UFF_GD_Spark_Colab.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "machine_shape": "hm",
      "gpuType": "T4",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/gassantos/MBA-SQLCourse/blob/main/UFF_GD_Spark_Colab.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DTruZS5TPEvK"
      },
      "source": [
        "# Big Data: Como instalar o PySpark no Google Colab\n",
        "Atualizado para a versão 3.4.0\n",
        "\n",
        "Como instalar o PySpark no Google Colab é uma dúvida comum entre aqueles que estão migrando seus projetos de Data Science para ambientes na nuvem.\n",
        "\n",
        "O termo Big Data está cada vez mais presente, e mesmo projetos pessoais podem assumir uma grande dimensionalidade devido à quantidade de dados disponíveis.\n",
        "\n",
        "Para analisar grandes volumes de dados, Big Data, com velocidade, o Apache Spark é uma ferramenta muito utilizada, dada a sua capacidade de processamento de dados e computação paralela.\n",
        "\n",
        "O Spark foi pensado para ser acessível, oferecendo diversas APIs e frameworks em Python, Scala, SQL e diversas outras linguagens.\n",
        "\n",
        "## PySpark no Google Colab\n",
        "\n",
        "PySpark é a interface alto nível que permite você conseguir acessar e usar o Spark por meio da linguagem Python. Usando o PySpark, você consegue escrever todo o seu código usando apenas o nosso estilo Python de escrever código.\n",
        "\n",
        "Já o Google Colab é uma ferramenta incrível, poderosa e gratuita – com suporte de GPU inclusive. Uma vez que roda 100% na nuvem, você não tem a necessidade de instalar qualquer coisa na sua própria máquina.\n",
        "\n",
        "No entanto, apesar da maioria das bibliotecas de Data Science estarem previamente instaladas no Colab, o mesmo não acontece com o PySpark. Para conseguir usar o PySpark é necessário alguns passos intermediários, que não são triviais para aqueles que estão começando.\n",
        "\n",
        "Dessa forma, este é um tutorial simples e direto ensinando a instalar as dependências e a biblioteca.\n",
        "\n",
        "## Instalando o PySpark no Google Colab\n",
        "\n",
        "Instalar o PySpark não é um processo direto como de praxe em Python. Não basta usar um pip install apenas. Na verdade, antes de tudo é necessário instalar dependências como o Java 8, Apache Spark 3.4 junto com o Hadoop 3.3."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Acessa o Página da RFB de Dados Abertos de CNPJ para download**:\n",
        "\n",
        "> **https://dadosabertos.rfb.gov.br/CNPJ/**\n",
        "\n",
        "- Dados Empresas\n",
        "- Dados Sócios\n",
        "- Dados Estabelecimentos\n",
        "- Dados Complementares\n"
      ],
      "metadata": {
        "id": "fuhb2kNrllI0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# !pip install wget"
      ],
      "metadata": {
        "id": "7hfeZDM9QdW6"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# \"\"\"Acessa o ambiente da RFB de Dados Abertos de CNPJ para download:\n",
        "#   - Dados Empresas\n",
        "#   - Dados Sócios\n",
        "#   - Dados Estabelecimentos\n",
        "#   - Dados Complementares\n",
        "# \"\"\"\n",
        "\n",
        "# import sys\n",
        "# from pathlib import Path\n",
        "# import logging\n",
        "\n",
        "# import urllib3\n",
        "# import wget\n",
        "# from bs4 import BeautifulSoup\n",
        "\n",
        "\n",
        "# # Definindo diretórios para execução e downloads\n",
        "# PROJECT_DIR = Path(\".\").cwd()\n",
        "# LOGFILE = f\"{PROJECT_DIR}.log\"\n",
        "\n",
        "# logging.basicConfig(filename=LOGFILE,\n",
        "#                     format='%(asctime)s %(message)s',\n",
        "#                     datefmt='%m/%d/%Y %I:%M:%S %p',\n",
        "#                     level = logging.DEBUG)\n",
        "\n",
        "\n",
        "# ZIPDIR = Path(\"temp\")\n",
        "# if not ZIPDIR.exists():\n",
        "#     ZIPDIR.mkdir(parents=True)\n",
        "#     print(ZIPDIR.name)\n",
        "\n",
        "\n",
        "# # Criando um Pool de Requisições para procedimento\n",
        "# http = urllib3.PoolManager()\n",
        "\n",
        "# # URL de requisição para downloads\n",
        "# URL = \"https://dadosabertos.rfb.gov.br/CNPJ/\"\n",
        "# logging.warning(URL)\n",
        "\n",
        "# # Faz a requisição para a página web contendo todos os zipfiles para downloads\n",
        "# resp = http.request(\"GET\", URL)\n",
        "# if resp.status != 200:\n",
        "#     msg = f\"Página não encontrada: Erro {resp.status}\"\n",
        "#     print(msg)\n",
        "#     logging.error(msg)\n",
        "#     logging.critical(msg)\n",
        "#     sys.exit()\n",
        "\n",
        "# else:\n",
        "#     # Cria o objeto BeautifulSoup a partir do conteúdo da página\n",
        "#     soup = BeautifulSoup(resp.data, 'html.parser')\n",
        "#     logging.info(\"Iniciando a navegação no conteúdo de página...\\n\")\n",
        "\n",
        "#     # Atualizando o diretorio para download dos arquivos\n",
        "#     ZIPDIR.cwd()\n",
        "\n",
        "#     # Encontra a tabela na página\n",
        "#     tabela = soup.find('table')\n",
        "\n",
        "#     # Percorre todas as linhas da tabela e executa download de todos arquivos zip encontrados\n",
        "#     for linha in tabela.find_all('tr'):\n",
        "#         for coluna in linha.find_all('td'):\n",
        "#             for link in coluna.find_all('a'):\n",
        "#                 if '.zip' in link.get('href'):\n",
        "#                     urlfile = URL + link.get('href')\n",
        "#                     msg = f\"Download de {urlfile} em {ZIPDIR.resolve()}\"\n",
        "#                     print(msg)\n",
        "#                     logging.info(msg)\n",
        "#                     wget.download(urlfile)"
      ],
      "metadata": {
        "id": "jBebHCnlQSkf"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Extraindo os dados de cnpj zipados**"
      ],
      "metadata": {
        "id": "EfUpSxAAlAvZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# \"\"\"Acessa o ambiente da RFB de Dados Abertos de CNPJ para download:\n",
        "#   - Dados Empresas\n",
        "#   - Dados Sócios\n",
        "# \"\"\"\n",
        "\n",
        "# from zipfile import ZipFile\n",
        "# from glob import glob\n",
        "# import os\n",
        "# import shutil\n",
        "\n",
        "# # listando todos arquivos .zip para extração\n",
        "# files = [file for file in glob(\"*.zip\")]\n",
        "# for file in files:\n",
        "#   with ZipFile(file, \"r\") as zObject:\n",
        "#     zObject.extractall(file.split(\".\")[0])\n",
        "\n",
        "#   # zipfiles removidos após extração\n",
        "#   os.remove(file)"
      ],
      "metadata": {
        "id": "xMfocX9vi1Eu"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Criar cabecalho com base no Arquivo Layout da Receita**"
      ],
      "metadata": {
        "id": "mIGEoNrJu4aS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# !echo \"\"CNPJ\";\"RAZAO SOCIAL\";\"NATUREZA JURIDICA\";\"QUALIFICACAO DO RESPONSAVEL\";\"CAPITAL SOCIAL DA EMPRESA\";\"PORTE DA EMPRESA\";\"ENTE FEDERATIVO RESPONSAVEL\"\" >> empresas_final.csv"
      ],
      "metadata": {
        "id": "tn7bpdz4u2GT"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# !echo \"\"CNPJ\";\"IDENTIFICADOR DE SOCIO\";\"NOME SOCIO\";\"CNPJ/CPF\";\"QUALIFICACAO DO SOCIO\";\"DATA DE ENTRADA\";\"PAIS\";\"REPRESENTANTE LEGAL\";\"NOME DO REPRESENTANTE\";\"QUALIFICAÇÃO DO REPRESENTANTE LEGAL\";\"FAIXA ETÁRIA\"\" >> socios_final.csv"
      ],
      "metadata": {
        "id": "GneZjRDL8Anm"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Shell Script para Unificar os Arquivos formato CSV de Empresas e Sócios**"
      ],
      "metadata": {
        "id": "iQWHbubyuRa3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# !cat .*EMPRECSV >> empresas_final.csv\n",
        "# !cat .*SOCIOCSV >> socios_final.csv"
      ],
      "metadata": {
        "id": "N2L6wfC-uOeW"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Importando bibliotecas**"
      ],
      "metadata": {
        "id": "-MjiQAeTvHa0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Code to read csv file into Colaboratory\n",
        "from pydrive.auth import GoogleAuth\n",
        "from pydrive.drive import GoogleDrive\n",
        "from google.colab import auth\n",
        "from oauth2client.client import GoogleCredentials\n",
        "\n",
        "# Authenticate and create the PyDrive client.\n",
        "auth.authenticate_user()\n",
        "gauth = GoogleAuth()\n",
        "gauth.credentials = GoogleCredentials.get_application_default()\n",
        "drive = GoogleDrive(gauth)"
      ],
      "metadata": {
        "id": "uQZwHvmTOuXr"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Dados de CNPJ**\n",
        "\n",
        "Estes dados são referentes a versão disponibilizada em 09/07/2023 cujo a data de referência é 12/06/2023, conforme imagem abaixo:\n",
        "\n",
        "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbsAAAM6CAYAAAAYGu1KAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7P0PdFRXduALbyEgwAuOvODzk2akWa42zLwwIQvk1xOVWA7twqwkTfdjVJrSmNI0azxkCCB/r2210isGWaal0hCIWhNi01kvhPF6IVUazFJpvumkk1hEMx7NqGD1WO4Z2q235oFrFpJTZeK0EEQIYYn77X3OuX/r3qpbAuyStH9rXbj33H3OPefo3rvv3ufU2WUaAgzDMAyzhFmh/mcYhmGYJQsrO4ZhGGbJw8qOYRiGWfKwsmMYhmGWPKzsGIZhmCUPKzuGYRhmycPKjmEYhlnysLJjGIZhljys7BiGYZglj6eyy/Y1QllZmffWlICskn00ZCHR5LxOIyQm1OlFxy0YG+iGXw9tgSrRlirY8n+0wQ/+pzqdlw/gu9vLYNfZtDq2c+vaD+Dct38ddgW/ZPTVl4K7oPHIdyHxH8bg1j0U+n/OQHsf/YXc+hW3qmZIuNQl1eUi25UqfD/gZtThchaoCm64lm/dHvl9xTAMg9ByYd7MaB/9mzAtJ2ZukT/UPppRpx8HV9/SQsb1wlp8XKUvKj7S4t+olG14qV/LfDaiHdPb9A08VlKefNCjbYeQ9of/rzrW+esRrScSUH0T0MKn/lT7yV/rf4wZbXLsT7XY19V1cQsnzCvN/PWo9od6nfStLqaN3FECVmZU/SNvaaNG+chnk9pI71dtZcRS8tRM+i9t1678eo826la2AO+rP4pqlZZy4NdQflKdZhiGecQUUHZIKma+kHAL/9FH6sRjYjyuhY3rLU5lN/nvW8w+6xzBFFQeQkkFtAPvFO6/0VPbNdiNHxXqWJCOa9FKvV+CqGS8vjgmtb98LSjkrMqOyCQcHy64VX4jbr+OzvCxnPwCx/2gKzvBnb/UvmXUEct+7S9RrXlg+zvjJvqJYRjm8VD8mN3KtWqH8WLsR2fUnk4Aou98hB8WH8EfRgIqzYsPYCjxAYQiIcyl+NsUdO9rhoTy7331D+JwrG6NPMihAkId34XYNnXo4NgfxQGVpkH2fDM0d6Vy3Y4L+Tv/bC2EGtQ+kj2RhKFb6oBhGOYLhCeolBo/GoL4j0IQfV5Xdfcg9a9boP2yOoQWaCmkMNcEoaXjgDqws3ZzFM4NxCCojolURxgO9LmPDxZHBTxZpXYFGbj1t2qXYRjmC+QhlZ3L5Ae0EmhyRup3mmFLFR5v3gNtfWPuExbmsjD0O78O9Zspr5zAkbg6qU56c+vHSej+F/XwJbpe1RbY8+0EjFksCNdJEE0JSOVMsugGqm1h7snJJvqEELrmkTMw5JxJMZGARjxf36GOiY56kafbUFb5+WAwDh/sjkJok0r49AdwruMDdYB8IwS1FWo/DxVfRjm172RN3TGIJ6JgGnj4d4w2Q/d/9ZpW4pdbMJlRu4IAVG5UuwzDMF8kyp3pjXPMLmccZ1L70/+vZezl9bjW/5I+iULfKrVjQ87RG8skjl97S/vJZ5iU7tdatlnz5Y7ZffTOAQ3tGnNyRfoP5diPY7JF5gfHNLRejLKCv/cTeeLOn2rfqgxpx37wkTZD1yzIjDbSKcfAxPiWqKc+fuY+djbSaV63uLGoUa0H2x/6A3MUzTb+V3R5dmjMzhxjM9tlbNY+xL/7w47ZBf/VKI/ZMQxTEjwCN2YFPPn/UbvE2W9BfGs/zGgfQTyi0tBy6P7PFusEyfa1QfN5aRod+JfN8PMrcefpMPSc+pbF4nBw7Ry83HQOyOF24NstEPxZ3Hl6DzTSdS63Q8vvm9eo/LUYxP8IX6eK1P/5XUh+Si7Bc/DkwJ9C7NcCsIauWYB7g+0Q7pD2X/M3whAQ9YzCy/+SUlLQ3tAGP/iU9h8BOS5MgPSP+9WeJLypgAvTN2sg+Hoc8INDHSPYh+EjCdG/xXJvYgi60Tr8rrJ2Ay/1Q/y17XgVhmGYL55HP2ZX2Qbtr9JLLgCBrSqNuDNjcWWm4U/PJ9U+vhirTL/cmp+vhXq17yTV1w4/UPvWPDofJIbAqlID32iHnjp1AOcgtr8RYj/bnmdyh5MsJM9+1/jd15PrzXyVm5UizZ6BM99/FONdWP//4HBhIvfmHL7SuRm18ygIQPR7SYgZfYTN8Zqw4kF7ULqE19Y0Q/xvt0D4cA/EUxn46N/gh4GSYRiG+aJ59MouXA/b1a6N/5kFY1jt1hh88GdqH/ClWK1285KGnwybL379JUtjfc0XVeKP0pCxzf7bDi2dpqX4wZ/dg6/+mmvt3Lk1CiN62VRPixG01mIV/uCHY2bbFswHMPRHjlmYSGVlSO1JktiPj5SfDcK33nSZsPK9UXWUn1hK/HwFtwz8ZOgvof9734JonadtzjAM84XwxczG/NtbYJvH4IssZAfVLvKtd2fUS9a6vQVfdRh8a3a3QOzX1AEMQez3fuBfMTnr6eX2/PSWtyWUmfR3PRcXJhHYGrK7df/fjGFpPirW/O8uE1YsljfDMMxi54tRdivX2Mdy5tT/ecEclrf+0I/H1F4hAhDaZ47dZX8/Bud+pA4K8bMVYJtJ78XGCu+xqXyK0IKbC1NQ91Vos/5m7vwI/ORhJ026ENh3DpKdVvvu0ZH9szbYVVUGVaFuSPFPERiG+QL4YpRdZQBqjRd4EtK+TJUAbLf8YPmDP+p3vDjvQeqsy+SKT38A3x2ohdhhXVOmoO1f+Vx/seLnYbthFaYhY5mIkr5mWj6h7T8PPn4NkAd3F6ZkO7TYJu18FxJ/VthWvPejH+T+NCIvLhNWHglZGHr7u6Iu2f/QDucG3ev+6CbeMAzD5FK8snskEyS2Q2i/aUUMXbWoqL+1uv1uwaRxUAH1v9ZivvR/1A3hI+fgA6GA7kF6oB2GnnZMivjbD+C7R5JQ33sMjrXG4KsqGS5+C7510Y8mCEDjYf2aH8CkoVzvwcwdtVvZAt9qeMgXtYcLU2fN7hgk/5Xpzjx3pMV1EWedW//1u9DYOiKMYSszaEHT5k3uhJVC5C+PWAMV+m/tKr8F0d3qs+DejOXv/FX46pcftZJlGIaxoOVlxsdC0I7f2dHCx27pDY61Hu+MaPhSlee2HdP+khYBnhzV/rDzgGUhaLUZv8HKuPyGT25BlLFWa2ZcLkxs/L4Oz9rqU/lVreeHflYezmA+79/Ztfx758qSjnbvVr8hzMNor8tamC58lPyWFtJ/x7YprPX84CfapNHoGW0yPaL94ash7edf+kPtJ46mzfw19gf2d+U3cs/loNqX8zs7l4Wgt7/+l9pkod8r6v1l3Dsz2k++p5dTqX21N8/v8RiGYR4BnsrObdFg2xaJoxrIaPGI+7m49YfVlnTb65OU2+Gvyh+JV/68Fv29UXxhx7UDdSHtwG++pcV/MKL9JDPpeBFOaj9JfEsL10mlV/kLX9Va/g3mU2cJ24+6aUNFmJOmNtcfTueA10zGsF66og1owZdiWv9Vh9Zw/lDastl+fG0j94fkefkso40m/1D71kshLbjJLL/yF0Ja+PBb2p+O5Woy17YX+BH3TCqmtVj6puD9UOhH4ZM/0frpQ+YX1EIC+PcOufUhwzDMY6CM/sGXD8MwDMMsWb6YCSoMwzAM8znCyo5hGIZZ8rCyYxiGYZY8rOwYhmGYJQ8rO4ZhGGbJw8qOYRiGWfKwsmMYhmGWPKzsGIZhmCUPKzuGYRhmycPKjmEYhlnysLJjGIZhljys7BiGYZglDys7hmEYZsnDyo5hGIZZ8rCyYxiGYZY8rOwYhmGYJQ8rO4ZhGGbJw8qOYRiGWfKwsmMYhmGWPKzsGIZhmCUPKzuGYRhmycPKjmEYhlnysLJjGIZhljys7BiGYZglDys7hmEYZsnDyo5hGIZZ8rCy+6K4fBvKyibl1nVXJd6Fbj2t6Q5kVSpTIlj/Zra/W+mS7bul6nsbUiJF3mPdl8WBINWlt+k2/AnJ+7r3zHu1se+eSls41jqksOyEKlPU/5E9C5bny7bpffP4WGg7Hm37lzes7L4o6p4ALVUu9ztm1QtjHRzT1kI88TOgvbMeKuVZplSgv9n4SgjjbjixFrTX18n0hyDbd+exvmgr91XASKc6cAMVeH1HGd5zdC8+gBs/lcmFwXtV9cVDQ3W4uhIy2pOgaSthqGwW+tWpR4t6viK4G9Gv9zMQg3moL7sFiQkp9UXzuO+J5Qoruy8UfMmk5AsjGb1XMg8b8zkxcQdaopo6+LygF/6TcKxOHmXTD+TOc6jItQo40lLxuX9oGXUQSCVaq45IWT/e+uD1xEenBs1vPz5L3Xc7HPfE42//8oGV3RdN9Xo4kyjDHXzYWp3uClSATaa7RXcXGa6prjvGeXJL6a4gq1vJdGOVzpfrksbm6jTdY6abTrkQ8aXWWDMHSTergs6p/Anjb40vYr1sq1vLkPVKvw1DKsl6P4l7BMurEi9WvPdqsK5G3e0uT+P6CuM+e/vRKOrKAL6GLs5BlV4vfCaO7Vtj6UtZH2sfWuv00Pd43Uq07pCOOe92W/+uRl9Y3aKOOqKM3Hf2q57nFjTqz7b+d3PeE/8+z98jJw3l+5Q8uz1dYWVXAlTigy1cK/jAt/RZvnIv34fmiwCx1JPCFZWM3hc3eOW+1erhnAfolW6Z9uAkDO2W+8mBz4yHpyUKEB9/EjIJcFGmzKMFlUkv/k3IRSZcfPPQIz487sIQuQrF34E+bIhV0Cjci+UwghZVtFokSvBl3ybOzUM/rJF5OmahbBDLpf2L8zAkXup4vVZ8OXb+jHTHkcIQL2Jr+krMS7LEGoj2WlyPdU+o+lDdnoAgHltdnqmuWWjXy8brCyWNL27h9sS2nNn0AF/MjwCjHnSPz8gXN7XPUR/ZV3ofYh1eWvdY7nG3dqcG56Xr2uK6FXKWv/UQygVfJ7cogvmGdqt9WzvWwQFRfw1qW5+U5Ynnnu4Txz3xf7j8PYT7lZ5zVIhCqZnlNV9z3h+MFVZ2JQG+hN6RD0YyOos3rUwVY0T4cB9I38IXjEqz0rnafEniQ3BAuabgogZp/C87PI8vI/pqn5Rf8CqdeVzQ3xFfYO+Uwznxha6zDkKd9He4BUPPVUgXYvUaCMiTeSiHNrJwBOrlLsC/I73MJj6DfvwYCm+ix3gFBOiD6eo8ZG3pdG38r2hIQeN/pGTL8CWLu6Ppe+KlL66F913lc+Wm4nxIhLsO73X5cnfzcpAiQYWM9TpH97K69x/9Pe7e7uDucqGIG4dXQb8Yq1VyW8uhEj9O+i2uYQEqy2N15DKmOrtRJvoQqsuFyzZ5DT9y894TluvhfRbYivu2tlrvD8YNVnYlgz52YEW6KFrw5rZ/4RaD/AqnF4nm+eAxD0uqT76cpUttDkIWC4AIvk5f8eXQjy9lq5u55BEWjrx/+g3F+2jJ9t023I+in+g58FBawrrJebE/5D1+eU4oNehcaeZ1tlt8eK6FxgG0PNlNuChhZVdKON026iGsxc+99FWZVAxiLIS+esXA+z1IdPFD+qgQX+I65NoboJ17MDSA1kUEv9onNItlhx8t9IIkCwBf5La8D4PVKoAHkEZrTloaKl24s+8t6N4xLMWO+1IRYRvJnRfYRC4z6bIDWxsfhgdyzFAdiQkr1Ifq2GDiDvSQdSOsOnk/w0Pf45iHXM+GAnVvd6qLXKvKAyMUsUMO69Zd1EeMbp3Pwyj+J63wfFgsd/1v6tZHjDca84WQSUziW/GnYoulVKJgWot1Tsvd8dtaWMhMYpqUDydmLHkntXhiSu1jOQldXsoRI53yWMiOiyRmoaTMvs7Z1N/M6O/OKS0mzk1pI/Q3jUwafxvj722URzIWjL87/R1vq3Jw67ytxSNqP3JbyzhkjTTCKBuvq+ex5qdr2tpjPxb3j7Vs/Z7UZix10Nv0cPdWBu/h+Dj2kX4tvT9s9bljqbvanH1esB7Wa1g37/43r2HtR70vLOWpvneti6Nf5fNrKc/17+by97DVX6+zJc2453CzlskIyugfpfcYhmGYxwy5uqvEpBrHxCTmscLK7gvi137tb+HP//wzdfT58Wd/9rPwq7+6Sh0xxfD66zMQiy2i8bbPkePH18IbbxQ/pvdv/+192LdvWh09Gi5e/F/gn/yT1erI5Mc/noetW2+roy8GGgO0KjuaWPO4GBt7Av63/805D2D5wsqOYRjmc4MmnclZnvInBjxp7POClR3DMAyz5OHZmAzDMMySh5UdwzAMs+RhZccwDMMseVjZMQzDMEseVnYMwzDMkoeVHcMwDLPkYWXHMAzDLHlY2TEMwzBLHlZ2DMMwzJKn4AoqZ8+eVXsMwzDMYmDLli2wY8cOdcQQBZXdf/kv/0V0HMMwDLN4ePLJJ9UeQ/DamAzDMMySh8fsGIZhmCUPKzuGYRhmycPKjmEYhlnysLJjGIZhljys7BiGYZglDys7hmEYZsnDyo5hGIZZ8ixY2f3N3/wNTE1NwY0bN1QKwzAMw5QmC/5ReSwWg08++QRSqRS0traKtD179sDP/dzPiX2GYRiGKRUWrOy6urpgbm4O/vRP/1SlAGzduhW+9KUvweuvv65SGIZhGOaLZ8HK7uTJk5BMJmF+fl6lmBw4cAAOHToEZWVl4vjmvzsLL7dMiX2D3/wVeOeVrerg8+Am/MVv/BGc+xN1aOFXvt8GB2rVQeYvof04wP/5f+2Cp1QSwzAMs7h5KMvu7t27MDg4qFLsfOtb34J9+/apI6Xw/medUnBX4dzf/QtIn9kPsX/8GFQKKqxzV7bCgZyypcKb+A1TuemK2KbwHgWedWAYhmE+bxY8QYWstvv376sjOzt37oTf/u3fVkdubIWvn/k5+B9/dhXVz6Pn5pWPIK32C/HUP/6X8BbW5S/+r798pHUppg4MwzDM42XByu7VV1+Ff/AP/oE6Mnn33XehoqICfvKTn6gUN67C98mt+fNPwVPC2uqBpr9L21n4i4y0tuj43O++I/8fxSzkXhQyPdD+71Atjcpz7f/uqpGf5HRL7X+0/BE0/e5VebkCPPVLX4K//ycfwQcZsjixrN8gxafX6x2sh/z/xyir102vq8BSN7qmWx3MfKr+OeX/G/gdt/OiLgzDMMxDQW5Mv9y9e1f7+OOP1ZHJP//n/1z74IMPtBMnTmhf+tKXyC0qNiufDPyBFvk7v2NuBy9pn9CJ9y9okX/93w2ZYwMiVbv6r1FGpWvaf9f+8O9c0K4a+3+g/flf6WXKfa9y7Hyi/fnB39H+8H11aGCWKcrR6ybSLfKWa5hylryOuhl1+KtL2jFbW/QyHeWLY72dWMb7/13Vg2EYhnkYirLs2trajMjlMzMz8Cd/8ifQ3d0NExMT8Mu//Mvw2muvwUcffSTOu0KTUj5uk5s+AaS2SYzj/RitG+ckll/5ZTWBJXMT0nADOoXl8xfwFzAFE8qq+vtn9sKvVMn9BSPK9+LvwS/p43s3sH6/8xfC+mr6+g2AP/kbuEl5f7NO1WErHPj4X+bUh1ya8PT/qo6kC/cv/pNudZrly3NT8G+VZXcT/leeJMMwDPMI8K3sXnzxRfje974Hf/AHfwD/6B/9IxHy/V/8i38BHR0dcOnSJbhz546SLBLlArzyy21i7MyTr22Ht3RFidujnExCyuh/fO1LsN2H0vz7Z/abCvvjJvgFShwjxeSfp/7ez8HfN5SfHXKpAo1lZj4BqGJVxzBFM5GAxrIyMa+grCkBWZXMLG8KKjv6Ld1v/uZvwoULF8TxX/3VX8EPf/hD+OCDD+Cv//qv4cGDByLdSW2tP20krB5UIHmVF770A3/yAXyfxu6I0Xfk+Nz/dPycYQHo42u/8huFf2pASup/tPxHMXZH/Ph334Efe9TNilBgLf8/Y4zvx/9pCp77JY+rVe2CF3/+A/g97O6nHtZiZZjlSHUU+jWNxlFAeycKlSqZWd4U/OkBrZRS7I/EN27cCL/3e79n/PRAVygC5+/raKIJuQQt/PJv/hz8p98h+Z+DA/9VuQXJAvzfP4D/QQJk5f3G38DLKt+vnNkO6RZ5jiyv2N/7j7JM27Xkzw5yf2dnuYb6ScRf4N7fP/M1eO7P/kTK0/WU29XaFnEt+mmBs24kq7dL1SE3H5j1sZQvwLztN77yeH6WwTAMswwpqOx+93d/V8y89Msv/uIvwssvvwzf+MY3YM2aNSqVKYrMVbQet8IvsGXHMAzzSCio7Og0jcuRhecFKbXm5mbxQ/MNGzbAypUrYcUK00P6nX9yAT5Mjasjxg0aA9T58b/7S3jqH++Cl/9uD2yoWg+//19/Q51hGIZhFkJBZafz67/+63Du3Dmx9iVtq1evht27d4ulwdavX6+kmIeBZqR2/o5j+TKGYRjmofGt7Ijf+q3fgrVr18Ibb7yhUhiGYRim9ClK2dHyYPQTA3JVMgzDMMxioShlxzAMwzCLkQWvjckwDMMwi4WiLLtgMAhVVVWQyWRg+/btcOLECY5MzjAMw5Q8RSm7pqYmeOedd8T/v//7vw/9/f3wT//pP2WFxywZrly5ovaWJr/0S7+k9hhmebFgNyZNUtmzZ4+IWM4wDMMwpcyClB0Zg7Ozs2JZMPrBeSQSEWtoFmTiDjSWTUIZbU13IIvH3X331MkvhlTXJHRfVgcMAx9B8sgROELbmRG4rVIF15My/UgSpXS85T8aUOk2eRdcy9XRy/8ejNxSSTnchpEzRyB5XR0K8rTDIAXdrgsme6U7yUKiSco19tmlUl0qP27FP1/F1MuSVtYIiQn7tZ31YpYvC1J2Y2NjsHnzZjF+Ry5Mcv1QqJ+8XL4NZTXz0Dj+JCpL3HoBWmrmwLFm8udO8PUn4VidOmCWPR8N/Ai2fe978L3v/Tb8M/hj+K0BXf2g8vguQBud+1eV8Ocq3VMeFdiPfpHSvwdtuy/Bn6fc1Y1XuYJbI/C9Iz2Q/cZvYzlHoL5CpTv4aOC34I8/VAcK73aYpLqGIIQfrpqWgTg0Q1VXKm+6k2xfC/Q3ZMTHb9u1FqFoJClIb5LptBX7fBVXryAc00YgBmGIj/dDtJqeaToGiKU06N/Hy0AzkgUpO1oW7Nvf/jZ8/etfF6F/Ckc4uAeJ3nkIJ9aIm1FQvR76tZ+B2mvuURMY5ovgSw1h+JLYewLqf/UFgL/KCqvodurPUem8IM9V/AJs+6s/F5aWlzw8E4bwM+IEbKz8Bah86gl54MCrXGGtxf8YKr/1PTgSdM+r86UGUqjqQOFZLwvB14+hqiAqIdqK6uFqWlhLXul2UnAuWgttSpkEd9dC89tSKWX7eqA5WgVlHkqyEA9br+4yqRT5I5axUlDZ9Tz9NMD58+pI0tDQINwjhw8fFnHttm3bps4AfLJzJ7zb06OOFBOfQf/FMmh8zrkw9Do49vo6fDhuAbk2uy/fxRuV3Jy3jK9E/RxtjYbLU5fDreuuPQ2PU1238Za3gsq2Sclb8pnXNa/T3ae7Ws06MMuUDZUyXiHyafbHFoX1BFT+nR9D9m/UoY5F3uQj+DHaVrric+JZ7vVLaI+hkvpz6Yr8nqdl6APXejmoDqBt5II1XcSJk65CmEjDaCQAAXlGyunK57kz0vq6Wr9ghWfgp146w9343JKi05Uiw5gUVHbTN28CnD4NMDioUiS00HNdXR0cPHhQJpDc3r0w/+mncH96Wqb5pHJfBYx0ArQH5/BGfRIyCYD+YVJsd/HrcQWMkNtzfCXAwGf4MJHiug8B4Q5diw/UrBwTuDyHH3WYtnsO6jtEsXa2roSMKiccwX1UspX71kA8Ik8bdRgAOKPq0Nx6x+XLkVk2/E0WKn+1HlWQT5zyYiyuB/74/G85xtMK89F/vwS/8HcqYVszuTf/GX5w/nGeMbsC+GkHKq/aVpfYb9Z0ESdOugrzUVlN0mh9vUMKr+fhPhr91EuQRGuyHf8fhTR/pDIu+HdjvvYaKL2Qw1OrVsHOS5cAPv5YpSyMWOoJxxcZWn4aponxvjm8nYkHkL6oQXMNWV8z0HwRb+80KsbqMhgNovWXXo1K0FnOGoi+vh4fDLT+ajRoe4f23Ym1ynOVz5VDGK+TlsnMsuM2jNzc5mmR5eIi/0xYjdkBXPrvuWNmhaj8xXr4Eo3TkXvzH7pYkr7w044sJNIhF7efV7pfKiHUAA+hfIqpF43ZafIjtabb4dlhmCLH7CKkzAbQ9HHw4nvvwVfyRT6oXgWNEU1Za1bQSuvT3ZBuKPfj4EppkalUgHJp7amtHy00OQb4JJzBPGVlTjemJNU1i/84FaEH1eVQGykz3TTMsuKjgT8G+Hk56kXQuFv2pu5KvA3Zv/oFqLQsEeuUt/Kl5/+Z4UY0Z2jK2ZNe5drTyb0p95z5C5GvXjqprhaA53KfCq90QXUAai+mzY9BtLSSWwMuH5G1EChgCXqxkHpV7utHhTcK9WWs8Bg7RSm767duwbvXc5+wt0ZHYfZBvokmaFm1lkMyisrL8pWX6kLl99w63LsH6asyzQaN9YF0OZqsgEBkHnr08Tv95wto/dGYHrkjM4kHMOSY7kxjcj2b1qqvwbuoZJ2KVyKsRCTbdx/at5Z7WoDM0oUUyo9+Uc1+vDUCI3jLPxH8Vag8fwmEfUbjaX/nV43ZkW7yVm6P/QitNKlwaDIJWXu0kbXlVe4TP78NQE/Hf380+AJsQ3ln/nwUqhdB0/SHdivX5EQCEuq58Uo3CcIBVCo9Ymo/Wlq9oxB/yamAUnBuIAChBSi7hdeLFN4ZiEfaWeExNgquoPKddevgjS1b4ANUdP93ZSX87n/+z+qMye8cPw73Tp+Gbz39NNy6fx9Gm5rga25hgMgdGZxXB+S2lNP+SRFVRakaZRBPrIDmqJSJpX4Gn6lZIE+8QefPgPY6QHeZnk5WHrk6UekNzkN7B5ZDY3LvrId01yTUA8rvnrNdlwgn1gorUF5XlgEo33O1DJIXzTJY2S0nsvCv9+9xTON/Adq+p2Y20hjcdy9Z0uj3bc5p//IcoKLpUcPcv/CN384/ozKnXMnt1Pfgt87/GPd+Af7Zv8r30wPzWi98i5Sgd732GSuooIJqqhLDACYxfA4OQNo1/RgEaYJKTT80qin+1jLCiYya5k+zIevVs6nyiX2/FFuvEAwZ11M/P5joxufdfGvQTxAW7opllgq+lN2eqiqYfeUVOD08LJYLc3IclV12bAzqP/wQXsDiPJVdiUM/MB/azb+7W87wcmEMszQp6MbMzMxANhqF+pdfVinuVKH1F33/fehGpefk+efviGn9pbxZsab/x//oY2UYhmEYpqRZ0ELQTsiyo6V5FnMEc5srdbxCuWmY5QZbdgyzNClqgsrf/M3fwMWLFyGVStm2//bf/puSWLzQxBY5u5MVHcMwzFKjKMvuxo0bcPbsWbFZmZychKNHjy5qy45hGIZZuhSl7BiGYRhmMVKUG5NhGIZhFiNFWXbBYFCE9clkMrB9+3Y4ceIERylnGIZhSp6iLLuamhpIJpPifwrzc+HCBZiamlJnGYZhGKY0WbAbc8OGDbBnzx44efKkSmEYhmGY0mRByo48n7Ozs7Bx40bo6OiASCQCc3PeP77WY8XlbEYsuhJnYoEx7mh5tMXSRkZBy12V4d8at6YE2EI8XaZ4aXTOuuaitzyt45gr74JruTp6+SqOnCu0xFaZDHVlkKcdBl4yfvIS8rok1yjWyNSx5HeNZ5enfFqSzHnOmiY26ie9DK9+Ma9h7xdmubIgZTc2NgabN28W43c0Zkc/xO3u7lZnc5GLM5fJdS2NaAU/AxQ6v/S5B4nWeWgU8fNWQ7qYGHd1T4BmW8SaKXVSXTLKtQg+Cs1QZbys8eUZBBihc+MB6FHpnvKowIZ2U7oGI53tasFkN9zLFYiXfD2MJjJYjr4eZS6pLueakfnaYeIl4ycvke1rgf4GqpsGbddaDKWT6tLrjG2H+hxlk6/87DBAmziH2zsyXl12IgBn9DTK00lBY4NwTBvBd0jSiJBu4zIFl+V1MRkLeAP5Bi048X8ymdTefPNNbf/+/WLbu3evdvz4cXHOi0xiUoPOaXW0iEhN2eo90vlTDR8gZjmQimkQiWsZ3M0kwlo4QXtERotHwlp8XB3qWOStUF6ve8a7XNoH3/faSGceWY962fCS8cw7osUghv8qSK6Tjux9k6/tAlv5VCZoAC59a4Ay4jr6fsxeD8VIIq7F8/UJs+woaNn1PP00wPnz6kjS0NAg4mkdPnwYduzYAdu2bVNnAD7ZuRPe7elRR17chW7dvUeuvrJJaOy7CyJ2nXIV0qLMMp1C7qi4dmW3IaG7RJvIwjLTu4W8jGNnuk1Nt6MsD8/j9eSXpp43v1w2/QDCm8xuCmwqM8IAGag2mBuW90Pl+qR2Gm28A91Khl0ri4DqgBFDMX0tCbUBPQZGJQS2JnODklrkTVIwBGc8rQvPci+fQ5sHX/290hVndxMWiWu9HHjJWNOFpanchhNkOZGFpSC5q2l8JmXA1uZWckFmYWigFkL5LCtb+QE4QNZbqhaaazzck5eHAHZb4yiELKGGFFhPtB05FiVjo6Cym755E+D0aYBBFUNEsWLFCqirq4ODBw/KBJLbuxfmP/0U7k9PyzQnHbNKGVjC9tQ9IVycyeh9fLCfVJGGZfQBLVUOyYHP8JFZA9F3yO05D/24r2lrIQ5z0NIHRjqQvIpqXnWNopVT/hX40JFSvIs3P7lQV8KQHurn8n1o3irdqnRNGVjWRc4nFK6IysIvbNyvgOiX18MZct0SRhs1CIl6lUN70D3ALFNC4Au9tlW60nzhlBdjcfXQHK0q+uMmNdgO4a0BCPXiy388jje66SYsGj/t8JKxpldHoT+PO1VHxJMj92RZCz7TBUL82MqvlP/XHZMKz8U9mcLXkFN5Vj7XCDAwhM+5hFyhIRFuiGFM/I/ZvfYaRNSuk6dWrYKdly4BUCTzfBhjdrnjdeEEKjR8iCoDWCWUE1/C1WWOr81yaKOo5KjwQg2oPK7pAWPLjQeALDFDqZLCuqhBGpsZuIppTfP45ahC+KjxNLLk5ALQhIucH7AskrUHiM0lnFgtH/y6ldj+B7mWAVNCZCGRDvm/B9zk6aWNlgp9ALUPFv9pU7s7CkFSLNUhaIy4WJK+8NMOL5li+0AnDdCQwXYn8cM13+ScPOXXhSAmLEUrZCWHcpUnKuG2rc1wTnxQoDUpRvQYxo5/ZYdESJkNDKgjkxffew++sn69OvLDOjj2kBM3SCla3YtWKDCrVKq0obUnLEPc7wVo0V2IaoYlWZBi8owgV46uYypVcjtpUBsghesAy2sZKIczQhkXgqKt48YLTpcsqS60Sp4zX5mBTWEYTRu2A6Svhm1/P6e8leBLceOjzZyhKWcJepVrTyf3ptxz5i9EvnrpeMnkzVsdgNqLaVJrErTQkmiJVpICa+rBfJUQfF3DZ8vhYrRQsG6iPAt4Ddjk7pykPh6lD4rL5yAdyN9eZnlSlLK7fusWvHs9N7b/W6OjMPvAVAh+SXXJsTJSIP7QraF7kOidd1U6QjlF7xtfk6kuchfehW4a46teD/3jK/GhuAvZYbT6UCnavypz5aBuNcSv3lfjFHeg5+pKOJDzJYr5ajRoU5HNs313XL9mDaVJLlQo4zGFEoUUytBu5a6bSECCPnr2tUFt9Jz8u9J42tY2w53nJm8lO9yPVpp8AZMCIGuPNrr3vMoVrjk9Hf8d6ogJ74Uzfz4K1YvwkimcN2gZK0MF1zsK8Zd0JVPYCi3YZ32oMG1jc9SPaQigEnWFrN+rPdA4GHB5PhkGwYcmL8fXrtW0Z5/VRp95Rvvmjh0q1c6pN97QOisqtOlt27SPt2zRvu+YmSlmYsJPc7fIbS1Dsx3VcazT3A8nbmsxtS9nQ07j8aQWjujnZzBtRourY1GWuJr9elJuWotj2WGRNilnelmuq2+xlIscMX7bI42OLXUwtiltxMgjZ29SncIRvV54XhXDlBJyBiQ9FubmmHFoS/OWp9mRepo529KDnHIlNJNRpuebnWi/lpx9WKAdAi+ZPHnH43hPW+tiytraKORU3pyZnN7lm+116zPM12ktS5+5iZs+OxP7UeazX4NnZDJEwbUxv7NuHeypqoLZV16B08PDnsFbs2NjUP/hh/ACFjfa1ARfe+ThftB6KpuDkHBLLj5oPK8F1kC/LzcnwzAM8ygp6MbMzMxANhqF+pdfVinuVG3ZAtH334duVHpOnn/+jpww8hCbFbfzpbw50dNffZVXV2EYhvk8KCrqQRNabF6WHQ2YP77grfSbuBm5SkRkJWTU2NiigX5np37KQD9RKH52G8MwDPMwFKXsdu3aBYcOHYLqahpVNjl16pT4YTlHKmcYhmFKkaKU3Y0bN+Ds2bNiszI5OQlHjx5lZccwDMOUJEUpO4ZhGIZZjBT1OzuGYRiGWYwUZdkFg0ER1ieTycD27dvhxIkTIsQPwzAMw5QyRVl2NTU1kEwmxf9dXV1w4cIFmJqaUmcZhmEYpjRZsBtzw4YNsGfPHjh58qRKYRiGYZjSZEHKjjyfs7OzsHHjRujo6IBIJAJzc3PqbC5mfDnHpse0WwRQdAQZW68I6Pd1i6iNDJGCbrXQclkTxWSzIEL20DnrSv7e8rT+Y668C67l6ujle8R3E9Diy86FofO0w8BLxk9eQl6X5Kzx9sx2557LywTFy7Pmze0PKlu2s1C/mG3ws2A2s/RZkLIbGxuDzZs3i/E7GrO7cuUKdHd3q7O5VO6rkJEFjBA/tOWG+SlVSFnXd6iDYlBhhJjFQ6prCEL4MadpGRmTrUt/3eLLMwgwQufGA9Cj0j3lUYEN7ZYLNo90tnuu/O9VrkC8/OthNJHBctSiyS6kuqrkggsWvNth4iXjJy+R7WuB/gaqmwZt1/R4eyir2i22VMwSnDY/2YkAnNHz0bU7LcFhCeyPHuM5DMIxbQTfIUnXuHdwmYLL0iIOhRfMZpYHC1J2NF737W9/G77+9a/Diy++CLW1tepMMTx8mJ/PC0NZM0ue4Ot6sNFKiLbi55iKqUar8I8mDshzaoV9erl7yVMsO/0lS+F6vF74XuXiGUi0NkMtvqz7CwQipUgIFDPPime9LHjJ+MlLSu1ctBbaVN2Cu/Vgq0EIWpRLNo3t91DSTirrgnhFHQofZA3xg/3xNkCjo53QGYNYxxCpWBspvG6jCovEMERBZdfz9NMA58+rI0lDQwMcOXIEDh8+DDt27BCrp+h8snMnvNvTo468uAvdunuPXH1l5CK8C4kmcm/KsD/kNpTp5Dqk5cLo+DYkdJcoheKxpHcLeRn923SbyrIIWR6ex+tJt4aet5CcD1QbzA3L+6GMlyfcmEYb70C3kmHXyiKgOmDEoUtfS1oUFsWXcwljY5E3oYCjZzytC89yKdwP+T56pSvOtyvQDdd6OfCSsaYLS1O5DSfIcrJYXiSXoxSzMHQtACGfys7G5SF7iB86finqEhYrZAk1pMB6om3KIbQYGwWV3fTNmwCnTwMMDqoUyYoVK6Curg4OHjwoE0hu716Y//RTuD89LdOc6BHEy2ahXSWRq4+sJopBB70USBWguUYGVdVS5ZAc+AwfGQqqSm7PeejHfU1bC3GYg5Y+MNKB5CkiAiqWqmurcZ/yr4DmVlKKd/HmJxfqShhSa1SKmHJbpVuVrtk/TErVRc4ntOYllUVf2LFUBUS/vB7O6Nag0UYNQqJe5dAelIqZKWHwhV7bGrVYFwVwyouxuHpojlYV/XGTGmyH8FZUFL0aaONxvNF1N+EC8NMOLxlrenUU+vO4U3OYGIL0ppD//rOQwtcNxe+TpKB7MOB5XRH7b2DIULTZYcxbwBpmlh/+3ZivvQYRtevkqVWrYOelSwAUyTwfxphd7nhdOIEKDW9mCr5KcuJLuLrM8bVZDm0iRM4aCDWg8jAiiJcbD0Y2jWm6UiWFdVGDNDYzcBXTmubhAF5flK3G08iSq0IlJHGR8wOWRbJkUfZscgaENQknVkv3UN1KbL8eiJYpTbKQSIf83wNu8nXH8F6XLsZ2iqJdJLW7oxCkFzy5NyOFA6K646cdXjLF9oGdvMFW80LWcEi5UrGcvjSEXrdYeU5QCbdtbYZz4oMCrUm06fJIM8uUosbsIqTMBgbUkcmL770HX1m/Xh354eHH60gphje5Vz+cWKuUKm0U/44sQ9zvBWjRXYgT0s1IFqQ5Huci5xcsr2WgHM74ileHSjWC20LcO8znQqqrBeA585VJ426jacN2gPTVsO3v55S3Enwpbny0WWcq0v3lVa49ndybcs+ZvxD56qXjJZM3b3UAai/SuJoCLcAkWqJW1Za+5n+8zgaWBZt0JySNDTZDvWozTRRrD+a2nfp4lD4oLp+DdCB/e5nlSVHK7vqtW/Du9evqyOSt0VGYfaBbWf5JdcmxsvQ1v4u46NbQPUj0zkNtIFexkBIkl6j+HZ3qInfhXeimMb7q9dA/vhIfirv41YlWHypF+1drrpw/MF+NBm0q9FC2745xfSuGJUouVCjjMYUShRTK0G7lrptIQAJfrJX72qA2ek7+XWk8bWub4VZzk7eSHe5HK02+gGkyiT5Tke49r3KFa05Px3+HOmLCe+HMn49C9SK8ZArnDVrGytAC7B2F+EtWJWO3zorBbhHSrEuzzXKYwKXtanJP42AADhToF2aZgjdQXo6vXatpzz6rjT7zjPbNHTtUqp1Tb7yhdVZUaNPbtmkfb9miff/4cXVGkklMojb7ae4Wua1lUlPGcazT3A8nbmsxtQ+d01jKNB5PauGIfn4G02a0uDoWZYmr2a8n5aa1OJYdFmmTWnwckyzX1bdYykUOyS0PGb+NciRjqYOxTWkj4rw8xodTlBGO6OXgeVkKU1Jk8G8J+PexbjHzb5WKOdK85fGlbKSFE/qd6UFOuZJMIqzSw8a96Ib1WnSvFWyHwEsmT97xON7T1rqYsjltxDbJuhQLltkZx3/dobbKckfwfaDq16lahteU9bC3YWH1YJYaBdfG/M66dbCnqgpmX3kFTg8PewZvzY6NQf2HH8ILWNxoUxN87ZGH+0HrqWwOQsItufig8bwWWAP9vtycDMMwzKOkoBszMzMD2WgU6l9+WaW4U7VlC0Tffx+6Uek5ef75OyBnYS58s+J2vpQ3J3r6q6/y6ioMwzCfBwUtOytNaLF5WXY0ePz4grfSb+Jm5CoRkZWQUWNjiwb6nZ36KQP9RGGhs9sYhmGYhVGUstu1axccOnQIqqtp1Nrk1KlT4oflHKmcYRiGKUWKUnY3btyAs2fPis3K5OQkHD16lJUdwzAMU5IUpewYhmEYZjFS1O/sGIZhGGYxUpRlFwwGRVifTCYD27dvhxMnTogQPwzDMAxTyhRl2dXU1EAymRT/U5ifCxcuwNTUlDrLMAzDMKXJgt2YGzZsgD179sDJkydVCsMwDMOUJgtSduT5nJ2dhY0bN0JHRwdEIhGYm5tTZ3Mx48s5Nj2mXUljjXtXZFge+n3domgjY5KCbrXocFlTAvSlmAUiZA+d67bcB97ytL5krrwLruXq6OWrOHKuZPEedS6OnKcdBl4yfvIS8rokZ4+3Z8nvEeXclQmKl6fyic3SH9Zzok6F+sWsQ1ELujNLlgUpu7GxMdi8ebMYv6MxuytXrkB3d7c6m4sR6dsI8UNbbpifUiTbJ+PsUZ1HOuehXgSN9YkKI8QsHlJdQxDCjzlNy0AcmqHKeFnjyzMIMELnxgPQo9I95VGBDe3WFy9utwcXteFerkC84OthNJHBctSizC6kuqrkggsWvNth4iXjJy+R7WuB/gaqmwZt18x4e6kuvc7Ydqj3rWyyEwE4I66rrt1pBoelGHVt+rl3KL4eLRA9gu+QpIqQ7uAyBZelRRwKL5jNLBPw5vENWnDi/2Qyqb355pva/v37xbZ3717tuGPxZydiMWWxoPMiRizuzIs4LxtogeaIXJSYFmU2FzumhYZdFme2yFuhvF6LEXuXKxcz9ruIsblAsgse9bLhJeOZlxZitiwuTXJiQWZ73+Rre36wfH2BZ2PRZ2efk0zMXg/FSCKuxfP1CbPsKGjZ9Tz9NMD58+pI0tDQAEeOHIHDhw/Djh07xOopOp/s3Anv9vSoIy/uQrfu3iNXX9kkNPbdVe5CGfaHgqrKdIogrrsSb0NCd4kKC8tM7xby0s1ouk1lWYQsD8/j9eSXptU9mU/OQnU51KpdG6oN5obl/VDGyxNuTKONd6BbybBrZRFQHTDi0KWvJaE2oC9SR/HlXIKpWuRNKNTNGU/rwrNcCvdDvo9e6YqzuwmLxLVeDrxkrOnC0lRuwwmynEzLS8hdTeMzWQmhBoDmVnI1ZmFooNYScbwILg8BqLBIgBbfAbLoUrXQXON0W4YsoYYUWE+0TTmEFmOjoLKbvnkT4PRpgMFBlSJZsWIF1NXVwcGDB2UCye3dC/Offgr3p6dlmhM9gnjZLLSrJHL1kYuTYtCRuzCTwAelRgZV1VLlkBz4DB8ZCqpKbs956Md9TVsLcZiDlj4w0oHkKSICKpaqa6txn/KvwIeOlOJdvPnJhboShtQalSKm3FbpVqVr9g+TUnWRszJBMfBUtHEHtOaldHXSfgVEv7wezuhBYY02ahAS9SqH9mCR43/M5w++0GtbyWXmE6e8GIurh+ZoVdEfN6nBdghvDUCoF1/y43G80U03YdH4aYeXjDW9Ogr9edypOpX7zkj3Z1kLPtPHFhSlJIWvG0NJVlfK61Pkd1J4DreliP03MITPuYRcnqF9eVvLLEP8j9m99hpE1K6Tp1atgp2XLgFQJPN8GGN2ueN14QQqNHyIKPgqyYkv4eoyx9dmObSJEDlr8OsRlYceDBXT9Qcjm8Y0XamSwrqoQRqbGbiKaU3z+IWoFmJW42lkyVWhEpK4yFlI4UN0wC1ED5ZFsmRR9mxyBoQ1CeuKsm4ltl8PRMuUJllIpEOef8tcXOTp5YwWCX0AtVMU7SKp3R2FICkWCkwacbEkfeGnHV4yxfaBThqgIYPtTuKHa4HJOa7kCfxaF4KYsCAtoBJu29oM58QHBVqTaNMtRMEyS5uiJqhESJkNDKgjkxffew++sn69OvLDOjj2kBM3SCmGN7lXP5xYq5QqbRT/jixD3O8FaNFdiBPSzUgWpJg8I3CRU5AiGwrkibaA5bUMlMMZX/HqUKlGcCvwhcx8caS60Cp5znxlBjaFYTRt2A6Qvhq2/f2c8laCL8WNjzZzhqacJehVrj2d3Jtyz5m/EPnqpeMlkzdvdQBqL6ZJrUnQAkyiJVpJCrKpB/NViqjqGaeL0Q9YFmzK44QU17FDfTxKHxSXz0E6kL+9zPKkKGV3/dYtePf6dXVk8tboKMw+0K0s/6S65FhZ+prfRVx0a+geJHrnoTaQq1hICZJLVP+aTHWRu/AudNMYX/V66B9fiQ/FXcgOk0vSaYXlyhF64FUpexcSYhzRCuar0aBNhR7K9t1x/Zo1LFFyoUIZjymUKKRQhnYrd91EAhKoVCr3tUFt9Jz8u9J42tY2w53nJm8lO9yPVpp8AZMCIGuPNrqfvMoVrjk9Hf8d6ogJ74Uzfz4K1YvwkimcN2gZK0MF1zsK8Zd0JbNQK1SSHU5DAJWlG9k+VKT6WJ4Vsn6v9kDjYAAOFOgXZpmCD01ejq9dq2nPPquNPvOM9s0dO1SqnVNvvKF1VlRo09u2aR9v2aJ93zEzU8zEhJ/mbpHbWiY1ZRzHOs39cOK2FlP7chbnNB5PauGIfn4G02a0uDoWZYmr2a8n5aa1OJYdFmmTckaX5br6Fkvlyo102mWM/GJmJu1b6mBsU9qIOC+PaUYY1Skc0evFMzpLEzkDkh4Lc3PMOLSlecvT7Eg9zZxt6UFOuRKaySjTXWZ+WrBeS84+LNAOgZdMnrzjcbynrXUxZW1tFHIqb6FZoDlgmZ32PGY/WK+jz9DETZ+1if0oz9vbwDMyGaLg2pjfWbcO9lRVwewrr8Dp4WHP4K3ZsTGo//BDeAGLG21qgq898nA/aD2VzUFIuCUXH7p12O/LzckwDMM8Sgq6MTMzM5CNRqH+5ZdVijtVW7ZA9P33oRuVnpPnn78jJ4w8xGbF7Xwpb0709Fdf5dVVGIZhPg+KinrQhBabl2VHA+aPL3gr/SZuRq4SEVkJGTU2tmig39mpnzLQTxSKn93GMAzDPAxFKbtdu3bBoUOHoLqaRq1NTp06JX5YzpHKGYZhmFKkKGV348YNOHv2rNisTE5OwtGjR1nZMQzDMCVJUcqOYRiGYRYjRf3OjmEYhmEWI0VZdsFgUIT1yWQysH37djhx4oQI8cMwDMMwpUxRll1NTQ0kk0nxf1dXF1y4cAGmpqbUWYZhGIYpTRbsxtywYQPs2bMHTp48qVIYhmEYpjRZkLIjz+fs7Cxs3LgROjo6IBKJwNzcnDqbixlfzrHpMe1KHLP+Ztw7X9Dv6xZJGxmdFHSrhZbLmigmmwURsofOWVfy95an9SVz5V1wLVdHL98Zx80KLb7sXBg6TzsMvGT85CXkdUnOHm/Pkt8jyrkX2b5GmS+nvc42FuoXsw5+Fsxmlj4LUnZjY2OwefNmMX5HY3ZXrlyB7u5udTaXyn0VMrKAEeKHttwwPyXJxB04BxRDT8Xae7sI5aXCCDGLh1TXEITwY07TMjImm/GyxpdnEGCEzo0HoEele8qjAhvaLRdsHulsz7Pyv3u5ggkKlloPo4kMlqMWZXYh1VUlF1yw4N0OEy8ZP3mJbF8L9DdQ3TRou2bG20t16XXGtkO9f2WD7W2J1qq+aIR+EQBWktvGIBzTRvAdksyJbye4TMFlaRGHwgtmM8sEvCF9gxac+D+ZTGpvvvmmtn//frHt3btXO+5Y/NmJWJxZLOi8iElNqYWlmWUBLdCsFjKmxYjNRYhpoWGXxZkt8lYor9dixN7lysWM/S5iTItBe8p61MuGl4xnXlqI2bK4NMmJBZntfZOv7TkYZRBYvuO6uW1Emc6YvR6KkURci+frE2bZUdCy63n6aYDz59WRpKGhAY4cOQKHDx+GHTt2iNVTdD7ZuRPe7elRR17chW7dvUeuvrJJaOy7C4km01VIQVVlOoXToeXC6Pg2JHSXIoXisaR3C3kZ/dvN7SjLw/N4PfmlqectJKeD8umV7gs5qzaYG5b3QxkvT7gxjTbegW4lw66VRUB1wIhDl76WhNqAvkgdxZdzCWNjkTehQKRnPK0Lz3Ip3A/5PnqlK87uJiwS13o58JKxpgtLU7kNJ8hyCphhqkhOBFWthFADQLOwyrIwNFBrRhwvBAVm7VCW4OUhGG0I+VgWMGQJNaTAeqJtyiG0GBsFld30zZsAp08DDA6qFMmKFSugrq4ODh48KBNIbu9emP/0U7g/PS3TnOgRxMtmoV0lkauPXJwUgw56lauwRgZV1VLlkBz4DB8ZCqpKbs956BcuxbUQhzlo6QMjHUieIiKgYqm6thr3Kf8KfOhIKd7Fm59cqCthSK1RKWLKbZVuVbpm/zApVRc5QgR6nYHm6KxSvrnQmpdUFkWljqUqIPrl9XBGDwprtFGDkKhXObQHpWJmShh8ode2Rv2vw+qUF2Nx9XjfVBX9cZMabIfw1gCEesmlF8cb3XQTFo2fdnjJWNOro9Cfx52qU7nvjHR