Notebook feito nos encontros/analise_barragens_30_03_24.ipynb

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        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ]
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      "source": [
        "barragem = pd.read_csv('/content/drive/MyDrive/Datasets/Barragens.csv',encoding='latin-1')\n",
        "barragem.drop('ID',axis=1,inplace=True)\n",
        "barragem.head()"
      ],
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              "              Nome                                       Empreendedor  \\\n",
              "0  Jacaré Inferior  COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...   \n",
              "1    MASSANGANA 01  COOPERATIVA DE PRODUTORES DE ESTANHO DO BRASIL...   \n",
              "2   Rio Santa Cruz  COOPERMETAL - COOPERATIVA METALURGICA DE RONDONIA   \n",
              "3  Jacaré Superior  COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...   \n",
              "4     Jacaré Medio  COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...   \n",
              "\n",
              "         CPF_CNPJ  UF  Município         Latitude        Longitude  \\\n",
              "0  34726547000190  RO  ARIQUEMES  -09°47'16.100''  -63°34'30.600''   \n",
              "1  26021163000144  RO  ARIQUEMES  -09°56'46.053''  -63°19'48.767''   \n",
              "2  09259736000153  RO  ARIQUEMES  -09°45'57.100''  -63°34'06.900''   \n",
              "3  34726547000190  RO  ARIQUEMES  -09°49'01.200''  -63°33'11.500''   \n",
              "4  34726547000190  RO  ARIQUEMES  -09°47'43.800''  -63°33'55.000''   \n",
              "\n",
              "   Posicionamento Categoria de Risco - CRI Dano Potencial Associado - DPA  \\\n",
              "0  Sul do Equador                     Alta                           Alta   \n",
              "1  Sul do Equador                    Média                          Baixa   \n",
              "2  Sul do Equador                     Alta                          Média   \n",
              "3  Sul do Equador                     Alta                           Alta   \n",
              "4  Sul do Equador                     Alta                           Alta   \n",
              "\n",
              "   ... Descrição da Estrutura Remanescente  \\\n",
              "0  ...                                 NaN   \n",
              "1  ...                                 NaN   \n",
              "2  ...                                 NaN   \n",
              "3  ...                                 NaN   \n",
              "4  ...                                 NaN   \n",
              "\n",
              "  Data de início das obras de estabilização ou descaracterização  \\\n",
              "0                                                NaN               \n",
              "1                                                NaN               \n",
              "2                                                NaN               \n",
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              "\n",
              "  Duração estimada em projeto das obras de estabilização ou descaracterização(em meses)  \\\n",
              "0                                                NaN                                      \n",
              "1                                                NaN                                      \n",
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              "3                                                NaN                                      \n",
              "4                                                NaN                                      \n",
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              "  A barragem voltará a operar?  \\\n",
              "0                          NaN   \n",
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              "  Data de Início do Monitoramento Ativo  \\\n",
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              "   Data de Início do Monitoramento Passivo  \\\n",
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              "2                                                NaN             \n",
              "3                                                NaN             \n",
              "4                                                NaN             \n",
              "\n",
              "  Capacidade Total do Reservatório (m³)  \n",
              "0                             410689,73  \n",
              "1                              31991,75  \n",
              "2                            4455613,00  \n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "barragem"
            }
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "barragem['Posicionamento'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XtOrjkMVOfGn",
        "outputId": "b4cebc83-2db5-4e2c-a43b-e08f09e36ad0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Sul do Equador', nan, 'Norte do Equador'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "list(barragem.columns)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s_hPEs-ERABa",
        "outputId": "db800aaf-9bde-4073-f81b-35dead9537e8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Nome',\n",
              " 'Empreendedor',\n",
              " 'CPF_CNPJ',\n",
              " 'UF',\n",
              " 'Município',\n",
              " 'Latitude',\n",
              " 'Longitude',\n",
              " 'Posicionamento',\n",
              " 'Categoria de Risco - CRI',\n",
              " 'Dano Potencial Associado - DPA',\n",
              " 'Necessita de PAEBM',\n",
              " 'Inserido na PNSB',\n",
              " 'Nível de Emergência',\n",
              " 'Status da DCE Atual',\n",
              " 'Status da DCO Atual',\n",
              " 'Tipo de Barragem de Mineração',\n",
              " 'A Barragem de Mineração possui outra estrutura de mineração interna selante de reservatório',\n",
              " 'Quantidade Diques Internos',\n",
              " 'Quantidade Diques Selantes',\n",
              " 'A barragem de mineração possui Back Up Dam',\n",
              " 'Esta Back Up Dam está operando pós rompimento da barragem de mineração',\n",
              " 'Nome da Back Up Dam',\n",
              " 'UF (Back Up Dam)',\n",
              " 'Município (Back Up Dam)',\n",
              " 'Situação operacional da Back Up Dam',\n",
              " 'Desde (Back Up Dam)',\n",
              " 'Vida útil prevista da Back Up Dam (Anos)',\n",
              " 'Previsão de término de construção da Back Up Dam',\n",
              " 'A Back Up Dam está dentro da Área do Processo ANM ou da Área de Servidão',\n",
              " 'Processos associados (Back Up Dam)',\n",
              " 'Posicionamento (Back Up Dam)',\n",
              " 'Latitude (Back Up Dam)',\n",
              " 'Longitude (Back Up Dam)',\n",
              " 'Altura Máxima do projeto da Back Up Dam (m)',\n",
              " 'Comprimento da Crista do projeto da Back Up Dam (m)',\n",
              " 'Volume do projeto da Back Up Dam (m³)',\n",
              " 'Descarga Máxima do vertedouro da Dack Up Dam (m³/seg)',\n",
              " 'Existe documento que ateste a segurança estrutural e a capacidade para contenção de rejeitos da Back Up Dam com ART',\n",
              " 'Existe manual de operação da Back Up Dam',\n",
              " 'A Back up Dam passou por auditoria de terceira parte',\n",
              " 'A Back Up Dam garante a redução da área da mancha de inundação à jusante',\n",
              " 'Tipo de Back Up Dam quanto ao material de construção',\n",
              " 'Tipo de fundação da Back Up Dam',\n",
              " 'Vazão de projeto da Back Up Dam',\n",
              " 'Método construtivo da Back Up Dam',\n",
              " 'Tipo de auscultação da Back Up Dam',\n",
              " 'Situação Operacional',\n",
              " 'Estrutura com o Objetivo de Contenção',\n",
              " 'A Barragem de Mineração está dentro da Área do Processo ANM ou da Área de Servidão',\n",
              " 'Barragem de mineração é alimentado por usina',\n",
              " 'Usinas',\n",
              " 'Minério principal presente no reservatório',\n",
              " 'Processo de beneficiamento',\n",
              " 'Produtos químicos utilizados',\n",
              " 'A Barragem armazena rejeitos/residuos que contenham Cianeto',\n",
              " 'Teor (%) do minério principal inserido no rejeito',\n",
              " 'Outras substâncias minerais presentes no reservatório',\n",
              " 'Altura máxima do projeto licenciado (m)',\n",
              " 'Altura máxima atual (m)',\n",
              " 'Comprimento da crista do projeto (m)',\n",
              " 'Comprimento atual da crista (m)',\n",
              " 'Descarga máxima do vertedouro (m³/seg)',\n",
              " 'Área do reservatório (m²)',\n",
              " 'Tipo de barragem quanto ao material de construção',\n",
              " 'Tipo de fundação',\n",
              " 'Tempo de Recorrência da Vazão de Projeto',\n",
              " 'Método construtivo da barragem',\n",
              " 'Tipo de alteamento',\n",
              " 'Instrumentação',\n",
              " 'A Barragem de Mineração possui Manta Impermeabilizante',\n",
              " 'Confiabilidade das estruturas extravasora',\n",
              " 'Percolação',\n",
              " 'Deformações e recalque',\n",
              " 'Deteriorização dos taludes / paramentos',\n",
              " 'Documentação de projeto',\n",
              " 'Estrutura organizacional e qualificação técnica dos profissionais na equipe de Segurança da Barragem',\n",
              " 'Manuais de Procedimentos para Inspeções de Segurança e Monitoramento',\n",
              " 'PAE - Plano de Ação Emergencial (quando exigido pelo órgão fiscalizador)',\n",
              " 'As cópias físicas do PAEBM foram entregues para as Prefeituras e Defesas Civis municipais e estaduais',\n",
              " 'Relatórios de inspeção e monitoramento da instrumentação e de Análise de Segurança',\n",
              " 'Volume de projeto licenciado do Reservatório (m³)',\n",
              " 'Volume atual do Reservatório (m³)',\n",
              " 'Existência de população a jusante',\n",
              " 'Número de pessoas possivelmente afetadas a jusante em caso de rompimento da barragem',\n",
              " 'Impacto ambiental',\n",
              " 'Impacto sócio-econômico',\n",
              " 'Data da Finalização da DCE',\n",
              " 'Motivo de Envio',\n",
              " 'RT/Declaração',\n",
              " 'RT/Empreendimento',\n",
              " 'Data de Início de Construção',\n",
              " 'Data de Início de Operação',\n",
              " 'Fundação',\n",
              " 'Drenagem Interna',\n",
              " 'Controle de Compactação',\n",
              " 'Inclinação Média dos taludes na seção principal',\n",
              " 'Drenagem superficial',\n",
              " 'O projeto e/ou manual de operação da barragem prevê a existência de linha de praia no reservatório?',\n",
              " 'A Largura da linha de praia exigida em projeto e/ou manual de operação (m)',\n",
              " 'Menor largura da linha de praia atual (m)',\n",
              " 'Data de Finalização do Último Alteamento',\n",
              " 'Cota da Crista Atual (m)',\n",
              " 'Gestão Operacional',\n",
              " 'Fase Atual do projeto de Descaracterização',\n",
              " 'Data de emissão do projeto Básico de Descaracterização',\n",
              " 'Data estimada de emissão do projeto executivo de Descaracterização',\n",
              " 'Data de emissão do projeto executivo de Descaracterização',\n",
              " 'Qual foi a solução adotada para a descaracterização?',\n",
              " 'Descrição da Estrutura Remanescente',\n",
              " 'Data de início das obras de estabilização ou descaracterização',\n",
              " 'Duração estimada em projeto das obras de estabilização ou descaracterização(em meses)',\n",
              " 'A barragem voltará a operar?',\n",
              " 'Data de conclusão das obras de estabilização ou descaracterização',\n",
              " 'Data de Início do Monitoramento Ativo',\n",
              " 'Duração estimada em projeto do monitoramento ativo (em meses)',\n",
              " 'Data de Início do Monitoramento Passivo',\n",
              " 'Data de conclusão estimada em projeto Monitoramento Passivo',\n",
              " 'Capacidade Total do Reservatório (m³)',\n",
              " 'teor (%) tipo']"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "barragem['Teor (%) do minério principal inserido no rejeito'].isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XoYuhKcAQsvL",
        "outputId": "80136fd1-a5cc-4edf-8837-b3fe935adf95"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,10))\n",
        "sns.histplot(y='Teor (%) do minério principal inserido no rejeito',data=barragem)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 867
        },
        "id": "QjzJlw3hRWnV",
        "outputId": "f87ca135-22a0-467a-d327-7781b513e357"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='Count', ylabel='Teor (%) do minério principal inserido no rejeito'>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "barragem.iloc[:,0:50].info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yzGRwWLISLSt",
        "outputId": "1aa9cd31-9b36-40df-cb0b-5d91b42a37ec"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 934 entries, 0 to 933\n",
            "Data columns (total 50 columns):\n",
            " #   Column                                                                                                               Non-Null Count  Dtype  \n",
            "---  ------                                                                                                               --------------  -----  \n",
            " 0   Nome                                                                                                                 934 non-null    object \n",
            " 1   Empreendedor                                                                                                         934 non-null    object \n",
            " 2   CPF_CNPJ                                                                                                             934 non-null    object \n",
            " 3   UF                                                                                                                   934 non-null    object \n",
            " 4   Município                                                                                                            934 non-null    object \n",
            " 5   Latitude                                                                                                             908 non-null    object \n",
            " 6   Longitude                                                                                                            908 non-null    object \n",
            " 7   Posicionamento                                                                                                       908 non-null    object \n",
            " 8   Categoria de Risco - CRI                                                                                             934 non-null    object \n",
            " 9   Dano Potencial Associado - DPA                                                                                       934 non-null    object \n",
            " 10  Necessita de PAEBM                                                                                                   934 non-null    object \n",
            " 11  Inserido na PNSB                                                                                                     934 non-null    object \n",
            " 12  Nível de Emergência                                                                                                  934 non-null    object \n",
            " 13  Status da DCE Atual                                                                                                  934 non-null    object \n",
            " 14  Status da DCO Atual                                                                                                  934 non-null    object \n",
            " 15  Tipo de Barragem de Mineração                                                                                        908 non-null    object \n",
            " 16  A Barragem de Mineração possui outra estrutura de mineração interna selante de reservatório                          908 non-null    object \n",
            " 17  Quantidade Diques Internos                                                                                           908 non-null    float64\n",
            " 18  Quantidade Diques Selantes                                                                                           908 non-null    float64\n",
            " 19  A barragem de mineração possui Back Up Dam                                                                           908 non-null    object \n",
            " 20  Esta Back Up Dam está operando pós rompimento da barragem de mineração                                               908 non-null    object \n",
            " 21  Nome da Back Up Dam                                                                                                  934 non-null    object \n",
            " 22  UF (Back Up Dam)                                                                                                     934 non-null    object \n",
            " 23  Município (Back Up Dam)                                                                                              934 non-null    object \n",
            " 24  Situação operacional da Back Up Dam                                                                                  934 non-null    object \n",
            " 25  Desde (Back Up Dam)                                                                                                  934 non-null    object \n",
            " 26  Vida útil prevista da Back Up Dam (Anos)                                                                             934 non-null    object \n",
