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    "# Tutorial 1: running a model\n",
    "\n",
    "This is the first of a series of short tutorials, each showing one thing:\n",
    "\n",
    "1. Running a model (this notebook)\n",
    "2. [Finned-tube models](tutorial_2_finned_tube_models.ipynb)\n",
    "3. [Packed-bed models](tutorial_3_packed_bed_models.ipynb)\n",
    "4. [Changing parameter values](tutorial_4_parameter_values.ipynb)\n",
    "5. [Plotting](tutorial_5_plotting.ipynb)\n",
    "6. [Experiments](tutorial_6_experiments.ipynb)\n",
    "\n",
    "PyTES models are [PyBaMM](https://pybamm.org) models, so if you know PyBaMM you already\n",
    "know most of what follows. If you do not, nothing here assumes it.\n",
    "\n",
    "Running a model takes three lines: choose a model, wrap it in a `pybamm.Simulation`, and\n",
    "solve it for a time span in seconds."
   ]
  },
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   "source": [
    "import pybamm\n",
    "\n",
    "import pytes\n",
    "\n",
    "model = pytes.SharpFrontModel()\n",
    "simulation = pybamm.Simulation(model)\n",
    "solution = simulation.solve([0, 3600])"
   ]
  },
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   "cell_type": "markdown",
   "id": "183cb965",
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   "source": [
    "`SharpFrontModel` is a heat battery made of a block of phase-change material (PCM) with\n",
    "aluminium fins, crossed by a tube carrying water (more on this in the [next notebook](tutorial_2_finned_tube_models.ipynb)). Every model comes with default parameter\n",
    "values, a mesh and a solver, so it runs as it is. For this model the defaults are a\n",
    "discharge: the battery starts fully charged, uniform at 70 °C, and water enters at 10 °C\n",
    "and 0.02 kg/s for one hour.\n",
    "\n",
    "`simulation.plot()` opens an interactive plot of the main outputs, with a slider for time.\n",
    "Positions are shown in metres with `spatial_unit=\"m\"` (PyBaMM's default is micrometres,\n",
    "which suits battery electrodes):"
   ]
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    "simulation.plot(spatial_unit=\"m\");"
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    "The outlet starts at 70 °C, then levels off while the PCM solidifies and releases its\n",
    "latent heat, and finally falls towards the inlet temperature once the PCM has solidified.\n",
    "\n",
    "## Outputs\n",
    "\n",
    "The solution holds every output of the model, by name. Each name ends with its units, and\n",
    "temperatures, powers, energies and times come in several units: `\"Outlet temperature [K]\"`\n",
    "and `\"Outlet temperature [degC]\"`, `\"Power [W]\"` and `\"Power [kW]\"`, `\"Time [s]\"`,\n",
    "`\"Time [min]\"` and `\"Time [h]\"`. `.entries` gives the values at the solution times, and\n",
    "calling an output gives its value at any time in seconds."
   ]
  },
  {
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   "id": "88ed60ee",
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     "output_type": "stream",
     "text": [
      "final outlet temperature: 12.9 degC\n",
      "outlet temperature after 30 min: 43.7 degC\n",
      "energy delivered: 2.42 kWh\n"
     ]
    }
   ],
   "source": [
    "outlet = solution[\"Outlet temperature [degC]\"]\n",
    "print(f\"final outlet temperature: {outlet.entries[-1]:.1f} degC\")\n",
    "print(f\"outlet temperature after 30 min: {outlet(1800):.1f} degC\")\n",
    "print(f\"energy delivered: {solution['Discharged energy [kWh]'].entries[-1]:.2f} kWh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00599876",
   "metadata": {},
   "source": [
    "To find an output, search the model's variables:"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
   "id": "9fb3c1a6",
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for 'energy': ['Heat transfer fluid thermal energy [J]', 'Phase-change material thermal energy [J]', 'Discharged energy [J]', 'Charged energy [J]', 'Storage thermal energy [J]', 'Total thermal energy [J]', 'Heat transfer fluid thermal energy [kWh]', 'Phase-change material thermal energy [kWh]', 'Discharged energy [kWh]', 'Charged energy [kWh]', 'Storage thermal energy [kWh]', 'Total thermal energy [kWh]']\n"
     ]
    }
   ],
   "source": [
    "model.variables.search(\"energy\")"
   ]
  },
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   "metadata": {},
   "source": [
    "## Another model, the same code\n",
    "\n",
    "Every PyTES model is used the same way and has the same outputs, whatever its geometry.\n",
    "Here is a packed bed of spherical PCM capsules, whose default is a charge: the bed starts at\n",
    "32 °C and water enters at 70 °C. Power is positive on discharge, so it is negative here."
   ]
  },
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    "bed = pybamm.Simulation(pytes.PackedBedModel())\n",
    "bed_solution = bed.solve([0, 3600])\n",
    "bed.plot(spatial_unit=\"m\");"
   ]
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  {
   "cell_type": "markdown",
   "id": "1296e8c1",
   "metadata": {},
   "source": [
    "The next two tutorials look at these two families of models in more detail: [finned tubes](tutorial_2_finned_tube_models.ipynb) and [packed beds](tutorial_3_packed_bed_models.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next: [Tutorial 2: finned-tube models](tutorial_2_finned_tube_models.ipynb)."
   ],
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",
          "text/plain": "<Figure size 800x700 with 4 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
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06dMFIyMj4fXr14WemzhxomBubi4kJycLgiAI48aNE3x9fWXqLFu2TGjQoIEgCIKwbds2wdraWtDX1xfq1q0r1K1bV9izZ4/g5+cnNGvWTOa8X375RbCwsBCqV68uGBsbC3379hViY2Pf2U5B76rzrrYFQRDmzJkjNGrUSOjUqZNQpUoVwcjISGjQoIFw/fp1oWPHjoKdnZ1gaGgo+Pj4CKmpqTLnNW7cWPjoo48EKysrwcDAQGjUqJHw7NkzuV9bwXb69OkjWFlZCY0aNRIEQRD27NkjvpaqVasK5ubmwpo1a977mt/3c3nXNRMTE4WBAwcKRkZGgoODg2BsbCz88MMPhX4XCqpWrZrw77//ypS9ePFCcHd3FwwMDARra2uhR48eQtOmTYU5c+aIdeS5VnBwsNCwYcN3tuPq6ip06tTpnTHmiYyMFAAId+/eLfRcRf1/loiIqLyxx0JdpKZKHwW/fc7KkpZlZhZdNzc3v0wikZZlZMhXV0H79u1Dr169YGtrW+i5MWPGICEhAQEBAXK1NWjQIEyePBnu7u7iN+off/xxoXrr16/Hb7/9hosXLyI8PBxRUVGQSCT48ssv5W6nuDrvaztPUFAQBg8ejMjISERERCAzMxMtW7bE559/jqioKISHh+PJkydYvXq1zHm3b9+Gu7s7YmJiEB8fD3t7e4wcOVLu11awnfbt2yM2NhZ37twBAHz88cfia4mIiMDOnTsxadIkPHz4UKH3tzhFXXPEiBHIyclBZGQkwsLCcOPGDfz+++/Yvn273O0CwKhRo1ClShXExcUhJiYGTZs2xc2bN2XqyHOtUaNGoXr16mI7np6eMu08fPgQjx49wujRoxWKj4iIiEqOiYW6MDaWPgoM5cDPP0vL3vpjE7a20vL/H7ICAPjrL2nZqFGydWvUkJb//x+dAIACw5bkFRoaChcXlyKfyysPCQlRuN13WbZsGT755BNoa2sjODgYr169wqBBg7Bv3z7kFkyUyrDt2rVrY9T/v6empqbo1KkT6tWrh6FDhwIALC0t4ePjg1u3bsm0b2FhgXnz5kFDQwP6+vpYsmQJAgMDxcnB8l6/WrVqmDJlSpGvISUlBU+fPkX16tVRu3ZtnD59ulTvSXHXfP78Ofbv348JEybg9evX4vCobt26Yc+ePXK3++zZM5w+fRp+fn4wMDAAAMydOxdWVlYKXevp06c4e/asTDtz5syRWVUq73exuN9ZIiIiUj4uN0ty0dHRKXIeAABxjLuyl+l88OAB4uLisG/fPplyJycnvHnzRuYP0rJq297eXuZ5IyOjIssKju0HgFq1asm8H/Xr14eGhgaePn2KOnXqyH19Z2dnaGhoyNR5+vQpPv/8c1y7dg22trYwNDREeHg4Xr16pfD7UJS3r/ngwQMAwMSJEwvVbdKkidztPn36FID0vcijq6uLOnXqKHStZ8+eAQDq1asnPqejo4PatWvLtAug2N9ZIiIiUj4mFuoiJUX6X0PD/LLp04Gvvwa03/oxRUdL//v/39YCACZOBMaMAd5efSevF6Fg3c8+Uzg8Nzc3BAUFFfnc3bt3xToACv0hDADZ2dkKX1NHRwezZ8/GF198ofC5qmwbkC7JW1BmZiYEQRC/YZf3+kWtpjRhwgRUr14dx44dg5GREQCgRYsW7+3Fkffn8vY1dXR0AACnT58ulFQpIu+1Z2ZmQk9PTywv+Me/PNcqrp309HTx3w0bNgQg/d1s3759iWMmorIVHByMf/75B69evcLgwYPRu3fvMms/7zPS1dUVCxYskLuNEydO4Pjx41i6dGmxdQIDA7Fr1y788ccfpQ2ZlGjatGnil27r1q2DYcG/sQpYunQpbGxsMGLEiPIMT+b6165dAwD88MMPqFWrlkriUAYOhVIXRkbSR8E//nR1pWUF/niSqatZ4MenoyMt09eXr66CRo8eDX9/f1y+fFmmXBAE/Pjjj2jYsCFatmwJALCxsUFkZKRMvdu3b8sc6+vri5unFadNmzbYtWtXofKC58nTTlF15Gm7NB4/foyoqCjx+MyZM9DR0UGDBg1Kff2HDx+iZ8+eYlIRHR2Ne/fuydQp6jXL83MpioeHB/T09Er9ftWvXx+6uroIDAwUy16/fo1Hjx4pdK169epBR0cHZ8+eFZ+LjY2VacfOzg69evXCzz//XGSvRVZWltxxEynq/PnzGDx4cJHJ/ogRI3DixAmlX/Po0aOYPn16qeuUp6ysLPj4+CAxMRG9evWS6XUsi/b79u2L7OxsnDp1SqF2njx5gsOHD7+zzosXL3Dw4MFin1e39748qMNrPnz4MAwNDdG3b1/xi6uinDt3rtB8P2W6cOECZs+ejU8//RQzZszA9u3bZb7Ya9GiBbp3747t27cXGgFR0TCxILmMHDkSQ4YMQa9evbBq1SrcuXMHp0+fRt++fXHv3j1s2bJF/Ea8R48euHTpEv766y/cuHEDP/74Y6E/FF1dXfH48WOcPn262OVm/fz8cOXKFQwfPhyBgYE4d+4c/Pz80K9fP4XaKaqOPG2XRm5uLgYOHIizZ8/iwIED+OKLLzB27Fhx8ntprt+qVSv89ttvOH/+PPz9/dGnTx9kvjXBv6jXLM/PpShWVlaYP38+Zs2ahZ9//hnXr1/H4cOHMWrUKPz+++9yvyfW1tYYP348vvjiC+zfvx9nz57FwIEDZZaTledaNjY2GDNmDCZOnIgDBw7g3LlzGDRoELKzs2V6Zf7++2/o6+ujTZs22LZtG4KCguDv74+ffvoJrVq1kjtuIkWFhIRg+/btRSYWO3bsKJONGB8/foyjR4+Wuk55evbsGV69eoXFixdjyJAhMsMby6L9wYMHi72ZiujatSt+/fXXUsWibu99eVCX19y0aVMMHjz4nYlFWZFIJBgyZAh69uyJrKwsdOjQAXZ2djh48KDMUOK2bdsqvEGwuuJQKJKLhoYGNm/ejO3bt2Pr1q1YuXIljIyM0K5dO6xatQpVq1YV67Zs2RKbN2/GP//8gy1btqB9+/ZYtmyZzAdMjx498PXXX2P27NlITEzEjz/+CCsrK9SoUUOs4+HhgevXr+OXX37BlClTYGJigvbt22PDhg3vbOftFZCKq/O+tm1sbODo6CjTlq2tLRwcHGTKqlSpIjMkB5D2SAwfPhw//PADYmNjMWLECMybN0+h11bU9QFg1apVmD17NiZNmgQTExN88skncHV1lVmxq7jX/L6fS3HXnDVrFlxdXbFu3Tps2rQJjo6O6N+/P4YPH16obkGRkZF49OgRXF1dAQC//PILzMzMsHDhQlhbW2Po0KFwcXGBjY2NQtdatmwZzM3NsWDBAlhbW2PQoEFITU2FfoEeu6pVq+LGjRv4+++/sW7dOkRFRaFq1apo3ry5zGsODw9X+S7l9GFLSkrC2rVrERQUBBsbG/Tr10/sAQakGz0uW7YMgHROV7169TB27FiYmpoCkPaQbNiwAS9fvsTgwYMBSL8M6tKli9hGcXUyMjJw5coVDBgwAP/99x9ev36NTZs24dq1a++8JgAcOHAAV65cweDBg7F9+3a8fv0a7dq1kxlOkp2djS1btuDixYswMDBAz5490alTJ5w6dQo///wzAGD8+PHQ0dHBH3/8ARsbm/e+H3nXfTtmzQI988W1/7bNmzcjPDwcM2fOFMvOnDmDPXv2iPVfvHgBf39/9OjRQ6wTHByMVatWITU1Fc2bN3/nz/ddPx95X2vv3r1x4MABREZGokOHDhg2bBguX76MrVu3IjMzEx9//DG6du1a6DxfX1/s2rULUVFR6NKli3j9PCV9r9/3+1Hca46JiXnv+/2un++jR4/w33//ISoqCi4uLhgzZgzs7Oze+f4X5ciRI9izZw8sLCzQq1evIuvIc60DBw7gwIEDYjvXrl2TGVI1d+5cHDx4ELdv3y40vCms4AI8lYmq17v90HBN/Mpvzpw5gpeXl6rDUDkvLy9xH43s7Gyltv12ewkJCYKJiUmhfUzk8fnnn4txPnnypNDz/H+WFLVx40YBgCCRSAo9p6enJ/zxxx/i8evXrwUXFxfB19dXWL16tbBo0SLB0tJS+O+//8Q64eHhwtatW4WtW7cKq1evFrp27Sq4uLgIaWlpgiAIQkhIiDBixAihevXqYr23f5eLq+Pn5yeYmpoKrq6uwrJly4StW7cKubm5772mIAjiuW5ubsLvv/8u7s3z448/inW+/PJLoXbt2sLvv/8u/Pnnn0K3bt2EdevWCU+fPhUWL14sABDWrl0rbN26VUhJSZHr/Sgu5oKKa3/+/PlCmzZtxHrTpk0TunbtKnPu6tWrBScnJ/H4jz/+EOrWrSseP3v2TDAzMxN8fX2Fv//+W+jVq5dgbW0tc4487728r9XY2Fho2LCh8OeffwoLFy4UdHV1hT59+gju7u7CihUrhLlz5wo6OjrC6dOnC71HNWrUEH799Vdh8eLFgomJibBo0SKFfvdK+vtR3GuW5/0u7ppHjhwRLCwshOnTpwtr164VRo4cKVhZWQkhISFFvu+CIAh169aV+f9NEARh7dq1gq6urjBnzhzxZ2tpaSlMnjxZrCPPtVauXCnTTr169WTaycjIEIyMjIRvv/222PgKSk5OFgAIly5dkqu+umJiUc74R0rlx8Si7G3atEmYPXu2cPHiReHEiROCt7e34OLiUib/X/H/WVJUXmIxcOBAYdCgQTIPTU1NmT90xo4dK/Tt21fm/C1btgg2NjbFtp+dnS3UrVtXWLdunVj29maXRSmqjp+fn6ClpSU8ffr0necWdU0/Pz9BT09PePnypVi2ZMkSwdXVVTyuUaOGsGXLFpm28jZavXbtmgBAePPmjficPO+HvDEX1b4yEovPPvtM5jM+NzdX8PT0LDaxEISi33t5X6uenp4QEREhlg0bNkwwMjISoqOjxbK+ffsKo0ePljkPgHD16lWxbNu2bYKhoaEQExOj0PVL+vtR1GuWN7F4+5oSiUSoVq2aTNIjCIIwcOBAmdf9trcTi8zMTMHOzk5YtmyZWPbixQtBW1tbTAjkuVZGRoZgY2Mj005YWJigo6MjtnPjxg0BgLB3795i4yuosiQWHApFpGTFDSci5Rk0aBB+/fVXzJw5Ezk5OfDw8MDu3btlhkIRqVqfPn1khucAKLT3y7Fjx2BjY4Nhw4ZBkH7Zh8TERMTExCAyMlIcZnru3DkcPHgQkZGRkEgkSE5OxuPHj5USp7Ozc5F7vshzzVq1aqFatWoyxxEREeKxu7u7OHSxXbt2MDY2LnKj1Tzyvh/FxVwezp8/L7MktoaGBj7++GP8/fffCrUj72utXbu2zHBjZ2dn1KtXT2YIqbOzc6GfTbVq1eDp6Skef/zxxxgyZAhu3ryJLl26lPq9Ls/fybt37+LVq1fYu3cvTpw4Icb76NEjhT73g4OD8fr1a/Tt21csq1GjBpo2barQtYKDgxETEyMz9NrBwUGmneTkZAAo1dL4FRETCyIlmzx5sqpDqPS0tbUxY8YMzJgxQ9WhEBVr4MCB0H5rufDP3lruOz4+Hl26dEHHjh1lyocPHw4TExMAwF9//YU5c+ZgwoQJ8PHxgaGhIYKDg5GSt0x5KZmZmRUqk/eab/9Rp6mpKbMgw8aNG7Fs2TLMmzcP9+7dg4+PD37//fdil9OU5/0oLubyEhcXBwsLC5myt4/lIe9rfXsOn6amZpFlBd/3omLS1dWFoaGhuOpQad7r8v6djI+PByDdLLXgc71794a5ubnc7cbFxQEo/N4UPJbnWnl13r52wXaqVKkCoBLPpSgGEwsiIiIVcXBwgJ6eXqFJtQWtXbsWc+fOxbRp08SyH3/8UaZOUfvUvE2eOopcUx4mJiaYN28e5s2bh7i4OAwbNgzjx48vdslXed4PZdLX1y+0ql7eH43FcXR0REjeHlH/78WLF+88p6j3vqxf68uXL5GTkyPuTRQTE4PU1FQ4OTmV+vol/Z0syfudFysAuLi4oFOnTgrHmydvNEFISAjc3d3F8hcvXoiLjMhzrbw6b7cTEhKCunXrAgDq1q2LGjVqYM+ePRg6dGiJY65ouNwsERGRinz++edYt26dzBr6GRkZ2Lx5s3isra2N169fi8e7d+8WNybNY2VlJX4bWxx56ihyTXmsX79e/CbdysoKDRo0eOe32vK8H8pUt25d3LlzBwkJCQCAlJQUbNy48Z3nDBw4EP/++6/4zX9UVJTMin5FKeq9L+vXmpCQgNWrV4vHS5YsgZOTk7iKVWmuX9LfyZK83wBQp04dtG7dGt99953MsvJhYWE4efLke8/PU6NGDXh6euKXX36BIAgAgH379sksAS3PtZydndGsWTP8+uuvYjtHjhyR2U8JkL7ne/bswdq1a2XKs7KyZH42lQl7LFQk7xeRiNQb/1+lsjRt2jS8ePECbdq0QfPmzaGrq4tHjx5h/PjxYp05c+Zg8ODBuHbtGnJzcxEcHCx+u5qnc+fOyMrKQps2beDg4FBoudni6hRHnmvK4+rVq5g3bx7c3NyQnJyMe/fuYdu2baV6P5Rp4MCB+OOPP+Dm5obGjRvjwYMHqFmzpjg+viiTJ0/G4cOH0bBhQzRt2hR37txBgwYN8PTp02LPKeq9L+vX6ujoiL/++gtbt25Feno6Hjx4gN27d4v7OZTm+iX9nSzJ+51n+/bt8PX1Ra1atdC8eXPExsYiMTERK1asUOh9WblyJbp27Qp3d3fY2toiJCQE9evXV/haK1asQLdu3eDu7g47OzuEhITA1dVV7CECpL9fEokE06ZNw08//QQ3NzfExsbi+fPn6N+/v0JxVxQaAu+a5SonJwdPnjyBra3tBzehh6giSkxMREREBGrVqqWSDZao4gkNDcWlS5cwaNCgQsNBdu7cicaNGxfaZfrVq1e4efMmjIyM0KRJk0JjwF+9eoUbN27A0NAQrVq1wq1bt2BoaCgzWTQhIQFXrlxBQkICmjZtWuRO1m/Xyc7ORnh4eKEkRJ5rPnz4sNC5r169wuXLl2U2+4qKisLNmzdhYGAAT09PGBsbAwDevHmD48ePw9fXt9D/W+96P4q6blGKav/evXt4/fq1zLwCiUSCy5cvIz09HU2aNEFycjLu378v7m8QHByM4OBgmX0scnNzcf78eaSlpcHd3R0ZGRm4d+9esXsiFPXe5/18FH2tRb2G27dvIzExEV5eXgCAn376Cbt27cKFCxdw+/ZtREVFoXXr1jITvkv7Xpf0d/J97/f7fr63b9/GixcvUL16dTRu3Pidn8uurq4wMjJC7dq1sW7dOhgaGgKQfq6fO3cO5ubmaNKkCW7duiW+fkWulZCQgHPnzsHCwgJNmjRBu3btMHDgQJl9OgDp79iNGzcQGRkJW1tbNGjQQGZ+xtKlS3Hp0iXs3r0bly5dktlLpKJhYqECkZGRSEhIgK2tLQwNDRUa90pE5Sc3NxcRERHQ0dGBo6Mj/18logohL7G4fv26qkNRqSNHjiApKQkAikxgS+Pu3buwtbUVN807efIkunbtiqtXr8LDw0Ohts6fP4+XL18CkPb0VOQvnjkUSgXyVgqIjo5WcSRE9D6amppMKoiIKqCCvUzKpqWlhXbt2sHJyQmZmZm4evUqfvjhB4WTCgBo27ZtGUSoGuyxUKGcnBxIJBJVh0FE76Crq1toLwIiInUm73AxKp20tDRcv34dGRkZcHNzk9lv5EPFxIKIiIiIiEqNX8MREREREVGpMbEgIiIiIqJSY2JBRERERESlpparQuUt8WhiYsKVWIiIypAgCEhOToa9vX2FmqTO+wQRUflQ5D6hlolFREQEHBwcVB0GEdEHIzw8HNWrV1d1GHLjfYKIqHzJc59Qy8TCxMQEAPD48WNxzwciIlK+pKQkODg4iJ+7FUVevOHh4TA1NVVxNERElZci9wm1TCzyurVNTEx4wyAiKgcVbThRXrympqa8TxARlQN57hMVZ0AtERERERGpLbVOLAwNDVUdAhERERERyUGtE4uK1jVPRERERPShUmiORf/+/RESElKovG3btli+fLl4fOPGDSxduhShoaGoXbs2Zs2ahbp165Y2ViIiUnMnTpzA7Nmzi3xuw4YNqF+/PgAgKysLy5Ytw7Fjx6CtrY2+fftiwoQJFWrJWyIikqVQYrFw4UKkp6eLx9HR0ejZsydGjBghlt29exft2rXD6NGj8fnnn2PDhg1o3bo1bt++rfDSgJmZmQrVJyIi1fL09MSqVatkyhYvXoyLFy+idu3aYtnIkSNx/vx5LF26FBkZGZg8eTJCQkLw888/l3fIRESkJAolFg0aNJA5/vnnn6Gvr49hw4aJZd9//z08PDzw+++/AwA6duyIunXr4pdffsFvv/2mUHDZ2dkK1SciItWysLCAh4eHeJyZmYmzZ89i9OjR0NHRAQA8ePAAmzdvhr+/Pzp06AAAyMnJwahRozBjxgzY2NioJHYiIiqdUi03u27dOvj6+sLS0lIs8/f3x4wZM8RjTU1N9OjRA/7+/qW5FBERVUB79+5FfHw8Ro8eLZb5+/vDyMgIXl5eYlmvXr2QnZ2NwMBA9O/fX662DQEgNRXQ0lJy1EREJEpNlbtqiROLCxcu4NGjRzJd3qmpqYiPj4e9vb1MXXt7e4SFhRXbVmZmpsywp6SkJOk/fv8d8PMraYhERKRia9euhbe3t8wwqLCwMNjZ2UGrQEJgYWEBAwODYu8VRd0nUgHgrfsNEREplyI7BZV4ltzatWtRu3ZtmW+cJBIJAEBPT0+mroGBgfhcUfz8/GBmZiY+xLkY+/aVNDwiIlKxkJAQ+Pv7Y8yYMTLlEomk0H0CAPT19Yu9VxR7nyAiIrVRoh6LlJQU7NixA/Pnz5cpNzExgY6ODuLi4mTKY2NjYWVlVWx7s2bNwtSpU8XjvK3DsWNHScIjIiI18O+//8LCwgL9+vWTKbeysip0n8jJyUFCQkKx94qi7hNGDg6IjIjgzttERGUoKSlJ7t7hEiUW27ZtQ1ZWFj799FOZci0tLbi7u+PatWuYMGGCWH7lyhU0bdq02Pb09PSK/PYK1tYlCY+IiFQsNzcX69evx/Dhw6Gvry/zXNOmTREdHY3Q0FA4OTkBAK5evQpBEIq9VxR1n0gDACMj6YOIiMpGTo7cVUs0FGrt2rXo06cPbG1tCz03evRo7Nq1C3fv3gUABAYG4vTp0zIT94iIqHI7efIkwsLCivzs79y5M5ycnLBw4UIIgoDs7Gx8//33aNq06Tu/hCIiIvWmcI/FgwcPcPnyZRw/frzI58eOHYsHDx7Aw8MD1atXx6tXrzB37lz07t1b4eAM/vsPmDlT4fOIiEi11q5di1atWqFhw4aFntPV1cWePXswYMAAVKlSBRKJBNWqVcPevXtVECkRESmLhiAIgiInxMbGIiQkBE2bNn3nDqnx8fF49eoVHB0dYWZmplBQSUlJMDMzQ6KmJkwV6H4hIiLFiJ+3iYlKnasQFBQES0tLVK9evdg6ubm5ePLkCbS1tVGrVi2F2i+ruImISJYin7cK91hYW1vDWo65D5aWljL7W5RI//6AIAAaGqVrh4iIylWjRo3eW0dTUxOurq7lEA0REZWHEi83Wx6y/vqLSQURERERUQWg1onFu/a+ICIiIiIi9aHWiQUREREREVUM6p1YNGgAvHmj6iiIiIiIiOg91DuxePMG4HAoIiIiIiK1p96JxZkzQGlXliIiIiIiojKn3olF3bqAtsIr4hIRERERUTlT78SCiIiIiIgqBLVOLAy2bQMSElQdBhERERERvYdaJxaaU6cCERGqDoOIiIiIiN5DrRML9OwJGBmpOgoiIiIiInoPtZ4ZnbV+PWBtreowiIiIiIjoPdS6x0LCPSyIiIiIiCoEtU4siIiIiIioYlDvxMLDA7hyRdVREBERERHRe6h3YhERAaSmqjoKIiIiIiJ6D/VOLI4ckfZaEBERERGRWlPvxKJxY8DUVNVREBERERHRe6h3YkFERERERBWCWicW+gcPAqGhqg6DiIiIiIjeQ60TC61x44CrV1UdBhERERERvYda77wNHx/AxkbVURARkYIyMjJw8OBBPHnyBA0bNkTv3r2hoaEhU+fWrVs4ceIEtLW10bNnT7i6uqooWiIiUga17rHI2rED8PZWdRhERKSA58+fo1GjRvDz80NaWhp27NiBAQMGyNRZsWIFWrdujadPn+L27dtwd3fHzp07VRQxEREpg1r3WEgkElWHQERECho0aBCcnZ1x5MgRaGlpAQAePHggPh8TE4Np06Zh+fLlGDduHACgRo0amDBhAnr16gV9fX2VxE1ERKWj1j0WRERUsVy8eBHXr1/HggULxKQCAOrXry/++8iRI8jJycHQoUPFspEjRyIuLg5nz54t13iJiEh51DuxaN8e2LJF1VEQEZGcrl69Cn19fdSpUwerVq3CkiVLcPToUQiCINZ5/PgxqlSpAmNjY7HM2dkZOjo6ePz4cZHtZmZmIikpSeZBRETqRb0Ti6dPgehoVUdBRERySkhIgJ6eHnx8fHDjxg3ExMRg1KhR6NatG3JycgAAqampMC1i81MTExOkpqYW2a6fnx/MzMzEh4ODQ5m+DiIiUlyJ5li8fv0aZ86cgYaGBjp37gxLS0uZ53NycuDv74/Q0FDUrl0bXl5ehVYDkcvu3UDbtiUJkYiIVMDY2BiJiYmYNm0aPv30UwDAF198gdq1a2P37t0YOHCgWKcgQRCQlJQk04tR0KxZszB16lTxOCkpickFEZGaUbjHYtWqVXBxccGmTZtw7NgxtGvXDrdu3RKfT01NRfv27TFu3DgEBATgk08+Qa9evUo2EbtVK8DWVvHziIhIJerVqwcAaNWqlVhWs2ZN2NnZITg4GADg6uqK169fywxnev78ObKzs4tdclZPTw+mpqYyDyIiUi8K9VgEBgbiiy++wO7du/Hxxx8DAOLi4hBdYLjSkiVLEBoaiqCgIFhaWiI0NBQNGzbEmjVrMGHCBOVGT0REaqVDhw6wtrbGuXPnUKdOHQDAkydP8Pr1azRo0AAA0L17d+jo6GDDhg348ssvAQCrV6+Gra0t2rdvr7LYiYiodBRKLJYuXYq2bduKSQUAWFlZwcrKSjzevn07Bg0aJA6PcnJywkcffYTt27crnFjoX7wIvHgBTJsGlGQoFRERlSsDAwOsWbMGw4cPR2BgIExNTcV9LPr06QMAsLa2xm+//YZJkybhypUr4mZ627Ztg66uropfARERlZRCicWFCxfw1Vdf4fHjxzh//rz47ZKZmRkA6b4TwcHBYld4nnr16sHf37/YdjMzM5GZmSke53WPaw0dCmRmAl27Am5uioRKREQq0qdPH9y9exeHDx9GTk4O9uzZg7ZvzZcbPXo0WrduLe68vWTJEtSsWVNFERMRkTLInVgIgoD4+HgEBgZi8+bNaNOmDR48eIAXL17gwIEDaNmyJVJTUyEIAszNzWXOtbCweOfSgH5+fli4cGHhJ/r0AbS1gQJroRMRkfpzcnLCF1988c469evXl9nfgoiIKja5EwsNDQ0YGBjg2bNnePDgAYyMjAAA/fv3xxdffIGbN2+Ku6UmJyfLnJuUlARDQ8Ni2y5utQ/JihVAgWFWRERERESknhQaClWnTh3Ur19fTCoAoHPnzpg0aRIEQYC+vj4cHBzw4sULmfOeP3+O2rVrF9uunp4e9PT0CpVnZWUpEh4REREREamIQsvNfvzxxwgKChI3OQKAW7duoWbNmuI+Fb1798bOnTvFOROJiYk4ePAgevfuXfIo4+OBSZOAV69K3gYREREREZUZDUEQBHkrJycno23btrC0tET37t1x//597Ny5E7t370b37t0BSDfPa9GiBRwcHNClSxfs3bsXEokEFy9ehImJiVzXSUpKgpmZGSIiIlC1alWgd2/g4EGgb19g794SvVAiIios7/M2MTGxQu0NUVHjJiKqaBT5vFWox8LExASXL1/GJ598gujoaDRq1Aj3798XkwoAsLOzw61bt9C/f38kJCRg7NixuHLlitxJRZEWLwbq1wdmzix5G0REREREVGYU6rEoL4V6LAAgNxfQVHijcCIieoeK+s1/RY2biKiiKbMeC5UqmFRERQEZGaqLhYiIiIiIZFScxCLPsWPSzfKmTFF1JERERERE9P/UOrEoaglaCAIQFwdcvw6kppZ/UEREREREVIhaJxba2kVss9G9O7B/P3D2LFBgPw0iIiIiIlIdhTbIUxu9eskeZ2QA/7/rNxERERERlT+17rGQSCTvr/Tff9KlaMPCyj4gIiIiIiIqklonFllZWe+ukJkJ/O9/wIsXwJo15RMUEREREREVUjGHQuXR05OuErVhAzB7tqqjISIiIiL6YKl1j4VcHByAOXMADQ3pcW4u8OaNamMiIiIiIvrAVPzEoiBBAKZNA1q0AEJCVB0NEREREdEHo3IlFvHxwN69QHAwcO+eqqMhIiIiIvpgVOw5Fm+zsgIuXAAOHAA++kjV0RARERERfTAqV48FAFSrBkyYkH+cmAh89RWQkKCykIiIiIiIKju1Tiz09PRK38j48cAffwCDB5e+LSIiIiIiKpJaJxba2koYqTVtGlC3LjB3bunbIiIiIiKiIlWuORZF8fAA7t8HtLTyy1asAM6elS5T6+amutiIiCqhCxcuQBAEmbKaNWvC3t5epiw7Oxv379+HtrY26tevD428ZcOJiKhCUuvEIjs7WzkNFUwqcnKku3WHhgKdOzOxICJSMi8vL7i6usLc3Fwsmzx5MgYMGCAeX716Fb6+vtDQ0EBWVhbMzMywf/9+uLq6qiBiIiJSBrUeCpWZman8RrW0gP37gVGjgCFD8st37ZIe+/sr/5pERB+YX375BefPnxcfBZOKzMxM+Pr6okePHggLC0NERARcXV0xaNAgFUZMRESlpdaJRZlxdwfWrAEMDfPLNm4Etm0DAgPzyzIzgZ07gcjI8o+RiKgCi4yMxPXr1xEXF1fouRMnTuDly5eY+/9z3zQ1NTF79mwEBQXh+vXr5R0qEREpyYeZWBRl7lzgm29kezFu3AAGDpQmIgXHCwcHA2/elH+MREQVxDfffINRo0ahWrVq6N27N6Kjo8Xnbt26BTs7O1SvXl0s8/DwgIaGBm7dulVke5mZmUhKSpJ5EBGRemFikcfDA/j5Z6BevfyytDSgcWOgfXug4KTCgQMBS0vg6NH8stevpZvzMeEgog/cypUrERMTgzt37uDp06d49uwZPv/8c/H5+Ph4WFlZyZyjpaUFc3NzxMfHF9mmn58fzMzMxIeDg0OZvgYiIlIcE4t36dQJuHUL2LEjv0wQpAkHANSpk19+5AjQti3wySeybfz0E7B8OVDg2zoiospszJgx0NSU3l6qV6+OuXPn4siRI2Ivg46ODjIyMgqdl5GRAV1d3SLbnDVrFhITE8VHeHh42b0AIiIqESYW8tAs8DZpaACPH0t39HZ2zi/PzgYcHIAaNfLLBAFYvBiYMkV25+///pPurTFnjux1Dh6UzvHIS1yIiCoBOzs7AEBERAQAwMnJCa9fv0ZOTo5YJz4+Hunp6XB0dCyyDT09PZiamso8iIhIvTCxKClTU9mEY8wYICwM+PPP/LLsbGDCBGDAAKDgzfLFC+DJE6DgpEZBkM7v8PYGXr3KL9+0CWjaFPj+e9nr79gBHDoEpKQo9WUREZVGampqobITJ07AyMgINf7/i5dOnTohNTUV/gVW4du/fz90dHTg5eVVXqESEZGSqfU+FsV1iau1gntm6OhI98x42/jxgI8PUHCMcVaWdJ5HRARQtWp++bNn0uFYzZvLtvH559KejWfPAGNjadmaNcCPP0rngPz0U37dtWsBAwOgZ0/AzKz0r5GIqBi7du3C3r174evrCxsbG5w6dQq///47fv75Z+jr6wMAXF1d8fnnn2PUqFH46aefkJGRgW+++QbTp0+HtbW1il8BERGVlFonFjo6OqoOoWxUqSJ9FKSnBwQEFK776afShKPgjrUSiXRCeUwMYGubXx4eLu0NSUzMLxMEYNIkID0deP48P7HYvRtYvRro00faq0JEpASffvopqlWrhs2bNyMyMhLOzs44d+4cWrRoIVPvn3/+wZ9//omNGzdCW1sbP//8M0aNGqWiqImISBk0BKHgOqrqISkpCWZmZkhMTOQ4WkW8fi3twbCwyF/dSiIBhg+XTh4/eBAwMpKWz5wJLFkCfPkl8Mcf0jJBkJ7n5ASsXy/bc0JElVJF/bytqHETEVU0inzeKtRjIZFICu2GraGhAaO8P1aLqF+aXofs7OwSn/tBsrOTPgrS0ZFu/Pe24cOB2rUBV9f8stBQ6cT058+ly+nmWb4cOHYMGD0a6N+/TEInIiIioopNocnbS5YsgZmZGapUqSI+6tatW6jeypUrYW9vD319fdSoUQPbt28vUXBvJzGkRA0aAKNGAW3a5JdVqwZcvSqdMK6nl19++jRw/LjspPLUVOC776TPqV+nFxERERGVM4VXhfL09ERKSor4ePnypczz+/fvx+TJk/Hnn38iLS0Ns2fPxtChQ3Hp0iWlBU1lREcH8PSUTv4uaNEiYMUKoFu3/LLz56VL6RbY9AoAEBIiHX5FRERERB+UEi03m5OTg+KmZixfvhx9+vRBv379oKenh7Fjx8LT0xO///57qQIlFWrcWDrBu2DvlJWVdDjV4MGyu5L37Cmd43H+fLmHSURERESqo3BicfPmTRgaGsLY2BheXl64evWq+JwgCLhy5Qrat28vc46Pjw8uX75c+mhJfXh4ABs2SCeA50lOlk4ST0vLnzwOAEePArNnA3fulH+cRERERFQuFEosHB0dsXv3biQmJiIkJAS1a9dGhw4d8Pz5cwBAcnIy0tPTYWNjI3OejY0NoqOji203MzMTSUlJMg+qgExMpCtTPXggu0fH+vWAnx+wc2d+mSAAnENDREREVGkolFiMGDECvXr1gr6+PmxsbLBq1SpYWFhg7dq1MvVyc3MLHWsUHC7zFj8/P5iZmYkPBwcHRcIidaKpKbvSFCAdLjV4MPDxx/llQUGAjY10x3JO/iYiIiKq8Eo0xyKPtrY2atWqJfZYmJiYwNjYuFDvRHR0NKq+Y0+EWbNmITExUXyEh4eXJixSNx9/DGzdCjRrll928KB06FRsrOwcjZs3OfmbiIiIqAIqVWKRkZGBhw8fij0MGhoaaNOmDfz9/WXqnTx5Em3bti22HT09PZiamso8AEBXV7c04ZE6mz1bOsF7zpz8soQEoFUr6cZ8UVEqC42IiIiIFKdQYtGzZ08cOXIEkZGRuHv3LgYPHoz09HSMHz9erDNjxgwcPXoUK1asQHh4OL7//nvcv38fU6ZMUTi40myuR2pOU1O6h4aHR37Z48eAmZl0k78qVfLLz58HIiLKP0YiIiIikptCicUPP/yAtWvXwtPTE76+vjA2NsaNGzdQs2ZNsU6HDh2wfft2rF69Go0bN8bhw4dx+PBhNGrUSOnBUyXTooU0gThyJL8sNxcYNgxwcJBuxkdEREREaklDKG5DChVKSkqCmZkZ4uPjYWFhoepwSJVevwb69wfu3ZMmHQYG0vJr1wBdXcDdXbXxEVVweZ+3iYmJ4jDUiqCixk1EVNEo8nlbqjkWZS0jI0PVIZCq2dkB584Bz57lJxUAMGuWdOO+lStVFhoRERER5VPrxIJIZGmZ/++cHMDaGtDXl+70nScyUrrKFBERERGVOyYWVPFoaQHbtkkTCUfH/PJFi4Dq1YEVK1QXGxEREdEHiokFVVzm5vn/FgTpjt+ZmUC9evnlGRlAdna5h0ZERET0oWFiQZWDhgYQEABcvQp4e+eXr1oFODsD69erKDAiIiKiDwMTC6o8NDQAT0/Znbx37gRevpT2ZORRv4XQiIiIiCo8JhZUuZ0+DWzYIN0LI8/Ro0D79sCpU6qLi4iIiKiSUevEgjtvU6np6QHDhwNGRvllf/0lXcL2wAHVxUVERERUyah1YqGrq6vqEKgyWr0amDoVmDEjvywsDNi9W7rTNxEREREpTK0TC6IyYW8PLF0qXZo2z5Il0h2+x41TXVxEREREFZhaJxY5OTmqDoE+FPb2gJmZ7FyM7GwuVUtUCmlpaWjatCnMzc3x8OFDmecSEhIwZswYODg4wNnZGVOmTEF6erqKIiUiImVQ68QiIyND1SHQh2LOHCA8XDqpO8+aNUCDBsChQ6qLi6gC+/LLL2FpaYnExMRCXxT1798ft27dwqFDh7Bt2zYcOHAAY8aMUVGkRESkDGqdWBCVKxOT/KVqBQFYuRJ48gR48UK1cRFVQFu3bsWtW7ewaNGiQs9dvXoV/v7+WLVqFdzd3dGiRQv8+uuv2Lx5M0JDQ1UQLRERKQMTC6KiaGgA588D//uf7LyL+/eBu3dVFxdRBfDs2TNMmTIFW7ZsKXIRjnPnzsHMzAweHh5iWefOnQEAFy5cKLc4iYhIuZhYEBXHxASYPh3I+8NIEICJEwF3d2DdOtXGRqSmJBIJBg8ejHnz5qFevXpF1nn16hVsbW1lygwNDWFkZISIiIgiz8nMzERSUpLMg4iI1AsTCyJ5pacDtrbSvTH+/9tVIpI1Z84c2Nra4osvvnhnPU3NwrcfbW1tCIJQZH0/Pz+YmZmJDwcHB6XES0REysPEgkhehobAjh3As2dAwT9qfvgB+P13ICtLdbERqYkTJ04gICAA5ubmMDc3h4+PDwCgdevWYrJha2uL2NhYmfOysrKQmJhYqCcjz6xZs5CYmCg+wsPDy/aFEBGRwrRVHQBRhWNvn//vkBDg+++lSUX9+kCnTioLi0gdnDt3TmYFqNu3b8PHxwfHjx+Hu7s7AKBFixaIi4vDw4cPxeFSgYGB4nNF0dPTg56eXhlHT0REpaHWiYWOjo6qQyB6t+rVpb0V584BHTvml2dmSodMEX1gTExMZI6NjY3FckNDQwCAl5cXGjdujKlTp2LLli3IzMzE7Nmz0aVLF7i6upZ7zEREpBxqPRSqqNVEiNSKtrZ01ahNm/KXqs3IkE7wnjIFSE5WbXxEakhTUxP79++HRCKBra0tHBwcUK1aNWzevFnVoRERUSmodY8FUYV04ADw+LE0qfj+e1VHQ6RSTZo0wZs3b2BqaipT7ujoiFOnTkEikUBDQwPa2rwdERFVdGr9SZ6bm6vqEIgUN3AgYG4unXfx/8NAAADPnwM1a6osLCJV0NLSgrm5ebHPc8grEVHlodZDodLT01UdAlHJdOkCfPRR/vGZM0CtWsCECQATZiIiIqqE1DqxIKo0AgKkG+xpaABFrN9PREREVNGp9VAookpj4ULppnpubvll8fFAUhJQo4bKwiIiIiJSFn51SlRe2rYFzMzyj6dPBxo0kK4oRURERFTBMbEgUoWsLOlk7rQ0wNlZ1dEQERERlRoTCyJV0NUF/P2B8+eBNm3yy4OCpPtgEBEREVUwJU4srl27hv79+2Pp0qWFngsPD8fs2bMxdOhQLFiwALGxsaUKkqhS0tSUTSri4qTzMBo3Bp4+VVlYRERERCVRosQiKSkJQ4cOxdWrV3Hp0iWZ50JCQtC0aVM8fPgQ3t7eOHfuHDw8PBAXF6fwdbi+OX1Qnj8HtLSkj+rVVR0NERERkUJKlFiMGzcOAwYMQKNGjQo99/3336N69erYvXs3xowZg8OHDyM7OxvLli1T+Dq6urolCY+oYvL0BO7fB/btA/T188vDw1UWEhEREZG8FE4s1qxZg6dPn2LBggVFPn/kyBH069cPmv+/Vr++vj569eqFI0eOlCpQog+ChQVQu3b+8dat0uM//lBdTERERERyUGgfi4cPH2L27Nk4f/58kcOU0tPTERUVBUdHR5lyR0dHbN26tdh2MzMzkZmZKR4nJSUBAHK5QzF96A4dAjIzpfMviIiIiNSY3D0WGRkZGDRoEBYvXow6deoUWScvOTA0NJQpNzY2RsY7Vrrx8/ODmZmZ+HBwcAAgTVSIPmibNkl7LebMyS8rkIQTERERqQu5E4sTJ07g8ePHOH78OPr374/+/fvjxo0buHz5Mvr374+YmBgYGxtDS0sLb968kTk3Li4O5ubmxbY9a9YsJCYmio9wjiknktLQAAYPBvJ6CAUB8PUFhg8HEhNVGxsRERFRAXIPhfLw8MDmzZtlykJCQqCjo4PBgwfDyMgI2traqFevHoKCgmTqBQUFFTnRO4+enh709PQUDJ3oA3TjBnD0qDTR+PZb2Z28iYiIiFRI7sTC3t4e/fv3lylbv3499PX1ZcqHDRuGpUuXYubMmahevTru37+Po0eP4u+//1Ze1EQfKg8P6aZ6T54ADRuqOhoiIiIikdJ33p4yZQpatWoFd3d3dOzYEa1atcKQIUMwfPhwZV+K6MPUqhXw6af5x6Gh0uFS0dGqi4mIiIg+eAqtCvW2WbNmQUtLS6ZMV1cX+/fvx507dxAWFoZatWqhXr16pQqSiN5h5Ejg9GkgI0O6BwYRERGRCpQqsWjTpk2xz7m7u8Pd3b00zRORPH7/HRg7Fli+XNWREBER0QdM6UOhlElbu1R5D9GHoUED6byLGjXyy44fB2JjVRYSERERfXjUOrHgSlFEctLQyP/37dtA375A06YAl24mIiKicsIuAaLKRksLcHAAatcGqlVTdTRERET0gVDrxEIQBFWHQFTxuLkB168DOTmA5v93SubmSnfsNjBQbWz0QUhOTsbGjRtx69YtmJiYoEuXLujWrVuhert378axY8egra2Nvn37omvXriqIloiIlEWth0KlpaWpOgSiisnUFLCwyD/+4QfpMrUvXqguJvogREdHw9PTE0+ePEGrVq1gamqKIUOGYMqUKTL1Zs6ciTFjxqBWrVqoUqUK+vbti+VcgICIqEJT6x4LIlKCxERg5UogKgo4exZwdlZ1RFSJmZiY4MqVKzArsCu8tbU1ZsyYgaVLl0JTUxOhoaH45ZdfsH37dvj6+gIAzM3NMWfOHIwcORKmpqaqCp+IiEpBrXssiEgJzMyAq1eBX3+V3ViPqAwYGBjIJBUAEBISgmrVqkHz/4fmHT9+HDo6Ovjoo4/EOoMGDUJqaioCAgLKM1wiIlIi9lgQfQgcHICCQ1EyMoAlS4AZMzjvgsrE8uXLcfHiRTx//hx6eno4ePCg+NyzZ89gZ2cns/JflSpVoKenh+fPnxfZXmZmJjIzM8XjpKSksgueiIhKhD0WRB+iL78EFiyQLktLVAY8PT3Rp08fdOvWDY8fP8aOHTvE5zIyMmBsbFzoHCMjI2RkZBTZnp+fH8zMzMSHg4NDmcVOREQlwx4Log/RsGHA4cPSHguiMtCmTRu0adMGAODh4YF+/fph2LBhqFmzJszMzBAfHy9TPzc3FwkJCTA3Ny+yvVmzZmHq1KnicVJSEpMLIiI1w8SC6EPk7Q08ewYYGuaXpaYCRkYqC4kqr/r160MQBISHh6NmzZpo1KgRXr9+jZiYGNjY2AAA7t+/j9zcXLi5uRXZhp6eHjdNJSJSc2o9FEpbm3kPUZkpmFRERwPu7oCfH8D9Y6gULl68iJCQEPFYEASsXr0axsbGcHd3BwB069YNFhYW+O2338R6v/76K2rWrIlWrVqVd8hERKQkav2XO7+dIionO3dKezBWrwa++EK6khRRCejp6eHjjz+Grq4uqlSpggcPHkAikWD79u3iMCdjY2Ns3LgRgwYNgr+/PzIzMxEeHo6DBw+KK0cREVHFo9aJBRGVk4kTAW1t6RApJhVUCs2aNcP169dx584dvHz5EtWqVUOjRo2go6MjU6979+4IDQ3FhQsXoK2tjbZt2xY5oZuIiCoODUFQv3EPSUlJMDMzQ0JCQqH10ImonFy8CNSoAdjbqzoSKkN5n7eJiYkVamO6iho3EVFFo8jnrVr3Oaelpak6BKIP0717QI8eQMuWQDH7ChAREREVxKFQRFSYkRFQpQpgawtUq6bqaIiIiKgCYGJBRIU5O0uHQgEAF1EgIiIiOaj1UCgiUiFLS+kjz99/A4sWcTlaIiIiKhJ7LIjo/Z48ka4clZMDNG4M9O6t6oiIiIhIzTCxIKL3q1MHWL5cOqm7Vy9VR0NERERqiIkFEcnnyy+lw6A0NKTHubnSHoy39icgIiKiD5Naz7HQ0tJSdQhEVFBeUiEIwLRp0iFRXBaaiIiIoOaJhb6+vqpDIKKiPHsmncx97Bhw5oyqoyEiIiI1wKFQRKS4WrWAkyelcy569lR1NERERKQGmFgQUcm0aSN95ElNBRITAXt71cVEREREKqPWQ6FSU1NVHQIRySMrC/D1BVq1AoKDVR0NERERqYDCiUV2djZu376NU6dOITQ0tNh6Dx48wNGjR/H06dNSBUhEFUBcHPD8ORAbK/03ERERfXAUGgp1+PBhTJs2DSYmJjA1NcWVK1fQo0cPbNq0Cbq6ugAAiUSCIUOG4NSpU3B3d8eNGzcwdOhQrFq1Chp5K8oQUeVStSpw7px0I72WLVUdDREREamAQomFRCLBmTNnULVqVQBAaGgo6tWrh3///Rfjxo0DACxfvhwBAQEICgqCo6Mj7t69i+bNm6N9+/YYOnSo8l8BEakHOzvpI09kJJCcLN1cj4iIiCo9hYZC9e3bV0wqAMDR0RFmZmZISEgQyzZu3IhBgwbB0dERAODm5oauXbtiw4YNyomYiNRfRATg7S19cM4FERHRB0HhVaGSk5Ph7++P1NRU7NmzBw4ODhg9ejQA6fyLBw8e4Msvv5Q5p3Hjxvj777+LbTMzMxOZmZnicVJSkqJhEZE60dEBdHWlD20uPkdERPQhUPiO/+bNG6xfvx4JCQkICgrChAkTYGpqCgBISUlBTk4OLCwsZM