Feature_Importance_SHAP_AI.ipynb

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        "outputId": "a5d3be86-ee81-413b-961f-b6b37673cbcc"
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      "source": [
        "!pip install shap"
      ],
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      "outputs": [
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            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting shap\n",
            "  Downloading shap-0.41.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (572 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m572.6/572.6 kB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting slicer==0.0.7\n",
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            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->shap) (1.16.0)\n",
            "Installing collected packages: slicer, shap\n",
            "Successfully installed shap-0.41.0 slicer-0.0.7\n"
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n",
        "raw_df = pd.read_csv(data_url, sep=\"\\s+\", skiprows=22, header=None)\n",
        "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n",
        "target = raw_df.values[1::2, 2]\n"
      ],
      "metadata": {
        "id": "AQFTY3C356Am"
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      "outputs": []
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          "metadata": {},
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      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6Zxb_jSdqT_T"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import shap\n",
        "from sklearn.datasets import fetch_california_housing\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.inspection import permutation_importance\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "from xgboost import XGBRegressor\n",
        "\n",
        "plt.rcParams.update({'figure.figsize': (12.0, 8.0)})\n",
        "plt.rcParams.update({'font.size': 14})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data_c= fetch_california_housing()\n",
        "X = pd.DataFrame(data_c.data, columns=data_c.feature_names)\n",
        "y = data_c.target\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=12)"
      ],
      "metadata": {
        "id": "gnmf13-o9BC5"
      },
      "execution_count": null,
      "outputs": []
    },
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      "metadata": {
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          "height": 249
        },
        "outputId": "83e5121c-e622-479c-dde4-696570ed4eb4"
      },
      "source": [
        "xgb = XGBRegressor(n_estimators=100)\n",
        "xgb.fit(X_train, y_train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
              "             colsample_bylevel=None, colsample_bynode=None,\n",
              "             colsample_bytree=None, early_stopping_rounds=None,\n",
              "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
              "             gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
              "             interaction_constraints=None, learning_rate=None, max_bin=None,\n",
              "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
              "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
              "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
              "             n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
              "             predictor=None, random_state=None, ...)"
            ],
            "text/html": [
              "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
              "             colsample_bylevel=None, colsample_bynode=None,\n",
              "             colsample_bytree=None, early_stopping_rounds=None,\n",
              "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
              "             gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
              "             interaction_constraints=None, learning_rate=None, max_bin=None,\n",
              "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
              "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
              "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
              "             n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
              "             predictor=None, random_state=None, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">XGBRegressor</label><div class=\"sk-toggleable__content\"><pre>XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
              "             colsample_bylevel=None, colsample_bynode=None,\n",
              "             colsample_bytree=None, early_stopping_rounds=None,\n",
              "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
              "             gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
              "             interaction_constraints=None, learning_rate=None, max_bin=None,\n",
              "             max_cat_threshold=None, max_cat_to_onehot=None,\n",
              "             max_delta_step=None, max_depth=None, max_leaves=None,\n",
              "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
              "             n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
              "             predictor=None, random_state=None, ...)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_J8uEnehraLl"
      },
      "source": [
        "## Built-in Feature Importance"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D3ipVH2Jqo5-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f7542ee3-0493-4323-d80e-a5f7cf1e7482"
      },
      "source": [
        "xgb.feature_importances_"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.44783118, 0.06965192, 0.04428137, 0.02347967, 0.02563282,\n",
              "       0.1612549 , 0.10126098, 0.12660715], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EGbSWiP08Y2i"
      },
      "source": [
        "xgb.importance_type"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.barh(data_c.feature_names, xgb.feature_importances_)\n"
      ],
      "metadata": {
        "id": "MgqB5DPm9Pli",
        "outputId": "e64d1de9-7ca5-402d-d6f4-7bf5d86f320a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 698
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<BarContainer object of 8 artists>"
            ]
          },
          "metadata": {},
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FfN2kbdKrWF4"
      },
      "source": [
        "## Permutation based Importance"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CTfXdF9LrSjG"
      },
      "source": [
        "perm_importance = permutation_importance(xgb, X_test, y_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.barh(data_c.feature_names, perm_importance.importances_mean)"
      ],
      "metadata": {
        "id": "XbEAE51d9x3U",
        "outputId": "5aa12dc1-2e1e-47c9-a9fe-88ffb7097808",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 698
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<BarContainer object of 8 artists>"
            ]
          },
          "metadata": {},
          "execution_count": 41
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cyrP7mEKw0J7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 776
        },
        "outputId": "536a02b3-b726-440d-8c05-a1d803fdc6c4"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "def correlation_heatmap(train):\n",
        "    correlations = train.corr()\n",
        "\n",
        "    fig, ax = plt.subplots(figsize=(10,10))\n",
        "    sns.heatmap(correlations, vmax=1.0, center=0, fmt='.2f', cmap=\"YlGnBu\",\n",
        "                square=True, linewidths=.5, annot=True, cbar_kws={\"shrink\": .70}\n",
        "                )\n",
        "    plt.show();\n",
        "    \n",
        "correlation_heatmap(X_train[data_c.feature_names])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ],
            "image/png": 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5t+xStCHwA32QdzoljU4ernja3Or5sT32pkngB7AnPonr2TkEOdjjZHXf5l1EHVE7vlmryFNPPUVhYSE//vij0fLFixfj5ubG6NGjTT6j0+l4/PHHmTp1KomJiUyYMIGnn36a7Oxspk6dymuvvWZUPicnhz59+vDdd98REhLCyy+/TNOmTRk7diy///57uff5q6++4h//+ActW7bkueeew9XVlS+++IKnn37apOznn39Onz592L59OwMHDmTGjBn069eP06dP39O2a5Owbi3Iys7j0DHTjMyfe/8GoOcDzW+Vf0A/fnNH0Tqj8ntOA9Cra3OTdbVR5gX9MTsXjUm9nWNoKEqVioyLF03WVTWFhYXRf2vaA0FuAOy9YjpuaO9l/bIHAl3uuf4O/s642FpxITGr9MJ1VE6k/lxzaG56rtmFhKKwVpF9qWznWk7kBRTWKuxCGpusc2jREoDsyFt1ZZw8DloNTh06ocnLI/2vwyRt3UTqwf0UpNWusZPt3JwAOJqUZrLur0T9srZFZUpipVTQ3MWRa1k5ZjOEx5PTsbW0oKmzQ4X3t7Zo517UbkVtdLvidisuUxJrpYLmro5EZ+WYzRAeS0zHztKCZi6lt5sOKNTq0Nx2E1/bZRX9rXdo3tJknX1j/fdBdhm/D7IuXtCPwzVzjToWXaNZt9Vl46d/eJYVcR6dxvgBREa4/rvWsVnt+15t46YP7o8np5msO5uaQW6hhtalXK+GulydyS3UcM5MV81jRX8P2riWrS6NVn/e1aXz737y008/8cwzz9CpUydUKtU9T8io1Wr58ssvad26Nba2tnh6ejJ+/HiuXCm5K/HWrVvp3bs3jo6OODk50bdvX3bs2FGBo6mY+/rxQ5cuXWjVqhVLlixhxowZAMTHx7N582aee+45VCrTcToLFy7kl19+YcqUKXz33XdYFXVvy8/P59FHH+WTTz5h/PjxdOzYEYD//Oc/hIeHM23aNL6/bRKNiRMnMmTIkHLv859//snx48dpWpR9+fDDD2nXrh2//vorH3/8MX5Ff4xPnz7Nq6++iq+vLwcOHCA4ONhQh06nIy4urtzbri3sbFX4ertyJuIaWq3pH8lLUfqxfo2Dbz25a9zQx2id2fINy/akr6blFWWqbbxMn4grlEpU7u7kxsWh02iqLRBTJyeTfv48Vs7O2Pn7V8s2S9OwKCNnbkKWxOx8stSFBLuZZu1K0quRGx0DXLC2UNLQzY5+oR4kZ+fz/vbqD7SrS37RuWbt6W2yTqFUYu3hgTouttRzTatWU5iejsrP32y2rrj+/MRbXY7zrumfwGtyc7j8/tsUpqff2ralJV6jHsa936B7O7BK5m9vC0CMmckaUvMLyCnUGMqUWIedDRYKBTdK6Hp+o6juAHsbwu+TMUEBRW1yw0y7paj17RbgcPd28ytut6zS2+3vlLu3Wx9fdxysLNkZW7GeKdVJfVN/zahK+D6wdvcgrwzXqKboGrUp4Rotrj//tp5Stv4BePTrT9LOHUTMnoVTq1YoLC3JvnKF3GvReI8YiXO79hU9xErnb6c/p2JzTM87LRCfm0eggx1KBZi5xTBQWShxt1ERlZmNuf4hxfWXdu2DfrKoYEd7LqRnkl2oKbW8qHzvvPMO0dHReHh44OvrS3R06XMCmPPMM8+wcOFCWrZsyfTp04mNjWXlypVs27aNw4cPExoaalT+p59+YuLEiXh6ejJ58mQAVqxYwcCBA1m5ciWPPvpoRQ+t3O7rzB/os39nz57lyJEjACxbtozCwsISu3x+9dVX2Nvb8/XXXxsCPwBra2s+/PBDAH755RfD8h9++AFra2vef/99o3oGDx5M//79y72/xZnDYra2towfPx6tVsvx48cNy7/77ju0Wi1z5swxCvxAP0tmcZBYFzk76W/YMzJNb+oBMooG6heXA3By1P9/upnPFJcvLlPbFRZ18bWwNf+FYmFrCzodmrzqGb+oLSzk8uLF6AoLafDww7WmK56jjf7ZVabafJe4LHUhjqqyP98Ka+jOP8NCeKFHQ4Y19yYuQ82kX04QHnd/3Iibo8nTn2vKEs41pY0N6HRo1Xc/1zRF56zS5i71ANrbuq8XZurbNXHTelT+DQh5532afvIVDZ6bjoW9AwmrVpJ5Nrx8B1RF7C31N9VZJdy0ZRcWGsqUXIeloaw5OUV125uZnbqucrDSt0l2QQntVlB6uzlY3b3dim+k7UvpSudlY830Vo3I02hYFHHtrmVrE00p3wfF12hp3wfF115J17pF0bWruWOIif+Ycfg9NpaClGSSdu0kcfs2ci5fwrF5C5zbdSjXsVQXw7VWQnfpnEINFgoFdqU8PC3rNWtXyjVrZ2nBa62aoNHpWHjh6l3LiqqzcOFCrl69SmJiIs8+++w91bFr1y4WLlxIWFgYJ06cYP78+fz444+sWbOGlJQUXnzxRaPyqampvPTSS3h4eHDixAm+/PJLvvzyS06cOIG7uzvPPfccmTXQdfr++ZYpwRNPPMEbb7zB4sWL6dq1K0uWLKF9+/a0a9fOpGxOTg7h4eH4+fkxf/58k/UFBfrppItf0ZCRkUFUVBQtWrTAx8c0q9SrV69yp3WLM4q3CwjQTyaRlpZmWPbXX/oJKAYNKv+TcbVajVpt3H3GXBZUVJ0b69aZLPMZMABLu9oVoOq0Wq4sXUpmZCSevXrh2a1bTe9SlflwRyQf7ojEzsqCUE97Xu7ViFWTO/P6+nOsPVu+qcFrk5sb15osc+87EIuaPteKuj5ZOjrSYNpzKK31f4McW7WBx5/k+jefk7Jjm9FYRCHuhZOVJf/p2gJXlRUfnoysddPtx683/T7w7D+gxq9RnVbLjeU/kXb0L/zHjsepbTuU1tZkX75EzIpfufSfeYT8cwZ2wQ2rfd+eCAk0WbY6OqbWZdWslUpmtWtOoIMdSy5e5e/U9NI/JKrEgAEDKlzH//73PwA++OADrK2tDcuHDh1Knz592LZtG9euXSMwUH9+/vbbb6SlpfHee+8Z7uVBf1//4osvMnv2bFavXs2kSZMqvG/lcd8Hf56enowYMYJff/2Vxx57jAsXLvDll1+aLZuamopOpyMmJob33nuvxDqzs/WDeTMy9E+uvcx0xwD9ewbLy8nJtO948XsKNZpbf9TS09NRKBT4+vqWexvz5s0zOb5Zs2aVu56qkp6hz96VlKlzKuomVFwObmUJnR3tSEnLMlu+pExiTYjZsMFkmWf37lja2WFpa/4JbDFNbi4oFFU+Bb5Oq+XKsmUk//UX7l270vDxx6t0e+WVmad/GltSds9BZUl6XoHZdXeTU6DhdGwG01aeZv3Urswb3px9Ucmk5JS/rtogadN6k2UuD/TAws7O8LRfW8K5ps3LA4UCperu51pxVkKbd5d6MM46FP+/fdMWhsCvmEPzligsLcm9dvWu260uxTeUDiVkqewtLUudlKU4e1BSZs+uqO6Ssgx1UVZBcVauhHazKr3dsgru3m7FmcOSsjxOVpZ81q0lwY52fBp+me0xiWXa9+qUsNH0GnXr1l1/jZbyfVB8jZb2fVB8vZV0rRf3Arg9w5hy8AAp+/fhN2Yc7mG9DcudWrXGysWFi3PeJ27NakJeefWu264KExubBn/bYxLILtTcutZKyAbbWVqg1enI0dw9UCzrNZtTwjVrpVQwu31z2rm78OuV6/wadeOu2xO13+7du7G3t6dHjx4m6wYPHszu3bvZs2cPEydONJQH84mawYMHM3v2bPbs2SPBX1WYOnUqf/zxB5MnT8bGxobHS7iJLQ68OnbsyLFjx0qtt7j8nbOJFku4y5T6FeXi4mIY2+dfzjFYM2fO5NVXjf9Yq1Qq5i+eXIl7eO9yctXEJaQS3MALpVJhMu7PML7vtvf8XYqKp2PbEBo39OGvk5fMlzczHrCmlPSSdbg11i/PzHml02pRJyejcnev0vF+xYFf0qFDuHfpQsiUKbWmu2exqFR9MN/QzY4z8cbdJjztrXFQWXI69t6fsmp0Og5Fp9DSJ4g2vk7svlz2F1LXJi2+XljiOuvicT6Jpn+rdFot+UlJWLl7lHquKVUqLJ2dyU9KQqfVmpwrxfXfPrZQ5e1DJua7symUSpQ2NoagsaYVj/Xzt7flYobxTH6u1lbYWVoQkXb3rjuxOWo0Oh0B9uZv0m+Nj6sdx1wZbo3Hs+ViunG7uan07XY+tYzt5lD+disO/EKdHfj078usi6667+SKaPvf/5W4rvjdmOoSvg/yk5OwLsM1alF8jSabv0aL67e+7WF25tkzADiYmQHaNqABFnZ25F6/ftftVpXBW0ue0TymaCyen53p3xYl4GNrQ3xu3l3H+4F+JujkPDU+tjYowWTcX3H95sYCWyuVzG7fnI4erqyMusGSyHsbXyZKVlIvtqrqyZadnU1cXBytWrXCwsz1VjzWLzIy0rCs+P/vHAdYUvnqUrvu5qrI4MGD8ff3JyYmhtGjR+Pqav49SY6OjjRv3pzz588bdbEsiZOTEw0bNuTSpUvEx5sGFvvKOB3/vejSpQsA27ZtK/dnVSoVTk5ORj+1rdvnvsPncbC3oVsn0y+dAWH6KaYPHIm4Vf6I/p1N/YvWGZXv3daoTG3n2KQJAOnnzpmsy4yMRKtW41RUpircHvi5depEyFNP1brAD+BItH5GyLBG7ibrwkL0yw5fS6vQNrwd9NdFQWl3CXWUXaj++so6b3qu5VyORJevxr5x2c41u8ZN0eWrybl8yWRd1rmzRWVu1WXfpBkA6njTyakKMzPRZGVh5Wb6u60Jp4smEuns4WKyrouni1GZkuRrtUSkZRLoYIe3jenf247u+lkFL6TfP7PLnkouareiNrpdcbsVlylJvlbL+dRMghzs8LY1bbdOns7kFGqIuLPHx22B3/+FX2ZNdO15+Fce9qH6aybr/FmTddmX9N8H9mX8PnAIbYJWrSbbzDWaWXSNOoTeqktXlNEy9zoHbUEBmjy10Wtdaovwomuxo7uLybqWrk7YWloYypTm79QMbC0taGFmRs9ORX8P7pyg6fbA77eoGyy6eLVc+1+X2QaOr7afefPm4ezsbPQzb968Kju29KJJyZydzb8qpjghlH7b5GV3+4y58tWl9t3RVQELCwvWrFnD6tWrSz0xpk+fTk5ODtOmTTN077xdVFQUV69eNfx74sSJ5Ofn8+677xqV27ZtW5VO4/rss89iYWFhmL3odjqdjtjY2CrbdmVyd3WkSYgf7q6ORssXLde33azXxmB1W5ehQX3a0rt7S7bvOW30LsFVGw6Tlp7Nc5MH4+/jZlju7+PGs08OIjE5g3Vbjlbx0VQOWx8fHENDybhwgbTwWxNeaAsLDWMFPXv1MvpMQWYmuXFxFFRw4LBR4NexI42nTq2VgR/AgagUolNzGNnKhxbet6Z5d1RZ8kKPhqgLtfzx963rwMvBmhB3O5Nuoq19zU/THdbIncHNvEjPLeDEjbQqOYaapvL2wa5xE3IuRhhNrqIrLCRx/RoAXHoYn2uFWZmo4+MozDI+11x7hgGQuGGN4aYRIPNsODmRF7Bv3hJr91vBnF1oU6x9fMm+cN7oxlan03Fz3R8AOHWoHe/mPJ6cRkx2Lv39PAlxtDcst7e0YEJIA/I1WrbG3MrMuKmsaGBvazKZyYbr+szTtGZBRstHBPrgb2/Ln7GJ5Neil9tX1ImkNMN7+Bo7GbfbE6FF7XbjVru5q6wIdDBtt/XX9O32jzvabWRQUbvFGLebo5UlnxYFfp+fucIfV+tm4Adg4+ODfWgTsi5cIOOM8fdB/Dr9eF73Hj2NPlOYlUmemWvUvZf+Go1ftxbtbddoxplwsi9ewKFFC+NrtOiVEDe3bEZbYNztPWHDetBqzGYFa9qNnFz+TkmnnbsLnTxuPey3VCh4srH+HNoSY3xOOFlZ0sDe1uQdfJtv6Ms92TgIS4XCsLyThytt3Vw4lpTKzdte3VLc1bOjhyurrsawsB4FftVt5syZpKenG/3MnDmzpnerTqh9j2yqSKdOnejUqVOp5Z555hkOHz7MsmXLOHDgAAMGDMDPz4+EhAQiIiI4cuQIy5cvN8yw+frrr/PHH3/wv//9j7NnzxIWFsb169dZuXIlw4cPZ+PGjVVyPK1bt+b//u//mD59Oi1btmT06NEEBQURHx/P3r17GT58OP/3f/9XJdsuzeRxfeneWf+F0LJZAwCmjO9LWDf9u8QOHr3A0l93AfDs5EG8889HmfPZ73z42SpDHXsPnWPxLzt5anw/Dm2ax5adJ/HxcuHRB7uRnJrJq+8uNdpmWno2/3x3KUs+f4GDm+ayav1hAB4Z8QDurg5MfOELsupQd6rgxx/n3Pz5XPz2W9w7dcLK2Zm08HByY2Px7tsXx5AQo/IJu3YRs2ED/g8+aHgRfLHLS5YY/r+g6AnT7cv8hgzBtmjsaMyGDSQdOoRSpcLG25sYM+eva/v22DdoUGnHeq80Oh1vbDjHDxM6sHJSZ9afjSc7X8OQZl40cLFlzvaL3Ei/9Tt/vW8oj7X1Y8a6M/z+961s04apXYm4mUnEzSziMvKws7KgmbcjXQNdyddo+deGs+QWGN+QP9c9mBB3/c1shwBnw7JHi14qv+3CTbZdrH1ji8zxGfs4Vz/9iBvff41Th85YOjuTdeZv1HGxuPbuh10j43eCpezZSdKm9XgMG4HX8FGG5fZNmuHSvRdpB/dx5aP3cWjVhsL0dDJOHMXC3h6fx8Yb1aNQKvF7YgrRXyzg2jdf4NSuPZYuruRcvkRedBQ2DQLNvvy9Jmh1sCD8Mv/p0oLPH2jFrrgkcgo1hPm442Nnwzfno4zeQTetaRBDArz56HSkUVC49cZN+vp60N/PEx9bFadTMvC3s6GXjzuxOXksumjaNezZZsE4W+u/qhsWjYN+rlkwuUXjlTZeT+BMKV0na4pGB/85fZkFD7Tgy+6t2BGbRG6hhjBfd3ztbPj6bBTxt7XbP5oHMbSBN3NPRrLltqBwy/Wb9PPzYGCAJ752Kk4nZ+Bvb0OYrzux2Xn8746Xv8/p1Iwmzg5EZ+bgZGXJlCamf69+uxJb4uyttU3A+AlEfjyfq//9BpeOnbB0dibzTDh5sbG49+lr8t6+pF27SNi4Hu/hI/AZcev7wKFpM9x69CLlwD4i536AY6vWFKank3b8GBb29gSMNb5GPXr3IfXwQbIiznNh9r9xbNkKhZUVOZcvk3M1CktHR3xGjKI2+urcZT7t2oZZ7ZuzNy6JlPx8uni4Euxoz9roWM7d0U17ZKAfExsH8uOla/x0+dZssKdT0tl8I56hAT583a0dfyWl4mZtTZivBxn5BXxz/rJRPdNbNKajhyvJ6nxyCjVmJ6bZHpNg9l2fonyqsounOcXZu5IydcXzgNye5bv9M+7u7qWWry71Jvgrq+KXPg4bNoz//e9/bNiwgaysLLy8vAgNDWXBggVGMwbZ29uzZ88eZs6cyerVqzlx4gQtW7ZkxYoVpKenV1nwB/Diiy/SqlUrPvnkEzZv3mzYz65duzJmzJgq225punduysTHet+xrBndOzcz/Ls4+LubF99cyNmIazw1oT8vTBlCVo6adVuPMuvjFURFm45/+HX1fpJTMnn9xVFMHNMbnU7HyfAoPvpyNbv2n6n4gVUjOz8/Ws6cyY01a0gLD0ejVmPj7U3whAl49e5degW3STp06K7LPLt3NwR/6mT9uDatWk3spk1m61N5eNSK4A/gUHQqjy47yqthITzYwhsrCyURN7P4aGckG86VbXzP/J2RdAt2o2ugK2521vpJnzLy+PnEDRYfucalZNMeAL1D3OkW5Ga0rE+Ih+H/b6Tn1pngz8bPn4b/epub61eTdfZvtGo11l7e+Ix9HNdefcpVl+/4iaj8/Ek7sJeUXX+iVNng2LY9XiMewtrTdGIsu4aNaPivt0ncuI7sCxFo8nKxcnXDfdAwPAcPQ1mLuqOfSkln+qFwJocG0sfXA0ulgqjMHL6/EM2uuLK9N04HvHP8POMbBTDI35NHg/3ILChk0/UEFl+8Rnq+6cQRvYsCTKNlvrfOtVPJGbU2+AM4mZzOiwfCmdI0kH5++na7kpHDd+ejy/y+PR3w1tHzPN44gEEBnjzWSN9uG68lsDDCtN187PTnTZCjHVOamt58A2y+frPOBH82fv6EvvEW8evWkHEmHK1ajcrbG/9xE3Dv3adcdQU8/gQ2/v6k7N9L0s4dKFU2OLdrj8+o0ajuuEYtbG0JfWMmN7duIf30KVIOHQStFitXV9zDeuM1dBjWrm4lbKlmRWfn8PLh0zwZGkQXT1dsLCy4kZPLl+cuseF6+TLBn5+9RFRmNsMCfBgd6EeuRsPBhGSWRkYTl2v8UNnbVn+tuquszU5KA/B3SroEf3WQvb09vr6+REVFodFoTMb9mRvfFxoayrFjx4iMjDQJ/u42HrCqKXQ63f05mEWUm23g+NILCYPca78wac+emt6NOueH3r0JmrO9pnejTol+ZyAP/Vl1Y4jvV6sH9KLvpgM1vRt1yq5hPQhbL21WXntH9GDMrr01vRt1ysq+YXeduEWYt3Vwz9IL1RC7oOqbFTwn+ud7/uxHH33EzJkzWbJkieHF62Uxfvx4fv31V/bs2UNYWJjRur59+7J7926uXr1KUJC+e/F3333Hs88+y3vvvWcyPOy9995j9uzZLFu2rNpn+6ydg3mEEEIIIYQQopolJSURERFBUpJx74R//OMfAPz73/8mPz/fsHzz5s3s3r2bQYMGGQI/gDFjxuDs7MyXX37JjRu3XvVx48YNvvrqKzw8PHjooYeq+GhMSbdPIYQQQgghRIUoanFOaeHChezfr880hxdNprdw4ULDu/h69uzJ008/DcBXX33Fe++9x6xZs5g9e7ahjr59+/L000+zcOFCOnTowPDhw4mLi2PFihW4ubmZvEfc1dWVr776iokTJ9KhQwfGjh0LwIoVK0hOTmbFihU4OhpPeFgdJPgTQgghhBBC3Lf279/PsmXLjJYdOHCAAwdudXMvDv7u5rvvvqN169Z8//33fP755zg4OPDQQw/x4YcfEnLHZHwATzzxBB4eHsydO5clS5agUCjo2LEj77zzjtEcItVJgj8hhBBCCCFEhSgUtTfzt3TpUpYuXVqmsrNnzzbK+N1OqVQyffp0pk+fXuZtDxkyhCFDhpS5fFWrvb8lIYQQQgghhBCVRjJ/QgghhBBCiAqpzZk/cYv8loQQQgghhBCiHpDMnxBCCCGEEKJCFApFTe+CKAPJ/AkhhBBCCCFEPSCZPyGEEEIIIUQFSU6pLpDfkhBCCCGEEELUA5L5E0IIIYQQQlSIzPZZN8hvSQghhBBCCCHqAcn8CSGEEEIIISpEMn91g/yWhBBCCCGEEKIekOBPCCGEEEIIIeoB6fYphBBCCCGEqBCF5JTqBPktCSGEEEIIIUQ9IJk/IYQQQgghRIXIhC91g/yWhBBCCCGEEKIekMyfEEIIIYQQokIk81c3yG9JCCGEEEIIIeoByfwJIYQQQgghKkQyf3WD/JaEEEIIIYQQoh6QzJ8QQgghhBCiQhQoanoXRBlI5k8IIYQQQggh6gHJ/AkhhBBCCCEqRMb81Q3yWxJCCCGEEEKIekAyf0IIIYQQQogKkcxf3SC/JSGEEEIIIYSoByTzJ4QQQgghhKgQyfzVDfJbEkIIIYQQQoh6QKHT6XQ1vRNCCCGEEEKIusunxcxq21b8uXnVtq37jXT7FAaT9uyp6V2oU37o3RvbwPE1vRt1Tu61X/jH/t01vRt1yvc9+/Dozr01vRt1zu/9wvj87Laa3o065eWWg+i94UBN70ads+fBHvTdJO1WHruG9eAJue8ot596967pXRB1nHT7FEIIIYQQQoh6QDJ/QgghhBBCiAqRCV/qBvktCSGEEEIIIUQ9IJk/IYQQQgghRIVI5q9ukN+SEEIIIYQQQtQDkvkTQgghhBBCVIhCckp1gvyWhBBCCCGEEKIekMyfEEIIIYQQokJkzF/dIL8lIYQQQgghhKgHJPMnhBBCCCGEqBCFQlHTuyDKQDJ/QgghhBBCCFEPSOZPCCGEEEIIUSEy5q9ukN+SEEIIIYQQQtQDkvkTQgghhBBCVIi8569ukN+SEEIIIYQQQtQDkvkTQgghhBBCVIiM+asb5LckhBBCCCGEEPWAZP6EEEIIIYQQFSKZv7pBfktCCCGEEEIIUQ9I5k8IIYQQQghRITLbZ90gvyUhhBBCCCGEqAck+BNCCCGEEEKIekC6fQohhBBCCCEqRiZ8qRPktySEEEIIIYQQ9YAEf0IIIYQQQghRD0jwJ4QQQgghhLivHT16lGHDhuHi4oK9vT0PPPAAK1euLPPng4ODUSgUd/3Zt2+f0WfuVnby5MmVfIRlI2P+hBBCCCGEEBVSm1/yvmvXLgYPHoyNjQ3jxo3D0dGRVatWMXbsWK5fv86MGTNKreOVV14hLS3NZHlSUhJff/01rq6udO7c2WR9UFCQ2UCvXbt293AkFSfBnxBCCCGEEOK+VFhYyLRp01Aqlezdu9cQdL377rt06dKFt956i0cffZSgoKC71vPKK6+YXf7JJ58A8MQTT2BjY2OyPjg4mNmzZ1fkECpV7Q3RhRBCCCGEEHVCaV0iK/OnPHbu3Mnly5eZMGGCUbbN2dmZt956i/z8fJYtW3bPx71o0SIApk6des91VKcqz/xdvXqVhg0bMnjwYLZs2WK2zO7du+nbty/PPPMM//3vf6t6l6pVv3792LVrFy1btuTMmTM1vTs1JjchgRtr1pAREYEmPx9bb2+8wsLw6t27zBdxQUYGNw8cIDs6mpzoaNTJyQB0/f57s+XzU1NJPn6ctPBw8uLjKcjIwNLeHoeQEPwGD8ahUaNKO77KMO6hnvTo0pT2rRvRqmkDVCorpr36LT/9vrdc9SgUCp59chBPTehHSLAPWdl57Np/hlkfr+DqtZtmPzMgrA2vvziadq2C0el0nAyP4qMvV7P7wNnKOLRqlROfwNXVa0mNiECr1p9rfn3C8O0TVuZzLT8jg/h9B8iMvkZWdDR5Sfpzrfei78q8H9c2bSFq1WoA2r/1Bk4htet8u506IZ6EdWvIunABbb4alZc3br164xZW9usTQKfVkrxnFyn795GfeBOlSoVDs+b4jHwIa09Po7IJG9Zxc+P6u9bn2r0HARMn38shVYu02JscWb6BmPCLFKjzcfH1pOXgnrQc3LPM7ZZw8Spntuwj8fJ1slPTKVTnY+/ugmejBrQfPQCvxoHmPxcZzdEVm4iPiEKr0eAe6EfbkX1p3KNDZR5ipWjm7MCUpg1o6eqEpULBlcwcfrsSw6645DLXYaVUMCEkgEEBnnjaqMgsKORQQgoLL1wjLb/AqGxjJ3vCfNzp5OmCn50Ke0tLkvLy+SsxlR8v3SApL7+yD7HSNXV2YHJoA1q5OmGhUBCVmcNvUTHsji9fm41vFMBAf0+8bFRkFBRy+GYKiy6atplKqWRkkA9NnR0IdbInwN4WpULBuF3HSMhVV/bhVYu8ovuOzKL7Dpui+w7Pct53JB44QE50NNnR0eQX3Xd0LuG+o1jW1avErltH1uXL6DQabP398Rk4ELdOnSp8XKL8du/eDcCgQYNM1g0ePBiAPXv23FPdBw8e5Pz583Tq1Im2bduaLZOWlsb3339PUlISbm5u9OjRg9atW9/T9iqDdPusQleuXGH37t0oFArOnj3LkSNH6Nq1a03vVrXLiY3l3Pz5aAsKcOvYEWsXF9LCw7m6fDm5cXEEjx9fpnpy4+K4sXo1KBTYeHmhtLZGm1/yl3j8rl3EbdmCytMT55YtsXRwIO/mTVJPnSL11CkaP/007mb6ZteU2a+NIaiBJ4nJGcTfTCOogWfpHzLjq4+e5qnx/Th74TrfLNmCr7crjwx/gP5hrek96l0uX403Kj/uoZ4s+fwFbial89Nv+kDzkREPsPHnt3ji+c9ZvemvCh9bdcmOjeXk3P+gLSjAs1NHVC7OJP99hsiflpMdG0vo42U713Ji44j6Yw0oFNiW4Vwz2Y8bMVxdux6lSoVWXbtvnPLiYrn88UfoCgpw7tAJSxdnMsPDif31Z9TxsfiNnVDmumKW/0TqgX2ofP1w79uPwrR00k8cI+v8OUJen4nKy9tQ1r5JU7xKqCflwD4K09JwaNGygkdXdVKux/HHzM8ozC+gcY/22Ls6E338LHu/X0nq9Xh6TXusTPXEnrvM9dMReDcJxr91EyxVVmQkJHP12BkuHzpF/5eeoGmfLkafiQm/yPoPvsHCyorQnh2wslFx5fBptn2yhKykVNqN6l8Vh3xP2rs783HXFuRrtOyMTSKnUEOYrzuzOzbD81wUK6/EllqHAviwU3O6erlyNjWDPXHJBNjbMDzQmw4ezjx34G/S8wsN5V9tHUJLV0fOpWayMzaJfK2OFi4OjA72pY+vBy8dDOdadm4VHnXFtHNz5j9d9G22K66ozXzcmdWhGZ7no/gtqmxtNqdjc7p46ttsb7y+zYY18Ka9uzMvHDJuMxeVFc83bwhAfE4emQWFOFtbVdUhVrnc2FjO33bfYeXiQnp4ONFF9x1B5bjviCnHfQdARkQEFz//HIWVFe6dO6O0sSH1xAkuf/89+Skp+JgJQO4XimrsUKhWq1Hf8f2qUqlQqVQmZSMjIwEIDQ01Wefj44ODg4OhTHkVZ/2efvrpEsucPn2aZ555xmjZkCFDWLZsGV5eJX0TVh0J/qrQ4sWL0el0vPbaayxYsIBFixbVy+Dv6s8/o8nNpelLL+FS9KQjYNQoIj77jIRdu3Dv0gXHkJBS67H19aX5a69hHxiIhY0Np//9b/ISEkos7xAcTPMZM3Bq2tRoeUZkJBGffkrUzz/j2q4dSqva8QX33BvfczkqnmsxSbz2/Eg+eLNsX063C+vWgqfG92Pf4fMMf/xDCgo0AKxYc4C1P7zJZx9MZuTEjwzlXZzt+fT9J0lMzqD7sLeIiU8B4JNv13Fo8zw+/3Aq2/f8TVZ2XuUcZBWL/HE5mtxcWr3yEu6tWwEQ/NAo/l7wGbE7d+PVtQvOjUs/1+x8fWn7+gwcAgOxtLXhr7ffJTe+5HPtdtpCDRGLl+IQ2ABbLy9uHj5SoWOqarG//Iw2N5fgF6bj2Ep/fXqPGE3U55+SvHsXzp27Yt+o9DbLuhBB6oF92Ic2IXj6P1Fa6r9eXDp34erXXxD763IaTv+nobxDk6Y4NGlqUk9BRgY3N2/Cwt4Bp7btK+koK9/e71aSn5PL8HeeJaiDPkjtMn446977ivDNewkN64RP04al1tN6WBjtR5sGa8nRsfz+xgIOLltDk96dDZkKrUbDrm9/QaFQ8NCcl/FoGABApzFDWfXGAg7/vIGQbu1x9HKrxKO9NxYKeK1NCFodTD90hksZ2QAsi7zOf3u2ZVrTIPbEJZeaWRoS4EVXL1f+jEnkg5MXDctHBvowo00ITzcN4pPwy4blf8Yk8uHJi8TkGP/dGh/iz7PNg3m+RTBvHj1fiUdaeZQKeK11CDodvHz4DJcz9W32w6XrfNO9LU83CWJvXDIJeXdvs8EBXnTxdGVHbCJzTt1qsxGBPrzaKoSpTYL49MytNkvPL+C1v85wMT2bzIJC5nduQRdP16o5yGoQXXTfEXrbfYf/qFFc+OwzbhbddziU8b6j2WuvYVd03xFeyn2HTqPh6o8/gkJB83/9C7sGDQDwGz6c8/PmcWPNGlw7dkTl7l45B1qPzZs3j/fee89o2axZs8yOrUtPTwf03TzNcXJyMpQpj6ysLFauXImdnR3jS3igMGPGDB555BGaNGmCtbU1Z86c4YMPPmDz5s08+OCDHDp0CAsLi3JvuyJq9Zi/6Ohopk6dir+/P9bW1gQEBDB16lSuXbtmUjY4OJjg4GCz9fTp08ckxZ+Xl8cnn3xC27ZtcXZ2xt7enuDgYMaMGcPp06dN6li7di39+/fH1dUVGxsbWrVqxYIFC9BoNGa3qdFoWLp0Ke7u7nz44Yc0btyYX3/9lezs7BKP948//qBTp07Y2tri7e3NtGnTSE1NLfHY8vPz+fTTT+nQoQP29vY4OjrSq1cv1q1bV+I2qltuQgKZkZE4NW1q+AMMoLS0JGDkSAAS75gWtyRWTk44NWmChZnBtOa4dehgEvgBOIWG4tS0KZqcHHJiYspUV3XYtf8M12KSKlTHU+P7AfDegpWGwA9g2+7T7Dl4loG929LA79aXzsPDu+Lq7MC3S7caAj+AmPgU/rtsG57uTowcUnuyo3eTE59A+sVIXJo1NQR+oD/Xgh8aBUD83v1lqsva2QmXpk2wtC3buXa7axs3kR0TS9Mpk1Aoa/WfWNQJ8WRHXsS+SVND4Af6NvMeoW+z1P1luz5Tisp5jxhlCPwAHFu1xr5JU7LOnyM/pfQua2mHD4JWg0vXB4zqqU3SYm8Se+4S/q1CDYEfgIWVJV3GDwfg3PaDZarLsoTsinuQH67+3uSmZ5J/WxBzI/wiGfFJhPbqZAj8AFT2tnR4ZBDawkIidteOBw7t3V0IsLdlR0yiIfADyC7U8NOl61hbKBkSUPpT7wcD9Rnj7yOijZavuxZPTHYuA/w9sb7tWvvjapxJ4Aew4nIMeRoNbd3N3wDWBh3cXfC3t2VHbKIh8AN9my2/rG+zwWVos+EN9G32vzvabH1xm/kZt1meRsvxpHQyCwqp6/KK7jsczdx3+N/DfYdjOe47MiIiUCcm4t6liyHwA7C0s8N36FB0hYUkHTpUjqOpWxQKZbX9zJw5k/T0dKOfmTNnVuvxrlixgqysLB577DGcnJzMllmwYAHdunXD3d0dR0dHunXrxoYNG+jduzdHjx5l7dq11brPUIuDv4sXL9K5c2cWL15Mx44dmTFjBu3bt2fx4sV06tSJixcvll7JXTz55JO89tprAEyZMoUXX3yR7t27s2/fPo4ePWpUdubMmYwePZoLFy7w8MMP8/zzz2Nra8u//vUvxo0bZ7b+rVu3EhMTw9ixY7G2tmbixIlkZmby22+/mS2/ePFiHnnkESIjI5k0aRJPPvkkhw4dYuDAgRQUFJiUV6vVDB48mBkzZqDT6Zg6dSpPPPEE0dHRjBo1iq+++qpC7VNZMi9cAMC5RQuTdY6hoShVKjIq+Lu8F4qipyyKan7aUtXCurUgKzuPQ8cumKz7c+/fAPR8oPmt8g/ofy87itYZld+jfwjSq2tzk3W1UVrRueba0vRccw5tjFKlIq2Kz7XM6Gtc27iJ4JEPYu/nV6XbqgzZRe1hrnulfWP99ZkdWbY2y468gFKlwi6kscm64vrLUlfKAX2A7tajZ5m2WxNizui7BzVo18xknW+zECxtrIk9e6lC20iPTyQt9iYOHq6o7G0Ny2Pvsu3AdvprtaLbrizt3fU3Q0eT0kzWHU3UL2vrbv6GqZi1UkFzV0eis3LMZgiPJaVjZ2lBMxeHUvdHBxRqdWh0ulLL1pR2biW32V/FbeZ29zazUipo7uLItawcsxnC48np2Fpa0NS59DarizLKcN+RWUXfBcX1OpnZtnPLlkZlRMWoVCqcnJyMfsx1+YRbGb+SsnsZGRklZgXvpixdPs1RKpVMmzYNgAMHDpR7uxVVbY9VL126VOI0p1evXjVZ9uyzz5KYmMh3333HP/7xD8Pyb775hhdeeIHnnnuOHTt23NO+pKen89tvv9GxY0eOHDlilG7VaDRkZmYa/r19+3Y++ugjBg8ezKpVq7C3twdAp9Px/PPP89///pdVq1bxyCOPGG2j+ISYOHEioJ/+dfbs2SxatMjkXR9paWm8/PLL2Nvbc+zYMUOf5Llz5zJ48GCOHz9uMv3s+++/z+7du/n3v//Ne++9Z8hsZmZm0q9fP2bMmMHDDz+MXw3fgObd1E8wYmOmT7NCqUTl7k5uXBw6jabaAjF1cjLp589j5eyMnb9/tWyzOtjZqvD1duVMxDW0WtObm0tR+rF+jYN9DMsaN/QxWme2fEMfk3W1UW6C/lyzLeFcs/VwJzu26s41bUEBEQuX4NCgAQ2GDq70+quC+qa++5LK03ybWbl7oI6LLbXNtGo1henpqPz8zWY7i+vPv2l+wqFi2ZEXyb+ZgG3DRtj41d5rMz0uEQBnX9N2U1oocfJyJ/VGPFqNBmUZz7WEyKtEHz+HVqMhMzGFq0f1E4T1fmZsCds2HRNs5+qElY3KUKamBRQFrTfMjK9LUReQU6gxlCmJn50NFgoFMSV0PS+uO8Dehr9TMu5aVx9fdxysLNkVW7EeFlXJv6g9Ysy0WWq+vs38S2kz/6I2u1GGNgtPvXub1UXqor8zqhq47yjuEmrj7W2yzsrZGaVKhfou3UbrvHLOwlldiu+rIyMj6dixo9G6+Ph4srKy6NKli7mPlujcuXMcOnSIZs2a0bNn+R9Wenh4ANy1R2BVqbbg7/LlyyZ9c0ty7do1du3aRYsWLQyRcbFnn32WL7/8kp07d3L9+nUa3JZWLyuFQoFOp8PGxgblHTcqFhYWuLi4GP5dnEH7/vvvDYFfcR0fffQR3333Hb/88otR8JeYmMj69etp0qQJDzzwAACNGjWiR48e7N+/nwsXLtD0tu6Ia9euJSsri+nTpxsNRrW0tGTOnDl0797daB+1Wi3ffvstISEhRoEfgKOjI++++y4jR47kjz/+4MUXXzQ5/pIGyVaFwlz9l4yFrfkvKwtbW9Dp0OTlYXlb+1YVbWEhlxcvRldYSIOHH6713fLKw9nJDoCMzByz6zOyco3KATg56v8/3cxnissXl6ntNEXnmqXd3c+1wrw8rKrgXLu6Zh25N2/S8d9v1ZnzSpNXyvVpYwM6Hdq8PCzu0maaUq5zZdHy4nIlSTlY+7N+APk5+uOwtjPfFcza1gadVkd+rhobh7JdPzcjozm2crPh37YujvSfPtGQzSumLurOqCrhPLe2szHsX02zt9LfWGcXmB8ekV1YiL3l3W++7a30tylZJXRHzCnU121fShdhTxtrXmrZiDyNhkUXTIeO1BbF7ZFVWIE2K2qL7MKKtVldVdrfo6q87yjLtkv7OygqX+/evZk3bx7btm0z6bG3detWQ5nyqOjrHY4c0XfPL2nIWlWqtiu/LK96KHbq1ClA/4u4c6yeUqkkLCyMiIgITp06dU/Bn5OTE8OGDWPTpk106NCBxx57jD59+tC5c2es7pj84/Dhw9jb27N48WKzddna2hIREWG0bNmyZRQUFBiyfsUmTZrE/v37Wbx4MfPnzzcsLx5jaO7JQdeuXbG84w/0hQsXSE1Nxc/Pz2xAnZiof+p7534VK2mQLLf9Dsrjhpkxhj4DBmBpV7uCBp1Wy5WlS8mMjMSzVy88u3Wr6V0S5XR1remrAQIG9q/xcy390mWub91O8KgR2AfUroxVwgbT69Oj3wAsatn1qcnNJf3EcZQqFc4da36c6V+/bjJZ1nZEH1T2VdNurYf1pvWw3hSq80mLS+T0+p1snPMtDzwxyuyEMKLsnKws+U+XFriqrJh7KpLrtXimT1E2MWbuO7xr4X1HvVNLn3v279+fRo0asXz5cqZPn2541196ejpz587F2tqaSZMmGcrHxcWRnp6Or6+v2e6gBQUF/Pjjj1hZWRl97k7h4eE0a9bMJLY4ePAg8+fPx8rKisceK9vM0JWpVj72ycjQd0PwNpM2B/D19TUqdy9+++035s6dy/Lly3n77bcBfVA4ZcoU5s6di13RH5CUlBQKCwvvmrW8M2W7aNEiFAqFSfA3ZswYpk+fzg8//MCHH35oCOqKj8PcdK9KpdKQGi6WkqKfmOPs2bOcPVvye9hKSiXPnDmTV1991WiZSqVi2uHDJdZ1NzEbNpgs8+zeHUs7OyxLeeKvyc0FhaLMg6nvlU6r5cqyZST/9RfuXbvS8PHHq3R7NSE9Q5+9KylT5+Rga1QObmUJnR3tSEnLMlu+pExiTYheZ3qu+fTohqWdneFJa2EJWY/ic82yks81nUbDhcVLcQgIoMHQIZVad2Uw9y49127dsbCzw8KmlOszLw8UCpSltJlFKde5tpSn4QDpx46iy8/HpXvPKv97UBa3Z+GKNevXFZW9HdZFWbd8M5OKAOTn6tvN2rb8PSosVdZ4BPvT/6WJ5KZncfintQS2b457kL4Lv6oo26gu4TzPz8lDVcZsY1UrzvgVZwDvZG9pWeoEI9lF6x2szN+u2BVlwUrKcjlZWfLpAy0JdrTj0/DLbI+pHV1iS5JdlJVzKCG7V6Y2K2qLkjJ7pbVZXRBr5r7Do+i+o7S/R1V531GWbUuAWv0sLS1ZuHAhgwcPJiwsjHHjxuHo6MiqVauIjo5mwYIFRhm4mTNnsmzZMpYsWWIyVAtg3bp1JCYm8vDDD9/1VQ2ffPIJGzdupGfPnjRo0AArKyvOnj3Ltm3bUCgUfP3114SUYdbZylYrg7/iGXMSSugXHR8fb1QO9EFSfgnvXjE3wNPOzo45c+YwZ84coqKi2LVrF//973/5/PPPyc3N5bvvvjNsQ6FQkJRUtjECBw8eNGTcSkrlxsfHs2nTJkYWzTpVfBw3zYyH0Wq1JCUl4X/b2LTi8o888gi///57mfbrdiW9B+VelfSSdbg11i/PzLHptFrUycmo3N2rdLxfceCXdOgQ7l26EDJlSp3pllceOblq4hJSCW7ghVKpMBn3Zxjfd9t7/i5FxdOxbQiNG/rw18lL5subGQ9YU+72knVbb/25llvCuZablIyNR+Wfaxq12jDecN8zz5stc3KuPtPf8oXn8OjQrlK3X5rW3/6vxHXF791TJ5pvs4LkJKzdPUptM6VKhaWzMwXJSei0WpPrq7h+67t8SaYc0M++V1u6fD7/x5clriseb5ceZ+ZvtkZLxs1knLzcyzzeryQN2jXn2olzxJ2/bAj+bm07Ea8Q4xfA56RmUJCnxis0yKSumnBrbJktF9ONH0a6qayws7TgfFqmuY8axOao0eh0+Nubv1G/Na7QNBAvDvxCnR34LPwy66/V/rFWxWP9/O1tuZhh3Gau1vo2iyhjmwXcQ5vVFXd7yXrxWD91Ddx3FI/1y0tIwP6OuRoK0tPRqtWoGpb+Cpg6q5aO+QPo27cv+/fvZ9asWaxYsYKCggJat27N/PnzGTt2bOkV3KasE72MGjWKtLQ0Tp8+zfbt28nPz8fHx4dx48bxyiuvlHucYWWplXfAxenYvXv3ortjVi6dTsfevXuNygG4urpy8+ZNCu94kpWdnV3qixsbNmzIU089xZ49e3BwcDB6VULXrl1JTk4u88sfi0+IoUOHMnXqVJOf4rGBxeUA2rZtC5if8eevv/4yOabmzZvj5OTEsWPHzM4EWps4NmkCQPq5cybrMiMj0arVOBWVqQq3B35unToR8tRT92XgV2zf4fM42NvQrZPpKy4GhLUB4MCRW92B9x3Rv+uqf9E6o/K92xqVqe1cmurPo9SzpudaeuQltGo1LlVwriksLfHp1cPsT3FA6t6uLT69emDjUbve7WQfqm+PrHOmPQiyL+mvz+IyZalLq1aTc9l0psni+u0bm68rL+YGudFXUfn6YVeGdwrWNL+W+hlNr58y7VofF3GZwrx8Q5mKyEnRP7i8PYj0axla4ravnTpvtH817VTRBCydPVxM1nX21C87nXz3Hjz5Wi0RaZkEOdjhbSaT2snDmZxCDRF39ly4LfD7vzOXWRNdex5i3c3pu7RZl+I2K2Vim+I2C3Sww9vGtM06ujuTW6jhQnqWmU/XfWW573CsovuO4nozzGw7vainVlVtW5SuS5cubN68mfT0dHJycjhy5IjZwG/p0qXodDqzWT+ATZs2odPpGDp06F2399BDD7FmzRquXLlCVlYW+fn5XLt2jeXLl9dY4Ae1NPgLDAykb9++nD171mSs3ffff8/58+fp16+f0Xi/zp07U1BQwM8//2xYptPpmDlzpkn3x8TERM6cOWOy3dTUVNRqNTa3dQWYPn06AE899RTJyabvqIqPj+f8ef0XbvHLHu3t7Vm5ciULFy40+Vm5ciUBAQFs2rTJkMEcNWoUDg4OLFq0iMuXb710tbCwkH//+98m27S0tOS5554jOjqa1157zWwAeObMGbOZxOpm6+ODY2goGRcukBYebliuLSw0jBX07NXL6DMFmZnkxsVRkHn3p5ulMQr8Onak8dSp903g5+7qSJMQP9xdHY2WL1qunwF31mtjsLqtq9WgPm3p3b0l2/ecNnqX4KoNh0lLz+a5yYPx97n1Umh/HzeefXIQickZrNti/OqT2srOxwfnJqGkRVwgOfzW9a0tLOTqav17dHzCjLNKBZlZ5MTFU5B57zdBFtbWNJ08yeyPU1F3jsBhQ2g6eRIOgeUfo1yVVD4+2Ic2IfviBTLPGF+fCev1beZ6RyauMCuTvPg4CrOMr0+3nmEAJKxfi/a2B1aZZ8LJvngBh+YtsC7hxcZ14fUOt3P198avRWNizkQSfeJW4KwpKOSvXzYC0HyA8Zji3IwsUm/Ek5thfK7dvGR+8pGkqBuc3bYfpaUFAW1vPcwJaNMEJ28PIvcdIynqhmG5OjuXE6u2obS0pGmfmrupuN2JpDRisnPp7+9JY6dbE2vYW1rwROMG5Gu0bL1x63vKTWVFoL2tyYQm66P1Gbt/NDPOpIwM9MHf3pY/YxLJ12oNyx1vC/y+OHOF1VfrRuAHcDy5qM38PAlxNG6zCSFFbRZj3GYNzLTZhuv6Npt2R5uNKG6zWOM2u58U33dkmrnvKB4r6FFF9x1OzZqh8vAg+a+/yLl+3bC8MCeHuM2bUVha4lE0EaAQNaVWdvsE+Pbbb+nZsyfTpk1j/fr1tGjRgrNnz7Ju3To8PT359ttvjcq/+OKLLFmyhKeffprt27fj6enJvn37SEtLo23btkYvbo+JiaF9+/a0bduWNm3a4O/vT3JyMmvXrqWgoMDw/j+AIUOG8O9//5sPPviAxo0bM2TIEIKCgkhOTubSpUvs27ePOXPm0Lx5c8PLHp988kkcHMy/P0epVDJp0iTmzp3LsmXLeOONN3BxceHTTz/lH//4Bx07dmTcuHE4OzuzadMmVCoVfn5+JrOSvvfee5w4cYIvvviCjRs3EhYWhpeXFzExMYSHh3P69GkOHTp0177I1SX48cc5N38+F7/9FvdOnbBydiYtPJzc2Fi8+/bF8Y7+zgm7dhGzYQP+Dz5oeBF8sctLlhj+v6CoO+/ty/yGDMG2aExozIYNJB06hFKlwsbbm5iNG032zbV9e+zvYdKgqjB5XF+6d9bf5LVspt+nKeP7EtZN/76gg0cvsPTXXQA8O3kQ7/zzUeZ89jsffrbKUMfeQ+dY/MtOnhrfj0Ob5rFl50l8vFx49MFuJKdm8uq7S422mZaezT/fXcqSz1/g4Ka5rFqvH/f5yIgHcHd1YOILX5BVh7oGhT4xgZPz/sPZr77Fq3MnrJ2dSP77DDmxsfj164NzY+NzLWbnLqLXbSBo5IMEjxphtC5i0VLD/+cXnWu3LwscNgQ737rxGoy78Rs3gcsL5hP93Tc4d+yEpbMzmeHhqONice/TF/s73tuXvHsXNzeux2v4CLwfvHV9OjRthmuPXqQe2MeluR/g2Lo1henppB8/hoW9PX5jx5vdvrawkLS/jqCwtMSla92ZhCnsH2P4463P2PzRQhr3aI+9qzPRx8+Scj2O1kPD8G3WyKh8+Ka9HFu5mU5jhtJl3DDD8q0fL0JhocSzUQMcPd3QFBaSFnOTG39HoNNBz6cewcnrVtCstLCg7/PjWf/BN6x+53NCe3bAykbFlcOnyUxMofuTo43K1ySNDj7++zIfd23BF91asTM2iZxCDWG+7vja2fD1uSjib3t33z+aBTG0gTfzTkWy5bagcMuNm/T182CAvye+dipOJWfgb29DmI87sdl5LLxg/CLzDzo1I9TZgejMHBytLZncxPRv/O9XYkucUbMmaXWwIPwy/+nSgs8faMWuuKI283HHx86Gb85HGb3vcFrTIIYEePPR6UijoHDrjZv09fWgv58nPrYqTqdk4G9nQy8fd2Jz8lh0Mdpk2882C8bZWn9b2LBo7PhzzYLJ1ejbaeP1BM6kViw4qi5Bjz/O+fnzufTtt7gV3XekF913eJm577i5axexGzbg9+CDhhfBF7ti5r7j9mW+t913KCwsCJ40iYuff875jz/GvXNnlDY2pJ44QX5yMg0efRTVHfM43FdqcbdPcUutDf6aNm3KsWPHeO+999iyZQsbN27E09OTKVOmMGvWLJP33rVq1YotW7Ywc+ZMfv/9dxwcHBg2bBgLFixgzJgxRmWDg4OZPXs2O3fu5M8//yQ5ORkPDw86dOjAyy+/zJAhxpM2vP/++4SFhfHFF1+wY8cO0tLScHd3p2HDhsyePZvHiyYPKe7KWVKauNjkyZOZO3cuixcv5o033gBg2rRpuLq6MnfuXJYuXYqzszMjR45k/vz5BAUFmQwIValUbN68mUWLFvHDDz+watUq1Go13t7etGjRgmeffZbWrVuXu92rgp2fHy1nzuTGmjWkhYejUaux8fYmeMIEvMo5tW7SoUN3XebZvbvhj7C6KFOrVauJ3WQ6cx+AysOj1gR/3Ts3ZeJjve9Y1ozunW+9zLk4+LubF99cyNmIazw1oT8vTBlCVo6adVuPMuvjFURFm2aDf129n+SUTF5/cRQTx/RGp9NxMjyKj75cza79phny2sze348O77xJ1B9rSf5bf67Z+XjT+PHx+PUt37mWcND0XLt9mU+PbvdF8Gfj50/j198ifv0aMs+E68ekeHvjN24CbmF9ylWX/4QnsPHzJ2X/XpJ37kCpssGpbXu8R402+y5BgIzTJ9FkZ+kDzxIemtVGboG+PDJ/Bn8t30D08bMUqvNx9vMibNpjtBzSq/QKinR4ZBDRx86QcPEq0cfOoNPpsHN1IrRXJ1oPDcO7SbDJZ/xbN+GhD1/h6K+buHTgBNpCDW5BfjwwcSShPTuabqQGnUxO58WD4TzVJJC+fh5YKhVcycjhu/PR7Ior21h6HfD2sfNMCAlgUIAnjzX0I7OgkE3XE1gYcY30fOOhET5F3UODHO2Y4hhopkbYcv1mrQz+AE6lpDP9UDiTQwPp46tvs6jMHL6/UL42e+f4ecY3CmCQvyePBt9qs8UXTdsMoHdRgGm0zPdWoHIqOaPOBH+2fn40nzmTmKL7Dm3RfUfQhAl4lvO+I9nMfcftyzxuu+8Affav2euvE7tuHSlHj6LTaLD19yfg4Ydx71zzMxkLodDdOahO1CqXLl0iNDSUMWPGsGLFiird1qQ9e6q0/vvND717YxtoPpshSpZ77Rf+sX93Te9GnfJ9zz48unNvTe9GnfN7vzA+P7utpnejTnm55SB6bzAdfy7ubs+DPei7SdqtPHYN68ETct9Rbj+VM3itTk16/rfatnVx/7PVtq37zf0xAOo+UDze8Ha5ubn885//BGD06NE1sFdCCCGEEEKI+0Wt7fZZ3+zZs4epU6cyaNAgAgMDSUpKYufOnVy9epV+/fqVexpaIYQQQgghqotOxvzVCRL81RItW7Zk4MCBHDhwgDVr1gDQuHFjPvjgA1577TWTCV+EEEIIIYQQojwk+KslQkND+fXXX2t6N4QQQgghhCg/SfzVCZJOEkIIIYQQQoh6QDJ/QgghhBBCiIpRSuqvLpDMnxBCCCGEEELUA5L5E0IIIYQQQlSMzPZZJ0jmTwghhBBCCCHqAcn8CSGEEEIIISpGEn91gmT+hBBCCCGEEKIekMyfEEIIIYQQomJkts86QTJ/QgghhBBCCFEPSOZPCCGEEEIIUTEy22edIJk/IYQQQgghhKgHJPMnhBBCCCGEqBhJ/NUJkvkTQgghhBBCiHpAgj8hhBBCCCGEqAek26cQQgghhBCiYuRVD3WCZP6EEEIIIYQQoh6QzJ8QQgghhBCiYiTxVydI5k8IIYQQQggh6gHJ/AkhhBBCCCEqRCcvea8TJPMnhBBCCCGEEPWAZP6EEEIIIYQQFSOzfdYJkvkTQgghhBBCiHpAMn9CCCGEEEKIipHEX50gmT8hhBBCCCGEqAck8yeEEEIIIYSoGJnts06QzJ8QQgghhBBC1AOS+RNCCCGEEEJUjMz2WScodDqdrqZ3QgghhBBCCFF3NR79Q7Vt69KaSdW2rfuNZP6EQdCc7TW9C3VK9DsD+cf+3TW9G3XO9z37YBs4vqZ3o07JvfYLPi1m1vRu1Dnx5+YxZtfemt6NOmVl3zD6bz5Q07tR5+wY2oOOv+yr6d2oU46P78XQbftrejfqnM2Detb0LpRMEn91goz5E0IIIYQQQoh6QDJ/QgghhBBCiIqR2T7rBMn8CSGEEEIIIUQ9IMGfEEIIIYQQQtQD0u1TCCGEEEIIUTHS7bNOkMyfEEIIIYQQQtQDkvkTQgghhBBCVIyklOoE+TUJIYQQQgghRD0gwZ8QQgghhBBC1AMS/AkhhBBCCCFEPSBj/oQQQgghhBAVI7N91gmS+RNCCCGEEEKIekAyf0IIIYQQQoiKkcRfnSCZPyGEEEIIIYSoByTzJ4QQQgghhKgQnVJSf3WBZP6EEEIIIYQQoh6QzJ8QQgghhBCiYmS2zzpBMn9CCCGEEEIIUQ9I8CeEEEIIIYSoGEU1/tyDo0ePMmzYMFxcXLC3t+eBBx5g5cqVZf780qVLUSgUJf7s3r27SrZb2aTbpxBCCCGEEOK+tWvXLgYPHoyNjQ3jxo3D0dGRVatWMXbsWK5fv86MGTPKXNeoUaNo166dyfLg4OAq3W5lkeBPCCGEEEIIUTG1dLbPwsJCpk2bhlKpZO/evYbA7d1336VLly689dZbPProowQFBZWpvtGjRzN58uRq325lkW6fQgghhBBCiPvSzp07uXz5MhMmTDDK2Dk7O/PWW2+Rn5/PsmXL7pvtlkYyf0IIIYQQQoiKqaWzfRaPxRs0aJDJusGDBwOwZ8+eMtd38uRJkpOTKSwsJDg4mAEDBuDu7l7l260sEvwJIYQQQggh6gy1Wo1arTZaplKpUKlUJmUjIyMBCA0NNVnn4+ODg4ODoUxZfPHFF0b/trW1ZdasWbzxxhtVut3KIt0+hRBCCCGEEHXGvHnzcHZ2NvqZN2+e2bLp6emAvrulOU5OToYyd9OwYUO+/PJLLl68SE5ODjdu3OCHH37Azc2NN998ky+//LJKtlvZJPMnhBBCCCGEqJhq7PU5c+ZMXn31VaNl5rJ+lal379707t3b8G9/f38mTpxIhw4d6NSpE7Nnz+a5557D0rJ2h1eS+RNCCCGEEELUGSqVCicnJ6OfkoK/4sxbSVm2jIyMErNzZdGyZUt69uxJSkoK58+fr7bt3isJ/oQQQgghhBAVo1RU3085FI+5Mze+Lj4+nqysLLPj8srDw8MDgOzs7Grd7r2Q4E8IIYQQQghxXyruqrlt2zaTdVu3bjUqcy80Gg3Hjh0DMHpnX1Vv915VeafUp556iiVLluDm5kZsbGyV98e93dKlS5kyZYrRMhsbGxo0aMDgwYN5++238fHxqbb9qU/a+Drxau8QOgQ4Y6VUEnEzk4VHrrHxfEKZPt8nxJ1H2vjRwtsRTwdrrC2UxKTncfxGGt8evEpUSo7JZyZ3akBLX0da+zgR6mmPpVLJ2B+PcTg6tbIPr1rkxCdwdfVaUiMi0KrzsfX2xq9PGL59wlCUcTrl/IwM4vcdIDP6GlnR0eQlJQPQe9F3Zd6Pa5u2ELVqNQDt33oDp5BG5T+YKjLuoZ706NKU9q0b0appA1QqK6a9+i0//b63XPUoFAqefXIQT03oR0iwD1nZeezaf4ZZH6/g6rWbZj8zIKwNr784mnatgtHpdJwMj+KjL1ez+8DZyji0KteuVQD/enEAndoFYmVpwfnIeL5btp91W8LLXIe3pyMvPt2b3t0bE+DrSnaOmivRyfy48i/+2HgKrVZn8hmFQsG4hzow7qFONAv1xsrKgriEDI6evMrbH64nOye/Mg+zSqkT4olbu4asCxfQ5qtReXnjHtYb97DeZb5GAXRaLUl7dpGybx/qxJsoVSocmzXHZ9RDqDw9TctrNKQcPkTKfn15XUEBVq5uOLVug+eAgVjVQDeisgqws2FKkyDauztjY6HkRnYe66/Hs/5afLnqUQCjgnwZ3sAbfzsbcjVaTiSlsfhiNHG5arOf6eThwoSQAEKdHNChIzI9m58uX+dkcvVPuFCaFm4OPNM6iLYeTlgqFVxKy+bniBi2X08q0+cDHGwYFuxFM1cHmrs54GWnIjYrjxHrj971c918XJjSMpBmrvbogIiULBaevc7RhLSKH1Q187ezYVLjINq6uWBjoSQmJ49N1+PYeKP859qIBr4MCfDBz86GPI2Wk8lpLLt0lfg7zjU/Oxt6eXvQ0cMVP1sbnKytSMsv4HRKOiuuXOdGTm4lHmEtVEtf8t6/f38aNWrE8uXLmT59uuGde+np6cydOxdra2smTZpkKB8XF0d6ejq+vr5G3TKPHz9Ox44djerWaDS8+eabXLp0ib59++Lr63vP260uVRr8ZWZmsnLlShQKBSkpKaxZs4axY8dW5SbN6t+/Pz179gQgOTmZHTt28NVXX7FmzRpOnDiBp5kvV3HvugW58sOEDqgLtaw/G092voYhzbz45pE2zNl+kf8diS61jr6NPWjv78ypmHR2X1ZTqNHR2MOeR9r4MqqVD1N+PcnBq8ZB3XtDmgGQkKkmJbsAL8fqe9BQ2bJjYzk59z9oCwrw7NQRlYszyX+fIfKn5WTHxhL6+Pgy1ZMTG0fUH2tAocDWywultTXa/LLfXGffiOHq2vUoVSq0avM3VDVp9mtjCGrgSWJyBvE30whqcG/X8lcfPc1T4/tx9sJ1vlmyBV9vVx4Z/gD9w1rTe9S7XL5qfLMw7qGeLPn8BW4mpfPTb/pA85ERD7Dx57d44vnPWb3prwofW1Xq0aURv/xvCmp1IWs2/U12jprhA1vx/acT8PPZyH+X7i+1jsAAVzb/+jyuLnbsPhDJtl0RODqoGNK/BV/NH0PPBxrxyturjD5jbWXBwv97nEF9m3M2Io4Va06Qn1+Iv68L/Xs1Zb7j9joT/OXFxhL58UfoCgpw6dgJS2dnMs+EE/PLz+TFxRIwbkKZ67rx80+kHNiHjZ8fHn37UZieTtrxY2SeP0fo6zNReXsblY9e+D3pJ09g7emFS6fOKC2tyI66QuL2raT+dZgmb/27VgaAQQ62fPFAG6wtlOyJSyJZnU9XT1deaRlCkL0tX52PKnNd/2wVwvAGPkRlZrM6Og53lTW9fT3o5OHCi4f+JiYnz6j8AD9PZrZtQqo6n6039A8h+/h68J/OLfng1AX2xidX6rFWRCcvZ77q0wq1Vsu26ERyCjX0C/Dgo57N8T55hZ8iYkqto72nE8+0DqJQq+NqRg7uNtalfmZosCdzujUjJS+f9VH6h16DAj34pm8r3jwQwY4yBp61QaC9LZ90aYvKQsne+CRS1Pl09nTlxRaNCXSw49uIK2Wu66UWjRka4MPVrGzWXYvDTWVNmI8HHdxd+Odfp4m97VybFBJEb19PojKzOZyYQk6hhmAHOwb4edHT251/nzjLmdSMqjhkcReWlpYsXLiQwYMHExYWxrhx43B0dGTVqlVER0ezYMECgoODDeVnzpzJsmXLWLJkCZMnTzYs79SpE23atKFNmzb4+/uTkpLCnj17uHjxIgEBASxcuLBC260uVRr8rVixguzsbF599VX+7//+j0WLFtVI8DdgwADefPNNw7+1Wi0jRoxg06ZNfPXVV7z33nvVvk/3KwuFgo+Gt0Cr0zHmh6OcS8gC4PN9V1j7VBf+1bcxmyISiEnPu2s9c/+MZNbWCybLewS7sfyJjrzZL5SRi41vsKf8epLwuAwSs/P5cGhznugYUHkHVs0if1yOJjeXVq+8hHvrVgAEPzSKvxd8RuzO3Xh17YJz45BS67Hz9aXt6zNwCAzE0taGv95+l9z4smVftYUaIhYvxSGwAbZeXtw8fKRCx1QVnnvjey5HxXMtJonXnh/JB2+WLSi+XVi3Fjw1vh/7Dp9n+OMfUlCgAWDFmgOs/eFNPvtgMiMnfmQo7+Jsz6fvP0licgbdh71FTHwKAJ98u45Dm+fx+YdT2b7nb7Ky736O1xQLCyUL3n8YrVbH6EnfczYiDoBPvtnB5hUvMPOVwWzYdoYbsWl3ref5KWG4uznwztz1LPzpoGH5h59tZefq6Yx7qBMLvt5hVM/brw5hUN/mzPlkM18tMs7OlidTVhvc+OVntLm5NHxxOk6tWgOgHTmaK//3Kcm7d+HapSv2jUq/RrMuRJByYB/2oU1o9PI/URbNEufSuQtRX33BjRXLCZn+T0P5nKgo0k+ewC64IY3/9ToKi1tf4zErfiVp1w6S9+/FZ/iISj7iinu5ZQgOVpbMPHqWv5LSAFhy8Rofd2nJQ8F+7IxL4lxaZqn1tHNzZngDH06npPP6X2cp1OkzzDtjE5nXuSUvtWjEm8fOGco7WFrwYotGpOUX8OzB0yTl6R8w/BoVw3c92vFyyxCOJqaRq9FU/kGXk4UC3ukSihaY9uffXEzTjx/635lrLBvUjhfaBPPntSTic+7+MO7EzQye3HaKyLRs1BotB8f0uGt5RytLXu8YQmpeAY9vOcnNXH0bLTt3neVDOjCzU2MOxaWSU1jzbVQWLzZvjIOVJf8+cZZjSfoHxT9cimZup1aMDPRjV1wiEemln2ttXJ0ZGuBDeEo6bx0/YzjXdscn8kGHljzfLIR3Ttzq7XEsOZXfrt7gcma2UT29fTx4s00zXmwewrMHT1bikdYuulr8Z7xv377s37+fWbNmsWLFCgoKCmjdujXz588vc2wyY8YMDh8+zPbt20lJScHa2prGjRvzzjvv8Oqrr+Lq6lol261sVTrmb9GiRVhaWvL666/Tt29fduzYQXS0PuuTk5ODo6MjISElfzm2adMGW1tbMjJuPSXR6XQsXryYHj164OTkhJ2dHZ06dWLx4sVl3i+lUmmI5I8fP26y/syZM4wZMwYvLy9UKhUNGzbklVdeITnZ/JPB8pQPDg4mODiY9PR0nnvuOXx9fbG3tycsLIwTJ04AEBsbyxNPPIGXlxe2trYMGjTI7GDREydO8OijjxIYGIhKpcLT05POnTvz4YcflrktKlv3hq4Eu9mx7ky8IfADyFQX8vWBKFSWSh5p41dqPWqN1uzyA1dTSMstINjVzmTdzktJJGbXjazB3eTEJ5B+MRKXZk0NgR+A0tKS4IdGARC/t/TMDIC1sxMuTZtgaWtT7v24tnET2TGxNJ0yCYWydg4P3rX/DNdiKvY0+qnx/QB4b8FKQ+AHsG33afYcPMvA3m1p4OduWP7w8K64Ojvw7dKthsAPICY+hf8u24anuxMjh3Su0D5VpZ5dQ2gY6M7qjacNgR9AZpaaL77fjcrakjGjOpRaT2CAGwA79hk/pMnIzOPICf3feTeXW9epj5cTT03oxqFjUSaBH+j/tut0pt1EayN1QjzZkRdxaNrUEPiB/hr1Gam/RpP37ytTXcXlfEaOMgR+AE6tWmPfpClZ586Rn3Lru0SdlAiAQ7PmRoEfgFPrNgAUZpZ+U1vdAuxsaOvmzMnkNEPgB1Co07Ek8hoAwxp4l/BpY8Xllly8ZrgZB/grKY1Tyel09nTF67ZMV29fDxytLFkTHWcI/ACS8vJZEx2Hi7UVPb3dKnJ4laaztwsNHG3ZEn3TEPgBZBVoWHLuOtYWSkY0LL2dYrLzOJOcWeJ36Z0GBHrgZG3FiouxhsAP4GZuPisiY3G1saJvgPtdaqg9/O1saO3mzKmUNEPgB/pz7cdL+r9NQwPKNuRnSIC+rX+4HG10rh1LSuV0ShodPVzxtLnVy+jP2JsmgR/AnvgkbmTnEORgj5NV7X4NwP2sS5cubN68mfT0dHJycjhy5IjZAGzp0qXodDqjrB/AggUL2L9/P/Hx8eTn55OVlcWpU6f44IMPzAZ+5d1udamyO7pz585x+PBhBg0ahLe3N5MmTUKr1bJkyRIA7OzseOSRR7hy5QoHDx40+fzp06cJDw9n1KhRODk5Afqbg8cff5ypU6eSmJjIhAkTePrpp8nOzmbq1Km89tpr5d7PO9/FsX//frp27crq1avp378/r776KkFBQXz++ed07dqVpKSkCpUHyM/PZ+DAgRw4cICxY8cycuRIDhw4wIABA4iIiKBbt25cunSJJ554goEDB7J9+3aGDx+O5rankqdOnaJ79+5s3ryZnj178uqrr/Loo49iZ2fH999/X+52qCwPBOm/QPdeMQ18917WL3sg0OWe6+/g74yLrRUXErNKL1xHpV3Q30y7tmxhss45tDFKlYq0ixerdB8yo69xbeMmgkc+iL1f6cF6XRbWrQVZ2XkcOmaaaf5z798A9Hyg+a3yD+h/LzuK1hmV33MagF5dm5usqy26d2kIwO4Dpg+Udh3Qn1fdOjcstZ4Ll/RdYfv3amq03MnRhi7tg0hIzODi5VvjJR8c1AorKws2bA3H3s6ahx9sx0vTejP+4Y74eDnd8/HUhKyi68+heUuTdfaNQ1GqVGSX8RrNungBpUqFfUhjk3WOLVoabQ/Apuh6zIo4j05TaFQ+I1x/Tjo2q33nX1t3fTfUY7cFfsXOpGSQW6ihrVvZzoO2bs7kFmo4a6b73NGim/02bs5G5fXbNh3/XbysrVvt6Cbb0Uu/H4fj0kzWHYrT72sHr8rf105FdR6KN22jqtxuVWjjqt/PE2bOtbOp+nOttWvZzrU2rvpz7ZyZc+14Uf1lras4eNTUkYdc96SWzvYpjFXZ44dFixYBMHHiRAAefvhhnn/+eZYsWcK7776LUqlk4sSJLFu2jJ9++onu3bsbff7HH380+jzAwoUL+eWXX5gyZQrfffcdVlZWgD6YevTRR/nkk08YP368yWDMO90ehBaPBSxePnnyZHJyctiyZQuDBw82rHv99df5+OOPeeONNwzHVt7yxeLi4ujZsyfLly83BJ/t27fnjTfeoFu3bkyZMoVPPvnE0A3q+eef59tvv2Xt2rU8/PDDhvZRq9WsWbOGUaNGGdVfUoayOjQsysiZm5AlMTufLHUhwW6mWbuS9GrkRscAF6wtlDR0s6NfqAfJ2fm8v71qg5+alJugv2G29fIyWadQKrH1cCc7Ng6dRoPCwqLSt68tKCBi4RIcGjSgwdDBpX+gDrOzVeHr7cqZiGtmJye5FKUPcBoH33pK3Lihj9E6s+Ub1t6JpBoF6aejjoo2fTCVmJRFVraahkVl7ubrxfsY2Kc57785nH69mnDuQrxhzF9ubgFTXvqFPPWt4KRtS38AnBxtObBphlHAp84v5MNPt/D9DwcqenjVQn1T33VaVcI1au3uQV5cbKnXqEatpjA9HRs/f7PZ9eL682/eCqJt/QPw6NefpJ07iJg9C6dWrVBYWpJ95Qq516LxHjES53btK3qIlc7fzhbQZ6TupAXicvMIcrBDqQAzl6KBjYUSDxtrrmRmYy6nVVx/gL3tbdu2KXHbxcv87cvfO6IqBDrq9/tapunEIMl5BWQXFBLoWPn72qBou9fNbLd4WfG+1XZ+Rb/7WDOTq2iB+Nw8AstwrqkslLjbqIgq4Vwrrr/43L6bJk4OBDvYcyE9k+w60nVW3L+qJPNXUFDAjz/+iJOTE6NHjwbAwcGBhx56iGvXrvHnn38C+n6w/v7+rFy5koKCAsPntVoty5cvx9PT0yig+uqrr7C3t+frr782BH4A1tbWhq6Ov/zyi8n+/Pnnn8yePZvZs2czffp0WrVqxebNm+nevTvPPfecodyBAwe4fPkyQ4cONdouwLvvvoubmxvLly8nv2jCjPKWv92CBQuMso7jx+vHKhUWFjJnzhyj8S/F606fPm1Sj62t6R8dd/ea65rhaKM/pkx1odn1WepCHFVlf+YQ1tCdf4aF8EKPhgxr7k1chppJv5wgPO7+HTCtydV/oViW8IViYWsLOh2FeVUzpuzqmnXk3rxJ0ylP1trunpXF2Un/ICIj0/RhBUBGVq5ROQAnR/3/p5v5THH54jK1kaOD/sYxI8v8mKHMrDycHEq/uUxKzuLBCd+ya38k/Xo15cWne/PkuAdwdLDht3UnOXchzqi8u5sDADOe78e5C3GEjfiMkE6zeOLZpaSkZvP+mw/Sr1eTCh5d9Si+Ri3M/P0FUNrYgE6HppRrVFtUj7KEeixsbI22V8x/zDj8HhtLQUoySbt2krh9GzmXL+HYvAXO7UrvslsT7C31QXB2ofnvhpxCDRYKBXalPNCyL/rezC4wfwOdU1R/8fYAHIq62WWZ2Xbxjbi9Ze3oimfY1wLz7ZRdoDGUqdztWpS43eK2Li5T2xnOkUo613LuUg+AXSnnjp2lBTNaNUGj07Ho4tW7lq3zFIrq+xH3rEr+2q1du5bExESmTp2Kjc2tm4hJkybx008/sWjRIgYNGoRSqeTxxx/nP//5D5s2bTJksHbs2EFcXBwvvfSSIUDKyckhPDwcPz8/5s+fb7LN4uAxIiLCZN2OHTvYsWOH0bIePXqwY8cOo1dPnDypH4Tbp08fkzocHBzo1KkT27Zt48KFC7Ru3brc5Yu5uroSGBhoVL54atjQ0FDs7OzMrouNjTUsGzNmDP/3f//HQw89xNixYxk4cCBhYWH4+/ub7Mud1Go16jtmbqzOV3CUx4c7IvlwRyR2VhaEetrzcq9GrJrcmdfXn2Pt2fJN11ybXF273mRZwMD+WNrVbNCQfuky17duJ3jUCOwDSj+XRP0VHOjOD19PIicnn5FP/JczEXE4O9rwyIj2vDl9IH16hDJq4neGjKqyqJtOUko2U1/+mdw8/d/sP/deYMa7f7D8uyk8O7kXO/fVjqx+/Pp1Jss8+w/AooavUZ1Wy43lP5F29C/8x47HqW07lNbWZF++RMyKX7n0n3mE/HMGdsGld92tbJMaNzBZtupqrGQ6RKV7PCTQZNma6Jhad65ZK5X8u11zAh3sWBp5lfDU2vdaEVH/VEnwV9zN8c53V/Tv3x9/f3/Wrl1LSkoKbm5uTJw4kf/85z/89NNPhuDPXJfP1NRUdDodMTExd52dMzvbdKDtvHnzePPNN9FqtVy9epXZs2fz448/Mm3aNH744QdDueKJZby9zQ+mLg7CisuVt3yx4jGMtysOcu+27vbsaNeuXdm9ezdz585l+fLlhm6snTt3Zv78+fTt29fsPoG+Pe5sw1mzZoHl3WcDK4vMPP0TspKyew4qS9LzCsyuu5ucAg2nYzOYtvI066d2Zd7w5uyLSiYlp/x11QbR6zaYLPPp0Q1LOztDNqGwhPcBaXJzQaHA0qZyu/7oNBouLF6KQ0AADYYOqdS6a6v0DH32rqRMnZODrVE5uJUldHa0IyUty2z5kjKJtUFmlj4b5eRg/oGPo4MNaRmlv4vq8w8fJcDPha6DPyYxSd8OOTn5fLVwD57uDjzzZE9GD2vLHxtOGW1336FLhsCv2K79keSpCwxdQ2uDhI2mD2jcunXH4rZr9M6MXDFtXh4oFFiUco0WZ/y0JdSjyTPNMKYcPEDK/n34jRmHe9itlwM7tWqNlYsLF+e8T9ya1YS88updt10Vngw1vSHfGnOT7EJNqRk2O0sLtDodOaXMuFmczbEvIQtlZ8j63KqnOJvlYGlJxh2ZrdIyktXNsK8lZPfsrSzIzK/8fc0yZPcsSb+jfntDVrD2BFZPmAn+tsckFJ1rxdnfyjnXSsrs2RWdOyVlBq2UCma1a047Nxd+vXKdFVE37rq9+4KMxasTKj34u379uuFN9nd7a/1PP/1k6ILZrl07NmzYQHp6OlZWVqxevZqmTZvSufOtGfOKg6KOHTty7Nixe9o3pVJJo0aNWLZsGdHR0fz44488/PDDhq6pxdtISDA/FX58fLxRufKWr2y9evVi8+bN5ObmcuTIEdavX88333zD8OHDOXPmDI0amX8Z98yZM3n1VeMbA5VKxZKPy/dibHOiUvU3vQ3d7DgTbzzjnKe9NQ4qS07H3vuTL41Ox6HoFFr6BNHG14ndl2vPu5nK424vWbf11o/zyb1tnE8xnVZLblIyNh7ulT7eT6NWG8Yb7nvmebNlTs7VZ91bvvAcHh3aVer2a0JOrpq4hFSCG3ihVCpMxv0Zxvfd9p6/S1HxdGwbQuOGPvx18pL58mbGA9YWV4rG+jUM8uDvc7FG6zw9HHCwV3Ey/Ppd67C3s6Zrx2BOn40xBH63O/DXFZ55sietm/sagr9LUfpZKtMzTbtC6nQ6srPVOJShu2l1afvf/5W4TuWlf+CnLuEazU9Owtrdo9Rr1EKlwtLZmfzkJHRarUk36+L6rW8bW5h59gwADk2NJ9oBsA1ogIWdHbnX7/77qyr9N5c8ZjOmeHyUmbF1SsDX1ob43Ly7jsECyNNoScrLx9fWBiWYjMUqrv9G9q2AOiYnj2Yujvjb25BxxwOb4vLmxgPWhGu3ja+LSDXeV3cbK+ytLDmbXPkTnl3PzKWluyMNHG1JTzb+7m5wl3GINWXotpJnvI4t+t37mRk6oQR8bG1IKMO5ptZoSc5T41PCuVZcf4yZB7XWSiWz2jWng4crv0XdYNml0t9vLER1qfQBPUuXLkWr1dKzZ0+mTp1q8vPkk08CGE2CMnHiRPLy8vj9999ZvXo1WVlZPPHEE0b1Ojo60rx5c86fP09aWlqF9lGhUPD555+jUCiYOXMmWq3+km7fXj9Ifvfu3Safyc7O5tixY9ja2tK06Eu3vOWriq2tLX369OGTTz7hrbfeIjc3l+3bt5dYXqVS4eTkZPRTWd0+j0TrZwULa2Q67jAsRL/s8LW0Cm3DuyhjUVDaX+46yqWpftxT6tlzJuvSIy+hVatxaVL5Y6MUlpb49Oph9qc4IHVv1xafXj2w8agbU36Xxb7D53Gwt6FbJ9PrdECYfur8A0dudSffd+Q8AP2L1hmV793WqExtdOio/kXafXqEmqzr26OJUZmSWBdlJdzNvHJFv9weAHX+rSfr+49cBqBJiOkkKe6u9ri7OXA9xnSmwdrIPlTfTlnnz5qsy74UiVatxr6M16hDaBO0ajXZly+ZrMs8d9ZQppiuKMtg7nUO2oICNHlqFLVk/NrtTqfoe8B08nAxWdfKzQlbSwtDmdL8nZKOraUFLc3MstjZw7WoTIZRef22TadiL152OqV2dMc7cVO/Hw/4upis6+bralSmMh0vqrObj2kbVeV2q8LfRTNzdjBzrrV01Z9r4WV80Xp4aga2lha0MHOudSyq/86Xtt8e+P1+9QaLI6+Wa//rNGU1/oh7VqnNp9PpWLJkCQqFgmXLlrFw4UKTn6VLl9KtWzf+/vtvQwZvwoQJWFhY8OOPP/Ljjz+iUChMgj+A6dOnk5OTw7Rp08x274yKiuLq1atl2td27doxevRoIiIi+PnnnwH9OMCQkBA2b95smJSm2Jw5c0hOTmb8+PFYW1vfU/nKdOjQIfLMTCZQnIW0qeQugWV1ICqF6NQcRrbyoYW3g2G5o8qSF3o0RF2o5Y+/b2UbvBysCXG3M+km2trXfLY0rJE7g5t5kZ5bwIkbaVVyDDXNzscH5yahpEVcIDn8jGG5trCQq6vXAuAT1tPoMwWZWeTExVOQee9PhC2srWk6eZLZH6ei93EGDhtC08mTcAg0HdtT27m7OtIkxA93V0ej5YuW68cDz3ptDFa3dSUb1Kctvbu3ZPue00bvEly14TBp6dk8N3kw/j633g3m7+PGs08OIjE5g3Vbjlbx0dy7fYcvc/VaMg8Nb0vLZr6G5Y4OKqb/ow/q/EJ+W3vCsNzLw5HGDT1xvK2baGp6DpFXbhLg58qERzoZ1e/kaMNzU3oBcOCvy4blh45GcfFyAmHdGhPWzfi1BjNfGQTAui3hlXegVcjGxwf70CZkXbhAxplb+6wtLCR+nf4ade9hfI0WZmWSFx9HYZZx0ObeKwyA+HVr0d7WfSzjTDjZFy/g0KIF1rdN4mVX9EqIm1s2oy0w7j6bsGE9aDVms4I17UZ2LqdT0mnv7kKX227KLRUKphR1F9103bgXjZOVJQ3sbU3ei7axqNyUJoFY3jbxQxcPF9q5O3M0MZWbebfGte+OSyKroJDRQb543Pb+Pw8ba0YH+ZKWX8D+hFvv7KxJfyWkcSMzlyFBXjRxsTcsd7CyYEqLBuRrtGy4equdPGysCHa0rfBkLNuvJZGZX8jYJn542d5qIy9ba8aG+pGaV8CuG3Wjp01MTi7hKem0c3MxCvgtFQomNg4CYMsN494ZTlaWBNiZnmubi8pNCgkyOtc6ebjS1s2F40nG51pxV88OHq6suhpz/0/wIuqkSn08uHPnTqKioujdu3eJXQ4BpkyZwqFDh1i0aBGdOnXCx8eHAQMGsG3bNpRKJT179iQ4ONjkc8888wyHDx9m2bJlhvfi+fn5kZCQQEREBEeOHGH58uVmP2vOrFmzWLNmDe+//z7jx4/H0tKSpUuXMnjwYIYNG8Zjjz1GUFAQhw4dYvfu3YSEhPDRRx8ZPq9UKstVvjLNnz+fXbt2ERYWRsOGDbGxseHEiRPs2LGDRo0a8dBDD1XJdkuj0el4Y8M5fpjQgZWTOrP+bDzZ+RqGNPOigYstc7Zf5Eb6raD19b6hPNbWjxnrzvD737dmB9wwtSsRNzOJuJlFXEYedlYWNPN2pGugK/kaLf/acJbcAuNOGM91DybEXf9l2SHA2bDs0aKXym+7cJNtFxOrugkqRegTEzg57z+c/epbvDp3wtrZieS/z5ATG4tfvz44Nw4xKh+zcxfR6zYQNPJBgkeNMFoXsWip4f/z09NNlgUOG4Kdb+19NcHdTB7Xl+6d9Te6LZvpA9Ip4/sS1k3/Lr6DRy+w9NddADw7eRDv/PNR5nz2Ox9+tspQx95D51j8y06eGt+PQ5vmsWXnSXy8XHj0wW4kp2by6rtLjbaZlp7NP99dypLPX+DgprmsWn8YgEdGPIC7qwMTX/iCrFrShcwcjUbLjHf/4Jf/TWHND/9gzaa/yc5RM3xgKxr4uzL7Pxu5HptmKP/2Pwcz9qGOvPzWb6xYcysonDV/I8u+msSnHzzC6GFtOXM+FmcnWwb3bY6HuwMbtoaz79Ct4E+r1fHy26tYtfhpfv7vZDb9eZa4hHS6dAimQ5sGnD4bw1cLd1djS1RMwPgJRH48n6v//QaXjp2wdHYm80w4ebGxuPfpa/LevqRdu0jYuB7v4SPwGTHSsNyhaTPcevQi5cA+Iud+gGOr1hSmp5N2/BgW9vYEjB1vVI9H7z6kHj5IVsR5Lsz+N44tW6GwsiLn8mVyrkZh6eiIzwjj1//UFp+fvcwXD7ThvY7N2R2XRIo6n66erjR0tGf11VjOpRkHxqODfHkyNJBlkdf44dKtrqynUtLZeD2e4Q18+G+PthxJTMVNZU0fXw8y8gv46twVo3qyCjV8ee4KM9s24b/d27I7Tv8wp4+vB05Wlnxw6gK5pYz/qi4aHXzwVyRf9WnF/wa0YVt0IjmFGvoFeODnYMNnJ68Ql30r2HixbUNGNPJm9uELrI+61Q3ZxdqSV9rfug+zVChwUVkxu+utLPL/nbxCWtH4vsyCQuYfv8Scbs34eUh7tl3Tt9GgQA+cVZbMPBBhmN2yLvjq/GU+6dKGd9s1Z098EqnqfDp7uhLsYM+6a7GcTzc+10YE+vFESCA/Xb7Gz5evGZb/nZrO5hvxDA3w4ctu7TiamIqryprePvpz7duIy0b1vNS8MR08XElR55Or0ZidmGZ7TIJRwHhfkVk464RKDf6Ku3JOnjz5ruXGjh3Lyy+/zC+//MKnn36Kra0tEydOZOvWrWg0GrNZP9B311y6dCnDhg3jf//7Hxs2bCArKwsvLy9CQ0NZsGABAwYMKPP+tm3blocffphVq1bxww8/8NRTT9GzZ08OHz7M+++/z7Zt20hPT8fPz4+XX36Zd955Bw8P4/dflbd8ZXnuuedwdnbmyJEj7NmzB51OR2BgIG+99Rb//Oc/q2ycYVkcik7l0WVHeTUshAdbeGNloSTiZhYf7Yxkwznz4yPvNH9nJN2C3ega6IqbnbV+sp+MPH4+cYPFR65xKdk089s7xJ1uQW5Gy/qE3Gr/G+m5dSb4s/f3o8M7bxL1x1qS/w5Ho1Zj5+NN48fH49e35LG05iQcPHTXZT49utXZ4K9756ZMfKz3Hcua0b1zM8O/i4O/u3nxzYWcjbjGUxP688KUIWTlqFm39SizPl5BVLTpuK5fV+8nOSWT118cxcQxvdHpdJwMj+KjL1eza/8ZM1uoXQ78dYVRT3zHv14cwKihbbC0VBIRmcCcTzaztozZt537LjLi8f/y/FO96NIhmG6dGqLOLyTy8k0+/XYnS389bPKZk39fZ+i4r/nXCwPo+UAIjg4qYuLS+fz7XXz+/W5ycuvOBE42fv6EvvEW8evWkHEmHK1ajcrbG/9xE3Dv3adcdQU8/gQ2/v6k7N9L0s4dKFU2OLdrj8+o0ag8jbvJWtjaEvrGTG5u3UL66VOkHDoIWi1Wrq64h/XGa+gwrF3dSthSzYrOyuWFQ3/zVGggD3i6YmNhwY3sXD4/e5l118o3TvazM5eJysxheANvHg7yI1ej4UB8MosirxGXY/rw5c/YRNLzC5gQEsCQAG90wMX0LH6+fJETybWrO+Oxm+lM/fM0z7QOYlCgJ5ZKBZfSsvnidBTbr5m+n9McWysLRjQynozOTmm87Lsz0YbgD2Dz1UTS1IU81aIBIxt6o0PH+ZQsFp29zl8JaZVybNXlWnYOrxw5zZONg+jioT/XYnJy+er8JTZeL9+59uW5S1zNymZogA+jAvXn2sGEZJZdiiYu1/hc87bV97pyU1mbnZQG9N2Q79vgT9QJCp1Od38OnBLlFjSn5HGCwlT0OwP5x/7dNb0bdc73PftgGzi+9ILCIPfaL/i0mFnTu1HnxJ+bx5hdFZ/Iqj5Z2TfsrhO3CPN2DO1Bx1/21fRu1CnHx/e668QtwrzNg3qWXqiGNHpxdbVt68pXNdPD7X5Q+0aFCyGEEEIIIeoWedVDnSDz5QghhBBCCCFEPSCZPyGEEEIIIUSF6GTClzpBMn9CCCGEEEIIUQ9I5k8IIYQQQghRMZJSqhPk1ySEEEIIIYQQ9YBk/oQQQgghhBAVI7N91gmS+RNCCCGEEEKIekAyf0IIIYQQQoiKkdk+6wTJ/AkhhBBCCCFEPSCZPyGEEEIIIUTFyJi/OkEyf0IIIYQQQghRD0jmTwghhBBCCFExkvirEyTzJ4QQQgghhBD1gGT+hBBCCCGEEBWikzF/dYJk/oQQQgghhBCiHpDMnxBCCCGEEKJiJPNXJ0jmTwghhBBCCCHqAcn8CSGEEEIIISpGIZm/ukAyf0IIIYQQQghRD0jwJ4QQQgghhBD1gHT7FEIIIYQQQlSMpJTqBPk1CSGEEEIIIUQ9IJk/IYQQQgghRMXIhC91gmT+hBBCCCGEEKIekOBPCCGEEEIIIeoBCf6EEEIIIYQQoh6QMX9CCCGEEEKIilHKmL+6QDJ/QgghhBBCCFEPSOZPCCGEEEIIUTGS+asTJPMnhBBCCCGEEPWAZP6EEEIIIYQQFaKT9/zVCQqdTqer6Z0QQgghhBBC1F1Bc7ZX27ai3xlYbdu630jmTxg89Oe+mt6FOmX1gF48unNvTe9GnfN7vzB8Wsys6d2oU+LPzcM2cHxN70adk3vtF7lGy+n3fmH033ygpnejztkxtAcPrNpf07tRpxx+pCe9N8i5Vl57HuxR07tQMhlMVifIr0kIIYQQQggh6gHJ/AkhhBBCCCEqRsb81QmS+RNCCCGEEEKIekAyf0IIIYQQQoiKkff81QmS+RNCCCGEEEKIekCCPyGEEEIIIYSoB6TbpxBCCCGEEKJipNtnnSCZPyGEEEIIIYSoByTzJ4QQQgghhKgYSfzVCZL5E0IIIYQQQoh6QII/IYQQQgghRIXolIpq+7kXR48eZdiwYbi4uGBvb88DDzzAypUry3ZsOh2bN2/mueeeo02bNjg7O2NnZ0fbtm2ZO3cueXl5Zj+nUChK/Jk8efI9HUdFSbdPIYQQQgghxH1r165dDB48GBsbG8aNG4ejoyOrVq1i7NixXL9+nRkzZtz182q1mmHDhqFSqejTpw+DBw8mLy+PrVu38vbbb7NmzRp2796NnZ2dyWeDgoLMBnrt2rWrpKMrHwn+hBBCCCGEEBWjqJ2D/goLC5k2bRpKpZK9e/cagq53332XLl268NZbb/Hoo48SFBRUYh0WFhbMmTOH559/HldXV8PygoICHnnkEdavX8/XX3/Nv/71L5PPBgcHM3v27Mo+rHsm3T6FEEIIIYQQ96WdO3dy+fJlJkyYYJRtc3Z25q233iI/P59ly5bdtQ4rKyvefvtto8CvePnMmTMB2LNnT6Xve1WQzJ8QQgghhBCiYmrpe/52794NwKBBg0zWDR48GKhY4GZlZQWApaX5sCotLY3vv/+epKQk3Nzc6NGjB61bt77n7VWUBH9CCCGEEEKIOkOtVqNWq42WqVQqVCqVSdnIyEgAQkNDTdb5+Pjg4OBgKHMvFi9eDJgPLgFOnz7NM888Y7RsyJAhLFu2DC8vr3ve7r2Sbp9CCCGEEEKIilFU38+8efNwdnY2+pk3b57Z3UpPTwf03TzNcXJyMpQpr82bN/Pdd9/RvHlzpk6darJ+xowZHDx4kKSkJDIyMjh48CBDhw5ly5YtPPjgg2g0mnvabkVI5k8IIYQQQghRZ8ycOZNXX33VaJm5rF9VOnr0KGPHjsXZ2ZnffvvN7PYXLFhg9O9u3bqxYcMG+vXrx549e1i7di0PP/xwde0yIJk/IYQQQgghRAUpldX3o1KpcHJyMvopKfgrzviVlN3LyMgoMStYkmPHjjFo0CCUSiVbt26lZcuW5WgnJdOmTQPgwIED5dpuZZDgTwghhBBCCHFfKh7rZ25cX3x8PFlZWWbHA5bk2LFjDBw4EK1Wy9atW+ncuXO598nDwwOA7Ozscn+2oiT4E0IIIYQQQlSIQlF9P+XRu3dvALZt22aybuvWrUZlSlMc+Gk0GrZs2ULXrl3LtzNFjhw5AujfAVjdJPgTQgghhBBC3Jf69+9Po0aNWL58OadOnTIsT09PZ+7cuVhbWzNp0iTD8ri4OCIiIky6iR4/fpyBAwdSWFjI5s2b6dat2123Gx4eTkFBgcnygwcPMn/+fKysrHjssccqdnD3QCZ8EUIIIYQQQlRIeTNy1cXS0pKFCxcyePBgwsLCGDduHI6OjqxatYro6GgWLFhglIGbOXMmy5YtY8mSJUyePBmAlJQUBg4cSFpaGkOGDGH79u1s377daDsuLi688sorhn9/8sknbNy4kZ49e9KgQQOsrKw4e/Ys27ZtQ6FQ8PXXXxMSElINLWBMgj8hhBBCCCHEfatv377s37+fWbNmsWLFCgoKCmjdujXz589n7NixpX4+IyOD1NRUALZs+X/27js8imp94Ph30za99w4h9F5CT2gCglKsgCIB5OrVawN/KuoVRBGxwLU3EFAEG1JFeuhdWiiBAIGE9N777u+PzW6ybCoJJJH38zx5Hjhz5szM2ZmdPfOec2YLW7ZsMcjj5+en1/gbO3YsGRkZnD59mu3bt1NUVIS7uzsTJkzgxRdfJCgoqMGOry6k8SeEEEIIIYSoF0VTDf2VCQoK4q+//qox3/Lly1m+fLlemr+/P2q1uk7bGz9+POPHj6/TOneCjPkTQgghhBBCiLuANP6EEEIIIYQQ4i4g3T6FEEIIIYQQ9dLEe32KMhL5qweFQsGgQYMaezeEEEIIIYQQokb1ivxNmzaNZcuW4ejoSFxcHEqlsqH2q0bLly9n6tSpemkKhQJbW1s6derEtGnTDJaLxlOYmEDyxnXkXopAVVSImasbDgNCcBg4qE4DhNUqFel7w0g/sJei5CSMlEqs2rTHdcx4zJxdqlwn4/BBMg7tpzA+FnVJKaYODli0DMD94UkYm5s31GE2qMLEBBI3rCPn4kVURYUoXd1wHBiCY3BInessdU8Yafv36erMum073MeMx8xFv84SN20g6c+N1Zbn0K8/3pNDb+WQbouuHb35v/8Mo2dXX0xNjLkQmcA3K/azYUt4rctwc7HhP0+GENKvFd4eDuTmFXL1eio//nqUP/48hUplOMhboVAwYXx3JozvSdtAN0xNjYlPzOLYyWu8MX8juXlFDXmYDWrC+AH0D2pDt04t6djGB6XSlBkzv2Ll73vrVI5CoeDpKcOZNmkIAf7u5OQWELb/LHM+/IVr0UmVrjMsuDOv/GccXTtqBs+fDI/i/c/WsvvAuYY4tDtKrtG687Y0Z2prP7o52WFubMSN3AI2xiSwMTqhTuUogLF+Hoz2ccPL0pz8UhUnUjL4/tJ14vMLDfKP8/Mg0NaK1rbW+FlbYmykYOaRcE6nZTXQkTWsdg7WzGjvSydHW0yMFFzJzGV1ZBw7Y1NqXYapkYLJrb25188VVwslWUXFHEhI55tz10kvNHz3GICJQsHDrTwY7uOCr7UFAAl5hZxMyeSjU1cb5Nhup7Z21kxt40MHB1tMFAquZufx29VYwuJTa12GqZGCSQHeDPd2wcVcSXZxCYcS01hyMZqMIv16a2VrRbC7Ez1d7PG0VGJlYkJKQRFHk9P58fINUgqa7n3gdpDIX/Nwy42/7Oxsfv31VxQKBWlpaaxbt65WU6U2tKFDhzJgwAAASkpKiImJYf369UybNo3z58/z4Ycf3vF9EvoK4+OI+ngB6uJibLv1xMTenpyzZ0j45ScKE+LxeGRSrcuKX/0jGQf3ofTwxHHQUEoyMsg6eZzciHP4v/w6Slc3vfyq4mJuLPmKnLNnUHp5Y9+nPwoTE4rT0sg5F47qvrwm2fgriI/jyofvoy4uxq57T0zs7cgODyfu558oTIjD89Ha11nsqpWkH9DUmdPgIZRkZJJ54jg5F84T8MpsvTqzat0G1yrKSTuwj5KMDKzbd6jn0TWc/kEtWf3dVAoLS1i3+Qy5eYWMvqcj3y6ahKf7n3y9fH+NZfh6O/DXz8/gYG/J7gORbAuLwMZaycih7fl84SMM6NOSF99Yo7eOmakxS/73GMMHt+NcRDy/rDtBUVEJXh72DB3YhoU225t042/uy4/g5+NCcmoWCUkZ+PlU/uCkJp+//yTTJg7h3MUYvly2BQ83Bx4c3YehwZ0IGfsWV67p/6CfMH4Ayz55lqSUTFb+pmloPnh/H/786XUef+YT1m4+Wu9ju1PkGq07P2sLPu3TGTNjI/bEp5BaWERvFwde7BCAn5UFn1+IqnVZL3UMYLSPO1HZuay9Ho+T0owQD2d6Otvzn0NniM0r0Mv/XPuWAKQUFJFRVIyTuVmDHltD6u5ixycDOlBUqmL7jRTyiksZ7OXE/D5tcTsTxarI2BrLUAAf9G1PX3cHwlOzCItNwcfagjH+bvR0sePJsNNkFJXorWNjasz/BnSkg6MNZ1KyWBeluX49rcwZ5u3S5Bt/3Zzs+LB3e4pKVeyKSyGvpJRgDyfm9miLy/kofr0aV2MZCmB+z3b0dnXgXHoWe+JT8bYyZ7SvG92d7fj3gTNkVqi3mZ0C6OBgw/n0bHbFpVCkUtPe3ppx/h4M8nDmuYPhROfm38ajFqLubrnx98svv5Cbm8vMmTP53//+x9KlSxul8Tds2DBee+01vbRr167RsWNHPvvsM+bNm4eFhcUd3y9RLv7nlajy8/F55gVsOnQCwPW+cVz/9GPS9+zCrmdvLFvW/JLL3EsRZBzch2Wr1vg9NxOFieb0te3Vm5gvPyHh11X4/eclvXWS1q8h5+wZXMc+iPPwe/WWqVWqBjrChhe3+idU+fn4P/s8Nh01deZ2/ziiPllE6u4w7Hr1xqoWdZZzMYL0A/uwCmyN//MvYVRWZ/a9grj2xafE/byKFs+X15l16zZYt25jUE5xVhZJf23G2Moa2y7dGugo68fY2IiP5j2ASqVm3BPfci4iHoCPv9zJX788y+wXR7Bp21luxGVUW84zU4NxcrTmzfc2smTlQV36/MVb2bX2eSaM78lHX+zUK+eNmSMZPrgd7378F58v1Y+WNfWprgH+/eq3XIlKIDo2hZefGcM7r02scxnBfdszbeIQ9h2+wOjH5lNcXArAL+sOsP6H11j8TihjJr+vy29vZ8WieVNITs2i36jXiU1IA+DjrzZw6K8FfDJ/Otv3nCEnt6DS7TU1co3W3QsdArA2NWH2sXMcTckAYNmlaD4M6sB4f092xadwPiO7xnK6Otox2sed02mZvHL0HCVl06/viktmQa8OPNe+Ja8dP6+3zuvHz3MpM4f0omJe7BDA/b7uDX58DcFYAbO7t0Klhqf3hBOZmQvA0gvRfD+kC0938GNXbAoJeYbRzYpG+bnS192BrdFJzDl2SZc+voU7r3ZvxVMd/Fh48oreOm/0aE07B2veOnqRbTHJBvvVlBkr4OXOAajU8Pyhs1zO0tTbisgYvh7QhRlt/NgTn0piJVHhikZ6u9Lb1YEdscm8c7K83sb4ujOrcwBPtvHj4/DyetsRm8z8k5cMHjZMDPDi6Xb+PNPen9eOXWjAI23aFDKYrFm45Y9p6dKlmJiY8MorrzB48GB27tzJ9evXAcjLy8PGxqbat9Z37twZCwsLsrLKu1yo1Wq+//57+vfvj62tLZaWlvTs2ZPvv/++Tvvm7+9PmzZtKCwsJDvb8EZy5swZJkyYgIeHB2ZmZvj5+fHcc8+Rmlp5t4AlS5bQsWNHzM3N8fHx4ZVXXqGgoPIfKIMGaboxFhQU8OabbxIQEICpqSlz584FyscJxsbGMmnSJJydnbGxsWH06NFcvap5qnbhwgXGjRuHo6MjNjY2PPTQQyQmJhpsKywsjHvvvRdPT0+USiVubm4MHDiQb7/9tk71dTsVJiaQd/kSlq3b6hp+AAoTE1zuHwdAxoHadTVLL8vnct84XcMPwKZDJywD25B74RzFaeWfYXFGOml7wrAMCDRo+AEojIxQGDW9b6rCxARyIy9h1bqN7kclgJGJCW73jwUgff++WpWVVpbP7f6xuh+VADYdO2HVug05F85TlFZzd5iMwwdBVYp97z565TSmAb0DaOHrxNo/T+safgDZOYV8+u1ulGYmPDK2e43l+Ho7ArBz30W99KzsAo6c0HynOdpb6tLdXW2ZNqkvh45HGTT8QPM9Vtd3Ad1pYfvPEl2H7mOVmTZxCABvf/SrruEHsG33afYcPMc9IV3w8XTSpT8wujcOdtZ8tXyrruEHEJuQxtcrtuHiZMuYkb3qtU93ilyjdedtaU4XRztOpmboGn4AJWo1yyKjARjl41bF2vq0+ZZditY1/ACOpmRwKjWTXi4OuN4U2TuSnE56UeVdHZuSHi72+FhbsC0mWdfwA8gtKWVFxA3MjI0Y5VtV7Lfc2Baaxu1X567rpa+NSuBGTj4jfF1RVrj/dXC0YZCXE1uikw0afgClTfsrjW5O9nhbWbAzNlnX8ANNva28HIOZsREjvWuut/t8NefWtxH69bYhOoHY3HyGeblgVqHe/rgWb9DwA/jlSiwFpaV0cbK71UMS4ra5pV++58+f5/DhwwwfPhw3NzeeeOIJVCoVy5YtA8DS0pIHH3yQq1evcvDgQYP1T58+TXh4OGPHjsXW1hbQ/GB67LHHmD59OsnJyUyaNIknn3yS3Nxcpk+fzssvv1zr/bt+/ToXL17E29sbV1f9i33Dhg0EBQWxYcMGBg0axIsvvkinTp34/PPP6du3L+np6Xr533nnHWbMmEFKSgozZszg4Ycf5pdffuHhhx+udh8efPBBli9fzuDBg3nhhRdo0aKFbll6ejoDBgwgKiqKKVOmMGjQIDZv3sw999zD2bNn6devHzk5OUybNo2ePXuyZs0aJk7UfzL/559/MnToUI4cOcKIESOYNWsWY8aMobCwkB9//LHWdXW75UVqflBbt2tvsMwyIBCFmZLcy5cMllVVlsJMiWVAK4Nl2m5OuZHlZWWd/BtUpdh270lpQQGZRw+TsnUz6Qf3U5yRblBGU5F7SXMMlXXdsmoViJFSqXec1ZYVeREjZe3rrCppBzTdJx37D6jVdu+EfkGaa2r3gUiDZWEHNMfUt1cLg2U3u3hZ07Vp6ED9aIqtjTlB3fxITM7i0pXy8Wv3De+Iqakxm7aGY2VpxgP3deW5GSFMfKAH7q62t3w8zU1w3/bk5BZw6PhFg2U79p4BYECfduX5+2i+A3aWLdPLv+c0AAN7tzNY1hTJNVp32h/Bxys0/LTOpmWRX1JKF8faXT9dHO3ILynlXLrheL1jKZrv9s6OzfNHd3cXzX4fSTS8Rx0uS+vmUv2xmRkp6OBow7XsvEojhEeTMrA0Maatg7UubZi3MwC7YlOwMzPhPj83nmjjzUgfF2zNmt7DhJt1c9KcO8cqOb+OJWvSujhVf36ZGSlo52DD9Zy8SiOEx1MyNfVmb13J2vrUQIlKTWkTfxDY0BSKO/cnbt0tXdFLly4FYPLkyQA88MADPPPMMyxbtoy33noLIyMjJk+ezIoVK1i5ciX9+vXTW1/bONGuD5ro2urVq5k6dSrffPMNpqamABQVFfHQQw/x8ccfM3HiRHr06KFX1o4dO3RRuJKSEm7cuMGGDRuwsrJi+fLlenlTU1OZPHkyzs7OHDhwAD8/P92yn3/+mYkTJ/LWW2/x2WefAXD58mXmzZuHl5cXJ06c0DUk586dS1BQULV1FBcXx5kzZ3B0dDRYdubMGV566SUWLVqkS3vmmWf46quvGDhwIHPnzuWFF14ANI3i++67j82bN3PixAm6d9dEMr7//nvUajVhYWF06dLF4DibiqIkzY9mMxfDJ7oKIyPMnJ0pjI9DXVqKwti4ynJUhYWUZGai9PSqNFqnLb8ouTxCWhCteXJXmp/HlXlvUJKZWb5tExNcxz6A05Dht3Zgt1FhkuYYlC6GTykVRkaYOjVMnWnL135GVcmNvERRUiIWLVpi7ulVl0O5rVr6aX6sRF03jGAlp+SQk1tIi7I81fni+33cM6gd814bzZCBrTl/MUE35i8/v5ipz62moLB8jEeXDpo6sLWx4MDmWXoNvsKiEuYv2sK3Pxyo7+E1aZYWSjzcHDgbEV3pZDiXy8YKtfIv71rXqiwSoV1Waf4WTbMr3s3kGq07L0vN8IvYSrr1qoD4/AL8rC0xUkAlp5SOubERzuZmXM3OpbKO+9ryva2a53APn7JJVmJyDMeJpRUWk1tcgo919ePUvawsMFYouJFTeQ8lbbqPtQWnUzUNaG2DxsfanLm9WmNtWv7zMLe4hAUnLrPjRv16C9xO2s/7RiXj69IKi8krKa3xnPC0NMdYoaj0HK1YtreVOWdqmChokIcT1qYmhMU13ToTd686R/6Ki4v58ccfsbW1Zdy4cQBYW1szfvx4oqOj2bFjBwCDBw/Gy8uLX3/9leLi8q4WKpWKVatW4eLiwogRI3Tpn3/+OVZWVnzxxRe6hh+AmZkZ8+fPB2D16tUG+7Nz507efvtt3n77bebPn8+KFSvIzs7mkUceoVOnTnp5f/jhB7KysliwYIFeww9gwoQJdO/enZ9//lmXtmrVKkpKSpg5c6ZeBNHW1pY333yz2np6++23K234aevr3Xff1UvTRvacnJx4/vnndekKhYIJEyYAmojpzSobz+jk5GSQVlFhYSFZWVl6f4WF1feDv1WlBZovS6Mqxl0amZuDWo2qsPpxPqX5ZeWYV1MOoMov/+IvydZ8OSdv3ojSy4eAN+fR5uPP8fn38xhbWZO45leyz9V+Rsg7RVtnxlXUmbG2zqroeqwrJ7/6crSfSWl+9YPR0w42zYiCTdkPoKycys/d7JwCbGv4kQSQkprDfZO+Imx/JEMGtuE/T4YwZUIfbKzN+W3DSc5fjNfL7+So+ZE065khnL8YT/D9iwnoOYfHn15OWnou8167jyEDW9fz6Jo2O1tNN9is7LxKl2eV/XDV5gOwtdH8O7OSdbT5tXmaOrlG687KRNMIzi0pqXR5XkkpxgoFltU0ljXlaBoluRW6GuuXU6K3vebG2rSsnqo4vtySUr2GWXVl5BRXXte5ZenafAAO5prfXc92bMGeuFQe2HKMYRsOMefoRdTAnF6taWXbdK9PqxrrraTGc8KqrF6rqre8Ek3ZVjV0q3YxN+O5Di0pKC1l6cXoavP+0xgp7tyfuHV1jvytX7+e5ORkpk+fjnmFWRKfeOIJVq5cydKlSxk+fDhGRkY89thjfPDBB2zevJmxYzXjIHbu3El8fDzPPfccJmUXUF5eHuHh4Xh6erJw4UKDbWobjxEREQbLFixYoJvwRaVSER8fz7p165g1a5YuWmZnp+kicfjwYQCOHDnClStXDMoqKCggJSWFlJQUnJ2ddY2tgQMHGuStLK2i6iKDgYGBWFrqf4l6eHgAmrGQN08YoV0WF1c+U9WECRP4448/6NOnD5MmTWLo0KEMHDgQZ+eaIx0LFizg7bff1kubM2cODBha47qVSfpzvUGa0+B7MLZs5BtFWXcLExsbfGb8GyMzzatIbDp2hsemEPPlJ6Tt3KY3FvFOSdy0wSDNeciwxq+zm5Tm55N54m+MlErsejSP8Vh15e/rxA9fPEFeXhFjHv+asxHx2NmY8+D93Xjt+XsY1D+QsZO/0UW4jMruOilpuUx/4SfyCzTfTzv2XmTWW3+w6pupPB06kF37atftTzRNco3W3ROtfAzS1lyLI7ek8h/koukwQvO9diUrl3eOl3el3xqTjJWpMa90a8UjrTx578TlxtrFZsHW1IQPgtrjoDTlvVORxMhMn6IJqnPjT9vl84knntBLHzp0KF5eXqxfv560tDQcHR2ZPHkyH3zwAStXrtQ1/irr8pmeno5arSY2NtagUVJRbm5ulcsAjIyM8PLy4tlnnyU+Pp758+fz+eef88YbbwCQlqaZZOCLL76otpzc3FycnZ3JLOsmePO4QQA3t+oHple3XDvOsSJtQ7i6ZRUjqA8//DDr1q1j0aJFfP3113zxxRcoFAoGDx7Mxx9/TNeuXavc/uzZs5k5c6ZemlKpZMK+W5tmPWWz4Tun7Pv0x9jSEuOySJ2qiifXqoICUCgwUlYfodE+GVcVVFMO+hFG7b+t2rTXNfy0rNt1QGFiQn70tWq3e7tU9p4uh7799Oqsqqf9pdo6q+EVFcY1RA1UNUQdADKPH0NdVIR9vwFN7pUY2WVdl2ytK3+/qI21ORlZNd94P5n/EN6e9vQe8SHJKTkA5OUV8fmSPbg4WfPUlAGMG9WFPzad0tvuvkOXdQ0/rbD9kRQUFuu6hv5TZWZpondVRepsy7quafNBeZTQzsaStIycSvNXFUlsDHKN1t2UQF+DtK2xSeSWlOoagFVFTSxNjFGp1eSVVt9Q1EYOrUwrj+JYaiODzbTBmVMWuarq+KxMjMmuIjJ1cxlVRQjLI1ylFdbRlLk/Ps0g/764NF7pht4YwaYmt8Z6M6mx3sojolWfo1B19NrW1IRFfTrgb2PJovArbI81nDjnn07G4jUPdWr8xcTEsG3bNgBCQkKqzLdy5Uqef/55OnbsSNeuXdm0aROZmZmYmpqydu1a2rRpQ69e5U8otQ2eHj16cPz48Vs5DgO9e/cG4NixYwbbCQ8Pp2PHjjWWoY0YJiUlGXQTrWz2zYruxHTvY8eOZezYsWRnZ3PgwAH++OMPli5dysiRI4mIiMDe3r7S9ZRKJUpl5T+Yb0X7L5ZUucysrOFccSyellqloiglBVMn52rHxQAYKZWY2NlRlJKCWqUyGB+jLb/i2EKlmzvZVP7DSWFkhJG5eY3dsm6XTl99V+Uy7Tu9CpMNx/moVSqKU1Mwq0OdFadWXmfa8s0qebihlXZAMxNhU+xOdrVsrF8LP2fOnNd/f5OLszXWVkpOhsdUW4aVpRm9e/hz+lysruFX0YGjV3lqygA6tfPQNf4uR2lu6JnZhueOWq0mN7cQ61p0N23O8vILiU9Mx9/HFSMjhcG4P934vgrv+bsclUCPLgG0auHO0ZOXK89fyXjAxiLXaN0N/avqsa6xeZqGrJeV4bVhBHhYmJOQX1DteD+AglIVKQVFeFiYYwQG4/605Vc29qs50I7187G24GKG/gNvR6UpVqYmnE83/K6qKC63gFK1Gu8qvoe06RXHFUbn5NPe0abSLo/aRpPSuOnNjq1VPh7PgkuZhvVmaWLMhRpeIxKXV0ipWl3pOaotW7Mtw+9+bcMv0M6axeFX2Bhd/W9EIRpTna7k5cuXo1KpGDBgANOnTzf4mzJlClAeHQRNhK+goIDff/+dtWvXkpOTw+OPP65Xro2NDe3atePChQtkZGTU/6hAN2unqsK73LQNwkOHDtWqDO1EKvv2GU7ZXVlaY7GxsWHkyJF8++23hIaGkpiYyJEjRxp7twCwDNTMoJhz4bzBsrwrkaiLCrFqVbvxUZat2qAuKiTvimG3k5zz58rylJdl1botAIUJ8Qb5S7KzKc3JwdSx+vGRjcEqUHMM2mOqKPdyJKrCQl2e2pSlKqy+zqqq/4LYG+Rfv4bSw7NW72G80w4d07wQelD/QINlg/u31stTFbOyJ7xODpVHsJwcrAAoLCp/Qr7/iKbLeOsAwx/kTg5WODlaExPbdGeTbSj7Dl/A2sqcvj0N3zk3LLgzAAeOlHfV33dE866roWXL9PKHdNHL09TJNVp3p8smyOjpbG+wrKOjLRYmxro8NTmTlomFiTEdHAx7yvRydijLU7uympqTKZoeR73dHAyW9SlLO5mcabCsokKVivNp2fjbWOJuafigN8jVnrySUiIqNCKPJ2nKbFFJNL9F2Vi/+BreLdiYTpV93r0qOb96uWjStJPbVKVIpSIiIxs/a0vcLAzrraeznabebu65UKHh97+zV1h3vek8xLrTZLbP5qHWjT+1Ws2yZctQKBSsWLGCJUuWGPwtX76cvn37cubMGV0Eb9KkSRgbG/Pjjz/y448/olAoDBp/AM8//zx5eXnMmDGj0u6dUVFRXLt2rVb7WlBQwJdffglAcHCwLn3q1KnY2NjwxhtvcO6c4U07Ly9PNy6w4r4vWrSIpAqzrWVlZRlM2HKn7d27l9JKusdo99O8iXTRU7q5Y9mqNXmXIvQmV1GXlJC8cR0A9v31x0+W5GRTmBBPSY7+UzqHAZrPMnnTOtQVul1knwsnL/IiVu06YFZhshvLwDaYuXuQe/ECORfKP2+1Wk3Shj8AsO3e9MaxKd3dsQpsTe6li2SfLa8zVUkJiRs14ysdbnrKX5KTTUEldeZYVmeJG9ejqlhnZ8PJvXQR63bt9eqsoqY+dfy+w1e4Fp3K+NFd6NDWQ5duY63k+X8NorCohN/Wn9Cluzrb0KqFCzYVuommZ+YReTUJb08HJj3YU698Wxtz/j1Vc24eOFo+RvjQsSguXUkkuG8rgvvqT88/+0XN7LEbtjS9iYRulZODDa0DPHFysNFLX7pqJwBzXn4E0wpdrYYP6kJIvw5s33Na712CazYdJiMzl3+HjsDLvXwyLC93R56eMpzk1Cw2bCnvqdGUyTVadzdy8zmdlkk3J3uCKvxAN1EomFrWXXRzjH60xNbUBB8rC2xv6ob3Z1m+qa19ManwKzDI2Z6uTnYcS04nqaDpNlSqczwpgxs5+Qz3cSHQzkqXbmVizJS23hSVqvgruvz3iJO5KX42FgaTmawri6L/u4N+r6XxLdzxtrZga3QShRUeju+KTSG9sJjhvi4EVJjYxUShYEZ7zeezswnP9nkiJYPY3HyGernQyla/3h5v5UNRqYqtN8rrzVFpiq+VYb1tvK45t/7VVr/exvi642VlwY7YZIoq1JtNhYbfp2evsvba3dvwE81Hrbt97tq1i6ioKEJCQmjZsmWV+aZOncqhQ4dYunQpPXv2xN3dnWHDhrFt2zaMjIwYMGAA/v7+Bus99dRTHD58mBUrVnDgwAGGDRuGp6cniYmJREREcOTIEVatWmWwbsVXPahUKhISEvjrr7+4ceMGXbt25ZlnntHldXFxYfXq1Tz88MN06dKFkSNH0rZtWwoLC7l27Rp79uyhX79+bNmyBYBWrVrx1ltvMWfOHDp37swjjzyCiYkJa9asoXPnzly8aPh+qzvl+eefJy4uTlefCoWC/fv3c/ToUfr06cOAAU3nx4D7o49xbdH73Pj2C2y798LEzo6cs2cojI/DIWQIli31f0Cn7dlFyuaNOI+6H9fRY3XpVq3bYt9vIBkH93H1/XlYd+xMSWYmWSeOYWxlhfvD+u9CVBgZ4fn4VK5/+hHRX36KbddumNg7kHflMgXXozD38a305e9NgeeESVz5aCHXv/kSux49MbGzIzs8nML4OJwGDcbqpneCpe4OI+nPjbiOvh+3+8bo0q3btMWh/0DSD+zj8nvvYNOpEyWZmWT+fRxjKys8H51486YBzY/YjKNHUJiYYN+772091ltVWqpi1lt/sPq7qaz74V+s23yG3LxCRt/TER8vB+Z+8CcxcRm6/G+8NIJHx/fghdd/45d15Y3COQv/ZMXnT7DonQcZN6oLZy/EYWdrwYjB7XB2smbT1nD2HSpv/KlUal54Yw1rvn+Sn74OZfOOc8QnZhLU3Z/unX04fS6Wz5fsvoM1UXehEwbTr5cmYtehrWaSjqkTBxPcV/MuvoPHLrL85zAAng4dzpsvPcS7i39n/uI1ujL2HjrP96t3MW3iEA5tXsCWXSdxd7Xnofv6kpqezcy3luttMyMzl5feWs6yT57l4Ob3WLNR86Dtwfv74ORgzeRnPyWniinWmyK5Ruvuk3NX+LRPZ97u0Y7d8SmkFRbR28WBFjZWrL0Wx/mbuuWN8/NgSqAvKyKj+eFyeRfuU2mZ/BmTwGgfd77u34Ujyek4Ks0Y5OFMVlExn5+/arDtCS298C3rttfe3rYszZsRXkUAHEhM40CS4Xi3O61UDe+duMwnAzrwdUgntt9IIa+4lMFeTnhYmfPpmSi9CNwzHfwZ7e/GO8cv8ef18sbN5utJDPN2YYSvK55W5pxMycTbyoJBXk7E5hbwzU0vf88rKWXBiUje692OJYO7sCs2heyiEnq52hNgZ8WB+DT+vNZ0uzKWquHDM1f4sHd7Pu3bkV1xKeSVlBLs4YSHpTlfnI8iocK7+/7V1o97fdxYcCqSLRUahVtuJDHY05lhXi54WCo5lZqFl5U5we5OxOUWsOSifr2907MtgXbWXM/Ow8bMhNDWhpMe/X41jpxmOga1ru7EkCdRf7Vu/Gm7coaGhlab79FHH+WFF15g9erVLFq0CAsLCyZPnszWrVspLS2tNOoHmhNm+fLljBo1iu+++45NmzaRk5ODq6srgYGBfPTRRwwbNsxgvZ07d7Jz507d/62srAgMDOTpp5/mpZdeMphVc/To0Zw8eZIPP/yQHTt2sH37dqysrPD29mbq1KkG+/fWW2/h6enJ4sWL+eabb3B1dWXChAnMmzfPoOw7afbs2fzxxx/8/fffbN26FVNTU/z9/Vm4cCHPPPMMxjWMNbmTzD29aPF/b5C0cS05586gKizEzNUN90cfw2HgoDqV5TFxMkpPLzIO7CUtbAdGSnNsunTD9f7xmFXyzi3LFi1p8X9vkPznBnIvRlBakI+pgyNOw0fhMmIURg049rEhmXt60eqV10nYuI7ss+GoCgtRurnhOWESjsGD6lSW16THMff0Im3/XlJ37cRIaY5tl264jR1X6XvKALJOn6Q0N0fzo9a66Q7yP3D0KmMf/4b/+88wxt7bGRMTIyIiE3n3479YX8vo2659l7j/sa95ZtpAgrr707dnCwqLSoi8ksSir3ax/OfDBuucPBPDvRO+4P+eHcaAPgHYWCuJjc/kk2/D+OTb3eTlF1eypaajX682TH445Ka0tvTr1Vb3f23jrzr/eW0J5yKimTZpKM9OHUlOXiEbth5jzoe/EHXdcDzcz2v3k5qWzSv/GcvkR0JQq9WcDI/i/c/WErb/bP0P7A6Sa7Turufk8+yhM0wL9KWPiwPmxsbcyM3nk3NX2BBdt4jJ4rNXiMrOY7SPGw/4eZJfWsqBhFSWRkYTn2f4EKGXswNdnfRfjh7kUt61MiG/sEk0/gBOJGfy1O4zzGjvyzBvZ0wUCq5k5fHF2Wu1fteeGnjl0HnNi9p9XZnQyousohI2Xkvkm3PXySgyHNu3Ny6NZ/aeYWpbHwZ6OGFubERMTj6fh0exOjK20vcqNiUnUzP5z8FwprX2ZbCnMyZGCq5m5fHNheuExde+3t44foFJAd4M93bh4RaeZBeXsDkmkSUR0WTeVG/uZd1D/WwsmWpjOOERwJaYpLum8SeaB4Vara5heLW4W4zf0XTGMTYHa4cN5KFdext7N5qd34cE495+dmPvRrOScH4BFr6VR4BE1fKjV8s1Wke/DwmuduIWUbmd9/anz5r9jb0bzcrhBwcQsknOtbrac1//xt6FKnX64c79jgx/ovpXromqNd2pm4QQQgghhBBCNBhp/AkhhBBCCCHEXaDOL3kXQgghhBBCiIpkvpfmQSJ/QgghhBBCCHEXkMifEEIIIYQQol4k8tc8SORPCCGEEEIIIe4CEvkTQgghhBBC1ItE/poHifwJIYQQQgghxF1AIn9CCCGEEEKIejGSyF+zIJE/IYQQQgghhLgLSONPCCGEEEIIIe4C0vgTQgghhBBCiLuAjPkTQgghhBBC1IvM9tk8SORPCCGEEEIIIe4CEvkTQgghhBBC1ItE/poHifwJIYQQQgghxF1AIn9CCCGEEEKIelHIi/6aBYn8CSGEEEIIIcRdQCJ/QgghhBBCiHqRMX/Ng0T+hBBCCCGEEOIuII0/IYQQQgghhLgLSLdPIYQQQgghRL1It8/mQSJ/QgghhBBCCHEXkMifEEIIIYQQol4k8tc8SORPCCGEEEIIIe4CEvkTQgghhBBC1Iu84715kMifEEIIIYQQQtwFJPInhBBCCCGEqBcZ89c8SORPCCGEEEIIIe4CEvkTQgghhBBC1ItCQkrNgnxMQgghhBBCCHEXUKjVanVj74QQQgghhBCi+Rq4Yf8d29a+MQPu2Lb+aaTbp9AZvPlAY+9CsxI2qj+fnNvW2LvR7LzQYTiPhO1t7N1oVn4dHMxDu6TO6ur3IcFY+E5s7N1oVvKjVxP02537AfdPcfThATy+Z09j70azsjIkhB6r9zX2bjQ7f08c2Ni7IJo5afwJIYQQQggh6kUh0302CzLmTwghhBBCCCHuAhL5E0IIIYQQQtSLBP6aB4n8CSGEEEIIIf7Rjh07xqhRo7C3t8fKyoo+ffrw66+/1qmMwsJC5s2bR2BgIObm5nh6evKvf/2LpKSkKtf56aefCAoKwsrKCgcHB+677z5OnDhR38O5ZdL4E0IIIYQQQtSLQnHn/uoqLCyM/v37s3//fh555BGefvppEhISePTRR/n4449rVYZKpWLs2LHMmTMHZ2dnXnzxRfr27cuSJUvo27cvycnJBuvMnz+fxx9/nKSkJJ5++mkefvhh9u7dS79+/ThwoHEmWpRun0IIIYQQQoh/pJKSEmbMmIGRkRF79+6la9euALz11lsEBQXx+uuv89BDD+Hn51dtOStWrGDr1q1MnDiRn376STfBzddff82///1v3nzzTb755htd/sjISObOnUvr1q05evQodnZ2ADzzzDP06dOHGTNmcPbsWYyM7mwsTiJ/QgghhBBCiHppqpG/Xbt2ceXKFSZNmqRr+AHY2dnx+uuvU1RUxIoVK2os57vvvgNgwYIFejObPvXUU7Rs2ZKffvqJ/Px8XfqyZcsoKSnhjTfe0DX8ALp27crEiRO5cOEC+/ff+VfrSONPCCGEEEII8Y+0e/duAIYPH26wbMSIEQDsqeE9nQUFBRw5coQ2bdoYRAgVCgX33HMPubm5HD9+vEG3eztI408IIYQQQgjRbBQWFpKVlaX3V1hYWGneyMhIAAIDAw2Wubu7Y21trctTlStXrqBSqSoto2LZFcuJjIzE2toad3f3WuW/U6TxJ4QQQgghhKgXI8Wd+1uwYAF2dnZ6fwsWLKh0vzIzMwH0ul5WZGtrq8tTldqUUTGf9t91yX+nyIQvQgghhBBCiGZj9uzZzJw5Uy9NqVQ20t40L9L4E0IIIYQQQtSL0R18ybtSqax1Y08bfasqypaVlYWDg0O9y6iYT/vvuuS/U6TbpxBCCCGEEOIfqbrxdQkJCeTk5FQ5lk+rZcuWGBkZVTlGr7JxhYGBgeTk5JCQkFCr/HeKNP6EEEIIIYQQ9WKkUN+xv7oICQkBYNu2bQbLtm7dqpenKhYWFgQFBXHx4kWuX7+ut0ytVrN9+3asrKzo2bNng273dpDGnxBCCCGEEOIfaejQobRs2ZJVq1Zx6tQpXXpmZibvvfceZmZmPPHEE7r0+Ph4IiIiDLps/utf/wI04w3V6vIG6DfffMPVq1d57LHHsLCw0KVPnToVExMT5s+fr1fWqVOnWL16Ne3atWPAgAENfbg1kjF/QgghhBBCiHq5k2P+6sLExIQlS5YwYsQIgoODmTBhAjY2NqxZs4br16/z0Ucf4e/vr8s/e/ZsVqxYwbJlywgNDdWlT5kyhV9++YXVq1cTFRVFSEgIly9f5o8//qBFixa8++67ettt3bo1c+fO5c0336RLly48+OCDZGdn8/PPPwOal8YbGd35OJxE/oQQQgghhBD/WIMHD2b//v3079+fX375ha+++go3Nzd+/vlnZs2aVasyjIyMWL9+PXPnziU5OZnFixdz4MABpk+fzqFDh3BxcTFY54033mDlypW4uLjw1Vdf8euvvzJw4EAOHjxI//79G/owa0Uif0IIIYQQQoh6aeoRpaCgIP76668a8y1fvpzly5dXukypVDJnzhzmzJlT6+0+9thjPPbYY7XOf7s19c9JCCGEEEIIIUQDkMifEEIIIYQQol7qOgunaBwS+RNCCCGEEEKIu4BE/oQQQgghhBD10lRn+xT6JPInhBBCCCGEEHcBifwJIYQQQggh6kUiSs2DfE5CCCGEEEIIcReQyJ8QQgghhBCiXmTMX/MgkT8hhBBCCCGEuAtI408IIYQQQggh7gLS+KsgNDQUhULBtWvXmvU2hBBCCCGEuJMUCvUd+xO3rsHH/F27do0WLVropZmamuLm5sbAgQN57bXX6Ny5c0NvtslYvnw5U6dOZdmyZYSGhjb27jSaNnbWhAb60NHBFmOFgqjsPH6LimV3QmqtyzA1UjCxpTf3eLngaq4kq7iEw0lpLL0UTUZRsV5epZERY/zcaWNnTaCtFd5WFhgpFEwIO05ifmFDH94dkRGXxJFVm4gNv0RxYRH2Hi50GDGADiMGoFDUrmN94qVrnN2yj+QrMeSmZ1JSWISVkz0uLX3oNm4Yrq18K18v8jrHftlMQkQUqtJSnHw96TJmMK36d2/IQ7wtChMTiF+/jpyLF1EVFaJ0dcMpOASn4JBa1xuAWqUiZU8Yafv2UZichJFSiU3bdriPHY/SxcUwf2kpaYcPkbZfk19dXIypgyO2nTrjMuweTO3sGvIwG1RhYgKJG/TrzHFgCI63UGepe8JI27+PorI6s27bDvcx4zG7qc4SN20g6c+N1Zbn0K8/3pNDb+WQGtyE8QPoH9SGbp1a0rGND0qlKTNmfsXK3/fWqRyFQsHTU4YzbdIQAvzdycktIGz/WeZ8+AvXopMqXWdYcGde+c84unb0R61WczI8ivc/W8vuA+ca4tBuu3YO1vyrgy+dnWwxMVJwOTOX1Zfi2HEjpdZlmBopeKKNN/f6ueJmqSSrqJj98el8ffY66YXFBvmVRkY8GODOSD9XPK3MUQAJeYXsiEnm18vx5JaUNuAR3n4FiYncWLeO7IgISouKMHdzwzU4GJeQ2l+jxVlZJB84QN716+Rev05RquZ+3Ovbb6tcJ+XwYXIiI8mNjiY/NhZ1SQktQkNx7tevQY6robV3tOapTn50cS471zJy+Skilu0xtTvXvK3NGeXvSlsHa9o5WuNqqSQup4D7Nx6rdr2+7vZM7eBLWwcr1EBEWg5LzsVwLDGj/gclRAO7bRO+BAQE8PjjjwOQk5PD4cOHWb16NX/88Qc7d+6kf//+t2vTTdqCBQt47bXX8PLyauxduW26OtrxQVB7ikpVhMWnkFdSSrC7E3O6t8XlQhS/RcXVWIYCeLdHO4JcHDiXnsXehFS8rcwZ5eNGNyc7nj10hsyiEl1+e6Upz7TTPHRIyCsgu7gEOzPT23WIt11aTDx/zF5MSVExrfp3w8rBjut/n2Pvt7+SHpPAwBkP16qcuPNXiDkdgVtrf7w6tcZEaUpWYirXjp/lyqFTDH3ucdoMCtJbJzb8Ehvf+RJjU1MCB3TH1FzJ1cOn2fbxMnJS0uk6dujtOOQGURAXR+SH76MuLsa+R09M7OzIPhtO7OqfKIiPw3vCpFqXdeOnlaQd2Ie5pyfOg4dQkplJxt/Hyb5wnsBXZqN0c9PLf33Jt2SePIGZiyv2PXthZGJKbtRVkrdvJf3oYVq//t8m2QAsiI/jSlmd2XXviYm9Hdnh4cT9/BOFCXF4Plr7OotdtZL0A/tQenjiNHgIJRmZZJ44Ts6F8wS8Mhula3mdWbVug2sV5aQd2EdJRgbW7TvU8+gaztyXH8HPx4Xk1CwSkjLw8zF8AFAbn7//JNMmDuHcxRi+XLYFDzcHHhzdh6HBnQgZ+xZXriXo5Z8wfgDLPnmWpJRMVv6maWg+eH8f/vzpdR5/5hPWbj5a72O7nXq42PFpcAcKS1Vsj0khr7iUwd5OvNe3La6no1h1KbbGMhTAR/3b09fdgfDULMJiU/CxtmBsCzd6udoxbedpMircD4wVCr4c1JFOTrZcTM/hz2uJmn1xtePfnfwZ7utC6M7TFJaqbtdhN6j8uDguLFyIqrgYxx49MLW3JzM8nOurVpEfH4/fxIm1Kyc+nti1a0GhwNzVFSMzM1RFRdWuE7t+PUWpqZhYW2NqZ6drMDZFPV3t+HxQRwpVKrZdTyavpJQh3s68P6AdbievsjKi5nOtm4stT3Xyo0Sl5lpWHk7mZjWuc6+/C+/2bUtaQREbozQPcIb7OvPl4I68diCCnbVseP4TyIQvzcNta/y1atWKuXPn6qW9+eabzJ8/nzfeeIPdu3ffrk03aR4eHnh4eDT2btw2Rgp4uVMAajW8cPgsV7JzAfjhcgxf9uvCk6392BufSmJB9dG4Ed6uBLk4sDMumXdPXdKl3+/rzsyOAUxv7ceis1d06ZlFxbx89CyXMnPJLi5hYa/2BLk43J6DvAP2fvMrRXn5jH7zafy6a34AB00czYa3Pyf8r70EBvfEvU2LGkqBTqOC6TbOsLGWej2O31/9iIMr1tE6pJfuybGqtJSwr1ajUCgY/+4LOLfwBqDnI/ey5tWPOPzTJgL6dsPG1bEBj7bh3Fj9E6r8fFr853lsO3YCQDVmHFf/t4jU3WE4BPXGqmVAjeXkXIwg7cA+rAJb0/KFlzAy0XxV2vcKIurzT7nxyyoCnn9Jlz8vKorMkyew9G9Bq/97BYVx+Vdr7C8/kxK2k9T9e3EffX8DH3H9xZXVmf+zz2NTVmdu948j6hNNndn1qn2dpZfVmf/z+nV27YtPift5FS0q1Jl16zZYt25jUE5xVhZJf23G2Moa2y7dGugo6+/fr37LlagEomNTePmZMbzzWu1+cFcU3Lc90yYOYd/hC4x+bD7FxZro0y/rDrD+h9dY/E4oYya/r8tvb2fFonlTSE7Not+o14lNSAPg4682cOivBXwyfzrb95whJ7egYQ6ygRkr4PWerVCp4amwcCIzNfeDJeejWT6sC8909GPXjRQS8qq/H4z2d6WvuwNbo5P475Hy+8EDLd15rUcrnu7ox/snyu8Hg72c6ORkS9iNFF49FKFX1of92hHi5cRQb2c2X6880trUXP/pJ0rz8wl87jnsO2muUa+xY7m4eDFJYWE4BQVhHVDzNWrh4UHbl1/G0tcXY3Nzwv/7XwoSE6tdx3/yZMzd3FA6ORH/11/cWLu2QY6poRkr4M2gQFTAjB1nuJShOde+OxvNiuFdebazPzuiaz7XTiRlMWXbKSIzciksVXHwkeoDFTamJrzSI4D0gmIe23KSpHxNY3rF+RhWjezO7J6tOBSfTl4zizSLf7Y7OubvueeeA+DYMU34vKSkhEWLFtGlSxcsLCyws7Nj8ODBbNxo2BVo+fLlKBQKli9fzvr16wkKCsLS0hIXFxemTZtG4k1fYNeuXUOhUFTZ9VKhUDBo0KAa97moqIjPPvuMESNG4OPjg1KpxNXVlQceeICTJ0/q5Q0NDWXq1KkATJ06FYVCofurmKeqMX/Lli2jd+/eWFtbY21tTe/evVm+fLlBvt27d6NQKJg7dy7Hjx/nnnvuwcbGBjs7O8aPH9+o4wm7O9njZWXBzrhkXcMPILeklFVXYjAzNmKEd1XP+8uN9tFECL6LuK6XvjE6gdjcfIZ5umBmVH76FpSq+Dslk+ziEpq7jLgk4s5fxqtjoK7hB2BsakLQxNEAnN9+sFZlmVQR/XTy88TBy438zGyK8sp/ON4Iv0RWQgqBA3vqGn4ASisLuj84HFVJCRG7j9zKYd12hYkJ5EZewrpNG13DD8DIxAT3MWMBSN2/r1ZlafO5jxmra8QA2HbshFXrNuScP09RWvkT8MKUZACs27bTa/gB2HbSdHMvyc6+haO6vbR1ZtW6ja7hB5o6c7tfU2fptayztLJ8bvfr15mNts4u6NdZVTIOHwRVKfa9++iV09jC9p8lOrZ+T/CnTRwCwNsf/apr+AFs232aPQfPcU9IF3w8nXTpD4zujYOdNV8t36pr+AHEJqTx9YptuDjZMmZkr3rt0+3U09UeH2sLtkYn6xp+oLkfLL9wAzNjI0b71Xw/GNfCHYAvwvXvB39cTeBGTj4j/VxRVrgfeFqZA3AwId2grP3xmnq0VzaPniEFiYlkR0Zi06aNruEHmmvUa8wYAJL31e4aNbW1xaZ1a4zNzWu9fbv27VE6OdWcsZH1crPHx8aCLdeTdA0/gJziUpad1/z2uL+FWzUlaMTmFnA2NbvWUeFhvs7Ympnyy6U4XcMPICm/iF8i43AwN2Wwd9Ovv4ZidAf/xK1rlPpTKBSo1WoeeughZs2aRUFBAc8++yyTJk3i9OnTjBkzhsWLF1e67po1a3j44Ydp1aoVL774Ip06dWLZsmUMGDCA9HTDL/r6SktL48UXX6SwsJBRo0bx0ksvMWjQIDZv3ky/fv10DVmAcePGMXas5gfT2LFjmTNnju6vJs8//zzTpk0jNjaW6dOnM336dGJjY5k6dSovvPBCpescO3aM4OBgzMzMeOqpp+jZsyfr1q1j2LBhFBQ0zpPgro62mn1LyTBYdjRZk9alLE9VTI0UtLO3ITonr9II4d+pmViYGNPGzrre+9sUxZ6NBMCna1uDZR5tAzAxNyPu3OV6bSMzIZmMuCSsnR1QWlno0uOq2bZv13aaPPXc9u2Sc0kTEbBuZ9hV0KpVIEZKJbmXLhksq7ysixgplVgFtDJYZlPWFTGnQlnmnp6atIgLqEv1H0BkhZ/RrNe2Xa22fSdp66Oy7pW6OousXZ3lRmrqzLKSOtOWX5uy0g7sB8Cx/4Babbc5Ce7bnpzcAg4dv2iwbMdezXkyoE/5eRLcpz0AO8uW6eXfcxqAgb2b3nml1d1F0835SKLhvflwWcNMm6cqZkYKOjjZcC0rr9KozdHEDCxNjGnnWH4/uJql+fHfz92w98cAD0dUajV/J2XU+jgaU9ZFzbli1769wTKbQM01ml3L77V/sh6umvPocHyGwbJD8WXnmmvDd7vvWVbmoUoeNNzO7QpRH3f0seqXX34JQFBQED/++CPr168nJCSEbdu2YWam6Vc9e/ZsevTowSuvvMLYsWNp2bKlXhmbNm1iy5YtjBgxQpc2e/Zs3n//fd566y0+++yzBt1nBwcHoqOjDcbonTt3jj59+vD666+zfft2QNP4y8jIYP369YwbN67WE77s3buXzz77jHbt2nHo0CHsysYFzZ07lz59+vDpp5/y0EMPMXDgQL31Nm/ezM8//8yjjz6qS3viiSf48ccfWbduHRMmTKjHkd8ar7KGRGxuvsGy9KJi8kpKdXmqLMPSHGOFghtVdGW6UVa2t5U54elZ9dzjpiczXhNFsvMwfCJuZGyErasT6TcSUJWWYmRsXKsyEyOvcf3v86hKS8lOTuPasbMAhDz1qF6+8m0bjmeydLDF1Fypy9PUFCZpov9KV8N6UxgZYebkTEF8HOrSUhTV1FtpYSElmZmYe3qhMDJ8PqYtvyipvMuYhZc3zkOGkrJrJxFz52DbsSMKExNyr14lP/o6bvePwa5r0+nCqKWrM5fK68zUyZnCWtSZqqzOlFXVmYthnVUmN/ISRUmJWLRoibnnP2tctKWFEg83B85GRKNSGc5UdzlKM9avlb+7Lq1VWcRLu6zS/C3cDZY1Fb7Wmu/6mGzD+0FqYTG5xSX42FQfhfK2tsBYoSAmp/L7QXRZuo+1BadSNPeD/fHp7I5NZbC3Mz8O68qJ5ExA00DwtDJnwd+XuVghOtSUFZZdM1V9rymdnMiPj6/xGv2n87XRnGvRlZ1rBZpzzbeGc+1W+NhUfY5r07T7djcwklk4m4XbFvm7fPkyc+fOZe7cufzf//0fwcHBzJs3D3Nzc+bPn8+KFSsA+OCDD3QNPwBfX19eeuklSkpK+OmnnwzKHTZsmF7DD+CNN97A3t6eH374AZWqYQdwK5XKSidn6dChA4MHD2bv3r0UFxvONFYX2rqYO3euruEHmoanNmpYWffP4OBgvYYfwLRp0wD0IpJ3kpWJ5uaTU0X/9tySEl2eqssw0eWtjLbvvFUT6hLWkIryNDcMM8vKb1RmFuaoVWqK6jCLaVLkdY7/+hcn1mwjcu9xTJSmjHz1Sfx66Ed8Csu6gCotK79ZmVma6/avqSnN1+yXsUXl+25kbg5qNaU1RMVVZeUYVVGOsbmF3va0vB6ZgOfDj1KclkpK2C6St28j78plbNq1x65r05wltbSg+jozLqszVQ11VmPdW1ReZzdLO/jPjfrZ2VoCkJWdV+nyrJx8vXwAtjaaf2dWso42vzZPU2RlWnY/KK7qflCKtWn13+PlZVR+P8gtS7c21b+vvHrwAisiYgi0t2Jiay8mtvaitb01u2NTOdKMZmCs6doytrCo1ffaP532PKr6PKn5XLu17VZ9fuaWnfc3n5tCNLbb9uv5ypUrvP3220D5qx4mTZrEa6+9RqdOnTh58iSWlpYEBQUZrDt48GAATp06ZbDs5ugXgLW1NV27dmX37t1cvXqVVq0Mux3Vx6lTp/jggw/Yv38/CQkJBo29lJSUek3ioh07WNkYxOrqokePHgZp3t6acVoZGRlVbq+wsJDCQv2Gg1KprOXeioZw9OfNBmld7h+E0ur2/JDrNCqETqNCKCksIiM+mdMbd/Hnu1/R5/GxlU4I01QlbNxgkOYydBjGlo37A1itUnFj1Uoyjh3F69GJ2HbpipGZGblXLhP7y89c/mABAS/NwtK/5kl6GlriJsM6cx7S+HV2s9L8fDJP/I2