRlzIUHoUz+7RbPQuMZ3KQQO0fVpN7kY6wfUIW+qy5TIm/2nvXFB/w4PqUBz9e2xcxIn3UnHvPglXRDdl5u9oRFxbN6ckeK5MtNXEIy45fsx/f+S+02lmZGjO3dgJ93Zw3P7T9zV/tYsfy5adegNPV+XCpZJil9RyNRX9b7tHz5ckxNTUlISCAmJkb79b9s3bqVLVu2sGXLFjZu3EiHDh1o1aqVJKG/VGZmBlPHj2Tg0DHY2Np99PiMSWPo0KUHe4+eY8vOA2zfspHHD/2+Wb59O7fSoVsv7c8azafPLuQK3XcSdv9pKDIZjOjdiXmTRlCsdDmUSj2MTUwZM2MRe3/bxLAf23P+5BGKlCijLTqklJaawsrZ4wgPeUPPweO17W179GfVrtPYOjixeeXcv/49yaX/PaWlprBl4WQiQ4Np228UKpWKRzev0rrPCIYt2ICZpTW7Vs8jJSmR35bNpMPA8RgYGkme48+8Sldi4Oo9VGrRld/njf3k70Quy/77uHZoB1f2bqHV0Ono6RtInul+aCKjjz7jyJNIBlRyRSGX4W1vwobrwcw99xITPQVNCtpjZaSkZWF7Nt8MRlczDRoWtEOl0XDK/+8XAL12+NF7x31aF3eiaC4zyTK1LeOMSq3hwJ3QbO1KuYxq+WyZcfgJ7ddeJzIxnUlNswrP9RcDWXvhJWoNhCeksftmMDW97SXL1LmiKyq1ht+vB2VrX3s2gGdvE9kzuCJb+5bjdmAsGd/wZsSvIhJpNec0z0KzekOXHnqIu4MZK/tWYs3xxzx6E/vRPot+KM+Z+yHk7b2TQgN2U6e4M83KSXf7H6VSQb1Khdi45wqVO81j9Y4L7FveD329rJN999y2nNowlKt3X7Bm58Vs+9auUIBDq/szbO7v3H+qm2HqryWXyb7qKyf5oh6blJQU1q9f/7ee2NnZOdvPP/74Iy1btqRfv35/63m+xpNHDwkNCWLlknkAREdFolKrSU9Lo/eAofjdu82ilT8DkNvVjdJlK3Dvzk0KFCqi82zPnz5GpVJRtMT74Rw7BydioqPQaDTa3q6oiHDs7Bx0nic5KZEuvQdjZp41CXbf9l9wcnZBrVZjaGTMtMXrtNsO6t4KJ2cXSY8fFf6WxVOHk8slD2PmrELfwJCnD+9hbmGFY25XlEollWs34tfVCzG3zOqpSUqIx8Qsa4g0Jioca1vp3vABYiLC2DB7DA653eg3dSl6BgZYWNvg5JoXc6usnr2yNRqyesoQ/O9eJyUpkW1LpmXtGxnG0/s3SUtOpn6HH6TLFBZMUmwMufMXBqBItXqc3LSU3N5FSIx9v75UYnQUptZZxXxmRjpH180nKvg1nScvxcLO8ZPP/U/ZmehhbqgkICrrrts+gbF0KO5IaHwa90ISSH03HHD9TTwNvW2JdTZHXyGnf8Wsnho7U32aF9bDRF/B5cBYSTLVzm+LgVLOslaFUCpk6Cuyvp9y7CnRyR/f2V0pl1HR3YpLAdFogLCEdO4Gx+Nha8x9iSY1Ny3uhKGegp19y6JUyDFQZn0fk5TO1YBoot5Nkj14J5R13bKGDtuXzc15/wjexmXdpVsmgwy1dMMrrcrmxlBPweHhldFTyLTf91x/g5/Pv2T2oScANCruRGDkt7uDeSFXK4q4WbHj0gttm7mxPi3K58ErlwUDGhXCylQfc2N99oypTas5p2lazo1yww+g0UBYbAr7rr2iaiFHDvi+kiRTaEQc/oFh3HiQ9XyHz/uxalJH3HPb4GBjzta5PVn8y2mWbM0+KjGoc02G96hDt7G/cM7XX5IsupDDapOv8kWFjZeXF0+ePMHb2/uLn/jGjRva7zUaDc+ePSMtLe3vJ/wKhYsWZ/fh9y+yTetWEhcXy5CR49FoNNjZO3Dh7Elq1W1IbGwM9+7comHTlt8km9+dWxQrWTbbcJ2dvQNOzrm5cOY41Ws34KbvFeQyOXk8vHSe5+ShPSQnJdFr8Ghio6M4fWQfQyfMQiaTMXPMIEbPWIRn/oJcPX8KhVKJW17pMiUmxDFrdF8q125Mi04/atsf37tJgP8DBk+aj0wmx+fcCQoUK4VCoaRYmYqcO7aPxm278frlM0Jev8S7aCnJMiUnxLNq0kBK12hAvbbvr64rWr46h7asonbrLpiYWeDnexEXT2+KV6pJ8Uo1tdttXz4LR1d3ya+KSoyN5tDKWXSfuQZjMwseXT2Lbe485CtdGb8LJ/AsUYH01BQe+56jbvfBABxYPh2NWk2nSUvQ10Fvkrmhkh5lnJl99iVJ6SrKuFgQEp/G1cBYSjqbcyUwlgy1hmK5THkVk8KZ59Gcef6+CBtc2ZWLL2IkvSpq2L7H2u/tTfVZ2bYwg/b89RUymWoNncs4I5PBhefRWBvrUTSXGYcfhEmWqfP6m9rvc1kasrtfOdqtuU7VfLYMq+vJzxdfEpeSSc0CdjwMyeqpKOFqiZuNMXOPPcXcSEnzErmYd+zTQ2n/RIslV7XfO1sZcXxUFRovvEz78i7ULGhP7423MNZX8EM1d9afe/E/nklaGo2G+T3K4fMknFcRifSqmx+fJ2HUmXRMu02nap40L++mvSrq3osoWlV0Z9EBP4wNlNQu5szaE4//6hB/28krD5kzrAUlCrhw5/EbKpX0QKMBK3Njdi7qRdcxmzh1NfvxBnWuSZ+2VajWdQGBwdJMYhY+74sKm/DwcFq3bo2zszP6H1wJc+jQob/cZ9myZdoPbZlMhpWVFXPmzPnKuNKRyWTMWrCcpQtms2XDWmRyOZ26/0ixEtJ9OP4vwUGvcXDK9VH72KlzWTJ3Gtt/WY++vgHjZizQyRDLn7Xs2IOlsycypGdbNBoNbbv1wdM7a3LjkAkzWbNwBhkZGVjZ2DJ62kJJr9I6e2QvURFh3PY5z22f89r2EdOXEhsTxYT+nZHL5HgVKkab7v0B6Np/FBuXzmLcTx2QIaP3iCkYm5hKlunqif3ERIbzwPcSD3wvadv7TllM1UZtWDVxEBqNGis7R9r2Gy3ZcT/HJX8RKjTtyI6ZI5Ar5Jha2tBiyBTMbeyJDQ9h0/g+qDIzKF6jMa4FihH09AEBd65h5Zib36YP0T5PtXY/4l60jCSZAqJSOOEfyZAqrqjVEJeaybprQUQnZ2Cir2B0DXfksqxJxnv93kpyTF2YefI5P1V2o1UxJ9QaDRuvvdFeCq5LF59G4mBuwIYepZDJZITGpjD1YNYH5Jyj/kxo4s2efuVQKuTsuP6Gay90v/L779eDKO5myfFRVVDIZOy49oZj97/d3+7Rm1hGbPLl99G1UMhlBEcn02Ppxf+5T6+Vl1n0Qzk6VmuOWq1hj89Ldl6SrhgLi0qg7bB1LB3bDmMjfdLSM+kwfD0T+jZChozpg5oxfVAzAF4FR9F59EYm9WtEXEIKOxa+n3Kw99Qd5m04IVkuqXxPC/TJNF9wQf316x9PfAU+uUjf2LFjP2pTKBS4urrSoUMHzMz+/pj127iPu47/bSkZqn87wkeS0jL/7QgfSUzNeZkAIlO+be/hlwhLznmZbgd/u+GHL/UqPPHzG31jQaHxn9/oXxAfn/NeU+FB0k3yl4rq2c3Pb/SNpdxZ8U2PN+3U86/af1Idz89v9I18UY/N31ll+FPbajQa/P39GTJkCBs2bPjydIIgCIIg6Nx/bo7N3/HhXcD/rFGjRlIfThAEQRCEr/Q9DUVJXth8SkREBKdPn8bExORbHE4QBEEQhP+ob1LYvHr1ivv37zNv3rxvcThBEARBEP4GGd9Pl803KWxKly5N6dLSLL8vCIIgCIK0xFCUIAiCIAjfDVHYCIIgCILw3ZBybbJ/2/d0p3JBEARBEP7jRI+NIAiCIPzHiaEoQfhC6SrpbtgnpQz1t7tT8ZfSy4HvLGYGin87wkf0lTmvo/nz67f/OzLSct6q7aqMHLgauYFYiuQ7GokShY0gCIIg/NfJv6PKJued+giCIAiCIPxDosdGEARBEP7jcuBI+D8mChtBEARB+I/7jkaiRGEjCIIgCP91cnFLhc+rW7cuKpVK+7NMJsPQ0JC8efMyevRonJ2ddXVoQRAEQRD+BtFj8wWqVq1K7ty5ad26NQAHDx7Ez8+PmjVrMn78eH755RddHVoQBEEQhP8onV0VdevWLbp3746pqSmmpqZ07NgRf39/6tSpQ1xcnK4OKwiCIAjC3ySXfd1XTqKzHhu5XM6lS5eoUqUKAJcuXUJfX5/IyEgyM3W3QJNGo2HOtAm4e3jSvnOPbI9NGDUYWzt7howcD0BkRDhzpk0gOioStUZDx649qdugiU4yLZw5iTx5PWndsRszxg8nJOiN9vG3ocEUKV6KqfOWEfzmFYtmTSYhPg5DIyNGTpyJi5u7TjKtmDcF1zweNGvXlYT4ONYtmU3g86cYGBpSs35TGrZsD4DfnRtsXr0YlVqFmbkFPfuPII9HPknzXDt3nBN7t4FMhoGBAe17DyOPVwHt4zvXLyEs5A2DJi8EICEuhq0r5xIeGoRapaJI6Yq06t4fuVy6Wv3OxZNcOLgDGTL0DAxo2nMQty+c4OWj+9pt4qMjMLOyYcjCTUSGBrF//SKS4uNQZWZQulYjqjZpJ1meP/hdPs21I7vgXa66Xftj7+LOyS0rCXx4F31DQ7xKVqBqy67I5HLCXr/g+MalpKelIpNB9bY/4Fm8rKSZAi4d5uWVoyCTYWLrRMm2AzAws9Q+fm3jLIwsrCnWqi/pKYlcXjEu2/5xoa8o3LQHXtWbS5oLoKybBYOqutN5610AWhVzpJqnDQo5XHwezc47oQC4Whkyu4k3b+PTtPsuPPeCkLi0Tz3tV6nhbcuMFoWoNPsCALUK2PFj1TzoK+SExKUyYe9D4lIy2fxDKQz13i+SmMfWmL23Qph77KmkeSa2LESjErmITc5a0O9FWCL9Nt5kQD0vWpV1QamQsfd6EIuP+gPgncuM/SOqEhiRpH2Ofhtu8iI8UbJMc7qXo2VFd6ITs37/z4Lj6LLwLFcWNMdIX0F6ZtbinzsvPmfxfj9c7UxZ3rcSrvZmJKVksHj/ffZcfSlZHoBCHo4sGt4UcxNDVGoNA+fs5Y5/MCO71aBTg5IoFXK2n7jDzJ9PA2BooGT2gEaUL+qGiZE+mw5cZ/G2i5Jmksq3XMdm6dKlnDhxAplMRuvWrenRowdXr15l9uzZpKWl0aBBA4YOHQrA48ePmTBhAomJiZQuXZqpU6eiVP7v0kVnhc3s2bMZM2YMI0aMAMDNzY3Zs2ezc+dOevbsqZNjBr4MYMm8mTx6cB93D89sj/22ZSP3796mZp362rb1q5ZSoHBRfugzgIjwMLq0bUKpMhWwsbWVLNPrwBesXDiLJw/9yJM3K9OEmQu1j/s/fsDM8SMYMDzrjX7u1LG0aNuZGnUbcsPnMtPHDWPtr3slvUFZ0KuXrF86h6eP/XDt7gHAL6sWYmhkzJJNv6NWq5k7cTj2TrkoUKQE8yePZMSUeRQtWZag1y+ZO2E4i37egZ6+viR53ga9YvemFUxY8guW1rb43bzK6lljmbtpPwA3Lp3m2vkTuOcrqN1n589LcXJxp9+4OWSkp7F40hCunjlC5TrSFKYRwa85unU1A+f9jLmVDU9uX2Pr/ImMXfO7dpvo8FDWThpI2wFZf7vfV86hVI36lK3VmNSkRFaM7UOuPF54FikpSSaAqJA3nNm+jh9mrMbMyobnd33Zs2QKRavWJy4yjN5z1qNQKjm6YTE3Tx+kTN3mHFw1m6qtu5O/dCXC37xk85RBDFu7F4VST5JMMW+e8/zcPmqOXIaekQl+Bzbw6NivlGg7AICnZ/YQ9eIhuUtkneToG5lSc+Qy7f4BFw8RfP8KHlUaS5LnQ07mBnQrm1s7f6BkbnMquFsx8sBj1BoNk+p58SY2lasvY/C2N+VSQDRrrryWPMeHXK2NGFbXS3uWWzCXGWMb5afrzzcJiU1lRH0vBtbyYMZhf7ptuKXdr1p+WwbX9mTl2QDJM5Vyt6b/xpvcehmjbatRyJ5GJXLRcO4F1GoNvw6owLO3CRy+HUKpvNbsvxHEmO33JM/yh/Le9nRdeJZr/uHaNmMDJXkdzXDp9iuZquzLPf88uBoX/EJpNv0EpoZ6HJ/ekKchcfgFRkuSx8hAj0NLf+Cnmbs54eNP4yoF2TS1PaOXHqZlzSJU7L4MlVrDoSU/8KRWOHvO3Gdm/4ZYmRtRqcdyTI0MuP7rYK7cDeT6Q92+xv6Jb1XXXL9+nWvXrnHw4EEyMzNp2LAhFSpUYNy4cWzduhUnJyf69OnDhQsXqFatGiNHjmTGjBkUL16ccePGsWvXLjp27Pg/j6Gzoah8+fKxd+9eTp48yZkzZ9i1axceHh7079+fFi1a6OSY+3fvoEGT5tSoXS9b++2b17nuc5lmLdtma1epVSQlJqDRaEhLTUWhUCKXuE/t0J4d1GnUjCo16370WEZGBgtnTKTP4JHYOTgSGRFG0KtAqtXOKr7KVKhMamoqz58+kTTTsf27qFG/KRWr19G2BTx9QrU6DVEoFOjp6VGqfGV8Lp4hNPgNxiamFC2ZdYaf29UdIxMT/D/otfhaSj19ug4ci6V1VkHp5ulNXGwUmRkZhL4J5MTebTRun70YLlG+GjUbZ83f0tM3wNk1L1HhbyXLpNDTo1XfUZhb2QCQ2yM/ibHRZGa8X6J+75r5VG7cllzuXgCUqdWQ4pVrA2BoYoqNozOxkdJl+iNXox+HYfYul5N7PhJjYwh94U/B8jVQ6usjk8vJV7oST65nnRn+MHMN+UpVBCAmLAQDY1NkEvZsWbl4Umf8WvSMTFBlpJMaF42+iTkAEc/uE/bkNu4VG3xy38SIEPxP7aJ0p2HIFdKeZ+krZAyu5s4vvkHatnJ5LLkUEE1appoMlYazz6Ko5mENQH4HU3JbGjK3qTdzm3pTzs1S0jwAhnpyZrUqxIITz7RtjYo6su92CCGxqQCsOfeCTVdeZdvP3EjJhMbeTNj3kMQ0FVLSV8op5GJBn9qenBhbnbU/liGXlRH1izmx/2YwKekq0jLV7Lr2mpZlcgNZhZCXoxmHRlbl0Miq1C/mJHmmYu42DGleFN9FLdg+qhYutiaU9rIjKSWTfRPqcWNJS+b1KIehflaPVom8tmw9m9WTlZiawcUHoTQtl0eyTLXLefEyOIoTPlm9VocvPaLzhG00rV6YXSfvkpyaQVp6JluO3KR9/RIAdKhfgmnrT6FWa4hPSqVev3X4vwr/X4f518hlsq/6+lJly5Zly5YtKJVKoqKiUKlUxMfH4+bmhouLC0qlkiZNmnD8+HGCg4NJTU2lePHiALRs2ZLjx49/9hg667Hp0qXLJ3sZtmzZoqtDaoeYbt/w1bZFRoSzfNFsFixbx8G9u7Jt37vfEAb27sb5MyeJjYmh35ARWFnbSJqp/7uemLs3r3/02InD+7C2taNStVoARISFYW1rl204xdbensjwMLzyF/ho/3+q1+DRAPjdeZ/Jq0BhLpw6infhYmRkZHDt4hkUSiW5cruSmpLM3Rs+FC9TgedPHvImMICYqEjJ8tg6OGHrkPXGqNFo2LVhGcXKViEzM4MNi6bSY8gEAp9lL+5KVaqh/f51gD++F08yYtZKyTJZ2zthbf8+0+HNKylQuhJKvaxeDv8714iLiqBSg1bafUrXaKj93v+OL6/8H9Lqp9GSZQKwtHPE0s5Rm+v0tjXkK1kBezcPHl07T4FyVVEolTy8epbE2KwzVblCgUajYeXQLsRFhFGnaz/kcmnvASVXKAnx8+HOzuXIlXpUadCJlLgo7u9bT6U+U3np8+k3o0dHt5K3SmOMrewlzQPQt7IbJ59EEBidom2zNdHnfkiC9ueopHRsTLJ6HtMyVVwKiObEk0icLQyZ3igfEYnpvIhKlizTxCbe7L4ZzLOw90M2bjbGPAtLZEmHouSyNOR5WCLzjz/Ltl/Pym5cfhbJow+yS8XBwpCrTyOZc+AxL8IT6VPbkw19yhKVkM4V//f/zkNjUnG0NAIgJV3F/ptBbL0UiKeDKbuGVCI4Ohm/N9LMn3SyNua8XygTt97gWUgcQ5sXYdfYOszceZsLD0IYsu4q6ZlqfhlanemdyzBy4zVuPAuna618zNhxG1tzQ+qVdOHqY+lOLLxc7QiLSmT1uNYU8XIiLjGF8SuOktvegvM3nmu3Cw6Pw9neAjsrE8yMDahZxpPV41phYWrE1sM3WbnrimSZcpL4+Hji4+M/ajc3N8fc3Dxbm56eHsuWLWPjxo3Ur1+f8PBw7OzstI/b29sTFhb2UbudnR1hYWGfzaKzwmbgwIHa7zMzMzlz5sxH/3O6lpmZwdTxIxk4dAw2tnYfPT5j0hg6dOlB89btCXr9isE/9aBQ4WIUKFTkm+Tbt3Mrg0ZN0v6s0Xz6hpFyhe7vfNH9p6FsXrOYEb07YWVjS7HS5Xjy4D7GJqaMmbGI3zasYsvapRQsWpIiJcpoP+CllJaawqYl04mODGfIlMVsXjaLmo1b4+zm8VFh84cHt6+xYeFUOvQehmteaef9AKSnpvD7ytnERkXQc/w8bfvlw79TrXlH5IqPC4Rb549zZMsqOg2fqu3x0UWuQ2vnEx8VTofRc9AzMODczo38MnkghiZmFCxfnfDXL7Tby2Qy+i/eSmx4KFumDcXO2Y08hUpImilXkQrkKlKBlz4nuLJmIkaWdhRt8SOGFtaf3D45JoLwJ3co0W7gJx//GvUL2KFWZ/XI2Jm+HzL91MmW+t0dLNddfT/vLTgulasvYijjaiFZYdO2jDMqtYb9d0LJZWmobVcqZFTLb0uvzXeITkpnaB1PJjUtwNAdWb2i+ko5rUo5037txydHUngTlUy3Vde0P689/ZzB9fMRnZj+0bZ//K7G73zfY/s8LJHDt0OoU9RRssLmVXgiLWac0P68eL8fY9qUwC8wmsPX3w/jzNt9lx2jazNy4zV6LbvA3B7lubGkJYFhCRy7+RpjA+k+4pRKOfUq5qd+/3XcePiGxlUKsm9RT/wDP+6BUavU6CkVKJUK8jrbUL//euysTDixqg+v38Zw6OIjyXJJ5WuHojZv3syKFSs+ah8wYEC2euAPgwYNolevXvTt25fAwMBP5JGh+cTdZb9kWobOCpuyZbNPTqxYsSJt2rRh8ODBujrkR548ekhoSBArl2R9IEVHRaJSq0lPS6P3gKH43bvNopU/A5Db1Y3SZStw787Nb1LYPH/6GJVKRdESpbVtdg5OxERHodFotH+8qIhw7OwcdJ4nOSmRLr0HY2ZuAcC+7b/g5OyCWq3G0MiYaYvXabcd1L0VTs4ukh4/KvwtK6aPxMklDyNmriAxIZ5nj+7xNvg1pw7sJDkhnpTkRJZOGcbgKYsAOLl/O8d3b6XXyKkUlHgyLEBsRBi/zB2LvbMbvScvQc/AAIDEuFheP3tMl5Ezsm2v0Wg4smUVD65d4MeJC7VDVFKLiwxj18KJ2OZypfOEhejpG5AYG025hq2p3akPAI98zmHl6IwqM4MnNy5TsFw1ZHI5lvZOuBcuydvA55IVNokRIaQmxGCbtxAAecrV5u7vq0hPSsBv/wYAUhNi0KjVqDLSKdl+EAAh967gVLQ8eobGkuT4UA0vGwyUchY2L4BSLkNfkfX9i6hkrIzeF+XWxnpEJaUjl0GLoo4ceRROasa7EwwZqCS8bXez4k4Y6inY2bcsego5Bu++j0lO5+rzaKLeFRIH7oSyvvv7eVmVPW3wf5tIcEyqZFk+5J3LnIK5zdl7/f2QnUwmIzg6BXtzA22bo6UhoTGpyGXQv24+Np5/QVJa5rvt+WjOy9co7GZNkTzWbL/wvidEJoOKBRzJbZvIlUdvtTkzVFl/L0N9Jb2XXyT5XaalfSrxNDhWskyhEQn4v4rgxsOsAvjwpUesGtcKtVqDo62ZdrtcduYEh8cREZNEekYmvx2/jUajITw6kWOXH1OuiFuOLGy+9vS5W7dun5xm8ucOjYCAANLT0ylQoABGRkbUrVuX48ePo/jgJDE8PBx7e3scHByIjHzfaxgREYG9/ed7d3XWFRASEqL9Cg4O5vz588TGxurqcJ9UuGhxdh8+w4Zte9iwbQ9NW7alZp36jJowDQsLS+zsHbhw9iQAsbEx3LtziwKFin6TbH53blGsZNls1aedvQNOzrm5cCar2/6m7xXkMjl5PHTzAfmhk4f2sGPTGgBio6M4fWQfVWrVRyaTMXPMIJ77Z/1DvHr+FAqlEre80mVKSohj/th+lKhYnd6jpqNvYIi1rT0LNh9i8rItTF62haadeuFZsFi2oub8kT2MXbBeJ0VNckI8aycPonC5qnQcOllb1AC88vfDxdMbfUOjbPsc2rSMwMf3GDBnnc6KmpTEeLbOGE7+0pVpMXACevpZuZ7evsqxjUvQaDSkp6bge2wPhSvWQqHU48Lvm3jocw6AhJhIAh/dxbWAdK/z1PgYbmyZT1pi1tn6m1sXMHdypcmcXdQcuYyaI5fhXrEBuUtU0RY1AJEBD7DzKiZZjg+NPviEIXsfMXz/Y2acfE66Ss3w/Y/xDYylqoc1Bko5SrmMGl62+L6KRa2BMq6W1M2fNc/LzlSfCnms8HkZK1mmTutv0mqVL+3WXGfAtrukZahot+Y6268FUSWfDRZGWeeZtQra8TD4fZd+qTyW+L6QZgLsp2g0Gqa2KYKLTVaB2bVKHh4Hx3HyfigtyrhgpK9AXymnTXkXTtwPRa2BOkUd6VTZDQBnayMaFM/F0TshkmVSazQs/LECbvamAPSuX4AHgTGYGuoxp3tZDPUVyOUyBjUtzO4rWVc+TWxfkt71s4bsPXOZ06SsKwd8AiXLdNLnCW6OVpTIn7W4bKXi7mg0sGLnZdrVK4GxoR76egq6NCrNwYsPychUcfTyYzo1KAWAiZE+Nct6cetR0P86zL9GJpN91Ze5uTm5c+f+6OvPhU1QUBATJkwgPT2d9PR0zpw5Q/v27Xn58iWvXr1CpVJx+PBhqlatirOzMwYGBty6lTWJfv/+/VStWvWz/y8667Hp3Lmz9nu5XI6VlZXOrob6J2QyGbMWLGfpgtls2bAWmVxOp+4/UqxEqW9y/OCg1zg45fqofezUuSyZO43tv6xHX9+AcTMWSHoJ819p2bEHS2dPZEjPtmg0Gtp264Ond9YZ+JAJM1mzcAYZGRlY2dgyetpCSa/SOn90H9GRYdzxucAdnwva9uEzlmP6rgfpQ5kZGRz4dR3GJqasmjVW2166Uk0atesuSaZrJw8QGxnOQ99LPPS9pG3/cfIiIkODtPNc/hAbGY7P8X1Y2jqwYfpwbXulRq2yzb35WrdOHyI+Mhz/m1fwv/l+rL7DmDmEPH/CutE/olGrKV6jIQXKZb0BtB4yheO/LMfn8C5kchm1OvYmV978kmWy9ShE/jptubRyHHK5AkMLa8r3HP/Z/RIjQjC2ln5uzf9y800cbtZGzG3qjVIu48brWM4/zyoalpx/SZ9KrtTwskUug43X3hAcp5tekg9deBqJvYUBG3uUQiaTERqXwpQDj7WPu9oY8yjk8/MK/in/0AQm7fJjU99yyOUyQmNSGLDpFiExKXg7m3NoVFX0FXJO3n/Lbt+s3opBv9xiVvtitCnnilwuY+puP56HSXep96PXMQz72Yc94+uikMsJjkyi26KzBEUl4e5ohs/CFijlMi48CGXWztsAjNt8nQ1DqtOphheZKjW9l18kKCrpM0f6cmHRibQdvYWlo5pjbKhPWkYmHcZu5eq9QAp5OHJp40D09RQcvviIbUezMvWbvYcFQ5tye/swFHI5O0/eZd85P8ky/X9UrVo17t27R/PmzVEoFNStW5dGjRphbW3NwIEDSUtLo1q1atSvn3URzYIFC5gwYQJJSUkULFiQrl27fvYYMs2nBrEklJGRwcmTJ9mxYwcPHjzgzp07f/s53sZlfH6jbywlQ9orE6TwR7dwThKd9PE4fU4QlZrzciWk57zX+aPwlM9v9I09DZV+Au3XCngd+29H+KToSOmKDalEhkT82xE+Fvrs89t8YynX5n7T4225+ebzG/0PXUtLOz3ha+isx+bNmzfs3LmTffv2ERcXR9++fVm6dKmuDicIgiAIwj/0LRfo0zXJxzhOnTrFDz/8QJs2bYiLi2PevHnY29szYMAArK0/fXWEIAiCIAj/HtlXfuUkkvfYDBw4kPr167Nz507c3LIml0k5H0MQBEEQBGl9Tx/Tkhc2Bw8eZN++fXTs2BFnZ2caNWqESpXz5qMIgiAIgvD9kXwoKl++fIwePZqLFy/Su3dvrl+/TmRkJL179+bChQuffwJBEARBEL6pr73cOyfR2eRhhUJB7dq1qV27NtHR0Rw4cICFCxdSrVo1XR1SEARBEIR/QPeLinw73+T/xdramh49enDw4MFvcThBEARBEP4G0WMjCIIgCMJ3I2eVJl/ne+p9EgRBEAThP0702AiCIAjCf1xOG076Gv8vChulIuf9wvXUOS+TviLndcBZGOp9fqN/gSIH/iM2+uDutjlFgkXOW6ohPdPk347w/4aHq+W/HeEjL+3NPr/RNxbhZPtvR/jX5bxPj3/u/0VhIwiCIAiC7nxPPTbfU5EmCIIgCMJ/nOixEQRBEIT/uO+nv0