            " 27  Previsão de término de construção da Back Up Dam                                                                     934 non-null    object \n",
            " 28  A Back Up Dam está dentro da Área do Processo ANM ou da Área de Servidão                                             934 non-null    object \n",
            " 29  Processos associados (Back Up Dam)                                                                                   934 non-null    object \n",
            " 30  Posicionamento (Back Up Dam)                                                                                         934 non-null    object \n",
            " 31  Latitude (Back Up Dam)                                                                                               934 non-null    object \n",
            " 32  Longitude (Back Up Dam)                                                                                              934 non-null    object \n",
            " 33  Altura Máxima do projeto da Back Up Dam (m)                                                                          934 non-null    object \n",
            " 34  Comprimento da Crista do projeto da Back Up Dam (m)                                                                  934 non-null    object \n",
            " 35  Volume do projeto da Back Up Dam (m³)                                                                                934 non-null    object \n",
            " 36  Descarga Máxima do vertedouro da Dack Up Dam (m³/seg)                                                                934 non-null    object \n",
            " 37  Existe documento que ateste a segurança estrutural e a capacidade para contenção de rejeitos da Back Up Dam com ART  934 non-null    object \n",
            " 38  Existe manual de operação da Back Up Dam                                                                             934 non-null    object \n",
            " 39  A Back up Dam passou por auditoria de terceira parte                                                                 934 non-null    object \n",
            " 40  A Back Up Dam garante a redução da área da mancha de inundação à jusante                                             934 non-null    object \n",
            " 41  Tipo de Back Up Dam quanto ao material de construção                                                                 934 non-null    object \n",
            " 42  Tipo de fundação da Back Up Dam                                                                                      934 non-null    object \n",
            " 43  Vazão de projeto da Back Up Dam                                                                                      934 non-null    object \n",
            " 44  Método construtivo da Back Up Dam                                                                                    934 non-null    object \n",
            " 45  Tipo de auscultação da Back Up Dam                                                                                   934 non-null    object \n",
            " 46  Situação Operacional                                                                                                 908 non-null    object \n",
            " 47  Estrutura com o Objetivo de Contenção                                                                                908 non-null    object \n",
            " 48  A Barragem de Mineração está dentro da Área do Processo ANM ou da Área de Servidão                                   908 non-null    object \n",
            " 49  Barragem de mineração é alimentado por usina                                                                         908 non-null    object \n",
            "dtypes: float64(2), object(48)\n",
            "memory usage: 365.0+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "barragem.iloc[:,50:100].info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vseOZVc2TGEV",
        "outputId": "f098b40f-dfc3-41ca-8994-0958fd188361"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 934 entries, 0 to 933\n",
            "Data columns (total 50 columns):\n",
            " #   Column                                                                                                 Non-Null Count  Dtype \n",
            "---  ------                                                                                                 --------------  ----- \n",
            " 0   Usinas                                                                                                 908 non-null    object\n",
            " 1   Minério principal presente no reservatório                                                             934 non-null    object\n",
            " 2   Processo de beneficiamento                                                                             934 non-null    object\n",
            " 3   Produtos químicos utilizados                                                                           934 non-null    object\n",
            " 4   A Barragem armazena rejeitos/residuos que contenham Cianeto                                            934 non-null    object\n",
            " 5   Teor (%) do minério principal inserido no rejeito                                                      934 non-null    object\n",
            " 6   Outras substâncias minerais presentes no reservatório                                                  934 non-null    object\n",
            " 7   Altura máxima do projeto licenciado (m)                                                                860 non-null    object\n",
            " 8   Altura máxima atual (m)                                                                                860 non-null    object\n",
            " 9   Comprimento da crista do projeto (m)                                                                   860 non-null    object\n",
            " 10  Comprimento atual da crista (m)                                                                        860 non-null    object\n",
            " 11  Descarga máxima do vertedouro (m³/seg)                                                                 860 non-null    object\n",
            " 12  Área do reservatório (m²)                                                                              860 non-null    object\n",
            " 13  Tipo de barragem quanto ao material de construção                                                      860 non-null    object\n",
            " 14  Tipo de fundação                                                                                       860 non-null    object\n",
            " 15  Tempo de Recorrência da Vazão de Projeto                                                               860 non-null    object\n",
            " 16  Método construtivo da barragem                                                                         860 non-null    object\n",
            " 17  Tipo de alteamento                                                                                     860 non-null    object\n",
            " 18  Instrumentação                                                                                         860 non-null    object\n",
            " 19  A Barragem de Mineração possui Manta Impermeabilizante                                                 858 non-null    object\n",
            " 20  Confiabilidade das estruturas extravasora                                                              934 non-null    object\n",
            " 21  Percolação                                                                                             934 non-null    object\n",
            " 22  Deformações e recalque                                                                                 934 non-null    object\n",
            " 23  Deteriorização dos taludes / paramentos                                                                934 non-null    object\n",
            " 24  Documentação de projeto                                                                                934 non-null    object\n",
            " 25  Estrutura organizacional e qualificação técnica dos profissionais na equipe de Segurança da Barragem   934 non-null    object\n",
            " 26  Manuais de Procedimentos para Inspeções de Segurança e Monitoramento                                   934 non-null    object\n",
            " 27  PAE - Plano de Ação Emergencial (quando exigido pelo órgão fiscalizador)                               934 non-null    object\n",
            " 28  As cópias físicas do PAEBM foram entregues para as Prefeituras e Defesas Civis municipais e estaduais  934 non-null    object\n",
            " 29  Relatórios de inspeção e monitoramento da instrumentação e de Análise de Segurança                     934 non-null    object\n",
            " 30  Volume de projeto licenciado do Reservatório (m³)                                                      860 non-null    object\n",
            " 31  Volume atual do Reservatório (m³)                                                                      860 non-null    object\n",
            " 32  Existência de população a jusante                                                                      860 non-null    object\n",
            " 33  Número de pessoas possivelmente afetadas a jusante em caso de rompimento da barragem                   860 non-null    object\n",
            " 34  Impacto ambiental                                                                                      860 non-null    object\n",
            " 35  Impacto sócio-econômico                                                                                860 non-null    object\n",
            " 36  Data da Finalização da DCE                                                                             934 non-null    object\n",
            " 37  Motivo de Envio                                                                                        934 non-null    object\n",
            " 38  RT/Declaração                                                                                          934 non-null    object\n",
            " 39  RT/Empreendimento                                                                                      934 non-null    object\n",
            " 40  Data de Início de Construção                                                                           908 non-null    object\n",
            " 41  Data de Início de Operação                                                                             908 non-null    object\n",
            " 42  Fundação                                                                                               860 non-null    object\n",
            " 43  Drenagem Interna                                                                                       860 non-null    object\n",
            " 44  Controle de Compactação                                                                                860 non-null    object\n",
            " 45  Inclinação Média dos taludes na seção principal                                                        860 non-null    object\n",
            " 46  Drenagem superficial                                                                                   448 non-null    object\n",
            " 47  O projeto e/ou manual de operação da barragem prevê a existência de linha de praia no reservatório?    908 non-null    object\n",
            " 48  A Largura da linha de praia exigida em projeto e/ou manual de operação (m)                             908 non-null    object\n",
            " 49  Menor largura da linha de praia atual (m)                                                              908 non-null    object\n",
            "dtypes: object(50)\n",
            "memory usage: 365.0+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "barragem['Teor (%) do minério principal inserido no rejeito'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BT5ZsnTWTTQz",
        "outputId": "e4294ecd-5fca-45a5-ea5f-e14167885f46"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['0,05', '0,04', '0,02', '2,00', '10,00', '0,01', '1,00',\n",
              "       'Não se aplica a esse tipo de barragem', '0,00', '5,00', '0,11',\n",
              "       '15,00', '98,00', '8,00', '0,06', '0,08', '0,10', '9,24', '0,48',\n",
              "       '19,65', '100,00', '27,00', '18,14', '23,50', '63,00', '18,00',\n",
              "       '0,40', '28,00', '44,75', '1,50', '2,50', '90,00', '34,00', '2,40',\n",
              "       '4,00', '6,50', '12,00', '60,00', '6,00', '0,22', '0,15', '0,12',\n",
              "       '0,16', '3,08', '3,05', '0,30', '11,00', '6,37', '0,52', '6,11',\n",
              "       '20,01', '40,00', '42,05', '45,00', '47,00', '50,00', '99,00',\n",
              "       '0,70', '14,97', '42,00', '0,32', '54,00', '35,00', '28,79',\n",
              "       '27,39', '22,70', '17,98', '49,00', '46,87', '48,32', '21,70',\n",
              "       '47,60', '38,80', '20,00', '2,81', '22,00', '36,00', '25,00',\n",
              "       '45,51', '41,98', '9,00', '19,00', '12,80', '14,60', '31,00',\n",
              "       '56,00', '39,00', '26,62', '35,27', '50,20', '6,17', '96,70',\n",
              "       '16,60', '2,30', '16,00', '99,99', '72,48', '19,52', '30,00',\n",
              "       '3,00', '0,65', '3,33', '6,70', '80,00', '0,60', '0,03', '0,20',\n",
              "       '70,00', '0,18', '0,25', '0,80', '0,07', '0,23', '0,50', '4,79'],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "barragem['Teor (%) do minério principal inserido no rejeito'] = barragem['Teor (%) do minério principal inserido no rejeito'].str.replace(\n",
        "    'Não se aplica a esse tipo de barragem','0'\n",
        ")\n",
        "barragem['Teor (%) do minério principal inserido no rejeito'] = barragem['Teor (%) do minério principal inserido no rejeito'].str.replace(',','.')\n",
        "barragem['Teor (%) do minério principal inserido no rejeito'] = barragem['Teor (%) do minério principal inserido no rejeito'].astype(float)"
      ],
      "metadata": {
        "id": "sCQiflAITc7e"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title('Teor (%) do teor do minério principal inserido no rejeito',\n",
        "          fontsize=14)\n",
        "sns.histplot(x='Teor (%) do minério principal inserido no rejeito',data=barragem)\n",
        "plt.xlabel('Porcentagem')\n",
        "plt.ylabel('Quantidade');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        },
        "id": "9zE1KFEAUJI0",
        "outputId": "a3e3435f-0251-4598-8ab8-a0d7b73c6e72"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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rVXfjxg1hamoqGjdurNUfNze3Ut/TZe1wde2kS+q2bt0qlZUEYV3j/k9lBSlTU1OtHZEQQgwbNkwr1JbmwYMHAoAYPHiwRrkhg1R5x6VFixbCxsZG62jEPy1ZsqTMUNKiRQtRs2ZN6bnc9erj4yMsLCzE3bt3tdp37txZa73MmTNHABALFy7Uav/777/r9UdAyX7vzz//1Fnn5OQkPZezjytNWZ9Zffe9QugOUvquPyH0D1Jy9hFlqVYnm5dHUlIS/vrrL3h4eGD27Nla9SXnG126dEn698mTJ+jYsaPOs/47duyI2NhYnD59Gq+99ppGXevWrfXqW8l3u46Ojjrrvby8sGXLFq3yffv2Ye3atYiLi4OFhQXCwsJgYWGB7du34/jx44iOjoaPjw/eeustrdc6OTmhsLAQmZmZz7yPz5kzZwBAazlLKzt16hQA6Lx/h62tLQIDA7Fnzx4kJSUhICCgzHmX5ejRowD+Xre6LipITU1FcXExLl++jMDAwDL75eXlhbp16+Ly5ct4+PAh7OzspDofHx+9TnxMSkrCkydP0KlTJ1haWmrUmZiYoG3btrhy5YpGeVl969ixIwDg9OnT5e6Dr6+v1vu25AquJk2aaN0GpKTuzp075Z7H0+ftlSi5nUFmZqZUdvToUdjY2ODbb7/VOR0rKyvpc/c0fT5HJWPToUMHrWUzMTFB+/btcenSJZw+fRqenp7lmqau97a3tzc8PT1x4cIF5Ofnw8LCQqpr2rSpxvPyKu84/vHHHwDw3PeZ8/Lygre3t1b5a6+9hm+++QanTp2SztUUQiAmJgZr167F+fPnkZWVpXEOnD7vF32Vd1z69++PyZMno3Hjxnj77bfRsWNHtGvXTutCmpLtRUJCAq5du6Y17SdPnuD+/fu4f/++xuddn/WanZ2N69evw9/fH25ublr1r732mtaVfmV99tVqNSwtLfX67Ds6Ouq84Kh27dqIj4+Xnj/PPq40uj6z+u57SyN3/elD7j6iNC9ckMrIyAAAXLhwARcuXCi1XW5uLoC/PxAAoFKpdLYr2fGUtHtaaa8pjZWVFQDovDdUaR4/fowRI0Zg6NCh6NixI3bt2oXExET8/vvvePXVVxESEoIDBw5g6dKlOoNUyQmb5bk0NCsrCyYmJjrfnLqW9XnGTh8l63T9+vVlttNnnV6+fBnZ2dkaHxJ912dWVhYAwNXVVWd9aWNmYmICFxcXne0VCoVe46XrakwzM7Nn1hUUFBhkHk+fQJ6RkYHCwkKdG9ESJevoafqMe0W850qblkqlwo0bN/Dw4UM4Ozs/s/2zlHccs7KyoFAonvuWBmUtV8l8SowdOxaff/45PD098cYbb8Dd3R1KpRIAMHv2bOTl5T1XX8pS3nH54IMP4OzsjFWrVmHx4sX49NNPYWZmhtDQUCxdulQKFSXbi5UrV5Y539zcXI1tnZz3ob6f/dLqFAoFVCoVbt++Xe4+lHa1ppmZmUYIrqzPjL773tLIXX/6kLuPKM0LF6RKPpTh4eGlXr2gq72uK5mAv492PN3uafre9LNk51nyRimPmTNnIjc3F59++imAv1M/ADRr1kxq07x581LvFZWRkQE7Oztpo1gWBwcHFBcX4/79+1o7el3j8zxjp4+S12/btg09evQod3t9+6Xv+izZkKWnp+usL23MiouLce/ePa2NcHp6OoQQ1fZWFfb29lAoFLh//75er9Nn3CviPVfatNLS0qBQKLQ2pBV9s19HR0cIIXD37l3UqlVL9nTKWi5A8/27cuVKNGnSBPHx8Rp/dKWmppYZjCuTQqHA0KFDMXToUDx48AC//fYbvv/+e2zatAlXrlzB2bNnYWpqKq37c+fO6XUPMznvQ30/+yV1/zxSKIRAWlpahXz2K+Izo2us9N33lkbu+pMzD0ONyQt3+4OGDRvC3t4ex48fL9df3X5+frC0tMSxY8d0XvJYclnm08FFrkaNGsHExEQKQ89y6tQpLF26FCtWrND6OvDpvxDz8vJ0vrFzc3Nx69atcn+t1rRpUwDAb7/9plWnq6x58+YAoPPS1dzcXBw/fhxWVlZ45ZVXnjlvU1NTANC6RB4AgoKCAEDjcHVZyupXSkoKrl27hrp165brL42yNGjQAJaWljh+/LjWUcbi4mIcOXJEr74Z8r1mDEFBQXjw4IHW15mGVDI2hw4dwt+nRvwfIYR02wl9xlDXe/vmzZtISUlBo0aNZH2N9zxKvjbZs2fPc00nOTlZ561BSpa35L34559/QgiB4OBgrSPXusamKnB2dkZYWBg2btyITp064eLFi7h69SoA/bcXctjb28PHxwdXr16VdrpP03d7mZCQgCdPnlTIZ7+y9nH67ntLY6j1V9Y+xdD7iBcuSJmZmWHUqFG4efMmPvjgA50r9Pz589JfEhYWFhgwYADu37+P+fPna7TbtWsXdu/ejfr166Nt27bP3TdHR0c0adIEx48fL/O+TMDfK3/YsGHo3r07+vbtK5U3bNgQAPDrr78CAAoLC7Fnzx6p/GknTpxAUVEROnToUK7+DRw4EAAwZ84cjcOvt2/fxmeffabVvm3btqhXrx527typdW+aefPm4cGDBxgwYEC5dkROTk4A/u9+Wk/r1asXvLy8sGTJEp33ZyooKNC4t06vXr3g4OCAmJgYjUPMQghMmTIFhYWFBvn9NqVSibfeegvp6elYvHixRt3XX3+Ny5cva70mMjISwN9flzx9KD0rK0v6y7+kTXUzduxYAJCOGPxTamoqEhMTn2seXl5e6NixIy5cuKB1LtZXX32FxMREdOrUqdznRwF//2TT2bNnpedCCHz44YcoKioyyu/8jRw5Eqamppg2bZpWEBJClPt8paKiInz44YcagfPs2bP4f//v/8HFxQXdu3cHAOnoyJEjRzS2S7du3UJ0dPTzLo7BHDhwQCs8FxQUSEf4S85THDJkCOzs7PDRRx/p/Irp0aNH0nk4z2PgwIHIz8/HjBkzNMr37Nmj807ob7/9NszMzLBkyRKNdZifn48pU6YAQIW83yprH6fvvrc0hlp/z9qnGHIf8cJ9tQf8vZM6efIkli9fjh07dqB9+/ZwdXXF7du3ce7cOZw5cwbx8fHSVysLFy7EwYMHMW/ePBw5cgRBQUG4ceMGfvzxR1hbWyMmJgYmJobJnL1798bMmTNx9OhRvPrqq6W2W7x4Ma5du4Zt27ZplAcHB8Pf3x8jR47E0aNHcebMGVy6dEnnodTY2FgAQFhYWLn61rFjRwwZMgQxMTEICAhA7969kZeXh40bN6JNmzbYvn27RnsTExOsXbsWISEh6N69O9588014e3sjPj4eBw4cQL169bBgwYJyzbtTp0749NNPMWLECISHh8PGxgbe3t4YOHAglEol/ve//6Fbt27o0KEDOnXqhICAACgUCty8eRO//fYbnJ2dpZMY7e3tsWbNGgwYMABBQUHo168fXFxcsHfvXpw4cQKtW7fGpEmTytWvZ1mwYAHi4uIwbdo0HD58GM2bN0diYiJ+/fVXdOnSReuoQvv27TFmzBisWLECjRs3Rnh4OIQQ+Omnn3Dr1i2MHTsW7du3N0jfKlvXrl0xffp0zJ07F/Xr10fXrl3h7e2NBw8e4OrVq/jtt98wb948naFfH6tWrUK7du0wfPhwbNu2Df7+/rhw4QK2bt0KFxcXrFq1Sq/phYSEQK1Wo3///nBxcUFcXByOHz+ONm3aYMyYMc/VVzkCAgKwbNkyjB07Fo0aNUJYWBi8vb2RmpqKQ4cOITQ0FMuWLXvmdJo0aYLDhw+jVatWCA4Oxr1797Bx40YUFhbiq6++ks7ZdHd3R3h4OH766ScEBgaic+fOSEtLw/bt29G5c2edJ/waQ1hYGOzt7dGmTRt4e3ujoKAAsbGxuHjxIvr27SsFQhcXF3z//fd488030bRpU3Tt2hV+fn7Iy8vDjRs3cPDgQbz66qvYtWvXc/Vn8uTJ2Lx5M9asWYMLFy6gffv2SElJwaZNmxAaGoodO3ZotK9Xrx4WLlyI999/H02aNMFbb70FGxsbbNu2DUlJSejVqxfeeeed5+pTaSprH6fvvlcXQ62/svYpBt9HlPv6vipK132khPj7vkxffvmldJM1pVIpvLy8RNeuXcWqVas07nMjxN/3xhk7dqzw9vYW5ubmombNmqJv377i3LlzWtPW99Lfp92+fVuYmZnpvOyyxNWrV4WVlZX44osvdNZfuXJFdO7cWSiVSuHh4SEWL16ss52Pj49o1qyZXv0rLCwU8+fPF3Xr1hUWFhaibt264pNPPhFXr17VeU8fIYQ4e/as6Nu3r6hZs6YwNzcX3t7eYty4cXrdSkAIIRYtWiR8fX2Fubm5zstZb926JcaNGyd8fX2FUqkU9vb2omHDhuLdd98VcXFxWtM7dOiQ6Natm3B0dBQWFhaiQYMGYvr06VrrXgjdl8+W182bN0W/fv2Eo6OjsLa2Fq+99po4ePBgqTebE0KIb7/9VrRq1UpYW1sLa2tr0apVq3Jd7l6ePpd2/yUh/u9eYTNnznzmtMp6n5e1bLGxsaJnz57CxcVFmJubCzc3N6FWq8XcuXM1bktQ2qX75VmOGzduiCFDhgh3d3dhZmYm3N3dxZAhQ3Re7l+ap5dhzZo1olGjRkKpVAp3d3cxbtw4kZ2dXe7+lCjrMn9dY1XWGOzfv1/06NFDODk5CQsLC1G7dm0RHh4ufv/992e+vmR9pqSkiH79+km3IlGr1WLPnj1a83r48KF4//33RZ06dYRSqRS+vr5i7ty5Ij8/X+/3RkWNyxdffCHeeOMN4e3tLV3O37p1a7Fq1SqtG4YKIcSlS5fEsGHDhLe3t7CwsBA1atQQAQEBYuzYseKPP/6Q2sldr0L8fXuIESNGCBcXF2FpaSlatmwpNm/eXOZ6/eWXX0SHDh2EnZ2dUCqVIiAgQCxevFgUFBSUOv/y9kcIId0Q+Z/02ceV5lmfWSH02/eW9R4o7/oTovRt4bP2KfrsI8qi+P87QZVo4MCB2LFjB27evPnc5+mUZu/evfjXv/6F7777DoMGDaqQeRBVZ7NmzcLs2bOxf/9+nZdBV2cKhQIdOnQo108cERnL1KlTsXDhQhw5cgRqtdrY3ZHthTtHqjqYN28eHj9+jBUrVlTYPGbPno1mzZpV2KFiIiKi51FygUDJfcOqqxfyHKmqztvbG999912pl14+r4yMDHTu3Bk9e/Y02LldREREhrBp0ybs3LkTW7ZsQWBgoF4Xh1RFDFJGouvmmYbi5OSk8w7gRERExrZhwwYcPnwYPXr0qNBvZioLz5EiIiIikonf+xARERHJxCBFREREJBPPkcLfP+dx584d2NnZVfjvaBEREZFhCCHw8OFDeHh4GO3iKgYpAHfu3Kn2Vw0QERG9rFJSUox2GwUGKUC6KWZKSkqF/Po2ERERGV52djY8PT0r7ObW5cEgBUhf59nb2zNIERERVTPGPC2HJ5sTERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTGbG7sCLLmLYv3HnXqZWuYeLI9Z/82Xld4iIiIgMhkGqgt25lwlVj/Ha5duXVXpfiIiIyLD41R4RERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTEYPUrdv38Y777wDZ2dnWFlZISAgAMePH5fqhRCYMWMG3N3dYWVlheDgYFy5ckVjGhkZGYiIiIC9vT0cHR0xbNgw5OTkVPaiEBER0UvGqEHqr7/+Qtu2bWFubo6dO3fi4sWLWLx4MWrUqCG1WbRoEZYvX47Vq1cjISEBNjY2CAkJwZMnT6Q2ERERuHDhAmJjY7F9+3YcOnQII0aMMMYiERER0UvEzJgzX7hwITw9PRETEyOV+fj4SP8XQmDZsmWYNm0aevXqBQBYt24dVCoVtmzZgv79+yMxMRG7du3CsWPHEBgYCABYsWIFunfvjk8//RQeHh6Vu1BERET00jDqEamtW7ciMDAQb775JlxdXdG8eXOsWbNGqr9+/TpSU1MRHBwslTk4OCAoKAjx8fEAgPj4eDg6OkohCgCCg4NhYmKChIQEnfPNy8tDdna2xoOIiIhIX0YNUn/++SdWrVoFX19f7N69G6NGjcLYsWPx3XffAQBSU1MBACqVSuN1KpVKqktNTYWrq6tGvZmZGZycnKQ2/zR//nw4ODhID09PT0MvGhEREb0EjBqkiouL0aJFC3zyySdo3rw5RowYgeHDh2P16tUVOt/o6GhkZWVJj5SUlAqdHxEREb2YjBqk3N3d4e/vr1HWsGFDJCcnAwDc3NwAAGlpaRpt0tLSpDo3Nzekp6dr1BcWFiIjI0Nq809KpRL29vYaDyIiIiJ9GTVItW3bFklJSRplly9fhre3N4C/Tzx3c3NDXFycVJ+dnY2EhASo1WoAgFqtRmZmJk6cOCG12bdvH4qLixEUFFQJS0FEREQvK6NetTdhwgS8+uqr+OSTT/DWW2/hjz/+wFdffYWvvvoKAKBQKDB+/HjMmzcPvr6+8PHxwfTp0+Hh4YGwsDAAfx/B6tq1q/SVYEFBAUaPHo3+/fvzij0iIiKqUEYNUq1atcLPP/+M6OhozJkzBz4+Pli2bBkiIiKkNpMnT0Zubi5GjBiBzMxMtGvXDrt27YKlpaXUZv369Rg9ejQ6d+4MExMThIeHY/ny5cZYJCIiInqJKIQQwtidMLbs7Gw4ODggKyvL4OdLdXyjH1Q9xmuVp21fhv1bNxp0XkRERC+Titx/l5fRfyKGiIiIqLpikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpmMGqRmzZoFhUKh8fDz85Pqnzx5gqioKDg7O8PW1hbh4eFIS0vTmEZycjJCQ0NhbW0NV1dXTJo0CYWFhZW9KERERPQSMjN2Bxo1aoS9e/dKz83M/q9LEyZMwI4dO/Djjz/CwcEBo0ePRp8+ffD7778DAIqKihAaGgo3NzccOXIEd+/exaBBg2Bubo5PPvmk0peFiIiIXi5GD1JmZmZwc3PTKs/KysI333yDDRs2oFOnTgCAmJgYNGzYEEePHkWbNm2wZ88eXLx4EXv37oVKpUKzZs0wd+5cTJkyBbNmzYKFhUVlLw4RERG9RIx+jtSVK1fg4eGBunXrIiIiAsnJyQCAEydOoKCgAMHBwVJbPz8/eHl5IT4+HgAQHx+PgIAAqFQqqU1ISAiys7Nx4cKFyl0QIiIieukY9YhUUFAQ1q5di1deeQV3797F7Nmz8dprr+H8+fNITU2FhYUFHB0dNV6jUqmQmpoKAEhNTdUIUSX1JXWlycvLQ15envQ8OzvbQEtERERELxOjBqlu3bpJ/2/SpAmCgoLg7e2NTZs2wcrKqsLmO3/+fMyePbvCpk9EREQvB6N/tfc0R0dHNGjQAFevXoWbmxvy8/ORmZmp0SYtLU06p8rNzU3rKr6S57rOuyoRHR2NrKws6ZGSkmLYBSEiIqKXQpUKUjk5Obh27Rrc3d3RsmVLmJubIy4uTqpPSkpCcnIy1Go1AECtVuPcuXNIT0+X2sTGxsLe3h7+/v6lzkepVMLe3l7jQURERKQvo36198EHH6Bnz57w9vbGnTt3MHPmTJiammLAgAFwcHDAsGHDMHHiRDg5OcHe3h5jxoyBWq1GmzZtAABdunSBv78/Bg4ciEWLFiE1NRXTpk1DVFQUlEqlMReNiIiIXgJGDVK3bt3CgAED8ODBA7i4uKBdu3Y4evQoXFxcAABLly6FiYkJwsPDkZeXh5CQEHzxxRfS601NTbF9+3aMGjUKarUaNjY2iIyMxJw5c4y1SERERPQSUQghhLE7YWzZ2dlwcHBAVlaWwb/m6/hGP6h6jNcqT9u+DPu3bjTovIiIiF4mFbn/Lq8qdY4UERERUXXCIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJVGWC1IIFC6BQKDB+/Hip7MmTJ4iKioKzszNsbW0RHh6OtLQ0jdclJycjNDQU1tbWcHV1xaRJk1BYWFjJvSciIqKXUZUIUseOHcOXX36JJk2aaJRPmDAB27Ztw48//oiDBw/izp076NOnj1RfVFSE0NBQ5Ofn48iRI/juu++wdu1azJgxo7IXgYiIiF5CRg9SOTk5iIiIwJo1a1CjRg2pPCsrC9988w2WLFmCTp06oWXLloiJicGRI0dw9OhRAMCePXtw8eJF/Pe//0WzZs3QrVs3zJ07FytXrkR+fr6xFomIiIheErKDVGZmJr7++mtER0cjIyMDAHDy5Encvn1br+lERUUhNDQUwcHBGuUnTpxAQUGBRrmfnx+8vLwQHx8PAIiPj0dAQABUKpXUJiQkBNnZ2bhw4UKp88zLy0N2drbGg4iIiEhfZnJedPbsWQQHB8PBwQE3btzA8OHD4eTkhM2bNyM5ORnr1q0r13R++OEHnDx5EseOHdOqS01NhYWFBRwdHTXKVSoVUlNTpTZPh6iS+pK60syfPx+zZ88uVx+JiIiISiPriNTEiRMxePBgXLlyBZaWllJ59+7dcejQoXJNIyUlBePGjcP69es1plEZoqOjkZWVJT1SUlIqdf5ERET0YpAVpI4dO4Z///vfWuW1atUq80jQ006cOIH09HS0aNECZmZmMDMzw8GDB7F8+XKYmZlBpVIhPz8fmZmZGq9LS0uDm5sbAMDNzU3rKr6S5yVtdFEqlbC3t9d4EBEREelLVpBSKpU6zyu6fPkyXFxcyjWNzp0749y5czh9+rT0CAwMREREhPR/c3NzxMXFSa9JSkpCcnIy1Go1AECtVuPcuXNIT0+X2sTGxsLe3h7+/v5yFo2IiIio3GSdI/XGG29gzpw52LRpEwBAoVAgOTkZU6ZMQXh4eLmmYWdnh8aNG2uU2djYwNnZWSofNmwYJk6cCCcnJ9jb22PMmDFQq9Vo06YNAKBLly7w9/fHwIEDsWjRIqSmpmLatGmIioqCUqmUs2hERERE5SbriNTixYuRk5MDV1dXPH78GB06dED9+vVhZ2eHjz/+2GCdW7p0KXr06IHw8HC0b98ebm5u2Lx5s1RvamqK7du3w9TUFGq1Gu+88w4GDRqEOXPmGKwPRERERKVRCCGE3BcfPnwYZ8+eRU5ODlq0aKF1C4PqIjs7Gw4ODsjKyjL4+VId3+gHVY/xWuVp25dh/9aNBp0XERHRy6Qi99/lJeurvRLt2rVDu3btDNUXIiIiomql3EFq+fLl5Z7o2LFjZXWGiIiIqDopd5BaunSpxvN79+7h0aNH0g0zMzMzpR8OZpAiIiKil0G5Tza/fv269Pj444/RrFkzJCYmIiMjAxkZGUhMTESLFi0wd+7ciuwvERERUZUh66q96dOnY8WKFXjllVeksldeeQVLly7FtGnTDNY5IiIioqpMVpC6e/cuCgsLtcqLioq07jRORERE9KKSFaQ6d+6Mf//73zh58qRUduLECYwaNara3gKBiIiISF+ygtS3334LNzc3BAYGQqlUQqlUonXr1lCpVPj6668N3UciIiKiKknWfaRcXFzw66+/4vLly7h06RIAwM/PDw0aNDBo54iIiIiqsue6IWeDBg0YnoiIiOilJTtI3bp1C1u3bkVycjLy8/M16pYsWfLcHSMiIiKq6mQFqbi4OLzxxhuoW7cuLl26hMaNG+PGjRsQQqBFixaG7iMRERFRlSTrZPPo6Gh88MEHOHfuHCwtLfHTTz8hJSUFHTp0wJtvvmnoPhIRERFVSbKCVGJiIgYNGgQAMDMzw+PHj2Fra4s5c+Zg4cKFBu0gERERUVUlK0jZ2NhI50W5u7vj2rVrUt39+/cN0zMiIiKiKk7WOVJt2rTB4cOH0bBhQ3Tv3h3vv/8+zp07h82bN6NNmzaG7iMRERFRlSQrSC1ZsgQ5OTkAgNmzZyMnJwcbN26Er68vr9gjIiKil4asIFW3bl3p/zY2Nli9erXBOkRERERUXcg6R4qIiIiI9DgiVaNGDSgUinK1zcjIkN0hIiIiouqi3EFq2bJl0v8fPHiAefPmISQkBGq1GgAQHx+P3bt3Y/r06QbvJBEREVFVVO4gFRkZKf0/PDwcc+bMwejRo6WysWPH4vPPP8fevXsxYcIEw/aSiIiIqAqSdY7U7t270bVrV63yrl27Yu/evc/dKSIiIqLqQFaQcnZ2xi+//KJV/ssvv8DZ2fm5O0VERERUHci6/cHs2bPx7rvv4sCBAwgKCgIAJCQkYNeuXVizZo1BO0hERERUVckKUoMHD0bDhg2xfPlybN68GQDQsGFDHD58WApWRERERC86WUEKAIKCgrB+/XpD9oWIiIioWil3kMrOzoa9vb30/7KUtCMiIiJ6kel1Q867d+/C1dUVjo6OOm/OKYSAQqFAUVGRQTtJREREVBWVO0jt27cPTk5OAID9+/dXWIeIiIiIqotyB6kOHTpI//fx8YGnp6fWUSkhBFJSUgzXOyIiIqIqTNZ9pHx8fHDv3j2t8oyMDPj4+Dx3p4iIiIiqA1lBquRcqH/KycmBpaXlc3eKiIiIqDrQ6/YHEydOBAAoFApMnz4d1tbWUl1RURESEhLQrFkzg3aQiIiIqKrSK0idOnUKwN9HpM6dOwcLCwupzsLCAk2bNsUHH3xg2B4SERERVVF6BamSq/WGDBmCzz77jPeLIiIiopearDubx8TEGLofRERERNWOrCCVm5uLBQsWIC4uDunp6SguLtao//PPPw3SOSIiIqKqTFaQevfdd3Hw4EEMHDgQ7u7uOq/gIyIiInrRyQpSO3fuxI4dO9C2bVtD94eIiIio2pB1H6kaNWpIPxdDRERE9LKSFaTmzp2LGTNm4NGjR4buDxEREVG1IeurvcWLF+PatWtQqVSoU6cOzM3NNepPnjxpkM4RERERVWWyglRYWJiBu0FERERU/cgKUjNnzjTIzFetWoVVq1bhxo0bAIBGjRphxowZ6NatGwDgyZMneP/99/HDDz8gLy8PISEh+OKLL6BSqaRpJCcnY9SoUdi/fz9sbW0RGRmJ+fPnw8xM1qIRERERlZusc6QMpXbt2liwYAFOnDiB48ePo1OnTujVqxcuXLgAAJgwYQK2bduGH3/8EQcPHsSdO3fQp08f6fVFRUUIDQ1Ffn4+jhw5gu+++w5r167FjBkzjLVIRERE9BJRCCGEvi8qKirC0qVLsWnTJiQnJyM/P1+jPiMjQ3aHnJyc8J///Ad9+/aFi4sLNmzYgL59+wIALl26hIYNGyI+Ph5t2rTBzp070aNHD9y5c0c6SrV69WpMmTIF9+7d0/gtwLJkZ2fDwcEBWVlZBv/Zm45v9IOqx3it8rTty7B/60aDzouIiOhlUpH77/KSdURq9uzZWLJkCfr164esrCxMnDgRffr0gYmJCWbNmiWrI0VFRfjhhx+Qm5sLtVqNEydOoKCgAMHBwVIbPz8/eHl5IT4+HgAQHx+PgIAAja/6QkJCkJ2dLR3V0iUvLw/Z2dkaDyIiIiJ9yQpS69evx5o1a/D+++/DzMwMAwYMwNdff40ZM2bg6NGjek3r3LlzsLW1hVKpxMiRI/Hzzz/D398fqampsLCwgKOjo0Z7lUqF1NRUAEBqaqpGiCqpL6krzfz58+Hg4CA9PD099eozERERESAzSKWmpiIgIAAAYGtri6ysLABAjx49sGPHDr2m9corr+D06dNISEjAqFGjEBkZiYsXL8rpVrlFR0cjKytLeqSkpFTo/IiIiOjFJCtI1a5dG3fv3gUA1KtXD3v27AEAHDt2DEqlUq9pWVhYoH79+mjZsiXmz5+Ppk2b4rPPPoObmxvy8/ORmZmp0T4tLQ1ubm4AADc3N6SlpWnVl9SVRqlUwt7eXuNBREREpC9ZQap3796Ii4sDAIwZMwbTp0+Hr68vBg0ahKFDhz5Xh4qLi5GXl4eWLVvC3Nxcmg8AJCUlITk5GWq1GgCgVqtx7tw5pKenS21iY2Nhb28Pf3//5+oHERER0bPIutnSggULpP/369dPOgHc19cXPXv2LPd0oqOj0a1bN3h5eeHhw4fYsGEDDhw4gN27d8PBwQHDhg3DxIkT4eTkBHt7e4wZMwZqtRpt2rQBAHTp0gX+/v4YOHAgFi1ahNTUVEybNg1RUVF6HxkjIiIi0pdB7lqpVqulo0T6SE9Px6BBg3D37l04ODigSZMm2L17N/71r38BAJYuXQoTExOEh4dr3JCzhKmpKbZv345Ro0ZBrVbDxsYGkZGRmDNnjiEWi4iIiKhMsu4jtW7dujLrBw0aJLtDxsD7SBEREVU/VeE+UrKOSI0bN07jeUFBAR49egQLCwtYW1tXuyBFREREJIesk83/+usvjUdOTg6SkpLQrl07fP/994buIxEREVGVZLDf2vP19cWCBQu0jlYRERERvagM+qPFZmZmuHPnjiEnSURERFRlyTpHauvWrRrPhRC4e/cuPv/8c7Rt29YgHSMiIiKq6mQFqbCwMI3nCoUCLi4u6NSpExYvXmyIfhERERFVebKCVHFxMQDg3r17sLCwgIODg0E7RURERFQd6H2OVGZmJqKiolCzZk24ubnByckJbm5uiI6OxqNHjyqij0RERERVkl5HpDIyMqBWq3H79m1ERESgYcOGAICLFy9ixYoViI2NxeHDh3H27FkcPXoUY8eOrZBOExEREVUFegWpOXPmwMLCAteuXYNKpdKq69KlCwYOHIg9e/Zg+fLlBu0oERERUVWjV5DasmULvvzyS60QBQBubm5YtGgRunfvjpkzZyIyMtJgnSQiIiKqivQ6R+ru3bto1KhRqfWNGzeGiYkJZs6c+dwdIyIiIqrq9ApSNWvWxI0bN0qtv379OlxdXZ+3T0RERETVgl5BKiQkBB999BHy8/O16vLy8jB9+nR07drVYJ0jIiIiqsr0Ptk8MDAQvr6+iIqKgp+fH4QQSExMxBdffIG8vDysW7euovpKREREVKXoFaRq166N+Ph4vPfee4iOjoYQAsDfdzb/17/+hc8//xxeXl4V0lEiIiKiqkbvO5v7+Phg586d+Ouvv3DlyhUAQP369eHk5GTwzhERERFVZbJ+IgYAatSogdatWxuyL0RERETVit4/EUNEREREf2OQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJqMGqfnz56NVq1aws7ODq6srwsLCkJSUpNHmyZMniIqKgrOzM2xtbREeHo60tDSNNsnJyQgNDYW1tTVcXV0xadIkFBYWVuaiEBER0UvIqEHq4MGDiIqKwtGjRxEbG4uCggJ06dIFubm5UpsJEyZg27Zt+PHHH3Hw4EHcuXMHffr0keqLiooQGhqK/Px8HDlyBN999x3Wrl2LGTNmGGORiIiI6CWiEEIIY3eixL179+Dq6oqDBw+iffv2yMrKgouLCzZs2IC+ffsCAC5duoSGDRsiPj4ebdq0wc6dO9GjRw/cuXMHKpUKALB69WpMmTIF9+7dg4WFxTPnm52dDQcHB2RlZcHe3t6gy9TxjX5Q9RivVZ62fRn2b91o0HkRERG9TCpy/11eVeocqaysLACAk5MTAODEiRMoKChAcHCw1MbPzw9eXl6Ij48HAMTHxyMgIEAKUQAQEhKC7OxsXLhwQed88vLykJ2drfEgIiIi0leVCVLFxcUYP3482rZti8aNGwMAUlNTYWFhAUdHR422KpUKqampUpunQ1RJfUmdLvPnz4eDg4P08PT0NPDSEBER0cugygSpqKgonD9/Hj/88EOFzys6OhpZWVnSIyUlpcLnSURERC8eM2N3AABGjx6N7du349ChQ6hdu7ZU7ubmhvz8fGRmZmoclUpLS4Obm5vU5o8//tCYXslVfSVt/kmpVEKpVBp4KYiIiOhlY9QjUkIIjB49Gj///DP27dsHHx8fjfqWLVvC3NwccXFxUllSUhKSk5OhVqsBAGq1GufOnUN6errUJjY2Fvb29vD396+cBSEiIqKXklGPSEVFRWHDhg345ZdfYGdnJ53T5ODgACsrKzg4OGDYsGGYOHEinJycYG9vjzFjxkCtVqNNmzYAgC5dusDf3x8DBw7EokWLkJqaimnTpiEqKopHnYiIiKhCGTVIrVq1CgDw+uuva5THxMRg8ODBAIClS5fCxMQE4eHhyMvLQ0hICL744guprampKbZv345Ro0ZBrVbDxsYGkZGRmDNnTmUtBhEREb2kjBqkynMLK0tLS6xcuRIrV64stY23tzd+/fVXQ3aNiIiI6JmqzFV7RERERNUNgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCQTgxQRERGRTAxSRERERDIxSBERERHJxCBFREREJBODFBEREZFMDFJEREREMjFIEREREclk1CB16NAh9OzZEx4eHlAoFNiyZYtGvRACM2bMgLu7O6ysrBAcHIwrV65otMnIyEBERATs7e3h6OiIYcOGIScnpxKXgoiIiF5WRg1Subm5aNq0KVauXKmzftGiRVi+fDlWr16NhIQE2NjYICQkBE+ePJHaRERE4MKFC4iNjcX27dtx6NAhjBgxorIWgYiIiF5iZsacebdu3dCtWzeddUIILFu2DNOmTUOvXr0AAOvWrYNKpcKWLVvQv39/JCYmYteuXTh27BgCAwMBACtWrED37t3x6aefwsPDo9KWhYiIiF4+VfYcqevXryM1NRXBwcFSmYODA4KCghAfHw8AiI+Ph6OjoxSiACA4OBgmJiZISEgoddp5eXnIzs7WeBARERHpq8oGqdTUVACASqXSKFepVFJdamoqXF1dNerNzMzg5OQktdFl/vz5cHBwkB6enp4G7j0RERG9DKpskKpI0dHRyMrKkh4pKSnG7hIRERFVQ1U2SLm5uQEA0tLSNMrT0tKkOjc3N6Snp2vUFxYWIiMjQ2qji1KphL29vcaDiIiISF9VNkj5+PjAzc0NcXFxUll2djYSEhKgVqsBAGq1GpmZmThx4oTUZt++fSguLkZQUFCl95mIiIheLka9ai8nJwdXr16Vnl+/fh2nT5+Gk5MTvLy8MH78eMybNw++vr7w8fHB9OnT4eHhgbCwMABAw4YN0bVrVwwfPhyrV69GQUEBRo8ejf79+/OKPSIiIqpwRg1Sx48fR8eOHaXnEydOBABERkZi7dq1mDx5MnJzczFixAhkZmaiXbt22LVrFywtLaXXrF+/HqNHj0bnzp1hYmKC8PBwLF++vNKXhYiIiF4+CiGEMHYnjC07OxsODg7Iysoy+PlSHd/oB1WP8VrladuXYf/WjQadFxER0cukIvff5VVlz5EiIiIiquoYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioiIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiUGKiIiISCYzY3eAiKqHiGH/xp17mTrrPFwcsf6bLyu3Q0RU5ZS2nXiRtxEMUkRULnfuZULVY7zuuu3LKrUvRFQ1lbadeJG3Efxqj4iIiEgmBikiIiIimRikiIiIiGRikCIiIiKSiSebG8mlxIvo+EY/nXXGurqBV2URERHph0HKSAqESZW7AopXZREREemHQaoaKe2I0c0/r8C7rq9WOY8iERERVSwGqSqotK/9kq5cRfsJn2uVn1s08qW7bwfwct74jcqP7w8iqgwMUlVQaV/7nVs0Uq/plBbIKmNHUhk7sZfxxm9Ufnx/EFFlYJB6gZUWyOTsSPQNZdyJVb7qdASmOvWViKgsL0yQWrlyJf7zn/8gNTUVTZs2xYoVK9C6dWtjd6tKKuurQ1UprzFkKKOKUZ3Ca3XqKxFRWV6IILVx40ZMnDgRq1evRlBQEJYtW4aQkBAkJSXB1dXV2N2rcgz11WFlKOuWDGUFP6pcxvwamYjImF6IILVkyRIMHz4cQ4YMAQCsXr0aO3bswLfffoupU6cauXf0PMq6JUNVDH4vKx6xJKKXVbUPUvn5+Thx4gSio6OlMhMTEwQHByM+Pt6IPaMXmb7n+PCcoOej760/AB6xJKpIpX0mX8bPXbUPUvfv30dRURFUKs1Vp1KpcOnSJZ2vycvLQ15envQ8KysLAJCdnW3w/hUWFKDgca5WeXFxkc7ysuqMVV5W3cUL5/Batz5a5Veu/QmnzuVvn3LjGjzr1Cv3dOT0qbR56Fte0q+2UZ9qle9dPrbU8dCnvXtNB3y98jOt8nejxuHu/axS+6TPmOs7DznrorCgQOfnqrTPRVnvJ13jd+b8eDTvPFxnn56cH69Xn0pT2niU9v4obVzlzEPfdSRn3oai7zgBxutvWZ8jY45haYy5vsvaHuj6TBrqc1deJdMUQhh82uUmqrnbt28LAOLIkSMa5ZMmTRKtW7fW+ZqZM2cKAHzwwQcffPDBxwvwSElJqYzIoVO1PyJVs2ZNmJqaIi0tTaM8LS0Nbm5uOl8THR2NiRMnSs+Li4uRkZEBZ2dnKBQKg/UtOzsbnp6eSElJgb29vcGmS5o4zpWHY105OM6Vg+NcOSpynIUQePjwITw8PAw6XX1U+yBlYWGBli1bIi4uDmFhYQD+DkZxcXEYPXq0ztcolUoolUqNMkdHxwrro729PT+klYDjXHk41pWD41w5OM6Vo6LG2cHBweDT1Ee1D1IAMHHiRERGRiIwMBCtW7fGsmXLkJubK13FR0RERFQRXogg1a9fP9y7dw8zZsxAamoqmjVrhl27dmmdgE5ERERkSC9EkAKA0aNHl/pVnrEolUrMnDlT62tEMiyOc+XhWFcOjnPl4DhXjhd9nBVCGPOaQSIiIqLqy8TYHSAiIiKqrhikiIiIiGRikCIiIiKSiUGKiIiISCYGqQq0cuVK1KlTB5aWlggKCsIff/xh7C5Va/Pnz0erVq1gZ2cHV1dXhIWFISkpSaPNkydPEBUVBWdnZ9ja2iI8PFzrrvdUfgsWLIBCocD48eOlMo6x4dy+fRvvvPMOnJ2dYWVlhYCAABw/flyqF0JgxowZcHd3h5WVFYKDg3HlyhUj9rj6KSoqwvTp0+Hj4wMrKyvUq1cPc+fO1fhtNo6z/g4dOoSePXvCw8MDCoUCW7Zs0agvz5hmZGQgIiIC9vb2cHR0xLBhw5CTk1OJS2EYDFIVZOPGjZg4cSJmzpyJkydPomnTpggJCUF6erqxu1ZtHTx4EFFRUTh69ChiY2NRUFCALl26IDf3/34gc8KECdi2bRt+/PFHHDx4EHfu3EGfPto/gkvPduzYMXz55Zdo0qSJRjnH2DD++usvtG3bFubm5ti5cycuXryIxYsXo0aNGlKbRYsWYfny5Vi9ejUSEhJgY2ODkJAQPHnyxIg9r14WLlyIVatW4fPPP0diYiIWLlyIRYsWYcWKFVIbjrP+cnNz0bRpU6xcuVJnfXnGNCIiAhcuXEBsbCy2b9+OQ4cOYcSIEZW1CIZjtF/5e8G1bt1aREVFSc+LioqEh4eHmD9/vhF79WJJT08XAMTBgweFEEJkZmYKc3Nz8eOPP0ptEhMTBQARHx9vrG5WSw8fPhS+vr4iNjZWdOjQQYwbN04IwTE2pClTpoh27dqVWl9cXCzc3NzEf/7zH6ksMzNTKJVK8f3331dGF18IoaGhYujQoRplffr0EREREUIIjrMhABA///yz9Lw8Y3rx4kUBQBw7dkxqs3PnTqFQKMTt27crre+GwCNSFSA/Px8nTpxAcHCwVGZiYoLg4GDEx8cbsWcvlqysLACAk5MTAODEiRMoKCjQGHc/Pz94eXlx3PUUFRWF0NBQjbEEOMaGtHXrVgQGBuLNN9+Eq6srmjdvjjVr1kj1169fR2pqqsZYOzg4ICgoiGOth1dffRVxcXG4fPkyAODMmTM4fPgwunXrBoDjXBHKM6bx8fFwdHREYGCg1CY4OBgmJiZISEio9D4/jxfmzuZVyf3791FUVKT1EzUqlQqXLl0yUq9eLMXFxRg/fjzatm2Lxo0bAwBSU1NhYWGh9QPUKpUKqampRuhl9fTDDz/g5MmTOHbsmFYdx9hw/vzzT6xatQoTJ07Ehx9+iGPHjmHs2LGwsLBAZGSkNJ66tiMc6/KbOnUqsrOz4efnB1NTUxQVFeHjjz9GREQEAHCcK0B5xjQ1NRWurq4a9WZmZnBycqp2484gRdVSVFQUzp8/j8OHDxu7Ky+UlJQUjBs3DrGxsbC0tDR2d15oxcXFCAwMxCeffAIAaN68Oc6fP4/Vq1cjMjLSyL17cWzatAnr16/Hhg0b0KhRI5w+fRrjx4+Hh4cHx5kMgl/tVYCaNWvC1NRU60qmtLQ0uLm5GalXL47Ro0dj+/bt2L9/P2rXri2Vu7m5IT8/H5mZmRrtOe7ld+LECaSnp6NFixYwMzODmZkZDh48iOXLl8PMzAwqlYpjbCDu7u7w9/fXKGvYsCGSk5MBQBpPbkeez6RJkzB16lT0798fAQEBGDhwICZMmID58+cD4DhXhPKMqZubm9bFV4WFhcjIyKh2484gVQEsLCzQsmVLxMXFSWXFxcWIi4uDWq02Ys+qNyEERo8ejZ9//hn79u2Dj4+PRn3Lli1hbm6uMe5JSUlITk7muJdT586dce7cOZw+fVp6BAYGIiIiQvo/x9gw2rZtq3X7jsuXL8Pb2xsA4OPjAzc3N42xzs7ORkJCAsdaD48ePYKJieauztTUFMXFxQA4zhWhPGOqVquRmZmJEydOSG327duH4uJiBAUFVXqfn4uxz3Z/Uf3www9CqVSKtWvXiosXL4oRI0YIR0dHkZqaauyuVVujRo0SDg4O4sCBA+Lu3bvS49GjR1KbkSNHCi8vL7Fv3z5x/PhxoVarhVqtNmKvq7+nr9oTgmNsKH/88YcwMzMTH3/8sbhy5YpYv369sLa2Fv/973+lNgsWLBCOjo7il19+EWfPnhW9evUSPj4+4vHjx0bsefUSGRkpatWqJbZv3y6uX78uNm/eLGrWrCkmT54steE46+/hw4fi1KlT4tSpUwKAWLJkiTh16pS4efOmEKJ8Y9q1a1fRvHlzkZCQIA4fPix8fX3FgAEDjLVIsjFIVaAVK1YILy8vYWFhIVq3bi2OHj1q7C5VawB0PmJiYqQ2jx8/Fu+9956oUaOGsLa2Fr179xZ37941XqdfAP8MUhxjw9m2bZto3LixUCqVws/PT3z11Vca9cXFxWL69OlCpVIJpVIpOnfuLJKSkozU2+opOztbjBs3Tnh5eQlLS0tRt25d8dFHH4m8vDypDcdZf/v379e5PY6MjBRClG9MHzx4IAYMGCBsbW2Fvb29GDJkiHj48KERlub5KIR46vauRERERFRuPEeKiIiISCYGKSIiIiKZGKSIiIiIZGKQIiIiIpKJQYqIiIhIJgYpIiIiIpkYpIiIiIhkYpAiIiIikolBioj0MnjwYCgUCigUClhYWKB+/fqYM2cOCgsLjd21MikUCmzZssXY3SCiF4yZsTtARNVP165dERMTg7y8PPz666+IioqCubk5oqOj9ZpOUVERFAqF1o/KEhFVF9x6EZHelEol3Nzc4O3tjVGjRiE4OBhbt27FX3/9hUGDBqFGjRqwtrZGt27dcOXKFel1a9euhaOjI7Zu3Qp/f38olUokJycjLy8PU6ZMgaenJ5RKJerXr49vvvlGet358+fRrVs32NraQqVSYeDAgbh//75U//rrr2Ps2LGYPHkynJyc4ObmhlmzZkn1derUAQD07t0bCoVCen7t2jX06tULKpUKtra2aNWqFfbu3auxrHfv3kVoaCisrKzg4+ODDRs2oE6dOli2bJnUJjMzE++++y5cXFxgb2+PTp064cyZM1L9rFmz0KxZM3z77bfw8vKCra0t3nvvPRQVFWHRokVwc3ODq6srPv74YwOsHSKqTAxSRPTcrKyskJ+fj8GDB+P48ePYunUr4uPjIYRA9+7dUVBQILV99OgRFi5ciK+//hoXLlyAq6srBg0ahO+//x7Lly9HYmIivvzyS9ja2gL4O6R06tQJzZs3x/Hjx7Fr1y6kpaXhrbfe0ujDd999BxsbGyQkJGDRokWYM2cOYmNjAQDHjh0DAMTExODu3bvS85ycHHTv3h1xcXE4deoUunbtip49eyI5OVma7qBBg3Dnzh0cOHAAP/30E7766iukp6drzPvNN99Eeno6du7ciRMnTqBFixbo3LkzMjIypDbXrl3Dzp07sWvXLnz//ff45ptvEBoailu3buHgwYNYuHAhpk2bhoSEBAOuGSKqcEb+0WQiqmYiIyNFr169hBB//8J7bGysUCqVIiwsTAAQv//+u9T2/v37wsrKSmzatEkIIURMTIwAIE6fPi21SUpKEgBEbGyszvnNnTtXdOnSRaMsJSVFAJB+Tb5Dhw6iXbt2Gm1atWolpkyZIj0HIH7++ednLl+jRo3EihUrhBBCJCYmCgDi2LFjUv2VK1cEALF06VIhhBC//fabsLe3F0+ePNGYTr169cSXX34phBBi5syZwtraWmRnZ0v1ISEhok6dOqKoqEgqe+WVV8T8+fOf2Uciqjp4jhQR6W379u2wtbVFQUEBiouL8fbbb6NPnz7Yvn07goKCpHbOzs545ZVXkJiYKJVZWFigSZMm0vPTp0/D1NQUHTp00DmvM2fOYP/+/dIRqqddu3YNDRo0AACNaQKAu7u71pGjf8rJycGsWbOwY8cO3L17F4WFhXj8+LF0RCopKQlmZmZo0aKF9Jr69eujRo0aGv3LycmBs7OzxrQfP36Ma9euSc/r1KkDOzs76blKpYKpqanG+WEqleqZfSaiqoVBioj01rFjR6xatQoWFhbw8PCAmZkZtm7dWq7XWllZQaFQaDwvS05ODnr27ImFCxdq1bm7u0v/Nzc316hTKBQoLi4uc9offPABYmNj8emnn6J+/fqwsrJC3759kZ+fX55Fkfrn7u6OAwcOaNU5OjqW2T85fSaiqoVBioj0ZmNjg/r162uUNWzYEIWFhUhISMCrr74KAHjw4AGSkpLg7+9f6rQCAgJQXFyMgwcPIjg4WKu+RYsW+Omnn1CnTh2YmcnfZJmbm6OoqEij7Pfff8fgwYPRu3dvAH+Hohs3bkj1r7zyCgoLC3Hq1Cm0bNkSAHD16lX89ddfGv1LTU2FmZmZdBI7Eb08eLI5ERmEr68vevXqheHDh+Pw4cM4c+YM3nnnHdSqVQu9evUq9XV16tRBZGQkhg4dii1btuD69es4cOAANm3aBACIiopCRkYGBgwYgGPHjuHatWvYvXs3hgwZohWMylKnTh3ExcUhNTVVCkK+vr7YvHkzTp8+jTNnzuDtt9/WOCLk5+eH4OBgjBgxAn/88QdOnTqFESNGaBxVCw4OhlqtRlhYGPbs2YMbN27gyJEj+Oijj3D8+HE5Q0lE1QiDFBEZTExMDFq2bIkePXpArVZDCIFff/1V6yusf1q1ahX69u2L9957D35+fhg+fDhyc3MBAB4eHvj9999RVFSELl26ICAgAOPHj4ejo6Ne959avHgxYmNj4enpiebNmwMAlixZgho1auDVV19Fz549ERISonE+FACsW7cOKpUK7du3R+/evTF8+HDY2dnB0tISwN9fx/36669o3749hgwZggYNGqB///64efMmVCqVPsNHRNWQQgghjN0JIqLq4tatW/D09MTevXvRuXNnY3eHiIyMQYqIqAz79u1DTk4OAgICcPfuXUyePBm3b9/G5cuXn3mkjYhefDzZnIioDAUFBfjwww/x559/ws7ODq+++irWr1/PEEVEAHhEioiIiEg2nmxOREREJBODFBEREZFMDFJEREREMjFIEREREcnEIEVEREQkE4MUERERkUwMUkREREQyMUgRERERycQgRURERCTT/wdIemnDahFRGgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,6))\n",