/lrXgM32siCglQTiWiuGzgQp+MIQflv56XsT+GxjC51ySHUYV6DMvs3zwP2b32msQUbtOnlq1CnZeugRAkczzYYzZ5Y7XhROo0PAhouCrJCe+hKvLHF+b5dAmLKs1+PWIykMPhorp+tdjNo1pulIlhXVRgzQ2M3AV05rm4QBeX5StxtPIkqtCJSRxkSMomCseC4UllK8DLItkyaLs2eQMCGsSTqyWD37dSmy/HoiWKU2yaMmHPP+WubjI1x3De53G7ADaKYp2kdTujkKQFAsFJo0sNCCqn3Z4yRTbBzppgIYMtjuJH64FJuc4yKYDMILKPYwWnm9rFpVw29ZmOCc+KNCaRJtuMYYBYx4vRU1QiZAyGxhQRyYvvvcefGX9enXkh3Vw7CEnbpBSDG9yr344sVYpVdoo/h1ZhrjfC9CiuxCFtSYtSDF5RuAiZ6Fy3+ocJW2A5bUMlMMZX/HqUKlGcCvwhcx8caS60Cp5znxlBjaFYTRt2A6Qvhq2/f2c8laCL+HLW+2bMzTlLEGvcu3p5N6Ue878hchXLx0vmbx5qwNQezFNak2CFmASLdFKUpBNPZivUkRVzzhdjPlAS7jqGioqYUGOmBHcfUB9PEofFJfPQTqQv73M8qQoZXf91i149/p1dWTy1ugozD7QrSz/pLrkWFn6mt9FXHRr6B4keuehNpCrWEgJkktUf0hSXeQuvAvdNMZHFtr4Snwo7kJ2GK0+VIr2r9ZcORuX52C0YZWLOwjz1WjQpkIPZfvuuD6khiVKLlQo4zGFEoUUytBu5a6bSEAClUrlvjbz5UvjaVvbDHeem7yV7HA/WmnyBUwKgKw92uje8ypXuOaMl30KhjpiwnvhzJ+PQvUivGQK5w1axspQwfWOQvwlXcks1ApFxLjfAiDr92oPNA4G4EDRliizLMCHJi/H167VtGef1UafeUb75o4dKtXOqTfe0DorKrTpbdu0j7ds0b7vmJkpZmLCT3O3yG0tk5oyjmOd5n44cVuLqX05i3Majye1cEQ/T7MiZ7S4OhZliavZryflprU4lh0WaZNyppjluvoWS+XK2epunU06fhvlSMZSB2Ob0kbEeXlMM8KonHBELwvPq2KYUkLOgKTHwtwcMw5tad7yNHNQTzNnW3qQU66EZjLKdJeZnxas15KzDwu0Q+AlkyfveBzvaWtdTFlbG4WcyltoFqiD3LZIctNpNqhK02dwYj/KetjbwDMyGaLg2pjfWbcO9lRVwewrr8Dp4WHP4K3ZsTGo//BDeAGLG21qgq898nA/aD2VzUFIuCUXHzSe1wJr3GdzMgzDMI+Vgm7MzMwMZKNRqH/5ZZXiTtWWLRB9/33oRqXn5Pnn78gJIw+xWXE7X8qbEz391Vd5dRWGYZjPg6KiHjShxeZl2dGA+eML3kq/iZuRKyhEVkJGjY0tGuh3duqnDPQTheJntzEMwzAPQ1HKbteuXXDo0CGorqZRa5NTp06JH5ZzpHKGYRimFClK2d24cQPOnj0rNiuTk5Nw9OhRVnYMwzBMSVKUsmMYhmGYxUhRv7NjGIZhmMVIUZZdMBgUYX0ymQxs374dTpw4IUL8MAzDMEwpU5RlV1NTA8lkUvzf1dUFFy5cgKmpKXWWYRiGYUqTBbsxN2zYAHv27IGTJ0+qFIZhGIYpTRak7MjzOTs7Cxs3boSOjg6IRCIwNzenzuZixpdzbHpMu0UCtcMrxI8r9Pu6RdZGJgXdaqHlsiYzUrZAhOyhc9aV/L3laX3JXHkXXMvV0ctXceRcocWXnQtD52mHgZeMn7yEvC7J2SMUWPJ7RDn3ItvXKPO5ttfaF9Z9ddqGWQc/C2YzS58FKbuxsTHYvHmzGL+jMbsrV65Ad3e3OptL5b4KGVnACPFDW26Yn9LmLpwzQgH5RIURYhYPqa4hCOHHnKZlZEw242WNL88gwAidGw9Aj0r3lEcFNrRbLtg80tmeZ+V/93IFExQstR5GExksRy3K7EKqq0ouuGDBux0mXjJ+8hLZvhbob6C6adB2TY+3J6MeBMZV/qsqGKsfsL0t0VrVF43QLwLAKnL6IgjHtBF8hySh+W2X+l2m4LK0iEPhBbOZZQJNUPELWnDi/2Qyqb355pva/v37xbZ3717tuGPxZydiQWXrQsqLjJHOKS1OizmLhaWZZQEt0KwWMqZFmc3FjmmhYZfFmS3yViiv12LE3uXKxYz9LmJMCyV7ynrUy4aXjGdeWojZsrg0ydGCzLQItFVeT/eDTRbLN8rx6guU6YzZ66EYScS1eL4+YZYdBS27nqefBjh/Xh1JGhoa4MiRI3D48GHYsWOHWD1F55OdO+Hdnh515MVd6Nbde+TqK5uExr67+EVI7k0Z9oeCqsp0chvScmF0fBsSukuUQvFY0ruFvIz+bbpNZVmELA/P4/Xkl6aet5AcMnEH0rufgJA6zEG1wdywvB/KeHnCjWm08Q50Kxl2rSwCqgNGHLr0tSTUBvRF6ii+nEsYG4u8SQqG4IyndeFZLoX7Id9Hr3TF+Q5k6oZrvRx4yVjThXWl3IYTZDkFzDBVJOcWnscr3Y26EMQ6lCV4eQhGG0JyWcC8fRGyhBpSYD3RNuUQWoyNgspu+uZNgNOnAQYHVYpkxYoVUFdXBwcPHpQJJLd3L8x/+incn56WaU70COJls9CuksjVJyKAR+/jzUyBVAGaa2RQVS1VriKDU1BVcnvOQz/ua9paiMMctPSBkQ4kTxERULFUXVuN+5R/BTS3klK8izc/uVBXwpBao1LElNsq3ap0zf5hUqoucqQU38ZHqoArhNa8pLLwCxv3KyD65fVwRg8Ka7RRg5CoVzm0B6ViZkoYfKHXtkb9r8PqlBdjcfXQHK0q+uMmNdgO4a0BCPWSSy+ON7ruJlwAftrhJWNNF0FVvd2pAlRutRf1qOEI5k+q3cIE4Vgqhs8GKrXBEPTvk7Up1Bci9t/AkKFQs8P4vKq8DKPjf8zutdcgonadPLVqFey8dAmAIpnnwxizyx2vCydQoeFDRMFXSU58CVeXOb42y6FNhMhZA6EGVB56MFRM15VRNo1pulIlhXVRgzQ2M3AV05rm4QBeX5StxtPIkqsyxuJc5C5/BvBSgYWnsSySJYuyZ5MzIKxJOLFahieqW4nt1wPRMqVJFhLpkOffMhcX+bpjeK/TmB1AO0XRLpLa3VEIkmKhwKSRhQZE9dMOL5li+4CwKCyaIBJERaVbaD7IpgMwggotjBae1YLL2xeohNu26go2ix+sgUUZBox5vBQ1QSVCymxgQB2ZvPjee/CV9evVkR/WwbGHnLhBSjG8yb364cRapVRpo/h3ZBnifi9Ai+5CnJBuRrIgxeQZgVMOrbreOWFpkvIkpZiMzijXqgMsr2WgHM74ileHSjWCW74vZOYLJdXVAvCc+coMbArDaNqwHSB9NWz7+znlrQRfwpe32jdnaMpZgl7l2tPJvSn3nPkLka9eOl4yefMKCy6NH5IKsuDQ+hJKTSl5jSaoRGL4gepT1aElXHUNFZWwIEeMCO5efWGF+niUPigun4N0IH97meVJUcru+q1b8O716+rI5K3RUZh9oFtZ/kl1ybGy9DW/sxx1a4iU0DzUBnIVCylBconq39GpLnIX3oVuGuOrXg/94yvxobgL2WG0+lAp2r9anXIPpPJTipOUIinS3ACsmK9GgzYVeijbd8fVRWlYouRChTIeUyhRSKEM7VbuuokEJFCpVO5rM16+Ygxpa5vhznOTt5Id7kfLRL6Ag6+TEpAb3Xte5QrXnJ6O/w51xIT3wpk/H4XqRXjJFM4btIyVoQXYOwrxl6xKhqb+V0G69VhxVpbL+J5XX9ggi+9qDzQOBuBAgX5hlin40OTl+Nq1mvbss9roM89o39yxQ6XaOfXGG1pnRYU2vW2b9vGWLdr3HTMzxUxM+GnuFrmtZVJTxnGs09wPJ25rMbUvZ3FO4/GkFo7o52lW5IwWV8eiLHE1+/Wk3LQWx7LDIm1SznazXFffYikXOQtUrjEbc/w2ypGMpQ7GNqWNiPPymGaEibwRvV54XpbClBRy1h89FubmmHFoS/OWp9mRepo529KDnHIlNFNTprvM/LRgvZacfVigHQIvmTx5aaalrS6mrNlGmqVJafnr7EVuWyS5faFfBzd9Bif2o6yHvQ08I5MhCq6N+Z1162BPVRXMvvIKnB4e9gzemh0bg/oPP4QXsLjRpib42iMP94PWU9kchIRbcvFB43ktsMbFKmQYhmEeNwXdmJmZGchGo1D/8ssqxZ2qLVsg+v770I1Kz8nzz98RY14Ps1lxO1/KmxM9/dVXeXUVhmGYz4Oioh40ocXmZdnRgPnjC95Kv4mbkatERFZCRo2NLRrod3bqpwz0E4XiZrcxDMMwD0tRym7Xrl1w6NAhqK6mUWuTU6dOiR+Wc6RyhmEYphQpStnduHEDzp49KzYrk5OTcPToUVZ2DMMwTElSlLJjGIZhmMVIUb+zYxiGYZjFSFGWXTAYFGF9MpkMbN++HU6cOCFC/DAMwzBMKVOUZVdTUwPJZFL839XVBRcuXICpqSl1lmEYhmFKkwW7MTds2AB79uyBkydPqhSGYRiGKU0WpOzI8zk7OwsbN26Ejo4OiEQiMDc3p87mYsaXc2x6TLuSh1Zv0etdRGge+n3domkjI6E1HdViy02WSNmECNlD57ot94C3PK0vmSvvgmu5Onr5Ko6cK1lINDkXhs7TDgMvGT95CXldkrPHmLPk94hy7kW2r1Hmc7Q3ty8L9YtZh2LDKzFLkwUpu7GxMdi8ebMYv6MxuytXrkB3d7c6m0vlvgoZWcAI8UNbbpifkuXyPATG9XoXsVyZCiPELB5SXUMQwo85jVbsh2aoMl7W+PLEP/wInRsPQI9K95RHBTa0Wy7YPNLZbg8uasO9XMEEBUuth9FEBstRizK7kOqqkgsuWPBuh4mXjJ+8RLavBfobqG4atF3TY8yRAuzB50Xlv6qCsfpBRD1oE+VpqVpoblWK1rUvg3BMG8F3SBKa33ap32UKLkuLOBReMJtZJuAN5Bu04MT/yWRSe/PNN7X9+/eLbe/evdpxx+LPTsTizGJB58WGudAzLyi7zKAFmiNxTSwtnAhbFjumhYZdFjq2yFuhvF73jne5cjFjv/ccLaDsKetRLxteMp55aSFmy+LSJEcLMtNi0VZ5Pd0H9ja497G9L7EOnTF7PRQjibgWz9cnzLKjoGXX8/TTAOfPqyNJQ0MDHDlyBA4fPgw7duwQq6fofLJzJ7zb06OOvLgL3bp7j1x9ZZPQ2HcXvwjJTSjD/lBQVZlOseNouTDpQkzoLlEKxWNJ7xby0sVouk1lWYQsD8/j9eSXpp63kBxAqBctOgr5E1Sx8JyoNpgblvdDGS9PuDGNNt4B3R3KrpVFQHXAiEOXvpaE2oC+SB3FVHMJpmqRN0nBEJzxtC48y6VwP+T76JWuOLubsEhc6+XAS8aaLixN5TacIMspYIapIjmX8Dye6QVx62O3vgxZQg0psJ5om3IILcZGQWU3ffMmwOnTAIODKkWyYsUKqKurg4MHD8oEktu7F+Y//RTuT0/LNCd6BPGyWWhXSeTqIxcnxaADVCqZBIhgqRRUVUuVQ3LgM3xQKKgquT3noR/3NW0txGEOWvrASAeSJxcjKpaqa6txn/KvgOZWUop38eYnF+pKGFJrVIqYclulW5Wu2T9MStVFDq9XSe4jPcZdL5WXC615SWXh1ynuV0D0y+vhDLluCaONGoREvcqhPVjE2B/zxYAv9NrWqP91WJ3yYiyuHpqjVUV/3KQG2yG8NYAfWhp+aMXxRtfdhAvATzu8ZKzpIqiqtztVgMqt9qIeNRzB/Em1WwgK0treq48RUiBbsSPJ05ci3t3AkPFcZodRBfoNGMssG/yP2b32GkTUrpOnVq2CnZcuAVAk83wYY3a543XhBCo0fIgo+CrJia+36jLH12Y5tIkQOWsg1IDKQw+Giul6MMdsGtN0pUoK66IGaWxm4CqmNc3DAby+KFuNp5ElRxHIJS5yVqpXQSNQeQ6wLJIli7JnkzMgrEk4sVqO99WtxPbrgWiZ0iQLiXTI82+Zi4u8ithNH0DtFEW7SGp3RyEoPrRC0BhxsSR94acdXjLF9gERhGOpGH7MqQklQVTaDSFfHwyV+87IMUIxsYTGIS1BWvP1JSrhtq26gs3iB2tgUYYBYx4vRU1QiZAyGxhQRyYvvvcefGX9enXkh3Vw7CEnbpBSDG9yrz5FE5dKlTaaUEKWIe73ArToLsQJ6WYkC1JMnhG4yDnZ6hFhHMtrGSiHM77i1aFSjeCW7wuZ+UJJdbUAPGe+MsnqGE0btgNaHWHb388pbyX4Utz4aDNnFcpZgl7l2tPJpSf3nPkLka9eOl4yefMKCy5tfviRBYeWqFBqSjFpNEElEsMPVL9WViU+f3IiioYKM5w4kKO0rH1phdJHSQlePgfpQP72MsuTopTd9Vu34N3r19WRyVujozD7QLey/JPqkmNl6Wt+F3HRraF7kOidh9pArmIhJUguUf3bL9VF7sK70E1jfLorcvAuZIfR6kOlaP9qzZWzcfk+9G9a5fKVivlqNGhToYeyfXdcXZSGJUouVPBQmswXDimUod3KXTeRgAQqlcp9bVAbPSf/rjSetrXNcOe5yVvJDvejlSZfwMHX1cscN7r3vMoVrjk9Hf8d6pBWjjN/PgrVi/CSKZw3aBkrQwuwdxTiL1mVDE39r4J067GirSzx84PeAH445j5p1r60Qdbv1R5oHAzAgQL9wixT8KHJy/G1azXt2We10Wee0b65Y4dKtXPqjTe0zooKbXrbNu3jLVu07ztmZoqZmCBnNNq2yG0tk5oyjmOd5n44cVuLqX05i3Majye1sJoZGU7MYJo5U1KUJa5mv56Um9biWHZYpE3KGV6W6+pbLFVAzjqbdPw2ypGMpQ7GNqWNiPPymGaEUZ3CEb1eeF4Vw5QScgYkPRbm5phxaEvzlqeZhXqaOdvSg5xyJTTzUKa7zPy0YL2WnH1YoB0CL5k8eWmmpa0upqzZRpqlSWn56+yG0V7H7E33vtSvY5HHfpTn7W3gGZkMUXBtzO+sWwd7qqpg9pVX4PTwsGfw1uzYGNR/+CG8gMWNNjXB1x55uB/6YfcchIr5nVsJQeN5LbAG+n25ORmGYZhHSUE3ZmZmBrLRKNS//LJKcadqyxaIvv8+dKPSc/L883dAzsJc+GbF7Xwpb0709Fdf5dVVGIZhPg+KinrQhBabl2VHA+aPL3gr/SZuRq4SEVkJGTU2tmig39mpnzLQTxSKm93GMAzDPCxFKbtdu3bBoUOHoLqaRq1NTp06JX5YzpHKGYZhmFKkKGV348YNOHv2rNisTE5OwtGjR1nZMQzDMCVJUcqOYRiGYRYjRf3OjmEYhmEWI0VZdsFgUIT1yWQysH37djhx4oQI8cMwDMMwpUxRll1NTQ0kk0nxf1dXF1y4cAGmpqbUWYZhGIYpTRbsxtywYQPs2bMHTp48qVIYhmEYpjRZkLIjz+fs7Cxs3LgROjo6IBKJwNzcnDqbixlfzrHpMe0WBWb8Oz8L8Aro93WLqo2MXNNRLbbcpIebUYgwM3SuW61ZSXjL0/qSufIuuJaro5ev4si5ksV707kwdJ52GHjJ+MmroLrnyMj6UP5i4/CJdTHFtR3tzemjQv1itsH388osaRak7MbGxmDz5s1i/I7G7K5cuQLd3d3qbC6V+ypkZAEjxA9tuWF+ShdaqmzGiH/n+0fhKowQs3hIdQ1BCD/mNFqxn8LNdOnqB1+eQYAROjcegB6V7imPL+eh3XLB5pHOdntwURvu5QomKFhqPYwmMliOWpTZhVQXhcNRBwrvdph4yfjJK6D6BY3IlAbZvhbob6A6a9B2rYg4fNhnVdfaRD4tVQvNrboSdeujIBzTRvAdkoTmt13qd5mCy9IiDoUXzGaWCXhj+QYtOPF/MpnU3nzzTW3//v1i27t3r3bcsfizE7E4s3Uh5UXESKe+oDSzrKAFmiNxTSwtnAhbFiGmhYZdFjq2yFuhvF6LEXuXKxcz9ruIMS2W7CnrUS8bXjKF8tLi0LbztECzZdFpyu9Y2NkLexvMvvDuI7xWZ8x+PcVIIq7F8/UJs+woaNn1PP00wPnz6kjS0NAAR44cgcOHD8OOHTvE6ik6n+zcCe/29KgjL9BS0t175Oorm4TGvrvKTSjD/lBQVZlOEcR1F+JtSOguUQrFY0nvFvIy+rfpNpVlEbI8PI/Xk24N0y2ZV27iDvR0lEPttRkp6+aWVG0wNyzvhzJenpA32ngHLUQpw66VRUB1wIidlr6WhNqAvkgdxZdzCaZqkTdJwRCc8bQuPMulcD/k++hdmDvQhmu9HHjJWNOFpZnPnYpMkEUVMMNXUf6r6fyuUFfMvsjf9yFLqCEF1hNtUw6hxdgoqOymb94EOH0aYHBQpUhWrFgBdXV1cPDgQZlAcnv3wvynn8L96WmZ5kSPIF42C4bzo+4J4eKkGHTQS4FUAZprZFBVLVUOyYHP8EGhoKrk9pyHftzXtLUQhzlo6QMjHUieIiKgYqm6thr3Kf8KaG4lpXgXb35yQa6EIbVGpYgpp9ySdM3+YVKquXIU9y7ZiY+UKB+vhW1wU1S05iWVhV+nuF8B0S+vhzN6UFijjRqERL3KoT0oFTNTwuCLu7Y16n8dVqe8GGeqh+ZoVdEfN6nBdghvDUCol1x3cbzRi3AHOvHTDi8Za3p1FPrzuFMfFgpY296ruy4pkK3YKYiI/TcwZCjU7DA+r74DxjLLBf9jdq+9BhG16+SpVatg56VLABTJPB/GmF3ueF04gQoNHyIKvkpy4ku4uszxtVkObSJEzhoINaDy0IOhYroevj+bxjRdqZLCuqhBGpsZuIppTfNwAK8vylbjaWTJVaESkrjIIeFNqyEo9tdBCJXZaJoUowUsi2TJouzZ5AwIaxJOYDm0U7cS268HomVKkywk0iHPv2UuLvIqYjd9ALVTFO0iqd0dhSApFgpMGnGxJH3hpx1eMsX2wcNRue+MHCMUE0toHFIGrC0IKuG2rc1wTnxQZPGDNbAow4Axj5eiJqhESJkNDKgjkxffew++sn69OvLDOjj2kBM3SCmGN7lXP5xYq5QqbRT/jixD3O8FaNFdiBPSzUgWpJg8I8iVE5HPDaVKX5+6rAMsr2WgHM74ileHSjWC22P6QmYenlRXC8Bz5iuTrI7RtGE7oNURtv39nPJWgi/FjY82c4amnCXoVa49nVx3cs+ZvxD56qXjJeMnbw7VAai9mMYPTAVahkm0UP3ZWZX4/NHEGJqgEsPn+IBQWoX6nqA+HqUPisvnIB0oss7MsqAoZXf91i149/p1dWTy1ugozD4wFYJfUl1yrCx9ze8iLro1dA8SvfNQG8hVLEI5Re8bLsJUF7kL70I3jfFVr4f+8ZX4UNwV7klApWj/as2VE1ZYx33lQroHQ6jrG59zXhfz1WjQpkIPZfvuuLooDaVJLlQo4zGFEoUUytBu5a6bSECCPnr2tUFt9Jz8u9J42tY2w53nJm8lO9yPVpp8AQdfVy9z3Oje8ypXuOb0dPx3qENaOc78+ShUL8JLxk9ed4KWMTS0DHtHIf5SccpH/PygN4AfjlJF5ut7A7J+r/ZA42AADvixBpnlBz40eTm+dq2mPfusNvrMM9o3d+xQqXZOvfGG1llRoU1v26Z9vGWL9n3HzEwxExN+mrtFbmuZ1JRxHOs098OJ21pM7ctZnNN4PKmFI/p5mh05o8XVsShLXM1+PSk3rcWx7LBIm5QzuSzX1bdYykWOsNZRn901fhvlSMZSB2Ob0kbEeTMP1Skc0euF51UxTCkhZ0DSY2FujpmFtjRveZpZqKeZMwk9yClXQrMQZbrLzE8L1mvJ+7NAOwReMnny0sxLa13EsZKxzcg0yyjYdgtGe91mb+b0Ec36VNfW5VFGXs/eBp6RyRAF18b8zrp1sKeqCmZfeQVODw97Bm/Njo1B/YcfwgtY3GhTE3ztkYf7od+6zUFIuCUXHzSe1wJroN+Xm5NhGIZ5lBR0Y2ZmZiAbjUL9yy+rFHeqtmyB6PvvQzcqPSfPP38H5CzMhW9W3M6X8uZET3/1VV5dhWEY5vOgqKgHTWixeVl2NGD++IK30m/iZuQqEZGVkFFjY4sG+p2d+ikD/UTh85rdxjAMw0iKUna7du2CQ4cOQXW1fXT41KlT4oflHKmcYRiGKUWKUnY3btyAs2fPis3K5OQkHD16lJUdwzAMU5IUpewYhmEYZjFS1O/sGIZhGGYxUpRlFwwGRVifTCYD27dvhxMnTogQPwzDMAxTyhRl2dXU1EAymRT/d3V1wYULF2BqakqdZRiGYZjSZMFuzA0bNsCePXvg5MmTKoVhGIZhSpMFKTvyfM7OzsLGjRuho6MDIpEIzM3NqbO5mPHlHJtbbLiSg1ZusdbbjH1XEPp93aJoI2NFrM3outhyFhJNMt0aX85TfoLiv+XK5+Jero5RvlfEcILCCTXp4XEk3u0w8ZLxk1cg2tit1vC04FIfP5jXdcTNs/SlLDeFz6WLnIF+vkD9meUDjdn5RY9U/g//4T/UampqtCeffFJbvXq12C8+Uvm0FlsMkctT07Y1BUc6eV3LJc14XIvp6zmK9RjNtSCtEbNHOlW6p3xGi3eq9SLFGpLOtSlNXMtVyHUvvfMK9DUqretT5mmHgZeMn7wCfX1KR/3c6uMHupZlnUtr/kwi7tIH6vqua2liHSK8LiZjsiBll0wmtTfffFPbv3+/2Pbu3bsAZbcYmcEXmLngNLPUkQsKyxcmvVgtL3Xri9nAKm8F83q++POU63jh54UUjKesV72seMkUyuuov07e+rhDit28Dl1XV7JKqeUoXUzvjLlefwSVY9xWHrPcKejG7Hn6aYDz59WRpKGhAY4cOQKHDx+GHTt2iNVTdD7ZuRPe7elRR17chW7dvUeuvrJJaOy7C4km001IQVVlOgVKpeXC6Pg2JHSXKIXisaR3C3kZ/dt0m5ouR1kensfrSbeGnreQnIWJzyC9aVXuUmWqDeaG5f1QxssTbkyjjXcMlyi7VhYDZhw5iss2GgmYYZmqAxC+mna46SzyFrJ9aQi94xEp3LNcCo/TDrGtaRXM1MVV6Bv3etnxkrGnU+ifvO7URwZdVwWsnQjAAfowT9VCc43TbRmyhBRSTCRgCNM5hBZjpaCym755E+D0aYDBQZUiWbFiBdTV1cHBgwdlAsnt3Qvzn34K96enZZoTPYJ42Sy0qySK8k3BUykGHfRSIFXAG1oGVdVS5ZAc+AwfewqqStHN56Ef9zVtLcRhDlr6wEgHkqeICKhYqq6txn3KvwKaW0kp3sWbn6Kkr4QhtUaliCm3VUZOp2v2D5NSdZGzkB3WIJATy05Ca15SWRSVOpaqgOiX18MZPSis0UYNQqJe5dAelIqZKWWykMY7zX98NKe8HIurijZDfbHjVxND0H8R7ZndIbyvKNp5O9QvWMn4aYeXjD1dxNN7/fHEHaEgre29ej/hda+KHfwAqJQfChT5nRTe2/Z+ELH/BoZUPsw5jCpQxcJjGB3/E1Reew0iatfJU6tWwc5LlwAoknk+OqVy0TRSUHbCCVRo1XjjBrBKKCcWS64uMyI8S8qhTYTIWQOhBlQeRgTxciN8fzaNabpSJYV1UcOHdQUErmJa0zx+IaqFmFEBaa+vE5ZcFSohiYucwT0YulYGIWfQSALLIlmyKHs2OQPCmoQTq2V4IgoIawSiZUqWy0MAL3lYZG7kyKvI2+NxCF/sh6Fi/95o8R2oU0Ffd+MTk2NJ+sRPO7xkiu2Dh6By3xlUq83Kkq2CZlT2+nNtUBeCmLMfqqPQtrUZzglvSRY/WAOLMgwY83gpajZmhJTZwIA6MnnxvffgK+vXqyM/rINjqGgeBlKK4U3u1Q8n1iqlShvFvyPLEPd7AVp0F+KEdDOSBUlWl8RFzgCVEypVz4cey2sZKIczvuLVoVKN4OamOJnSgGb/DQbMiNjVAai9mMZ7QDGRhuTWgHk/OOWt0MsYLX6Bc1ahV7nOdHJv0v85sxILkK9eOl4yfvI+UtTHgXBZxvA5PuCutKz9rgi+FIfRQbT4Lp+DdIBVHZNLUcru+q1b8O716+rI5K3RUZh9oFtZ/kl1ybGy9DXdsiqEbg3dg0TvPNQGchULKUFyieqOjlQXuQvvQjeN8VWvh/7xlfhQ3IXsMFp9qBTtVliunMHlOYDdXgoa89Vo0KZCD2X77ri6KA1LlFyoUMZjCqUKveRbAc4od12qj5RK0DI2RONpoxB/Sb1UXeWtpGDoaqP0CqDi65cTw0AT43he5QYh1NlujEVlh/sBGkKoBJ3581CwXoiXjJ+8jwnx84PeAH445rYu29eDz6Gsk43qEDRe7RHK2b/bmVlW4EOTl+Nr12ras89qo888o31zxw6VaufUG29onRUV2vS2bdrHW7Zo33fMzBQzMeGnuVvktpZJTRnHsU5zP5y4rcXUvpzFOY3Hk1o4op+fwbQZLa6ORVniavbrSblpLY5lh0XapJzRZbmuvsVSLnKKnJ8cjN9GOZKx1MHYUFacl8c0I4zqFI7o9eKfL5QsNANSzPwzN/1nAfrMRFual7w+/V5sLrMVbbiUK9BnIeLmNr1ex3otfQZk3nYovGTy5BU/hTDqYqmftY1u9fEB/QRD5HG01UjHzWyDS99gveV5sz9p4xmZDFFwbczvrFsHe6qqYPaVV+D08LBn8Nbs2BjUf/ghvIDFjTY1wdceebgf+nH3HISEW3LxQeN5LbAG+n25ORmGYZhHSUE3ZmZmBrLRKNS//LJKcadqyxaIvv8+dKPSc/L883fkhJGH2Ky4nS/lzYme/uqrvLoKwzDM50FRUQ+a0GLzsuxowPzxBW+l38TNQPNF3I2shIwaG1s00O/s1E8Z6CcKXrM1GYZhmMdDUcpu165dcOjQIaiutk/POnXqlPhhOUcqZxiGYUqRopTdjRs34OzZs2KzMjk5CUePHmVlxzAMw5QkRSk7hmEYhlmMFPU7O4ZhGIZZjBRl2QWDQaiqqoJMJgPbt2+HEydOwM/93M+pswzDMAxTmhRl2dXU1EAymRT/d3V1wYULF2BqakqdZRiGYZjSZMFuzA0bNsCePXvg5MmTKoVhGIZhSpMFKTvyfM7OzsLGjRuho6MDIpEIzM3NqbO5mPHlHJse067UscSrKyoOHeVbLG1kFCno9lpo+XK3TLfFlvOWF7HfcuRdcC1XRy/fGcfNigwlZL8387TDwEvGT14F1T1HRtaH8jda48z5QKyLKa7taC+t1WmrU6F+MdvAsSMZYkHKbmxsDDZv3izG72jM7sqVK9Dd3a3O5lK5r0JGFjBC/NCWG+anNLkL3cEHEB+XdYZi4tCpMELM4iHVNQQh/JjTtIwMN2PEkMOXZxBghM6NB6BHpXvKoxIY2i0XbKZYdLbgojbcyxWIF3w9jCYyWE6/Z/SBVBeFw1EHCu92mHjJ+MkroPoFjciUBtm+FuhvoDpr0HatJY+SdoB9VnWtTeQTcetaTSVKMeraRJ1wUwtoH9NG8B2SzIlvJ7hMQXFpEQeNF3FgJHjz+AYtOPF/MpnU3nzzTW3//v1i27t3r3bcsfizE7E4s1jQeZFBCzobi0zTos+8iPOygRZEVgsZ02LE5iLEtNBw2LZQuMAib4Xyei1G7F2uXMzY7yLGtECzp6xHvWx4yRTKS4s+287TAs2WRaEpf75FrC3Y22DtC33RZ2efY3pnzH49xUgirsXz9Qmz7Cho2fU8/TTA+fPqSNLQ0ABHjhyBw4cPw44dO8TqKTqf7NwJ7/b0qCMv0FrS3XvKRdjYdxcSTeQqlGF/KKiqTKcI4rRcGB3fhoTuEqVQPJb0biEvrS7TbSrLImR5eB6vJ90aet4CctWroFFERcd6THwG/VtX5i5EbXFzGuX9UMbLE25Mo413oFvJsGtlEaDHkEPS15JQG9AXqauEwNZkbvBdi7xJCobgjKd14Vnu5XNoU+Ervle64op1B9pwrZcDLxlrurA087lTkQmyqAJm+CrKv6Cgs5a+mAjAAd3aq3FeP2QJkaTAeqJtyiG0GBsFld30zZsAp08DDA6qFMmKFSugrq4ODh48KBNIbu9emP/0U7g/PS3TnOgRxMtmwXB+1D0hXJwUgw56KZAq4A0tg6pqqXJIDnyGDwoFVSW35zz0476mrYW4UEBgpAPJU0QEVCxV11bjPuVfAc2tpBTv4s1PLtSVMKTWqBQx5bZKtypds3+YlKqLHF27dyVeaAbKRHwvd7ckrXlJZeHXKe5XQPTL6+GMHhTWaKMGIVGvcmgvxh3KfDHgi7u2tYgo3U55MRZXD83RqqI/blKD7RDeGoBQL77kx+N4/xXhDnTipx1eMtZ0EUvP2536sAQ2haG9V3ddZiF9VezgdSvl9euOSYXncFtWPtcIMDBkKFRyeYZcYuExyxv/Y3avvQYRtevkqVWrYOelSwAUyTwfxphd7nhdOIFKBR8iCr5KcuJLuLrM8bVZDm0iRM4aCDWg8tCDoWK6Hr4/m8Y0XamSwrqoQRqbGbiKaU3z+IWoFmJW42lkyVWhEpK4yBH4kmkcxzpfnIMqtwknWBbJkkXZs8kZENYknFgtrcK6ldh+PRAtU5pkIZEOef4tc3GRp5czWiT0AdROUbSLpHZ3FIIi4GsIGiMulqQv/LTDS6bYPng4KvedkWOEYmIJjUPGjOfaoC4EMaelSJHgtzbDOfFBkcUP1sCiDAPGPF6KmqASIWU2MKCOTF587z34yvr16sgP6+DYQ07cIKUY3uRe/XBirVKqtFH8O7IMcb8XoEV3IU5INyNZkGLyjMBDDo9D1Vhnsiiv3nf/wka5loFyOOMrXh0q1Qhuj+kLmXl4Ul0tAM+Zr0yyOkbThu2AVkfY9vdzylsJvhQ3PtrMGZpylqBXufZ0cunJPWf+QuSrl46XjJ+8OVQHoPZiGj8wFWgZJtFC9WdnVeLzpyahpGL4HB9wV1ou5VEfj9IHxeVzkA4UWWdmWVCUsrt+6xa8e/26OjJ5a3QUZh/oVpZ/Ul1yrCx9ze8iLro1dA8SvfNQG8hVLKQEySWqf0enushdeBe6aYyvej30j6/Eh+IuZIfR6kOlaP9qzZUTCOswH5ivRoM2FXoo23fH1UVpWKLkQoUyHlMoUUihDO1W7rqJBCRQqVTua4Pa6Dn5d6XxtK1thjvPTd5KdrgfrTT5Ag6+rl7muNG951WucM3p6fjvUIe0cpz581GoXoSXjJ+87gQtY2hoGfaOQvyl4pSP+PlBbwA/HHNVZLavB0D1pQ2yfq/2QONgAA4U6BdmmYIPTV6Or12rac8+q40+84z2zR07VKqdU2+8oXVWVGjT27ZpH2/Zon3fMTNTzMSEn+ZuNMsxNWUcxzrN/XDithZT+3IW5zQeT2rhiH5+BtNodqSSMWZM2q8n5aa1OJYdFmmTckaX5br6Fku5yCG55SE0S1PIWOpgbFPaiDgvj2lGGJURjujl8IzO0kTOgKTHwtwcMwttad7yNLNQTzNnW3qQU66EZmrKdJeZnxas15KzDwu0Q+Alkycvzby01kUcKxnbjEyzjIJtt2C01zF70+wHa3n6DE2LPPajPG9vA8/IZIiCa2N+Z9062FNVBbOvvAKnh4c9g7dmx8ag/sMP4QUsbrSpCb72yMP9oPVUNgch4ZZcfNB4XgusgX5fbk6GYRjmUVLQjZmZmYFsNAr1L7+sUtyp2rIFou+/D92o9Jw8//wdkLMwF75ZcTtfypsTPf3VV3l1FYZhmM+DoqIeNKHF5mXZ0YD54wveSr+Jm5GrRERWQkaNjS0a6Hd26qcM9BOFz2t2G8MwDCMpStnt2rULDh06BNXVNGptcurUKfHDco5UzjAMw5QiRSm7GzduwNmzZ8VmZXJyEo4ePcrKjmEYhilJilJ2DMMwDLMYKep3dgzDMAyzGCnKsgsGgyKsTyaTge3bt8OJEydEiB+GYRiGKWWKsuxqamogmUyK/7u6uuDChQswNTWlzjIMwzBMabJgN+aGDRtgz549cPLkSZXCMAzDMKXJgpQdeT5nZ2dh48aN0NHRAZFIBObm5tTZXMz4co7NLYJAKWKJV1dUqBbKt1jayBiItRldF1vOQqJJplvjy3nKT1D8t1z5XNzL1THK94oYTlA4oSYzsjfh3Q4TLxk/eQWijd25a8G61McP5nWdcetkH5l1SUG3q5yOfr5A/Zllw4KU3djYGGzevFmM39GY3ZUrV6C7u1udzaVyX4WMLGCE+KEtN8xPSSKiHpRBhupMi0MXE4dOhRFiFhH48j4HZ8QHHa283x40X6bZvhbob8iIc23XVHw5T3l8Ob8NcIbSRTw6fVHnXFzLVdCCzFXRWhihcl73WCiPFE7QiBApydMOAy8ZP3kFqFBqmiGpjgzc6uMHVJBV19rUdWuhudVUlqkuCvmjDgRBOKaN4DskmRPfTnCZgsjSIg6FF8xmlgl4Y/kGLTjxfzKZ1N58801t//79Ytu7d6923LH4sxOxmLJY0HlxIRZw1hd/RkY65cLOzHJALigs/9608LBlMWVavNmxYLFd3grmtS2UbCVPubTvmc8BLcrsKetVLyteMoXyOuqvk7c+7tCC1uZ16Lr2BbDt5wm8dmfM9fojibgWz5FnljMFLbuep58GOH9eHUkaGhrgyJEjcPjwYdixY4dYPUXnk5074d2eHnXkxV3o1t17ykXY2HcXEk3kKpRhfyioqkynCOK0XBgd34aE7hKlUDyW9G4hL60u020qyyJkeXgeryfdGnreQnJ2ApvKYDRNdbJgcXMa5f1QxssTbkyjjXegW8mwa2UxYMaRo7hso5GAGZapOgBhZxBRq7yFbF8aQu94RAr3LJfC47RDbGtaBTN1cRX6xr1edrxk7OlkaeZ1pz4y6Lp+AtaGLCGFFGhZDmE6h9BirBRUdtM3bwKcPg0wOKhSJCtWrIC6ujo4ePCgTCC5vXth/tNP4f70tExzokcQL5sFw8lR94RwcVIMOuilQKoAzTUyqKqWKofkwGf42FNQVXJ7zkM/7msURBXmoKUPjHQgeYqIgIql6tpq3Kf8K6C5lZTiXbz5yYW6EobUGpUiptxW6Vala/YPkwLLlXPGx/OKvUdrXlJZFJU6lqqA6JfXwxk9KKzRRg1Col7l0F6MO5T5gshCGu80//HRnPJynKkq2gz1xY5fTQxB/8UY3tchvK8o2nk71C9Yyfhph5eMPV3E0/Nypz4kFLC2vVfvJ7zuVbFTEBH7b2BI5cOcw6gCXWLhMcsb/2N2r70GEbXr5KlVq2DnpUsAFMk8H8aYXe54XTiBCo2CVqJyITnhZ68uMyI8S8qhTYTIWQOhBlQeejBUTNfD92fTmKYrVVJYIvDqCghcxbSmeTiA1xdlq/E0suSqUAlJ3OVGOuehXllk9R1l0PicI0wPypAsWZQ9m5wBYU3CidUyPFHdSmy/HoiWKVkuDwG85GGRuZEjryJvj8chfLEfhor9e6PFd6BOKpbgbnxicixJn/hph5dMsX3wEFTuO4NqtVlZsjRGJwPWFqQ6Cm1bm+Gc8JZk8YM1sCjDgDGPl6ImqERImQ0MqCOTF997D76yfr068sM6OPaQEzdIKYY3uVc/nFirlCptFP+OLEPc7wVo0V2INPEE98mCFJNnBC5ySPB1Vdb4Sgh3rpbRm51geS0D5XDGV7w6VKoR3NzKYUoDmmQxGDD/1tUBqL2Yxg8nxUQaklsDphJwyluhlzFa/AKSU7MExWxFr3Kd6eTepP+d+cXJPOSrl46XjJ+8jxT1caAmxoQTB3wrreBLcRgdRMv38jlIB1jVMbkUpeyu37oF716/ro5M3hodhdkHupXln1SXHCvzcg3moltD9yDROw+1gVzF4nQ7prrIXXgXummMr3o99NOMysG7kB1Gqw+Vot0Ky5UzoHG3Gg3aXJU05qNzKvRQtu+Oq4vSsETJhQplPKZQqtBLvhXgjHLXpfpIqQQtY0M0njYK8ZfUS9VV3koKhq42QoiUBiq+fnqZ0ybG8bzKDUKos90Yi8oO9wM0hFAJOvPnoWC9EC8ZP3kfE+LnB70B/HAswp6sDkHj1R6hnP27nZllBT40eTm+dq2mPfusNvrMM9o3d+xQqXZOvfGG1llRoU1v26Z9vGWL9n3HzEwxExN+mrtFbmuZ1JRxHOs098OJ21pM7ctZnNN4PKmFI/p5miE5o8XVsShLXM1+PSk3rcWx7LBIm5QzvCzX1bdYKo+cpXzB+G2UIxlLHYxtShsR5+UxzQgTszojer3wvCqGKTFoBiQ+FtYtnDDuLDEz0ZbmJU+zEY00l9mKNlzKFdBMR1VGzsxPC9Zr6TMg87ZD4SWTJy/NiDTrYqmftY1u9fFBJhGWeVzaKq6rypQzLF36Bust62n2pynPLHcKro35nXXrYE9VFcy+8gqcHh72DN6aHRuD+g8/hBewuNGmJvjaIw/3g9ZT2RyEhFty8UHjeS2wBvp9uTkZhmGYR0lBN2ZmZgay0SjUv/yySnGnassWiL7/PnSj0nPy/PN35ISRh9isuJ0v5c2Jnv7qq7y6CsMwzOdBUVEPmtBi87LsaMD88QVvpd/EzcgVFCIrIaPGxhYNNN6nfspAP1Hwmq3JMAzDPB6KUna7du2CQ4cOQXW1fXrWqVOnxA/LOVI5wzAMU4oUpexu3LgBZ8+eFZuVyclJOHr0KCs7hmEYpiQpStkxDMMwzGKkqN/ZMQzDMMxipCjLLhgMirA+mUwGtm/fDidOnBAhfhiGYRimlCnKsqupqYFkMin+7+rqggsXLsDU1JQ6yzAMwzClyYLdmBs2bIA9e/bAyZMnVQrDMAzDlCYLUnbk+ZydnYWNGzdCR0cHRCIRmJubU2dzMePLOTY9pl3RmHHsfAU9UYs+L+h69Bu5BdfzcWLG45Mx/3xCfSFiATLupKDba6Hly90y3RZbzltexH7LkXfBtVwdvXyvaOGEDCVkj5GYpx0GXjJ+8iqo7jkylvxFhSVya4eDPH1l9ncZPhNZfO905+kzZrmxIGU3NjYGmzdvFuN3NGZ35coV6O7uVmdzqdxXISMLGCF+aMsN82MDlYz3Ta/Ht/NJtSW2XLGoUECPjbzt9CaLCq6/QUZ3aLuGis/vQ02LXC+2H+V/jqS6hiCEH3OalpHhZoyXNb7AgwAjdG48AD0q3VMeX8pDu+WCzRSLzhZc1IZ7uQJajLmsHkYTGSyn3zP6QKqLwuGoA4V3O0y8ZPzkFVD9gkZkSgUprB4IjKv8V+t9399u7bDj3Vek6OqvxiEj6q3BGWiBquioOsswCE1Q8QtacOL/ZDKpvfnmm9r+/fvFtnfvXu24Y/FnJ2JxZrGgsz9GOuUCyt7QwtD+F1Qu9vqfF4Xb6Yaj7bRYdQm2bdFDCyKrhYxpkWJzIWVaaDgsFwq3YpG3Qnm9/sbe5crFjP3eG7RQsqesR71seMkUykuLPlvPO48pf75FrB3ka4dnX9E13BbbTsVz/0bMsqWgZdfz9NMA58+rI0lDQwMcOXIEDh8+DDt27BCrp+h8snMnvNvTo468uAvdFtegdHPegsTlO9CNFgsFVK3vAGgPKhcduRI9XJ9p3UVqcc2ZblMZQigXWlQ6tzyru1V8jVrdn6oOjX13lftQlk11lemmK9F5ff24+7J+XTOvrZ3WellctM7+gYl5GI1YQgRRkNur8w5XkrUsuTX2oRVJ+6KvTFdwQq8vuzft6DHkkPS1JNQGdHu4EgJbk7nBdy3yJikYQjvDa4k4z3Ivn0ObKgbQa7rlFoxrvRx4yVjThaWZz53qAuVfaNBZB159lRpE67IzlLtAfF30c4zFx5Q6BZXd9M2bAKdPAwwOqhTJihUroK6uDg4ePCgTSG7vXpj/9FO4Pz0t05zoEcTLZsF0ftyDoWvlkNHW4IM9B+R4oGCp+IUn1pHs3weQ6H0A8XHl+uyYM5QAwDz0wxpMXwtxmIMWpRirrq3GNJRPrYDmVucLnF7y9yEgysN8V2elYqN8A1QPylcO7b2Yz+r+rHtCuGIpVh70UsBXgOYaGfyV5JMDn8nruFwf9lWI9rQHKWqDzNs/fM/RzjWo/PR6kcwDqFdKydk/vtHdxlg/2u/f9wQco32B7gp26UNGMpGG2tYionQ75cX4Uj00R6uKdlXTCzy8NQChXnLZxQGiLcUpGSt+2uElY00XsfS83akCVG61F/Wo4QjmT6rdzw859ifH74pUzsySxf+Y3WuvQUTtOnlq1SrYeekSAEUyz4cxZmcdb1uDFsocVJXhi/4d+dK3Qy/lCogCWVlWJUmUQ5uQR5lWVDjXHkA2/cBUqrT48kXNjPYseABpTCNFVVYmF5ceTd8T+WKtaiyLxuk8xrXCCbwWPuwUJJbaI77YybKSp/NeP5bKF57oLgx1mNHLK/ethtjFeRiaKNQ/Xqho8GSdonWQ8Rx3NPsw1IDKXA8wu+zBF2Y6VMSi3S7ydcfwXqcxO/zQoSjaRVK7OwpBuh8oMGnExZL0hZ92eMkU2wdEED+oYvhhp5RNEJU2BZ1VZx8bNutRRjyXH5IFlDOzbChqgkqElNnAgDoyefG99+Ar69erIz+oF7GCLBxNWwlDqCDcZhYKVyFFTS4wqSW8STYnnJATN+TmpmDKYcQ4byoQUnqPgsLX9wMqvohUfjn9U12OX88WJT6hQXJrucsLBa3Y1nlUdv4mpJAC1/twuZPqagF4zvzLBTaF8f7QX6dZSF8NGx8mhFPeSvCluPExZJ0xSNaeV7n2dHLZyT1n/kLkq5eOl4yfvK4oJa/RBJVIDD+mHo2q8+qr4G58K1zsxw9DdYphXCjqzXb91i149/p1dWTy1ugozD4o3iJIddHYFbkVaXwKFSAqs1rdHWhAFg8qp7wzCLGM3gfQ+Nwa8cImV6P+HZ3qcv48gZTIPPToShUtHxoHK5yPxgwKLzbjXs49fDBVgifrINQ5D/X6GOLEZ9C/dSUqSrf+WQcHEg9UG2Tb4y/lWm6prhlIt6JVTC9lbGfC9eWIlq54SVA581Ab8Gs5Ll1IoQztVhbBREL0W+W+NqiNnpN/VxpP29pmWAxu8layw/1opUmlEXxdzhakjSwmr3Irn2sE0NPx36GOGIRQ3pk/H4XqRXjJ+MmbH/r5QRXef8cW+LGXi+ffoO4AKtUkNNcU+IkHs7zBhyYvx9eu1bRnn9VGn3lG++aOHSrVzqk33tA6Kyq06W3btI+3bNG+75iZKWZCwk9zt8htLaPNaPHElBZTafpMLD1POHFHi0fc8iE0C1GlWWdwWa8XTsxo2vhtLWyTo9mMqizLrMa8+c5artVp7ocTt82y1IxIZznm8aRoq36O6mK2E6/nWi/3/hHpql9kXjPNfk1zi6XM8s3rTWrhnHKWK3IGJD0W5maZ5Sdm/VnTvOVHOs00cwahBznlSmj2oUx3mflpwXoteX8UaIfASyZPXpppaa2LOFYyxgzMEbynKC1/nd3IbQfinGnp0VeENb/YipgFyix9Cq6N+Z1162BPVRXMvvIKnB4e9gzemh0bg/oPP4QXsLjRpib4Gof7WQTQjE2aNLNQVyvDMMzioKAbMzMzA9loFOpfflmluFO1ZQtE338fulHpOXn++TsgZ2HyVkqbFT2tpobXOmUYZulRVNSDJrTYvCw7GjDn4K2LCRoLlLNRIbISMryqCsMwS5iilN2uXbvg0KFDUF1No8Imp06dEj8sZ2XHMAzDlCJFKbsbN27A2bNnxWZlcnISjh49ysqOYRiGKUmKUnYMwzAMsxjhXxAzDMMwS56iLLtgMCjC+mQyGdi+fTucOHFChPhhGIZhmFKmKMuupqYGksmk+L+rqwsuXLgAU1M8VZ1hGIYpbRbsxtywYQPs2bMHTp48qVIYhmEYpjRZkLIjz+fs7Cxs3LgROjo6IBKJwNzcnDqbizVOnG1zxKbzD/1GjMrIXb/SFWtcumKhOHYLrudjhupWbAw66guOW5cHWtNRLbbclLD3kwjZQ+esazB6y9P6krnyLriWq6OXny9UTVaEtLEvDJ2nHQZeMn7yKqjuXjITCbzX3M+59433dbN9jUpe74dC/WKWVWx4JWZpsiBlNzY2Bps3bxbjdzRmd+XKFeju7lZnc6ncVyFiwZkhfmjLH8GAXuTeN6kei80n1rh0xULhfjzD4zwC8rYzD6S0KIRQsWBf9PMPyD1JdQ1BCD/mNFqxH5qhqkt/FePLMwgwQufGA9Cj0j3lUQkM7ZYLNo90tkOPZ/BV93IFpCzK6mE0kcFy1KLMLqS6quTiABa822HiJeMnr4DqF7QH3bKServZPZadR994Xhev0xKtVX3UCP2tpAiDcEwbwXdAEprfdqnf5TSMRgBiqcILZjPLgwUpOxqv+/a3vw1f//rX4cUXX4Ta2lp1phjsYX6cpAYX8CJfhCy4naS0xlcWjkDNFEXwdX2V/kqItuLnlIqTlu3rQaVzQJ6j+HJXe4RF4SVPYW70lyyFpjEjbNvxKldYa63NUIsv6/4CIXIoEgLFbrPiWS8LXjJ+8goomOu4Gb7IBim0TR7nPPrG87oUAFaPRE7BYel/nc4YxDqG8JPBTioN0KjCIjEMUVDZ9Tz9NMD58+pI0tDQAEeOHIHDhw/Djh07xOopOp/s3Anv9vSoIy/uQrfFNSjdnLcgcVmG26H4dfUdFNlbxW8jd52H6zOtu0gtrjnTbUohhFSiDVoAObc8q7tVWFtW96eqQ2PfXeVClWWLWHsi3YyF57y+ftx9Wb+umdfWTmu9LC5aZ//4w1qW3Br70IqkfRUBXXcFJ/T6snvTDr5Y9Zd1+lrSorAovpxLMFWLvEkKhuCMp3XhWS6FsCHfRa90xTV6WoY+cK2XAy8Za7qwNP1E/lZBX59Th57k6RvrdetCqNDq5TN5eQhGbcFgQ3AgMWq3nLGeaCNCQB0yDFFQ2U3fvAlw+jTA4KBKkaxYsQLq6urg4MGDMoHk9u6F+U8/hfvT0zLNiR7B2xZx/B4MXSuHjLYGH+w5GMUUClZKX6qxFAVWBRmvbVy5PjvmLF9x89APazB9LcRhDlqUYqy6thrTUD61AppbnS9wesnfh4AoD/NdnVUPEeYboHpQvnJo78V8Vvdn3RPCFUux6qD3SdwHEe18aLeUT+px+FyuD/sqRHvagxRhQObtH77naOcaVH56vUjmAdQrpeTsH9/obmOsH+3373sCjtG+QHcFu/QhI0GLorY1anmxFsApL8bi6qE5WlW0qzo12A7hrQEI9ZLrLg4QbfGhZDzw0w4vGWs6WXJ53Kk62b5zhYO+FuobW30s0c8HQzmWroj9NzBkPOfZYVSBjyhgLLN08O/GfO01iKhdJ0+tWgU7L10CoEjm+TDG7KzjbWvwC2wOqsrwRf+OGTXchF7KFRAFsrKsSpIohzYhjzKtqHCuPYBs+oGpVGlMyxrRW/AA0phGiqqsTC6ETBHKKV+sVY1l0Tidx7hWOIHXwoedgrRSe8RXaXWZ8RWa7/qxVL5QOhSkVkYmJyr3rYbYxXkYmijUP14oNzFZp2gdZDxdxmYfhhpQmWMfMoSyTjwsslxc5FXEbvGhM+gyrlSA2t1RCNL9QO7NiIsl6Qs/7fCSKbYPCLLWDhRUiPn7Jve62XQARshlihZejpWLSrhtazOcE0ozi9cP5HnOmOVKUWN2EVJmAwPqyOTF996Dr6xfr478YB+vIwtH01bCECoIqztQR7gKWwHOFJjUEt4kmxNOrFVKlTY3BVMOI8Z5U4GQ0nsUFL6+HyiiulR+hfrHG7RiW+dR2fmbkEIKXO/D5U6qq8VmndDY0mjasB0gfTVsfJgQTnkrwZfMsStzFqKcJehVrj2d3Jtyz5m/EPnqpeMl4yevExqDJGtN1LGmGZIXm6Eqz4xOa9/o5FwXrcCqa6jAhGU5YkYrt0DljJLSvHwO0oHi6swsD4p6s12/dQvevX5dHZm8NToKsw+KtwhSXTR2RW5FGp9CBYjKrFZ3BxqQxYPKKe8MQiyj9wE0PrdGvLDJ1ag/DKku588TSInMQ4+uNNDyoXGwwvlofKXwYjPu5dzDl5hK8GQdhDrnoV4fQ5z4DPq3rkRFWah/vEl1zUC6Fa1ieiljOxOuL0e0dIXFQH04D7UBv5bj0oUUytBu5a6bSIh+q9zXZr5kaTxta5thvbjJW8kO96OVJl/ANJmELBrayHLxKle45oyXOlpLHTEIobwzfz4K1YvwkvGT143Kff1G/cj9Go7EIfOOtwvV2jeE53W9JsnoqMk9jYMBOFCUJcosG/CmzMvxtWs17dlntdFnntG+uWOHSrVz6o03tM6KCm162zbt4y1btO8fP67OSDKJSdQSP83dIre1jDajxRNTWkyl6eH49TzhxB0tHnHLh6SmjDQjjD9ivV44MaNp47e1sE1u2rgewJQR3j9vvrOWa3Wa++HEbbOszmnXcszjSdFW/RzVxWwnXs+1Xu79Y62b0R8ki31lv6a5xVJm+eb1JrWw6l+ZtpzJYP8B9oV1ixn3h5aKOdK85Uc6zbRwQv51PMkpV5JJhFV6WIuPq0QXrNeS90eBdgi8ZPLkHY/jPWepizhWMpE45nRA513S3fsmf51z2ziC965K61RS2I+yPHtZxjPDLGsKro35nXXrYE9VFcy+8gqcHh72DN6aHRuD+g8/hBewuNGmJvgah/tZBNCMTZo0s1BXK8MwzOKgoBszMzMD2WgU6l9+WaW4U7VlC0Tffx+6Uek5ef75OyBnYfJWSpsVPa2mhtc6ZRhm6VFU1IMmtNi8LDsakObgrYsJGguUs1EhshIyvKoKwzBLmKKU3a5du+DQoUNQXU2jxyanTp0SPyxnZccwDMOUIkUpuxs3bsDZs2fFZmVychKOHj3Kyo5hGIYpSYpSdgzDMAyzGOFfEDMMwzBLnqIsu2AwKML6ZDIZ2L59O5w4cUKE+GEYhmGYUqYoy66mpgaSyaT4n8L8XLhwAaameKo6wzAMU9os2I25YcMG2LNnD5w8eVKlMAzDMExpsiBlR57P2dlZ2LhxI3R0dEAkEoG5uTl1NhdrnDjb5ohN5x/6jRiVkbt+pSvWuHTFQnHsFlzPx0dO7D2/UF9w3Lo8pKBbLbRc5lzAWISloXPdlvvOW57WecyVd8G1XB29/Hxx5LL4PDgXhs7TDgMvGT95FVR3z3bLzS0Wn1ffePZZTh8V6hezDUU9H8ySZUHKbmxsDDZv3izG72jM7sqVK9Dd3a3O5lK5r0LEgjND/NCWP4IBKRnvm1SPxeYTa1y6YqFwP3kiqj80edvpASqsc9gHoh8p9l5QBoP1BUU45x+Qe5LqGoIQfsxpWgbi0AxVXforF1+eQYAROjcegB6V7imPL+eh3XJB5JHOdntwURvu5QomKFhqPYwmMliOWhzZhVRXlVwcwIJ3O0y8ZPzkFVD9gvagW9QeUO0WWyqWG6Xdq288+8ytj4JwTBvBd0ASmt92qd/lNIxGAGKpwgtmM8sEvLF8gxac+D+ZTGpvvvmmtn//frHt3btXO+5Y/NmJWJhYLZTsh5FOy6LHrtAixuYizoUo9vqfF4XbWQi5+DMvdvsYoAWa1ULGtCizfdFil8WZLfJWKK/X38e7XLmYsd+/Ky2U7CnrUS8bXjKF8nos9qyTScTyLmLt1TfWdO8+GtFinTF8DzgXucYzibgWz9cnzLKjoGXX8/TTAOfPqyNJQ0MDHDlyBA4fPgw7duwQq6fofLJzJ7zb06OOvLgL3RbXoHTJoXVyWYbbofh19R0U2VvFbyNXoofrM6278yyuOdPF52Xx0ALIueXluAat7k9Vh8a+u8qFKssWsfZEuhlnznl9/bj7sn5dM6+tndZ6WVy0zv6xs8aIdWbHWpbcGvvQiqR9FQFddwUn9Pqye9NOdcCItZa+lrRYKBRfziWYqkXehIKZnvG0LjzLpXA/5Lvola44N1egb1zr5cBLxpouLM187lQnWRi6FoCQh0Xq3Tf29Px9H4IDiVG75Yz1RNsUAuqQYYiCym765k2A06cBBgdVimTFihVQV1cHBw8elAkkt3cvzH/6KdyfnpZpTvQI3raI4/fwgSiHjLYGH+w5GMUUClaKX6oQS1FgVRCx6uLjyvXZMWcoAYB56BfuvLUQhzloUYqx6tpqTCMX3wpobnW+wOklfx8CojzMd3VWKjbKN0D1UK7BXsxndX/WPSFcsRSrDnqfxH0Q0c6Hdkv5pB5nzuX6sK9CRmQOUoQBmbd/+J6jnWtQ+en1IpkHUK+UkrN/7NyDNKx0j+Glu42xfrTfv+8JOEb7At0V7NKHjGQiDbWt3rHYcnDKi3GmehHMtFhXdWqwHcJbUVH0kusuDhBtKULJOPDTDi8Za7oInurtTs1hYgjSm0Lu1/XqmwX0mYj9NzBkPOfZYVSB+/K2llmG+B+ze+01iKhdJ0+tWgU7L10CoEjm+TDG7KzjbWiZ4Eu2qgxf9O+YUcNN6KVcAVEgK8uqJIlyaBPyKNOKCufaA8imH5hKNTgPcFFDZWDlAaQxjRRVWZlcCJkilFO+WKsay6JxOo9xrXACr4UPOwVppfaIr8/qMuPrN9/1Y6l8oXQoSK2MTE5U7lsNsYvzMDRRoH8ufwbwkltdVTR4sk7ROsh4jjuafRhqQGWOfcgQWUikQ0WM97jI1x3De53Gn/BDh6JoF0nt7igE6X6gwKQRF0vSF37a4SVTbB/YyQ6nIfCch9Lx6puF9Bkq4batzXBOKEe0JvGJ4ZBVjJOiJqhESJkNDKgjkxffew++sn69OvKDehEryMLRtJUwhArC6g7UEa7CVoAzBSa1hDfJ5oQTa7E8aSFprrHaymHEOG8qEFJ6j4LC1/cDRVSXys+zf0iRDZbn+dJGK7Z1HpWdvwkppMD1PlzupLpaAJ4z/3KBTWG8PwzbAdJXw8aHCeGUtxJ8KW58DFlnKpLl4lWuPZ1cd3LPmb8Q+eql4yXjJ28+0tewHZ73psTaN1as6YX6niD5UVKOl89BOrDwOjNLl6LebNdv3YJ3r19XRyZvjY7C7IPiLYJUF41dkVuRxqdQAaIyq9XdgQZk8aByyjuDEMvofQCNz60RL2xyNerfhKku588TSInMQ4+uNFBh0DhY4Xz08BZebMa9nHv4gKoET9ZBqHMe6vUxxInPoH/rSlSUHv1Dio4+ANRHQ6ovd7wt1TUD6Va0iunFgPIJ15cjWrrCYqA+nIfagNOyXn6QQhnardx1EwnRb5X72qA2ek7+XWk8bWub8ZHhJm8lO9yPVpp8AQdfl7MNaSOLyatc4ZrT0/HfoY4YhFDemT8fhepFeMn4yZsfGncLFfzQs/aNFWt6vr43IOv3ag9+/AXcXfoMgw9NXo6vXatpzz6rjT7zjPbNHTtUqp1Tb7yhdVZUaNPbtmkfb9mifd8xM1PMhISf5m6R21qGZhMmprSYSjNnYMk84cQdMdswNx+SmjLSrLOurNcLJ2Y0bfy2FrbJ0UxOVZZlRmfefGct1+o098OJ22ZZaransxzzeFK0VT9HdTHbiddzrZdL/1jarW8yv5yZab+mucVSZvnm9Sa1sOpfmbackTMg6bEwN8tMP5qZaEvzlh/pNNPMmYQe5JQroVmIMt1l5qcF67Xk/V2gHQIvmTx5aealtS7iWMk4Z2Rim6zPpBWvvsnbZzl9NIL3rpLvVC1DGZnP3gavejDLi4JrY35n3TrYU1UFs6+8AqeHhz2Dt2bHxqD+ww/hBSxutKkJvsbhfhYBNGOTJs0s1NXKMAyzOCjoxszMzEA2GoX6l19WKe5UbdkC0fffh25Uek6ef/6OnLDBW0ltVvS0mhpe65RhmKVHUVEPmtBi87LsaMCcg7cuJmgsUM5GhchKyPCqKgzDLGGKUna7du2CQ4cOQXW1fXT41KlT4oflrOwYhmGYUqQoZXfjxg04e/as2KxMTk7C0aNHWdkxDMMwJUlRyo5hGIZhFiP8C2KGYRhmyVOUZRcMBkVYn0wmA9u3b4cTJ06IED8MwzAMU8oUZdnV1NRAMpkU/3d1dcGFCxdgaoqnqjMMwzClzYLdmBs2bIA9e/bAyZMnVQrDMAzDlCYLUnbk+ZydnYWNGzdCR0cHRCIRmJubU2dzscaJs22O2HT+od+IURm561e6QutILvR6FMduwfV8jOhtws1t8WxPKB/HrctDCrrVQstlTQl7P4nwM3Su23LfecvT+pK58i64lqujl58vjlwWnwfnwtB52mHgJeMnLz3XjVIGt5xFqalNefK69433dc1r6f1QqF/MsvyGCmKWNgtSdmNjY7B582YxfkdjdleuXIHu7m51NpfKfRUiFpwZ4oe2/BEMSMl436R6LDafWOPSFQuF+/EMj/MIyNtOL1DZv01RILAfx1cCWBaeLgj2RT//gNyTVNcQhPBjTtMyEIdmqOrSexZfnkGAETo3HoAele4pjy/7od1yweaRznZ7cFEb7uUKJihYaj2MJjJYjlqU2YVUV5VcHMCCdztMvGT85KW6nYMzon1aKgbtQYvSoXoH7cG4bHj0jed1sbyWaK3qo0bobyVFGIRj2gi+A5LQ/LZL/S6nYTQCEEsVXjCbWSbgDecbtODE/8lkUnvzzTe1/fv3i23v3r3accfiz07EwsRqoWQ/jHSqRY89oUWMzUWcC1Hs9T8vCrezENgP+sLYzKOFFh9WCxzToszm4sS00LDL4swWeSuU1+tv7F2uXMzY771Biyh7ynrUy4aXjJ+8bnWlRaIL5svTN9br0r6+2DMtAG2Ui/udMXwPOBe5xjOJuBbP1yfMsqOgZdfz9NMA58+rI0lDQwMcOXIEDh8+DDt27BCrp+h8snMnvNvTo468uAvdFtegdHPegsRlGW6H4tfVd1Bkb+WiI1eih+szrbtILa45021KIYRUog1aADm3PKu7VVhbVvenqkNj313lQpVli1h7It10JTqvrx93X9ava+a1tdNaL4uL1tk/VrJ98xBytdSsZcmtsQ+tSNpXEdB1V3BCry+7N+1UB4yYaulrSagN6L1M8eVcgqla5E0o1M0ZT+vCs1wKZUO+i17pimv0tAx94FovB14y1nRhabq5Dc14e8WRp2+s160LQayjXj6Tl4dgtMEa/TwEBxKjdssZ64k2IgTUIcMQBZXd9M2bAKdPAwwOqhTJihUroK6uDg4ePCgTSG7vXpj/9FO4Pz0t05zoEbxtEcfvwdC1cshoa/DBnoNRTKFgpfilCrEUBVYFEasuPq5cnx1zhhIAmId+WIPpayEOc9CiFGPVtdWYhvKpFdDc6nyB00v+PgREeZjv6qx6iDDfANWD8pVDey/ms7o/654QrliKVQe9T+I+iGjnQ7ulfFKPM+dyfdhXISMvBynCgMzbP3zP0c41qPz0epHMA6hXSsnZPxKprKqic0rOBd1tjPWj/f59T8Ax2hformCXPmQkE2mobY26fEh44JQXY3H10BytKtpVnRpsh/DWAIR6yXUXB4i2eHy4+cBPO7xkrOnVUeh3dadmIY13T1Fx5Ar1ja0+QbxvyVWKin8whPexvZYi9t/AkPEMZIdRBTpkGMb/mN1rr0FE7Tp5atUq2HnpEgBFMs+HMWZnHW9bg19gc1BVhi/6d8yo4Sb0Uq6AKJCVZVWSRDm0CXmUaUWFc+0BZNMPTKUanAe4qOGDaOUBpDGNFFVZmVwImSKUU75Yq7KQaJzOY1wrnMBr4cNOQVqpPeKrtLrM+ArNd/1YKl8oHQpSKyOTE5X7VkPs4jwMTXj1D/UL9uX4SggLOZVsoKLBk3WK1kHGc9zR7MNQAypz7EOGyEIiHSpivMdFvu4Y3us0LoUfOhRFu0hqd0chSPcDBSaNuFiSvvDTDi8Zn32A1ha8VECZOsnbN7nXzaYDMIJKP4wWXo6Vi0q4bWsznBNKM4tWXYBDVjE5FDVBJULKbGBAHZm8+N578JX169WRH9SLWEEWjqathCFUEG4zC4WrkKJyF5jUEt4kmxNOrFVKlTY3BVMOI8Z5U4GQ0nsUFL6+HyiiulR+efsHrc82fGG4g9Zf6zwqO38TUkiB63243El1tQA8Z/7lApvCeH8YtgOkr4aNDxPCKW8l+BK+pNW+OQtRzhL0KteebroJnfkLka9eOl4yfvIK1+ZgwHPyTCGsfaOTc120AquuoQITluWIGbXcApUzSkrz8jlIBwrUmVmWFPVmu37rFrx7/bo6MnlrdBRmHxRvEaS6aOyK3HE0PoUKEJVZre4ONCCLB5VT3hmEWEbvA2h8bo14YZOrUX8YUl3OnyeQEpmHHl1poOVD42CF89H4SuHFZtzLuYcvMZXgyToIdc5DvT6GOPEZ9G9diYrSR/9cLYeQy8sm1TUD6Va0iukctjPh+nJES1dYDNSH81AbcFrWyw9SKEO7lbsOX+bUb5X72syXLI2nbW0zXvBu8layw/1opckXcPB1OQuRNrJcvMoVrjnjpZ7CZyAGIZR35s9HoXoRXjJ+8lJ6I32Evi7blurz/qmBF9a+ITyvezWdv2yyfq/2CMVblDuVWT7gQ5OX42vXatqzz2qjzzyjfXPHDpVq59Qbb2idFRXa9LZt2sdbtmjfd8zMFDMh4ae5m5hFOKPFE1NaTKXps6f0POHEHS0eccuHpKaMNOusK+v1wokZTRu/rYVtcjSTU5VlmdGZN99Zy7U6zf1w4rZZlprt6SzHPJ4UbdXPUV3MduL1XOvl0j+WelnrL2Sxr+zXNLdYyizfvN6kFlb9K9OWM3JWIT0W5maZ6UezAm1p3vIjnWaaOdvSg5xyJTRTUaa7zPy0YL2WvL8LtEPgJZMnL82w1Oti1NncjHYKOZXuMiPTvW/y1zm3jSN476o0faYm1kmWZy9LyjPLnYJrY35n3TrYU1UFs6+8AqeHhz2Dt2bHxqD+ww/hBSxutKkJvsbhfhYBNGOTJs0s1NXKMAyzOCjoxszMzEA2GoX6l19WKe5UbdkC0fffh25Uek6ef/6OnLDBW0ltVvS0mhpe65RhmKVHUVEPmtBi87LsaMCcg7cuJmgsUM5GhchKyPCqKgzDLGGKUna7du2CQ4cOQXU1jR6bnDp1SvywnJUdwzAMU4oUpexu3LgBZ8+eFZuVyclJOHr0KCs7hmEYpiQpStkxDMMwzGKEf0HMMAzDLHmKsuyCwaAI65PJZGD79u1w4sQJEeKHYRiGYUqZoiy7mpoaSCaT4v+uri64cOECTE3xVHWGYRimtFmwG3PDhg2wZ88eOHnypEphGIZhmNJkQcqOPJ+zs7OwceNG6OjogEgkAnNzc+psLtY4cbbNEZvOP/QbMSojd/1KV6xx6YqF4tgtuJ6fA9S2YuLQFSu/7EhBt1pouazJsdajCEtD57ot9523PK3zmCvvgmu5Onr5bnHkdLL4PDgXhs7TDgMvGT956blulDK42a5Na2aqdK84fF59491nzjYW6hezDX4WzGaWPgtSdmNjY7B582YxfkdjdleuXIHu7m51NpfKfRUiFpwZ4oe2/BEMSMl436R6LDafWOPSFQuF+/EMj/MIyNvOwqTenoOk2vcF9kU//4Dck1TXEITwY07TMhCHZqjq0l+5+PIMAozQufEA9Kh0T3lUYEO75YLNI53t9uCiNtzLFQilUQ+jiQyWoxZHdiHVVSUXB7Dg3Q4TLxk/ealu5+CMaJ8mYs3pSgeV0tsUoYTaQ3H4ciMUePZNnj7LbWMQjmkj+A5IQvPbLvW7nIbRCEAsVXjBbGaZgDeWb9CCE/8nk0ntzTff1Pbv3y+2vXv3ascdiz87EQsTq4WS/TDSqRY99oQWMbYugpyfYq//eVG4nXlITWmxxG0trC+MzTxaaLFjtZAxLcpsX7TYZXFmi7wVyuv1N/YuVy5m7PfeoIWSPWU96mXDS8ZPXs+6jmixAnm9+sYtPbeNWH5nDN8DzkWu8UwirsXz9Qmz7Cho2fU8/TTA+fPqSNLQ0ABHjhyBw4cPw44dO8TqKTqf7NwJ7/b0qCMv7kK3xTUo3Zy3IHFZhtuh+HX1HRTZW8VvI1eih+szrbtILa45021KIYRUog1aADm3PKu7VVhbVvenqkNj313lQpVli1h7It2MM+e8vn7cfVm/rpnX1k5rvSwuWmf/SO5BIr0Sjj2nDnOwliW3xj60ImlfRUDXXcEJvb7s3rRTHTBiraWvJaE2oNvDFF/OJZiqRd4kBUNoAXlZF57lUrgf8l30SleclzvQF671cuAlY00Xlqab29CMt2cl25eG0Dv5grp69U3+PrMTggOJUbvljPVE2xQC6pBhiILKbvrmTYDTpwEGB1WKZMWKFVBXVwcHDx6UCSS3dy/Mf/op3J+elmlO9Ajetojj92DoWjlktDX4YM/BKKZQsFL8ioNYigKrgohVFx9Xrs+OOYtbZB76YQ2mr4U4zEGLUoxV11ZjGsqnVkBzq/MFTi/5+xAQ5WG+q7NSsVG+AaoH5SuH9l7MZ3V/1j0hXLEUqw56n8R9ENHOh3ZL+aQeZ87l+rCvQkZkDlKEAZm3f/ieo51rUPnp9SKZB1CvlJKzf4hsH9bjuQLuVd1tjPWj/f59T8Ax2hformCXPmQkE2mobS0iArdTXozF1UNztKpoV3VqsB3CWwMQ6tXdgS0eH24+8NMOLxlrugie6uZOzUIa7x4zjpwcX6uKNuM97DHm59U3C+gzEftvYMi4TnYYVeA+3381Zpngf8zutdcgonadPLVqFey8dAmAIpnnwxizs463rcEvsDmoKsMX/Ttm1HATeilXQBTIyrIqSaIc2oQ8yrSiwrn2ALLpB6ZSDc4DXNTwQbTyANKYRoqqrEwuhEwRyilfrFWNZdE4nce4VjiB18KHnYK0UnvE12d1mfH1m+/6sVS+UDoUpFZGJicq962G2MV5GJpw6x+UhdWeYzgSFQ2erFO0DjKe445mH4YaUJljHzIEvrDToSLGe1zk647hvU7jT/ihQ1G0i6R2dxSC9DemwKQRF0vSF37a4SXjsw8uDwG8ZFWUlfjMSiUdvtiP97BKtuLVNwvpM1TCbVub4ZxQjll8NgIcsorJoagJKhFSZgMD6sjkxffeg6+sX6+O/KBexAqycDRtJQyhgrC6A3WEq5AiIheY1BLeJJsTTqzF8qSFpLnGaiuHEeO8qWBJ6T0KCl/fDxRRXSo/Z/+QVdccnZEKtWYOkhdRGbq6INGKbZ1HZedvQgopcL0Plzuprha0nM2/XGBTGO8Pw3aA9NWw8WFCOOWtBF/Cl77aN2cbylmCXuXa0003oTN/IfLVS8dLxk9e4docDLh/eJESQqWVD2vfWPFK94LkR0k5Xj4H6UCBOjPLkqLebNdv3YJ3r19XRyZvjY7C7IPiLYJUF41dkVuRxqdQAaIyq9XdgQZk8aByyjuDEMvofQCNz60RL2xyNerfhKku588TSInMQ4+uVNHyoXGwwvlofKXwYjPu5dzDl5hK8GQdhDrnoV4fQ5z4DPq3rkRFmds/5BY1lOn4Sgh7hOhJdc1AuhWtYnoRYTsTri9HtHTFlzf14TzUBpyW9fKDFMrQbuWuw5c59Vvlvjao1WcW0nja1jbjBe8mbyU73I9WmnwBB1+Xsw1pI4vJq1zhmjNmMqbwGYhBCOWd+fNRqF6El4yfvJTeSB+hr8u2pfqcLkus99VGCFEZHlj7xopXuidk/V7tEYrXdKcyjAV8aPJyfO1aTXv2WW30mWe0b+7YoVLtnHrjDa2zokKb3rZN+3jLFu37jpmZYiYk/DR3E7MIZ7R4YkqLqTR99pSeJ5y4o8UjbvmQ1JSRZp11Zb1eODGjaeO3tbBNjmZyqrIsMzrz5jtruVanuR9O3DbLUrM9neWYx5Oirfo5qovZTryea73c+8eA6mjMxkRZ7Cv7Nc0tljLLN683ifmtacsZOauQHgtzs8z0o5mJtjRv+ZFOM82cbelBTrkSmpEo011mflqwXkveHwXaIfCSyZN3PI7Pg6qLUWdzE+0UMo58Drz6Jl+f5bZxBO9dldaproJ1kvnsbch5ZphlScG1Mb+zbh3sqaqC2VdegdPDw57BW7NjY1D/4YfwAhY32tQEX+NwP4sAmrFJk2YW6mplGIZZHBR0Y2ZmZiAbjUL9yy+rFHeqtmyB6PvvQzcqPSfPP39Hji/xVlKbFT2tpobXOmUYZulRVNSDJrTYvCw7GjDn4K2LCRoLlLNRwWPMj2EYZqlQlLLbtWsXHDp0CKqr7SPOp06dEj8sZ2XHMAzDlCJFKbsbN27A2bNnxWZlcnISjh49ysqOYRiGKUmKUnYMwzAMsxjhXxAzDMMwS56iLLtgMCjC+mQyGdi+fTucOHFChPhhGIZhmFKmKMuupqYGksmk+L+rqwsuXLgAU1M8VZ1hGIYpbRbsxtywYQPs2bMHTp48qVIYhmEYpjRZkLIjz+fs7Cxs3LgROjo6IBKJwNzcnDqbizVOnG1zxKbzD/1GjMrIXb/SFWtcumKhOHYLrufjRY+lR5vvEDLUFxy3Lg8p6FYLLZc5w9OI8DN0rtty33nL0/qSufIuuJaro5fvFkdOJytC6tjvgTztMPCS8ZOXnutGKYOb6/1Ha2d65C/UN3TeXqazjYX6xWyD72eDWdIsSNmNjY3B5s2bxfgdjdlduXIFuru71dlcKvdViFhwZogf2vJHMCAl432T6rHYfGKNS1csFO7HMzzOIyBvO/NxF9KbzOgKBcOw6GBf9PMPyD1JdQ1BCD/mNC0DcWiGqi79VYwvzyDACJ0bD0CPSveURwU2tFsu2DzS2W4PLmrDvVwBKYuyehhNZLActSizC6muKrk4gAXvdph4yfjJS3U7B2dE+7RUDNqDuUon9XYzJNW+jUJ9g2X3dKh9RW4bg3BMG8F3QBKa33ap3+U0jEYAYqnCC2Yzy4MFKTsar/v2t78NX//61+HFF1+E2tpadaYY7GF+nKQG59Xe0mah7TTC/JSo1blYCb5+TK0TWgnRVvycupoWlkm2rweVzgF5Tq2wTy93L3mKy6a/ZClcjxmN3I5XucKSaW2GWnxZ9xcIREqREEYcoXQ862XBS8ZPXgrfc0yvV90BiDvj7ZFC2+QRpidv32C73wZozGlPbhsFnTGIdQzlWIepNJbhEj2dWb4UVHY9Tz8NcP68OpI0NDTAkSNH4PDhw7Bjxw6xeorOJzt3wrs9PerIi7vQbXlJSzfnLUhcluF2yD1Xj1927UEV345ciR6uz7TuIrW45ky3KYUQUok2aAHk3PKs7lZhbVndn6oOjX13lQtVlq27Eq1x+JzX14+7L+vXNfPa2mmtl8VF6+wfwXMquvjVWQ+FZy1Lbo19aEXSvoqArruCE3p92b1ppzpgvKzT15KWlzLFl3MJpmqRN0nBEFpAXtaFZ7kU7od8F73SFdfoaRn6wLVeDrxkrOnC0nRzG5rx9iQq6Otz6tATl75RgWAD6rAwITiQGLVbh1hPtE2LKINZDhRUdtM3bwKcPg0wOKhSJCtWrIC6ujo4ePCgTCC5vXth/tNP4f70tExzokfwtkUcvwdD18oho63BB3sORjGFgpXSV1wsRYFVQcSqi48r12fHnOUrbh76Qb30YQ5alGKsurYa01A+tQKaW50vcHrJ34eAKE8qC6HYKN8A1YPylUN7L+azuj/rnhCuWIpVB71P4j6IaOdDu6V8Uo/D53J9ij9H7WkPUoQBmbd/+J6jnWtQ+en1IpkHUK+UkrN/iMpqGV08+g614b67Utfdxlg/2u/f9wQco32B7gp26UNGMpGG2lZrBO4COOXFWFw9WuBVRbuqU4PtEN4agFCvJiJ+Q7TF/W/sBz/t8JKxpqM11+/qTs1CGu8ePY5ctu9c4aCvrn2Tgm6vQLB5ELH/BoaM5zw7jCqwgDXMLD/8uzFfew0iatfJU6tWwc5LlwAoknk+jDE763jbGvwCm4OqMnzRv2NGDTehl3IFRIGsLKuSJMqhTcijTCsqnGsPIJt+YCrV4DzARQ0fRCsPII1ppKjKyuRCyBShnPLFWtVYFo3TeYxrhRN4LXwYKUgrtUd8lVaXGV+/+a4fS+ULpUNBamVkcqJy32qIXZyHoYnC/RNqQAsh50Wo3MRknaJ1kPF0GZt9GGpAZY59yBDKOvGwyHJxka87hve6dL+1UxTtIqndHYUg3Q/k3nS6CX3jpx1eMj77QFlj8nkha+1AYYXl0jfZvjSEVCDYoqCI6Fub4ZxQmlm8fiDPc8YsV4oas4uQMhsYUEcmL773Hnxl/Xp15Af7eB1ZOJq2EoZQQVjdgTrCVUgRkQtMaglvks0JJ8yJG5prrLZyGDHOmwqElN6joPD1/UAR1aXyK9Q/Qtb15YJWbOs8Kjt/E1JIget9uNxJdbXYrBMaWxpNG7YDpK+GbX3ulLcSfMkcuzJnIcpZgl7l2tNNN6EzfyHy1UvHS8ZPXuHatFhjNAZJ1pqoY00zJC82Q1WeGZ1m36TgXLQZ6lXbpHvf/0xKKmeUlOblc5AOFKgzsywp6s12/dYtePf6dXVk8tboKMw+KN4iSHXR2BW5FWl8ChUgKrNa3R1oQBYPKqe8MwixjN4H0PjcGvHCJlej/h2d6nL+PIGUyDz06EoDLR8aByucj8ZXCi82417OPXyJqQRP1kGocx7q9fG3ic+gf+tKVJSF++fcQBmEXJRdqmsG0q1oFdM5bGfC9cWBlq6wGKgP56E24LQclx+kUIZ2K3cdvsyp3yr3tUFt9Jz8u9J42tY24wXvJm8lO9yPVpp8AdNECzGDETeymLzKFa45PR3/HeqIQQjlnfnzUahehJeMn7yU3kgfocoaS/UlAPb1G/Uj92s4EofMO94uVLNvaHal2Tbp3i9iJqWa3EOKV3enMowNvLHycnztWk179llt9JlntG/u2KFS7Zx64w2ts6JCm962Tft4yxbt+8ePqzOSTGIStcRPc7fIbS2jzWjxxJQWU2l6CH09TzhxR4tH3PIhqSkjzRp633q9cGJG08Zva2Gb3LRxPYApTQX1z5/vrOVaneZ+OHHbLKtz2rUc83hStFU/R3Ux24nXc62XW/+411/IYl/Zr2lusZSZz7zepBZW/SvTljMZ7D/AvrBuMbN/UzFHmrc8vqyNtHBC3K3e5JQrySTCKj2sxcdVogvWa8n7o0A7BF4yefKOx/F5UHUx6mxuOe0k+UgcS7Tjp29IxvpM57ZxBO9dldapWoZ1kuXZ22Ath1m+FFwb8zvr1sGeqiqYfeUVOD087Bm8NTs2BvUffggvYHGjTU3wNQ73swigGZs0aWahrlaGYZjFQUE3ZmZmBrLRKNS//LJKcadqyxaIvv8+dKPSc/L883dAzsLkrZQ2K3paTQ2vdcowzNKjqKgHTWixeVl2NKjMwVsXEzQWKGejQmQlZHhVFYZhljBFKbtdu3bBoUOHoLqaRq1NTp06JX5YzsqOYRiGKUWKUnY3btyAs2fPis3K5OQkHD16lJUdwzAMU5IUpewYhmEYZjHCvyBmGIZhljxFWXbBYFCE9clkMrB9+3Y4ceKECPHDMAzDMKVMUZZdTU0NJJNJ8T+F+blw4QJMTfFUdYZhGKa0WbAbc8OGDbBnzx44efKkSmEYhmGY0mRByo48n7Ozs7Bx40bo6OiASCQCc3Nz6mwu1jhxts01Dpsf6DdiVEbu+pWuWOPSFQvFsVtwPR8/Rt/6rSP1Bcety0MKutVixGXOBYxFWBo6122577zlaX3JXHkXXMvV0ct3iyOnk8Xnwblocp52GHjJ+MlL916jlMHN89puUc6RQn1D561lmtfS+6FQv5h18LuYNLO0WZCyGxsbg82bN4vxOxqzu3LlCnR3d6uzuVTuqxCx4MwQP7Tlj2BASsb7JtVjsfnEGpeuWCjcT56I6g9N3nbmh6JBVEVXyAgOfuuIfdHPPyD3JNU1BCH8mNO0DMShGaqMlzW+PIOAfU0LHAegR6V7ylOk7t36osbt9uCiNtzLFdBCy2X1MJrIYDlqUWYXUl1VcnEAC97tMPGS8ZOX6nYOzoj2aakYtAdNpZPq0uuMbYf63Pu7UN9g2T0dap/A45ZoreqjRuhvJQVMC0eP4DsgCc1vu9TvchpGI1DcYtLMkmZByo7G67797W/D17/+dXjxxRehtrZWnSkGe5gfJ6nBebW3tFlwO1FJ1l9dCRle1/KREnz9mOrPSoi24ufU1bSwbCh0zWjigDynVtinl7uXPMVr01+yFK7HjEZux6tcYa21NkMtvqz7CwQipUgII53qQOFZLwteMn7yUgy5Y3q96g5A3Ii3J8MUNT4nz1Hbc8jbN9jutwEare2ZSEOyM6T6KAC2t01nDGIdQznWYSqNZdiipzPLnYLKrufppwHOn1dHkoaGBjhy5AgcPnwYduzYIVZP0flk5054t6dHHXlxF7otbjfpirsFicsy3A5ZLDKelYrfRq5ED9dnWnfjWVxzptuUQgipRBu0AHJueVZ3q/gatbo/VR0a++4qF6osW8TaE+lmnDnn9fXj7sv6dc28tnZa62Vx0Tr7Rw/HE9uqQZVD1sRaltwa+9CKpH0VAV13BSf0+rJ70w6+WPVXdfpa0vJSpvhyLsFULfImFMz0jKd14Vkuhfsh30WvdMU1elqGPnCtlwMvGWu6sDTd3IZmvD3ap2DCzcL6ysLQQK0ITeSOS9+oQLABdSioC6FCUxYinh9tCOFVdEJwIDFqtw6xnmib2stglj0Fld30zZsAp08DDA6qFMmKFSugrq4ODh48KBNIbu9emP/0U7g/PS3TnOgRvG0Rx+/B0LVytFDW4IM9B6OYQsFK6Us1lqLAqiBi1cXHleuzY87yYp+HfliD6WshDnPQohRj1bXVmIbyqRX40Dlf4PSSvw8BUR7muzqrHiLMN0D1oHzl0N6L+azuz7onhCuWYtVB75O4jw90zSQM7ZbyST3OnMv1YV+FaE97kCIMyLz9w/cc7VyDyk+vF8k8gHqllJz9I2LdXSwH2L1SyI5Y4+BZ0d3GWD/a79/3BByjfYHuCnbpQ0aCFkVtq3csthyc8mIsrl4EMy3WVZ0abIfw1gCEesl1FweItnh8uPnATzu8ZKzpaM31u7pT0ZrDu0ePI1e574x0f5a14D2rW4kOXPsmBd2WQLAmQbxvyVWKin8wlGPpith/A0PGc54dRhVYwBpmlh/+3ZivvQYRtevkqVWrYOelSwAUyTwfxpiddbxtDX6BzeGDgS/6d8yo4Sb0Uq6AKJCVZVWSRDm0CXmUaUWFc+0BZNMPTKUanAe4qOGDaOUBpDGNFFVZmVwImSKUU75YqxrLonE6j3GtcAKvhQ8jBWml9oiv0uoy4+s33/VjqXwuRwpSa0Ycr9y3GmIX52FowqN/ImX4cpFu4OBuVGBX5x1KXbmJyTpF6yDj6TI2+zDUgMoc+5AhspBIhzwtslxc5OuO4b0uXYztFEW7SGp3RyFI9wO5Nw03YbH4aYeXjM8+UNaY+bzgHd+QwXYn8TnzmJzj0jfZvjSEVCBYJ9l0AEYoGCxaeDlWLirhtq3NcE4oTbQm8Ynxfs6Y5UpRY3YRUmYDA+rI5MX33oOvrF+vjvxgH68jC0fTVsIQKgirO1BHuAopInKBSS3hTbI54cRapVRpc1Mw5XJSh9p0BUJK71FQ+Pp+oIjqUvnl9E91OdRalbhF2dpBK7Z1HpWdvwkppMD1PlzupLrQKnnO/MvR2NJo2rAdxLiU/mFCOOWtBF/Cl7TaN2chylmCXuXa0003oTN/IfLVS8dLxk9e4dq0WWOoIJt6MF8l3rcaZJwuRgdm36TgXLQZ6lXbpHtftRGtwKprqMCEZTliRna3QOWMktK8fA7SgQJ1ZpYlRb3Zrt+6Be9ev66OTN4aHYXZB8VbBKkuGrsityKNOaECRGVWq7sDDcjiQeWUdwYhjWE9gMbn1ogXNrka9Ych1eUczyIlMo8PoFJsaPnQOFjhfDS+UnixGfdy7uFLTCV4sg5CVnckuSq3rkRF6dY/UlZvQ3YYLciGVTn9k+qagXQrWsX0IsJ2JlxfjmjpCouB+nAeagNOy3r5QQplaLdy1+HLnPqtcl+b+ZKl8bStbcYL3k3eSna4H600+QImBSBmMOJGFpNXucI1Z7zUU/gMxMTYlzN/PgrVi/CS8ZOX0hvpI1RZY6k+/WcK/q1Qs29odqXZNunet7TRbZKMFTW5hxSv7k5lGBt4Y+Xl+Nq1mvbss9roM89o39yxQ6XaOfXGG1pnRYU2vW2b9vGWLdr3jx9XZySZxCRqiZ/mbpHbWkab0eKJKS2m0vQQ+nqecOKOFo+45UNSU0aaNfS+9XrhxIymjd/Wwja5aeN6AFOaCuqfP99Zy7U6zf1w4rZZVue0aznm8aRoq36O6mK2E6/nWi/3/rHJqusKWewr+zXNLZYy85jXm9TCqn9l2nImg/0H2BfWLWbcH1oq5kjzlseXtZEWToi71ZucciWZRFilh7X4uEp0wXoteX8UaIfASyZP3vE4Pg+qLkadzc1op5BT6ZE4lmjHT9+QjPWZzm3jCN67Kq1TtQzrJMuzt8FaDrN8KaN/8Ibw5Dvr1sGeqiqYfeUVOD087Bm8NTs2BvUffggvYHGjTU3wNQ73swigGZs0aYZ/vsAwzNKmoBszMzMD2WgU6l9+WaW4U7VlC0Tffx+6Uek5ef75OyBnYfJWSpsVPa2mhtc6ZRhm6VHQsrPShBabl2VHg8ocvHUxQWOBcjYqRFZChldVYRhmCVOUstu1axccOnQIqqtp1Nrk1KlT4oflrOwYhmGYUqQoZXfjxg04e/as2KxMTk7C0aNHWdkxDMMwJUlRyo5hGIZhFiP8C2KGYRhmyVOUZRcMBkVYn0wmA9u3b4cTJ06IED8MwzAMU8oUZdnV1NRAMpkU/1OYnwsXLsDUFE9VZxiGYUqbBbsxN2zYAHv27IGTJ0+qFIZhGIYpTRak7MjzOTs7Cxs3boSOjg6IRCIwNzenzuZijRNn29zC0viCfiNGZeSuX+mKNS5dsVAcuwXX8/Ghx9HTN7cFtF2hvuC4dXlIQbdajLisSV/rUSHC0tA560r+3vK0vmSuvAuu5ero5bvFkdOhxZedC0PnaYeBl4yfvPRcN0oZ3Dyv7RblHPHqG88+y+mjQv1i1sHPgtnM0mdBym5sbAw2b94sxu9ozO7KlSvQ3d2tzuZSua9CxIIzQ/zQlj+CASkZ75tUj8XmE2tcumKhcD95Iqo/NHnb6QUqX4qjp/dlqtz/As7YF/38A3JPUl1DEMKPOU3LyJhsxssaX55BgBE6Nx6AHpXuKY8v56Hd+qLG7XlW/ncvV0ALLZfVw2gig+WoRZldSHVVycUBLHi3w8RLxk9eqts5OCPap4lYc7rSkVEPAuMq/1UVdNWKV9949plbH9HC0SP4DkhC89su9buchtEI2BeTZpY3eGP5Bi048X8ymdTefPNNbf/+/WLbu3evdtyx+LMTsTCxsWBxYUY6rYseu0GLGJuLOBei2Ot/XhRuZ2Eyiam8CwUzC4QWO1YLGdOizOaixbTQsMvizBZ5K5TX62/sXa5czNjvveFcONmGR71seMn4yWutKy0CbZWn/PpCzS549Y013buPRrRYZwzfA85FrvFMIq7F8/UJs+woaNn1PP00wPnz6kjS0NAAR44cgcOHD8OOHTvE6ik6n+zcCe/29KgjL+5Ct8U1KN2ctyBxWYbbIRedjGel3HPkStRddg6XYlp3kVpcc6bblEIIqUQbtABybnlWd6v4GrW6P1UdGvvuKheqLFt3J1rdiM7r68fdl/Xrmnlt7bTWy+KidfaPHYpkXgahnK9+a1lya+xDK5L2VQR03RWc0OvL7k071QEjDl36WhKtZ90epvhyLmFsLPImKRhCC8jLuvAsl8L9kO+iV7ricgKWFoNrvRx4yVjThaXp5jY04+3lQPk9w/N49Y09PX/fh+CAM2Ye1hNtUwioQ4YhCiq76Zs3AU6fBhgcVCmSFStWQF1dHRw8eFAmkNzevTD/6adwf3papjnRI3jbIo7Ty7ocMtoafLDnYBRTKFgpfqlCLEWBVUHEqouPK9dnx5yhBADmoR/WYPpaiMMctCjFWHVtNaaRe28FNLc6X+D0kr8PAVEe5rs6KxXb/7+9/w2N49r+vcFly3ZsD87Pwc5BGiQmTewX1z8MscIFtYSvT+RjBq5PMG497Wu1IBAMxn/ycIIQYWLLiiO1MDZCYHJ8L4MxfhHUxjZq8cx5mBdR6HmCQC3Pb9IwmKBnwKYHS4fuE0Jk2aMociTVrLX3rq5d1bW7qpWcHP1Zn1Bx1a61d+0qVdWqtffu/aV8I1QP2SzYPYj59ObPptdFUyxp1cHgG7gOQu08Q82JaJ+2dfh8jg/tu8X5dEdJYUDmHR772XOe29H52fUim2VoVk7Je31cTP8C+X3lWnYCu9kY60frw+2vw2VaF9hNwT7XkJFM56GxU1fgDsBrL/qZmqEjUVd1U3V2tBtiByPQOkhNd0MAiYuGD7cQhDkPk42eLsRT/ZpTi5DHu0foyKFza3xoq4YjmD+tVl2Yrs0KrpnQ/hvJlJ7z4hi6wPbQfzVmgxC+z+7TTyGuVr38YetWOPL11wCkZF6JUp+d3t+2Hb/AFqFuE77oHziq4Q70Ut4NCaAoS3eSRA10CXu06USH82QZivllx6lGlwB0RW/BMuQxjRzVpk1yImRSKKd8yU7Vl0X9dIZ+rVgKj4UPO4m00vmIr09NKbzS8ZPZSlI6JFIrlcmJ2vZtkHy4BJnpytenOGZB5LD3mhFKDZ6iU4wOCsZ+R+catp5EZ47XkCGKkMq3VtHf42PfdBnvdSlE2k0q2lXSeCwBUbofSJg0Hl4Q1U2Y8zDZhLwGExmAD21HGcUPKurDkxHppig67ZOt5c+S6dqs5JqhE+46aDvYIkZ1EZasYsqoaoBKnJzZyIjacjj9zTfwx1271FYY1ItYQRGOZW2BDDoIv1GFoqmQFJEDBrXE9snTiaV2YHkyQrJ8tdpqYLy033Eg5PR+C4KPHwZSVJfOr9L1yT+BkoMsB6PYziV0duEGpJADt6/hRifbdxHgsPOXi+yL4f1Rih0g/zjmuu5ee53oh0OljyFntKEcJWgq153uNBN68wdRqV42JpsweUXT5mjEHe0ph2XRAJV4Ej+mzHeffm109PSga0+QfY6c48QdyEcC6sxsSKp6sz19/hy+evpUbTn8NZeDheXqI4JsH/VdUbMi9U+hA0Rn1mg3B5agiAedU8URhFjG4DK0YYRDL2xqarS/CbN93p8nkBNZggHbaWDkQ/1gwfnIsQRPNuNfzs/4gKoEIzuhtXcJmu0+xOlfYPjgFnSUla4PXhsgG3+yffOQ78SomF4MeJ4p35cjRroiYqBruBR+VOc6hhxK5phqrsOXOV232vYuaEzckX9X6k872FV6wfvZ6xTHhjFKk3+l6BU52pAWiphM5YqmOTsd/5/pSUIr2nvzVyKoXoTJJkxeSm+jj9Ar8tyy97w/X6jD++9yxY89/dro6OmVrn0Jin4fDwjHK5pTGcYLPjQVubpjh2W9+66Ve/tt6y8tLSrVzY3PPrN6d++25t55x/r7gQPW3zwjM8VISPixfIm/sArWvDWUmrWSKs0ZgSXzxFIvraG4Xz4kO1tK00dd6ceLpeYta+qFFXPZ0UhOVZY2orNivtvasXqd9VjqhVOWGu3pLcfZnhHnau+jujjnicfzrZf/9RHg+bu2yRavlfuYzpLMOuU7x5uxYur6yrSNjBxVSI+Fs2gj/WhkoSvNbD/e66Q5IwkNlJUroVGIMt1n5KeGfix5PwSch8BkUyEvjbS061Kqs7PI8xzHe4q2zXU2XZuK16zsGtnHwcUe7Yk2Mp/7HNzPCLNRCZwb8/OdO+F4XR0sfPwx3BwbM4q3Ficnofm77+BPWFzu1Cn4M8v9rAFoxCYNmllpUyvDMMzaILAZszA/D8VEApo/+kil+FN34AAkvv0W+tHpeXnvvZcgR2HyspoWHTutoYHnOmUYZv1RlerBKYzYTJEddZizeOtagvoC5WhUiG+BAs+qwjDMOqYqZ3f06FE4d+4c1Ne7e4dv3LghfljOzo5hGIZZjVTl7J49ewa3b98Wi87MzAxcunSJnR3DMAyzKqnK2TEMwzDMWoR/QcwwDMOse6qK7KLRqJD1KRQKcOjQIbh27ZqQ+GEYhmGY1UxVkV1DQwOk02nxb19fH9y/fx9mZ3moOsMwDLO6WXEz5p49e+D48eNw/fp1lcIwDMMwq5MVOTtq+VxYWIC9e/dCT08PxONxWFxcVHvL0XXiXItHmy489BsxKqN8/kpfdF26aiEduxXX85+JvyZfIHQtWLeuAjSno5ps+ZQ+1yMi5GdoX79235ntaX7JcnsffMu1scv305GzKeLz4J0YusJ5lDDZhMmL0NyYys6lt2dK1zBdG+M1K7tGQdfFOYewUkHM+mZFzm5ychL2798v+u+oz+7Ro0fQ39+v9pZT275baME5Ej+0VFYwICdjvkltLbaQ6Lp01UJyP0Z5nN+AiudpJtu3ADmlrjAOSpMvDHgthvkH5EayfRloxY85i2bshw6o67NfufjyjAKM076pCAyodKM9vpwzx+SEzeO93W5xURf+5QqE02jGv3MBy1GTMvuQ7auTkwNomM/DwWQTJq9wsHdJiYTqTXp79qTVpnQN07UxXjO/axSFy9Y4vgPS0HHXp34TecjFAZLZ4AmzmQ0C3lihwQhO/JtOp60vvvjC+uCDD8Ry4sQJ66pn8mcvYmJiNVFyGMZ7PZMel0GTGDuTOAdR7fF/L4LP0w+a8HmmNNEunRtPdvtPgCYfjg9ZYmrhVEybnJgmGvaZ6Fiz16G8pr+PuVw5mXHYvytNomy0NdTLhckmTF6alNnXxpTuYLo2err5GmH5vUl8D3gnucY9qSFrqNI1YTYcgZHdwFtvAXz5pdqSnDx5Ei5cuADnz5+HlpYWMXuKzT+OHIGvBgbUlomfoF9repPNnM8hNSHldki/rrmHlL2Vfhs1JRqa7PJ2E6nWNOc0m5KEkEp04d8EqDe3ikhJb/5UdWi795NqQpVlC609ke7ozHmPb2/3T9jHdfK6zlOvl9ZE670+UmgVlAr7z5AZ2SzkX9zoZcml7R5GkbSuFNDtpuCUXV9u3nRTHylpquWfpKExYsfDpC/nI6aq2TtkIQO3jNGFsVySsqG2i0HZFGdqDgyFb708mGz0dBFpljcbFu/lofVBucq5Kd3BdG3c6ZWvfSucSeXckTPWE2NTiKhNhiECnd3c998D3LwJMDqqUiSbN2+GpqYmOHv2rEwguxMnYOmHH+DV3JxM82IreLsUx/Fl/aQGCtZ2fLAXIYcpJFaKX6qQzJKwKgituqEp1fTZs1hyAgBLMIwvfsvaAUOwCBeVY6x7sg3T0D67WTkEHXrJv4KIKA/zPVZNgJRvhOpB+WqgexDz6c2fTa+LpljSqoPBN3AdnU3DDGSOSfu0rTPnc3xo3y2Vl6OkMCDzDo/97DnP7ej87HqRzTI0K6fkvT5ELdrTOddtwnMeNKgW2M3GWD9aH25/HS7TusBuCva5hoxkOg+NnZVe1h689qKfqRk6EnVVN1VnR7shdjACrYN2c+BFw4dbCMKch8lGT69PwLCrOVX2FdYlOvBe1fv2TOkapmuzgmsmtP9GMqXjFMfQBVYQjGU2JuH77D79FOJq1csftm6FI19/DUBK5pUo9dnp/W3b8QuMXtr4on/gqIY70Et5NySAoizdSRI10CXs0aYTHc6TZSjmlx2nGl0CeGhBXhorliGPaeSoNm2SEyGTQjnlS3aqvizqpzP0a8VSeCx82Emklc5HfH3Wbyp9/VY6fjJbSUqHRGqlMjlR274Nkg+XIDNtuj54nJM70FnSufgN1FFq8BSdYnRQMPY7Otew9SQ6c7yGDIEv7HxrFf09PvZKsVt86JCKdpU0HktAlO4HEiaN+0SSoQhzHiaboLy1+GxKZxx7OIz3qko2pmuYrs1Krhk64a6DHXBHOMciRnURlqxiyqhqgEqcnNnIiNpyOP3NN/DHXbvUVhjUi1hBEY5lbYEMOgi9OdBGNBWSInLAoJbYPnk6MTVwQy5+DqYGxkv7HQdCTu+3IPj4YSBFden8yq+PjE7h8Haxj6LAkvK6C7TrXEJnF25ACjlw+xpudLJ9F/H6On+5yL4Y3h+l2AHyj2OlDxPCa68T/RBf+mrdGW0oRwmaynWnU9OdXPPmD6JSvWxMNmHyCsjZoHMqw5SuoV8bHT096NoTZJ8j5zhxB/KREHVmNhxVvdmePn8OXz19qrYc/prLwcJy9RFBto/6rujFTZEJOkB0Zo12c2AJinjQOVUcQYhlDC5DG7786YVNTY32N2G2zxv1kBNZcpwDRj7UDxacj/oOgieb8S/nZ3xAVYKRndDauwTNdh/i9C8wfHALOkrT9cGIMeBLP9s3D/lOjIrpxYDnmfJ9OWKkK8qha7gEjRFvZL3xIIeSOaaa66ZT4rrVtndBoz2ykPrTDnaVmvP87HWKY8MYpckXcPSKHG1IC0VMpnJF01xpJGMWn4Gk6Jf15q9EUL0Ik02YvA5Yv8dt0Eq2LkzpDvq10dHTK137EhT9Ph6AttEInAm4LswGBR+ailzdscOy3n3Xyr39tvWXlhaV6ubGZ59Zvbt3W3PvvGP9/cAB62+ekZliJCT8WL7EX1gFGlmYmrWSKs0ZgSXzxFIvraG4Xz4kO1tK00dd6ceLpeYta+qFFXPZ0UhOVZY2orNivtvasXqd9VjqhVOWGu3pLcfZnhHnau+jujjnicfzrZf/9dHrVroeYpSm95jOksw65TvHm7Fi6vrKtI2MHAFJj4WzaCP9aGSiK81sP97rpDkjCQ2UlSuhUYgy3Wfkp4Z+LHl/BJyHwGRTIe/UEN5zqi5i3bOfMKVrmK5NxWtWdo3G8d5V9r3qKGgj87nPQX83MBuXwLkxP9+5E47X1cHCxx/DzbExo3hrcXISmr/7Dv6ExeVOnYI/s9zPGoBGbNKgmZU2tTIMw6wNApsxC/PzUEwkoPmjj1SKP3UHDkDi22+hH52el/feeykHbPCyqhYdO62hgec6ZRhm/VGV6sEpjNhMkR11mLN461qC+gLlaFSIb4ECz6rCMMw6pipnd/ToUTh37hzU17t7h2/cuCF+WM7OjmEYhlmNVOXsnj17Brdv3xaLzszMDFy6dImdHcMwDLMqqcrZMQzDMMxahH9BzDAMw6x7qorsotGokPUpFApw6NAhuHbtmpD4YRiGYZjVTFWRXUNDA6TTafFvX18f3L9/H2Zneag6wzAMs7pZcTPmnj174Pjx43D9+nWVwjAMwzCrkxU5O2r5XFhYgL1790JPTw/E43FYXFxUe8vRdeJci0ebLjz0GzEqo3z+Sl90XbpqIR27Fdfzn4m/Jl8gdC1Yt64CWbyuarJlrzyNkJ+hff3afWe2p/kly+198C3Xxi6/XEfOoYjPg3di6ArnUcJkEyYvMk36dtLOV2+P9hvy+18b83GL99qUvX0dgq6LU1ZYqSBmfbMiZzc5OQn79+8X/XfUZ/fo0SPo7+9Xe8upbd8ttOAciR9aKisYkJMx36S2FltIdF26aiG5H6M8zm9AxfM0Qc7eR5MvDHgthvkH5EayfRloxY85yyrAEHRAXZ/9KsaXZxRgnPZNRWBApRvt0YFljskJm8d7u93ioi78yxUIZ9IMuVQBy1GTMvuQ7auTkwNomM/DwWQTJq9wsHdJiYTqTXp79qTVDtm7HZBW6y4M18Z4XLwOFxON6hq1wXAnOcIoXLbG8R2Qho67PvWbyEMuDpDMBk+YzWwMVuTsqL/uk08+gffffx9Onz4NjY2Nak81uGV+vGRHl9Ta+mZF50mKCFCjZpOXWn7do6sx+lx7RK9cVvOE1uJ1xc+px3kRYRTvDaDTOSP3qRn2KaIw2ZMum/2SJYkaR2nbjalc4Uw6O6ARX9bDAUKkpIRA+m86xnppmGzC5BX7rtiirhFojEfcyuDk0Pb5y/eYro3xuNN5SPe2qmuEx6J/bXqTkOzJlDvaPECbkkViGCLQ2Q289RbAl1+qLcnJkyfhwoULcP78eWhpaRGzp9j848gR+GpgQG2Z+An6taY32cz5HFITUm6H9Ouae0jZW+m3UVOiockubzeRak1zTrMpSQipRBf+TYB6c6uIlPTmT1WHtns/qSZUWbbQ2hPpjp6c9/j2dv+EfVwnr+s89XppTbTe61MGicc+XvK8kPSy5NJ2D6NIWlcK6HZTcMquLzdvusEXq/2yzj9Jaw6L9OV8xFQ1e4csZOCWMbowlktSNtR2MSib4nybCcPiWy8PJhs9XUSa5c2GxXt5aH2gq5wr0dfDatNIhWujH7epFR1as3wmJzKQO9mqHasVzqRy7sgZ64kxotv5MhueQGc39/33ADdvAoyOqhTJ5s2boampCc6ePSsTyO7ECVj64Qd4NTcn07zYCt4uxfGfIfOkBgrWdnywFyGHKSRISl+qySwJq4LQqhsSTXav4U2/qH3FLWGEsx3Td8AQLMJF5RjrnmzDNLTPboaOTu8L3NAESPlGqB6UDyOlQcynN382vS6aYkmrDgZJMBWE2nnmmLRP2zpzPseH9t1SeTlKCgMy7/DYz57z3I7Oz66XFGRtVk7Je32gvgYaHy4qZWZk2vJvLrKbjbF+tD7c/jpcpnWB3RTscw0ZCUYUjZ36SzwAr73oi2uGjkRd+GZmRXa0G2IHI9A6aDcTXjR8uIUgzHmYbPT0+gQMu5pTZV9hXaID71Wnj614706w6GvQtXHVJ4r3bRKfH3T8o61lka7Q/hvJOMcfQxcYEA0zG4/wzZiffgpxterlD1u3wpGvvwYgJfNKlPrs9P627fgFtgh1m/BF/8BRDXegl/JuSABFWbqTJGqgS9jLprz0k2Uo5pcdpxpdAnhoQV4aK5Yhj2nkqDZtkhMhk0I55Ut2qr4s6qcz9GvFUngsfNhJpJXOR3yVUmQld1c8fjJbSUqHRGqlMjlR274Nkg+XIDPtd312CqdFEaF9nNjJrZ76qmZiik4xOigYm4yda9h6Ep05XkOGUNGJISIrx8e+6TLe67KJsZtUtKuk8VgConQ/UPNm3CeSDEWY8zDZBOWtxWdTOuPYw2G8VymNorUzxv7FEhWvTflxi/kIjNNxMMIri3JJEf1gh/r4K+LxIxWeM2ajUlWfXZyc2ciI2nI4/c038Mddu9RWGNz9dRThWNYWyOCLW28OtBFNhZ3UGV55UEpsnzydWGqHcqq0+DmYGhgv7XccLDm934Lg44eBFNWl8/O9PuSQRfkYkcVth+UFo9jOJXR24QakkAO3r+FGJ9t30RWdUN9SLl+KHSD/OFb6MCG89jrRD52+K2cUohwlaCrXnU7Nm3LNmz+ISvWyMdmEySsgZ4NOi6A+SIrWRB0bOiD9sAPqKozo1K+NTdlxMQqse4IOTESW445quQaVkyOnOXEH8pEQdWY2HFW92Z4+fw5fPX2qthz+msvBwnL1EUG2j/quqFmR+qfQAaIza7SbA0tQxIPOqeIIQixjcBnaDm8XL2xqarQfhmyf9+cJ5ESWYMB2Ghj5UD9YcD7qXwmebMa/nJ/xJaYSjOyE1t4laLb7EGkQysEt6CgrXR/ql5uHfKe/Q8320T6MiumljOeZ8n05YqQrvsjpGi5BY8TPaW4syKFkjqnmuumUuG617V3OS5b60w52laIXP3ud4tgwRmnyL0SDSSiioYUiF1O5ommu9FLHaKknCa1o781fiaB6ESabMHkdsH6P28SAqdr24VL9RMQXH4KCqz/PjX5tCONxfQfJaKjBPW2jETgTcF2YDQrelBW5umOHZb37rpV7+23rLy0tKtXNjc8+s3p377bm3nnH+vuBA9bfrl5VeySF1Ax6iR/Ll/gLq2DNW0OpWSup0mwJfTtPLPXSGor75UOys6U0XXpfP14sNW9ZUy+smMturnQ8gFkl8x+Q77Z2rF5nPZZ64ZTVO+dbjrM9I87V3kd1cc4Tj+dbL7/rY9theVPCSIG2eK3cx3SWZNYp3znejBVT11embWQKeP0Ar4W+JEv3h5VNetLM9uO9TlosJe5WM2XlSgqpmEqPef7ObvRjyfsj4DwEJpsKeaeG8HlQdRHrnv1eyCY+hCW68b82letcfo7jeO+qtF5lhddRlucuS9ozG53AuTE/37kTjtfVwcLHH8PNsTGjeGtxchKav/sO/oTF5U6dgj+z3M8agCJDGjSz0qZWhmGYtUFgM2Zhfh6KiQQ0f/SRSvGn7sABSHz7LfSj0/Py3nsvQY7C5GU1LTp2WkMDz3XKMMz6oyrVg1MYsZkiO+qQZvHWtQT1BcrRqBDfAgWeVYVhmHVMVc7u6NGjcO7cOaivp95jhxs3bogflrOzYxiGYVYjVTm7Z8+ewe3bt8WiMzMzA5cuXWJnxzAMw6xKqnJ2DMMwDLMW4V8QMwzDMOuewMguGo0KKR8ThUIBDh06BNeuXRNyPwzDMAyz2gh0dqYRmDa0/3/8j/8Bw8PD8N/+239jh8cwDMOsOkI3Y5KGHcn62Att2+zZsweOHz8O169fVykMwzAMs3oI7eweP34Mt878B/yfz7wLS2f+Oyy3XRHpFBguLCzA3r17oaenB+LxOCwuLop9NrpOnFePzo3UYHNNcGtryonFnq+SfiOm0jQNNltbzm2L6Hp4vvZo6zqOvkjtOV/0cvXFpAsnjuEtr1x3Ti5+x/XYeq+ldg79E3iN+gz18EFcC295hvMr/X0qnr//edl5XfeEvujXzvM38U4SXvr7UR6sS5iJkYPJYr3VZMveCYyFLA3t63fuLUFRSN14j1+816bsyzXgXPiWW6EeLkx2YfP71H2adOtUXrF4z9cD2ftdq4rHdaD5MMv1+vyvqatuonztPNV1pvLsuv8qHUBmXVHVAJUMnIb/O5xRW5LJyUnYv3+/6NejJsxHjx5Bf3+/2iupbd8ttOCExE8FdXKYQCfZ61Hdrt8Fw5at+2ZPa7UdEoNbIEnqAuLH0NL5NYMtIYQLPp3NtsMghQDScfP8eJrUBAqpLTBO02VNWwBKrYDqaisXFFIVLpFern1cUmZ4uAh1Pg6vOGZBI54Hadk5yAmek7BJafbJZbyXZIg0hyde/Av4JGs2sIAPvH0cvAadi9Co9reOzkNH4OTTNj/h37bGoxWI+J3f1BbIRX2uq72fVBjEDP3l50XXtVvlzT8BlU6qDbaNnRchR9qwBG2la7ID2kbmHYeM+5sfq+MOAlwkOaXfgGxfBlrxA86yCjAEHVDXZ18RfKnizTdO+6YiMFBKpzx18sf5OmKm/i4sB+2zjdDRaXrx+5drrocbk134/OV1L05H4JbIq/L3elTIPWTvdrj1FMkhRd1iXCbog4AEjL34XlOEtOq67LqJCaajeJ+N430Ww3tITiAdvULb9L4IVnlnNg5VObtH38zB/+mbXrH8H//jf4g0as785JNP4P3334fTp09DY6NLNL8qivlN0HoFnZj3pYtEr7yG/9Miu7sAZ2xZm4lX+GDUwLjuSPFFLBzG3UqRpAbal2vpkaN+Xc7AHhr1ktfFVRV5fPGf+RCdQ5myQzlS2NWpf/buIqRt/TwFXRP3cTaVZGeiVzTHEcT0EkSOvS5UFzLeL2kv+PHRhfUya6vhh8gV/9lYhEYfyLzRK0qNwYWdF/++g0sl7UCJ/MCJ9bxyPgAO1sjj0AcROd1KiCjUL1p2E71yWX1Q1UKiE1+ZarZ9kq7Jpc7IfWqGfbssUiKgjzEdEl9N2rP5N51Bh2PrvbkxlWuqhxeTXfj85XWvbYrK6yrI438RbdsDOvXMPo9MD0nxkOKB2qwEqSQUUuWWfvXCqwp3SCi2YqRMkZ509EGqEMzGoipnt/f/838rLbv/v/8PkXby5EnRh3f+/HloaWkRM6msjJ9FdBFVUjflL92dcCa1LKV5Jn4B+NB5oWZH8au+l+Rw3ESP4QvQx3H+86FzIFFK3dH+hC+NrVBbvxXagERZVXIFnPqTzBF+qR7zRsX6cUh8Vaqny6Yfs9PxQl/LEZKPweO56+wDRpgDPY5TdVO56TTbR+K7NUKqpiIkb/Rwk5BsckHXLo5f6xQZN9FHkRbZ4sdKxZcbRaGk9t7pNIsGNnvWR0ov7PyTNDRG7KtJ+nLViKma7UOVq9WjIia7sPn9mMgA2E5bNCHqjkaJrB5Wm/9sMOI8QxEdRcoNPg5vjJqDydHZjp5hHEI7OxqRefb/+v8qLfHPnBGamzdvhqamJjh79qxKWQH4goOIfJmbXroUGTQmfoa2fE2V0dbvT2TfJrWmmECHLF7e0im5mzINaAroYbCbi6WCudZnWRH7IwMRDsTn44CaZZWDkE2LnqistN+v6dRWhbebmX8rhQUngqZj+4n+loMfAA/sZlFq6g24TtN5aOw0a7FVgsRXuwftpksSZRUrKyNsPUx2v+I8sqPgfJwI8VSlNYcU790JJ+76W1FfK8+BVM7J4d3V/3Jp6EhQ02muio8QZiMR2tn99//+3+Hzzz/3XWjfr6U4tgQd4iWNC/W/+EZkFMlY+CVcod/PhMFxhBFkXQnecrOji6WXfl3CgnSIpkyYRju1GhZyePQiHych2DAOj6KoBEZIwllR5OUTVbv67GpgGM/D5VxK+/2aTmV/nOgH/c1V0MnhUZ22ACTmQzo8RA18yRyjOpucr4paVtgUVtt+S/aViYES1P8kxVerJ2w9THa/5jyy+CHUarg+tO/Mv+6js6kVkq6mWeqzs/A+o9aNgAE1zIYk9Nvnv/yX/wL/9b/+V9+F9v06MLp4UqMNcpAv68D+I4WpudLUvOkCI7BKne8rw9vsSANAtMEz5BRCNGU69fdrFiX047ibEEWfXTz4GtKgGWcQCC7ZgKZM0WeH39FP/JTpzU2nte3boW0E6xjmq1tvrtTRmzf10Zeqz67iB4Tos1MfU50At/BcKzmAbN9FV9RCkVoub5dOkVrM0JRrU4tRpBpIkU1CTPXL6SMFqf5B5Xrr4c1v47WzMaWHAiNC2Of/dFBfY0eiTtaloQPSD9Gxhxx9+ZtxsLwvUfYB5vBDjx0e4ya0s7t48aIYhOK30L7qwRffKRV54Essv2+r68YN1X9k07RNvNib9aHzNFqvB6OKD5XDEX1li3BR+/qn4e8D1I+mtn8baMg9RkgY7ZyxX6Y0ytTV3xbclEnD6vX6Rz+kwRkLnhec5ziP9cEqy5BHx1D5hUwfGZugVbcxNWXaiD47/I6uEKXRdS3vD6MBJhgVdpr79BzQthOdV0J3jrjeSYN0tpWiie5Bp6xiHp2vPWDFD9Fnpxx6gJwROZTMMdVcN52CFJ5LbXsXNCbuyOsycQc6DnaFimrEzw8GI3BLjQqkgRdylKMcQFGpXL96ePOb7Cqlh6U4lofIYf8rRU7FrodFg1HiQ1AQoyN/H8jZlvoSPYioOt7NDo9xgzdrReLxuFpDXrywrP/9f7fS6bR1586d0kLbNp999pl19epVtSUppGYsgB/Ll945y8rOqu0ZKfcvmLeG4rbdrJLm19N+tGKpeZGqM97r7Hfy6cxZydJ+XOj4Hlxl+Ox3Uaq7Z9HyOeeu10erR/y59X+x111LtfXH65Oac9U/mVW7fHHK0q+l/rdK3jacX/yFVSBj0/mLuut1df62pfJFGe7zKavv1Asrpu13/c2zL6whXEr77Toh4hqoa6OvB1PAewywPH1JOn+HbLI8DRnvdeztcyikYjKtt/yvWEZZuQH1KGGyC5vfv+4SLKN3CP+vMTWE1zumPacKSo9rtsJOlaun+1C6TrjEUo5lxWvqsh3He8i2VXUrXU93fmZjU910YXNzAN9/D6NPnsCLFy9kGvL666/DsWPHxDo6OtG0wXI/DMMwzGqhOmeXzwNkMtB465b4MbnNf/pP/wlyuZxY93N27733Ev63/809qwrDrBYePvw/wP/0P21TWwzDrEd+9UTQXtZjZCf7z9SGTtCMMKsBGpjhO7tIjZw5Rm0xDMOsZwKd3dGjR+HcuXNQXx+iNx65ceOG+GE5N2MyDMMwq4VAZ/fs2TO4ffu2WMIwMzMDly5dYmfHMAzDrBoCnR3DMAzDrHV+6yktGIZhGGbVUVVkF41GhZRPoVCAQ4cOwbVr11iZnGEYhln1VBXZNTQ0QDqdFv+StM/9+/dhdnZW7WUYhmGY1cmKmzH37NkDx48fh+vXr6sUhmEYhlmdrMjZUcvnwsIC7N27F3p6eiAej8PiovlH4zRXopiAV5+7UqO030fd2wj9fsxQ3j8Fmim/mvoxaxQS/1STLXsnNp4gvTTap8+5aLZ3Jm0OmKPRt1wbu/xKgqVFSJ1yTwxd8TxKmGzC5EWEvp20a7unWZnSA/E7Dy9eG62u6ho5173a4zPrmRU5O5o9Zf/+/aL/jvrsHj16BP39/WpvObbOGugq0yVoMmKAGMnEBE7Qq0nW0MS+v+cPumlm/YD6MWufbJ9UubasgpTo6bPvOHypRgHGad9UBAZUutGeFLyPyYmSx3u7YcD40vUvVyCcRjPkUgUsx9GR85LtIwkhtaEwn4eDySZMXuF07pJ6BNV7CMCezNqYHozfeXgpt4nCZWsckkLiR16j6BXaBkhmLRhWE3AzDD2MobEnhaaJn7/44gvrgw8+EMuJEyfKJn/2UkjNWsnemfIJnKdeWEOpF1ZMm8jXH5o02G9yZIb5J0ETCquJjGkSYmfyYZpo2WdCZM1eh/KaJiM2lysncw47iTFNnGy0NdTLhckmTF6ajNnXxpRupuJ5KMptaDJo+7rRuv+k18zGJjCyG3jrLYAvv1RbkpMnT8KFCxfg/Pnz0NLSImZMsfnHkSPw1cCA2nIT+ZCUxl+5vvSydy2IeGT9S82auEhBTiWbAyRI+hxS/yHFN0UzZkmnDNMpalTbTj5Zjq5ILctH+4mX0F8m+KnnkUvbvRcyTTRjkjSRLC+1kuZXZu1QHykJ/uafpKExYkcJtRA5mC5XxNbsHUjk9JZRO89YLsn9UHwy+Bs0x/nWy4PJRk8XkWZ5c2rxXh5afeR9TOn/NMaoOZii0ss8DR5TRqCzm/v+e4CbNwFGR1WKZPPmzdDU1ARnz56VCWR34gQs/fADvCJ1BF9IhFQXFP0J8vu2uW/M6Zdw8ck2jDhJe+w1dI7z0D9BitSv4aNP8znuhsR/3gW3qFmUaHpdqmCntstmHtwez74Gw+3bIdv3CiJKmLSQWoZm5aykUOx2fJEsgpy+2gPNeUnHz9aI9eH21+EyrQvwOA+oLkswjOtSiNWtk8esE6bz0NhZxcvaay/64pqFyGnlfqhysqPdEDsYgdZBuznwYoU+uwDCnIfJRk+vT8CwqzlV9p/VJTrw2dL79kzp/0zSeJ278d9c+UcIwyDh++w+/RTiatXLH7ZuhSNffw3w97+rFDMkQpqzRTcnlgBIdVqjOIZpJWHQnXAGHVmQiGvtYXREJZVqsqW+PFLx3lwSL61t3wbJh6QOvh0i6JzqNqEjfPCGcIpu0LFSXyANSMGv6oKxX7AGukReEmLdZFDuZtYu+MLOt1ZUM3fjY990GT+GqM+OVObD9lw5NB5LQJTu3/pWaIv7RJKhCHMeJpugvEqNncRbHw5ryvum9H8m1Gdn4UctQEcDi7Yy5VQ1QCVOzmxkRG05nP7mG/jjrl1qK4D6XdB1kJzOz5DCYNGlku1DbWRzRVVsgVAhpzJxnb6gfR9OdHxx6fyiVyja2wIZ0UTpF5GRKvYSOrtwA1JC1ZFZU2T7LuKHmNPmENkXg1zejlGKkH8cc6nAe+11oh/iS1+t6yMFKdozletOp+ZNuebNH0SletmYbMLkFWDE14UOvQxT+j8RUlAvpHKsUs6UUdUb+unz5/DV06dqy+GvuRwsLIePbKLHNkNHJzqZY+XORERpCXQ26mswO7oMbZ7or5ztkOjcDMNjP+GXKJYv0mSTabP984TpX2D44BbcR31u1H8nm0YbSxGhQ7ZvHvKdu2VzDUZ4Kd+XyrL60sbyBpegMRJUR2atQA4lc0w1102nxN+/tr0LGu2RhdSfdrCr1JznZ69THBvGKE3eldErGPGIkY6WiJhM5dYebtNGMmYh05OEVrT35q9EUL0Ik02YvA5Yv8dtPh+upvR/LrXtt2Ao3s0Oj3GDD01Fru7YYVnvvmvl3n7b+ktLi0p1c+Ozz6ze3butuXfesf5+4ID1N8/IzEJqxgL4EZcZNWJq3hqKq5GV2Vm1Dxc1ItOx/1EbvUl5VBn/zxdWTO13RmXRaE19m5Bpsix7JCeWQyNDXfll2XQs/dj2ksw65cj60PaMFRP10evIrG3kCEh6LJxFG9lHIxNdaWZ7GjFopzmjLQ2UlSuhkZoy3Wfkp4Z+LHk/B5yHwGRTIe/UED53qi5i3bOfMKWHoPw8EHFtnHLKbWj0pZ2m6la6nrods9EJnBvz85074XhdHSx8/DHcHBvzFXIlwdbi5CQ0f/cd/AmLy506BX9e1xI/NGJzEVpZ/JRhGGZNENiMWZifh2IiAc0ffaRS/Kk7cAAS334L/ej0vLz33kvQh/Kv9UXHTnvzzecqhWEYhlltVKV6cAojNlNkRx3mG0Owlfr85uUsDiFmfWEYhmH+9VTl7I4ePQrnzp2D+np3j/ONGzfED8tZnZxhGIZZjVTl7J49ewa3b98Wi87MzAxcunSJnR3DMAyzKqnK2TEMwzDMWoR/Cc0wDMOse6qK7KLRqJD1KRQKcOjQIbh27ZqQ+GEYhmGY1UxVkV1DQwOk02nxb19fH9y/fx9mZ2fVXoZhGIZZnay4GXPPnj1w/PhxuH79ukphGIZhmNXJipwdtXwuLCzA3r17oaenB+LxOCwuLqq95ZT06ex5Kj2U9q9QFy7bN1N5UlxSMAhRdmA5K4U09gznzqw2stCvJlre5JWnEZI9tE+fc9FsT/NLltv74FuujV1+uY6cQ1FI6rjv3QrnUcJkEyYvMk36dtLOpbdnSl8BdA2d8/Krl5amrpFz3X/98Zl1BPXZhcVWKv/3f/93q6GhwXrjjTesbdu2ifVgpXKac9KeG1Nn3hoiBfNApXKG+ecz3mvPw6jmiOwtzcpolRSwaf5HlW60zyZLczLSfI7m+TH9yxWoeSaD5ta054vU54A0n4eDySZMXrGvV6mQi3pqeXzTV4A6f+c6muqlK5UTcr5MnhOT0VmRs0un09YXX3xhffDBB2I5ceJECGc3ayXJqXknTZ56YQ2lXrCzY1YfNKFwXL64aVJmx+nQy9ZncmbNXofyml685nLlCz3sC5scntHWUC8XJpswecm5+NqY0sMgneaQ6bxc9dKdHa3/CgfLrFsCmzEH3noL4Msv1Zbk5MmTcOHCBTh//jy0tLSI2VNs/nHkCHw1MKC23EQ+3AaNiVegN9Vk71oQOaw2xFRcNNckSfBQcwStP4cUad/Z6dQkqDV52k2gpaYOarKk/aVmU5q02bZ3ykl5mk4rlqM1gco6yXqUNXnadSstWPf/UOVQXdT+tnsvZZ1wKSuDWT3UR0o6dPknaWiM2BPDkb6cj5iqZu+QhQzcMsrxGMsluR/A+GTwN2iO862XB5ONni6aJ8ubU4v38tD6oFzl3JQeiokMwIcJiKjNMvzqO0bNwRlotS7zBO1MGYHObu777wFu3gQYHVUpks2bN0NTUxOcPXtWJpDdiROw9MMP8GpuTqaVITXmMqUX/E+Q37dNuzG3Q2JwS+kmjl7ZAfh1i2D6g9fw0V+C5tEtGI1iuhJrrW3frmwIdGwNS9A2ReKsaN/zCh/MnXA5W6P2O+UM47osZxEu3vvZUw46xU4Luiwq5w0YP7gIdcpxZuA1TNsCmeiSNPWQzKo8vbS+GxL/eRfcSm2SO5tehwKupxMWPpBoh/XqjkrHzqxCpvPQ2FnFy9prL/rimqEjUVf1R012tBtiByPQOmgJxW9IXKzQZxdAmPMw2ejp9QkYtpTGnUD2FdYlOqDZ1bdnSg9LFvpHI9pxfCirbxqvczf+m1uhojuz3gk/QOXTT6HkCzz8YetWOPL11wCkZB5A9MMtkBtUkdIEOgyvMGt9DTSq1XJqYPzKTrXuw/QS5Hq3qYeExFmVAGsZNdCFzo2cX+tJdD5PPMKzJPQKm0pflVTnWM8iPoKbIfJ4ASO9JTiDzqrsax2dGaVRlDiwb4fxaz6WUg6+aQs6XlsEllld4As73xookOrgY990GT98LPHh0z1a/SdN47EEROn+rW+FtrhPJBmKMOdhsgnKW4sfj9IZxx4Oi49PiSk9HCIivFIpNvOrVwyGpiz8mAToaGDRVqacqkZjxsmZjYyoLYfT33wDf9y1S20FUL8Lug5SVIbREwaLv7mK8eMlfBTCUxvZDLF9AZeBHHCcnB9FhhiRDQJcNDVBTr+EiyM1cEs40yDQecZx+a2vAfOryfZdxA8x54Ub2ReDXN6+s4qQfxxz/d289jrRD/Glr9b1kYJ0/5jKdadT86Zc8+YPolK9bEw2YfIKMOLrQodehim9Ilm4QxGhOsfmHvxQiLrPtVK9atuH0eHlWKWcKaMqZ/f0+XP46ulTteXw11wOFpY90VEFosc2Q0fnzwDHAuRxKMIiKR2xjlGbWjVCTunhItyxHwy/fjWBHU2hwx1cgsaIN7rcCm2qeVMwsQi5k1uxrj9BP/XfocMensIIddT7cwJqRrWgS8n+FO+99H3gSpHkxCvo0CJIZnVADiVzTDXXTacghfdQbXsXNCbuyL8n9acd7Cq1GvjZ6xTHhjFKky/n6BUxKEwsFJmYyq093AZgp+P/Mz1JaEV7b/5KBNWLMNmEyeuA9Xvc5vPhakqvRBQuq/OjRXYHOOcapl617bdgKN7NDo9xgzdURa7u2GFZ775r5d5+2/pLS4tKdXPjs8+s3t27rbl33rH+fuCA9TfPyEz5s4MftZ8ezFtD8Vk5Yio7q/bhokZkjvfa27NWMk7rz62r4l9pM2Tvh1nrb6WyVXlTL6yY2Ja2BWvOSqptORKUtumnDnqaXkdTOcQcHntWpatzEXa0Tuek7EsLlqWVQ6PK6DixuOdYzCpBDWnHx8JZtJF9NALQlWa2t38OQEvQTwfKy5XQSE2Z7jPyU0M/lhy5GHAeApNNhbzipwCqLupnAa79hCl9hdC5VT4n+TMDua3qVrqecvEdzclsOALnxvx85044XlcHCx9/DDfHxozircXJSWj+7jv4ExaXO3UK/rxq5X5odOYitFqv/0tGbFF/3kXYDsOhmjkZhmGY34LAZszC/DwUEwlo/ugjleJP3YEDkPj2W+hHp+flvfdegntI/r9u0fHb/89cvNjp//P/zLOrMAzD/DOpSvXgFEZspsiOOpNXv3gr/c5uHjqoHzC+BQqqb+13g35np36yQD9RCOpzYRiGYX4bqnJ2R48ehXPnzkF9vbvH+caNG+KH5axUzjAMw6xGqnJ2z549g9u3b4tFZ2ZmBi5dusTOjmEYhlmVVOXsGIZhGGYtUtXv7BiGYRhmLVJVZBeNRqGurg4KhQIcOnQIrl27Bv/2b/+m9jIMwzDM6qSqyK6hoQHS6bT4t6+vD+7fvw+zs7NqL8MwDMOsTlbcjLlnzx44fvw4XL9+XaUwDMMwzOpkRc6OWj4XFhZg79690NPTA/F4HBYXF9VeL7aGHC6aLpw5fY1C+nfr4Tw2PFnoV5MQb/LK0wjJHtqnz7lotqd5HMvtffAt18Yuv1xHzqEoJHXc88BWOI8SJpsweZFp0reTdi69PVN6IH7n4UErW9ZNq6u6Rs51/5U6gMz6gvrswmIrlf/7v/+71dDQYL3xxhvWtm3bxHqQUrk916RXqXw8FaBQnp3lue2Y343xXns+RzUXY689u6OmgE3zP6p0o302WbpvaX5H8/yY/uUK1DyTQXNr2nNj6s+J+TwcTDZh8op9vUopXNRTy+ObHozfeXgppIZ8ytOVygk5Xya/NxidFTm7dDptffHFF9YHH3wglhMnToRydkPo2OSkySoNCXJ2NCk037TMvwSaUDguX9w0KbPjdMgJ+EzOrNnrUF7TPWwuVzqasPe+M2GyD4Z6uTDZhMlLzsXXxpRupuJ5KCdWPjG27uxoPbyDZTYOgc2YA2+9BfDll2pLcvLkSbhw4QKcP38eWlpaxOwpNv84cgS+GhhQWx4ipNoN0NHp19ynNWtueq6aI2aUntUMtPU9F/vaSHaHmgzJjtTDaQouSu97IdLEfjHZsypLKIwjys5Z5DFoYmY7Tea103D/xEvot2V+Smhll/K9kGmiGdM+jxeQssvm5s21SX2kpEOXf5KGxog9uRzpy/mIqWr2DlnIwC3j1HDGcknuB/DVPvgbNMf51suDyUZPF02I5c2pQmz1QbnKuSl9xUxH4Ax9oGcboaPBp1l3jJqDM9BqXf6XTPLOrG4Cnd3c998D3LwJMDqqUiSbN2+GpqYmOHv2rEwguxMnYOmHH+DV3JxM86G2fTeMH1yEOtsJ2ZC228HXMNJ8Q6gND4/9DNErbyg9qzdg+Arms4UgSU8uWyPXm15H+02QfrwJbmHe4XZAZ/MKIlNvYFk7YOjxQqkPgMqh8mWZpGL+E9xJbIZxTLOmtgCM/CKcVeZJDRSs7fiiWfTX0OuV9bSoDrg+3P46XLbrIwReX8PX1BIM47qog66Nx6wdpvPQ2FnFy9prL/rimqEjUVe5H8qH7Gg3xA5GoHUQX+5TQwCJi+Uv97CEOQ+TjZ5en4BhS2nJCWQfWx2Jrbr69kzpv5L6WlkPUoAnh3dX7+FM43Xuxn9zrPzP+BJ+gMqnn0JcrXr5w9atcOTrrwFIyTwE0SvoDHocJyRAp2Vd2SmiubqE/0//Ivs2qbVyYkJclViG/EMLv/woupKTPufy6GiwfPq6pqhtYN8O9aW9Ey6T1A9FfQ2L+LgQ2yGCzqluEzrMB+Q8vVI8mAfrKaJL/Oou0LovNdAl8m6H1pPojG3BVmaNgC/sfGsVk3X72NNLGSMR+rjqHq1eRrTxWAKi5FjqW6Et7hNJhiLMeZhsgvLW4oeddMaxh8OQKdXPlP4b0tQKycd5rKFNDIamLPGh3NHAoq1MOVWNxoyTMxsZUVsOp7/5Bv64a5faCgM6DIyEuqMvIKNS7KbJzDGK7MxOLRw1MlpTS8lh4TEujtTArZIDU02Oo1tEZGc311BEaVlbICOaKP0iMszXuYTOLpxqQm1kM8T2rWjgK/MvItt3EeCw0xgW2RfDjyb71VqE/OMYRLT50L32OtEP8aWv1vWRgvSxZyrXnU7Nm3LNmz+ISvWyMdmEySvAiK/LbnXRMaX/VmDk633+atuH8f2RY5Vypoyq3sBPnz+Hr54+VVsOf83lYGG5ysgFI63x3iXoVr6zOLYEkLIjrmCyo1Iqp5zNEIkvwYDtpNDByX63n6C/wYIuJetTvPcSstO/wDBs8URn5ABf4INCUd9r0CiaNt1k++Yh30nNoLiB5ad8XzoYYYovWixvcAkaI94IkVmtkEPJHFPNddMp8fetbe+CxsQd+QKl/rSDXaXmPD97neLYMEZp0mlEr4hBYWKhe91Ubu3hNgA7Hf+f6UlCK9p781ciqF6EySZMXges3+M2aCVbF6b0X0/x3gCAuqZeattvwVC8mx0e4wYfmopc3bHDst5918q9/bb1l5YWlermxmefWb27d1tz77xj/f3AAetv3pGZ2VkL4EexuEdazVtDvWo0pmaj2xZSM2Jd/GRB/XxB7OuV9rFeud+2l8xZSZUGMGuN03Hi9raertupBeszlJotpcsyZX6qg10ffUlmnXLkTytoe8aKqWN6f27BrFbkCEh6LJxFG9lHIxNdaWZ7GlVopwX9dKC8XAmN1JTpPiM/NfRjyfs14DwEJpsKecVPCVRd1M8iXPsJU3oIys8DEddGluNcD/2a2iM0aVF1K11PT1nMhiZwbszPd+6E43V1sPDxx3BzbMwo3lqcnITm776DP2FxuVOn4M8bWu6HRmwuQiv1B6oUhmEY5l9HYDNmYX4eiokENH/0kUrxp+7AAUh8+y30o9Pz8t57L0Efqr/eFx07raGB5xBlGIb5V1GV6sEpjNhMkR11mLN4K0F9fnIUKMS3QEH1ETIMwzD/OqpydkePHoVz585Bfb27x/nGjRvih+Xs7BiGYZjVSFXO7tmzZ3D79m2x6MzMzMClS5fY2TEMwzCrkqqcHcMwDMOsRfiXzgzDMMy6p6rILhqNQl1dHRQKBTh06BBcu3YN/u3f/k3tZRiGYZjVSVWRXUNDA6TTafFvX18f3L9/H2ZneUg9wzAMs7pZcTPmnj174Pjx43D9+nWVwjAMwzCrkxU5O2r5XFhYgL1790JPTw/E43FYXFxUe8vRNeNKi1fixwspEQTZ/BbQBNSsN8eUyEK/mmh5k1eeRkj20D59zkWzPc0vWW7vg2+5Nnb5PvptJYpCUsc9MXSF8yhhsgmTF5kmfTtp59LbM6VXJMQxtXLlQtdLy6eukXPdf6UOILOuWJGzm5ychP3794v+O+qze/ToEfT396u95ZCGnVAysHXgLCnx468ooFCSP/90SBuPf/jNKLJ9JP5JEy0XYAg6oK7Pdj/4Uo0CjNO+qQgMqHSjPTqwzDE5YfN4bzcMGF+6/uUKxMu9GXKpApajJmX2IdtXJycx0DCfh4PJJkxe4WDvAtwS9Sa9PXvSalN6ZcIcszgdkeXadr0RiEAULlvjkBQSP/IaRa/QNkAya8FwOz/ZjIIGqIQFIzjxbzqdtr744gvrgw8+EMuJEyesq97Jnz2ICZR759SW2o6rSaAZZjVCEwrHh8Q9SpMQO5MP02TJPpMza/Y6lNc0GbG5XDkhc9hJjGkSZaOtoV4uTDZh8tJkzL42pvQAwh6z155mmiaDtq8brVc3ATWzMQiM7Abeegvgyy/VluTkyZNw4cIFOH/+PLS0tIjZU2z+ceQIfDUwoLZMkEK4BXCwBiMqpSknmjefy6YapW1nN2PKZlDcN2HL9SC2DS52hOhrV4ImZ7aPY+d7IdNEM6ZdjxeQsptduXlzY1MfKenQ5Z+koTFiRwmkL+cjpqrZO2QhA7eMcjzGcknuh+KTwd+gOc63Xh5MNnq6iDTLm1OL9/LQ+qBc5dyUHkiY+k5kyiV+xqg5mCLEyzwBO1NGoLOb+/57gJs3AUZHVYpk8+bN0NTUBGfPnpUJZHfiBCz98AO8mpuTaV56FqQT2bQA3TRvJDVTTryCjoOyeZNUhofH0EnV74JbJQHXnyHzpAYK1nZ88BchJ9KUNp1qEm1MoKOa9rPzYDejZmvE+nD760JEVrIdEg9ew9fLEgzjumXtgCFYhIuVmlqZ9c10Hho7q3hZe+1FX1wzdCTqQgmt6mRHuyF2MAKtg3Zz4MUKfXYBhDkPk42eXp+AYVdzquwrrEt0QLOrn82UHpIQ9c3i64j0/RzSeJ278d/cChXdmfVO+D67Tz+FuFr18oetW+HI118DkJJ5JUp9drjY/WSqby7bN4MPh99P/rZDBJ1O3aZXEHmgVMenl/CWXoJm23GChTe4j52LnXCZnCtFhPi17BZs1amBLpF3O7Se3ATpJ1WK0jLrBHxh51tDiwn72jddxnud+uwAukfD9Fy5aTyWgCg5lvpWaIv7RJKhCHMeJpugvLX4gSidcezhMGRK9TOlhyFMfSlabvVEb9RnZ4kP5o4GFm1lyqlqgEqcnNmIkhbXOP3NN/DHXbvUVpWo5sjMMYrs7GjOTfQKOcgtkEG70qAWigxtx4kLPRy+di4wAuxcQmcXbkBKbWQzxPataAwPs8bJ9l0EOOy8TiP7YpDL2zFKEfKPYxDRBox47XWiH+JLX63rIwUp2jOV606n5k255s0fRKV62ZhswuQVYMTXhQ69DFN6BUIdEyM/2BdRG25q24fxPZJjlXKmjKre5E+fP4evnj5VWw5/zeVgYXllEVBxbAkgtaPClxz1pb3AGxcjM2qyHPkFivU10PhwEe7YD/vEC3zwfezUbpts3zzkO3fLZhh0sinfl8Wy+oLG8gaXoDHijRCZ9Q45lMwx1Vw3nRL3SW17FzTaIwupP+1gV6k5z89epzg2jFGafIFHr9ijCS1xz5vKrT3cpo1kxEimJyma7bz5KxFUL8JkEyavA9bvcRu0kq0LU7o/YY9ZHMtD5LD5c7W2/RYMxbvZ4TFu8KGpyNUdOyzr3Xet3NtvW39paVGpbm589pnVu3u3NffOO9bfDxyw/uYZmSlGXsKPctFGZAqys84+tST/lxdWzF7PzltDqVkrWdpW+aYcGzmq088O0+I/WrHUvLsOJZu5kj3ZWBZtz1gxzOOkMRsHOQKSHgtn0Ub20ShBV5rZnkZH2mnOaEsDZeVKaKSmTPcZ+amhH0ve9wHnITDZVMg7NYTPnKqLWPfsJ0zpFalwTHFt9HLQtlcfqUmjL+08qm6l6ymXsCNamfVN4NyYn+/cCcfr6mDh44/h5tiYUby1ODkJzd99B3/C4nKnTsGf16TcD43YXIRW63UezcUwDLOOCGzGLMzPQzGRgOaPPlIp/tQdOACJb7+FfnR6Xt577yXoQ/5X66Jjp7355nOVwjAMw6xVqlI9OIURmymyow7ztS3eSn1+83ImChr8wrOqMAzDrBuqcnZHjx6Fc+fOQX29u8f5xo0b4oflrFTOMAzDrEaqcnbPnj2D27dvi0VnZmYGLl26xM6OYRiGWZVU5ewYhmEYZi3Cv5hmGIZh1j1VRXbRaFTI+hQKBTh06BBcu3ZNSPwwDMMwzGqmqsiuoaEB0um0+Levrw/u378Ps7Ozai/DMAzDrE5W3Iy5Z88eOH78OFy/fl2lMAzDMMzqZEXOjlo+FxYWYO/evdDT0wPxeBwWFxfV3gpoGnS0VFQqr4RdjtK7E9se7TlSURDHwfT/FderlVj5l+FzLszvSRb61UTLm7zyNEKyh/bpcy6a7Wmux3J7H3zLtbHLL9eRcygKSR33PV7hPEqYbMLkRaZJ307aufT2TOmB+J2Hh7JrpdVVXSPnuv9KHUBmXbEiZzc5OQn79+8X/XfUZ/fo0SPo7+9Xew1MvIBNDUvQNmUrFeyAtpF5x2FVg0vvDsHtYf1H4HisgX07xDGGYAlefChVEdYE3nNhfleyfST+SRMtF/De6YC6Ptv94Es1CjBO+6YiMKDSjfb4Us4ckxM2j/d2w4DxpetfrkA4jWbIpQpYjpog2YdsX52cDEHDfB4OJpsweYVjugtwS9Sb9PbsSatN6cH4nYcbv2sVhcvWOCSFxI+8RtErtA2QzFow3M5PEqOgASphwQhO/JtOp60vvvjC+uCDD8Ry4sQJ66pn8mc3zoTMLsRkzjMVJ7k1ISZ29k4qraB9PIkz86uhCYXjctJhmpTZmdCZJi72mZxZs9ehvKbJiM3lysmRw05iTJNBG20N9XJhsgmTlyZj9rUxpZupdB7ma0WTQevrYSegZjYSgZHdwFtvAXz5pdqSnDx5Ei5cuADnz5+HlpYWMXuKzT+OHIGvBgbUlmL6Fxh+uAnaDnvkcuq3Qlscv77G/n+QOkXNjiTRQ194tP5cNdvQNF6qSbKUpkOTN8vmSvp2Lt57LkRg0wmMGrG8/xW3KW+paURvSrWjSoo6vWkIlWWn++bXmxu1dLt5VubHOk+8hP6yJltVb21pu/dCOxf7vF9Ayq4HN2/+vtRHSjp0+SdpaIzYUQLpy/mIqWr2DiQ0esvYsmAsl+R+KD4Z/A2a43zr5cFko6eLSLO8ObV4Lw+tD8qVxU3pKyXwbzBGTZwUlV7midyZMgKd3dz33wPcvAkwOqpSJJs3b4ampiY4e/asTCC7Eydg6Ycf4NXcnEwLZLsSpdwCicEtpYcqemUH4FetZB/OtEEAAGG9SURBVOIVdByUCuekQjw85nUaO+Fytkatk5bVbiECG0tRM+br8Of27U5Z5GBKTamvQbLnFT64pFu3DEOltEXZ7IIOsG6kRgrEYvndg8oBdVrQpQRjxw8uQp1wjlSunf4aNCbQDsvNPKH86OAHFyFHZXqxldup/rg+3P66di7bIfEA6wNLMIzrskl2ES6utJ+TqZ7pPDR2VvGy9tqL/qVm6EjUVd1nnB3thtjBCLQO2s2BF30+9EIS5jxMNnp6fQKGXc2pso+tLtEBza6+PVP6P5M0Xudu/De3QkV3Zr0Tvs/u00+h5DM8/GHrVjjy9dcApGReFT9D/rFaJUFWteqi6XWwruwU0R5FbL+K6SXI9W5TDyuJvJKQKzkV/BcoMlsAelyIYn4Zkp2q74zqQP1oFKHCJrA1kqMfooMm50jlolNqFhEalWHhA4eOHJ1T3aZXEHnwBjoyrwgsHh/PS0SE+PVeoHVfaqBL5N0OrSc3QfrJykRymWrBF3a+tYq+Xh/7psv4kUJ9dgDdo2F7rhwajyUgSvdqfSu0xX0iyVCEOQ+TTVDeWnx2pDOOPRyGTKl+pvR/JtRnZ4kP4o4GFm1lyqlqgEqcnNnIiNpyOP3NN/DHXbvUlg+l5kpvVLIMeb/mTR3VPJg5RpGdNihlpTxewkfYjWg27aROdYqkHHL5gCiKHHRcOT9SSlARHy30goheofUtkBFNlH5lUaSIkeZguAEptZHNENu3ojFFTJVk+y4CHHYawyL7Yng/2HdOET/SYhDRBox47XWiH+JLX63rIwUp2jOV606nJju55s0fRKV62ZhswuQVYMTXhQ69DFP6Cgn6GxC17cP4nsixSjlTRlVvzqfPn8NXT5+qLYe/5nKwsFwp4sDoqbMG0qJ5TyWJPimMgkqRlobo45OrxbElgNSOgC/TkJBzergId+yXxMQLfGH8BJmeGhj3jIAkx5JOvCo9MNm+F5Alp603JU4sQu7kVqj1LZfOj/ogKYJ8DRpHfvFxsvOQ76ToEjfQqad8X174QSCuGZY3uASNkQofBsxvAjmUzDHVXDedEn+X2vYuaLRHFlJ/2sGu0n3rZ69THBvGKE06jegVjHjESEdL3NOmcmsPt2kjGbN4jyahVXxAufNXIqhehMkmTF4HrN/jNmglWxem9JVR6W+gU9t+C4bi3ezwGDf40FTk6o4dlvXuu1bu7betv7S0qFQ3Nz77zOrdvduae+cd6+8HDlh/M43MzM5aAD86i2c05XivSo/PWsk4rc9a4948uCT/FxrFqdazc1ZSrdMITDFKU21D/IX1/y5tY1l0EDEC1NlfUCNFS3lK6TT6yymrNLqzLL/Cr9wUnodKkyPMnFGprnqWbNznYlm0PWPFVP14hOk/GzkCkh4LZ0k6I/toZKIrzWxPowrtNGcEoYGyciU0+lCm+4z81NCPJe+zgPMQmGwq5J0awntc1UWse/YTpvQQlJ8HIq6NVk7ZtaLRl3Y+VbeSjacsZkMTODfm5zt3wvG6Olj4+GO4OTZmFG8tTk5C83ffwZ+wuNypU/DnCnI/1GzY3IO3a3YN/f7tXwKN2FyEVut1Hl3GMAzzKwhsxizMz0MxkYDmjz5SKf7UHTgAiW+/hX50el7ee+8l6EPsZV/WDogMOmm8lC86dlokwnORMgzDVEtVqgenMGIzRXbUYc7irb8l1Oc3L2eUoMEvPKsKwzDMiqnK2R09ehTOnTsH9fXuXuEbN26IH5azs2MYhmFWI1U5u2fPnsHt27fFojMzMwOXLl1iZ8cwDMOsSqpydgzDMAyzFuFfKDMMwzDrnqoiu2g0KmR9CoUCHDp0CK5duyYkfhiGYRhmNVNVZNfQ0ADpdFr829fXB/fv34fZWR4KzzAMw6xuVtyMuWfPHjh+/Dhcv35dpTAMwzDM6mRFzo5aPhcWFmDv3r3Q09MD8XgcFhcX1V4Dmt6bmDeyz9FmoxlVqpVAKceta/ebQnp3K1FUZ9YgWbyP1GTLXnkaIdlD+/Q5F832NL9kub0PvuXa2OWX68g5FIWkjvsZqnAeJUw2YfIi06RvJ+3centafl+Vc8Kvzph6r03mc52vX33sNNN1cfL8+ncLsx5YkbObnJyE/fv3i/476rN79OgR9Pf3q71+oHPrXITGrFQEaB2dhw5b2gehGVV+/bRhbl273xQlM8Ssf7J9JP5JEy0XYAg6oK70ssaXZxRgnPZNRWBApRvt0YFljskJm8d7u2HAKL7qX65AOJNmyKUKWI6alNmHbF+dnHxAw3weDiabMHmFs7pLSiFUb9LbsyetJic2AJEplf9xs6+z8aszXbO6J12YD/NmG6GjUzo2//pE4bI1DknSsbvrU7+JPOTiNCVh8ITZzAaBBqiEBSM48W86nba++OIL64MPPhDLiRMnrKumyZ8FNAHyjDaZLW73apMo/1bQpNH65MwM82ugCYXjQ+J+okmZnQmdabJkn8mZNXsdymuajNhcrpyQOewkxjSJstHWUC8XJpsweWkyZtuGJoLW7Sl/r/900N46u7fDXGM8bm/SSvpMOD2eGsJ3DE8CzTgERnYDb70F8OWXakty8uRJuHDhApw/fx5aWlrE7Ck2/zhyBL4aGFBbNiQ8SqKKdnPldkhckdNfFe89B9m0qa+rJslNJJFD02bZzZ+YgZoUcb3t3ktlY24CtcvbtOl5qalDaNdRuUKGR6aVUGU7C+b7D9X8Ss2YVRybWQfUR0o6dPknaWiM2BO2kb6cj5iqZu+QhQzcMkYXxnJJwobUFQdlU5y7mbBKfOvlwWSjp4tIs7zZsHgvD60PDErolP9xXjU9VkPYa9wKZ1I5d+SM9cRYsCSyzDBEoLOb+/57gJs3AUZHVYpk8+bN0NTUBGfPnpUJZHfiBCz98AO8mpuTaRq17buF+Gp3lJwEOTE7fTvgF6xa3y1VnaM00/8buE7q3z/jAy+FW7tH0eE0vS7W0wlL2FjZGrR3yiuBjqnuyTaMXMlmM3R0Ul/eT/gQvIZpWyATXVKGbkiJgfJQPZLZ3ZD4z7vgFh5PEPbYzPpgOg+NnYaXuB9ee9EX1wwdibqqP4qyo90QOxiB1kG7mfBihT67AMKch8lGT69PwLCrOVX2u9UlOqDZ7ktDZ9T4sMPRdsT8abUaBImzdg/afXIkzipW3PjUU2j/jWRUPsw5hi6wveLZMhuQ8H12n34KyieV8YetW+HI118DkJJ5BciZSUdCTszsJJJZKWkT2bcJYimMAvHhIjFVnVhqm5S9adqC37+2wKlDMb8M0LMgoq9N5NgeWpDH0408xrRTS3AG61H2tY3OjNIoIhzYZxaMDTo2sx7AF3m+tYr+Hh/7psvUTSA/4Ear/yRqPJaAKDmW+lZoi/tEOaEIcx4mm6C8tZB4IJ1x7OEwZET9onA5m8SPQDWgJIpO+2RrZUerEKKr1CcnBpZQn54UrHUw1IcU0Q/aDraIH7QR+XwyjEZVA1Ti5MxGRtSWw+lvvoE/7tqltvxwj76MXtmB0dwSZH6TJkB0YHFcfDrvY6kdMrITCzlQdJwPcH0Q4KKpCXL6JVwcqYFbGHEGYz42s7bJ9l0EOOy8MinqyOVLsQNGHTHX391rrxP9EJ2BWndGaMpRgqZy3enUpCfXvPmDqFQvG5NNmLwCcjbo0EsoJ2/RgJJ4ErpCR1nKeYoBKkl8fs+4nFbQNc7RB8XEHchHQtSZ2XBU5eyePn8OXz19qrYc/prLwcIyRlKVeLzoNG1QNPRwk4+T+Nm/6cKH9BN1vIlX+C2IZcmtEhQJphOvStFjto8iyZ+gn36aUL8Lhqe24MPh/TkB7m+woEvJ6RTvvfSNPoOOzaxtyKFkjqnmuukUpPC+rW3vgkZ7xCH1px3sKjXn+dnrFMeGMUqTL+DoFfUyx4UiFFO5ommuNMIxC5keGeV481ciqF6EySZMXges3+M2aCXbEjT0vw7ynZerjrLEzw8GI/jB6TjJwPpQ9Pt4ANpGI3Am4LowGxR8aCpydccOy3r3XSv39tvWX1paVKqbG599ZvXu3m3NvfOO9fcDB6y/lY3MnLeGUnPWeO+PFoBc7FFShdSMSpu1/lZan7GSvfY62qZeWDG1HkvNizyxuJNPjsSas5KaDeGUbafNWUO9s6osNTp0isqmdRoxKm2dBcsW++U21dn/2Mz6QI6ApMfCWbSRfjQS0JVmtqeRhXaaM9rSQFm5EhqpKdN9RiVq6MeSz1XAeQhMNhXy0khLuy5i3bNfMI7PIaVVW2ftfF2jN031sY+Di22P11Fea3ceHpHJEIFzY36+cyccr6uDhY8/hptjY0bx1uLkJDR/9x38CYvLnToFf/4nyv1Qn9pF2A7DoZoaf1v+lcdmGIZhVkZgM2Zhfh6KiQQ0f/SRSvGn7sABSHz7LfSj0/Py3nsvwRnO/+sWL342/6zFi51+/jzPrsIwDLOaqUr14BRGbKbIjjrMfxfxVvqtm/rZAP1MIKjf4jflX3lshmEYZsVU5eyOHj0K586dg/p6V0803LhxQ/ywnJXKGYZhmNVIVc7u2bNncPv2bbHozMzMwKVLl9jZMQzDMKuSqpwdwzAMw6xFqvqdHcMwDMOsRaqK7KLRqJD1KRQKcOjQIbh27ZqQ+GEYhmGY1UxVkV1DQwOk02nxb19fH9y/fx9mZ2fVXoZhGIZZnay4GXPPnj1w/PhxuH79ukphGIZhmNXJipwdtXwuLCzA3r17oaenB+LxOCwuLqq9BqaVLhwu/RPuiaGrgn7rRtpyVePo4rXd+1mlhYDqTfNpqk1mvUNzOqrJlm3ZGhsh2UP7+tWclYTZnuZzLLf3wbdcG7v8ch05h6KQ2nFPDF3hPEqYbMLkRaZJ307aufX2tPy+KueEX50Rw7UQ82WKdPs6BF0Xpw5hJsxm1j8rcnaTk5Owf/9+0X9HfXaPHj2C/v5+tdcPdDSdi9CotOJaR+ehI+SEz2U0vQ7WlZ1qIzxFdHDDJ6UKQtcTrE9YuRSaNFpNDM2sf7J9GWjFjzmLZuwnuZnSyxpfnlGAcdo3FYEBlW60x5d25picsHm8t9stLurCv1yBcCbNkEsVsBw1CbIP2T6Sw1EbCvN5OJhswuQVzuouwC1Rb9LbsyetJic2AJEplf9xs6+z8aszpvpfC7yWdU+6sDxMzzZCRyc54ChctsYhCWnouOtTv4k85OI0+UPwhNnMBoEGqIQFIzjxbzqdtr744gvrgw8+EMuJEyesq2WTP+vQJMtq4mUBbve+sAKmx/0NoUmitUmbs7MW9M6pDYYxQBM0x4fEfUqTFDsTOtNEwz4THWv2OpTXNBmxuVw5mXHYSYxpYmWjraFeLkw2YfLSpMy2DU0QrdtTftfEzg7eOpuuhdtOv0Z43N4kPtveSa5xT2oI3zE8CTTjEBjZDbz1FsCXX6otycmTJ+HChQtw/vx5aGlpEbOn2PzjyBH4amBAbdlsh9aTAB0NtobcdkhccaIlmlzZnmdSb2LU00U+uym01Iz5E/Sr/br6ucz3HFITL6Gfyptewq88TYqnfhPEHi95mmf0suTSdu+FTBPNmHYz6AtI2fXi5s31TX2kpEOXf5KGxoh9x5K+nI+YqmbvkIUM3DJGF8ZySe4H4xYYlE1x7mbCKvGtlweTjZ4uIs3yZsPivTy0PjAooVP+x/lQz0moa1yW3gpnUjl35Iz1xNiUpbcYF4HObu777wFu3gQYHVUpks2bN0NTUxOcPXtWJpDdiROw9MMP8GpuTqZpkEp5IbUJuqPSYZQaHkgs9ck2jDCpifM1aEzMS8c28QLqRmqgQOnZGugelDp0t7AMm2zfK4hMyabRQmoZmpVTyjyhfNvxRbEIOWUbit7XZD3weLQ+3P46XKZ1AQm/voavnyUYxnXL2gFDsAgXq+n/Y9YW03lo7DS8xP3w2ov+p2boSNRV3W+UHe2G2MEItA7azYQXwze9ewlzHiYbPb0+AcOu5lTZ71aX6MBnT/XtoXNrfGirhiOYP61WVwoJ2XYP2n2HJHArVkoI7b+RjNqPFmPoAkMLxjIbhfB9dp9+CnG16uUPW7fCka+/BiAl8wqQwyNnMt67BM3K4RXHlgD22dXYiV9p6BBHf4JifhmSnSr6o366sn6znyDT46iE17Zvg+TDJchMb8cvukWo24SO8MEbVUjx7ITL1BdI0SN+TReM/YI10CXKpGh1kyPkyqwz8EWeb62iv8fHXil2j/cC3tM+/UoBNB5LQJTubxImjftFOWEIcx4mm6C8SlkcnXHs4TA+e5QWxQ/EJH7Uyoh0UxSd9snWcidaBbXtt2TfoRhwQn19Usi2BCmlH7QdbBGjukjVgrHM+qeqASpxcmYjI2rL4fQ338Afd+1SW364R19Gr2BUFEfH5PO1SwrjMeX8cvlqoiZ0fHHp/KJXKNrbAhnRFIll1Nfg16YFeWUJ0xakD9b4PIA0kGYJnV24ASl6XZn1RbbvIsBh55VJ0UUuX4odMLqIuZT2vfY60Q/RGah1Z4SmHCVoKtedTk13cs2bP4hK9bIx2YTJKyBngw69hHLyFg1QiSfx4zCcqzNfY+VUxQCVJMRSZ8qcGV3jHH1QTNyBfCREnZkNR1Vv6qfPn8NXT5+qLYe/5nKwsBwQ4TxedJo2YBnyDzeJG7n2cA1AwhkdmR1dhrbD24UjSSdelZo7s31a06dgJ7RShGj3303/AsMHt+BDQH1rZIuRGjWLjvyCjw1FjMswIJoccf/gMgx9WB65ZfvmId+5W0n/vyyX/hdg3UVdqZwlaIywiOt6gxxK5phqrptOifugtr0LGu0Rh9SfdrCr1JznZ69THBvGKE2+gKNX1EsbF4qYTOWKprnSCMcsZHpkNOPNX4mgehEmmzB5HbB+j9uglWxL0ND/OnyeLoeOsipdY0L8/GAwArf8nCdFv48HoG00AmcCrguzQcGHpiJXd+ywrHfftXJvv239paVFpbq58dlnVu/u3dbcO+9Yfz9wwPpb2cjMeWsoNWeN9/5oAcjFPQprppQeS82rVJ/0qRdWTG3L/DTK0i7THm1Jx5otpTvHoRGhWllaGm3rx7KXZNYpX+ah7RkrVlYOsz6QIyDpsXAWbaQfjSx0pZntaQShneaMMDRQVq6ERifKdJ+Rnxr6seT9HnAeApNNhbw00tKui1j37BeM4zNCadXWWeFzLUrXwTWq0z6Olo555bV2n4OrfGbDEjg35uc7d8LxujpY+PhjuDk2ZhRvLU5OQvN338GfsLjcqVPw53Up90MjNheh1Xqd+wQYhmHWEIHNmIX5eSgmEtD80UcqxZ+6Awcg8e230I9Oz8t7770EfUj/Wl107LQ333yuUhiGYZjVSlWqB6cwYjNFdtRhvr7FW6kvcF7O+hDfAgWeVYVhGGbNUJWzO3r0KJw7dw7q61090XDjxg3xw3JWKmcYhmFWI1U5u2fPnsHt27fFojMzMwOXLl1iZ8cwDMOsSqpydgzDMAyzFuFfRDMMwzDrnqoiu2g0KmR9CoUCHDp0CK5duyYkfhiGYRhmNVNVZNfQ0ADpdFr829fXB/fv34fZ2Vm1l2EYhmFWJytuxtyzZw8cP34crl+/rlIYhmEYZnWyImdHLZ8LCwuwd+9e6OnpgXg8DouLi2qvAVuLDpf+iZ9dE0NXxcQLTc+uSihvtRp0VG/WrdtA0JyOarJlW7bGRkj20L5+OX+jwGxP80uW2/vgW66NXX65jpxDUUjtuCeGrnAeJUw2YfJqTKfwGdHtZH0o/0p1+Ojalc6HyrfrIxa6TkHXxTmHauWVmPXJipzd5OQk7N+/X/TfUZ/do0ePoL+/X+31A51b5yI0ZqX2XOvoPHR4NKlCQ3I/RvmdCpDTii6pjSqo3wXD/APyDUO2LwOt+DFn0Yz9JCvTZ7sffHlGAcZp31QEBlS60R4dWOaYnLB5vLfbLS7qwr9cgXjJN0MuVcBy1KTMPmT7SPZGbSjM5+FgsgmTVyd7t8OlWVe8dxGGT1KdLeh6sgIdPjzvgR61jhSnI3BL1EfVqTciRHwuW+OQxCN33PWp30QecnGAZDZ4wmxmY7AiZ0f9dZ988gm8//77cPr0aWhsbFR7KiFVDggh8aMkS343yGlNbQlWbGY2NNEr9iz9tZDoTAIole3ivQF0OkpaRs2wTy9xkz3J3NgvWZKucRS43ZjKFdFRZwd+IFowHCCRQ0oIpJmnY6yXhskmTN4S5NT3ORJG6PrgTqKxJOsTPdbo74yM4HnfBWjTzqe2KYo1scnjfxFnuzcJyZ4MHtVNNo9l/N7vGGZVE+jsBt56C+DLL9WW5OTJk3DhwgU4f/48tLS0iNlTbP5x5Ah8NTCgtmxI6BSgo4GaMOV24ooTLRXvPQd7rkmhP6fQ00U+uym01IxJEzPL/br6ucz3HFITL6E/tJK4XpZc2u69kGlKAT11Sh4nZdeLmzfXN/WR0ks8/yStOSzSl/MRU9XsHbKQgVvG6MJYLkncYNwCg7IpbqXNgQLfenkw2ejpItLUmw2VuOthtUlMU0RFkZeC8ldyll4mMgAfJpz8Xmi/kkuStMKZVM4dOWM9MTY1l8FsSAKd3dz33wPcvAkwOqpSJJs3b4ampiY4e/asTCC7Eydg6Ycf4NXcnEzTIJXyAqmQR6XDKH2JoQO7+GQbUPOmRfpziXnp2CZeQN1IDRQoPVsD3YPoWDA6u4Vl2GT7XkFkSjaNFlLL0KycUuYJ5duOL4pFyCnbUPS+JuuBx6P14fbX4TKtC9BBP3gNXz9LMIzrloXRKSzCxdDOlFlz4Iu7sTOhRRUBeO1FX1wzdCTqqu43yo52Q+xgBFoHLaEEDokVNAfahDkPk42eXp+AYa05tXjvTjhx19BkoX80YmyuJbL4GnKplCNC+28kU3KoxTG0CSkYy2wcwjdjfvopxNWqlz9s3QpHvv4agJTMK0AOj5zJOImuKodXHFsCKKl9k8gqOsTRn6CYX4Zkp4r+qJ+urN/sJ8j0SGVyorZ9GyQfLkFmejt+0S1C3SZ0hA/eQIcVVlx1J1ymvkCKHvFrumDsF6yBLlEmRaubIP0kQLSWWaOoqCV0f4+PvVLspibGblLRrpLGYwmI0v1NzZtxn0gyFGHOw2RTKS9FrGcqOqZqKd7LQ+uVSs6Tjtmqmlg1SCn9YIcShy6iDfXoMYybqvrs4uTMRkbUlsPpb76BP+7apbb8cI++FH12cXRMPl+7pFAeU84vl68makLHF5fOL3qFor0tkBFNkdWUQQNpltDZhRuQoteVWV9k+y66ohbqd8vlS7ED5B/HSh9ahNdeJ/qh06fljNCUowRN5brTqXlTrnnzB1GpXjYmm0p5qa+RIlZRl4YOSD/sgDoakVkfgcaH1K+mwMgwjRFq8PNEfX0d+BEsz625Bz8Qop5zxLJgn3/jJF3jHH1QTNyBfKTy+TIbk6re1E+fP4evnj5VWw5/zeVgYTkgwnm8qL68iGXIP5QDVmoP1wAk0Mmor9bs6DK0Hd4uHEk68UpEfyK9T2v6FOyEVooQ7f676V9g+OAW/KKjvjWyxUiNmkVHfik52SCyffOQ79wtv1Yxwkv5vkyw7qKueJzBJWiMhI0cmbUCOZTMMdVcN50S90Ftexc0Ju7Ie5D60w52laIaP3ud4tgwRmnyBUyDSeSoQjlK0FSuaJqz0/H/mZ6kaL7z5q9EUL0Ik01Q3tr24VI9qJk1Fh+CwgNq7oxqfWgYGQ7mYOjDMM6HRlc650bRsHckZXEsD5HDBrepBve0jUbgTMB1YTYoeGNV5OqOHZb17rtW7u23rb+0tKhUNzc++8zq3b3bmnvnHevvBw5Yf7t6Ve2xmbeGUnPWeO+PFoBcdKn8QmqmlB5LzatUn/SpF1ZMbcv8c1ZSbQPMKhl/OtZsKb10HC0vxF9YJN4vbOOybP1Y9pLMOuXLetH2jBXDPE4as34o4P0A+LfVl6S6r5Bs0pNmtseXdSktlpJ3m5GyciWFVEylx6yhKZXog34seb8HnIfAZFMh79QQPkM+daH0+BDmtHHKCDx3A3RO+jtClNmrH2Mcn0VVv151Zngd5fHc5+Auh9moBM6N+fnOnXC8rg4WPv4Ybo6NGcVbi5OT0Pzdd/AnLC536hT8eV3K/dCIzUVotV7nPgGGYZg1RGAzZmF+HoqJBDR/9JFK8afuwAFIfPst9KPT8/Leey9BH9K/VhcdO+3NN5+rFIZhGGa1UpXqwSmM2EyRHXUqr2/xVuoLnJczVcS3QIFnVWEYhlkzVOXsjh49CufOnYP6euq1drhx44b4YTkrlTMMwzCrkaqc3bNnz+D27dti0ZmZmYFLly6xs2MYhmFWJVU5O4ZhGIZZi/AvohmGYZh1T1WRXTQaFbI+hUIBDh06BNeuXRMSPwzDMAyzmqkqsmtoaIB0Oi3+JZmf+/fvw+zsrNrLMAzDMKuTFTdj7tmzB44fPw7Xr19XKQzDMAyzOlmRs6OWz4WFBdi7dy/09PRAPB6HxcVFtdeArUWHS//Ez66Joati4oWmZxeeMm28sFC9WbduA5GFfjUZ8Saa2FilCoRkD+3rV3NWEmZ7ml+y3N4H33Jt7PJ1HTkvRUid8k4MXeE8SphswuTVmE7hM6LbyfpQ/pXq8NG1K50PlW/XRyx0nYKui3MOVT3vzLplRc5ucnIS9u/fL/rvqM/u0aNH0N/fr/b6gc6tcxEas1J7rnV0Hjoeq13VQnI/RvkdA+iw7ggNOqWNF30eXhuMFM75B+QbhmxfBlrxY86yCjAEHVDXZ7sffHlGAcZp31QEBlS60Z4UvI/Zkxp3u8VFXfiXKxAv+WbIpQpYjpqU2YdsX52c7EDDfB4OJpsweXWydzsgrdaJ4r2LMHyS6mxB15MV6PDheQ/0qHWkOB2BW6I+qk69JA5LE0ePQxKP7KuEPkEislA2mTSzcVmRs6P+uk8++QTef/99OH36NDQ2Nqo9lZAqB4SQ+Pk9JfPRYV22de2atsFQ3FqhNhiz3oleuazmPa2FRGcSQKlsk6RNLnVG7lMz7NNL3GRPWnb2S5bkehw1cjemckV01NmBH4gWDAcIkZISAqkE6BjrpWGyCZO3BDn1fY6EEbo+uJNohC5V5+ixRn9nZATP+y5Am3Y+tU1RrIkNyQdpkkG9SUj2ZPCobrJ5LOP3fMcwq55AZzfw1lsAX36ptiQnT56ECxcuwPnz56GlpUXMnmLzjyNH4KuBAbVlQ0KnAB0NdhPidkhccaIlvYlR158ra3q0m0JLzZg0MbPcr6ufy3wYvU28hP4yPbvtJW0wN3pZcmm790KmKQX01Cl5nJRdL27eXN/UR0ov8fyTtOawSF/OR0xVs3cgwdFbxujCWC7J/WDcAoOyKW6lzYEC33p5MNno6SLS1JsN0TGRuOthtUlMU0RFkZeC8ldyll4mMgAfJpz8Xmi/kkuStGqSQgqsJ8am5jKYDUmgs5v7/nuAmzcBRkdVimTz5s3Q1NQEZ8+elQlkd+IELP3wA7yam5NpGqRSXiAV8qh0GKUvMXRgF59sA9HESPpziXnp2CZeQN1IDRTspsdBdCwYod3CMmyyfa8gMiWbRgupZWhWTinzhPJhJDe4CDll6/Azfhlu8de86n1N1gOPR+vD7a/DZVoXoIN+8Bq+fpZgWDSJYnQKi3CxKnFYZk2BL+7GTtJoC4nXXvTFNQuR02r7jbKj3RA7GIHWQUvoxUFiBc2BNmHOw2Sjp9cnYFhrTi3euxMoDFsdWegfjRiba4ksvoZI109HaP+NZEoOtTiGNgHRMLPxCN+M+emnEFerXv6wdSsc+fprAFIyrwA5PHIm4yS6qhxecWwJoKT2vRO/0tAhjv4ExfwyJDtV9Ef9dGX9Zj9BpkcqkxO17dsg+XAJMtMYuaETqtuEjvDBG+iwPOKqE7/gl6NfH9xOuEx9gRQ94td0wdgvWANdokyKVjdB+kmAaC2zRlFRS+j+Hh/7pst4v8smxm5S0a6SxmMJiNL9Tc2bcZ9IMhRhzsNkUykvRaxnKjqmainey0PrlUrOk47ZqppYNdAJdx3sUOLQRbShHj2GcVNVn12cnNnIiNpyOP3NN/DHXbvUlh/u0Zeizy6Ojsnna5cUymPK+eXy1URN6Pji0vlFr1C0twUyoilSK4Mc2WhNhQeUBtIsobMLNyBFryuzvsj2XXRFLdTvlsuXYgfIP46VPrQIr71O9EOnT8sZoSlHCZrKdadT86Zc8+YPolK9bEw2lfJSXyNFrKIuDR2QftgBdTQisz4CjQ+pX02BkWEaI9Tg54n6+jrwI1ieW3MPfiBEPeeIZcE+/8ZJusY5+qCYuAP5SOXzZTYmVb2pnz5/Dl89faq2HP6ay8HCckCE83hRfXkRy5B/KAes1B6uAUigk1FfrdnRZWg7vF04knTilYj+RHqf1vQp2AmtFCHa/XfTv8DwwS34RUd9a2SLkRo1i478Ip0sObpOgFsqYsveK+9vy/bNQ75zt3SGaJ/yfZlg3UVd8TiDS9AY8USOzJqHHErmmGqum06J+6C2vQsaE3fkPUj9aQe7Sh9NfvY6xbFhjNLkC5gGk8hRhXKUoKlc0TRnp+P/Mz1J0XznzV+JoHoRJpugvLXtw6V6UDNrLD4EhQfU3BnV+tAwMhzMwdCHYZwPja50zo2iYe9IyuJYHiKHDW5TDe5pG434d1EwDN5YFbm6Y4dlvfuulXv7besvLS0q1c2Nzz6zenfvtubeecf6+4ED1t+uXlV7bOatodScNd77owUgF10qv5CaKaXHUvMq1Sd96oUVU9sy/5yVVNsAs5YU56djzZbShV12Vtk4izwO2sblun4se0lmnfKlPW3PWDHM46Qx64cC3g+Af1t9Sar7CskmPWlme3xZl9JiqYKwNlJWrqSQiqn0mDU0pRJ90I8ln4uA8xCYbCrknRrC58+nLpQeH8KcNk4ZgedugM5Jf0eIMnv1Y4zjs6jq16vODK+jPJ77HNzlMBuVwLkxP9+5E47X1cHCxx/DzbExo3hrcXISmr/7Dv6ExeVOnYI/r0u5HxqxuQit1uvcJ8AwDLOGCGzGLMzPQzGRgOaPPlIp/tQdOACJb7+FfnR6Xt577yXoQ/rX6qJjp7355nOVwjAMw6xWqlI9OIURmymyo07l9S3eSn2B83KmivgWKPCsKgzDMGuGqpzd0aNH4dy5c1BfT73WDjdu3BA/LGelcoZhGGY1UpWze/bsGdy+fVssOjMzM3Dp0iV2dgzDMMyqpCpnxzAMwzBrEf5FNMMwDLPuqSqyi0ajQtanUCjAoUOH4Nq1a0Lih2EYhmFWM1VFdg0NDZBOp8W/JPNz//59mJ2dVXsZhmEYZnWy4mbMPXv2wPHjx+H69esqhWEYhmFWJytydtTyubCwAHv37oWenh6Ix+OwuLio9hqguSnVD7H7J352TQxdFRMvND27KtCO75ocOgjKx7p1G4gs9KvJiDfRxMYqVSAke2hfv5qzkjDb0/yS5fY++JZrY5ev68h5KULqlHdi6ArnUcJkEyavxnQKnxHdTtaH8q9Uh4+uXel8qHy7PmKh6xR0XZxzCDNhNrP+WZGzm5ychP3794v+O+qze/ToEfT396u9fqBz61yExqzUnmsdnYeOx2pXtZDcj1F+xwQe/y7ALdKqm9oCoE0wHUj9LhjmH5BvGLJ9GWjFjznLKsAQdEBdn32n4MszCjBO+6YiMKDSjfak4H3MntS42y0u6sK/XIF4yTdDLlXActSkzD5k++rkZAca5vNwMNmEyauTvdsBabVOFO9dhOGTVGcLup6sQIcPz3ugR60jxekIPrvyWoo69ZI4LE0cPQ5JPLKvEvoEichC2WTSzMZlRc6O+us++eQTeP/99+H06dPQ2Nio9lRCqhwQQuLnd5XM15TR62ugMY51EekM4yZ65bKa97QWEp1JAKWyTZI2udQZuU/NsE8vcZM9adnZL1mS63HUyN2YyhXRUWcHfiBaMBwgREpKCKQSoGOsl4bJJkzeEuTU9zkSRuj64E6iEbpUnaPHGv2dkRE8b/wwbdPOp7YpijWxIfkgTTKoNwnJnkzZx2s2j2X8ru8YZrUT6OwG3noL4Msv1Zbk5MmTcOHCBTh//jy0tLSI2VNs/nHkCHw1MKC2bEjoFKCjgZow5XbJ+SDFe8/BnmtSb2LU00U+uymy1IxJEzPL/br6ucz3HFITL6Hf02RZvLcErb6Rml6WXNruvZBpSgE9dUoeJ2XXi5s31zf1kdJLPP8krTks0pfzEVPV7B1IcPSWMbowlktyPxi3wKBsiltpc6DAt14eTDZ6uog09WZDdEwk7npYbRLTFFFR5KWg/JWcpZeJDMCHCfPHKO1XckmSVk1SSIH1xNiUP2gZF4HObu777wFu3gQYHVUpks2bN0NTUxOcPXtWJpDdiROw9MMP8GpuTqZpkEp5gVTIo9JhlL7E0IFdfLINqHnTIv25xLx0bBMvoG6kBgqUnq2B7kF0LPW74BaWYZPtewWRKdk0WkgtQ7NySpknlG87vigWIads5dyWM1CXWFR2PvS+JuuBx6P14fbX4TKtC9BBP3gNXz9LMIzrloXRKSzCxWr6/5i1Bb64GztJoy0kXnvRF9csRE6r7TfKjnZD7GAEWgctoRcHiRU0B9qEOQ+TjZ5en4BhrTm1eO9OoDBsdWShfzRibK4lsvgaIl0/HaH9N5IpPdPFMbQJiIaZjUf4ZsxPP4W4WvXyh61b4cjXXwOQknkFyOGRMxkn0VXl8IpjSwAlte+d+JWGDnH0JyjmlyHZqSIw6qcri8Z+gkyPVCYnatu3QfLhEmSmt+MX3SLUbUJH+OANdFi2uCo5K9lnFxN2KrnETrhMfYEUPeLXdMHYL1gDXaJMilY3QfpJgGgts0ZRUUvo/h4f+6bLeL/LJsZuUtGuksZjCYjS/U3Nm3GfSDIUYc7DZFMpL0WsZyo6pmop3stD65VKzpOO2aqaWDXQCXcd7FDi0EW0oR49hnFTVZ9dnJzZyIjacjj9zTfwx1271JYf7tGXos8ujg7H52uXFMpjyvnl8tVETej44tL5Ra9QtLcFMqIp0lMGRoddnv4NBxpIs4TOzq+Zsxy9rsz6Itt30RW1UL9bLl+KHSD/OFb60CK89jrRD50+LWeEphwlaCrXnU7Nm3LNmz+ISvWyMdlUykt9jRSxiro0dED6YQfU0YjM+gg0PqR+NQVGhmmMUIOfJ+rr68CPYHluzT34gRD1nCOWBfv8GyfpGufog2LiDuQjlc+X2ZhU9aZ++vw5fPX0qdpy+GsuBwvLARHO40X15UUsQ/6hHLBSe7gGIIFORn21ZkeXoe3wduFI0tqoyWyf1vQp2AmtFCHa/XfTv8DwwS34RUfNlWSLkRo1i478UnKyEowIH9dAq88XabZvHvKdu+XXKkZ4Kd+XCdZd1BWPM7gEjRE7cmTWC+RQMsdUc910StwHte1d0Ji4I+9B6k872FWKavzsdYpjwxilyRcwDSaRowrlKEFTuaJpzk7H/2d6kqL5zpu/EkH1Ikw2QXlr24dL9aBm1lh8CAoPqLkzqvWhYWQ4mIOhD8M4Hxpd6ZwbRcPekZTFsTxEDhvcphrc0zYagTMB14XZoOCNVZGrO3ZY1rvvWrm337b+0tKiUt3c+Owzq3f3bmvunXesvx84YP3t6lW1x2beGkrNWeO9P1oActGl8gupmVJ6LDWvUn3Sp15YMbUt889ZSbUNMGtJcX461mwpXdhp+Rw7Am3jsmz9WPaSzDrly3rR9owVwzxOGrN+KOD9APi31Zekc79kk540sz2+rEtpsVRBWBspK1dSSMVUeswamlKJPujHks9FwHkITDYV8k4N4XPkUxdKjw9hThunjMBzN0DnpL8jRJm9+jHG8VlU9etVZ4bXUR7PfQ7ucpiNSuDcmJ/v3AnH6+pg4eOP4ebYmFG8tTg5Cc3ffQd/wuJyp07Bn9el3A+N2FyEVut17hNgGIZZQwQ2Yxbm56GYSEDzRx+pFH/qDhyAxLffQj86PS/vvfcS9CH9a3XRsdPefPO5SmEYhmFWK1WpHpzCiM0U2VGn8voWb6W+wHk5U0V8CxR4VhWGYZg1Q1XO7ujRo3Du3Dmor6dea4cbN26IH5azUjnDMAyzGqnK2T179gxu374tFp2ZmRm4dOkSOzuGYRhmVVKVs2MYhmGYtQj/IpphGIZZ91QV2UWjUSHrUygU4NChQ3Dt2jUh8cMwDMMwq5mqIruGhgZIp9PiX5L5uX//PszOzqq9DMMwDLM6WXEz5p49e+D48eNw/fp1lcIwDMMwq5MVOTtq+VxYWIC9e/dCT08PxONxWFxcVHsN2Fp0uPRP/OyaGLoqJl5oenYrgOpRjQ5dtfbMGicL/Woy4k00sbFKFQjJHtrXr+asJMz2NL9kub0PvuXa2OXrOnJeipA65Z0YusJ5lDDZhMmrMZ3CZ8TnWoXJa4CuXel8qHy7PmKh6xR0XZxzCDNhNrP+WZGzm5ychP3794v+O+qze/ToEfT396u9fqBz61yExqzUnmsdnYeOx2pXtZDcj1F+J5js3UVIq/VQ1O+CYf4B+YYh25eBVvyYs6wCDEEH1PXZ7gdfnlGAcdo3FYEBlW60JwXvY/akxt1ucVEX/uUKxEu+GXKpApajJmX2IdtXJyc70DCfh4PJJkxenezdDvczRfWOdquNFYD5B3rUOlKcjsAtUR9Vp14Sh6WJo8chiUf2VUKfIBFZKJtMmtm4rMjZUX/dJ598Au+//z6cPn0aGhsb1Z5KSJUDQkj8/Csk8zEqzOzbEqzazGxYolcuq3lPayHRmQRQKtskaZNLnZH71Az7FFGY7EnLzn7JklyPo0buxlSuiNY6O/AD0YLhACFSUkIglQAdY700TDZh8pYgp77PkTASkMgrKSGozerA874L0KadT21TFGtiQ/JBmmRQbxKSPRn8ZHCTzWMZ/4p3DLNqCXR2A2+9BfDll2pLcvLkSbhw4QKcP38eWlpaxOwpNv84cgS+GhhQWzYkdArQ0UBNmHI7ccWJlor3noM916SuP6eni3x2U2ipGZMmZpb7dfVzme85pCZeQn+pPIwu81vg8mG1WYZellza7r2QaUoBnZTO6Tgpu17cvLm+qY+UXtj5J2nNYZG+nI+YqmbvQIKjt4zRhbFckvvBuAUGZVNcmzEyDIFvvTyYbPR0EWnqzYZK3NX4TK2AiQzAhwl0ZwZov5JLkrRqkkIKrCfGpuYymA1JoLOb+/57gJs3AUZHVYpk8+bN0NTUBGfPnpUJZHfiBCz98AO8mpuTaRqkUl4gFfKodBilLzF0YBefbANq3rRIfy4xLx0bRmF1IzVQoPRsDXQPomOp3wW3sAybbN8riEzJptFCahmalVPKPKF82/FFsQg5ZVu89wrgcEDzZ+9rsh54PFofbn8dLtO6gJTOX8PXzxIM47plYXQKi3DRKw7LrB+m89DYSRptIfHai764ZiFyWm2/UXa0G2IHI9A6aAm9OEhcrNBnF0CY8zDZ6OkUsWnNqcV7dwKFYasjC/2jEWNzLZHF1xDp+ukI7b+RTOnDsziGNgHRMLPxCN+M+emnEFerXv6wdSsc+fprAFIyrwA5PHIm4yS6qhxecWwJoKT2vRO/0tAhjv4ExfwyJDtV9Ef9dGX9Zj9BpkcqkxO17dsg+XAJMtPb8YtuEeo2oSN88AY6LBJXRVvYVvEhomNfpr5Aih7xa7pg7BesgS5RJkWrmyD9JEC0llmjqKgldH+Pj33TZbzfZRNjN6loV0njsQRE6Z6l5s24TyQZijDnYbKplJci1jMBz1R1FO/lofVKJedJx2xVTawa6IS7DnYocegi2lCPHsO4qarPLk7ObGREbTmc/uYb+OOuXWrLD/foS9FnF0fH5PO1SwrlMeX8cvlqoiZ0fHHp/KJXKNrbAhnRFPmziOo6MGIUTY8Ni5B+iM7QtwmSBtIsobMLNyBFryuzvsj2XXRFLdTvlsuXYgfIP46VPrQIr71O9EOn/8oZoSlHCZrKdadT86Zc8+YPolK9bEw2lfJSXyNFrKIuDR34THXgM7Xy0Zd4NLiT6MCPYHluzT34gRD1nCNGmbDPv3GSrnGOPigm7kA+Uvl8mY1JVW/qp8+fw1dPn6oth7/mcrCwHBDhPF5UX17EMuQfygErtYdrABLoZNRXa3Z0GdoObxeOJJ14JaI/kd6nNX0KdkIrRYh2/930LzB8cAt+0VHfGtlipEbNoiO/AKiIUixTWyBmkOjJ9s1DvnO3/FrFCC/l+zLBuou64nEGl6AxQlEes54gh5I5pprrplPiPqht74LGxB15D1J/2sGuUlTjZ69THBvGKE2+gGkwiRxVKEcJmsoVTXN2Ov4/05MUzXfe/JUIqhdhsgnKW9s+XKoHNbPG4kP4TFXR5FsGja50zo2iYe9IyuJYHiKHDUdQg3vaRiNwJuC6MBsUvLEqcnXHDst6910r9/bb1l9aWlSqmxuffWb17t5tzb3zjvX3Awesv129qvbYzFtDqTlrvPdHC0AuulR+ITVTSo+l5lWqT/rUCyumtmX+OSuptgFmLSnOT8eaLaWXSfJTGfEXSt4fbeOybP1Y9pLMOuXLetH2DObX05j1QwHvB8C/rb4k1X2FZJOeNLM9vqxLabGUvNuMlJUrKaRiKj1mDU2pRB/0Y8n7PeA8BCabCnmnhvD586kLpceHMKdC2Km8enoV0Dm5n12sV69e1jg+i+oYverM8DrKa+0+h7J3ALMhCZwb8/OdO+F4XR0sfPwx3BwbM4q3Ficnofm77+BPWFzu1Cn487qU+6ERm4vQar3OfQIMwzBriMBmzML8PBQTCWj+6COV4k/dgQOQ+PZb6Een5+W9916CPqR/rS46dtqbbz5XKQzDMMxqpSrVg1MYsZkiO+pUXt/irdQXOC9nqjD0+TEMwzCrk6qc3dGjR+HcuXNQX0+91g43btwQPyxnpXKGYRhmNVKVs3v27Bncvn1bLDozMzNw6dIldnYMwzDMqqQqZ8cwDMMwaxH+RTTDMAyz7qkqsotGo0LWp1AowKFDh+DatWtC4odhGIZhVjNVRXYNDQ2QTqfFvyTzc//+fZidnVV7GYZhGGZ1suJmzD179sDx48fh+vXrKoVhGIZhVicrcnbU8rmwsAB79+6Fnp4eiMfjsLi4qPYasLXocOmf+Nk1MXRVTLzQ9OyqI9vn/EA8tOQK1Zt16zYQWehXkxFv8k5sLCR7aF+/mrOSMNvT/JLl9j74lmtjl6/ryHkpQuqUd2LoCudRwmQTJq/GdAqfEZ9rFSavAbp2pfOh8u36iIWuU9B1cc4h9LPOrGtW5OwmJydh//79ov+O+uwePXoE/f39aq8f6Nw6F6ExKydjbh2dh47Hale1kNyPUX6nEj9Bft8OcXxagibRLVG/C4b5B+QbhmxfBlrxY86yCjAEHVDXZ7sffHlGAcZp31QEBlS60Z4UvI/Zkxp3u8VFXfiXKxAv+WbIpQpYjpqU2YdsX52c7EDDfB4OJpsweXWydzsgrdYFVO9ot9pYAZh/oEetI8XpCNwS9VF16o0IEZ/L1jgk8cgdd33qN5GHXBzKJpNmNi4rcnbUX/fJJ5/A+++/D6dPn4bGxka1pxJS5YAQEj+/s2R+SeZnhVEhszGIXrms5j2thURnEuBxXkQnJGmTS52R+9QM+xRRmOxJy85+yZJcj6NG7sZUrojWOjvwA9GC4QAhUlJCIJUAHWO9NEw2YfKWIKe+z5EwEpDIKykhqM3qwPO+C9CmnU9tUxRrYpPH/yLOdm8Skj0Z/GRwk81jGb/zO4ZZ3QQ6u4G33gL48ku1JTl58iRcuHABzp8/Dy0tLWL2FJt/HDkCXw0MqC0bEjoF6Giwmw+3Q+KKEy0V7z0Hu3mR9Ods9HSRz24KLTksmpjZbpp0JIBkvueQmngJ/XZ5h5W6+OMFg8PTy5JL270XMk0poKdOyeOk7Hpx8+b6pj5SemHnn6Q1h0X6cj5iqpq9AwmO3jJGF8ZySe4H4xYYlE1xbcbIMAS+9fJgstHTRaSpNxsqcdfDavO3YCID8GEC3ZkB2q/kkiStcCaVc0fOWE+MTc1lMBuSQGc39/33ADdvAoyOqhTJ5s2boampCc6ePSsTyO7ECVj64Qd4NTcn0zRIpbxAKuRR6TBKX2LowC4+2YaOiJoXX4NGjL6EY5t4AXUjNVCg9GwNdA+iY6nfBbewDJts3yuITMlmyUJqGZqVU8o8oXzb8UWxCDllW1sv1cUTD8jhvfJv5+99TdYDj0frw+2vw2VaF1De1/D1swTDuC4cJyzCRc05M+uM6Tw0dlah0ea1F31xzULktNp+o+xoN8QORqB10BJ6cZC4aOibCkGY8zDZ6OkUsWnNqcV7dwKFYasjC/2jEWNzLZHF1xDp+ukI7b+RTOnDsziGNgHRMLPxCN+M+emnEFerXv6wdSsc+fprAFIyrwA5PHIm4yS6qhxecWwJoKT2vRO/0tAhjv4ExfwyJDtV9Ef9dGX9Zj9BpkcqkxO17dsg+XAJMtPb8YtuEeo2oSN88AY6LK+4qowyy77KSeyV+gIpesSv6YKxX7AGukSZVM4mSD8JEK1l1igqagnd3+Nj33QZ73fZxNhNKtpV0ngsAVG6v6l5M+4TSYYizHmYbCrlpYj1TEXHVC3Fe3lovVLJedIxW1UTqwY64a6DHUocuog21KPHMG6q6rOLkzMbGVFbDqe/+Qb+uGuX2vLDPfpS9NnF0TH5fO2SQnlMOb9cvpqoCR1fXDq/6BWK9rZARjRF+pXhOEk3NJBmCZ1duAEpel2Z9UW276IraqF+t1y+FDtA/nHMdQ957XWiHzr9V84ITTlK0FSuO52aN+WaN38QleplY7KplJf6GiliFXVp6ID0ww6o+xWjL/FocCfRgR/B8tyae/ADIeo5R4wyYZ9/4yRd4xx9UEzcgXyk8vkyG5Oq3tRPnz+Hr54+VVsOf83lYGE5IMJ5vKi+vIhlyD+UA1ZqD9cAJNDJqK/W7OgytB3eLhxJOvFKRH8ivU9r+hTshFaKEO3+t+lfYPjgFvyio741ssVIjZpFR37xPIA/wZ2RTdDq4+yyffOQ79wtv1Yxwkv5vkyw7qKueJzBJWiMeCNHZq1DDiVzTDXXTafEfVDb3gWNiTvyHqT+tINdpajGz16nODaMUZp8AdNgEjmqUI4SNJUrmubsdPx/picpmu+8+SsRVC/CZBOUt7Z9uFQPamaNxYeg8KCKJt8yaHSlc24UDXtHUhbH8hA5bDiCGtzTNhqBMwHXhdmg4I1Vkas7dljWu+9aubfftv7S0qJS3dz47DOrd/dua+6dd6y/Hzhg/e3qVbXHZt4aSs1Z470/WgBy0aXyC6mZUnosNa9SfdKnXlgxtS3zz1lJtQ0wa0lxfjrWbCndbEegbVyWrR/LXpJZJ5+sF23PWDHM46Qx64cC3g+Af1t9STr3SzbpSTPb48u6lBZLFYS1kbJyJYVUTKXHrKEpleiDfix5vwech8BkUyHv1BA+fz51ofT4EOZUCDuVV0+vAjon/R0h6turlzWOz6I6Rq86M7yO8lq7z8FdDrNRCZwb8/OdO+F4XR0sfPwx3BwbM4q3Ficnofm77+BPWFzu1Cn487qU+6ERm4vQar3OfQIMwzBriMBmzML8PBQTCWj+6COV4k/dgQOQ+PZb6Een5+W9916CPqR/rS46dtqbbz5XKQzDMMxqpSrVg1MYsZkiO+pUXt/irdQXOC9nqohvgQLPqsIwDLNmqMrZHT16FM6dOwf19dRr7XDjxg3xw3JWKmcYhmFWI1U5u2fPnsHt27fFojMzMwOXLl1iZ8cwDMOsSqpydgzDMAyzFuFfRDMMwzDrnqoiu2g0KmR9CoUCHDp0CK5duyYkfhiGYRhmNVNVZNfQ0ADpdFr8SzI/9+/fh9nZWbWXYRiGYVYnK27G3LNnDxw/fhyuX7+uUhiGYRhmdbIiZ0ctnwsLC7B3717o6emBeDwOi4uLaq8BW4sOl/6Jn10TQ1fFxItfJcBa0sgLWwbVm3XrNhBZ6FeTEW/yTmwsJHtoX7+as5Iw29P8kuX2PviWa2OXr+vIeSlC6pR3YugK51HCZBMmr8Z0Cp8Rn2sVJq8Bunal86Hy7fqIha5T0HVxziHMhNnM+mdFzm5ychL2798v+u+oz+7Ro0fQ39+v9vqBzq1zERqzUnuudXQeOh6rXdVCcj9G+Z3KZPtmoC6xGcZJsy5sGfW7YJh/QL5hyPZloBU/5iyrAEPQAXV9tvvBl2cU8N6hiY8jMKDSjfak4H3MntS42y0u6sK/XIF4yTdDLlXActSkzD5k++rkZAca5vNwMNmEyauTvdsBabUuoHpHu9XGCsD8Az1qHSlOR+CWqI+qU29EiPhctsYhiUfuuOtTv4k85OJQNpk0s3FZkbOj/rpPPvkE3n//fTh9+jQ0NjaqPZWQKgeEkPj5vSXzMSJsfrwFCjyvJVOB6JXL6v6ohURnEuBxXkQnJGmTS52R+9QM+xRRmOxJy85+yZJcj6NG7sZUrojWOjvwA9GC4QAhUlJCIJUAHWO9NEw2YfKWIKe+z5EwEpDIKykhqM3qwPO+C9CmnU9tUxRrYpPH/yLOdm8Skj0Z/GRwk81jGb/3O4ZZ1QQ6u4G33gL48ku1JTl58iRcuHABzp8/Dy0tLWL2FJt/HDkCXw0MqC0bKZja0UBNmHI7ccWJlkpNi7jo+nN6ushnN4WWmiBpYma5X1c/l/meQ2riJfSL8qQcT/KgBXUeWwe9LLm03Xsh05QCeuqUzJuy68XNm+ub+kjphZ1/ktYcFunL+YipavYOJDh6yxhdGMsluR+MW2BQNsW1GSPDEPjWy4PJRk8XkabebKjEXQ+rzd+CiQzAhwl0ZwZov5JLkrTCmVTOHTljPTE2NZfBbEgCnd3c998D3LwJMDqqUiSbN2+GpqYmOHv2rEwguxMnYOmHH+DV3JxM0yCV8gKpkEelwyg5G3RgF59sA2retEh/LjEvHRtGYnUjNRiJYXq2BroH0bHU74JbWIZNtu8VRKZk02ghtQzNyillnlC+7fiiWIQcGZLW3cMafEi2CFuhlO7XZ9f7mqwHHo/Wh9tfh8u0LkAH/eA1fP0swTCuWxZGp7AIF33FYZl1wXQeGjur0Gjz2ou+uGYhclptv1F2tBtiByPQOmgJvThIXKzQZxdAmPMw2ejpFLFpzanFe3cChWGrIwv9oxFjcy2RxdcQ6frpCO2/kUzpw7M4hjYB0TCz8QjfjPnppxBXq17+sHUrHPn6awBSMq8AObySs1EOrzi2BFBS+96JX2noEEd/gmJ+GZKdKvqjfrqyfrOfINPjKI7Xtm+D5MMlyExvxy+6RYzg0BE+eAMdlhJXjW+CM02yny56DB3Y4yVPVLYTLlM/HkWP+DVdMPbp1UCXKJOi1U2QfhIgWsusUVTUErq/x8e+6TLe77KJsZtUtKuk8VgConR/U/Nm3CeSDEWY8zDZVMpLEeuZio6pWor38tB6pZLzpGO2qiZWDXTCXQc7lDh0EW2oR49h3FTVZxcnZzYyorYcTn/zDfxx1y615Yd79KXos4ujY/L52iWF8phyfrl8NVETOr64dH7RKxTtbYGMaIrEMuproPGhBXllCfWbDM06NJBmCZ1duAEpel2Z9UW276IraqF+t1y+FDtA/nGs9KFFeO11oh86/VfOCE05StBUrjudmjflmjd/EJXqZWOyqZSX+hopYhV1aeiA9MMOqPsVoy/xaHAn0YEfwfLcmnvwAyHqOUeMMmGff+MkXeMcfVBM3IF8pPL5MhuTqt7UT58/h6+ePlVbDn/N5WBhOSDCebyovryIZcg/lANWag9jlJVAJ6O+WrOjy9B2eLtwJOnEKxH9ifQ+bz/bTmjVmyOpqfLgFvyio741ssVIjZpFR37BB1DaDqgmRxFNntxa5tCyffOQ79wtv1Yxwkv5vkyw7qKueJzBJWiMqMiRWTeQQ8kcU8110ylxH9S2d0Fj4o68B6k/7WBXKarxs9cpjg1jlCZfwDSYRI4qlKMETeWKpjk7Hf+f6UmK5jtv/koE1Ysw2QTlrW0fLtWDmllj8SEoPKiiybcMGl3pnBtFw96RlMWxPEQOG46gBve0jUbgTMB1YTYoeGNV5OqOHZb17rtW7u23rb+0tKhUNzc++8zq3b3bmnvnHevvBw5Yf7t6Ve2xmbeGUnPWeO+PFoBcdKn8QmqmlB5LzatUn/SpF1ZMbcv8c1ZSbQPMWlKcn441W0p3jqPZ9s6pNLSNy7L1Y9lLMuvkkfWi7RkrhnmcNGb9UMD7AfBvqy9JdV8h2aQnzWyPL+tSWixVENZGysqVFFIxlR6zhqZUog/6seT9HnAeApNNhbxTQ/j8+dSF0uNDmFMh7FRePb0K6Jz0d4Sob69e1jg+i+oYverM8DrKa+0+B3c5zEYlcG7Mz3fuhON1dbDw8cdwc2zMKN5anJyE5u++gz9hcblTp+DP61Luh0ZsLkIr/3yBYRhmTRHYjFmYn4diIgHNH32kUvypO3AAEt9+C/3o9Ly8995L0If0r9VFx057883nKoVhGIZZrVSlenAKIzZTZEedyutbvJX6AuflTBXxLVDgWVUYhmHWDFU5u6NHj8K5c+egvp56rR1u3LghfljOSuUMwzDMaqQqZ/fs2TO4ffu2WHRmZmbg0qVL7OwYhmGYVUlVzo5hGIZh1iL8i2iGYRhm3VNVZBeNRoWsT6FQgEOHDsG1a9eExA/DMAzDrGaqiuwaGhognU6Lf0nm5/79+zA7O6v2MgzDMMzqZMXNmHv27IHjx4/D9evXVQrDMAzDrE5W5Oyo5XNhYQH27t0LPT09EI/HYXFxUe01YGvR4dI/8bNrYuiqmHih6dmFh1TK7R+C06Lr5lWE6s26dRuILPSryYg3eSc2FpI9tK9fzVlJmO1pfslyex98y7Wxy9d15LwUIXXKOzF0hfMoYbIJk1djOoXPiGNXvNcm8+JSrbSRDV27Ul4q366PWOg6BV0X5xxWWgdmfbEiZzc5OQn79+8X/XfUZ/fo0SPo7+9Xe/1A59a5CI1ZqT3XOjoPHY/VrmohuR+j/I4JdI7H5LFtvbrQEzjX74Jh/gH5hiHbl4FW/JizrAIMQQfU9dnuB1+eUYBx2jcVgQGVbrQnBe9j9qTG3W5xURf+5QrES74ZcqkClqMmZfYh21cnJzvQMJ+Hg8kmTF6d7N0OSKt1qvMduCXO28omoTtayUkbwDIGetQ6UpyOwC1RH1Wn3ogQ8blsjUMSj9xx16d+E3nIxaFsMmlm47IiZ0f9dZ988gm8//77cPr0aWhsbFR7KiFVDggh8fO7SubvhKg+e3oeXPIsDGMTvXJZzXtaC4nOJMDjvIhYSNImlzoj96kZ9uklbrInLTv7JUtyPY4auRtTubgHPxA78APRguEAIVJSQiCVAB1jvTRMNmHyliCnvs+RMCJtuct2fZvOwFDVOnx43ncB2rTzqW2KYk1s8vhfxNnuTUKyJ4OfDG6y+Iy3/a7vGGa1E+jsBt56C+DLL9WW5OTJk3DhwgU4f/48tLS0iNlTbP5x5Ah8NTCgtmxI6BSgo4GaMOV24ooTLRXvPQe/5kU9XeSzm0JLzZg0MbPdNOlIAMl8zyE18RL6y5orScl8E7SWOTu9LLm03Xsh05QCeuqUPE7Krhc3b65v6iOll3j+SVpzWKQv5/MS1+wdSHD0ljG6MJZLcj8Yt8CgbIprM0aGIfCtlweTjZ4uIk09UlPirofVZhmODl9oJjIAHybQnRmg/UouSdIKZ1I5d+SM9cTY1FwGsyEJdHZz338PcPMmwOioSpFs3rwZmpqa4OzZszKB7E6cgKUffoBXc3MyTYNUygukQh6VDqP0JYYO7OKTbSCbGF+DxsS8dGwTL6BupAYKqtmxexAdS/0uuIVl2GT7XkFkSjZNFlLL0KycUuYJ5duOL4pFyCnbEtO/QH5fuZadoPc1WQ88Hq0Pt78Ol2ldgA76wWv4+lmCYVy3LIxOYREuhu37Y9Ye03lo7KxCo81rL/rimoXIabX9RtnRbogdjEDroCX04iBxsfrmQJsw52Gy0dMxahvWmlOL9+4ECMMWMQobqkJfLgv9oxFjcy2RxdcQ6frpCO2/kUzpw7M4hjYB0TCz8QjfjPnppxBXq17+sHUrHPn6awBSMq8AOTxyJuMkuqocnhBSLal978SvNHSIoz9BMb8MyU4V/VE/XVm/2U+Q6ZHK5ERt+zZIPlyCzPR2/KJbhLpN6AgfvIEOy903VxyzIHLYr79uJ1ymvkCKHvFrumDsF6yBLlEmRaubIP0kQLSWWaOoqCX0i9rHvuky3u+yibGbVLSrpPFYAqJ0f1PzZtXNgTZhzsNkUykvRaxnKjomO0oL63aK9/LQeqWS86RjtqomVg10wl0HO5Q4dBFtqEePYdxU1WcXJ2c2MqK2HE5/8w38cdcuteWHe/Sl6LOLo2Py+dolhfKYcn65fDVREzq+uHR+0SsU7W2BjGiKdJeRf1Kpv44G0iyhsws3IEWvK7O+yPZddEUt1O+Wy5diB8g/jrnuI6+9TvRDp0/LGaEpRwmaynWnO82B3vxBVKqXjcmmUl7qa6SIVdSloQPSDzugTh+5SU2eAVGamyzcSXTgR7A8t+Ye/ECIes4Ro0zY5984Sdc4Rx8UE3cgH6l8vszGpKo39dPnz+Grp0/VlsNfczlYWA6IcB4vqi8vYhnyD+WAldrDNQAJdDLqqzU7ugxtGHmRI0knXonoT6T3aU2fgp3QShGi3X83/QsMH9yCX3TUt0a2GKlRs+jIL84DSNEgkI0/2b55yHfulg8oRngp35cJ1l3UFY8zuBR+VCezZiCHkjmmmuvwpU33QW17FzQm7sh7kPrTDnaVXuR+