RUoldj6Y7jk00fUpjI97t3YaOTja8efgix8q6ePZytWdWt5b0dXdg2s7TxNcw+cedErvB8Bp1GzYMkyZ2jQpRE5nts3m4bY2/ESNGsGXLliqXZ2Vl4ePjU+kybUMqK8uwS5+bW+UDdrXpmZmZdd3Vah08eJAhQzSD9IcPH05gYCDW1tYoFArWrVvH6dOnDRpSdZWVlYWRkREulbw7zM3NDYVCUWld2Noajp0zKYuGlZZWPbPUggULdA1zrTlz5kDQPXXddQPadydZVxHdszIxqXFSFm3Er6rInmVZ2VVFBpuD47/+ZZDWdkhvlFaWmJVF3SpOxFJRUX4BKBSYWdS9wW6iNMPZ34uhz00mPzOHwyvX49utHU5+mjFryrJoY2EV0b2ivAKU1o33gySxkvfCOfbth7Glpe7JeFXRJVWBpt5qmuxAG6VSVVFOZdGytIMHSNu/D89HJuAUHKJLt+3YCVN7ey69O4/4dWsJeHFmtdu+HSp7l56Dts6qiGJqlZbVmVENdVZj3dcQvQDIPH4MdVER9v0G1GlCiuYiM0sTvasqUmdb1kVSmw/Ko4R2NpakZeRUmr+qSGJTUFPkw8rEuOb7ga6Myu8HVrqIT/k9b2pbb0K8nJi1/zz74ssnytlxI4UilYqP+rdnajsf3vu7aYxfjtu0ySDNuV8/TGrxvVaan1+r77V/uhxdBLiq88SY7KKG/82QU+H8zLyp/Joi30I0lkbrN2dra0tSFeM/EhISdHludvOsnjena7tNGpWNOymppIFQlwbi/PnzKSwsZN++fQwYoN8V6fDhw5w+fbrWZVXF1tYWlUpFcnIyrjf1609KSkKtVldaF7dq9uzZzJyp/yNUqVSyZ+fxepetHevnZWXBpSz9MRUOZqZYmhgTkVH9rIdxeYWUqtV4W1V+M/MuGzNY1ZjA5uCZP6oem6odb5cZb3h9qEpVZCWlYuvqVOvxflXx6dqO6BPnib9wRdf4K992Mq4B+i+Az0vPorigENdAv3pttz66fP1dlcu075ArrOR7Ra1SUZSagpmTc43jYoyVSkzs7ChKTUGtUhmMYdOWb1bhWs0+pxlDad3G8NUFFt4+GFtakh8TU+12b5dOX9WizpIrr7PiWtaZUVmdFVdVZ8mGdXaztAOaGQv/iV0+AfLyC4lPTMffxxUjI4XBuD/d+L4K7/m7HJVAjy4BtGrhztGTlyvPX8l4wKYiuqxrqo+NBRE3jbFzUppiZWrC+bScylbVic0poFStxse68vuBb1l6TE5546ivh+ZVNH8nG97r/07SpLWxt6rlUdx+1b1kXTvWr6rvtcLUVJROTnf1eD8oH+vna2NBRLr+OeVkrjnXzqVWf67dipjsfDo42eBjY0Fmqv5vG59qxiEK0ZgabbbUbt26kZeXx9Gjhi+o1b4DsGvXrgbL9lUypXFOTg6nTp3C1tZWN0GMvb09ALGxhi/1vPkVDdW5cuUKjo6OBg2/vLw8Tpw4YZDfuOwLuLrI2826ddNMBFHZuw+rq4tbpVQqsbW11ftrqG6fp9M0EcpezvYGy4Jc7PXyVKVIpSIiIxtfa0vczA33q4eTHfklpVzMbPgv8qbAs4Om23LMqQiDZfERVygpKNLlqY+8NM2PoIqNSM8OgVVuO/rUBb39a2qsAlsDkHPhnMGy3MuRqAoLsWrdulZlWQe2RlVYSO4Vw8hA9vlzujxa6rKHTJW9zkFVXExpQSGKJjhGVVdn56ups8Da1ZlVWZ3lVVJn2vKtWlVeVkHsDfKvX0Pp4YllLd4p2FztO3wBaytz+vY0fEgwLFjzSpADR8qvvX1HNNfc0LJlevlDuujlaYpOljW+ersZzrrZp2wmzhOVNNAqKlSpOJ+Wjb+tJe6WhveDIDd78kpKuVChEWla1vfMXml4zWlf8VBUyaQ7TZFN2XdW5vnzBsuyIzXXqE0tv9f+yU6UNer7eNgbLOvr4aCXpyFpHyb0rWRm2du5XSHqo9Eaf1OmTAE0UaiKY+hiYmJYtGgRJiYmPPbYYwbr7dixg61bt+qlzZ8/n4yMDJ544gldxM/W1pY2bdqwf/9+Ll8u/zGSnZ3N7Nmza72ffn5+pKenc+5c+Y+j0tJSXn75ZZKTDWc9dHR01B1HbWnr4u2339br3pmZmanrnqnN09T9nZpBbG4+Qz1dCLApf7JqZWLMpAAfikpVbI0tf4LpqDTFx8rCYBKYTTGaSO6MtvpRpvt93fGysmBHXDJFDTy5T1Ph4OWGZ/tWxJ6N5PqJCuddcQlHV/8JQLthffXWyc/KIf1GAvlZ+g3ipMvRlW4jJeoG57btx8jEGO8u5T9EvTu3xtbNmch9x0mJuqFLL8zN58SabRiZmNBmkOE43abA3N0dq8DW5Fy8SNbZcF26qqSEhA3rAXC6KapUkpNNQUI8JTn6jTangcEAJGxYj6pC74Gss+HkXrqIdfv2mFV495X29QZJW/5CddOY4MRNG0FVWmlUsLEpy+os99JFsm+qs8SNmjpzqGWdOQ7Q1FniRv06y9bWWTv9Oqvon/Z6BycHG1oHeOLkYKOXvnTVTgDmvPwIphW6Qg4f1IWQfh3Yvue03rsE12w6TEZmLv8OHYGXu6Mu3cvdkaenDCc5NYsNWxpncq/aOJaUwY2cfEb4uhBop38/CG3nTVGpSu9F607mpvjZGN4P1l7VRDef7aR/P3igpTve1pp3uxVWuB+cKZv1c0Z7XyoOQTIC/tVB06OhubzqwcLdHZvAQLIvXiQjXP8a1Y4VdL5pLoTi7Gzy4+MpboLvFr1djiZmcCNb887H1hWiutamxkxtr/ntselaec8xZ3NT/G0s6j0Zy/boFLKLSni0tSeuFuWTF7pamPFooCfpBcWE3aj5/ab/FPKev+ah0R5FT548mT/++IP169fTuXNn7rvvPnJzc/nll19IS0vj448/NnjNA8B9993H/fffz0MPPYS/vz+HDx8mLCyMgIAA5s2bp5d31qxZ/Otf/6Jv3748/PDDqFQq/vrrL3r1qv1kAs899xzbtm1jwIABPPLII5ibm7N7925iY2MZNGiQQbSub9++WFhY8L///Y/09HTdOL4333yzym0EBwfz3HPP8dlnn9GxY0cefPBB1Go1a9as4caNGzz//PMEBwfXep8bk0oNH4Vf4YOg9nzSpyNh8SnklZQS7O6Eu6U5X16IIrHCLJUz2vgx0tuN909H6jUKt95IYrCHM0M9XXC3UHI6LQsvS3MGujsRl1fA0kvXDbb9dFt/7Mw0p3SLsnE1/27rT35ZFPbPmETOpjePm2Hwvx7hj9cX89f7S2jVvxtWDnZc//scaTHxdLo3GI+2+tdG+Oa9HP/1L3o+ci9BE0bp0rd+uBSFsREuLX2wcXGktKSEjNgkbpyJQK2GAdMexNa1/Ae5kbExg5+ZyMZ3vmTtm58QOKA7puZKrh4+TXZyGv2mjNPL39R4T5xE5IcLufb1l9j36ImJnR3ZZ8MpiIvDadBgg/f2pYSFkfjnRtxG34/7/WN06dZt2uLYfyBpB/YR+d472HTsRElmJhl/H8fYygrvRyfqleMcMoj0wwfJibjAxbn/xaZDRxSmpuRduULetShMbGxwL3tpelPjOWESVz5ayPVvvsROW2fh4RTGV15nqbvDSPpzI66j78ftPv06c+g/kPQD+7j83jvYdNLUWWZZnXneVGdaqpISMo4eQWFign3vvpXmaQpCJwymXy9NA75DW8149akTBxPcV/P+tYPHLrL85zAAng4dzpsvPcS7i39n/uI1ujL2HjrP96t3MW3iEA5tXsCWXSdxd7Xnofv6kpqezcy3luttMyMzl5feWs6yT57l4Ob3WLPxMAAP3t8HJwdrJj/7KTlNuPt7qRrmH7/Mp8Ed+GZwJ7bHpJBXXMpgbyc8rcz53+kovUlXnu3kz33+brx99BJ/VmgU/nktiXt8XBjh64qnlTknkjPxtrZgsJcTsTkFfH1W/36w7MINgj2dGO3vRlsHa46XRV56udrR0s6K6Ox8frpk2CuoqfJ77DEuLFzI5a++wrFnT0zt7MgMDyc/Lg7XwYOxCdCPlieFhRG3aROe992nexG81tVly3T/Li4bAlMxzWPkSCwqTGCXvG8f2WUP0PPLelIl79une/+gTatWuFQyEd+dVqqGd45G8vmgjnw3rDPbrieTV1LKEG9nPK3NWXzyKvG55efaf7q04P6Wbsw9fJGNUeXnmr2ZCS92K7+/migU2CtNmdu7PLr6v5NXySgb35ddXMLCvy/zbt+2/DSyG9uiNQ9vhvs6Y6c0YfaBCN0M5UI0FY3W+FMoFPz+++988sknrFixgs8++wwzMzO6d+/OzJkzGXPTF5bWgw8+yJNPPsn8+fNZt24dlpaWhIaGsmDBAhwc9MPuM2bMoLi4mP/9738sWbIEDw8PQkNDefPNN/VeL1Gd++67j99//5333nuPlStXYmlpyZAhQ1i7dq1BYxM0kb/ff/+duXPn8t1335FfNki7usYfwKeffkq3bt346quv+Las/3+HDh2YN28eU6dOrdW+NhWn0jJ5/lA4oYG+DPJwxsRIQVR2Ht9evE5YfErNBQBq4M2/LzCxpTfDvVx4yN+T7OISNsck8v2laIOB1QAhZQ1MvTQP5/L9Ss1qNo0/R18PHlw4i6OrNnH973OUFBZh5+lK8IyH6TCy9jfa7g8O5/rxsyReusb142dRq9VYOtgSOLAnne4Nxq21v8E6Xp1aM37+ixz7eTOXD5xAVVKKo58nfSaPIXCA4QyzTYm5pxeBr75OwoZ1ZJ0NR1VYiNLNDa8Jk3AKGVSnsrwfexxzLy/S9u8lZddOjJTm2HXthvvYcQbvxTO2sCDw1dkkbd1C5ulTpB06CCoVpg4OOAWH4HrvKMwcHKvYUuMy9/Si1Suvk7BxHdkV6sxzwiQcgwfVqSyvSY9j7qmps9SyOrPt0g23SupMK+v0SUpzczQNT2vrSvM0Bf16tWHywyE3pbWlX6+2uv9rG3/V+c9rSzgXEc20SUN5dupIcvIK2bD1GHM+/IWo64bjun5eu5/UtGxe+c9YJj8Sglqt5mR4FO9/tpaw/Wfrf2C32d/JmczYdYZ/dfDlHh9nTBQKLmfm8fmZa+y4Ufv7wcsHzjOlrTf3+rkyMdCLrKISNkQl8vXZ67of4lqJ+YU8seMUoW296ePuwPiW7qiB+NwCfoy4wfKIGLKb0SQcFp6etJs9m9h168gI11yj5m5u+E2ahEtISM0FVJB66FC1ac79+uk1/rIvXzZYJ+fKFXKuXNH9vyk0/gCOJ2Uyfcdpnurkx3BfF0yMFFzOyOXT01Fsj67duWZhasz9LfUnFrQ00k/75qZz7q9ryWQUljCtvQ9jWrihRs2FtByWnovhaDN6rUhDkNk+mweFWq1uFh3fly9fztSpU1m2bFmtX54u6mbw5gONvQvNStio/nxybltj70az80KH4TwStrexd6NZ+XVwMA/tkjqrq9+HBGPhW3nEUVQuP3o1Qb/tb+zdaHaOPjyAx/fsaezdaFZWhoTQY7XhPA6ien9PbBqN7cqE7r1z18Dy4Lo9+BDlmt4MBEIIIYQQQohmxUjRLOJJdz0ZMymEEEIIIYQQdwGJ/AkhhBBCCCHqRcb8NQ/NpvEXGhoqY/2EEEIIIYQQ4hZJt08hhBBCCCGEuAs0m8ifEEIIIYQQommSiFLzIJ+TEEIIIYQQQtwFJPInhBBCCCGEqBd51UPzIJE/IYQQQgghhLgLSORPCCGEEEIIUS/yqofmQSJ/QgghhBBCCHEXkMifEEIIIYQQol4k8tc8SORPCCGEEEIIIe4CEvkTQgghhBBC1ItElJoH+ZyEEEIIIYQQ4i4gkT8hhBBCCCFEvch7/poHifwJIYQQQgghxF1AIn9CCCGEEEKIepHZPpsHifwJIYQQQgghxF1AIn9CCCGEEEKIepGIUvMgn5MQQgghhBBC3AUk8ieEEEIIIYSoFxnz1zxI5E8IIYQQQggh7gLS+BNCCCGEEEKIu4B0+xRCCCGEEELUi0Je8t4sSORPCCGEEEIIIe4CEvkTQgghhBBC1ItM+NI8SORPCCGEEEIIIe4CEvkTQgghhBBC1ItElJoH+ZyEEEIIIYQQohJZWVnMnDkTPz8/lEol/v7+/N///R85OTm1LiMyMpL33nuP4OBgPD09MTMzw8fHhyeeeIKIiIhK1wkNDUWhUFT5d6sk8ieEEEIIIYSoF6N/4Gyfubm5hISEcOrUKYYPH87EiRM5efIkH330EXv27GHv3r2Ym5vXWM5///tffvnlFzp27MjYsWOxtbUlPDycH3/8kd9//50tW7YQHBxc6bovvPAC9vb2DXZM0vgTQgghhBBCiJt88MEHnDp1ildffZX3339fl/7aa6+xcOFCFi9ezOzZs2ssZ+TIkbz66qt069ZNL/3nn39m4sSJ/Pvf/+bcuXOVrvviiy/i7+9fr+OoSKFWq/95zXQhhBBCCCHEHTPnxI47tq23uw+77dtQq9V4e3uTlZVFQkICVlZWumW5ubm4u7vj6urKlStX6rWdNm3acOnSJZKTk3F2dtalh4aGsmLFCqKiohq08SeRP6ETvPFAY+9Cs7L3/v6EbJI6q6s99/Vn6F9Sb3Wx816ps1ux897+BP22v7F3o1k5+vAALHwnNvZuNDv50asZvFmu0boIGyXfa7di5739G3sX7hqRkZHExcUxYsQIvYYfgJWVFf3792fr1q3ExMTg4+Nzy9sxNTUFwMSk8mbZpk2byM7ORqlU0q5dO4YOHYqZmdktb08af0IIIYQQQoh6uZPv+SssLKSwsFAvTalUolQqG2wbkZGRAAQGBla6PDAwkK1btxIZGXnLjb+jR49y7tw5evXqVeW4vueee07v/x4eHixbtowRI0bc0jZltk8hhBBCCCFEs7FgwQLs7Oz0/hYsWNCg28jMzATAzs6u0uW2trZ6+W6l/ClTpmBkZMQHH3xgsDw4OJhff/2V6Oho8vPziYyMZN68eWRkZDBmzBiOHz9+S9uVyJ8QQgghhBCiXozv4Lb+b/ZsZs6cqZdWVdRv1qxZBlHC6rzwwgtVRvsaSn5+PuPHjyciIoL58+czaNAggzzTpk3T+3+rVq3473//i5eXF9OnT2fevHls2LChztuWxp8QQgghhBCi2ahLF89vvvmG3NzcWpf90EMPERgYqIv4VRXZy8rKAqqODFaloKCAsWPHEhYWxuzZs3n99dfrtP6UKVN49tlnOXDg1sbMSuNPCCGEEEIIUS9N9T1/dXkZe0Xa6J927N/NahoTWJn8/HzGjh3L9u3beeWVV3jvvffqvF/GxsbY29uTnp5e53VBxvwJIYQQQgghhJ7AwEA8PT05cOCAQeQwNzeXAwcO0KJFi1pP9lKx4ffyyy+zcOHCW9qv6OhoEhISbvn1D9L4E0IIIYQQQtSLkeLO/d0JCoWCJ598kpycHN555x29Ze+88w45OTnMmDFDLz0vL4+IiAiio6P10rVdPbdv387MmTP58MMPq912QkICsbGxBukZGRmEhoYCMGnSpFs4Kun2KYQQQgghhBAGXnnlFdavX8/ChQs5efIk3bt358SJE2zbto1evXrx4osv6uU/evQogwcPJiQkhN27d+vSn376abZv3467uzs2NjbMnTvXYFuhoaG6aF5ERAT33HMP/fr1IzAwEBcXF2JiYtiyZQupqakMGTKEV1555ZaOSRp/QgghhBBCiHq5k+/5u1OsrKzYs2cPc+fOZc2aNYSFheHh4cGsWbOYM2cOFhYWtSrn2rVrgCai9/bbb1eaZ9CgQbrGX0BAAKGhoRw7dox169aRmZmJtbU1nTt3ZtKkSTz55JMYG9/a/KrS+BNCCCGEEEKIStjZ2bF48WIWL15cY95BgwahVhtOfFMxClgbPj4+fPfdd3Vap7ZkzJ8QQgghhBBC3AUk8ieEEEIIIYSoF+N/YLfPfyKJ/AkhhBBCCCHEXUAif0IIIYQQQoh6+SdO+PJPJJE/IYQQQgghhLgLSORPCCGEEEIIUS9GCsNZLkXTI5E/IYQQQgghhLgLSORPCCGEEEIIUS8y5q95kMifEEIIIYQQQtwFJPInhBBCCCGEqBfjxt4BUSsS+RNCCCGEEEKIu4A0/oQQQgghhBDiLiCNPyGEEEIIIYS4C8iYPyGEEEIIIUS9yGyfzYNE/oQQQgghhBDiLiCRPyGEEEIIIUS9GCnUjb0LohYk8ieEEEIIIYQQdwGJ/AkhhBBCCCHqxVjG/DULEvkTQgghhBBCiLvAHY/8TZs2jWXLluHo6EhcXBxKpfJO7wKlpaX88MMPrFq1ilOnTpGZmYmjoyO9evUiNDSUBx988I7v0z9NWztrprXxoYOjLSYKBVez8/j1Sixh8am1LsPUSMGkAG9GeLvgYqEku7iEg4lpLImIJqOoWC9vK1srQjyc6Olij6elEisTE1IKijiSnM6PkTdIKShq6EO8LdraWTO1jQ8dHMrr7bert1Zvw71dcDHX1NuhxDSWXKy83oLdDevtaHI6P15uPvVWkbelOVNb+9HNyQ5zYyNu5BawMSaBjdEJdSpHAYz182C0jxtelubkl6o4kZLB95euE59fWOk6PZ3tmRTgTaCtNWrURGbmsvJKDCdTMxvgyG6fxqqzcX4eBNpa0drWGj9rS4yNFMw8Es7ptKwGOrKG1c7Bmn918KWzky0mRgouZ+ay+lIcO26k1LoMUyMFT7Tx5l4/V9wslWQVFbM/Pp2vz14nvbDYIL/SyIgHA9wZ6eeKp5U5CiAhr5AdMcn8ejme3JLSBjzChjdh/AD6B7WhW6eWdGzjg1JpyoyZX7Hy9711KkehUPD0lOFMmzSEAH93cnILCNt/ljkf/sK16KRK1xkW3JlX/jOOrh39UavVnAyP4v3P1rL7wLmGOLTbqo2dNaGBPnR0sMVYoSAqO4/fomLZnVC3e8HElt7c4+WCq7mSrOISDielsfSS4b1AaWTEGD932thZE2hrhbeVBUYKBRPCjpNYxfddUyf3AiEqd0cjf9nZ2fz6668oFArS0tJYt27dndw8AElJSQwYMIBp06Zx7tw5xo4dy8svv8zw4cM5ePAgDz30EGPGjCE3N/eO79s/RTcnO74Y0IlOjraExaWw4XoCjkpT3u7ZlkdbetaqDAXwXq92TG/rS0ZRMb9fjeNcehb3+brx1YBO2JnpP7eY1TmAKa19UAA7Y1NYExVPckEh4/09+D64K77WFg1/oA2sm5Mdn/fvRCcHW3ZXqLe5PdrySB3qbX7Pdkxr40tmUTG/R2nqbbSvG1/2N6y3mZ3K621XXAprrmnqbZy/B0sHdsXXqunXW0V+1hZ80a8L/dwcOZqcztrr8Rgp4MUOAfynXYs6lfVSxwCea98SBbD2ejzHktMZ4O7El/264GVpbpB/mKcLC3t1wNfKgq03Etl2Iwk/aws+6NWBYHenBjrChteYdfZc+5aM9HbD1szU4MdoU9PDxY4lQzrTxdmWHTdS+ONKAk7mZrzXty2TWnvVqgwF8FH/9jzV0Y/MomJ+jowlPDWbsS3cWDqkM/Y3XZ/GCgVfDurIi101dfrntUQ2XUtEjZp/d/JnyZDOKI2bdgeeuS8/wpOPDcPXy5mEpIxbLufz959k0bxQFAoFXy7bwvY9pxk7shf7N75LgL+7Qf4J4wewceVs2rTyZOVve/np9320a+3Nnz+9zvhRQfU4otuvq6Mdn/UtuxfEp7AxWnMvmNO9LQ+3qP294N0e7ZjauuxecC2O8xlZjPJx4/O+hvcCe6Upz7RrwVBPF8yMjMguLrkNR3bnyL2gcRgp7tyfuHV3NPL3yy+/kJuby8yZM/nf//7H0qVLefTRR+/Y9ouLixk3bhyHDx9m+vTpfPbZZ1hYlP+4zcjI4PHHH2fjxo1MnTqVX3/99Y7t2z+FsQL+r0sAKjU8d/Asl7M0jejll2L4ZmAXZrT1Y3d8ao1PEkf6uNLb1YHtN5J55+QlXfoYP3de7hzAjLZ+fHTmii59+41k3j1xidi8Ar1yJgV48XR7f55t78+rRy804JE2LGMFvNxZU2/PHyqvtxWRMXw9oAsz2vixpzb15q2ptx2xN9WbrzuzOgfwZBs/Pg4vr7cdscnMP2lYbxMDvHi6nT/PtPfntWNNt95u9kKHAKxNTZh97BxHUzIAWHYpmg+DOjDe35Nd8Smcz8iusZyujnaM9nHndFomrxw9R4laM4PZrrhkFvTqwHPtW/La8fO6/NYmxvynfUsyiop5+uBpXcT056hYvunflRc6BHAsOYP80qYXpWmsOgN4/fh5LmXmkF5UzIsdArjf1/BHfFNgrIDXe7ZCpYanwsKJzNRcn0vOR7N8WBee6ejHrhspJORVf32O9nelr7sDW6OT+O+R8uvzgZbuvNajFU939OP9E+XX52AvJzo52RJ2I4VXD0XolfVhv3aEeDkx1NuZzdcrj3w1Bf9+9VuuRCUQHZvCy8+M4Z3XJta5jOC+7Zk2cQj7Dl9g9GPzKS7WXEe/rDvA+h9eY/E7oYyZ/L4uv72dFYvmTSE5NYt+o14nNiENgI+/2sChvxbwyfzpbN9zhpzcgkq315iMFPBypwDUanjh8FmuZGvOtR8ux/Blvy482dqPvfGpJBZUf66N8HYlyMWBnXHJvHuq/Fy739edmR0DmN7aj0Vny8+1zKJiXj56lkuZuWQXl7CwV3uCXBxuz0HeAXIvEKJqd/SR4dKlSzExMeGVV15h8ODB7Ny5k+vXrwOQl5eHjY0NAQEBVa7fuXNnLCwsyMoq7xKkVqv5/vvv6d+/P7a2tlhaWtKzZ0++//57g/VXrFjBoUOHGDhwIN99951eww/A3t6e3377jVatWvHbb7+xa9cugzJOnz7NY489hre3N0qlEg8PD0aOHMnGjRsN8q5fv57hw4fj5OSEubk5/v7+TJ48mbNnz+ryDBo0CIWi8kcYoaGap5zXrl3TpS1fvhyFQsHy5ctZv349QUFBWFpa4uLiwrRp00hMTKyy/u6E7s72eFtZsCM2WdeAAcgtKWVlZAxmxkaM9HatsZz7fd0A+Dbiul76husJxObmM8xL83RS649r8QYNGICfr8RSUFpKFye7Wz2kO6Kbk6bedlZWb5drX2/3VVVv0XWrt1+aSb1V5G1pThdHO06mZuhu9gAlajXLIqMBGOXjVquytPmWXYrW3ewBjqZkcCo1k14uDriam+nSQzycsTE1Yd31eL2usikFRay7Ho+9mSkD3Bzrc3i3RWPWGcCR5HTSm3jED6Cnqz0+1hZsjU7WNfxAc30uv3ADM2MjRvvVfH2Oa6Fp3H4Rrn99/nE1gRs5+Yz0c0VZ4fr0tNJEFQ4mpBuUtT9e06CxV5rW/YDuoLD9Z4mOrX232MpMmzgEgLc/+lXX8APYtvs0ew6e456QLvh4lkdUHhjdGwc7a75avlXX8AOITUjj6xXbcHGyZczIXvXap9ulu5M9XlYW7IxL1jX8QHOurbqiuReMqMW9YHTZ9fjdTfeCjdp7gaf+vaCgVMXfKZnNPuIHci9oTBL5ax7uWOPv/PnzHD58mOHDh+Pm5sYTTzyBSqVi2bJlAFhaWvLggw9y9epVDh48aLD+6dOnCQ8PZ+zYsdja2gKaht9jjz3G9OnTSU5OZtKkSTz55JPk5uYyffp0Xn75Zb0ytNt64403qmxwWVhYMGvWLACDBuSaNWsICgrit99+o3fv3syaNYvRo0cTGxvL0qVL9fLOmjWLcePG8ffffzNu3DheeuklBgwYwI4dO9ixY8ct1KC+NWvW8PDDD9OqVStefPFFOnXqxLJlyxgwYADp6YY/FO6Urk6az+ZYcobBsqNlado8VTEzUtDOwYbrOXmVRrqOJ2diaWJMW3vrGvdHDZSo1JSqm/a7Z7pp663CjUpLW5dd6ltvKf+8eqtI21A9Xkkdnk3LIr+klC6O1dehrixHO/JLSjmXbjj27FiK5vrq7Ginl1+zbcNrT5vWxbHpNaQbs86ak+4umv0+kmj4+R4ua5hp81TFzEhBBycbrmXlVRohPJqYgaWJMe0cy6/Pq2UPgvq5G0ZgBng4olKr+bseXSmbi+C+7cnJLeDQ8YsGy3bsPQPAgD7tyvP3aQ/AzrJlevn3nAZgYO92Bsuagq6OVd8LtPfQmq5JUyMF7extiM7JqzRC+HdqJhYmxrSxq/le0BzJvUCI6t2xbp/axtHkyZMBeOCBB3jmmWdYtmwZb731FkZGRkyePJkVK1awcuVK+vXrp7f+jz/+qLc+wJIlS1i9ejVTp07lm2++wdRU8wS0qKiIhx56iI8//piJEyfSo0cPSkpKOHbsGCYmJoSEhFS7r0OHDgXg0KFDurTExESmTJmCqakp+/bto1u3bnrr3LhxQ/fvTZs2sWjRIjp16kRYWBhOTuVPJEtKSkhNrf2A7aps2rSJLVu2MGLECF3a7Nmzef/993nrrbf47LPP6r2NW+FdNkbsRm6+wbK0wmLySkrxrmH8naelOcYKBTdyKu+Soy3b28qcMzVMDDHIwwlrUxN2xdXvyfPtVqt6q2H8nbbeYqvoynQr9RbWxOutIi9LTf1UdvwqID6/AD9rS4wUoKqmTWtubISzuRlXs3NRVbJcW37Fz0M77qOybWvTvKwMx4Y0tsass+ZEO2Y4Jtvw+kwtLCa3uAQfm+o/X29rC4wVCmKq+F6LLkv3sbbgVIrm+twfn87u2FQGezvz47CunEjWTBbRw9UOTytzFvx9mYsZ/+zx6ZYWSjzcHDgbEY2qkpPwcpRm8o5WFcb9tSqLsGqXVZq/RdPsYuxlpb0mDc+19CLNvcCrhuvIS3sPrcW9ILySRk1zJ/eCxiMRuebhjkT+iouL+fHHH7G1tWXcuHEAWFtbM378eKKjo3WRsMGDB+Pl5cWvv/5KcXF5VyCVSsWqVatwcXHRa+x8/vnnWFlZ8cUXX+gafgBmZmbMnz8fgNWrVwOQmppKcXExzs7OmJtXf+H5+PgAEB8fr0tbsWIFubm5zJo1y6DhB+Dt7a3795dffgnAJ598otfwAzAxMcHNrXbdDaozbNgwvboATUTT3t6eH374AZWqsq8qjcLCQrKysvT+CgsbZjYva1NjAHKLK+/PnltcgpWJcQ1laJ5J5JZU3v1EO7udlWn1zy5czc14vmNLCkpLWRoRXW3exmZVU72V1Fxv2vrIqaLbTp623kyqrzcXczOe61BWbxebdr1VpK2fqs6bvJJSjBUKLI1rqMey+qnqs8grK7/i56E9Z3Mq2XZuLeu9MTRmnTUn2uszp8rrs1R3DtRcRhXfa2Xp2u9QrVcPXmBFRAyB9lZMbO3FxNZetLa3ZndsKkcSM+pyGM2Sna0lAFnZeZUuz8rJ18sHYGuj+XdmJeto82vzNDXaaySnillca3UvMKn+Hlrbe0FzJfcCIap3R87A9evXk5yczPTp0/UaXk888QQrV65k6dKlDB8+HCMjIx577DE++OADNm/ezNixYwHYuXMn8fHxPPfcc5iUXTR5eXmEh4fj6enJwoULDbapbTxGREQYLLsVR48eBWD48OG1yqtUKmuMMNbHwIEDDdKsra3p2rUru3fv5urVq7Rq1arSdRcsWMDbb7+tlzZnzhzocc9t2dfGYGtqwge92+OgNGX+yUhiKnmKKgzZmprwQZCm3t471fTq7YlWPgZpa67FNfnp7huT1FnzpTQ24t3ebejoZMObhy9yrKyLZy9Xe2Z1a0lfdwem7TxNfA0TzQjxTyPfa02TsaL5DBW5m92Rxp+2y+cTTzyhlz506FC8vLxYv349aWlpODo6MnnyZD744ANWrlypa/xV1uUzPT0dtVpNbGysQUOmIu0rG5ycnDA1NSUlJYWCgoJqo38xMTEAeHh46NIyMzXdbby8ap7SOzMzEy8vL4yMbl9gtarooTZdu7+VmT17NjNnztRLUyqV7Np2vN77pX0ybmVa+RM1K1OTGgeUa5+MV/V0TPdUr4pybE1NWNy3A/42liwKv8L22ORa7Xtjyq2p3kxqrrfyyEHl9WZZw9NQW1MTFvVp2vU2JdDXIG1rbBK5JaU1PlW1NDFGpVaTV8Msa9r6qeqzsNQ9VS8vR3vOWpuYkHXT51TTU+jbranWWXOivT5vjsppWZkY1+L61JZRxfeaLnJfXkdT23oT4uXErP3n2RdfPnHJjhspFKlUfNS/PVPb+fDe35drfzDNTGaWJnpXVaTOtqxLrjYflEcJ7WwsScvIqTR/VZHExqa9RqyriO7V6l5QUv09tKZ7QXPQVL/XmvK9QAit2974i4mJYdu2bQDVRsJWrlzJ888/T8eOHenatSubNm0iMzMTU1NT1q5dS5s2bejVq3x2Lu2kLz169OD48ZobLSYmJvTq1YuDBw+yZ88egy6TFe3cuROAvn376tLs7e0BiI2Nxd/fv9pt2dvbk5CQgEqlqrEBqF1eUlKii2pqVdeAq2pWT226nV3VA4qVSiVKpbLa/bpV5WMJLLiUqT8WxVFpiqWJMRfSq59eOS6vkFK1Gm/ryhvo5ePjDPvUaxt+gXbWLDpzhQ3XG3f209qqVb3VMC21tt6qGk9QU70t6qOpt8XhV9gY3TTrbehfB6pcFpunqcPKjt8I8LAwJyG/oNoxHqCZ9S6loAgPC3OMwGCsh7b8iuMzY/MKaGtvg5eVOVk3/djU5q9qLObt1lTrrDmJLusq6GNjQcRNY+yclKZYmZpwPi2nslV1YnMKKFWr8anie823LD0mp7yO+npoZgX8O9nwXvB3kiatjb1VLY+iecrLLyQ+MR1/H1eMjBQG4/504/uulY/vuxyVQI8uAbRq4c7Rk5crz1/JeMCmQDvWz8vKgktZ+ueag5nmXhBRy3uB9y3cC5qLpvq91pTvBXdC037rqNC67Z/T8uXLUalUDBgwgOnTpxv8TZkyBUBvtszJkydTUFDA77//ztq1a8nJyeHxxx/XK9fGxoZ27dpx4cIFMjIyarUvoaGhgKbbo7qKWQwLCgpYtGgRANOmTdOlBwVpXgqrbchWJygoiMLCQvbs2VNjXgcHzSxusbGxeukqlYrTp09Xud6+ffsM0nJycjh16hS2tra0bNmyxm3fDqdSNYPHe7nYGywLKkvT5qlKkUrFhfRs/KwtcbMwbKT2dLEjr6SUiJuf6FZo+P0v/ArrrjfNm3tlTpVNwNLL2d5gmbYuT9ei3iIyqqk356rrTdvw+9/Z5lVvFZ0uq8OeldRhR0dbLEyMdXlqciZNMxteBwfDGeF6OTuU5cnSy6/ZtuGsjNq002lVP8xpLI1ZZ83JybLGV283w8+3T9lMnCcqaaBVVKhScT4tG39bS9wtDa/PIDd78kpKuVChEWlaNnuCvdLwOa32FQ9FNf2C/QfYd/gC1lbm9O3ZxmDZsODOABw4Uj7EY98RzbtJh5Yt08sf0kUvT1Nzupp7gfYeWtM1qb0X+Fpb4mZueK71cNLMYHkxs/oHFs2V3AuEqN5tbfyp1WqWLVuGQqFgxYoVLFmyxOBv+fLl9O3blzNnzugieJMmTcLY2Jgff/yRH3/8EYVCYdD4A3j++efJy8tjxowZuu6dFUVFRem9Iy80NJTevXuzZ88enn76aQoK9J++ZGZm8uijjxIZGcnDDz/MkCFDdMumTJmCtbU1H3/8MadOnTLYVsXG27PPPgvACy+8QFpaml6+kpISvaidNpq5fPlyvXyLFi0iKirKYDtaO3bsYOvWrXpp8+fPJyMjgyeeeOK2djmtzomUDN375FrZlj+RtjIx5vFAH4pKVWy9Uf5CYielKb7WFgYD2LWRp3+19dNLH+PnjlfZewSLKkxqY2NqwqKyht8nZ6/yx7Xm1YDR1tvQyuqtlWG9OSpN8bWqpN6uV1FvvtXUW1nD79OzV1nbzOqtohu5+ZxOy6Sbkz1BFW76JgoFU8u6CG2O0Y9o2pqa4GNlge1NXfH+LMs3tbUvJhVeCxPkbE9XJzuOJaeTVGEK9d3xKeQUlzDOzwPnCu98cjY3Y5yfBxlFxexP1P8uaAoas86ak2NJGdzIyWeErwuBdvrXZ2g7b4pKVXovWncyN8XPxvD6XHtVc30920n/+nygpTve1hZsuZ5EYYXr80zZrJ8z2vtScRI9I+BfHTSfzz/pVQ9ODja0DvDEycFGL33pKk1vnDkvP4JphS54wwd1IaRfB7bvOa33LsE1mw6TkZnLv0NH4OVe/k41L3dHnp4ynOTULDZsOXabj+bW/J1adi/wdCHARv9cmxRQdi+I1b8X+FRyL9hUdj3OuOlecL/2XhCnfy/4J5F7QeOR9/w1D7e12+euXbuIiooiJCSk2kjU1KlTOXToEEuXLqVnz564u7szbNgwtm3bhpGREQMGDKi0q+VTTz3F4cOHWbFiBQcOHGDYsGF4enqSmJhIREQER44cYdWqVbp1TU1NWb9+PWPGjOHbb79l06ZNjBo1CldXV2JjY9m0aROpqancd999uncCarm6uvLDDz8wYcIEgoKCGDNmDG3atCElJYUjR47g7+/PunXrABg1ahQvv/wyH330EYGBgYwfP163jZ07d/Lyyy/z4osv6o79gw8+YO7cuZw6dYqAgACOHz/O2bNnCQkJqTJ6eN9993H//ffz0EMP4e/vz+HDhwkLCyMgIIB58+bV+bNqKKVq+OD0FT7q057P+nVkZ1wK+SWlBHs44WFpzhfnokio8A66f7Xz414fN947GcmWCo2bLTFJDPF05h5vFzwslZxOzcLLypxgDyficgsMXlz7bs+2tLaz5np2HramJkxtbTgY/LercVXOoNbYStXw4ZkrfNi7PZ/27ciuuBTyKtbb+Zvqra2m3hacuqnebiQx2NOZYV6aejulrTd3Tb0tuahfb+/0bEtgWb3ZmJkQWkm9/d6E6+1mn5y7wqd9OvN2j3bsjk8hrbCI3i4OtLCxYu21OM7f1F1qnJ8HUwJ9WREZzQ+XY3Tpp9Iy+TMmgdE+7nzdvwtHktNxVJoxyMOZrKJiPj9/Va+cnJJSPjt/ldldWvN1vy7sjtf8EB3k4YytqQnvnLpIfg3jSxpLY9UZwISWXviWdUFrb29blubNCC/Ny5EPJKZxIKnxfyiVqmH+8ct8GtyBbwZ3YntMCnnFpQz2dsLTypz/nY7Sm3Tl2U7+3OfvxttHL/FnhUbhn9eSuMfHhRG+rnhamXMiORNvawsGezkRm1PA12f1r89lF24Q7OnEaH832jpYc7ysq2cvVzta2lkRnZ3PT5f0e400NaETBtOvlyZi16Gt5vtl6sTBBPfVvIvv4LGLLP85DICnQ4fz5ksP8e7i35m/eI2ujL2HzvP96l1MmziEQ5sXsGXXSdxd7Xnovr6kpmcz863letvMyMzlpbeWs+yTZzm4+T3WbDwMwIP398HJwZrJz35KThPteqdSw0fhV/ggqD2f9OlIWHzZvcDdCXdLc768EKX3HtcZbfwY6e3G+6cj9RqFW28kMdjDmaGeLrhbKDmdloWXpTkD3Z2Iyytg6aXrBtt+uq0/dmaan4UtysZY/rutv+6768+YRM7WMGyjqZB7gRBVu62NP21XTm13y6o8+uijvPDCC6xevZpFixZhYWHB5MmT2bp1K6WlpZVG/QAUCgXLly9n1KhRfPfdd2zatImcnBxcXV0JDAzko48+YtiwYXrruLm5ceDAAVasWMGqVatYu3YtWVlZODg40KdPH0JDQ3nooYcq3d748eM5cuQICxYsYM+ePWzYsAFnZ2e6du3KjBkz9PJ++OGH9O3bl88//5zff/+dgoICPDw8GDJkCPfcUz6rppubG2FhYcyaNYtt27ZhYmLC4MGDOXz4MO+++26Vjb8HH3yQJ598kvnz57Nu3TosLS0JDQ1lwYIFuq6kjeVkaib/ORDO1Da+DPF0xsRIwdWsPL65cL3W79tTA68fu8BjrbwZ7u3Cwy