bondora_feature.ipynb

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      "source": [
        "\n",
        "import numpy as np # linear algebra\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
        "import seaborn as sns # for visualization\n",
        "import plotly.express as px # for visualization\n",
        "import matplotlib.pyplot as plt # for visualization\n",
        "%matplotlib inline\n",
        "\n",
        "# To display all the columns of dataframe\n",
        "pd.set_option('display.max_columns', 500)\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df=pd.read_csv('/content/Pre_processed_data(bondora).csv')"
      ],
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        "id": "Olu8u9vS6-NE"
      },
      "execution_count": 13,
      "outputs": []
    },
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      "source": [
        "df.shape"
      ],
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      "execution_count": 14,
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          "data": {
            "text/plain": [
              "(77394, 39)"
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          "execution_count": 14
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        "df.columns"
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        "outputId": "5b7ccbd2-6e45-45da-aa88-2f732431d616"
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      "execution_count": 15,
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            "text/plain": [
              "Index(['BidsPortfolioManager', 'BidsApi', 'BidsManual', 'NewCreditCustomer',\n",
              "       'VerificationType', 'LanguageCode', 'Age', 'Gender', 'Country',\n",
              "       'AppliedAmount', 'Amount', 'Interest', 'LoanDuration', 'MonthlyPayment',\n",
              "       'UseOfLoan', 'Education', 'MaritalStatus', 'EmploymentStatus',\n",
              "       'EmploymentDurationCurrentEmployer', 'OccupationArea',\n",
              "       'HomeOwnershipType', 'IncomeTotal', 'ExistingLiabilities',\n",
              "       'LiabilitiesTotal', 'RefinanceLiabilities', 'DebtToIncome', 'FreeCash',\n",
              "       'Rating', 'Restructured', 'CreditScoreEsMicroL',\n",
              "       'PrincipalPaymentsMade', 'InterestAndPenaltyPaymentsMade',\n",
              "       'PrincipalBalance', 'InterestAndPenaltyBalance',\n",
              "       'NoOfPreviousLoansBeforeLoan', 'AmountOfPreviousLoansBeforeLoan',\n",
              "       'PreviousRepaymentsBeforeLoan',\n",
              "       'PreviousEarlyRepaymentsCountBeforeLoan', 'LoanStatus'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 15
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      "source": [
        "df.head()"
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      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   BidsPortfolioManager  BidsApi  BidsManual  NewCreditCustomer  \\\n",
              "0                     0        0    115.0410               True   \n",
              "1                     0        0    140.6057              False   \n",
              "2                     0        0    319.5580               True   \n",
              "3                     0        0     57.5205               True   \n",
              "4                     0        0    319.5582               True   \n",
              "\n",
              "                              VerificationType LanguageCode  Age  Gender  \\\n",
              "0  Income unverified,cross-referenced by phone     Estonian   61  Female   \n",
              "1  Income unverified,cross-referenced by phone     Estonian   48  Female   \n",
              "2  Income unverified,cross-referenced by phone     Estonian   58  Female   \n",
              "3  Income unverified,cross-referenced by phone     Estonian   23  Female   \n",
              "4  Income unverified,cross-referenced by phone     Estonian   25  Female   \n",
              "\n",
              "  Country  AppliedAmount    Amount  Interest  LoanDuration  MonthlyPayment  \\\n",
              "0      EE       319.5582  115.0408      30.0            12      130.393314   \n",
              "1      EE       191.7349  140.6057      25.0             1      130.393314   \n",
              "2      EE       319.5582  319.5409      25.0            20      130.393314   \n",
              "3      EE       127.8233   57.5205      45.0            15      130.393314   \n",
              "4      EE       319.5582  319.5436      30.0            12      130.393314   \n",
              "\n",
              "            UseOfLoan             Education MaritalStatus EmploymentStatus  \\\n",
              "0               Other  Vocational education       Married   Fully employed   \n",
              "1               Other      Higher education      Divorced   Fully employed   \n",
              "2    Home improvement   Secondary education       Married   Fully employed   \n",
              "3  Loan consolidation       Basic education        Single      Not present   \n",
              "4             Vehicle   Secondary education    Cohabitant   Fully employed   \n",
              "\n",
              "  EmploymentDurationCurrentEmployer            OccupationArea  \\\n",
              "0                        UpTo3Years      Retail and wholesale   \n",
              "1                    MoreThan5Years                 Education   \n",
              "2                        UpTo4Years  Hospitality and catering   \n",
              "3                        UpTo2Years                     Other   \n",
              "4                        UpTo2Years      Retail and wholesale   \n",
              "\n",
              "  HomeOwnershipType  IncomeTotal  ExistingLiabilities  LiabilitiesTotal  \\\n",
              "0     Not specified      10500.0                    0               0.0   \n",
              "1     Not specified      10800.0                    0               0.0   \n",
              "2     Not specified       7000.0                    0               0.0   \n",
              "3     Not specified      11600.0                    0               0.0   \n",
              "4     Not specified       6800.0                    0               0.0   \n",
              "\n",
              "   RefinanceLiabilities  DebtToIncome  FreeCash Rating  Restructured  \\\n",
              "0                     0           0.0       0.0      F         False   \n",
              "1                     0           0.0       0.0      F         False   \n",
              "2                     0           0.0       0.0      F          True   \n",
              "3                     0           0.0       0.0      F         False   \n",
              "4                     0           0.0       0.0      F         False   \n",
              "\n",
              "  CreditScoreEsMicroL  PrincipalPaymentsMade  InterestAndPenaltyPaymentsMade  \\\n",
              "0                   M               115.0408                         20.4222   \n",
              "1                   M               140.6057                          2.0227   \n",
              "2                   M               203.1909                         59.7626   \n",
              "3                   M                57.5205                         18.7323   \n",
              "4                   M               319.5436                        220.4200   \n",
              "\n",
              "   PrincipalBalance  InterestAndPenaltyBalance  NoOfPreviousLoansBeforeLoan  \\\n",
              "0              0.00                       0.00                            1   \n",
              "1              0.00                       0.00                            2   \n",
              "2            116.35                     414.07                            0   \n",
              "3              0.00                       0.00                            1   \n",
              "4              0.00                       0.00                            1   \n",
              "\n",
              "   AmountOfPreviousLoansBeforeLoan  PreviousRepaymentsBeforeLoan  \\\n",
              "0                          83.0852                        0.0000   \n",
              "1                         255.6467                      258.6256   \n",
              "2                           0.0000                        0.0000   \n",
              "3                         134.2144                        0.0000   \n",
              "4                         146.9966                        0.0000   \n",
              "\n",
              "   PreviousEarlyRepaymentsCountBeforeLoan LoanStatus  \n",
              "0                                       0  NoDefault  \n",
              "1                                       0  NoDefault  \n",
              "2                                       0    Default  \n",
              "3                                       0  NoDefault  \n",
              "4                                       0    Default  "
            ],
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              "      <td>UpTo3Years</td>\n",
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              "      <td>Loan consolidation</td>\n",
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              "      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-4a3addc0-c02c-49b8-858c-15ff40791689 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-4a3addc0-c02c-49b8-858c-15ff40791689');\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": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.boxplot(df.PreviousRepaymentsBeforeLoan)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "lsHW_SswktxA",
        "outputId": "e3bdd49c-a382-4582-b787-60961fc4ceff"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<AxesSubplot:xlabel='PreviousRepaymentsBeforeLoan'>"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "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": [
        "df_IQR = df[df.select_dtypes([float, int]).columns].quantile(.75) - df[df.select_dtypes([float, int]).columns].quantile(.25)\n",
        "df_IQR "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NXH3k5t0kyPM",
        "outputId": "bdcea8f0-3d78-40ea-9f7f-995ba52d664f"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "BidsPortfolioManager                      1383.000000\n",
              "BidsApi                                      5.000000\n",
              "BidsManual                                 726.000000\n",
              "Age                                         18.000000\n",
              "AppliedAmount                             2980.000000\n",
              "Amount                                    2445.000000\n",
              "Interest                                    26.910000\n",
              "LoanDuration                                24.000000\n",
              "MonthlyPayment                             119.037500\n",
              "IncomeTotal                               1110.000000\n",
              "ExistingLiabilities                          4.000000\n",
              "LiabilitiesTotal                           622.960000\n",
              "RefinanceLiabilities                         0.000000\n",
              "DebtToIncome                                20.790000\n",
              "FreeCash                                   269.007500\n",
              "PrincipalPaymentsMade                     1389.602500\n",
              "InterestAndPenaltyPaymentsMade             574.965000\n",
              "PrincipalBalance                          2111.980000\n",
              "InterestAndPenaltyBalance                 1083.985000\n",
              "NoOfPreviousLoansBeforeLoan                  1.000000\n",
              "AmountOfPreviousLoansBeforeLoan           3000.000000\n",
              "PreviousRepaymentsBeforeLoan               861.138387\n",
              "PreviousEarlyRepaymentsCountBeforeLoan       0.000000\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_Max =  df[df.select_dtypes([float, int]).columns].quantile(.75) + (1.5*df_IQR)\n",
        "df_Min =  df[df.select_dtypes([float, int]).columns].quantile(.25) - (1.5*df_IQR)\n",
        "df_Max"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NuD0kJh4lzTJ",
        "outputId": "369cdaea-06ce-45da-90c9-34c40791f8c2"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "BidsPortfolioManager                      3703.500000\n",
              "BidsApi                                     12.500000\n",
              "BidsManual                                1834.000000\n",
              "Age                                         75.000000\n",
              "AppliedAmount                             8190.000000\n",
              "Amount                                    6852.500000\n",
              "Interest                                    90.695000\n",
              "LoanDuration                                96.000000\n",
              "MonthlyPayment                             340.663750\n",
              "IncomeTotal                               3665.000000\n",
              "ExistingLiabilities                         11.000000\n",
              "LiabilitiesTotal                          1670.440000\n",
              "RefinanceLiabilities                         0.000000\n",
              "DebtToIncome                                51.975000\n",
              "FreeCash                                   672.518750\n",
              "PrincipalPaymentsMade                     3535.696250\n",
              "InterestAndPenaltyPaymentsMade            1474.862500\n",
              "PrincipalBalance                          5279.950000\n",
              "InterestAndPenaltyBalance                 2709.962500\n",
              "NoOfPreviousLoansBeforeLoan                  2.500000\n",
              "AmountOfPreviousLoansBeforeLoan           7500.000000\n",
              "PreviousRepaymentsBeforeLoan              2152.845966\n",
              "PreviousEarlyRepaymentsCountBeforeLoan       0.000000\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(nrows=2, ncols= 2)\n",
        "sns.boxplot(df.Amount[df.LoanStatus=='Default'], ax=axs[0,0], color='blue')\n",
        "sns.boxplot(df.PreviousRepaymentsBeforeLoan[df.LoanStatus=='Default'], ax=axs[1,0], color='blue');\n",
        "\n",
        "sns.boxplot(df.FreeCash[df.LoanStatus=='Default'], ax=axs[0,1], color='purple')\n",
        "sns.boxplot(df.Age[df.LoanStatus=='Default'], ax=axs[1,1], color='purple');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "jfoYlvmQqKo_",
        "outputId": "ff47f30f-41b6-478c-f9fb-09c4b0709047"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWYAAAEGCAYAAABW0j9MAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAeiklEQVR4nO3de5hU1Znv8e/bNNBcooK0pkeU7kaBIRqJ6ePoifExURLDBI3RZ2yPxzHJDDoSZ3IjRg6T0TkeRkQ4Rs/IRDpxYtCxjbdEPDNxWqLRMQOkMSDInSYgPI1ANPGI3Jpe54+1qqmGvtRlV9Vq+H2ep5/etfbea79771Vv7VpVe5U55xARkXiUlToAERHpTIlZRCQySswiIpFRYhYRiYwSs4hIZMqzWXjEiBGuurq6QKGIwLJly3Y75yqLvV21bSmkbNt1Vom5urqa5ubm7KMSyZCZbSnFdtW2pZCybdfqyhARiYwSs4hIZJSYRUQio8QsIhIZJWYRkcgoMYuIREaJWUQkMll9jzkJDQ0NtLS05FVHa2srAFVVVVmvW1tby5QpU/Lavhw/Zs6cCcCMGTNKHIkcT4qemFtaWlixYhP79p2Wcx0VFXsA2Lp1X5brbc95m3J8evbZZwElZimuoidmgH37TmPz5q/lvH5Nzf0AWdeRWk9EJGbqYxYRiYwSs4hIZJSYRUQio8QsIhIZJWYRkcgoMYuIREaJWUQkMkrMIiKRUWIWEYmMErOISGSUmEVEIqPELCISGSVmEZHIKDGLiERGiVlEJDJKzCIikVFiFhGJTCKJuaGhgYaGhiSqki7o+JbOvn372LNnT8dv/4kUQyI/LZXvj6tKz3R8S6e9vZ329nbWrl1b6lDkOKKuDBGRyCgxi4hERolZRCQySswiIpFRYhYRiYwSs4hIZJSYRUQio8QsIhIZJWYRkcgoMYuIREaJWUQkMkrMIiKRUWIWEYmMErOISGSUmEVEIpPIeMxSWJs2bWLv3r1Mnjy51KFkbciQIezZs6fLeQsXLixyNLlbunQpY8eO7Xh8zjnnsH//fjZs2MBZZ53F7NmzmTlzJvfddx+VlZUA7Ny5k29+85udypJQqHold0mfE10x9wF79+4tdQg56y4p93UrV65k/fr1OOdYv34906ZNo7m5mXnz5nUsM2/evKPKklCoeiV3SZ8TJebIffe73y11CAXTF94BHDp0KKPlNm7ciHOOp59+ml27drFz506eeeaZTmVJKFS9krtCnJNEujJaW1vZu3cv06dP73XZlpYWBgzon8RmszZgwC5aWg5mFGcsVq1aVeoQJAvt7e3MmzcP5xzt7e2dyu6444686583b15B6pXcFeKc9HrFbGY3mVmzmTXr1VmOJYVo2wcPHuS5555j4cKFHDx4sFNZEgpVr+SuEOek1ytm59x8YD5AXV2d62qZqqoqAO6+++5eNzh9+nSWLNmXVZBJOXCgktraiozijEVfeLvfV2XStrPVv39/rrjiCpxzPPXUUxw8eLCjLAmTJ08uSL2Su0KcE/UxR27ChAmlDkGyUFZWxtSpU5k6dSplZWWdypJQqHold4U4J0rMkbvrrrtKHULB9IWvy/Xr1y+j5c4880zMjKuvvprKykpOOeUUvvjFL3YqS0Kh6pXcFeKcKDH3AYMGDSp1CDkbMmRIqUMoiHPOOYcxY8ZgZowZM4Y5c+ZQV1fX6Wpp6tSpR5UloVD1Su6SPie6waQPGD16NJBZH74Uxvnnn8+CBQt6XObRRx/t9PiUU045qiwJhapXcpf0OdEVs4hIZJSYRUQio8QsIhIZJWYRkcgoMYuIREaJWUQkMkrMIiKRUWIWEYmMErOISGSUmEVEIqPELCISGSVmEZHIKDGLiERGiVlEJDKJDPtZW1ubRDXSDR3f0ikrK8M5x7hx40odihxHEknMU6ZMSaIa6YaOb+lUVFQAMGPGjBJHIscTdWWIiERGiVlEJDJKzCIikVFiFhGJjBKziEhklJhFRCKjxCwiEhklZhGRyCgxi4hERolZRCQySswiIpFRYhYRiYwSs4hIZJSYRUQio8QsIhIZJWYRkcgkMlB+tioqtlNTc38e628DyLqOiortwOictysiUgxFT8xJ/ExSa+sQAKqqKrJcc7R+pkmyctVVV5U6BDkOFT0x62eSpC/RT0pJKaiPWUQkMkrMIiKRUWIWEYmMErOISGSUmEVEIqPELCISGSVmEZHIKDGLiETGnHOZL2y2C9jSzewRwO4kgspDqWMo9faPhRhGOecqkwwmE32gbWejL8Xbl2KF3OPNql1nlZh7rMis2TlXl0hlfTSGUm9fMRRGX9ufvhRvX4oVihevujJERCKjxCwiEpkkE/P8BOvKValjKPX2QTEUQl/bn74Ub1+KFYoUb2J9zCIikgx1ZYiIREaJWUQkMokkZjO73MzWmdlGM7s9iTpDvaeb2UtmttrM3jSzr4XyO81su5ktD3+T0taZHuJYZ2afTSJGM/utma0M22oOZcPNrMnMNoT/w0K5mdkDYTtvmNl5afXcGJbfYGY3ZrjtsWn7udzM3jOzrxf6GJjZw2a208xWpZUlts9m9vFwTDeGdS2T41FshWrbGW67oO0u33NQqjbS3TZyiDWx55CZ1ZjZklD+hJkNCOUDw+ONYX51RgfXOZfXH9AP2ATUAgOAFcD4fOsNdVcB54XpDwHrgfHAncC0LpYfH7Y/EKgJcfXLN0bgt8CII8pmA7eH6duBe8L0JODfAAMuAJaE8uFAS/g/LEwPy+FY7wBGFfoYABcD5wGrCrHPwNKwrIV1P5dEm0nyr5BtO4Z2l+85KFUb6W4bOcSa2HMI+AlQH6a/D9wSpqcC3w/T9cATmRzbJK6Yzwc2OudanHMHgEbgygTqxTnX6px7PUz/P2ANcFoPq1wJNDrn9jvnNgMbQ3yFiPFK4JEw/QjwhbTyHztvMXCSmVUBnwWanHPvOOfeBZqAy7Pc5qXAJudcd3eopbaf9zFwzr0CvNNF3Xnvc5h3gnNusfMt9sdpdcWkYG07D9GcgxK2ke62kW2s3cnqORSu5D8NPNXNfqdifQq4NJN3Jkkk5tOAt9Ieb6Pn5JmT8BbgY8CSUHRreEv0cNpbme5iyTdGB/y7mS0zs5tC2anOudYwvQM4tcAxgH/FfTztcTGPASS3z6eF6XxiKYaitO0eFLLdFeocFCO+7raRiySeQycDv3fOtXURa8c6Yf4fwvI96hMf/pnZUOBp4OvOufeAfwJGAxOAVmBugUO4yDl3HvA54KtmdnH6zPCKXtDvHYY+qyuAJ0NRsY9BJ8XYZyl9u8tHMeLLcxslfQ71JInEvB04Pe3xyFCWCDPrj0/KjznnngFwzr3tnDvknGsHGvBvMXqKJa8YnXPbw/+dwLNhe2+Ht1uE/zsLGQP+yfm6c+7tEEtRj0GQ1D5vD9P5xFIMBW3bvSlwuyvUOShGfN1tIysJPod+h++aKe8i1o51wvwTw/K9BpfvBxTl+A77Gg53iH8k33pD3YbvW/reEeVVadPfwPcHAXyEzp32LfgO+5xjBIYAH0qb/hW+b/heOn8AMTtM/ymdP+RY6g5/yLEZ/wHHsDA9PItj0Qh8uZjHAKim84clie0zR3+wMymJNpPkXyHbdgztLolzUIo20t02cog1secQ/p1s+od/U8P0V+n84d9PMoo1oUY0Cf+NiU3AjAQb50X4tylvAMvD3yRgAbAylD93xAGeEeJYR9qnzLnGiP8EdkX4ezO1Lr6faBGwAXgxrTEZ8GDYzkqgLq2ur+A/SNhIWpLN8En6O+DEtLKCHgN8X3YrcBDfZ/YXSe4zUAesCuv8I+Eu1Nj+CtW2Y2h3+Z6DUrWR7raRQ6yJPYfC+Voa9uFJYGAorwiPN4b5tZkcW92SLSISmT7x4Z+IyPFEiVlEJDJKzCIikSnvfZHDRowY4aqrqwsUiggsW7ZstyvBb/6pbUshZduus0rM1dXVNDc3Zx+VSIbMrKfbzQtGbVsKKdt2ra4MEZHIKDGLiERGiVlEJDJKzCIikVFiFhGJjBKziEhklJhFRCKT1feYu9PQ0MBrr70GQFVVFQC1tbVMmTIliepFJGEzZ85k7dq1Oa+/ZYv/Wu6oUaPyjmXcuHHMmDEj73qOJYkk5paWFnbvfpf29gFs3bqPiooYxzwXkZS1a9fy+uLXOaHthJzWf6/8PQAOvnUwrzhS9UhniSRmgPb2AezbN5LNm79GTc39SVUrIgVyQtsJXPD7C3Jad/FJiwFyXv/IeqQz9TGLiERGiVlEJDJKzCIikVFiFhGJjBKziEhklJhFRCKjxCwiEhklZhGRyCgxi4hERolZRCQySswiIpFRYhYRiYwSs4hIZJSYRUQio8QsIhIZJWYRkcgoMYuIRCaRxNza2opZzz8x09DQQENDQxKbEzluzJw5k5kzZ5Y6DOlF0ucpkZ+W2rt3L2btPS7T0tKSxKZEjiv5/GCqFE/S50ldGSIikVFiFhGJjBKziEhklJhFRCKjxCwiEhklZhGRyCgxi4hERolZRCQySswiIpFRYhYRiYwSs4hIZJSYRUQio8QsIhIZJWYRkcgkMuxnJlatWgXA5MmTi7XJorn44ot55ZVXKC8vZ8SIEbz99tuUl5dTVlbG4MGDeffddwGorKxk9+7dnHbaaQwePJhbb72Vhx56iJtuuon58+dz7bXXMmvWLGbNmkVNTU2nbbzzzjvMnj2b73znOzjnmDlzJocOHaK8vJwZM2YwbNiwvPYhvf6u6uptfqb133zzzTz00EM511Ns5557Lvv27WPQoEEsX7681OHIcUJXzAl45ZVXAGhra2PHjh045zh48CD79+/vSMoAu3btwjnHtm3bWL9+PXPmzGH16tXMnTuX1atXM3v2bD744APmzJlz1DYaGxtZvXo1jY2NNDY2sn79ejZt2sS6detobGzMex/S689lfqb1p/Y5iZiLYd++fYAfc1ykWIqSmI/Fq+QkbN26Fedcx//333+/o3zz5s0dy73zzjssWrQI5xxNTU00NTV1qqepqanTC0C20ut/8cUXj6qrt/nZ1J/a11zqKbZzzz230+MJEyaUJhA57hSkK2PAgF20tBxk+vTphaj+uDBnzhwefPBBwF9ttrf7X4hpa2vDOddp2ba2NhobG7nlllty2lZ6/e3t7UfV1dv8bOpPyaWeYktdLaeU4qp5y5YtfPDBB9xwww2J1rtmzRoO9DuQaJ252NNvD2vWrEl8/4ptzZo1DB48OLH6er1iNrObzKzZzJp37dqV2IalZ1u3bu2Yfvnll2lrawM4Kimnyl566aWct5Vef1tb21F19TY/m/pTcqknaWrbEqter5idc/OB+QB1dXVHZ4UuHDhQSW1tBXfffTegroxcnHHGGR3Tl1xyCU1NTbS1tWFmRyVnM+NTn/pUzttKr7+8vPyounqbn039KbnUk7Rc2naxjRo1CoAFCxYkWu8NN9zAxv/YmGiduRhyaAhn/vGZie9fsSV9xa8P/yI1bdq0jun6+nrKyvypKi8vp7y88+tpeXk59fX1OW8rvf6ysrKj6uptfjb1p+RST7FVVFR0ejxo0KASRSLHm6Ik5oULFxZjM33OGWecgZl1/B86dGhHefrX5YYPH86ll16KmTFx4kQmTpzYqZ6JEyfm9dWz9Povu+yyo+rqbX429af2NZd6im3FihWdHuvrclIsumJOwMUXXwz4K9cPf/jDmBn9+/dn4MCBnZJPZWUlZsbIkSMZM2YM06ZNY/z48XzrW99i/Pjx3HbbbQwePLjT1XJKfX0948ePp76+nvr6esaMGcPo0aMZO3ZsIlee6fXnMj/T+lP7HPvVckrqqllXy1JMRbvB5Oyzzwbo6Hc+1nz729/Oab1Zs2Z1+v/EE090udzw4cM7lgGYO3duTtvrzpH1Zzs/m/rzqafYjrxqFikGXTGLiERGiVlEJDJKzCIikVFiFhGJjBKziEhklJhFRCKjxCwiEhklZhGRyCgxi4hERolZRCQySswiIpFRYhYRiYwSs4hIZJSYRUQik8iwn4MGDeL99/f3uExtbW0SmxI5rowbN67UIUgGkj5PiSTmqqoqdu7c0+MyU6ZMSWJTIseVGTNmlDoEyUDS50ldGSIikVFiFhGJjBKziEhklJhFRCKjxCwiEhklZhGRyCgxi4hERolZRCQySswiIpFRYhYRiYwSs4hIZJSYRUQio8QsIhIZJWYRkcgoMYuIREaJWUQkMkrMIiKRSeQXTADKyg5QUbGNmpr7qajYDoxOqmoRKYD3yt9j8UmLc14XyHn9I+uRzhJJzLW1tbS2tgJQVVUBjNZv/IlELN/fqNuyZQsAo0aNKnksxyJzzmW8cF1dnWtubi5gOHK8M7Nlzrm6Ym9XbVsKKdt2rT5mEZHIKDGLiERGiVlEJDJKzCIikVFiFhGJjBKziEhklJhFRCKjxCwiEpmsbjAxs13Alm5mjwB2JxFUASnG/BU6vlHOucoC1t+lPta2FU/PYoxnSDbtOqvE3GNFZs2luGMrG4oxf7HHVwix7bPi6dmxEI+6MkREIqPELCISmSQT8/wE6yoUxZi/2OMrhNj2WfH0rM/Hk1gfs4iIJENdGSIikVFiFhGJTCKJ2cwuN7N1ZrbRzG5Pos4etvWwme00s1VpZcPNrMnMNoT/w0K5mdkDIa43zOy8tHVuDMtvMLMb08o/bmYrwzoPmJnlEOPpZvaSma02szfN7GsxxWlmFWa21MxWhPj+PpTXmNmSUOcTZjYglA8MjzeG+dVpdU0P5evM7LNp5UVrE4VUyv3Ith0VMa5+ZvYbM3s+PO6y3RQplpPM7CkzW2tma8zswlIeHzP7RjhXq8zs8fBcy/74OOfy+gP6AZuAWmAAsAIYn2+9PWzvYuA8YFVa2Wzg9jB9O3BPmJ4E/BtgwAXAklA+HGgJ/4eF6WFh3tKwrIV1P5dDjFXAeWH6Q8B6YHwscYZ1hobp/sCSUNdPgPpQ/n3gljA9Ffh+mK4HngjT48P5HgjUhHbQr9htooBtraT7kW07KmJc3wT+BXg+PO6y3RQplkeAvwzTA4CTSnV8gNOAzcCgtOPypVyOTxLBXAi8kPZ4OjC9wAegms6JeR1QFaargHVh+iHguiOXA64DHkorfyiUVQFr08o7LZdHvD8DJsYYJzAYeB34E/zdUuVHnlfgBeDCMF0elrMjz3VquVK0iQK1s6j2o7d2VKQYRgKLgE8Dz4d20GW7KUIsJ4ZEaEeUl+T44BPzW/gLqfJwfD6by/FJoisjFUzKtlBWTKc651rD9A7g1DDdXWw9lW/rojxn4W3/x/BXpdHEGd6OLgd2Ak34K8PfO+fauqizI44w/w/AyTnE3ddEsx8ZtqNi+B5wG9AeHp9M9+2m0GqAXcA/h66VH5jZEEp0fJxz24E5wFagFf88WUYOx+eY+/DP+ZelKL4DaGZDgaeBrzvnOv1Oe6njdM4dcs5NwF8BnQ/op4ojFUs7MrPPAzudc8uKsb0MlOO7Nf/JOfcxYA++66JDkY/PMOBK/AvGHwFDgMtzqSuJxLwdOD3t8chQVkxvm1kVQPi/s5fYeiof2UV51sysP/7J9Jhz7plY43TO/R54Cf8W6yQzK++izo44wvwTgd/lEHdfU/L9yLIdFdongCvM7LdAI7474366bzeFtg3Y5pxbEh4/hU/UpTo+lwGbnXO7nHMHgWfwxyzr45NEYv41cFb45HEA/sOh5xKoNxvPAalvLNyI74tLlf95+NbDBcAfwlucF4DPmNmw8Cr3GXy/TyvwnpldEL7l8OdpdWUsrPtDYI1z7n/HFqeZVZrZSWF6EL7fcg0+QV/TTXypuK8BfhGuRJ4D6sO3NmqAs/AfSsbQJpJQ0v3IoR0VlHNuunNupHOuGn8sfuGcu57u202h49kBvGVmY0PRpcBqSnR88F0YF5jZ4HDuUvFkf3wS6vSehP/EeBMwo8Ad7I/j+28O4l8x/wLfz7UI2AC8CAwPyxrwYIhrJVCXVs9XgI3h78tp5XXAqrDOP3LEBwsZxngR/u3TG8Dy8DcpljiBjwK/CfGtAv4ulNfiE+tG4ElgYCivCI83hvm1aXXNCDGsI+2bIcVsEwVubyXbj2zbUZFju4TD38rost0UKY4JQHM4Rj/Ff3upZMcH+HtgbXheLcB/Yynr46NbskVEInPMffgnItLXKTGLiERGiVlEJDJKzCIikVFiFhGJTK+J2cwOmdnyMFrSk2Y2ON+NmlmdmT2Qbz1H1PlyGAVshZn92swmJFl/KZjZ/8hgmdR+Lw+ja92UwTqfDCNgLQ/fY84nxmpLG+lPjh1m9gUzc2amu0KLLJMr5r3OuQnOubOBA8Bfpc9Mu6MlY865Zufc32S7Xgaud86dC8wD7i1A/cXWa2IOrnf+9upPAPdkMKzg9cDd4bzu7a3yXM6xHBOuA/4j/JciyrYr41XgTDO7xMxeNbPngNVhQJx7w5XqG2Z2M4CZNZrZn6ZWNrMfmdk1Yf3UWK7DzeynYb3FZvbRUH6nmU1LW3dVuDobYmb/N1wZrzKza7uI8z8JA4WE5R82P/7wb8zsylD+JTP7Wbji3GBmd6Rt66dmtixcVd4Uyr5iZt9LW2aKmd0XYlob9m29mT1mZpeZ2Wuh3vMziOMZM/t5WH52KJ8FDApXtY9luN9D8eMFHAp1fMbM/tPMXg/vdoaa2V8CfwbcFeq1cO5WmR/f+dqwbkbnuDtmdmnYz5VhvweG8r8Ldawys/lmfhzpcB7uCcdnvZl9sqf6pbDMj89xEf4GrvpQVmZm80J7bzKzfzWza8K8j5vZL8Pz5gULt0RLjjK4k+X98L8cfyvhLfi7fvYANWHeTcDfhumB+DtxaoCrgEdC+QD8SF2D6HzX0P8B7gjTnwaWh+k7gWlpcazCD/d5NdCQVn5i+P8y4Y454OvAP4TpfwD+e5g+CX8X1xD8OKmt+LuEBoX6U+un7shLlZ+MT3qbgP5h3q+Ac0JMbWG6DD+a1MP4u/muBH6aQRwt+PEnKoAtwOnpxz5M97Tf6/B3Pu0Fbg7lI4BXgCHh8Xc4fIffj4Br0uptwo89fCr+ttIqMj/H1aQNwRrmV+DP9Zjw+Mf4AXg6jm2YXgBMTtuPuWF6EvBise7W0l+Xz/vrgR+mtfWP428r/tfQzj8MvBvK+odlKsPy1wIPl3of+vJfJm9RB5kfHhL8FfMPgf8KLHXObQ7lnwE+mnr1xCeZs/ADuN8frpYuB15xzu21zj+2cVFIDjjnfmFmJ5vZCT3EsxKYa2b34JP7q2nzHjP/Nn4o/lbNVGxXpF19VwBnhOkm59zvAMzsmRBLM/A3ZnZVWOZ04Czn3GIz+wXweTNbg0/QK80Px7jZObcy1PMmsMg558xsJT5x9RbHIufcH8L6q4FRdB5usrf9vt4512xmlcCvzOzn+BeK8cBr4XgPwL+TONJFwOPOuUP4wV9+CfwX4D0yO8fru6hzbDgmqXmPAF/FDxn5KTO7DT8O9HDgTWBhWC41SM8yDh83KY3r8AMUgR+w6Dr8xdmTzrl2YIeZvRTmjwXOBppCW+uHv+iRHGWSmPc633/ZIRz8PelFwF875144cmUzexk/WPS1+BOcqTY6d7VUADjn1pv/6aVJwP8ys0XOuf8Zlrke/6S+F38l/sUQ29XOuXVHxPUnHD0coDOzS/CjRF3onPsgxF8R5v8A3++7FvjntPX2p023pz1u5/Ax7imO9PUP0cV56WW/U8vsMrPUoPd78S88+fQP9nqOLe1npnpjZhX4/v8659xbZnYnh48tHD4OXR4DKQ4zG45/93qOmTl8onXAs92tArzpnLuwSCEe85L6utwLwC3mhyjEzMaYH7Aa4Angy8AngZ93se6r+IRKSIq7nR9z9rf4IfwICakmTP8R8IFz7lF8Aj4vvTLn30t9Fz/K07gQ21+n9WV+LG3xieb7uAcBXwBew18JvhuS8jj8Ty6l6l6Cv4L+b/jBlLLRUxzdOZh2THvc77DMYPxg6puAxcAnzOzMMG+ImY3pYhuvAteGPuRK/E93Le0m/u7O8ZHWAdWpbQM3AL/kcBLeHfowr+lqZSm5a4AFzrlRzrlq59zp+F8KeQe4OvQ1n4rv7gJ/vivN7ELwQ5Wa2UdKEfixIqmrkh/g33q+HhLPLnyiA/h3fF/iz5xzB7pY907gYTN7A/iAw8P1PY0fCvNN/K82pN4WnwPca2bt+BHmbjmywtBdMhf4NnAr/i30G2ZWhm9gnw+LLg3bGQk8GroDVgJ/Fbor1uETXLqfABOcc+/2flg6uauHOLozPyz/Or6ftrv9fszM9uL7fn/kwkDmZvYl4PHUB2/A33J018Oz+LGYV+Cvim5zzu2wo78i1dM5Hmtm6b+o8g38i/GT5r/R8Wv8bwbuN7MGfL/9jlAu8bkOuOeIsqeBP8aP6Lga39X2On6I2gOhi+sBMzsRn1e+h++mkhwct6PLhaRV55y7Ncv1ngfuc84tKkhgIhEzs6HOuffN7GT8hc0nnB8XWRKkfrwMmR9YfimwQklZjmPPh+fCAOAuJeXCOG6vmEVEYqWxMkREIqPELCISGSVmEZHIKDGLiERGiVlEJDL/H4lsU4ARTiSzAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.select_dtypes([float, int]).columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s4s8YVfgqN4B",
        "outputId": "f0aa6192-c599-43d5-8373-ecf0b61a48cd"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['BidsPortfolioManager', 'BidsApi', 'BidsManual', 'Age', 'AppliedAmount',\n",
              "       'Amount', 'Interest', 'LoanDuration', 'MonthlyPayment', 'IncomeTotal',\n",
              "       'ExistingLiabilities', 'LiabilitiesTotal', 'RefinanceLiabilities',\n",
              "       'DebtToIncome', 'FreeCash', 'PrincipalPaymentsMade',\n",
              "       'InterestAndPenaltyPaymentsMade', 'PrincipalBalance',\n",
              "       'InterestAndPenaltyBalance', 'NoOfPreviousLoansBeforeLoan',\n",
              "       'AmountOfPreviousLoansBeforeLoan', 'PreviousRepaymentsBeforeLoan',\n",
              "       'PreviousEarlyRepaymentsCountBeforeLoan'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "col_IQR = df['Age'].quantile(.75) - df['Age'].quantile(.25)\n",
        "col_Max =  df['Age'].quantile(.75) + (1.5*col_IQR)\n",
        "col_Max"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sPyigv0sqP7_",
        "outputId": "6786dd66-1d02-4bcc-f7dc-74f9bfbd6647"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "75.0"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for column in df.select_dtypes([float, int]).columns :\n",
        "   \n",
        "    col_IQR = df[column].quantile(.75) - df[column].quantile(.25)\n",
        "    col_Max =  df[column].quantile(.75) + (1.5*col_IQR)\n",
        "    df[column][df[column] > col_Max] =  col_Max"
      ],
      "metadata": {
        "id": "QEeXjnxhqRpA"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for column in df.select_dtypes([float, int]).columns :\n",
        "    col_IQR = df[column].quantile(.75) - df[column].quantile(.25)\n",
        "    col_Min =  df[column].quantile(.25) - (1.5*col_IQR)\n",
        "    df[column][df[column] < col_Min] =  col_Min"
      ],
      "metadata": {
        "id": "hPN0mI6cqU1v"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(nrows=2, ncols= 2)\n",
        "sns.boxplot(df.Amount[df.LoanStatus=='Default'], ax=axs[0,0], color='blue')\n",
        "sns.boxplot(df.PreviousRepaymentsBeforeLoan[df.LoanStatus=='Default'], ax=axs[1,0], color='blue');\n",
        "\n",
        "sns.boxplot(df.FreeCash[df.LoanStatus=='Default'], ax=axs[0,1], color='purple')\n",
        "sns.boxplot(df.Age[df.LoanStatus=='Default'], ax=axs[1,1], color='purple');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "ox0f9XPNqXUg",
        "outputId": "08b44447-b8f2-4bf9-dc42-d1d6fbc8b175"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "y = df.LoanStatus\n",
        "x = df.drop(columns = ['LoanStatus'])"
      ],
      "metadata": {
        "id": "rxB8OKMoqaiw"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 852
        },
        "id": "FL0Ew7lQqpPG",
        "outputId": "989d3b4e-6228-4eb6-ec74-45a9c26e0494"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       BidsPortfolioManager  BidsApi  BidsManual  NewCreditCustomer  \\\n",
              "0                       0.0      0.0    115.0410               True   \n",
              "1                       0.0      0.0    140.6057              False   \n",
              "2                       0.0      0.0    319.5580               True   \n",
              "3                       0.0      0.0     57.5205               True   \n",
              "4                       0.0      0.0    319.5582               True   \n",
              "...                     ...      ...         ...                ...   \n",
              "77389                2515.0      0.0    485.0000               True   \n",
              "77390                1880.0      0.0   1120.0000              False   \n",
              "77391                1975.0      0.0    525.0000               True   \n",
              "77392                1840.0      0.0   1160.0000              False   \n",
              "77393                2990.0      0.0     10.0000              False   \n",
              "\n",
              "                                  VerificationType LanguageCode  Age  Gender  \\\n",
              "0      Income unverified,cross-referenced by phone     Estonian   61  Female   \n",
              "1      Income unverified,cross-referenced by phone     Estonian   48  Female   \n",
              "2      Income unverified,cross-referenced by phone     Estonian   58  Female   \n",
              "3      Income unverified,cross-referenced by phone     Estonian   23  Female   \n",
              "4      Income unverified,cross-referenced by phone     Estonian   25  Female   \n",
              "...                                            ...          ...  ...     ...   \n",
              "77389                              Income verified      Finnish   37    Male   \n",
              "77390                              Income verified      Finnish   35    Male   \n",
              "77391                            Income unverified      Finnish   40    Male   \n",
              "77392                 Income and expenses verified     Estonian   47  Female   \n",
              "77393                 Income and expenses verified     Estonian   21  Female   \n",
              "\n",
              "      Country  AppliedAmount     Amount  Interest  LoanDuration  \\\n",
              "0          EE       319.5582   115.0408     30.00            12   \n",
              "1          EE       191.7349   140.6057     25.00             1   \n",
              "2          EE       319.5582   319.5409     25.00            20   \n",
              "3          EE       127.8233    57.5205     45.00            15   \n",
              "4          EE       319.5582   319.5436     30.00            12   \n",
              "...       ...            ...        ...       ...           ...   \n",
              "77389      FI      3000.0000  3000.0000     31.01            60   \n",
              "77390      FI      3000.0000  3000.0000     18.25            60   \n",
              "77391      FI      2500.0000  2500.0000     24.83            60   \n",
              "77392      EE      3000.0000  3000.0000     17.74            60   \n",
              "77393      EE      3000.0000  3000.0000     30.50            60   \n",
              "\n",
              "       MonthlyPayment           UseOfLoan             Education MaritalStatus  \\\n",
              "0          130.393314               Other  Vocational education       Married   \n",
              "1          130.393314               Other      Higher education      Divorced   \n",
              "2          130.393314    Home improvement   Secondary education       Married   \n",
              "3          130.393314  Loan consolidation       Basic education        Single   \n",
              "4          130.393314             Vehicle   Secondary education    Cohabitant   \n",
              "...               ...                 ...                   ...           ...   \n",
              "77389      107.680000  Loan consolidation  Vocational education        Single   \n",
              "77390       85.330000    Home improvement  Vocational education        Single   \n",
              "77391       80.420000  Loan consolidation  Vocational education       Married   \n",
              "77392       84.510000               Other      Higher education       Married   \n",
              "77393      106.740000  Loan consolidation   Secondary education        Single   \n",
              "\n",
              "      EmploymentStatus EmploymentDurationCurrentEmployer  \\\n",
              "0       Fully employed                        UpTo3Years   \n",
              "1       Fully employed                    MoreThan5Years   \n",
              "2       Fully employed                        UpTo4Years   \n",
              "3          Not present                        UpTo2Years   \n",
              "4       Fully employed                        UpTo2Years   \n",
              "...                ...                               ...   \n",
              "77389   Fully employed                    MoreThan5Years   \n",
              "77390   Fully employed                    MoreThan5Years   \n",
              "77391     Entrepreneur                    MoreThan5Years   \n",
              "77392   Fully employed                    MoreThan5Years   \n",
              "77393   Fully employed                        UpTo3Years   \n",
              "\n",
              "                          OccupationArea              HomeOwnershipType  \\\n",
              "0                   Retail and wholesale                  Not specified   \n",
              "1                              Education                  Not specified   \n",
              "2               Hospitality and catering                  Not specified   \n",
              "3                                  Other                  Not specified   \n",
              "4                   Retail and wholesale                  Not specified   \n",
              "...                                  ...                            ...   \n",
              "77389                              Other                  Council house   \n",
              "77390          Transport and warehousing                          Owner   \n",
              "77391                       Construction                          Owner   \n",
              "77392         Healthcare and social help  Tenant,pre-furnished property   \n",
              "77393  Agriculture, forestry and fishing            Living with parents   \n",
              "\n",
              "       IncomeTotal  ExistingLiabilities  LiabilitiesTotal  \\\n",
              "0           3665.0                    0              0.00   \n",
              "1           3665.0                    0              0.00   \n",
              "2           3665.0                    0              0.00   \n",
              "3           3665.0                    0              0.00   \n",
              "4           3665.0                    0              0.00   \n",
              "...            ...                  ...               ...   \n",
              "77389       1400.0                    1            500.00   \n",
              "77390       2265.0                    5           1670.44   \n",
              "77391       2500.0                    2           1350.00   \n",
              "77392        540.0                    8            732.05   \n",
              "77393        500.0                    5            531.03   \n",
              "\n",
              "       RefinanceLiabilities  DebtToIncome   FreeCash Rating  Restructured  \\\n",
              "0                         0          0.00    0.00000      F         False   \n",
              "1                         0          0.00    0.00000      F         False   \n",
              "2                         0          0.00    0.00000      F          True   \n",
              "3                         0          0.00    0.00000      F         False   \n",
              "4                         0          0.00    0.00000      F         False   \n",
              "...                     ...           ...        ...    ...           ...   \n",
              "77389                     0          7.69  672.51875      E         False   \n",
              "77390                     0         31.58  520.67000      B         False   \n",
              "77391                     0          3.22  672.51875      D         False   \n",
              "77392                     0         44.35   50.49000      B          True   \n",
              "77393                     0         35.03   74.86000      D          True   \n",
              "\n",
              "      CreditScoreEsMicroL  PrincipalPaymentsMade  \\\n",
              "0                       M               115.0408   \n",
              "1                       M               140.6057   \n",
              "2                       M               203.1909   \n",
              "3                       M                57.5205   \n",
              "4                       M               319.5436   \n",
              "...                   ...                    ...   \n",
              "77389                   M              2308.1900   \n",
              "77390                   M              3000.0000   \n",
              "77391                   M              1869.7600   \n",
              "77392                   M              2257.5400   \n",
              "77393                   M              1473.9100   \n",
              "\n",
              "       InterestAndPenaltyPaymentsMade  PrincipalBalance  \\\n",
              "0                             20.4222              0.00   \n",
              "1                              2.0227              0.00   \n",
              "2                             59.7626            116.35   \n",
              "3                             18.7323              0.00   \n",
              "4                            220.4200              0.00   \n",
              "...                               ...               ...   \n",
              "77389                          0.0000              0.00   \n",