9jrFsWGM0uRdR4NJ5KhCOUrQVK5omrPT8f+ZnqRovvPmr0RQvQiTTVDe2vbhUj2omTUWH4LCAxXFoX1bJ8AtFaVl74X4+QI+lZft8nChaNg7krI4lofIYcNnqBrcQw42fLMps6HAG6siV3fssKx337Vyb79t/aWlRaW6ufHZZ1bv7t3W3DvvWH8/cMD629Wrao/NvDWUmrPGe3+0AOSiS+UXUjOl9FhqXqX6pE+9sGJqW+afs5JqG2DWkuL8dKzZUrpLkj+L6S6JfrSNy7L1Y9lLMuuUL+tF2zNWDPM4acz6oYD3A+DfVl+S6r5CsklPmtkeX9altFiqIKyNlJUrKaRiKj1mDU2pRB/0Y8n7O+A8BCabCnmnhvD586kLpceHMCdSOhdnCTx/H+ic3M8q1qtXHUMwjs+iOkavOjM8tjyW+xzc5TAblcC5MT/fuROO19XBwscfw82xMaN4a3FyEpq/+w7+hMXlTp2CP69LuR8asbkIrdbr3CfAMAyzhghsxizMz0MxkYDmjz5SKf7UHTgAiW+/hX50el7ee+8l6EP61+qiY6e9+eZzlcIwDMOsVqpSPTiFEZspsqNO5fUt3kp9gfNypor4FijwrCoMwzBrhqqc3dGjR+HcuXNQX0+91g43btwQPyxnpXKGYRhmNVKVs3v27Bncvn1bLDozMzNw6dIldnYMwzDMqqQqZ8cwDMMwaxH+RTTDMAyz7qkqsotGo0LWp1AowKFDh+DatWtC4odhGIZhVjNVRXYNDQ2QTqfFvyTzc//+fZidnVV7GYZhGGZ1suJmzD179sDx48fh+vXrKoVhGIZhVicrcnbU8rmwsAB79+6Fnp4eiMfjsLi4qPYasLXocOmf+Nk1MXRVTLzQ9OyqQdOrqyY/1Zt16zYQWbxP1GTL+sTGhJDsoX39as5KwmxP80uW2/vgW66NXX4lxe8ipE55J4aucB4lTDZh8mrQXJiaXfFem8yLS7XSRjZ07Up5qXy7PmKh6xR0XZxzWGkdmPXFipzd5OQk7N+/X/TfUZ/do0ePoL+/X+31A51b5yI0ZqX2XOvoPHQ8VruqheR+jPI7ZrJ9C5BL7RDHH4eF8A9A/S4Y5h+QbxiyfRloxY85yyrAEHRAXZ/tfvDlGQUYp31TERhQ6UZ7UvA+Zk9q3O0WF3XhX65AvOSb8b4tYDlqUmYfsn11crIDDfN5OJhswuTVyd7tgLRapzrfgVvivK1sErqjlZy0ASxjoEetI8XpCNwS9VF16o0IEZ/L1jgk8cgdd33qN5GHXBzKJpNmNi4rcnbUX/fJJ5/A+++/D6dPn4bGxka1pxJS5YAQEj+/q2T+z5B/vEmoKRCRfY4ALMPoRK9cVvOe1kKiMwnwOC8iFpK0yaXOyH1qhn16iZvsScvOfsmSXI+jRu7GVK6I1jo78APRguEAIVJSQiCVAB1jvTRMNmHyliCnvs+RMCJtuct2fZvOwFDVOnx43ncB2rTzqW2KYk1s8vhfxNnuTUKyJ4OfDG6yeSzjd33HMKudQGc38NZbAF9+qbYkJ0+ehAsXLsD58+ehpaVFzJ5i848jR+CrgQG1ZUNCpwAdDdSEKbcTV5xoqXjvOdhzTer6c3q6yGc3hZaaIbWmSU39XOZ7DqmJl9AvylPH71RK5iOby9SO3WXJpe3eC5mmFNBTp+RxUna9uHlzfVMfKb3E80/SmsMifTmfl7hm70CCo7eM0YWxXJL7wbgFBmVTXJsxMgyBb708mGz0dBFp6pGaEnc9rDbLcHT4QqMEX/1V6xDar+SSJK1wJpVzR85YT4xNzWUwG5JAZzf3/fcAN28CjI6qFMnmzZuhqakJzp49KxPI7sQJWPrhB3g1NyfTNEilvEAq5FHpMEpfYujALj7ZBtS8aJH+XGJeOraJF1A3UgMFSs/WQPcgOpb6XXALy7DJ9r2CyJRsGi2klqFZOaXME8qHUdzgIuSUbW37dhgSCubo/AYNqgW9r8l64PFofbj9dbhM6wJ00A9ew9fPEgzjumVhdIrlXfSIwzLriOk8NHaGV9ousxd9cc1C5LTafqPsaDfEDkagddASenGQuFh9c6BNmPMw2ejpGLUNa82pxXt3AoRhixiFDVWhL5eF/gDB1yy+hrwfqkL7byRT+vAsjqFNQDTMbDzCN2N++inE1aqXP2zdCke+/hqAlMwrQA5P9JmR6KpyeMWxJYCS2vdO/EpDhzj6ExTzy5DsVNEf9dOV9Zv9BJkeqUxO1LZvg+TDJchMb8cvOnJq6AgfvIEOyxZXXcaQdAce28II0ysES+yEy9QXSNEjfk0XjP2CNdAlyqRocROknwSI1jJrFBW1hH5R+9g3Xcb7XTYxdpOKdpU0HktAlO5vat6sujnQJsx5mGwq5aWI9UxFx2RHaWHdTvFeHlqV4Ks/dMzW8g9VdMJdBzuUOHQRbahHj2HcVNVnFydnNjKithxOf/MN/HHXLrXlh3v0peizi6Nj8vnaJYXymHJ+uXw1URM6vrh0ftErFO1tgYxoiqQyqAnyFX6Fbhf7KAoc8I3IaCDNEjq7cANS9Loy64ts30VX1EL9brl8KXaA/ONY6UOL8NrrRD90+rScEZpylKCpXHe60xzozR9EpXrZmGwq5aW+RopYRV0aOiD9sAPq9JGb1OQZEKW5ycKdRAd+BMtza+7BD4So5xwxyoR9/o2TdI1z9EExcQfykcrny2xMqnpTP33+HL56+lRtOfw1l4OF5YAI5/Gi+vIiliH/UA5YqT1cA5BAJ6O+WrOjy2IgCTmSdOJVKQLL9nmjsZ3QShGi3X83/QsMH9yCX3Tk2MgWIzVqFh35RT2AVuCXcbZvHvKdu+UDihFeyvdlgnUX5eBxBpegMWJHjsx6gRxK5phqrsOXNt0Hte1d0Ji4I+9B6k872FV6kfvZ6xTHhjFKky9gGkwiRxXKUYKmckXTnJ2O/8/0JEXznTd/JYLqRZhsgvLWtg+X6kHNrLH4EBQeqCgO7ds6AW6pKC17L8TPF/DJvWyXhwtFw96RlMWxPEQOGz5D1eAecrDhm02ZDQXeWBW5umOHZb37rpV7+23rLy0tKtXNjc8+s3p377bm3nnH+vuBA9bfrl5Ve2zmraHUnDXe+6MFIBddKr+Qmimlx1LzKtUnfeqFFVPbMv+clVTbALOWFOenY82W0kvH0fJC/IWS90fbuCxbP5a9JLNO+bJetD1jxTCPk8asHwp4P+BXEX0ZlZakuq+QbNKTZrbHl3UpLZaSd5uRsnIlhVRMpcesoSmV6IN+LHm/B5yHwGRTIe/UED5DPnWh9PgQ5kRK5+IsgefvA52T/o4Q9e1VxxCM47OojtGrzgyPLY/lPgd3OcxGJXBuzM937oTjdXWw8PHHcHNszCjeWpychObvvoM/YXG5U6fgz+tS7odGbC5Cq2UY4MIwDMOsSgKbMQvz81BMJKD5o49Uij91Bw5A4ttvoR+dnpf33nsJ+pD+tbro2GlvvvlcpTAMwzCrlapUD05hxGaK7KhTeX2Lt1Jf4LycqSK+BQo8qwrDMMyaoSpnd/ToUTh37hzU11OvtcONGzfED8tZqZxhGIZZjVTl7J49ewa3b98Wi87MzAxcunSJnR3DMAyzKqnK2TEMwzDMWoR/Ec0wDMOse6qK7KLRqJD1KRQKcOjQIbh27ZqQ+GEYhmGY1UxVkV1DQwOk02nxL8n83L9/H2ZnZ9VehmEYhlmdrLgZc8+ePXD8+HG4fv26SmEYhmGY1cmKnB21fC4sLMDevXuhp6cH4vE4LC4uqr0GbC06XPonfnZNDF0VEy80Pbtq0PTqqslP9Wbdug1EFu8TNdmyPrExISR7aF+/mrOSMNvT/JLl9j74lmtjl19J8bsIqVPeiaErnEcJk02YvBo0F6ZmV7zXJvPiUq20kQ1du1JeKt+uj1joOgVdF+ccVloHZn2xImc3OTkJ+/fvF/131Gf36NEj6O/vV3v9QOfWuQiNWak91zo6Dx2P1a5qIbkfo/yOCfpBuK19twOGHi+EfwDqd8Ew/4B8w5Dty0ArfsxZVgGGoAPq+mz3gy/PKMA47ZuKwIBKN9qTgvcxe1Ljbre4qAv/cgXiJd8MuVQBy1GTMvuQ7auTkx1omM/DwWQTJq9O9m4HpNU61fkO3BLnbWWT0B2t5KQNYBkDPWodKU5H4Jaoj6pTb0SI+Fy2xiGJR+6461O/iTzk4lA2mTSzcVmRs6P+uk8++QTef/99OH36NDQ2Nqo9lZAqB4SQ+Pk9JfNJEQFqoFUcfzskOmuEZh7DeIleuazmPa3F+yQJ8DgvIhaStMmlzsh9aoZ9eomb7EnLzn7JklyPo0buxlSuiNY6O/AD0YLhACFSUkIglQAdY700TDZh8pYgp77PkTAibbnLdn2bzsBQ1Tp8eN53Adq086ltimJNbPL4X8TZ7k1CsieDnwxusnks4/d8xzCrnkBnN/DWWwBffqm2JCdPnoQLFy7A+fPnoaWlRcyeYvOPI0fgq4EBtWVDQqcAHQ3UhCm3E1ecaKl47znYc01K/TmJni7y2U2hpWZIrWlSUz+X+Z5DauIl9Pvp1tVvgtjjJc8DrJcll7Z7L2SaUkBPnZLHSdn14ubN9U19pPQSzz9Jaw6L9OV8XuKavQMJjt4yRhfGcknuB+MWGJRNcW3GyDAEvvXyYLLR00WkqUdqStz1sNosw9HhC40SfPVXrUNov5JLkrTCmVTOHTljPTE2NZfBbEgCnd3c998D3LwJMDqqUiSbN2+GpqYmOHv2rEwguxMnYOmHH+DV3JxM0yCV8gKpkEelwyh9iaEDu/hkG1DzpkX6c4l56dgmXkDdSA0UKD2LkdggOpb6XXALy7DJ9tlNk1KQtVk5pcwTyrcdXxSLkCPD+hpofKjp6U1bTrOLTu9rsh54PFofbn8dLtO6AB30g9fw9bOEUeJ2tMPoFBbhoq8ILLMumM5DY2d4pe0ye9EX1yxETqvtN8qOdkPsYARaBy2hFweJi9U3B9qEOQ+TjZ6OUduw1pxavHcnQBi2iFHYUBX6clnoDxB8zeJriHT9dIT230im9OFZHEObgGiY2XiEb8b89FOIq1Uvf9i6FY58/TUAKZlXgBweOZNxEl1VDq84tgRQUvveiV9p6BBHf4JifhmSnSr6o366sn6znyDTI5XJidr2bZB8uASZ6e34RbcIdZvQET54Ax0WiavuFE5LOlpcoksQO7nVUx7aUF8gRY/4NV0w9gvWQJcok6LVTZB+EiBay6xRVNQS+kXtY990Ge932cTYTSraVdJ4LAFRur+pebPq5kCbMOdhsqmUlyLWMxUdkx2lhXU7xXt5aFWCr/7QMVtVE6sGOuGugx3qY7aINtSjxzBuquqzi5MzGxlRWw6nv/kG/rhrl9rywz36UvTZxdEx+XztkkJ5TDm/XL6aqAkdX1w6v+gViva2QEY0RaoyyGGK6JGObTssLzSQZgmdXbgBKXpdmfVFtu+iK2qhfrdcvhQ7QP5xrPShRXjtdaIfOn1azghNOUrQVK473WkO9OYPolK9bEw2lfJSXyNFrKIuDR2QftgBdfrITWryDIjS3GThTqIDP4LluTX34AdC1HOOGGXCPv/GSbrGOfqgmLgD+Ujl82U2JlW9qZ8+fw5fPX2qthz+msvBwnJAhPNYa0aEZcg/lANWag/XACTQyaiv1uzoMrQd3i4cSTrxSkR/Ir1Pa/oU7IRWihDt/jsahHJwC37RUd8a2WKkRs2iI784D6Dol5uHfKe/+Gq2j/btlg8oRngp35cJ1l3UFY8zuASNET+nyaxlyKFkjqnmOnxp031Q294FjYk78h6k/rSDXaUXuZ+9TnFsGKM0ecfRYBI5qlCOEjSVK5rm7HT8f6YnKZrvvPkrEVQvwmQTlLe2fbhUD2pmjcWHoPBARXFo39YJcEtFadl7IX6+gE/kZbs8XCga9o6kLI7lIXLY8BmqBveQgw3fbMpsKPDGqsjVHTss6913rdzbb1t/aWlRqW5ufPaZ1bt7tzX3zjvW3w8csP529araYzNvDaXmrPHeHy0AuehS+YXUTCk9lppXqT7pUy+smNqW+eespNoGmLWkOD8da7aU7rabsYamhJECbeOybP1Y9pLMOuXLetH2jBXDPE4as34o4P0A+LfVl6S6r5Bs0pNmtseXdSktlioIayNl5UoKqZhKj3nuWzf6seT9HnAeApNNhbxTQ/j8+dSF0uNDmBMpnYuzBJ6/D3RO+jtC1LdXHUMwjs+iOkavOjM8tjyW+xzc5TAblcC5MT/fuROO19XBwscfw82xMaN4a3FyEpq/+w7+hMXlTp2CP69LuR+KDBeh1fKPDBmGYZjVSWAzZmF+HoqJBDR/9JFK8afuwAFIfPst9KPT8/Leey9BH9K/VhcdO+3NN5+rFIZhGGa1UpXqwSmM2EyRHXUqr2/xVuoLnJczVcS3QIFnVWEYhlkzVOXsjh49CufOnYP6euq1drhx44b4YTkrlTMMwzCrkaqc3bNnz+D27dti0ZmZmYFLly6xs2MYhmFWJVU5O4ZhGIZZi/AvohmGYZh1DsD/H2c1CYR3lc/GAAAAAElFTkSuQmCC)"
      ],
      "metadata": {
        "id": "wE6t8UbKaSSN"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Link para Arquivos Unificados em CSV, após download e extração:**\n",
        "\n",
        "* **Sócios** - https://drive.google.com/file/d/1tU7BM7ERQMD3ioYyVT1mzYhoBMGhkj_T\n",
        "* **Empresas** - https://drive.google.com/file/d/1zBv_MULZQKJz_kEwf7z53p1apg3Z695m"
      ],
      "metadata": {
        "id": "7zD-XVaaclzP"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RWSJpsyKqHjH",
        "outputId": "e4304e9e-2123-448c-edb4-eb71dbff27b8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "total 2.2G\n",
            "drwxr-xr-x 1 root root 4.0K Jul 11 13:35 sample_data\n",
            "-rw-r--r-- 1 root root 2.2G Jul 12 22:53 socios_final.csv\n"
          ]
        }
      ],
      "source": [
        "sociofile_url = 'https://drive.google.com/file/d/1tU7BM7ERQMD3ioYyVT1mzYhoBMGhkj_T'\n",
        "id = sociofile_url.split('d/')[1]\n",
        "\n",
        "sociofile = drive.CreateFile({'id':id})\n",
        "sociofile.GetContentFile('socios_final.csv')\n",
        "!ls -lh"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "empresafile_url = 'https://drive.google.com/file/d/1zBv_MULZQKJz_kEwf7z53p1apg3Z695m'\n",
        "id = empresafile_url.split('d/')[1]\n",
        "\n",
        "empresafile = drive.CreateFile({'id':id})\n",
        "empresafile.GetContentFile('empresas_final.csv')\n",
        "!ls -lh"
      ],
      "metadata": {
        "id": "J6IX8y9TeXjf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c2aa86eb-9fca-41c5-c35b-d863f339bf2c"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "total 6.1G\n",
            "-rw-r--r-- 1 root root 4.0G Jul 12 22:55 empresas_final.csv\n",
            "drwxr-xr-x 1 root root 4.0K Jul 11 13:35 sample_data\n",
            "-rw-r--r-- 1 root root 2.2G Jul 12 22:53 socios_final.csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!ls -lh /content/"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hc7m6KwdjCVZ",
        "outputId": "396cb3c1-0f0d-43ab-d3a5-028c97695521"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "total 6.1G\n",
            "-rw-r--r-- 1 root root 4.0G Jul 12 22:55 empresas_final.csv\n",
            "drwxr-xr-x 1 root root 4.0K Jul 11 13:35 sample_data\n",
            "-rw-r--r-- 1 root root 2.2G Jul 12 22:53 socios_final.csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Download dos arquivos de Sanções para Empresas\n",
        "!wget --quiet --show-progress https://portaldatransparencia.gov.br/download-de-dados/cnep/$(date +\"%Y%m%d\").zip -O $(date +\"%Y%m%d\")_cnep.zip\n",
        "!wget --quiet --show-progress https://portaldatransparencia.gov.br/download-de-dados/ceis/$(date +\"%Y%m%d\").zip -O $(date +\"%Y%m%d\")_ceis.zip\n",
        "\n",
        "!unzip -o $(date +\"%Y%m%d\")_cnep.zip\n",
        "!unzip -o $(date +\"%Y%m%d\")_ceis.zip\n",
        "\n",
        "!rm -f $(date +\"%Y%m%d\")_cnep.zip\n",
        "!rm -f $(date +\"%Y%m%d\")_ceis.zip\n",
        "\n",
        "#O arquivo está disponível no diretório “/content/”. Agora, vamos ler esses arquivos *.csv para dentro do Spark:"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sgGaTO--xklK",
        "outputId": "a0fc4b3a-fcbb-4ba5-ae01-9b07e042e9b5"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "20230712_cnep.zip   100%[===================>]  61.04K   100KB/s    in 0.6s    \n",
            "20230712_ceis.zip   100%[===================>]   1.86M   369KB/s    in 6.0s    \n",
            "Archive:  20230712_cnep.zip\n",
            "  inflating: 20230712_CNEP.csv       \n",
            "Archive:  20230712_ceis.zip\n",
            "  inflating: 20230712_CEIS.csv       \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oz_8sWI7PKEl"
      },
      "source": [
        "#Instalar as dependências\n",
        "\n",
        "#Instalar Java 8\n",
        "!apt-get install openjdk-8-jdk-headless -qq > /dev/null\n",
        "\n",
        "#Realizar o download do Spark\n",
        "!wget -q https://dlcdn.apache.org/spark/spark-3.4.0/spark-3.4.0-bin-hadoop3.tgz\n",
        "\n",
        "# Descompartar o arquivo baixado\n",
        "!tar xf spark-3.4.0-bin-hadoop3.tgz\n",
        "\n",
        "# Removendo o arquivo baixado em compressão\n",
        "!rm -f spark-3.4.0-bin-hadoop3.tgz\n",
        "\n",
        "#Instalando a findspark\n",
        "!pip install -q findspark"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cabkOXVRPYgq"
      },
      "source": [
        "A próxima etapa é configurar as variáveis de ambiente, pois isso habilita o ambiente do Colab a identificar corretamente onde as dependências estão rodando.\n",
        "\n",
        "Para conseguir “manipular” o terminal e interagir como ele, você pode usar a biblioteca os."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RkpG11RQPbRf"
      },
      "source": [
        "#Configurar as variáveis de ambiente\n",
        "\n",
        "#Importando a biblioteca os\n",
        "import os\n",
        "import pandas as pd\n",
        "\n",
        "#Definindo a variável de ambiente do Java\n",
        "os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"\n",
        "\n",
        "#Definindo a variável de ambiente do Spark\n",
        "os.environ[\"SPARK_HOME\"] = \"/content/spark-3.4.0-bin-hadoop3\"\n",
        "\n",
        "#Importando a findspark\n",
        "import findspark\n",
        "\n",
        "#Iniciando o findspark\n",
        "findspark.init('spark-3.4.0-bin-hadoop3')"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Klur5aiRPdqx"
      },
      "source": [
        "Com tudo pronto, vamos rodar uma sessão local para testar se a instalação funcionou corretamente."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gpJqWggpPKXO"
      },
      "source": [
        "# iniciar uma sessão local\n",
        "from pyspark.sql import SparkSession\n",
        "from pyspark.sql import functions as F\n",
        "from pyspark.sql.functions import col\n",
        "from pyspark.sql.types import StringType,BooleanType,DateType\n",
        "\n",
        "import time\n",
        "sc = SparkSession.builder.master('local[*]').config('spark.ui.port', '4050').getOrCreate()"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Executando apenas a variável sc em uma célula veremos algumas informações sobre a sessão Spark criada.\n",
        "sc"
      ],
      "metadata": {
        "id": "vSSqv5PxwLGh",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 219
        },
        "outputId": "161c6810-b3c2-4522-ef1d-1515680edc0f"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pyspark.sql.session.SparkSession at 0x790621a33580>"
            ],
            "text/html": [
              "\n",
              "            <div>\n",
              "                <p><b>SparkSession - in-memory</b></p>\n",
              "                \n",
              "        <div>\n",
              "            <p><b>SparkContext</b></p>\n",
              "\n",
              "            <p><a href=\"http://830d30726e6d:4050\">Spark UI</a></p>\n",
              "\n",
              "            <dl>\n",
              "              <dt>Version</dt>\n",
              "                <dd><code>v3.4.0</code></dd>\n",
              "              <dt>Master</dt>\n",
              "                <dd><code>local[*]</code></dd>\n",
              "              <dt>AppName</dt>\n",
              "                <dd><code>pyspark-shell</code></dd>\n",
              "            </dl>\n",
              "        </div>\n",
              "        \n",
              "            </div>\n",
              "        "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Importado dados de exemplo"
      ],
      "metadata": {
        "id": "700tLAH3KYs-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Carregar dados do Conjunto de Empresas\n",
        "df_spark = sc.read.option(\"delimiter\", \";\").csv(\"/content/empresas_final.csv\", inferSchema=False, header=True)\n",
        "cols = (\"PORTE DA EMPRESA\", \"QUALIFICACAO DO RESPONSAVEL\", \"ENTE FEDERATIVO RESPONSAVEL\")\n",
        "df_spark = df_spark.drop(*cols)\n",
        "df_spark = df_spark.withColumn(\"CNPJ\", col(\"CNPJ\").cast(StringType()))\n",
        "df_spark.show(truncate=False)"
      ],
      "metadata": {
        "id": "U8yBOu95yN5M",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4948c08a-4e31-4cb9-c682-a2bce0020b41"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------+--------------------------------------------------------+-----------------+-------------------------+\n",
            "|CNPJ    |RAZAO SOCIAL                                            |NATUREZA JURIDICA|CAPITAL SOCIAL DA EMPRESA|\n",
            "+--------+--------------------------------------------------------+-----------------+-------------------------+\n",
            "|41273597|PACHARRUS QUEIROZ DA COSTA E SILVA 03618384335          |2135             |5000,00                  |\n",
            "|41273598|GLORIA VIANA DIAS DA SILVA 13118961716                  |2135             |1100,00                  |\n",
            "|41273599|ANA PAULA DA SILVA DE PAULA 04659802957                 |2135             |2000,00                  |\n",
            "|41273600|41.273.600 AVANILSON BRUNO MATIAS DA SILVA              |2135             |50000,00                 |\n",
            "|41273601|GABRIELA HELENA FACINI DA SILVA 47022415838             |2135             |2000,00                  |\n",
            "|41273602|FABIO SOUZA DO ROSARIO 80392440210                      |2135             |15000,00                 |\n",
            "|41273603|GRAFLINE ACESSORIOS  GRAFICOS LTDA                      |2062             |10000,00                 |\n",
            "|41273604|RUMO - ESTUDIO DE DANCA LTDA                            |2062             |10000,00                 |\n",
            "|41273605|WALLACE DE OLIVEIRA SILVA 42992101826                   |2135             |1000,00                  |\n",
            "|41273606|MARCOS CESAR DE MELO JUNIOR 02569327190                 |2135             |72000,00                 |\n",
            "|41273607|LAYANE SCARLETT DE SOUZA ARAUJO 07071498199             |2135             |1,00                     |\n",
            "|41273608|FRANCISCA SAMPAIO DE OLIVEIRA                           |2135             |0,00                     |\n",
            "|41273609|INGRID DIAS ALVES 03151432077                           |2135             |10000,00                 |\n",
            "|41273610|DAIANE DE SOUZA 03090245957                             |2135             |2500,00                  |\n",
            "|41273611|RENATO MOREIRA DA SILVA 48752013898                     |2135             |2000,00                  |\n",
            "|41273612|ELLEN FABIANI SOUZA DA SILVA AGENCIA DE PUBLICIDADE LTDA|2062             |1000,00                  |\n",
            "|41273613|ICARO SALAZAR FARIA DOMINGUES 44429022836               |2135             |1000,00                  |\n",
            "|41273614|SERGIO BUENO DE FREITAS                                 |2135             |4000,00                  |\n",
            "|41273615|FELIPE FERREIRA DE ALMEIDA 05906034773                  |2135             |5000,00                  |\n",
            "|41273616|ANTONIO MORAIS DA SILVA                                 |2135             |0,00                     |\n",
            "+--------+--------------------------------------------------------+-----------------+-------------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark.count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4rxaroqUiQCy",
        "outputId": "7073bb1f-6d95-4ba3-ce62-614cf9eb8aa1"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "53974344"
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Verificando o schema() deste sparkdataframe\n",
        "df_spark.printSchema()"
      ],
      "metadata": {
        "id": "Y_KwrZGXUAsz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8b11ecdf-0650-491f-910e-ad39210a96cb"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- RAZAO SOCIAL: string (nullable = true)\n",
            " |-- NATUREZA JURIDICA: string (nullable = true)\n",
            " |-- CAPITAL SOCIAL DA EMPRESA: string (nullable = true)\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Carregar dados do Conjunto de Socios\n",
        "df_spark_socio = sc.read.option(\"delimiter\", \";\").csv(\"/content/socios_final.csv\", inferSchema=False, header=True)\n",
        "cols = (\"PAIS\", \"IDENTIFICADOR DE SOCIO\", \"REPRESENTANTE LEGAL\", \"DATA DE ENTRADA\", \"NOME DO REPRESENTANTE\", \"QUALIFICAÇÃO DO REPRESENTANTE LEGAL\")\n",
        "df_spark_socio = df_spark_socio.drop(*cols)\n",
        "df_spark_socio = df_spark_socio.withColumn(\"CNPJ\", col(\"CNPJ\").cast(StringType()))\n",
        "df_spark_socio.show(truncate=False)"
      ],
      "metadata": {
        "id": "ai0IKp1PTx_5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b7001dd4-aa3a-4a58-d0f8-05f9c4e7ae94"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------+-------------------------------------+-----------+---------------------+------------+\n",
            "|CNPJ    |NOME SOCIO                           |CNPJ/CPF   |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|\n",
            "+--------+-------------------------------------+-----------+---------------------+------------+\n",
            "|46204351|RUTHIELLI DOS SANTOS ORTIZ           |***627370**|49                   |3           |\n",
            "|46204403|LUIZ FELIPE FRANCA AMADIO            |***446578**|49                   |4           |\n",
            "|46204403|BRUNO DESIDERA RAPOSO                |***528398**|49                   |4           |\n",
            "|46204413|ANSELMO RICARDO DA SILVA             |***226797**|49                   |5           |\n",
            "|46204456|LAIS ROCHA ROBERTI                   |***570166**|49                   |3           |\n",
            "|46204480|GIACOMO RAUPP ZANINI                 |***226980**|49                   |4           |\n",
            "|46204480|RAFAELA FAVERO BANDEIRA              |***445880**|49                   |4           |\n",
            "|46204513|CARLOS FERNANDO DE CARLE RAMOS       |***429247**|49                   |7           |\n",
            "|46204557|PAULA ANGELA MARIA CARDOSO DE ANDRADE|***557293**|49                   |6           |\n",
            "|46204611|GUSTAVO DA SILVA LOPES               |***145037**|49                   |6           |\n",
            "|46204710|SUELI APARECIDA PACE GIRARDI         |***016768**|49                   |6           |\n",
            "|46204710|PEDRO VIGNER JUNIOR                  |***922808**|49                   |5           |\n",
            "|46204710|ELISANGELA OLIVEIRA DA SILVA         |***846458**|22                   |5           |\n",
            "|46204710|MARIA AURENI DE MAGALHAES            |***057131**|22                   |6           |\n",
            "|46204741|MARCELO SANTIAGO GUIMARAES           |***861708**|49                   |4           |\n",
            "|46204752|LINCON LEIVA LUIZ ALVES              |***543051**|16                   |5           |\n",
            "|46204775|PAULA DE LUCA NOVOA DIAS             |***106248**|49                   |4           |\n",
            "|46204786|RAQUEL BARBOZA DOS SANTOS SILVA      |***543698**|49                   |5           |\n",
            "|46204856|CHARLES MACIEL LUXINGER              |***931547**|49                   |4           |\n",
            "|46204887|THOMAS HOLTZ EGGBY                   |***205664**|49                   |3           |\n",
            "+--------+-------------------------------------+-----------+---------------------+------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_socio.count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X6nns1uwiIH0",
        "outputId": "653e3768-c084-4a54-ca0d-bdb9389eab13"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "22869230"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Verificando o schema() deste sparkdataframe\n",
        "df_spark_socio.printSchema()"
      ],
      "metadata": {
        "id": "G3jpGL_WykSg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4c870286-3c43-41eb-bbf9-902c518335fc"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- NOME SOCIO: string (nullable = true)\n",
            " |-- CNPJ/CPF: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Sanções do CEIS**"
      ],
      "metadata": {
        "id": "-CEsXdeqJGFz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Carregar dados do arquivo de Sancoes CEIS\n",
        "from datetime import date\n",
        "today = date.today().strftime(\"%Y%m%d\")\n",
        "\n",
        "file_ceis = today+\"_CEIS.csv\"\n",
        "df_ceis = pd.read_csv(file_ceis, sep=';', encoding='latin',\n",
        "                      converters={\"CPF OU CNPJ DO SANCIONADO\": str})\n",
        "\n",
        "df_ceis.query(\"`TIPO DE PESSOA` == 'J'\", inplace=True)\n",
        "df_ceis.head()"
      ],
      "metadata": {
        "id": "crgJrgHmxqPQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 583
        },
        "outputId": "4644ab45-ee65-4915-c0be-3169e901aa69"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   CADASTRO  CÓDIGO DA SANÇÃO TIPO DE PESSOA CPF OU CNPJ DO SANCIONADO  \\\n",
              "2      CEIS            280671              J            41297212000160   \n",
              "5      CEIS            138088              J            22517836000109   \n",
              "7      CEIS            121427              J            09458224000116   \n",
              "8      CEIS            128713              J            03782198000109   \n",
              "10     CEIS            139429              J            07249266000111   \n",
              "\n",
              "                                 NOME DO SANCIONADO  \\\n",
              "2                          APHA ELETROMÓVEIS EIRELI   \n",
              "5   J & J CONSTRUÇÕES LOCAÇÕES E SERVIÇOS EIRELI ME   \n",
              "7                         J. MACHADO DE ARAÚJO - ME   \n",
              "8                             DROGARIA MALONI LTDA.   \n",
              "10                        BRUNO ROGERIO BERTUOLO ME   \n",
              "\n",
              "              NOME INFORMADO PELO ÓRGÃO SANCIONADOR  \\\n",
              "2                          APHA ELETROMÓVEIS EIRELI   \n",
              "5   J & J CONSTRUÇÕES LOCAÇÕES E SERVIÇOS EIRELI ME   \n",
              "7                         J. MACHADO DE ARAÚJO - ME   \n",
              "8                             DROGARIA MALONI LTDA.   \n",
              "10                        BRUNO ROGERIO BERTUOLO ME   \n",
              "\n",
              "                  RAZÃO SOCIAL - CADASTRO RECEITA  \\\n",
              "2                         ALPHA ELETROMOVEIS LTDA   \n",
              "5   J & J CONSTRUCOES LOCACOES E SERVICOS ME LTDA   \n",
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              "\n",
              "   DATA FINAL SANÇÃO DATA PUBLICAÇÃO  \\\n",
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              "\n",
              "                                           PUBLICAÇÃO  \\\n",
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              "                DETALHAMENTO DATA DO TRÂNSITO EM JULGADO  \\\n",
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            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Remover colunas não utilizadas\n",
        "drop_columns = ['CÓDIGO DA SANÇÃO', 'NOME DO SANCIONADO','NOME INFORMADO PELO ÓRGÃO SANCIONADOR', 'NOME FANTASIA - CADASTRO RECEITA',\n",
        "                'NÚMERO DO PROCESSO','DATA INÍCIO SANÇÃO', 'DATA FINAL SANÇÃO',\t'DATA PUBLICAÇÃO',\t'PUBLICAÇÃO', 'DETALHAMENTO',\n",
        "                'DATA DO TRÂNSITO EM JULGADO','ABRAGÊNCIA DEFINIDA EM DECISÃO JUDICIAL', 'ÓRGÃO SANCIONADOR', 'FUNDAMENTAÇÃO LEGAL']\n",
        "df_ceis.drop(columns=drop_columns, inplace=True)"
      ],
      "metadata": {
        "id": "aZeHgwhdBtaq"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_ceis['CNPJBASE'] = df_ceis['CPF OU CNPJ DO SANCIONADO'].astype(str).str.slice(0, 8)\n",
        "df_ceis.head()"
      ],
      "metadata": {
        "id": "-j27C6k-w2K1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "d2fb708c-76be-4479-dd53-777df3fa83d7"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   CADASTRO TIPO DE PESSOA CPF OU CNPJ DO SANCIONADO  \\\n",
              "2      CEIS              J            41297212000160   \n",
              "5      CEIS              J            22517836000109   \n",
              "7      CEIS              J            09458224000116   \n",
              "8      CEIS              J            03782198000109   \n",
              "10     CEIS              J            07249266000111   \n",
              "\n",
              "                  RAZÃO SOCIAL - CADASTRO RECEITA  \\\n",
              "2                         ALPHA ELETROMOVEIS LTDA   \n",
              "5   J & J CONSTRUCOES LOCACOES E SERVICOS ME LTDA   \n",
              "7                             J MACHADO DE ARAUJO   \n",
              "8                ALESSANDRO MARCELINO EVANGELISTA   \n",
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              "                                  CATEGORIA DA SANÇÃO UF ÓRGÃO SANCIONADOR  \\\n",
              "2                                           Suspensão                  NaN   \n",
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              "10  Impedimento/proibição de contratar com prazo d...                   SP   \n",
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              "    CNPJBASE  \n",
              "2   41297212  \n",
              "5   22517836  \n",
              "7   09458224  \n",
              "8   03782198  \n",
              "10  07249266  "
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              "      <td>CEIS</td>\n",
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              "      <td>CEIS</td>\n",
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              "      <td>ALESSANDRO MARCELINO EVANGELISTA</td>\n",
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              "      <td>SP</td>\n",
              "      <td>03782198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>CEIS</td>\n",
              "      <td>J</td>\n",
              "      <td>07249266000111</td>\n",
              "      <td>BRUNO ROGERIO BERTUOLO</td>\n",
              "      <td>Impedimento/proibição de contratar com prazo d...</td>\n",
              "      <td>SP</td>\n",
              "      <td>07249266</td>\n",
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              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
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              "\n",
              "      <script>\n",
              "\n",
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              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "\n",
              "        displayQuickchartButton(document);\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e6d5b9fd-64b2-441b-9b9b-40ac5814a4dc button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
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              "                                                     [key], {});\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
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              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Sanções do CNEP**"
      ],
      "metadata": {
        "id": "iPH2xk8IJPLA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Carregar dados do arquivo de Sancoes CNEP\n",
        "file_cnep = today+\"_CNEP.csv\"\n",
        "df_cnep = pd.read_csv(file_cnep, sep=';', encoding='latin',\n",
        "                      converters={\"CPF OU CNPJ DO SANCIONADO\": str})\n",
        "\n",
        "df_cnep.query(\"`TIPO DE PESSOA` == 'J'\", inplace=True)\n",
        "df_cnep.head()"
      ],
      "metadata": {
