[56d230]: / fairness_ML.ipynb

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{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!apt-get install -y python3-tk"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WxDVTVcM-F1C",
        "outputId": "d2080a2e-0d92-4265-bb3a-46dbc90bc01d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree... Done\n",
            "Reading state information... Done\n",
            "python3-tk is already the newest version (3.10.8-1~22.04).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 21 not upgraded.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pyqt5"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GCkmUjLI-JHk",
        "outputId": "d16b8894-a2d5-454e-e237-1877a74a1128"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pyqt5\n",
            "  Downloading PyQt5-5.15.11-cp38-abi3-manylinux_2_17_x86_64.whl.metadata (2.1 kB)\n",
            "Collecting PyQt5-sip<13,>=12.15 (from pyqt5)\n",
            "  Downloading PyQt5_sip-12.17.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.whl.metadata (472 bytes)\n",
            "Collecting PyQt5-Qt5<5.16.0,>=5.15.2 (from pyqt5)\n",
            "  Downloading PyQt5_Qt5-5.15.16-py3-none-manylinux2014_x86_64.whl.metadata (536 bytes)\n",
            "Downloading PyQt5-5.15.11-cp38-abi3-manylinux_2_17_x86_64.whl (8.2 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.2/8.2 MB\u001b[0m \u001b[31m65.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading PyQt5_Qt5-5.15.16-py3-none-manylinux2014_x86_64.whl (59.9 MB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.9/59.9 MB\u001b[0m \u001b[31m16.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hDownloading PyQt5_sip-12.17.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.whl (276 kB)\n",
            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m276.4/276.4 kB\u001b[0m \u001b[31m19.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: PyQt5-Qt5, PyQt5-sip, pyqt5\n",
            "Successfully installed PyQt5-Qt5-5.15.16 PyQt5-sip-12.17.0 pyqt5-5.15.11\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pandas numpy scikit-learn matplotlib"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OUAbgDQ7-OYu",
        "outputId": "f7ee1771-ac43-46fe-80b4-073e5b209123"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (2.2.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (1.26.4)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.11/dist-packages (1.6.1)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.11/dist-packages (3.10.0)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas) (2025.1)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas) (2025.1)\n",
            "Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn) (1.13.1)\n",
            "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn) (1.4.2)\n",
            "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn) (3.5.0)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (1.3.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (4.56.0)\n",
            "Requirement already satisfied: kiwisolver>=1.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (1.4.8)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (24.2)\n",
            "Requirement already satisfied: pillow>=8 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (11.1.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib) (3.2.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "FHKxjW3A8CZO",
        "outputId": "5fd9874e-f290-484a-af63-38912924c3b9"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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Trl27VKNGDVv78ePHdfbs2QzT3Xfv3i3DMBy+jzt37pQk26rjM2bMUKtWrfTll186vPfs2bMOITNd+syGdIZhaPfu3Q6PwLpVN7re7du3V4kSJfTtt98qIiJCSUlJ6tu370332blzZ02bNk2TJ0/W66+/nqE/ISFBc+bMUfXq1R2ub1RUlB5//HHbdPOdO3dmeNRb5cqVdeHChRz7ec8LCuI5AYCzcI83AOCG3N3dZbFYHKYV79+/X7Nnz86wrb+/v86ePXvTfUZGRiowMFAjRozQ5cuXM/SfPHky23X6+flJUpaOfyOVK1dWjx49NGnSJNu9zZk5ffq0w2s3NzdboMzscV1vvPGGXnzxRQ0ePNi2ArszdezYUZK5AvjV3n33XUlSp06dHNqPHDmiWbNm2V4nJCRo8uTJqlevnm1Wgru7u8OIp2Te53v48OFMa5g8ebJtarZkBvejR4+qQ4cOt3ZSV7nRz5qHh4f69Omj+Ph4TZo0SbVr185S2O/Zs6dq1qypUaNG6ffff3foS0tL0xNPPKEzZ85o6NChDn3BwcGKjIxUfHy8rFarvLy8FBUV5bBN7969tWbNGi1evDjDcc+ePasrV67ctL68piCeEwA4CyPeAIAb6tSpk9599121b99eDzzwgE6cOKHx48crPDzcNu02XYMGDbR06VK9++67KlOmjCpWrJjheciSeQ/3J598or59++quu+5STEyMSpQooYMHD2rBggW69957HZ5/nBW+vr6qWbOm4uLiVLVqVRUrVky1atVSrVq1sn3OL730kuLj4zVu3DiNGjUq020GDBigf/75R61bt1a5cuV04MABffjhh6pXr57DCPPV3nnnHZ07d05PPfWUAgICbrrY1+2oW7euYmNj9dlnn+ns2bNq0aKF1q5dq6+//lpRUVFq1aqVw/ZVq1bVo48+qnXr1qlUqVL66quvdPz4cYeZDZ07d9abb76p/v37q0mTJtq8ebO+/fZbVapUKdMaihUrpqZNm6p///46fvy4xo0bp/DwcNvjzm5HgwYN9Mknn+i///2vwsPDVbJkSYd7uNMfb7VixQqNHj06S/v08vLSjBkz1KZNG1vdDRs21NmzZzV16lRt2LBBL7zwQqaPY4uOjtZDDz2kjz/+WJGRkQoODnbof+mllzR37lx17txZDz/8sBo0aKDExERt3rxZM2bM0P79+zOdNZCXFcRzAgBnIXgDAG6odevW+vLLLzVq1Cg999xzqlixokaPHq39+/dnCN7vvvuu/vWvf+n111/XxYsXFRsbm2nwlqQHHnhAZcqU0ahRo/TOO+8oOTlZZcuWVbNmzdS/f/9bqvWLL77QwIED9fzzzyslJUVDhw69peDdsGFDtWzZUp988okGDx6soKCgDNs89NBD+uyzz/Txxx/r7NmzCg0NVXR0tIYNG3bDe4knTJigCxcuqH///jd9rvTt+uKLL1SpUiVNmjRJs2bNUmhoqAYPHpxhxFYyF0L78MMP9dJLL2nHjh2qWLGi4uLiFBkZadvm1VdfVWJioqZOnaq4uDjdddddWrBgwXWnzr/66qvatGmTRo4cqfPnz6tNmzb6+OOPbbMTbseQIUN04MABvf322zp//rxatGjhELwbNGigO++8U9u2bdODDz6Y5f3WqFFDf/75p0aNGqW5c+dq4sSJ8vX1VcOGDTV37lx16dIl0/d17dpVvr6+On/+vMNq5un8/Pz0448/asSIEZo+fbomT56swMBAVa1aVcOHD8/0ZyyvK4jnBADOYjGunTMGAABQANSvX1/FihXTsmXLXF0KAKCQ4x5vAABQ4Pz+++/auHGj+vXr5+pSAABgxBsAABQcW7Zs0fr16zV27FidOnVKe/fulY+Pj6vLAgAUcox4AwCAAmPGjBnq37+/Ll++rGnTphG6AQB5AiPeAAAAAAA4ESPeAAAAAAA4EcEbAAAAAAAn4jnemUhLS9ORI0cUEBAgi8Xi6nIAAAAAAHmMYRg6f/68ypQpIze3G49pE7wzceTIEYWFhbm6DAAAAABAHnfo0CGVK1fuhtsQvDMREBAgyfwGBgYGurgaAAAAAEBek5CQoLCwMFt+vBGCdybSp5cHBgYSvAEAAAAA15WV25NZXA0AAAAAACcieAMAAAAA4EQEbwAAAAAAnIh7vG9DamqqLl++7OoyUIB5enrK3d3d1WUAAAAAuA0E71tgGIaOHTums2fPuroUFALBwcEKDQ3lmfIAAABAPkXwvgXpobtkyZLy8/MjEMEpDMNQUlKSTpw4IUkqXbq0iysCAAAAcCsI3tmUmppqC93Fixd3dTko4Hx9fSVJJ06cUMmSJZl2DgAAAORDeX5xtZ9++kldunRRmTJlZLFYNHv27Ju+Z+XKlbrrrrvk7e2t8PBwTZo0KcfqSb+n28/PL8f2CdxI+s8a6wkAAAAA+VOeD96JiYmqW7euxo8fn6Xt9+3bp06dOqlVq1bauHGjnnvuOQ0YMECLFy/O0bqYXo7cws8aAAAAkL/l+anmHTp0UIcOHbK8/YQJE1SxYkWNHTtWklSjRg398ssveu+99xQZGemsMgEAAAAAyFSeH/HOrjVr1qht27YObZGRkVqzZo2LKspf9u/fL4vFoo0bN+bots42bNgw1atX77b3c7PbGa4955UrV8pisdhWuJ80aZKCg4Nvuw4AAACgMDIM6fffpZdekuLjXV1NzilwwfvYsWMqVaqUQ1upUqWUkJCgixcvZvqe5ORkJSQkOHwVRA8//LAsFossFos8PT1VsWJFvfzyy7p06ZJtm7CwMB09elS1atVySg3Dhg2z1eDh4aEKFSro+eef14ULF5xyvJx2s+9PdHS0du7caXudU78QAAAAAAqyLVuk11+XqlSR7r5bGjNG+vRTV1eVc/L8VPPcMHLkSA0fPtzVZeSK9u3ba+LEibp8+bLWr1+v2NhYWSwWjR49WpLk7u6u0NBQp9Zw5513aunSpbpy5YpWrVqlRx55RElJSfo0k09WSkqKvLy8nFpPdtzs++Pr62tbiRwAAADA9e3cKcXFSVartHWrvd3PT+rSRerTx3W15bQCN+IdGhqq48ePO7QdP35cgYGB1w1EgwcP1rlz52xfhw4dyo1SXcLb21uhoaEKCwtTVFSU2rZtqyVLltj6r51KfebMGT344IMqUaKEfH19VaVKFU2cODHTfaempuqRRx5R9erVdfDgwevW4OHhodDQUJUrV07R0dF68MEHNXfuXEn2EeIvvvhCFStWlI+PjyTp4MGD6tatm4oUKaLAwED17t07w3WWpE8//VRhYWHy8/NT7969de7cOVvfunXrdN999ykkJERBQUFq0aKFNmzYkGEfR48eVYcOHeTr66tKlSppxowZ1/3+XOvqqeaTJk3S8OHD9eeff9pG+SdNmqRHHnlEnTt3dnjf5cuXVbJkSX355ZfX/b4BAAAA+d2BA9Lbb0t33SVVqyYNGWKGbi8vKSrKDOEnTpj/7dbN1dXmnAI34t24cWMtXLjQoW3JkiVq3Ljxdd/j7e0tb2/vWz6mYUhJSbf89lvm5yfdzoLXW7Zs0erVq1W+fPnrbvPGG29o69at+v777xUSEqLdu3dnOmU/OTlZffr00f79+/Xzzz+rRIkSWa7D19dXKSkptte7d+/Wd999p5kzZ8rd3V1paWm20P3jjz/qypUreuqppxQdHa2VK1c6vC8+Pl7z5s1TQkKCHn30UT355JP69ttvJUnnz59XbGysPvzwQxmGobFjx6pjx47atWuXAgICHM551KhRev/99zVlyhTFxMRo8+bNqlGjRpbPSTKnnW/ZskWLFi3S0qVLJUlBQUGqWrWqmjdvrqNHj6p06dKSpPnz5yspKUnR0dHZOgYAAACQ1x09Kk2fbobpq5fecneX7rtPiokxQ3dQkMtKdLo8H7wvXLig3bt3217v27dPGzduVLFixXTHHXdo8ODBOnz4sCZPnixJ+ve//62PPvpIL7/8sh555BEtX75c8fHxWrBggdNqTEqSihRx2u6v68IFyd8/e++ZP3++ihQpoitXrig5OVlubm766KOPrrv9wYMHVb9+fTVs2FCSVKFChUzquKBOnTopOTlZK1asUFA2PjHr16/X1KlT1bp1a1tbSkqKJk+ebAvvS5Ys0ebNm7Vv3z6FhYVJkiZPnqw777xT69at09133y1JunTpkiZPnqyyZctKkj788EN16tRJY8eOVWhoqMMxJOmzzz5TcHCwfvzxR4cR6F69emnAgAGSpLfeektLlizRhx9+qI8//jjL5yWZv1AoUqSIbYQ/XZMmTVStWjVNmTJFL7/8siRp4sSJ6tWrl4q44gcJAAAAyGGnTknffWeG7R9/NAcrJXPgsGVLM2x37y6FhLi0zFyT54P377//rlatWtleDxo0SJIUGxurSZMm6ejRow7TmitWrKgFCxbo+eef1/vvv69y5crpiy++4FFi/69Vq1b65JNPlJiYqPfee08eHh7q0aPHdbd/4okn1KNHD23YsEHt2rVTVFSUmjRp4rBNnz59VK5cOS1fvjxL9zdv3rxZRYoUUWpqqlJSUtSpUyeH8F++fHmHEfNt27YpLCzMFrolqWbNmgoODta2bdtswfuOO+6whW7JnP2QlpamHTt22G5BeP3