09yS4u4c/oRJZERJNZpD9gWtuNys/GkqltDAeCA/wVk9SkGzEnUzP5z8FwprX2ZfBN9RYWX/t6e+P4BSYFlNVbC029bY6pot4sKtSbTeX1tqWJ11tF13PyefbQGaYF+tLHxQFzY2Nu5ObzybkrbIiuW1Rz8dkrRGXnMdrHjQf8PMkvLeVAQipLI6OJzzP84bgjLpnMomImBXgz0tsNNXApM4efrlziRGrT7ebTmHXWy9mBrk7645ODXMq/vxLyC5tE4w804+5m7DrDvzr4co+PMyYKBZcz8/j8zDV23Kj99fnygfNMaevNvX6uTAz0IquohA1RiXx99joZN12fifmFPLHjFKFtvenj7sD4lu6ogfjcAn6MuMHyiBiyq5iGvqno16sNkx8OuSmtLf16tdX9X9v4q85/XlvCuYhopk0ayrNTR5KTV8iGrceY8+EvRFVoYGv9vHY/qWnZvPKfsUx+JAS1Ws3J8Cje/2wtYfvP1v/AbqNTaZk8fyic0EBfBnlo7gVR2Xl8e7Fu94I3/77AxJbeDPdy4SH/8nvB95cM7wUAIWUNTL00D+fy/UrNajaNP7kXNA6JyDUPCnVVg99Ek7R8+XKmTp3KsmXLamxU11XwxqoHUAtDe+/vT8gmqbO62nNf/2oH6wtDO++VOrsVO+/tT9Bv+xt7N5qVow8PwMJ3YmPvRrOTH72awZvlGq2LsFHyvXYrdt7bv7F3oUq/R225Y9t6qMXIO7atfxp506QQQgghhBCiXuQ9f82DzMoqhBBCCCGEEHcBifwJIYQQQggh6kXG/DUP0vhrZkJDQxt8rJ8QQgghhBDin08af0IIIYQQQoh6kchf8yBj/oQQQgghhBDiLiCNPyGEEEIIIYS4C0i3TyGEEEIIIUS9SLfP5kEif0IIIYQQQghxF5DInxBCCCGEEKJejCXy1yxI5E8IIYQQQggh7gIS+RNCCCGEEELUi5FC3di7IGpBIn9CCCGEEEIIcReQ5arJBwAAlk9JREFUyJ8QQgghhBCiXiSi1DzI5ySEEEIIIYQQdwGJ/AkhhBBCCCHqRd7z1zxI5E8IIYQQQggh7gIS+RNCCCGEEELUi7znr3mQyJ8QQgghhBBC3AUk8ieEEEIIIYSoF3nPX/MgkT8hhBBCCCGEuAtI408IIYQQQghRL0aKO/d3J2VlZTFz5kz8/PxQKpX4+/vzf//3f+Tk5NSpHIVCUeVfaGjobd12RdLtUwghhBBCCCFukpubS0hICKdOnWL48OFMnDiRkydP8tFHH7Fnzx727t2Lubl5rcvz8/OrtKHXtWvX275tLWn8CSGEEEIIIerln/ievw8++IBTp07x6quv8v777+vSX3vtNRYuXMjixYuZPXt2rcvz9/dn7ty5jbJtLen2KYQQQgghhBAVqNVqlixZgrW1Nf/973/1lv33v//F2tqaJUuWNLttS+NPCCGEEEIIISqIjIwkLi6O/v37Y2VlpbfMysqK/v37c/XqVWJiYmpdZkZGBt9++y3vvfceX3/9NeHh4Xds21rS7VMIIYQQQghRL3cyolRYWEhhYaFemlKpRKlUNtg2IiMjAQgMDKx0eWBgIFu3biUyMhIfH59alXn69GmeeuopvbSRI0eyYsUKXF1db+u2tSTyJ4QQQgghhGg2FixYgJ2dnd7fggULGnQbmZmZANjZ2VW63NbWVi9fTWbNmsXBgwdJSUkhKyuLgwcPcu+997Jlyxbuu+8+SktLb9u2K5LInxBCCCGEEKJeFHdwwpfZs2czc+ZMvbSqon6zZs0yiBJW54UXXqgy4lYfH330kd7/+/bty6ZNmxgyZAh79uxh/fr1PPDAAw2+3ZtJ408IIYQQQgjRbNSli+c333xDbm5urct+6KGHCAwM1EXdqoquZWVlAVVH52rDyMiIGTNmsGfPHg4cOKBr/N3ObUvjTwghhBBCCFEvTfVND7f6QnRt9E87/u5mNY3Lqy1nZ2cAvQbq7dy2Qq1Wq+u8lhBCCCGEEEKUOZb85x3bVi+X0bd9G2q1Gm9vb7KyskhISNCbdTM3Nxd3d3dcXFy4evVqvbYzb9485syZw4IFC3jttddu+7Yl8id0Hgnb29i70Kz8OjiYwZsPNPZuNDtho/rTY/W+xt6NZuXviQPps2Z/Y+9Gs3P4wQE8vmdPY+9Gs7IyJES+125B2Kj+WPhObOzdaFbyo1dTrDrZ2LvR7JgadWvsXajSnRzzdycoFAqefPJJ5s2bxzvvvKP3ovV33nmHnJwcXn/9db118vLyiI6OxtLSEl9fX116eHg4bdu2xdTUVC//wYMHWbhwIaampjz88MP12nZtSeNPCCGEEEIIIW7yyiuvsH79ehYuXMjJkyfp3r07J06cYNu2bfTq1YsXX3xRL//Ro0cZPHgwISEh7N69W5f+8ccf8+effzJgwAB8fHwwNTXl3LlzbNu2DYVCwRdffEFAQEC9tl1b0vgTQgghhBBC1Ms/8f1xVlZW7Nmzh7lz57JmzRrCwsLw8PBg1qxZzJkzBwsLi1qVM3bsWDIyMjh9+jTbt2+nqKgId3d3JkyYwIsvvkhQUNBt2/bNpPEnhBBCCCGEEJWws7Nj8eLFLF68uMa8gwYNorLpVMaPH8/48eNv67ZrSxp/QgghhBBCiHpRKGQOyebgnxihFUIIIYQQQghxE2n8CSGEEEIIIcRdQBp/QgghhBBCCHEXkDF/QgghhBBCiHr5h73m7x9LIn9CCCGEEEIIcReQyJ8QQgghhBCiXhQS+msWJPInhBBCCCGEEHcBifwJIYQQQggh6kUCf82DRP6EEEIIIYQQ4i4gjT8hhBBCCCGEuAtIt08hhBBCCCFEvRhJv89mQSJ/QgghhBBCCHEXkMifEEIIIYQQol4k8Nc8SORPCCGEEEIIIe4CEvkTQgghhBBC1Iu85L15kMifEEIIIYQQQtwFJPInhBBCCCGEqBcJ/DUPEvkTQgghhBBCiLuARP6EEEIIIYQQ9SKRv+ZBIn9CCCGEEEIIcReQyJ8QQgghhBCiXowk9NcsSORPCCGEEEIIIe4CEvkTQgghhBBC1IsE/poHifwJIYQQQgghxF1AGn81GDRoEApF4z3LWL58OQqFguXLlzfaPgghhBBCCFEdhUJ9x/7ErWs23T6vXbtGixYtGDFiBFu2bGmwcufOncvbb79NWFgYgwYNqtU6y5cvZ+rUqSxbtozQ0NAG25d/ssLEBOLXryPn4kVURYUoXd1wCg7BKTikTo1rtUpFyp4w0vbtozA5CSOlEpu27XAfOx6li4th/tJS0g4fIm2/Jr+6uBhTB0dsO3XGZdg9mNrZNeRh1lsbO2tCA33o6GCLsUJBVHYev0XFsjshtdZlmBopmNjSm3u8XHA1V5JVXMLhpDSWXoomo6hYL6/SyIgxfu60sbMm0NYKbysLjBQKJoQdJzG/sKEP77Zo72jNU5386OJsi4mRgssZufwUEcv2mJRare9tbc4of1faOljTztEaV0slcTkF3L/xWLXr9XW3Z2oHX9o6WKEGItJyWHIuhmOJGfU/qDugnYM1M9r70slRU29XMnNZHRnHztja1RtozrXJrb25188VVwslWUXFHEhI55tz10kvLK50HROFgodbeTDcxwVfawsAEvIKOZmSyUenrjbIsd0pBYmJ3Fi3juyICEqLijB3c8M1OBiXkNp/rxVnZZF84AB516+Te/06Ramaa73Xt99WuU7K4cPkREaSGx1Nfmws6pISWoSG4tyvX4McV0OT77W6mTB+AP2D2tCtU0s6tvFBqTRlxsyvWPn73jqVo1AoeHrKcKZNGkKAvzs5uQWE7T/LnA9/4Vp0UqXrDAvuzCv/GUfXjv6o1WpOhkfx/mdr2X3gXEMc2h11LSqOzz79lSOHz5GfX4CfvwePPDqMRyfcU6ffHQkJqXzz1R/s23eKlJQMHOxt6T+gM88+9zAeHs56eRMT09i25TB7954kKiqOlJQM7Oys6datDdOm30/nLoENfZhC1Fmzafw1lh9++IG8vLzG3o1mrSAujsgP30ddXIx9j56Y2NmRfTac2NU/URAfh/eESbUu68ZPK0k7sA9zT0+cBw+hJDOTjL+Pk33hPIGvzEbp5qaX//qSb8k8eQIzF1fse/bCyMSU3KirJG/fSvrRw7R+/b9NpgHY1dGOD4LaU1SqIiw+hbySUoLdnZjTvS0uF6L4LSquxjIUwLs92hHk4sC59Cz2JqTibWXOKB83ujnZ8eyhM2QWlejy2ytNeaZdCwAS8grILi7Bzsz0dh1ig+vpasfngzpSqFKx7XoyeSWlDPF25v0B7XA7eZWVEbE1ltHNxZanOvlRolJzLSsPJ3OzGte519+Fd/u2Ja2giI1Rmh9Rw32d+XJwR147EMHOWjY8G0t3Fzs+GdCBolIV22+kkFdcymAvJ+b3aYvbmShWRdZcbwrgg77t6evuQHhqFmGxKfhYWzDG342eLnY8GXaajArnGoCNqTH/G9CRDo42nEnJYl1UAgCeVuYM83ZpVo2//Lg4LixciKq4GMcePTC1tyczPJzrq1aRHx+P38SJtSsnPp7YtWtBocDc1RUjMzNURUXVrhO7fj1FqamYWFtjamenazA2RfK9VndzX34EPx8XklOzSEjKwM/H8MFmbXz+/pNMmziEcxdj+HLZFjzcHHhwdB+GBnciZOxbXLmWoJd/wvgBLPvkWZJSMln5m6ah+eD9ffjzp9d5/JlPWLv5aL2P7U65cvkGj096i4KCIkaM7IOrqwN795zk3Xnfc/VKLK+/ObVW5URHJ/D4pDmkpWbSr39nRt7bl+jrCaxft5e9e0+xctXb+Pq66/KvWrmFpUs24OPrRr9+nXFwtCX6ejy7dh5n185jLPzwOe4d1TQf0jQEGfPXPEjjrwa+vr6NvQvN3o3VP6HKz6fFf57HtmMnAFRjxnH1f4tI3R2GQ1BvrFoG1FhOzsUI0g7swyqwNS1feAkjE83pa98riKjPP+XGL6sIeP4lXf68qCgyT57A0r8Frf7vFRTG5ad77C8/kxK2k9T9e3EffX8DH3HdGSng5U4BqNXwwuGzXMnOBeCHyzF82a8LT7b2Y298KokF1T+1HuHtSpCLAzvjknn31CVd+v2+7szsGMD01n4sOntFl55ZVMzLR89yKTOX7OISFvZqT5CLw+05yAZmrIA3gwJRATN2nOFShqbOvjsbzYrhXXm2sz87olNIyKu+zk4kZTFl2ykiM3IpLFVx8JH+1ea3MTXhlR4BpBcU89iWkyTla36orzgfw6qR3ZndsxWH4tPJKyltkONsaMYKmN29FSo1PL0nnMhMTb0tvRDN90O68HQHP3bF1lxvo/xc6evuwNboJOYcKz/Xxrdw59XurXiqgx8LT17RW+eNHq1p52DNW0cvsi0m2WC/mpPrP/1EaX4+gc89h30nzfea19ixXFy8mKSwMJyCgrAOqPl7zcLDg7Yvv4ylry/G5uaE//e/FCQmVruO/+TJmLu5oXRyIv6vv7ixdm2DHFNDk++1W/PvV7/lSlQC0bEpvPzMGN55rXYPEioK7tueaROHsO/wBUY/Np/iYs330S/rDrD+h9dY/E4oYya/r8tvb2fFonlTSE7Not+o14lNSAPg4682cOivBXwyfzrb95whJ7egYQ7yNnvn7aVkZ+fx1TevMjC4GwDPPf8oT057l1U/bWXU6P507da6xnLef28FaamZvPb6FB6ffK8ufeuWw8x66X/Mf2cZ33w3W5fesVMrlq14i15B7fXK+fv4BaZPe5d35i1l6LBemDWjhxHin+cfN+YvMzOThQsXEhISgqenJ2ZmZnh6evLEE09w5Yr+D5FBgwbx9ttvAzB48GAUCgUKhQJ/f3+9PBW7B4SGhjJ1quaJ0dSpU3XrVMzj7++vV8bN26ysu0FaWhpPP/00bm5uWFpa0qtXL9bWcEM/c+YMEyZMwMPDAzMzM/z8/HjuuedIbUJPgQsTE8iNvIR1mza6hh+AkYkJ7mPGApC6f1+tytLmcx8zVtfwA7Dt2Amr1m3IOX+eorTyYy9M0fy4tG7bTq/hB2DbqTMAJdnZt3BUDa+7kz1eVhbsjEvW/UACyC0pZdWVGMyMjRjh7VpjOaN9NJHP7yKu66VvjE4gNjefYZ4umBmVX/YFpSr+Tskku1g/QtMc9HKzx8fGgi3Xk3QNP4Cc4lKWndfU2f0t3KopQSM2t4CzqdkUlqpqtd1hvs7Ympnyy6U4XcMPICm/iF8i43AwN2Wwt1PdD+gO6eFij4+1BdtiknUNP9CcaysibmBmbMQo35rPtbEtNE+7vzqnf66tjUrgRk4+I3xd+f/27juuqXONA/gvYYS991ZBQXALijLdW9u6FUXFVmvrbG3VumvVVtvaWjsUV7Vi1avgqFtBcW+2IHuJrLD3uX8EIjFhKXISeL73w+c257w5eXJ8k5znvItXq67Z66jDw1QX5xNfiSV+AFApQ0M4Sl6+RH50NNQ7dRImfoDge810zBgAwKsbjfteU9DQgHrHjpBTUmr062t27gyervTWsRr0vfZ2rt0MRWITul9LMnvKAADA+m3/ChM/ALh4/SkCb4VhsHs3mJu8rkMfjuwDbU01/L7/gjDxA4CU9Gz8ceAi9HU1MGaY4zvF1FLi41Lx4EEEnPrYCxM/AFBQlMdnCycCAI4fv9rgcUpLy3Ar+Bl09TQxbfowkX1Dh/WFrZ0Vgm8+RVLS65s1g4c4iSV+ANCrtx2cnOyRxy/E8+eJb/vWCGkWra7lLyIiAmvWrIGnpyc++OADqKqqIjIyEv/88w/Onj2LR48ewdLSEgCE4/UCAwMxc+ZMYcKmpaVV5/HHjRuH3Nxc+Pv7Y+zYsejevfs7x1xUVAQPDw+EhITA2dkZ7u7uSEpKwqRJkzBkyBCJzwkICMDEiRPB5XIxduxYmJubIzw8HDt37sSFCxdw9+5daGuzf6ez4LngLq2anb3YPlVrG3B5PBQ+fy62T/KxosDl8aDawVpsn3pnexQ+j0LB8+fQ6esMAFAyMRE8LzICTOVokQQwL+SZ4Hm2dk17Q+9Jdx0NAMD9zFyxffdeCbZ1qy5TFwUuB3Za6kgsKJJ4J/1hFh9jLATjYEJy8t45Zrb1MhB0172Tliu273ZaDgCgp4Em0MxDVXpXv+7t9ByJrzuviyV6GmjibLzkMTVs66kviP/uS/H471Rv66GvCUQm1XkMRS4H9jrqiM8vkthCeC8jFx+2N4atthqeZgnq2iAzwdiYqymZ0FSUh6uxLnSUFJBRVIpbL3OQVyY7F+p5UVEABEnYm9RtBN9r+Y38XmvN6HuNPW7OnVFQWILbD6LE9l0Oegb3fvZw6WuHI/+7KSjfV1CXrwQ9Ey8f+BSrl46Hax87/HOicTc12HT/fjgAoF//rmL7evayhbIKDw+qy9QnN7cAFRWVMDHRk3jT3tRUH5ER8bh3Nwzm5g3faJSXlxP8v5xcg2VlFYvzI5ImaHXJn52dHdLS0qCjoyOy/dq1axg0aBC+/fZb7N69G4Ag+YuPj0dgYCC8vb0bNeFL7eRv3LhxzTLhy/fff4+QkBDMnTsXf9Ua5O/l5YVhw4aJlc/KyoKXlxf09PQQHBwsTGYBwM/PD1OmTMGaNWvw66+/vnNs76o0Q3BHjGcgfneXw+VCUVcPJWmpYCorwannC7GytBQVfD6UTEzB4Yo3WNccvyzj9QW3sqkZ9AYMRObVK4hctxYaDg7gyMujMDYWxYkJMBw9Bprde4gdiw2mqoKJL1IKi8X25ZSVo6iiUlimzmOoKEGOw0FyHd1ykquPbaaq1CoukizUBecjMV/8nGWVlKOwvAIW6o1vTWks8+rXTZLwujXbamKTRubVk6wkFYjHn10qOG/mavWfN1NVZUFdK6ijrlVvN1dTFiZ/tlpq1duUsM6xI9QUXv/8FJZXYPOjGFxOlu6xkjVKq79n6vpe4+nqojgtrcHvtdaOvtfYoaLMg7GhNkIjE1FVJd6kHlM91tba6vVYNevqlvyafRLLtzMS2yeNEhIE8VpaiscrJ8eFmakBXrxIRkVFpTAhk0RDQxVyclykpmaCYRixBDAlRdCDISE+rcGY0lIzced2KPT1tWHTkYYTEXa1um6fmpqaYokfIOjWaW9vj8uXL7MQVf0OHjwIRUVFbNiwQWT70KFDMXDgQInl8/LysHnzZpHEDwAmT56Mnj17ws/P773G3FiVxYIfZjllyT/wXCUlgGFQWVL/OIKq6uNw6ziOnJKyyOvVMJ04GSYTJqE8OwuZ167i1aWLKHoRA3W7ztDs3rNJ7+V9Uq3+ASqoY5xYYUWFsEzdx5AXlpWkZgyaqnzruOdTkzwU1NG1q7C8UiTBaL7XlavzdQuru1fVlJFGNbEVltdV1xo+b/WdA8GxK0TKAYC2kmCMywKHdghMzcKH5+9jUMBtrL0XBQbAWseOsNZQadJ7YUtD32tyysqN+l5r7eh7jR2a1Z+jvHzJk9XlVd/40az1edNQF/w3X8JzasrXlJF2BdXvQU1NcryqasqoqmJQKOGmRG3Kyjz06m2HrEw+/P65KLLv0sV7iIyIBwDk13Gea5SXV2DFV7+hrKwcS5ZNgZxcq7v0FuK24B95e63y2/L69ev4+eefcffuXWRmZqKi1o+GomLDM/m1pLy8PMTFxaFz584wMhK/S+Xq6oorV66IbLtz5w4A4O7du2LjGAGgpKQEmZmZyMzMhJ6entj+0tJSlJaKdp/h8Xhv/R7STweIbdMfOAhyKuz+UDBVVUj+5xBy79+D6aQp0OjWHVxFRRS+iEHKUT/EfL8ZHZYsg4pVO1bjJKQt4FbPA/cirxAbH0QLt19IegVVBTks72GNidYm+O5RDFshikgJEP9eMxw0CPIsf68RQoDfdh4T2+Y1YwQ0NFSb9XWWfz0DM6atxaZv9+H69Ufo2NECiYnpuHb1ATp2ssDzqMR6l42oqqrCNyt/x4MHERg/YQDGjHVr1vgIeRutLvk7duwYJk2aBDU1NQwdOhRWVlZQUVERLpSekJDQ8EFaUF6eoJuKgYTuQwBgaCjejzw7WzAY+7fffqv32IWFhRKTv82bNwsnuqmxdu1awH1Ao2J+08uzp8W26Tj3g5yKivDO+JstcjWqSkoADqfByQ5qWvyq6jhOZYn4nfjsW8HIvnkDJhMnQ9fNXbhdw6ELFLS08PzbDUg7dRIdFi+t97VbQmH13Wu1Ou6Cq8rLNzh5Qc2d8brugKtUH7uuO+iypkDYuiT5/aoqyCH/PYwjKxC27smLTC9f85q1y0ijmthU62idVJWXa7Cu1T4HEo8hbJWtrPUcwTFvpmWLlb+Rmo3lPQBbbbUGom85qWfOiG3T69cP8o34XqssLm7U91prR99r7ODnCVqi6mqp06ju+l1TDnjdSqiproLs3AKJ5etqSWTD77+dENs27gN3aGioQq36fRcUSI63sKAYHA4Hqg10OQYAW1tL+B3bhN9+PYb798Jx724YLCyMsGbdXOTnF2L7D4ehoyt5uaiqqiqsXvUHzp4JxqjRLlizzqcJ71A20Zg/2dDqkr9169ZBSUkJDx8+hI2N6GKaLdUVksvloqyOdZr4fL7IYw0NwWD3jAzJk0O8lDDld81zQkJC4ODg0OT4VqxYgaVLRRMeHo8Hr1t3m3wsAOj2x+469/EMBMlrqYT3x1RVoSwrE4q6eg2Oi5Hj8SCvqYmyrEwwVVVi4/5qjq9YK4nODwsFAKh16iR2PGUzc8ipqKA4qe5JLVpSzZgYU1VlPM8rFNmnragAFXk5RObWPzNpalEpKhkGZqqSLzjNqn/o6ho7I2sSa42vi8wRvVjRVVKAqoI8wrIKJD31nSTlF8NeVx3m6srgZ4n+m5jXMw5RWtSM9TNXU0ZUrmhd0+EJzlt4Tv3nLbWwRFDX6hgbWLO99rjCxIJidNZRl9hVtCYB4ElRd6j6FlmvGetX1/daaVYWeLq6bXq8H0Dfa2wpKi5F2sscWJkbgMvliI37E47vq7XOX0xcOnp16wDrdka49zhGcnkJ4wHZEhpR9/VczVi/mrF/tVVWViE5JQOmZvr1jverrX17U2z/abHY9lUrdgEAHBzai+0TtPj9gQD/IIwY2Q+bNn8KroT5CghhQ6uriS9evICdnZ1Y4peWlobYWPEFhOWqf5wrKxt/p76h52hrayMjI0OkuykgaImLjo4W2aahoYF27dohJiYG6eniX1Q3JEwX3qdPHwDA7du3Gx1zbTweDxoaGiJ/79Ltsz6qNoJ1dAoixKdcLIyJRlVpKVQ7NrzWDgCo2XREVWkpCl+IdwvLDw8TlqnBVJ9/Scs5VJWXo7KkFBwpGSfyNFvQAuyopyW2z0lfS6RMXcqqqhCZmw8LNRUYKon/e/bS1URxRSWi+M2fELHhUYbgRkpfYy2xfc7G2iJlmtPD6mM6G4nPpvs+X7e5PM4UxNbHUDz+vtXbHr+qP/7SqiqEZ+fDSl0FRiridc3JQAtFFZUiSfmD6nPSTkJrRLvqsUdpDawtKC3Uq7+z+OHiMwbmRwu+19Qb+b3WmtH3Gntu3ImAmqoSnHuL3/wc5CaYBTP4buTr8ncjAAAD3cRnyBzk3k2kjLTr7SiYufRWsPjMpY8eRqK4qFRY5m0VFhbj+rVH0NJSh3O/LiL7aid+w4Y7Y/PWz1r1OL/aOC34R95eq6uNlpaWiImJEWkxKykpwfz581FeXi5WvmZymKQmtAA19BxHR0eUl5fj8OHDwm0Mw2DFihUoLCwUK+/l5YWysjKsWbNGZPvFixfFxvsBgvUF1dXVsWrVKoSFiSdVRUVFwnGBbFMyMoKqTUcUREUhLzREuL2qogLpAf4AAN3+LiLPqSjIR0l6GioKRJM2XVdBX/n0AH9U1Uqs80JDUPg8CmqdO0Ox1tpXKtVLQmSc/w9Vb/zbvzxzGqiqlNgqyIaHWblIKSzGQBN9dFB/PWZBVV4OUzuYo6yyChdSXrcy6PAUYK6qLDZZwpnq9Ybm2opOBDTawgimqsq4nPoKZVWNW89O2t17mYvk/GIMszRAR63X50xNQQ6zOgvO2Zn4198DekoKsFJXfufJWC4lZiK/rAKTOprAQPn1GGIDZUVMsjFBTkk5riVLz1qbb3qQkYvkgmIMMdeHjaZoXZtpa4ayyir8l/i6rukqKcBSXbyunapuBZhvL1rXPmhnBDM1ZVxIzEBprbp2NSUTOaXlGGKhjw61JpqQ53Awt7Ng9rsrMjLbp7KREdRtbJAfFYXcENHvtZqxgnquriLPKc/PR3FaGsqlZG3RlkDfa++frrY6OnYwga62ush2338E1w5rv5gIhVrfeUM8usG9nz0uBT4VWUvwxJk7yOUXYr73UJgavZ40z9RIB/NmDsGrrDwEnL//nt9N82jXzgS9e9vh3t0w3Ah6LNxeXlaBnb/8CwD4aLynyHNycvIQG5uCnDdmjC0pKUPFGxMWlZWVY803f4LPL8C8Tz8Ej/f6d6Cmq2eAfxCGDuuLLd+3ncSPyA4OwzAysbRufHw82rVrBxMTEwwePFhiGVtbW6ipqeHzzz+HsbExxo8fj4qKCly6dAkMw0BNTQ1Pnz5F7bccHh4OBwcHGBkZYdq0adDU1ISWlhY+++wzAIJF2QMDA0Wek52dDTMzMygqKmLmzJnQ19cHAHzzzTcAgNDQUPTq1QtVVVWYNGkS9PX1cePGDeTm5kqMobCwEH379kVoaCj69esHNzc3JCUl4d9//8WQIUNw9uxZ7Nu3T2RZibNnz2LChAkoKyvDsGHDYGtri9LSUuHSFf369cP58+ebdI4nXgtqUvnGKklNQfQPW8GUl0OrV2/Ia2oiPzQEJamp0PXwhNnkqSLl008H4OXZ0zAcORpGo8eI7Ev6+yCyg29AycQE6g5dUMHnI/fhA3B5PNgs/xo8w9eT5lQWFyN663coTU+Hoq4u1O0dwFFQQNGLFyiKj4O8ujqsl68Ar/rfr6n+9XSD57ngt3quJN11NPG9U2eUVVbhWlomiioq4WakCyMVJeyKiMOxuFRh2a+6WmOYmSG2PI0WuXjiANji2BlO+toIy8nD0+w8mKoowdVIF+nFpfj01lOxcWrzbK2gqShoAe2lpwV9JR4C0zJRXN2yfTbpJUJzmu+C9dqI/uh1pHnWiuptoImdHg4orarCxYRXKKqoxAAzPZioKeGnx7E4FJkiLLuuT0eMbm+IdXeicDru9TnTUpTH4h6vu+2MsDJAaWUVriS9vjD6+XEscmudt+FW+vjW2RbZJWW4mCgoN8RCD1o8BawIjsTlpOZNYh5OcUXfEzeb7Xg99TWxw8UeZZVVuJSciaLySnia6sJYVQm/PIvDP9Gvz9vqXjYYaWWIjQ+e42yCaF37sb89nI20EZKVh8eZfJipKsPDVBdpRaWYc/WJyDkDADcTHXzXxw7lVVW4miJIoh0NtNBBUxXBadn48lY4mvMS/s5HLpgeGNiMR3ytODUVEVu3oqq8HDq9e0NBUxP8kBAUp6bCwNMTllOmiJRPCQhA6pkzMBk1SrgQfI3YffuE/537+DEqS0qg6+ws3GY8bBiUjY2Fj1/duIH8GEEPiOKUFBQlJkKtQwdhd1R1a2vov5F8NtYhd3f6XnsL10b0h7LFlIYLNoL3ZE/0cxTcmLS3NUfPLu1x634kXlTfzLp1Pwr7/a4BAFYt+QjfLBmPb386jk0/iY6D+23rXMyeMgBhUUk4f/UxjAy0MH6UMwqKSuAxbo1YN87JH7hg344FyMjk48RpwQ3kj0b3hZ6OOrwW/IL/nX27oSF1KU48gvKqxw0XfAsx0UnwmrYWJSVlGDbcGfr6WggKfIyYmGRMnTYUK7+ZJVL+t53H8PtvJzB/wUdY8NkE4fZHDyOxeOGPcO7XBUZGuigoKEZQ4GOkpWVi/IQBWLt+rsiELzXHUVFRwnSv4ZCTF0/8Bg50hK2d1Vu/NwWudCxRJUlSofgcEO+LueroFnut1kY6+rw1QWpqKg4cOCBxn7u7O65duwYFBQX8+uuv2L17N7S0tDBy5Ehs3rwZEyZMEHtO586dsW/fPmzfvh2//vorSktLYWlpKUz+JNHR0cHx48exbt067N69G8XVg/5rkj8HBwecP38eK1aswPHjx6GmpoYRI0Zg27ZtmDhxotjxVFVVERgYiBUrVuDkyZN49OgR7O3tcfToUfD5fJw9e1bsOSNHjsTjx4/xww8/4PLly7h06RJUVVVhZmaGWbNmYfr06Y06ny1BycQUNl+tRHrAKeSFhqCqtBQ8Q0OYTp4KXXePJh3LbNp0KJmaIvtmEDKvXgGXpwTN7j1gNHYcePqik+bIKSvD5qsVyLhwHvynT5B9+xZQVQUFbW3ournDYPgIKGqLLwvClifZfCy8HQJvGwt4GOtBnstBXH4R/opKwLW0xiUTDIBvHkZgSnszDDHVx3grE+SXV+Bc0kvsfZ4odoEEAO7VF2Ii24xfTxT0JCuvWS+SmtODDD7mXH6KT7pYYoiFPuS5HMTkFuKXp3G4lNi4c6asIIfR7UUnVlLhim77MzRBJJH5L/4VcksrMLuzOca0MwQDBhHZBfANS8K9l7nN8t7ep0ev+Pjk+jPM7WyBQWZ6kOdw8CKvCL+Fxjd6rT0GwPLb4ZjRyQzDLAww2doUeWUVOB3/En+GJYglfgAQlJqNT4OeYZatOVyNdaEkx0VSQTF2hsThSHRKsyZ+75uyiQnsVqxAyqlTyA0RfK8pGRrCcupU6Lu7N3yAWrIkdOGvvU2vXz+R5C8/JkbsOQUvXqCg1uzPb5v8NTf6Xmu6fo6d4DXB/Y1ttujnaCt8XJP81eezr/cgLDIRs6cOxIJZw1BQVIqAC/ex9oejiEsQH6/qd/ImsrLzsfyzsfCa6A6GYfA4JA5bfj2JazdD3/2NtSBrG3P8c/Rb/LrjKIICH6O4uBSWVsb4ZvVsTJoiuQFBEmNjPTg6dcbDh5HIyuRDWZkHu85WWP61FwYP6SNWPrV67b+iohL89edJicc0NdV/p+SPkHclMy1/5P17Xy1/rVVzt/y1Fc3Z8tdWNHfLX1vxPlv+WqvmbvlrK5qz5a+teJ8tf62ZNLf8Jbdgy58Ztfy9NeqITAghhBBCCCFtgMx1+ySEEEIIIYRIFy5NwykTqOWPEEIIIYQQQtoAavkjhBBCCCGEvBNq+JMN1PJHCCGEEEIIIW0AtfwRQgghhBBC3gmHQwsIyAJq+SOEEEIIIYSQNoBa/gghhBBCCCHvhMb8yQZq+SOEEEIIIYSQNoCSP0IIIYQQQghpA6jbJyGEEEIIIeSdcKjfp0yglj9CCCGEEEIIaQOo5Y8QQgghhBDyTqjhTzZQyx8hhBBCCCGEtAGU/BFCCCGEEELeCbcF/1pSXl4eli5dCktLS/B4PFhZWeHLL79EQUFBo4+xbt06cDicev/mzJkj8hxvb+96y78t6vZJCCGEEEIIIW8oLCyEu7s7njx5giFDhmDKlCl4/Pgxtm3bhsDAQAQFBUFJSanB43h4eNS5b8+ePUhJScHQoUMl7l+0aBG0tLTe8h2Io+SPEEIIIYQQ8k5a42yf33//PZ48eYKvvvoKW7ZsEW7/+uuvsXXrVvz0009YsWJFg8fx8PCQmAC+fPkSmzZtgq6uLsaNGyfxuYsXL4aVldVbvgNx1O2TEEIIIYQQQmphGAZ79uyBmpoaVq9eLbJv9erVUFNTw549e97pNQ4cOICKigp4eXlBUVHxnY7VWNTyRwghhBBCCHlHravpLzo6GqmpqRg6dChUVVVF9qmqqqJ///64cOECkpKSYG5u/lav4evrCwDw8fGps8yZM2eQn58PHo8HOzs7DBw48J0SRUr+CCGEEEIIITKjtLQUpaWlItt4PB54PF6zvUZ0dDQAwMbGRuJ+GxsbXLhwAdHR0W+V/N24cQPPnz9H3759YW9vX2e5zz//XOSxsbEx9u3bV+cYwYZQt09CCCGEEELIO+G04P82b94MTU1Nkb/Nmzc36/vh8/kAAE1NTYn7NTQ0RMo1VUOtfm5ubvj333+RmJiI4uJiREdHY8OGDcjNzcWYMWPw4MGDt3pdavkjhBBCCCGEyIwVK1Zg6dKlItvqavVbtmyZWCthfRYtWlRna19zycvLw7Fjx6CmpoZJkyZJLDN79myRx9bW1li9ejVMTU0xZ84cbNiwAQEBAU1+bUr+CCGEEEIIIe+Ew2m5DoU8xcZ38fzzzz9RWFjY6GOPHz8eNjY2wha/ulr28vLyANTdMlgfPz8/FBUVYc6cOVBTU2vSc2fOnIkFCxYgODi4ya8LUPJHCCGEEEIIaaWashh7bTWtfzVj/97U0JjA+tTMElrfRC91kZOTg5aWFnJycpr8XIDG/BFCCCGEEEKICBsbG5iYmCA4OFis5bCwsBDBwcFo165dkyd7CQkJwf3792Fvb4++ffs2Oa7ExESkp6e/9dp/lPwRQgghhBBCSC0cDgc+Pj4oKCjAxo0bRfZt3LgRBQUFmDt3rsj2oqIiREZGIjExsc7j1kz0MmfOnDrLpKenIyUlRWx7bm4uvL29AQBTp05t7FsRQd0+CSGEEEIIIe+oda3zBwDLly+Hv78/tm7disePH6Nnz5549OgRLl68CEdHRyxevFik/L179+Dp6Ql3d3dcv35d7HhlZWU4dOgQFBUVMWPGjDpfNzIyEoMHD0a/fv1gY2MDfX19JCUl4fz588jKysKAAQOwfPnyt3pPlPwRQgghhBBCyBtUVVURGBiIdevW4cSJE7h27RqMjY2xbNkyrF27FsrKyk063qlTp5CVlYWJEydCV1e3znIdOnSAt7c37t+/j1OnToHP50NNTQ1du3bF1KlT4ePjAzk5ubd6T5T8EUIIIYQQQogEmpqa+Omnn/DTTz81WNbDwwMMw9S5f+LEiZg4cWKDxzE3N8fu3bubFGdjUfJHCCGEEEIIeSecVtjtszWiCV8IIYQQQgghpA2glj9CCCGEEELIO6KWP1nAYerrmEoIIYQQQgghDeCXXWix19JUHNpir9XaUMsfERp64SbbIciUC0NdMD0wkO0wZM4hd3cMv0h1rSn+G+IC9zPBbIchcwJH9UevIzfYDkOmPJziioH/UV1rqivD+6O86jHbYcgUBW4PKFtMYTsMmVOceITtEOrE4dBoMllA/0qEEEIIIYQQ0gZQyx8hhBBCCCHkHdGYP1lALX+EEEIIIYQQ0gZQyx8hhBBCCCHkndA6f7KBWv4IIYQQQgghpA2glj9CCCGEEELIO6GWP9lALX+EEEIIIYQQ0gZQyx8hhBBCCCHkHVGbkiygfyVCCCGEEEIIaQOo5Y8QQgghhBDyTjgcGvMnC6jljxBCCCGEEELaAGr5I4QQQgghhLwjavmTBdTyRwghhBBCCCFtALX8EUIIIYQQQt4JrfMnG6jljxBCCCGEEELaAEr+CCGEEEIIIaQNoG6fhBBCCCGEkHdEbUqygP6VCCGEEEIIIaQNoJY/QgghhBBCyDuhCV9kA7X8EUIIIYQQQkgbQC1/hBBCCCGEkHfC4VDLnyyglj9CCCGEEEIIaQOo5Y8QQgghhBDyjqjlTxZQyx8hhBBCCCGEtAHU8kcIIYQQQgh5JxxqU5IJ9K9ECCGEEEIIIW0AtfwRQgghhBBC3hGN+ZMF1PJHCCGEEEIIIW0AJX8N4HA48PDwYO31vb29weFwEB8fz1oMhBBCCCGE1IfD4bTYH3l7LdLtMz4+Hu3atcPQoUNx/vz5lnjJ98rb2xsHDhxAXFwcrKys2A5HJpiqKMHbxhLddLSgJMdFSlEJzial4UxSepOOwwEw2sIYI8yMYKKihOLKKjzOysX+6HikF5eKlDVRUYKboR5662nDREUJGooKyC0tx9NsPvzikpBUWNyM77D5lbx8ieRTp5AfGYnKsjIoGRrCwM0N+u7ujf7iK8/Lw6vgYBQlJKAwIQFlWVkAAMe//qr3eQXx8UgNCEDBixdgKiuhbGoKo8GDodO79zu/r/fNVEUJM6xF69q5pDScTX6LumZujGHVda2kuq4diJFc11wN9dBLTxsmytV1rUxQ147GJiG5SPrqmq2mGmZ1Moe9tgbkORzE5hfhWGwKrqVlNfoYClwOpnYwwxAzfegr8ZBfXoHbL7OxJyoRuWXlImWtNVThZqSL3vpaMFHhQVVeHpklZbj3Kgd/xyQjs6Ssud9is+uso4ZPuliim54G5LkcxOQW4nBkCi4lZTbq+WZqShhhZQBbbTXY6ajBQIWH1IISjD59v97nORtpYZa9BWy1VcEAiMwuwJ6wJNx/mfvub6qFmakoYVZHS/TQ1YSSHBfJhSU4nZSO04lN/3yOtTTGSHNDmFb/FjzKzMXe5wlIe+PzWaO3nhamdjCDjYYaGDCI5hfi0IskPM7iN8M7e7/i41Lx6y//4u6dMBQXl8DSyhgTJw3CpMmDm3QhnJ6ehT9//x9u3HiCzMxcaGtpoL9LVyz4fAKMjfVEyr58mY2L5+8gKOgx4uJSkZmZC01NNfTo0Qmz54xG1242zf0238nkD1zQ36kTenRpD4dO5uDxFDB36e84dDyoScfhcDiYN3MIZk8dgA5WRigoLMG1m6FY+8NRxCdmSHzOILeuWP7ZOHR3sALDMHgcEoctv57E9eCw5nhrhDQrGvPXgIiICKioqLAdhkyzUFXGT326QVGOi6D0TGSXlsFJTxufd7aGhaoKdkXGNvpYi+ytMdzMCPH5hfBPTIMOTxFuRnropauFRXefIrWoRFh2prUlPIz1EZdfiNsZ2SiqrISVmgoGmRrAxUgXqx6GITQn73285XdWnJqKiK1bUVVeDp1evaCgpQV+SAgS/vkHxWlpsJwypXHHSUtDysmTAIcDJQMDcBUVUVVW/0V2XmQknu/YAY6CAnQdHcFVUkLOo0d48ddfKMvOhtGQIc3xFt8LC1VlbHfqBl6tuuaor43POlvDQk0Fvzehrn3eubquFRQioFZd66mrhSX3ROvajA6WcK+ua3deZaOoorqumRjAxVAXqx9JV13roauJH/p0RlllFa6mZqKoohJuxrpY18sW+uFx+Dc2tcFjcABs6m2HPgbaCMvJQ2BaFsxUlTDSwhA99TQxP/gZ+GUVwvJLu3SAvbY6wnPycTU1E2VVDDprqWGclTE8jPXw+a0QJErxDZneBprY6eGA0qoqXEx4haKKSgww08MWFzsYPo7FociUBo/RQ18Dn3SxREUVg/i8IugqKTb4nOFW+vjW2RbZJWU4HSe48BxioYddng74OjgSVxqZeEoDSzVl/NK3KxTluAhMy0RWaRn66GtjsX0HWKoqY2dEXKOPtcShA0aaGyEuvxAnE9Kgy1OEu7Eeeutp4bPbz5BS6/MJAINM9LGiW0fklJbhQvJLAICHsR6+d7THxidRCEpv/E2PlvYiJhnTp65BSUkZhg7rCwMDbQQFPsa3G/Yi9kUKVn4zq1HHSUxMx/Spa5GdxUe//l0xbLgzEhPS4X8qCEFBT3Don/WwsDASlv/n0Hn47gmAuYUh+vXrCm0dDSQmpOHqlQe4euU+tv7wOYaP6Pe+3naTrftiIizN9fEqKw/pGbmwNNd/q+Ps3OKD2VMGICwqCbv2nYexoTY+GtkXA926wH3sGryIF71RMfkDF+zbsQAZmXwcOiZIND8a3RdnD6/E9E934OS5e+/83mQHtcjJAkr+GmBra8t2CDLv887WUFOQx6qHYXiQmQMAOBCdgC29HTDW0gTX0l4hgp/f4HG66WhiuJkRnmXzseJBKCoYBgBwLe0VNvWyxwK7Dlj18PVdtgeZOfg3Lhkv8gtFjuNupIeV3WyxsHMHfBz8uBnfafNJOHwYlcXFsPn8c2h16QIAMB07FlE//YSMa9eg6+QEtQ4dGjyOsrExbL/4AioWFpBTUkLI6tUoefmyzvJMZSXi//4b4HBg9+WXUDE3BwCYjByJiM2bkXzqFLR79QJPV7d53mgz+8xOUNdWP3pd1w7GJOC73g4YYyGoa5GNqGtdtQV1LSSbj5UPX9e16+mvsLGnPT617YBvHtWqa1k5OBYvua593dUWn9l1wLxb0lHX5DjAF107oIoBFt4ORUyeIOYD0Un4w6Ub5nayRGBaFl7W0XpSY5iZAfoYaONyyitsfPxcuH2MhRGWde0An06W2B7yQrj9csorbHr8XOyifEoHU8yzs8Knna3w9f2IZnynzUeOA3zjZIMqAHMvP8PzXME52x2aiANDumNBVytcTsxEelH95+xRRh5mXnyC6NxClFZW4dbE/vWWV1eQx/JeHZBTUo5p5x8jo1hw4+ZAeBL+GdYTK3pb43ZaDooqKpvlfb5vi+w7QE1BHivuh+FeZi4AYN/zRPzgZI8PrExwNS0T4bkNfz6762hipLkRnmbzsfxemPDzeTX1FTY72uPzzu3x9YNwYXk1eTl81rk9csvKMe/WU2Ers19cCv7s3x2L7Dvg/qtcFFdK53ncuN4X+flF+P3Pr+Dq1gMA8PnCSfCZ/S3+OXwBI0b2R/ceHRs8zpbvDiA7i4+vV87EdK/hwu0Xzt/BsiU/Y9PGffhz9wrhdocu1th3YA0cnTqLHOfhgwjMmf0tNm7wxcBBjlBUVGimd/pu5n/1F17EpSMxJRNffDoGG79u3E3S2tycO2P2lAG4cScCI6dtQnm5oE4cPRUM/4Nf46eN3hjjtUVYXktTFT9umIlXWXnoN2IlUtKzAQDbfw/A7f82Y8emObgU+AwFhSUSX48QNkjdmL+EhATMmTMHpqamUFRUhJmZGebMmYPExESxsh4eHuBwOCgvL8e6detgZWUFHo+Hjh07YteuXRKPn5mZiY8//hgGBgZQUVGBo6MjTp48if3794PD4WD//v0i5d8c82dlZYUDBw4AANq1ayfse1xTJj4+HhwOB97e3hJfv64xhGFhYRg1ahTU1dWhqamJESNGIDQ0tN5z5e/vj4EDB0JbWxtKSkpwcHDAtm3bUClFP2CmKkroqqOJJ1m5wotxAKhgGByISQAADDczquvpIoabGQIADsQkCH/sAUGS9zQ7F731tKGvxBNuv5SaIXYxDgCB6ZlIKiyCpZoqNBSk7/5HycuXyI+OhnqnTsLEDwC48vIwHTMGAPDqxo1GHUtBQwPqHTtCTkmpUeXzIiNR+uoVdJ2chIkfAMirqMB4+HAwFRXIvH27Ce+m5ZiqKKGLjiaeZIvXtb+bWNeGVde1gy8k17Veb9S1y/XUtWQpq2s9dLVgpqqMKymvhIkfABRWVOJQTBIU5bgYZmbQ4HFGWQjO0V+RCSLbAxLTkVJYjEGm+lDkvv6J+V98mljiBwBHX6SgpLIS3XQ13/YtvXeOhlowV1fG+YQMYeIHAAXlldgXLjhno9sZNniclMIShGblo7SyqlGvO8hCDxqKCjj6PFWY+AFARnEZjkanQltJAZ5m0nkj5k1mKkropqOJx1m5wsQPEHw+90ULft9HmDd8DmuX2/c8UeTzeS8zF0+y+HDU14ZBrVZVd2M9qCvI41RCmkj34sySMpxKSIOWogJcDHXe5e29N/FxqXjwIAJOfeyFiR8AKCjK47OFEwEAx49fbfA4paVluBX8DLp6mpg2fZjIvqHD+sLWzgrBN58iKen1zcHBQ5zEEj8A6NXbDk5O9sjjF+L5c/FrM7ZcuxmKxJR3awmfPWUAAGD9tn+FiR8AXLz+FIG3wjDYvRvMTV5/5j4c2Qfammr4ff8FYeIHACnp2fjjwEXo62pgzDDHd4pJlnDAbbE/8vak6uw9f/4cjo6O2Lt3L3r16oVly5ahR48e2Lt3L3r37o3nz59LfN6UKVOwd+9eDB06FHPmzEF2djYWLFiA3bt3i5QrKCiAu7s7du/eDRsbGyxatAi2traYPHky/ve//zUqxsWLF6Nbt24AgEWLFmHt2rVYu3ZtncleY4SGhqJfv37477//MGzYMCxYsABlZWXo378/YmMld1NbsWIFxo0bh6ioKHz44Yf49NNPoaysjC+//BKTJ09+61iaW1cdwQXdw6xcsX1hOXkorqhEFx2Nxh1LWxPFFZUIl9B97kH1xURX7cYdq7JKcMFQWevCQVrkRUUBADQ7i//oqtvYgMvjIb+Oz8K7qjmuhoTX1rS3FykjbbpqC+rao1oXljWEda2R9aO+uvaw+viNPVbNxam01LUeuoK470s4T/dfCbZ1063/vSlyObDTVkdCQZHEFsIHmXyoyMvBVkutwXgYABVVjNScH0l6GQjq1p20XLF9t9MENxp6GjR/8tq7+pi303PE9r3P130fapL7BxLqXWi24PPZrZG/Bd10BJ/PMAmfz/vVN35qfntqygteW/w81mzrpiOd5/H+fUELZr/+XcX29exlC2UVHh7cDxfb96bc3AJUVFTCxERP4hhBU1NBF8l7dxs3Rk1eXk7w/3JyjSovK9ycO6OgsAS3H0SJ7bsc9AwA4NLX7nX5voLfyivV+0TKBz4FALj2sRPbRwibpONWdLV58+bh1atX+PPPP/Hxxx8Lt+/atQsLFizA/PnzceXKFbHnJScnIzQ0FBoagh+ORYsWwcHBAdu3b8fcuXOF5bZu3Yrw8HB8/PHH+PPPP4Xbvb29MWjQoEbFuHjxYjx58gRPnz7F4sWLm2XCl88++wx5eXk4dOgQpk2bJty+cuVKbN68Waz8pUuXsGXLFgwdOhQnTpyAqqoqAIBhGHz66af4448/cOLECXz00UfvHNu7MlVRBgCkSpjwogpAenEJLNRUwOUAVfVc+/HkuNBV4iEuvxCS7pnXHN9UVbnBmDppqsFKXRVR/HwUSmF3qdIMwbgenoF46wuHywVPVxfFaWlgKivBaeYf3pouoUqG4nfgFTQ1weXxUFpPt1E2mai2cF1TabiuddRQg5WadNU1s+rzlCxhfF12aTmKKiqFZepioqIEOQ4HKXV0Zao5tpmqEp5l1z/W0cNYF2oK8riWKr1j1yzUBecjMV/8nGWVlKOwvAIW6o1rXW8K8+rXTZLwujXbamKTdjWfF0l1pgpAWnEJLBvx+VSS40JPSRGxdXw+a45fuw6bqijV+do120xVm//frzkkJAjGl1laivdakJPjwszUAC9eJKOiolKYkEmioaEKOTkuUlMzwTCMWAKYkvJK8HrxaQ3GlJaaiTu3Q6Gvrw2bjhZNeTtSTUWZB2NDbYRGJqJKQiWMiRP8W1hbvf63sG5nJLJPYvl2jetxQkhLkZqWv8TERFy7dg2dO3cWSdgAQVJoa2uLq1evIikpSey5mzdvFiZ+ANCpUyf0798fUVFRyM9/PX7g0KFDUFRUxIYNG0SeP3DgQAxhaRKLxMREBAYGomvXriKJHyBI/rS0tMSes3PnTgDAX3/9JUz8AEGX0i1btoDD4eDIkSN1vmZpaSny8vJE/kpL6x+r8rZU5QX3FwrLKyTuL6qohByHA5UGkhjhcSrqPg4AqMjXfz9DRV4OXzh0RCXDYE9UfL1l2VJZLLiok1OWfFEnp6wMMAwqS5p/DEFjXrumjLRpTB1pSl0raoa6tqy6rvk+j6+3bEtSVRC8/8JyycloYUUFVOu5iBQcQ/DeC+r5XAOvz2Vd9JUU8bl9e5RUVsI3Snq6j71JrYH3W1heKSzTvK8rV+fr1vz71ZSRdjV1qrk+n3XV35rPbe06LPz3k/DahY2sq2wpyC8CAKipSZ54TlVNGVVVDAobmCxJWZmHXr3tkJXJh98/F0X2Xbp4D5ER8QCA/OrXq0t5eQVWfPUbysrKsWTZFMjJSc1l5DvT1BCc47w6zkFeQbFIOQDQUBf8N1/Cc2rK15RpCxS4PVrsj7w9qfm2e/LkCQDAXcI09lwuF25uboiMjMSTJ09gXmssEgD06tVL7HhmZmYAgNzcXKirqyMvLw/x8fHo3LkzDCW0avTv3x8XL14U2/6+PX0q6Bbg4uIitk9NTQ3du3fH9evXRbbfuXMHqqqq2Lt3r8RjKisrIzIyss7X3Lx5M9avXy+ybe3atYBz41o/3zS9g/idv5MJKVLT0lFDkcvF2u52sFBTwb7n8XiWw9703ikBAWLbDAcNgjzNLFuvaRLq2ikprWurq+va/uh4hLBY16SVhoI8vnfqDG2eAr57Ei31S6+Qhs2wNhfbdiI+Veo+n9Lmt53HxLZ5zRgBDQ1VCaXf3vKvZ2DGtLXY9O0+XL/+CB07WiAxMR3Xrj5Ax04WeB6VWO+yEVVVVfhm5e948CAC4ycMwJixbs0aHyGkZUhN8peXJ+gaJCkxAwBjY2ORcrXVbvWrIV99F69m8pOa5xlI6EpX3+u+b3y+4KKwKXFlZ2ejoqJCLIGrrbBQfPKJGitWrMDSpUtFtvF4PIy5Xv9aU3Xxsha/IL+U8hKFFZXCu7yqddwVV5GXQxXDoKiBSWqEx6nj7qxK9V3eulprFLgcrOthh+66WvCLTYJfXHK9r/e+pZ45I7ZNr18/yKuoCFvd6mphqywuBjicRk/i0hSNeW02E1RJNxrE6lo9daQpda2ulr3G1LW13e3QXUdQ146yXNfeVNNiolpHi5GqvDzy62jhen0Mwf66WrtUGmjl0VCQx4997WGlroIfQ17gUnWXM2lV0MD7VVWQQ35Z/efs7V63pnVPXmTZjJrXrF1GGsy0Ef98XkjJqP581t/C1uTfgjrqr4qwB8Dr4wj//eTlkfdG3W6oRbIl/P7bCbFt4z5wh4aGKtSqW40KCiS3RhUWFIPD4UC1EUMebG0t4XdsE3779Rju3wvHvbthsLAwwpp1c5GfX4jtPxyGTh0TL1VVVWH1qj9w9kwwRo12wZp1Pk14h7KBnyc4x3W11GmoKYuUA163EmqqqyA7t0Bi+bpaEglhi9QkfzUJ3Ms6xhOlp6eLlHvb42dkSF6gs67XbSpu9ex2FRJ+SGoSvdo0NTWbHJeGhgY4HA4yM99ujAyPxwOPx2u4YCMNvXCzzn0p1eOjTCSMj+ICMFJWQnpxSb1jPACgtLIKWSWlMFJWAhcQG+thIhxPIp60KHK5WNfDDr30tPFvXDL2RSeIlWlp9S2yXjPWr1RCnWCqqlCalQWerm6zj/cDXo/1K3n5EqqWliL7yvl8VJWWgteuXbO/bmMNv1h3XUstbLiuvWzOuiZhbGFN63JPPW0ci0sWzmgrTV6Px1PGc77oTSIdngJU5OUQ0cB0+6lFpahkmDrHSb0eVyjeNbkm8bPRVMNPIS9wOlE6x5DWllhrfF1kjugFnq6SAlQV5BGWVSDpqe8kKb8Y9rrqMFdXBj9L9N/EvJ5xiGwZ+F9wnftShOOyxesMF4BxI38LSiqrkFlSBuM6Pp81x689pjWlqAS2WuowVVVC3hsX6DXl6xq/2hJCI/zq3Fcz1q9m7F9tlZVVSE7JgKmZfr3j/Wpr394U239aLLZ91QrBDOkODu3F9gla/P5AgH8QRozsh02bPxVe67QmRcWlSHuZAytzA3C5HLFxf8LxfbXW+YuJS0evbh1g3c4I9x7HSC4vYTwgIWySmk9v9+7dAQBBQUFg3pj1jWEYBAUFiZRrKg0NDVhZWSEmJkZionXr1q1GH0uu+qJb0pIKNWP0UlLEF/x9/Fh8na+amUNv3hS/qC0oKBB2h62tT58+yMrKQnR0dKNjZktI9WQPvXS1xPbZa2tAWV5OWKYhz3LyoCwvh84SZlnsrSc4fsgbs7/VTvyOxSVL1diruqh3FKzXxA8Xn8EtPzoaVaWlwjLv67XzJLw2PyxMpIy0eVb9b9+zui7UJqxrjVxoPaSeutar+vhvLtpeO/E7Hp+MvdHxTYq/pTyp/rw5SjhPjvqCbU+z6j9PZVVViMzNh6WaCgyVxW8k9dbTRFFFJSLfvBNeK/H7OfQFTkm4oJVGjzIEN+76GmuJ7XM21hYp05weVh/T2Ui7RV/3fXhaXe96S6h3DjqCz+fTxv4WZPOhLC8HewmfT0c97eoyeSLlBa8tfh5rtj3Nls7z2NtRMJvkrWDx2SQfPYxEcVGpsMzbKiwsxvVrj6ClpQ7nfl1E9tVO/IYNd8bmrZ+1qnF+b7pxJwJqqkpw7t1JbN8gN8GMq8F3Xw+ruXFXsDbpQDfx2VgHuXcTKUOItJCaT7CFhQU8PT0RFhYmNpbtr7/+QkREBAYMGCA23q8ppk2bhrKyMsH4tlquX7+OCxcuNPo4OjqC9YAkTT6joaGBTp064ebNm4iJeX0XKD8/HytWrBArb2FhATc3Nzx79gyHDx8W2ffdd98hNzdX7DkLFy4EAMyePRtZWVli+9PT0xERIR1fNslFxXiWzUd3XS2RH155DgczrQUtS+dTRC8ANRTkYa6qLLYu2n/JgnIzrS0hX2tcQm89bXTT0cKDzBxklLyeuKamq2cvPW2ciE/BHhlI/ABA2cgI6jY2yI+KQm5IiHB7VUWFcKygnquryHPK8/NRnJaG8vz6W2waomFrC56eHrLu3UNRrfpdUVSEtP/+A0deHnp9+77Ta7wvKUXFCMnmo7uOeF3zqqlryeJ1zUyl7ro2o4PkuvZQQl2rSfxOxKdI9U2GR5m5SCksxkBTfVjXGlOkKi+H6dbmKKuswoXk1zfIdHgKsFBVFpsE5nSCoMXuY1vRFuIxFkYwVVXG5ZRXKKt63S6jXivx+yU0FifjZSPxA4B7L3ORnF+MYZYG6Kj1+pypKchhVmfBOTsT/7oFU09JAVbqyu88GculxEzkl1VgUkcTGCi/XrfOQFkRk2xMkFNSjmvJ4r8B0ii5sBhPs/nooasFp1oJoDyHg1nV3UXPJYm2Atf1W3C2utysjhYin08nPS1019XE/Vein8/raZkoKK/AOEtj6NVa/09PSRHjLI2RW1aOmy9fr9EmTdq1M0Hv3na4dzcMN4Je30AuL6vAzl/+BQB8NN5T5Dk5OXmIjU1Bzhs3qEpKylDxxvjLsrJyrPnmT/D5BZj36Yfg8V6fn5qungH+QRg6rC+2fN96Ej9dbXV07GACXW11ke2+/whmlF/7xUQo1Pr8DvHoBvd+9rgU+FRkLcETZ+4gl1+I+d5DYWr0eq1IUyMdzJs5BK+y8hBw/u2G1BDyvrRot8+QkJA618OztbXF77//DhcXF8ydOxenT59G586dERYWhoCAAOjr6+P3339/p9f/6quvcOLECfzxxx8IDQ2Fq6srkpOT8e+//2L06NE4ffp0o7oyDBgwANu2bcPHH3+Mjz76CKqqqrC0tISXlxcAYNmyZfj444/h7OyMCRMmoKqqCv/99x8cHSUv9Pnbb7+hf//+mDFjBk6dOgUbGxvcu3cP9+/fh6urK268saD3sGHDsHr1amzcuBHW1tYYNmwYLC0tkZWVhZiYGNy4cQPffvst7OykY22ZneEv8GOfrljbww5BaZnILiuDk542rNRV4Z+QivA3upiNsTCBl7UF/o5JxKEXr2cAfJrNx3/J6RhuZoTfnLvjXmYOdBQV4Wash7yycuyKeCFynIWdrdFLTxtZpWUoqqisc7zYy5L3M9Ppu7CcNg0RW7ci5vffodO7NxQ0NcEPCUFxaioMPD2h3qGDSPmMa9eQeuYMTEaNEi4EXyN23z7hf5dXdz2uvc142DAoV4+p5cjJwWrGDDzfsQMRP/wAXUdHcJWUkPPoEcqysmA+fjx4enrv622/s50RL7DdqSvWdLdDYHomckrL4KivDSs1VQQkpiKCL1rXRluYYHoHCxx6kYjDteras5zXde1X5+64/yoH2jxFuBsJ6trvkaJ17XM7a/TU00Z2aRmKKyslTkxzKeWlyAUpWyoZ4IdnL/BDn874xdkBV1MzUVRRCTdjXRirKOG38Dik11q772NbSww3N8TmJ9E4XyspPJ+cAU8TPQwy1YexCg9PsvJgqqoENyNdpBaWYE+UaJfXjb1tYaOphoT8IqgrysO7o/iNvOOxqSiQwslBKhlg471o7PRwwO5BXXEx4RWKKioxwEwPJmpK+OlxLNIKX5+zz7q1w+j2hlh3Jwqn416fMy1FeSzu8bpbnTyHAy2eAtb1ed2a/vPjWORWj+/LL6/A1ocx+NbZFoeH9cDFRMFF5xALPWjy5LEiOFI4s6os2BH2Ar/07Yr1vexwPS0T2aVl6KOvjXbqqjgZL/5bMM7SGDNtLHAgOhEHY17fjHqSzcfZpHSMNDfCH/274e6rHOjwFOFR/VuwM1x0fdyCikr8Gh6LFd064o9+3XA9TXAePYz1oKEgj41PolDcwFhDNn2zZja8pq3Fws+2Y9hwZ+jrayEo8DFiYpIxddpQ9Ogh2kr1z+EL+P23E5i/4CMs+GyCcHt4WCwWL/wRzv26wMhIFwUFxQgKfIy0tEyMnzBAbPH333edgP+pIKioKMHS0hh//iG+HvLAgY6wtbN6L++7qbwne6Kfo+Bc2NsKvl9mTfGEm3N16+n9KOz3uwYAmOc9BN8sGY9vfzqOTT+9HnMZdDsce49cxewpA3D73Gacv/oYRgZaGD/KGVk5+Vi6Zr/Ia+byC7FkzX7s27EAt859hxOn7wAAPhrdF7raavBa8AsKWOxSTIgkLZr8paam4sCBAxL3ubu74+uvv8aDBw+wfv16nD9/HmfPnoW+vj5mzZqFtWvXwvKNMUhNpa6ujqCgIKxYsQL+/v548OAB7O3tceTIEcTGxuL06dONGlM4fPhwfP/999i9eze2b9+O8vJyuLu7C5O/uXPnory8HD///DP27NkDY2NjeHt745tvvoGioqLY8RwcHBAcHIyvvvoK58+fx4ULF+Di4oLg4GBs27ZNLPkDgA0bNsDNzQ2//PILrly5gtzcXOjq6qJdu3ZYt26d2LIRbEooLMKiO08x08YSTvraUJKTQ3JRMX4Nj8GZpKbd/d8RFoO4/EKMMDPCOAsTFFdW4tbLLOyPTkBasegXrKGyYCyHLk9R4qQ0gKA7kDQmf8omJrBbsQIpp04hNyQEVaWlUDI0hOXUqdB3d2/SsbJu3653m16/fsLkDxC0/tkuX47UgABk378PprISyqamMPvwQ+jWcQNDWiQWFmHx3aeYaW0JJz1BXUspKsbOiBicbWJd+zU8BvEFhRhuZoSxteragZi665oOT1HiTQZAUNekIfkDgMdZfHx2KwSzO1rA00QP8lwOYvOK8GdEAq6lNW4sMQNg1YMITO1ghiFm+pjQzgT55RU4l/QSeyITxSYoMaruHmqproJZ6pLP0fmkDKlM/gDgQQYfcy4/xSddLDHEQh/yXA5icgvxy9M4XEps3DlTVpDD6Paik3ipcEW3/RmaIEz+AOC/+FfILa3A7M7mGNPOEAwYRGQXwDcsCfde5jbLe2spCQXFWHD7GWbbWKBvzW9BYTF2hL1AQGLTPp8/hb5AXH4RRpob4kNLweczOD0LvtGJSCsSv9i+nPoK/LJyTO1ghmFmhmAAPOcX4PCL53iUJZ1dPmtY25jjn6Pf4tcdRxEU+BjFxaWwtDLGN6tnY9KUwY0+jrGxHhydOuPhw0hkZfKhrMyDXWcrLP/aC4OH9BErn1o9EVNRUQn++vOkxGOamupLTfLXz7ETvCa4v7HNFv0cbYWPa5K/+nz29R6ERSZi9tSBWDBrGAqKShFw4T7W/nAUcQniw4b8Tt5EVnY+ln82Fl4T3cEwDB6HxGHLrydx7Wbou78xQpoZh3lzgF0bNX36dBw+fBjh4eFS02LW0uqbuIWIuzDUBdMDA9kOQ+Yccnevd+IWIu6/IS5wP1P3ZBpEssBR/dHriPjNM1K3h1Nc6524hUh2ZXh/lFeJj+sndVPg9oCyxRS2w5A5xYl1r+NMSGO0js7bTZCWlia2LTAwEH5+fujUqVObTfwIIYQQQgghrZvULPXQUkaMGAFlZWV0794dqqqqCA8Px/nz5yEnJ4dff/2V7fAIIYQQQggh5L1oc8nfzJkzcfjwYfj5+SE/Px9aWloYPXo0VqxYgT59xPu8E0IIIYQQQkhr0OaSv8WLF2Px4sVsh0EIIYQQQgghLarNjfkjhBBCCCGEkLaIkj9CCCGEEEIIaQMo+SOEEEIIIYSQNoCSP0IIIYQQQghpAyj5I4QQQgghhJA2gJI/QgghhBBCCGkDKPkjhBBCCCGEkDaAkj9CCCGEEEIIaQMo+SOEEEIIIYSQNoCSP0IIIYQQQghpAyj5I4QQQgghhJA2gJI/QgghhBBCCGkDKPkjhBBCCCGEkDaAkj9CCCGEEEIIaQMo+SOEEEIIIYSQNoCSP0IIIYQQQghpAyj5I4QQQgghhJA2gJI/QgghhBBCCGkDKPkjhBBCCCGEkDaAkj9CCCGEEEIIaQMo+SOEEEIIIYSQNoCSP0IIIYQQQghpAyj5I4QQQgghhJA2gJI/QgghhBBCCGkDKPkjhBBCCCGEkDaAkj9CCCGEEEIIaQMo+SOEEEIIIYSQNoDDMAzDdhCE1KW0tBSbN2/GihUrwOPx2A5HJtA5ezt03pqOztnbofPWdHTO3g6dt6ajc0ZaO0r+iFTLy8uDpqYm+Hw+NDQ02A5HJtA5ezt03pqOztnbofPWdHTO3g6dt6ajc0ZaO+r2SQghhBBCCCFtACV/hBBCCCGEENIGUPJHCCGEEEIIIW0AJX9EqvF4PKxdu5YGXTcBnbO3Q+et6eicvR06b01H5+zt0HlrOjpnpLWjCV8IIYQQQgghpA2glj9CCCGEEEIIaQMo+SOEEEIIIYSQNoCSP0IIIYQQQghpAyj5I4QQQgghhJA2gJI/QgghhBBCCGkDKPkjhBBCCCGEkDZAnu0ACCFEGsTHx+PSpUtQUlLCBx98ADU1NbZDkgl5eXm4e/culJSU4OLiAg6Hw3ZIpJWJjY0Fn8+HpqYm2rdvz3Y4hBAi06jlj0iV4OBgLF26FOnp6RL3p6WlYenSpbhz504LRyYb0tPTsWvXLixcuBA+Pj7C7a9evcK9e/dQXFzMYnTS4bvvvkO7du2Qk5Mj3Hb9+nU4ODhg3rx58Pb2Rs+ePZGdnc1ilNJn9+7dcHd3FzlvT58+ha2tLYYNGwYPDw+4urqiqKiIxShJa8Hn87Fo0SJoa2vDxsYGvXv3ho2NDbS1tbF48WLw+Xy2Q5QJ2dnZSEpKYjsMQogUoUXeiVT56KOP8OzZM0RHR9dZpmPHjujRoweOHj3agpFJv127dmHZsmUoLS0FAHA4HFRWVgIAwsLC0LVrV/zxxx+YO3cum2GyzsnJCaqqqrh27ZpwW58+fRASEoKVK1cKE+hvvvkGGzZsYDFS6eLm5oaysjKRGy+DBg3C9evX4e3tjZcvX+LcuXP4/vvvsWzZMhYjlU5lZWU4deoU7t+/j9zcXOFnszYOhwNfX18WopMuGRkZcHV1RXR0NLS0tNC9e3cYGhri5cuXePLkCXJzc2FjY4MbN27AwMCA7XClDp/Px5o1a+Dn54fMzExwOBxUVFQAAO7evYv169dj48aN6NWrF8uRSp+TJ0/iyJEjiIyMRFFREWJiYgAAkZGRCAgIwLRp02BqaspylIS8I4YQKWJubs54e3vXW2bOnDmMhYVFC0UkGwICAhgOh8M4Ojoyp0+fZj799FOGy+WKlOnevTszYsQIliKUHvr6+synn34qfJySksJwOBzmiy++EG4bNGgQ4+DgwEZ4UsvQ0JD5+OOPhY8zMzMZLpfLfPLJJ8Jtffr0YXr06MFGeFItPj6esbGxYbhcLsPhcOr8e/Mz21bNnj2b4XA4zIoVK5iCggKRfQUFBczXX3/NcDgcZs6cOSxFKL2ysrKYTp06MRwOh+nVqxdjb28vUq+KiooYDQ0NZsmSJSxGKX0qKyuZiRMnMlwul+FyuYyqqqrIeUtPT2fk5eWZ7777jsUoCWke1O2TSJWMjIwG76oZGRkhIyOjhSKSDT/88AMsLCxw7do1jBo1SuLd8C5duiA8PJyF6KRLXl4etLS0hI+DgoLA4XAwevRo4baePXsiMTGRheikV25uLvT19YWPb9y4AQD48MMPhdtcXFwQHx/f0qFJvSVLliAmJgbTp0/HtWvXEB0djbi4OLG/2NhYtkOVCqdPn8aAAQPw3XffQVVVVWSfqqoqNm/eDA8PDwQEBLAUofRat24dnj9/Dj8/Pzx48AATJkwQ2a+srAx3d3dcvXqVpQil008//YRjx47hk08+QU5ODr744guR/YaGhnB1dcXZs2dZipCQ5kMTvhCpoqWl1eBFd0JCAk3G8YYnT57Ay8tL7EKpNlNTU7x8+bIFo5JOhoaGSEhIED6+dOkSeDwe+vTpI9xWUlJCE5e8QVdXF2lpacLHV65cgZycHPr37y/cxjAMysvL2QhPql29ehUDBw7EgQMH2A5FJhQWFqJv3771lnF2dsa9e/daKCLZERAQgFGjRmHixIl1lrGyssKtW7daMCrpt3//fjg6OmLXrl0AIPH739rampI/0ipQyx+RKn379sXJkyfrHKCemJiIU6dOoV+/fi0cmXSrqqqCgoJCvWUyMjLA4/FaKCLp5ejoCH9/f5w5cwaXL1/G0aNH4enpKXJu4uLiYGJiwmKU0qdr167w9/dHaGgoYmJi8M8//6B///4iNxzi4+NhbGzMYpTSqaqqCj169GA7DJnh4ODQYAtyfHw8HBwcWiYgGZKWlobOnTvXW4bH46GwsLCFIpINMTExcHV1rbeMrq4usrKyWigiQt4fSv6IVFm6dCmKiorQv39/HDx4UNjSkJaWhgMHDqB///4oLi6mCSXe0KlTJ2E3PEkqKioQFBSELl26tGBU0mnlypWoqKjA2LFjMXToUJSUlGDlypXC/aWlpQgKChJpCSTA8uXLkZOTg27duqFTp07Izc3F0qVLhfurqqpw8+ZNmkRCgj59+iAiIoLtMGTGypUrcfz4cVy+fFni/osXL+L48eNYtWpVC0cm/XR1dRuc3TMyMpJu0rxBWVm5wRlkExISRIYMECKrqNsnkSpubm748ccfsWzZMsyaNQuAoPsFUz0pLZfLxY4dO+Dm5sZmmFJn2rRp+OKLL7B+/XqsXbtWZF9lZSW++OILxMbG4quvvmIpQunRs2dP3LlzB3///TcAYOLEiXBychLuf/z4MTw9PTF16lS2QpRKnp6eCAgIwL59+wAAkydPFhknGRwcDBMTE5ExgERgy5YtcHNzw/HjxzF+/Hi2w5F6fD4fQ4YMwdChQzF48GC4uLgIZ/u8ceMGLl++jFGjRiEnJwcHDx4Uee6MGTNYilo6uLm5wd/fH8nJyTAzMxPbHx4ejvPnzwt/X4lAjx49cOHCBZSUlEBJSUlsf3Z2Ns6fP0/XHqRVoKUeiFR69uwZ/vjjD9y/fx98Ph9aWlpwcnLCvHnzqKuPBOXl5RgyZAiCgoLQoUMHKCkpISwsDB999BEePHiA+Ph4DBkyBP/99x+NZSOkhW3YsAH37t3Df//9B3d3d/Ts2RMaGhpi5TgcDlavXs1ChNKFy+WK3PSrS+3vMoZhRJa3aatCQkLg5OQEAwMDfPfdd7hz5w527dqF0NBQ3Lp1C6tWrUJBQQEeP34MGxsbtsOVGv7+/vjggw8wfPhw/Pnnn/D19cWGDRtQWVmJFy9eYPbs2bh58yYuXbqEAQMGsB0uIe+Ekj9CWomysjKsX78ef/zxh8hC3BoaGpg/fz7Wr18PRUVFFiMkpG3ichs3woKSF4F3mRhn5syZzRiJbAoICICXlxcKCgoAvE6MGYaBuro6jhw5ghEjRrAcpfRZsWIFtm7dCg6HA1VVVRQWFgrH+TEMg9WrV2P9+vVsh0nIO6Pkj5BWhmEYREVFITs7GxoaGrCzs4OcnBzbYUkVhmHg7++Pp0+fIjU1VeIMlbTgtmRPnjxp8LxR65WowMDARpd1d3d/j5GQtiI7OxsHDhzA3bt3hb8Fffr0waxZs6Cnp8d2eFLr0qVL2Llzp9h5W7hwIYYOHcp2eIQ0C0r+iFRKT0/Hw4cPkZubW+ed8LY+toO8nZiYGIwaNQrR0dH1diujVhhRGRkZmDp1Kq5duwYAdZ47Om+EEEKI9KLkj0iVkpISzJ07F35+fqiqqpJYhsZ2kHcxdOhQXLp0CfPnz8eUKVNgbGwMeXnJc19ZWlq2cHTSa8KECThx4gRGjBiByZMn13veqPWKvIuG1nqtzcLC4j1GQgghrQ8lf0SqLF68GL/88gs6duyIKVOmwMzMrM4LTBrb8Vr79u0bLMPlcqGhoYFOnTrhgw8+qHcR4NZMRUUFQ4YMwalTp9gORaZoaGjA0dERV65cYTsUmRUcHIz9+/fjyZMnyMvLg4aGBnr06IEZM2bAxcWF7fCkRs2ELw3hcDioqKhogYik15uznTZFW+4905QbDG+iGw5E1lHyR6SKiYkJdHR08PDhQ1qQvAmsrKxQUVGB1NRUAIC8vDz09PSQmZkpvDgyMTFBXl4eCgoKwOFwMHDgQJw5c6bNTQJjaGgILy8vbNu2je1QZIquri7mzJmD77//nu1QZNKSJUvwyy+/CLvL1p7NksPhYNGiRfjxxx/ZDFFqeHt7S0z++Hw+nj59iri4OLi7u8PKykq49Ehb9WaiXNMzpj7Ue6bxNxjeRDccSGtA6/wRqZKbm4upU6dS4tdET548weDBg2Fra4tvv/0Wffr0EV5c3r17F6tXrwafz0doaCgyMzOxZMkSnDt3Dtu3b8eKFSvYDr9FDR48GLdu3WI7DJnj6uqKJ0+esB2GTDpw4AB27NiBjh07Yu3atfD09IShoSEyMjJw7do1rF+/Hjt27ED37t3bdGtMjf3799e5j2EYbN++Hd9//z1NyARITH6PHz+Os2fPYuDAgXB1dRWukRgUFISrV69i1KhR+Oijj1iIVnrMmDFDLPmLjY3FjRs3oKWlhe7duwvP25MnT5CbmwtXV9dG9bIhROoxhEiR7t27M9OnT2c7DJnz8ccfM126dGEqKysl7q+oqGC6dOnCfPLJJwzDMExxcTHTrl07pmvXri0ZplRITU1lLC0tmS+++IIpLi5mOxyZER4ezmhrazO//vor26HInD59+jDm5uZMbm6uxP25ubmMubk506dPnxaOTHZ5eHgwH374IdthSJ2TJ08yPB6PuXjxosT9Fy5cYHg8HuPv79/CkUm30NBQRlNTk1m1ahVTUFAgsq+goIBZsWIFo6WlxYSFhbEUISHNh7p9Eqnyzz//YN68eXj06BGsra3ZDkdmGBkZwdvbG1u2bKmzzNdff40DBw4gLS0NAODj44MjR46gsLCwpcKUGlFRUXB2dkZlZSVsbGzqXHCbxreJCgsLg6urK/T09NC1a9c6zxu1yIhSV1eHj48PfvrppzrLLFmyBHv27EF+fn4LRia7vvzyS+zZs0dkTVMCODk5wdbWtt6xgF5eXoiKisK9e/daMDLpNnLkSJSXl+PixYt1lhk8eDCUlJRw+vTpFoyMkOZH3T6JVDEzM8PQoUPh5OSExYsXo2fPnhIvMAHAzc2thaOTXnl5ecjLy6u3DJ/PB5/PFz5uq2s9PX78GIMHD0Zubi4A4NGjRxLLvc14kNYsLi4O48aNQ25uLnJzcxETEyOxHCV/b4fqW9O8ePGCxl5JEBYWhsGDB9dbxtzcHP/73/9aKCLZEBwcjM8++6zeMk5OTvjtt99aKCJC3h9K/ohU8fDwEI5VW7duXb0XRG15sPqbOnfujCNHjuCLL76QOCYhNjYWfn5+6Ny5s3BbYmIi9PX1WzJMqbB48WLk5uZi69atwqUe5OTk2A5L6n3++ed48eJFo5bIIKLs7e1x4sQJbNy4EWpqamL78/PzceLECdjb27MQneyoqqpCSkoK9u/fD39/fwwcOJDtkKSOuro6goKC6i0TFBQEdXX1FopINlRVVdV5Q6tGQ2vDEiIr6JebSJU1a9bQHfC3sHLlSowfPx7du3eHj48P+vfvDwMDA2RkZCA4OBi+vr4oKCjAypUrAQBlZWW4ePEihgwZwnLkLe/hw4eYNGkSvvzyS7ZDkSlBQUEYPXo03fl+C5988gnmzJkDZ2dnrFu3Du7u7sLZeK9fv47169cjOTkZGzZsYDtUqdDQTIwMw0BbWxvbt29vwahkw7hx47B7927Mnz8f69evh4GBgXBfRkYG1qxZg9u3b+Pjjz9mMUrp4+bmhhMnTsDPzw+TJ08W23/kyBH873//w/Dhw1mIjpDmRWP+CGkl9u7di8WLFwuXcqjBMAzU1NTw448/wsfHB4BgVtXAwEDY29u3ubGVJiYmmDx5Mk2r30T6+vrw9vbGDz/8wHYoMmnhwoXYuXOn8LPJ5XJRVVUFQPAZ/fzzz7Fjxw42Q5QaNT1A3sTlcqGtrQ1HR0fMmjVLJLEhAjk5OXB3d0doaCh4PB6sra2FNwJjYmJQWloKBwcHBAUFQUtLi+1wpUZ4eDicnZ1RUFCArl27wsXFRXjebt68iWfPnkFdXR23bt0S6UFDiCyi5I+QVoTP58Pf3x9Pnz4VLiLdrVs3jB07FpqammyHJxXmz5+P27dv49GjR+ByuWyHIzOmTp2KhIQEBAcHsx2KzLpx44bERd5nzpwJV1dXtsMjrURxcTG2bt2Kv//+G3FxccLt7dq1g5eXF5YvXw4VFRUWI5ROoaGh+OyzzyR2m3Vzc8Nvv/1GXbNJq0DJHyGkTcnLy8PgwYPRvn17bNu2DaampmyHJBNSU1Ph4uKCjz76CBs3boSSkhLbIRFCGpCfny+80UDj/BonKSkJT58+BZ/Ph6amJrp16wZzc3O2wyKk2VDyR1j3Nl0oOBwOwsLC3kM0rVNGRgYOHDiAffv2ITw8nO1wWNW+fXuUlZUJl7zQ1tauc8mCFy9etHR4UmvAgAHIycnBs2fPoKamRktkkPcmPDwcly9fxpQpUyROSpWRkQE/Pz8MHjwYdnZ2LERICCGyi5I/wrq37XpXM16GSFZVVYVz587B19cX586dQ3l5OTgcTpufJdXKyqrRkwrV7jLV1jX2c0p1TDCTLgCYmppCTk5O