6xsrKS6dV4m5+fHxYuXKhoKESkrmxsAH9/ID0dcHJSdTRERERUDhROLBwdHbFv3z4A0jkWnp6e0NfXx9y5c8UJ3GlpaTLnpKSkQE9Pr9g2Z82ahalTp4rHSUlJcHBwgJaWlqLhEZG6sLWVPb55E7C0BGrUUEk4REREVLZKtY+Fk5MTOnfujDNnzgAADA0NYWdnh/DwcJl64eHhcHZ2LrYdPT09mJqayjwAQF9fvzThEZG6uHED6NBBOuciLEzV0RAREVEZUCixiI2NlTnOycnB/fv3Ua1aNbGse/fu2Lt3L3JzcwFI508cPHgQ3bt3V0K4RFQhVa0q7cGoXh14a6gkERERVQ4KDYXq3r07vLy84O7ujvT0dGzbtg0vX77Eli1bxDpz586Fp6cnBg4ciJ49e2Lr1q3Q0NCQGepERB8Ye3sgMBAwNgZMTFQdDZWDO3fu4MmTJ7C3t0fLli2LHNoaExODs2fPQltbG15eXjA3Ny//QImISGkU6rE4d+4cXFxc4O/vj2vXrqF379549uwZ6tevL9apWbMmbty4AWdnZxw7dgzNmzfHtWvXYG1trXBwqampCp9DRGqqalXZpGLPHuCtYZNU8d26dQtNmzbFZ599hh07duCzzz5DgwYN8OzZM5l6+/fvh7OzM/7880/89NNPqFmzJs6dO6eiqImISBk0BEEQVB3E25KSkmBmZoaIiAiZfTOIqJLYvx/o10+6ed7FixwepUJ5n7eJiYni/LbSuHr1KvT09ODu7g5Augx5hw4dYGBggOPHj4vXrFGjBiZPnoz58+cDAMaOHYsTJ07g2bNnci3coey4iYioaIp83pZq8jYRUYk0aSIdHtW6NYdGVTLNmzcXkwoA0NbWRrdu3XD37l2x7NixY0hKSsLEiRPFssmTJyM0NBQXL14s13iJiEh5uHMVEZU/R0fg2jXAzg7Q0FB1NFTGjh8/LpNs3Lt3D3Z2djJDZOvXrw8tLS3cu3cP7dq1K9QGN1IlIlJ/7LEgItWoUiU/qRAE6ZyLnBzVxkRK97///Q+XL1/GDz/8IJYlJiYWmqitoaEhdrUXxc/PD2ZmZuLDwcGhLMMmIqISYGJBRKo3cybg6wt8+aWqIyElWrNmDb777jts3boVzZo1E8sNDAyKXJwjJSUFBgYGRbY1a9YsJCYmio+390siIiLV41AoIlI9Dw9AUxNo0EDVkZCSrFu3DhMnTsTmzZvRr18/medcXFwQFRWFjIwMcSPUiIgIZGVlwcXFpcj29PT0oKenV+ZxExFRyal1j4WmplqHR0TKMmAAcP8+eywqif/++w8TJkzAxo0bMWDAgELPd+vWDTk5Odi/f79YtnXrVhgbG8Pb27scIyUiImVS6x6L4rrEiagScnXN/3dmJrBpEzByJCd3VzBHjx7FyJEj0atXL6SlpWH9+vXic5999hkAwMHBAbNmzcLYsWPx6NEjZGRkYNmyZfj1119hbGysmsCJiKjU1DqxIKIPkCBIezAOHgSCg4GfflJ1RKSA3NxcDB8+HAAQEBAg81xeYgEAixYtQvPmzXHs2DFoa2vj2LFj7K0gIqrgmFgQkXrR0AA++gjw9wc6d1Z1NKSgnj17omfPnnLV/eijj/DRRx+VcURERFRe1HoSQ1GrhhDRB2DsWODpU6BjR1VHQkRERHJS68SCiD5gVavm//v1a2DJEukwKSIiIlJLHApFROotKwvo1Am4dw9ITwcWLFB1RERERFQE9lgQkXrT1QW+/hpwcACGDVN1NERERFQMJhZEpP5GjQIePgRq1VJ1JERERFQMJhZEVDEYGeX/OygI+PVX1cVCREREhXCOBRFVLNHRgJcXkJAA2NgA/79nAhEREamWWvdYaGqqdXhEpAq2tsDUqUDr1tL9LoiIiEgtqPVf7gYGBqoOgYjU0XffAadPAxYWqo6EiIiI/p9aJxZEREXS0AD09PKPd+8GTpxQXTxERETEORZEVMGdOwcMGgRoawOXLwONG6s6IiIiog+SWicWaWlpMDU1VXUYRKTOWrQAevYEzMwANzdVR0NERPTBUuvEQhAEVYdAROpOVxfYuRPQ0pI+iIiISCU4x4KIKj5dXdmkYu5cYNcu1cVDRET0AVLrHgsiIoUdOAD88AOgqQk8eADUravqiIiIiD4ITCyIqHLp2RMYNw5wdmZSQUREVI6YWBBR5aKlBaxcKVuWkSEdLsVNN4mIiMoM77JEVPloaEgfAJCdDQwcCAwdKk0wiIiIqEyodWKhkfeHARFRSV27Bhw9CuzbBzx5oupoiIiIKi2FEovg4GCMGzcOrq6ucHFxweDBg/H48eNC9fbv34/mzZvDzs4Obdu2RUBAQImCMzQ0LNF5RESiVq2AY8eATZuARo1UHQ0REVGlpVBiMXr0aHh4eGDfvn04duwYBEFA+/bt8fr1a7FOYGAg+vfvj2HDhuHy5cvo0KEDunXrhnv37ik9eCIiuXTsCPj65h+Hhkp7MIiIiEhpNAQFdqETBEFmeFJaWhrMzMywdu1ajBgxAgDQo0cPaGpq4tChQ2K9Jk2aoEmTJli3bp1c10lKSoKZmRkSExO58zYRKVdKCtCmDRAUBKxZA4wapeqIVKosP29TUlIgkUhgYWFRbJ2MjAxoampCV1dXobZ5nyAiKh+KfN4q1GPx9pyHtLQ05ObmwsDAQCw7f/48OnbsKFOvc+fOOH/+vCKXEtsnIlIqfX3A2xuwswO6dFF1NJXSqVOn4OvrCysrK3h6ehZZJyQkBD4+PjAxMYGRkRF69eqFmJiYco6UiIiUqVSTt2fMmAFbW1t07doVgDSjSU5Ohp2dnUw9W1tbREREFNtOZmYmkpKSZB6AtIeEiEiptLWB336T9lg4OOSXx8aqLqZKZvny5RgyZAimT59e5PO5ubno06cPDA0NERsbi4iICERHR+OTTz4p50iJiEiZSpxYLFmyBFu3bsW2bdsKdYtovrVWvLa29juTBD8/P5iZmYkPh4I3eyKismBrm//vq1cBJydg+XKAX2iU2qFDh9C/f39oaxe9VVJgYCCCgoKwdOlSmJmZwcbGBosXL8apU6fw8OHDco6WiIiUpUSJxbJly7BgwQLs27cPXl5eYrmJiQkMDAwQ+9Y3f9HR0bAteBN/y6xZs5CYmCg+wsPDSxIWEVHJbN0KpKUBFy6oOpIPwuXLl2FlZQVXV1exrH379gCAK1euqCosIiIqJYV33v7tt98we/Zs7N27VxwClUdDQwOenp44d+4cvvzyS7E8MDAQLVq0KLZNPT096OnpKRoKEZFy/Por4OYmXTkqby5Zbi536i4jMTExsLGxkSnT1dWFmZlZsfMsMjMzkZmZKR7nDZklIiL1odBd888//8TMmTOxd+9edOvWrcg6kydPxr59+3DgwAFkZ2fj33//xZUrVzBp0iSlBExEpHQaGsDIkYCZWX7ZtGnAiBFAQoLKwqqsNDQ0kJOTU6g8Ozu70FDaPBwyS0Sk/hRKLKZPn47s7GwMHjwY5ubm4uOnn34S6/Tr1w+//PILRo0aBX19fcydOxf//fcf2rRpo/TgiYjKRGgo8OefwMaNwOXLqo6m0rG3t0d0dLRMWWpqKlJTU1G1atUiz+GQWSIi9afQUKioqKgiJ2Hr6+vLHE+aNAmTJk1Cenq6zFK0inp7eVsionLh5AScPQucPAkU7J0VhPyhUlRi7du3R2JiIq5duyYuR3vixAloaGigbdu2RZ7DIbNEROpPocTCrOAwATmUJqkAAENDw1KdT0RUYq1aSR95kpIAHx9g6lTgk0+YYLxDYmIiJBKJuNdR3oIelpaW0NTUhKenJzp37oyxY8dizZo1yMjIwLRp0zBs2DA4OjqqOHoiIiophSdvExF9kP74A7h5E5g/XzrJ+62eWso3dOhQXC4whCxv9ae7d++KQ5127tyJb7/9Fr6+vtDW1ka/fv3w/fffqyReIiJSDiYWRETymD5dukqUp2d+UiEIwJs3gKWlamNTM4cOHXpvHTMzM6xataocoiEiovKi1msppqenqzoEIiIpXV1g1iygU6f8sn37AGdn4PffVRYWERGRulDrxCI3N1fVIRARFW/LFunci2L2XiAiIvqQcCgUEVFJbd8uTS769s0ve/IEePkS6NBBZWERERGpglr3WBARqTVNTWDYMMDYOL9szhygY0dgwQKVhUVERKQKTCyIiJQlNxewt5dO7vb1zS/PzJRO9CYiIqrEmFgQESmLpibw22/Aq1eAm1t++Y8/Ao0aAceOqS42IiKiMsY5FkREylZw+dmcHOC//4DQUCA5WXUxERERlTH2WBARlSUtLeDWLWlPRr9++eU7d0r3xnjxQnWxERERKZFa91gYGRmpOgQiotKzsAC++kq27H//A65fB6ysgJkzVRMXERGRErHHgoiovAkCMH8+0LMnMGpUfvnFi9JejIcPVRcbERFRCal1jwURUaWkoQF89JH0UdCqVcDGjdJN9/7+WzWxERERlZBa91ikp6erOgQiovIzeDDQuzcwcmR+2dOn0qVrd+5UXVxERERyUOsei9zcXFWHQERUfnr0kD4K2rUL2LNHuqLUgAH55VlZgK5u+cZHRET0DmqdWBARffB695YOjWrWLL8sPR1wdATatAHWrwfMzVUVHRERkYiJBRGROqtfX7rBXkFnzgCxsdJlbM3M8stPnpQmGc2aSTfrIyIiKkdMLIiIKpru3YE7d4CICOlE8DyTJ0tXlNq5E+jfX1qWm8skg4iIygXvNkREFY2GBtCoEdCtW35ZRoa0d8PCAujYMb987VqgZk3g55/LP04iIvqgMLEgIqoM9PWlE71jYqTJRZ6AAOnu3ikp+WUSCTB6NLB6tXQSOBERkRIwsSAiqky0tGSPV60CjhwBhg3LL7tzR9qTMWMGoM0RsUREpBxqfUcxMjJSdQhERBWbiYl0TkZBVlbAnDlATg7nXxARkdKodWJBRERlwNkZ+OEH6b+TklQbCxERVRr8qoqIiIiIiEpNrROLjIwMVYdARERlICsrC0uWLIGPjw86d+6Mv/76C7m5uaoOi4iISkGth0Ll5OSoOgQiIioDI0eOxPnz57F06VJkZGRg8uTJCAkJwc9cFpeIqMJS68SCiIgqnwcPHmDz5s3w9/dHhw4dAEi/SBo1ahRmzJgBGxsbFUdIREQlofBQqIyMDGzYsAFff/01bty4UWSdxMRErFixAt9++y3WrFmD9PT0UgdKRESVg7+/P4yMjODl5SWW9erVC9nZ2QgMDFRhZEREVBoKJRYHDhyAi4sLTpw4gd9++w0PHz4sVCc6OhpNmzbFpk2boK+vjz/++AOtW7dGamqq0oImIqKKKywsDHZ2dtAqsOeGhYUFDAwMEBYWVuQ5mZmZSEpKknkQEZF6USixqF27NoKCgrBp06Zi6/zwww/Q1tbGmTNnsHDhQgQEBODly5f4/fffSx0sERFVfBKJBHp6eoXK9fX1IZFIijzHz88PZmZm4sPBwaGswyQiIgUplFjUq1cPVlZW76yzf/9+DBgwQLxpWFhYoFevXti3b1+JgyQiosrDysoKcXFxMmU5OTlISEgo9h4za9YsJCYmio/w8PDyCJWIiBSg1MnbmZmZCAsLg4uLi0y5i4vLOxOLzMxMZGZmiseJiYkAgORmzWCkzfnlRERlJen/l3gVBKHcrtm0aVNER0cjNDQUTk5OAICrV69CEAQ0bdq0yHP09PRkejny4uWQKCKispX3OSvPfUKpf7WnpaUBAExMTGTKTU1NxeeK4ufnh4ULFxYqrxsZqczwiIioGMnJyTAzMyuXa3Xu3BlOTk5YuHAh1q5di5ycHHz//fdo2rRpsYnF2/J6PDgkioiofMhzn1BqYmFkZAQNDQ0kJCTIlL9586ZQslHQrFmzMHXqVPE4ISEBTk5OCAsLK7cbHVVMSUlJcHBwQHh4OExNTVUdDqkx/q4UTRAEJCcnw97evtyuqauriz179mDAgAGoUqUKJBIJqlWrhr1798rdhqWlJQDwPkHvxf/3SV78XSmaIvcJpSYWurq6qFWrFh49eiRT/ujRI9SvX7/Y897u4s5jZmbGHyzJxdTUlL8rJBf+rhSmij/MmzZtiuDgYDx58gTa2tqoVauWQudrakqnCPI+QfLi//skL/6uFCbvfULhfSzeZ+DAgdi+fTvevHkDAAgPD8ehQ4cwcOBAZV+KiIgqME1NTbi6uiqcVBARkXpSqMfiyZMnWLFihXi8adMmXL9+Ha1atcKgQYMAADNnzsTJkyfh6emJNm3awN/fH61bt8bYsWOVGzkREREREakNhRILAwMD1KhRAwCwbNkysbzg8oDGxsa4cOECjh8/jrCwMAwfPhwdO3aEhoaG3NfR09PD/PnzixweRVQQf1dIXvxdqVz48yR58XeF5MXfldLTEMpzjUEiIiIiIqqUlD7HgoiIiIiIPjxMLIiIiIiIqNSYWBARERERUakpdR8LeQUHB2Pnzp1ISUlBu3bt0L179zI5hyq+ly9fYtu2bYiNjUWzZs3g6+srrl//PoGBgdi7dy+6deuGbt26lXGkpGpxcXHYvHkzIiIiUK9ePQwZMgS6urrvPOfRo0c4dOgQ4uLiUL16dQwYMAC2trblFDGVFO8HpCjeD+h9eD9QjnLvsfD394ebmxsePHiAnJwcDB8+HJMmTVL6OVTx3blzBw0bNsTZs2ehra2NadOmwdfXV65zIyMjMWLECKxduxaXL18u40hJ1cLCwtCoUSPs3bsXurq6+Omnn+Dj44OsrKxiz9m0aRPc3Nzw8OFDmJmZ4eDBg6hVqxbu3LlTjpGTong/IEXxfkDvw/uBEgnlrE6dOsK4cePE45MnTwoAhJs3byr1HKr4fHx8hJ49e4rH9+/fFzQ0NIQDBw6887ycnByhQ4cOwu+//y44OTkJ8+fPL+NISdWGDx8uNGvWTJBIJIIgCEJUVJRgZGQkrFixothzmjVrJowcOVI8zs3NFRo0aCBMnDixzOOlkuP9gBTB+wHJg/cD5SnXHouHDx/iyZMnGDZsmFjWqVMnVKtWDfv27VPaOVTxJSYmIiAgQObnXr9+fXh4eLz35+7n5wddXV1+i/mBEAQBBw4cwODBg6GtLR3daWdnhy5durzzd8XW1hYpKSnicXZ2NtLT01GlSpWyDplKiPcDUhTvByQP3g+Up1znWDx58gQA4OLiIlPu7OyM4OBgpZ1DFd/Tp08hCEKhn7uLi8s7f+4XL17EX3/9hZs3b5Z1iKQmoqOjkZiYWOTvyu7du4s9b9WqVRg3bhw6d+4MFxcXXLt2DV27dsW0adPKOmQqId4PSBG8H5C8eD9QnnLtsUhLSwMAmJiYyJSbmpqKzynjHKr4SvJzf/PmDT755BOsWrWK3zJ8QEr6GfH06VPcv38f9vb2cHR0hLW1Na5cuYLo6OgyjZdKjvcDkhfvB6QI3g+Up1x7LPJuBgkJCTA2NhbL37x5U+gbqNKcQxVfwZ97QW/evCn0R0We1atXIz09HadPn8bp06cBAPHx8Th27BjS09OxZMmSMo2ZVKMkvyuCIGDo0KH47LPP4OfnBwCYPXs2fHx88PXXX2Pv3r1lGjOVDO8HJC/eD0hevB8oV7kmFvXr1wcgXdKrevXqAICcnBwEBwejV69eSjuHKr7atWtDW1sbjx49QsuWLcXyR48eoV27dkWe4+3tXWh5UW1tbZibm8PJyalM4yXVsba2ho2NDR49eiRT/ujRI/Hz420JCQmIioqCp6enTLmHhwcOHjxYZrFS6fB+QPLi/YDkxfuBkpX3bPFmzZoJ/fv3F4+3bt0qaGlpCY8fPxbLli1bJvz3338KnUOVT58+fYS2bduKK/2cO3dOACAEBASIdf7991/ht99+K7YNrgLyYZg4caJQt25dISUlRRAEQXj8+LGgq6srbNq0SayzZ88eYeHCheKxvb29zOpCEolEaNasmdCvX7/yC5wUxvsBlRTvB1Qc3g+Up9w3yFu9ejU6d+6Mdu3aoVq1ajh48CAWL16MOnXqiHW2bduGGjVqYMSIEXKfQ5XP8uXL4eXlhRYtWqBevXo4dOgQvvrqK3h5eYl1Dh06hKioKHz11VcqjJRUbeHChTh79iw8PDzQvHlzHDt2DL1798aQIUPEOoGBgdi3bx/mzZsHAPj777/xySef4OHDh3B1dcX58+eRnJyMbdu2qeplkBx4PyAiZeP9QHk0BEEQyvui8fHxOHr0KFJSUtCmTRs0bNhQ5vnt27fD1NRUZjfV951DlVNKSgqOHDmCuLg4NGvWDM2bN5d5/vDhw0hLS8OAAQOKPH/dunWoX7++zHAqqpwyMzNx7Ngxcedtb29vmecDAwPx7NkzjBw5UiyLjY3F2bNnERMTAwcHB3Ts2BF6enrlHDkpivcDKgneD+hdeD9QDpUkFkREREREVLmU63KzRERERERUOTGxICIiIiKiUmNiQUREREREpcbEgoiIiIiISo2JBRERERERlRoTCyIiIiIiKjUmFkREREREVGrlvvM2kTqZPXs2mjVrBl9f33K/9rhx4xAXFwcA2LFjBzQ1NTF16lR07NgRPXv2LPa8RYsWISgoCACwbNkyODg4lEu8REQkv5CQEHzzzTcAgCZNmmDOnDklbksikWDIkCEAAFtbW6xYsUIpMRIpGxMLqpQWL16MW7duFfu8qakp1q1bh9OnT8PQ0LAcI8t3+PBh9O3bF97e3tDQ0AAAnDhxAo6Oju88z8fHB/b29hgzZgwWLFjAxIKISA0lJCRg9+7dWLduHWrXrl2qtrS0tDB48GD4+/vjyJEjSoqQSPmYWFCl5OXlhbp16wKQfriPGTMGM2fORLNmzQAAenp6AAA/Pz9UrVpVZXF6eHigf//+Cp3Trl27Ut+kiIiofPTq1QvW1talakNTUxP9+/dHQkICjh49qqTIiJSPiQVVSm3bthX/HRUVBQBo06YNPvroI5l6J0+eRLNmzeDq6goAmDp1Ktq3b4/4+HhcuXIFWlpaGDt2LBo2bIi1a9fiwoULsLGxwddff12op+DWrVvYtGkToqOjUadOHYwfPx42NjYlin/Lli04e/YsdHR08Omnn8LDw6NE7RARkfL89ddfOHPmTKHyyZMno127du89PyYmBhMmTMDcuXNx9OhRPHz4EI6OjpgyZQokEgn++usvvHjxAo0aNcLkyZOhq6tbFi+DqMxw8jZ90E6fPo2HDx+KxydOnMCnn36KgIAAtG7dGjExMWjTpg26d++OK1euoGPHjggODkb79u2RlZUlnrdjxw507twZRkZG6Ny5M54/f44GDRogIiJC4Zh++OEHHDp0CK1atUJ2djZat26NJ0+eKOX1EhFRybVo0QKDBw8WH46Ojti9ezcyMjLkOj81NRW7d+9Gjx49kJGRAS8vL+zevRsdO3ZEhw4doKOjA29vb/z999/48ssvy/jVECkfeyyI3tKuXTts2LABADBo0CBYWVnBzMwM69atAwD069cPFhYWuHjxIry9vZGeno4JEyZg7dq16Nu3LwBgxIgR6NWrF/73v/9h+fLlCl2/RYsW2LJlCwDg008/xcWLF7Fz585STfwjIqLS8/DwEHuQX758iS+//BKTJ09G586dFWpn7ty5GD9+PACgSpUq6NmzJ/7991989tlnAAATExOMHDkS//zzj1LjJyprTCyI3lKwO1tfXx92dnYyZSYmJrC0tBR7I65du4b4+Hhs2LAB27ZtgyAIEAQBT58+RVpamsLXb9++vcyxi4sLXr16VcJXQ0REypaRkYGPP/4YDRs2xNKlSxU+v+A9pUaNGkWWpaamIikpCaampqWOl6i8MLEgekvexO48mpqaRZbl5uYCkE4OBwBfX1+ZegMHDoSVlZVSrp93LSIiUr3Ro0fjzZs3OH78OLS0tBQ+v+DnvKamZrFl/OynioaJBVEp5U3irlmzJlq1aqXiaIiIqCz973//w4EDB3Dp0iVYWlqqOhwitcLJ20Sl1LhxYzRt2hQzZ85EUlKSWB4cHIzTp0+rMDIiIlKmY8eOYc6cOdi0aRMaNGig6nCI1A57LIhKSUNDA7t370b//v3h4uKCZs2a4fXr18jOzsbq1atVHR4RESnJokWLYG5ujg0bNoiLfADyLzdLVNkxsaBKz8LCAjt37ixyL4i3N8hbtmwZnJ2dZer8+eefqFOnjkzZmjVr0KhRI/G4Ro0auHbtGoKCghAWFgZHR0c0bNjwvWNv//rrLxw6dAg7duyApqZmkdf/5ptvZMbeLlq0CNeuXXv/CyciIqVavHgx4uLiCpU7OTkVe87IkSPRokULzJkzB7a2tti5c6fMfadatWrYuXOnzJw8FxcX7Ny5E0ZGRgAAiUSCIUOGICQkRHkvhqgMaAiCIKg6CKIP0ZEjR8RVo3x9faGhoSHXeefOncPr168BAF26dOGKIUREaigxMREnT54EIF1StuDGrYrKzc3Fnj17AABGRkbo3r27UmIkUjYmFkREREREVGqcvE1ERERERKXGxIKIiIiIiEqNiQUREREREZUaEwsiIiIiIio1JhZERERERFRqTCyIiIiIiKjUmFgQEREREVGpMbEgIiIiIqJSY2JBRERERESlxsSCiIiIiIhKjYkFERERERGVGhMLIiIiIiIqNSYWRERERERUakwsiIiIiIio1JhYEBERERFRqWmrOgCiD8mBAweQlZUFLS0tfPzxxwCAo0ePol69eqhRo4ZSr3XmzBnExcUBAHr06AFDQ0Oltk9EH7ZXr17hxo0b6N27d6nbCg0Nxf3799GjRw8lRFa+7t27h4SEBLRt21bVoZSr8ryfydMu73nqgT0WVOFER0dj165d2LVrF3bv3o2zZ88iPj5e1WHJZcSIEVi6dCl27twplk2YMAGnTp0qsv7169cRGBgoU5aTk4Ndu3bh5s2bMuUJCQnYtWsX3rx5AwA4efIk1q5diwEDBiA6OlrJr4SIKqOCn6979uzBiRMnEBwcDEEQCtW9dOkSRowYoZTrnjlzBmPHjlVKW+Vt06ZN+OGHH1QdRrkrz/vZu9rNw3ueemCPBVU4QUFBGDBgAHr06AEDAwOEhobiwYMHWLp0KcaPH6/q8N5r2rRp6N+/v1x1T58+jZ9//hnR0dHQ0NAAANy4cQMDBgxA69atceHCBbHugQMHMGrUKDHJ+vHHH/H06VPUrl1b+S+CiCqltz9fU1JSEBQUBF1dXcydOxejRo0S61avXh19+vRRYbSkauV1P5MH73nqgYkFVVh///03qlevDgBYtGgRJk2ahF69eqFatWpIT0/HpUuXkJ6eDg8PD9jZ2YnnPXjwALGxsWjfvj0A6Tcjp06dgqenJ5ycnAAAt2/fRkZGBlq2bAlA+q3KtWvXEB8fD1dXV9SsWVMmlrxuWgMDA9y4cQN2dnZo1qxZiV6XRCLBoUOHULNmTfj4+ODbb7/F3bt30ahRIwDSb/a8vb1x8eJFpKamwsjISCz38PCAiYlJia5LRJSn4Odrbm4u/vvvP4wZMwbp6en48ssvAQAODg7w9fWVOS8xMRE3b96EhoYGmjVrVujz6PXr17h58yasrKzQrFkzaGlpyTyfm5uLBw8e4OXLl3Bzc0O1atXE5+Li4nDmzBkAgL6+PmrXro26devKnJ83pKpbt264du0aIiIi0K1bNxgYGCAzMxMXLlyAtrY23N3dER4eXuQQpocPH+LZs2dwcHCAm5sbNDVlB3dkZWXhwoUL0NLSgru7u9zv6bvavX79OgRBQMOGDREUFISUlBR4enrC1NS0RO3Ur18fV65cgUQiQdeuXcX378qVK7Czs4ObmxsuXLgAe3t71K1bF1euXIEgCOI9L8/ly5cBoFC5vJR9P4uPj8ft27dhYGAAT09PaGvzz1h1w58IVQq+vr6YP38+7t27h/DwcPTp0wc2NjawtLTE9evX4efnh8mTJwOQfiP39ddfIyoqCoD0m5FPP/0UM2bMwJIlSwAAU6dORdu2bdGyZUs8fvwYffr0gZaWFpycnHDt2jX06tULa9euFb91mTBhAurWrYtHjx7Bzc0NH330UYkSi7S0NPj6+iIhIQGHDx+GmZkZzMzMEBAQIH4QBwQEYMCAAYiJicGFCxfQpUsXsXzIkCGlfi+JiArS1NTE559/jqCgIMydOxfjxo2Djo4OLl26hNGjRyMhIQEAcOrUKQwYMAD16tWDkZERnj17hr/++gvdu3cHAHz33Xf49ddf0aRJE+Tk5EBTUxOHDh2CpaUlAOnnX8eOHZGRkQFdXV1cuXIFGzduxIABAwAAMTEx2LZtGwAgPT0dly9fRocOHbB9+3bxj+szZ85g6tSpcHNzQ0ZGBhwcHODl5YW4uDj4+PggKysLderUwePHj+Ho6AhjY2McO3YMAJCSkoIhQ4bgxo0baNy4MYKDg2FlZYX9+/eLX05FRkaiQ4cOSEtLQ+3atfH48WM4OTnB2Ni42PdPnnb//PNP3L17F+np6bC3t0dUVBTi4uIQEBAgJk/ythMUFITU1FQ4ODigXr166Nq1K06ePAlfX1+4uLjAyMgIycnJSE5OxtixYzFz5kzxZ/vy5Uvxj/Xs7Gz07dsX8+bNK1Fioez72a5du/Djjz+ibt26CAoKgqOjIwIDA6Grq6twbFSGBKIK5uTJkwIAITw8XCzbt2+fAEC4fv26ULduXWHMmDHic9u3bxe0tbWFhw8fCoIgCJGRkQIA4cGDB4IgCMLnn38uNG3aVGjevLkgCIKQmZkpGBgYCP7+/kJOTo7QoEEDYcGCBWJ7cXFxgpOTk7B27VqxzMnJSahZs6YQFxf3ztjNzMyEnTt3ypQ5OTkJq1evFuLj44VWrVoJXbp0EVJSUsTnP/roI6Fv376CIAiCRCIRjI2Nhfv37wtffPGFMHPmTEEQBOHFixcCAOHkyZMybQcHBwsAhBcvXrz7TSUiEor+fM1z+vRpAYBw7do1QRAEYefOnYKZmZn4vI+Pj/iZJAiC8ObNG+HEiROCIAjCxo0bBV1dXeHixYvi81euXBHCwsIEQRCEf//9VwAg87k6b948wcXFpdhY4+PjBScnJ2HDhg1iWV47y5cvl6k7bNgwoVWrVkJ6erogCIIQFBQk6OjoCF27dhXrjB8/XujatauQkZEhCIIgZGdnC3379hWGDx8u1vnss8+EVq1aCWlpaYIgCMKtW7cEbW1tmXbeJk+7n376qaCvry/cu3dPEARByMnJEby9vYVRo0Yp3I6WlpZw/fp1sUwikQjOzs7C119/LZatWrVKACD4+fkJgiAIycnJgrGxsbB//36xzr59+wR9fX3hzZs3Rb6u8ryfOTk5CQ0aNBASExMFQZDeh83NzYWNGzfKXJ/3PNXj5G2qsI4cOYJdu3Zh2bJlGD9+PDp37ozs7Gw8fvwY3333nVhv4MCBcHFxESeYValSBXXr1hW71AMCAjBv3jzcunULSUlJuHz5MnJyctCqVStcuXIF9+/fR82aNbFv3z7s3bsXAQEBqFOnDvz9/WXiGTFihPjNm6IiIiLQvn17ODg44ODBg2J3MAB06NABgYGByM3NxbVr12BoaIj69evDy8tLfA1nzpyBrq4u2rRpU6LrExG9T9WqVQGg2Imxenp6CAkJQXp6OgDA3NwcnTt3BgCsX78eAwYMQKtWrcT6zZs3h4ODg3hsaGiIzz//XDzu0KEDnj9/jqysLLEsNzcXN27cwIEDB+Dv7w9nZ2dxuE4eHR0dTJw4UTwWBAG7du3CV199BX19fQCAm5ub2JMCSL+d37hxI9zd3XH06FHs3bsX+/fvR40aNcTPekEQsH37dnz11VcwMDAAADRu3FimnbfJ024eHx8fNGjQAIC0l8jb2xuPHj1SuJ127drJ9Jhfv34dL168wLfffiuWjR49WuZ+ZWxsjEGDBmHdunVi2bp16/Dxxx/D3Ny82NdXlLK6n40YMUIcGmZpaYnGjRuL7w+pDw6Fogpr//79MDQ0hJWVFRYvXozhw4dj79690NbWlrlZAUCtWrUQEhIiHnt7e+PMmTPo1asXoqKi0L17d9SvXx/nzp3DjRs30KJFCxgYGODFixfQ1NTE/v37ZdozNTUtNLbX3t6+xK/lp59+gpmZGdatW1eoW9fHxwdTp07FnTt3cObMGXh5eQEAvLy8MHToUCQnJ+PMmTNo2bKleLMjIlK2lJQUAJD5Q7GgX375BSNHjoStrS3atGmDjz76CGPGjIGenh5CQ0PFz67iWFhYiMNLAWmiIggCsrKyoKuri6dPn6Jbt27Izs6Gq6srjI2NERYWBmtra5l2bGxsZMbex8TEICMjA87OzjL1nJ2dxT9Mo6OjkZqaimvXruHZs2cy9fLmYMTExCA9Pb1QOzVr1iz2D1x52s3z9hdTenp6yMjIULidt+9FYWFh0NfXR5UqVcQyLS2tQvfJ0aNHo127dnj9+jUA6Zd3ecPEFFFW97N3vT+kPphYUIVVcHJhHisrK2RnZyM1NVVmzGt8fDzq168vHnt7e+Orr77C6dOn0bp1a+jq6sLb2xsBAQG4ceMGvL29AQAmJibIzc3FihUrYGtr+854Ct4QFbVgwQJs27YN/fr1w/79+8Vv1QDA3d0dlpaWOHPmDM6cOSOuF25nZwcXFxecO3cOAQEBMqu1EBEp26VLl6CpqQk3N7cin2/QoAGuXLmCiIgInD59GosXL8apU6ewb98+mJmZiXsMlNT8+fPh5uaGvXv3imUDBgwotBTu25/F5ubm0NTUFOeC5Cl4bGxsDA0NDYwfPx4DBw4s8vrytPM2edqVhyLtvP36LS0tkZGRgYyMDJl7y9txt2zZEq6urti4cSMEQUD16tXRoUMHhWPl/ezDxqFQVKk0btwYRkZGMjeesLAwXL9+XaZb1dvbGzExMVixYoWYRHh7e+P48eO4fPmyWNa2bVsYGRnhn3/+kbmOIAjitzrKYGlpiVOnTiE6Ohp9+vSR+RZGQ0MDXl5eOH78OC5evCjGBki/5Vm9ejXCw8Ph4+OjtHiIiAqKjIzEzz//jIEDBxY75DMyMhKA9BvzYcOGYcaMGbh48SIAoHPnztizZ484TAoAMjMzxV4QeWMo+AVRQkKCOHzmXXR1ddG0aVMcPHhQLMvKysKJEyfEY1NTU7Rs2RKrV68u9nXp6urCw8NDpgc7PT39nd/qy9OuPErTTuPGjWFgYIBDhw6JZXfv3kVoaGihuqNHj8a///6Lf//9F5999lmJvjDj/ezDxh4LqlSsrKwwf/58TJgwAWFhYbC0tMTy5cvRvn17mfXW8+ZZXL16Fb/++isA6Yfa/fv3oa2tLY4DtrCwwJ9//omxY8ciNDQUbdq0QWRkJHbv3o1vvvkGgwcPVlrseR/GHTt2RN++fbFv3z7xmx4fHx9MnjwZNjY2MjdWLy8vDBs2DAYGBiVeDpCI6G1HjhyBpaUlUlNTcefOHWzYsAGNGjXCypUriz1n8ODBqFmzJtq0aQOJRIJly5aJy9F+++23OHDgAFq1aoXRo0cjJycHmzZtwrZt2965olJBvXr1wqJFi2BlZQVDQ0P89ddfyM7OluvcxYsXo2fPntDW1oabmxs2bNiAzMxMmT+cV6xYgY4dO6JTp04YOHAgMjIy4O/vj+rVq+Ovv/4CIN0roVu3buKStevXr4dEInnnteVpVx4lbcfa2hrTpk3D6NGj8fz5cxgZGWHZsmUwMTEplDgMHz4c3377LbKysvDZZ5/JHdvbeD/7cDGxoArHzs4Ovr6+MDQ0LPL56dOno379+ti/fz8ePXqEyZMnF9mt+uWXX+Ls2bNo3rw5AGkSMXHiRBgYGMiM7fzss8/QpEkTbN68GSdPnkSNGjWwdu1amfXLe/ToUWjcbXEuX74MLS0tsQu44LlWVlbw9/fH1KlTsWnTJowePRoA0L17dwQGBhZawtbHxwf9+vVD3bp1C41lPXPmDO7fvy9XTEREQP7n64kTJ6CpqQkjIyM4Oztj//79hSbTvr1Bnr+/PzZv3ozz589DS0sLCxYsEIftmJub4+rVq1i7dq24l8L69evh4uICAKhRowZ69uwp076VlRV8fX3F+RJff/01bGxscOrUKejo6GD+/PmIj49HcnKyeE5R7QBAly5d4O/vj40bN+LGjRuYOHEiTp06Je7sDEi/2b9//z7WrVuHs2fPwtraGmPHjpVpr2PHjggICMD69etx48YNTJo0CRKJRGYO39vkadfT0xM5OTky57m6uqJjx46lbgeQ7vVUu3ZtnDx5EnZ2dtiyZQuGDRtWKKmztLSEl5cXcnNzxX2d3qW87mdF3WPbtWsnM0+E9zz1oCG8PTiRiMrMp59+itTUVOjq6mLLli1leq3Zs2fjyZMnAICVK1fCxsamTK9HRKSuUlJSoK+vLyYpEokE9erVw6hRozBr1iwVR1f2EhISZFZ3Cg4ORr169XDu3DmZlbqSk5Nhb2+PdevWifuHFKc872fy4D1PPTCxICIiokrt2bNnGD58OAYPHgw9PT1s3LgRL1++xPXr1wutKlUZbdiwAQcPHkTXrl2RmJiI3377DW5ubjh8+DAA6TK+u3fvxvbt23H//n3cu3ev0K7oRPJgYkFERESV3s2bN7F161bExcWhXr16GDdunLgvwodg3759OHHiBARBQMuWLTF8+HBxx3KJRIJPPvkENjY2+Oabb1CzZk0VR0sVFRMLIiIiIiIqNS43S0REREREpcbEgoiIiIiISo3LzRIRkVK8efMG5ubmcm2q9erVq0I7Jpubm8u9pwEREakftZxjkZubi4iIiCI3byEiIuURBEFcYjJvIqciYmJisGTJEvz333/Izs5GVlYWRowYgaVLlxa71wwAaGtrw8LCAnp6emLZwoULi9xzpii8TxARlQ9F7hNq2WMREREhs+kJERGVrfDwcFSvXl3h886dO4eqVavi0aNHsLKyQnBwMDp37oycnBz8888/7zx348aN6NatW4ni5X2CiKh8yXOfUMvEwsTEBADw+PFjVKlSRcXREBFVXklJSXBwcBA/dxXVr18/mePatWtj5MiRWL169XvPzc7ORmxsbIn2EeB9goiofChyn1DLxCKvW9vExOSDWmOaiEhVlDmc6OnTp3L9sf/xxx/D0NAQgiDgs88+w48//ij3HAveJ4iIypc89wmuCkVEREpz+vRpbN68GVOmTHlnvZkzZyI6OhqJiYk4ffo09u7di4kTJxZbPzMzE0lJSTIPIiJSL2qdWLxr4h8REamXW7duwdfXF5MnT8Ynn3zyzro//PADLCwsAAAeHh5YtGgRNm3ahLS0tCLr+/n5wczMTHzkza/gfYKISH2odWLBlT6IiCqGO3fuoHPnzhg2bBh+/fVXhc+vWbMmcnNzERYWVuTzs2bNQmJiovgIDw8HwPsEEZE6Ucs5FkREVHEEBQWhY8eOGDx4MP74448i67x8+VLcpyI3N7fQkoWXL1+Grq5usSuO6OnpySxNS0RE6kfpicX58+cREBAgU6avr49vvvlG4bYyMzOVFBUREZWFhw8fomPHjvD29sbMmTPx8uVL8bmCSYKDgwOWLVuGr7/+GuvWrcO9e/fg6+sLGxsbnDp1Ct9//z2+/vprhTfI432CiEh9KD2xCAgIwKpVq/DZZ5+JZSXtqs7OzlZSVEREVBbOnDkDPT09XL58GS1btpR5rmCSUa1aNXGpws8//xz//vsv5s2bh8jISDg7O2