117Vy5UqdOHFCqampSkpKyjAt/trZEY0bN87xldsHDBigzz77TC+//LKOHz+u77//XsuXL8/RYwAAAAC56exZafZsM2wvXSqlptr7mjQxw3bPntL/T/osVPJ88G7ZsqWM9F+PZGLSpEmZvuePP/5wYlWO/PzM0efc5ueX/ff4+/srPDxckvTVV1+pbt26+vLLL/Xoo49mun2HDh104MABLVy4UEuWLFGbNm301FNPacyYMbZtOnbsqG+++UZr1qzJMKqcmWrVqmnu3Lny8PBQmTJlMiye5p/dYfwsio2N1enTp/X++++rfPny8vb2VuPGjR2mueeWfv366ZVXXtGaNWu0evVqVaxYUc2aNcv1OgAAAIDbceGCNG+euUja999LV//TukEDM2z37i3dcYfraswL8nzwzg8sluxP+c4L3Nzc9Oqrr2rQoEF64IEHrjtaXaJECcXGxio2NlbNmjXTSy+95BC8n3jiCdWqVUtdu3bVggUL1KJFixse18vLyxb+s6JGjRo6dOiQDh06ZBv13rp1q86ePauaNWvatjt48KCOHDmiMmXKSJJ+/fVXubm5qVq1apKkVatW6eOPP1bHjh0lSYcOHdKpU6cyHO/XX39Vv379HF7Xr18/y/VezcvLS6lX/6rv/xUvXlxRUVGaOHGi1qxZo/79+9/S/gEAAIDcdvGiGbLj4szQffUSUHfeaYbt6Gjz0WAwEbwLuV69eumll17S+PHj9eKLL2boHzJkiBo0aKA777xTycnJmj9/fqaLjA0cOFCpqanq3Lmzvv/+ezVt2jTHamzbtq1q166tBx98UOPGjdOVK1f05JNPqkWLFrZ7zyXJx8dHsbGxGjNmjBISEvTMM8+od+/etvurq1SpoilTpqhhw4ZKSEjQSy+9lOkvG6ZPn66GDRuqadOm+vbbb7V27dpbXm28QoUKtnUJypUrp4CAANtCfgMGDFDnzp2Vmpqq2NjYW9o/AAAAkBtSUszp41arOZ38/Hl7X3i4PWzXquWyEvO0Avc4MWSPh4eHnn76ab399ttKTEzM0O/l5aXBgwerTp06at68udzd3WW1WjPd13PPPafhw4erY8eOWr16dY7VaLFYNGfOHBUtWlTNmzdX27ZtValSJcXFxTlsFx4eru7du6tjx45q166d6tSp47Ag2pdffqkzZ87orrvuUt++ffXMM8+oZMmSGY43fPhwWa1W1alTR5MnT9a0adMcRtazo0ePHmrfvr1atWqlEiVKaNq0aba+tm3bqnTp0oqMjLSN0gMAAAB5RWqqtGyZ9NhjUmio1KmTNGWKGbrDwqSXXpJ+/918HvdbbxG6b8Ri3OgG6kIqISFBQUFBOnfunAIDAx36Ll26pH379jk8Yxq4FRcuXFDZsmU1ceJEde/e/brb8TMHAACA3JKWJq1ebU4jnz5dOn7c3hcaKvXqZY5u33OP5FbIh3FvlBuvxVRzIJelpaXp1KlTGjt2rIKDg9W1a1dXlwQAAIBCzDCk9evNaeRxcdLff9v7ihUzVyKPiZGaNzefvY3sI3gDuezgwYOqWLGiypUrp0mTJsnDg48hAAAAcpdhSFu2mGHbapX27rX3BQZK999vhu02bSRPT9fVWVDwL34gl1WoUOGGj8gDAAAAnGXnTvvI9tat9nY/P6lLFzNst28vcYdjziJ4AwAAAEABtn+/FB9vBu4//rC3e3tLHTqYYbtz5/z5iOT8guANAAAAAAXMkSPm4mhWq/Trr/Z2Dw/pvvvMsN2tmxQU5LoaCxOC9y1KS0tzdQkoJPhZAwAAQFacPCl9950Ztn/6ybyPW5IsFqlVKzNsd+8uFS/u2joLI4J3Nnl5ecnNzU1HjhxRiRIl5OXlJYvF4uqyUAAZhqGUlBSdPHlSbm5u8vLycnVJAAAAyGPOnpVmzTLv2V661Hz2dromTcyw3bOnVLq0y0qECN7Z5ubmpooVK+ro0aM6cuSIq8tBIeDn56c77rhDboX9QYkAAACQJF24IM2bZ45sL1okpaTY+xo0MMN2797SHXe4rkY4InjfAi8vL91xxx26cuWKUq/+lRKQw9zd3eXh4cGsCgAAgELu4kXp++/NsD1/vvk6Xa1aZtiOjpbCw11XI66P4H2LLBaLPD095clD7QAAAAA4QUqKtGSJOY189mzp/Hl7X3i4PWzXquWyEpFFBG8AAAAAyCOuXJF+/NEc2f7uO+nMGXvfHXeYQTsmRqpf31w0DfkDwRsAAAAAXCgtTVq92gzb06dLJ07Y+0JDzfu1Y2KkiAiJZX/yJ4I3AAAAAOQyw5B+/90M2/Hx0t9/2/uKFzdXIo+JkZo1k9zdXVcncgbBGwAAAABygWFImzeb92xbrdLevfa+wEDp/vvNsN2mjcRSUgULwRsAAAAAnGjHDnvY3rbN3u7nJ3XtaobtyEjJx8d1NcK5CN4AAAAAkMP277eH7Y0b7e3e3lLHjmbY7tRJ8vd3VYXITQRvAAAAAMgBhw+bi6PFxUm//mpv9/CQ2rUzVyTv1k0KCnJdjXANgjcAAAAA3KKTJ83Hflmt0k8/mfdxS+bq4y1bmiPb3bubC6ah8CJ4AwAAAEA2nD0rzZplhu1ly6TUVHvfvfeaYbtnT/NRYIBE8AYAAACAm7pwQZo715xGvmiRlJJi72vY0AzbvXpJd9zhuhqRdxG8AQAAACATFy9KCxeaYXv+fPN1utq1zXu2o6Ol8HDX1Yj8geANAAAAAP8vJUVassScRj57tjnSna5KFXNkOzpauvNOl5WIfIjgDQAAAKBQu3JFWrnSDNszZ0pnztj77rjDDNsxMVK9epLF4qoqkZ8RvAEAAAAUOmlp0qpV5jTy6dOlEyfsfaVLm/drx8RI99xD2MbtI3gDAAAAKBQMQ/r9d3NkOy7OfO52uuLFzZXIY2KkZs0kd3fX1YmCh+ANAAAAoMAyDGnzZnvY3rvX3hcYaD5jOyZGat1a8vR0XZ0o2AjeAAAAAAqcHTvsYXvbNnu7n5/UrZsZtiMjJW9v19WIwoPgDQAAAKBA2LfPDNpxcdLGjfZ2b2+pY0czbHfqJPn7u6xEFFIEbwAAAAD51uHD5uJoVqv022/2dg8PqV07M2x362ZOKwdcheANAAAAIF85eVKaMcMM2z//bN7HLUlublKrVmbYvv9+c8E0IC8geAMAAADI886ckWbNMqeRL1smpaba+5o2laKjzVXJQ0NdVyNwPQRvAAAAAHnS+fPSvHnmyPaiRdLly/a+hg3Nke3evaWwMNfVCGQFwRsAAABAnnHxorRwoRm258+XLl2y99WubYbt6GipcmXX1QhkF8EbAAAAgEulpEg//GCG7TlzpAsX7H1VqtjD9p13uq5G4HYQvAEAAADkuitXpJUrzbA9c6Z5D3e68uXNoB0TI9WrJ1ksrqoSyBkEbwAAAAC5Ii1NWrXKDNvTp5urk6crXdq8XzsmRoqIIGyjYCF4AwAAAHAaw5DWrTPDdny8+dztdCEh5krkMTHmyuTu7q6rE3AmgjcAAACAHGUY0qZNZtiOi5P27bP3BQVJ3bubU8lbt5Y8PV1XJ5BbCN4AAAAAcsT27WbQtlrN/0/n7y917WqObEdGSt7erqsRcAWCNwAAAIBbtm+fPWz/+ae93dtb6tTJDNudOkl+fq6rEXA1gjcAAACAbDl82LxfOy5O+u03e7uHhzmiHR0tdesmBQa6rkYgLyF4AwAAALipEyekGTPMsP3zz+Z93JLk5mbeqx0dbd67XayYa+sE8iI3VxeQFePHj1eFChXk4+OjiIgIrV279obbjxs3TtWqVZOvr6/CwsL0/PPP69KlS7lULQAAAFAwnDkjffWV1K6d+bivp56SfvrJDN1Nm0offSQdOSItWSINGEDoBq4nz494x8XFadCgQZowYYIiIiI0btw4RUZGaseOHSpZsmSG7adOnapXXnlFX331lZo0aaKdO3fq4YcflsVi0bvvvuuCMwAAAADyj/PnpblzzXu2Fy+WLl+29919t3nPdq9eUliY62oE8huLYaRPEsmbIiIidPfdd+ujjz6SJKWlpSksLEwDBw7UK6+8kmH7p59+Wtu2bdOyZctsbS+88IJ+++03/fLLL1k6ZkJCgoKCgnTu3DkFcmMKAAAACriLF6UFC8xp5PPnS1dPFq1Tx5xGHh0tVa7suhqBvCY7uTFPj3inpKRo/fr1Gjx4sK3Nzc1Nbdu21Zo1azJ9T5MmTfTNN99o7dq1atSokfbu3auFCxeqb9++1z1OcnKykpOTba8TEhJy7iQAAACAPCglRfrhB3Nke84c6cIFe1/VqubIdnS0VLOm62oECoo8HbxPnTql1NRUlSpVyqG9VKlS2n71gwGv8sADD+jUqVNq2rSpDMPQlStX9O9//1uvvvrqdY8zcuRIDR8+PEdrBwAAAPKaK1ekFSvMsD1zpnT2rL2vfHkzbMfESHXrShaLy8oECpx8sbhadqxcuVIjRozQxx9/rA0bNmjmzJlasGCB3nrrreu+Z/DgwTp37pzt69ChQ7lYMQAAAOA8aWnmgmhPPimVKWMulPbVV2boLl1aeu45ac0a83nco0ZJ9eoRuoGclqdHvENCQuTu7q7jx487tB8/flyhoaGZvueNN95Q3759NWDAAElS7dq1lZiYqH/961967bXX5OaW8XcN3t7e8vb2zvkTAAAAAFzAMKS1a82R7enTzedupwsJkXr2NEe2mzaV3N1dVydQWOTp4O3l5aUGDRpo2bJlioqKkmQurrZs2TI9/fTTmb4nKSkpQ7h2//8/TfL4OnIAAADALTMMadMmM2xbrdL+/fa+oCDzGdsxMeYztz3ydAoACp48/5EbNGiQYmNj1bBhQzVq1Ejjxo1TYmKi+vfvL0nq16+fypYtq5EjR0qSunTponfffVf169dXRESEdu/erTfeeENdunSxBXAAAACgoNi+3R62d+ywt/v7S926mWG7XTuJCZ6A6+T54B0dHa2TJ09qyJAhOnbsmOrVq6dFixbZFlw7ePCgwwj366+/LovFotdff12HDx9WiRIl1KVLF/3vf/9z1SkAAAAAOWrvXvPRX3Fx0p9/2tu9vaXOnc3VyDt1kvz8XFcjALs8/xxvV+A53gAAAMhr/v7bvF/bajXv307n4SFFRpoj2127SvzzFcgdBeY53gAAAEBhduKENGOGGbZ//tne7uZm3qsdEyPdf79UrJjragRwcwRvAAAAIA85c8Z8xrbVKi1fbj4OLF2zZuY08p49pf+/8xJAPkDwBgAAAFzs/Hlp7lwzbC9eLF2+bO9r1MgM2716SWFhrqsRwK0jeAMAAAAukJQkLVxohu0FC6RLl+x9deqY08ijo6VKlVxXI4CcQfAGAAAAcklysvTDD2bYnjNHSky091WrZg/bNWq4rkYAOY/gDQAAADjRlSvmvdpWqzRrlnT2rL2vQgV72K5bV7JYXFUlAGcieAMAAAA5LC1N+uUXM2zPmCGdPGnvK1NG6t3bDNyNGhG2gcKA4A0AAADkAMMwn69ttUrx8dKRI/a+kBBzcbSYGKlpU/NxYAAKD4I3AAAAcIsMQ/rzTzNsx8VJ+/fb+4KDpe7dzWnkrVtLHvzLGyi0+PgDAAAA2bRtmxm0rVZpxw57u7+/FBVlhu127SRvb5eVCCAPIXgDAAAAWbB3rz1sb9pkb/fxkTp1MqeRd+wo+fm5rkYAeRPBGwAAALiOv/8279e2WqV16+ztnp5SZKQZtrt2lQICXFcjgLyP4A0AAABc5fhxcyXyuDjp55/t7W5uUps25jTy+++XihVzXY0A8heCNwAAAAq9f/4xn7FttZrP3E5Ls/c1a2aObPfoIZUq5boaAeRfBG8AAAAUSgkJ0ty5Ztj+4Qfp8mV7X6NGZtju1UsqV851NQIoGAjeAAAAKDSSkqQFC8ywvXChdOmSva9uXTNs9+4tVarkuhoBFDwEbwAAABRoycnmiLbVKs2ZIyUm2vuqVTPDdnS0VKOG62oEULARvAEAAFDgXLli3qtttUozZ0rnztn7KlQww3ZMjFSnjmSxuKxMAIUEwRsAAAAFQmqq9MsvZtieMUM6dcreV6aMOaodEyPdfTdhG0DuIngDAAAg3zIM6bffzLA9fbp05Ii9r0QJc3G06GipaVPzcWAA4AoEbwAAAOQrhiFt3Gg+ZzsuTtq/394XHCx1726ObLdqJXnwr10AeQB/FAEAACBf2LbNHNm2WqWdO+3tRYpI3bqZYbtdO8nLy3U1AkBmCN4AAADIs/bssY9sb9pkb/fxkTp3NqeRd+wo+fm5rkYAuBmCNwAAAPKUv/+W4uPNke116+ztnp5SZKQ5st21qxQQ4LoaASA7CN4AAABwuePHzZXIrVZzZfJ07u5S69Zm2L7/fqloUdfVCAC3iuANAAAAl/jnH/MZ21artGKFlJZmtlssUrNmZtju0UMqWdK1dQLA7SJ4AwAAINckJEhz5pj3bC9eLF25Yu+LiDDv2e7VSypXznU1AkBOI3gDAADAqZKSpAULzJHtBQuk5GR7X9265sh2795SpUquqxEAnIngDQAAgByXnGyOaFut0ty5UmKiva96dTNsR0eb/w8ABR3BGwAAADni8mVp+XIzbM+aJZ07Z++rWNEetuvUMe/jBoDCguANAACAW5aaKv38s3nP9owZ0qlT9r6yZc0p5DEx0t13E7YBFF4EbwAAAGSLYUi//WaObMfHS0eP2vtKlDAXR4uJke69V3Jzc12dAJBXELwBAABwU4Yhbdxohu24OOnAAXtfcLD52K/oaKlVK8mDf2ECgAP+WAQAAMB1bd1qBm2rVdq5095epIgUFWWG7XbtJC8vl5UIAHkewRsAAAAO9uyxh+3Nm+3tPj5S587mNPKOHSVfX9fVCAD5CcEbAAAAOnTIvF/bapV+/93e7ukptW9vhu0uXaSAANfVCAD5FcEbAACgkDp2zFyJ3GqVVq2yt7u7S23amNPI779fKlrUdTUCQEFA8AYAAChE/vlHmjnTDNsrVkhpaWa7xSI1a2aObPfoIZUs6do6AaAgIXgDAAAUcAkJ0pw5Ztj+4QfpyhV7X0SEGbZ79TKfuw0AyHkEbwAAgAIoKUmaP98M2wsXSsnJ9r569cyw3bu3VLGiy0oEgEKD4A0AAFBAJCdLixaZYXvePCkx0d5XvboZtqOjzf8HAOQegjcAAEA+dvmytGyZ+fivWbOkc+fsfRUrmmE7JkaqXdu8jxsAkPsI3gAAAPlMaqr088/myPaMGdLp0/a+smXNUe2YGKlhQ8I2AOQFBG8AAIB8wDCkX381w/b06dLRo/a+kiXNxdGio6V775Xc3FxXJwAgI6cF7xUrVqhVq1bO2j0AAECBZxjSH3+Y08jj4qQDB+x9RYtK3bubI9stW0oeDKcAQJ7ltN+Htm/fXpUrV9Z///tfHTp06Lb2NX78eFWoUEE+Pj6KiIjQ2rVrb7j92bNn9dRTT6l06dLy9vZW1apVtXDhwtuqAQAAILds3SoNGSJVqyY1aCC9/bYZuosUkR56yFyt/Ngx6YsvpLZtCd0AkNc57Y/pw4cPa8qUKfr66681fPhwtW7dWo8++qiioqLk5eWV5f3ExcVp0KBBmjBhgiIiIjRu3DhFRkZqx44dKlmyZIbtU1JSdN9996lkyZKaMWOGypYtqwMHDig4ODgHzw4AACBn7d5tjmpbrdKWLfZ2Hx+pSxdzGnnHjpKvr+tqBADcGothGIazD7JhwwZNnDhR06ZNkyQ98MADevTRR1W3bt2bvjciIkJ33323PvroI0lSWlqawsLCNHDgQL3yyisZtp8wYYLeeecdbd++XZ6enrdUb0JCgoKCgnTu3DkFBgbe0j4AAABu5uBBKT7eDNy//25v9/SUOnQww3aXLlJAgOtqBABkLju5MVeCtyQdOXJEn332mUaNGiUPDw9dunRJjRs31oQJE3TnnXdm+p6UlBT5+flpxowZioqKsrXHxsbq7NmzmjNnTob3dOzYUcWKFZOfn5/mzJmjEiVK6IEHHtB//vMfubu7Z6lWgjcAAHCWY8fMlcitVmnVKnu7u7vUpo15z3ZUlHkPNwAg78pObnTqmpeXL1/WjBkz1LFjR5UvX16LFy/WRx99pOPHj2v37t0qX768evXqdd33nzp1SqmpqSpVqpRDe6lSpXTs2LFM37N3717NmDFDqampWrhwod544w2NHTtW//3vf697nOTkZCUkJDh8AQAA5JTTp6XPPzeDddmy0sCBZui2WKQWLaRPPjFXKV+8WOrfn9ANAAWN0+7xHjhwoKZNmybDMNS3b1+9/fbbqlWrlq3f399fY8aMUZkyZXL0uGlpaSpZsqQ+++wzubu7q0GDBjp8+LDeeecdDR06NNP3jBw5UsOHD8/ROgAAQOF27pw0Z445sr1kiXTlir3vnnvMke1evaQc/qcQACAPclrw3rp1qz788EN1795d3t7emW4TEhKiFStWXHcfISEhcnd31/Hjxx3ajx8/rtDQ0EzfU7p0aXl6ejpMK69Ro4aOHTumlJSUTBd2Gzx4sAYNGmR7nZCQoLCwsBueHwAAwLUSE80Vx+PipIULpeRke1+9embY7t1bqljRZSUCAFzAacF76NChatKkiTyueb7FlStXtHr1ajVv3lweHh5q0aLFdffh5eWlBg0aaNmyZbZ7vNPS0rRs2TI9/fTTmb7n3nvv1dSpU5WWliY3N3Mm/c6dO1W6dOnrrqbu7e193V8OAAAA3EhysrRokTmyPXeulJRk76teXerTx1wkrVo119UIAHAtpwXvVq1a6ejRoxke+XXu3Dm1atVKqampWdrPoEGDFBsbq4YNG6pRo0YaN26cEhMT1b9/f0lSv379VLZsWY0cOVKS9MQTT+ijjz7Ss88+q4EDB2rXrl0aMWKEnnnmmZw9QQAAUGhdviwtW2aG7dmzzWnl6SpVMke2o6Ol2rXN+7gBAIWb04K3YRiyZPI3zenTp+Xv75/l/URHR+vkyZMaMmSIjh07pnr16mnRokW2BdcOHjxoG9mWpLCwMC1evFjPP/+86tSpo7Jly+rZZ5/Vf/7zn9s/KQAAUGilpko//WROI58xw1wwLV25cmbQjo6WGjYkbAMAHOX448S6d+8uSZozZ47at2/vMIU7NTVVmzZtUrVq1bRo0aKcPGyO4nFiAABAktLSpF9/NcN2fLz5KLB0JUuai6PFxEhNmkhuTn1WDAAgr8lObszxEe+goCBJ5oh3QECAfH19bX1eXl6655579Nhjj+X0YQEAAHKEYUh//GFOI4+Lkw4etPcVLSr16GGG7RYtJA+nzR0EABQkOf7XxcSJEyVJFSpU0IsvvpitaeUAAACu8tdf9rC9a5e9PSBAiooyp5Hfd590nbVaAQC4rhyfal4QMNUcAIDCYfduM2hbrdKWLfZ2X1+pc2dzZLtDB/M1AABXc9lU87vuukvLli1T0aJFVb9+/UwXV0u3YcOGnDw0AABAlhw8aN6vbbVK69fb2z09zZAdEyN16SIVKeK6GgEABUuOBu9u3brZFlNLf+42AACAqx07Jk2fbobt1avt7e7uUtu2ZtiOipKCg11VIQCgIGOqeSaYag4AQP53+rT03XfmVPKVK80VyiXzUV8tWpj3bPfoIZUo4dIyAQD5lEtXNQcAAHCVc+ekOXPMke0lS6QrV+x999xjjmz36iWVKeO6GgEAhU+OBu+iRYve8L7uq/3zzz85eWgAAFBIJSZK8+ebYfv776XkZHtf/fpm2O7dW6pQwWUlAgAKuRwN3uPGjcvJ3QEAAGTq0iVp0SIzbM+bJyUl2ftq1JD69DGnklet6roaAQBIl6PBOzY2Nid3BwAAYHP5srR0qXnP9qxZUkKCva9yZTNox8RItWqZ93EDAJBX5GjwTkhIsN1UnnD134aZYNEyAABwM6mp0k8/mSPb331nLpiWrlw5e9hu0ICwDQDIu3L8Hu+jR4+qZMmSCg4OzvR+b8MwZLFYlJqampOHBgAABURamvTrr2bYnj7dfBRYupIlzfu1o6OlJk0kNzfX1QkAQFblaPBevny5ihUrJklasWJFTu4aAAAUYIYhbdhgTiOPi5MOHrT3FS1qPvYrJsZ8DJgHz2QBAOQzPMc7EzzHGwCA3PHXX+bIttUq7d5tbw8IkKKizLDdtq3k5eWyEgEAyFSeeY73mTNn9OWXX2rbtm2SpJo1a6p///62UXEAAFD47NpljmpbrWbwTufrK3XpYobtDh0kHx/X1QgAQE5y2oj3Tz/9pC5duigoKEgNGzaUJK1fv15nz57VvHnz1Lx5c2ccNkcw4g0AQM46cECKjzfD9oYN9nYvLzNkx8RInTtLRYq4rkYAALIjO7nRacG7du3aaty4sT755BO5u7tLklJTU/Xkk09q9erV2rx5szMOmyMI3gAA3L5jx8zF0axWafVqe7u7uzl9PCbGnE4eHOyqCgEAuHV5Inj7+vpq48aNqlatmkP7jh07VK9ePV28eNEZh80RBG8AAG7NqVPSzJlm2F650lw0TTIf9dWihRm2u3eXSpRwaZkAANy2PHGP91133aVt27ZlCN7btm1T3bp1nXVYAACQy86dk2bPNsP20qXSlSv2vsaNzbDds6dUpozLSgQAwKVyNHhv2rTJ9v/PPPOMnn32We3evVv33HOPJOnXX3/V+PHjNWrUqJw8LAAAyGWJidK8eeYiaQsXSikp9r677jKfs927t1ShgstKBAAgz8jRqeZubm6yWCy62S4tFotSU1Nz6rA5jqnmAABkdOmStGiRObI9b56UlGTvq1FD6tPHDNxVq7quRgAAcovLpprv27cvJ3cHAABc7PJlc/q41WpOJ09IsPdVrmxOI4+OlmrVMu/jBgAAGeVo8C5fvnxO7g4AALhAaqr0449m2P7uO+mff+x9YWFm0I6Olho0IGwDAJAVTltcLd3WrVt18OBBpVx985ekrl27OvvQAAAgi9LSpDVrzHu2p083HwWWrlQpqVcvc3S7cWPJzc11dQIAkB85LXjv3btX999/vzZv3uxw37fl/381npfv8QYAoDAwDGnDBnNkOy5OOnTI3lesmNSjhxm2W7Qwn70NAABujdOC97PPPquKFStq2bJlqlixotauXavTp0/rhRde0JgxY5x1WAAAcBNbtphh22qV9uyxtwcESPffb4bttm0lT0/X1QgAQEHitOC9Zs0aLV++XCEhIXJzc5Obm5uaNm2qkSNH6plnntEff/zhrEMDAIBr7NxpjmrHxUl//WVv9/WVunQxw3aHDpKPj+tqBACgoHJa8E5NTVVAQIAkKSQkREeOHFG1atVUvnx57dixw1mHBQAA/+/AASk+3hzZ3rDB3u7lZYbsmBipc2epSBHX1QgAQGHgtOBdq1Yt/fnnn6pYsaIiIiL09ttvy8vLS5999pkqVarkrMMCAFCoHT1qLo5mtZqLpaVzd5fuu88M2926ScHBLisRAIBCx2nB+/XXX1diYqIk6c0331Tnzp3VrFkzFS9eXHFxcc46LAAAhc6pU+Zjv+LipJUrzUXTJPNRXy1bmmG7e3cpJMSVVQIAUHhZjPTlxnPBP//8o6JFi9pWNs+rEhISFBQUpHPnzikwMNDV5QAAkMHZs9Ls2WbYXrLEfPZ2usaNzbDdq5dUurSrKgQAoGDLTm50+nO8JenQ/z+fJCwsLDcOBwBAgZSYKM2bZ04j//57KSXF3nfXXWbY7t1bKl/edTUCAICMnBa8r1y5ouHDh+uDDz7QhQsXJElFihTRwIEDNXToUHnyjBIAAG7q0iUzZFutZui+eNHeV7Om1KePFB0tVaniuhoBAMCNOS14Dxw4UDNnztTbb7+txo0bSzIfMTZs2DCdPn1an3zyibMODQBAvnb5sjl9PC5OmjVLOn/e3hcebgbtmBipVi3X1QgAALLOafd4BwUFyWq1qkOHDg7tCxcuVJ8+fXTu3DlnHDZHcI83ACC3paZKP/5ojmx/9530zz/2vrAwe9i+6y5z0TQAAOBaeeIeb29vb1WoUCFDe8WKFeXl5eWswwIAkG+kpZmP/LJazUeAHT9u7ytVyrxfOyZGuuceyc3NdXUCAIDb47Tg/fTTT+utt97SxIkT5e3tLUlKTk7W//73Pz399NPOOiwAAHmaYUjr15thOy5O+vtve1+xYlLPnmbYbt7cfPY2AADI/3I0eHfv3t3h9dKlS1WuXDnVrVtXkvTnn38qJSVFbdq0ycnDAgCQ523ZYoZtq1Xas8feHhgoRUWZYbttW4m1RwEAKHhyNHgHBQU5vO7Ro4fDax4nBgAoTHbuNEe1rVZp61Z7u5+f1KWLGbbbt5d8fFxXIwAAcL4cDd4TJ07Myd0BAJDvHDhgD9t//GFv9/KSOnY0w3bnzpK/v+tqBAAAuctp93inO3nypHbs2CFJqlatmkqUKOHsQwIAkKuOHDEXR4uLMxdLS+fhId13n7kieVSUdM3EMAAAUEg4LXgnJiZq4MCBmjx5stLS0iRJ7u7u6tevnz788EP5+fk569AAADjdqVPmY7+sVvMxYOkP57RYpJYtzZHt7t2lkBCXlgkAAPIApwXvQYMG6ccff9S8efN07733SpJ++eUXPfPMM3rhhRf0ySefOOvQAAA4xdmz0uzZZtheutR89na6Jk3MsN2zp1S6tKsqBAAAeZHFMNJ/R5+zQkJCNGPGDLVs2dKhfcWKFerdu7dOnjzpjMPmiOw8CB0AULBduCDNm2dOI//+eyklxd7XoIEZtnv3lu64w3U1AgCA3Jed3Oi0Ee+kpCSVKlUqQ3vJkiWVlJTkrMMCAHDbLl40Q3ZcnBm6L16099WqZd6zHR0tVaniuhoBAED+4bTg3bhxYw0dOlSTJ0+Wz/8/J+XixYsaPny4Gjdu7KzDAgBwS1JSzOnjVqs5nfz8eXtfeLg5sh0dbQZvAACA7HBz1o7HjRunVatWqVy5cmrTpo3atGmjsLAwrV69Wu+//3629jV+/HhVqFBBPj4+ioiI0Nq1a7P0PqvVKovFoqioqFs4AwBAQZeaKi1bJj32mBQaKnXqJE2ZYobusDDppZek9evN53G/9RahGwAA3BqnjXjXrl1bu3bt0rfffqvt27dLkvr06aMHH3xQvr6+Wd5PXFycBg0apAkTJigiIkLjxo1TZGSkduzYoZIlS173ffv379eLL76oZs2a3fa5AAAKjrQ0afVqcxr59OnS8eP2vtBQqVcvc3T7nnskN6f9ehoAABQmTllc7fLly6pevbrmz5+vGjVq3Na+IiIidPfdd+ujjz6SJKWlpSksLEwDBw7UK6+8kul7UlNT1bx5cz3yyCP6+eefdfbsWc2ePTvLx2RxNQAoWAzDHLm2Ws3A/fff9r5ixcyVyGNipObNJXd319UJAADyD5cvrubp6alLly7d9n5SUlK0fv16DR482Nbm5uamtm3bas2aNdd935tvvqmSJUvq0Ucf1c8//3zbdQAA8h/DkLZsMcO21Srt3WvvCwyU7r/fDNtt2kienq6rEwAAFHxOm2r+1FNPafTo0friiy/k4XFrhzl16pRSU1MzrI5eqlQp2/T1a/3yyy/68ssvtXHjxiwfJzk5WcnJybbXCQkJt1QvAMD1du60j2xv3Wpv9/OTunY1w3ZkpPT/634CAAA4ndOC97p167Rs2TL98MMPql27tvz9/R36Z86cmePHPH/+vPr27avPP/9cISEhWX7fyJEjNXz48ByvBwCQO/bvN4N2XJz0xx/2dm9vqUMHM2x37ixd81cRAABArnBa8A4ODlaPHj1uax8hISFyd3fX8atXvpF0/PhxhYaGZth+z5492r9/v7p06WJrS0tLkyR5eHhox44dqly5cob3DR48WIMGDbK9TkhIUFhY2G3VDgBwriNHzMXRrFbp11/t7R4e0n33mWG7WzcpKMh1NQIAAEhOCN5paWl65513tHPnTqWkpKh169YaNmxYtlYyT+fl5aUGDRpo2bJltkeCpaWladmyZXr66aczbF+9enVt3rzZoe3111/X+fPn9f777183THt7e8vb2zvb9QEActfJk9J335lh+6efzPu4JclikVq1MsN29+5S8eKurRMAAOBqOR68//e//2nYsGFq27atfH199cEHH+jkyZP66quvbml/gwYNUmxsrBo2bKhGjRpp3LhxSkxMVP/+/SVJ/fr1U9myZTVy5Ej5+Pio1jUPWQ0ODpakDO0AgPzh7Flp1ixzGvnSpeazt9Pde68UHW2uSl66tMtKBAAAuKEcD96TJ0/Wxx9/rMcff1yStHTpUnXq1ElffPGF3G7hgajR0dE6efKkhgwZomPHjqlevXpatGiRbcG1gwcP3tJ+AQB514UL0rx55sj2okVSSoq9r0EDc2S7d2/pjjtcVyMAAEBW5fhzvL29vbV7926Had0+Pj7avXu3ypUrl5OHchqe4w0Aue/iRen7782wPX+++TpdrVpm2I6OlsLDXVcjAABAOpc+x/vKlSvyueYZLZ6enrp8+XJOHwoAkM+lpEhLlphhe84c6fx5e194uD1sc7cQAADIz3I8eBuGoYcffthhsbJLly7p3//+t8MjxZzxODEAQN535Yr0449m2P7uO+nMGXvfHXeYQTsmRqpf31w0DQAAIL/L8eAdGxuboe2hhx7K6cMAAPKRtDRp9WozbE+fLp04Ye8LDTXv146JkSIiJJbtAAAABU2OB++JEyfm9C4BAPmQYUi//26G7fh46e+/7X3Fi5srkcfESM2aSe7urqsTAADA2XI8eAMACi/DkDZvNsN2XJy0d6+9LzDQfMZ2dLTUpo3k6em6OgEAAHITwRsAcNt27DCDttUqbdtmb/fzk7p2NUe2IyOla9beBAAAKBQI3gCAW7J/vz1sb9xob/f2ljp2NMN2p07SVetqAgAAFEoEbwBAlh0+bC6OFhcn/fqrvd3DQ2rXzpxG3q2bFBTkuhoBAADyGoI3AOCGTp40H/tltUo//WTexy2Zq4+3amWG7e7dzQXTAAAAkBHBGwCQwdmz0qxZZthetkxKTbX33XuvOY28Z0/zUWAAAAC4MYI3AECSdOGCNHeuGbYXLZIuX7b3NWxohu1evaQ77nBdjQAAAPkRwRsACrGLF6WFC817tufPN1+nq13bnEYeHS2Fh7uuRgAAgPyO4A0AhUxKirRkiTmyPXu2OdKdrkoVc2Q7Olq6806XlQgAAFCgELwBoBC4ckVaudIM2zNnSmfO2PvuuMMM2zExUr16ksXiqioBAAAKJoI3ABRQaWnSqlVm2J4xQzpxwt5XurTUu7c5sn3PPYRtAAAAZyJ4A0ABYhjSunXmPdtxceZzt9MVL26uRB4TIzVrJrm7u65OAACAwoTgDQD5nGFImzebI9tWq7Rvn70vMNB8xnZMjNS6teTp6bo6AQAACiuCNwDkUzt2mEE7Lk7ats3e7ucndetmhu3ISMnb23U1AgAAgOANAPnKvn32aeQbN9rbvb2lTp3Me7Y7dZL8/V1WIgAAAK5B8AaAPO7wYWn6dHN0+7ff7O0eHlK7dubIdrdu5rRyAAAA5D0EbwDIg06ckL77zgzbP/9s3sctSW5uUqtWZti+/35zwTQAAADkbQRvAMgjzpyRZs0yw/by5VJqqr2vaVNzGnnPnlJoqOtqBAAAQPYRvAHAhc6fl+bNM8P2okXS5cv2voYNzZHt3r2lsDDX1QgAAIDbQ/AGgFx28aK0cKEZtufPly5dsvfVrm2G7ehoqXJl19UIAACAnEPwBoBckJIi/fCDGbbnzJEuXLD3Va1qD9s1a7quRgAAADgHwRsAnOTKFWnFCjNsz5wpnT1r7ytf3h6269WTLBZXVQkAAABnI3gDQA5KS5NWrTLD9vTp0smT9r7Spc37tWNipIgIwjYAAEBhQfAGgNtkGNK6dWbYjo83n7udLiTEXIk8JsZcmdzd3XV1AgAAwDUI3gBwCwxD2rTJDNtxcdK+ffa+oCCpe3dzGnnr1pKnp+vqBAAAgOsRvAEgG7ZvN4O21Wr+fzp/f6lrV3NkOzJS8vZ2XY0AAADIWwjeAHAT+/bZw/aff9rbvb2lTp3MsN2pk+Tn57oaAQAAkHcRvAEgE4cPm/drW63S2rX2dg8Pc0Q7Olrq1k0KDHRdjQAAAMgfCN4A8P9OnJBmzDBHt3/+2byPW5Lc3Mx7taOjzXu3ixVzbZ0AAADIXwjeAAq1M2ekWbPMke1ly8zHgaVr2tScRt6zp1SqlOtqBAAAQP5G8AZQ6Jw/L82da4btxYuly5ftfXffbYbtXr2ksDDX1QgAAICCg+ANoFC4eFFasMAM2wsWSJcu2fvq1DHDdu/eUuXKrqsRAAAABRPBG0CBlZIi/fCDGbbnzJEuXLD3Va1qhu3oaKlmTdfVCAAAgIKP4A2gQLlyRVqxwgzbM2dKZ8/a+8qXN8N2TIxUt65ksbisTAAAABQiBG8A+V5amvTLL2bYnjFDOnnS3le6tDmqHRMjNWpE2AYAAEDuI3gDyJcMw3y+ttUqTZ9uPnc7XUiIuThadLS5Mrm7u+vqBAAAAAjeAPINw5D+/NN8zrbVKu3fb+8LCjKfsR0TYz5z24M/3QAAAJBH8E9TAHne9u1m0LZapR077O3+/lK3bmbYbtdO8vZ2XY0AAADA9RC8AeRJe/eaI9txceYodzpvb6lzZ3MaeadOkp+f62oEAAAAsoLgDSDP+Ptv835tq9W8fzudp6c5oh0TI3XtKgUGuq5GAAAAILsI3gBc6sQJcyVyq1X6+Wd7u5ubea92TIx0//1SsWKuqxEAAAC4HQRvALnun3+kWbPMsL18ufk4sHTNmplhu0cPqVQp19UIAAAA5BQ3VxeQFePHj1eFChXk4+OjiIgIrb16Duo1Pv/8czVr1kxFixZV0aJF1bZt2xtuDyB3nD8vffON1KWLFBoqDRggLV1qhu5GjaSxY6WDB6WffpKefJLQDQAAgIIjz494x8XFadCgQZowYYIiIiI0btw4RUZGaseOHSpZsmSG7VeuXKk+ffqoSZMm8vHx0ejRo9WuXTv99ddfKlu2rAvOACi8kpKkhQvNke0FC6RLl+x9deqYI9vR0VKlSq6rEQAAAHA2i2EYhquLuJGIiAjdfffd+uijjyRJaWlpCgsL08CBA/XKK6/c9P2pqakqWrSoPvroI/Xr1y9Lx0xISFBQUJDOnTunQFZxArIlOVn64QczbM+ZIyUm2vuqVbOH7Ro1XFcjAAAAcLuykxvz9Ih3SkqK1q9fr8GDB9va3Nzc1LZtW61ZsyZL+0hKStLly5dV7AYrMyUnJys5Odn2OiEh4daLBgqhK1fMe7WtVvPe7bNn7X0VKtjDdt26ksXiqioBAAAA18jTwfvUqVNKTU1VqWtu9ixVqpS2b9+epX385z//UZkyZdS2bdvrbjNy5EgNHz78tmoFCpu0NHMV8rg4c1XykyftfWXKSL17m4G7USPCNgAAAAq3PB28b9eoUaNktVq1cuVK+fj4XHe7wYMHa9CgQbbXCQkJCgsLy40SgXzFMMzna1utUny8dOSIvS8kROrVywzbTZuajwMDAAAAkMeDd0hIiNzd3XX8+HGH9uPHjys0NPSG7x0zZoxGjRqlpUuXqk6dOjfc1tvbW97e3rddL1AQGYb0559m2I6Lk/bvt/cFB0vdu5vTyFu3ljzy9J8oAAAAgGvk6X8me3l5qUGDBlq2bJmioqIkmYurLVu2TE8//fR13/f222/rf//7nxYvXqyGDRvmUrVAwbJtmxm0rVZpxw57u7+/FBVlhu127SR+ZwUAAADcWJ4O3pI0aNAgxcbGqmHDhmrUqJHGjRunxMRE9e/fX5LUr18/lS1bViNHjpQkjR49WkOGDNHUqVNVoUIFHTt2TJJUpEgRFSlSxGXnAeQHe/faw/amTfZ2Hx+pUydzGnnHjpKfn+tqBAAAAPKbPB+8o6OjdfLkSQ0ZMkTHjh1TvXr1tGjRItuCawcPHpTbVTeTfvLJJ0pJSVHPnj0d9jN06FANGzYsN0sH8oW//zbv17ZapXXr7O2enlJkpBm2u3aVAgJcVyMAAACQn+X553i7As/xRkF3/Li5ErnVKv3yi73dzU1q08acRn7//dINnsIHAAAAFGoF5jneAHLOP/+Yz9i2Ws1nbqel2fuaNTNHtnv0kK55eh8AAACA20TwBgqwhARp7lwzbP/wg3T5sr2vUSMzbPfqJZUr57oaAQAAgIKO4A0UMElJ0oIFZtheuFC6dMneV7euGbZ795YqVXJdjQAAAEBhQvAGCoDkZGnxYnNF8jlzpMREe1+1ambYjo6WatRwXY0AAABAYUXwBvKpy5fNe7Xj4qSZM6Vz5+x9FSqYYTsmRqpTR7JYXFYmAAAAUOgRvIF8JDXVXIXcajVXJT91yt5Xpow5qh0TI919N2EbAAAAyCsI3kAeZxjSb7+ZYXv6dOnIEXtfiRLm4mjR0VLTpubjwAAAAADkLQRvIA8yDGnjRnMaeVyctH+/vS84WOre3RzZbtVK8uBTDAAAAORp/JMdyEO2bjWDttUq7dxpby9SROrWzQzb7dpJXl6uqxEAAABA9hC8ARfbs8cetjdvtrf7+EidO5vTyDt2lPz8XFcjAAAAgFtH8AZc4NAhKT7eDNzr1tnbPT2lyEhzZLtrVykgwHU1AgAAAMgZBG8glxw/bq5EbrWaK5Onc3eXWrc2w/b990tFi7quRgAAAAA5j+ANONE//5jP2LZapRUrpLQ0s91ikZo1M8N2jx5SyZKurRMAAACA8xC8gRyWkCDNmWOG7R9+kK5csfdFRJhhu1cvqWxZ19UIAAAAIPcQvIEckJQkzZ9v3rO9YIGUnGzvq1vXDNvR0VLFiq6rEQAAAIBrELyBW5ScLC1ebI5sz50rJSba+6pXt4ft6tVdVyMAAAAA1yN4A9lw+bK0fLkZtmfNks6ds/dVrGgP23XqmPdxAwAAAADBG7iJ1FTp55/NaeQzZkinTtn7ypaVevc2A/fddxO2AQAAAGRE8AYyYRjSb7+ZI9vx8dLRo/a+kiWlnj3NsH3vvZKbm+vqBAAAAJD3EbyB/2cY0saNZtiOi5MOHLD3BQebj/2KiZFatpQ8+OQAAAAAyCLiAwq9rVvtYXvnTnt7kSJSVJR5z3a7dpKXl8tKBAAAAJCPEbxRKO3ZYwZtq1XavNne7uMjde5sjmx37Cj5+rquRgAAAAAFA8EbhcahQ+b92lar9Pvv9nZPT6l9ezNsd+kiBQS4rkYAAAAABQ/BGwXasWPmSuRWq7Rqlb3d3V1q08YM21FRUtGiLisRAAAAQAFH8EaBc/q0NHOmOZV8xQopLc1st1ik5s3Ne7Z79DBXJwcAAAAAZyN4o0BISJDmzDFHtn/4Qbpyxd4XEWGObPfqZT53GwAAAAByE8Eb+VZSkjR/vhm2Fy6UkpPtffXqmWG7d2+pYkWXlQgAAAAABG/kL8nJ0qJFZtieN09KTLT3Va8u9eljTiWvVs11NQIAAADA1QjeyPMuX5aWLTPv2Z41Szp3zt5XqZIZtGNipNq1zfu4AQAAACAvIXgjT0pNlX7+2RzZnjHDXDAtXdmy9rDdsCFhGwAAAEDeRvBGnmEY0q+/mmE7Pt58FFi6kiXNxdGio6V775Xc3FxXJwAAAABkB8EbLmUY0h9/mNPI4+KkAwfsfUWLSt27myPbLVtKHvy0AgAAAMiHiDJwia1bzZFtq1XatcveXqSIFBVlhu377pO8vFxWIgAAAADkCII3cs3u3eaottUqbdlib/f1lTp3NsN2hw7mawAAAAAoKAjecKqDB837ta1Waf16e7unpxmyY2KkLl3MkW4AAAAAKIgI3shxx46ZK5FbrdKqVfZ2d3epTRszbEdFmfdwAwAAAEBBR/BGjjh9Wpo50wzbK1dKaWlmu8UiNW9uhu0ePaQSJVxaJgAAAADkOoI3btm5c9KcOWbYXrJEunLF3nfPPWbY7tVLKlPGdTUCAAAAgKsRvJEtiYnS/PnmImkLF0rJyfa++vXN52z37i1VrOi6GgEAAAAgLyF446aSk6VFi8yR7blzpaQke1/16lKfPmbgrlbNdTUCAAAAQF5F8EamLl+Wli0zw/asWVJCgr2vUiVzGnl0tFS7tnkfNwAAAAAgcwRv2KSmSj/9ZIbt774zF0xLV66cGbSjo6WGDQnbAAAAAJBVBO9CLi1N+vVX857t+HjzUWDpSpY0F0eLiZGaNJHc3FxXJwAAAADkVwTvQsgwpD/+MEe24+KkgwftfUWLmo/9iomRWrSQPPgJAQAAAIDbQqwqRP76ywzbVqu0e7e9PSBAiooyw3bbtpKXl8tKBAAAAIACh+BdwO3aZY5qx8VJW7bY2319pc6dzbDdoYP5GgAAAACQ8/LFXbvjx49XhQoV5OPjo4iICK1du/aG20+fPl3Vq1eXj4+PateurYULF+ZSpXnDwYPSmDHmImhVq0pvvGGGbk9PqWtXaepU6cQJ857u7t0J3QAAAADgTHk+eMfFxWnQoEEaOnSoNmzYoLp16yoyMlInTpzIdPvVq1erT58+evTRR/XHH38oKipKUVFR2nL1cG8BdOyY9OGH0r33SuXLSy+9JK1fL7m7S5GR0sSJZtieM8d87naRIq6uGAAAAAAKB4thGIari7iRiIgI3X333froo48kSWlpaQoLC9PAgQP1yiuvZNg+OjpaiYmJmj9/vq3tnnvuUb169TRhwoQsHTMhIUFBQUE6d+6cAgMDc+ZEnOD0afOxX3Fx0sqV5grlkvmorxYtzGnk3btLJUq4tEwAAAAAKHCykxvz9D3eKSkpWr9+vQYPHmxrc3NzU9u2bbVmzZpM37NmzRoNGjTIoS0yMlKzZ8++7nGSk5OVnJxse52QkHB7heeCl16Sxo2Trlyxt91zjxm2e/WSypRxWWkAAAAAgKvk6eB96tQppaamqlSpUg7tpUqV0vbt2zN9z7FjxzLd/tjVD6i+xsiRIzV8+PDbLzgXlS1rhu769c2w3bu3VKGCq6sCAAAAAFwrTwfv3DJ48GCHUfKEhASFhYW5sKKb69tX6tjRXDwNAAAAAJB35engHRISInd3dx0/ftyh/fjx4woNDc30PaGhodnaXpK8vb3l7e19+wXnouLFzS8AAAAAQN6Wp1c19/LyUoMGDbRs2TJbW1pampYtW6bGjRtn+p7GjRs7bC9JS5Ysue72AAAAAAA4U54e8ZakQYMGKTY2Vg0bNlSjRo00btw4JSYmqn///pKkfv36qWzZsho5cqQk6dlnn1WLFi00duxYderUSVarVb///rs+++wzV54GAAAAAKCQyvPBOzo6WidPntSQIUN07Ngx1atXT4sWLbItoHbw4EG5udkH7ps0aaKpU6fq9ddf16uvvqoqVapo9uzZqlWrlqtOAQAAAABQiOX553i7Qn55jjcAAAAAwDWykxvz9D3eAAAAAADkdwRvAAAAAACciOANAAAAAIATEbwBAAAAAHAigjcAAAAAAE5E8AYAAAAAwIny/HO8XSH9CWsJCQkurgQAAAAAkBel58WsPKGb4J2J8+fPS5LCwsJcXAkAAAAAIC87f/68goKCbriNxchKPC9k0tLSdOTIEQUEBMhisbi6nOtKSEhQWFiYDh06dNMHtqPg4LoXTlz3wonrXjhx3QsnrnvhxHXP3wzD0Pnz51WmTBm5ud34Lm5GvDPh5uamcuXKubqMLAsMDOSDWghx3QsnrnvhxHUvnLjuhRPXvXDiuudfNxvpTsfiagAAAAAAOBHBGwAAAAAAJyJ452Pe3t4aOnSovL29XV0KchHXvXDiuhdOXPfCieteOHHdCyeue+HB4moAAAAAADgRI94AAAAAADgRwRsAAAAAACcieAMAAAAA4EQEbwAAAAAAnIjgnYeMHz9eFSpUkI+PjyIiIrR27dobbj99+nRVr15dPj4+ql27thYuXOjQbxiGhgwZotKlS8vX11dt27bVrl27nHkKuAXZue6ff/65mjVrpqJFi6po0aJq27Zthu0ffvhhWSwWh6/27ds7+zSQTdm57pMmTcpwTX18fBy24fOeP2Tnurds2TLDdbdYLOrUqZNtGz7ved9PP/2kLl26qEyZMrJYLJo9e/ZN37Ny5Urddddd8vb2Vnh4uCZNmpRhm+z+mwG5K7vXfebMmbrvvvtUokQJBQYGqnHjxlq8eLHDNsOGDcvwea9evboTzwLZld3rvnLlykz/nD927JjDdnzeCwaCdx4RFxenQYMGaejQodqwYYPq1q2ryMhInThxItPtV69erT59+ujRRx/VH3/8oaioKEVFRWnLli22bd5++2198MEHmjBhgn777Tf5+/srMjJSly5dyq3Twk1k97qvXLlSffr00YoVK7RmzRqFhYWpXbt2Onz4sMN27du319GjR21f06ZNy43TQRZl97pLUmBgoMM1PXDggEM/n/e8L7vXfebMmQ7XfMuWLXJ3d1evXr0ctuPznrclJiaqbt26Gj9+fJa237dvnzp16qRWrVpp48aNeu655zRgwACHEHYrf4Ygd2X3uv/000+67777tHDhQq1fv16tWrVSly5d9Mcffzhsd+eddzp83n/55RdnlI9blN3rnm7Hjh0O17VkyZK2Pj7vBYiBPKFRo0bGU089ZXudmppqlClTxhg5cmSm2/fu3dvo1KmTQ1tERITx+OOPG4ZhGGlpaUZoaKjxzjvv2PrPnj1reHt7G9OmTXPCGeBWZPe6X+vKlStGQECA8fXXX9vaYmNjjW7duuV0qchB2b3uEydONIKCgq67Pz7v+cPtft7fe+89IyAgwLhw4YKtjc97/iLJmDVr1g23efnll40777zToS06OtqIjIy0vb7dnyXkrqxc98zUrFnTGD58uO310KFDjbp16+ZcYXCqrFz3FStWGJKMM2fOXHcbPu8FByPeeUBKSorWr1+vtm3b2trc3NzUtm1brVmzJtP3rFmzxmF7SYqMjLRtv2/fPh07dsxhm6CgIEVERFx3n8hdt3Ldr5WUlKTLly+rWLFiDu0rV65UyZIlVa1aNT3xxBM6ffp0jtaOW3er1/3ChQsqX768wsLC1K1bN/3111+2Pj7veV9OfN6//PJLxcTEyN/f36Gdz3vBcrO/33PiZwl5X1pams6fP5/h7/ddu3apTJkyqlSpkh588EEdPHjQRRUiJ9WrV0+lS5fWfffdp1WrVtna+bwXLATvPODUqVNKTU1VqVKlHNpLlSqV4R6PdMeOHbvh9un/zc4+kbtu5bpf6z//+Y/KlCnj8Ady+/btNXnyZC1btkyjR4/Wjz/+qA4dOig1NTVH68etuZXrXq1aNX311VeaM2eOvvnmG6WlpalJkyb6+++/JfF5zw9u9/O+du1abdmyRQMGDHBo5/Ne8Fzv7/eEhARdvHgxR/7uQN43ZswYXbhwQb1797a1RUREaNKkSVq0aJE++eQT7du3T82aNdP58+ddWCluR+nSpTVhwgR99913+u677xQWFqaWLVtqw4YNknLm34rIOzxcXQCAWzNq1ChZrVatXLnSYaGtmJgY2//Xrl1bderUUeXKlbVy5Uq1adPGFaXiNjVu3FiNGze2vW7SpIlq1KihTz/9VG+99ZYLK0Nu+fLLL1W7dm01atTIoZ3PO1DwTJ06VcOHD9ecOXMc7vXt0KGD7f/r1KmjiIgIlS9fXvHx8Xr00UddUSpuU7Vq1VStWjXb6yZNmmjPnj167733NGXKFBdWBmdgxDsPCAkJkbu7u44fP+7Qfvz4cYWGhmb6ntDQ0Btun/7f7OwTuetWrnu6MWPGaNSoUfrhhx9Up06dG25bqVIlhYSEaPfu3bddM27f7Vz3dJ6enqpfv77tmvJ5z/tu57onJibKarVm6R/WfN7zv+v9/R4YGChfX98c+TMEeZfVatWAAQMUHx+f4ZaDawUHB6tq1ap83guYRo0a2a4pn/eCheCdB3h5ealBgwZatmyZrS0tLU3Lli1zGOW6WuPGjR22l6QlS5bYtq9YsaJCQ0MdtklISNBvv/123X0id93KdZfM1avfeustLVq0SA0bNrzpcf7++2+dPn1apUuXzpG6cXtu9bpfLTU1VZs3b7ZdUz7ved/tXPfp06crOTlZDz300E2Pw+c9/7vZ3+858WcI8qZp06apf//+mjZtmsNjA6/nwoUL2rNnD5/3Ambjxo22a8rnvYBx9epuMFmtVsPb29uYNGmSsXXrVuNf//qXERwcbBw7dswwDMPo27ev8corr9i2X7VqleHh4WGMGTPG2LZtmzF06FDD09PT2Lx5s22bUaNGGcHBwcacOXOMTZs2Gd26dTMqVqxoXLx4MdfPD5nL7nUfNWqU4eXlZcyYMcM4evSo7ev8+fOGYRjG+fPnjRdffNFYs2aNsW/fPmPp0qXGXXfdZVSpUsW4dOmSS84RGWX3ug8fPtxYvHixsWfPHmP9+vVGTEyM4ePjY/z111+2bfi8533Zve7pmjZtakRHR2do5/OeP5w/f974448/jD/++MOQZLz77rvGH3/8YRw4cMAwDMN45ZVXjL59+9q237t3r+Hn52e89NJLxrZt24zx48cb7u7uxqJFi2zb3OxnCa6X3ev+7bffGh4eHsb48eMd/n4/e/asbZsXXnjBWLlypbFv3z5j1apVRtu2bY2QkBDjxIkTuX5+yFx2r/t7771nzJ4929i1a5exefNm49lnnzXc3NyMpUuX2rbh815wELzzkA8//NC44447DC8vL6NRo0bGr7/+autr0aKFERsb67B9fHy8UbVqVcPLy8u48847jQULFjj0p6WlGW+88YZRqlQpw9vb22jTpo2xY8eO3DgVZEN2rnv58uUNSRm+hg4dahiGYSQlJRnt2rUzSpQoYXh6ehrly5c3HnvsMf5wzoOyc92fe+4527alSpUyOnbsaGzYsMFhf3ze84fs/jm/fft2Q5Lxww8/ZNgXn/f8If1xQdd+pV/r2NhYo0WLFhneU69ePcPLy8uoVKmSMXHixAz7vdHPElwvu9e9RYsWN9zeMMzHypUuXdrw8vIyypYta0RHRxu7d+/O3RPDDWX3uo8ePdqoXLmy4ePjYxQrVsxo2bKlsXz58gz75fNeMFgMwzByZWgdAAAAAIBCiHu8AQAAAABwIoI3AAAAAABORPAGAAAAAMCJCN4AAAAAADgRwRsAAAAAACcieAMAAAAA4EQEbwAAAAAAnIjgDQAAAACAExG8AQAowB5++GFFRUW57Ph9+/bViBEjsrRtTEyMxo4d6+SKAADIfRbDMAxXFwEAALLPYrHcsH/o0KF6/vnnZRiGgoODc6eoq/z5559q3bq1Dhw4oCJFitx0+y1btqh58+bat2+fgoKCcqFCAAByB8EbAIB86tixY7b/j4uL05AhQ7Rjxw5bW5EiRbIUeJ1lwIAB8vDw0IQJE7L8nrvvvlsPP/ywnnrqKSdWBgBA7mKqOQAA+VRoaKjtKygoSBaLxaGtSJEiGaaat2zZUgMHDtRzzz2nokWLqlSpUvr888+VmJio/v37KyAgQOHh4fr+++8djrVlyxZ16NBBRYoUUalSpdS3b1+dOnXqurWlpqZqxowZ6tKli0P7xx9/rCpVqsjHx0elSpVSz549Hfq7dOkiq9V6+98cAADyEII3AACFzNdff62QkBCtXbtWAwcO1BNPPKFevXqpSZMm2rBhg9q1a6e+ffsqKSlJknT27Fm1bt1a9evX1++//65Fixbp+PHj6t2793WPsWnTJp07d04NGza0tf3+++965pln9Oabb2rHjh1atGiRmjdv7vC+Ro0aae3atUpOTnbOyQMA4AIEbwAACpm6devq9ddfV5UqVTR48GD5+PgoJCREjz32mKpUqaIhQ4bo9OnT2rRpkyTpo48+Uv369TVixAhVr15d9evX11dffaUVK1Zo586dmR7jwIEDcnd3V8mSJW1tBw8elL+/vzp37qzy5curfv36euaZZxzeV6ZMGaWkpDhMowcAIL8jeAMAUMjUqVPH9v/u7u4qXry4ateubWsrVaqUJOnEiROSzEXSVqxYYbtnvEiRIqpevbokac+ePZke4+LFi/L29nZYAO6+++5T+fLlValSJfXt21fffvutbVQ9na+vryRlaAcAID8jeAMAUMh4eno6vLZYLA5t6WE5LS1NknThwgV16dJFGzdudPjatWtXhqni6UJCQpSUlKSUlBRbW0BAgDZs2KBp06apdOnSGjJkiOrWrauzZ8/atvnnn38kSSVKlMiRcwUAIC8geAMAgBu666679Ndff6lChQoKDw93+PL398/0PfXq1ZMkbd261aHdw8NDbdu21dtvv61NmzZp//79Wr58ua1/y5YtKleunEJCQpx2PgAA5DaCNwAAuKGnnnpK//zzj/r06aN169Zpz549Wrx4sfr376/U1NRM31OiRAnddddd+uWXX2xt8+fP1wcffKCNGzfqwIEDmjx5stLS0lStWjXbNj///LPatWvn9HMCACA3EbwBAMANlSlTRqtWrVJqaqratWun2rVr67nnnlNwcLDc3K7/T4kBAwbo22+/tb0ODg7WzJkz1bp1a9WoUUMTJkzQtGnTdOedd0qSLl26pNmzZ+uxxx5z+jkBAJCbLIZhGK4uAgAAFDwXL15UtWrVFBcXp8aNG990+08++USzZs3SDz/8kAvVAQCQexjxBgAATuHr66vJkyfr1KlTWdre09NTH374oZOrAgAg9zHiDQAAAACAEzHiDQAAAACAExG8AQAAAABwIoI3AAAAAABORPAGAAAAAMCJCN4AAAAAADgRwRsAAAAAACcieAMAAAAA4EQEbwAAAAAAnIjgDQAAAACAExG8AQAAAABwIoI3AAAAAABORPAGAAAAAMCJCN4AAAAAADgRwRsAAAAAACcieAMACoSVK1fKYrFo5cqVri6l0Bg2bJgsFoury8jz+D4BAAjeAACXmjRpkiwWS6Zfr7zyiqvLyxPSg5ubm5sOHTqUoT8hIUG+vr6yWCx6+umnb+kYI0aM0OzZs2+z0tu3atUq3X///SpVqpS8vb1VoUIFPf744zp48KCrS3NQoUKF6/7cXv01adIkV5cKAMgDPFxdAAAAkvTmm2+qYsWKDm21atXK8vubN2+uixcvysvLK6dLyzO8vb01bdo0vfzyyw7tM2fOvO19jxgxQj179lRUVFSW3/P666/n6C9HPvzwQz377LOqVKmSBg4cqNKlS2vbtm364osvFBcXp4ULF6pJkyY5drzbMW7cOF24cMH2euHChZo2bZree+89hYSE2NqbNGmihx56iF8iAUAhR/AGAOQJHTp0UMOGDW/5/W5ubvLx8bnpdklJSfLz87vl47hSx44dMw3eU6dOVadOnfTdd9/lSh2JiYny9/eXh4eHPDxy5p8Sq1at0nPPPaemTZtq0aJFDtfoiSee0L333quePXvqr7/+UtGiRXPkmFmRfq7XuvYXFMeOHdO0adMUFRWlChUqZNg+p75PAID8ianmAIA87cCBA3ryySdVrVo1+fr6qnjx4urVq5f279/vsF1m93i3bNlStWrV0vr169W8eXP5+fnp1Vdf1f79+2WxWDRmzBh99tlnqly5sry9vXX33Xdr3bp1GWrYvn27evbsqWLFisnHx0cNGzbU3LlzHba5fPmyhg8fripVqsjHx0fFixdX06ZNtWTJEts2x44dU//+/VWuXDl5e3urdOnS6tatW4ZzuZ4HHnhAGzdu1Pbt2x32uXz5cj3wwAOZvic5OVlDhw5VeHi4vL29FRYWppdfflnJycm2bSwWixITE/X111/bpkg//PDDkuzT3Ldu3aoHHnhARYsWVdOmTR36rvXNN9+oUaNG8vPzU9GiRdW8eXP98MMPNzy3t956SxaLRV9//XWGX4xUrlxZb7/9to4ePapPP/1UkjRmzBhZLBYdOHAgw74GDx4sLy8vnTlzxtb222+/qX379goKCpKfn59atGihVatWObzvRud6OzL7PqXfFjB9+nTVrFlTvr6+aty4sTZv3ixJ+vTTTxUeHi4fHx+1bNky05+RrJwTACBvIHgDAPKEc+fO6dSpUw5fkrRu3TqtXr1aMTEx+uCDD/Tvf/9by5YtU8uWLZWUlHTT/Z4+fVodOnRQvXr1NG7cOLVq1crWN3XqVL3zzjt6/PHH9d///lf79+9X9+7ddfnyZds2f/31l+655x5t27ZNr7zyisaOHSt/f39FRUVp1qxZtu2GDRum4cOHq1WrVvroo4/02muv6Y477tCGDRts2/To0UOzZs1S//799fHHH+uZZ57R+fPns3z/cvPmzVWuXDlNnTrV1hYXF6ciRYqoU6dOGbZPS0tT165dNWbMGHXp0kUffvihoqKi9N577yk6Otq23ZQpU+Tt7a1mzZppypQpmjJlih5//HGHffXq1UtJSUkaMWKEHnvssevWOHz4cPXt21eenp568803NXz4cIWFhWn58uXXfU9SUpKWLVumZs2aZbjdIF10dLS8vb01f/58SVLv3r1lsVgUHx+fYdv4+Hi1a9fONjK+fPlyNW/eXAkJCRo6dKhGjBihs2fPqnXr1lq7dm2G92f1XG/Xzz//rBdeeEGxsbEaNmyYtm3bps6dO2v8+PH64IMP9OSTT+qll17SmjVr9Mgjjzi8N7vnBABwMQMAABeaOHGiISnTL8MwjKSkpAzvWbNmjSHJmDx5sq1txYoVhiRjxYoVtrYWLVoYkowJEyY4vH/fvn2GJKN48eLGP//8Y2ufM2eOIcmYN2+era1NmzZG7dq1jUuXLtna0tLSjCZNmhhVqlSxtdWtW9fo1KnTdc/zzJkzhiTjnXfeycJ3xdHQoUMNScbJkyeNF1980QgPD7f13X333Ub//v0NwzAMScZTTz1l65syZYrh5uZm/Pzzzw77mzBhgiHJWLVqla3N39/fiI2Nve6x+/Tpc92+dLt27TLc3NyM+++/30hNTXXYNi0t7brnt3HjRkOS8eyzz153G8MwjDp16hjFihWzvW7cuLHRoEEDh23Wrl3r8LORlpZmVKlSxYiMjHSoISkpyahYsaJx3333Zelcb+add94xJBn79u3L0Hft98kwzGvl7e3tsP2nn35qSDJCQ0ONhIQEW/vgwYMd9p2dcwIA5A2MeAMA8oTx48dryZIlDl+S5Ovra9vm8uXLOn36tMLDwxUcHOwwmnw93t7e6t+/f6Z90dHRDvcLN2vWTJK0d+9eSdI///yj5cuXq3fv3jp//rxtJP706dOKjIzUrl27dPjwYUlScHCw/vrrL+3atSvTY/n6+srLy0srV650mAKdXQ888IB2796tdevW2f57vWnm06dPV40aNVS9enWHmQStW7eWJK1YsSLLx/33v/99021mz56ttLQ0DRkyRG5ujv/EuNHjtM6fPy9JCggIuOH+AwIClJCQYHsdHR2t9evXa8+ePba2uLg4eXt7q1u3bpKkjRs3ateuXXrggQd0+vRp2/cgMTFRbdq00U8//aS0tLRsn2tOaNOmjcP94BEREZLMmRFXfy/S29N/Lm/lnAAArsVKHwCAPKFRo0aZLq528eJFjRw5UhMnTtThw4dlGIat79y5czfdb9myZa+70vkdd9zh8Do9hKcH4927d8swDL3xxht64403Mt3HiRMnVLZsWb355pvq1q2bqlatqlq1aql9+/bq27ev6tSpI8n8BcDo0aP1wgsvqFSpUrrnnnvUuXNn9evXT6GhoTc9j3T169dX9erVNXXqVAUHBys0NNQWpK+1a9cubdu2TSVKlLhu7Vl1vSngV9uzZ4/c3NxUs2bNLO9Xsgfu9AB+PefPn3cIpL169dKgQYMUFxenV199VYZhaPr06erQoYMCAwMlyfaLkNjY2Ovu99y5cw6/gMnKueaEa3/+goKCJElhYWGZtqf/XN7KOQEAXIvgDQDI0wYOHKiJEyfqueeeU+PGjRUUFCSLxaKYmJgsjepdPWJ+LXd390zb08N9+v5ffPFFRUZGZrpteHi4JPP+6z179mjOnDn64Ycf9MUXX+i9997ThAkTNGDAAEnSc889py5dumj27NlavHix3njjDY0cOVLLly9X/fr1b3ou6R544AF98sknCggIUHR0dIbR5XRpaWmqXbu23n333Uz7rw14N3Kj7+PtCg8Pl4eHhzZt2nTdbZKTk7Vjxw6HX86UKVNGzZo1U3x8vF599VX9+uuvOnjwoEaPHm3bJv0avvPOO6pXr16m+y5SpIjDa2ee69Wu9/OX1Z/L7JwTAMC1CN4AgDxtxowZio2N1dixY21tly5d0tmzZ51+7EqVKkmSPD091bZt25tuX6xYMfXv31/9+/fXhQsX1Lx5cw0bNswWvCVzhe4XXnhBL7zwgnbt2qV69epp7Nix+uabb7Jc1wMPPKAhQ4bo6NGjmjJlynW3q1y5sv7880+1adPmhlO9pRtPBc+qypUrKy0tTVu3br1uIMyMv7+/WrVqpeXLl+vAgQMqX758hm3i4+OVnJyszp07O7RHR0frySef1I4dOxQXFyc/Pz916dLFoSZJCgwMzNI1zA8K4jkBQEHHPd4AgDzN3d3dYXq5JH344YdKTU11+rFLliypli1b6tNPP9XRo0cz9J88edL2/6dPn3boK1KkiMLDw22P7UpKStKlS5cctqlcubICAgIcHu2VFZUrV9a4ceM0cuRINWrU6Lrb9e7dW4cPH9bnn3+eoe/ixYtKTEy0vfb397/tX2ZERUXJzc1Nb775ZobZCNdew2u9/vrrMgxDDz/8sC5evOjQt2/fPr388ssqXbp0htXWe/ToIXd3d02bNk3Tp09X586dHZ673aBBA1WuXFljxozRhQsXMhz36muYXxTEcwKAgo4RbwBAnta5c2dNmTJFQUFBqlmzptasWaOlS5eqePHiuXL88ePHq2nTpqpdu7Yee+wxVapUScePH9eaNWv0999/688//5Qk1axZUy1btlSDBg1UrFgx/f7775oxY4aefvppSdLOnTvVpk0b9e7dWzVr1pSHh4dmzZql48ePKyYmJtt1Pfvsszfdpm/fvoqPj9e///1vrVixQvfee69SU1O1fft2xcfHa/Hixbap2w0aNNDSpUv17rvvqkyZMqpYsaJtUa+sCg8P12uvvaa33npLzZo1U/fu3eXt7a1169apTJkyGjly5HXf27x5c40ZM0aDBg1SnTp19PDDD6t06dLavn27Pv/8c6WlpWnhwoUZ7lsuWbKkWrVqpXfffVfnz593eEyaJLm5uemLL75Qhw4ddOedd6p///4qW7asDh8+rBUrVigwMFDz5s3L1nm6WkE8JwAo6AjeAIA87f3335e7u7u+/fZbXbp0Sffee6+WLl163Xuuc1rNmjX1+++/a/jw4Zo0aZJOnz6tkiVLqn79+hoyZIhtu2eeeUZz587VDz/8oOTkZJUvX17//e9/9dJLL0ky76fu06ePli1bpilTpsjDw0PVq1dXfHy8evTo4ZTa3dzcNHv2bL333nuaPHmyZs2aJT8/P1WqVEnPPvusqlatatv23Xff1b/+9S+9/vrrunjxomJjY7MdvCXpzTffVMWKFfXhhx/qtddek5+fn+rUqaO+ffve9L3PP/+8GjZsqLFjx2rcuHE6d+6cSpcurV69eum1117LdAq6ZE43X7p0qQICAtSxY8cM/S1bttSaNWv01ltv6aOPPtKFCxcUGhqqiIiIDCPo+UVBPCcAKMgsxs3mfgEAAAAAgFvGPd4AAAAAADgRwRsAAAAAACcieAMAAAAA4EQEbwAAAAAAnIjgDQAAAACAExG8AQAAAABwIoI3AAAAAABO5OHqAvKitLQ0HTlyRAEBAbJYLK4uBwAAAACQxxiGofPnz6tMmTJyc7vxmDbBOxNHjhxRWFiYq8sAAAAAAORxhw4dUrly5W64DcE7EwEBAZLMb2BgYKCLqwEAAAAA5DUJCQkKCwuz5ccbIXhnIn16eWBgIMEbAAAAAHBdWbk9mcXVAAAAAABwIoI3AAAAAABORPAGAAAAAMCJuMcbAAAAQL6Smpqqy5cvu7oMFHCenp5yd3fPkX0RvAEAAADkC4Zh6NixYzp79qyrS0EhERwcrNDQ0CwtoHYjBG8AAAAA+UJ66C5ZsqT8/PxuOwwB12MYhpKSknTixAlJUunSpW9rfwRvAAAAAHleamqqLXQXL17c1eWgEPD19ZUknThxQiVLlrytaecsrgYAAAAgz0u/p9vPz8/FlaAwSf95u901BQjeAAAAAPINppcjN+XUzxvBGwAAAAAKiZYtW+q5556zva5QoYLGjRvntOPt379fFotFGzdudNoxLBaLZs+e7dIabobgDQAAAABO9PDDD8tisWT4at++vatL07p16/Svf/3L1WXor7/+Uu/evVWiRAl5e3uratWqGjJkiJKSklxdWo5gcTUAAAAAcLL27dtr4sSJDm3e3t4uqsauRIkSri5Bv/76q9q2bau2bdtqwYIFKlWqlNauXasXXnhBy5Yt04oVK+Tl5eXqMm8LI94AAAAA4GTe3t4KDQ11+CpatKitf9euXWrevLl8fHxUs2ZNLVmyxGEK9cqVK2WxWByeYb5x40ZZLBbt379fknT69Gn16dNHZcuWlZ+fn2rXrq1p06bdsK6rp5pPmjQp05H5YcOG2bb/4osvVKNGDfn4+Kh69er6+OOPHfa3du1a1a9fXz4+PmrYsKH++OOPGx7fMAw9+uijqlGjhmbOnKlGjRqpfPny6tWrl+bNm6c1a9bovffeu+H36Vo3q+HMmTN68MEHVaJECfn6+qpKlSoZfimS0xjxBgAAAJA/GYbkqqnIfn5SDi28lZaWpu7du6tUqVL67bffdO7cOYf7sLPq0qVLatCggf7zn/8oMDBQCxYsUN++fVW5cmU1atTopu+Pjo52mP6+cuVK9e3bV/fee68k6dtvv9WQIUP00UcfqX79+vrjjz/02GOPyd/fX7Gxsbpw4YI6d+6s++67T99884327dunZ5999obH3Lhxo7Zu3aqpU6fKzc1xXLhu3bpq27atpk2bpv/85z9Z+j5lpYY33nhDW7du1ffff6+QkBDt3r1bFy9evOn353YQvAEAAADkT0lJUpEirjn2hQuSv3+WN58/f76KXFPrq6++qldffVVLly7V9u3btXjxYpUpU0aSNGLECHXo0CFbJZUtW1Yvvvii7fXAgQO1ePFixcfHZyl4+/r62