YUNoIgCILwn/cdjUTpvrDJzMzE398fhUJB/vz5v6txPEEQBEH4Hsi/oz4bnRY2V65cYfTo0djb26NWq4mPj2fJkiUULVpUl4cVBEEQBOFv+J76HHRa2MyePZuff/4Zb29vAPz8/Jg8eTJ79+7V5WEFQRAEQfiP0mlho6+vry1qAIoUKaLLwwGg0WiYOWU8eT286Ni1B4kJCcyePpFXgS/RqNU0aNyMzt1/BCA+LpZF82YR+DKAtNQ0uv3Qm/qNmuok07zpE3H38KRtp+4AtKxfDVs7e+02bTt1p3b9RkRGhDN/xiSioyLRaNS069yTOg0a6yTTkjmTcXP3pGX7rqhUKtYumcODe7cAKFW+Mj1/Gppt6PBtaDBDe3Vk2oJVeHkXkjTPxdNHOfT7VkCGgaEhPfqNwCN/Qfb+tpGLp4+gUqmoUqsBbbr0RiaTERjwlA3L5pCcnIiRsSntu/9E4RJlJM3kc+4Yx/ZsQyaToW9gSMc+w3DJ48m2tQt5+vAuAEVKVaBtjwGkpiQzd2y/bPsHvQqgbY8B1GvRUdJcNy6c4Oz+35DJZOgZGNLqhyG4enozf0RPMtLTUSqz/lmXqlqXWs07EhUeyq4184mJCEPf0IhazTtQolItSTPdO3MAv3OHQSbDws6JWt2HYmxuCUBCdDi7Zgyh49TVGJlZABD20p+L29eQkZaKRq2mVMO2eFeQNlPlPJZUzGOFBohKSmfXvbckpquYVs+TuNRM7XbnnkdzOzgeJzMDBlVxIzIpXfvYlpshRHzws1TKulkwqKo7nbfeBaBVMUeqedqgkMPF59HsvBOabXsTfQXzmxVg640gfAJjJc+TUzNVz2/L9BYFqTLnIgC1CtjRs7Ib+ko5obGpTNz/iLiUTBzMDZjctAA2JnrI5TK2XH3NoXtvJc8zsWVhGpfMRWxSBgAB4Qn023CTAfXy0bqcC0q5jL03glh05AkADhaGLOxSAntzQ+QyWHXqGXuvB0meSwoyMRT1ZYoWLcr48eNp27YtCoWCI0eO4OzszI0bNwAoU0baD6LAlwEsnDODh373yevhBcD61cuxs3dg5rwlpKQk07lNM4qXLE3hosWZMWU8edzzMmXmPMLD3tK1XQtKli6LvYOjZJlevXzBsgUzefzAD3cPTwDevHqJqZk567b+/tH2G1Yvw7tQEXr07k9EeBg92jejVNnyWNtIt4DUm8AXrFkyhyeP/HBzz8p07uQRgt+8Yvmm39Fo1Izs150r509TuUYdANLT0lg0YzyZmRmS5fhDyJtAfl2/lLmrtmFlY8tt38ssmDqSXoPHcu3iaeas/BW5Qs7MMQPJ7XaaitXqMH/ycFp37kWN+k2JjY5k8vDeTF24DktraX5PoUGv2LVxBZOXbsbS2pb7N66yctYY6jRtR0JcDNNX/oZGo2bOqL5cv3yG8tXqMnX5Vu3+pw/t4uaVc9Rq0laSPH8IC37Nwc2rGLFgAxbWtjy85cOGeeMYt2wbUW9DmPnLYRTK7P+sty2biVfhEvw0aRGpKcmsmDQQ+1yuOLt7SZIpPPAZt4/voePU1RgYm3Bp5zqu7dtMzW6DeXzlFNf2byUpNkq7vUaj4cjK6dTuMQzXQiVJiI5gx9T+OOb1xtLBWZJMuS0MqO5pw4LzL0nNVNOkoB0NvG05HxBDcoaahRcCP9onj7URt4Pi+f2+9B+IH3IyN6Bb2dzarv+Suc2p4G7FyAOPUWs0TKrnxZvYVK6+jNHuM6haHkz0dbeAY07M5GptxNC6nsjfZSroZMboBvnotuEWoXGpDK/nyYCaHsw84s/Yhvm4/CyS33yDsDbR48DACvi+iCE8IU3STKXzWtNv401uvYjWttUs5EDjkrloMOc8arWGbQMr8jQ0F4dvhzC6aUHuBsaw4PATHC0MOT+5FpeeRBARL20uKYihqC8UEBAAwIIFC7K1L1u2DJlMxpYtWyQ93p5d22nUtAUOjk7atiEjx6JSZa2eGhUZQUZ6OiampsTHxXLD14dps7Ky2Ts4sm7zdszNLSTNdGDPDuo3bo69w/tMD/3uoZDLGdbvB+LjYqlasw6duvdCoVCgVqtJSkxAo9GQlpqKQqGQfML1kf27qNWgKbYfFHBqtYrU1BQyMtLRqDVkZmagr6+vfXzNktnUqt+UXb/+LGkWAKWePn2HTcTqXfHmka8gsTFRXLt4hso162NoZARAjXpNuHT6KIWLlyEyIoxqdRoBYGlti5u7F3dv+FC9XhNJMunp6dF90DhtoZTHy5u4mChqNW5DrSZtkcvlxMXEkJyUgKmpebZ9w0LecHjnJiYu2qTtPZGKUk+P9v1GY/Eul6uHNwmx0bx4fB99QyPWzhxJfEwU+YqWpnGnPugbGPDmhT+dBo0HwNDIGK/CJbnve1GywsY+jxddZ29EoVSSmZFOUkwU5nYOJMZE8eKOD02HTGfbxN7a7VWZGZRr2hnXQiUBMLO2w9DUgoToCMkKm6C4NGadCUCtAaVchoWhHtHJ6eSxNkKj0dCvogvG+gruhyRw6mkUGrIKGxtjPYZUcQPgzPMo/EITJcnzB32FjMHV3PnFN4gh1d0BKJfHkksB0aRlqgE4+yyKah7W2iKiTXFHXkWnYKSnmyIiJ2YyVMqZ0aIgi048Z1arggA0LOrI/juhhMalArD2/EssjLJWNh+6w0/7wexoYYhKrSEtU9pVs/WVcgq5WNC3tidutiYERiQxZbcf9Ys5sf9GECnpWcfb6fOalmVdOHw7BIVchtm7jEb6CjLVGtRqjaS5pCImD3+hrVu3fn4jCQ0fPQGAm9evadtkMhlKpZKpE0Zz/sxJqtaohaubO/6PH2Jra8eObZu5dvUS6ekZdOzSHVe3PJJmGjRiHAC3b/hq21SZmZQqW4HeA4eRnpbKuGEDMDExoVX7LvzYbxBD+nTn4tlTxMbE0HfQcKysbSTN1HfIGADu3b6ubatVvylXzp+me6t6qFUqipcpT9lK1QA4cXgvmZmZ1GvSUieFjb1jLuwdcwFZZ/Ob1y6mdIWqxERHUqx0ee121nb2REeGY25hib1jLs6fOkzN+s0ICw3i8YO7uHt5/9Uh/jZbh1zYOrzPtOPnpRQvWwWlXtab1O+/rOTs4d3k8fTGq1DxbPvu3bqGWo3bYGMvXc/fH2zsnbCxd9Lm2vfLcgqXrkxmRgZeRUrSptcwFEolW5ZM4/Cva2j5w2DcvArie/YoDdr1JCk+lke3fcjrLe0EfoVSScDtq5z5ZTEKpR7lW3TF1MqGRgMmfbStUk+fQlXra39+cP4oGWkpOHkUkDSTWgOFHU1pW8wRlVrDcf8IPG2MeRqRxMFHEejJZfQqn5vUTDUXX8SQnqnmdnA8VwNjsTfVp38lV2KS3xAUJ93Zdd/Kbpx8EkFgdIq2zdZEn/shCdqfo5LSsTHJOqko5mxGQUczpp94xpQG+STLkdMzjW/szZ5bITwNe19YutkY8SwsicXtipDL0pBn4UksPPEMAA2g0cD6biUo7mrBrz5viEvJ/Itn/2ccLAy56h/B7P2PeBGeSN/anmzsW47IhDQu+0dotwuNScHJMutkbM6Bh+wZVoVGJXJhY2bA9D0PiEqUfmhTCt9Tj41OVx4ODg6mR48e1K1bl4iICLp27UpQ0L8zvjh5xlyOnLlMfFwcm9avJjMzk5DgIExMTFmzcRvTZs9n2cK5PHn8UOdZGjVvzYDhY9DX18fUzJzWHbpw+cJZAGZNHku7zj3YdfgMG7fvY8evm3jy0E/nmbb/shZzCyu27j/Dpt3HSYyPZ9/OLTx/+pjjB3fTb/h4nWdITUlh8fQxhAW/oe+wiWjU6o+2kcuzzhBHT1uE78UzDO/Vjp2b11KyXCWUSunvS5WWmsLqOeMJDw2ix6Bx2vY23fuzfMcpbB2c2LpqnrY9OiKMB7d9qd20neRZ/pzrlwUTiQwNon3/0RQpW5kugydiaGyCnr4BdVt14b5v1ryEzgPHExYUyNyh3di+cg6FSlVEoYPflUfJivRe9jvlmnVm/8Jxn/z7/dnNIzu5dmArTQZNRalvIHmmB28TmXTiOSf8I+lT3gXf13HsexCOSq0hNVPNhYAYijhm3btoj18YV9/NFQlPTOducAKFHKW7r1H9Anao1RrOPovK1v6pHlm1RoOtiR7dy7qw9MJLdHWSnxMztSntjEqt4cDd7HN6lHI5VfPZMOOwP+3X3iAqMZ2JTbKfzPTafIe6C69QwcOapsWdkNKbqGS6rrrGi/CsYmvN6ee42Zog/8TvSqXJ+uUs71Ga1aeeUXrcCWpOO0O/ul4Ud7OUNJfwMZ0WNpMmTeKHH37A2NgYW1tbGjduzOjRo3V5yI/4Xr1MREQ4AMbGJtSu15CnTx5pJ+42bNIcgNwubhQtXpLHD3RfRJw6doiAZ0+1P2vQoFQoiYuN4cG9OzRq1iork6sbpcqU5/7dWzrP5HPpLHUaNkNPTw8TUzNq1m/C/Ts3OXfiMMlJSYzq351BP7QjOjKChTPG43vlvKTHjwx/y8QhPZEr5ExesAYTUzNs7R2JiY7UbhMdGYH1u7+bWq1m1PRFLFy/k0FjphMTFYmjc25JM0WFv2XmiF7I5XJGzVqJsakZzx7d423wawCUSiWVajXiVYC/dp+bV85SskI1jIx1d6PG6Ii3LBnbF5lcwYBpyzE2MePBjcs8fzehGbLOXv+Ya5OenkbHAeMYs2QLvcbNJTUlGVsnaYZ8AGLDggl5+kD7c8Eq9UiICic1+a+HcTIz0jm+ZjZPfc/Rdvxi7Fw9JMsDYGuih7u1kfZn39dxWBnrUcrFHCfz7AWUSqNBBtT2ssHggxvJymSgkvDTu4aXDZ52JixsXoAJdT3RV8hZ2LwAUUnpWBm9LzStjfWISkqnorsVBko5E+t5sbB5ATxsjelaNjd1vaWbb5cTMzUt7kQhZzN29CnDik7FMFAq2NEnaz6mT0A0UUnpaIADd0Mpmjtr6kDtAnYYv5vvE5OcwbknkRRwMpUsE0ABZ3NalXXJ1iaTQXB0MvYWhto2R0tD3sakYGWiTxkPG3678gqAlxFJXHwcQTmvnHnDTZns675yEp0WNjExMVSuXBnIOgNo27YtiYnSjll/ztnTJ9i0bhUajYb09HTOnj5ByTLlyOWcm/zeBTl6+AAA0VGR+N2/i3dBaa/2+ZSXAc/5Zf1KVCoVaampHPh9B9Vr18PcwhJbewcunDsFQFxsDH53b+FdSPdXk3l4eXP53EkAMjMzuH7lAt4Fi9Br4EjWbjvAsg07WbZhJ9a2dgyfMJNylapLduzE+DgmD+9N2co1GDJ+NvoGWW8SpStW4/KZ46SmpJCRns6Fk4coUzHruOuWzOLGu+LK/+E93gQGUKREOekyJcQxd+xPlKpYnb6jZ2gzPb53ix3rl6BSZaJWq7l2/gQFipbS7uf/4A4Fi5WWLMefJSXEs3ziQIqWr0b34VPRN8j6kI6NiuDA5pWkp6WhVqk4d2gHJSrVBODYzg1cOb4PgPCQ1/hdv0Sx8tWkyxQXzbG1s0lJiAPA3+csNs5uGP1p7tGHjq2eSXpqMm3GL8HcVvohOzMDJV1K5dJObi2V25y38Wk4mhpQP78tMkBPLqOyuxV3g+PRAIUcTSmfxxIAKyMlRZ3MuB+a8JfH+LtGH3zCkL2PGL7/MTNOPiddpWb4/sf4BsZS1cMaA6UcpVxGDS9bfF/FcvBBOP1+f8Dw/Y8Zvv8xAZHJbLkexMknkZ8/2P/jTF1+vkmb1ddpv/YGA7bdIy1TRfu1N9h+/Q2VvWywMMoq2GsVsONhSDwArUs7075s1omNqYGC6vltuf7BRGcpqNUaprYtgouNMQBdq7rzODieE/ff0qJMboz0Fegr5bSt4Mrxe6HEJKUTGpNCoxJZQ9pWJvqU87LhjsS5pCL7yv9yEp3OsTE0NOTt27fabs2bN29mm5D6LQwYOpL5s6bRpV1zZMioUr0mbTt0AWDWgqUsmjuD/Xt2olFr6NHrJwp8gyKi6499Wb5gNj92aoUqM5OqterQsFkrZDIZM+YvY/nC2fy6cR1yuYwOXX+gaPFSn3/Sr/TjgBGsXTqXvl1aIJfLKVayLK06dtf5cQFOHtpNZPhbrl8+z/XL57Xtk+avomzlGowb2I3MjAxKV6ymnTDce8g41i6awe9b12NoZMzIKQu0k4ylcO7oXqIiwrjtc4HbPhe07cOmLSEuJpLJA7sgk8nxKliUVt3eX+YdFvJGOwdGF66c2EdMZBh+vhfxezfUBNB/6lKiwkJYMKInKrUKr8IlqN+2BwDNuvbn16XTuX7+OHKFgo4DxmFl