              "77390                       1474.8625              0.00   \n",
              "77391                        199.3300            630.24   \n",
              "77392                        561.5300              0.00   \n",
              "77393                        683.2100           1526.09   \n",
              "\n",
              "       InterestAndPenaltyBalance  NoOfPreviousLoansBeforeLoan  \\\n",
              "0                         0.0000                          1.0   \n",
              "1                         0.0000                          2.0   \n",
              "2                       414.0700                          0.0   \n",
              "3                         0.0000                          1.0   \n",
              "4                         0.0000                          1.0   \n",
              "...                          ...                          ...   \n",
              "77389                     0.0000                          0.0   \n",
              "77390                     0.0000                          1.0   \n",
              "77391                  1227.9800                          0.0   \n",
              "77392                     0.0000                          1.0   \n",
              "77393                  2709.9625                          1.0   \n",
              "\n",
              "       AmountOfPreviousLoansBeforeLoan  PreviousRepaymentsBeforeLoan  \\\n",
              "0                              83.0852                        0.0000   \n",
              "1                             255.6467                      258.6256   \n",
              "2                               0.0000                        0.0000   \n",
              "3                             134.2144                        0.0000   \n",
              "4                             146.9966                        0.0000   \n",
              "...                                ...                           ...   \n",
              "77389                           0.0000                        0.0000   \n",
              "77390                        3000.0000                      389.3600   \n",
              "77391                           0.0000                        0.0000   \n",
              "77392                         500.0000                       96.8000   \n",
              "77393                        2500.0000                      242.6400   \n",
              "\n",
              "       PreviousEarlyRepaymentsCountBeforeLoan  \n",
              "0                                           0  \n",
              "1                                           0  \n",
              "2                                           0  \n",
              "3                                           0  \n",
              "4                                           0  \n",
              "...                                       ...  \n",
              "77389                                       0  \n",
              "77390                                       0  \n",
              "77391                                       0  \n",
              "77392                                       0  \n",
              "77393                                       0  \n",
              "\n",
              "[77394 rows x 38 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-26bde319-484f-4e03-9bca-efa814a1acad\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "        vertical-align: top;\n",
              "    }\n",
              "\n",
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              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>BidsPortfolioManager</th>\n",
              "      <th>BidsApi</th>\n",
              "      <th>BidsManual</th>\n",
              "      <th>NewCreditCustomer</th>\n",
              "      <th>VerificationType</th>\n",
              "      <th>LanguageCode</th>\n",
              "      <th>Age</th>\n",
              "      <th>Gender</th>\n",
              "      <th>Country</th>\n",
              "      <th>AppliedAmount</th>\n",
              "      <th>Amount</th>\n",
              "      <th>Interest</th>\n",
              "      <th>LoanDuration</th>\n",
              "      <th>MonthlyPayment</th>\n",
              "      <th>UseOfLoan</th>\n",
              "      <th>Education</th>\n",
              "      <th>MaritalStatus</th>\n",
              "      <th>EmploymentStatus</th>\n",
              "      <th>EmploymentDurationCurrentEmployer</th>\n",
              "      <th>OccupationArea</th>\n",
              "      <th>HomeOwnershipType</th>\n",
              "      <th>IncomeTotal</th>\n",
              "      <th>ExistingLiabilities</th>\n",
              "      <th>LiabilitiesTotal</th>\n",
              "      <th>RefinanceLiabilities</th>\n",
              "      <th>DebtToIncome</th>\n",
              "      <th>FreeCash</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Restructured</th>\n",
              "      <th>CreditScoreEsMicroL</th>\n",
              "      <th>PrincipalPaymentsMade</th>\n",
              "      <th>InterestAndPenaltyPaymentsMade</th>\n",
              "      <th>PrincipalBalance</th>\n",
              "      <th>InterestAndPenaltyBalance</th>\n",
              "      <th>NoOfPreviousLoansBeforeLoan</th>\n",
              "      <th>AmountOfPreviousLoansBeforeLoan</th>\n",
              "      <th>PreviousRepaymentsBeforeLoan</th>\n",
              "      <th>PreviousEarlyRepaymentsCountBeforeLoan</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>115.0410</td>\n",
              "      <td>True</td>\n",
              "      <td>Income unverified,cross-referenced by phone</td>\n",
              "      <td>Estonian</td>\n",
              "      <td>61</td>\n",
              "      <td>Female</td>\n",
              "      <td>EE</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>115.0408</td>\n",
              "      <td>30.00</td>\n",
              "      <td>12</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>Other</td>\n",
              "      <td>Vocational education</td>\n",
              "      <td>Married</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>UpTo3Years</td>\n",
              "      <td>Retail and wholesale</td>\n",
              "      <td>Not specified</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>F</td>\n",
              "      <td>False</td>\n",
              "      <td>M</td>\n",
              "      <td>115.0408</td>\n",
              "      <td>20.4222</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>83.0852</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>140.6057</td>\n",
              "      <td>False</td>\n",
              "      <td>Income unverified,cross-referenced by phone</td>\n",
              "      <td>Estonian</td>\n",
              "      <td>48</td>\n",
              "      <td>Female</td>\n",
              "      <td>EE</td>\n",
              "      <td>191.7349</td>\n",
              "      <td>140.6057</td>\n",
              "      <td>25.00</td>\n",
              "      <td>1</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>Other</td>\n",
              "      <td>Higher education</td>\n",
              "      <td>Divorced</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>MoreThan5Years</td>\n",
              "      <td>Education</td>\n",
              "      <td>Not specified</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>F</td>\n",
              "      <td>False</td>\n",
              "      <td>M</td>\n",
              "      <td>140.6057</td>\n",
              "      <td>2.0227</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>255.6467</td>\n",
              "      <td>258.6256</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>319.5580</td>\n",
              "      <td>True</td>\n",
              "      <td>Income unverified,cross-referenced by phone</td>\n",
              "      <td>Estonian</td>\n",
              "      <td>58</td>\n",
              "      <td>Female</td>\n",
              "      <td>EE</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>319.5409</td>\n",
              "      <td>25.00</td>\n",
              "      <td>20</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>Home improvement</td>\n",
              "      <td>Secondary education</td>\n",
              "      <td>Married</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>UpTo4Years</td>\n",
              "      <td>Hospitality and catering</td>\n",
              "      <td>Not specified</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>F</td>\n",
              "      <td>True</td>\n",
              "      <td>M</td>\n",
              "      <td>203.1909</td>\n",
              "      <td>59.7626</td>\n",
              "      <td>116.35</td>\n",
              "      <td>414.0700</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>57.5205</td>\n",
              "      <td>True</td>\n",
              "      <td>Income unverified,cross-referenced by phone</td>\n",
              "      <td>Estonian</td>\n",
              "      <td>23</td>\n",
              "      <td>Female</td>\n",
              "      <td>EE</td>\n",
              "      <td>127.8233</td>\n",
              "      <td>57.5205</td>\n",
              "      <td>45.00</td>\n",
              "      <td>15</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>Loan consolidation</td>\n",
              "      <td>Basic education</td>\n",
              "      <td>Single</td>\n",
              "      <td>Not present</td>\n",
              "      <td>UpTo2Years</td>\n",
              "      <td>Other</td>\n",
              "      <td>Not specified</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>F</td>\n",
              "      <td>False</td>\n",
              "      <td>M</td>\n",
              "      <td>57.5205</td>\n",
              "      <td>18.7323</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>134.2144</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>True</td>\n",
              "      <td>Income unverified,cross-referenced by phone</td>\n",
              "      <td>Estonian</td>\n",
              "      <td>25</td>\n",
              "      <td>Female</td>\n",
              "      <td>EE</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>319.5436</td>\n",
              "      <td>30.00</td>\n",
              "      <td>12</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>Vehicle</td>\n",
              "      <td>Secondary education</td>\n",
              "      <td>Cohabitant</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>UpTo2Years</td>\n",
              "      <td>Retail and wholesale</td>\n",
              "      <td>Not specified</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>F</td>\n",
              "      <td>False</td>\n",
              "      <td>M</td>\n",
              "      <td>319.5436</td>\n",
              "      <td>220.4200</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>146.9966</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77389</th>\n",
              "      <td>2515.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>485.0000</td>\n",
              "      <td>True</td>\n",
              "      <td>Income verified</td>\n",
              "      <td>Finnish</td>\n",
              "      <td>37</td>\n",
              "      <td>Male</td>\n",
              "      <td>FI</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>31.01</td>\n",
              "      <td>60</td>\n",
              "      <td>107.680000</td>\n",
              "      <td>Loan consolidation</td>\n",
              "      <td>Vocational education</td>\n",
              "      <td>Single</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>MoreThan5Years</td>\n",
              "      <td>Other</td>\n",
              "      <td>Council house</td>\n",
              "      <td>1400.0</td>\n",
              "      <td>1</td>\n",
              "      <td>500.00</td>\n",
              "      <td>0</td>\n",
              "      <td>7.69</td>\n",
              "      <td>672.51875</td>\n",
              "      <td>E</td>\n",
              "      <td>False</td>\n",
              "      <td>M</td>\n",
              "      <td>2308.1900</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77390</th>\n",
              "      <td>1880.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1120.0000</td>\n",
              "      <td>False</td>\n",
              "      <td>Income verified</td>\n",
              "      <td>Finnish</td>\n",
              "      <td>35</td>\n",
              "      <td>Male</td>\n",
              "      <td>FI</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>18.25</td>\n",
              "      <td>60</td>\n",
              "      <td>85.330000</td>\n",
              "      <td>Home improvement</td>\n",
              "      <td>Vocational education</td>\n",
              "      <td>Single</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>MoreThan5Years</td>\n",
              "      <td>Transport and warehousing</td>\n",
              "      <td>Owner</td>\n",
              "      <td>2265.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1670.44</td>\n",
              "      <td>0</td>\n",
              "      <td>31.58</td>\n",
              "      <td>520.67000</td>\n",
              "      <td>B</td>\n",
              "      <td>False</td>\n",
              "      <td>M</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>1474.8625</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>389.3600</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77391</th>\n",
              "      <td>1975.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>525.0000</td>\n",
              "      <td>True</td>\n",
              "      <td>Income unverified</td>\n",
              "      <td>Finnish</td>\n",
              "      <td>40</td>\n",
              "      <td>Male</td>\n",
              "      <td>FI</td>\n",
              "      <td>2500.0000</td>\n",
              "      <td>2500.0000</td>\n",
              "      <td>24.83</td>\n",
              "      <td>60</td>\n",
              "      <td>80.420000</td>\n",
              "      <td>Loan consolidation</td>\n",
              "      <td>Vocational education</td>\n",
              "      <td>Married</td>\n",
              "      <td>Entrepreneur</td>\n",
              "      <td>MoreThan5Years</td>\n",
              "      <td>Construction</td>\n",
              "      <td>Owner</td>\n",
              "      <td>2500.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1350.00</td>\n",
              "      <td>0</td>\n",
              "      <td>3.22</td>\n",
              "      <td>672.51875</td>\n",
              "      <td>D</td>\n",
              "      <td>False</td>\n",
              "      <td>M</td>\n",
              "      <td>1869.7600</td>\n",
              "      <td>199.3300</td>\n",
              "      <td>630.24</td>\n",
              "      <td>1227.9800</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77392</th>\n",
              "      <td>1840.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1160.0000</td>\n",
              "      <td>False</td>\n",
              "      <td>Income and expenses verified</td>\n",
              "      <td>Estonian</td>\n",
              "      <td>47</td>\n",
              "      <td>Female</td>\n",
              "      <td>EE</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>17.74</td>\n",
              "      <td>60</td>\n",
              "      <td>84.510000</td>\n",
              "      <td>Other</td>\n",
              "      <td>Higher education</td>\n",
              "      <td>Married</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>MoreThan5Years</td>\n",
              "      <td>Healthcare and social help</td>\n",
              "      <td>Tenant,pre-furnished property</td>\n",
              "      <td>540.0</td>\n",
              "      <td>8</td>\n",
              "      <td>732.05</td>\n",
              "      <td>0</td>\n",
              "      <td>44.35</td>\n",
              "      <td>50.49000</td>\n",
              "      <td>B</td>\n",
              "      <td>True</td>\n",
              "      <td>M</td>\n",
              "      <td>2257.5400</td>\n",
              "      <td>561.5300</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>500.0000</td>\n",
              "      <td>96.8000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77393</th>\n",
              "      <td>2990.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0000</td>\n",
              "      <td>False</td>\n",
              "      <td>Income and expenses verified</td>\n",
              "      <td>Estonian</td>\n",
              "      <td>21</td>\n",
              "      <td>Female</td>\n",
              "      <td>EE</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>30.50</td>\n",
              "      <td>60</td>\n",
              "      <td>106.740000</td>\n",
              "      <td>Loan consolidation</td>\n",
              "      <td>Secondary education</td>\n",
              "      <td>Single</td>\n",
              "      <td>Fully employed</td>\n",
              "      <td>UpTo3Years</td>\n",
              "      <td>Agriculture, forestry and fishing</td>\n",
              "      <td>Living with parents</td>\n",
              "      <td>500.0</td>\n",
              "      <td>5</td>\n",
              "      <td>531.03</td>\n",
              "      <td>0</td>\n",
              "      <td>35.03</td>\n",
              "      <td>74.86000</td>\n",
              "      <td>D</td>\n",
              "      <td>True</td>\n",
              "      <td>M</td>\n",
              "      <td>1473.9100</td>\n",
              "      <td>683.2100</td>\n",
              "      <td>1526.09</td>\n",
              "      <td>2709.9625</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2500.0000</td>\n",
              "      <td>242.6400</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>77394 rows × 38 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-26bde319-484f-4e03-9bca-efa814a1acad')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
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              "    .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",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "        const buttonEl =\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-26bde319-484f-4e03-9bca-efa814a1acad');\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",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import LabelEncoder\n",
        "LE = LabelEncoder()"
      ],
      "metadata": {
        "id": "MhbltdffqqbG"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y = LE.fit_transform(y)"
      ],
      "metadata": {
        "id": "w5lEeneCqsF_"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for feature in x.select_dtypes([object, bool]).columns:\n",
        "    x[feature]= LE.fit_transform(x[feature])"
      ],
      "metadata": {
        "id": "0OENwjhMquDf"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "s70VSO2Lqwiv",
        "outputId": "9b0b2cf2-7506-418f-c5ef-b66d5183937d"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       BidsPortfolioManager  BidsApi  BidsManual  NewCreditCustomer  \\\n",
              "0                       0.0      0.0    115.0410                  1   \n",
              "1                       0.0      0.0    140.6057                  0   \n",
              "2                       0.0      0.0    319.5580                  1   \n",
              "3                       0.0      0.0     57.5205                  1   \n",
              "4                       0.0      0.0    319.5582                  1   \n",
              "...                     ...      ...         ...                ...   \n",
              "77389                2515.0      0.0    485.0000                  1   \n",
              "77390                1880.0      0.0   1120.0000                  0   \n",
              "77391                1975.0      0.0    525.0000                  1   \n",
              "77392                1840.0      0.0   1160.0000                  0   \n",
              "77393                2990.0      0.0     10.0000                  0   \n",
              "\n",
              "       VerificationType  LanguageCode  Age  Gender  Country  AppliedAmount  \\\n",
              "0                     2             1   61       0        0       319.5582   \n",
              "1                     2             1   48       0        0       191.7349   \n",
              "2                     2             1   58       0        0       319.5582   \n",
              "3                     2             1   23       0        0       127.8233   \n",
              "4                     2             1   25       0        0       319.5582   \n",
              "...                 ...           ...  ...     ...      ...            ...   \n",
              "77389                 3             2   37       1        2      3000.0000   \n",
              "77390                 3             2   35       1        2      3000.0000   \n",
              "77391                 1             2   40       1        2      2500.0000   \n",
              "77392                 0             1   47       0        0      3000.0000   \n",
              "77393                 0             1   21       0        0      3000.0000   \n",
              "\n",
              "          Amount  Interest  LoanDuration  MonthlyPayment  UseOfLoan  \\\n",
              "0       115.0408     30.00            12      130.393314         10   \n",
              "1       140.6057     25.00             1      130.393314         10   \n",
              "2       319.5409     25.00            20      130.393314          7   \n",
              "3        57.5205     45.00            15      130.393314          8   \n",
              "4       319.5436     30.00            12      130.393314         15   \n",
              "...          ...       ...           ...             ...        ...   \n",
              "77389  3000.0000     31.01            60      107.680000          8   \n",
              "77390  3000.0000     18.25            60       85.330000          7   \n",
              "77391  2500.0000     24.83            60       80.420000          8   \n",
              "77392  3000.0000     17.74            60       84.510000         10   \n",
              "77393  3000.0000     30.50            60      106.740000          8   \n",
              "\n",
              "       Education  MaritalStatus  EmploymentStatus  \\\n",
              "0              5              2                 1   \n",
              "1              1              1                 1   \n",
              "2              4              2                 1   \n",
              "3              0              4                 2   \n",
              "4              4              0                 1   \n",
              "...          ...            ...               ...   \n",
              "77389          5              4                 1   \n",
              "77390          5              4                 1   \n",
              "77391          5              2                 0   \n",
              "77392          1              2                 1   \n",
              "77393          4              4                 1   \n",
              "\n",
              "       EmploymentDurationCurrentEmployer  OccupationArea  HomeOwnershipType  \\\n",
              "0                                      6              17                  6   \n",
              "1                                      0               5                  6   \n",
              "2                                      7               9                  6   \n",
              "3                                      5              13                  6   \n",
              "4                                      5              17                  6   \n",
              "...                                  ...             ...                ...   \n",
              "77389                                  0              13                  0   \n",
              "77390                                  0              18                  8   \n",
              "77391                                  0               4                  8   \n",
              "77392                                  0               8                 10   \n",
              "77393                                  6               1                  4   \n",
              "\n",
              "       IncomeTotal  ExistingLiabilities  LiabilitiesTotal  \\\n",
              "0           3665.0                    0              0.00   \n",
              "1           3665.0                    0              0.00   \n",
              "2           3665.0                    0              0.00   \n",
              "3           3665.0                    0              0.00   \n",
              "4           3665.0                    0              0.00   \n",
              "...            ...                  ...               ...   \n",
              "77389       1400.0                    1            500.00   \n",
              "77390       2265.0                    5           1670.44   \n",
              "77391       2500.0                    2           1350.00   \n",
              "77392        540.0                    8            732.05   \n",
              "77393        500.0                    5            531.03   \n",
              "\n",
              "       RefinanceLiabilities  DebtToIncome   FreeCash  Rating  Restructured  \\\n",
              "0                         0          0.00    0.00000       6             0   \n",
              "1                         0          0.00    0.00000       6             0   \n",
              "2                         0          0.00    0.00000       6             1   \n",
              "3                         0          0.00    0.00000       6             0   \n",
              "4                         0          0.00    0.00000       6             0   \n",
              "...                     ...           ...        ...     ...           ...   \n",
              "77389                     0          7.69  672.51875       5             0   \n",
              "77390                     0         31.58  520.67000       2             0   \n",
              "77391                     0          3.22  672.51875       4             0   \n",
              "77392                     0         44.35   50.49000       2             1   \n",
              "77393                     0         35.03   74.86000       4             1   \n",
              "\n",
              "       CreditScoreEsMicroL  PrincipalPaymentsMade  \\\n",
              "0                        0               115.0408   \n",
              "1                        0               140.6057   \n",
              "2                        0               203.1909   \n",
              "3                        0                57.5205   \n",
              "4                        0               319.5436   \n",
              "...                    ...                    ...   \n",
              "77389                    0              2308.1900   \n",
              "77390                    0              3000.0000   \n",
              "77391                    0              1869.7600   \n",
              "77392                    0              2257.5400   \n",
              "77393                    0              1473.9100   \n",
              "\n",
              "       InterestAndPenaltyPaymentsMade  PrincipalBalance  \\\n",
              "0                             20.4222              0.00   \n",
              "1                              2.0227              0.00   \n",
              "2                             59.7626            116.35   \n",
              "3                             18.7323              0.00   \n",
              "4                            220.4200              0.00   \n",
              "...                               ...               ...   \n",
              "77389                          0.0000              0.00   \n",
              "77390                       1474.8625              0.00   \n",
              "77391                        199.3300            630.24   \n",
              "77392                        561.5300              0.00   \n",
              "77393                        683.2100           1526.09   \n",
              "\n",
              "       InterestAndPenaltyBalance  NoOfPreviousLoansBeforeLoan  \\\n",
              "0                         0.0000                          1.0   \n",
              "1                         0.0000                          2.0   \n",
              "2                       414.0700                          0.0   \n",
              "3                         0.0000                          1.0   \n",
              "4                         0.0000                          1.0   \n",
              "...                          ...                          ...   \n",
              "77389                     0.0000                          0.0   \n",
              "77390                     0.0000                          1.0   \n",
              "77391                  1227.9800                          0.0   \n",
              "77392                     0.0000                          1.0   \n",
              "77393                  2709.9625                          1.0   \n",
              "\n",
              "       AmountOfPreviousLoansBeforeLoan  PreviousRepaymentsBeforeLoan  \\\n",
              "0                              83.0852                        0.0000   \n",
              "1                             255.6467                      258.6256   \n",
              "2                               0.0000                        0.0000   \n",
              "3                             134.2144                        0.0000   \n",
              "4                             146.9966                        0.0000   \n",
              "...                                ...                           ...   \n",
              "77389                           0.0000                        0.0000   \n",
              "77390                        3000.0000                      389.3600   \n",
              "77391                           0.0000                        0.0000   \n",
              "77392                         500.0000                       96.8000   \n",
              "77393                        2500.0000                      242.6400   \n",
              "\n",
              "       PreviousEarlyRepaymentsCountBeforeLoan  \n",
              "0                                           0  \n",
              "1                                           0  \n",
              "2                                           0  \n",
              "3                                           0  \n",
              "4                                           0  \n",
              "...                                       ...  \n",
              "77389                                       0  \n",
              "77390                                       0  \n",
              "77391                                       0  \n",
              "77392                                       0  \n",
              "77393                                       0  \n",
              "\n",
              "[77394 rows x 38 columns]"
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              "\n",
              "  <div id=\"df-a469dbe1-0ae9-442b-9c5f-c35ca8179066\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>BidsPortfolioManager</th>\n",
              "      <th>BidsApi</th>\n",
              "      <th>BidsManual</th>\n",
              "      <th>NewCreditCustomer</th>\n",
              "      <th>VerificationType</th>\n",
              "      <th>LanguageCode</th>\n",
              "      <th>Age</th>\n",
              "      <th>Gender</th>\n",
              "      <th>Country</th>\n",
              "      <th>AppliedAmount</th>\n",
              "      <th>Amount</th>\n",
              "      <th>Interest</th>\n",
              "      <th>LoanDuration</th>\n",
              "      <th>MonthlyPayment</th>\n",
              "      <th>UseOfLoan</th>\n",
              "      <th>Education</th>\n",
              "      <th>MaritalStatus</th>\n",
              "      <th>EmploymentStatus</th>\n",
              "      <th>EmploymentDurationCurrentEmployer</th>\n",
              "      <th>OccupationArea</th>\n",
              "      <th>HomeOwnershipType</th>\n",
              "      <th>IncomeTotal</th>\n",
              "      <th>ExistingLiabilities</th>\n",
              "      <th>LiabilitiesTotal</th>\n",
              "      <th>RefinanceLiabilities</th>\n",
              "      <th>DebtToIncome</th>\n",
              "      <th>FreeCash</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Restructured</th>\n",
              "      <th>CreditScoreEsMicroL</th>\n",
              "      <th>PrincipalPaymentsMade</th>\n",
              "      <th>InterestAndPenaltyPaymentsMade</th>\n",
              "      <th>PrincipalBalance</th>\n",
              "      <th>InterestAndPenaltyBalance</th>\n",
              "      <th>NoOfPreviousLoansBeforeLoan</th>\n",
              "      <th>AmountOfPreviousLoansBeforeLoan</th>\n",
              "      <th>PreviousRepaymentsBeforeLoan</th>\n",
              "      <th>PreviousEarlyRepaymentsCountBeforeLoan</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>115.0410</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>61</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>115.0408</td>\n",
              "      <td>30.00</td>\n",
              "      <td>12</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>10</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>17</td>\n",
              "      <td>6</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>115.0408</td>\n",
              "      <td>20.4222</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>83.0852</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>140.6057</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>48</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>191.7349</td>\n",
              "      <td>140.6057</td>\n",
              "      <td>25.00</td>\n",
              "      <td>1</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>140.6057</td>\n",
              "      <td>2.0227</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>255.6467</td>\n",
              "      <td>258.6256</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>319.5580</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>58</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>319.5409</td>\n",
              "      <td>25.00</td>\n",
              "      <td>20</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>203.1909</td>\n",
              "      <td>59.7626</td>\n",
              "      <td>116.35</td>\n",
              "      <td>414.0700</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>57.5205</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>23</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>127.8233</td>\n",
              "      <td>57.5205</td>\n",
              "      <td>45.00</td>\n",
              "      <td>15</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>13</td>\n",
              "      <td>6</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>57.5205</td>\n",
              "      <td>18.7323</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>134.2144</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>25</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>319.5582</td>\n",
              "      <td>319.5436</td>\n",
              "      <td>30.00</td>\n",
              "      <td>12</td>\n",
              "      <td>130.393314</td>\n",
              "      <td>15</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>17</td>\n",
              "      <td>6</td>\n",
              "      <td>3665.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>319.5436</td>\n",
              "      <td>220.4200</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>146.9966</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77389</th>\n",
              "      <td>2515.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>485.0000</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>37</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>31.01</td>\n",
              "      <td>60</td>\n",
              "      <td>107.680000</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>1400.0</td>\n",
              "      <td>1</td>\n",
              "      <td>500.00</td>\n",
              "      <td>0</td>\n",
              "      <td>7.69</td>\n",
              "      <td>672.51875</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2308.1900</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77390</th>\n",
              "      <td>1880.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1120.0000</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>35</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>18.25</td>\n",
              "      <td>60</td>\n",
              "      <td>85.330000</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>8</td>\n",
              "      <td>2265.0</td>\n",
              "      <td>5</td>\n",
              "      <td>1670.44</td>\n",
              "      <td>0</td>\n",
              "      <td>31.58</td>\n",
              "      <td>520.67000</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>1474.8625</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>389.3600</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77391</th>\n",
              "      <td>1975.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>525.0000</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>40</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2500.0000</td>\n",
              "      <td>2500.0000</td>\n",
              "      <td>24.83</td>\n",
              "      <td>60</td>\n",
              "      <td>80.420000</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>2500.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1350.00</td>\n",
