Partial-Dependent-Plots-PDPs-Individual-Conditional-Expectation-ICE-Plots.ipynb

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        "id": "c_aLUmNSTknE"
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      "source": [
        "#Importing Required Libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib\n",
        "import seaborn\n",
        "from sklearn.model_selection  import train_test_split\n",
        "from sklearn.metrics import mean_squared_error, r2_score, accuracy_score"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pdpbox scikit-learn==0.23.1 xgboost==1.3.3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "O5exNV4ub3xM",
        "outputId": "9bd1d4b4-daa4-46da-db7f-1a73f462409f"
      },
      "execution_count": 15,
      "outputs": [
        {
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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting pdpbox\n",
            "  Downloading PDPbox-0.2.1.tar.gz (34.0 MB)\n",
            "\u001b[K     |████████████████████████████████| 34.0 MB 122 kB/s \n",
            "\u001b[?25hCollecting scikit-learn==0.23.1\n",
            "  Downloading scikit_learn-0.23.1-cp37-cp37m-manylinux1_x86_64.whl (6.8 MB)\n",
            "\u001b[K     |████████████████████████████████| 6.8 MB 42.7 MB/s \n",
            "\u001b[?25hCollecting xgboost==1.3.3\n",
            "  Downloading xgboost-1.3.3-py3-none-manylinux2010_x86_64.whl (157.5 MB)\n",
            "\u001b[K     |████████████████████████████████| 157.5 MB 58 kB/s \n",
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            "Collecting matplotlib==3.1.1\n",
            "  Downloading matplotlib-3.1.1-cp37-cp37m-manylinux1_x86_64.whl (13.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 13.1 MB 41.1 MB/s \n",
            "\u001b[?25hCollecting sklearn\n",
            "  Downloading sklearn-0.0.post1.tar.gz (3.6 kB)\n",
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            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->pdpbox) (2022.5)\n",
            "Building wheels for collected packages: pdpbox, sklearn\n",
            "  Building wheel for pdpbox (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pdpbox: filename=PDPbox-0.2.1-py3-none-any.whl size=35758224 sha256=2f1d30defc962046e44485e8c6676bc276aca24ddf986e0e647f86ec21082821\n",
            "  Stored in directory: /root/.cache/pip/wheels/f4/d0/1a/b80035625c53131f52906a6fc4dd690d8efd2bf8af6a4015eb\n",
            "  Building wheel for sklearn (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sklearn: filename=sklearn-0.0.post1-py3-none-any.whl size=2344 sha256=05f816d6fae9eb3bf70d291d30967ddab68473348a6d7af6a9c433070b0598ef\n",
            "  Stored in directory: /root/.cache/pip/wheels/42/56/cc/4a8bf86613aafd5b7f1b310477667c1fca5c51c3ae4124a003\n",
            "Successfully built pdpbox sklearn\n",
            "Installing collected packages: sklearn, matplotlib, xgboost, scikit-learn, pdpbox\n",
            "  Attempting uninstall: matplotlib\n",
            "    Found existing installation: matplotlib 3.2.2\n",
            "    Uninstalling matplotlib-3.2.2:\n",
            "      Successfully uninstalled matplotlib-3.2.2\n",
            "  Attempting uninstall: xgboost\n",
            "    Found existing installation: xgboost 0.90\n",
            "    Uninstalling xgboost-0.90:\n",
            "      Successfully uninstalled xgboost-0.90\n",
            "  Attempting uninstall: scikit-learn\n",
            "    Found existing installation: scikit-learn 1.0.2\n",
            "    Uninstalling scikit-learn-1.0.2:\n",
            "      Successfully uninstalled scikit-learn-1.0.2\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "yellowbrick 1.5 requires scikit-learn>=1.0.0, but you have scikit-learn 0.23.1 which is incompatible.\n",
            "imbalanced-learn 0.8.1 requires scikit-learn>=0.24, but you have scikit-learn 0.23.1 which is incompatible.\u001b[0m\n",
            "Successfully installed matplotlib-3.1.1 pdpbox-0.2.1 scikit-learn-0.23.1 sklearn-0.0.post1 xgboost-1.3.3\n"
          ]
        },
        {
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      "cell_type": "code",
      "source": [
        "!pip install lime"
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        },
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        "outputId": "be102380-c691-404e-ce4d-52d169115a52"
      },
      "execution_count": 17,
      "outputs": [
        {
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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting lime\n",
            "  Downloading lime-0.2.0.1.tar.gz (275 kB)\n",
            "\u001b[K     |████████████████████████████████| 275 kB 7.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from lime) (3.1.1)\n",
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            "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime) (1.3.0)\n",
            "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,>=4.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime) (7.1.2)\n",
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            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.18->lime) (1.2.0)\n",
            "Building wheels for collected packages: lime\n",
            "  Building wheel for lime (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for lime: filename=lime-0.2.0.1-py3-none-any.whl size=283857 sha256=b1cd35acbbdf99280e3ac90692c80bce8103f756bc035c0bf98777ed3ad212b9\n",
            "  Stored in directory: /root/.cache/pip/wheels/ca/cb/e5/ac701e12d365a08917bf4c6171c0961bc880a8181359c66aa7\n",
            "Successfully built lime\n",
            "Installing collected packages: lime\n",
            "Successfully installed lime-0.2.0.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "path = '/content/ToyotaCorolla.csv'"
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      "metadata": {
        "id": "FmyD0U1qT1uW"
      },
      "execution_count": 2,
      "outputs": []
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      "source": [
        "df = pd.read_csv(path)"
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      "metadata": {
        "id": "9ojTvHCUT34p"
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      "execution_count": 3,
      "outputs": []
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      "execution_count": 4,
      "outputs": [
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          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1436 entries, 0 to 1435\n",
            "Data columns (total 37 columns):\n",
            " #   Column            Non-Null Count  Dtype \n",
            "---  ------            --------------  ----- \n",
            " 0   Id                1436 non-null   int64 \n",
            " 1   Model             1436 non-null   object\n",
            " 2   Price             1436 non-null   int64 \n",
            " 3   Age_08_04         1436 non-null   int64 \n",
            " 4   Mfg_Month         1436 non-null   int64 \n",
            " 5   Mfg_Year          1436 non-null   int64 \n",
            " 6   KM                1436 non-null   int64 \n",
            " 7   Fuel_Type         1436 non-null   object\n",
            " 8   HP                1436 non-null   int64 \n",
            " 9   Met_Color         1436 non-null   int64 \n",
            " 10  Automatic         1436 non-null   int64 \n",
            " 11  cc                1436 non-null   int64 \n",
            " 12  Doors             1436 non-null   int64 \n",
            " 13  Cylinders         1436 non-null   int64 \n",
            " 14  Gears             1436 non-null   int64 \n",
            " 15  Quarterly_Tax     1436 non-null   int64 \n",
            " 16  Weight            1436 non-null   int64 \n",
            " 17  Mfr_Guarantee     1436 non-null   int64 \n",
            " 18  BOVAG_Guarantee   1436 non-null   int64 \n",
            " 19  Guarantee_Period  1436 non-null   int64 \n",
            " 20  ABS               1436 non-null   int64 \n",
            " 21  Airbag_1          1436 non-null   int64 \n",
            " 22  Airbag_2          1436 non-null   int64 \n",
            " 23  Airco             1436 non-null   int64 \n",
            " 24  Automatic_airco   1436 non-null   int64 \n",
            " 25  Boardcomputer     1436 non-null   int64 \n",
            " 26  CD_Player         1436 non-null   int64 \n",
            " 27  Central_Lock      1436 non-null   int64 \n",
            " 28  Powered_Windows   1436 non-null   int64 \n",
            " 29  Power_Steering    1436 non-null   int64 \n",
            " 30  Radio             1436 non-null   int64 \n",
            " 31  Mistlamps         1436 non-null   int64 \n",
            " 32  Sport_Model       1436 non-null   int64 \n",
            " 33  Backseat_Divider  1436 non-null   int64 \n",
            " 34  Metallic_Rim      1436 non-null   int64 \n",
            " 35  Radio_cassette    1436 non-null   int64 \n",
            " 36  Tow_Bar           1436 non-null   int64 \n",
            "dtypes: int64(35), object(2)\n",
            "memory usage: 415.2+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_x = df[['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']]\n",
        "df_y = df[['Price']]"
      ],
      "metadata": {
        "id": "Ljp00wPWbFlh"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_val, Y_train, Y_val = train_test_split(df_x, df_y, test_size = 0.3, random_state = 5)"
      ],
      "metadata": {
        "id": "WffJRvTYbUv_"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn import linear_model\n",
        "\n",
        "# Model\n",
        "reg_model = linear_model.LinearRegression()\n",
        "reg_model.fit(X_train,Y_train)\n",
        "\n",
        "# Predict\n",
        "Y_val_predict = reg_model.predict(X_val)\n",
        "\n",
        "# Evaluate\n",
        "error_val = np.sqrt(mean_squared_error(Y_val_predict, Y_val))\n",
        "print('Validation Root Mean Squared Error (Linear regression): ' + str(error_val))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b8UHj6S7bk4J",
        "outputId": "37cf5b88-19fa-4090-9567-4d78714d04df"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Validation Root Mean Squared Error (Linear regression): 1618.822601905907\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from xgboost import XGBRegressor\n",
        "\n",
        "gbr_model = XGBRegressor()\n",
        "gbr_model.fit(X_train, Y_train)\n",
        "\n",
        "# Predict\n",
        "Y_val_predict = gbr_model.predict(X_val)\n",
        "\n",
        "# Evaluate\n",
        "error_val = np.sqrt(mean_squared_error(Y_val_predict, Y_val))\n",
        "print('Validation Root Mean Squared Error (Gradient Boosting): ' + str(error_val))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8MEPHQZNbmtm",
        "outputId": "51cda8e8-dd39-4b39-b443-a93bcee587b7"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[18:53:25] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n",
            "Validation Root Mean Squared Error (Gradient Boosting): 1046.352315958757\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Partial Dependence Plots**"
      ],
      "metadata": {
        "id": "BummpVnHdiLC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pdpbox import pdp\n",
        "def plot_pdp(model, df, feature, cluster_flag=False, nb_clusters=None, lines_flag=False):\n",
        "    \n",
        "    # Create the data that we will plot\n",
        "    pdp_goals = pdp.pdp_isolate(model=model, dataset=df, model_features=df.columns.tolist(), feature=feature)\n",
        "\n",
        "    # plot it\n",
        "    pdp.pdp_plot(pdp_goals, feature, cluster=cluster_flag, n_cluster_centers=nb_clusters, plot_lines=lines_flag)"
      ],
      "metadata": {
        "id": "96kozO6BboOa"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Linear Regression Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"Age_08_04\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "print('You selected', selected_predictor)\n",
        "plot_pdp(reg_model, X_train, selected_predictor)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "t6rYUEOohfNK",
        "outputId": "027400fd-4ba3-4345-97c4-7c9938c7a3b9"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected Age_08_04\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Gradient Boosting Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"Age_08_04\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "print('You selected', selected_predictor)\n",
        "plot_pdp(gbr_model, X_train, selected_predictor)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "RUwVS8YEhkjY",
        "outputId": "3667fd56-7127-47af-da28-b9fc292ebb7b"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected Age_08_04\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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vThga6gLwT7obMVWGYbim+JIFAA7EOgm0k2nELBEcAvAfUNXgIxiGUQTgYQDfBlAAYAuAP8xq64iIiIhoTkroiqDlxwC+YhjGL3w+X1fkE4ZhLASwH4Db5/MFrcdeBPBbn893h2EYNwC4CcBrAD4HoAPAdQCWA/gugFQA/+bz+X4TcdoiwzCeBXAGgDcBfDZcgTEMowrAzwCcAqAVwLd9Pt8D1nN3AxiESug+AuAyAEdUjAzDmA/gdqjqXweAH/p8vl8ZhnEjVNXHbRhGH4D/9vl8vnGv3QBgqc/nu26ie7fuuxbARwEcD+BVANf6fL62CY5dBOBuACcD2AxgJ4A8n893nWEY66z4VURc+wCsCphhGEkAvmLFNQ+ACWC9z+frwAQMw/gKgH8BIAH8O4BfwRraOVHMDMO4DhHDcw3D+DcAt1qvn3TIrhWDVwF4AVQBeAHA58JtMwzjUgDfB1AO4G0At/h8vh0T3OMGAKsADAH4BIB6ANf7fL4thmHcC1Wde8IwjBCA7wD4XwB3ALgA6hcXuwFc7PP5WiZrLwD4fL6HreuvBVAx7ukrAGzz+XwPWsdsANBmGEaVz+erO9a5iYiIiChxOaEiuAXAiwC+PM3Xnw7gXQCFAH4P4H4ApwJYCpUU/twwjMhhk38HlSQWQSULvwMAwzAyATxrnaMEwNUAfmEYxqqI114L4HsAsgG8PEFb7gfQALWp+FUA/tMwjI/6fL47AawH8KrP58sanwROwbVQCW8JgBQcPWa/B/CGdY/fBXD9FK7xD1DzGD8CdR+dUEnsBxiGcT5UEvcxqHivO0qbJ4yZ9fovQw2ZXWad51g+C+DzAMoABKGSNBiGsRzAfQD+GUAxgE1QyVzKUc5zKVR/5QF4HMDPAcDn830GKjG8xOqrH0HFLxeAB+p9th4qwYVhGF8zDOPJKNo9kdUA3gn/w6oW77UeJyIiIiIHc0JFEFCVpFcMw/jpNF673+fz3QUAhmH8AcA3AXzH5/MNA3jGMIwRqCTlbev4P/l8vpes478JoNswDA+AD0MN3bzLOu4twzAeAvBJAIb12GM+n+8V6+uhyEZY5zgTwEU+n28IwNuGYdwBlbg8P437mshdPp9vl3W9B6CSmSNYC8ecCuBjVgxeMgzjiSlcYz2AL/l8vgbrfBsA1BuG8ZlwVTbCp6w2bYs49u/GHXNEzAzDiHwu/PqtEa+/5hjtuzfi+G9Dxfl6AJ+G6ttnref+C2rI8YehftEw3ss+n2+Tdey9UAnk0QSgEsClPp/vXagkGwDg8/l+cIz2TiYLqvIcqRsqaSYiIiIiB3NCRRDWD/ZPAvjaNF4eOTxv0Drf+MciK4L+iOv2QQ3hnA81fPF0wzC6wn+gkpp5E712AvMBdPh8vt6Ixw5CDVOMleaIrwcw8QIx8wF0jpuLOJXFRxYAeCQiBjsAhACUHuVakTGZKD7Hilnk89G0c/zxbqjK5/zI1/t8vlHr2KPFf3ws0wzDONovXu4F8GcA9xuGccgwjB8ZhuGOoq3H0gcgZ9xjOQB6JziWiIiIiBzEKRVBAPBBzdn774jHwslMBoAe6+vIxGw6POEvrCGjBVALevgB/MXn8507yWvlJM8dAlBgGEZ2RDJYCaAxynb1Q91n2HTvswlAvmEYmRHJYCXG2n7EdawFXIojXu8H8PmIKt6xrhU5780zwTGTxaxp3Gsqo7jm+OMDANqg4n9c+Alruw4Poo9/pCPa7PP5AlBVYcOaj7kJat7lndM4d6RtiBi2aw1PXmI9TkREREQO5phE0Fpc5A8A/hHAe9ZjrYZhNAK4zjCMjVA/NC+Z4aUuNAzjLKgFZr4LYLPP5/Nb87x+YBjGZ6DmjgHAiQD6wguOHKP9fsMw/grg+4ZhfBlqwZob8cGhkkfzNoCvWkM7uwF8fUp3NdaOg4ZhbIFKWr4B4DQAl0DNgwOAXVDVr4sAPAPgG1CL6oTdDuB7hmFcb52rGMCHfT7fYxNc7gEAv7aGVh6EWv1yKh4AcJdhGPcAOAD1y4BjuS7i+O8A+KPP5wtZQ2W/Zm3H8BLUsNBhAH+dYpsAVWVeHP6HYRjnQCWb26F+IREAMBrNiawqYzLUIjMuwzDSAAStYbaPAPixYRhXAvgT1BDpd7lQDBERERE5YmhohO8AyBz32E0A/g1AO9QiGtP5wT7S76ESjg6o1UGvAwCrince1CIxh6CGDv4QRyZJx3INgIXW6x9Rp41uLzprbtsfoBa+eQNqqOx0XQu1iE4H1L3eE3GdbgBfhFoFsxGqQtgQ8dqfQiWNzxiG0Qu16ujpR2nzU1CLtbwAYI91LKASsGOyXv8TqDmUexDdXMp7oVZEbQaQBvWLA/h8vp1QffkzqKTtEqgFX0aiacs43wfwLWt47JehqrN/hEoCdwD4i9UOGIbxDcMwnprkXN+CGp78Nat9g9Zj8Pl8rQCuhFpMpxMqzldPo71ERERElGCElJONrCM6tvFbU8TxOisBbAWQOsHCMrE4/4uwtg6J9bmJiIiIiOYSxwwNJXsyDOMTUHPmMqAqqE/EIwkkIiIiInISpw0NJfupAXAYav+7EIBb9DaHiIiIiMj+ODSUiIiIiIjIYVgRJCIiIiIichgmgkRERERERA7DRJCIiIiIiMhhmAgSERERERE5DBNBIiIiIiIih2EiSERERERE5DBMBImIiIiIiByGiSAREREREZHDMBEkIiIiIiJyGCaCREREREREDsNEkIiIiIiIyGGYCBIRERERETkME0EiIiIiIiKHYSJIRERERETkMEwEiYiIiIiIHIaJIBERERERkcMwESQiIiIiInIYJoJEREREREQOw0SQiIiIiIjIYZgIEhEREREROQwTQSIiIiIiIodhIkhEREREROQwTASJiIiIiIgchokgERERERGRwzARJCIiIiIichgmgkRERERERA7DRJCIiIiIiMhhmAgSERERERE5DBNBIiIiIiIih2EiSERERERE5DBMBImIiIiIiByGiSAREREREZHDMBEkIiIiIiJyGCaCREREREREDsNEkIiIiIiIyGGYCBIRERERETkME0EiIiIiIiKHYSJIRERERETkMEwEiYiIiIiIHIaJIBERERERkcMwESQiIiIiInIYJoJEREREREQOw0SQiIiIiIjIYZgIEhEREREROQwTQSIiIiIiIodhIkhEREREROQwTASJiIiIiIgchokgERERERGRwzARJCIiIiIichgmgkRERERERA7DRJCIiIiIiMhhmAgSERERERE5DBNBIiIiIiIih2EiSERERERE5DBMBImIiIiIiByGiSAREREREZHDMBEkIiIiIiJyGCaCREREREREDpOsuwFT4fV6zwfwUwAuAHeYpvkDzU0iIiIiIiKyHSGl1N2GqHi9XheAXQDOBdAA4HUA15imuV1rw4iIiIiIiGzGTkNDTwOwxzTNfaZpjgC4H8BlmttERERERERkO3ZKBMsB+CP+3WA9RkRERERERFNgqzmCx3LXXXfdDOBmAOjq6vrdrbfeuglAE4BCACkADgJYAKAHQBBAAYBGAKVQSXEjAA+ALuuUeVDJZzmAUQAt1tcdULHLiTjniHVMGoA26++s8PNlF11zn3Aln3Szqx01ro7323xdwBOUQPLv3GM57m9C+Z0/CxW+97x736k5YjQdAPpGsbPq6a3Vb350+c9L0lI+FT72jfbexQOh0Y9Xl+TeFn6sayT4jysf37Kp6aoz9oQfGwyGnln86Oufrbt07X25KcnnhB8v++Pm7Gc/dty/rMnL/E7E66/88TZ/6/dOWvRS+LH+YOiepY++/o19l5/65/Rk12oACI7Kw56H/7Z88/kn/seCrLQvhY89NDD84ZcOd5ddvbDkofBjvYHgD5Y/tuV2/xWnv5acJEoAYCQ0+t6CR147552LT/4F74n3xHuKyT1d8c7FJ38vwe7JNv30sL99+ZdWzL87ke7JTv20+7JTn8tyu6oS6Z4SsZ94T7ynRL2nHd0Dd3z02Xf/AfHNNdoBlGGCXAPAkHXeeQBaAWQCyJBS7sRR2GmO4IcAbDBN8+PWv78OAKZpfl9rwyIIIUqllC0TPVd+2Wf/E8A/AcgAMADgJxd/+RvfGeztzdz/xmuLB3u6jw8MD60MDA4tHhkaLA8OD5cHRoZLIaU74jQBl9t9yJXsrne5k/e53Cl7k1NSdmXmF+xedsaZB7MKCocBBAAENlZXjcb9hueYyeJP8cf468c+0Ivx14vx1499oBfjr5cd42+niuDrAJZ5vd5FUNn01QCu1dukKfl3ABKAF4AJwLexuioIYBgXntoBYAsA1NTWJUMlixnBkZG85j27lne3NK/o7+woH+rrLR8ZHJwfHB6qGBkaPB1SpgBAV9MhNG7fGnC5U5rdqamH3OnpjSc8kOFPy87el1syb1/5qjX7UtLT+wG8nyhiLGEMznokiIiIiIhIK9tUBAHA6/VeCOAnUNtH/No0ze9pbtIRhBArJiu/TldNbV0SgHSoBDEHQH4oGMxvPbCvpKPRX97X3l422NNdMjIwUBYcGfGEgoEKqHJxWNDldjclp6Y2paSlN6ZlZR3KzC9ozCsrP1S6ZFmLOzV1AMDguD8BqJJ2ZNI4p6uM8Yo/RYfx1499oBfjrxfjrx/7QC/GXy87xt9WieBcJ4TIkFIOzMa1amrrBFSylw41PrgAQD6AlNHRUbTu31vYenB/cW9ra+lQX29ZYHioMjQS8IRCQQ+kPCJJTEpOPpScktKQkpZ+KC0r+1BmQWFL/vzyxtIlyw67U1Mjk78RqPHHQxhLGOdMlXE2408fxPjrxz7Qi/HXi/HXj32gF+Ovlx3jz0QwhoQQy6SUu3W2oaa2LgWqcpgOlRgWQE0WBQCMjo4Gm3fvzGrdv7e4v7Ozcnig3xMYHvKEAgFPKBj0QMr0iNMFk1zJh1xud707NbUhJSPDn5lfcKig3NM0v2plmzs1LQljK89KACLi68hkMbLKeESlMZZVxrkQfydj/PVjH+jF+OvF+OvHPtCL8dfLjvFnIhhDQoglUsq9utsxXk1tnQvWvEOooaUFAHKhkjgJIARgeDQUGmraVVfQdnC/p7+r0zPc318ZGB6qsJLEyqMkif7k1BR/anqGPz0n159XNr++YtWa5tTMLEDNQY38M5GYVRnnavydgvHXj32gF+OvF+OvH/tAL8ZfLzvGn4lgDAkhsqSUfbrbEQ1r3mEaVHKYDVU9zAcQXqU0XNUbAhAcDYXQvHtnYevB/Z7+zk7PcH9fZWB42BMKjIQriRkRpw8muVxNKklMrU9Jz2jIyMmtz5s331+xek1TamZWZFKXhA8mjBPtb3nMKuPz3/23lI9++8ddc30uY6Ky0/s/UbEP9GL89WL89WMf6MX462XH+DMRjCE7ThKNZM07TIUaVpoJVTkssB4TUMlYuII3En7dWJJ4wNPf2VExPNBXGRwa9gRVklg5LkkMvZ8kpqTWp6Rn+NNzc/15pWV+z5rjDo1LEscbnzAeUWXc8cSDFSsv+WQDjqwyDlh/z5m5jInK7u//RMA+0Ivx14vx1499oBfjr5cd489EMIaEEMVSylbd7Yi1mto6N8bmHeZBJYfZEYcEMZZsHfGGGg2F0LxnV0Hbwf2evo4Oz/BAvyc4NFQZHKskZkYcHpkk+lPSM+rTc3IackvL/BWr1zSmZ+dMmrgdqDXzFlZ7uxC7KuP78xlZZTy2RH3/2wn7QC/GXy/GXz/2gV6Mv152jD8TwRgSQpRJKZt0t2M2WPMOw1taZEMlh3lQW3tIAKNQieEQ1BzEDxgNhdCyd3d+64H9nv7O9srh/v6KwJFJYlbk4Ucmien16Tm5/sgkcc+zTxYtPffitineyqRVxgisMh6Dk97/cxX7QC/GXy/GXz/2gV6Mv152jD8TwRiyY0k4liK2tMiA2tIiPO8w1ToknByGE6ijGg2FcHj/3rzD+/ZW9nd2eIb7+zyB4SFPcCTgCQUDlRMliZCyLTUre3dKenp9enaOP3demb985erGjNy8Sa8VJZf1h1XGo3D6+38uYB/oxfjrxfjrxz7Qi/HXy47xZyIYQ0KINCnlkO52zDU1tXXheYcZGKscZmJs3mEAYxW2YxoNhdB6YDCVoxcAACAASURBVF/e4X17PX2d7Z7hvr7KwPBQRXB4ZIG1T+L4JLHZlez2J6em+lPS0/3p2Tn1OaXz/BWr1sQqSRxvqlXGyIRxBDatMvL9rx/7QC/GXy/GXz/2gV6Mv152jD8TwRiy428CdKmprUvGxPMOhfUnct5hVJWzt+795YITrr3xYOuBfXmH9++t6OtoV1tgDA15giMjntFgoFJKGTm3UY4liSn17rT0hvSc3PrcklJ/+crVjZn5BSNHvVhsxLLKGAAQ1Fll5PtfP/aBXoy/Xoy/fuwDvRh/vewYfyaCMSSEWCSl3K+7HXZlbWkROe8wPLQ0GWOL0Ly/pcX412996Lfz11x53aHJrnF4357cw/v2eno72jzD/f2eiCTRI6XMjThUJrlcLa5kd31ySorfrSqJ/pySUn/FqjUNs5Akjjfnq4x8/+vHPtCL8deL8dePfaAX46+XHePPRDCGhBA5Usoe3e1IJBFbWmRADSfNh6oeplmHSFjzDlu2vuUuXXNS/3Sv1XpgX07L3j2evvY2z1B/nycwNFQZCox4QoEPJokiydWS7Hb7XSkpfmtOYkNOSWl9+crVjVkFhVENcY2TcIUxstI4vsoooKqsg/hg0jjtKiPf//qxD/Ri/PVi/PVjH+jF+Otlx/gzEYwhO5aE7aqmti4FY9XDfAB5O554cOXKSz7ZaB0SOe9wxm/y95PEjjbPUF9fxViSGPRIOZoXeaxIcrW43Mnvr26alpXtzy0p9c+vWtWYXVQ8l8aOz6TKOAxr0Zvwn1+evXIJ3/968XuQXoy/Xoy/fuwDvRh/vewYfyaCMSSEKJRStutuh1PllFUUX/PAc0NQCWIuVOUwB6oiJqC2sQgnhxNuaTEdbQf3Zzfv3e3pa2/3DPX1egLDQ57QyIgnFAxWytFJksS0dH9adrY/p6TEX161umGOJYmRoqkyonnrW1nz1px0GB+sNM6puYyJjN+D9GL89WL89WMf6MX462XH+DMRjCEhRLmUsvHYR1I8TBR/a2hpuHKYhbFVS93WIeGhpRPOO5yptvqDWS17dnl629s8w/19lSNDgxWhkZHKUDDokaOj+Ue0Pynp8Pv7JKal+dOyc+pzikv85SvndJL4vl1PPVq8/ILLOxHDKqNdVkydK/g9SC/GXy/GXz/2gV6Mv152jD8TwRiyY0k4kUwl/taWFuF5h+FVSzMwNox0SltaTEdb/cGslr27K3rbWiuH1ZxET3Bk2GMliQWRx4qkpFaVJFqrm2Zn12cXlfjLq1b5c0pK50SS+Na9v1xw0mduPhjl4ZHVxfDXR1sxNZwossp4DPwepBfjrxfjrx/7QC/GXy87xp+JYAzZcf+QRDLT+NfU1rkxVj3Mg5p7mI2xBCWm8w4n095Qn9WyZ1dFb1ubGm46NFQZHBmpCAUDlRMkiW0ut7s+2W2tbpqV7c8uKvaXVa3055WWDcaznZG6G+pTcisqY72aqsAHt9iYapUxgIhKYyJXGfk9SC/GXy/GXz/2gV6Mv152jD8TwRiy428CEkk84m9taRHe7zAHqnKYC5WchFffDG9pEbN5h5PpaGzIbN6zs6K3tTUySfSEggGPHB0tjDxWJCW1uZLdfmsLjPq0rKyGnKKS+nnLqxryy+YPxLJdU6wIxkO0VcZwn42vNNq+ysjvQXox/nox/vqxD/Ri/PWyY/yZCMaQEGKBlFLnD8KONlvxt+YdpmFsaGkBVPUwJeKw8LzDQLzbE6mz6VBG064dnt62Vs9Qb294n8TKUDBQIUdHiyKPtZLEBjXcNM2flpXtzy4u9pctX+mfTpK4/dH75626/Orm2N1N3ExWZRQ4stprqyojvwfpxfjrxfjrxz7Qi/HXy47xZyIYQ0KIXCllt+52OJXu+FtbWmRgbGhpAVSiGBbEWPVw1nW1NKU31akkcbCv1xMYHAwniZ4JksT29yuJKkmszy4qapi3rMpfUF4x4V6NTe9sySo7YW3f7NzNrBmfMLowsypjYGN1Vdy+6er+DDgd468X468f+0Avxl8vO8afiWAM2bEknEjmYvxrauuSceS8wzyooaVJUJWnEMaqh9qGIXa1NKU37ayr6G077Bns7a0MDA1WBEdGKkOBgEeOjhZHHiuSkjpcyWoLjHCSmFVY5O8/sAunfe6LdbruQbNo5zKOAjgIoGFjdVVMh+YCc/Mz4CSMv16Mv37sA70Yf73sGH8mgjEkhCiQUnbobodT2SX+1rzDdOtPNsa2tEjG2NDEcOVQ+5DDnsMtaYd27qjoaW2pHOrt9YwMDXqCIyOeUCBQOUGS2OlKTq53paT4U9LSG1Izs+qzC4v885av8BdWVCZatXA6kqD62gWgCSop7I5VldAun4FExfjrxfjrxz7Qi/HXy47xZyIYQ0IIj5TSr7sdTmXn+FvzDsNbWmRAJYcF1mNh4flqsV6Zc9p6DrekHdq1o6Ln8GFPb3PjSulyFwRHhiusJLEk8liRlNQVkST6UzOz/NmFRfWlS5f7iyoXODFJzIHq324AewG0zXRxGjt/BhIB468X468f+0Avxl8vO8afiWAM2bEknEgSMf7Wlhbh5DAXKjnMjjgkPO8w7ltaHMv4VUN721rTGuu2VfQcPlwx1NfrGRkcrAyODHtCgaBHjoZKI18rRFKXy53sd7lT/O60tPq0rKyGrMKi+nlLlvmLFizqnf27mVXpALKg+nEfgOaN1VXTSvYT8TNgJ4y/Xoy/fuwDvRh/vewYfyaCMWTH/UMSiVPiX1Nb58LYvMNcjM09dEElg6MYm3c4K1taAFPbR7Cvoz21cfvWip7Ww57B3h7PyOCgJzgyXBkKBCvkaGhe5LFWktjgclurm2Zm+bMKi/ylS5b6ixcu7onP3WjhhupPibF5hBMuzHM0TvkMzFWMv16Mv37sA70Yf73sGH8mgjFkx98EJBInx98aWhqed5gFoBAqqUjB2H6Hwxjb+iDmYrWPYF9He2rjjm3lPYdbPIO9PUesbjoaCpVC3Q8AQAjRnRS5umlmVn1WQWFD6dJl9TZOEsPzCJMBNAM4AKArmnmETv4MzAWMv16Mv37sA70Yf73sGH8mgjFkx7HBiYTx/6Ca2rrwvMN0jM07TLeeFhibdzg802vVPflgadXFn2yZ6Xkm09/ZkdK4Y1t5d0tzZUSS6LGSxHk4MknsSUp21yenpDS409L8qZmZ9VkFhf7SxUv9RQsWdSe5XPFsaqxkQ+1Z2QtgD9Q8wqNWefkZ0Ivx14vx1499oBfjr5cd489EMIbsuFpQImH8o2NtaTHRvMNwEhXCWHIY9eIl/tdezvGcdpa2Klx/Z0dKY932+d0tzZVDvT2ekcEBT3B4xBMKBionSBJ7VZLo9rvT0v2pmZn+rPxCf8niJf7ihYu75mCSmAbVR8MYm0f4geSdnwG9GH+9GH/92Ad6Mf562TH+TARjyI4l4UTC+E9fxJYWGVCrWeYByIcaniitP+F5hxNuaRGroaHxMNDd5W7YvrW8p6U5PCexMry6qZUkjm0SL0SfK5wkpqb5UzOz/FkFhfXFixb7SxYt0Z0kJkMl7wDgB+DfWF31/oqr/Azoxfjrxfjrxz7Qi/HXy47xZyIYQ0KIXCllt+52OBXjH1vWvMM0qAQxE2reYR7Ulgfh/Q7D8w5Hmt7ZklV2wlrbbQMx0N3ltoabVgz2dFdaC9d4QoGAZzQUKsMHksRkf3JKSr1KEjMbMvML64sXLvKXLlnWOYtJosDYPMJWAPsBdP7y7JU5/Azow+9BejH++rEP9GL89bJj/JkIxpAQYoGUck5WRJyA8Z8dNbV1KRibd5gPNbQ0c98LT5csPuf8VqjFaObElhYzNdjbk9ywbWt5d0uTZ7CnO2J100DFaCg0Hx9MEhuS3Sn1yWlp/rTMTH9mfoG/aMEif0G5p/vVP/x2/VBf36lpWVmvn3ntZ29PSc+I1YquWVB90Vv7XxuGq7+84a3J5hFS/PB7kF6Mv37sA70Yf73sGH8mgjFkx5JwImH89amprXM9uv7qEy6//f5GqKGlBVBDGMPz8kahksMhTGHe4Vw22NuT3Lh92/yu5kOVgz09FSODA5XjKomR5cEAVPVOABjOzC/43Tk3rv9FjJuUVvfkH1dWXXzVfqh5hE0bq6tstYy13fF7kF6Mv37sA70Yf73sGH8mgjFkx/1DEgnjr9f4+FvzDtOgqofZUNXDfKj98qKad2hXg709yYd2bC/rbD5UOdjT7elpafmclKOF4edFUlLbKZdecfW8pcu7Ynlday/HUYwl4eF5hL2xvA5NjN+D9GL89WMf6MX462XH+DMRjCE7/iYgkTD+ekUb/5raush5hwVQc93SMTbvcARjcw8Twgt33v73/Z0d10AlxiEASRBiMDO/4L7jvOf9tmjBopgkauMW7BFQCaEbQBvUPMKOaPYjpOnh9yC9GH/92Ad6Mf562TH+TARjSAhRLqVs1N0Op2L89ZpJ/Gtq69wYm3