p5dvWfPHj311FMaMWKE7rvvPknS0KFDNXbsWHXv3l2SVLFiRW3dulWffvqpYmNjNXXqVKWlpenLL7+Uj4+P7rzzTv3999964oknrnvMnTt3SpJq1KiRaX+NGjX0yy+/SFKWvk9ZqeHgwYOqX7++GjZsKMkc9Xc2gjcAAAAAOFmrVq30ySefOLQVK1ZMkrRt2zaFhYXZwqQkNW7cONvHSE1N1YgRIxQfH6/Dhw8rJSVFycnJ2X72+blz59S5c2d16tRJL730kiQpMTFRe/bs0aOPPqrHHnvMtu2VK1cUFBRkO486derIx8cn2+dhGMZNt8nK9ykrNTzxxBPq0aOHNmzYoHbt2ikqKkpNmjTJUp23iuANAAAAIH/y8zNHnl117Gzw9/dXeHj4LR8ufRr21QH18uXLDtu88847ev/99zVu3DjVrl1b/v7+eu6555SSkpLl46Smpio6OlqBgYH67LPPbO0X/v/7/PnnnysiIsLhPe7u7tk+n3RVq1aVZAbm+vXrZ+jftm2bbZuc0qFDBx04cEALFy7UkiVL1KZNGz311FMaM2ZMjh7naiyuBgAAACB/sljM6d6u+Mqh+7slczr1oUOHdPToUVvbr7/+6rBN+urjV29z7XOpV61apW7duumhhx5S3bp1ValSJdtU7qx6/vnntXnzZs2ePdth1LhUqVIqU6aM9u7dq/DwcIevihUr2s5j06ZNunTp0nXP41r16tVT9erV9d577yktLc2h788//9TSpUvVp08f2/5v9n3Kag0lSpRQbGysvvnmG40bN87hlwzOQPAGAAAAACdLTk7WsWPHHL5OnTolSWrbtq2qVq2q2NhY/fnnn/r555/12muvObw/PDxcYWFhGjZsmHbt2qUFCxZo7NixDttUqVJFS5Ys0erVq7Vt2zY9/vjjOn78eJZrnDhxoj7++GNNmDBBFovFVmf6aPfw4cM1cuRIffDBB9q5c6c2b96siRMn6t1335UkPfDAA7JYLHrssce0detWLVy48KajyBaLRV9++aW2bt2qHj16aO3atTp48KCmT5+uLl26qHHjxrYF1LLyfcpKDUOGDNGcOXO0e/du/fXXX5o/f/517zHPKQRvAAAAAHCyRYsWqXTp0g5fTZs2lWROI581a5YuXryoRo0aacCAAfrf//7n8H5PT09NmzZN27dvV506dTR69Gj997//ddjm9ddf11133aXIyEi1bNlSoaGhioqKynKNP/74o1JTU9W1a1eHOtOD64ABA/TFF19o4sSJql27tlq0aKFJkybZRryLFCmiefPmafPmzapfv75ee+01jR49+qbHbdKkiX799Ve5u7urQ4cOCg8P1+DBgxUbG6slS5bYnneele9TVmrw8vLS4MGDVadOHTVv3lzu7u6yWq1Z/j7dCouRlbvYC5mEhAQFBQXp3LlzCgwMdHU5AAAAQKF36dIl7du3TxUrVnSYAl2QWSwWzZo1K1vhGTnrRj932cmNjHgDAAAAAOBEBG8AAAAAAJyIx4kBAAAAQB7EXcEFByPeAAAAAAA4EcEbAAAAAAAnIngDAAAAyDeYfo3clFM/bwRvAAAAAHmep6enJCkpKcnFlaAwSf95S//5u1UsrgYAAAAgz3N3d1dwcLBOnDghSfLz85PFYnFxVSioDMNQUlKSTpw4oeDgYLm7u9/W/gjeAAAAAPKF0NBQSbKFb8DZgoODbT93t4PgDQAAACBfsFgsKl26tEqWLKnLly+7uhwUcJ6enrc90p2O4A0AAAAgX3F3d8+xQATkBhZXAwAAAADAiQjeAPB/7d17VFV1/v/x1xHlkghYKoiiopiYI7cUBmtMCyV1SKuvZVOmlDn2NYv4TaZrvHQVm7xlXii7qGVeZrx0MVEGJcciTYW8Wymp41ewLEBRwTj790fLM3NC8Bw8m+vzsdZesT/7s/d57/m40dfsffYHAAAAMBHBGwAAAAAAE9Vo8N66dasSEhIUGBgoi8WidevWXXWfzMxMRUVFycPDQyEhIVq8eHGFfadPny6LxaKkpCSX1QwAAAAAgDNqNHgXFxcrPDxc8+fPd6h/bm6uBg0apL59+yonJ0dJSUkaNWqUNm7cWK7vV199pTfeeENhYWGuLhsAAAAAAIfV6FvNBwwYoAEDBjjcPzU1VcHBwZo5c6YkqWvXrtq2bZtmz56t+Ph4W79z587pwQcf1KJFi/TSSy+5vG4AAAAAABxVp77jnZWVpbi4OLu2+Ph4ZWVl2bWNHTtWgwYNKte3IiUlJSoqKrJbAAAAAABwhTo1j3deXp78/f3t2vz9/VVUVKQLFy7Iy8tLK1as0O7du/XVV185fNyUlBQ9//zzri4XAAAAAIC6dcf7ak6cOKGnnnpKy5Ytk6enp8P7TZw4UYWFhbblxIkTJlYJAAAAAGhI6tQd74CAAOXn59u15efny8fHR15eXtq1a5dOnz6tqKgo2/aysjJt3bpV8+bNU0lJidzc3Mod18PDQx4eHqbXDwAAAABoeOpU8I6NjdWnn35q15aenq7Y2FhJ0h133KG9e/fabU9MTFRoaKieffbZK4ZuAAAAAADMVKPB+9y5c/ruu+9s67m5ucrJydH111+vdu3aaeLEiTp58qSWLl0qSRozZozmzZun8ePH65FHHtHmzZu1atUqrV+/XpLUrFkz/e53v7P7jKZNm+qGG24o1w4AAAAAQHWo0e9479y5U5GRkYqMjJQkJScnKzIyUlOmTJEknTp1SsePH7f1Dw4O1vr165Wenq7w8HDNnDlTb731lt1UYgAAAAAA1CYWwzCMmi6itikqKpKvr68KCwvl4+NT0+UAAAAAAGoZZ3JjvXqrOQAAAAAAtQ3BGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAAT1Wjw3rp1qxISEhQYGCiLxaJ169ZddZ/MzExFRUXJw8NDISEhWrx4sd32lJQU9ezZU82aNVOrVq00ZMgQHT582JwTAAAAAADgKmo0eBcXFys8PFzz5893qH9ubq4GDRqkvn37KicnR0lJSRo1apQ2btxo6/PZZ59p7Nix+vLLL5Wenq5Lly6pf//+Ki4uNus0AAAAAACokMUwDKOmi5Aki8WitWvXasiQIRX2efbZZ7V+/Xrt27fP1jZs2DAVFBQoLS3tivv88MMPatWqlT777DP17t3boVqKiork6+urwsJC+fj4OHUeAAAAAID6z5ncWKe+452VlaW4uDi7tvj4eGVlZVW4T2FhoSTp+uuvr7BPSUmJioqK7BYAAAAAAFyhTgXvvLw8+fv727X5+/urqKhIFy5cKNffarUqKSlJt9xyi373u99VeNyUlBT5+vralqCgIJfXDgAAAABomOpU8HbW2LFjtW/fPq1YsaLSfhMnTlRhYaFtOXHiRDVVCAAAAACo7xrXdAHOCAgIUH5+vl1bfn6+fHx85OXlZdf+xBNP6JNPPtHWrVvVtm3bSo/r4eEhDw8Pl9cLAAAAAECduuMdGxurjIwMu7b09HTFxsba1g3D0BNPPKG1a9dq8+bNCg4Oru4yAQAAAACwqdHgfe7cOeXk5CgnJ0fSr9OF5eTk6Pjx45J+fQT84YcftvUfM2aMjh49qvHjx+vQoUNasGCBVq1apaefftrWZ+zYsXr//ff1wQcfqFmzZsrLy1NeXt4VvwMOAAAAAIDZnA7eS5Ys0fr1623r48ePl5+fn3r16qVjx445daydO3cqMjJSkZGRkqTk5GRFRkZqypQpkqRTp07ZQrgkBQcHa/369UpPT1d4eLhmzpypt956S/Hx8bY+CxcuVGFhofr06aPWrVvblpUrVzp7qgAAAAAAXDOn5/Hu0qWLFi5cqNtvv902vdfs2bP1ySefqHHjxlqzZo1ZtVYb5vEGAAAAAFTGmdzo9MvVTpw4oZCQEEnSunXrdO+992r06NG65ZZb1KdPnyoVDAAAAABAfeX0o+be3t46c+aMJGnTpk3q16+fJMnT05PvUQMAAAAA8BtO3/Hu16+fRo0apcjISH3zzTcaOHCgJGn//v3q0KGDq+sDAAAAAKBOc/qO9/z58xUbG6sffvhBq1ev1g033CBJ2rVrlx544AGXFwgAAAAAQF3m9MvVGgJergYAAAAAqIzLX662Z88ehz88LCzM4b4AAAAAANR3DgXviIgIWSwWGYYhi8VSad+ysjKXFAYAAAAAQH3g0He8c3NzdfToUeXm5mr16tUKDg7WggULlJ2drezsbC1YsECdOnXS6tWrza4XAAAAAIA6xaE73u3bt7f9PHToUM2dO9f2NnPp18fLg4KCNHnyZA0ZMsTlRQIAAAAAUFc5/VbzvXv3Kjg4uFx7cHCwDhw44JKiAAAAAACoL5wO3l27dlVKSopKS0ttbaWlpUpJSVHXrl1dWhwAAAAAAHWdQ4+a/7fU1FQlJCSobdu2tjeY79mzRxaLRR9//LHLCwQAAAAAoC6r0jzexcXFWrZsmQ4dOiTp17vgf/rTn9S0aVOXF1gTmMcbAAAAAFAZl8/j/VtNmzbV6NGjq1QcAAAAAAANiUPB+6OPPnL4gHfddVeViwEAAAAAoL5xKHj/doowi8Wi3z6hbrFYJEllZWWuqQwAAAAAgHrAobeaW61W27Jp0yZFRERow4YNKigoUEFBgTZs2KCoqCilpaWZXS8AAAAAAHWK09/xTkpKUmpqqm699VZbW3x8vK677jqNHj1aBw8edGmBAAAAAADUZU7P433kyBH5+fmVa/f19dX333/vgpIAAAAAAKg/nA7ePXv2VHJysvLz821t+fn5euaZZxQdHe3S4gAAAAAAqOucDt7vvPOOTp06pXbt2ikkJEQhISFq166dTp48qbffftuMGgEAAAAAqLOc/o53SEiI9uzZo/T0dB06dEiS1LVrV8XFxdnebA4AAAAAAH5lMX47LxhUVFQkX19fFRYWysfHp6bLAQAAAADUMs7kRqceNf/ll1/06quvKioqSt7e3vL29lZUVJRmzJihS5cuXVPRAAAAAADURw4/an7hwgX169dPWVlZiouLU+/evSVJBw8e1LPPPquPPvpImzZtkqenp2nFAgAAAABQ1zgcvKdPn64TJ04oOztbYWFhdtu+/vpr3XXXXZo+fbqee+45V9cIAAAAAECd5fCj5itWrNCsWbPKhW5JCg8P14wZM/TBBx+4tDgAAAAAAOo6h4P3sWPHKp2n+/e//72OHz/ukqIAAAAAAKgvHA7ePj4+On36dIXb8/Ly1KxZM5cUBQAAAABAfeFw8O7bt6+mTZtW4fbp06erb9++LikKAAAAAID6wuGXq02dOlUxMTH6/e9/r+TkZIWGhsowDB08eFCzZ8/WgQMH9OWXX5pZKwAAAAAAdY7Dwfumm25Senq6Hn30UQ0bNkwWi0WSZBiGQkNDtWnTJnXr1s20QgEAAAAAqIscDt7Sry9Q279/v3JycvTNN99Ikm688UZFRESYURsAAAAAAHWeU8H7soiICMI2AAAAAAAOcPjlagAAAAAAwHkEbwAAAAAATETwBgAAAADARARvAAAAAABM5NDL1fbs2ePwAcPCwqpcDAAAAAAA9Y1DwTsiIkIWi0WGYdjm765IWVmZSwoDAAAAAKA+cOhR89zcXB09elS5ublavXq1goODtWDBAmVnZys7O1sLFixQp06dtHr1arPrBQAAAACgTnHojnf79u1tPw8dOlRz587VwIEDbW1hYWEKCgrS5MmTNWTIEJcXCQAAAABAXeX0y9X27t2r4ODgcu3BwcE6cOCAS4oCAAAAAKC+cDp4d+3aVSkpKSotLbW1lZaWKiUlRV27dnVpcQAAAAAA1HUOPWr+31JTU5WQkKC2bdva3mC+Z88eWSwWffzxxy4vEAAAAACAuszpO97R0dE6evSoXnrpJYWFhSksLEwvv/yyjh49qujoaKeOtXXrViUkJCgwMFAWi0Xr1q276j6ZmZmKioqSh4eHQkJCtHjx4nJ95s+frw4dOsjT01MxMTHasWOHU3UBAAAAAOAqTt/xlqSmTZtq9OjR1/zhxcXFCg8P1yOPPKJ77rnnqv1zc3M1aNAgjRkzRsuWLVNGRoZGjRql1q1bKz4+XpK0cuVKJScnKzU1VTExMZozZ47i4+N1+PBhtWrV6pprBgAAAADAGRbDMAxnd3rvvff0xhtv6OjRo8rKylL79u01e/ZsdezYUYMHD65aIRaL1q5dW+lb0Z999lmtX79e+/bts7UNGzZMBQUFSktLkyTFxMSoZ8+emjdvniTJarUqKChI48aN04QJExyqpaioSL6+viosLJSPj0+VzgcAAAAAUH85kxudvuO9cOFCTZkyRUlJSXrppZdUVlYmSWrevLnmzJlT5eDtiKysLMXFxdm1xcfHKykpSdKvL3nbtWuXJk6caNveqFEjxcXFKSsry7S6aoRhSOfP13QVAAAAAGCe666TLJaaruKaOR28X3/9dS1atEhDhgzR9OnTbe09evTQX/7yF5cW91t5eXny9/e3a/P391dRUZEuXLign3/+WWVlZVfsc+jQoQqPW1JSopKSEtt6UVGRaws3w/nzkrd3TVcBAAAAAOY5d05q2rSmq7hmTr9cLTc3V5GRkeXaPTw8VFxc7JKiqltKSop8fX1tS1BQUE2XBAAAAACoJ5y+4x0cHKycnBy1b9/erj0tLc30ebwDAgKUn59v15afny8fHx95eXnJzc1Nbm5uV+wTEBBQ4XEnTpyo5ORk23pRUVHtD9/XXffr//sDAAAAAPXVddfVdAUu4XTwTk5O1tixY3Xx4kUZhqEdO3Zo+fLlSklJ0VtvvWVGjTaxsbH69NNP7drS09MVGxsrSXJ3d9fNN9+sjIwM20varFarMjIy9MQTT1R4XA8PD3l4eJhWtykslnrxyAUAAAAA1HdOB+9Ro0bJy8tLkyZN0vnz5/WnP/1JgYGBeu211zRs2DCnjnXu3Dl99913tvXc3Fzl5OTo+uuvV7t27TRx4kSdPHlSS5culSSNGTNG8+bN0/jx4/XII49o8+bNWrVqldavX287RnJyskaMGKEePXooOjpac+bMUXFxsRITE509VQAAAAAArlmVphO77Pz58zp37lyV58fOzMxU3759y7WPGDFCixcv1siRI/X9998rMzPTbp+nn35aBw4cUNu2bTV58mSNHDnSbv958+bp1VdfVV5eniIiIjR37lzFxMQ4XBfTiQEAAAAAKuNMbnQ6eL/wwgu69dZbdfvtt9u1FxcXa+bMmZoyZYrzFdcyBG8AAAAAQGVMDd6NGjVSkyZNlJKSYvdCsvz8fAUGBtrm9a7LCN4AAAAAgMo4kxudnk5MkpYuXapp06YpMTFRpaWlVSoSAAAAAICGoErBu2/fvtq+fbu2b9+uPn366PTp066uCwAAAACAesHp4G2xWCRJnTp10pdffikfHx/dfPPN2rlzp8uLAwAAAACgrnM6eP/3V8J9fHz06aef6u6777bNmw0AAAAAAP7D6Xm83333Xfn6+trWGzVqpLlz5yoyMlJbt251aXEAAAAAANR11zSPd33FW80BAAAAAJVxJjc6dMd77ty5Gj16tDw9PTV37twK+1ksFo0bN865agEAAAAAqMccuuMdHBysnTt36oYbblBwcHDFB7NYdPToUZcWWBO44w0AAAAAqIzL73jn5uZe8WcAAAAAAFC5Ks3jDQAAAAAAHOPQHe/k5GSHDzhr1qwqFwMAAAAAQH3jUPDOzs526GAWi+WaigEAAAAAoL5xKHhv2bLF7DoAAAAAAKiX+I43AAAAAAAmcuiO92/t3LlTq1at0vHjx1VaWmq3bc2aNS4pDAAAAACA+sDpO94rVqxQr169dPDgQa1du1aXLl3S/v37tXnzZvn6+ppRIwAAAAAAdZbTwXvatGmaPXu2Pv74Y7m7u+u1117ToUOHdN9996ldu3Zm1AgAAAAAQJ3ldPA+cuSIBg0aJElyd3dXcXGxLBaLnn76ab355psuLxAAAAAAgLrM6eDdvHlznT17VpLUpk0b7du3T5JUUFCg8+fPu7Y6AAAAAADqOKdfrta7d2+lp6ere/fuGjp0qJ566ilt3rxZ6enpuuOOO8yoEQAAAACAOsvp4D1v3jxdvHhRkvTXv/5VTZo00RdffKF7771XkyZNcnmBAAAAAADUZRbDMIyaLqK2KSoqkq+vrwoLC+Xj41PT5QAAAAAAahlncqPTd7yPHz9e6XbebA4AAAAAwH84Hbw7dOggi8VS4faysrJrKggAAAAAgPrE6eCdnZ1tt37p0iVlZ2dr