        "plt.title('Teor (%) do teor do minério principal inserido no rejeito para valores maior que zero',\n",
        "          fontsize=14)\n",
        "sns.histplot(x='Teor (%) do minério principal inserido no rejeito',\n",
        "             data=barragem[barragem['Teor (%) do minério principal inserido no rejeito']>0],\n",
        "             kde=True)\n",
        "plt.xlabel('Porcentagem')\n",
        "plt.ylabel('Quantidade');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 566
        },
        "id": "wh0KxEkozvfM",
        "outputId": "ff45ce50-daa3-4a51-e8f0-d16b44bb1f11"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "intervalo_por = []\n",
        "for i in list(barragem['Teor (%) do minério principal inserido no rejeito']):\n",
        "  if i == 0:\n",
        "    intervalo_por.append(1)\n",
        "  elif i> 0 and i <=20:\n",
        "    intervalo_por.append(2)\n",
        "  elif i > 20 and i <=40:\n",
        "    intervalo_por.append(3)\n",
        "  elif i>40 and i<=60:\n",
        "    intervalo_por.append(4)\n",
        "  else:\n",
        "    intervalo_por.append(5)"
      ],
      "metadata": {
        "id": "quFQHpaFUYUz"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "barragem['teor (%) tipo'] = intervalo_por\n",
        "barragem.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 690
        },
        "id": "4VGiGrceVfe_",
        "outputId": "992ac2c7-7ee4-4b64-c9e7-a4df06b23f6e"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Nome                                       Empreendedor  \\\n",
              "0  Jacaré Inferior  COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...   \n",
              "1    MASSANGANA 01  COOPERATIVA DE PRODUTORES DE ESTANHO DO BRASIL...   \n",
              "2   Rio Santa Cruz  COOPERMETAL - COOPERATIVA METALURGICA DE RONDONIA   \n",
              "3  Jacaré Superior  COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...   \n",
              "4     Jacaré Medio  COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...   \n",
              "\n",
              "         CPF_CNPJ  UF  Município         Latitude        Longitude  \\\n",
              "0  34726547000190  RO  ARIQUEMES  -09°47'16.100''  -63°34'30.600''   \n",
              "1  26021163000144  RO  ARIQUEMES  -09°56'46.053''  -63°19'48.767''   \n",
              "2  09259736000153  RO  ARIQUEMES  -09°45'57.100''  -63°34'06.900''   \n",
              "3  34726547000190  RO  ARIQUEMES  -09°49'01.200''  -63°33'11.500''   \n",
              "4  34726547000190  RO  ARIQUEMES  -09°47'43.800''  -63°33'55.000''   \n",
              "\n",
              "   Posicionamento Categoria de Risco - CRI Dano Potencial Associado - DPA  \\\n",
              "0  Sul do Equador                     Alta                           Alta   \n",
              "1  Sul do Equador                    Média                          Baixa   \n",
              "2  Sul do Equador                     Alta                          Média   \n",
              "3  Sul do Equador                     Alta                           Alta   \n",
              "4  Sul do Equador                     Alta                           Alta   \n",
              "\n",
              "   ... Data de início das obras de estabilização ou descaracterização  \\\n",
              "0  ...                                                NaN               \n",
              "1  ...                                                NaN               \n",
              "2  ...                                                NaN               \n",
              "3  ...                                                NaN               \n",
              "4  ...                                                NaN               \n",
              "\n",
              "  Duração estimada em projeto das obras de estabilização ou descaracterização(em meses)  \\\n",
              "0                                                NaN                                      \n",
              "1                                                NaN                                      \n",
              "2                                                NaN                                      \n",
              "3                                                NaN                                      \n",
              "4                                                NaN                                      \n",
              "\n",
              "  A barragem voltará a operar?  \\\n",
              "0                          NaN   \n",
              "1                          NaN   \n",
              "2                          NaN   \n",
              "3                          NaN   \n",
              "4                          NaN   \n",
              "\n",
              "  Data de conclusão das obras de estabilização ou descaracterização  \\\n",
              "0                                                NaN                  \n",
              "1                                                NaN                  \n",
              "2                                                NaN                  \n",
              "3                                                NaN                  \n",
              "4                                                NaN                  \n",
              "\n",
              "  Data de Início do Monitoramento Ativo  \\\n",
              "0                                   NaN   \n",
              "1                                   NaN   \n",
              "2                                   NaN   \n",
              "3                                   NaN   \n",
              "4                                   NaN   \n",
              "\n",
              "  Duração estimada em projeto do monitoramento ativo (em meses)  \\\n",
              "0                                                NaN              \n",
              "1                                                NaN              \n",
              "2                                                NaN              \n",
              "3                                                NaN              \n",
              "4                                                NaN              \n",
              "\n",
              "  Data de Início do Monitoramento Passivo  \\\n",
              "0                                     NaN   \n",
              "1                                     NaN   \n",
              "2                                     NaN   \n",
              "3                                     NaN   \n",
              "4                                     NaN   \n",
              "\n",
              "   Data de conclusão estimada em projeto Monitoramento Passivo  \\\n",
              "0                                                NaN             \n",
              "1                                                NaN             \n",
              "2                                                NaN             \n",
              "3                                                NaN             \n",
              "4                                                NaN             \n",
              "\n",
              "   Capacidade Total do Reservatório (m³) teor (%) tipo  \n",
              "0                              410689,73             2  \n",
              "1                               31991,75             2  \n",
              "2                             4455613,00             2  \n",
              "3                            68623000,03             2  \n",
              "4                             2815305,00             2  \n",
              "\n",
              "[5 rows x 119 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-fc8cbbf1-4179-4c02-9728-f9bcfca611cb\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Nome</th>\n",
              "      <th>Empreendedor</th>\n",
              "      <th>CPF_CNPJ</th>\n",
              "      <th>UF</th>\n",
              "      <th>Município</th>\n",
              "      <th>Latitude</th>\n",
              "      <th>Longitude</th>\n",
              "      <th>Posicionamento</th>\n",
              "      <th>Categoria de Risco - CRI</th>\n",
              "      <th>Dano Potencial Associado - DPA</th>\n",
              "      <th>...</th>\n",
              "      <th>Data de início das obras de estabilização ou descaracterização</th>\n",
              "      <th>Duração estimada em projeto das obras de estabilização ou descaracterização(em meses)</th>\n",
              "      <th>A barragem voltará a operar?</th>\n",
              "      <th>Data de conclusão das obras de estabilização ou descaracterização</th>\n",
              "      <th>Data de Início do Monitoramento Ativo</th>\n",
              "      <th>Duração estimada em projeto do monitoramento ativo (em meses)</th>\n",
              "      <th>Data de Início do Monitoramento Passivo</th>\n",
              "      <th>Data de conclusão estimada em projeto Monitoramento Passivo</th>\n",
              "      <th>Capacidade Total do Reservatório (m³)</th>\n",
              "      <th>teor (%) tipo</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Jacaré Inferior</td>\n",
              "      <td>COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...</td>\n",
              "      <td>34726547000190</td>\n",
              "      <td>RO</td>\n",
              "      <td>ARIQUEMES</td>\n",
              "      <td>-09°47'16.100''</td>\n",
              "      <td>-63°34'30.600''</td>\n",
              "      <td>Sul do Equador</td>\n",
              "      <td>Alta</td>\n",
              "      <td>Alta</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>410689,73</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>MASSANGANA 01</td>\n",
              "      <td>COOPERATIVA DE PRODUTORES DE ESTANHO DO BRASIL...</td>\n",
              "      <td>26021163000144</td>\n",
              "      <td>RO</td>\n",
              "      <td>ARIQUEMES</td>\n",
              "      <td>-09°56'46.053''</td>\n",
              "      <td>-63°19'48.767''</td>\n",
              "      <td>Sul do Equador</td>\n",
              "      <td>Média</td>\n",
              "      <td>Baixa</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>31991,75</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Rio Santa Cruz</td>\n",
              "      <td>COOPERMETAL - COOPERATIVA METALURGICA DE RONDONIA</td>\n",
              "      <td>09259736000153</td>\n",
              "      <td>RO</td>\n",
              "      <td>ARIQUEMES</td>\n",
              "      <td>-09°45'57.100''</td>\n",
              "      <td>-63°34'06.900''</td>\n",
              "      <td>Sul do Equador</td>\n",
              "      <td>Alta</td>\n",
              "      <td>Média</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4455613,00</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Jacaré Superior</td>\n",
              "      <td>COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...</td>\n",
              "      <td>34726547000190</td>\n",
              "      <td>RO</td>\n",
              "      <td>ARIQUEMES</td>\n",
              "      <td>-09°49'01.200''</td>\n",
              "      <td>-63°33'11.500''</td>\n",
              "      <td>Sul do Equador</td>\n",
              "      <td>Alta</td>\n",
              "      <td>Alta</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>68623000,03</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Jacaré Medio</td>\n",
              "      <td>COOPERATIVA DOS GARIMPEIROS DE SANTA CRUZ - CO...</td>\n",
              "      <td>34726547000190</td>\n",
              "      <td>RO</td>\n",
              "      <td>ARIQUEMES</td>\n",
              "      <td>-09°47'43.800''</td>\n",
              "      <td>-63°33'55.000''</td>\n",
              "      <td>Sul do Equador</td>\n",
              "      <td>Alta</td>\n",
              "      <td>Alta</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2815305,00</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 119 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fc8cbbf1-4179-4c02-9728-f9bcfca611cb')\"\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 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-fc8cbbf1-4179-4c02-9728-f9bcfca611cb 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-fc8cbbf1-4179-4c02-9728-f9bcfca611cb');\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",
              "\n",
              "\n",
              "<div id=\"df-c9e223eb-ba4f-4f23-a387-c44bfc44e823\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c9e223eb-ba4f-4f23-a387-c44bfc44e823')\"\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",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c9e223eb-ba4f-4f23-a387-c44bfc44e823 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "barragem"
            }
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title('Teor (%) de minerio de barragem de acordo com a classe',\n",
        "          fontsize=14)\n",
        "sns.countplot(x='teor (%) tipo',data=barragem)\n",
        "plt.xlabel('Classe')\n",
        "plt.ylabel('Quantidade')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "id": "8chDjzJOVvxq",
        "outputId": "599a8269-1734-4dd9-9f78-ba7ab94f774b"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Quantidade')"
            ]
          },
          "metadata": {},
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,6))\n",
        "plt.title('Teor de minerio de acordo com o Estado',\n",
        "          fontsize=14)\n",
        "sns.countplot(x='UF',data=barragem,hue='teor (%) tipo',palette='tab10')\n",
        "plt.xlabel('Estado')\n",
        "plt.ylabel('Quantidade')\n",
        "plt.legend(title='Teor (%) por classse')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 582
        },
        "id": "28VK24f8WE3p",
        "outputId": "059848ac-f2f6-49d3-e970-9fb916001f55"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7cdcc14d88b0>"
            ]
          },
          "metadata": {},
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(y='Município',data=barragem[barragem['UF']=='PA']\n",
        "              ,hue='teor (%) tipo',palette='pastel')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "VcfiQhrRWmLB",
        "outputId": "7b5e7267-5d5b-4978-c061-b72eb714f39f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='count', ylabel='Município'>"
            ]
          },
          "metadata": {},
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title('Tipo de barragem quanto ao material de construção',\n",
        "          fontsize=14)\n",
        "sns.histplot(y='Tipo de barragem quanto ao material de construção',data=barragem)\n",
        "plt.xlabel('Quantidade')\n",
        "plt.ylabel('Tipo de construção')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "id": "NEIxTcmsXUJ8",
        "outputId": "c2ec10b5-ebb8-4205-c94d-9bea23a4af06"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Tipo de construção')"
            ]
          },
          "metadata": {},
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,6))\n",
        "plt.title('Tipo de barragem quanto ao material de construção em relação ao teor da barragem',\n",
        "          fontsize=14)\n",
        "sns.countplot(y='Tipo de barragem quanto ao material de construção',data=barragem,hue='teor (%) tipo',\n",
        "              palette='tab10')\n",
        "plt.xlabel('Quantidade')\n",
        "plt.ylabel('Tipo de ematerial')\n",
        "plt.legend(title='Teor (%) por classse')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 582
        },
        "id": "11HygHtuX-lM",
        "outputId": "0c8ce13a-d5bb-4d7f-85f3-e9136a8d81ed"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7cdcc142ab30>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.histplot(y='Número de pessoas possivelmente afetadas a jusante em caso de rompimento da barragem',\n",
        "             data=barragem)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "6wana1dbYmw7",
        "outputId": "48482796-d07e-41bb-fe47-da8082a0c7c3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='Count', ylabel='Número de pessoas possivelmente afetadas a jusante em caso de rompimento da barragem'>"
            ]
          },
          "metadata": {},
          "execution_count": 53