              "      <td>0</td>\n",
              "      <td>3.22</td>\n",
              "      <td>672.51875</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1869.7600</td>\n",
              "      <td>199.3300</td>\n",
              "      <td>630.24</td>\n",
              "      <td>1227.9800</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77392</th>\n",
              "      <td>1840.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1160.0000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>47</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>17.74</td>\n",
              "      <td>60</td>\n",
              "      <td>84.510000</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>540.0</td>\n",
              "      <td>8</td>\n",
              "      <td>732.05</td>\n",
              "      <td>0</td>\n",
              "      <td>44.35</td>\n",
              "      <td>50.49000</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2257.5400</td>\n",
              "      <td>561.5300</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>500.0000</td>\n",
              "      <td>96.8000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77393</th>\n",
              "      <td>2990.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>21</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>3000.0000</td>\n",
              "      <td>30.50</td>\n",
              "      <td>60</td>\n",
              "      <td>106.740000</td>\n",
              "      <td>8</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>500.0</td>\n",
              "      <td>5</td>\n",
              "      <td>531.03</td>\n",
              "      <td>0</td>\n",
              "      <td>35.03</td>\n",
              "      <td>74.86000</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1473.9100</td>\n",
              "      <td>683.2100</td>\n",
              "      <td>1526.09</td>\n",
              "      <td>2709.9625</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2500.0000</td>\n",
              "      <td>242.6400</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>77394 rows × 38 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a469dbe1-0ae9-442b-9c5f-c35ca8179066')\"\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",
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              "    <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-a469dbe1-0ae9-442b-9c5f-c35ca8179066 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-a469dbe1-0ae9-442b-9c5f-c35ca8179066');\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": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set(rc = {'figure.figsize':(16,8)})\n",
        "sns.heatmap(df[df.LoanStatus == 'Default'].corr(), annot = True, fmt='.2g',cmap= 'coolwarm');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "IA7DVIPkqyVu",
        "outputId": "1b3aafbc-2aa5-4432-9185-818bc9cb7a75"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def Correlation(dataset, threshold): \n",
        "    correltated_features = set() # as a container of highly correlated features\n",
        "    correlation_matrix = dataset.corr()\n",
        "    for i in range(len(correlation_matrix.columns)):\n",
        "        for j in range(i):\n",
        "            if abs(correlation_matrix.iloc[i, j]) > threshold:\n",
        "                column_name = correlation_matrix.columns[i]\n",
        "                correltated_features.add(column_name)\n",
        "    return correltated_features"
      ],
      "metadata": {
        "id": "WgdAMI7_q_hR"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Correlation(x, 0.8)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KyLSnVbFrAAY",
        "outputId": "06d75cec-56f9-4a20-b54f-6f6f049285c1"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Amount', 'AmountOfPreviousLoansBeforeLoan', 'NoOfPreviousLoansBeforeLoan'}"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x.drop(columns= ['Amount', 'AmountOfPreviousLoansBeforeLoan', 'NoOfPreviousLoansBeforeLoan'], inplace = True )\n"
      ],
      "metadata": {
        "id": "iOwNQsqHrCOX"
      },
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.feature_selection import SelectFromModel, SelectKBest, SelectPercentile, mutual_info_classif, f_classif\n"
      ],
      "metadata": {
        "id": "s4pab4HarUVe"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "features = SelectKBest(mutual_info_classif, k=15)\n",
        "# Selected features\n",
        "Selected_features =   features.fit_transform(x, y)"
      ],
      "metadata": {
        "id": "djFzjs-1rW3Y"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x.columns[features.get_support()]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3SGhtWWTrYs4",
        "outputId": "cc159535-eac3-44c5-fb08-b8c9e2c78bd4"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['BidsPortfolioManager', 'LanguageCode', 'Country', 'AppliedAmount',\n",
              "       'Interest', 'LoanDuration', 'MonthlyPayment', 'IncomeTotal', 'Rating',\n",
              "       'Restructured', 'CreditScoreEsMicroL', 'PrincipalPaymentsMade',\n",
              "       'InterestAndPenaltyPaymentsMade', 'PrincipalBalance',\n",
              "       'InterestAndPenaltyBalance'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Umbwg9MyrejX",
        "outputId": "bbce1ad1-33db-4652-9257-568877cf8151"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 1, 0, ..., 0, 0, 0])"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import StandardScaler \n",
        "from sklearn.preprocessing import MinMaxScaler"
      ],
      "metadata": {
        "id": "zx32G1WhrgAf"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Standard_Scalar = StandardScaler()"
      ],
      "metadata": {
        "id": "g6IJ10FFrhVm"
      },
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Selected_features = Standard_Scalar.fit_transform(Selected_features)\n"
      ],
      "metadata": {
        "id": "vS5lhPgsrmAe"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Selected_features\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PxA4BzcHrvdH",
        "outputId": "f0cd15df-4d2e-4a4c-91e0-30fa046009a5"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[-0.98790672, -0.78211045, -0.88269278, ..., -0.80568491,\n",
              "        -0.79905024, -0.68715899],\n",
              "       [-0.98790672, -0.78211045, -0.88269278, ..., -0.84437053,\n",
              "        -0.79905024, -0.68715899],\n",
              "       [-0.98790672, -0.78211045, -0.88269278, ..., -0.7229703 ,\n",
              "        -0.72540153, -0.26207894],\n",
              "       ...,\n",
              "       [ 0.80074606, -0.36690548,  1.442414  , ..., -0.42952481,\n",
              "        -0.40011288,  0.57347279],\n",
              "       [ 0.67848372, -0.78211045, -0.88269278, ...,  0.33201377,\n",
              "        -0.79905024, -0.68715899],\n",
              "       [ 1.71997775, -0.78211045, -0.88269278, ...,  0.58785037,\n",
              "         0.16695368,  2.09486096]])"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.decomposition import PCA\n"
      ],
      "metadata": {
        "id": "C5zmDdtfrwkW"
      },
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pca = PCA(n_components = 2) \n"
      ],
      "metadata": {
        "id": "vO63gLmqryao"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Selected_features_pca =  pca.fit_transform(Selected_features)\n"
      ],
      "metadata": {
        "id": "Y6Ttgdj1rztA"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Selected_features_pca.shape\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jzLVVxVYr1KI",
        "outputId": "1d9d40e8-08c5-4501-ec19-b39d111efb8e"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(77394, 2)"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Selected_features_pca.shape\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CApy2cNgr2kA",
        "outputId": "fbc5f030-19d4-447c-b11b-7523a9309a4a"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(77394, 2)"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8, 8))\n",
        "plt.scatter(Selected_features_pca[:,0], Selected_features_pca[:,1], c = y)\n",
        "plt.title('Principle component PCA.')\n",
        "plt.xlabel(\"First principle compnonent.\")\n",
        "plt.xlabel(\"Second principle compnonent.\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 518
        },
        "id": "-SwjCXx3r4EG",
        "outputId": "4a0173d6-3c03-41bc-893e-0952451c1db6"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ],
            "image/png": 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v3gRToWJtF1/yu5hMZmw2G3a7iN1uJ0yvR6/X8/DhY+rUbc7AX4bS/ecB7Ni5B7vdjlwuZ9OGvyldqhgKhQKFQk7BAvnYuGEZ8eL5fMa7k5CIW0grZgkJiSj5/Y8x3Lp954NSfoqiSGDgaxYuWo4oimzdspPixX9g6ZIp7N9/mArly1KlSkVMJiOFCxckS+aMn+AOJCS+HiTFLCEhESUbNm7FbHZNGBITIhKehOn17P5nP6nTFEAmk2EymxFFEYVCjlKp4ofCBVm4YDpqtcrjWKGhoaxctYHTp8+SNWtmmjapT+LEiT5KPgmJuIKkmCUkJKIktotjiKKI+b3MYFarDavVwLHjJ5k6bTa9enZx2/fp02dUqVqf4JBQDAYDarWaKVNns37tUnLmzBarckpIfAkkH7OEhESUVK1aEYXi83zHG40mJk2eychRE3n69JnL+d//GMPLV4GOVKQmk4mQkFB69v7ls8gnIfGpkRSzhIRElPxvSH9SpEiGRqN2Oq5UKtFo1I5EIoIAcrmMokX8KFQoP+XKlkIuj/lrxmQyM3XqbEqVqcbFi1eczu3avc9tus9Ll66i1+tjfC0JibiGZMqWkJCIEm8vL1KkSM7z5y8AUKlUaDRq1qxaSObMmdi+YzcPHjwid+4clCldApnsP2X827CRzJw5P8bXtFitWEKt/NzrF3bvXOc4rlK59z3LZAJyufRKk/j6kVbMEhIS6PV6lixZQfce/Zk0eSYvXrx0Oj9nzkLOn7/kKNloNpsJCQmla7d+aDRqateqTreuHShXtpSTUgbo7cFXHF0uXbrCzXe2aTVpXM9l5a5QyEmbJjV9+w1m5cp1Uq5tia8aQYwLFdWBV69CsdudRUmSxIcXL0I89JCICdJcxg7f4jy+fPmKKlXr8zooCL3egFqtQqFQsnbNIvLmyQVAydJV3e5hVqvVHD643ZH/2hOdf+rFho3bXEpRCoKAQi7HEkUlrDq1qzNt6lgg3AfdqnVnTpw8jSDIsNttmExmlAoFZosFLy8dKVMkZ8vmlfj4eMdkKr5avsXf5Zfgc82jTCaQKJHn36a0YpaQ+M75a+QEnj1/gV4fEUxlJiwsjAYNWzt8tp6+3wUB7KJzxPahQ/9SuUo9MmTKT/GSlVm7bjOjRg4jd+4caLUaZDIZgiCgVCro3KktI0cORavVuB0/gv0Hjjj+W6NRs2L5PDauX8Yfw39Fp9M5RXmHhem5/+AR02fM++A5kZD4kkiKWULiC3Lnzj32Hzjs8N1+Cbbv+Mdt7ebg4BB+bN8dgAb1a7lUsQJInToVaVKncvx95MgxWrbuxPkLlzAajdy5c48+fQexfv1mdmxbw+KFMxg2dCBLl8wiLOQOgwf1pWGD2iiVnvcsA25Xvrlz56Bw4YIY3eTuNplMbNi4Ncp7l5CIi0iREhISX4DQ0FDa/tiNEydOo1SqMJtNNGxQh7/+/J+Lj/ZT4ymYCuDwkeM8fvyUjh3asHv3Pq5eu0FYmB6tVoNCoWDGtHFO7X8fMdalyIXBYOSvURNp1qwhJUoUpUSJogCO+9y79yDBwcEeZdBqNbRr28LtOY1Gg83DHmudVuv2uIREXEdaMUtIfAH69f8fx46dwmg0ERISgslkZvWaDcydt+Szy9K8aQO31Z8A1GoVjx8/QavVsHHDMgYP6kfSpEneyh1K5ar1KF+xJidOnMFqtXLlyjW344SEhBIc7N53N3/BUo+yCYJAnToBtGvb3O35VKlSkCVLRpePGa1WS6uWjT2OKyERl5EUs4TEZ8ZgMLJl607MZrPL8TlzFn12ebp2bU/KlO6Dt8xmMzqdjqV/r+LvZav5Y8RYnj9/4fA522w2Ll++Ts3aTShZupojavt9FAq5x0CsyCwEfoXyM3b08EjbzJ09mRTJk+Ht5YVOp0OlUpElS0YsFhsvX77y2E9CIq4iRWV/J0hzGTvExjwGBr4mf8HSWCyuuacTJIjPlUvHPmr893n06AnTZ8zj+PFTZMyUHv+ypbhz9z4+Pt7UqlmNVKlS8PDRY8qWrYHeYHAoXZVKRbp0abh//wEymRyLxYzV6prYIzooFAoWL5pB2TIlHcci5nLrtl2079DDbdrPjRuWUdivQJTj22w2Dh3+l3nzlrBv/yFAQC6XIYoiUyaNonr1yh8k99eC9HzHDlJUtoTEd4qvbwJSpkzuclwmk1GqVLFYvdbt23fxL1+TRYuXceHiZTZs2EqPngOZMHE6I0dNpGTpKmzatJ3UqVKyY/saypUtiU6nQxAE7HY7N27cwmQyYzAYPlgpA1itVkaMGOf2XOVK/pQqWQz5e6viVi2bED9+PF4Fvo5yfLlcjo+3NwcPHcVstmA2mzEYjBiNJrp27+fRjC4hEReRgr8kJD4QORbUGBCwY0GFGS3g3lf7LoIgMHb0cFq06ozZHF7DWKVSodVq+HVg7xjLcfDgUf439E+uX79FokS+dOvagXZtWyAIAn+MGEtIaKjb7U4RpvQePQcQL543/fr/xrPnzx3maHeR2h/DxUuXyZu/JGnSpKJXzy7ky5uVP/+awo2bt/DzK0i9ugEcOHgEtVpNokS+zJu/lNVrNmCxWKlQvgyTJv6Fl5eXx/HXrN3o1pSuUCj4Z89+6tSuEav3IyHxqZAUs4TEB6DCgJZQIHwvr0K0oMZICL5ERzmXKFGUbVtXMWv2Am7evM0PhQvxY7sWJEuWNEZyHD9xmlatO2MwhkdCP3/+ksFDRrB16y6WLpnNwUNHPe5BjkAUoVWbnzz6h2MLUYQXL17y4sVL2rbriiiK2O12bDYb585dRKvVsn3ram7dukP7jj2corv/2bOfHj8PZM7sSR7Ht9vtbu9VFEVsttitjiUh8SmRfMzfCdJcxg7h8xhMfF7yfiCzKIIBL8zoYu16drudv/9exaw5CwkODqVC+TL06d2V5MmTAVC/YWsOH/7XbV+FQoHNZiWqJ1wQwv2xH2Oqjg1kMhnVqlbkxYuXHDt+yuW8SqXizKn9JEzo67b/0X9P0LxFB0eilAjUajWnT+7z2O9bQHq+Y4e44mOWVswSEjFEgQURAYH300uCSjR9kGI2Gk2sXLWOTZu2Ey+eD61aNqF06eL88utwVq5a7yhxuGLlOnbs3MP+vZtJmNCX69dvehwzuqZoURS/uFKG8I+QXbv3kSiRewWqVCp4FfjaRcEePHiUEX+N48aNW2g0mrd1na3I5XJkMhkj//rtm1bKEt8ekmKWkIghIjIXpQzhK2Z7JPGUYWFh7Nq9D73eQJnSxUmTKikCIgazndp1m3H9+k2H+XbP3oM0blSH5SvWOJmYrVYrwcEh9Oo9iAoVypA2bWqXghNfMyaTiadPnyOTCS4WNJkgI13a1E7H9u47SLt23Rym/LAwPWq1iurVKpIvXx5qBlQhTRrnPhIScR1JMUtIxBAbcuzIkYk2F3N2eACYK4cP/0urNj85op1tNhv9u7ek/8+tUWImfapEnDt30dHeaDSyYOEyt/t3zWYzO3ftYe++A9jtdmQymdutRl8rEfcil8sddZe1Wi2DB/VxyVI2dNgoh1KOwGQyc+bsRWbNnPh5BJaQiGUkxSwhEWMEwoiPF0HIRLvDrG3ECyvOikOvDy+o0KpNF8LC9E7nxkxZgn9pP4oUysXcSYM4f+kGd+49dmrjSeGKoojZHL4PWhAEBEGIMsjra0Kn05I/Xx4ePX5CiuTJ6NatI/7lSrm0c1fxCuDhw0fYbDbkcrnTcZvNxv4DR3j69BmFCuYjW7YsjnN2u50HDx7h7eNNIsn0LfEFkRSzhMQHYEdOCAmRY0XAjg0l4jtmbJvNxm9DR7Jk6QrsdtElyxeAwWhi8YqtFCmUC6VCTttmAQweMTPGsoiiSL58uTl//tI3o5xlMhlt2zanerVKkbZLnjwpDx8+djmeMKGvi1K+f/8hdeo1Jzg4BJstPIK7YsWyTJ86lo0bt9G3/xBHHeeiRf2YNWOC5JuW+CJICUYkJD4YARtKrKidlDLA6DGTWPr3SoxGk1ulDOEKVf/Wp6xSKUmZPMkHS3Lu3MWvUilnzpwBhcJ1fWC1WLl//yGjx0zmyNHjHu+tV88uaN8rVhFh/m/dtgtnz11wHG/fsQdPnz4nNDQMg8GA0Whk9+59DPx1OD917UNYmB6bzYbNZuPw4WME1GoSi3cqIRF9JMUsIRHL2O125sxd7FJl6X28dFoa1CoPQODrYHbujd1UnHEZmUxGwoQJkMnkbs31JrOZUaMmMn7CNFq07Eir1p0d/uZ3adyoLoN+6U2C+PEdCtlutxMY+JodO/6hbt0WHDx4lCdPnnHt2k2XaxkMRpYtW+VWxtu37zJgwG9uU6dKSHxKJMUsIRHLhKewjEopa6jsXwSdVk2BMi1InbsGK9bt+kwSfhkUCgV+fgVo26Y548b8zsQJv/Pw4SO3ilkURYwmU7hVQW/g8JFjrFm7yaWdIAi0bducXbvWuQ2UMxiN/DJoOCaTCZnMfeKXyLaKLVy8nDz5SvDvsZMxuFMJiY9D8jFLSMQyarXq7XYf13M6nZb69WpRq1pZUiT2okLN9g5z9reMQiEnTZpUXL16nStXrhESEkL8BN4uyUA8odcbWLlyHQ0b1HYcMxpNXL16nQQJ4jPir3Ee923funWHVKlS4Ovri8HwxOmcWq3CbLZE6gZ48yaY5i06cPb0Aby9PSeFkJCILSTFLCERy9y4eRuZTA64rsQMBiMnT51l8KA+9B/wG8ZPnAYzrpAsaVIePHjkUJ7r1m/B29s7Rlu9Tp85T8bMBUiaNDF58+Tinz37kcnCM5aZTSaP/bRaDQqFgtGjhtK2XTdEux2zxYJOpyNVqhTkyJ6VjZu2RXptk8nEkP/9yR+/D0ar1UT/xiUkPgBJMUtIxDJmsxmlUuk26EsURW7dus2kybO4eu3GN7X/ODKePX/uZDK2Wq0EBQXFaIyI7Gf37j3g3r0H0e7XpnVTxoydzLTpc1EqFBiMRlKmTE6vnl2pX68mFouZM2fP8+DBI49jWK02Vq/ZyNF/T7BtyyoSJIgfI9klJGKC5GOWkIhlcubIhlqt8njeZDKzdu0m8ufL4+QXTZY0ISWL5qNIoVwI72cu+cr5Uik/06ZNQ9YsmZk+Yz5Go4nQsDBsNhuvXgVy6NAR1GoV3t7e/HtkF40b1XXZYvUuFouFx4+fMGHi9FiXc8/eg5T1DyBNutwULuLP8hVrXdqIoojJZP4qo+8lYoakmCUkYhmr1UalimUjbSOTy+jaqYXTsWfPAzn07zmOn75EujTJiR9P8mfGBLlMhlqtRqvVoNVqyJolE9u3rmL6jHmO1XYEJpOZrdt2ExoaXiFMJpMxftwIzp45SMGC+T1+WJnNFjZt3hGrcu8/cJh2P3bj2rUbWK1WHj58zC+/Dmf+gqVAuEKeN38pufMWJ2PmfOQvWJoVbhS3xLeDZMqWkIhFDuzdQ/PW3bFEUUCion9JTv17CLnc1ccqinD3/hOPUcQS7lEoFSxeOIP7Dx6SIUM6ihUtjCAIvAp87ba9TCYQHBzqFNCVOFFCNq5fyrJla+g34H9uV6cajTpW5R4xYhzG99KKGgwGRo+ZTKuWTVi4aBm//zHG8XHx/PkLBv46DJVaJdWY/kaRVswSErHE84e3ada6m1ulnNA3npN5evHSNXTrPxqLxbMCf7+Ig4RntFotfXp3o1SpYjRr2oDixX5wzHfx4j+43Url4+1N8uSu9a/lcjnNmzekcOGCLqZtrVZDyxaNY1X2W7fdpxUNDQ0lNDSMceOmuqz4DQYjI0dJucC/VaQVs4RErCCyZeMmj77UwNfBTn9HtaIGyJ0jE1XKF+XUuavsO3Ra8i2+h0KhIFGihGTPlpn27VtT3r+00/lLl65y4sRpihQuxJ5/DmAwGrFarQiCgEaj5s8RQxwK+/yFS1y7dpMsmTMCsHzFWhIl9MXXNwFGgxG7aMduFylbthTt2jaP1ftImzY1V65cdzmu1WrRaNQeV/yPHz+NVTkk4g6SYpaQcINer2f9hq1cuHCZ7NmzULdOAD4+nn2+ZqOBRSu2xtr1lUoF9WqWo2enJhw4coYyxQvy54SFTiUgv2Ui20alUimpXbsGLZo1xM+vgMt5m83GT136sGvXXuyiiFKpQKFQUKN6Za5cvU769Gnp1qU9hQrlR6/X06x5B85fuIQgCJjNZqxWm6MKmFarJXu2zDRv3oiCBfKSPXvWWL/Xgf170rFzT6ekNFqtlh7dO6FSqUiWLClPnz5z6Zc+fZpYl0UibiApZgmJ93j69BlVqzUgOCQUvV6PTqdl1OhJbNm0giRJcrntYzLbuHnnYazJIJfJKF2sIAXLteTxk5eYzN9XNG5kSrl1q6YM/W2gx74rVq5j1+59jnKQJpMJQRA4f/4ihw5ud3Ip/P7HGM6cPe/ywRMx1waDgWvXb+Hrm+CTKGWAihXLMXH8XwwbPoqHjx6TMKEvPX/uTLu24cGBg37pTd/+Q5wUt0ajYfCvfT+JPBJfHsnHLCHxHkN++5MXL1+h14eXadTrDQQFvaH/gN/eaWVHhQENoVw4c4L6DVthdZPL+UMZ+3sPeg+ewN37jx2pKb93lEolOq2WwMAgtu/4x23ubIDFS1a4+GRFUeTJ02fcvn3X6fjKVRuitELo9Xq2bIndSOz3CQiowonje3h4/xKXLhzlx3YtHR8Q9erVZOL4v8iYMT0qlYqsWTMza8Z4KlYs90llkvhySCtmCYn32LVrn8tL3263c+jwv5iCnyMT5WhsgQgC3L7zkFoNfsRg8Jx5KqZ4e2kpX7owvQdNlALA3sFutxEaFsbqNRvYum0XBQvmZdnSOS7VqSLqVL+PIMhcClJ4qvz1LjKZLFI3RmziaR91QEAVAgKqfBYZJL48kmKWkHiLgB0BEYXC/ctRLpMhGoNRW23I5XLkchljpy2NVaUMkC1LOoJDwiKN2P4esdn+M2/r9Xr+/fckefKVQKlUkj9fHvLkyUHOnNmpU7s6t2/fddmC5O3thQj81LUPFy9cJlu2LBTIn4eTp85GmoFNrVbRuHG9T3VbEhIuSIpZQgI7OkJQEr56alSnAotXbHVaeSmVCgKqlEIukyFTCg4z478nL0Y6csG82fD1jc/BI6cxR6JoixfJy+vXwQS9CUGvN2K12rB9J+k6BUGI0lTvLhgsPK3nGwB27d7Lrt178dLpSJAgPpkyZeDu3XuEhelRq9XI5TJ69+5CjRqNMJpM2O12bt66g1qtQqfTYrPaMBiNqFRKzObwPNoymYDFYmVA/57ky5v7k92/hMT7SIpZ4rvHi2AUWIiICRoxqDOnz13l+q0H2GxWFHI5qVMmZeKIXi59vb10kY59+dodBCF8FVykUG7mLN7gdL5JvUrMHDfQaZVusVg5dOwcyZMk5OmLwI+/wTiOQqFwRES7IyJCOjqE6fUYTSayZ89C715dOHz4X5InT0bDBrVp36EH+nd8z6IoYjSayJQpJc2bNeDs2YvkzpWdevVrcfHCZfR6AyVKFiVxooSxcp8SEtFFEONIVMmrV6Eu/rQkSXx48SLkC0n0bSHNpXsEbMQjkPdTU9vtdvb/e5Gr126SNlVSbt15xPY9R3nx8jXtmtfixxa1OH3+KhXqdMFiiTroSy6XUTBvNry8dOw7dAqAjOlTcnz3Arx0Wpf2oihy8N+zBDTujdni3mf6LaBUKmnSuB4PHz5mz94DLucVCgVqtYqwMH2MxpXL5dy9fc7J/5wuQ16Pyn/e3CksWrSM4OBQAgIq07JFY3Q69x9d4ek8d3L6zHkypE9Lvbo1iR8/Xozki22k5zt2+FzzKJMJJErkOW5BUszfCdJcOhMUFMTyZSs5eeosOTKlpFObuqRKkcSpzavXoYSGhTJh+jJWrN3F6zf/zV+1CsXZc/BkjMo2qtVK/hzchV6DJgDQp0szunVoRNIkvmzecYgJ05fx/OVrKpYrQt9uzen16wTWbdkXG7cbp4nMlJ0xY3qXSOroEKGYz527yPgJ07hx8zbPnj7H5EYxKxQKVCqloza0RqMhQ4a0bN28yiX95uvXQdQIaMSz5y8IC9Oj1WpRKZVsWL+UV68CWb5yHRazmTq1a1ChQlm3Gcc+BdLzHTvEFcUsmbIlvjtePLpN+apNCQ0zYDCa2KVSMmP+GnasmUzBvNkAuHH7AQuXbeHh42eUKVGIAT1aUadFX85cCM/QtHX3kRhf124XsVr/W/1OnrOKybNXkjljGu7ce4z+7T7Vuw+esGr9btKnTRkLdxv38aSU5XI5mTJliLFilstllCpZjIOHjtK2XTeXILB3EQQBq9XqqBMNYDQauXfvAWvXbaJpk/pO7ceMncKDh48d0d0GgwGj0Uj9hq0JC9NjNBoRRZGdu/ZRoUIZZkwb981VCpP49Egr5u8EaS7DUWCm8089Wbd5r1OUL0DeXJk5tms+W3YepmXn/2Gx2rBYrHjpNGTOkIa/Zw8nV/GPy5McnUAnCA82K5AnG8dPX/qo630vRMyrl5cOLy8dWzavpGHD1ty5e99tW61W69in7onKlfxZMH+a07E8+Urw8uWraMmk02lZvGgmxYv9EP0b+UCk5zt2iCsr5li3s0yZMoVs2bJx/bpr7lcJiS+NGj079/zropQBLl25zYOHz2j/8wj0BpNju1KY3sj1W/eZ/V7g1ocQ3e9gi8XKtRv3Pvp63zpeXl78vWQ2M6eP5+cenflzxP/498huEidKxL377jOxqVRKsmTJGOXYp8+4ZgRTRFKv+X0MBiO7du2NdnsJiQhiVTFfunSJs2fPkipVqtgcVkIi1hCwo9W6L9snyATuP37qdv+wwWhiy45Dn1o8J96EhH7W631tCIJAkyb1KFSoAF7eXuTPn4f8+XOzdt0mNm7ahlrt/t/ZarVx7lzk29wAgoODWbZ8tdOxxo3ruYwrCIJbX7JCIf9siUkkvi1izcdsNpsZNmwYY8eOpWXLlrE1rIRErPHyVSC/T52K2WxxMSkrlQpqVCpJwgTxPG7NUatVn0tUiWggiiJz5ixizpxF6HRarFYbZrMZlUqJUqnEYrE49iW/i6dUnu9jMpmZOWs+iODvX5q0aVPTvVtHjhw9zoULlzGbTYhiuBzufjNyuZxy/qV5/ToIX98EsXHLEt8JseZjHj16NClTpqRZs2b4+/szY8YMsmb9NEnfJSRiSlDQG/IV8OfFi1dOL2qVUoFSqSBb5nRsXj6eBPG9yVuqGbfuPHRS3F46DflzZ+Xw8fNfQnyJD0ShkCOTyTym6YwuMpmM5s3q0bp1YzJkSMMPRaoSFPTGY3Y2mUwgZcoUPH/+EhAp7FeARQsnky5d6o+SQ+L7IFYU85kzZ5gwYQILFixAEIQPUsxS8Nen5Xufy0mTZzB+wjSMxvd8hgo565aMolyJQtjt4SUCr9+8T6X63dDrjdjtIjabjYAqpVi/9YBLrmWJuI23txfFihVh1649sTKeUqGAtwlPorvyhvBI8WTJkvLvkV0olcpYkeVdvvfnO7b4poK/Tpw4wa1btyhfvjz+/v48ffqUdu3acejQ5/XJSUi8y9lzF/ht6Ej+N/Qvtm/f7aKUAXRaDXabSJe+ozl78TpGk5msmdNy48Rqpozsg3+pQuTIloFLV29jj+JFHJNtMYIg4O2l4+dOjfHSaWJ0Xzqt2mM+bwln7DY7+/YdjLXxLFYrFoslRkoZwvN8BweHsGdv7Mki8e0SKz7mDh060KFDB8ffkilb4kvz51/jmT1noSOqNmkSXw/5lsNfsCvW7WLNpj2UL/MD+w+fJuhNCHK5DJlMFu1iEjExPikUMqpVLMbmnYfIniUdp85di3ZffSwXzfiWsVgtcaYYiMVi4cGD2KvZLfHtIiUYkfjmuHb9JrNmL8Bo/E+BBYeEoVYpMbxzTKGQkylDKg4cPYPFasVoMrNh637HeZvN7nZbVWxgsdhYv2V/pIUtJD6eiA+vz427j0C5XE7+fHm+iDwSXxefJF/cnj17pNWyRLSxWq1MnTaHH4qWJ2++EvTtN4QXL15+8Hi7du11eSHXrlaGGeMG4JsgHl46LWq1ih8K5iRHtgxMnb3qkyngyJCU8qcnMiuGb4L4Husffwzp06UhbdrUqFT/+ZI1GjX58uYmf35JMUtEzedJ5CohEQmdfurF2LFTePDgES9evmL5irVUqlKP0NAP28erUqmQy51/2hXKFKZh7QrcP7+Bg1tnMmLwT1y5fpeV63bHKN+1xLdB/PjxOHhgG36F8sfquIIg8Mcfg9m+dTWtWzUlWbIkJEuWlCSJE/HvsZNkyJSfH9t351Xga+7evc/Sv1exZetOJ+uOhISUkvM7Ia7O5c2bt6lYuY7Li0mr1TLol960bdv87RERBRZkWLGjwIoScB9s9fjxU0qUquwYc0jfH+nTtRkKhRxBENi97zj1Wg34pqs2SXhGo9Hw54ghzJ27mIuXrsT6+AqFnG1bVpE7d06Cg0MoWrwib94EO0zbCoUcLy8vjEYTMpkMuVyGQq5gxYp55M2T64OuGVef76+NbyoqW0LiQzl/4RJyuWuog8Fg4OixE0B4ti4fXuPFG7SE4cUbfHiNgHvzc8qUyRn511BUKhWN6lSie8eGKJUKR9R0l36jJaX8HWM0GunZ65dPopQh3K9drUYjli1fzerVGzAajU7+ZqvVxps3wZhMJgwGA6GhYQS9eUPDRm1iHO0t8W0iKWaJL0qa1KkAV6ONSqUic6bwfMZaQpFhQxBw/E+GDQ3Opm4ZNtSEYQp+yoH9BxFFkY6tazvVOw7TG7j/8Gm05VOplCi/w61JggBajfuUlhJRY7FY+OXX4Zy/cBmDwXN1q3d58yaYIsUqeMw8J/H9IEVlS3xWRFHkypXrWKwWcuXMjp9fAVKnSsmt23edSu8plQpaNG8EiCgx8f4WYUEAlWjC8PZvFQa0hCKKIlOmzqFG+ULkyZqS5Wt30fjHQRgMRiqVK0KOrBmiLatWoyZNqmQIAly76Vql6FskW+a0dG5TD4PJxINHz5i1cP0Xi2z+2omo86zTaR21nqPi0aMn/PnXeH79pfcnlk4iLiP5mL8T4sJcXr58jdZtfuJVYCCCIEOlUjJ92lhy5cxO9x4DOHT4XwRBIE3qlEyc8BeFCuUHROLz0kUxA4givCEJAnbi8QpBgNdBwYyatIRZi9ZhNJqdVh8ymeDyG3uX1CmTMnlkb+Yu2cTLwCBqVSnNjy1rsXPPMZp3+l+M9il/rcjlAnJZeBpLKSju4/D29mbsmOEMGPAbr4PeRLufj48316+ejNG14sLz/S0QV3zM0opZ4rNgNJqo37AVr18HOY6FhUGbtl05fHA7fy+dTUhIKCaTicSJE73TU8CKCoVodlLOoggWwotKKPhPgUyZs4pZC9ehd2M+tNtFBEGgQpnCVCz7Ay9fvWHZ2h08ePQcmUygUP4c6A0m/p41HKXyv0cjoGopunVoyKSZK2JtPuIqNpuIzSZt44oNjEYjL1++cvtbjAyDwUiHjj+zc9ceBEGgevXKDPttIAkT+n4iSSXiGtKK+TvhS8/l5i076NnrF0JDw5yOq1QqevX8iR7dO3nse+vmDTInU6JUytFpNdjsIoIgJ4QEiMhRYkRHCKJoJ3n2qoSE6t2Ok9A3Hns3TCdj+lQoFHLMZgtHT1ygeuOeCIIMq9WKt5eWjOlSMWv8QP5es5OHj5/hX7owzepXZte+4/z863hevHiNTCZg+sjCCBIS7pDLw3cPRLh2lEoFadOkZv++LR73XX/p5/tbQVoxS3xXvHoZ6NZXaTabefbshcd++/Yfom27rijkMuoGlCNfrixcv/WAth07kyZN+Mp6z8FTDBs6gtZNq+PjrSNViqTcvPPA6XpJEiXg/KG/iR/P2xGdrVQq6NDzz7fJRcJN3qFhBq7cuEvJah1ACI+g3bHnX6bPW8O+TdO5eXINb4JD0Wk1PH76ggkzljNzwTqSJEqAt7eOO/cex+KsScQFlEolNpvtswVlKRQKTKb/tg9aLFbu3nuAf4VatGjekKZNG6DTaiMZQeJrR1LMEp+FokX93B738tJRpkwJt+dEUaRv3yGOqNaFy7YA4ekOn702Mm3qWI4dP0XL1l3w0qkpWig3l4+uwGyxYrVa6T5wHKs3/ANA66Y1nJQywJ17j3n56rXLdd/PrRymN3Lr7iNmzF9Ln67NSRDfB4D0aVMyYlBn+nVvQULf+Nhsdi5dvY1/rc5fJJOYRMyQy2XR+nf6nBXFMmfOyM2bt12O22w2rl+/yYg/x7Fs+Vq2bFqBJg5FzYuiyP37D5HJZW93Wkh8DNJ2KYnPQrZsWQgIqILuna1LWq2GnDmyUaF8Gbd9Xr0K5Lmb1Jx2u50dO/cyY+Z8hvxvBEajkdUL/iJ3zsw8e/GaafNWM3ryEprWr0yhfNkB+Gf/CZfqTwqFItJgsHcxGk2s3rgHURSdgsB0Oi0pkiVGo1bhpdPwQ8Gc7FgzGbVaFa1xJb4ccfHj6c6de5GmCTUYjNy9e4916zd/Rqki5+y5CxQrUYmy/gGULlONMuWqc/3GrS8t1leN5GP+TogLc2m321m3fguLl6zAbDZTv25NmjVr6FGJ6fV6cuQq4rHIfUShgCyZ0vDvznns3HuMtl2HY7PbMZsteOk0ZM+SnlPnriKTCby5u9elXGLh8q25dPV2tCKuSxbNx661UwAwWyyoPNTVtViszF60nt6DJ0Y5poTEh1Cpkj8L509z/P2lnu/Xr4P4oWh5p9gRQRBI6JuAkyf2xalVfXSIKz5macUs8dmQyWTUqxvA+rVL2Lp5JW3bNo90ZSkIMtTq/2oVF8ybzal9hM/PaDTxOiiEH7v/gcFocijyML2RS9f+Mwu+v5dUFEUWTf/NJa+2O7x0Gjq2ruv422g0c/naHbdtlUoF6dOljHJMCYkPQRAEkiZJ7PZcTPzggYGvOX36HC9fvvpgWdat34ztvdgRURQxmszs2PHPB4/7vSMpZok4y6rV6x3+vSrlizGwZyssblbPj5+8ZM7iDW4VrNEYvpXKbhdZvm4X67bso3D51qTIUZXSNTpSvPKPkSbQ0GhUqNUqWjauTr2Acjx++pKFy7awfut+JsxY5nalHaY3sO/gqQ+9bQmJSBFFkaRJkzj+ttvt/P7HeLLlKEyqNDkpXbYaBw4c8djfZrPRf8BvFPQrS+Om7fD7oRzde/T/IF/648dPMRhdt4NZLGaePH0W4/EkwpGCvyTiLNu27cb49qGf9Fdvduz5F7sbRWiz29n+z1E3iT2d6TFwnNPfJ89EnSs5T47MzJowkOxZ0jNp5gqG/DULuVyGaBcxGE2kT5uSHh0bOdJ+mkxmAl8Hs2DZfz7A8DSikSc3kZCICX8vW03fPt0AGDZ8FIuXrHBYhG7cuE2Llh1Jly4tJrMJ/3Kl+blHJ5IlSwrA5CmzWbV6PSaTyRH9vWnzDpImTcygX/vGSI4fChdkgZeOsDDnLYoKhSLWK3d9T0grZok4S6LECd/6q+KRNLEvWTKm9dhWEATkMtf0YEqFgoAqJcmZLUO0TNbvotNqkCvkzP97M8dPX+J/I2dhMpnR640Y3lauGj56Ll37j+bC5Zvcvf+EXfuOs2vfcTq0qkPypOHbuZIk8pXyTkvEKs+ePUcURcLCwli4aJmLm8ZssXDj5i3u33/IkqUrqVCpDi9fBQIwZ+4il/zdRqORBQvdW4Aio3z5MmTOnBGN+r/ft1aj4YfChd5m7pP4ECTFLBFnadOqKb4J4vH7L51QqZQU9cvlVsFpNGoa1irPqvl/4qXToNWoHUo4oW88+vdoyfolY2K0Ys2YPhXDBrbH20vLlNmrqFC7i8Ms/j7L1+yiVPWOPH/5mjIlCtK2WQC/9m7DxSPLKFO8AEFvQtAbpHq7XyOCIKBWx/5H1fs7BGJKggTx2bhxG3fvPog0ihvAarUSHBzCnDmLAAgOdh/cpNcbYrxXWy6Xs3bNYnr06ESmTBnImjUz/fv1YNHC6R99j98zUlT2d8LXOpeBDy+TIkk8h0JeveEf2vccgdlkwS6K6LQa0qdNwZ4NU/ll+HSWrNqO3W538hvrtGo6tq7LhBnLo7UiyJ87C1du3EMAvL11DO7dlv+NnE3QG9f5U6mUIIp0alOP//X7EZ1O43T+6fNXZCxQ57vIsx3bJEoYn1eB0c8x/bUgl8upXKk8W7ft/OAxFAo5arUGmUzAbDZjikZe84IF8rJl80pq1m7CiRNnXM7nzJGNf3Zv+GCZvgWkqGwJiSiQYSND6iROq+T6tcpzcMssfmxZixqVSzJ6WDcObZ3N9HlrWbJyO2azxSWYS28wMWPBWgrmyxblNVOmSMLVG/cwmcwYTWZevgpi4PCpdG5bF51W49LebLZgs9tpUq+Si1IG8NJpyZU94wfc/feNVqum90/NUKvcb0n7mrHZbJw9d/6jxrBabYSFhb3NL292yu3uiTRpUwMwfNiv6HRax0pbJpOh1WoYMWLIR8kUU44cPU6FirVJnTYXefKVYMbM+dIH7FukFfN3wtc4lwrM6AhGJkT+Ez126hLlanZ2PNTeXlpSpkjCw0fPSZY0IYN6t6Fk0fwIgsAf4+Y7MohB+Mojf+4sNKlXmYplf6Bw+dZuc2CXLl6AlMkSs2nHQcL0rlGo+zfP4IeCuVyOh+kN5C3VlMdPXBOlSLhHo1GROkVS9m+eSdq8NbHZpLKTUaFQKBBF0eNcKZUKNq5fRv78eQC4efM2k6fM5vyFS+TMkY1uXduTPXvWD7q2Xq9n3IRprFq1AZvNRrVqFfl1YG/ix4/nsc+ZM+ep16Clk69bq9XSoX1LBvTv+UFyxAZxZcUsKebvhK9xLgVsxCPQbcnHCGw2GxkK1OHFy9fIZDJG/daVts1qYrVZkcvlyAQBhULhSCxiF0WWrd7BybOXqVG5FNmzpCdZEl+sVju37z2iTI1OhIa5FsFIlyYFp/ct5tTZy7TuMozHT50Vba7sGdmyYjzJkiR0HLPb7QwbNZeRkxbFzoR84wiCQN6cmahX05+OresSz8eL1LlrfJPm7E+BUqlAJpO5NWt36tiG/w3pH+vXFEWR6gGNuHTpKmbzf9dVqZSsWb0Iv0IF3PZr2qw9e/cddDmu1Wq4dOFftG6sU5+DuKKYpe1SEnEWETkW1CjsJmRvnS4R35ERgSXHT18m5G3WoV97t6Z10xpotWpA7Wj/bhCKTBBo1qAKzRpU+e86oohCoSBD2pTYRffBL6lSJOH23YcUK5wX3wQ+hOmNhOkNDrP5pau3KVOjEyf/WYBMLsNqtREcEsaoyYtjdU6+ZfLlzsLRHXOdjnVqU5dx0/7GIAXPRYlMJncJuBIEAV/fBJ9sFXr48DGuX7/ppJQh3MXToEFrjhzeSYoUyVz6Xb163e14MkHG06fPyJAh3SeR92tB8jFLxGn0+GASdBiMJmx2O0dPXOD5y0CCQ8J4ExLK66AQR7R01x8bOvYTRxCdyNCINlqtmgE9WrrdVnX0xAUq1O7CnXuP6Na+IVarzcWXfe/BE/zKt2LgsKl07PknOYo2knxmMeDq9bvsP3za6diAHi2pV6McapUyxtvdYopMJkOpVJLEQ1atuI5SqWDh/GkkSZIYLy8dWq2GDOnTsnbN4k+Wu/3CxUsYje4/mswWC4uXuK9hniVrJrfHbXY7yZInjTX5vlakFbNEHEfgSaCZg4fOUb9iXuYv3cTfa3ZSokheEiaIx9ET4UE0CoUcb6+PL4WnVquQy1yrDomiyJuQMP6cuIj0qVOgN7j6mQHuPXjKrIXrP1qO7xGjyUztFv0Y+HMruv7YAJ1Ow6vXwbwJCcNqs32yohNyuZz48eORPHlSnj97QUhIqCMP+4cgk32ZZDIZMqQnYUJfzp4+wLVrN1AqlWTKlOGTbltKkyY1CoXCrW/bbrdzw0Mxi769u3Hi+GmnrGFarZY2rZtKJS2RVswScZwlS1ZQ0K8s06bMRC6XMe73n4nn48XBo2fZvf8E/mUKo1GrsFpt3Lzz8KOvN2P+WszvlX2MQKVSUiB3VjJnTIWXmwhsmUx6nD4Wo9HEn+MXUKFuV4xGE2UDOrFt95FPWgnKZrMRGPiay5ev8fJVIEaj8aNqL3+pDG8XLlyiZu0m/DFiLDlyZCNz5oyffC9xpYrl8PHxcntOo1Hj5+fex+znV4D586eSNUv4yjlBgvj83KMTv/7S+5PJ+jUhvUkk4izXb9xi8P9GYDKZKF+6EIIAbboNRy6XIQgCYXoDy9fswvg22KX3oIno9f+9VO12Mcam5NAwg8dzcpmAbwJvalcri0atdnrpCYKATEqoECsYTWau37zPH2Pn8/LVm0hzmUs4YzAYmb9gKefOX3Q5ZzSa+HvZatq07UL/Ab9x+fK1j76eSqVi65ZV+CZI4HRcJpPh4+NDk8b1PPYtU7oE+/dt4fHDK1y5dIzu3TpKH7dvkWZBIs6yevUGLG9Xr3a7HVGEl4FveBX4xkXhqlRK/j11kdot+vLPgZO8fBWEKNpjvGKo7F8UhYdMSjmzZUSQybCLIns2TKVg3myolEpUSiW5c2TC6mGrikqlpFGdCjGS43snTG9g7ZZ9biPkJSLHaDSxeMkKmjVvT4ZM+cmZuyjtO/TAv3wAgwb/wfYd/7D075XUqNmIdes+vq5zmtSpOHvmAN27dSRp0sQkSBCfunUD2LFtDfHi+UTZX8oQ5oq0Xeo74Wucy0GDf2fuvCUApE2dnLMHljBz/lqGjp7rFHBSp3pZJo3szb5Dp3kdFEy5koXImD6Vy9f3+xHaEcfgv5fDoycvKF65HUFvQjG/U23H20vL4hlDefr8FUajiVaNa2C323ny/BV2m42WPw3l3MUbAGTNlJaaVUvz/EUg23YfIUECH6aO6kulet2RyQRUKqXH9J4SErGBTCZDFKO2GHl5eXHh3GHC9Hq8vbw4deoMvw0dybXrN0mSJBHdu3WkZYvGHpWnKIqcOnWWAwePEC+eD7VqVouTwXOPHj1BRCR1qsjLscaV7VKSYv5O+Brn8tChf2nVprMjQX/7lrX4Y1BnSlZtz/VbDxztju2aT95cmT2Os3XXYfr/NoWbdx6SOGF8+nZvQbf2DbHZ7Cxbs4PCBXKSNXNaBEHAZrPzMjCIUZMWM3PBOidfo1ajpmjhPOw9eJK0qZNjtVp58uwlohh+zmgyIxMEZHIZAZVLMWVUH3y8vQgJDaPv/yZz++4jFk3/jeVrdjJ87DxH3WgJiS+JIAjIZAIymRy73TnITqvV0vPnznTr2sGln91up3OX3uzevQ+j0YRKpUQQBObMnox/uVKf8xY8cu3aDTp26sndew8QBEidOhUzpo0jV67sbttLivk9JMX8afl65lJEwA4IiKKdy6cPkyd7elQqBXKZjNPnrtGgzUCev3zt6PHgwiYSJ0rgOpIocuTYOQKa9XHaB6vTaujyY33i+XgzYfoyRg3tiojAlNkruXnnAQ/Ob6J2877sPxKeTzhNqqQEVCmFTJCxcftB7j98GuVdqFRKCubNxt6N0zEYTSTOXImf2tWjRqWSlCyaj4wF6jjdg4REXEUul5M4cSJSpUpBzx6dqVChLACbt+ygx88DXCpb+fh4c+HckU+2RSu66A0GCvmV5c2bYCfLQbx48Th5fA8+Pq6KMa4oZsnHLBFnUGAiHoFv//eK+EIgxQrlwMdbh1qlQi6Xc/LsFReFdvLsFbdRtGazhV9+n+6SnEJvMDJ68hJGTlyIyWJh4PDp5M6ekX2bZjBv4iAUCjm/9m7Ls2vbuHNmPQe2zCKRbwJu3nlInRpladm4WpT3YjZbOH/pJkdPXKBMjU4olQrmLN5A/dYDKFqpHX8O6RKt/MYSEl8am83Gs2fPOX36HB06/cySpSsBWLVqvYtSBkCE48dPAeGVrbbv+IfRYyaxcuU69AbPwZWxzZYtO7FYLC7mfKvVwsZN2z6bHB+C9GaQ+MKIqDGgwoAMu1P6TVHEJfK5bbMARoxfQJjeQJsmAdQNKIfdbsdktqBRqxzt9Xoj3QeO5dTZqx6vHBGBHRqqJ6BJL26fWUeNKqWw2+2UKpafoDeh6I1GylTvRKjegNFoYs/BkygVClKlTMqjx88jvTOFQs7w0XO5duOek7/6+s177Np7jDHDutNj4LgPmTQJiS+CwWDk9z/G0LhRXc9+Z8JjOYKDQwio1ZhHj54QFqbHy0vHsN9HsWnD8s+S2evp02duk5/o9QaePIna6vUlkVbMEm4xmcwsXLSMmrWaUL9hazZu3PYJsliJePEGDWHIBbtLTmx3D77JbKFg3mzs2TCN4b92pGTRfJQuXgClQu60ar5z/xF37j3GU6JtlVJBujTJEQSBrj824MiOuUB4W5lMRuDrYKbMXsngP2YQGBTseMDNZgthegMatYpD22Yz+a/eJIjvPvLUbLZw9MQFJ6UMYLZYWbdlH62aVI+ylq6ERFzDbLbw5MlTGjWqi07nmgxEJpPxww8FGTV6Infv3ifsbWR9WJie16/f0KPngM8iZ8ECed3W0vby0lGwYP7PIsOHIq2YJVyw2Ww0aNSaixcvO6q/nDlzjgMHjzBm9PBYu44cKwoskRapeB+lQkHe3FnIkjGNU/rNiOo6EZHXubJn4p/1U9l78CR1W/V3ioLWatT069GCHh0ac+nqbXLlyOgoLRnRf9LM5chkMnbvP+HWTH7vwROyZkpL7uwZ8cufg5LVOzgHzWjUVK1QjM07Drm9D7PFSs9fxqNQyKXqSXEctVqNyfT95OrWarUYjUYEQXD727fbbSRM6EuVyuWpUb0KmzZvw2KxhtcmB+bMmoRKpWL9hq0uAY52u50zZy4QGhqKt7dnH2tsULx4EfLmzcXZsxcwvs0wptFoyJ4tC2XLlPik1/5YpBWzhAs7d+3l0qWrTiXZ9HoDa9Zu5ObN27F2HTkxi0o2my2cv3yDMsUL4u2lczkvCIJjlW2z2Qh8HcyWXYedlLJcJqNFo6r0794SrVZNofzZneo9R/S/cuMujepWdJvhC0BAoHqjn0mUuSIlqrVHJvz3KKlUSkoVy0/6tCmRyWXIZK5fHqIoMv/vzZjNZlIlT4yPt+v9SMQN3EUkf8ukSJ6UG9dOMXhQX5cVp0ajoU6dALy8vBAEgYkT/mT9uqX079eD/w3pz8njeylVqhgQ+f7kz7F3WRAElv89l949fyJTpgxkzJieHt07smrlwjifyESKyv5OiMlcDvxlKAsWLnM5rtVqGPrbQFo0bxQrMikxoSUkynrLZosFs8nCT/1GYbXamDPxVzRqlceHSxRFQsP0rNrwD1t3HeGntvVJnSop8X288fX1QalQRPliMJnMWK02Js5czpgpSzG846tSKhXYrDbs0Xx0NBo1cpngto4zhEdozp7wK8+ev2LwnzM/afpJiZih0ajJkycXJ06cjrrxN4JMJgvPGS+XYzSasNvtqFQqRNFO7do1GPnnb9GKuP7fb3+yYOEyp8pTEWbudWuWfMpb+GDiSlS2ZMqWcCFx4kSoVEoXM5RcLidhQt9YuoqIiBj+/6JHVzAAVRv8zMmzV1AqFdw5sx5dFLVaBUHAx9uLNk0DaNM0wHHMXYIRTyhVSpRKJX27teD85Vvs2HMUlVKB1WYnaWJf7t5/Et0bxWg0MXRAew4cOcOeg6dcfPV2u8ioSYs4umMeIPDL79OczqtVSurXKs/K9bsdmdAkPg8BAVXZtWvvlxbjo9FqNU4WsMiw2+1ObeVyOalSJmfb1lX4+ESdySuCvn26ceToCe7cuYvRaEKj0eDtpWPShL9iLP/3Rtxez0t8ERo2rOM2KEmhUFDev8xHjy9gx4dAvAhBIHKlLIoiSRP7cufMel5c3xGjClIRpu0IZRwT85nsbdIFpVLB8jm/c3zXfGaMG8iutZMpVcx9Yv7ImDp3DQXzZfcYQHfn3hO0WjWtmlR3Oq5Rq/Av7cecib9yeNtsShTJi0IuJ34894UDJGIXvV7PmzfBX1qMj0KlUrFqxQIyZ874Qf1tNhtPnj7j3r3Ii8SIosg/ew7Q+adedOrck6NHT7B96yomTxxJ+x9b8teIIRz79x/SpEn9QXJ8T0grZgkX0qROxeyZE+nSrS82mx1RtBM/fnwWLZiORuMa5RhTtIS4bI2KwGq1UbRSW65cv0PmjGno1r4hf88ODzj7XDl1X74KYuX63Tx9/orSxQrgX9qPLJnSkiVTWgB2/HM0xmM+fxHI6MmezXciIpNnrWDizP/q12q1an5sXovBfdox6I/pzF60gdBQPQXzZ2fc7z8zdc4qVqzbHfMbjMN4e2nxTeDDg0eRb0X7XJw8eRaZTMBmixMevxghl8tRKhX89r8BFCqUnwb1azFq9MQPcpXI5XKev3gZaZt+/f/H2nWbHHubd+3eR4oUyXn48JEjOPPxk6d069rhkzzLdrudI0eOc/vOXXJkz4qfX4GvNg+3pJgl3FK+fBkunDvM+fOXUKlV5M6VI5Z+5CJKzB5XyXqDkYzpU3Hp6m2ePQ+k9dsV5Od6wA4dO0ftZn2x2WwYTWbGTl1K4kQJWLNgJH4FcgDQsnF1Js9eicnknO/6Q+vwCoJA6hRJ+G3kbPTvJEMR7SJtm9Wga//RbNp+0OHnPnnmClXqd4/c1PCVUqpYfib/1YfCFVrzOujLx5c8exY3PhA+BFEU0Wq03H/wiODgYLy9vZDJ5B+kmM1mC/nz5fZ4/tKlq6xZu9ElYPTWrTsAjmdlwsQZJEuWlEYN68RYhsh4FfiauvWa8+jRE+x2O4IgI0eOrKxcPg+d7usLrJRM2RIeUSqVFCqUnzy5c37WL8/AwDcA1Asoh0wm+2zXttvtNO8whDC9wVFK0m4Xef7iNeVqdWbb7iMADOnbjka1K6BSKpDLwx8h3/g+NKhVPsbRnhq1Ct/4Pjx6+tJJKUN4+cOilX5k3ZZ9TsFnAHqDCb2HYLKvmV37jhPQtDfBwWFfWpSvHrvdzuugIKZNm0O2HD/w66DfsViitxPi3WdOqVTSqmWTSONL9u47GK34B4PBwMRJM6IlQ0zo3/9/3Llzj7AwPQaDEb1ez8WLl/nzr/Gxfq3PgaSYJT4zAjYUuHO1hr9IQjhy4gKA2/zXH8OTZy+ZMX8tk2at4NYdV3/Zhcu3CHOXYpBwE3uXvqOw2+0olQpmjh/I9ZOr2bF6Eo8ubeHxla3kyJohRh8RapWSYoXz8GOLWh7bmMzm7yrgy2q1cfXGvbeBgRJfiv+qroX/vXDRMmbNXuixvY+3d7RTzL6IwiQeU6xWKzt27nF5TkwmM6tWb4jVa30uJMUs8dnRE75NICJ5gSiK2O0idx88oXrjno6Xwsr1/xAcEurS/0N2+C1fu5OcxRoxcPg0hoyYiZ9/K/4cv8CpjVwui3TsoDehPHrywvH38VOXOX3+GhqNipBQPRXKFI6RddlktrD30ClGTV4sVZp6h4jfg8SXRxTBYrFgMpn486/xHPn3BGfPXiA42NnNUCOgSrTHzJ8vT6zKGF6r3b15ProWgriGpJglPjty/lPIVqsNszn8wT999irp0iRzrDrz5cqMj7dr9HFMTdsvXwXRufdIjEYzRqMJk9mC0WRm9OQljhrKALmyZ4w0RabNbieez3/ynLlwnX7/m0ya3AEUrdSWivW6YbXa3sr4n6wR5m4Jia8Zo9FIw4atadi4Dfnyl+TPv8Y7PmQTJfRl9qxJeHnp8PH2xsfbG7Va5cgGBuHPglarZdCgPrEql0qlorBfQZf3glwup3Il/1i91udCCv6S+OwoRT0XrtwgW+Z0qNUqFIpwZVivpj81qpTiydOXVKzblR9b1IqVXNJbdx12qxxNZgur1u8mX+4sAGz/56hLXmuHzEoFVfyLEj/ef0kBMqRNgZdOS5jewO27jxzHEybwoUHtCsTz8aJmldJkz5qODPlrO4pmSEh8rdhsNkLeWrHmzFlEunRpaNqkPgDl/Utz4dwRjhw5hiiKFC9RhLNnzvPHn+O4cuU6ggA5smcl1I0V7GMZPWoYAbWaYDKZMBiM6HRafHx8GDK4X6xf63MgKWaJz4ooirTrOoTBvVujVqt49vwV8eP7OCpDadQqUqdMysJp/yO23Ix2uyePpYjtnVzA0+audkrf+S75cmdh1oRfnI7VDSjHwOHTMBiNDtOrTCZj9sRBVK1QzPEFf+feY6yR5MNWyOWRnpeQiIvoDQYmT55J1iyZ2Lh5O1u37ESpUtK8WUM6tG/F8+cvMRiMXL9+E7PZjM1m49Tpc7Ro1Ykxo4ZTt25ArMmSOXNGjh7eyeo1G7h27Sb58uaibt2ArzIiG6SUnN8Nn38uRVQYUGLGjgwzWq7efMCMGfM4c+okJ/cs5MHj59isNjKmT+XS22Qy06n3X8ybPNjFRBXug7RjMJpRKuWolMpIzdvPXgSS/YcGjkjrCLRaNTvXTMYvf/g2qFLVOnDy7BWX/t5eWjYtG0dRP9ftIjdvP+DHHn9w+tw1EKB8aT/WLhqF3mDkwaNnpEqRlJBQPdl+aIDV6hrEJQgCLRpW5cDRMzHKJiYhEVeIyKoXgUatRq1RYzSasFqtbou0JPRNwPlzh+NcdbW4kpJTcn5JfALs+PAaLWEoBQuXL16gUaPWlC9fk7+XrUYURXKXaEKRim1QqdwbbURRZPWGPVy5dsclIEsQhLclFc8zfPQ8l61E75MsSULG/t4DjUaF8u0WJ61GTec29RxKWRRFalcv4yGBikCBPFndjp05Yxr2bZrBk6tbeXRpC2sWjmTwiJmkyR1AqWodSZs3gPHT/8bbQzEMtUpJnRplWTX/T4YO6IBfgZyR3su3im+C6Kd6lIhbvP98Gk0m3rwJxmQyeaycZjAaeRzHayJ/SSTFLBHrqDEgw4YgwOVrd6hQpwt7D53C8nbFePXGPe7ce8ybN6Gs3bTPZSULYBdF1i8dTeX6PTh19orLw6/VaihZND/L1uygdrO+vAwMijSium2zmpzZt5ghfX/kl55t2L95Bn8M6uzUpkOr2qRLnczJH63VqJn0V68ok/Z76bT4eOuYOGM50+etwWA0ERqmx2g0M2/JJpIkTuC2n1KpQCaTkSt7Rvp1b8G2lROoUblknK9+E5vIZDJ+alsv2u21GpVUjesrx2az45sg/pcWI84imbK/Ez7XXKowoCXUEZXcrOMQ1m/Z53H7i28CH87uX0KSxL5O5uiIn6XFYuX+o6dkzpDGpe+bN6HUa9Wfw8fPs2zO79Su9uF5vO89eEKC+D5s2HaArv1GO/ZELpk5jOqVSqCJRjUdgHR5a/L85WuX4146DSK4JAXx8dbx4MImJ8UviiJXrt/l4NEzzFu6ifOXbjrOabVqypYoBMC+w6cwGKKuE5wkUQKaNqhC2lTJOHzsHBu3H3REj8cVdFq1S4KV9xEE2L95FrMXrmPTjkMEvZHeDV8jarWaGtUrMWXy6Gj3efDgIefOXSRlyhQUKJD3kyUdiiumbEkxfyfExlwK2FFiQkDEggq7U+ygiAIzXgQ77eXNXqQh9x5E7ju9d34jSRN7ziokiiI2m90RvR2BzWajQJnm3Lj9kPYtazN6aLdolaP7L3mC4NiypTcYiR/Pmwp1unL42DlH23g+Xgzq05ZGdSqSMIEPCoXCaZz3XxA+act6VHrtW9Ziycrt2Ox2lAo5ogir5v+Jf2k/j7Lq9UZGTlzEy8AgQvUGpo7qi/1tSkWZXEbLzkMdGcncUaRQLjYtG4dcLkOn1RAaqufWvUeUr9XFYzKVuIpGrcLbS0tQcGic+7CQiBqVSoUgQKWK/kyY8Cc6bdQFaex2O716/8r6DVtRKhXY7SJp0qRi1Yr5JEmSONZllBTze0iK+dPysXOpxIgO5/5GdJjwQoUeLf+lUHxXV9Vu3ocde44B4au9Kv7F8PLSsufACR4/fYlareLVzZ1RBoHYbHaXLU82m41rN++RPFliRLuIQiHHS6dxKM+YlHmMoHjldpy5cN3luI+3jm2rJlIwbzZsdjtWixX120hyp/5VfuTM+Wsu/bNnTc+ZfYu5fO0Ou/YdI563F7Wrl43StyqK4RHlVouVF6+CSJIogWNv6LUb92jSfhDXbt5DFEGlUmKz2ZyU1uWjy8mQzjm4zmAwMXrKYv4c7zmTU1wkIrPU95QJ7WtDoVCQMGECgoNDMRrDrUMqlYokSRIxY9p4MmRMR6IYlI5dsPBvhg8fjd7w30ekQqGgaBE/Vq1cENviS4r5fSTF/Gn5uLm0E59XLlmtRDFcOWvQe8x49exFIDmKNKRg3mysXTwKCM+wpZDLGTpqNuOnL49yxQzhX87u/K7vKl+jycyb4FB0Wg1eOo1TycfoIIoiE2cu57eRc1wKVPgm8GHin73QaNQEBYXg4+NF1fLFXFboh4+dJ6BpL4xGs0M2rUbF6gV/Ua6U68r4/KWb3Ln/mLw5M5MhXUq3Mk2Yvow/JyzEarUhk8vo1bkpP3dqTNYf6hP4OtjFt66Qy7Da7Gg1aor65WbD0jEu6RJv332En3+rKAPnJCQiEAQBmUzmMaBLEATUahUTJ/yF3W5n9uyFvAkOIUf2rFy7fpOHDx+TPn0afh3Ym/Llo+d2Kl22Gjdu3HY5rlIpOXPqQCzWhw9HUszvISnmT8vHzGXEatmdYhYBWRS6b8eeoxQrnNcpa1Z4f5F23X9Hp9Uw8reueOk8m7aiu/o1mc3IBFm08/a+T2BQMNUb9eTGrQeE6Q1vC1XI6d21Gd07NMRLp+X0uWscPnaOn36sj+LtSv9d2c6cv8Yf4+Zz8fItcmTLwC+9WlP4vWjroDch1G7elwuXb6FQyDGbLVSvXJIFUwa7mMtFUeRNcBg3bt1n9uINbNx2gKoVirNl5yGXpCUajYpyJf04ePQMoWEGdFoNY4Z1p00z5z2j0+etodegCR80RxLfJwUL5kMfpufqtRuRtlMoFOTNmwv/cqVIkzoVA34Z6lR1SqPRMGP6uGhl5SrkV9Zt9LZGo+bggW2kTuX6MfsxSIr5PSTF/Gn5VIoZoq4+GFk7q9XG6CmLSZIwAS0aV0elVLgEgVltNhCJlrL9EPP1+/0tFivrt+7nn/0nSJE8MW2a1iBt6uRO45rNFn7qO4r2LWtRuEDOSKOoRVHk7IXrHDl+gXKlCpEzWwaadRjC5p0HMZv/M8tqtWoG/tyKvt1aeLwvURQxmS30/HUcS1dux+LG19qzcxOa1q9M8So/YrFYKfZDHvasn+Y0VsufhrJ6wz8fOk0Sn5jEiRMREhLiYrn5klSuVJ506VIzf8HSaLkT1Go1VqvFbZlJ3wTx6de3BzVrVo101fvLr8NZsnSlS87rVKlScOLYnlgPAosrivn72ZMh8cFY8RxQZUfmtlJUdJHLZfTp2px2LWo5KWVRFDl59gqLV2zl0NGzsVLk4dipSwz6YwZ6g+dyiYIgoFIpaVi7AjPHD+S3/u1JlyaFywtAqVQwpG87mnUYwpkL1z1u1RJFkQXLtlC1YQ8G/TGdSnW7odcb2LTDWSlDuO935oJ1HuWK+H+NWkWz+lWc8hBH4O2lpWTRfKRLk8IRpa5UKFzG8vHSIXNj6vgGSzx/laRPlwaFQhlnts3JZDLCwkIpkD8PXl5e0UoMEr6P2X1xiddBbxg2fBQ/FC3PseOnAAgKesPadZtYs3YTQUHhpV979fyJxIkTotWG5wFQKhVotVomjPvzs5ai/dxIKTklokREhh5vdKJzjlszGswo8SbyL0xBiIiEdqcIBBfFEaY3UKtZH86+E4SVMnkS9m2aQULfeFHL+96qWRRFfv5lHEtWbsdgNCGTCfTv0TJS03lk2Gw2uvYbw7K1O1DIFZSp3pHK5YuydOYwtwlKmtStSMkieSlX6ydkggyzxepRkUc3n3aJIvkoXDAXx05edPiJNWoV2bKko7J/UeRyOSWL5mPLrsO0blrDpX+rJtVZsW6Xy0eKXC6XIp7jACdPnUWpUDgqsH1p7HY7J06e4czZiyRK5It/uVLs3XeYoKDI8wdEhuFtcFj7Dj347X/96d1nEHJ5+LvAZrMybswf1KlTg/17t7Bs+RqOHDlGhgzpaNWyCenTp421e4uLxI3PMYk4jwUtwSTEiBdGdISSAAM+2NBgQBfpqtliscbIJPe/v2Zz8uxVwvRGx/9u33vEz7+Mi7SfKIo8feZa6/XfkxdZsmo7eoMRURQZM2Up0+auRm8wRqu84PsvnnHT/mbl+l2YTBbC9AZsdjt7Dpyk329TXPpGBMSEhhno3KYuRQrlxNtLS4J4rmYsQRCoVK5IlPJEtN2wZDSD+rQla6a0ZM6Qmr7dW7Bz9WTkcjkGo4nHT19So1JJGtWu4NK/SKFcDOzZCrVahZeXFo1a5QjKk4gbWNykcP2cyOVypy2KJpOZsLAwHj9+SliYnksXjtC5U1uUCoVb600EUa1sQ0ND6dnrV4xGE2FhYYSFhWE0mvi51y9s3ryDW7fv0P7HliyYP43/DelPunRpOHb8FBMmzmDxkhW8eRMca/ccV5B8zN8Jn3ou1YSiweBiCrVYrLTpOoxihfPQpH5lEiaIesWbPHtV3gS7VqBRKhUE3fnHo3lPFEXMZgsqlXPu7L5DJjF17moXBZvINx4TRvSmfq2og1DeXYWnz1+LZ88DXdpoNCpe3dzlJN/N2w+o07I/T56+QCaTYTCa6NOlGRNmLHfJeCaTybh0dDnp06SIUp6osFisXLt5j9w5MkXa7unzV+w5cJL1W/eze99xKUpbAgj3D//cvRPTZ85zqb0M4QFex4/9Q/36LXny9Dlmsym8WMx7z5hOp6VWzWps277bYZ5+nwil7s5dpVarUSjk+PomYMniWWTKmJ627bpy+MgxTCYTarUaQZCx/O85+PkV+Oj7lnzMEt8UJrywoAqP1H77v5u3H5K1cH3Wb9lP/9+mkLlgXe7efxzlWJ78yTabLVLTnt1uR/le8BhEpL10/Wo3mS2YLTEPrgkOCXN73Gy2Oslus9mo0qAHt+48JExvJCRUj9VqY9TkJW7TkGrUKt68iZ2SeEqlIkqlDJA8aSKa1KtE0kQJnJRy1QrF+Xv2cFbOG0HtamXivD8vrvhivxXkchllypTwuDVKFEUGDfqd+w8eYTAYsNnsjo9XuVyOj48ParWazp3aMXbM71y6cJQ/Rwxx6+pRqdQeLVcmk4mwMD2PHj2hYaPWLF+xlsOHj6HXh19TrzcQFhZGu/bd44zZPzaQfs0SH4HIf7UZBfTEJ5iEhOGDHm8atx/CsxeB2Ox2bHY7BqOJOYs3RGmiq+Rf1OVFKwgCxQrncdpK5CTJ20Qc7l7QzRtWQaV0NbXZbHaqVSwRnRt1UkzFC7tPCZgtSzqnF8/Bo2cJDglzWUV4eoEoFHJCQt0r/Q/FaDSxeMVWWnb+jV+GT+PWnYeOc8EhYcxcsI5uA8aQJ2dmRwKXySP7sGj6/6hTvSwBVUoxe+IvLJ7xW6zKFdt8Cy/luPJxodFo8CtUgIsXrxAWpnfbpmDBvOzctdelYpooishkAs2a1qdG9cp4eWkJfB2ETCajebOGbpOLlCxRxONz/e64er2B2XMWOSUbiSAsLIyLl1wrw32tSMFfEjFGhhUdIcgJfygtqDDgg4gMETlW5Dx89Jgbt+66KKVZC9fzU9v6JE3i63gYjabwWq0RwVijh3bj6PHzhIYZ0BuMaLVq1ColU0d5LnpusdoIfP2G5EkTuZzLmS0jg3q3ZejoOchkMuQyAbtdZP7UISSIH/OqRj06NeboifOYzVasNhtyuRy1Ssnkv/o4tXvhJmd2BHKZzKkWNISvsAvmzR5jeTwREqqnTEAn7j94QpjeiFKpYOaCtfw9+3eyZkpLqeodMBhN6PVGvHQaVEolGbOkomn9yui0/1XD8vbSUdm/KCWK5OP+w6e8DgqOdpCaRPSJCx8XgiBQtUp5mjdrSOOm7Ty26961I63bdnF7zmKxsmjxcvR6A1u2qpkwYQbr1i4hLCyMwNeu5ux9+w5Rt24A69ZvwWg0egwms1isbkunxgSbzcb0GfOYN28JIaFhlCxRhCGD+5EhQ7qPGje2kRSzRIwQsONNEAKiw5+sFM3ICeKZQcPmTTu4fecet27dcWuSDgnVU7J6B7q2a0C1SiV48yaEWYvWMeq37ui04dm60qRKxoXDy1i6ajunzl0ld/aMtGhUjUQJw6vRuNurbLPa8PHWedzH3LldPU5fuEapovnQqNXUqFzSMV50ef7yNQ3b/sK5i9fDg6QESJs6OWVLFOTnzo3JlCG1o63FYiVv7ixufbY6rRrfBPF4/SYEvd6ITCZDrVIyYUQvdB7KQ34IU+es4s69RxiNZodMFouVdt1/J1+uLLwOCnaYEMP0RuQyGW2bBbhduXnptPiXLsSYyUtRKORv8xbbPW6HiQzZ2w8jibiHKIqcv3CZOfMWe9yrrFIpCQkNxb9cKXbt3ue2jf5tHnaj0YTRaKJHzwGULVPSkabT6ZpArlzZadK4HuvWb+bmzdscPnLM5bdlMpko8kMhnjx5huG9VbOXlxe5c+WI8v569f6VTZu3OxKe7Ny1lyNHT3Bg32aSJUsaZf/PRawo5tevX9OvXz/u37+PSqUiXbp0DBs2jIQJE8bG8BJxhLt373Pq6H6a1C7rpEAEAbBb6durLzv+OerR/AWgVMh5+fI1v/4xnV//mA5A9UolXHzD8Xy86OyhFOC7e51tNhtmi5UV63bRrH4Vt0pZFEVeBr5h0/aDjPxfV1KlSBLje7//8Bn1WvXn6vW74QlP3vLyVRBN61cmR9YMGAxGTly8QeJECdh/+AxBQcFUrVCMfw6cdFSV0mrUZMqQmh2rJ7F+y3427zxE0iQJ6dCqNgXyZIuxXJ4QRZHVG/c4lPK7mExm9h06hf29lYnNbufS1dvI3Mzh+i37GDvlb6cPDaVSEWPFrFGr3PrXJT4fUX0Y3b//EC+d57KaZrOFyVNmM3rkMI+K+X2uXLlOBf8yKBRyF4Uvl8vRarX4+RXAz68AQW+CyZnL/e6Edes3kzVLJm7euoPRaEKtViGTyZkza6JHV8CjR08QEREQ2LBxGybTf79hu92O0Whk7rwl/DKwV7Tu5XMQK04NQRD48ccf2bFjB5s2bSJNmjSMGTMmNoaWiCM8efKMylXrYzUb3K7qLBYziX19IlXKAPF8vFGpnBOWJE6U4IP8a4IgoFAo+GPsfLQatcctGyaTmV6/jsdstjBjwdoY7bt89iKQcrU6k7dkEy5eueWklAH0BiMTZy4HwGqzs2j5VsZOWUrqFEno1KYuK+aOYP7kwfiX8sOvQA5+6/8jezdOxzdBPFo0qkYxvzyU+CEvWTK6lrX8UCLuz8vL/T5tm82OTO5+vrftPuo2w9rYqX+77HmOSTGJon65OL5rHplj8T6/BHHFD/yh1AyoxtYtq1j29xwSJ3Z1+wCkSZOKUqWKoXQTlxHB1avX2bptZ6Rt3sVms1G+fFm3iUlE0U7VKv9t6QsNDfVYJc5oNHH58jU0Gg3tf2zJb/8bwKkTeylcuKBL22vXb1K2XA1KlKpCqdJVCajV2O12QLPZzMmTZ6J1H5+LWPmVJUiQgCJF/vvCyZ8/P48fRx19K/H1MHvOAoxGA6fOXXWbgMJqtXHxyq1Ix5DLZbRoVNXl+KF/z7lUjgLX/cOezgVULsnVG/fcmo3NZgv3Hj5l667w0ogbtu6PkUKp07wvJ89cwRRJ5rEnT18B4dulxgzvwcj/daV8mcJoNGoEQaBm1dJsWTGeg1tm0b1jY3RaTbh5b+BYhvw1i59/HU/2Ig25duNetD4azGYLj5688Lg3PKJ4R6fWdVw+omQygYzpU1G3ellU7ylgtUpJ1QrFgfD5NRhNvAkOxWaz8eKVe395VIpKrVYyd9Ig9m6cwbMXr6P8jcRlkidPFuej06Pi2fNn5Mubm7JlStK/Xw9HRq0ItFoNA/v/TMcOrYkXz3P8hSiKLF6ygjy5c0T7Y6Vzl960bt0UtVqFt7cX3t5e6HRaZs+aRIIE/7mVkiWN3KJltdl4/TqI48dP0bJFY+LHd92CqTcYqFO3