Aula_03_Desafios_BrunoSiqueira.ipynb

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  "metadata": {
    "colab": {
      "name": "Aula_03_Desafios_BrunoSiqueira.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyNypxCLxEgrl6qwF4GXgZhy",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/BrSiqueira/ImersaoDados03/blob/main/Aula_03_Desafios_BrunoSiqueira.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PGBOMC2zcpvG"
      },
      "source": [
        "#Notebook de Bruno Siqueira\n",
        "##Aula 03 Imersao dados 03."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ytyAsu3pd40B"
      },
      "source": [
        "Preparando os dados"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MUWlAEE7cy9v"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "plt.style.use('seaborn-whitegrid')\n",
        "\n",
        "url_dados = 'https://github.com/alura-cursos/imersaodados3/blob/main/dados/dados_experimentos.zip?raw=true'\n",
        "\n",
        "dados = pd.read_csv(url_dados, compression = 'zip')"
      ],
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "5bv5VbH_dYFh",
        "outputId": "81820830-6ec7-4853-e37e-7faa65f8a1bf"
      },
      "source": [
        "dados.columns = dados.columns.str.upper()\n",
        "dados.columns = dados.columns.str.replace('-','')\n",
        "dados.rename(columns={'DROGA': 'COMPOSTO'}, inplace=True)\n",
        "\n",
        "dados"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>com_droga</td>\n",
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              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
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              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
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              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
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              "      <td>0.5523</td>\n",
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              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
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              "      <td>-0.0499</td>\n",
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              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>id_0015fd391</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8c7f86626</td>\n",
              "      <td>-0.5138</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.5288</td>\n",
              "      <td>4.0620</td>\n",
              "      <td>-0.8095</td>\n",
              "      <td>-1.9590</td>\n",
              "      <td>0.1792</td>\n",
              "      <td>-0.1321</td>\n",
              "      <td>-1.0600</td>\n",
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              "      <td>-0.3584</td>\n",
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              "      <td>-2.5690</td>\n",
              "      <td>0.8183</td>\n",
              "      <td>-0.0532</td>\n",
              "      <td>-0.8554</td>\n",
              "      <td>0.1160</td>\n",
              "      <td>-2.3520</td>\n",
              "      <td>2.1200</td>\n",
              "      <td>-1.1580</td>\n",
              "      <td>-0.7191</td>\n",
              "      <td>-0.8004</td>\n",
              "      <td>-1.4670</td>\n",
              "      <td>-0.0107</td>\n",
              "      <td>-0.8995</td>\n",
              "      <td>0.2406</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-1.0890</td>\n",
              "      <td>-0.7575</td>\n",
              "      <td>0.0881</td>\n",
              "      <td>-2.7370</td>\n",
              "      <td>0.8745</td>\n",
              "      <td>0.5787</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.1220</td>\n",
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              "      <td>-3.7350</td>\n",
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              "      <td>-1.4930</td>\n",
              "      <td>-1.6600</td>\n",
              "      <td>-3.1660</td>\n",
              "      <td>0.2816</td>\n",
              "      <td>-0.2990</td>\n",
              "      <td>-1.1870</td>\n",
              "      <td>-0.5044</td>\n",
              "      <td>-1.7750</td>\n",
              "      <td>-1.6120</td>\n",
              "      <td>-0.9215</td>\n",
              "      <td>-1.0810</td>\n",
              "      <td>-3.0520</td>\n",
              "      <td>-3.4470</td>\n",
              "      <td>-2.7740</td>\n",
              "      <td>-1.8460</td>\n",
              "      <td>-0.5568</td>\n",
              "      <td>-3.3960</td>\n",
              "      <td>-2.9510</td>\n",
              "      <td>-1.1550</td>\n",
              "      <td>-3.2620</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>-2.4600</td>\n",
              "      <td>-0.9417</td>\n",
              "      <td>-1.5550</td>\n",
              "      <td>0.2431</td>\n",
              "      <td>-2.0990</td>\n",
              "      <td>-0.6441</td>\n",
              "      <td>-5.6300</td>\n",
              "      <td>-1.3780</td>\n",
              "      <td>-0.8632</td>\n",
              "      <td>-1.2880</td>\n",
              "      <td>-1.6210</td>\n",
              "      <td>-0.8784</td>\n",
              "      <td>-0.3876</td>\n",
              "      <td>-0.8154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>id_001626bd3</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>7cbed3131</td>\n",
              "      <td>-0.3254</td>\n",
              "      <td>-0.4009</td>\n",
              "      <td>0.9700</td>\n",
              "      <td>0.6919</td>\n",
              "      <td>1.4180</td>\n",
              "      <td>-0.8244</td>\n",
              "      <td>-0.2800</td>\n",
              "      <td>-0.1498</td>\n",
              "      <td>-0.8789</td>\n",
              "      <td>0.8630</td>\n",
              "      <td>-0.2219</td>\n",
              "      <td>-0.5121</td>\n",
              "      <td>-0.9577</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>0.2042</td>\n",
              "      <td>0.1970</td>\n",
              "      <td>0.1244</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>-0.3543</td>\n",
              "      <td>-0.5160</td>\n",
              "      <td>-0.3330</td>\n",
              "      <td>-0.2685</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2057</td>\n",
              "      <td>1.3720</td>\n",
              "      <td>0.6835</td>\n",
              "      <td>0.8056</td>\n",
              "      <td>-0.3754</td>\n",
              "      <td>-1.2090</td>\n",
              "      <td>0.2965</td>\n",
              "      <td>-0.0712</td>\n",
              "      <td>0.6389</td>\n",
              "      <td>0.6674</td>\n",
              "      <td>-0.0783</td>\n",
              "      <td>1.1740</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2274</td>\n",
              "      <td>0.3215</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.4640</td>\n",
              "      <td>-0.5943</td>\n",
              "      <td>0.3973</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.5178</td>\n",
              "      <td>0.5159</td>\n",
              "      <td>0.6091</td>\n",
              "      <td>0.1813</td>\n",
              "      <td>-0.4249</td>\n",
              "      <td>0.7832</td>\n",
              "      <td>0.6529</td>\n",
              "      <td>0.5648</td>\n",
              "      <td>0.4817</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>0.5303</td>\n",
              "      <td>0.6376</td>\n",
              "      <td>-0.3966</td>\n",
              "      <td>-1.4950</td>\n",
              "      <td>-0.9625</td>\n",
              "      <td>-0.0541</td>\n",
              "      <td>0.6273</td>\n",
              "      <td>0.4563</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.8134</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>0.6054</td>\n",
              "      <td>-0.1824</td>\n",
              "      <td>0.0042</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.6670</td>\n",
              "      <td>1.0690</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.3031</td>\n",
              "      <td>0.1094</td>\n",
              "      <td>0.2885</td>\n",
              "      <td>-0.3786</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23809</th>\n",
              "      <td>id_fffb1ceed</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>df1d0a5a1</td>\n",
              "      <td>0.1394</td>\n",
              "      <td>-0.0636</td>\n",
              "      <td>-0.1112</td>\n",
              "      <td>-0.5080</td>\n",
              "      <td>-0.4713</td>\n",
              "      <td>0.7201</td>\n",
              "      <td>0.5773</td>\n",
              "      <td>0.3055</td>\n",
              "      <td>-0.4726</td>\n",
              "      <td>0.1269</td>\n",
              "      <td>0.2531</td>\n",
              "      <td>0.1730</td>\n",
              "      <td>-0.4532</td>\n",
              "      <td>-1.0790</td>\n",
              "      <td>0.2474</td>\n",
              "      <td>-0.4550</td>\n",
              "      <td>0.3588</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>-0.7362</td>\n",
              "      <td>-0.1103</td>\n",
              "      <td>0.8550</td>\n",
              "      <td>-0.4139</td>\n",
              "      <td>0.5541</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.5573</td>\n",
              "      <td>-0.4397</td>\n",
              "      <td>-0.9260</td>\n",
              "      <td>-0.2424</td>\n",
              "      <td>-0.6686</td>\n",
              "      <td>0.2326</td>\n",
              "      <td>0.6456</td>\n",
              "      <td>0.0136</td>\n",
              "      <td>-0.5141</td>\n",
              "      <td>-0.6320</td>\n",
              "      <td>0.7166</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0807</td>\n",
              "      <td>0.4024</td>\n",
              "      <td>-0.0895</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9641</td>\n",
              "      <td>-0.1846</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>0.3154</td>\n",
              "      <td>-0.2071</td>\n",
              "      <td>-0.6158</td>\n",
              "      <td>-0.2977</td>\n",
              "      <td>0.0992</td>\n",
              "      <td>0.6838</td>\n",
              "      <td>0.5259</td>\n",
              "      <td>0.7882</td>\n",
              "      <td>0.3119</td>\n",
              "      <td>-0.7697</td>\n",
              "      <td>0.2203</td>\n",
              "      <td>-1.0710</td>\n",
              "      <td>0.5979</td>\n",
              "      <td>0.0848</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.6293</td>\n",
              "      <td>1.1660</td>\n",
              "      <td>0.3329</td>\n",
              "      <td>0.2754</td>\n",
              "      <td>0.4108</td>\n",
              "      <td>-0.1252</td>\n",
              "      <td>-0.2340</td>\n",
              "      <td>0.2267</td>\n",
              "      <td>0.1969</td>\n",
              "      <td>0.0262</td>\n",
              "      <td>-0.8121</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.5372</td>\n",
              "      <td>-0.3246</td>\n",
              "      <td>0.0631</td>\n",
              "      <td>0.9171</td>\n",
              "      <td>0.5258</td>\n",
              "      <td>0.4680</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>id_fffb70c0c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D2</td>\n",
              "      <td>ecf3b6b74</td>\n",
              "      <td>-1.3260</td>\n",
              "      <td>0.3478</td>\n",
              "      <td>-0.3743</td>\n",
              "      <td>0.9905</td>\n",
              "      <td>-0.7178</td>\n",
              "      <td>0.6621</td>\n",
              "      <td>-0.2252</td>\n",
              "      <td>-0.5565</td>\n",
              "      <td>0.5112</td>\n",
              "      <td>0.6727</td>\n",
              "      <td>-0.1851</td>\n",
              "      <td>2.8650</td>\n",
              "      <td>-0.2140</td>\n",
              "      <td>-0.6153</td>\n",
              "      <td>0.8362</td>\n",
              "      <td>0.5584</td>\n",
              "      <td>-0.2589</td>\n",
              "      <td>0.1292</td>\n",
              "      <td>0.0148</td>\n",
              "      <td>0.0949</td>\n",
              "      <td>-0.2182</td>\n",
              "      <td>-0.9235</td>\n",
              "      <td>0.0749</td>\n",
              "      <td>-1.5910</td>\n",
              "      <td>-0.8359</td>\n",
              "      <td>-0.9217</td>\n",
              "      <td>0.3013</td>\n",
              "      <td>0.1716</td>\n",
              "      <td>0.0880</td>\n",
              "      <td>0.1842</td>\n",
              "      <td>0.1835</td>\n",
              "      <td>0.5436</td>\n",
              "      <td>-0.0533</td>\n",
              "      <td>-0.0491</td>\n",
              "      <td>0.9543</td>\n",
              "      <td>...</td>\n",
              "      <td>0.1410</td>\n",
              "      <td>1.2640</td>\n",
              "      <td>-0.8663</td>\n",
              "      <td>0.8129</td>\n",
              "      <td>-0.1514</td>\n",
              "      <td>-0.4652</td>\n",
              "      <td>-0.7390</td>\n",
              "      <td>-1.3270</td>\n",
              "      <td>0.9925</td>\n",
              "      <td>1.0570</td>\n",
              "      <td>-0.3355</td>\n",
              "      <td>-0.2555</td>\n",
              "      <td>0.8219</td>\n",
              "      <td>0.6995</td>\n",
              "      <td>-0.2942</td>\n",
              "      <td>0.2408</td>\n",
              "      <td>-0.7781</td>\n",
              "      <td>-0.0929</td>\n",
              "      <td>-0.0329</td>\n",
              "      <td>0.0781</td>\n",
              "      <td>-1.4440</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>0.3188</td>\n",
              "      <td>-1.1080</td>\n",
              "      <td>0.4895</td>\n",
              "      <td>-0.2144</td>\n",
              "      <td>1.0960</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.4444</td>\n",
              "      <td>-1.1130</td>\n",
              "      <td>0.4286</td>\n",
              "      <td>0.4426</td>\n",
              "      <td>0.0423</td>\n",
              "      <td>-0.3195</td>\n",
              "      <td>-0.8086</td>\n",
              "      <td>-0.9798</td>\n",
              "      <td>-0.2084</td>\n",
              "      <td>-0.1224</td>\n",
              "      <td>-0.2715</td>\n",
              "      <td>0.3689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>id_fffc1c3f4</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>48</td>\n",
              "      <td>D2</td>\n",
