Data_Exploration.ipynb

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      "cell_type": "markdown",
      "source": [
        "# Data Exploration"
      ],
      "metadata": {
        "id": "DY8Ke92QGLhR"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "sdWseSc4_Tso",
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          "base_uri": "https://localhost:8080/"
        },
        "outputId": "83c5fad9-43e7-4faa-da91-bb6a58d48188"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  task2_data.zip\n",
            "   creating: task2_data/\n",
            "  inflating: task2_data/dev.csv      \n",
            "  inflating: __MACOSX/task2_data/._dev.csv  \n",
            "  inflating: task2_data/train.csv    \n",
            "  inflating: __MACOSX/task2_data/._train.csv  \n"
          ]
        }
      ],
      "source": [
        "#!mkdir task2_data\n",
        "!unzip task2_data.zip"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt \n",
        "import missingno\n",
        "\n",
        "%matplotlib inline\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ],
      "metadata": {
        "id": "l6KgORMQInTw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = pd.read_csv(\"task2_data/train.csv\")"
      ],
      "metadata": {
        "id": "aFbD80JsO4-A"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data.head()"
      ],
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          "height": 583
        },
        "id": "WG8O84G5O-e4",
        "outputId": "35ceeec9-79f8-4e23-f962-c8dd052a729f"
      },
      "execution_count": null,
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        "id": "hYL6yeJZPFBh",
        "outputId": "3a00c75d-21ce-4d5c-fe3d-b0f9749f47ce"
      },
      "execution_count": null,
      "outputs": [
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          "name": "stdout",
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            "RangeIndex: 14304 entries, 0 to 14303\n",
            "Data columns (total 19 columns):\n",
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            " 17  function             9125 non-null   object\n",
            " 18  fraudulent           14304 non-null  int64 \n",
            "dtypes: int64(6), object(13)\n",
            "memory usage: 2.1+ MB\n"
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              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>has_company_logo</th>\n",
              "      <td>14304.0</td>\n",
              "      <td>0.793974</td>\n",
              "      <td>0.404464</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>has_questions</th>\n",
              "      <td>14304.0</td>\n",
              "      <td>0.493079</td>\n",
              "      <td>0.499970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.00</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fraudulent</th>\n",
              "      <td>14304.0</td>\n",
              "      <td>0.050825</td>\n",
              "      <td>0.219648</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d97831a8-d9f8-4d7f-9e70-d999d7a37fff')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-d97831a8-d9f8-4d7f-9e70-d999d7a37fff 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-d97831a8-d9f8-4d7f-9e70-d999d7a37fff');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# checking duplicates\n",
        "\n",
        "data.duplicated().sum()"
      ],
      "metadata": {
        "id": "2AZr-qRzPJva",
        "outputId": "e5049071-b478-4d18-f9e9-7aa624d593a8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QpmIGExZnv2G",
        "outputId": "f2911909-c8a8-4c76-8026-6b7551f3987f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Unnamed: 0                 0\n",
              "job_id                     0\n",
              "title                      0\n",
              "location                 275\n",
              "department              9209\n",
              "salary_range           11993\n",
              "company_profile         2678\n",
              "description                1\n",
              "requirements            2177\n",
              "benefits                5746\n",
              "telecommuting              0\n",
              "has_company_logo           0\n",
              "has_questions              0\n",
              "employment_type         2808\n",
              "required_experience     5691\n",
              "required_education      6515\n",
              "industry                3950\n",
              "function                5179\n",
              "fraudulent                 0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Total missing values: \", data.isnull().values.sum())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hj9HsXcxoKj8",
        "outputId": "dab6b214-fcf2-4496-dc91-81f6e7651597"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Total missing values:  56222\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(ncols=2, figsize=(17, 5), dpi=100)\n",
        "plt.tight_layout()\n",
        "\n",
        "data[\"fraudulent\"].value_counts().plot(kind='pie', ax=axes[0], labels=['Real Post', 'Fraudulent Post'])\n",
        "temp = data[\"fraudulent\"].value_counts()\n",
        "sns.barplot(temp.index, temp, ax=axes[1])\n",
        "\n",
        "axes[0].set_ylabel(' ')\n",
        "axes[1].set_ylabel(' ')\n",
        "axes[1].set_xticklabels([\"Real Post\", \"Fraudulent Post\"])\n",
        "\n",
        "axes[0].set_title('Target Distribution in Dataset', fontsize=15)\n",
        "axes[1].set_title('Target Count in Dataset', fontsize=15)\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 525
        },
        "id": "vXi-6Gm1qSH3",
        "outputId": "c99d99b5-e795-44a1-f136-672f38293f62"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1700x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "frad_telecom = data.groupby('telecommuting').mean()['fraudulent']\n",
        "\n",
        "plt.title(\"Telecommunicating\")\n",
        "plt.xlabel('index')\n",
        "plt.ylabel('percentage of fraudulent')\n",
        "plt.bar(np.array(frad_telecom.index, dtype='str'), frad_telecom)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "ZH1pmQ1QRD4_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "outputId": "c8538e5a-7d84-4f90-a60c-f2138ab8f41b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fraud_logo = data.groupby('has_company_logo').mean()['fraudulent']\n",
        "\n",
        "plt.title(\"Company Logo\")\n",
        "plt.xlabel('index')\n",
        "plt.ylabel('percentage of fraudulent')\n",
        "plt.bar(np.array(fraud_logo.index, dtype='str'), fraud_logo)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "rK71AJUXkvvP",
        "outputId": "c837c7f6-9bca-4ec5-e563-cbdc79381479"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fraud_question = data.groupby('has_questions').mean()['fraudulent']\n",
        "\n",
        "plt.title(\"Has Question\")\n",
        "plt.xlabel('index')\n",
        "plt.ylabel('percentage of fraudulent')\n",
        "plt.bar(np.array(fraud_question.index, dtype='str'), fraud_question)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "edKa6r_tlOw6",
        "outputId": "00effdae-25d9-4aff-83e9-6a335c3211e0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fraud_type = data.groupby('employment_type').mean()['fraudulent']\n",
        "\n",
        "\n",
        "plt.title(\"Employment type\")\n",
        "plt.xlabel('index')\n",
        "plt.ylabel('percentage of fraudulent')\n",
        "plt.bar(np.array(fraud_type.index, dtype='str'), fraud_type)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "jxZbUO-mlav7",
        "outputId": "decf515a-b96c-4166-a050-ddc7a22b851e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "missingno.matrix(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 738
        },
        "id": "TLU7D5E1pCqW",
        "outputId": "076de561-7292-4f18-fab0-57844a5436f9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcfd6fa9410>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x720 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "missingno.bar(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 780
        },
        "id": "bFqSsyqdloEy",
        "outputId": "23b457e1-fccf-427f-cc3e-c3291b9e58cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcfd6e45150>"
            ]
          },
          "metadata": {},
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x720 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "missingno.heatmap(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 839
        },
        "id": "aE3IUeAGoWss",
        "outputId": "5587dc59-6d5a-4185-bcde-2133b705dd98"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcfd6ef0c50>"
            ]
          },
          "metadata": {},
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x864 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "missingno.dendrogram(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 735
        },
        "id": "ReSlq3zyo3oy",
        "outputId": "02042559-42d7-45d2-f02c-cce65fb123f3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcfd54e6110>"
            ]
          },
          "metadata": {},
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x720 with 1 Axes>"
            ],
            "image/png": 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L2X5SUg+ipspmwFV1IbyZZGR4kiRJ8l08TBSX2UsStqud4PeAZ4AdJR0K/JSICK8GvVWBaYEPmtHoJEmSJBkRklYGLiMiBA+1/Ur56FNi7PpliTgcJKm77UG275D0NLBEdQygnHMt8JrtB8v3t7zvbJIkSTPoKOOmsm2QdA0R8bxdOe+w0kd3I6JVnwHWsv1lpze8ubxEbACsQmwYYPvoUjSzN7C6pJuBiYFfAkfZ/kezGpt0LWqWQ59K6gXsQsyFBto+y/Z9ks4nMus+AWaQNBdRyHZf4LC6NVGzAwUyMjxJkiTpkFoExW3ABkS64b61CPHXgcuJyuwLATvYfkLSFMD6ROr4hSWSLkmSJEm6FLZvBI4jNm8PKKm9ECn09xKRTZtUorekcSRNSnhj/qsSwmvf93VNCFerCOFFKEmSJOkSNNha/UzSEiXLp1vZhHyBEOqeAraVtK+iyOaawB3AcpUQXi8I2coUIfMt4GxgPUlzVJ/ZPoIoJDo14RF+H7Ch7T+Xa1M3TLA9GEDS2oRVys7AzcDhkrYv5xwJHEkEFNwJXEJYF+1ZnrMukzGnLtCGJEmSpIsh6VSimMpmRPahJS1FVBT/kIgUuLycewywPTHhfIoYHBcCTrLdu5zT9N3fJEmSJKmoIpzKz0cDWwLXAL1LzYupCUGgB3Cy7WMkTQcsA5wObGP7L01qfqcjaXxgTuCJVhH5kyQZ+2gQwjckIk4nJewb/wPsD9xn+8si+B5H2Fq9BswIHGv74CY0vdNoXHc13LOVgL8BG9i+op7BJGk3oubFkcAptt9sQvOTLkwJirsU2N32iZIWAQ4EFgUOsn1qOW9iYDbgY+DL6lnqShlzKYYnSZIk30DSvISY/bLtOxsEg7ogfrTty8rxPwC/IAbC24EHbV9VPusyg16SJEmSVIxAED+yFGObDrgWmBsYSNiDTU6IKb2b1OxOo+H+nElkgv0WuDfH9SRJmomk3wPnEXUaLiSsGK4AniAE8duLID4LsC4wM3B/zaah5dcnRfh+G3jV9ke149cBMwC/sf1xwzX7Eff0FOBE2y93YpOTLkzJGj8LeJ2YBw0oxxcmfPgXBQ60fVrDdarqsnSl4LgUw5MkSZKhSDoPGATsbfsDSWsCmwDr19IJOxTEy2dD/VPL7y0/0UySJEnGXkZCEJ8c+D9CaHkDeMb2zeX8lh3jatYw4wMbEsXUtiEywHYC7u5Ki9okSdoHSXMD/YArbB9Zfr+PKIo5P2Fl9Sfgto58wVu87+5me4ik2YGLgQUJa5jLgCvL+m5joA/wO9t31cfB8h37EB7im9i+qAl/RtLFKNYomxMZGMfbvrYh46CKEF8IOLRREO+KpPdPkiRJAgyd+KwJXFomSuMQ6YSrA31LoQxs300I5JMDe1Ye4oVvTCxbdaKZJEmStAa2B1ee2Lb3BPoCawB7S/qp7Q9tX257d9sntIkQXhUNnRB4lKgD8jXh/Tk1IUIt1S5eu0mSdDlEiN9/kTQrIfb+FdgU2JZYv+wNLC9p3MaLW63vljR/8U3vXoTwdYHfAcsTlpfvAycDN0s6irhfA4n1HHUhvPx+BLB6CuEJDI0Inw5YCvgVMD6Ej2o1D7D9EHAI8CRwsqSfd/U5QkaGJ0mSJEjqAVwPDLC9jqQtiQ3Ty4DfAycQ/nKbN0SInwt8CRxu+5KmND5JkiRJfiDDiRC/kogQf6mpjWsCpWDa+cC8RPTgy+X4EoSoMhkhPN3bKKQkSZKMLhqiT6uo54mBqW2/IOlsQqjb0vZbkiYA7gd+ThTxW8h2/6b9AWOYspl7PBG8tC0wE3AG8Afb55VzxgXmArYjihlOSBSK7g6sWITM4X1/y278JiOm4d2bgthgOQJ4HFjb9icdnLc48CPb1zap2SNNRoYnSZIkEOPBO8Aikk4k/MDGL4PcJcDuxCTrvIYI8S0Jz7ncWU2SJGkC9cibYumRjAIdRIifCWwAHC5poqY2rgkU8WNW4CXgldpH9wE7E6nSJwOLd37rkiRpBxpEthWA3pKmsj3A9gvltHmIYJ63yu+TAP2JdcsOrSyEw9Co7qqGRT+iwPOuts8rm5oAg2w/SVhczQ4cBfyTKDy65Hd8fwrhbUR9Tll792T7A+Bq4ABgCeDsYqPWGCF+XyWE156/LkmXblySJEnSOdj+iphIGdgBOM92n/LZAOAivimI9yyf3QXMbfvSpjQ8SZKkjWkQCtYA+klap8nN6lJUC7SRSddtEMT3IbKfbrf96ZhtZddCUrcSSTgeME5Z6HYrEYK2fQ9wFyFCnVVsCkbqHidJkowstfFtM6JI5ryEJzEKJgYGANNLmq/8vhwwG/C87cvLuS2re5WspneB04ApgY+AD8r8YEhDZPcg21/ZPpqwTzkV+KOkGZrS+KRL0bj5JOkoSRcDR5RNqPeJ93B3YFXg/Log3vh9XX0jpWU7hSRJkuR7My2RWvcWsHhdUGkQxFcBLq4ixMv5LT3RTJIk6Yo0CAX9gJeBr5rZpq5GbYE2UlHzDYL4TrbPhNYWehvHb9tDbH8NnAesJmndDha1lQftQODscl1miSVJMlqRtBJwEnA0sLHtGyH6m7I+OYkocHwdcCch8J5v+7nqO7q6KPdDqNlUvUt4Nn9KWFn8vgjlQ2pRu/VI38+Ah4lI+kk7v+VJV6NhTnk1UYx2LqJuyOOSVi/PTaUJrABcVKyJxjpSuEiSJGlzagv8F4ld3m0IMeWQUoAF+IYgvh/hGfbrctzl35adaCZJknRVilBwPHAgcFAtPbVHUxvWhSj36BZJ047M+TXv8CqqvFurCr21gms9JM0oaebax38Hbiaiv9ct540jaXZgPsI39BLg55LmaELzkyRpUWrrk3UJe6bzbH9YfVZt4tm+HliN6K8eA7a1fVTDd7Q8ts+3fQgROT+Q2DxYrz5+SZpd0uS18exNohjplE1pdNLlkLQosZmyP7C+7QUIn/lpgU0lTVQ0gb+Uc9YgimqOdWQBzSRJkjakngY1nM9XAo4EegAHV2mG5bNJgRltPzXmW5okSZKMCEnHAXMTxYw+K8f2A+YE/gecYvtfTWxi05G0KyEMzGf7PyNTEKwhXbiH7YGd0dbORMOK0U1EFAudm7BLu9n2luWcZYA/EYvhm4AhwE+B/9meX9IOxCb5L22/1oy/I0mS1kRSd+Ap4H7bW3S0fpE0vu0vGvv1kennW42yuTlI0pTAg8Q6bg/gRuD/iLXd5rbvVdQYuR94xvYaTWt00qWQtA2wK7B6lV0h6UbCa35d24+VjIPB5RmafmzVBDIyPEmSpM1oWOD/n6SjJf1N0v6SFgSwfROwDxFZcLCktavrbX9cDXqtbo1SpcrXI1CSJEm6CqVfmoPwdu4laWVJDxELmekoBSCb2MSuwsnA88Ch8N2ZTA3j5HbAma0WaV/zk+1JRH/3BE4hRJMNJd0iaULbtxMFM3cEpgImBu4AFi7P36rAs4Rvb5IkySjRGMVd+qhBwDvE5m5VqK977ZwFgRMlTdLYr7ebEA5QhPDutt8jrGO+JGysbgEuAC63fW8590Ngp0oIz3VOUpifqBVSF8J/DqxVhPBlgdNKkMCHY7MmMNY1OEmSJPlhdOAHtgwwMxHZdVmJ8qJ48u1FRBYeKWmjDr6rZSeaZTI5uPig7QesXUSDJEmSTqejdO/SB58ELEpYXZ0KfALMa3tZYlNzMUnTd2Zbm0VH96hsahq4AVhA31HssUEI35m4p3e1SmS4ohCmiqg0DhEN/iGwo+0jCOF7GyLV/poiiL9k+zRgCdtL296OqDFyHrA4sLPtT5rzFyVJ0grU+t1fSZqr1kf9A5irZDxRBPLKCmwBYCngJ01qdpejJoi/D/ySsLJ6huin94dhNmq2bym/t10UfRJ0MBe6B5i2BMxdTRTKXt32k5ImBJYApiY2x4cyNj4/3b/7lCRJmsmI7Cy+y+oiSYaHpMWBE4DeQF/gAyK68ApgL0kf277Y9s1ljDyD8JRrC0r616CSOn4X8DURWTHWDfRJkoz9NAi00xKR4K84uKX06QsDL9cWtz2AGYAngM+a1PROpXaP5gT+a/uLmv/36cAfgd8DvTuaPzXc550IL/atbffrrL9hTCFpStvvVQtWSeMSKfJfAAOq6C7bX0q6ghjvTgKukrROEbure7k0sBURebiU7ac7/y9KkqTVUNQe+CvwnKStbT8rqS+wHLCdpKmBg4BZgcUI248DbD/etEZ3At9XrC5rmHFsfyhpW6BbbROhW+Pm7tgoZCajzndoSM8CrxKawJfAorZfLXOGtYBtgX1sv9EpjR2DpGd4knRhGhZlCxFROJMD/7Z9fzmeO7nJd1KPAivRzrsCOwDL2u6vYb6hMxAec88DK9n+slw/k+3/NvFP6HQkjQc8QKRn7g48a/vrhnPy/UuSpNOQtCFwCBGV8xphgXJjSXeunzcFYV/Rh1i0nNHZbW0Wkn5BFFF7CLiTKAQ1yPbnks4FFgR+Z/ulhusahfA+wDa2+3Zm+8cEkuYHLgQ2s/1IOTYJsSG+HfAcsKrtl2vXjA+sSWycvwb8yvbn5bNJic2XZ2y/3pl/S5IkrU2JAN8MeBnYzfa/y/rkJGBZYHwia/VjoibG0eW6lgsSkzQX8GaVeSNpHeA5t3kdkGTUaZjrrEQUwOwF/Bc41vYnktYFTicKrB5JBM0tQVjw9S5ZZGP9O5c2KUnShal1VJsTFbKPBc4CrpB0STknhbhkhDQMVFW18B8BkxGe4BQhvEdZ1O5KVIVeqPY1r1Xf1Tmt7hJsQETD7wA8bftrSYtJ2knSIZKmKfctx9IkScYI9T63+DSeBVxHCOJvl9+3VBQxqs5bCTiRWMAcUwnhbdR/vwYsTwgpGxNC78lFJP87YQtWWaUM7b9rc64/EhHhLSGEFyYGLrD9SLEdoIgrhxKC+JzAZiUbivL5F4SV2n7Au4T4VH32se1bUwhvX9qoP0nGEI3PkIoVoe3eRDbmHMDxkuYufc0WRIT4bkTfvnZNCO82NotyHVHG9V2Aa8rvmwKXAfN9z+9pvM+5bmljanOdTYC/ER7hCxPP2sOSVrJ9OZH91R84DbiIsCPavSaEj/XvXEaGJ0kXpyxqLwMOJhbAbxKTgEOA423v3rzWJWMTJU3uSOBnhFBwLrCR7b80nLc2Megt1upph3XKZsDA2u97EhXYZwEmICYF+xICVBWVuZjtj5rQ3CRJ2ghJMwIrAT8lIr2rdOcrgdWAA4CzSkr0VkQff63tC8t5LZnF0hDh9I2/sXhbjgvsSUQ0LUYs/NYk7K9WKYJv/fs2JCKot7F9duf8FZ2HpF6Ef+xNts8qx6Yg6oP8iZhrnmh7QO2anra/Kj+35HOUjJiSHj8jMClhP/ReOT5WRwUmzaPel0iav1pvNPQ3ewA7Mczv+rnhfFdLPodlc2BNQox8i9i03AHoW80BRuI76mPkfLafHFPtTcYeFPWw7gYuB84krPQWJAIBZiHmR4+VLLAJymX/q7IQW2UukLtCSdL1WQm4D7jY9gslRXUpYmJwaVNblnRpGiIKZyciKvoAn9k+n6gsfpykJVUKqZSJ10yE0Pu/b31piyFpCknLlcn3QEmTSjqnRMc9RQjfTxHRcbsShcUWJ3xnpwfmalbbkyRpD8qm+K2EKPBG8QKtil+tBVwL/Bn4g6SJioi7TasL4fCNCKcVgSMkna4ovjap7c9sf2h7b8IyZn2gB+GFuSgRddgYJTcRsE4rCeFFyKyYnYgC21mlKLbtD4iN8uMJMXznhgjxr2o/t+RzlAyf8izcDtwEPAzcVd6zsT4qMOl8JC0iafyaEL4gcJ+kMyH6m1qE+DHABUQ0+PHFMuRbtOpzaPsr25cSguVcwEvANaMohO8MXC9p7jHW4GSsQNJ6DIv6vs72R7YH2n6AqKnyAVE4vMoCe8PhD/5RuV6tMhdIMTzpVKrFWzJylAXMEsAntt8px24kBsT1S7rr0pI2a2Izky5KbQK0OLGB8jkRDV4VUjuIEAWuA44sqeEHESnTZ9p+trPb3ARmJ3bEj5Y0GeEzOz9ROOw24CjgRuB6YBnbfW2/TfiIvwkM6PBbkyRJRh/vEZE5cxMWH5TNu0owWAu4iuivdi+be1X0TtS+SXcAACAASURBVMssWoZHSR2/GlgZ2JAY0/aSNGXttAG2/0qk1i9LLPa2g28KvLbPsH1lZ7V9TFE2dn8iabxi8TWxpPWLz+wmRNHM/WqC+IeEt/pxwIHAAQrP8KSNKX3MHURwxO7Eu3M38Z7dncJa8n2QtCNRi2djRV0egPeJ4K41JJ0MQwXxXuXn/YGniajVc8tcvS1QMD7wKXA+kZlxWcPYNtxra+vAqgbGIbb/PQabnHRxyvvzB2Lze3Hg63K8G4CjPtgpwFySFq1fWz1PrbT5lGJ4MsYpE/LpYOjibeJiw5DUaPTzAnAU63sWmE7SJJKuB34O/Nb2v8pguA4wWy5ako6Q9CPgH4T33vi2/1tb+D9EFKi5ilgcH0ZEX+xt+9hyfat7Qr5I7H5vX35+mRBUvrD9te2LbO8AHG37SUk9JM0J7E0UGf1PsxqeJEnrUvW9JfryEWAVos/ZoIi/jRF06xHZPu83RPK2zKKlI0qq7/qEFcqyticmNi+3IsTeqcqp1ZrnU9uvAFcAS5bsoJYa58rfszbQD1ik2KC8SIhN49v+J2EB9imwv6SNYaggfiSxab4YbZAdlnwnixL1Zfa1fa3tO4h3bUNgGuAvkn4ObTFfTH44pwKPEOuNjSVNaLs/EYhzNbBhTRD/sojBPwW+JDKgTm91a8L6e+TgC2B/ws95JyIg7sra2FZdN3H9OxoiwvsAW7l1amAko0h5fw4h7NKmJGz2GnmdCMAYpxOb1hRSDE/GKCUSfE2i4GMVPfAUsHm145sEtUFr6RLJW/EYsSh5EJgH+D/bT0jqTqT9rgI81uh7mSQAtt8nBO5XgIUlraNhxbNs+znbfwCWJDZa1rB9IrRGYYzvwuF7eTmxMz4ZYQ/zrm1L6lZNSostQbWbfj5Rdft3zgKaSZKMJhrEpG6Sxq36mBLRuyHwMbBnTcCsC+Ir2j6581veHCStTIgo4xPRq+8B2N6Q8AbfCNhX0pS2B+ubdjFvAxMC3VttnCt/z21EbYvziKjKp4AdCVEJ23cRgvgAvh0hvifwqzIOpsDZ3kwETAVUNQrGcRRevYHIspgQ6FuyUfJ5SYZL9YzYXoQoanw4IYhPVKJRDyfm4xtIOqNcNiGwEPAhsIftC8p3teRz1iBizyNpZYWNTE9HHYcbCbvGOQltZYoSpLMucL+kqetrtxIRfgJhm3ZOc/6qpCsgaUNJRwLYvpfYILkeOEbSxh5mW9ST2HB5n8gga2lyAZ+MURzF6N4HJgFukvQ6MSnfxvaXTW1cF6E+oBex7Q4iPXVJANvHEcWcZicmn5+XXfIdiDSW021f1ekNT7ocw5sclkFvI+Jd/BOwSO2aShh/znb/4gnWLqn11Rj4I2JScAyxuDtJUnfbQxpEks2AtYjozF+WTJfurX6fkiQZ8zQsglcjCmc/JenvwFaSfmT7UaIv7w7sUxMwv6pvyrWqUFBRogUnJew8NgemsP10EeOq1Po/EJGEvwcOkjRNbbH3k3LdPS4WdK1GiX5fG/gxEeHVD/iobK5U434liH9CPE/blOMDKmGz1TYKku/NW0BPwj4OwLX54QNEpOochN1cy2eiJKNGeWaqopjTA7sR2sDORDT4hDVB/EJCJH+NWPeeC9xVNmGA1n3OanOATYCbic2BvxP2MDPY/pS4JzsTxbQfBs4hNj1vsP1ObZzbhVjbbJ0R4e1LCewal3jnhmYT2H4YOJTYYOkn6WxJBxFR4wcQhbQfb0abOxO1aF+SdDFKBNP5wFfA721fW4639US7YfG7MrFBdTIwLWFtcUQRMpHUl4iy70akrn5MVJM+vnzesgWyku+m4VmaF5iCiF6+q8oaKBssfyMiMna3fV/jte1AiWwa3MHxaYgio4cSC7s/uhSpKQLLxMR9fbYIBR1+T5IkyahSFsFnEgvgj4FfALMQETx/sv22pIUIcbMncGS7LnRLxNzRwG+Ag2z/uRzvWRNeLiAi6n/jsAdB0rTAH2wfVn5vmTGwPi4pimTtQmz4diOEy384PMTr5/2KKFJ3v+31m9T0pIsi6ULCPm5F2w/XMuasKK55IGHZuIztl5vY1KSLo7D4Ooaw9Jql/K87Ib5dZPtzhf3HL4kAlI+Bf9ruV65vmb66TsMabhFCoDwZuJOwsViLyGZax/Zr5b1bGNiPmAdcYvvU2vctRQjpB9k+qzP/lqRrUT1bks4mMsB/AwyqrW8XIp6j3xIZGH8EetSyMFpaX0oxPBmjlKjJQZL2BVYkJuQTAOvZfqA+oWpmO5tNWfyeTuzuDiAEt20IQfwg2/eX8xYndvU+Bt6x/Uw53tIdVTLyKIqpHkWktkLYfuwL3G77o5og/m9gn2qzpV2o9UnjMSzC8nnbt5XPpyUiBg8lvA0PIUTwm4BbbP+xnJfvXJIkoxVJPyNEgr7AMUUYEJEFtg6xuN3H9qdFCL6REMgvalqjm0CDcDAPIRrMStyzk8rxuiD+f7b/UX7+Rt/din25ooZML9sflpTnaYlowl5EROGtRRAXMJ7tLxRWhs/mBm/SiKQVgGOJ4uvbOuqndCN0hMElAOMJYAXbtzazrUnXpaxh/05Ef/cl1rI/Bv5C9N/7ABfb/qx2TfeaaNdyfXUjkuYCegBbEz79A8rxHYnI3veBtWy/VrtmKtvvlp+7leyfKYGf2H6w0/+IpEsiaW/iGZqhjP/1d2tRYFdinrlGLWh16DmtSorhyRihg8XGxIRP4RqEMDcZESF+f23HajzbbVesR9JsxOL3r8Cfq0mApLXKsVuAw2zfM5zrW3KXPBk5GkSBpYkCNCcS6as9CFuUXxLv3Vll0VtNSPsTHvRvN6XxTaJEVNxL9EPTAe8Af7O9Xfm8EsQPAV4iCoj8D1jQYf2UtDEjyCzIvjgZaST9pDGKUtJKhDCwfInArC9WLiMiepaubYRP6ah70LI0jHEzE1Fwk9UX+ZLmJ3xRZwGO60gQL7+3g5gyDnAd8azMVD0fCmuY6whBfAci4nBCQpT6i+3Lq+tTEE8akbQdsDsxX9rZUdS3+mwRwtZpPdsPNamJSRenCLr7A0vZfqF2fHxizTI58GdKhHhzWtk8JM0HPA58TvTJ2zRk8OxICJbvEO/aaw3XV3pKzkUTJP0eWAB4A3gSmJEIlvutw3Kv8fyFgYOBlQiN7vLOa23z6N7sBiStRy3yclzCz2oQ8GLpzC8v0QR7A5dKWsv2I5KmI/yKTrV9TROb3wzGJyqyP1UTwsexfaXCv/FMwid8iIutRZ0c8NqbmkgwEyHu3gD08TBvveslXUmkIN4JPGH7PkmrAnO0ixDesLt9IjGZ/AORibEnsKakiW1vaPstSWcCzxB+s28ShXsGtcMueTJ8GjIL1ifGt9ds35GLkGRkkXQCMJ+kNarIr0JPwkd1EhhauLdH2YTblcj0WRZ4pkT1vl++ryVF3gYhfH3iHvyYKC56E7HJ+4btxyXtBhwP/LHMoU6oC+EArXiPOmAIcClRZ+YhSb+0/a7tl8u4fz1hW3gTUZR9KsJbHIAUwpM6Vd9i+/TS5+xIzCt3Be4h+qw/AAb+28SmJl2fIcTz0rM6UMa3LyQdBlxM6AM9ix7Qbn3Rh8BJwAbExi4l82Jc21/bPkXSEGLcu1XSgvVNg2qszDloImkKIsp7HqKQ9hDKvBLYO7pyHiTWuR8DT5YAjAPLuZdK6t8OmQUphiejlbJwGVQiL28CfkIIvRdJOq8IBpeWl3Bv4BZFxehlgUkJIa/dEFGtd6rasWogu464T2sQRWv+a/v1Tm5f0sUpUXGPEhOp6yshvCbcblk+3wdYD4YWzrqrnNfyAl7plyYkouRfA651FA+pUsc+BDaTdHERxD8ArpZ0TU2MSSG8zamNb/cQdlZTAx9JOtv2fu0uiDe+I+18L76Di4GrbQ+QNLntD8vxV4HBwLqSHrf9QS0bZSpi8+5t+OaCt1VF3lrfuyERwXwUMU9clki1nxDYQ9JLth8rAt2pwMGSbrf9ZJOa3mnUN0JqkYEXEdlMxxCC+CJFEH9F0jLAJcB8xPO2WOnXMiI8+RYOy4VKED9NUdRwM6IP+4AovtoLWLVdgiuSUeYZQpBbDXgaoDa+fUnYN04KDGz1vqijuZHDC/xE4Gtgd0kn297JYWlRCeKnlUj699sxej4ZOcoadq2SKTYusbmyCHAGMBshgO8IzEDUE1kXuML2o5IOB+5oByEc0iYlGY1omE9Vd+CfxMB2KRGtuh+R+nO07RvK+asTvtg/IwbFNW0PbFXBaUSigKTbiQ5pRdfSpiXNSHhhPgQcBmxv+4zOaG8y9lBSx3clonOeIKK83q0/b5KuAqYHFm/1SWZHlIimEwi/1M+AlWzfW0VdSpqciLbYBPi77Y0br09Rr32pRYSLKFw4LbG5NB6wKVF49UTbu5bz2+Z5KdleU7hm16EoyHdPq4q0owtJqxF2TDsB9xYhc38iVfUQ4ALb/WuZCIcTfqFtU+tB4Y1+AdDP9tGS5iRS6h8kFncPEP36S2UOujBhD3Jl0xrdSdTE73Ftf12OVXPxbkTRtWOIAItFGt7RqSnzhFaddyejj4ZNlx7AYsCcwEfAA26wbEjak4ZsnnGBcW1/VuurTgS2JTyxr3DUxehJCHMz2t6lea3vHBru0ZTEpu6XRH88WNKPifuxG3CK7Z3LuUP7+Y6+K2lPOnjnepVAi288G0UYfwi40fYBkn5EWIVO4FKbroPvbsmswzoZGZ6MFsoLN6QMaLMRPrtH2v53+fw/xG7UvpKwfYPtv0m6kyio+XYlpLfihLyho5qF2KX7yKXgBVG593oiLWVHIop3XGB5wmpma+DXROTqOcDgVu+ckpGniCV9CMuG3YiJ5mFEhGE1OA4hogp7KCx32mryVCbhlxGehBsCvyLEp2oD7sOyGz6YiDR8wfah9eub0/KkK1CE8PGBuYjF/xUunqmS+pdjfyrj265tFiG+PrC0pL62H5J0I9EXPUXcl6SgYZYnFR8CcwBHAHsB9xGF6iYnxPBVJT1D1H9Yk6gf0k5CuIh7cSfQV9LsxD36K2FvtRFhe3UIcIik5x0ZP1XWT0sv5CohG7ivjFnr1yN5FRZpvYgNvLskLWX7g9I3vQPDMjqb+XckzacmVnY4bpXnSQ4GEkFP/+z8liZdlYa17tpEBsHckl4A/lHWKQcQWU7nAitJeonQAbYmAlK+9V2tRu0ebUgEMs1KZFk8J2lz26+We2ViXjm4zCu/bhzTWvUeJSPHd7xzt0o6yfZXRQgHGEgEoWL7fYrVXrn+W/OlVp4/VWRkeDLaKJEC1xI+hVWxua9qk/JVgLOAl4HDbd/UcH1LL1oAJG0EHEmkiX1NFBK51PZHklYkIlenJ1LJvgCWAPaxfZwievwd2+s3p/VJV0fhG/4nIsrwZKKg0QBgSUIw2Nn2mc1rYecxvP5EUeipsh7a1PaF5XgV+fsjwkrmDLdhBH3SMUWUO51YsH1IFKCpF4CeAdiF2Iw6wfafmtjcTkVRkPceQhjpRizsVrX9eFMb1oVQWFm97mHFDLcE+tu+tUQyXw+8Auxi+4FyzmZEId9pgf8QFlh9y2ctP1+qkDQ9MJXDF/yKcng72++VMe9hYMry7/IeVi+jLZA0CTHu70F4gW9f+qR6JO/fgN8S0YfT285NqjamEkYa5zgKC53ZiIyUL5vRtmTsp6x1zwEuJ3zkFyYCCZ4BViY26LYk5lNTENZf59s+oSkNbgKK4ob9CFuvJ4ns8M2BiQnrqpfK2Lcz0befa3vLZrU36doM552bE3geWNnDMsdOAJawvYjSGg3IyPBkNFIiLF8G5iY686mJF7IbMMT2DZK2JgSFPpI+dM2PqBUXdg07dksSg95JRPG+hYBTgBkkHW/7ZkkPEDvjsxK7d5s4PNaXIqLHbm7G35GMHdj+r6RjiWiCHYCtiBTyHsC+lRDeyhEX8A1huycxAZ8MeM/20yVytTcwDlG0F9sXelhxzPeJ9zQ9wpOhFHHpPCKddQPCnuH+6j2y/XqZZFaZBf1tn9S8FncOpS+5T9IShBj+FSHoPl4+bxvRdnhImoywX1pL0k+IjbiziEKP/3AULfotUSOkj8L3+gHb50u6moiyt+0vyve15D0dQUTqG8AbJTPj58A1Hmb30Qt4FjgI+KodhPAOIgM/kXQyYf/Vu5yzfcMz8iXwF6J/qhdsTdqMMi+6AzhHUr9qjqOohbEnkZH6BJFOnyTfC0mzEf3x4URgwIBy/HXCkmF62/2Jse4yYq3bs/TzLTu+1ZE0FRE40QfoXbtHaxDaXA+IsU/S6cS88/kmNTfp4nzHOzcV8d69Wk5/A5inbKLnXIAUw5MfQIPQWxVX2UHSB8DuwFmStrD9ZiUqFUF8V2Jh+Egz298Z1O7PDMACRMGZw6qIeaJT2idO0Sm23yQmo5TrJpD0O+A44CHbR5fjLS1mJqOOowDLCcTid1fgMeDPHlZUs6V3gsvfVxU5vJWIOpkVeEvSbUQ0+KOSDiY2DfopbGMubhS+UwhvX4aTLvigpCHE5kpvhS3BjbXP35B0KrEJ3BYZGDA0ynAOYoNpPGBjSc/Yvtc1y4bmtrKpfAzcTRQNe4uw/dgMuLy2mfJQTRA/HthN0gON4m4Z+1vuXjbMJxcl7OHGBZ50sSMiirGPB0ylqPHwOZH11J3wwPxv43e1GrWN3h5ExsCntj8qUfL9ymm9gW5lrv01MCMRoNLH9t/L97T0PCAZIZMQ2bvHAV9I+mtZn31a5kV/tZ1CeDKqTEP0N3+viXLXEBtxGzpsHecEXrD9Vv3CVh3fOmA8Yow7tnaPrieEy9/afrZk3D3isEzZy/Zn5byWHd+SUWZE79zG5RmaE3iByMLYox0CB0aWtElJRonahLwbsRDpBXxWS8k8EtiYiCzYoRLECa/rb5j5t/qEXNIKRCHRF4ArbR/VsPDrTQjivQlrhmp3vBexeN4XeML2ZuV4uwsLyUig8KbfhbBM2c/2Ee0yiVIUm7uPEKGOIXyLf0mITFcQE/KBCuuC/Qkv3pUqoSBpbxoEp9mA8Ynx7bny+XzEc7U4sJ5LUejhfU9ntbsz6WgcKpG7iwN/B+4l+p27y2cCROwRt3wfVNEw1h9HbFB+TNjIvdI4B1LYOF1NLFh2qe5fuyBpcyJj7kti0+kDQujetHy+B3AUMbf8iKj9cJDtY5vT4s5DwywHJyI80+ck/D5vsn1AOWdqoiZGbyL1vj+xUTWYKKA5uF3mAUnHlHXbNESW6spE4fVrbP+v4bxeTquU5HsiaWViU3cO2y9KugGYhxB5n5T0C2A74DTbTzazrc1C0qyEJvA729d0cI9+QtQOucj2Vc1sa9L1Gcl3bnvguGodU65LPYmwr0iS70VD5OWlxKL3RSISfBUA23sDFxKp5KdKmraIAt945lpdCC/cCbxJ2KIsIKmnHX6OALb3I4od7gfsXoQ8yiT0dsIbczPIjqudkTTh9znf9ivEZOokIoq1dxstgNcmCvLsBtziqJL9KREJ/ohLATuHlcOxwNHAbU1qa9KFaBjfbgZuILyIH5TUW9KEZQG3BzH2XSJppY6+q4WF8HFqG99TKHwtsf2F7X8QAssSRL+zeLmsO5Extk4z2twMGrPniCjd0wkR925JMxVxcmiWZonIXBuYj4j8bWnKJkn182zAwcCBxPMzHWHtsaqiZgq2jwF2JFLrhxAbBsc2flcrUoTwcQl/+YmIAnSfAttKuryc8w7hG7oGMd+eHnga+GV51rq10TwgaUBRwHeIIwt1P2JsOwH4rcI+pTpPlRAuadlqXZIkI8E7RP+8tqSbgHkZJsr1IGx45iIs1VqaEYxJA4js+K0l3Unco1XLPepO1HeYmdAOkuS7GJl3bk4ie3MoqScFGRmejBKSJgAeJaJ2bicWuisQdgTb2764nHc4sBHhVfQ7hx9vy1MtgsvEc2BZwNwFLEgs5Pq5Vly0XHM88KqH4zOb0Tzti6R1iAIYm4/CtTMSmy2yvclob1wXpGSmrG17tvL7BsBFRDHaoyRNCqxS9VO161o2kjcZeUqE88OEaHkOEaW6POEVfjmwre3PJS1AvFsrEgVp7m9SkzuNBoH3VGAZQpi7nshw+qSIdssDNxIRvFcThbW3AOay3fLelw33aUHCzuJ5haXMakRmwXjA4o608Srqd2rb70iaxvbbTfwTOpUSEb8EsAoR2fxumUNNTBRZ2wM42/b+5fxxiUzDweX3lg0UaJgnTk/UtDjEUVB0fMIrdEvgLtu/q13XHYZtyuX41t40PEenEOu16Qkf/o+ItckVVbBAOa/KWt3Updh4knwX5fnaHviEEHnvLX356sCJRA2jM5rZxjFNwxzgx4Tt1zseZlm5PcOyoDa3fZmkKYlggpOJzLqTm9H2ZOwj37lRJz3Dk1HlUMKvcWNCwB1SdkD3BCaoBgHb+xbhaTrgwya2d4xTH/hq/1YRqF9LWpoQBg4Hhki6sC6I295tRN+fQnhbMwvhw9tnZNMKS/TmYIeH+J4lYqxdNlU+AiYv0ZirEUL4fkUIH4eIvFxB0t0uPrPQupG8yYjp4J3YCugJbG37P+WcmwmBvA+xuXuA7cckHUQU8Hu4c1vd+TQs7s4kNgEuJzywNyIsZbaX9KLtWyStSGSI7UrMFxZsQyF8Q0KsfE7SjkX4voaI2j0KuFfSoo4CrOsCFym8HV8t17esyAtDI+dmJwr6vQs8VxurutseIKkvESn3m+o621/Xv6NV75G+adk0OZFt+QUR7Y3tLyQdQWQ9bSXpCttrl8td2yxQjm/tTU0IPxdYjsjUeZKoZ7QZUdRXCg/xShC/i+jjH+z0BidjHbWx71BCY9oa2FxRD2MaQpg7thLlWnk9UpsDbERkO00NPCnpMtun2j6tZFwcDOxfgp4mA34GHFkJ4a18j5IfTr5zP5yMDE++N0Vguhl43fYW5djviXTWvWwfo0gxn7EmJFSR0i25sGtY/C5H+FjOCvyHqOz7efmsJzGpnJGIdLrYdsuniiU/DEVBsWuICVIffYfXfsPzuDWRjnghLebXO7z7oKjIfhbxrq0E7O1hqfQ/I4obPgHs3Er3I/l+lGjUCWzf0XD8ZGBVYD6XYjTl+ORESvkqwGK2X2i4rmUjLxv6lDmAI4GzbN9UIlBXBPoSGwNbAy+WTfJZiMjxdyqRs10oi+CzgUOIwkaP1+ZCImoVHEXYodxI9FWn2N6naY1uEpL2IjYNegG/tv3Pco8q26K9CVuHORwWDy1P7VmZiHg+ZiTuz6fA74HHau/kpMBeRPbFv20v06RmJ10YhRXRnYR37AnlWDfgx0T04JLANsB1Lh7iCmvHXKck3wtF9s7uxCbmT4B/AP/0sMzxltQD6kj6NVHf4ULgNaJ/ngS4wMOynNYCfkHUW7kLeNz2deWzlr9Hyegj37lRI8Xw5HtTBN27gedtbyRpPeASIgXjyPL5XoQn1pm1CVXL70ZJ2pSYUP6TKBY2H+H5tZztT8s5PQmv2TmAvYHTs3NK4NvvSF1ck3Qhsckyt0tV8e/6Dkk7Ep7hm9m+YMy2vnOpRcz1ApYmitL916U6vaQLiGjV24CNHNYDixFFNLsRthaD2qFfSr5NEbZvAP7hYcXnKvHpCKLA0+y23214DzchvHoXsP2vZrW/WUg6B5gKmBRYw/YH5Xg3ItrwAuAZQhB/oV3fLUlzEc/XWcSG+Fe1470c9QqqxfIWhNB5qe0zy/GWXLR0MMbVx6sdiBoO/yQyeR4px3sSaeOLAMvYbuksQxj2/3/ZaLqD8Ee/l4gu3AToR8y5361dMwlwBCFsrtqKz0/yw5A0N/A4YWfZV8OsHLsRllfXE/6zBwKX1DMwkvZFYQn39Kg8D0Wg61EFhZVj7TK+/Q74NdFXfyZpZmIsW5CwS923du437kmr3qNk5Mh3rvPIAprJCCmROfXfqyJQ/YH5S7TOJcC+RBE6iBSfFYnNlqHVyVt9USxpVWIhd5jt1YD9GZbW+pDCu4myKF4CeB8YmJ1TUlETBWYrA1c9yvRiwmN2nXLOtwqzNAgLOxEbM1u2oBAuDytyeC8hwN0PXKhINcThj34RUUjkAUn/JvyfBwJLluvHafV+KemYIqhtbfsASeNJWrj2LNxKjHNnShq/4T3sBbwM/I/25EMiMn4eQnQDhqbg30oIdbMRqfU/aUL7ugqTAz2A6x12aFNIupQQyB+VdLmkSWzfWfqqNdpJCJc0l6R5CYsUAGyfSsybFgXOlrSmpJWJjZWNgfPbRAiXhxXLXJwIqNi+CCe7ElmFmwJ/ljRVdZ3Di3ZPoh7GkDJfT5I6/YG3icAKihA+rsOq8R+E/c7ExKZKr+Y1M+kqKGruPAKsr7BrGtnrBGFpVRflyrFWH99+qvAJXxn4vApgst0f2ImoubappEOG932teI+SkSPfuc4lI8OT4VKLvOxOpPV8UouOm4NItZsaON727uX43ERa8NfAsh6BlUMrIWkyQgh/z/beZZF3LyEIPEyIkv8GflUNiq264E1+GAqbnb8AzxMeYM/ZfrUsjO8jnrGVOriuUQjvA2xju2/ntb5zKAO+iI24yYi/dXpCCBgIHG37/HLumoTn+vjEQu8624PVwpYWyYhRzV6nCEYXEptMK9i+Q+HjeASwPrHJshXxXM1ERIW/Q0RetvQEqqFPqd+zPxEFIM8Cett+rXZNN0IsPxZYviz+2o4S1fMIYSdTWaJ0I2x2uhHRYZu6oShdO2SqlOyK4wlf/m7AAUBfF0siSbsCx5XT+xMWIc+6jTxUywL4FmJT5WvbC9c+60VsEBxHbPAeWI8QL+e0/D1Kho9GYKUnaQ/Cnmkf20fVjv+MWKscTNhctZWtVdIxkmYgxvOVCSE3MwZGgCJD/CiijkM34HYi++srCFGyRIj3IWyJ+lUaSpJAvnOdTRbQTDqkikotkZd/JUQAJB0O3Gr7OUlbEsL3SkWol3phpgAAIABJREFUGw9YGBgMLF0EpxF6G4+tNIgEMziKX/2LKIY1FXAZcAWwLbEQXpEo5PeYpEVsf+xhxWxy0ZLU+RcxkVoRuBR4X1FA7DLgz8C5klazfW39otrzuAMtKoRrWFFQA5b0EXCO7VvK568Q4tN+5bXqZ/vq4XxPCuFtRrUBUhN1qxTxvxJRzOdL2tL2rZIOIBYzGwAvEjY8Q4APiCjelq2BAR2KKd2JsR3bx5W5wYHA55JOsP16+WyIpBuA2xsjU1qR4Y3fjuKqexJ+4Y8RVhfbl+dmRmA34Ft9UKvPBST9AuhNCR4AFio/TyvpGNvv2j5B0iBivHsKuMj2/eX6ttjELP3S44R/8xBJ89h+qnz2paSzyqlHAZNJ2tb2R7XrW/o5SoZPw8bllsDMwI+I7MLHgfMIm4bDJE1PbPBORmRfTEsK4UmNsr7dmSjcezowSNKVtr8cmesbx8hWmzc16AELE5uUpxPi90LAesCDtvuUc7o5CmnvSryLzzSn5Z1P1TeVoAnnONUx+c51LhkZngwXhU/jXYQA8AAwP7GLeRRwssODd05iwTINYfvxBBEpNqgdFi3/z95Zh9tRXe//s+PEA8EDCRrcIbgWKVaKE9xdSnFogRYoFPhSvFCKu/2Ku7uUQilQWoIEigRCcOfu3x/vmpx95p4rQHLmZma9z7Ofe2bPnJM9K1vWfveSEMJ2iCzZBXg7xvhNUDLR3wObxRifsecORgvi7MC+McaLCmpyU+ETcPvo6CAkKBHkcqh/jbXqwchd/Dd5+YYQ9kMWdzvFGM+fjE1vOhJPlamA1ZAL72HoXZ/JZBlCWBWFbBoA/C5a4hBHtREUI3wD4E0ju6cCbkJZ1m8PIWShrWZAfepOe2YJYA1kxfoaShpZas+CHJlyBLAYksu9wAUxxjF27yhEiJ+CPMT+V0yLi0FuE7wSsADyQnkcuC/GON6I748Tq+c+wKZIRxgdY3ykmNY3Bw02ZSsDvwa2iIqhOgjYC3lBnQKcEGN83549COWfeRA4Ksb4XLPb3yy044VxCHAMcAOKO/ty8p0+6FBlTWAV17UcuX50LTAKHeROhYjuy5Hld3ekV+4F9AM+Bz5DHk/PNr/ljq6GECaGXIjm6TQCHZx8g8I1XdORtWquP+4BPBVjfGqyNrwghBDmQEmwFwX2iTF+HkKYCyU03BnYP0eIt4QQBkTLJ1YVhBD6on60d7bWOwQfcx1jshjZxhi9eJlYgG7J55mBvwGzJXXnIXL8eGBY9h0UqD/9ne5Fv8tkkk9IPs+JDgD2BwYn9b9DcVWnsevewDlIAZ296Hdooqy6J5+XAWYouk1dqeT60qrIVfwwYJEGz84H7IfCpLSgzU2rvoSsyHYp+t0ml6wQwf0c2riNQ3Gbd2kgz1WAJ4CPUaiGwt/BS7EFWcY9D7yMQqK8hhJBz5Q8sz7wJDp4Wr2d3yrl+mbvlo6ja00WV6GQRB/b+BudPHMkFl89lWWVCrA98CmyunwfxeT9Z36ORnHWd0Ok00FFt7vJfWl+ZEyxPXBy7rl+wOHI8+CPwHTJvf1Nn3oQmLXod5pMcuqR/TVZDMrdP9rW/CuAkbl7vZL1sdvkbquXKaOgMF9jkTHFdFZ3kemP29l1b2Q1vjVyxx9WdLu9dL2CQnyMRclV70H73k9RfpCe7Xwvnf/3tL63fdHvM5lktJy93z+BP+TujTD9qAWR5O3KquwF5XFqQWR44e3pisXHXJvvl/JKO6IDgl1/8u8W/WJeuk5JFPKeyArsZyjedf/cADvXBtgfgJmLbndBslrRlMdLMdI7uTcKkXSnoFPiPZBr/XrJM6XetOQmrL8gD4P9gV5Ft62rFVvcPkaxUT9GxNImbfUVlDhrLPAruy61EpX1JXTodhaKo/ozRCo9CkxA+QnyisBaKJ5qaYnLRnLy0lA2GVk0IyKVPkPE5Qx52VEjxF8HVk2/X6WCDt9eA1YCelvdOrb275cq5IjAnABMX3S7C5DTKois3SfTh4AtTU43JXrVoijPyhhkIVbXN8tcbM2aYOOuBfgfMEfumX7AoXb/LKBfcu9I4M9Fv8dkkk03+zsAuAPllnkZ2DzVl5CRxUfIsndkg98pfT/y0rlifele4LisD6FQl++hZOP9rK5v0W310rULSuD7CbJunt7qlgauQ0YpW2f6Qe57qS6+NzroLBMp12q+Ba639esxcsZfiBA/y+4fUnT7C5bdEETw3ooOgH3tqpePj7mOZXQNMjx538bU7fwEY9PCX8hL1yg5hfweRAT8E5Hh2b0+yfPZKedZ5MjgshdgJLJK/Qq4x+rSSShzXf0SJV37uKqLH0ogOsY2djPl7lVyAcz1lRGIeNsfmAlZF1yLYslul/tej+Tz/cCDRb9LE2U2FSIprwU2TOpHoVi8DQnx5LlSE8XUk7kboDAMqxTdrq5UqJECX9ra9RKwdnI/HV/r24bma2Dxots+meWSHTaF3Nx0GQrN0Neu50FkypXAVFbXN3l+aNHvUpD8DkFeKLMmdbcBL2Z9B234hgAbYQcsVl/KQ/FcP1rQ+s3RyDjgTBt/FwAjct/rh8LH7N2WfMqoNyDr7seQ9fuZiBRvQWGbpk6eOxpZiN1BSa3kvfz0AkwLvA38xq7nRgd2VyXz+R4ot1Ph7fXSdQuwnfWdhZO6gPYud5vuvTn1/EAjUm6not9lMslnA2D35Pp8m7uPyutEKITaJbRhHV7GQn20gbRfbGZyWqnoNna14mOuoUzSPe4WiJ9cDnnNbwa8AzwMzPNjft8TaDrS2FW9kUvGVMh6YCVgBaRAbRKVtKdPjPGrGOOuFutxETRoq4RXgTOArYB5QwgzxBjfTZL7fRVCOAW4EcUIHx9j/DtUK4a2JQdZBhFzT0clhOqPDly6R0u4VjXEbOUKYRUU//tN4LoY49vA2yGE99FBy3lZEkj73ndJ/3kCWCmEMG2sRsy1KxBB+Qo6LQcgxvhECOEAlIDt2hDCxjHGe/JxamMJk/imiLX4slei+NZ9gD4hhJOA42KMHxXZvq6AWIuzty3y1LkO+KONqZttfGVz+I0Wuu8XKA9GKWFr/pOWAPNCq+uJFO85gDExxi9CCPMCjyCvjB1jjF+GEA5Flr6nA8QYPyjiHYqExXcchQ5SxlrdrSh2+LoxxudCCCug8CAnxRivS79bVl0gWeOWQgdK16L3/xS4LYTwNQqXQgjh6Bjj6/a9z+36O7tuycW/LE2y8ZwuOAsaS7vFGMeEEIYCByLyu2cI4dQY44cxxiNDCAPRBrCS+pOjU/gGudQPCyHMinIY3I3IkS8s19MmKDHrg2UZU47JgqHosG4C1JKOA6+HEK5AIR7PAwaGEP4SDfbsXsCfUBiD84pp/uSBrf2D0OHtGJTkkBjjDhYT+7dADCGcmelGMcbXQgh7xIrECE+4pV4o9Nf7yRr+AEosvmMI4ckY45fFtrZLwcdcDskedx0Ucu8e4Enjlf6DLMQvAf4aQtgxxvjvH/L73SZ1gx1TFrINWQihB7L8+ggpTL8F1kWhPlYLIVwGE7PY97HPmwPLxxhjFvS/7LDJ/VsUIuZcFELmhhDCkGhJ1bJnY4yvxBjvrAoRnr67YT7g7zHGx5DSvThSyB8BxoQQNrHvVaLvpAghDAEuRIRc5r4KQIzxP2gTfCVwTghhh+ReSwhhGHLJ/1dFiHBQKJm/ozj9OwUlNgTAxtcBdv+uEMISVdnchRC6J593R4eTm6IQTkehcBYnhRCmLaSBBaPBnESM8eoY4z3IqmAYcHwIYV27930IYaYQwroxxhtjjDtaXff875QEsyHS5K8hhM0AYozf2sHBU2jtH4UsVu9FusHnQUkhlwKGG6FeejRap2yeeQ4YHEKYJ4RwMyLC1zMifDCyHBuOdIX8d0uLEMJIRML9A1k3f5qNxxjj/siC7pfAESGE2bLvxVxS2tyhZilkFpR8tyWE0COEMB0wNfBltMS0Rp4ci8IPHQHsE5QAmBjjr4C17Pu+h6sw2lqXYowfA6cCO6FQVzcAW9sYnBYdtAwFbi3LmHJMGjRY526yvweA9INErxqDPFsfRp53E/uSkXKnATuXiZTLYPzjRygM6DohhAWSe5sjr+gjgd1S/Tsjwsu+7zXDkpYQQj9kGPhQCGE08qwnxvgucBfaqwyy75RaJm3Bx1znEEJYD8lmX+AD4+IynfE+FD5mBOJN5v9BPx67gPm7l2ILihH+DEoudjf17gjTACejE6rLkvo0lmEpXX3bkVcWNqYnUirfQmTBYKvvUVTbipAFsm5O48cuZn9PQhaY26JDla+B/4cm+L+hk7zKJtVEVvMPAl8A65EL5YGI3yuRK9m8Sf1cwG+T61K5jbc1nyAy6XnrN9vSOmnvMshKtTLjL3n3pWy8/YZa2It+wO7ISuw8YNqi29lkmWRy6G/zz7Uo9Me61BKKLYgOgJ8DRgPzIkXz5rKNq3bktCgiS1qAzZL65VAegxbg2qR+BhSL/xVycZ+rUNDmbdNED1gTuaSOM3nNY/U9bZ56C9ii6HYXIKchiMh9DXlX9Lf63skzJ9r6dw0woOg2N0kuaUjCu4H/IO/KMXl9CBiI4j5/A/wfMDC5V4n5yUvjQn34gQOA4xH5loWwmhUZ7HxlusECwIamU04AFir6Hbx0jZLOJaY3puEXulvf+gY4MqnvYf3uemBI7vcGWZ/boeh3m9wyQ97f/zEdszv13Mhlpj8dn8q07CW3xu1osrkAcQD/RqHA5kLE5QvAqUW3uaj+Y599zHVebvvamHqc1snEA8rh8yWKId5motFWv1v0i3kppuQnZmSJ+imKFb5A7t40NsjeB24ruu1doVBPiB+EEkLdm01QVdmoIMuui7NJCbmuPGSL4FKIVPrMZLN38r1DbBGsxAa4Ddl1Nxm9gOLLLpXvN8hbY412fqNUB1HUks31Qpu31Wz+yeJcDjRl6j0UV63hYkeFCHFqGcPfArbM3etNjRA/h4olODQl87+IuH3MPk9AhwNz2DMLAO+ixDTjkCVrT7tX2nmcejJlcWS90wJsbnW90GHvK4jQ3BA4DHmz1MUzrEIxRbu36UHvovjf2YHLXia724CVgSVNVp8Bhxbd9mbIpo36oaYffQHcnNSnhPjZyKW38PdogpwyvbEX8rx4EpHdt1r/+QuNCfEzkV5V2vnIy48rKIzlByh849fIQ24Ruzc3SryarW1jkI6+QJFt9tJ1CvWk3CbIWncMMhDYDcWfnw64yOaoG5HXyunooGWPNn6rlHs7GuexuMTGX3YQlRLiN1OtGOHZIUEfZBxwOZbfAoXd/S3KZ5Dp5C+g8HsDi2pzUTKyzz7mGsuoTW4DHQi0mDxmzX8PWBGY6wf9e0W/sJfmFWSp8wtqhNM0yFJ3GkQa7IMSPp5N68QP05iifnt7nbRKhXpC/ABTSJ9NF8IyF0TmLokSFzyJ3FTeAJZKnhmATs5nSuqGmPJwM2YtVtaSW6iGADObTLJkfj0QCf5vRIiPom1iodTjjhqxNABt/N+0+WgcOqxbMLn/ovW7baoy3tqRWx9E7raY4jld7n5vYFe7f1oF+lG2vgXgYFM0Z0vG3GnWd86lZiE+G0o6s3vSD0t7oEKDhLLAEtQI8dFJ39nI5uq3gH+hw895m9nerlCobfJmRBvfV9FGJtMDdgHGIm+oCbYmpgfApRx3uTVuekTAjcA2ZogQPxARdTclz7aylGtr7StDSfpPL+StchmJZZPN4R+ipPR5Qrxf8v3SysjLDyumOz4KLIZCfq0OvIySQy+ZPDccWBbp4oOKbvdklomPjx8nt61sjj4HHdBdms3ZNofPCOyMEte9j7w0962S3JFBwBMmhxmS+izE7GFJXWn1x3bkM1F3RiEbbzB9IG/kNQhZ+F5j+mYLsE3R7S9AXj7m2ulH9nlJZO29Wk7XPJw2CPEf9W8W/dJemldQQsxnbQIaiE7mHgamsfv9bNPyHSIM8oT4wEQhL/3GrpPPp4T4kSi5WOHvMZll1BfFAM2uF0ek5ed04A4OLI1c7CcA8xf9LpNZTunEvSnatHyACKUTqBFxKSH+T5NRKRe5TshsKnQ6fi/yOlgMJajJiN7p7bn+JscW4OdFt7uJ8mkrhEyW9PgbROoOzt3vA+xAyUnMZH3K1rJLgePzsjMFagKKvdvod1qRxWUsJqNVkutGhHgm01ltnauEu2+jOZjagcoMiPh+Fdg40QNmR6F3FqL+ALiU+lJONqORfvmJja0nqIVMm5oaIf63KsklJ6OeyPPkbZRAbGDu/rkmuzNpEEKuqnqBl4n///lQesuZrpSFIOqW6JIvIeOKqqxlqyaffZz8MNnNgQxMjiIxUEIeUA8AI5K67oioG5rUlX4eR/u0XwJPI6OvD1AYsJXt/t2IxEytwkOjz2Uutte4CRkDPEDOy7LBHLYmMqS7leTQt+zFx1ybckn3aRcii/nvES95O/DzRN8+DO1V/gTM9pP+3aJf3Evzim1IjkXWJx8jd7l+JCeYiOjMCPFTMaI89zulHIS5dxzU2XdNBmbpFz60mXsEbdayxW0zZL37HnL9XZAGVkzI8+AhWwAqE68Qnf5+guKmLYliF3+E3FtnsGd62L1XUcidqoWzyPrLjogMXzQZV2vYgrdL1gft70BkXVeVzV56Wj4nCu8xV1LXAyXt+ZIGhHhZC4oVf2iubiNqFie/T+rT3AavAhcW3f4C5baAyeduYNmkPiXEN0/qK2fpZO+9PDAquc4T4q+QxBBv8P1S6gK5d9wMEd2nIVL8OETGfQKsZs8MBX5t/er+ottckJyGoDjpY00PysLqpWFjzkFWYJfTQP/2Us2SW/8PQB4EFwPnNXg2Na5YruxzkM05LcARSV2p3/knyivk/q5sc056MH4j8gbLQu4MJ/EqyP9G2Up772U6wQmmQ06wde9y64OrFd32AmSV6tUjbN75ALgjqe+W+07KDexl+sPsRb/LZJSRj7kfJq8LTRZbAmsB2yMjgjHABslzB9m4O4GfsEcp/IW9NKdQ28DNiMi2FupdVtPTzL6mbH2NYhaV2q2ugazWsM3KD9qIpBNVGScrZH06N9r4Zi7Q/ezvrChO0xvo5HzhvAwQQbULMLzod2mizJZFbqsH2fVwRBA8Z8rCldRbiC8LbF10u5son7yVwCmIXMpi721lc9Vhdj0Iebj0b+93ylao3wj/GW10v0GHmicDi2bPUSPE9ySXZKVsxeaky4ATG9wbjQ51/41ZqFp9sO/9nSQpdJVKslataf3oHmC55H5GiH9HBd1Xk34yB4p3fTewRHIv06fmR2FRHrf+VnpDgQZymhpZgZ2ZzdtWvwyycBqPbXLt2d8Aexbd7mb1oQZ1M6K4qV8DVyb1KSF+NR6S0EuDYjrjZ9Q841oa6YzIuOI9m5tK7c2DPHGy2OlOiHdebkva3/VQzrA57fpWtAde2K4XRwcv8xTd5ibJJSVq57I9x6pYqMbk3nzAFih8xUs2Fi9D4eVK3ffQwe681LiAgVjuD2Roca/J4/DkOw0JcbTvfZcKHCT4mOucjNBB09bUW4qPQOFTH6E+mfh+wHw/6d8s+qW9TP5CLY7TdOj08rfITXw8cHXyXHq61wdZkT9UNYWcmiXvmnbdGevwRpue0iyGKE7zJ8Afk/50CrJuGpr1H1MaMkJ8AUQo9ETxnX5GxawLUbyv6xBJOReyIvizKUtZpvHLMZf6nBJWmv7ThmyyfjQU2N8+nwy8bJ8za59D7LobSrx6IUmYnioV6zNvIUuKHZGV4XcoLvYoe6ZX0rd2qUA/ykLn9AV2yt3bDrnYXUU9IT4XShZ9fNHtb5KM8odO3al5XqxlMsoT4osD96MDlwFl70f2zo3W8X3QRu0m6uPwZvPXLTbWxmFJWatUUB6MT4C97DqN2b8uIu6OTPpbQzfyspWcHPqgA7isbiaTSQtwafKdlBDvlv71Us1CPRkwOzp4Wt761ChEoDwLbNrgu4uVfU5KxslciDwaR+IpVuY55ifKLTM0WRGRTN8Ax6A8Ym9Ss07theI7P0bFEq+inERjTQdqQV71BzR4bioU1/gCWwtnLrrtTZDNlsAzwPooV8h7KEZ4Ro7PjwjxscB+yffyhHh3ZHT5CTBj0e81mWXmY65eHgNJkoEm9auYnNZO6jLdaS27t90kbUvRwvDSnGKK0zPISmA6YDBwPEaIUzuh64bIqSyOeKljhLchq+7ImveaTj6fEpiHApcX/Q6TWB49EBHwEImFCXJPGYsIk2mtrpdN9K8jBX1/ahmRf9LJ3ZRUknHTE1kUBGRdeC01S/BZUCK//yErsL5UTHG3eekfyK1uMNrktaADhG+pT0gzH7I0PLVqcrL3XwMdNG2Qm3PWR4T4BdQIuj4oNn+prQqot5g/nsSLIKnfCZG9/7Vn/s/msuep3uHc1sAsmeyoEQlrmozuBFZInl80e75KBR0ETJ9c72660s3UJ4ieGiU+XIcKWNA3mneRhdjHwJ+SutSw4mUSo4sqlGQe7o/igD+IPFEuxpI9IT08I8QvaUN2ldG7vbRfUPicY02fTj0wlkNWdM/RgBAvcyHxwjV9eh9qFvO/Sp8ruq1dqaDDuPtRgvFs7/Z75AX1OTC31fVHBgUTaEBalbmYnv0VcDTycloHGVW0AMckz6Xz9VC0nzum2e0tQD7TopxzWYjUe+z90zG5EI0J8XT/MhD4HYmxShmLj7mGMvkt2ov1ytWvhvYjO9t1us+bxWRzxCRtS9HC8DL5Ckksa5vI70ZuLVnM3SEozs4HNsn3RBnJn6DefbOUikSj98Isc4A9yMVz6ug3kLXmt8A+Rb/bJJbTYHSIcqpd34gSF3RDZPcbaLOXEuJLI7exD1CYgoWLfo9m96Xc/WHAaySWq8AKVnclsH3R79As+TSYl+60eak7InFPQ9aEd9ozfZEb3eM2N/XI/2aZCrLCXblB/ZZIOc9CooREllks3mWb1c6iCzXCaWrkhTILsogfn1eUgG1NuWpB5NR+1BT20hHiKBfIJtQfXm5j738mNU+UlBDf3mR0DRVwV83JK52fZjY5nUqSxDDRCe5AHlCD0KblVZLkPZSUwMzJaDF0YDAYHZZfjjxWNk7lYDJ6nIp4YKRyQpvalxFJeT5ygx6PiINl7JksZMo3wK1Ft91L1yzAPMgLswW4wep6JGtgRog/TYXC7CXy2cHmn7tsnH1tulJqTFFKffFHyGpdZCBwB4mBEtLBzzId4DLkdXgBsoYuvRxz61tPZOV8PfXJDWcFTrJxuGWD3xiAjHtOL/p9miSzESaLz00/6mP13agnxO+x+ek3bfxO2cNc+phrLJdpkz6zdu7eLchYcI5c/XwolOqOk1I2hQvDy+QtiFy6C21wU4I7I5SGIGu5jxEx9wKymOtZRHsLktECwMhc3aKIyP2NXbcbBgUlrPs+G6BlKohYeRCd7j6KTr4zd57uiIh7A53wTZt8rzeK/TRtEe1uonzyJMH6KKFaalk4DLmBnWzXfZACfwXQt9FvlalgseWT64bzkt2bHxHiLYhIeQl5tTxM7SCvlMoTIrgvNNlkG900uei32AGdjb3s3mJoA1jqQ5UG8uqLCKcbTHbz2pj6kNaE+FY2R59BzQqjrOPttzZ+dqU+9MJZiNA9ixohnukCIxCh0GLynKrZ7S5IVun8vaKNszdMDidinjx2fyfkYfCV/f2MXPLWshcbR68jgjcbRxkZ9yx24IsSjG5pMtq4qPYWJKNuyGPgKWBEUr+G1b1HzUNjekSwVC4koZfOF2B1RKZ8Qy2EYw9qh5nLon3cQ1iogioUFCrmM5Tnatqk7kaTx8HJs6Vc79uRzcHYXs2u+yHvyhZENI3IPT/M5veHkM59DrBFcr908xOwG/UJsgM6yHwdOMPqeiT350UGXteQ40mAkchSurSW4dSHbVoFGS09Ze+9ObafpZ4QXxB5//6/so9BH3OdklFdXj1yIVGtbg3gP2hPsjYydpofeUa9hXnYTbI2FS0UL5O3ICunR6yjPQwMTu5lStRAtMm7AFmNZZvj0lnM2Xulg3ABk81/0cZ3AWrJsU5EhHirmHs0JsJ3mpztLkhWWR/pjQiAr1AomHRBTAnxB7EY4lUryErwA6SYf47izO6EWReiGOvfIKLzcnvmgOT7pVQS0IHIfSThFkwBaDgv2f1+yHL+D8hNcSNq5HAp56Xk3eegplAumNQPtnmqFWmCNsL/A9Ypuv1NkE+6MdkTWZ3MncxV7RHiu9hcfRElDtuEiMhz0QHJHiTkCHA2slA9KzcmR6GDgjWAeYt+hwJktj21pMbnIivLFpRfJSXEl0XxHI8BfpHUl27T0kBGm5kOcBA5by9E1v3D1rgxyJL1o/wYrEJBRMDjNs8E6vWltWxuOo+arj2YGnFQ+n7kpf2+08691ZBBylfA8laXEuKjsIRsZSxYIt5c3ZY2nubN1S+EYu62kIRoqEpBROU/gcWTuoAI20szudAguSra7/WA1h6dZSrIgzk7QFosd+8B0wEyb/E0HMqVyHCwb+47BwFXFf1ek1Fe2XrVBxngZFa9U6O9/ziUUDQ18MpiiM9KzsCnbMXHXIfyaWRUOsjKKSjc52HZu6Mkow+Z3CYgvfItksOGSda2ooXjZfIXYE4UF/xbdALVYUxCSk442TvubBP3Jihm1fs22O4AlkKWuy9igfppYI2KiPBvKSERnnvPvRBR8DYivTehPo5TRoiPscWg9AkOc4vWstZ/jkBxr1eyMfe99a1uiOQ80uRzH0k8sLIqB/ZuuwFHpe9pCsJc7cxLDeXRaAyWpeTnYmqhT36evbvNSZ8hAngksmAZgUiXVzBr37IXdFhyKiIq0/iNWf/KCPHxtI4hvoPJ9c+U0AMqkcE0KD76V/bOafb1s22+usT60RyInLuvCmt/A5kthDZyR2AHc2jzdihS0E8l8fRp8P1SbVp1b+1BAAAgAElEQVTaeMeZEBF3GvWu46mHynzoUPhKW+sqcVjQYO7uizzp0uSYqb50JyLLe+e+V1o9wEvHJddHFkcHTPNR792zKiJ5GxLiZS02B1+frmNWv62t58MSWWTz0do2f38FHFf0OxQgs5nt78pYrgtquvctiGD6JfUGBqHR57IWZFDxMiK/F7O6bigU6Ifo0DsjxAPSPa+3Na5N/bFs45EakT3A9MS70D43G2tDEXE5DvEDA63udhKPeUq8h7P38zHXWC7dgA2pNwC8HjjHPg9DhHgLcHjyzACkU/4GeW1OUovwif9O0QLyMgn/M9uYZGwgzmmT0of5gZg90+hzmUruHZezQXdEUjcNcCCyVP0QnXS2ALe08Xub2P3SEeH5PoDcnKZBLr2vIUJ8M1oT4kcgsnd40e/QRFmNRNZeVwBDcvfOBL4EVrXrXuhUferkmVIpTe3IaSpEuGXxUn/QvFS1ggjd21B4nXWsbhCy9P0fsmjJEmeNYzKclnfVgja539r8e0Kj/mLyu8ye2Tb3/W0oofVzbj7eAW3oWqyv7Ew9iXkSymD/HTpIGUfJczu0I7eVbJ7+ea5+EDpQaAGOo95CvFJzEzow+QRLavQDv1vaNY6atVwv5MqbefWcgQ7jWh0IoEOou8gljvJS3ZKbu8+1OflDm3tOSudmaoT4J3SQ16gsxdbsFe1zqj8vYWvXmZn+TY24WwOFu7jtx8xbU2qh3hNlDmTE9BRmsWq69xzI8Kuh7l32kpPRHsiQ6wFgCasbhPYm79h4HIz2etuipIc75H6vtBwKNcK7PwoRcyciNqfKPTc14k8+A65DnmJvVKFv+ZjrUD69UALo8Sjqwo3IyjtNSJ8S4oc1tX1FC8jLJPqPrCnkU6GYxQcil40sc31+IG5QpYGYk9UswCGImMuswCYm9bO/W6FY6uNtYG6S+41uKCnC+kW/z2SQT6qU9yPn0oOSPr1O24R46a3Ck/ed3/rHZ8B1SX3qTvZ3lLx2Ygy15LlSKU0N5JMqiJuanO5tR0Go1LxkfWIDYNOk7kosziWyWL0VhdRZ1+p6A7OhEDJ/RtarrdyHy1TIHfQipXw02sC8QHL4lutzC6EwO5XpU/be16NY+39GMQhfRNZxu1FPiK+O3DYPIEkCWbVia/n3WOJaEpISWAaFm2lBBGdl1recjJY3OWyUl5FdLw78nBJ6W7Qjk4x062/z9OXA0la3IjqsfBzYIHseHQC/BJxWdPu9dL2C3OlfR2RJsH71BTpAWSh5bhXrR++gfV+pdcnkvdc3HXL5pO4CZHF5CBam0fSkPRCROUsRbS1IPo1CEeyHSMyU7E117/dQKMLKzN0mg7YI8cyidwgycppg6/8HyKOuqURdVyi2dl0K3E99yJNZEacyu133Rh6/j6K9TKnD7tq7+ZjrnJz62zr2BQqht2TWt5JnUkL8oI7kPMnaVrRwvEyC/8R695XHkcvPW1ZuBBa1+9lAvJ1abKdSu6w0kNUaNgifJRe6If/ZrudBG5pzG/xW6ZTP3KT0B+QO9S/k3rMw5qKIYtK+RoOQKVUqyFL+KBtPzwHDG/ShixBhVykrsEbKD7A7snhqpCBUbl5ClhR/QZbeOyAS861MNvZMSoiXPiZ4W/0IhR44hJpnQT8UL/R9FDYmtRZrpJyWVhnPveceaNO2ArVD3nmAixGZuQsVSrDWSZn1sfn7aWoH4lmy3nnRBvBoFA/7NCpIiKNN7j+AfyR1Wf/qA5yMNsuDim5rk+SRWsu9hA68tyKxlkPWc6+ig94rkKfKc1Z6pL/jxQtKePxsssYdjA4xL0DkwKXUJ2dbkVxCtrIXk9GXwE3UE+K3mS7wMPJQPc+e2yd5pjJjzdatQcn1nrS2fg7A7OhwoYWSG1V01AdQONBMRqOsri+KLb6/ze8rJs+X1uOpgWx6I37pWLvubvJ4HuXHeop6L6hUH6+K7u1jrrFcJuZNsXn5M7RH+VPyTBomdRjyhmoBftWUNhYtJC+T6D9SE/bfESkwr9X9E/gUhfvIYmFlxNPTwG1Ft7sAOfW0jUiLKU9TZXJp8Gx2yHA4Ohmeuej2N1FO1yBS7mS0+X8cbeh2pZYQYwaU7fdT4JdFt7kJMmkrjvXM1ke+Qa6a6Wa4JyLDH0Yx1CqjjNv790NxvtLEvW0pCJWclxDZ/UCiIMxj9d1yz2SE+FqZzNK/ZSzUH/T+w8oh1BPkWyIPnnuAaYpuc9EFHWK+gSXuTepHWD/7BLn69iu6rV2lIA+NbW383U4tMVQvZE3/oMlvfxSe59Kqyc9ktCsyJrgd8zBAB3o72BisTCgCe/fuaHP3JDBXUp/GA10BhdoZgw5VSp+k3suPKygUyMn2eQ9b7ze365NQSKtzSQ7Lq1ioJTu+DVghqT/KxtgnaD+8b9FtLUg+C6E97lHU5wppS/eeG/NeKXOh3vBtJMoNthD1xO3e5CzE2/itUhPhtPbGnB54BB3oHoj2td8jK96DkJHTxbT2JC/t/iT3nj7mOuhHpi8tig5xr0ChZP5EbS+b6k1DgROA+ZrSzqIF5WUS/Cdqk3KUKQZZ8P5rEZl5Atq8PIhZFNhAnLnsk3kin7ylVw9q8cD3pLbxbYvsPMgms0qQ4Yi8HGMTVnaat4zJ60hEEGQk1UzIkmWuotrbzD5kn2dDlpZDkrqZTDbfIaJkTWBJZGnwNUmyzCoV5CrWggjMthSENGRKZealtF8Bf0MWYG8Duyf3U+VgIWQN1QKsXnTbmyijPsATaJM7MpnHM9llhPj7KJbhtEW3uYmySRXNjGA71fpRP7tOLS6ypKwtJEmNvEy08D0Ueae8gZT1623+3t+e6YOsDi8sur0FyWgA8FtkHPAesm56GOmYadKjqmyA+5j+86cG9/L5L/LxVZ0I90KMdWvZ1MC0iHh63vSmLAb9WtTCNZ1HxTwNTQapgcCONCDE7d6MOf28Mjqlve9g0wO+QnlDGune92JhCtqScVkLOvgel4ynh0hyf1EjxO+lwgdPplun+5EdUMi9MSjnxarJvWuAvxXd5gJl5WOu9Xul+5PjUPickXY9jenY71BvId4P5Tca2tS2Fi0sL5PoP1JWBIfb57NRCIsF7PpUm/DvBZbNfa+sg7DdzRgixJ9G1s670AYhbkrVP4Hri36nJsruFEQ+TWPXcyKrryuoWdL3SZ6vREgLe9etgP+ihHQPA3sl92ZCRMEX6MT8IRQb7FfJM5UgCZL3HYJi73/XhoLwXxSKZ5nc90o5L7Ujp51ReJiHbO7eI7mXEuLzI4JunqLb3ETZbIKsTlL31JD72xfFEG8BTi26zQXIqG/yeXGbg85sIK9d0ableEqYQPQnyC+TTx90CHwJCg92N7Br7tme+e9VoSQymspk9GfTKU8HNkyeq8TcjQ5vR5gOeajV5eOoDwCWpTURXpl+46V16UhnBkbZHL5OUreRjbltgfmLfocCZdcWIb5sG8+Xeqy19X4oAeQfbS+S1713R8mz/wFMVyUZ2Xz8MTIg/DmwMQrx8TZJLPCcjCpjYJGT2ynowOB3Sd1I6zPT2XVPq3saC6FS9uJj7ofJCBnn/gcZDM6d1A+lZiF+NgozczYyrmhqDqPCBeblJ/4H1hMlvRFxOQa522XE5ZrIkmcCyQa5rCU3CFdHGWyvRERlOjn1QK50E4CdyLn32DMjgF0a/XbZCjUr8FuA++zz3GizdyU1t+gDUVK2ypDg9t4rIevTk4F9UbidsakCgCybDzVl63yS2Lxll1db79dAQUhjqu2OwoOUfl5K3rlNsgh5EzQixPthyXqpmEUhssT9AJg+V5+Rc70SGa1R9nHWQD4nI7fwIXY9DfII+wJzubf6ocjF9WwqlLTnB8gxfxDem/pEmnm34dLqAp2VUYP7pSXCc3pl+vlh4NnkOpuPAiIuL6U6XoWl/f+fhDJKreW2sX3JhiSxY00PeAOF1xmILMUvAq4puv1dodCaEH8HHVwuX1Sbii7IGKd3ri7VvQ+lPlzh/sC2Rbe7yTKaDXl6X059IvGFgBtQvrX0AOpXVZNRTl4jgOtsLjqmwf3+aF/8KCLDK5UHw8dcp2R0NEoIvXzaP6jxTUOBC1G43Q9tLl+s6e0sWlBefuB/WG6yySufwHrIOi6LGx6Q5fNfTeGqDFFgG5GPbJG7wSb0p3KTUw9kBf05sE978imbot/WgoW8DL5AsVLfR64tWeLMWRCh8hcSa8Qylrx8gA1Q/PTsUGAWFN7ibeC45LlZ0AanhSQeVhUKstBdpQMF4WDqXVgrMy9RvxFeG22Gd0Chh7I5fRQixF9Fhy5DEYH5LjBT0e8wmeXTao5Fh2+fAbM2kGEWtmJU7juVODBAIdJ2QBYnL2OxL5GlzukovvXTyHLuEUSaNyUGX9Hlx8671JT0kIzJUs7hk1JGZS601rt7J/e2RtZzV+e+M6/N49dVREbpvLwy2ov8gnqDndLL4QfI6yq0+X/fdMW7MO8nm9cvQqGIXqfmxbpg0e3uKoV6QnwX0y1/UVR7CpbFz5D37sa09k4ZguLMf2f6ZKvkz1UYlzYnfYPCWmVx+bsla9lSyDDu+Da+X2oZ5ebvkKx5syD+ZCz1FuIDkOHc39FBVM/875S5+JjrlIy6Ic/vC2gdSz6dv4cA66JcEE21CJ/YhqKF5eUH/GfV4jT3R6Tc/0Muz+tSS2o4B7KiuxhZFCyJ4mOflP+dMheTyfvAAXa9EDp5akHuGikh3hOFa9i1iLYW2Zfs8wDqN3dLoIRQ3wIPJPUzIGvn10lcXcpYqLf8mhtZFPwFOCH3XEaI/4/k5BxZ8vzGFsPzi36fJsrtUus36zdQEKazOevrRgpC2eel3OJ/kc1DryKC8hYUeiCb45dCCSG/MSV0PAWcljdZPpny3cfWrUwWSyJrgZtIrHns3nxoc9OUjONFFxpYp6KkNJshQvwVaoT4DLYO3mI6wFVUkAgHFqQilrkuo8kip1TvPsfm5eeBA4DZTX/8A4oV+k/kCnyGPfNsMq+VypgiJ6N0bbsceTZ9Ymv9Q8Avqbg3CvU697rAS8Bq1q92QoeZT2L5QJChziHIau4cLNaqlzqZpv2uEmubvWs+TNyMKKzXa8hoJ697L0dt//v7qo5Fm7tbgGeohQHtnsjxBpvDe1MBsjKRS7bG9QWWzvoW9YT430wPPyL53uYovnr2/dIaofiY+1Eymx4ZVh6c9rPcM8OLbmeMceJ/qmMKQQihH5rIW5DVc29gEWQ5eBraDB+NJqjeKFzDW8hy7rsi2jy5EUIYFGP8OLmeGm1OJsQYDwkhLISs4q5GVuCnIcVzxex7IYQQKzIYQgjdYowt9vl45Ob0BXB/jPH3Vr8FsuCdETgTHayMBJYGfhZjfK6ItjcbIYRtkUVzRMrB/ej08ku0KLaEEGZBFuArAZfGGPez706HXPKmjTFuW0DzJztCCN1jjN8n1zOj+GDD0Bx0W4zx6+T+rsBZSJY7xBgvbG6Li0cI4QK0Cd4O9afTUbiYx5Fb3cMxxu9DCPMhhWpG4IoY438LaXATkPWjEMIA4EaklB8UY3wghNATJV/ZBlnI7YkOXEaief57lEDr+8a/Xg40WqOyuTyE0B3FVj8REVBLxhgn5J7tGWP8tnktLgapnEIIo9FG5C4UD/TDH/EbpZOby6hzyN4xhNAfWcB9iAwnWhAR8CxKEv082hDvjPI6vIHmqr1ijN+FEHqUVf9OEUI4FyV6zLwKP0Jk+MfANjHGJwpsXpdACGFPRHTPiIil76x+NDKg+AyNw7uS73Qv8/qWjLN0Tpm4T+ngu9ka2Oo3yo4QQr8Y4+f2eQakO80E7AXcHmP8yu4thMKpjQWeizGeVlCTm4J8H0jn3xDC9Wiu/i0KzzjB6vsjwvcTYKOy96EQwlzIKPApu+6JIghsDqwdY7w7hBAQgfldCGE48jAcAZwYYzwy93ulnqMy+JjrPEII3RD39j3KKzMu7SchhPVQHqOdYozvFthUtwyfEgr1boYHIgJlLuSC0A/FIWoBzrJnBiMXjkORUlraUztkOfEWMEtS1wttUJZAmdlfRG4aPa1cZ/IaQ2vr1FKfBqfvh7wH/oesVB9DhPi1yf3VgZPQ5u9RZO1UauuUnHyWQBu639lYut76zQHJM5mL3azI6mDH3O8NaPTbZSjZ+yDiMh1/MyALp7eQ0jlVcu9X1qdGl3E+6oTMNkMJVDJ36IORReGhKNzOYyjMTKmt5NvoR/2BfwN3Is+CNClkX0R8v4tCWk1AFhkPUT33zL8CFyXX2RzUHSX4/QaRc4OsPpNPqeafTshpm2RsrfADvpeuATsAx5R1rnIZdepduyGPuMeQ52VmLXcmOnjaKPf8MOo97Uopl0w2yef5bN7Zllrc9OkQEf5XGuTkqVpBFvLf2hqWJV1Nk9GPRhbjjwFrJfWlnbupt5ifBhne9M0901GugnxIw1LKKzfvrmL9aI6kLtO93wQ2RfvdgHiA60nCE5a15GQ0g/WnvEfhHTYOT0PWq/PavPUVsHPR7zC55WMy+QIZ4CyV3NsUkZdjqXmohGQ+3w7p4J+R5FIrc/Ex1ykZtRde+Hjra4dj3hhWPxR529+f1hf2DkU3wEsn/6NEev8ROJX6uE3ZRvjXiKhbp43vl44oQJuUDZEVzjPkCHH7uymyll88uXegPT8e2K7o92imvJLPw4B7gVXtepBNVt8AN+S+lyViLV0fakdWcyIL1POBflY3B9oAt0WI92ska7sulXJO7YAti23ZQuLuRD0hvo31t3ls4Uvd7EpLFOT/301BWhU40q53McVqtF3vaHK8GR1ElarPdNSfgEusf8yS9K9Z0cHvYLueHx2oHEASa77s/SiRU390KPAd8KekPp3br7R+NI4kHFiVCvKWe9X6SUo2zQcMpw3lOzde9zE5blH0+7iMmiaTVnlQ0EHcU9TnBRmN5b9InpmugXxKN4fbHLRJ/h2RF9OXwBp2PReypL8qkyuKrzqwme3tSgWRUMfY3Pxssn6liXo3R7HC723UH8tSEBmSjpUtkKHAO8gAZ38S0qmd30l/YwNKarCTe88Rpge12Bw+Irk3PTJe+hxZ8l5sn/cp+h2aLK/RyAP8VXS4NF/u/i0mvw9QaJQ7gEMaybuMBR3MfY2MT5ZN6tdHJPmbGCFu9d2AY9F+71gqwAf4mOuUjNLDzJ2BE5D3/EJJ/e2IEL8KhQPdCe1TJtBF8mAU3gAvnfyP0gTVYuXkpD7YJDUAeA7F6+tGdciBnigR3Wu2oM2SycX+HoVcNae1614opMzRFBSov+iCrHT+iki3NHb6EGSpWkeIUztYKLVykLzvMjbOnqd1jPDh1Ajx/dv4fqnlRM0ybipTOK8xeYxNxxTa7Dxo/el/pkA8U6G5KVUSsgOTqZH10wCkoB+FEVGIhHrXZPkQiUV92YvN4w9iyYtsDdsGxeR7H4UcWLsjOVehIG+nQxAhfnqD+/+HNnZPAHMW3d6CZPQzdEi+sF0PRRuU/yCC7jxyyWip3/jsbfLdqeh3cRk1TR7zmDyWzdXPaPWZJe9om6MPseupkDv0BkW/QxNkFBAR0gLsnru3PCJXlkLeqRkRPiC5/ziwUtHv0SRZNVyX0GHCUci68lbMi4B6QnwjOkEET6kFhah4DiOuUbLVr1HSuRPQwXgLCluxRDu/k85H+yLL3p8X/X6TWXbbo8O5v6M9SgvSG+fIPXc20jEfIsmHRcn3J/aOq6J9/59MDi8gD5XVc89lXuLHkZDllDi/g71ftqf/ub3/Tem8jPimx9C+bS2rmwclQ9wiea4SurePuU7JKEsIPdbk8xgKjZLd/zPKN9eCDnsfoYsQ4TE6GT7FFGS5u411pufJBZ1HMeieAq4suq0FyKYnsA45QtzuLYFOpM6wZ/ayAbt+8kypF76crKalFu7jOXLWTIgQPwidat5TdHsLlNPlJqOnaE0IDEfudS0kVs5VKEk/6Y+sLu5GZPjN1KxR8wrC/sga6nBqRHqplSjqifDfIrIkDfsxq81DByZ1q5osF8nLsMwFEd9T23x0NbJUvQQRbaeimHLjUHLWShyk5PtQg3vTA4eZjM6gtrkZbHPXNiSeKlUryOrpE+QFdiTaDI8B9rA+9R2wZvJ8nuT9npKQvC6jTstjKRRS7y3qXce7oY3dvch69Xvg8OT+kojkLY0sOpDTgujQpAXYM6mfymT0DiKezsfCE6CDlr+iA8/pi36HJsgoXf+XBtZEVuHZPN0fhd97D1moZqGseje7rQXIJtjcM976y0hElJxEvYfKzsjT4DwahBpoMB99R/lDXKyBCP99qR0k7IW8n8cBs+ee70l9qMZS7nXJkY22hp2TjKtRaK/yCea5kjx7l9UfQAW8VqjtwQbY2LvW1rQbgOWT59ax8dmCPDX+R4WMmRI5+JhrLJd0jVsZGS6tjAxON0Bc3PPApslzM9tYnIUu5rVaeAO8NPhPaduiYAiK2TQBWX6NSO7NizYyJxbd/ibLKiPnGhLiSEHfFxHi36LT4kOKam9XKNZXzrQFcL8GshyMLFfGAcOKbm+T+1Ean/88UwR+h3kWJPeGAxdSATeoBrLqhkjLZ4FZk/rRiYLQptdFW/NbWQr1ISuuQXGwz6Y+jMzsVn8lsLj1p/OQ5UWpScx21rd1Udz0/6CNyyrJvUuQlVip+04jGaGYzMei2HspOTkD8uT5GlkYnoQ2Nh/QRTK0N0FObVrc2Pw8DlnznEdtYzwEEXYb5X8Dhf0ojbWzy+gHy2oUIr7fo54QXwcdXuZDpM2H3KPvKvvclOsD81EzGEgJ8S3RBvhTdEjQHVjM5u/xwAJFv0eTZXYZ2q+1oEOWPagZoAxAuuU4RET1KrKtTZZLN2SV+gHKtfMgsHV2L3nuAJPdSrnvNzqY23FytrkrFLQvG4PCDmbehgGFHxpvfWy41WcheEL6t2wl1xdmsLIvSl6cPrcYNUI8byF+Kzp4OYoSe2QmfWEAIi/vQ3u5O2yc3Qkslzw/Hwrn+BcqZMyUk5mPufblcxAyqDgN0x+tfm3EETxPg7BqXa0U3gAvuf+Q+hAEW6PERrtTC/PRlxoh/oJ1wD8gBf5ZSn5q195AAnrTmBDvhuI9/wxYLHm+lCd2yfu1Z1k4EsX++p4kEQb1hHjhSQ2a1ZeQZepgWpPeV5iScHSDe/0ndxu7YkEnv88Af7XrlLjbyuT1JnZYly6QVSoox8MbKJZq5gqd9rldkMXBhyiEzPskcdbKWNpY3/bArAWR5cA0yXrXA5gbxRI9rog2FyCjlAy4DLkd3osOT14Bjk7uT42U8lesDz1BF3I9nMxySsfSbMACwKIk1l22zk2XXPdDFoevAUvmfm8nm7tKQ/K6jH6UnJamRoiPsrqhiAz4AHjA5PMHFL7pGUqcxBdt/POWl32Qdddl1h/2Tu7tig5XvkIHm/9Ce5WFi36XJsgq1YUOQhaVmyPL8OuRQc5vkvVuAPLK+B64quj2N1lW3aiFuGwBjkrupdarb2H5MfJ9kRJ6qHQgs/OBt5LrNLROFr7xHSw8Whnno3Zks5WNt3Emh6vJ7T0QIX6HzU3r5vrS09iepswF6dTX2xydWTr3tHmqFSFu91M5lZpjaiAvH3Nty+bnKIrAZ8CxVpd692SE+D+AzYtub7vvUnQDvCT/GbVTpwHoNOVFm9jfQ/GJNjRloB8ixF+3gfgHZK2TKeSlnKxyE/JyyGLuBOTeOrXV96FGiD9PEjKlkazLWqhXyvdCbojnklgyo83xxbRBiJe55PrSpsDDiIx8D8XcTU/HM0L8SBLSoEryyr1vd7TJvTqpSy3qb6cWMqVyCoK970BTNk/Iz8c5Wa1v/epISh7fuYP17T0UJzVVpAaiOLOPoXBF2Qa5EuPN5uzXMNdVFG7ne2Q9f1zu2anQYd6AZrezINnkE6+9RC3e/lVYnMv0WZQUeTcsNEiD3zwC2LLod3MZFV+AZW3eGQcsbXXTIgLlMRQi7H4U/iqbl0qnd1NLUr9DUncFcIx9nheFr2qhXrcchsipX6MN8YxFv0sTZJWOtxWsb+yRe+Yym8NTQnwgOhSeu+h3aFafSj73BtaiFv5z4dz9WdBh8G8a/M7e1u9KaxFOYolqfzdEnmA7J89k+/5tEPH0HDq0m8PqSzcvpTKxz6shQu7PyHDpWWTpvT05jwvkifkksFtb8qHEOiby+vo39QnYM4vmLajF6l++iPYVXXzMtSub7rnrnsg79U2bwzMeLrUQz+b3R+jCBoSFN8BLq0m9N3JduRvFjh2Esti+ah0uG2wDESH+DnKNHmT1pRyEOXltg+JXPUvtJPhEYGa7nxHi/7FJf3jRbS6wP11rsroXEUpfoGzHc9n9OZCF+FdUM+THlijB45mmRP3JlIFHgHWS57IYmX8kIezKXmjj0AjFAP+ABslUgBvRafoT6IBh9vR+FQoilVow4qjRvEwF4oPae3Z2fRuLwscEe+4mRJjfRYktL9uQ2WqIdFvdrg9DVoV7mOy+pN5CvNSHu+3IaTSyTDkSmA7Yz+R0P/UhZVZCZPB/gF836ptlLS6jdmWT39xla1g3lEj7cRJCPJMHIsZ7tvU7ZSnIC+wcW8f3tzn5XZKkhogQb2UhXoWCDiFH5uqORd5eY6gdZPZO7meE+GHYIUGZx1j+/aiRTNnfXujA5H2UeO5nVj81sC3as/wy93sjUGiV0hHhOVnl56eR9t7/wEJYWX1PlATyNHRglxkajGxGmwuW13AU1/l4ageTg5FHyjgaE+J5L9/0AKbsY3Fq5KlzbvrOyMipFwpb9DXSP+cvur1NkomPuR8mr1WBofa5h+kG41HIuKw+taBfnVxs9a5WCm9AlYsNsoXtc6YYLIaswdanRgCMRoTdIblnByNC/COkpLZKMlK2gk7pPsY2a6YUZdlpz6CmXPY2GU4ARhfd7oJk9RtEMq2Q9KX9ybk5A3MhtwS2BjsAACAASURBVKkP6GJJDSazfGZF4XTyyQ2zfnMnibUuOi2vzIFBolj2QHH4RlBLALUIOox6JhtfplDNgUiWjU1ByDJvtxlDvEwlmZunQoeXF+flaZ+3RwcwpT28/LHrW/L91ZH1V0ZQlVlWqSdPHxtvpyMvsC0QubKV3Z/T1vyxwOlFt71AmS2KNigH2vVCNm/fbTrC0yTJsqwvpdbQpT9AcBm1K5tsfeuHQqBcZGPuF8kzo6gR4ku18TulI0/QYUA27/ZBBMmnNg9loWNSAiklxHcvu3wSGd1i6/wiSf1iiIhrAf6Q1KeE+EV2/0BEQpVSRvn/fxQu5nS0X/2r9Zusn62DDlo+RaT4TSj81+Ft/G5Dr98pueRkta7J6A7kfTG/1S+PDixfAX4P/AJ5jX0ObJZ89wPgzKLfaTLLa3lkyPUuZhxATa/sa+PwfcSTtIrJX+Zx1977oVxF7wDz5uq7IS7gWuQtXcpD3rZk5GOuU/La1dauPalZgvewtexNZEg4jdVPMXkwCm9AVQuyLHkBkUmpIrUZstrJSN0treNlRPggZAU90K77I0vpLEZWaSd35DJ3F/Bbu14EufOeS81V8wzqLcRHFN3uAuV1q03s/e16NpusLyWXJASRmDMV3eYmy2chpHhniXsCNRepbNxtUlT7CpZNtkEZgCy9XzaF81lqljsrIaJlPPD/rF+9BDyX/M5GiEwopQtwW8oiIljOM5nlyYFpgAtsLivl4dOkWt86kvOUXvLvhZLS7WWfszjz16EEdJn3Vy8bj68i98xWoZuqUFAoi5uRtfOc6ED8PLs32vrVvcAGDb5bWj3JZdQpuaQhm16ycfSYzVffIQ+xIfbM0sji6W0q4DqOSKTH0UFKRixda/P2OOAQGhxQImIzI3lLZ7HbhqxWQ96pfzd5ZQcs8yBDgLHUh5hJCfFzyZFRZS6IkPwceYY9ZXPRBJQTK9uj/BxZWLbY86lHRl34gjIXZBH/la39t9r89DGwv91fGh0+fW6yepskrBXayyxSRNubLKdRyNP5UxISkpru1BftWT62flbaw90GspmY7NLk0C+5NxwRu08B8yX18yMSfJ6krhIy8zHXUCat9l1o/3EZCkvUiBB/CxnEDS26/T/oXYtuQJULypSdxR5czOoWQ0rnL4D1bNAdlnxnXZus0pjGA9DGplTuGXmlxwbhCch9dRiKQ/TX5P6T6LTzXGDW3HcrMaHbu3ZHccHew5LSIOX8QxQrtJ/VHUWiqJe5UH/6m8VqXACFG/hVKrukr70KXGjXPRr9VpkLInRfRFY6e9nCdzOy4t3DnlnE+tGLiEy4mNYxsrtsnLCfKJ/UmncDFH7gQGrWBLOhw4I3UBz64ehw4DK0CSy1C+KkWt/KWGxsDc3V7W1z9grUNjKDbB46L3luLuAGlDejEgeYbc252EbOxtRt1A5Z+lnf+whtakYU/Q4uo65VkJvz39BhQLr5v8HmpWWSumUQeXBz0e1uglzmRLF3ByR1P0OH3/ejsHuH0iBHkX33vLKvbcn7BmQ1+Bo6SEkJ8QVML/o3bRDiZS7Uew4sZWvbQdQOmeZBBlyfY8nVqIW4/JYGOQ2qUFBM67FIl8wOwAegQ7pbqCUX74tCXiyEhU+1+nzSyFLsfdtZ3+ZF5GULsG9SnxLib5LEfC57of6w9ybkAf0KMj4ZbPfWRgd57wEXIk/VF5C3WCmNT9qRl4+5+va32p9YfcaP9ESGO1/SmhD/tdXfNiXJofAGVLHklIQ9TVm63xSpPig+0VgUVy4l6kYiYuqKfCcrm7JAPXm5ArC2fe5jf39tk/acyaJ3FToh/gZYueh3aKKs2rJOvQVZNC2LLMKvxjY4wNzImvfw/ERetpLrSxujze5BaCPzd0QEzJz7zoyIKDii6PYXKKtj0AHT3EndDkjp3CH3bDfqY6j2KNuclJNTOodfiZTtD5Gnyjco0VwWNuZ6q2+xcfgMsFDR79Ak2UyS9a1MBSnZ71N/kLsmcDZKRpO3Fj8dWWFsjAjw80ympfQqSN47C62Tkm1zo41LuhEZgkink5K62RHJeQglPvB1Gf0wWVF/gDkTIgP2pEbsbm7z98F2nemb3RC5WXqSICejU6knJYdQT4hnpEs/lIh8cNlllF+baJ8QX9DG3cvAdkW3vUnyOYfkIMnqtkeGSvPn6gciD7mx1Lydu1OhgzlaG3393OSxUFJ3s/WvRe264YFK/rfKUqBVqJ3fIb16P1vHpkP73Y+pT+Sbzd+lnpMayQqFin0Oha04B5GT36F9XRbGYhg6JH8OebJcnsxdpZWZj7l2ZdNof7JY8jlb83ta3/kC6VBDk/q9sbx0U0opvAFVLNS7ryyB4vGNBx6wyWkZ64xjsZM8tBF+3JSt7PulJAxyC9/WyLLyARLLd3SSOSa57o9CgqxDya0Kc7JKkxSsZ/1lY0Q67YQU0K+AG5LnpkEJDl+gIrGc7b23RVYox1M7XFkFnYzfh7k4oY3ddjYm1y263U2UTzavZAcmFwG3Uzts2gIRmBlRMISalUGrBEllLdSTvafaPL02OkBZHDgLEd/H2DPToEO7jYGFySXvKVvx9a192aBNyaPUPHSOtznoLWC9VIb2eQVEGLSY3P6HxWIvcwGWtL/Z5m5rZN30GYrf+H/Jsw8gz5SpbO3bDnllDE6eKd285DLqlIz65a77AkPRocFEC3BgK7s+NPse0jNH5b5fOpKg0f87stx9yuallanlC5kaEeJvIa+wudFB3v+AYUW/y2SUURriJH9gmSfEF07G5AKIbBqHJdQua7G+cBewak42xyKiMvNKSde3TVDCvnUa/F7pdIB2ZLctOvg+CXgrqb8V6UpZ/pVVEQnVt4h2Fiyj7dEe7kEbU2OR7rQi8ry80frZXmkfSsZi6da3nHwmJppHOXduBIZbXQ+U8LEF+AMwQ/K9wehgqtXhepmLj7lW8mi0P/mLyWK95LmMEO+LOILxKJb4FBuysfAGVK0kk80AZN11G7KGu9smqQeQxcqyNuF/auVFZNE6cbIr+l2aIKstkLvF/iRxrezebrYIHoCsL3dGRMGKyTOlVKTQJi2fXf0qZHX6jcnsGUT0XoJCMtwMLIkseq9ArtGltU5tILOlUPzmA6mPndYPxTEeazJ53Mbip7SRuKfMBR0qPYOSrz4JXG/1W1Af27kHIoLPqILiZHJZP7nujuJiP4+FIsrdOxlZYaxQdNubLCdf39qXzyzoEDIj3P4PEUlPmnwuorG173BkvbIJJSackvfNiMmd7Xo1m5+PRwco19l8fqXd34bagcJ96AD4kKLa7zLqGgVt1vYFTrHrgEjbE9Hm/zUUH3xzk+XhyXdXtjnql0W0vYkyCjavHJ3U3Wr9ZyFkWfgW0idTQvwOREyNs7J40e8yGWXUy/pCalTSFiH+OiIT0jAzCyPdco5mtLdgWWUGEhsCK9nnlW18HZw81y259yWwStFtb7KcUgOS1Wws7Ugtr8rmKFb/m9SsU/sir9Z7qJAhk737MrZ+7Ust1OWK1q+esuslkMfz18BBRbe5SXJZEdg2uZ4K6d3XA9c2eP4Yk9lx5Dyi7X5pDwx8zHUon/z+5CRkODkeJaNNCfHMaCnjBlqQAeYUybsV3oAqFkSW3IiscmZLFMxDkCXvA8DMyHpnYWB9ZKWRKQ9VIJ+G2+A7knpSYCWkcK6BYmFNsPJpNoDLXtBGbmKSIpPRayhu8YLAL5Hi/TqyFj8ShQP5BlmL3UxFYjomMtsBeRiksUEz0qk7slg9FZ1ynoNliLb7U+Tk/gNkk46v89GmbyZ00PSJyeX7dHwhV+B7STbQZS7JmNs2qZsLEUoH2nVG5AZghI3JC61/lVbBbCArX9/alk0PZFX5KlKuJyAX3xkR6TSe+tAxpZVFB3KaEZFxLSgfyvLAKdQSrQ1C1k0fABdZ3S/RQe/VuXFayrHnMuqUjKZC1stfIcuuV22NH47cyP+Mwlt9j+UuQJaEc9t4vKEC639vW+u/QN6Vf0PGAUvZ/XmRR0GeEB+ILOv2oOQkL/KCuwAZ3FyY1DcixNdEnhmnZv3J/vZqRlsLlFFKNA1Fe44WLOksMtj5Btgpea4nMnZ6FViw6HcoSG4zIsvTs5BxzqzUDpo+wA6/qXnzjEtlWJWCSMsXgTmTupuR0cUSdh2QXn4/sFvRbW6CTHrauDo7qeuFDnxbgPuS+tSj9feI/D0Di/dcpeJjrk255PcnH9naN7vJ4CXEKaV9aRvEG5zBFJwQuvAGVLEgi8IXgRPsOu1Yh9okdj92MpX7bqkV8+Q950bK99q2wM2KNibvmnzuQhu7jVF8ojWrIiObyK80OWyJ4qb9mlySSEQ6PU/NUmMhtIEpZULDDmR2KvB+W32EJL5VTo6l7kvJe/a3Re54YAurWxh4wpSmy6yul/WjxxBpniXUKCWZksgnHXPbWV1vFHP2xuS5NGzRP4Cri257AbLy9a2xXLLDt9kQWfIlcvvNLCyGIQvx16lPBFVKK/lOyGt6ZKXTgg6WsrBDGbmUkb3jgQuS7/WpQn9yGXVaRn2oha56iyQxlM3rD5h8zrK1bR9kTPAsJQ7ZlJPRIHTg+y06AF84dz9PiJc6z0wbMpoWHTZNwA6XrD5PiPdCBNXDJLp22XWkBvJaxcbW1yhx9kzUwn2dh/KqnIgOYSphxdtARsuaPN7DvFesfh2kP76DDgtGm6w+oT7heGX6FNrDvZ1c50NZLIs8MrvRIPlfWQu1sJb9gA3tcy/kndKC4jlnoS7zIR4frlIfSvqJj7nWculofzIHIsRfADa1uqHI4OuPRbf/J79/0Q2oYkHE03+p35yk1pn32kD9F0nyuioVU5w+Qa4+FyKL5n8BG1FzjTq4wfdKvWlJ3jPdBH+DxUjLLXbLopPOg/P3qlaA3ZFS/sukLpv8pwUuBbauopzQYdOJSV9aO7m3LiIGPrJxeBNKXPsUJQ9p0UBO0wPXUB+a4Nd2fVzu2WHoIOE4k28pFag25OTrW/vyORZ4Gxhj69qoZCzNQo0Q37vothZdbMxdYvPSOVbXLVHQB5k8PwFuy+7b30qMOZdRp2R0FTos+JiEyLR7MyJvsJdNhs+gcEWZ/CrhnWE6QOZleWFSn+lJGSH+GvLMrJSeZDKYDoXV6YgQv8D0pIZJ18pcqDcmWRGRcl8h44pBKEzDW9TCEu7Z6LtVKMAMyEvnM+CS3L1VUAi190xfuAXzBrb7lRp/KATD+yiszq3Uh7Loj3TtK7AQKlXqT2iP8UcsVIXVZQk0x6Mwso0I8UrEUs/Jysdc+/JptD/JvMHmsPX/bdOTHrC1cL4i2zxJ3rvoBlSxoFO7q61TLZ/Ud0NunY+hOKuX55WsKhUU0ykL6/HHpL4PcsH7VVFt6wrFJvWLkDXPn5P6zFq3nymdpxTRvq5UbBKfgIi4UUl95gb1Bol3QdUKCltxPopzfXzu3mLAr1Cc2QvRqXnWxypBFCSySAnxLWzOvsSuL0YHUOuZnMYzhWXUnkQy8vWtffkMB0ai+JbP2xq3NPWE+KOIvCy9q28n5DUj2uROPISy+oysHIysnHYuon1dobiMOpTPDDbmWhGZdr8XIlSGo3jYlUokZu863OahRmRvSog/jQ4OSp1MrB05NSTEk/uzIs+ns6rUf3IyyBPijyFCPAu9M43pUtMkz5WeaGpDVjMkc/duuXsBhSkYQr2XQeVkhfZwH1o/GouF1UGk7zbIonfbottZoHxS79VdEtlkhPhO1AjxdHxWhghP3tnHXNuy6Wh/MjOKJX4D4p+m2NAode9ddAOqWoD5kAXGXSRJ1lB4kDtRTN6JMY2Lbm+BcuqXvr9db2kLX2XJy0Qe6SZ499y9EbZpyVynK7fo5eSxBnLJ/CeKo76pbWo+o+SJxDopnxkSZapVfLR8/6nqvES9V8aGiEg5FsWaa0GuZM+TczWvUvH1rdNyWhJZyOcVzuEo6eicRbavqxTqD6HSmLMZ2ZuGJ6rkOucy6pSMpqUx2TszOixIyTmXUb2MeqGD8OWpQBLfDmSUEuLXmmy6A3Mio4L3gZFFt7NgGTWyEP8aWDmpr5SHSjuyanfudllNlMGqyEjgeWTEtCayCP+UCoSy6IR80n6UEuLP2r5kPyoY4qoTsvIx11hGbe1PWumUU3rJNqOOAhBCWAMlQPoQxW56HxF2X6OEEN+HEEL0/yQAQgijgKXQ4ndsjPH4gpvUJRBCmB4lL9gIxXy+DVk8bwn8Allj/Le4FnYdhBCWBs5Em5Y+iBi/KMZ4ht3vFmNsKbCJhSLXl3aJMZ5n9d2BGGNs8TlpopzOQnkLNo8xXh1CmBERBa8DY2OM7xXYxMLh61vHCCEEZIFxASJUtgaeiTF+G0LoEWP8rtAGdiHk5qadYoznW32l+1AKl1HHCCFMBxyGyJT7UIiU36DN8cgY4/fFta5rICej21Hc+T1RDNH5XJ+EEMK0wL4oZ9EEZH0ZUT9aL8b4bIHN6xJI550Qwkpo77YkIsQf9Xmphrbmbkc9bA93FvIuGII8Va6JMZ5t930PV+tHu8UYzw0h9Eb7kmdRGEwfc/iY6wht7E+eysZXmeZvJ8MLRghhXpRIZDEUr/BlYHSM8bsQQndXzIUQwuworvPUwFkxxtOsvtILXwab1