eYB5UgZkElMwI2n3c4MjjgeuX399QM9fWdlpaV9VrZipVP+999+6bhgf5zIURfdmHRb48794L7Csor+mdynV1PPVq8/ILLWyd4KjyPcABqP8LDG6urEqoKOxfwe5BejL9+7AO9GH+97Bh/JoIxJIQolFK2626HUzH+esU6/jW1dS6MbWmRjbHqYXiBFomxeYe2XBxlx0svLPO/907NyODAOiFEd3ZRyW9OvODiB3JKSqc1tKR+80u5lWecPdmKZalQcziDUPMID3EeYezwe5BejL9+7AO9GH+97Bj/uCWCXq/3xwAugRrmtRfA50zT7PJ6vQsB7AAQLp1uNk1zvfWaUwDcDfXD3yYA/2SapvR6vQUA/gBgIYADAD5lmmZnXBo+A3YsCScSxl+v2Yh/xJYWGVBVrvC8w1SMzTscgUoOA/FsSyxtff6ZVY3bt64PDA19WCQldeQUl/765Isvezgzv2BkKueZwl6OLqikWgBoBFC/sbqqZxpNpwj8HqQX468f+0Avxl8vO8Y/nongeQCeN00z6PV6fwgApml+1UoEnzRNc80Er3kNwD8C+BtUIvi/pmk+5fV6fwSgwzTNH3i93q8ByDdN86txafgMCCFypJT8YUoTxl8vnfGvqa1LxVj1MFw5zMTYvMMAxhammbPefWbTCYd27rglODy8ViQlHc6bV3bnyZd84rH07JyohnG2bH0rs3TNSVMZXho5j7ADqkrYsbG6KiFWdp1t/B6kF+OvH/tAL8ZfLzvGPzleJzZN85mIf24GcNVkx3u93jIAOaZpbrb+fQ+AywE8BeAyAOusQ38D4EUAcy4RhNpw21ZvgATD+OulLf4bq6vCi8t0ATgEADW1dcn44LzDQozNOwxibN7hnEh8jj/vwneOP+/C9W9tenxty55dt3Qeavz6C3fcdn1eWfmv1l52xaZj7T3YunNb7hQTQQkVM0AlzmsBDNXU1u2Gmkdom6rqHMHvQXox/vqxD/Ri/PWyXfzjlgiO83mooZ1hi7xe71tQwfqWaZq1AMoBNEQc02A9BgClpmk2WV83Ayid6CJ33XXXzQBuBoCurq7f3XrrrZsANEF1TAqAgwAWWNcNQv1g2GidL8n62oOxH4zyoJZfL4f6QbHF+roDKnY5EeccAZAvhEiBWqEvDWroWvj5Ieu88wC0Qv3QlRHx/ACAfgDF1j3mWecIP99nnaNolu+pHUCZTe5pmRAiKcHuyU79tEII0TpH72kIQEfhspVvA1hRsuqEUHHVmuTBjvZFlR/+SLBz/568wOCAu/KMs1v21z6Xl55f0OFKThnuPLA3t+K0Mw83vfN6oQyGhOdDZ7cefPmF0tyKyl4A6G6oz15w1jkt/ldfKhbJLll2wqntDa+9UpK/cEl3cGgwubf5UObic85v2vfC02XujIxA8YrV3Yfeer2ocFlV11BnR0p/2+GM8POp2TnD+YuW9jW/+2Zh0YpVu9JCld9o8TeeMTgSvKqjod737C9++oXsgoK7s1x4u+yEU1o79+/JGu7tSQ2/PrOoZKDr4P78t+79pXv+Sae2te7clhsYGHCHn8+eN78/OS09eIx7CvUdbipdePa5OYfe/FvBiRsP1gf6+97d/uh9hXP8vTdXPk8rhBDBBLsnO/XTCiFEU4Ldk936qdz6OSiR7slO/bRCCDGQYPdkp36K/B40Z+5psuGqMxoa6vV6n7MuNt43TdN8zDrmm1C/Zb7Cmu+XCiDLNM12a07gowBWA1gO4AemaX7Mel01gK+apnmx1+vtMk0zL+K6naZp5k+74XFix/1DEgnjr5dd42/NO0yF+g8gE2rOYQHUN9jwvMPwqqVTmrMXC6OhEN54/OGPtB08sD4UDCxLSk7eV+RZsPGUS6943uV2H/EN3NpHMFZtdEENG3VBVVkPbqyummwhGsez62cgUTD++rEP9GL89bJj/OO6aqjX670BQA0Ar2maA0c55kUAX4bKkF8wTbPKevwaAOtM06zxer07ra+brCGkL5qmuSJuDZ8mO04STSSMv16JFv+a2roUjM07zINKELMxNu8wcmhp3JdfDgUCYstjD3nbG+rXjwaDC11u987iBYtuP/mST9QmuVwAprRYzFTlQv32tgtq8a92ziP8oET7DNgN468f+0Avxl8vO8Y/bkNDvV7v+QC+AuAjkUmg1+sthlr4JeT1ehcDWAZgn2maHV6vt8fr9Z4BtVjMZwH8zHrZ4wCuB/AD6+/H4tXuGbLVuOAExPjrlVDx31hdNQJVAeyGGvYR3tIiPO8wF6pymA813ENAbWMRTg5juqWFy+2Wp1919XOB4eHntzz2x/M7Gxtubt6z63/+/PP/2Vq6ZOntJ15wyebsefNntA/hJMKVwAwAp0DNI9wDoIXzCI+QUJ8BG2L89WMf6MX462W7+Mdz1dA9UMOtwvtpbDZNc73X670SwHeghlqNAvCZpvmE9Zq1GNs+4ikA/2ANJy0E8ACASqhxsJ8yTbMjLg2fASFEsZRyos2caRYw/no5Nf7W0NJw5TATap5AHtRKnICqFoZXLI3ZJu7D/X3Jbzz+yEVdzYduGg2F5iWnpL6dW5B/z4eu+/xLsbrGJNxQibCE2tKnYWN11YSjPpzEqZ+BuYLx1499oBfjr5cd488N5WPIjiXhRML468X4H8na0iKcHIZXLc2EqjJ2TfLSKRno7nK/+eSjl3e3NN8oR0eL3Klpr82vWnXbceee/16srjGJJKiEMBlqMv0BAN0bq6sc+R8LPwN6Mf76sQ/0Yvz1smP8mQjGkBAiS0rZp7sdTsX468X4H1tNbV06gKUAKqBWHItZFa2voz11yyMPXt3f3XWdHB3Nd6elv1yx+rjbV5/zsbpYXeMYsqEW2OkBsAdqHmFMh8fOdfwM6MX468c+0Ivx18uO8WciGENCiCVSyr262+FUjL9ejH/0amrr8qBWS86BWiI6JkNG333g7orKj3y8/Z2n//TpvrbWz0opc1LSM16oPOHEjVVnrdsTi2tEIR0qKRyCWlim2ZpvmfD4GdCL8dePfaAX46+XHeOfpLsBCYbx1Ivx14vxj9LG6qouAK8CeAdqD6DwRvczIoMhkVdaNviR679w9xmf/rtLswqLNo4MDZ66Z/Nf73v2tp9+b/fmvy6Y6TWiMAjgMFS1swrAuprauhU1tXWZs3Bt3fgZ0Ivx1499oBfjr5ft4s+KYAwJITKklI5fMEEXxl8vxn96rG0qFgFYDJVE9U73XB37d6cVLFp2xB5GrQf25Ww1n/lMf1fn1ZAyNS0re9PiU0//1eJTTmucWcujFjmP8DCA/QC6EnEeIT8DejH++rEP9GL89bJj/JkIxpAdJ4kmEsZfL8Z/Zmpq67IBrABQDLVdw/BUzzHZPoJNu+ryd7z0wvUDXZ2fBOBKy855fPmHzrqz8vgTW2bU8KnJgho62gs1j7AtkeYR8jOgF+OvH/tAL8ZfLzvGn4lgDAkhSqWUs/lDFUVg/PVi/GfO2oqiCGr+YBrU/MGoE6V9LzxdsPic8yfdWqdh+3tFO19+6fODPd1XAJDpObkPV1Wvu6t85eq2mbR9itKg5hEGoBLC5o3VVVNOfOcafgb0Yvz1Yx/oxfjrZcf4MxGMITu+ARIJ468X4x87NbV1yQA8AJZDLSQT1XYT0SSCYQffeWve7s2v3DjU23MpgGBGXv6Dq9Z57563dHnMtraIQjLUsFEBoB6Af2N1la1WXIvEz4BejL9+7AO9GH+97Bh/JoIxZMeScCJh/PVi/GMvYrsJD9S2DIOTHT/Z0NCj2bflbxV7t/ztC8N9fRdCiOHM/Pz7jvN+/N6iBYumPVdxGgRUQugG0Ao1j7DTbvMI+RnQi/HXj32gF+Ovlx3jz0Qwhuw4STSRMP56Mf7xU1Nblw9gFY6x3cREi8VEa/fmVxYeeHPLzcMD/edBiL6sgsLfHn/ehfcVlFf0T7/l0xKeR9gPYDfUPMKYbK8Rb/wM6MX468c+0Ivx18uO8WciGENCiGVSyt262+FUjL9ejH981dTWJQEoA7ASaiXODgBHfAN/5/d3ek649kb/TK5TV/vi0vp3314/MjiwTgjRnV1UfM+JF1zyh5yS0mklmDMQnkcYhNqPsGljddVst2FK+BnQi/HXj32gF+Ovlx3jz0Qwhuy4kWQiYfz1Yvxnh7XdxGKoLScGALw/p+7dB+6uOP5TNzTE4jrbnn92ZcP2resDQ4NniqSkjpzikrtOvvjyhzLzC2Z7c/jwPMIkjM0jnM1hq1HjZ0Avxl8/9oFejL9edow/E8EYEkJkSSltu9CB3TH+ejH+s2ui7SZad25LL16xetJ5hFP17jNPHd+0c8ctgeGhU0VSUmtuadmdp1z6iUfTs3Nme7hm5DzCdgD7AHTMpXmE/Azoxfjrxz7Qi/HXy47xZyIYQ3acJJpIGH+9GP/ZZ203UQw1fzD17d/dkXXi333hQDyu9famJ9Y279m1PjgyfGKSy9WUVzb/V2svu/JPKekZOvYBzASQAVUR3QPg8FyYR8jPgF6Mv37sA70Yf73sGH8mgjEkhCiWUrbqbodTMf56Mf76hLebaHr79VPLTjy1HVFuNzFVo6EQ3tr0+BmH9+29JRQYWZ3kcvnzyyt+ufayq/7sTk0djcc1jyEVagGdEFSF8NDG6qqYVkSngp8BvRh//dgHejH+etkx/kwEY0gIUSalbNLdDqdi/PVi/PWrWPvhxRf9z6+zAcwH0ItjbDcxXaOhEN544pGz2w7uXx8KBJYnJSfvL/RUblx76ZWmy+3W8Z+KC0Ae1DzCBgD1G6urema7EfwM6MX468c+0Ivx18uO8WciGEN2LAknEsZfL8Zfv3Af1NTWFUCtLjrpdhMzFQoExJbHH/K2++trRoPBRS63e1fRgkW3n3LJJ15Kcrnicclo5AJIAdAJtdpox8bqqlmpVvIzoBfjrx/7QC/GXy87xp+JYAwJIdKklHN6efNExvjrxfjrF9kH1nYT86ESQkAlRnH5hh8YHk7a8tgfP97Z2HDzaCjkcblTtpUsXnLbSRdeulljQpgBNZdwCGo/wsMbq6sC8bwgPwN6Mf76sQ/0Yvz1smP8mQjGkB1/E5BIGH+9GH/9JuqDmtq6VKjtJhZADRWN24pmI4MDri2PPXRRV9Ohm0ZDobLklNS35y1bftuJF1zyRryuGYUUqMroKID9ABrjNY+QnwG9GH/92Ad6Mf562TH+TARjSAixSEq5X3c7nIrx14vx12+yPqiprcsBUAWgEGoxmbjtBzjY25P8xuOPXN7d0nSjHB0tdqemvV62YuVtx593wbvxumYUXFDDRpMBNAI4uLG6qjuWF+BnQC/GXz/2gV6Mv152jD8TwRgSQuRIKWd9gQJSGH+9GH/9jtUH1nYTJVDbTbihhovGbf5cX0d76lt/euyKntbDn5OjowXutPRXKlYfd9vqcz5WF69rRikHasXRLqh5hO2xmEfIz4BejL9+7AO9GH+97Bh/JoIxZMeScCJh/PVi/PWLtg9qauvcACoBLAUQgNqQPm56Drekvf3UE5/ubWv9rJQyNyU948XK40+8vap63Z54XjcK6QCyoOYRhvcjnHallJ8BvRh//dgHejH+etkx/kwEY0gIUSilbNfdDqdi/PVi/PWbah/U1NZlAlgOYB6AHqiEKG46Ghsy331m0zV9He3XQcqs1IzMZxaevPaXy84480A8rxsFN9SwUQngAICGjdVVA1M9CT8DejH++rEP9GL89bJj/JkIxpAQolxK2ai7HU7F+OvF+Os33T6oqa0rhBoumgk1XDQu202EtR7Yl7P1+Weu6+/svAZSpqZmZW1asvb0OxavPb0hnteNQhJUQugG0ASVFHZvrK6K6j9Kfgb0Yvz1Yx/oxfjrZcf4MxGMITuWhBMJ468X46/fTPqgprbOBbXdRBVUZawzlm2bSPOeXXnbXzSvH+jq/BSA5LTsnMeXnXHmnQtOOKk53teOQjbU0NFuqGGj7Rurq0KTvYCfAb0Yf/3YB3ox/nrZMf5MBGPIjvuHJBLGXy/GX79Y9IG13cQSqDmEcd1uIqxxx7aiupdfvGGwu/tKAEjPyX1kxVln/7pi1XFt8b52FNKgFpcZglpYpvlo8wj5GdCL8dePfaAX46+XHePPRDCG7PibgETC+OvF+OsXyz6oqa3LhdqMPh+qOhjXzdgB4OA7b83bvfmVzw/19lwKIJSRl//gyrPP+U3Z8qq4VyejkAw1bBQA6gH4N1ZX9UcewM+AXoy/fuwDvRh/vewYfyaCMSSEWCClPKi7HU7F+OvF+OsX6z6I2G5iNVQiFNftJsL2vfFa+b7X/3bTUF/vhRBiODMv//413vPuLV64eC4syx2eR5gM4DDUJvVdG6urJD8DejH++rEP9GL89bJj/JkIxpAQIldKGddl2OnoGH+9GH/94tUH1nYTC6C2mxhBnLebCNu9+ZWFB97actNwf/959XTJeAAAIABJREFUEKI/q6Dwd8ede/59hRWVcR+uGqUsABlQK67ueeC6i0Y6D+6dC9VLR+L3IP3YB3ox/nrZMf5MBGPIjiXhRML468X46xfvPrC2m1gBtd1EN+K83URY3csvLq1/5+2akcGBc4QQPVlFxfeccP5Ff8grLRucjetHIQ1A9vbH7i9dddnVL0LNIxzW3CbH4fcg/dgHejH+etkx/kwEY0gIUSCl7NDdDqdi/PVi/PWbrT6wtptYDVUNi/t2E2HbXniuqmHbe+sDQ4NniaSkzpzikrtOuuiyh7IKCudE0tX4xuaC8lPOEAAExuYRzpXqZcLj9yD92Ad6Mf562TH+TARjSAjhkVL6dbfDqRh/vRh//WazD6ztJsqhKoSzst1E2HvPPn3cobrttwSGh04TSUmtuaXzfn3yxZc/mpGbF/cFbSZT9+SDpVUXf7IFKhHMBZCCsXmEndHuR0jTw+9B+rEP9GL89bJj/JkIxpAdS8KJhPHXi/HXT0cf1NTWpWFsu4l+68+sePupJ09u3r3zluDI8ElJLldz3ryyO0659IonUzOzZqVCOd5b9/5ywUmfuXn8QgFZUPsR9gPYDaBtY3WVlvYlOn4P0o99oBfjr5cd489EMIbsuH9IImH89WL89dPZB9Z2E6ugKmFdmIXtJgBgNBTC2089cUbL3j3rQ4GRNUkuV0N+ecUv11521dPu1NS4r3AaqbuhPiW3onLCPQYBpELtRxgEcAhqgZlBqHmWQ8farJ6Ojd+D9GMf6MX462XH+DMRjCE7/iYgkTD+ejH++unug5rauiQApVD7DyYD6IAaNhp3o6EQ3nzikerWg/vXhwKBFUnJyfsLKyo3rr3sStPlds9KG45SERwvGapCmDru8X6o5LAbwABUgjjI6mH0dL//iX2gG+Ovlx3jz0Qwhuw4NjiRMP56Mf76zZU+sLabWAQ1ZHQIKsGZFaFAQLzxxMPntNUfXD8aDC52Jbt3Fy1YePspl17xlySXK67XjpgjOB1uqOQwBWqvQkDNNQzHrxtAH6wq4sbqqqNVHh1rrrz/nYx9oBfjr5cd4x+3RNDr9W4AcBOAVuuhb5imucl67usAbgQQAvCPpmn+2Xr8fAA/BeACcIdpmj+wHl8E4H4AhQDeAPAZ0zTn3H+CdlwtKJEw/nox/vrNtT6oqa3LglpMpgQqmZm1ITOB4eGkNx5/6LyOBn/NaCjkcblTtpcsXnLbSRde+mq8EkL/ay/neE47K9ZJbzJUcphifS2sxwNQMQ3/CQ8zHXbqojRz7f3vROwDvRh/vewY/3gngn2maf7XuMdXAbgPwGkA5gN4DsBy6+ldAM4F0ADgdQDXmKa53ev1PgDgYdM07/d6vbcDeMc0zdvi0vAZsGNJOJEw/nox/vrNxT6oqa0TUL/EWwW13UQH1C8BZ8XI4IBry2MPX9jV1HjzaChUlpyS8s68pStuO/HCS7bE+lpRDg2NlSSo5DAVKkFMghqGKwH0QlUQu3HkPMRZnTM52+bi+99p2Ad6Mf562TH+yRqueRmA+03THAaw3+v17oFKCgFgj2ma+wDA6/XeD+Ayr9e7A8BHAVxrHfMbABsAzLlEEECz7gY4HOOvF+Ov35zrA6s61VZTW/cKgAqoCmEIakGZuEtJzwh9+Orrnhjs7XnqzSceuayruenGhu3v3d68d9eW+StW3nb8eRe+E6trzTv+5PZYnSsKo7ASvHGPC6gEsQQq3u8niDW1dQMYG2baj7EEMVHmIc65978DsQ/0Yvz1sl38450Ifsnr9X4WwBYA/2qaZifUvlObI45psB4DAP+4x0+H+k1yl2mawQmOP8Jdd911M4CbAaCrq+t3t9566yYATdY5UgAcBLAA6j/CIIACAI1QixskWV97MPYDSp7VpnKo/3RbrK87oGKXE3HOEQAZQoh5ANoApEEtGx5+fsg67zyo4bKZUL8dDz8/APUfczHUGynPOkf4+T7rHEWzfE/tAMpsck8nCiEaEuye7NRPa4QQryfYPdmtn4qEEENz+J5G8xYsaT7vP/7X3fzemyclp6V1pubkdbTt3J4/7/iT2zv378ka7u1JXXzO+U37Xni6LLOoZCAtv2CkfXdd3vyTTm1r3bktNzAw4A4/nz1vfn9yWnqw88De3IrTzjzc9M7rhTIYEp4Pnd168OUXSnMrKnsBoLuhPnvBWee0ZCH4WkZZ8Zvdg4Gz+jo6rq9/9+07G7dv3ZKVlvrA8Rd/4uV9Lzxd5s7ICBSvWN196K3XiwqXVXUNdXak9LcdzghfMzU7Zzh/0dK+5nffLCxasaqz/3BT+mBnZ9ric85vqnviwRXd/v0NmSVlg7N1T/5XXyoWyS5ZdsKp7Q2vvVKSv3BJd3BoMLm3+VBm+Jzhe2re+vb84qo1+SN9vZlDXR1ZntOrm+s3v1T60WfT+rJKypr2vfC0O7O41N/83puu9j11rv7DzXts9nlaLoR4NYafp7lwT3b7vrdACNGbYPdkp346WQixPcHuyU79tDDie9CcuafJqpQzGhrq9Xqfsy423jehkr02qN9EfhdAmWman/d6vT8HsNk0zd9a57gTwFPW6843TfML1uOfgUoEN1jHL7Ue9wB4yjTNNdNueJzYsSScSBh/vRh//ezUBzW1dXkY226iA+o/zFnTc7gl7e2nnvxUb1vrZ6UczUtJz3ix8vgTb6+qXrdnuuec5aGhsRSehxgeZhr+wSCIsQpieI7nnJ2HaKf3f6JiH+jF+Otlx/jPqCJomubHojnO6/X+CsCT1j/DmXBYhfUYjvJ4O4A8r9ebbFUFI4+fa+z4A0AiYfz1Yvz1s00fbKyu6qqprdsM9cvElVCLhM3adhM5JaVDZ19/4z0djQ0PvffsU1f3trd9Zs/f/nq//713nl1w0ikbl3/orANTPefic85vikNTZ0PQ+jMw7vHwPEQPjvx5YbSmtq4PQCeOTBB1z0O0zfs/gbEP9GL89bJd/OO5WEyZaZpN1tf/AuB00zSv9nq9qwH8HmOLxZgAlkHNa9gFwAuV6L0O4FrTNLd5vd4HATwUsVjMu6Zp/iIuDZ8BO/4mIJEw/nox/vrZtQ9qautSoLabWIz/z96dh8d1nWeCf29VAVXYd5LgAu4kJILWTtKWqLRyvchL2o4d24qcyEmcFtydniStSU+ScU+3e57umfTMpNM96bbFOIps2VYriZxYsSxZsY5lC5JFUqtJkALFHSRIYl+IpQq13P7j3jKKFLjiAi9u3ff3PHgIVhUKp95PKvDDOfccd3OT8ws9hoGTx6s6zT9+bnx46H44TiJeWfnsutu2fW39HTtOX+1zBHhG8Frlr0OMwz32Ir+TqQO3mRzBuzeqmfcZ36D+919MVAMu5c8VxPznsxH8JoCb4f5gOAGgvaAx/BKA34L7G8jfN8Y8693+EQD/Be5vhv/KGPMfvdvXwT0+oh7AmwB+zdtsZlGxLGuF4ziLdbay6Cl/LuXPF/QatHd0VcHdTKYJbiOx4O/zvUcP1x584fkHJkaGPwOgJFFV/b0N29/3l2tuvvWKmwC88+x3mzZ9+BP9V3pckcufhxjHTIMIuA1hfifT/EY1U7t2tqb9+sZB/++/GKgGXMqfK4j560B5H1mW1eA4zkLuGicFlD+X8ucrhhp4x000AtgCt5kYxgIeN5F3putgQ1fHj39zcnTkUwCssuqav998192PrLxx68ClvqZ794s1LTvuHl3AYQZJDG49S+H+shdwG8VpzFyDeB5egwhg+lqvQyyG//6DTjXgUv5cQcxfjaCPgjglXEyUP5fy5yumGrR3dMXgXpu2Ce7qkQU5buJi3fveWnr4lZd+a+r82McBZMtrap+84Rd+8evNm1qHL35siJaG+imKCzeqAdwGMYt3b1QzBXejmlmvQyym//6DSjXgUv5cQcxfjaCPLMuqdhxnjD2OsFL+XMqfrxhr0N7RVQZgA9yNwsbx7g1NFsSx1/euOPbqnt9Ojp//KCxruqK27ok2+4OPNa1Z9/O8ezvfrFjadssEY3xFyMLMDGL+OkQL7vbq45hpEqe8j+Rf3H1DRbH99x80xfgeFCTKnyuI+asR9JFlWWsdxznOHkdYKX8u5c9XzDVo7+iqg3vcRDUIx03kHd7909Un3nz1n6UmJj4Ey5qorG94fOsH7n28YWXLeOd3vrW87VO/doYxrpApxcwsYr5BdA4983e1mz/yybfgnp81thAb1MiFivk9KAiUP1cQ81cj6KMgTgkXE+XPpfz5ir0G7R1dEbgH6d4A9x//w1ig4yYuduiln6w/ue/N9unJyV+0LGussrHpsfJc+pU7fvOfF23+i93P/sdfrbvpV39rCO4MYg7uWcZnAYzu2tlKmUkOm2J/D1rslD9XEPNXI+gjy7ISjuMk2eMIK+XPpfz5wlKDxXDcRN7Bn5jNpzr3fTE9NbXTsqzh6iVLv37LRz/+ZGV9w6Lb2brYjZ7uLq1Z2TJdcFMFgDK4vzSYAHAG7tnE53ftbF3wDYjCICzvQYuV8ucKYv5qBH0UxN8EFBPlz6X8+cJWg8Vw3ETe/ud/0HZq31v/KpfL3WRFIgM1S5b91a2/9Im/L6+p9e14BLm8K2zWUwqgEu7mNDkA57yP0V07W9W0+yRs70GLjfLnCmL+agR9ZFlWs+M4Z9njCCvlz6X8+cJYA++4iSa41w/G4V4/OOuukvPtyA+fbpzIYtXZdw79i8x06hYrEj1X29z8l7f/008+Ha+o1PVq8+zID59u3PCBj13yeI8CEQDlcGcLAXfjmR64S43PX+uxFTIjjO9Bi4ny5wpi/moEfWRZVpPjOGE/TJhG+XMpf74w12AxHDdxosPUrtlpj+SyWbz17Pe29x078s8z09NtkWj0dN3ylV+7/RO/8mxJPE5pUsMgn/91fGkC7jLSCNxzDc/C3XBm1M8D78MgzO9Bi4Hy5wpi/moEfRTEKeFiovy5lD+fagC0d3SVA9gIYDncawenFup7X7w0MZfN4o2nv3tX/4ljX8ym061WNHqipLT0ZDaTaUpUVu258/4HHi4tK9e1aj7x6RzHKNwlpKXe3wfhXls4AmBSs4WXp/cgLuXPFcT81Qj6yLKsSsdxxtnjCCvlz6X8+VSDGe0dXfVwdxddsOMm+g8dKGvavOVdjWc2nbZe/97f/5O+40f/dzhOnXezE4nF3qlZuuxvG1a1dK6/473HNFs4N5fKf47K4C4jjcA91P4M3N1IdTzFLPQexKX8uYKYvxpBH1mWtd5xnKPscYSV8udS/nyqwYUKjpu40btpXo+b2Pc3X1/5ns/8xulL3f/sf/3/vp5NT7cV3JSFOwMFWNZkrLT0YLy8orOyvqFzeeuNnStu2HI117uJ50r5+yAGd7awBG7tCo+nWLCZ58VM70Fcyp8riPnH2AMoMhH2AEJO+XMpfz7VoMCuna05AD3tHV0DcI+aWA13qei8/MbWyWSty92fqKx8dWJ4aAPca9KSFXX1j7dsvfl7fSeOtk2OjLRNT01tnRge+rWJ4aFY79HD+NkPnj5XEk/sT1RVddYsXda57vbtXTqW4tKulL8PCq89teDONi8BYLV3dI3D3XBmCO6GM2Gd3dV7EJfy5wpc/poR9JFlWeWO4+jQWhLlz6X8+VSDy2vv6KoG0AqgAe4/6Kcv/xXXZuj44UT92o2XPENqemoy+vLjj7Unx8e3JSor9955/wO7Lr5GcHxoMH7stb2bR3vPtiXPn9+aTiXbctlss3d3JlpScri0rHx/eW1t55I16/evve2OU5Fo1M+XEVhXyn+eFR5PkYV7NEUvQnY8hd6DuJQ/VxDzVyPooyBeJFpMlD+X8udTDa6s4LiJLXCX+A3Dp+MmfNqs5F3OdB1s6Hn7QNv40GBbanJia2Z6+kY4TjkAWJY1GosnOuMVFZ1VjU2dLVtvOtC0Zt2Y32MIgvnK/zpE4O5CmvD+PgL32sJhAOPFvOGM3oO4lD9XEPNXI+gjy7KWOo7Tyx5HWCl/LuXPpxpcPe+4idUANsCn4yaOvfCD+nX33Ds01+e5knQqFTn66ivrhk51t02Ojbalp6baspnMerjLFRGJxU6WJBL7y6qqO+uWr+zcsG3HkTCcY7hQ+V+Hi4+nOAP3eIqxYjueQu9BXMqfK4j5qxH0URD/Aygmyp9L+fOpBtfOO25iM9xNZUbh7gx5XZiNyFDP6YqTP3vjhrH+vrbU+Pmt6VSqzcnlGry7U7HS+Nul5eWdFXV1nc0bW/ev3LK1t9iWlC7iRrBQDG5TWAp346L88RSju3a2TjAH5ge9B3Epf64g5q9G0EdBnBIuJsqfS/nzqQbXr72jqwHu7qIVcJfwXfMM2iJamohcNovufW819x493DYxPNQ2PTW5NTM93QrvfDwrEhkoiSf2JyorO6uXLO1cc+vtB2uXNgd658vFlP81KPc+LLgbGRUeTxG4Myb1HsSl/LmCmL8aQR8F8SLRYqL8uZQ/n2owN+0dXVG4B9G3ejdd0+wSebOSK5o6PxY7+uruTSNnzrRNnR/bmk5OteWy2VXe3blorORoSVnZ/vKams7GljX719+x40S0pCQw/0hY7PlfhRK4v4gogXvdah9mjqcIxOvSexCX8ucKYv5qBH1kWdZGx3EOs8cRVsqfS/nzqQb+aO/oigNYD/cawklc5XETP3v8kVU33f+FU/M5Nr/1Hj1ce+rA/i3jgwNtqYnxrZlUaovjOFUAAMsaLymNHyytqNhfVd/QueLGts7mTa3D5CFfUhDzvwwLMxvOWADOw50tXNTHU+g9iEv5cwUxf50j6K9F+cYcIsqfS/nzqQY+8Lb7P9je0dUD4Aa4Z8Vd8bgJKxYN3G9Wl67fOLJ0/caXAbwMANl02jr2+t7VAyePt02OjrZNT022TQwN/sbE0GD03JF3EIlGe0oSif2JyurO2ubmzvV37DhUXlO7KDY8CWL+l+HA/QVE/pcQcQAb4W44k27v6DoHd8ZwdNfOVl+PQZkjvQdxKX+uwOWvGUEfWZZV6TjOvBxULFem/LmUP59q4D/vuIklcK8fLIU7IzPrD/v+QwfKmjZvCfR1drM5P9CfOPb63tbR3nNtyfHzW9PJVJuTyy717k5HS0oPxcvLO8trazuXrNuwf83Nt/UwNqIp1vxnkT+eIg53tnAY7mH2IwAmmMdT6D2IS/lzBTF/NYI+CuJFosVE+XMpfz7VYP60d3SVYOa4iWm4O4xeIKCblVyXU537ms6+09U2MTzYlpqczJ9tmAAAKxIZicXj+xMVlZ1VjU2dq2++9UDDypZ5/8dRmPK/SOHxFCm41xX2w11Oml7IxlDvQVzKnyuI+asR9JFlWU2O4/SzxxFWyp9L+fOpBvOvvaOrAsAmzHLcxIkOU7tmpz3n8wiDaHpqMnp07+71Qz2n2qbGxtqmk1Nbc5nMWu9uJxKLnShNlO0vq67urF+xqnP9th1HS8vKfd0VM8z5F4gBqIS74YzjfUx6HxPeRwruLzOmAUz7uTup3oO4lD9XEPNXI+gjy7KaHcc5yx5HWCl/LuXPpxosnNmOmzjyw6cbN3zgYwPckS0eA90nK7v3vbnl/EB/W9LdiKbNyeVqAQCWlYyVlh6Ml5fvr6hr6FzeesP+lTdunVN2yv+SYnAbw1Lvz4tN48JGcRIXNopXfQ2o3oO4lD9XEPNXI+ijIE4JFxPlz6X8+VSDheUdN7EC7oH0zpvf/IvqkC5NvCq5bBYn3np9Rd+xI1snR0baUpOTbdn0dCu8jeusSLS3JBHfn6is6qxZuqxz3W3buqoam6762IQQLw2dqyjcBjHfMF58gaeDmSYx/zGNC5vFHKD3IDblzxXE/NUI+siyrITjOIE466cYKX8u5c+nGnC0d3QlAKyfGOhbX9G4ZATuP5TlKkwMD5Uee33vppGzZ9uS42Nt6WRyay6bXeHdnY2WlBwuLSvvLK+p6WxcvW7/utvu6L7U2Yajp7tLa1a2LKYdNIuFhZkmMf9xsRSAieETR9J1azYMA5jChY1iZqEGG2b6GcAVxPzVCPooiL8JKCbKn0v586kGXMtvvuO2X/rzb5YAqIW7g+OiOFYhaM6+01XXc7Cz7fzQYNv0xMTW9HRqCxynAgAsyzofi8cPxCsq91c2NHa2tL2ns7Z5+fjLjz/2xamR4bvKauteuvP+Bx72+/pDuaIYgNiBv3t83ZZP3n8O7sY1hbK4cEbxguWncJtF/YN0jvQzgCuI+asR9JFlWWsdxznOHkdYKX8u5c+nGnBZlrX2wRffPgFgGdzzB2Nwj5vQD9o5yKbT1tFXd68Z6D6xdXJ0tC09NbU1m0mvx0yzMQb3Ws0ogFRFXf237/nCF79CG3CIdX7nW8vbPvVrZ2a5y8KFM4oXn2PtwN14qbBZTGKeNrUpVvoZwBXE/NUI+siyrGrHccbY4wgr5c+l/PlUA67C/L3jJtbAPW4iCbdZEZ+M9J4tO/HGazeO9fW2jQ30fx6OU11wdzpRWfVMZUPjnjW33LZ32YZNYd9JdMH0dr5ZsbTtlutdGn3x8lProvvTcGcSx+E2ivnlpykASTWK+hnAFsT81Qj6KIhTwsVE+XMpfz7VgGu2/Ns7uirhbiazBG4zGKjrR4LghUce/p2J4aFfhXueXiYSjZ52crkGx3GqACBaUnIoXlG5t3ZZ856NO+5861o2oJFrM88b9kRw4YzixbOKKbj/j533PpLeban8ZjbFTj8DuIKYvxpBH1mW1eA4ziB7HGGl/LmUP59qwHWp/Ns7uiwA+eMmyuEdN7HAwyta01OT0Zcff6w9OTb63kR1zSt33v/ALisSdQ699JMbBk+d3DZ1fmx7JpW6GW7jkC6JJ95KVFfvaVy1es+mO+8+VBKPh6JJWAjdu1+sadlx9yjp28fgHpFR6n1uYeYsxQm4zeEo3FnF/CxiUW0upJ8BXEHMX42gjyzLWuE4Tg97HGGl/LmUP59qwHWl/L3jJlYCWAt39qrwuij9MJ6jd579btOmD39i1sOcx/p6E4f3/PSW0d5z21Pj49uzmfRGALAsa7SkrOzVitq6vc2bb9iz7rZt+v9nDi5XA7ISAHG4TWL+2lIL7i9kzmNmJnEK3kxiEHc61c8AriDmf/G0usxNJXsAIaf8uZQ/n2rAddn8vWuYTrZ3dHXDnRmsBrAU7rLRCIAcZjbJkGs0MdBXfqn7qpcsTd72S7/8CoBXAODMobfru/e9uW18cHBbanJy+/CZnvcPn+lB14sv9JSWV+ypamzcu/aW219dsm4Da3YrkC5XA7I0Zt/F14LbIC4F0FJ4R3tHVwoXNokpzDSJi3UWWT8DuAKXv2YEfRTE80OKifLnUv58qgHX9ebvzRRWwj12ohlADdx/oE7DbQwDNzPBcL3nCOayWRx9dc/q3iPvbJ8cHdk2nZy6HY5TCcCJlpR0JSqr9tQua96z6X07f1ZRV19USwn9VmRnOUbhziDGvc8LN6+ZwEyDmP/lTQrkYzD0M4AriPmrEfRREC8SLSbKn0v586kGXH7l397RVQp3trAR7lEUWkZ6FfzaqGR6ajJ66KUXbxw83b09ef789sx0aivcFVSpkkTizbLqmj2Nq9fs3fy+u9+51OH2YTXPm8UsJvmlpiWYaRIdzJyXOOp9DOza2ZpaqEHpZwBXEPOft6Whtm3/Ndyd0gDvcF1jzM22ba8B8DaAfFC7jTFf9L7mNgBfB1AG4BkAv2eMcWzbrgfw13C34j4B4DPGmOH5GvscBOq3AEVI+XMpfz7VgMuX/L0NLAYADLR3dB3CzDLSZQCaoGWks4pXVfvyD+7SsvLs1g/cux/AfgB/OXz2TPnRva/cOtbXuz01Mb5trK/398b6enH89VdHShNleyvq6vcsv2HLnjU333rOj+8fZH7VIAAut9S0FO5y71UA0N7RdQrA6V07WxfiWAG9H3AFLv95awSNMZ/Nf27b9p/C/c1I3lFjzM2zfNlXAfwzAHvgNoL3AngWwB+5T2n+xLbtP/L+/ofzNfY50FlFXMqfS/nzqQZcvufvLTPLH7B99qJlpMvhzhpqGSmAurUbxufleZuXT97+8U+9BOAlADh9cH/jqc5928aHBrdPT05uT/Wc+uBQzykcfOH57nhFxd6qxqbd627f/lpjy+p5Gc9iNl81CBAH3pEVcJeNWnCXe7e0d3QNAzgGYHAerzHUzwCuwOU/75vF2LZtAfgMgF+8wuOaAVQbY3Z7f38MwCfgNoIfB/BPvId+A8CPsTgbwWW4sOGVhaX8uZQ/n2rANe/5exvO5JedndQy0hnn9r3R0HzT7fPeiKy8cevAyhu3PgPgmVw2i8O7X17Xd+zotsmxkR1T58c+OjU2+it9x47kYqWlB+OVVXvqmlfs2XzX3fvKqqqLvklfqBoEiIOZ5qAcwG0AUu0dXccAnJuHZaP6GcAVuPwXYtfQnQB6jTGHC25ba9v2m3AvtP03xpgOACsAnC54zGnvNgBYaow5631+Du7uTu/y6KOPPgjgQQAYGRn59kMPPfQMgLNwz28qBXASwGrv+2YA1APo8Z4v4n2+CjP/09YCOOWNIweg1/t8CG521QXPOQ0gaVnWZrhLehJwf2ubvz/pPe8yAP0AKuC+KeTvn4T7Q7vJe4213nPk7x/3nqNxgV/TINzfZgXhNVVZlrW+yF5TkOpUY1lWZZG9pqDVKeO9BxXTawpSnWosy1pFek2nI7GYs/p99yRrWtbUxhJlazd/+JOVp/Z0NMfiiVRNy5pzp/f+tKphY+tIcniodGKgr3zdPfeePfbCD5rjVdWpurUbxs/te6OhcfONwxN9Z8umhocT+fvL6uqSFUuapwYOHaxb9p5bB4ePH6lMnR+L5++vaFwymairnx483FW7/JY7BvoPHahJT06W5O+vWrZ8IpYoywyfOFqzctudfWd/9mqDk8laq957d//Jl15YWrOy5TwAjJ5iw8FIAAAgAElEQVTurlp91z29p155scmKRZ3mm+4YPL335SV1a9aPZpJTsfPnzlTkn7OkvDzdtHnL6Jk3X22ceU29laOnu0sJr+lsqufYS9V11S8vvcUePvTjH92VdtCaTqVunRga/M2JocEvnD6wLxWNRjrLqmteiWXSR1fccOP+bCp5Fa8pWHXKZdPWm9/8i9XF9Jqu7r+9q35N5eWNTSW1LetuHzr2Tu1H9jbv3/+3j02c3tOR8ek9osayrPy/kfVevvCvqcayrMRie02Xu25xTpvF2Lb9vPfNLvYlY8xT3mO+CuCIMeZPvb/HAVQaYwa9awK/C2ALgE0A/sQY837vcTsB/KEx5mO2bY8YY2oLvu+wMabuugc+TyzLWuU4zin2OMJK+XMpfz7VgGux5T/LMtIa766iXEba9fTfLm392Kd72eMoNHi6u/LYq3tuG+vv25aanNiey2TWAIAViQyWlpXvrair37Nqy9a9q7be1Eceqi8WYw0WMQvu/5MlAPLLRoe8Wf/re8JF9h4UNkHMf04zgvmm7VJs244B+CTcqfD81+TXTsMY87pt20fhNoE9cA/azVvp3QYAvbZtNxtjznpLSBfrG+ZiPT8nLJQ/l/LnUw24FlX+YVtGOjU8nGCP4WINK1vGG1a2/ATATwCge99bS08f7Nw2MTy4fXpqckdqYvzDQ6e7sd88dyJeUbG7umnp3vV37Hi9fsXKCfLQr8tirMEiVrhstAz+LBtdVO9BIRS4/Of1+Ajbtu8F8MfGmF8ouK0JwJAxJmvb9joAHQC2GmOGbNveC+B3MbNZzJ8bY56xbfv/BTBYsFlMvTHmf5u3gV+nIJ4fUkyUP5fy51MNuIKUf3tHl4Ui2400aGfYZdNp651XXtrQf+LY9qmx0e3pZPIWuM15NlZa2pmoqt5Tt3zl3ta77u6MV1QGYvY2aDVYhGKYOUf0mncbDdJ7UDEKYv7z3Qh+He7xEA8X3PYpAP8n3G13cwD+nTHme959t2Pm+IhnAfwv3vERDQD+BkAL3HWwnzHGDM3bwK9TEM8PKSbKn0v586kGXEHOvxiWkQb9DLvJ0ZGSd37a8Z7hsz3bk+fHt2XT0zcCiMCyJksSidfLa2r3LF23Yc+G7e87HolG2cOdVdBrsIgULhsdwcxuo5ddNhrk96BiEMT8daC8j4K4NriYKH8u5c+nGnAVU/5BXEZabNenDZw8XnXs9b13nB/o35aamNiRy2ZXAoAVifSXlpfvqaxv2NOy9eZXV9ywZYA91rxiq8EiUQagCu5lVUcB9O7a2TrrrFMxvQcFURDzVyPoI8uy6h3HWXQzlWGh/LmUP59qwFWs+QdlGempvS9Vr9p210Ic2k1x/I3Xlp85dHDb5PDw9umpqTscJ1cLANFY7Ei8onJv9dJlezZsf+8b5dU10y8//tgXk+PjdyQqK1+98/4HHi4tK7/uDUiuRbHXgKxw2WgPgFO7drZecFRBsb4HBUUQ81cj6KMgTgkXE+XPpfz5VAOusOS/WJeRhmlZYjadtg69/JPNAydPbJ8aG9uWTiVvgbsdf8aKRAacXK4RbuMwXVZV/dSOz9z/ZxV19fN+7V6YakBkwf2lTCncjaCOwls2Gpb3oMUqiPmrEfSRZVk1juME6iDJYqL8uZQ/n2rAFdb8Z1lGGvfuWtBlpGd/9lplWA8zHx8ajL/zyks3jZ47s31iePgzcJcTXsCyIiORaLQ/Eov1RUti/bHSeH9JPNEXr6joL6+t7a9rXtG3ZO36kWhJyXXXK8w1IClcNnrs+X/7+5NHX/jBYt1Zv+gF8WfAQhwoHya1cH87IxzKn0v586kGXKHMf9fO1mm4hxsPtHd0HQJpGenw8SOhbUIq6xtSt37043sB7H3hkYdzE8ND98NtyNMlibLdicrKzsx0qimbTjdlM5klmenU5uT58w1wZ5cKZSLRaH8kGu2LxGL9sZLS/lg83ldaVtafqKzqr2po6luybn1/VWPTrHUMcw1IpryPGIBN637xw8vaO7rewCzLRmVBBO5ngBpBf+n8HC7lz6X8+VQDrtDnv2tnqwO34ZsAcHaWZaRN3kN9X0aaOj8Wv/Kjit+d9z/w8MuPP+Ykx8e3JSor9955/wO7ZrtGMDUxHus7drR+tPfcksmx0abpyYkl6VSqKZOebsqlM0sy09Mbpqem3gfHueBstLdf/BEsyzpvRaP90VisLxor6Y+WlvaVxBP96ZFBOD/64YHa5uX9S9ZtGCqJx3ML98pDLQNgcOx0dxWAJQBWtnd0XbBslDq68AjczwAtDfVREM8PKSbKn0v586kGXMr/yuZzGanOsJsfw2fPlA+cPL5kfHCgKTk+vmQ6OdWUSaWasun0kmwm05TLZpY4uVwDgIvPtMhakchgJBrri8Zi/dGSkr5YPN5fmijrT1RW9lU2NPY3rl7bV9e8fJLxuorRRf8P5JeNTsM9fuLspXYbFX8E8WeAGkEfBfEi0WKi/LmUP59qwKX8r43fu5FqoxKedCoV6Tt2pP7YT55/T2Lp8mxqcqIpnUo1Zaenl2Qz7nJUJ5ttchyn6l1fbFmTkWi0LxqN9UdKYn2xktL+kni8v7S8oq+8uqa/ZumyvqUbNg4WzmpOT01GWTujLmaX+H/gXbuNAhjzZu/FR0H8GaClof7Sungu5c+l/PlUAy7lfw0us4y0DkAzrnEZaUXjEs0skZTE47kVN2wZmDhxeP+mD3+i/1KPG+vrTfSfON50frB/SfL8+SZvdnFJJj3dlMtklqSnpm5NjY834eJ/nz4Hx51ddJejZjOZpdl0egOA2MTw0KaOb3299J7fav+zSPTiSclwucT/AxkAg97nSwCsBOC0d3RlvfumAaS9j4s/zwHIXuYjp4byAoH7GaAZQR9ZltXgOM7glR8p80H5cyl/PtWAS/n76zLLSKcATOKiZaTdu1+sadlxd6A2aig2ftQgm05bfceP1g6f7VkyOTLSlJqYaEqnkku8zW6W5DLZpmwmvQ4XLUW1LOt8JFZyMlZaeqokkTiZqKzqrm5q6m7efGN3WJafXmP+FtwMIxd9RAv+LOQUfF2hDGZvJAs/LtlIAsgWyzWMQfwZoEbQR0GcEi4myp9L+fOpBlzKf/5czTJSLQ3lW6gavPDIw79TuDNqLB5/vSSeOJVJpVqymfTqXDa7FAUNixWJDERLSrpjpfHu0rKyk2VV1d01y5pPrryxrae8pjY93+NdKKT/By7XSOZvu1QTWSjfROZnKQtnK/N/n7WRzH/s2tlK3ZwoiD8D1Aj6yLKsasdxxtjjCCvlz6X8+VQDLuW/cGZZRlozdOxwef26jaNwZwu1aQxBb+ebFUvbbpmY7+/jXSPYfqmdUceHBuM9BztXjvb1tkydH1udnppqyUxPt2Qz6RYnl6sveKpcJBo9Gy0p6Y7F4yfjZRXd5bW13XXLV3av3LL1XNB2PV2o/OfJ5RrJCNwm8nKNZL6hKWwop+D+omgSMw3lNID0fMxCBvFngBpBH1mWtdZxnOPscYSV8udS/nyqAZfy52nv6Co1//5/bbP/3Z+Ow70OqgLuPxozcP8RmGKOLyw6v/Ot5W2f+rUz7HFczkD3ycpzRw61jA8MtCQnxlenk/kmMdMCx6koeGg6EoudipWUdpck4ifj5ZXdFXV13U1r1nUv27h5cDFejxiE/BdAYSMZ8z6icN8PHMw0k9OY2a14Am7T+PNGEcD0tTaLQfwZoM1i/FXKHkDIKX8u5c+nGnApf5JdO1unLfPMxJHnv/8OgHe86wur4J5fuBTuUlIH7lKySczjwfZhlp6cLGGP4UoaW1aPN7asPgjgYOHtuWwW5w4faug/caxlYnhodWpyYlU6mVqdSU+3TE9N3jkxPFwy1HMKpzr3AZY1EY3FumOlpSdLEmWnEhWVJysbG7uXbdjcXd3UNMXa0TQI+S+A/FLRKy35jQAogbuqoAkzzeLPtXd0pXHhrGJ+tcGlmsXA/QzQjKCPgnh+SDFR/lzKn0814FL+XJfLv72jqwQzB9svgbudfv7apfxsgMxRsZ7lmE6lIqcP7F821HOqZWp0tCU1NdGSSaVWZ9Ppllw2uxwXNhBTcK9djABIVdTVf/ueL3zxKwsxzmLNnyjfLMYK/iycVQRmVh1MDLxzYLpx05Z32NcqXgs1gj4K4kWixUT5cyl/PtWAS/lzXUv+7R1dMbiNYTXcxrAeM0vHkphlV1K5sjBu2DMxPFTa8/aBFaO951qmzo+1nB/of8DJ5ery91uWNbpq683/qs3+4L75Xk4axvwXgZ83i11PP7mp9WO/8q1dO1sD8wtBLQ31V6AuEC1Cyp9L+fOpBlzKn+uq89+1szUDYMT76PY2n6nATGPYAHepWA7u9YWT3udyGVXLlgd1o5LrVlFXP73pfTuPAzgOAC888nD1xPDQrwJIAMg6jlPWve/Nv+p5u/Pt2mXLn7jp3o/+43ztVBrG/BeB/HtEqqJpaeDyVyPor8sedivzTvlzKX8+1YBL+XNdd/7edT5j3sfp9o6uCNzGsBJuY5i/hghwZwyn4F6HJAViibLQ/z9w5/0PPPzy4485+R1Nt37w3scOdfzkQ6N9vfcNnjr571945OHfq6it+7sNO9735Mobtw74+b2VP1csngjce4KWhvpIy4K4lD+X8udTDbiUP9d85l9wjmEV3APum+BeB+bA3ThiEvpFgJYmXkYum8XPfvD0Hf0njt03PTV1N4BsvKLi+WUbNz+x5Z4PdPqxbFT5c739vb+9+YZf+vS3g7Q0VI2gjyzLqnQcZ5w9jrBS/lzKn0814FL+XAuZv9cYlsGdMWyEO2sYh3udYb4xLJqDyq9W/6EDZU2bt2jjnSs49vreFSfefP3Tk6Mjn4DjVEZLSg/WNjc/cdOHPvrDuSwbVf5cI93HV9a2rH1OjWBIWZa13nGco+xxhJXy51L+fKoBl/LnYuff3tGVbwzr4R5ZUQ53xjC/q2DR7+a472++vvI9n/mN0+xxBMVI79myzuf/8aNj/b335TKZNVYkMlRRV/+djTvu/M6KG7Zc87JR5c/1znNPbd30oY8/EaRGUNcI+ivCHkDIKX8u5c+nGnApfy5q/rt2tk7BvXawH8Ch9o6uONylpPlzypq8h2a8xwXmH4tXy8lkrSs/SvJqlzZP3fW5zz+Zy2affOvZ723vP3n8vvHBgd9+8/tP/ebBH5vnmzdufqLt/R/qvNrnU/5cTjZ4+WtG0EeWZZU7jjPJHkdYKX8u5c+nGnApf67Fnr93yH3+LMOlcHcoteDuOjiBImgMh44fTtSv3Rj418F09NXdK0++9cZnJsdG/6m3bLSztrn5r2/60Eefv9KyUeXPNXb29Irq5pX/GKQZQTWCPtJGAVzKn0v586kGXMqfK2j5e2cZVuHdZxnm4M4YTiFgZxlqsxL/DJ89U37gR//4kbH+vvyy0cGKuvrvbHrvXd9Z3nrj4Gxfo/y5grhZjJaG+muEPYCQU/5cyp9PNeBS/lyByt87y3DY+zjpnWVYeMh9A9zlrg5mGsNFfZZhzcqW8+wxFIu65uWTd33uN57MptPf+dlz388vG33wjae/+1sHXnj+h82bWp9osz94oPBrlD9X9fKVgdssTI2giIiICJl3luGo93HKO8uwEu6s4RK4u5Pmr4PUWYYhES0pcW792Cd2A9h9dO/uVSd/5i4bPfHmax8+fWBfZ23z8iduuvdjz5dVVYf++BK5dmoE/VULoJc9iBBT/lzKn0814FL+XEWV/66drTnMHHLf4zWG+bMMm+A2hqVwZwxTcBtDajMwerq7CsAQcwzFbP22HafWb9vxp8Nnz3z1gPnHj40N9H124OSJ//Cjr33l9yvq6p9M5NJ7192j/FnGzpyuXHEbexTXRtcI+mixX6he7JQ/l/LnUw24lD9X2PIvOOS+8CzDUrjXGaa8jwwWcNZQm5UsrGw6bb31g6d3DJw8cV86OXUngEy8svK55k2tf932ix88yB5f2GizmJCzLGuj4ziH2eMIK+XPpfz5VAMu5c8V9vy9xjABd8awHu6xFQm4zeFscnAbxXyzOOem8WePP7Lqpvu/cGouzyHX58ieV1qOvtLxhXQ2ew8cpzxWWrq/tnnFEzfd+1GjZaML49Azf/eezR/55P8IUiOopaH+WtQXcYeA8udS/nyqAZfy5wp1/rt2thZuKtOXv91rEEvg/puvpODzOIAy7yMBoAJXbhrzDeOsTaMVi2p2gWTD9vd2T5489LWVd77//zn4wg8/Ntbf/9mBk8f/44++9pV/VVnf8OTG9971d8s336Blo/PIigbvv3/NCPrIsqxKx3ECt2NQsVD+XMqfTzXgUv5cyn/uZmka83/G4TaL+cYxjpllqBa8Yy5Guo8nalvWTuLds4yakVoA/YcOlDVt3jIFeMtGn/3eewe6T9yXTibfByAdicVOAojEyytevfEe+2tVDU1T5TW1qUg0yh14kRjpPr6ytmXtc5oRDK8VAAJzhlERUv5cyp9PNeBS/lzKf468WcVp7+OyvKbxglnG1/7qz1vf/+X/fAoXzjSWYaZpzMs3jzm8e5ZRTeN1Or335SVNm7ecBNzdRm/7p5/8KYCfHt7909VH9rz8H7Lp9A0AMDU2uu71p/7us96XObCslGVZScuykvD+tKxI0or8/M+U+2ckGYlGklYkmoxEoqlINJqMxKLJSDSWjJaUJKOxWCpWWpqMxePJknhZMl5enoxXVKTKa2qT5TW1qWhJSVHPPp392WuNtS1r2cO4JmoE/aUpdy7lz6X8+VQDLuXPpfwXkNc0pr0PAID1o2ff2WWe6b/4sRc1jYXNYykunGWcrWnMc/DuhlFNY4G6NetHZ7t94473nTyy56cXLOW1ItGzlQ0N33Gy2UQul0s4Mx/xnJNLIOcknFyuIpfLNjiOE3ecXAKOk3Ac53LXnV5J0rIiSVhWym0yL2g6f95sWpFIMhKJJK1oNBWJRJKRqNtsRmKxZDQWS0VLSpLRktJkSbw0WZIoS5YkypKJyspkeXVNsiRRltn9t4+3J8fH70hUVr565/0PPFxaVr4gGybVrloTuHMc1Qj6S3lyKX8u5c+nGnApfy7lzzdrDWZrGi+loGm8+JrGUri7pCZw6ZnGHGZmNK84q1lsMsmpS/4/kKisfHVieGgD3OyS5TU1z/7C53/769fzfdKpVGRqdKR0cmw0kRwfT0xPTSYyqWQinZpOZNPTiWw6nchmMvFcJpPIZTOJXL7ZzGbjFzSdTi7u5JyE4+QSuYxT6zhOwsk5cbfhzOXrfN0mhoe2/PCr//9HSuKJtyOx2Eg0FhuJlpSMlMTjIyWJspFEReVIeW3tSM2y5pG65hXjc10im0klA7fGVtcI+siyrM2O42hZCony51L+fKoBl/LnUv58C12DgmsaE3BnFPPnLFbDPVajsEnMYqZBvGJDGkRvfvMvVt/y6w+enO2+6anJ6MuPP9aeHB/flqis3Hvn/Q/sWqiZsuuVTaetydGR+NTYaDw5Pp5ITU4m0qmpRCY1Hc/kG850Ot9sxnPZbOL8QP+vOrnckp8/iWVNRKOxM7lcttbJ5epw6V8YZaxIZCQSiYxY0ehIJBp1G8dYyUi0tHSkJB4fKS0rH0lUVo5U1DWM1K9YOVLV2JQEfp7tF5Njo7/gAE/mstkv9Tz1WCBmq9UI+siyrITjOIG5QLTYKH8u5c+nGnApfy7lz7eYauA1ifGCjwq4DWKV93mhDGaaxED8A342o6e7S2tWtoRuJrTQC488/DsTw0O/Cm/ms6Ku/vF7vvDFrwBALpvFyLmzFSPnztROjozUJifGa9NTU7WZ6VRtZnq6NpvJ1OYymdpcNlvrNY61Ti5XAyByiW+XtCLREcfJlcBx6rzHTQH4s56nHvvSgrzgOZpzI2jb9qcBfBnADQC2GWNeK7jvjwF8Ae5vYX7XGPOcd/u9AP4rgCiAvzTG/Il3+1oATwBoAPA6gF83xkzbth0H8BiA2wAMAvisMebEnAY+D/TbSC7lz6X8+VQDLuXPpfz5glKD9o6uCGYaxPzRGTVwZxHLvIflN7TJAEjBnUVc1E3i5WYEw8Lvmc9sOm0N9ZyqGu3trZ0cHalNTU7UppNTtZnUdG027TaPyYnxe+A4VQVftqfnqcd2+PBy5p0f6+k7AXwSwK7CG23bvhHAfQC2AFgO4Hnbtjd5d/93AB8AcBrAq7Zt/4Mx5iCA/wTgz4wxT9i2/TDcJvKr3p/DxpgNtm3f5z3us1h8Qv1bmEVA+XMpfz7VgEv5cyl/vkDUYNfO1hxmzly8QHtHVxQXNomVmJlJjHsPszBztmK+SaQvsywpLy/KJa/XorSsPOvNAH7Fj+eLlpQ4TWvWjTWtWTcGoHu2x7zwyMODBbOQUwCMH997Icy5ETTGvA0Atm1ffNfHATxhjEkBOG7b9hEA27z7jhhjjnlf9wSAj9u2/TaAXwRwv/eYb8Cdafyq91xf9m5/EsB/s23bMsYstnWtg+wBhJzy51L+fKoBl/LnUv58ga/Brp2tWQCT3scFvCYxfz1iAhdej3jxTppJAAt6rmXT5i2z7hoq8+vO+x94+OXHH3NSE+N35bLZv89ls/+OPaarNZ87bK0AsLvg76e92wDg1EW3b4e7HHTEGJOZ5fEr8l9jjMnYtj3qPX6g8Bs++uijDwJ4EABGRka+/dBDDz0D4Kz32FIAJwGsBjAG97c49QB6ACyFu663B8AqACPeU9Z633cF3N/89HqfD8HNrrrgOacB1FmWNeGNK/9bpPz9Se95lwHoh7sMobzg/kkAEwCaAJzzvnei4P5x7zkaF/g1DQJoDshr2mFZ1tEie01BqtNtlmW9VGSvKWh1WmlZ1kiRvaYg1el9lmUdKLLXFKQ6bbUs68dF9pqCVqfNlmX1F9lrulSdqrzXNA6gctOHf7ln+PjhjdUrVudadtw9PXb21MZV2+5qmhjoi4/1nJpes/P9p4+98IPmsrq6ZMWS5qmBQwfrlr3n1sHh40cqU+fH4uvuuffssRd+0FzRuGQyUVc/PXi4q3b5LXcM9B86UJOenCzJ31+1bPlELFGWGT5xtGbltjv7zv7s1QYnk7VWvffu/n1/89h71vf3HgKA0dPdVavvuqf31CsvNlmxqNN80x2Dp/e+vKRuzfrRTHIqdv7cmYr8c5aUl6ebNm8ZPfPmq40NG1tHksNDpRMDfeX5++NV1am6tRvGz+17o6Fx843DE31ny6aGhxP5++fzNZ186YWlNStbzi/219RUW/nd4ZHeo2W1df/9jW98db1lfXPRvEdcbrn2VV0jaNv2896TXuxLxpinvMf8GMAf5K8RtG37vwHYbYz5lvf3RwA8633dvcaY3/Zu/3W4jeCXvcdv8G5fBeBZY0ybbdud3tec9u47CmC7MeaCRpDNsqwGx3EC/9uwoFL+XMqfTzXgUv5cyp9PNbhQe0dXAu4/2tfBbVDH4P5jfV50736xpmXH3ZoVJOntfHPt0rZbnt61s3VRbJh0Na5qRtAY8/7reO58x5u30rsNl7h9EECtbdsxb1aw8PH55zpt23YM7gW9i/GNZk7nncicKX8u5c+nGnApfy7lz6caFPAaguPtHV3dcGctN8Cd3UzBbQp9lRweut6D3sUHybGRwOU/n0tD/wHA47Zt/2e4m8VsBLAX7gW2G70dQnvgbihzvzHGsW37BQC/Anfn0M8DeKrguT4P4BXv/h8twusDAXd6VniUP5fy51MNuJQ/l/LnUw1m4V132Nve0dUHdzKjBe6/jXNwl/L5stHMxEBfuR/PI9dncnCg7MqPWlz8OD7ilwH8OdzfcIwAeMsY8yHvvi8B+C24a2R/3xjzrHf7RwD8F7jHR/yVMeY/erevg9sE1gN4E8CvGWNStm0nAHwTwC1w18zel99sZjFZTOfnhJHy51L+fKoBl/LnUv58qsHVa+/oKoPbDK6FOzFzHnNcNqpzBLkm+nubK5qWPh+kpaE6UN5HQTk/p1gpfy7lz6cacCl/LuXPpxpcu/aOrhjcZaPr4W5Ak4TbFF4znSPI9fb3/vbmG37p098OUiM4n0tDwygwhS9Syp9L+fOpBlzKn0v586kG12jXztYMgHPtHV29cHeQXA13g8YsgFFcw7LReFV1al4GKVclXlkVuNlYNYL+GrnyQ2QeKX8u5c+nGnApfy7lz6caXKddO1sdAMMAhts7usoxs2w0CndjmSs2eXVrNyzouYVyoZpVawKXf4Q9gCIz2xEbsnCUP5fy51MNuJQ/l/LnUw18sGtn6+Suna1HALwAYB/cZrAJV9iM59y+NxoWYHhyCX1v769nj+FaaUbQX/3sAYSc8udS/nyqAZfy51L+fKqBj7xlo2faO7rOAqgDsAbuweRpuMtGc4WPb9x84/BCj1FmNKzfFLgzHNUI+qsC7q6mwqH8uZQ/n2rApfy5lD+fajAPvGWjQwCG2ju6KgCsgHstYQTuxjIpAJjoO1uGeTifUK7OxEB/nD2Ga6VG0F86v4VL+XMpfz7VgEv5cyl/PtVgnu3a2ToB4J32jq7jcJeLbgBQDWBqang4QR1cyCVHg5e/jo/wkc7P4VL+XMqfTzXgUv5cyp9PNVh47R1dFtxlo2snBnqXVzQuncIsy0Zl/gXxHEFtFuOv1ewBhJzy51L+fKoBl/LnUv58qsEC27Wz1dm1s3Vo187W13/wh//8FIBuuI1hE4BS7ujCpXv3i0vZY7hWagT9NckeQMgpfy7lz6cacCl/LuXPpxoQDR5+e3DXztZ34O42uh9AHMASXGG3UfFHoqYuMDOBebpG0F8T7AGEnPLnUv58qgGX8udS/nyqAdcEAOza2ZoG0HPRbqNNADLQstF5U9HYdMWzHhcbNYL+aoJ2y2JS/lzKn0814FL+XMqfTzXguiD/XTtbcwAGAQy2d3RVAliJyy/ftbw/Z9tAxIxDmfwAACAASURBVLnoYz5uC7TBo+/ULLnxJvYwrokaQX+dYw8g5JQ/l/LnUw24lD+X8udTDbgumf+una3jALraO7qOAUjAbfqu5SNyiY/Z7ovOcrvl3X6pr5tPOe/DAZD1/szN8jGnhnTJDVsD90sQNYL+qoU75S4cyp9L+fOpBlzKn0v586kGXFfMf9fO1mkA0wsznKvn7X7q90e+KY0CKPE+8p/HCj4S3p/RywzRwYUzphYuaiRHT5+sbtjQOqccFpoaQX8F7vyQIqP8uZQ/n2rApfy5lD+fasAV2Px37WylLxH1mtGLZzYv/rzwtsKGsmTw8NuV6/7JhzKEoV83nSPoI52fw6X8uZQ/n2rApfy5lD+fasCl/LmCmL+Oj/CXzs/hUv5cyp9PNeBS/lzKn0814FL+XIHLX42gv8bZAwg55c+l/PlUAy7lz6X8+VQDLuXPFbj81Qj6K1DTwUVI+XMpfz7VgEv5cyl/PtWAS/lzBS5/NYL+amQPIOSUP5fy51MNuJQ/l/LnUw24lD9X4PJXI+ivs+wBhJzy51L+fKoBl/LnUv58qgGX8ucKXP5qBP3VwB5AyCl/LuXPpxpwKX8u5c+nGnApf67A5a9G0F+l7AGEnPLnUv58qgGX8udS/nyqAZfy5wpc/jpH0EdBPD+kmCh/LuXPpxpwKX8u5c+nGnApf64g5q8ZQX8F7vyQIqP8uZQ/n2rApfy5lD+fasCl/LkCl78aQX+NsQcQcsqfS/nzqQZcyp9L+fOpBlzKnytw+asR9FeGPYCQU/5cyp9PNeBS/lzKn0814FL+XIHLX42gv+rZAwg55c+l/PlUAy7lz6X8+VQDLuXPFbj81Qj6q4c9gJBT/lzKn0814FL+XMqfTzXgUv5cgctfjaC/lrIHEHLKn0v586kGXMqfS/nzqQZcyp8rcPmrEfSX8uRS/lzKn0814FL+XMqfTzXgUv5cgctf5wj6yLKscsdxJtnjCCvlz6X8+VQDLuXPpfz5VAMu5c8VxPwD17kucqvYAwg55c+l/PlUAy7lz6X8+VQDLuXPFbj81Qj6a4Q9gJBT/lzKn0814FL+XMqfTzXgUv5cgctfjaCIiIiIiEjIqBH0Vy17ACGn/LmUP59qwKX8uZQ/n2rApfy5Apf/nDaLsW370wC+DOAGANuMMa95t38AwJ8AKAUwDeBfG2N+5N33YwDNAKa8p/mgMabPtu04gMcA3AZgEMBnjTEnvK/5YwBfAJAF8LvGmOeue9DzKIgXiRYT5c+l/PlUAy7lz6X8+VQDLuXPFcT85zoj2AngkwBevOj2AQC/ZIzZCuDzAL550f2fM8bc7H30ebd9AcCwMWYDgD8D8J8AwLbtGwHcB2ALgHsBfMW27egcxz1fVrAHEHLKn0v586kGXMqfS/nzqQZcyp8rcPnPqRE0xrxtjDk0y+1vGmPOeH89AKDMm/G7nI8D+Ib3+ZMAbNu2Le/2J4wxKWPMcQBHAGyby7jnUY49gJBT/lzKn0814FL+XMqfTzXgUv5cgcs/tgDf41MA3jDGpApue9S27SyA7wD4D8YYB24XfQoAjDEZ27ZHATR4t+8u+NrTuETH/eijjz4I4EEAGBkZ+fZDDz30DICz3vOUAjgJYDWAMQAZAPUAegAshdsU98Dd+jW/60+tN6YVcIvb630+BDe76oLnnAYwaVnWZrgzogkAlQX3J73nXQagH0AFgPKC+ycBTABoAnDO+96JgvvHvedoXODXNAh3KW8QXlOlZVnri+w1BalO1ZZlVRbZawpandLee1AxvaYg1anasqxVRfaaglSnasuyEkX2moJWJ3jvQcX0moJUp2rLspYW2WsKUp0K34MWzWtyHOddk3Z5V7xG0Lbt570nvNiXjDFPeY/5MYA/yF8jWPC1WwD8A9zrAI96t60wxvTYtl0FtxH8ljHmMdu2OwHca4w57T3uKIDtcK9B3G2M+ZZ3+yMAnjXGPHnZgRNYlrX5cmHL/FL+XMqfTzXgUv5cyp9PNeBS/lxBzP+KM4LGmPdfzxPbtr0SwN8DeCDfBHrP1+P9ed627cfhLvN8DDMd8mnbtmMAauB2vfnb81Z6ty1GQ+wBhJzy51L+fKoBl/LnUv58qgGX8ucKXP7zcnyEbdu1AL4P4I+MMS8X3B6zbbvR+7wEwMfgbjgDuDOHn/c+/xUAP/KWjP4DgPts247btr0WwEYAe+dj3D5YiKW2cmnKn0v586kGXMqfS/nzqQZcyp8rcPnPqRG0bfuXbds+DeC9AL5v23b+WId/CWADgH9r2/Zb3scSAHEAz9m2vQ/AW3Bn9r7mfc0jABps2z4C4CEAfwQAxpgDAP4GwEEAPwDwO8aY7FzGPY+q2QMIOeXPpfz5VAMu5c+l/PlUAy7lzxW4/Od0jqBcyLKshOM4SfY4wkr5cyl/PtWAS/lzKX8+1YBL+XMFMf95WRoaYqvZAwg55c+l/PlUAy7lz6X8+VQDLuXPFbj81Qj6a5o9gJBT/lzKn0814FL+XMqfTzXgUv5cgctfjaC/BtkDCDnlz6X8+VQDLuXPpfz5VAMu5c8VuPzVCPqrmT2AkFP+XMqfTzXgUv5cyp9PNeBS/lyBy1+NoL8G2AMIOeXPpfz5VAMu5c+l/PlUAy7lzxW4/NUI+ivBHkDIKX8u5c+nGnApfy7lz6cacCl/rsDlr0bQX5XsAYSc8udS/nyqAZfy51L+fKoBl/LnClz+OkfQR0E8P6SYKH8u5c+nGnApfy7lz6cacCl/riDmrxlBfwXu/JAio/y5lD+fasCl/LmUP59qwKX8uQKXvxpBfwXqtwBFSPlzKX8+1YBL+XMpfz7VgEv5cwUufzWC/hphDyDklD+X8udTDbiUP5fy51MNuJQ/V+DyVyPor2XsAYSc8udS/nyqAZfy51L+fKoBl/LnClz+agT91c8eQMgpfy7lz6cacCl/LuXPpxpwKX+uwOWvRtBfFewBhJzy51L+fKoBl/LnUv58qgGX8ucKXP5qBP1Vzh5AyCl/LuXPpxpwKX8u5c+nGnApf67A5a9zBH0UxPNDiony51L+fKoBl/LnUv58qgGX8ucKYv6aEfRX4M4PKTLKn0v586kGXMqfS/nzqQZcyp8rcPmrEfTXJHsAIaf8uZQ/n2rApfy5lD+fasCl/LkCl78aQX9NsAcQcsqfS/nzqQZcyp9L+fOpBlzKnytw+asR9FcTewAhp/y5lD+fasCl/LmUP59qwKX8uQKXvxpBf51jDyDklD+X8udTDbiUP5fy51MNuJQ/V+DyVyPor1r2AEJO+XMpfz7VgEv5cyl/PtWAS/lzBS5/NYL+SrAHEHLKn0v586kGXMqfS/nzqQZcyp8rcPnrHEEfBfH8kGKi/LmUP59qwKX8uZQ/n2rApfy5gpi/ZgT9FbjzQ4qM8udS/nyqAZfy51L+fKoBl/LnClz+agT9Nc4eQMgpfy7lz6cacCl/LuXPpxpwKX+uwOWvRtBfgZoOLkLKn0v586kGXMqfS/nzqQZcyp8rcPmrEfRXI3sAIaf8uZQ/n2rApfy5lD+fasCl/LkCl78aQX+dZQ8g5JQ/l/LnUw24lD+X8udTDbiUP1fg8lcj6K8G9gBCTvlzKX8+1YBL+XMpfz7VgEv5cwUufzWC/iplDyDklD+X8udTDbiUP5fy51MNuJQ/V+Dy1zmCPgri+SHFRPlzKX8+1YBL+XMpfz7VgEv5cwUxf80I+itw54cUGeXPpfz5VAMu5c+l/PlUAy7lzxW4/NUI+muMPYCQU/5cyp9PNeBS/lzKn0814FL+XIHLX42gvzLsAYSc8udS/nyqAZfy51L+fKoBl/LnClz+sbl8sW3bnwbwZQA3ANhmjHnNu30NgLcBHPIeutsY80XvvtsAfB1AGYBnAPyeMcaxbbsewF8DWAPgBIDPGGOGbdu2APxXAB8BMAngN4wxb8xl3POoHkA/exAhpvy5lD+fasCl/LmUP59qwKX8uQKX/1xnBDsBfBLAi7Pcd9QYc7P38cWC278K4J8B2Oh93Ovd/kcAjDFmIwDj/R0APlzw2Ae9r1+setgDCDnlz6X8+VQDLuXPpfz5VAMu5c8VuPzn1AgaY942xhy68iNdtm03A6g2xuw2xjgAHgPwCe/ujwP4hvf5Ny66/TFjjGOM2Q2g1nuexWgpewAhp/y5lD+fasCl/LmUP59qwKX8uQKX/5yWhl7BWtu234R74eS/McZ0AFgB4HTBY057twHAUmPMWe/zc5gJcwWAU7N8zVlc5NFHH30Q7qwhRkZGvv3QQw894z2uAe7ZHifh7ugzBncdbz3c7n0p3Ka4B8AqACPeU9Z633sFgByAXu/zIbjZVRc85zSAKsuyNgMYAJAAUFlwf9J73mVwp40rAJQX3D8JYAJAk/f6a73nyN8/7j1H4wK/pkEAzQF5TWsty0KRvaYg1Wm9ZVm9RfaaglanesuyYkX2moJUp/WWZU0X2WsKUp3WW5bVU2SvKWh1Wuq9BxXTawpSndZbljVeZK8pSHUqfA9aNK/JcZxLTtpd8RxB27af957wYl8yxjzlPebHAP6g4BrBOIBKY8ygd03gdwFsAbAJwJ8YY97vPW4ngD80xnzMtu0RY0xtwfcdNsbU2bb9tPc1L3m3G+9rXrvswAksyyp3HGeSPY6wUv5cyp9PNeBS/lzKn0814FL+XEHM/4ozgvmm7VoYY1IAUt7nr9u2fRRuE9gDYGXBQ1diZj1tr23bzcaYs97Szz7v9nznPNvXLDarMLNBjiw85c+l/PlUAy7lz6X8+VQDLuXPFbj85+X4CNu2m2zbjnqfr4O70csxb+nnmG3bO7zdQB8A8JT3Zf8A4PPe55+/6PYHbNu2bNveAWC0YAnpYjNy5YfIPFL+XMqfTzXgUv5cyp9PNeBS/lyBy39OjaBt279s2/ZpAO8F8H3btp/z7robwD7btt8C8CSALxpjhrz7/gWAvwRwBMBRAM96t/8JgA/Ytn0YwPu9vwPuERPHvMd/zft6ERERERERuU5XvEZQrp5lWZsvd0GmzC/lz6X8+VQDLuXPpfz5VAMu5c8VxPzVCPooiBeJFhPlz6X8+VQDLuXPpfz5VAMu5c8VxPzn5RrBEFtx5YfIPFL+XMqfTzXgUv5cyp9PNeBS/lyBy1+NoL9y7AGEnPLnUv58qgGX8udS/nyqAZfy5wpc/moE/dXLHkDIKX8u5c+nGnApfy7lz6cacCl/rsDlr0bQX4GbEi4yyp9L+fOpBlzKn0v586kGXMqfK3D5qxH019CVHyLzSPlzKX8+1YBL+XMpfz7VgEv5cwUufzWC/oqxBxByyp9L+fOpBlzKn0v586kGXMqfK3D5qxH0VzV7ACGn/LmUP59qwKX8uZQ/n2rApfy5Ape/zhH0kWVZCcdxkuxxhJXy51L+fKoBl/LnUv58qgGX8ucKYv6aEfTXavYAQk75cyl/PtWAS/lzKX8+1YBL+XMFLn81gv6aZg8g5JQ/l/LnUw24lD+X8udTDbiUP1fg8lcj6K9B9gBCTvlzKX8+1YBL+XMpfz7VgEv5cwUufzWC/mpmDyDklD+X8udTDbiUP5fy51MNuJQ/V+DyVyPorwH2AEJO+XMpfz7VgEv5cyl/PtWAS/lzBS5/NYL+SrAHEHLKn0v586kGXMqfS/nzqQZcyp8rcPmrEfRXJXsAIaf8uZQ/n2rApfy5lD+fasCl/LkCl7/OEfRREM8PKSbKn0v586kGXMqfS/nzqQZcyp8riPlrRtBfgTs/pMgofy7lz6cacCl/LuXPpxpwKX+uwOWvRtBfgfotQBFS/lzKn0814FL+XMqfTzXgUv5cgctfjaC/RtgDCDnlz6X8+VQDLuXPpfz5VAMu5c8VuPzVCPprGXsAIaf8uZQ/n2rApfy5lD+fasCl/LkCl78aQX/1swcQcsqfS/nzqQZcyp9L+fOpBlzKnytw+asR9FcFewAhp/y5lD+fasCl/LmUP59qwKX8uQKXvxpBf5WzBxByyp9L+fOpBlzKn0v586kGXMqfK3D56xxBHwXx/JBiovy5lD+fasCl/LmUP59qwKX8uYKYv2YE/RW480OKjPLnUv58qgGX8udS/nyqAZfy5wpc/moE/TXJHkDIKX8u5c+nGnApfy7lz6cacCl/rsDlr0bQXxPsAYSc8udS/nyqAZfy51L+fKoBl/LnClz+agT91cQeQMgpfy7lz6cacCl/LuXPpxpwKX+uwOWvRtBf59gDCDnlz6X8+VQDLuXPpfz5VAMu5c8VuPzVCPqrlj2AkFP+XMqfTzXgUv5cyp9PNeBS/lyBy1+NoL8S7AGEnPLnUv58qgGX8udS/nyqAZfy5wpc/jpH0EdBPD+kmCh/LuXPpxpwKX8u5c+nGnApf64g5q8ZQX8F7vyQIqP8uZQ/n2rApfy5lD+fasCl/LkCl39sLl9s2/anAXwZwA0AthljXvNu/xyAf13w0PcAuNUY85Zt2z8G0Axgyrvvg8aYPtu24wAeA3AbgEEAnzXGnPCe748BfAFAFsDvGmOem8u459E4ewAhp/y5lD+fasCl/LmUP59qwKX8uQKX/5waQQCdAD4JYFfhjcaYbwP4NgDYtr0VwHeNMW8VPORz+aaxwBcADBtjNti2fR+A/wTgs7Zt3wjgPgBbACwH8Lxt25uMMdk5jn0+BGo6uAgpfy7lz6cacCl/LuXPpxpwKX+uwOU/p6Whxpi3jTGHrvCwXwXwxFU83ccBfMP7/EkAtm3blnf7E8aYlDHmOIAjALZd75jnWSN7ACGn/LmUP59qwKX8uZQ/n2rApfy5Apf/Qlwj+FkA/+Oi2x61bfst27b/D6/ZA4AVAE4BgDEmA2AUQEPh7Z7T3m2L0Vn2AEJO+XMpfz7VgEv5cyl/PtWAS/lzBS7/Ky4NtW37eQDLZrnrS8aYp67wtdsBTBpjOgtu/pwxpse27SoA3wHw63CvDZyzRx999EEADwLAyMjItx966KFn4BalAUApgJNwL+QcA5ABUA+gB8BSuE1xD4BVAEa8p6yF24SuAJAD0Ot9PgQ3u+qC55wGUGlZ1jSAAbhbyFYW3J/0nncZgH4AFQDKC+6fBDABoAnugZS13nPk7x/3nqNxgV/TINxrOoPwmm6zLKu7yF5TkOq01bKsvUX2moJWpyWWZU0W2WsKUp1utyzrcJG9piDVabNlWT8tstcUtDqttSxrtMheU5DqdLtlWQeK7DUFqU5rC96DFs1rchznkqs3fTk+wtsA5g8uvu7Ptu0/A9BvjPm/LvF1vwHgdmPMv7Rt+zkAXzbGvGLbdgxu6E0A/ggAjDH/t/c1P3/cnAfuM8uyNl8ubJlfyp9L+fOpBlzKn0v586kGXMqfK4j5z9vSUNu2IwA+g4LrA23bjtm23eh9XgLgY3A3nAGAfwDwee/zXwHwI2OM491+n23bcdu21wLYCGDvfI17jk6yBxByyp9L+fOpBlzKn0v586kGXMqfK3D5z6kRtG37l23bPg3gvQC+783W5d0N4JQx5ljBbXEAz9m2vQ/AW3CnR7/m3fcIgAbbto8AeAgzM4EHAPwNgIMAfgDgdxbpjqFAAM8PKTLKn0v586kGXMqfS/nzqQZcyp8rcPn7sjRUXJZlNTuOE7gLRYuF8udS/nyqAZfy51L+fKoBl/LnCmL+C7FraJhk2AMIOeXPpfz5VAMu5c+l/PlUAy7lzxW4/NUI+quePYCQU/5cyp9PNeBS/lzKn0814FL+XIHLX42gv3rYAwg55c+l/PlUAy7lz6X8+VQDLuXPFbj81Qj6ayl7ACGn/LmUP59qwKX8uZQ/n2rApfy5Ape/GkF/KU8u5c+l/PlUAy7lz6X8+VQDLuXPFbj8tWuojyzLKnccZ5I9jrBS/lzKn0814FL+XMqfTzXgUv5cQcw/cJ3rIreKPYCQU/5cyp9PNeBS/lzKn0814FL+XIHLX42gv0bYAwg55c+l/PlUAy7lz6X8+VQDLuXPFbj81QiKiIiIiIiEjBpBf9WyBxByyp9L+fOpBlzKn0v586kGXMqfK3D5a7MYHwXxItFiovy5lD+fasCl/LmUP59qwKX8uYKYv2YE/bWCPYCQU/5cyp9PNeBS/lzKn0814FL+XIHLX42gv3LsAYSc8udS/nyqAZfy51L+fKoBl/LnClz+agT91cseQMgpfy7lz6cacCl/LuXPpxpwKX+uwOWvRtBfgZsSLjLKn0v586kGXMqfS/nzqQZcyp8rcPmrEfTXEHsAIaf8uZQ/n2rApfy5lD+fasCl/LkCl78aQX/F2AMIOeXPpfz5VAMu5c+l/PlUAy7lzxW4/NUI+quaPYCQU/5cyp9PNeBS/lzKn0814FL+XIHLX+cI+siyrITjOEn2OMJK+XMpfz7VgEv5cyl/PtWAS/lzBTF/zQj6azV7ACGn/LmUP59qwKX8uZQ/n2rApfy5Ape/GkF/TbMHEHLKn0v586kGXMqfS/nzqQZcyp8rcPmrEfTXIHsAIaf8uZQ/n2rApfy5lD+fasCl/LkCl78aQX81swcQcsqfS/nzqQZcyp9L+fOpBlzKnytw+asR9NcAewD/s717D7azKu84/n1ICAECBgJFGpCLUCxlAJEiTK1Vl1VoLfAHVVARQYsdsWrTDoU6o+jUFqtTYCotUO4WpYAXmI4X9IGWOuMF8FJbEQoCkZQ7BESENGT1j3ed9ohIgLxn//Lu9/eZyWTfss/a3yfZJ+vs28i5v5b763kGWu6v5f56noGW+2sNrr83gv1aqF7AyLm/lvvreQZa7q/l/nqegZb7aw2uvzeC/VqkXsDIub+W++t5Blrur+X+ep6BlvtrDa6/P0ewR0P8/JBp4v5a7q/nGWi5v5b763kGWu6vNcT+fkSwX4P7/JAp4/5a7q/nGWi5v5b763kGWu6vNbj+3gj2a1A/BZhC7q/l/nqegZb7a7m/nmeg5f5ag+vvjWC/VqoXMHLur+X+ep6Blvtrub+eZ6Dl/lqD6++NYL+er17AyLm/lvvreQZa7q/l/nqegZb7aw2uvzeC/bpXvYCRc38t99fzDLTcX8v99TwDLffXGlx/bwT7tal6ASPn/lrur+cZaLm/lvvreQZa7q81uP7eCPZrE/UCRs79tdxfzzPQcn8t99fzDLTcX2tw/f05gj0a4ueHTBP313J/Pc9Ay/213F/PM9Byf60h9p+/rldQSvko8HvAKuAW4OjMXNnOOxF4G/AE8O7M/FI7/UDgNGAecHZmntxO3wm4GFgCXA8cmZmrSikbARcCLwHuB96Qmbet69rnwA7AjepFjJj7a7m/nmeg5f5a7q/nGWi5v9bg+vfx1NAvA3tk5p7ATcCJAKWU3YHDgV8DDgT+rpQyr5QyDzgdOAjYHTiiXRbgI8ApmbkL8CDdJpL2+4Pt9FPa5dZHj6oXMHLur+X+ep6Blvtrub+eZ6Dl/lqD67/OG8HMvDIzV7ejXwe2a4cPAS7OzMcz81bgZmC/9uvmzPxhZq6iewTwkFJKAK8CLmt//gLg0FnXdUE7fBlQ2uXXNz9RL2Dk3F/L/fU8Ay3313J/Pc9Ay/21Bte/7zeLOQb4Qju8FPjRrPPuaKf9otOXACtnbSpnTv+Z62rnP9Quv77ZWr2AkXN/LffX8wy03F/L/fU8Ay331xpc/2f0GsFSyld46g9JfF9mXt4u8z5gNXBRf8t7ds4777xjgWMBVq5cedGyZcs+D9xJt2lcANxO9/zdh+nWuiWwAtiGblO8AtgeWNmucjHdBnQpsAa4ux1+gK7d5rOucxXwk4jYDbgPWAgsmnX+Y+16n0/3OSOb0r270Mz5j9L9JGFr4K72tRfOOv+Rdh1bTfg23Q9sO5DbtElEvHDKbtOQ5rQoIhZN2W0a2pweb/dB03SbhjSnRRGx/ZTdpkHNKSIWTtttGticarsPmqbbNKQ5LYqIbabsNg1pTrPvg9ab21Rr/YWvW+zlXUNLKW8F3gGUzHy0nXYiQGb+VTv+JeCk9kdOyszXzr4ccHJb9PMzc3Up5YCZy8382cz8WillPt1Ats7M9eotTyNih1rr7ep1jJX7a7m/nmeg5f5a7q/nGWi5v9YQ+6/zU0PbO4AeDxw8swlsrgAOL6Vs1N4NdFfgm8C1wK6llJ1KKQvo3lDmirapuxo4rP35o4DLZ13XUe3wYcBV69smsFmoXsDIub+W++t5Blrur+X+ep6BlvtrDa5/H68R/DiwGfDlUsp3SilnAGTmfwKXAN8Hvggcl5lPtNf4vQv4EnADcEm7LMCfActKKTfTPcR6Tjv9HGBJO30ZcEIP654Lg/opwBRyfy331/MMtNxfy/31PAMt99caXH9/oHyPImK3p3sers0t99dyfz3PQMv9tdxfzzPQcn+tIfbv+11Dx+4R9QJGzv213F/PM9Byfy331/MMtNxfa3D9vRHs12PqBYyc+2u5v55noOX+Wu6v5xloub/W4Pp7I9ivrdQLGDn313J/Pc9Ay/213F/PM9Byf63B9fdGsF93qhcwcu6v5f56noGW+2u5v55noOX+WoPr741gv5aoFzBy7q/l/nqegZb7a7m/nmeg5f5ag+vvjWC/FqgXMHLur+X+ep6Blvtrub+eZ6Dl/lqD6++Pj+hRRCystQ7uhaLTwv213F/PM9Byfy331/MMtNxfa4j9/Yhgv3ZQL2Dk3F/L/fU8Ay3313J/Pc9Ay/21BtffG8F+PaxewMi5v5b763kGWu6v5f56noGW+2sNrr83gv1arV7AyLm/lvvreQZa7q/l/nqegZb7aw2uvzeC/dpSvYCRc38t99fzDLTcX8v99TwDLffXGlx/bwT7tUK9gJFzfy331/MMtNxfy/31PAMt99caXH9vBPu1jXoBI+f+Wu6v5xloub+W++t5BlrurzW4/t4I9ss9tdxfy/31PAMt99dyfz3PQMv9tQbX358j2KOI2KTW+qh6HWPl/lrur+cZt+aTKQAACupJREFUaLm/lvvreQZa7q81xP6D27mu57ZXL2Dk3F/L/fU8Ay3313J/Pc9Ay/21BtffG8F+rVQvYOTcX8v99TwDLffXcn89z0DL/bUG198bQTMzMzMzs5HxRrBfi9ULGDn313J/Pc9Ay/213F/PM9Byf63B9febxfRoiC8SnSbur+X+ep6Blvtrub+eZ6Dl/lpD7O9HBPu1VL2AkXN/LffX8wy03F/L/fU8Ay331xpcf28E+7VGvYCRc38t99fzDLTcX8v99TwDLffXGlx/bwT7dbd6ASPn/lrur+cZaLm/lvvreQZa7q81uP7eCPZrcA8JTxn313J/Pc9Ay/213F/PM9Byf63B9fdGsF8PqBcwcu6v5f56noGW+2u5v55noOX+WoPr741gv+arFzBy7q/l/nqegZb7a7m/nmeg5f5ag+vvjWC/NlcvYOTcX8v99TwDLffXcn89z0DL/bUG19+fI9ijiFhYa31MvY6xcn8t99fzDLTcX8v99TwDLffXGmJ/PyLYrx3UCxg599dyfz3PQMv9tdxfzzPQcn+twfX3RrBfq9QLGDn313J/Pc9Ay/213F/PM9Byf63B9fdGsF/3qxcwcu6v5f56noGW+2u5v55noOX+WoPr741gv7ZVL2Dk3F/L/fU8Ay3313J/Pc9Ay/21BtffG8EenXvuub+lXsOYub+W++t5Blrur+X+ep6BlvtrDbG/N4L9Ola9gJFzfy331/MMtNxfy/31PAMt99caXH9vBM3MzMzMzEbGG0EzMzMzM7OR8UawX2epFzBy7q/l/nqegZb7a7m/nmeg5f5ag+sftVb1GszMzMzMzGyC/IigmZmZmZnZyHgjaGZmZmZmNjLz1QuYBqWUA4HTgHnA2Zl5snhJU6+Uci7wOuCezNyjnbYl8E/AjsBtwOsz80HVGqdZKWV74EJgG6ACZ2XmaZ7BZJRSFgLXABvR3Y9flpkfKKXsBFwMLAGuB47MzFW6lU63Uso84DpgRWa+zv0nq5RyG/Bj4AlgdWbu6/ugySmlLAbOBvag+z5wDHAj7j/nSim70XWesTPwfrrvy+4/IaWUPwbeTvf3/3vA0XQfKj+Y7wN+RHAdtf8InA4cBOwOHFFK2V27qlE4HzjwSaedAGRm7gpkO25zYzXwJ5m5O7A/cFz7e+8ZTMbjwKsycy9gb+DAUsr+wEeAUzJzF+BB4G3CNY7Be4AbZh13/8l7ZWbunZn7tuO+D5qc04AvZuaLgL3o/i24/wRk5o3t7/3ewEuAR4HP4v4TU0pZCrwb2Lc9IDEPOJyBfR/wRnDd7QfcnJk/bDv+i4FDxGuaepl5DfDAk04+BLigHb4AOHSiixqRzLwzM7/VDv+Y7j8AS/EMJiIza2Y+0o5u2H5V4FXAZe10959DpZTtgN+le0SEUkrg/usD3wdNQCnlecDLgXMAMnNVZq7E/RUKcEtm3o77T9p8YONSynxgE+BOBvZ9wE8NXXdLgR/NOn4H8FLRWsZum8y8sx2+i+5pizbHSik7Ai8GvoFnMDHt2QjXA7vQPSvhFmBlZq5uF7mD7v7J5sapwPHAZu34Etx/0ipwZSmlAmdm5ln4PmhSdgLuBc4rpexFd1/0Htxf4XDgU+2w+09IZq4opXwMWA78FLiS7t/BoL4P+BFBm0qZWen+k2BzqJSyCPg08N7MfHj2eZ7B3MrMJ9rTgraje2bCi8RLGo1Syszrk69Xr2XkXpaZ+9C9NOO4UsrLZ5/p+6A5NR/YB/j7zHwx8BOe9DRE9597pZQFwMHApU8+z/3nVillC7pHYHcCfhnYlJ9/ydJ6zxvBdbcC2H7W8e3aaTZ5d5dStgVov98jXs9UK6VsSLcJvCgzP9NO9gwmrD0d62rgAGBxe4oK+L5oLv0GcHB7s5KL6Z4KdBruP1GZuaL9fg/d66P2w/dBk3IHcEdmfqMdv4xuY+j+k3UQ8K3MvLsdd//JeTVwa2bem5n/A3yG7nvDoL4PeCO47q4Fdi2l7NR+MnM4cIV4TWN1BXBUO3wUcLlwLVOtvR7qHOCGzPybWWd5BhNQStm6vWMfpZSNgd+me53m1cBh7WLuP0cy88TM3C4zd6S7z78qM9+E+09MKWXTUspmM4eB1wD/ge+DJiIz7wJ+1N69ErrXqX0f95+0I/j/p4WC+0/ScmD/Usom7f9EM/8GBvV9IGr1o8brqpTyO3SvF5kHnJuZHxYvaeqVUj4FvALYCrgb+ADwOeAS4AXA7XRvm/zkN5SxHpRSXgb8G93bJa9pJ/853esEPYM5VkrZk+5F6PPofqB3SWZ+qJSyM90jVFsC3wbenJmP61Y6/UoprwD+tH18hPtPSGv92XZ0PvDJzPxwKWUJvg+aiFLK3nRvlrQA+CHdW+dvgPtPRPsByHJg58x8qJ3mv/8TVEr5IPAGundS/zbdR0ksZUDfB7wRNDMzMzMzGxk/NdTMzMzMzGxkvBE0MzMzMzMbGW8EzczMzMzMRsYbQTMzMzMzs5HxRtDMzMzMzGxkvBE0MzMzMzMbGW8EzcxsNCJii4j4aUScNodfY/+I+G5E3BQRV0bEL80675iI+F5EfCcirouI31zLdc2LiNMj4paIuDki3v4Ul9ktIh6NiI/Nxe0xM7Pp5I2gmZmNyRuBrwNHRMSCvq88IjYA/hE4rtb6K8A1wMntvCXAqcCra617Ax8CzlzLVb4J2AXYFTgAOCkidpz19ea16/hcrzfEzMymnjeCZmY2JscAfwH8O3AIQEQ8LyI+HRE/iIiMiAtnHl2LiAUR8dGI+GZ7lO8TEbHoaa7/JcBjtdavtuNnAK9vh6P92qwdXwzcsZb1vgH4h1rrmlrrvXQbvt+fdf4JwD8DNz2D225mZvZ/vBE0M7NRiIg9gSXAVcB5dJtCgPcDD9ZaX0S3yZr9dM3jgYdqrfvVWvcC/hs48Wm+zAuA22eO1FrvAzaIiC3b4XcA34qI5cBfAu9cy7J/5vqA5cD27fbsBbwWOGUt12FmZvZz5qsXYGZmNiFvAy6stdaI+AzwtxGxFHgl8EcAtdYHImL20ywPBjaPiMPa8Y2A7z6XLx4RmwPvAn691npjRLwe+GxE7Flrrc/yujYEzgKOrrU+ERHPZUlmZjZi3giamdnUa68HfCPweES8pZ28IfDWtf1R4J211que4ZdaDuww6+tuBaxpG8zDgJW11hsBaq2XRMT5wFbAvWu5vmvb8ZlHCLcFXgh8vm0CF3dfLjavtR77DNdqZmYj5qeGmpnZGBwC3Fhr3a7WumOtdUfgNXQbwX8B3gIQEYvbZWdcASyLiI3b+ZtFxK8+zde5Htg4Il7Wjv8hcGk7fCuwz8y7iEbEK4GHgfue5vouBf4gIjaIiK2BQ4HLaq3La61bzbotp9K9ltCbQDMze0b8iKCZmY3BMcBFs0+otX6tvcvn5cB7I+IHwJ3AdcBD7WInAycB10bEGqACHwRueKovUmtdExFHAmdGxELgNuDN7bzrI+KvgX+NiFXA48Bha3la6CeAlwL/1Y5/qNZ667O54WZmZk8lnuXLEszMzKZKe73dvFrrY+11fF8FltVavyJempmZ2ZzxI4JmZjZ2WwBfaJ/JtxD4pDeBZmY27fyIoJmZ2bMUEWcA+z/p5NW11n2fw3XtDZz/FGd9vNZ69nNYnpmZ2Vp5I2hmZmZmZjYyftdQMzMzMzOzkfFG0MzMzMzMbGS8ETQzMzMzMxsZbwTNzMzMzMxG5n8Bxol4SSuwqmsAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Linear Regression Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"HP\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "print('You selected', selected_predictor)\n",
        "plot_pdp(reg_model, X_train, selected_predictor)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "XYC0UV_Cinr-",
        "outputId": "60c0aa46-f775-4e13-f1d4-d1700c4f34c6"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected HP\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Gradient Boosting Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"HP\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "print('You selected', selected_predictor)\n",
        "plot_pdp(gbr_model, X_train, selected_predictor)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "VvBQBCu6itRS",
        "outputId": "49d5ac19-f102-4e0e-eb9c-9b2f5bc27b4b"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected HP\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Linear Regression Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"KM\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "print('You selected', selected_predictor)\n",
        "plot_pdp(reg_model, X_train, selected_predictor)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "9F5Yp39Niphq",
        "outputId": "cf44b993-5eb9-4eaa-fc1d-7690db76789f"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected KM\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Gradient Boosting Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"KM\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "print('You selected', selected_predictor)\n",
        "plot_pdp(gbr_model, X_train, selected_predictor)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "OJ4m8pfYivb2",
        "outputId": "12913433-4d19-4212-b325-cf049213b664"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected KM\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**ICE Plots**"
      ],
      "metadata": {
        "id": "1jI9FsYqiSIp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Linear Regression Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"Age_08_04\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "number_clusters = 13 #@param {type:\"slider\", min:1, max:50, step:1}\n",
        "print('You selected {} with {} clusters.'.format(selected_predictor, number_clusters))\n",
        "plot_pdp(reg_model, X_train, selected_predictor, cluster_flag=True, nb_clusters=number_clusters, lines_flag=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "G4d9lJOdiWQg",
        "outputId": "8985c0ec-7478-41c1-e61d-07169eabf1f1"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected Age_08_04 with 13 clusters.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Gradient Boosting Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"Age_08_04\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "number_clusters = 15 #@param {type:\"slider\", min:1, max:50, step:1}\n",
        "print('You selected {} with {} clusters.'.format(selected_predictor, number_clusters))\n",
        "plot_pdp(gbr_model, X_train, selected_predictor, cluster_flag=True, nb_clusters=number_clusters, lines_flag=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "7ci4VhVtiCU0",