1qxZevnll11WGAAAAAAA9YHTwTs8PLxcW48ePRQYGKhXX31V99xzj0sKAwAAAACgPnB6Hu+KdOnSRV999ZWrDgcAAAAAQL3g9B3voqIiu3XDMHTq1Ck999xz6ty5s8sKAwAAAACgPnA6ePv5+ZV7uZphGAoKCtKKFStcVhgAAAAAAPWB08F7y5YtduuNGjVSy5YtFRISosaNnT4cAAAAAAD1mtNJ+bbbbjOjDgAAAAAA6iWng/dHH33kcN+77rrL2cMDAAAAAFCvOB28hwwZIovFIsMw7Np/22axWFRWVnbtFQIAAAAAUIc5PZ3Ypk2bFBERoQ0bNqigoEAFBQXasGGDoqKitHHjRlmtVlmtVkI3AAAAAACqwh3vpKQkpaam6tZbb7W1xcfH67rrrtPo0aN18OBBlxYIAAAAAEBd5vQd7yNHjsjPz69cu6+vr77//nsXlAQAAAAAQP3hdPDu2bOnkpOTlZ+fb2vLz8/XM888o+joaJcWBwAAAABAXed08H7nnXd06tQptWvXTiEhIQoJCVG7du108uRJvf3222bUCAAAAABAneX0d7xDQkK0Z88epaen69ChQ5Kkrl27Ki4uThaLxeUFAgAAAABQl1mM384LBhUVFcnX11eFhYXy8fGp6XIAAAAAALWMM7nR4UfNBw4cqMLCQtv69OnTVVBQYFs/c+aMbrrpJuerBQAAAACgHnM4eG/cuFElJSW29WnTpumnn36yrf/yyy86fPiwa6sDAAAAAKCOczh4//aJdJ5QBwAAAADg6px+qzkAAAAAAHCcw8HbYrGUe2s5bzEHAAAAAKByTj1qPnLkSN1zzz265557dPHiRY0ZM8a2/sgjj1SpgPnz56tDhw7y9PRUTEyMduzYUWHfS5cu6YUXXlCnTp3k6emp8PBwpaWl2fUpKyvT5MmTFRwcLC8vL3Xq1Ekvvvgij8YDAAAAAGqEw/N4jxgxwm79oYceKtfn4YcfdurDV65cqeTkZKWmpiomJkZz5sxRfHy8Dh8+rFatWpXrP2nSJL3//vtatGiRQkNDtXHjRt1999364osvFBkZKUl65ZVXtHDhQi1ZskTdunXTzp07lZiYKF9fXz355JNO1QcAAAAAwLWq0Xm8Y2Ji1LNnT82bN0+SZLVaFRQUpHHjxmnChAnl+gcGBuqvf/2rxo4da2u799575eXlpffff1+S9Mc//lH+/v56++23K+xzNczjDQAAAACojCnzeLtaaWmpdu3apbi4uP8U06iR4uLilJWVdcV9SkpK5Onpadfm5eWlbdu22dZ79eqljIwMffPNN5Kkr7/+Wtu2bdOAAQMqrKWkpERFRUV2CwAAAAAAruDwo+au9uOPP6qsrEz+/v527f7+/jp06NAV94mPj9esWbPUu3dvderUSRkZGVqzZo3KyspsfSZMmKCioiKFhobKzc1NZWVlevnll/Xggw9WWEtKSoqef/5515wYAAAAAAD/pU5NJ/baa6+pc+fOCg0Nlbu7u5544gklJiaqUaP/nMaqVau0bNkyffDBB9q9e7eWLFmiGTNmaMmSJRUed+LEiSosLLQtJ06cqI7TAQAAAAA0ADV2x7tFixZyc3NTfn6+XXt+fr4CAgKuuE/Lli21bt06Xbx4UWfOnFFgYKAmTJigjh072vo888wzmjBhgoYNGyZJ6t69u44dO6aUlJRyL4i7zMPDQx4eHi46MwAAAAAA/qPG7ni7u7vr5ptvVkZGhq3NarUqIyNDsbGxle7r6empNm3a6JdfftHq1as1ePBg27bz58/b3QGXJDc3N1mtVteeAAAAAAAADqixO96SlJycrBEjRqhHjx6Kjo7WnDlzVFxcrMTEREm/Tk/Wpk0bpaSkSJK2b9+ukydPKiIiQidPntRzzz0nq9Wq8ePH246ZkJCgl19+We3atVO3bt2UnZ2tWbNmVXmecQAAAAAArkWNBu/7779fP/zwg6ZMmaK8vDxFREQoLS3N9sK148eP2929vnjxoiZNmqSjR4/K29tbAwcO1HvvvSc/Pz9bn9dff12TJ0/W//7v/+r06dMKDAzUn//8Z02ZMqW6Tw8AAAAAgJqdx7u2Yh5vAAAAAEBl6sQ83gAAAAAANAQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMVOPBe/78+erQoYM8PT0VExOjHTt2VNj30qVLeuGFF9SpUyd5enoqPDxcaWlp5fqdPHlSDz30kG644QZ5eXmpe/fu2rlzp5mnAQAAAADAFdVo8F65cqWSk5M1depU7d69W+Hh4YqPj9fp06ev2H/SpEl644039Prrr+vAgQMaM2aM7r77bmVnZ9v6/Pzzz7rlllvUpEkTbdiwQQcOHNDMmTPVvHnz6jotAAAAAABsLIZhGDX14TExMerZs6fmzZsnSbJarQoKCtK4ceM0YcKEcv0DAwP117/+VWPHjrW13XvvvfLy8tL7778vSZowYYI+//xz/etf/6pyXUVFRfL19VVhYaF8fHyqfBwAAAAAQP3kTG6ssTvepaWl2rVrl+Li4v5TTKNGiouLU1ZW1hX3KSkpkaenp12bl5eXtm3bZlv/6KOP1KNHDw0dOlStWrVSZGSkFi1aVGktJSUlKioqslsAAAAAAHCFGgveP/74o8rKyuTv72/X7u/vr7y8vCvuEx8fr1mzZunbb7+V1WpVenq61qxZo1OnTtn6HD16VAsXLlTnzp21ceNGPf7443ryySe1ZMmSCmtJSUmRr6+vbQkKCnLNSQIAAAAAGrwaf7maM1577TV17txZoaGhcnd31xNPPKHExEQ1avSf07BarYqKitK0adMUGRmp0aNH67HHHlNqamqFx504caIKCwtty4kTJ6rjdAAAAAAADUCNBe8WLVrIzc1N+fn5du35+fkKCAi44j4tW7bUunXrVFxcrGPHjunQoUPy9vZWx44dbX1at26tm266yW6/rl276vjx4xXW4uHhIR8fH7sFAAAAAABXqLHg7e7urptvvlkZGRm2NqvVqoyMDMXGxla6r6enp9q0aaNffvlFq1ev1uDBg23bbrnlFh0+fNiu/zfffKP27du79gQAAAAAAHBA45r88OTkZI0YMUI9evRQdHS05syZo+LiYiUmJkqSHn74YbVp00YpKSmSpO3bt+vkyZOKiIjQyZMn9dxzz8lqtWr8+PG2Yz799NPq1auXpk2bpvvuu087duzQm2++qTfffLNGzhEAAAAA0LDVaPC+//779cMPP2jKlCnKy8tTRESE0tLSbC9cO378uN33ty9evKhJkybp6NGj8vb21sCBA/Xee+/Jz8/P1qdnz55au3atJk6cqBdeeEHBwcGaM2eOHnzwweo+PQAAAAAAanYe79qKebwBAAAAAJWpE/N4AwAAAADQEBC8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABM1rukCaiPDMCRJRUVFNVwJAAAAAKA2upwXL+fHyhC8r+Ds2bOSpKCgoBquBAAAAABQm509e1a+vr6V9rEYjsTzBsZqter//u//1KxZM1kslpoup0JFRUUKCgrSiRMn5OPjU9PloJow7g0T494wMe4NE+PeMDHuDRPjXrcZhqGzZ88qMDBQjRpV/i1u7nhfQaNGjdS2bduaLsNhPj4+XKgNEOPeMDHuDRPj3jAx7g0T494wMe5119XudF/Gy9UAAAAAADARwRsAAAAAABMRvOswDw8PTZ06VR4eHjVdCqoR494wMe4NE+PeMDHuDRPj3jAx7g0HL1cDAAAAAMBE3PEGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQE71pk/vz56tChgzw9PRUTE6MdO3ZU2v/vf/+7QkND5enpqe7du+vTTz+1224YhqZMmaLWrVvLy8tLcXFx+vbbb808BVSBM+O+aNEi/eEPf1Dz5s3VvHlzxcXFles/cuRIWSwWu+XOO+80+zTgJGfGffHixeXG1NPT064P13vd4My49+nTp9y4WywWDRo0yNaH673227p1qxISEhQYGCiLxaJ169ZddZ/MzExFRUXJw8NDISEhWrx4cbk+zv6bAdXL2XFfs2aN+vXrp5YtW8rHx0exsbHauHGjXZ/nnnuu3PUeGhpq4lnAWc6Oe2Zm5hV/z+fl5dn143qvHwjetcTKlSuVnJysqVOnavfu3QoPD1d8fLxOnz59xf5ffPGFHnjgAT366KPKzs7WkCFDNGTIEO3bt8/W529/+5vmzp2r1NRUbd++XU2bNlV8fLwuXrxYXaeFq3B23DMzM/XAAw9oy5YtysrKUlBQkPr376+TJ0/a9bvzzjt16tQp27J8+fLqOB04yNlxlyQfHx+7MT127Jjddq732s/ZcV+zZo3dmO/bt09ubm4aOnSoXT+u99qtuLhY4eHhmj9/vkP9c3NzNWjQIPXt21c5OTlKSkrSqFGj7EJYVX6HoHo5O+5bt25Vv3799Omnn2rXrl3q27evEhISlJ2dbdevW7dudtf7tm3bzCgfVeTsuF92+PBhu3Ft1aqVbRvXez1ioFaIjo42xo4da1svKyszAgMDjZSUlCv2v++++4xBgwbZtcXExBh//vOfDcMwDKvVagQEBBivvvqqbXtBQYHh4eFhLF++3IQzQFU4O+6/9csvvxjNmjUzlixZYmsbMWKEMXjwYFeXChdydtzfffddw9fXt8Ljcb3XDdd6vc+ePdto1qyZce7cOVsb13vdIslYu3ZtpX3Gjx9vdOvWza7t/vvvN+Lj423r1/pnCdXLkXG/kptuusl4/vnnbetTp041wsPDXVcYTOXIuG/ZssWQZPz8888V9uF6rz+4410LlJaWateuXYqLi7O1NWrUSHFxccrKyrriPllZWXb9JSk+Pt7WPzc3V3l5eXZ9fH19FRMTU+ExUb2qMu6/df78eV26dEnXX3+9XXtmZqZatWqlLl266PHHH9eZM2dcWjuqrqrjfu7cObVv315BQUEaPHiw9u/fb9vG9V77ueJ6f/vttzVs2DA1bdrUrp3rvX652t/vrvizhNrParXq7Nmz5f5+//bbbxUYGKiOHTvqwQcf1PHjx2uoQrhSRESEWrdurX79+unzzz+3tXO91y8E71rgxx9/VFlZmfz9/e3a/f39y33H47K8vLxK+1/+rzPHRPWqyrj/1rPPPqvAwEC7X8h33nmnli5dqoyMDL3yyiv67LPPNGDAAJWVlbm0flRNVca9S5cueuedd/Thhx/q/fffl9VqVa9evfTvf/9bEtd7XXCt1/uOHTu0b98+jRo1yq6d673+qejv96KiIl24cMElf3eg9psxY4bOnTun++67z9YWExOjxYsXKy0tTQsXLlRubq7+8Ic/6OzZszVYKa5F69atlZqaqtWrV2v16tUKCgpSnz59tHv3bkmu+bciao/GNV0AgKqZPn26VqxYoczMTLsXbQ0bNsz2c/fu3RUWFqZOnTopMzNTd9xxR02UimsUGxur2NhY23qvXr3UtWtXvfHGG3rxxRdrsDJUl7ffflvdu3dXdHS0XTvXO1D/fPDBB3r++ef14Ycf2n3Xd8CAAbafw8LCFBMTo/bt22vVqlV69NFHa6JUXKMuXbqoS5cutvVevXrpyJEjmj17tt57770arAxm4I53LdCiRQu5ubkpPz/frj0/P18BAQFX3CcgIKDS/pf/68wxUb2qMu6XzZgxQ9OnT9emTZsUFhZWad+OHTuqRYsW+u677665Zly7axn3y5o0aaLIyEjbmHK9137XMu7FxcVasWKFQ/+w5nqv+yr6+93Hx0deXl4u+R2C2mvFihUaNWqUVq1aVe4rB7/l5+enG2+8keu9nomOjraNKdd7/ULwrgXc3d118803KyMjw9ZmtVqVkZFhd5frv8XGxtr1l6T09HRb/+DgYAUEBNj1KSoq0vbt2ys8JqpXVcZd+vXt1S+++KLS0tLUo0ePq37Ov//9b505c0atW7d2Sd24NlUd9/9WVlamvXv32saU6732u5Zx//vf/66SkhI99NBDV/0crve672p/v7vidwhqp+XLlysxMVHLly+3mzawIufOndORI0e43uuZnJwc25hyvdczNf12N/xqxYoVhoeHh7F48WLjwIEDxujRow0/Pz8jLy/PMAzDGD58uDFhwgRb/88//9xo3LixMWPGDOPgwYPG1KlTjSZNmhh79+619Zk+fbrh5+dnfPjhh8aePXuMwYMHG8HBwcaFCxeq/fxwZc6O+/Tp0w13d3fjH//4h3Hq1CnbcvbsWcMwDOPs2bPGX/7yFyMrK8vIzc01/vnPfxpRUVFG586djYsXL9bIOaI8Z8f9+eefNzZu3GgcOXLE2LVrlzFs2DDD09PT2L9/v60P13vt5+y4X3brrbca999/f7l2rve64ezZs0Z2draRnZ1tSDJmzZplZGdnG8eOHTMMwzAmTJhgDB8+3Nb/6NGjxnXXXWc888wzxsGDB4358+cbbm5uRlpamq3P1f4soeY5O+7Lli0zGjdubMyfP9/u7/eCggJbn//3//6fkZmZaeTm5hqff/65ERcXZ7Ro0cI4ffp0tZ8frszZcZ89e7axbt0649tvvzX27t1rPPXUU0ajRo2Mf/7zn7Y+XO/1B8G7Fnn99deNdu3aGe7u7kZ0dLTx5Zdf2rbddtttxogRI+z6r1q1yrjxxhsNd3d3o1u3bsb69evttlutVmPy5MmGv7+/4eHhYdxxxx3G4cOHq+NU4ARnxr19+/aGpHLL1KlTDcMwjPPnzxv9+/c3WrZsaTRp0sRo37698dhjj/HLuRZyZtyTkpJsff39/Y2BAwcau3fvtjse13vd4Ozv+UOHDhmSjE2bNpU7Ftd73XB5uqDfLpfHesSIEcZtt91Wbp+IiAjD3d3d6Nixo/Huu++WO25lf5ZQ85wd99tuu63S/obx67RyrVu3Ntzd3Y02bdoY999/v/Hdd99V74mhUs6O+yuvvGJ06tTJ8PT0NK6//nqjT58+xubNm8sdl+u9frAYhmFUy611AAAAAAAaIL7jDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAEA9NnLkSA0ZMqTGPn/48OGaNm2aQ32HDRummTNnmlwRAADVz2IYhlHTRQAAAOdZLJZKt0+dOlVPP/20DMOQn59f9RT1X77++mvdfvvtOnbsmLy9va/af9++ferdu7dyc3Pl6+tbDRUCAFA9CN4AANRReXl5tp9XrlypKVOm6PDhw7Y2b29vhwKvWUaNGqXGjRsrNTXV4X169uypkSNHauzYsSZWBgBA9eJRcwAA6qiAgADb4uvrK4vFYtfm7e1d7lHzPn36aNy4cUpKSlLz5s3l7++vRYsWqbi4WImJiWrWrJlCQkK0YcMGu8/at2+fBgwYIG9vb/n7+2v48OH68ccfK6ytrKxM//jHP5SQkGDXvmDBAnXu3Fmenp7y9/fX//zP/9htT0hI0IoVK679fxwAAGoRgjcAAA3MkiVL1KJFC+3YsUPjxo3T448/rqFDh6pXr17avXu3+vfvr+HDh+v8+fOSpIKCAt1+++2KjIzUzp07lZaWpvz8fN13330VfsaePXtUWFioHj162Np27typJ598Ui+88IIOHz6stLQ09e7d226/6Oho7dixQyUlJeacPAAANYDgDQBAAxMeHq5Jkyapc+fOmjhxojw9PdWiRQs99thj6ty5s6ZMmaIzZ85oz549kqR58+YpMjJS06ZNU2hoqCIjI/XOO+9oy5Yt+uabb674GceOHZObm5tatWplazt+/LiaNm2qP/7xj2rfvr0iIyP15JNP2u0XGBio0tJSu8foAQCo6wjeAAA0MGFhYbaf3dzcdMMNN6h79+62Nn9/f0nS6dOnJf36krQtW7bYvjPu7e2t0NBQSdKRI0eu+BkXLlyQh4eH3Qvg+vXrp/bt26tjx44aPny4li1bZrurfpmXl5cklWsHAKAuI3gDANDANGnSxG7dYrHYtV0Oy1arVZJ07tw5JSQkKCcnx2759ttvyz0qflmLFi10/vx5lZaW2tqaNWum3bt3a/ny5WrdurWmTJmi8PBwFRQU2Pr89NNPkqSWLVu65FwBAKgNCN4AAKBSUVFR2r9/vzp06KCQkBC7pWnTplfcJyIiQpJ04MABu/bGjRsrLi5Of/vb37Rnzx59//332rx5s237vn371LZtW7Vo0cK08wEAoLoRvAEAQKXGjh2rn376SQ888IC++uorHTlyRBs3blRiYqLKysquuE/Lli0VFRWlbdu22do++eQTzZ07Vzk5OTp27JiWLl0qq9WqLl262Pr861//Uv/+/U0/JwAAqhPBGwAAVCowMFCff/65ysrK1L9/f3Xv3l1JSUny8/NTo0YV/1Ni1KhRWrZsmW3dz89Pa9as0e23366uXbsqNTVVy5cvV7du3SRJFy9e1Lp16/TYY4+Zfk4AAFQni2EYRk0XAQAA6p8LFy6oS5cuWrlypWJjY6/af+HChVq7dq02bdpUDdUBAFB9uOMNAABM4eXlpaVLl+rHH390qH+TJk30+uuvm1wVAADVjzveAAAAAACYiDveAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIn+P5uHheRwgXqyAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Import libraries and set up for Colab\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from collections import deque\n",