6yBZJud8RSjTuD175o1ELldgYmlDo4FT/nL7kGcPeXn3GpYOufl91lBte6U2P+BWWJqi8GV0CqefRdGvoitqjYb41Ew23ggmIS2TlkUcGFnDHYVMxr2QeK69zirItt0OoXVRR8q6mCOTydj/IIzwbzAf4uabONysjZjb1BulXMaN17Gcfx79+R3/Y5kuPo3CwdyQn7uXRC6TERqbytSDjwGYfOAxExrnZ2ffsgDsux3COQmLLQD/0AQm7brPpp/Ko5DLCI1Jof/Gm4TEpOCdy5zDo6qhr5Rz4n4ou33fANBjzTWmty3K4Ab50Wg0rDzxlOsBUZ850r9DnrNqk68i02g0Opui7efnx4QJE3j9+jWurq7ExcWxdOlSihUr9reeJzJR2klgUkjNkHbGvRSS03Jepj+uFMhpEtNy3msqIT3nZQqITfq3I3wkICr1347wkcCInPd7yqleBsX92xE+EhEW/29H+EjQqubf9HhnvrIQrCXhcOTX0tlQ1Llz57C0tGT37t38+OOPWFhY0KxZMwoV0v1QjyAIgiAIX+57GorSSWGzYcMGVqxYQVpaGgEBAaxfv54mTZqQmprK3LlzdXFIQRAEQRD+oe9p8rBO5tgcOHCAnTt3YmRkxIIFC6hZsyZt2rRBo9HQsGFDXRxSEARBEIR/KKf1unwNnfTYyGQyjN5N5PT19aVKlSradkEQBEEQcha57Ou+chKd9NgoFAri4+NJTk7m8ePHVKpUCchasE/qJeYFQRAEQRD+oJMqo3fv3jRv3pzMzExat26Nvb09R48eZfHixfTv318XhxQEQRAE4R/6noaidFLY1K9fnxIlShATE4O3d9aS1yYmJsyYMYNy5aRbRE0QBEEQhK/3Pc0U0dm4kIODAw4O7xcBq1ZNupVOBUEQBEGQzndU1+h25WFBEARBEHK+T93M8/8rnd4rShAEQRAE4Vv6f9FjY6DMefVXTixuJbwRsWRUurtjx1cxyYEvfaU8573OnUxz3m0e9BQ57x+ffg58jwJITlf/2xE+os6B7wk58f38W/uefgU5791dEARBEIRv6zuqbERhIwiCIAj/cd/T5d45s/9UEARBEAThHxA9NoIgCILwH/c9zTMShY0gCIIg/Md9R3WNKGwEQRAE4T/vO6psdDrHZuDAgR+1devWTZeHFARBEAThb5J95X85iU56bPr378+TJ08ICwujVq1a2vbMzEycnJx0cUgtjUbD1Enj8PD0oku3ngAkxMfTq2cXJk2dScFChQF46v+EObOmkZiQgKmpKT/1H0yZcuV1lmnmlPHk9fCiY9ceJCYkMGvaRF4FvkSjVtOgSTO6dP8RgFs3fFm5ZCGZmRkYGBgydNRYChYuqpNM82dMxD2vJ206dQfg4J4dHDu4l7S0NPJ5F2TYuKno6+sT/OY1y+bPIDY2hsyMDOo3aUGbjtIXqBqNhmVzpuDm7kHz9l1JiI9jzeJZvHz+FENDI2o2aErjlu2z7XP66H6uXTrHhNlLJc8DcOn0UQ7+vhUZMgwMDenebwQe+QsCkJSYwJRhveg7fJK2DSAw4Cmzxw1k7c4TOsl05ewxju7ZikwmQ9/AkM59hpPH05tdm1Zw78YVZDI5Ds4u9Bg4FnMLKyLCQvhlxRwiw99iaGhEw1adKVe1jqSZ7lw8ycVDO5EBegaGNOkxkNsXThL4+J52m/joSMysbBi8YKO2LSUxgeVjetOgcx+KlK8ubaZTB7h39jDIwNI+F3V7DsHQ1Jzzv60l8MFNNCo1pRu0pljNxu+yxHP215VEBb8mMyON8k06UrBSbUkzBVw6zMsrR0Emw8TWiZJtB2BgZql9/NrGWRhZWFOsVV/SUxK5vGJctv3jQl9RuGkPvKo3lzRXFXdLKrtboQGiktLZfuctiekqZjXwJDb1/VpGZ59FczMonlzmBrQt5oChnoK0DBWHH0fyLDJZ0kwA5dwsGVzNnY5b7gDQupgj1b1sUMhkXAiIZsftEEz0FcxolD/bfq5WRmy+HsTBB2GSZwKont+Wac0LUnXuRQBqetvxQ2U39JRyQuNSmbT/EXEp739vXg6mrOhYjHqLr+gkj5CdTgqbuXPnEhsby8yZM5k4cSKadwsyKZVKbGxsdHFIAF6+CGDurOn4+d3Dw9MLgMuXLrBo3mxCQkKybTt8SH969elP0+YtiYyMoHfPrqzbuAVbWztJMwW+CGDBnBk8fHCfvB5ZmdatXo69vQOz5i8hJSWZTq2bUbxEabwLFmTimBEsXrmO/N4FuHLxPNMmjmXHviOSZnoV+IIVC2by+IEf7nk9Abh0/jT7f9/OkrVbMDUzY/r44ezdsZX2XX9g/oyJ1G3UlIZNW5GUmED/nh3xzOdNidLS3dD0zasXrFsyB/9HD3Bz9wBg48qFGBoZs/yX3ajVamZPGIaDYy7KVKxKQnwcv65fwflTRyhSvLRkOT4U8iaQX9cvZc6qbVjZ2HLH9zILp45k1W9HuON7mc2rFxEe9v51pVJlcnz/Tg7s2ExqaopOMoUGvWLHhmVMX74VS2tb7t24wrKZo2ne4QcCnz9h2vKt6Onps2PDMravX0KfEVNZt3AqBYqWYuT0ZaQkJzF7zE845XbDNW8+STJFhLzm2K9rGDB3PeZWNjy5fY1fF0xizOpd2m1iwkNZO3kQbQaM1bZpNBp2rZhFanKSJDk+FPbyKTeP76br9DUYGJtwfvs6ruzZjJ1rXmLDguk+cz3pqcn8Nn0w9m6eOHl4c3z9AmxyudKo71gSoiPYPL4PLgWKYWYtzXtCzJvnPD+3j5ojl6FnZILfgQ08OvYrJdoOAODpmT1EvXhI7hJVANA3MqXmyGXa/QMuHiL4/hU8qjSWJM8fXCwMqOllw9yzL0nNVNOskB2NCthyLiCG5Aw1884FfrRPr/K5Of4kEt/XcZgZKBhU2ZVll1+TkKaSLJeTuQHdy+bWTmotlduCiu7WDN//GLVGw+T6+ajkbsWVlzEM3fdIu1+jgvZUcLfiyMNwybJ8yMXaiKF1PJG/y1XAyYzRDfLRfeMtQuNSGV7Xk/41PJh11B+FTEb7srnpXskNI/2cfRHy9zR5WCe/aVNTU3Lnzs2UKVPYtm0bzs7OqNVqFi5cSFxcnC4OCcCuHb/RpFkL6tStr23b+duvTJkxGzv7929OsTExhL19S6MmzQCwtbXDK19+fK5cljzTnl3badS0BbXq1NO2DR05lgFDRwIQFRFBRkY6pmam6Onpc/D4WfJ7F0Cj0RAcHIS5haXkmQ7u3kHdRs2pWquutu30sUO07tgVcwsL5HI5g0dNpHb9rDfQ+k1aULNuQwBMTM3IlduFsLehkmY6tm8XNRs0pVL19z0JAf6PqV6nEQqFAj09PUqXr8zVC2cAuHLuFFY2tnT/aaikOT6k1NOnz7CJWNnYApA3X0FiY6LIzMjg2P6d9Bs1BWub96+rl8+e8OrFc4ZOmqvDTHr8MHg8ltZZmdy9ChAXE4WjsyvtfxiEnp6+tj0y/C0Agc+fUKVO1t/SyNiEAsVKc/PqeekyKfVo2Xck5lZZJy25PfKTGBtNZmaGdpu9axdQuVFbcuXx0rad3bMVRzcPHF3dJcvyBwf3fPScuwkDYxMy09NJjInE0NScZ7euUKhKPeQKBYYmZniXq85jnzOkJMbz+uFtKjTvDICZtR0dJy/D0MRMskxWLp7UGb8WPSMTVBnppMZFo29iDkDEs/uEPbmNe8UGn9w3MSIE/1O7KN1pGHKFtOejb+LSmH4qgNRMNUq5DEsjPZLSVbhbG6HWaBhYyYXRNfJQP78NMsBEX4GVkZLrr7PeyxPSVITEp1HAwVSyTPoKOUOru7PR9422rVweSy4GRJGWqSZDpeHs00iqeWY/UXY0N6BNCSeWnH+pk1XPDZVyZrQoyMKTz7VtjYo4cuBuKKFxqQCsvfCSzVdfAeDtZIqXgymjdvtJnkVqsq/8ykl0WkKOGDECFxcXIOtu36VLl2bkyJE6O97ocRO1xcoflq9eT9FiJbK1WVpZkcs5N4cP7gcgKOgNd2/fIjIyQvJMw8dMoEHjptnaZDIZSqWSKeNH07ltc0qUKoOrW9abu1JPj+ioSJrVr8nKJQvo9G44TUoDR4yjToMm2dqCXr8iNjqasUP60rtzK7b8vBoTs6w39fqNm2NoaATADZ/LPPK7R5nylSTN1HvIGGrUzX4m6lWwMOdPHSEzM4OU5GR8Lp4hJjrrb1S/WWvad++Dvr6BpDk+ZO+Yi5LlKgNZvQtb1i6mdIWqKPX0GDd7OfkKZh8i9PQuTL+Rk7Gxc/jU00nCziEXxcu+z/Tb+iWULFcV7yIlyePpDUBSQjz7t2+gbJWsYWCP/IW4dOowGo2G+LgY7t+4QlxMlGSZrOyd8C5ZQZvpyOaVFChdEaVSDwD/O77ERYVTsWFL7T5P793g5eO71GnXQ7Icf6ZQKnl26wprh3Yk2N+PwlXqkRAdka0HxtTKjoToSGLDQjCxtObW8T1snz6EXyf3JzzwGXoGhpJmkiuUhPj5cHxqdyJfPMCtbG1S4qK4v289ZToPR/YXt9V4dHQreas0xtjKXtI8f1BroIiTKdPqeeBhY4Tv6zjkMvAPT2K1TxDLLr/G296Eah5WJKWriErKoJyrBQA2xnp42BhjYaCQLE+/ym6ceBLBq+j3PZ+2JvpEJqVrf45MSsfGRC/bfp1LO3PkYXi27aQ0vrE3e2+F8CwsUdvmamOEQi5jUbsi7OhdhjEN8pOUntVz9TAkgSkHH/M2Lk0neST1HVU2Oi1sYmNjad8+a06Evr4+bdu2JSYmRpeH/GKLlq7kzOkTtGvVlLUrl1OpSlX0lHqf31FCU2bO5ejZy8THxbFp3Wptu7WNLQdPnGPdL78xa8oEXr8K1HmWzMxMbt+4xoSZC1i5aQcJCXFsWrM82zYnjxxgztRxTJq5EBuJh+w+pcdPw5AhY9iPHZkzcTjFSpfXflh+S6kpKSyePoa3wW/oM2ziNz/+p6SlprBi9ljCQoLoOXi8tj0sNIiZo/qQr2AxajduA0Dv4ZMJef2S8f06smHJDIqXrYxCKf0odHpqCr8tnkJUWDAt+74/gbl85HeqNe+IXJ71wRcbGcbRLatoN3C8tk1XvEpVov/K3VRo0YU9C8Z+8oZqcrkctUpFXMRb9I2M6TBxCY36jeP8b2sJe/lU8ky5ilSg0Yzf8K7XkStrJnJjy3yKtvgRQwvrT26fHBNB+JM7eFRt8snHpeIXmsi4Y8859iSSnyq6cO1VHHv8wslUa0jJUHMuIIaiTlknO+t9gyiWy4wxNfLQsIAtD8MSyZSog6RBATtUGg1nnmYvvuWf+PD88M9pa6JHCWdzDj3UzbyaNqWdUak1HLibvbdaqZBT1cuGmYf96bDuBpFJ6Uxs7K2TDMKX0enl3kZGRly4cIFq1aoB4OPjg5GRkS4P+cXUajWLlq5C+e4NflC/3lStXvObHPva1ct4eOXDzs4eY2MT6tRvyPkzp0hMSODWDV+q1cyasJi/QEE88+Un4PlTXN3y6DSTja0dlarVxMQkqzu5dr3G/LpxDZB1Fr52+UIunTvF3GXr8Mz3bf7RpiQn0q3vYMzMs84M9/72C07OLt/k2H+IDH/L3IlDcXbNw+QFa9CX+Az+n2ZaPHUYuVzcGTtnlTbTo3s3WTlnPI1ad6Fhq87a7dPT0ug1bBIG73rdflkxB6fceSTNFBsZxua547B3dqXX5CXovetJS4yP5c2zx3QZMV27rZ/PeTLS09g0cxQAUW+DObZ1DcnxcZSr2+yTz/93xYQFkxQXQ+58WRcLFK5aj9O/LCN3/iIkxb7/wEyMicTUyhZTq6yiolCVrOFZKwdnnPMVIvSFPw7u0sxFSowIITUhBtu8hQDIU642d39fRXpSAn77NwCQmhCDRq1GlZFOyfaDAAi5dwWnouXRMzSWJMef2ZroYW6g5MW73pFrr+JoV9yRMi7mBMWlERKf1dsgA1TvKgkZWcXNH4VF3wq5eRCa+Iln//tqeNlioJSzuEVBlHIZ+oqs7wMik7Ey1tduZ2OiT9QHPTMV3K259iqW1Azd3PizSTEnDPXkbO9dBj2FHAOlgu29yxCTnIHPi2htloN3Q1nbpcRnni3nyWlXNn0NnfbYTJs2jQULFlCuXDnKlSvH3LlzmTJlii4P+cVmTZ/M+XNZ8zXu3b1DwPNnlCtX4Zsc++ypE2xcuwqNRkN6ejpnT52gVJlyyBVyZk2dyP27twF4EfCcV4EvKKSDq6L+rGrNOlw8e5K01FQ0Gg1XLp4lX4GsD4VVi+fid/cWKzdu/2