E9DCUW/QSEIhgEHxhj/WWTbuhpCCAOBAShkw0cxxg+s3vsSriB0FianM5F1+I4xxgsKblKXg69vHSNROM9FIVLWijE+XSZFc1LBxtypyKtn7xjjmQU3qcvBZdQxjMj8FYql2h0l/F3FDqF8XmIiIf5rlG/lO5RQa90Y4z8KbVgXQgihP7AACtMwEFnRXRVjfK3QhnUhNCDEf4fWudVjjGMKbVwXg8/dnYPt4fqiPdyHMcaPrd73cLTaw+0aY/xLCKEn0OJGKPXwMdc+2tqfFNuqSQ8nw7sAbJLqSW1ij24VVg+zTF0cuWc8anW+8CUIIcyAwjVsD+wAXOzy6RxcOahHcriyCfCLGONNBTepSyKnSG0VY7y84CZ1Ofj61jFM4VwaOBkl8nWSoA3YOncBcEeM8U9Ft6crwmXUMUIIA1B4lGHAfUYS+LyUIIQwCJgfmA14OMb4RsFNckyByBHiWwOnIH3p9mJb1vXgc/ePg+/h6pHbw/0yxniD1fthbw4+5tpHFfYnToZ3Qfik3jFcRo0RQpgZEeInxhhfKLo9jikXFvZjT+AoJwjahsnpDyjJ74tFt6erw+futhFC6BNj/KrodnR1hBD6xhi/KLodXRkuox8GJwkcPwY5otfXtjaQySaEsDxwD7BhjPGWotvVFeFzt2NSwPdwnYePuY5R5v2Jk+EOR8ngmzrHpIZbzLUPH3MOR/Ph5FPHcBk5HI6ugBBCN2AnFDN8dNHt6erwudsxqeB7uM7Bx1w14WS4w+FwOBwOh8PhcDgcjsmC1LrQQ106HA6Ho2g4Ge5wOBwOh8PhcDgcDodjssItMB0Oh8PRFdCt6AbkEUIYFkI4P4Twdgjh6xDC6yGEP4UQhhTdNofD4XA4HA6Hw+FwOBw/HE6EOxwOh6MroEtZhocQ5gAeBaYDbgD+DSwFrAK8DCwXYxxfXAsdDofD4XA4HA6Hw+FwOBwOh8MxJaKrWYafhYjwfWKMG8QYD4kxrgqcAowEji20dQ6Hw+FwOBwOh8PhcDgcDofD4Zgi0WUsw80q/BXgdWCONKlGCGEA8A4QgOlijJ8X0kiHw+FwOBwOh8PhcDgcDofD4XBMkehKluGr2N8789mlY4yfAo8AfYGlm90wh8PhcDgcDofD4XA4HA6Hw+FwTNnoSmT4SPv7nzbu/9f+zt2EtjgcDofD4XA4HA6Hw+FwOBwOh6NE6FF0AxIMsr8ft3E/qx/chLZMMoQQ7geIMa5cbEu6NlxOHcNl1Dm4nDqGy6hzcDl1DJdR55DJydEmFim6AVMAnrW/LqvWeLZBXdXl1EgmeZRZRp15/86gK8poUr3bJIPrAO3DdaXOweXUMVxGnYPLqWO4jLoWGe5wOBwOh8NROlRZ0ewMXCF3OBwOh8PhcDgczUJXCpOSWX4PauN+Vv9RE9ricDgcDofD4XA4HA6Hw+FwOByOEqErkeEv29+2YoLPZX/biinucDgcDofD4XA4HA6Hw+FwOBwOR0N0JTL8Pvu7Rgihrl0hhAHAcsAXwOPNbpjD4XA4HA6Hw+FwOBwOh8PhcDimbHSZmOExxjEhhDuBNYA9gdOT20cD/YBzYoyfF9E+h8PhcDgcDbGIJ4h0/EQsQhdMCudwOBwOh8PhcDjKhy5Dhhv2AB4FTgshrAa8BIwCVkHhUQ4vsG0Oh8PhcDjqcXnRDZgCsIj9dbK3bTyL9yWHw+FwOBwOh8PRBHQpMtysw5cAfgesBawNvAOcChwdY5xQZPscDofD4XDUEGM8Fzi36HZ0ZWRW8zHGlYtticPhcDgcDofD4XA4uhQZDhBjfBPYvuh2OBwOh8PhcDgcDofD4XA4HA6HozzoSgk0HQ6Hw+FwOBwOh8PhcDgcDofD4ZgscDLc4XA4HA6Hw+FwOBwOh8PhcDgcpYeT4Q6Hw+FwOBwOh8PhcDgcDofD4Sg9nAx3OBwOh8PhcDgcDofD4XA4HA5H6eFkuMPhcDgcDofD4XA4HA6Hw+FwOEoPJ8MdDofD4XA4HA6Hw+FwOBwOh8NRejgZ7nA4HA6Hw+FwOBwOh8PhcDgcjtLDyXCHw+FwOBwOh8PhcDgcDofD4XCUHk6GOxwOh8PhcDgcDofD4XA4HA6Ho/RwMtzhcDgcDofD4XA4HA6Hw+FwOBylh5PhDofD4XA4HA6Hw+FwOBwOh8PhKD2cDHc4HA6Hw+FwOBwOh8PhcDgcDkfp4WS4w+FwOBwOh8PhcDgcDofD4XA4Sg8nwx0Oh8PhcDgcDofD4XA4HA6Hw1F6OBnucDgcDofD4XA4HA6Hw+FwOByO0sPJcIfD4XA4HA6Hw+FwOBwOh8PhcJQeToY7HA6Hw+FwOBwOh8PhcDgcDoej9HAy3OFwOBwOh8PhcDgcDofD4XA4HKWHk+EOh8PhcDgcDofD4XA4HA6Hw+EoPZwMdzgcDofD4XA4HA6Hw+FwOBwOR+nhZLjD4XA4HA6Hw+FwOBwOh8PhcDhKDyfDHY7/397dx2h2lvcd/11lWrumYUENTdLSFohil5bSAdxUtluzOG1j3mxSlsqRaFBTSIMw1OUlqcA0VkXTJEpiMJZASxpMSlbrxggUWsfQ1GzNm6A0jGhFYse1HeQUFOyFpcSsjeHuH8+ZaJjOeHfRnH1mr/l8JOvmOec+Zy6vRlr46nAeAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2ltZ9gAAsIutVtWRZQ/BGW01ydqyhwAAAEAMB4DtHFr2AGeA1WkVe7e3Fr9LAAAAu4IYDgBbGGMcTHJw2XPsZutPzY8x9i93EgAAADgx7wwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPZmi+FV9eer6mVV9b6qurOqvl5Vx6rqo1X1z6pqy59dVRdW1c1VdXS65rNVdVVVPWquWQEAAAAA6G1lxnu/OMnbk3whyYeTfD7J9yT5R0l+JclzqurFY4yxfkFVXZ7kvUmOJ7kxydEkL0hybZKLpnsCAAAAAMApmTOG35HksiT/eYzxrfWDVfWGJJ9K8qIswvh7p+OPSfLOJN9Msn+M8enp+JuS3JrkQFVdMcY4POPMAAAAAAA0NNtrUsYYt44xPrAxhE/Hv5jkHdPH/RtOHUjy+CSH10P4tP94kqunj6+Ya14AAAAAAPpa1hdofmNaH95w7JJpvWWL/bcleSDJhVV11pyDAQAAAADQz2mP4VW1kuTHpo8bw/d503rH5mvGGA8nuTuL17o8edYBAQAAAABoZxlPhv9ckqcmuXmM8cENx/dN67Ftrls//ti5BgMAAAAAoKfTGsOr6tVJXpvk95L8k9P5swEAAAAA2LtOWwyvqiuTvDXJ55I8e4xxdNOW9Se/92Vr68e/MsN4AAAAAAA0dlpieFVdleRtSf5XFiH8i1tsu31az93i+pUkT8riCzfvmmtOAAAAAAB6mj2GV9VPJ7k2yVoWIfyPttl667ReusW5i5Ock+TjY4wHd35KAAAAAAA6mzWGV9WbsvjCzP+R5IfGGPc9wvabktyX5IqqOn/DPc5O8ubp49vnmhUAAAAAgL5W5rpxVb00yb9J8s0kH0ny6qravO2eMcYNSTLG+GpVvTyLKH6kqg4nOZrksiTnTcdvnGteAAAAAAD6mi2GbdsWAgAAGaBJREFUZ/GO7yR5VJKrttnz35LcsP5hjPH+qnpWkjcmeVGSs5PcmeQ1Sa4bY4zZpgUAAAAAoK3ZYvgY45ok13wH130syXN3eh4AAAAAAPau2b9AEwAAAAAAlk0MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaO+0xvCqeklVjemfl22z5/lVdaSqjlXV16rqk1X10tM5JwAAAAAAvZy2GF5VfznJ9Um+9gh7rkzygSRPTfKeJO9M8heT3FBVv3g65gQAAAAAoJ/TEsOrqpK8K8n9Sd6xzZ4nJvnFJEeTnD/GeOUY418meVqS/53ktVV1wemYFwAAAACAXk7Xk+GvTnJJkn+a5I+32fPjSc5Kcv0Y4571g2OMLyf52enjT844IwAAAAAATc0ew6vqKUl+Lslbxxi3PcLWS6b1li3O/damPQAAAAAAcNJmjeFVtZLkPyT5fJI3nGD7edN6x+YTY4wvZPFE+ROq6pwdHRIAAAAAgPZWZr7/v07y9CR/d4zx9RPs3Tetx7Y5fyzJo6d9D+zMeAAAAAAs2WpVHVn2ELvYapK1ZQ8BHcwWw6vq72TxNPgvjTE+MdfPAQAAAOCMdWjZA2yyOq27KT6vZff9OcEZaZYYPr0e5deyeOXJm07ysmNJvjuLJ7/v3+L8iZ4cBwAAAOAMMsY4mOTgsudYt/6E+hhj/3InAeYw1zvD/1ySc5M8Jcnxqhrr/yT5mWnPO6djb5k+3z6t526+WVV9XxavSLl3jOEVKQAAAAAAnJK5XpPyYJJ/v825Z2TxHvGPZhHA11+hcmuSi5JcuuHYuuds2AMAAAAAAKdklhg+fVnmy7Y6V1XXZBHD3z3G+JUNp96V5KeSXFlV7xpj3DPtf1wW7x5PknfMMS8AAAAAAL3N9gWap2qMcXdVvT7JdUk+XVU3JnkoyYEkT4gv4gQAAAAA4Du0a2J4kowx3lZV9yR5XZIfy+Kd5p9LcvUY493LnA0AAAAAgDPXaY/hY4xrklzzCOc/kOQDp2seAAAAAAD6+1PLHgAAAAAAAOYmhgMAAAAA0J4YDgAAAABAe2I4AAAAAADtieEAAAAAALQnhgMAAAAA0J4YDgAAAABAe2I4AAAAAADtieEAAAAAALQnhgMAAAAA0J4YDgAAAABAe2I4AAAAAADtieEAAAAAALQnhgMAAAAA0J4YDgAAAABAe2I4AAAAAADtieEAAAAAALQnhgMAAAAA0J4YDgAAAABAe2I4AAAAAADtieEAAAAAALQnhgMAAAAA0J4YDgAAAABAe2I4AAAAAADtieEAAAAAALQnhgMAAAAA0N7KsgcAYClWq+rIsofgjLeaZG3ZQwAAAMDJEMMB9p5Dyx7gDLA6rULvI1uL3ycAAADOEGI4wB4zxjiY5OCy59jN1p+aH2PsX+4kAAAAwE7xznAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaE8MBwAAAACgPTEcAAAAAID2xHAAAAAAANoTwwEAAAAAaG9l2QMAAAAAAOyA1ao6suwhdrHVJGvLHmKZxHAAAAAA4Ex3aNkDbLI6rbspPq9l9/05nVZiOAAAAABwRhtjHExycNlzrFt/Qn2MsX+5k7CRd4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANDeyrIHAJjBalUdWfYQnNFWk6wtewgAAABg54jhQDeHlj3AGWB1WsXe7a3F7xIAAAC0IoYDrYwxDiY5uOw5drP1p+bHGPuXOwkAAADA6eOd4QAAAAAAtCeGAwAAAADQnhgOAAAAAEB7YjgAAAAAAO2J4QAAAAAAtCeGAwAAAADQ3sqyBwAAAACAXWS1qo4sewjOeKtJ1pY9BN9ODAcAAACAhUPLHuAMsTqtYu/21uL3adcRwwEAAAAgyRjjYJKDy55jt1t/cn6MsX+5k8Cp8c5wAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhvZdkDAAAAADS1WlVHlj0EzGA1ydqyh4BTJYYDAAAA7LxDyx5gj1mdVoH29FiL33HOQGI4AAAAwA4bYxxMcnDZc+wV60/gjzH2L3cSYDfzznAAAAAAANqbPYZX1Q9V1fuq6otV9WBV/Z+q+mBVPXeLvRdW1c1VdbSqvl5Vn62qq6rqUXPPCQAAAABAX7O+JqWqfiHJ65Pcm+Q3k9yX5PFJnplkf5KbN+y9PMl7kxxPcmOSo0lekOTaJBclefGcswIAAAAA0NdsMbyqXp5FCH93kp8YYzy06fyf3vCfH5PknUm+mWT/GOPT0/E3Jbk1yYGqumKMcXiueQEAAAAA6GuW16RU1VlJ/m2Sz2eLEJ4kY4xvbPh4IIsnxg+vh/Bpz/EkV08fXzHHrAAAAAAA9DfXk+H/IIu4/ZYk36qq5yV5ahavQPnUGOMTm/ZfMq23bHGv25I8kOTCqjprjPHgTDMDAAAAANDUXDH8b0/r8SSfySKE/4mqui3JgTHGl6ZD503rHZtvNMZ4uKruTvI3kjw5ye/OMjEAAAAAAG3N8pqUJH9hWl+fZCT5e0m+K8nTknwoycVJfmPD/n3Temyb+60ff+zOjgkAAAAAwF4wVwxfv+/DSS4bY3x0jPG1Mcb/TPIjSe5N8qyqumCmnw8AAAAAAH9irhj+lWn9zBjjno0nxhgPJPng9PEHp3X9ye992dr68a9scx4AAAAAALY1Vwy/fVq3i9dfntY/u2n/uZs3VtVKkidl8ZT5XTs1IAAAAAAAe8dcMfy/ZvGu8L9eVVv9jPUv1Lx7Wm+d1ku32HtxknOSfHyM8eCOTgkAAAAAwJ4wSwwfY/xBkg8k+StJ/sXGc1X1D5P8cBZPjd8yHb4pyX1Jrqiq8zfsPTvJm6ePb59jVgAAAAAA+luZ8d6vTPL0JL9cVc9L8pksXnfywiTfTPKyMcaxJBljfLWqXp5FFD9SVYeTHE1yWZLzpuM3zjgrAAAAAACNzfWalIwx7k3yzCTXJ/mBLJ4Q35/FE+MXjTHeu2n/+5M8K8ltSV6U5FVJvpHkNUmuGGOMuWYFAAAAAKC3OZ8MzxjjS1lE7Ved5P6PJXnunDMBAAAAALD3zPZkOAAAAAAA7BZiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHtiOAAAAAAA7YnhAAAAAAC0J4YDAAAAANCeGA4AAAAAQHsryx4AgKVYraojyx4CAABgh6wmWVv2EMDuJoYD7D2Hlj0AAHvG6rSKEwDMbS3+tw5wAmI4wB4zxjiY5OCy5wCgv/X/F9IYY/9yJwEAAO8MBwAAAABgDxDDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPZWlj3AHrFaVUeWPcQut5pkbdlDAAAAAAA9ieHzO7TsAbawOq27KT6vZXf+WQEAAAAADYjhMxtjHExycNlzbLT+lPoYY/9yJwEAAAAAOD28MxwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9X6AJZ5bV9S9ABQA4A6wmWVv2EAAAkIjhcCY5tOwBgLZWp1WwAnbaWvx3GAAAdokaYyx7Bk6z9SeLxxj7lzsJALuBvxcAAADYC7wzHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhPDAcAAAAAoD0xHAAAAACA9sRwAAAAAADaE8MBAAAAAGhv1hheVc+rqg9V1b1V9fWququqfqOqLthm/4VVdXNVHZ32f7aqrqqqR805JwAAAAAAvc0Ww6vq55P8pyTPSHJLkrcm+Z0klyf5WFW9ZNP+y5PcluTiJO9Lcn2SP5Pk2iSH55oTAAAAAID+aoyx8zet+t4kf5jkS0meNsb4ow3nnp3k1iR3jzGePB17TJI7k+xLctEY49PT8bOnvRck+dExhii+A6rqSJKMMfYvdxIAdgN/LwAAALAXzPVk+F+d7v3JjSE8ScYYH07yf5M8fsPhA9Pnw+shfNp7PMnV08dXzDQrAAAAAADNzRXDfz/JQ0l+sKq+e+OJqro4yXcl+e0Nhy+Z1lu2uNdtSR5IcmFVnTXDrAAAAAAANDdLDB9jHE3y00m+J8nnqupgVf27qvqPST6U5L8k+ecbLjlvWu/Y4l4PJ7k7yUqSJ88xLwAAAAAAva3MdeMxxluq6p4kv5rk5RtO3Znkhk2vT9k3rce2ud368cfu6JAAAAAAAOwJc70mJVX1U0luSnJDku9P8ugkz0xyV5Jfr6pfmOtnAwAAAADARrPE8Kran+Tnk/zmGOM1Y4y7xhgPjDF+J8mPJPnDJK+tqvXXnqw/+b3v/7/btx3/yhzzAgAAAADQ21xPhj9/Wj+8+cQY44Ekn5p+9tOnw7dP67mb91fVSpInJXk4i6fKAQAAAADglMwVw8+a1sdvc379+EPTeuu0XrrF3ouTnJPk42OMB3dmPAAAAAAA9pK5YvhHpvUnquovbTxRVc9JclGS40k+Ph2+Kcl9Sa6oqvM37D07yZunj2+faVYAAAAAAJpbmem+NyX57SR/P8nvVtX7knwxyVOyeIVKJflXY4z7k2SM8dWqevl03ZGqOpzkaJLLkpw3Hb9xplkBAAAAAGhulhg+xvhWVT03ySuTXJHFl2aek0XgvjnJdWOMD2265v1V9awkb0zyoiRnJ7kzyWum/WOOWQEAAAAA6K805r2nqo4kyRhj/3InAWA38PcCAAAAe8Fc7wwHAAAAAIBdQwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2hPDAQAAAABoTwwHAAAAAKA9MRwAAAAAgPbEcAAAAAAA2ltZ9gAszWpVHVn2EADsCqtJ1pY9BAAAAMxJDN+bDi17AAB2lbX4uwEAAIDmaoyx7BkAAAAAAGBW3hkOAAAAAEB7YjgAAAAAAO2J4QAAAAAAtCeGAwAAAADQnhgOAAAAAEB7YjgAAAAAAO2J4QAAAAAAtCeGAwAAAADQnhgOAAAAAEB7YjgAAAAAAO2J4QAAAAAAtCeGAwAAAADQnhgOAAAAAEB7YjgAAAAAAO2dVAyvqgNV9baq+khVfbWqRlW95wTXXFhVN1fV0ar6elV9tqquqqpHPcI1z6+qI1V1rKq+VlWfrKqXnuq/FAAAAAAAbLRykvuuTvK3knwtyb1J/tojba6qy5O8N8nxJDcmOZrkBUmuTXJRkhdvcc2VSd6W5P4k70nyUJIDSW6oqr85xnjdSc4KAAAAAADfpsYYJ95U9ewsIvidSZ6V5MNJfn2M8ZIt9j5m2rcvyUVjjE9Px89OcmuSC5L86Bjj8IZrnpjk95L8cZJnjjHumY4/Lsl/T/L9SS4cY3ziO/z3BAAAAABgDzup16SMMT48xvj9cTLlfPE09+OTHF4P4dM9jmfxhHmSvGLTNT+e5Kwk16+H8OmaLyf52enjT57MrAAAAAAAsNkcX6B5ybTessW525I8kOTCqjrrJK/5rU17AAAAAADglMwRw8+b1js2nxhjPJzk7izeVf7kk7zmC1m8PuUJVXXOzo4KAAAAAMBeMEcM3zetx7Y5v378sd/BNfu2OQ8AAAAAANuaI4YDAAAAAMCuMkcMP9FT3OvHv/IdXLPdk+MAAAAAALCtOWL47dN67uYTVbWS5ElJHk5y10le831JHp3k3jHGAzs7KgAAAAAAe8EcMfzWab10i3MXJzknycfHGA+e5DXP2bQHAAAAAABOyRwx/KYk9yW5oqrOXz9YVWcnefP08e2brnlXkgeTXFlVT9xwzeOSvGH6+I4ZZgUAAAAAYA+oMcaJN1W9MMkLp4/fm+SHs3jNyUemY/eNMV63af9NSY4nOZzkaJLLkpw3Hf/HY9MPrqpXJbkuyf1JbkzyUJIDSZ6Q5Jc23h8AAAAAAE7Fycbwa5L8zCNs+YMxxhM3XXNRkjcmuSDJ2UnuTPKrSa4bY3xzm5/zgiSvS/KMLJ5a/1yS68cY7z7hkAAAAAAAsI2TiuEAAAAAAHAmm+Od4QAAAAAAsKuI4QAAAAAAtCeGAwAAAADQnhgOAAAAAEB7YjgAAAAAAO2J4QAAAAAAtCeGAwAAAADQnhgOAAAAAEB7YjgAAAAAAO2J4QAAAAAAtPf/APdBEAbj7SI9AAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Future Tasks:\n",
        "#### Preprocess:\n",
        "1. Deal with missing data\n",
        "2. Explore Textual data further\n",
        "3. try out imblearn https://imbalanced-learn.org/stable/\n",
        "4. Transformers?"
      ],
      "metadata": {
        "id": "z79CTfMiDkRC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data.drop(columns=['Unnamed: 0', 'job_id'], inplace=True)"
      ],
      "metadata": {
        "id": "32XE71VCEx2k"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Percentage of misssing data in each column"
      ],
      "metadata": {
        "id": "S_sVjuppRbB1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for i in data.columns.tolist():\n",
        "    if data[i].isnull().sum()>0:\n",
        "        print('Feature',i,': {:.2f}%'.format(100 - (data[i].isnull().sum()*100/len(data[i]))))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vj-sGGBjEY6y",
        "outputId": "ff5e59af-132e-45f5-df87-af158158f9ab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Feature location : 98.08%\n",
            "Feature department : 35.62%\n",
            "Feature salary_range : 16.16%\n",
            "Feature company_profile : 81.28%\n",
            "Feature description : 99.99%\n",
            "Feature requirements : 84.78%\n",
            "Feature benefits : 59.83%\n",
            "Feature employment_type : 80.37%\n",
            "Feature required_experience : 60.21%\n",
            "Feature required_education : 54.45%\n",
            "Feature industry : 72.39%\n",
            "Feature function : 63.79%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# data.drop(columns=['salary_range', 'department', 'required_education', 'required_experience'])"
      ],
      "metadata": {
        "id": "IhwGmNUCpPCw",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 832
        },
        "outputId": "1bfb9fe3-0efa-4efe-e781-f1df1d4f8210"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                   title  \\\n",
              "0                                   Maintenance Mechanic   \n",
              "1      LS17 6DJ Customer Service Apprenticeship Avail...   \n",
              "2                       Technical Support Representative   \n",
              "3                               Ruby on Rails Specialist   \n",
              "4                                  Caregiver -  Bridgman   \n",
              "...                                                  ...   \n",
              "14299                            Creative Director - Art   \n",
              "14300                       Data Scientist - Meteorology   \n",
              "14301                          Client Support Specialist   \n",
              "14302                       Freelance Oromo Interpreters   \n",
              "14303                        Experienced Banquet Servers   \n",
              "\n",
              "                    location  \\\n",
              "0      US, NY, Niagara Falls   \n",
              "1                GB, , Leeds   \n",
              "2        US, OH, Westerville   \n",
              "3         US, CA, Long Beach   \n",
              "4           US, MI, Bridgman   \n",
              "...                      ...   \n",
              "14299       US, NY, New York   \n",
              "14300     US, CA, San Carlos   \n",
              "14301       CA, BC, Victoria   \n",
              "14302   GB, LND, West London   \n",
              "14303       US, VA, Richmond   \n",
              "\n",
              "                                         company_profile  \\\n",
              "0      Niacet is a leading producer of organic salts,...   \n",
              "1      Established on the principles that full time e...   \n",
              "2      Working for Status Solutions means that you ar...   \n",