Oddv3MJkCjenP3nyjDC968JBLpeTLVuWaN3D5yLWP//sdjvLli3D3z/qvaESXw/Hj5/GbLaweuM/LkrUarVy6cptjhy/QK+fmjJ9bH+3WbVsNjvL1+4idSpnX86tOw9Zumq7U0BRRJ1ks8VVIb5vhvMrkBNvnRabzeak2Kw2Gxu3H8S/1k+OwJpbdx4REsWqPoLL1+5w7eb9SDNhqVVKKvuHf5Qq3gaBeXlpI32Bn71wncoNejBv6SZEUSQszEDg62DadB3muHd3hCdHWUKqXDXIU6IJqXJVZ9joOR6DhhrXrUSTupUddYy9vXSkTJ6EVfP/ZPyIXmTJlBZvLy1ajRovLy05s2fkzyE/ORS7Rq3irwkLmDpnNaWLFXD/8eTh2jJBQKlU0KtzU5rUq4TBYKJph8Ee5+Rr4OnTZx63D8UVovpwSJ36vxKgzZs15Pfhg0iePNnbcykZO+YPatSoQpIkifln13qXGujvEhISyujRw0iSOBHe3l4ulrD3efjwEQsXLkMURfLkycW4sX9w4dxhyvuXdmonRlTHiYQIX/iZs+fdnt+2bTdms9nlWZLJZC6rdpVKRfsfW0Z+wc9MrAd/DR8+HJ1OR/PmzWPUz9Nm6yRJYh41K+Gej5nLXLmzcfbcRado3QhEEVZv2sOvvdvQs1MT1Goly1bv5NS5K4Tpnc2fz14EUtQvF9dv3nd6aLr1H8P+w6dp37I2PxTKhUatcrwUwn3J4dutvL20HDx2hlJF8gMR5mw5Xdo3cJFLANZu3ovBYEKtUmK12UmeNCEWD6vf9wPHnj1/FemLSa1SktA3Pl3bN3TIEh0atfuVB4+euVz78rU73HvwBLVKRfJkiVzGm7N4A3+OX+hkUp44YwU6rYY+XV2fN0EQmDKqD326NuXoyYskT5KQ0sULOF5MJ/5ZwI49x5i5YC0XLt8kLMzAnMUb6PpjA4dboGv7hpSs2oENS0ezZddhQsMMDouDUiF3W0Qjd46MgMCr1284c+Eax09fIvD1t5ed6VOiVqtJliwxDx48jrbrRS6XIwhE+iGZJXN6p/dAj+5t6NG9jdugySRJfChduhh79hxyO5ZSqcDLS8Wd28fZsmU39+4/5Pad+8ye7TlwLCLo6tzZC1y7do28ebOSJ3d21Or/thmeOn0epUqJ0RR5shubzUadus3p3asTw4b2dzoXEhLk5EuOwG63kyd3dq7fuI3NZidLlgxMnzaKIkXyON33lyZWM3+NHDmSa9euMWPGjCi/nt5Hyvz1afnYubx69TrVajSkf/cW9OvewuUhDtMbEO0i3t7hQSMWi5WDR89y5Ph5zl++yabtBx1tkyVN6DZzFsAPBXOyY/Ukl0QEoihy/dZ95HIZJ89coV6Av4sv1FNE9sUrtzh++jIatZK6AeWwWW2cu3STQvlzoH6rgNz1fR0UQoYCtV1MxjJBIEniBLRoVJ0eHRuROFGCSGbOlayF6/Hg0XOX42qVknMHl9Jj4Hj+njUU3XtWh8yF6vLoyQuXfr4JfHh8eWuMZIDwF1up6h25cv2OI0gsoobzlhXjEQQBm81GlsINUMgFfmpXnyvX73Lo33MY36b8fJ9ECePzKtB5S4xMJtCsfhXWb91PSGj0rBUS4RWmevX8ieG/j8ZoNH1wTup3yZ8/D9u2rIp2+4sXr1C5aj23VhmVSsmJY3tI+o7p2WKxUCOgMecvXIrW+N7e4aVgfx8+iEYN6wBw+/Zdyles7TaC2x06rZbFi2dSvNgPjmNHjh6nRctO6N8zXXt56Zg5YwKlShbFbDbj7e28IPzmMn+NGzeOixcvMnXq1BgrZYm4T+LEiahfryY3bj9gy87DLiY9u110Wl0qlQr8S/sxqE9bls/9gzrVywLhfuYXL4M8XiegSmm3QVyCIJAhbUpmL1xPnpyZY1RvOXeOTLRtFkDT+lWQCTIEmYzA18EMHDaVm7cfEPg62OULXxRF/hg7z2XfpEqpIEXyxJzet4RhAztEqZTdvUyb1qvsshIXBIFsWdLR/7cp7NhzlP1Hzrj4zJ+/cO/nfR0U8kEm1u3//MuNW/edIrcNRhPHT1/iyPELQLjp79yBJST0jc/AYdNYtHwrt+8+cquUARelDOG/jWVrd0rFMWJIaGgo8eLFY9zYEfj4eMeKfzsqf7DFYuHQoX/5Z88B9Ho9uXPnYMqkUS79VCoVFcqXdVLKAMEhoSRJmjja8oSGhhEaGsbAX4Zy+vQ5ADJmTE/GjOnduk7cYTAaWbZ8jdOxYkULky9fbjSa/yx8GrWarFkzU65sSVQqlYtSjkvEimK+ceMGM2fO5Pnz5zRu3JhatWrRpYv7zecScQu73c6jR08IDX03FaSIHDNq9KjQc+b4AYoWq8Cq1etZumo7bboOw792F4zvKA6dVu0SsRyBTBCYM+lXMqRLiVKhQOMh4hJ46yd2f06lUlKmZCHOXrge6Us+spWFSqVEp9VQoUxhOraujVar4cLlm+zad8yp3exF65n/92an7UCCABkzpOLfnfM8Vrl6/9oRNZTfpUv7Bk4vHaVCjkql5PHTl2zYdgCABm1+ofuAsZw6exWbzcaeAydJEN/9iyRj+lTRKsP3PsdOXXSbKMRssXLizGWH/N5eWvZvmhGpWT8qrFYbiRIliHZZyVrVSjN2eA/aNA344Cpgn5t3lVdkRR2ii9Fo4ty5i/TtN5jg4JCPXjHrtFoK+xWgWo2G5MhZhJq1mnDkSPjv/sWLl/Qf8BuZsxaiecuOdOrck9x5S7B+wxbq1KnB7FkTSZYsCWq1GrVKRa2aVZk8eZTT+KIo0qBhaw4cOPxB9zp7zkLH3wsXTCNdurR4eenw8fFGrVZRoEBet79BURQxvrdjQBAEli2dQ+9eXciUKQMZM6aje/dOrFm16KuIrJeKWHwnuJvLzZt3MPDXYYSGhmG326lapTxjxwwnodrIwUPHSOQbj+xZ02EyWTAYjDx6+oLQMD0yQcaJM5cpX7owBfOFZ6qy2Wxs++coFUoXdpsP12y2MG3eGhIm8KH7wLGYTOF+XrlcTs/OTejUpi4+3louXrlNkUK53Coau93Oui37+GPsfA5unfXRL+x3zdcGowntO3LnKt6Y23cfufRRq5Q8ubINrdb1HqNzPYCu/UYzb+kml/N5cmbi+q0HKBVyh0LXaTXIFXKCg8MI07sqUa1WzZIZQ6OdWjQCq9XK3CWb+GX4VPQG55W5t5eWqaP70fCdqlSiKPLbyNmMmrQ4Rtf5EPxLFeLv2b8TP543NpuN4FA9RSu25f7Dp5/82h9DsmRJKVKkEGnSpGL58rW8euXeXRNdIp6Bjw04EwQBjUZN9mxZuXL1upOJWKPRMOjX3vz513i3Wx01Gg17dm8gQ4Z0bz/iH3P4yHHOnr1A2rSpadigtmPb1YkTp2nS7Mcot0x64ocfCrFh3VLH36IocvbsBV68eEmatKkJCw2jQaPWTgsCAJ1Ox6SJf1G9WqUPuu67xBVTtqSYvxPen8uTJ8/QsHEbRzAGgFqtYswffdi5+yCzJ/yCl07r8oUaocwifjYR/20wmihYtgWD+/5Ik7oV3X6VRvTp8PMIVm34B5PZwtxJg6hVrbRDyVqtNixWKxq1ysV0ZzCamL90E5t2HMJqtTH5r95kyZQWQXA10XnyN7uTafOOQ8xetB69wUTD2hVo1bgaGQrU4XWQa8CSSqXk1qm1Hk3YUV3XZrNx9uJ12vcYwZXrd53O+ZfyY+ns4WzbdZgc2TKQJ0cmVq7/h279R7sE0UF46cbf+renbMlCUd7nu5gtFnbuOUaxwnnIWayRU1EOQRBI6BuPmyfXuHxg7TlwkuqNe8boWjElaeKEXPl3uZN/XRRFzl28QbHKnlNExhV0Oq0j69XH4s7a8iGEF3ARUKlUbv22KqXS7e4HCK8i1bXLj/Tv9zPBwSHUqNmYR4+eoNfr0WjUyOVyVq9cSP78eVi9ZiMDBv4WqWJ+NznQu2g0anr17EK3rh2cjr95E0ynn3px9OhxFAolVqsFu92OKIZ/XOp0OkqXKsbcOZNjZSUcVxRz3F/TS3wUd+/eZ+iwkdRv0I5588Lz1QL88ec4J6UM4Yk4Hj18RJXyRdFq1W7NRhEPVsSWmoj/VirkDOjRit/HzHWsht31FQSBmeN/Yc3CkQwd0J56AeWcVr4KhdxFKZtMZux2O3KZjFZNarBy3h9M/LMXNZv3oX6bAR/18ur7v0m06TqMXfuOc/jYOQYOm0rpGh0plC+724pUKZIlijSVZ1QfA3K5nNQpk9G3a3Mqlf0vWMVLp6FpvcoEB4fRuG4l8uXKglwuZ+X63W6VcjwfLwb3aRdjpQwgE2RkzZwW3wQ+bF81kcwZUqPVqNGoVeTMloHd66a4Db67evNujK/1PqlTJiVZEs8ZAYNDQzl78YbTMUEQyJc7S7R9rHK5jFZNqjNmWPdI3SafgthSyiqVKlaUMoT7+CMyXLnDk1KGcOUXUa5x8pRZ3Lv3wBFQFV4/Wc+PHXq8jXbOgT2KTHBKpYJuXduj1f73zKtUKhInSkTLFo1d2nfo9DNHjhxz1II2mcyOnNleXl506tiaeXOnfBXm6Zgg5cr+hjlw4Ait2/7k+CHv2LmP6TPnM3bMcBRY6Nm5CS8DgzCbLSgUCvYcOMHWXUeYN3mQ22pMkaFUKqlWqQSd+4xk5sJ1/NiiFt4eMk/JZAL+pf3wL+3n9ry7lbLRZGbxiq0sX7cLjVpNm6Y1mDl2ALlzZHJr9rbZ7W6z/LzL3fuPmbt4o1OKSL3ByPlLNylaODdajQaD0YjdLiKTydColUwZ2fejgnAMBiMz5q9l6pxVmM0WZDKBPDkzEc/bm5/6jUImCGi1arJmSkv6tCk9l5i0WCNNehIZcrmM9GlTIpPJKJA3G+cP/c39R8+QCQIp3m7Ten/lb7ZYmb1wwwddD6BQvuzMnzqE1CmSIMhk9PplHPOXbXFpZzJZ2LzjEMV/yOtyTq1Wuk0x6nJ/MjlHjp+nfoD/V/vCNpvjRtpSnU5HhQrlANiwcatbuR49ekzhH/yZN28KJUsV4+DBo24/AuRyOQUK5GPggF4U9ivIzNkLCQwMpFJFfzq0b+WSKOTJk2ccO3bKYxnYsLAwpk+fR+HCBSlbpmQs3G3cQVLM3yh2u53uPw/AYDCiUMgZ3LcdnVrXxcdbh95gpMLSUSiVShRyeXjwhNGMIBOYMmcVt+8+IkfW9DF+qZlMZvp0bUZIaBjT562h109NHErzdVAIr4OCSZs6GQpFeF5su93uVsnZ7eE5sCMir3VaDeVrd+HStdsY3vpDz164RoNaFShbshA2mw2bze4UcPP02UtSp0zmIt+qDf+wY8+/pEyehMSJ4nuM/Dxx+gq9uzQjOCSUE2cuky1zOn7u1Jg8OTNHOQ+Xr91hwbLNtGpcg+xZ0jr5CvUGE7MWrnNsG9Jq1YSEGrh87a4jMtxoMnPs1CWOnbqEWqV0u1/YaDTRrONg5k8ZQu1qZaKU6V0iLBzv/p0udXKH7K27DGPbyvHE8/HGLtqxWm107j2Sqzfuxug6EO5iSOQbj60rJxDPJ3xrzKSZK1iyaofb9nK5zG3sgMVq9WiJeR+zJTwz2t37T+JExaavFZlMwK9QPrQaDWvWbvIYlAnw+MlTGjRszZFDO1i4aBmLl6wgMDAIm832NgOejGTJkjBj2lgAKlQoS4UKZSO9/ouXL1EqlW73I0dgMBoZOWriN6eYJR/zN8rdu/fxr1CLRL4+jPv9Z8qX9nPZF+sOu93Og0fPSJMquVtTrifMZguCAHZRRC6TY7PZEGQCJpOF9j3+YPs/R5Er5KhVKvZtmk6mSCKJw/QGZi9czw+FchESqickJIxOfUYS9l4EsUajorJ/UbbtOoLVZqdgvmxMHdWPvLky8+/JC+TPndVhktXrjZSt2Ynbdx8Rpg//WJHJZMhkgsdVmFaj5t75jXhHkcnrXVau20Wn3iMxWywolQr+HPwTzRtURafTsHPvMXr+Op6795849ZHJZJEqELlchvJtiUy5Qo7RaHJEi2s1aq4eX0XSxK51bmOKwWBk5sJ1rNm4l0vXbpMzawa8vLQcP30pWivVd8mYPhVTR/WlVLH84UmcxHA3xb0HT8hfurnHQhZyuYzT+xaTNVNaxzG73c7oyYv5beScGMlQp3pZMmdIzegpS2LU72tHEARkMlmsZSmTy+Wo1SrMZgvi29rq7tBqtQwbOpDmzRoSGhrKqtUb2LfvEGqNmjq1a1ClcvlIn6PLl69x4MBhfOL5UL1aJdRqNbnzFovSPZAgQXyuXDoWaZvoIvmYJT4p8by1/LNuMhcOL6NG5ZLRUsoQriTSpv5PKUeVr9pqtb01ycpQKpWoVeEZu9RqFUqFgpad/8f2f45iMlvQ643oDUbSpEzmIZm9yKWrt6nRuBcDh0/j+YtXlCqajz0HT7ko5fAOsGXHYcwWK3a7nZNnrlChThcePXlBruyZuHrzniM5yKyF67h5+6HDXxshd2QKR6lUcPHKrWgrZVEUCXoTiuGt4jQazfT8dQLp89di2Oi5tPrpNxelHB00ajW/9GrNiME/MXpoN9Tv5gkQwis/fSiOso9hBuyiSIdWddi8fBz3z20kb64sHDhyJsZKOZ6PFwc2z6RUsfzI5XIUcrkjXmHTjkOIkeRbtNnszJi/ltAwPRaLFYPBxF8TFjF01NwYyaBUKEiTKhm/9GpNQt94fN0ZrmOGKIpkypj+o7a3vYvNZkOvN2C1WhHxHEdhMBh4/vwFz549p2Tpavz+xxh27trLzp176dFjAJcuXfUob+8+g6ge0IgRf41nyP9GUKhwWU6fPsuA/j2d/NHuSPNOmtFvBUkxxwH0ej337j3wWJQg5oikSywjb67MbqObo+Ld9pH1FQQBg9HEH+Pmu2xhAHj89CV7D5128oXG9/HC01vyTXAofv6t+PfkRQRBQKvVotNpSZk8sdt9oWazxWXvtNlsYeyUJcxfuokFf292JENZteEft0UuIrMKmM0WUiRzX4HHHYIgUKdGWZfjYXojp85ecWsK1KhVbsssvi9j1szpaNM0gCPHLjil5IxIVRoZoih6/MAK0+tZtmYnLwPfoFQq0Gk1xI/njbe3jtHDulGiSL5Ix3aVVUaTepXQaFRuP75kgoAQhZqcPm8NybNXI3OhuiTLXoXhY+bGOBBKoZTTvmUtNBo1/6yfSvas6WPU/0vzsUmaHj95yqYNy5wSbMQGdrudxIkTuX0edTodfoUK8PuIsbx8+cqx0jWZTISEhtL95/4ufSC8JvL6DVswGo1YLBb0egN6vYF2P3anVcvGzJ41keLFfiBhQl+3rqdr128wb/5SNyN/vUiK+Qtis9kYPOQPcuYuSumy1cicpQD1GrTkwYOHHzWuAjMy7B+UdCKmeHtpGdy3ndsH9enzV46UlxG8eBXkNi2jKIp4e+koXCCn4+9JM5ezcNkWUqdK6vaBfL+eMIDJbGHGgnX0HzqFmQvW0arLUHbvP4GPt/v6sp7q0goC5M2dhfRpU8YoHaJC4T5sI56PN4un/0bvLk3p0q4+KZIlwkunIXPG1LRoXNVtDvIIZDIZFcsUpueg8SxZtc3lXNXyxSOVyf7W/Pj+PZhMZhYt38qYKUtIkyqpS8CfVqOme4eGjr/VaqXLv2cEVcoX487Z9YQ+2MeIwT+59ROLokjNqqVdO7vBZrPx/OXrGFUCi0Aul5E6ZVJ+GzmbQ/+eQ6tRR1p/OK6hUqnImCHdR41helseMbppLWOCUqmkSBE/p8pUWo2GfPlyU6pUMXbt2uvWjH7lynVOnHAur/jmTTC/Dhru1lxts9s4duwU5f1Ls2b1Ii6eP8KPbV3TAZvNFoYNH8XLj9w3HpeQFPMX5K+RE1iydCUmk9mx+jty5DglS1fl4MGjHzyuEiNRlmf5CN59wQuC4GSqfJesmdK4TXU5cNhUTO9Fd0YUo1gwdYjj2L7Dp+k1aAL9/jcZlVJJ/Hje+Hjr8NJpSJ0yqcvHQLLEviiVCucKU1YbzTsOoU2zALzeK4HoyRqgVCooWTQ/axb8hSiKmC1WNm4/6JQFzNO8xPPRMX/KEKeIdJ1Ww++/dqRy+WIMG9iREUN+4uqxVaxbPIqDW2YxZWRfRg/rTo6s6UkQ3xu5XI63lxYfbx0JfeOx8e8x6HRaNGolOp3Gse1Mp9XQrX0DsmZOG4lU4co7IrI14t8jJFTPw8fP+WPcfJIkSuB2LmQyGSmS/Zde0dMHGIR/oCVPmsghl7sPGYvFilwuo0+35tFOt/gh2Gx2btx6wJpNe6lcr1t4Sc2b9z7Z9WIbs9nM1Ws3om4YCXbRTt/+/4sliZx5/vwFSRInpkf3juTMmY0cObIyYEBPli2dgyAITgUp3qffgPDn+82bYHr3GUTOXEV49Mi9e0cQBOyi3envkNAwt78thULOvn3ui21ExvsV6eIKUlT2F8JmszFv/hK3JmCz2ULjpu3o3asrXX768b2i4SICIiLhSQMABOzIsSAiw4YCmc2IoHCf4CM28u26G8PdMR9vLwb2bMVfExY5zK9yuYytu47w5k0oSd3sZ82QLqVju47dLjqZbTOmT8XCaf9Dq1GTM1sG6rbsz77DpzAazWRMn4pihfPw92rXaF9BENBq1LRpFsCcRRvCV7UCxPPWMeHP3rTrNpwwvRG73U6HVrXp3rERmdKndvT38tISUDk86jPiId69/zibth8ino+O5g2rkj1LegRBQC6XU7t6GVKmSEy9lv2xWK38OeQnMqQL94PJZDJUb6PdSxTJR4+BY9l36DSZM6Zh2pj+FPXLTUiongNHzqBWKyldrIBDGY77vSf1AvxZsW63w2Rc1C93pP9WEf/mEStyuyiye/9xlq7awbot+7BYrGRMn8rtv58oity5H15XvVjhPKRPnQJPOTXfDwh6fzyjycyFSzcpXaNjpPLGNu6sKp8KlVKB+QNW+J+CqD4iI4gq8NAdVquVtes2IZPJ+LFdC/43pL/TDo5mTeszfsJ0t31v3brLy5evaNCoDTdv3or038dgMJI8mfPOCq1W41bmiDKl0eXs2Qv0H/gbFy5cRq1W0ahRXf43uD/w5StLgaSYvxhGozHSvYp2u52Jk2awb99B1q9bGv5Cx4DSFowo2rHb7Zy/+oDUadKSwleJiICAiB0Zgtz9y/NTFnn3NHbfbi3IlCE1Y6cu5fmL15QtWYiUyROjjGSfdPnSfuzef8Ll+NNnr/D20pI9S3oAls/5nd/HzmfDtv0MG9iRjdsOePz6PX3+Gg8ePaNQ/uxkz5yemtVK41+qEAqFguO75/Pn+IUc/Pcsv/Zq4/LBIH/npWO322nafjC7958gTG9AIZczbe4axv3+M62b1gDC/cYlfsjL/KlDKJAnG6lSuC/8rjcYsVhs3LzzkJt3HnLgyGkWTR9K9UolKFUsH6FhBqcVqiAIlCyan5JF83ucu3eJUMqvAt84MnqpVUoSJ0zA2k17UKlV+CbwYfgv7pWlIAiEvs3iVCBvVkoVL+BS1APCk6M0rlMxUjkWLd/KL8OnRUvu2EatUmG2WD75yqhzu3os+HsLBqPJ497buIZSqfjg2Ba73c6ixctJnSol7du3chzv0b0z06bP9TjuseOnePDgYZRFTex2O9UDGrJ543KyZ8+K3mAgIKAqfy9b7ZIcSRRF/P2j5ya5d+8B9Ru0IuydRCnLl6/l8aMnbNsaN3zVkmL+Quh0OpImTcLjx57z/5rNZk6cPEO+AqVY/fdUCuVIgUIhI8IDUTBXOgSZDEEA4a3pWia63xsMriboyNpEpcQPHj3DnCUbCQ3VU7+mP43rVvLYp26NctStEZ6kIExvIG3emqjVKn7u2BjdO+Zlszl8i9GaRSO5dPUOj5++YPKslew/fDr83mQypwjhl4FvqFaxOD07N3EonY3bDrhkytIbjEyetdKx+j5z4TpXrt/Bv1R41qz0aVMyc/xAlzlyx9ZdR/jnwEk6t61H9w4NSZDAh7Pnr/PL79OoVa0MvgnCv7jlcjk1KkVjb+U7U6Y3mPj5l3FUrVAMH28vvL3c+8XfJ9y64BpTcPXGXdp2+53rN+9TrlQh8uXOQstG1ciWOS1DB3QgXdoUVK9YApVK6daaYrFYCAkJf3nde/CU6zfvUa1CcbbsOozdZsditaHTqqlUrig1Knu+V5vNTv+hk2Mc3R1biIhU9i/K9n8+3D0UHS5fvcOdM+tIkyfgkylmQQj38coEweOWs5jwIT78dzEaTcyYOd9JMavVKrp26cDkKTOd5kEul1PYrwD37j2I1vzY7Xb0egO//DoMmUzOseOnAEiRIjnPnj1DoVA4Vs/z5kxBp4ve8zJr9kIXV5rJZOLgoaPcuXMfb++P33r4sUj7mL8gW7ftolPnntF6OI7umEv+PFldjn+IedpqtSGXy1z6iaLIgSNnOHP+Gh1a10GtUiKTubb7a8JCRk9e4lB0XjoNbZoFMOq3blHK8jIwCLVKhVwu8OJlEMmTJsJqDU9C8CY4lIS+8ZzycZvNFgYMn8bM+WsZ9Vs3uvxYHwgPXJowYzkTpi/DZLbQqU1d/hjUmVY/DWXb7iOOvcoKuRyrzebyde7lpWXmuIHUCygXo7lr3WUYhQvkoHXTGk4BTnq9kSMnzlOhzA+R9HbGYDSRrXB9XrwKchxTKhXcP7+RBPFjZlIzmcy07T6cPwd3IW3q5ASHhJG9SEPSpErKluXjHStvlSr8pX7/4VMyZfjPXG8wmsIjxN+xDoiiiNFkZvnanXTtNwYvnYZxv/9MyaL5WLZmJ0FvQqlWsTilixcA3H/MiaLIzTsPyVuyaYzuJ7aQyWSUL+1Hi0b/Z++so9s42i7+WzHYThxmZmZmZmZm5jTMTG2YmZmZmZmZmZwYxdJ+f8hWLEsypEmbt1/uOT2NF2ZnV7vzzDxwbxVadB75U68lk0l5dn07qXPV+qkSlyqVgr6dmzBu2vIfxqf9d6BWq3n62Dmpy2g00ax5B65eu4HNJiKVSlCr1cSPH4/79x/GqM/2umzB4Z6XSCTEiuXDgAG9iOXjTbmyJWMk4VirTlMuXLjist3H25t16+aTJ3fMaW5jit91zL8wqlQuz5pVC4kfP+qSnGRJE7jd/j3uaUGA128/upUozJMzIyMmLaJi3e7YbK5G//1HPybOWOkU+w3RGVi2djenzl2P8tpxfWPh7aVBo1aTPGlCLBYLEqkEqVTikFIMz8GtVCqYOqYn7+/tpWu7eo7EJ5VKSff2DWhSvxIGo4mFK7azdPVOVs4byeblE+nSth59uzRleL92ZM2UhmyZ0zoZnZAQPXsOxjxZxDe2N22a1XDJOlYq5WTJmDra7RiMJnoPmeZklAFkUul3qWYpFHJieXtRsnonDAYjW3cdw2w2s23VZOL4+uDjrcXHW2svn5MIINiN5otX72nQZjDT5q4FXL0qapWSJvUqUadaKYKCdVy79ZD48XwZ1LsVk0Z2o2TRPI7fxN1gKwiCU7lc/LixyZgu5Q+rsY0KUqmEJTOHulXm+tEQbSIalb3c7GfCZDIzY+EGZDLZDy+H+h7kzJGV589fOsV9lUoFGzcsY9OG5Qzs34vEiRPi5/eFe/cefNdEInzM3GazYTKZ0KjV1KpZNca6yrlz5XAbSjOaTGTOlD7GffsZ+G2Y/2UUL16Em9fPsHfPxkg/smfP3/4wekGpVEq8OLHcGnWFXE7F0gVpXK+i25KHE2euOViowiMkRO9WyjAiwl9TIpGg0aid5BY9nePj4yoUr9Wq6de9GWB3V0+fvwFBEChVLC9/jenJyIHtad+yFke3z+Xojrk8vbbNsbqTCAKBQSGYzeZoMySJokirxtXcejikUimJEkS/5nnn3hNs2n7EaZtapaRFo6oOKtKYonHdigQH69ix7xTPX70jW+a0eGk1LtSqcpmMxAnjIQgCm3YcISAwmF6dG7v1joBd6nLUwPYArN64D53O4Lb8yNMk0Td09d+9fQMeXt7Cqb0LeXVrF03qVfyu+4wJYvt4odGoWOGGl/tHQ0Rk6ZqdMaZIjSlsNpHgEDvhh9FojJAc+s9CIpFw5ep1ypSrSY5cxdh/4Ns7LQgCefLk5M69+zx//uq7DLKn8sOQEB0vXrz8rj63a9sCVYTMcZVKReVKZUmR4tcgK/ltmH8R5M6Vg1071pE2rftV19VbDzCaflwCi6ePWalUsGbRGFo3qe72mFg+WreJueFXvDHB301ISxA/DimSJaJK+SLo9AaSZKlK5kINmLlgPVarFa1GhUajcpRZBQWFOKhDDx69QKxUZfFKXoqcJZpy9ORll/ZtNhujpyymQLlWDBo9By+tyq0Wsyfeb3cQRZF6NcvSs1ND1Col3l4aVEoFdauXZvLIbpGe54ksRBAEMmVIRYjOwJNnr8ibM5MjLOAOF67cYdKMlWzYdoieHRtFOTlKnTIpfTo3ZsG0QTF6Dy0WC6fOXUMul5E0cXxUSgXeXhpix/Jm5sS+UV7370Auk1GtYjGmzFrN+cu3f9p1wmCziQwcPYclq3f+9Gt9u6aN9OnT4uWl/ceuGR6iaAtlaNPj5/eFLl37cvv2Paf+7dix123SYGSQSOwyleXKlnTLWqjVasiaNXOkbXz69JnRYyZRumwNmjRtz+nT5wFImjQxu3auo0TxIigUCnx9Y9OpY2tmzpgUoz7+TPxO/vqFkC1bZk6f3EfPXgPYueuAgxzAXteqIThYh9FoJJaP9982aFarDb3eiNaNApRcJnO7Kga7ZrC7FZ1CLqd1aFZyTPB3Srhev/3ImClLMBiM7D9y3mG0vvoHMmryEh4+ecXsyf0cx4+esoS7D545GLjM4QaLh49fUr/1QPZvnulEcjJpxgqmzl2LzSaSMV1Kjp+5RqUyShIniueyEo3ufYQdN7xfO/p0acLzl+9Ikii+24nN3QfPGDZhAecv3SJh/Dj069GchrXKub3Wi5fv0GpUZM+SjsrlCjNp1kq3LuPgED0bth1i4/bDGAwmEieKG6VgiSAIjB3aGVG0K22FPWt3eQrhNXelUilmswW5XEa9mmWdjlWrlHRqU5f5S7e4sJfJZFKsVldSlOhCIhFQKuXsO3yW9x//OeKJ6JYp/SgolUrq1qlB8uQJGD9hFk+fPv9Hrx/x5zEaTSxYtJxZoUbOZrPFyChLJAJNmzSgRvVKZMuWBR8fb8pXrMPjx08cCWNyuZwkiRNRPhIRjI8fP1GmXE0CA4Mwm83cv/+Q8xcuM2rEAJo3b0TGjOnZsH5pjO/3n8Lv5K9fEDabjVWrN7B48SoCgwIpW6Yk08b2JJbGVY4vMkR2rMVq5frNh+TNlSnK9i5fv8epc9dIEC8ONauU4NGTV9Rs+gcGowlBEDCZLUwLVy70T+D9Rz/ylWlJQECwCy1nGJRKBfcvbHS4mJNnr87nCDFdwClGWqlsIbaunAzY3eNJs1ZDKpFwbOdcUqVIgreXBr3egDJcopTZbCE4REcsHy8XAxf2eVmtVkfMXi6X2fnFpRIEBAQBt4bx4eOXFK3cjhCdwdGORq1iQM8WdGtf34ktLESnp2WXUTx68oorx1Ygk8kICAxm9qJN9OnSGLlchkwmIzhYx407j6ncoKfDJT+8X1t6d2ns4t77URBFEb3B6Jbd7N2Hz7TqOpqTZ6+57FMpFT8k8/i/DoVCgUQi0KF9S2bOWvhvd4cCBfKwY5s9Z+Hx46c0bNzGY/WJQiF3jPvZsmVm+rQJvH//gVmzF/Lu3QeKFilI2zbNWbV6A9u270a02ahZsyoDB/RykYm0Wq2sWr2B5SvW8e7te4KCg10mdlqthts3z7nojYfhVxGx+L1i/gUhkUho2aIxLVs0BkDAijdfEMWYu349GWeZVBqlUbZarTTtMJxDxy9itlhQKuT0GTqdk3sW8PTaNs5evEWITk+xQrk8Ul5Gt48WixWL1WrPHhZFBEESKY/13CVbCA7WeTTKYI+N3r3/zGGYPYm4S6USNi0bT/3Wg7n38Llje7/hMzEYjAzp25p0aZI73K5hVITBITqUCgUi4Bvb1W0c9vfzl2+Ry+UkS/ItgU+hkGO12tAZDHiFuupsNpuTgR4/bRk6vTMdqE5vYML05bRuWg21SonVZuOznz8jJy0iYfy4LJo+xBGX8/HW0rtLY0d/LRYLB45doGWXUU5x9dmLN9G6SXUSJog5r3p0EJZEFhF270YQb99/cnueOYbuz/8ipFIp2bNn4fr1Wx6PCeNDmD0nZupbPwNKpZJiRQsDsHLVekaMnOCx6qRChTJMnjgSb28vrFYb3t5erF69geEjJ6LX25P1Xrx4xdZtu9m+dRVjxwyJ9Nrde/Rn/4EjLjXO4SEIAo8ePyF7tizfeYf/DH7HmH85iCjQ4cVXvPiKgmB8+GLn+QodM6Pr5AhbCUa2PzKs3rifQ8cvhhJhWAgO0RMYFEL1xn2RSqWUKJKbyuWK/C2jDHZ+67BaZalEglQqdTHKYa7T+4+eU7fVQKbOXeOU7esOZrOFlMkTOf6uXqm4i2tXEATy5cpMsUK5qVejLDnC6S3r9AYEQaBhrXJuDYtGo0Yul6EIde0LgoDJZObsxZs8evKKGQvWY7PZUCrkJHIjhiGVSlCEalNbrTaOn77ilOB38epdtwl/UomET5/9HXSoiRLEZf5fA5kzpZ+jjtrRx3CrVJlMRtXyRYgfNzYACeL5MmV0D64cXUm8uLEie5R/O7fB07t25MQlJwKX8Phf4rf+WciRPUu0leF+pPZ0GItdTCCTyfD29qJNm2Z8/uzH8BETQiVKv00CJRIJzZs15M6tc6xYNpeECROg0Wjw9vbCZDIxeswUh1EG++IgJCSEipXrMXTYWI/3+OjxU/btPxypUQb7mBA3jivj4K+G3yvmXwoiWgKQYXYYYalon22GH9d+xqom4so6IDCYiTNWhKPSlFKxTEFSJEuE1fpjB0yVUkGJorldRBTCQxAEnjx7TYmqHQkO0UdpKJQKOYXyZXPU6j578Qa1WolSYZemDNHp0WrUKJVyFk4bhJdWTYNaZUmSKD46vQGNWkWXtvXYse+kR5pFd7+CIpRZq1iV9uzfNJOQED0vXn8gTpzYyNwMdMEh+lCtWxPJkyXi4LELlCiSG41aReoUSXj24q3LORaLNVoZ4G4zrJUKHlzcxKWrd8mZPT1qlTJaA/DfeecsFgtSqdRtPHrrrqPUqFyCOYs3odN/izO7K7+SyaSkSZWUz37+fPka+N39+V+BSqkkKDiE6zd+fuJaRMTy8WbMmCE8efKczZt38OHjJ8xmzxNhHx9vatWsSp/eXYgbx5eNG7chk0qJSDgsiiIymZQ4cVxJPJ49f+nEjR0eNpuNteu2kCpVCtq1beGy/9q1m0gkkb/HcrmcfHlzkSRJokiP+xXwe8X8S0BEhgk1QU5GGewG+ScyaYa7zreLvHj9nuxFG/PilT0ulCJpQu5f2Miy2cMZP7QLk0d5zhz+HpjNlig1N0RRZMqs1ej1kSs9CYKAQiGnRuUSbFg63rG9Yr0ezF+2ldw5MjJ1XC96d27M5FHdeHBxE+nTpsBms5ErewYypEvBtZsPAcifOwuLpg9h/daDLnWwkUkpBgWHEBSso++w6Xh5aUmdMolb2ckQnYGT5+yxVbVaxZevAej1Bp48e43NZmNgrxZoImSAq1VK6lQv810Z8OGfT5GCOdBq1N+lQBaWlCWKIheu3KF4lQ54pyhF8uzVmTJrlWNVc/POY0pW64RPyjL4pilHp74THRSfYX25cfcx85dtJXnSRKhUCpRKuYsQCUCLRlV5fXs3p/cu4snVbaxfPNZJKOS/CKPJxJMnz/4VAhH/gEC69xjAufMXOXZ0J6kjUbtKlSoFVy8fZ9LEkSRMaA/XyOQytwOXIAjIPUhaxo0bJ9JEMb1ez7jxf/Hu3QeXfYkSJvAY+lLI5ahUSvLnz82ihTM8tv8r4bdh/hfx4MEjho8YR4+uPdizfQuCOeTf7hIAfYZMw+9roGNAWDF3BIkSxMXHW4tarYwRWXx0YLZYED3MlME+WxZFOHLykseYskwmpXL5Itw+s463d/bQoFY5ytTswunz17HZbCQKVUk6d+k2lcoWZvywLrRpWsNBe2kwmBg9eQllanYhU/pvak11q5dm9KCOhIToHS79sOdy98Ezl/hZSIieuUu3OIyWxWIhUYK4nDx3jbMXbqLTGwgICMZgMLL34BkyprMPeEHBOo6dukLtaqUdZCjFC+dm0fQhJEoQF5VSgUqpoHHdCsz7s//3P+xQRBXmiPxc0On03Ln/lCoNenH5+j0sFiuf/fyZOH0l/UbM5PXbj5Sr3ZWLV+8giiJGo4n1Ww9Rt+VAp7Y2Lh1PgvhxePD4BQaDCaPR7PJMSxfPy9SxPR3qYiqlgoplCrNs9nD+2/A8+funcOHCFTJkyk9QUJDbBYJMJmPbllVotc7lWuXKlsJmc/1WlUoFdetUd3uteHHjUKpksUi1qA0GI3nylWTAwJFOz6Zo0YL4+sZ2US1Tq9UsXjSTUyf3sWXTSnx9Y0dyt78Ofmdl/0vYtGk7f/Qf5hjoNWoV2bKk5eDmmf8qYQCAT8rSjsExR5a0nD2w5KdpO4uiSLNOI6hYuhD1apZxiomKoojZYiUkRM+Ovcfp8sdktwtrhULO5SPLSZ82hSMDOE3uWpw7uJRkiRMgl8vYtf8UrbqORqc3kCt7Bnavm4pcLkMqlSCVSJg2bx2Xr9/DarNx7cYDurStR70aZbh9/ylpUyUlc4bUPH3+hiSJ4zmYuf6cvYb8ebKQK1u60GxrOSvX76HX4GmAnV7z69PDSKVSTCYzQ8fP58jJyyRLHB+z2cKQvm0oWjAHRpOJN2/tvODTxvd2uT+bzcYnP398vLRua6gje7Y/M+zRrOMItu055vLdKpVyalYuwdbdx12oKdVqJaf3LnKwpNlsNgKCQshdohkfPn0ra5JKpUildrnK3eunUrZEfpd+GAxGMhaoz8fPX3/4Pf4XIZPJ6N+vJ7dv3+XI0ROYTGYSJUqAWq3i4cMn39VmoUL52bZlldt9+w8coXOXvqF0mnZaXK3WXtWQLl0aRgzvT8kSRZ3OCQ4Opmu3fhw8dCzKa5csUZT165Y4/n795i0dOvTi7r37SCQSfH19mTVzEkUKR58m93dW9v9jvHn7jp69B7lk296885g1m/fTpmmN7247PNGFJ+5iT/usNhuIInK5DLPZQuqUSTi4dU6UNa5/B4IgMLh3K5p2HA6I1K9VDpvNhtFoZsqsVdx/9IL8eTLz1+y1bo2ySqWgctkipE+bwtGeIAjUrFKSuL6xHDXX1SsVZ+SAdoyavIQnz16TqVAD+nRuTBzfWGg19hKksGdisVgZNGYuOUs0RatRY7FYyZktPVtWTESpUPDlayBtuo/m2Omr9lpdiYR8ubPw4tVbXr35CIBCIaNW1VKOCY1cLmPyyO6IokiDNoPJlyszSRPH592Hz2zddYxp89axb+N0t89IIpGQ0I1EZnSe7c9AWLs37zxym6ClUCh49eajW75ouUzGwycvHYZZIpGgViro1LoOoyYvJnYsL6aP70vtqiWRSiVcvn7PrTwogMlsIUH8OL8NczTRpHE9Nm/Z7mSEX716g4+PD1qthpBwYYbo4s2bt5jNZnbs3Mf2HXvw0mpo1rQhxYoVolLFsly9fJwDB49w5MgpDh85TmCg3ejdu/eAVq27smbVAooUKehoz8vLixXL51G/YWtOn45cdOTEyTO8ePGKlCmTA5AsaRL27tnIhw8f0esNpEyZ/Kcq6v1M/DbM/wL69Rvu1kVlMBjZtP0IBfNm49LVO9SvVQ6NWhXpyyWKIlar1UGnGKa2Ej55Jvz5YdvdraakEglGo4k8OTJy4fIdRvRrh1YT+fW/Fzab6IgJZc2UhmvHV/HoySv2HjzD0xdvsFhtFMybjRH925EyZ00nbu4wKBRyGtWuwOjBHVi5fg+v3nwkb65M5M6RgTixfVAqnF/v7h0a0q55LR4/e0XCBHGJHzc2Hz75ET9uHKfJh1wuY8LwLkgksGHrYZo2q0S6NMmYNm8deXJkZMrsNdy6+9jhVTADZy/eQCGX46VVI4qQPm1yZozv42gz/DNcOXckA0bNJnfJZpjMZjKlT8WI/u1cais/+X1lxbo93L73hHy5MtO8YRUHD/PPWg1HhfDXzZopDY+fvXZ5l80mM4XzZ+fazQcudcgms4UsGZzZ7VQqJQXyZAVgz/ppZM2UxiG6kT93FswWKyaz2SU5UCIIPH726ofe378F+7cg/NDM6vAoWDAvRQrnZ+Wq9S77AgMDSZ486XcZ5vfvP9KoSVsuX77uKNvaf+AIXbu2p1/f7vj6xqZ+vVqMHDXJQZgUBoPBwPiJ09i907lPX7/6c+mSq8iEO5w7d9FhmMMQFuf+X8ZvV/a/gDTpckWa1l+6WF52r5/6Q1aqngZwT9uNRhOlanThyxd/TuxZECP+54gIDtGxbstBbtx5RLZMaWlSryI+3vZY1MfPX7l7/ykKhZy0qZN5XBFaLBbiZ6iEwRAxvxP+6NaMejVKU7lBb0wms10fOZQxSiIR8PbSMHpQR9q3qOWxj5E9n7B9JrMZpUJBcLCOc5dvU6NJX5fjpVIJlcoWpnbVUqRLk5wCebJEKq354dMXZi7cwJpNBwgJ0SORCJjNFvLlzsy6RWP55PeV0jU6YzSZMRhMqNVKvLQaTu9dRIpkCaM0zDabfcL2vbzb0cH1Ww8pW6ur06RJo1bSuG4lhvdvS87iTQkI/EbyoFIpKF0sH1tXOlMfGk0mFizbxuadR9m7cZqL3KXBYMQminZGutD7CQnRM3ziQuYu2fzT7u+fglQqoUKpgjx88pInz9/88PZVKhW7dqxj5KiJnDl7we0xGdKn5eGjmLuzkyZNzLt3H1wmFFKplEsXjtrFK758JU/ekm715318vHlwz1l7/fbte9Su25zg4OAor7986RwqViwb5XHRxa/iyv6d/PUvIDKD6+2lYcuKST/Mfexp8DZbrG4JMeRyGdPH9yJ2LG+3LFnRxas3H8hapDGDRs9hyaqdDBk7j6yFG/HsxVv0eiN9hk6jcoNelK3VlVQ5a5KrRDO3LkmpVMrKeSPcXmPOkk007zQS/4AgR9a0JfS+rFYb/gHBDBw1hx37Tnrsp6fnE+Z9AFCGJqN4eWmwWixuk9+sVhunz1/n2Yu3pEmVxImWMiJEUaRcra5s2XmMgNC+BwXrMBhNXLh8m/ptBtGl32QCg3QODWO93ojflwAGjJoF2DPZI2rahl1LFEX8vvjz7v1nrDYbJrMFvcGIwWCKMWdxZMiVPQPbV08ma6Y0gJ3QpEeHhkwf34sE8Xw5tWcBFcsURKmU4xvLmy5t6rFu0RiXdswmC3OWbCZt6mSIblzjKpWSY6cus3rjPp69fMvZizdp0WXkf8Iog/3d2X/0/E8xymD3AJ08eYaLl656PCZJ0sSRJl25g0wmQ6lUul3lW61Wdu7aC9hLr8I8IBGROlUKl20pUiSLtDQrPPbsPfivJ8j9DPxeMf/jEOnVeyDnzl5g8shuVChTCIvFwtrNBxk+YQHdOzRgcO9Wbg3zj3Jfhg3o4T+W8G3bbHZi+nsPn5EpfWpUqm8frMFgJESnJ45vLIdb3F2fGrQexN5DZ+1x61BIJBJKFctDxrQpmbdsi9PxgiCQPXNazh9a6rbedeDoOcxcsMHt/bRqUo22zapTsmonbG5e55zZ0nP+YOS8uGazhXVbDrBm8wHkMhmtmlSjbvXSLn35+PkrGfLV9UhuolIq0GrVnN2/hBTJEro9xmYTsdlsNGw7mL2Hzrptw2Q2u43fatRK3tzZQ++h06lVpSTFC+fCarWhkH9bTdq9CwIqlZ021GgyERys5/nLt0hlUjKnT+X47X+UOzwia1l0IIoi128/pHv/P7ly4z7Zs6Tl+M75aDTO1J0hOj2jJi1m1qKNP6Sv/98QUc/YHQ7s20Kdus0J0UXfnS2VSkMrJtybkDatmzFu7FAAps+Yz8xZC5zIQ9RqFYsXzaJM6eIu5w4bPo41azdFSRii0ahZs3oRhQrmi3a/I8PvFfP/Q5j0QXx6dpMhPRpy9dhKalQuEaoupKVNs+pcObaSvl2b/tBkK6PJ7Ph47DJxplDlFucZbEQ5RoVCTq7sGR0ZlQGBwegNRg6fuET3AX9GapQBDhy74GSUwT54Hz152cUog32QvvfwOZ/crJoFQWD4H21Jkiiei7jG5JHd+XNUD/YdOufWKAO8efvR5VrhV5f3Hz2nQt3u9B4yjZNnr3Hk5CU69ZlAh94TXNpKEM+Xjq3quOV9BrvOsn9AECMmLnC7H+wfpUwm5f0HP7f75XKZx3dAoVBQtlZXlq/dTdOOwzl19hpymRSlUoF/QBCDxsxBCM03GDV5Meu3HkKvNyIIAsmTJSJXtgwYTeZol0tFd94evr/hVbA8nW+1Wtmx9yRFKrbjyo37ANy6+4Szl245DcZhFQsZ06f0uOr6jcgR5kHyhO7d2pMjR1a6dGnrUWbRHaxWV69beOTLm8vx7xTJkyIJ9755eWmZPm2CW6MMMGrkIPr07kq8eHGRyWSkSJHMbbWKXm9g375D0e7z/wp+G+Z/AKIoMnnKdDJnL07hCq1IGM8XTYSkKrnMLosniSQu+T082YrQQd4+a5ZisVgxGqN2E4VdS6GQozcYGTNlCVkLN6R+60Hcuf/M43kWq5WFK7Z55KWODGaLBbObTF6wZ4wnSRSfgBdHOb1vEX90a8rA3i3p0LIWWq2aLbuOemw3W+a0Tn+HuQxv3nlM1iKNKFShDecv33ZingrRGdiy8yi377nG3SaO6MqMCX3IlD6V+75abRw85j6WFx7lShZA6cbYGE1mMqZL6UKYYCf8t3H15gPAnvxkMJlRKhXYbDa69pvMvQfPMZnMtOo6io6talO3eilix/Imjq+PQ4AjImlJRNhsNo6cuMSUWavZuP0wn/z8o61ZHR7hxUEiDuAGo4k/Z692Oadeq4Gs33bYKXFREAQa163A0plDY9yH34gcB/ZtZvAge85E+fKlyZQxndP+710kqFQqKlUqB8Cx46f4o/8wp9W41Wrl/PlLnk5HIpHQrWt7bt04w6sXt+nbp5vbSYNEInFwwf+X8Nsw/wNYsmQVCxYsR6c3sHLeSLy9tW6NbBgrU0R8rws74qooTAovoqswKnhpNWRKn4p3H/yQSqXky53Z0X5EBAfr2H3gdKTiEpHhwaMXbrcr5DJev/2I1Wolb85MjBnciRH92jk+Vk8GHaBnp8aOf+v0BpKG0m5WqteDZy/eepyomC0WJs9chd+XAKftgiDQrEFlTu9d6JZmE8AnGvq43TrUJ3ZsbxQRssdNJjN37j91cmWH8XAHBn0joTEazRTIkxVBEFi/7RAHj13g9duP3H/0nKRJEuDj7YU8XCazWqVEBI+eBbC7jUtU60SjdkMYPXkx3fpPIU/J5jx6+spJhjEqbeiIlQBgn7Do9Abu3H9K9qKNHSvl8DAaTcikEpeJgEatokqFoiRJFM9j338j5hgybByvXr/h8OHj1KzVhLv37Kx3MpkMlUrF+LFDWb9uSYy5FZIlS+IwmFOnznVxSev1Btat34JOr3d3ugsqVijjNrQjl8uoW7dmjPr2v4DfhvkfwOy5i+z8yxoVlcsVjjRb1x0iSySKKWLiqgqDyWzma2j9oUopZ2BPV67aMCiVCu4/eu74WyKRoFYpo02fOGX2apf7DHOhJ00S36X/YUw/jWqXd5uUlSxJAiqWsddJiqLIpWt3sdqs7Nx/KlJjDvZEsp37TpI+X12XBDKz2UKTjsM8cvumS5vc7fbwiB/Xl4uHl9OlTT0ypU/pqO11B6lU4lJO1b9ncxKHimOEcU3fe/ic8nW6kzdnJrfP3Gaz2cvRPNz7hGkruHPvCcEheixWK8Eher74B9K57ySkUglWm42v/oF89Q/k7MVb3H/4HFG0x8wPHb/AgJGzmTJrNa8jhA8EwV4KJJVIqN9qoBOZSBiyZExNHF8fsmZK4/Y9NRpNpE2VlPhxY//UbPP/CqRSKUqlMlI5z6tXb1C9RmP69huGXm9wJHJZLBbMZhNXrt5gzZqNGGMov/nixUv8/e0T2pevXrs9RhAE/Pyip5UdK5YPixbOQK1W4+WlRavVoFQqGDF8AOnTpYlR3/4X8Nsw/2TIMbBz9WSe39jB8+s7Ij3279AkRheeVt8BgUEEBoW4nZVaLFZWbbBnWKZMloh0aZyNzqMnLzl78SYfP31l575TDpINsK+2J43sxpYVk0iVInGU/Tt++gpDx88nIDCY4BB7pvLBo+fp2m8SMyf+4fG83l0akyFtCocxUquVeHtpWLd4rON+z1+5w807j/HSavjw8QtGN+UbEWE0mdEbjLTuOpqv/t+SQhat3M6pc9c9KiCdPnfdo9CC3ZDZjVmCeL6MGtiBozvmEqLznOhisVhJkTQhSqV9BaxWKRncuxUAm3ce5dadby53s9nC3QfP3NZ+iyKMmLCQ5y/fuo0Rrt18wKX22GazceXGffwDgpAIAg+fvKJwxbbUaNKXolXak61II8rW6krjdsOYuXAD4/5aSs7iTdh/xJkgQi6Xcez0FT75Bbg8N41aRbvmNXlydRve3lpMbrJytRoV65eM48Glzby7t5cyJX5Mws9/GWlSp6Rgwbwe99tsNgIDg/j61d9ln9Vq4/iJ05w+E3VYxh3CyHVy5sjqdszR6w20adONBw8fR6u9smVKcPP6Kf6cPIYJ40dw+dJxWrVs8l19+9Xxe9r5E6FEh4oQcmS1x23+blb1zzTaHz5+IU/pluTLlYmtKychk0oRsce+uw2YwqMndiKHZy/fsXzdbhrUKkdwiJ66LQdw9/4z5HIZJpOZWlVKUqlsYQ4cPU+DWuWYPr43sWN5c/Xmfd68c6+7GxFT56xl5oINpEyemC9fAwgK1pE2dTLSp3FdhX749IXla3fz8MlLWjetjm9sb65cv0/K5IloVKcCceN8kzNs3HYI1SsVR6czUDh/dgfDWXQgkUjYd/gMTepVAmD5ut3o9a611WFQKORcu/mAsiVdqSQFQSAoOIR7D56RL3dmbKKIWq1i6the1G05wG17MqmUWlVL8ufsNajVSub/NdBhVMdPXeaiXbx0zS6UCjlqtYo61UqRNnUyLBYrb959ZOe+U+zaf5oSRXIzsGcLihbMiUQiYLFaPRJcCNiNekBgCNUb9yEo+Fu88OmLtzwNp4IVlrHequsoXt7chUIhd7z7j56+clsKo9MbeP7yHSqlguRJEoDonOltMBqRSqXE8f32e86d0p88pVq4nYD8hj2O++DhY1q3asLJU+c8etz0er3HscXP72uMSU8kEoF8+XLj7W3POu7fryenz1xwysgOw52796lVqymXLh7By8tzlnIYvLy8qFmzSoz687+I34b5p0FERcgPlWuMDqmEXY0qZhrMoihy/sptrFYrF67cIWXOmhQvnAuVUsmpc9cIDvn2QekNRnoNnkbvIdOIF9eXDx/8sFitDuWknftPsXLeCPp0bkze3Jkd2cuLV+6INDM0IiwWK0+efXOBPX/5lkkzVjJ2SCdu3H7EtZsPMJnMDBk3D4vFisFoYsfeE/jG9uH4znkkShgXiUTi9Mz0BiMbtx9mwvCu5M+dmZJF8nDizFXHwK5WKdGoVfh9DXDTIxGz+Zv7N6p7sVisJIjvKm0XBq1WTd5cmUM5oe0rizLF81Iwb1YuXLnjdKxEIlC+dAEG9mxB6hRJMJpM1KhcglPnr1OicG63Ex7/gCAmzliJTCZl3NRl9O/RjH7dmuPjrSV+3NgEhehInCAuZy7c5PGz14yevISvAYFUKluIg0cvOEldCoJA9izp8I3tzcIV26KdCGaziVy8eoeiBXN+YwvLmAa5XOZSbqbVqsmZzT6BVamUGI0mTp69RoG8WQkMDEFEJHFC5/hyyuSJOXtgMblLNv9P1rL+CNhsNmbNWRzlcZ6eX8yNsoSECeMzc8Y3Epls2TKzbesqevUezP37D12uazKb2L5jL82aNnDap9PpOHToOEHBwZQoXoQUKZLFqC//y/hdx/yTIMGCF/5IhOg93hu3H7F41Q4++flTvWIx6tcsG+PykDAjZDZbuHDlFgXyZItWG6IokqN4Ux4/daY3jBcnFkUK5OCTnz9v3n3k9ZuPkSYOhaFimUJsXjHRKTGqXquB7Dl4xu3xqVIk5t37zx5rg8OQJFF8smdJy6lz1wABg9Ho8s7IZVJ8vL1ImCAOp/YudCpratV1NJt3HqFu9TIsnTUUURRZumY3y9buwmq10axBJXJkTUfdlgPRRXArq5QK7l3YSKIEcdHrjUyfv47Js1a7ZSSTSaVkzpiKi4eXR/GkXPH81TuyFGpA+McsCHYWs7P7F5M6ZRK7XOTZa4yctIh2zWuweecxTp+/HmXbSRPHZ9H0wbx+94mKpQuiVqvQqFVIJAK37j6mTM2uLvKWYZrVx3bMI0O6FIyctIhJM1ZG6168vDTM+7M/sXy8KVU0D3K5DJvNRqEKbXnw+IWjnl4mk5IoQVxunV7riKPrDUYyF2zgiEW/ubPbabUcBr3BSMb89fj0N8hwfuPHYeCAXnTp3NYp6TAMc+ctYcLEaW5Jbrp368DgQd8obC9eukrTZu0B+yTYZrPRvl1zhgz2HM76Efhdx/wfh4gEISqR4VCs2rCX0jU6s2ztLnbsPUHPQX9RpmYXt4N+lNcVRUxmM3lyZOZrQBBGoynK1cRnP38Xowz2kqHGdSsya+IfvPvgFy2jDHa3uDRCmUW1CsU81v6+efspWlncISE6Tp69hk5vRKc3uI3vmi1WgkN03H/0nCRZqtKu51jevrevKMcP60K8uLHZfeA0Dx69wCaKdGhZi3MHlnDx8DJ6dGhIySJ5aFa/koOjXCaToVYpmTiiK4kSxCU4REexKu1p06wGObOmc0mwUijk5MqRgR1r/ozyft68+8SMBeuZMG05V27cx2q1MmO+K5exKIqMG9qZxAnjIZFI8PbSUKlsIQ5vm83cJVto3qBytFSn3rz7RL3WgyiUNxtx48TC20uDVGovpcuQLiWD+rR0Ol4iCHRtW48HFzeRIZ2doalIgRwOda2ooFIqaN5pJH8Mn+EwwhKJhENbZzmS9ZQKOQXzZqV358ZOxjUgINiJCe76rUduV286nQE/D7H8/zo86Q//W5DJpCgVCrdGGeyxZnfZ3Vqthly5sjv+NplMtGjZieDgEIKDQ9Dr9RiNRpYuW8OpU5ELW/xX8Nsw/22IKNCjIRAVwQhYkWBFhpnP/jqPRjFse4hOT6/B09AbjA73aLIkCdGoVazbcjBGPQlLHtNq1Gg0KuLFicW7j34u5T5hsNls6HQGKjfo5Xa/3mBk+IQF/DV3TbRjsUqFnMrlCwM4uTwb1SlPujTJnQyIRq0ijq8PZovFYWTTpU7mYtTBPsiLoX2KCnZSFbsG8JpNB8hWpDGjpyzGaDRx89Raxg7pxMKV2/n6Ncjl9xEEgRkT+rJv03R6d25MvRqlqVS2MA8ev+TCldvMW7qFpy/ecOrcdQ5umcWq+aP4o1tTpozqwf5NM7hxcjWn9ix0crt+/uLPui0H6dR3Auu2HsRkMrNt9zGyF23MiAkLGfvXMsrX6UaRSu1YvnY3EV8ZtUppnyyEK3OTSqWolAraNK3On7NXc3DLLMqWyI9aFXlZi8VsYcX6PS4yniqlgsZ1KjptU6oU9O/Z3Im7ulzJ/OTMlh51uAxxtUpJksTxUKvsWt1eWjU+3loWThsEwMPHL6nSsBdXb9x3CKykT5vCUbd+485jRkxYSPZiTRg2fj4hOgN9hk53+m3GTl3qkpQWotMzdPz8nyb88CvCPpGy/9tT4uHPRrx4cd3KwFosVt5/+OjmDDuKFClIpkwZUIbLElcoFCRLloQK5Us7tp0/f9ltuESn07N23X+DhjUq/I4x/y3Y8MYfCVYEwZ4co8TuCjx59iobtx/mr7G93JbxhOHC5TvIZPaXPEWyRGxdac9ettnESM+LDqRSKfHixGL4hIWMGdQRhUJuT3iyWBBtIhcu32bMX0u5c/+pxzYePX3F63eeP7bwUCrkxIsbm65t6wN2UpAwchOVSsnxnfNYsX4PW3cdI3Zsb1o2qsquA6dYsW6PPbkIe3JZ3lyZePzsNSaTBYPRiFKpIFumNDx78dapjje60BuMTJqximnz1jF1bC/SpErKkZOX0OkNHuPx+XJlZtrcdRw6ftHh3l2wbCtyhQyj0cyQMXMpVTQPJYrkplLZwhhNZmRSicuAZbXaUCkVVK1QlPKlCtCh13gWrdzO9ZsPnSYZer2Rm3fcZ6fqDUYePnnlSCJ0PG+lggJ5szJy0iISxo/D7vVTefDoBYUqtHExYmEwmS2O2P0nv68EBoaQKkVipFIpER9F2lTJXGLpEomEvRumMX/ZVlZv2odEkNCycVXaNa/J42evOX76CnF8Y1GxbCEnLuuLV+9StHJ7t30KDpdINmvRJvYeOsvdB3YSm8QJ4zJ/6iBKF8uLIBAqigEvXr9j/F/L2Ln/lNs2/4vw8tLStk1zlixdRXBwzL+DH4W6dWuwaNEKt/uuXb/ldvvNW3cYMmQM167dRCaT4qXVotFqqFO7Gn16d3UqjzOZTB6/S4Px/0ei3+8V89+ACl04oyzy9v1HRFFkz6HT1Gs1iE07jqDwUG8Z9uJ5eant9Z1SKXs2TCVjupRoNWq8vTQ/pFZTo1ah0+kpVLENN27bEy+MBhOf/PwpVjgXE4Z19ehiDutnZNnHYZBIJDStX4lLR1YQN46dRzswKMTpA1OrlXRqXYeDW2excel4ihfO5RDKCHOTW61WLl27h9lsYdzQTowc0J4tyydybOc8alUt6faZhHkJFHKZ29U22L0DBoOJ7gP+okn7oew5eIYkiT2TVRw8doFDxy84xVxtouggI3n55gO5SjZj0oyV7Dt8lgXLt/Ls5VunNkRRRCqV4KXV4OOtJW6cWGxeOYnOres66q+ji4UrtrlsM5st3H/0HJFvpSkZ06dkeP92bhnFABRyOa/ffaBC3e6ky1uXAuVakzp3bbbuPsb6Lc7Uhu8+fHb7/iqVCnp2asSlIyu4cHgZndvU5cWr9yxfu5v9R87x4tU7TCYz+XJmjtE9gr1WOcwoC4LAkR1zKV0sL3K5DJlMhpdWjc1mpUKd7v+vjDLYv41bt+9GyR/9s5EsaWKPbvSLF69QvERlmjXvwPkLlwF4/vwldeo05/KV69hsNkwmMxarlWJFCzJi+ABH9jbYv5k8eXK49dBpNGpq16z2c27qF8Pv5K/vhIAVH744VhkGg31lJwgCwSE67j54RuP2w3h4cXOkg7DNZuPcpVsUypfNsbr8kRBFkWVrdzFo9FweXtpELB9vp/2RiTJIJAJSicQjEYdMKrFnZn/6wh9dmzJyYHu3nMnuaP1sNht+XwJIn7+uW+YthUJOjw4NGTO4o2PbZz9/ilZuF1qDbEalVNi1k4d1cSS59Rk63SmLPDLcPbeB1CmTuN0XWbJaRAgCJE2cgGsnVrlIFrrDzn0naddznFPJUVQoWjAHh7fNcdpmMJooXKEtCoWMC4eWOWWgP3vxlibth3LnwVOnbHJPUIW+uxFDBavmjaRqhaKR0h6evXiT6o372l3TZkuoO1vD4e2zadllFDduP3J7nlQqiTS7vXSxvKRPk5yd+08hk0lp3rAy/bs3x2q1MWjMXBat3B7lff1XEJa9b7Vav4seNbrth5WyRWYWrl05QdFilaJk7VKrVUybOp6zZy+yZu0ml34rlQrOnz1EokQJsdls/DVtDgsXLken0+MbOxYBoaRGFosFrUZD4cL5Wb5srls3+o/C7+Sv/1mIKNDhwzfGGpvNhkql/LYK1mrInzsL989vjDJBQyKRUKRAjlBX4o9P5hAEgVLF8nL/gqtRBrsoQ/lSBV1oIQGqli9KofzZXbaHtbtw+mAObJ7B3D/7M7B3SycDHKLTs3LDPrfSkharlQ+fvjJ07DxKFM7jlqHKZDJzLZQTOgxGkxmj0ewo5WlUpzzXT6yibfOaNG9YhWYNKpMyeWLksuh9uKOnLCFEp+fA0fPUazWQinW7s3DFdlp2HsmBI+ejPP/b/Qr4BwSRKmdNtu05HuV5ZUrkcxsX9ZRBLwBx48RyepaiKHL24g38vvizfM4IdHoDz168dYiApE6ZhNP7FjFxeLdoZeYbTWaXWmiA9r3Hs2XXMSc6zojo3HcSOr3BscoxGE18DQhk7J9LyZszk8drRvW+X7v1gOXrd/P+ox+v335k2tx1VGvcB41GRfoIzGqyaP7m/4uIFy8uarUKk8n0U4wy2FfjJpMpUuERgPLlSpEoUUKqVq3gMckrDHq9gSFDx3Lz5h23/VYqlTx9+hyAceP/Yt68JQQHh4RO2r8ilUqpWrU8JYoXpmatKvTs2emHCvz8yvj/cZc/DCJefEUdWp8cNq544r2Wy2XRMrY/wiBH9jGlTpEE39iuRjkMy+YMo1KZwiiVCrQaFVqtmqlje7Jk1jDqVC3l9hy5TMbN248pUa0jFUoXdHGHazVqqpQvTNnaXfkaEITNZkNvMLJj7wmKVGxHmty12H3wNJ1a13a7alIo5I6Y6oZth8hSuCHp89bhw6cvjns9cvISIhAYFILJbCZEZ2DfpumUK1UgWgP1+q0HKV2jC41DXdsnz12n3/CZbN51FIvVipdWTcmieciZLX2k7YiiSHCInhCdgbbdx/Ly9QeXY6xWK7MWbaRs7a5IpVJWzB2JWq1ErVIil8tQKOQe3c8icOj4Rdp0H+u0vXSxfNw7v5HL1+5SsW4PshZpRLq8dZi31K7eJZVKadm4arQERURRdHucwWCi34iZbNxuT1qL+J599Q9yceHb79fGkZOXyJMjI3F8fTxeN7LfKTBIh8n0bbJgMJq4fvsRR05e5up1O892hdIFuXl6LQHPj/Lu3j4G93Evmfq/ColEQmBg0L8aUw6PPn26AjByxEBSJE+KVqt1ZPa7Q0iIjjRpUrpd5RqNRlKnToVeb2DpsjUuLnqj0cju3Qe5cvUGmzZtp0HDNrRq3eWHaor/qvjtyo4B5OjREOySJPMrwL4CE6IkGIkMn/38+fzFnzQpkzqUjJas3kmPgX+5Pd7bS0NwiJ7AF8fcDrCiKOKVvBRFCmTn7MVbbleJcpmMJInj8+Gjn1PCkreXhouHl3Pw2AUGjp7tMc4tl8uoVqEYqVIk5u79Z2xbPRlBEAjR6Rk/dbkjASnMTatSKTAYoqbibN+yFhOHd8VssiCVSXj3/jM1mv7B85fvAPvEQRAEFw5hhULG0L5t6de9mdP2Tn0msGnHUVo3qcaYIZ1Qq5R88vvKtt3HefjkFYtXbY9S9UujVnFgy0zy5XKO3YqiyLnLt7h6/QFLVu/k2cu33Dy1lhTJEmIymYmfvoITYUh0oVIqGNK3NS0aViV+vNhu3yudzkDizFXcUmimSJaQaydWYzSZKVuzC/cePnc5xsdbQ/MGVbh++xHvPnzmaajylycoFXL6dGnMrMWb6NmxEQN6tHDKOwjR6Vm4YjuDx8yN8f3+1yCTST1yon8PJBIJTZvUY/Kk0YDdxXzk6Enu33/I6jWbeP3a9bdTKBTs3rWeWrWboQunLqVSqahUsQzz5k7l1avXlCpTHZ0u6hCUWq1m1IiBNG/e8IfdV3j8dmX/D0KB4Zc0yoCD5codvnwNYPnaXaxYt4dPfq56x2Af3OPFjU2m9Kkcrk+JRELh/NnxdMvBIXpEUeTBY/eKUI+fvcZms3Hp6l2PJS1mi4VPn79QsWwhO9mFIFCkQA6ObJ9D0sTx+GP4jEiTz8xmC9v2HGfavHW8ef/JYZS1GjXjhnbmyPa5tGhUhVw5MgCgVCjs8pqRhBgK5cvmSIqLFcsLL62GNKmSsnOtfYKi1ahJkzKp23NNJosjNhaGV28+sGHbYXR6AyIiYfVQ8eP60qFlbZ6/fOu0MvQEo8nE0ZOuUnmCIFAkfw46ta7N+UNL6Ny6NrtCE6MUCjm1qpWK1J3t6VkYjCaePn/j0SgDDmGWiKEQtVrp0K2O5a1l3l/uqUb1BhMDe7Xk8LbZ9O3aJNJExNCbZcGK7RzbMY+BPVu6JANqNWo6tqoddTv/cSgUCkaPGvJDw2M2m439B47y5Ik9Oc9OkRobnU5Pnjw5UKmcn7lEEDCZTFSp2oD8+XKRI7udM1ur1dCyRUNmTJ8IQIIECRA8jjLO0Ov1rFm36Yfd06+K34Y5BhAQXWpM/0lE5dwIcymFP85kMiOTyahQphDzlm0hQ756rN18INrXTJ8muVuaFI1G5ahJHjBqtgtfsU5nYMDI2aH9itytrDeYiBcnNn5PDhH8+gRHts8he5Z0PHn+lsQJ4zFyQHuWzR5Gi0ZVUHmo01WrlEwcbneznbt0C53OQO8h0yhTszMr1u/l3EV7GYfFYmH76ilo1J5JMjq1rutSDyyVSkmeNCEDerZgyayhrFk4yu2gp9WoqFimkNO2O/efoggVn9i1/xQRZ3d37j+NFqWkVCrBx9vzLFsmk6FUKBg/rCu1q5VEFEX0BiNzJvenROFcaNQqfLy1KJVy8ubMRI6s6UiaOD5KpcKtcRYE2HPwDDMXbECn07u4EMP6PH/qQHJly4BaZRcOUSkV1KhUnB4d7BSLEomEPDkzkdiNZKPVYuXwiYu8/+hHloxpoiSaMRpNBAaGsHTNLo9ucJvNRsIEcSJt578EmUxGyRKFGTdmKN6hfNNms5khQ8f8cKrST58+U7J0NTZs2Er9hq1p0Kg1s2YvZO/eQ5jNZhQKOV6hkqdhlRYWi4Wz5y6h1+tp3qwBVquVRYtXUbFSXS5cvIJSqaBHj46oI/kmw+N7tN7/1/DblR0DyNGhicB//asiIq+2zWbjxav3ZCncEJVSwZ1zG5y0bcML04fBaDKxfc8JWnUd7dimCI2bd25bj6wZUtNj8F/o9UaKF87FqIEdyJguBY+evmLU5MUcO3UFtVpJ26bVmb04cmKAZg0qsWj6EACWr93NyEmLyJg+JVtXTLIzCikVBIfoefvuE8WrdnCqZ06RLBELpg6iVLE8AASH6EiTqxbBOoPbgSlvzkyE6PTc96D9vHfjdEoXc1XksVptGE0mNGoVwSF6ho2fz6oNex2qUHK5jNLF8rJ99RSn53j/0XOKVGrnWPl3aVuPKaO6Owhh6rcexJ6DZ6I18XpwcRNJEycA7Pzhg8bM5ejJy2g1ajq0rMUf3Zoik8ncEqeExfn1eiNxfH0QBIEGrQez/8g5J4MolUqoUq4IY4Z04u79Z8xdav/tVs4byeHjF2nesAo2m+hkzP0DgilaqR0jB7anQJ4spEzurCQWllRksdq4ffcxQ8fP59ipK5Heb2TQqJUc2jaHPDkyuuwLCdGTLHu1aIUs/lchCAJeXlrMZgtZs2SkQIHczJu//N/uFkqlgsKF8nP8hGtFg0Qiccr8Brtrev++zaRPl4ZVqzcwbfo8vnz5SpYsGXn58jVfvjh7+NRqFYMH9aFdW8/Ss38Hv4or+zfBSCT4+OEjD+9e48OHzyi1calYqQxywcLazfvx8dJSo3KJXzYbNOJqTiKREC9ubEoWzUP8uLF4+vy1k2EOr/lss4no9Href/gCItw7v5E37z5y5fp94sWNTalieUmSKB4Go4lYsbxo0GYwp85dp0zNLgiCgEIuw2qzkTRxfKaM7kGF0gVZsX5vpOVBEkEgOFjH5p1H6TN0OgajibMHFqMNl7HtpVWTIllC+nRpwshJi1AoZCRLnAC5XEa9VgOQy2U0qFWO0YM6olarCPJQNnXlxn2USoXHGNyu/acokCcrWo2za85kMlO4YlvaNK1OjizpqFi6IBeu3ObmnScOCcWTZ6+xa/8palQu4TgvU/pU5MqanovX7mK12jh8/CIHj56nUrkiAAzu3YqjJy9HqZKkUau4cuM+3l5a1ColR05cYue+U3bpvqAQJs9axZ0HT1k1b5TDc2K1WpHJ7KQyVquNoGAdiRLEdWgoRzTKYJ+AHDt9hYzpUpI+TQoqlilEu55j2brrGEkSxXewd4XHhm0HOblnAT4+WuQRtJTDJomCIKAIXT1vXj6RqXPWcvHqHQ4dvxjpfbuDwWhi176TLoZZpzMwbd66/xmjLAiQK1sGrt9+FKPVbZw4vsyd8ycXLlxm/fqtv4RRBvs4cuLkWbf7bDabS0jLaDQwbtyfNGpYh6nT5hIQYGcpTJwoIQP696Rd+x5YrTYMBgNajYYcObLSvFmjn34f/zZ+r5gjQMCGAj1WvT9a9be4nNVq4+37z8SPFxuTyYwyVMoufJnUrw69wYhEItgZykJjju76bjSZmbd0M13a1HPKLLeXVFhQqRSObcEhOmo2/YOzF78x/mjUSvr3aEH/Hs0dxz149IIWXUZy6+5jRzhAIhFQKhUUL5SLdYvGYjZbyFumBW/efSJt6mRcOLTULS/zuw+fKVW9M58+f3Wpu5VKJSSIF4eg4JAo65mVSjkZ0qZkSJ9WDB03n8ehjFgatYrT+xaRMlkiNBqVY6U5atJiZi3aiFql5PiuebTvOZ5b9564DKhSqYTp43rTrEFlVColJpOZktU7cevOY6yhA5NGo6JP5yYM6dsagNPnr/PH8JncuvsYmVTmNpnK20vDohlDqBlq9IND9HTtN4mN249QokhuenduTPKkCUmWJAE+3lq3NeTh+2qz2YiVqoxbdq9kSRKQMEEcbt19TNJE8enWvgEjJi7k4aXNxPJxnemfPHuNIgVyuExUI1NEe/XmA5kK1sdbqyHAA6ObTCZFIpE4uLbDbx/cuxWDQjWpRVHEbLHQb/gst2QsvyokEsl3UYomTpyYwMAAQkKiXwv/TyBiKO17oVDIyZ8/DwvnT2f7jj18/PiJggXzUbJE0Z+adf+rrJh/G+ZwELDizVcERLfu6oiDzN/VV/6nEd3+hugMqEONb9iHZrZYqNNiAMdPXSFJ4nhMGtGN2tVKY7PZmDh9BWP+XOrUhkqp4OnVbfhGKJX5+Pkrb99/4tipK+j0BiqVLUzWjKkdqkKapCUQRZHSxfOyc81fbj0SX/0DyVGsKX90b0qz+pVRKGTsO3yOQaPn8Pb95xg9k8Z1K7B4xhD6DpvBklU7HbW8GrWKVk2qUatKST5/8Wfe0i2cOnfdcV6DWmV59PS1S611+PvPmD4lx3fOY+vuY/QY+JfD5R0GpVLBg4ubSBjfOR568NgFmrQf6nK8Wq3kxY2deHt9IzE5f/kWy9ft4a8xPR2TGKvVhkQiROu3rtn0D46c/MZN3KZpDcYM6YhaqUAUYeHK7QwdNx+lQoZarWLyyG4OTerw0OkNbhOuInvnzGYLiTNXcVG0Co/xwzozevISF4pRhULOqT0LSZs6KVarjeBgHeXqdOPZC9fSrV8RSoWcZEkT8ORZ5Fno/5+hUik5dmQXqVKl+Meu+asY5t+u7HBQE+zRKIPr6vJHGeXwg5e72ODfhd1dK0abWUytUjrFD+3uaTljh3SicIW2vHrzkbY9x+HlpaFMifx89Xd9kRVyGYHBIS6GOUE8XxLE8yVXtgxur50yeSJSpUjCpmUTPGYLb9pxhHWLx5A3V2aHmELtqqUoXigX2Ys1iXSgj4jihXIhkUjo3bkJS9fscmzX6Q3MXbLZie85PLbsOhZpuwajiUdPXrJq4z6OnbriYmTB/oxOn79B3eqlnbaXL1WAOtVLs2XnMfQGIwq5DIlEwuLpQ5yMMoCPt5bJI7s7eRakUs8Z+hGxYNogCldsS3CwjtLF8jJxeBe8vbWO/e1b1EQURQaPmYtOb+Ty9fsuhtlqtTpJfEYXBqMpUlESuVxGp9Z1SZYkAR16T0AqkTpc8H90a0rrbqMpmDcb7z585tDxiz+UfEMiCNFWU/seNKhVjiNuMuz/1+Hlpf1hNddyuZy3b9/9o4b5V8HvrOxwkGP6VxK7PBGURNcoRzYIi6LI14BAXr75EC0XkH2S4H5fjizpHH3S640MHTcfAbh07a7LscbvqJsFGDu4E3On9EerUbul97TZbHzy8ydX9oxOCkdyuQxvbw2N61aI0fWCQnRYrFbixvGJZsGGHVarLVI6SQCd3si23ceJHy+2W1pWURTxjeVK/CIIAgumDmL/5hkM6tWSEQPac+PUGupEMOB6g5FT52649SpE991JlCAua+aPJnHCeOw5dJYUOWrQ5Y/JDj3qsKSysLKksMSzMJgtFnYfOM3EGStdNKwNRhNf/ANd3NBh937jtnspxzBoNSqkEgn1a5bj8eWtTB3bkymju3P3/Aa6tmvA3QfPWLZ2F/uPnPvhjFjp0/1cY7B6074Ye3f+F5A1S6ZI6VtjgqCgYB49fvJD2vpfw2/DHA5ijIbmn4OYGOTw50SG+HF9PdbdRkRgUIjHlUJQsLOM5c07j8lcqKHLgAz2spacJZo5WKjcIczYhm8zbpxYJEkc3+XYsPrk5et2UyBPFrfteWk15MsdM+GE1Rv3YTKZef3m4w8RDYmI2LG9aduspntyDr2BbFnSeDw3f+4sDOvX1hE7Dg9RFLFYrNy5/8RBVjJw1GxyFGtCyWqd2LzzaLRWzc9evKVG0z949PSVXejDaGLdlgM0ajfEcYxUIiFWaJlWw9rlnPqAaFfimrd0M3sPn0VvMBIQGEyITs/VG/fJV7oFcxZvdjHAgiCQO0cGCubN6rFv/gHBvPvgB9jfixaNqtKmaQ0Sxo/DpWt3ory3vwO93hhjoZGY4NcIIEYfJUsUoXevzijkco8TfI1GTd26NWjRvJEjNPV3MWr0ZK7fcK9Y9V/Gb8McDnqr3JGc86sipikBVpuNz1/8o922XCbjrpu6Wp3O4NbIvnz9nlv3nrhdZRuNJgaPnccDD2VJwSF6jp2+4mScl6/d4/EeP37+ypCx8zh59ppbI6rT6bl7/1lUt+mEW3efMHLiIhInihdlDS24lCBHCo1aRadWdUiXOpnbwUwmlTJv6Va350aVuGaxWFGrFMyc+Adf/YMoVL4t85Zt4dHTV1y8eoeOfSYwYuLCKPs4e9FGlxWtwWji9PkbDnnIoBAd/oFBdGxVG/hWnyoIAo+fvqJ6k77oDSZadxtNgXKt6Nh7AqWqd6Zsra68//iFC1duu70flVJB0/qVPA70Pt5aZi5Yj8nsTAUqCALp0iRHo1ahVil5dn0Hc//sT+KEcaO83+hCp9O7TXL7/4oTJ88ye85iUqVOSZYsGUmUKIGTVKNSqSRJ4kScP3+ZVas3YIiGbnp0YDSaWLJk9Q9pa/fu/ZSrUIvsOYrQqnUXHjxwL67yK+C3YQ7Fs6dPMAR++re7ESXcKQB5giiKyKRS4sT2iZaouijas4XDMonDBkOLxcrW3ccY+9eySPrl/lWyWCxs2nHYrbEVRZHla3fTsvNIx9+BwSFs2XnU5R5DdHqevXjLy1u7GD2ooyMrPgw2mw2jycKqjXujvM+ISJMqCWqVgtaNq6NRO8/0BUFAIkCSRPHInzszy2aPIG+uTC4rYJlUgkatQqtROUg2BvduReqUSViyeofbsiyT2cL+w+dctlssVqbOXUNwJBm3YTKIAEtW7+CLf4ATe5hOZ2DWwo0OWU1PuHXviVvxCrlCxuNnrwnR6Rn75zJG9G/HtHG97axpofdusVio0qg39x+9wGg0YbFYefz0NQePXSAwKNipr+4gCIKD+jUiZDIpJpOZF6/eY7M5J5AJgkCCeHFo16Im7VvUIlGCOLRqXI3bZ9fbmep+QDzqa0AQX74G/u12/kswm808fPiYO3fu8/mzH15eWpRKJfHixqFTx9bMnjWFvfsORota0x3ciWLYbDbOnrvApMkzePzYs268xWLh2rWbXLp8jcBA15yXRYtX0qPXIHvf/b5w8NAxqlZvyMNHv6ar/Ldhxm4Q/N8/JpaPl0c9318Jazbu5/a9J25XeOHdw2EDlEQiiVLlyn6c/Zj0aZKjVCoICg7BaDQhkdgTYWLH8ryC8BQrtFisGAwmt4ZZJpVy4Oh54sXzRW8wIggCDWuXo/+IWZw4cxW93oh/QBAGg5G1mw5w+dpd2nYfy7R56/D7EuBUxnX+8m1K1+jsNhFt5IB2JEuSwGU72Fdl6dOmIG/plgzv35benZ1pIUVRBEHCJz9/dq2bSsPa5Vg0fTCxvLUO5jMvrZqkiRNw9/x6po3rzfy/BnDv/Aau3XpI9mJNGDZhocfnE5GhShRFPn8J4M9Zazh8/CLBIbooFX8OHb/otm5XoZBz7Zb7rPEw5M+dxS1dp9FoJnOGVMhlMqaP780f3ZohCAIWi5U1m/bz15w1bNh+mJBQWtbwsNlsTr/D4RMXXWqbwe7K37TjiNt+WSxWLBYr/kHBLnzkYI8/t2lanXFDOwF2Y61WKZn35wA0atXfNs5R5Q/8f0ZYGMXfPwCj0UhAYCAnT57hzt17313KJJFIPOYJvH37ntlzFlG+Yh1WrVrvsv/Y8VNkzV6YajUaUaNmYzJmzk/hIhUcRtdoNDF5ygz04WQqRVFErzfw11+zv6u/Pxu/s7KB589fULRA9l+WLCQiMmdMTclqnTixez7p06Zw1CT/6PKt8PSPLRpWIXf2DJSs1inaK3awuytrVi3pKLsKE0kXBIHW3UYTGBRCqhRJ0KhViKLIoeMXCQgMpnbz/qRIloiUyRNx/+FzdHojNtGGXm9k94HT/Dl7NSd3LyB1yiSs3LCXLn9Mdnt9jVpJ7aqliR/Pl37DZzmReCgVchrUKkv9VoMoUyIfgiDQvGFlZi7c4NRGGDHCtLlrGTmwA5kzpObu+Y2s23KAh09ekS9XJupWL4OIyMMnL1EpFVy6fo+9h864NSrf+qaiRwdnMn5BENCqlRTOn53G7YdRpEB2e0lZpjSkTJ4Ys9lCruzOGe0pkiVyWw9rsVpJnNCVBjM8urarz5LVOzCbLQ4Dq1YpKVeqAEkTx3ehUzUYjazfeohT565hE0UkbjwlRpPZqQ7bPyCYHgP/YubEvkilEmQyKXq9kR17T3LkhOfMZIvVypu3H52S/MIgiiIZ06V02iYIAhnTp+TE7vkMGz+f85duExDkWob5Gz8WZrOFm7fu8u7dx+82zDabLVLqXovFgsViYdiICVSpWpG4cXwBu9Fu07abi+v8+YuXVKhYm5vXz/D5s5/bd8Bms3H5yvXv6u/Pxq+/PPzJUKAnZyqN2xn9r4qiBXMwdkgn6rUayPsPn11WyDHBw8cvaddjHKly1aR28/58+GhPtnG3SsueJR3lSxVw2iaXSdFqPK9QmtavRP7cWRAEAZPJTHCILrQcS0K1SsXx8dZy8cptgoJ1HDh6nu17jjvi/C9fv+fUuet88vNHp9c7KC31BiP+AcF0H/AnVRv1od/wWR7vz8fbi3RpklGmeD66tq2Ht5fGKcVv6Zrd6A1GpBIJy9buJkexph4ZyrbsPuZ4Jr6xvenSth7Tx9uJRORyGZ/9Anj09DWZM6Zm+drdHicwWq0atVrJoN6tKFwgO+8+OGfn2kSROHF8UKuVnL14i+ETFlK35UCKV+ngtuyqW7v6KJXOq16ZTEqGNCnIljmtx2cDdhf9yd0LqVC6IGqVkvhxY9OxVW32Hz5L8uw1WLRyu+NYURQ5euIyh09ctOs3my0YTa4TD7VK6ZK9vXrTPvKVbcmkmSuZsWADNZv1o13PcZH2DSBxwnhuXeGRvetZM6Vh68rJ3LuwkRqVSpAhbQqPuQGSHziR/f8Mq9XKy5ev0Gq13704CFsxx40bB1/f2G6PkcmkHDt2yvH3xk3bsHioADEaTcycvYB48eJitbo/Jnny6CXF/tP4f22YpZhQExxtMoZfCZ3b1OX6yTUkiOf7XZncAFt2HqVQxTas2byfDx+/UK5kfrxDCeg9tdk9VJgA7ANwl7b12Ln2L5dVjUwmpWn9Ssye3M+xTalU4BvbB4lEgkqpoF6NMkwd24sd+07y4tVbVm/a79bwgGsWqyiKnDh7jUvX7rqtW5bLpGjUKkYOaE++sq3IXao5MxauJzhY5xDlMJrMjlXmwWMXGDVpkVvGrTA8ff6GNLlrM2HacscgYjbbJxsymZQUyRKyfvFY6lQrHWnyVkiInhxZ0nLzziPylWlJ8SodnCZBCoWckBA9axeOIXeOjPjG9qFYoZzs2TCNogVzuLSXK3sGlswYgm9sH7RaNSqlggJ5srJl5URsNhsHj11g5KRFLFi+za2rP0O6FGxfPYUvTw9z78JGPvn5Y7ZY+eofyMBRsx012+/ef6ZJx2Ee7ysMBqOJFMkSolI6C4E8ff6G8VOXM3jMXM5cuBFlOxq1it6dG7vdF50kSEEQaN+iFtdPriZ9GvflT1KZlHbNapAuTfIo2/uNyHHs2CkMej1yufxvVTh8/epP7VpV3a6+BeycCmH4+PFzpEmbp0+fx8fHm1o1q7qoX6nVKnr17PTd/fyZ+N9ZJv4EqIh5IXxEMpB/06ArQzWBvweiKNJvxCzHKlSjVtGmaQ1H3NQTwuQEAaaO7UWrJtUAu/BD/xGzuHbzPggCSoWcT5+/cu3mA3KH8hmHUUTaV+NhCVsmbDaRAuXakDZ1shjfg7tSLZlMSt0aZRjYqyXla3fj85eAKAdyQ2gsPTLYbCLvP/oxftpyzl26RbvmNVm0cgcPHj/n/oVNTgNJ4fzZnZjCIuLClbtcuGKv/1apFLx++5H4cWNz6+4T1m09SL/uzQgO0ZMrW3pKF81L80aVyZQ+lcf2alcrTfVKxTl47CIPHr9AqZDj9zWAph2Gc/veE4JD9KjVSoaNn8/ejdOdNJ2tVitWq43nr94xatIitu4+7tin0xsZP3UZdauXJmHCuJzeu4jOf0xCJpXSuU1dHj55wexFm9Hp7ZKo+XNnYfOKSVy+dpdb956w+8Bpbtx+5OQqjwoqpQKpVMqQPq2xWCwsW7OLcqUKkiJZwqhPDgdRFMmTMyPnL9/m2Uv3DFtms4WgEB271v5J5kI/R+P3/ws+ffZz/FuhUHw33ajNZiNzlowolQr0EfjjrTYbZcoUd/xdsmRRVq3e4KJ8FobEie3vzKSJo5DJZGzeshNBAI1Gw4jhAyhVslikfRFFkcuXr7F770EUcjl1alcjc2ZX4ZQfjf/XlJw+fEYiRCdb+ZsBDk/g/28aZXdqUDFBQGAwybNVd2Tkpk6ZhIuHl+GltTNLBYfoWLVhH8fPXCFNyqR0aFmb1CmTULfFAPYetpPUTxrZjS5t6jqygzftOEzHPhOd9JM1ahX7N88gf273tcfBIXpqNevnWEGplAoX+sWYwkurYff6qahVCsrX6e6kRPWjoFTIadqgMuu3HMRssfDixk58Y38jC7l19zFlanXFYDBGKVYvl8no1r4+C5ZvxWy2gmDnxTYYTOj0BmRSKXK5jBkT+tC8YRW3bdhsNjr2mcCWnccQBMEhWiGXSTFGKIdKmSwR9y5sdLw7Op2BFDlqeGRM8/HW8uHBfsffVqsVBIHjp65Qv80gp99brVbSslE1Jo/sxpt3n8hTunmketoRoVTKWTl3JLFjeVO/9SAHqYzFaqNnx4aMGtgBi9WK1AOLXfjhLGwieOP2I0pU7ejWG6LVqJk1+Q9qVCxOxz4T2H3gNEBoiVa0u/0bPxgKhdzBka5QyJFKpdhsIosWTKds2ZKO46xWK9VqNOL6dddaZ0GAA/u2kj37t7FHp9cT4B9IggTx3Ma0I9qcgYNGsXHTdgwGAxKJBLlczoD+PenUsfXfur+oKDn/X7uybUii/PgirorDVkX/tuvbrhzkfjYqiqLbQSj8OWqVgm7t67Nh6XjGDe1sp1QMfRaf/fzJW7oFQ8fNY+e+U8xZspl8ZVpy/PQVMqZPiTR0Zbl64z5MofEdURTpP3K2yyCs0xsYOna+x/vQqJUOSkqFQk6hfNliROzgTp/ZS6smf+7MZM6QmgmhGs2RQamQkyiG+r1KpYI6VUvx6vZOWjaqilajcjIK2bOk4/LRFdSoVDzShBi5TIpvbG+mzVuHTm/EbLFgNlv48jXQkahmsVrRG4z0GDTVMckIDAph6ZqdDB03jy27jrFq4z627j6O3mBEpzdgNltCPRKu78EnP38ePXmFKIoYTSa69p8cKY1pjqzpAPtvHBAUglQqRSqRMH7acpffW683snzdLkxmM3F8fShbIn+kzzF8BrxGraJlo6pULleExu2HEhgUQlCwjhCdAaPRxOzFmzh++gr3Hjxj9OTFjJy0kBu3nWtRw0IwgiAgkUjQG4xMmrnK8duEpw5Vq5SkTZ2MutVKI5FKMBhMGE1mjKbfRvlHILIxUq1WRfqdm0xmDAYjoigSO1Ysxo0dxrUrJyhZsihz5y2hQMGyZM1emN59hzB/7lTq1K7mdL5EIqF3r25ORhlAo1aTOHHCKDXiAS5fvsbGTdvR6/UOpTaDwcDESdN59+5DlOf/Hfy/dmUb8EJLgMf9npwJ/7ZRBkJ5r90nfQmC4DGZrcfAPwkKCmHpnOEM6dsarUaN0WSmY8varNtykMb1KjB55kref/Rz1MWazXZj0a7nOEoUyY011LNx6+4TBo6azaSR3fnyJQA/P/fPMrKSnTCBDLDPfsuXLkiIzuCW5tMd8ubIxJWb9xEEAZlUilQqYcvKSaElYhKa1KvIqEmL+Pj5q9vzBUEgSeL4pEuTjK/+19waMncwmc2kTpkEjVrNpJHduHP/KRnTp3QyNCmSJsQULo4dEQqFjKSJE0RbeMFkNLFi3R4qlC5ImVpdMBhN6HQGVCpF6HWiZ01EUUQqta84pRIJmdKl8qgKpFTIGDukMxD2Xklp2HYIA3u28NhvqUTCh49fSJokAaWK5uHug2c8fe7qSi5RJDfN6ldi7ZaDKOQy2javQfWKxTlx5ipmNwk9Op2BfiNm8eTZa8eKduaCjfTs1JAR/ds7HXvx6h3WbTmI1WqlaIHsbNsdym0uCGRKnxKNRkWDmuVo36IWCoXcTm96/nq0nt9vOCOOb2y+fPV32S6TSZHJZJhMZqxWq8MYqtUq9Hp9tErSRFHk/YePGI1GYsXyoUvXvuw/cMTh4t66dRfHjp3i1Im9jBg+gH37DmOxWqhQvjTJk7uGxgwGI6dOncVoMlGsaCFix47l8dp79h7EYHANlUkkEg4fOU7zZj8v9PHDDPOzZ88YOHAg/v7+xI4dm0mTJpEqVaof1fxPgQUFRlQoRQPgauDCv0y/IiKTWPM0eZgxsa89i1HEIXygVMhRKuSULZmf67cesmPfKSeyijB88vNn/ZaDTtsWrdzBtt3H2bn2LwQPMdrISnbMZivrQtu0Wm2YTGayZErN1Zv3o/XhFsiXlflTB3Li7DV8Y3tTuWwRpzi51WolV/b0HDx20SXmJZFIqFC6AKfO3eD5y3cxYlUzGkyMnrKYKaN7ECe2D0dPXqRB2yF0bFmLbu3qI5PLWLl+D/vcEIiEwcdLy/OX7yK9ThxfH9o2q0H+3Fm4c/8p85dtYd2WA3z1D3L0N6baw0mTxCdNKns2qkwmY0CvFvTu0pjte0/Qd+gMB1Nc7FjebFs1yYk2UyGXUaNSccZPXU62zGl4/9HPlSVObyRrkUaoVUoa1i7n1igDVClflKb1K7u458Nq2t3h7oOnThMQvcHIjPkbqFejLFkz2elNR05axKyFGzEYjYgiTkloFouFWD5eHNs5z/H9iKLIxm2HqFqhGCfPXuXNu1+faOhXQd261albpwat23R1Kg1UqZRUqFCGWD4+nDh5BlEUSZM6JSdPnfsukYu585ZQskRR9u47jNH4zUtjtVoJDg5m9eoNdOnSjmrVK+HtpUWhcPWknT13kVatu4QjTrIwdsxQmjap7/aaYXHyiPXVEsE5Ae1n4IfFmFu0aEHdunWpWbMmO3bsYMuWLaxcuTLa5/+bso9ydGgIdhkM/qnkrn87iSwMNpsNiURC3tItuPsgZtSW1SsVJ32a5MxftgVdhBjz7Ml/0LhuRcDulpVIJI6SJZPZzLFTV6jfehAWixWtRsX+TTOpUK97lLHJNCmTsHTWMFKlTEL8uL4IguuERBRFVm/cx59z1vD+w2esVnu9pNFoInGiuLx49f673ZZymZSkodrHN+88dmxXKRX06dKY8dNWfF/DoUiZPDFn9i1CrVaiUaswGEyYzGYq1u3B9dsPo9dHuQypRILRZEalVKBSKji4dZbbMiqbzcaHj19o33s8DWuVo1GdCm6za61WK8Ehep4+f0252t2dasNjgirli7BlxSSX9z8oWEeqnDVd2lXIZdhsoksWrlQqZWDPFvTu0oR37z+Rv1yrSCcraVMn5fYZZ6IKnd7giMlPnbvWRcb0N1yRKmUKcuXMxsNHT7j/wFmQJEuWjDx//gqLxYLJZEKpVERa0x8d5MqZjQcPH7skhAFkzZqJV6/eEhwUBIJAieKFWbpkNmq1ffGh0+nImbu4y6RApVJxYP8WMqS3fw/hbc6DB4+oVKWeS420SqXk6uUTHku6ooN/JMbs5+fH3bt3qVbN7uevVq0ad+/e5cuXLz+i+Z8KASsKq3vqvX/KWP4KRhns/bDZRJbPGU6C+L5O+ySCgCBAzcoluHJsJZ8eHuDUnoWUKJIbgP1HzpEsSQLaNKuBWmU3JD5eWob3a+swymB3c0rCxQGVCgXFC+eiVWP7uyOVSgkO0bF01jDi+Pq4lNyEQSaT0r1DQz75+dOyy0gath3slloS7IpI+XJlpmLZwowa2IElM4eSK3sG3r7//LdiiWaLlecv3zkZZbBneM9YsOFviSAIgsCkEV2J5ePlcI+rVAq8tPZkpaggkdgpQretnMzejdMZO6QTc6b04/GVrWTLnJaQEL3LgCORSIgd25vObepSrWJxt0bZ7gaXEsvHi9w5MnFo22xKF8tLLB+tWyKQyBC2Eon4/nt7aZg9+Q/UKqUjJqzVqEiVMonbZyqRCDx6+ooWnUawa/8pRA+OFpVSQbd29Zg2rrfLPo06lEpVpaRnx0aUK1nAQdzzG+7x/MVLtu/cy917D1zCNffuPUSn02EKrXP/u0YZ4PqN226NskQicPfuAwIDA7GFJgseP3GGIsUqOd6xw4dPOHJowsNsNrNx43a318uYMT2DBvZBqVSiVqvRaDSoVCrmzP7zbxnl6OCHrJhv377NgAED2LNnj2NblSpVmDJlClmzelaP+RVg/vIS0Wr+ZYxjTPF3s7PdwWA0cfbiTWo164dKqXAMxtUqFmPGhD5O2r86nYHaLfpz8uw14vj68OrWLgwGE5+/BJAoQRy3dI/ucOXGfao27E3pYnkY1q8tWTKmwWKxcP/hc2q3GMD7D35OK6W4cWLRtmkNZi/Z5CiZKlsiH7Mm9SNVisSOZzJ4zBwWrNgeTsZQRbmSBdh/9BxGY+TxZLVKicHonk40OtBoVG7LuaJCmBbwp0cH8dKqXfZbLFYSZqrksW1BECheOBeLpg/xWGJkMpmRyqQuFLQ2m41JM1Yye/EmTu5eEO0SNlEUSZatWoz4pXevnxppctjDxy9ZuWEPT5+/oUyJ/JQtkY88pVq4ZO0LfBtzFaGTCVOEGLUgwJA+bejTpYlTqMOdt8pms3Hu0i0q1O3xXeU+v/HrYN2aedSvX4PhIyfz559z3UqQduzYgjmzJnhs4+3b9+zddwSFXE716hV+ulGGXyj5699wZQvY8MESI6P2b7idP33+Ssuuo6hfoxwtGlV2xL3tpSQiFosFpYeVpSdENDbh70mlVFAoXzZSp0xK++Y1yJszE3cePKNGpeJORhnsxmf80M4Uq9KBoGAdQcE6Yvl4kULjqska2SQiQTxfnl3bjtliwdvLXrIlk8nIliUdW1ZMpG2Psdx98AybTUSrUbFu0ViqN+nrNBM/cvIyuUs2Y9gfbendpTH3Hz1n3rJtTivDEJ2BA0fPhz5Dz4ZZKpFwYvd8GrQezPNXkceBPaFm5ZLs2HvcybUfFQRBQKtVo1TI0RsMbg2zzWYjrm8sJILglshEJpNSsUxBtxnrYRCxT6rCnnUYgkP03H3wDP+AIHoOmsru9VOj7PPl6/eo3bx/jIxy+VIFKFM8n3OfInxb6dMmdySeffj0BUGAMYM70m+EM9Nb+Dc5okEOg1KhoGn9ik5G2WQyY7XZXFb6EomEpIkTkDVTam7d/TVFDn4jeli7bjsLFq7h/IXLbo2yRqOhVMkSDjvjzubI5Vpq1qgBgMXCD7FJ/4grO3HixHz48MHhNrBarXz8+JHEiRP/iOZ/GgR3vo2ozvkXVtbvP/px7NQVps1f67RqtJeECB5XpZGJH4QvK3F3TyaTmaSJ4vHuvR+FC+Sgcd0K+Pr6uG0rYyjxRZg70FNfrDab27ixwWAkYfw4qNVKfLydKf0Wr9pByWqdePrircOt7aXVEBysc+tqNJrMjPlrKSaTmYPHLiC6WfEYTWaMUSRMqVQKrFYb8/6yiyKEd6GmSJaIQvmyebxXsK/QZk/qS89OjSK9TkR0bVeP59d38PLWLnxj+bi45w1GE1t3Hyd+PF/mTulPuxY1v7lhQ5+PRCJh/NTlZMxfjyWrd7hcQ683sGn7Yb58DXTKfjabLQQEBrNz/ylsNpHjoZKcTtc3GJ1WkV/9gyhbs0uUKlaAg4teEGDGhL5uqwki/h32DieI54tWreb+oxfR4rSXSaX2+m+ZDJVSwaxJf5A4YTxGT15M6ly1SJy5Cl37TfY4mUieNAHnDy5lSJ9WxI8XG43aTlfar3szVs0b6VR29Rs/FvbJqedvKyb48OEz5y9ccptdrdGoKVmiCCWKF/kh1/qR+CGGOW7cuGTOnJndu3cDsHv3bjJnzkycODGrDf2nYfsfKOO22Wy8ePUeQRDo0LK2i+vRnWEVRZH3H7+w78g5AgNDPMZeI4NSqeDGnUccP3uVp8/foNWoPSpvvXn7EY1aRf8ezT3W7IZxZS9ds4vAoBBCdHo7cYTFgoh9Bnnw2AVmLdrIoeMXHMIRG7cfdpQFha08P3z6wvNX7zwSdxiNJnoOmoaXVoNUJkWhkFOpbGHqVCtFHF8fFHIZxYvkciptigitRk2OrOkoVSwvZ/YvolXjapQtkY/jO+dx/cRqtq+ewosbOxnYq6Xb8yuUKsgnP3+yhyZZqVQKRvRvR9LE8T3GzQvnz86YwZ3QhHKPy2RSBOyKTgGBwYTo9Fy7+YAeA//k/sPn+AcGM2viH7y9u4dZk/o5Jm1Go4kQnQGD0US/4bN4+vwNoigSHKLDYDCyZdcxug34k1LVO7HvyFl77bTFwv4j5yhZraNjZSGXyxzv1ukLN8hTugVx05Unbrry9B4yDYPByOJV2z2uUlVKhYNb3VurZtq43rRvURNRJNJJTXgIgoDFakUURbRaNbv2n4qSsAUgX+7MVKlQlMSJ4jFncj+a1q9EvVYDmTZ/He8/+uEfEMT6bYcoUrEtr99+YPGqHVSq14M6Lfqz99AZJBIJfl8DWLx6JwEBwej0Rj75+TNn8WZmL94crb7/f4anBYxEIsHLy4uMGdNRrmwp1Cr3nrWQSCRPowuZTMar12/cakNLJAKTJ41i8aKZ3y288TPxw1zZI0eOZODAgcydOxcfHx8mTZr0o5r+KRCwIWDDggSZaPNIcv9vQyKRULFMIY7vnEdwiN5JnDwyZMhfF7PZwtC+bejVqZGjztcTwrsRQ0L0LFq1gy9fAwkKCiFvmRb80bUZQ/q6st2E6PRMnbeWkQPa0a19A5f94aFRq0ibJhkZ8tejfs2yNKhVjiIFsvPlawDVGvXh9duPmMwWFHIZyZIkYO/G6W4HcJVSwbFTl/H2UnvMCN6w7SBD+7ZiY65MrF883sGHrpDLGD5hId07NODMhZtMm7eWB49eYLXasFitqFQKpBIpqxeMcqzYMqVP5cT5DThcon90bcrDxy+caCwVchlnLt4kZ/GmaDQqShbNQ7vmNbn74Bm1qpakSvmitOsxlncf/JzaHNynlYsXQCazZ5D/MWwGt+49cSLU2LzjCO1b1EKpVHD9lmsCDnzTwx7QsyUTp69g1YZ9jpru9x/9aNl5FF5eGvwi0JYq5DLq1SwLwL2Hz6jZ5A/HszYYTCxft5sPH79AJN9NyuSJ2LB0PLlKNMPHW0PxwrloUq8i/gHBHDp+kfo1y3Dn/jOu3rhPyuSJKVUsj9tB0i69KTg996iQPGlCVs4b6fj7xu1HnL140ylb22Kx8uVrIJkLNUQukzlER06evUbb5jWRy2R89vN3KtvT6Q1cuHI7Wn34/wxPnjq5XMaA/j1o17YFZrOZvn8MZeeufUgkUidZxr8DQRCQy2XMnDGJUaPd2yGZTE7xYoV/SaMM/y8pOUU0BCLn2wf6bxrlgMBgbtx+RIL4vpFyIds1UC3IZLIo3emiKBI/fUVCdHp8vLW8v78vynMsFvuq5PGz18xYsJ4V6/Y47VerlRzeNoc8OZx5YmNS620ymek/YhYLVmwjXpzYPLy8mbmLN7N8/R5evHrn5FaVy2XUqVaag8fOuwgvKOQyfHy8CAoKiZQQpHzJAvTs1IiyJZ0TjCwWKzKZ1DF4iKLI4ROXOHn2Kgnjx6FhnQrEjxs72mGLy9fuUrxqx0iPkctliKLdUGo1agrly8aVG/cdPNU2m41Hl7cQL25sl3MDg0IoWa0T9x89d9qeJ0cGOrSsQ6lieZgyazWrN+13m/36R7emjBncCb3eSLte49hz8AwKucxBSuLOoyIIAnF9YzFtXC8OHDsfStbhbPhVSgW9uzRhwrTlbu+5eqXiLJ89nGcv35I2VVKUSgWCIBAQGEyhCm1InSIJ5y/fdrB0JYjvy6Gts0mSyHPd+5+zVjNu6rJIaVvlchlrF45h/9FzHDx6Ad/Y3uTNlYmN245EynAWHkqlgljeWo/ENL/xfVCrVezYvpbs2b4xcn369Jkhw8aya9f+SM78hp7dOzJ77mK3+s0KhYIJ44dTu1Y11GoVI0dNZNnyNS7x5fTp03Ly+B6X8/+pEt2oYsz/7wyzhgDkmH6JFfLkmauYMH05Crkcs8VC5vSp2LpqMgnjuw8BhPF0R8cwr1i3h2KFcuLr64NvLO9IZ4ZGk4mnz99SoW53Yvt48fTFG5ffQiIR6NquPpNHdo/5jYbCarWybc8JmncaQeqUSVk8YzDVGvfxWK+sDOXLjSifmDJ5It68+xQtl6ZGrWLyqG60bVbzu/sdFd68+0jWwo2izRoG9uzwxTOGIEgkfPkSQIkiuUmbOpmjljw8dDoDybNXd/EOKBVypDIpNquNxnUrsG7LQbcGK3uWdFw4tNTx3nz8/JW37z7RZ+g0zl2KfPWnUdslHB89feWyz9tLw7ghnek/cpbLdSUSCZeOLCdD2uSIIk6lV6IoMvavpUybu87pt5VKJRQvnIt9G2d47I/ZbCF1rlr4ffXM2FeqaB7u3H/K14AgxzuiVCqw2WxuGcXcQatRYzSaIlUu+o2YQaNWU6ZsCRYt+Pb7Go0mtm/fzdz5S3n8+Gm0suC1Wg1rVy+ifsPWjnIssBvl/Plzs3njN/6AgIBAqlZrwPsPHwkJ0aFSKZHJZGzZvJIc2V0rhn4Vw/xrruP/BgRsyDAhwYoEC0p0KNEhwYIc3U83ytGd5+w9dIZJM1ZiMJgc/MdSmZRuA/70eE503S42m32gTpcmuT171815Hz99JUSnJyg4hDWb9lO6Rmc++/nz4dMXVG7qUVOlSEKV8n8vSUIqlTqILZ69eMPcpVsiLVmy2US6tK2LWq1EIhGQSiUM6tUy2kYZ7K7HgaPmuI0zrd64z0GmEhOhhYhIkig+syf3i1Edb4jOwPa9J6lZuQStmlRzlCWZQjmuwxAYFEyXfpPduuyNJjO60Fjyhu2HKZg3m9trPX3xhpNnrzn+ThDPl1zZM7jUX7uDTm/n3naXcGUyW7h66wEnds8naeL49pWvIKBRq1i7cDRZMqZGGirAER6CILBqwz6XCZfVauPMhZsEBAYD7r8lmUzK1wDP2d9ajYpYPl4EBoU4vSNGowmLJfoVGBaL5bdR/kFQKhXkzpWdMWPsvNZhMBiMVK/ZiMFDx/Dw4eMYlaa9ePma7VtXkzVLJiQSCQqFnFo1q7Ji2Vyn42LF8uHI4Z1MnjSKVi0bM6B/L86fO+zWKP9K+GXKpf4+RFQEo8SAc2WjHWESjz/bKEf3w5+5cINjsO3arh6jBthVc5ShvL2eBvnotC+RSFAqnQfSiKVKA0fPZv3WQy6DnyiKLquK4oVzsW3V5BgTSESE1Wrl5p1vMdIr1+5GmjWuUilInjQRVSsU5cPHL+TKlp6+3ZoxaeaqGF1XEATuP3pBruwZHNssFiuHjl2kbIn8pEqeONqxS0/t16tRht5DpsfoHJVSEWo8REfuwKr1e0mXNjn5cmXmzduPVKrfkw+foibq0ekMfPjk53af0Wji8vV7FC+cy2mSFj+eLyFRUIICpE+bgoDAEIIt3xJyfGN5c3TnPFImT4RapeTR5S28fPOBoKAQMqVPiUwmi3SS6q50BexfblSrWqVC4WLUwyCK8O6jn1vvhVajIVWKxNy+9wSJRCBrprQM6dOK1t3GuLRnNJkRBFcd8N+IOSpVLMf8ea5ld+s3bOHx46duSUMig8lk5vnzF9SvV5PDh7aj0+tRyOUe82+USgV1alenTu3q39X/fwP/mRWzAgNKDKG0jGLo/13/+5mISSnVp8/+AFQKZaPSatXE8vFCpVJ+N+OQ1Wpzqyrlrm8BgcFuB06JREK75jVQqRTI5TIkEoFF04eg1aijvWIPk+pzKbUxmpg04xtNa4rkSShXMr9bNiepVEJQsI6+w6azecdRLl29y/Ez1xBFGyWK5HLRTpZKJcT2ce8aMpstLrFbmUzKyIHtqV2tFBo3NdcxhUqlZP5fA5zYqsIgcfNeqFVKmjWszKOnr2jXcxwBgcEEBAZTomhu6rYYQIIMFcldqnm0jHIYpFIpWjf3YrFYGTZ+AdpkJSlQrhVnL94EoF+3ZpFmpgOkSJaQbSsncWznXEoXz4tapSRh/DgsnzucjOlSOCZrgiCQMlkismVO6zDKOr2BFx5qwGtWKeGWWSxB/Dj0HTadNt3HcuLMVZf9giDQpF5Fj3X7oihitVjdvqtWm5Xp4/uQNlVSnl7bzsXDy6hZpSSLZwzBS6t2yZb/HqPspVVTp1opShTJ/dP5lP9X8PLla0qXrcGw4eN4//6bKtPu3QdibJTBztY1Z+5iatZuytev/mjU6mgnxYaHwWBk0eIVVKhUhyrVGrB23Wa3cet/A/8Zw6xE/0vEjT0hopGqUr4oSoWcPl2auJB2xDRTUBRFHj5+yfJ1u/n46atHndrwfahbvbTbQdxkNjOif3uuHlvF0L5tGDO4E8mTJohRfywWKzfu2t2kwcE6LBYrl6/do2rD3g4O7iSJ4rFhyVhWzx/Fy5u7nIQSwtoAuzu7af1KHNo2m1XzR6JUKpg7ZQBxfGM5npuXVo1vLG8G9W7lYmgUchkF8mYlWRLXe0iVIrFLYtnfQd0aZTizfxGdWtehaoWiju1x48ZGq1HhpVWjVitRKRX06NiAogVycPf+Uzq1rku1Rr2p2fQPmrQfRu/OjUmcMG6MJnoajYqubesh92AMwn77W3efUL1xX+7cf0rrptXp27UpGrUqtETL9byu7eo7QhB7N0zny9PDPL+xg7IlCkT6nj149ILiVTrQvNNIgkN0Loljw/5oS5JE8R3voFIhRyaV4vclgI3bj7BuywHqthrIgFGzQ704Zkxms114YEgnsmdJ5/Y+9QYjt+89cTCAhUEQBOLE9uHWncckiB8H31jftLPrVC/Nq1u7SJncPe9C+PsUBDxSrZYvVYBn13cQN05sLl+753GS/P8N167f5P79hyxdtoaSpavx9u17AHzC/QYxhdFo4tq1m3TpGjU9rTtYrVYaNGrNhInTuHXrLteu3WTYsHE0btr5u/v0I/GfSf7y4TMS4Ze4FbeI6Ob2+xJAwfKt2b9pBunSJP/bbZet1YVzl27z4sYOErhJHgvTEw2bWZrNFio36MX1Ww8J0emRSiXIpFJaN63OyAHtieVh9RmTPgmCwMfPX8lRrIkjbgj2DO8tyydSOhzzU2BQCGly13bJmp07pT8NapVDG8qAZbFYkUgEQnQGNm4/zL0Hz8icMTV37z/hr7G9mTF/PaOnLEEmk2Iym8mfOwtrF45xm+387sNnOvSawPrFYx3t/yjcuf+UfGW+1TiXKJKbOtVKI5VKKF+qACmTJ0YURY6eukzZEvlZsnoHvQdPw2yx0rBOef7o2pT2vcZz/VbUYhVarZpCebOxev5Ihk9cyKKVrqQi4SGRCDSoVY5ls4cD9mSwnCWaEhDg7EXx0qq5c3a92/fJbLa4XfGCfdC7c/8ZBcvby+tSpUjMkD5taNagktNxer2RjdsPc+biDZQKOWs3H3SJpatVSo7umMvE6St49PQVtauVQq1UYhNtjP1zqcca6rDSuPAubblchsViJX7c2Ny/uMklNFO4QhuuR9B3dt+262rax1vL02vbePf+c5QiGv/fkSdPTvbs2sDJk2dp2bqLW/KP6EIul3P18nHixYsbo/MOHz5Opy59XOqlNRo127au/ukx6P83yV9WpP9KPOjl6w8MG7+Ahm0HM3PBeicDFB4RVxdx48Ti4uHlfA0IinamqCcIgsC+TTPp260pZy7edOuiDitJCYNcLmPfxunM+2sAFUoXQKlUIJVKWbv5AKly1WTuEjuJQphBj+n8Lex+E8Tz5cHFTfTo0BC5XEb+3Fk4s3eRk1EGu5egWsWiTttSp0xCo7oVnIxmWBKSUimneYPK9O7SBKPJxOjBnQDo0bEhr27tYvf6qVw/uYaDW2YRN04sl/6bTGb+nL2awycu8uec1egNRpeEoe/Fx89fKVuri9O2k2evMWvhBqpXKo4yVJJOEATKFM+HTmdg4YrtjrKzTdsPU6JaRwrkzhJp7FsqlVA4f3ZWzh3BtlWTaNB2CMvXupaARITNJnLr7hMMRhNWm42d+05iMpnd/sa7DpxyG8+1iTaMJvfGRyqVki5NMlIkSwTA85fv6NB7PJNnOOcGqNVKWjauysJpg4nt4+02wU0URU6cvUayJAm4++AZy9fuplPrOvTt2pQkieN7vEdRFF3izGazBVEU+fzF3214oVTxvB7bc27bdVuV8kXtbGlnrv7P8u7/U7h69QZPnz7n8ZOn2Gx/73szm83cuPGtssDfP4Bjx09x89adSMesM2cvuiUxsVqtXLhw5W/16UfgP2KYRWT8PeP2PTh/+TZ5Sjdn5sIN7Nx3ipGTFpOrRDPeffgcrfPj+PqQP3cW5HJZpBmJNlvUxlGpkJMuVTLmL9vi8Rid3ohe/41S0V4rXIrb956GMmsZCAwKwWAwMWz8AuYu2cSeA2c4ff4Gb99/9jh4R4VYPl58/PwFi8VC/VplyZg+pWv/lXKyZ06HRq1yuDcL5s2Gxez64UokEi5eucPsJZsICAyiS5t6Dre2IAhoNCry585CylDDYDCaHHXaYf2XyaQkiBeHWD5apsxcTcmqHbl193G06B6jwrI1u9xmmz95/oZUOWuSoUA98pZuwfVbDxEEgaVrdvLoyStHyZHNJqLXG1mz+QBpUiTxeB2FXM7cP/tTpXxRDh2/yNWbD6LN8iZg1y3uMfBP7j546lYQw2Kx8vDJK4xGk1PsTac3cPDYBU6dve6xfVsEDmpRFJk8a5XH98fbW+s2JiuVSYkdy4txQzvz8eEBHl3egkajQm8w0qZpDZRKuYvbOirY68mtHD9zlUIV2uCVvCQJM1ZixvwNMWonPOzENBLSp0lOonh/n/HQN7Z7+tv/Clq16cqIkRM9JgHGBCtX2SU8Z81eSK48JejYqTe16zSjRKmqvH7z1u05iRLFd1t9opDLiR8/Zqvvn4H/hGGWhZKF/NMT1Y69JxASone8XHqDkc9f/Bk1aXGM2zp26goPn7x0m3xgtliQSqWYQ42LpwSFZy/ecP7yHY8rcEGATn0nOm07d/k2gcGuM0e9wcjFq3epUqEIJYvmIbaPF0+ev2H7nhMxvjez2cKOfScRRbs8pFtVJBG6ta/HgS0zmTauNyqlgvcf/RDd8Jlv2HaIao37MmTMPAqWa0P+sq08JhmBnQgjjF4ybDUjkUho3bQ6LRtVJU3qZMTy8XLydkQ3CUQURZdY4vXbDyMlwDCbLdx98IwKdbvzye8rm3cdc7sqlUgE3n/0nPxVr2YZBynN4ROXCHEjaOEJt+8/ZfeB04zs355c2TK4TQKTyqRUKVeEJh2Gc/DYRfR6+/s9a9FG2vccT7o0npWngoJ0PHzy0rk9qcQl1hyGhnXKu43dijaRmpVLoFQq8PbSIAgCh09cJFXOmkyZtQqZVIY1tL4/Oojt48XejdORy2VoVEri+PpgtdoIDAqJ1qRTLpfRqkk1tq2azMLpg8mfOwteWjXN6lVCbzBy4cod0qROSrFCOaPVH08wm830697sb7XxK+PRoydYvoMq2B0uXrrKseOnmDZ9HkajkaCgYHQ6Pc+ePad5C/fEP3Xr1EAicZ2EyxVyKlYo+0P69XfwnyiX+h4xa+pNlQABAABJREFUir+Lz37+blWHLBYrew6diXF7uw6cZtHKbVQpX5QlM4faY7QSAZ3OwN0HzyhTPJ9jZWCzibgj2+rfswWVyhXxOPiplAoWTB3o5NL29w9CcMOrKIoigUEhjmO1WjXJkyZkzuJNVK9ULMZZkMUK5uTQ8YscPXmZ42euUqpYHrxCieoNRhPv3n/m7oNnvHz9nlaNq/H0xRtmL9rMV/8gNGqVYyV7+94TOved5GC4slit3H3wjCoNe3P7zDqnAToyNavPfv4UKNeKr18DMZktPHrykis37lOuVAEuXL7Nx89fSZYkAWOHdKJh7fIe78tmE7n38DlZQ2t2AfLmzMT+I+eijDOaTGaqNOjNvYfP3O632mzoPcTfJBIJf43p6fg7frzYKBXyKElOpFKpY9KxYck44saJxYePX1zcyFKplHSpkzmIT5p1HE7jdkOQSu0r2HWLxpAqRRIMBiOv337E19eHuL6xQuuFrbTuPsbJ0GXNlIbZk//AYrE4DHD43yVlskQsnDaIDn0mIJOGvVsi6xaNJXa4JCH/gCAatR3qkYpVrVZSr0ZZcmfPwN0Hz9iw7RBB4SaeBqOJ1CmToFDIKZA3K5uXTaR1t9Hs3H8q0uf27blI6Nu5CenSJsdqtVKnWmkePHqOr683uUs2w+9roMMj5Vq0GX0IgkC2TGkoVSwvx0//+67Vfxv2KgzBrWcxViwfhgwZ40LpabXaePHiNQ8fPSFD+rRO++LFi8ua1Qvp2Kk3IcEhiIjEixeX7VuXoY6iUuGfwH/CMFv458sSVCqFx3qKqEpQ3KFp/Yqs3LCH3QdOkzx7dQrkyYrRaOLew+c8v7Hd6diIpUJhCBNeCAgKdhubtFptKEP1lcMGxSIFcmB2kz2qUauoVaWk0zYvrZrKZQvjHxDsSKay2mxIomAjEwSB+OGSrxq2HULtqiVpWKc8ebJnJE4cH1KnTELqlEkICdFz7tIthv3RFptNpHbzfiyfM4J0aZJhtdqYPm+dy+rSZrPx8dMXzl++TeH82Z2u6wkXr95h8YwhJE4Yj2OnrjB17hreffBjV7gB+vXbj3T+YxIKhZzaVUu5bcdoMnHizFUypEnhmKy0blKdafPWOSgvPcFoMnP7nmdZQb3e6DZzHuxlTFUb9eHu/ackSRyfzq3rInGz4lQpFUwd04vl63dz/dZDrKEDW9w4sUidMgkXr95lYrgStjBYrVaHoU2WJAHHd81nx76TLF+7G4PByP1HLzh17jozF27AYrVisVgpVTQPBfJmZdWGfbx++9GpvVdvPpA7e0aX9y8MoihSt0YZKpYtzPHTV5DJpJQqmtflPd594LTH31WrUXPj1Gpi+XjhpdUQEqJnRP92lKzeiafP3wD2mtbnL946whwajYrJo3pE2zCLNpFNu44wqFer0PI0KblzZKRTn4l8iqCw9XeWC6Jo/7bat6j5/8owe2m1pEyVnLt3HzgmdgqFwqEEdeDgUSeyIKVSyfv3H50YwMJDJpPi7++eJa5QwXxcu3KC+/cfIZPLSJ8uDQkS+PwjzF9R4T9hmEWkmJEjF83/mDvbS6uhbMn8HD5+EXO4hCG1WknHVrUjPddstrB55xE27TiCVqOmTdPqlC6ejxVzRpA+TXISxPfl0tW7jJqymHWLxsSonEqrUfPqzQe8vTRO54mi6MiiDT+wxfH1YfSgDoyctBi9wYgoimjUKjKkS+GyUrRYrPgHBeMb276CsdlsGA0mRESXPoaHVCohXtzY5M+ThUtX72Kz2diy6xjvP35h++rJTgozWq2aQvmz8eVrIKMGdqBejTJUbtALrUaNXC7lybM3bq8hkQgx4jWuXK6I4zlkzpCKLm3rcuf+U0ZPWcLuA6cdx+n1RkZOXOTRMMtlMiqVKexkQOLGicXpvYvoOXgqh49fjHFcXqNWOX6LiHrLcpkMqVTC2/efeR5KDvLoySuGjptPi4ZVWL/1kKOG3Mdby5YVkxgxcSHXbz9yymD+8jWQIycusXP/KY+rz9PnrzNw1BxSp0zCwpXbefHqncMbc+bCTYfqUxiOnLzMkZOX3bZls4k8fPKS7FnSuTWsYZzr3l4aqlcq7vHZpEmV1O2qSRAEmtSvSIJ4cRzvuVarRqVSMGdyPyo36AXYV8wRcxySJokfqZs9PMwWK1I3LtAd+05GeW5MYLZYKFeqADdvR87OljNbepIkiseDxy8dk4//VSiVSkaNGkSTxvW4f/8h8xcu5/Hjp6RKlYI0qVOSJk0qbDYbBw8dQy5XYLFY8PLS8vmze2IdAJvV5sTLHRESiYQsWTJ63P9v4T9hmMFunCMTvv8ZWDhtMFUa9ubp8zdIJAJmi4XK5YrQo4NnlSWr1UqNJn25dO0uIaGx1r2HzrJx2TinAal8mUJUKFPI7SAWVTxNq1axdfdx6tco4xAOiOy87h0akidnJhYu345/YBB1qpWmdrVSLuUwJrMZVWj2dtiAXL/1IFbNH8Wu/acY+9cy3rz7SMZ0KRk/tAtlSuRzXHfC8K4YjCbevPtE3Rb9effhC9UqFnMf2wzlxxZFkYZthvDlayB+XzxzIwMYTRaXWujIEP5ZhE10TGYLV67fRyaTOmVnv3jtOX4tk0lJn9a13C11yiSsnj+KGk36cuHKHbfXd2ewVUoFXdvV4+zFm5y5cDNcHwUK589OzqzpOX/lDldv3Hc6T6c3sHH7EZ5f3861Ww9RKOTkzp6BD5++cOLsNZckG1EUmTZvHV/9PdNbmswWFq7cjlIpd3HLx1RK1GKxRJrQJAiSaMWJC+XLhlwuc/GaqNVK6tcog0QisP/IOR48fkGm9KkoVzI/xQvnQiqVolTIaVCrHIkSOCf3hIToqVe9DJkypOTMhVuh36Y+NOHS+dobl01wS2TjyYsF9rh0dCsvpFIJCrmccUM7o1Gp2LD9kMdj06dJzpHtc7BabUil9oTIGk3/+CGVBf8G6tSuxsZN29m0eQeNG9Vl3JihtGjViX37DmGxWFEo5Gi1GnZsW4tUKiVOnNgUKuI5zKRWqxgzZvAv4ZqOKf4zdcz/ljiFKIpcvn6PF6/ekytb+ihrknfsO0nb7mOd6nXVaiWvbu326LaMaX++p1zD3XlhJP5WixW5Qs7NO4+djJ8oily8epctO4+wZPVOh14yfKs/DU+DGXaO2WJBLpOxbfdxqpQv4pIdGRyiQyIIPHn+htI1OjsmMOFXNeH/rVGr6NK2LmMGd3IrAhEdBIfoSJunjoO3PDwypE3BjVNrYtzm5y/+ZCvSCJ3eSM6s6cmRNR2HT1zEaDSTPGlCbt197BIT1mrU7N04jVNnr5E0SQK69pviWNFKJRKKFMzB9VsPneKmYVAqFTy6vJn4cX0d227eeUy52l3dHq/VqDBbrD8kMzYyyGQyCuXLyqGts93uN5pMPH76mlTJE0ernnz2oo1MnL4SncHgcPfXqFyCSSO7UbZmV9598MNkMqFQyEmWJAH7N88kX5mWtGtek6F9WzupoYVNMMKztRmMJoKCdfQZOp19h86i0xvw8dby+MpWFxlSURR59vwNfYbP4MCR8y59lUgEfGP7EBAQ7ODelkmlJEoYl7fvPznGvDw5M5ItU1pi+Whp3rAKqVMm4dbdJ1Ss18OjUVerlHx5etjxt95gZPHKHfQfOSvKZ/grQqVSOtzUGo2apEkSu+gpSyQScuXMxp7dG9HpdGTKUsDt85FKpeTMmY1qVSvQtEkDfHyiR2byW8TiB8P6Axb/EdmxogNBEMifOwv1apSJFlHInoOnXUg0UiVP/Lfr+f4uwoyy2Wzhyo17WCxWlEoFWo0aHx8v1Cqly4pUEARyZUvPx09f2bn2L64cW8mogR3wje2N3mAk2E2doJ34QY4gCAQH67C5fd6CQ1UqzMiWL1XAaXVdOH8OcmRNR8kiuVk6exijB9mzL61WG8vW7PJYT+4JO/ae9FiyFj5uHR28fvuRQ8cvULv5APLlykLgi2Oc2ruQyaO60697c8qVKkDp4vlcEugUChkZ06UgX67M9O7ShDrVSjvCBmCPOZ4+f92j69lmsxEc7Pxu2dWd3L/TRpP5pxplqdS+Cs6dPT1rF41x2mfPZreg0xm4dPUe1Rr34c27T9FyJ3dr34BXt3fx6eEBLh9dwdZVk1kycyh9h87g+at3BIfoMJktBIfoefL8Dc07jsBoMjN9/jpWrN/j9DxkUikyqdSRsR/GYf7x0xcHJahGraRtsxooQqlyX7x+z9WbDzAYjBiNJhau3M5JN/ShYCfAOLt/MZXLFUYqkSCRSChdPC8nds+nQc1yjuPu3HtK8qQJmTSyOx8+faHLH5OpULd7pCttvcFI7pLNuHz9HmA31C0bV43y+f2qCG+AdTo9j588cxGfsdls3L5zD78vX9FoNJQsUdRtIqrNZuPq1RtMmTKLUmWq8dkv+tS2vwL+M65sEypUuBqCmOCfIAaIEzsWMqnUSbnm/Uc/j1SKMcHeQ2cpVzIfCoV7HuHooNfgqVy7+YBD22YjkznHqN09H4vVyuwp/fEKXemkSZWENKmS0KrraOSRZG5bLBb6jZzJtr0nWDF3hKN9i9VKk3bDaFy3Ao3rVkASOpjNmNCHPKVbOM7X6w0c3THXJbZtMptZvnY3B46eZ/2ScdG+709+/h6NVBzf6NWUmkxm2vcaz459Jx0Sg+lSJ8NstvDFP5Cildrx1T8Ind6ASqlAIpGQIV0Knjx7jUQioXqlEsya+IdjMnLo+DkCAp1X8KL4LV8g4qBts9rIW7oFy+YM/z/2zjlMjux9+59qd49j27Zt28nGtm07Gycb27Zt2zYGGbTx/tHTnenp6plJNov39937uvbaTHXVqVM6zzkP7pvaVUsB9lXI+GGdGTpuoYtB9/P1Qqc3Aq4TwjrVSjO0b2uSJ01E3d8GcPn6/ThduxgcRjY4JAwvtdrFIL5685G+w2fx5PlbnkZKSlZq0IMnV7Z5pLyMCkEQkEqlZM+Szm7kjSZ2HTjtdk9MJjNnLt4EIE/OTKRKnoTwCB0+3hosFjundvT3WhAEsmRKQ1BkhrUgCFy79YBHT1/SZ+jvXL/9EHkkH/i0MT3w8XHcSxFETvbVGhUyuQylQs7pCzcZOGouaVPba9RrVimJzWZj+vy1TJ69CqVSIV5SGA0+3hpevf1I1Ya9uH12PUkTJ3Dj+/7/GZ4mlFarDWvk+Dlr1iQaNGhpr1e2QYRW63KsTq/H/NXC3LmLGTN6yN/T8V+A/zMrZhtSIvCJHLi+D2D/FkRodcxasJ4jJy+5rcyCQ8LYc/DMn+qv1Wql64ApPHj8KtZ2PP3+LTScMxdukilDKkZOWsyd+8+wWq0eJREdiWLeUdyPR05epmPvSVgsVo6c8pz49OjpGwxGMwePXSBlzpo07TCchm2GkDpXLU6dv87B4xdQKOQsmzOclMkSkSRxAkYP7OBcNV+79ZA9B8+4JEeFR+jYtucEl2/c58CxC6LuW08oWTSP6MxbKpVQvlTBOD2bsdOWsufgGQwGo9NAvH3/mfHTlzNq0h98+vK9LElvMNrlFKVSpo7pQaumNShfsgAKxfc+PHv5VpRv2Wq1UapYHrdYp728ykC7HuNdBvZOreuxcdl4Z82zTCZlw5IJboN4+99qsXTOMHJmy0C8AF9GDGiH5k+objnw9MVbkmar5px8RUToqNa4NyfPXufp8zcIgoBMKiF/nqyimeWeYLFYGDttGYkzV8E/bfkYV/+5sqXn6I55lCtVwOmOjinkIREEZ9zYZrNx5sItilVuz+Vr99Dr7a7u8AgdfYfPZtd+z4lfSqWC8dNXsOeA/b0IDYvAYDCy78g5tu0+QfIkCbhy/R57D53FYDBhsVhjNcoKhZwpo7vz5s4e3t/fz6KZQ6hYrzt9h/9Ou57jYzz2/yfIZFLR0KTFYuHtWztxSIL48ThxfA9r1/xB3z5dUSrd31eTycTBg8f+6u7+UvyfiTF/hw05ejSEY7NZY018+jug1xsoWb0jT1+8dUmikctlqJQKVEoFO9dNJ1+un88OtNlsXLp2jyfPXtOiUdWfut7gkDDUKoUzezfkWxhnL96iUd0KSEVWFo7zOrbbbDayFG7I67d2BZm+XZoyblhn0QHwa1AI6fLW9eiqy5AuJSMHtKNy2SI8fvaKXDkyopDLOXXuOvOXbeVLYDB1qpbm9v1n1KpSApvNxtotB9l32F5DrlIquHdhE8mSJIjTtVutVhq3G8ah4xdd+qRUyPn69LCL0bZardy5/5SICD0F8mZ1kpckylRZdDLg5+uNRCJ4FMxQq5To9Aa8NGp8vDWc2f8HKZIl4sSZqzRoPcTNdS0I0LR+ZU6dvc67j1/c2vP18WL1wtFULlfEpc/rth6iY++JeHupeXt3L9mKNub9RztLnVQq5c2dPS6uc4CZC9YzZsoS5zuRLEkCwiN0orH42HB0x3yKF84FQFi4lhXrdrPn0FnevP/M+w9fkAgCCRMGMG/KAJe+R72GqO/SoNHzWLpml0fXflRoNCqO7phH3pyu35in0q0Hj1+Qv2wr4oKM6VOyc800JBKBdVsPMXP+epc+eXmpPZK/DO7dkimzvzOiyWRS8uXKjN5g5M79p4BrkmD2LGk5tWexSyzeoeZWpFK7GMvv/g2QyWRxJhZRq1Ue1aeqV6/M0j9mu2z78uUrBQqVEy2dyp49C0cP74z1nP/FmP8yCJhQE4Y/NkEGIuQZfze27DrGi1fvRQknFs4YxPMbO/6UUQb7xKNw/uw0qlOBL4EhdOk3heTZqkfyXm+L04rP388uO+nr44WvjxcpkiWiSb2KzhhcdET/wPR6e9a1A54SeRx0jffObyB+gJ/oPk+fv6FLvylUatCDtVsPOt3ipYvnY/PyiZzYtZBenZtgs1lp3mkkTTuMcBplsLuf1SqFM2/gzv2nHD15Ocbs7qmju7u5xmUyKdduPXL+/eDxC3IUa0r5Ot2o89sAUuWqxb7D59Dp9W6lTQ6Eh2tjXAU5MowjtDq+BAbTb8Rs57WKza9sNti4/bCoUXb2OxoDjVZnYO3mAygUcto0q0F4hM4pPQqQOGEASqV7OKVv12ZcPb7K+XeV8kXp2ra+vY4/GmKbC9Zo0ptS1TsRFByKj7eGnp2aoFGr+PjxKyaTGYPRxNt3n2nSfhg3bj90YV+L0OpYvGqH04MQodWxZPVOUaPsMN5Rkwq1Wj0tO492+w48TWCbtB8e88VEwfMX7yhYvjWDx8ynYe3yHN4+F4lEgjySFCcmRrYvgSHOPlUpX5TXt3ezZ8NMju2cz/0Lm8maKY3L/v26tXC794IgcP7ybV68+neXSwkCzJs7lbVrFpMihWeqWYAECeIxauQgvL29RH9/9eqN27aECROQP39uN8+XRq2mQ7uWbvv/m/F/0DDbYUVOGPH5Rny0eP2j7u2Dxy86M4ujQqlQYLFYf0pL1BNevflIwfKtWLflAEEhoXz6HMSd+089CstHRfRByhHf9QSz2cKzl++cpBVKpdyFH/n46auiA6cgCHhp1KRMnoQTuxeSOWNq0elThFbHk+dvKJw/h8cBdFSkEpZDw1oikSCXy/gSGIK3l4aPnwMpXLENZWp1oXmnkaTPX49x05e5tSORSEidMikbltpdgXK5DI1ahVQqJSxydWgymanSoBcv33wgQqsnLFzLt9BwWnYZTZIsVT2+W3lyZXapdY8JFouVg8cu8OTZa4JDQj0+t5iISwRBoESR3Oh0enR6A1qdniWrd3I6smxqz6Gz6A0GF7rToBjKpr5FWR1funaPQb1aUqxQLrtcpFqJt5eadGmS07JxdbcVd1ToDSZu3X1Mu572RLBXbz9y+vwNt8x0o9FE627j0OrsJXN6vYH5y7YyaPQ83r77jM1m4+OnQI9ub18fL/p2bcaMsT0pVSyvc/u7D1+ctd8OiD0zq9XK6zcfPV5HdFisVrQ6PXsOnaV87W4kThhA3eqlXfJIxBDg74M60vWaOmVS1i0eS4C/L74+Xnh7aUiVIjEHt8x2vosTh3elQa1yLlnlDly58eAvz67/s5BIpMydu5i27bo7XdFi8PP15eb1M9SpXV3UoyaXyylWtGAky9z33202GxMnjCRDhrRoNBp8fLxRKhU0blyPRo1i5pb4t+H/rGH+DgkmvAjDj7fvP3P4+MW/XSc1eZIEbisYsJeJ3Ln/1C3z8GchCALte03g85dgF0Pw8MnLGEUyYsKrtx85d+m2mxvWsWJp1WUUYeFa5wDXqXVdJ9nGucu3OX76qsuKIbrrMGP6lNw4uYbxwzqLJv1otXq27T7u/NsauQJ2nC91iiRcO7GaHh0bUzh/dkoUyY1UIsFkMhOh1dO43TAePHqJVqt3xvd+X7SR3SKEEBKJhGIFc7Jm0Ri+PD7Ex0cHOL5zPvnzZkWnN7Bj70m0Or2oUpVnfnKBYX3b/JDQgtFoonDFtqTMWTNGAxwdKqUCL42KTcsmoFQq+Br0jRETFlGkUluGjlvg3O/l6w80ajOEQvm+Ey/o9UamzVnrlkkfodUxceZK57WkT5sClUrJvo2zOLpjHqMHd6RahWKAPe7fo0MjvL3UHid0RpOZ42eu8frtR2fSV3RYrTa8NConN7ZKpaRbu4Y0qVuRCvW6o9XpSZYkoUcVtSIFcjBheBdaN6tB8cK58ffzZsW8EXx8eIA0qZJGOY87x7bNZkMqldKkXiXnZC8qmtSrxP0Lm/j26jjXT6x2CxdE6HRs232CrJnTxqp2N3/aQCdXQMvGVd3ef4lEglKpoFLZwuzbOJPObet5lNpMkSyRaHz1ZyGXyyhRJA/FC+X6qfJDMVgsFu7dfxTrBELjpSYoKBg/P1+6dG6LJooXSyqVoFIpuXDhCuky5CFdhrx06dqP7dv3kK9AaSpXqc+LF68oXqwQM6aP5+L5I0ycMOL/O8Wv/wHDbIcVBQtW7KRVt7G8ePXeybX8d6Bdi9qiqkUmk5kFy7eRp1QLvgTGnbUqJty6564ne/HqXZ6/fB+rMEPUgS4sXEutZv3IU7I59VoOJF3eOgybsNA++Gj1jJr0BxNmrmTrqil4qVVOWclBvVrSumkN1ColXho17XtN5Njpq07xDbH4kiDY2c49lco41Ld27j9Fk3ZDqd28P1t2HXNONpIkis+4oZ04uWcRFrPFKSAxfd5a7tx76rZy0Wr1zFuyRfRcMpmUGpVLoFQqkMtkZM+aHrlMSvk63WjdfazoCtZitXochOtWL0PlcoUJ8JDZ7YmYwk6wIt6mGBQKOf26NePZ9R2ULp4PgOTJEmEwmnj/wVXtTC6TUbNKKTfKyMmzV5G5UEPOXbqFXm8kKDiUXQdOkypFYpIlSYBKpaB/9+bO/TNnSM3iFdvZdeA0z1++4+6DZ0yft46yJfNTv2ZZkiVNKDqom0wm8pVpSZ0WA0TFPuQyKSWK5nHZ5qVR0aFVHT5/CaJZhxEsWL6VLm3quxHUqFQKRgxoB9jd9x8/BXJo61zqVi+DQiF3ErvE5jmbPq4nhfJlRx3pEZBKJbRuVoN5U/vbubblcrJmTsv6P8ZRqWxh53E6nYELV+/w5t2nGNsXgNZdx7Bj70kAFq3YTpMOwyPjyt8hk0kpUSQ3uXNkdFPrilp2WatKSdHwws+gRJE8vL69m41Lx9OtfUOyZ077S9qNKz58+ETpsjUIDg5h4ICeTJk8hmzZspA4cSKqVa1oz/G4ez+y8sHE3n0H6d5zoJOa02AwcubsBXbvPkCSJIn/1r7/KvwfTP7yjB49B7F12y4UCjkzxvWiZeNqztrEvxIPHr2gSOW2GI3iqyq5TEqzBlVYNHPwnz5XkixV3EpsABInisfFw8vdWI8cj99kMrvci+adRrLv0FkXN6NGrWLyqG4sWLaNh09e0rVdA8YO6ShKxxmh1fHpc1DkgB65gr50iwJ5sqIUKenoNmAqy9ftEb2m/j1a8PrNx8gacLtr3EujokHt8iya4XrPxkxdwrlLtzlz4SYymQyZTCrqkciWOS3XTrhyRHsSvTAYjMxftpVh4xeK9k8MUqkEL42ay0dXkDplUg4dv0jTDsMxGk1OpiZ/X2/iBfjx4dNXzFEmFDFBIZdhtlhcvhVBEEidMgn3L2wSXQHqDUYKlW/N0xdvndv9fLxcXNTRsWrBKOpUL43FYqf3lAgSTp2/zuETlxAEaFy3InfuP2PAqDlu8XOVUsHV46tQq5VkKtggTrXJLserlNw9t4HkUfSWT527Tu0WAzAajdhs9n18vDV0a9eAJWt28fVrMDmzZ2DKqO4UKZCDZWt3M2/JFl6//UizBpUZNagDiRJ8J16JjYjHbDYzdNxC/li9A6vFLijz5MpWEiV0l3S8fe8JhSu2BezhnF6dmrBg2VaPOQdRkTRxfPZsmEnGSA6EE2eukilDamcplcVi5dDJi1QtV9Slvy9fvccmQLIkCZ0r+9v3n1KxbvefSsyLCqVSQY8Ojdi0/TCBwaFxSq771RAEgYEDetK7VxeX7TNnzWfO3D8wGGL3MiqVCq5cOk7ChHFLAIX/kr/+EdSqWRmwuwqHjlsQp4HwV2DOks0xDk4ms4V1Ww9y9OTlP32ubu0aim436I0uA5MDjo89qlEOC9fayzeiuZy0Oj2Dx8zn4ZOXABQvnMsjR7aXxh53jJqAky93Fi5dFxcwd2QuR4dCYY+v7T101iVOH6HVs2XnUW7ddfUQDO7dim2rpnDt+Cp8fTSiRlmpkFOzcgmXfjgGarHBWqlUkDXKqiEudba1q5Xm4uHlpE5pd51WLleE03sX06JhVUoUyU2fLk25cXotN0+vZfPyiUwc2TXWNlVKBSMHtqdHx8YolYrIlZwUP18vtq2a7Oy7wWBk9cZ91Gs5kPa9JnDt5gM3xqqYjLJEIvA18BsKuT1nQKNWoVIpKFUsL7sPnGbh8m1UbtCTuUs2iya1SaUS+g7/nezFmrq893H3Jtpcsou37zlBtca9MRiMTi+CXm8gODiUpy/e8vTqNoJfHOPMvj8oVigXXftPYfCY+Tx+9hq9wciaTQcoWqmtC+mMJ6PseCeGjFvAsrW7MBhMmMxm/Hy9SBDf/fsBXIiFrFYbO/edipNRBvgWGsH7j19QKOQoFHLKlCzgdFfbbDYkEoGKpQq59Td1qqQkThiPZ8/f8OVrMO8+fGHvwbNxyiWJDQaDkRnz1vL2w5c4G2WFQk7SxL9Ox9hms3H06CkiIiLYvmMPq9ds5NWrNzx89CRORtneJwXvP8Q9V+DfhP8pw1y2VEHnv8PCtdRpMYAvgcGEhkVgNJp+ivkrLrhx+1Gsqwaz2ULj9sNEE5N+BMP6tWH/plmkTZXMmVDl5+vNqb2L4hwrCg2LQOJh4NIbDGgiqUPfvvv0Q/crLDyCKbNXi3L5tmhUFaUIMYpCLsegN4gOOCaTmaOnXCczSoVdtzdDupTMnzrA7RiVUkHCBAG0bVGLb2ER3H3wLNbVk05n4NLVuwC0blqDRTMGU6po3hjjxqmSJXIjJsmRNT2LZg7myPZ5jBvamYTxAyKZoArQpU19smYSdxkKAjSoVY4ubevTvGFVJo/sxp2z65k7ZQBrFo3h0eWtZMucDrAbrAp1u9Nn2CwOHL3A+q2HqFivBzfuPAageKFctG1ek+KFcnnsu9Vq44NIxrfNZqNmlZJYrTZ0OgNPnr12Zh5HhV5v5PiZq9GoFAX8fDyvEKIfP2nWSgDuP3pBu17jRWPtZouFg0fPY7PZGDJ2AWHhWl6//cjGHUddDIrJbCY4JIxVG/a6XU/U8I4jNKLXG1i2xpVidvrYXh4nFu8/fKFIgRz4eGswmcxky5yWIzvmcfX4KkYNbI+/n+fr1ur0LF65w/m3UiEnwN/HWT0gCIJoXFkQBDRqFWnTJOf+oxdkiExqdOQ6OCa5scVWPZHn2HDE293HjEQJAlzc6g62tD0bZoompv0srt+4RZZshRkwcBSjx0ymTNkaBAYGuYjexASTyUS6tGl+WX/+TvyfYf6KC06fPOXUrJVKJVy4coe0eerSo0ND+nZr7iJN6Ak/w0WdLXNaJ1lHVEgkQqS2sgRfH28K589O0/qVfqjt6HAM9PcubESnN/D81TtyZEkf+4FRkCxJAgL8ffjwyVW1RSKRUKd6aUoVzcula3dJGSmdF1ckjB/A5uWT+BoUQsIEAS4Jcdkyp2XK6O4MGDXXxeBtXTmZ2/efolTI3TwccrncRav36fM39B46i5PnrqGQy2lUt4KbIEW8AF/KlypI76GzOHLyMuOGdiR7lnQe+2w2W9Dq9Cxbs5vaVUsxY3wvNGoVLRpVZcKMFUyfv1a8DG7lDvYdOc+lIytEJTjFMGNcT+q3GuwyCREEgU3LJlCmRD5USqVzkE6ZPDFN6n0n8A8Ni7DTSJ6/zr1Hz91IYXx9vDi4ZTYZ0qVEIhGwRao9VWnYy6322ttLTeECOdz6JwgC0iiTO4kgEa1GtFitEG0earXa3cGC4FEt1QWvIrOil6zeGSMtpaMkLyj4GzKphOu3H6GUy91ySHR6AyfPXadnpyaA/Tuu0bQvKZMlpv1vtfHz9Wb/kXPUr1kWSZT3slypAsya0IeM6VJ6rONPlSIJO9dOQyGXc/XmA/Lmyuwk3UmfJgVN6lWiUIXWHglvoidWWq1W/Hy94jTOqFVKCubNRp6cmbh972nk+AT+vj4oVQpCQsKc71O7FjUZ3r8d8fx9MRhMqFQKeg6ezsoN+0Tbdghq6Cyu79LUMT14+OQVS1bvJCJCR6lieenXtRmv3n6kUL5sXLhyJ9Z+xwU2mw2z2eySl3Ljxm2kMqlHEZio6NSxDT5xnAz+2/A/Y5gFrHz+8B4hcibZsVVdxg3thCYycSmuMJnMHmexntCvW3N27T/tMotXqZRUq1AUlUrB46dv2LluGr7eXj/UbkxwzKizZ07nVCkqlC+bW/sGgxGLxYparXQhY5k2pietuo1xrvQVchkajZoJwzqTJlWyWKUtPfVJrVJiNpvZsuMYTepXdG4HqFC6EBuXjufzl2D8/bypWKawPU4ZyUTm3iBOOcag4FBK1ejMt9Aw+4rOYmDjtsNYLFYkEgGZTIbRaOLzl2DWbD5AvABfKpQuSNvmtTwOuBaLld0HTjN22jJmTehNvZplXbwO/bs359ylW1y6fg+rxYrFYnWKIhgMRt5//MLmnUc98hc/ePyC85fvkChBAJXLFaFsyQIc3DqbCTNWOJOApo3pSfVKxT1nORtN9Boykw3bDzvj6WLemWlje5I1c1oXtq9sWdIxZXR3uvaf6twmk0nJnDENVSsUFT3fniiSmFKZlDbNarBr/ym+Bn6LtdohNEyLSqX0yCTngCAIFMiTFSBW/uxqFYthNlsI/haGxWIlRbJEzvK9qJBKJaRLndz594z56zl/6TZ6g5FVG+2GqWu7BqhUSuLH8+Pg1tksW7ubWeP7OD1EnuBwQwOUKJLb5X1SqRQkShBA66Y1mLtks9uxapWS+jXLurYXObGIaxmlXC5j1MD2eGnUTJ+3lsMnLrmVv40b1pm+XZo5V9IOUpw5k/ujN5jYuP2wW7sWixW91ehmBL29NIwa2J5RA9sTHqGlRpO+VGnU64eSFX8WOp0+ko5VEqOKliAIlClT4q/v0F+E/xnDrCaMAnmz2mf52FP3Bdxjip4SgBz4mWSx7FnSsWvdNHoOmcmjJy9RKhS0bVGTCcO6YLPZXKQZ/wpM/n0ll67dQyaTsmP1VAoXyBFFhNx+PVHZu6xWK2s2H8BiseLvZxedr1axGAN7tnRJyPkZSCQCMqmUb2FhhEdo8fH2IjDoG43aDuX67Yco5HKMJjPD+7ahViTfc5JE8Vn/xzhadhntHCQEQWDDkvFOV9zKDXvR6w0uLk9HjNxmg8IFspM9czr8fb1p3rBKjIIjNpuNTTuOMHbqMl6+ec/6P8ZRuXxRN+OoVCrYt2kWV28+4MbtRyROFI8jJ6+wbM0uwB4HP3H2Kq2aVneGSSQSCVarlfa9JrBz3ymIpKNUKRUc3j6XQvmys2vddJe+xPRuDBw1l007jmAwGIkp9Nawdnk3Ck6VUkHjuhVdDHOXNvUYPaiji0vSXktsZPTUJbx6E7UO2Eb/7s0ZN6QTmQs3IDAoZsNssVjw8fJBIkiQSiWYzGbi+fsSGBzqdHsLgoBarWTkQHtmdeVyRTh8/KJbvoMDYeFagr+Fce/BM9RqFflzZyFt6mQ8evLKRZrSYrGSNEkCTCYzcrmMBcu2unhgRg/qQPf2DZ0r8EL5slMwr2cdX8d9EePZjg6NRkXlckVEDXOaVElp3rCy82+DwcTNu0/IGkmfGv18YueQy2VUKV+UoOBQsmdNz+ETl5y/Bfj7UK1icfp2aeqSw+FoQy6XMX/qAO7cf8q9h89FzymTSkiWNDF9uzalZNG8mM1mdDo9arWK5h1Hicqa/pWwr6RjrjCRyWQEBf2aSpd/Av8jhtmKHCMF8mShZNE8nL5wg90HzjB5ZHe3PQ1GE/1G/E6z+lXIkzMjWq0eP1/vP529XaJIHq6fWI3RaEImk/6y2sC4IFf2jBw9dQWA6k368OjyVuLH8xP90AVBwGQy065FLdo0r0GlskWQR2Y3/yp4eanJkC6lU7ijRedRXLlxH5PJ7HQLT/x9JZkzpqZGZfus18GKdPrCTb4GhlC/ZlmX7O5bd594THyRSqUUzZ+TMUM6xql/U2avZtrctWh1ehLE86dK+aJu0pQOONTFHIN4sYK5nIZZIZeROkVS536Pn73G18eLY6eusOvAaZf+hkfoaNhmKLfPrIvzJE2vN7Bq0/441cF7EhRxbBcEgTrVSzN6UEfWbN7Pjr0nyZs7C/lyZcZkMhEaFsEfK3fgpVGh0xuQSqWMH9aZO/efMWX2aiIi4pYk9PlrCItnDiZj+lTED/AjU4ZUbN97gsm/r+L9h6/kz5OFsUM6kTNbBgCa1a/M5N9X8fb9Z9H2vn0LJ56/D8HfwvkWGo6fnzf7Ns2idbcxnL90G4lEgre3BrVKyaqN++jUui7yyMx2B7w0anp0bORWehXbc4jrczKbzbx5L14+FRQcys79p6lRqQQmk4mPX4Ko0bQPr2+JVyh4Oufjp68pXbMzBoORdGmSYzSaCA4J5dTexSRNHD/GvqpUCob1a0O7nuNpXLciEkFgzab9mCMz8m3A6gWjyJs7Mwq5HKvVvj0kJIyjpy55bPefhY2CBfLGvtu/FP8ThlmIUrG5ZcUkFizbyvJ1exg99Q/GD+0SSZZuf3GVCjn9uzUnIkJPihw10OuNHNk+lxJF8vzUuaPPqv+O8qyosFitfPxsjxVLJBK6tW/Iw6cv2X/4HAICDetUIHeOjISFa9l94DSBwd8oXSyfXabOAxXnn0VYuJYzF25SpEAO3geHcuHKHbc4olarZ/aijU7DDCCRShg5cTF9uzZ1u495cmZkz8HTbio/UqkUjUpJ299qxalv4RFaps5Z4zSaiRPFw2gy8/FzIJt3HkOnN1Cjcgny584ieny8AF+USgUGgxGpVErbFjWd74CPtxcKuZwlq3e5ZTPbbDbef/jC7XtPef7qHeHhWsqUyE/K5J7rMEPDtXEL2AJHT12mQulCLhMss9nCkchKAD9fb36f2IdSNTrx7KVdA/fU+RuA/ZsQJBIqli1MrSolePnmI+u3HGL4+EVYbTYK5s3KiAHtmDBjRaxZvAL2ZKyoUpr1apSlXo2yovur1UqO7ZxP9qJN3OrRvTQq6lQvjVQqZWT/dqzdfIAq5YuQKmVS9m2cRVBwKOFaHSmSJiRCqydfmd+o0qAXM8b3pl6NMqxYtwejyUyqFIljXYH9GRiNZhYu3+b82/EMzGYLIaHhSCUSvLzUWCxKEsQP4PDWuT9ck9xt4FSyZkrDyvkjiR/PH4kg8OT5G+Yv3crvE/vEeKxEIqF21VIUObeR56/fU7NpXxeCIovFStMOI3hydatzf7CHMmw/QIDzd0Eul9GtS/sfKpP6t+F/wjDbkGBFghQrcrmMXp2b0KtzE9F9BUEgSaIEvHz9nt8aVWPt5gNMmLGSbasmxxprcjnnTwRcfiaxLDZIJRLSpbHH1maO783zV++o1bQ/eoMBEFiwfBtN6lVk6+7jTo1cmVRKzSolWD731zPm6PQGnjx/w5kLNxg5oB3PX75HLpeJEr58/uqqoSogsH7JOPz9fNz61bJx9UiD+r0dpUJOruwZObR1Nmp13J7dk2dvXIzXs5dv2bTjCANHz8NisWCxWJizeBMtGlXh94l93frxJTDEeS2DerWkQesh3Hv4HH9fb7p3aMigXi09lunZbDbK1+ka6e62YbZY6NetGSP6txPdP0E8P3x8vOJU9td76CzO7FuMRq1yiipE6PT0GTbLfq+UcuYv3cLzV+/cVuAON/KxU1coWyI/w/u1ZUD3FqzfeogvgcGULp6fPDkysufgGbu4Rwy84D4+Xk4vQlyRKkUSJo3syqjJSyKJV+zMYDmyZqBBrfIIgkCnNnXZdeA0Af6+zu8ofjw/4sezc7ErFXK6tKvP8PGLKFOzM2f3/8GxU1f4+DmQdx++/BAzW1xhs9mz19v3msDte9+JQySChLRpkvL67SfmTRlA3eqlXcIMeXJmEv3uPH2LZrOZZy/ecevMOpeyuOxZ0jK4V9w4oiUSCUkSx2fc9OUYDO5hg/AILecu3XahOF235YAbSc0/gYwZ05Mje1auXrtJ8mRJ6NK5LZUqlfunu/Wn8D9hmEFAhw9eNkcJgvheNpuNqzcecOTUZY6evMS4oZ3p2q4+67YcYu2WA7RsUg2lIm7x4J8xaH/GCHoy6oIg0L19Qxav2EGBPFkZMnZ+FBeqDZ3ewPqth9ixdiq37z5l6tw1BAWHsufQWTbvPOaS+RvTeeKCj58DWbVxH9PnruPe+Q1IpVKyZEwtWpoll8uoVLaI27ZkSROKlnDEj+fHrrXT6TP8d27ffYJCIadp/UpMHtUtzkYZIFnShE4lJbCX7vQZNsslAUmr07N2y0Ea1i7v4klxMKIBBPj5MPn3VU6jGfwtjANHL9CnS1Oa1qvIk2ev3VzveoPRbUL3+8KNlCmej5JFvw+IOp0BhUKGVCpl6ujudB0wNcaEqswZU1OzcgkWLNtKlkxp0BuM3LzzmHVbDmI0mUmcMB5n9i6mWceRMbaj1elZvGoHlcsVoXzdboRH6DAZTUyZvYYE8f0ICg7FYDCikMvw9/PmcxSRDAcMBiM5s2fweA5P6N6hEVkzpWXIuAV8+PiFBrXLM3F4F6fnRG8wUadaaQRBwCCiLqRUKsiX67uXQ6VScu3EanbuP8W1mw959vId2TKn/aUT0fAIHVmLNHITTkmUMIDzB5axaedRGtQq5+b9ianG2tM33qJRVbdwk1Qqxcsr7u++IAh8DQz2SN8b/O179vj5y7cZ+gOEO38lpk0dS+FC+f/pbvxS/M/UMZtREEYAZmSi3r/wCC0V6najcsOeTJixglt3nzJ4zDySJUnIuKGd6NiqLiql8i9x7f7VUKuV5Miajr2Hz4iWntiwcfveUzq3qcf5g8vw9lKj1epZGa3u88/C39eboKBvFMyXzVlC5GBhixrfk0ol+Hp70bdbM7c2VEqFKO84QJZMaTi7/w/C3pwk8NkR5k0dgLeXfQVhsVj48Omr6HFOUXWdgYTx/SmcP7vL72JZwTqdgc07jzmPf/PuE90HTmP1pv2o1UpSp0ziZiAWzbSXQl259cDFKMvlMpQKuajIvU5vcJazHD99lVwlmpEwYyUSZarMwFFzKVEkN9tWTnbRxI4KqVTC8xdvWblhL3+s2om/nze5s9tDF7myZ2Rgz9+4dmI1KVMkIUkcCCJCQ8P5rfMoPn8JIjxci8FoQqvT8/rtJ8IjdJgtVowmM2HhOieVpQMatYpyJQtQrVFvUuSoQd3fBvLmXdwJIHLnyMjTF2+oUqEY44d1dplwqaIoY4nVwxsMRm7efuz8e9na3ZjMZhrVqcCU0d1jLJn7EdhsNgxGE0+ev6FS/R6iamZBwaHM+WMTqzbu85jU9iMeN4lEQo+OjVxqix0QuxcxoWaVkniJeAaNJjPFCn0PP/y+aOMv4/j/M0iWLOn/OaMM/0OGGcCKDC1+2BDcjPPQcQu4dvMhOp0Ba6RazJ37zxg4au4/09kfREwTBr3eSIL4fnhpxMUFJIIEuUyGUqkgQXw/Wjaxl/fExq39o1CplEwe1Z39m2bhE0XOrUWjqlw7sZpBvVqSIV0KsNknSsvW7BZtJzQswi2WabPZ8PZSe7wPEomERAnjERYe4XKMzWbj4pU7NOs4grlLNtO808g4MVQJAsjl9gnC/Ucv6Nx3MkdPXiJ/7iys/2Mc38IiXN6xRAkCSJ8mObWbD2DvwbOubSEwdmgnZCLuVJvNRkSEjuu3H9GgzWCePH8TqWZkYOmaXQyfuJh4AX4exS68vTSsnD+KwT1bkilDaiqULkSenJlYOnsYR3fMY2if1k53b9d2DUSFG6Li46dArt9+FKu4hk5vwMfHi5aNq5MsSQKyZU5LuZL5OXDsAvcfvSAw6BsHj10gS+HG3H/0wuV6PUGpVJA2VTJG9G/rxjgn8aAX7mjTbLawcMVW57Y/Vu3kxJlrGIwmdJHCJH920m2z2Rg8ZgEhIaHUbTGAm3cei+6nViuZNncNN24/AhFnsMVi4fPXYJdJtNVq5d2HLx6FOxLEE5dPFSu/DAvXcvjEJc5duu32jTeqU4HMGVK7TJRlUinFCubAS60mNCwCvd7A67cf/5byqJigUqmoXrUCOXIVI2nyLCRLkZWatZsSEuJZ2vX/F/xPGWawx5vD8ceKNIoUJGzYdtht9mowmti048g/IhX5o7j78Jnoys5ms+Hr48XqhWNoUKucR9GEOpH1wF4aNeVKFkCjUdGiYVW3/f7s4OXp+DSpkjJqYHu2rZqCTC7DYDQxc+F6rt166LJfhFbHpN9XsefAGWfNrmNQjSnT3UGO4VhBO7YJgkCuHBkpmC8bhfJlo2/XZty4LT6gRoVSqaBh7QrodAayZ0nHvk2zeHN3L2cPLKFK+aLkyJre5VotViu37j3hweMXbuo6dgrMEMwi3gwvjZqGdSowbc4aNyITnd7Azn2nuHXvCTIPNKG5c2Tk7sNnbNh+hCfPX/MlMMTldztb1ifMZjNbdx1zceOL4Ue+hA8fv1IwX1aeXd/Bqb2L2H/0vNs+VquV5h1HOidJMb1fUqmEIgVzxJgQJwZBEPj8NYiwcJ3T4KhVCgaPmYdeb+Di1buxqq95GgN0OgNDxy0gebbqJMhQiacv7DSgsyb2cU7coiMw6BtanQGj0cSoyUvc6r8lEglarZ7+o2bbleJMZkZPWRLj/fFUix99+8r1e0mdqxa/dR5Fnd8GkLFAAxf6U6VSwcEtc5gwoguli+ejdrVSbF01mb0bZ/Hs5TtmzF9Lp76T0OkMovrdfyeyZ8/K0uVrCQy056LYbDauXr1BsRKVPS4q9HoDx46d4tDh44SHh4vu82/A/5SIRXQIkfREUkwkS5Nf1M0rlUgIe3PyX+3CdijNOFYRMfV1+brd9Bs+G4lUgoDdTTt/2gCaNagCgNFkYvnaPew/co7tq6f8Uq3ouMBms/EtNJzmnUZy8ux1urStx/SxvTAaTXYKxmMXaNllDBaLhbIl8jNxZFdyZ88YI0lIXEq9rFar07A3bD2YfUfsVI8li+ahYe0KDBo9F0EQnAN438ikrLfvP/Puwxc39/fNO48pX6ebc2VfqlheWjetQa8hM0QZoOpWL0PVCkXpNWQmJpMZs8WCl0Ztd1Wvmkz+cq149OSV23G+Pl4snT2Mll1Huxluu0KWFJPJ7Jx0FsqXjW+hESROGIAgCFy8eheJVIKXWkWn1nWZECnx+KugUip4fHUrV248oH7LQaL7CIJA+JuTMU6sLBYLL16/J1nihHFOwoxumL6FhrNpxxGevXhL9qzpqVS2MN++hfP81TvSp03hkd1LrC0Hqjfuw/nLt525BBKJhPgBvtw+u57Hz17TZ+gs7kTSvqZKnoTnr965HJ8qRRLuntvgtrKNiNAxeOx8Vq7fa3+PrVYuH13hLCP7Gdy6+4Sytbu45REkShDAs+vb7aWSZjMKuVyUN95ms5E+X10nI6BKqcBqtcY6mfsrIJVKSZwooUcu7MULZ1GrluvC4vTp87Tr0AMBAQR70tysmROpXauac59/i4jF/7RhjooWv3XkxMmzLjNnQRAoUzwf+zf//rf0wRN+dbb2x8+BHDhyHgSoXqmEi7iF0WTi2s2HFCmQw+Wcf0XGeEzQavWUr9ONwgWyM3lkN7buPs6M+eudAhpyuYzqFYuxfsn4GPv1M/2+dfcJ5Wp3IV2aFJzcsxAvjZovgcHsPnAGnd5A1fJFSZ82BWCf2NRq1p+9G2e4nefspVv0HzGbO/efsnfDTBIljEfJah3dkr7kcrtQh05vIH2a5OTImh5vLzU1KpekSvkiSCQS2vUcz6YdR9y8Iiqlgpe3dtF1wFQOHDnvbFsikaCQy7BYrTFSWkaFWh07Kxc4FK6scdL4VquVZMmQmrsPnpMpQyoSJgjg+q2HLgpIEomEb6+OI5NKCY+wl+0FhYRRulhepyEKDQvn6s2HlCmeL1YOgKhDmqcJW/teE9iw7bBz303LJlCzSknR/R3XGf28t+89pWytLm5hFXviYmEmDu9KpgypAPtKre/w2axYv8e5z5RR3WnbvKZTjjI69h46S8M2Q5x/lyyah4E9WhAvnj95IzO3Pb3fYhwFPQZNZ/m6PW7Pzcdbw/ol4/n2LYyc2TPw+8IN7DpwGoVcTqsm1RjcuxUqlRK9wUiNxn2I0OkpXigXbz98Zu+hsz+sHvZ3oF3b3xg/bpjz72/fQslXoDRarau4iEKhoEunNvj4+lC5UjmKFs39n2GOin/aML969Yaq1Rui1+nR6fWoVCrUSjmn9i4iY/pUP9Wm2EfzM4bCarViMltijf/9GcTGePZ3w2q1YjSakMtlBAWHUqJaB16/tZM0qFVKFAoZB7bMJk8O8dKSP4vzl28TGPyNquWLxbjitlisLF+3myIFcsRpNVOrWT/OXLzpXN2KcUerVUr2b5pFofzZncbg0ZNXFK/awUWDV6NW0aZZDQb2aomfjxe/L9rIH5H8xZXLFeby9fu8fP2BXw2lQk7xQrk5fvZqnPZPliQ+O9ZMI32aFJgtFhRyORNmrmDG/HUAVCpbmK0rJ3PjziNqNu0X+b6bkUgk1K1ehiW/D8VqtfLxcxApkiWK9XwRWh1N2w9n59ppokbcarVSrVFv3r7/TKc29ahQuiBpUiZz4zQPDYtAEOxUojPnr2Ps0M4oFXJkMik2m431Ww/Re+hMUSUpiSCgUCro3r4B44Z2xmKxUqZWZ67eeIAgCMyd0p+m9Sp5XP2bTGaWrd3tLGdzwE61qyRRgnjsXDuNTBlSuY0pEVodqzftp2LpQqRKkYRnL99iMJiYNGsluw+ecTuXj7eGOZP7ER6uZdq8dXz49NU5mVMpFRTKn52DW2YTFq7l+u2HFMybDalEislsxmQ2U6VBT+7cf4Yg2GUo331wF0D5uzFzxgSaNqnv/HvTpu0MHT4erdbdWyWRSJBIJMhkUoYM7knHDuLlib8S/xnmH0BIyDc2bdrOrTv3yJE9Cx0alyVhfHH1lbjgR42wp/3DwrVIJIIzPhZbm1HbieqiFcPDJy8ZNfkP7j96gdlk4c65DTEaor975Xz3wTMq1O2G0WiOZJyS4O/nw6ZlE8iRNT1+vn+epF7smoxGEyHfwkT1d6Nj886jZM6QmodPXrFpx2FqVCpBq6Y1kEjc3YF6vYEJM1ewYv1edHoDRoMRs8iKo3SxvEwZ3YN4/j5OsZCbdx4zeMw8Ll+/T4C/D+nTpuDy9ftYLBZUSgXjh3amU5t6zjbK1urCxUhVrF8JRSQXwIJl21wmCp5w9sAScmXL4OKujYjQ0azjCO4+eMb1k2vw0qhIn78+n7+41q57aVQsnDGYhrXLAzG/f4+fvaZr/6lcu/XATsOaLxs71013y1Z21OsTqZ7kKVwzZsoSTp67zqVrdqnSnNnS0619Q3JmTY+PtxdfgoKp1bR/jPdAo1axd+NMCuXLxqYdR+nYZyIZ06XgwuEVoln4zvuj1VOyWgcePH7pcZ9kSRLy5OpW5/d99eYDfl+4gSs37vPm3Wfq1SjDwWMXnL87jG3UuvckieKzZPZQShfLx4Zth+k7fJZbHbpGo+LgltlO9bOoFQBWq5XXbz+RtUgj5zZvbzU6rf1b/Sfc3Gq1igf3LrswAy5bvoZx46fHKhmpVqvYv3czWbJk+kv7+J9h/hOQo0eD/fyOlc2P2KQfNWJWq9VjbMfBsxwXWKxWZ21wTOcPCg4lW9FGhIZpnSvm1k1rMHdKf6RSz1muP4IvgcEoFQp8fbxi31kERSu14+Zd12QsuVxGyybVmDm+T5yIIRzyfifOXuPZi3fkyJqO4oVdxQaiPyu93sD+o+epWblkjMIi4RFa+gybxdfAEM5cuOkc1DKkS8HoQR1dBAqieyXevv9MrpLNRN3HgmDPqDaZzOTPk4X1S8a7hBwGjprLwhXb3BirKpQuyOu3nwgL15I6ZRKu3Lj/l7ga4/n7kjVzGq7ffhSj+ztdmuRcObpSdGX45Wsw8eP5IZFI+BIYzLPnbzly6gqLVmwjKPi7CEO5kgXYt2mW2/FRsX3PcVp0Hh3NjQ2JE8bnzrn1Lkl/Doh9n9dvP2Lh8m18/PSVQvmyMX/ZNvQGAwaDCYVCjlwuY9vKSZQokhdBgBLVOnLv4TOMRnEDJAgC7X+rzZzJ/Th/+TYr1u9l+tie+PqIq0dZrTa+hYbRue9k0dUt2OOrvj4awsK17Ns4i1LF8rJj7wna9ZwQqx6zRBBQqRRodQYkEgl3zq4nZfLEdrasAdNYvs69EkKtVjJuSCfKlixAtii65A6ER+goVb2j2yQiuvjF34FkSZPQunVTkiZNSqWKZfH1tavPPX36nIqV68Za4iWVSunVszMD+vf4S/sZm2H+n8vK/hGYUBFGAEaUWGw/fqtiiv2IQaczEB6udRls9XojRpP5h7i1JZHGPTbD6u2l5uLh5WRM/13QYeWGveQt04IHj1+6xaJ+5CO7ePUuuUo2I0P++qTMUYPazfvx+WvcSeWtVivBwaGixPomk5kLl++gkMti7ZPNZuNLYAh5S/9Gsw4jGTJ2PjWa9qNk9Y6ER3x3a0X1MNhsNmQyGSql0pn1HbU9x9/hEVouX79P7uwZSZ40EYtmDmHKqO5kypCKp8/f0r7XeJ48e43NZsNkMrsZgoTx/T2mOdtsdhfb5FHd2Lx8ksvqSq838MeqHaI0kkdPXeHxs9d8+PSVi1fv/mXxP5PZTPvfapMqlgzpeP6+LmISUZEwQYDzvY4f4E+Rgjnp3705106sJkmi7zXVYsdHfSZh4Vra9hzv9i7YbHZSjA3b3JWTwP37XLflIBXqdmP91oMcPXWF3xdtJH48Pzq3qU/FMoVo3qAypYvmJUfWDEgk9iqA/ZtmUbtqaVHSGwesVis6nZ6jJy9To1IJ/Hy9PY4NZrOZtHnrihpliUTC6EEd+PhgPy9u7OTZte2ER2gxm810HzQ9VqMM9oTAejXLUqF0IYb3a0vihPGcE8/MGVOJ1kJLBIHRU5Z4bN9ms4lOXv9Oo6xWq2jatAGBQcH8PnsRg4eMJk++Uhw5cgKADBnS0aplMzQa8Xp/BwThu5b1P4n/DHMssCJDhy96/rzL1GQ2c+3WQwxGk+hLq9GomLd0M7sOnCI4JJQPH7+yc/9JTLHI6UVHXFe6CoWcVCmScGDT7y6G32Q0c+z0FUJDI+x6xFq9aBzNE968+0SNpn158uwNRqMJo8nMiTPXqdaod5w/1vAIHQPHzHUre0iWJAHHd87n/MGlwPdZuad2BUGgW/+pvHz9gfAILXqDEYPByI1bj+g91PMqTCaTUq1iMVSq70xvjvOYzRbeffhMz8EzMJlM1KtZjsmjutGgVjk6t7WTtNSsUhIBgRNnryEIgpOP3WazceHKHbbtOcGHT1/J6EHlShAEju2cT+umNYgX4Iuvj5fToxQYHOrGGx0XyGRSVCoFPt4at3yF8qUK0rdLUzchh5jkJjv3m8yjp69jPOedB89E24j+vByDoVqlJJ6/L4N6/QbYXcEtGlaJ8dgTZ64iKgyNnVjk6o0HMZ4/OCSM2Ys30WvIzEgeA/tvWp2B9x+/YjSauHH7MZt2HCVt6mTEj+fnfCf8/XxYvXA0L27sEs0B0aiV1K1RlpBv4SxauZ0WnUby5t0n0esQBAGFQs6mpeNRKhQkjO9PsiQJnF66MYM70L1DQ7y9NSiVChIljEeFMoX49DlYlEazaMGc7Fw7jXsXNrJm0RiyZU6L2WIhe5b07Nkwgz5dmrqErZo3qIJC4WpgZVIpCoVdhnLdloOibvsIrY4795+5bf87odPp2bx5OwaDAa1WR0SEFp1OR6cuffj2ze59GTVyIKtWLKRB/VpUqljWKaITFXK5nBrVK7tt/7vxn2GOI0wosCL5U0X1MqmUpIkTMG3uGo6euoJOb8BkssdOTWYzer2BGpVLcvbiLVZv2k+SxPFpXLeiG5kCEKMx+hE41HccHLipUyblwuHldG5dD39/uxtIKpWI6rV6wrI1u9wygU1mMy9ff+D85biLqBuNJhAElxns/s2/UyBvNpf4UUwwmcwcPH7BzZBZbTbWbTnIq7eu5RYxEVU4aqXlchmJEsRj7uT+VC5XlITx/Z2uUoVcjpdGxYYl43l2fTtVKxQD4NWbD2zddYw8pVpQq1k/uvSbTN7Sv/Hk+RvRc1WtUJRUKRK7XKfjPiRJFC/GFZonmM0WGtQsx+Ftc1m1cLRze4E8Wdm2ajLjhnWmZye7ypJGrcJLo6JmlZJo1O6rKIPRJGoM3PYzGOk3/HcitHqnB8ZoNMUoGqFQyKlSvhheGjXFC+eiWQPXgTK6N0gikTjlXKNDKpGgVimxRvtW9AYjWp2eV28/kqtEM5av3S26UtLrDZy9eBMvLxXjhnZi6hhxF2fCBP7MGN8bhVwWOQmzr05rVCrBvQfPKFyxDcEhYZgtFpas3uU8TiyzvXL5onx9ephHV7Zy7/xGXt7cRfx4fnRpW99tLFDI5SSI74c5mlehaoVi7N0wk4plCpEudXLqVi/N6b2LyZcrMxXLFALsFRhR6UDjx/Pj6I755M6eEalUglwmpUzJ/BzdMZ9kSRKyYdthbtx+THhkuZ/BYCQ8Qsuu/adZNmc4PTs2JiByzPgrIGZIo0LMOySRSDgcuWoWBIESJYowd85UVq1cyMTxw1EqlSgUCuRyOSqVkiGDe5I5c8a/pP8/gv9izD8AAStqQpFjH5B+NgRrMpm5cecRsxZuoEubeuTMlgF/P5/INgWni1UsLuaAxWLh9PkblCmRP04r5Jji3aFhEXTtP4Vte06wZuFo6tYo6zbw/0i8vGmH4Xat4WiwZ3/2d+PfFoNObyB9vrqEfAtHpVRgMJoonN+uVRyVqD8qzGazWyKPwWAkXvoKHpmqOrWqy++T+sbhqn4OjvvWsO0Q4gf4kSCePxev3uXcpVuA5zjcoF4tGdG/rYsuclQ07ziS7XtP/HB/KpcrwuoFo2nWaQTHIqVAZ03oQ8dWdZwrW73ewKevwSROEIBCIadD74ns2Hsy0sUvxWq1IQjEKFYRHYXzZ6dbuwYkS5qIA0fPs2bzAVbOG+Hx/X334QsPH7+kbMn8sYZxtFo9KXPWFFW2cjDarV44iqoVimGz2bhz/xndB06je4eG7Nh7kt0HzzgNkVYkXl6hdEG2r54aY66B1WbDYrbw/tNXtu0+Tni4lhzZ0tOm+zg3QpmalUuwecUkwP4dS6XSWL8vrVaPTCYVVaezWCykz1ePT1ES5x5c3EyaVO5iIY+eviJp4gTYbDYUCrloYtyrtx/JU6o5RQvmZM2iMWhUKixWCxu2HeHU+etULluE2tVKoVTInaI3Go0KrVaPTm+gZPWOvHj1HpVSgUqlJOTbnxvDpVLpT7MQajRqxo4ZSvNmDUV/f/vuPfv2HcZisVClcnkKF875X7lUVPz/YJgdkGBBRRhyTD9tnKPiZ8qqdHoDuUs25/iuBSRPmtDj8bHVdIJ9BZOjeBNCvoXz7PoOj4YvrteyYNlWRkxa7JYUpFIpuHxkBRlEiBwsFguCIGA2WzBbLPQZOovVm/YT4O9DnpyZUKuUqFVKFkwf5DGR7OGTV2SOrBuN6uIuWqkttz242nJmS8/loys9Xk+EVseBoxeIiNBRrlSBH2adgu/8ySaTGZVSjsFo4sqNB9Ru3h+TyezynORyGS0bV6Nnx8akS5PMbaLh2K9L/ymsiuTQjgnRy7HUKiUqpYKwCC1FC+ZEJpUyuHcrShbNE+P7duf+U85cuEn8eP54e6lp032sKFHKjyBVisRcO7EalUrpkf88KkxmuxEQ6+eBo+dp1nEERqPZuQr10qickweFXM7rO7vRqFV8/hrE18AQMmVITcqcNYmIDNME+PvwLTTCZRWr0ahYu2gM5UsVRC6X/XCVxfjpy5k4a6Vzm1wuY9TA9vTr1hywex6EyO0/Um0RHYFB36jfejC37z3Bz9ebx1e2impw6w1G2nQbS8mieejYqq5bBYbRaKRL/6ms33oIsBvFYX1b07tzE1ExmOhVHxaLhaOnrtC43TCmju7Oo6evWLBsG36+3oRHaP/2mme5XM6lC0dImjRJnPb/txCM/I+oS/1aWJGixR8ZBrxs37NHf9ZI/4jEG9jjr6s37uPNu094acT5oR3bHGxVMa06FAo5j69s8/h7TBAbLH5rXI2ZC9bbGawiXZZqlZIqFYp6rAnX6Q2sWLeHkNBwNm4/gl5v4NDWORTOnx1J5Oq9RceRMWZhZ0yXgt8XbaBh7QokTBBAYFAIO/aepEfHxnToPdFtf0EQSJsqmWhbT569ZuqcNWzaeRSZTIpEEDBbrAzs8RtD+7bGarVhs1k9rmijnyeqSIVcLqd4oVzMnzqArgOmIpNKMVssKBUKdq6bRv7cWZwrmeilbzqdgacv36JRK0VroKMj+u86vQGDwciAHr/Rp2tTBEGIkWPcgZzZMjjrtI1Gk0dDGuDnQ1iEFrVKiclkxmgyefRWfPkaQlBwKCmSJY4sYTI5Wadcr+H78fcePidH1vRubVUpX5T39/dTsW43Hj5+hc5gcFnRCxK7OpavjxfJkyYiWRL7ZFalVDgNc3BIGBq1CltkGZXJbKFf12bOcMSPrmEEQWBYvzbUrVGG8dOXs+vAafx8vWnTrCYWi4WTZ6/z5t0nihfOFSeuBDFCEUef4sfz4+TuhTx68oqPn756fD7BIaEkiO9PujTJRcsiDUaz83lJJBLix/Pj1LnrojK5YpUiUqmUimUL8/7ePmw2G32G/Q7YWdf+CQhAx0692bxp5Q+pzP3T+C/G/CdgRkko8dBjj/v8Hb4Ho8lMRISWdr/V5uvTw3EqQ5JIJHESgrdYLFy7+dCNuzeucAwavj5enDu4lJaNq5MoQQCpUyZleP+2rF4wyuOx3l4aQsO0LFm1kyIFcnDpyAqKFsoZSSspQy6TsWzucF6++eBxgJRKpfTp0ozkSROiVMhJkig+Xds14PnL95Qtmd9t4qRUKujfo4VbOyvX76VghTas3XIQjVpFogTx0OntSWMz5q/j5NlrrNq4l+TZazBvyWbnyjy2JLSosMtSVua3RlXRG4xYrTYqlClInhwZXdyLjsHYZDZz6tx1StXoxMdPgTSpV0k0gzYusNps7Nh3Ej9fb3x9vJyDq6e+X735gPqtBpGtaGOath/Owyev2LZqMr4+Xvh4a/DSqJBKpchkUvQGIyqlgppVSrJoxmBR16uzH1ZrpLCK/d5IpVLu3H/m5vp1xJTlMhnZs6TDZrMRGhbBy9fvXbLd1Solx3YtIH/eLG6TgWRJErpkejueR5tmNV0y3rU6PVablUZ1K1C+VAG27TlB576Tefbi7U+VD0okEnJkTc+yucNp06wmKZIm4unzN2Qs0ICmHYYzYNRcCpRvTbnaXRg+YRGnz9+IcQJgMJp4+Pgl30IjCAr+xpPnb1y0zDNnTE2p4vlEQyQWi5UAPx+mjO5O6WL5RN3DcrmME2euIpVKsFqtBAaFcPnGfd6+/+wy0XEIf4hesyBgw0aX/lNYs3n/j96yXwqjycSduw+YO2/xP9qPH8V/ruw/CQlmfLCXAf1LSLNEEZtr3Gazcf32Q3LnyIQ0yizYUbv9K0lFYuqLyWTGYrWiFKEp/FlyE4vFwpBxC/j4KZCd+05hw0aiBAHMndKfahWLu+wbFBxK+nx1kUql/DFrCNUqFcdisaDXG+k9bBZbdx3D38+bkG/2FYBGrWLmhN60ilTk+hoYjJ+vT4zxSAeOnLxEk3bDnbHRaWN70L19I7f9tDo9IyYuZsGyraiUCl7c3Imfrzfjpi9j5vz1HqUDY0L2LOm4enyV8++ok4qoyVXHT1+lYZvB6PRGFwO4f9MscmXPyIFj59m47TBHTl5BH4W8wXFfVm/cFykS4fptS6USShTJw8Ets122W602Z66A2Hun0xnoNnAq2/ecQCqVolDImDSyG62b1nDu8+zFWwqWb41Ob0ChkJM/d2ZmjO9Dnhx2TvUvgfYs5hTJEmEwGGnUdihnLt60ey7MFnp2asycxZuc+thSqT2B7MTuhaKr9bgiMOgbafPWRSG3x7LFhl4vjYrypQqyfsk4N2+MyWRm9uKNjJhoNzJSiUCmDKlJmyopS+cMx9tL48z+d8Bms2G12ezGMtoK1+5WtjnPY7PZGDt1KZNnr3brV6b0qVg4fSDKyFDI5p1HSZ8mBY3qVECl+j6xcZC3NGg1iONnrsaqQvYjUCoVLpOQH0GyZEm4duVkrPv9W1zZ/xnmPwUbPgQhwRpno+wYAONSZ/wrERej5inWDXFXr4m6chRz8/5T1J8Wi4WDxy+RLEkCEsb3I3nSRKJ92LzzKN0HTmPFvJGUK1XAZVUaodVRq1k/bt19Qv48Wbn/8AVfg0JIlSIJjy5v4enLtwT4+eDrrXFJ6PEURmjSfhi79p92/j2gRwuG9mmNSuVODdm1/xQOHL3AiAFt6d25qTML99Wbj1Rp2Iu37z/H+V5o1ErGDulEt/auCTE2m10MZdSkPxg3tDMajYo8pZqLlkQVzJuN0/sWY7VaSZq1mgv3tQNpUyXj3MGltOs5jkPHLzqTxpQKBWlTJ+PAltkk9sCs5ljNRX+HWnUbw+4Dp10EOzRqFRuWjqdS2cLO61i8cgev335kWL+2kW7/725gu/fI/n463oH7j15w7eYDNu86xrPnb3nx+r1bnyqULsSeDTM83tfYvjGz2UzaPHUJC4+IcTLlpVGzaOZgGtQq57JdrzeQPn89F/IVsMfPu7arz8QRXeP8nYr9ZjSaCEhXQTRTXCaTUqpYXo6f/k7D6u2lZu+GmWTPmj7S6At8+PiV0VP+YNuekx6v70chk8nIkCEdnTu2Zsiwceh0cS/ddCBJ4kTcuH461v3+LYb5vxjzn4AES5yNssMg7T54hlzZMpA2tXhs869CXAzhj8a6o+NrYAi9hs5kz4EzWKxWyhTPx7ypA1yu1WyxiCal/Ah+xrhLpVJKFM7ldLV7alcul5E4UTw3owz2OPmAHr8REaFDEASWrNnFk2ev8fFSE/ItjPSpkwMQGPyNIhXbkjRJAg5vm+vR5RxdDWrdloMM6tVSdF9BIrBjzVRKFcuLzWbjyo0HzFuyhbWLx7B+yTiqNOyFXm/0KCzhWH2qlEpKFctLx1Z1Rfax076mSZ2MwePmM3pAex4/Ey/ncrCx6fVGZ4w2Oj58/oq/nzfbVk0h5FsY9x+95MOnL6RMnoRC+bLF+PwcE5uoCPkWxq59p9yMmlanZ+qc1U7DDNCmeQ2UCteSOsf5osZWrVYrVqsNq9XKzv2nkAgCb95/Eu3Txat3nJMLcdau77kcYr9LpVK+hX2vMvCECK2O9VsPuRnm8AgdeXNl5uTZ61SvWIxC+bPz6s1H8ubKTKM65WMs8/OEqL9ZrVYa1i7Hph1H3fsukbjpS4dH6ChTqwsatYpc2TNgNJq4fvuRx3PFFcmSJUWv0xMUHOzsV4L48fDz9yd//tycPXvR47H+fr6EfAt12161WuyVIP8m/GeY/yYIgoDRaCJj2hQeVwn/vyH6R12xXneevXznZGo6ee4apap34v7FTc5M77hk38YEm82G2WL5qXbUaiVVGvRixbwRpEqRxG3AEgSBimUKMX/JFoxGk5tBlUgkZMuclg3bDjF17lq0kTG3r0HfKFqpHZeOrrDHXb00TB/Xi6bth7N87W5aNa3uLH2LukJpXLcCZy9+p/F8//ErjdsNY83C0fj7+Tjjp3KZlNULRjuPBzvVadkS+QH76vX8gaXMXLCeHftOutQMf79vduM8Z3I/mkcj7Ih+jTUqlSBb0cYsWbUTpUIuakTiBfg672mypAl48859xZ4zawbntQb4+1K8cC6P5xWD1Wbj9p3HXLhyhwTx/cmSMQ3ySK3u6Ih6fqvVytmLtyhVNK8zpLD30FkmzFjOq7efyJ09A6WL52Pd1oO8ffeZdGlT8PrNRwRB4OCWWZy+cEM0JyNegJ+oUXZ4iPoOn82h4xe5d36DB2+RvZZcoo49tUdMyzlBfH82LZtAaFgE3l4afLw1aLV61JEegT8LlUpJ/+4tuHj1Lq/efK/vVyoVNKhVjuu3Hrqt1sE+MfpVnOwKhZxmTeozf+FS5zar1crZcxe5eOkKCoUCmUzmVrcN9tKoJEkTixrmwK9Bbtv+zfgv+etPwIoUmwfGITEoFHJSpUz6U+QQ/3acOHONt++/uBCLWK02tHq9CznJzw4gjsHPZDJjMpp/qp2Qb+FcuHKHbEWbcOPOIzcSFIvFwt37z2hUt4Loqt5qteLtpWHy76udRhnstdIfvwSxdI2dOEKpVFClXBESJQig/8g5tOk+jgNHL3Dhyh2CgkOdBrdujTIULpDDSRohl8k4f+k2x09fxWaz83srI2tBHaEPx381K5ekZZNqzvuQOWNqFs0czPMbO2hSr6KoYbBabcxauCHW+xQaZo+fJ0kUnx4dGrkRjGjUKvp0aQrYn+eU0T3clJnUaiUTR3aN9VxiOHPhBg1bDyZl9hqUqt6JoeMW0G3AVCrV7yEas5RKJRQr9N3oSyQSzl285fx73ZYDtOo6mpt3nxAcEsrJc9cZM3UpT5+/RW8wcv/hc/R6AyMHtCVvriy0bFzNJW7quOZenRp79Cq9ff+JXp0bU75UAU6euy5KZ3v+8i3y5crMsH5tUKuUHscBiUSgfs1yzhh3VHhp1CRJFN850Y3OQX74xCUKV2xD/PQVyV+2JXs88G17imBmyZiam6fWMrx/W3x9vFCpFJQskoeJI7qQIJ6/6DG/Ekajiekz56ETqUm3sxDavTPRywilUik+Pj48e/ZStN1Dh4//8r7+lfhvxfynIBCBD9620B9I/LJzNydNHD9OpTZ/Bj+bLPUzePL8jegsVqvVc//RixiP/fQliCs37lOpTGHRLN7QsAiWrt7FwhXb0OsN7N04i4zpUqJUyuN8D202Gw8evUAisWebHjx2kZxZv8s0Pnryigr1uqE3mMAGQSFh9O3S1Nkfs8WCVCLhxu1HKBRyF4UesMf/1m89xKs3H/D18aZOtdIkTZKAz1+D2XvoLHsPnQXsddMOOlGlQsHuddM5dPwi+4+cJ16ALy0bVyNDupTYbDZneYcnYxD9XtlLnzQsmzOcKzce8OSZe2z42Yu3vHn3ya0e2+HSNZvNLFy+HYBypQrQv3tzwiJ0rNywF4VchslsplPruvTs2Nh5bJ1qpfH19mLc9GU8e/mOHFnSMXpwRwrnzx6nZxMVS1bvZPCY+S5kIWaLxblKdhDxOH6XSCRo1CqG9W3t0k5YhBaj0YRUKmHIuIWixCFRYbZYWL1pPx1a1mHyyG4Eh4Sx++BplAoFRqOJDq3q0DmKcld0JEuSCJlMSutmNRgydj5FC+a0VxPIZegNRoxGExnSpeTYrvnYrDYqly3CsnW7uX33CReu3EEqk6KLTAizWm38sWoH2TOnJbtIspmYpwfg4LELNOswwslpff/RC1p1G8MfM4fQIFKdC76zjYm9VzKZDJlMRp/OTZHLpGTPkg5BEGjafvgPsfaJwROZzo9CbJwpXbo4M6aNo2Dh8iJHgC0O2uH/JvyX/PUL4MsXxHjPHe7DqAiP0NGpzyRmTexDPH9fNxWnX5Uc9XcaZbAPAqVrdHLj1PbSqJkxrhetmlYXPc5gMJI0WzVunlpLqhTuJAAWq5UshRry/uMXrFYbG5eOp0qFom7xw7jAZDIzZc5qZsxfx7u7+5yrjQ+fvpKjWFM35qgWjaowaWQ3DAYTZy/epFSxPHz5+o2ytbu4rJgdkEolTgIFiSAgSCQuJSk9OjZi7OCOKJWKP/1sYqtNz1miKU+fv3XbrlYpuXFqDalTfmeFslpt3LjziL7Dfmfe1P6s3LCXBcu2Ua9mWZb+PhS1WsW30HDeffhCyuSJ3QhoftW7ptMZSJGzhui9dUAqldCqSXU27zyKl0ZFqWL5GNG/rVsd8NWbD3j/4Qt5c2UmR/GmbiVYYlAqFYwe1J6OLeui0aj49CWIt+8/ky51Mvz9fDxeo9lsYfyMZTSoVZ6ECQII8PfBbDIjk8vssdm7T5w0l1HbMJpM3Lr7mPlLt7L30DnMFgtd29ZjYM+WqJQKgkJCSZwwXpwmnzabjXxlWvLwyUu331ImT8zDS5udnAYh38K4efcJRQrkcHJhR782q9XKvYfPMRiNTJq1itPnb7qIvvybIAgCOXJk5fDB7bRq04Vjx065EJlIpVIqVyrHsqVzY23r35L89X/Pp/oPwITKrYbZ8XfU7QajkXsPn7F97wkyFqgvGq/6FQPcPzHXypopDRnSpXQh8pdKJfj6eDm1dMUgk8nQ6QwkTZJA9HepRMKnL0FYrTaUSgVVKxSLk1E+de46Jat1JFGmyhSq0JojJy8jl8sY3KsVV4+tcnFVbtx+GIvVPaa4c98pjpy8jEwmJSxcy7Wbj8ieJR1pUiYVHSyjDgbWSFe0A8UK5WTUwPZOt7Qn2FdMsc/uY1p92Gw2ShXJI6r3mzxpQrcJ0I07jyhRtQPXbz9k0YrtjB3SicrlirBg+kBnhrifrzfZMqcVZYWLbSX04tV7ug2YRoFyrWjWYQQ3PCQIiYUXosNisbJ83R7Sp03BtLE9WT53uCg5R96cmfj8NZjXbz4ij0FfPCoSJ4zHnoNnaNN9LO8/fiVegC+5c2Tk1ZuPnDl/U/QabTYbW3cfY+qctZSp2ZmQkDAUcjkajRqF3O7RyZcrs1sZE9izqQvkycb8qQMZ3r8Nz65tY9TADvj7+aBSKUmcKH6cVOUsFgtfA0N4+kI8Ue/Nu0+06zWB/UfPozeYCPD3deYn3Hv4QjSeLpFIePT0NZXq9eTA0Qu/xCgXzp+dE7sXEvTsKI+vbKX9b7X/dJtgfwYPHz4hODiESRNGkTBBArwiczq8vDQkSpSACeOHO/e9fOU6Y8ZOYfKU33n85J8V3/CE/1zZvwB6vJBhQmKzv+D2uLNAON5oiEAauR0bbNp+FG8vNWazBZPJ/Je5s//uFbMgCBzaOoeh4xaweedRzGYLVSsWY9qYnqJavA7oDQaKFMjBsxfvyJIxtdvvb959cg7WcpHBTQzHT1+lQevBTpdehFZPgTxZsVgsyGRS0qVJ7tLOl68hooIMJrOZwKBvJE4Yz2UQ2bl2Go3aDOXRs1fIZTK0Wn2sak8dW9aNlRDEMfC///iVAH8fUfESB/QGIzKp1GO99OghHblx5zFPnr9xejF8fbxYvXA0N+885vzlOyRJFA9BAmOmLAPsK7+HT146PRPRy7Zigqfn8uDxC0rX6IxOZ8BssXD/0QsOHb/AxmUTqFjme3mTzQZT56yJ1TA78OzFO+pUK+3x+5FKpbRrUQur1UrXdg2Yv3SrKJe2Axq1kgnDO1O1QnG6DZhK+nx1eXt3L/Hj+ZEnZybRY2w2G4FB32jbwy45qdMbmfT7KlbOH+myX2xZ0V5eajq2qotKqXAxxFKJBFOk5KtEIq7THhauRavTU61xb+IH+LnwZUfFo8cvKVM8H15RvkUvjZqsmdJgsViJrg8RHqFl2+7jcZKSBDvdbs3KJWhcpyL58mThw8dAps5Zza4D9hKlPDkzsW/TLOc7nTJ5YiaP7EaihAH8sWo3XwN/LDlLLpfRr1tzNu88yvOX7wD7M0+WLAnnzx1mz96DPH78lMyZM1KzRhVUKiU2m40BA0eyfcde9Ho9EomExX+sYMTwgbRt0/yHzv9X4z9X9i+DDRlGpJixIsWEAjXhKHB/saN+Xw6mJAdic1HGuTd/s2EWgzFS3lKukLukyEXvV4RWx9ipSxk1sIObEe87bBYLV2x3/n3x8HJy53BVfzGZzYSFaZ2ZwkUqteXW3SfO37esmETVCkU9DuJHT16mSfvhbpJ2arWS03sXi5JK2Gw2Z7y2cbthHnmj7TFQJXvWz6RIwRyi+0SH0WQiNDQCfz9vl1pbBywWK/OWbubK9fusmDfSo3G2WCwcPHaBrbtPsHH7YYb3b8vte085evIyFqsVq8XqpnWcJWNqrhxbKXren0G9lgM5eOyi22ozdcqk3Du/AZ3ewKfPQdRs1o8Xr9xrhz1BKpVy4+TqGKksHd+AxWJh1OQlLFy+DbPZTmBjsdjLHG02+0p5/LDOtGhUFbB/k9Wb9OHo9nke64KtNrt8Z7P2w/kSGOL8LX2a5Nw9vzHO1xEVYiIsYKdRFZvUGQxGhoxbwLK1uwnw96FWlVIsW7tLNEFuSJ/WDO3T2o2G02AwsufgGapVKu6MiYeHa3nw+CVmi4VUyRNz6do9xk5bxqOnr9zaTZEsEUtnDyNf7ix4e9mNruOeRWh1jJi4mIXLt7Ft1RSqlC/iNrZFaHUky1bdY6jBkRMihuqVirNi3kgq1u2O0suXXTvWie7nwMVLV2neooMzgcwBpVLJlUvHSJgwwX+u7P97EDCjxIQSGwIyjCgwRLqrv/8XHU+evUar02OMQi34K+ZKNpuNT18CsVisHl1wMZ0ntt9jg9lsZsmanaTIUQPflGXQJC9F+TpdRWkA1SolFcsWpmmH4dy6+4QIrc5JWDF9XG+Cnh9lwbSBKBRyOvebTGhYRJTVsI7AoG/OjGjALc5WtmT+GD0TZUvmdwplOOClUVG3ehmyZ0nn8bh0aZJz6PhFt3rkqFAq5OTLlQW1WhHn+6mQy/HyUtOyy2g+fgp0o/zcse8kwycsYtueE/QbMTtGitLqlUqwcMYgEsb3Z/z05ew9dBatTo/BYHQzymBP4rtw5e4vm9Sdu3RbtH/vP35h5KQ/aNB6CDlLNPshowxgs1kJ8PeNcR/HNUilUsYP68yJ3QsilYqskW3Y373qlYo7jTLYn9nR7fNibNdoNJE6RRK3e5g+bYofuo6oEJuQGwxGj6tgq9XGmk377TKaJgvrthzwyLSl0+lFk6bMFgunL9ykeJUOzF2ymWVrd7Niw16yZUlL0YI5SZ4sEbWrleLs/j/IkjGN2/EHtsymRJHc+Hhr3EiTvDRqRg/qgEIhJ1f2DKLXZ7XaSJEskWifFXI5zZo2EJ2sAOw7fI4S1TpQqlheZs9y58KPjj17Dohme0ulUo4dPxXr8X8n/jPMvww2vAjBh2A0hOFF3GZdaVMnY82mA8giE0N+FSOYRCLh4pV7BKQtT7+Rs91crRu3HyHkWxid+00mfoaK+KUuR8PWQ3jz7lOcmMli4of+GhhCntK/MWrSH4RH6LBEznjfvPssWoMqkUjIlS0DR05eZse+k4DgjGVKJHYKyKb1K9G9fUNu3nlM7pLNmT5vLVt3H2PU5CXkLtmcx1EykJMnSejSfmzyhEajiQtX7tC4bgVKFM5N2ZL5WTB9EPOnDuD2vSeix3z+GszuA2dYvWm/qIFztm0yMaBHC548e+OcfEW9f55gMBgJDA4lXb66VKzXg98XbWT4hIWkyV2b3zqPstfDSiTce/jceX89tmezERCZzRxb/NpisTJljjsl48/C4cWIDolEQmBQKKfOXf+pCWCm9KlJEN//h475fdFGt/dPF5lNHxj0zbktLt+hWqUkQXx/urZr4NyWMIE/k36yRMxqtYpOyo0mM0PHzHd7hyO09kx5R5giMPibW+Z5VGrdrbuPu2lSg/1ad+w9ycMnLxk2fiG9hsykeYMqLmEUqVSKWq1k9KD2LsfmzpGRJLEkpwmCQKoUSVy+z6iQSSV8/BTo6WAqViwT4zv7+Olrlq3dzdRpczzuAxAREcHZs+6eGwC9Xs/sOYtZsXIdBkPcXPd/Nf4zzL8IasKQRcpASgSbx/Kp6Nu9vTS0/622R5fZzyI8Qsf2vccxmc2kTZnUTW6tcd0KVG3Umw3bDqPV6jGaTOw/ep6S1Tq6uXTF+hXT4DVozDxev/3oMphIIqkpBQ91389evmPskI4M6NECL43KrV2VSkmnVnURBIGPnwOZOHMlv3UezfylWwgNi3Ap/xnWry3qKMldf6za4TG+qNXpWbnBroRz+fo99m2exd4NM2lUpwI7959m8JgFboQdEVo9dVoMoGmH4TFqzQb4+ziFHKpUKMqGrYecBvnZi7cu3NIOWCwWzl66xfnLd7j7wJ6Y8vDxS1Zv3MeS1bsI/haGRGJXhEqYwJ9lc4YhEQQOHD3PvYfPRWO0wd/CePHmg8d+RkfUMADYjUZYuDZO7+OXr8FYLBbnvr07N0ETTdVHpVLQrH5lFkwf4ExCAnuCmUSsvEEE9WuWcflbrG/nLt2mdvP+5CzelA69J3Ll+n3RQV6hkPP81bs4nTcq1Col1SsWRyGX0bNjY57f2Em2zOIelti8U1G/J8c78uTZa6bNXcOTF2/4rfMoXrx+j9lsISxcy8Jl2xgwKuYs46jf0Nv3n+nUdzJanZ7QsAhCwyLQavW06jqGr0Ehzv2SJo6PUiRpUCqVUqF0IUoXz+fc5uPt5ZwUeoJcJuXL12AmzlghOrlYumaXx2/TaDTSqnXsEx2tTs+evYe4du2mx33atO3Os+fiZZtWq5WXL18zbvw0yldsKOpZ+Lvxn2H+JbA53dZREdeFr6fB6GdXzhaLlWu3HrB970k6ta5H2xa1XLKlAc5dusWzF29dYjtWq5XwCC0btx8BPA8mYpnkUffdue+Um4Gw2my8//AFk9nkZvgjtHqmzl1D17YNYkx4Spw4HoULuNfGyuUyShXN4/y7af1KpIki5zhl9moOHbuIIQphg2PwO33+Blt2HqVBrXIsmjkEhVzudLmduXCTk+euUbtZPx48fkmEVsfjZ6+p22IAtyONl9gtEgSBbJnTcuPEGpo1rELJonnw9tLwW+Nq9smJIJAgfgAyqczFUNy4/Yh0+epRt8UAmnUcQVBwKMmSJECr0/Pk+RvCwrUIgoBcLqdC6YI8vLiZNKmSIZFISJ0yKbMWujNO2Ww2+6o+8nnE5ZVyxCFtNhsz5q8jWbbqJMtWjdS5arFi/Z4Yj73/6AX1Wg7iyo37hHwLo2qFYmTJlAawr+CUSgXVKhRn5vheCILA1DE9UKkUHN42h9e3d7N87kgypEuBQi6LUaP4c5S4LtgH+d8XbaBc7a40ajuU8dOXUbNZXw6fuMTTF2/ZsO0QL15/EP3WDEaTR/nP2JA7R0Ze3trF5FHd3NjoonqUPLGFhYVrMZldCXPs35P93foaFILRZCZF8kRUqteDnftPkjhzFUZMWiwaFoqK6F6yrbuOkTZPHbr0m0znvpNJnbuWs77egaDgUI/jkUajYuvKSWxaNgGJRMK1Ww9EpSMd0On0bNtzgm+h4Zy7fJsWnUby/OU7LBYLoWERzF68kcFjF8R4DRC7lwfsobNadZrRrn0P7t176PLblq27OHP2Qqxa0Dqdnjt3HnD4yIlYz/dX4z/D/BcjLoveX+W+Bntm7bwlm6neuC9ms4VenRqLGrsHj1+KvqgRWr3biikuiGts3NtLw9v3nwkL12I2m3n7/jMdek3g/sMXsR6vkMvd7qdMKiVNyqQuM/krN+7z6u13SkGz2UKzjiMoVrU9l67dc/b3a1AIdx48s+tHj+9NwbzZXNpOnTIJ6dMkZ/XC0aRKkRiVUknSxPHx9/fBU0/Vavs+G5aMw8fXy17P7Ix1fv/c/P28kctlSCQSe0avTk/1Jn34/CWI8AidU0Xn/cev6PQG57MyGk3YrDYuXrvH4pU7nO1ly5yWpbOHuQ2qgiDYQwCn17J11WR8fbxRKj1LMQJOzulZCzcwceZKvoWGYzZb+BIYQv8Rs9my051L2YHsWdJx+vwNNu88ilwuw8/XmyPb57J73XRaNa3Bw0ubWffHWGfZWOqUSXl6dTsliuRBoZCjUil4/+ELRpPZyZAmhpXr9zJs/ELAbpRLVO3A2KnLuHDlDnsOnmHCzJXoorh2LRYrFovF7TtTq5U0q1/ph93iDkilUgL8fUW/X6PRxKHjF0VXhDabjRXr9jBo9DxMRvcVmkQikClDKn6f0Jd9G2ehVioY2qc1WTKk+QEyI3eEhkWwfe9Jduw76cY5APbV58Zth0X77CCwKVeqALWrlkKnM9Bn6Cx7VUJkyZWj3E+nN7Bl13G6DZzmPP7gsQtkL9aEeOkrkjhzFcZNWx4noxtXWK1W9h84Qs3aTTh23J4NHhoaxoCBI2M58jsiIrScPHU29h3/YvxnmH8JBCwilWc2G1gR4mScfxUePH7B2GnLnLPpAH8f0f0yZ0gtSgmoVivJmS0DNpudoezug2fo41gy4Ric6lQv7ZYpLJVKqFSuMFKplPRpklO1UW8uXLlL2Vpd2HfkHB8/B2LzaO6+u/vmTx1A/jxZkMnspUIVyxbiyI55LoklV64/EF1N3H/4gh17TwKwaccRMhVswJTZqxkwei4ZC9Rn3ZYDznPZbDZaNqnGnMn9SJQwAB9vL6RSCT7eXi4r76hQKRX0aN+QB5Er2egu3Jju2/4j50UVmsRgNJkIDPrGxFkrXfrhaXKnUavInCE11SsW58nVrUwe1T3Gvm3afoTBY+YxZfYqtwFaqzMwdvoyj8cmiO/PjPG9GTO4I14aNX6+3mjUKkqXyMfMCb1dNJHBnmQXL8DXObHrM3RWrCxdYCeLWbxyO0dPXmbl+r28fvcpTqU93ho1eXNlRhAE/Hy96d2pKXMm94v1uKi4cfsRler3ICBtedLmrcOshRs8usjFxFDA/qxaNqnG4F4tY6zCUCjkJE4YjyIFc9Jv5Gxm/7GRvDkz/1B/E8Tzp2jBnG733hN6D5vFlp3HnFUV0eHtpaFp/UoArNl8gAp1u7F2ywEOHD1Pz8EzyF2qOSlz1KRT30miMo3RM7CTJUtCgvjxftniRKfTM3DQSGw2GwcOHPkhCmSFQkGihOKcCn8n/qtj/kXQ4Y237Rtgc5Zh2BCIwA8VWuQ2IyAADmavv6YfWTOloW6NMmzdfRyVUs6FK3eoXM69TKFUsbykTpmUR09fuRAM6HQGPn8NolOfiWzeeQyFQo7VamPM4A5OmcAXr94xe9Emrt9+RI6s6ejduSmZMnwvW5kyqjuXrt3j0+dAIrR6vDQq/P18mDO5P2BfZZQskot6LQcybmhn8ufNSo3GfZkxbz1D+7X2qD5ls9nIniUdZ/cvISw8ArlM5lZra7PZSJYkPgq53K02Wa1SkipFYt5//ErnvpPdaDW7D5pOqWL5nPHqJInikzih+4BRt3oZzl68Jbqq6N2lGWA3HGL0op6gNxh/SLvW4Zq2Wq2x1sJH7b+PtxedWtWlcL7sVG/cB4PR6GYIDUYTi1ftQK83kiRRfDq1qUv+3Fm5eecRi1fucJGYdCQtOQyrIAi0aVZDlEwj+iAfPcnwa1AIQcHfiCsitHom/r4SpVzusjqOCcmTJeLcgSXcuPOIj58CyZsrs8esXzE8evKKivV6OMMxHz8FMn76ct69/8z0cb1c9hUEQfS6Hb/JZDJSpUyC2WzBYrF4fI5yuYwq5YpQr0ZZ8uTMxO8T+9K621j2Hz6H1WZDrVIypE8rHjx+yYZt33npJRIJqxaMomblEuj0RlRKObsOnKF9r/GipCIOGI0mOvebzO6Dp1kxb6SoGpvB+P3buXHnMV36TYn5xnmARqN26iRPmTabRYuWx3khEBM+fvzE27fvCY+IiHNtPNjHpsaNPVOv/l3403XMY8aM4cKFCygUCjQaDcOGDSNnzpw/3M7//3XM9nWzEh1SzJiRY0SNLdIpIWBFwIoN8CX4lxnm6PErx9/vP37l0ZOXZMqYmkTxA5BIBKeUntlswWq18ulLELlKNHPLVFWrlbRpVoMFy7Y5t2nUKlYvHE3qlEkoW6urs9xGKpWgUirYu3EWRQp8r9M1mczsP3qe+w+fkzF9KmpVKek0VMEhoaTNUweD0cTDS5vtE4Qnr2jXczxd29Wnaf3K9nsW7bp0egOqSDpLT7Nrm82G0WgiU8EGfAkMcRkUfbw1PLi4mY3bjzB8wkI3w6xUKBgzpAO9OjWJ8Z7r9QbK1e7Ko6f2UjdBsGeOjxzQjl6dm6DV6anVrB+Hts5xGWxjqi1/8+4TWQo1FM2c9YQM6VJy4eBSvEXYuKLj0ZNX3Lr3hHRpkpMvV2YkEgkGg4EDRy/Qpvs4t3sB9mf+/MYOlAoFKpUikvPZSNf+U1m7eCxfAoPx8/F2mYDEdI1RM9FtNle97q+BIWzeeZRBo+eJkrVIBEH03kgkEkoXy8uJs9divQcatYoJwzuzfN0enr98h1QqxWAw0r5lbaaN6ensd2hYBEPHL2DjtiOYzGby58nK/KkDyJwhFfVbDebIyUtuYSCVUsGz6zs8ZqHbRUmsbrScYPeA2Kw2UWpMB8LDtaTNWwejycye9TMoVSwvVqsVs9mCQiEnNCyC9r3sylNTR3cne5b0TmbBqG1qdXqWrtnFoNGey8EckMtlvLq1283rFh6hpWn7ERw9dTnWNmJD/PjxuHv7PABHjp6kd58hBAUF/+l2Adq3/43kSZMyZtxU0d+lUileXhosZgtC5Pi4ZvU8ChYo9EvOHxP+cj3mUqVKMXToUORyOSdOnKBPnz4cPeo5BvV/GTak6BG/2TYk2JAgFyEc+enziSSWOFYuSRPHJ2ni+AiCwOs3HwkODSNV8sS8fveJ4RMWcefeU2pWtRvL6IZZrzfy/KVrXalWp+fU+etULF2IqaO7s3bLAc5fvoPFYiVCq6fXkBlcOrLC2R+5XEbtqqWoXbWUW5+79J/qPKdjoM6cMTVnDyyJcWCXSaVxIl+Ry2Uc3TGP5p1G8uTZGwRBIFmSBKxcMIr48fwwGI2i2aRmi0XU9RYdKpWS47sWsG7rIXbsO0mAvw+dWtejeKFcmM1mrt96yNQxPXn55gPp08StrjVl8sTUq1mWrbtdVXAEARRyhcsKxYHAoBBkHslFrJH/t9C800iOnbqCTCbFarWSKX0qDmydja+3F0kTJ3AKLURHimSJ8PHWOO+5SqlAIZcxZ1I/goJD2Xf4HC2iSUhGzTWI/hzDI3QsXrmdFo2qEM/fz2mYj5y8RJN2w7CBKDWqRq2iYN6snDp/w+03q9VKUIi7zJ8DUqkUtUqB1Wqlf/fmbNtzwk6eEWXFuGLdXnJmzcBvTaohAFUb9eLO/WfOldaFy7fJV+Y3pozqzoPHL0RzMxQKOU+fv6FA3qyi76jZbGbPwbPUrVHG/djotFvRYDAY2br7uDMm3KT9MF7d2o1cLkOhsBNwmEwmgkJC2bV2ugu7V3Ro1CratagVJ8NsMplp2GYIO9bYDZtUKkEAVqzf+0uMMkBwcAiXr1zn3LlLzJw1/5dmRG/ZsitGb4jFYqFO7erUqV2d3XsO8Or1G44fP0PCBElIk8Yzcc3fgV/K/BUcHEzJkiW5ffv2D7NX/V9YMccF3gQjE37Ny/cjghdRH7PBYKRN93GcvXgTo8ksGtvMlzsL1299z25c8vsw6tYojZdGbU/u0BmYv2wroyb/4ezDp0cHUauUMWZqHjh6nnotBzn/blq/MotnDvbIXhWX63Jcv+PfUdnT3r7/jMVicdFffvjkJcUqt3eLSapVSk7v88z0Fdf77HAvRz1Grzdy/MwVypbI71SNEkOvITNYuma3vexOIlAoXw6WzxlO5sINRfdft3gsVSsWc4ljRmh19Bo8A53eQPq0KZi3ZIvLtWbNlIYLh5fbtZYNRlLlqiX6DkwY3oW+XZuJXuPUOXbWrXo1yrr9Hh4RgcVi5zZXKRXOZKB7D56TPWs6l2REnc5A6ty1RJnTHNfUt2sz6tUsS4mqHUTjyAH+voRHaEVdlrJIBrOypQowY2xPCpRvJUq/mit7Bs4dWMrFq3eo3WKAqJCGXC6jaIGcnL7gPkFQKhU8uboVL40and5IPP/vohcmk4ndB89w5MRlFs0c7HZsdET1Kmh1el68+kDFet35FmqX45RKpWxaNp5SxewJjyHfwqjXchCTRnalXMkCsY69VqsV39TlYs3qdsDbS03NKqXw9dFw/MxVnjwT5+SODQqFnOoVi5MyeWKu3XzAucu3f6qduEKpUIAgeKxN9tJoGDNmCFOmziYsLAy93oBcLkcuk7F27R8ULVLwL+vbX75ijop169ZRpkyZn6KU9NTJhAnFk5f+f4UpKBjikIgYmyH4UcrNqPuqVEpWLRhFyeodefzUvfBfo1EREvJ9QlS0YE6nUQa7+9DLS02Pjo1YtXEfz1++Q6VU4O2ljrFPBoORjr0n0adrM1o2roqAwOtIQpOfwfpth0ieJCHFCtu1eC9fu0fmjKlIEC/AuY8Yq1DmDKlpWr8SG7YdRm8wIgigUirp1LquqFGGuJeuCYLgXAlGnTDI5TJ6Dp2JFIFT+xaTKEGAqEt+9qR+TBrRjZt3HpEieWJSpUjChSt3kMmkonHBDr0nsnT2MKpWKGp3TxuNjJi4mHVbDwH2ZxndmNWuVhpF5ERIqVSwaMYg2vWcgMlkxmyxoFYr0ekMzgQfMazZfJACebJQqWxhvL1cXekyqYxS1dvTuG5FKpcrwrsPX9i4/TB//D7ULRHq9IUbHhMuihfOxYal4/H20thjyCK7CYJAyuSJuPvguWgbDrf4qbPX6DpgCjKpFAPuhtlRp20XdRCfOJtMZnx9vVApFS4eBrVKSd0aZVi+dg8zF6xHq9MTz9+X8cM6UbtaGQKDvzFgxByunrATt8T27YZH6AgLj+DgsYts23OcE2euRUvyg+adRpE3Zyb0BiM37zwG7Jn5cRl77z18HmejnDZ1Mnp1akLuHBm5fushB49djNNxYu0c37UAjVqFUiHHZDZz/fYjajXrHycv1Y9CEARKlS7KqVPnPf6eI0cW7ty5Q3BwsPPbMplMmEwm+g8YzqMH535ZQtqPIlbDXLduXd6/F6fLO3/+vHMQ2rdvH3v27GHdupj5Sj3hf2XFrEKGEvOfjjH/2RdGLpdx8fByZi3YwPgZyzEYTVitVrw0atKlScbT599nxdUrFRfNLLXZbFQqW5iVG/bSpnlNlwQgMZy5cJNNyyeQL1dmZ9JWpgypfupabt55TPeB09DpDKhU9rjz1NE9KJA3a5yOnz2pHy0aVWX73hNYrVaSJErAg8cv6D10Jq2aVCdvrh/LfAXPA64gCEgkMGFoZz5+CuTdhy8kjO9P8Lcw4omU2shkUgrkzYZCYU8cunT1LnKpuGHW6vQ06ziC+PH86NauAUtW7+Tj5+8UjmIrv0QJAlz+rlujLFkzp2XZmt28//iFqhWKceHqHTbvPErHlnVcVvhGo4m1mw/w7MVbXr35QOc29cmZNT1eXmqsVhtGk4k5f2zmweOXjJ6yhEmzVlKvZlmyZUkbafDck/U8JeP7+Xo7jb5araRvl2ZMm7fWJatXpVQwbkgnGrcbJuqOd8BgNHH52n28vTVuRBcKuYyqFYpy5sINUqVIjETwbNysVis7106j5+AZPH3xBpVKSYffauPj7cXUOWucCYGfvwbTdcA0Vm3Yz4MnL9iyYrIz/mwwGAkKCcPXxwuNWuluTG02Bo2eR+JE8bhw5Y7bxFUhl3PrzFrqtRzEnfvf1ZEePnlFsmisd67N2tAbjPQeOtPjPlGRL1dmDm2dg0IpRyGXky9XZn5rXJXydbq5nBcgZfJEpEyemAePXxIc4j5mr1owioTx/Z32QqlUUCBPVnp3bsKU2T/HNCcIAt26tWfxohUu7HuCYB/fTp06L5pQKQgC9evXYtqUsRQqXE70u3r79gMPHrwk4V+UoR3bivmXuLKPHDnClClTWLlyJSlS/BxX7P+KYRaw4EMwgjN72z1T1WKxIpVJkfxNs7Ubdx6xcv1egoJDqV2tNHWqleL0+ZtMn7eWt+8/M2F4F2pULiEaMxw0ei5BIaGsnDcShUJOeLgW70je3Oi4cv0eeXNncSNi+Bn0GjKDJat3Oe+fRq3i48MDsbrEoxpPq9XK+49fKFW9Ex8iaQEFQUClVDB+WGcXukUHHFnIjn0d7ekNRpQxJO+APaZlsVidyVL3Hz0nSaL4+Pv5uAzOxshJUvC3MGo06cvL1x9iVEZyoF2LWvTq1Jh2PSc4V1F+vl4EhYS5lPOUKZ6P/Zt/98g257iurXtOkCi+P4XyZ8dqtaJUKDh+5iqN2w118oMrFHJWzR9Jraql7Il3JjM2q4023cdy4OgFnl3fTrwAP48lK1qtnlS5armRznhp7MmG1SoWd27T6Q00aTeUwyfsEp65smdg6ugeFCuUi007jtCp72SsFgsmDxnHPt4aRg1sz4hJizEaTVgsVtQqJfECfDm8fS5la3ahTfOabNtzXFTLWqNWMWtCb1o2qY7VasVgMKGKjF8nzVpN1B2fMnli7p7b4HzmjqTLjAUakD1LWk7uWeQy6bVYLLz/+JXMhRo6322HzrdCLkMqlbJszjBqVyvNuw9fXPYrWjAnezfOFC2Fs1itfP4STLVGvUU1m8FdMOL0vsVutf1Wq5Vzl25TqX6PyOekZu3iMZQung+DwYRSKWfxyu3cvPOE5EkTsnrjfgCeXtsmyij24tV7shVtLNqfuMA+6RVc4v6CAALuyYIKhRy5XE6/vt3p0rktAEWLVeLlK3evoUIh596dC3h7ezaefwZ/uWE+ceIE48aNY8WKFaRO7S7bF1f8rxhmsGdoK9GiQBdpoL8PkAaDkVOX7lOqWB6U0r9HIcr+MQpxpkN0wGKx8PFzEMmTfp+l6/UG3n38QpqUyZBIBMxmC1qdHl8fL2dJyJ+9JpvNRoFyrbj/6DvFXvo0yblzbkOc27ZYrOj0enKVaE7uHBmx2WycOn/daXCUSgVPr25zIZ5wrDgc/1Yq5C6x5Jhi/mKraavVSq1m/Zg/bRDx4/litdowmczMXLiBwb1aUr1xb67dfOgywNgTcAS3zGWJREKyJAlY98dYCuXL7oxHhoVrKV6lPWHhWheX9sOLm0mVMolon1yz4e3UiG/ff6Ftz3FcuX7fZf+UyRMzpE8rWjau5pJlrdXpyVe6JZtXTCRX9gwx3od9h8/xW+dRkYbdhEqppE710iydPcxlX5PJzNWbDxgxcRFTR/Vg0art3HvwnLy5M1OlXFEGjprLi9eexTC8NCre3NnLkZOXWLflIOFaHWVL5KdowZz0GzHb3lauzGxYOo46LQY6KVHB7q7OmikNx3ctcBqY4JBQFAo5JpOZVLlqeYxxv7u/LzILXcKXryHU/W0gj5+9YvrYXrT7rZZL8tenz0FUrN/DxWM1ZkhHPn8OIsDfh+YNqzhZ7cLCtVSu34MbkZMwgHKlCjB9bC+yZExNhFbHt9AIvgQGs3rDfpau3eXWR6VSwaQRXWnVtDoqpYLb95/RY+A0rt16SPibk6KucZPJjG9qe27BinkjqV2tlFuOAwgIgn3fJu2GsWPtNFF98NdvP5G5kPsE+K9A0qSJuXDuiMsE4Y8lq5g8ZZaLuIVcLqN0qeKsWb34L+vLX26YixQpglwuJ168eM5tK1euJCAgIIaj3PG/ZJjtsOJHoKhL22oTCCUeUu07vDX2F/7PGLMfjUf/CthsNvoMn0W61Mlo16J2jFSbP5JY9fFTIL2HzeLg0fMYowwyCoWMjw8Pxqp5HLWtQ8cvUrxwbucqQSIRaNFpFIdPXEKjUfHHzCHUq1kWrU6PRu3K3+2QDYxrPkXUa7x68wFHIs9Ru2opkiZOgCARuHrjAU3aDedrUAhzJvWlx+AZom05VlBR4Yh7qtVKNi+bSIUyhZznDAwKYdm6PazasM+pXZswvj8Ht85xIZqx2WxYrFanR8NisfMy12kxgEvX7qFWKyleOA+PHr/gw+dApwtQo1ZRvVJxVi8c7eyP0WRiyJgFtG9Zi6yZ0rrdC7PZrkXuuH8fPn1l6+7jhIVFULFsYQrkyepyv61WK0vX7GLS76v49DkQ+8AvRCbaud+P6NCoVc5a/Bu3H1G8agc0ahVyucw5iXHclyb1KpEoQQC5cmRk1oL1ADSoXZ7mDSo7QzB2+lodYWERGE0milftIOrCFQSB3DkyMntSX7JnScfXwBA2bDtE1kxpqVG5hFvtslarJ3XuWi6sXEe2z6VEkTxubYeGRVCnxQAuXLkT47XHhM3LJ1K+dEGXVXZ4hI5K9btzYtdC0VVu8Lcw1mzcT8Pa5UgUi4iF1Wrlzv1nyGRSsmZK4/K96PQG5i3ZzMhJf/x0/38EGo2aZ09cE/csFgt9+g5l956DKORyrDYr6dOnZcO6pcSL92M27Efwt7iyfwX+M8xRfrEJhJIAGXrUtm8uKjE/A4vFQliEDh8vzQ+x4PwZXL/9EJPJQqF82WI1uj9imPUGI9mLNna6nqOie4eGTBvTM859NBhNbhziWq2ezIUaEh6hZcPS8VQuV4TAoG/MWLCOvQfPUqtqScqUKECh/Nnw1qjdsq8BLl29S9rUyfDy0kSWO8md9/3Zi7cMHb+QfYfPIZfZDdOyOcOoW6MsFouFG3ceU7JaR+QyqUeXbIpkiVAo5Hz89BUQSJgggPnTBlCjSV8AMqZLye2z6/n8JYjzl+8QEhrG8rV7uHLDdbUbL8CXFzd2IpFKsFntpXfRSVHCI3QMn7CQpat30bVdfYoWykWH3hOJiEbnGF272mazMWX2agb1aulWjz7nj81s232clMkTsXbx2Bif/fOX71iwfBuHjl/kZaSIQ1whk0qJF8+XDGlT0K9bc6dbXK83kKN4U959+IJCLiNNymQ8fu7qzsySMTWDe7eiQa1y3Ln/jBxZ07mU3kR95kajidWb9jFw1DwXr4RMKiVdmuScO7AEjUblNEoxsbVptXra95oQqbJmR9vmNZk6ugdeXq6T25Bv4aTKVTNOBBp5cmaiUtnChEdo2brrOJ+/BpMqRRJunl7rNpk1mcxO71b00JDBYMQGoqtfTzAYTVRt2JNtq6eikMvw0qgJC9fy8vUHytXuIkoN+legWNFCbNsqHs9+8+Ytd+4+IFfOTKRI8fOe37jib83K/g8/AgkWZEhtrolgNhsYIxNkZJj/tFEGO0NS7yEz6dquPvlyZf4pd/KPrrpzZcsoSqYghh/JeFarlHwNFGeHmrdkC6MHtcdLEzvhBuAxhl+vZhnWbz1EuZIFAGjcbihGo5mzB5Ygl0nRaNREROhEk91WbthL3+G/o9MZyJIxDRnTpWTpnGF4e2mQSAQypEvJinkj6D9yDivX7wWgXa8JVChTGB9vDVkzpSF3jozcvvcUL43KJVHJ18eLsiULULFMIdo2r8mzF2+x2WxkSJcSm80eY7xw5Q5PI8VJ6rcaxNWbroT+UVG5XBFMJhOtO46laf3KojW23l5q8uTMRKoUSRg9qCPDJix0M8oA2OD85dsuWe11a5RxJ9Mwmthz8AxXbtzn9v2nrN60n5aNq4m+A+cv36ZWs34YjSaPk5SYIEgEhvRuTec2rkxOJrOZhrXL88eqnSyeNZiTZ6+7GOZSxfKyffWUyAmVlCyZ0mA2W7DZ7Il5NpvNZeWnUMhp16I2Af5+jJu2jLfvP5E1U1rGDu1IySJ5ESSCy/4xJUmq1Uo3Qo81mw/QtEFlcmfPiI+3BoPBXoffruc4TCazW2w4OuZPG0jjuhVQyO3Z0OOGdOa3LqPQ6Q0YDEY3wyyXy5DJpG4TKqvVyv6j5/l90UaaN6hCm2Y14lTmKAC37z0jS6GGNK5bkdQpk3Dl+n32Hj4X5+zwPwOJRIJSqWTkyIEe90mZMgUpU6b41ywG/zPM/yC0+OBNCNi+03hakaLHToFni+TZjv79xjTjjh7nNJvNfAsNZ9f+U+zaf4p9G2dRtNCPMbM5yP9/xDB7qmX2xFT2I8ieNZ0zuSk6ilfpwPmDy9DEQLIQUx8dwgt7N8xEoZBz8epdbt19wpn9f7iQbXh5qTFbLMiiDLgWi4Vtu0+wcekEMmdIxe17T1Eo5GjUKpf4vZdGzaQRXVm7+QBmswW5VMrxM1epXbWUnW+7QyM69Z3MvKkD6DpgKkajiRYNqzJrQh/MFjNeGntyXYZ0KZ1tCgLs2TCDopXb8eFjIHq90S1z1kujZsSAtjStXxmpRMLnr0HkLdOSr0EhrFk0RvQ5WCwWcmfPyNUTq9CoVSRPmtCtXMhxLxNH4WK22WykS53crT2pVOp8dgaD0SWOGx1d+0+JVUs7JgjYV4rR4e2lYezQTowb1hmT0cTOfafw9tLg5aXi0+cgFs4Y5BJ6USkVmExmzly4SfYs6UiU0N3FKQgC9WuWpX5N97ruH0XbFrVYvu67ipfJZKZy/Z5Ur1ScimUK8flLMKs37efdh8+UK1WAk2ev4+OtoWKZQkgkEo6cvOx0z1csU4hGdSo4r8dhSFctGEXRSu1EXdVi36Qg2PNFmnUYAcDNO4/QGwx0bdfAJZkz+rFGk4mT5647k/uWrN4J2N+Dv8Mox4sXQNEiBenXtxtZs/54pcU/hf9ELP5BWJERSnx0eKO3qdHiSxgBOB6LEfe4rM0GBqOZXMWbERQc6hZbi1o7a7PZ+Br4jYath2A0mbDarE65wh/BgaMXYuUi/pGIiCWSYctktvwQj60DU0Z1d+PIduD5q/fkKN6EQhVaM3/plhjbFzdEVrq1b0jhSHrR2/eekCC+P2kj5RWjQiaVYrFandceHBLGpmUTqFC6IKlTJnUOpGITAJlM5uTktkVRqZZKpTSoVZYiBXJQqWwRzh1YwrC+bZk9qS9qtRIfby+PSXoKuZx+XZvRtnlN2vYY58LoJggCh7bNoWOruiRKEED8eH6kS5OcfRtnki1zWpd4fVRIJBLy5srsXFW1alrdLRwiCAJKpYIq5Yo4tzlqt6MjQqujYL5sKJUKmtavTL9uzUWfw7fQcDf2udgQ1bskl8lIlSIJBfJkcdtPEATkMhnXbz0kbd66HDp+EZvNSsi3MLq0rUeKpO6173K5jBzZ0jNw9Jwfdr3+yLchCALZMqUlVRR9cbDHavccPEPPwTOYMHM5JpOZTcsmsm3lZGpVKcmLmztZOGMw86cN5MWNHTSsXR6AZg2q4O3lPo5YLTZy5cjIrv2nXUrqYlp5R32fjEYzLRtXd6uwcHgDIiLj769ef6Bj74nO3+VyOQUL5uNHIZPJ8PJy5+yOCRKJBI1GzaNHTzh95sK/Qmc5rvhvxfyPQxA1wGCn8QzHDy9bKEJksacVCS+/WHj78Qt+vl6iMePvjENmilftwMfPgfYaU6MZkwjlYWyoVLYwh09comDebOzcf4orN+6TJWNqWjWtTsL4P5YgIQgCJpOZ0xdu0K7nBG6cWkM8f98fIqUpXjg3Q3q3Yuy0pW4TE5PJzIdPgXz4FMjISYs5eOwCu9fPiHMMW6VSoFJ9T2RMmzoZAp69BZIobsl4Aa7XEdM1yaQSAoPsLnmL1UL50t9ZhpRKJSvmDufwiYvUrVGWIX1axdp3sBuPkkXzsmnnMU6cueryW/nSBciUPpWL21KpUJAkcQJyZ8/oJByJjqilYQAJ4wewffVUWnYdTXi4DqvNSoqkidi0fIJz9WW1Wnn89DXvP36lTIl8LslBEokEm9XK1WMrSZwoPj4eeL6VCnsizo8gUcIAO3OTXEqbZjXp0ra+x2dgMpmp+9tAl8QvgFUb9lO7amkXGdGox3RsWQeFQvZDnh4xr1ZMx5otZnxEhCO+Hw/FCueidPF8GE1mVswf6RbzXTRzsGgNtAPe3mpWzR+FwWjk1t3HZEyfCm9vDecu3UKnM1ChTCGXNnV6A+sjSWsc1+TnK95Hm81Gv5Gzefn6A6fP33DpQ+XK5bl06WqcVssDBvQgb55cPHjwmFSpUmC1WunUuU+sxzkgkQi8fWuf3E2Z+jsXLl5h5fL5cT7+n8R/hvlfDgsKQomPBPuLbEVKkuTxmTxpdKyqQodPXCIsPCJK1rGENs1q/rDrWKGQ4+/nTYYC9ZDJZOj1BtQqBdPmruXYzvke2bI8QaVSUqpoPmw2G9Ua9Wbn2un4+3qjVitj7ZvBYKRFp5GkSJ4IpULhrO91kHFEXSFrdQYuXLnD+ct3KB7JDhYTxFzs5UoWQCKVcOf+M/LmyhSjKIUnIxB9P51Oz64DpzGZzKjVStYsHO2WtZ4yRRJqxfMjPFyLzM871mcNYLXauHn3MVdu3He6m9OkSsqCaQMpXTyf6L318daQKkUSTp67Tpni+VGpYk7qsVqtFMyXjWfXtvPg8UsUcjkZ0qVwm5CkS5OcFp1HodXqObx9LimTJ8ZisfDlazA1qpQkRfLEMSYQqVRK1CrlD61OP38N5svjQ6jVKpd3XgxnL94U9aZodXqWr91N8cK5XTwdERE6Zi5Yz5pN+7l6fJWTUS6uRjem8FN0mExmHj55FeM+23YfZ9vu43RuU48Jw7q4/S6JdK2v33qImlVKuq2aJRIJEgnIZGpy58zEmk0HnMQjvj5e7N80i8wZUjs6zO17T5z6147refj4JVkzu2bcA1iQc/D4ZT59+uKyXSaVMmbUIPIXjN3dL5fLadKoPsmSJaFsmZIAbN+xx6UsMTa4qubpOX36HPfuPSR7dncvyr8N/7my/7+AgBUZVmQ4eAkbN6rr/LcnvHn3yYURR6NWumUhxxXL1+3BbLY4Jdl0eiOhYRF07jv5p+LEUqmEejXKEODvy+HjF1EoZHFqQ6lUsGbRGNo2r0WC+P6kT5ucQ1vnEPj0MIFPj7B99VQX3VmD0eQsJwkKDuVbaDiBQd9YuHwboyb/wZGTl0Tdd9/JHaQc3TGPP1bt4PPXYELDIpwEILExnTkQXX9WbzDyLpK45dHlLS4kGlFhtdnIUKA+uw6ciZOgvNVqZfCYeWCzkTRxAry91Jzeu5hSxfIikYgn4oVHaHnx+j0tu4zm6KnL6PUGwsK1MZ5PJpMilUrJkTU9mTKkEjV+CoWcy0dX8P/YO+voOI6li/+WSWBbZmZmZmZmZjuGmJliO7EdM9sxMzMzMzMzk2SBBcsw3x8rbbTaXYHjvJd8T/ccn0QDPT09s1PdVbduXTm+ildvPqLV6fnsH8jTl+/o3aUZb959osegyZSr3Z1+I2by+q2r2zq2VaM7iER2UQm9wRgpPOH582aXYnX/3HR6A6FhEZF5wBEYDEbOXrpFaFg4GdOnZurcdXiyDZ7ajOJoxLpStljQ6Qz8PHS6y4oyU6Y/hZtS+CWhQN5sqCJ/z+68ZlKpFLVahf/XIPR6gyO05U4JS61S0qVtfYfxDgvXUr5uD+q3GczgsfOo3bw/1Rr3cRG5GTx2HjqdwfGuWK12zQL/UBsH92+jRPEiSCT2dyVDhvQcOLCVtGnTkCqVZ3WyKKRPn5a0aVM7bXv48Em8jLKnMbZYrJw+ez7O8/8JSEyX+tdCQEUYckxuU67Ani9bq3l/pxjS8xs73epHx4XUuWsTGuZa6EAikfD58UG8vRL2Ef0RePv+M95emkiXvn11YzZb+PDJnwLl22G1WvHSqBjWtz27Dp7h0dPX2CLTgmQyKUajCY1aRZGCOTmwebYTESY6ic5gMLL38HmePn9LrWqlHSlgVqsNASFWJbPYDHf0YhvuYLFYiNDqI2NlSiSRxjV6m+8/+nPk5GVkUimZMqShbquBKBVyMqZPRblShZn+W18XLesoWK02Qr6Fkb9sG4xmEwaDieTJkpAsmQ8tG1Vn0M9tnPJbTSZz5Ic2/vP50LAINm4/zK17z8iTMzOdWtfj2ct3NGgzxF7ly2pDKpWgVCg4tfcPCuT9U4xk8C9zWbHeVRTDx1sTWYLyzwmPTCqhdrUyrFv8KwICSoV770vU2IVH6MhUqKELd0KjVjJn0iDOXr7NrbtPKJg3O2OGdnVM9iQSMVduPKBqheKxro4T4r42GE08ef6GW3efsHjVLo+EOLFYRAq/pFQuX4xBvduQPWt6lq/dQ4/OTVzUvrQ6Ay27jGTT8klOpEVP/TCbLdRs1o8rNx64vbYnFCuUm1GDO5M3VxbuPXzO9PkbKFm6DOPH2QvVhIR8w2KxOElbbtmyk9G/THQS9YgJhULB7JmTaNq0AWA3+nnzlyEszHMlMQCVSgXY1RNNbiqyyWRSBg74mcGDfnZ7/n/K5iTmMf8/hAQLGr454s6eDLMgCDRsO4SLV+858isb1q7AhqUTElzNyS97Dbe6ywDPru9wEJnig/iusG02G5evPyAsPIIyJQqQxNe1oIm7tsLCtXTuM4HDJy7h46NBhMgllhgdKpWCCaN60qdbcxd1svcfvlCpYW9CQsLo3bUZY4Z0cbido1JILFarvZJNjH5F3YMnN7TVanMQuTyNR2xjNX/pVsZNXYY4ciVmNNlXgaMGdmb24k0snDaU1k1dC1FE9fvVm4+s2XKQRnUq8fjpa2Yv2sSzl+8Qiewrrq0rf6dyuaJYbQIIAm8/fCZH1owuuc6e8PbDFyrU+QmtzoBOb0Clsrun/ZL5uq1QVKlsUY7smOf4OzDoG2VqdSM4JAyd3oBcJkUmk7J15WSmzlvLrXtPQbB/5DKkS8XRnfN58Oglp87fILlfElo1qeHkPYmZsbBh22H6j5zlKN6hUasoWSwfsyb0p0zt7hiNJvZtmkWlckWc1LmMRhMKhdypPUEQWL52N5PnrsU/IJismdIxedzPNIqUKo1+3eiw2mw8efaGUjW6xpulLJGIUauUXDi0nHRpU3D63A2qVCiOUilHq9Oz78gFzly4SRJfLyaO7uWSDuXundLq9BSq0I6Pn53dz9+DLFkysWrFArJly4LMQ0nLHTv3MmnSTPwDYr/e3t0bKVmyGL+MncTKVRtiuWZGypUtTd68uShVqjh16rZwa5jBbrw3rF9K2TKudZcTDXMMJBrm+ELAhyDEovg9NpPJzLylW1iz6SBfAoLQ6Q0EvzoRb4UssH8gMxdu7PHD0aFlHeZMHhSruldC8fjZaxq0GUJouBaxSITJbGbS6F706e6+/GF0GI0mJsxYyZ5DZ2lavzKLVu5AFwervFC+HFw5vsrlo9Wo3VBOnruBTCbh/f39LqvPKDeezSY4YpJGkxm5TMoX/yAitDqyZ83gcWWl1en5FhpBujQpEhQOePzsNeVqu5ZBFIlEPLm6jXRpUiIS/elCjXndqL7rDUbkMhn3Hj4nVcpk/PL7UrQ6PR8+BfDxUwAZ0qciZ7aMvHn3mas3H3LtxGry5c4aL7Je884jOXLysouOsacvjlIhJ+T1Sac+vnn3iYPHLnLp+n2yZU5P946NyJQ+NYIgcOPOY+4/ekH2LBkoUyI/LbqM5sKVu2h1epQKOWKx2M6Sr/znBzjm833y/A1rNx8kIDCECmUKExQcyowFGwgNi8DbS837Bwfchn9itrNw+TbGT13u5O5VqRRsXDqBvLmzkiyJt4tXyWYTOHnuGu16jHOrsx0bxGIRjetVZuPSCTx5/oZ1Ww4hCAKLV+3EYrFitdmQSSVMHvszfX9q6Tjv4eNX5Mye0WVifvjEJVp1He0xX1wikaBWKRz9jCvWK5PJsFqtpEyZgo4dWtOzRyfUbvQFTp48S5dufTxmT+TJk5P+fXvSf+BIzGbXqmBRqFG9MuvWLkGn19OgQWtevnrjsdyjSCSiSeP6/LFwhsu+f4phTowx/8sgxRxHZNkZcrmMYf068ODSZsYM7gzYU0niA6PRhNFk5urNh6hVng35+m2HuXrjYYLSQmKDzWajfuvBfPoSSESEjrBwLQaDiXFTlsXL1SaTSfm5azMeXNyMwWCK0ygDbt2zZrOFk+fsDNLMGdK6vb+o2K2A4IjjSSOFVdKkTk6mDGlijTtq1CrSp03pNvYXG7bvOen2YyYWiWjWaQTp8tUje7GmRGh1Lv2OMtYSiQQvjRq5XEaenFkYPXEx44d3Z93iX6leqSThETpu33vG1t0nuHrzIQDdB/zupLsd2zPPmyuLC2s+tlfEJ1pMOaqPWTKlo0/3FmxcOoGJo3uSKX1qx/7ihfPQpW0DKpQpzNbdJzh/5Y4jX9ZgNKHTG+jQa7zTOMV8FrlzZGbKuD7UqV6W3kOm8cvvSxzeFYVc7rHDMeVCJ89e4xKD1euNjJ+6jIzpUqE32EMFUSUOwyN0nLt8i6YdR7g1ykqFnCrli3kcK5tN4OKVuwDkzJaJvt1bsHzdHowmM9bIyaLZYmXclGXce/gCgNv3ntKl3wS3aUPnL99xa5SlUgnTf+2L/9MjfHh4gGfXdzC4X2emTf0Vudwzec9stvMw9DotFt1Xnt6+gMwWhgjna5QrVzpWNbfHj58xZNgvsRplgE6d7HXDt2zeyes3bz0aZYicEGtdw3L/JCQa5n8ZRNjwWCcvFgiCgFqt4vyhZfFamekNRvqNnMlv05eTNIm32w9w9HaKFc6dYAKYJ1y+/oCwCFeDojcYWbZ2T6zGIGolkzZyBVq8SF63eZzRoVYp6dLOHsvydA9fAgKdJBmjIyovNrrBi0Jcbt+o60kkYpf7iu0+TWaL23Qim2Dj0dM36A1GNi6b+OfEIY5Jk0ajom3z2jTvMhKxSMzW3ced8lajcO/hC/KVbc29By9cCl7ExJA+7dyurMVikUseulqlcFvNKwoxr2O12rh+6xEr1u9l8C9zmDhjpdtQi9Vm41qMwhsxEaHVs2jFdpftgcHf3JLSYo5leISOCJ179virt58QiUSkTJ4UiUTMmi0HWbJ6F51+/o16rQZ7NEqzfx/IjjVTY+WDpErpF6lCJuLS9ftux9poMrN+m73C08IV23n45BUTZq5CbzBiMJowGIzoDUaPetvzpgyO1LpXIpfJyJAuFWMGtKN0sXzcunmWEiWKolDI3b4HaVL5cefcBsYM6kyV8kVQoseHYCTR6mHb4pG+qfMwtlHIljUzVavYmdsHDx2LNXYNds3sRo3qxnnd/yYSDfO/DBbir1EbHWKxmJ6dm1C8cJ44yTsms5mvgSFs23OSTduPUqJIXpIl9XX58SnkMpbNHcX9i5s85qPGBXcGIyw8wq1cpiAIBId8s5OuYlnJBAZ/49LVe+j0BprUq0SaVMmRR5Zk7NOtOb4+XmjUKmQyKWq1ksrli9K5TT2XtmQyKdUqFkcsFvEtNIKd+065rooMxh/mKYgyoFHFJGIrzNCobkWUCnc1su0ruPYtalMwX3ZHeCE+kyaNWkmyJD4cOHaBNKmTezwnKDgULy9VnO5stVpJimjVucA+UWnRqDp1q5dFqZDj66NBoZDTsnENhvZt57YdT2zyEb8tpP/IWVy4cs9FRzo6Yr7vUXWjASIidLx9/5nLHjwxPw2cTHiEzrECcxef9fZSeyTYZc/yJ5taKpWQMW0qBo2Zw+ETlzwy3yuWLUKXtg2QSMR0aVvf7TFqlZJhff8UZzEaTW69LjabjQePXhIaFsGL1x+w2QTmLt5MsSod+XXqMsZNWUbhCu3ceqJ8vDW0bVbLRUVPqZQT9vUdIcEh7Nuzid9+HeU2lvzbqJ74JfVFHfkO2iV6QU04x46dolbtZhQvWRWvv0AcFYvFfP7iT+Wq9QkKDiFJEt9Yj1er1RQrVpgG9Wt/9zX/E0jMY/6XQUCMATVKISrWE/9z4/NxNhpN7D18juHjF2A0mtDq9EilEg5umU2j9sPwDwhGIhFjsViZPWkAHVrWTRA7NeZ+dyhTooDjwxkdarWSJvWqYLVZY51cpPBLikat4tCxizRtUJWzB5YyadYqUvgloX+PVvw2qgf7Dp/jS0AwZUsWjLXQxh8zhlOpfi++BoXQZ/gMTGYzbZrVAuwrpShd5CMnLtGobqUECaW4g0PQQwCxxPPYFS+cxy7duGEfBqMRsUgMoj9zN1s1qZGgmP+30HDy5srC/k2zUShkNGtQBZPJzKxFG/l91hoXI/Ls5TuXakExIZVIyJQxNRFaveNdyJ41PXMnDyKJrzefvgTy6s0HcmbPRMrkCROqkcmk+H8NZu3iX6lXoyx7D56j/6iZLhKeSoWcEkXyOP4WBIEegyaTK3tGu/Tq0Qtky+IqHRqFG3ceU6hCW47umO+RKyAWi/llSBd+mbzEieUdRSqMgkgkopAbidDoEImgeqTYjEIhJ21q59QiiViMVCald7dmNKpbybG9WqUSLqVAo3Dm4i1S567jtO3120/MW7o11r6kSZUck9ni4t2IylMf/OssBg36mcuXr7klWtWpXtYtyVSwmRg1ejyf/gLRLGoSa7PZ0On0vHr1lmHDxtKta3tOn7mAXu+8yvb28qJ27WrUqVODmjWqxEsX4L+JRMP8L4QRDRakeBF76sD3oOPPv7Hv8DnH31UrlsBms5E9awYeXNzMnfvPCI/QUaxw7lhXY/ExylHFAGIem8TXm0mjezFuyjLHilStVpI7R2ZaN62BXCaLc5KhVinJnjU90+atpX+PVsyaOMBpf5RxjQ6z2cK3sHAnNbP0aVPy6PIW9h05z9rNBxg2fgHDxy8ga+b09O3enDrVy9Kyy2guXb/H/qMXWLVgrEu730LDKVu7O/VqlGPKuD4OklhsYyQWx+5+FolEzPitH62aVGfPwbPIZVK8vDRMmbOaCK3eyUBdunaPrbtPANCycXUnsRWbTaD7gImMGdyVzBnTOH2wFAo5g3u3RaVUMnriItKlScGAXq0pW7IgwcGhmM0Wt1rL0ft4Zt8Srtx4wONnb8iVPRNlSxZw3HPa1MlJmzq5x/M9wWq18fHzVwKDvlEkfw40ahWtm9Xg5Pnr7Dl4BovVhkwmRSwSsW31FKd7sqdvHXFq7/iZ2K8XFq5DqfScfhUY9I08OTOTN2cWO1McyJ41PVPG9qFmlVJOx76JpV402Os+16xilzaNiNBx/MxVx778ebJRpEBOMmdMQ9mSBRFHm5ymTunHxFE9GD91OcbIPHuNWkntamWoW6McPQdPSVBlLoB3H7+4nQBbrVZu3XvCkaMnOXfukiOmHRM6nR6Sua5grVYb39yUyIwvVEoleoPzBMxisXD8xBmWLJ7NkEF9mDFrPnK5HJvNRtIkSdi6ZRVZs2b+7mv+p5HIyv7XwnPZyL+CsxfthBSd3kCxQrk5sfsPFIq4DWF0fI/giDtcufGA5ev2EBT8jSb1qtC6aY1YDYG7fuh0BkxmM1KJBC8vtcd+6fUGHj9/S8F82R35wp7a3LL7ODMXbkCEiMfP3mCz2VCpFIwc0ImBvVs7pda8+/CFcZOXsnWP3TCmTJ6UNYvGUaV88QSMRPxgNlsYNn4+a7ccpF3z2sybMoTRkxaxYt1eB1lLpVTQrX1Dpo7vw7ewCLr2mYj/12CO717g0R2r0xsoX+cnTu5dhFqlRCGXRTL0RYjFzqxvQRDQ643I5VJHTD5CqycwKIQUyZOhieYWjes90ekMjJu6FIlYTO1qZQHInCkNWTKmJUKrIzDomxO5zmQ2c/fBcy5du4dfUl8a1a3kFGIRBIExExcxZ8mWBI2rVCrh8La5bmsiG4wmshVtQnCIfZLs7aVm1KDO9O/RysWoCYLAlRv3uXH7MW/ef+bA0QsYjWb8vwYDdo9Qy8bVWTxzBDqdgcfP37Bx+xFaNalB5gxpSOLrhUgsRhY5sYvOHRCJROgNRp48f8PmncfQ6Qw0qVeZqhWLYzCaWLRyJ7/8vpiEYtSgzgz5ua0jVGCz2dDrjVSo14PHz97Eeu6QPm0ZNaiL0zM3mswcO3WFll1HJ7gvcUEikfD86U1UKiUhId+4ceM2SZL4UqxY4Xh7sv4prOxEw/yvhYAvgT/cMANMmLGCKXPWcvX4Kgrmy5Hwnv0gw/wjEZeYh9lsQUBwMqqe0G/ETFas3+v4WyQScXrfYgrmzY4qkr1us9l4/OwNpWt2dVmp+Hhr+PDgQIJzyeOCIAiYLRZCQyMQi8V8/BxA5Qa9XVKqAJL6+hAWEYHVaqNCmcJsXz0FXx/3H4oIrZ6zF29Rq2ppj1XDouPaTTtDP1+ebJw+f4Pte0+y78h5Zk7oT/sWtTGZLcjlMmSRCmKe0KjdUKaO70vG9KnQqFWOMZ27eDN3HjwnR9b0DO3bnqKF7BKL7z/6ExgUQqH8uRypYtGh1elJkaNmrMxwT6hVtTQbl01wCg/oDUaOnLhM2x5/ekmS+HpzdOd8cufI5PZdivptWCz2cIzJbOHT56/0HDyFSmWLEhgcwv1HLxGJREwc3YsCebPFKyQRGhbB9AXrGTWws1uyY1i4llS5vi+u2rlNfYb2a0cKv6TcvPOY0ZMWe6zuFh0SiYR1i8ZTp3oZzBYrYrGYF6/eU6/1IMdE5nsQVXrTOQ1PRNEihTiwP2GTrphINMwxkGiYEw4l4SgwxGqco55ufOxk1Ktw+/5Tajbtx9fnxxJsYKOEIDwxmP8uxMd1ntD9noQhps5dy7ylW7BabYRH6KhasThbVvzuQoALj9DRsfevHDl52Wm7Rq3k8tGV5MiWMdZ7imsyET0cEB1R+eazF21mwvQVHmOPSXy9+BYagVql5N39fR4NQHiEDoPR5ELk8oRXbz6SKUNqtu09Sf8RM530rn19vEiXJgUfP33l7f19HiVib997ytbdxxk7rJujXw+fvIqcaBiwWm1244uIVCn9qFCmMCMHdGTtloOMH/GTW1GNLn0nsnX38Xjdgzv81LERk8b0RiSyV/K6cecxbbqP5WtQSKQ0poQtKyeRI2sG0qdLFasiXExodXpK1ejKy9cfAKhfqzwj+nfg2ct3ZMqQ1ikE4A5Gk4kkmasR9u6023RIm82GV4bKP4yoGBMZ06ema7sGZEiXkpPnbrBl13EHLyF71gwUzJuNt++/cPPuExQKRazpTHFBLpfj6+uDNkKLTq9HqVQil8vYt3czuXJmj7uBWPBPMcyJrOx/MQx4YUKJIMSeH5pQFCmQi2zR2KTxgX0Ga+X85TtOLrYo4xHbByGhsa+YMJktf/mD4+6j50nbeECv1ry9t4+PDw9y8fBy6lYvi8pN8QeNWknRQq41YM0WK+nclBaMgiAIfA0MYfYfm2I9xmA0uS3yIJFIEIvFqFSKWFe43l5qxCIROr2Bqo364P812GUctTo90+atI+Rb/FY4giA4YtXJkvi4jF9oWASPn70hXKvj0+evblPE9AYjYyYtpm6Nck6ThdETF6HV6R0rJUGw64l/9g9k254TFK3SkTo1yroVzzHGoo3tDlHejOjnLF+3lwwFGlChbk/a9RjLl4AgQKB+rfKMHdaN+xc3U6NyKVQqJecv3U5QvWGZTErvLk0df79++4mazfozYNRsGrcfSrEqHQkIDPF4fmCQvVLZjduP3e6/8+D532aUq1Yszq0z6xjYqzVtm9dm3uTB9ImW+vbi1Xt2HTjDzbtPAEiaxBc/v2SemosVUqkEH29vUqRITrHihWnUsA4jhvfn8sVjf9ko/5OQaJj/1RDZaznjWfzD7tKLZ2sOQyTi1N5FCetJ5HlVKxR3SFparVbHrNlTLq3BYHQUxogOvd7Ao6ev2bj9MLpIEX53EASBZWt3x/nR/R7XuqdrqpQK5DIZMpmUwgVy0qVdA0wm95WK3n8McNomlUr4ZUgXlxSUKOj1Rg4eu0CmQo2YtWijx75ZrTZmLFgfq8FsWr+K2zonMpkUiUSM/9cQbJH3eO/hc3KVaM6+g2f5FhqO2Wzh7fvPDPllHrP+2MjazQddxsNitboVL4lawdeoXBKVyvU+lQo55w8uI2OG1C7PRSQSce3mA85dvs2IXxcybPx8Ry7xpWv34jQuB49dxGB0ZQibLVbef/gS67lRqFm1FL+P6Y2XRk275rUc4QmwK+m9ef8Js9VKx96/8TXoGyfPXadIgVykTZ0ci8XKuUu36T9qtl0YJ7IvcfVbLpORM5oH5emLt+gNRiK0eiK0el68+sBPA353e65Wp2fmQrtc5aadx5z2CYKATm9gUGTlqB8NsVjMqgVj0ahVDv6Hl5eanp2bepwUJkniy7y5U1Eq3f8GYkIiEaNUKpBIJNhsAkHBwTx69ISrV29w7vxlGtSvQ7JkCWP1/9ORaJj/1bDhxTeUROVYej7STjx5wOETlxzxndgqCHliocYGiUTs9GO0l5b7k0jlrr3jZ64x/LeF6HQGxwpDpzPw6UsgVRr2pvuAyZSv85NHyT7/gGCGj1+Q4NVAXMebzeZ4tSkWi1Eq5E4fb7CPrclkZtf+007bK5QuzKCf23rs04kz1+j4828IgkCqFH4O2c6YMJpMHD15hc07j7nEkG02u4s9TSo/ls0ZhVKpwEujwkujQqlUMGVsH0SIXKpeGU1mWvcYS5o8dfHJVIXcpVqydstBxg7rxvgR3fEPCOLUuRvUbNaP7MWa0vansTx94bk8oUgkYsfqKfYYceT1vTQqihbKxagJC12uD/Dx81fa9RiP1WrjzoNnLF2zm+LVOnHx6j2SJfXxeK0obNh62OVdMZnNfPgUwMVr9+I8H+DV64+OCe28KUPo2rYBKqXCsYo2Gs0cO/VnVTK93sjEmSsxmc1odXp+nbacF6/es2bTAad63bG9Tzq9gfNX7jj+julFMlssnL5wk7BwLV++BnHv4Qu+BoWg1emZt2QLS1bvAsBboyQsPCIyzKJl35HzlKnVLU6Rle9Fjqzp0biZfGXLko7Zkwa6bFco5LRu3Yzs2bI48ptjg0Ih5/Kl4xw8sA0vLw02258aBiaTmbCwcGbP+XfUWE4IEmPM/2K4izG7iym/fP2Beq0HExT8DZFYjNlkZsyQLgzs1RqxROIi5hFbPDb66/IjCF6bdx6l/8hZ5Mqeid5dm5E2dXIOn7jM6k37idDq6dy2PrMnDnSs8mIygE0mM6/efuLJs9c0rlfZZb+nIhJResrR95nNFgKDQzGZzfh6e+Hro0nwPUaNz+Nnb+j48688fPwKsH9gypUsyMGtczyeGx6hpUbTftx98By1SsmCaUMpV6ogQcGh5M6Z2VFBSKvTc/rCTVp0HoVapeTYrgXkzJYRL40KrVaPyWymbqtBXDy8HIlEwrfQcI6esqfd1KpaihNnr/Pz0Gnx0meeMKoHQ/u2x2azse/IeTr3meBkUMViMUd3zKd86UJuz49SB7tz/xlanZ7ihfNgtlgwGExIpRKSJnE2tt0HTGLLruMu4ipZM6WjW/sGTJq12i2ZLTpKFs3LsrljyJQhNSKRXW6ye//fHeznKEgkYpfrKBRyBJtAtUrFOXziMi9v7iJtmhSYzRb2HDpDx96/ub2mt5eaCaN6cfPuY/p0a07WzOnw0riKsES9k9EnrGazBb3ByNPnb7HarNRpMdDtql8uk/LoylY6/fwbl67ZlbrEYlGsQjR/N1KlTMajy1tdqluB3a1eoV4Px99qlYr8BfKybctq6tZrwZOnz2NdHIhEIvLmzcWJY3t4/fot1Ws2dqsCli5dGm5cO+2mhYTjnxJjTjTM/2L4EOi2mEV04ywIAgXKteHV209ORlWtUnJi90IKF8jplvTkziCdv3KHlev3kC93Nto0q0na1Ckd1ZG+F5/9A8lTupVDQzg6cmXPxKWjK9z+6KPDaDKz99BZsmVOT95cmZFKpVitVr4EBCEIAlkyuQpI6A1G/L8GkyyJD0qFHKPJxNv3X6jepC+5c2TizP4lDgWu+JB4BEHgW2gER05dpmCe7KRIkYTJs9ew5+BZFAo53do3ZGCv1rFKdIaFa8lTuiUmk5lRAzsxuE873n3wp3SNLnRt35C2zWthsVhYuWEfKzfsx2q1kjSJN6lSJiNb5gwULpCD9x/92bnvNFqdnp1rp1GjckkX9veFK3do0mEEEVpXw6xSytEbTEgkEv6YPoyOres6VnuZCjXiq5s4Z+qUyXh1e0+CJjGhYRH0HjKN5fPGOKpGaXV6chRvRoibHFe5XMb98xvJX76tR+9JTKRMnhSD0V43PCZS+CWheaNqrNty0JHzrVIpyJE1A+lSJ0dAxJkLN6lXqzxLZ49Co1ZSvEonHj595fF6jepUZOWCsU7pQTEhCALrtx0mLDyC2tXK4q1RYzSZSZ7Mx7GC/GnA72zZddyFtCcS2atolS9diE07jsZrDNQqJX7JfPj0JShBMe+E4Orx1eTLncVpkhuh1TNozBw2bDuMTCajaZMGNGpUh0oVy/Hu3QeqVGuIwRC7dGZyv2Ts2b2RbNmyEBwcQpFildwKmWTNmpmL54+4aSHhSDTMMZBomBOO+BjmO/efUb1pX7RuSEINaldg26rJjjiUYBPw8lK7NcxanZ6xk5eyeNVOFHIZcrkMtVrF7vXTKJzf1bgnBDMWrGfq3HUu8pYTRvdkYM/W8UorMhiMJM1anXKlCpE3VxZsNhvTfu3rkWksCAKDxszhW1gEfbo2I3fOLJhMZnbsP4XNYqV3JHnl3YcvpEubEkkceZDPXr2jVPUuGAwmMmdMw8k9i/DSqFAp7QSsqPGJTSXtybM3SCQSUqfycyroULRKR548e+PiCm3TtAaLZ49CIhYhFkv44h/I5DlrWLlhH2DXKj57YCkpUyRzYj/bbDbylW3Nuw/+TisWlVLBuYNLSZrEm+17TtKzS1MHkSooOJSMBRt6XOG4YwPH5nlZs+kAQ8bNI33alPTs1IRMGdJw4sw1lq3b7VZaUi6T8urOXvqPmIHNJpAqZTKWrtnttu34oHWTGsydMpgzF2+xbM1uwrU6WjaqRrf2jdi+9wRBIaFMm7eesHAtNSqX5NcRP1Gxfs/YCy5c2UbmjGk87n/6/C2N2g/l85dATJGTizIlCrBv0yynFCf/r8GUrdWNb6ERLhKwYJfCdadjHh0ikQiFXMa5g0vJmjk9ZrOZsZOXOqX5/ShkzpiG47sW4uNt9zBJJRK27jnOz0OnIwgCCoWCSxeOkjatvQDJo0dPadi4DVo3E8MoSCQSXj6/7aRb0LFTL06cPOM2ZNe+fUsm/DraLachIfinGOZE5a9/McwokAuurmwrUgyo0AjhhIVrPRqVqFizSCTia2AI0+evZ9HMEZEsahyrYYvFQoRWz8btR5BJJY4Yps0mkDdX1r/s0h7WrwPlSxdm5YZ9BAWFkjtHJhau2Ia3Rh2nrncUoo67dO0e7z/688f0YbGWthSJRIwd2pXQMC3p0qZ0GK7ObeojjXbNjJHVjOLCm7efkctkGAwm3rz7TK6SzZk/ZQhtW9SO1/iIRCIypk+NRqPixesPiMVivDQqBEFgw5LfqNG0L1qdweFZyJMzM/OnDnUyuGnTpGD274PQ6Q1s