        "id": "IIxVYy9g0k3I",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 699
        },
        "outputId": "a2863311-c65b-4a23-f96a-50ad5a77e6f6"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  CADASTRO  CÓDIGO DA SANÇÃO TIPO DE PESSOA CPF OU CNPJ DO SANCIONADO  \\\n",
              "0     CNEP            118484              J            10375666000188   \n",
              "1     CNEP            282871              J            04750630000134   \n",
              "2     CNEP            278554              J            32847777000182   \n",
              "3     CNEP            129703              J            09266128000257   \n",
              "4     CNEP            278226              J            20739738000182   \n",
              "\n",
              "                                 NOME DO SANCIONADO  \\\n",
              "0                       GLOBAL GESTAO EM SAUDE S.A.   \n",
              "1  MASTER PROJETOS E EMPREENDIMENTOS CULTURAIS LTDA   \n",
              "2                     FIRSTOIL PRATICA OFFSHORE S/A   \n",
              "3                                 SOS GAS LTDA - ME   \n",
              "4      DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI   \n",
              "\n",
              "              NOME INFORMADO PELO ÓRGÃO SANCIONADOR  \\\n",
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              "1  MASTER PROJETOS E EMPREENDIMENTOS CULTURAIS LTDA   \n",
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              "3                                 SOS GAS LTDA - ME   \n",
              "4      DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI   \n",
              "\n",
              "                    RAZÃO SOCIAL - CADASTRO RECEITA  \\\n",
              "0                       GLOBAL GESTAO EM SAUDE S.A.   \n",
              "1  MASTER PROJETOS E EMPREENDIMENTOS CULTURAIS LTDA   \n",
              "2                             FIRSTOIL OFFSHORE S/A   \n",
              "3                                      SOS GAS LTDA   \n",
              "4      DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI   \n",
              "\n",
              "  NOME FANTASIA - CADASTRO RECEITA    NÚMERO DO PROCESSO  \\\n",
              "0                              NaN          005040692019   \n",
              "1        MASTER PROJETOS CULTURAIS     00190106298201999   \n",
              "2                              NaN          012009762022   \n",
              "3                          SOS GAS  53112.000389/2017-49   \n",
              "4                   MERARE EXPRESS     53123059437202081   \n",
              "\n",
              "                                 CATEGORIA DA SANÇÃO  ... DATA INÍCIO SANÇÃO  \\\n",
              "0  Publicação extraordinária da decisão condenatória  ...         05/02/2021   \n",
              "1  Publicação extraordinária da decisão condenatória  ...         10/03/2023   \n",
              "2  Publicação extraordinária da decisão condenatória  ...         02/12/2022   \n",
              "3                                              Multa  ...         11/10/2018   \n",
              "4                                              Multa  ...         16/12/2022   \n",
              "\n",
              "  DATA FINAL SANÇÃO DATA PUBLICAÇÃO  \\\n",
              "0               NaN      05/02/2021   \n",
              "1               NaN      10/02/2023   \n",
              "2               NaN      02/12/2022   \n",
              "3               NaN      10/09/2018   \n",
              "4               NaN      05/12/2022   \n",
              "\n",
              "                                   PUBLICAÇÃO               DETALHAMENTO  \\\n",
              "0  Diário Oficial da União Seção 3 Pagina 112  DOU - Aviso de penalidade   \n",
              "1  Diário Oficial da União Seção 1 Pagina 161                        NaN   \n",
              "2  Diário Oficial da União Seção 3 Pagina 290                        NaN   \n",
              "3  Diário Oficial da União Seção 01 Pagina 19    Diário Oficial da União   \n",
              "4   Diário Oficial da União Seção 3 Pagina 19                        NaN   \n",
              "\n",
              "  DATA DO TRÂNSITO EM JULGADO    ABRAGÊNCIA DEFINIDA EM DECISÃO JUDICIAL  \\\n",
              "0                         NaN                             Sem Informação   \n",
              "1                         NaN  Na Esfera e no Poder do órgão sancionador   \n",
              "2                         NaN  Na Esfera e no Poder do órgão sancionador   \n",
              "3                  10/09/2018  Na Esfera e no Poder do órgão sancionador   \n",
              "4                  16/12/2022                       No órgão sancionador   \n",
              "\n",
              "                             ÓRGÃO SANCIONADOR UF ÓRGÃO SANCIONADOR  \\\n",
              "0                     Petróleo Brasileiro S.A.                  NaN   \n",
              "1                 Controladoria-Geral da União                  NaN   \n",
              "2                     Petróleo Brasileiro S.A.                  NaN   \n",
              "3  EMPRESA BRASILEIRA DE CORREIOS E TELÉGRAFOS                  NaN   \n",
              "4  EMPRESA BRASILEIRA DE CORREIOS E TELÉGRAFOS                  NaN   \n",
              "\n",
              "                                 FUNDAMENTAÇÃO LEGAL  \n",
              "0  LEI 12846 - ART. 6º, §5º, II - A PUBLICAÇÃO EX...  \n",
              "1  LEI 12846 - ART. 6º, §5º, II - A PUBLICAÇÃO EX...  \n",
              "2  LEI 12846 - ART. 6º, §5º, II - A PUBLICAÇÃO EX...  \n",
              "3  LEI 12846 - ART. 6º, I - MULTA, NO VALOR DE 0,...  \n",
              "4  LEI 12846 - ART. 6º, I - MULTA, NO VALOR DE 0,...  \n",
              "\n",
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              "      <td>Publicação extraordinária da decisão condenatória</td>\n",
              "      <td>...</td>\n",
              "      <td>02/12/2022</td>\n",
              "      <td>NaN</td>\n",
              "      <td>02/12/2022</td>\n",
              "      <td>Diário Oficial da União Seção 3 Pagina 290</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Na Esfera e no Poder do órgão sancionador</td>\n",
              "      <td>Petróleo Brasileiro S.A.</td>\n",
              "      <td>NaN</td>\n",
              "      <td>LEI 12846 - ART. 6º, §5º, II - A PUBLICAÇÃO EX...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>CNEP</td>\n",
              "      <td>129703</td>\n",
              "      <td>J</td>\n",
              "      <td>09266128000257</td>\n",
              "      <td>SOS GAS LTDA - ME</td>\n",
              "      <td>SOS GAS LTDA - ME</td>\n",
              "      <td>SOS GAS LTDA</td>\n",
              "      <td>SOS GAS</td>\n",
              "      <td>53112.000389/2017-49</td>\n",
              "      <td>Multa</td>\n",
              "      <td>...</td>\n",
              "      <td>11/10/2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10/09/2018</td>\n",
              "      <td>Diário Oficial da União Seção 01 Pagina 19</td>\n",
              "      <td>Diário Oficial da União</td>\n",
              "      <td>10/09/2018</td>\n",
              "      <td>Na Esfera e no Poder do órgão sancionador</td>\n",
              "      <td>EMPRESA BRASILEIRA DE CORREIOS E TELÉGRAFOS</td>\n",
              "      <td>NaN</td>\n",
              "      <td>LEI 12846 - ART. 6º, I - MULTA, NO VALOR DE 0,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>CNEP</td>\n",
              "      <td>278226</td>\n",
              "      <td>J</td>\n",
              "      <td>20739738000182</td>\n",
              "      <td>DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI</td>\n",
              "      <td>DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI</td>\n",
              "      <td>DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI</td>\n",
              "      <td>MERARE EXPRESS</td>\n",
              "      <td>53123059437202081</td>\n",
              "      <td>Multa</td>\n",
              "      <td>...</td>\n",
              "      <td>16/12/2022</td>\n",
              "      <td>NaN</td>\n",
              "      <td>05/12/2022</td>\n",
              "      <td>Diário Oficial da União Seção 3 Pagina 19</td>\n",
              "      <td>NaN</td>\n",
              "      <td>16/12/2022</td>\n",
              "      <td>No órgão sancionador</td>\n",
              "      <td>EMPRESA BRASILEIRA DE CORREIOS E TELÉGRAFOS</td>\n",
              "      <td>NaN</td>\n",
              "      <td>LEI 12846 - ART. 6º, I - MULTA, NO VALOR DE 0,...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 21 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fd023636-8bce-4ab9-925c-51c5adcd9836')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-5a02de8f-a1d9-4931-99ec-9229c5f2ddf4\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5a02de8f-a1d9-4931-99ec-9229c5f2ddf4')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-5a02de8f-a1d9-4931-99ec-9229c5f2ddf4 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-fd023636-8bce-4ab9-925c-51c5adcd9836 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-fd023636-8bce-4ab9-925c-51c5adcd9836');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Remover colunas não utilizadas**"
      ],
      "metadata": {
        "id": "RABh31S-EIV8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_cnep.drop(columns=drop_columns, inplace=True)\n",
        "df_cnep['CNPJBASE'] = df_cnep['CPF OU CNPJ DO SANCIONADO'].astype(str).str.slice(0, 8)\n",
        "df_cnep.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "id": "68PqSkR-EIV9",
        "outputId": "372889ae-473e-469a-dac3-a8352c97eaf1"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  CADASTRO TIPO DE PESSOA CPF OU CNPJ DO SANCIONADO  \\\n",
              "0     CNEP              J            10375666000188   \n",
              "1     CNEP              J            04750630000134   \n",
              "2     CNEP              J            32847777000182   \n",
              "3     CNEP              J            09266128000257   \n",
              "4     CNEP              J            20739738000182   \n",
              "\n",
              "                    RAZÃO SOCIAL - CADASTRO RECEITA  \\\n",
              "0                       GLOBAL GESTAO EM SAUDE S.A.   \n",
              "1  MASTER PROJETOS E EMPREENDIMENTOS CULTURAIS LTDA   \n",
              "2                             FIRSTOIL OFFSHORE S/A   \n",
              "3                                      SOS GAS LTDA   \n",
              "4      DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI   \n",
              "\n",
              "                                 CATEGORIA DA SANÇÃO VALOR DA MULTA  \\\n",
              "0  Publicação extraordinária da decisão condenatória            NaN   \n",
              "1  Publicação extraordinária da decisão condenatória            NaN   \n",
              "2  Publicação extraordinária da decisão condenatória            NaN   \n",
              "3                                              Multa       37227,67   \n",
              "4                                              Multa       46621,25   \n",
              "\n",
              "  UF ÓRGÃO SANCIONADOR  CNPJBASE  \n",
              "0                  NaN  10375666  \n",
              "1                  NaN  04750630  \n",
              "2                  NaN  32847777  \n",
              "3                  NaN  09266128  \n",
              "4                  NaN  20739738  "
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-1080c277-1adc-4cda-95a1-b04f3fed86b7\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>CADASTRO</th>\n",
              "      <th>TIPO DE PESSOA</th>\n",
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              "      <th>RAZÃO SOCIAL - CADASTRO RECEITA</th>\n",
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              "      <th>0</th>\n",
              "      <td>CNEP</td>\n",
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              "      <td>CNEP</td>\n",
              "      <td>J</td>\n",
              "      <td>04750630000134</td>\n",
              "      <td>MASTER PROJETOS E EMPREENDIMENTOS CULTURAIS LTDA</td>\n",
              "      <td>Publicação extraordinária da decisão condenatória</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>04750630</td>\n",
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              "      <td>CNEP</td>\n",
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              "      <td>Publicação extraordinária da decisão condenatória</td>\n",
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              "      <td>CNEP</td>\n",
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              "      <td>SOS GAS LTDA</td>\n",
              "      <td>Multa</td>\n",
              "      <td>37227,67</td>\n",
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              "      <td>09266128</td>\n",
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              "      <td>CNEP</td>\n",
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              "      <td>20739738000182</td>\n",
              "      <td>DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI</td>\n",
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              "      <td>20739738</td>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1080c277-1adc-4cda-95a1-b04f3fed86b7')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-2c46d293-6f3f-4eb4-9b6d-d34673115431\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2c46d293-6f3f-4eb4-9b6d-d34673115431')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-2c46d293-6f3f-4eb4-9b6d-d34673115431 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-1080c277-1adc-4cda-95a1-b04f3fed86b7 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-1080c277-1adc-4cda-95a1-b04f3fed86b7');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Concatenando os Dataframes**"
      ],
      "metadata": {
        "id": "wsPbWUmkbBF5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_cnep_ceis = pd.concat([df_cnep, df_ceis])\n",
        "df_cnep_ceis"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 589
        },
        "id": "cGPZ8pplVdMY",
        "outputId": "a97dbed6-cdd7-4639-dd80-cf2aaa96ad2e"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      CADASTRO TIPO DE PESSOA CPF OU CNPJ DO SANCIONADO  \\\n",
              "0         CNEP              J            10375666000188   \n",
              "1         CNEP              J            04750630000134   \n",
              "2         CNEP              J            32847777000182   \n",
              "3         CNEP              J            09266128000257   \n",
              "4         CNEP              J            20739738000182   \n",
              "...        ...            ...                       ...   \n",
              "14843     CEIS              J            11014790000180   \n",
              "14844     CEIS              J            41051476000139   \n",
              "14847     CEIS              J            05807475000108   \n",
              "14850     CEIS              J            03766197000162   \n",
              "14851     CEIS              J            60989654000111   \n",
              "\n",
              "                         RAZÃO SOCIAL - CADASTRO RECEITA  \\\n",
              "0                            GLOBAL GESTAO EM SAUDE S.A.   \n",
              "1       MASTER PROJETOS E EMPREENDIMENTOS CULTURAIS LTDA   \n",
              "2                                  FIRSTOIL OFFSHORE S/A   \n",
              "3                                           SOS GAS LTDA   \n",
              "4           DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI   \n",
              "...                                                  ...   \n",
              "14843  INDUSTRIA E COMERCIO DE CAFES ESPECIAIS TERRA ...   \n",
              "14844                                  MAYRA JUNG BRANDT   \n",
              "14847      SEGINFO COMERCIO & SERVICOS EMPRESARIAIS LTDA   \n",
              "14850                     ELGIN COMERCIO E SERVICOS LTDA   \n",
              "14851             MULTISERVICE NACIONAL DE SERVICOS LTDA   \n",
              "\n",
              "                                     CATEGORIA DA SANÇÃO VALOR DA MULTA  \\\n",
              "0      Publicação extraordinária da decisão condenatória            NaN   \n",
              "1      Publicação extraordinária da decisão condenatória            NaN   \n",
              "2      Publicação extraordinária da decisão condenatória            NaN   \n",
              "3                                                  Multa       37227,67   \n",
              "4                                                  Multa       46621,25   \n",
              "...                                                  ...            ...   \n",
              "14843                                          Suspensão            NaN   \n",
              "14844   Declaração de Inidoneidade com prazo determinado            NaN   \n",
              "14847                                          Suspensão            NaN   \n",
              "14850   Declaração de Inidoneidade com prazo determinado            NaN   \n",
              "14851                                          Suspensão            NaN   \n",
              "\n",
              "      UF ÓRGÃO SANCIONADOR  CNPJBASE  \n",
              "0                      NaN  10375666  \n",
              "1                      NaN  04750630  \n",
              "2                      NaN  32847777  \n",
              "3                      NaN  09266128  \n",
              "4                      NaN  20739738  \n",
              "...                    ...       ...  \n",
              "14843                  NaN  11014790  \n",
              "14844                  NaN  41051476  \n",
              "14847                   SC  05807475  \n",
              "14850                   BA  03766197  \n",
              "14851                  NaN  60989654  \n",
              "\n",
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              "      <td>SOS GAS LTDA</td>\n",
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              "      <td>37227,67</td>\n",
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              "      <td>CEIS</td>\n",
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              "      <td>CEIS</td>\n",
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              "      <td>CEIS</td>\n",
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              "      <td>Declaração de Inidoneidade com prazo determinado</td>\n",
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              "<p>7994 rows × 8 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-218d1b5c-586c-49c1-b64b-18c98efcb927')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
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              "      </button>\n",
              "\n",
              "\n",
              "\n",
              "    <div id=\"df-cae657e2-ad0a-4502-9e3c-153f41754c42\">\n",
              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-cae657e2-ad0a-4502-9e3c-153f41754c42')\"\n",
              "              title=\"Suggest charts.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "    background-color: #E8F0FE;\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: #1967D2;\n",
              "    height: 32px;\n",
              "    padding: 0 0 0 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-cae657e2-ad0a-4502-9e3c-153f41754c42 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-218d1b5c-586c-49c1-b64b-18c98efcb927 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-218d1b5c-586c-49c1-b64b-18c98efcb927');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Remove CPF/CNPJ duplicados\n",
        "df_cnep_ceis.drop_duplicates(subset=['CPF OU CNPJ DO SANCIONADO'], keep='first', inplace=True)\n",
        "# Atualiza o índice do Dataframe\n",
        "df_cnep_ceis.reset_index(drop=True, inplace=True)\n",
        "df_cnep_ceis"
      ],
      "metadata": {
        "id": "HMV_2tTlryKn",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 589
        },
        "outputId": "42c9526c-da9d-4485-a200-82a6433843d6"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     CADASTRO TIPO DE PESSOA CPF OU CNPJ DO SANCIONADO  \\\n",
              "0        CNEP              J            10375666000188   \n",
              "1        CNEP              J            04750630000134   \n",
              "2        CNEP              J            32847777000182   \n",
              "3        CNEP              J            09266128000257   \n",
              "4        CNEP              J            20739738000182   \n",
              "...       ...            ...                       ...   \n",
              "5931     CEIS              J            01772798000152   \n",
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              "5933     CEIS              J            11014790000180   \n",
              "5934     CEIS              J            41051476000139   \n",
              "5935     CEIS              J            60989654000111   \n",
              "\n",
              "                        RAZÃO SOCIAL - CADASTRO RECEITA  \\\n",
              "0                           GLOBAL GESTAO EM SAUDE S.A.   \n",
              "1      MASTER PROJETOS E EMPREENDIMENTOS CULTURAIS LTDA   \n",
              "2                                 FIRSTOIL OFFSHORE S/A   \n",
              "3                                          SOS GAS LTDA   \n",
              "4          DJO SERVICOS DE TRANSPORTES DE CARGAS EIRELI   \n",
              "...                                                 ...   \n",
              "5931                           MEDTRONIC COMERCIAL LTDA   \n",
              "5932                       M A FREITAS CONSTRUTORA LTDA   \n",
              "5933  INDUSTRIA E COMERCIO DE CAFES ESPECIAIS TERRA ...   \n",
              "5934                                  MAYRA JUNG BRANDT   \n",
              "5935             MULTISERVICE NACIONAL DE SERVICOS LTDA   \n",
              "\n",
              "                                    CATEGORIA DA SANÇÃO VALOR DA MULTA  \\\n",
              "0     Publicação extraordinária da decisão condenatória            NaN   \n",
              "1     Publicação extraordinária da decisão condenatória            NaN   \n",
              "2     Publicação extraordinária da decisão condenatória            NaN   \n",
              "3                                                 Multa       37227,67   \n",
              "4                                                 Multa       46621,25   \n",
              "...                                                 ...            ...   \n",
              "5931                                          Suspensão            NaN   \n",
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              "                                                     [key], {});\n",
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              "            + ' to learn more about interactive tables.';\n",
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            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_cnep_ceis['CNPJBASE'] = df_cnep_ceis['CPF OU CNPJ DO SANCIONADO'].astype(str).str.slice(0, 8)\n",
        "df_rel_cnep_ceis = df_cnep_ceis[[\"CNPJBASE\",\"CPF OU CNPJ DO SANCIONADO\"]]\n",
        "df_rel_cnep_ceis"
      ],
      "metadata": {
        "id": "5Ft9jQej1Cuq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "outputId": "717608f5-3345-4965-9531-56b184a5bc81"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      CNPJBASE CPF OU CNPJ DO SANCIONADO\n",
              "0     10375666            10375666000188\n",
              "1     04750630            04750630000134\n",
              "2     32847777            32847777000182\n",
              "3     09266128            09266128000257\n",
              "4     20739738            20739738000182\n",
              "...        ...                       ...\n",
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              "5934  41051476            41051476000139\n",
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              "[5936 rows x 2 columns]"
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              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: #E2EBFA;\n",
              "    box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: #174EA6;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart:hover {\n",
              "    background-color: #434B5C;\n",
              "    box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "    filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "    <script>\n",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-1095a254-4ee8-44ad-aba0-82b3c03702ba button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\n",
              "      <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-98c4c894-b72b-4db6-808c-0eb8accfe334 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-98c4c894-b72b-4db6-808c-0eb8accfe334');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_cnep_ceis.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TRCE36BDiMix",
        "outputId": "29032409-2672-4771-c5d2-efaf685e6e2c"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['CADASTRO', 'TIPO DE PESSOA', 'CPF OU CNPJ DO SANCIONADO',\n",
              "       'RAZÃO SOCIAL - CADASTRO RECEITA', 'CATEGORIA DA SANÇÃO',\n",
              "       'VALOR DA MULTA', 'UF ÓRGÃO SANCIONADOR', 'CNPJBASE'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_cnep_ceis.to_csv(\"cnep_ceis_unique.csv\", sep=\";\", encoding=\"utf-8\")\n",
        "df_rel_cnep_ceis.to_csv(\"rel_cnep_ceis.csv\", sep=\";\", encoding=\"utf-8\")"
      ],
      "metadata": {
        "id": "hCNIqpeJY97x"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# df_spark_ceis = sc.read.option(\"delimiter\", \";\").csv(\"/content/20230707_CEIS.csv\", inferSchema=False, header=True)\n",
        "# df_spark_ceis.show()"
      ],
      "metadata": {
        "id": "aFbV31s93A_s"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Create PySpark DataFrame from Pandas\n",
        "df_spark_sancoes=sc.createDataFrame(df_cnep_ceis)\n",
        "df_spark_sancoes = df_spark_sancoes.withColumn(\"CPF OU CNPJ DO SANCIONADO\",\n",
        "                                               col(\"CPF OU CNPJ DO SANCIONADO\").cast(StringType())\n",
        "                                               )\n",
        "df_spark_sancoes.printSchema()\n",
        "df_spark_sancoes.show()"
      ],
      "metadata": {
        "id": "kwHntEOu3OkW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "118096f8-a3b2-46d1-d2b4-ceca6b2dbe9e"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- CADASTRO: string (nullable = true)\n",
            " |-- TIPO DE PESSOA: string (nullable = true)\n",
            " |-- CPF OU CNPJ DO SANCIONADO: string (nullable = true)\n",
            " |-- RAZÃO SOCIAL - CADASTRO RECEITA: string (nullable = true)\n",
            " |-- CATEGORIA DA SANÇÃO: string (nullable = true)\n",
            " |-- VALOR DA MULTA: string (nullable = true)\n",
            " |-- UF ÓRGÃO SANCIONADOR: string (nullable = true)\n",
            " |-- CNPJBASE: string (nullable = true)\n",
            "\n",
            "+--------+--------------+-------------------------+-------------------------------+--------------------+--------------+--------------------+--------+\n",
            "|CADASTRO|TIPO DE PESSOA|CPF OU CNPJ DO SANCIONADO|RAZÃO SOCIAL - CADASTRO RECEITA| CATEGORIA DA SANÇÃO|VALOR DA MULTA|UF ÓRGÃO SANCIONADOR|CNPJBASE|\n",
            "+--------+--------------+-------------------------+-------------------------------+--------------------+--------------+--------------------+--------+\n",
            "|    CNEP|             J|           10375666000188|           GLOBAL GESTAO EM ...|Publicação extrao...|           NaN|                 NaN|10375666|\n",
            "|    CNEP|             J|           04750630000134|           MASTER PROJETOS E...|Publicação extrao...|           NaN|                 NaN|04750630|\n",
            "|    CNEP|             J|           32847777000182|           FIRSTOIL OFFSHORE...|Publicação extrao...|           NaN|                 NaN|32847777|\n",
            "|    CNEP|             J|           09266128000257|                   SOS GAS LTDA|               Multa|      37227,67|                 NaN|09266128|\n",
            "|    CNEP|             J|           20739738000182|           DJO SERVICOS DE T...|               Multa|      46621,25|                 NaN|20739738|\n",
            "|    CNEP|             J|           32483380000159|           VISAUTO COMERCIO ...|               Multa|       7047,08|                  ES|32483380|\n",
            "|    CNEP|             J|           23232527000147|           TFM PETRO OBRAS E...|               Multa|     506315,98|                 NaN|23232527|\n",
            "|    CNEP|             J|           10624865000182|           MAR ABERTO OPERAC...|               Multa|      11610,70|                 NaN|10624865|\n",
            "|    CNEP|             J|           28955193000153|           CARVAS MATERIAL C...|               Multa|    9007260,00|                  RJ|28955193|\n",
            "|    CNEP|             J|           09343965000151|           P C R DO AMARAL &...|Publicação extrao...|           NaN|                 NaN|09343965|\n",
            "|    CNEP|             J|           14534916000136|           BLUNAC DISTRIBUID...|               Multa|        710,57|                  RS|14534916|\n",
            "|    CNEP|             J|           04231732000143|           DBR DISTRIBUIDORA...|Publicação extrao...|           NaN|                 NaN|04231732|\n",
            "|    CNEP|             J|           21613513000148|           JS CONSTRUCAO CIV...|               Multa|    1079942,49|                 NaN|21613513|\n",
            "|    CNEP|             J|           16836335000184|              BMX SERVICOS LTDA|               Multa|      38378,35|                 NaN|16836335|\n",
            "|    CNEP|             J|           26414755000126|           CIDADE SERVICOS E...|               Multa|    7280578,86|                  DF|26414755|\n",
            "|    CNEP|             J|           28008321000151|           WVA COMERCIO E SE...|Publicação extrao...|           NaN|                 NaN|28008321|\n",