        "import time\n",
        "import matplotlib.pyplot as plt\n",
        "import logging\n",
        "from IPython.display import Image, display, clear_output\n",
        "\n",
        "# Set up logging\n",
        "logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(message)s')\n",
        "\n",
        "# Enable inline plotting in Colab\n",
        "%matplotlib inline\n",
        "\n",
        "class FairPulse:\n",
        "    def __init__(self, window_size=50):\n",
        "        self.model = GradientBoostingClassifier(n_estimators=100, random_state=42)\n",
        "        self.scaler = StandardScaler()\n",
        "        self.window = deque(maxlen=window_size)\n",
        "        self.fairness_weights = None\n",
        "        self.is_trained = False\n",
        "        self.feature_names = ['heart_rate', 'blood_pressure', 'oxygen_level', 'age', 'gender', 'race']\n",
        "        self.history = []\n",
        "\n",
        "    def generate_synthetic_data(self, n_samples=1, training=False):\n",
        "        np.random.seed(int(time.time()) if not training else 42)\n",
        "        data = {\n",
        "            'heart_rate': np.random.normal(80, 15, n_samples),\n",
        "            'blood_pressure': np.random.normal(120, 20, n_samples),\n",
        "            'oxygen_level': np.random.normal(95, 5, n_samples),\n",
        "            'age': np.random.normal(50, 15, n_samples),\n",
        "            'gender': np.random.binomial(1, 0.5, n_samples),\n",
        "            'race': np.random.binomial(1, 0.6, n_samples),\n",
        "        }\n",
        "        X = pd.DataFrame(data)\n",
        "        y = ((X['heart_rate'] > 100) | (X['blood_pressure'] > 140) |\n",
        "             (X['oxygen_level'] < 90)).astype(int)\n",
        "        return X, y\n",
        "\n",
        "    def preprocess_stream(self, X_new, y_new=None):\n",
        "        X_scaled = self.scaler.transform(X_new)\n",
        "        if y_new is not None and not self.is_trained:\n",
        "            self.fairness_weights = np.where(X_new['gender'] == 0, 1.2, 1.0)\n",
        "        return X_scaled\n",
        "\n",
        "    def update_fairness_metrics(self, X, y_true, y_pred):\n",
        "        self.window.append((X, y_true, y_pred))\n",
        "        if len(self.window) < 2:\n",
        "            return {\"equalized_odds\": 1.0}\n",
        "\n",
        "        window_data = list(zip(*self.window))\n",
        "        X_window, y_true_window, y_pred_window = pd.concat(window_data[0]), \\\n",
        "                                                 np.concatenate(window_data[1]), \\\n",
        "                                                 np.concatenate(window_data[2])\n",
        "\n",
        "        male_mask = (X_window['gender'] == 1) & (y_true_window == 1)\n",
        "        female_mask = (X_window['gender'] == 0) & (y_true_window == 1)\n",
        "\n",
        "        tpr_male = np.mean(y_pred_window[male_mask]) if male_mask.any() else 0.0\n",
        "        tpr_female = np.mean(y_pred_window[female_mask]) if female_mask.any() else 0.0\n",
        "\n",
        "        equalized_odds = 1 - abs(tpr_male - tpr_female) if not np.isnan(tpr_male - tpr_female) else 1.0\n",
        "        return {\"equalized_odds\": equalized_odds}\n",
        "\n",
        "    def predict_with_intervention(self, X_new):\n",
        "        X_scaled = self.preprocess_stream(X_new)\n",
        "        probs = self.model.predict_proba(X_scaled)[:, 1]\n",
        "        preds = (probs > 0.5).astype(int)\n",
        "        uncertainty = -(probs * np.log(probs + 1e-10)).sum()\n",
        "        if self.fairness_weights is not None and len(self.fairness_weights) == len(probs):\n",
        "            probs *= self.fairness_weights\n",
        "        intervention = \"Monitor closely\" if uncertainty > 0.5 or probs[0] > 0.7 else \"Standard care\"\n",
        "        return preds[0], probs[0], intervention\n",
        "\n",
        "    def train_initial(self):\n",
        "        X_train, y_train = self.generate_synthetic_data(n_samples=200, training=True)\n",
        "        X_scaled = self.scaler.fit_transform(X_train)\n",
        "        self.fairness_weights = np.where(X_train['gender'] == 0, 1.2, 1.0)\n",
        "        self.model.fit(X_scaled, y_train)\n",
        "        self.is_trained = True\n",
        "        logging.info(\"Model trained with initial data.\")\n",
        "\n",
        "    def run_simulation_with_viz(self, interval=1, max_iterations=10):\n",
        "        \"\"\"Run simulation with inline visualization for Colab.\"\"\"\n",
        "        logging.info(\"Starting simulation with inline visualization...\")\n",
        "\n",
        "        for i in range(max_iterations):\n",
        "            X_new, y_true = self.generate_synthetic_data(n_samples=1)\n",
        "            pred, prob, intervention = self.predict_with_intervention(X_new)\n",
        "\n",
        "            logging.info(f\"Iteration {i+1}/{max_iterations}\")\n",
        "            logging.info(f\"Patient Data: {X_new.iloc[0].to_dict()}\")\n",
        "            logging.info(f\"Prediction: {pred}, Probability: {prob:.3f}, Intervention: {intervention}\")\n",
        "\n",
        "            fairness = self.update_fairness_metrics(X_new, y_true, np.array([pred]))\n",
        "            logging.info(f\"Fairness (Equalized Odds): {fairness['equalized_odds']:.3f}\")\n",
        "\n",
        "            self.history.append({\n",
        "                'time': time.time(),\n",
        "                'prob': prob,\n",
        "                'fairness': fairness['equalized_odds']\n",
        "            })\n",
        "\n",
        "            times = [h['time'] - self.history[0]['time'] for h in self.history]\n",
        "            probs = [h['prob'] for h in self.history]\n",
        "            fairness_vals = [h['fairness'] for h in self.history]\n",
        "\n",
        "            # Create and display plot\n",
        "            fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 8))\n",
        "\n",
        "            ax1.plot(times, probs, 'b-', label='Risk Probability')\n",
        "            ax1.set_title(\"Patient Risk Probability Over Time\")\n",
        "            ax1.set_xlabel(\"Time (s)\")\n",
        "            ax1.set_ylabel(\"Probability\")\n",
        "            ax1.legend()\n",
        "\n",
        "            ax2.plot(times, fairness_vals, 'r-', label='Equalized Odds')\n",
        "            ax2.set_title(\"Fairness Metric Over Time\")\n",
        "            ax2.set_xlabel(\"Time (s)\")\n",
        "            ax2.set_ylabel(\"Equalized Odds\")\n",
        "            ax2.legend()\n",
        "\n",
        "            plt.tight_layout()\n",
        "            plt.show()  # Display inline in Colab\n",
        "\n",
        "            # Save to file (optional, for reference)\n",
        "            plt.savefig(f'plot_iteration_{i+1}.png')\n",
        "            logging.info(f\"Saved plot to plot_iteration_{i+1}.png\")\n",
        "\n",
        "            # Simulate delay and clear output to avoid clutter\n",
        "            time.sleep(interval)\n",
        "\n",
        "\n",
        "        logging.info(\"Simulation complete.\")\n",
        "\n",
        "def main():\n",
        "    fairpulse = FairPulse()\n",
        "    fairpulse.train_initial()\n",
        "    fairpulse.run_simulation_with_viz(interval=1, max_iterations=10)\n",
        "\n",
        "if __name__ == \"__main__\":\n",
        "    main()"
      ]
    }
  ]
}