3nmMz/5B5CvbmhXzxtC0fmVHCptYLObIjvm06jqap8/fIpFKUMplLJ83hvx5sgHQr0dL9JH6yyIReGlUSKUSTCZXwywSifht2gpGDeqEWCxGIZeh0xt48eoDBfNld5vylS5NCtb+MZ437z+zdO1unr1459inVMidXLkymZSaVUqTLIk3P3VsTNbM6alUv6dLm3GNb3S3r05v/900qlORRnUqOo6zWKzoDEZaN6lBnepl6Tt8BifOXuPU+RuxcjjEYjGZMnh+V6xWK7VbDsA/wJn5Xr50YZeUsVQpknH77AY27zzGnMWbeffhs9O14zLKEBnmMZuZOm8dG5dOAJTMnTwY/69B7D9yIc7zEwL7+96CahWLkyqFH5dv3HekfSkUcsqXL+UwygA5c2aL1YUNUKJ4ERcxoZ49O3Py1DkEN8VbNm3awfNnL9m9a8M/TkPhe5BI/voXw4AGGxLHj1YQQECEDh8sKDGipGih3G5n+Sqlgib1/tTaTeGXlKnj+kQaZLs4RUhoOFqdnr2Hz1G+zk+EhWsxW6xkSJcKsKcDJcThEtuxRQvmYvGsEexaP40p4/vQqW19Tp69Hu92DQYTTetX5uWtXdw+u55qlUrEqfbjlywJmTKkdvowRuWjJhQVyhTmzZ29BD4/xpLZI/HSqKhZtbTLR9cTCUgQBIJC7DKXzTuPYPr8dVgsVnucLVcWXtzYxYKpQ+jUph4atYqLR1bg5aZwiFwmtZO7osUvx0xajDEGazxjulRcPrqSG6fXcWbfYt7e20ed6mUd+8ViMV5qlUPZS6GQ06l1PbeueLFYxMIV28lXpjW/TVvOnMWbafvTWKo2/pn9R867Ha+qFYtTv1Z5enZqwuUjKx3XVirlpEqZDKVCjreXGrVaScG82Vk6ZxQikYjypQvTrNPwyFSluJEpQxqG9+vA8V0L+GVIF0eu+fGz13BHWTeZzRTIk42UKfzInSMzJ3b/QeibU4S+OUXtap4FVmw2G0HBoW73CYLA6fM30EZqhkdHUPA3t79PjUZFz85NUCrk350KabMJXLx61/G3RCJm5IDOf4vhUiqVPHjylkLFyxAarkelUiKXy6lZoypLFjkzwvfsORinYc6WLYvLtpCQUDRuajqDffzvP3jEzZt3vvse/klIXDH/iyEgJpykyDAiESzYkGBCSdQHx4AXXmoLMyb0Z+i4eY4KNGqVkswZ09A5WuWa4G9hpE2d3LH6NpstZC3SGIPBOaYjFospWSwfbz/4ExAYwhf/ILfuO3fiHLERyqQxVKD8kvqSxMcbm00gLjU9kUiEl5eaDUsnfAeTPGFGODrDNvq1oq/O2zavRa0qpUkaC4s4+vlWq5UIrZ4+w2awecVEfurYmCwZ0jpNLFQqBR1a1aVZw6q8evMxVsJPkiTe+Ppo+BZqryv84VMArbuNYe2i8UilEsRiEWHhOm7ceUS9GuXcjoG7cZw5oT86vcFJa1oqlVCsUG7uPXqB/9dgl8IIp87foGHkijS6O99mE/h91kqWr9+DVqunTIn8yGQyFHI5Hz4GcPPMOp4+f0vG9KkpHK3wg9Vq5bN//Ixy+xZ1mD91MFKpPYZdrlQh6teqQN1WgwgM+kazTiPZuXYqYH8WSoU9E6FE0XwOD0wUMUskEjFyYCeORZLo3BHHps9fz28jezgx9KOec0hohFsDu2PfKWZO6O+yXbAJ2LCRK3tGnr1853YyJ46U54xtBZ06pZ/T32lTJ3chcKrVqljdyp4QvcypxWKhc+e2tG/fkrZtm/Pp8xd8fXzw9vYiIOAr43+dyvHjp1Fr1Oi0OreckugICgp22VawQD63xW2iYLMJPHz0lOLFiyT4Xv5pSDTM/3qIMKPE/esqIoIktG7bmoL5srN0zS4CvoZQv1Z52jWv7cilNRpNaFRKxOI/P9BZM6ejbImCXLx61+mHr1TIGdCzNbsPniVZEm/evv8cyX51zUdNCOwShX9ev0r5Yvh4a+IlAfk914svYk4wbILA589fEQQbqVL6cfz0NcqUyI9SqUAZWZdWJpWSKmUyjx6C6OUdTSYzT56/oXOfCeTNlYXwcB0/d23u8Z5MJjNyucxtsfsomM0WIrTOsckTZ6+RsWBDihbM5dCUVquVVKtQgq2rfo/X+MnlMpbNGUXmjGlYvm4PSXy86ftTC3x9vOgzbLrb41On9HP7bnTuO4HDxy85GNanL9xCqZTbVb1sNt598Kd+rfIuXo+Qb+HxknNMltSH+VOHuKSx5cudld9G/sSgMXO4cOUOmQo1pGblUqhVSk6dv8GMCf1oXK8yYH/2jdoOwctbTXBwmFO6VcrkSTFbrOh0BnR6A0qlnLVbDjKodxuna0bde9mSBTG7eWZWq5Vzl29To3JpzBYzJpOFCK2Ozn1+Y+fa6Qzr34HjZ685Va0Si8WoVQoa1a3EiP4dqNywt9sxUauUDO/fwela1249dDpGEITvMspR50axzAFmzFyASqnkp586kT5dWgDCwsKpUbMJgUHB9uMC4zepOnHyDJu37KBN6z+FSjJmTE/9+rXYt+8wZjcGWiqRkDGj50ph/yYkkr/+R+DnK8EcGoAI51l+1DfTXZpVeISO3kOmsf/oeUQiSJk8GX/MGIZfUl8qNejF/QubSJcmhdtarPY27SujuOLENpsNs8Xq5PYVBIFb955SLFIH+T+J6Kvi4G9hTgpW0fe16zGOvj+1oGTRfPGeQMTE7fvPKFurG43rVmLl/F88Co9EwWAwkqd0K2pVK83cyYNRxojDWaxW/AOCqVS/Jx/jUVZPo1ayd+Msp4pT8dE6N1ssWCxW5DIZ/l+DyVemlUuKj0qp4Pa5DWSKEad/8+4TRSp1cDleLpMiYJ9YFC6QkxO7FzqltGl1enoNmcaOvSfjvK/mDatQtWIJ3r7/Qp6cWWhct6I9FUoQuHD1LjWb9nN7nlwu48i2uVisVrr0nciXgCCP3omkSbwpnD8nBqMRo8nCsjmjyJc7q8c+jZ28hEUrdzoIXSqVgtzZM3F632IUCjl3Hzyn5+Ap3Hv4guKF87B/8yx8fbw4dvoqA0bN4sOnAGRSKZ3a1GPquD6O+xk9cRFzYxTmkEoljBvWjWH97IbZarWiNxipWK8n30LDmTCqF3Wql0GvN7B8/V5mL9r0lxX4wD4RGTyoD0OH9AVg3vwlTJs+77tUx5RKJceO7iJH9j/H1Gq1svCP5S5tSqVSMqRPx/lzh/5SScd/Cvkr0TD/j8A+lmGIsCFgV+mSo0eBHhECAiBGcKsSptXZ1YdSJk+KIAgsX7ubCL2Bvt1betQ6joLVanXK2XSHCK0etUrhVvPZJghutX//DnjSy3764i1BwWEUyp8d/6/BpEmZnFv3ntKu51ie39iF/C8Uo7DZbGjSV+LehU3kyJoh1mO1Oj1bd5+g/8iZWK02qlcqyexJA8iaOT1R7libzUaJap15+eajI63ITuITuY3riUQixgzuwpghXdDqDJjN5kiiV+z3ZDZbePzsFXlyZrG/O2IxZy/eou/wGbx59xmpRMKAXq3p0akJGdOncjr30PGLdOk70W0ak1gsdvQzf55sjBvWjaIFc/Hm/Wcmz1nDqXM3Yu1XFFRK+/uk1enx0qhImsSHcweXkjqlHxaLlcyFG3mMCfsl8/W4Lzac2ruIMiUKeNwvCAJ7Dp1l1YZ9aHUGWjSqRuc29VGpFNhsNnbtP02H3r8C9lTBi0eWO7IKBEEgQqtHpZQ7PRtBEPh56DTWbD7ocr16NcsxYkBHMqRNxbVbD/lt+go+fArg7rmN+CXzdWQ76HQGjp+5SuvuvyT4nt1BpVKyZ/dGChbIR/mKdXj58vV3tSORSOjdqytjRg9x2ff02QsGDhrFgwePABEVK5RlzuzfSZkyhWtDCUCiYY6BRMP890CEFQkWkiT1ITDEGGOfXTlMjDUy59m+Yo7Q6pHLpB5zbs1ms0OPOT7wVAwiCuER9g+0t5fG7f4fgfisAt2dY7PZCA4Jo81Pv3D73lN2rZ/OzTtPCI/QsWjlDt7f3x9rbnKEVsf+oxdoWq+y25KV4RE6UuasReibU7G2Y7ZYGDNpCVt3HWPNH2Np1mmUww0skUj4dUR3mjesxtMXb2nfc5xbDW13kEjEpE7pR7o0KWhavwpjJy+hdIkCrP1jPD4+XpETLwGRWOzE7rdYrZjNFof7HuwTqfcf/clfrg1Wqw0fbw1Gk5nGdSuxYt5oh0F59uIdpWt2dREKkcmkZM6Yhucv38er79FxeNtcihXOw+nzN+jcd4KT6xfsbs6GdSuycekEbDYbYycvZfYiz1rk34PqlUqydeXvHr0eJrOZp8/fYrFYyZ8nm1MaoFZnoF6rgVy9+aer+ebpdeTKntHjCjDq/fTJVDVOMlUU+v7Ugl9H/OSSRqjTGyhTq5sTO/57IRaL6dmjM+PGDidv/lKEhLif5KROnRJ/f1e99Oho17YFXl4aNm3egcFgpFzZkkya+IuDHKbVahGLJX85TSoK/xTDnMjK/n8LARXh+BCMmnAs3z7iRYiTK1uBzmGU4U83tkatZPu+k25/MCazmfuPXvLYTV6tJ8Qsau7ooSAQHqHj99lrfviqOCHzTU8uvChiS3K/JBzZMR+NWk35UoXo0705yZMlwWQ2c+veUxfhhihhiMvX75O1SBP6j5jJwhXbXXJSdXoDqyJzjt/GoeNsMBhZu/kAeXNloUTR/OxYMxVfb/sP22azMW3eOgpXas+8pVvdSl26g18yX07vW8yTq9s5vmsh2bKkp0TRvJy/fIdsxZpSq1k/zl68iTiGURYEgYCvwchlznW6JRIJE6avdIRFwsK1GI0m9h0+x4wFGxwpPDmzZ6RsyYIubnipRPJdRlkuk1KpXFG8vdTUqV7WrQCJxWrl4FF7mpBYLKZOjTIJvg6AUuF58nTi7DV6D51GwNfgSA14E+EROnQ6AwajiQtX7lK/9WCadBjOrXtPsURqyUdodQwfv8DJKAM07TiCdx/8CY/QERoWgTVSmzz6v/a9xsfbKAOULVHQbW6/xWKlYN4fUwQiSpjn1as3hIV5NnJDh/Sjfr1aHiekMpmMAwePsGLlesLDIzCbzZw9d4m69Vvy9WsgABqN5ocZ5X8SElfM/08hR4cKrUuOsxk5OnwB8CYIicj9j1oQBD5++Uq61Cmc4quCYC8zGKHVRdbUlcZejs5oQiwRuzW8giCg1xs5df469WqW/1vzD6P3Peb2j5+/kj6t52pPUcftPnCGujXLIZdJCQwOJXepFqRNnYLTexc59KgjtHqUSjkiIGPBhg4VK6lUwvK5Y2hct6I9p1Yi5tbdJzTpMAKbzUaTepWZ/ftAj7nXFouFG3eekCFtKtKmSY7NZiNb0aYuMpMKuQyxWBynbCVArhyZuHV6nWNMjCYzL169p8fAydy69xSNWsmts+tJnyal4xiTycyQsfNQyGVMHN3LiehksVjwy17T7cQgia8X44f/RMDXYMYN745Wp2fIL/PYsvsYZpOF/Hmz8fVrCJ89pEGJxWLHM4wOqURMu5Z1WDJrpOM5+Wau6tY4KxVyQl6fJEKr48SZ65w+f4M1mw84xD5+FEQiEX5JfQmL0GIymcmYPjVand7FPV62ZEF2r5+GyWxl+94TnDx7nfuPXvDpc6BjcicSiShTIj8p/JJy5cYD0qZOTqc29fgSEMzcJZtdsibiwvjh3RnYqzXKGO9ZhFZH3ZaDuH77r2tqi8ViypUtScDXQJ49e+lxkpw0aRLu3bnAF/8Apk+fx/4DRzAaTU4eNnfnKhRy+vbp4Yhj/0j8U1bMiYb5/ym8CUYicl0JCgKE4geI8SYQiRvlsKjjAGyIuHnrAcUK53Ehcel0BswWC74+7l8wQRCwWK1xrobjcnX/KMTUztbpDVy98YDK5YvF69pfA0O4cuMB9WvZJxEnzlyjfa9xqJQK6teqQKYMaahdrTTJkvgwe/Emlqze5UIcSps6OVUrFufClbvcOrMOuVyOxWLl4+cAtDoD+XPHLdgiCAIXr96jacfhbvWuvb3UGIymOKUrK5QpzLGdC5y2RWh1TJyxksvXH/Ds5TtyZsvIga2z0aiU7D10jqHj5vElIJi0aVJwas8fTgIser2RFDlqYnWzgpNI7MIjx3f/QdGCf5bCtFqthEfoCA4Jo1CFdh5rR8tkUrf3o1IquHZyDdmjlSlt32s8ew6ecRp7mUxKswZVWDRzBC9evads7e7IpFI0GhVBQd8QIsctPvrhMe9LEATUahVFC+bi1t0n8Q4jgD2dqc9PLShXsiDPXr5j3pItvHzzwW21MrDnnxfIl52377/w4PHLBPUV7MIut89ucKodbjSZefz0NWVqdUtwe38FUqmUeXOn0rSJPW3z2vVbrF23mZMnzhAay0oboHq1Sqxft/SH9+mfYpgT06X+nyIm+9p5n53sJUJwxJXdwYAaI2oitHq0Or2TTCSAWq10uIFjxnAFQcBsNiOXu8ZVXfrzH1DqiW78bTYbn74E0n/kTDavmBTv6wcGf6Nr/4l8fHgQmVRK9coleXdvP1duPEAkgtLFCyCTSREEgUpli7Jo5Q6XNj59CeRrYAiPLm919EciF5M1UzqsVlv8+xIU4vHYogVzkS5tSnYdOI3NJuClVhEWrnUyekqFnEG927g9PzQsguu3HyGXS7l++xHZizalR6fGLF61y+GO//gpgIr1enL1xGpSpbDX1pXJJGTPmsGl4pRIJKJi2aIsnjmcTBmcc94lEglJfL257SYkEAW5TMrG5RNZtmYPx89cddpnNlvoNXgqJ3YvdGybMvZnTp+/4UghksmkpE2dgv49WjJ3yRZmLdyIxWLFYrE6eRaiG2WN2q665uOtIV/uLNy699Th/fBL5kv6tCnJnT0TC2cMx2q14OPthV5v5GtQCGVqdXOr9+0OXwKCGPv7kjiPE4vFLJ09kmYNq2IymZFKJTx4/JLG7Yc58tXjg4+fv1K35UCWzB7pIBseO3WFXkOmxruNHwWLxcKgwaN5+/Y9gwb25vnzlxw8eDTOHGeFXE7+/Hn/Q7387yAxxvz/FGbcKwbZECMgRobBzs2OxQ5YkAMiypUp4lbW02azOdKEohsJm83Gg8cvqdNyIAXKtXEpffjfcNJEiSFElaJM6utN6pTJQYifIbSLoEjx9tLQvNNIIiJ0CIKATCalYtkiVChTxEHmsStUFcKdspRGraRt89qO/kRH1OorPvdSvXJJtytItVpJ2+a1WDn/F0JenST0zSlun9tA4YI5UakU+HhrUCrl9OvRkoplXIUYRCIRdx++AHCs2kxmMwtX7HCJkft/DWbAyFmER2jR6w3sO3KeoOBvbsfuwpW7zFy40WM89NnLd3i68/Yt61C/Znm+BAS67LNYrdy4/chJCSyJrzfqSBd7xbJFWL1wLNeOryJPrqykTpkMkUjE6MGduXd+IzdOreXnbs2Ryf4kWEklEvQGIzq9gS8BQVy6fp96NcuRKUMaVs7/hRc3dnJ05wJW/zGOl68/0KDNEMrV+YkN2w6TNIk3A3v9OeEpXjgP3Ts0ilUeNj74uVtzdHoDJat3JlfJFrT9aSwyqdThwk8Ibtx5TPGqnchUqCGp89ShZdfR8coN/ztgMpmYN38JHTr2YuiwsXEaZQC5Qk6njq3/A7377yHRlf3/FCKseBOCKFoKlCCAFl8syOOIL4MFCVoiV0LoUROe4JWtVqenUv1eSCQizu5fhlIp/9vc1gaDCZFYhEQsQiqVxnkdm00gNDQ8VnWumLBarQQGhfLJ/yuF8uVEEGweU8FCw7S06jaasxdvObaJRFCjcil2rZsWK9M2vmOzecdR+gyfgdlssYcMZFJyZc/EhUPL3DLAn714R0BgMAXz5cDHW4PBYEQikTgmFHqDkSvX71O31SCXc700arfVqDxBKpVgtdqcJhpqlZJfR3SnX49WLsePmvCHSy4u2Fe7k8b0on+PVuQt04rXbz+5HCOXy7h8ZAU5c2TiwaOX9Bk2nVv3ntKtQyOmjeuDJlqBCKvVytfAb/j6eDni4zqdgVPnb9CiyyjHNWNOehQKGQc3z6ZIodxO1c7s9ZC3UrNqKQrnz4mAgF5voGD5dqxaOJaSRfNx9uJNOvWZ4LaQTHzRp3sLVm/c7zQ50mhUnN67iMoNerstdvFvQWzpfDFRqmQxpkweR548uVz2CYLAzZt3OHT4BCqVgiaN65M9u+e8cndIdGUn4m+FgIRwkiFHj1QwI1eqCDNIsCG17/VglKOgjSSIAZhRAfF3l0VBqZAzcmBH6tYohyKSzRqfKkvfk9Z04eodZi/aRJN6lSlbogC5c2aONZ1LLBYlyCiD3e2aMkVS/JL5Rn5MJB51r319NOxYPYXrdx7TuP0wTCYzCoWcVk2qxyqAYLXaFdDiMwZtmteiSKFcLFu7mys3HnD73jMqlC7kIEnFbCNn9ozkzJ7R8bdSac+fjYrFPnj8kiYdR7i9lsEYO5lMqZBhMltRKeVIJGL0BpPL2Oj0Bhau2O7WMBfMlx2NWoU2Rr1dhVxGvlz2j2v9WuVZunqXC1lLLBZTonoX5HKpExlqRP8OTkYZ7M8wVeSqGexkttGTFrN28wFE4BA4iQmxWIzRZHEpQapRqxg5sKPjGACRWsWV46vw9bYzhj/7ByWIOe0OqzbscyH06fVGps9fj0qlSLBhlsmkNK5biZLF8vLy9Ue27DqWIJf4j4R9QeZ5fSiTyShSuADr1y3Fy0vDi5evefPmHZkz//kuC4LA8BHj2blrPwaDAYlEwqLFKxk/bgSdO7X9D9zFj0WiK/v/MQTEGNGgJQlS7+SRRhlAhE1w/+gFAXSoESFCjg4lEcj4vpm+RCKhfOnCqJQKj0bYfR8S5sQRiUTkzpGZOtXL0rlNPfLmzhpv4/Y9iK7yFX2iEXObl5eaMsXzM2pgJ8C+qn/x+mOsbcc3NzwKuXNkZvakQZzas4j2LWozcUwvlB7G29P1JBL7P7lM5tGA2CVTXfsmlUqYPWkg+zbNYvzwbsyaOJBbZzZ4/M6Ghrl+/AVBoHHdSiRN4u3Ub7lcRpZM6ahSoRgAw/t1IGWKZA63sFQiQa1SMm5YN2w2mwtD+cWr926NbPRr9Bk2nXVbDmIwmmIxDXYj+P6Tv9t9USGSKEglEny8Negic6mLFMyFyE1Ywx0kYjFZMqV12e7uN2Gz2bh282GCxVC8vdTcOLmWP2YMp2/3lkwa04vHV7bFqlr234JMKmX5snns3bOJh4+eULR4ZerUbUHVag2pWLkez1/Y62NfuXqDnbv2o9fbC4VYLBYMBiO//jbNkVr1b0KiYf4fhQG1SwxaEMCIEisKvAlGhRalSI/qO1bLECkDqHe/0vJkOL7HmAqCwPuP/qzfdtilitL3IopRHl946rdSqaBZgyqAvXSip49fFGPcXew5PjCazAzv38Fj/emoa+j0Bo8Tn1zZM5IzFvUxsVjslHM6bng3Ql6doHfXZlQoU4Th/TvSqU090qZOTkY3JRDFYjsJLCZMJjNHTl5myawRNGtQBY1aiY+3hg6t6nB81wKH0Uvul4Qbp9by64ju1KxSim7tG3LxyHLKlMgP2CUuoyRcRSIRLbqMIlOhRpy/fNtlHMBe9nTHvlPxSi0DWL52j8s2Tx4eq9XGguVbEQSBYoVyU6p4fpRKe3ghberkjBzQkT9mDKNVk+pOQiPWSGKil8a5ilJM+dIohCWQRQ5Qqlg+MmVI7WBma9QqfLw1rJz/Y5S/fhQkEgl9+vxErZpV8fcPoH2HHvj7B6DT6dAbDLx48YqmzTpgMpk4cOAIBjd6CRKJmFOnzv0Xev/XkGiY/0dhQokeDTZBhCCATRChxwsD3qgJc4pNi2PoaXtCzA++wWhi/bZDP7zvMa9jtdoICPxGRLj2u6QU3cFkMhMR4Vymz2A0fZeesN5gRCaTkjJFMhrUKu/WMEatuqLnbibEc+ClUZE5o+tKK6qd8AgdfYbNoEOv8Vy9+dBpJRmVsnT/0UuaN6rmcWJgNluwRUtBSuGXFLPZeTyiDNX8qUNQq5QOt71cJsXbS83kX3q7tGsTBAKDQilbqhDrl/xG4Ivj+D89wsJpw5xS8ewhAi/692zN3o0zmTtlMNmzpGfdlsNkTJ+acweXcvv+M8exWp2BkG9hNOk4gm+h9rihXm9AH7my/vTlq5NRjAv3H71ApzM4vApmswWjyYxO52oQxGIxp87d4O6D5wDsXjeNwb3bUr9Wee6e38SIAR3p2q4hC6cP49KRFXhFc7kbjSZEImhYu0Ks/RGJcNxXQpA5Y1oXDoJYLCZ3zkwkT5bkT5e8SIQq2jP8T0IqlbJo4QxGDB8AwNZtu11Y+4IgYDAYOHX6PDKZ3O17KxKJkHrQ8v8nI9Ew/89ChAk1YfgRSnLC8MOEChE2JNHUwBxHx8M4R6UiCYLA46evadRuGOu2HMJisXo0RjEhCEKsJQ0d14mMo1qtVhBBrSqlOLN/CRnTp3JpNzgkjLWbD7J0zW4++wfGy+ApFHLUarvL9FtoOA8evYwkSzkzp+OKHRqMRpau2W2vVFSnosMNHlsfRCIRb9995vHT1/GaCAiC4CBxxWw35Fs4YyYtpnjVTuw9dJYyJQpQOH8OPvsH8jXoG1qdgcMnLlO6ZldqNe/Pt7AIF0UusK+qUqfycxIUGTJ2HsdOX0FvMPItNByjyWwvkxjpJTm1bxFtm9ekVLF89OrSjGsn1pA9xorcarXy5NkbGterFCdz2d37IpFIqFCmEEtnjeT0+ZtuswcQBDbvOsb5y3do1H4YtZv35/XbjyRN4p2giZbJbKFW8/4cPHaRJ8/esGX3cao07E1YhNZpoqPXG7h07S6Pn73h1ZuPjvvs16MVC6cPw0ujcgh8eGnUZMucnn49WjpdS6sz8PLNR9KkSu6xP99L261asbjb7WKxmE0bl5MlSyaH412vN3hMY/seiEQipBIJKVJ4vi+xWMyJY7tp2LCuY9vnz1/cMrYtFiv+/l9p1qwBCjepmTarjRrVK/+Qvv8nkcjK/h9B/MfShi9BbtOobAJxplgFBYfi7aV2lCaM0keOj5vWkzpXfOHOrWixWHj28j11Ww0iLCwcQYA75zY4xSrjau/KjQdYLFZKF8/vFF+OXj3Ls0vTSrEqnXj64i0qpYJK5Yvyc9dmVCpbNFZt7PuPXiIWi8iWOR0KhetqwGq1YTSZ3Mbvo/qi1ekpUa0zHz9/dahxqVVKmjWswsvXH7kUrYxhFNypLYnFdiWr84eWka9sa5eJU/Jkvvj4aLBabchlUhrWqcjmnccQieDikRWkTG4nW8WMU0dN5LQ6AwgC3t7fp5VuNJqQy2X8Pns1k2evdjFYMqmEkQM7M3XeWtKlTkHG9Kk5f+WOY5xi3q9cJkMsFnl0H8dE+jQp+H3sz9SqWhqjyczqTfuZPHsNpkid8ErlivLi9Qeu3rjPke3zXQhpAE9fvKVwxfYu2+Uy6V9SJovSwI+O0YM7M6RPOycim8VixSxIqNG0P3fu3PuhxjgKCoWCJo3r0aRJfXr2HMS3UFfvllgspm2b5syYPsFp+4EDRxg4eLRLiUqlUsmhA1vJkycXCxYuY9bsPxCLRYhFYqw2G4sXzaJ2rWrx7uM/hZWdaJj/R5CQsdTwDSnmaKtkgWs3H3Hm4k16dm6Kr48mTjKXu/1GkznOalTfw8qOCwajiUUrdzBm0mLA7vYd0qcdHVrVRaWUkyypr9vzYn64v4dFLggCC5ZtY8RvdgGMru0aMmtifwTs5CZP+eEgQiTyHLu+fOMeb999oXXTmh77tHzdHkZO+MPF1apUyBEg1pxRqUTiUEkrVjg3K+aNwS+ZL9mKNnGQmmKDQiHnzrn1ZEpvFxSJKT4TNa5v339GKpXipVGhViuRe3A7Rq1sPZXXFASBS9fu06jdELuhj3Ev6dOl5M27z7H2WaVUULpEfqaN78vdB8+ZOnctn/0DUSkVBMWS56tRK1HI5URodbEa0YzpUnHn3EaXGtHvP/qz7/A5ho6bH2v/EooJo3pQvlQhNu86jtFkokGt8kydu44HT16xb+NMihbKhUQiwWy2EBoWQY2mfXn7PnbN9r8CsViEr68vYrGYsLBwtzWVlQoF9+5exNvb2WiZzWbq1m/Fixd2zxWAWqWiWvVKLFsy13Hch4+fOHniLAqlnFo1q5E0aZIE9THRMMdAomH+e5GQsbTnQH9DhA2bzUaH3uM5evIKRpOJYoXzcHL3H7F8ICPbiGFPbDYBm80aaznB+Bhlk8nMrD82sWrjPgxGE43qVmT88O6k8Esa63kfPweQvVgzl+0KhYxHl7aSKqWf02pOq9NjNJpIGq0W8/di575TtO81nnRpUnD/4uZYV+rxzfPu1m8iqVL6MXZYN5f2osaxXY9x7Dpw2uVcL43KEYONDRq1kkdXtpEyuX1sj52+SrNOI+Lt/s2eNT33L2x2u89isVKgfBv8A4KxCQJN61di6ri+qFRKvL3UTpM8rU7P/iMXqFujLF4atcf63oIg0Kb7L5w4e83p3jxpLkdH6eL5ufvgOXMnD6ZDqzpYLFa+hYUzbsoy1mw64PE8kUiEj7eGX0f8xO17T9i045iDNOhutXvl+CryR2YNWK1Weg2eyvZ9J7HZhDglVBOCapVKsGXF706xa7DLymYp0gSr1e4BKlIwF2/ff+boqat/yyo5oShRoihbN69i6bLV7Ny5D7FEQovmjfipe0esNhsrV65n5659KORyOnRoTZvWzX5oDPyfYpgT85gT4QIBCWEkQ4qJffv2cuzUFXR6A03rV2bpnNGRZR//JIg4zvNglMH+IorFsb9u8TGALbqM4vzlOw4m7bothzh26iq3z66PlZEc0/2aPl1KvvgHIZFI+Br8DV9fL1RKBafO32D3gTOIxSJmThgQ52o4rj5bLFaOnLoCQMM6FWM1EGazBanUNc1LEAQuX7/P5ev3SZUiGSfPXefNu89cvfmQMYO7uBxrtdqwWq1kzpjGrVhGhFYfz4+ZiPBwrcMwBwSGJOjj/fb9F06fv0mFMoVcJmQSiZj3HwNInsyXHWunkjdXFkLDtIyZtJiN249gNJnIkC4V08b3o2GdCjSpXxmbzcbzV+/Imjmdy8o66llsXDaBnftPs2HbYZ48f8OnL4FxchYAHj97g80msHjlDto2r0XF+j24++CF2+cVZVSjrhsWrmXouHnYbPZK5yWK5GV4/w4UyJudQhXbOXkm2nT/hRO7FuLlpWbp6l3sPHAaozF+1cASgi5t6zvUz6JDoZBTtmQBzl++w5UbD7hy48EPv/b3Qq1S0bVzO5q36Mijx08dK+PfJ89i+ox5TJk8jn59e9Cvb4//ck//fiQa5kR4gAgLCtZvPYBWZyBLprQsnzfGRWDB5awYdir6d+2veqjv3H/GhSt3nNJbzGYLwSGhbNl1nG7tG7o9T683sOvAaeRyGSaTGbVKybzJQyhWODejJ/zBF/8gvoWGs3ztHo6cvIxWZ0AulzFvimuBdvs9CWi1etRqZZyG+/XbT2zfexLAo2taEAT0BiPXbz+mYpnCTvvMZgvNOo3g0rV7GE0WJBKx40MvFoto3f0XdqyZglwuc8TwJRIxIhG0b1GbJat3uV2JxcfAWq1WUkbqYEdo9bz78DlBhCOz2ULj9sNQqRSMHdqVPt1bYLXZePf+Cy9ev8dqtbJz3TQK5s2OVCqhfuvBXL350EGoe/PuM626jWZIn7ZMGmNnc6dInhStVo/EW+yYXBiMJqQSCVKpBIlEQsvG1WnZuLrbeLgnhIVFIAC+SbzR6Q2UL1WYh09eO41dqWL5mDtlMAXzZkdvMLJywz7GTl6KyWSmTPECiERiQsMiqFy+GKWK50MqkbqQA1+//UTOki2oXqkEF6/e9ZhO+FehUindcjUEQXBL7vtvQSaToVAoMJtNdOzYGo1GzdNnLxxGOQpms4Whw8Zx4sRZVq1c+B/R1/9vIpGVnYhYIURqSXdoWQdpHKus2H4rP+J3dPfBc7c/SK3O4HHmb7HY3ee9Ojfl86NDzJo4gFZNq1OnehlSJk/Kivm/ULNKKUoXy09wSJjDBWoymT0qIQkC/DZ9BZNmrXaqJGQym+0kGrMFvcHA+4/+DBw1m27tGnDuwFLaNqvlttKWSCRCrVJSsmheF5GLZWt3c+HqXbQ6AxaLBaPRhI+3Br9kvthsAvcePkckdibVRdWRzp0zMzvXTiVt6uSoVUqH8XaHmNtVKgXtW9bBS6PCarUyd/FmJs5YBdjJVFGQx5FuZDKbCQ2LYNyUZWzacRSJWEza1MnpPXQaObJlIE+OzMhk9mIZt+89dctyn7dkC2/efYq8tpRazfpz5KTdixMY9I25SzYzZe4a9AYjer3RQSJMm9oz8zc6FAo5fn52noFapUQQBIb2a0+ypD6OtKLcOTJxcOscCufPiVgsRqNW0b1DI1bOG4NIJOLqrUecv3KHe49eMH/ZFkpV70p4uNat291qtXL01JUEVaFKKLbvPuFWQtXbS/2PcFkDqNUqhgzuw4L507h6+QTjx43g5q27LgSv6Dhy9CTLlq/9D/byv4NEw5yIWNGqdQs0aiVJk/jEyiIWhO9P34gvMmVI7dawKBVycmZzL4whldrTiJRKBWq1kp6dm/DH9OGO1WXUP4VCztZVk0kWTaZzxsINLhKRdgh069CIKXPW0LXfRM5fvsOjp6+Zv3QrmQs3wjdzVXR6IxnTp+bgtjnMnDiAEkXzOpXOjDIeUWzpt+8/ExAQ7KIPtWbzAceqKk0qPw5tm8v7+/t5eWsX10+uoVG9Stis7gdeJBJRqVxRnt/YyfWTazi9b7HHZ5g6pR9pUidHJpOiUino3r4RsycNdBj5RnUrOY5t07wWBfJmI2vmdPTr0Yrtq6d4jPtGQac3MHn2asCet2yz2kjhlwSzxb4iffz0jUdBF0GAo6fsVaXEIhFhETqadx6JX7YaZCjQgN+mrWD+0q207jaasAgt+4+cZ/POo3Rp28DFnSsWi8iVPRPp06ZEIZdRvHAe9m+cyYndfwBw8epd5DIpqVIk4+apdQzr154yJQowZ/Igl3QcO8O9Kh8fHKB/j1aOd9NoNBMUEkrDdkOwWv6aFOf3Yvu+U1y58cDFCIvFYratmkLmjGk8nPmfg5eXhp49upAxQ3oCA4Ox2WykSZ0KVRxeucWLV/6HevjfQ6IrOxGxolHDuhw6dIzTF27SvmVtF0UiQbCrLxpQo0QPgnPRjB/pcapYtghpUiXn9dtPTh9xmUxKx9b14tVGbLFVsVhMi0bVWLpmNwBzF29GqZAx+Oe2jpWuXC5DLBaTJWMamtSrhI+PF7P+2MjZi7cwWyxYrTZSpUyGj9efqT8xV7PR/2u12Xj55gNGo5lnL9+RJnVyJ+MZRYgUi8Wc3PMH6dOmcohi5M2VhZm/9Y9TJEMsFpM1czoAsmdJz6Onr51ipyqVgv49WjKgV2u+hUbgpVG5tJk/j12xTKVUMLx/R7JFtheFl7d2M2biIs5dus37TwFu+/HZ314B6t37L3z2D+JLQDAFyrWhZLF8NKlX2eNqXiwRo1HbP9YhoeG8fW9nV6tVSjJlSE3LxtXp37MVl6/dp2D5to5Jj9lipUr5opy/fAeRSEyEVkeenFk4tHUuKVM4kwX1BiMPL29lwMhZDBozl9m/D8TXx4sxg7swoGcrbDbBI+HRZLbQvWNDfLw1jJ+6zL7NZH+e/y1qrdVqZezkJZzeu9jlnZfJpPTs3JRRE/7473QOyJkzOyOGD6Bs+VqEhdkZ795eXsyZ/XusBFGAr4FBjBr9G1abjcaN6lGmdIn/d67tRFb2/wj+ylhGVW3JlFxKpvTJHe7LKAlPA16ACDEWVIQjxb4K+t7fSmxpVx8/B9Cyy2juRxaJz5U9I8vmjKZIQddqMwmFzWZj2rx1TJjhPCPPkjEtx3cvwMdbg0qpRCqVRKoOmbAJAkqFDKPJzMSZq3j99hN1q5ehQ6u68fpYRM/dNpnMiMViJwMwZ9EmJs5cRdlSBdm8bKJLrm9sxUCi9kXf/+zFO6o1/hmd3ojFYkEmk1K6eH52rZseq0fkW2g4mQs34vcxvenTvQU2m41T525w694TMqZPQ6M6FRAEez5u884j+fTFVZ+4RJG8HNgym+JVOxIcEk6rJtUpVjgPfkl9yZwxDTq9gTmLN7P/yHmn81RKOXfPb8JLo6ZOywHcffCcMYO7MOjnNojFYpQKOSaTmcyFG7mEH9QqJTvXTuVbaDhtfhrL1pW/07BORZe+hYVruXz9PhVKF6Zh2yHojUbaNK1F0iTe7D9ynmqVStCpTT0X0pnRaKJghbb4BwRTpGAu7jx45tDslkjE8Y5xRyE6seyvomHtCiybO9pJPS0Kh09comm0giUKhTxeJRe/B5LI+L9UKsNkMpEuXRqKFS3EocMn0OudPVIajYa1q/+gecvOHtuzv872d1qlUtKqZVMm/z72h/Q1kZWdiH8NRCIRxYsXQoEeMUasgoANCUbUWJAR9SOxIUVLUsSY8ebbX7peFKI0qy0WKwgwcPQcDEYTL2/tQiKWOLme/ypEIhHp0qbES6NCpzc4Joobl08kTarkiMViwiN07Dt8juCQUKpUKE7+PNkAUKskTBn7s1N78WFtRzeccrnMZXLau2szDhy9QM5sGd2SeWKLGbtLE8qZPSM3z6xn2rx1pEmVnHKlClK6eP5Y+2mxWPn46SsvbuwiuV8StDo9NZv159mLt+gNRlRKBSN+XcCAXq3o3bUZ037tS49BU5yITQqFnCyZ0pKvTCuUSgUPLm7G21uNRq1yGqdC+XKwePVOfvl9iePcqhVLMGbSYvYfPY/BYKJr+4YM+rmNEwv/zMVbbo2g3mBk/bbDjvZPnb9BtYolXEQ+5DIpc5dsplbV0owf8RMbtx9m+K8LHON39+FzWjetiVQicTwHnd7A9j0neffBXtzi+u1HjuuoVQosVlu8DbNSoaB27Wrs2fvjJGzvPnzhdrKl0xu4cOWu4+/Ondry268jkcvlfPz4mRKlqvzQlb5cLqd7t/Zs3LQDi8XMmzfvePv2vYfCHFZevHxD6dIluHLlutv27KfZz9Xp9GzZupPWrZtSsEC+H9fp/zISY8yJiAdseBOCEh1SkRUxNrsACVZwUzXH9gPneyKRiIgIHSN/W0iuks05cPQCMqkUv6S+P9QoR12rfYs6zJsyxCHwnz5tSvLnzopYLObStXtkK9qEAaNnM3bKUirW70mvwVM9pkBFyZN6grt9YrHIyTgrlQqO715Iy8bV3Lqs43J4xTTOFosFs8nMviPn6Nm5CWVKFHCbnhUdUqmEvLmzkNwvCQBT5qzl0ZNXRGj1WK02IrR6AoO/sfvgWWRSGc0bVmPLit8pUiAnvj5epEyeFKPRxLY9JwgJDWfWxAEk9/N1GNbo11erlfzcrTlpUvk5th08dpHte09iMJgonD8HI/t3dEmN81SIQhAEbt97ysbtRwDYsO0IAUEhTqpeWq2eDduP8DKy8lfZkgVYNHMEFw8vp2Xj6vb29UbGTFrEk+dvHFKwK9bvo8/wGY52rFYbFou9LnbeXFlJ6usdy5Nxhlqj5vKVG/E+Pj54+/4zew6eccrpNpsthEfoWL1pPwCZMqanQIG8DsJVunRp6Nsn/ulIIpGIjBnTx3qMXq/n5MlzhIdHOFblnt5bg8FIUFAQ434Z5hJrtuvJuxEuMpo4ftw1X//fjETDnIg4YV8p2xyuaXvaD6iJwH19PxEGVD9s1p3E15u1Ww5hMptRKuRM/63f3xZTEotFtG5agzw5s5DCLwk+PhqkUgkWi4WWXUcTHqFDq9VjNJrR643s2HeKfTFcr3+29SfRyx1sNhuv3rqWgQwNC0er+7MKlFgspnTxAh5dzXHpddtsNsckITxCx/zl2+jUuh637j5xkM+i+hnbKv+zfyCz/tjI0jW7XOQqbTaBew+eO8o61qxSirMHljJtfF+yZ81AujQpWDxzOAunD6Nm1dKxxhFNJgulixdwu+/uwxckSeJq8CqVLeogksXE42dvHP+v1ekpV7s7C1ds5+XrD9y5/4xBv8xlyNh5tGhkl26URK6K8+bKwuu3H1HIZfh/DWb1xgOUr9ODHZHpb/VqlHUZe5HIbvxu3HmM/9dgZFIJqVIkw8db46gu5Q7BwSH4+7uPzf8VdB8wmd+mr+D12098DQxh865jlKvdnZBvdnft5y8BjB33O0WLV+bEiTMAjB41mDJlSsarfUEQ+Po1iNatmnokAKrVavz9A9wqfcWESqWidKniFClSkN27NlC5UjmSJ/ejSJGCdO7YBoXcNTdbKpWgUnnWMPg3IjHG/D+CvzKWXoQgFbl+9GyCCC2+WHFnMAR8CIxTWzu+CAgM4dmLt2TNnD7eaTB/BRaLFYvVypUb96lYpgiXrz+gSYdhhLsps1enWhl2rpvm+Du+k4ZvoeFkLdKEdi1qM3/qEMfq9sGjlwQEhlCtUgnMZgtiscgjaS0+xUFsNrtLVebgBtjDAzKp1MUQ22w2dHqDC8nv1LkbtOgyCqvNHlZw56KVy6S8vLWH5H7OEqd6g5F8ZVoxvH8HOrWuhygyLuwJYeFamnUayYUrd1z2tW9RhwXTh7o9f+WGvQwbtwCTyYw1jskK/BkDVquVpPRLyvVTa52UslZu2Mfw8QvQ6Z0V0jQaFe/v7cditdKkw3AuXr0bs2kH5HIZFw8vZ/KcNRw6dhGj6a+JiUglkgSVI00IZDIp8+ZOo369mixYuIyZsxY6vV9isdjjJHDUyEGkTp2KIUPHuCjDicUicuXKwePHz2K9vkqlomTJomzeuMLtbygwMIgSpaq65DgrlQrOnztM+nTuq6slBP+UGHPiijkRcULwUORdhOBxH4ANZ2PiKaXq2Yu3/LFiO99Cw10MTdTfKZMnpXzpwv8Rowz2WbhSIadcyUJA7IIcJovFKfUqvngaGaPdvPMoB45dAOxGNX/ebFSrVMLRj9iY5NGvazSaXD7aUcVDorvBRSKRg2Ues79isZiAryFO8WGLxUKH3uPR6Q0YjWZ7sYoYq3eRSET+PNn4+CUAvd6AyWTGYDCiNxgZ8ss8PvsHMWriIk6dv4lYhNNKPToEwc5+fv/RVbO5bfNazJ0yyMUoC4KAxWKleqVSTBzdy4Vx7Qk2m0DhAjmZMvZnbpxe62B+R2H73pMuRhlAIhZz7dZDBEEgXZrY38fRgzqTJlXyH2KUAeZOGUTdGmV/aLZDFMxmC4MGjyZ/wbIuRhli98wkS5aU69dvuZVrtdnsz8dTcRqxWEyOHFn5bfxI1q9d4vE3lDy5HwvnT0elUuLlpUGj0aBUKpg5feIPMcr/JCSSvxIRJ4yokQqhTh8DQbAbXk/xZBlGl/KR7irdPHvxjnJ1fmLmxAGoVM5KWn+loMWPKoYRVUqxVLF8btvTqJW0bVYrwf2xWK2kSuHHsrmjmT5/PcvX7iVpEh8ypE1Jpgzfl2OqVCrQ6gz2aksyWaQLW0Ctjj0vNAo2m83ODjebefT0NUUL5UIkEnHr3lMX9TC1SolMKkWr06NRq1Aq5MyfOpQJM1ZSvFBusmVJz90Hz9mx9yTvPtrJUQaDieadR5Ivd1a2rJhEmlT2vOmYkwaVUkHDOhVZsGyb0zVHDersUXbVaDLRtONwHj197fH+GtapwMUr9wgJDcfXR8PAXq0Z2re9YyVoNlucJjExdab/HCcBlUqBTCbl2q1HsY5pl3YNiNDpv7tiWkyMm7IMlVLxt6VhGY1GjMaEq5EdOXqSkyfPetz/4sUrSpUqxhU3cXSNRs2JY3uQuynbGBP16tWiQoWynD59Hptgo0rlCiRJ4r4Izb8ZiSvmRMQJC3IMqO3GWBA5jHIEnn8QUkxuZ/Uxt02atQqd3kjT+lVcKk/9FcP6o2PQCoWcdYt/Ra1SOvqpUauoWLYILRvHXVbOYrHy4VOA3Q1ssyECMmdMQ5umNbh8ZAX+X4No1nEE1Zv2Zf3WQw5DaC+NGP+v8IfISkXnLt/GbLFy487jOGPQYJ84nLt0C61WT+4cmR1GGXC4vKPjW2g4WTKnpXObeowc2InxI7oRFPKNdYvGM7B3G+pUK8PAXq1RuzGkD5+8okD5tjTuMJxP/oEu3gaRSMTx01ddzitWuQMdeo93xLGjEGXMp//aL9Z7rFGpZKSalwyj0czydXu5duuRPR3wzmNadB2NKVoctHuHRm4nNb4+GvLkyMzW3cedKlapVUoqlClMpvSpSZE8KalTJkOpkJMhbUq8vNQu7XiCWCyiaNFCbt/h4JAwPn7+Gu+2/hMQiYjVKEdh4fwZ5M6d06GmJpVKUamUzJn1e7yMchR8fLxp1KguTRrX/39plCHRMCcinjCiIQw/dPgQQRLCSYqAZxerDUm8ZvVXbz6IdLf+tf79FaqExWIlMOhbnAasVtXS3L+4mV9H/MTQPu3YsWYKO9ZMjVMQwWKxsO/IOXIUb8abd5+QiP/UeZZKpajVSqaO60OaVMm5fmINzRtVc4oHx2dsrFYrHXv/Spla3RgwajZtuv9CmVrd8PXxwhzDveguXCASiVi2di+37j1xWR0Xyp8DHze5sK9efyRCZ2Ds5CXcuf+ccqUKoVGrUCkVeHtrSO6XhHMHl3oUQLlw5Q6tuox269b28Xa9nslsYf/h8zTpMNxln1gspkKZwg7muDuMnLiI56/eo9cb0ekNfPgUQIM2gzl2+ioV6/fi2KkrtP1pLIFB3wiP0FKhdGGaN6jqOF8hl5E0iTdTx/Vh2K8L+HnodMc+by816xb/iq+PFxKJhOKFc7N+yQQ+fApAJBIxb8pgl3KPniCTyWjYoDb16tZ0YibbWck/5pMtkYhRKOLXn7gQn5+eIAgkS5aUFs0bIRJF3YNA61bNqFOnxg/px/8nJJK//kfwnx5LMVa8CY7TqNRo2pcLV+6yYt4YWjSq5hS7/DtqM8eExWJl0aoddG3XwIXwBPYUGLHYfew4PnWaI7R6voWGUaFuT0LDIwh4etStgpRWp+fW3aeUK1XQ6eMb31rQi1buYOzkpU4xUYlETIkieVkwbSh5c2dFpzMgkYjt8T6RCKvNhlQq4Yt/EFkzp8MmCBgiY8sqlcLpmrfuPaVuy4FYrVbMZitiiYj6Nctz5cYD3n/05+KRFRT1IPLy8s0Hho1bwOETl1z2yeUyls4e6VJXeuvu43TuM8Fte2qVkjP7F1Mgb3aX8YjQ6pGIxfQfNcuRIgV2KU+5XObCJldE6odH3x7FyNbq9Lx++8ltH2Kifcva7Nx/GoPB5HguSqWcvRtnUqF0YXtN81uPmDxnDcdPX411IqlUKrl88SgpU6Zg46bt7N+3n2vX7/6QGDXYWefduranQf3a9O03nHfv3yfYNa5QKBLk8pZIJFSqVJZTp5wzGEQiEZ06tmHK5HEJ68DfhETyVyL+X8OGBC2+Dte3px/+iAGdKF+6EOcv3+FzQBDh4VpHtSWBv7YSjrOPNhtfAoJQq1RujTLYf0Ce050Ej6QwkUiEyWSm/8iZ5C/Xli8BQRiNZidXaXQEh4RRtmRBlxVRXISyT1++YjKbWbJmlwtRyWq1ceveU3YfOE3Vhj9TuUEv8pdtTcqctajdYgD9RsygXO2faN55pP1eRSLUaqWjalb0+y5aMBcvbu5k/rShTBrTi03LJvLxcwDvI+PH7opzRCFb5vS0aFTNhVwFdhLYweOXHCzvqJSt2OLsEomYVzEMZpQx9PZSo1YrWTB1KBnTpQLsBLqM6VO5ZTMbTWY3qV82Hjx+6dYoe3oUt+89cxTQiOqPXm+kb2Ses0gkokSRvGxdv4BfhnZzqtKmVCrQqFV4eWlQqZT8sWA6UqmUAQNHMnLUb6gVUrf5u38FnTu1pXjxIuzauZ5UqVKh0WjiPikaEhqHtlqtnD59wWW7IAhs2LiNsLDEBVh0JBrmRPxtsCAnDD8iSIoejYtxFgSoWrEkB7fOY8aE/qRMnpS7D19w4OgFLBarS1rEj8arNx+p1rgPHz8HOGQUYyI296HeYIjVtag3GNl/5LxDVMFms7Fq434XAyoIAg8ev4xXnmf0c3Q6A89evKNsre58diOBCXYGceumNfnyNYiHT145pDJv3HnMtj0nHYIZ7mAyWwiL0GGxWrlz/xlGk5k2TWvStV19Rk9azJ379vQXkUjEjn0nsXjIIwZI7ufrdqzEYhFHT15mzO+LOXLysj02brawa79nwYjwCB2fP39FbzDyLTQCg8GI/9fgGO1C7eplHH/37NI0VsnR+MO9gXz64q3b7c9fvsdksj9/q82K2BLBqIGd2LJyEnWqlaFUsXz8Orw7D69sZ8H86dy/e5Fs2bJQtnwtduzcZ5c+PX8DvZv383u9STabjWvXbwGQNm1qrlw6zozpv9GpYxsUCgW5c2Smcd1K5M2VxWMb33NpT++Z1Wrl1as3bo//9OkLAQH/rJj6fwKJruz/EfwTxlKGHhVaRJGiJDbETsIl4Oq+jmIK/x1o+9Mv7D54lnRpUnD3/EYnxm9cbnRBEDh94SYVyxbxWA4zPEJL2rz1nFJIZDIp21ZNpmaVUk73FRGhY+eB07RqUsNjjm9U/rFUInHoa1ssVowmEwXKteFr0DeXdJVMGVJz7/wmfp+9munz17u0qVQqGDO4M0P7tnfZZ7FaGTByFqs27sdLo2bhjGG0ilTC0ukMrNt6iANHL5AyRVJ6dWlGyaJ5PY6XxWIhW9GmBASGuOxLnsyXCJ0eg8GESCSiSb1KpE+bigXLt8bqYk2ZPCl5cmXh2Yu3GIwmJGIxJouViHAttsjnF/V527hsAms2HeDMxVuOGLpSISe5XxI++wfGKp3p660hNFwLuM8sABy1vmPC20uN/9MjjnfJs7Y5hJEMAQkNGrbmxs07nm88Enbhm+/LaZ7422i6d+8I2H9jN2/eISIilCwp5OTOkQmT2YxUIuXqzQc06zzyL9eNTpLEl/DwCI8epqxZMnHo4HZ8fe1qfnfvPeDnPkP5+PEzgiCQJ3dOli6ZQ6ZM7qvI/SgkurIT8T8HMyrC8Iv8l8zFKIP7vNq/a+7YvFE1NGoVHz9/pUWXUXwNDLEre+n0sTKhbTYbt+4+oX3Psdg8fNAFQaDX4KkAZM+SgfKl7cSofj1aUqNySdfJhkjEvCVbuHnnMQajyeM9f/EPIjQ0grsPnvMtNBypVIJGrWL1wrGoIktbgt1QaNRKVsz/BYnEXj84Y/rUdldvpBvVS6OicP4c9O3ewu21JGIxD5+8iuoeMonY4YpXq5X06tKUA1tms2rBWEoUyeN07sfPAQwaM4c5izZhMpmRSqUc3j6P9JFa5N5eaqQSCZXKFuH5zV18fXaU22fXU69mOXYfPEulckVQKWMnJwUEhnD24i0++wcR8i2cwOBQwsIisEVzJ0dhwbJt3LzzxCFUF+UJ2b5mCotnjnDXvOM+K5YrCkDBfNnJnyebW7eyyWR2ceerVQp6d23mtrpYTNhsNmrWbkaGTPnjZZQBhASw9aNDJBKRMdLAvX79ltJla3Dt/AnqV8xNofw5UCoV+Hh7oVYrKV2iAFPH9f2u60RBoZDzx4IZJEvmOb/8w8dPzJ5jr3YVHBxC8xadePXqDUajEZPJxP0Hj2jUuG2CvEr/ZvywFfPVq1fp3LkzY8aMoX1719l3XEhcMf+9+KeNpQgrPvEgh8Hfl89stVrtClNX76LV6pHLZBTKn4Mhfdo61R+O3pbJbOHTl6/0GDiZpvWr0KNTE7dShCazmRpN+iGRiNm8YhKpUiSjaOUOXDuxxi35y2Qyky5fPSK0eooUyMWS2SPInh/l4hAAAFLiSURBVDWDw4hGiWj0HTGDbbtPOFZo3Ts2Ytr4vohEIgqUa82AXm05f/k22bKkp2u7BmRIlwpBEByeh9CwCHbsO8WnL4GUKZGfahVLePRICILAx88BlKrRFblUyqMrW5HJZUgij/c0rnsOnaVrv4kYjSZGD+7C6EGdHcfabPa4d1hYBEdOXeHoycvcPb/Jca7ZbGH/0fMcPnGZ2/ee8vjZ68jz/tpnyl1BD7FYTK2qpdi0bCI5SzTna9A3xz6FXAYiEb06N+XVmw/cuPOYO+c2cu/hc1p0GYXZbEGrM6BSKlx0uiUSMTabQNe29Zk7ZbALaz+mF8hisXL15kOqN+nzl+4xvpBIJFy6cJQMGdJRrkJt8mRPx7pFv7oU9oiCTm/AL1vCmdNyuZxiRQsxfPgASpcqzqtXb2jctD1fv7oPu6RMmYK7t8+zfPlaJk+dg8HgHPLx8tIwf9406tSunuC+xBf/lBXzDxEYiYiIYObMmVSs6FpOLRGJcAch0qEd89MuuKnhHBAYgreXGpFIhFwmRSwWx9tQx3acRCJh17ppHDt9lX2Hz5PE14sOreqQJ6fn2JpCLrOXgdy1MEa/7WUgpVIJXwKCSJUyGZuWTyRdmhSAXWhfo1FjNJmQSl0/gCGh4Qzo2Zrte0/yNSiEDduO8MvQrk738eu05fZiDkaTg7C0asN+0qZKzsDebWjfsi61qpWmU+u6iMUiJ29DaLiW+w+fU7FsUbp3aBTvsUuZIhnnDix1GHj/gCAePn5FlQrFndKgrFYrRpMZhVxG3+EzHK7PazcfEqHVO4qCiMViihfOQ4RWz+Q5a0kTQ8lNJpNy/9FLtu4+jsViRRAEJBJxpAv5+42z+0pGNk6cuY7RZCZr5nTo9EasViutm9agVZMa5M6ZGa1WT+FK7Rnyc1va/PQLl67eQyaTYjJbqFy+KF3bNWTWwo3cf/zSkW4X5RavVqkEFouN6HZZq9Pz6Olr8ufOhjlSMe6zfyAdeiWclWxnfivQu1Eniw1isZiq1Rvx+8Rf8Pf/yh9TB3k0yoAj7zihfUuTJhU7d6xz/AazZs3MuTMHKVConFs+QlQK4dv3H1yMMtgnbZ8/uyrC/X/EDzHMU6dOpVu3bpw5c+ZHNJeI/wHIMbo1ylH/FYnsMU6j0UyXvhO4//AlA3q1onzpwpQqls+tAf8eiMVialcrQ+1qZeI8NjYjbzSZePHqPQ3bDSU8QkelckWdXKRyuYwUyZIgEbuPRyvkcn4Z2tXJGEeHIAhs33sSHy+Nw+iJRCLKliyINbJARcWyhSlSsR0N61Tkt5E9SJXSjzv3nrJgxXZu3H5M+rQpGdrXRK2qpeM9sZHLZGTNnM5xfLo0KUmTKrlLrPDU+Rts2HYElVJOePifeuLHz1zj0dPXFM6fw/GBFwTBYYDXLR7v1M6nL4HMWbzZKZfaU/xXLpOi0agcBRm+BzKZPY+870+tEAQbSoWc6pVKACKOnLpM32EzkEjEHDt9lUdPXzuxuK/dfET7FnXImzsLxUuV4tr1Wzx8+Nixuu81ZBrbVk2mRNG8mEz2Aizrtx5i8C/zyJo5HcUK5eLjp69cvHbvu/puZ34nzCgDmM1mzGYzv06YilgsIkXyJI59Npvg5Kq32WxcvHIXkUiEVCpxyXGPrW+BgUHcvn2PokULObYnSeJL0aKFuHnzttNzVSgUtGrZBICSxYuyefNOdDpnXXqJWEyRwgUTfL//Rvxlw3z27FnCw8OpXbt2omFORLyhQO8mvvyncbYKIqxiNQfPnOPDpwAG9GpN/x4tkcmkkW5J96trT3j45BWzF23i0ZPXFC+Sh8E/tyVLph+nr6tUKMiSOS2ZM6bhyo0HlC6ej6TRqiCJRCK2rJrkliim0xmY/cdGRgx0LWcYBUEQuH9xE4IAr99+pPeQacyY0J/cOTKjjsw5zp8nO/VrleePGcNRq5Q8fvaa+m0Go9MbsdlsvH3/mdv3nrB41khHOcPo7cdW2znm39HdsyaTmYkzVnH9tqs8pSAIzF60kc3LJzmdL5dJuXZilVNalCAIbN551GNqkEQiIUumtGTKkJrnL9+RxNebQ1vnUq/1IO4+eI63l5oGtSuw68Bpjyz7mGjWsAqCTaB5wyoAZCzQwMmlHYXb910LMOj0Bhat2kmePLnp3q0jGzdtd3K5h4Vrqd1iANmzZiBDupQ8evLawR5/+foDL19/iFcf/y6YzWYsFisHjl4ge9b0KBUKzBazXXI00kVvMpkZOHq2wz2fEIjFYoKDXcl+CxdMp2GjtkRERETyDyTkz5+X/v16AlCnTnXmzFvE69fvHGlZKqWSkiWLUbiw+6pj/98QZ4y5SZMmfPrkPsn+yJEjdOrUidWrV+Pn58fIkSPJnz//d8WYE/G/BXPQWxBiZ5ROmL+N2XOWkjVTOi4dWY4yDjKQJ1y4codG7YZhNJmwWm2RBSoUnN63iPx5sn1Xm+5gNlsY+dsfbNxxhNd39riQl9wZP0EQuHXvKdUa96Fzm/rMnTwozuvYbDZMZguCIDhdw2q1V4aKchu36DyKg8cvurhxUyRPyps7e+LFdvfMIv5T+CTq/zdsO8LPw6a5MIXf3NlLqpTJXNqw2mwsXb0Lv2RJSJPKj279J/E1MMSjkEbRgrmYOr4PhQvkRKVUOtzcN+8+oXmnkVw6uoIkvt68/+jPmElLuHLjPnq90WOtZrlcxqTRPXny4g02K9x//JJHT155PN4dUiRPyuFDW7hw8RojR036rhQ/kQhEIs+Vm/4qPFWF8vbW0K9fd9as3szpvYtI4edLhM7AyvV7KZA3O7fvP2Xl+n18CQhCpVLSoH4NDhw4gU6vj9d1lUoFb1/fwM/P9dmbzWYOHTrJm7fvKVq0IOXLlXR6z8LDI5g2fSFbtuxBJpfRrWsb+vfrniDpzn8z/hL568aNG/Tr189RCzMkJAS5XE6HDh3o2zdhTL5E8tffi3/aWKoIs7uzPax4BUFg7+HzrN64j6yZ0vH72N5Oogz2Y5xXzNHf5KjVt0gERSq158lz1zzTqhWKc3DrnB9xO4Dd9d6uxzj8A4LYu3Emvm5kLN3h+cv3FKzQFi+Nmq/Pj8brHE9pZNENaYYCDQh0s/pTKuU8uryVNKnirtQVm2GOud1qtbFi/V4Gjp7t2JYkiTefHh5024ZWZ6BE1U4EBIag1cXvY69WKTi4dS6li+ePdl0r67Ycol2L2i65ys9fvqNghXbxajuhEIvF1K1TneXL5rN+w1bGjpv8XQUgwO4NiKqZHR25smfixesPsVY3cwe5XI5cLkMikdCyeWM2bt6OLsYYJ0+ejDu3znP/wSOWLF5BnuxpqFGpBDv2nWLpmt3I5TJEiLAJAmNGD6Frl3bMmbuIlSs3EBYejre3V6QrXXCbKta+XUtmTHev3vZPxT+F/PVD85j/yoo50TD/vfinjaUIK96EIMK9FvSfkpY6Xr35SK7smb6LhGIwGPHLXtPtikGlUhD88sT3dN8tAoO+kaVIE1KnTMa9C5vitWIGOH3hJnVbDkQmlRL27rTLORB/MYnoMcLiVTvx9MVbhvZtx08dG6NWKTl+5hoTZ6zgyrHVsVadMhiMbNxxlF37T+Pr60WPjo2pXL5YnNfXG4xkLNCACK0eqVTCpqUTqV+7vNv+h4ZFkD5//QTn4pYvXciJfGc0mggJDSd1Sj+XY41GEzmKN3Prnv4rkMmkaDQajh/bTfp0aQkMCqZY8coOMRFPKFeqEDMn9Cd/nmwEh4QyZ8kW5i3Z4oi7CwIOYlTzRtUY2qcdVRr2TtAq3s8vKVs2rcJkMlGgQF5EIhFdu/Xl4qWr6PUGlAoFYrGYDRuWUbpUcQIDgyhdtgZarXNM19vbi5EjBlG7VjXSpk3t9lqPHz+lZ+9BPH/+ymVfvry5OXF8T7z7/U/AP8UwJ5Z9TMR/GAJKtCiwz7TBfaw46kPupVGTK0cm5LLvU22SyaTI5VK3McckPt4u2/5Kataw8fOxWCx8+BTAmQs3qVy+mLOr2WbDarE6TTC0Oj2z/tiIWCyicvmiLm1+DQxBo1F5jD1Hh81m48OnAJL7JUGtUjK8fwcUchk1KpdyGOEm9SpTu1oZx9/uVt4mk5kaTftx//FLh2rZ0ZNXGN6/AyMGdIwjBc1GiuRJidDqyZguFVUqFvewWtYzadbq7xLIuP/opeP/7aS4U5Qt5T72KJVKuHdhExKJhDWbDjBl7lpCvoUl+JpgFyQplD8HEToD5cqVpmq1akyYMJ1Hj59SrGhhfhs/glFjJno8v1ypghzaOsexqk+ZIhm/DOlC8mS+/PL7EiQSqZ30GGmYfx/Ti4zpUzPt174MH78gMs1OhMVicZERjQ6dzkD+/M555WvXLObK1Rtcvnwdv2RJadiwDkmTJgFg67bdbp+DIAikTZvarVG+ffseJ06eQa1W8fLlG7f9ePzkGSaT6X/G/fwjkaj89T+Cf8pYqglFFq0kZEz3c0Lg6sp2bzAGjprN2q0HnYyzWqVkzOAuDO7TNmEXjQWrNu7j9t1nNK5XCYPRiLeXhpLF8iEIAmHhWoaOnUf3Do2oUKYwOp0BmyAw8rc/2LLrKEqlgrP7l5AjW0ZHe1qdnsFj5tKicXXKlizglNPsLlb9LTQCs8XCt29hZMqQBrlchtVqdcmjFQQBo8mMxWwhIDCENKmSO1U+2rj9CP1HznKRDpXLZRzeOgezxUr50oUc6S3RERGhI32BBhiNdhWvZg2qMKRPOwrlz+Ho89v3X/h12nK27Dr2XeOcJ2dmfu7WnGu3HpI+bUrmL91K946NGTu0q9MExmYTEASbo59ms4WAr8EUqNA2wUpWIpGIDi1rs2T2KGyCwKiJy1i4bJOT61kqlTBixECmT5+P1WqNrJpmj8GnTZ2ch5e2oFDIXZ6dTm8gQ/4GiCLT26JczvpPfxZ8CAgM4fjpq0ilUmpULkm6fPU89jVr1sxcPH/E4/6YGD1mAqvXbHLZrlQqGT92OJ07//kbEQSBocPGsnvPQYxGI2KxyOPkSqGQ8+rFnb9Nue/vQOKKORH/cxBjcTLKgJOBjvrGxbStsa3Q4jOtnDq+D1+DvnHo+EUUChkGo5m2zWsxsHfr77gLz/3q1Lo+bZqaHUYuQqtn5bq9yJUyKpUtxv6jFzAYTRQpmBOL1cqqDQcIDYtg9KAuFC2cm217TtD3p5YoFXK0OgO/z17Nuq2H2LL7OAN6tqJL2wb29B6VEpVK4ViNm8xmwsO1JPH1QSQW4ZfUx6msZEyIRCIePX3NgJGzuHHnMQ1rV2Du5MGkTmV3Be8/ct7FKIN9JV2tSV/UKiWn9y6iQL7sjvYA9HoDU+audayyo4pR5MqRydFGcEgooycuYvdBz1rYsUGlVOAfEMyIXxc69XHBsm0UL5yHejXKYbZYkEolKORyp8mDTCbFx8eL5g2rsX7roQRdt0PLOsydPNh+v8CBw6dc4sEWi5WVKzdw5tR+1m/YyvsPnzh+/DQmk4nJY392a5TBHiPPliUDNWrVRCaTMn/BMvR6PZ++BJI2Ms87ZfKktGtRG4A37zxXvFIqFQwdkjB+T5nSJdm2fY+LKxsEJFIJ799/IEOG9ACcO3+JPXsPoo8kgMXGVytdugQBAV85fuIMgk2gYsWyZM6c0fMJiXAgccX8P4J/wljKMKIiHLHI/SsnCHbndsxsGU+G2SJIESEgxhrnalsQBD77B/H67SdyZs9ACj/P8oAxzwPPMd6oakhR+10IUTYbErGYWX9sZMKMFaRKkYx75zc5Mcz1eiNZizbmW2gEYrEYXx8NoWFal7h4Ul9vShXPz627T+javiFN61dGq9WTL3dW1GqlkxEymkzcuvuUUsXyuaxYzGYLB45fZNvuE+w5eAaA3eunO/S7+46YweqNB9zG5UUiETUqlyRblvSkS5OC+rXKkz5tKjvL9vgleg6e4lhB5cqeictHVzjVFC5auQOPn72Jbcg9QiIWkzFDat59+OIxtzlHtgwUKZCTIgVy0aNzExfCIMCS1bsYNCb+pD+NWsn7BwccE6GwcC3p8tXzuFJ8+fwWarWdGV+sRBU+ffqM/9Mj+Hi7r+CkNxjJVrQJeoMZmUxK9WqVuHvvITUrF2fKL71RKqOHPgz0HT7DxdsglUrw9vZmxPABdOrYxmmfwWBkz94DnD17iXTp0tC+XUsnA2k2m6ldpzkvIyUwwU5GEwQbXhovjCYT5cuXYtmSuYz+ZRJbt+6K17g1aliHI0ftxU2inlfKlClYtnQuJYoX4ey5i5w5c4FkSZPSrHlD0qf7cemL34vEFXMi/udgReIoYOEOIhHYBPsHwa4KZj/WggypYHFhYJtQ2ItixMMFbhMEUvglIVlSHxRymWMSEHWqJwJaVLEIz312b5CjECVfqdMZsFisvP8YwOkLt6hd7U+Rj8Mn/yx7aLPZ3ApmKBRyenZuwsDebRCLxfw04HfOJvOlW/uGKN2sxEwmCzMWrGfUwM4UzJfdKa4tk0mpVbkU/UfMdGwrWTSv4z67t2/Eph1HXdy9apWSy0dXkjqVHzKZFIvFytPnb5g+dw3Xbj/m2q1HTsaqcb1KLit2d0Us4gurzRZnfeTnL9/z/OV7AoND6dahocv+CK1deUuplNOqSQ0qlS3Kq7cfWbPpAJ++fHWbq9uqSQ2nSYpKqUAi8VxA4uHDJ5QoYecL9OrRmSnT5rplLYPdC7Fyw37HMzcY4MjRU0yf+ivNmzfChh6boEWEDf+vwYybvNTJKIvFInr17Mq4sQOxWMQu4YWIiAjq1m/Fx4+f0el0yGRSVq3ewIrlC6hapQIAMpmMfXs3sXjJanbv2U94uJaQkG9YrQJh4fZ+XbhwldG/2PPw3cmbusPefYddtgUEfKV1m24UKpifBw8eodXpkMtlzFuwhCWLZlOzZtU42/1fwL/H+Z+Ifz1sSLEgi9X9LCAiFD/0eKHHi3CSoSUJejSO2s5WQYIWHzyV4HMHs9lCtcY/s3jlDgK+BkdeCYzYV0Hu+hS9FvJfdSzVrl4GpUJB2tTJqVi2sJMh/RYaHmt1I5lUSrIk3vTv2RpfHy+8vdRsWj6Rbu0bolIq3E4KJBIx5UoVQiCK7Ss4/j18+opMhRo5pVJdvn7f8f+FC+RkzqSBqJQKfLw1eGlUpEuTgjP7FpM1Szp8vDWolAq8vdTkz5ON91++cvbSbRf3t7t+lS6e/7vJdQnB6fM3+fg50MkgWq1WjEYTR05e4vqJNcyc0J82zWoypE87bp/dQJkS7lWlLFar0/OXyaS0bVbLYxWwDp16cffeA3r0HMj0mfOx2Wys2XLQRaVLEARmLFjP8PHznbbr9Xpmz10EgAkVYSRnxfZL5C/XlvXbnI2dzSbw5UsAyZMncxvzX7Z8Le/efXCoaJnNFvR6A/0HDHdKwdJoNAwd0peL548ik8lcJDONRiO7dx+gUcM6qJSe2fzxgdFo5MbN22gj+2QymdHrDfTpN8wRBvlfR6JhTsR/FFp8MaFwiilHQRDAiAoQYUaJCRU27ExUE2rCSE4oyQknGRYUkftcEWWAHNfU6dm66zi5c2SmR+cmpErpF2l0QYERM9I4De9fNSYliuRl8tje9OjcxOWDXqlsUWyCe8McddngkDDGTVnqkEQUiUSxVl8SBIGfuzajZNF8Dm1xq9VGWHgENZv2IyJGPLFl1zFsjlyJvX3/mVw5MvPoylY2Lp3A/s2zeXZ9BwXyZXdRLlMqFURE6N2O395DZzHH+MBPHN0TjVrltvDHj4QgCNRo0pdDxy9iNluwWq1cvHqPSg160bNLU9KnS4WXxu5uVirkeGlUrFrwi1vVsYPHLrp4TWZNHED1yiXdvhehoWHUqduCAwePEhGhxWg08vusVVy58QCtTk+EVkd4hI6rNx/w++w1bsfO3z8AAJ1Ox50791Fr1LhzNimVCvLkzuFxHPbtP+I2t9pgMPLs2Qu354SHu3fl2mw2ChcuSKdObf7S70EQBLd52SJE3Lhx67vb/f+ERFd2Iv7DEKHHByNmvPiGIIgcLmszCszEre4lxT6rtiDFhgSx4BxjjnK1CYJAQGAIi1ftZMaCDTy/scMl7UgkAqlg8SgDGRdsNhtms8Ulx9pdbLpHpyYu2wCyZUlPt/YNWbPpAFpdzFUVDuO2cfsRFAoZMycMiLNWtF0Zy9nYS6US9h+54NatarPZ6N5/Er9NW4F/QBByuQyz2cKYwV0Y0jd2gY5Oreux/8h5l+2Pn71h2rx1jBjQ0VFDOk/OLFw6spwpc9dy7eZDRGIRL19/iBeJz/lepMgiU+hMJiMSidQlhzgw+BttfhqLTCYjT85M3HtoN0RN61Vxu9pN7peEOtXLcvzMVUymPycUQcGhdOs3iZULfkEikWC1WBGLRWTOmNbjhC7mdoPBRN1WgyhcICf582Tj1ZsPXLp2H5lM5raUYb68uVm2fC1Tp81FKpVgNJqQSqX260czamazheo1qngcJ7WHNDur1eaIg8dE2TIlOXb8tMs9ZMqYHm9vL8aNHY5UKmXxklVui1HEBU81rQUEpN+ZFvn/DYnkr/8R/DPHUrCztLFhQYYtjnmiBDMaQoE/4886vJBjRIrZJU5sNlvwy17D/vGqXJL9m2a570VkWUR3rkBPx9t/Nfb4s9VqdayoohtMq82GOJo7PK42D5+4xKqN+9HpDJy+cNPtcSqVgi+PD7soXMUXU+asYeLMVfF2zavVStb+MZ76tcp7PCYsXEuGAg08xlFzZMtAw9oVABGTxvRy2vfL74uZ9Ydrqk58IJXaPR0KhTzSuIniVa/3xqm15Mud1WW7xWKf4G3YdoQhY+e6TJKKFMjpSNM6dPwSHz9//a5+R0GtVtG8eSO2b9/j5OZWKpUMHzaAGTPnO9jPgItRjtqWNUsmHj08R2BghMs1tu/Yy8hRvzqpfonFYnLnysHJE3vd9uvly9fUrdcSvcGA2WxGIpEgl8vZsG4JZcuWAuwr7mYtOvL06XM3bG77PaRI4cenT19c+qxWqxEEm4tr388vGXdvn4/37/DvwD+F/JXoyk7EfxEizCgiXdZxOW8EvAhFLBIQi4RIfWFQE4EebyxIXGbhUqmUJvUqUbRQLras+N1jyyazxWMStTsDZrFY+X3WStr1HIdWp7efj+tKWJLA8pR1a5Rjx5qpzJzQ3+Nxdne0Nl79dLetWOE8aGJR/IoJnc7AnMWbYz1Go1ZycvdCOrWpi7eX2sXt+/zle2b9sSkytu+MqhVKeBRPkUWW+PQEO9vXik6nx2y2xMsoAyxft8dFAtRisSCWSBCJpTRsVA+NxpVB/eDJK3oMmsLydXu/2ygrI4ljarWKCuXLMHnSWFauWEDRooXw80tGxQpl2bVjHSdPnnEyyoBb96/VauXT5y9cvHTd7fWaN2tI0yYNUCgUaDRqvLw0pEmdilUrF7o9HiBbtiycPrWfLp3bUqxoYVo0b8ThQ9sdRjnqPvbu3si8uVPp2KE1Awb0omuXdmTIkI4sWTIxZHAfLpw7zP69mylbpiReGg1qtYp6dWty4thuWjRvjFKpQKlU4OWlwcvLi7WrF/1XjfI/CYkr5v8R/NvHUoYBNeFucpzBgBojalSEI8ceT7MBIsSEhoZy9eYDqlcqGamc5AqrTeDB4xcUyucaqxMEAYvF6qg9LAgCZrMZo8mMTCplxoL1hIXrmDq+zw/5qOh0Blp3H8PxM9fc7k+d0o+Xt3Y5GayomJ27nOWYsNlsVKzfi4ePX8aqHhUd2bOk5/5F98Y5OnNdq9Xz8ctXzl68xbR56wgM+obZbEEml5E9S3pO7vnDRT/cZhNo3H4YF67eiVX0Iyo968HjlwSHfJ9yVxTEYjGrFvxCg9oVsFrt+tTBIWEkzZAPAQl79x5i6PCxRES4ToC+F3K5nNy5stOxYxuCgoIpU7oExYsX8Thxq1CpLi9euMpcuoNGo2bJoulUr17d4zFv377nxs07pEyRnLJlS/4jDODzF6+4cOEySZL4UqtmVY+u9f8k/ikr5sQYcyL+FYg1zSrSDOvxQY+ACAEBe+zax5c46w+LRSKevwshe2a9U8F4q9UuV2k0mfn4OYD06VIhjXTrRckMDunTnhpN+3Lp2n3KlSr4XSpHWp0ei8XKsxfvmDxnDcfPXEOlVGAwGu13Hjl3VqkUTP+tr4tRDgr+v/buOzyqogvg8O9u302A0HuH0BGQKhFI6BCw0cSgNKVKEZX2UURAaSLSotKsKEpRiiJKEQvNgiJFegs9AZLtZb4/Nlmy2d0QEE2i8z5PHs3uLbM3JOfO3JlzbviVmMyMSqVi86fzmLPwA5a8+9ltc0hrNWpaRzfyrdXOeB+ffuZ6WJiRksUKU6dmJId3r+LLb3Zx9MRZalWrSEyz+r4qRza7gxOnzvPuR5uoFlmO1e+8wqz57zPttRVB1053avcgKxZO9NU0XrRsNW+9s45riddJMWet+EV6Ho+H3kOmULliaRrUrc6Vq9cpVa4i06d5Z2WHh4dxJzP+b0er1dK+XStemT6RTV9s4fP1X/DRx2vo2KENAwb05scf9vLVlq0UKJCfnj27UiWyEtEtojh9+myWRgHcbjf33595neKyZUtTtmzpkO8LIdi37xe2bd9JnjzhPNS5Y8j82PdK5UoVqFwp8JGCJHvM/xm5/VqqcJOHxKA9ZjP5cBF86YoKl7dYRiZ/Z11CQwoRXL90ipIFDThdbm9ubrUWM3kJ4waKx4VHeNBm6JW63R6Wvv8ZS9//nK/XLkSv195RXm+rzc5Tg1/i6x17iJ89GkWl4sjR01SNLEfFciV59fV3+Gn/YcqXLcHYEb2JaVbfb3+L1YZWo/Eticrq0Lnd4eTx/v/ji69/8L2m03onF6UVTNDpNOTLE87ur5dTvGihLB//+937adrovpDv2+wODh89xQNt+2M06Bk56HHq1Iqk37CpQYfpWzarz4aPbiUEEcJbzUhRKd7ELTOXZukzZ2Q06ACF++vX5Z0VizGlVslzOBzcV/dBrl+/cVfHTVOhfFnee+8tSpUsjk6nY+Rz41j32SZsNu+zVe9kLhUqlRqr1YparUar1TJ75hQefLAJMa0e4ubNZF9w9g79GjCbLb7XjEYDrVtFs2b1krv+/RZC0O/pZ9myZTuu1KxpGo2GhfNn0aFDm790DXIb2WOWpDvgQY0dI3ph9Uvj6USHi9CB0IMGGyYMwjtBJViZSCvhgEJE0fJY8KDWuLCiwp26VEtBQa1WoQ4yJUOtVlG7RmVOnDpPVIdnWL7gf9SrXTVoYY70vEPiLkZPns+xE+f4dPmrRD94f0Dg+3jZdN/2iqLgcDhRa7wzgy9evsb4qYt5oms72rVskuWgLIRg8ze7/IJyRL5wXps6gtKlijEv/iPOnr9Ey2YNGDagO0ULB9bTDcXj8SbCyIxBr6NiuVK0iKrHtp0/MWfhB3y9bkHQOsxGg57oB/1vRhRF8c2CH9S3CzNefzfovgaDnnJly3D4yNEMr+to1bwhjz/ahlKVahJZtbrf+zqdjpUfLOHxJ/r7Zh2bzZY7XsuemHSdzZu/YcmSd0m6fh2bze53DJfLRfpJzW63G7fbzQujJ3Hgt+/Z+vVnxL+5nO07vqN48WIMHtiXKlUjmTNnAV98+TVqtYrmzZry3MjBd9SujOYveIsvvrhVZc3lcuNyuRk89AUOHojKEUPM/zWyx/wf8e+4lgINTnRYUfBm/vIur8o8IB06dIQ1n3xMh5gGNKpfMzWHsjfIhu5xC9R4/2rqMaMNMus7jdVqZ92m7UQ/WN9XejBU3m/f0YXA4xH0ffZlmjZtzNM92942kH+0Zgtfbd3FZ19+i06r5cbNFPKEm1g0ezRdOsf4bZtZkN767V469ngu4HWjUc+y+RN4uEPz0A25DbPFyqw33mPymGcy3c7pcvG/qfG88dbHgHe4t3yZYpw+d8mXZEKrUVOwYAS/bH+PiHyhh+oXLvmE5ye+EfC60WjkzcWv8c57K/nhhz04HA4K5s/H8AE9GDrgcRzqCBweDecTLhAeFuartuRro9PJd9/vwmKxcvLkGWbNnhdy5nkw3h6wBtsdlGwE76zlZUvn07xZ06DvX758he6P9+XMmXOo1WocDgdP949j3NgX7nh9sRCCipXrBsyQTlO2bGlWf/IuJUsWv6Pj5lY5pccsA/N/xL/1Wiq40eDCg4IbLRmD9Pff76LXUwOx2x14PB40GjVGg57t6+OpXqU8Qnh7zA5uPVtW4yCMm+mOlLYm+fbtSUv1aSEfahwYsAKhA+XNZDPnLl6neuWSmR73ytUkqjXujtlipXzZElgsNi5dSUSv03LspzUUKhjh29bp9K7LVoWYFf7j3t+JeSh4L6tyhdL89l3w5UvBAr7H48Fmc+B0udDptEye8TZPPd6RapXL3/ZGY9OWH+jSe4zvNb1Oi9vjoWKFcphTkunQuiljR/amWJHMe+wpKRZqPdiTi5eu+b1uNBpQqdTY7XZcLheKomAw6Fm0cDbt2rbim63f8vwL/+P69Zt4PG6imjZh/hszKFAgMI+6w+GgW4++7N69L+C9rKaovBMvTR5LbMe2FCpUIKBs4sOPxrFv3y9+s7RNJiOvTJ9Et64P39F5zp49R5MH2uAOUY1CpVIoX74cO3ds+kcytmU3GZgzkIH57/VvuZZa7Ogxo8KDQEFF2h8UBQ8KZiL8MoJFNWvP8eMn/Y6hKAqtmjfg8w/nIASkEJEa1L1Hycu1oM+ysxqY0x9Pg40wkgkVnD0eD0JRoSJ0vu607UZNmMfenw9y5NhprDY7Br0erVbDts8XUS2y/O0bl8rpdJG3bPCkFDqthhunAys/2ewOUlIshKUWy9Bo1FisdjZ+9T1L3/+MfHnD+WHPb9xMNtMupgnvLJqM0ajP9JpZrXbK1O4UMIFr08ZV1K1TCy0ONDjQpdbuDhUYbtxMoXStTr6saGm865tdARPK6t5XnbUfzsOaksSFi1eZs/ADNn71PVqtllq1qrNx/cdBz+PxeFiy7H2mT5+NEN5UqS6Xi9jYdnzx5Ra/tcJarTZ1Rv+dJ+AAfDcRarWa4cMGMmRwfxRF4dKlyzRs3CogmQpArVrV+erLrBWYSHPlylXq1W+RaTvDwkys+mg59eqFnjfwb5FTArNcxyzlGjosmLiJRnF71zPj8a1nVlK/D+MGKlzoMeO2XOHUqdMBxxFC8MOe3xDCWyDDne4ZtZY7G3ZMSy2a9mXD5He8tCHyUEFFUZSQQTntfUVRUKvVVK5QmoNHTmK22PB4BBarjZvJZp4cNNmXJCVj24LRaNQhnxuXKxNY4ce7HMvD08OnUb9lb2a+8R5vvLWKR3q9SO8hL7Hzx1/5Yfdv5M+Xh0oVSrNl+26e/d8iLIRlmtHL5XZTPLWsYXoR+fKRtsbdSh5SiMCJHo/vOt86qMViY8t3vxHd4kFMJqNvjXBYWBhGgzHgmpQuWYSNK2dTKK+WcqWL06RBLd5ZNIkh/bvgdDo5dOgI27btDDr8rFKpeKb/k/x5eB/Llsxnzuyp7Nu7jQXzZzJi+CCMRiPh4eHo9Tqimjb6S2lHhRBYrTZSUsy8NncR773vvVlISTGHXPZ38+adB5TChQtR576amW6jKCquXL2W6TbSvSV7zP8Ruf9aCvJxDSVEyUjfVunedrlcFKnSFpstsHdRonhhDu/7HDMRpB/+1mPGgCVLPea0c9kwIlJvB9L31hMTk5j+ymts3vw1R3avwpRJYo+s9MiTrt+kWuPu3Ljpn+FJr9dx8MePKVo4f5bXp674cAOjJszzKzxhNOhZsXAinds3C7pPcoqFyvUf8zu/Wq1Co1b7kqwYDXraRDfih92/0f+Z3pQukoenurUClIDPZ7ZYKV2rk9/6ZYNBz8nj+0O2W4ULA2YUt50byWYuJDkpVc67/vynn37lhx/3ULBgATrFtqPzQ49zJEM+6HmvjKJ3z44BM+dTzBZK1+qEzeZAr/fWcR465GninujGJ59+RkLCBRo3bkC7ti1Drhe3WCycOHGaokULU7hwIfr1f5atW79NXfZ2i1arwel0YTKZcLtdWSrcUKJEcX7auw23202des24miFQ6nQ6+vZ5gkkTR9/2WBklJFzksa5Pcu5cQtCes16vY8+ubyhSpPAdHzu3kT1mSboD3iHrrN1DpvWitVoNvbp1wKD3z79tMhp49ulu2Alcrxpq2VWo8wAYsKLHmrqe2svpdNKpcw9WfbKWq9eSeGKAdx1u2n1w4Hrg25/PoNcT162973uVSsW453pz/Kc1bNu5j849n+ehJ55n7cbtt33m2btnLPNeeY7SJYugUilUKFuSpfP/FzIog3e9d/eHW/n1/hVFwZ76uYTw9uK/2raLIf27MHPWfCqXKxr08wkhiF++xi8oq1Qq5s+bmWm7nW6FuAETyV8+mgp1OvFgyy7EtHqIa9cSqV+/LkOHPE2VyErs33+Afv16YTT6ZxVrEVUv6HI2j0dQuYJ3na/d7sBisTLvjTep3zCaWbPfYOmy9xkxciztO3bzVWrKyGQyUalSBdasWU/L1g9z5sxZ7qtT0xfoK1Yox7KlC5g8aQwjhg9ixbKFjBk9wq9edShXrlwFvBPKXn9tOkbjrfrbBoOBIkUKMXRo5hPuQilRohjf7/ySFcsXUrBgAV8Ocu9nMtK/35P/iaCck8jlUlKu4LnLe8iZk4dy5WoSX37zIzqdFrvDSVy39gx+uieWIMus3KnzvrXC4bcsK5S0bdR4CBfXuUl+BBq+/PIbLl2+4nvu+eU3P1Irqif9ez1E5YqlOZ9wmQG9Hw05LBmM0ainfp2qvu9fmTCYvnGdiBswie92/erL7fz97v18+fWPvDl3bKbHi+vWnkdiW9D32Zfp+VhbYpo1wGa3o9cFfzZsMhmYPOZpeveMpUvvMVxNTFvn658q0mZ3kGKxEvPg/TSuXyPoML7NZmfz1l2AN7jny5eXD99/m7p1M0+U8b8JU1m/YbP3rKmnPXz4T4YMfYFJE0fzRK+nuXkzOXXJj4tq1SI5duwkOp0Wh8OJ2RK8d6rTarh02X+ZV8aqTGazhWNHj/PmW+8wcsSggGO43W66de/N7wcO+dYqG41Gmj34AIsXzQma5rNp00YcPXaS1as/Q6fTh6zsVDVdBamWLZvzxaZPWb78fc6cOUezZg8w7Nk+OBx3PzlLpVLRMqY53+/8kreXvMumTV+RN19e+veNo2PHtnd9XOnuyKHs/4h/w7X0pty0BaxFzlitJtiQ89kLiZw5d4HKFcuQt0BR7JgIvcxKoMXuPRce1Liz1KNNa4NAYVb8p0x++fWQ204Z+wzPD427o5muLrebxctWM2XmEkDhzO+fs2vv73TtOw5zhglURqOebze8Sc1qFYMeK20Ie/KMt5n/1irAO5Kwc9NbVK8SfCJZWq/Y4XAhhId+w6ex+ZtdAXWYdVot457rTY2qFUIWv7DZHDRs3Zuz5y6h0+vYsH4VefOEc+CPw5QqVYIqkZUA72Q8HVa0OHB7oGuv4UHTlapUKvLly0tS0vWA9/R6HVOnjCcmpjllShTwJoxJd9ltdgdfb99D1z6Z38ikqVSpAjt3bAp4/ZtvdjBg0MiAog4mk5HVn7xLnTq1Qh7z0qXLHDlyjFOnzzD5pVcDilp88N6bfrmqM/o3/H7nBDllKFv2mKVcw5sIBHTC+0dLoOBEhyIEHlQ4MJCHGwQb8i5QvDx5i1cByML0Lm89aCcGjCSjUQKLBwR7Juz7XghGPfMwLmsyU2cHZqXSajUULVLwjipauT0ebt40c+r0BWa+NAy7zY5Greabb/cGBGXwziDe/v3PIQOzRq1m9OQFrFi5AZPRgE6nYfqEwVSLLBd0eyEEFy5dJbbHcySneOsJ37iZgk6rISJfOG2iG+HxCDZv3YXT5aZalXKEhwUvTiGEIDnFTGSFMnR7qBU94nox+/W3+OijNej0OlwuFzVrVOP9d+Mpmc/lm+SnUcPqd2fgcrowW218+MlmpsxaitlixePxhHxWa7c7GDt+Co/36ELhwoXoG9eZ8sXCfGleVbpwJs7Ievawa9cS+eWX3wJ69z/u2hu00pLT6WLVJ2tZu24DBoOBxx7rTGRl/59L0aJFKFq0CM14gArlyzFz9hucOHGKqlUjGf3CMBo0qJfl9km5n+wx/0f8u67lrXzY/r1eQV6ukrG0shCQTASeTDKEpSUv0aYuzXFiwIUOPZYsTwbLyGK10bbLcPb9ctD3mk6r4fjPazEY9ISZDEF7zMF6/6fOJPDYU2M49OcpPl46jVYtGmLQ63g9fiUvzVyC3e6f+CI8zMi8V56jZ5d2mbYxxWzhWtJNShYrxNHjZ6kaWS5km+KGvsrGTV+jVqux2WzkyRPOpNED6N2jLS6XGxCo1Wq+37WfcVMX06RBTV6f/lxA/nAhBB4UNIYwbth0LHtnFVNenuVXTUmn0zJ/5lh6dW0dOrGLzc6Bg8dpFjsAtVqNXq/zW7IUTFrSjxdfGM6QgU8iUCFQsWXLNgYMGunrqWa2NjltKdOQwf3p0/sJJk6azoaNm32PLTLOBNdo1KhUqtT15Sq0Wg0TJ7xIn96Z17netXsfL02ZwcGDRyhcqCDDhg2gV1z3oD+ff9fvd/bJKT1mGZj/I/4L11KD3ZsYJEgQtWPARujsUWnD5H77oWAlDBMpIdYY3z7t5tovviPu6fG+P/J7vl5BrerBe7Fp+7jR4EaDFrvvJsNssRLz0BDKli7Gsvn/IzzMmyYx4eJVajV9PGA4OU+4iRO/rPVtlxkhvIG/afunOXdgfdBCHC6hJoX83Ey8zNVLCRw6coLjZy4wfmjXgGVBdruDWlE9aXR/DVYsnBgwKuBye7Cq8lOgcEGuXEmm6YPtOHHiVMA5v1m3kAcaZv7MOSXFwiNPjsbhVvHr/gNB1/cGo9fr2bljI6VLl/K99uOuvcyeM58TJ05Ro3pVDAY9GzdtCXkMnU5HiRLFOH/+QpZLTt46v459e7ZRqFDBoO///PN+unR7ym9I22g0MmL4QIY9OyBg+//C7/c/IacEZjmULf1rhKpApSigZHL/qcYV8OwaACEwEVh8Po0HBXOymbmLP2TV2i1otVr6PhHLoL5dUstEKnRs35rhgw/ToHYl9v5ykPJlbqU2dLvdAUHL4XBiQ4/Q5fGVsAQIMxn5btNbnDl30S/YlihWiA/ffpmnBk/23djq9To+Wf5KloMywFvvrCXFbGHanOWMfa43mnTtcns8OJQwwkkiLJ+gZERxKpcpgEpRUj+Df2B2uT2MHPQ4tWtUCjpUr1Kp0HBrWU5yiPW3Fy5dxePxZFqxS6NRU6t6RSKKlKFRo/osXLQkaIWqYDZ/tZX+/Z70fd+kcQNWf/Ku9zO73VSp1iDT/YUQJCRcDAjK3hUB2tRELBqSkwP/DWk0GrZt/46uXR4KeuwZs+YFpMm0Wq28Mf9NBjzTx5crXPp3ksulpH+NUEudvIlE9EHfA9AQvJeVFqjdqAJmZgsBNxwGoh8axNzFKzlxOoEjx07z0swldOs7zredEz0nzl6mTUwjXpk4hPBwb7BMTjHjClL43iMEq9ZtARTM5PNLXqLRaChbrmxAW9rGNObMb+tZ8+4MPnt/Fid/WUuj+2v69gt2PTypX2mf8+SZBJxOF9PnrmDkuLm+oHji1Hl+3HMAI2bUuNBq1KjVavKEmzAa9b461empVSrOJVymashsZIrfeu/omGZBg+/CJZ8GXYOensPp4vyFK3Ts0IaxY0Yy6rkhWSq9qVIUtJrQjzbMZstte98K+KXFTCMEPPxQLF99uYZuXR8O2h5FUTKtQnb48J9BX/d4BJevXMm0XVLuJwOz9K8hUGHD5BeQ0rJ7OTNZnywyKYKhKN7KVk50qcdUEELBSjjrv/iW02cv+k06sljtfPvDz/y0/wgO9LjQ0r3bYwx47lUsFptvSNtkNOLxCF/GLpvdgdVmZ/zUxXyyegPgvdG4SUGshGMlnGTyYyFv0HbqdFqiGtehScPaqNUa781E2ufLcD28nyL1K/WjP/Pkw5hS19Muee8zKtR9hLBSzbk/+klKlSiUujbc/zqFCoBCCLZ99xM/pT5bT/+0LO1/NdhxXU9Aj5lxo4f7rZ1N8+Pe3xkzZSEOpwuPUAKyfjmdLhKTbnDf/Q1xOp00aBTDosVLMRj0qFQq1GpV0OOC9waofftWQd8DyJMnnPz5A3NmZzxGsBGBsDATDzRpQKVKFejW7ZGgvVu320PLlqHXjFcoXy74G0JQqGDw4W/p30MGZulfxU4YKUTgQI9D6LCQBzPeFI+hODPpTQsBbrRYyMdNCqKJKMkNCuLAyJ69PwWdhesR8N3PJ7GSB1CIbhFFiTKVqNM8jn2/HEIIgVqtwmjQoygKHo+HU2cSqNu8F/HL11CkUMSt86PCgREHRjxo8KDBQnhqr1cJ2iNWFO+66rTAm/aVvuJV2lea6Afr0/WhGHS6dMkljAa6PtwyaJrONG63xzcr2u12Y7ZYWbBkFYePnsIjFBIuXsWD2ndz4EGNgkCHHeGyYcBC5WIaXnh+SNCMWivXbGH1lt8xkw8zeXGj9aUIPX3+Gskigqf7P0WXbk9x/vwFzGYLltT2aDRaPl65jJcmj0Wv99YyNhqNGAx6Jv7vBdas3cDLU2exbfvOgOFvRVGYNOHFoMk/1Gq17yYl4zC2Wq0iPDyMTp29iWBq16rByBGD0et1GI1GwsJMGI1G3n5rHuHhoZ8xPj9qKAaD/7mNRgN9+8ZlKSGJlLvJyV//EfJaZu5WsYlbActbKUohmQKI1HvY9NdxcfwyZs6aF5BXOTw8jPlvzKRd25Z+r58/f4HieewUyBeYaMJud1C+7sPY7Q7WfBTPffWb+L2vwo2BFLTpht3Tgu3dTEwLxuVyMWH6m6zZsA0hoFXzhkwZ+4yvclXG6lJut5v9B44y+qWFdHu4JW63h4/WfMVP+4+gVimo1GqEEJQrW4ZlS+ZRoUJZwrmOWgnM6X35up3ajR/hZroEGyqVioIFC7Bvz9YMFZbS/k542/L119sZNGQUKSlmv+NqtRoGPNOH8eNGkZBwkS1btqFSq8gfEcGwEWNSl1jZCQszUadObT58/62ASk7ffLODWXPmc/bMOQoUyM/JU2d8nz2Ydm1bMm3qBEqUKOb3+vnzF9i67VsMBgNt28SQN2/oiYhpvvpqKxMmTefcuQTCwkwMeKYPI0cMCjpSIX+/742cMvlLBub/CHkts8KDiWQ0OFEQqZWfwxHpnoemv47Xrl2hcZO2pKTrNatUKgoXKsjePVuDDqPm5RoqJXByktVqp3Gbvgx9uivdevX1O6eChzwkoiCyHGzvJjADbNm+m8f7T0Cl8k6lc7lcvD5tJE89Hgt4A5KiKFisNux2J+26DqdEqTIcP36SM2fPA/h6z772KwoFCuTn571bKaxPDmjX0eNnWPrBBg78eZ4/Dh4mKek6QkC1qpEsXjSH8uXLZtrmVavWMnb8y0FTZXbr+gjzXn/F973b7aZ2nSgSE5P8tjMYDEyZPJZevboHPcfly1do1KRVprWV9Xodu3/8mqJFi2Ta3jvlcDjQarWZJqORv9/3Rk4JzHJWtiT5qLCQL0tbKngoX1Bh48dz6TNkCgmXriKEoEpkBd6MfyPks00nOnQicAa4SqXw3Rdvow4rgoP0zy0FBlJuG5SDZUALtg2EDtg3bqbQo9//ApZejRj/Og80vI/KFUujVqtxOJwcPHKS3/84zrL4Vyhdybuk6fr1G3z44SfMmrPALzALIbDb7Xy1ZTtPxN7vd+x1m3bQd+jLOF0uXC43JpOJihXLs3zZIsqUzrxGNUBKSgp16tQM2oMNCzPRMsb/Oe7vBw5iDxJcbTYb8W8tCxmYN23agpLJ4xAAlUod9NHGX5WxFy/9+8nALEl3QY8FBUHDetU58MNKzpy/hFajoXjRQtykYJCFWwINjtTXldRh4XSTsnR58ehMuDMEZe/6avtte79px3KjxkJe7xIwZxIajcbvPRUeEIFBXgj4/MvvUGXMzoK317xy7RYmjOqLongnmjWoW4MGdWuSTH5f6Y6IiHxcvnLVlyc6PafDycVLl/3ykNvtDgaMfAVrukBpsVg4efI0W7ZspV/fXiE/74kTpxg2Ygz79x8AoHDhgiQlXff1aI1GA1WqVA6Y4KVWq3F7gg9Dnzx5huvXbxAREXhzZnc4cN9mGVZYmIly5cpkuo0kZYWc/CVJd0GD0xfcFEWhbKlilChWCIGCioyl8wThXCeMmxgUb2Yx8CbtcGAgmfzYyOM3fA1p66tvH5TTeCd9uTl77ABjx03h9fiVWG1230xmBYHVoyc5xYzb7cHjETidLn7Y+zvf796PxerA7Qm8pXC7PSSmCCzkwSXUeIQ3Fao3m5p/mxs1qk9YkPXTarWa++vV8R4DDULAz7//GXTludVqY+26DSE/p9lsptNDj/Pzz/txuVy4XC4uX76C0WigebMHaNTwfiZNHM2aT98LGLmoUb0qihJ6Nvmw4cHLJrZpHX3bvOavvjIpS0u1JOl2ZI9Zku6CJ3Vtc0C+bERAgNVjQY0rXSBP/a8Qqfm/bx1EhQstjhABPisE1SuVYN70EannunVsNR5MKitKnluTz5wuD1qNmo5PPM+3G94MOiRsNBpo27alL394Zlq3akGFCuU4+udxXx1io9FAkwca+nJLm8mPChfhhUrgdgfvhYYHqcSU5vP1X+J2u6hUoRTXEm+QmHQTt9uDw+EiLq47sZlUQ1KpVERHR7EpREavbdt3cvnylXRlDr0FTWqUj+C5Z3sze96yIAlFFOrXr0vHDm1CnleS7oS8vZOku+CtTuXPu2ZaE9CLDNXrVeFJrTPtpcdMHpIwYMZICnoCh4TTzhMqeYiiKH5fwd5PT6/TUT2yPDWqVuDdVZsCylAajQbat29N40b3o+BBCA/rPtvIw4/G0bbdY8S/ucwvQ5VGo2HdmvcZNmwgFSuUo0qVSowdM5LlSxf4HdeDhrr330+hQgUD2mQyGXnqqZ5BPztA4bwajuxexfdfLOH4z2tZuWQqYSYjdrudM2fOhdwvzdP9nwrZszUYDPzy6++p33lHOkwko1McTBgZx44N8UQ3a4harcJgMBAWZiKyckWWLZl/2/NKUlbJHrMk3QXv2uY8GEWKLxWoC++66TuRFlvVOEMWywjGggkT92aikSt1pvWipZ/6FcNQq9W0b9+at+ZNwqgkAgKbw8GZo7+ze/c+AP48epw1azew4fOPfJOUTCYTI0cMClqzOD1FUXjv3Tfp0vUprFYrQghcLhdxT3QLWGqWRoODh9s28ruBaBvTmGUL/kffZ6dRs0a1237exo3qExlZKWh2LSEERVN7yzpsASMddWtFsnHlHH49kcKvv/1BqZIlqF+/7h2V75Sk25GBWZLukndoV48KT2q9q+C9MDsGjMIcUEfag9o37K3NpBhlxuCclmiDexSY9TotP/92JKBCldvt5qvN36B1P4eSmnrTaNAxakhPrt9IZvGy1dhsNo4fP8WmL7bw8EMd7/jckZUr8vO+7Xy780cSE5No1Oh+SpcKPRtbjyWwV2/Q0ya6MfXr1SYqqnGWzrtowSzad+zql7VNrVZTongx7ruvJuD9mYSKt5UrlKR8hVApRyXpr5FD2ZL0lyipATb0r5IDIy60t7JfCQWBgjlEes2MrIRjIQ8W8nCDgrjQp6YfDQs5pB2KN2vWrefIZouV1eu3oVEHb7/D6SQ5xf8GIMxkZMzwW8UfLBYL27Z/l/VGZKDRaIiJfpAuj3XONCiDN9FKKO8sn5/lyVfVqlVh0YLZRETkIywsDINBT61a1fn4o+W+3q8geGY170wC2UOW/j6yxyxJfztvQQo1LjQ48aBKTQN664+7Ez16gtcSdqYG4ozsmHChRY8VlXChTg1a3uVRqTOxM3T53G4Pq9dvpUXT+0kxW9i45XueerwTb72/kT17fw04R95wExH5AhMhFC50K4+0VquleLGit70K94ILHaog68D1Oj16QidsCKZDhza0aRPDn38eJ0/e8ICbAgdGv0xrcCsbnFv+6ZT+RrLHLEn/CAU3WuyYUmc2ZwiYaLFj9JvYJQTevNiZ/Jp6n3XnJYUCpBDhnXwmlNT10P49Ppfbw/rN39H32alUb9Kd+BVr6fdUd5Twkowf/2LQ3MyTxwZPAXns5K1JVhqNmp6Pd7mrq3KnbJgCerJCgBUTmeVDD0Wj0VC9epWgPXVvMVCTX15ygYqU2+Rel6S/St72SVIOYSMcB4bU580KDvQBS68y40aLmVs9WRUujKSgEU5vL09lJKbDIxw/2gmdTotKpSLtqXLDBvX4aOVSpk2bzaHDf1KiRHFeGDWUh2NjEOKGXw/VarMz6dW3CQ8PQ6vRMH/+LMqUKXVvLsJtCNSkkB89ZjTCO/rgHTkIXYjkr7AThgMjGrzX0IUWGZSlv5vMlf0fIa/lvZHbrqOChzBuoMaFQEFBYMeIjTCyGmA0ODBgRoUbD2qswsTBo2ex2WzUqF41aFWorMht1zInk9fy3pC5siXpP0qDHaMv0Hkncd0uccfdMnHTt+QnbVmXXlhxo8nyOV3oSElfz1qBKpGV/o7mSpKEfMYsSf8oDXbCuIlacXtTaCreilbaEBO//goFj1/qUN/rCiEnmkmSlP1kYJakf5ARc9BAacQMQTNH3z2F0EUXMntPkqTsJQOzJP2DQq3DVe5xUIa0BCaBz5GF8JaflCQpZ5KBWZL+QRnzaKf5exJWKFjI45eEJG0drp3QRSIkScpecvKXJP2DbIRhEjcD0nPa7nId7u240JNMfvRYUAlPau0qY6ZroyVJyl4yMEvSP8iJHgvhGIXFW60JBRsmHBj/tnN60GDNYvpPSZKynwzMkvQPc2LEiRHvZC+ZrEKSJH9yPEuSso0MypIkBZKBWZIkSZJyEBmYJUmSJCkHkYFZkiRJknIQGZglSZIkKQeRgVmSJEmSchAZmCVJkiQpB5GBWZIkSZJyEBmYJUmSJCkHkYFZkiRJknIQGZglSZIkKQeRgVmSJEmSchAZmCVJkiQpB5GBWZIkSZJykBxT9lGlCl5pJ9Tr0p2T1/LekNfx3pHX8t6R1/Le+Ceu4+3OoQghxN/eCkmSJEmSskQOZUuSJElSDiIDsyRJkiTlIDIwS5IkSVIOIgOzJEmSJOUgMjBLkiRJUg4iA7MkSZIk5SAyMEuSJElSDiIDsyRJkiTlIDIwS5IkSVIOIgOzJEmSJOUguSYw7969m2rVqvH+++9nd1NyrZdeeol27drRuXNnevTowe+//57dTcpVTp48Sffu3Wnbti3du3fn1KlT2d2kXCcpKYmnn36atm3b0qlTJ4YOHUpiYmJ2NyvXW7BgAVWqVOHPP//M7qbkSna7nUmTJtGmTRs6derEhAkTsrU9uSIwp6SkMHv2bJo1a5bdTcnVmjVrxvr16/n8888ZMGAAI0eOzO4m5SqTJk2iZ8+ebN68mZ49ezJx4sTsblKuoygK/fv3Z/Pmzaxfv57SpUsze/bs7G5WrvbHH3/w66+/UrJkyexuSq41a9Ys9Hq979/l8OHDs7U9uSIwv/rqq/Tr14/8+fNnd1NytejoaLRaLQB16tTh4sWLeDyebG5V7nDt2jUOHjxIbGwsALGxsRw8eFD29u5QREQEjRo18n1fp04dEhISsrFFuZvD4WDKlClMnjw5u5uSa5nNZtatW8fw4cNRFG/Vp0KFCmVrm3J8YN6xYwfJycm0a9cuu5vyr/LBBx/QokULVKoc/08gR7hw4QJFixZFrVYDoFarKVKkCBcuXMjmluVeHo+HlStXEhMTk91NybXmzZtH586dKVWqVHY3Jdc6e/YsERERLFiwgEcffZRevXqxb9++bG1TttdjfuSRR0LeMX/55ZfMmTOH5cuX/8Otyp0yu5Y//PCDL6hs3LiR9evX88EHH/yTzZMkPy+//DImk4m4uLjsbkqu9Msvv3DgwAGef/757G5KruZ2uzl79izVq1dn9OjR7N+/n4EDB7JlyxbCw8OzpU3ZHpjXrl0b8r19+/Zx5coVunbtCngnjmzbto3r168zdOjQf6qJuUZm1zLNli1bmDt3LitWrMj24ZrcpHjx4ly6dAm3241arcbtdnP58mWKFy+e3U3LlWbMmMHp06eJj4+XozZ3ae/evRw/fpyWLVsCcPHiRfr168crr7xCVFRUNrcu9yhevDgajcb3mOq+++4jf/78nDx5klq1amVPo0QuMnr0aPHee+9ldzNyra1bt4ro6Ghx6tSp7G5KrhQXFyfWrVsnhBBi3bp1Ii4uLptblDvNmTNHxMXFCYvFkt1N+VeJjo4WR44cye5m5Ep9+vQRO3fuFEIIceLECdGwYUNx48aNbGuPIoQQ2XNLcOfGjBlDzZo15dDXXWrcuDFarZYCBQr4XluxYoWcVJdFx48fZ8yYMdy8eZO8efMyY8YMKlSokN3NylWOHj1KbGws5cqVw2AwAFCqVCkWLlyYzS3L/WJiYoiPjycyMjK7m5LrnD17lnHjxnH9+nU0Gg0jRoygefPm2daeXBWYJUmSJOnfTj7ckSRJkqQcRAZmSZIkScpBZGCWJEmSpBxEBmZJkiRJykFkYJYkSZKkHEQGZkm6C2vWrOHxxx+/Z8eLj49n/Pjxf/k4devW5ezZs1natkqVKpw+ffovn1OSpHsr2zN/SVIw+/btY/bs2Rw9ehS1Wk2FChUYN24ctWvXzu6m/S0GDhx4T47zyy+/3JPjSHenV69edO7c2ZetUJLuhgzMUo6TkpLCwIEDmTx5Mu3bt8fpdLJv3z50Ol12N+1v4XK50Gjkr6IkSV5yKFvKcU6ePAl4Syuq1WoMBgNRUVFUrVrVt82nn35K+/btadCgAf369eP8+fO+944ePUqfPn1o2LAhDzzwAPHx8YC3RN60adOIiooiKiqKadOm4XA4ANi9ezfNmjVj2bJlNGnShKioKFavXu07ZlJSEgMHDqRevXp06dKFM2fOhGz/uXPnqFKlCh9//LHvXEuXLvW9P3/+fIYNG8bzzz9PvXr1WLt2LfPnz/cVI0jbf+3atbRo0YJGjRqxePFi3/5ut5v4+HhatWpF3bp1efTRR31VrtIPT48ZM4aJEyfSp08f6tatS1xcnN91Ss/hcDBjxgxatGjBAw88wMSJE7HZbCE/46pVq2jfvj1169alQ4cO/PHHH4A3O1qvXr2oX78+HTt25JtvvvHtM2bMGCZPnkz//v2pW7cuPXr04MqVK0ybNo0GDRrQrl07Dh486Ns+JiaGN998kw4dOtCgQQPGjh2L3W7P0s8rOTmZF198kcaNGxMdHc2iRYt8JU7THkPMmDGDBg0aEBMTw44dO/z2HTduHFFRUTz44IPMnTsXt9t9233nzp3Lvn37mDJlCnXr1mXKlCkhr58kZSrbkoFKUgjJycmiYcOG4sUXXxTbt28X169f93t/y5YtolWrVuLYsWPC6XSKhQsXiu7du/v2bdq0qVi6dKmw2WwiOTlZ/Prrr0IIIV5//XXRtWtXcfXqVXHt2jXRvXt3MXfuXCGEELt27RLVqlUTr7/+unA4HGL79u2idu3avnOPGDFCDBs2TJjNZnHkyBERFRUlevToEbT9Z8+eFZGRkWLkyJHCbDaLw4cPi0aNGonvv/9eCCHEG2+8IapXry62bNki3G63sFqt4o033hCjRo3y23/8+PHCarWKQ4cOiRo1aohjx44JIYR4++23RWxsrDh+/LjweDzi0KFDIjExUQghRGRkpC8X+ujRo0WdOnXEnj17hN1uFy+//LJfm9NvO23aNDFgwACRlJQkkpOTxYABA8Ts2bODfr5NmzaJqKgosX//fuHxeMSpU6fEuXPnhMPhEK1atRKLFy8Wdrtd/PDDD6JOnTri+PHjvvY0bNhQ/P7778Jms4levXqJ6OhosXbtWuFyucRrr73ml388OjpadOzYUSQkJIikpCTRvXt38dprr2Xp5/XCCy+IgQMHiuTkZHH27FnRpk0bsWrVKiGEEKtXrxbVq1cXH3/8sXC5XOKDDz4QTZs2FR6PRwghxODBg8WECROE2WwWV69eFY899phYuXJllvaNi4vznUeS7pbsMUs5Tnh4OB9++CGKojBhwgSaNGnCwIEDuXr1KgAfffQRzzzzDBUrVkSj0TBw4EAOHTrE+fPn2b59O4UKFaJv377o9XrCw8O57777AFi/fj1DhgyhYMGCFChQgCFDhvD555/7zqvRaBgyZAharZbmzZtjMpk4efIkbrebr776imHDhmEymYiMjOSRRx657ecYMmQIJpOJKlWq8Oijj7Jhwwbfe3Xq1KFVq1aoVCpfzuiMhg4disFgoGrVqlStWpXDhw8D8MknnzB8+HAqVKiAoihUrVo1ZL7zFi1a0KBBA3Q6HSNHjuTXX38NqCEthGDVqlWMGzeOiIgIwsPDGTBgABs3bgx6zE8//ZT+/ftTu3ZtFEWhbNmylCxZkv3792OxWHjmmWfQ6XQ0adKE6Ohov+O0bt2amjVrotfrad26NXq9nocffhi1Wk2HDh04dOiQ37meeOIJihcvTkREBIMGDfI7VmY/r02bNjFq1CjCw8MpVaoUffr08ftZlyhRgm7duqFWq3nkkUe4cuUKV69e5erVq+zYsYNx48ZhMpkoWLAgvXv39jtvqH0l6V6RD7akHKlixYq8+uqrgHd49IUXXmD69Om89tprJCQkMH36dGbMmOHbXgjBpUuXuHDhAmXKlAl6zMuXL1OiRAnf9yVKlODy5cu+7yMiIvye9RqNRiwWC4mJibhcLr8Sj+mPE0r67UuWLMmff/7p+75YsWK33T99Wc60toC3vF+oz5hR+vOEhYWRL1++gHKViYmJWK1WHn30Ud9rQgjf0G9Goa7x5cuXKVasmF8ZxxIlSnDp0iXf9wULFvT9v8Fg8PuMBoPB9xnTZLzmWfl5JSUl4XQ6A37W6duR8doCWCwWbty4gcvl8iub6PF4/NoRal9JuldkYJZyvIoVK/Loo4/y8ccfA94/1gMHDqRz584B2yYkJLBp06agxylSpAgJCQlUrlwZ8AaYIkWK3Pb8BQoUQKPRcOHCBSpWrOjb93bSb5+QkOB3LkVRbrt/KMWKFePMmTNZqiJ08eJF3/+bzWZu3LgR8Jnz58+PwWBg48aNFC1a9LbHLF68eNBn7EWKFOHixYt4PB5fcL5w4QLlypW77TFDSX+dM17DUPLnz49WqyUhIYFKlSr5jpOVz1asWDF0Oh27du2SE/KkbCOHsqUc5/jx4yxbtswXVC5cuMCGDRt8Q9I9evTgrbfe4ujRo4B3ss4XX3wBeIdur1y5wooVK3A4HKSkpLB//34AOnbsyOLFi0lMTCQxMZGFCxfSqVOn27ZHrVbTunVrFixYgNVq5dixY6xdu/a2+y1atAir1crRo0dZs2YNHTp0uKvrkVHXrl2ZN28ep06dQgjB4cOHSUpKCrrtjh072LdvHw6Hg3nz5nHffff59f4AVCoVXbt2Zfr06Vy7dg2AS5cusXPnzqDH7NKlC8uWLePAgQMIITh9+jTnz5+ndu3aGAwGlixZgtPpZPfu3WzduvUvfe4PP/yQixcvcv36deLj47N0LLVaTbt27Zg7dy4pKSmcP3+e5cuXB72Ry6hIkSI0bdqUV199lZSUFDweD2fOnGHPnj1Zam+hQoWyvI5ckkKRgVnKccLDw9m/fz9du3alTp06dOvWjcjISMaMGQN4n1P279+f5557jnr16hEbG8u3337r23fZsmVs27aNpk2b0rZtW3bv3g3A4MGDqVmzJp07d6Zz587UqFGDwYMHZ6lNEydOxGKx0LRpU8aMGeM37BtKw4YNad26Nb1796Zv375+w6N/RZ8+fWjfvj19+/alXr16jB8/3jdbOaPY2FgWLlxIo0aN+OOPP5g1a1bQ7V544QXKli1Lt27dqFevHr179/bNjs+offv2DBw4kFGjRlGvXj2GDBnCjRs30Ol0xMfH8+2339K4cWNeeuklZs6c6Rs1uBuxsbH07duXVq1aUaZMGQYNGpSl/SZMmIDRaKRVq1b07NmT2NhYHnvssSztO3PmTJxOp282+LBhw7hy5UqW9n3yySfZvHkzDRo0YOrUqYD3hjD9821Juh1Zj1mS7rFz587RsmVL/vjjj2wdDh0zZgxFixZl5MiR2daGvyImJoapU6fywAMPZHdTJOkfJXvMkiRJkpSDyMAsSZIkSTmIHMqWJEmSpBxE9pglSZIkKQeRgVmSJEmSchAZmCVJkiQpB5GBWZIkSZJyEBmYJUmSJCkH+T/WH9dQ0w8PXwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pca.explained_variance_ratio_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uAfKqtz3r52v",
        "outputId": "cbcb279f-2476-44d3-affb-059fd619572f"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.24649784, 0.20090911])"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sum(pca.explained_variance_ratio_) * 100"
      ],
      "metadata": {
        "id": "W9UlMElqr9BY"
      },
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "exp_var_pca = pca.explained_variance_ratio_\n",
        "# Cumulative sum of eigenvalues; This will be used to create step plot\n",
        "# for visualizing the variance explained by each principal component.\n",
        "#\n",
        "cum_sum_eigenvalues = np.cumsum(exp_var_pca)\n",
        "#\n",
        "# Create the visualization plot\n",
        "#\n",
        "plt.bar(range(0,len(exp_var_pca)), exp_var_pca, alpha=0.5, align='center', label='Individual explained variance')\n",
        "plt.step(range(0,len(cum_sum_eigenvalues)), cum_sum_eigenvalues, where='mid',label='Cumulative explained variance')\n",
        "plt.ylabel('Explained variance ratio')\n",
        "plt.xlabel('Principal component index')\n",
        "plt.legend(loc='best')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 328
        },
        "id": "ODo330HAr-eJ",
        "outputId": "47690237-d375-44dd-b3ad-3321bfe9755e"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a PCA object\n",
        "pca2 = PCA(n_components = 15)"
      ],
      "metadata": {
        "id": "bZjXjucZsB9O"
      },
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Selected_features_pca =  pca2.fit_transform(Selected_features)\n"
      ],
      "metadata": {
        "id": "Woi1ppypsDxw"
      },
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sum(pca2.explained_variance_ratio_) * 100\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sBUYE8dYsE-o",
        "outputId": "7c3cc15c-f212-4f7b-ab5c-53aebf9b2a49"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "100.00000000000003"
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "exp_var_pca = pca2.explained_variance_ratio_\n",
        "# Cumulative sum of eigenvalues; This will be used to create step plot\n",
        "# for visualizing the variance explained by each principal component.\n",
        "#\n",
        "cum_sum_eigenvalues = np.cumsum(exp_var_pca)\n",
        "#\n",
        "# Create the visualization plot\n",
        "#\n",
        "plt.bar(range(0,len(exp_var_pca)), exp_var_pca, alpha=0.5, align='center', label='Individual explained variance')\n",
        "plt.step(range(0,len(cum_sum_eigenvalues)), cum_sum_eigenvalues, where='mid',label='Cumulative explained variance')\n",
        "plt.ylabel('Explained variance ratio')\n",
        "plt.xlabel('Principal component index')\n",
        "plt.legend(loc='best')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 328
        },
        "id": "xVT0114osGKH",
        "outputId": "39023f4c-d7cc-46be-c34f-e69d8f85b15c"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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WzHVJFtSu/Nt1t2lVnoqVftSmU4q3LadpfdycqK+vd4vBVYzbSrIkc4IlmRMsyZxgSeZEy1C7sC69ulbl+wdtVtQc5kPhPu625S2m0OnRo0feeuutbLrppkmWXrGzMi2orc8DT7yx0o+7+3Z90r7Vx694OfDAvXPZZVdk3XXX/0THP/HE43LYYd/MDjvsmEsvvSB77jkwm23Wb7nbz5w5IyNGnJOrrrpuma9vt90WeeCBR9K+fftPlOM/Jky4N3/+86O58MLLPtX+n8RFFw3Phhv2zQEHHLLC7Qr5XD6pj37uTeGxx/6Uv//9mZxwwpAmOT4AAKzKWsqpRsU2aXpNelcvvxyg9LSYQmfAgAG54447svvuu2fOnDl56KGHcvvttxc7Vos1dOi5H7vNmmt2XW6Z81lVyOfSkixatCj9+++c/v13LnYUAAD4TJr4/DRlRpLe1VXZduNuxY7BStQshc6FF16YBx54IDNnzszRRx+dTp06Zfz48Tn22GNz0kknZZNNNsm+++6bv//979l9992TJCeccELWXnvt5ohXVCeeeFz69t04zz33bGbOnJldd90t3/3u95Ikr7/+Wi6+eETef//9rLfeelm4cOFi+x122Dez3nqfz3HHHZm77hqfysoPf53nnHN6dthhp2y++RYZPPibGT/+90mSP/3pD7nuutFp3bpNvvzlXRuPNXXqW4tt99HHixYtyumnn5x33303CxYsyEYbbZzTTjsrrVq1WuH7mjlzZkaNuizTpr2dBQsWZLfd9sgRRxyTp5/+W0aOvDBjx96aqqqqXHzxiKyxRud897vfy0UXDU9lZWVef/21zJkzJ/36bZHvf/+MpcZ66qm/ZsyYn2bhwgWpq6vLEUcck91222Oxz2WHHXbMRRcNT+vWrTN58qRMnz4tG2+8Sc45Z0TKysoyb15Nrrrqirz66stZuHBh+vXbKt/73impqKhY4ef+UUOGHJ8DDzw4O+745STJ448/ml/84rZcddV1+fnPb8vvf/9A6uoWpXXrNjn11KH5/Oc3SJL0779Vjj762PzlL49n222/lLXW6tW40mnWrJkZPvzszJs3LwsXLsz22++Q44//cOXODTdcl0mT/p1582ry1ltTstZavXLBBSPTtm3b1NbW5rrrRmfixD+nvLwiPXuulUsu+WGS5Lbbbs6f/vSH1NXVZc01q3PGGWenS5c1P2ZmAgDAZ0fv6qqccfgWxY4BK1WzFDrnnHNOzjnnnKWeHzNmTOPPFRUVGTFiRHPEaXGmTXs7o0ePyfz583PIIftm4MB9s/bavXPBBefloIMOzZ57Dsxzz/0jxx//raX27d69e9ZZZ7088cTj6d9/57z77pw8/fTfcvbZIzJnzjuN282ePSsjR16Ua6+9Ib1798ntt/+soGwVFRUZNuzCrL56pzQ0NOTCC4dl/Ph7st9+B65wvwsvPC9HHTU4m2++RWprazNkyHfTt+9G2Xrr7TJgwNdy6aXnZ4cddsrkyf/O6aef3bjfCy88l5/+9Ma0bt06p502JL/97V1LnWb1hS9smGuuGZuKiorMnj0r3/rWN7PNNl9Kx44dl8rx2muvZtSoa1JeXp6jjz48Tz01MVtvvV2uuuqKbL75Fhk69NzU19dnxIhzMn78b7PPPvsX9LknyV57Dczvfje+sdCZMOG32WuvvZMkAwZ8LYcd9o0kyZNPTszll1+S66+/uXHfNm3aZOzYW/7/fvc2Pl9VtVpGjrwi7du3z6JFi/L975+YJ574c7bbbvskyb/+9WLGjLklVVVV+f73T8wDD/wu++yzf2699aa89daU3Hjj7WnVqlXmzJmTJLn//gmZMmVKrrvu5pSXl+c3v/l1rr56VIYNu3CFvz8AAABathZzytWqbJddvpLy8vJUVVXlc59bJ1OmvJnOnTvn9ddfzR577JUk+eIXN1nuNXf22mtgJkwYl/79d86DD96XHXbYKe3atVus0HnhhefyhS9skN69+yRJ9tnn6/npT6/62Gz19fX5+c9vyxNP/Dn19XWZO3du2rZtu8J93n///Tz99N8aS4UkmT9/Xt54441svfV2OeKIY3Lyycdn9OhRGTv2tsaVRUmy665fbbymz557DszDD/9hqUJnzpx3cskl5+fNNyeloqIy7733biZN+ne++MVNlsqy445fTps2bZIkG2ywQaZMeTNbb5089tgjefHF5/OLX3x4Wt8HH3yQ6upumTevpuDPfeedd81VV/0477774ft85pn/zTnnnJ/kw+Ll1ltvynvvvZvy8vJMnjxpsX333HPgMo9ZX1+fa665Mv/4x7NJGjJr1qy8/PJLjYXONttsl9VW+/CK8Btt9MVMmfJmkuTPf34sJ554cuNqpk6dOiX58H3+858v5phjPiyX6uoWpapq1V5qCgCwKmhJ141p1boitQvrija+0634rFLotACtW7dp/Lm8vDx1dZ/sL7uPFgsTJozLkCE/+ET7V1RULHZnsI+eYvTgg/fl2WefyTXXjEn79h1yyy03LlVOLKmhoT5lZWUZO/aWxcqa/6ipqcm0aW+nVavWmTv33XTv3v0T5f3Rjy7NDjvslIsvvjxlZWU59NCvZ+HCBcvctk2b1o0/l5dXfOSzbcjFF/8wa63Va7Ht582rKThH27ZtG0u0JOnff+e0a9cutbW1OffcM3L11WOywQYbZubMGdlvvz0X27ddu2VfiPqXv7w9c+e+l+uvvzlt2rTJyJEXLfbePulcaWhoyJFHHpOBA/ct+H0BAFD6XDfm/7h2DJ9VCp0WqkOHqqy77vp58MH7sscee+WFF57La6+9ssxt/1MsXHvt6MyfP2+Zd3jaeONNcskl52fy5ElZe+3euffeuxtf69y5SxYtWpQ335ycXr3WbiwokqSmZm5WX71T2rfvkJqamjz44H3ZcMONVpi9ffsO2Wyzfrnttptz1FGDk3x4WlllZWW6dFkzl1wyIgMH7pe+fTfKsGFnZezYW9K+fYckyR//+PscfPCgtGrVKvfdNyE77NB/qePPnTs3PXr0SFlZWZ588olMmTL5Yz/PJe2ww0657baf5dRTh6aioiJz5szJ/Pnz0rPnWgV/7kmy555758orP7xWzZAhpyZJ47V9qqs//JfGXXfdUXCuuXPnpkuXNdOmTZvMmDE9jz32p+y33wEfu9/22/fPr37182y88SaNp1x16tQp/fvvlDvu+EV22mmXdOzYMQsXLsy///1GPv/5LxScCQCA0tRSrhvjNtXQNFbJQqdNq/Lsvl2fJjnuynTOOSNy8cUjctttN2fddddfYZGy555754QTBmfw4O8s8/U11uic008/O2eccUratGmTnXf+v4siV1ZWZsiQH+SUU05Ip06d8qUv/V+JMmDAwDz66CMZNOiArLFG52y2Wb8sWLDs1TAfdd55F+QnP/lxjjjiw9Ol2rfvkDPPPC+///0DWbBgYb7xjSNTVlaWXXbZLSNHXpQRIy5OkvTtu1G+//0T8s4776Rfvy2zzz5fX+rY3/3uifnRj0bmhhuuT9++G2W99T7/sXmWNGTID3LNNT/JUUcdlrKysrRq1TonnfSD9Oy51if63DfbbPPMnz+v8efkwzLuW9/6do499oh07Lh6dtnlKwXnOuigQ3PuuWfkm988OF27dsuWW25d0H7f+MZRue66q3P00YNSWdkqvXr1yoUXXpYBA76Wd9+dk+9977gkH57Stf/+Byl0AAAASlxZQ0NDw8dvVjpmzapZ7PShJHn77X+ne/fPFSlRy1VZWZ5Fi+qLHaPRRRcNz4Yb9l3qmjk0n4+bE/4srXr8HzWWZE6wJHOCJZkTLcPI2/83SazQocUxHwpXXl6WLl2Wf9rkyl1SAgAAAECTWyVPuaJlOvvs4cWOAAAAACVhlVmh8xk7swyanT9DAAAALccqsULnw9tVL0plZatiR4GSVVe3KOXlFcWOAQCwQg8/MyUTn59W7BhF55bl8Nm3SqzQadeuKnPnzklDQ8u5ADCUkoaG+syd+07atfOlAABo2SY+Py2TptcUO0bR9a6uyrYbdyt2DKAJrRIrdKqqVs8778zItGlvJnHayH+Ul5envl7Jxf9Z/pwoS+vWbVNVtXqzZwIA+KR6V1e1iLs7ATSlVaLQKSsrS+fO1cWO0eK4XRxLMicAAABKwypxyhUAAADAZ4lCBwAAAKDEKHQAAAAASoxCBwAAAKDEKHQAAAAASswqcZcrAAD4LHv4mSmZ+Py0YsdIkrRqXZHahXVFG3/S9Jr0rq4q2vgAzcUKHQAAKHETn5+WSdNrih2jRehdXZVtN+5W7BgATc4KHQAA+AzoXV2VMw7fotgx0rXrapkxY26xYwB85lmhAwAAAFBiFDoAAAAAJUahAwAAAFBiFDoAAAAAJUahAwAAAFBiFDoAAAAAJUahAwAAAFBiFDoAAAAAJUahAwAAAFBiKosdAAAAPq2Hn5mSic9PK3aMops0vSa9q6uKHQOAZmSFDgAAJWvi89MyaXpNsWMUXe/qqmy7cbdixwCgGVmhAwBASetdXZUzDt+i2DEAoFlZoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYiqLHQAAgE/m4WemZOLz04odI0nSqnVFahfWFW38SdNr0ru6qmjjA0CxWKEDAFBiJj4/LZOm1xQ7RovQu7oq227crdgxAKDZWaEDAFCCeldX5YzDtyh2jHTtulpmzJhb7BgAsMqxQgcAAACgxCh0AAAAAEqMQgcAAACgxCh0AAAAAEqMQgcAAACgxCh0AAAAAEqMQgcAAACgxCh0AAAAAEqMQgcAAACgxCh0AAAAAEqMQgcAAACgxCh0AAAAAEpMZbEDAAAU6uFnpmTi89OKHaPoJk2vSe/qqmLHAACKyAodAKBkTHx+WiZNryl2jKLrXV2VbTfuVuwYAEARWaEDAJSU3tVVOePwLYodAwCgqKzQAQAAACgxCh0AAACAEqPQAQAAACgxCh0AAACAEqPQAQAAACgxCh0AAACAEqPQAQAAACgxCh0AAACAEqPQAQAAACgxCh0AAACAEqPQAQAAACgxCh0AAACAEqPQAQAAACgxCh0AAACAEqPQAQAAACgxlcUOAACs2MPPTMnE56cVO0aSpFXritQurCva+JOm16R3dVXRxgcAaCms0AGAFm7i89MyaXpNsWO0CL2rq7Ltxt2KHQMAoOis0AGAEtC7uipnHL5FsWOka9fVMmPG3GLHAABY5VmhAwAAAFBiFDoAAAAAJUahAwAAAFBiFDoAAAAAJUahAwAAAFBiFDoAAAAAJUahAwAAAFBiFDoAAAAAJUahAwAAAFBiKptroNdffz1Dhw7NnDlz0qlTp4wcOTJ9+vRZbJtZs2blzDPPzNSpU7No0aJsu+22Oeecc1JZ2WwxAQAAAFq8ZluhM2zYsAwaNCj3339/Bg0alPPOO2+pba699tqst956uffee/Pb3/42zz//fB544IHmiggAAABQEpql0Jk1a1ZeeOGFDBw4MEkycODAvPDCC5k9e/Zi25WVlWXevHmpr6/PwoULU1tbm27dujVHRAAAAICS0SyFztSpU9OtW7dUVFQkSSoqKlJdXZ2pU6cutt3xxx+f119/Pf3792/8Z8stt2yOiAAAAAAlo0VdnOa+++7LBhtskJ/97GeZN29ejj322Nx3330ZMGBAwcfo0qWqCRN+9nTtulqxI9DCmBMsyZwovlatP/wfIi3ld9FSctBymBMsyZxgSeYEH2U+rBzNUuj06NEj06ZNS11dXSoqKlJXV5fp06enR48ei21322235eKLL055eXlWW2217Lrrrpk4ceInKnRmzapJfX3Dyn4Ln0ldu66WGTPmFjsGLYg5wZLMiZahdmFdkrSI34U5wZLMCZZkTrAkc4KPMh8KV15etsJFK81yylWXLl3St2/fjBs3Lkkybty49O3bN507d15su169euWRRx5JkixcuDB/+ctf8vnPf745IgIAAACUjGa7y9Xw4cNz2223ZY899shtt92WESNGJEmOPfbY/OMf/0iSnHXWWfnb3/6WvffeO/vtt1/69OmTgw8+uLkiAgAAAJSEZruGznrrrZc77rhjqefHjBnT+HPv3r1z0003NVckAAAAgJLUbCt0AAAAAFg5FDoAAAAAJaZF3bYcAD7q4WemZOLz04odo+gmTa9J7+rl3+EAAIBVjxU6ALRYE5+flknTa4odo+h6V1dl2427FTsGAAAtiBU6ALRovaurcsbhWxQ7BgAAtChW6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIUOAAAAQImpLHYAAJb28DNTMvH5acWOkVatK1K7sK5o40+aXpPe1VVFGx8AAFoqK3QAWqCJz0/LpOk1xY5RdL2rq7Ltxt2KHQMAAFocK3QAWqje1VU54/Atipqha9fVMmPG3KJmAAAAlmaFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJ+USFTn19faZPn576+vqmygMAAADAxyio0Kmpqcnpp5+eTTfdNDvttFM23XTTnHHGGZk7d25T5wMAAABgCQUVOhdeeGHef//93HvvvXn22Wdz77335v3338+FF17Y1PkAAAAAWEJlIRs9+uijeeihh9KuXbskyTrrrJNLLrkkX/3qV5s0HAAAAABLK2iFTps2bTJ79uzFnnvnnXfSunXrJgkFAAAAwPIVtELnwAMPzDHHHJOjjjoqPXv2zFtvvZWbb745Bx98cFPnAwAAAGAJBRU63/3ud1NdXZ1x48Zl+vTpqa6uzuDBg3PggQc2dT4AAAAAllBQoVNWVpYDDzxQgQMAAADQAiy30Ln77ruz3377JUl+/etfL/cASh4AAACA5rXcQmf8+PGNhc4999yzzG3+s3IHAAAAgOaz3EJnzJgxjT/feuutzRIGAAAAgI9X0G3L/7NSZ0lf//rXV2YWAAAAAApQUKHz73//e6nnGhoa8uabb670QAAAAACs2ArvcnX66acnSWpraxt//o8pU6Zk/fXXb7pkwCrn4WemZOLz04odo0WYNL0mvaurih0DAABooVZY6PTu3XuZPyfJFltskQEDBjRNKmCVNPH5aYqM/693dVW23bhbsWMAAAAt1AoLnRNPPDFJstlmm2XHHXdslkDAqq13dVXOOHyLYscAAABo0VZY6PzHjjvumIULF+b111/PO++8k4aGhsbXvvSlLzVZOAAAAACWVlCh89RTT+Xkk0/OwoULU1NTk6qqqsybNy/du3fP73//+6bOCAAAAMBHFHSXq0suuSSDBw/OX//613To0CF//etf893vfjeDBg1q6nwAAAAALKGgQueNN97IEUccsdhzxx13XG6++eamyAQAAADAChRU6Ky22mqpqalJknTt2jWvvPJK3nvvvcyfP79JwwEAAACwtIKuofPVr341f/rTn7L33nvngAMOyBFHHJHKysrsscceTZ0PAAAAgCUUVOicffbZjT9/61vfymabbZZ58+a5lTkAAABAEXzsKVd1dXXZbbfdsnDhwsbnttpqq+y8884pLy/ojC0AAAAAVqKPbWQqKipSUVGRBQsWNEceAAAAAD5GQadcHXHEETn55JPz7W9/O927d09ZWVnja2uvvXaThQMAAABgaQUVOhdccEGS5PHHH1/s+bKysrz44osrPxUAAAAAy1VQofPPf/6zqXMAAAAAUCBXNQYAAAAoMQodAAAAgBKj0AEAAAAoMQodAAAAgBJTcKFTW1ubp556KhMmTEiSzJ8/P/Pnzy94oNdffz2HHHJI9thjjxxyyCF54403lrndhAkTsvfee2fgwIHZe++9M3PmzILHAAAAAFgVFHSXq3/961/57ne/m9atW2fatGnZa6+98uSTT+Y3v/lNRo0aVdBAw4YNy6BBg7LvvvvmnnvuyXnnnZdbbrllsW3+8Y9/5Oqrr87PfvazdO3aNXPnzk3r1q0/8ZsCAAAA+CwraIXO8OHDc9JJJ+W+++5LZeWHHdDWW2+dv/3tbwUNMmvWrLzwwgsZOHBgkmTgwIF54YUXMnv27MW2u/nmm3PMMceka9euSZLVVlstbdq0KfjNAAAAAKwKCip0Xnnlley7775JkrKysiRJ+/bts2DBgoIGmTp1arp165aKiookSUVFRaqrqzN16tTFtnv11VczefLkHH744dl///1zzTXXpKGhoeA3AwAAALAqKOiUq7XWWivPPfdcNtlkk8bnnn322fTu3Xulhqmrq8u//vWv3HTTTVm4cGEGDx6cnj17Zr/99iv4GF26VK3UTJ91XbuuVuwItDDFnBOtWlcUPQNL8/tgSeYESzInWJI5wZLMCT7KfFg5Cip0hgwZkm9/+9s59NBDU1tbm+uuuy6/+MUvcsEFFxQ0SI8ePTJt2rTU1dWloqIidXV1mT59enr06LHYdj179syAAQPSunXrtG7dOl/5ylfy7LPPfqJCZ9asmtTXW9VTiK5dV8uMGXOLHYMWpNhzonZhXZKYly1IsecELY85wZLMCZZkTrAkc4KPMh8KV15etsJFKwWdcrXLLrtk7NixmT17drbeeutMmTIlV111Vfr3719QiC5duqRv374ZN25ckmTcuHHp27dvOnfuvNh2AwcOzGOPPZaGhobU1tbmiSeeyIYbbljQGAAAAACrioJW6CTJRhttlOHDh3/qgYYPH56hQ4fmmmuuSceOHTNy5MgkybHHHpuTTjopm2yySb72ta/lueeey1577ZXy8vL0798/Bx544KceEwAAAOCzqKBC58QTT8xRRx2VrbbaqvG5p556Krfcckt+8pOfFDTQeuutlzvuuGOp58eMGdP4c3l5ec4888yceeaZBR0TAAAAYFVU0ClXTz75ZPr167fYc5tvvnkmTpzYJKEAAAAAWL6CCp3WrVvn/fffX+y5+fPnp7Ky4DO2AAAAAFhJCip0+vfvn/POOy81NTVJkpqampx//vnZcccdmzQcAAAAAEsrqNAZOnRoampqss022+RLX/pSttlmm9TU1OSss85q6nwAAAAALKGgc6ZWX331XH/99ZkxY0amTp2aHj16pGvXrk2dDQAAAIBlKGiFTuPG5eVZY4018sEHH2Ty5MmZPHlyU+UCAAAAYDkKWqHzyCOP5Oyzz86MGTMWe76srCwvvvhikwQDAAAAYNkKKnTOP//8HH/88dl///3Ttm3bps4EAAAAwAoUVOi89957OfTQQ1NWVtbUeQAAAAD4GAVdQ+eAAw7InXfe2dRZAAAAAChAQSt0/v73v+fWW2/NmDFjsuaaay722u23394kwQAAAABYtoIKnYMOOigHHXRQU2cBAAAAoAAFFTr7779/U+cAAAAAoEAFFTpJMnPmzDz77LN555130tDQ0Pj8gQce2CTBAAAAAFi2ggqdhx56KKeddlo+97nP5ZVXXsn666+fl19+OVtssYVCBwAAAKCZFVTojBo1KhdffHH23HPPbL311rn77rtz55135pVXXmnqfAAAAAAsoaBC56233sqee+652HP7779/dthhh5xxxhlNEgxWJQ8/MyUTn59W7Bhp1boitQvrijb+pOk16V1dVbTxAQAASkV5IRt16dIlM2fOTJKstdZaefrppzNp0qTU19c3aThYVUx8flomTa8pdoyi611dlW037lbsGAAAAC1ewbct/9vf/pY99tgjRx11VI444oiUl5fn6KOPbup8sMroXV2VMw7foqgZunZdLTNmzC1qBgAAAD5eQYXOcccd1/jzfvvtl2222Sbvv/9+1ltvvSYLBgAAAMCyFXzb8o/q2bPnys4BAAAAQIGWW+jsueee+d3vfpck2XnnnVNWVrbM7R5++OEmCQYAAADAsi230Lngggsaf7788subJQwAAAAAH2+5hc5WW22VJKmrq8udd96ZCy64IK1bt262YAAAAAAs28fetryioiKPP/74ck+5AgAAAKB5fWyhkyRHHnlkrrrqqtTW1jZ1HgAAAAA+RkF3ubrtttsyc+bM3HTTTencufNiq3VcFBkAAACgeRVU6LgoMgAAAEDLUVChs8022zR1DgAAAAAKVFChkyQvvvhinnrqqbzzzjtpaGhofH7IkCFNEgwAAACAZSvoosi//OUvc9hhh+WJJ57ImDFj8tJLL+Wmm27KpEmTmjofAAAAAEsoqNAZO3Zsxo4dm9GjR6dt27YZPXp0rrzyylRWFrzABwAAAICVpKBCZ9asWdlqq60+3KG8PPX19dl5553zxz/+sUnDAQAAALC0gpbYdO/ePW+++WZ69eqVPn365Pe//33WWGONtGrVqqnzAQAAALCEggqdwYMH59VXX02vXr1y/PHHZ8iQIamtrc3ZZ5/d1PkAAAAAWEJBhc7Xv/71xp933nnn/PWvf01tbW06dOjQZMEAAAAAWLaCrqFz0UUX5dlnn2183Lp1a2UOAAAAQJEUtEKnoaEhxx9/fNq3b5+BAwdm4MCBWXfddZs6GwAAAADLUNAKnXPOOSePPPJIhg0blqlTp+aQQw7J17/+9dx0001NnQ8AAACAJRRU6CQf3q58hx12yCWXXJJx48alU6dOueyyy5oyGwAAAADLUNApV0kyf/78PPjggxk/fnz++te/Zuutt86ll17alNkAAAAAWIaCCp2TTjopjz76aDbaaKN87Wtfy6WXXprOnTs3dTYAAAAAlqGgQmeTTTbJ0KFD07Nnz6bOAwAAAMDHKKjQOfbYY5s6BwAAAAAFKviiyAAAAAC0DAodAAAAgBKj0AEAAAAoMcu9hk59fX1BBygv1wkBAAAANKflFjobbbRRysrKPvYAL7744koNBAAAAMCKLbfQ+f3vf9/488MPP5z7778/3/72t9OzZ8+89dZbGTNmTHbfffdmCQkAAADA/1luobPWWms1/nzzzTfnzjvvTMeOHZMk66yzTr74xS/mgAMOyKBBg5o+JQAAAACNCroAzty5c/P+++8v9twHH3yQuXPnNkkoAAAAAJZvuSt0Pmr//ffP0UcfnSOPPDLdu3fP22+/nVtvvTX7779/U+cDAAAAYAkFFTqnnXZaevfunQkTJmT69Onp2rVrDj/88Bx88MFNnQ8AAACAJRRU6JSXl+ewww7LYYcd1tR5AAAAAPgYBV1Dp6GhIb/61a9y5JFHZu+9906SPPnkk5kwYUKThgMAAABgaQUVOldeeWV+/etf5+CDD87UqVOTJN27d8/YsWObNBwAAAAASyuo0PnNb36Ta6+9Nl/72tdSVlaWJOnVq1cmT57cpOEAAAAAWFpBhU5dXV06dOiQJI2Fzrx589K+ffumSwYAAADAMhVU6Oy888655JJLsnDhwiQfXlPnyiuvzC677NKk4QAAAABYWkGFzplnnpkZM2Zkyy23zNy5c9OvX7+89dZbOfXUU5s6HwAAAABLKOi25VVVVRk9enRmzZqVKVOmpEePHunatWtTZwMAAABgGQpaofNRa6yxRj744INMnjzZRZEBAAAAiqCgFTqPPPJIzj777MyYMWOx58vKyvLiiy82STAAAAAAlq2gQuf888/P8ccfn/333z9t27Zt6kwAAAAArEBBhc57772XQw89tPGW5QAAAAAUT0HX0DnggANy5513NnUWAAAAAApQ0Aqdv//977n11lszZsyYrLnmmou9dvvttzdJMAAAAACWraBC56CDDspBBx3U1FlYxTz8zJRMfH5asWO0CJOm16R3dVWxYwAAAFAiCip09t9//6bOwSpo4vPTFBn/X+/qqmy7cbdixwAAAKBELLfQufvuu7PffvslSX79618v9wAHHnjgSg/FqqN3dVXOOHyLYscAAACAkrLcQmf8+PGNhc4999yzzG3KysoUOgAAAADNbLmFzpgxYxp/vvXWW5slDAAAAAAfr6Br6HxUQ0NDGhoaGh+Xlxd053MAAAAAVpKCCp1p06bl/PPPz1NPPZX33ntvsddefPHFJgkGAAAAwLIVtLxm2LBhadWqVW6++ea0b98+v/nNb7LrrrtmxIgRTZ0PAAAAgCUUtELn6aefzh//+Me0b98+ZWVl2XDDDXPRRRfl0EMPzcEHH9zUGQEAAAD4iIJW6JSXl6ey8sPup2PHjpk9e3bat2+fadOmNWk4AAAAAJZW0AqdzTbbLH/605/y1a9+Nf3798/JJ5+ctm3b5otf/GJT5wMAAABgCQUVOpdddlnq6+uTJGeddVZuuOGGzJ8/P0ceeWSThgMAAABgaQUVOh07dmz8uW3btjnhhBOaLBAAAAAAK7bcQufKK68s6ABDhgxZaWEAAAAA+HjLLXTefvvt5swBAAAAQIGWW+hccsklzZkDAAAAgAIVdA2dJHnjjTfyu9/9LtOnT091dXX23HPP9OnTpwmjAQAAALAs5YVsdO+992b//ffPv/71r7Rr1y4vvfRS9t9//9x7771NnQ8AAACAJRS0QmfUqFG5/vrrs/XWWzc+99RTT+X000/P3nvv3WThAAAAAFhaQSt05s2bl80333yx5zbbbLPMnz+/KTIBAAAAsAIFFTpHH310fvzjH2fBggVJkg8++CBXXHFFjj766CYNBwAAAMDSCjrl6n/+538yc+bM3HrrrenYsWPee++9NDQ0pGvXrvn5z3/euN3DDz+83GO8/vrrGTp0aObMmZNOnTpl5MiRy72o8muvvZb9998/gwYNyhlnnPGJ3hAAAADAZ11Bhc7ll1/+Xw80bNiwDBo0KPvuu2/uueeenHfeebnllluW2q6uri7Dhg3Lbrvt9l+PCQAAAPBZVFChs8022yzz+dra2rRq1epj9581a1ZeeOGF3HTTTUmSgQMH5oILLsjs2bPTuXPnxba9/vrr8+Uvfznz5893jR4AAACAZSj4GjrTp09f7Ll//vOfOeCAAwoaZOrUqenWrVsqKiqSJBUVFamurs7UqVOXOuZjjz2Wo446qqDjAgAAAKyKClqhs9FGG2XffffNueeemz333DNjxozJ2LFjc8opp6y0ILW1tTn33HNzySWXNBY/n0aXLlUrLdOqoGvX1Yo2dqvWFUXPwNL8PliSOcGSzAmWZE6wJHOCJZkTfJT5sHIUVOicdtpp2WWXXXL66afnhz/8Yaqrq3PHHXfkc5/7XEGD9OjRI9OmTUtdXV0qKipSV1eX6dOnp0ePHo3bzJgxI5MmTcpxxx2XJI0XXq6pqckFF1xQ8BuaNasm9fUNBW+/KuvadbXMmDG3aOPXLqxLkqJmYHHFnhO0POYESzInWJI5wZLMCZZkTvBR5kPhysvLVrhopaBCJ0nefPPNzJs3L7169cr8+fMbb2FeiC5duqRv374ZN25c9t1334wbNy59+/Zd7Po5PXv2zMSJExsfX3XVVZk/f767XAEAAAAsoaBr6Jx00km59tprM2bMmNx555055JBD8o1vfCNjx44teKDhw4fntttuyx577JHbbrstI0aMSJIce+yx+cc//vHp0gMAAACsggpaodO5c+fcfffdadu2bZLk8MMPz/bbb5/TTz89gwcPLmig9dZbL3fcccdSz48ZM2aZ23/ve98r6LgAAAAAq5qCCp3hw4cv9dw666yTX/ziFys7DwAAAAAfY4WnXF144YWLPV5yhc3JJ5+80gMBAAAAsGIrLHTuuuuuxR5ffvnliz1+/PHHV34iAAAAAFZohYVOQ0PDCh8DAAAA0PxWWOiUlZWt8DEAAAAAzW+FF0Wuq6vLE0880bgyZ9GiRYs9rq+vb/qEAAAAACxmhYVOly5dctZZZzU+7tSp02KPO3fu3HTJAAAAAFimFRY6f/jDH5orBwAAAAAFWuE1dAAAAABoeRQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYhQ6AAAAACVGoQMAAABQYiqLHYDiePwfUzPxn39P7cK6omWYNL0mvaurijY+AAAAlCqFTgtTl2RBbX2Tj7OwriELa+tT39DQ5GOVl5WlbBnP966uyrYbd2vy8QEAAOCzRqHTwiyorc8DT7zRLGNtuWF15s1b0OTj7L5dn7Rv5ew+AAAAWFn8VzYAAABAiVHoAAAAAJQYhQ4AAABAiVHoAAAAAJQYhQ4AAABAiVHoAAAAAJQYhQ4AAABAiVHoAAAAAJQYhQ4AAABAiVHoAAAAAJQYhQ4AAABAiVHoAAAAAJQYhQ4AAABAiVHoAAAAAJQYhQ4AAABAiVHoAAAAAJQYhQ4AAABAialsroFef/31DB06NHPmzEmnTp0ycuTI9OnTZ7FtRo8enQkTJqS8vDytWrXKKaeckh133LG5IgIAAACUhGYrdIYNG5ZBgwZl3333zT333JPzzjsvt9xyy2LbbLrppjnmmGPSrl27/POf/8w3vvGNPPbYY2nbtm1zxQQAAABo8ZrllKtZs2blhRdeyMCBA5MkAwcOzAsvvJDZs2cvtt2OO+6Ydu3aJUk22GCDNDQ0ZM6cOc0REQAAAKBkNMsKnalTp6Zbt26pqKhIklRUVKS6ujpTp05N586dl7nP3Xffnd69e6d79+6faKwuXar+67zFNG32/HTo0KbZxmuOsdq2bZWundt/4v3mzluY+QsWNUGi4mnfpjKrdWhd7Bgr1LXrasWOQAtjTrAkc4IlmRMsyZxgSeYEH2U+rBzNdsrVJ/HXv/41V155ZW688cZPvO+sWTWpr29oglTN44Pa+sybt6BZxurQoU2zjPXBB7WZMWPuJ95vfm19HnjijZUfqIh2365PPpjfPL/fT6Nr19U+1e+Kzy5zgiWZEyzJnGBJ5gRLMif4KPOhcOXlZStctNIsp1z16NEj06ZNS11dXZKkrq4u06dPT48ePZba9umnn85pp52W0aNHZ911122OeAAAAAAlpVkKnS5duqRv374ZN25ckmTcuHHp27fvUqdbPfvssznllFPyk5/8JBtvvHFzRAMAAAAoOc1S6CTJ8OHDc9ttt2WPPfbIbbfdlhEjRiRJjj322PzjH/9IkowYMSIffPBBzjvvvOy7777Zd999869//au5IgIAAACUhGa7hs56662XO+64Y6nnx4wZ0/jznXfe2VxxAAAAAEpWs63QAQAAAGDlUOgAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlJjKYgcAVqwuyYLa+mYZa9rs+fmgGcZq06o8FU0+CgAAwGeXQgdauAW19XngiTeaZawOHdpk3rwFTT7O7tv1SftWFggCAAB8Wv6LCgAAAKDEKHQAAAAASoxCBwAAAKDEKHQAAAAASoxCBwAAAKDEKHQAAAAASozblgMloy4f3sb9s6RNq/JUFDsEAABQchQ6QMlYUFufB554o9gxVqrdt+uT9q0slgQAAD4Z/xUBAAAAUGIUOgAAAAAlRqEDAAAAUGIUOgAAAAAlRqEDAAAAUGIUOgAAAAAlRqEDAAAAUGIUOgAAAAAlprLYAQD4ZOqSLKitb5axps2enw+aYaw2rcpT0eSjAADAZ4dCB6DELKitzwNPvNEsY3Xo0Cbz5i1o8nF2365P2rf65ItGm7Pcai7KLQAACqHQAaBkNWe51Vw+bbkFAMCqxTdGAAAAgBKj0AEAAAAoMQodAAAAgBKj0AEAAAAoMQodAAAAgBKj0AEAAAAoMQodAAAAgBKj0AEAAAAoMQodAAAAgBJTWewAAMB/py7Jgtr6Zhlr2uz5+aAZxmrTqjwVTT4KAEDpUugAQIlbUFufB554o1nG6tChTebNW9Dk4+y+XZ+0b2UhMQDA8vimBAAAAFBiFDoAAAAAJcYpVwDAZ0ZzXk+oubieEACwLAodAOAzozmvJ9RcXE8IAFgW3w4AAAAASowVOgAAnzFuZQ8An30KHQCAzxi3sgeAzz6FDgAAn1kulA3AZ5VCBwCAzywXyv6Q0/AAPnsUOgAA8BnnNDyAzx5/AwIAAACUGIUOAAAAQIlxyhUAALBK+CxeJDv5dNcTcl0lKH0KHQAAYJXwWbxIdvLprifkukpQ+sx2AAAAgBKj0AEAAAAoMU65AgAAYJXkukqUsmYrdF5//fUMHTo0c+bMSadOnTJy5Mj06dNnsW3q6upy4YUX5tFHH01ZWVmOO+64HHTQQc0VEQAAgFWI6ypRypqt0Bk2bFgGDRqUfffdN/fcc0/OO++83HLLLYttc++992bSpEl54IEHMmfOnOy333750pe+lF69ejVXTAAAAFjlNNdqpea661ny2V+p1CyFzqxZs/LCCy/kpptuSpIMHDgwF1xwQWbPnp3OnTs3bjdhwoQcdNBBKS8vT+fOnbPbbrvlvvvuy+DBgwseq7y8bKXnb04VFWWpat+qWcZq37ZVyhqa/g9SRUXZp/q9NOdn0Vw+zWdhTiy+nzlhTiy5nzlhTiy5nzlhTiy5nzlhTnx0n8/afEha/mdhTjS/T/NZLFhUnz8/O6WJEv2f9u3aZP77TX/XsyTZsV+vtKos3ZVKH/c7LGtoaGho6hDPPfdczjjjjIwfP77xub322iuXX355Nt5448bn9t5771x00UXZdNNNkyRjxozJtGnTcs455zR1RAAAAICSUbpVFQAAAMAqqlkKnR49emTatGmpq6tL8uHFj6dPn54ePXostd1bb73V+Hjq1Knp3r17c0QEAAAAKBnNUuh06dIlffv2zbhx45Ik48aNS9++fRe7fk6SDBgwIHfccUfq6+sze/bsPPTQQ9ljjz2aIyIAAABAyWiWa+gkyauvvpqhQ4fmvffeS8eOHTNy5Misu+66OfbYY3PSSSdlk002SV1dXc4///w8/vjjSZJjjz02hxxySHPEAwAAACgZzVboAAAAALByuCgyAAAAQIlR6AAAAACUGIUOAAAAQIlR6AAAAACUGIXOKuj111/PIYcckj322COHHHJI3njjjWJHoojeeeedHHvssdljjz2y995758QTT8zs2bOLHYsW4uqrr84GG2yQl156qdhRKLIFCxZk2LBh2X333bP33nvn3HPPLXYkiuyPf/xj9ttvv+y7777ZZ5998sADDxQ7Es1s5MiR2XXXXZf694TvmquuZc0J3zVXbcv7e+I/fNf87yh0VkHDhg3LoEGDcv/992fQoEE577zzih2JIiorK8vgwYNz//335957783aa6+dH/7wh8WORQvw/PPP55lnnslaa61V7Ci0AJdffnnatGnT+HfFkCFDih2JImpoaMjpp5+eyy67LPfcc08uu+yynHHGGamvry92NJrRV77yldx+++1L/XvCd81V17LmhO+aq7bl/T2R+K65Mih0VjGzZs3KCy+8kIEDByZJBg4cmBdeeEFLvgrr1KlTtt1228bHm2++ed56660iJqIlWLhwYc4///wMHz682FFoAebNm5e77747Q4YMSVlZWZJkzTXXLHIqiq28vDxz585NksydOzfV1dUpL/fVclWy1VZbpUePHos957vmqm1Zc8J3zVXbsuZE4rvmylJZ7AA0r6lTp6Zbt26pqKhIklRUVKS6ujpTp05N586di5yOYquvr8/Pf/7z7LrrrsWOQpFdeeWV2WeffdKrV69iR6EFmDx5cjp16pSrr746EydOTIcOHTJkyJBstdVWxY5GkZSVlWXUqFE5/vjj0759+8ybNy/XX399sWPRAviuyYr4rsl/+K65cvjfKECjCy64IO3bt883vvGNYkehiJ5++uk899xzGTRoULGj0ELU1dVl8uTJ2WijjXLXXXfl1FNPzfe+973U1NQUOxpFsmjRolx33XW55ppr8sc//jE//elPc/LJJ2fevHnFjga0YL5rkviuuTIpdFYxPXr0yLRp01JXV5fkwy/p06dPX+YyOFYtI0eOzL///e+MGjXKkvlV3JNPPplXX301X/nKV7Lrrrvm7bffzre+9a089thjxY5GkfTo0SOVlZWNp1BsttlmWWONNfL6668XORnF8uKLL2b69OnZcsstkyRbbrll2rVrl1dffbXIySg23zVZHt81+Q/fNVcef5JWMV26dEnfvn0zbty4JMm4cePSt29fS2BXcT/+8Y/z3HPPZfTo0WndunWx41Bkxx13XB577LH84Q9/yB/+8Id07949N9xwQ/r371/saBRJ586ds+222+bxxx9P8uEdbGbNmpXPfe5zRU5GsXTv3j1vv/12XnvttSTJq6++mlmzZqV3795FTkax+a7JsviuyUf5rrnylDU0NDQUOwTN69VXX83QoUPz3nvvpWPHjhk5cmTWXXfdYseiSF5++eUMHDgwffr0Sdu2bZMkvXr1yujRo4ucjJZi1113zbXXXpsvfOELxY5CEU2ePDlnnXVW5syZk8rKypx88snZeeedix2LIvrtb3+bMWPGNF4o+6STTspuu+1W5FQ0pwsvvDAPPPBAZs6cmTXWWCOdOnXK+PHjfddchS1rTowaNcp3zVXY8v6e+CjfNT89hQ4AAABAiXHKFQAAAECJUegAAAAAlBiFDgAAAECJUegAAAAAlBiFDgAAAECJUegAAAXp169fJk+e/F8d49prr83ZZ5+9UvJssMEG+fe//71SjrUqeeutt9KvX7/U1dV9qv133XXX/PnPf17JqQCAT6qy2AEAgOLYddddM3PmzFRUVKRdu3bZaaedcu6556ZDhw7L3P7pp5/+r8f8zne+818fgxX75je/mX322ScHHXTQMl/v2bPnSvldAgDFZYUOAKzCrr322jz99NP5zW9+k+eeey4//elPl9pm0aJFRUgGAMCKKHQAgHTr1i077rhjXn755SQfns50++23Z/fdd8/uu+/e+Nx/TnEaOnRoRowYkeOOOy79+vXLQQcdlEmTJjUe7+WXX87RRx+dbbbZJttvv32uvfbaJMlVV12VU089NUny5ptvZoMNNsgvf/nL9O/fP/37988NN9zQeIxnn302hxxySLbaaqv0798/559/fhYuXFjQ+5kzZ07OPPPM9O/fP1tvvXWOP/74xtd+9atf5atf/Wq22WabfOc738m0adMaX/vo++7Xr19GjRqVSZMm5dBDD80WW2yRIUOGNGaYOHFidtppp1x77bXZdttts+uuu+a3v/1t47Hmzp2b008/Pdttt1122WWXXHPNNamvr0+S3HXXXTnssMMycuTIbL311tl1113zpz/9abF9zzrrrPTv3z877rhjrrjiisZTpFa07xVXXJGnnnoq559/fvr165fzzz9/qc/mP5/7f4q6b37zmxk1alQOPfTQ9OvXL8ccc0xmz57duP3dd9+dXXbZJdtuu+1ShV99fX2uv/767Lbbbtl2220zZMiQzJkzJ0kybNiwfO9732vc9vLLL8+RRx6ZhoaGgn6HAMCKKXQAgEydOjWPPPJI+vbt2/jcQw89lF/96leZMGHCMveZMGFCTjzxxDz55JPp3bt3rrjiiiRJTU1Njj766Oy444559NFH88ADD+RLX/rScseeOHFiHnjggdxwww0ZM2ZM4/VZysvLc+aZZ+aJJ57IL37xi/zlL3/J//zP/xT0fk4//fS8//77GT9+fP785z/nqKOOSpL85S9/yY9+9KOMGjUqjz32WNZaa618//vfX2zfxx57LHfddVd+9atfZezYsTn33HNz+eWX509/+lNefvnljB8/vnHbmTNn5p133smjjz6aSy+9NOedd15ee+21JMkFF1yQuXPn5qGHHsqtt96ae+65J3feeWfjvs8++2zWWWedPPHEExk8eHDOPvvsxrJj6NChqayszAMPPJC77747jz/+eO64446P3feUU07JVlttlfPOOy9PP/10zjvvvII+r3HjxuWSSy7JX/7yl9TW1ubGG29MkrzyyisZMWJELrvssjz66KOZM2dO3n777cb9br311jz00EO57bbb8uijj2b11VdvLJGGDh2al156KXfddVeeeuqp/PrXv87IkSNTVlZWUCYAYMUUOgCwCjvhhBOy1VZbZdCgQdl6660Xu8bNcccdl06dOqVt27bL3He33XbLpptumsrKyuyzzz558cUXkyQPP/xw1lxzzRxzzDFp06ZNqqqqstlmm60wQ/v27bPBBhvk61//esaNG5ck+eIXv5jNN988lZWV6dWrVw455JA8+eSTH/uepk+fnkceeSQjRozI6quvnlatWmWbbbZJktx777054IADsvHGG6d169b5/ve/n2eeeSZvvvlm4/6DBw9OVVVVPv/5z+cLX/hCdthhh6y99tpZbbXVstNOO+WFF15YbLwhQ4akdevW2WabbbLzzjvnd7/7Xerq6jJhwoT84Ac/SFVVVXr16pWjjz56sRU8PXv2zMEHH5yKiorsv//+mTFjRmbOnJmZM2fmT3/6U84666y0b98+Xbp0yVFHHbVYkbS8fT+tr3/961lnnXXStm3bDBgwoPF3ed999+XLX/5ytt5667Ru3TpDhgxJefn/fX38xS9+kVNOOSXdu3dP69atc+KJJ+b+++/PokWL0q5du1x22WW59NJLc9ppp+Xcc89N9+7dP3VGAGBxLooMAKuw0aNHZ/vtt1/maz169FjhvmuuuWbjz23bts38+fOTfLjap3fv3gVn+Og4a621Vl566aUkyeuvv55LL700zz33XN5///3U1dVl4403/tjjvf3221l99dWz+uqrL/Xa9OnTFztGhw4d0qlTp0ybNi29evVa6n21adNmqccfLU46duyY9u3bNz7u2bNnpk+fnnfeeSe1tbXp2bPnYq999PSujx63Xbt2SZL58+fn3XffzaJFi9K/f//G1+vr6xf7nJa376fVtWvXxY73n2NNnz59sRKmffv26dSpU+Pjt956KyeccMJiJU95eXlmzZqVbt26ZbPNNkuvXr0ye/bs7Lnnnp86HwCwNIUOALBMn/bUmB49eiz3NK1lmTp1atZbb70kHxYE1dXVSZLhw4dno402yo9+9KNUVVXl5ptvzv333/+xx+vevXvefffdvPfee+nYseNir1VXV2fKlCmNj+fPn585c+akW7duBef9qPfeey/z589vLHWmTp2az3/+81ljjTXSqlWrvPXWW1l//fUbXytknP+sdnniiSdSWVncr2rV1dV59dVXGx+///77jdfIST7MevHFF2fLLbdc5v633357amtrU11dnbFjx+bb3/52U0cGgFWGU64AgJXqy1/+cmbMmJGbb745CxcuTE1NTf7+978vd/trrrkm77//fl5++eXcdddd2WuvvZIk8+bNS4cOHdKhQ4e8+uqr+fnPf17Q+NXV1dlpp50yYsSIvPvuu6mtrW08VWvgwIG566678uKLL2bhwoX58Y9/nE033bRxdc6ncdVVV2XhwoV56qmn8vDDD2fAgAGpqKjIgAEDcsUVV6SmpiZTpkzJTTfdlH322aeg/DvssEMuvfTS1NTUpL6+PpMmTcpf//rXgvKsueaamTx58qd+Px+1xx575OGHH85TTz2VhQsX5ic/+UnjhZ2T5LDDDsuoUaMaS7LZs2fnoYceSvLhCqtRo0bl8ssvz2WXXZaxY8c2nsoFAPz3FDoAwEpVVVWVG2+8MX/84x+zww47ZI899sjEiROXu/0222yTr371qznqqKNyzDHHNJ5qdMYZZ2TcuHHZYostcu655zYWPYW47LLLUllZmT333DPbb799fvaznyVJtt9++wwZMiTf+9730r9//0yePLnxYs6fxpprrpmOHTtmxx13zKmnnprhw4c3rjY699xz065du+y2224ZNGhQBg4cmAMOOKDg/LW1tdlrr72y9dZb56STTsqMGTMK2veII47I/fffn6233joXXnjhp35vSfL5z38+5513Xk499dTsuOOO6dix42KnYB1xxBHZddddc8wxx6Rfv345+OCD8+yzz2bRokU57bTTcuyxx2bDDTdMnz59csopp+T0008v+E5lAMCKlTW4dyQAUARvvvlmvvKVr+T5558v+qlFn8bEiRNz2mmn5ZFHHil2FABgFWSFDgAAAECJUegAAAAAlBinXAEAAACUGCt0AAAAAEqMQgcAAACgxCh0AAAAAEqMQgcAAACgxCh0AAAAAEqMQgcAAACgxPw/vPKOXK9XR/YAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ymBSNIxDsIhQ"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}