            "|    CNEP|             J|           24060302000113|           SABOR MAIS COCO LTDA|Publicação extrao...|           NaN|                 NaN|24060302|\n",
            "|    CNEP|             J|           25403710000193|           OAJ - ADMINISTRAC...|Publicação extrao...|           NaN|                 NaN|25403710|\n",
            "|    CNEP|             J|           06940189000189|            JPK TECHNOLOGY LTDA|               Multa|      54180,00|                 NaN|06940189|\n",
            "|    CNEP|             J|           59586404000151|           MAZETTO SOCIEDADE...|               Multa|     267568,35|                  SP|59586404|\n",
            "+--------+--------------+-------------------------+-------------------------------+--------------------+--------------+--------------------+--------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Fazendo junção dos dados de Empresas e Sócios com as Sanções (CNEP e CEIS)**"
      ],
      "metadata": {
        "id": "lWv3ATiu7GwS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Cruzamento dos Dados de Empresas e Sanções\n",
        "df_empresas_sancoes = df_spark.join(df_spark_sancoes,\n",
        "                                  df_spark.CNPJ == df_spark_sancoes.CNPJBASE,\n",
        "                                  \"inner\")\n",
        "\n",
        "# Removendo columas consideradas desnecessárias\n",
        "DROPCOL = (\"NOME DO SANCIONADO\",\"RAZÃO SOCIAL - CADASTRO RECEITA\", \"VALOR DA MULTA\", \"UF ÓRGÃO SANCIONADOR\", \"CNPJBASE\")\n",
        "df_empresas_sancoes = df_empresas_sancoes.drop(*DROPCOL)\n",
        "\n",
        "df_empresas_sancoes.printSchema()\n",
        "df_empresas_sancoes.show(truncate=False)"
      ],
      "metadata": {
        "id": "-5FiOkyoaNqE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0744fd08-27f5-4acd-e361-0e3badbc3d53"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- RAZAO SOCIAL: string (nullable = true)\n",
            " |-- NATUREZA JURIDICA: string (nullable = true)\n",
            " |-- CAPITAL SOCIAL DA EMPRESA: string (nullable = true)\n",
            " |-- CADASTRO: string (nullable = true)\n",
            " |-- TIPO DE PESSOA: string (nullable = true)\n",
            " |-- CPF OU CNPJ DO SANCIONADO: string (nullable = true)\n",
            " |-- CATEGORIA DA SANÇÃO: string (nullable = true)\n",
            "\n",
            "+--------+------------------------------------------+-----------------+-------------------------+--------+--------------+-------------------------+--------------------------------------------------------+\n",
            "|CNPJ    |RAZAO SOCIAL                              |NATUREZA JURIDICA|CAPITAL SOCIAL DA EMPRESA|CADASTRO|TIPO DE PESSOA|CPF OU CNPJ DO SANCIONADO|CATEGORIA DA SANÇÃO                                     |\n",
            "+--------+------------------------------------------+-----------------+-------------------------+--------+--------------+-------------------------+--------------------------------------------------------+\n",
            "|41317809|RGA CONSULTORIA EM GESTAO EMPRESARIAL LTDA|2062             |50000,00                 |CNEP    |J             |41317809000129           |Publicação extraordinária da decisão condenatória       |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA             |2062             |40000,00                 |CEIS    |J             |42085605000172           |Suspensão                                               |\n",
            "|41740598|GOULART'S ESTACIONAMENTO E COMERCIO LTDA  |2062             |280000,00                |CEIS    |J             |41740598000132           |Suspensão                                               |\n",
            "|41572083|CONSORCIO SES CONGONHAS                   |2151             |0,00                     |CEIS    |J             |41572083000170           |Suspensão                                               |\n",
            "|41297212|ALPHA ELETROMOVEIS LTDA                   |2062             |110000,00                |CEIS    |J             |41297212000160           |Suspensão                                               |\n",
            "|42654314|CONSORCIO SHRAJA                          |2151             |0,00                     |CEIS    |J             |42654314000158           |Suspensão                                               |\n",
            "|41944789|DG INDUSTRIA E DISTRIBUICAO LIMITADA      |2062             |200000,00                |CEIS    |J             |41944789000116           |Impedimento/proibição de contratar com prazo determinado|\n",
            "|41752524|RODAR AUTO PECAS  LTDA                    |2062             |500000,00                |CEIS    |J             |41752524000116           |Suspensão                                               |\n",
            "|42106518|CEO OLIVEIRA & CIA. LTDA                  |2062             |20000,00                 |CEIS    |J             |42106518000154           |Declaração de Inidoneidade com prazo determinado        |\n",
            "|42537169|TAUROS SERVICOS E MANUTENCAO LTDA         |2062             |5000,00                  |CEIS    |J             |42537169000125           |Suspensão                                               |\n",
            "|41371468|QUALITY ELETROMOVEIS LTDA                 |2062             |100000,00                |CEIS    |J             |41371468000170           |Suspensão                                               |\n",
            "|41750216|J MENDES PEREIRA COMERCIO DE MATERIAIS    |2135             |150000,00                |CEIS    |J             |41750216000151           |Suspensão                                               |\n",
            "|41556747|CONSTRUCOES SOBRALENSE LTDA.              |2062             |0,00                     |CEIS    |J             |41556747000108           |Impedimento/proibição de contratar com prazo determinado|\n",
            "|41662740|SIMPLIFICA DISTRIBUIDORA LTDA             |2062             |90000,00                 |CEIS    |J             |41662740000170           |Impedimento/proibição de contratar com prazo determinado|\n",
            "|41942289|BPV COMERCIAL LTDA                        |2062             |70000,00                 |CEIS    |J             |41942289000145           |Suspensão                                               |\n",
            "|42455521|OPEN CONSTRUCOES E REFORMAS LTDA          |2062             |200000,00                |CEIS    |J             |42455521000183           |Suspensão                                               |\n",
            "|41687100|MR LICITACOES - LTDA                      |2062             |50000,00                 |CNEP    |J             |41687100000115           |Dissolução compulsória da PJ                            |\n",
            "|42799163|BH FARMA COMERCIO LTDA                    |2062             |3500000,00               |CEIS    |J             |42799163000126           |Impedimento/proibição de contratar com prazo determinado|\n",
            "|42040279|CONVIC CONSERVACAO E SERVICOS GERAIS LTDA |2062             |1180000,00               |CEIS    |J             |42040279000187           |Declaração de Inidoneidade com prazo determinado        |\n",
            "|41520698|CONSORCIO AGUA FORTE & RYSAM 104          |2151             |0,00                     |CEIS    |J             |41520698000153           |Suspensão                                               |\n",
            "+--------+------------------------------------------+-----------------+-------------------------+--------+--------------+-------------------------+--------------------------------------------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cruzamento dos Dados de Empresas e Sanções\n",
        "df_socios_sancoes = df_spark_socio.join(df_spark_sancoes,\n",
        "                                  df_spark_socio.CNPJ == df_spark_sancoes.CNPJBASE,\n",
        "                                  \"inner\")\n",
        "\n",
        "# Removendo columas consideradas desnecessárias\n",
        "df_socios_sancoes = df_socios_sancoes.drop(*DROPCOL)\n",
        "\n",
        "df_socios_sancoes.printSchema()\n",
        "df_socios_sancoes.show(truncate=False)"
      ],
      "metadata": {
        "id": "cbx75WNmxESx",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "21dd1fdc-6a60-47f3-83b8-d064f087cbf6"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- NOME SOCIO: string (nullable = true)\n",
            " |-- CNPJ/CPF: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CADASTRO: string (nullable = true)\n",
            " |-- TIPO DE PESSOA: string (nullable = true)\n",
            " |-- CPF OU CNPJ DO SANCIONADO: string (nullable = true)\n",
            " |-- CATEGORIA DA SANÇÃO: string (nullable = true)\n",
            "\n",
            "+--------+---------------------------------------+--------------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+\n",
            "|CNPJ    |NOME SOCIO                             |CNPJ/CPF      |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CADASTRO|TIPO DE PESSOA|CPF OU CNPJ DO SANCIONADO|CATEGORIA DA SANÇÃO                                     |\n",
            "+--------+---------------------------------------+--------------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+\n",
            "|17163734|MARILIA DE NAZARETH DE CARVALHO BARBOSA|***175696**   |49                   |9           |CEIS    |J             |17163734000194           |Impedimento/proibição de contratar com prazo determinado|\n",
            "|17163734|BARBOSA ENGENHARIA LTDA                |13044353000135|22                   |0           |CEIS    |J             |17163734000194           |Impedimento/proibição de contratar com prazo determinado|\n",
            "|27178359|RUBENS MOREIRA                         |***432987**   |16                   |8           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|JOAO MARCOS MACHADO                    |***672897**   |10                   |6           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|FIORAVANTE CYPRIANO NETO               |***040947**   |10                   |4           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|WELINGTON RODRIGUES DA COSTA           |***761207**   |10                   |7           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|LUIZ PAULO CANZIAN                     |***978317**   |10                   |7           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|EDILSON FERREIRA XAVIER                |***224767**   |10                   |8           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|QUEROPE CUNHA DO NASCIMENTO            |***332887**   |10                   |7           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|SARA BUENO PINHEIRO                    |***168427**   |10                   |5           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|PAULO SERGIO SCHEIDEGGER BRASILEIRO    |***121417**   |10                   |6           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|ANDRE VELOSO MAIA                      |***344466**   |10                   |7           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|27178359|MARCO ANTONIO DANIEL CORDEIRO          |***130157**   |10                   |5           |CEIS    |J             |27178359000100           |Suspensão                                               |\n",
            "|77941490|ANTONIO ROBERTO GAZIN                  |***644589**   |10                   |6           |CEIS    |J             |77941490019506           |Suspensão                                               |\n",
            "|77941490|LUIZ APARECIDO CUSTODIO                |***359689**   |10                   |6           |CEIS    |J             |77941490019506           |Suspensão                                               |\n",
            "|77941490|RUBENS GAZINI                          |***408309**   |10                   |8           |CEIS    |J             |77941490019506           |Suspensão                                               |\n",
            "|77941490|MARIO VALERIO GAZIN                    |***675919**   |10                   |8           |CEIS    |J             |77941490019506           |Suspensão                                               |\n",
            "|77941490|JAIR JOSE GAZIN                        |***456221**   |10                   |7           |CEIS    |J             |77941490019506           |Suspensão                                               |\n",
            "|77941490|ONY MAURICIO CHURKIN                   |***450219**   |10                   |6           |CEIS    |J             |77941490019506           |Suspensão                                               |\n",
            "|77941490|GILMAR ALVES DE OLIVEIRA               |***238191**   |10                   |5           |CEIS    |J             |77941490019506           |Suspensão                                               |\n",
            "+--------+---------------------------------------+--------------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_socios_sancoes.count()"
      ],
      "metadata": {
        "id": "OTLH-CO9Q8Sv",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b58930cd-dadb-4102-f012-f016684ff23a"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "8633"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pdSocios_sancoes = df_socios_sancoes.toPandas()\n",
        "pdSocios_sancoes.to_csv(\"socios_sancoes.csv\", sep=\";\", encoding=\"utf-8\")"
      ],
      "metadata": {
        "id": "hfkcO7JcnePL"
      },
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_empresas_sancoes.count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uvKVhCjiNkfm",
        "outputId": "54bf2a9e-d300-4cf3-8ef8-13152550a2fa"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5936"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pdEmpresas_sancoes = df_empresas_sancoes.toPandas()\n",
        "pdEmpresas_sancoes.to_csv(\"empresas_sancoes.csv\", sep=\";\", encoding=\"utf-8\")"
      ],
      "metadata": {
        "id": "PPzfixuJn9pM"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Verificação de correlação entre os dados de Sócios com CEIS e CNEP**"
      ],
      "metadata": {
        "id": "6O1LnjMwQGG0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql.functions import lit"
      ],
      "metadata": {
        "id": "5gp5M9bsSIio"
      },
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_socios_sancoes = df_socios_sancoes.withColumn(\"QTD\", lit(1))\n",
        "# df_socios_sancoes = df_socios_sancoes.withColumn(\"QTDEMPRESAS\", lit(df_socios_sancoes.groupBy('NOME SOCIO','CNPJ/CPF').sum('QTD')) )\n",
        "\n",
        "df_socios_sancoes.groupBy('NOME SOCIO','CNPJ/CPF').sum('QTD').show(100)\n",
        "# df_socios_sancoes.groupBy('NOME SOCIO','CNPJ/CPF').orderBy('QTDEMPRESAS').desc()"
      ],
      "metadata": {
        "id": "liZH5Z2CQFdR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c62f44d4-33bf-4290-9cfa-05b4218b08bd"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------------------+--------------+--------+\n",
            "|          NOME SOCIO|      CNPJ/CPF|sum(QTD)|\n",
            "+--------------------+--------------+--------+\n",
            "|ALBERTO DE MORAES...|   ***122068**|       1|\n",
            "|FABIO AURELIO SAN...|   ***537303**|       1|\n",
            "|CELMA DE ALBUQUER...|   ***166114**|       1|\n",
            "|SANDRO SOARES DE ...|   ***279177**|       1|\n",
            "|MARIA CELIA LOREN...|   ***927018**|       1|\n",
            "|MACILANO SILVA DE...|   ***557403**|       1|\n",
            "|   ITAMAR DOS SANTOS|   ***675305**|       1|\n",
            "|MB PARTICIPACOES S/A|39906398000165|       1|\n",
            "|EDSON ROBERTO MUT...|   ***268439**|       1|\n",
            "|LENIRA SILVA DE O...|   ***831164**|       2|\n",
            "|TEREZA CHRISTINA ...|   ***940549**|       1|\n",
            "|ALEXANDRE DOMINGU...|   ***862808**|       1|\n",
            "|EDUARDO FARO BARR...|   ***166445**|       1|\n",
            "|MILTON CESAR FERR...|   ***302077**|       4|\n",
            "|WLADIMIR PEREIRA ...|   ***563627**|       1|\n",
            "| JOSE DE PAULA SILVA|   ***608568**|       1|\n",
            "|LUCIANE MARIA GUE...|   ***277730**|       1|\n",
            "|PEDRO DE FARIAS F...|   ***022634**|       1|\n",
            "|NILZA DOS REIS DE...|   ***344708**|       1|\n",
            "|KAREN DE SA GIOVA...|   ***704118**|       1|\n",
            "|JOAO CARLOS DOMIN...|   ***740897**|       1|\n",
            "|MICHEL CHEDID JUNIOR|   ***955588**|       1|\n",
            "|PEDRO HENRIQUE MA...|   ***170409**|       1|\n",
            "|        DERCIO ZANIN|   ***775770**|       1|\n",
            "|LUIZ FERNANDO MON...|   ***917936**|       1|\n",
            "| JOSE EUDES TEIXEIRA|   ***555678**|       1|\n",
            "|MARIA JACQUELINE ...|   ***579003**|       1|\n",
            "|    GUILHERME VIVIAN|   ***234139**|       1|\n",
            "|MARCIA CRISTINA D...|   ***101302**|       1|\n",
            "|IVETE MARIA DOS S...|   ***714405**|       1|\n",
            "|ADILSON DA SILVA ...|   ***519248**|       1|\n",
            "|ED CARLOS LOPES C...|   ***659048**|       1|\n",
            "|ANDRE BARBOSA CAR...|   ***446095**|       1|\n",
            "|LUCIENE ALVES DE ...|   ***155797**|       1|\n",
            "|DECIO DE CASTRO M...|   ***265243**|       1|\n",
            "|CLEIDE APARECIDA ...|   ***298828**|       1|\n",
            "|BENEDITO MOREIRA ...|   ***128308**|       1|\n",
            "|KELE VELOSO GUIMA...|   ***227371**|       1|\n",
            "|   TAUANA DE FREITAS|   ***355640**|       1|\n",
            "|CRISTIANO LEITE D...|   ***404927**|       1|\n",
            "|LINEAL PARTICIPAC...|07583584000114|       1|\n",
            "|ELIANE SIMOES DE ...|   ***363725**|       1|\n",
            "|DEBORA NALIGIA MO...|   ***336615**|       1|\n",
            "|DENISE LEMOS MARTINS|   ***053376**|       2|\n",
            "|JOSE EDNALDO DA S...|   ***601324**|       1|\n",
            "|THOMAS MIRANDA GU...|   ***415136**|       1|\n",
            "|ISAAC DE BELCHIOR...|   ***785195**|       1|\n",
            "|ROBERTO CARLOS DA...|   ***196887**|       1|\n",
            "|ANDRE LUIS FERREI...|   ***053710**|       1|\n",
            "|ADALBERTO DE ANDR...|   ***250627**|       1|\n",
            "|ANDERSON VARELA D...|   ***450730**|       1|\n",
            "|JAYWANT MUKUNDRAO...|   ***256461**|       1|\n",
            "|MURIELLE CAMPOS S...|   ***661405**|       1|\n",
            "|      EVERTON BECKER|   ***995880**|       1|\n",
            "|FLAVIO ALVES DE M...|   ***161771**|       1|\n",
            "|RENAN AMAOKA FERN...|   ***990319**|       1|\n",
            "|YANOMANI HIDEKI R...|   ***044302**|       1|\n",
            "|RODRIGO DOS SANTO...|   ***349017**|       1|\n",
            "|GERTRUDES MARIA R...|   ***479685**|       1|\n",
            "|SILVIO DE OLIVEIR...|   ***028105**|       1|\n",
            "|ANTONIO GERALDO C...|   ***872836**|       1|\n",
            "|ESTER MUCHIUTI MA...|   ***308611**|       1|\n",
            "|ENIO FIORAVANTE P...|   ***452680**|       1|\n",
            "|RITA DE CASSIA VI...|   ***505588**|       3|\n",
            "|MARCELO DUARTE DE...|   ***106905**|       1|\n",
            "|LUIZ ANTONIO BARBOSA|   ***719418**|       1|\n",
            "|         RENATO DIAS|   ***397510**|       1|\n",
            "|ERANILDO PEREIRA ...|   ***009805**|       1|\n",
            "|LUCAS SANTANA PER...|   ***050757**|       1|\n",
            "|R & R ENGENHARIA ...|03424858000171|       1|\n",
            "|    LEONARDO BAGNARA|   ***626970**|       1|\n",
            "|SEVERINO DE OLIVE...|   ***600434**|       1|\n",
            "|HERMANO JOSE OLIV...|   ***481325**|       1|\n",
            "|   LORENA COUTO LOBO|   ***564395**|       1|\n",
            "|ZELANDIA GONCALVE...|   ***063416**|       1|\n",
            "|AURIMAR CAETANO F...|   ***708836**|       1|\n",
            "|ADYR CARDOSO DA S...|   ***243510**|       1|\n",
            "|GEOVANNA ALIANI V...|   ***491756**|       1|\n",
            "|CARLOS VINICIUS F...|   ***472217**|       1|\n",
            "|GLAUBER FELIPPE C...|   ***389106**|       1|\n",
            "|MARIA DA CONCEICA...|   ***509552**|       1|\n",
            "|  MARCIO ANDRE TOLFO|   ***593740**|       1|\n",
            "|ROBERTO NEY PINHEIRO|   ***888794**|       1|\n",
            "|CARLOS ALBERTO CA...|   ***484178**|       1|\n",
            "|HERICA PEREIRA BR...|   ***091825**|       1|\n",
            "|PEDRO AMILTON BEL...|   ***868629**|       1|\n",
            "| LEANDRO COSTA SOUZA|   ***722595**|       1|\n",
            "|DEOLILDA NERY Y NERY|   ***857765**|       1|\n",
            "|ALENSON FRANCISCO...|   ***979059**|       1|\n",
            "|ANDRE LUIZ GARBOG...|   ***941575**|       1|\n",
            "|VERONICA MARIA FE...|   ***697084**|       1|\n",
            "|REGIANE VIVIAN ZONTA|   ***492419**|       1|\n",
            "|TANIA LUCIA FALCA...|   ***823555**|       1|\n",
            "|    COFERCO LOG LTDA|03212179000139|       1|\n",
            "|JOSEMARY DE ANDRA...|   ***556335**|       1|\n",
            "|RAYANNE BRUNA DE ...|   ***641061**|       1|\n",
            "| ADEMILSON FRANCISCO|   ***163348**|       1|\n",
            "|ADOLFO IGNACIO IB...|   ***387388**|       1|\n",
            "|PAULINO JUSTINO D...|   ***659688**|       2|\n",
            "|JESUENIO DOS SANT...|   ***227527**|       1|\n",
            "+--------------------+--------------+--------+\n",
            "only showing top 100 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Relação dos Sócios entre Empresas Sancionadas e Não Sancionadas\n",
        "df_socio_relacionados = df_spark_socio.join(df_socios_sancoes, [\"NOME SOCIO\", \"CNPJ/CPF\"])\n",
        "\n",
        "df_socio_relacionados.show(truncate=False)\n",
        "df_socio_relacionados.printSchema()\n",
        "df_socio_relacionados.count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Gfxt1c1ZsE-Q",
        "outputId": "2b5373f5-1477-488c-f269-867602ecff8f"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+---------------------------------------------+-----------+--------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|NOME SOCIO                                   |CNPJ/CPF   |CNPJ    |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CNPJ    |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CADASTRO|TIPO DE PESSOA|CPF OU CNPJ DO SANCIONADO|CATEGORIA DA SANÇÃO                                     |QTD|\n",
            "+---------------------------------------------+-----------+--------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|DANIEL FERREIRA NAVARRO COELHO               |***547866**|46218505|49                   |3           |37448723|49                   |3           |CEIS    |J             |37448723000168           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|RONAN LUCAS RODRIGUES                        |***113996**|48791806|05                   |6           |03424858|49                   |6           |CEIS    |J             |03424858000171           |Suspensão                                               |1  |\n",
            "|ALBERTO DE MORAES LEITAO NETO                |***122068**|03949101|49                   |3           |03949101|49                   |3           |CEIS    |J             |03949101000100           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|CARLOS ALBERTO DE SA                         |***955581**|02323515|49                   |7           |02605452|49                   |7           |CEIS    |J             |02605452000122           |Suspensão                                               |1  |\n",
            "|CARLOS ALBERTO DE SA                         |***955581**|01017250|22                   |7           |02605452|49                   |7           |CEIS    |J             |02605452000122           |Suspensão                                               |1  |\n",
            "|JORGE DAVID RAMIREZ SCOTT                    |***004628**|04691852|05                   |6           |01644731|05                   |6           |CEIS    |J             |01644731000132           |Suspensão                                               |1  |\n",
            "|DANIEL SANCHEZ VALLEJO JORDAO                |***625708**|03003485|49                   |5           |13787590|10                   |5           |CEIS    |J             |13787590000196           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|VALENTIM VIOLA                               |***900848**|67787218|49                   |8           |59555474|49                   |8           |CEIS    |J             |59555474000142           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|VALENTIM VIOLA                               |***900848**|67787218|49                   |8           |05169192|49                   |8           |CEIS    |J             |05169192000188           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|DANIEL SANCHEZ VALLEJO JORDAO                |***625708**|51998045|22                   |5           |13787590|10                   |5           |CEIS    |J             |13787590000196           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|RUY OLIVEIRA DE SOUSA                        |***198395**|03358535|49                   |7           |06244470|22                   |7           |CEIS    |J             |06244470000187           |Suspensão                                               |1  |\n",
            "|ANAEL DOS SANTOS LOPES                       |***254237**|09646917|10                   |6           |10788628|10                   |6           |CEIS    |J             |10788628000157           |Declaração de Inidoneidade sem prazo determinado        |1  |\n",
            "|PATRICIA BATISTA DE ABREU GRABNER            |***063015**|08177793|49                   |6           |08380905|49                   |6           |CEIS    |J             |08380905000812           |Suspensão                                               |1  |\n",
            "|MARINA NOVA DA COSTA MENDES ANTONELLI SANTANA|***399241**|11485641|22                   |4           |21997155|49                   |4           |CEIS    |J             |21997155000114           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|DANIEL SANCHEZ VALLEJO JORDAO                |***625708**|11777099|22                   |5           |13787590|10                   |5           |CEIS    |J             |13787590000196           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|ANAEL DOS SANTOS LOPES                       |***254237**|12064657|05                   |6           |10788628|10                   |6           |CEIS    |J             |10788628000157           |Declaração de Inidoneidade sem prazo determinado        |1  |\n",
            "|KARINE VIDALETTI DIPP                        |***797890**|50110011|49                   |4           |39674824|22                   |4           |CEIS    |J             |39674824000182           |Suspensão                                               |1  |\n",
            "|ALBERTO PEREZ MACHADO                        |***732824**|00297990|49                   |7           |02123223|49                   |7           |CEIS    |J             |02123223000171           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|LUIZ EDUARDO FIDALGO                         |***470147**|33928219|10                   |6           |05509289|10                   |6           |CEIS    |J             |05509289000192           |Declaração de Inidoneidade sem prazo determinado        |1  |\n",
            "|MARIA CELIA LORENZETTI MELO                  |***927018**|02378564|22                   |8           |02378564|22                   |8           |CEIS    |J             |02378564000198           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "+---------------------------------------------+-----------+--------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "only showing top 20 rows\n",
            "\n",
            "root\n",
            " |-- NOME SOCIO: string (nullable = true)\n",
            " |-- CNPJ/CPF: string (nullable = true)\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CADASTRO: string (nullable = true)\n",
            " |-- TIPO DE PESSOA: string (nullable = true)\n",
            " |-- CPF OU CNPJ DO SANCIONADO: string (nullable = true)\n",
            " |-- CATEGORIA DA SANÇÃO: string (nullable = true)\n",
            " |-- QTD: integer (nullable = false)\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "31099"
            ]
          },
          "metadata": {},
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dfSocioRelacionados = df_socio_relacionados.toPandas()\n",
        "dfSocioRelacionados.to_csv(\"socios_sancoes_total.csv\", sep=\";\", encoding=\"utf-8\")"
      ],
      "metadata": {
        "id": "lJKp4fKQNZEE"
      },
      "execution_count": 84,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "drop_cols = [\"CNPJ\",\"QUALIFICACAO DO SOCIO\",\"FAIXA ETÁRIA\",\"CADASTRO\",\"TIPO DE PESSOA\",\"CPF OU CNPJ DO SANCIONADO\",\"CATEGORIA DA SANÇÃO\"]\n",
        "df_unique_socio_relacionados = df_socio_relacionados.drop(*drop_cols)\n",
        "\n",
        "df_unique_socio_relacionados = df_unique_socio_relacionados.dropDuplicates()\n",
        "df_unique_socio_relacionados.show(truncate=False)\n",
        "df_unique_socio_relacionados.printSchema()\n",
        "df_unique_socio_relacionados.count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OiBkKyKb9CAI",
        "outputId": "bb84b57e-188b-437e-e2d0-a7a4f2542eae"
      },
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+---------------------------------------------+--------------+---+\n",
            "|NOME SOCIO                                   |CNPJ/CPF      |QTD|\n",
            "+---------------------------------------------+--------------+---+\n",
            "|DANIEL FERREIRA NAVARRO COELHO               |***547866**   |1  |\n",
            "|RONAN LUCAS RODRIGUES                        |***113996**   |1  |\n",
            "|ALBERTO DE MORAES LEITAO NETO                |***122068**   |1  |\n",
            "|CARLOS ALBERTO DE SA                         |***955581**   |1  |\n",
            "|JORGE DAVID RAMIREZ SCOTT                    |***004628**   |1  |\n",
            "|DANIEL SANCHEZ VALLEJO JORDAO                |***625708**   |1  |\n",