              "      <td>cacb2b860</td>\n",
              "      <td>0.3942</td>\n",
              "      <td>0.3756</td>\n",
              "      <td>0.3109</td>\n",
              "      <td>-0.7389</td>\n",
              "      <td>0.5505</td>\n",
              "      <td>-0.0159</td>\n",
              "      <td>-0.2541</td>\n",
              "      <td>0.1745</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.4865</td>\n",
              "      <td>-0.1854</td>\n",
              "      <td>0.0716</td>\n",
              "      <td>0.1729</td>\n",
              "      <td>-0.0434</td>\n",
              "      <td>0.1542</td>\n",
              "      <td>-0.2192</td>\n",
              "      <td>-0.0302</td>\n",
              "      <td>-0.4218</td>\n",
              "      <td>0.4057</td>\n",
              "      <td>-0.5372</td>\n",
              "      <td>0.1521</td>\n",
              "      <td>-0.2651</td>\n",
              "      <td>0.2310</td>\n",
              "      <td>-0.8101</td>\n",
              "      <td>0.4943</td>\n",
              "      <td>0.6905</td>\n",
              "      <td>-0.3720</td>\n",
              "      <td>-1.4110</td>\n",
              "      <td>0.4516</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.1949</td>\n",
              "      <td>-1.3280</td>\n",
              "      <td>-0.4276</td>\n",
              "      <td>-0.0040</td>\n",
              "      <td>-0.3086</td>\n",
              "      <td>...</td>\n",
              "      <td>0.6845</td>\n",
              "      <td>0.7127</td>\n",
              "      <td>0.7294</td>\n",
              "      <td>0.4718</td>\n",
              "      <td>-0.2020</td>\n",
              "      <td>0.2783</td>\n",
              "      <td>0.4934</td>\n",
              "      <td>0.4144</td>\n",
              "      <td>0.5449</td>\n",
              "      <td>1.4690</td>\n",
              "      <td>-0.6142</td>\n",
              "      <td>0.6068</td>\n",
              "      <td>0.3434</td>\n",
              "      <td>0.9880</td>\n",
              "      <td>-0.0468</td>\n",
              "      <td>-0.1882</td>\n",
              "      <td>-0.0087</td>\n",
              "      <td>-0.0356</td>\n",
              "      <td>0.5718</td>\n",
              "      <td>0.4971</td>\n",
              "      <td>0.1057</td>\n",
              "      <td>0.2111</td>\n",
              "      <td>0.6992</td>\n",
              "      <td>0.0708</td>\n",
              "      <td>0.6169</td>\n",
              "      <td>0.2248</td>\n",
              "      <td>0.5994</td>\n",
              "      <td>0.2689</td>\n",
              "      <td>0.0305</td>\n",
              "      <td>1.2320</td>\n",
              "      <td>0.5409</td>\n",
              "      <td>0.3755</td>\n",
              "      <td>0.7343</td>\n",
              "      <td>0.2807</td>\n",
              "      <td>0.4116</td>\n",
              "      <td>0.6422</td>\n",
              "      <td>0.2256</td>\n",
              "      <td>0.7592</td>\n",
              "      <td>0.6656</td>\n",
              "      <td>0.3808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>id_fffcb9e7c</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>8b87a7a83</td>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.4392</td>\n",
              "      <td>0.2044</td>\n",
              "      <td>0.8531</td>\n",
              "      <td>-0.0343</td>\n",
              "      <td>0.0323</td>\n",
              "      <td>0.0463</td>\n",
              "      <td>0.4299</td>\n",
              "      <td>-0.7985</td>\n",
              "      <td>0.5742</td>\n",
              "      <td>0.1421</td>\n",
              "      <td>2.2700</td>\n",
              "      <td>0.2046</td>\n",
              "      <td>0.5363</td>\n",
              "      <td>-1.7330</td>\n",
              "      <td>0.1450</td>\n",
              "      <td>0.6097</td>\n",
              "      <td>0.2024</td>\n",
              "      <td>0.9865</td>\n",
              "      <td>-0.7805</td>\n",
              "      <td>0.9608</td>\n",
              "      <td>0.3440</td>\n",
              "      <td>2.7650</td>\n",
              "      <td>0.4925</td>\n",
              "      <td>0.6698</td>\n",
              "      <td>0.2374</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.8771</td>\n",
              "      <td>-2.6560</td>\n",
              "      <td>-0.2000</td>\n",
              "      <td>-0.2043</td>\n",
              "      <td>0.6797</td>\n",
              "      <td>-0.0248</td>\n",
              "      <td>-0.0927</td>\n",
              "      <td>...</td>\n",
              "      <td>0.3360</td>\n",
              "      <td>-0.6136</td>\n",
              "      <td>0.5011</td>\n",
              "      <td>0.9261</td>\n",
              "      <td>0.4419</td>\n",
              "      <td>0.0295</td>\n",
              "      <td>0.4220</td>\n",
              "      <td>0.4677</td>\n",
              "      <td>-0.1184</td>\n",
              "      <td>0.4524</td>\n",
              "      <td>0.4135</td>\n",
              "      <td>0.1356</td>\n",
              "      <td>-0.5801</td>\n",
              "      <td>0.0411</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>1.0340</td>\n",
              "      <td>-0.0270</td>\n",
              "      <td>-0.4194</td>\n",
              "      <td>0.7403</td>\n",
              "      <td>-0.6793</td>\n",
              "      <td>-0.1423</td>\n",
              "      <td>0.7307</td>\n",
              "      <td>0.7946</td>\n",
              "      <td>-0.0650</td>\n",
              "      <td>0.9038</td>\n",
              "      <td>0.2324</td>\n",
              "      <td>0.9676</td>\n",
              "      <td>1.0940</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.5187</td>\n",
              "      <td>-0.1105</td>\n",
              "      <td>0.4258</td>\n",
              "      <td>-0.2012</td>\n",
              "      <td>0.1506</td>\n",
              "      <td>1.5230</td>\n",
              "      <td>0.7101</td>\n",
              "      <td>0.1732</td>\n",
              "      <td>0.7015</td>\n",
              "      <td>-0.6290</td>\n",
              "      <td>0.0740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>id_ffffdd77b</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>972f41291</td>\n",
              "      <td>-0.8598</td>\n",
              "      <td>1.0240</td>\n",
              "      <td>-0.1361</td>\n",
              "      <td>0.7952</td>\n",
              "      <td>-0.3611</td>\n",
              "      <td>-3.6750</td>\n",
              "      <td>-1.2420</td>\n",
              "      <td>0.9146</td>\n",
              "      <td>3.0790</td>\n",
              "      <td>1.2460</td>\n",
              "      <td>1.9460</td>\n",
              "      <td>1.4370</td>\n",
              "      <td>2.9780</td>\n",
              "      <td>2.2370</td>\n",
              "      <td>-0.6818</td>\n",
              "      <td>0.6870</td>\n",
              "      <td>-1.1060</td>\n",
              "      <td>0.0182</td>\n",
              "      <td>-0.9247</td>\n",
              "      <td>-0.0738</td>\n",
              "      <td>-0.1919</td>\n",
              "      <td>-0.7722</td>\n",
              "      <td>-1.4050</td>\n",
              "      <td>-1.0050</td>\n",
              "      <td>-1.1170</td>\n",
              "      <td>-0.5293</td>\n",
              "      <td>-1.1720</td>\n",
              "      <td>-0.2885</td>\n",
              "      <td>0.1599</td>\n",
              "      <td>-0.4250</td>\n",
              "      <td>0.3591</td>\n",
              "      <td>-0.1420</td>\n",
              "      <td>-0.9530</td>\n",
              "      <td>-0.2005</td>\n",
              "      <td>-1.8340</td>\n",
              "      <td>...</td>\n",
              "      <td>-6.9170</td>\n",
              "      <td>-1.8640</td>\n",
              "      <td>-2.5090</td>\n",
              "      <td>-4.7130</td>\n",
              "      <td>-1.7250</td>\n",
              "      <td>-3.8650</td>\n",
              "      <td>-3.0800</td>\n",
              "      <td>-4.1530</td>\n",
              "      <td>-1.2030</td>\n",
              "      <td>-1.1690</td>\n",
              "      <td>-4.1460</td>\n",
              "      <td>-1.2670</td>\n",
              "      <td>-1.1300</td>\n",
              "      <td>-2.4390</td>\n",
              "      <td>0.1591</td>\n",
              "      <td>-2.2490</td>\n",
              "      <td>-2.5860</td>\n",
              "      <td>-1.9520</td>\n",
              "      <td>-2.1810</td>\n",
              "      <td>-4.6690</td>\n",
              "      <td>-3.9450</td>\n",
              "      <td>-2.9560</td>\n",
              "      <td>-2.7930</td>\n",
              "      <td>-2.1560</td>\n",
              "      <td>-2.4100</td>\n",
              "      <td>-1.8190</td>\n",
              "      <td>-3.3480</td>\n",
              "      <td>-0.1414</td>\n",
              "      <td>-2.6430</td>\n",
              "      <td>-2.5810</td>\n",
              "      <td>-3.3890</td>\n",
              "      <td>-1.7450</td>\n",
              "      <td>-6.6300</td>\n",
              "      <td>-4.0950</td>\n",
              "      <td>-7.3860</td>\n",
              "      <td>-1.4160</td>\n",
              "      <td>-3.5770</td>\n",
              "      <td>-0.4775</td>\n",
              "      <td>-2.1500</td>\n",
              "      <td>-4.2520</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23814 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 ID    TRATAMENTO  TEMPO DOSE  ...     C96     C97     C98     C99\n",
              "0      id_000644bb2     com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1      id_000779bfc     com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2      id_000a6266a     com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "3      id_0015fd391     com_droga     48   D1  ... -1.6210 -0.8784 -0.3876 -0.8154\n",
              "4      id_001626bd3     com_droga     72   D2  ...  0.1094  0.2885 -0.3786  0.7125\n",
              "...             ...           ...    ...  ...  ...     ...     ...     ...     ...\n",
              "23809  id_fffb1ceed     com_droga     24   D2  ...  0.0631  0.9171  0.5258  0.4680\n",
              "23810  id_fffb70c0c     com_droga     24   D2  ... -0.2084 -0.1224 -0.2715  0.3689\n",
              "23811  id_fffc1c3f4  com_controle     48   D2  ...  0.2256  0.7592  0.6656  0.3808\n",
              "23812  id_fffcb9e7c     com_droga     24   D1  ...  0.1732  0.7015 -0.6290  0.0740\n",
              "23813  id_ffffdd77b     com_droga     72   D1  ... -3.5770 -0.4775 -2.1500 -4.2520\n",
              "\n",
              "[23814 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "glUg-6wu37Hh"
      },
      "source": [
        "Cross Table\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "kgse2-ZH39Bp",
        "outputId": "e01ed467-7c90-4f6a-a000-d23c4f537bca"
      },
      "source": [
        "pd.crosstab(dados[\"DOSE\"], dados[\"TEMPO\"])"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>TEMPO</th>\n",
              "      <th>24</th>\n",
              "      <th>48</th>\n",
              "      <th>72</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DOSE</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>D1</th>\n",
              "      <td>3886</td>\n",
              "      <td>4354</td>\n",
              "      <td>3907</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>D2</th>\n",
              "      <td>3886</td>\n",
              "      <td>3896</td>\n",
              "      <td>3885</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "TEMPO    24    48    72\n",
              "DOSE                   \n",
              "D1     3886  4354  3907\n",
              "D2     3886  3896  3885"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "rBIhJZa742J0",
        "outputId": "566f34cd-8d8d-439a-de06-d21b0ba1eb56"
      },
      "source": [
        "pd.crosstab([dados[\"DOSE\"], dados[\"TEMPO\"]],dados[\"TRATAMENTO\"], normalize='index')"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>TRATAMENTO</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DOSE</th>\n",
              "      <th>TEMPO</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>0.077458</td>\n",
              "      <td>0.922542</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.078778</td>\n",
              "      <td>0.921222</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.078577</td>\n",
              "      <td>0.921423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.078487</td>\n",
              "      <td>0.921513</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.078285</td>\n",
              "      <td>0.921715</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.078507</td>\n",
              "      <td>0.921493</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "TRATAMENTO  com_controle  com_droga\n",
              "DOSE TEMPO                         \n",
              "D1   24         0.077458   0.922542\n",
              "     48         0.078778   0.921222\n",
              "     72         0.078577   0.921423\n",
              "D2   24         0.078487   0.921513\n",
              "     48         0.078285   0.921715\n",
              "     72         0.078507   0.921493"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WcMMObiw5xt7"
      },
      "source": [
        "##Desafio 01\n",
        "### Group by"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "mAMtFnWs4-gq",
        "outputId": "a4515db7-f3ab-4ae2-9f86-04bb303b16b0"
      },
      "source": [
        "group = dados.groupby(['DOSE','TEMPO'])['TRATAMENTO'].value_counts(normalize=True)\n",
        "group.unstack()"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>TRATAMENTO</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DOSE</th>\n",
              "      <th>TEMPO</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>0.077458</td>\n",
              "      <td>0.922542</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.078778</td>\n",
              "      <td>0.921222</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.078577</td>\n",
              "      <td>0.921423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.078487</td>\n",
              "      <td>0.921513</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.078285</td>\n",
              "      <td>0.921715</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.078507</td>\n",
              "      <td>0.921493</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "TRATAMENTO  com_controle  com_droga\n",
              "DOSE TEMPO                         \n",
              "D1   24         0.077458   0.922542\n",
              "     48         0.078778   0.921222\n",