              "3                                                    NaN   \n",
              "4      \"Our mission to our clients is to preserve the...   \n",
              "...                                                  ...   \n",
              "14299  Kettle is an independent digital agency based ...   \n",
              "14300  Working at FBNAt FBN, we put farmers first. Fo...   \n",
              "14301  Based out of Vancouver, and Victoria, BC, Cana...   \n",
              "14302  Welcome to Trans4u Ltd.We are an International...   \n",
              "14303                                                NaN   \n",
              "\n",
              "                                             description  \\\n",
              "0      DEPARTMENT:      MaintenanceREPORTS TO:       ...   \n",
              "1      This is fantastic opportunity for someone want...   \n",
              "2      A Customer Support Representative at Status So...   \n",
              "3      Ruby on Rails Web Engineer (RoR)Now Hiring Rub...   \n",
              "4      Home Sweet Home In-Home Care is one of the fas...   \n",
              "...                                                  ...   \n",
              "14299  Kettle is hiring a Creative DirectorJob Locati...   \n",
              "14300  FBN's primary mission is to provide farmers wi...   \n",
              "14301  We are looking for a self-motivated Client Sup...   \n",
              "14302  Trans4u Ltd | Translation &amp; Interpreting S...   \n",
              "14303  Established staffing firm needs experienced on...   \n",
              "\n",
              "                                            requirements  \\\n",
              "0                                                    NaN   \n",
              "1      Government funding is only available for 16-18...   \n",
              "2      TasksMonitor the Network Operations Center, ca...   \n",
              "3                                                    NaN   \n",
              "4                                                    NaN   \n",
              "...                                                  ...   \n",
              "14299                                                NaN   \n",
              "14300  ResponsibilitiesOnce you join our team, you wi...   \n",
              "14301  We require you to:Respond to customer requests...   \n",
              "14302  A minimum of two years of relevant work experi...   \n",
              "14303                                                NaN   \n",
              "\n",
              "                                                benefits  telecommuting  \\\n",
              "0                                                    NaN              0   \n",
              "1                                       Future prospects              0   \n",
              "2      Starting salary based on experience and educat...              0   \n",
              "3                                                    NaN              0   \n",
              "4      Competitive compensation with performance revi...              0   \n",
              "...                                                  ...            ...   \n",
              "14299                                                NaN              0   \n",
              "14300           Health insuranceStock optionsFarm visits              0   \n",
              "14301                                                NaN              1   \n",
              "14302  We pay you Interpreting time, waiting time, tr...              0   \n",
              "14303                                                NaN              0   \n",
              "\n",
              "       has_company_logo  has_questions employment_type  \\\n",
              "0                     1              0       Full-time   \n",
              "1                     1              1             NaN   \n",
              "2                     1              1       Full-time   \n",
              "3                     0              0       Full-time   \n",
              "4                     1              1             NaN   \n",
              "...                 ...            ...             ...   \n",
              "14299                 1              1             NaN   \n",
              "14300                 1              0       Full-time   \n",
              "14301                 1              0       Full-time   \n",
              "14302                 1              1             NaN   \n",
              "14303                 0              0             NaN   \n",
              "\n",
              "                                  industry              function  fraudulent  \n",
              "0                                Chemicals         Manufacturing           0  \n",
              "1                                      NaN                   NaN           0  \n",
              "2                        Computer Software      Customer Service           0  \n",
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            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "departments = data['department']\n",
        "departments = departments.dropna()\n",
        "print(\"department\", \"x.split()\", \"len(x.split())\", \"len(x)\")\n",
        "for department in departments[:20]:\n",
        "    print(department, department.split(), len(department.split()), len(department))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YSjtbJDSLWf3",
        "outputId": "de1e94fd-d39c-40c1-85a7-846e08338b97"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "department x.split() len(x.split()) len(x)\n",
            "Maintenance ['Maintenance'] 1 11\n",
            "Technology ['Technology'] 1 10\n",
            "Engineering ['Engineering'] 1 11\n",
            "Nursing ['Nursing'] 1 7\n",
            "Engineering ['Engineering'] 1 11\n",
            "Client Services ['Client', 'Services'] 2 15\n",
            "Development ['Development'] 1 11\n",
            "Product Management ['Product', 'Management'] 2 18\n",
            "Development ['Development'] 1 11\n",
            "ADS ['ADS'] 1 3\n",
            "HR ['HR'] 1 2\n",
            "Production ['Production'] 1 10\n",
            "Sales ['Sales'] 1 5\n",
            "Operations ['Operations'] 1 10\n",
            "Sales ['Sales'] 1 5\n",
            "Marketing ['Marketing'] 1 9\n",
            "Engineering ['Engineering'] 1 11\n",
            "Sensor Systems ['Sensor', 'Systems'] 2 14\n",
            "Sales ['Sales'] 1 5\n",
            "Sales ['Sales'] 1 5\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Text length histogram for all text fields\n",
        "\n",
        "It helps to understand sentence size for preprocessing.\n",
        "\n",
        "Takeaways:\n",
        "* `Description`: long text with average 1213 words\n",
        "* `Requirements`: long text with average 593 words\n",
        "* `company_profile`: long text with average 620 words\n",
        "* `benefits`: long text with average 210 words"
      ],
      "metadata": {
        "id": "zN30y5F4HJtN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "YmAu5QTYCddt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "text_columns = [col_name for col_name, col_type in data.dtypes.iteritems() if col_type==\"object\"]\n",
        "sns.set(style=\"darkgrid\")\n",
        "for col in text_columns:\n",
        "  plt.figure(figsize=(10,5))\n",
        "  avg_length = int(np.mean(data[col].apply(lambda x: len(str(x))).values))\n",
        "  sns.histplot(data=data[col].apply(lambda x: len(str(x))).values, bins=50)\n",
        "  plt.title(f\"{col} (avg length {avg_length})\")\n",
        "  plt.show()"
      ],
      "metadata": {
        "id": "ud0jLP_RsJO1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4a3fedce-ad4e-4305-95f7-ada039fc77b5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "description_lengths = data[\"description\"].apply(lambda x: len(str(x))).values.tolist()\n",
        "big_sentences = [idx for idx, length in enumerate(description_lengths) if length > 512]"
      ],
      "metadata": {
        "id": "tYN6kOoRBteu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(big_sentences)/len(description_lengths)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "C7tTAyZaEVyO",
        "outputId": "1edb8d30-1bbf-4947-8b6b-d989095bff08"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.7994267337807607"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for sentence_idx in big_sentences[:10]:\n",
        "  print(f\"sentence {sentence_idx}: \\n\\t{data['description'].values[sentence_idx]}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1Cvfb0ysE6Cf",
        "outputId": "bf4e9591-a5b5-4196-95d2-8fdaab8a2f10"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "sentence 0: \n",
            "\tDEPARTMENT:      MaintenanceREPORTS TO:       Maintenance ManagerLOCATION:            Niagara Falls, NYPOSITIONS:          Maintenance MechanicAbout us: Niacet is a leading producer of organic salts, including propionates and acetates, serving the Food, Pharmaceutical and Technical industries. With two longstanding and fully automated manufacturing sites, located in Niagara Falls, NY USA, and Tiel, The Netherlands, Niacet offers world-class quality products to a global market.Our products fill vital needs in a broad range of applications that are essential to everyday life including food preservation, antibiotic formulation, dialysis treatment, energy production, and more.Maintenance Mechanic Position:Niagara Falls chemical manufacturer is looking for experienced Maintenance mechanic. General Job duties include, but are not limited to:--Knowledge of process piping, autovalves and dry packaging a plus.--Must be able to work on gearboxes, agitators and pumps.--May be required to move or lift up to 50lbs.--Good oral and written communication skills, experience with use of personal computers and prior chemical plant experience preferred.--Pipefitting, machining, mechanical repairs to equipment.--Welding and brazing, building service and repairs, installation of equipment, troubleshoot equipment.--Position is a rotating shift assignment, supporting 24/7 continuous operation.New York State Journeyman certification or equivalent experience required. We offer competitive compensation and one of the best benefit packages in the industry...\n",
            "sentence 3: \n",
            "\tRuby on Rails Web Engineer (RoR)Now Hiring Ruby on Rails Web Engineer for one of our client in Long Beach, CAJob Role : Ruby on Rails DeveloperJob Function : Web DeveloperJob Industry : Financial ServicesJob Type : Full-TimeJob Level : Mid - SeniorJob Location : Long Beach, CASkills and Experience Required/PreferredDesired Skills &amp; ExperienceObject-oriented background5+ yearsexperience with full lifecycle software development5+ yearsexperience with validatingHTML2+ yearsexperience with Ruby on Rails5+ yearsexperience with CSSExperience with Red-Green-Refactor development (TDD)Knowledge on PostgresSQL and T-SQLExperience with any of the NoSQL variant, preferably RedisPreferred Skills:Development for a high-traffic, mission-critical websiteWorking knowledge of SEOResponsive web and mobile web developmentThe Compensation:Best in IndustryNote: For U.S. Citizens / Green Card / EAD / Visa Candidates Only.Interested professionals please apply for the job with your updated resume.\n",
            "sentence 4: \n",
            "\tHome Sweet Home In-Home Care is one of the fastest growing home care agencies in Southwest Michigan! Our constant growth is attributed to excellent client and employee service. Join our team and you will be treated as a valued employee, not just a number. We hold a strong belief that our caregivers are the heart of our company. We offer flexible schedules, a strong support team, and the ability to work from part time to full time.We are currently seeking responsible individuals with a heartfelt desire to assist seniors or disabled individuals safely perform activities of daily living. This position may entail:Assistance with walking and exerciseMenu planning and meal preparationGrocery shopping, errands and escorting clients to and from appointments, etc.Personal careLight housekeeping/ laundryCompanionshipMedication reminders Starting pay is competitive with 90 and 180 day performance reviews. It is important that applicants be familiar with and close to the service areas in an effort to schedule clients effectively and efficiently. Experience is preferred but we will train the right person.\n",
            "sentence 5: \n",
            "\t#URL_a397afc00bff956382eec8b3826bbd79bd4cbade11c565390118c0c00292b77e# is a venture funded, successful UK startup building an software application in the food space. Our application is seen by over 10m people every month and we work with the largest food manufacturers, retailers and publishers in the UK and around the world. Dan Cobley, MD Google UK/Ireland said “Whisk is making the moment to buy really matter”.Whisk helps users to create shopping lists from recipes on the Internet, then check them out at online supermarkets.  We’re a small, agile team, working on exciting problems in cutting edge technology.  We’re looking for people who get as excited about food and tech as we do!Whisk is a small team covering sales and product development based in a canal side office in the center of Birmingham, UK. We’re committed to building amazing food apps and have fun doing it. We are looking to recruit an experienced Office Manager, reporting directly to the company CEO.More info at:www.#URL_a397afc00bff956382eec8b3826bbd79bd4cbade11c565390118c0c00292b77e##URL_3921f08fd9ae83e930f01ba016808ba6d315b7fbfba05e28c032fee67c11f04b##URL_5787a3ffdc61656d83add1ae6e5451db6d0e849c536d0f8a4ea3cd69bbe5f3cd#\n",