        "outputId": "14b8b4c9-7161-405c-f04e-14f09e0d9bf8"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected Age_08_04 with 15 clusters.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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GHC/P88zjfMsCAHtnOgTOJidQs9NBJ4B/hO4NPoznebUA7gawHkA1gG0A7vy9to6IiIiITkmndY9g4CsAPu153teTyeRA4Que5y0EsAeAnUwms8G2BwD8RzKZ/LbneR8B8CcAHgfwUQB9AK4DsBzABgAugL9JJpO3Fxy21vO8XwJ4PYAnAXwo3wPjed5KAP8KYDWAbgDrk8nkD4PXbgMwDh3oLgHwTgCH9Rh5ntcI4BvQvX99AL6UTCa/5XneH0P3+tie540AuDmZTCaL3nsTgKXJZPK6ya49uO6HALwJwDkAfgPg/clksmeSfRcBuA3AeQAeBfAigMpkMnmd53mXBvWbV3DuvQh6wDzPMwB8OqhrJYBNAD6WTCb7MAnP8z4N4K8BKAD/G8C3EAztnKxmnuddh4LhuZ7n/Q2ATwbvP+qQ3aAGvwFwGYCVADYD+Gi+bZ7nXQngCwCaADwF4M+SyeTzk1zjTQDOBDAB4N0AWgF8OJlMbvM873vQvXM/9TwvB+BzAP4FwLcBvA36Dxc7AbwjmUwePFp7ASCZTN4dnP98APOKXr4KwHPJZPK/gn1uAtDjed7KZDL5wrGOTURERESnr1LoEdwG4AEAnzrB978OwDMAagD8J4A7AKwBsBQ6FH7N87zCYZMfgA6JtdBh4fsA4HleHMAvg2PUA3gfgK97nndmwXvfD+DzAMoAPDxJW+4A0A79UPFrAPwfz/PelEwmbwHwMQC/SSaTieIQeBzeDx146wE4mLpm/wlge3CNGwB8+DjO8RfQ8xgvgb6OfugQewTP8y6HDnFvhq73pVO0edKaBe//FPSQ2WXBcY7lQwD+CMBcAFnokAbP85YD+AGAvwJQB+Be6DDnTHGcK6HvVyWAnwD4GgAkk8kPQgfDdcG9+jJ0/SoANEN/zj4GHXDhed5nPM/72TTaPZmzADyd/yHoLX452E5EREREJawUegQB3ZP0iOd5G0/gvXuSyeStAOB53p0A/h7A55LJZArA/Z7npaFDylPB/j9PJpMPBvv/PYBBz/OaAVwEPXTz1mC/33qe9yMAfwjAC7bdk0wmHwm+nyhsRHCMNwB4ezKZnADwlOd534YOLr8+geuazK3JZPKl4Hw/hA4zhwkWjlkD4M1BDR70PO+nx3GOjwH4RDKZbA+OdxOAVs/zPpjvlS3wnqBNzxXs+4GifQ6rmed5ha/l37+j4P3XHqN93yvYfz10nT8M4L3Q9/aXwWv/BD3k+CLoPzQUeziZTN4b7Ps96AA5lQx0AFyaTCafgQ7ZAIBkMvnFY7T3aBLQPc+FBqFDMxERERGVsFLoEUTwD/ufAfjMCby9cHjeeHC84m2FPYJtBecdgR7C2Qg9fPF1nucN5L+gQ82cyd47iUYAfclkcrhg2z7oYYoz5UDB92OYfIGYRgD9RXMRj2fxkQUAflxQg+cB5AA0THGuwppMVp9j1azw9em0s3h/G7rns7Hw/clk0g/2nar+xbWMeJ431R9evgfgPgB3eJ7X6Xnelz3Ps6fR1mMZAVBetK0cwPAk+xIRERFRCSmVHkEASELP2bu5YFs+zMQADAXfFwazE9Gc/yYYMloNvaBHG4AtyWTyLUd5rzrKa50Aqj3PKysIg/MBdEyzXaPQ15l3ote5H0CV53nxgjA4H4fafth5ggVc6gre3wbgjwp68Y51rsJ5b82T7HO0mu0ves/8aZyzeP8MgB7o+q/KvxA8rqMZ069/ocPanEwmM9C9wl4wH/Ne6HmXt5zAsQs9h4Jhu8Hw5CXBdiIiIiIqYSUTBIPFRe4E8L8APBts6/Y8rwPAdZ7n/Tv0P5qXvMpTXeF53sXQC8xsAPBoMplsC+Z5fdHzvA9Czx0DgNcCGMkvOHKM9rd5nrcVwBc8z/sU9II1f4wjh0pO5SkAfxsM7RwE8HfHdVWH2rHP87xt0KHlswAuALAOeh4cALwE3fv1dgD3A/gs9KI6ed8A8HnP8z4cHKsOwEXJZPKeSU73QwDfCYZW7oNe/fJ4/BDArZ7nfRfAXug/BhzLdQX7fw7AXclkMhcMlf1M8DiGB6GHhaYAbD3ONgG6l3lx/gfP81qgw+bvoP8gkQHgT+dAQS+jBb3IjOl5XgRANhhm+2MAX/E872oAP4ceIv0MF4ohIiIiopIYGlrgcwDiRdv+BMDfAOiFXkTjRP5hX+g/oQNHH/TqoNcBQNCL9wfQi8R0Qg8d/BIOD0nHci2AhcH7f6wPO71n0QVz2+6EXvhmO/RQ2RP1fuhFdPqgr/W7BecZBPBx6FUwO6B7CNsL3rsROjTe73neMPSqo6+bos2/gF6sZTOAXcG+gA5gxxS8/6vQcyh3YXpzKb8HvSLqAQAR6D8cIJlMvgh9L/8VOrStg17wJT2dthT5AoB/CIbHfgq6d/Yu6BD4PIAtQTvged5nPc/7xVGO9Q/Qw5M/E7RvPNiGZDLZDeBq6MV0+qHr/L4TaC8RERERnWZEqaONrCM6tuJHU5zE85wBYAcAd5KFZWbi+A8geHTITB+biIiIiOhUUjJDQ2l28jzv3dBz5mLQPag/PRkhkIiIiIiolJTa0FCaff4UQBf08+9yAP4s3OYQEREREc1+HBpKRERERERUYtgjSEREREREVGIYBImIiIiIiEoMgyAREREREVGJYRAkIiIiIiIqMQyCREREREREJYZBkIiIiIiIqMQwCBIREREREZUYBkEiIiIiIqISwyBIRERERERUYhgEiYiIiIiISgyDIBERERERUYlhECQiIiIiIioxDIJEREREREQlhkGQiIiIiIioxDAIEhERERERlRgGQSIiIiIiohLDIEhERERERFRiGASJiIiIiIhKDIMgERERERFRiWEQJCIiIiIiKjEMgkRERERERCWGQZCIiIiIiKjEMAgSERERERGVGAZBIiIiIiKiEsMgSEREREREVGIYBImIiIiIiEoMgyAREREREVGJYRAkIiIiIiIqMQyCREREREREJYZBkIiIiIiIqMQwCBIREREREZUYBkEiIiIiIqISwyBIRERERERUYhgEiYiIiIiISgyDIBERERERUYlhECQiIiIiIioxDIJEREREREQlhkGQiIiIiIioxDAIEhERERERlRgGQSIiIiIiohLDIEhERERERFRiGASJiIiIiIhKDIMgERERERFRiWEQJCIiIiIiKjEMgkRERERERCWGQZCIiIiIiKjEMAgSERERERGVGAZBIiIiIiKiEsMgSEREREREVGIYBImIiIiIiEoMgyAREREREVGJYRAkIiIiIiIqMQyCREREREREJYZBkIiIiIiIqMQwCBIREREREZUYBkEiIiIiIqISwyBIRERERERUYhgEiYiIiIiISowVdgOOx2WXXXY5gI0ATADf3rRp0xdDbhIREREREdGsI0qpsNswLZdddpkJ4CUAbwHQDuAJANdu2rTpd6E2jIiIiIiIaJaZTUNDLwCwa9OmTbs3bdqUBnAHgHeG3CYiIiIiIqJZZzYFwSYAbQU/twfbiIiIiIiI6DjMqjmCx3LrrbfeAOAGABgYGPj+Jz/5yXsB7AdQA8ABsA/AAgBDALIAqgF0AGiADsUdAJoBDASHrIQOn00AfAAHg+/7oGtXXnDMdLBPBEBP8N8EgH2f/TguejT79p++cKA6doPZiz81+15p80f8ecjkBN+3D2XcH7pleHReBJ9r7UEio4fuZutyfuwTnT25u8tjuacrEvl9K/7yqR91/7Yi6jy46Ir8thFr4tPL7njq7v3XvH5Xftt4Nnf/4v9+4kMvXHn+DyocqyW/fe5dj5b98s2r/vrsyvjn8tsG0tmrv/JcW/fnz130YH7baDb33aX//cRnd79rzX1RyzwLALK+6mq++7Hlj17+2n9ckIh8Ir9v51jqoge7Bue+b2H9j/LbhjPZLy6/Z9s32q563eOWIfUAkM75zy748eMtT7/jvK/XR5z35Pfd3ju8eCznv3VtfcX/K2jT/zrjJ9vu5TXxmnhNR72mq55+x3mfP82uadbcp7vbepd/YkXjbafTNc2m+7TznWt+lbDNlafTNZ2O94nXxGs6Xa/p+cGxb7/pl8/8BU5u1ugFMBdFWSN4fSI47hwA3QDiAGJKqRcxhdk0R/BCADdt2rTprcHPfwcAmzZt+kKoDSsgIg1KqYPF29XLMv+Pv3PJ93/9fNOFmZxpulbWv/Z1L3ffuK5d+sbLag8OusbBwSg6+12090bQ1uuitcdFR5+LVPZQp61t+phXk0JzTRoLa1OYX5vGgtoJNb92IjencjxnG5mUgfSELWOjpqS6BJndBlK7RdAK3YPaCqBNlqjB319Vfn+mqj/9frD+4eM9CBfrHy7WP3y8B+Fi/cM1G+s/m3oEnwCw7LLLLlsEnabfB+D94TZpemSJar1vx4daAHgALjMM9dBf/sEz361yJuZW2jK/Mn7mxbU1sctWZkcbTX8/fCViWwZMMWRgTAfC1iActvW6aOtx8djOsnxIFACWbfpWU3Xaba5Jlc+vTWFBbXrR4vr06xbUpNBQlVam+D6QywqyGfXSGUMiVpspuRcEmRcdHHjOkpE90H+RGJQls+SvA0REREREdEJmTY8gAFx22WVXAPgq9OMjvrNp06bPh9ykw4jIiqN1vx7L7dvaaqNy8PqxsQN/PjS0O5Ee24tKpyuysOJAuiY2ECt3Ri3bNGCbBgSCniEb+3oc7MsHxIKvVOZQT6Jl+miqSmNezUTQi5jGgtoUFtSl0VSVgWMBSgEKvp9T0UxKVQ9nVfkBEfdFw7Cf8RH7XRaVvzWQ3r1g2ZdO2Q/Mq60/vTqsf/h4D8LF+oeL9Q8f70G4WP9wzcb6z6ogeKoTkZhSauzVHuf2bW0C4I0AbugfSa97et/grhc6h6MWRmqXVLU+s7ymu7wqNrqkzOypbCrrkaZEN8rsYZiGwBAg5yvVNWip1l5XWnsi0trroK3HRVtvBO29DiYy5ivnskwfjZVpNNdO+PNqUmpBzYTMr01jfm3GaKxKw7EEhujj+ohjXM3NTfj1EylV259WtW3KqHk6K4ueHJdlLwFWB4COtcurxl9tDU7ETNWfTgzrHz7eg3Cx/uFi/cPHexAu1j9cs7H+DIIzSESWKaV2zuQxb9/WVgvggwD+tH80bT62s++5XQdGGn2FJQB+GnHNp2orIssj1vjlMWP//LnRLnN5TZ+aX9aL+uhBVDoHJGoMwlc5X8HPKR/oGnatth4X+3octPVGJN+L2N7rYjx9KCSaho/GqpRqrp7IzasZ9+fXTvjNNSmZX5cxGiuzpmWKYYjAMAQKMaQxT2Vlnkxgrj+WmzM27jf0pDBvtzLqn7EMc6eIdEAP6+0A0LV2eVVuJmt1MupP08f6h4/3IFysf7hY//DxHoSL9Q/XbKw/g+AMEpElSqmXT8axg17CtdCror6jbyS96dc7uto6+yfOA7AKwL0A7qqpjHREI9Z7fV+9bSKTWyaAVZ/I5c6qGzAWlHdn6yNdUuN2meX2fomgNetIbw7wfaXEyCnL6Rk2c63drrT1RozCkNg2RUicVz2emVc9mp5fM5rVC9ekjYYq37ZM0wYMU8QwcohhQjUhgyaVkSblG83ISrOM+XPHUqqiR2C0mYbsNEV2FYXFDgDDa5dXTetDejLrT8fG+oeP9yBcrH+4WP/w8R6Ei/UP12ysP4PgDBKRhFJq5GSf5/ZtbTUAPgQdClXXUOoHP3mic2wsnbsCwGoA9wO4SwT31lZH5zuW8SHfx+WpbO4MgTjlUStbG7cxpyySK4+kJuoi3dE5sW672t4PS+0Zj8neibjZDleGnJyyHR+mJSqb7R221L6eqNnaGzXzIbG1R/ckjhWFxLmVOiQ2V49MzK8ZHFtUN5JeWJc25lZnLTHsSE5ZjoJlZ/yEOZxrlHG/UVKYh5w0+b7RnFPmfN+0aiyI+L6v+gG0GyJ7DMHLQVjsxKGweGDt8qr076v+NDnWP3y8B+Fi/cPF+oeP9yBcrH+4ZmP9GQRn0O97kmhxLyGAn+3rGbvjnic65wC4BsCFADYB+BGAn5WXu0OWKcsjtvkBX6kr0ln/LAHc8qidrUs4mdqEY8dss98QkahtVtTFMmZtpBuGv6c/ipf6y42XJ6LmgZgrA1W2TOs51F8AACAASURBVJQDEEMyKeUr1T3sGK09MbutT4fE1h43mJdYHBIV5lSm1Lzqscz86pGJ+dWDo0vq+keX1A9nmmtTEMONZlQkmlW2O5FLWH3pRnMw22yN5OZZE6oRWWMelDEvZ1p12Zht+RHLNBxTHF9hNJ1O9Tiu+7IB7J4kLHYC6J1u7yIdv9k4Sfp0w3sQLtY/XKx/+HgPwsX6h2s21p9BcAaJSJ1SqjuMcxf1EgLANx/f1XfPozv71kKHwksAbAFwF4CfbF/f0t+ycasYgsVRx3q/gnp7OuOfA0FEB0N3bF6lG3FNYyiTU0MiEo87Zk1N3JGYY0o6PdQZwcu7K6zn+uLGbtdBf6NjjMxzjaHqhNGVNSWdAvyc74vRPRK1W3vjTltP1GjrdaVwldOxVFFIrEj586rHss3VI+MLagbHFtcOjC5rGJxYXDeYtizDzCrXTfuR6ISfsHvTTaon1Wx3TzS7/dn50VG/yc6oeTDtWiQcOxt3zEzMNnNR24RrGo4hMBXQBaBdgL1ThMXQFruZ7cL8/JPGexAu1j9crH/4eA/CxfqHazbWn0FwBonIXKXU/jDbEPQSXgwdCNcB+BmAb37jl7ufSmf9d0CHwjcD2AodCu/Zvr6lGwBaNm4VARZGHfM9Crgyk/VfA0G0PGr7NXFnaGF1FNVx2xkez+4Zz/hiGlJT5lp1tQlHxWxTxjO5tmzO32YbA8/G8Fs7KvsWODJypmsML4oZfZWV1t6xhHkwa0g2q5QYWd+0ekZibmtv3Gnrixr7ul209jho79UrnI4WhERDFOZUHhESx5Y3DI4vqR9Mu7avUmnYpmUj5UcxkJmb7kotMA5OLI4cmFgUP5iaH+9LNSUyqHHLXFslXFMSjpWJO2Y6bpuZmG0q1zIs25AYgDEF7Bdg3yRhMf/zjC92M9udCp//Usd7EC7WP1ysf/h4D8LF+odrNtafQXAGnWpdwkEv4QcB/Gmw6ZsAvvsvv9iVAnAFgKsBXA5gG3Qo/PH29S0HCo/RsnHrwohtvlsE78rk/HOhECuL2qiK2/0LqmMTC6siNZms2rd/ONWVzvoJ2zQaK6JWXV3cyUVsU1KZ3F5f4THbMrYMTGT60tmumipr7+viRvdrIsbAsoR5MFJtvzxQZe1Jx4w+CwByyrSzvhvpHY26rb1xq63Hlb09zisrm7b1uhiZsF5pYz4kNlXlQ+KQDolzBiaW1A+lInbulQ+5UpIaz8V7+jJzxzrHz7Dbxs+Md0wsrzw4vrByIFNbk/Wl3DYMp8w1VZlrScIx0wnXSsVtIx1zrGzUMgzbMCKGIIZ87+KhBW4m610cOgm39pR0qn3+SxHvQbhY/3Cx/uHjPQgX6x+u2Vh/BsEZJCIRpdRE2O0oNlUvIYCH/uUXu6IA3godCt8O4FnoUHj39vUt7cXHatm4db5rGesMQ67KZP3VCkiURW1Uxuze+VWRoSU1seqYbaW6RlIvdA5OjPgK9VHbXFwZtarrEm7WtQxJZf2XAfWbqG1uGk5ndx0cTScAnGXL2GvKzfbzYmbPygqrdaLG2tVTa780Vm51WK4Mx3PKsjMqEsv5bqR/POK09UTNvd1O/jEYU4bEBj3cVC9cUz00vqSuf2Rpw2BqWcPhIRFACkBb1rc7e9JNw3tGz1EvjVxUvmfstbV9qbmNOWU2+Qp1vlLlAlhlruWXuaaRcKxUwjUn4rY5HnfMTNQy4VqGY4pUAPABdBwtLALYv3Z5VWZGb3oITtXPfynhPQgX6x8u1j98vAfhYv3DNRvrzyA4g2bDXwJu39ZWjUO9hIKgl/DD5zf3rt6w2QXwFujho+sAvAQdCn+0fX3L3smO17Jxa7NtGVeYIldnfX+NUkiURS2piNo9TZWR3iU1Mbc66szJ+uqZff3j+zoHJ2AasrDMtVZWxex4XdzJOZYh6ay/UwQPRyzjAR/Y/nL/WA76sRirAJxtYuKchHlwSaW172Cd/fyBOuf5oRprlx8z+ypNZGrTfjSR9t24guMMjrtWa48re4Ohpm3BUNP2XhfDBSFR8iGxajzTXD08saBmaHxxbf/I0oah1LKGwVTUOSIktgNoBdA2nKnqfmbwkvRjvevcveOrmxWsFQpYpBSafIXanK/KABgx21BlrmUkXHMi4VhjCccciztmKm6bOdcyLcuQMgGqAPQfIyx2AOg7lRe7mQ2f/9Md70G4WP9wsf7h4z0IF+sfrtlYfwbBGSQii5RSe8Jux3QEvYRvgA6E6wD8HDoUPvjh85vV6g2bHQAt0KHwXQD24VAonPJhmS0btzZZprzVMuTqbE69XgHlZVFLyiJ2z5xyd/+y2liuJuYss02ja3gi++SuntGuA8PpeMwxzi6P2GfWxm2rNu74tmkgk/NfNEW2OJbxCIBtuwfGOrO+WoFDAXEVgLMNpGsqrdaX45mnepdUPt/R4DyTqrA6E4bk5vvKaM74kXhOuRElljM45ph7u2y1p8eV9h4X7X2HQuLQ+OEhsb485TdXj2XmVY9MLKgeHl9c1z+6tGFwYvmRITGNgpAIoC2nzLatPVcO3NH2mUhWxRZZppwtwAoAi3yFRl+pGt9HuQiUbYpKOKaRcK3xMsccjTvWaJljjscdKx21DMMyjIQhqAEQEZF8MJwqLHaGtdjNbPr8n654D8LF+oeL9Q8f70G4WP9wzcb6MwjOIBEpV0rNujlhRb2EBg71EvYAwOoNmy0Ab4QOhe+Gnht3F4C7tq9vef5ox27ZuLXREHmzbcnVuZy6yFeqsixqoyxq9dUn3L1LamNj9XF3vmsZNUqpR7tH0889f3BkpH8sO6cqZr2+PGKvqIs7udq4LZZpqEzOf842ZItlGo9Cz21sfalvtBzA2aOD/WviFVXLcCgkZkykdtTaL+yd5z7RvSDy8EiDs8PxEVnuK3Opr9CUU27ch+1CLGtg1MTeLkf2drto63VUe19E8gvXFIfEurK031wzmplXNTqxsGZofFFt/+iyOYMTy+qHUjE3O1lIbAu+WoOfW7f1vaXr33f/czWAZkOw2DLkLBGsUAoLFTDX91VtTiFuCnzLFEQsw0g45ljCtUbKHGso4ZqjCcdKxW1TWYbETJFqAA0iMoqjh8UOAN0zvdjNbP38n054D8LF+oeL9Q8f70G4WP9wzcb6MwjOoNnYJVyooJfwBgBXoqiXEABWb9hsArgIOhReDWAQ+jmFdwF4dvv6lqN+oFo2bp0rghbbNK72fXWxr1RVWdSWRMQaqEk4u5bUxHrmJNz6qG2eDWCnr9Qje/vG9z7TOZzzlTqrJma/oSJqL65POBM1cccyDcllff9Z2zAe+N3233SsWnPRTwC0v9Q3CgCNOLz3cBV0r9x+AM/aMvZcs/to5xmxu4eWRDeplKo+M6viZ+WULBWVnePDiSrYDmCYfaOi9nQ50tbjqrY+F+29EXT0udLWG8HgmHXYNdaX6zmJ86pHgpCoH4GxtGEwnXCzfsGu+ZB4WG9i8HVQlij/+jt3GAAaEIRF05CzBFgGYKGvMNdXqsZXiJkGsrZhwDbFjNnGaMIxh8pca6DMtYbLXGssbpu+bRhR05AK0WGxEsBBHLt3cdq/0Gb75/90wHsQLtY/XKx/+HgPwsX6h2s21p9BcAaJSI1SqjfsdsyEgl7CGwCYKOolBIDVGzYbAC6ADoXXQAebu6CD4ZPHCoUA0LJx6xwBLrEt4yrfV2/0lapJRG1VFrFGKmP284uqY+2N5W5F3DZfKyIAsDWT8x97unP44O8OjpQlHPMN1TH7wsqo3diQsMdrEq5tiGRyvnraNmWLIbINuuewc92qBnXzlt0WdJA6G4cHxCYAL0IvlvNsxOh7/vVlX+t+beJ7dkaVLx3z57w2B3ul7/tLTUnVKdgRiGkpBfSNCPZ2OdLW66q2vgg6+oKQ2ONiYMw+7Hrry1N+U9VYprlmZGJBdRAS5wymljUMpiYJiR04PBzmexMPyBL1yr7X37nDgg69zYZgUT4sKmCB0mGx2ldwLUOytilim2JahoyUudZAwjH7y11roNy1RhKOlXFMI2IZUi5AnYg0IVjsBkcJiwgWuzmdPv+zFe9BuFj/cLH+4eM9CBfrH67ZWH8GwRkkIk1KqY6w2zGTgl7Ci6CHjV4J4F4A/46CXkIAWL1hswA4D4dCoYVDofDx7etbfExDy8at9QDeaJvybqVwqa9UXSJi58qiVrosYj2zoCq2q7HCdStda6WILAfwFICtw6ns9rt++XAE9UurKyLWJdUx+3VVMbt6Tpk7Uh2zoyKS8pV60jbkIdHhcPu6VQ2vPOvl5i274wDOQjDvEIcCogMdDncE/322yXn8hffWXxvPKXv+YG7puWlVfo5SWAmVWWgbo9WA5UDEyOWU6h8xZG+PjfZeV3X0RdDeF5H8kNP+0cNDYl1Zym/Sq5umFtQMjy2u7R9d2jCUWj5noDgkZjB5SGxDUUjMu/7OHS6AeQCaRbDIMuRM6EC8wFeqwVeohoJtGpKxTTGCsDjsWkZfuWv1lrtWb0XEGko4Vto1DcfW8xZrRaQRQD2Avkw63W07zl5MHRxP6cVuTgen4++g2YT1DxfrHz7eg3Cx/uGajfVnEJxBs7FL+HgEvYTXQYdCC7qX8PbCXkLglVC4CodCYRkODR/dOt1QCAAtG7fWAXijZcqVUHhTTqmGRMTKlEdtxF3ryabKyHPzyiOqJmYvgu9faJhmF4CtALa29o/v2Lyrt8xXWF0Rsd5YHbPX1MQdd06ZM1YVteMQGYdS2yxTL0YDHQ4PFp7/5i2761G0OA10YOxDEAxxKCS+8Ml5S3wAcwdzi1eM+vPW5JS1ylf+Sgvj81xjuAJiWEoplc0p9I0YRluv7bf3RlRHX0Q6+iPS3huR9j4XfSOHh8TasnxP4mhqQfXQ+OK6/pGl9ToklkUOC4lZ6NBVPNS0FVOExLzr79wRR0FYNEXOFMFSKMz3oRp8H9UAxDIlG4RFyzJk2DKkK+GY3VZmbLyxtqatzLUyEdO0bNOImYLqICw2AYji6D2LoS52czo43X8HnepY/3Cx/uHjPQgX6x+u2Vh/BsEZNBufH3IiCnoJbwDwTuhewm8C2FLYS5i3esPmM6HnE14D3Xt0N3QofGj7+pbs8Zy7ZePWWgBrTUPeDuAtvlJzE66VKo/ZdtQxnmoojz7aXBGZaIg7c01DLgzO9xiARwBs/dVLPa1tAxNnAlhTEbHWVsfsc+sSjt9Q5k5URu0yACMCPG4akl+MZvu6VQ3dhW24ectuA8AiHDn/cCGA3TgUEPMhce+Nlyz21ctiT/jVTd3Z1WsyKr4ayJ2t/OwyxxiZEzEGEiJKcjlfZXNK+kcNdPTZfntfBB19Uenoi0p7MNy0r6gnsSaRf07iaGpBMCcxv7ppeTRTHBI7MXVIPObiMdffuaMCQDOAZgEWmYacIYKlSqHZV2qOr1BhCFQwDNW0TcOyDAyZhnS5prG/PGIdqI7aPQnHysQs03AsI2qJVInIXOiw2Aggv9jNZIvc5H/uWru8atp/UCgVpfI76FTF+oeL9Q8f70G4WP9wzcb6MwjOoNn4l4BX6/ZtbVU4tOLolL2Eeas3bF4OHQqvBjAfwH9Dh8LN29e3HPdD1Vs2bq2BDoZvU7nMFcqw6uOulaqI2W7ctZ6tjDsPNJW7/fPK3CrbNC6AHr66C0GvYc5XW/9je4fhK1wAYE1l1Lq4KmqvaihzRxvKnHRFxK4AMCiCxwyRx3EoHB4xBvzmLbsjAFbiyIBYAeA5HB4Qn73xksWv1Ei9LNae9LqVE37NhQJ1rlKps02ML44YQzUxszeiVM7P5nxkcpChMaiOPsfv6Iuisz9q6KGmEWntPbInsTqR9udVjx4KiTUDenXThsFUxeQhsXCYaX4Rm/3TCYkisuKP73j2JQA1ODwsrgSwFMC8YBhqhSHIWKbkHB0WbdOQIcvAQcuQ9rhjtVdH7e5yx0rHbFNFLDNiG1IR9CzmexcLF7uZcg7j2uVVw8dq9+mkFH8HnUpY/3Cx/uHjPQgX6x+u2Vh/BsEZJCILlFL7wm5HGIJewguhA+E7AfwCOhQ+MFkvIQCs3rB5EQ6FwuUAfgIdCn+1fX1L6njbICILLv3qI0MA1hqCPxCRy31fNcdca7wibkfjrvViedS+vyHhtC+sjEYilrEaepVUQRAMAWzd1TP69EO7+5cCWCPABRVR6+LqmL10Tpk7UJ9ws+URqwpAvyF4VESegA6HT65b1dA3Wbtu3rK7CkcuTrMKwDiKwiGA3914yeKxwvc/8ez6CKDWWDJxoYGJc+CPn2XLSHPM7K+MGV2G72f8bE5JJqeMkQmV6+yN+B39EXT0x4yO/ojZ1htBW4+L3slCol64JjW/enhsUe3A2LKGwYnlcwaKQ2IOOlhNtrppZz4kTvfzX7gSKnRYXGgYWCmQJQqqWSnU+woJU5C2TMnZpmE5ptimIYOWIQdNQ9pcS/ZUR+0DZY6dSjimitmW5RhSXhQWCxe7OdqCNwfWLq867j9CnIpK+XfQqYD1DxfrHz7eg3Cx/uGajfVnEJxBIlKhlBoMux1hC3oJ83MJHehAeNtUvYQAsHrD5mYAV0EPHz0b+tEVdwG4b/v6lmnNGZus/i0bt1YBuFgEbzZ0MFwYc83RipgTT0SsPYmofV9FxNqxrDoqCcc6B3rI6wroRWgegQ6Hv7n18fYhAK+BDodrKqLWG2piTtOccre3IeGosohVoxS6g3CYX6n0yXWrGgYma+vNW3YLdBAqXpxmOXTAemVxmuBr142XLD6iV+5HTz5SX2v+9iLX6FtjqpHXGGp0ZcQcmBM3emNR6fRzfhaZrDKyvlLjKZXr6Hf9/f0xo6M/Zrb3Ro22XhdtvQ56hp3DjlsdT7+ycM386uHxxXUDo0vrB1PL5wxOVMbSxSGxE0Bb/yC6qyqwE4dWN+2UJeq4hv7mFa6EisPD4mIF1eQr1Cv92IyUbeiwaFviWIYMmoYctAxpdUzZFXfM1grXnih3rFzCsUzXNBKThMU66Dmfx1od9ZRf7Ia/g8LF+oeL9Q8f70G4WP9wzcb6MwjOoNnYJXwyFfQS3gDgXZhGLyEArN6weS70g+uvgR7KeR90KLx3+/qW0aneN536t2zcWgHgYgEuMwx5m++rxVHXHKnUwbAzEbXvj1jG1mU1sbGaqL0SOhheCKAXBb2GAJ679fH2BIDVOBQOL6yNO5Vzy92e+oQrCdesA7C/YEhpPhxO+Wy+m7fstqHDYOHiNKsAzAHwPIpWMAWw/8ZLFh9Ry9u3tTmODCyrMZ95fVQOrjbVwDm2jCyNmX01MWO/EUGnn8tlJZOD4fs5fzylsvsHImr/QNxo749ZHb0Ro7XXRVuvi+6hw0NiVTz9ysI186uHxhfXDowubRhKza8cUHOr04Wh3cehOYnFvYknHBLzgpVQm3B4WFwBYDEUmnyFOgW4liETlim+Y4ptm+JYhgyYhhy0TNnnmLLLNuTlMtceqXTtTLlrScwy45OExUYAkeB6pgqL+cVuQpsfwN9B4WL9w8X6h4/3IFysf7hmY/0ZBGeQiFQrpSYdHljqpuglvP3D5zd3H+19qzdsroMOkdcAeD2ATdCh8Gfb17ccFqhOpP5BMHwDgBZD5G1KqWURxxyujDvxsojVm4javzIN2bywMtI5r8xdKCIXQYfDBuhFaPLB8LF1qxqGrrplewOA8wFcIHrO4evrEo7MLY/01yUcM+6Y9QDag3C4HToc/nbdqoajzmW7ecvuMhx6vEXhl+DIxWl23HjJ4knDZhDO6y2MnllpvrgmKvvPtVT/ORFjoDlu9sQjaMu52C85P2tks0qAbDaVRnb/QBSd/XGzoz9mtfVFjLYeF62ThMTKWFrNqx5LN1ePpuZXD48vqusfXVo/lFoxZyBVFU8X9mj6APZj8oVr9ssSNSNDNQtXQkU+LApWQLBIKTQphVoAhmnIhG2KeiUsmjJgGnLAMmSfYxk7LUP2OKbRXRWx09UR24/bVtSYPCw2AhjB1L2Lj69dXnXwiIbOEP4OChfrHy7WP3y8B+Fi/cM1G+vPIDiDRKRZKdUWdjtOZZP0Ev4P9HMJj9pLCACrN2yuhn6W4TUA3gjgAejHUvxk+/qW/pmof8vGreXQwfASQ/A2pbAy4piDFTE7Vh61RxNR69emYWyuidrPnFEbqxORN0AHw/MAvIxDw0m3Athz6+PtALAAwBoAawzB6yoi9ur6Mme0sdwdrIs7TtQxGwTYF8w3zIfDp9atahg5WluD4aUNODIcngGgG0fOP3zpxksWp6c63u3b2iIAlhlIr6wwd57vqv3nOdK3Mm72zYlKp4qoNt/FQTPrZ03fz/mCXCaTUbkDgzGjoz9htvfFrLbeqNHa66jWHleKQ2JFLK3mVY+nm6tG0gtq9JzEpQ2DE8vnDKaq46nJQmIbjgyJnTMVEvMKV0JFEBZFsFyAhQpo8hVqBPAtU1K2Kco2xXFMwzENGbAM7LdNY59tyk7TkH0A2ipca6Q+5uYqXDti6NVQ82FxHvQfM24H8KW1y6sOzOR1APwdFDbWP1ysf/h4D8LF+odrNtafQXAGzcYu4TAFvYQfgO4ldAF8C3ou4VF7CQFg9YbNFQDeAR0KLwPwyFjnzodijcu+uX19y5RzEY9Xy8atZdBB71JD8FZf4cyIbQ5Wxm23PGqreMTabJnGZtuQrWsay63gkRUXQYdJE4dC4SPQw0JTV92y3YSeh5gPhxdURu2zG8rcvsZyd7g27kSitjEHwJ5JwuHYka083M1bdpsAFuPIgDgfesXU4oDYOtnw0rwgvDcCWCHInFEme891cOC8qNG7OG52JSJqX8ZRHeLioOX7WQMqmzUkl8lmJXdgMG529Met9r641drrGq09rmrtdaVrsCgkRjNqXvVYZp5e3XRsUc2hkFiTOCIkHsDhq5sWDjedMuieqOvv3CEoWAk1+FpoCJZBPzKk0VeoNgRpy5CUZQoc03BsU1zLkH7LlP26Z1F2Vrr2b1dUJ84XkQ8CuBXAl2eyh5C/g8LF+oeL9Q8f70G4WP9wzcb6MwjOoNn4/JBTQRA0Xg/dS/hu6F7CbwLYfKxeQgBYvWFzAsAVKpd7j5jmWwA8AT189Mfb17fM6DC8lo1bE9BB7xIRvFUpnB2xjYGKmGOXx2w7EbEeskxjM4AHz59b1hu1zQuC/S+CfrTEUyiYa5h/gP1Vt2x3AJyDgnBYFbWXzCl39zeWR8Zq4nYsYhlzAewKFqPJh8On161qmNZiOjdv2R0FcCaOXME0gSMXp3n2xksWH3N4w+3b2uIAlgFYmU2Nnl3udq2KyIFz4mZvUxTtvqNas47faUaky4FKQZBNW5LL5pTp7++PWx0DCautN2a19rjGvh5XtfW6cnCSkNgUPCdxfvXQ2KLawbH8cxJryyYmC4mTrW7acTJCYl7xSqjB14IgLC5QQKNSqIjaxkRdmb2vqSzy+WVV8QtF5AMAbgHwlbXLq7pebTv4OyhcrH+4WP/w8R6Ei/UP12ysP4PgDJqNfwk41dy+ra0Sh+YSRnBoLuEx/5EsIivO+9yv2wC8Fbqn8AoAz0CHwru3r2/pmOn2tmzcGoce6nqpCN6sFF7j6mBoVsTseCJiPWqZxq8BPLi0Kvq7uWXuOdC9hVMuQrNuVUMOAK66ZXsCwLmAfsahKVhTFbPr55ZHOhrL3YnqmF3u6nD4UlE4fGbdqoZp/yK6ecvuGhy5OM3ZAIZx5OI0v7vxksWTHrvw83/7tjYDeijkSgAroDIrXRw4L2YcXJEwD5Y5/r5xO9cqjtpvR41ux8R41pBs2jZVLueb6sBA3GrvS9itfTF7X4+L1h4H+ZColLxyzvJoRjVVBSGxZmh8ce3g6JL6wdSKOYMTRSFR4VBPYvGzEttPZkjMu/7OHTaADwvw5bhrWnUJ+8W5Ze6Xl1UlLgVwLXSP+FfWLq864R5t/g4KF+sfLtY/fLwH4WL9wzUb688gOINm49jgU9UkvYT34dBcQn+y9xTXf/WGzREAb4F+TuGVAF6ADoU/2r6+5aQ856Vl49YYdMC7RIA3K+Bc1zL6y2M2KuNOVSJibc/3GEYt4zfnN5bPx6GhpBdBrw6aX4TmEQSL0OSPf9Ut22ugF6NZAx0OL6iOOW5jhdvRWB7JVMXsSseUOSLyInQozIfDZ9etapj2sxmD+YcLcHjP4dnQD4bfh8MXp3kWwO5PXbqkcTqf/9u3tZVBD41dAWAlVPYMB12viZtdC6JoTVu51qyVazMddcAtsw6atoynLSObsU3kfN9C50Dcbu9POK29MWtftw6JrZOExLLIoeGm86uHxxfXDowuaRhKrZgzMFGTmMgZh3ZV0A+nn2x10xkPicECNjcK8DcVUStXm7CenpOI/POSyvjlAN4D/cePf1q7vKr3eI/N30HhYv3DxfqHj/cgXKx/uGZj/RkEZ9BsXC1oNgh6CfNzCaM4NJfwsF7Co9V/9YbNDoA3QfcUvhPAXhwKhbtOVttbNm6NQgfaS4Pzn+9YRl9FzPYr405tImLtyAdDAA+vnV9pQQfJ/HDS1dCL0BT2Gu5et6pBAcBVt2wX6IVI1uS/TEPOr43ZE40Vkf2N5W6uMmZX24bMFZHncXg43LFuVcNxhZybt+x2oANc8fzD2lw2+6JpWU/h8JB48GjzDwvdvq3NhA6fOiACK3N+9syI9J2ZMDritr93zMzsU6bf6TroilY7+33XGE3Zpp+1TfF935L9g3G7tbfMae2NWnu7HbT2umjrceVAUUhMRDJqXvV4prlK9yQuqh0YXRKsblpbNpEtColdmHx10w5ZoqYdrv8/e2ceHlV1/vHPuXf2mSyTPSTskAAStwDWJUKMC4r4U3C3WhVEbW1tUVCrsbbRVkGquKOiUrWViqiNKC5jRDQuMIIEkDUsYUkgG9mXmbm/P87EJGwCSbhMuJ/nyRNIJveeCq1jFAAAIABJREFU+z0zZ+Z73/O+795MnLsyDnhIwPXRLrM/ymH6JtFlfaZPhLOlINILwIyMFPchrynGGqQvhv76YuivP8Yc6Iuhv76Eov6GEexEQjEkHEoEo4SnIQ1hS5SwJZcwcKj6p+fkmYCRyA/blyG3DM4D5nmzM9d01fjhZ2N4WvD85wAjLCalLNxu9kW6LHFhNtOGNsZwcUavyErgZFqN4d5FaPKRRWh+3q45brZXQUbu2prDk2KdltKkCGtJjwibFmEzxZqkOVxFe3O4amxa/GFX5ZyxqDBi+ecfXHjyORdH0N4g+tm3OM2qu0b2O2hF1L0J3gxoMYipmqYNCmj+oXaloo81sLXW5NvcrPi2qIq/2G5XSqxxtu1NdlN9k1kN+C0mofk1k9hZEWbZWuaybimzq5t3y8qmW8usoqTSQqCtSbT6WnMSo6vq+0a35iTGhtfvzyS2GMO20cRth2oSJ85dmQI8qggy48LMRNpNeYku26xe4Y7LgXHAc8A/M1LcFb90LGMN0hdDf30x9NcfYw70xdBfX0JRf8MIdiJCiAhN0/boPY7jgf1FCb/839x3Zv/t7o2Hc5z0nDwVaa5aPnTvIWgKgZXe7MwufYFkzsy3IXMARwW/fmVWlbJwh7nZ7bTEhdlN29sYwy8zekVuRxYiabuddBDwI63bSb8ZmxbfrjXBuNleE7IP4fDg+YabFJEa57JsTY60lSaGW5VwmzleFSQIIVbS3hyuHpsW/4vN3/d+/ge3l/Zg3+I0g5Dme3/tLQ6ryfycpUUmoC8tuYgwKKBpg9G0wVZRalV9W6pE8yaU5iKrGihxhZt2kuDY1ug0N/jMKn6LSRAImJQde8KtW0pdls2lNnXLbrO2pdQqispsovggJrFnVFV935g9dQPi9jQMTNjTGN/eJEJ7k9gSSVwv+mvb9nctE+euPB2YoSr0SQy32FxW9ZOkMPtLyWH2a5FR7GeBJzJS3JUH0sNYg/TF0F9fDP31x5gDfTH015dQ1N8wgp2IEKK3pmldkntmsH/aRAknBQKB8YqitK04ut9cwgORnpOnBI91efCrAdmncB6wrKtNIUDmzHwr0qiNRBrD082qKA+zm+vdLkt8mN1cYVaVL4BFSHNYmNEr0ok0eC1Rw9OBCtpHDVe2FKFpYdxsrx0Zbfw5cmhSRFJCmLUwOdJWnhhuNYVZTT0UQbwQooD25nDN3ubwUJ//MxYVmpARy7bFadKQxWXWsm8F022Hur20LXOWFsXQJhdR07RBmsYQIbSein/3HtFU2EjTFhXfNodFK3FFWbY3Jrl2NLksDQGLiYBZVdA0s7K9Isy6qcxl27LbpmwuNWtbd1tFUblV7KywtjOJTquvtXBNVHV939jKuv5xVQ0D4/c0RrvqfX97f1jS94VxYSkJe9b97bIlE2NOavhh7zEHW1X8HzDNrAolKcISbbeo/0sOs7/Ww2W7Adky5WlgZkaKe583G2MN0hdDf30x9NcfYw70xdBfX0JRf8MIdiKhGBLuTpx05jnpk2fO+RW/kEt4KKTn5Alkfl6LKVQI5hQC3x8NUwiQOTPfgjRpo4JfZ5hUURZmN9dFuSyxYXZzo1lVWkzhl8DqjF6RAhkhO6PNVyKtRWjykUVo9jES42Z7I5HX/bM5NKvClRhm3dgz0l6ZEG6xuKymZEWIeGQU8mdzeG3GIK26suKnI73WGYsKncj2FntXMLXSag5/Nol3jex3wMjYwZiztMgC9KdNLqKmaakaDNE0TfibSipoKAxoTZutwlccYRc7LAmOopqe4cV+l6VRM6sEzKoqNCzqtoowW+Fup23LbqvYXGrRtpZa2VZmVXZWWvEHWk2iSQngDwg0BBbVr137q/XFD49fMg94QfTXVu89xmCF0QnAQzazsispwpJsMSnzeofbX4932iYiK+LOBJ7KSHH/XEzIWIP0xdBfXwz99ceYA30x9NeXUNTfMIKdSCj2D+lOtOgfjBKOQFYcHQd8iqw4ethRQvjZFJ5Iqyl0Ig3hO0C+NzvzsI95pASN4TBaI4ZnmBRREWY3V7tdluhwh9lkVpUWU/gl8OO0Man+3IKSGGTRmpbtpOlAIa3bSdsVoWnLuNneBNoYQ2C4RRVNPcJthT3dtur4MKvNaVF7C4gVQixHmsMWg7hubFp8h/SZsagwln2L05yAjHq2jRyuBH66a2S/IyrgEnzexBI0h7RGEgcDSY3N/rKm+uKaQONGE01bnfhK3JHmbc09w4pqeoaXaC5Lk7CoQjObVMWvWUzbysNshaVO65bdVvHS5/GivMb887minA2+T+/+YFV8RL0PGd19QfTX1u89polzV4YBdwF/cFnVdT0iLCmqIt7sF+l4K8ZuvQ3ZKuVJ4OmMFHe1sQbpi6G/vhj6648xB/pi6K8voai/YQQ7kVC8E9Cd2J/+c5YWRdCaS+ikNUp4xI3m03PyhtBqCmOA+cho4WJvdqb/YH/b2WTOzDcjTd2o4NeZqiLKw+ymKrfLGhnhMIebVeVrWreSeqeNSW3KLSixACfRvgiNmdaI4dfsVYSmhWCl0j60GsMRwKkmfBW9osPW94y018aHWV0Os9JXCBENLKO9OdzQCeZQCY5hb4PYF9jEvvmHm+8a2e+IzzlnaZENuZ21rUEcBAwKBDRfTUNzaX1dSXOgYYNNa9oWaQqUhMXbt1T1jdxWlxy2W53l6RP+9nc9HY0+VShCI6CB3RLQrh6xYdcfz/9xZ7Sr0Y+8YfGi6K9t2vv8E+euTAT+AoyPtJtWx4eb0xQhXhnods5z2yy/R7ZJ+efvr7v44+VLvl52pNdp0DGM9wB9MfTXH2MO9MXQX19CUX/DCHYiQogkTdM6vWm5waFxMP0PECV8Efj8SKKELaTn5KUg+xRejizi8i7SFH7hzc487OqbHSVoDE+lNWJ4lqqICpfNVBHlskREOCyxZpPyHdIULgK+mzYmtR4gt6Ckpadhy9dgWovQ5AP5exehaWHcbK+67fuPz04ecUFvWg3iUJtJKUyOtG3t5bY3xrksYTaTMkAIEcm+5nDj/qKRh8uMRYVWpFnb2yC6gVXsZRDvGtlvd0fOF3xeJdLGINJqEuMbmwO79tQ2VlVV72DZ9wt67SkvcmYMKKocN6Is8OxnKdGfFriFy+bTrvvV+pLfn7tiZ6SjyQcsRBrCfYrKTJy7cjDwDyA91mVeE+00nSqEeCE1ypUbYTXfGfD7z1VUdTrwbEaKu7Yj12Zw+BjvAfpi6K8/xhzoi6G/voSi/oYR7ESEENGaph12E2iDzuFQ9e+KKCFAek5eP6TJvBwZPfof0hR6vNmZR9xvriNkzsw3AafQGjE8S1VEhdNqKo9yWZyRTkuy2aQso3Uraf60MalVALkFJU6keW5bhKaS1q2k7YrQ7K3/uNleK3JLbdttpX3tZuWnXpH2bb3c9uZYlyXCoopBQogw4Afam8NNnWEOAWYsKnQjcw73rmDawL7FaVbdNbJfXUfPOWdpkQNIoY1B9Pn9Y9Taz+1nup/a2j9sReWSrX0TZn4yJHHRT24Rbm/mxrM27Lpt1PLt4XafD/n8mS36azv3PvbEuSszgOkCXAkRlq2RdtMI4CnTzvX5p5464hbkjYDHgecNQ3j0MN4D9MXQX3+MOdAXQ399CUX9u8wIZmVlTQfGAk3Ihtg3eTyeyqysrD7AT8jqgADfejye24J/kw68hiz08SFwp8fj0bKysqKAucitYJuBKz0ezy/21DrahGJIuDtxuPoHoznDkYZwHPAZMkro6UiUECA9J69X8JjjkebjA6Qp/MSbnVnfkWN3hKAxPBlpCkcCGYpgj9Nm3hXlsjginZY+FpOymlZj+NW0MallALkFJQrS1LTdTpoIfA/ke7/6fGv6WefM218RmhbGzfa6kBHLEbSaw2iHRV3R223b2dtt98c4LVEmRZwghHDQWqW0xRxu6URzKJCVSvcuTpOK7AnYrjgNsOFw21vszZylRfadFfW/EwT+OiTyG/VXYTM2u03rGr8pTIqc+Ula8jfrI5UoVzMTR26qmHjWsq0Oa1MDcuvxq6K/1i56GawwOh7Zg3B7cqS1ym7SzlBU07ShMeGfO8zqVOAsYDrwQkaKu8Pm1uDgGO8B+mLorz/GHOiLob++hKL+XWkEzwc+93g8vqysrMcAPB7PPUEj+IHH4xm6n7/5HvgDsrrhh8BTHo/no6ysrGlAucfjeTQrK+tewO3xeO7pkoF3ACFEuKZpVb/8SIOuoCP6B6OE1yJNYRgySvhqR6OEAOk5eT2QjesvR0bnFiJN4Ufe7ExdozWZM/NVZK7gqOCXNIZWU4nbZbW5XZZ+FpOyiVZjuHjamNSfI1RtitCc4fM1Z5hM5lNoLULT8nXQbZ/jZntjkAVw2uYcCpdFXdEnyl7Sy20n2mmJMSniRMDCvuawqLPMIcCMRYVmYCDtI4dDkaZ3De2L0xQAOw63vcXAKQtt/RNcc4b2co2+cMAS81DHrMpIZX314nXRtqc+PTHZuylciYto4tbMoppfn75ym8NUVSEEbwNzRH+tvO2xJs5daUFueX5A+JuX9I0Pw2pShgOPnhQb/pXVpN6HjOZOA2ZlpLh1uxHR3THeA/TF0F9/jDnQF0N/fQlF/Y/K1tCsrKzLgMs9Hs91BzKCWVlZiUCex+MZFPz/NcAoj8dza1ZW1trgv3cGH/eFx+NJ7fKBHyZCiL6atm+hB4OjQ2fo3yZKOAkZbem0KCFAek5eHHAp0hSeFjz+PGCBNztT98UjaAxPpDVieLYQVDutph1ul8US5bT0s5jV3bTmGH45bUzqFpD6/29F8TZkxPFARWjyAe/+itC0ECxGk0z7LaXDgIpwq6mgb7S9tJfbrrjt5nhVEacgW3vsbQ63d6Y5BJixqNCFrFa6d/6hyr7FaVbdNbLfLzaVHThl4VVWs/LsmFOjPGMGfvWrAda3YyLUDeVfrHabnv5scHzB1jDRw93Ib8/b0XTlsPXFNrVsuyJ8/wb+Jfq3f7OZOHdleG1ZySPO6Phrzap4r0+0LcGkiJOAR06Ji1hiVpX7kSb7MeDFjBR3SFU2CwWM9wB9MfTXH2MO9MXQX19CUf+jZQRzgbkej+eNoBFcBawDqoAHPB7P4qysrGHAox6P59zg32QA93g8nouzsrIqPR5PZPDnAqho+X9bXn311UnID/BUVla+OXny5A+BnUA0MpKwBegdPK8PiAK2A/HID5PbkQU/WvqTRQJFQBIQAEqC/y4HTEB4m2M2IQtS1AKlgA1wtfl9Q/C4CcBuZG6ao83v64J/GwsUB89ta/P7muAxYo7yNZUhIyGhcE1nIbchd8o1jb5uUkPm+F9f545LuN5ssVhLijbP/yr37X9/8NqzmzvjmnqPu6fenjDgamtkwoWK1ZHub6hZ4q+vfnfXN/M+3v3de8qxME+q1d5n0HXZPSP6pg0Tqvkck92VLrRAnVUJ7IqNCvO5neYBFpNa52tqzN+64tsdzsiY1/5z76+r/c1NP8/Tbfc/6jjptIzhNofjTHd0XBpCDGpualwDfLVh1Y/rC9cUfP7SY9nlB7smsyPcnnLRjUP7jhyf6GuoHWVxRgxVzJZBAV/zzgirsjLZpdT0CDPbkhLiwgVaOgi/3+9bXr6reJ2iqIs/fueNwrdferKqs597qskcedMjsxpBGxndo/dAd3yPXoFA4BSz1dZPCwQqGutr15st1iXb168u2bV146pvP3jruy2rlsW1nadeN71oMoXHva0FfIU3naHOGdk3/54BEV+fZNO2VeetilCe/3xg+E/bnaJXdH3gjgt2MebELVVWpXLrlq1V/5l0v/bx4iX81Oaakk+48NeWYdfceYuimi8M1JblDu6XnCw0bUjFrh0zErW6ggGpQ+5zusIHFW3a8NJDf5rw9sa1qzYd4PXUHdeIrr6mUcj3t+50TaE0T2nAF93smkJtnlKDY+tO1xRK83Q2shhbd7qmUJqnVFrXoGPmmg62XbVDRjArK+uz4Mn25n6Px/N+8DH3I+/mjwvm+1kBl8fjKQvmBL6HvMuewiEYweDvKjwej/uIB95FhGL/kO5EV+kfjBIOQ24bHQ94kH0JOyVKCJCekxcJXIyMFJ4DfIWMFL7vzc48ZhKPM2fmK8htkqOQEcORAmrtVnVrpN2kxkTYe1vNqkrrVtIvgZXTxqT+rFOwCM1w2lcoraR91LCgpQjNgRg322tGrh0t20mHI9eR1W67+acBMY7KXm67Ncyq9hJCDEMuoC0Rw6XIyOR+q6B2lBmLClWgH+2L05yIXLBnAS/eNbLfz+ceOGWhDfgncD5w5fPXFZckmr+eHmNafqlJq+LTgjD/85/1cW0odtA3ttZ35+gS7YITy31mpXabQuNMiyh5VfTX6tq+BibOXZkGPAoMclnV15IjLZlCiJ7AX9PjI9eqingQGb39BzA7I8WtS0Gj7oTxHqAvhv76Y8yBvhj660so6t+lEcGsrKwbkR+eszwez34LFWRlZX0B3I10yKG+NTTkkkS7E0dD/zlLi8JpzSWMoDWXsNMMRXpOXhhwEdIUno8sxjIPeM+bndnhnMXOJGgMhwCjmuuqLjY7wtMF1Nks6uYol0WLcll72SxqJLCYVmO4bNqY1J+LrgSL0KTQ2uz+DOTdsO9oNYbfHqwITQvjZnsdSHPTNt8wEVgW7TSvHRjjrO7lttkdZrV/0BzWsa853NUZ2uyPGYsK04DfAVcBHwHPAN+05BgOnLLwauBpZM/A57+/5feOan+fvzqVHb/xB4R74fIw3wueZOuW3XYGxlc3/vHCbU3nDG10CKHtaqLHS2eP+fztVWubV7Y958S5K89B5gcGohymf8eHW65A7l74y7CEyC2KEH9BGtW/A69kpLibuur6uzvGe4C+GPrrjzEH+mLory+hqH9XFosZjbzDPdLj8exu8/NYZOEXf1ZWVj/kB8Q0j8dTvp9iMU97PJ4PgxVIy9oUi4nyeDxTu2TgHUAIkahp+5Z6Nzg6HE3920QJJyENmweZS/hZZ0UJAdJz8hzA6OA5LgKWI03hfG925o7OOk9nIIRIHPXk18UEjSGtvQwb7BZ1o9tpCUSHWZNsFrUH8A2teYZLpo1JbReNyi0oiUYWoWkxh8OQjeJbmt3/YhGaFsbN9kbSvhjNcOT2jyVxLsv6lFhnXc9Im9NmVgcjK5pWs685LD1yZfZlxqLCSOA3SFNYAzwL/Oeukf3qBk5ZOBB4G1lZ+Zb100dXaRtFWLW/1++A2+r9zh653ijlRU8PdXu5jcGJlfWTL9xUkzEkEOYjMlBD+n8rtHPvPTHlkp9vGkycu1JBms+/AysTws0fuB3mW5DbTh4cnhBZIoR4CDl3jwCvGYbw8DHeA/TF0F9/jDnQF0N/fQlF/bvSCG4ArMi9rBBsE5GVlTUe+BvQjNwL+xePx5Mb/JthtLaP+Aj4fXA7aTTwX6AXch/slR6Pp13lvGMBIUSsprUv8W5w9NBL/6MRJQRIz8mzAechTeFYZBuWecA73uzMrZ15riNhf/pnzswXyB56o2g1h002s7LB7bI2RYdZe9jMSj8hxFJaI4bfTBuT2q6aam5BiRlZ3bRtERor7beTLj1YEZq2jJvtTaS9MRwO1APfJ4RZN6bGORt6RtoizKqShjSHFexrDju8Bs1YVKgg5/QOpPF9DXj+hQ/W7QCeAM4Frlw/ffQyAG2jiAxophsbtYhbq5ujkucvSXS+/HmCKK60kpZcVjP5grV7zhoSsNfTL7xcu+Dr3doVD/mJWJSR4tYAJs5daQV+C9wHvN/Lbf3aaVUnI/MKsocnRFYFDWEK0hDOyUhxN3f0Oo8XjPcAfTH01x9jDvTF0F9fQlF/o6F8JxKKIeHuhN76B6OE6UhDeDnwOTIfrFOjhADpOXkWIAuZs3gpsmVDiync2JnnOlQORf+gMUylfcTQZzUra91OS2N0mDXeblEHCSEKaDWGX08bk1q597FyC0p60j7PcAiwgjbmcGxa/CHdmQtWKu1L+y2lpwA7BSzpEWHdPDjO1dgjwhatKuLk4O9KaW8OfxibFn/E/U1nLCrsC9wO3ITcFfHMiwvWuQMaTwEPAi+snz5aA9A2imjgRp9mu7a8Ib73f77rE/VqXoIorbZwau/d1XdfWLDztIE+ex2D3cWBGyvKufBJDfOcjBR3GcDEuSvdwL3AROC5/jG2jRaTcg/yxt0DIxLdzcBDQH/gYeB1wxD+MnqvQcc7hv76Y8yBvhj660so6m8YwU5ECOHSNK1G73EcrxxL+gejhNcgTWEk8DLwSmdHCQHSc/LMSFM1HtnEfgfSFM7zZmcetQXpSPQPGsOBtEYMRwEBi0n5ye201MWEW2PtFjVNCLGe9r0M97njFixCM4zW7aSnI6t2td1OunJsWvwhNYUfN9urAoNpHzU8AVgnYElPt61oSLzLFx9mjVeEOBWZm1jCvubwF3Mb2zJjUaEDuBr4PeCqqG7873v5RZc0NgdWE9wq2vJYbaOIAyZomrh0V32Pnq/nD0yYsyhBVNSa+VX/XdV3j162bVi/eqWWE+zbAn+KruCc90F9EfgyI8WtTZy7sheQA1wAPJwSZ69RFZENbAayRyS6VaQh7BN83BsZKe5D0u945Fhag45HDP31x5gDfTH015dQ1N8wgp2IEKK/pmm6RGMMjk3920QJJwFXIKOELwKfdnaUECA9J09FttG4HGkKKwiaQmCVNzuzy17wnaF/0BgOoH3EUJhVZWWk01wbG26LcljVU4QQ2wn2MUT2Mty+97HaFKFpGzVMRhbfaVuEZp9o44EYN9trRW5RbWsO+wA/CsHSvlH2bUPiw7QYpzk5WIzmJKQxbzGHuWPT4tcdyrlmLCoUSDN7h6ZpFxbtrtu5ZG2pc/eexktbtoq2oG0UPYCJ9Q2Mr/QlRL361eAebyxOUKrqTYwcVFJz9wXerSf12tNUx6DAlkB2VAVZTaC8hNz6uXvi3JUnI/sL9hXwQGq8PVwIkY1shZA9ItHtQhrCZKQh/LdhCPflWFyDjicM/fXHmAN9MfTXl1DU3zCCnYgQYqCmaev1HsfxyrGu/15RQjetuYRdklicnpOnIPPOLg9+1QHvIE3h8s42hV2hf9AY9qN9xFA1qWJFpNNSFRtuczulMdxDa8RwEbBp2pjUfa6vTRGaFmM4DBn9aptruOFwmtGPm+0NQ+YRtrSwGI6cX68iWDIgxrnzhASXEmEzDRBCXAn8B/jr2LT4Q24LMmNRYQJwS7M/8KeyPY2ukor613rGOX/3yMWD223X/PNvxdmP3MV5msbo7dUJ8S9/eULSf76OV+qaFM49YVfd3Rf8sHVIj9LaJpJ2Fwb+EShjzJkgFiJvTuTNWbb9PGSF0TpV4c8pcY4TgD8jzfODIxLdMcBfkW2D/gb8JyPFfdA2H8cTx/oa1N0x9NcfYw70xdBfX0JRf8MIdiJCCIemafttk2HQ9YSS/nOWFrVUHL0CyEPmEnZJlBAgPSevpcppiymEYE4hsKQzTOHR0D9oDPvSPmJoNSnihwinpTIu3BrhtJlOEUIEaN/L8KcDGEMzsr9f29YVdtpvJ/WOTYuvP5xxjpvtjaW1UmmLQdRcFtUzZkiccFjUc5G5d8+PTYs/5Ny7GYsKzcXl9bcLwd8jnBZFEfzTYlafaelJ2DIH2kbRD7g1oIlzt+7pkfDiosGJb38TJxqbFS46eVfjneev2D4orrgigH3NRm3ajl3adaOD1/1SQ7N/ztyVxecHx+e1qOKh/rH2c4F7gDwBDw1PdCchDWEM0hDONQxhaK1B3RFDf/0x5kBfDP31JRT1N4xgJxKKSaLdiVDUf87SojBaK466ac0l7LLyw0FTeBKtptCONITvAN94szOPyIzqpX/mzPw+tK9K6lAV4Y1wmMviImwul810khAijPbGcMW0Man7NS7BIjSn02oMTwAKaF+E5rBadwSL0fQCbgDuiHNZVmYNjHbazGokso/qgsOJQg6cstCeFG3/V0py+HkDk8IVRREfAM/cc+6gMl9z089zoG0UKcBtfk3NLKxITnwxLyXune/ihD8Alw4r9f/u3J+KB0Rv3y3wf1+k3fXVVu3+TOSW4k9qm/yvzltVnAZMAd4Os6rTk93Wq4HJwIcC/jY80d0PaQgjkYbw7ePZEIbiGtSdMPTXH2MO9MXQX19CUX/DCHYiQoh4TdOOqYbfxxOhrv+cpUUtuYRXIqOELwKfdFWUEH42hUNoNYVRwHxktPArb3bmIX+oP1b0DxrDkbRGDF2KEN9HOMylcRE2R5jdlCaESERG/FryDL3TxqTuNzKXW1DiQEb02uYathShafkqOIwiNA5kZdC7+0bZa87s6440KeInIcTksWnxK3/p79sycMrCa61m5amMtHhP/0TXKQGfr0E1m59E9iT8OYqpbRRDgdt8mvmsdaU9k2d9PtD9/pIYRQgYf1qpdts5Gyt6u3eUmEWdp0ob8fqKwMKW6rdhVQ2+Nxes2xXb5NeuAJ6KCzO/HO00T0IWs3lHwMPDE92DkYYwLPh9XkaKu8uet8cqx8pr4HjF0F9/jDnQF0N/fQlF/Q0j2ImE4hOgO9Fd9A9GCa9BmsIYWnMJu7yBfHpOXiqy+ujlQBLwLtIULvJmZx50C+Oxqn/mzPxetJrCkUCEIvgu3G4ujou02cPt5hOEEP2RLRtacgy/nzYmdb/bQXMLSlpaYHSoCM242V4TcIUiuOeEhLC4k5PCnYrgLUWIB8amxR9yH6KBUxamAv8VsPq8gYGP+6UOGk+bnoR3jexX2PJYbaM4Bbi9OWA9ffWuXskvft4/PNcbo5jUAFedvts/8ZxtjT3Cdu2yiOpcgfZMfqAkAvk8vLy8vvmbvMIya02TfzDwUN9o23s2s/InpGF8U4G/D0t0n4w0gvbg9/nHkyE8Vl8DxwuG/vpjzIG+GPrrSyhMh7LkAAAgAElEQVTqbxjBTiQUQ8Ldie6o/wGihJ/+ZljPLt9+l56T149WU9gfeB9pCj3e7MymvR8fKvpnzszvSfuIoVsIvgmzm3fGR9jMEQ7zECHEUOAHWreS5k8bk1p9oGPmFpRE0VqE5kxkfuAWWo3h1xygCE1w2+j5NpNy/ynJ4ScPiHEoAY1/WFTl8bFp8Y2Hck0Dpyy0A09qvubzhcl82W0Xp1TR2pPwG+AZ4NO7RvYLaBuFQEY4b28M2EcU7OzT80VPH+fCH6MVi8mvXXtmcdNNo8rUWGd5OWjvu9Tt//jKX15GsNDRrtrGuK82VzTWNPkDGtyVGmf/VlHEvcCNwCuK4LFhCe4RyCqjFqQhfO94MISh8hrorhj6648xB/pi6K8voai/YQQ7kVBMEu1OdGf9g1HCq5HRl6MaJQRIz8nrhcwduxy5lfQDpCn8xJud2QChq3/mzPwk2kcMYwTku+ymovgIuynSaU4VQqQDq2k1hl9NG5NafqBjtilC0zZq6EBG6R44kMEbN9s7PMZp/tspSRHnxDjNtY2+wJ8i7OZ/HWr+YL/fv32TagubBjwAvHjbxSl2pIG7A3ABzwKv3TWyX2XQEJ4B3F7vdw1bvqNPz1mf9bJ+VhCtOq3NgevP2lZ3w8hKW7i9sb4hEPWJXSmdGpmyoXDxuop0TdMmbatquPb7bXsCzQFtqy+gTUqJs29FVhi9GnhBEcwYluA+E2kIW/oRvp+R4u62bzqh+hroLhj6648xB/pi6K8voai/YQQ7kVAsG9udOF703ytK+AWtuYRHpUhHek5eEnAZMlp4CvARMG/Ni79bV1u0uuBojKEryZyZ34P2EcM44GuXzbQlPsIm3C7LQCHEr4BNtG9yX3yw4+YWlPQGnkBWPb16bFr8Ae8ajpvtHTgwxvHECYlhowWUlNU2T/pjZt8FvzR2IcTAAXd/pABvAyuBW9dPH13dtichcCEwF3j2rpH9CoKGcJSmcVt9ICJ9aVGf5Bc+TVK//CnaFGZr8t+YsXnP9SMrzFaL2bYnMOCbCt+Qu4el/X3J4nUVYf6Ads3a0tr7VpZU97Sb1Z+i7OZbzRa2I43oZcDTqhBPpCdEZiKNoBb8ntsdDeHxsgYdqxj6648xB/pi6K8voai/YQQ7kVBsJNmdON70bxMlnATE0lpx9KhECQHSc/LigUuB8VogcLpQlI+RkcIF3uzMA26lDCUyZ+YnAmfTGjFMBL52WNUNCZF2olyW/kKIs4BdtOYYfjltTOrWvY8VzC+8FdmUfSrw2sGifTe+8WPSoHjny/2iHReU1jZt2lReP2n6/w32HOjxLa+B4FbRmcHxXrF++ugVLY+ZsagwEbglOI71yG2j709O7u8HztU0cWut333qt5v7JL3waQ/x7Xq3KdLR6Jtw9vrS688uUzBFRpX4TttQ1Hx+zi7faXN/M6yn/38/7jrjp901T2yprB/eI8y2aVCs8/5tNfU/+DXtAWA0MMOmKs+eGBdxHtIINge/L+hOhvB4W4OONQz99ceYA30x9NeXUNTfMIKdiBDCpWlajd7jOF45nvWfs7ToVKQhvAodooQAfcbf2yv65AvORW4fPROZ0/gOkOvNzjxo4ZRQInNmfjztI4ZJwFd2i7ouPtLmjw6z9lOEyADqaN+yYn1LL8PcgpKhwFvACuD2sWnxew52zkc+Xp8c5bC8HuuynL2htHbj6uKa39c0+T+ZPyG93QK+92tg4JSF1wFPIrdsvrx++uifHz9jUaEZaeLvQOaAzgJempzcfzdwYUBTbqvxRZ/4dWHvHi98khjwboo0R7samieN/Kn41xnFfr8SF7O5eUzz5qZLnq0J9H72N8N6Fj/88cY+tc3+lysbmkcOiXXVDop1Pr29psFTVt90e1Cvx+wmdVZabPiFSCNYH/z+UXcwhMfzGnQsYOivP8Yc6Iuhv76Eov6GEexEQjFJtDth6A9zlha5aK04elSjhG31T8/JiwTGIk1hJrAYGSn8nzc7s6yrx3I0yZyZH0f7iGEv4GubWVkVH2lvjgm39laEOBswAc8DD08bkxoItqWYAZwPXDs2Lf67XzrXG0u2DdY03jCr4sTl26u3rN9de48G782fkO6H/b8GBk5ZOAi5VXQFcNv66aP3idTOWFR4IvA75HbjD4Fnrou7ZEm8ZdVYn2a+rcYXnbZoXa/4Fz5J8BcURZjjw+uabs9ctePaM4vqm0VC1LrGa8M3NV22sEGLeRr4YvHGPf1tJuW5gKadnt4jQgyIdny+q67x061V9ecC6cDfwyym2YOjwy4B/gLUIA3hx6FsCI01SF8M/fXHmAN9MfTXl1DU3zCCnYgQIlbTtEMu+27QuRj6tycYJbwFGSX8Ehnx6bIo4YH0T8/JCwPGIE3hecg2DfOA97zZmbu6Yix6kjkzPxZpDFsihn2Ar61mZeWAhLBzHFbTZuCGaWNSawFyC0rGIQ3iP4HpY9Pif7G65ns/Fo/yBbTZNY2+uO+2VFaU1DTlAK+/O3FY2P7mYOCUhQ7kVtGz2WuraFtmLCqMRFb//B1QDTxzovPf8851Z49uDlhvr2qOGZK3Njn6hU8SAmt2hJuTImsaf5u1asc1pxXuaRJxYWsab3asb7ymupmw54E5izfuSREww6IqfU7rGVHdJ9LuKm9o/mjTntqBAY2+QE6E1fR6alTYZUhDuCf4/dNQNITGGqQvhv76Y8yBvhj660so6m8YwU5ECJGoadpOvcdxvGLov3+CUcKWiqNxtEYJt3fmeQ5F//ScPCcyZ+xyZNGSZUhT+K43O/Oo5TYeTTJn5scAGcA5wDXRYZYdvWOdAVVRLp42JnUbQG5BSS/gTaABuGFsWvwvPo9zC0pUTdNuCGhM31nV0Ji/uVIt3VX8sj0ydvr8Cen73Wo6cMrCXyML1twHzG67VbQtMxYVKshI5R3AacCrceaC2b+Ov3R4Y8B+e1Vz7KDPVvWImPVpQmBDSZi5V3R1wx/OLdhx+bCNFT7hFj813ty8uuGWVD+OdzVNe+GrwqoE4DGzIqoy+rg39Yywn1fR0LRm8566sOaAZgf+muSyzU0Ks1+ONIJlwe+eUDKExhqkL4b++mPMgb4Y+utLKOpvGMFOJBRDwt0JQ/9fZj9RwheBjzsjSni4+qfn5NmQZuNy4GJke4Z5wHxvduY+hVa6A8FWFdNVRVzYO9YZiHJZLpx+8aDvAXILSkzIapu3AhPGpsV/eCjHzC0oCQPuCWjaHT9tLy/5obghxhfQZgNPzp+Qvo+5brNV9EfkVtGD5jPMWFTYjzY9CcPVopduTjgntjHguLWqKSbl44JE56zPErUtpU5z/7g99X88b8X2/zt18x4NS+2axht3Lqu/e0QAW0VA015csqXa3OTX/qwIvszsF70kOdw2rrKxOWXLnrqGJn+gQYM/94lwvBvnsF4FPIgswPNgRoo77xAl1hVjDdIXQ3/9MeZAXwz99SUU9TeMYCcihLBpmtag9ziOVwz9D502UcJJQDydECXsiP7pOXlWIAvZkuL/gI1IU/iONzuz8EjHdKySOTN/lKqIOQ6rmhgbbrtn9tUnPtHyu9yCkpHA68jrv+9Qm8rnFpT09vt804SqZvy4o7pg+faq4cB8YPr8Cel75w06gKeAs4ArD7RVtC0zFhU6aO1J6HSpO1/+ddwlTeC/qbIppv+Hy+PML33WQ2yvcJgHJVTU/emCFdsvPHFrlYDSTU2Xer+pmzbUjy3DH9DeXlNS11xe57samJPZL+qdnuG2qyobm28sqqrXmgNahYY2eXB0WK7TbLoGaQi3A3/JSHEvOhQt9MJYg/TF0F9/jDnQF0N/fQlF/Q0j2ImE4p2A7oSh/5ExZ2nRKbRWHF2MjBIuPNwoYWfpn56TZ0bm1o1H9qLbjjRF87zZmes6evxjhcyZ+WaHRf17oy8wOcxm+qa+yX/hwt/9qhogt6AkGmnOeyN7Dh7SdQshUv+3ojgaeCIQ0Cxfb67wbiituwT4Cnhs/oT0dgVpBk5ZeD0yN/GgW0XbEuxJeAYyj/BCh7L73ctibi52KsWXVjZF9831xvCyJ0ktqbKbhyaV1dx94Y87zh2yvRooKfMNffej6nd7BbBOCGha0dbyxuptexpP1jSmnZIY/lJavGtsWX3TvTtqG1ICGrutqnJvr3D7v51m03VANrAVaQgXH5rKRxdjDdIXQ3/9MeZAXwz99SUU9TeMYCcihOiradomvcdxvGLo3zGCUcKrkFsTE5BGZPahRgm7Qv/0nDwVmV83PvhVRtAUAqu92Zkhv4BdM+eHExua/Z6aep9Tg1v9Ae2NvDvP0II9B28D/gZMAeYcrOcgtM5BbkGJgozePeoPaN99sra0oLi68SZgM/AYsLCl9cTAKQsHA/8FlgO3/9JW0ba07UnoUHZvOt9978YY06ozKxqje76/xO2fnZdsLquxmU7tvbv67tHLt5+dWlwLbG/WHLPnVq4wB7DcpmnaqbtqmkuLKhpd9c2Be4E3f31Sj8EldQ2PldY1jRZCVLtt5ieSw+zTkVHsbKAQaQi/PgypuxxjDdIXQ3/9MeZAXwz99SUU9TeMYCcihAjXNK1K73Ecrxj6dx7BKOEtyA/ehxQl7Gr903PyFOB0ZE7heKAW2adwHvBjKJvCqQvW2sprGv+3razurCZfwKtp3Jp35xmrAXILStKQPQd/BG4bmxZ/QI33noNgi4q7gTsDmvbSOyuK19c0+u8ENGAaMHf+hHTfXltFr1g/fXTB4Yw/2JPwMuAOh7JrwNkRj65OtHyfWtEQmfDut+7GVxclWyvrrKbT+pXsmXrR8h2n9dtVB2wBZv27YvVmH65JAU2bUN3gZ2dVU0V5bfPts64c+vEHBbscZfVNj+9pbL7JZlKVWIdlbozd+khwnA8A65GG8JvDGW9XYaxB+mLorz/GHOiLob++hKL+hhHsREIxJNydMPTvfNpECScBibTmEm7b+7FHU//0nDwBDKfVFGoEcwqBpaFoCqcuWCsCAe2Bkj0Nk7eV1QHMBv6ad+cZ1UFD909k+41rxqbFf7+/YxxoDnILSpKAvwPnaZqW/bp3R7E/oE1BtraYAbwyf0J67cApC28I/v9e4JVD2Sq6Ny09CV1q8VUjwp4p6mn5OqGiIcz99teR9f9anGyvbrCoGSk7Kqdc+OOOU3uX1gMbgFnzKr/9pjaQeEWzX7sf6L+7tnlzbaP/9kcuSv1sxqJCs8Ok3tPoD0xxmlVbD5dtWbjVPBOICI51DdIQ/mIvxq7EWIP0xdBff4w50BdDf30JRf0NI9iJCCGiNU3rVs2yQwlD/65lztKik5GG8Gpkztks2kQJ9dI/aApPRprCywEr0hC+A3zrzc78xb58xxJTF6wd3+QLzFq7vaqgodk/EJgK/Ce4XXQ88BzSrD2+d8/BX5qD3IKS4cj2EU5g8qvfb6sD7kFG2J4FnilYszsOWVV0GYe5VbQtMxYVuoEbw9WiO092zrH1si6yV9TbnW8tjqx78+uezroms5I1eFvF1IuW7zghqaIB+Al4AcifXbr51PrmwBMOs3pWbZO/CLgvwm56q7S22SzgNgF/cVpM/l7hdsVpNr0CVCEj2CuBhzJS3Ps1yl2NsQbpi6G//hhzoC+G/voSivobRrATEUIkaZrWqb3ZDA4dQ/+jw5ylRU5acwkTkZGr2TcO76XprX/QFJ5Aqyl007p99GtvdmaH22QcDaYuWHsq8F5pVcNHm3bVjkA2Wr8j784zVh6s5+ChvAaCuYdXIHMFlwNTXv1+m4rMQxwHvF5T2/TcpqI9U5FFYa5YP330yiO9lpaehDHmNVMH2d85vZd1MRW1FtObX7rr3vqmp6vJpyrnDy0qm3rh8p0pCXsagRVIQ7gkZ+O6RLMqXoqwmS4wm0SVgBlmVXmhtLa5DtnS4j6nWS3tG+GMdZjVFcjcwQuQ22gfykhxLz3ScR8JxhqkL4b++mPMgb4Y+utLKOpvGMFOJBRDwt0JQ/+jTzBKeAtwTW31nmXOsIgngI86oy9hZ5CekzcIuXX0cqRpfRdpChd5szN9eo7tl5i6YG0i8L6maRt/KCz/LqBxP/AG8NDkc/rXIoumTAJuHpsW/xEc3msgt6DEBvwRmUP4GvDwq99vcwB3AhOBjzZuqfiprt73R2TU8NUj2SralhmLCvsnWb7/8wDbR9f1sHyvlteY+NcX7tq3v+sZ7gsIcfHJW0qnjP5xZ9/Y6ibgB+B50V9bNum/K3u4HabnYpzmC2KcZk0I5gshniurbV6hwe+ByTaTsmpApNPsMJsGIo1gGvA90hD+0JFxHyrGGqQvhv76Y8yBvhj660so6m8YwU4kFPuHdCcM/fVjztIiZ0Nd7XU2h/NmIInWiqP75BLqRXpOXn9aTWFf4H2kKfzcm53ZpOfYDsTUBWvtwKtAnx3ldRO2l9dPBi5EGrM3Jp/T/2za9By85MQEcbivgdyCkgQgB7gEeAh46dXvtzmRFUvvrKtv3rBpa2XPgMZi4LdHulW0LTMWFTpS7R/clWxZfFeMeXV4aZXqe+3zqLp3vUnhAP93yubSu0f/uLNnVG0z8C3SEK6aOHflEIsqZsSHWUYku61NqmCXEOKF2ib//+qbA7cAvzcp4tPUKFe502wah9wyGoPcyvxgRop7eUfHfjCMNUhfDP31x5gDfTH015dQ1N8wgp1IKN4J6E4Y+utLi/5zlhadhIxUXYP8AP4ix1CUECA9J683chvk5cBgIBdppj71ZmceU4v41AVrBbKp+gTg/5ZsKLMi8/nqgDsmn9N/G3J7bs95rzz95zlPPPzxkZwnt6DkZGT+YCwweWxa/CfjZnttwPV+f2DqtuLqiJra5kZN0y5aN+3wqooeiBmLCsWvwp68IVLd8I8I09bE4gq1+RVPdMMHy3u4VEVjfHrhrsmjfyxOjKj3AV8CL4j+2rqJc1eOBKZHO0wR/WPtxVaTciIwt9kf+PeeBv+FyG3L/xkU5VoWbjVfDfwqeMp84O6MFPeKzhj/3hhrkL4Y+uuPMQf6YuivL6Gov2EEOxEhRG9N07boPY7jFUN/fdlb/2Au4ZXID+VJBHMJfzOsZ5FOQ9wv6Tl5SUhTOB44CfgIaQoXerMz6/QcW1umLlh7JdIA3rJkQ1kucvtmDvCWRRUP3jGy37UBvz9HUdXJwL9+qefg/gjmD/4fMB1YB9w1Ni1+zbjZXhW4tLS8fvqu0tpe4WHWf8VFO27/4PYRjZ11fRtXjrrIFxDPOdTdvXeUmf0vfxbTuHBFgsNi8geuGrFh15/OLyiOCWvwAx5g1i1LCzYhcx3/YTMphSckOtY4LOqlwDZ/QHujst6XosH1wCt9wh1vxTmtVyKjnFZkbuRvM1Lc3s4aPxhrkN4Y+uuPMQf6YuivL6Gov2EEOxEhRISmaXv0HsfxiqG/vhxM/2CU8BZklDCf1ijhMZWnl56TlwBcijSFI4BPkKZwgTc7s8NbIjvK1AVrhyPzHJ8FHl2yoSwaeAS5rfO+0dGV64aclP4SwebwB+s5eDByC0qswB3I1gz/Af46Ni2+bNxsrygtr/tNaUX90w6bWUmMdz1iNinPzJ+Q3il9k7SNQlQ0J2WWN/d80apU99u6y6q99Fls02crY212i89/3enrS/5wbsEut7PJBywEXrplaUEJ0uD9WcAHJye7Frus6lXAsICmvVPV4Hf6AtpFwCynWX3yhJjwLOAvQAqydcVdGSnu3M4Yv7EG6Yuhv/4Yc6Avhv76Eor6G0awEwnFkHB3wtBfXw5F/zZRwklAMsdolBAgPScvBhkdGw+cCeQhTWGuNztTt4V+6oK1ScD/gNXALdPGpDZkzswfDjzrb6w3RUeG/e7m03v/BjgXuPZAPQcPhdyCklhk3uAVSMP53Ni0+OaBUxY6TSbl3wJG9U6OCNhtpheAmfMnpBd39PpAGsKypuTR1b64p8xKQ/+NxXZmfRrvW/RTtNlla/LfeOba4t+es2pXuL3ZB3wAvHzL0oKWVhiTgOeHJjr/63aYrgVu0jRtfW1ToL7BFzgFeBp4YkSiOzn471FAOfA48FRGirv+SMdtrEH6YuivP8Yc6Iuhv76Eov6GEexEhBBRmqaV6z2O4xVDf305XP1DJUoIkJ6T5wbGInMKRyHz1d4B3vdmZx7159zUBWsdwBzkltvLpo1JLcmcma807im9wxoRcz8w7/oRyd/HuqzTkQZnn56Dh0NuQckJyIb2vZFVRheMTYvXBk5ZeCMwIzbasSwh1nkqsv/g4/MnpK/v2BVKtI1C2dEwaLxPsz6qiuY+a7fbtVmf9RBfr41UIuyNvglnr9l526jVux1WXzPwHvDKLUsLrMDfkEV1Hu4bbXstOdI6Frhd07TURp9WXNfsTwpoPA48PSLRbQaeQrZE0YD/AtMyUtyH3TLDWIP0xdBff4w50BdDf30JRf0NI9iJCCF6app2zEU2jhcM/fXlSPUPpSghQHpOXjgwBmkKz0VWtZwHvOfNztx9tMYxdcFaBRmtuwG4ZNqY1BVCiJ6jnvy6FngYGBflMP/zhtN6XqIIUYfsOXjEEbtg/uCFyGb2RciCMisHTll4AvC2IvgxtX/0ZpNJmQh8AUybPyF9SYcuMoi2Uaib6069QQj/X02iqceqrXb/85/2NC/ZGC6iXQ2+iWf/tOOWkT+V2sz+RuRcvHbL0oJkZK/EAcB9wDsZ/SOGALdpmna9L6DV1jcH7E1+7WHg+RGJbhOyJcfvAAGsQRrE/2akuA8pV9RYg/TF0F9/jDnQF0N/fQlF/Q0j2ImEYki4O2Hory+dof+cpUUnIqOE1wLfALM4RqOEAOk5eU6kObocGI3sfTcPeNebnbnzYH/bWUxdsPZaYCYwYfrFg9a2zEHmzPxTkbmEypgT4n9MjXeNpU3PwSMlt6DEjMzJywbmAw9O/teyWuA5YLjNqt4wsG/UmcBdyBy8x4BP5k9I7/CbjbZRmNbWnPVbm1pzv1nUu5cX2pue/6yPY9nmMBEfXu+bNGrV9pvOWltmMQXqkZG9ObcsLRgOTAOagCkvXzV0cfDmwzWapk3WNHrX+wK+Jn/gEX+AmSMS3VZkf8W7kO0nXMCbwIu/VG3UWIP0xdBff4w50BdDf30JRf0NI9iJhGL/kO6Eob++dKb+c5YWOWitONqT1ijh1s44fleQnpNnB85HmsKLgZVIUzjfm53ZpXcIpy5Yexowv7mx4Rmz1fbotDGpGkDmzHwF+A3wj0i7+bur05OGOSzqW8Cfx6bFd6jiZ25BSRTSDF6PNHtPTf7XsmuQFUenpA2KfRO4GpgK+JBm7O35E9I7bOq1jcKyqjrrHqda/ieLqLEv2WBvfO7T/mGrtrmUJHed7/bMVdt/ffraUpOq1QH/Lm3s8e/7Cj4ei8xzXA7c+/JVQ9cAzFlaNNwf0B5QBBc1+bVGn197tskfeCA9we0A7kSawi1APLAVuYV5bkaKu3bvcRlrkL4Y+uuPMQf6YuivL6Gov2EEO5FQvBPQnTD015eu0n8/UcIXgQ+P1SghQHpOnhW5bXQ8suDMeqQpfN2bnVnSFeecumBtT19jwycmq+1b4LZpY1J/NnqZM/PdyLy5q87o694+oo87oAhxzdi0+HUdPW9uQUkq0vydAEyZ8sbydf6A9jbwHfC7tEGxdcBFyEIuycitpa/On5De4dYc5WuSrFvqT3k40rTjdptSxVerbXXPfZYSta7YpfaJqfP/9pxVO64asWaXqlANvP5ZyXXvzi269+bgWOYDD7181dBigDlLi9zN/sCDihCTAJMvoL2lKuKPKZFhGtIM3oGM+AogHXgLGSX8uUm9sQbpi6G//hhzoC+G/voSivobRrATCcW9wd0JQ3996Wr9g1HCK5BRwl6EQJQQID0nzwxkIqNjmcC53uzMjV1xrgGnnZM67sHnHwVigHHTxqS2y1nMnJl/MvCM06L2HJuWEN4jwnYn8PqR9Bzcm9yCknORDenLiivr/zztf2tuQxqmK9ZPH70aYNxs7+lIE3Y68Azw7PwJ6R1OrN+88hRXaVOff0abt15vF+WNnxfYa5/1DI7bvNtpGpBQG7gja82uy05ZvV1VqATmPLvhyc+WV2ZNBm5GVg59/OWrhtYAzFlaJOqb/XeqQtxvUkVUQOMLVXBP/4iwjcCfkDmEHwM7kdHfEuTNibfOTo1yG2uQfhjvAfpjzIG+GPrrSyjq32VGMCsr6yHkXfyWDyJ/9ng8HwZ/dx8wAfADf/B4PB8Hfz4ameuiAi97PJ5Hgz/vi7z7Gg14ges9Hk9Tlwy8A4RitaDuhKG/vhxN/ecsLUpDFpe5FlmsZRbHeJQQID0n71bgAeA8b3bmms4+vhAiasoHayqRjeavQRaRaVf9MnNmvgCuVwSPp8S5zGf1i/os3G6ecKQ9B9uSW1BiQq7tf9U07cOnPlq3Yktp3f3A3eunj57T8rhxs72DgSnIno1zgH/On5De4TfPH364JKpZsz4bb90w3ibKqxf+4Kx9zjMkYXuFwzw4qVa747x15RcNXbPNrPhKgFeyV77/Q3FDvweBLGTEdPbLVw1tBpixqFCYFXGVWRWPW01KnBBsFvBonN32cZjFfDtwOzKq+FXwOkbW19W+b3c4n85Icf/Q0WsxOHyM9wD9MeZAXwz99SUU9e9qI1jj8Xge3+vnQ5ANikcAPYDPkI19AdYB5wHbgCXANR6PZ3VWVtZ/gfkej+etrKysF4AfPR7P810y8A4QiiHh7oShv77ooX+bKOEkoA8ySvjysRwlTM/J+w3wD+ACb3ZmQWceu+0cTF2w9npky4cbp41JXbD3YzNn5keoQjyiKkz4Vd+o6rQe4WMvPyXxu84YR25BSQRwP3BzyZ6GN//5wdoLmv2Bb4A71k8f/XNu3bjZ3mTktsubkP0Ap82fkL6qo+dftOTmJIuom5VoW3OBnbLy95eEN7S1sA4AACAASURBVL7w+ZCEkiq7+cReNdxxfmFV1qANOyyidpMQvPzHZYuLav2R/0BuXb0XeP/lq4ZqIA0hcKlFFf+0mZVIsyJU4FWHyfSfRKf9EmSE+m3g5W1bCq9L7t3vMqAUGSX8T0aKu7qj12NwaBjvAfpjzIG+GPrrSyjqr4cRvA/A4/H8I/j/j5El0AEe8ng8F7R9HPAoMqqY4PF4fFlZWae3fdyxhBAiQtM03RpNH+8Y+uuL3voHo4S3ANcho4QvAguOxShhek7eVcjdD2O82Znezjru3nMwdcHaM5C5iY8DT7QUkWlL5sz8Ex0W9S2nRR14SnLEC0N7hN/ZkZ6DbcktKOkPPKZp2vBc744tX6zeFU2braItjJvtdSMjbH9A3gScBnzV0UqjH337p4ERppKXkmyrzrSxe/fb30T7XvpiUEJpjd08rF9V4LfnFzWd2X9LsV2pXAWBF36/7Dt/U8D+GLJa6JSXrxr6TcuxZiwqVIDLFcEjdrNitZkUpxCiwCTEG8kuR4oixMSG+rr5Nrvjb8Bg5M2Jc5Am8UXAm5HiNnIxuhC91yADYw70xtBfX0JR/642gjci31CXAnd5PJ6KrKysZ4BvPR7PG8HHzQZaypmP9ng8E4M/vx44DWkSv/V4PAOCP+8JfOTxeIbufc5XX311EvLNl8rKyjcnT578ITKPIxqwICu/9Q6OyQdEAduR1eCU4L97ApXBQ0Yi+2UlAQFkLkgSUA6YgPA2x2wCHMHjlgI2ZNnxlt83BI+bgDS2zuDjW35fB9QCsUBx8Ny2Nr+vCR4j5ihfUxmQGCLXNBwZTe5O1xRK8zQU+SFe12vqO+Sk1Fse+uc5ccl9rhZC9GlqrH/t83mvv//2M4+WHUvzNOj2WZfY4/s97qutHF8w/YqdnTRPMcHj/HxNv3nqPS0quW+uv7lpyby/3DJ1x5rlYXtfk1BNPS969P3LA46ovyS4zBWm6uIxL91x8Z7Omqf7nnhl7IiR50/ZU9cU/q/FW6I27yyfXPjU+K/2vqaoASfFn3zdPdeEJw+4wd/UuKemZOvT+U/+Ibexqiy6I/P023vHnH71pRHZvZ0/nqj4Skv/mx/nf2XxoPiKOpvp9IEV/tsv2El6z52lTfV71q/8qXH2a7Uf20wO94OBgH/pxq8/nPbVrL/sbjmnyx3dNHn2gvMcYRH32y2mGruKX1XVRIH2lqjY3btv3/5nN9TXv/3yk4/8a/CJ6SVp6adNiI6Nv1ZVTaWF61a/9++Xnnrrsw/mler53DvQPHXwuXcsrHspyIJS3emaQm2eegPV3eyaQmmeTgNabrR1l2sKpXnqQ+sadMxc08GilB0ygllZWZ8FT7Y39yPvyJcCGjJfJdHj8dzclUZQb0IxJNydMPTXl2NR/zlLi4Yibw5dh6xiOYtjKEqYnpM3GvgXcKU3O/OLjh7vQHMwdcHaMGQvvHDg8mljUkv39/fXvOp1283qhzv3NIyID7fO2lJe/4e8O8/oFK1yC0pU4AZ/QHt0ZdEe28LlOz8q2dNw8/rpo/epHjputlcFxiELyziQVUnfnD8hvUO54f/96pFRPWw/Pd/H/kM/1V+2c86iHuqcr1ITqhosprMHlTb+9oJd6pAe5TWqaPoRremxKT9+dqKGcjcwF/jby1cN3dVyrBmLCs3I1hzZJkVsDrOq29ACF5lUdWmU1VIdbjGPEkK8gdzVUozMQ5wEXIBsVr8s+LUcWHGoTesNDsyxuAYdbxhzoC+G/voSivoflaqhWVlZfYAPPB7P0G6+NTTk+od0Jwz99eVY1j+YS3g5Mp+rD/AKMpdwi57jAkjPyctEGo3rvdmZH3fkWAebg6kL1qrA35E6jJ02JnX1/h4H8NCCtTeu3137QlVDc5XPr1350f+zd+ZhUZ1nG/+9Z2bYBlB2NxRZXUBjBjUhNYaQpCaUNDVfY7rS1qZbkpomkXSjG12xprXt1+ZrtQndk7YmKSUhyzgxJMSFMSpuoOCCGyAi+zIz53x/vDMBEZVlcIKe+7rmYnRmznnP886c99zneZ77fvCGN0Yzrv4orqwP7nW68jWNR96pPtOy8+i5O61P3DxoeezyDXaBLK98ApiDVCX9/caVllH13f29bM09sYG71sUHbo/G2XRyw6YZAX9+Jzmmo8dkyJpb3/mVD9Yr8THdQtUMlWd7ogp/UfWrDA3lU8AvgV+sX5H6Xp/j2s21/sDngW9qLueOiWb/rSaD8iFgarDJeCzc32+OUVGKgJ8tSQ47VVbdHALMAxa4H9chS0mPIEnhewRxSXLYoIRdx+B4P5+DrhXoc+Bb6PH3LcZj/MeyNHSy1Wo95X7+NWCx1Wq9Pysray7wN/rEYqxAEtKbqRp51/QEssTs41ardW9WVtY/gX/3E4vZbbVafzsmAx8FxuOdgKsJevx9i/ESf3eW0NNLuA3Zv/VfX2YJLQW2DOAF4AF7fuaLI93OUOYgr6TqM8gevE8XZqeUXux9/373VOSeU62l246cm6eilXQ71C/bVmWcHunYBuL5nadmNLb2PBfkb0zff6LlDzckRX7lUr2JyzfYr0ea09+GzOz+auNKy4g9GfNKqsS8kJc+MzPI/tOEoC1mZ0/zyf+zxgf/fUtSTI/ToNyRdrL1wTtOalMjleAudeLBQ+3pv/vHkZU3gnIz8F3gmfUrUt/7zqzdXBtYf/TQd2JmJH4WeCPYz/BsgElZBqzwNygNYf5+kwINhvVCiJ8tSQ47b9xl1c1+SDLoIYaev630ZQ09BPGo3ms4OMbLOehqhj4HvoUef99iPMZ/LIngn5ELmYa80/nFfsTwW0j/JifwiNVqfdn9/3ch77gagD9ardYfuf8/HmkfEY5cCD9ptVp7eJ9BCDFV07QTvh7HtQo9/r7FeIt/UUVdIH2KozORWcINuemxR3wxHkuBzQKUAKvs+ZnPjmQbQ52DvJKqDyBFTH4M/GYwERmA4sp60dbt/Jq97twPd51odbpU7TvAb7xVLgrw7ef3fWJqeOD6AJOh3aCIFZ++IXbTpd6/fIM9AXgMaY/xLPDzjSsth0a6/7ySKiUtpPRrCUFb8xOCtoje7uZTv3k1ZeI/tydEOVxC+dD8urMPfbDOGRkWEHbOGXdmd+vtz71y/PYFyH6QJ4CXPAqjQoipP3+jpgV4GHgUeMnPIJ4MDTDeBDxsEGLSBD9TYIDBcMLfoOwUQuwHPI+qJclh72Uay6qbFWT2un/mcAGyVPa8zCFwYElymGOkMbhaMN7OQVcj9DnwLfT4+xbjMf66obwXIYSI0DStydfjuFahx9+3GM/xL6qom0tfL+F2+noJr+jFtaXANg8oBb5hz88sutz7B2I4c5BXUjUTKEb64D1cmJ1y0WMtrqyf19DWs/GV/Q3mM+29ZzX4sm1VxpvDHd/FcOMPbCFp0ye8fPPs6EVGRbxuDjB+JSct5silPrN8gz0aqTL6JWAT8LONKy0jVmDNK6nymxv82neSzW99LdH8Tndne2vDL1+ZHb5xx8woNMHdC46c+eoHazvDJgRFnOy5nndbP2x75/R1yU5VOwXkrV+Rur1//Ndurp2ANKB/COk3+MNIsykW+JyAWzSYYlTE6QCDoSvIaAgKMBhijIrSgCSFB+gjiAeARk8WsKy6OZo+UughiLFIgYj+BHF3f2J5LWA8n4OuFuhz4Fvo8fctxmP8dSLoRYzHlPDVBD3+vsXVEH93ltDTSxhPXy/hkSs1BkuBbRbwGvAje37mU8P57HDnIK+kKhTp6xoAfLQwO+WiRrjFlfVmTdN+sf90e86rBxqEqmEFVttWZZwczhgvhqTVpSIkwPilm2ZF/TxzbrRqMii/Bn6SkxZzyX7A5RvsIchS368BVcDPgNdHaj2RV1IVPDf4tZ/NDn7jcwlBW9qaWzoaf/FKalTxzhmRBkVjuaW2YdUd1edCQswRh7tuCbG3/s/+3WcSp3Y5VOuOf/12/Y5//tbaf3trN9eGA48jCevfgB8/tjT+ZFFF3USkINqNwA3u561GIWoDjYZzZqNRBBoNMUKIWUglucEI4pElyWFqWXVzMLLvsD9BnAMcY0Bp6ZLksMaRxGU84Go4B4136HPgW+jx9y3GY/x1IuhFCCFCNU1r9fU4rlXo8fctrrb4u7OEDwCfRGYJPb2EY54ltBTYEoDXgXX2/MxfDvVzI5kDt4hMIZCDFJG55CJWXFn/0V6n+r//3VtfeaSpcz7wE+BXtlUZXolL0urSeWFm0/MrMqarSZNCgoUQ+cDTOWkxrkt9bvkGux/wcWQfYZf7mP69caVlRGWseSVVkXODX1s3N+T1exOCtp2tb+puXluaFlNaOT3CZHCpKxbXNKy6fU+j2RwcdrDzgyHbWz/VXd08Lbitx/VHVeP761eknndXeO3m2mhkKekDSKnvXcBuz98Qf0O9v1FJQRJDDzmcCexQBLsCDcb6if4mh7/BMAXZTzgbWZ5azfkEcT9wEHABs7iw77CT88tK3wUOXw19h1fbOWg8Qp8D30KPv28xHuOvE0EvQggxU9O0w74ex7UKPf6+xdUa/35Zwi8ACVyhLKGlwDYdKab1tD0/88dD+cxo5iCvpGolsmfwk4XZKa9d6r3FlfUzgL/Vt/ao/9hxwulStWjgIduqDNtI9j0QSatLQ4Cn4qPNix/ISmjxNxkMwNdy0mIuu/3lG+wK8CEk6ZoE/Bx4ZuNKS9dIxvLNl3ZPn2Xe/Nu00NKsmYEVZ+oaHC0/f3n+ZOu+aeGBfk7XJ2442PDwbZX1QUGB5j2tdwbaO74ceaw9Rmvrdv2qy6F+f/2K1PP2u3ZzbSAyWzcPmN/vrwtJDPuTw+P+RmU+55PDVqRP1RaTInZNDgrsNipKEpL0eQjiTKSn6mBZxAlc2HcY4t5nf4K4b7z1HV6t56DxBH0OfAs9/r7FeIy/TgS9iPGYEr6aoMfft7gW4j8gS1iB7CUcsyyhpcA2GZkZfB7It+dnXvKEPdo5yCupWorbM68wO+WSyszFlfVG4Luapq18ZX/jH/adbstF+sc+bluVcXykY/AgaXWpAFYCP1m+aNrfPzArKgdJUFbnpMUMSRxm+Qb7TUhCuAj4NfDbjSstzSMZzzdK9sydHWz73YIJxZYZgTsaak7Qsab0uqmbq6ZMDA7odeVmVJ/+3E17WsInGJz7OnJc5a2PzG3sjnJ19bp+41T55s/vnnXRzOTazbUCqaI9kBzGAzX0yx4G+xs6/A0iXgjhIYaJ7tffQcb/nfjQ4AbkTYvZnE8QZyENkgcSxAZgYO/hDPdrA/sOR2XdMZa4Fs5B73foc+Bb6PH3LcZj/HUi6EWMR/+Qqwl6/H2Layn+7izhvchewgTgaeAPY5EltBTYopA9g1bg8UuRQW/MQV5JVQLwX/f+HinMTrlkaWVxZf0twJ+7Ha5/PfXWkS5V4wvIssxf2lZljMoAHmSpKPBPf6NS/r37Umv9jYZVwDPAD3PSYs4NZRvLN9jnAquBu5Fz9YuNKy0jIqvffGlXxuzgzb9Ln/DvmbGBuxv2HTX1rCm9bmr5oUkTJgT2OD+35MDpL2fuawjwU9XK9rs73mh+YmGXGmnodWl/DDQp38jLTGgZ6r7Wbq4NQBK4/uRwPlKNezewWxFUBfkZNH+DiBFCLESSw24kMfSQwx256bE9ZdXNApjKhQRxNmBGkkMPQax1DyOCPt/DuUh7p/NKSwfaYfgK19I56P0KfQ58Cz3+vsV4jL9OBL2I8Xgn4GqCHn/f4lqNf1FF3RxklvBTyCzh74Fib2YJLQW2cKSa6HbgYXt+5qB+e96ag7ySqgnIzKACrCjMTrlkFq24sj4SWTI75c1DTV+vOHbuUWR54sO2VRmvj3Y87lLR/wPSbkiK+PJ9N07PRfY0fh/4Q05azJD6AJdvsMciRWU+A7wIrNm40rJvuOPJK6kSBtF755xg669vmPhs2NSAPY322mB1zUvzptmPxgSHm7sdDyzdf+qBpfvP+BtdPe+2frj59aZv3CyMkQGqpv3HqIg/CyHefGxp/EXFeS4Gd/ZwMudnD+chM4O1wC6TIk4EmBRhMohIAfOEEClAJeeTw7rc9Nj3LgDKqpvD6COH/UniNOAwfSSxBTABUUhiuABJPAdaWtQuSQ67qC/kWOBaPQe9n6DPgW+hx9+3GI/x14mgFyGEmKxp2ilfj+NahR5/3+Jaj3+/LOEXkBflTyN7Cb3SL2ApsIUifQYPIo3nLxBP8eYc5JVUGZH9dcuQIjIHL/X+4sp6ATwIfFfVtEd/aattAdYhyfGjtlUZdaMZj7tU9PPIPsZHnvz0gr3Ak8iSxsdy0mJeGeq2lm+whwNfQfr9bUVaT7w93DHllVQpJtH58dnBb6y5Kewvhkjj/nPbasLUn7983dTdxyOCo0K6er+UuffUZz9Q1WQyaD1bmu9pfLXxiaWKMTww0E9RVJUzLk0rNwix0WgQrz62NH7Eip5rN9f6M3j2UBFQ6WcUjX4GRTMZRJSAOUIIJ+5SUvdfe2567AV9lGXVzQFAEhcSxGSgCUkOjyPJYCCyL3M2MBFZstqfIO5bkhw26izxxXCtn4PeD9DnwLfQ4+9bjMf460TQixBCRGmadtVKc7/focfft9Dj34exyhJaCmxm4D/Inq5P2/Mzz9veWMxBXknVF4EfAPcXZqdcVqyluLJ+PvAPoGLn8ZZHN1WfeRDppbcWeNK2KqNnNONJWl06H3gOeDM00PjV73007Q4kYa1GEsIDQ93W8g32QOCzSHuHk0jriZKNKy3DymTllVT5+SvtX5wVtKng5oiizii/Q02b9kX7P1k6f8r+U2HmyRM6er6StffUp26sbjIoWmdz76Ty7c13il2t9ySfU5MXBJgM0wJNilA1rdXp0naqGiV+RvG3r9+aOCprDnf2MIbzyeE8IMkgOO5nUBpNRqEZFRElZOZvjxCiPzk80j9r2B9uw/sZDF5mqgCHgDOAEwhGbn8q0uKjv2LpriXJYV5R2dPPQb6HPge+hR5/32I8xl8ngl7EeEwJX03Q4+9b6PG/EEUVdQH09RImAatz02P/MpptWgpsgcC/gB7gY/b8zPeI1VjNQV5J1a1Iv8HvFGan/N/l3l9cWW8GfgncAnzsyU01Z93/noUsFx1y9m4w9CsVTQXue/LTC2qRZPMb7nF+PyctZsimvss32I1IZdgnkGWPa4C/b1xpGVb2KjZ14YLPrHnq7rnBrz9+c/gfz0X4HT5bumtK0JOvzptyqH5iUGxYW/f0yPbuxtZA042Jp9u+d0/FCZNBa3Fphv017de1bD93f+zh7ptTVSUsOdCkmFVN6+x1atVOVdvkUrU//+iulJ3DGc/F4M4ezmKAOI1REQF+BtFoMgiMiohEkri3hRDlSHJYkZse23m57ZdVN0cxOEGMRmYPW5B9jhORBPEksIPz+w6HfVddPwf5Hvoc+BZ6/H2L8Rh/nQh6EUKIYE3T2n09jmsVevx9Cz3+l0ZRRd0C4GXgM7npsaWj2ZalwOaHJDyBwL32/MwuGNs5yCupSkKKyLwMPH45ERmA4sr6+4DfIDNtv3hyU82dwK+QJYNfs63KODrS8bhLRR8AfgQ8cnDNsr+6exW/D3zU/f+/zUmLGXIWdvkGuwBuRxLCJOAXwB82rrQMKaae+OeVVEUGKi3fTg159fNLw/94ZoLxWPOLO2aEfPeF9BmtXf5G+W6NhKjWzo/feLBxUXxDR9rUs11Gw3vr8dF254TainP/M3F/x50pZ51zkv1MftEuTXP1OLRjDpf6TrdT/XdLl+vl9StSvSZMsHZzbf/s4TxFkG5URKKfQWk3GoRqEIRq0qT+bQGvCSHeAWovljUciLLqZjOQwoUkMRE4h1Q0NSAFanqQpHAbfQTx0KX6DvVzkO+hz4FvocfftxiP8deJoBchhEjQNK3G1+O4VqHH37fQ4395FFXU3QS8AGTlpsfuHs22LAU2I1CEFA65256f2T7Wc5BXUhWGLMt0IktFL6uAWVxZHwf8Del/l/vkppoWpILnKmSW8Oe2VRkjJjPuUtF/Am8Aqw6uWdZVXFk/F1mKOhN4DCjJSYsZ1mK3fIM9HWlOnwk8Bfx640pLw6U+MzD+eSVV04OU5oL5oS995ObwPzbe98sFMQdOh5k9rytC1VRNEQCBJqeaMvlcx7zYpg7LjMaOxQkNHdPCOjwktkfVxIGazgxXZduHZxzruTG5V0yapmkYuhxqU69T29XlUEs6elzFGtSsX5HqtYV97eZaP9zZQwHXGw0iw6iIOUZFBJgMQgVUTaNa03hbCIoNingrNz12WBdCZdXNRqRVRn+COB/Zh6gh+w/9kdnaQ8hy67eQWcS9S5LDekA/B70foM+Bb6HH37cYj/HXiaAXIYRI0jTtkoIKOsYOevx9Cz3+Q0NRRd3HgJ8CN+amx46qB8xSYDMg+w9TgOwd37k1eqznIK+kyoTMlN2KFJG57KLn8RxE+gJ+Nict5pXMdeVx7u2kAV+1rcp4aaRjcpeK/h6pYvnRg2uWVbn3eydSUOY48GhOWkzlcLe9fIM9EdlDeB8yC7t240pL7WDvvdhvIK+kak6Qofmnh+1/vv3NHS1+vU5F8Tc61fsXH6r/VMbBpq210eZ3j0aaK4+HBx9qmBDoUiU5jA7t7E2derZjfmxTR/rMxvaFcY2dQf5ODUDTaDznjK3f054dVdt1S/xZ19y4XjXQ1NXrcnY71epuh7qpo1d9Cdi2fkXqkGw2hgN39jDNqIib3Y85BoUIoyKEqtHi0rRqTaNc1bQXNY3NX86IG/bFhtvuYjJ9BPE6wIK0bAlC3pAwAY3AgZN1R3