              "     72         0.078577   0.921423\n",
              "D2   24         0.078487   0.921513\n",
              "     48         0.078285   0.921715\n",
              "     72         0.078507   0.921493"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8gjMSPz3sWa4"
      },
      "source": [
        "##Desafio 02\n",
        "### Crosstab - Normalizando pela coluna"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CXtJ2OX4_aRx",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "outputId": "8ab78ad2-d4dc-43f7-88ef-0f0012ed87c4"
      },
      "source": [
        "pd.crosstab([dados[\"DOSE\"], dados[\"TEMPO\"]],dados[\"TRATAMENTO\"], normalize='columns')"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>TRATAMENTO</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DOSE</th>\n",
              "      <th>TEMPO</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>0.161308</td>\n",
              "      <td>0.163341</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.183816</td>\n",
              "      <td>0.182750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.164523</td>\n",
              "      <td>0.164024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.163451</td>\n",
              "      <td>0.163158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.163451</td>\n",
              "      <td>0.163614</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.163451</td>\n",
              "      <td>0.163113</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "TRATAMENTO  com_controle  com_droga\n",
              "DOSE TEMPO                         \n",
              "D1   24         0.161308   0.163341\n",
              "     48         0.183816   0.182750\n",
              "     72         0.164523   0.164024\n",
              "D2   24         0.163451   0.163158\n",
              "     48         0.163451   0.163614\n",
              "     72         0.163451   0.163113"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "Axc2VWtVtlgK",
        "outputId": "866ea4f2-ccc6-4f87-f59d-e80ee574f9a4"
      },
      "source": [
        "pd.crosstab([dados[\"DOSE\"], dados[\"TEMPO\"]],dados[\"TRATAMENTO\"], values=dados['G0'], aggfunc='mean')"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>TRATAMENTO</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DOSE</th>\n",
              "      <th>TEMPO</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>-0.251760</td>\n",
              "      <td>0.367996</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>-0.122773</td>\n",
              "      <td>0.412469</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>-0.295271</td>\n",
              "      <td>0.286250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.010754</td>\n",
              "      <td>0.115253</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.013174</td>\n",
              "      <td>0.214480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.070250</td>\n",
              "      <td>0.253439</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "TRATAMENTO  com_controle  com_droga\n",
              "DOSE TEMPO                         \n",
              "D1   24        -0.251760   0.367996\n",
              "     48        -0.122773   0.412469\n",
              "     72        -0.295271   0.286250\n",
              "D2   24         0.010754   0.115253\n",
              "     48         0.013174   0.214480\n",
              "     72         0.070250   0.253439"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wnFgY-iNvCfc"
      },
      "source": [
        "##Desafio 03\n",
        "### Crosstab - Explorar outros agregadores.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "u4wnHEc4uQBk",
        "outputId": "ac9b9a1d-fe2c-4505-ae6c-6dfede0db3f8"
      },
      "source": [
        "pd.crosstab([dados[\"DOSE\"], dados[\"TEMPO\"]],dados[\"TRATAMENTO\"], values=dados['G0'], aggfunc='median')"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>TRATAMENTO</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DOSE</th>\n",
              "      <th>TEMPO</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>-0.2912</td>\n",
              "      <td>0.02700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>-0.2145</td>\n",
              "      <td>0.01620</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>-0.3655</td>\n",
              "      <td>0.02615</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.0096</td>\n",
              "      <td>-0.02610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>-0.0506</td>\n",
              "      <td>-0.02960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.0528</td>\n",
              "      <td>0.00015</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "TRATAMENTO  com_controle  com_droga\n",
              "DOSE TEMPO                         \n",
              "D1   24          -0.2912    0.02700\n",
              "     48          -0.2145    0.01620\n",
              "     72          -0.3655    0.02615\n",
              "D2   24           0.0096   -0.02610\n",
              "     48          -0.0506   -0.02960\n",
              "     72           0.0528    0.00015"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "Ds1ySz08vSpV",
        "outputId": "5cee9c74-9698-4370-85a1-2a73751b3017"
      },
      "source": [
        "group = dados.groupby(['DOSE','TEMPO','TRATAMENTO'])['G0'].median()\n",
        "group.unstack()"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>TRATAMENTO</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>DOSE</th>\n",
              "      <th>TEMPO</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>-0.2912</td>\n",
              "      <td>0.02700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>-0.2145</td>\n",
              "      <td>0.01620</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>-0.3655</td>\n",
              "      <td>0.02615</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.0096</td>\n",
              "      <td>-0.02610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>-0.0506</td>\n",
              "      <td>-0.02960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.0528</td>\n",
              "      <td>0.00015</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "TRATAMENTO  com_controle  com_droga\n",
              "DOSE TEMPO                         \n",
              "D1   24          -0.2912    0.02700\n",
              "     48          -0.2145    0.01620\n",
              "     72          -0.3655    0.02615\n",
              "D2   24           0.0096   -0.02610\n",
              "     48          -0.0506   -0.02960\n",
              "     72           0.0528    0.00015"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YVEjg4MRy34q"
      },
      "source": [
        "##Desafio 04\n",
        "### Crosstab - Explorar outros agregadores."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "GG5f8BJCwnyY",
        "outputId": "47e3b2d6-0161-4a24-a351-1c0f83fadf8d"
      },
      "source": [
        "pd.melt(dados,id_vars=['DOSE','TEMPO','TRATAMENTO'],value_vars=['G0'])"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>DOSE</th>\n",
              "      <th>TEMPO</th>\n",
              "      <th>TRATAMENTO</th>\n",
              "      <th>variable</th>\n",
              "      <th>value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>D1</td>\n",
              "      <td>24</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>1.0620</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>D1</td>\n",
              "      <td>72</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>0.0743</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>D1</td>\n",
              "      <td>48</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>0.6280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>D1</td>\n",
              "      <td>48</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>-0.5138</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>D2</td>\n",
              "      <td>72</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>-0.3254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23809</th>\n",
              "      <td>D2</td>\n",
              "      <td>24</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>0.1394</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>D2</td>\n",
              "      <td>24</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>-1.3260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>D2</td>\n",
              "      <td>48</td>\n",
              "      <td>com_controle</td>\n",
              "      <td>G0</td>\n",
              "      <td>0.3942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>D1</td>\n",
              "      <td>24</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>0.6660</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>D1</td>\n",
              "      <td>72</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>G0</td>\n",
              "      <td>-0.8598</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23814 rows × 5 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      DOSE  TEMPO    TRATAMENTO variable   value\n",
              "0       D1     24     com_droga       G0  1.0620\n",
              "1       D1     72     com_droga       G0  0.0743\n",
              "2       D1     48     com_droga       G0  0.6280\n",
              "3       D1     48     com_droga       G0 -0.5138\n",
              "4       D2     72     com_droga       G0 -0.3254\n",
              "...    ...    ...           ...      ...     ...\n",
              "23809   D2     24     com_droga       G0  0.1394\n",
              "23810   D2     24     com_droga       G0 -1.3260\n",
              "23811   D2     48  com_controle       G0  0.3942\n",
              "23812   D1     24     com_droga       G0  0.6660\n",
              "23813   D1     72     com_droga       G0 -0.8598\n",
              "\n",
              "[23814 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mfM-cMcjzjIR"
      },
      "source": [
        "#Aula - Graficos\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "7YdDJg9Uzjct",
        "outputId": "e8fa98cd-cb60-44d3-f258-e1f223c5d769"
      },
      "source": [
        "sns.scatterplot(x='G0', y='G3', data=dados)"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5845ed4710>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "id": "1YtGNg6Y0tER",
        "outputId": "22c51bec-d54a-41e4-ed01-f7f2a6a65599"
      },
      "source": [
        "sns.scatterplot(x='G0', y='G8', data=dados)"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f58462080d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 58
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 400
        },
        "id": "wCsbqib20z2J",
        "outputId": "b2dda53c-a49f-4491-cd5d-2ca112872cb7"
      },
      "source": [
        "sns.lmplot(x='G0', y='G8', data=dados, line_kws={'color': 'red'})"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f5845df12d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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zG4YxYGfsBbg9rX1ICRnboSOZIxYw2d7czbU/eI3j66N8/qKVU153GKmoOxXNVhM9qYyqZpKdh7UWzfygbAL3W2+9xac+9Sl6e3u56aabOOeccwBob2+npqameL+amhqam5uHfY6dO3fOyFpLyWQys3Lc8TDS2moCku5kiqBlUBcy6Ey7w+aiLUOlSmzX5dvPv0WV7OOMJRHufeYA0rGJWgY1IZPutDMgJSKAsAWJrD1EUSJQuWvLgBPq/DTITnbu7OTVliSbdvTybneORM7FLaRZMnmXTN7FAAwDmtrjfGHTdm44s5YzlkSm7L1qausl5hdkMnlcV5LJpBFS0tSWnfHfbwNw3akxNu3opbUvS0PUYv3JlTTIzrL+vMHc/D6UAxMd6l0WgfuYY47hpptu4uKLL6a5uZlrrrmGX/ziF/j9/gk9z2xMNB9pVztTjCYbG2ltnxW1fG7TG7SnbKUyMQQVlsHiqhB72pNqsAHguOAKiSkEroTN79hcs24VXU8dpCoSRgjBUUGoyORp68uQyrtE/CZ10QAdiSymlNiFNEypekVKyDmQx0erqOV3LT3c/+t2bNfFGSFr4wJ+U6liIqFAcS1TRWN9L23xDCG/RSaTJhgMkcrZNNYHZ+X3u2oVXLNu6O2z/Xkbi3JeXzmvbaKUReBuaGjgkksuAWDZsmXU1dXR2trK0qVLqa+vp6Ojo3jf1tZW6uvnjjxvOvCC9Z62OPGMTXVYpT0mkpcVAFKpP5CCgM/kCxev4u6nd7HzULx4PykhX7Bg9YpjpQMRco6L3zSoDPuwsg4LYgHCfosDvWlMIdRxBPgMg5zjFoO3z4Cc43LzY9uIZ9WO3RhNOA5kbdWYM9FC3Xg00aXpCVFmyhSNZjBlEbifeuop2tvbufbaa2lvb6ezs5OGBqVYXbJkCYlEgpaWFhYuXMjzzz/PPffcM8srnj1Ki2iprI0rJZ3JHAHLpCLkGzYv6wWu3a195B3le20WvL29VnfvcbKQqB6cOLEdl950nnPv/hW4Lq19WUxDYAgVgNviOS49eSEvvtXJ/p40tiOxkYVct9Jle3HZZxpE/YKWrhTZkhTNKLYoak2F7svOZJZjaqPjCshjdS6WPkfUrzzPu9JySFFXoyknyiJwn3/++Xzuc5/jueeeI5/Pc/vtt/Ozn/2MWCzGunXruP3227nlllsAuOSSS1i+fPksr3j28IpojitJ592ifrq1L0NFyDdkN+oFrpztFAuJeUciDcmBngyLq5R9q/c4CSyI+uhI5Iu7YCnBkRAJmFSFfLzVnlCRXUo8UYnPFLz6TldxJ28I9RhDQHXYIp5Ru2q/AdVhH53J7IhpkZHw8uNdyTxXnVEzrlby0ToXgQHPoYqALjeeWcs169474d+NRjNTlEXgjkajPPjggyP+/IwzzuDxxx+fwRWVL83dKUwBB3uzIEB4RTzbJZ7JYxpigGzMC1ydCRsDgWEIbNfBdkHg8m6n8vyuCFlUhfzs70mTzNkELCXwdqTEdlS3ZUcip45bwHUhYBqqy1FKWnqzShcuBEGfSTRg0ZvO05dxOG1ZNc1dSToSOdri2XE1/gxGovLcIZ/B1qauUWdzejvw0ToXRwrqm3b0Dptf1mjKhbJowNGMn6XVYVr7ssrhz+j/9QngUG9mSF7Wa+bIOUoXbTtuUbYnC//lHJX62F8Y3GAIgVNogKmLqgKxKxnWcMqRsjDVRv3bdvs9ULpTeRoqAtTHAmxY00jGdrHH2a05GAFE/CYLK4OsaKgY0qTizeZM5uwBO/Co3xyxc3GkRpfWhI1GU86UxY5b089IedvSPHXGdrEMsAwD01BpE1HoWBzcMeg1c/hNg2zewR4mahoAAnKO5OhYkIBl0pHIkrVdklmHkM8kNSj4ediuxHb7fyZRO3HbVZK+fV1pVi6MsfGFJipDPiJ+i+bu1Kj57IqAQdqWAxwFJZCzHdr7MmTzDvt7M7R0p/GZAgO1dgkELaPYJp7K2SSyNq3xLHlH5dstA6rCfm774HvY+ELTsI0uDdG59bXQhlRHHnrHXUaUzmcs3TXe9+zu4u2LKkP4DCXVy7tK7bGsJszyuginLaseVi2Rd1Rr+eANswpkAoTAdlW6pak9gRDQuCDKyoUx/JZBfoxk9GA1SM5xi4FZAu2JLNv2dfJ2e5J3u0YP2gDhgI/FlSG1tkH0ZR0O9mbwpovlHUm2xATLdiXxTF793XE5UOwOVWvJu5Ao/HykdvT1qytHX2AZMdJnZrpno2pmFx24y4iRzIUe+c93Bty+uCqMaahpMsvrIkXf7OGka56Px/K6KGIYuZ03DMELfKmcQ0t3mra+DLtb43QkcuTHiLRjBeJU1iY7zuyDaUB7IkfWdjCEKnr6TMHRNWH8lqlMrCSIYUxnLUNgGoL2uMrDtxZ8xosGWIWHZGzJ3U/vGtHjZCobe6YbbUh1ZDK3rgnnOSMV0pI5h2UludiKkA+QHOrL0pvOj+l/4bVcX/wvL7CnLVHIdatoO3gXLlG71tZ4dugTjZPSkGoaglR+bPmIEKpLc0l1iKztkMw6ZB1J0DKI+FXqptQXZbiTiZo6z4CpPF7QLl2UBJo61HSf4drRd+6cO23l5exFrpk+5lfg7u6G6urZXsWkGclcKFIosJXePpnp6J5G20BgGQMn0liFguJwCDHQh2TM45T83RlrO14gYBpFXXlUWuSdDADJrE0q5xQ142NrvSWmYVAfC+I3jQHNRB5j9PnMKbQh1ZHJ/EqVvP/98MwzkMvN9komxUg51+vOXT4lftOJnMNRVUEsU3XDhP39u3h3lMg8kaDt4Xlzj/VQUUiHmIYoNgN1JrPEMzZhv1n0LLG9v4yBYRhs/NjpPHb9WXz+opX4TOFJzouvQwDLa8cX2Dyr13Pv/tWUWb1OJeXsRa6ZPuZX4N6+HS65BD75SWhqmlzEmUVGyrnefMHxU+I3vbQ6jGUahcJjBY0LokU/7nFujAFVjBzPrnU8TymlOmlkbKcYeNSUeWOg1zeAAGuUAwsgFrQGWNj+zZ8dh8/sn7HpM6Am6ucLF4/tWTEXCn9T5UWumVvMr1RJY6MK2D/4AWzeDH//9yqIR8q32DSclGu49MdUjFAbbBfamcwWKnbjj9qWIagJ++hI5EZ8VLEQKFWxEZS+eyQcV91/T1uCxroIflOQyDgYhfRIscBYaJ03XTkkNw+wsDLAMbXRAbfdfMHxnLykalJzQ6d6CPF0MdfG62kOn/kVuJ9+GjZuhAcegPZ2+Mxn4Ec/gm98A845B0xz7OeYQWZ6Anipqb9nUFUb8ROwDA70pBmrhiiAo6pCVIR85F2XnpQ9bPD2UhM+U4nLx1KlACyI+ImFfCRzTnG0miEEltEvR5RSYpoGzgjj0DoSOXJ2H1c99NKQ4RGTeT914U9TrsyvVMmKFXDbbSrP/YEPqNteflnlvm+4Afbvn931DWKqpFwTycOuXVnPY9efxYr6GEuqQyyIBakI+Vm5qJKqkFVMgQiUIsTLVUNBkx3P0NKdpC/jFFMQI5F35LiCtgCSOaf4+r0OTbegEvHWISUcUxPGLEgEfQYDJI55R9KbzrN9Xze3bnpjzJTGWO9b6bzIeCZPU3uCnYf66E3nyypdojnymF+BG6CyUu2uH30UHnkEli0D24aHHoIzzlB/ZicvdZtKpmK24GTzsMMde0l1mNqIj5UNSvPt+XKXht6srXbaIEcdBDwRfKYgW2j+ebdT+YFH/CaWqVrvA5ZBQ0WAsxprefoz51EZ8uErNA6FfeaAE4hlGkigO5Xn7qd3jXjM8bxvXuGvI5Fhf3eanONiCEHYbx5WrrvcC56a8mf+BW5Qo1Lq6+Hqq+G55+Bv/gYCATh4EDZsgHXr4JVXZr14OZkJ4IO/9Hc/vWtSu/bRpsE//ZnzOL4+StBnFHXQPkMQsAw1BBiVlx7LP3u8uFKdJJQOW+2m41m1o/ebBlnbpTuVZ2GFn6seeol4Ro1nWFwZonFBtKhJV0VTgVFIsO86FB8xOI7nascr/CULfuF+02BxpbpKmWyTy1QVPHXwP7KZXznuwfj9cNxx8LWvwUc+ArffDlu2wIsvwrnnwqc+BV/5CtTWzsryRp0tOAzD5cT3dqZYUhUccD/bcXnt3S4u3duJYexleW2YS05axM9/f5B3OtVuPha06EmpAmOgMAjBZ/YP7k3kHBpiAfZ1pVWgVvKPgqtgwZPkMM97XhrGdiWWoZ5UogJyXyZHT8rGMNT6Aj6Dp353iPqYn4UVAfb3ZArzLEu16AVHw5J1jlQ7GCl/vactzuefSdL11MFisbgi5KO6UJA90JumI5GlLuqfVK671Jb3nY4kOcfFFKLYyQlje4/MdG1EU37Mzx33YKJRWLMGNm1ShcvFiyGfh299C049FX74Q3CGN1GaTiYq5Rppl9ja15/66UvnaelOF7sGpZTsaUtw77N72NOWQEqJ47p0JHLYrto5p/IuB3uztHSluPYHr9H4xf/gQE+6GLSh4A7o9jsKHi4qhw7HN0TxmQIhBJYpWFypip85W2IY8J5FlRxbH1P/FtCXtqkI+VlSrbxMDvVlCfoMCtJ0pJTFYqZpwDsdSfZ1pWiLZ/j65v55g8NdcXj68e70QIdBpGR/T6ZgbyuwHfXviH/ixe7m7pTyUOnJYBfGxrlSsrstwZZdbePakes2d8383nGXIoTaWX/yk6pwec898N3vQnOzSql8//tw771w0kkzuqyJKB6G2yU2xAK09KSLu/bWeAZHFnw7hGpIyRdOSq4Ev2GQH8Hpz/XuNM0cXRMml8vSlZG0J7KqyUZKbCFp7kpRKm7Z15nEdiXJnFMIzOqnsaCv6Pd954dO5HOb3iCRVTM0vfSOKykJti67WhOcfucvOL6hgrMba9i0bf+Aq52uZJ7qsI+gpaxqbUfSFs+Q9QZWmKotHwCp5IkTZWl1mO37uhEF1QyFtfpMioF3LAmiVrtojowddymWBcceq4L05s1w9tnq9mefhfe9Dz7/eYgPbZMuB4bbJVqmwYoF0eKuXRamzlglBTtZ8qcX2EZjOlvCDQHvdqU4mHBUoTOdBySuVIXPwYrE3ozdH7RRaZU/HOyjqT1BZzJbrAcsiAYKr10Q8hlYhvIrNwzlFe7pyDN5l7Z4hk3b9rP+tKMGXO1EA2rQMagrlwO9adzC+2UW/F1sR2IZgqOqgiTG65xVwoY1jeRdFyklUkpcV+Ii1Qm4OzWugvVkaiOa+cWRF7g9QiElE/z5z+Ff/1UVMzMZpfk+5RR44olZL14OZqT25i9cvIrHrj+LFz9/Pqctq8ZvGiMuPTeOeWFT/aotQ+0ivV1wKY6r/LsnsibXlcU5lwsr/Go0m+Oyoj7KkuoQ0YCF7YIs/M9LnXiyw0O9GXK2w9amruL79tj1Z3F8Q0UxIHYkshioFI4hVP7cbxkELNV5apnGpAOl3zTIOcqVUQiV0/eebzxBWbe5a47cwO1RVQU33QRbt8InPqGadN55RxUzL70U3nprtldYZKyc+JZdbXQns+Qcl2xh2kx+FnL3g3nkmjNoiPpHPCFM5ERhiP4RZguifp7b1T4k31sR8hHym8qyNu8OuOIQqJ1zZzLHnta+Ac/tBcSM7RYm0qthDnURPy6yYIHrjDtQDlZ+eL7qlSEfPlPl9B1XknP6i9LjCcq6zV0jpCyzbeUkef311zn99NMP70lyOfj1r+GLX4TXX1e3hcNw660qhRIKDXnIzp07WbVqbN+L6WDwhPLOZI6KkA/bcTnYmyE3aOpLe2J2zLfG4+o3XrwZl6YhyNpqdubRNSEqQv7ifaSU7OtKkcwpT+/SkWuWIfCZBrbr4jMMTllaNUC9AXDv07/njx05BBQdC/vSeVrjGaSE05ZVj9k2X6r88HLoLd1pqsM+FsSC9KXzxSlDYb/JfVeeOkRVMlyL/mx+3sZDOa+vnNc2UY6c4uR48PuVxvuss1Sjzte+Bl1d8NWvqtb5e+9VJlaziPel9lrWq8M+6qIB3mpPYDuSSMCiIuSnIuSnJ5GkLalSCEIIUjkH21GpgwkOWD8sprLemS1Je3i5+He70gStLA0VQSoK09oB6mN+upN58iV7eseVmIbKLWdcZ4h6445LV3P3hYtpFexwNuEAACAASURBVLV8+akdmIZASolligntbIfzObFdl3jGZkFMeapXhHxIqbo9S59Te49oxkKnSoYjFoPPflY16Xz0o0qR8sc/wgc/CJdfrpQos0CpVCyVtXGluuSPZ5SawhAUp78ABAoFSi+Qhf0m2VGCtlfPnAt+1RKlgvE+wBnb5UBvmva4GpjsNe+4cmBbvJcuMQ2B3zJGlNQdbjpiuCJjoNBMVMpwRUXdXKMZCx24R0IIpT75/veV+sSTCW7aBCeeqIqY9sxOAy/dxeUcNYU970iau1NFmZpXfIxn8jT35nGlpKU7TXNXsqDgGBkvozCncmcC/MXCpySVc7jj0tUc31BBa18WIcAaRrbnSKXkKGWwesPzdfGKlxPZBQ9XZKwM+9REoFHy13PBSlYz++hUyVhYFlx4oeq0vO8+uPtu6O1VOe9HHyX0uc/BDOXNPP1uPJMfMFnGlRSVEz7ToC+dY3+PyscuqQ6Sc1wO9WXn5Vm63/JV/T2esbn5R9vJ5tXoM49CYyZGoWV/xYLoEAMsb/f7akuSO158iebuFLGAhZSSRM6Z0AT14bpifabJjWuXsbWpa0SLWe/kbDuSd3oLnZWG4Oubd477xKGnvs9/dOAeL5GIKlpefrn6c9MmePNNjv7EJ+CXv4RvfhMaGqZ1Cd6YqvZ4FtMQxeBtiEJAkpLldRGaOpJYpqA6YBSLdu3xHH5z9PmPAVPgSM+WVc5EL86UkHckpui/YujLDL0ScoGKgMmCiiD1sSBnN9Zw/5a3cVxlYhULWvgtk7Mba3jgpXeIhALk8g47u9OAem9sx51Qa3nEbxZnWy6vDXPbB9/D2pX13DzKY9TVExzozWAgMIXAdSV72lVn5VifMN0Of2QwHzdh08txx6lC5c9+BitXIqSE//N/1K77W98anyh5kvTL1RxMo9/uFJQ8rirkY/On17AgFuC4BVGigf4ca8AyyDruiFas3mQYb3q8ZQgCpoE5VU5S04g5TtVKX9ahN50vdk3WRHz4TUHGduhO5Vl/2lFsberCZ6oiZqkKJ+tIWvuy9KVzY7aWe8GzVFs+noHJoE7OrXGlITcMURgeIfAZRvG4o+XAdTv8kYEO3JPBNFWh8rXXaLvpJrUb7+6Gm29W1rGvvDIth/UKZhG/heOqYLysJszqxZUsrAyyoqECGD6/GgtaWIZBXdQ/pPioRn756Erm8ZkqV5xzJFnHxTIEYV95fkyifnVi8dIf4yHkMwvBWeA3zUKDjZqs8/PfH6S5O0XAFLTHs0OeUwI9aZtX93aOmnO+++ldtPVl2NeV4p0OZVPrM5WR1FhFR+/k7P3PlUpL3lChOitfbUmOmgOfCqtgTflTnt/IuUIkQucNN6hZl5deqm7btk210V9/vQrmU8zalfXcd+WpLK4KFTTG1pAiV2kjiVcE81smN649lmNqo9RG/VQELWIBQ/0ZtEjmHKrDPmojgaJNKqg29IztlmXwTuRcQHl3j/e6oLk7zZv7e2jvS/NuQeuddyR522VPewKkpLk3TzI3cuOS7cLnRhjUsGVXG7vbErhSGUjZruRAT4Z4Os/utsSYRce1K+s5vj6KIVQqzDIEi6uCxc7KTTt6R91Rz9V2eK2kmRjl922ci6xYAU8+qf477jiVLnn4YTjhBGVkNcU9TmNJ1byfV4es4s/Xn3YUP//9Qbbt6yaesTmqKsS3rjqd391+IYsrgwgBnckc+7rSQ+SCrlQOguWYNbFdtQueyDsczzr0ZQe+SqcwBb41ni1awo5GTyo/wG0QVPC5+Ufbi2of16W4m29P5Madwvj8RSuprwiyrCbM8roIpiGKJ+bWhD3qjnoutsNrJc3E0cXJqUII+NCH4IIL4B//UTXrtLfDddep4P3gg3DyyVN2uLGaNNaurKdBqkaSu5/exT8/uweJ6qI0hGBPW4JbN73B1WcdzR9bE8DYMsC5UqycLK4EQ0JlwKArM3pO2hDwVnuCqx7qV5+0J7Kkcg6WoU4oOcfFJ1XgljCm/NCjdDboYPVJQ9QimXeKjT0wcEc92mPLlbkylLmcKJvA/Y1vfIPXX38d27bZsGEDH/BmRgLnn38+CxcuxCwM+73nnntomGYFx6SJROCuu+Caa+Bv/1YNMN66FU4/Xc29vOsu1eAzTXhSsN2tfSSzNjlH7ei8mOu4YJgC01DSue/8+u25pds+TDzZ4EiYhqAv5455P6cwad7bJb7VllD+2gLAQAoXpzAo2ShozS1z4AXuaCmMkU7M61dX8sj2+KjDN+Za56W2qZ04ZRG4X3rpJfbs2cPjjz9Od3c3l1122YDADfDwww8TiURmaYWT4PjjlfPgE0/ALbfAu+8qHfi//7uSDl555cCWvsNky642vr55J3vaExgo+dtIRoBqdmL/DtrTOMMca76ZBEKO/hpdVwXt0TwBROG985fsEh2pAjSF3HTpOE5DqLFvfYUGqPFMOxqJM5ZEWLZ02ZzaUY+FJ3Md6SpCM5SyCNxnnHEGJxfSCBUVFaTTaRzHKe6w5yxCKJfBiy6CO+5Q9rEHD6o2+ocfhu98R+XBD5P7nt3N/VveJmcrJ7zR/ABLJ9p4uPSPI5vvjJYAqQhaJHM2hhx9Z24J9R4vquwfGec3DeUBIwua8sLjDQFHVYWwTCWzrI4EDjvgzrUd9VhMdISfpgzdAR9//HFee+01/umf/ql42/nnn89pp53G/v37Of3007nllluGTB95/fXXCYdn/gydyWQIBoNj3xHwNzWx8M47ibz8MgDS56PzmmvouPFG5DifYzCvtiS5a0srjhx5h60ZG0PAR0+u5D/fTXEgnsd2+r1QSt9WARxd5UMINdQhaKn0RzLn0pqwsQpKEs9+dkHYJBpQFrPxnOTfPrLssNY5kc/bbDDZ9b3akmTTjl5aEzYNUYv1qys5Y8nUXmGX83s3UdfCsgrczz77LBs3buR73/sesZI88JNPPsmf/umfUllZyY033shll13GRRddNOCxU2LrOgkmbBUppWrgufVW2L9f3bZsmUqjfOhD43qK0pbmvnSeeMYm4DPIjNLkYRkqsHu/bIEKVs4Yv/3BO/H5vDO3DPgfJy9i61vtREKBAfa4flOwqFLJ8vKOZP1pR7Fp2/5Ce7pLazxLznYJWiY5x8EyDRpiyq0QIJWzqY8Feez6sw5rjdNhTTqVLfLlbJ1azmubKGUjB3zxxRd58MEHefjhhwcEbYAPf/jD1NbWYlkWa9asYffu3bO0yilACLjqKti1i+Zrrsc2Tdi3Dz78YTrPu0ANcRiF+57dzYYfvs6re7voLjgDgprsPhoSOKEhyqqFMYKWmubiOeWNht8a+BGZr0EblBLk//uvg6xa4Kc+FsSVEPSZLKoMsKgyREciVxw8/PPfH+SOS1fjMwQtPWmQsLQ6xKKqIJGAhe247O9J09SeKDoWlsulf6lm+qJ//jW3bnpDS/HmGGURuOPxON/4xjfYuHEjVVVVQ3527bXXksup9uNXX32VFStWzMYyp5QtLSn+YvWVXP+Zh3mzUeX3a194DmfVKpUPz2aHPmZXG/dveRtXqsYM25vkTv9MxcEYQuVuv3vNGTz9mfP4/EUrizMP3TEKdaAGDwTLsPlmOvnNvhRnN9awpDpMMufQGc+yvyddHDzseYcAVEcCHFMbYUVDjIqQH8eVJLMOhhBD2unLIS89WDO9tytFd0qZlukW+blDWRQnf/7zn9Pd3c2nP/3p4m1nnnkmJ5xwAuvWrWPNmjVcccUVBAIB3vOe9wxJk8xFPO1q+7IVfPFvv82fvfI0f/nT71CT6IavfAUefRTuv19NpC95jO26+EwDgcAdI8slgJqIn3vWnzKgOWfFgmjR/GgsvEG9RxK2A/dveZsl1SGClkEq5yCRGGahPR4wpOTmH20nmXMImIL6CjUppz2eLea3j61XV46pnM3Wpq5RzaVmisGa6VIf91hQpXW0FK/8KYvAfcUVV3DFFVeM+POPf/zjfPzjH5/BFU0/A7SrQvD8mRez9aQ/5conv8NHXv0PNevywgvhz/9c5b+POqrgo2HgFFQP9hiGVhKKErRSLjlpEf/6q7fGPVJsPqdHhsNFtfq/3Z4ckNPPOS5CddljGJDM2YWctsuBngyLqwr3QalMPLxAOJN2qyMda7Bm2lPDlA6R1lK88ufIugYuI4bzlOiygmz6xBfh1VfhzDPVjU88oSSD//RPHFPhpzLsQ0plBOUF3dF2xDlHDslZbm3qoj7mx1eOPexlxhCjqUJ6yXHVgIa6aKBwP0lbX0alUiTF20EFwmjAmrG27tFayAd/7uqiAVwJphBzpkVeowP3rDHYU6I9nqGlO82etjhXvZply//+KTzyCNTVQTIJf/d3bPzmtZy+bwe1UR+l7qzDOf6Vsq8rxQ3/dxv3Pbubqx56iVf2dtGXtnHKR1A0J/EUOYsrQ/hNg6yj/NCrwj4sc2AglFLOmN3qaNaugz93limoCvtYXhfRE+PnEDpwzxKlRlGHetN0p/LURHwsrAiqHdL/+wNbzvkfsHs3fPKTYBhE3t7Ntx/8NP/05D0cJ5OsWhijLuqnIuQbov4YTCrn8C/P7WFvZ4KAKcg57ogFTc34sF01Tb4jkSUWtHjfMTVs/vQa7ll/yhADsETOmTG71dGsXYczKLtn/Sls/vSaSY1o08wOOnDPIt5MwxUNFSypDlEXDQ7djVVXq4nzL78Mp54KwLmvPMNT37qWzdbvuOeyE6mPBYkFxu4ydSX0pW3qK4KII67kOD1IIJN3aE/kOLuxBlC/1w1rGllSHaa5O8XGF5qI+s0Zs1sdy9r1cGZpasoDHbjLgHGZ37/3vfDaa/DAA1BVBX198Dd/w9qPXcJjpwheu+0DrGyI4h9hwo1HznGJBX2E/XPcTqCMcCRUBi02v3mIqx56idPv/AUbfvg6ezsTxRxzZzJHbzpfTFF0JFRqbHdr35T7T89Fa1fNxCgLVcmRwkiV/nGb7BgG/PVfq7mXt9wCP/gB/Nd/qcEN117Ll/7qFj7zXPOAkVsenjrCbxq09WXGnPiumRhdqTxdqfyA2ZcHe7Oksg7LalXrtt80qAr72dMWJ56xqQ77qIsGisXD9S09bG3qOmzVyVy0dtVMDL3jniFGq/RPeIdUVwff/z785jdw0klK6vDII5x58dlc+vpmfGJo0dG7JWM7tMaHNvdopobBFgK9GZvW3jQhn0kia/PY9WdRF/EXB1e805HEdiQ52+H+LW/TFs9gCti+r5trf/AqF/3zrye8Gy/dIET86sptww9f54QvbZ7U82nKDx24Z4jRKv1jTbQZTLFl+cUMf/HXD7DnC3dCLIavt4fbnvxnNj36OVa3Da9WmMZZxpoRaEvkildQW3a1sac9geuqLkzbkRwoFKdt18VxJQd71bxLUwj2dqUmJBss3SCYAva0JWjuTuMUumXfak+OOHZNM3fQqZJpYLiUyFhm8eO16vQsXG3XVc04rsu11efw9f/4Lcmbbmbd757nlP1/5Kl/+1sePfWDfHPN1cQD/S5rWgA4O3hXUBtfaMJnFHxiCmPNcFXDT9hn0B7PIoTy8JaFx7XFM2z44euctqyai5dbjOaTVLpBaGpP4EqVJnMlquPWlSSyerrMXEcH7inG2/H4TDEgJeKpCg7HLL7Uq8RX6KDsTOSpjcK3dibgxq+xeftL3Pjjb3JsVwt/ue1n/PddL3Ln+dfx0/esndLBDZqJEfYZfOmnb9Iez1IZtOhJ27jIwlgzdTqtDPtoi+eKPjIeTuEf2/d1s+uAYNnSthGDbukGIee4RSMxT7IvhHq+wTLEmezq1Bw+OlUyxQyXEsk7Dvu60+ztTLGnLU5fOjepSv/GF5pwCpfYAlEcRNubytPSrYyR/qP2BC78q2/zj+d9nJQvQF2ql3/92Tf50WNf5LiOfdP4yjUjYQo1wqwqpHy8u1J5wn6TvOOSybvkHUldxIftSBxXjmhDYLuSvqzD3U/vGvFYpVJAv2kURZ/eOVtKNZ6tdMOgh/XOPXTgnmIGS/vimTwd8Rw522VJVRAktPSk8Rliwh1qzd0pApYxYDKLEJB1XCJ+k03b9hP2G9imxcazLuf91z3I5uPPBuCs5jfZ/L//hi88/z3CufSUvV7N2CyIBYon8oZYECklPek8lqEcBE1DQGG82WhyTleqHXqpQVipRetVD73E2Y01xUJ3XdRfNLwyBDiuiyMl0YA1YMMwWv1FU57oVMkUM1ja1x7PgoCAaVAR8lMR8pPK2VRHAhO+FF1aHcZ2XDqTOXALl71SYhkGQgh8piCd668+HqxYwF9f9r9Y0/Q6d/7yOxzdc4hPvfIEH/rDr/nqBdfz9PH/TadPphGfKQhYKiA3tSfIOS5+0yjuqHOOcuaL+U0SGZuOQp7bLtyhdOftpTskKgVy7t2/Kk6Wrwz5ijvlTdv2s/60o9ja1EVLd4pFFQHak3mytosQkqMqAtx12ckDPnt6WO/cQ++4p5jB0r6MrS5bS02HJvul2LCmEb9lUhvxY5neiCzBjWuPJZ5V8/qyw/Sxv9B4Oh+49gG+ee5fkDF9LEp08uCT/8j3f/xljunaP/kXqxmV4xZEWVIVZn9Ppujlnc07xQJx0DIwhKA365AvuPOl8q7ySR+ULvF81x2pZl5WhXy805GkJ5XHdpSXtuMqo6v7t7wNwOWnL8EwTZZUhzhxcQWNdRGMYea4jtVpqSk/zNtvv/322V7EVHDw4EEWL14848ft6OhgwYIFxX8fUxdheW2EXYfitMezuBIqQz5qIgPd4hZVhlh/+pIJHct77rfbk+Qdl0WVQapCPn7b1ElHIkdHPDviMFzHMHll2Uk8+Z61HNN9gOXdBzim5xAffeNpLMdm++ITcEx9ATalSEkk4KMrmcMwVD0iX7KNHi2fPRyi8N/SmjABn0l7Qnl/Z20XyxQc6MkgC6VOyxQ8t6uNgCWoDPkLV2QGrpTsOhQf8Nmri/h5bldbcUCHN6z31g+cwDF1E5v7OPj7UMqWXW188Ynf8y/P7uaXf2ilLuKf8PMfDqOtba6hA/dhMtyH4Zi6COtPX8JfnbucVQsreGFPx5R8KUqfu7Euwi/+0EoyZ9OTzg+weR2NvmCUn65ey5sNx3L6/p1UZxKc1fwmH/7Dr3m3ahHv1Bw14TVphscyVQqrMmSRybvYrhww0Hk8SSqBmmAUC5g4EhaEDaqjIUB5rbtS4khJNu8pSFSArq8I0hbPYjvugE2DZQja41n+6tzlxdsGbzYWVYa49QMnTEpVMlJw9AqgmbxDLGDRm87z3K42ltdGZix4z6fArbdY08x0tR97BaXOhI2BwLIM8o4zYCDwaDy74kz+85hTuOm3j7PhlSdY2tvK935yB7887ky+esH1tFQ2HNb6jnRMoeZ1ejWPxgVRAHYc6C1qq4UYmhIZjGUKfnf7hQBc9dBLtHT2Es/kaY9nydiqYcdvCrK2U9R+expux5WkXEk8ky9OtxkpBTLePoLJMnjyTthvkcppPflk0YF7BpiOL4VXUMo5LmahwGgVGnIMGDFlUkrGF+Se8z7OEye+nzt++R3OffcN1r31Mufu3c63z76Ch9/35+Qs39hPpBmAIaC+IsAxtVE2rGnky0/tIJVTNQjvqkgydtAGsEt66DesaeQzP9pGPJ7GEOrkgCioTRAYhiAWsOhJ5zEQSkkioaU7zVFVsjihfjbMpsZTANVa8vGji5OzxGAZ10Q1s15ByW/2ywM91cFEu9qbapfwsSvu4sZLP09rtIaQnePWFx/l6e/dyLnvbJ/gs2nqYwF8plkMPKW+6xPV8FglU4rWrqynMmioIQ2oTsgl1WGOro1w7III9bEg8aytjiHANAzqo6qQfagvO6tDEsYqgGot+cSYt4H7cAPjdDKeD+lY6z+7sYaW7jTpnEPOccnZDq4ri4FhDHfXoQjBf6z6U86/7kEeOuMybGHQ2H2AH/74Nr795NdZ2NdxeC/6CKI67B82QMaz/YHLS5WMhUQO+P2nbclxC6KsXFhB44IoFSEfIZ9JMudwx6WrcRxJzpHkbBdDQDhgcdyCKPWxwKx6b49lpKa15BNjXqZKRmo7vwNG/eDO1KXaWPm+sda/ZVcbm7btpybiozeVJ513cYGI3ySdc8ZdqByOZCDM186/lp+c9H7u/MUDvK/lD/z3P/4nf9b0Gv9yzkf53++9FFurT0alI5HlS0/+nvZEDsd1EUKlMEqlmhIYxsRxCBLB9uZuPrfpDe5ZfwoNUYvkKNYJhiHwCdUdKSUc6MlQG/VxTG10ql/mhBir1qO15BNjXn4DJ1MImUiwLw3wNQHJZ0XthDsgR/uQDrf+9niGm3+0nYqQj750HkMoA6K8Kwn7TWJBi+V16sv5x0N9dKUOz2/7jwuO4X9+9G7+fMev+Pvnv0ddqpf/teV7rH/zWW77wA28svTEw3r++Yznh94/IV7SlcoPmBgPFOV5XsON3xRqPmXh5wLwGcpBsCOR47ofvMrSSh8dqTx5V7XHm4YgGrC47YPvYeMLTVSHfXQmc8hCg5aLpCuZ5x8vm/0hCqPVesbtSa8B5mmqZFwTZQYx3ku1wWmO7rQ94VzcWPm+wevvS+fpTOZI5myqQj4SWZuetE0652A7kmTOobUvy5v7u9mwppFkbuBzTxoheOLE93P+Jzfy/dM+iCMMTujYx4//7xf45s++SV2ye2qOM08Za0PtNd2ELNX16khJyNf/lbQMNTHeM5lyXJVuSeZUWkwWihpexqW5O0VdNMDiyhBW4fn8pkEsYJZdkW+0Vn09tWds5mXgnkwn2HiD/d1P76KtL8O+rhTvdCRxXCacixsr31e6/ngmT3N3qjApHBJZu/g83oW3t5NLFNrdxRSbt/YFo3xl3V9z6TX38l+LjgfgIzue51cPf4qrt/0Mw52iE8U8Y7gctt/s/8pJ4LgFEb7zsffy8NXv5X3H1FIbDSAKihHLNLDdgemVzpTqrDSEYNWiSlY0xKgI+dj4QlPxc1MR8tFYyIMvrAyyoqFi+l/sBBiuxuO16o/Xk/5IZ14G7snM3BtPsN+yq43dbQlcqS5RbVfSlrSxHXdCubixBid46+9IZNjfnS7mqw2huuMGUBIcDODrm3eSsafHdXvHwuO47Op7+OKFN9EdjFGRTXLnLx/kpz/4LH9y4I/Tcsy5zHByP4E60S+sCHB2Yy1Pf+Y8gGLqbUl1mCVVIYQQuFIWlULeY/snGbnEMyod5m0w5sqsyZGubrc2dekhxuNkXuW4r3ropWJhsdRoZzxNL57etj2eIZ6xydoupiH40Cn93ZjeB066qkNNCHAFtPZlOXVZ9YTWOlq+zyvk3Pyj7UVnN6OkZXkAksIOTa1nV2tiQuuYKFIYPPYnF/H08Wfz+V9/nyt/9wtOan2bJx79HD865QN847yP0xMqrx1euWB4PeuupC2epS9tc9JXnibnyAHzJ9N5h0jALHZDeliFzYIawqAMzGJBX3GDMZlmL69es7u1j7wj8VsGK+pj06qh1oXIw2deBe7Bl17DXWqNpBxZu7Ke9S09A6bLVIZ9bNq2n5OXVLF2ZT3N3SkaYgEO9GaK7nxIyEt3ync1a1fWUxHysawmTDxjc6A3jetKXOkOUIxYBhjCwJGS/OCBh9NId7iSL1x8Mz8+eR13/uI7rG5r4qNvPMNFu3/L3ef9JT8+eR1SzMsLumGJ+E3CfnPEQc0+U+2gs7Zb3DmnSq7wDvVl6U7mWFgZojLkw1fQb7/dkSz5vcriY00BWdshlbPpTefxmwbn3v2rEdVQw33uAb781A5ytkNfRqXg0jmHvZ2JcamwJosuRB4+88qr5DcH3FHNdMbyS/iXZ/eQtVXbeN6V2I7EZwrebk+y/vQl/PIPrWo35LfI2E7Rne/YBVG+9D9WT/lr+uUfWulN54kGffhNg0TOLlqBhnwG+YJJkXMY8r/D5WDFAh4/5QN0hit5b8tOqrJJ1r31Cmve2cabC4+jPVozOwubIcyC37XrShLDFIW9U5cjGfN35EpI5mwifpPedB6EQU3ETyprFx9vGVAb8WO7yhGwNuInnXewTGNED5CRPvevvNMFQFcyVxiwYICATN4lmbX5f787yG/f6pyQGdR4/ECm0tRqIswnr5J5Fbi3NPcX7ixDsK8zyfN/bC+6kT37h0MgKObWBgf4r2/eSXcyr9IThYp+MuuQzNlcv+bY4gfOZwoWxAJEAhYmLrd/6KTD/sAN55z23qOrix/wSMCiO6V2c3XRAKmci2GMr216upHC4I3FJ7DppAuoS/Wwqn0vi+KdXPnGL6hJ9bLtqJVkLf9sL3PK8ZtGsa18pF/DRH49qilH0JvOk8q7ZPMOkYBFLOgjlXMwDPW5rosFCfks7r38FHYcjGO7csTPNMAXn/g9mYL2u/Q+73alaCiYUalpSoWrgsLmoNRlcLxmUOMJjlNpajUR5lPgnrfXsh2JLPGsMyB9sqc9ge0MbAgvza3lbBcK+WRvNBiicDvDFxVvOHNiGu7hGKmTEhhwPCnhqCr197zjDtD8lgPt0Wo++99v4cqrvsbu2mWY0uUvt/2M5x75FB/e8Xx5nGWmENt1yU1xesouXEUZhSDqFaMXVwXxGYKsIwcUs8dSQ23Z1ca2fd3s60rR1J6gL91f0ASG2CbkHTVlRyDwm0Zx9N7NP9o+pV3Ia1fW60LkYVA2Oe6vfe1rvPHGGwgh+Pu//3tOPvnk4s9++9vfcu+992KaJmvWrOHGG28c9jk8I5903qE7lacm4hvQxOIzDFrjWSpC/bs/L7e2ZVcbqZyN7YLtOFhGIXDDgHFSg4uKO3fuPOzXPlrDUOmH+qqHXmJvZ4LMMMMSyomXlp3MJZ+4j7967af87W8eY0Gyh3/52Te58o1nuG3dX7NnwdGzvcQpYarTU6UDFsxC4w0CDvVmMA1B1nEJ+YxiDnvLrjb60nkO9qYJ7k6fZgAAIABJREFUWiYLYsq+9VBvBglc9M+/pjOZK/p4247kQK8aW2eZguW1YVJ5l1jQojOZU9pw1KAGF0ldNFgcvSeBZTXhcXcha6aXsthxv/LKK7z77rs8/vjj/MM//AP/8A//MODnd911F9/61rd47LHH+M1vfsNbb7017POU7oRjQYvaEh9igIaKwLByqbMba/jyUzuwDKPo8ZEveG/WRvzTroMdr4Z8w5pGupKH1xE5U9imxUNnfoQLrvsO/3HCOYCae/nzf7uZL+q5l0OwjP5BCTnHJZVzyDouWdslY7vkHBdDCEKWKije9+xuvvzUDsJ+E0MIco5Lc1eKdztTZGyXvOOyuy1BVzJHZcinnln9n9Z4hrwj+cLFq7jj0tUsr4tSGbTwFYYL264KDJ5yBQEBy9AeImVEWQTurVu3csEFFwBw7LHH0tvbSyKhZG3Nzc1UVlayaNEiDMPgvPPOY+vWrcM+j3fptWFNIznbZeehPpraE0W9q2UaHF8fHaKf3trUpbS1lUFMw8BfGNoqBPgtc1jFiNf59Zc/2XfYl4/jbRhau7Ie39DJU2XNwYoF3PjhL3LN5V+lqXoxPtdhwytP8NzDn+KSXf8579Ink8ELlt474Q6TMzeEYHFliOqQCpyP/Oc7hVpLkMWVIfymUcy1W4LibEtHQmtcTcpByqI23Eu1eCmLey7/E+qiARoqAkoBA+zvTpPJT93oPc3UURapko6ODlav7ldl1NTU0N7eTjQapb29nZqamgE/a25uHvZ5du7cyastSR54uRO/4ZICMrZDc1eK6pCJZQg+fmYtZyyJAJXqQbKTprZeYn6BTwjqwgbdaYdcoaX4ulNjNMhOdu7sLB7HO4bPhIgFLZ29fGHTdm4oPvfEuHi5xQMvZ8nlsgRMlcfMO3DxydEhqZi5GudeaDydi/7qfq5/5SfctPXHLEp08sBPv84Lx5zKl9d9ir1H8OQdNbmGYqETBjbbmAIMJH5hKwdImSORtakPCzKZPH4Bi2MmezpVkFVploHpNMdVmvCqoMHiCv+Qz/S9zxxAOjYxn4EIGfRkXPUdACoDAr+wyRQkgxnbpTpkDZsmzGQyU5I+nA4Od22vtiTZtKOX1oRNQ9Ri/erKSX3fh2PVqlUTun9ZBO7ByElGp1WrVnHHiy8RCQUI+y0i6TwdiSxZ2yXnCu75n6cOm5drrO+lLZ4h5LcIBqG2QuXL62NBrln33iH3Lz1GJpMmEgyRytlsfsfmmnWj/wKG09Nes24Vy5a29TdO1I7cOBHyt5DJ55hByfaUkbN8fPu/XcmT71nL7c9u5IK3X2XN3u08870b2fi+j/DA2ZeT8QVne5mzgmq0Uv4iHkXNtiGwJQSDITKZNK7hIxqQSNNPyF/6FVaqI8MwyA+yITBNA8eVxHPw2YtOYtWgz1bXUwepioQRQhAMQl2l+h4e6k0TDvhwDVGsHwlT8tmLVtMKQz7LDcHOCQehmWLnzp2TXtuWXW08sv0QPtNkQYWfZN7hke1xli1dNiu5/rJIldTX19PR0e/33NbWVpTtDP5Za2sr9fUjv1Gl+eJ+z4YYlSHfiG/wRFuFJ2NiBaP7cI+nyr5lVxs52501zfZU0VK1kOvWf4Xr/vw2WirqCTg2N299nF9+9wbe/9bLs728aaU2rFIdg1HpEiXDAwj6TPymQdBSKQ9l0yrJ2C696TyVIR97O1PsaYvTl86Rytn4TIFZmIhT+hkxhDKq8hmCWNAa9rM1UrpuRUPFsPYMwLCf5VdbklP2XpUT5eYXXhaB+5xzzuGZZ54BYMeOHdTX1xONKovSJUuWkEgkaGlpwbZtnn/+ec4555wRn2syBlNjeYdMxTHg8H75XtAP+weeMCxDDBsI5gLPrjiTC657gG+dfQU5w2Jpbxvf/cmdPPyTO1jSc2i2lzct9GZspFTKEUP0FyRl4T/PmCrnqAEZWdtFInEdyc5DcdqTDrm8g98yWFIVBAktPWmyOZuFFUEcyQDfbwOlBlm5sIJFVSFW1MeGXdfZjTW825nkzf29vLm/lz8e6qM3nS9e+Q3eVIz0Wd60o3ea38HZYbKbtemiLFIlp512GqtXr+bKK69ECMFXvvIVnnjiCWKxGOvWreP222/nlltuAeCSSy5h+fLlIz7X4Bl/XlfWWC3pE5kLWXoMMQEzn8PxaPC+KJUh1TBRsLzAlZKlVWEO9qTIlbdKcFgyviDfXHM1T5x4Pl/95YOs2buddW+9wp/u/S++ffb/5KH3fWTezL30cthhn4HtSCzDIDcoF20IQcBvqJQE4LMM8raLa8CSKjX+LJV3sR1JRchPRchPezxDezJPddiHaTBwkrxgzKvI+57dzX2/2kOpyjTnyKLt7HCM9Flu7ctO6r0pd8qtTV/IURLK+/fv56GHHqKmpoZrr72Wb3/72+zYsYOjjz6am266iYULF87kWkfl9ddf5/TTTwf688hTOVV9MN4xmtp6aayvHNcxrnropSG/fC+X/tj1Z4362HPv/hVVIR9CCJraE9iORBjqEnjlwgo6EhkO9s7xL42UXPLH33Dbcw+zKKEKZ03Vi/nKuk/x4vLTZnlxU4PPENRG/WrYgaQ4RMFDoAJgRchiQSxY/F0j1NWVN83dZxrFyfFN7QkytkPQMrEdWej67R9jJ4H/n70zj5OjrNb/962q3rtnn8m+DSQk7AERUcAYQUSuoBBFvIAbGoUrrvziiuByL4gCFy5qELzeKIImRiHKTowBZAkJa0hIwmTfZp/pnt5qeX9/vFU13TM9W7bJMg8fPklmenm7uurUec95zvPU18SQUo3lF+qZLFvbyNzfryRvOX6T1FsHQpk9lHru/OUNJc/lmG7z0Fff3+fnH05D4L2tcXtGK4UJ4XBJz/YbuD/72c9y8cUX09HRwYIFC7jyyit597vfzWuvvcaSJUu45557DuRa+0Vh4C6FPTlhBvOcoZwMe/PlFwb9zozpD1IENMGYiggdGZPmEgJHhyJiuTTX/usBPrfirxhSZX1/O+ZMfjz7KnaV1Qzz6vYOmmsr5jiyV4M5pGtIlGdkQFf0vx0dGXR3gtd2JEbBiP300Wq+YM3OTuWe40hXJVJgO8WTtYYG8ZCBaUtf+fKaWUfxXEMrL25q8bN0laF3r0kXagwf1NSu5xQ/55RxLFq1vde5fNXMRMmGPgx/8NubwA0HJiEcLPoN3FdeeSULFiwAVIni4YcfLvm7gwH9Be6eJ0xzKkdb2iQRNvqUsBzsSTbUk2FPv/w7nlzHnf/YoEaSURmRrgvKIwGm1iVoT+dZsys56HUcCpjWtIkfPf5LTt+mxv+7AuHD1vdS9SpU4M6ZDoYufNOFwoy7PCRo7LIxdMHRtXEyps22tgxVsQCdGQvLDdY9SzD++7gGDbZUAmmJsEE6Z5GxHKQsDtyeoXFA10Cqacv62jhNySzpvKqz5y2HoC6YOqpMsUpk36ySvdlx7gvsbeA+mDDg2f/ss8/S1tZGNpvl73//O2eeeSavvPLKgVjbPkNhI8WzAQNI56w+R3j3xLdyMBhKLd3DsrWN/O75zTiO52Co/o8bGj+bcxKzptdx5s1L93hNByvW1U7m0k/exEdX/4Pv/uPew9r3UjFKlE5IyFDUvYxp+/okAOXxILrmUBkNUB0L0pExiQV1auNBdnZmkU63K1JfcFAZtC7AtBza0ibSHcqBHtm2S3Hpbpg6/vXjSMnEqrKiHtKs6XVF3PCeGNHh3nfol1Vy/fXX88c//pGXXnqJRYsW8eyzz3LJJZewYMECbrzxxgO1xr1GYUe4OZVDQ6BrwjXaLc3sOJi6yPOXN5DMWhi6RiSgEwnohHSNvCOZv7zB16w4LCEEfzl+dknfy1v/9nNqU4eP72XedshbDqY7+OJIsKQkqCm9nJa0iaEJbplzEo9+7b386KLjSZsOoYBOVTQwYNCG7sBsu6Ua6RoO9yQm6RqMr4wQMpQAlZRqGrM5pfooYUMf0Ju10FNy2drGPWZjjaA3+g3c1dXVBAIBfvCDH1BVVcVLL72E4zisXr2azs7OA7XGvUbhCZO3HX876G1FSwXkg+kk29qWxnKcIg9D4dY81+/u9GmChyYpcHAo5Xt58ep/sPTXc/nUyiWHje+lZ5JgORJdwPiKKMeMKWdsRYSAJtjWafk368JdYTqvzD9CRu9LuvC8EAJfWdL7ZUUkQDigJovLwgZfP2cq4yqi6JqgJh50g7ykJh5UVEOJL2gFva+fvuYVRgyB9x36Ddw//OEPmTFjht+cGDVqFEuXLuXee+/ljjvuOCAL3BcoHLAJuvU9WXDylQrIB5N/34TKKIamFW1jpTuU4TWyahNhhMAf4Dhc4flefuu8/6AtHCeRT3Pjk/N56P++xszta4d7efsE0vU0FULdtN/c2cnmljSm7SCl9APh+sakvyv0hKjyAyhH9mSyaEB7xqQmHvIH1a49Z5o/1+BImFoX5+jaGI6EaFCnJhEkEe4uefS8fvrzlBzKvMQI+ka/Ne4dO3Zw2223+f9OJBR5/7jjjiOdPnTqUoVefB3pPJYjqYoFiIeMPgPynvj37S/MPbue6xa9quqRQl10joSKkLp4vIs34Abywx1SaDxw8gd5bNoZ/L9//h+XvfY4xzc28Jfff5P7T/wAN8/69CHte2k5YGgS04vB7h3blqCjZFuzlg2o4augrvuSrIUDPR68n1dFA7SmTf/3hgYB97nNqRyGLvwA3Fcvxsum+5uT6K+W7b2mx9bySiwjwXtoGFJr/he/+IX/d8uy+nnkwYfCE3GwzI49aSQOFkOhJ86aXsctc07i5kfX0tCsRoqPronyrfNn+Hxay5ZY/TixHI5oi5bz7fOv5U8nfoAfP34XxzVu5LLXHuf8df/iv2Z95pD1vZTQHbR7wHYzZkMTmJakMZlXIlQFNEGN3ueBBFozZpFjvO2ArkkQkpwlBz2oNlBC09+wSiFbq7CMMqLvPTT0G7irqqp4+eWXmTlzZtHPly1bxrhxh66a2/4MyIPBnpy8/a3ZqyfqAoTrBH4k4eVx0/nwp27n8pcf5rrlv6Mim+LmR+/kE68+zvfOu5rVo44a7iX2gib23IhBEwLTdWuyHYlX3ReoLLow6AcK/l1UavP/IrGkJBY0Bixb9Ew2fnTR8SUf39/08v5iaw2EZWsbufWxHbQ+tPOAD/7sD/TrOXniiScyb948Vq1axebNm1mxYgW/+c1veOqpp/j5z39OJBI5gEvtHzt37mTs2LEH/H33xMeuLw/AnubGg4Hn37fktZ04UhIydJ/rfSShyPeyq035XqZa+MSrj1GV7jzkfS8Lv0/LkTiU3l0pyzPv793U0VKvA2qkfkx5hMtPn8hfX9lR5Hla6DE5kNG2h+bmZk6bMblPT8nbn1xHImT4fTNQ/PSmZI7Pntm3lMXewFt7Jm9SEQ33ufZDCf1m3BMnTuQvf/kLzz77LA0NDWiaxhVXXMEZZ5xxoNZ3WGJf81lnTa/jlImV/vZ0/e7kQW9vtr/QFK/k6x/+Jn886Tx+9PgvmNaylU+v+hv/tvZpfvK+z/GX495HET1nmCBRFL/B9iQKtbr7Q+Fuq2RG36MALiVFU5B97QCHmin3tUMcDs0Pb+2a6HbxORBZ/v7EgAVATdM466yz+NSnPjUStPcR9gfVsJAFM6osdMRl3D3xwsQT+NBn7uQnsz5LOhCiJt3BbX+/lT/+4VtMbdo83MsDGFIjeV/3nAUwpjzEKRMrfQeo/lQr99Vcw3CwtQ6mmYx9hUOvc9MP9pUD9f7G/jh5C6Vpu/JqJPpIh6Ub/Pr0i5l91XwenvZuAE7ftppHfnst3116D7HcoXPhCuHqhuzl60g1PU9F1CCgK1u+wQS2fZVsDFVCeV/gYJrJ2Fc4rAQfDpUO9Z5QDYfCQklmLSU2pOMPWhxZ7cpi7Cqr4eqPfoezNq7ih4//kintO/n8ir9y4Zrl3Pj+L/DwMe85KMon/UFI2NMRI8MViiqPBnppi8yaXseE5f2XL5atbaQ9nWdTS5qALhiVCPliU3uSbBxocoDXLJW2Q0jKQUs9H8zoV2TqUMLKlSu54V+ZAypaAwdGuGYwgleFj9nSmlaOKrYc1Bj0kYSgZfL5F//Ml//1R8K2kgl4ZtJJfP8DV7PxMPW91AQcMyrBI189u+Tv+zu/AP93lu2wuzOH6ThMrY3zrfNnDEktczglXZetbeTWR1+nLSeGXdlvX+Cwyrjh0KpdDfZEHkxjqPAxQV0J9eu6xLF7D2QcycgbAe569yd48NhZ3PjkfN7/9grO3Pwqj917DXeffjH/c8bHDzvfS0fCtra0b5HXE/3tAC+7+/mic68sEiSdt6iMhYYU+Iabvz1reh2j5NgjRx3wUMOhUrsayok8GBZK4WNq4iGl1y1VE0M7ArndA2FbxWg+N+cHvH/DC9z4xK8Y39nEfzz3Jz66+h9cf84XeWrq6cO9xH2KjOlw0yNrhjwn0N+5VyrxGNXH+w8Xf/twxWEVuA8l0ZqhnMiDoVBNqIyysTlFMmuRtx3lGO5IAobGlOooXXmbrW2ZA/PhDiE8dfTpPDvpJK557k/MfWEx4zqbuHfxj1ha/w6uP/eLbKsYXpcnfZA0wFLwqvYBXc1SbmxJc8eT67jnmY105W1iQZ2rzpzCtedMK3peYUDuzJhYtkNtonsXkjHVc0slHlfNTFAqqR2RdN23OKxYJYeSaM1QKEqDYaGcUV9FUyrvBm3lRSmBa2YdxaNfey9Pz5vN18+Zur8/1iEJ5Xt5Jed97i6ennQyALMbXuLJe77Etc/8gaA1fJK5QUPvJbnaH4wClTGJEiLzdLUt2+G/l24gY9oYmgrA/710A3c8uc5/Tk9lv1hIpymVpymZLTr31OBYN4XQdiSNnVl+tKyxJLvrcGR2DCcOq8DtOVAfChjKiTwYCtVzDa3UJYIEdQ3HlaytjOg819DqP+bac6YxfVSc4AhVsCQ2Vo3jikt/xNUXzmN3rIqwbfL1Z//AE/d+ibMbVg7LmrKmPaSMu7AkpvRIJJbj4Hg6JgIMTUMTmvsn3PPMRv85PZX9auJh6hJB0nm76NxL5iw/8djdkWFzS5qspUyMNzanuP6h1UXB+2BS2zwccFiVSg4lDNWNfiAK1da2NNWxEDXxgi1tJt0rg//W+TO4/qHV7GxP9ylkdERDCB6ecRb/rD+Vrz7zBz6zagmT2nexYOEPeGzqu/jBOV88oL6XPWP2UBrN3uMsW2lpN6XySEdi2XbR703b8huXpUoa1bEQhmby9LzZ/s88CqFlS/W6Be/Z0pWnOhYsKvsdTGqbhwNGAvcwYV+fyKXq4DlbMr66OIP33vcz/7diL1Z/+KMrFOUn77+KP514Lv/52P9w2vY1nLf+ec7a+DJ3vvtSfv3Oiw+Y76UGhAI6OdMeFL2zlKxrSBfq5yWivibwG+N99VPiIYPL7n7eb0SeUV/FolXbaUxmi9zhDQ00BMms1StpGG5xt8MJh1Wp5FDDrOl13P+Fd/H0vNl7XeYpvRWlZAY/a3qd7/4zUjTpH+trJ/Gxf/8pX7/ga7REyohaOeYtX8Bjv7mGd21+dcivp4luzexBQxT/OdBzS2XkOztzfT6+Ohb0R9xLnUedGZOmVK7I0WbRqu3MOWVct1el+7/lqP5KznJG6tf7ESOB+zBBqTr41adX93kzqD9EVdGGBUKw+Pj3874v3M3vTj4fWwiOat3OAw98lzsfvInaZOvAr+HCqzV7wVUXamizMDbHgrqfIXvPyZi2LxolhJJrLVriAO/bX508GjSKjA56nkfVsSDlkUBJR5v6mpjfPPXWYDrK9Hikfr3/cFhNTp566qkH/H0PxOTknmKgKbbP/+6lbu/BEQwax+1cz389dhcn7t4AQCoY4fb3XMb/vuMibE0f4Nm9EXQpdV6tOKQLyiPKrWZ/8O81UVwyiQZ1RpeH+5w4PvPmpVREAkVSrFJK32V+Q5My97BdFx6A8RVhnvnW+/f52vcGB/O1OlSMZNyHMVZs6+rltO1h1vQ6/u2E4eUoH6pYPWYqF33qVr7zgWvoCMWI5zN87x+/4eH//TLv2Lq63+eW8gTN25LGVN6XS8nbkraMSSK8fwygNSH8rN/QIGc5/TbG+2NApfI2lVHDp59qAmrjxUF+sCjlDD+C0hgJ3Ichlq1t5Pzbl3PD0t28vLUNXXQLcBVeDLs684wuCxFy97oj9e7BQwqNP8w8n1lfuJtFxyu2xTHNW1j0h3nctuRnVHa193pOUBeEjL6DsVNQL3Ycie1AdVzVnwOa2Gffj+Uog+mwoeGgMu7+5h/6o/LFgzptaYuAphE2NHQBbWmLWHBoO4++nOH7C95HcqAfCdyHGbwLYGNzl9oSO7CjQ9G2Smks18RDTBtdxqSqKNEhXmwjUL6X37zg63z08p+ytnYSAB99cxnLfj2XT730EEJ280DytiRn2YOi89kSuvI26ZyiiZpuVN9XwTugCcZVRhhXEeWOTyhrwg/e9k+O+d4jHPO9Rzj/9uV+IJw1vY45p4yjKZljjetqM+eUccyaXtedWQuKuq5Dzbj7coYvPF8LsSeB/nDCSOA+zOBdALaU6EKgaQINQXMq16/GcqnrrOePqqMGesEZY4ycPT5eHncsH/r0Hfxw9lUkgxHKc13c+NTdLPntVzl5+1r/cUMpWduOJF1QouhpQ7Y3yNmSoK4RDWh8Y+ErXLVgBesbU0gpkVKyvjHFdYteZdnaRpatbWTRqu3UJkLMGJ2gNhFi0artLFvbSDJnMa4ijKGp6UlDCMZVhEnlhmYmPlSzg56B3pvcnPv7lUdE9j1y6R1m8C6AoK7huJe5EJC3nV6TmXPPrqczY/LWrk42taTpyhfXMT1+rq5BTSzAyuvP4yuzpxJyI/YR6o7WJxxN5zenfYT3fX4+S6afBcDxjQ38+b7r+OnDt1Oe7hjmFXZjTCJIV97GdCRZ08F2POaJQNc0dE1xsecvb+DmR9fS2JllS2uajc1dSgPHzYYnVEYxdI362jjTR5cxvjyAoWtDpgIOdSS+MNAnsyY72rM4UuJIeURk38MeuC3LYt68eVx22WV8/OMf56WXXur1mOOOO44rrrjC/9+291RS/vCHdwHUJkJIiX8y65oo2YCS9G+hFQ3q1MZDTB1VxrK1jSx4fjO2IwnqYkgaGkcSmuNVfPmieVx26U94u2ocupR8/PUn+cc9X+TfX34YpKQuPjTjYqNUV3MvsK0jx66ODJYtydtO95Slo+7GQqi/r9/dybrGlH8OWY5kR3sWy3bY1pbuVf/ODtDo7AtDHYmfUBmlpStHQ1OKzS1pTHesP6hrA5ZZDgcMe+B+8MEHiUQi3H///fzkJz/hpptu6vWYeDzO7373O/9/XR+pxfYF7wLQNUFtVDXCbCmZXBXt1YCav7yB8kigm0PcIzYIYHR5mKChLK7mL28glVPuOrqmDWnbfyTiuckncd5n7+KWsy4nbYSoyiT5yeO/4K+/+wbvad/kN4UHA2c/sHZNW7K9PVNECfUbpFJpmuTd3oj3nyYEQsDuzhzjK6NFvO9dnVlaMw5dOZP5yxuGnPHGgjrb2jKsb0wR0ES/DdMz6qtoTOb9m46Uqunq9WkOd+XBYR95v/DCC/m3f/s3AKqqqmhv792NH8HgUThK35DJMXNiRZ+j9J4uha8z0SM2SFQTK6hrfO/BN2hK5sh79RF7xJxhMLB0g7ve/QkWHz+bHz7xK87d8CIn71zHCbd+kfec8kF+9J4r6IgkBtQgKbxJ7gtjDO81SvHETdsGBLGQTjpn+/xsXQoMTSClxJLd2bB3bl3/0GoiukN5LDIko4RCbfqpdXEypk16ACGd5xpaqY0HSWYtpb0iQAfSbrnvcFcePKgGcG699VY0TeOrX/1q0c9nzpzJ7Nmz2b59O+eddx6f+cxnej135cqVRKMH/ovKZrOEwwenY8pAa5v32A52dOZpTve+SDSgNqYhhEZAV0Mhm9pNv6494qqzZ5i94UX+8x93M7p1FwBN0QpuOftK/nTCOaD1vQFWE5WCdF5NJe7N3NRA350A6uI6OVOSsVSpzZbqxq7UBQVjEga/vGiC/5x5j+2gLWMR1FRDHCBrOVRGDG4+bywrtnWxaHUHu1MWo+IGc44r57TxsaLnhgu63YXPLYVP/3kLiaBACEFX3qGxq7sZOiZhYNpw9enV/nvAwX2tDnUw6IAG7oULF7Jw4cKin335y1/mrLPO4r777mPp0qX86le/IhAoVie7//77ufDCCxFCcPnll3PjjTdywgknFD1mZHKyNwZa27K1jcz9/UpM2+lV9gjogqNr4+RtxxccWr87SXakI7nXmHNcNacu+AUX/+MBQq7v5YpxM7jh/XNZPeZo/3EBTTWAJTBjdIJ5H5zOky+v449vdO7VxGupwK0JNZgTMjSqYkHGV3ar/+3oyKAhkEg0Iagr6y0r7E1X5nJZwuEIoKYrd3VkqImHWN+UIqBpjCrrNhr2XqOvycxdnVmm1iVKWvtddvfzRWJYyazJrg4leHXKxMqSu8yD+VodKg6KjHvhwoU8+uij/OIXvyAUCvX72J/+9KccddRRXHLJJUU/HwncvTGYtb3jx0+Qzll+QBZCDWZEAhrhoFF0Qa3d1QlSYjojGffeQgPqO3bwg0d/wVmbXgHA1HR+f/L53Hbm5XRG4n52C9286DFxnWQe2jLmkHoMmlDvaZUouQQ0gaFrqgTiSE6bXOWX0YQQdGZMmlM531lp/uWn9gqKXiDVHNMP3E3JLG1pE8dx/BuQAGrjQRKRgD9i3zMIAzSnsjSn8uguzVDXBPGQwc/mnMSs6XWDMtDuiYP5Wh0qhr05uXXrVh544AH+53/+p2TQbmho4Bvf+IY6qSyLVatWMXXqiJPLvsLUugRjKiIcN7ac48aWc+yYMkaXh5k6qqwXRSuoayAEsaDO8ePKfVrgnBloAAAgAElEQVTgUOCp42kCfyKwFA40YeVAv58DbCgfyxWX/pirL5zHjkQNAcfmM6v+xuO/uYaL33gKbJu8Ld3BHYec5bCp3aQlbZYcnS8FgTrOdYkQ08eUqUlZQyOgKQcbXShPUolU3H9NMPfs+pIcf0fKPr9zrymetRyfFdKWNokGNUyn+yYvgaZU3melFD63kFHSnMpj2xLpgC4E0oH2tMlNj6wBBmcucjhj2JuTCxcupL29nS984Qv+z+69915++9vfctpppzFz5kxGjx7NnDlz0DSN2bNnc+KJJw7jig8veIYOTcksyaxFznLQNcFFJ43lxPEVRWYPZRGDxmSeRNhASkllNMDuztyQMm/pquMh1dYcIBLQkCg+sf+4ffopB0YsqJHKD08Z6OEZZ7H0qHfwjWfu41Mr/8boVAu3/v02Lnn9KX48+yrWjOpNibMGsesRQCJscNWZU3iuoZVtbWmm1MS5yW0qXv/QakzbpjWVJ+um4uMrVPLknRfNqSzNyTy4pZSo6zU5Z1s7zzW0FpUxfnjhcdz66Ou0ZUzGV0bpyJhk8nb3TdH9i5SwO5lj5oRKoLQ2/eaWLgy9u14uBEhH+WZ6OJL1vQ+KUsm+wEippDcGu7Y7nlzHXcvexnIcQrpGeTRAQFf6FVB8QZ1RX+UHgfGVUUaXBfnb67uGXHMVKO0OWxaryg0HBBA0NEKGRjJrDetapjVt4keP/5LTtymxqpweYMEpF3DnGR+nM1I26NfRgICheNfjKnpTQUH1OG5+dC3rGlMEdMGoRHH9GeDaB14mnbcJGRo18RBlkQDNqSytXSbjKyO9yhSjZIt/zl129/Os2NSKoJi94nlh3nvlO/oMvMd87xGklOgFDVvbcRBC8NaPzx/0cSjEwXytDhXDnnGPYPjxXEMr4ysjRTVGz3G+lMHDtQV/v+zu55lYFWVXR9Z3aBmo9hrQ1GMsR5Z0ZDnQ0IQSdQI3sxvGNa2rncyln7yJS954inn//C11Xe18fsVfOf+tf3Hze6/kkWPOHJTzjoO6IYYN3R9G6fk9zppex/zlDUyujvb53ZdFAkysihY1DjvSJqblsKsjS952COoaibDB/OUNXH9Wuf+4uWfXs2pLG45UXHDT/b6DuuCo2ni/2XJ9TYx1u5OYju0XxzVg2qj4oI/l4Yxhr3GPYPgxVJ2IUs+tiYcQmiDQD6XNg+mOV9sS34rLGMYpTMcNDNGgvsdBe3RZ/031IUEI/nzCObz/ql/xu5M/hCU0xnc2cueSn3Hvn3/IMY0bi+4ufR06y3HNggvqyT3R13e/vjHJZXc/T1Myx4amFJ2Zbqf7tOngoESwLLf+3tKVZ/3uTv8xy9Y2Mn95AyFDw3Ikpi2JGBpjykOMLo8w74PT+z0E5x8/2h+sKfzz/ONHpIhhJOMeAX37DA5mgMF7bplrMLu7Mzvk95cUsx0ONDwZ1ZChq0acHHqN3Wva7cuMPRmO8/3zrmbhCedw45O/YubOdbx34yreuXU1/3vqh5n/zovpiJb1u1bLdtjSmkETcOINjxHQBdNGlfl0uVLffUtXjmTWojGZZXRZiO3tWba3ZwA1Hu/Bu2HYjkQT3dIJhYyPiVVqNL21yyQa1JlcHe9zIMwL9lvb0nRmTMrCBqY7ku9l9c81tBbt+I5UjATuEQzZcb7wAosHdT8bS4QNdneqbZxwbVb2alBkD4KgF0z6e5qhge0UP8aWsKU1jaGrNxVCabsIMThFv+3tWcWWQe0ihvqxNaA6HqC1y/SPmfdZXhs7jYsvv4V/f+VRvv7MfVRlOrn6hUV86K1n+enZV/Lk1HeRNwIlX9e7IdoSOrMWugYbm1P+VOPcs+u5btGrbG/LYDmOW49Wx35XR5aaeIjxlRF2dajgLQvyewn+jc6Wqk8ABQqVjmRjcxd520EXgto+HHagONhXRALs7MigCcHY8oifFEgpe+0cCs/Fnlzvwxn6DTfccMNwL2JfYOfOnYwdW3rKan+iubmZ2traA/6+g8Fg1za5JsaU6hhrXa3lMeURrvvAMX1mRdc/tJqsaZMIGeRsh6zlUBYOkMxadOVtX+azp9qgh4Gkmj1u7kBNyyGb7ha8vt0HgcSR7uu6wyiaUA0+ry7fFzQhqIoF+/zMpRA2NITL1Q4YGmWRIDPGlPPxU8fjfTKJ0vDIWJLXxkxj0fGzqUp3Mr1pE1XZJBe89SzTmzbyVs0k2iIJpOh/+tKR+NrsD726g6fWNtKRMZFS4sjuiUyJelxn1sTQhO+S05dLvCbgxPEVvHdSmN+/2gZSsrNDMY40TeBISXNXnpPGlTO5hN/ptxe/Tta0fZnWZNbCdk2HK2NKkCtj2owpjzDn1PFA73OxI2Py1NpGplTHSr7HwXytDhUjGfcIgMFTqwp1kAH/TymlO22XY3cyh3SU3rOmiV5ynQOlo6YtcaQ9YKY71KxW11QG3zPb7gnf9LbAwGCggdGqaIBQQCcR0unKD7x2TcDUUQmg27/x6XnKSWfZ2kaea2hFomzFci6/2nYkLbFKrrvgayw84Rx+8NSvOa6xgXM3vMgZm1/j3tM+wm9P/TBt0fKS7+ktKWs5NCZzSgHQdgO9EGhS4vR4vJSKd90fpFTT+nPPrgfZQiJksHZX0rcyMzQNgSCgU7JJCt26OR5qEyG2t2XIubxwr9zSns5z2d3P+6JnPc9Fr7F6uGfdI4F7BCXR1xa05wUGqo66qSXDZEf6NVHLkRiaBKmpEoJbnoDSQdNw9Te834UN3RcM2lcQCGJBjWBAp7mfYCSBiKFhOt2Be6CbRGMqT008iHDV8wZzV2loSlETD2HogvGVUZatbeT7D77B1raMT5f0ZHd77ixenHgCF135cz6zcgn/8a8/Up7r4iv/eoAPvfUst5x1Bf+sP5VcoO+GqSMhpCmmh66pAZecm057yy/1MUr9TAKxkAolK7Z10ZTq5vY7UmnBG5pgXCLcZ5O0Z609EQ5Qk7Dpytns6lQzBpXRADXxkC9glc5bjC4r1h453FUBPYywSkbQC/3ZQnkTdZ0Zk4amFGt3dbK1LYPuupAUBkTLUWWAsrCBM0DGarklCg1VykjnB2fxNRQ4rl50e7r/DNLQIGM6SGdopZhmdyKwrzJM8VqUkt22tjQdGZMz6qu4btGrbG3LACoY5typSe/fhdAAWw/w63dezPmfvZOHpp+Ng2Bqy1bu/ut/cuvfb+Xops3oTt83PyGU8qPSbe89/FRK5rfUAZlcHaUmHmL+8gYWre6gPBIgpItuNzMBuqBfg4VS05MBXeeOT8xkal2C8ZURahPhIluzvOUMyXzhcMJI4B5BL/Tn/zf37Ho6Mqar4+z4dVPTlmxry6hMu8BkIWgI0qbdS/iuVH3aa+qZ9n4ayJEqex2o7GHaqnxhOs6Q1zGQHGmP5WBLlSU+19BKMjt4uy+hCcojBrom2FVWx1cv/Cafu/RGNtQoxb4L3nqWv/zh/3HN83+iMt1e1OVV5Qul016bCGHZDqWW7ZV7vLF5b+K1ECFdkAgH/Ex3d0o1uEeXR9R5oAmQ6ia0rS3DGfVVJT9PfyPsfVEWg7oYkvnC4YSRUskIeqFUOcS7MGdNr6M2HiLlNo+CuoYmVCarLK1UhDY0DR1JZ9YG1CBIbSLE5pZ0v96J+5MVOJiQqnslnb1hw7h/9vUSXinFa0w2JnPuDWtwQV+gxr8NXeMrs6ewaNV28pbNi9NO4yPjj+MzLy5m7guLSWS7+PrT93H+2mf52VmX88Lkk6gZXQ3AtraML9ykawLbVpS+UrV5b0CpZ5lEFzCmQglKeZluV7qLLtOmLBIgk7doSuX9WnckoHHXsrdZ8PxmptYlejFA+uqz9EVXnerSGgsne48UVslI4B5BLwzE607mLI6ui/vTdJ0Zk82tbkCWinlgS4mGxHYgGtCoTYRIhAOEDO2globVhGBfFGkG8wqetZztSHZ1ZAdFnVQeoMrQoDYe4tpzpnHi+Iru4DW+gsAHr+cLj32Aqx/5NWeufoYZTZv49eKf8OgJs/jlGR9nfcVohBGkJhakI2MihGBSlSpDeLsmD7qA6liQzpyFbUsiQR0pHfI2VMUCxENGUaa7ZesW7nk5STpvkcpZil4JVEQCtGdMbEfS2pVnxaZWVm1p45pZR3HtOdP6/cz90VWPVL2SETrgXuJgphjt6dpqYkGeWtuIIyWGywoxbcl1HziGyTUxnnhzNx0Z08+uQwGdtq6cerIrRmQ7UnG5UUEslVV6F/GwQXvBFN6eIqgL4mED0xp6OaM/7E87Nrdq0Ov9AppSwBsocGtC7QgcV9+luSvP75/fzKrNbeQshw5Xk/r17R1o1dU8e/J7WV03hWN3vU1ZVydTGzdx/urlaLpO27hJ2KEIP/zICexoz5IxbXa2Z4s0ZwQQMDRsR3JUbZyArrHie+dy9fumcsLYct5u6upFHw3mO3jn9Ems3ZVkS1uGkKExqkyVPyzb8RvQQV3DkZKXNrdxwtjSFMFlaxv59uLX+esr24mHDDShkob+6Kr94WC+VoeKkYz7CEZfzJFSam2FW9BSGVB5NIgAyiIBdrZnfFW36liQ9oyJRNLYmWVMRaTPLTkMboAmoAvuvuIdvLatnbuWvU2uIIPX3P38/s7p+/sMfaGvx1dE1TEqNE4ohFeicGSP15DQmsrT1pUven0JJLMWZZEAH/ju1Yy586v89bKvcN5Tf6Iym+QbS/+X89Y8zS/fdyXfae8gF4vTmbV6CYV5O6i8LXs1/frLdL3fFeps7+jI+N+JJlRjVBeqPFSKvtdzIMdLHn500fEHJMM+2Ad7RjLuvcTBfBfvb20DDS9Mrokx59TxfPbMKcw5dXxRRlRqYOc758/gA8eO7pVpVcdDBHVN8ZFtybRRCWJBnZau0syOaFBnVCJEZx+NOo+lcOFJ4/jZ42+RztsYmmqCCVd2tL427jNHRIks17s5lMqAB4tSr7tHr+P+qWsCKQWGoeiEEyqjJLOmMjrQRcmgrwuQ7nRpzxuVIyFvOby5o4PL3zedy9+O8MiU0xjb2cjkth3UpVr54Bv/pKKjhfyUo9luauQ1o2hN4E5E6hqRoOHvuPpD4TlXuHPL5G2fIRPQ1WCTlMrEwXIk9TUxvr34dW5/ch1/WrGFP6zYSls6T9Z0COga8VAAR0rW7kr6AzhDxWCvVe/aaEnl6MiYbGlN8/fXdyIdyen11Xv03vsaI6ySIxT9MUf6wrK1jVx29/OcefNSbn50LW1dxVrcs6bXcf8X3sU7J1cxujxMWSTgu6fkLIdYULnFf+iEMSWDnq6pYDShKkZ1rLs5qgl1gUcCSulO1zTmL28gmbXQNfVvXdPQheIlV0SDjC6PMKEygqFp9NT+90wcJgyRNubRFYf0nAH4hBLVP6iJh3BQ9W7lSKMmMWvjQbem3fu5ng9k4bEUovjG5OlX56XgzdrJfPGj3+Wr//YNtpSPQpcOH3v9Sf7zrq/wiZcfZXRXK4ZjE9Q1Alr360ypie2RSUEhUyQSUFOiuqY4/Y7bCymPqjq5Rz/VBWxo6iKdt5VjjyPZ0Z4lmTUPGEd7/vIG8pZNS1cey1blQkdK7lr29pCd6/cXRkolRyj6Yo54qnDeFtHT3163u5NUzqYqFiCoa6xvTAEwriLcy9G70JzBy6wFEAvpXLfoVbKm3YuhENAF8ZBOOu/QmMwypjxCMmuRt6UbnNXF40iYWhtja1say3Ew9O6IJoSq/W5z1/7yljaEgICmI3CUjCwqO62NBUmEjSFZsBWyYXq6rheur+g5g3hxx+XZVceCyjUmZFCXCPP9C44FYO7vVw5ds6XHDcMbac/qAf563Pt4etLJfPGFRVzx8sNUJtv43lO/5vy1T3Pbez7JG6On0h5WzeeAJqiIBof25gUoLKl4uu+m7eq+x5Tuu3RlX6NBg4amlKr3C0XbDOsCB0lTMoeuib3maA+mBLK1LU0ya6HRbeTQX1lnODBSKtlLHKqlkp4NRlCqcB0ZlcUmQgY7OzIsfauJvGWTzttYjiSTd0jnbZcNAR0Z5ZpjaIK3m7r8ssqU6hgPvbqDvO0QMnRGl4epjIbY3p4hazq9AqahCSwHKqMBNCHY0Z7x9Zs97W7bUeJPjpRqPbbjTiq6TVCpdDGOcWlif3lle/cQCAKhobJwXeOo2gRNyRxdeWuPGpICdTHr7oXtuGPfUg5taMfL/rvyNseOKeeGDx/Hf158on8cJ9fEePi1nQOOnfdan3DH9KXk3mc2ksp1D6oIIB2M8K/JJ/N0/SlM6tjNhPbdjE028+E1y6nMJtlUMYaMEaK8LIrlyH41QApReM55zcXbn1zHE2/u5oITxvDhE8eyqyOH5UgmVsW47gPH8Oibu0mE1M5vdzKLJgQCJVCmCwFCKQTGQoFBlWv6wiOvbObn/9w2oLbJE2/uZktr2i+/oQ6jX9b57JlT9uj99yVGMu4jCH2p+nkNxtYuk8powKcBdmYs1cnPWr7Cm4RedD7Llu62srPoPXKWw/iKCGWR7ozNq3MG3bqt7WaCpiOpihrYjsOW1r7t0GxHIpDEQjqpnIVtOT7lzJFQEQr4WdTU2jibWtPYrm5KTTxMzrLJW46fccVDBrs6M7Sl+x5+KZWVa+4kIFLJwabzNrGggWk75G2JZyyldgF9fycTq9QaOjJmL+W8ZWsbuemRNby1OzXkenphozJj2j1ukiARWOi8MuYYvjjnej74xjK++swfGJNq4ZOvPMrsDSv4xXsu5elj3oUYPYrGLpu5v1/Zp4N6T/RsLvq7sguP6/U5Jyzvpp8GdQ3LlmiaRkioYa6cJYkFDb9cs6eNw0WrOwjo+oDaJp4BhC0lrlikKuvEAgfNVOZIxr2XOFQy7oFU/VRpwmRUWdjPMlT2o7LdoK7hOCC0bhsqgZcxKmqX48ALm1r992hL5+nIWIQDGiFDTb41JnN+aUHXNQxN84WIxlVE2NI2sJ53Ou9QHQsRCWrYEizHwXKzswmVUc48uobJNTHGV0Z5cVObqhUnQiSzJk2pPJXRAFVRxWFuTefRXWf7TB9TjyGdXlQ9CWhIpBCMq4xwzOgyvn/Bsby4qY3qWJCx5RFVJpJ9l2Lq4kGq4qFeqnfe9/XNRa+yrT0zpKDdM9vXNUFA17Cl9Hcfjjut6bgF8pxm8Maoo3h4+pmEHIsZuzdSnuvifW+vYPrODawJV9MVCJMxAhi6xt9e28Hildv41fIGnnhzNzWxoJ+xeudcT7U/7xwp1VwsbGKGAxodWQspYWyF6pPEQgaXnz6Rv76yg5seWcOfV20na9pUuTz0we4Gbn9yPeXRUJGbj6EJmpK5oix6ck0M6SiqouU4BDRBpVvW2ZuMf19iJHDvJQ6VwF3qQtI1QXU8xN+/chZzTh3PsreaisonnRnTD9o18RCdOdMvXXgI6N1bSUdKqmLB7vfQlIdjOq8usoxpk8qpi1JoihJm2Y5vfNuazg+6bJHMmmRNB8dtRo4pDzO6PEzOcvwLGeCFhha2tGZo7cpj2pLqWICauLo5ZU2b1q486byFrmklrdQEIIUo6aoupbppeYyL+csbekiTmuRcTW+9BwtFFypA9OTIe/ji715ixyCHcgrRc51Sqp2BwGOIqLrtuMoIbWkTITxONSRDMZ6ddDL/mnQiU9p3MbazifEdjVzw5nLC+SxbykbRlIc2W6Mtnce0HLa0pXn49V0+48I7525/cp1f/vBQKkhCMUupI2MyuixEdTxEznIYUx7hvGNHscgN1m1deWyp6IkhQyceHjzbZMmqzaQtisqDpW6aAKfXV3PC2PJeZZ2Dob4NI6WSIwb9jbF76MnPLnR1T4QNqi3VPAvoXrYtsKViQZTFlAlAoaaEEsCX7OpUtKrxlVEuOmksv3t+M21debIFNYSKqEFTavCDOY5UJ6/pSNrTJrGggQgKf/t786Nr6crbBHTB1Lo4GdNmU0uaoHvRJrMmO9qzgKqb1yZCpJq70IWqVeuaK77kSCzX4cWrX3uxVKIYF54N16otbdiOqunXJkLUxEN0taZVgDc0DAkOkoqIQWfW9o9Jqa3+xpa0r3PtyL5NJXqWcXo1Rwt+LoSrNOgGa89WTNMEATRV5jECrJh4Ap+f830+snoZX/rXH6nrauPTK5dwzvoXuPPdl/L0lJm0RCvIi6DK5h3FuDhxfAWj3PcbqqtSf7zwy+5+3m9emu7ovWlLtrSmiQZ1auLBQbFN5hxX7k91ljIMKVWC6cv4oRDDwfkeybj3EodKxl2qGdkz2+jJz55YFWPOKeNI5WyakjkmVce44cPHMbk6ygp3Gxl0XeEtW2LaSuc5mTXRNUEooGNLydF1CT+rP72+mmzeZsXm1qJsMp0f2siMymIVxUwTSrda1wTb2zO0pvM0pnJEAhoV0aC/w2jP5OnK2VTHldazBFcnWqOuLExTMudOMgo0ofm1d1AB0OiRzgZ1QX1tnAdWbOHPq7YjXeec7gEYg66cezNyS0qjysJEgkbRMSm19f6fpRvcp5XmcA/6OOGO1UtFxfNG5ZUwmINlq7uRpuG7/WgCJo2tYudRM1g44TRC+SzTGzdSkUtx7oYXObplK1vKR5HRg9jBMAgVvHd2ZHnvpDC1tbUDTt8OBV72nspZtKfNIpEwDUFH1iIe1HhiTaPfCC0s33gonOrsOfE5VFMGD3v6vL3FSMZ9hGCw9mSlMp9Cj79laxtZtGo7lVFVG89ZDs2pPBFDoyIaoDmZJ2877OjIkLNsgobe6z2ea2hlVNxgZ9LGHqTedU+EdI3R5SrYmm69fkdHBiXZr7LTlq48IUP3ra9GJUJsa8+QzlvkLFsNgQA18WJNZ0dKHNvxg7YHy+VYa5rAdBS9sDGZJZ2zfM0RIYR7USn9kYpoEAmURwL+ce/ImOQth2O+9wgAU6qjfOv8Gf5xX7a2EV0I0pbjs1dcggigylM9pxw9y7Rex8kA0xGqHu/eiBqTSp5ACEFZWCeTd8i59X3Pgf2Rr57tr+U/YpU8PP09fO3p+zi5wPdywSkXsPjEc2lNVJGOJdysV5k4DDR9OxRMqIyyqSVFS8rsteuwpYPjwO5UnlCwWIbYo6cWoq/Mfk9NGYbLzGEkcB8h2FcXkneilkfC1CoDF9Y3JsnbkknxMCFDpymZI+tSCG+6+MSSPNmwrmh9QGnaxgCwpeL2xoI6rWnHz3bdojRhQ5VxdnVkaE7lFCtGE1SEAzQlc1gOaEJSEwv6gT1oaNiu6H/WcmvTqICoATYqeEeDGhKBJrq377om0NwPYuhCMUuAW+ac5B+3bW1pYkEd03ZoT5t+PXpDUxffXPQqP3Mfe/1Dq1053G7pV12Ao5hxaEIQDnT3B7xjqPWYoAzqgsnVMZpSOTqzFtJRDje+XKuUdGQskN29CkdCUyrHsrWNfpCbML6GZ4yZvF53FJesXsqXnl9EVaaTuS8u5rx1z3HnWZ+k4ZiTKRtVXCceqgBUXyWHuWfXKy47veV+bUd9b5bjDCl49nyvdbs7GVMeKXrMYAZ+BlOC3B8YCdxHEPaFklqpE9V2uulviXCARDjg23H1JdO5raVDlRVk3z6GhXrQ0GNCELXVb007RAMaaVNxy0O6UiIE2NKSxgQkKnM1LYc2y6EuEaIyGmB7e5bWtEkkqGPoGvGQGsgJ6w47k5afkVe7yna6lFgSspaN7UBd3A34uqoVC6GCbH1tnHTeoi4RLvr885c3sGpLG3m3rKO7IuXCkaRylj+1mrdsutxRfs930yvh2EKiuQ2/gK5ju0YJuluE9wwrvGO2vinl1/X9GO9R3OjO4m2pPDCjQZ1kziqi/s374HQ+t+AlUmWVPHD6RSyvP5W5zy/iojeXMbl9Jz9f8nOe3XAGke9+G6NRwNFHQ6C0eXEhCoNnImTQlMpRHgmUzJrjId3lohefLNI9D8I9Rkv7C56lqIqpnE1zKkdtonv3NRhThqHW8vs7Bs+41nWDwcjI+wgGBW/cvSmZY0NTyueAgyczWnwq9XfyKrcTFYh6kjU0ASFD4zefOo3x5SoAl+JQW44SP7IdSXk0yNS6BIamJGO3tKbZ5tewcfU+NJ9Jo+rPQcZVKLH/XZ056hJhfjbnJG6ZcxKVEQNdU36ZY8sjjC6PUBkJ+Nmt11NtTOXZ3ZGhNhHypWyDutZL0N8LFBubU+RdNUPLkb7+duHEZ+HUXkDXCAd0wgF1bE1HDT1lTRvLtpVGtnDr/e4AE3jGB5rP7LEcFaX9yk+JG6UuBLGgTnvGxHEktuP4wRNgWl0cTQiymsG2sfXc9ZFr+Y9Lvs+bo9RnfM+a5zjli5+k8v77YcMGaG6mP9ujQpclXcBbu5M0p/Jsa8uQzFq9JBimjSrzDR08WqP3WSVqdL4Q/Z1/peQeqmIB2tLmkE0Z5p5dT2fGZP3uJGt2drB+d5LOjDkoM4eeTlNDwUjGPYIBUZiheJ6S29szqLJAd6baX/2859b0nKNi/HNL3rfqAtU4U27pAXXBahqTqiI0p1Td3HK9Fz2GhHfRbmvLkAjpyljWfS2vDKMLGFcRIREOsHZXJ5pQHoigWC+JcO/hl1FyLLtFNdc/tBpDV7uClj7szhpTeYLpPJY7pBE2oC4RLipDFWpfFEKxVaTPa/cCza6ObFEj1HLXK93Po5qmENIldYmQf9Gv3a1kCJRbjcR0yz1SQiyoYeaL+wkeUwbU8Wzuyit9EPdBuzqyBA3BtQ+87Dvg1MSDVMdCZMwwa085i/ZrPgrP/h1+9jNob6dm/nxYvhx+8AM47TSorYVEotc50JkxiQZ1BDo7OrL+TSXv9ioAEmHDz5rnnl3P5xasQBfCnbJVTwhoSlY4oOsD9m88lNo1VsdCmLakzvXFHEopUQII/FLdYKt+PevjQ8FI4B7BgOh5ggkh2NWRZVdnjlMmVvqaGn3Vz0ttTddszxAIGH4gkqisszqhAoOnN9KYzFJfGweUuW6Xa58dfxYAACAASURBVCBcWF6RQGeub2/FpmSORFhprGTdKcK1uzoJ6hqJsMGUmniv5xT2BNY3JvudfjQdpWqYCBt+M7bws3vlEVDBsrCvaHq1d3fiE2DFphZyliqReIFX13CzZ8f1iVR6515zN5W3iQZ0LMfx9bp1Tbg3KkmqFGtHKokAVa5SE6zeowKaIGc5dOUlGnDs2DKaU8pp3bSl72Dz7ul1cNpU+OAH4ZZbkH/6E2LNGvjEJ+CSS+Cb3+S5TIj/fKmZN9vyBDSNUWUhuvIWGVMJSWkINNFdMtMQNKdyvomy930UTsIqGqAyWvZulIPt33jnlWXLov7H5KrooOh/hZi/vIHySKCoPj7Y5mSpG8hgMRK4RzAgep5giXCg5Jh2Xydqqc77NkuStS3CAd0dcVbNylTOIh42GO8KXN217G0VhET3xOZQYEvoytt0ZvKEDI2uvO3zo/O2Q1Mqzyff2bcPoqcr3Zxq6fM9DJcWCMUXrXfDKpSAdSRFNysJHF0b81kly9Y2EgsZqmkI/hOlA6Mrw+TzeTpyUu0ubLfG60gqIgEs9/PgNvEGPF4CxrvWY7uTWf+OEnRLSjnL9h8nhCBk6Ahh+t6Yr21r9zPoieVhrrn2eia9612Mv+ceWL0a/vxnrMce59V3fpTMUWdQGYrTFi1ja5u6PZgFWbOhaeRtR4ljCUnOkr2y5m+dP8NPAEo54by2rZ17nulgR0crq3d0cNWZU0q668w9u55vLnrVbxALumUbvKbsYOFdG54KZt5WN9aOAQypoXR9fLAYqXGPYEB4zu6FGEoDppTZqy0lluP4cqaOo8JY1lIX4xn1VSxatZ2qWAANSc6WQ54i9KAJ2NaeJWs6VEYNd9xbBai6RJDnGloHXH+olK6qi2ABN76wKebdsBKh7gvTY4lIFOtjxugEj37tvUVllZp4iMnVUWJBHcOt6RquKW8sqFFfG2dSdYxIUKc8EvBrtbWJMImQ7u8OSk17FqoGakKQCBt+1loWNlTfQajQXxj31+3qZHNrmpzpYNkOm1pS/PfSDWxsTlERCbC7K8+3n9nNsqnvhCVL4PrrIZHASCX54tIF3PnXmzl12xrGtTcSz6SKXtt0FF/E0AQht9EbDeq9pGRnTa9jzinjaErmWONyseecMo5Z0+u448l1/PfSDWRMG0NT5+d/L93AHU+u63UMPN9UQxN+/2N8ZYSySKBfWeNSmFAZpTmVY0dHBsuW6EKQtx2SOXtACdiezvZDwbAH7sWLF/Pe976XK664giuuuIJf/vKXvR7z0EMPcckll/Cxj32MhQsXDsMqj2z0PMGG6qbdM/Ansya2o9TrmlM5KiMBDF1gO/hiQs81tBLQBTXxMAFDJ+RO+pUKRgOhNh4ioCm3+bwlqYmHmD66jPrauF+WGWj9kUDpS0UTUBMP+f8uvKFtbUtj2Q7tGbNXE9ar1XvUOw/eTS4RDlBfG2f66DImVkWwJb2Ov5d5FsLjd/d1nymMD0FDK3JUP25sOYmwEsrKurxujxOfL7hrOhLaukxfgKxQz/1P6zMwZQp87WvwxBM8Me0MAGY0beKXf/0vvvH075nUtoNxHY3E7Zx/XMwCYa6qaJA7PjGzpCvOolXbqU2EmDE6QW0ixKJV21m2tpF7ntnoa95oolsD555nNpY8Dp5vqnceFDrVDwVzz66nLa0a9ULDH+ry+zT9oKez/VBwUJRKPvShDzFv3rySv0un09x1110sWrSIQCDAnDlzOPfcc6moqDjAqzxysbcc8MLhH8t22N6uhKR0TZUr8mmHmkSQgN6dZX3vwTf88oynTOj5WTpDzE5auvL+ljhvO2xvz7DLs9KSkoChc+bNS33u8Kgez/d4xHqP+rTuMjq8Bqa3dT+jvspn4Ji2U1Lm1StlNKfyfG7BS3xl9tFce840EiGDDY0pn6FSmwhh6BrT6uJURIM0NOaor+uu6fbcaucsB0OA1U9N3kM0qBdZgb22rZ0XN7UqYSrhSen2ptkrxT6HoCH8Ri+o3cbuTtd7tKICTj2VH3zgi/xt2nv4yrN/oL5tBxet+Sdnb1zF/NMv4aljzsAoL+NtIuQ1Q2lf99Pc62/YRdEnix+vCfyeSE/sLY3Pw6zpdSTCBumchel0f2fxkDGom8CeUnQPisDdH1599VVOOOEEEm5n+pRTTmHVqlXMnj14zuMI9h6DOcEG42G5aksbhi6ojWoEgyHfHacrZ3PHJ7qHdQovLE/qExRVMK5rQzIcth2JrmuEDMVGsBxJoYirlbfR4/j0t6tmJpgxo/gzmbajBJs0QcjQiAV1uvI2GVPJAQR1wdRRZX6Jx2PgbG7NlFxTz/Xd9uR6Fjy3iZYu0x2vV43LbW0ZKqMBbplzErOm17FmzRpmeIuDXtOwMLiSUsQQlLulAe+YP9fQSm086Mv4hl25Wuim3wV0DU1TNWGv3OQhY9qMineHlGUbWmkqq+Hxqe/ildFHc+nrT/LpVUuozCb51j9/y0c2/Is7zrwMs3Ic6Vg51WPHgBB9Nve2tqXRhWpSe7VkT6ckFlSf39uRqeEkdSAuu/v5XjfkwU4SDwZT6xK9bgLpvLVfJWCFHGpxZR9j8eLF3HfffVRUVGBZFvPmzePYY4/1f79kyRJef/11vvOd7wBw++23M2bMGC699NKi11m5ciXR6IHXys1ms4TD4YEfOAw4kGtbsa2LX7zQQkCHkC7I2RLThqtPr+a08d2aDZ/+8xYSQeGbHoByZ0nmJb+9ZGLJ10tlbdpy3Y2s8rBO1nIwbUnOVkElHtRI9qN3YmhQG9VpStsls9GgLphUESBrOZSHNG45f3zRGpq7bPKuwFFZUKMzr6iHAQG1ccP/rItWd9CWsfyBkM3tZlGZYTDQcGVjhbpRjEkY/PKiCUDv73TFti4Wre5gd8oiYgh2Jk16EmxKDaYKoCIEDhqTKoPsTlnsTln+YzUB5UFB1lZlkrqYOnZFIlsSKiMaFWHd/76vOqWM90xRu+F5j+1gR6dJW8ZGOg4VmST1LVu5+vlFzG54CQBbaCw+fjZ/O+sjOIkEHbFy0qFIr/MB4EsPbmVrR3dD0RtMmlAe4MxJUe5/rcOtQakpV4DKsEY8pPVaW89jNypuMOe48qJzdbAY7LnfHwpvxoPBAc24Fy5c2KtGfcEFF/DlL3+ZWbNm8fLLLzNv3jyWLFnS52v0d58Z6offF+iZAR1MOJBr++HTzxOLhPysI4LKOh7ZaHHlud1rqK/roDGZRXNMwmHFaEjnLerrwkVrnTEDJk5o5PsPvkFbTuXHAlWqSOYl18xSpYVCqmG+NU3ODZKa+wSvCVYVDVJTHmFXqkP9XhQr6eVtSV4alMcMmjrTzJgxo+gzabrp84vbc44/4j66IkwiHPA/a2tOUBGL+nKmY8oNNrem/fUPJoRLVDkiqGtMqYnRkTH9Y9PzO50xA648V/39g7f9E7vT6vUupd5TAm050HDosnUyZr7osY6EtpwkGtAwdEE0EmZc0GF3ModpS6bVxTn/+NE819CqymfVbplJtvjra31oJ6MrYsQjFk3JHEmjgvWxODfVXctbbW9x0UP3MrZtFx97/UnO2bSShedezsoZp9OezzNm9Khe527ksSZEp4XmNVAlSEcSCYf58WVnUle7jnue2UhnVt2A6hIh6srUTS6dt3hoXZqrPnRGyWO3N/DOVb+UWL3/FQIPaOD+2Mc+xsc+9rE+fz9z5kxaW1uxbRtdV02Xuro6mpub/cc0NjZy8skn7/e1jmBoGCwtytuiStshVFAX7rlF9dxfvAGdgDuc4yCpjAZ4rqGVaymuv3dkTMhaRAJad23TlTH1Rtv9IFYimm1pTSMERAIay9Y2FtEgPT2T5lSOLtsmrAnqylTQhm42Sc/aaVkk4N8khpJ3244kj1NUd122tpFbH9tB60M7/VIU7mff2pZme3sGXajyhVkwtNMfHCCZMenMld6tZCyHr71/qh+gZ04odsC5tsfj16zppk16x8KTQQAVQKsTdXzp4x+G6y5j6y13Unff/1KZbOMLi+/kjUlL+d/3X8HH3z0eGhuhuppl61uYv7yBdY0pDDfb9lyNRpeFSLk39mvPmca150zjzJuXUhEJFGmBF9Xf9wP2hZzEUDDsrJJf//rX/O1vfwNg3bp1VFVV+UEb4KSTTuL111+ns7OTrq4uVq1axTve8Y7hWu4I+sBgaVFeJ70yYhQxGgpPei+L3lSQqXpGvxpqZH397k7fcX7+8gbmnl3PS987l/mXn6oGSdzm3sTqKOMroxi6YEd71q+BlgpT3tY7Ygiuf2g18aBexIYpiwSUe33YYIw7jenBC7ClGDgBXaMqGiAW1Eu8a9/r0IXwb2reMWnLWP4Q03WLXuWbi171R6al7G5KqpH37tfs70Jv7uqbcywl/GnlNgB+dNHx3P+Fdw2pKd0nG6miAo45hq2fvYbvX3UT/5qsBLaO37yaWxZ8j9MfWgA7d/L8Uyv56R9foDGZJWxovkjWuIoI9bVxDF3rVUvui75aWH8/1DHsetzjxo3jtttuY/HixTz11FPccMMNjBo1irvvvhtN05gwYQJ1dXXccMMNPPjgg1x11VWceOKJvV5nRI+7Nw7k2mpiQRau3KaCq8uPBUF1POCbCHuYXBPj5PIc/+8j7yypR/3txa/Tksp1D6G48Li+WcshYzrs7Mhi2g7pvMXy9c1MqY4xa3od972whQmVUQxNozmVc+l4KgiOLg+Rydt9ZqIaMLYsQMaSNKbytHTlac/klcCTVEMhl58+kTd2dBZpTXe6lL9H39xNPGQoqlxOWcJdPHMcG5q6KI8EaE8Pvqk6pjzssz48B6OAkGRtaOzM0Z6xXB3oAOGATkfGxHYkjpQEDOGa7qogl7Ucf8qyEAOVbzShAmFfOtM9DYGjus1JR6nrsKe+e6H+NcCydc1896nNdCQqWH/8O3m7diJHbd9APJOCl16CJUt4rE2jOVpGpTSRwSDtplptNm8TDuglNb770gK//MQyf22HOoa9ObmvsHLlSk499dQD/r4jNe5uvOPHT5SkRXVkTJ7uoXy24ImXeGSjVdI15NQfPU5n1sKye8t4epQ8bwRcSuUqUx0LMqUmzv1feBeX3f08G5tTigaIqod6BseTqqIIocoipQYLVdNOkLJU1j6+IsLuzhym4zC1Nl404ejVNOMFynaFDIXCnYT3+NU7OujMWr67eyHlzjMyECi3+2NGl/mTqd72vzWZpjmtJgxz7mcK6EoMC2BbexrbUc1YQ1Mj/bfMOYkHX9nGX17ZucffbUgXVBYcY+8z9Zxk7MrkuGlObw52KVx29/PdZSUpKUu1E25p4uOrHua8Zx8CU93kXjv6ZP543qdorqyjUQZ5mwhdjuCdk6v6rCX/f/bePd6usr7zf6/bXvt+7ufkRiCRQBAERRFo0aa2HUprccQ4ArXMTKeFTh1xxupgp1ardlqY2o5Df9iB6cWZWm/ETtG2oEWMYAW1hGLBHBNyITlJzn2ffb+syzN/POtZZ+3r2SeJGPvbn9crJJyzL2uvvff3+a7P8/l+PtH3R10JRfn3H3b887l2GOAHjn5lUXun5/n4N5dIJeyOFp6rQyRaW5hBmF4uZOHSAm13seY2GRLd8cmngWAoIriPoQWSMl2TXhxqIzNitmToGvmG9PmImwbZRIxsIkal4TKSssMiEeU0b3ngKRqe9IMu1pzQj/zOzzwTDpJEb3/vo3ITrRwkw0v3PoHjCxJddMCKL85VPTRttZtGW/X22D6RZsK1qTQ8hhJWk97+/scPM5I0e6bZ90LdkwEMruezd3qeex6ZZnq2CEhFzoYhOXnYaNT7DhFoslLQNAqZEcrxJA/E3sL1v347fOQj8PWvc/kL/8jOo8/zyI/cyJd+5I1kRA17coL/9ctXN4+CRtCJc47y7z/sGBTuAc4a+tXGykEKuhrfx0ydasMLshBF6LxnGTKNvVj3wkIrBLhC4DseqZjBDR97nMOL5bAbFUJqv/1IakxM14L7i6bsTNOQpkyuC4Yg9PWG3v7OqgCpHEstkPFVGl7HJBa1iabQ1HkGaF3w1LlteALTkI6phjKIQlrcVhouMdNoCq9QdrzfOrqMbWiyyw/Og1r0lN65VWnTCiFkxNx79zxLruKEV0N1T8grJ5LYhtb39GFXs6fJTfDaK+BP/5S9/+P/cOkn7mOinOPGxz/PVd95gv/9E7/Aj//YW+DoUek+mG42CVPd9sH5Ig3XxzI0LprKcsM2k38mDfcPnuM+Wxhw3O14qY9tLU5T4WOPHiCuC6yI2X40Afyr0ws0PFn03YjvRjJm4gUbjyoIQEEAlWAYRo2Ty/tpbByKU6l7MuwgeC6Cx7EMjZ0bsyRiBnXHD/2yNaTFqGlIc6VuaeByDHuGEys16WUtRNANa8RMnaGEtWYCeSsnu1SuM1eos1iq8T+/dpg/+foRjixWuP7lUzw7s4LjyXH1Ddk4Q0mLcl124RdOZpo55EgeYqnuUnP98LwoI6lYEPYrQBp+9WHk5XgiDMFo/rlPzIAto5k1E9fV697z9HHmSw2cYKBHPeZFWyd40TH5Hy84fHXntXiuy8VzRxiqlbhu/5NsWZwBtddVrYJtg2mGr3m5XCdXdnB9achVdz2+PVPmwsns9zUL8qXCoOMe4KyiH1mUSsCJBkVFZW+qu8wmYLHYkOkuyBHtuUIdXe+8oVYJUmNkQrvMjHR9wXyhhuP7Miw36K511Mi94OBckamsTTZhUnN9Mpag5klVzIlclfGMh+vJvMnoaDzAe/c8Sy0yVi0g7Bw3pON9+V+0WsgWmySNHtWGx9GlEidWqrz5kgyPH3eaeOXJ7KoyR3XYUc9rXTNCT2+FRjCK7yqZpRDUnO7WuCA7dFdIn+/oEIx63XXXx/HaM0Z7oRaZhpI8v4YZCVAojIxjDA/xpfFf5PnXvoG3PfwJLjm2H770JXjiCfjVX4V//a+hUoHhYR7YexDL0FgqSb23rmk4rsd8sKBH6asfZgw67jPEoOPujlbFgUreHk/F+PLzs2i63rTrf/3Lp/jYowf5q388Qdo2mS3U8AKqYyobZzRlk685eB02LRWUFDDaOPpI86rhhMXWsRQxQ6dQl+ZIpgaarrFSlZuhoymLsYRB0rapu344Im8ZOpapNyV5f+vIcrCQaDKsN2rgpGtsCmRpnTr1Vqjz8tffOUXDleHHKoEeTXa5QwmZ0vJffvayvpLKT+ar1Byfcs1F1/W2YwRJf2hAIma0BRB3gqGt2tGK4P8V0rbJu64d401X7wh/1u0zAFI9dGKlSixIJzINHYGgUHU5ma8xV6iRjBlUhMGBmsGLwuaJ7a9hYWwD1xaOQz4P3/gGfPnLMi5tfJzPfuV5knGLEzVpFex5AdWGnLqtez5Pv7jyfU9h/35j0HEP8H1Bp/CEKN/7q1eP8fARN9z1j3p8DCcsqo5Hw/PZMpwgm4iFjzuVWdv/I1qcNGBH4Het+PfFUpByjsamkUQ4+TiTqzKetqnXa2QTFtmEzM48OF8K7VNhlZM/vFjG833MoOhomghNl3zo6KLYjX9Vr7/ccGXCS6Bq0TWBHphxqSGSfpPK46YhTbw8gW11t1UUwFDCDH1Jep5baEqg8YXk2oeTFh/dfQVTYnUDcK3PgLLLrbs+vvCb3re4KSmc48tVNF3D1DQKqWHKsSR/ddF1vO6X3sprvvhJ+OQn4dAhuO02eOMbueSSN3I0Jzi/4jOfGKKkSzpO10BoEDeMMBLtXOi6TzdzclC4Bzhr6BRNNZSQI8etG5BXbUk1jcLf8sBTbc5vlq4zV6w3FW7T0LFa1Ca9tMgCefkdpSOOLlWwjfbJRyBMZVFQgxyt9qnq/01dFhjP91djwJDcemuEmSpkjueRrzigQakuePrFZZ48vETMkAWKIBHGF+D6PpamEzP0NYdIWgMvUjGDSklq1pVNayvUucv3qS8XAraMJpjN16gF+wEbMjEyiRjvf+g5Rm3Bu7WxUMmi3lM1UVt3fX71U/vYOpJgIVCpdGr0TQ0mhuK8uFTB9wWWJTeUHTNGY+MmPn4C/vQ3fxNuugk+9CF45hn467/mNx/7Kp+6+l/yt1f8ONrKArYVZzk5hGaaCCGYyNgkLIOD88WQUmqVo75UaF3Y1oNB4R6gL3Rz/ov+PvohPJWvUnU8bNMIx8X7UWZEMZW1mVmphSqVpbKMzlKbh+rvXrBNPRyJjibadLL0nMzYzOSquJ5P3PLCKLJtY5LyaL39trEkpwq1tkEhgHfsellb+ooqZIp/9X1ZnBVF4XgiiDZbrWS+AN8XZFMWjifYfflQ19catYTVYU2XwPDcCUkhKIOkXtA1whH2hWKNQtXlVLHBYsVhKmOTq7q8d8+zjKViHFwoB0oWnULNDRdXt+HxwkKZkaTJQqnzglKoewyn5DCXXBibZwMOVh3p+51Kwac+BX/5l/DRj2Lmctz21b/gJ/Z/nf/vdT/Pt0YuIJuvUs2OwFCGTNxisVSjWHPDidPWK4GXCmEWacltssftB4PCPcCaWOuSF7pfpi+W6mHh7uV33MkfOepDrTbtRpIWtqlzfLka8qxRmDpYgWWCEJKfbn3OTrLFQlUuCKMpi1xJ6rDdiuAdu7Zy+ZZh3rPnWU6sVMMsx7Rt8tHdV3D3w/upNsqrUsNgUEV5qUShFie1eRkt0EqK54nmYRyQ/PNwIoYQgvu+ucTDR55q8ynJBLpv15eBBE4fY3XRm3g+dJ8nXYWmQaHaoO6uxqR5vvQOURSWBqxUGsRNg5rrUVGhDBG9vOsLFkqdu3x1u8VSHcuQmvsdU5nw96FU0jBg40bIZuGWW+AnfxL+4A/gc59j8+yL/O6Dv8PB1/0LfmP79SwVgEqBsjvJsmsykmymvhaKNe78zDNkE9ZL1oEfmCvIYSw06Te/DvzAvUoGOPcRLcrRtJNowkdrPNlExpadnOu3+VTsnZ7nri+d5Lp7HuOWB55i7/R8V1+Lu356J5++/Rp2TGbYMpJgIhMnm4hx3mgSS5dfctvUScYMRpImuqZLuSACT8gi26pyaE0emczEGUvFGEpYjKfjnDcc4+Ubh9gykghjzTQAJVcTq91qqeFx0VSGyzYPcdnmIS7akGU83TlVR3loyLDf5oR1PfLFlRtpeujpvWkoTrnh4fiCTEzr6FNyZLFM1fFJWnpXLfZapaGf2mFoGjMrNQo1l6G42TFEWbAaoOxHfr/WjLZ6enW7uuuTtk1sS+fgXJH9p/IcnCtSqDrN72kqBRdcANu3y6Gdz30OLr0UgB1PfJk//cwH+JffewLNcbDmZtlcXmRDfLX0FaoOS+UG5Ybb1JisFT12plCLvXQ7HBTuAc4yOmVGttIercY+mbjFeCZGMmY0mUkBbWZJH/jC8wBd8wQ7HUM2IUfCtwwn+N5v38DHb72STDzGWNrC0KSmWNc03rHrZW3DKFFjqifuegOfvv0aSg2v62u8//HDocGUbRp4QlCsudzzyPSaeZzR51ypNMhXHbIJM8jYlNCDSUglsdOQtq6bhhKMp22OLFWaFk4VbLtYanBkscx3TxXCBbLUkAuDeqwo1uqn+zG/sAydC8aSeL6UD/aqN5VG79+vBV8I6o5Hue7iC6kd75qQo2kwPg7nnw9XXw0PPsiDb/x3lO0k6XqZd37tkzzwxf/GNdVTpNwG2fmTZIs5NN8PN6vjptG1Mfl+IGbq4TxBd51UZwyokgG6QvHaC8U6i6