ZFDcDxg7vZvjGrJys2OoqTh/dStfan5yDoQmJ8HFOG96Zs5RoMGT87RxQ1iQlxzBrdh9IVa9B/zExtpmeP7rNsxij6DJ+SragB2PvrOs4c2QNkTT6+fe0ipSvVkCxTcmI86yYPplDZKnQYMllb1AC8euJHbs/86Bu+P6Gp0qQdI5f/xqD5Gxg0fwPOHvlp0KWvZEUNQFJsNEdWzSI5IWseyOOrZ7HNnQfP0pV4cOkEapWK1KRE/H3P41mqEhZ2Tti7efLw8qms/eNiCHn2CEeJihqA1PgYbmyZT1piVqY3ty5g7uRKkzm7qDlyGTVHLsO9YgNyl6iiLWoAIgMeYOdVTLIcf2ZuqKR7mVyY6Gf1npV2MSc0Pg1HMwMaFrDNutJNLqNKXituB8cD0L64o7b3xt3aCCczA/wjpJkEPurgYwbvfcjQfY+YfuIZ6So1Q/c9wvdVDNU8rDFQylHKZdT0ssH3Vax2v8KOptwPiZckw6d03XCTtmuu02HdDQb+do+0TBUd1t1gx/U3VPa0wcIo6yS5prcdj3SYQ1dksq/7ykl01mNz48YNVq5cSUhICCqViqJFizJw4EDy5ZPujeJrjJs4lRlTJ7J+zUqMjY1ZsGQFRsa6OSP6s4HDRjJv5jQ6t22OTCajavWatO3YBblczpxFy1iyYA6qzEz09PWZMnMe9g6OOs/UpGU7EuLj6NejPWq1Cs/8BegzaAThYW85sHs7Do5OjB7cR7t9i7adqN+4uU4zte7Uk8UzJzKoexs0aGjfvQ9e3oV0eswPnTy0m8jwt9y4fJ4bl89r2yfOX4WZueU3y/Ghs0f2EBURxi2f89zyeZ/JzNwq6yqjX1aw65cVQNZ8nMET59P+h0GsXTCZy6ePIFco+HHoREnnAfmePEBsZDiPrl/i0fVL2vYfJi0i6m0wVna6f/3+We78RSjXpAO7Zo9ArlBgamlDs8GTMbO2Jy48lC0T+qJSZVC0eiNcvLNOHJoNnsKZLcu5f/YIGo2a8s074Zg3/2eO9OVsPQqRv05bLq0ch1yuwNDCmvI9x392v8SIEIytdTO3BuBFVAon/aMYWNkVtUZDXEom632DSUjLpE1RB8bWdEcul3E3OB6fV1lF2Y67b+lQwon6+W1IU2n42TeIdJX0k3U/dON1HG5WRsxvVgClXMb1V7Gce/a+983JwpDwBN3MrflfLj6Nwt7MkPXdSiKXyQiNS2XqwcffPMfXymG1yVeRaTTSTx338fFh1KhR/PTTT5QpU4aMjAzu3LnDmjVrtD04f0dCqm66Fr9GuirnZUqS8FJLqSSlZX5+o39Bmo66q79GTswUnCj92iRfKzLl2394fc6L6Jw5OTQ5Pee9pl5HSjNkJaXXObCH5fakbzM14g/33iR81f7FXKS7gvBr6aTHZuXKlaxbt44CBQpo2woWLEixYsWYPXs227Zt08VhBUEQBEHI4VasWMGxY8cAqFatGqNGjeLq1avMnj2btLQ0GjRowNChWUt5PH78mAkTJpCYmEjp0qWZOnWqdm7sX9HJHJvExMRsRc0fChcurNN1bARBEARB+Pu+1S0Vrl69yuXLl9m3bx/79+/n4cOHHD58mHHjxrFq1SqOHj3KgwcPuHDhAgAjR45k4sSJnDhxImu4fdeuzxxBR4VNcnIymZkfD0FkZmZ+sl0QBEEQhH/Pt5o8bGdnx5gxY9DX10dPTw8PDw8CAwNxc3PDxcUFpVJJkyZNOH78OMHBwaSmplK8eHEAWrZsyfHjxz97DJ0UNpUrV2bBggXZ2lQqFbNnz6Z69eq6OKQgCIIgCP/Q167PFx8fT1BQ0Edf8fHZ5y95eXlpC5XAwECOHj2KTCbDzu792mj29vaEhYURHh6erd3Ozo6wsM+vU6STOTYjRoygb9++1KlTh8KFC6NSqXjw4AGenp6sWLFCF4cUBEEQBOGf+srLojZv3vzJz/cBAwYwcODAj9qfPXtGnz59GD16NEqlkpcvX2aPI5PxqWubZF/QPaSTwsbY2JgtW7Zw/fp1/Pz8kMlkdO3aldKldXOzQkEQBEEQ/j3dunWjRYsWH7Wbm5t/1Hbr1i0GDRrEuHHjaNSoEdevXycyMlL7eHh4OPb29jg4OGRrj4iIwN7+80sf6HTl4bJly1K2bFldHkIQBEEQhK/0tSsPm5ubf7KI+bPQ0FD69+/P4sWLqVAha1HcYsWK8fLlS169ekXu3Lk5fPgwrVq1wtnZGQMDA27dukWpUqXYv38/VatW/ewxdFrYCIIgCIKQ832r1YM3bNhAWloac+bM0ba1b9+eOXPmMHDgQNLS0qhWrRr169cHYMGCBUyYMIGkpCQKFixI165dP3sMnSzQJzWxQN+XEQv0fbmcuBheTswkFuj7MmKBvi8nFuj7Mt96gb7HIV93S4wCuUwkSvL1dHqvKEEQBEEQhG/p/8VQlJ4y59VfcnnOu7NGho7v1fJPZKoU/3aET1LKc95rSiHPeT1uDup//8affybPaXfcy8Ey1TnvPSEnDhKYGPy/+CjUre/on5X4awqCIAjCf9zXTh7OSURhIwiCIAj/cd9TR6gobARBEAThP+47qmvE5GFBEARBEL4fOi1sTp8+TUZGhi4PIQiCIAjC1/ram0XlIDotbA4ePEitWrWYNGkSN2/e1OWhBEEQBEH4h2Rf+V9OotPCZtmyZRw9epSSJUuyfv166tevz5IlS3R5SEEQBEEQ/iaZ7Ou+chKdTx42NTWlVKlSvH37ltDQUO7evavrQwqCIAiC8DfksNrkq+i0sNm4cSNHjhwhPT2dpk2bsm7dOhwdHXV5SDQaDZPGj8XTy4tuPX5ApVKxYN5srl65jCpTRdcePWnbrkO2fYKC3tChTSvWrN9AocJFdJJpyoSxeHh50bX7DwAkxMfzQ/fOTJk+k4KFsh8zPi6OTu1aMXjYCGrXrS95nj8yzZk6AXcPT9p36ZHtsQkjB2NrZ8+QUeMBSEtNZfWyhfjdu0NqagqNm7eiQ5eeOsm0aNYk3Nw9ad2xGzMmDCc06I328behwRQpXoopc5fh//gB65bNJzUlBbVaRZtOPahZr7FOMi2ZnZWpZYduqFQq1iyZw4O7twAoXb4yPfsNRSaTEfzmFUvnTiEhLg5DIyOGjZ+Bi5u75JkunjrKgV1bkMlk6BsY0nPASDzzF2TPto1cOHUYtUpFldoNadu1NzKZjMCAZ6xfOpu01BSQyejYsz8ly1WSNJPPuWMc27NNm6ljn2G45PFk29qFPH14F4AipSrQtscAUlOSmTu2X7b9g14F0LbHAOq16ChZptsXT3Lx4A5Ahp6BAc16DuLWhRO8fHRfu018dARmVjYMXbhJ2/b03g2Obl3DkAUbJMvyhzunDnDv7GGQgaV9Lur2HIKhqTnnf1tL4IObaFRqSjdoTbGaWa/lgDs+HF+/ADMbO+1ztB+3CH0jY0lz3Tt9gPvnDiOTybCwc6JWj6EYm1sCkBAVzs4ZQ+g0bTVGZhYAxLwN5vTGhaQmJaBnYEjdXiOxdnKVNFPVvFZUdrdCg4bIpAy23w4lMV1FFXcrKuSxRE8h401MKr/dCSVTrcHWRI92xR0x1VeikMu49iqWs8+jJc1UJ78ttfPZoAHCE9L5+dobVGoNPcvlxtXKiLRMNRcDojnpn3VHagczfXpXcMXMQElqporVV14TGp8zb7/xPdFpYRMeHs6MGTMoUKCALg+j9SIggFkzpuJ3/x6eXl4A7N61g9evXrFn/2GSk5Lo0qkdBQoUokjRogCkpaUxfvRInU1yfvEigDkzp/Hg/j083mW6fPECC+bNIiQ45KPtNRoNE8ePJjExQSd5AAJfBrBk3kwe+d3H3cMz22O/bdnI/bu3qVnnfUG1ZsUi4uPjWLdlJykpyfzQsRVFi5eiUJFikmV6HfiCVYtm8eShH24/ZGWaMGOh9nH/xw+YNWEE/YeNQ6PRMHP8cIaOnUqJMuWJCA9jYM925C9YBGcXN8kyvQl8werFs/F/5Iebe1amcycPE/w6kBW//I5Go2Zkv25cOX+KyjXqsmD6OJq16UT1Og25ee0ysycOZ+XmPcgk7KcNfhPIlnVLmL9mG1Y2dtz2vcyCKSPoPWQcPhdPM2/1NuQKOTNGD8DHzZ2K1euybPYE2nfvS9nKNXj98jnjBvZg076z6OnpSZIpNOgVuzauYPLSzVha23L/xlVWzhpDnabtSIiLYfrK39Bo1MwZ1Zfrl89Qvlpdpi7fqt3/9KFd3LxyjlpN2kqSByAi+DVHt65m0LyfMbey4cnta2yZP5Fxa37XbhMdHsqaSQNpN2AcABlpaZzdu5Wrx/dh8UEhIZWwl0+5eXw3XaevwcDYhPPb13Flz2bsXPMSGxZM95nrSU9N5rfpg7F388TJw5uQZ48o3aA15Zp0+PwB/mmuwGfcOr6HTtNWY2BswqUd6/DZu5la3Qfz+MopfPZtJSk2Kts+J9bNoXidFnhXqEng/RscWTGdzjPWSfZad7E0pKanNXPOviQ1U03zwvY0KmjHk/AkqnpYsfhCICkZanqWdaaGpzWnnkbRuVQufF/F4fMqFkOlnJE18hAUm8rTSGnud5bH2ohGBe0Ze/gJKRlqOpbMRetijugp5KRmqhl16AlymYxh1d2JSEznTnA8/Su7cfxxBFcDYymWy4wh1fIw+pC/JHkk9x112eh0js2oUaO4c+cOgwYNol+/fmzevBm1Wnc3ZduxfRvNWrSkbr0G2razZ07TrEVLlEol5hYW1G/QiCOHD2ofnzVjKk2bt8TKykonmXZt30bT5i2p80HPy/bftjJ1xhzs7D9+8/x57Wq88uXH0yufTvIA7P99Bw2aNKdG7XrZ2m/fvM51n8s0a/n+A0aj0XDy6GF69hmAQqHA1NSMJas34ppH2p6Iw3t3UKdhM6rUrPvRYxkZGSycOZHeg0Zi5+BIRno6nXr2oUSZ8gDY2TtgbmlFZESYtJn27aR2w2ZUrlFH26ZWqUlNTSEjI52M9AwyMjLR0zcgMiKMoNeBVK2V9XcuXb4yqakpBDx9ImkmPT19fho+Eat3H7we+QoSGx2Fz4XTVKlZH0MjI/T1DahRrwkXTx8DYP7abZSpVB2AtyFBmJiaIZfwlhJ6enp0HzQOS2tbAPJ4eRMXE0Wtxm3oO3omcrmcxPg4kpMSMDU1z7ZvWMgbDu/cRK9hk1EqpTvPUujp0arvKMytbADI7ZGfxNhoMj84gdmzZj5VGrcll3vWCcfTe9dJT0ulTb/RkuX4kIN7PnrO3YSBsQmZ6ekkxkRiaGrOs1tXKFSlHnKFAkMTM7zLVeexzxkAQp4/4vWju2yd1I8dM4cR9OT+Z47yD3Ll8aLbnI1ZuTLSSYyNwtDUjMSYKAJu+9Bs6PRs2yfGRBITGkT+ctUByFO0DBlpaUS8ei5ZpjexqUw7FUBqphqlXIaloZLkdBVlXSw4+yya5Aw1GmDn3bdcfx0HgE9gLDeDsr5PzVQTkZiBlbE0xTtAYHQKw/c/IiVDjZ5chpWxHolpKtxtjLj8IgaNBlRqDXeD4inrZomVkR65zA3xCYwF4F5IAgZKBXmsjSTLJCUxefgLzZ8/n8uXL9OsWTNatmyJr69vtluVS23chEk0ado8W9vbt6E4Ojppf3ZwcCQs7C0Ae3f/TmZmJq3aSHem+Gdjxk+icZNm2dpWrvmZYsVLfLStz9XL3Lp5g5/6D9JZHoAho8ZTr2HTbG2REeEsXzibidPnIle8f1nExkSTkpzEres+DO7TnR86tuLKxXOYmZn/+Wm/Sr9h46hVv8knHztxeB82NnZUqlYLAH0DA+o1bql9/OiB3aQmJ+NdqKikmX4aOvaj4a1aDZpiamZOt5Z16dqiNrmcXShXqRqR4WHY2NplKxhs7RyIkrjYsnfMRanyVYCsovOX1YsoXaEaMdGR2Ng5aLez+eDYCkVWwdC/c1MWTBlJ8/bdUCiku4eXrUMuipWppM204+elFC9bBaWeHkqlkt9/WcmYXq0xt7TGq1DxbPvu3bqGWo3bYGMv7RC1tb0TBUpV0GY6vHklBUpXQvmul+rJnWvERUVQqUEr7T6FylahSfcBGJmaSZrlQwqlkme3rrB2aEeC/f0oXKUeCdERmFm/P8kxtbIjITprKMPQ1JzitZrQZdoqKrfpyYFlU0mIjtBJroDbV9kwrBPB/n4UrFwPUysbGg+chI1z9l7QhOgITCytkX3wWje1tiUxJlLSTGoNFHUyZXp9Tzxsjbn2KhY7U33MDBT8VNGFMTXdaVDAlpSMrHus+b6O094vr4C9Ce7WRjwO+7o7Vv+ZSgOlXCxY3