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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1QqdOnV7qM2FhYQCAQ4cOPXP7pUuXEBMTg1OnTsHf3x8AsHTpUnTu3Bn/+9//4ODggI0bN+Lx48dYu3YtjI2N0bhxY6jVaixcuFCrmCQiIqLXl6Qi8dNPP8X9+/fx0Ucf4fHjxwAAU1NT/Pe//8XkyZNlDUgvJz4+HiqVSiwQASAoKAgGBgZISEhAjx49EB8fjzZt2sDY2Fjs07FjR8ydOxd//vknrKysyuz30aNHePTokfheo9FU7hchIiIivZJ0uVmhUGDu3Lm4e/cuTpw4gbNnzyI7OxsRERFy56OXlJGRAVtbW602Q0NDWFtbIyMjQ+xjZ2en1af0fWmfv4uMjIRSqRRfjo6OlZCeiIiIqgpJRWIpCwsLNG/eHE2aNOHj+GQ2Z84cWFhYiK/U1FS95pk8eTJyc3PFV1paml7zEBERUeWSZTFtkt+oUaPQp08f8X15JwTZ29sjKytLq+3JkyfIzs6Gvb292CczM1OrT+n70j5/Z2Jiwr8IEBERvUYqNJJIlcfa2hqurq7iy9CwfPV8YGAgcnJykJiYKLbFxcWhpKQEAQEBYp8jR46gqKhI7BMbG4tGjRo9835EIiIiev2wSNSjvLw8qNVqqNVqAEBKSgrUavULLy1nZGRArVbj+vXrAIDk5GSo1WpkZ2cDADw8PBAcHIwRI0bg5MmTOHbsGMaMGYN+/fqJo5EDBgyAsbExhg0bhgsXLmDLli1YvHgxwsPDK/cLExERUbXBIlGPTp8+DV9fX/j6+gIAwsPD4evr+8IJQCtXroSvry9GjBgBAGjTpg18fX2xe/dusc/GjRvh7u6Odu3aoXPnzmjVqpXWGohKpRL79+9HSkoK/Pz88MknnyAiIoLL3xAREZFIIQiCIOWDd+7cwdGjR5GVlYWSkhKtbR9//LEs4ajq0mg0UCqVeHfC17B1a6rvOESyy069gtjZQ5CYmIhmzZrpOw4RkSxKf3/n5ubC0tLyhX0lTVyJiorChx9+CGNjY9SuXRsKhULcplAoWCQSERERVXOSisRp06YhIiICkydPhoEBr1gTERERvWokVXgFBQXo168fC0QiIiKiV5SkKm/YsGHYtm2b3FmIiIiIqIqQdLk5MjIS77//PmJiYuDl5QUjIyOt7QsXLpQlHBERERHph+Qi8ZdffkGjRo0AoMzEFSIiIiKq3iQViQsWLMDatWsxePBgmeMQERERUVUg6Z5EExMTtGzZUu4sRERERFRFSCoSx40bh6VLl8qdhYiIiIiqCEmXm0+ePIm4uDjs3bsXjRs3LjNxZefOnbKEIyIiIiL9kFQkqlQq9OzZU+4sRERERFRFSCoS161bJ3cOIiIiIqpCJD8y5cmTJ/j111/xzTff4MGDBwCAO3fuIC8vT7ZwRERERKQfkkYSb926heDgYKSmpuLRo0do3749atWqhblz5+LRo0dYuXKl3DmJiIiISIckz2729/fHn3/+CTMzM7G9R48eOHDggGzhiIiIiEg/JI0k/vbbbzh+/DiMjY212p2dnfHHH3/IEoyIiIiI9EfSSGJJSQmKi4vLtN++fRu1atWqcCgiIiIi0i9JRWKHDh2waNEi8b1CoUBeXh6mT5+Ozp07y5WNiIiIiPRE8rObO3bsCE9PTxQWFmLAgAG4du0abGxs8MMPP8idkYiIiIh0TFKR+MYbb+Ds2bPYsmULzp49i7y8PAwbNgyhoaFaE1mIiIiIqHqSVCQCgKGhIUJDQxEaGipnHqpmMi6cREF2pr5jPJOReS2YKWvrOwZVU5r0m/qOQESkV5KLRCIAuPRzlL4jvIACgKDvEFSNmZmZw8bGRt8xiIj0gkUiVYhX7zAo67npO0YZeVmpUG+ai++//x4eHh76jkPVlI2NDerXr6/vGEREesEikSrExqkhbN2a6jtGGdk1zQEAHh4eaNasmZ7TEBERVT+Sn91MRERERK8uyUViTk4O1qxZg8mTJyM7OxsAkJSUxCeuEBEREb0CJF1uPnfuHIKCgqBUKnHz5k2MGDEC1tbW2LlzJ1JTU7Fhwwa5cxIRERGRDkkaSQwPD8fgwYNx7do1mJqaiu2dO3fGkSNHZAtHRERERPohqUg8deoUPvzwwzLt9erVQ0ZGRoVDEREREZF+SSoSTUxMoNFoyrRfvXoVderUqXAoIiIiItIvSUVit27d8Pnnn6OoqAgAoFAokJqaiv/+97/o1auXrAGJiIiISPckFYkLFixAXl4ebG1t8fDhQ7Rt2xaurq6oVasWZs+eLXdGIiIiItIxSbOblUolYmNjcezYMZw9exZ5eXlo1qwZgoKC5M5HRERERHogqUjcsGED+vbti5YtW6Jly5Zi++PHj7F582YMHDhQtoBEREREpHuSLjcPGTIEubm5ZdofPHiAIUOGVDgUEREREemXpCJREAQoFIoy7bdv34ZSqaxwKCIiIiLSr5e63Ozr6wuFQgGFQoF27drB0PD/Pl5cXIyUlBQEBwfLHpKIiIiIdOulisSQkBAAgFqtRseOHWFhYSFuMzY2hrOzM5fAISIiInoFvFSROH36dACAs7Mz+vbtq/VIPiIiIiJ6dUia3Txo0CAAT2czZ2VloaSkRGt7/fr1K56MiIiIiPRGUpF47do1DB06FMePH9dqL53QUlxcLEs4IiIiItIPSUXi4MGDYWhoiL1796Ju3brPnOlMRERERNWXpCJRrVYjMTER7u7ucuchIiIioipA0jqJnp6euHfvntxZiIiIiKiKkFQkzp07FxMnTsShQ4dw//59aDQarRcRERERVW+SisSgoCCcOHEC7dq1g62tLaysrGBlZQWVSgUrKyu5M1Y5R44cQdeuXeHg4ACFQoHo6Git7YIgICIiAnXr1oWZmRmCgoJw7do1rT6zZ89GixYtYG5uDpVKVa7j3rx5U1zM/K+vEydOaPXbtm0b3N3dYWpqCi8vL+zbt++l8xEREdHrTdI9iQcPHpQ7R7WSn58PHx8fDB06FD179iyzfd68eViyZAnWr18PFxcXTJs2DR07dsTFixfFtSUfP36M3r17IzAwEN9+++1LHf/XX39F48aNxfe1a9cWfz5+/Dj69++PyMhIvP/++9i0aRNCQkKQlJSEJk2alDsfERERvd4UgiAI+g5RnSkUCuzatUt8Go0gCHBwcMAnn3yCCRMmAAByc3NhZ2eHqKgo9OvXT+vzUVFRCAsLQ05Ozj8e6+bNm3BxccGZM2fQtGnTZ/bp27cv8vPzsXfvXrHt7bffRtOmTbFy5cqXzvc8Go0GSqUS7074GrZuz86iT9mpVxA7ewgSExPRrFkzfcchIiKqEkp/f+fm5sLS0vKFfSVdbi5VUFCAy5cv49y5c1qv11lKSgoyMjIQFBQktimVSgQEBCA+Pl6WY3Tr1g22trZo1aoVdu/erbUtPj5e69gA0LFjR/HYUvM9evSI954SERG9RiRdbr579y6GDBmCn3/++ZnbX+fFtDMyMgAAdnZ2Wu12dnbiNqksLCywYMECtGzZEgYGBtixYwdCQkIQHR2Nbt26icd/0bGl5ouMjMTMmTMrlJ+IiIiqD0kjiaWXRxMSEmBmZoaYmBisX78ebm5uZUa2SJrGjRvDwsICFhYW6NSpEwDAxsYG4eHhCAgIQPPmzfHll1/igw8+wPz58ys9z+TJk5Gbmyu+0tLSKv2YREREpD+SRhLj4uLw448/wt/fHwYGBnByckL79u1haWmJyMhIdOnSRe6c1Ya9vT0AIDMzE3Xr1hXbMzMzn3sf4bPs27cPRUVFAAAzM7Pn9gsICEBsbKzW8TMzM7X6ZGZmirmk5jMxMYGJiUm58xMREVH1JmkkMT8/H7a2tgAAKysr3L17FwDg5eWFpKQk+dJVQy4uLrC3t8eBAwfENo1Gg4SEBAQGBpZ7P05OTnB1dYWrqyvq1av33H5qtVqr2AsMDNQ6NgDExsaKx5YrHxEREb3aJI0kNmrUCFeuXIGzszN8fHzwzTffwNnZGStXrtQqWF5VeXl5uH79uvg+JSUFarUa1tbWqF+/PsLCwjBr1iy4ubmJS8w4ODiIM6ABIDU1FdnZ2UhNTUVxcTHUajUAwNXVFRYWFs887vr162FsbAxfX18AwM6dO7F27VqsWbNG7DNu3Di0bdsWCxYsQJcuXbB582acPn0aq1atAvB0NnZ58hEREdHrTVKROG7cOKSnpwMApk+fjuDgYGzcuBHGxsaIioqSM1+VdPr0abz77rvi+/DwcADAoEGDEBUVhYkTJyI/Px8jR45ETk4OWrVqhZiYGK01CCMiIrB+/XrxfWnhd/DgQbzzzjvPPfYXX3yBW7duwdDQEO7u7tiyZQv+9a9/idtbtGiBTZs2YerUqfjss8/g5uaG6OhocY1EAOXKR0RERK83WdZJLF0Kp379+rCxsZEjF1VxXCeRiIio+tHZOomlTExMYGBggBo1asixOyIiIiLSM8lL4JQ+Sq64uBht2rRBs2bN4OjoiEOHDsmZj4iIiIj0QFKRuH37dvj4+AAA9uzZg5s3b+Ly5csYP348pkyZImtAIiIiItI9SUXivXv3xPX29u3bh969e6Nhw4YYOnQokpOTZQ1IRERERLonqUi0s7PDxYsXUVxcjJiYGLRv3x7A0wksvC+RiIiIqPqTtATOkCFD0KdPH9StWxcKhQJBQUEAgISEBLi7u8sakIiIiIh0T1KROGPGDDRp0gRpaWno3bu3+Li2GjVqYNKkSbIGJCIiIiLdk1QkAtBawLnUoEGDKhSGiIiIiKoGSUXi559//sLtERERksIQERERUdUgqUjctWuX1vuioiKkpKTA0NAQb775JotEIiIiompOUpF45syZMm0ajQaDBw9Gjx49KhyKiIiIiPRLlsfyAYClpSVmzpyJadOmybVLIiIiItIT2YpEAMjNzUVubq6cuyQiIiIiPZB0uXnJkiVa7wVBQHp6Or777jt06tRJlmBEREREpD+SisSvvvpK672BgQHq1KmDQYMGYfLkybIEIyIiIiL9kVQkpqSkyJ2DiIiIiKoQWe9JJCIiIqJXQ7lHEnv27ImoqChYWlqiZ8+eL+xrYWGBxo0bY9SoUVAqlRUOSURERES6Ve4iUalUQqFQiD+/yKNHj7By5UocO3YMu3fvrlhCIiIiItK5cheJ69ate+bPz3Px4kU0b95cWioiIiIi0itJE1fKo1GjRjh+/Hhl7Z6qiIwLJ1GQnfmP/YzMa8FMWVsHiZ7SpN/U2bGIiIheRZVWJNaoUQM+Pj6VtXuqIi79HFXOngoAQiUmKcvMzBw2NjY6PSYREdGrotKKRHo9ePUOg7Ke2wv75GWlQr1pLr7//nt4eHjoKBlgY2OD+vXr6+x4RERErxIWiVQhNk4NYevW9IV9smuaAwA8PDzQrFkzHaQiIiKiiuI6iURERERURoVGEi9evIjU1FQ8fvxYq71bt24VCkVERERE+iWpSPz999/Ro0cPJCcnQ6FQQBCeTkgoXUexuLhYvoREREREpHOSLjePGzcOLi4uyMrKgrm5OS5cuIAjR47A398fhw4dkjkiEREREemapJHE+Ph4xMXFwcbGBgYGBjAwMECrVq0QGRmJjz/+GGfOnJE7JxERERHpkKSRxOLiYtSqVQvA02VG7ty5AwBwcnLClStX5EtHRERERHohaSSxSZMmOHv2LFxcXBAQEIB58+bB2NgYq1atQoMGDeTOSEREREQ6JqlInDp1KvLz8wEAn3/+Od5//320bt0atWvXxpYtW2QNSERERES6J6lI7Nixo/izq6srLl++jOzsbFhZWYkznImIiIio+pLtiSvW1tZy7YqIiIiI9IxPXCEiIiKiMlgkEhEREVEZLBKJiIiIqAwWiURERERUhqQicf369fjpp5/E9xMnToRKpUKLFi1w69Yt2cIRERERkX5IKhLnzJkDMzMzAE8f0bd8+XLMmzcPNjY2GD9+vKwBiYiIiEj3JC2Bk5aWBldXVwBAdHQ0evXqhZEjR6Jly5Z455135MxHRERERHogaSTRwsIC9+/fBwDs378f7du3BwCYmpri4cOH8qUjIiIiIr2QNJLYvn17DB8+HL6+vrh69So6d+4MALhw4QKcnZ3lzEdEREREeiBpJHH58uUIDAzE3bt3sWPHDtSuXRsAkJiYiP79+8sakIiIiIh0T9JIokqlwrJly8q0z5w5s8KBiIiIiEj/KrROYkFBAS5fvoxz585pvaqzGTNmQKFQaL3c3d3F7YWFhRg9ejRq164NCwsL9OrVC5mZmVr7+Pjjj+Hn5wcTExM0bdq0XMdNT0/HgAED0LBhQxgYGCAsLOyZ/bZt2wZ3d3eYmprCy8sL+/bt09ouCAIiIiJQt25dmJmZISgoCNeuXdPqk52djdDQUFhaWkKlUmHYsGHIy8srV04iIiJ6PUgqEu/evYsuXbqgVq1aaNy4MXx9fbVe1V3jxo2Rnp4uvo4ePSpuGz9+PPbs2YNt27bh8OHDuHPnDnr27FlmH0OHDkXfvn3LfcxHjx6hTp06mDp1Knx8fJ7Z5/jx4+jfvz+GDRuGM2fOICQkBCEhITh//rzYZ968eViyZAlWrlyJhIQE1KxZEx07dkRhYaHYJzQ0FBcuXEBsbCz27t2LI0eOYOTIkeXOSkRERK8+SUViWFgYcnNzkZCQADMzM8TExGD9+vVwc3PD7t275c6oc4aGhrC3txdfNjY2AIDc3Fx8++23WLhwId577z34+flh3bp1OH78OE6cOCF+fsmSJRg9ejQaNGhQ7mM6Oztj8eLFGDhwIJRK5TP7LF68GMHBwfj000/h4eGBL774As2aNRMv/QuCgEWLFmHq1Kno3r07vL29sWHDBty5cwfR0dEAgEuXLiEmJgZr1qxBQEAAWrVqhaVLl2Lz5s24c+eOxDNGRERErxpJRWJcXBwWLlwIf39/GBgYwMnJCR988AHmzZuHyMhIuTPq3LVr1+Dg4IAGDRogNDQUqampAJ5OzCkqKkJQUJDY193dHfXr10d8fHyl54qPj9c6NgB07NhRPHZKSgoyMjK0+iiVSgQEBIh94uPjoVKp4O/vL/YJCgqCgYEBEhISnnvsR48eQaPRaL2IiIjo1SWpSMzPz4etrS0AwMrKCnfv3gUAeHl5ISkpSb50ehAQEICoqCjExMRgxYoVSElJQevWrfHgwQNkZGTA2NgYKpVK6zN2dnbIyMio9GwZGRmws7N77rFL//lPfUr/3ZUyNDSEtbX1C79DZGQklEql+HJ0dKzw9yEiIqKqS1KR2KhRI1y5cgUA4OPjg2+++QZ//PEHVq5cibp168oaUNc6deqE3r17w9vbGx07dsS+ffuQk5ODrVu3ynYMCwsL8TVq1CjZ9luZJk+ejNzcXPGVlpam70hERERUiSQtgTNu3Dikp6cDAKZPn47g4GBs3LgRxsbGiIqKkjOf3qlUKjRs2BDXr19H+/bt8fjxY+Tk5GiNJmZmZsLe3r7c+1Sr1eLPlpaW5f6cvb19mZnUfz126T8zMzO1ivXMzExxlrW9vT2ysrK09vHkyRNkZ2e/8DuYmJjAxMSk3FmJiIioepM0kvjBBx9g8ODBAAA/Pz/cunULp06dQlpa2kvN6K0O8vLycOPGDdStWxd+fn4wMjLCgQMHxO1XrlxBamoqAgMDy71PV1dX8fX3S78vEhgYqHVsAIiNjRWP7eLiAnt7e60+Go0GCQkJYp/AwEDk5OQgMTFR7BMXF4eSkhIEBASUOwsRERG92iSNJP6dubk5mjVrJseu9G7ChAno2rUrnJyccOfOHUyfPh01atRA//79oVQqMWzYMISHh8Pa2hqWlpYYO3YsAgMD8fbbb4v7uH79OvLy8pCRkYGHDx+KI4eenp4wNjZ+7rFL++Xl5eHu3btQq9UwNjaGp6cngKcjuG3btsWCBQvQpUsXbN68GadPn8aqVasAAAqFAmFhYZg1axbc3Nzg4uKCadOmwcHBASEhIQAADw8PBAcHY8SIEVi5ciWKioowZswY9OvXDw4ODvKfUCIiIqqWyl0khoeHl3unCxculBSmKrh9+zb69++P+/fvo06dOmjVqhVOnDiBOnXqAAC++uorGBgYoFevXnj06BE6duyIr7/+Wmsfw4cPx+HDh8X3pWtHpqSkvPDZ1n9dYzIxMRGbNm2Ck5MTbt68CQBo0aIFNm3ahKlTp+Kzzz6Dm5sboqOj0aRJE/FzEydORH5+PkaOHImcnBy0atUKMTExMDU1Ffts3LgRY8aMQbt27cTvsmTJEsnnjIiIiF49CkEQhPJ0fPfdd7XeJyUl4cmTJ2jUqBEA4OrVq6hRowb8/PwQFxcnf1KqUjQaDZRKJd6d8DVs3Zq+sG926hXEzh6CxMTEV2bEmYiIqDoq/f2dm5v7j/Miyj2SePDgQfHnhQsXolatWli/fj2srKwAAH/++SeGDBmC1q1bS4xNRERERFWFpIkrCxYsQGRkpFggAk/XS5w1axYWLFggWzgiIiIi0g9JRaJGoxEX0P6ru3fv4sGDBxUORURERET6JalI7NGjB4YMGYKdO3fi9u3buH37Nnbs2IFhw4ahZ8+ecmckIiIiIh2TtATOypUrMWHCBAwYMABFRUVPd2RoiGHDhmH+/PmyBiQiIiIi3ZNUJJqbm+Prr7/G/PnzcePGDQDAm2++iZo1a8oajoiIiIj0o0KLadesWRPe3t5yZSEiIiKiKkJykXj69Gls3boVqampePz4sda2nTt3VjgYEREREemPpIkrmzdvRosWLXDp0iXs2rULRUVFuHDhAuLi4qBUKuXOSEREREQ6JqlInDNnDr766ivs2bMHxsbGWLx4MS5fvow+ffqgfv36cmckIiIiIh2TVCTeuHEDXbp0AQAYGxsjPz8fCoUC48ePx6pVq2QNSERERES6J6lItLKyEhfNrlevHs6fPw8AyMnJQUFBgXzpiIiIiEgvJE1cadOmDWJjY+Hl5YXevXtj3LhxiIuLQ2xsLNq1ayd3RiIiIiLSMUlF4rJly1BYWAgAmDJlCoyMjHD8+HH06tULU6dOlTUgEREREemepCLR2tpa/NnAwACTJk2SLRARERER6Z+kexJr1KiBrKysMu33799HjRo1KhyKiIiIiPRLUpEoCMIz2x89egRjY+MKBSIiIiIi/Xupy81LliwBACgUCqxZswYWFhbituLiYhw5cgTu7u7yJiQiIiIinXupIvGrr74C8HQkceXKlVqXlo2NjeHs7IyVK1fKm5CIiIiIdO6lisSUlBQAwLvvvoudO3fCysqqUkIRERERkX5Jmt188OBBAMDjx4+RkpKCN998E4aGknZF1VzGhZMoyM58YZ/8e+kAgEuXLr30/m1sbPioRyIiIj1QCM+bhfICDx8+xJgxY7B+/XoAwNWrV9GgQQOMHTsW9erV45I4rwGNRgOlUlnpxzEzM8fly5dYKBIREcmg9Pd3bm4uLC0tX9hX0vDfpEmTcPbsWRw6dAjBwcFie1BQEGbMmMEi8TXi1TsMynpu/9jP0NAQRiYvN/Ndk34TCWtn4t69eywSiYiIdExSkRgdHY0tW7bg7bffhkKhENsbN26MGzduyBaOqj4bp4awdWuq7xhEREQkM0nrJN69exe2trZl2vPz87WKRiIiIiKqniQVif7+/vjpp5/E96WF4Zo1axAYGChPMiIiIiLSG0mXm+fMmYNOnTrh4sWLePLkCRYvXoyLFy/i+PHjOHz4sNwZiYiIiEjHJI0ktmrVCmq1Gk+ePIGXlxf2798PW1tbxMfHw8/PT+6MRERERKRj5R5JDA8PxxdffIGaNWviyJEjaNGiBVavXl2Z2YiIiIhIT8o9krh06VLk5eUBePrElezs7EoLRURERET6Ve6RRGdnZyxZsgQdOnSAIAiIj49/7mP52rRpI1tAIiIiItK9cheJ8+fPx6hRoxAZGQmFQoEePXo8s59CoUBxcbFsAYmIiIhI98pdJIaEhCAkJAR5eXmwtLTElStXnrlWIhERERFVfy+9BI6FhQUOHjwIFxcXGBpKWkGHiIiIiKo4SVVe27ZtxZ8LCwvx+PFjre3/9MBoIiIiIqraJK2TWFBQgDFjxsDW1hY1a9aElZWV1ouIiIiIqjdJReKnn36KuLg4rFixAiYmJlizZg1mzpwJBwcHbNiwQe6MRERERKRjki4379mzBxs2bMA777yDIUOGoHXr1nB1dYWTkxM2btyI0NBQuXMSERERkQ5JGknMzs5GgwYNADy9/7B0Ye1WrVrhyJEj8qUjIiIiIr2QVCQ2aNAAKSkpAAB3d3ds3boVwNMRRpVKJVs4IiIiItIPSUXikCFDcPbsWQDApEmTsHz5cpiammL8+PH49NNPZQ1IRERERLon6Z7E8ePHiz8HBQXh8uXLSExMhKurK7y9vWULR0RERET6Ictq2E5OTnBycpJjV0RERERUBUi63ExERERErzYWiURERERUxmtXJB45cgRdu3aFg4MDFAoFoqOjtbYLgoCIiAjUrVsXZmZmCAoKwrVr17T6ZGdnIzQ0FJaWllCpVBg2bBjy8vLE7YWFhRg8eDC8vLxgaGiIkJCQcmWLioqCQqHQepmamsqeDwDOnTuH1q1bw9TUFI6Ojpg3b165MhIREdHr4bUrEvPz8+Hj44Ply5c/c/u8efOwZMkSrFy5EgkJCahZsyY6duyIwsJCsU9oaCguXLiA2NhY7N27F0eOHMHIkSPF7cXFxTAzM8PHH3+MoKCgl8pnaWmJ9PR08XXr1i3Z82k0GnTo0AFOTk5ITEzE/PnzMWPGDKxateqlshIREdGrS/LElRs3bmDdunW4ceMGFi9eDFtbW/z888+oX78+GjduLGdGWXXq1AmdOnV65jZBELBo0SJMnToV3bt3BwBs2LABdnZ2iI6ORr9+/XDp0iXExMTg1KlT8Pf3BwAsXboUnTt3xv/+9z84ODigZs2aWLFiBQDg2LFjyMnJKXc+hUIBe3v7Ss23ceNGPH78GGvXroWxsTEaN24MtVqNhQsXahWTRERE9PqSNJJ4+PBheHl5ISEhATt37hQvZZ49exbTp0+XNaAupaSkICMjQ2v0T6lUIiAgAPHx8QCA+Ph4qFQqsQADni4DZGBggISEhApnyMvLg5OTExwdHdG9e3dcuHBB9nzx8fFo06YNjI2NxT4dO3bElStX8Oeffz4z16NHj6DRaLReRERE9OqSVCROmjQJs2bNQmxsrFah8d577+HEiROyhdO1jIwMAICdnZ1Wu52dnbgtIyMDtra2WtsNDQ1hbW0t9pGqUaNGWLt2LX788Ud8//33KCkpQYsWLXD79m1Z82VkZDxzH389xt9FRkZCqVSKL0dHxwp9VyIiIqraJBWJycnJ6NGjR5l2W1tb3Lt3r8KhXnWpqamwsLAQX3PmzAEABAYGYuDAgWjatCnatm2LnTt3ok6dOvjmm2/0nBiYPHkycnNzxVdaWpq+IxEREVElknRPokqlQnp6OlxcXLTaz5w5g3r16skSTB9K7wXMzMxE3bp1xfbMzEw0bdpU7JOVlaX1uSdPniA7O/u59xL+nYODA9Rqtfje2tr6mf2MjIzg6+uL69evy5rP3t4emZmZWn1K3z/vO5iYmMDExKRc34+IiIiqP0kjif369cN///tfZGRkQKFQoKSkBMeOHcOECRMwcOBAuTPqjIuLC+zt7XHgwAGxTaPRICEhAYGBgQCejvbl5OQgMTFR7BMXF4eSkhIEBASU6ziGhoZwdXUVX88rEouLi5GcnCwWhHLlCwwMxJEjR1BUVCT2iY2NRaNGjWBlZVWu70BERESvNklF4pw5c+Du7g5HR0fk5eXB09MTbdq0QYsWLTB16lS5M8oqLy8ParVaHMlLSUmBWq1GamoqFAoFwsLCMGvWLOzevRvJyckYOHAgHBwcxLUOPTw8EBwcjBEjRuDkyZM4duwYxowZg379+sHBwUE8zsWLF6FWq5GdnY3c3FytYz7P559/jv379+P3339HUlISPvjgA9y6dQvDhw8HANnyDRgwAMbGxhg2bBguXLiALVu2YPHixQgPD5f1XBMREVH1Jelys7GxMVavXo2IiAgkJycjLy8Pvr6+cHNzkzuf7E6fPo13331XfF9aGA0aNAhRUVGYOHEi8vPzMXLkSOTk5KBVq1aIiYnRWtR648aNGDNmDNq1awcDAwP06tULS5Ys0TpO586dtdY49PX1BfB0GZvn+fPPPzFixAhkZGTAysoKfn5+OH78ODw9PcU+cuRTKpXYv38/Ro8eDT8/P9jY2CAiIoLL3xAREZFIIbyoanmOzz//HBMmTIC5ublW+8OHDzF//nxERETIFpCqJo1GA6VSiXcnfA1bt6aVcozs1CuInT0EiYmJaNasWaUcg4iI6HVS+vs7NzcXlpaWL+wr6XLzzJkzyzzmDQAKCgowc+ZMKbskIiIioipEUpEoCAIUCkWZ9rNnzz53EgYRERERVR8vdU+ilZUVFAoFFAoFGjZsqFUoFhcXIy8vD6NGjZI9JBERERHp1ksViYsWLYIgCBg6dChmzpwJpVIpbjM2Noazs7O4FAsRERERVV8vVSQOGjQIwNP1+lq0aAEjI6NKCUVERERE+iVpCZy2bduipKQEV69eRVZWFkpKSrS2t2nTRpZwRERERKQfkorEEydOYMCAAbh161aZdf8UCgWKi4tlCUdERERE+iGpSBw1ahT8/f3x008/oW7dus+c6UxERERE1ZekIvHatWvYvn07XF1d5c5DRERERFWApHUSAwICcP36dbmzEBEREVEVIWkkcezYsfjkk0+QkZEBLy+vMrOcvb29ZQlHRERERPohqUjs1asXAGDo0KFim0KhEJ/EwokrRERERNWbpCIxJSVF7hxEREREVIVIKhKdnJzkzkFEREREVYikiSsA8N1336Fly5ZwcHDArVu3ADx9bN+PP/4oWzgiIiIi0g9JReKKFSsQHh6Ozp07IycnR7wHUaVSYdGiRXLmIyIiIiI9kFQkLl26FKtXr8aUKVNQo0YNsd3f3x/JycmyhSMiIiIi/ZBUJKakpMDX17dMu4mJCfLz8yscioiIiIj0S1KR6OLiArVaXaY9JiYGHh4eFc1ERERERHomaXZzeHg4Ro8ejcLCQgiCgJMnT+KHH35AZGQk1qxZI3dGIiIiItIxSUXi8OHDYWZmhqlTp6KgoAADBgyAg4MDFi9ejH79+smdkaqwjAsnUZCdKfnzRua1YKas/cxtmvSbkvdLREREFaMQBEGoyA4KCgqQl5cHW1tbuTJRNaDRaKBUKmXYkwLA8/8ImpmZ4/LlS6hfv74MxyIiInq9lf7+zs3NhaWl5Qv7ShpJ/Ctzc3OYm5tXdDdUTXn1DoOynpukz+ZlpUK9aS6+//77597LamNjwwKRiIhIDyQViffv30dERAQOHjyIrKwslJSUaG3Pzs6WJRxVfTZODWHr1lTSZ7NrPv3LhYeHB5o1ayZjKiIiIqooSUXiv//9b1y/fh3Dhg2DnZ0dFAqF3LmIiIiISI8kFYm//fYbjh49Ch8fH7nzEBEREVEVIGmdRHd3dzx8+FDuLERERERURUgqEr/++mtMmTIFhw8fxv3796HRaLReRERERFS9SbrcrFKpoNFo8N5772m1C4IAhUKB4uJiWcIRERERkX5IKhJDQ0NhZGSETZs2ceIKERER0StIUpF4/vx5nDlzBo0aNZI7DxERERFVAZLuSfT390daWprcWYiIiIioipA0kjh27FiMGzcOn376Kby8vGBkZKS13dvbW5ZwRERERKQfkorEvn37AgCGDh0qtikUCk5cISIiInpFSCoSU1JS5M5BRERERFWIpCLRyclJ7hxEREREVIWUu0jcvXt3uXfarVs3SWGIiIiIqGood5EYEhJSrn68J5GIiIio+it3kVhSUlKZOYiIiIioCpG0TuJfFRYWypGDiIiIiKoQSUVicXExvvjiC9SrVw8WFhb4/fffAQDTpk3Dt99+K2tAIiIiItI9SUXi7NmzERUVhXnz5sHY2Fhsb9KkCdasWSNbOCIiIiLSD0lF4oYNG7Bq1SqEhoaiRo0aYruPjw8uX74sWzgiIiIi0g9JReIff/wBV1fXMu0lJSUoKiqqcCgiIiIi0i9JRaKnpyd+++23Mu3bt2+Hr69vhUOV14wZM9C0aVOdHe9Fbt68CYVCAbVare8oRERERBUmqUiMiIjAmDFjMHfuXJSUlGDnzp0YMWIEZs+ejYiICLkzPteECRNw4MABnR2vspUWmn9/nThxQqvftm3b4O7uDlNTU3h5eWHfvn1a2wVBQEREBOrWrQszMzMEBQXh2rVrWn1mz56NFi1awNzcHCqVqrK/GhEREVUzkorE7t27Y8+ePfj1119Rs2ZNRERE4NKlS9izZw/at28vd8bnsrCwQO3atXV2PF359ddfkZ6eLr78/PzEbcePH0f//v0xbNgwnDlzBiEhIQgJCcH58+fFPvPmzcOSJUuwcuVKJCQkoGbNmujYsaPWckWPHz9G79698Z///Een342IiIiqB8nrJLZu3RqxsbHIyspCQUEBjh49ig4dOrzUPmJiYtCqVSuoVCrUrl0b77//Pm7cuKHV5/bt2+jfvz+sra1Rs2ZN+Pv7IyEhAUDZy82DBw9GSEgI5syZAzs7O6hUKnz++ed48uQJPv30U1hbW+ONN97AunXrtI7x3//+Fw0bNoS5uTkaNGiAadOm/eO9lSdPnoSvry9MTU3h7++PM2fOlOlz/vx5dOrUCRYWFrCzs8O///1v3Lt37x/PS+3atWFvby++jIyMxG2LFy9GcHAwPv30U3h4eOCLL75As2bNsGzZMgBPRxEXLVqEqVOnonv37vD29saGDRtw584dREdHi/uZOXMmxo8fDy8vr3/MQ0RERK8fSUXi8OHDcejQoQofPD8/H+Hh4Th9+jQOHDgAAwMD9OjRQ3y6S15eHtq2bYs//vgDu3fvxtmzZzFx4sQXPv0lLi4Od+7cwZEjR7Bw4UJMnz4d77//PqysrJCQkIBRo0bhww8/xO3bt8XP1KpVC1FRUbh48SIWL16M1atX46uvvnruMfLy8vD+++/D09MTiYmJmDFjBiZMmKDVJycnB++99x58fX1x+vRpxMTEIDMzE3369PnH89KtWzfY2tqiVatWZZ6ZHR8fj6CgIK22jh07Ij4+HgCQkpKCjIwMrT5KpRIBAQFiHykePXoEjUaj9SIiIqJXV7kfy/dXd+/eRXBwMOrUqYN+/fohNDRU0gSSXr16ab1fu3Yt6tSpg4sXL6JJkybYtGkT7t69i1OnTsHa2hoAnjmr+q+sra2xZMkSGBgYoFGjRpg3bx4KCgrw2WefAQAmT56ML7/8EkePHkW/fv0AAFOnThU/7+zsjAkTJmDz5s2YOHHiM4+xadMmlJSU4Ntvv4WpqSkaN26M27dva126XbZsGXx9fTFnzhyt7+fo6IirV6+iYcOGZfZrYWGBBQsWoGXLljAwMMCOHTsQEhKC6OhodOvWDQCQkZEBOzs7rc/Z2dkhIyND3F7a9rw+UkRGRmLmzJmSP09ERETVi6SRxB9//BHp6emYNm0aTp06BT8/PzRu3Bhz5szBzZs3y72fa9euoX///mjQoAEsLS3h7OwMAEhNTQUAqNVq+Pr6igVieTRu3BgGBv/3tezs7LQuqdaoUQO1a9dGVlaW2LZlyxa0bNkS9vb2sLCwwNSpU8UMz3Lp0iV4e3vD1NRUbAsMDNTqc/bsWRw8eBAWFhbiy93dHQDKXFIvZWNjg/DwcAQEBKB58+b48ssv8cEHH2D+/Pnl/v6VZfLkycjNzRVfaWlp+o5ERERElUjyPYlWVlYYOXIkDh06hFu3bmHw4MH47rvv/nGk76+6du2K7OxsrF69GgkJCeK9ho8fPwYAmJmZvXSuv96/BwAKheKZbaWXrOPj4xEaGorOnTtj7969OHPmDKZMmSJmkCovLw9du3aFWq3Wel27dg1t2rQp934CAgJw/fp18b29vT0yMzO1+mRmZsLe3l7cXtr2vD5SmJiYwNLSUutFREREry7JRWKpoqIinD59GgkJCbh582aZy5zPc//+fVy5cgVTp05Fu3bt4OHhgT///FOrj7e3N9RqNbKzsysa87mOHz8OJycnTJkyBf7+/nBzc8OtW7de+BkPDw+cO3dOa7bw35epadasGS5cuABnZ2e4urpqvWrWrFnufGq1GnXr1hXfBwYGlln2JzY2VhzJdHFxgb29vVYfjUaDhISEMqOdRERERM8juUg8ePAgRowYATs7OwwePBiWlpbYu3ev1oSQF7GyskLt2rWxatUqXL9+HXFxcQgPD9fq079/f9jb2yMkJATHjh3D77//jh07dlRoAsbfubm5ITU1FZs3b8aNGzewZMkS7Nq164WfGTBgABQKBUaMGIGLFy9i3759+N///qfVZ/To0cjOzkb//v1x6tQp3LhxA7/88guGDBmC4uLiZ+53/fr1+OGHH3D58mVcvnwZc+bMwdq1azF27Fixz7hx4xATE4MFCxbg8uXLmDFjBk6fPo0xY8YAeDpKGhYWhlmzZmH37t1ITk7GwIED4eDggJCQEHE/qampUKvVSE1NRXFxsTjSmZeXJ/FMEhER0atEUpFYr149dO7cGffu3cOqVauQmZmJtWvXol27dlAoFOU7sIEBNm/ejMTERDRp0gTjx48vc++dsbEx9u/fD1tbW3Tu3BleXl748ssvtZ4XXVHdunXD+PHjMWbMGDRt2hTHjx/HtGnTXvgZCwsL7NmzB8nJyfD19cWUKVMwd+5crT4ODg44duwYiouL0aFDB3h5eSEsLAwqlUrrnsm/++KLL+Dn54eAgAD8+OOP2LJlC4YMGSJub9GiBTZt2oRVq1bBx8cH27dvR3R0NJo0aSL2mThxIsaOHYuRI0eiefPmyMvLQ0xMjNY9lBEREfD19cX06dORl5cHX19fcSY2ERERkUIQBOFlP7R69Wr07t2bT+p4jWk0GiiVSrw74WvYujWVtI/s1CuInT0EiYmJaNasmbwBiYiIqIzS39+5ubn/OL9A0hI4I0aMkBSMiIiIiKqHcheJPXv2RFRUFCwtLdGzZ88X9t25c2eFgxERERGR/pS7SFQqleL9hkqlstICEREREZH+lbtI/Ovzjv/+7GMiIiIierVImt388OFDFBQUiO9v3bqFRYsWYf/+/bIFIyIiIiL9kVQkdu/eHRs2bAAA5OTk4K233sKCBQvQvXt3rFixQtaARERERKR7korEpKQktG7dGgCwfft22Nvb49atW9iwYQOWLFkia0AiIiIi0j1JRWJBQQFq1aoFANi/fz969uwJAwMDvP322//4SDsiIiIiqvokFYmurq6Ijo5GWloafvnlF3To0AEAkJWV9Y8LMxIRERFR1SepSIyIiMCECRPg7OyMgIAABAYGAng6qujr6ytrQCIiIiLSPUlPXPnXv/6FVq1aIT09HT4+PmJ7u3bt0KNHD9nCEREREZF+SCoSAcDe3h729vYAnj4HMC4uDo0aNYK7u7ts4YiIiIhIPyRdbu7Tpw+WLVsG4Omaif7+/ujTpw+8vb2xY8cOWQMSERERke5JKhKPHDkiLoGza9cuCIKAnJwcLFmyBLNmzZI1IBERERHpnqQiMTc3F9bW1gCAmJgY9OrVC+bm5ujSpQuuXbsma0AiIiIi0j1JRaKjoyPi4+ORn5+PmJgYcQmcP//8E6amprIGJCIiIiLdkzRxJSwsDKGhobCwsICTkxPeeecdAE8vQ3t5ecmZj4iIiIj0QFKR+NFHH+Gtt95CWloa2rdvDwODpwOSDRo04D2JRERERK8AyUvg+Pv7w9/fH4IgQBAEKBQKdOnSRc5sRERERKQnku5JBIANGzbAy8sLZmZmMDMzg7e3N7777js5sxERERGRnkgaSVy4cCGmTZuGMWPGoGXLlgCAo0ePYtSoUbh37x7Gjx8va0iqujQZqTA0MZP22fSb8oYhIiIi2SgEQRBe9kMuLi6YOXMmBg4cqNW+fv16zJgxAykpKbIFpKpJo9FAqVRWeD9mZua4fPkS6tevL0MqIiIiepHS39+5ubmwtLR8YV9JI4np6elo0aJFmfYWLVogPT1dyi6pmjp8+DAsLCwkf97GxoYFIhERURUkqUh0dXXF1q1b8dlnn2m1b9myBW5ubrIEo+qhadOm//g3ESIiIqp+JBWJM2fORN++fXHkyBHxnsRjx47hwIED2Lp1q6wBiYiIiEj3JM1u7tWrFxISEmBjY4Po6GhER0fDxsYGJ0+eRI8ePeTOSEREREQ6JmniCtHL3PhKREREVUOlT1wBgOLiYuzatQuXLl0CAHh6eqJ79+4wNJS8SyIiIiKqIiRVdBcuXEC3bt2QkZGBRo0aAQDmzp2LOnXqYM+ePWjSpImsIYmIiIhItyTdkzh8+HA0btwYt2/fRlJSEpKSkpCWlgZvb2+MHDlS7oxEREREpGOSRhLVajVOnz4NKysrsc3KygqzZ89G8+bNZQtHRERERPohaSSxYcOGyMzMLNOelZUFV1fXCociIiIiIv2SVCRGRkbi448/xvbt23H79m3cvn0b27dvR1hYGObOnQuNRiO+iIiIiKj6kbQEjoHB/9WWCoUCAFC6m7++VygUKC4uliMnVTFcAoeIiKj6qfQlcA4ePCgpGBERERFVD5KKxLZt28qdg4iIiIiqEEn3JBIRERHRq42PRyFJSu9B5eQkIiKi6qP093Z5pqSwSCRJ7t+/DwBwdHTUcxIiIiJ6WQ8ePIBSqXxhHxaJJIm1tTUAIDU19R//kNHL0Wg0cHR0RFpaGmeOy4zntvLw3FYentvK8zqeW0EQ8ODBAzg4OPxjX0lF4sOHDyEIAszNzQEAt27dwq5du+Dp6YkOHTpI2SVVM6XLICmVytfmPyxds7S05LmtJDy3lYfntvLw3Fae1+3clndwR9LEle7du2PDhg0AgJycHAQEBGDBggXo3r07VqxYIWWXRERERFSFSCoSk5KS0Lp1awDA9u3bYWdnh1u3bmHDhg1YsmSJrAGJiIiISPckFYkFBQWoVasWAGD//v3o2bMnDAwM8Pbbb+PWrVuyBqSqycTEBNOnT4eJiYm+o7xyeG4rD89t5eG5rTw8t5WH5/bFJD2Wz9vbG8OHD0ePHj3QpEkTxMTEIDAwEImJiejSpQsyMjIqIysRERER6YikkcSIiAhMmDABzs7OCAgIQGBgIICno4q+vr6yBiQiIiIi3ZM0kggAGRkZSE9Ph4+PjzjT9eTJk7C0tIS7u7usIYmIiIhItyQXiURERET06pK8mPbp06exdetWpKam4vHjx1rbdu7cWeFgRERERKQ/ku5J3Lx5M1q0aIFLly5h165dKCoqwoULFxAXF8enb7wmli9fDmdnZ5iamiIgIAAnT57Ud6Qq78iRI+jatSscHBygUCgQHR2ttV0QBERERKBu3bowMzNDUFAQrl27ptUnOzsboaGhsLS0hEqlwrBhw5CXl6fDb1H1REZGonnz5qhVqxZsbW0REhKCK1euaPUpLCzE6NGjUbt2bVhYWKBXr17IzMzU6pOamoouXbrA3Nwctra2+PTTT/HkyRNdfpUqZ8WKFfD29hYXGg4MDMTPP/8sbud5lc+XX34JhUKBsLAwsY3nV5oZM2ZAoVBovf56GxzP60sQJPDy8hKWLVsmCIIgWFhYCDdu3BBKSkqEESNGCBEREVJ2SdXI5s2bBWNjY2Ht2rXChQsXhBEjRggqlUrIzMzUd7Qqbd++fcKUKVOEnTt3CgCEXbt2aW3/8ssvBaVSKURHRwtnz54VunXrJri4uAgPHz4U+wQHBws+Pj7CiRMnhN9++01wdXUV+vfvr+NvUrV07NhRWLdunXD+/HlBrVYLnTt3FurXry/k5eWJfUaNGiU4OjoKBw4cEE6fPi28/fbbQosWLcTtT548EZo0aSIEBQUJZ86cEfbt2yfY2NgIkydP1sdXqjJ2794t/PTTT8LVq1eFK1euCJ999plgZGQknD9/XhAEnle5nDx5UnB2dha8vb2FcePGie08v9JMnz5daNy4sZCeni6+7t69K27neS0/SUWiubm5kJKSIgiCIFhbWwvnzp0TBEEQLl68KNjb28sWjqqmt956Sxg9erT4vri4WHBwcBAiIyP1mKp6+XuRWFJSItjb2wvz588X23JycgQTExPhhx9+EATh6X9fAIRTp06JfX7++WdBoVAIf/zxh86yV3VZWVkCAOHw4cOCIDw9j0ZGRsK2bdvEPpcuXRIACPHx8YIgPC3gDQwMhIyMDLHPihUrBEtLS+HRo0e6/QJVnJWVlbBmzRqeV5k8ePBAcHNzE2JjY4W2bduKRSLPr3TTp08XfHx8nrmN5/XlSLrcbGVlhQcPHgAA6tWrh/PnzwN4+oi+goKCig9vUpX1+PFjJCYmIigoSGwzMDBAUFAQ4uPj9ZisektJSUFGRobWeVUqlQgICBDPa3x8PFQqFfz9/cU+QUFBMDAwQEJCgs4zV1W5ubkAAGtrawBAYmIiioqKtM6tu7s76tevr3Vuvby8YGdnJ/bp2LEjNBoNLly4oMP0VVdxcTE2b96M/Px8cV1cnteKGz16NLp06aJ1HgH+ua2oa9euwcHBAQ0aNEBoaChSU1MB8Ly+LEkTV9q0aYPY2Fh4eXmhd+/eGDduHOLi4hAbG4t27drJnZGqkHv37qG4uFjrPx4AsLOzw+XLl/WUqvorXYD+Wee1dFtGRgZsbW21thsaGsLa2poL2P9/JSUlCAsLQ8uWLdGkSRMAT8+bsbExVCqVVt+/n9tnnfvSba+z5ORkBAYGorCwEBYWFti1axc8PT2hVqt5Xito8+bNSEpKwqlTp8ps459b6QICAhAVFYVGjRohPT0dM2fOROvWrXH+/Hme15ckqUhctmwZCgsLAQBTpkyBkZERjh8/jl69emHq1KmyBiQiKq/Ro0fj/PnzOHr0qL6jvDIaNWoEtVqN3NxcbN++HYMGDcLhw4f1HavaS0tLw7hx4xAbGwtTU1N9x3mldOrUSfzZ29sbAQEBcHJywtatW2FmZqbHZNWPpMvN1tbWcHBweLoDAwNMmjQJu3fvxoIFC2BlZSVrQKpabGxsUKNGjTIzwTIzM2Fvb6+nVNVf6bl70Xm1t7dHVlaW1vYnT54gOzub5x7AmDFjsHfvXhw8eBBvvPGG2G5vb4/Hjx8jJydHq//fz+2zzn3ptteZsbExXF1d4efnh8jISPj4+GDx4sU8rxWUmJiIrKwsNGvWDIaGhjA0NMThw4exZMkSGBoaws7OjudXJiqVCg0bNsT169f55/YlSSoSgaf3p+zYsQOzZs3CrFmzsGvXLhQXF8uZjaogY2Nj+Pn54cCBA2JbSUkJDhw4ID6ekV6ei4sL7O3ttc6rRqNBQkKCeF4DAwORk5ODxMREsU9cXBxKSkoQEBCg88xVhSAIGDNmDHbt2oW4uDi4uLhobffz84ORkZHWub1y5QpSU1O1zm1ycrJWER4bGwtLS0t4enrq5otUEyUlJXj06BHPawW1a9cOycnJUKvV4svf3x+hoaHizzy/8sjLy8ONGzdQt25d/rl9WVJmu1y7dk1o2LChYG5uLvj6+gq+vr6Cubm50KhRI+H69esyz62hqmbz5s2CiYmJEBUVJVy8eFEYOXKkoFKptGaCUVkPHjwQzpw5I5w5c0YAICxcuFA4c+aMcOvWLUEQni6Bo1KphB9//FE4d+6c0L1792cugePr6yskJCQIR48eFdzc3F77JXD+85//CEqlUjh06JDWkhcFBQVin1GjRgn169cX4uLihNOnTwuBgYFCYGCguL10yYsOHToIarVaiImJEerUqfNaLnnxV5MmTRIOHz4spKSkCOfOnRMmTZokKBQKYf/+/YIg8LzK7a+zmwWB51eqTz75RDh06JCQkpIiHDt2TAgKChJsbGyErKwsQRB4Xl+GpCKxU6dOQnBwsHD//n2x7d69e0JwcLDQuXNn2cJR1bV06VKhfv36grGxsfDWW28JJ06c0HekKu/gwYMCgDKvQYMGCYLwdBmcadOmCXZ2doKJiYnQrl074cqVK1r7uH//vtC/f3/BwsJCsLS0FIYMGSI8ePBAD9+m6njWOQUgrFu3Tuzz8OFD4aOPPhKsrKwEc3NzoUePHkJ6errWfm7evCl06tRJMDMzE2xsbIRPPvlEKCoq0vG3qVqGDh0qODk5CcbGxkKdOnWEdu3aiQWiIPC8yu3vRSLPrzR9+/YV6tatKxgbGwv16tUT+vbtqzWAxfNafpKe3VyzZk2cOHECXl5eWu1nz55Fy5YtX/snQBARERFVd5LuSTQxMRHXSfyrvLw8GBsbVzgUEREREemXpCLx/fffx8iRI5GQkADh6SVrnDhxAqNGjUK3bt3kzkhEREREOibpcnNOTg4GDRqEPXv2wMjICMDTpTi6deuGqKgoKJVK2YMSERERke5IKhJLXb9+HZcuXQIAeHh4wNXVVbZgRERERKQ/FSoSSxUXFyM5ORlOTk5cTJuIiIjoFSDpnsSwsDB8++23AJ4WiG3btkWzZs3g6OiIQ4cOyZmPiIiIiPRAUpG4fft2+Pj4AAD27NmD33//HZcvX8b48eMxZcoUWQMSERERke5JKhLv3bsnPr9w37596NOnDxo2bIihQ4ciOTlZ1oBEREREpHuSikQ7OztcvHgRxcXFiImJQfv27QEABQUFqFGjhqwBiYiIiEj3JBWJQ4YMQZ8+fdCkSRMoFAoEBQUBABISEuDu7i5rQCIiKr+MjAyMHTsWDRo0gImJCRwdHdG1a1ccOHBApzkUCgWio6N1ekwikpehlA/NmDEDTZo0QVpaGnr37g0TExMAQI0aNTBp0iRZAxIRUfncvHkTLVu2hEqlwvz58+Hl5YWioiL88ssvGD16NC5fvqzviERUjciyBA7wdIFtlUolx66IiEiCzp0749y5c7hy5Qpq1qypta30/9GpqakYO3YsDhw4AAMDAwQHB2Pp0qWws7MDAAwePBg5OTlao4BhYWFQq9Xi6hXvvPMOvL29YWpqijVr1sDY2BijRo3CjBkzAADOzs64deuW+HknJyfcvHmzMr86EVUCSZeb586diy1btojv+/Tpg9q1a+ONN97AuXPnZAtHRETlk52djZiYGIwePbpMgQgAKpUKJSUl6N69O7Kzs3H48GHExsbi999/R9++fV/6eOvXr0fNmjWRkJCAefPm4fPPP0dsbCwA4NSpUwCAdevWIT09XXxPRNWLpCJx5cqVcHR0BADExsYiNjYWP//8M4KDgzFhwgRZAxIR0T+7fv06BEF44X3hBw4cQHJyMjZt2gQ/Pz8EBARgw4YNOHz48EsXct7e3pg+fTrc3NwwcOBA+Pv7i/c91qlTB8DTwtTe3l58T0TVi6R7EjMyMsQice/evejTpw86dOgAZ2dnBAQEyBqQiIj+WXnuHLp06RIcHR3F/38DgKenJ1QqFS5duoTmzZuX+3je3t5a7+vWrYusrKzyByaiKk/SSKKVlRXS0tIAADExMeLsZkEQUFxcLF86IiIqFzc3NygUigpPTjEwMChTcBYVFZXpZ2RkpPVeoVCgpKSkQscmoqpFUpHYs2dPDBgwAO3bt8f9+/fRqVMnAMCZM2fg6uoqa0AiIvpn1tbW6NixI5YvX478/Pwy23NycuDh4YG0tDTxL/kAcPHiReTk5MDT0xPA00vF6enpWp9Vq9UvncfIyIiDBkTVnKQi8auvvsKYMWPg6emJ2NhYWFhYAADS09Px0UcfyRqQiIjKZ/ny5SguLsZbb72FHTt24Nq1a7h06RKWLFmCwMBABAUFwcvLC6GhoUhKSsLJkycxcOBAtG3bFv7+/gCA9957D6dPn8aGDRtw7do1TJ8+HefPn3/pLM7Ozjhw4AAyMjLw559/yv1ViUgHZFsCh4iI9C89PR2zZ8/G3r17kZ6ejjp16sDPzw/jx4/HO++8849L4ADA9OnT8c0336CwsBBDhw5FUVERkpOTtZbAadq0KRYtWiR+JiQkBCqVClFRUQCAPXv2IDw8HDdv3kS9evW4BA5RNSS5SPzuu+/wzTff4Pfff0d8fDycnJywaNEiuLi4oHv37nLnJCIiIiIdknS5ecWKFQgPD0enTp2Qk5Mj3neiUqm0/mZJRERERNWTpCJx6dKlWL16NaZMmYIaNWqI7f7+/khOTpYtHBERERHph6QiMSUlBb6+vmXaTUxMnjmrjoiIiIiqF0lFoouLyzOXRIiJiYGHh0dFMxERERGRnkl64kp4eDhGjx6NwsJCCIKAkydP4ocffkBkZCTWrFkjd0YiIiIi0jHJs5s3btyIGTNm4MaNGwAABwcHzJw5E8OGDZM1IBERERHpXoXXSSwoKEBeXh5sbW3lykREREREeibpcnOprKwsXLlyBcDT53bWqVNHllBEREREpF+SJq48ePAA//73v+Hg4IC2bduibdu2cHBwwAcffIDc3Fy5MxIRERGRjkkqEocPH46EhAT89NNPyMnJQU5ODvbu3YvTp0/jww8/lDsjEREREemYpHsSa9asiV9++QWtWrXSav/tt98QHBzMtRKJiIiIqrn/B1yGcIv/yLFnAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(x='UF',data=barragem,\n",
        "              hue='Número de pessoas possivelmente afetadas a jusante em caso de rompimento da barragem',\n",
        "              palette='pastel')\n",
        "plt.legend(title='Pessoa que podem ser afetadas')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "IKiw7wqPabKh",
        "outputId": "35268a43-a05f-4f92-f605-ece88b259480"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x780136867700>"
            ]
          },
          "metadata": {},
          "execution_count": 55
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(y='Município',data=barragem[barragem['UF']=='PA']\n",
        "              ,hue='Número de pessoas possivelmente afetadas a jusante em caso de rompimento da barragem',palette='pastel')\n",
        "plt.legend(title='Pessoa que podem ser afetadas')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "Qq5Nl-iya6F7",
        "outputId": "5b7da1a9-06d1-4ee0-ca05-f87823fa6910"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x78013646fd30>"
            ]
          },
          "metadata": {},
          "execution_count": 56
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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4+vQprKyspPr4+HgMGjRI6xwPDw/s379f+lzUn83u3btj7ty5qF69Ory9vdG+fXt07NjxX32glYkxERFRKcjfPcfY2BgODg7SL+/09HTI5XKcOnVK5xmH/ASrX79+8PLywrZt27Br1y7MmDEDs2fPxvDhw+Hj44Nbt25h+/bt2L17N9q2bYuhQ4fi559/LlZcgYGBePjwIebNmwcnJyeYmJjAw8NDWubxsgwMDHQS5eeX2KWnp8Pe3l5r3W4+a2vrVxr7VRXnOwEgLXnIJ5PJ9JYVthQwJCQEvXr1wrZt2/Dnn39iypQpiIiIQJcuXZCeno6BAwfqXTf7/Jtjn/+LT0E6duwIJycn/Pbbb3BwcEBeXh7q1KlT6Pecnp6Ohg0baiXm+Qrb1jQ6Ohr+/v6YOnUqvLy8oFQqERERoXctd2GK+rPp6OiIhIQE7NmzB7t378aQIUMwa9YsHDhwQOd7KC1cY0xERFQK8nfPqVq1qtaMVv369ZGbm4v79+/D2dlZ67Czs5PaOTo6YtCgQVi/fj3GjBmD3377TaqztbVFYGAg/vjjD8ydOxe//vorAMDNzQ1nz57VeljryJEjMDAwkGZIjxw5ghEjRqB9+/Zwd3eHiYkJ/vnnnwKvQ6lUwt7eHsePH5fKnj59ilOnTmm1s7W1RWJiovQ5LS0NN27ckD43aNAASUlJMDQ01Lnu/DXSBTl27JjO2Pmzp25uboiOjtZKyo8cOQJLS0tUqVIFNWrUgJGRkVb8KSkpuHz5svS5uN9JaalZsya+/PJL7Nq1C//973+lhycbNGiAuLg4nRicnZ1LtPPEw4cPkZCQgMmTJ6Nt27Zwc3NDSkpKkec1aNAAV65cQcWKFXXGVyqVAABjY2OdhwuPHj0KJycnTJo0CY0aNYKLiwtu3bql1cbNzU3rOwC0v1egeH82zczM0LFjR8yfPx9RUVGIjo7G+fPni31vSoqJMRER0b+oZs2a8Pf3R+/evbF+/XrcuHEDJ06cwIwZM7Bt2zYAz5ad7dy5Ezdu3MDp06exf/9+KRH89ttvsWnTJly9ehUXL17E1q1bpTp/f3+YmpoiMDAQFy5cwP79+zF8+HB88cUX0ptHXVxc8PvvvyM+Ph7Hjx+Hv79/kXvHjxw5EjNnzsTGjRtx6dIlDBkyBKmpqVptPvnkE/z+++84dOgQzp8/j8DAQK3ZV09PT3h4eKBz587YtWsXbt68iaNHj2LSpElauzLos2jRImzYsAGXLl3C0KFDkZKSIu12NGTIENy5cwfDhw/HpUuXsGnTJkyZMgWjR4+GgYEBFAoF+vbti7Fjx2Lfvn24cOECgoKCYGDwfylPcb6T0pCRkYFhw4YhKioKt27dwpEjR3Dy5Enp+xs/fjyOHj2KYcOGITY2FleuXMGmTZt0Hr4rSrly5VC+fHn8+uuvuHr1Kvbt24fRo0cXeZ6/vz8qVKiATp064dChQ7hx4waioqIwYsQI/PXXXwCe7Ypx7tw5JCQk4J9//kFOTg5cXFxw+/ZtRERE4Nq1a5g/f77Ow5kjR46EWq1GaGgoLl++jClTpuDixYtabYr6sxkWFgaVSoULFy7g+vXr+OOPP2BmZvbvbjdX5CpkIhJC8OE7ovdZSR6+0yc7O1t8++234oMPPhBGRkbC3t5edOnSRZw7d04IIcSwYcNEjRo1hImJibC1tRVffPGF+Oeff4QQQnz33XfCzc1NmJmZCRsbG9GpUydx/fp1qe9z586JNm3aCFNTU2FjYyP69++v9XDY6dOnRaNGjYSpqalwcXERa9as0fvg3PNycnLEyJEjhZWVlbC2thajR48WvXv31rpGjUYjfH19hZWVlXB0dBRhYWE6D3elpaWJ4cOHCwcHB2FkZCQcHR2Fv7+/uH37tt5x8x++W7VqlWjSpIkwNjYWtWvXFvv27dNqFxUVJRo3biyMjY2FnZ2dGD9+vMjJyZHqHz16JAICAoS5ubmoVKmS+Omnn0SrVq2kh++K853oe7h8ypQpOg+PFfbdZ2VliZ49ewpHR0dhbGwsHBwcxLBhw7T+HJ04cUK0a9dOKBQKYWFhIT766CMxffp0qb6o7yrf7t27hZubmzAxMREfffSRiIqK0nkI/cXvRwghEhMTRe/evUWFChWEiYmJqF69uujfv7/0u+7+/ftSfHjuofWxY8eK8uXLC4VCIXx9fcWcOXN07tf06dNFhQoVhEKhEIGBgWLcuHFa96+oP5sbNmwQTZs2FVZWVsLCwkI0a9ZM7NmzR+/1l9bDdzIh+AQSUXGkpaVBqVRCo9FoPWBARO++zMxM3LhxA9WqVYOpqWlZh1MmXscb0G7evIlq1arhzJkzb/yrg+nNUtjPaEl+f3MpBRERERERmBgTEREREQHgdm1ERERUDAXtKV+aPvjgA+4xT2WKiTFRCW2M+QfmiqxX6qNbk4L3hyQiIqKywaUURERERERgYkxEREREBICJMRERERERAK4xJiqx1ilrYZVd+FujipK6o5SCKQXW3sPLOgQiIqI3AmeMiYiIiIjAGWMiIiLSY+2JB69tLO7UQ28Kzhi/pYKCgiCTyaSjfPny8Pb2xrlz53TaDhw4EHK5HGvWrNGpCwkJkfqQy+VwdHTEgAEDkJycrNUuKSkJw4cPR/Xq1WFiYgJHR0d07NgRe/fu1elzxowZkMvlmDVrlk5dWFiYNJ6BgQHs7e3h6+uL27dva7Vr3bq11vXlH4MGDZLayGQymJqa4tatW1rndu7cGUFBQTpjR0dHQy6Xo0OHDjp1REREREyM32Le3t5ITExEYmIi9u7dC0NDQ3z22WdabZ48eYKIiAiMGzcOarVabz/u7u5ITEzE7du3ERoaih07dmDw4MFS/c2bN9GwYUPs27cPs2bNwvnz57Fjxw60adMGQ4cO1elPrVYXOp6VlRUSExPx999/Y926dUhISED37t112vXv31+6vvzjp59+0mojk8nw7bffFnmvAEClUmH48OE4ePAg7t69W6xziIiI6P3BpRRvMRMTE9jZ2QEA7OzsMGHCBHz88cd48OABbG2f/bPUmjVrULt2bUyYMAEODg64c+cOHB0dtfoxNDSU+qlcuTK6d++O0NBQqX7IkCGQyWQ4ceIELCwspHJ3d3cEBwdr9XXgwAFkZGRg2rRpWLFiBY4ePYrmzZtrtZHJZNJ49vb26Nu3L0aMGIG0tDRYWVlJ7czNzaV2BRk2bBh++eUXjB07FnXq1CmwXXp6OiIjIxETE4OkpCSEhYXh66+/LrTvgqyvXgFmCvOXOrc0DXTpWdYhEBERvVM4Y/yOSE9Pxx9//AFnZ2eUL19eKlepVAgICIBSqYSPj0+Rr/S8efMmdu7cCWNjYwBAcnIyduzYgaFDh2olxfmsra21PqtUKvj5+cHIyAh+fn5QqVSFjnf//n1s2LABcrkccrm8eBf7nBYtWuCzzz7DhAkTCm23evVquLq6olatWggICIBarS7ytaNZWVlIS0vTOoiIiOjdxcT4LbZ161YoFAooFApYWlpi8+bNiIyMhIHBs6/1ypUrOHbsGHx9fQEAAQEBCA0N1UkIz58/D4VCATMzM1SrVg0XL17E+PHjAQBXr16FEAKurq5FxpOWloa1a9ciICBAGm/16tVIT0/XaqfRaKBQKGBhYYFKlSph//79ehPvxYsXS9eXf6xcuVJn3BkzZmDHjh04dOhQgbHl/wUBeLYERaPR4MCBA4Vez4wZM6BUKqXjxZl2IiIqGytXrtT63VDYf/+JSoKJ8VusTZs2iI2NRWxsLE6cOAEvLy/4+PhID6Op1Wp4eXmhQoUKAID27dtDo9Fg3759Wv3UqlULsbGxOHnyJMaPHw8vLy8MH/5sb9uiZlWfFx4ejho1aqBu3boAgHr16sHJyQmRkZFa7SwtLREbG4uYmBjMnj0bDRo0wPTp03X68/f3l64v//j888912tWuXRu9e/cucNY4ISEBJ06cgJ+fH4BnS0d8fX2LnM2eOHEiNBqNdNy5c6dY94GIiP5dn3/+udbvhkaNGpV1SPSO4Brjt5iFhQWcnZ2lz//73/+gVCrx22+/YerUqVi+fDmSkpJgaPh/X3Nubi7UajXatm0rlRkbG0v9zJw5Ex06dMDUqVPx3XffwcXFBTKZDJcuXSoyHpVKhYsXL2qNl5eXB7Vajb59+0plBgYG0nhubm64du0aBg8ejN9//12rP6VSqXV9hZk6dSpq1qyJjRs36o3r6dOncHBwkMqEEDAxMcHChQuhVCr19mliYgITExOd8h7nZbAylxUrrn+VS1kHQERUNiwtLWFpaVnWYdA7iDPG75D8LdAyMjKwfft2PHr0CGfOnNH6W3V4eDjWr1+P1NTUAvuZPHkyfv75Z9y9exc2Njbw8vLCokWL8PjxY522+f2cP38eMTExiIqK0hovKioK0dHRhSbWEyZMQGRkJE6fPv3S1+7o6Ihhw4bh66+/Rm5urlT+9OlTrFixArNnz9aK6+zZs3BwcEB4ePhLj0lERETvFibGb7GsrCwkJSUhKSkJ8fHxGD58ONLT09GxY0eoVCp06NABdevWRZ06daSjR48esLa21rtWN5+Hhwc++ugj/PDDDwCARYsWITc3F02aNMG6detw5coVxMfHY/78+fDw8ADwbFa2SZMmaNmypdZ4LVu2ROPGjQtdtuDo6IguXbrobLv25MkT6fryj5SUlAL7mThxIu7evYs9e/ZIZVu3bkVKSgr69u2rFVedOnXQtWvXIpdTEBER0fuDSyneYjt27IC9vT2AZ/+s5OrqijVr1sDNzQ3btm3DqlWrdM4xMDBAly5doFKp9O5BnO/LL79EUFAQxo8fj+rVq+P06dOYPn06xowZg8TERNja2qJhw4ZYsmQJsrOz8ccff0gP7L2oa9eumD17tpRoFzSeh4cHTpw4gSZNmgAAfvvtN/z2229a7by8vLBjxw69fdjY2GD8+PFa27CpVCp4enrqXS7RtWtX/PTTTzh37hw++uijAmMjInof8W109D6SiZI8XUX0HktLS4NSqUT0jntQWFgVfcK/rM5/TMs6BKL3RmZmJm7cuIFq1arB1JQ/e0RvmsJ+RvN/f2s0Gq33JejDpRRERERERGBiTEREREQEgIkxEREREREAPnxHVGK1PUxhZcU1hkRERO8azhgTEREREYGJMRERERERACbGREREREQAmBgTEREREQFgYkxEREREBIC7UhCV2MaYf2CuyHqlPviqVSJ606XuWPDaxrL2Hl7icw4ePIhZs2bh1KlTSExMxIYNG9C5c2epXgiBKVOm4LfffkNqaipatGiBJUuWwMXFRWozffp0bNu2DbGxsTA2NkZqamqR4968eRPVqlXTKY+OjkazZs2kz2vWrME333yDmzdvwsXFBT/++CPat29fovjo9eOMMREREb11Hj9+jLp162LRokV663/66SfMnz8fS5cuxfHjx2FhYQEvLy9kZmZKbbKzs9G9e3cMHjy4xOPv2bMHiYmJ0tGwYUOp7ujRo/Dz80Pfvn1x5swZdO7cGZ07d8aFCxdKFB+9fpwxJiIioreOj48PfHx89NYJITB37lxMnjwZnTp1AgCsWLEClSpVwsaNG9GzZ08AwNSpUwEAYWFhJR6/fPnysLOz01s3b948eHt7Y+zYsQCA7777Drt378bChQuxdOnSYsdHrx9njImIiOidcuPGDSQlJcHT01MqUyqVaNq0KaKjo0tljM8//xwVK1bEf/7zH2zevFmrLjo6WmtsAPDy8pLGfh3x0cvhjDFRCXVuVAFWVlZlHQYRERUgKSkJAFCpUiWt8kqVKkl1L0uhUGD27Nlo0aIFDAwMsG7dOnTu3BkbN27E559/Lo1f2Nj/Znz0apgY/8sGDBiAQ4cOQS6Xo0KFCpg9e7bWOiQqXUOHDkVOTg6WLl0KAwP+gwgREb08d3d33Lp1CwDw8ccf488//0SFChUwevRoqU3jxo1x9+5dzJo1S0qM6e3FxPhf9uuvv5Z1CO+NW7duwd3dHYMHD4ZMJivrcIiIqIzkr/29d+8e7O3tpfJ79+6hXr16xe5n+/btyMnJAQCYmZkV2K5p06bYvXu31vj37t3TanPv3j0prtKKj0ofp9ToneHk5IQhQ4YwKSYies9Vq1YNdnZ22Lt3r1SWlpaG48ePw8PDo9j9ODk5wdnZGc7OzqhcuXKB7WJjY7USXA8PD62xAWD37t3S2KUVH5W+tz4xTkpKwvDhw1G9enWYmJjA0dERHTt21PkDCQAzZsyAXC7HrFmzdOrCwsIgk8ng7e2tVZ6amgqZTIaoqCidcwYOHAi5XI41a9YUGmPbtm0hl8tx5syZIq8nKioKMpkMMpkMBgYGUCqVqF+/PsaNG4fExESd9snJyRg1ahScnJxgbGwMBwcHBAcH4/bt21rtHjx4gMGDB6Nq1aowMTGBnZ0dvLy8cOTIkULjSUtLw6RJk+Dq6gpTU1PY2dnB09MT69evhxBCq214eDjkcjmGDh1a6HXJZDLY2tqiffv2OH/+vN5xvby8IJfLcfLkSZ26oKAgrb0q8xX2/ebm5mLmzJlwdXWFmZkZbGxs0LRpU/zvf/8r9Pr1UV9bi2VXIl7pICKiV5Oeno7Y2FjExsYCePZAW2xsLG7fvg2ZTIZRo0bh+++/x+bNm3H+/Hn07t0bDg4OWr8/bt++LZ2Tm5sr9Zeenl7guMuXL0d4eDguXbqES5cu4YcffoBarcbw4f+3F/PIkSOxY8cOzJ49G5cuXUJISAhiYmIwbNgwACh2fPT6vdWJ8c2bN9GwYUPs27cPs2bNwvnz57Fjxw60adNGb3KmVqsxbtw4qNVqvf0ZGhpiz5492L9/f5FjP3nyBBEREYX2Bzz7QT116hQGDRpUaLsXJSQk4O7duzh58iTGjx+PPXv2oE6dOlqJZHJyMpo1a4Y9e/Zg6dKluHr1KiIiInD16lU0btwY169fl9p27doVZ86cwfLly3H58mVs3rwZrVu3xsOHDwuMITU1Fc2bN8eKFSswceJEnD59GgcPHoSvry/GjRsHjUaj1V6lUmHcuHEIDw8vcB/GhIQEJCYmYufOncjKykKHDh2QnZ2t1eb27ds4evQohg0bVqJ7Vtj3O3XqVMyZMwffffcd4uLisH//fgwYMKDQzdyzsrKQlpamdRAR0ZshJiYG9evXR/369QEAo0ePRv369fHtt98CAMaNG4fhw4djwIABaNy4MdLT07Fjxw6YmppKfXz77beoX78+pkyZgvT0dKm/mJiYQsf+7rvv0LBhQzRt2hSbNm1CZGQk+vTpI9U3b94cq1atwq+//oq6deti7dq12LhxI+rUqSO1KU58VAbEW8zHx0dUrlxZpKen69SlpKRofY6KihKVK1cW2dnZwsHBQRw5ckSrPjQ0VCiVStG/f3/RpEkTrX4AiP3792u1DwsLE82aNROpqanC3Nxc3L59W2+M33zzjQgMDBRnzpwRNjY2IjMzs9Br2r9/vwCgE/+TJ09ErVq1RIsWLaSyQYMGCQsLC5GYmKjTtnLlysLb21vrGqKiogod+0WDBw8WFhYW4u+//9ape/TokcjJyZE+X79+XZiZmYnU1FTRtGlTsXLlyiKva/PmzQKAOHv2rFbbkJAQ0bNnTxEfHy+USqV48uSJVn1gYKDo1KmTVllR32/dunVFSEhISS5fTJkyRQDQOeacVomll8Nf6SCit0tGRoaIi4sTGRkZZR0KEelR2M+oRqMRAIRGoymyn7d2xjg5ORk7duzA0KFDYWFhoVNvbW2t9VmlUsHPzw9GRkbw8/ODSqXS229ISAjOnz+PtWvXFjq+SqVCQEAAlEolfHx89G4OnpeXh7CwMPj7+6NevXqwt7fHhg0bin2NzzMzM8OgQYNw5MgR3L9/H3l5eYiIiIC/v7/OBuNmZmYYMmQIdu7cieTkZCgUCigUCmzcuBFZWcV7lfHz/Ts4OOjUKxQKGBr+37OboaGh6NChA5RKJQICAgq8v/k0Gg0iIp4tKTA2NpbKhRAIDQ1FQEAAXF1d4ezsXOR3ART9/drZ2WHfvn148OBBkX3lmzhxIjQajXTcuXOn2OcSERHR2+et3ZXi6tWrEELA1dW1yLZpaWlYu3attGl2QEAAPv74Y8ybNw8KhUKrrYODA0aOHIlJkyYVuM7nypUrOHbsGNavXy/1N3r0aEyePFnrwa/du3fj6dOnaNu2rdROrVa/9Btt8q/15s2bEEIgNTUVbm5uetu6ublBCIGrV6+iSZMmCAsLQ//+/bF06VI0aNAArVq1Qs+ePfHRRx/pPf+ff/5BSkpKse5v/l8AFixYAADo2bMnxowZgxs3bui8T75KlSoAnr3KE3i2QfrzY+zZswdPnjyBl5cXAEhJ9hdffFHg+MX5fn/55Rd069YNdnZ2cHd3R/PmzdGpU6cC35oEACYmJjAxMdEp73FeBivzV3vAL/1s5CudT1RSim6+ZR0CEdEb762dMRYvPPhVmPDwcNSoUQN169YFANSrVw9OTk6IjNSfnIwfPx4PHjwocH2rWq2Gl5cXKlSoAABo3749NBoN9u3bp9OuZ8+e0n66/v7+2Ldvn86DccWVf83PJ9/FvQ9du3bF3bt3sXnzZnh7eyMqKgoNGjQo8DWYJbm/u3fvxuPHj9G+fXsAQIUKFdCuXTu99+/QoUM4deoUwsLCULNmTSxdulSrXq1Ww9fXV5qN9vPzw5EjR3Dt2rUCxy/O91u7dm1cuHABx44dQ3BwMO7fv4+OHTuiX79+xb5OIiIiere9tYmxi4sLZDIZLl26VGRblUqFixcvwtDQUDri4uIKTHytra0xceJETJ06FU+ePNGqy83NxfLly7Ft2zapL3NzcyQnJ2v1l5ycjE2bNmHevHlSu2rVqiE3NxehoaEvdc3x8fEAgA8++AC2trawtraWyvS1lclkcHZ2lspMTU3Rrl07fPPNNzh69CiCgoIwZcoUvefn91/c+5ucnAwzMzPpWrdv347ly5cjLy9Pq221atVQq1YtBAYGol+/fvD1/b9ZrOTkZGzYsAGLFy+W+qlcuTKePn1a6EN4xf1+DQwM0LhxY4waNQrr169HWFgYVCoVbty4UeQ1EhER0bvvrU2MbWxs4OXlhUWLFkn/LP+8/N0Gzp8/j5iYGERFRUnbsMTGxiIqKgrR0dEFJn7Dhw+HgYEB5s2bp1W+fft2PHr0CGfOnNHqLzw8HOvXr5fG/eOPP1ClShWcPXtWq90PP/yAsLCwEs3IAkBGRgZ+/fVXtGzZEra2tjAwMECPHj2watUqnddHZmRkYPHixfDy8oKNjU2BfdauXVvvvQOeJZE9e/bEypUrcffuXZ369PR0PH36FA8fPsSmTZsQERGhdZ1nzpxBSkoKdu3aVeD4Q4cOxYULF6R11ytXrtR7z2bPno2wsDDk5ubq9PGy32/+9QMo8B4QERHRe6YUHwh87a5duybs7OxE7dq1xdq1a8Xly5dFXFycmDdvnnB1dRVCCDFy5EjRtGlTvec3adJEfPXVV0KI/9uV4nkqlUqYmppq7UrRqVMn4evrq9NXbm6usLOzEwsXLhRCPNsFYfz48TrtHjx4IORyudi9e7femPJ3b0hISBCJiYni8uXLIjw8XNSvX1+UL19eXLx4UWr7zz//iBo1aog6deqI7du3i9u3b4sDBw6Ijz/+WFSsWFFcu3ZNatemTRvx+++/i7Nnz4rr16+L1atXi0qVKong4OAC7+/Dhw+Fq6urqFKlili+fLm4ePGiuHz5slCpVMLZ2VmkpKSIOXPmCHt7e5GXl6dzfo8ePUS3bt20ruvF3TbGjRsnPvzwQ5GXl1fgPUtNTRXGxsZi69atQgjtXSmK+/127dpV/PLLL+LYsWPi5s2bYv/+/aJZs2aiZs2aWrtrFKYkT7US0buFu1IQvdlKa1eKtzoxFkKIu3fviqFDhwonJydhbGwsKleuLD7//HOxf/9+kZWVJcqXLy9++uknvef++OOPomLFiiI7O1tvYvz06VNRu3ZtKTFOSkoShoaGYvXq1Xr7Gzx4sKhfv76IiYkRAMSJEyf0tmvTpo3w8/PTW5efQAIQMplMWFpairp164qxY8fqbMsmxLNEe/jw4cLR0VEYGRmJSpUqiaCgIHHr1i2pTWZmppgwYYJo0KCBUCqVwtzcXNSqVUtMnjxZZyu0F6WmpooJEyYIFxcXYWxsLCpVqiQ8PT3Fhg0bRF5envjwww/FkCFD9J4bGRkpjI2NxYMHDwpMjG/fvi0MDQ3FzJkzC71nPj4+okuXLkIIIb744gvRtWvXEn2/v/76q2jTpo2wtbUVxsbGomrVqiIoKEjcvHmz0Ot/HhNjovcXE2OiN1tpJcYyIUr4b/pEZczb2xvOzs5YuHDhax03LS0NSqUSGo0GVlZWr3VsIipbmZmZ0k47fAED0ZunsJ/Rkvz+fmvXGNP7JyUlBVu3bkVUVBQ8PT3LOhwiIiJ6x7y1+xjT+yc4OBgnT57EmDFj0KlTp7IOh4iIiN4xTIzprfGybw0kIqKSW3Yl4rWNNdCl5C++CgkJwdSpU7XKatWqJe1GlJmZiTFjxiAiIgJZWVnw8vLC4sWLUalSJan9iBEjcOTIEVy4cAFubm6IjY0tctzExESMGTMGMTExuHr1KkaMGIG5c+fqtFuzZg2++eYb3Lx5Ey4uLvjxxx+l/f6BZ+8LmDJlCn777TekpqaiRYsWWLJkCVxcXKQ2ycnJGD58OLZs2QIDAwN07dpV78vJqPRwKQURERG9ldzd3ZGYmCgdhw8fluq+/PJLbNmyBWvWrMGBAwdw9+5d/Pe//9XpIzg4WGtP/aJkZWXB1tYWkydPll4s9aKjR4/Cz88Pffv2xZkzZ9C5c2d07twZFy5ckNr89NNPmD9/PpYuXYrjx4/DwsICXl5eyMzMlNr4+/vj4sWL2L17N7Zu3YqDBw9iwIABxY6VSo4zxkRERPRWMjQ0hJ2dnU65RqOBSqXCqlWr8MknnwAAQkND4ebmhmPHjqFZs2YAgPnz5wMAHjx4gHPnzhVrzA8++EB6x0FBL5+aN28evL29MXbsWADAd999h927d2PhwoVYunQphBCYO3cuJk+eLC0NXLFiBSpVqoSNGzeiZ8+eiI+Px44dO3Dy5Ek0atQIALBgwQK0b98eP//8MxwcHIp7m6gEOGNMREREb6UrV67AwcEB1atXh7+/P27fvg0AOHXqFHJycrQe1HZ1dUXVqlURHR39r8cVHR2t85C4l5eXNPaNGzeQlJSk1UapVKJp06ZSm+joaFhbW0tJMQB4enrCwMAAx48f/9ev4X3FxJiIiIjeOk2bNkVYWBh27NiBJUuW4MaNG/j444/x6NEjJCUlwdjYGNbW1lrnVKpUSedtsf+GpKQkrbXML46d/79FtalYsaJWvaGhIWxsbF7LNbyvuJSCqIQ2xvwDc0VWWYfxTurWxLasQyCit4SPj4/0/z/66CM0bdoUTk5OWL16NczMzEpljOcfcgsICMDSpUtLpV96czExJiIioreetbU1atasiatXr6Jdu3bIzs5Gamqq1qzxvXv39K5JLsjzu1SU5MVOdnZ2uHfvnlbZ82Pn/++9e/dgb2+v1aZevXpSm/v372v18fTpUyQnJ5foGqhkuJSCiIiI3nrp6em4du0a7O3t0bBhQxgZGWHv3r1SfUJCAm7fvg0PD49i9+ns7CwdLy5rKIyHh4fW2ACwe/duaexq1arBzs5Oq01aWhqOHz8utfHw8EBqaipOnToltdm3bx/y8vLQtGnTYsdCJcMZYyp1W7ZsAQB07NixjCMhIqJ31VdffYWOHTvCyckJd+/exZQpUyCXy+Hn5welUom+ffti9OjRsLGxgZWVFYYPHw4PDw9pRwoAuHr1KtLT05GUlISMjAxphrh27dowNjYucOz8dunp6Xjw4AFiY2NhbGyM2rVrAwBGjhyJVq1aYfbs2ejQoQMiIiIQExODX3/9FQAgk8kwatQofP/993BxcUG1atXwzTffwMHBAZ07dwYAuLm5wdvbG/3798fSpUuRk5ODYcOGoWfPntyR4t8kiErRtWvXRNWqVcXt27fLOpRSp9FoBACh0WjKOhQies0yMjJEXFycyMjIKOtQ6P/z9fUV9vb2wtjYWFSuXFn4+vqKq1evSvUZGRliyJAholy5csLc3Fx06dJFJCYmavXRqlUrAUDnuHHjRqFj6zvHyclJq83q1atFzZo1hbGxsXB3dxfbtm3Tqs/LyxPffPONqFSpkjAxMRFt27YVCQkJWm0ePnwo/Pz8hEKhEFZWVqJPnz7i0aNHJb9Z74HCfkZL8vtbJoQQZZOS07to27ZtUCqV+M9//lPWoZS6tLQ0KJVKaDSaEq01I6K3X2ZmJm7cuIFq1arB1NS0rMMhohcU9jNakt/fXEpBpapDhw5lHQIRERHRS+HDd69ZUlIShg8fjurVq8PExASOjo7o2LGjtABfJpNh48aNOucFBQVJ644AoHXr1pDJZJDJZDA1NUXNmjUxY8YMPP8PADdv3oRMJtN59/vy5cvRuHFjmJubw9LSEq1atcLWrVu12kRFRUEmk8Hd3R25ubladdbW1ggLC9MqO3r0KNq3b49y5crB1NQUH374IX755Redc/NjlslkUCqVaNGiBfbt26fV5s6dOwgODoaDgwOMjY3h5OSEkSNH4uHDh1rtWrdujVGjRuncq+fHev5eHjhwAJ988glsbGxgbm4OFxcXBAYGIjs7u8A+iIiI6P3BxPg1unnzJho2bIh9+/Zh1qxZOH/+PHbs2IE2bdpg6NChJe6vf//+SExMREJCAiZOnIhvv/22yD0Wv/rqKwwcOBC+vr44d+4cTpw4gf/85z/o1KkTFi5cqNP++vXrWLFiRaF9btiwAa1atUKVKlWwf/9+XLp0CSNHjsT333+Pnj174sXVOqGhoUhMTMSRI0dQoUIFfPbZZ7h+/bo0XqNGjXDlyhWEh4fj6tWrWLp0Kfbu3QsPDw8kJyeX8C49ExcXB29vbzRq1AgHDx7E+fPnsWDBAhgbG+sk70RERPSeKu3Fz1QwHx8fUblyZZGenq5Tl5KSIoR4tqB/w4YNOvWBgYGiU6dO0udWrVqJkSNHarVp0KCB6NKli/T5xo0bAoA4c+aMEEKI6OhoAUDMnz9fp//Ro0cLIyMj6aG5/fv3CwBi7NixwtHRUWRmZkptlUqlCA0NFUIIkZ6eLsqXLy/++9//6vS5efNmAUBERERIZS9e399//y0AiKVLlwohhPD29hZVqlQRT5480eorMTFRmJubi0GDBhV6D573/Fhz5swRH3zwQYFti4MP3xG9v/jwHdGbrbQevuOM8WuSnJyMHTt2YOjQobCwsNCpf/G1lSUhhMChQ4dw6dKlQreXCQ8Ph0KhwMCBA3XqxowZg5ycHKxbt06rfNSoUXj69CkWLFigt89du3bh4cOH+Oqrr3TqOnbsiJo1ayI8PLzAmPLfTpSdnY3k5GTs3LkTQ4YM0XlrkZ2dHfz9/REZGakzA10cdnZ2SExMxMGDB4t9TlZWFtLS0rQOIiIiencxMX5Nrl69CiEEXF1dS63PxYsXQ6FQwMTEBC1btkReXh5GjBhRYPvLly+jRo0aepNnBwcHWFlZ4fLly1rl5ubmmDJlCmbMmAGNRqO3T+DZfov6uLq66vSZ78mTJ5g8eTLkcjlatWqFK1euQAhRYF9ubm5ISUnBgwcPCrzGgnTv3h1+fn5o1aoV7O3t0aVLFyxcuLDQZHfGjBlQKpXS4ejoWOJxiYiI6O3BxPg1eZlZzqL4+/sjNjYWR44cgY+PDyZNmoTmzZuXehx9+/ZF+fLl8eOPP5ZKv35+flAoFLC0tMS6deugUqnw0UcfvVKMRZHL5QgNDcVff/2Fn376CZUrV8YPP/wAd3d3JCYm6j1n4sSJ0Gg00nHnzp1Sj4uIiIjeHEyMXxMXFxfIZDJcunSp0HaWlpZ6Z2ZTU1OhVCq1ypRKJZydndG4cWOsXr0aCxcuxJ49ewrsu2bNmrh+/breXRju3r2LtLQ01KxZU6fO0NAQ06dPx7x583D37l2dPgEgPj5e75jx8fE6fc6ZMwexsbFISkpCUlISAgMDATx79aZMJiu0r3LlysHW1rbAayxK5cqV8cUXX2DhwoW4ePEiMjMzC3xg0cTEBFZWVloHERERvbuYGL8mNjY28PLywqJFi/D48WOd+tTUVABArVq1tN6LDgC5ubk4e/as3qQ1n0KhwMiRI/HVV18VOOPas2dPpKenY9myZTp1P//8M4yMjNC1a1e953bv3h3u7u6YOnWqVvmnn34KGxsbzJ49W+eczZs348qVK/Dz89Mqt7Ozg7Ozs06CW758ebRr1w6LFy9GRkaGVl1SUhJWrlwJX19fyGQyvTGWVLly5WBvb6/3+yAiIqL3DxPj12jRokXIzc1FkyZNsG7dOly5cgXx8fGYP38+PDw8AACjR4/G//73PyxevBhXrlxBbGwsBgwYgJSUFPTr16/Q/gcOHIjLly/rPECXz8PDAyNHjsTYsWMxe/ZsXLt2DZcuXcLkyZMxb948zJ49u9B1tDNnzoRardZKJC0sLLBs2TJs2rQJAwYMwLlz53Dz5k2oVCoEBQWhW7du6NGjR7Hv0cKFC5GVlQUvLy8cPHgQd+7cwY4dO9CuXTtUrlwZ06dP12qf/47654979+7p9Lts2TIMHjwYu3btwrVr13Dx4kWMHz8eFy9eRMeOHYsdHxEREb27+Oa716h69eo4ffo0pk+fjjFjxiAxMRG2trZo2LAhlixZAuDZ+lshBH755RdMmDAB5ubmaNiwIQ4ePIhKlSoV2r+NjQ169+6NkJAQ/Pe//9XbZu7cufjoo4+wePFi6cG3Bg0aYOPGjUUmiJ988gk++eQT7Nq1S6u8W7du2L9/P6ZPn46PP/4YmZmZcHFxwaRJkzBq1KgSzfC6uLggJiYGU6ZMQY8ePZCcnAw7Ozt07twZU6ZMgY2NjVb7VatWYdWqVVpl3333HSZPnqxV1qRJExw+fBiDBg3C3bt3oVAo4O7ujo0bN6JVq1bFjo+I6H2RvjbytY2l6OZb4nMOHjyIWbNm4dSpU0hMTMSGDRu0XoSlz6+//opVq1bh9OnTePToEVJSUnR2hUpOTsbw4cOxZcsWGBgYoGvXrpg3bx4UCoXU5ty5cxg6dChOnjwJW1tbDB8+HOPGjSvxNdCbRyb+jSediN5BJXnXOhG9WzIzM3Hjxg1Uq1YNpqamZR3Oa/GmJ8Z//vknjhw5goYNG+K///1vsRLjuXPnIjMzE8CzB6z1JcY+Pj5ITEzEsmXLkJOTgz59+qBx48bSJEz+8zienp6YOHEizp8/j+DgYMydOxcDBgwo8XVQ6SjsZ7Qkv785Y0xERERvHR8fH/j4+JTonFGjRgEAoqKi9NbHx8djx44dOHnyJBo1agQAWLBgAdq3b4+ff/4ZDg4OWLlyJbKzs6FWq2FsbAx3d3fExsbil19+YWL8DuAaYyIiIiIA0dHRsLa2lpJiAPD09ISBgQGOHz8utWnZsqXWOwG8vLyQkJCAlJSU1x4zlS4mxkRERER4tgNSxYoVtcoMDQ1hY2ODpKQkqc2Lz/zkf85vQ28vJsZERET0Tvnhhx+gUCik4/bt22UdEr0luMaYiIiI3imDBg3S2irUwcGhWOfZ2dnh/v37WmVPnz6VdkjKb/PitqD5n/Pb0NuLM8ZERET0TrGxsYGzs7N0GBoWbx7Qw8MDqampWi/a2rdvH/Ly8tC0aVOpzcGDB5GTkyO12b17N2rVqoVy5cqV7oXQa8fEmIiIiN466enp0oudAODGjRuIjY0tdNlEUlISYmNjcfXqVQDA+fPnERsbi+TkZACAm5sbvL290b9/f5w4cQJHjhzBsGHD0LNnT2nWuVevXjA2Nkbfvn1x8eJFREZGYt68eRg9evS/e8H0WnAfY6Ji4j7GRO+v93Ef4zddVFQU2rRpo1MeGBiIsLAwveeEhIRg6tSpOuWhoaEICgoC8OwFH8OGDdN6wcf8+fMLfMFHhQoVMHz4cIwfP75UroteTmntY8zEmKiYmBgTvb+YGBO92UorMeZSCiIiIiIiMDEmIiIiIgLAxJiIiIiICAATY3oP3bt3D3Xq1MGuXbvKOhQiIiJ6g/AFH/TeOXbsGJYtW4YWLVqUdShERET0BmFiTO+dTp06lXUIRERE9AbiUopiCgoKQufOnbU+y2QyyGQyGBsbw9nZGdOmTcPTp08BPNtfUSaTITU1FQCwZMkSWFtb486dO1r9Dh8+HDVr1sSTJ08AAB988AHmzp2rM35ISAjq1aunM/7MmTO12m3cuBEymUzvNbi6usLExARJSUlFXm9YWJh0fXK5HOXKlUPTpk0xbdo0aDQanfZ37txBcHAwHBwcYGxsDCcnJ4wcORIPHz4s9jgGBgaoUqUK+vTpo/NKzhkzZkAul2PWrFlF9mFvbw9fX98CN3kvyX0gIiKi9wcT41fg7e2NxMREXLlyBWPGjEFISIjexA149t72Jk2aoG/fvlLZ3r17sWTJEoSFhcHc3LzE45uamuLHH39ESkpKkW0PHz6MjIwMdOvWDcuXLy9W/1ZWVkhMTMRff/2Fo0ePYsCAAVixYgXq1auHu3fvSu2uX7+ORo0a4cqVKwgPD8fVq1exdOlS7N27Fx4eHtIbhYozzm+//YY///wTX3zxhVYbtVqNcePGQa1WF9rH33//jXXr1iEhIQHdu3cvlftARERE7wcmxq/AxMQEdnZ2cHJywuDBg+Hp6YnNmzfrbSuTyaBSqXD8+HEsXboUaWlpCA4OxujRo9G8efOXGt/T0xN2dnaYMWNGkW1VKhV69eqFL774osDkUl/MdnZ2sLe3h5ubG/r27YujR48iPT0d48aNk9oNHToUxsbG2LVrF1q1aoWqVavCx8cHe/bswd9//41JkyYVaxwHBwf4+PhgxIgR2LNnDzIyMgAABw4cQEZGBqZNm4a0tDQcPXq00FibN2+Ovn374sSJE0hLS3vl+0BERETvBybGpcjMzAzZ2dkF1js6OmLu3LkYO3YsAgICoFAo8N133730eHK5HD/88AMWLFiAv/76q8B2jx49wpo1axAQEIB27dpBo9Hg0KFDLzVmxYoV4e/vj82bNyM3NxfJycnYuXMnhgwZAjMzM622dnZ28Pf3R2RkJErygkUzMzPk5eVJy1JUKhX8/PxgZGQEPz8/qFSqQs+/f/8+NmzYALlcDrlcLpWX9D5kZWUhLS1N6yAiIqJ3FxPjUiCEwJ49e7Bz50588sknhbbt06cP6tSpgy1btiA0NBQmJiavNHaXLl1Qr149TJkypcA2ERERcHFxgbu7O+RyOXr27FlkclkYV1dXPHr0CA8fPsSVK1cghICbm5vetm5ubkhJScGDBw+K1feVK1ewdOlSNGrUCJaWlkhLS8PatWsREBAAAAgICMDq1auRnp6udZ5Go4FCoYCFhQUqVaqE/fv3Y+jQobCwsJDalPQ+zJgxA0qlUjocHR2LdQ1ERO+CC4czX9vxMg4ePIiOHTvCwcEBMpkMGzdu1KoXQuDbb7+Fvb09zMzM4OnpiStXrmi1SU5Ohr+/P6ysrGBtbY2+fftq/X7JzMxEUFAQPvzwQxgaGmo9a1SY5599yT9efE1xacQHAOfOncPHH38MU1NTODo64qeffipWjKQfE+NXsHXrVigUCpiamsLHxwe+vr4ICQkp9JyzZ8/i9OnTMDc3f+lZ2xf9+OOPWL58OeLj4/XWq9VqKbEEniWXa9aswaNHj15qvPzZ3+cf8ivJjPCL8pNac3Nz1KpVC5UqVcLKlSsBAOHh4ahRowbq1q0LAKhXrx6cnJwQGRmp1YelpSViY2MRExOD2bNno0GDBpg+fbpWm5Leh4kTJ0Kj0UjHiw9OEhFR2Xn8+DHq1q2LRYsW6a3/6aefMH/+fCxduhTHjx+HhYUFvLy8kJn5f4m4v78/Ll68iN27d2Pr1q04ePAgBgwYINXn5ubCzMwMI0aMgKenZ4niy3/2Jf+4detWqceXlpaGTz/9FE5OTjh16hRmzZqFkJAQ/PrrryWKlf4Pt2t7BW3atMGSJUtgbGwMBwcHGBoWfjuzs7PRu3dv+Pv7o1WrVhg0aBA+++wz1KpVS2pjZWWld9eH1NRUKJVKvf22bNkSXl5emDhxIoKCgrTq4uLicOzYMZw4cQLjx4+XynNzcxEREYH+/fuX4IqfiY+Ph5WVFcqXLw8DAwPIZDLEx8ejS5cuetuWK1cOtra2BfZnaWmJ06dPSztKPL8kQ6VS4eLFi1r3Ni8vD2q1WutBRgMDAzg7OwN4Nkt97do1DB48GL///vtL3wcTE5NXntEnIqJ/h4+PD3x8fPTWCSEwd+5cTJ48Wdqic8WKFahUqRI2btyInj17Ij4+Hjt27MDJkyfRqFEjAMCCBQvQvn17/Pzzz3BwcICFhQWWLFkCADhy5Ii001Rx5D/78m/Gt3LlSmRnZ0OtVsPY2Bju7u6IjY3FL7/8opVAU/FxxvgVWFhYwNnZGVWrVi0yKQaAadOmITk5GXPmzEFgYCDatWuHPn36IC8vT2pTq1YtnDp1Sufc06dPo2bNmgX2PXPmTGzZsgXR0dFa5SqVCi1btsTZs2cRGxsrHaNHj36p5RT379/HqlWr0LlzZxgYGKB8+fJo164dFi9eLD0sly8pKQkrV66Er69vgVvIAf+X1FavXl0rKT5//jxiYmIQFRWlFXtUVBSio6Nx6dKlAvucMGECIiMjcfr06X/lPhAR0Zvrxo0bSEpK0prlVSqVaNq0qfR7Mjo6GtbW1lLSCTx7qN3AwADHjx9/5RjS09Ph5OQER0dHdOrUCRcvXiz1+KKjo9GyZUsYGxtLbby8vJCQkFCsHatIFxPj1+TkyZP48ccfoVKppJnfZcuWISEhAXPmzJHaffnll9i2bRumT5+O+Ph4XLhwAZMmTUJ0dDRGjhxZYP8ffvgh/P39MX/+fKksJycHv//+O/z8/FCnTh2to1+/fjh+/LjWD+qLhBBISkpCYmIi4uPjoVar0bx5cyiVSq39kxcuXIisrCx4eXnh4MGDuHPnDnbs2IF27dqhcuXKOksaikulUqFJkyZo2bKlVuwtW7ZE48aNC01oHR0d0aVLF3z77bevfB+IiOjtkr9PfaVKlbTKK1WqJNUlJSWhYsWKWvWGhoawsbF55X3ua9WqBbVajU2bNuGPP/5AXl4emjdvLj0oX1rxJSUl6e3j+TGoZJgYvwZZWVkIDAxEnz598Omnn0rl9vb2WLBgASZPnoyEhAQAQPPmzfHnn3/izz//RIsWLdC6dWscPXoUe/fuRZ06dQodZ9q0aVqzz5s3b8bDhw/1LnFwc3ODm5tbocllWloa7O3tUblyZXh4eGDZsmUIDAzEmTNnYG9vL7VzcXFBTEwMqlevjh49eqBGjRoYMGAA2rRpg+joaNjY2BT7XuXLzs7GH3/8ga5du+qt79q1K1asWIGcnJwC+8j/S8Yvv/zySveBiIhIn9u3b0OhUEjHDz/8AADw8PBA7969Ua9ePbRq1Qrr16+Hra0tli1bVsYRU1G4xriYwsLCCv38otatW2s9kBYXF6e3Xa9evdCrVy+tsk8//VQrgS5OPMCzt+ZlZWVJn7t27Yrc3NwC+ygoJuDZm/VeXK9cGCcnpyLvSUnGMTY2xj///FPgeePGjZP2Ui6oj2bNmknfwfPril9U2H0gIqK3T/7a3nv37mlN5Ny7d096i6ydnZ3OW1afPn2K5OTkAtcGv8jBwQGxsbHS54ImgoyMjFC/fn1cvXq1VOOzs7PDvXv3tNrkfy7uNZA2zhgTERHRO6VatWqws7PD3r17pbK0tDQcP34cHh4eAJ7N6qampmo917Nv3z7k5eWhadOmxRrH0NAQzs7O0lFQYpybm4vz589LSXBpxefh4YGDBw9q/evp7t27UatWLZQrV65Y10DaOGNMREREb5309HRpBhZ49kBbbGwsbGxsULVqVYwaNQrff/89XFxcUK1aNXzzzTdwcHCQ9iJ2c3ODt7c3+vfvj6VLlyInJwfDhg1Dz5494eDgIPUbFxeH7OxsJCcn49GjR9IMcf7Mrj7Tpk1Ds2bN4OzsjNTUVMyaNQu3bt1Cv379ADzbsaI04uvVqxemTp2Kvn37Yvz48bhw4QLmzZun9ewSlZAgomLRaDQCgNBoNGUdChG9ZhkZGSIuLk5kZGSUdSj0/+3fv18A0DkCAwOFEELk5eWJb775RlSqVEmYmJiItm3bioSEBK0+Hj58KPz8/IRCoRBWVlaiT58+4tGjR1ptnJyc9I5TmFGjRomqVasKY2NjUalSJdG+fXtx+vRprTalFd/Zs2fFf/7zH2FiYiIqV64sZs6cWZLb+M4o7Ge0JL+/ZUK8wpsZiN4jaWlpUCqV0Gg0sLKyKutwiOg1yszMxI0bN1CtWjWdN5gRUdkr7Ge0JL+/ucaYiIiIiAhMjImIiIiIADAxJiIiIiICwMSYiIiIiAgAE2MiIqJi4/PqRG+m0vrZ5D7GRCW0MeYfmCuyim5IVEq6NbEt6xDee0ZGRgCAJ0+ewMzMrIyjIaIXPXnyBMD//ay+LCbGRERERZDL5bC2tpZe0Wtubg6ZTFbGURGREAJPnjzB/fv3YW1tDblc/kr9MTEmIiIqBjs7OwCQkmMienNYW1tLP6OvgokxERFRMchkMtjb26NixYrIyckp63CI6P8zMjJ65ZnifEyMiUqoc6MKfPMd0XtMLpeX2i9hInqzcFcKIiIiIiIwMSYiIiIiAsDEmPQICgpC586dIZPJCj1CQkKkc1xdXWFiYoKkpCSd/lq3bo1Ro0bh5s2bRfYZFhaGsLAwWFtb641NJpNh48aNAKDTn7GxMZydnfH999/r3c/wr7/+grGxMerUqVMat4mIiIjeMUyMqUCJiYnSMXfuXFhZWWmVffXVVwCAw4cPIyMjA926dcPy5csL7M/R0VHr/DFjxsDd3V2rzNfXt8Rx7tmzB4mJibhy5QqmTp2K6dOnQ61W67QLCwtDjx49kJaWhuPHj5d4HCIiInq38eE7KtDz254olUrIZDK9W6GoVCr06tULrVq1wsiRIzF+/Hi9/cnlcq3zFQoFDA0NX3l7lfLly0t9ODk5ITQ0FKdPn0bfvn2lNkIIhIaGYvHixahSpQpUKhWaNm1aaL9ZWVnIyvq/F3mkpaW9UpxERET0ZuOMMb2SR48eYc2aNQgICEC7du2g0Whw6NChMosnJiYGp06d0kl69+/fjydPnsDT0xMBAQGIiIjA48ePC+1rxowZUCqV0uHo6Phvhk5ERERljIkxvZKIiAi4uLjA3d0dcrkcPXv2hEqleq0xNG/eHAqFAsbGxmjcuDF69OiB3r17a7VRqVTo2bMn5HI56tSpg+rVq2PNmjWF9jtx4kRoNBrpuHPnzr95GURERFTGmBjTK1Gr1QgICJA+BwQEYM2aNXj06NFriyEyMhKxsbE4e/YsVq9ejU2bNmHChAlSfWpqKtavX68TZ1EJvImJCaysrLQOIiIiendxjTG9tLi4OBw7dgwnTpzQWlecm5uLiIgI9O/f/6X6tbKywuPHj5GXlwcDg//7u1tqaiqAZ+udn+fo6AhnZ2cAgJubG65du4ZvvvkGISEhMDU1xapVq5CZmam1vEIIgby8PFy+fBk1a9Z8qTiJiIjo3cIZY3ppKpUKLVu2xNmzZxEbGysdo0ePfqXlFLVq1cLTp08RGxurVX769GkAKDKRlcvlePr0KbKzs6U4x4wZoxXj2bNn8fHHH+vdvYKIiIjeT5wxppeSk5OD33//HdOmTdPZF7hfv3745ZdfcPHiRbi7u5e4b3d3d3z66acIDg7G7NmzUb16dSQkJGDUqFHw9fVF5cqVtdo/fPgQSUlJePr0Kc6fP4958+ahTZs2sLKyQmxsLE6fPo2VK1fC1dVV6zw/Pz9MmzYN33//PQwN+aNARET0vuOMMb2UzZs34+HDh+jSpYtOnZubG9zc3F5p1jgyMhKtWrXCwIED4e7ujhEjRqBTp0743//+p9PW09MT9vb2+OCDDzBgwAC0b98ekZGRAJ7NFteuXVsnKQaALl264P79+9i+fftLx0lERETvDpnQ94owItKRlpYGpVIJjUbDB/GIiIjeEiX5/c0ZYyIiIiIiMDEmIiIiIgLAxJiIiIiICEAp7Erx4MEDJCQkAHi2zZatre0rB0VERERE9Lq99Izx48ePERwcDAcHB7Rs2RItW7aEg4MD+vbtiydPnpRmjERERERE/7qXToxHjx6NAwcOYPPmzUhNTUVqaio2bdqEAwcOYMyYMaUZIxERERHRv+6lt2urUKEC1q5di9atW2uV79+/Hz169MCDBw9KIz6iNwa3ayMiInr7vJbt2p48eYJKlSrplFesWJFLKYiIiIjorfPSibGHhwemTJmCzMxMqSwjIwNTp06Fh4dHqQRHRERERPS6vPSuFPPmzYOXlxeqVKmCunXrAgDOnj0LU1NT7Ny5s9QCJCIiIiJ6HV7pldBPnjzBypUrcenSJQCAm5sb/P39YWZmVmoBEr0puMaYiIjo7VOS39+vtI+xubk5+vfv/ypdEBERERG9EUqUGG/evBk+Pj4wMjLC5s2bC237+eefv1JgRERERESvU4mWUhgYGCApKQkVK1aEgUHBz+3JZDLk5uaWSoBEbwoupSAiInr7/GtLKfLy8vT+fyIiIiKit91Lb9dGhQsKCkLnzp21ymbMmAG5XI5Zs2bpPScpKQnDhw9H9erVYWJiAkdHR3Ts2BF79+7VaVtYX2FhYZDJZJDJZDAwMIC9vT18fX1x+/ZtrXatW7eW2j1/DBo0SKfPgQMHQi6XY82aNXpjv3r1Kvr06YMqVarAxMQE1apVg5+fH2JiYkrUV0hIiN4YYmNjIZPJcPPmTa3ydevW4ZNPPkG5cuVgZmaGWrVqITg4GGfOnNHpOyMjAzY2NqhQoQKysrL0XgcRERG9v14pMd67dy8+++wz1KhRAzVq1MBnn32GPXv2lFZs7xy1Wo1x48ZBrVbr1N28eRMNGzbEvn37MGvWLJw/fx47duxAmzZtMHTo0BL1BQBWVlZITEzE33//jXXr1iEhIQHdu3fXade/f38kJiZqHT/99JNWmydPniAiIqLA8WJiYtCwYUNcvnwZy5YtQ1xcHDZs2ABXV1ed14MX1RcAmJqaQqVS4cqVK3rr840fPx6+vr6oV68eNm/ejISEBKxatQrVq1fHxIkTddqvW7cO7u7ucHV1xcaNGwvtm4iIiN5D4iUtWrRIGBoaip49e4p58+aJefPmCT8/P2FkZCQWLlz4st2+MwIDA0WnTp2kz1FRUaJy5coiOztbODg4iCNHjmi19/HxEZUrVxbp6ek6faWkpGh9Lqqv0NBQoVQqtcrmz58vAAiNRiOVtWrVSowcObLIawkLCxPNmjUTqampwtzcXNy+fVuqy8vLE+7u7qJhw4YiNze3yNgL60sIIaZMmSLq1q0r2rVrJ7p37y6VnzlzRgAQN27cEEIIER0dLQCIefPm6Y05Ly9Pp6x169Zi6dKlYsmSJaJdu3ZFXveLNBqNzj0kIiKiN1tJfn+/9IzxDz/8gDlz5iA8PBwjRozAiBEjsGrVKsyZMwc//PBDKaXt7w6VSgU/Pz8YGRnBz88PKpVKqktOTsaOHTswdOhQWFhY6JxrbW1d7L70uX//PjZs2AC5XA65XP5SsQcEBECpVMLHxwdhYWFSXWxsLC5evIgxY8bofSBTX+wF9fW8mTNnYt26dXqXYgBAeHg4FAoFhgwZordeJpNpfb527Rqio6PRo0cP9OjRA4cOHcKtW7cKvmgAWVlZSEtL0zqIiIjo3fXSiXFqaiq8vb11yj/99FNoNJpXCupdk5aWhrVr1yIgIAAAEBAQgNWrVyM9PR3As/W5Qgi4urq+cl/5NBoNFAoFLCwsUKlSJezfv19v4r148WIoFAqtY+XKlVL9lStXcOzYMfj6+krjhYaGQvz/zUzylzsUJ/ai+npegwYN0KNHD4wfP15vX5cvX0b16tVhaPh/z4/+8ssvWtfx/J9DtVoNHx8flCtXDjY2NvDy8kJoaGih8c6YMQNKpVI6HB0di7xGIiIienu9dGL8+eefY8OGDTrlmzZtwmefffZKQb1rwsPDUaNGDenV2fXq1YOTkxMiIyMBQG9i+LJ95bO0tERsbCxiYmIwe/ZsNGjQANOnT9fpz9/fH7GxsVrH83tQq9VqeHl5oUKFCgCA9u3bQ6PRYN++fSWOvai+XvT999/j0KFD2LVrV7H6Dw4ORmxsLJYtW4bHjx9LseXm5mL58uXSXyaAZ0l5WFhYoburTJw4ERqNRjru3LlT3EslIiKit9BLv/mudu3amD59OqKiouDh4QEAOHbsGI4cOYIxY8Zg/vz5UtsRI0a8eqRvMZVKhYsXL2rNbubl5UGtVqNv375wcXGBTCaTXq39Kn3lMzAwgLOzM4Bnr+q+du0aBg8ejN9//12rP6VSKbV7UX5CmZSUpDVebm4u1Go12rZti5o1awIALl26hPr16xcYd3H6elGNGjXQv39/TJgwQWe5iIuLCw4fPoycnBwYGRkBeLZsw9raGn/99ZdW2507d+Lvv/+WZqqfH3vv3r1o166d3phNTExgYmJS4DURERHRu+WlE2OVSoVy5cohLi4OcXFxUrm1tbVWEiOTyd7rxPj8+fOIiYlBVFQUbGxspPLk5GS0bt0aly5dgqurK7y8vLBo0SKMGDFCZ7lDamoqrK2ti92XPhMmTECNGjXw5ZdfokGDBsWKffv27Xj06BHOnDmjtTb5woUL6NOnD1JTU1GvXj3Url0bs2fPhq+vr8464/zYi9PXi+uRAeDbb79FjRo1EBERoVXu5+eHBQsWYPHixRg5cmSh16FSqdCzZ09MmjRJq3z69OlQqVQFJsZERET0ninuE33Z2dkv+Szg+yl/V4qRI0eKpk2b6m3TpEkT8dVXXwkhhLh27Zqws7MTtWvXFmvXrhWXL18WcXFxYt68ecLV1VUIIYrdl75dKYQQokePHqJDhw7S51atWon+/fuLxMRErSM5OVkIIUSnTp2Er6+vTj+5ubnCzs5O2n3k+PHjwtLSUjRv3lxs27ZNXLt2TZw9e1Z8//33omXLliXqK39Xiud98803wtTUVGtXCiGEGDNmjJDL5eLLL78Uhw4dEjdv3hTR0dEiICBAyGQyodFoxP3794WRkZH4888/dcbevn27MDExEQ8fPtR7T1/EXSmIiIjePv/KrhSzZ8/G6tWr/7UE/V2Tl5cHAwMD/PHHH+jataveNl27dsWKFSuQk5OD6tWr4/Tp02jTpg3GjBmDOnXqoF27dti7dy+WLFmC7OzsYvdVkC+//BLbtm3DiRMnpLLffvsN9vb2Woefnx/u3buHbdu26R3PwMAAXbp0kf5loEmTJoiJiYGzszP69+8PNzc3fP7557h48SLmzp1bor70+eqrr6BQKHTKf/75Z6xatQpnzpzBZ599BhcXF3Tv3h15eXmIjo6GlZUVVqxYAQsLC71LNdq2bQszMzP88ccfBY5NRERE7w+ZEMV7eury5cvo0qULBgwYgJEjR2L06NGFtv/ll19KJcC3lbe3N5ydnbFw4cKyDoVKSUnetU5ERERvhpL8/i72GuOaNWvi2LFjCAoKwsiRI/W+cjffi3vIvk9SUlJw5MgRREVF6X21MhERERG9mYo9Y0zF06VLF5w8eRKBgYH4/vvv3+u/JLxrOGNMRET09vlXZoxfpNFokJubq7U7AvBshwRDQ8P3NnHQt7czEREREb35XvoFHz179tTZQgsAVq9ejZ49e75SUEREREREr9tLJ8bHjx9HmzZtdMpbt26N48ePv1JQRERERESv20snxllZWXj69KlOeU5ODjIyMl4pKCIiIiKi1+2lE+MmTZrg119/1SlfunQpGjZs+EpBERERERG9bi/98N33338PT09PnD17Vnp5wt69e3Hy5Ens2rWr1AIkIiIiInodXnrGuEWLFoiOjoajoyNWr16NLVu2wNnZGefOncPHH39cmjESEREREf3ruI8xUTHl74O4fO81mCssyzoceo90a2Jb1iEQEb21/rV9jNPS0qQO09LSCm37vu5jTERERERvpxIlxuXKlUNiYiIqVqwIa2trvW91E0JAJpMhNze31IIkIiIiIvq3lSgx3rdvn/Smu/379/8rARERERERlQWuMSYqppKsUSIiIqI3w7+2xvhFqampOHHiBO7fv4+8vDytut69e79K10REREREr9VLJ8ZbtmyBv78/0tPTYWVlpbXeWCaTMTEmIiIiorfKS+9jPGbMGAQHByM9PR2pqalISUmRjuTk5NKMkd4yQUFB6Ny5MwCgdevWGDVqlE6bsLAwWFtbS59DQkIgk8kgk8kgl8vh6OiIAQMG6PxZkslk2LhxY4Fj3rx5U+qnoCMsLAxRUVGQyWRITU0tvQsnIiKit9pLzxj//fffGDFiBMzNzUszHnqPubu7Y8+ePcjNzUV8fDyCg4Oh0WgQGRlZ7D4cHR2RmJgoff7555+xY8cO7NmzRypTKpU4fvx4qcZOREREb7+XToy9vLwQExOD6tWrl2Y89B4zNDSEnZ0dAKBy5cro3r07QkNDS9SHXC6X+gAAhUKh1W9JZGVlISsrS/pc1N7dRERE9HZ76cS4Q4cOGDt2LOLi4vDhhx/CyMhIq/7zzz9/5eDo/XXz5k3s3LkTxsbGZRbDjBkzMHXq1DIbn4iIiF6vl06M+/fvDwCYNm2aTh1f8EEv4/z581AoFMjNzUVmZiYA4JdffimzeCZOnIjRo0dLn9PS0uDo6Fhm8RAREdG/66UT4xe3ZyN6VbVq1cLmzZuRmZmJP/74A7GxsRg+fHiZxWNiYgITE5MyG5+IiIher5felYKoOKysrKDRaHTKU1NToVQqtcqMjY3h7OyMOnXqYObMmZDL5TpLGSwtLYvdHxEREVFJvPSMsb4lFM/79ttvX7ZreofUqlULu3bt0ik/ffo0atasWei5kydPxieffILBgwfDwcFB6u/UqVMIDAyU2uXm5uLs2bPo169f6QZPRERE75WXTow3bNig9TknJwc3btyAoaEhatSowcSYAACDBw/GwoULMWLECPTr1w8mJibYtm0bwsPDsWXLlkLP9fDwwEcffYQffvgBCxcuBACMHj0affv2haurK9q1a4fHjx9jwYIFSElJYWJMREREr+SlE+MzZ87olKWlpSEoKAhdunR5paDo7ZaXlwdDw2d/tKpXr46DBw9i0qRJ8PT0RHZ2NlxdXbFmzRp4e3sX2deXX36JoKAgjB8/Ho6OjvDz84MQAr/88gsmTJgAc3NzNGzYEAcPHkSlSpX+7UsjIiKid5hMCCFKs8Pz58+jY8eOuHnzZml2S28Rb29vODs7S7O874q0tDQolUpoNBpYWVmVdThERERUDCX5/V3qD99pNBq9D0fRuy8lJQVbt25FVFQUPD09yzocIiIiohJ56aUU8+fP1/oshEBiYiJ+//13+Pj4vHJg9PYJDg7GyZMnMWbMGHTq1KmswyEiIiIqkZdeSlGtWjWtzwYGBrC1tcUnn3yCiRMnwtLSslQCJHpTcCkFERHR26ckv79fesb4xo0bL3sqEREREdEbp8SJcXBwcLHaqdXqEgdDRERERFRWSpwYh4WFwcnJCfXr10cpb2hBRERERFRmSpwYDx48GOHh4bhx4wb69OmDgIAA2NjY/BuxERERERG9NiXerm3RokVITEzEuHHjsGXLFjg6OqJHjx7YuXMnZ5CJiIiI6K31yi/4uHXrFsLCwrBixQo8ffoUFy9ehEKhKK34iN4Y+U+1Lt97DeYK7rrypurWxLasQyAiojfIa33Bh4GBAWQyGYQQyM3NfdXuiIiIiIjKxEslxllZWQgPD0e7du1Qs2ZNnD9/HgsXLsTt27c5W0xEREREb6USP3w3ZMgQREREwNHREcHBwQgPD0eFChX+jdiIiIiIiF6bEq8xNjAwQNWqVVG/fn3IZLIC261fv/6VgyP6NwwdOhQ5OTlYunQpDAyK/48mfPMdERHR2+dfffNd7969C02Iid5kt27dgru7OwYPHsw/x0RERKTllXelIHpfcMaYiIjo7fNad6Wgd19QUBBkMhkGDRqkUzd06FDIZDIEBQVplUdHR0Mul6NDhw4659y8eRMymUw6bGxs0KpVKxw6dEjv+AMHDoRcLseaNWt06kJCQrT6UiqV+Pjjj3HgwAG9fc2YMQNyuRyzZs0qxpUTERHR+4QzxlSkoKAg7Nu3D2lpaUhMTISZmRkAIDMzE/b29rCyskKbNm0QFhYmndOvXz8oFAqoVCokJCTAwcFBqrt58yaqVauGPXv2wN3dHf/88w+mT5+O7du34/Lly6hUqZLU9smTJ7C3t8eQIUMQGxuLP//8Uyu2kJAQrF27Fnv27AEAJCcn4+eff8aaNWvw119/QalUarV3cXFBt27dsHHjRsTHx5foPuT/jXPOaRXMFOYlOvdFA116vtL5REREVDycMaZS16BBAzg6Omo9VLl+/XrpQcznpaenIzIyEoMHD0aHDh20EubnlS9fHnZ2dqhTpw6+/vprpKWl4fjx41pt1qxZg9q1a2PChAk4ePAg7ty5o9OPoaEh7OzsYGdnh9q1a2PatGlIT0/H5cuXtdodOHAAGRkZmDZtGtLS0nD06NGXvBtERET0LmJiTMUWHByM0NBQ6bNarUafPn102q1evRqurq6oVasWAgICoFarC31deEZGBlasWAEAMDY21qpTqVQICAiAUqmEj49PgUl2vqysLISGhsLa2hq1atXS6cvPzw9GRkbw8/ODSqUqsq+0tDStg4iIiN5dTIyp2AICAnD48GHcunULt27dwpEjRxAQEKDTLj+ZBQBvb29oNBq9a36bN28OhUIBCwsL/Pzzz2jYsCHatm0r1V+5cgXHjh2Dr6+vNH5oaKhOkn3+/HkoFAooFAqYmZnh559/Rnh4uNY/l6SlpWHt2rVSXAEBAVi9ejXS09MLvN4ZM2ZAqVRKh6OjYwnuFhEREb1tmBhTsdna2kpLI0JDQ9GhQwedl7skJCTgxIkT8PPzA/BsmYOvr6/e2dnIyEicOXMG69atg7OzM8LCwmBkZCTVq9VqeHl5SWO0b98eGo0G+/bt0+qnVq1aiI2NRWxsLE6dOoXBgweje/fuiImJkdqEh4ejRo0aqFu3LgCgXr16cHJyQmRkZIHXO3HiRGg0GunQt4yDiIiI3h0l3seY3m/BwcEYNmwYAGDRokU69SqVCk+fPtV62E4IARMTEyxcuFDrYThHR0e4uLjAxcUFT58+RZcuXXDhwgWYmJggNzcXy5cvR1JSEgwN/++PaW5uLtRqtdbMsrGxMZydnaXP9evXx8aNGzF37lz88ccfUlwXL17U6isvLw9qtRp9+/bVe60mJiYwMTHRKe9xXgYr81fcA9nl1U4nIiKi0sfEmErE29sb2dnZkMlk8PLy0qp7+vQpVqxYgdmzZ+PTTz/VquvcuTPCw8P1bvkGAN26dcO3336LxYsX48svv8T27dvx6NEjnDlzBnK5XGp34cIF9OnTB6mpqbC2ti4wTrlcjoyMDADPllrExMQgKioKNjY2Upvk5GS0bt0aly5dgqura0lvBREREb1jmBhTicjlcmmbs+cTVgDYunUrUlJS0LdvX51t0rp27QqVSlVgYiyTyTBixAiEhIRg4MCBUKlU6NChg7T0IV/t2rXx5ZdfYuXKlRg6dCiAZwl5UlISAODRo0eIjIxEXFwcxo8fD+DZbHGTJk3QsmVLnXEbN24MlUrFfY2JiIiIa4yp5KysrPTuA6hSqeDp6amTFAPPEuOYmBicO3euwH4DAwORk5ODBQsWYNu2bejatatOGwMDA3Tp0kVrzfLFixdhb28Pe3t71KtXD6tXr8aSJUvQu3dvZGdn448//tDbV35cK1asQE5OTnEunYiIiN5hfMEHUTHxldBERERvH77gg4iIiIiohJgYExERERGBiTEREREREQAmxkREREREAJgYExEREREBYGJMRERERASAiTEREREREQAmxkREREREAPhKaKIS2xjzD8wVWWUdBhER0TulWxPbsg6BM8ZERERERAATYyIiIiIiAEyMiYiIiIgAMDGm98y9e/dQp04d7Nq1q6xDISIiojeMTAghyjoIotdl06ZNqFChAlq0aFHic9PS0qBUKqHRaGBlZfUvREdERESlrSS/v7krBb1XOnXqVNYhEBER0RuKSyneI3fu3EFwcDAcHBxgbGwMJycnjBw5Eg8fPpTatG7dGjKZDDKZDKampqhZsyZmzJiB5/9h4ebNm5DJZIiNjQUAbN++HcbGxjh9+rTWeLNnz0aFChWQlJQEAAgKCkLnzp2l+qCgIMhkMgwaNEgn1qFDh0ImkyEoKEirvb7zZ86cqXXuxo0bIZPJ9N4DV1dXmJiYSDERERER5WNi/J64fv06GjVqhCtXriA8PBxXr17F0qVLsXfvXnh4eCA5OVlq279/fyQmJiIhIQETJ07Et99+i6VLlxbYd/v27dG7d2/07t0bWVnP9veNi4vD5MmTsWjRItjZ2RV4rqOjIyIiIpCRkSGVZWZmYtWqVahatWqR12Vqaooff/wRKSkpRbY9fPgwMjIy0K1bNyxfvrzI9kRERPR+YWL8nhg6dCiMjY2xa9cutGrVClWrVoWPjw/27NmDv//+G5MmTZLampubw87ODk5OTujTpw8++ugj7N69u9D+58yZg/T0dEyZMgVPnz5FYGAgOnbsCF9f30LPa9CgARwdHbF+/XqpbP369ahatSrq169f5HV5enrCzs4OM2bMKLKtSqVCr1698MUXX0CtVhfZnoiIiN4vTIzfA8nJydi5cyeGDBkCMzMzrTo7Ozv4+/sjMjISLz6HKYTAoUOHcOnSJRgbGxc6hqWlJdRqNWbPng1/f3/cuXMHS5YsKVZ8wcHBCA0NlT6r1Wr06dOnWOfK5XL88MMPWLBgAf76668C2z169Ahr1qxBQEAA2rVrB41Gg0OHDhXad1ZWFtLS0rQOIiIiencxMX4PXLlyBUIIuLm56a13c3NDSkoKHjx4AABYvHgxFAoFTExM0LJlS+Tl5WHEiBFFjvPJJ5+gW7duWL16NebPn4/y5csXK76AgAAcPnwYt27dwq1bt3DkyBEEBAQU+/q6dOmCevXqYcqUKQW2iYiIgIuLC9zd3SGXy9GzZ0+oVKpC+50xYwaUSqV0ODo6FjsmIiIievswMX6PFHdnPn9/f8TGxuLIkSPw8fHBpEmT0Lx58yLP+/vvv7Fjxw6Ym5sXORv7PFtbW3To0AFhYWEIDQ1Fhw4dUKFChWKfDwA//vgjli9fjvj4eL31arVaK9kOCAjAmjVr8OjRowL7nDhxIjQajXTcuXOnRDERERHR24Xbtb0HnJ2dIZPJEB8fjy5duujUx8fHo1y5crC1tQUAKJVKODs7AwBWr14NZ2dnNGvWDJ6enoWO079/fzRs2BCTJk1Cu3bt0K1bN7Rq1apYMQYHB2PYsGEAgEWLFpXk8gAALVu2hJeXFyZOnKi1kwXw7EHAY8eO4cSJExg/frxUnpubi4iICPTv319vnyYmJjAxMdEpT9+4Dgbm5iWOsbQpuhW+fpuIiIhKhjPG74Hy5cujXbt2WLx4sdbuDwCQlJSElStXwtfXV+8WZwqFAiNHjsRXX31V6Izz//73Pxw+fBgqlQpt2rTB4MGDERwcjMePHxcrRm9vb2RnZyMnJwdeXl4lu8D/b+bMmdiyZQuio6O1ylUqFVq2bImzZ88iNjZWOkaPHl3kcgoiIiJ6fzAxfk8sXLgQWVlZ8PLywsGDB3Hnzh3s2LED7dq1Q+XKlTF9+vQCzx04cCAuX76MdevW6a2/desWRo8ejZ9//hlOTk4Ani1tkMlkmDBhQrHik8vliI+PR1xcHORyeckvEMCHH34If39/zJ8/XyrLycnB77//Dj8/P9SpU0fr6NevH44fP46LFy++1HhERET0bmFi/J5wcXFBTEwMqlevjh49eqBGjRoYMGAA2rRpg+joaNjY2BR4ro2NDXr37o2QkBDk5eVp1Qkh0LdvX3h4eGDAgAFSubm5OcLCwrBkyRIcOHCgWDFaWVm98quWp02bphXj5s2b8fDhQ71LSNzc3ODm5sZZYyIiIgIAyERxn8gies+V5F3rRERE9GYoye9vzhgTEREREYGJMRERERERACbGREREREQAmBgTEREREQFgYkxEREREBICJMRERERERACbGREREREQAmBgTEREREQFgYkxEREREBICJMRERERERACbGREREREQAmBgTEREREQFgYlxi8fHxCAkJQUJCQlmHQkRERESliIlxCWRmZuKLL76AQqHAF198gaysrLIOiYiIiIhKiWFZB/A2uXjxIqZNm4b27dvDzc0NcXFxqF+/flmHRURERESlQCaEEGUdBNHbIC0tDUqlEhqNBlZWVmUdDhERERVDSX5/l/lSijt37iA4OBgODg4wNjaGk5MTRo4ciYcPH2q1++CDDzB37lyd80NCQlCvXj3pc1BQEGQyGWQyGYyMjFCtWjWMGzcOmZmZWufJZDJs3LixwM8FmTFjBuRyOWbNmqVTFxYWBplMBm9vb63y1NRUyGQyREVFaY2Xf1hYWMDFxQVBQUE4deqU1rlRUVGQyWRITU3VGc/V1RUmJiZISkoqMu782GQyGeRyOcqVK4emTZti2rRp0Gg0Ou2L+728yj0AgK1bt6JVq1awtLSEubk5GjdujLCwMK02N2/e1LpfNjY2aNWqFQ4dOgTg2Z+N5+tfPIKCggCgwPqIiIgi7x8RERG9+8o0Mb5+/ToaNWqEK1euIDw8HFevXsXSpUuxd+9eeHh4IDk5+aX69fb2RmJiIq5fv445c+Zg2bJlmDJlSqnErFarMW7cOKjVar31hoaG2LNnD/bv319kX6GhoUhMTMTFixexaNEipKeno2nTplixYkWR5x4+fBgZGRno1q0bli9fXqzYrayskJiYiL/++gtHjx7FgAEDsGLFCtSrVw93796V2r3q91Lce7BgwQJ06tQJLVq0wPHjx3Hu3Dn07NkTgwYNwldffaXTfs+ePUhMTMTBgwfh4OCAzz77DPfu3cPJkyeRmJiIxMRErFu3DgCQkJAglc2bN0/qI/+eP3907ty5WPePiIiI3nGiDHl7e4sqVaqIJ0+eaJUnJiYKc3NzMWjQIKnMyclJzJkzR6ePKVOmiLp160qfAwMDRadOnbTa/Pe//xX169fXKgMgNmzYUOBnfaKiokTlypVFdna2cHBwEEeOHNGqDw0NFUqlUvTv3180adJEKk9JSREAxP79+4scr3fv3sLS0lIkJycLIYTYv3+/ACBSUlK02gUFBYkJEyaIP//8U9SsWbPQuJ+P7UX37t0TFSpUEP7+/lJZSb6XgsYp6h7cvn1bGBkZidGjR+v0MX/+fAFAHDt2TAghxI0bNwQAcebMGanNuXPnBACxadMmrXMLul9CFO87fl5mZqbQaDTScefOHQFAaDSaYvdBREREZUuj0RT793eZzRgnJydj586dGDJkCMzMzLTq7Ozs4O/vj8jISIhXXAJ94cIFHD16FMbGxq/UDwCoVCr4+fnByMgIfn5+UKlUetuFhITg/PnzWLt2bYnH+PLLL/Ho0SPs3r27wDaPHj3CmjVrEBAQgHbt2kGj0UjLCkqqYsWK8Pf3x+bNm5Gbm1tq30tR92Dt2rXIycnROzM8cOBAKBQKhIeH6z03IyNDmlUvje+1IDNmzIBSqZQOR0fHf20sIiIiKntllhhfuXIFQgi4ubnprXdzc0NKSgoePHhQ4r63bt0KhUIBU1NTfPjhh7h//z7Gjh37SvGmpaVh7dq1CAgIAAAEBARg9erVSE9P12nr4OCAkSNHYtKkSXj69GmJxnF1dQXwbF1tQSIiIuDi4gJ3d3fI5XL07NmzwCS9uGM+evQIDx8+LLXvpah7cPnyZSiVStjb2+vUGRsbo3r16rh8+bJWefPmzaFQKGBhYYGff/4ZDRs2RNu2bUtwpYCfnx8UCoXWcfv2bb1tJ06cCI1GIx137twp0VhERET0dinz7dpedUZYnzZt2mDJkiV4/Pgx5syZA0NDQ3Tt2vWV+gwPD0eNGjVQt25dAEC9evXg5OSEyMhI9O3bV6f9+PHjsWzZMqjVavTo0aPY4+TfD5lMVmAbtVotJejAsyS9VatWWLBgASwtLYs9VmFjlsb38rL3oCCRkZFwdXXFhQsXMG7cOISFhcHIyKhEfcyZMweenp5aZQ4ODnrbmpiYwMTERKc8feM6GJibl2jcFym6+b7S+URERFT6ymzG2NnZGTKZDPHx8Xrr4+PjUa5cOdja2gJ49uCYvt0TUlNToVQqtcosLCzg7OyMunXrQq1W4/jx4680owo8W0Zx8eJFGBoaSkdcXFyBD+FZW1tj4sSJmDp1Kp48eVLscfLvR7Vq1fTWx8XF4dixYxg3bpwUR7NmzfDkyZOX3l0hPj4eVlZWKF++fIm/l8IUdg9q1qwJjUaj9dBfvuzsbFy7dg01a9bUKnd0dISLiwu6dOmCH374AV26dCnxS1bs7Ozg7OysdRgalvnfD4mIiOgNUGaJcfny5dGuXTssXrwYGRkZWnVJSUlYuXIlfH19pVnMWrVq6WxlBgCnT5/WSaCeZ2BggK+//hqTJ0/WGae4zp8/j5iYGERFRSE2NlY6oqKiEB0djUuXLuk9b/jw4TAwMNDaFaEoc+fOhZWVlc6sZj6VSoWWLVvi7NmzWrGMHj36pZL/+/fvY9WqVejcuTMMDAxK/L0UpaB70LVrVxgZGWH27Nk65yxduhSPHz+Gn59fgf1269YNhoaGWLx4cbHiICIiIipKmW7XtnDhQmRlZcHLywsHDx7EnTt3sGPHDrRr1w6VK1fG9OnTpbZffvkltm3bhunTpyM+Ph4XLlzApEmTEB0djZEjRxY6Tvfu3SGXy7Fo0aJC2924cUMr2YyNjcXjx4+hUqnQpEkTtGzZEnXq1JGOli1bonHjxgUmpKamppg6dSrmz5+vtz41NRVJSUm4desWdu/ejW7dumHVqlVYsmQJrK2tddrn5OTg999/h5+fn1YcderUQb9+/XD8+HFcvHixwOsTQiApKQmJiYmIj4+HWq1G8+bNoVQqMXPmTKldSb6XohR0D6pWrYqffvoJc+fOxaRJk3Dp0iVcu3YNv/zyC8aNG4cxY8agadOmBfYrk8kwYsQIzJw5s0Qz8vn3/Pnj8ePHxT6fiIiI3l1lmhi7uLggJiYG1atXR48ePVCjRg0MGDAAbdq0QXR0NGxsbKS2zZs3x59//ok///wTLVq0QOvWrXH06FHs3bsXderUKXQcQ0NDDBs2DD/99FOhSdDo0aNRv359rePUqVP4448/Clyj3LVrV6xYsQI5OTl66wMDA1G9enW9dX369IG9vT1cXV0xePBgKBQKnDhxAr169dLbfvPmzXj48CG6dOmiU+fm5gY3N7dCZ43T0tJgb2+PypUrw8PDA8uWLUNgYCDOnDmj9RBcSb6X4ijoHowaNQobNmzAoUOH0KhRI9SpU0f6i8HPP/9crH5zcnKwcOHCYseSf8+fPxYsWFCi6yEiIqJ3E18JTVRMfCU0ERHR2+eteiU0EREREdGbgIkxERERERGYGBMRERERAWBiTEREREQEgIkxEREREREAJsZERERERACYGBMRERERAWBiTEREREQEADAs6wCI3jYbY/6BuSKrrMNAtya2ZR0CERHRO4UzxkREREREYGJMRERERASAiTEREREREQCuMSYqsc6NKsDKyqqswyAiIqJSxhljIiIiIiIwMSYiIiIiAsDEuMwEBQVBJpNBJpPB2NgYzs7OmDZtGp4+fSq18fLyglwux8mTJws938jICNWqVcO4ceOQmZmp0/avv/6CsbEx6tSpozcWIQR+++03eHh4wMrKCgqFAu7u7hg5ciSuXr2q1TY5ORmjRo2Ck5MTjI2N4eDggODgYNy+fVtvfIMGDdIZb+jQoZDJZAgKCtJq37lzZ53zZ86cqXXuxo0bIZPJ9F6Hq6srTExMkJSUpFN348YN9OrVCw4ODjA1NUWVKlXQqVMnXLp0SW9fRERE9P5hYlyGvL29kZiYiCtXrmDMmDEICQnBrFmzAAC3b9/G0aNHMWzYMKjV6kLPv379OubMmYNly5ZhypQpOu3CwsLQo0cPpKWl4fjx41p1Qgj06tULI0aMQPv27bFr1y7ExcVBpVLB1NQU33//vdQ2OTkZzZo1w549e7B06VJcvXoVERERuHr1Kho3bozr169r9e3o6IiIiAhkZGRIZZmZmVi1ahWqVq1a5P0xNTXFjz/+iJSUlCLbHj58GBkZGejWrRuWL1+uVZeTk4N27dpBo9Fg/fr1SEhIQGRkJD788EOkpqYW2TcRERG9H/jwXRkyMTGBnZ0dAGDw4MHYsGEDNm/ejIkTJyI0NBSfffYZBg8ejGbNmuGXX36BmZlZgec7OjrC09MTu3fvxo8//ii1EUIgNDQUixcvRpUqVaBSqdC0aVOpPjIyEhEREdi0aRM+//xzqbxq1apo1qwZhBBS2aRJk3D37l1cvXpVGrdq1arYuXMnXFxcMHToUPz5559S+wYNGuDatWtYv349/P39AQDr169H1apVUa1atSLvj6enJ65evYoZM2bgp59+KrStSqVCr1690KpVK4wcORLjx4+X6i5evIhr165h7969cHJyAgA4OTmhRYsWRcZARERE7w/OGL9BzMzMkJ2dLSWzAQEBcHV1hbOzM9auXVvouRcuXMDRo0dhbGysVb5//348efIEnp6eCAgIQEREBB4/fizVh4eHo1atWlpJ8fPyly3k5eUhIiIC/v7+UlL8fNxDhgzBzp07kZycrFUXHByM0NBQ6bNarUafPn2KvhkA5HI5fvjhByxYsAB//fVXge0ePXqENWvWICAgQJoZPnTokFRva2sLAwMDrF27Frm5ucUaGwCysrKQlpamdRAREdG7i4nxG0AIgT179mDnzp345JNPsGfPHjx58gReXl4AgICAAKhUKp3ztm7dCoVCAVNTU3z44Ye4f/8+xo4dq9VGpVKhZ8+ekMvlqFOnDqpXr441a9ZI9ZcvX0atWrW0zhk1ahQUCgUUCgWqVKkCAHjw4AFSU1Ph5uam9xrc3NwghNBZkxwQEIDDhw/j1q1buHXrFo4cOYKAgIBi35suXbqgXr16epeI5IuIiICLiwvc3d0hl8vRs2dPrftVuXJlzJ8/H99++y3KlSuHTz75BN99953O0o8XzZgxA0qlUjocHR2LHTcRERG9fZgYl6HnE1sfHx/4+voiJCQEarUavr6+MDR8ttLFz88PR44cwbVr17TOb9OmDWJjY3H8+HEEBgaiT58+6Nq1q1SfmpqK9evXayWiBSXZz5s0aRJiY2Px7bffIj09Xavu+aUVxWFra4sOHTogLCwMoaGh6NChAypUqFCiPn788UcsX74c8fHxeuvVarXONa5ZswaPHj2SyoYOHYqkpCSsXLkSHh4eWLNmDdzd3bF79+4Cx504cSI0Go103Llzp0RxExER0duFa4zLUJs2bbBkyRJpdwdDQ0MkJydjw4YNyMnJwZIlS6S2ubm5UKvVmD59ulRmYWEBZ2dnAM+Sw7p160KlUqFv374AgFWrViEzM1NrTbEQAnl5ebh8+TJq1qwJFxcXJCQkaMVla2sLW1tbVKxYUavM2tq6wOQ0Pj4eMplMiud5wcHBGDZsGABg0aJFJb1NaNmyJby8vDBx4kStnSwAIC4uDseOHcOJEye01hXn5uYiIiIC/fv3l8osLS3RsWNHdOzYEd9//z28vLzw/fffo127dnrHNTExgYmJiU55+sZ1MDA3L/F1lDZFN9+yDoGIiOidwhnjMpSf2FatWlWaHV65ciWqVKmCs2fPIjY2Vjpmz56NsLCwAtfIGhgY4Ouvv8bkyZOlXSBUKhXGjBmj1c/Zs2fx8ccfSztd+Pn5ISEhAZs2bSo0VgMDA/To0QOrVq3S2Q4tIyMDixcvhpeXF2xsbHTO9fb2RnZ2NnJycqTlISU1c+ZMbNmyBdHR0VrlKpUKLVu21Llfo0ePLnRmXCaTwdXVVWu9NREREb3fmBi/YVQqFbp164Y6depoHX379sU///yDHTt2FHhu9+7dIZfLsWjRIsTGxuL06dPo16+fTl9+fn5Yvnw5nj59ip49e6Jbt27o2bMnpk2bhuPHj+PmzZs4cOAAIiMjIZfLpf5/+OEH2NnZoV27dvjzzz9x584dHDx4EF5eXsjJySlwNlgulyM+Ph5xcXFa/ZXEhx9+CH9/f8yfP18qy8nJwe+//w4/Pz+da+zXrx+OHz+OixcvIjY2Fp06dcLatWsRFxeHq1evQqVSQa1Wo1OnTi8VDxEREb17mBi/QU6dOoWzZ89qrRPOp1Qq0bZt20JnQQ0NDTFs2DD89NNPWLRoEWrXrg1XV1eddl26dMH9+/exfft2yGQyREZGYu7cudi+fTvatm2LWrVqITg4GI6Ojjh8+LB0Xvny5XHs2DG0adMGAwcORI0aNdCjRw/UqFEDJ0+eRPXq1QuMzcrKClZWViW8I9qmTZuGvLw86fPmzZvx8OFDdOnSRaetm5sb3NzcoFKpUKVKFXzwwQeYOnUqmjZtigYNGmDevHmYOnUqJk2a9EoxERER0btDJkr6NBXReyotLQ1KpRIajeaVk3wiIiJ6PUry+5szxkREREREYGJMRERERASAiTEREREREQAmxkREREREAJgYExEREREBYGJMRERERASAiTEREREREQAmxkREREREAJgYExEREREBAAzLOgCit83GmH9grsgq6zCoAN2a2JZ1CERE9JbijDEREREREZgYExEREREBYGJMRERERASAa4yJSqxzowqwsrIq6zCIiIiolHHGmIiIiIgITIyJiIiIiAAwMS5zQUFBkMlkkMlkMDY2hrOzM6ZNm4anT59Kbby8vCCXy3Hy5MlCzzcyMkK1atUwbtw4ZGZm6rT966+/YGxsjDp16ujU3bx5EzKZDLGxsTp1rVu3xqhRo3TKZ8yYAblcjlmzZunUhYWFSXEZGBigSpUq6NOnD+7fvy+1ya9/8YiIiAAAREVFaZWbmZnB3d0dv/76q957GR0dDblcjg4dOuit37BhA5o1awalUglLS0u4u7vrvS4iIiJ6P3GN8RvA29sboaGhyMrKwvbt2zF06FAYGRlh4sSJuH37No4ePYphw4ZBrVajcePGBZ6fk5ODU6dOITAwEDKZDD/++KNWu7CwMPTo0QMHDx7E8ePH0bRp01eKW61WY9y4cVCr1Rg7dqxOvZWVFRISEpCXl4ezZ8+iT58+uHv3Lnbu3Cm1CQ0Nhbe3t9Z51tbWWp8TEhJgZWWFjIwMbNmyBYMHD0aNGjXQtm1brXYqlQrDhw+HSqXC3bt34eDgINXt3bsXvr6+mD59Oj7//HPIZDLExcVh9+7dJb/ua2thpjAv8XnPG+jS85XOJyIiotLHGeM3gImJCezs7ODk5ITBgwfD09MTmzdvBvAscfzss88wePBghIeHIyMjo8DzHR0d0blzZ3h6euokfEIIhIaG4osvvkCvXr2gUqleKeYDBw4gIyMD06ZNQ1paGo4eParTRiaTwc7ODg4ODvDx8cGIESOwZ88erWuwtraGnZ2d1mFqaqrVT8WKFWFnZ4dq1aphxIgRqFatGk6fPq3VJj09HZGRkRg8eDA6dOiAsLAwrfotW7agRYsWGDt2LGrVqoWaNWuic+fOWLRoUYHXmJWVhbS0NK2DiIiI3l1MjN9AZmZmyM7OlpLZgIAAuLq6wtnZGWvXri303AsXLuDo0aMwNjbWKt+/fz+ePHkCT09PBAQEICIiAo8fP37pGFUqFfz8/GBkZAQ/P79iJdpmZmbIy8vTWiZSEkII7NixA7dv39aZ7V69ejVcXV1Rq1YtBAQEQK1WQwgh1dvZ2eHixYu4cOFCscf7f+3de1zN2f4/8Nfutrvs7BS6UKko15o5LhkGIcLoJHHKDFOEcT1TrkczxDmIznSawoNzzE6aB004LjM5x5goxwwxLoUZQph4KM6JdsqULuv3R1+f32xdlNtu5/V8PD6PR3ut9Vmf92dZD/vdau3PjoqKglKplA57e/vnipuIiIh0AxPjZkQIgbS0NHz77bcYOnQo0tLS8OjRI/j4+AAAJk2aVGcCmpqaCoVCAWNjY/Ts2RP37t2rtbVBpVIhKCgI+vr66NGjB5ydnbFr167nirO4uBi7d+/GpEmTpLh27tyJkpKSes+5evUqNm/ejN69e8Pc3FwqnzhxIhQKhcaRl5encW6HDh2gUChgZGSE9957D5GRkRg0aFCt+3sSz8iRI6FWq3H06FGpft68eejTpw969uyJjh07IigoCAkJCSgvr/+rnZcuXQq1Wi0dt27davwgERERkc7hHuNm4EliW1FRgerqarz//vtYsWIFpk2bhsDAQBgY1PwzTZw4EYsWLUJubi5cXFyk84cMGYJNmzahtLQUsbGxMDAwQEBAgFRfVFSEPXv24Pvvv5fKniTZISEhTY43OTkZLi4u8PDwAAC89dZbcHR0REpKCkJDQ6V2arUaCoUC1dXVKCsrw7vvvosvvvhCo6/Y2Fh4e3trlP12bzAAHDt2DObm5igvL8epU6cwd+5cWFpaYtasWQBq9iCfOnUKe/fuBQAYGBggMDAQKpUKXl5eAAAzMzMcOHAAubm5SE9PR2ZmJhYsWIC4uDicOHECpqa19wzL5XLI5fJa5X+4IEMrU1kTR01TSXbKC53/MinGB2o7BCIiomaBiXEz8CSxNTIygp2dHQwMDHD//n3s3bsXFRUV2LRpk9S2qqoKCQkJWL16tVRmZmaGTp06Aaj5QJyHhwdUKpWUpO7YsQNlZWUa2w+EEKiursaVK1fg6uoqfWGFWq2uFV9RURGUSqX0WqVS4aeffpISdgCorq5GQkKCRmJsbm6Os2fPQk9PD7a2tjAxManVt42NjRR7fZycnKQP5HXv3h0nT57E6tWrpcRYpVKhsrJSI6EWQkAul2PDhg0asbu4uMDFxQXTpk3DJ598AldXV6SkpGDKlCkNxkBEREQtH7dSNANPElsHBwcp2dy+fTs6dOiA7OxsZGVlSUdMTAwSExNRVVVVZ196enqIiIjAp59+Kn3ITaVSYcGCBRr9ZGdnY+DAgUhISAAAWFpaok2bNjhz5oxGf8XFxbh27RpcXV0BABcuXMDp06eRkZGh0V9GRgZOnDiBy5cva8TSqVMnODs715kUPy99fX3p3iorK5GUlISYmJha92dnZ4fk5OR6++nYsSNMTU1faK81ERERtRxcMW6mVCoVxo8fX+uZw/b29li6dCkOHjxY7/N6J0yYgEWLFmHjxo3w9vbG2bNnsX37dnTp0kWj3cSJE/HnP/8Zq1atgoGBAebPn481a9bA2toa/fr1Q2FhIf7yl7+gbdu2GDdunBRX3759a+3xBYA+ffpApVLV+Vzj+hQVFaGgoECjzNzcHGZmZtLre/fuoaysTNpK8eWXX2L8+PEAarahPHjwAKGhoRorwwAQEBAAlUqFmTNnYsWKFXj06BFGjx4NR0dHFBUVIT4+HhUVFRg+fHij4yUiIqIWTJBWBQcHCz8/P42y06dPCwDi1KlTdZ4zatQo4e/vX+/5QggRFRUl2rZtK6ZNmya6detWZz/5+flCT09P7N+/XwghRGVlpYiPjxc9e/YUpqamokOHDiIwMFDcuHFDCCFEeXm5sLKyEtHR0XX2t27dOtGuXTvx+PFjsXXrVqFUKhu8dwB1HlFRUUIIIdLT0zXKDQwMhJOTk1i4cKEoKSkRQggxZswYMXr06Dr7P3nypAAgsrOzxZEjR0RAQICwt7cXRkZGwtraWowcOVIcO3aswRh/S61WCwBCrVY3+hwiIiLSrqa8f8uE+M0zrYioXsXFxVAqlVCr1dKebCIiImremvL+zT3GRERERERgYkxEREREBICJMRERERERACbGREREREQAmBgTEREREQFgYkxEREREBICJMRERERERACbGREREREQA+JXQRE227/T/YKoo13YYzcr4vm21HQIREdEL44oxERERERGYGBMRERERAWBiTEREREQE4A3bY3zs2DEsWrQIarUaJiYm8PLywt/+9rfXHsfVq1fx+9//HsnJyXjrrbde+/XpxYzt3QatWrXSdhhERET0kr1RifHAgQORmZmp7TCQmZmJ3bt3o3v37toOhYiIiIj+zxuVGDcXkydP1nYIRERERPSUFrHH+L///S9mzZoFBwcHyOVy2NjYwMfHBz/88EOttseOHYO+vj78/Pzq7OvXX39FZGQkXF1dIZfL0aZNG0yYMAE//fRTgzHcvHkTMpms1jFp0qQG62UymbSKnZiYCAsLi3qvERISgrFjxwIAqqqq0L9/f4wbN06jjVqthr29PT755JN6+/Hy8pKuLZfL0b59e/j6+mLPnj11tk9NTcXgwYNhbm4OU1NT9OnTB4mJiQ2OR2lpKVxcXDB//vxa49SqVSts2bIFAJCRkQGZTIaioiKN1927d0dVVZXGuRYWFrWue+7cOQQGBsLW1hZyuRyOjo4YM2YMvvnmGwgh6rzGb3Xs2BGff/55g/dCREREb4YWkRgHBATg3Llz2LZtG65cuYKvv/4aXl5eKCwsrNVWpVIhLCwMaWlpuHv3rkZdeXk5vL29kZCQgFWrVuHKlSv417/+hcrKSnh6ejZqG0ZaWhry8/OlY+PGjQ3W5+fno1evXk2+Z319fSQmJuLgwYPYvn27VD5v3jxYWloiMjKywfOnT5+O/Px85Obm4p///Ce6deuGoKAgzJgxQ6Pd+vXr4efnhwEDBuDkyZM4f/48goKCMHPmTCxcuLDe/s3MzLB161asX78ex44dAwAIITBlyhQMGDAA06dPbzC+69evIykpqcE2+/fvR79+/VBSUoJt27bh0qVLOHjwIPz9/fHpp59CrVY3eD4RERGRBqHjHjx4IACIjIyMZ7YtLi4WCoVCXL9+Xfj5+Yno6GiN+rVr1wqZTCaysrI0yquqqkTv3r1Ft27dRHV1dZ1937hxQwAQ586de656IYTYunWrUCqV9dYHBwcLPz8/jbK4uDjRunVrcefOHbFv3z5haGhYK/6nDR48WHz88ce1yhMSEgQA8d133wkhhMjLyxOGhoZi/vz5tdrGx8cLACIzM7PBa4WHhwsXFxdRUlIiYmNjhYWFhbh9+7ZUn56eLgCIBw8eaLxetGiRsLe3F2VlZVJbpVIptm7dKoQQoqSkRFhZWQl/f/96r/3k3+rpa/yWo6OjiI2NbfAenlCr1QKAUKvVjWpPRERE2teU92+dXzFWKBRQKBTYt28fyssb/jayr776Cu7u7nBycsKkSZOQkJCgUb9jxw4MHz4cHh4eGuV6enoIDw/Hzz//jOzs7Jd+Dy9i3rx58PDwwOTJkzFjxgwsX768VvyNFRwcjNatW0tbKnbv3o2Kioo6V4Y/+ugjKBQKJCcnN9jn6tWrYWBggEmTJiEiIgLr169H+/btnxlLWFgYKisrsX79+jrrDx06hMLCQixevLjePmQy2TOv05Dy8nIUFxdrHERERNRy6XxibGBggMTERGzbtg0WFhYYMGAAIiIicP78+VptExISpD2/vr6+yM/Px/Hjx6X6K1euoGvXrnVe50n5lStXGoynf//+UrKuUChw7ty5BusVCkWT7vdpMpkMmzZtwuHDh2FtbY0//elPz92Xnp4eXF1dcfPmTQA196pUKmFra1urrZGREZydnZ85HiYmJoiLi8O+ffvg5eUljf+zmJqaIjIyElFRUXVuiXhyXTc3N6nsxx9/1BjX1NTURl2rPlFRUVAqldJhb2//Qv0RERFR86bziTFQs8f4zp07+PrrrzFy5EhkZGTgd7/7ncYHtS5duoQzZ87gD3/4AwBALpdj/PjxUKlUGn2J//vA1vNKSUlBVlaWdHTr1q3B+qysrBe6HlCT8JuamuLGjRu4ffv2C/UlhHjhldanqVQqmJqa4sKFC03a9xsaGgorKyusW7euUe3d3d2lMS0tLUVlZeXzhgwAWLp0KdRqtXTcunXrhfojIiKi5q3FPK7N2NgYw4cPx/Dhw7Fs2TJMmzYNkZGRCAkJAVCTnFVUVMDa2lo6RwgBU1NTxMfHw8zMDK6urrh06VKd/T8pd3V1bTAOe3t7dOrU6bnrm+r48eOIjY3FoUOHsGrVKoSGhiItLe25ktuqqipcvXoVffr0AVBzr2q1Gnfu3IGdnZ1G28ePHyM3NxdDhgxpsM+UlBSkpqbixIkTmDhxIsLDw2ttYamPgYEBVq9ejZCQEMydO1ejrnPnzgCAnJwc9OvXD0DNLzt1je2TL+NQq9W1nvpRVFQEpVJZ5/Xlcjnkcnmt8pJ9/4SeqWmj7uFNoRgfqO0QiIiIXliLWDGuS7du3VBaWgoAqKiowJdffomYmBiNldrs7GxYWFhg586dAICgoCCkpaXV2kdcXV2N2NhYdOvW7bn3774Kjx49QkhICGbNmoUhQ4ZApVLh1KlT2Lx583P1t23bNjx48AABAQEAalbiDQ0NERMTU6vt5s2bUVpaiokTJ9bb3927dzFnzhysWrUKHh4eSExMRFJSEv797383OqYJEyage/fuWLlypUb5iBEjYGlp2ajV5M6dO0NPTw9nzpzRKL9+/TrUavUzf9khIiKiN4POrxgXFhZiwoQJmDp1Ktzd3WFubo7Tp08jOjpaelZxamoqioqKEBoaWmt1cNy4cVCpVJgyZQrCw8Oxf/9++Pr6IiYmBp6enrh79y7WrFmDS5cuPfdK7NPxFhQUaJRZWFjA2NgYQM2q7dPbK+RyeZ17n5cuXQohBNauXQug5pm8n332GRYuXIhRo0ahY8eO9cbx6NEjFBQUoLKyErdv38bevXsRGxsrJdkA4ODggOjoaCxYsADGxsaYPHkyDA0NsX//fkRERGDBggXw9PSs9xozZsxA165dERYWBgDo27cvFi1ahBkzZuDixYv1rtQ+be3atfDx8dEoUygU+OKLLxAYGIj33nsPf/zjH9G5c2eUlJTg4MGDAGoeaQcA5ubmmDZtGhYsWAADAwP07NkTt27dwpIlS9CvXz/079+/UXEQERFRy6bzibFCoYCnpydiY2ORm5uLiooK2NvbY/r06YiIiABQswfX29u7zkQsICAA8fHxyMnJgZubG44cOYI1a9YgIiICv/zyC8zNzTFkyBBkZmaiR48eLxyvt7d3rbLk5GQEBQUBAEpKSvD2229r1Lu4uODatWsaZUePHsXGjRuRkZEB09/8Wf+jjz7Cnj17nrmlYsuWLdiyZQuMjIxgZWWFXr16ISUlBf7+/hrtwsLC4OzsjM8++wxxcXGoqqpC9+7dsWnTJkyZMqXe+0xKSpJW3/X0/v8fJlauXInU1NQmbakYOnQohg4dikOHDmmU+/v74/jx41i3bh0+/PBD3L9/H0qlEr1798ZXX32FMWPGSG3j4uKwdu1aLFmyBL/88gtsbGwwfPhwrF69+qXvqSYiIiLdJBMv+mkzojdEcXExlEol1Gq1tG+ZiIiImremvH+32D3GRERERERNwcSYiIiIiAhMjImIiIiIADAxJiIiIiICwMSYiIiIiAhAC3hcG9Hr8uQBLsXFxVqOhIiIiBrryft2Yx7ExsSYqJEKCwsB1HytNxEREemWhw8fPvPLxZgYEzWSpaUlACAvL6/R39pHjVdcXAx7e3vcunWLz4l+yTi2rxbH99Xh2L5ab8r4CiHw8OFD2NnZPbMtE2OiRnryDX5KpbJF/weiba1ateL4viIc21eL4/vqcGxfrTdhfBu7oMUP3xERERERgYkxEREREREAJsZEjSaXyxEZGQm5XK7tUFokju+rw7F9tTi+rw7H9tXi+NYmE415dgURERERUQvHFWMiIiIiIjAxJiIiIiICwMSYiIiIiAgAE2MiIiIiIgBMjIkabePGjejYsSOMjY3h6emJU6dOaTsknbdixQrIZDKNo0uXLtoOS2f95z//ga+vL+zs7CCTybBv3z6NeiEEli9fDltbW5iYmMDb2xtXr17VTrA65lljGxISUmsujxw5UjvB6pioqCj06dMH5ubmaNeuHcaOHYucnByNNmVlZZgzZw6srKygUCgQEBCAu3fvaili3dKY8fXy8qo1f2fOnKmliLWLiTFRI6SkpGD+/PmIjIzE2bNn4eHhAR8fH9y7d0/boem87t27Iz8/Xzq+//57bYeks0pLS+Hh4YGNGzfWWR8dHY34+Hhs3rwZJ0+ehJmZGXx8fFBWVvaaI9U9zxpbABg5cqTGXE5OTn6NEequo0ePYs6cOcjMzMR3332HiooKjBgxAqWlpVKb8PBwfPPNN9i1axeOHj2KO3fuYNy4cVqMWnc0ZnwBYPr06RrzNzo6WksRa5kgomfq27evmDNnjvS6qqpK2NnZiaioKC1GpfsiIyOFh4eHtsNokQCIvXv3Sq+rq6uFjY2N+Otf/yqVFRUVCblcLpKTk7UQoe56emyFECI4OFj4+flpJZ6W5t69ewKAOHr0qBCiZp4aGhqKXbt2SW0uXbokAIgTJ05oK0yd9fT4CiHE4MGDxccff6y9oJoRrhgTPcPjx49x5swZeHt7S2V6enrw9vbGiRMntBhZy3D16lXY2dnB2dkZH3zwAfLy8rQdUot048YNFBQUaMxjpVIJT09PzuOXJCMjA+3atYObmxtmzZqFwsJCbYekk9RqNQDA0tISAHDmzBlUVFRozN0uXbrAwcGBc/c5PD2+T2zfvh1t2rRBjx49sHTpUjx69Egb4WmdgbYDIGru/ve//6GqqgrW1tYa5dbW1rh8+bKWomoZPD09kZiYCDc3N+Tn52PlypUYOHAgLl68CHNzc22H16IUFBQAQJ3z+EkdPb+RI0di3LhxcHJyQm5uLiIiIjBq1CicOHEC+vr62g5PZ1RXVyMsLAwDBgxAjx49ANTMXSMjI1hYWGi05dxturrGFwDef/99ODo6ws7ODufPn8eSJUuQk5ODPXv2aDFa7WBiTERaM2rUKOlnd3d3eHp6wtHRETt37kRoaKgWIyNqmqCgIOnnnj17wt3dHS4uLsjIyMCwYcO0GJlumTNnDi5evMjPGrwi9Y3vjBkzpJ979uwJW1tbDBs2DLm5uXBxcXndYWoVt1IQPUObNm2gr69f6xPQd+/ehY2NjZaiapksLCzg6uqKa9euaTuUFufJXOU8fj2cnZ3Rpk0bzuUmmDt3LlJTU5Geno4OHTpI5TY2Nnj8+DGKioo02nPuNk1941sXT09PAHgj5y8TY6JnMDIyQq9evXD48GGprLq6GocPH8Y777yjxchanpKSEuTm5sLW1lbbobQ4Tk5OsLGx0ZjHxcXFOHnyJOfxK3D79m0UFhZyLjeCEAJz587F3r17ceTIETg5OWnU9+rVC4aGhhpzNycnB3l5eZy7jfCs8a1LVlYWALyR85dbKYgaYf78+QgODkbv3r3Rt29ffP755ygtLcWUKVO0HZpOW7hwIXx9feHo6Ig7d+4gMjIS+vr6mDhxorZD00klJSUaKzw3btxAVlYWLC0t4eDggLCwMKxatQqdO3eGk5MTli1bBjs7O4wdO1Z7QeuIhsbW0tISK1euREBAAGxsbJCbm4vFixejU6dO8PHx0WLUumHOnDnYsWMH9u/fD3Nzc2nfsFKphImJCZRKJUJDQzF//nxYWlqiVatWmDdvHt555x3069dPy9E3f88a39zcXOzYsQOjR4+GlZUVzp8/j/DwcAwaNAju7u5ajl4LtP1YDCJdsX79euHg4CCMjIxE3759RWZmprZD0nmBgYHC1tZWGBkZifbt24vAwEBx7do1bYels9LT0wWAWkdwcLAQouaRbcuWLRPW1tZCLpeLYcOGiZycHO0GrSMaGttHjx6JESNGiLZt2wpDQ0Ph6Ogopk+fLgoKCrQdtk6oa1wBiK1bt0ptfv31VzF79mzRunVrYWpqKvz9/UV+fr72gtYhzxrfvLw8MWjQIGFpaSnkcrno1KmTWLRokVCr1doNXEtkQgjxOhNxIiIiIqLmiHuMiYiIiIjAxJiIiIiICAATYyIiIiIiAEyMiYiIiIgAMDEmIiIiIgLAxJiIiIiICAATYyIiIiIiAEyMiYiIiIgAMDEmIiIiIgLAxJiIiOiF3Lx5EzKZDFlZWdoOhYheEBNjIiIiIiIwMSYiIh1XXV2N6OhodOrUCXK5HA4ODli9ejUA4MKFCxg6dChMTExgZWWFGTNmoKSkRDrXy8sLYWFhGv2NHTsWISEh0uuOHTtizZo1mDp1KszNzeHg4IB//OMfUr2TkxMA4O2334ZMJoOXl9cru1cierWYGBMRkU5bunQp1q5di2XLluHnn3/Gjh07YG1tjdLSUvj4+KB169b48ccfsWvXLqSlpWHu3LlNvkZMTAx69+6Nc+fOYfbs2Zg1axZycnIAAKdOnQIApKWlIT8/H3v27Hmp90dEr4+BtgMgIiJ6Xg8fPkRcXBw2bNiA4OBgAICLiwveffddbNmyBWVlZUhKSoKZmRkAYMOGDfD19cW6detgbW3d6OuMHj0as2fPBgAsWbIEsbGxSE9Ph5ubG9q2bQsAsLKygo2NzUu+QyJ6nbhiTEREOuvSpUsoLy/HsGHD6qzz8PCQkmIAGDBgAKqrq6XV3sZyd3eXfpbJZLCxscG9e/eeP3AiapaYGBMRkc4yMTF5ofP19PQghNAoq6ioqNXO0NBQ47VMJkN1dfULXZuImh8mxkREpLM6d+4MExMTHD58uFZd165dkZ2djdLSUqnshx9+gJ6eHtzc3AAAbdu2RX5+vlRfVVWFixcvNikGIyMj6Vwi0m1MjImISGcZGxtjyZIlWLx4MZKSkpCbm4vMzEyoVCp88MEHMDY2RnBwMC5evIj09HTMmzcPkydPlvYXDx06FAcOHMCBAwdw+fJlzJo1C0VFRU2KoV27djAxMcHBgwdx9+5dqNXqV3CnRPQ6MDEmIiKdtmzZMixYsADLly9H165dERgYiHv37sHU1BTffvst7t+/jz59+mD8+PEYNmwYNmzYIJ07depUBAcH48MPP8TgwYPh7OyMIUOGNOn6BgYGiI+Px9///nfY2dnBz8/vZd8iEb0mMvH05ioiIiIiojcQV4yJiIiIiMDEmIiIiIgIABNjIiIiIiIATIyJiIiIiAAwMSYiIiIiAsDEmIiIiIgIABNjIiIiIiIATIyJiIiIiAAwMSYiIiIiAsDEmIiIiIgIABNjIiIiIiIAwP8D2IdUHio5wRMAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}