            "sentence 6: \n",
            "\tDay-to-Day Scope of ServicesThe Customer Service Agent From Home position primarily involves the handling of Customer Care and Billing inquiry call  types; however, there will be some calls requiring some basic troubleshooting, explanations regarding Network and Coverage issues, and retention activities.Top Call Types IncludeHandle customer questions, complaints, and billing inquiries with the highest degree of courtesy and professionalism Strive to resolve customer issues with one call resolution Offer alternative solutions where appropriate with the objective of retaining customer's business Handle business transactions in connection with activation of new customer accounts Communicate with customers using web-based tools and demonstrates the associated proficiency in typing and grammar Make financial decisions to protect/collect revenues and adjusts customer accounts\n",
            "sentence 8: \n",
            "\tThe Customer Service Driver I will be based in Franklin, TN . The right candidate will be an integral part of the Novitex team, supporting our continued growth.Responsibilities include but, are not limited to: production reprographics, print services, mail sorting, mail delivery, meter outgoing USPS mail, and S&amp;R duties, conference room set-up, as well as assisting with receptionist coverage when required.We are looking for team players who are proactive and are willing to do “whatever it takes” to get the job doneIdeal candidate has a “can do” attitudeTake direction from supervisor, site manager, and clientLift large bundles of mail, and overnight packagesCourier Services to multiple USPS offices, bank or other sitesPick-up and deliver mail, parcels, and other items to customers within established timeframes and service standardsOperate postage meter and package delivery systemS&amp;R dutiesHandle time-sensitive and confidential packagesParticipate in cross-training and be flexible to perform varying roles whenever necessaryMaintain the highest levels of customer care while demonstrating a friendly and cooperative attitudeDemonstrate flexibility in satisfying customer needs and ensure that any facility need is proactively addressed at all timesMaintain all logs and reporting documentation; attention to detailAdhere to business guidelines including safety and security proceduresProfessional attirePerform other tasks as assigned \n",
            "sentence 9: \n",
            "\tFly Victor, the AirBnB for Private Charter airlines is growing and one of the key areas for us is technology. After raising £5m in our second round of funding and we are now in the process of building a world class application across multiple platforms to go global with. Who are we?We're a small and growing agile team. As a team we aspire to the hacker culture. We care about what we do. We want to produce simple, elegant solutions to difficult problems. We take pride in getting the job done right. We want to improve as individuals and improve the team and wider organisation around us.We use modern technologies, tools and methods to produce a product that our customers love. We want our applications to be ubiquitous; any time someone is booking a jet they'll be using the Victor platform.We choose the best tools for the job and right now that's a native iOS app, with our services powered mostly by node and Angular, with MongoDB. We have a smattering of Python, and a .net application that's slowly being retired.\n",
            "sentence 10: \n",
            "\tWe are looking for awesome application support candidates to assist us in creating amazing augmented reality experiences.In this role you will work alongside both our app development and blipp development teams ensuring that our app continues to delivers high quality and innovative experiences. We are going through an exciting stage of growth here at Blippar, and as our app continues to expand its user base across the world we need passionate support engineers that want to help us push the boundaries of augmented reality advertising.Primarily you will be acting as a liaison between the growing Blipp Development and App Development teams, assisting on day to day queries, creating documentation and helping us improve the way that our app works for custom blip development. You will also Assist the Blipp Development teams in solving problems when developing custom Blipps. Investigate potential scripting/App bugs and escalating to the App development teams as required.The joy of working in this team is not only that you can really change things, but also the freedom we allow our developers; we have deadlines, but you can pursue your own ideas. Our ethos is that testing things out and innovation are key. If you have an idea we want you to build it!\n",
            "sentence 11: \n",
            "\tIf you want to apply your nursing skills in a pediatric home care setting, Phoenix Home Care has the perfect opportunity for you! We are seeking compassionate Licensed Practical Nurses (LPN) to work within our clients’ homes providing one-on-one patient care. As a Phoenix Licensed Practical Nurse (LPN) you will be responsible for delivering the highest quality care according to the specific orders of each patient’s individual physician. We have new cases arriving daily and we offer paid training to all of our Licensed Practical Nurses (LPN). Positions available in Columbia, Boonville, Versailles, and Jefferson City\n",
            "sentence 12: \n",
            "\tWhat we’re looking for:You’ve been an integral player buiding handful of APIs and/or Services that have been impactful, easy to use and down right beautiful. You thrive in an environment that is self-directed and exude a strong ownership of the product you’re working on.  This drives you to constantly improve your craft and take things to the next level. You’ve never let not knowing a language, framework, or any technology hold you back. You’re not afraid of the unknown because you’ve built the unknown before, it’s what has molded you into the champion you are today.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "text_columns = [col_name for col_name, col_type in data.dtypes.iteritems() if col_type==\"object\"]\n",
        "sns.set(style=\"darkgrid\")\n",
        "for col in text_columns:\n",
        "  plt.figure(figsize=(10,5))\n",
        "  avg_length = int(np.mean(data[col].apply(lambda x: len(str(x).split())).values))\n",
        "  sns.histplot(data=data[col].apply(lambda x: len(str(x).split())).values, bins=50)\n",
        "  plt.title(f\"{col} (avg length {avg_length})\")\n",
        "  plt.show()"
      ],
      "metadata": {
        "id": "JyT9y9995I_0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "480aded2-de3f-4ecb-fcd0-6dec7649266c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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gwZo/f77279+vxx9/XG+//Xa7zcHlOtum92KLi+umEyfOtNn6W0NcXDe53R5TY9v7tVihfx0Z/QsM/QsM/QsM/QvMjdY/my2s2Z1PQQtyDodDERERSk1NlSTdeeed6tGjh8rLy9WnTx9VVVWpoaFB4eHhamhoUHV1tRwOhwzDaLYGAAAQSoJ2+ZGYmBglJyfro48uHdYrLy+Xy+XSLbfcotjYWCUmJqqgoECSVFBQoMTERMXExPitAQAAhJIwwzDa7tji/1m+fLl27NihkydPqkePHrLb7dq6dasqKiq0YMEC1dbWKiIiQnPmzNGoUaMkSWVlZcrKytLp06fVvXt35ebmasCAAS3WrgWHVi/Ncd6q91scl5c5ikOrFkP/AkP/AkP/AkP/AnOj9c/fodV2CXIdFUGOIHcjo3+BoX+BoX+BoX+BudH65y/IcWcHAAAAiwrajx3QtsxeHw4AAFgX3/Q3qOioCNOHTAEAgDVxaBUAAMCiCHIAAAAWRZADAACwKIIcAACARRHkAAAALIogBwAAYFEEOQAAAIsiyAEAAFgUQQ4AAMCiuLMDTHF7vIqL69biuLp6j05/c6EdZgQAAAhyMCUywsYtvwAA6GA4tAoAAGBRBDkAAACLIsgBAABYFEEOAADAoghyAAAAFkWQAwAAsCiCHAAAgEUR5AAAACyKIAcAAGBR7RbkcnNzNXr0aA0cOFCHDx++qr569eqrasXFxUpLS1NKSoqmTZsml8tlqgYAABAK2i3IjRkzRhs2bFBCQsJVtS+++ELFxcWNal6vV/PmzVN2drYKCwvldDq1cuXKFmsAAAChot2CnNPplMPhuGp5fX29li5dqsWLFzdaXlJSoujoaDmdTklSRkaGtm/f3mINAAAgVEQEewKrVq1SWlqa+vbt22h5ZWWl+vTp43scExMjr9er2tpavzW73W5627GxXQN/AS2Ii+vW5ttoTmSkube3tce15msOZv9uBPQvMPQvMPQvMPQvMKHSv6AGuaKiIpWUlGju3LlB2b7LdVZer9Fm64+L66YTJ8602fpb2rbb7TE1trXHtdZrDmb/bgT0LzD0LzD0LzD0LzA3Wv9strBmdz4FNcjt3btXZWVlGjNmjCTp+PHjmj59un71q1/J4XDo2LFjvrE1NTWy2Wyy2+1+awAAAKEiqEFu5syZmjlzpu/x6NGjtW7dOt12223yer26ePGi9u3bJ6fTqU2bNmncuHGSpCFDhjRbAwAACBXtFuSWL1+uHTt26OTJk5o6darsdru2bt3a7HibzaYVK1YoJydHdXV1SkhIUF5eXos1AACAUNFuQW7hwoVauHCh3zE7d+5s9HjYsGHKz89vcqy/GgAAQCjgzg4AAAAWRZADAACwKIIcAACARRHkAAAALIogBwAAYFEEOQAAAIsiyAEAAFhUUO/sgEu633yToqNafivq6j06/c2FdpgRAACwAoJcBxAdFaF5q95vcVxe5qh2mA0AALAKDq0CAABYFEEOAADAoghyAAAAFsU5cmhVbo9XcXHdWhzHDzcAAAgcQQ6tKjLCxg83AABoJxxaBQAAsCiCHAAAgEUR5AAAACyKIAcAAGBR/NjBQq7lF6EAAODGR5CzEH4RCgAArsShVQAAAIsiyAEAAFgUQQ4AAMCi2i3I5ebmavTo0Ro4cKAOHz4sSTp16pQee+wxpaSkaPz48Zo9e7Zqamp8zykuLlZaWppSUlI0bdo0uVwuUzUAAIBQ0G5BbsyYMdqwYYMSEhJ8y8LCwjRjxgwVFhYqPz9f/fr108qVKyVJXq9X8+bNU3Z2tgoLC+V0Ok3VAAAAQkW7BTmn0ymHw9Fomd1uV3Jysu/x0KFDdezYMUlSSUmJoqOj5XQ6JUkZGRnavn17izUAAIBQ0WHOkfN6vdq4caNGjx4tSaqsrFSfPn189ZiYGHm9XtXW1vqtAQAAhIoOcx25ZcuWqXPnzpo8eXK7bTM2tmubb8PMBXwlKTLS3FthdlxbrLO1x5npjdn+oWn0LzD0LzD0LzD0LzCh0r8OEeRyc3P19ddfa926dbLZLu0kdDgcvsOsklRTUyObzSa73e63di1crrPyeo3WeRFNiIvrphMnzpga53abuxuD2XHXMjZY41rqjdn+oWn0LzD0LzD0LzD0LzA3Wv9strBmdz4F/dDqc889p5KSEq1Zs0ZRUVG+5UOGDNHFixe1b98+SdKmTZs0bty4FmsAAAChot32yC1fvlw7duzQyZMnNXXqVNntdj3//PN6+eWX1b9/f2VkZEiS+vbtqzVr1shms2nFihXKyclRXV2dEhISlJeXJ0l+awAAAKGi3YLcwoULtXDhwquWHzp0qNnnDBs2TPn5+ddcAwAACAVBP7QKAACA60OQAwAAsCiCHAAAgEUR5AAAACyKIAcAAGBRBDkAAACLIsgBAABYFEEOAADAoghyAAAAFkWQAwAAsCiCHAAAgEUR5AAAACyKIAcAAGBRBDkAAACLIsgBAABYFEEOAADAoghyAAAAFkWQAwAAsCiCHAAAgEVFBHsCCE1uj1dxcd1aHNf95pt0+psL7TAjAACshyCHoIiMsGneqvf9j4mM0LOzftBOMwIAwHo4tAoAAGBRBDkAAACLIsgBAABYVLsEudzcXI0ePVoDBw7U4cOHfcvLy8uVnp6ulJQUpaen6+jRowHXAAAAQkW7BLkxY8Zow4YNSkhIaLQ8JydHkyZNUmFhoSZNmqTs7OyAawAAAKGiXYKc0+mUw+FotMzlcqm0tFSpqamSpNTUVJWWlqqmpua6awAAAKEkaJcfqaysVHx8vMLDwyVJ4eHh6tWrlyorK2UYxnXVYmJirmkOsbFdW/dFNcHMtdKkS5faaM1xbbHOYI0z20Ncjd4Fhv4Fhv4Fhv4FJlT6F9LXkXO5zsrrNdps/XFx3XTixBlT49xuj6l1mh13LWM76rjLQc9MD3E1s//9oWn0LzD0LzD0LzA3Wv9strBmdz4FLcg5HA5VVVWpoaFB4eHhamhoUHV1tRwOhwzDuK4aAABAKAna5UdiY2OVmJiogoICSVJBQYESExMVExNz3TUAAIBQ0i575JYvX64dO3bo5MmTmjp1qux2u7Zu3arFixcrKytLa9euVffu3ZWbm+t7zvXWAAAAQkW7BLmFCxdq4cKFVy2/9dZb9cYbbzT5nOutAQAAhAru7AAAAGBRBDkAAACLIsgBAABYFEEOAADAokwHuf/6r/9qcvn27dtbbTIAAAAwz3SQe+aZZ5pczg3rAQAAgqPFy49UVFRIkgzD8P37lbWoqKi2mRkAAAD8ajHIPfjggwoLC5NhGHrwwQcb1Xr27Klf/OIXbTY5AAAANK/FIHfw4EFJ0uTJk/X666+3+YQAAABgjulz5AhxAAAAHYvpW3RVVFTo+eef14EDB3T+/PlGtffee6+15wUAAIAWmA5yc+fOVb9+/TR//nzddNNNbTknAAAAmGA6yH355ZfauHGjbDauIQwAANARmE5lI0aMUGlpaVvOBQAAANfA9B65hIQEzZgxQw8++KB69uzZqJaZmdnqEwMkye3xKi6uW4vj6uo9Ov3NhXaYEQAAHYfpIHfhwgXdf//98ng8On78eFvOCfCJjLBp3qr3WxyXlzmqHWYDAEDHYjrI/epXv2rLeQAAAOAaXdPlR5rTr1+/VpkMAAAAzDMd5K68VddlYWFhkqQDBw60/swAAADgl+kgd/lWXZedOHFCq1evltPpbPVJAQAAoGXXfVG4uLg4PfPMM3ruuedacz4AAAAwKaCr+x45ckQXLnDJBwAAgGAwfWh10qRJvnPipEuXI/nqq6/05JNPtsnEAAAA4J/pIDdx4sRGj2+66SYNGjRI/fv3D3gS7777rlatWiXDMGQYhmbPnq2xY8eqvLxcWVlZqq2tld1uV25urm97/moAAAChwHSQe+SRR9pkAoZh6J/+6Z+0YcMG3XbbbTp48KB++tOf6oEHHlBOTo4mTZqkCRMmaMuWLcrOztZrr70mSX5rAAAAocD0OXJut1svvPCCxowZo9tvv11jxozRCy+8oPr6+sAnYbPpzJkzkqQzZ86oV69eOnXqlEpLS5WamipJSk1NVWlpqWpqauRyuZqtAQAAhArTe+Ty8vL0+eefa8mSJerTp4+OHTumtWvX6uzZs1qwYMF1TyAsLEzPP/+8Zs2apc6dO+vcuXN65ZVXVFlZqfj4eIWHh0uSwsPD1atXL1VWVsowjGZrMTExprcdG9v1uudtlpn7hEpSZKS5t8LsuLZYZ0cfZ7bXoYSeBIb+BYb+BYb+BSZU+mc6FWzfvl1btmxRjx49JEkDBgzQ4MGDNWHChICCnMfj0csvv6y1a9dq+PDh+tOf/qQ5c+ZoxYoV171Os1yus/J6jZYHXqe4uG46ceKMqXFut8fUOs2Ou5axHXXc5QBndn1meh1KzP73h6bRv8DQv8DQv8DcaP2z2cKa3flkOshdeUcHM8vNOnDggKqrqzV8+HBJ0vDhw3XTTTcpOjpaVVVVamhoUHh4uBoaGlRdXS2HwyHDMJqtAQAAhArT58iNGzdOTzzxhD788EOVlZXpgw8+0JNPPqlx48YFNIHevXvr+PHjOnLkiCSprKxMLpdLt9xyixITE1VQUCBJKigoUGJiomJiYhQbG9tsDQAAIFSY3iM3b948vfTSS1q6dKmqq6sVHx+vhx9+WE888URAE4iLi9PixYuVmZnpu07ds88+K7vdrsWLFysrK0tr165V9+7dlZub63uevxoAAEAoaDHI/elPf9LOnTs1b948ZWZmKjMz01fLy8tTaWmphg4dGtAk0tLSlJaWdtXyW2+9VW+88UaTz/FXAwAACAUtHlp9+eWXNWLEiCZrycnJWrduXatPCgAAAC1rcY/cgQMHdO+99zZZ+/73vx/QL1aB1uL2eE3/1Lyu3qPT33CPYACA9bUY5M6ePSu32+27ZtuVPB6Pzp071yYTA65FZIRN81a9b2psXuaoNp4NAADto8VDqwMGDNCuXbuarO3atUsDBgxo9UkBAACgZS0GuZ///OfKycnRjh075PV6JUler1c7duzQ4sWLNXXq1DafJAAAAK7W4qHV8ePH6+TJk5o/f77cbrfsdrtqa2sVGRmpp556yne/UwAAALQvU9eRmzp1qiZOnKiioiLV1tbKbrcrKSlJXbu2/b1KAQAA0DTTFwTu2rVrs79eBQAAQPszfYsuAAAAdCwEOQAAAIsiyAEAAFgUQQ4AAMCiCHIAAAAWRZADAACwKIIcAACARRHkAAAALIogBwAAYFEEOQAAAIsiyAEAAFgUQQ4AAMCiCHIAAAAWRZADAACwKIIcAACARXWIIFdXV6ecnByNHTtW48eP16JFiyRJ5eXlSk9PV0pKitLT03X06FHfc/zVAAAAQkGHCHJ5eXmKjo5WYWGh8vPzlZmZKUnKycnRpEmTVFhYqEmTJik7O9v3HH81AACAUBD0IHfu3Dlt3rxZmZmZCgsLkyT17NlTLpdLpaWlSk1NlSSlpqaqtLRUNTU1fmsAAAChIiLYE6ioqJDdbtfq1au1e/dudenSRZmZmerUqZPi4+MVHh4uSQoPD1evXr1UWVkpwzCarcXExJjedmxs1zZ5TVeKi+tmalxkpLm3wuy4tljnjTJOMv++WF2ovM62Qv8CQ/8CQ/8CEyr9C3qQa2hoUEVFhQYPHqz58+dr//79evzxx7Vq1ao237bLdVZer9Fm64+L66YTJ86YGud2e0yt0+y4axnbUcddDmZt0Rsz74vVmf3vD02jf4Ghf4Ghf4G50fpns4U1u/Mp6EHO4XAoIiLCd5j0zjvvVI8ePdSpUydVVVWpoaFB4eHhamhoUHV1tRwOhwzDaLYGAAAQKoJ+jlxMTIySk5P10UcfSbr0a1SXy6X+/fsrMTFRBQUFkqSCggIlJiYqJiZGsbGxzdYAAABCRdD3yEnSkiVLtGDBAuXm5ioiIkIrVqxQ9+7dtXjxYmVlZWnt2rXq3r27cnNzfc/xVwMAAAgFHSLI9evXT//+7/9+1fJbb71Vb7zxRpPP8VcDAAAIBUE/tAoAAIDrQ5ADAACwKIIcAACARRHkAAAALIogBwAAYFEEOQAAAIvqEJcfAdqT253ZFoIAAA0YSURBVOM1dQ++unqPTn9zoR1mBADA9SHIIeRERtg0b9X7LY7LyxzVDrMBAOD6cWgVAADAoghyAAAAFkWQAwAAsCiCHAAAgEUR5AAAACyKIAcAAGBRBDkAAACLIsgBAABYFEEOAADAoghyAAAAFkWQAwAAsCjutdqGzN6cHQAA4HoQ5NoQN2e3NrNBvK7eo9PfXGiHGQEA0BhBDmgGQRwA0NFxjhwAAIBFdaggt3r1ag0cOFCHDx+WJBUXFystLU0pKSmaNm2aXC6Xb6y/GgAAQCjoMEHuiy++UHFxsRISEiRJXq9X8+bNU3Z2tgoLC+V0OrVy5coWawAAAKGiQwS5+vp6LV26VIsXL/YtKykpUXR0tJxOpyQpIyND27dvb7EGAAAQKjpEkFu1apXS0tLUt29f37LKykr16dPH9zgmJkZer1e1tbV+awAAAKEi6L9aLSoqUklJiebOndvu246N7drm24