+LgxLCws3ldYMmPGjBm4cuUKkpKSJNa7yspKWFlZYdCgQdi3bx8LERJCiOyi2T4J6yiJa17R0dHYu3cvDh48iPT0dDAMAzMzM8yYMQPe3t5sh8e6+Ph4tkOQSfQ5bbyaGwwRERHo2LFjo284cDgcWrsOgrGRAwcOrPOGg5ycHAYOHNjgkgZtUUMzpdaguiZqwIABjSpHPRtIa0DJHyGtQHFxMY4dOwZfX1/cvHkTDMNASUkJDMNg/PjxOHr0KC2hQd7Jhg0bhBNGkPrNmDEDHA5HOMlSzWPSOOnp6Q2OsTI1NRV23Savubm5SaxrfD4f0dHRKCwsRLdu3Wimzzdcv3693v016w/T55i0BpT8ESLD7t+/D19fX/j5+SE/Px8A0L9/f8yYMQMTJkyAtrY2tLS06AerDhUVFYiKihJOiNCpUydauLwO3377LRYvXsx2GDJh//799T4m9VNVVUVGRka9ZTIyMmjSIQnqS2KKiorw9ddf4/z587h06VLLBSUD6urZkJeXh0ePHmHlypUwMzPDkSNHWjgyQpofjfkjrDp48OBbP3fGjBnNGIns6dq1K8LCwsAwDKytreHl5YXp06ejXbt2wjJcLhc+Pj7466+/WIxU+mRnZ+Orr77CP//8g5KSEuF2ZWVlTJ06FZs3b4auri6LEUofa2trDBgwgOoSee+GDBmCx48fIzo6WmILVU5ODmxsbNC9e3dcvny55QOUcY6OjnBwcKDxkk2Qn5+PLl26YPbs2VizZg3b4RDyTij5I6x6c3xCY7pV1JRp65NKcLlccLlcLFu2DJs2bZLYYkXJn7js7Gz07dsXMTEx0NHRQe/evWFsbIz09HQ8ePAAWVlZsLGxwe3bt6Gjo8N2uFLjm2++wcGDBxESEkJrRjaRnJwc1q1bh9WrV9dZZtOmTVi7di2NwwLg7++PDz74AN26dcOOHTvg5uYm3BcYGIhFixYhJCQEJ06cwLhx49gLVEYtXboUhw4darB1lYiaP38+zp8/TxOBEZlH/ZsIqyTdeTx+/DjOnj2LgQMHwtXVFYaGhnj58iWCgoJw9epVjBo1Ch999BEL0UoXDw8PBAYGYtu2bdi/fz8mTZqE6dOnw8nJie3QpNrGjRsRExODL7/8EmvWrIGqqqpwX1FRETZu3IitW7di06ZN2L59O4uRSpfVq1fjyZMnGDBgADZs2ABHR0cYGBiwHZZMYBgGjbnPSvdiBcaOHYslS5bgp59+gqenJ3g8HoyMjJCeno7S0lIwDIMvv/ySEr+39OrVKxQUFLAdhszhcrk0zpS0DgwhUuTkyZMMj8djLl68KHH/hQsXGB6Px/j7+7dwZNIpNjaWWbVqFWNmZsZwOByGy+Uytra2zHfffcckJiYyHA6HmTt3LtthSpV27doxnp6e9Zbx9PRk2rVr10IRyQYul8twuVxhPavrT05Oju1QpQ6Hw2HWr19fb5lFixYxqqqqLRSRbDh9+jQzfPhwRk9Pj1FQUGD09fWZkSNHMufOnWM7NJlUWVnJHDx4kFFQUGCcnZ3ZDkemvHjxgtHX12c6derEdiiEvDPq9kmkipOTE2xtbesdC+jl5YWoqCjcu3evBSOTblVVVTh//jx8fX1x5swZVFRUCGcnGz58OP7991+oqKiwHaZUUFJSEnaVrcuqVauwfft2kfGAbZ2Hh0ejJw66du3ae45G+tX+DvP29sa4ceMktlRVVlYiKSkJP//8Mzp27Ig7d+60YJSktWnfvr3E7RUVFcjIyEB5eTkUFBRw4cIFuLu7t3B00mv27NkSt1dUVCAlJQU3b95EeXk5du3ahXnz5rVwdIQ0L0r+iFRRVVXF4sWL670wX7lyJXbs2IHCwsIWjEx2ZGZmYv/+/fD19UVUVBQ4HA5UVVUxYcIEzJw5U2T8TFtkaGiIwYMH49ChQ3WWmT59Oi5duoSXL1+2YGSkNWnsems1P8HKyso4ceIEhg0b9r5DI61YXWtKcrlcaGtrw9HREZ999hns7e1ZiE561bWmZI1OnTph2bJl8PHxaaGICHl/KPkjUsXIyAg2Nja4ceNGnWVcXFwQExOD9PT0FoxMNt2+fRt79uzBsWPHUFBQAC6X2+YnlJg4cSL8/f1x9uxZDBo0SGz/lStXMGLECIwbNw5Hjx5lIULSGhw4cACAILmbPXs2xo0bh7Fjx4qVk5OTg46ODpydnaGtrd3SYUqlM2fOYO/evdi5cydMTEzE9qempuKzzz7D3LlzMXz4cBYiJK1NQkKCxO1cLhdaWlpQV1dv4YgIeX8o+SNSZd68edi9ezc+/vhjrF+/XmRCiYyMDKxZs0a4//fff2cxUtlSWFgIPz8/7N27F8HBwWyHw6qwsDA4OTmhpKQEI0aMgLu7u3BSoevXr+O///6DiooK7ty5Q3fHSbOYNWsWPvjgA4wZM4btUGTC8OHDkZqaiqdPn9ZZpkePHjA1NcWZM2daMDJCCJF9lPwRqZKTkwN3d3eEhoaCx+PB2toaBgYGyMjIQExMDEpLS+Hg4ICgoCCJ6z8R0hg3b96Et7c3YmNjAUA4PhIAOnTogP3796N///5shsi6AQMGvNXzOBwOrly50szRkLbExMQEo0aNqneJmnnz5uHMmTNITk5uwcikHy0r8nYGDBgAb2/vetcPPnToEPbu3YurV6+2YGSEND9a6oFIFW1tbdy9exdbt27F33//jbCwMISFhQEA2rVrBy8vLyxfvpwmL6nDyZMnceTIEURGRqKoqAgxMTEAgMjISAQEBGDatGkwNTVlOUr2ubi4IDo6GsHBwXj8+DHy8vKgoaGBHj16oH///o2e2KQ1u379usTttRNlSdvp3NWvsrISmZmZKC0tlbjfwsKihSOSPtnZ2Q0uI6Knp4fMzMwWikh2MLSsyFu5fv06PDw86i2TkJCAwMDAlgmIkPeIkj8idZSVlbFu3TqsW7cO+fn5wgtz6nNft6qqKkyZMgXHjx8HIDiHxcXFwv3a2tpYtWoVKisrsWLFCrbClCocDgcuLi5wcXFhOxSpVFVVJfK4tLQUEyZMQHR0NL755huxNTg3bdqEjh074t9//2UpYun28OFDrFy5EkFBQSgrK5NYhsPhUGsMAH19fURFRdVbJioqCjo6Oi0UUevy6tUrKCsrsx2GzCksLISCggLbYRDyzij5I1JNXV2dkr5G+Omnn3Ds2DHMmzcPW7ZswY8//oiNGzcK9xsaGsLV1RVnz56l5K+WiooKREVFCW8wdOrUCfLy9LUoydq1axESEoKQkBCoqakJt1tYWGD69OkYM2YMunbtirVr12LLli0sRip9njx5AldXV8jLy2PIkCE4ffo0unXrBiMjIzx69AivXr2Ch4cHLC0t2Q5VKri5ueHEiRN49uwZunbtKrb/6dOnCAgIwIcffshCdNLnzaWRnjx5InG5pJplRQ4ePAgHB4eWCk9qJSYmijzOzc0V2wa8Pm8nTpyAlZVVC0VHyHvUwusKEtIojx49Yr788ktm9OjRzMCBA4Xb4+PjmaNHjzJZWVksRid9HBwcGCcnJ+HjdevWMVwuV6TM3LlzGRMTk5YOTSplZWUxPj4+jIqKisgC5aqqqszcuXOZzMxMtkOUOubm5syyZcvqLbN06VLGwsKihSKSHR9++CGjrKzMhIeHMwwjuuh7UVERM3/+fEZfX5+Ji4tjMUrp8fTpU4bH4zHq6urM+vXrmVu3bjEJCQnMrVu3mHXr1jHq6uqMkpIS8/TpU7ZDlQocDkfke6yuPw6Hw3A4HEZFRYX577//2A6bdY09b7XP37Zt29gOm5B3Rre4idRZvnw5tm/fLhyTUHsMEcMwmDp1KrZv345FixaxFaLUiYmJwYIFC+oto6uri6ysrBaKSHplZ2ejb9++iImJgY6ODlxdXWFsbIz09HQ8ePAAe/bsQWBgIG7fvk3dymp59eoVysvL6y1Ts5A0EXXz5k2MGTMGdnZ2wm1MrfX9du7ciVu3bmHlypX4559/2ApTanTt2hWHDx/GzJkzsX79eqxfv164j2EYqKmp4ciRIxJbBduiffv2AaBlRZpqxowZwrHKBw8eRLdu3dC9e3excjXnbcCAAbQOJ2kVKPkjUmXfvn3Ytm0bRo8ejU2bNuHIkSMiXcisrKzg5OSEgIAASv5qUVZWBp/Pr7dMQkICzZAKYOPGjYiJicGXX36JNWvWQFVVVbivqKgIGzduxNatW7Fp0yZs376dxUilS4cOHXDs2DGsWbMGurq6YvtfvXqFf//9F9bW1ixEJ934fD7at28vfKygoICCggLhYy6XCw8PDxw5coSN8KTSRx99BFdXV+zfvx/3798Hn8+HlpYWnJycMHPmTOjr67MdotSYOXOm8L8DAwNpWZFG2r9/v/C/AwMDMWvWLCxcuJC9gAhpIZT8Eamya9cu2NnZ4cSJE5CXl4eioqJYGVtbW1y+fJmF6KRXjx49cOHCBZSUlEBJSUlsf3Z2Ns6fPw83NzcWopMu/v7+8PDwwNatW8X2qaioYPPmzbh79y5OnjxJyV8tixcvxscff4yePXti6dKlcHFxES7DcuPGDfz444/IyMjApk2b2A5V6hgYGCAnJ0f42MjICNHR0SJlSkpKUFRU1NKhSTUDAwMsX76c7TBkSk0rIGmauLg4tkMgpMVw2Q6AkNrCw8MxePDgeifdMDQ0pK5lb1i4cCGSk5Px0Ucfia179eLFC3zwwQfg8/l0VxNAamoqnJ2d6y3j7OyM1NTUFopINvj4+GD9+vVIS0vD0qVL4eTkJGyJX7p0KdLS0rBu3TrMnj2b7VClTufOnUVmr+zfvz8uXryI27dvAwAiIiLw77//wtbWlq0QCSGEtBHU8kekiry8fJ3ToNdITU0VmW2QAGPHjsVXX32FrVu3wtLSUtiV0cDAAFlZWWAYBqtXr37rhbtbE01NTSQkJNRbJiEhAZqami0UkexYvXo1pk6disOHD+PZs2fg8/nQ1NREt27dMHXqVHTo0IHtEKXSyJEjsWTJEqSlpcHY2BhfffUVTp48CRcXF+jo6CAnJwdVVVVYuXIl26FKhevXr2Pv3r24ffs20tLSAADGxsbo168fZs2a1eB6bG0Jl8sFl8tFeHg4OnbsCC6X26i1Ntv6siIDBgwAh8PBgQMHYGZm1ujfRg6HgytXrrzn6Ah5vzgMQyt9Eunh4uKCzMxMhIWFQU5ODuvXr8eGDRtQWVkJQDAmy8bGBg4ODrhw4QLL0UqfS5cuYefOnbh79y6ys7OhoaGBPn36YOHChRg6dCjb4UmFiRMnwt/fH2fPnsWgQYPE9l+5cgUjRozAuHHjcPToURYiJK1NeXk5srOzoa2tLezKfuvWLWzatAmxsbGwtLTE559/jpEjR7IcKbuKi4sxa9YsHDt2rM5FyDkcDiZOnIi9e/fSWnUAPDw8wOFw8Pfff8PMzEz4uDGuXbv2nqOTXjVJckREhDBpbgwOhyO8HiFEVlHyR6TK3r174ePjgzlz5mDnzp3YsmWLMPnLy8uDj48PTpw4gaNHj2L8+PFsh0tkUFhYGJycnFBSUoIRI0bA3d1duFj59evX8d9//0FFRQV37tyBvb092+FKrezsbBQWFsLc3JztUEgrMXbsWJw+fRrW1tZYtmwZBg4cKKxfSUlJuHz5Mn788Ue8ePECo0ePxqlTp9gNmBBCZBAlf0TqTJ06FX5+flBTU4OWlhZSUlLQq1cvREREoLCwEN7e3ti7dy/bYRIZdvPmTXh7eyM2NhYAhNN9A4JZLffv34/+/fuzGaJU4vP5WLNmDfz8/JCZmSnSdezu3btYv349Nm7ciF69erEcKZE1//vf/zB+/HiMGjUK//77r8SJqwCgtLQUEydOxJkzZ3D8+HF88MEHLRwpIYTINkr+iFTavXs3du7cidDQUOFFuZ2dHRYuXIhPPvmE5eikT0hICO7fv4/x48dDQ0MDgKAL1dKlSxEQEAAlJSV8+eWXmDdvHsuRSg+GYRAcHIzHjx8jLy8PGhoa6NGjB/r379/oblNtSXZ2Nvr164fnz5+jZ8+eKCkpQUREhLALVHFxMYyMjDBnzhz8+OOPLEfLrsTExLd+roWFRTNGIjvGjBmD27dv48WLF8LvsLrk5eWhQ4cOcHZ2RkBAQAtFKBvat2+PxYsX1zu512+//Ybt27cLb34RQtoWmvCFSKW5c+di7ty5KC4uRk5ODjQ0NGiSl3p8++23uHnzJmbNmiXctnLlSvz5559QU1NDZmYmFixYgA4dOmDw4MEsRio9OBwOXFxc4OLiIravqqoKBw8ehLe3d8sHJqXWrVuH58+fw8/PDxMnThSOx62hrKwMd3d3XL16lcUopYOVldVb3UBoy5Nw3L9/HyNHjmww8QMADQ0NjBo1CufPn2+ByGRLfHw8cnNz6y2Tm5vb4KRXbc3BgwcbLMPlcqGhoYFOnTqhU6dOLRAVIe8HJX9EqikrK9Og/ka4d+8ePD09hRecFRUV2LdvH5ycnHD9+nVkZ2ejZ8+e2LFjByV/DTh8+DA2bNiAmJgYSv5qCQgIwKhRozBx4sQ6y1hZWeHWrVstGJV0mjFjBrUeN1F2djbMzMwaXd7U1FRk7UTSeHw+Hzwej+0wpIq3t3eTPrO2trb49ddfaQZtIpMo+SOsa9++fZOfw+Fw8OLFi/cQjWx69eqVyMQb9+/fR15eHubNmwclJSWYmJhg7NixOHfuHItRsisrKws7d+7Ew4cPIS8vD1dXV8ybN094cyEgIAArVqxAZGQkAODDDz9kM1ypk5aWhsmTJ9dbhsfjobCwsIUikl779+9nOwSZo6mp2aT1WzMyMhrVStgWBAUFiTyOj48X2wYAlZWVSEpKwuHDh9GxY8eWCk8m7Nu3D//73/9w+vRpDBkyBP379xdOBBYcHIyLFy9izJgxcHNzw6NHj3D06FGMGDECN27cgKOjI9vhE9IklPwR1sXHx0NOTq7ehd1J/eTl5VFaWip8fP36dXA4HHh6egq36erqIjMzk43wWPfy5Us4OTkhOTlZOIbU398fJ0+exJUrV+Dj44NDhw4BAMaNG4e1a9eia9eubIYsdXR1dZGUlFRvmcjISBgbG7dQRKQ16d69O86dO4fS0tIGW6VKS0tx7tw5dOvWrYWik261l3eoWbvuwIEDEssyDAMOh4MtW7a0ZIhST1NTExcvXsSVK1dEfjdrXL9+HSNGjMDs2bOxdOlSzJ07FwMHDsSWLVtw4sQJFiIm5O3R1TaRGh4eHpg9ezbGjRsHBQUFtsORKVZWViJrNh07dgzt2rWDpaWlcFtKSgp0dXXZCI91mzZtQlJSEkaMGCHsyrl3715cuHABAwcOxM2bN+Hm5oYdO3bQBWUd3Nzc4O/vj+TkZInd88LDw3H+/HmRcaeENNaUKVMwZ84cLFy4EH/++We9ZRctWoS0tDRs3LixhaKTbmvWrBHOWLxhwwa4u7vDw8NDrJycnBx0dHTg6ekJOzu7lg9Uin333XeYOHGixMQPEFyfTJgwAd9++y3GjBkDd3d3DBs2DDdv3mzhSAl5dzTbJ2FdZGQk9uzZg8OHDyMjIwM6OjqYPn06Zs+ejS5durAdnkzYvn07vvzySzg6OoLH4yE4OBirVq0SmZCjR48e0NLSapML+3bq1AkKCgoIDQ0VbmMYBg4ODoiMjISXlxd11WtASEgInJycYGBggO+++w537tzBrl27EBoailu3bmHVqlUoKCjA48ePYWNjw3a4UqWx44I4HA6uXLnynqORTlVVVejfvz/u3bsHNzc3rFq1Cm5ublBUVAQAlJWVITAwEJs3b0ZgYCCcnJwQHBzc6MW52wpPT0/MmjULM2bMYDsUmaKqqorFixdj06ZNdZZZtWoVfv75Z2HX9uXLl2PHjh0ivW4IkQkMIVKioqKCOXnyJDN69GhGQUGB4XK5TK9evZhdu3Yxubm5bIcn1UpKSpiJEycyXC6X4XA4zMiRI5ni4mLh/tDQUIbD4TAbNmxgMUr2KCsrMwsXLhTbvnDhQobL5TJxcXEtH5QM8vf3ZzQ0NBgulyusazX/r6GhwZw9e5btEKUSh8Op96/2uWzLMjIyGGdnZ+G5UFRUZExMTBgTExNGUVFReJ769u3LvHz5ku1wSStiYGDAuLq61lvG1dWVMTAwED7+9NNPGV1d3fcdGiHNjm6ZEakhJyeHcePGISAgAElJSfjuu+9QWFiIBQsWwMTEBNOnT3+n9bNaMx6Ph6NHjyInJwd8Ph9nzpwRWSTZ0NAQjx8/rnftp9aspKREYpdXHR0dAIJus6RhY8aMQVxcHLZt24YJEyZg0KBB+OCDD7B161a8ePECI0aMYDtEqVRVVSXxLzc3F1evXkWfPn0wfvx4lJWVsR0qq/T19REUFIS//voLffv2BSCYaCgtLQ0A4OzsjL/++gs3btyAgYEBm6GSVmbs2LEIDg7Gp59+ilevXonsq1kqKTg4GGPHjhVuf/LkCTp06NDSoRLyzqjbJ5F6V65cgbe3N1JTU3Hy5EmMGTOG7ZCIjOFyuVi3bh3WrFkjsr1mrbqahcoJYUN+fj66dOmC2bNni9XRtqyyshJZWVkABBMOycnJsRyRbEhKSsK3336Ly5cvIzU1VeJNhba8pqQkWVlZcHNzQ0REBHg8HqytrWFgYICMjAzExMSgtLQUtra2uHHjBnR1dZGeni4cQ95Wb6oS2UXJH5Fa9+/fx969e+Hn5wc+nw9TU1P4+/ujZ8+ebIdGZAyXy8WgQYMwaNAgke2XLl3C1atXsWXLFkj6Kly+fHlLhUjauPnz5+P8+fOIi4tjOxQiw2JjY9GnTx/k5OTA3t4eISEhsLS0hJKSEmJjY1FeXo5u3bq12fHf9SksLMSWLVtw+PBhxMfHC7dbWVlh2rRp+Oqrr6CmpsZegIQ0E0r+iFTJzMzE33//jX379iEsLAzy8vIYPXo05syZg6FDh9Lg/jpwudxGLVDbVu/2vk294XA41CJYrbS0FPn5+dDT0xNuy8/Px86dO3H//n1UVVXB3d0d8+fPF+luTBpvwYIF8PX1RUlJCduhSI3Hjx/jyJEjiIyMRFFRES5fvgwASEhIwN27dzFo0CBh120iMHPmTBw5cgSXLl2Cu7u7SK+HtLQ0zJ8/H+Hh4bh9+3abnf25MfLz85GXlwcNDQ2oq6uzHQ4hzYqWeiCsq6qqwrlz57B3716cPXsW5eXlcHBwwPbt2zF9+nSRC04imZubm8Tkj8/nIzo6GoWFhcK7vW3Rvn372A5BZn311Vf49ddfUVpaCnNzc+zfvx/29vbo168fYmNjhS2mp0+fxuHDh3Hz5k1KAJsoNjYWx44do7GntSxfvhzbt28X1q/a328Mw2Dq1KnYvn07Fi1axFaIUuny5csYMWIE3N3dhdtqzqGxsTGOHj2KLl26YOXKlQ0uqdGWqaurU9JHWi1K/gjrzMzM8PLlS2hqamLOnDmYPXs2evfuzXZYMuX69et17isqKsLXX3+N8+fP49KlSy0XlBSZOXMm2yHIpP379+OHH36AqqoqevTogaioKEyZMgUTJ05EcnIyVq5cKexi9ttvv+H+/fv4+eef8fXXX7MdulSZPXu2xO0VFRVISUnBzZs3UV5eLrI0S1u2b98+bNu2DaNHj8amTZtw5MgRkUXJrays4OTkhICAAEr+3pCZmQlbW1vhY3l5eRQVFQkf83g8DB48GKdOnWIhOtlQWFiI3NzcOnt+WFhYtHBEhDQv6vZJWMflcqGgoIB+/fpBWVm5Uc/hcDg4e/bse46sdXF0dISDgwO1gpFGc3NzQ2hoKJ48eQILCwskJCSgZ8+eKCgowM8//4z58+cLy5aUlKBjx47Q19fHw4cPWYxa+jTU7bhTp05YtmwZfHx8Wigi6ebo6IiioiI8ffoU8vLyEidmmj17Ni5fvkwzQL/B1NQUH374IX799VcAgImJCVxdXXH06FFhmUWLFmHPnj3C9eqIgK+vL7Zv346oqKg6y7TVoROkdaGWPyIVysvLERgY2OjyjRnfRkS5urri0KFDbIchNWg8UcNCQkIwbtw44Z1uS0tLjB49Gn///TfGjRsnUlZJSQnDhw/HkSNHWIhUutU1iQuXy4WWlhZ1L3tDeHg45s6dC3n5ui9RDA0NkZGR0YJRyQYbGxu8ePFC+NjJyQkXLlxAbGws2rdvj1evXuH48eO0RMEbfv/9dyxYsADy8vJwc3ODmZlZvfWPEFlGNZuwjma3axmvXr1CQUEB22FIBRpP1Dh5eXkwNzcX2Vbz2NjYWKy8kZERtSZIYGlpyXYIMkVeXr7BNQ9TU1Np5kUJhg8fjnXr1iE3NxdaWlpYvHgxTp8+ja5du8LOzg4xMTHg8/lYt24d26FKlZ9//hl6enq4efMmOnbsyHY4hLxXlPwR1tGF0ftVVVWFw4cP4+jRozSWEjSeqCkYhhG7+13f3XCajbdxYmNjwefzoampifbt27MdjtTp0qULrl69isrKSolr+9W01Pfq1YuF6KTb/Pnz4eHhITxvHh4e8PPzw7p16xAaGgpLS0ts2rQJc+fOZTlS6ZKQkAAfHx9K/EibQL/UhLQC7du3l/hnYWEBFRUVeHt7g8vlYvPmzWyHyrpdu3bBzs4OJ06cgIODAxQVFcXK2NraIjo6moXoSGvF5/OxaNEiaGtrw8bGBr1794aNjQ20tbWxePFi8Pl8tkOUGrNnz8bz588xb948lJaWiuzLy8uDt7c30tPTKYGRQENDA3369BHpSjxhwgSEhYWhuLgYkZGRyM/Px8CBA1mMUvoYGxvT0j6kzaCWP0JagaqqKonjIBUUFODg4ABHR0d89tlnsLe3ZyE66ULjiZrm5s2b+P7770UeA8APP/yAN+cLq9lHRGVkZMDV1RXR0dHQ0tKCu7s7DA0N8fLlSzx58gS//PIL/vvvP9y4cQMGBgZsh8u6mslcfH19cfToUeESNU5OToiIiEBhYSG8vb0xfvx4dgOVUZGRkfXOEN0WzZw5E/v370dhYSFUVVXZDoeQ94qSP0Jagfj4eLZDkBk0nqhpLl++LJwMp7avvvpKYnmajEncihUrEB0dja+//hqrVq0SubgsLCzEt99+i61bt2LlypXYs2cPi5FKj3/++Qeenp7YuXMnQkNDwTAMHjx4ADs7OyxcuBCffPIJ2yGSVuSbb75BWFgYBg8ejC1btqBnz570G0BaLUr+CCFtCo0najxaFqR5nD59GgMGDMB3330ntk9VVRWbN2/G3bt3ERAQwEJ00mvu3LmYO3cuiouLkZOTAw0NDbogJ+8Fj8cDIBjn7OnpWWc5WuqBtAaU/BHSyqSkpODJkyfIy8uDhoYGunfvDlNTU7bDkhqzZ8+Gj48P5s2bh507d4rsy8vLg4+PD9LT07Fjxw6WIpQeM2fOZDuEVqGwsBB9+/att4yzszPu3bvXQhFJt4KCApEkT1lZudFrwBLyNlxdXanXAmkzKPkjpJWIiYnB/PnzcfXqVbF9AwcOxK5du2Btbc1CZNKFxhORlubg4NBg1+z4+Hg4ODi0TEBSztDQEOPGjYOXlxeGDBlCs8iS947GQJK2hMO8OWKfECJzkpKS4OjoiIyMDNja2sLNzQ3GxsZIT09HUFAQIiIiYGhoiHv37omt29ZW7d69W2Q8EQAaT9QIjx8/xpEjRxAZGSnsIgsIpkq/e/cuBg0aBB0dHZajlC7+/v6YNGkSzpw5g0GDBontv3jxIkaPHo3jx49j9OjRLEQoXbp27YrQ0FBwOBzo6+tjypQpmD59OnXFbiazZs3CwYMHaXZLQtooSv4IaQV8fHywd+9e7Nq1C5988olY95U///wT8+fPx5w5c7B7926WopRONJ6o8ZYvX47t27cLk2UOhyO8gIyPj4e1tTW2b9/e5tdHfNPBgwdx/PhxnD17FoMHD4aLi4twts8bN27g8uXLGDVqFD766COx586YMYOFiNn37NkzHDx4EEeOHEFaWho4HA46deoELy8vTJs2DRYWFmyHKDVGjBjRpPIhISFITU2l5K8ONHSCtHaU/BHSCpibm6Nnz57w9/evs8zYsWPx8OFDJCcnt2Bk0ufN8USkcfbt24c5c+Zg9OjR2LRpE44cOYItW7aIXED269cPysrKuHLlCouRSh8ulwsOhyO2NMabat+0YRhGJLluqxiGweXLl/H333/j1KlTKCgoAJfLhYuLC7y8vDBnzhy2Q2Td23SLpboljoZOkLaCxvwR0gpkZGQ0OF7IwcEB58+fb6GIpBeNJ3o7u3btgp2dHU6cOAF5eXkoKiqKlbG1tZW4LERbR7Omvj0Oh4PBgwdj8ODBKC4uxsmTJ/H333/j8uXLuHnzJiV/AOLi4tgOQeYlJSXBxcWlzqETly9fhqurKw2dIK0CJX+EtAL6+voIDw+vt0x4eDj09fVbKCLp1aFDBxw5cgR+fn40nqgJwsPDMXfuXMjL1/2zYWhoiIyMjBaMSjbQrKnNo6KiAqWlpSgtLUVVVRXb4UgNS0tLtkOQeevXr0dGRkaDQyc2bNhAQyeIzKNb3oS0AkOHDkVAQAB8fX0l7t+7dy9Onz6NYcOGtXBk0ufZs2d48uQJlixZAjk5OezYsQNOTk7o3LkzNm/ejMTERLZDlEry8vIoKyurt0xqaip1qSXNqrKyEqdPn8akSZNgZGQEHx8f3LhxA0OGDMHff//Ndniklbhw4QJGjx6NefPmSVzy4ZNPPsHo0aPx33//sRAdIc2LxvwR0gokJiaid+/eyMrKQufOneHu7i6cUCIoKAhhYWHQ09PDgwcPqMtKLTSeqPFcXFyQmZmJsLAwyMnJYf369diwYYNw3FBRURFsbGzg4OCACxcusBytdIqPj8fhw4fFJpOYNm0arKys2A5Pqty5cweHDh3Cv//+i6ysLDAMg+7du8PLywtTp06FoaEh2yGSVoTH4+GLL77Apk2b6iyzatUqbNu2DaWlpS0YGSHvAUMIaRWeP3/OeHp6MhwOR+xvwIABTFRUFNshSrWioiLm8OHDzLBhwxh5eXlGTk6O7ZCkiq+vL8PhcBgfHx+mpKSEWbduHcPlchmGYRg+n89MmDCB4XK5zLFjx1iOVDr9/PPPjKKiIsPlcsU+n4qKiszPP//MdohSw9raWniezMzMmK+++ooJDQ0VK1dSUsJCdKQ1MjU1ZcaNG1dvmXHjxjGmpqYtFBEh7w+N+SOklbCxscHVq1eRlJQk1rJArX0No/FE9Zs9ezYuX74MX19fHD16FFpaWgAAJycnREREoLCwEN7e3hg/fjy7gUqhM2fOYMmSJdDT08OSJUvg6ekpnEzi2rVr+PHHH7F06VJYW1tj5MiRbIfLuvT0dMyYMQNeXl7w9PQU64b36NEj+Pr6ws/PD1lZWSxFSVqToUOHYv/+/fD19ZXY46Nm6IS3t3fLB0dIM6Nun4SQNquyshLnzp3DoUOHcObMGZSUlIDL5WLQoEHC7mVE1O7du7Fz506EhoYKly6ws7PDwoUL8cknn7AcnXQaMGCAcKypmZmZ2P6kpCT06NED3bp1o2UyIFh7U1lZWWRbbm4uDh06BF9fXzx79gwMw0BZWRmFhYUsRUlak8YMndDV1cXDhw/pZiqReZT8ESKjPv300yY/h8Ph4LfffnsP0cgWGk/07oqLi5GTkwMNDQ2a5KUBWlpamDZtWr2fvU8//RT//PMPcnNzWy4wGVDT2uzv74/S0lIwDANnZ2fMmjULkyZNgrq6OtshklYiOjoan3zyCa5fvy62z9PTE3/88QdsbGxaPjBCmhl1+yRERv3xxx8St9e3mDQlf4LusbGxsWAYBqampvjyyy/h5eUFe3t7kXKlpaXg8XgsRSl9CgoKRJI8ZWVlsdYZIllZWRlUVVXrLaOmptbgbKptRVJSEvbt24d9+/YhMTFR+FlNSUmBt7c39u7dy3aIpBVqaOjE1q1bcfHiRWqdJzKPkj9CZNS1a9fEtu3fvx8HDx6UuI8I0Hiit2NoaIhx48bBy8sLQ4YMAZdLKwU1VseOHXH69Gl89913EtdJrKiowJkzZ9CxY0cWopMO5eXlOHXqFHx9fXHlyhVUVlZCVVUV06ZNw4wZMzBgwADIy8vXu84kIc3B3NxcYtfOyMhIia2ChMga+hYlREa5u7uLbav5YZK0jwhkZGQ0ejwRea1Dhw44cuQI/Pz8oK+vjylTpmD69Ono1asX26FJvRkzZuCLL77A0KFD8f3334ucswcPHmDFihWIiorCtm3bWIySXSYmJsjOzgaHw4GnpydmzJiBDz/8sMEWU0IIIU1DyR8hpE2pndQ1NJ6IvPbs2TM8e/YMBw8exJEjR7Bjxw788ssv6NSpE7y8vDBt2jRYWFiwHaZUWrRoEYKCghAQEAAnJyeoqKjAwMAAGRkZKCoqAsMwGDt2LBYtWsR2qKzJysoCl8vFkiVLsHz5cujr67MdEiGEtErUb4cQ0qYkJSVhw4YNaNeuHYYOHYqjR49CV1cXDMPA29sbwcHB8PHxoYkkJOjatSu2bduG5ORkXLhwAdOmTUNycjJWrVqF9u3bw8PDA76+vmyHKXXk5ORw6tQpHDhwAJ6enlBUVERiYiIUFRXh6emJAwcO4OTJk226K623tzeUlZXx448/wszMDGPGjMGxY8doHCQhhDSztvtLQwhpM8rLy3Hs2DEMGzYM7du3x7p165CZmYlp06bh4sWLSEhIAAAaT9RIHA4HgwcPxsGDB/Hy5UscOnQIgwcPRnBwMC33UMvt27cxYMAAqKurQ0NDAwcOHMCmTZuQlZWF8vJyZGVl4fLly/Dy8mI7VNbt3bsXaWlp+PPPP9GzZ0+cOXMGkydPhqGhIT755BPcvHmT7RAJIaRVoCsdQkirR+OJ3p+KigqUlpaitLQUVVVVbIcjNUJCQjBw4ECUlJQIt129ehUDBw7EvXv30LlzZxajk05qamrw8fGBj48PIiIisGfPHhw6dAi7d+/Gnj17wOFwEBUVhYSEBFhaWrIdLiGEyCRK/gghrR6NJ2pelZWVOHfuHA4dOoQzZ86gpKQEXC4XQ4YMoVasalu2bEFJSQlWrVqFzz//HADw22+/YePGjdiyZQsOHjzIcoTSzc7ODtu3b8fWrVuFs4BeunQJN27cQIcOHeDu7g5vb2+qb+StjRgxoknlQ0JC3lMkhLQsWuSdEBkl6YcrJiYGL168wNChQyU+h8Ph4OzZs+87NKkze/ZsHDt2DEVFRZCXl8fQoUPh5eWFsWPHQlFREQDA5XLh4+ODv/76i+VopdedO3dw6NAh/Pvvv8jKygLDMOjevTu8vLwwdepUGBoash2i1LCwsICVlRWCgoJEtru7uyM+Pl7Y1Zg0XnJyMvbt24f9+/cjLi4OHA4HlZWVbIdFZNTbjLGlOkdaA0r+CJFR9MPVNAUFBfDz84Ovry/u3r0LDocDDQ0NTJw4EV5eXnBzc6Pkrx42NjaIjY0VLrg9bdo0eHl5wd7eXqRcaWkpeDweS1FKDx6Ph0WLFuH7778X2b58+XL88ssvIt1BSdNduXIFe/fuxeHDh9kOhciot70BQ12Oiayjbp+EyKi4uDi2Q5ApNJ7o3aSnp2PGjBnw8vKCp6cnOByOyP5Hjx7B19cXfn5+yMrKYilK6VFeXg41NTWx7aqqqigvL2chotZl4MCBGDhwINthEBlG3/OkraLkjxAZRT9cb4/GEzVdRkaG2ML3ubm5OHToEHx9ffHs2TMwDCNWhhBCCCHSg7p9EkIIaDxRU1y+fBm+vr7w9/dHaWkpGIaBs7MzZs2ahUmTJtEaiRB0y7a2toa1tbXI9vrG5bbVMbmEEEJaDiV/hBDyBhpPJC4pKQn79u3Dvn37kJiYKBz7l5KSAm9vb+zdu5ftEKUKjcklhBAijajbJyGEvIHGEwmUl5cLu8VeuXIFlZWVUFVVxbRp0zBjxgwMGDAA8vLykJenn5I30ZhcQggh0oh+sQkhhEhkYmKC7OxscDgceHp6YsaMGfjwww+hqqrKdmhSj8bkEkIIkUaU/BFCCJEoKysLXC4XS5YswfLly6Gvr892SIQQQgh5B00flEAIIaRN8Pb2hrKyMn788UeYmZlhzJgxOHbsGMrKytgOjRBCCCFvgZI/QgghEu3duxdpaWn4888/0bNnT5w5cwaTJ0+GoaEhPvnkE9y8eZPtEAkhhBDSBDTbJyGEkEaJiIjAnj17cOjQIbx69Uq40LuLiwsOHjxI49wIIYQQKUfJHyGEkCapqKgQzgJ66dIlVFVVgcvlwt3dHd7e3vDy8mI7REIIIYRIQMkfIYSQt5acnIx9+/Zh//79iIuLo7XqCCGEEClGyR8hhJBmceXKFezduxeHDx9mOxRCCCGESEDJHyGEEEIIIYS0ATTbJyGEEEIIIYS0AZT8EUIIIYQQQkgbQMkfIYQQQgghhLQBlPwRQgghhBBCSBtAyR8hhBBCCCGEtAGU/BFCCCGEEEJIG0DJHyGEEEIIIYS0Af8HGb+LtaEMKqoAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y2jjFNdkyHIL"
      },
      "source": [
        "## SHAP importance"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zjspEgN4yIiu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "51915d78-efb3-473b-c8f0-7eca912c4995"
      },
      "source": [
        "explainer = shap.TreeExplainer(xgb)\n",
        "shap_values = explainer.shap_values(X_test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FN__maVzyLSW",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 464
        },
        "outputId": "cba9518b-6ce0-4cd7-8b65-5575e349009b"
      },
      "source": [
        "shap.summary_plot(shap_values, X_test, plot_type=\"bar\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x470 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jn1RzIVFyNH2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "outputId": "23544570-4faf-4a76-ef2b-36b0041994d0"
      },
      "source": [
        "shap.summary_plot(shap_values, X_test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x470 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kabp05DfyPBl",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 470
        },
        "outputId": "e5959764-916c-47e5-f870-2841a0312873"
      },
      "source": [
        "shap.dependence_plot(\"Latitude\", shap_values, X_test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 750x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}