U6U5l4V9qjE/1gGUZTqg2sbkLqmh5+SSoNWQTLDY+JjM3W4P579p3g8i3D7No5STpm8MJCKeQ6x9M2pqGFx9AUr6av+lOo5zwwV6BU96TcL2W30T29oqxU8sqpfJ2gdlBzffbPFtkyZIe8cOu0aCvFVHVkEMFQXPLV5boro8Z0jamszVyhjusLNg8nwvNcabjhYwMslV1ytUaTb7aCF+ngVWp6L/TrDx5F1fFwPZ9GkAjUqy63LmhrPb/6t86qesUXBN2oxuaI93lXVUgsBuedB/k8D16yi6cufDVveezT/Mh3nmD77BE++L9/iy+/Yhef/7G30kAwWStzrGzSsJN9T8qeLeyYzHB0qUShun6Oe6DjPkP8oLXSvXAmxxbVBMuu2aVYc7HNVZe8qCvbeqYmM7aJ57mYpixOpq5xaKEc8o6aJje0fCGYni0ynorx0LMnqTS8gAsW0ixfgze+YiMfe/QgH3v0AAfnS1y7fZRCTZpXfevIEg89exLXF6xU5BRdue6xUnFYqTpUGx7Pnyzw9mvOb5pexPdwhBa+xoPzJV6YL8luL7KZqAENXxAzdbJxi2LNbXrdytEv+pp0XQYgf/k//Rj/4Q07uGLLMCdWauSrDlPZOL6QCefRCUovOH7PFyxV3DWLra7JYqfRXxe9LmhQqntSzy16F/5OexDdYEY8ZdCCsONgWErljdYcj5FUrGnKtivicf7voSLLDhy46JXsv+Aytp44xHClwIXzR7nhe39PPTvC86kp4o0qU6ZHMpPCN+TC3a/+/kwwnorx+MFFhhIWG7Jxbr36/L7vO+i4B+iI1s1GTdOYzdeYLdS5cutIx82bfqcm54u1viV3UaoiZZssFKWnhalL35Ko9vvIYolvHV1mMhNjLGXzwkIJ1xOkbJOG5+P7Mo/R9aV6w0dwYL7E3un5po49GsirXs+/+z/fDv2xVX0xdbkpN5SwGE7GePg/vr7p+DspZVo7udZzpgycvjdbxPEFli6dAnMVl7ni2kEAUk0isDTZoc6sVEMeunXT83QgAinP5pEklbrLQqnRVpxbQ5X7OWZY3ZRUC4IdxL+5nkALtOzQf6jv7bt28IEvNKh4ddwLXs5/+fn38y+e/Rq3fvMhrPwKt/7fj3Prq1/Nd37xP3L3ERdr/iReOsOcncER+mnlT66FVnXW7is3hyEV68GA4x6gI1o55Uzc4sLJNJMZe11mTeOEPgAAIABJREFU+q244/XbKVQdjq00mjablOQuiihVkbAMMnGL7RNpdm7IcuFkmoVSI1xcpLxLdqdzhTrFmosXFOiFYj0wklp9bBEoOAyNkMvctXOST99+DZ94y9am17hr5yQ7JtKhz7iuqUQeqa/udlm9Fv/dDeWGF/iIyOdYqUo1TT908dXbx/iT267iVVtH8IWcGLV0sA2duGVgm2uHOaz1PCNJk0zcImmboR1BFFYQIKz4+n54btdvp31SMYPxtI2PlANautZxqKkb1Cb00NgwBxLj+OMTXHTXnRhfegR+5mfkjZ5+msvv/Df8/gt/y0bDw1/Jc2l9md/5sc3suvjsXkmrq9ioDHHPvhPhXst6MCjcA3TE6RadfqCIhuhm08+8YmPXtJROx6Lc5I4tVzgwW2BmpRp+8X0BJ/PV8MPd8Hy8Fg4xclXeV7fzvhsuYTITJ27KMX0Vozaetruel54JMF2grnQ8IUe29SDbstKQlNVauHb7aLgAPXHXG7j35lcxlIzhCTkk5Pl+OKYeC9wQVe01dILX1vmx5YIFxSCNeKFYx9A1adrFasFXnbERqH468SXR5239tYZcUAt1l0zcJBWT5lc112/btIbmDWClUlIIz8X7foL3v+USrn7DlVKB8t//O3ziE1IL7nls/KvPcvf/+s98avMyH3vr5Vw3Arz4ovRAOUvoR53VLwaFe4COOJ2i0w/uf/wwQwmLrcMWOzdk2TGZYSghMyRbJXrKOOna7aPM5KrsP1Xg8EKJ48tl2W3rksdteLIjUx2eHnhUo8nNLYT0q2iFGlLpZzFS3du28ZTUWuuwaSiOaWhdz0sn2WFrTFsr1NWFkgyCLH4NzycTN3t2w4ZOKF+MYjwVA6TftxBw0VSGd//kDl59/iibhxNcNJlmPB3D8yWN1I3mMHSNTcOJ8HNRdz2EEMFo/urt1ALq+nSVuemaFnbr0UVUPc9YKoYQMJuvUnV8NmRtXr4xy0TGZs++E2Fx7tTF9pTyqc3LqSm47jr4whfg3e+GeBwWFuS//+2/hcOHodGAmRk4eTIMdTgT9KPO6hcDjnuAjmhSaURSRM50KEHxvvX66hdBfXg7ceTSNvUEoymLfMUJBjpgJPASOblSa5JSCQLbVk0Ohgwn5aZhk6A4gI+kPPpdjNTxRdNVWsfau92nX6g9gImMzcmVGj5yoMbQNWKmQcKChreaLRnFWDLWVAT2Ts/znj3PUqg6Ic8tNMENl22QnuDBbd6759m+ItUcTw7Z2KYeLJrSs0Sl9hiBh4n8tzzGTnFpEOwz0O4wGAuyMgs1lyu3jgA0qX1arRNa92Jaf98VQ0PSx3thAe64A974Rvid34FHH4Unn4Qbb4Rf/EX4lV+Rty+XYWQERkdBP71+t5dyab0YdNwDdEX0kvtMeO0o1kvBqC/meDrOyyYzvHzjEIamSQe8uMWm4XhTtzeVsYkZelPsmbIw7dT7RXXe/eL7cV4U1JWOoWtsHLJlorkQXDCa5MM3XsqFY3HMLoWjUGsOX7j74f3kyg0awbkQyGJ672MHw470nkemWSw1+vLhVnA9n1OFGglLDweH5GPLx7AMHVPXg6Sh7o/j006TCCH16I7vc8frt6/ZpZ5RF2sYsGEDbNkiKZP77oP775cduePIf//sz8pi7vuwvCzDG4rFtR+7A87mVeygcA/wkkJ9eGsdJio7odMX0zZ16kELmYlbQTCwhm1KL4tswgRNYyIdY0M2HqoUFK+qirila21+IgDfnil35UzXi178aydE6RVfwKu2jvAnt13FI//px9i1c5Ldlw511fw2PL/pPB5Z6pyr6fpyQdw7Pc+B+VLo+dLvrIymaVIeWpf+59H7qc5bCOnwp/fZnarHcX05SbhjIh3q63st9GdlLyaZZG81wS//9RFuPhjn37/tQzz0o2+mYZiSJnnHO2RXfvy4jEc6dUr+u762yieK06HOumFAlQzwkkJRMH/wyD+RqzprUjCdLi8zcRO3Iou+6/mh1jlm6MwWajRcn4l0jImMdCaMm3qY/mKbeqAoEbxsot2Pea08zPWgH4+Xbueo0+bb8VyFUVt01FBryNcWpXLqnfiUAAfnCuHVTDjF2edEjqI/gu2DcGTfD5J0fF8EG7dxXlzuj791A+mjQLoqvu8G6Ry5Vhxev3F5vbB3ep4PfPG7WIYNI1OcODnLwUtv4Gs7r+HfPPYXXH7kO/C1r0kK5Y474Jd/mW8eWuIz//AkL9R1Mls2cvuuHX19Pnq9twNb1wHOaezaOcmU2NQzcVsVn9aJx6rjETMN3rFrKw8/N8vRYBx862gC09CD4RiX8fTqFNyGoTjHlyt4QcE2dI1h2wqLQxRr5WH2OtZW58Ru/OvdD+/v6bTY+tjR4p8ry9ehaRDT9VD77CNIxYym25t6Zy4cpORw37Ecjuev1upI0e5Vw8PNRI0gF1QHBMLQaASa600ZuXG7FqLGU44P2bjB7is3c//jh3n/Q8+1aZ1bF/qzsRcTfZ8O52u4w5Okq2W+Wze479b/zKXPf5Nf+OqnGMkvwR/+IbU9f8lXf+Rmli+8go2mQfXFo/y3zyzB265m1yVTfT+v2oMo1d2uewHdMCjcA5xziBafjUMJFkvSztXxBDsmM+EX88nDy1wwlmwL2W24fpMNayZuMZm1KddX08+v3T7aVBzUYx7PVfA8n8MLJRqeH4zXx7pypp266vfseZaJtM2B+RJxU47nqxF21/M5slglZlRwfZ/FYp337nmW39t9RZ/hCFI77gfhxuoYM3GLbePpVTmhrwiQ9oKgIQ2cYoaUNvr+qupGA+KWzvmjSQ4tlHD9HgVcQN31gueDTcMJXn+exaGiGW7c1h2PmZVa1/c6Otlp6PBL123jz596kWLNDc/PC/PFrucH1r8B3IrooJRybiwnUpRiNhMJn+cuvYZ3b72MP6v+A/zZnxE/dYL3ff732bfzKj73U79AbmgMvZbn8//3G+w6/3pI9kfT3P3wflYqDoa2fnfAQeEe4JxDa7GayMRJ2SaTmTifvv2a8HbdJhNjgUSvm29KLwojHTM4uOLLzbXA0OnESo0LO9AqnY7V9eR4eqnmYgeF9WRe2p1mExan8jUZiou0rRUCchWHex6Z7lh8evmUnzcUl1RRsc5CqcFIssFCqc6GbJwji2VpHeu32xcp7fWGoTgnV2oYhoYe6MYV7/r+h56T04uWju/TlVf3BdRdeRVTrjt8Z87n3T99UZOx1zs/vY9SvbNprLKz1TXYMZHm4edmyVUceYxdzs9a3vBrofX+GdsMF/qYoctNVgGmZbGSTbOk21yYjMPu98Cb38zzd/walx7fz5XT3+bSQ9/hb173Zv7utTewtFyQ8sF0WqbPW73DEY4sVeS+SzfhfA8MNicHOOfQr1Kg28bUjqlsz02gXoMQoe5Yo2nHrtzwOm4yth7rYqkehiFMBhujjic4tlyRcWWewNQJk+CVK+AL86WOj9/pNSqfckvXmFmpgoAtw3Eank+x5rJUlsNJmkbHyUbXF2TjZqjKkWZOUuOtzpPc8JWF09C1tvejdTNzIh1j41CCXNVt0lHv2jnJH95yJZuHbDpBQ25MjqZivO+GSzi8WA42kTV8X7o8ur70rNk7Pb9+3XYLOt1/oVSnUHWoNNxAzy4tgcfTMSoNl5Jhc9Obf1RKAS+8kD/+pQ/yRz/3K+TTw9hOnZse+wzv/1+/zo8uHZJPUipJ9cniYkcZ6tnAoOMe4CVBa5dzwzaTbhR3v3rXXhtTvS6fe3mICGAyZVBoENIQQ3GTk/kaMVNv69Bbj1VJD2NGc08kwv+0Gz/5QuD6hMXk6FKJOz75NGnbYCJtU6g6lOvS5KvmeJiGyzt2vUxSRb5oOk8jSUvK+zzRMfxX12ShLNRcpoZW02wqDZfJTDw8Z3e8fjvv3fMsuYqD0JofRxX6KC07V6iTqziMxjWSsdVMR/W+zxUboWwzZuihUZkPXBxkgkbfL1Wwo+fvA194nqSln55uO0CnfQeQCqORlPRR3zGZRghBueG16/SzWf7V60r8YbHOsy97Jbv//q94wz98ic1LJ3nHJz4Ci8/AXXfB5KSUDxYKsvvOZNqOZft4ioPzJTQh1m1/O3AHPEP8c3UHPJu499EDfOALzzOTq+J4PpWGy7dnylw4me2YtB116oumwEfdCEE6EharDl9/YZGT+RqO5/P2q7fyttdu7Xk8f/fdOfJVJ/TUgFU3uKGERalWZ+NImvG0zUgqxql8DUPX2JBNhJ4oKxWHR/fP8aYrNvHcyUJ4rCvBsMvGoTgLgSmUqWnELZ0LJzOsVBp4/mpwghCEZlLpuMWx5QorVblZ5QtIx2WqfLHu4vg+lg6j6Rjfmysxm68ykow1TSd6vk+u4gRj86uv2dTAMDS2DCcxdCjUPJbKstP0A+eoVrfHiyYz7D9VYKXqoGkaIpiQjJkGGs0JPvK5BVVHkLblMW8fT/GBLzzPcrlOPoguU3oUXdPZMiJtWh97z4+Hz/s3z55ksdToOL2ZjOmcyteZysabXrNyC9w+nuqaKA/w8D++yOe+s8RK1aFQlXSMbUknxmLd5W/e9Tp+8bptvP2a89kykuTgfInjuQoH50urj2UYnLdtI5MjKQ6cKvD3Uxdz5JXXcnlpDntxHg4ckEEO8Thcdpl84lJJjs7H42CuLrJbhhM8cXCBhuvj+j53/kS7NLUbBoX7DHGuFMdOOBeOTV2aqsLm+1BxPGIGHFmqdbTNVBaxTx5a5NBiWXaHGZvrLhxv+iLunZ7nvr2HyMRNNg7FiZk6z50ssG0s1XFBUOi1MLzm/BG+/Pwsmq6Hv1uuNNg0FKfuSr5aCDk8V3d9ZnI1dl+5mVzFYaFYZzJtI5BxY0vlerg9OJWNYwf8e6HmYkb8SDxfMJqyWCw5YccOshBm4xaFuoy32rkhS8oUZJMJ/CDMIWbqTQvQkcVSUCC1pq1JH0l5FGsOxboao5SLRrnh8YaLx/mVXRe2vQ9vv+Z83vmGHbzzDTvQgG8ezSEQuC2VVfmU+8jzcvFUlqdfzFFzPJaCAZ9oUyk5cY+LN2SbPgNbRpJ88Tsn2/TnugZeMEiUjBlti27c1Pny/nk5mBUsHF+Zng8/C3un5/ndvztMPdiFFQIKdSfc6I1auEYtjTs9FsD5m0e54Ucv5i1XbOBHX7Ud+1/ths2bYd8+2WU/8QQ89hhcfLGMV3NdyOfl34kE6Hq4OJ5YqSEEvW1qWzAo3GeIc6E4dsO5cGy//pf/xPFcBdOQwQmaJl2lXF/mQXb7sB5dLPPl/fOMJC2msrJotn4R7/zMMyyXG5I+0HXScSv08O7lo9zLO/yC8RSx+gqnKnr4u6RlgKYxX6wHRTtwCUQuQt86miNhGViGJvnSmstSqSGDfgWMpWKMBfJETwimMnG2jafxheDiqSypmMF8sQFaoJGO0OyKMvCFYCITx3Wlj7laVAxdDxegxVKdQs0LOPZ2NYg6nigsXb6eFxbKCF+E3uadOtart4+hCcE/nciHGvFOgzsCyZX/1T+eIGObzBXqTbpzgTSRcoXgwzdeFj5HSKcF2ZWt8IXgwsl0oMlvXnRjgQVsJz/33a/ewq//5T9RrtXJJm2KtdVknorjkbBMrn/5VPja/+ofT6BrMBxczbQ+VghdlxRIIgG1mizSu3fLycrvfldy3J//vBziufJKebt6XRZwXQfb5oKJNLtfvWVdRRsGHPcA32ccz1WwDT3UHoMyTWoP8Y2ilwcFSL6z3HAxdan8UMqNTNzsa9y5Fwd+1ZYUt/3UKgGvOrC662Posvi5ni8XIc/H9WH/bPsYtPKlXiw1SMSMUGf+mz+7s20I499+4ttAMxdu6qvyNERzeaw6XiiNVBrmSsOTipqgu+1HGewJ6RJYd3zu23uILSOJjsNC0T2KSzcNkSvXObpcQfhq3N0PPUsumpRTj5lHTA7MFbuO06vpyOg5trpov0VwrPPFGpOZOEII8pEBrvc/9FxP7/PjuQpxQyMRt9g0LJ0N666PJjR2X7m5ydf9VL5K1fGwTSOUcfYco08mpePg0pL8cH/4w7KA/9ZvwfPPywT6r3xFGli99a3yPvPzsLIiufA+5YNR/MAL9x/90R/xjW98AwDf91lcXORLX/pS+PuZmRl+7ud+jssCvmhkZIR77733B3KsA6wf540k8XyfpZKDj9yE6RbiG0WvDURV1OOmtPvUZSoCi6V6U5zZ2YIa8rjzM89QbrjETR0NHcfzuzrpqcKpNvKiARRAOC13XqApVy6DUfgCLEMmymtIjXql7nK8UJRdZkAXKInkdfc8xkjS4sXlat/j6yq4QNNk8e21UDqeR77icCpfle5+wcIUtRFQz3vvowdYKNVpdNkg1TStaQAqulDr+uoUZis2DiXCLvsjb7osLPznPd57Q/u8kSQzS3kStG/IPnl4uUUrb9DwZBZlNmFRqDrMFSWdccsDT3WWH6rMy2wW5ubg8svhwQfhs5+VFrL5PHzwg7Bnj/z7Fa9YdR9Mp2GdbMEPnCq56qqruOmmm7jpppvQdZ1t27Zx5ZVXhr8vFAo89dRTfPazn+Wmm27ihhtu6Pg4A6qkHefCsal4JtvSaLh+0EHq/KvLsvzij3efnIxuIBZrDidyVWYLUgOdrzqMJGPB72QmI5pUKaRss20Tc71Q523v9Hy42XVwvsSbrtjETK7GUMJiueL0THlRBSxm6KBJjvtv3vU6ji6WO/KnaVsmppvGakEUwIZMjJGUTanuslxukK/JDnzTUBwBfGV6nmLV4WOPHuTQQoly3Vt/yo0Q4cj8aGpVtqc2/Q7Ol1gu11kqOZLmCLxI1PEV627YuU+kDHTD4CvT86RiRhgY3H44ghuv2By+TyrSTtMkD++LVfWNLPSS2x5N2R2pi+i+RbXhcmy5wnKlQdIy2DKS7Lh3ofY1FKWjNjxNQ6NYdXF9gW1qnFiRn7tNQ3GqjtfGdzfBMKTzoGlK+uSyy+Atb4FcDvbvl532gw9KGuVVr+KbJ8r8/t88z28/NffDyXG7rsuHPvQhPvjBD2JGdl4LhQIPP/wwb3vb23ref1C423EuHJvikw8tlHF9uQk0nLB4fq7KY9OLbTyqgvoiluoOc/k6XpDyPZSwyFddQDCStLFNnZrj0fB8UjGT//aWy89oig7keXt+SbQV2OdOFsKNyOPBZXO3zlZj1cND1zUunsqGXGtrDqXkzgUbhuKU627YpepAzJIUy0gyxnKlgS8Em0cSaJrGfKHOcrnBk0eWcX0/PDdinfIyNQQymoq1dawbhxIcmCuEDoIiqNhGEOR7yaYhNg8nsU2djUMJdDwSts1csUbD8UNePXo4MUPD0HW+dTQXFsDoQm0aGqW6h67Lqyw5oCMHhmzTYDZf5WS+xvFclT/9+hEc1+dtr93KtrEUTx1e4tBCOUyFL9Zdvvz8LM/OrJCrNCg35FTt1tFUuK/RqjKyTQMCCWS+6oIQmLpOoeZSbXhhRmrPPMp4XBZw15XF/Cd/Eq69Fp57TlIqzz2H87kH+duTdQ6ObEKMjq0rc1IT4qzHiZ4W/vZv/5YXXniBO++8s+nnMzMz3Hrrrbzyla9kfn6eW2+9lRtvvLHt/k8//TTJ0+CKzhS1Wo14PP6SP28/ONeO7dszZT7+zSUsAywNHAGOB7969RhXbWkv3t+eKXPPEwvUHJ+YoTEc10nbBrmqS6HuM5U2sQ2Nuid6Ps56UavV+ODXlslVJS0S/tz1GUmY3HP9Jm7+zFHy9d7DFYquzcR03n3dBFdtSfFvPn+MTExrkrPN5B2qbjsvrSGL6lTaJBXTOZJrQLA5qmxr1e11YEPGRAjBctUPQxO6D76vHp8qrKYBtqHh+nIPwtA1fnRrgiderHT1PLEMjZSlMZ400AKjKV3XOLrcwBGd8yfV6zJ12JS1+PiN5/HtmTL//e8XqTheEMAgb5uydFwBCVNjJGGwWHLI1Vcf0JA2Kdxy+RA//8ox/v1Dxzmed0L6RvrTSDnk1iGz42cu+rls/Tz9/tcXKDurtsAiOF9CwETaZCptsvvSoZ6fO61SwVxeRnNd8DyGvvhFRv/8z9Grcl/mwOYd/Npdf8oX33ld18doxUvKcT/44IM8+OCDTT975zvfyete9zo+//nP86EPfajtPsPDw7zrXe/ixhtvpFgs8ta3vpVrrrmGycn2rqqXadH3C/v37/+BPG8/ONeO7cNPPEUqYeN6glOFKm7QuX3quTK3/dRr2m5/ySXwwL7HGE5YTYVugy0gX2XLWFYaC42tb+x5rZHp/fv3s1zXGE4lm57XFoJc1eGSSy7h5Zvz7D+Vlx1ul+fRNY2XtQyXbJ/MM1+skYh0tlpBXkG0Po6iJfJ1wVg2gW16NFyvI2/sAyeLLqmYwYahOLOFOltGEtI4aaFE3fXD8XdlvWoGXbPBqsxupepiaJI2GUpaPH600jv4VwiqrkbZ0xlPx6nVqsTjCTTdAU9gGjqGEE3HrApg3YMjOYe/O2Fw+XlbMcwcmieroprk3Dic5GdesZE9+07g6xr5RiN8DMvQg/AGny98r8xv33Idp/7iaDAtqoUbpoD8rBk6qXiCSsPl4SNuuAF9ySWw9Tz5mTg4V6DhQczUefiISy0IrYheQXmBnn0im6TsePzxM0W2nre19+dPCNlp53Jw0UXw9rfzjV9+Lz/yvW9y0YmDPU5wZ7ykhfutb30rb1W7qhFUKhVmZ2fZsqX90iOdTvOWt7wFgNHRUS677DIOHz7csXAPcG7jeK6CocHJfA2EkFI2X3BwYTVpvRXdpih3TGWbfEv6RS+fElAp73mKdcFcvgqaFhhN2U0bn2pqM24Z5CpOk4Wq6iiHklbbRKC630KxRrHmUnf9rqoLICi28rHH0/aaihnlrQIiHFNveD6mIQu1MpfSdKg7vpTRCQ0NQSHYLxAQWuKuldZu6DrDSYvlsiPpn8Bj3RMwmY5RbsiFRnmSgFxkoqvUfXsPsW0syVDCIm2bnFypoely4OfocoU9+06EDoGHFspNRZvgXJcbq7YAchK1/cBfXHEQSO12vtJo+p16jz7whecZMuSI/5HFUtP7KoSUMAKhtLXvyU21eZnJSJ57aooHf/7d/N2z/8Dbvv55pmcLvU90C84Jr5Lp6Wm2b++sMHjqqaf43d/9XUAW+OnpabZtW5/mcYBzA+eNJJkr1tEDjw714bd0vWtg6tnOvrznkWnmCzWOLVc4sliW6eGGxt0P7w89LHQEddfD8aW3tOP5nFipkq86Tc/rex5zgaxMIRyeEVCoOuHrUr7L73/oOXzfZ6ncoOZK+V4veEIW4/2n8swVasTNNcjrcKzcCD1OVH6lCKiLhudTc6Sdq+v5OL6PG9F4+wKOLVfW9NK2dC30R3E8GeS7UJZj4hdNpskkLLZPpNk8nGizAFDUQ8yQnfGRJen5slCsr+4NaFJpM1+ocd9e6QOSsCQHHvVgkWn2cpHaPp7qSus0PIGhBcdc95pyK2954Cnu+OTTzBdruF7Aj9fc8P1s3TPwfcHhhRKFqrO+3EjbDjMvX7l1hMfHdvAf3vy+rgHN3XBOFO6FhQVGR0ebfvZf/+t/5fjx47zmNa8hn8/ztre9jdtuu43bb7+dqan+PW8HOHegirAiBdTl8FS2eyd5NlNDVOKLH8gRXV9wcqUmrVYDX+9kzGSl5mMGlqeKRzYDo6X7Hz/Ma3777/il//NtThXqWC3fOAFh8XQ8wUyu0mZstFhuIIRcyF42mVnzS2sZASeuyWJpB7x7p7upgZ2K43Foocz3ZgskYzqO61P3ZIGO9qKqo271g+5n40sE71/D84kH6UMJS+eO12/nrp/eieMJFks1TuSqbePx8nXJoSzbkFdeLyyUKDc8+RrU4FEwfOQLwXxR+sW4nghoED+kQ34pUGTc9dM7ex8zoKExmrLCFCD13ni+j+/LmYBC1QkUUMGxBmoUBVMnnB9YLNXXL0EdGuLLlQSJ0SyWrq9PBcQ5oOMGuP7667n++uubfvYbv/Eb4b/vvvvul/qQBvg+YNfOSS6aTHNksYzr+9iG/LIbgZ1or/udjVxHpRUWvvzyapoMIJgrSE8RRS04vgipBU/Azg1ZCtUGMyuycFTqLl4weOKvwSVsGUm2DRM5QSr9i0sVkjGDbNxipSrDejttJFrGqqf3SqlMqejKQaAOnWVrAWh4goVScxBwtIvsNE3ZL1xBEPirMZmNk4yZNBp17n/8MJ++/ZpQ+y4A29AZSRgslBqyeGqrIQrxmIHju+EYvTwm+W9Tl4+vzt94GrJxi3zVodzwSMUMfum6bWEE3a6dk5g6YTgyNJ9Px/OZSNuMBYZS0ffGDuYCNCFnAmKGTsPzsQ0pEaw0Vh9UD0Is8KXt7N2ncQX4YqHB8MZNpMbr7IytT0RwTnTcA/xwYr15iiA7oslsnI0Zk23jKQxdOyPqYz04nqswlbHxkZ2c7BhlMO328VRILVhKpyxWXf7mCvXwC+5EhkM61TzVXBq6vMo4MFdgNl9jerbAgbliU/SX6wsqDQ87oEBClUhQXa3AE+XYcoXnT+ZZLMtjnEjbJGNG35fY0ZudTRmZj9zUXCjWmZ4tsFByOTi/OkVadTy84DXmqw7ZuBwm8gU0XD80xUrbBltGEk0qHljdDHQ9n+nZAqdW5FTjvTe/itdeMEo2YfHk4eWmz96OyQyGLumU1tfqC1gqNzgZUF/fOrrMqZUqxZrDRMYOlDiChueTiZv4Qpp6qc+qpWtMZWy5qPsCS9fIxM3TaiyUZW99nUUbBoV7gNPE6foiK+pjJGGeMfWxXpw3ksQ0dDYNJZpMnnZMpMNL+0rDZTiut3kyO77PVEYOp3Tia1th6nDnG3YAUKpLnbmhySGk6P1khy078PNGEtim7OQMTabdCJrDEBq+5F9dX+q+WwtdNwhoKvJK1na6SMUMUjEDQ5cDUZVydF32AAAgAElEQVSGHGipefL/7330AO/d82xAjSkViaBUd0nG9NArPG4ZaECpJhekHVMZmWoUiYcXwWinoctx/nzV4T17nm377N376AFueeAp5os1OaHb5QW6vmC54pCMGcRNHSegzAA2DcdDfn3beJp3veFCLhhLk6/K249nYkxm42yfSLNzQ5aNwwl2TLZbtvaD1v2b9eCcoEoG+OFDLy+RtYpwP5mT3w8oRYdlaGwLOmzHE6HyQ2UXHq7W2zyZraBoAExkbMpLnTl5XYOrt42FEsNbHniK0ZQVTh1GYZvSl1pHatpjps6OyTT7ZwugaWTjZkgtQFBoBaDJDnY8FaPuiabcxl5Yqznv198ECH1ROgXjeJ7gfz5+GN8XYWcKq4tFxfHZkLUZT8tOU8XELRTr4Ti6oUs1z+HFMrocPsUNKCYBLJcbpGImWkx+BheKtdBrZeNQAsuoMxtQYHrwwqK6dw2pnLFNRzo+IjdBNw4nmMw2NxNqskQ1K9GQamm1q3VVRfVCa17mejAo3AOcFnp5ifwg0UujHf2iHJwv0nD9MPlG/X7XzsmO+vfolzZtm8RUMG7w+7ipM5KyuGAs3RavNpaysU1JJygRmqFr7JiSndrB+SKxQFpWrDmhR/diudGxkOqazHqsOD4bMzFm8vW+zk2nQRjFc69V1KNyPljtoDtB02RhV8/R9ntgLDJaP562OZmvUnM9hBBUHY9C1WEsFaPhyiQfDxGk8UhdtS9oioRTGZXRuLuVqkPd8eWIvN8sEVQNvTKRWizVqbl+e3BCBOrzc88j02FI9ZbhBI4vmgy5oP94tdPdvxlQJQOcFrrFhp1tg6f1oB/6ZtfOSe54/XaSMZOJjM3GoUTfNE/S0pnJVTk4X2IyYzORjrF9IsWlm7JsHklgGUYbV6/OUyZuMZGxQ0WIEIJCtRHKG6eyNsWaw8mVWhiy0OlKX0MWLiHgxEqFk4X+inYrzECdYuoyOm3zkB0O58RNGRZ8wdjqe9lHYHuIbhSMqWvYlk46yHhUyCYsxlIxUjFJnzVcn1ylwQsL5dDnW9npNi0ewSYiyH0Au4XCmsrYaBo4rt+0LwEyUf7AXJHp2QKLpTqZuMlrLxjl07df07OQ7to5yXAyxgVjSXZMZsgmYk3Rd3D6NOJ6MCjcA5wWzra++mygV5bk6dxOQX0RHV+wYzLNlpEEuq7zC9ecv6ZMUZ2nqCzO0GUhnFmpEQvyI01DDzXMltEsPYtCXe7r2urk43qga3Ks2wg02K4vtc3njaXZOZVm+0SKHVMZsglJWcQMLVws+oVo+bf64/pyk/Endk60fXZipsG9N7+Kj7zpMuaLdbTg9emsGm6pVCAF1xfUXJmoZOgaQ8nmK0CVzRkPNN5qURqKm/KKwfXRA137QqnBtdubJckKrZvwB+YKPTNR1/v5Oh0MqJIBTgut/NyWHpeDLxX6pW/WS/N04/OfPLzcNr3Z6RL5wzde2iSLU9K+SsNlOBkLufea64UpQZomL+edrh4h0lZ2vRBCURySW9d1jZGkxTPHcjQ8WcjG0/LKYK5Qx/GkNNIPiuaZKlLG0zZPH8uHk5Ctn51bHngK15f0hoaGZRrgegTBNegaGMHgVsOTY/wLxTq2qbNYarBYrIcbmWnb5KO7r+D9Dz3H9nGLer1GPJ7g8EIplAz6gXIomzB58vAyd7Ycb6dJ21LdYyZXwfFEmEuaiZtsG08DzZ+vQtVhsSTDm2dy1dPiwjthULgHOG2cLX312UK/IcP93k6hn0K/d3qeux/ez8GFEpauM5W1V8fpb7yUbMIKg3zV0MZ4OsZMrtLk962kgePpOHOFGo4vOV5Tay7ivi836lq5515Q6elqg88HsrbJStWVzxF0+UtlGTZsWzpbRxPUXZ+54ulRMlFoSOc909B48vByGAJxPNBTQ+fgDdPQcV1p9GQF+mkhVlUyExkb1/Mp5+SovY68ilDXLOr9VvSCXKA07JjO9glZbIUQbQu3SlmSHuwGExmbTNwiFTNYDnI9ox37ra8dbXo+NaCjBzFyGrRx4aeLAVUywD8b9EvfrJfmWYvPV13Z0eUKhia1w6fy9XCc/v7HD5OOGZxYkV9mQ5OeIS8uVzmVr3LLA08BcO/Nr2LTcIINQ3FA0gAQeGT4zV9Wxw/S5CM89Vqabj2wkY1HLvMLNadpxFwgO1rb0kMOdyITZzhx5j2eBry4XOHwQpknDy/xy3/+DxxZLIWd7Hv3PMtSSVoI1F2fmuNJnXNwHoYSZijjVANSMUMnGTNZLDUwDR3b0EnEjJDuuf/xw+H7XXN9RDA16wtZ8BVaF+7VzWh5FaSmbIs1h5rjYWgEeZXy78lMjCcPLwOrn6+5Yk0uHsF/NgzF2yiTKA2zHgwK9wDnDE5noCeKfsfj1e0sXePgfImZXDX0uuiEtQq9olJkB6x8WGQ8lurMQ5dBrdkEydD1sDMHmdUYM3SO55pzF1WHHDyELD7ISUBNk4vLpZuGep4fN+jSIRLuG+ls1cCR6/tNGui5fJWVSncXxH6hjl89juT+GxRrMtU+V3Hk1YBovp1ADvmYhs6GoTgXT2XYMBQPNeLTswUqDQ8/uDppBBSSOvfR2YHZQi143YLZfK1pgzi6cKv31A5MuKLvad3ziVtGqOXePpEOJzFh9fMlgglQU9fYNCwT7aNXaq2bmOvBgCoZ4JxAL9e+9VxWroe+qTg+W0YSJCxpyKSer9UJZy0+X1EpMUMPDIoIC8jJlSq5yqqGOypJ05Ff7KgG/tO3X8P9jx8OPTmiGmiQxTZrGxQDuZ3nQyZhkInLx1gLru+jabrs2NTIe5BR6SNCikbxDIWq06QlVzCCAZpOFrNRrEXluL7geK5CzNDRNfk6Y6ZO3fXDoaGto8lQ1z2clPRSKiYpF1/IKxgXgeODED52cEUR7aJ37Zzk2PEh/viZIkMJS+qwi3VmVmpcNJluywFV76mSKuIDmuzaTV1y2lG0duy7dk5y5daRnpRc697JejAo3AOcEziTgZ6z/XwfeF1759prQVCcpvqSe64fKiGWK07H+4CsBarPag229YLhFemQF7EWBfL1QCMdDJZUHZ/ZfJUdU1lmctUmt8K25xSy6I5mbRxPWr+ezNewDNiUiWMacoRbIDMuF0v1UCaonl8N6vTbga9VvH1BUBAlB97wfNnpBtOPmbgVhgM//B9fD8jsx/GaEw42WYGu3hOsTru2dNF7ns9jGUb4nmcTsXCDuPW9Ve+p2kReKjfkudM1fuayKZ4+lqfScMNFvxslp7T/nW7Xae+kXwyokgHOCRzPVXpKrFqxFq2y1u/X+3y9oKgU09AYTphtDnw9EfAUrcG2KtcRuj+WSripuz65qvQI6TbmraBrkLRNLhhL89HdV/DEXW/gT257Da86bwRfwGQmzu/tvoKP7r6CyUycWrApaLQQ6IrbtXsIvC1DCzvpnqcg+Nv1ZQeua+1eMa0drRps2jQcD10cbWNVItmJJpsruX2/5+o9XSjWWKk6oU/JZCYWqmL6peS63a7T3km/GHTcA5wT6EfpoaR2B+YKlOoeoymLsZTdRqt0o112z6zw5OFljucqFKoO5bpDw12VdGUTsqCtF81USpW4KbnYo13G4hUMTRaqg3PFptHpO16/nffseZZcubFmkIGC5wtyQVfYC0JIN7uVSJBAp6sJtdCZuoZQHXNkdBxWddDd4PuCnZuyABycK4abrW3HFL2PkPSQnOrU2JC1O3bP6vOiRuSBMLW9W8DGVNqkHOR9KiyW6lQaHtfd81jThGNU6eML0aQq6SYF7YReV2qtHfl6MOi4BzgnsNYGYHQjp+b4+EKwVHIC06LmAYdOAxAN1+O+vYfCjSBT18hVXKqOF0q65ovdhzDWwq6dk3z69muYyNhcOJkOi0k36FqQhxj4TUdHpwFuu+b8dQX+wuqgSi/I+is4EqTN752eb7s6uffRA+G5zsYNHE8EQcEtj9USSQZBpJjePvk5lY1jdKg2pia17bapEzd1mc6jrfq2dOueT2cAbPelQ033WSjWWCg1SNlGxwnHXTsnySYsLgk2INV7ut4rs25Xf60d+Xow6LgHOCew1gZgtBgrpz0BoTFRK0fcyh22elnUXR9DWzU+UkMUTx5e5qc291Zn9EL0yqGXaVO0qMli4rFhKBby7ADnj6WYzdeaYrnOBrwgO0wl/1Qcv+nq5L69hxhJWmgEGZSBHK7tcUSwwdryczeyoVqoOmQTFtmExYRrS3MqU6dYcxlJWiyVGzJYQ2hsHJamU/OFGnVPMJyMccNlG3jy8DLvf+g5znu8vSNezwDYVVtSbD1va3ifSsNjMhMLza467ausV/MPzUNY6ZjBUrlBNmF13HQ/3VmIQeEe4JxBrw9xtBiH6g19VfrVyhG3ftlavSxUDqMvZFACRIcwTr9wRy9/+3XtE8BiqUEyZpKJm8zkKghgOGH1dCLshV6Lhho/P7VSxfEFW0eTTZu0ri/jyIq4MmbO0PCFFy42ih5R9IkW6fRbn/PF5QoTaYtsIkbMNLj7pstDOuv+xw+Tq+TQINCuw8mVGgJB3NQ5sljiW0eXmczEOlJiZzIApvYGRpK9B6vW2mBsRStN98JCCdcTpOzVq7+zsek+oEoG+KFAdCNnPC3DEJSRfetlcqfL6FYvi+jwhMLZMMnatXOS3VduZqFYb3Pd68QHR9UaLy5X+O6pApW6Q6Hq8N2TBY4tV9Z07usEU9fWNIZyfCFpkJbReVPTKDe8IOjXDz1CogU7mk/Z7WnUmV0oyYBeRXdEO9JtY0kycRND15gv1MJYu/G0TbHmomtQqLpnxfPj2zPlJt20BpxYqVEIaIpizeGF+RLzxXpIaaw3Oq+VplPTrQuRyVO1OLRSKOvBoOMe4IcC0c4nEzcZc2PkKg5J22yz4ux0Gf2mKzaxZ9+JsHPKJkzmiw0pfQusRMPiL5ZO+zj3Ts+zZ98JJjI2I0lLTkv6AkuXcVeNQJ+s0Nqh+gKWKi620Z6GrqDsWFVhaPpdMB6v6zKiLWnpZOMmuXKjyYZV+VsDvLhcRdeqjKdiQLNdq0Benajn7HQ8PnKjtW0jVYO4oeP6IpTcqY604XoUay6zeTk0Y5s6dU922srL5WS+Gu4/KJyJdXCrHHDDUJyZXJW5Yg0QzOSqIf3zzLEc793zLL+3+4p1dfatNF0s8JSJvoaq45G2zZbzUFvXaxkU7gF+KNBajLeNp7m7B6fZ6ct2+Zbh8P4XjKW55arRjkZH+/evv3CrLnLfsdVL/2wihqZpvLhUwfFB86VW2fW70xiqNtY9AmnbqiOeoYPwwQhMnzpJ/3RWtdYjSYtfuOZ89uw7wZbRJEcWym3Tiwq+gPnSqtKktRArH2z1u1bDKUPX8INJRkURqT+2qYfF9u6H93NqJTgfrPqjLJQa7JhI4fgiLKwq8/FsXRXNlVwmsrHw/zNxi83DgtlCnZMrNXwhk4tMQ0cIWCo1+NVP7WM0FevpqR1FK003nrY5sVKV6pxIg2DpgobrsVRuoKN1dYPshkHhHuCHBmdqatXp/q1ucKeDex89wH17D8m4s+DS+ORKjU3D8veqGFsBdyG6lu3mYugGj7V6f51GkBDc2t1a+iqFMZa02DGV5drtcmGqNNymyDSzZbNRddPqR2rBUM+raSDQsAzQhEBoGnFD+moXaw4VR9rDRgu2go8coNkykmTv9DwHF0pNIcdu4OciJzrlsJFKmKk5Hp4Ax/M4MFtgNB3r6HkO/QUXdJIDmobOlVtH2Hcsh6VJCwJAJr4jAyG2j1scWSxxxyefJhM32TGZ6VrEWzlx09AYTlpMpG3yVSdsEN7/0HOSCkJDX2fRhkHhHmCAM8Le6Xnu23so9KSQWZWgCT/kNQ1Dw0IWCWWdqgFxy1hTMSIinW09sAeMbkyprtU0dAQCx/PZMZVtimnbkI2zWKpTqMmR+E4KEds0wj0E1xdNvLUQsGMyxUiwQRgtfJoGjt8I3fpcT4RdfczQGEnJTUnlBGjpOjVVuYNCrySF07NF0raBJ6DakqBTD3xN3vnjF3bUnPdjl7D7Ujny3mmj8Y5PPh3ezvX8MKYOYK4gh3AAKnW3px1DJ5ruN3/25e2TmY8nmc3X1t1pKwwK9wADnAHuf/xws390UJw9X8aLSb8NjQ1DiTAma3q2gBCiL8VIKx9u6TSRzTJcOOjkhdREH5wv8u//4mlqQaE3DS3ks7s9x1re3sdyVX7mFRvZs+8Ei6Ua+YpD3fPxBYwEcj+5IeuhCXlFUPcEC6UGN16+gV07J3n/Q88xlbU5tlyVR9/hkGqOH+rXDV2eTyC8Aujkmd2PXcLe6Xn2PJ+nXJfFWurEVzvnbWNJXlgo40e8vxUWSw0MDcwgWHgtZUg/V4Z3vH47+47lZLBGn+qjKAaqkgEGOAMo/2j1xVOj0QJ52Z2KmYylYmHRVrcxdb1JadAvhADEapSYJwQCOcQjhOziVyoNqo4f+okoF71eaO3C1X1BFomG67Nn3wlevXWI5bJDw5PThBpSIw+wfSJNNuiYAWxT2s1+4Tuz3PvoAc4bSUoZpr76HFGYuqQN1PFGOXxNkwZZnTYm17IvUB15ruqycSjBRMYmGTOb6I733XAJw0mrTZMeM/TQmVEEG5eHF0ocW66w71jutOPIdu2c5B27XgbIxaqXv0wnDDruAQY4A2Rsk/lCTQYHa8HUYKCSuP/trwZo0wGnbTmcs1xprJmsrjboQNIGnpCeHBuGEiyXGzQ8SY/Yhs5QymK57EgLUvWo6+jmzIjjn7qLFRhdmYaGZWh8ZXqBLSOJsLttTWhfqa1SHI4nQqrnY185SNo2KQQSP1NvjkOz1KZg8Myt50UIMHW948bkWkMyqiPXNb1JS33PI9NNvPht15wf7FVIB0DF2yv7W9eTPDxBSLTGmQUjXL5lmKGERanurukx04pBxz3AAKeJvdPzLJTqoRohyte+Y9fLVif8WnTAH919Bb+3+wpSMTPku6GzHtoJpHgq3NfQZWdrGjqXbR7m/re/mtdeMMZY2uaCsTRp20Cwqtbo1+3KNjU0XS4IZkQA7vqCuufjBn/KDa+pux1PyzACldCu6o+gWXniC6gHAQQi2ERV4Q/yjwpRDuif4H6e7wd/BJm42XFjcq3x904duev5HJgvNQX67tl3gu3jKc4fk7mbW0YSYUiFFixquqrYHYIR1usnf//jhxlKWOyYzIRDYP1i0HEPMMBpQn3xUjGTxVIdzfMxdI0LRpPc+ZMXhbdr5TyVAsIy5KaiisJSMr64qVENiFY1QVlpeHiifeCo9bFveeApnjmeQ/iEao1eHXdUciiNtiSlc2y50kSX+MhhFdvUqTpemPXY8GTkvG0a5KtOTwvXRhCHJnzJu09k7DBA2UfgB5V+PBOT0WmGxkJZbgrumEhx10/v7Lgxef/jh0PlTMzQws3Z1rH1aJc6V6h35MWFEOEikLblYJDjCXZfuTnsxu1AUbNQrFN3PWZyVe599AB79p1Yl5/8mdi6Dgr3AAO04NszZT78xFM9pWWw+sXTYlpY8JRvdBRRqVrGNlko1RlKWGwcSrBYqpOrOFi6hmFoZGyTlaqDqRFukpXrcuio3PCIGbQNHLU+vqVrVD0fEF2LqEKYP+kJMrYeGEd5bY2648lNtNGESaHqkKs44dWCj0YyZvCRN13GXQ8+zVy5O1+rwiHqHlSXJQetaRpxU0PTdGKmzgVj6a7nvNu53JCNN6lEWg2pPvCF5xGejy0ES+U6NdcP+Wrl+pew5OLzkTdd1tED5cnDy8wXa3hBjJmKfNM0uG/vIUZTFkOJ7r4nra+jUHWYzcvFUF259ItB4R5ggAB7p+e555FpvjdXJGbqTGXa/TGi6NeKtsm7Yr6E6wtSMRMtpjGRiZOyTWKGTrnhMR/kFOqGjvCkWsX1pTvf/W9/NceOH+PhI25ounTt9tGmTq/qeEGmpKBYX5sn0ZCxYJYhx9xnCzUaQVEz9MBxMLgUMDTQdJ2xuEEx4GVjQWq9qSgDTcfU/DZlBsgu24moW9SiMpowScetnqPk/ZzLbsVSSfT+4JF/4mShRrHmYulywVBZkpuGJRWyZSTZVRWiFoD5gpy0RMidhKlMnBMrVfIVJzSsgu5Tnup1pGyDamArcDJfbbtdLww47gEGYPXLdGSxLCO0fDiZl+G+3fwx+rEWbfOuEHKoZrHU7F1RqrttOYXnjSbZMZVh54YMQ0FH//FvLjXxsvftPYTjeU0WtqahUWqsrVKwdLh08xDbJ9KcN5piy0giCAi2SMSMJopFQ6bMbxlJUmp4XBjkLU5kbBZLdV5cKrPvWI6EqTGRtWXIgqlL+WIAtRiE/69JOqfu+jiex52feaYnP9zvuexULHftnOSe6zexY1Jy15uGkxFJouBErsJMrsrB+WLX5w+zJIO7mYbGpkDmKUf2m895tylP9TrG03E2jyQC35xzfHPyW9/6Ftdeey1f/epXw59NT09z8803c/PNN/PBD36w7T6O4/Brv/Zr3HLLLbz97W/n+PHjL+UhD/D/A4SBv0GGoa5r6Ggslupt0jK1AXX/44fXTEJp3RhT49ut3hWq07ty6wjnj6Wa/J/V7+Ux0lSkPV+Qb4lHy1ecvpQkwx2c8Q7OFShUHSqO1DOrDUb19/HlMhnbpOp4FGsOJwMvFkUZ5Gs+jicYS/+/9u41OIqyS+D4v6fnlplcJGOCm1UwIAaWdylFWeUqlESrVhavgZgCP7Gu+MKqS6VASgklBUjUKvAFQQWrLAQJiSJ+sIDikiqwBixlBUUUBZdAICSBhFwnycz0fuhJM5MbkwTSGTy/b+nM9JxJek73PP0859j0pfHoN27vGhCHXwOnVUW1KDitFhyh6YQNzQEuXtUXCKkK7epi9+Rv2ZlTl2oou+oL1UHR5674g3q/ymS3PuTS2evDtV6Sg5Jd+vTH0Ak1wWnFarFEVR88/H0kOG0MSYlnRDdvTiqa1t2p3z1XUlLCypUrsVgsPPfcc0yZMgWA2bNnk5uby6hRo1iwYAHTp0/nkUceMZ63Y8cOjh8/Tl5eHocOHaKoqIjVq1dH7PuHH37ggQce6Ku3Yjh58iQjRozo89eNxq0SWzTLmbvj/b2n2HjoT+qbA7jtKo8OT+Gbny8Z3VdAX0moaRoBTS972jquHF4YqMmv34z8++Sh/PfUeyM69LQOCdQ3B4xl8F2NN7f9vTEpRNObCvx98lC2/3Aep+InLs5FTWMLl2p8nXaViUZrBcHwolI9pUDoZKeFysZ2/DjVQqiPZsev2dH0SAWwW8Ef1Gu0hDeYuN4YvkPVvyl09Ljw11It+kmltTaKougnlI6el+BQcdj04aWrDS34/MHQbBgFu1Vtt7gHIo/hmsYW3A6V2+OdnKmoM1bP/t/bT3T9ZsL06RV3SkoKa9euJSEhwdjW3NxMaWkpo0aNAmDKlCl4vd6I53m9XjIzMwEYN24cR48e7bughanCO9901KWku97fe4o1+/+gsSWA1aLf+Nvx40V9ji56UgmG6mMENc2YVdC6ZLu1MJA/oBkzMtYVnza6xvxZWUeNz099s58an1+fKcH1E0zb34eXTo2zWSg6Wkq8XaUpoFHT2EJpdWOvkja0TvW7Mddt+oiDfuXaVViBIJ0mbWM/HWxr8ofdSNUi/z5daQp0/rjwzYGgfuWuWhR8/iB1TR0nbYDapgDVDc1U1DYZSVtR9H24HWq7xT1tj2GXXaW8tpnfymp63CSjTxN3XFwcqho5n7KqqorExGtfEzweDxUVFRGPqaysJDlZbyllseiT6JubmxG3vo7akPWmJvPGQ3+GFoBYsCiWNg0AFNTQVWhQ01cl3p3sMoY/zlU1RBQGUhQl1B0myMZDf2JTFeP3mtZ1M4NoWJTWsqD6OLtehAkuhWY29Dc36BzQp8Lnzuu9LtuXyu2IP6gvGIqzqaHxfBWLRaGm0d/u+Gx7DKckOEmJt7dr+9YdN21WSWFhIYWFhRHb5s+fz8SJE7t8XjQjN5095uTJk9EHeIP4fD5TXjcat0JsZ8qvkmBX8PmujeMqmsaZ8qYevbe6Jj9WBYKhQkfhDQFud1moatSvgFQF3pwykDF3ukG7zMmTl0l2aFys1heRBIP6Rz6Ihk3R95vqUmjyB/R2XlrnDQaiFdRA04I0+UEJNHOlUeM/Ryey6tCVXp0QbgW9PSm2slr0oRQInawD0V8B+wNB/ITat4WOhyZ/ECXQHHF8dnQMx1t7F/1NS9xZWVlkZWVd93HJyclUV1cbP1+6dInU1Mjxy9TUVCoqKhg+fDgtLS1omobdbm+7K1PGc2+VceS+Fm1sQ1KvUl7rIy5syl1Ds58hqc4evbd4RwmNLQGjfKclGDBW8XkS3XgSobqunjs9SbyQ+WDEc/9H8fBfn/1AUNP0RgUaKJrCgHgb9U0BNNWOwxrEH9CwKF0vfImGvmLPgkNV0FQ7Q1KdjE9P4sHzCv9bUkVToPevEcuud98gKooSGgcPLXjqrFtEB6yqBVXRC3hZQsNmDtVi/K9aj8/OjmHoXoPgcKZPB7TZbAwZMoTvv/8egD179rS7Kh8/fjy7du0C4MCBAzz00EN9HqcwR0+6eXdlzoR0ve5EMEhQCxpXxUlx1rD90+H+WwsDWUJ1o1UFPPE2bKrKnAnptAT0ZdlBQrWp6d0HTFFa61lb27VmS3Bazf/whlGA1Hh71DH15tuIRbnWLKJX+wHSkpwMcOsNLwYmOsgYmECy6/qrGe2qQrzDavy//cEgwaBGYpy13fHZ2TE8fKC7x7GrS5cuXdrjZ3dTcXExb775JseOHePHH39k7969PPnkk4wcOZIVK1ZQWFhIRkYGOTk5AMydO5dp06Zxzz33sG/fPjZt2sQvv/zCkiVLIm5wAly8eJG0tLS+eiuGyspKUlJS+vx1o3ErxHb37W7SPW5+LauloraJf0qKI/exjLRy7HAAAAgGSURBVB7PKnloiAdF0/ip9CpNfr2J67//bSBOm83Yf87f4nnyoWGdPv9f05Iou9qEP6gxKNlN7mMZzPy3QaR73JyuqKe+qQXVos9jtlst2FW9al9rwtE6GEZRw5KR3aIYi3LcdpWhqQnGe66srGTMiLu5NzWBX8tqI6b+KVybK93VlaiiwJ1JDuZMHEJVfTOV9R3fL7KEimZ1df2pKOBxWRnscRPUIDlOId5pp87nbz87pM3rVjU0RzzmziQHj45I5c+K+ojxcr0MgD4N0q4qOKyq8bdNcKgku+2dzgBxqJGVDgESnfr//DaX3txgsMfNc6P/mbqmABW1TQxJiWfM4NsoudLY4Y3U2902/vH8aB77lzuM/7dF0f9nQ1MS2h2fnR3Db/zHSI6cruR8td627NWwMgnX06fTAW8mmQ7YnsTWMxJbz/Xn+PpzbN3Vn75tCSGEiIIkbiGEiDGSuIUQIsZI4hZCiBgjiVsIIWKMJG4hhIgxkriFECLGSOIWQogYI4lbCCFizC21clIIIWJVd1Z+3zKJWwgh/ipkqEQIIWKMJG4hhIgxkriFECLGSOK+QSorKxkzZgxHjhwxOxSD3+9n4cKFPP/888yYMcNoVmG2FStWMHPmTLKzszl+/LjZ4UTIz89n5syZPPvss+zZs8fscNrx+XxMnTqVL7/80uxQInz99ddMnz6dZ555huLiYrPDMdTX1zNv3jxmz55NdnY2Bw8eNDskAE6dOsXUqVP57LPPAL2fwOzZs8nJyeGVV165bk9dSdw3SH5+PnfddZfZYUTYuXMncXFxfP755yxfvpy3337b7JD47rvvOHv2LAUFBSxfvpzly5ebHZLh8OHD/P777xQUFLBx40ZWrFhhdkjtrF+/nqSkJLPDiFBVVcW6devYunUrGzZsYN++fWaHZNixYwfp6els3ryZNWvW9IvjraGhgWXLljF27Fhj2/vvv09OTg5bt25l8ODBFBUVdbkPSdw3gNfrxe12c++90Xew6AvTp0/n9ddfB9r39jSL1+tl6tSpAAwdOpSrV69SV1dnclS6MWPGsGbNGgASExNpbGzsVvPYm+306dP88ccfTJ482exQIni9XsaOHUt8fDypqaksW7bM7JAMAwYMMI77mpoaBgwYYHJEYLfb+fjjjyN66x45coRHH30UgClTpuD1ervchyTuXmpubmbdunW89tprZofSjs1mw+FwAPDpp58ybdo0kyPSh5TCPzzJyclUVFSYGNE1qqricrkAKCoqYtKkSaiqanJU16xatYpFixaZHUY758+fx+fz8dJLL5GTk3PdpNOXnnjiCS5cuEBmZiazZs1i4cKFZoeE1WrF6XRGbGtsbDQaoHs8nut+Jm5al/dbUWFhIYWFhRHbJk2aRFZWFomJiSZFpesotvnz5zNx4kS2bNnCiRMn2LBhg0nRda4/LiPYu3cvRUVFfPLJJ2aHYvjqq6+47777+t1wXKvq6mrWrl3LhQsXeOGFFzhw4ACK0ptWvjfGzp07SUtLY9OmTfz6668sXry4390faCuaz4Qk7m7IysoiKysrYlt2djbBYJAtW7ZQUlLC8ePHWbNmDcOGddxsti9jAz2h79+/nw8++ACb7frdq2+21FS94W2r8vLyftXQ+ODBg2zYsIGNGze2a0htpuLiYs6dO0dxcTFlZWXY7XbuuOMOxo0bZ3ZoeDwe7r//fqxWK4MGDcLtdnPlyhU8Ho/ZoXH06FEmTJgAwPDhwykvLycQCPSrb1IALpcLn8+H0+nk0qVLEcMoHZGhkl7atm0b27dvZ/v27UyePJm8vLw+T9qdOXfuHNu2bWPt2rXGkInZxo8fz+7duwE4ceIEqampxMfHmxyVrra2lvz8fD788ENuu+02s8OJsHr1ar744gu2b99OVlYWL7/8cr9I2gATJkzg8OHDBINBqqqqaGho6BdjyQCDBw/m2LFjAJSWluJ2u/td0gYYN26c8bnYs2cPEydO7PLxcsV9CyssLKS6upoXX3zR2LZp0yZjLM0Mo0ePZuTIkWRnZ6MoCnl5eabF0tY333xDVVUVr776qrFt1apVpKWlmRhV/zdw4EAef/xxZsyYAcAbb7yBxdI/rglnzpzJ4sWLmTVrFn6/n6VLl5odEj///DOrVq2itLQUq9XK7t27effdd1m0aBEFBQWkpaXx1FNPdbkPqVUihBAxpn+cFoUQQkRNErcQQsQYSdxCCBFjJHELIUSMkcQthBAxRqYDCtHG2bNnWblyJZcvXwYgLS2NvLw8bDYbCxYsoLa2FpfLxXvvvdfv5nuLvwaZDihEmEAgwNNPP82SJUt48MEHAfjoo4/47bffSE9Px+l0MmfOHAoKCigpKSE3N9fkiMVfkQyVCBHm22+/ZdiwYUbSBpgzZw75+fl4vV4yMzOB6Cq4CXGzyFCJEGHOnDlDRkZGxLbWVYCVlZUkJycDen2O8vLyPo9PCJDELUQEi8WC3+83fp47dy51dXWUlZVFLOOWEUZhJhkqESLMsGHD+Omnn4yf169fz+bNmwkEArjdbqNOcjQV3IS4WSRxCxHm4YcfpqysjP379xvbTpw4QX19PZmZmezatQuIroKbEDeLzCoRoo3Lly/z1ltvcf78eWw2Gy6Xi3nz5pGRkUFubi7V1dUkJibyzjvv9Kua3eKvQxK3EELEGBkqEUKIGCOJWwghYowkbiGEiDGSuIUQIsZI4hZCiBgjiVsIIWKMJG4hhIgx/w/ejEgr43bi8AAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "UbrX5oZ40Sn5",
        "outputId": "62920757-6d31-4d0b-9ffa-b1d4ba00c956"
      },
      "source": [
        "sns.lmplot(x='G0', y='G8', data=dados, line_kws={'color': 'red'}, col=\"TRATAMENTO\", row='TEMPO')\n"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f5845f64110>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 60
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x1080 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JyBbHD7-3AOZ"
      },
      "source": [
        "corr = dados.loc[:,'G0':'G50'].corr()"
      ],
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 750
        },
        "id": "fxFeGZ2m38Hq",
        "outputId": "f2d0fd2d-d5e9-4624-c308-943724f30d18"
      },
      "source": [
        "sns.set()\n",
        "# Generate a mask for the upper triangle\n",
        "mask = np.triu(np.ones_like(corr, dtype=bool))\n",
        "\n",
        "# Set up the matplotlib figure\n",
        "f, ax = plt.subplots(figsize=(15, 15))\n",
        "\n",
        "# Generate a custom diverging colormap\n",
        "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
        "\n",
        "# Draw the heatmap with the mask and correct aspect ratio\n",
        "sns.heatmap(corr, mask=mask, cmap=cmap, center=0,\n",
        "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5844a7abd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tYtgMnEM6Piv"
      },
      "source": [
        "corr_celular  = dados.loc[:,'C0':'C50'].corr()"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 749
        },
        "id": "V8j_SsJb6PaA",
        "outputId": "124fdedb-c9d8-4210-81db-d29fc4bcad73"
      },
      "source": [
        "sns.set()\n",
        "# Generate a mask for the upper triangle\n",
        "mask = np.triu(np.ones_like(corr_celular, dtype=bool))\n",
        "\n",
        "# Set up the matplotlib figure\n",
        "f, ax = plt.subplots(figsize=(15, 15))\n",
        "\n",
        "# Generate a custom diverging colormap\n",
        "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
        "\n",
        "# Draw the heatmap with the mask and correct aspect ratio\n",
        "sns.heatmap(corr_celular, mask=mask, cmap=cmap, center=0,\n",
        "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f584494b750>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lMmET6-hCRFk"
      },
      "source": [
        "gs = dados.loc[:,'G0':'G50']\n",
        "cs = dados.loc[:,'C0':'C50']\n",
        "result = gs.join(cs, how=\"outer\")\n",
        "corr_inicial = result.corr()"
      ],
      "execution_count": 93,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 749
        },
        "id": "etZiOIdkCr8t",
        "outputId": "a4cc7479-ca2a-45a0-e7ae-085a209b122b"
      },
      "source": [
        "corr2 = corr_inicial.loc['G0':'G50','C0':'C50']\n",
        "\n",
        "# Generate a mask for the upper triangle\n",
        "mask = np.triu(np.ones_like(corr2, dtype=bool))\n",
        "\n",
        "# Set up the matplotlib figure\n",
        "f, ax = plt.subplots(figsize=(15, 15))\n",
        "\n",
        "# Generate a custom diverging colormap\n",
        "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
        "\n",
        "# Draw the heatmap with the mask and correct aspect ratio\n",
        "sns.heatmap(corr2, mask=mask, cmap=cmap, center=0,\n",
        "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
      ],
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f5844641e50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 95
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WHP5mfv2zPbB"
      },
      "source": [
        "##Desafio 05 e 06\n",
        "### Calcular e analisar a correlação entre G e C. Refletir sobre os efeitos biológicos.\n",
        "\n",
        "### Estudar o código que plota a matriz de correlação (heatmap)\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2dVu9Qu0zJ13"
      },
      "source": [
        ""
      ],
      "execution_count": 62,
      "outputs": []
    }
  ]
}