iMNNfi1h4XzG139HFtsc6Oer3Ajjovq6B/gaF/gaF/gQmV/gU9yO3du1dlZWUaM2aMJOn48eOaPn26pkyZomPHjvnG1dTUyGazyW63y+FwNFu7Fi7XWXm9Ruu8kCbExXWT2+0xNba1x7XFOtt73OUQZYXenDhxxvS220tcXLcOOS+roH+BoX+BoX+BudH6Z7OFNbvzKeiHVmfOnKldu3Zp586d2rlzp3r37q3169drxowZunjxovbt2ydJ2rRpk8aNGydJGjJkSLM1AACAUBH0PXLNsdlsWrFihXJyclRXV6eEhATl5eW1WAMAAAgVHS7I7dy50/fvw4YNU35+fpPj/NUAAABCQdAPrQIAAOD6EOQAAAAsiiAHAABgUQQ5AAAAi+pwP3YArMbt8Zq68GRdvUenv7nQDjMCAIQKghwQoMgIm+ater/FcXmZo9phNgCAUMKhVQAAAIsiyAEAAFgUh1aBdsK5dACA1kaQA9oJ59IBAFobh1YBAAAsiiAHAABgUQQ5AAAAiyLIAQAAWBRBDgAAwKIIcgAAABZFkAMAALAoghwAAIBFEeQAAAAsiiAHAABgUQQ5AAAAiyLIAQAAWBRBDgAAwKIIcgAAABYV9CB36tQpPfbYY0pJSdH48eM1e/Zs1dTUSJKKi4uVlpamlJQUTZs2TS6Xy/c8fzUAAIBQEPQgFxYWphkzZqiwsFD5+fnq16+fVq5cKa/Xq3nz5ik7O1uFhYVyOp1auXKlJPmtAQAAhIqgBzm73a7k5GTf46FDh+rYsWMqKSlRdHS0nE6nJCkjI0Pbt2+XJL81AACAUBER7Alcyev1auPGjRo9erQqKyvVp08fXy0mJkZer1e1tbV+a3a73fT2YmO7tur8mxIZaa7FrT0umNvu6OOCuW0z49wer+LiupkaFxnh///FzKwHzaN/gaF/gaF/gQmV/nWoILds2TJ17txZkydP1ttvv93m23O5zsrrNdps/XFx3eR2e0yNbe1xbbHO9h53OfSEWm8iI2yat+r9FsflZY7SiRNnmq3HxXXzW4d/9C8w9C8w9C8wN1r/bLawZnc+dZggl5ubq6+//lrr1q2TzWaTw+HQsWPHfPWamhrZbDbZ7Xa/NQAAgFDRIYLcc889p5KSEr3yyiuKioqSJA0ZMkQXL17Uvn375HQ6tWnTJo0bN67FGhAqzByCjYvrprp6j05/c6GdZgUAaE9BD3JffvmlXn75ZfXv318ZGRmSpL59+2rNmjVasWKFcnJyVFdXp4SEBOXl5UmSbDZbszUgVLR0CDYyMkJut0d5maPacVYAgPYU9CD33e9+V4cOHWqyNmzYMOXn519zDQAAIBQE/fIjAAAAuD4EOQAAAIsiyAEAAFgUQQ4AAMCiCHIAAAAWRZADAACwqKBffgRA2zJ771ZJXDwYACyGIAfc4Mzeu1USFw8GAIvh0CoAAIBFEeQAAAAsiiAHAABgUQQ5AAAAiyLIAQAAWBS/WgVwzbrffJOio1r+8+H2NCgyIrzFcVz2BACuD0EOgM+1XHPOzCVN8jJHmR4HALh2BDkAPmavOUfwAoCOgXPkAAAALIogBwAAYFEcWgUQdGbPzeNHEQDQGEEOQNCZPTfv2SfvJfABwBUIcgAsgx9jAEBjBDkANxwO1QIIFQQ5ADec1jpUe2XNbOgze7FkQiSA1mDpIFdeXq6srCzV1tbKbrcrNzdX/fv3D/a0AFiEv8AXGRkht9vje2z2cG10VASHfwG0G0sHuZycHE2aNEkTJkzQli1blJ2drddeey3Y0wJwA7qWu160JvbwAfDHskHO5XKptLRUr776qiQpNTVVy5YtU01NjWJiYkytw2YLa8spSpJ6dIsOyrhgbru1xkVERrTJdttinR1xXERkhDzu8GtaX2tt+0YYd2X/pEt77579f5+2uL4F0+42te1rCYZmtjvv0btMrc/s/W/NjvM39q/nU1fv0dkzF02tE+3zHXUju5H65++1hBmGYbTjXFpNSUmJ5s+fr61bt/qWPfTQQ8rLy9P3vve9IM4MAACgfXBnBwAAAIuybJBzOByqqqpSQ0ODJKmhoUHV1dVyOBxBnhkAAED7sGyQi42NVWJiogoKCiRJBQUFSkxMNH1+HAAAgNVZ9hw5SSorK1NWVpZOnz6t7t27Kzc3VwMGDAj2tAAAANqFpYMcAABAKLPsoVUAAIBQR5ADAACwKIIcAACARRHkAAAALIog1wbKy8uVnp6ulJQUpaen6+jRo8GeUody6tQpPfbYY0pJSdH48eM1e/Zs1dTUSJKKi4uVlpamlJQUTZs2TS6Xy/c8f7VQtXr1ag0cOFCHDx+WRP/MqqurU05OjsaOHavx48dr0aJFkvx/dvlc/8W7776rH/3oR5owYYLS0tK0Y8cOSfSvObm5uRo9enSjz6p0/f0KtV421T9/3yNSiP0tNNDqpkyZYmzevNkwDMPYvHmzMWXKlCDPqGM5deqU8emnn/oe//rXvzZ++ctfGg0NDcYDDzxg7N271zAMw1izZo2RlZVlGIbhtxaqSkpKjOnTpxv333+/cejQIfp3DZYtW2b88z//s+H1eg3DMIwTJ04YhuH/s8vn+hKv12s4nU7j0KFDhmEYxoEDB4yhQ4caDQ0N9K8Ze/fuNY4dO+b7rF52vf0KtV421b/mvkcMw//fuxvxbyFBrpWdPHnSGD58uOHxeAzDMAyPx2MMHz7ccLlcQZ5Zx7V9+3bjZz/7mbF//37j4Ycf9i13uVzG0KFDDcMw/NZCUV1dnfG3f/u3RkVFhe+PG/0z5+zZs8bw4cONs2fPNlru77PL5/ovvF6vcddddxn79u0zDMMw9uzZY4wdO5b+mXBlELnefoVyL/86CF/p8veIYfj/e3cj/i2MCPYewRtNZWWl4uPjFR4eLkkKDw9Xr169VFlZyV0nmuD1erVx40aNHj1alZWV6tOnj68WExMjr9er2tpavzW73R6MqQfVqlWrlJaWpr59+/qW0T9zKioqZLfbtXr1au3evVtdunRRZmamOnXq1Oxn1zAMPtf/JywsTM8//7xmzZqlzp0769y5c3rllVf8/u2jf1e73n7Ry6td+T0ihd7fQs6RQ1AtW7ZMnTt31uTJk4M9FcsoKipSSUmJJk2aFOypWFJDQ4MqKio0ePBgvfnmm5o7d65+8Ytf6Pz588GemiV4PB69/PLLWrt2rd5991299NJLmjNnDv1D0IT69wh75FqZw+FQVVWVGhoaFB4eroaGBlVXV8vhcAR7ah1Obm6uvv76a61bt042m00Oh0PHjh3z1WtqamSz2WS32/3WQs3evXtVVlamMWPGSJKOHz+u6dOna8qUKfTPBIfDoYiICKWmpkqS7rzzTvXo0UOdOnVq9rNrGAaf6/9z4MABVVdXa/jw4ZKk4cOH66abblJ0dDT9uwb+viv89YteNvbX3yOSQu67hD1yrSw2NlaJiYkqKCiQJBUUFCgxMTFkd3k357nnnlNJSYnWrFmjqKgoSdKQIUN08eJF7du3T5K0adMmjRs3rsVaqJk5c6Z27dqlnTt3aufOnerdu7fWr1+vGTNm0D8TYmJilJycrI8++kjSpV8Aulwu9e/fv9nPLp/rv+jdu7eOHz+uI0eOSLp0z2uXy6VbbrmF/l0Dfz253lqoaep7RAq97xLutdoGysrKlJWVpdOnT6t79+7Kzc3VgAEDgj2tDuPLL79Uamqq+vfvr06dOkmS+vbtqzVr1uizzz5TTk6O6urqlJCQoLy8PPXs2VOS/NZC2ejRo7Vu3Trddttt9M+kiooKLViwQLW1tYqIiNCcOXM0atQov59dPtd/8Yc//EH/+q//qrCwMEnSU089pQceeID+NWP58uXasWOHTp48qR49eshut2vr1q3X3a9Q62VT/Xv++eeb/R6R/P+9u9H+FhLkAAAALIpDqwAAABZFkAMAALAoghwAAIBFEeQAAAAsiiAHAABgUQQ5AAAAiyLIAQAAWBRBDgAAwKL+P9WE9uRNCxpTAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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/r+joaOXl5al3796S5HPNW/64tTpv2c4WlyvIHMZlbi9xS8BYzNN4zNRYzNN4zNRYgb616rcg1x4R5MyHE5CxmKfxmKmxmKfxmKmxAh3k+GYHAAAAkyLIAQAAmBRBDgAAwKQIcgAAACZFkAMAADApghwAAIBJEeQAAABMiiAHAABgUgQ5AAAAkyLIAQAAmBRBDgAAwKQIcgAAACZFkAMAADApghwAAIBJEeQAAABMiiAHAABgUgQ5AAAAkyLIAQAAmBRBDgAAwKQIcgAAACZFkAMAADApghwAAIBJEeQAAABMKtQfO/nyyy/14IMPeh5XV1erpqZGH374oY4ePaqsrCxVVVUpJiZGeXl56tWrlyT5XAMAAAgGfrki16NHD23cuNHzz8iRI5WWliZJysnJUUZGhoqKipSRkaHs7GzPer7WAAAAgoHfb61eunRJmzZt0l133SWHw6GSkhJPqEtLS1NJSYkqKyt9rgEAAAQLv9xavdz27duVkJCgm266ScXFxUpISFBISIgkKSQkRPHx8SorK5Pb7fapFhsb6++XBAAAEBB+D3J//OMfddddd/l7t02Ki+vU5vsIC/NuxDZbVBt3cv1gVsZinsZjpsZinsZjpsYK5Dz9GuTKy8u1b98+5efnS5LsdrvKy8vldDoVEhIip9OpiooK2e12ud1un2rXwuGokcvlbouXKunrf7H19Q1eLXv6dHWb9XE9sdmimJWBmKfxmKmxmKfxmKmx/DFPq9XS7MUnv75H7s0339SwYcPUpUsXSVJcXJySkpJUWFgoSSosLFRSUpJiY2N9rgEAAAQLv16Re/PNN7Vo0aJGzy1evFhZWVlatWqVoqOjlZeX1+oaAABAMPBrkCsqKrriuT59+mj9+vVNLu9rDQAAIBjwzQ4AAAAmRZADAAAwKYIcAACASRHkAAAATIogBwAAYFIEOQAAAJMiyAEAAJgUQQ4AAMCkCHIAAAAmRZADAAAwKYIcAACASRHkAAAATIogBwAAYFIEOQAAAJMiyAEAAJgUQQ4AAMCkCHIAAAAmRZADAAAwKYIcAACASRHkAAAATIogBwAAYFIEOQAAAJMiyAEAAJgUQQ4AAMCk/BbkLl68qJycHN1xxx0aO3asnnjiCUnS0aNHlZ6erjFjxig9PV3Hjh3zrONrDQAAIBj4LcgVFBQoIiJCRUVF2rRpkzIzMyVJOTk5ysjIUFFRkTIyMpSdne1Zx9caAABAMPBLkKutrdWGDRuUmZkpi8UiSeratascDodKSkqUlpYmSUpLS1NJSYkqKyt9rgEAAASLUH/s5MSJE4qJidGKFSu0d+9e3XDDDcrMzFSHDh2UkJCgkJAQSVJISIji4+NVVlYmt9vtUy02NtYfLwkAACDg/BLknE6nTpw4oR/84AdasGCBPvroI82YMUPLli3zx+6bFRfXqc33ERbm3Yhttqg27uT6wayMxTyNx0yNxTyNx0yNFch5+iXI2e12hYaGem6F/uu//qu6dOmiDh06qLy8XE6nUyEhIXI6naqoqJDdbpfb7fapdi0cjhq5XO62eMmSvv4XW1/f4NWyp09Xt1kf1xObLYpZGYh5Go+ZGot5Go+ZGssf87RaLc1efPLLe+RiY2M1aNAg7dmzR9LXf3HqcDjUq1cvJSUlqbCwUJJUWFiopKQkxcbGKi4uzqcaAABAsLC43e62uyR1mRMnTmjhwoWqqqpSaGioHn74YQ0bNkxHjhxRVlaWzp8/r+joaOXl5al3796S5HPNW/64Ijdv2c4WlyvIHMb/HXmJ/5M0FvM0HjM1FvM0HjM1VqCvyPnl1qok9ezZU6+88soVz/fp00fr169vch1fawAAAMGAb3YAAAAwKYIcAACASRHkAAAATIogBwAAYFIEOQAAAJMiyAEAAJgUQQ4AAMCkCHIAAAAmRZADAAAwKYIcAACASRHkAAAATIogBwAAYFIEOQAAAJMiyAEAAJgUQQ4AAMCkCHIAAAAmRZADAAAwKYIcAACASRHkAAAATIogBwAAYFIEOQAAAJMiyAEAAJgUQQ4AAMCkCHIAAAAmFeqvHY0YMULh4eGKiIiQJM2dO1dDhw7VwYMHlZ2drYsXL6p79+4qKChQXFycJPlcAwAACAZ+vSL3q1/9Shs3btTGjRs1dOhQuVwuzZs3T9nZ2SoqKlJycrKWLFkiST7XAAAAgkVAb60WFxcrIiJCycnJkqRJkyZp69atraoBAAAEC7/dWpW+vp3qdrs1cOBAPfLIIyorK1NiYqKnHhsbK5fLpaqqKp9rMTExXvcTF9fJmBd2FWFh3o3YZotq406uH8zKWMzTeMzUWMzTeMzUWIGcp9+C3O9+9zvZ7XZdunRJzzzzjHJzczV69Gh/7b5JDkeNXC53m23fZotSfX2DV8uePl3dZn1cT2y2KGZlIOZpPGZqLOZpPGZqLH/M02q1NHvxyW+3Vu12uyQpPDxcGRkZ+tvf/ia73a7S0lLPMpWVlbJarYqJifG5BgAAECz8EuQuXLig6uqv06rb7daWLVuUlJSkfv366auvvtL+/fslSa+//rpSU1MlyecaAABAsPDLrVWHw6HZs2fL6XTK5XKpT58+ysnJkdVqVX5+vnJychp9jIgkn2sAAADBwuJ2u9vuTWLtnD/eIzdv2c4WlyvIHMb7FbzEezuMxTyNx0yNxTyNx0yNFTTvkQMAAICxCHIAAAAmRZADAAAwKYIcAACASRHkAAAATMqvX9EFwP+iO0cqIrz5/9Qv/2qZi5cadP5cnT/aAgAYgCAHXOciwkOb/RicsLDQRl8jV5A5zF9tAQAM4PWt1bfffrvJ57du3WpYMwAAAPCe10Fu0aJFTT6fnZ1tWDMAAADwXou3Vk+cOCHp6+9I/ebny2vh4eFt0xkAAACuqsUgN3r0aFksFrndbo0ePbpRrWvXrpo9e3abNQcAAIDmtRjkPv30U0nS5MmT9eqrr7Z5QwAAAPCO1++RI8QBAAC0L15//MiJEyf04osv6tChQ7pw4UKj2p///Gej+wIAAEALvA5yc+fOVc+ePbVgwQJFRka2ZU8AAADwgtdB7vDhw3rttddktfKtXgAAAO2B16ksJSVFJSUlbdkLAAAAroHXV+S6d++u6dOna/To0eratWujWmZmpuGNAQAA4Oq8DnJ1dXUaPny4GhoadOrUqbbsCQAAAF7wOsg9++yzbdkHAAAArtE1ffxIc3r27GlIMwAAAPCe10Hu8q/q+obFYpEkHTp0yPjOAAAAcFVeB7lvvqrrG6dPn9aKFSuUnJxseFMAAABomc8fCmez2bRo0SItXbrUyH4AAADgpVZ9uu/nn3+uurq6a1pnxYoV6tu3rz777DNJ0sGDBzVu3DiNGTNGU6dOlcPh8Czraw0AACAYeB3kMjIy9LOf/czzz8SJE/WTn/xEU6ZM8Xpnn3zyiQ4ePKju3btLklwul+bNm6fs7GwVFRUpOTlZS5YsaVUNAAAgWHj9Hrm777670ePIyEh9//vfV69evbxa/9KlS8rNzdXzzz+vn//855Kk4uJiRUREeN5nN2nSJI0cOVLPPvuszzUAAIBg4XWQ+/GPf9yqHS1btkzjxo1Tjx49PM+VlZUpMTHR8zg2NlYul0tVVVU+12JiYrzuKS6uU6tekzfCwrwbsc0W1cadXD+Y1bW72nH47RrzbT1maCzmaTxmaqxAztPrIFdfX6/Vq1dr48aNqqioUHx8vMaPH68ZM2YoPDz8quseOHBAxcXFmjt3bqsbNpLDUSOXy93ygj6y2aJUX9/g1bKnT1e3WR/XE5stilldo6sdh2FhoVfUmG/rcIwai3kaj5kayx/ztFotzV588jrIFRQU6OOPP9aTTz6pxMRElZaWatWqVaqpqdHChQuvuu6+fft05MgRjRw5UpJ06tQpTZs2Tffcc49KS0s9y1VWVspqtSomJkZ2u92nGgAAQLDw+o8dtm7dqtWrV2vIkCHq3bu3hgwZohUrVujtt99ucd37779fu3fv1vbt27V9+3Z169ZNL730kqZPn66vvvpK+/fvlyS9/vrrSk1NlST169fPpxoAAECw8PqK3OXf6ODN896wWq3Kz89XTk6OLl68qO7du6ugoKBVNQAAgGDhdZBLTU3VzJkz9eCDDyoxMVEnT57U6tWrfboStn37ds/PAwYM0KZNm5pcztcaAABAMPA6yM2bN0+rV69Wbm6uKioqlJCQoB/96EeaOXNmW/YHAACAZrT4Hrm//vWvKigoUHh4uDIzM/XOO+/oo48+0rZt23Tp0iWVlJT4o08AAAB8S4tBbu3atUpJSWmyNmjQIK1Zs8bwpgAAANCyFoPcoUOHNHTo0CZrt912m4qLiw1vCgAAAC1rMcjV1NSovr6+yVpDQ4Nqa2sNbwoAAAAtazHI9e7dW7t3726ytnv3bvXu3dvwpgAAANCyFoPcfffdp5ycHG3btk0ul0uS5HK5tG3bNi1evFhTpkxp8yYBAABwpRY/fmTs2LE6c+aMFixYoPr6esXExKiqqkphYWGaM2eO0tLS/NEnAAAAvsWrz5GbMmWK7r77bh04cEBVVVWKiYlR//791alT01/gCgAAgLbn9QcCd+rUqdm/XgUAAID/tfgeOQAAALRPBDkAAACTIsgBAACYFEEOAADApAhyAAAAJkWQAwAAMCmCHAAAgEkR5AAAAEyKIAcAAGBSBDkAAACTIsgBAACYFEEOAADApAhyAAAAJkWQAwAAMKlQf+1o1qxZ+vLLL2W1WtWxY0c98cQTSkpK0tGjR5WVlaWqqirFxMQoLy9PvXr1kiSfawAAAMHAb1fk8vLy9NZbb2nDhg2aOnWqFi5cKEnKyclRRkaGioqKlJGRoezsbM86vtYAAACCgd+CXFRUlOfnmpoaWSwWORwOlZSUKC0tTZKUlpamkpISVVZW+lwDAAAIFn67tSpJixYt0p49e+R2u/Wb3/xGZWVlSkhIUEhIiCQpJCRE8fHxKisrk9vt9qkWGxvrdT9xcZ2Mf5HfEhbm3YhttqiWF4IkZuWLqx2H364x39ZjhsZinsZjpsYK5Dz9GuSeeeYZSdKGDRuUn5+vzMxMf+7+Cg5HjVwud5tt32aLUn19g1fLnj5d3WZ9XE9stihmdY2udhyGhYVeUWO+rcMxaizmaTxmaix/zNNqtTR78Skgf7U6YcIE7d27V926dVN5ebmcTqckyel0qqKiQna7XXa73acaAABAsPBLkKutrVVZWZnn8fbt29W5c2fFxcUpKSlJhYWFkqTCwkIlJSUpNjbW5xoAAECw8Mut1bq6OmVmZqqurk5Wq1WdO3fWmjVrZLFYtHjxYmVlZWnVqlWKjo5WXl6eZz1fawAAAMHAL0Gua9eu+v3vf99krU+fPlq/fr2hNQAAgGDANzsAAACYFEEOAADApAhyAAAAJkWQAwAAMCmCHAAAgEkR5AAAAEyKIAcAAGBSBDkAAACTIsgBAACYFEEOAADApAhyAAAAJkWQAwAAMCmCHAAAgEkR5AAAAEyKIAcAAGBSBDkAAACTIsgBAACYFEEOAADApAhyAAAAJkWQAwAAMCmCHAAAgEkR5AAAAEyKIAcAAGBSfglyZ8+e1S9+8QuNGTNGY8eO1UMPPaTKykpJ0sGDBzVu3DiNGTNGU6dOlcPh8Kznaw0AACAY+CXIWSwWTZ8+XUVFRdq0aZN69uypJUuWyOVyad68ecrOzlZRUZGSk5O1ZMkSSfK5BgAAECz8EuRiYmI0aNAgz+NbbrlFpaWlKi4uVkREhJKTkyVJkyZN0tatWyXJ5xoAAECw8Pt75Fwul1577TWNGDFCZWVlSkxM9NRiY2PlcrlUVVXlcw0AACBYhPp7h0899ZQ6duyoyZMn65133vH37huJi+vU5vsIC/NuxDZbVBt3cv1gVtfuasfht2vMt/WYobGYp/GYqbECOU+/Brm8vDwdP35ca9askdVqld1uV2lpqadeWVkpq9WqmJgYn2vXwuGokcvlbv0La4bNFqX6+gavlj19urrN+rie2GxRzOoaXe04DAsLvaLGfFuHY9RYzNN4zNRY/pin1Wpp9uKT326tLl26VMXFxVq5cqXCw8MlSf369dNXX32l/fv3S5Jef/11paamtqoGADRHl1cAAAngSURBVAAQLPxyRe7w4cNau3atevXqpUmTJkmSevTooZUrVyo/P185OTm6ePGiunfvroKCAkmS1Wr1qQYAABAs/BLkvve97+kf//hHk7UBAwZo06ZNhtYAAACCAd/sAAAAYFIEOQAAAJMiyAEAAJgUQQ4AAMCk/P6BwAAAAO1ddOdIRYS3HJPqG1x+6KZ5BDkAAIBviQgP1bxlO1tcriBzmB+6aR63VgEAAEyKIAcAAGBSBDkAAACTIsgBAACYFEEOAADApAhyAAAAJkWQAwAAMCmCHAAAgEkR5AAAAEyKIAcAAGBSBDkAAACTIsgBAACYFEEOAADApAhyAAAAJkWQAwAAMCmCHAAAgEkR5AAAAEyKIAcAAGBSfglyeXl5GjFihPr27avPPvvM8/zRo0eVnp6uMWPGKD09XceOHWt1DQAAIFj4JciNHDlSv/vd79S9e/dGz+fk5CgjI0NFRUXKyMhQdnZ2q2sAAADBwi9BLjk5WXa7vdFzDodDJSUlSktLkySlpaWppKRElZWVPtcAAACCSWigdlxWVqaEhASFhIRIkkJCQhQfH6+ysjK53W6farGxsYF6OQAAAH4XsCDXHsTFdWrzfYSFeTdimy2qjTu5fjCra3e14/DbNebbeszQWMzTeMzUO2b4HR6wIGe321VeXi6n06mQkBA5nU5VVFTIbrfL7Xb7VLtWDkeNXC53G7y6r9lsUaqvb/Bq2dOnq9usj+uJzRbFrK7R1Y7DsLDQK2rMt3U4Ro3FPI3HTL3Tnn6HW62WZi8+BezjR+Li4pSUlKTCwkJJUmFhoZKSkhQbG+tzDQAAIJj45Yrc008/rW3btunMmTOaMmWKYmJitHnzZi1evFhZWVlatWqVoqOjlZeX51nH1xoAAECw8EuQe/zxx/X4449f8XyfPn20fv36JtfxtQYAABAs+GYHAAAAkyLIAQAAmBRBDgAAwKQIcgAAACZFkAMAADApghwAAIBJEeQAAABMiiAHAABgUgQ5AAAAkyLIAQAAmBRBDgAAwKQIcgAAACZFkAMAADApghwAAIBJEeQAAABMiiAHAABgUgQ5AAAAkyLIAQAAmBRBDgAAwKQIcgAAACZFkAMAADApghwAAIBJEeQAAABMiiAHAABgUqYOckePHlV6errGjBmj9PR0HTt2LNAtAQAA+I2pg1xOTo4yMjJUVFSkjIwMZWdnB7olAAAAvwkNdAO+cjgcKikp0csvvyxJSktL01NPPaXKykrFxsZ6tQ2r1dKWLUqSukRFeLWcP3q5XjCra9fccRgaFqqG+pBGzzHf1mOGxmKexmOm3mkvv8Ovtn2L2+12t+ne20hxcbEWLFigzZs3e5678847VVBQoJtuuimAnQEAAPiHqW+tAgAABDPTBjm73a7y8nI5nU5JktPpVEVFhex2e4A7AwAA8A/TBrm4uDglJSWpsLBQklRYWKikpCSv3x8HAABgdqZ9j5wkHTlyRFlZWTp//ryio6OVl5en3r17B7otAAAAvzB1kAMAAAhmpr21CgAAEOwIcgAAACZFkAMAADApghwAAIBJmfYrutqLvLw8FRUV6eTJk9q0aZP++Z//+YplnE6nnn76ab333nuyWCy6//77dffddweg2/bPm3kuX75c//u//6v4+HhJ0oABA5STk+PvVk3h7Nmzmj9/vr744guFh4frO9/5jnJzc6/4mJ66ujo99thj+uSTTxQSEqIFCxZo+PDhAeq6ffN2pllZWXr//ffVpUsXSVJqaqpmzpwZiJbbvVmzZunLL7+U1WpVx44d9cQTTygpKanRMpxHr403M+Vceu1WrFih5cuXN/n7KWDnUTdaZd++fe7S0lL38OHD3f/4xz+aXObNN990T5061e10Ot0Oh8M9dOhQ94kTJ/zcqTl4M89f/epX7ueee87PnZnT2bNn3R988IHn8XPPPed+7LHHrlhu+fLl7kWLFrndbrf76NGj7ttuu81dU1Pjtz7NxNuZLliwwP3KK6/4szXTOn/+vOfnd955xz1hwoQrluE8em28mSnn0mtTXFzsnjZtWrO/nwJ1HuXWaislJye3+G0SW7Zs0d133y2r1arY2FiNGjVKW7du9VOH5uLNPOG9mJgYDRo0yPP4lltuUWlp6RXLvf3220pPT5ck9erVS/369dOuXbv81qeZeDtTeC8qKsrzc01NjSyWK78gnPPotfFmpvDepUuXlJubq8WLFze7TKDOo9xa9YOysjIlJiZ6Htvtdp06dSqAHZnf5s2btXv3btlsNs2ePVv9+/cPdEvtnsvl0muvvaYRI0ZcUSstLVX37t09jzlGvXO1mUrSyy+/rDfeeEM9e/bUo48+qj59+vi5Q/NYtGiR9uzZI7fbrd/85jdX1DmPXruWZipxLvXWsmXLNG7cOPXo0aPZZQJ1HiXIwXQmTZqkGTNmKCwsTHv27NGsWbO0ZcsWz3uR0LSnnnpKHTt21OTJkwPdynXjajP95S9/KZvNJqvVqg0bNmj69Ol69913FRISEoBO279nnnlGkrRhwwbl5+fr17/+dYA7Mr+WZsq51DsHDhxQcXGx5s6dG+hWmsStVT+w2+2Nbr2UlZWpW7duAezI3Gw2m8LCwiRJgwcPlt1u1+HDhwPcVfuWl5en48eP68UXX5TVeuV/9omJiTp58qTnMcdoy1qaaUJCguf5CRMm6MKFC1xB8sKECRO0d+9enT17ttHznEd919xMOZd6Z9++fTpy5IhGjhypESNG6NSpU5o2bZp2797daLlAnUcJcn6Qmpqq9evXy+VyqbKyUu+++67GjBkT6LZMq7y83PPzoUOHdPLkSd14440B7Kh9W7p0qYqLi7Vy5UqFh4c3uUxqaqreeOMNSdKxY8f097//XUOHDvVnm6bizUwvP07fe+89Wa1WJSQk+KtF06itrVVZWZnn8fbt29W5c2fFxMQ0Wo7zqPe8nSnnUu/cf//92r17t7Zv367t27erW7dueumllzRkyJBGywXqPMqt1VZ6+umntW3bNp05c0ZTpkxRTEyMNm/erF/84heaM2eO/uVf/kXjx4/XRx99pDvuuEOS9OCDD6pnz54B7rx98maeS5cu1SeffCKr1aqwsDDl5+fLZrMFuvV26fDhw1q7dq169eqlSZMmSZJ69OihlStXavz48Vq3bp0SEhI0bdo0ZWVlafTo0bJarcrNzVWnTp0C3H375O1MFyxYIIfDIYvFok6dOmn16tUKDeWU+211dXXKzMxUXV2drFarOnfurDVr1shisXAe9ZG3M+Vc2nrt4Txqcbvd7jbfCwAAAAzHrVUAAACTIsgBAACYFEEOAADApAhyAAAAJkWQAwAAMCmCHAAAgEkR5AAAAEyKIAcAAGBS/w9Wq3Is4w97YgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "reHJke4IMlYc"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}