            "|VALENTIM VIOLA                               |***900848**   |1  |\n",
            "|RUY OLIVEIRA DE SOUSA                        |***198395**   |1  |\n",
            "|ANAEL DOS SANTOS LOPES                       |***254237**   |1  |\n",
            "|PATRICIA BATISTA DE ABREU GRABNER            |***063015**   |1  |\n",
            "|MARINA NOVA DA COSTA MENDES ANTONELLI SANTANA|***399241**   |1  |\n",
            "|KARINE VIDALETTI DIPP                        |***797890**   |1  |\n",
            "|ALBERTO PEREZ MACHADO                        |***732824**   |1  |\n",
            "|LUIZ EDUARDO FIDALGO                         |***470147**   |1  |\n",
            "|MARIA CELIA LORENZETTI MELO                  |***927018**   |1  |\n",
            "|SANDRO SOARES DE OLIVEIRA                    |***279177**   |1  |\n",
            "|CARLOS ANDRE PEREIRA NEVES                   |***018038**   |1  |\n",
            "|MB PARTICIPACOES S/A                         |39906398000165|1  |\n",
            "|EDNA MARIA GASPAROTO ROCHA MIRANDA           |***878298**   |1  |\n",
            "|ALBERTO LUIZ ANDRADE                         |***559215**   |1  |\n",
            "+---------------------------------------------+--------------+---+\n",
            "only showing top 20 rows\n",
            "\n",
            "root\n",
            " |-- NOME SOCIO: string (nullable = true)\n",
            " |-- CNPJ/CPF: string (nullable = true)\n",
            " |-- QTD: integer (nullable = false)\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "8324"
            ]
          },
          "metadata": {},
          "execution_count": 81
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dfSocioRelacionados = df_unique_socio_relacionados.toPandas()\n",
        "dfSocioRelacionados.to_csv(\"socios_sancoes_total.csv\", sep=\";\", encoding=\"utf-8\")"
      ],
      "metadata": {
        "id": "0vU4oKYS5NUM"
      },
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Relação das Empresas com Sócios do Quadro Societário de Empresas Sancionadas\n",
        "df_empresas_relacionadas = df_spark.join(df_socio_relacionados, [\"CNPJ\"])\n",
        "\n",
        "df_empresas_relacionadas.show(truncate=False)\n",
        "df_empresas_relacionadas.printSchema()\n",
        "df_empresas_relacionadas.count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-zWBlbrsvnA_",
        "outputId": "f965228a-5e53-4191-bb4e-1329d8aa52a5"
      },
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------+---------------------------------------------------------------+-----------------+-------------------------+---------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|CNPJ    |RAZAO SOCIAL                                                   |NATUREZA JURIDICA|CAPITAL SOCIAL DA EMPRESA|NOME SOCIO                       |CNPJ/CPF   |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CNPJ    |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CADASTRO|TIPO DE PESSOA|CPF OU CNPJ DO SANCIONADO|CATEGORIA DA SANÇÃO                                     |QTD|\n",
            "+--------+---------------------------------------------------------------+-----------------+-------------------------+---------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|42790477|CONSTRUTORA CONSURCEL LTDA                                     |2062             |0,00                     |MAURILIO REIS BRETAS             |***863986**|49                   |6           |17159468|49                   |6           |CNEP    |J             |17159468000126           |Publicação extraordinária da decisão condenatória       |1  |\n",
            "|41317809|RGA CONSULTORIA EM GESTAO EMPRESARIAL LTDA                     |2062             |50000,00                 |RAYANE DUARTE RAMIRO             |***036398**|49                   |3           |41317809|49                   |3           |CNEP    |J             |41317809000129           |Publicação extraordinária da decisão condenatória       |1  |\n",
            "|41552015|CONSORCIO FDT - MU                                             |2151             |0,00                     |CARLOS HENRIQUE DA CUNHA CASTRO  |***531320**|05                   |7           |87878476|16                   |7           |CEIS    |J             |87878476000108           |Suspensão                                               |1  |\n",
            "|41747345|PROSEG - CONSULTORIA E SERVICOS ESPECIALIZADOS - SCP 17        |2127             |10000,00                 |ALBERTO FERREIRA DA ROCHA        |***467934**|05                   |4           |11505498|49                   |4           |CEIS    |J             |11505498000160           |Suspensão                                               |1  |\n",
            "|42781836|GNI47 RJ EMPREENDIMENTOS IMOBILIARIOS LTDA                     |2062             |12000,00                 |RODRIGO GUERRA MUMME             |***424887**|05                   |4           |00173626|05                   |4           |CEIS    |J             |00173626000108           |Suspensão                                               |1  |\n",
            "|41893901|PROSEG - CONSULTORIA E SERVICOS ESPECIALIZADOS - SCP 44        |2127             |10000,00                 |ALBERTO FERREIRA DA ROCHA        |***467934**|05                   |4           |11505498|49                   |4           |CEIS    |J             |11505498000160           |Suspensão                                               |1  |\n",
            "|42065078|TORMAC TORRES MATERIAL DE CONSTRUCAO LTDA                      |2062             |150000,00                |AURELITA OLIVEIRA DE SOUZA       |***129545**|22                   |9           |04993406|49                   |9           |CEIS    |J             |04993406000173           |Declaração de Inidoneidade com prazo determinado        |1  |\n",
            "|41898331|SK XXXV EMPREENDIMENTOS IMOBILIARIOS LTDA                      |2062             |10000,00                 |CELSO ANTONIO ALVES              |***422628**|05                   |6           |08411277|05                   |6           |CEIS    |J             |08411277000208           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|41898331|SK XXXV EMPREENDIMENTOS IMOBILIARIOS LTDA                      |2062             |10000,00                 |MIGUEL MAIA MICKELBERG           |***105080**|05                   |4           |08411277|05                   |4           |CEIS    |J             |08411277000208           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|42227531|SAMED DISTRIBUIDORA DE MEDICAMENTOS E INSUMOS HOSPITALARES LTDA|2062             |350000,00                |FILIPE SOARES DOMINGUES DE SOUZA |***088037**|49                   |4           |19308719|49                   |4           |CEIS    |J             |19308719000112           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|42227531|SAMED DISTRIBUIDORA DE MEDICAMENTOS E INSUMOS HOSPITALARES LTDA|2062             |350000,00                |ROMULO RODRIGUES PINTO           |***323277**|49                   |5           |19308719|49                   |5           |CEIS    |J             |19308719000112           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |NEILSON ALVES BARROSO            |***848515**|22                   |5           |42085605|22                   |5           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |ANTONIO ROBERTO DE CAMPOS JUNIOR |***205856**|22                   |6           |42085605|22                   |6           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |ROGERIO PETILLO MERCALDO MUSELLA |***989817**|22                   |5           |42085605|22                   |5           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |CARLOS ALDIVIO DE BRITO PORTO    |***802025**|22                   |8           |42085605|22                   |8           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |CLEBER ARAUJO BOMFIM             |***337937**|22                   |5           |42085605|22                   |5           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |JOVINIANO FRANCISCO DA SILVA NETO|***877575**|49                   |5           |42085605|49                   |5           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |SILVIO PORTO DE OLIVEIRA         |***165515**|49                   |8           |42085605|49                   |8           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42085605|G G G S SERVICOS MEDICOS LTDA                                  |2062             |40000,00                 |GUSTAVO BILATE PORTO SOUZA       |***567287**|22                   |5           |42085605|22                   |5           |CEIS    |J             |42085605000172           |Suspensão                                               |1  |\n",
            "|42115755|COMERCIO DE MEDICAMENTO LISBOA LTDA                            |2062             |30000,00                 |ADENILTON LISBOA DE SOUZA        |***925175**|49                   |5           |03792636|49                   |5           |CEIS    |J             |03792636000101           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "+--------+---------------------------------------------------------------+-----------------+-------------------------+---------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "only showing top 20 rows\n",
            "\n",
            "root\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- RAZAO SOCIAL: string (nullable = true)\n",
            " |-- NATUREZA JURIDICA: string (nullable = true)\n",
            " |-- CAPITAL SOCIAL DA EMPRESA: string (nullable = true)\n",
            " |-- NOME SOCIO: string (nullable = true)\n",
            " |-- CNPJ/CPF: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CADASTRO: string (nullable = true)\n",
            " |-- TIPO DE PESSOA: string (nullable = true)\n",
            " |-- CPF OU CNPJ DO SANCIONADO: string (nullable = true)\n",
            " |-- CATEGORIA DA SANÇÃO: string (nullable = true)\n",
            " |-- QTD: integer (nullable = false)\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "31099"
            ]
          },
          "metadata": {},
          "execution_count": 82
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# df_unique_empresas_relacionadas = df_empresas_relacionadas.distinct([\"CNPJ\",\"RAZAO SOCIAL\",\"NATUREZA JURIDICA\",\"CAPITAL SOCIAL DA EMPRESA\"])\n",
        "\n",
        "drop_cols = [\"NOME SOCIO\",\"CNPJ/CPF\",\"QUALIFICACAO DO SOCIO\",\"FAIXA ETÁRIA\",\"CNPJ\",\"QUALIFICACAO DO SOCIO\",\"FAIXA ETÁRIA\",\\\n",
        "             \"CADASTRO\",\"TIPO DE PESSOA\",\"CPF OU CNPJ DO SANCIONADO\",\"CATEGORIA DA SANÇÃO\"]\n",
        "df_unique_empresas_relacionadas = df_empresas_relacionadas.drop(*drop_cols)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hYRaTi9os9Hw",
        "outputId": "87c7fc6e-cec1-4614-90c6-5b2ecb60837e"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------+-----------------------------------------------------------------------+-----------------+-------------------------+----------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|CNPJ    |RAZAO SOCIAL                                                           |NATUREZA JURIDICA|CAPITAL SOCIAL DA EMPRESA|NOME SOCIO                        |CNPJ/CPF   |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CNPJ    |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CADASTRO|TIPO DE PESSOA|CPF OU CNPJ DO SANCIONADO|CATEGORIA DA SANÇÃO                                     |QTD|\n",
            "+--------+-----------------------------------------------------------------------+-----------------+-------------------------+----------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|42790477|CONSTRUTORA CONSURCEL LTDA                                             |2062             |0,00                     |MAURILIO REIS BRETAS              |***863986**|49                   |6           |17159468|49                   |6           |CNEP    |J             |17159468000126           |Publicação extraordinária da decisão condenatória       |1  |\n",
            "|41317809|RGA CONSULTORIA EM GESTAO EMPRESARIAL LTDA                             |2062             |50000,00                 |RAYANE DUARTE RAMIRO              |***036398**|49                   |3           |41317809|49                   |3           |CNEP    |J             |41317809000129           |Publicação extraordinária da decisão condenatória       |1  |\n",
            "|41552015|CONSORCIO FDT - MU                                                     |2151             |0,00                     |CARLOS HENRIQUE DA CUNHA CASTRO   |***531320**|05                   |7           |87878476|16                   |7           |CEIS    |J             |87878476000108           |Suspensão                                               |1  |\n",
            "|41747345|PROSEG - CONSULTORIA E SERVICOS ESPECIALIZADOS - SCP 17                |2127             |10000,00                 |ALBERTO FERREIRA DA ROCHA         |***467934**|05                   |4           |11505498|49                   |4           |CEIS    |J             |11505498000160           |Suspensão                                               |1  |\n",
            "|42781836|GNI47 RJ EMPREENDIMENTOS IMOBILIARIOS LTDA                             |2062             |12000,00                 |RODRIGO GUERRA MUMME              |***424887**|05                   |4           |00173626|05                   |4           |CEIS    |J             |00173626000108           |Suspensão                                               |1  |\n",
            "|41893901|PROSEG - CONSULTORIA E SERVICOS ESPECIALIZADOS - SCP 44                |2127             |10000,00                 |ALBERTO FERREIRA DA ROCHA         |***467934**|05                   |4           |11505498|49                   |4           |CEIS    |J             |11505498000160           |Suspensão                                               |1  |\n",
            "|42065078|TORMAC TORRES MATERIAL DE CONSTRUCAO LTDA                              |2062             |150000,00                |AURELITA OLIVEIRA DE SOUZA        |***129545**|22                   |9           |04993406|49                   |9           |CEIS    |J             |04993406000173           |Declaração de Inidoneidade com prazo determinado        |1  |\n",
            "|43076616|CONSTRUTORA ARTEC S/A - SCP ARTEC/USIMIX NOVA CAMPO GRANDE ETAPAS A E B|2127             |1,00                     |MAURO CESAR ALVES LACERDA         |***203401**|05                   |7           |00086165|10                   |7           |CEIS    |J             |00086165000128           |Suspensão                                               |1  |\n",
            "|43589469|CONSORCIO HOLLUS/IMTRAFF CE                                            |2151             |0,00                     |LUCIANA DUTRA DE SOUZA            |***860521**|05                   |5           |06267018|49                   |5           |CEIS    |J             |06267018000130           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|44110756|SANFRE INVESTIMENTOS E PARTICIPACOES LTDA.                             |2062             |490000,00                |MATHEUS SANTIAGO FREITAS          |***569895**|49                   |3           |08274021|49                   |3           |CEIS    |J             |08274021000107           |Suspensão                                               |1  |\n",
            "|44373991|ASSOCIACAO DE PAIS E AMIGOS DOS EXCEPCIONAIS DE ASSIS                  |3999             |0,00                     |LUIZ ANTONIO DE SIQUEIRA BARROS   |***059226**|16                   |8           |02465759|49                   |8           |CEIS    |J             |02465759000175           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|44410436|GNI59 SP EMPREENDIMENTOS IMOBILIARIOS LTDA                             |2062             |10000,00                 |RODRIGO GUERRA MUMME              |***424887**|05                   |4           |00173626|05                   |4           |CEIS    |J             |00173626000108           |Suspensão                                               |1  |\n",
            "|44300379|CIA.DO FERRO E FERRAGEM LTDA                                           |2062             |50000,00                 |ADELMO BARROS DE FREITAS          |***158607**|49                   |7           |20800022|49                   |7           |CNEP    |J             |20800022000143           |Multa                                                   |1  |\n",
            "|44373271|B LEM FRANQUEADORA LTDA                                                |2062             |100000,00                |ANA CLARA DINUCCI                 |***690438**|22                   |4           |43956572|22                   |4           |CEIS    |J             |43956572000151           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|43257658|AUTO VIACAO OURO VERDE LTDA                                            |2062             |24000000,00              |BELARMINO DA ASCENCAO MARTA       |***928138**|05                   |9           |45992724|49                   |9           |CEIS    |J             |45992724000105           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|43951829|COMERCIAL ALCANTARA LTDA                                               |2062             |2000000,00               |DANILO SOARES DE AQUINO           |***528371**|49                   |4           |43951829|49                   |4           |CEIS    |J             |43951829000182           |Suspensão                                               |1  |\n",
            "|43066427|INDUSTRIA DO SUCESSO LTDA                                              |2062             |1000,00                  |ALEXANDRE DA ROCHA DE MOURA       |***878051**|49                   |5           |20306945|49                   |5           |CEIS    |J             |20306945000143           |Suspensão                                               |1  |\n",
            "|43436082|TOMAZ COMERCIO DE PRODUTOS EM GERAL LTDA                               |2062             |100000,00                |JOSUE RODRIGUES TOMAZ             |***865156**|49                   |5           |43436082|49                   |5           |CEIS    |J             |43436082000124           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|45314235|INSPIRE SOLUCOES COMERCIAIS E REPRESENTACOES LTDA                      |2062             |100000,00                |JOAO PAULO RODRIGUES CARNEIRO LIMA|***919014**|49                   |5           |30531122|49                   |5           |CEIS    |J             |30531122000175           |Suspensão                                               |1  |\n",
            "|45438775|PARTS DISTRIBUIDORA LTDA                                               |2062             |200000,00                |VALERIA BONITO CINTI              |***848489**|22                   |4           |12380716|49                   |4           |CEIS    |J             |12380716000140           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "+--------+-----------------------------------------------------------------------+-----------------+-------------------------+----------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "only showing top 20 rows\n",
            "\n",
            "root\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- RAZAO SOCIAL: string (nullable = true)\n",
            " |-- NATUREZA JURIDICA: string (nullable = true)\n",
            " |-- CAPITAL SOCIAL DA EMPRESA: string (nullable = true)\n",
            " |-- NOME SOCIO: string (nullable = true)\n",
            " |-- CNPJ/CPF: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CADASTRO: string (nullable = true)\n",
            " |-- TIPO DE PESSOA: string (nullable = true)\n",
            " |-- CPF OU CNPJ DO SANCIONADO: string (nullable = true)\n",
            " |-- CATEGORIA DA SANÇÃO: string (nullable = true)\n",
            " |-- QTD: integer (nullable = false)\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "31099"
            ]
          },
          "metadata": {},
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_unique_empresas_relacionadas = df_unique_empresas_relacionadas.dropDuplicates()\n",
        "\n",
        "df_unique_empresas_relacionadas.show(truncate=False)\n",
        "df_unique_empresas_relacionadas.printSchema()\n",
        "df_unique_empresas_relacionadas.count()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3Oowbp7GRNzz",
        "outputId": "79aea707-74e3-4099-d271-a05093acd5ad"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------+-----------------------------------------------------------------------+-----------------+-------------------------+----------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|CNPJ    |RAZAO SOCIAL                                                           |NATUREZA JURIDICA|CAPITAL SOCIAL DA EMPRESA|NOME SOCIO                        |CNPJ/CPF   |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CNPJ    |QUALIFICACAO DO SOCIO|FAIXA ETÁRIA|CADASTRO|TIPO DE PESSOA|CPF OU CNPJ DO SANCIONADO|CATEGORIA DA SANÇÃO                                     |QTD|\n",
            "+--------+-----------------------------------------------------------------------+-----------------+-------------------------+----------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "|42790477|CONSTRUTORA CONSURCEL LTDA                                             |2062             |0,00                     |MAURILIO REIS BRETAS              |***863986**|49                   |6           |17159468|49                   |6           |CNEP    |J             |17159468000126           |Publicação extraordinária da decisão condenatória       |1  |\n",
            "|41317809|RGA CONSULTORIA EM GESTAO EMPRESARIAL LTDA                             |2062             |50000,00                 |RAYANE DUARTE RAMIRO              |***036398**|49                   |3           |41317809|49                   |3           |CNEP    |J             |41317809000129           |Publicação extraordinária da decisão condenatória       |1  |\n",
            "|41552015|CONSORCIO FDT - MU                                                     |2151             |0,00                     |CARLOS HENRIQUE DA CUNHA CASTRO   |***531320**|05                   |7           |87878476|16                   |7           |CEIS    |J             |87878476000108           |Suspensão                                               |1  |\n",
            "|41747345|PROSEG - CONSULTORIA E SERVICOS ESPECIALIZADOS - SCP 17                |2127             |10000,00                 |ALBERTO FERREIRA DA ROCHA         |***467934**|05                   |4           |11505498|49                   |4           |CEIS    |J             |11505498000160           |Suspensão                                               |1  |\n",
            "|42781836|GNI47 RJ EMPREENDIMENTOS IMOBILIARIOS LTDA                             |2062             |12000,00                 |RODRIGO GUERRA MUMME              |***424887**|05                   |4           |00173626|05                   |4           |CEIS    |J             |00173626000108           |Suspensão                                               |1  |\n",
            "|41893901|PROSEG - CONSULTORIA E SERVICOS ESPECIALIZADOS - SCP 44                |2127             |10000,00                 |ALBERTO FERREIRA DA ROCHA         |***467934**|05                   |4           |11505498|49                   |4           |CEIS    |J             |11505498000160           |Suspensão                                               |1  |\n",
            "|42065078|TORMAC TORRES MATERIAL DE CONSTRUCAO LTDA                              |2062             |150000,00                |AURELITA OLIVEIRA DE SOUZA        |***129545**|22                   |9           |04993406|49                   |9           |CEIS    |J             |04993406000173           |Declaração de Inidoneidade com prazo determinado        |1  |\n",
            "|43076616|CONSTRUTORA ARTEC S/A - SCP ARTEC/USIMIX NOVA CAMPO GRANDE ETAPAS A E B|2127             |1,00                     |MAURO CESAR ALVES LACERDA         |***203401**|05                   |7           |00086165|10                   |7           |CEIS    |J             |00086165000128           |Suspensão                                               |1  |\n",
            "|43589469|CONSORCIO HOLLUS/IMTRAFF CE                                            |2151             |0,00                     |LUCIANA DUTRA DE SOUZA            |***860521**|05                   |5           |06267018|49                   |5           |CEIS    |J             |06267018000130           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|44110756|SANFRE INVESTIMENTOS E PARTICIPACOES LTDA.                             |2062             |490000,00                |MATHEUS SANTIAGO FREITAS          |***569895**|49                   |3           |08274021|49                   |3           |CEIS    |J             |08274021000107           |Suspensão                                               |1  |\n",
            "|44373991|ASSOCIACAO DE PAIS E AMIGOS DOS EXCEPCIONAIS DE ASSIS                  |3999             |0,00                     |LUIZ ANTONIO DE SIQUEIRA BARROS   |***059226**|16                   |8           |02465759|49                   |8           |CEIS    |J             |02465759000175           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|44410436|GNI59 SP EMPREENDIMENTOS IMOBILIARIOS LTDA                             |2062             |10000,00                 |RODRIGO GUERRA MUMME              |***424887**|05                   |4           |00173626|05                   |4           |CEIS    |J             |00173626000108           |Suspensão                                               |1  |\n",
            "|44300379|CIA.DO FERRO E FERRAGEM LTDA                                           |2062             |50000,00                 |ADELMO BARROS DE FREITAS          |***158607**|49                   |7           |20800022|49                   |7           |CNEP    |J             |20800022000143           |Multa                                                   |1  |\n",
            "|44373271|B LEM FRANQUEADORA LTDA                                                |2062             |100000,00                |ANA CLARA DINUCCI                 |***690438**|22                   |4           |43956572|22                   |4           |CEIS    |J             |43956572000151           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|43257658|AUTO VIACAO OURO VERDE LTDA                                            |2062             |24000000,00              |BELARMINO DA ASCENCAO MARTA       |***928138**|05                   |9           |45992724|49                   |9           |CEIS    |J             |45992724000105           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|43951829|COMERCIAL ALCANTARA LTDA                                               |2062             |2000000,00               |DANILO SOARES DE AQUINO           |***528371**|49                   |4           |43951829|49                   |4           |CEIS    |J             |43951829000182           |Suspensão                                               |1  |\n",
            "|43066427|INDUSTRIA DO SUCESSO LTDA                                              |2062             |1000,00                  |ALEXANDRE DA ROCHA DE MOURA       |***878051**|49                   |5           |20306945|49                   |5           |CEIS    |J             |20306945000143           |Suspensão                                               |1  |\n",
            "|43436082|TOMAZ COMERCIO DE PRODUTOS EM GERAL LTDA                               |2062             |100000,00                |JOSUE RODRIGUES TOMAZ             |***865156**|49                   |5           |43436082|49                   |5           |CEIS    |J             |43436082000124           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "|45314235|INSPIRE SOLUCOES COMERCIAIS E REPRESENTACOES LTDA                      |2062             |100000,00                |JOAO PAULO RODRIGUES CARNEIRO LIMA|***919014**|49                   |5           |30531122|49                   |5           |CEIS    |J             |30531122000175           |Suspensão                                               |1  |\n",
            "|45438775|PARTS DISTRIBUIDORA LTDA                                               |2062             |200000,00                |VALERIA BONITO CINTI              |***848489**|22                   |4           |12380716|49                   |4           |CEIS    |J             |12380716000140           |Impedimento/proibição de contratar com prazo determinado|1  |\n",
            "+--------+-----------------------------------------------------------------------+-----------------+-------------------------+----------------------------------+-----------+---------------------+------------+--------+---------------------+------------+--------+--------------+-------------------------+--------------------------------------------------------+---+\n",
            "only showing top 20 rows\n",
            "\n",
            "root\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- RAZAO SOCIAL: string (nullable = true)\n",
            " |-- NATUREZA JURIDICA: string (nullable = true)\n",
            " |-- CAPITAL SOCIAL DA EMPRESA: string (nullable = true)\n",
            " |-- NOME SOCIO: string (nullable = true)\n",
            " |-- CNPJ/CPF: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CNPJ: string (nullable = true)\n",
            " |-- QUALIFICACAO DO SOCIO: string (nullable = true)\n",
            " |-- FAIXA ETÁRIA: string (nullable = true)\n",
            " |-- CADASTRO: string (nullable = true)\n",
            " |-- TIPO DE PESSOA: string (nullable = true)\n",
            " |-- CPF OU CNPJ DO SANCIONADO: string (nullable = true)\n",
            " |-- CATEGORIA DA SANÇÃO: string (nullable = true)\n",
            " |-- QTD: integer (nullable = false)\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "31099"
            ]
          },
          "metadata": {},
          "execution_count": 86
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dfEmpRelacionadas = df_unique_empresas_relacionadas.toPandas()\n",
        "dfEmpRelacionadas.to_csv(\"empresas_sancoes_total.csv\", sep=\";\", encoding=\"utf-8\")"
      ],
      "metadata": {
        "id": "UueZOZ_z5AI4"
      },
      "execution_count": 87,
      "outputs": []
    }
  ]
}