qoQ3g4mXAiIIiAymcp5rVDIwEApp4ybBZZGSmxM9IhJyeDDO2NFJ6djLWGxJaXvafKwTgubK1eusGLFCmrVqkXt2rVZtmwZly5d0uUhP6L+xE3gFHI5jx895Pdd25kwaeo3zfNXQkNDWDx/LjPmzJP0Q+dLZGZmMHX8SAYOG4ONrd2fHstEpVIREvSGxas3Mn/5Wg7s3cWl82e+Wb79O7fSoVuvTz62a+sGft24milzl2FgoPsbNm7/ZS0Wllb8euAsv+w5QUJCHHt3bEHzFz2RHxaJUkpNSWHhtNG8DXnDTyMmfrInVP7B60gmk7Hy14Ms37Kffdt/we/OdckzpaWmsHrOeMJDg+gxaJy2vU33/izfcQpbBye2rpqnbY+OCOPBbV9qN20neZY/pKemsG3RZCLfBtP6p5Ha9suHf6d6847ZfkffilepSvRfuZsKLbqwZ8HYrE/wP/mjQG42aDJepSsDkDtfYXJ5FeTVg9s6yeVRsiJ9lv9O+ead2b9o3F++pv+qXaaDG8veD01k7NFnHHsSSb9KrijkMvLbm7DpejDzz73ERE9B44L22fYp62pB19K52Hg9iPi0TMkz3XoTR9/fH7D33lvG1PLgt1shaDQws3F+hlZ350FoAplqzV9+2OfA+5J+d3Ra2KhUKjIzM7P9/K0/tJ2cnIiIeH+GEx4ehoODI4cO7CcxMYlundrTtmUzwsPDGTt6BOfPfrsP7A+dPnmc1NRUBvTtRfvWzXn08CFLFs1n964dOj/2k0cPCQ0OYuXiefzQsRUH9+zi7KnjzJsxCUsra5RKJXUbNkEul2NtY0vFytV46HdP57kAnj99jEqlokiJ0tna09PTmTN5NOdPH2fxmi3k9cr/TfJcvXiGOg2bo6enh4mpGbXqN8Hvzg3sHJyIiY7MdufiqIjwbL0oUokIC2X8oB7I5QqmLFyLiakZdvaOxES/P2OOjgzHxtaejIwMLp89oS18HJycKVqyLC+fSTvOHxX+lpkjeiGXyxk1ayXGpmY8e3SPt8GvAVAqlVSq1YhXAe+Pe/PKWUpWqIaRsYmkWf4QExHGqgn9kckV9Jm8BCOTrJ6YxLhYXj97TNEK1XVy3L/MExZM0NMH2p8LV61HfGQ4pla22eawJMZEYmplS2pSIr6Htme/G7YGyYux2LBggj/IVbBKPRIiw0lNTvzk9mY29iTFxWTLlfQus1RsTfTIa/N+yMYnMBZrYz0yVWruhySQmqlGpYEbb+Jx/2Bop0VhexoVsGPFldf4R0gzt+YPDmb65LN7/1o9HxCNrYk+Rnpytt8OYcwhf+acDkCtgbCENKKSMrAwyt47Y2WsR3RyuqS5pPIdrc+n28KmSZMmdO3ala1bt7J161a6detGo0aNdHnIj1SvWYv9e/eQmZlJfHw8x48doUat2owaO55DR0+wa+8Bdu09gL29PbPnLqB6zVrfNN8funTrycFjp9ixez87du+nYKFCDBk2ktZt2+v82IWLFmf3kTNs+G0PG37bQ9NWbalZpz6jJkxDT0+PilWqc+JI1ryk5ORkbvr64F2wsM5zAfjdvUWxUmU/mpQ4a+IIkpOTWLRmMw5Ozt8kC4BHvgJcOncSyOrp8r18gfwFi2Jr74BjLhcunj0BwK3rV5HJ5eTJ6yXp8RPi45g8rDflqtRk2MTZ2l6qMhWrc+nMMVJTUshIT+fciUOUrVQdPT09dmxaxZVzWbmiIyN4cPcmBYuVkixTYkIcc8f+RKmK1ek7egb67zI9vneLHeuXoFJlolaruXb+BAWKvj+u/4M7FCxW+q+e9qskJ8SzdvIgCpWrSqehk9EzMNA+9srfDxdPb/QNv+1ch6TYaI6smkVyQtY8kMdXz2KbOw+epSvx4NIJ1CoVqUmJ+Puex7NUJfSNjLh7+iDPbl4GIOzVc0JfPCFP0TLS5oqL5via2aS8y+Xvcxab3G4YmX56uNnM2g5LeyeeXr8AwCu/m8hkcmxzSzfvzsJQSfcyzpjoZxVxZVwsCI1P40pgLCWczdGTZ70fFM1lyuuYFABaFXXAw9aY+edeEhwn/ZVHlkZ6DKzihqlBVqZK7la8iU2lppctrYtlDaWaGyqp4WnD1ZcxRCdnEJ6QRvk8lgAUcTJDo4E3MamSZ5PEd1TZ6OSqqJCQrKt9mjZtirm5Ob6+vmg0Gpo0aUKNGjV0cci/1LZdB4Jev6ZNy2ZkZmTQum07Spcp+00z/H83cvxUli2cTde2TVGr1NSu35DqtT6e5KsLIW9e4+CYK1vbw/t38L1yAWcXN4b/1F3b3vOnwZSS+DLmP+s1YARrl86hb+fmyOVyipUqR+tOWRlGTZ7D8vnT2LllPfr6BoyZOl/SSboAJw/tJjL8Ldcvn+P65XPa9snzV1Ouck3G9O9KZmYGZSpWo1rdrPlBI6cu4OdlczmwM+sS8a59BuOZv6Bkmc4d3UtURBi3fS5w2+eCtn3YtCXExUQyeWAXZDI5XgWL0qrb+8u8w0LeYGPv9Kmn/GrXTh4gNjKch76XeOj7fvi71+RFRIYGYWWn22UnPiV3/iKUa9KBXbNHIFcoMLW0odngyZhZ2xMXHsqWCX1RqTIoWr0RLt5Z88WaDZnK2a0rubpvC3KFgsb9x2P87pJrqTjnK0KZxu3ZM3ckMrkCE0sbGg+c8j/3qd93HGd+WcKNQ7+h0NOnYb/xkg5FBUSlcNI/kkFVXFGrIS41k/XXgohOzsBEX8HIGu7IZRAUm8o+v7dYGimpmteKmOQM+ld6f9n5+YBofN9NLv5a/uFJ7H8QxoS6nqjVEJOSweILL0lIzeSnym7MaZIfGbD3/lteRGUVW8svBfJjeVeaF3EgQ6Vh2cVAcupIVE6bAPw1ZJps/ZzSqFmzJjKZjD8/dUREBJmZmTx+/PhvPV+q9MOkX02VAwdKE3LgLyo5TfVvR/iknPj3S83Ieb+r+JScd6+3iJSctw5IeHLOywSQmQNf54/DUv7tCB+JTsx5f79tXYp/0+O9jv6634GrtcHnN/pGdNJjc/bs2Ww/JyUlMXfuXC5fvsz06dP/Yi9BEARBEISvo9M5NgA+Pj40bZp1afHBgwepVEm3QwWCIAiCIPw939EUG92tPJycnMycOXO0vTSioBEEQRCEnCmnrUXzNXTSY+Pj40OTJlmLrR06dEgUNYIgCIKQo30/fTY66bHp0aMHSqWSy5cvc+XKFW27RqNBJpNx5sy/s1aMIAiCIAgf+556bHRS2IjCRRAEQRCEf4NOChtn52+3YJogCIIgCF/nO+qw0d3kYUEQBEEQ/n8QQ1GCIAiCIHw3vqeVh/9fFDYZqk/fTfbflJqeAzPlwJVrc2Im+PRd3/9tOXGV5tDknHdfm+iUnHcTwbcJOW+FZgC19AvLf7XgaGlvTimF6ISct/Kw8M/9vyhsBEEQBEHQoe+nw0YUNoIgCILwX/cd1TWisBEEQRCE/zoxeVgQBEEQhO/G9zR5WOc3wRQEQRAEQfhWdF7YPHr0CICEhAR8fHx0fThBEARBEP6u7+dWUbotbBYsWMCCBQsASElJYdWqVSxfvlyXhxQEQRAE4W/6juoa3RY258+fZ/369QDY29uzadMmTp48qctDCoIgCILwN8lkX/eVk+h08nBmZiapqamYmJgAkJGh+0WsNBoNUyeOw8PTiy7dewKQEB9Prx5dmDRtJgULFQYgIjycqZPGERUZiVqtplvPH2nYuKnOMs2aOh53Dy86dumR7bFxIwdja2vHsNETAIiJiWbG5LGEhYYgk8kZNX4KRYqV0EmmhTMn4ZbXkzYduwFwaM9Ojh/aS1paGl75CzB03FT09fVJS0tl/YpFPLp/l9TUFBo0bUWbTt11kmn53Cm4unvQvF1XEuLjWLt4Fi8DnmJoaETN+k1p1LJ9tn3CQoMZ0acTk+evwjN/QUnzXDh1lAO7tiCTyTAwMKTngJF45i/Inm0bOX/qMGqViqq1G9K2a29kH/zLvnvTh63rlrFw3XZJ8/zhytljHN2zFZlMhr6BIZ37DCePpze7Nq3g3o0ryGRyHJxd6DFwLOYWVkSEhfDLijlEhr/F0NCIhq06U65qHUkz3b14kkuHdgKgb2BIox4DuXvhJC8f39NuEx8diZmVDYMWbCQ+OpI9q+eSGBuNRq2marMOFK9aV9JMd04d4N7ZwyADS/tc1O05BENTc87/tpbABzfRqNSUbtCaYjUbA5CSGM/ZX1cSFfyazIw0yjfpSMFKtSXN5H/hEM8uHQWZDDNbR8p1HIRcqce1bUuJDwtCo1GTt1wtCtVpA0BaUgI3f19D3NvXqDLSKVSvHXnL1pQ0E8DTC4d4dvkYMhmY2jpRtsNA5Eo9rv/2Ry4N7mVrUbBOa+JCX3N183ztvhq1mrjQV1T+YRwuxStKmqusmwWDqrrTeetdAFoVc6Sapw0KOVx8Hs3OO6EAuFoZMruJN2/j3y+0t/DcC0LidLPwXmUPa8bW9aTR6uso5TIG1XCnaC5zAHwDY1l7ORC1BpwtDBlaMy+Wxnoo5TKOPgxn1+0QnWT6Wt/T5GGdFjbt27enZcuW1KyZ9Q/x4sWLdOrUSWfHe/kigLkzp+Pndw8PTy8ALl+6wP+1d+cBUVX9H8ffDDPIprII7luuJKEppaaoaAkiAkq/MKXcl7LUUB+3lHJLM3Mtc0ktTY3SoCTcRUXN3HFB3AUV2fedmfP7Y3LUUnvSO44PnZd/zZk7937Aw8z3nnPu3M8//YRbN+/vTF8smo/rC24MHzGSlORkXvf34eU2balSxUnRTNeuXubzOTM4ezqWQQ0a3ffcd998TeyJY3R+zdvQ9vmcGTRv0Yq3Fy3jYnwc40a/y8affsXS0kqxTAnXrrDks1mcP3uat55rCEBM9E4iftzA58u+wda2IjM+HMtPG9cS9PYgvv5iAbk5OSxetYGiwgLeefsNXJu3xMXVTbFMidevsHzhbC6cO0Od+g0AWPXFPCytrFm0+kd0Oh2zp4TgXL0GL7XtAEBJSTELZn5ImREK5puJ1/h2+QI+++o77B2dOHY4hrkfjWXo6Ekc2reTuUu/Q2WuYvr496hVtz7tOnWluLiITd+tIir8exydqiqeCSDpxnU2fr2I6YvXYudQhVNHDrBo5ngC3hzEtUvnmbZ4LRqNBRu/XsSGFQsYNvZjls/7GBe3VoybvojCgnw+mfAO1WvVpc5zjRXJlHorgah1XzFizgoq2TsSf/w31n82lf8sDTNsk5mSxIrQkbz+3kQAtm9YQe2GLrwaNJDsjFQWjH6bBm6tqGjnqEim5KsXOLr1R96e/hUVrG2I3rCcA5u+wanOc2Ql36T/zBWUFBWwfvoonOs2pHqDpmxd8RmONerQffhEcjNS+WbyMGq7NKeigzLvCekJF4nbtRmfiUuwsLLh+OaVnNqyFnO1Bmu7KnQYPImy4iK2zHwH5wauOD3nwqG1n1O5Wm3a9R9HQWYakbPepVojN6ztqyiSCSAj4RLnd/+E94TFWFjZcOKnr4mNXIe5WoOVXRXaD9Ln+nXWuzg3bEaV+i50m3B3ScHxzSuxq1FP8aKmeqUK9Hu5lmE0oGWtSrStb8+4iDh0QjDVqxGJWUUcvJpJU2db9l/O4KsDCYpmeJCadpa841EX1R/Bejavhp2VhgFrT6Iyg0VvvECnxlXYHZ/GhK4N2XouhcizKdhYmPPVm25cTMnjxI0co+f8NzPqVFT//v2ZO3cuTk5OVK9enblz59KnTx+jHS9s43p6BPTkta53C4Xvv1vHRzM+wcn5/jcnrU5LXm4eQgiKigoxN1ejMlP+17E5bAM+PXrSbiWSBAAAGnNJREFU+TWv+9qPHz3M4UMx+Ae+YWgrKyvj4P699Oj5OgCNmrhQq3ZdDh+MUTTTz5s20rW7Px263D1D3hm1hcA336ZSpcqoVCpGjvuQLt18EUKwa9sW3h7yLubm5tjYVuTTJSuoXbeeopmiwsPo4u1Hu053RxIuX4ijU9fumJubo9FoaNW6PYf27jI8v3zBbDy9e1Cxsp2iWQA0GgveHTMFe0d9v2nY+HmyMtI5tHcn7Tt7Y2llhYVFBTy9erBvZxQAJ48coriokBHjQhXPc4dao2HQqMnYOeg/2Oo3ciE7M51qNevQe9BINBoLQ3taym0Arl06j8dr+lEJK2sbXJq7c/RgtHKZ1Bp6Dh9HJXt9UVKzQRPysjIoK7tbcP607DPadX+DGvX0xb3Q6SgqyEcIQWlxMSpzc8wU/PurWr8xA+espoK1DWUlJeRlpmFpW4mLxw7QzMMLlbk5ljYVadq6E3GHdlGYl0PC2eO0DQgGoKKDE31CF2FpU1GxTI51GuEXugILKxu0pSUUZKdTwaYSrV4fRsuegwAozMlAW1aKhZUNxfm53I4/yQs++vdMa/sqeI2dj4WNrWKZABzqNMR36vK7ubLSqWBdkZaBQ3kx4P5cGkub+16bcukMiScP8FLQCEUzWZibMapjfdYcvmFoa13Pjv2XMygu01GqFey+mE7HBg4ANKlqSy07S+b4NWWOX1Na17VTNM8dFdQqJns34ot91wxtP5xI4uNfLyCASlYabCuYk1tUBkDk2RR2xqcBkF+i5WZWEVUrWRol25OSU1H/wPXr18nOzmbYsGFs376d559XdrrgXuMnTQHgyOHfDG2Lv1rxwG3fGxnCkP7B7NyxlczMTD4Y8x8cHJU5W7zXnSmmY0fuZkpLTWHhZ7OZt2Q5EZvuntVmZ2UihA57ewdDm3PVqqSkJCua6b0xkwA4eex3Q9vNxOtkZWYw6YN3yEhLxbV5SwaPGE12ZgYFBQWcOPIbCz75mLy8XLr6+NMzSNmRt6GjJgAQe/yIoa2xiyvR2yNp6tqc0tJSDu3fhdpc32V3RP6EtqyMrr69+HHd14pmAXCuVgPnajUA/RTZmqWf4962I5kZabRwb2vYztGpKump+v+f1u09ad3ekzMnjyqe5w6nqjVwqno31/oVC2jZugNNX2hp2CY/N4fwDV/T2acXAA2aNGP/ji307DuE3JwsYo8coHGzFoplsneujr1zdUOmX7/5gqbur6BWawCIP3GY7PQU2v6RB6BrnyGsmDqSM79Fk5+TRbe33sW2sr1imQDM1WouHjvA9lXzUas1tOvVj4vHYu4bgbG1dyI18SpZybewsXPg2NZNXI09grasFPdur+NQrZaimVTmahJPHeLw+kWo1BrcugdjZmaGmbk5B76ZS8KJA9Ru3paKVWuSkXAJq0r2xO0O59a5o+hKS3Hp0otKVWsqmulOrhunDnF4w2LM1Wrcuvc15Dr4zWcknjxALTd9rnudDF+FW4+30VhZK5pnePu6bD+fyrWMQkNbFRsLYm/lGh6n55fgaKMv5IvLtOy/nMG282nUrGzJ9O6NSc0r4Uq6svelGtPlOX6JTeZK2v371eoEQ9vVoWfz6sSn5BF7Uz8is/VcimGbl+va4VqjIp/uuKRoJumvjH5V1N69e9m+fTs6nY5NmzYxe/ZsYx7yvzZl4jjeHjCIrbv28cNPv/DN6pWcOR1r9OOWlZUSOmksI8eM/8u0l3jIDetUKuN/3VBZWRnHjxxi8oy5LF61gdycbFYvW0KZtgydVkvSzRvMWbyCWfOXEhn+Awf37jZ6pgHvhmBmZkbIkD7MmTKGFq3aoNZouHwhjm0//8jwkElGz1BUWMi8aeNJupXIu2OnIHR/vfmpytzc6Dn+rLiokCWfTCT51g0GjppsaE9OusHM/wyj8fPNedVXv05j6JhQbiVcZfK7ffh6wQxavNwec7Xy5zQlRYVsnP8RGck36Tl8nKH9YOQPdAzog0p19/cUtmgmHv5vMmHZJkZ9/g37IjaQeClO8UyNWrVjxBc/0rbnW2z6bCI84OanKpUKnVZLduptLKyseXPKArq/O4no9ctIvnpB8Uy1m7fl9TkbcPPpw54v7vapdv3G8fqcDZTk53EmagM6rZa89GQ0ltZ4hXxG+4HjObZ5BekJFxXPBFCreVsCZ6/HtVsf9nw51ZDrlX5j6TV7PSUFuZyN2mjYPvVKHMX5OdRr1VHRHN4uTuh0+hGZe5k9YFjgzk0+lx9MZNt5/cjIzewiDl7J5KU6lRXN5e9WDa0Oou4pVu61/EACvl/9zu2cYj7o/Nx9z3m5ODHZuxGhW+LJKHg2b5hankZsjPqJGRMTw9y5c6lQoQK2trasXr2affv2GfOQ/5WszExOnjhOQKD+jb9O3Xq0bvMKJ44Z70z7jvPnzpJ06yaL539K/z69iNj8Pbt3bGX29KnY/TFSk5OTbdg+NSUZZ+dqRs/lWMWJdh06Y2Nji0ajobNXd+LOnKKynQNqtZou3r6oVCrsHRxp3a4D586c+vudPqGC/DzeHjaKRat/4KPPlmKmUlG9Zm2it2+hoCCfCe8N4IPBvclMT2X+zMn8fmCvosdPTU5i0sgBqFTmfDxvGTa2FaniXI3MjDTDNhlpKThWcVb0uH8nLeU208YMQqUyZ+LsL7Gx1U+XnDt1lGkhg2j/ancGvD/R8EFQUlzMkJCpzFq6gQ9C51FYkE/V6rUVzZSVlsyyKe9hplIxKHQBVn9M4eTnZJF4MQ7XNp0M2+bnZHH9/Gncu3QHoEr1WjR0a8W1c8r1qczkm9y4cMbw2LWDFzlpKdjaVyE/6+4HZl5mGrb2VbD942+vmYd+eta+ak1qNm5G0pV4xTLlpt4i5fJZw+Pn2r5GfkYq10/EUPBHJk0FK+q6dyAj8TLWlfWZGrTWL2Cu6FQD5wbPk35d2WIrN/UWqX/KVZCRSsKJGAqy78nVqiMZN+6ONiQc30e9lzpjpvCJl2cjRxo62TAvwIUPuzbEwlzFvAAX0vNLsLfSGLZzsNaQnl+Cyky/qNhSc08OM9AqfGdz7+edaFrVlpV9mzPb3wULtYqVfZvjWr0itez000tanWDruRQaO9+dsnvHox4D2tZhzOazHEvMftjuJQUZtbD580hDSUnJUxl9+DuV7exwrlqVXTu2AfpC58Sxo7i+oNxi2IdxdWvB5shdrFm/mTXrN+PfK4jOr3kzYco01Go1bdt1IGKzfnrq0sV4rl29wovuLxk9l4fnq+zbs4Pi4iKEEBzct4fGLs3QaDS0bt+RnVG/AFBYUMDxI7/RxMXV6Jm2/fwjG1YvBSArI50dWzbj0aUbg94bx5drw5m/ciPzV27E3tGJDybP5OV2yp055uZkMzVkKG08OhMy5RMqVNC/cb30Sif274qiqLCQ0pIS9mz7hZfbdVLsuH8nLzebWeOH4f6KJyMmzMTij1wXz8WyaMZ/GDbmI3wCg+97zeZ1y9kVuQnQLz4+/ts+3Nt5KpapIC+HlaGjeP5lD3qPDkVjUcHw3PXzp6nVsAkW9yx+t65YmcqOTpz9TV+I5udkcS0ultqNlJumzs/KIPLLWRTk6j9I4g7upkqtejR0b8eZ/dvQabUU5ecRfziahq3aUdmpOs51G3I2Zof+9dmZ3Lp4jmr1lVlgDVCYnUHM6jkU5ekzXTsSTeUadbl9/jino9YjhEBbWkrC8RiqNnbDtko1HGo34MrhnfrX52SSeuU8jnUaPeowj5XrwJpPKf4j1/Uj0VSuXofb509wJmrD3Vwn9lO1UXPD61IunaFak+YP2+1jG//zeUZvPseY8DhmbL9EiVbHmPA4Dl/LokMDByqoVahVZng2qsLh61noBLxUx46uTfTrzpxsLWhbz55DV7MUzfXOxtMMWHeSwd+dYkJEHCVlOgZ/d4oXa1dmRMf6mJvpv8/l1SZOHP+jgHm/Y32a16zEsA2nuJSq7LSY0sye8N+zxKhrbLy9vRk9ejQ5OTmsWbOGiIgIfH19jXnI/4qZmRmfL/qSuZ/M4OvlSzEzU9F/0BBebOVu6miMmTCF2TOm8tYb/piZmTFl2ifY2iq3gPFhfHsFkZuTw3sD3kSn09KwsQtDR+rXLI2eEMpX8+cwpE9PdDotnq/54NFZ2cuFHySw70AWzJrCyAH/B0IQ1H8YjZo2M/pxAbb98iNpKbc5HLOHwzF7DO0fzV1K6/adGT/ibcrKSnn5lY506vr0+vTuyE2kpyZz7FA0xw5FG9orVrJHCEHYmiWErVkC6NfjjJoyl96DRrLss1BidkaiMjdn8AdTFL1q6/D2CLLSUjj3+37O/b7f0D5o6uek376JndP9I45mZmYE/2cmW1YvYs8fl613DOhLPRflTixqNXmB1j3eJOyTsajMzbG1c8R/VCgVHZzJTkni2w+Ho9WW4tapO7Wb6o/rP+ojdn27mNjdkQiho01AX6o910SxTM4NXXH1CmLnwomoVCqsKjvScciHWFjb8vvGL4icpV+AW7t5W5p28gegw5APORK2lIsxUQih44Vub+JYV7li606uZl2D2LVoImYqc6wqO+DxR64j339B1CcjADNqubWhSae7X4mRm3oLGwfjXP33IEcTs6nrYMUcv6aoVWYcScgi+lIGAAuirzKsXR08G1VBZQarfkvkZnbRU8m14ehN3utYn5XBLRBCcPpWLisOJOBka0HPFtVIzilmXq+771s/nki6b+3Ns+JZm056EmbiYQs7FHDhwgXOnTvHt99+S82aNQkMDKRTp07/eD+5xX9d12BqRSXPXqb8kjJTR/iLgmKtqSM8kO4Bay1MLf8Z/F0l5j17Z5kZhSWmjvAXt3OfzXUTOuO9vT+22MRn71LnjFzjfN/Nk4gerezl838nt+jJPtMqWpp+NuYOo4zYpKenM3LkSC5dukTdunVRq9X89ttvFBUV0bJlSypVqmSMw0qSJEmS9DjK0YiNUUqs6dOn06pVK2JiYggLCyMsLIyDBw/StGlTZs2aZYxDSpIkSZIkGaewiY+PJyQkBI3m7gp2jUZDSEiI4W7fkiRJkiQ9G+Ti4b9RoUKFB7abmZk9E1dFSZIkSZJ0V3laPGyUwuZBX6T03zwnSZIkSdLTV54+mY1S2Fy8eJEuXbr8pV0IQWpqqjEOKUmSJEnS4ypHlY1RCptt27YZY7eSJEmSJEmPZJTCpmZN5W/SJkmSJEmScTxrC4CfhNHv7i1JkiRJ0rOtPC1/Neo3D0uSJEmSJD1N8tprSZIkSZLKDVnYSJIkSZJUbsjCRpIkSZKkckMWNpIkSZIklRuysJEkSZIkqdyQhY0kSZIkSeWGLGwkSZIkSSo3ZGEjSZIkSVK5IQsbSZIkSZLKjXJR2OTl5eHr68uNGzcA2Lx5Mz4+PvTo0YMZM2ZQVlZ23/bnzp3D1dXV8DgtLY3hw4fj6+tLUFAQJ06ceGqZwsPDad++Pf7+/vj7+zN//nwAbt26Rd++ffH29uadd94hPz//iTMpkeuOhQsXsnjx4mci07FjxwgMDMTf359+/fpx8+ZNk2c6evQovXr1okePHgwfPpzs7GyTZ7rjz/3f1Ln+Lq8pMqWkpDB06FACAgLo3bu3YT+mypSenm547O/vT+fOnXnxxRdNmgngxo0b9O3bF39/f956661n4m8vNjaWwMBAevTowbBhw0hNTX1qmR7Wb3Jychg6dCjdunWjb9++imSSHkH8jzt58qTw9fUVzZo1E4mJieLy5cvCw8NDJCcnCyGECA0NFatWrTJsX1BQIIKCgkTjxo0NbWPGjBELFy4UQgiRkJAgunTpIgoLC59KpmnTpolffvnlL/sYOnSo2LJlixBCiCVLlohPP/30sfMomSsnJ0dMnDhRuLm5iUWLFj0TmTw9PUVcXJwQQogffvhBDB8+3OSZXn31VXHx4kUhhBBz584V8+bNM3kmIR7c/02d61F5TZWpX79+Yv369UIIIdavXy9GjRpl8kx3aLVaERwcLH7++WeTZxo7dqz47rvvhBBCfPvtt2LMmDEmzaTT6UTHjh3FoUOHhBBCREZGimHDhj21TA/rNx9//LFYtmyZEEKIn3766Yn7k/Ro//MjNmFhYYSGhuLs7AxAfHw8LVq0MDz29PRk586dhu1nz55N//7979tHXFwc3bp1A6B27drY2dk90ajNP8l0+vRpwsPD8fPzY+zYsWRnZ1NaWsqRI0fw8vICoFevXmzduvWx8yiVC2DXrl3Uq1ePAQMGPHEeJTKVlJQwatQomjZtCkCTJk1ISkoyaSaAX3/9lYYNG1JaWkpycjKVKlUyeSZ4cP83da5H5TVFpoyMDM6fP0/v3r0BCAwMZPTo0SbNdK9NmzZhZWVFjx49TJ5Jp9ORl5cHQGFhIZaWlibNlJmZSVFREW3atDFsHxMTQ0lJidEzParfREdHG/6/fH192bdvH6WlpY+dSXq0//nCZubMmbi7uxseN23alFOnTpGUlIRWq2Xr1q2kpaUB+g/loqIivL2979vH888/T2RkJAAXLlzg0qVLhtcYO5OTkxPvv/8+ERERVK9enWnTppGZmYmtrS1qtdqwTXJy8mPnUSoXQEBAAEOHDsXc3PyJ8yiRycLCAn9/f0D/JrtkyRJeffVVk2YC0Gg0xMfH07FjRw4fPkz37t1Nnulh/d/UuR7WbqpMiYmJ1KhRg1mzZuHn58fIkSPRaDQmzXSHVqtl6dKljBkz5onyKJVp1KhRrFmzBg8PD1atWsWQIUNMmsne3h5ra2tiYmIAiIyMpLS0lMzMTKNnelS/SUlJwcnJCQC1Wo2trS0ZGRmPnUn6G6YeMlKKp6enSExMFEIIERERIfz9/UVQUJBYvXq16N69u0hJSRGBgYEiNzdXCCHuG4pPT08Xo0ePFr6+vmLy5Mli6NChIioqyuiZ/iwrK0u4u7uL27dvCw8PD0N7aWmpcHV1feI8T5rrXosWLVJkKkqpTMXFxeKDDz4QAwcOFCUlJc9Epjs2bNgggoKCTJrpUf3flLn+2/anmeno0aOiSZMmYvfu3UIIIcLCwkRwcLBJM92xZ88eMXDgQEWyKJGpd+/eYseOHUIIIbZu3Sp8fX2FTqczaabTp0+L4OBg4e/vL1atWiVefvllkZ6ebvRMj+o3zZo1E6WlpYZ9eXh4iJSUlCfOJD3Y//yIzZ8VFxfj5uZGeHg4GzdupEaNGtSuXZvo6GiysrIMC90A/P39ycvLo6CggOnTp/PLL78wY8YMbt26RZ06dYyeKTc3lzVr1hi2E0KgVqtxcHAgLy8PrVYLQGpqqmHYU0n/NNfT8DiZ8vPzGTx4MGVlZSxduvSJz66fNFNxcfF9059+fn7Ex8ebNNOj+r8pcz2NvvZPMzk5OWFjY4OnpyegnzqIjY01aaY7du7ciY+Pj6JZHjdTRkYGV65cMYyQenl5kZqa+kSjI0+aCfQjImvXriU8PJyePXui0+mws7MzeqZH9RtnZ2fDSFNZWRl5eXmKZpLuV+4Km4KCAvr160deXh4lJSWsXbsWHx8f/u///o+dO3cSERFBREQEABEREdja2rJu3To2btwIQExMDKWlpYY1G8bMZG1tzcqVKzl16hQA69at47XXXkOj0eDu7s6vv/4K6Ff/d+jQQbE8j5vraXicTOPGjaNu3bosXLgQCwsLk2dSq9V8/PHHnDlzBoCoqChatmxp0kyP6v+mzPU0+to/zVSnTh2qVq3K3r17AdizZw/NmjUzaaY7Tp48ed+0iCkz2dvbU6FCBY4ePQror060sbHBwcHBZJkAJk2aZCgoVq1ahbe3NyqVch91D8v0qH7TsWNHwsPDAf36O3d3d8VPwKR7mGikSHH3DhOGhYUJHx8f0bVr14dOl/x5Kqp///7C19dXBAUFGa5meRqZjhw5IgICAoS3t7cYPny4yMnJEUIIcePGDREcHCy6desmBg4cKLKyshTJ9KS57jDmVNQ/yXT27FnRuHFj4ePjI/z8/ISfn58YPHiwSTPdae/Zs6fw8/MTQ4YMEUlJSSbPdC9jTkU9zu/q7/I+7UyXL18WwcHBonv37iIoKEhcvXrV5JmEEMLNzU0UFRUpkkWJTKdOnRKvv/664b3z7Nmzz0SmgIAA4eXlJUaOHGmYfn0amR7WbzIzM8WwYcOEj4+PCAoKMuxHMg4zIYQwdXElSZIkSZKkhHI3FSVJkiRJ0r+XLGwkSZIkSSo3ZGEjSZIkSVK5IQsbSZIkSZLKDVnYSJIkSZJUbsjCRpIkSZKkckMWNpIkSZIklRtP53vyJUl6Jnz44Yc4ODgQEhICwM8//8y2bdsIDAxk6dKllJaWYmlpyfjx43nxxRdJS0tj6tSppKenk5qaSs2aNVmwYAGOjo507twZNzc34uPjCQkJeWrfTi1JkvQocsRGkv5F+vbty+bNmykrKwPg+++/x8PDg/nz57N8+XLCw8OZPn0677//PgUFBURGRtKiRQu+//57du3ahaWlpeGWDACNGjUiKipKFjWSJD0z5IiNJP2LuLi4UKtWLaKjo6lfvz4pKSlotVpSUlLo37+/YTszMzMSEhLo168fR48eZfXq1Vy7do2LFy/SvHlzw3bGum+RJEnS45KFjST9y/Tt25dNmzZRr1493njjDXQ6HW3btmXBggWGbZKSknB2dmbu3LnExsYSGBhI69atKSsr4967sFhbW5vgJ5AkSXo4ORUlSf8yXl5exMXFsX37dgIDA2nTpg0HDhzg8uXLAOzduxc/Pz+Ki4uJiYmhX79+BAQE4OjoyMGDB9FqtSb+CSRJkh5OjthI0r+MhYUFXl5epKWl4eDggIODA9OmTSMkJAQhBGq1mqVLl2Jtbc2IESP49NNP+fLLLzE3N6dly5YkJCSY+keQJEl6KHl3b0n6lykoKCA4OJjQ0ND71stIkiSVB3IqSpL+Rfbv30+nTp1o3bq1LGokSSqX5IiNJEmSJEnlhhyxkSRJkiSp3JCFjSRJkiRJ5YYsbCRJkiRJKjdkYSNJkiRJUrkhCxtJkiRJksoNWdhIkiRJklRu/D8nFDHvmxiKsAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(voos, annot=True, fmt='.0f', cmap=\"Blues\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ec2087e",
   "metadata": {},
   "source": [
    "### <a> Gráfico de dispersão com regressão linear </a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cac91832",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total</th>\n",
       "      <th>speeding</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>not_distracted</th>\n",
       "      <th>no_previous</th>\n",
       "      <th>ins_premium</th>\n",
       "      <th>ins_losses</th>\n",
       "      <th>abbrev</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.8</td>\n",
       "      <td>7.332</td>\n",
       "      <td>5.640</td>\n",
       "      <td>18.048</td>\n",
       "      <td>15.040</td>\n",
       "      <td>784.55</td>\n",
       "      <td>145.08</td>\n",
       "      <td>AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18.1</td>\n",
       "      <td>7.421</td>\n",
       "      <td>4.525</td>\n",
       "      <td>16.290</td>\n",
       "      <td>17.014</td>\n",
       "      <td>1053.48</td>\n",
       "      <td>133.93</td>\n",
       "      <td>AK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.6</td>\n",
       "      <td>6.510</td>\n",
       "      <td>5.208</td>\n",
       "      <td>15.624</td>\n",
       "      <td>17.856</td>\n",
       "      <td>899.47</td>\n",
       "      <td>110.35</td>\n",
       "      <td>AZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22.4</td>\n",
       "      <td>4.032</td>\n",
       "      <td>5.824</td>\n",
       "      <td>21.056</td>\n",
       "      <td>21.280</td>\n",
       "      <td>827.34</td>\n",
       "      <td>142.39</td>\n",
       "      <td>AR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.0</td>\n",
       "      <td>4.200</td>\n",
       "      <td>3.360</td>\n",
       "      <td>10.920</td>\n",
       "      <td>10.680</td>\n",
       "      <td>878.41</td>\n",
       "      <td>165.63</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total  speeding  alcohol  not_distracted  no_previous  ins_premium  \\\n",
       "0   18.8     7.332    5.640          18.048       15.040       784.55   \n",
       "1   18.1     7.421    4.525          16.290       17.014      1053.48   \n",
       "2   18.6     6.510    5.208          15.624       17.856       899.47   \n",
       "3   22.4     4.032    5.824          21.056       21.280       827.34   \n",
       "4   12.0     4.200    3.360          10.920       10.680       878.41   \n",
       "\n",
       "   ins_losses abbrev  \n",
       "0      145.08     AL  \n",
       "1      133.93     AK  \n",
       "2      110.35     AZ  \n",
       "3      142.39     AR  \n",
       "4      165.63     CA  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acidentes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "01728182",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2df30640f88>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(data=acidentes, x='alcohol', y='speeding')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed490f72",
   "metadata": {},
   "source": [
    "### <a> Seaborn com Matplotlib </a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "047e479d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "janela, graficos = plt.subplots(nrows=2, ncols=2, figsize=(20,10))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "aba3f471",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 5 Axes>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.barplot(data=df_por_sexo, x='sex', y='survived', ax=graficos[0][0])\n",
    "sns.histplot(data=df_titanic, x='age', ax=graficos[0][1])\n",
    "sns.boxplot(data=idades_com_outlier, orient='h', ax=graficos[1][0])\n",
    "sns.heatmap(voos, annot=True, fmt='.0f', ax=graficos[1][1])\n",
    "\n",
    "janela"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f699de88",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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