dPiZ3xf8D+Jclh+sWND6CvA76FHn/fYjzGXyeCXoQQIkjTtMv2T+gYG+jx9y30+A8dRRV13wKWA0uHmz0ZCEuBTUGWWy4+W2m75/BzPzjhjTFeDnklVQ8C+Uh7ic1D+UxxZX0m8CekmMy3ctJiejPXlS9Dmr3vAx6xrcoYkcrqgFLRVQfXLPube58mZI/md4CNwHdy0mIumdkbDMs32CcBX0Wqwr4GFG5caXm3/3su9xtYtXHnTTu2WDe0NJ1OSIg1d3/2tpbK2aFb2qcE7A8KVFoChIDOHqOoOBIZVHEk2rzzWETw3hPh5vrWID8Ag6JqCVGtXWmxTR0Lpp9pvyGhoSN50rkeRYCmoXZrE04f7brReLDz1tjTDktcszPWr7NXU7p61TNdDvWdLof6KlIEZs/6FalDstwYDtZurjUpgjQ/g/Ihg8LNBiHmGhQRJQSKS9WaXSrVLk17x+HSip2qtu2xpfEdI91XWXXzBCQ5TAM+AFynaVqyEMIIOJBWK/8EXgFqdGJ4ZaCvA76FHn/fYjzGXyeCXsR4bBK9mqDH37fQ4z90FFXUCaTvXgTwkdz02AusIIYDS4FNAIWqoydHMfnfbM/PHDbRGQnySqpuB/4KfKMwO2XDUD7Tz3NwMvCxnLSYQ5nryv2RJZyPIklhoW1VxgVWBkNB0urS65Dlq2/gLhV17zcMSQY/hexZ/FVOWsywFUyXb7CHIsng14A97m3ZNq60aEP9DeSVVAlk2eNN7kdGsOHM1Lgge3Wy+a3G+KDtWripLswgXCaAE81Bxq21McH2I5Hm3XUR5gOnwsxdDqMCEBLQ65ozpbl9XmxThyWuseOG+IaOyJBul6aBUwtwnXEkd9R2LYmo67lxRqNjln9zT6ijvcfl1+1Q93Y5VCvSPmPL+hWpY3YD4al3jqQKIe5VYKmiiLkGQaRLQzhVrdWlagedqlbucGmbkL2jRx9bGj+iCxOTn1/Kpj31gcDHgXuAOMCFLC3dBBQDm5Ykhx3zyoHpuAD6OuBb6PH3LcZj/HUi6EUIIWI0Tav39TiuVejx9y30+A8PRRV1fkjhlcrc9NhHRrs9S4FNODrOrTGZJ2YDWfb8zFGVnQ4VeSVVs5AX2P8B8gqzUy5Lat2egw8hidnXctJi/gKQua58OrKU83pglW1VRvFIxpS0ujQUWSo6G7jPUyrq3ncy0m5iLrJX8fnh9g8CLN9g9wc+gewjbAMKS/Oy3+psOj0iD6m8kqpI4EYgA7hJwXl9tP+humTz20dTzGUd0wL2BPkr7VFCgNMlqDwRHri9Ntr87rFI857j4eYjZ0ICNQQA08Lae1KnnW2/bvqZjoUzGzsWTD/T5WdUNafmZ2p3TXKe6LnedLQ7Y2qDY07Qqc64lnM9huDOXrWj26GW4SaGgH39itQxubNdVFHnp2raAlXlbgRLFUGqALND1VxOl4ZTksMtqsZ2YDdQOZTs4cBzUFl1cxhS/GcFcBsgACNSmOZlwArYRqJQqmNw6OuAb6HH37cYj/HXiaAXMR6/AFcT9Pj7Fnr8h4+iirqJQDnwu9z02F+PdntCiJjrf7Dps0jj9Sx7fuaIVTmHg7ySqnCkpUUX8LHC7JQh+cL18xzcDjyYkxbTBpC5rvx2ZGbwELJc9NBwx+QuFf0C8EPgqwfXLPv7gH3fhiSdZ5H9gzuGuw+A5RvsCnA38ITqcsYoBuPPgKKNKy2jUvPMK6nyAxbQlzW8KUBpVWcGVeyfHfxGY2LQO1q46fgkIbQQgHOdfsq22miz/UiUeWddhHnfibDg5s4AI4Cf0aUlx5zrmBd7tuP6GY0dNyTUt0+PaHdomEzdamjgGUeyerxnUcTp3rTgU12JjSc7Y2jrUaO6Hep++ojhVqB6/YrUYXksDhVFFXWTgMWqpt0KLBUwS9Xocqqay+HSQhyqetqlvkcMd7n/HumfPbzUOcjte3gdcBfS0mU20AyEIu0rXkVmDTcvSQ47MxbHeC1AXwd8Cz3+vsV4jL9OBL2I8ZgSvpqgx9+30OM/MhRV1M0E3ga+kJse+9/RbMszB5YC2ypk6eJt9vzMYZOokcAtIvMbJGnJKcxOGVKv3wDPwftz0mLsAJnryv2Qx5AH/Bb4qAQWugAAIABJREFUiW1VxrAzVO5S0X8iL/If8ZSKuvdtQArY/AB4Cdm3OKLs0PINdnHCvunjUy23fhyZ0fwV8LuNKy1eEWpxl5POxF1KKv9qMyNNRytnBW8+NifY2hEbuNvsp3TPBAyqBocbQ/221kabdxyNNFfWRQRX108IcrgMAiDc3O3wCNFYZjZ2LJrZ0GEO0JReNSSkXY0ynepZEHS6d15wQ0/cycPtye1nOoMiOh1qENLO4T1yuH5F6pD9GoeDooo6I9LG4gZN0zKAJUCUS6Pe4VKdDpc20eHS/DVJCHcDu7aVPNewKPu+Fx9bGn9ZslpW3RwO3AFkux8OpH1FNFCD/L5sAt5ckhx2WXVcHRL6OuBb6PH3LcZj/HUi6EWMxybRqwl6/H0LPf4jR1FF3WKkR98Hc9NjR5SZgvPnwFJg+wJSzOUOe37mfu+M9NJwk5WHkcbuHy3MTnlrqJ8d6DmYkxajAmSuK5+GtIJYDDwCvGhblTGshWtAqehHD65ZVj1g3xOAbyJJ4S+AJ3PSYobdo+iJ//IN9jQkgb0L2Q/5y40rLV7vwcsrqZoI3MB7xJBFBtFTNzPQvi8t5JXGWcFvMsF4apoQTAbocShix9HIwIoj0eZ3j0YG7z0RZj5xLtgfQBEacZGtXWnTznYsmH6mfVF8Q8esKa1OF8HBvVpwcJMj0b++NzWoyTH9RF1HcuOh1pmGth4lSYMGzs8a7lq/IrXX28cKUFRRF+U+3huAGzVNWwg0O1XtlMOlObsdrikqIhBJ6kuA1x5bGn/Z7LQ7W2gB7kSSwrlIv0SA6UghIxuSGL61JDlsxCI3Vzv0dcC30OPvW4zH+OtE0IsYj7KxVxP0+PsWevxHh6KKunuBdUhbibqRbGPgHFgKbJ9GWlXcac/P3OWdkV4eeSVVy5DqoHmF2SnPDPVzbs/BvyN7uD6TkxbzXolN5rryLGS56FFk/2D1oBu5CNylol8EChikVNS9/3igEFiINJV/djj9gwPjv3yDfQYyq/lp4HlgzcaVlgPDGfdwkFdS5cmi3dTv4RdqrK+YG2w9Nj+0pGN64M5Qg3DNQtov0NAaYNxSG2PecSTKvKsuwrz/ZJi5vcdkAAjyc7hmTz7XOS+2qd0S19ixKP5Md1ioIcChBod0qRPNDb2z/Vuc006e6o4/sf/c3PbjHdFTNI14ZOmmhxhuBY5609vQg6KKOgOQipsYOh2OWw1Go79L5Wi3Uw3odanxqsZWJCksAaqHIkRTVt0cicwW3gV8ENkDegoIRlpX7KSPGL6zJDlsVGXAVxP0dcC30OPvW4zH+OtE0IsYj0aSVxP0+PsWevxHj6KKutXAJ4EP5KbHtg3384PNgaXA9lEkgfqQPT+zwjsjvTzySqrmIEVk/gV8cygiMvCe3cN3gc8hyeCrntfc5aJfBb6OzPD9yLYqY1jZmaTVpQuQqqJW4Gv9S0X7jeFmZLlqN1LMZutQtn2x38DyDfYI4EH3YwvwIvD6xpWWMVevzCupiqWfOikwS+DaOT1w197rQ188kxryKsHG5gSkobtwqXDgVFjA1tpo885jkebdx8PNtQ2hQaqmADBpQkdv6tSz7ddNb+qwxDV1ps3oNCiGoGCHFhTS6poS0Oqccvps77TDh9pSGnefnefX7QqyIEVa+mcNt69fkTrs7/flIIRIeGb7MZACMbdrmnarBi0Ol9ba41Sn9Lq0FmTmvQTY/NjS+MuqxpZVNxuAdGS28C6k2useoBWYBCQhe1w3Icnh9iXJYWOSER0P0NcB30KPv28xHuOvE0EvQggRrGnaqDzBdIwcevx9Cz3+o4fbVuIpZDlaTm567LC83i42B5YC293AeuAj9vzMt70y2CHArYT5L6AF+ERhdsqQvx9uz8E/A38Dvp2TFvPexXXmuvIpSOXPm5C2E/8eTrmou1T0D0AKUlX0guxicWW9gszk/Qh5gf+NnLSYS2ZqL/cbWL7BHoRUsLwDyEJmPl93P2wbV1qah3oMI0VeSVUwsszWU056A9AQqLRsTQspPbZw4r86YwP2RAihpQLhAO09RmV7bXRQxZEo885jEeZ9J8ODG9sCTQBGg0tLjG7tnDetqWPBjKZOS3w7UyO0ACfmYIcWGNThijrb7ow6dKJz5rF3zy7oPNqRkqxhuA6opY8YbgH2r1+ROioblYHxd/cZpiNJ4e2ARdU43eNUjb0uLdypalYkKXzpsaXxQyrdLatujkJmCe9CzuNpYD/SpiIZSEQKQHmI4Y4lyWGjOq7xBH0d8C30+PsW4zH+OhH0IsZjk+jVBD3+voUef++gqKLOhMxa1AJfyU2PHU5p4kXnwFJguwPp+bfCnp+5ySuDHQLc6pe/RZZb3l2YnTJkJVO35+DTyMzLx3LSYs4TvslcV34Lsq/wFPCwbVXGkMsu3aWiX0IKxTx8cM2yf1xkDMHIMtGvuPdVmJMWM2gWcji/AbfaaBrS1iALaYpeRR8xfHu0yqNDQV5JlQGYw/lZwzBQ35nsX737xrC/nrkutMTor3SmIA3c/QCONZlNW2tjzDuORpp310UEHzg1MajHKb0NJwT2OOdObe6YF3u2c0Fcq+u6uG5jQIBfsFMLCFI1Y0eXOrGmuTe6en/L3IYdZ2+JanNGXI+c4+30lZNuXb8i9fRwjuVy8S+qqAtBihLdrmnaMmCyQ9XO9jq1yF6XeljVeAFJDLc9tjT+suTNnS1cRF+2MBHYDNQBgUjCPRUoo48YVi5JDhsT5dX3A/R1wLfQ4+9bjMf460TQixBCRGma1ujrcVyr0OPvW+jx9x6KKupCgbeAZ3LTY58c6ucuNweWAttSpIJmrj0/8+XRj3RocIvIPIL07bu3MDvlnaF+doDn4CM5aTF/7f965rpyE7Lk8tvABqDAtipjyHdk3aWi/wReQ5aKDkq+iivrpyP7LZcA3wL+4hG08WA0v4HlG+x+yOychxjOQxIiDzF8d+NKyxXJLOWVVE2mL2OYgSSse42i+535IS8fXhqxoSvG/9A0ZH9eLIDDJdhVFxG4XZaUBleeCDcfawoJABBoxEa0d6dNPdsxf0aL87q4LiVxsjNAUwLNBtHb7dQCTna7zHtOdE47vL0py7+qbVGiU/NbiCy/7J81fHf9itSLkuPhxr+ooi4WuE3TtA8CyzRw9To1el2q0eHSXtbgBeCVx5bGDylTW1bdHAMsQxLDO5CCM5uRFiVTkSQ0DHiDvh7DqiXJYVfNhZi+DvgWevx9i/EYf50IehFCiMmapunGtD6CHn/fQo+/d1FUUTcdeAd4KDc99vmhfGYoc2ApsN2IvMD9kj0/c0jb9RbySqqykRm+RwuzU/4ynM8WV9Zfh/Qc3Ao85PEc9CBzXflkpNDLLcDjwHNDLRd1l4quR5b2ffTgmmUXbfYvrqy/EaksakAS0/dKbb35G1i+wR4KLKWPGE5Gkgcrkhge2rjSckUW8LySqkBkRrc/OWwF3g43HXv31oinzlw/4cVAg3ClIhU3QwDOdvgbtrq9DXcdizDvOxlmbunyNwL4G53qrMnnOudNb+mZP6OD+XE9fuGhitkgnD0Gelpc+O3vdARU7jz3ge7tZ++MOd09Iw2U2cj+vP79hjUeIZrRxL+ook4B5iOzhTnAQpdGZ69TNTtUbb/DpT2L7HndO0TBGSMyI3gXkhjORN5s2AL0IlVKb0VmWD3Zwk3A4fFMDPV1wLfQ4+9bjMf460TQixiPKeGrCXr8fQs9/t5HUUWdBSgFsnPTY7dd7v1DnQNLge16pMT+I/b8zEFLIscKeSVVqcB/kOqg+YXZKUMuk3N7Dq4DbkaWitoHvidzXfkSZAnnGWS56L6hbHtAqehDB9cse/YS41CA+5EZwneAJ3LSYo6M5W9g+Qb7FCRxuM39cCEJoRWwblxpuWImxnklVQqSNPdXJ50EbFVwlqeFlB7Mjl7TO8FUn4jMGiYBiqpBTUOo35aamOB3j0aadx+PMB+qnxDkVBUBEBXS5Uiddq573vR2dd6MbsOsac5As3+vwyQ62wSuUwqObUc6Uhq2NH3IvOvc0undashCZAnmVmDr0YpNR2ak3/r39StSHaM9xqKKukBgiaZpd2pwt4BpDpfm7HVp3U5VK3Wq2t8A22NL44ckFV9W3TyZvmzh7cBh5G9wFzJLuBQ5v730I4ZLksOOj/ZYriT0dcC30OPvW4zH+OtE0IsQQgRomqbLSPsIevx9Cz3+Y4OiiroPA78DMnLTY49c6r3DmQNLgS0VeAX4tj0/8+lRD3QYyCupigI2Ao3ApwqzU4al/FlcWb8CqYT6U+CXA0s0M9eVG4EvI8tJi4Dv21ZlDEmlMml16fVIVdFXgUcvVirqHkcQUqzmEeD3m1/a+OTPn/jymJcFLd9gF0gi5iGFtyD70jxlpG9uXGm5ooIFbmGg/hnDBcBB4G2zoWn7h2N+2DgvpDRCCC0NSQ6jAbp6DcJ+NCqo4rAUotlzIjz4dIvZD0ARKgnR7d3zprc606Z3KfPievxnRHY6/Q2dbX6io8UoevZ2OgMPvHsuS93alB1e05aajmKKQ/b5vQC8sn5Fqlc8/4oq6mI0TcvS4KPArWj497o0xalqexwu9e8ujeceWxo/pP7XsupmE7IM2JMtnI78vr0MHEJmJjPdj2b6iKFtSXLYFSP8I4G+DvgWevx9i/EYf50IehHj8U7A1QQ9/r6FHv+xQ1FF3SrgC8BNuemx5y72vuHOgaXAloIkDj+x52f+dvQjHTrySqr8kQqp1yFFZIblnVhcWT8TqSh6geegB5nrymOQZPEOZH/i34dSLpq0unQCUlU0CVkqeuhS7y+urJ8K/MjpdN5pNBq/BTydkxZzxZQil2+wG4Hr6SOGi4B36SOG2zautIw6SzYcuOf3evrI4U2AA6mo+fbc4Nf23Tf56wQYOmYjieEcIADgVEugcWtNjNl+JMq8uy4ieP+piebOXpMCEOzvUOdMa+2dP72D1Bk9pnmxbc6woLa2X74Ua3rnYJgpcVJH9T23Td25pXl54smuxPkg3kCSwuL1K1K9QtLd6r6zVU27W9P4qCJIc6kIh6qec6ra6w6XtkHV2PzY0vghxbysunkqMlt4F7IM+BAyW1gKdCKJfiYya3icvjLSzUuSw85645i8BX0d8C30+PsW4zH+OhH0IoQQMzVNO+zrcVyr0OPvW+jxHzu4Lzx/hVRtvCs3PXbQC8yRzIGlwBaPLC/8tT0/c8jCNN6AW0TmcWRGbXlhdsqQ/Po8cHsOfg/4DJIMvjbY+zLXlWcA/4u0sXjItipjz+W27S4V/bJ7+w8dXLPsuct95omf/+HuD3zw7tXIHrmv5aTF2IZ2JN6F26biA/T1FyYilSs9xHDvleov9MA91/GcX046A6gA3jaJrnc+PfWh+uTgt6cjxWlSkX11uFTYeyI8YFtttPndY5HBlcfDzUfOhAaqmgAkOezsNSiqpuBnVPl4Rl3Ht+/edUqhp662fV7zO00fitrdsnR+uzN8N5IUvrB+RarXvL6KKur8NE27yaXxKQF3KILJDlVzOVVtr0vV/tnj1P7w2NL4IZFQd7Ywg75s4RT6soWvIsV5bnU/MpCk0UMMy5Ykh7V667hGAn0d8C30+PsW4zH+OhH0IoQQoZqm+fQkfC1Dj79vocd/bOH2RHsB6Vv2wGC2EiOdA0uBLRZJBv9kz8/84agHO0zklVTdjVT8/Gphdsrfh/v54sr6W4E/Ie0x8vt7DnqQua7cAHwRSez+CnzPtiqj5XLbTlpdakGWipYCj12qVFQIEfqf3afbgHuBNcBOYPVA24srjeUb7JHIjJKHGAbTJzpjvRLG9oMhr6QqDFki6SknXQgcBd4GypPMb+383LQvBihShMZDDicCtHaZlG2Ho832w1Hmp99KmdTe42fwbNdoULW7rjvjXJzUYbwx6UzH5NDmFj/R3tbmmHhm17mlxh3NtyUf7Zx7qkcNeh75m9rhEZzxBooq6sKcqnavpmmfNAixEAh0qFqTS9U2u1Tt9z0u7bWhCM4AlFU3x9KXLbwVaTHyEpIY7kKKzmS6X1sI7MVdRor0Nzx5JX0M9XXAt9Dj71uMx/jrRNCLGI8p4asJevx9Cz3+Y4+iirpgZGbn2dz02J8OfH00c2ApsE1GEoMXkH2DVzpjNA8pIlMEfH84IjJwnudgDFJIZtCMT+a68ijgJ8gL6yeAv1yuXNRdKroBmdG672Klov3jX1xZHwCsQpakPgP8MCct5qJlvVcSyzfYZyIJ4W1IAtFMHzG8Isb2gyGvpMqE7I/rX05qwl1OquB8+6tx99ZPDqhKpo8Ypnzr3wtn/GNrYnSP06gYFVWbNLGj51xHgKm9x2QASJrU7lyc1MYNSW1iUXxDywT/1lZNc/XUdaZ07zyXOelQ+/Wc6Er8l0szvQBs9obYTH/8cdux2S5V+6IQZBsUEa9qqC5VO6Bq2vMuld88eFNcw1C2U1bd7OeOiSdbGIPs833Z/bcduJG+MtJEIBJZTnoYONLvr+f5aW/6GurrgG+hx9+3GI/x14mgFyGEiNA0rcnX47hWocfft9Djf2VQVFE3FalU+Xhueux55YqjnQNLgS0KWX5mAx7zARmMAZ4HTgC5hdkpQ1Jk9MDtOfgwkM8gnoP9kbmufDGyXLQLWS6661LbdpeKPgh8F/jKwTXL/jnwPYPFv7iyPgYoAD4MfB/4fU5ajHM4xzWWGGBsfxuSaBygT5H0ihjbDwZ3Oel0zieGycj+x7eB8hmB725fEfGZ6C88s/S7J5sDb7xl9qmeH3xke6MAth2ODnrjwJTQ8kOTQvccDw92qoowGVTmT291Lk7uUG5ManbMm9Zwzk/p7u50BmkH2hYFVLUtDDnemfzqqe74v2kYStevSPWq6E5RRZ2xx6neA3zOIMSNBoWJTlVrVjXKNdgQYFRezE2PHRIxK6tunkFftvAWZAbQky20L0kOU8uqmwPcMYxDltrGDXg+Ael3eITziaLnb8Nw7Cz0dcC30OPvW4zH+OtE0IsQQkzVNO2Er8dxrUKPv2+hx//Koaiibj7yQv3u3PTY98zZvTEHlgJbGLIMcgfwoD0/02vZgqEgr6QqACnUMhv4cGF2yrCPZ4Dn4IM5aTGDXsy7y0U/j7SMeBb4jm1VxiWzdkmrS9Pd730ZeLx/qeil4l9cWT8f6T84xf35UmDblRSVGQoGGNvfhiSJW+jrL9x5pYztB0NeSVUI0p/PU056A7Jcuvzs8cM7Z8c7//FofM4k93sWI8evtHUblc1VU4LfrJoSuqUmOrS2cUIgQGigQ10Y36ouSuow3JTU2B4f1dzuUjWaeicZ97feEHq6O25XXeesv57qTnh2/YpUryt2/q78yGQheEgR4h6jIpKFQHGp2iFN478GRfzuc4umD6msuKy62R9YgswU3oXMBO5HErr+jyPACU+5aFl1cxCyVzOOPnLYnzCa6SOJR7iQKDb1J4r6OuBb6PH3LcZj/HUi6EWMx5Tw1QQ9/r6FHv8ri6KKuruQ5YofyE2PrQHvzYGlwBYK/BeoBVba8zOv6IW/OxP0dWQG7p7C7JSK4W7D7Tn4K+TF8f05aTE7LvbezHXlEcCPgbuBbwB/sq3KuCgBTlpdOhFpQD8TWSo6pPi7M5ZLgGxkJmcaMutWCrySkxbzvruAGGBsfxvSL9BGHzGsudLCM/2RV1JlQJaIZnS3tXwkIGTCYuRNjBeAF382a1Yjso9uEZIYzgQ4eS7IaN03NfSt6smh2w5Hhza2BZoApkzsVhcntWqLk9q0jMT6tjBzt7PXZTQd65xlPtU98/jZ3sklRzvmPvW9u+/d6+1jWbu5VvgbxTKjIh4wCHGz0SDCNY0OVdO2CSH+bFTExtz02CH1H5VVN09DZk/j3MfsecQhSWId55O6/kSx3kPuyqqbQ5BEcbBs4kzASD+SeLSmumNGQvJ2z7aWJIf5pMz4WoW+DvsW4zH+OhH0Isajf8jVBD3+voUe/yuPooq6rwBfRXoMnvXmHFgKbGbkxXQT8Cl7fuYVtR8AyCup+gjwe+DBwuyUy6p2Dobiyvr7kYTwJ8C6gZ6D/ZG5rnwh0ozehSwXvSh57Fcq+h3gwYNrlv1zuPEvrqyfgrS2WIY0GT+B7PUqBd7KSYvpGeq2rhTcxvZZ9PUYeoztXwc2XUlj+4EQQgSs/u8BgYzlPUAOsj/uBfdj989mzYpCkkIPMYxQNThwMszfun9q6NsHJ4XuOBoZ0tlrMgg0UqZ0uG5IalcWJzX3WuKaOo0GTel0moNOdc9sb3VElne5gv+kCNe/P7zkt16/WfLk5tpoP6P4olER/2NQxByTIhRV44QGrxgERUKIrRdTEL4U3OWi/cndQKLoyQJejCg29yOKE/tvy9Hbm2jy84vtt12Vi2cTj/ha5fRqg74O+xbjMf46EfQixuOdgKsJevx9Cz3+vkFRRd1aZMbjjs8snD7Tm3NgKbAFAP8CnMAKe37mFScmeSVVC4AXkRm4gsLslGEvWv08B5uRNhMXFefIXFeuAJ8DfoQ89m/bVmVcNKvhLhV9Dnjp6B8feKq3qe6y1hQXGaMBSEeSwmXAXGAzfdlCnyqPDga3sX0KfWqktyD7zTzCM1fU2H7gOSivpMqILB+9B/gIoNFHCt/+2axZKlIAyFNGej0Q6HAJttTEmG0HpoZuORQTuvdkmNmlKsLP6GJBXJtrcVK7ckPi2e6Uya0Op2by73SaaXFE7XNofv+NC9r79JTUWq/Lx6/dXGtSBLf4GZQHDAq3mgzKBINAUzV2CsFzihD/AQ4OpiY8XLizgHEMThRnIuPYnxi+RxQf/sSHTDu3v/2uezsCCGPwbKLneTeDi9gcQRLFjtEez7UEfR32LcZj/MeMCGZlZT2LXCBAyj2fs1qt12VlZcUh69Y9gdpitVq/5P6MBamuFohseF5ltVq1rKyscGRPRRzy5HCf1Wp935UbCCFmaJp21NfjuFahx9+30OPvGxRV1BmQhKX1gZuSvtPb0+3VObAU2PyQJCoYWG7PzxyWgIs3kFdSNRkpInMY+FxhdkrXcLcxVM9BDzLXlYcDPwSWA98Cnr5Yuai7VHSD6uxNVox+93hKRUeD4sr6CCTB+iCSGHYiSWEp8MbF+h59CbexvYU+YrgQKeziIYZjamx/qXOQu9x4HpIU3oMsyy1Gfq9eL8xO6dJqhAnZU7gYmTGcCygtXSZl84EpIZurpoRurY0OPXImNABgYpBDW5jQpt2Q1KotTjzbGzPRoThUxehQ/U73qEFlUf51/4jyP/GGSNAua1MyXKzdXBtnULjfpCj3Gw1ijp9BaEAnGlYheE4IYc1Nj/W6aMUAcncBUdQ0daYQShsXIYrA0SXJYT39thXJ4ERxJjLT2MbFieLRJclhwz4XXM3Q12HfYjzG/4pkBLOystYCLVar9QduIvhfq9WaOsj7tiHLnLYiieCvrFbry1lZWYXAWavV+tOsrKyvA2FWq/WJMR/4MCGEmKBp3j/h6xga9Pj7Fnr8fYeiijoz8EZne9urX75lzre8vX1Lgc2IvEk3Fcix52decRKSV1IViOyJTESKyJwayXaKK+uzkBYVfwW+nZMWc0likrmu/HqkuqgCPGhblTFov2LS6lLh6mp93BAYuhqpKvqvkYzvImMWSIKyDEkMFwHb6COGe3LSYt535T0DjO1vAxKAN+kjhl41th/OOSivpGomUsn1HmABfdYpJYXZKWcBtBoRgiS2nozhdIC6s2aTdd/UEE9/4dmOABNAbESXujixXSxOanFZ4s+5Av0wGUV3m1MzHTAbW/4T7lf/OrBTJGgX+FyOBms31wYBmSZFfNJoEB80GUSASRFGoEuDk0CtgL1CiIP0kahjuemxXh0HQEjohAkvVRwJ5CJEEUnAz3Bhuann+fElyWFOgLLqZgWIHrCduH7PY5FZ/hpkP3PNgOfDUjy9GqCvw77FeIz/mBPBrKwsgSwVudVqtR68GBHMysqaDNisVuss978/BtxitVq/mJWVVeV+fsr9vjesVmsK7zOMx5Tw1QQ9/r6FHn/foqiibpLT4agwmkxfz02P/Yu3t28psBmAp5BZkjvt+ZlXfLFzZ3W+BXwBSQbfHcl2iivro5Ceg1HAxy/mOeiBu1w0F9ln+ALwLduqjAuyLUKIlMTHXw5FVrCUIFVFvV5OW1xZH4z0ivOUkQbQ11v4ek5azFlv79MbGGBsfxsQxPnG9nWj2f5Iz0F5JVWRwIeQ5aOZSJL9AvBiYXbKe2PSasQkJAm/AZntDFM1qDweHmBz9xe+eywypNthVBShMXtqh7o4qU0sTmxxzZnWqfgbe7r9lY5Gg3CUT/Q7U+reT7VI0LymzLt2c61A/kaXGQTzFUUkK4LpihCRBkU4DAKHQREGAQEatCJ7KGsGEMXDwMnc9Nhh9z1ebg7KqpsNyBtKgxHFOKQ34kkuThTf8z10E8WpyPLeeOSNhoR+zwMYnCDWILOJV7zveayhr8O+xXiM/5UggjcDT1qt1nT3v+OAvUA18iT0bavVWpaVlZUO/NRqtd7mft8S4Amr1fqhrKysc1ardaL7/wXQ7Pl3fzz99NNfQF4gcO7cub8++uijLwGngAjADziKLDVoRfa8hCOb82OQd3tPIO8weeTDJyKVtaYiG57r3c/PIpWyQvtts9f9ngDk3a4AZCmV5/Vu93YnAY3IZuygfq93Ah3IC5PT7n0H9Hu93b2NyCt8TE3A5HFyTHOQdwevpmMaT/M0E9h3lR3TuJqnz3zzp2lL7r7vr40njn3i6/feUuXtYzIEhppmP7j+Z6bg8DlH/vWjrzTvsTX4Yp4efnb79X4BQf/bdLzm8WcevLt4JMdkNJmmri+tuHdiRORj1ZU7f5z3qez/vdw8RabdnJa8Iu9Bk3nCXR0na36z9+lv/7brzPHAfsc0DzgVdsPHDBPTP/JxlIX3AAAgAElEQVR7xS8oquXd4q+esf1fw+WOaTTz9JlHvxP7wXs/cR2QExQcku50OKqa6k+Vm/wD/vnwvbecaW851+2LebrcMd3yrSKjMBiWB0dPTzf4BSxRXc5W4LXmw3t31dqee+fE9tcOMrzf01Rg92iO6bavfLcxMjbhY9Hxs2/xCzRnOR09J1Sn8/mqt0rfeu13PziqOh1HgRnhE2n7/Y+InTaJm9NSSNQ00hH4geJ8qzom9K1DU8xbaieFHDg1MUjVFAJMLq6f2a4tTmxlYWKbFh/d7vIXrS24Ok6H+LWVbtmhHS59E3vh79k/FvPkFxgUd+vHvxSUsujmaNXlSp00I2GiQJvv5+c/0z/QP1oRSoRB0GsQOBVFmBQhjC6Xq8XpcJwyGIz7zzacPKmp6v6WMw1H337p3y07y17f2Xr2zGDnvUj3/43ovDczafbErOzlCXff/xlT46kT14dHxcSYQ0KnoGkJfv4Bk4VggsPhOGkwGA+dO3vmjMvprOnu6tzz0sa/1v/n2aId7a0t7333brj59rkf+cTK8Ni4hFhN02bHTJkW4XQ6U0x+/tONRmO00+loVFW11tnbe/TsmYbToRPD3y1/45WOstdKjrxlfalmmN89n/+e3M9T3e+D99n6NIpjet+uuYMcUxR956D3zTFdipyOighmZWW97t7ZQHzLarW+6H7P74BDVqt1rfvf/kCw1WptcvcEvoC8e5XMEIig+7Vmq9UaNuKBjxGEELGapo3qjqaOkUOPv2+hx9/3EELEPrP92Czgz8DNuemx1d7eh6XAJoCf4Va6tOdn+kQlMq+kyrN+PAX8eCQiMgDFlfULkJ6D7wAPDaX3LnNd+XVIdVF/ZLnoNjj/N+BWFX0Y+Dbw5YNrlv17JOMbLoor6/2R5ZiebOFk4DVkxvCVnLSYEZXUjjXcxvbz6Osv7G9s/zpQfjlje2+fg/JKqkzIWH4EWULaQ5/YzJbC7JT3MmZajfAD5tOnRjobEM0dfgbbgakhb1ZNDtlaGxNadzY4ACA8uFdblNguFiW2aukJrdq0iedazYbmxkBD+z5FqFuRLTIVIkG7IqqaazfXGpDflZlAnIBEgyLmKoJERYipiiDMoIhegyJcisAkwKBBIxrHEFQLqBRC1NptpZ2WzGVbctNjx0THwe17GEdfBjEReQ2Zirzo3Qvs6f9Ykhx2gThUWXWzH7LUd2AW0fO8m4tnE096spLvN+jrsG8xHuM/phnBrKwsI5L5WqxW6/GLvOcN4HH3+/TSUB0jhh5/30KPv+/hmYOiiroHgDzgxtz02DPe3o+bDH4XuB/Isudn+sT/Lq+kagpSUbQK+HxhdsqIZLvdpZbrGILnoAeZ68oF8Cngp8gy0G++8chN4QN/A0mrSxciS0X/C6wei1LRS6G4sn4afRYVtyFbNUqRxPDtnLQYr/eJeQPLN9j96TO2z2IIxvZjeQ5ylyUvoE9sJhr4D5IUbhr43dNqRCiyfNTTXzgV4MiZYJN137TQsupJodsPR4e2dPkbAeKiulic2MbChDZtYUJTV2TQ2aZg49lGg3DtQZLCrUClt/sLh4q1m2uN7mOIA+KEINkoxFxFIUERYooimGAQolegYTQoRkDVoEHTOCqgSggqhRA1uMs8c9Njva4GWlbdHEEfKfQ80pBZlD0DHnsvZl3hFrGJZnCCmIDM4BxhcJJ4xJcCNvo67FuMx/iPNRFcBnzDarUu7fd/UUjhF1dWVlY8UAakWa3Ws4OIxfzaarW+lJWVtQZo6icWE261WvPGbOAjxHj0D7maoMfft9Dj73v0n4Oiirqf4hbqyE2PHZN5sRTYnkCW499qz8/0iVJaXklVELLfbzrSfH7EGcriyvqPIT0Hfwz8cigCLJnryicg1Ug/4erp+qHBP/B/basyziMoblXRP7rHeN/BNctqRzrG0aC4st6IzFh5lEhnAW/QZ1Hhk3ENBcs32CdwvrF9DLCJvh7Dmuc/n+5/pc5BeSVVifSJzaQBryIVSF8qzE65oH9WqxFT6VMjXQSEulTYeSwy0HZgamj5wZjQXXWRIT1OgzAoGnNjO1ic2MaihGbH9TMazoX5N9T7KT0twA5kb+FW4JBIeH94gK3dXGsCprU3NyUFh0VMVQRzDIqYowhmuoliiEERPQYhNEXgD3RrGvUaHBVwQAh2CyFqkX2Ax3LTY71yw8RN6iZzPjlMRbaSNHEhQTxwOSJXVt1sRmYkB8smTkeW7NUgr2//vCQ57IoRA30d9i3GY/zHmgg+g7SHeKrf/90L/ABwIGthv2u1Wovdr6XTZx/xMvCw2z4iAunTNB1ZB3uf1Wp93zXDj8c7AVcT9Pj7Fnr8fY/+c1BUUacgSx5dwCdy02PHpJTJUmB7GFnVkWXPz/SJ1507W/NdpDXEhwuzU3aNdFvFlfXxSLuMJuCzl/Ic7I/MdeVprp7OPxr8gwzIctF3+r/er1T0e8gLxNfcj+qDa5b55GK+uLI+EkmqPGWkrfQpkW7OSYt533q49TO29xBDR3dL09aACRF/BV7fuNJyxWxO8kqqYpDm9fcANyPLjF8A/lOYnXJBtlyrEQrSXstDDK8D/LodBvHWwUnBbxyYErqlJiak+vREs6oJgvxcWOLbWZTYqt2Q2NiRNuVkg9nQ3CwEZ5GkcBuwRSRoQ/qujiUutg6s3Vzrh+yLigPiDYK5BkXMUoSYqQgmKUIEGxR6FCGEIvDToF3TOAUcEbDfnVH0EMXjIxGy6Q+30EwcksT3J4iJyKy5hxhWuv8e8qiZXma7BqQyaiJwJ/AJ5HXrn4F/LEkO87qlR3/o67BvMR7jrxvKexHjsTb4aoIef99Cj7/vMXAOiirqApFZk9dz02Pzx2q/lgLbA0gidoc9P3PfWO3ncsgrqbof+DWyTPTFkW7H7Tn4faRSaG5OWszrQ/mcweQfe/PPbTcDhcgM0RO2VRnnXZwnrS6NRhKY290PDZnReg2wHlyzzCcX88WV9Z4ePY9FRTqyFNNDDPe9Hy0qoM/YvuPMyfvNkVOWIEsy30T6BP5340rLFStdziupCkHG7x7gLuAgMlP4QmF2yoHBPqPVCH8kGfSUkaYANLX7G6z7poaUVU8O3VobE3rynNkfICq0l0UJbSxOPOf4QNLJ5viIk/VG0duLJByeMlK7SNCuuM3LSNeBtZtr/ZE3+2cC8UZFpCqCWYoQcYogRlFEkEHQa1CEEGDSoEXTOAnUCMG7ihD7cZdnjqY/0d07mMSFGcSpSJHDgRnEY5fqFyyrbjYib1R8Gvl9sAF/Al7y+Cl6E/o67FuMx/jrRNCLEEKEa5r2vstUXivQ4+9b6PH3PQabg6KKumhkhuKHuemxT4/Vvi0Ftk8Ca5DWEjvHaj+XQ15J1SJgI5IQFo5URAbO8xz8C5B/Oc9BT/wz15WHIonxp5EVML+zrcq4IJvgzhKmIC8Ub0eWPh6mjxiWHVyzzCf9RsWV9aGcb1Fh5HyLinOX+LhP4In/8g32icgx57j/HkGSwmJghze9Cy+FvJIqP+ScevoK25CZwueB7YXZKYMSCK1GhHF+f+EkgEP1oX5Wt01FxZHoCa1dfgpAQkyXO1t4puPmxGMNof7NLd9/4fpJ5Ycm+8+devbok/eXv+RvUhuABqSSYKP7+RmRoF02yzUcjNU6sHZzbSBuougWskkzCFIURcxUBJMNQjgMinAqggCkUuNRYJ8Qoprze/hOjCSb6Bapmc2FBHEigwjUAPUDPQzLqptDgf9BnhdSkb3DfwK2ecvvUF+HfYvxGH+dCHoR4zElfDVBj79vocff97jYHBRV1M1G9oJ9LDc9dtNY7d9SYPsfpPl6jj0/c9tY7edyyCupmoYU8tgNfLEwO2XEd97dnoPPICXCP3apPrqB8c9cVz4XSUjDgYdsqzLeutS+klaXmpAEwJMtvA6Z3fGUkb57cM2yK65W6Da0T6KPFH4AGVsPMbTnpMX4XEVxsO//8g12I1KBNMf9CEYK9xQjvQuvCNHOK6lSkFlWDymciBQ6egGwFWanDCoCo9UIgSyp9KiRLgSCXSrYj0QF2fZPDS2vmTRhd11EsMOlYDSohAc7ONtmwqkqmAwqOQtOdXx3eeUZs19Pr4LTYRAOp4LTKYSmIi2XPMTQ87cB2efmed421F5EX6wDazfXeso8U4FURWAxCDFPEcwwKKLVqIh2gyKEIghBKosecQvX9CeINUgRm2GVFJdVN4cxuECNhvyeFS5JDrugSqKsujkO+CSSFGpIQviXJclho+q11tdh32I8xl8ngl6EEGKCpmlX3GRZh4Qef99Cj7/vcak5KKqouwXZa700Nz12/1iNwVJg+xBSGGW5PT/zksRnLJFXUmVGXlzFAMsLs1NGXHLpJkJfRVpBfDUnLebvg71vsPi71UXvA36OLAvLs63KOD2U/SatLg1FZpQ8xDAKWer7GvD6wTXLDo/siEaH4sr6AKTCqocYRiNLYV8BXs1JixnS8Xkb/8/emcfHVZf7/33OzCSTpVnaJmlpQ9vQNiwNIglbtJYhLNUYoEU2QaNWQQVvr3Ib9frL1Wu8V02FaxQUkYpBFkUpSwiWJQ61EkAStsiSbhTSbZq22deZOef3x3OmM02zZyYnk5zP6/V9nTPr+c7zPefM9/N9nufzjOYetHZT/XKCpPBsZIEkEEI6aaU1SqobsxGxmTWIaM9fEVK4pbwwe8iSEfouxYZ4pgKF7c8E7N19duXv2+cnvvDegpQ/v5qV1uezKQM/mxzvIz2pn7Qkr7RkL+lJ/VpaUp+WntTnm5fU45uT2Ou1q75+m+Lttyn9/Xalr8+meLtUfAcU5TiyGOpZDHgX+6fS/4AhYLOM44lajk3hZJuqHLSryhG7TemzKUqMqpAKLFAU5SgnKoEG9puL8zJHnDSHCNR8EblvvAj8eOXy1FeHeO+5CCG8FvEm3g/8ZShV0+Ewlew/ExGN9reIYBihKMoiXddNUc6zYNnfbFj2Nx8jjUFlXVMxErJ4QXFeZsTq/+WWuS8BHgSury911UTqOCPB8ML8EBFsuLy8MLthIt9X1eA5G3gYqAW+MbDm4HD2d1XUJgKlwFcQT9CDgHugwuhwWLZhy0KCYaQXI6GGAW+he8fG1RGp3TYSqho8mQSVSAuQ8NZAiYrakUJqw4Wx3oPWbqpPRQQ9ipD+7yIYQvrGJIaQzgcuRzyFHwP+QVBsZlhSre9S4pCyFoEw0qXfe/ScBQ+/siy932dTHTa/nre4ue0jmUe6D7bHxzR3xMU0d8TFHO5wOlq6Ymw6x/NFu01j7iwv6QGymOQlPVna3Fn9enpSv56W1K/Fx/j8Cn6/qvh9Kj6vqvi8uq62dffqLbPi+rc7bR3vx6h9BzieLDYDbcopuqneYyPM9FRO9OSlqQo77apywGFT2u2q4repSrwCJymKkoUUQB+KJH5YnJd5wnluhJR+GRHU2o4oErsHCwXdtr0lFskj/DwSlv00QgqfH41QDVj/w2YjGu1vEcEwIhpdwtMJlv3NhWV/8zGaMaisa/ohUlfOVZyXGbGwuNwy9yeAvwBfqC91PR2p44wGJdWNn0XqBH6xvDD7qYl8l1Fz8BfIhP26opyM1wOvjcb+rora+cjK/42I1+CPSA7iG+71+aP+Q162YYuKTF4D3sKPAe8QJIYv7di4etJrzhlCO+cRJIbLEE9ooETFnkgdeyL3oLWb6gPF4wPeQifBENK/jVTMPlwoqW5MQsjpGsR+b2MUsS8vzN4x0uf1Xcqcjl77+bf+YeU3t3uSTz93yaHmn1378n6HXZsDqKHv7fepyoG2ePveowkx+1sTHAda42MOtsU7DrXHOQ4JYXQc7nDG9Hjt6sDjJDp9etqsfj0tqV9PT/aSluRV0pN9ikEclfRZXlISfdhUXQddV9D8oGmAt9ef0NWvxbX1a85mn2bbp+v+PRrqBwr6+/G29l0Zzg8+nH2aZ9Il+G/fujsJKSuxguNJYhzwtqqw3WFTmmNsarfDpthURZlHsHTEfGAvx5PEF4GXivMydUOE5gbg20Ab8GPgyaGEZrZtb5mL3Cc+j+RGPgjcv3J56lvD/Qbrf9hcRKP9LSIYRkRj/ZDpBMv+5sKyv/kYzRhU1jUpCPGIBa6JVFkJgNwy9/lIrt5X60tdmyN1nNGgpLrxfERE5nbgjomIyMCxmoMVyAp/RVFOhj7Wa8BVUXsqMjm8AehFxuUh9/r8PWPtz7INW2KBfILewlMRz9JziPjMv8woU1HV4Ek3+nSZ0Vo4vkRF2BYjwnUPCqiQIoTw00iuphshhdWb1+VOSuhrSXVjLOIZuhIJIz2CQQqB+rGcw0bJitlIGO9cY5uOhBunhezPGvjZth6HuvdoYszelgTH/taEmIOt8Q5Pe5zjUHtczCGDLB7tinVo+vF8UVU0Zif2+9Jm9Wnpyf16epJXDxDG9GSvkp7sU9OSfWpCrK6gA+i6DoquQ58Wr3X7k73d/qTebl9SZ48/obXHl3Co05f4YYd31p6j/fOb9vUs/dCnxzYDu++9dsWYwyhHi9u37p5LkBgGtjlIGbR/Af9S4N1Yu3o0zqF6baoyHykfsRq5zz4IPFicl/meUV7iSuA/kcWGnyBlJYb0mm/b3pINfM5orYiX8KGVy1NPCGW2/ofNRTTa3yKCYUQ0rgRMJ1j2NxeW/c3HaMegsq4pFiEHtcV5md+OZJ9yy9xnIyFO36ovdT0UyWONhJLqxpMRYloPfG0ogY7Rwqg5+DAirPGFy8+cN3s814CRR3gB4iW8GngPmTz+2b0+f1x1x5Zt2DIbuIggMYwnqEb6/I6Nq/eP53snAqNExVkES1ScjYTZBojhexMpURGpe9DaTfWzOT6EdDvBENK3JiOE1AhzPg8hEWsQL1VAbGZreWF2WMJv9V2Kk+PJ4WBkMQ1RkT0Gn1/hYHu8Y/fB+ITD3Ynsb413eNriHZ72uJhD7XGO5o64mCOdTkdnn8M28JhxDp82d1avN21Wry89uc+fntSvpyf36xnJPjUj2aukJ/tts2f5bTabagPVpqMoPr+u//rZk/jnrhROX2Rn9cfnerv8c4+2e+c0He1Le6upa9E/uv0JbwM77712RdhDpm/funuwQvVnGO0o4sl9KjXO/ppNVT4DXA8cQK7rh7OSEg8i1+Z3EaGbjcB9wxWzN2offgLxEq5ByrvcDzyxcnlqN1j/w2YjGu1vEcEwQlGUBbquT1q9IgvHw7K/ubDsbz7GMgaVdU1zkLISPyvOy7wnkv3KLXOvQPLFSutLXb+L5LFGQkl1YyLieUsFriovzD48ke8zQiF/CHz+3df/+c2Szxc9MpHvc1XUxiBk4waEMG01+vuUe33+uL1nyzZsySIYRnoRMikNeAu37ti4umMi/R4Pqho8yUZfAqIzEFQirSnKyRiT6MJk3IOMENKVBENIHQRDSN2b1+WGvTbcQJRUNyqIxzdACpcC1QgpfKa8MDui9QMN72Iyg5DFIy0smZNKvPFc8sDPdvTa1X0tiY69LQkx+1sSHAfb4xyetvgYT3uco7k9LuZwp9NxpNPp8GnqccmLCjqpCX3euYm93rSkHq+nPT7m/eZZTr+mKg6bn6vOOdD9nSs/8GnYY3Xsdk232Tr96Xqrdz4t3pO0dm9aR6s37WBL/7zth/sWvNavqa929Wuv6jqH7712RdgmwoaC6SJExOeLiKDPL2wKd6fGO85GrusrgTrkun4sKynxDIQQngP8HPj1SEIxRu7hFQgpPA8pSXJ/4blZu9pbW/aG6/dYGBuicR5kEcEwQlGUObquj2v11sLEYdnfXFj2Nx9jHYPKuqZlwDaguDgv85nI9Qxyy9zLEdLx0/pS112RPNZIMLwr/4OoeRaVF2afIO8+VlQ1eC7WNP8fVNX2e+C/wiGQYtQjXINMHvOQif6DwAtjEZkZiGUbttgQb1zAW3gu8BpBj+GrOzauDmt9uZFgKLNmEySFHwNeJ0gMXx+pRMVk34OMENLTCJLCHKCGYAjpuJVqxwKjXEpAbOZ8ZPHgSaAROAh4gPaJhkOPBqFjoO9SYhg+DDWwjQn9Dr8Ghzri7HuPJjr2tyTEHGiLdxw0yKKnXYRu9hye5dT048liYqzXv3B2Z+/Jszv7Fs/t6D0lvdOXldGtLUn3qs5Ym9Onxzo17DE+3Wlv9y2wdfgXKK3e+XqrN6O3zTevpaV//gcdvtnv6agNqsI/E2Jsr3/7olPGVE5iIG7funsFkhf4KeAe4OdzExztyPlyA3Ahcn4/mJkY3+RQ1f9AFoJ+A1SsXJ464jm0bXvLfOCzQLHf70+x2WyVwB9WLk/dPpG+Wxg7onEeZBHBMCIaXcLTCZb9zYVlf/MxnjGorGv6OJI7V1CclzkhVc2RkFvmXoJMlH9VX+r6WSSPNRqUVDd+HinrUFxemP3XiX7fRZdfc/43/+eXpYyi5uBYYYjMXIeEj85DQlIfAN4ci8jMYFi2YUsC4uUKKJIuQsoqBIRndkx2fmFVgycOCYMLEMPZHF+i4oQJstn3oLWb6uciE/4ixI7vEgwh/dckhZCmGn34FDKOGcj5YkdIYYAYHhzisae8MHvc5GesY2DUSZzFyGQxFYISp9979JwFf3xlWXqfoYx6ZuaRjkVzOvs+OJIY23Q00dncHhcTqog6O6HXmzm7s+/kOZ29S9Lae5emt/ctTW/vX5Ter6o2Z7xXj43z6zGxvVqSo8230Nbuy7R3aguUNt9JWps3o7PVu+BQrxb/AbBDVZQ3Y+zKm6qifAB4bluVNeKizO1bdy9BlEOvR67djbetytpjRGZcjZDCU4G/xNtt7ow4p0tRlGuRa/xnK5enfjgae/7HD++4/IrrvrgKIYYfIKGjf1q5PDWqyEm0wux70HhgEcEwQlGUJF3XI5awbGF4WPY3F5b9zcd4x6Cyrul6RLTg/OK8zIjWUsstcy9EyOADwI/qS12m/gmVVDd+DFE3/Qnwi4l4TRRFSXryrYMdwHrgewxTc3AicFXUnkZQZKaboMhMWGTLl23YkoGQwgAx9BP0Ftbs2Li6ORzHGQuqGjyLCCqRXgTsJFii4uWinAzvVLoHrd1UH4PUgAx4CxWCpHDrZISQhsIIic4gSAznDdgPfdzH8GQx8PjQwDzbSI2BvkuxE/Quzu3qs8+7ufITxTs9ySvOP8VzdOO1L7U4bHp84P3dfXZluyc5docn2bnrUJLz/eYk5wdHEmP3tiQ6W7tjj+U3qopOelJ3/8mzO3sXze3szUpr7z0lva1veUZbb+acbr9fiYv3avEJPj02rtM/x9biPdne6j05tl1baOvSFmhd/pOUVt+8Tr/u8Og6HygKjXZV+ZciJLHutlVZx10rt2/dnQH8O3ATEs7709tWZb0NUFnXtBghcDcCcarCk+lxzsR4u/1KxMP705XLU98bzk4B+2/b3mJHrt3PIYsCfwP+AFSvXJ466WrCMwVT6R40WlhEMIxQFGWJruumFPi1YNnfbFj2Nx8TGYPKuqb/h4SWrSrOy+wKb8+OR26Zex5CLJ4EvjcFyOBiZIJeC9w6XuGNUPuH1Bx8ESGEYc/bMkRm8gmKzLxDUGTmaDiOsWzDlkA+WoAUrkIk8gPewn/s2Lg6YmVIBoORl3kBQWKYBfztw52Nr568NPu+opyMiNXIHA+MENIzCJLC05Hzvwp4evO63Ekn1kPByD9MZniiGGhpSCmEY0Sx82hzd+LstO2cSByPlBdmjzuceSQYnsU5SKmFRcY20DIJEbc52hVrazyQHLvDk+Lc3ZzkfP/wrNimI4nOvS0Jzu5+xzHpU7vNry9I6e47eU5H7+K5Hb1ZaR19p6S39WbPa+3NSO7V/HpsbL8W6/Tq8fGt3nnKEe+imKPexXFtvsyYHm1efydL1R7/7JdVVbkPeOy2VVnHcl5v37o7Bfg6UnD+ZeDHt63KegWOKTufhSz0XA8cTnTY98+OjTnHrqpbkeL0dYPZYbD/gG3bW5KBq5B8whWIyNABoAvoHM3WIo+jQzTOgywiGEZEo0t4OsGyv7mw7G8+JjIGxuTjPiQEa21xXmbEJm0AuWXuuUio39+Bb04BMjgLeAhIBD5TXpg95lCqgfY3ag7+EiEt14fWHAw3DJGZ1cjk8TIktDMgMhM2OfNlG7YE6gQGiOGZwCsEieEbOzauntSC4VUNngzg0vbWo9clpczOR0IynwCeKMrJGNaDYgbWbqpPJxhCWoAoTAa8he9MViH7icLItZ1DCFE8snd3zpyFWTZOJI4piLruaMJTW8OZz6jvUgL9GUgQT0aUPxUATYcDrfH2xoMpzp2eZOf7h2fF7jk8y/nhkVnOfa3xsT6/7VisaXyMV1uY2tUrJLGzLyutvXdZRmtv9vy2voRYr/bfT5x78qt7MpKXn5xoO+eCS5qP6PkJimJ7Hlkceuq2VVndALdv3R0PfAnYgNQe/DHw/G2rsnSAyromG5JHeAOwxq4oh1JiY+Ym2O1v2lSlDHghtDj9SP8B27a3LEZKoqQCCcj9bqRtIqBxPEEcNYkcZBu63xPa/2hHNM6DLCIYRkRj/ZDpBMv+5sKyv/mY6BhU1jXFIOF2bxbnZX4zfD0bHLll7hTgr8BbwNfqS12TSiAGoqS60YZMxNYgIjJjIhFD2b+qwRMoaP8j4BcTKZEwGhgiM2uRyWMuoij4ILB1IiIzg2HZhi3JiJcwoEg6Fwn9DZSp2BPO4w0HRVGcT751UEMmzlciAiqdGKQQCSE19RwbiLWb6mOR/ga8hX6CpPDvm9flRpUnZqhroKS60YF4EIfzMAYex3EiURyUPE5UIdUQtFmIkMRMgmRxEZKXCkh5jD2HZ8U0Hkxx7m5Oit3dnOT84HCi88OjiU5PW/xx+Yixdp/W77epuq4QY/Pr1+U3dV7rUmN29hQcaPJd3qwps5YjSrN/BJ69bVVW/+1bdzuQsG30hTwAACAASURBVNDvIOfsj4HHb1uVdex8raxrikNI3I3AJfF2mz/Bbt8Xb7f/p01VHl+5PFWLxP/wtu0tCiLoE0oQR0siR9o6kPD28ZDI4bbdK5enRnQxczBE4zzIIoJhRDSuBEwnWPY3F5b9zUc4xqCyrikVCZG8qzgv887w9Gxo5Ja5ZyGTog+AL9WXuiZVrXIwlFQ3fgnJGbyxvDD72dF+bjj7h9QcbEG8hM8X5WREPE/MVVG7ABGZuQHJr3oYIYUTFpkZDMs2bMkk6C28GAkdDHgL3Ts2rm4N9zEDGMQjqyBE+AqEGKYh59rjSHmKSQ1pHQlGCGkOQVKYjdgtEEI65QU/wnEPKqlujOPEfMaBxDED8eb5kVDlXYO0D8sLs8d9P9F3KYkEQ0tDvYmLECIDQE+/TdnhSY7deSjZufNQUmzlP7LntfUE8xBnOft9dxdv233m4v64Fu9J6ds7z93/gbdoaydnLFcUJRsR63oYiY7QkfP1u4iIzk+BB29blXVcuHplXdNs4BqbovybruvL4x329hhVvfOmT533pwNNe94e72+ebBi5jAmEl1wmIHVTuzh+4eDAEPuHwkUao3EeZBHBMEJRlPm6rkdUaMHC0LDsby4s+5uPcI1BZV1TFpLb9uXivMzqifdseOSWueORyXkrcEN9qSssxbEngpLqxk8AjwA/Ki/MHhUhHsn+Rm7bV5F8vjMRoZPHgKeLcjIiLjDgqqg9naDITCdCCMMmMjMQyzZsURFiE/AW5iNhkIH6hS/t2Lg6bB6vUdg/C5lkXwF8FPFcPgE8VZSTMeVI1tpN9RlAIUIKL0I85wFv4XtTMYR0Mv8HQvIZs4BTBmnzgL0MThJ3lRdmjysX2shHTOV4YhjYLvzeo+cs+eMrS9P7fHbVpmgoiq75NJu6PKO1+3P52w99OvcIfaTM+6D7jPYDfSsqP9Q+dxTFcS1Cbh9BSOE/kbDh7yJ1In8GbAqElIaisq5pkdOmft+n6dfq6LExqu15r6Z994bchRELRZ/q2La9RUWIdOhCwvwh9mcDRxiZMB4AOocLZY3GeZBFBMMIRVHSdF2fMknfMw2W/c2FZX/zEc4xqKxrOh+ZcF5anJcZ8QlFbpnbiUyCAK6pL3WZHl5TUt2YhdjgBeDfRxKRGYv9qxo86Ujo4hqkdMM/EFL4xGClEcIJV0WtSlBk5jMIOQuIzLRE6rjLNmxxGscNEMPlSB3LADF8eyJlKsZo/7kIyboCmXC/TjCvMGxlP8KFtZvqnUgI6eVIeGA/QVK4bfO6XNMXT2Bq/Q+UVDfGIuRsMJK4BGhnCJIINI8nT1Hfpah7Ds866av3r/xpZ6/j4guz9/u/edmbB//0z6VzHnhpefqHR2Y5U+L7fGtzdzff+PG9fYmJCWlH+ufrh3pPfrDJ/5nfHdU+8ilEIMaBhI4+jITKfhe5dn4B3HXbqqwTPOuVdU1K/+GDX589f+E3e3z+JYBH1/VfafD74rxMq8j8EDC8kumMTBjnGx8Zkiy+8MyTzaXfKP7npP6ACcIigmFENLqEpxMs+5sLy/7mI9xjUFnXdDVwB3DBZEwkcsvcMQghSQLW1Je6JlTMORwoqW5MQiZkMcDV5YXZQxKl8dq/qsGTBHwSIYWrgQaEFD5WlJMRUQU6Q2TmkwRFZv6GjEFYRWYGw7INW+Ygnq4AMYxFCOHzSH7h/rF83wTsH4eQwSsR79shxEP9BFAf6ZzOscIIIf0IwRDSpYjwUhXw183rcsOiGDseRMv/gCF0M5/BSeIpyPU+4ZBTfZeyHLgW+KSmE/Pc2wtn/W7bqem1O+alqKquu07d11K8ck9ndiYpPVqS83DfgmeSHUdLnm5/KB4J6b4OIawPA3VIHuGngd8CP79tVdbB0OMF7P9C49Gzeny+n3X7/B/v8vp0XT77e+DR4rzMiIVnT3ds294S6mUMJYnzgPkH9n7w/jUXnfV1E7s4ZlhEMIxQFCVR1/WwS4RbGB0s+5sLy/7mIxJjUFnXVIJMPlYW52V2hPO7B0NumduOqJdmAkX1pa6IH3MkGCIyGzHC9MoLs7cP9r5w2L+qwROLkJI1iPfnAAYpBBoiSUpcFbXJiMjMjUjo5GOI8uhW9/r8iIqsGGUqsgiSQhewn2D9wq07Nq4e1rZhsr8NUUUN5BUmIGVOngDcRTkZU068Ze2m+vkEQ0gvBN5AatS9h9hwH3Bo87rciItnTJf/gZLqxhSGDzltYnCSuHuwkFN9l5KCnE9XAxk7PEkx97xwevqTbyye29XnsGXPa+m+If/91ovP6oxDjZvV7p1dH2/r+IFHcz33Uvv6CxBCeDWSS70FuT9egSxSbbxtVdb7cKL9t21vOUXT9e90+3zXtfV5PX2alg5sRc6J9pDWNszjnuK8TIssjALReP5bRDCMUBTlFF3Xd5ndj5kKy/7mwrK/+YjEGBhlJX4DLACuKM7LjLiYS26ZWwXuRvLLPllf6poSK9gl1Y1fQZQ/P1temF0z8PVw298gJfkIOVsD+BBP1WPAS5FUwDREZq5HPIVpSGmNB9zr89+K1DFDsWzDFhsi9BIQnTkHeI2g8Ezdjo2rjzsXI3H+VzV4TiWYV3gaktf5BPDXopyMKXFehmLtpvo4xMt6GRL+uMBoqYincx9BchjYhu63TyT3MJL/A8ZiQQzgRLzHsYANye/qnEhY8VhghJwuZuiQ0zaEFD4H/Kq8MPtYqLdRymIVQuzObu9xqH+oXT7nwZeWpX94VMJGr8rbc/Sa/MP2WYkxyX7N/r5N9d5xcnxj5R17d/UjY3s9cj6+ixC184CngZ/8x4Wn9Axm/23bW04CvunX9S939nvf9up6p1/TdU3XFU3XbRq6XdOJ0XU9Rod4XcJRE5E8OzujJ43DPe6d7oQyGudBFhEMIxRFWabr+g6z+zFTYdnfXFj2Nx+RGoPKuiYH4mHYAdw6GX/muWVuBfg5kj93aX2p63CkjzkalFQ3Xoiswn+/vDD7N6GvRfIaMBQwz0II4RqkTMMTCCmMqKfKVVF7BkGRmXaCIjMfRuqYA7Fsw5YE4BMEiWEmkrsZIIY7d/7sk0sjeQ+qavDMQ8LyrjT68gpCzJ8sysloitRxw4G1m+odSCjbSQgxHLgN7NsIIYa6ru/XNP2gz68f6vf6j3T3eI+2tvW19Xv9KkEydoyY9e5/d7HzpNNaBj4/xP5Irw/cjwW8QC/QZ2x15FoAIbqjac07Nq6OSE5lSMjpMoTsXQv8Bfi/8sLsd0Lfa4SNXges1nRinvlXZtJ9205Nf2lnRrKq6vpFp+1vu+HjB7TlmSTbFO9hBb3ypLjddyqn6E23b93tRMLIrze2B4B5PZ3tr8clJn33tlVZLw/Wv23bW2YjecFzEZKXNGA78Ll4Xde7NV3v8ut0abre49f1fr+u92u67vNLQ5OmaDp2TdcdGsTouu40CGVAzdPGxIhkYL9vqhLKaJwHWUQwjFAUJV7XddNzWmYqLPubC8v+5iOSY1BZ15SMCJr8rjgv8/8icYyBMMjgj5Gwt0vqS10HR/jIpKCkunEpko/1HPCtQL7QZF4DVQ2epQRJ4alIPcbHgC1FORkRCU0yRGY+RlBk5l9I6OhfIikyMxiWbdgyDyGEgVIVPt3ve0Ox2fsRcoCx1UfxeMzvjY+12c7Jmr3w9IXJS06eG7+oq8/XvvNg5/uvv9+yu/FAx+EI92G0nx3oPRsNGXMik/c44/N2QFcUdEVRdFVBUVTFpiiKXwmSsl6gS4dO3e/v0lFbNF1v1TS9lSBh6xuwP9hzI+3379i4elAvuLFQkD7KNhfoYPTEsWW83saS6sY0RCn4FkSQ6HagJlSIxggbXYOEfqY3HkiO/e3W09OffGPRnO5+h+3U+S3d1+fv61uV0zMrMaanU0Xbku5sqgBeUU7R9du37k5Ewshv0HX9IkVRNCS/8TvA04Hi9OOBob6ZwMiEccTndF1P1HS9N0AoQ0ilzyCVmqbrul8n4KW06TqxhpcyLsRLqTA60tgKNA9oR4rzMiMWIh2N8yCLCIYR0ZIkPV1h2d9cWPY3H5Eeg8q6ppOBl4BbivMyH4/UcUJhkMFSxBtVUF/qmhLqd0YO0Z+Mh9eWF2a3mnUNVDV45iOhYmuACxBP2WNAVVFORkQ8qa6K2liCIjOXIqUYHgSqIy0yMxBGyOBpPXvfviRu4RkH4Fh1b2WQ/ZEej/m9Dptiu2D53KUrMpNzFsyOPxNQ9h3tbvhXU1tD7fbD7/v8xyZaEevDEI/7GD3ZGur1vh0bVx83cV67qV5FyFSoJ3EBcJK3u3O5Iz4x2XicjKgpDgw/PW67eV3upOYBG2VNUhFSmMHIxDEBIREBYuhhGOK4Y+PqE+pTllQ3OpFc628htQ/vAP5YXph9rJaovkuxIzme1wFntR0LG12e3nQ00Zka3+dbe87e7ivPb3POS+rui7X1vJHi8PxSVfRq5RQhHx+58FPnfv6/7/wo8G/IAlEL8Gug7LZVWabmtxqkMp5xkMjQ53RdT9J0EjV0r1+8lT2arvf5tQCpxO/Xdc2v6/h1TfNruk2T484BUhicIAbaoQGPDxfnZY7aexyN8yCLCIYRiqJk6LruMbsfMxWW/c2FZX/zMRljUFnXlId4nz5ZnJdZF8ljhSK3zL0BWVkvqC917Zms4w6HkupGOzKhuwQo2vjpUzvMvgaqGjwpiAd1jdGv1xBS+HhRTkZEQjldFbUpBEVmzkIKZD8A/D3SIjOhmAr3ICOEN4dgXuESJKz6CeCZSHlrpwpCx2DtpvpYJExysFDU0JBUjRHIInDArBIZyzZsiUXyZEfjbcxASnscAmqBe4B/BDyKRu3DSxFCmAPcBdxdXph9XB1LfZeSjYSVrvZrIWGju+Yl21VNv+h0T/c1Hztizzm53Z9oa9uT6Gj5nU3x/0ldijdg/9u37j4J+KHxPXFIwfofAS/ctipr0q7LSGDb9haFIKkcikSmIyVqso3Wp+t6o0/XP+j3awf7/P6jvX5/Z69f8yMkMR0Z59A2G6m5OhrS2Py/X7lKaXz9n1M6THwgLCIYRkyFP6GZDMv+5sKyv/mYrDGorGu6EpnA5BfnZUakGPlgyC1z3wpsAC6uL3VNmTyMkurGrwI/OND41tf+8K2rHzO7PwEYZREuQUhhEbCHoALpu5FQIHVV1C4kKDIzBxGZeXAyRGam4j2oqsGzEAnbuxI4H6mb+DjirZ0Soc7hxFjHwCiFkcTweYsLkEl6CyeSxEDB+J3A/s3rck0lOIZ3OlBioBC4GSG69wD379i4+lhpj5Lqxhzgm8j1+TDw84GKxPouJdV4/TNA+nsHUmJ/u/W09Ko3Fs3t7neop53U2ndtfjMFK44yO+7IAV9363Nzkv33Aq8qp8gE//atuxXkmvwhUvi+Hwmh7AG6gS6E7HQYz/UgXuHQ7WDPjbi9bVVWxJVqRwODOM4jSApD20LgQ6BxYPN09zR3+fypnEgQB2vpvV2d/7h51WnXTOJPmzAsIhhGRKNLeDrBsr+5sOxvPiZzDCrrmr4JrAM+VpyX2TYZxwTILXOvQyY0l9aXut6erOOOhJLqxgLN7/uTarN/p7ww+16z+zMQVQ0eOyK8E8gr7CZICl+NhAKpq6J2BUGRmVaCIjMRWTGf6vegqgZPMhJOewUi8PEeRhF74L2pVq9wPIjUGKzdVG9DyOBAkphJULEzBXgfIYWhbRfw4eZ1uRFXPB4IgxiuRAhhIZJb/BvgxRAv4Twkh/BmJPT+DuDvA/II7UhJleuAj7T1ONT7X8ye8+BLyzL2tiTGzk7o868996DvinOP2JakHjqYaG951a76HgKeDoSNAty+dfc5wDcQUpRstCQk9y4ByfvsJhge3G8850NCWjWCeaiq0exGC+SkxoVsfYSJVA6xnTAB3ba9JRY5fwYjiTYGIYjAjpXLU08IgZ/q96DBYBHBMCIak0SnEyz7mwvL/uZjMsfAKCvxSyT0pnAseRQTRW6Z+7OI6MKn6ktdr0/WcUfCF+584sz0Jaf+BXgK2FBemD0lVsMHwghfzCVICpMJlqXYWpSTEdaxNERmPo6Ejl4FNBAUmQlbCYZougdVNXhikHywQAhpN8Ei9i8X5WRMyXNnJJg5Bms31Scitf+WGu2UkP0MxOsTSg4D+3s2r8vtG+w7w4llG7bMBT4P3ISQqnuAPwS8hCXVjfHA55Cw0Q6EEP65vDD7uOtR36WchoR7XubXcPy14eSk+7admv7K7oxku6pRsKK5/+r8w7ZzF+87lGQ/utuueh8FHlFO0fcN1z/Dc5iAEOrxtl5k0SfQ2hBvY5fRAuRtMJIZKnAUSibjBnlupK3POIZ3Ik1VUB2qmmBXlVkOVU2yqUqKXVFSbKqSAnRout6s6Rz06/pBn6btb2s5+uptnzzroeHsPNVgEcEwIhplY6cTLPubC8v+5mOyx6CyrsmOTFz3AzdNpqR3bpn7KuBXwOX1pa5XJuu4w0FRlGUbnnrvMPBnZBJyfXlhdrvJ3RoRVQ2ebIKkcCmS0/YYktMW1km9ITLzKcRLeAlSMD4gMjOhyXi03oNCiHmAFGYgiwlPAM8V5WScID4yVTFVx2Dtpnonkq85kCAuRbyKBxjck7hr87rcsF4DhpfwEwghLASeREjhizs2rtaNEhSfQgjhMuAXwG/LC7OPWzTRdymzCaqNzn13f0rs3e7T5j/91uLUHq9dPWNhu+/qC5rVT535weG0uOaDDrW/Bil9cyxsNJyIEJEcS2u7bVWW1+iHAyGFjgi1mBhVSbOrarpNVebaFGWOojBb7+vZs+4Ty/PDZtRJgEUEw4hoLCQ5nWDZ31xY9jcfZoxBZV3TLCTv6eHivMyfTuaxc8vchcB9wGfqS11/n8xjD4aA/UuqGx1ABVI4uqi8MHu3yV0bNYyctoAC6TnA3xBS+FRRTsbR4T47VhgiM1chnsIzCYrMbBuPyMx0uQdVNXiykLzCK4CzkTF4AhmDKVFPcyhE4xgYNRZP5nhyGCCMS4CjDO5J3LV5Xe6EwuJDvIQ3I16sQC5hC0BJdePZSB5hIfAHJI/w/dDvMMJGLwKu6+nlnD4txnv/i8vnPvjysvR9LYmxcxL7tDXnHeaac/e0Lp2z/0CM2vsO4pUPKMQO1wZ7Tx/Qr5yihzWcPAJE8gjQhHiCPzC2HwIf3rYqKyJKtdF4/ltEMIxQFCVR1/VprQg2lWHZ31xY9jcfZo1BZV3TQiS35VvFeZl/nsxj55a5L0aEFq6vL3U9P5nHHoiB9i+pbrwV+B5wTXlh9jbzejY+VDV4ZiMF1NcgE81XCSqQDhtmNla4KmozCYrMpBIUmWkY7XdMx3tQVYNnDkICrkBqJr6BkVdYlJMx5Sac020MjNzEBQwebroUCekdzJO4EziyeV3uqCbZIV7CmxFv4BMIKaw1vIQLgVuBLyPlYW4vL8x+aeD3vPakkvfRMygCLvVrOJ5+a1HSff/Izvjn7owku6qRObcXXUc7e/HRvq9dvLsjKc7rj3P4/DZV0xQ0TVU0v4JfUxVNU9D8qqJpKpqmKn6/gqYpynGHCyWJEyGVwz3XN1rCOQiRTEO8vScPaIuQsNQPh2kHbluVNeac0mg8/y0iGEZEY5LodIJlf3Nh2d98mDkGlXVNZyEF1i8vzss8YYISSeSWuVcCjwJfqi91PTWZxw7FYPYvqW68FFnJ/055YfZ95vRs4qhq8CQgsvdrEHK4A0NspignI6znnKuiNoegyMxRJHT04ZFEZqb7PchQgS1ASGERcBghDI8D9ZEQ/BkrpvsYhMJQPJ3HieQw0Jow8gA3r8sddS6s4SUsRkJHvQRzCVtKqhsTgS8C/46UL7gDeKy8MNsHQfsbYaNrEbXRue/sS4295YGPZe3wpMQHy00KFHRiHRqxDk13Ovx6rF0j1qHhjNFxOjScDk2Jceg4HZriDLzH4deddr/ujNE0p8OnOR1+f5zDpzlj/Fqcw+ePd/j8cbFeLd7h88XHeP1G89ltAcIpxFKIpt8/gGAORD/jI5U9DBJCesfeXf1IWYiBBDG0pSHhwid4Ewl6FU8I+4/G898igmGEoihpuq43m92PmQrL/ubCsr/5MHsMKuuaCoF7ESXRSQ2HzC1zn4fk2txSX+r6y2QeO4Ch7F9S3Xgqohb4OEIIo1IIJICqBo8DETpZg5RFaCWoQFofLvVLQ2RmJRI6uhZ4CwkdfXQwkRmzz//JRFWDRwXOQ+x/BVKy4EmEGLqLcjIiLn4yGGbSGAwHgyS6EDK3Grk27gFeHqOXcJXxHQEv4W+Al9ZcuERFwodvQzyWFcDvNn761NhQ++u7FAdG2OglGwuvfvfA7ITAa+mzuvuvPmd3c6/XpvZ47Wqv16b29NvUPp9N7TUeB1qfz6b2eW1qr7H1+m3DU7chEGv34xTSKWTTIJyxDo1Ye5Bkxjk0Pdbh12Idfl1Ipl9zOnyakE2fP87h0+JjfL44h9efEOvzxzm8voRYrz8xtt/nsPX7fvLUWRmv7E5LPC/rUMcPrqzb57AdZ/LB8hBbQh93++d0vtN9pXN3T0HSQW/ObJ8ev5ATvYo+BpDDfTvebrzjy0VTpoTQaGARwTBCUZT5uq4fMLsfMxWW/c2FZX/zMRXGoLKu6RYkhCm/OC+zZTKPnVvmPgspdr+hvtT1wGQeG4a3f0l14xzgL0go2XfKC7NHHfI4lWEQknMJis04CSqQbivKyQiLZL+rotaJTIZvRLxizyGewqcDIjNT4fw3C4bgT0Bs5gzEPo2IkFOgHQAOhlsVNhQzeQyGwtpN9enAFxBC142QuQfGkl+4bMOWNIKKo/0IqXzA8BKehwjLXNzT3vJIXFLqj8sLsz8c+B3nf3HNPQda47/g02yOGLtfu+acnU0/ufqf+xGlzjHB51fo8drU7j6H2tVvV7v67GpPv13tNlpPv13t8Rrbftuxx0I6bWpvv0E0fTZFyKbd1hdKOg3C2ecbH+EUAVIF0ElL6tNPPanLlxLf70uJ7/Olxvd6Zyf09s1J7O5PS+zqSZ/V40ub1eNLju/3q0MfrZMQoqjrtPZqqX1HfEvtR7xLY4/6Tkls9S1Kbm7u23/TabeWAx3hzqGMFCwiGEZEo0t4OsGyv7mw7G8+psoYVNY1/R9wFnBZcV5m/2QeO7fMfQbwLPD9+lLXpNbzG8n+JdWNMUAJ8DUkh+guJKxr0kpvRBKG+uXpBEnhyYj65WOEUf3SVVGbioS83QDkIGHBD2779sUeX2/3e+E4RjSjqsGTAVwGLEZq7QXafKQW31GCxHD/IPv7Ac94SPxUuQdNRazdVK8iXsKbkTDrzQgp/Oc4vIQ3IzUpH0dI4UtrLlyyqOPwwf+aNXfeFcg98I7ywuxXA59dcMXn7cB/IwspNcD39z1xv0/fpajIAo4TiA3ZD8dzoW3MhNOvgUEola4++zHi2dNvU7v7HcY2hHh6beqDLy1LP9IZd+xY8TFebV5Kr6+tO8bW1u2w+TR10GPZVI3keJ+WHNevJcf3C3GM6+2fndDbPyeh1zs7sdc3J7HXNzex15c2q9eXltTjS4z1aQBev8IPHs9b8Mqu9OTzTjnU9v+KXvtp/Gm+n4/195oBiwiGEYqiOHVdP6HApIXJgWV/c2HZ33xMlTGorGuyIZPzVuCLk1lWAiC3zL0MKUuwsb7UdedkHXe09jdURa9EikgvA34L3FNemL0/wl2cVFQ1eBYhv3MN8FHES/UYUF2UkxGW+oGuitqTEZGZG3Vdn6MoyhbgGeA59/r8sKqcTgdUNXhCC7PP53iSGEoa5yKqi4MRxdD9Q6GEcarcg6Y61m6qzyDoJexAyNyD4/ASBnIJ+4B7Ore/+MjnbrqxF1gHrEfy2+4AqswOSTcIZyzhI5aDvu97j56T9cdXlqb3+exqrN2nXX/eTs+Prnp1P4CmQ3tPjNrc4bQ3d8TZD3c4HYc742OOdMXFtnQ7Y1q7Yx2t3bH21u4Ye1u3Q23rdqjtPXY0fXBXYazdryfF9fu8fkVp64mx67pKrN2nnb3o8FN/uePZKyJhx3BjwkSwoKDgauAHwGnAuTU1NXUhr30XORn9wL/V1NQ8Yzy/GolntgH31tTU/MR4fglS42QOUA98rqampr+goCAWuB+ps3MEuLampmbPhDoeAVgrYebCsr+5sOxvPqbSGFTWNSUAW4HHi/MyfzTZx88tcy9GVr3vri91bZyMY47H/iXVjSsQQngdsop/F7CtvDB7Wq3SVjV40hCBkzWIR+MlhBQ+UZSTEZZQwqxPf/XSRZd8fjmSk/UJ4B1gi9Feda/Pj+rczMlEVYPHzuCEceDjOYhozX5gf8vhQ12pc9Pf48SQ1ENFORmW/QfA8BJehHj4LkYW0H4D1I3RS3ghcJOuaYWKqm4GfuPKPenVlFmxVyF5hKnAz4Hflxdmd4X/l0wd3FS6yvHs2wvLdF25eO6snlee/Y+nfj87oX8WI5eeiB/s+3x+ONIVH+NpT3Q2dyY4j3TFxx7tcsa0dDkdLd0xjrbuGNvWd2fbOnvtxz6TGt+7/V8PP5Id6d8aDoSDCJ4GaMiJ+x8BIlhQUHA6Iul9LnKzeB5YbnxsO1JIdi8iR319TU3NOwUFBY8Am2tqav5YUFBwN/BmTU3NrwsKCr4OnFlTU/PVgoKC64A1NTU1106o4xGAoihLdF1/f+R3WogELPubC8v+5mOqjUFlXdN8ZML/n8V5mQ9N9vFzy9wLEDL4MPDD+lJXRMnVROxfUt2YjOQA3YLkAP0KeKC8MDuqpMhHg6oGzyyErK1BwtveRcLkHptISYRQ+xuF6z9uHGc1wXnIFuAZ9/r8aeV9NQsGYczAIIZNu3esyMxaFsuJhHE2onI5MAR14OPmqaB+agbWbqqfhyiCfgVoQ+bVD21el3uCOuVQSD6rMDf9km8ERGp6gXvsNuWBopWLVyB5hCsRz5cvgwAAIABJREFUwaW9QBeSsxi6HWy/d7otTA0GfZcSw9hqFqYixeX53qPnLAj1QmaltT/4/N1Pfd6EnzFmhC00tKCg4AWOJ4LfBaipqfmx8fgZxHMI8IOamprLQt8H/ARoBubV1NT4CgoKLgi8L/DZmpqalwoKCuzAQSCtpqZmSp2YiqIk6bo+6gvWQnhh2d9cWPY3H1NxDCrrmlYgBbGvKs7LnPRaerll7gwkJPFp4LuRJIPhsH9JdaOCeAhuRTxnDwC/Ki/Mnpa5b1UNnlgkb2oNInRyiKAC6ZtjUSAdzv6uitqFSF7WZQQXop9BiOE/AoIzFiaGocbAUJo9RhgZOjQ1BTkHBiOJoY8PT1fCaHgJL0bIXAEiMvWbzety64b9IEH7h3gJb0bO+ceB31zxicXNqqp8FiExCYgXLHQ72H4MwxPFYYmkrutdfk3v8/q0vr5+f39vv9/b2eP1dnR5vW2d/f7Wzj6/rhODkKpwbu2AajRbyP5wz436eQVdddp77SnODnuSo8PevG9nSkfrUd+p6Qdf2HjtS7eecn57WGutRgr2kd8ybiwAXg55vNd4DqS2Sujz5yHhBa01NTW+Qd6/IPAZgyS2EQxHOIb77rvvJuTCobW19cFvfetbTyM3jjnISfEBIvnajsi+zgb2ITcn1djPRPJaQG5ITcbxNcBj7B9FbJcU8p39QKqiKF1Gv5xAYsjrAbnaeQjhDVxggdcDF04aQnRTjO8IvN5pfMfcSf5NR5AbdDT8pvMVRdk1zX5TNI1TrqIo/5hmvynaxmmhoiitU+w3NX3z57//Ts4FF/7lC//5k89U/vi7hyZ7nFJXuL6y+DPf+7Wvq2W+zZlQpvV1H4zQOOUrivJ2GH7TW8B3rvmf+5TUkxZ/I3F22j/+48m339z7dv2jz971/cdb9u3xR2CczLyeXgdeT0xO+XnFIzXzFVX9bMrsuU+oNpt+3/Ovu1uaPY/+779/6fUjhw6E9nmw35SjKMoLQ/wmBXgReMgen7TktBv/a1nS4hUfU+3221WHM2vlT59/tbflwIuKYvvjqz+5wR+G3zRV7xGR/k3ZiqI0D/Ob9iHeri2D/aZFS09NyV158clFN3zZv/+D3WfOnXdSyqzk1FSft/8jiUnJKbrOAtWmZqiqLfGx1/Ye0TRtv6b5dxw9dHBfbFzca3V/rzn0+P13H9i3Z+fOKB+neuB759z84++mLjnjpriUtMfX/PbVQ+37dj6+fcv9D+19ZUvbEL8pX1GU143ftB/40qwVl6xIPe+6tY6UeQ889rftfq2v64+639use3t77EkZXb7OI2mKzaHanIlef29nqi02wafr/jjd74uzOWf16d6eVIfD4Yhxxqoq/qSYmFhVVUm0q8oce0yMoqLF2e02u81ms9lUYmw2VbWpit3YqsZWt9tU3W5TSIiz68kJMYotQ8FmUxRVURRN03W/pvv9fk3TdHw+v1/T/LpPg36f16fpOn1+Te/3+bx+FHunt69X9/u1PmyO9r7uTjTF3u73+np7ezr9NmfywY4jB2L8fr1LdSa19bUdSrTHJ7X5+npUf2+XI2ZOpqfHszsVm6NHjUtu7z3clGRPTDvq6251+Ho7Y5zzTzvQu7dhrhIT12OLS+7uP/JhUmza4mZvy/4Ef2+HPX7x2fu6dr0yz+ac1dnpTOzdd2hXknP+qZ7eA61J3e+/tuDdff964rGfswiU+VPl3BsuZWFUHsGCgoLnjS8diO/V1NQ8YbznBY73CN4JvFxTU/OA8XgTIusNsLqmpubLxvOfQ4jgD4z3LzWezwT+WlNTs6KgoOBfxmf2Gq/tAs6rqak5jgiaDUVR5ui6fsTsfsxUWPY3F5b9zcdUHoPKuqavIIqZ5xfnZU56H3PL3CmIV/Bt4Kv1pa6w5ytFyv4l1Y2xiErmLcBC4G7g3vLC7EPhPtZUgaFAmkNQgXQ+UifvMaBmsDp547W/q6J2DuKBuQwJI+3BCCEF3O71+R3j/R0zDZN1DzI8yfOQCfVy4FQg29guQibW7yElNN4L2T8crjqXkwnDS3gJ4uFzAY8A92xel1sf+r7h7L9swxaVYP1PFSlW3x+h7XH7OzauHtJ7W1LdaAPiGNojOZLHcqjn4pAFoIGevcGeCzyvI2QssB1NO/bevu7OZyuuzv3yUL91KsIKDQ0jFEVZoOt6VLiCpyMs+5sLy/7mY6qPQWVd00+BfOCS4rzMSVcWzC1zz0IKuzcBX6wvdYWlxl0Ak2H/kurGsxFCuBYpzXAX8Mp0z+GpavBkEVQgzUGI2mPA00U5GR0QHvu7KmoDBDRACs8F6giKzrzlXp8/rW09EQw3BoZiaZzRnCH7E3lsR7x+LSGtHVGSTEa8bvMRcrgMmbAPJIfvAbsjWV8xnFi7qf4kgrmEh5Fcwoc3r8vtnOr/AVMZRlj+QJI4FGkclFy+8LuNyf989N6oqhEbSSJ4BvAQQbGYGuQiVBCxmALEPfoq8Nmampq3CwoK/gw8GiIW81ZNTc2vCgoKbgFyQsRi1tbU1FwTlo6HEVNJsW8mwrK/ubDsbz6m+hhU1jWpwJ+QVeIbJrusBEBumTseIRAdwGfrS11hq3M4mfYvqW6cjUwGv46EAt0FPFxemB2WWn1TGUadvMsRUvhxYBvw2Ob77tq79ou37OD4VXqdE1f5R73d/Mb+uL2tvZ/waXogvzAR8RQGSlRMqcik0cDwtjo4kWBNmJz19nSnOuPilSG+2454WwOtdwKPA/s+hPCljqLFIWGp3cbnAnZIRDxIR5F56R5knvoO8IbxuH2qeRLXbqq3IXmvNyH5xI/s+fvjW16rLHvc3J7NXEz1/+DBEA7V0DXAL5FVl1bgjRBv3/eALyEX3L/X1NT81Xj+U4iMrQ34XU1Nzf8Yz2ch5SNmIzkDN9bU1PQVFBQ4gT8gdYiOAtfV1NTsnlDHIwCrfo65sOxvLiz7m49oGIPKuqY4wA08W5yX+V9m9CG3zB2LhFapwNX1pa6w2MwM+5dUN6oIQbkFOB/4PfDr8sLscatvRhOqGjzJiPLoGl3T8hRVDV3VH812TO9t7fay52i3vudIN3tbe5TU+Bh98ew4bfGceN/8JKdfVZWhiOW4yeg4txCsrzYYedOYOBk7gZy1HD7kT52b3jbEe71mkilDsCag9jiwpQFLkFDTeUj+ZBJiL5Dx70Py944ieVz7jf2WIVpjUU5G9yT8NNZuql8AfEnX9S8riuJB6hL+cfO63GmnOjyVEQ3/wQNhFZQPI6JxJWA6wbK/ubDsbz6iZQwq65rSETGx/y7Oy6w0ow+5ZW4H8CAyCbyyvtQ14dpaZtu/pLoxC/gaUqj6n4iXcEt5Yfa0VFcciMmwv+FNUwFl687Dzrf3d+R7/fplmq5frEOmqrA11q7WZKbG/e3TK+YdZOLkc7zbAHEZlLiFFoEPJ8y+BsINY7znAWcAZwErkJzELMRpcRghg52IvTXEyZGCRMPdD/yqKCdj52T0NyYx+bRPV/xtCZJLuBJxrvxm87rcNyfj+DMd0Xj+W0QwjFAUZZGu6x+Y3Y+ZCsv+5sKyv/mIpjGorGs6DXgBuK44L9NtRh9yy9x2YBPiCSisL3VNSBRkqti/pLoxDilQfysyIf018LvywuyjpnYswjDb/q6K2pM4vkTFQYKiM9vc6/OjylMwHpg9BpOJqgZPHJLyFCpUE9jvQGqodiIe6zpkYeavRTkZYReqCiDU/ms31S9EovK+jKjE/gb40+Z1udO6oLyZiMbz3yKCYYSiKMm6rreZ3Y+ZCsv+5sKyv/mItjGorGtyISvWFxbnZb5rRh9yy9wqUrz9LOCT9aWulvF+11SzvyF+cB4SNvppJDfyzvLC7NdM7ViEMJXs76qotQG5iODMZYgAzT8Iis7smI6iM1NpDMyC4UXMBK5Frj0P8BpwDuJF/DXwu6KcjLCrqw5mfyOXcDXiJfwY8ARSgsA/QvON4j2T+tnN63LHfc2s3VSvEAyXDm1x4XrO29P1UtWtn9gw3j6aAYsIhhHR6BKeTrDsby4s+5uPaByDyrqmLwD/hZSVMKUcQm6ZWwH+DxFcuLS+1NU8nu+ZyvYvqW5MB9YBX0Vym+4C/lxemD1tCqlPZfu7KmpTOb5EhZegt/Bv7vX5JxRhj0ZM5TEwA1UNHjtQBPwbElJahZDBS5GFmbuKcjJGLBQ/Woxk/7Wb6jOBK5ASC7ZBmn2I50fbIvl5FcmBHS2BhONJWyxy3QVCpAe2wZ4f03PvPbUp7p3HfvXcUPafirCIYBihKMpsXdendejNVIZlf3Nh2d98ROsYVNY1lSGT5IuK8zJNUb00yOD/IJOkgvpS18Gxfkc02N+o2fVpxFPxESQ09u7ywuwPTe1YGBAN9odjJSpORwjhakTkpx4hhVuAN93r86MyrzNaxsAMVDV4zgS+gdQEfQYpmXY5ErZ5F/DnopyMCYUPT2f7Gx49ldETSTietPVtXpcb0esqGu1vEcEwQlGUTF3Xm8zux0yFZX9zYdnffETrGFTWNSmIcIsDuLY4L9O0SXBumfv/AZ9HyOCYbBlt9i+pbsxGyk/ciJRguBOoidaahNFm/wBcFbUJiDc64C1MBp5FSOFz7vX54/JQm4FoHYPJRFWDZw6St/d1YC9Qi4Smnwn8Dri7KCdjXHlmlv3NRTTa3yKCYYQVEmEuLPubC8v+5iOax6CyrskJPAe8WJyX+R0z+5Jb5r4N8ZgV1Je63h/t56LV/iXVjYnADchvjkFyJivLC7OjKtcrWu0/EK6K2iUESeGFwA6C3sKX3evzI6L4GQ5MlzGYDBhho5cjYaNLkZI2CYjHcBviJXx+LCU3LPubi2i0v0UEw4horB8ynWDZ31xY9jcf0T4GlXVNcxGlvfLivMzfmtmX3DL314HvABfXl7q2j+Yz0W5/Q1zm44ja6KXAn4C7yguzG0zt2CgR7fYfDK6K2hjgAoKiM0uAv2HkF7rX50+pkN7pOAaTgaoGz0eQsNGrgKeADxCSGIsszPy+KCdjxIUZy/7mwBAISnz1788n/vCWGw6Y3Z+xwCKCYUQ0rgRMJ1j2NxeW/c3HdBiDyrqmZchq+OeK8zJNTbrPLXN/CSgDLqsvdf1rpPdPB/sHUFLdOB+4yWi7kLDRx8oLs72mdmwYTCf7DwVXRe08pDTFaoSsNxMUnfm7e32+KTm2AcyEMYgkqho8c5Gw0VuAPUiI8ApCFmaKcjKGXJix7B8eVDV4VETUJw2Ya2zTRnjsP9rseaL4ojM/a0qnxwmLCIYR0RgbPJ1g2d9cWPY3H9NlDCrrmlYCjyLiMSMSsEgit8x9PaIo+qn6UtewZRemi/1DUVLd6ACuRCamy4F7gHvKC7P3m9qxQTAd7T8cXBW1KnA2QW/hWUiJimcQArHTvT6/fzL7NNPGIFKoavAErrt/AxYDf0CEUj5HyMJMUU7GcQszlv0HR1WDJ4aRiVzo41SgHVloOWxsB+6HPj5clJPRHY32t4hgGBGNakHTCZb9zYVlf/Mxncagsq7ps8D/AhcU52WaGmqTW+ZeC9wNXF5f6np5qPdNJ/sPhpLqxhUIIbwOyee8E9g2VcRlprv9R4KrojYFuAghhgVILbujwD5ElGTfgP29wD73+vyOcPVhpo9BJFDV4PkoEja6Bik58Q6i/HtsYaYoJ2M/zCz7G167NOAkYL7RTgrZziNI7OIYmtANRu6OFOVkjDkXNxrtbxHBMMJyyZsLy/7mwrK/+ZhuY1BZ11SK5MlcWJyX2WVmX3LL3J8CKoHP1Je6tg72nulm/6FQUt2YjCir3oLU5boLeKC8MLvTzH7NFPuPFkZR+wxggdEWDtgG9v0MQxSN1jyakhbWGEQOVQ2eNOAriNroLoQUnooUrn8WuGttbqbH298f1favavDYgHSGJniB59KBVqQu6oGQbWD/IEFy1z4W0Z3xIhrPf4sIhhGKoiTruh5VKmvTCZb9zYVlf/Mx3cbAKCvxe0RO/6rivEz/8J+ILHLL3AXAH4Eb6ktdzw58fbrZfyQY4jIXIYRwFVIC5FflhdnvmdGfmWb/cMCoaZjMieRw4H4SMsEeiijuBfa/8O8fi7PGILIwwkbXIGGjmUjJiV7gi36/32ez2e4EHijKyTB1YWYgDJXUDEYmeHMRT3YouRuM7HmKcjImNfR5JETjPcgigmGEoiiLdF0fV+0XCxOHZX9zYdnffEzHMaisa4pBcp5eL87L/JbZ/cktc38c2Aysqy91VYW+Nh3tP1qUVDeeDNyMCF00IGGjT5UXZk9aqYOZbP9Iw1VR60Qm60MRxYXAPF3ztyuq7UOGDkfdB7S71+dbk88woKrBk4uEjV4B/KVp946dmVnLzkMWZh4AflWUkxFRD5VBTOcxMsGbg3jnhiJ2gX3PeMIypwKi8R5kEcEwIhpdwtMJlv3NhWV/8zFdx6CyrikVKSvxy+K8zLvM7k9umfscROL91vpS158Dz09X+48FJdWNsUgdtFsQcnA3cG95YfahSB/bsr+5cFXUqo2PlF+QfU1JH8MTRp3hw1D3AodGE4pqQVDV4EkHbvL5vN+w2x3vAA8hpUbWAW8i4dtPFeVkjDqqoqrBE4sQvMGIXSjBSwEOcSKhG7g9NJbjRyOi8R5kEcEwwqrfYi4s+5sLy/7mYzqPQWVdUxbwIrCuOC/zabP7k1vm/ggi219SX+r6A0xv+48HJdWNZyOEMFAb7S7g5UiJy1j2Nx8jjYERiprE0EQxsJ+C5HgNRRT3Afvd6/Ot8Q7B5Td+ZdZXvv2jQiRs9CTg10iY5RcR294N3A/EMDSxC+wnAR6GD8/cjyhmTjuCZ3g6Z42l9fV0v/WZc5fcbk6PxweLCIYR0bgSMJ1g2d9cWPY3H9N9DCrrmi4AngQuKc7LfMPs/uSWuU9HRBp+WF/qume623+8KKlunI1MRL8OtCFho38sL8zuDudxLPubj3CNgauiNpZgKOpQQjcnAS3Ae8C7iJrmO8b+/pkYfhpq/6oGzzlI2GgR8AjwPKIouxYpjTBYWGbo9khRTsaU8coaKqH2UTYHQnbHROQGNDvQMZb2978+1rOx5Kt/ipwVwg+LCIYRiqIs0HV9n9n9mKmw7G8uLPubj5kwBpV1TVcDdyBlJfaa3Z/cMvdSZIJ1x2v/ddGj093+E0FJdaOK1Lu7BTgfEQL6dXlh9q5wfP9MOP+nOiZzDIw6ivMR5czTgNNDtk6C5DCUJH4wnUNOB7N/VYNnHnAT8FXEFpuQBZmBxGm0JGs48jXR7xjuexREpdg3ytbPGIncgNY7VqXRaLwHWUQwjFAUZY6u60fM7sdMhWV/c2HZ33zMlDGorGv6NlLL7hPFeZlhq4E2XuSWuRcBNb6utgff/MmV3ze7P9GAkurGLOBrwBeAV5Gw0b+WF2aPe5I+U87/qYypMgauito5nEgOT0MESxo50YO4y70+3zv4t0UPhrO/UVT9M0i5CRujJ1QjtbGQs3F/31TyTg6FqXL+jwUWEQwjrLAUc2HZ31xY9jcfM2UMjLIS9yChYVcU52WarjCXW+ZeoPn6/67aYx4AflBf6rL+XEeBkurGOITU3wKkIjlNvysvzB5zUeaZcv5PZUz1MXBV1CYxuAdxAbCb48nhO8D2aMpDnOr2n+6IRvtbRDCMUBQlSdf1drP7MVNh2d9cWPY3HzNpDCrrmhzA08jq/jeK8zJN/zNbfNV3s+acdenjiIjMty0yOHoYNQnPRQjh5UiJjrvKC7PrR/sdM+n8n6qI1jFwVdTGAcs50YN4CtDE8eTwXeBd9/r8KVWnD6LX/tMF0Wh/iwiGEYqiLNF1/X2z+zFTYdnfXFj2Nx8zbQwq65qSESXRe4vzMn9udn8URVly9g//1o7UPXwZ+Lf6UteUD2eaaiipbkxHZO+/ighX3AU8Ul6Y3Tfc52ba+T8VMd3GwFVR6wCWcqIHMRs4zIkexHfd6/PH7M0OF6ab/aMN0Wh/iwiGEdHoEp5OsOxvLiz7m4+ZOAaVdU2LgFrg68V5mU+Y2ZeA/XPL3MmIt/Jd4Ob6Ute0k1afDJRUN9qATyNewo8gIhd3lxdmfzjY+2fi+T/VMFPGwFVRawMWcaIH8XSgGyGFzwH3utfnN09Wv2aK/acqotH+FhEMI6waRubCsr+5sOxvPmbqGFTWNZ2DEK9PFudl1pnVj1D755a5E4EqRIa9uL7UZXoeYzSjpLoxGyk/cSOwDfESPh9ak3Cmnv9TCTN9DIw6iQuAMxBRljXAE8Cd7vX5Eb83zXT7m41otL9FBMOIaFwJmE6w7G8uLPubj5k8BpV1TWuQ+nQXFOdlDuoxijQG2j+3zB2H5Lp1A9fXl7r6zejXdEJJdWMicAPiJYwFfgX8vrwwu20mn/9TBdYYHA9XRe1cJMz568ii0J3An93r8yNyL7Dsby6i0f4WEQwjFEWZr+v6AbP7MVNh2d9cWPY3HzN9DCrrmr6FFC7/eHFeZttkH38w++eWuWOBPyG1sa6qL3VF1WrxVIUhLvNxhBBeBvxpz+svPr74ox97diIlKCxMDDP9HjQUjFDSIuBWxFv4W+Bu9/r8/eE8jmV/cxGN9reIYBihKEqaruuTFgtu4XhY9jcXlv3Nx0wfA6OsxJ3AMqCwOC9zUuuCDWX/3DK3A/gDMBe4or7U1TWZ/ZruKKlunA/cpPl9N6o2ewpQg+RnPTdUPqGFyGCm34NGA1dF7enIAsZngWeBXwIvutfnT3hCbtnfXESj/S0iGEZEo0t4OsGyv7mw7G8+rDGAyromO/AksBe4eTLLSgxn/9wytw24F1EbvLW+1PXaZPVrpkBRlOwNT73XA1wMXAoUAEcQUvgs8EJ5YXaHiV2c9rDuQaOHq6I2GShGvIT/v707j5OrKvM//jlJSEIIIZCEgKEICNgji4JVAuJaXhcwKDqDAm7lyriD6GR0tBVtZ4aJCmZcYQQsFOTHMCpoQJRDoSKLVCPKZmSnEtnJQghJSHJ/f9zbdpF0lk7f6qfOvd/361WvVNd66vtUVfrpe+85T5H8EevHjZOOWLmtj6n8bYWYvxrBDDnnJsdx3HXryhSF8rel/O2pBol6s7UjcA3wo1ql9NXRet4t5V/ua4wBPgF8GvgLMA/4tdYbzMaG+c9dsHAMcDDwWpLG8FDgZgYbw+a8OT2axCdD+g4avur8a8eQvEc/DhwGnAt8t3HSEcNehkD52woxfzWCGXLO7RPH8d3W4ygq5W9L+dtTDQbVm609gOuAT9YqpYtH4zm3Nv9yX2M8cALwL8Ba4KvARf291VHdlTVvtpT/3AULJwEvZ7AxLAEN0sZw3pwefXZGSN9BI1Odf+0+JBPLvIfkj1nfAq7c2t1Glb+tEPNXI5gh59x+cRzfaT2OolL+tpS/PdXg2erN1iEkW37eWKuUru/08w03/3JfwwFHAXOBvYHTgbP7e6tB/UW5Www3/7kLFu5GshvpQGP4NOmxhcBV8+b0mC0MHip9B2WjOv/aHUhmx/04MI5kuZR646QjNrtrs/K3FWL+agQz5JybFMfxNu/bLSOj/G0pf3uqwcbqzdbRJDP0HVGrlIa9q9VwjCT/cl/jUJIthK8CzgS+2d9bfTjD4eXeSPJPZyE9gMGm8KXAHQw2htfNm9Oj5T+2QN9B2UrXJXwFyXGEEXA+yZqEQx6HpvxthZi/GsEMhXiQaJ4of1vK355qMLR6s/Uxkln6jqhVSks69TxZ5F/ua+wLnEKy6+hFwNf7e6t/zWJ8eZfl+3/ugoUTgCMYbAz3I1nIfuD4wr+0L2YvCX0HdU51/rV7AB8CPgj8iWS20csaJx2xbuA2yt9WiPmrEcyQc25mHMf6C64R5W9L+dtTDTat3mx9A3gBcGStUurUYs6Z5V/ua+xK0rx+mKQB+Wp/b7Xju7eGrJPv/7kLFk4HXs1gYziWwa2FV86b0/NIJ543NPoO6rzq/GsnAG8j2W10OvAd4JzGSUc8ofxthZi/GsEMhfgGyBPlb0v521MNNq3ebI0FfgI8AbyvE8tKdCL/cl9jB+B9JFsJWyQTyyzo761q0fQNjNb7P92NdD8Gm8JXAvcy2BheM29Oz9OdHkc30nfQ6KrOv/ZQkobwaODix2+/7oI/n/mphvGwCivE978awQyFuEk4T5S/LeVvTzXYvHqztQPwW+AntUrp37N+/E7mX+5rjAOOJZlYZiJJQ3hBf291dSeeL0RW7/+5CxZuR7I0xUBjeBDJjLUDjeGf583pKUTjru8gG9X5184EPrh+3dqPjRk77q8ks43+tHHSEZqJeBSF+P4fUSMYRdFbgVOB5wOHeu+b6eWvBU4DxgNrgH/x3l+VXnc1sDvJ7FwAr/PePxJF0QTgPKBMsgDscd77+9L7fBZ4P7AO+IT3/optHnQHhXiQaJ4of1vK355qsGX1Zus5JL+kf6ZWKf04y8cejfzTmUZfTdIQHgjMB87s760u6+TzhqBb3v9zFyzcCagy2BhOAa4kbQznzelZbDi8juqWGhTVrodEUw54T9/rSSaX2Qf4HvA/jZOOCGorVahCfP+PtBF8PrCeZIazT7c1gocAD3vv/xZF0YHAFd77Wel1V7fftu2xPgK8wHv/oSiKjgfe4r0/Loqi/YEfk/y17TkkX6bP896vo8uEOG1snih/W8rfnmqwderN1kGAB/6xVildk9Xjjnb+5b7GwSSL0x8FnAN8o7+3mtsmY0u69f0/d8HCvUiawteSzPz4EINbC38zb05PbpYL6dYaFEV7/tX5176Q5DjjtwK/IJlt9AbL8Y2G6vxrx5AcwzsW2K4Dp3Gbuu7JRX9d3Pzqe04bjdeZlUx2Dd1Uc5de50i28O3uvV+9mUbwCuBU7/11URSNI/minAF8BsB7/58b3m7EA89YiAtJ5onyt6X87akGW6/ebL0eqAMvr1VKmfziapV/ua8xG/gk8G7gEuBr/b3V20YYDytRAAAgAElEQVR7HNZCeP/PXbBwLPAiBhvDFwNNBhvD/nlzerruD91bK4Qa5NlQ+VfnX7sL8F6SpvAxkj8aLWewWRrOadw23q/Tj9X+eJDsQbgOeCbj09rNXf/EwhuX/ek7J9U3U6KuM24UnuOfgJu89+3HMZwbRdE64P+Ar3jvY2AWyYHweO/XRlG0DJiWXt4+U9qi9LKNnHvuuScCJwIsXbr0/FNOOeUy4MH0ccYD9wOzST4Aa4FdgMXATGBMer4ELE0fcmo6plkkWz4fTs8/QZLdlLbHXAOsdM71kHzQJgKT265flT7ubsCjwA7ApLbrVwJPkTS/D6XPPbHt+hXpY0wf5df0OMmuvCG8psnOuX1y9ppCqtMU59zknL2m0Or0TPodlKfX1Kk63Xf6L26Yt9O0Gb88/HVvevsNv/75nzJ4TVOccyWj1/T5qQe88oLS0ScdM277KY0Xfu7nt8Vrn/n3W79+XCtetzbkOg3nvTfFOTcxgNe0nGRty3P3OKCy25s//609165e9ZZJO+1SGzNuu+kfv/CGG9atWfOrO6+/8rorv/vlJYHVifQ7KA/fESF+701xzs3c4DVNA342udTzP/sc/eETpux14KvjOB6/fu2aseO2n7xs7crl2zs3Zu2Y8ROfWvv0ioljJ2z/VLz2GdY9s3rM+B13XrJm+eOT3Zhxa8ZO2P6pZ1YsnTRu0o7L1615euy6NavGTtx5t8dWPf63ncZsN/7pMeO3f3rN8scnTdhp+pI1K5ZMWL961dhJM2c/vOLBu3cZN2HSU2PGT1y16omHJk2ascdjTz+2eId1a552U2Yf8ODSu2+evt0OOz3pxo5b8/SjiyZP2fP5Dy6777ap659ZHU/d9+AHH7/197uO32n60njtM+ueevi+Habtf8SiR/545Yz1a59ZO2X2/g89+qerZ47dbsKjq5Y+4lYveWiHdaufvs+wTlPdd08e+A7qmvfe5o5b3OIWwSiKrkwfcEOf895fkt7maobeyncAcCnJcYB3p5fN8t4vjqJoR5JG8Efe+/OiKLoVONJ7vyi93d3AYSTHIF7vvf9RevnZwOXe+4s3O3ADIR4kmifK35byt6caDF+92ZoHHA68tlYpjWjilW7Jv9zXmEiydfDTwBJgHvCz/t5qsFuatka35D8ScxcsnAW8hsEthk+SrFv4a6Axb07P0s3c3VweahAy5W8rxPy3uEXQe/+abXngKIr2AH4KvHugCUwfb3H675NRFF1AcuzfeQx2yIvSXUN3Iul6By4fsEd6WTd6wnoABaf8bSl/e6rB8H2GZOH2s+vN1rtGuKxEV+Tf31tdBZxV7mucDbyJZGKZ08p9ja8D9f7eal6XNuiK/EcinUimDtTnLlg4hmQG0teSLCR+3twFC29hcDfSG+bN6em2WSGDr0HglL+t4PLvyK6hURRNBRYAn/He/77t8nHAVO/9Y1EUbUey7smV6dWXAjWS2dyOBa7y3sdRFF0KXBBF0ekkk8XsB/yhE+POwGjsaiubpvxtKX97qsEw1Sql9fVm611Ag2QPlC+O4OG6Kv90C+BPy32NnwEvJWkITy33Nb4NfKe/t/q46QCz11X5j1S65MSf0tPX5i5YOBF4GUlj+N/APnMXLLyawcbwr/Pm9FivCZarGgRI+dsKLv+Rzhr6FuCbJPvPLgVu9t6/PoqizwOfBdoPwH8dyb62vyWZXWcsSRN4ivd+XRRFE4EfAoeQdNTHe+/vSZ/ncyQL6q4FTvbeX77Ng+6gEDcJ54nyt6X87akG267ebM0kOR79i7VK6bxteYwQ8i/3NfYHPgW8heT/3DP6e6v3mQ4qIyHkn6W5CxbuSjIL6cBupDFJQ/grwM+b0/PYaI+paDXoNsrfVoj5a0H5DDnnJsZxvMp6HEWl/G0pf3uqwcjUm639gauBt9UqpauHe/+Q8i/3NZ4DnAR8ALgC+Gp/b/WPtqMamZDyz9rcBQsd8A8MNoWvAlaTTELRAh5oOz9wWpz1rqVFrkE3UP62QsxfjWCGQvxLQJ4of1vK355qMHL1ZisCLgBeWauU/jKc+4aYf7mvMYVktu2TgTtIJpa5sr+3GtwvByHm3ynp8YUzSOZY2DP9t/20J7ArycyC7c3hhg3jw+kuqltFNbCl/G2FmL8awQw55/aO4/he63EUlfK3pfztqQbZqDdb7wU+Dxxeq5Qe3dr7hZx/ua8xHjgB+BeSNbG+ClzU31tdazqwYQg5fwtzFywcRzL3woYNYvvPO5FM0Lfh1sT2hnHJwLGJqoEt5W8rxPzVCGbIOTcljuPl1uMoKuVvS/nbUw2yU2+2vgK8GohqldJWzbKZh/zLfY0xwFEkDeFewBnA2f291RWW49oaeci/26QT1OzBprcqlkgmyHgAaK1dveqhcRMm3sMGzeK8OT1PGQy/cPQZsBVi/moEMxTiJuE8Uf62lL891SA79WZrDHA+yQLAJ9QqpS3uHpe3/Mt9jUNJGsJXAd8DvtnfW33EdFCbkbf8QzF3wcIppM3hw3ffUZm5z/MnsHHT+DSbPlbxAZLjFdcYDD9X9BmwFWL+agQz5JybFsdx3qbjDobyt6X87akG2ao3WxNJZrf+ba1S+rct3T6v+Zf7GvsCpwDHk6y5+PX+3uqdm7/X6Mtr/iEZqgbpRDbT2bg5bN+quDvJ2tGbm9zmoXlzetaNzisJkz4DtkLMX41ghpxzs+I47tbF7nNP+dtS/vZUg+zVm63pJOvb/letUvr+5m6b9/zLfY1dgY+RLG7+O2Bef2/1BttRDcp7/iHY1hrMXbBwLLAbm57cpgTsAjzIs5vD+4DbgFvmzelZksFLCJo+A7ZCzF+NYIZC3CScJ8rflvK3pxp0Rr3Zeh5J4/POWqX0603drij5l/saO5Cs7fsp4H6SiWUu6++tbvXskp1QlPy7WSdrMHfBwgnALJ7dHO4NHJielgO3ALem/94C3DFvTk9Q0/mPhD4DtkLMX41ghkJcPyRPlL8t5W9PNeicerP1CuBioFqrlG4b6jZFy7/c1xgHHAvMBSaQNIQX9PdWTY71Klr+3ciqBunup7OBgzY47UOy1fCWDU73DmdZjFDoM2ArxPzVCGYoxL8E5Inyt6X87akGnVVvtt4J9AEvqVVKD214fVHzL/c1HBCRTCxzADAfOKu/t7psNMdR1Py7SbfVYO6CheOBHjZuEKcBt7NBgzhvTk/XToa0Nbot/6IJMX81ghlyzs2O4/h+63EUlfK3pfztqQadV2+2vgAcDbyqVimtbL9O+UO5r3EwSUN4JHA2ML+/tzoqx8wof3uh1GDugoU7kexOumGDuIaNtx7eNm9Oz8pNPFRXCSX/vAoxfzWCGXLO7RTH8aj+BVQGKX9byt+eatB59WbLAXVgMvDWWqX091kMlf+gcl9jNvBJ4N3Az4Cv9fdWb+/kcyp/eyHXIN29dBYbN4fPAxbz7GMPbwHumjenZ63NaIcWcv55EGL+agQzFOIm4TxR/raUvz3VYHTUm60JwBVAs1YpfXrgcuW/sXJfYxfgw8DHgRtJjiP8XX9vNfNfPpS/vTzWYO6CheOA/di4Qdwd+Asbb0F8cN6cHpNfrvOYf0hCzF+NYIacc7vEcfyE9TiKSvnbUv72VIPRU2+2dgGuBebXKqXvgvLfnHJfY3uSrYOfAp4A5gGX9PdWM1sXTvnbK1IN5i5YOJnkmNgNG8QxJFsPfwl8f96cnkdHa0xFyr8bhZi/GsEMOedKcRy3rMdRVMrflvK3pxqMrnqztQ9wDfC+WqV0ufLfsnJfYyzwJuBfSSbs+BpwXn9v9emRPrbyt1f0GqS7l84EXgAcD7wFuAT45rw5Pf2dfv6i528txPzVCGYoxE3CeaL8bSl/e6rB6Ks3W0eQ/KL3mve8eM9Vyn/rpDONvoxkYplDgW8B3+nvrW7zX9P1/renGjzb3AULpwPvBz4C/A34JnDxvDk9HVliRfnbCjF/NYIZCnH9kDxR/raUvz3VwEa92ToO+Oo9t938qi/V3niP9XhCU+5r7A98Gngz8EPgjP7e6n3DfRy9/+2pBkNLjzN8I/AxYH/gLODMeXN6/pbl8yh/WyHmr0YwQyH+JSBPlL8t5W9PNbBTb7Y+u2bV0+8cP3H7w2qV0grr8YSo3NeYBXwC+ADJ8VVf7e+t3ry199f7355qsGVzFyw8APgocALJ+/xbwLVZTDCj/G2FmL8awQyFuG9wnih/W8rfnmpgp95suaeWL71ghylTJwNvbl9WQoan3NfYCfggcDLJot/zAL+lmUb1/renGmy9uQsWTgVqJFsJnyRpCH88b07PNh8vq/xthZi/GsEMhThbUJ4of1vK355qYGvfg160a++5l1wA3F6rlD5hPZ7Qlfsa44G3kxxHuIakIfzf/t7qkGu36f1vTzUYvrkLFo4BXk+yxMqLgbOB786b0zPshcmVv60Q81cjmKEQNwnnifK3pfztqQa2nHM9P7jxgYeB3wNn1iql/7YeUx6U+xpjgKOAucCewBnA2f291afab6f3vz3VYGTmLli4L8luo+8GfksyuUxja3cbVf62QsxfjWCGnHM7xXG8zHocRaX8bSl/e6qBrYH8683WXiTN4IdrldKlxsPKlXJf4zCSLYSvBL4LfKu/t/oI6P3fDVSDbKRrFL6TZLdRR7Lb6A/nzenZ7PHHyt9WiPmrEcyQc252HMfD3pQv2VD+tpS/PdXAVnv+9WbrUGABcGStUur4+mFFU+5r7AecAhwH/D/g6zd94dXP6P1vS99B2UrXJXwVyW6jrySZVffb8+b03DnU7ZW/rRDzVyOYoRA3CeeJ8rel/O2pBrY2zL/ebL2FZNeuI2qV0gN2I8uvcl9jV5KtJh9eu2rFreMmTr4QuKy/txrUhA15oe+gzpm7YOGewIdJ1iXsJ/lu+eW8OT3rB26j/G2FmL8awQyFuH5Inih/W8rfnmpga6j8683Wp0hmBnxZrVJabjOy/Cv3NSavW/XUP42duMNrgSNJFu++jGSr7HWbmmBGsqXvoM6bu2Dh9iRbwj8OTAG+Dfxg3pyepcrfVoj5qxHMUIh/CcgT5W9L+dtTDWwNlX+92XLAd4C9gaNrlZIakg4ZyL/c1xgLHAq8IT3tDfyKpDH85cAxhZI9fQeNnnS30ZeQbBE/Crjwpp//aMGV3+v7he3IiivE978awQw552bFcbzYehxFpfxtKX97qoGtTeVfb7bGAT8H7ieZQEb/8XbApvIv9zWeQ7KVcA4QAQsZ3Fp4U39vdf2G95Fto+8gG3MXLNwdOHH9unUfHjN27O0kk8tcOm9OT+H+8JQ2yBOA7YFxwNgNTmOGuCyT0+Lbb1p2/r+ccNFovM6sqBHMkHNuWhzHj1uPo6iUvy3lb081sLW5/OvN1hTgd8CPapXSV0d3ZMWwNe//dG3Cl5I0hW8AdgEuJ2kMf93fW13a8YHmmL6DbJUOfPFuJ/zXj6okWwn3IJlZ9/vz5vQ8ZjuyobU1bZPT045t5yeP4PL1wNPAWmBd22n9Bj9nelrx+MO3fufdr/hGxjF1lBrBDIW4SThPlL8t5W9PNbC1pfzrzVYJ+A3J+mCfqlVK+oU5Q9vy/i/3NZ5LslvdHOBlwE0Mbi28vb+3ql+ShkHfQbba85+7YOGLSI4jfDPwM+Cb8+b03LStj93WtGXVrA1cvhZYMcTpyW28/Kl5c3rWbOvrHIkQ3/9qBDPknJsSx7EmAzCi/G0pf3uqga2tyb/ebO0IfAV4G3AycJF2Fc3GSN//5b7GJJKp+uekJ8dgU3hVf291ZRbjzDN9B9kaKv+5CxZOBz5AMuPoIuAHwGq2rYFrb9q2tVFrP5k1bZ0Q4vtfjWCGnHN7x3F8r/U4ikr521L+9lQDW8PJv95svQT4PnA38JFapbSoo4MrgCzf/+W+hgOeT7L76BygDPyetDHs763ek8Xz5I2+g2xtLv+5CxaOA94IvJWht8JtzZa2Zzr9GkIW4vtfjWCGQtwknCfK35byt6ca2Bpu/vVmawLwGZLjeb4AnFmrlDRxyTbq5Pu/3NfYCXgNg8cWLmVwa+Hv+nurudmqMRL6DrKl/G2FmL8awQyFuH5Inih/W8rfnmpga1vzrzdbB5BsHVwLfLBWKf0l88EVwGi9/8t9jTHAIQwuT/F84CqSxvCy/t7q3zo9hm6l7yBbyt9WiPmrEcxQiH8JyBPlb0v521MNbI0k/3qzNRb4CPBF4BvAvFqlpK1Mw2D1/i/3NWYArydpCl8PPMDg1sIb+nur60Z7TFb0HWRL+dsKMX81ghlyzu0ex/GD1uMoKuVvS/nbUw1sZZF/vdnaE/geydTv769VSjdmMrgC6Ib3f7mvMQ44jMFdSPcAriBpDK/o76125TT+WemGGhSZ8rcVYv5qBDPknJsRx/Gj1uMoKuVvS/nbUw1sZZV/vdlywNuBrwMXAL21SumpkT5u3nXj+7/c19iDZHmKNwCvBm5jcGvhzXlbnqIba1Akyt9WiPmPqBGMouitwKkk+8cf6r1vppfvBdwBDGwevd57/6H0ujLJ1LXbk3wZnuS9j6Mo2gX4f8BewH3A27z3S6IocsB8ki/RlcB7vPfbvA5KJ4W4SThPlL8t5W9PNbCVdf71ZmsGcAZwBPChWqX0q6weO4+6/f1f7mtMAF7O4NbCHUmPKwSu7O+tBjXt/FC6vQZ5p/xthZj/uBHe/1bgH4Ezh7jubu/9wUNc/l3gg8ANJF9+RwKXk8yc5r33p0VR9Jn0538l+UvafunpsPT+h41w3J2y2HoABaf8bSl/e6qBrUzzr1VKjwLvrDdbRwFn1Zutq9FC9JvT1e///t7qauDK9PTJcl9jX5KG8ETgB+W+xo0MNoZ/CXRrYVfXoACUv63g8h8zkjt77+/w3m915xtF0e7AFO/99d77GDgPeHN69TFAPT1f3+Dy87z3sff+emBq+jjdaKb1AApO+dtS/vZUA1sdyb9WKV0OHAQsA26tN1vHpbuPyrMF9f7v763e1d9b/e/+3uqRwO4kkwTtR3JM4d3lvsa3yn2No8p9je1NBzo8QdUgh5S/reDyH+kWwc3ZO4qiPwLLgc97738HzALaF81dlF4GMNN7P3CA5UMMhjkLaA1xn40Oxjz33HNPJPnLGkuXLj3/lFNOuSy93TRgPHA/MDsd01pgF5LufSZJU7wYKJGsDwQwNX3uWcB64OH0/BMk2U1pe8w1wI7OuR7gMWAiMLnt+lXp4+4GPArsAExqu34l8BQwI339U9PHGLh+RfoY00f5NT1O8h9UCK9pb+ccOXtNIdVpH+fcwzl7TaHVaRfn3LicvaaQ6rSPc25NB1/Tdz571sVX7HvQIaevenrlif/2Pzf883+e+FanOv39Ne3jnFsc6Gvag2Qvq9+4sePO2Oed/zl94vQ93zB24g5fGjN++384+HM/v+mZFUuvXP3Eokvu/tG/reni1zQz/Q4q2nuvW17TPs65FTl7TSHVqf07qGte0+Z2V93iMYJRFF2ZPuCGPue9vyS9zdXAp9uOEZwATPbeP54eE/gz4ADgecBp3vvXpLd7OfCv3vujoyha6r2f2va8S7z3O0dR9Iv0Ptekl/v0Ps3NDtyAc25SHMcrrcdRVMrflvK3pxrYGq38tRD90PL6/i/3NXYGXkuyG+lRJL8ADkw48/v+3uozhsN7lrzWIBTK31aI+W9xi+BA0zYc3vvVwOr0fH8URXeTNIGLSf7qNWAPBvenfTiKot299w+mu34+kl4+0DkPdZ9uU2JwghwZfcrflvK3pxrYGpX8a5XSauBL9WbrYpKF6N9eb7a0EH1O3//9vdUlwEXAReli9mWSCWfmAfuV+xqepCm8vL+3+pDdSIGc1iAgyt9WcPl3ZNfQKIpmAE9479dFUfRckn3e7/HePxFF0fIoig4nmSzm3cA307tdCtSA09J/L2m7/GNRFF1IMknMsrZdSLvN0i3fRDpI+dtS/vZUA1ujmn+tUrqt3my9jGQh+mvqzVbRF6LP/fu/v7e6HrgxPZ1a7mvMJJl07w3A18t9jXtIthZeDtzS31tdsckH64zc16DLKX9bweU/0uUj3kLSyM0gefE3e+9fH0XRPwFfBp4h2d/1i977n6f3qTC4fMTlwMfT5SOmkfzFa0+SfV3fljaODvgWyRfdSuC93bhbKIBzbmYcxw9bj6OolL8t5W9PNbBlmb8Wotf7v9zX2A54CUlT+HqgB3gSuHsTp0eynpm06DWwpvxthZi/FpTPUIjrh+SJ8rel/O2pBras8y/6QvTW+Xebcl/DkUwqsc8mThOAexi6SXygv7e6drjPqRrYUv62QsxfjWCGQjxINE+Uvy3lb081sNUt+bctRP9S4J+LshB9t+QfinJfYyrwXGBfNm4SZwIPMHSTeE9/b3XInFUDW8rfVoj5qxHMkHNuvziO77QeR1Epf1vK355qYKvb8k8Xov8ucDUFWIi+2/IPWbmvMQHYm6G3JO4FLGGIJvG+n5wW7/WPn7kx611OZevoM2ArxPzVCGbIObdPHMd3W4+jqJS/LeVvTzWw1Y3515utHYGvAG8DTgYuqlVKufyPvxvzz6N05tJZDNEkxuvX7+fGjIFNH5e4qL+3us5i3EWgz4CtEPNXI5gh59zkOI5He4YuSSl/W8rfnmpgq5vzrzdbLyFZauJu4CO1SmmR8ZAy1835F4VzbvKLvnzVeDZ9XOJ0kgkBh2oS7+3vrT5tMe680GfAVoj5qxHMUIgHieaJ8rel/O2pBra6Pf+8L0Tf7fkXwZZqUO5rbM+mdzmdDTzGJrYm9vdWn+js6MOnz4CtEPNXI5gh59yMOI4ftR5HUSl/W8rfnmpgK5T8683WASRbB9cCuVmIPpT882wkNSj3NcaSLH+yD0NPYLOOjRvEO4Hb+nuruT7+dWvpM2ArxPzVCGbIObd7HMfduth97il/W8rfnmpgK6T8683WWJKF6L8I5GIh+pDyz6tO1SBdCmM6GzeH+wEHAE8BtwK3pKdbgds3NbtpXukzYCvE/NUIZijETcJ5ovxtKX97qoGtEPPP00L0IeafNxY1SJvEEnBQejow/fd5wCKe3RzeAty1LWskhkCfAVsh5q9GMEPOuYlxHK+yHkdRKX9byt+eamAr1PzzshB9qPnnSTfVoNzX2I5ki2F7c3gg8BxgIRtvQVwU+rIX3ZR/EYWYvxrBDIX4l4A8Uf62lL891cBW6PmnC9GfDryMABeiDz3/PAihBuW+xg7A/my8BXEiGzeHt/T3VpcYDXXYQsg/z0LMX41ghpxze8dxfK/1OIpK+dtS/vZUA1t5yT/Uhejzkn/IQq5Bua8xg2dvORz4dznP3rX0FuCOblzqIuT88yDE/NUIZsg5NyWO4+XW4ygq5W9L+dtTDWzlKf8QF6LPU/6hylsN0uMPZzPYGA40h/sBDzDYHLYff7jOZrT5yz80IeavRjBDIW4SzhPlb0v521MNbOUx/5AWos9j/qEpSg3KfY3xbHz84UHAbsBfSJrCK4CL+3urozYbb1Hy71Yh5q9GMEPOuWlxHAexC00eKX9byt+eamArr/m3LUT/cZKF6L/XjQvR5zX/kBS9BuW+xmSS5SxeABxPciziWcCZ/b3Vv3X6+Yuev7UQ81cjmCHn3Kw4jhdbj6OolL8t5W9PNbCV9/zrzdb+JFsH19GFC9HnPf8QqAbPVu5r7A98DDiBZAvhN4FrOzU7qfK3FWL+Y6wHkDOTrQdQcMrflvK3pxrYynX+tUrpduDlwEXANfVm6/P1Zmu88bDa5Tr/QKgGbfp7q7f391Y/AuwNXAf8ALip3Nd4X7mvsX0HnlL52wouf20RzFCI64fkifK3pfztqQa2ipT/BgvRf6BWKf3BeEiFyr9bqQabV+5rjAFeR7Kb9aHAOcB3+nur92fx+MrfVoj5qxHMUIgHieaJ8rel/O2pBraKln+6EP0JJGsPmi9EX7T8u5FqsPXKfY19gY8ANeB3JLuNXjWS3UaVv60Q81cjmCHn3Ow4jjP5q44Mn/K3pfztqQa2ipp/vdmaDpyB8UL0Rc2/m6gGw5dOMPMOkq2EY4BvAef191ZXDPexlL+tEPNXI5gh59xOcRwvsx5HUSl/W8rfnmpgq+j5Wy9EX/T8u4FqsO3SNQtfSdIQVoEfAt/u763+dWsfQ/nbCjF/NYIZCnGTcJ4of1vK355qYEv52y5Er/ztqQbZKPc19gQ+BHwAuIlkt9HL+3urm122RfnbCjF/NYIZcs7tEsfxE9bjKCrlb0v521MNbCn/QRYL0St/e6pBtsp9jYnAcSRbCXcGvg2c299bXTLU7ZW/rRDzVyOYIedcKY7jlvU4ikr521L+9lQDW8r/2dKlJT7LKC1Er/ztqQadke42ehjJZ+kNJEu4fKu/t3pL++2Uv60Q81cjmKEQNwnnifK3pfztqQa2lP/QRmsheuVvTzXovHJfYzfgRJJdR/9KstvoJf291bXK31aI+asRzFCI64fkifK3pfztqQa2lP+m1ZutsSRT5X8R+AYwr1YprcnyOZS/PdVg9JT7GuOBt5BsJZwNfPfJe24676/nfqrju2HL0EJ8/6sRzFCIfwnIE+VvS/nbUw1sKf8t6+RC9Mrfnmpgo9zXOAT4WLx+3bFuzNifAd/s7602rcdVNCG+/9UIZijEfYPzRPnbUv72VANbyn/rdGoheuVvTzWwNePQYw7a840nH0Wy9f0hkt1GL+7vra62HVkxhPj+VyOYoRBnC8oT5W9L+dtTDWwp/+HJeiF65W9PNbA1kH+5rzEWOJpkt9EDgbOAM/t7q4tNB5hzIb7/1QhmKMRNwnmi/G0pf3uqgS3lv22yWohe+dtTDWwNlX+5r7E/8FHg7cCvgLOBJYAbuNsQ/27uulDuMwYYm57Gjcb5VY+1Ft42/93/QkDUCGbIObdTHMfLrMdRVMrflvK3pxrYUv7bLqGBhlMAAB+ySURBVIuF6JW/PdXA1ubyL/c1dgJqJJ+xCenF8RD/DnXZlv7dlvt0+vlikpmK16b/dvz8ygfvXHrHd078DQFRI5gh59zsOI7vtx5HUSl/W8rfnmpgS/mPXNtC9PcAHx7OQvTK355qYEv52wox/zHWA8iZidYDKDjlb0v521MNbCn/EapVStcBhwBN4OZ6s/WRerO1tb+rKH97qoEt5W8ruPy1RTBDIa4fkifK35byt6ca2FL+2RruQvTK355qYEv52woxf20RzNZs6wEUnPK3pfztqQa2lH+GapXS7cDLgYuAa+rN1ufrzdb4zdxF+dtTDWwpf1vB5T+iLYJRFL0VOBV4PnCo976ZXv4OoH3WnBcAL/Le3xxF0dXA7sDT6XWv894/EkXRBOA8oAw8Dhznvb8vfbzPAu8n+avgJ7z3V2zzoDvIOTcrjmNNzWtE+dtS/vZUA1vKv3O2ZiF65W9PNbCl/G2FmP9ItwjeCvwj8Nv2C73353vvD/beHwy8C7jXe39z203eMXC99/6R9LL3A0u89/uSrCv0XwBRFO0PHA8cABwJfCeKorEjHHenBLU5OIeUvy3lb081sKX8O6RWKT0AzAFOAy6tN1un15utHTa4mfK3pxrYUv62gst/RI2g9/4O7/2W1os5AbhwKx7uGKCenr8YiKIocunlF3rvV3vv7wXuAg7d1jF32HTrARSc8rel/O2pBraUfwfVKqW4VildQLJA9gzg1nqz9bq2myh/e6qBLeVvK7j8x43CcxxH0sy1OzeKonXA/wFf8d7HwCygBeC9XxtF0TJgWnr59W33XZRe1o0etB5AwSl/W8rfnmpgS/mPglql9BjwrnQh+rPqzdbVwKdQ/t1ANbCl/G0Fl/8WG8Eoiq4Edhviqs957y/Zwn0PA1Z6729tu/gd3vvFURTtSNIIvovk2MARO/fcc08ETgRYunTp+aeccsplJEWZBowH7ic5kHM5yQKQuwCLgZkkW0cXAyVgafqQU0ma01nAeuDh9PwTJNlNaXvMNcBk59wa4DGSKWQnt12/Kn3c3YBHgR2ASW3XrwSeIvkr50Ppc09su35F+hjTR/k1PU5yTGcIr6nsnHsgZ68ppDod5Jz7Q85eU2h12tU5tzJnrymkOlWcc3fm7DV1c51+33PIYW85+YxzPjRh4qTbP/XfPzz/s2dedMZpHzpuUsCvKfQ67e2cW5az1xRSnSrOudty9ppCqtPezrlru+01xXG8yb03M1k+Ip0A5tMDk8W0XX4G8Kj3/j82cb/3ABXv/ceiKLoCONV7f10UReNIQp8BfAbAe/+f6X3+frsRDzxjzrmezYUtnaX8bSl/e6qBLeVvp95sHf7U8qVf2mHK1MOAO4BfpKc/1yolrZM1SvQZsKX8bYWYf8d2DY2iaAzwNpKpnwcuGwdM9d4/FkXRdsDRwJXp1ZcCNeA64FjgKu99HEXRpcAFURSdDjwH2A/YaLawLnG/9QAKTvnbUv72VANbyt9IrVK63rk9j/nBjQ/EJL93HA38BNiu3mwNNIWNWqX09OYeR0ZMnwFbyt9WcPmPaLKYKIreEkXRIuAlwIJ0a92AVwAt7/09bZdNAK6IoujPwM0km0f/J73ubGBaFEV3AacwuCXwNpI1hG4Hfgl81Hu/biTj7qDg1g/JGeVvS/nbUw1sKX9bs2uV0upapXRlrVI6GdgXeB1wL/CvwMP1ZuvSerN1Yr3Z6ta5BkKnz4At5W8ruPwz2TVUEs653eM4Du5A0bxQ/raUvz3VwJbyt7Wl/OvN1i7A60m2Fh5J8tf7ga2FzVqltH5UBppj+gzYUv62QsxfjWCGnHMz4jh+1HocRaX8bSl/e6qBLeVvazj515utcSR7Mx2dnqYDC0iawl/XKqUnOzbQHNNnwJbytxVi/moEMxTiQaJ5ovxtKX97qoEt5W9rJPnXm63nkixYfzRwBMl8Bb8AflGrlO7Z3H1lkD4DtpS/rRDzVyOYIefc5DiOV1iPo6iUvy3lb081sKX8bWWVf73Z2hF4DUlTOIdkGveBXUivrVVKa0f6HHmlz4At5W8rxPzVCGbIObdPHMd3W4+jqJS/LeVvTzWwpfxtdSL/erM1BigzuAvpXsAVJE3hL2uV0hNZPl/o9BmwpfxthZh/x5aPKKgRzcIqI6b8bSl/e6qBLeVvK/P80wlkbkxPX0xnG30DcBzwvXqzdTODWwvv0JqF+gwYU/62gstfWwQz5JybFMfxSutxFJXyt6X87akGtpS/rdHOv95sbQ+8imRL4RuBtQw2hb+pVUqrR2ss3UKfAVvK31aI+asRzFCIB4nmifK3pfztqQa2lL8ty/zrzZYDDmJwF9IDAE/SFF5Wq5QeshjXaNNnwJbytxVi/moEM+ScmxnH8cPW4ygq5W9L+dtTDWwpf1vdlH+92ZoBHEXSFL4O+CuDWwv/mNddSLupBkWk/G2FmL8awQyF+AbIE+VvS/nbUw1sKX9b3Zp/vdkaD7yMwV1IJzHYFPpapRTUrmSb0601KArlbyvE/NUIZijETcJ5ovxtKX97qoEt5W8rlPzrzdbzGNyFtAL8jqQpXFCrlB6wHNtIhVKDvFL+tkLMX41ghkI8SDRPlL8t5W9PNbCl/G2FmH+92ZpKsuvo0SSzkS5mcGvhH2qV0jrD4Q1biDXIE+VvK8T81QhmyDm3XxzHd1qPo6iUvy3lb081sKX8bYWef73ZGgscxuDWwt2By0iawl/VKqVlhsPbKqHXIHTK31aI+WsdwWyttx5AwSl/W8rfnmpgS/nbCjr/dOvftenp3+rN1mxgDvBe4Jx6s/UH0q2FtUqpW3/ZDLoGOaD8bQWXv7YIZsg5NzmO4xXW4ygq5W9L+dtTDWwpf1t5zr/ebE0GIga3Fi5ncBfSa2qV0jOGw/u7PNcgBMrfVoj5qxHMUIgHieaJ8rel/O2pBraUv62i5F9vtsYAhzDYFO4L/IqkKby8Vik9ZjW2otSgWyl/WyHmr0YwQ865GXEcP2o9jqJS/raUvz3VwJbyt1XU/OvN1u4kE80cDbwauJXk2MJbgfuAe2uV0vLRGEtRa9AtlL+tEPNXI5gh59zucRw/aD2OolL+tpS/PdXAlvK3pfyh3mxNBF4JHAnsB+yVntaQNIUDp3vbf65VSk9m8fyqgS3lbyvE/NUIZijETcJ5ovxtKX97qoEt5W9L+Q+t3mw5YBpJQ7g3g81h+2kVm2gSSRrFrTruSTWwpfxthZi/GsEMOecmxnG8ynocRaX8bSl/e6qBLeVvS/lvm7RRnMHQDeLewGzgKTZoDnl2o/gUqAbWlL+tEPNXI5ihEP8SkCfK35byt6ca2FL+tpR/Z6SN4q4M3STuRdIoPgnct2LZkscn77TzLTx7y+L9tUopqEW2Q6XPgK0Q89c6gtlaYz2AglP+tpS/PdXAlvK3pfw7oFYpxcDD6emGDa9PZzHdFdjrsb8tevHknXaeDLwQOIa0Uaw3W8vY9K6n99cqpac7+yoKQ58BW8Hlry2CGXLOTYnjeFRm5pKNKX9byt+eamBL+dtS/vaGqkHaKM5k08cn7gksZYhjExlsFIPa3c6KPgO2QsxfjWCGQtwknCfK35byt6ca2FL+tpS/vW2pQdoo7s6mj1EsAY+zcYN4L3APyfIY60c49FzQZ8BWiPmrEcyQc25aHMePW4+jqJS/LeVvTzWwpfxtKX97nahBvdkay8aN4sDWxX2BnYE/AX9sO91eq5SC201vpPQZsBVi/moEM+ScmxXH8WLrcRSV8rel/O2pBraUvy3lb8+iBvVmaxfgYOBFwCHpaS/gDp7dHP5pYHbTvNJnwFaI+WuymGxNth5AwSl/W8rfnmpgS/nbUv72Rr0GtUrpCeCq9ARAvdnaATiIwebwvcD+9Wbrfp7dHP6xVikFtQVnC/QZsBVc/toimKEQ1w/JE+VvS/nbUw1sKX9byt9eN9eg3mxtBzyfpDEcaBAPJpmo5iae3SAuSmdLDUo3518EIeavRjBDIR4kmifK35byt6ca2FL+tpS/vdBqkE5U81wGdykdaBDHkjSE7Q3ind0+KU1o+edNiPmrEcyQc252HMf3W4+jqJS/LeVvTzWwpfxtKX97eahBvdlyJJPTbNgcTgf+zLMbxNu6aVKaPOQfshDzVyOYIefcTnEcL7MeR1Epf1vK355qYEv521L+9vJcg3qztTPJrqTtDeLewEIGtxreRDIpzQqLMeY5/xCEmL8awQyFuEk4T5S/LeVvTzWwpfxtKX97RatBvdmaRDIpzSFtpwOBFvAL4L9rldKobSEqWv7dJsT81QhmyDm3SxzHT1iPo6iUvy3lb081sKX8bSl/e6rB3yel2R94F8lspVcCp9cqpRs6/dzK31aI+asRzJBzrhTHcct6HEWl/G0pf3uqgS3lb0v521MNnq3ebO0IvA84GfgbcAbws1qltLYTz6f8bYWY/xjrAeTMJOsBFJzyt6X87akGtpS/LeVvTzVoU6uUnqxVSvOBfYHTgU8Cd9abrZPrzdaUDjyl8rcVXP7aIpihENcPyRPlb0v521MNbCl/W8rfnmqwZfVm6zCShvC1wA/I8DhC5W8rxPxH3AhGUfRV4I3AGuBu4L3e+6XpdZ8F3g+sAz7hvb8ivfxIYD7JOi3f996fll6+N3AhMA3oB97lvV8TRdEE4DygDDwOHOe9v29EA++AEA8SzRPlb0v521MNbCl/W8rfnmqw9erN1mzg42R4HKHytxVi/lnsGvpr4EDv/QuAvwKfBYiiaH/geOAA4EjgO1EUjY2iaCzwbeAokoNpT0hvC/BfwBne+32BJSRNJOm/S9LLz0hv141WWg+g4JS/LeVvTzWwpfxtKX97qsFWqlVK99cqpU8DewHXAhfWm63f15utY+vN1rhtfFjlbyu4/EfcCHrvf+W9Hzjo9Xpgj/T8McCF3vvV3vt7gbuAQ9PTXd77e7z3a0i2AB4TRZEDXg1cnN6/Dry57bHq6fmLgSi9fbd5ynoABaf8bSl/e6qBLeVvS/nbUw2GKePjCJW/reDyz3qymPcBl6fnZ5GsozJgUXrZpi6fBixtayoHLn/WY6XXL0tv321mWA+g4JS/LeVvTzWwpfxtKX97qsE2qlVK62qV0v/VKqWXkuxRdzhwb73Z+lq6G+nWUP62gst/qzY9R1F0JbDbEFd9znt/SXqbzwFrgfOzG97wnHvuuScCJwIsXbr0/FNOOeUy4EGSpnE8cD8wG1hOMtZdgMXATJKmeDFQApamDzmVpAGdBawHHk7PP0GS3ZS2x1wDPOWc6wEeAyYCk9uuX5U+7m7Ao8AOJLMLDVy/kuQvCTOAh9Lnnth2/Yr0MaaP8mt6HNg9kNc0yTm3T85eU0h1muycm5yz1xRanVan30F5ek0h1Wmyc66Us9cUVJ2ccxPz9poCq1Ocfgfl6TVZ1Oku4IunzK/37fm8A06asvO0m8+5/t4rb/j1zy866wsnXbOZ1zTZOTezS19THuu04Wtq/w7qmte0ueMWM5k1NIqi9wD/DETe+5XpZZ8F8N7/Z/rzFcCp6V1O9d6/vv12wGnpoHfz3q+NouglA7cbuK/3/rooisaRFGSG976rpjx1zs2O4ziTmZ9k+JS/LeVvTzWwpfxtKX97qkFnpLuIvg84iWQ9wtNJ1iNc13475W8rxPxHvGtoOgPoXOBNA01g6lLg+CiKJqSzge4H/AG4EdgviqK9oygaT7L5+9K0qWsAx6b3rwGXtD1WLT1/LHBVtzWBqYnWAyg45W9L+dtTDWwpf1vK355q0AG1Sml5rVL6Bsnv0qcDpzD0cYTK31Zw+WexfMRdwASSTZUA13vvP5Re9zmSv2CsBU723l+eXv4G4Bsky0ec473/9/Ty55JMHrML8Efgnd771VEUTQR+CBxCsqn0eO/9PSMaeAeEuH5Inih/W8rfnmpgS/nbUv72VIPRU2+2DieZWOY1wLnAN9/z4j0fVv52Qnz/a0H5DIW4fkieKH9byt+eamBL+dtS/vZUg9HXvh7himVLbpi8085fGul6hLJtQnz/qxHMkHNuVhzHi63HUVTK35byt6ca2FL+tpS/PdXATr3ZmvLYg4s/OX33We9hM8cRSueE+P5XI5gh59y0OI4f3/ItpROUvy3lb081sKX8bSl/e6qBLefctB/c+MAykvW3TyGZXXI+cE6tUnrSdHAFEOL7P+t1BItuuvUACk7521L+9lQDW8rflvK3pxrYml6rlNa2rUf4duAI4L50PcI9jceXd8G9/7VFMEPOuSlxHC+3HkdRKX9byt+eamBL+dtS/vZUA1ubyr/9OELgGuABknXwnkxPWzq/ulYpqWHYghDf/2oEM+Sc2zuO43utx1FUyt+W8renGthS/raUvz3VwNaW8k+XmjiaZPHzHdPT5K04P4bhNY7t54e6bGUeG8sQ3//jrAeQM+OtB1Bwyt+W8renGthS/raUvz3VwNZm869VSsuBC4b7oPVmazxJY7g1TePWNJkT6s3WU2xbYznU+RW1Smn9MF+TI1n+bgLJ+n9DnR/Wdaf+8LIHgf8YzjisaYtghkJcPyRPlL8t5W9PNbCl/G0pf3uqga1Q8q83W2MZbAy3prnc0vlJwNM8eyvkKjbf0G0HrElvtzo9tZ/f0s8bXffk0ifu+thrXnhZpmF1mBrBDIW4fkieKH9byt+eamBL+dtS/vZUA1tFzb/ebI0haQbbG8SJbL6BW5P17qkh5q9dQ7MV1AGiOaT8bSl/e6qBLeVvS/nbUw1sFTL/dLfQFenpQcOhBJe/lo/I1lrrARSc8rel/O2pBraUvy3lb081sKX8bQWXvxrBbO1iPYCCU/62lL891cCW8rel/O2pBraUv63g8lcjmK3F1gMoOOVvS/nbUw1sKX9byt+eamBL+dsKLn81gtmaaT2AglP+tpS/PdXAlvK3pfztqQa2lL+t4PJXI5gt5WlL+dtS/vZUA1vK35byt6ca2FL+toLLX8tHZMg5NymO45XW4ygq5W9L+dtTDWwpf1vK355qYEv52wox/+A61y5Xsh5AwSl/W8rfnmpgS/nbUv72VANbyt9WcPmrEczWUusBFJzyt6X87akGtpS/LeVvTzWwpfxtBZe/GkEREREREZGCUSOYranWAyg45W9L+dtTDWwpf1vK355qYEv52wouf00Wk6EQDxLNE+VvS/nbUw1sKX9byt+eamBL+dsKMX9tEczWLOsBFJzyt6X87akGtpS/LeVvTzWwpfxtBZe/GsFsrbceQMEpf1vK355qYEv521L+9lQDW8rfVnD5qxHM1sPWAyg45W9L+dtTDWwpf1vK355qYEv52woufzWC2Qpuk3DOKH9byt+eamBL+dtS/vZUA1vK31Zw+asRzNYT1gMoOOVvS/nbUw1sKX9byt+eamBL+dsKLn81gtkaZz2AglP+tpS/PdXAlvK3pfztqQa2lL+t4PJXI5itKdYDKDjlb0v521MNbCl/W8rfnmpgS/nbCi5/rSOYIefcxDiOV1mPo6iUvy3lb081sKX8bSl/e6qBLeVvK8T8tUUwW7OtB1Bwyt+W8renGthS/raUvz3VwJbytxVc/moEs7XGegAFp/xtKX97qoEt5W9L+dtTDWwpf1vB5a9GMFuPWw+g4JS/LeVvTzWwpfxtKX97qoEt5W8ruPzVCGZrd+sBFJzyt6X87akGtpS/LeVvTzWwpfxtBZe/GsEMnXPOOa+0HkORKX9byt+eamBL+dtS/vZUA1vK31aI+asRzNaJ1gMoOOVvS/nbUw1sKX9byt+eamBL+dsKLn81giIiIiIiIgWjRlBERERERKRg1Ahm6yzrARSc8rel/O2pBraUvy3lb081sKX8bQWXv4vj2HoMIiIiIiIiMoq0RVBERERERKRg1AiKiIiIiIgUzDjrAeRBFEVHAvOBscD3vfenGQ8p96IoOgc4GnjEe39getkuwP8D9gLuA97mvV9iNcY8i6KoBJwHzARi4Czv/XzVYHREUTQR+C0wgeR7/GLv/RejKNobuBCYBvQD7/Ler7Ebab5FUTQWaAKLvfdHK//RFUXRfcCTwDpgrfe+ou+g0RNF0VTg+8CBJP8PvA9YiPLvuCiKekhyHvBc4Ask/y8r/1ESRdEngQ+QvP9vAd5Lsqh8MP8PaIvgCKW/CHwbOArYHzghiqL9bUdVCD8Ajtzgss8A3nu/H+DTn6Uz1gKf8t7vDxwOfDR936sGo2M18Grv/QuBg4Ejoyg6HPgv4Azv/b7AEuD9hmMsgpOAO9p+Vv6jr+q9P9h7X0l/1nfQ6JkP/NJ7/w/AC0k+C8p/FHjvF6bv+4OBMrAS+CnKf9REUTQL+ARQSTdIjAWOJ7D/B9QIjtyhwF3e+3vSjv9C4BjjMeWe9/63wBMbXHwMUE/P14E3j+qgCsR7/6D3/qb0/JMkvwDMQjUYFd772Hu/Iv1xu/QUA68GLk4vV/4dFEXRHsAcki0iRFHkUP7dQN9BoyCKop2AVwBnA3jv13jvl6L8LUTA3d77+1H+o20csH0UReOAScCDBPb/gHYNHblZQKvt50XAYUZjKbqZ3vsH0/MPkey2KB0WRdFewCHADagGoybdG6Ef2Jdkr4S7gaXe+7XpTRaRfD9JZ3wDmAvsmP48DeU/2mLgV1EUxcCZ3vuz0HfQaNkbeBQ4N4qiF5J8F52E8rdwPPDj9LzyHyXe+8VRFH0NeAB4GvgVyecgqP8HtEVQcsl7H5P8kiAdFEXRZOD/gJO998vbr1MNOst7vy7dLWgPkj0T/sF4SIURRdHA8cn91mMpuJd5719EcmjGR6MoekX7lfoO6qhxwIuA73rvDwGeYoPdEJV/50VRNB54E/C/G16n/DsriqKdSbbA7g08B9iBjQ9Z6npqBEduMVBq+3mP9DIZfQ9HUbQ7QPrvI8bjybUoirYjaQLP997/JL1YNRhl6e5YDeAlwNR0FxXQd1EnvRR4UzpZyYUkuwLNR/mPKu/94vTfR0iOjzoUfQeNlkXAIu/9DenPF5M0hsp/dB0F3OS9fzj9WfmPntcA93rvH/XePwP8hOT/hqD+H1AjOHI3AvtFUbR3+peZ44FLjcdUVJcCtfR8DbjEcCy5lh4PdTZwh/f+9LarVINREEXRjHTGPqIo2h54Lclxmg3g2PRmyr9DvPef9d7v4b3fi+Q7/yrv/TtQ/qMmiqIdoijaceA88DrgVvQdNCq89w8BrXT2SkiOU7sd5T/aTmBwt1BQ/qPpAeDwKIompb8TDXwGgvp/wMWxthqPVBRFbyA5XmQscI73/t+Nh5R7URT9GHgVMB14GPgi8DPgImBP4H6SaZM3nFBGMhBF0cuA35FMl7w+vfjfSI4TVA06LIqiF5AchD6W5A96F3nvvxxF0XNJtlDtAvwReKf3frXdSPMviqJXAZ9Ol49Q/qMkzfqn6Y/jgAu89/8eRdE09B00KqIoOphksqTxwD0kU+ePQfmPivQPIA8Az/XeL0sv0/t/FEVR9CXgOJKZ1P9IspTELAL6f0CNoIiIiIiISMFo11AREREREZGCUSMoIiIiIiJSMGoERURERERECkaNoIiIiIiISMGoERQRERERESkYNYIiIiIiIiIFo0ZQREQKwzm3s3Puaefc/A4+x+HOuT855/7qnPuVc27Xtuve55y7xTl3s3Ou6Zx7+RYea6xz7tvOubudc3c55z4wxG16nHMrnXNf68TrERGRfFIjKCIiRfJ24HrgBOfc+Kwf3Dk3BvgR8NE4jp8H/BY4Lb1uGvAN4DVxHB8MfBk4cwsP+Q5gX2A/4CXAqc65vdqeb2z6GD/L9IWIiEjuqREUEZEieR/wFeDPwDEAzrmdnHP/55z7i3POO+fOG9i65pwb75z7qnPuD+lWvh865yZv5vHLwKo4jq9Jf/4e8Lb0vEtPO6Y/TwUWbWG8xwH/E8fx+jiOHyVp+N7adv1ngF8Af92K1y4iIvJ3agRFRKQQnHMvAKYBVwHnkjSFAF8AlsRx/A8kTVb77ppzgWVxHB8ax/ELgb8Bn93M0+wJ3D/wQxzHjwFjnHO7pOf/GbjJOfcA8B/AR7Yw7Gc9HvAAUEpfzwuB1wNnbOExRERENjLOegAiIiKj5P3AeXEcx865nwDfdM7NAqrAxwHiOH7COde+m+WbgCnOuWPTnycAf9qWJ3fOTQE+Brw4juOFzrm3AT91zr0gjuN4mI+1HXAW8N44jtc557ZlSCIiUmBqBEVEJPfS4wHfDqx2zr07vXg74D1buivwkTiOr9rKp3oAmN32vNOB9WmDeSywNI7jhQBxHF/knPsBMB14dAuPd2P688AWwt2BfYDL0iZwavJ0bkocxydu5VhFRKTAtGuoiIgUwTHAwjiO94jjeK84jvcCXkfSCF4NvBvAOTc1ve2AS4FTnHPbp9fv6Jx7/maepx/Y3jn3svTnDwH/m56/F3jRwCyizrkqsBx4bDOP97/AB51zY5xzM4A3AxfHcfxAHMfT217LN0iOJVQTKCIiW0VbBEVEpAjeB5zffkEcx9els3xeApzsnPsL8CDQBJalNzsNOBW40Tm3HoiBLwF3DPUkcRyvd869CzjTOTcRuA94Z3pdv3NuHvAb59waYDVw7BZ2C/0hcBhwZ/rzl+M4vnc4L1xERGQobpiHJYiIiORKerzd2DiOV6XH8V0DnBLH8ZXGQxMREekYbREUEZGi2xm4PF2TbyJwgZpAERHJO20RFBERGSbn3PeAwze4eG0cx5VteKyDgR8McdW34jj+/jYMT0REZIvUCIqIiIiIiBSMZg0VEREREREpGDWCIiIiIiIiBaNGUEREREREpGDUCIqIiIiIiBTM/wdKSuQ7wkd1KwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Linear Regression Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"HP\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "number_clusters = 13 #@param {type:\"slider\", min:1, max:50, step:1}\n",
        "print('You selected {} with {} clusters.'.format(selected_predictor, number_clusters))\n",
        "plot_pdp(reg_model, X_train, selected_predictor, cluster_flag=True, nb_clusters=number_clusters, lines_flag=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "iUSnl5fOi1jS",
        "outputId": "1bc1ce8f-8ff3-417d-beb9-7a5867717d93"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected HP with 13 clusters.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Gradient Boosting Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"HP\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "number_clusters = 15 #@param {type:\"slider\", min:1, max:50, step:1}\n",
        "print('You selected {} with {} clusters.'.format(selected_predictor, number_clusters))\n",
        "plot_pdp(gbr_model, X_train, selected_predictor, cluster_flag=True, nb_clusters=number_clusters, lines_flag=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "GYZMipvmi5YH",
        "outputId": "9b35457e-e5b6-4314-f1d6-061a9af16f64"
      },
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected HP with 15 clusters.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Linear Regression Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"KM\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "number_clusters = 13 #@param {type:\"slider\", min:1, max:50, step:1}\n",
        "print('You selected {} with {} clusters.'.format(selected_predictor, number_clusters))\n",
        "plot_pdp(reg_model, X_train, selected_predictor, cluster_flag=True, nb_clusters=number_clusters, lines_flag=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "4LXMk6YVi28M",
        "outputId": "edbc5f36-c48f-4b72-a575-bbbf1c066dd9"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected KM with 13 clusters.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Select a predictor to analyse Gradient Boosting Model. { run: \"auto\" }\n",
        "\n",
        "selected_predictor = \"KM\" #@param ['Age_08_04', 'KM', 'HP', 'Met_Color', 'Automatic', 'cc', 'Doors', 'Weight']\n",
        "number_clusters = 15 #@param {type:\"slider\", min:1, max:50, step:1}\n",
        "print('You selected {} with {} clusters.'.format(selected_predictor, number_clusters))\n",
        "plot_pdp(gbr_model, X_train, selected_predictor, cluster_flag=True, nb_clusters=number_clusters, lines_flag=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "id": "GsR1gC2ii7lQ",
        "outputId": "9811f23c-acae-426b-ae83-324127d2e113"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "You selected KM with 15 clusters.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x684 with 2 Axes>"
            ],
            "image/png": 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\n"
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  ]
}