Pt2rUYNGiQwtfnfYKISH0ofeftH374AYcOHcLly5dL3EZSUhLMzMwQERGBqlWrKjE6IiIqKO/zNjExsUIt28r7BBFR+VDkPlEmcyzi4+Px22+/QV9fH56enmjatGnJGrp0CXhr8yUiIiIiIioliQSIiwNiY4t+vHkjfcTGyt1kmSQWGhoaePLkCRISEjB58mSMGDEC//zzT7H1MzMzZcbJiuuT//gjEwsiIiIiovcRBCA5GYiMBCIi8v8bFVV04pCYqPQQlJ5Y9O/fH7NmzYKWlhYAYNKkSWjbti06duxY7PhZPz8/LFy4sPAT0dHKDo+IiIiIqGLJzQVevwZCQ4GQECA8XJo05CUQeUlEMXsBFUtDA7CyAqytZR9WVoClJWBhAejpAZ9+Kl9zyp5jUZTmzZujadOmWLVqVZHPF9Vj4eDggAgLC1SNjy/r8IiIPlicY0FEpAYEQZoYPHuWnzyEhso+srLka8vEBLC3B6pWzX/Y2BROHmxsAHNz4P87A4qj8jkWb9PU1ERKSkqxzxe7PrlEUoZRERERERGVo7g44MkTIDhY+t+8R3Dw+3sbNDWBatWAGjUAR0fpv/MSh4KJhJFRubyUoig9sbh586bMZO2bN2/ixo0bGD16tMJtGTCxICKidzAwMFB1CEREhcXHA3fvAvfu5f/34UNpeXG0tAAnJ2niUPC/ef+uVg3Q0SmnF1AySk8s5s2bh6ysLDRp0gSxsbHYtm0bBgwYILOvhbw0c3KUHR4REVUib+/gTURUrnJygEePgJs3gTt38pOIiIjiz6leHahTB6hdW/rfvIezs9onDu+j9MTi0KFDOHfuHK5cuQInJydMmDABHh4eJWssO1s65qyEG+wRERERESmFIEiHLV25Aly/Dty4Ady+XfwQJicnwM0NaNhQ+t/69aXJhAqHKpW1Mplj0a5dO7Rr167U7WQB0lnw75lUQkREH6YseSczEhEpKj1dmkBcvAhcuCD9b1xc4XpGRkCTJkDjxtIEws0NaNAAqEALYihLuUzeLikJIJ3AzcSCiIiKIOFcPCJSlsREICAAOHtWmkjcvFl4ISF9faBZM8DDQ/po1kw6jIl/qwJQ88QCgPQHqq+v6iiIiIiIqDLJyAAuXQJOnQL8/YFr16QjZQqyswPatMl/NGkC6OqqJt4KQP0TC07gJiIiIiJlePoUOHQIOHIEOH9eOtypoDp1AB8foG1boHVr6YRqzvWVm/onFtnZqo6AiIiIiCoiiUQ6N+LgQWlC8fix7PNVqgAdOwKdOkn/6+CgmjgrCSYWRERERFR5ZGVJhzbt2AHs3w+8eZP/nLY24OUF9OwJdOkiXamJPRJKw8SCiIiIiCq2gsnEvn1AQkL+c9bW0kTio4+Azp0BMzNVRVnpMbEgIiIioopHEIDLl4H//pMmFAV7JqpUAfr3BwYMkE665qpN5UKtEwsDgIkFEREVy8DAQNUhEFF5CwkBNm4ENmyQTsbOw2RC5dQ6sdAEmFgQEVGxNDU1VR0CEZWH9HRpr8S//wKBgfnlRkaAry8wYgTg7c1kQsXUOrEAwMSCiIiI6EP16BHw99/A+vX58yY0NIAOHaTJRL9+gLGxKiOkAtQ6scgCmFgQEVGxsrKyVB0CESlbVpZ0AvbKldKdsPM4OQFjxgDDhwOOjqqKjt5BrRMLCcDEgoiIiiWRSFQdAhEpS2wssGoV8NdfQFSUtExTU7qa0/jx0uVhOdRJral1YgGAiQURERFRZfbwIbB8uXQydkaGtKxqVWD0aOmDvRMVBhMLIiIiIipfggCcOgUsWwYcPZpf3qwZMHWqdGUnHR3VxUclwsSCiIiIiMpHbi6wZw/w44/ArVvSMg0NoE8faULRti13wq7AmFgQERERUdnKzga2bgX8/KRDnwDpUrEjRwKTJwMuLqqNj5SCiQURERERlY3MTOlSsUuWAC9eSMvMzYGvvpI+rKxUGR0pGRMLIiIiIlKuzExgzRppD8WrV9IyGxvpcKcvvgBMTVUbH5UJtU4s9AEmFkREVCx9fX1Vh0BEBWVnS1d3WrQICA2VllWrBkyfLt2DwtBQtfFRmVLrxEILYGJBRETF0uKa9kTqITcX2LEDmD8fePJEWla1KvDdd8CoUYCenmrjo3Kh1okFACYWREREROpKEICDB4G5c4GgIGmZlRUwaxYwYQJ7KD4wap1YZAFMLIiIqFhZWVmqDoHow3XlCjBtGnDhgvTY1BT45hvg668BExOVhkaqodaJhQRgYkFERMWSSCSqDoHow/P8ubRHYscO6bGBgXTJ2OnTAUtL1cZGKqXWiQUAJhZERERE6iA+Hli8GPjjD0AikW5k9/nn0ona1aqpOjpSA0wsiIiIiKh4mZnAihXA998Db95Iy7p0Af73P8DdXbWxkVpR/8SC3dxEREREqnH4sHTOxNOn0mM3N+Dnn4GuXVUaFqkn9U8sEhNVHQEREb3DmzdvsGfPHjx58gT29vYYOHAgqlat+t7zAgMDcezYMWhra6N3797w9PQsh2iJSC5Pn0oTisOHpcdVqkiHQX36KcBlnqkYmqoO4L2iolQdARERFePEiRNo0qQJLl++DEtLS5w7dw61atVCQEDAO89bsmQJevbsiezsbCQkJKBt27b4999/yydoIipeSgowezbQoIE0qdDRkU7KfvIEGDmSSQW9k/r3WISFqToCIiIqRu3atXH37l2YFFhacvDgwZg+fTquXbtW5DmRkZGYN28eVq9ejREjRgAAqlatiilTpvxfe/cdFsXZtQH8XtqCVDsWxN6wxi72XrAnGks0luQ1lmiqGmOqiZqYhFjeqDHqG43RoFHsEezYUaLYCTaiYhcE6cz3x/lYRUEpuzuz7P27rrlkZnd2D7K7z555ysGAAQNQiOveE5mfogCrV8tysdeuybHOnYEffwSqVVM3NrIYmu6xcASAEyfUDoOIiLJRoUKFTEkFAPj4+CD6Ob3NW7duBQC8/PLLhmOvvfYaYmJisGfPnlw9v6OjY67uT0RZOHMGaNsWGDhQkooKFYDAQGDrViYVlCuaTixsAemxuHVL7VCIiCgHkpKS8Ntvv6F169bZ3iciIgKenp6Zeia8vLxgb2+PiIiIbB83NjY20wYAthyWQZR3CQnAxx8D9eoBe/ZIPYovv5REo2dPWU6WKBc0nVigTh35d+NGdeMgIqIXUhQFb7zxBu7fv49Zs2Zle7+EhIRnejkAwNXVFY8ePcrynBkzZsDd3d2weXl5GS1uIqsUFCQrPH31lazA2aMHcPasJBrsCaQ80nRikeLnJz9wQh8RkeaNHz8eW7ZsQVBQEMo8p1iWi4sLHjx4kOmYoiiIiYmBm5tbludMmTIFMTExhi0qKgoAK28T5drNm8DgwVKHIjJSCtv9+acMffL2Vjs6snCaTiySX3kFcHAA9u8HXrDCCBERqeftt9/G77//juDgYNTJ6G3ORsYcjPsZhbYAXLhwAWlpaahZs2aW5+j1eri5uWXaACA5Odl4vwRRQZaeDvz8M1C9OrByJWBjA0yYIL0Uffpw2BMZhaYTC5QsCYwaJT+PH89ieUREGjRx4kSsXLkSO3bsQL169bK8z7hx4wxL0Hbt2hWFChXCokWLDLfPnz8fZcqUga+vrxkiJrIy584BrVoBb74JPHgAvPQScPgw4O8PZDEskSivTLrc7I0bN7B69WpUqVIF3bt3z9uDfPEF8McfwKlTUunxo4+MGyQREeXZ0qVL8eOPP6JNmzZYvHhxptvmzZtn+Hn+/PmoXLky2rRpAw8PDyxatAgjRoxASEgIEhMTcejQIfz555+wt7c3969AVHClpgLffQd8+imQlAQ4OwPTpwPjxgF22q84QJbHZK+q9PR0DBkyBIcPH0aXLl3ynlgULQp8/z0wdKi8MTp1Aho2NG6wRESUJ3Xr1sXcuXNfeL+5c+eiZcuWhv1XX30VzZs3x86dO2FnZ4fly5fD09PTlKESWZdTp4Dhw4HQUNnv3BlYtAgoV07duKhA0ymKopjigadPn45jx44hJSUFjo6OWLNmTY7PjY2Nhbu7O65fv45SpUpJ0ZZXXgHWrgWqVAGOHwdcXEwRNhGRVcn4vH3exGkteqadICKRkgLMnCnLxqakAB4ewA8/AMOGcR4F5Ulu2gmTzLHYv38/Fi1ahJ9//tk4D6jTSZZdtiwQEQFMnGicxyUiIiIqKMLCgEaNgE8+kaSiZ0/g9Gng9deZVJBZGD2xuH//PgYPHozFixejWLFiOTonu8JHmRQpAixfLm+MX36ReRdERERE1i4pSepPNGoEnDgh35l++w1Yvx4oXVrt6MiKGD2xGDlyJHr37o1OnTrl+JzsCh/p9frMd2zTBpg8WX4eMQI4edJIURMRkSV6pp0gsjbh4UDjxlLoLi0NePllqZw9aBB7KcjsjJpY7NixA5s3b0apUqXg7+8Pf39/XLp0Cf/88w/8/f2z7olA9oWP7LJaseCLL4AOHYD4eKBXL+DOHWP+CkREZEGybCeIrEFamqyW2bChXGgtVgwICJCtZEm1oyMrZdRP5BIlSuCtt97CjRs3DMcSEhKQnJyMy5cvIzU1Ncvz9Hp9zq862dkBq1dLdh4ZKZn5tm0sP09ERETW4dIlmYy9b5/s9+ghxe+YUJDKjJpY1K5dG/7+/pmO/fPPP3B0dHzmeE6kZFcQr0gRKT3frBmwZw8wcKBk6LxyRURkVbJtJ4gKIkUBliyRRWzi4mSFTH9/GR7OYU+kAZquvJ2cnJz9jT4+wIYNgF4vk5P+8x95wxERkdV4bjtBVJDcvClDwEeNkqSiRQuZqD1yJJMK0gyTJxa9evWCn5+faR68TRtg1SrAxkYy+IyJ3UREREQFRWAgULs2sHEj4OAAfPMNsHs3ULGi2pERZWLysUNvvPGGaZ+gd28ZVzhypLzRdDpgxgxm70RERGTZHj0C3nsPWLBA9uvUkaX369RRNy6ibGh6KFSOjRgBfP+9/DxrFvDmm7JaAhEREZElCg+XuhQZScUHHwBHjjCpIE0rGIkFALzzjvRc2NgAixcDffsCMTFqR0VERESUc4oCzJsnScWZM4CnJ7B9u4zKYN0W0riCk1gAMqHpjz9k/OGGDfKmDA9XOyoiIiKiF7tzRyZojx8v1bS7d5caFR07qh0ZUY4UrMQCAPr1A0JCgHLlgIgIoEkTKWtPREREpFU7dsgwp4wJ2j/+KD8XL652ZEQ5punEIsdF857WqBFw7BjQqROQkAAMGQIMHSpLtRERUYGR53aCSCtSUmRVy44dgRs3gOrVZS7F229zIRqyOJpOLOzyU/CuWDFgyxbgk0/kjbl8OVCtGjB3LpBNBXAiIrIs+WoniNR2+bLUo5g1S+ZWvPmmXBitW1ftyIjyRNOJRb7Z2gKffw4cPAg0aCCTud9+W35eu5YrRxEREZE6NmwA6teX3gkPD2DNGmDhQqBQIbUjI8ozTScWqcbqWWjSBDh8GPjpJ6BwYZkI9fLLQNWqwOzZwN27xnkeIiIyK6O1E0TmkpICvP++TNJ+8ABo3Bj4+2+ZI0pk4TSdWCQlJRnvwWxtgdGjgQsXgI8/lqsDFy/KutBlygADBgB//ilzMoiIyCIYtZ0gMrWoKKB1a+C772R/4kRg3z7A21vVsIiMRdOJhUkUKwZ8+SXw779S96JePVnS7Y8/5GpBiRJAz54y3nH/frmNiIiIKD+2bJHvHAcPAu7ucjHzhx9kBSiiAsJ6Z705O0vdi5EjZaLU6tWSXFy9Ksu7bdwo99PrgYYNZXKVry/QvDlQtKi6sRMREZFlSE2VkRKzZsl+gwbyfaNiRXXjIjIB600sMuh0kjg0bChVLY8fB/bulVoYISHArVvSc7F//+NzSpUCfHxkq1nz8c8eHqr9GkRERKQx164Br74q3ycAYNw4mdvJZZKpgGJi8SSdTq4kNGgAvPOOLP0WGfk4ydi/Hzh3TtaZvnEDCA7OfH7p0pJoVKwIlC8vYyYz/i1VCrCxvpFnREREVmnHDkkq7twBXF2BX34BXnlF7aiITIqJxfPodEDlyrK9/roci40FzpyR7fRp2c6ckQlZ16/LlhV7e6kG7u0tW+nSj7dSpeRfT0+5HxEREVkmRZFhT1OnAunpMq8iIEC+SxAVcEwscsvNDWjaVLYnZSQcZ89KwZvLl4ErV2SLipLl5SIjZcuOTgcULy6JRsmSMpG8eHH5N6ufnZ1ZlZOIiEgrYmPlQuS6dbI/fDgwfz7g5KRqWETmounEwsGSVkrILuEAZOLW9euPk42rV2UoVUYPx/Xrsp+aKnM6bt3K2XM6OT1ONJ5OPJ7eihfnyhNEVOBYVDtBBduZM0DfvsD589Lezp0LvPEGLwCSVdF0YmFfUIYF2dnJMKhy5bK/T3q6FOrLSDRu336cZGT1c0KCbBm9Ijnh4SFDrqpWla1Klcc/lyzJDz8isjgFpp0gyxYQIL0T8fFA2bLA2rVS+I7Iymg6sbAqNjbSq1C8OFC37vPvqyjy4ZWRZDyZeNy8+fjnJ5ORtDSp8PnggVxVeZqrK1CjBvDSS7JCVoMGstIVG20iIqKspaYCkyc/LnjXrh2wapW05URWSNOJRWpqqtohaJNOB7i4yFahwovvn54O3L8vScbVq0BEhFQgz9guXwYePgSOHJEtg14vSU6DBpmTDTtNv2yIyIqwnSDV3Lwpqz7t3i37H34IfPUV20iyapp+9Sex6rVx2NhIUb+iRaVXonPnzLcnJgIXLwLh4VIsMGOLiXk22XB1BVq3lqsy7doBtWtzGV0iUg3bCVLFoUPAyy9LnQoXF2DZMqBfP7WjIlKdphMLMhNHR6m/UbMmMGCAHEtPl2QjNDRzshEbC2zaJBsgyUrbtpJktG8v8zY4V4OIiAqqX34B3npLVnusXl1WgKpeXe2oiDSBiQVlzcbmcQ2PV1+VY2lpwIkTwM6dsu3dKxPO16yRDQDKlHncm9Gpk0wWJyIisnQpKcC77wLz5sl+v37A0qXSk09EAACdoiiK2kE8LTY2Fu7u7rh+/TpKlSqldjiUnZQU4OhRSTJ27AAOHACSkzPfp2FDoEcP2erVY28GkcZkfN7GxMTAzc1N7XByjO0EmdWdO1I1O2M+xZdfSgE8tmlkBXLTTjCxIONJSJDkYtcuIChIko4nX15eXoCfnyQZbdvKECwiUhUTC6IXOHEC6NVLlnZ3cQFWrJB9IiuRm3aCs27JeJycZJ7F9OnA4cNSj2PxYvkALlRIKpD/9BPQrZsU7XvtNWDjRoCTL4mISIsCAoDmzSWpqFRJJm0zqSDKFhMLMh1PT2DkSGD9eulG3rwZ+M9/ZN7Fw4dy1adnTynON3w4sG2bDK8iIouUlJSER48e5ei+8fHxiIuLy7Sl8P1PWpGeDkybBvTvDzx6BHTsKCsk+vioHRmRpmk6sXBwcFA7BDIWJyfpqViwQHouDhwAJkyQJCMmRpbq69pVkpE33gCCg2WyOBFpXkhICAYPHgx3d3fUqVMnR+e4u7ujePHi8PT0NGw///xzrp+b7QQZXWws0Lu39L4DwHvvAVu2AEWKqBoWkSXQ9BwLSxvzS3mQng6EhAB//CFdzrduPb6tbFlg2DDg9ddldSoiMjpjfN527NgRw4YNw+nTpxEQEIB//vnnhefY2dlh06ZN6NKlS56ek+0EmUREhAx1OntWisT+/LMM2yWyYpxjQZbDxgZo1UqW77t+XVaXevNNoHBh4N9/pYpplSpyn6VLgbg4tSMmoqcEBQVhyJAh0Ov1uT6Xw59IM4KCgMaNJakoXRrYt49JBVEuaTqxSONQGOtiayv1LxYulCRj9WqgSxdZzm/fPmDECBkqNWKE7Guvs42IcqFv375wcnKCl5cXPvnkkzxV0WY7QUYxf74Mx33wAGjWTIrDNmqkdlREFkfTiUViYqLaIZBaHB1l0tzWrcDVq9JzUbkyEB8vPRetWkml03nzZCI4EVmU0aNH4+zZs0hMTMTSpUuxaNEivPPOO9nePykpCbGxsZk2gO0E5VNqKjB+PDBunMzrGzpUlkznEsZEeaLpxIIIgMy1+Ogj4MKFxz0XLi6yP368VPueMEHGxhKRRZg3bx68vb1hZ2eHDh064PPPP8eiRYuyTRRmzJgBd3d3w+bl5WXmiKnAiYmR2koZlbRnzJCFRPIwpI+IBBMLshw6HdCiBfDLLzJUat48oFo16bGYMweoWlVWntq2TSaFE5HFqF69OtLS0nDlypUsb58yZQpiYmIMW1RUlJkjpALl4kUZ8vTXX1Jn6c8/gcmTWUmbKJ+YWJBlcnUFxo4FzpyRhqF7d2kQtm6VcbLVqwNz58qygUSkuhfVqTh+/DhsbW2zraKt1+vh5uaWaSPKk337Hk/SLlNG9vv0UTsqogKBiQVZNhsboFMnYNMmGRo1cSLg5ibDot5+W4ZRvf223EZEJpGQkIC4uDgkJydDURRDwbsnVzN3dXXF/PnzAQBLlizBZ599hvDwcERHR2PFihX4/PPPMXr0aCYMZFrLlgHt2wN37wINGkjRu5deUjsqogLDJIlFQkICdu/ejTVr1uDkyZOmeAqiZ1WuDPzwgyxTO3++9Fo8fCg9F9WqyTCprVs5TIrIyHr16gVPT0/MmTMHN2/eNBS8u3HjhuE+zs7OhmJ2gwcPhouLC4YOHYp69eph/vz5mDVrFn788Ue1fgUq6NLTZajT8OFASgrw8svA3r2yrCwRGY3RC+QFBARgypQpqFChAtzc3LB79240aNAA69evR6FChXL0GBmFOK5fv55ttzjRCymKVPCeMwfYvPnx8rRVqkgvxsiRUhGcyIpZaqE5thOUY/HxwJAhwPr1sj91KvDFF9LjTUQvpGqBPHd3dxw7dgxBQUFYu3Ytzpw5gwMHDmDJkiW5fix7e3tjh0fWRKcDOnYENm6UoVHvvPN4mNT48UCFCsB330mjQ0QWie0EPde//wItW0pS4eAALF8OTJ/OpILIRIz+zurUqRPc3d0N+8WKFYOzs3Oe1hrP6DYnyrdKlYDvvweuXZNhUuXLAzdvAu+/Lz/PmMGJ3kQWiO0EZSssTCZph4UBxYsDO3dKzwURmYzRh0IBwIMHD7B+/XrEx8dj/f93Pa5ZsyZTwvGkpKSkTBVXY2Nj4eXlZXFd82RBUlKAFSuk8F5kpBzz8JAhUhMmAEWKqBoekblY+lAoS4ubzGTLFimyGh8P1Kwpw2HLl1c7KiKLpOpQKACIj4/H7t27ERQUhFOnTqFq1arQP6fgTHaFj9LS0kwRHhFgby+T+M6dkwSjRg3gwQMZd+vtLZP8bt1SO0oiegG2E/SMBQuAHj0kqWjXDti/n0kFkZmYpMfiSbdu3UL9+vXx+uuv46uvvsryPtn1WHBSHplNeroUSJo+HThxQo45OUkPxqRJQOHC6sZHZCKWeuWfk7fpGRkrP337rey//jqwcKHMrSCiPFO9x+JJJUqUQJs2bXDw4MFs78PCR6Q6GxtZfjAsTCZ7N24MJCQAs2YBFSsC33wj+0REpD0JCcCAAY+Tii++AJYsYVJBZGZGTyyioqIy7ScnJyMsLAze3t7Gfioi49PpAD8/4NAhSTBq1ZIhUpMmSS2MZcsADr0gItKO27el6N2aNTLMdflyYNo0+TwnIrOyM/YD9u/fHz4+Pqhbty4SEhIQEBCAhw8fYtq0acZ+KiLTyUgwunaVORjTpgFRUTIv4/vvgZkz5TY2XERE6rlwQYqfRkbKAhzr1wOtW6sdFZHVMnqPxb59+9C+fXtERkbi9u3bGDt2LCIiIlCxYkVjPxWR6dnaAsOGSeP1zTfScIWHA927yxWyY8fUjpCIyDrt2wc0ayZJRYUKwIEDTCqIVGbyydt5wUl5pFn370vNizlzgIwFBwYNkmVrueoIWSBO3iaLtGqVXPRJTpY5cRs3AiVKqB0VUYGkqcnbRAVK4cLSc3H+/ONCSytXyvyL99+X+RhERGQaiiIXdwYOlKSiTx9g1y4mFUQaoenEwt7eXu0QiLLm7S0TBI8dk3XSk5OB774DqlQBfv6ZE7yJzITthBVJTQVGjwY++kj2330XCAgAChVSNy4iMtB0YuHAZeJI6156CQgOliqvNWoAd+4Ab74JNGokRZmIyKTYTliJR4+Avn2BRYtk0Yy5c+Vijq2t2pER0RM0nVgQWQSdTlaIOnEC8PcH3N2lHkaLFjJc6to1tSMkIrJcd+7IYhkbNwKOjsDatcC4cWpHRURZ0HRikZ6ernYIRDlnbw9MmCArSI0aJQnHb7/J/ItvvpHhUkRkVGwnCrhLlwBfX6ktVLiw9BD36aN2VESUDU0nFgmsdEyWqEQJmWdx9KgshRgfLwX26taVRpGIjIbtRAF2/Lh8hl64AJQrJ8NLfX3VjoqInkPTiQWRRWvQAAgJkWrdJUoA584BHTvKaiY3b6odHRGRdm3fLjUpbt6UizIHD8o8NiLSNCYWRKZkY/O4wN6ECbK/apU0kEuXytKJRET02PLlUoQ0Lk7mVuzZA5QurXZURJQDTCyIzMHdXSZ2HzkC1K8vhfZGjJBGMyJC7eiIiNSnKMDMmcDQobK07KBBsuKeu7vakRFRDjGxIDKnBg0kufj2W8DJSQo71a4NfP01J3cTkfVKSwPGjwemTJH9Dz6QngsuJ0xkUZhYEJmbnZ1U6T59GujUCUhKAqZOBRo2lKSDiMiaJCQAr7wCzJ8vq+n5+8tKejb8ikJkafiuJVJLhQrAtm3AihVAsWJAeLisgPLhh9LQEhEVdPfuyaIW69ZJ78Tq1TIfjYgskqYTC3t7e7VDIDItnQ4YPBg4e1b+TU+XYVIvvQSEhqodHZHmsZ2wYFevSiHR/ftlHsX27dJzQUQWS9OJhQPHVpK1KFZMei42bgRKlZKlaZs1A778UiYxElGW2E5YqNOngebN5aJK2bKyNHfr1mpHRUT5pOnEgsjq+PnJkKhXXpGE4pNP5IoeV44iooLiwAGgZUvg2jWgZk3Zr1VL7aiIyAg0nVikp6erHQKR+RUtKuOMV6yQ4QGHDwP16gELFrDuBdFT2E5YmC1bgA4dZMntZs2AffsALy+1oyIiI9F0YpHACaxkrTLmXoSHA+3aAY8eAW+9JT0arNpNZMB2woIsXw707CmLU3TtCgQFAUWKqB0VERmRphMLIqvn5SWNr78/oNfL1b7atYENG9SOjIgo5374QQrfpaUBQ4YAgYGAs7PaURGRkTGxINI6GxtZfvHYMaBOHeD2baBXL+A//wHi49WOjogoe4oiRe/efVf233kH+N//AK7mRVQgMbEgshQ+PlJA7/33ZajUokVSyTs8XO3IiIielZoKjBoFzJwp+zNnAt99x8J3RAUY391ElkSvlzoXwcFAmTLA+fNA48bAzz9zYjcRaUdCAvDyy8CSJZJILF4MTJokF0WIqMBiYkFkidq1A8LCgC5dgMRE4M03Zdzyw4dqR0ZE1u7BA/lsCgyUiyFr1wIjR6odFRGZARMLIktVvDiwebMML7C1BVauBBo2BE6cUDsyIrJWN25Iobu9ewE3N+Cvv4DevdWOiojMRNOJhZ2dndohEGmbjY0ML9izR6rXXrgANGkC/PILh0aRVWA7oSGRkVLQ8+RJoGRJ+VxiNW0iq6LpxEKv16sdApFl8PUF/v4b6NYNSEqSCZMjRkj9C6ICjO2ERoSFyefQxYtAxYrA/v1S2JOIrIqmEwsiyoWiRYGNG4Gvv5aejGXLgKZNpReDyMQiIyMxffp0zJ49O8fnhIaG4quvvsKsWbNw+vRpE0ZHJrV7N9CmjRTvrFtXkopKldSOiohUoOnEQuFQDqLcsbGRNeODg4ESJWQp2oYNgT//VDsyKsD8/PzQuXNnbNy4EQsWLMjROXPnzkXLli3x77//4ty5c3jppZewatWqXD832wmVrVsnE7VjY4FWrWT4k6en2lERkUo0nVg84jAOorxp21aGJrRsKStF9esHfPwxkJ6udmRUAL3zzjuIiIhA165dc3T/mzdv4sMPP8ScOXPw008/YenSpZg8eTLGjh2LxMTEXD032wkVLVsmS8omJckE7b/+Atzd1Y6KiFSk6cSCiPKhdGlg506pdAsAX30F9OwpS0ESGVH79u2hy0V9gq1btyItLQ0DBw40HBs+fDju3buHPXv2mCJEMjZ/f2D4cLlYMXw4EBAAODqqHRURqYyJBVFBZmcHfP89sHy5NPqbN0tBvbNn1Y6MrNiFCxfg6ekJFxcXw7Hy5cvD3t4eF7KZE5SUlITY2NhMG6lAUYBPP318weLdd2UVOq7ORURgYkFkHYYMkQmVXl5ARIQsSRsYqHZUZKXi4+Ph5ub2zHFXV1fEx8dnec6MGTPg7u5u2Ly8vEwdJj0tPR2YMAH44gvZnz4dmD2b1bSJyICJBZG1eOklIDRU1pV/+FDGRH/+OeddkNm5uLggJiYm0zFFURAbG5upF+NJU6ZMQUxMjGGLiooyR6iUITUVeP11YO5c2Z83D5g6lUkFEWXCxILImpQoAQQFAW+/LfuffQb07w/ExakaFlmXGjVqIDo6OtNwpsjISKSmpqJGjRpZnqPX6+Hm5pZpIzNJTJRJ2suXA7a28u/YsWpHRUQaxMSCyNrY2wM//ijjou3tgbVrpbDV1atqR0YF2OTJk7F//34AQNeuXaHX67F06VLD7QsXLkTJkiXRsmVLtUKkrDx8CHTvLkMn9XpZunrIELWjIiKN0vRsKztOBiMynREjgOrVgb59gZMnpZje5s1A/fpqR0YWZsGCBbh8+TJCQkJw9+5dTJ48GQDw0UcfGXoWZs2aBU9PT/j6+qJo0aKYO3cuxowZg0OHDiExMRHbtm3DH3/8AQcHh1w9N9sJE7p7F+jWDThyBHBxATZskKWsiYiyYZJP5Pj4eISFhSElJQW1a9dGsWLF8vQ4er3eyJERUSbNmwNHj8qXh1OnpO5FQACQw3oERIBMuvbw8ICfnx/8/PwMx59cgnbGjBlo0aKFYX/48OFo3rw5goKCYGdnB39/f3h7e+f6udlOmMj160CnTsDp00DRosC2bVJsk4joOXSKkcuWfvHFF1i4cCEqVKgAW1tbhIaG4rPPPsMHH3yQ48eIjY2Fu7s7YmJiOI6WyBxiYqSI3o4dMob6v/8F3nxT7ajIDCz189ZS47YIkZFAx47ApUtSDycoCKhZU+2oiEglufm8NXqPRYkSJXDu3Dm4uroCANavX48+ffqgTZs2aNSoUa4ey8g5DxFlx90d2LJFkon//Q/4z3+AK1dkOUmu+kIaxnbCyE6dkqQiOhqoVEmSigoV1I6KiCyE0Sdvjx492pBUAEDv3r3h4OCAsLCwXD/Wo0ePjBkaET2PgwOwdKkUvwKAr7+WSZpJSerGRfQcbCeM6PBhoFUrSSpq1wb27WNSQUS5YvJVoUJCQpCcnAwfH59s78OKqkQaodPJErRLlkgl3ZUrgc6dgfv31Y6MiEwpOBho317e682aAXv2AKVKqR0VEVkYkyYW9+/fx4gRI9C9e3f4+vpmez9WVCXSmOHDZWiUq6t8wWjeXMZbE1HBs26dLCkbHy/DoIKCgMKF1Y6KiCyQyRKL2NhYdO3aFR4eHli5cuVz78uKqkQa1LEjsH8/ULYscO6cLEd79KjaURGRMS1bJsXvkpNl6emNGwFnZ7WjIiILZZLE4uHDh+jSpQtSU1Oxffv2F84gZ0VVIo2qXRs4dAioWxe4dUvWsN+5U+2oiMgYfvxReifT0+Xf1aulCB4RUR4ZPbGIi4tDly5dkJycjKCgIHh4eBj7KYjInMqUkUmcHTrIUIlu3aRQFhFZJkWRuVQTJ8r+O+8AixfLvCoionww+qdIjx49cPLkSfzwww/YsWOH4XjNmjVRk+tgE1kmV1dg0ybg1VeB9etlyMSvvwKDBqkdGRHlRnq6JBJz5sj+l18CU6dyWWkiMgqjJxalSpVC586dsW3btkzH+/fvn+vEwtbW1pihEVF+6PVSlXvECGD5clmK9uFDqXlBpBK2E7mQmgqMHCkXBQBg7lxg3Dh1YyKiAsXoicWLJmrnhqOjo9Eei4iMwM5OJnu6ukp17tGjgdhY4IMP1I6MrBTbiRxKTAQGDpQeR1tbqVnz2mtqR0VEBYzJ61gQUQFjYwPMmwdMniz7H34IfPyxjNsmIu15+FCWk12/Xnoe//yTSQURmQQTCyLKPZ0OmDFDNgD46itg/HgZv01E2nHvniwdvXMn4OICbN0K9OypdlREVEBpOrGIj49XOwQiep7Jk2VIlE4HzJ8PDB0KpKSoHRVZEbYTzxEdDbRpAxw+DBQpIslF27ZqR0VEBZimEwsisgBvvQX89pvMv/jtN1kxKjFR7aiIrNvVq0CrVkB4OODpCezdCzRqpHZURFTAMbEgovzLmBTq6CjL0vbtCyQlqR0VkXWKiABatJB/vb2lDo2Pj9pREZEVYGJBRMbRvbuM33Zykn9ffhlITlY7KiLrcvIk0LIlEBUFVKsGhIQAlSurHRURWQkmFkRkPG3aSI9FRs9F//5MLojM5cgReQ/evAnUrSvDn8qWVTsqIrIiTCyIyLjatQM2bJBlLQMDZZgUJ3QTmdbu3UD79sD9+0CzZsCuXUCJEmpHRURWhokFERlfx46SVDg4yJr5gwdL1V8iMr4tW4CuXYG4OEnst28HChdWOyoiskKaTixsbW3VDoGI8qpzZ2DdOsDeHggIAIYMYXJBRmf17URAANCrl6zE1qMHsHmz1KsgIlKBphMLR0dHtUMgovzo1g1Yu1aSi9Wrpc4FkwsyIqtuJ5YsAV59Vd5TAwfKe82a/z+ISHWaTiyIqADo0UOuqtrZAb//Drz2GpMLovz68Udg5Eipdv/GG8Dy5ZLAExGpiIkFEZler17AmjXyxWfVKiYXRHmlKMD06cDEibL/7rvAwoWAtQ8JIyJN0HRiER8fr3YIRGQsTycXQ4YAaWlqR0UWzqraCUUBJk0Cpk2T/c8/B2bPBnQ6deMiIvp/mk4siKiA6dnzcXKxejUwerR8WSKi50tPB8aMAb79Vva//x745BMmFUSkKUwsiMi8evaUHgsbG2DxYmDqVLUjItK21FRg2DBgwQJJJBYtAt55R+2oiIiewcSCiMyvb18ZFw4AM2bI1VcielZSEvDKK8CKFbIAwsqVMlmbiEiDmFgQkTpGjZKkAgDeew/49Vd14yHSmvh4WVVt/XqpZP/nn7K8LBGRRjGxICL1TJokq9oAwIgRwMaN6sZDpBUPHkiRyaAgwNlZqmv36KF2VEREz8XEgojUo9PJZNShQ2WFqFdeAbZvVzsqInXdvg20awfs3w94eADBwbJPRKRxmk4sbGw0HR4RGUPGJO7evWU8ea9e8kWKKAcKXDtx7RrQujUQFgYULw7s3g00bap2VEREOaLpT2QnJye1QyAic8hYfrZnTyAxUYZ8MLmgHChQ7cTFi0DLlsDZs0DZssC+fUDdumpHRUSUY5pOLIjIijg4AAEBklRkJBc7dqgdFZF5nDkjScWlS0ClSpJUVKumdlRERLnCxIKItCMjufDzY3JB1uPvv2X40/XrgI+PJBXly6sdFRFRrmk6sYiPj1c7BCIyN71eqnN37w4kJEiSwWFRlA2LbycOHwbatgXu3AEaNAD27AFKlVI7KiKiPNF0YkFEVkqvB9auzdxzERSkdlSUjZs3b+KVV16Bq6srChcujOHDhyM2Nva559jZ2UGn02Xa/P39zROwVuzdC3ToIEvL+vpK71zRompHRUSUZ0wsiEibMnouMuZc9OzJpWg1SFEU9OnTBzdv3sSpU6dw6NAhHD16FMOGDXvhuVu3boWiKIZt4sSJpg9YK7ZvB7p0AeLiZCnZv/4C3N3VjoqIKF+YWBCRdmUkFxmrRfXsKV/ASDP279+PgwcPYt68efD29ka1atUwa9YsrF+/HpGRkWqHp00bNkjCnJAAdOsGbNokRfCIiCwcEwsi0raMCd29ej2uc8HkQjMOHDiAwoULo06dOoZj7du3N9z2PIMGDYKjoyNq1KiBb775BikpKSaNVRP++APo1w9ITgb69gXWrQMK0pK5RGTVmFgQkfY5OMgXsj59JLno00eqEpPqoqOjUbx48UzHHB0d4erqiujo6GzPGzJkCPbt24fbt29jxowZmDVrFiZNmpTt/ZOSkhAbG5tpszj/+x8wcCCQmgoMHiy1Wxwc1I6KiMhomFgQkWVwcJAvYt26yRCS7t2BEyfUjoqyoSgKdDpdtrcvW7YMPj4+cHV1Re/evfH5559j7ty5SEpKyvL+M2bMgLu7u2Hz8vIyVeimsWAB8PrrQHo6MGqUJBl2dmpHRURkVJpOLGxsNB0eEZmbvb0Mi2rRAoiJATp3Bv75R+2orJqnpydu376d6VhiYiLi4uJQsmTJHD9O7dq1kZqaisuXL2d5+5QpUxATE2PYoqKiAFhIO/H998Bbb8nPb78NLFoE2NqqGxMRkQlo+hPZieNOiehphQoBGzcCdesCN28CHTsC166pHZXVat68Oe7fv48TT/Qe7dy503BbToWHh8PGxibbZESv18PNzS3TBlhAOzF9OvDee/Lz5MmAvz/wnJ4cIiJLpunEgogoSx4eMoG7cmXg8mXpuXjqqjmZh6+vL5o1a4bx48fjypUrOH/+PD788EP07t0blSpVMtzvyToVv/76K2bPno1Lly4hLi4O69evx2effYbhw4fDw8NDnV/E2BQF+OgjYNo02f/yS+Drr5lUEFGBxsSCiCxTyZJSNK90aeD0aaB9eyYXKtDpdFi3bh1KlCgBHx8fNGnSBA0bNsT//ve/bM/p27cv4uLi0KlTJ3h6emLatGmYMmUKfvrpJzNGbkKKAkycCMyYIfvffQd8/DGTCiIq8HSKoiimeODo6GicOnUKtWrVgqenZ67OjY2Nhbu7O27cuJHrc4nIypw/D7RtC9y4AdSqBezcCTy1ShFlL+PzNiYmxjC8yBJotp1IS5P5FD//LPv//e/j+RVERBYoN+2E0XssTp8+jQEDBqBhw4bo2LEjgoOD8/xYJsp5iKggqVYN2LULKFUKOHVKqhjfuqV2VGQmmmonUlNl5aeffwZsbIClS5lUEJFVMXpicenSJfTp0wcXL1409kMTEWWtWjVg924ZFnXqlPRgcEI3mVNyMvDqq8CKFbKM7MqVkmQQEVkRoy+i7efnZ+yHJCJ6sapVJblo2xY4cwZo3lzmYFStqnZkVNAlJgIvvwxs3vy4UnzPnmpHRURkdpqYvF0gKqoSkfqqVAFCQuTfq1cBX18gNFTtqKggi48H/PwkqXBykqWQmVQQkZXSRGJh8RVViUg7ypeX5KJBA+DOHenB2LFD7aioIHr4UCrB79gBuLgAW7cCnTqpHRURkWo0kVhkV1GViChPSpSQCd3t2gFxcfLlLyBA7aioIImNBbp0AfbuBdzcgO3bgdat1Y6KiEhVmkgssquoquOa30SUV66uwJYtMvY9ORkYMACYNUtqDFCBoUo78eCBVHw/cECKNQYHA82amT8OIiKN0URikZ1ChQqpHQIRWTK9Hli1Chg7VhKKyZOBYcNksi0VCGZvJ+7dAzp0AI4cAYoUkbopjRqZNwYiIo0yemJx7949BAcHG+pXnD59GsHBwTh79qyxn4qI6MVsbYF584D58+Xn5ctl3kV0tNqRkaW5c0eG1x07BhQrJsPt6tdXOyoiIs0w+nKzV65cwcyZMwEA7du3x9GjR3H06FF069YNNWrUMPbTERHlzJgxUu/ilVeAQ4eAxo2BwEB+MaScuXULaN9e6qSULCkTtn181I6KiEhTjJ5Y1K9fP1/Vtp/06NGjF5YOJyLKsfbtgcOHgR49gPPngRYtgJ9+AoYOVTsyyiOztBM3bshr5+xZqfC+cydQvbppn5OIyAJpeo6FwkmWRGRsVapIj0XnzsCjRzLnYtQoICFB7cgoD0zeTly7BrRpI0lF2bLAnj1MKoiIsqHpxIKIyCQ8PKSg2RdfADod8MsvQJMm0otBlOHqVVlC9sIFoFw5SSqqVFE7KiIizWJiQUTWydYWmDZNlgotWRIIDwcaNgRWrOCStARcvixJRWQkUKGC1KuoWFHtqIiINI2JBRFZt3btgL//luEucXHAa68B/fvLCkBknSIjgVatJLmoXFl6Kry91Y6KiEjzmFgQEXl6Ss/FF18AdnbAmjVArVrApk1qR0bmFhkpSWZUlKwitmcP4OWldlRERBaBiQUREfB4aNThw0DNmsDNm7J61KhRQGys2tGROVy8KDVO/v1XJmjv3g2ULq12VEREFkPTiYVOp1M7BCKyNi+9JAXQ3nvv8cTuOnWA7dvVjoyyYLR24tIlSSqioiSp2LVLerKIiCjHNJ1YFCpUSO0QiMgaOToCs2fLFesKFYArV2R52sGDpSeDNMMo7cTly5JUXL0KVK0qdSqYVBAR5ZqmEwsiIlW1agWcOAFMnAjY2AArVwI1agCLFgFpaWpHR8Zw9aokFVeuyFKyu3ZJETwiIso1JhZERM/j6gr88IPMvXjpJeD+feA//wEaNJAr22S5oqJkonbG6k+7dnFOBRFRPmg6sUhgJVwi0oqGDSW58PeXAnsnTgDt2wO9ewMRESoHZ73y3E78+68kFZcuAZUqSVJRpoxRYyMisjaaTizS09PVDoGI6DE7O2DCBOCff4Bx42QlqcBAwMcHePdd6c0gs8pTO3HtmiQVFy9K0btdu4CyZY0eGxGRtdF0YkFEpElFiwJz50q17m7dgJQUGS5VpYr0aCQmqh0hZefGDZlTkVFRe9cu1qkgIjISJhZERHlVowaweTOwbZvUvrh7F3jnHRmvv3AhkJysdoT0pDt3gI4dZeiat7ckFeXKqR0VEVGBwcSCiCi/OneWORcLF8qQmmvXgNGjpXLz/PnAo0dqR0gxMfJ3On1aJmjv3CnJBRERGQ0TCyIiY7CzA958U66Gz5kDlCwpqw2NGydfYL/8Erh3T+0orVN8vAxZO34cKF4c2LFD5lYQEZFRMbEgIjImR0dg/HiZGDxvHlC+vAzB+eQTGXbz7ruyzCmZR2Ii0KsXcOCArOa1fbtU1iYiIqNjYkFEZAqFCgFjx0oPxsqVQN26cuX8hx/kavnQoUBoqNpRFmzJycDLL0sPhYuLzIWpV0/tqIiICixNJxbOzs5qh0BElD92dsDAgUBYGLB1qyxzmpoKLF8ONGoENGkC/PorwLo9eZJtO5GWBgwZIpPrHR2BTZvk/5qIiExG04kFEVGBodMBXbrISkSHD8uXXgcH4MgRYNgwoFQpYMwY4OhRQFHUjtaypacDo0YBAQGAvT2wbh3QurXaURERFXhMLIiIzK1xY+mxiIoCvvpK5l7ExAA//SS31akDfP89cOuW2pFaHkUBPvgAWLZMChiuXi0JHRERmZymE4sEDg0gooKsRAngo4+AS5eAoCBg0CAZtnPqFPDee0CZMkCfPvLlOC5O7Wg16Zl24ttvJSkDgCVL5P+PiIjMQtOJRXp6utohEBGZno0N0KED8NtvUhn6p59k/kVqKrB+PfDqq5KE9OsHrFoFPHyodsSakamdWLIEmDRJfv7uO5kgT0REZqPpxIKIyOp4eEhxvSNHgPBw+aJcqZJM7v7zT5kIXqKEXIlfuRKIjVU7Ym1Yvx544w35edIkWdaXiIjMSqco2pslGBsbC3d3d1y/fh2lSpVSOxwiInUpCvD33zIZOSAA+Oefx7fZ2wMtW0oBuG7dpEaDTpfjh874vI2JiYGbm1ueQzxz5gyCgoJgZ2eHrl27omIOCtDl5Zyn475+/TpKRUQAnToBSUnA8OHAL7/k6v+AiIiyl5t2gj0WRERap9MB9esDX38NXLggS9dOnQpUrQqkpAA7dwLvvw/UrCk1MsaOleVVzdSbsXjxYjRo0AChoaHYvXs3fHx8EBgYaPRzsnT2LNCjhyQVPXsCixYxqSAiUgl7LIiILFlEhNTH2LIF2L1bvmBnsLUFGjQA2rYF2rUDfH2Bp+o+5LfH4s6dO/D29sasWbMwbtw4AMDkyZOxdOlSREVFwcHBwSjnPM3QTnh5oVRUFNCihVTVdnLK9e9ARETZY48FEZG1qFIFePttqSp99y6wcaPM0ahcWYrEHTkCzJoFdO4MFC4sX8A//liSkQcP8v30W7duRUpKCoY+MVH6jTfewK1bt7B3716jnZOtqCigQgUgMJBJBRGRyuzUDoCIiIzE2Rnw85MNkC/du3bJtnMncPUqsH+/bIAMGapePV9Pee7cOZQsWTLTVayKFSvCzs4O586dQ4cOHYxyTlJSEpKe6I2JzRjmpddLAbwiRfL1exARUf5pusfC+akueyIiygUvL1lydelS4PJlIDISWLxYKn1XriyTws+ezddTxMXFwd3dPdMxnU4HNzc3xGVTeyMv58yYMQPu7u6GzcvLCwDgPG8eULduvn4HIiIyDk0nFkREZCQ6nUzsHjlSqlJHRADR0cCKFfl6WGdn58e9B094+PBhtheH8nLOlClTEBMTY9iioqLkhv798x48EREZFYdCERFZq5IlZUWlfKhWrRqio6MRFxcHFxcXAMClS5eQkpKCatWqGe0cvV4PvV6fr1iJiMi0NN1jkZiYqHYIRET0HF27doWtrS1+++03w7ElS5agaNGiaNWqleHY9OnTceTIkVydkxNsJ4iItEPTPRZpaWlqh0BERM9RokQJzJ49GxMnTkRoaCgSExPxxx9/YPny5XB0dDTcb9q0aXBxcUHjxo1zfE5OsJ0gItIOTfdYEBGR9o0dOxYHDhxApUqVULduXZw4cQL9n5r7MHXqVDRp0iRX5xARkWVhgTwiIiuW3wJ5amE7QURkHiyQR0REREREZsXEgoiIiIiI8o2JBRERERER5ZsmV4XKmPbxvGJJRESUfxmF6jQ43e652E4QEZlHbtoJTSYWd+/eBYBsCyUREZFxPXz4EO7u7mqHkWNsJ4iIzCsn7YQmE4siRYoAAK5evWpRDR2ZX2xsLLy8vBAVFWVRK9qQ+fG1kjVFUfDw4UOULl1a7VByhe0E5RTf+5RTfK1kLTfthCYTCxsbmfrh7u7OPyzliJubG18rlCN8rTzLEr+Ys52g3OJ7n3KKr5Vn5bSd4ORtIiIiIiLKNyYWRERERESUb5pMLPR6PT799FPo9Xq1QyGN42uFcoqvlYKFf0/KKb5WKKf4Wsk/nWJpawwSEREREZHmaLLHgoiIiIiILAsTCyIiIiIiyjcmFkRERERElG+qJRYXLlzA8ePHkZSUZNJzyPJdvnwZoaGhiIuLy9V5d+/eRUhICK5evWqiyEhrrl27htDQUNy/fz/H51y+fBnHjh1DdHS0CSOjvIiNjUVoaGiu3sN5OYcsX0JCAo4dO4Z//vkn1+eGhYUhJCTEBFGRFqWkpCAsLAxnz57N8TkPHz7EiRMncPbsWX4HfRHFzG7cuKE0btxY8fDwUCpWrKgUKVJE2bRpk9HPIcv38OFDpXPnzoqzs7NSrVo1xdnZWVm6dGmOzk1NTVVatmyp2NjYKJ9++qlJ4yT1JScnK4MGDVIcHR2VGjVqKI6OjsrMmTOfe865c+eU2rVrK8WLF1caNGigODs7K926dVMePnxopqjpeebPn684OTkp1atXVwoVKqT06tVLefTokdHPIcsXEBCguLu7K1WqVFHc3NyUFi1aKHfv3s3Rudu2bVNsbW0VFb4OkQp27typlCxZUilfvrxStGhRpU6dOsrly5efe84nn3yiFCpUSKlTp45SqVIlpVixYsrq1avNFLHlMfs7yc/PT2nSpInhw/7LL79UXFxclJs3bxr1HLJ8o0ePVqpUqWJoIJYuXarY2toqZ86ceeG506ZNU/r37694e3szsbAC06dPV0qUKGFoILZv367odDplx44d2Z7TqVMnpWXLlkpSUpKiKHIBo3jx4ny9aMDRo0cVnU6n/Pnnn4qiyN+mbNmyygcffGDUc8jyXblyRdHr9cqcOXMURVGU2NhYpVatWsrAgQNfeO6NGzcULy8vZeLEiUwsrEBMTIxStGhR5cMPP1QURS5ItW3bVmnZsmW25xw4cEABoGzdutVw7OOPP1b0er2SkJBg8pgtkVnfSdHR0YpOp1PWrFljOPbo0SPF2dlZmTt3rtHOIcuXnJysuLi4KP7+/pmOlytXTpk0adJzz921a5fi7e2t3L9/n4mFlahYsaLy/vvvZzrWtGlTZfDgwdmeU79+fWXixImZjjVp0kQZM2aMSWKknBszZoxSq1atTMc+++wzpVixYkp6errRziHL9/XXXytFixZVUlNTDccWL16s2NvbKzExMdmel56ernTo0EGZPXu2snTpUiYWVuDXX39V7O3tlfv37xuObdu2TQGgREREZHlOYGCgAkB58OCB4djWrVsVALy4nQ2zzrE4ceIEFEVBgwYNDMecnJzg4+ODsLAwo51Dli8iIgJxcXGZ/u4A0LBhw+f+3e/cuYOhQ4di2bJl8PDwMHGUpAWxsbG4ePHiM6+Vxo0bP/e18umnn2LVqlVYuHAhgoODMW3aNFy/fh0TJkwwdcj0AmFhYVn+Pe/cuYN///3XaOeQ5QsLC0O9evVga2trONa4cWOkpKTg9OnT2Z43c+ZMKIqCd9991xxhkgaEhYWhYsWKmb4bNG7c2HBbVrp06YK2bdti2LBh2LZtG9auXYtJkybhgw8+QIkSJcwRtsWxM+eT3bt3DwBQtGjRTMeLFi1quM0Y55Dle97f/XmTMocPH45BgwahTZs2pgyPNCSvnxEtW7ZE27ZtMXXqVJQrVw4XL17ExIkTUalSJZPGSy927969LP+eGbd5eXkZ5RyyfC/6u2fl4MGD8Pf3x/Hjx6HT6UweI2lDVq8VDw8P2NjYZPtacXBwwNtvv40xY8YgMjIS8fHx8PDwwKBBg8wRskUya4+Fvb09ACAxMTHT8YSEBDg4OBjtHLJ8efm7//rrrzh69Cg6deqEkJAQhISEICkpCVevXsXBgwdNHjOpI6+fEb169cK9e/cQFRWF48eP49y5c1i2bBmmTp1q0njpxezt7bP8ewJ4bluR23PI8uXl7z548GC89tpruHTpEkJCQhAREQEACAkJwbVr10wbMKkmq9dKcnIy0tPTs32tBAcH4+WXX8by5csRHh6Oixcvon///mjdujVu3rxpjrAtjlkTC29vbwB45o177do1lCtXzmjnkOXL69+9cuXK+OSTTzB58mRMnjwZ9+/fR3BwMD799FOTxkvq8fT0hF6vz9VrJSYmBiEhIRg5ciScnJwMj9OvXz9s2LDB5DHT83l7e2f599TpdNn2POTlHLJ82f3dAWT7/i9XrhwOHTpkaCcCAgIAAJMnT8a+fftMGzCpJi+vlc2bN6NatWpo37694djYsWMRGxuLPXv2mC5YC2bWxKJevXooVqxYpob77NmziIiIQMeOHQ3HTp48ifPnz+fqHCpYPD09UatWrUx/97t372L//v2Z/u7nzp1DeHg4AGDo0KGGnoqMzdPTEyNGjMD27dvN/juQedja2qJt27aZXitJSUnYtm1bptfKpUuXEBoaCgBwcXGBo6PjM2Pvo6KiULx4cfMETtnq2LEjdu7cifj4eMOxwMBANG3aFC4uLgCABw8eICQkxHB1OifnUMHTsWNHhIWFZXovBwYGoly5cqhatSoA4NGjRwgJCUFMTAwAYPfu3ZnaiY8++giA9Fi8+uqr5v8lyCw6duyImzdv4siRI4ZjgYGBcHFxQbNmzQAAaWlpCAkJwa1btwAAxYsXx+3bt5GcnGw4JyoqynAbZcHcs8UXLlyo6PV6xd/fXwkICFB8fHyUdu3aZbpPkyZNlAEDBuTqHCp4Nm7cqNja2iqff/65sm7dOsXX11epXbu2YXlQRVGUfv36Kb6+vtk+BleFsg5HjhxR9Hq9MnHiRGXDhg1K9+7dlbJly2Zay37ChAmKt7e3Yf+9995TPDw8lDlz5ijbt29XPvroI0Wn0yl//PGHCr8BPSkuLk6pUqWK0r59e2X9+vXKlClTFDs7O2Xnzp2G+2SszHL27Nkcn0MFT2pqqtK0aVOlQYMGytq1a5VZs2YpdnZ2ym+//Wa4T3h4uAJACQoKyvIxuCqU9ejTp49SuXJlZdWqVcp///tfxdnZWfnmm28Mt9+/f18BYKiZdfXqVcXDw0Pp0aOHsmnTJmX16tVK7dq1lfr162f6LkKPmXXyNgC8+eabKFasGJYvX464uDj0798f7733Xqb71K1bF6VKlcrVOVTw+Pn54a+//sLChQuxZ88eNG/eHJMnT840FrJGjRrPXZmhUaNGHDJnBRo1aoR9+/Zhzpw58Pf3R40aNbBgwQIUKVLEcJ+KFSuiUaNGhv1vvvkG9evXx+bNm7FhwwZ4eXlh9+7daNWqlRq/Aj3B2dkZISEhmDlzJubMmYMSJUpg586daNmypeE+hQsXhq+vLwoVKpTjc6jgsbW1xV9//YVvv/0W//3vf+Hu7o5169bBz8/PcB9nZ2f4+vpmu1JgyZIl4evra6aISU2///47/P39sWTJEuj1eixcuBCDBw823G5nZwdfX1+ULFkSAODl5YW///4bc+bMwfz58+Hg4IBXX30V48aN49ytbOgURVHUDoKIiIiIiCybWedYEBERERFRwcTEgoiIiIiI8o2JBRERERER5RsTCyIiIiIiyjcmFkRERERElG9MLIiIiIiIKN+YWBARERERUb6ZvUAekZYEBwejdOnSqFmzptmfe8OGDXj06BEAYMCAAdDpdNi2bRsqVqyIqlWrZnve7t27ER0dDQDo2rUr3N3dzRIvEZE1io6Oxt69e9G/f3+zP/fFixdx5MgRAICPjw9q166Nf//9F0eOHEHfvn2zPe/OnTsIDg4GIEXeWACQzIWJBRVIe/bswY0bN7K9Xa/Xo0+fPvj444/h5+enSmIxZswYlClTBhUqVED//v2h0+nw/vvvY9SoUc9NLPbv34+jR48iMDAQ4eHhTCyIiPLg7t27CAoKeu59GjRogMjISAwaNEiVxGLnzp2YMGECevToARsbG9SuXRuHDh3CqFGjnptY3L17F+vXr0doaCjq1avHxILMhokFFUgHDx7E33//DQBITExEYGAgWrZsidKlSwMA3Nzc0KdPH3Ts2BE+Pj6qxfnWW2/h9ddfz9U5U6dORXR0NAIDA00TFBGRFbh//z7Wr19v2A8NDcW9e/fQqVMnw7EiRYqgVKlSGDBggAoRiuLFi2PVqlW5OqdatWpYtWoVRo8ejTt37pgoMqJnMbGgAmny5MmGnzO+hH/44Yfw8/PLdL/WrVsbkg0AhqFIRYoUQVhYGGxtbdGyZUvY29vjxo0bOHr0KIoXL46mTZtCp9Nleqy0tDQcOXIEt27dQtWqVVGjRo08x3/37l2EhYXB3t4eTZs2hV6vz/NjERHRsypXrpzpC/vo0aMRGhr6zJf46Oho9OrVy7CfMRSpd+/eCA8Px5UrV1CnTh2UL18eaWlpOHz4MO7du4dGjRqhZMmSzzzvjRs3EBoaCldXV7z00ktwc3PLU/yKoiA8PBxXr16Fj48PKlSokKfHITImJhZk1Z4eCvX+++/Dzc0N165dQ506dXD06FGUKVMGw4cPx3fffYdatWrh0KFDaN++fabG5+LFi+jRowcAoFKlSggNDYWvry9+//132Nnl7m22ceNGzJ07FzVr1kR4eDjc3Nxw8OBBODs7G+8XJyKiHPn7778zDYU6dOgQhg0bhlq1asHBwQE2NjbYv38//P398euvv8LJyQlpaWkIDw9HcHAwGjVqZHisL7/8Et999x2aNm2KR48e4dy5c1i5ciU6dOiQq5hSUlLQqVMnxMfHw8XFBXv27MGCBQswfPhwo/7uRLnFVaGInnLnzh2Eh4dj48aNOHz4ME6cOIGFCxcaju3btw+rV6/GyZMnDef0798fPXv2xOnTp7FhwwZcuHABp06dwrx583L9/FevXsWxY8ewceNGnD59Grdv38avv/5qzF+RiIjy4dGjRxg+fDj27duHPXv24PXXX8f48eMxZswY7NmzByEhIejatStmzJhhOGfjxo2YN28eTp48iW3btmHv3r2YMWMGXnvtNSQmJub6+Xv37o0DBw5g+/bt+PrrrzP11BOphYkF0VMGDhxo6Jr29vZGqVKlMGjQILi4uAAAqlevDg8PD1y4cAEAcPLkSRw7dgze3t5Ys2YNAgICsGXLFlSuXBm7du3K0/N7eHgAAJydndGwYUOcP3/eOL8cERHlm62tLUaOHGnYb9asGRwdHTF06NBMxzLaCQBYunQpfHx8cOTIEQQEBOCPP/6AnZ0doqOjcfbs2Vw//5tvvmnYb9OmDW7duoUHDx7k/ZciMgIOhSJ6SuHChTPt6/X6LI9lXGG6fPkyAGDXrl2Z5l04OzujSpUquX7+IkWKZPtcRESkPhcXF9jb2xv29Xo93N3dYWNjk+nYk5/dly9fRlJSEtasWZPpsQYMGJDpvLw+PwC2FaQ6JhZE+ZTRuzFjxgxUrFhR5WiIiEiL3NzcUK5cOQ5tpQKNQ6GI8qlx48YoXLgwFixYkOm4oijPraVBRETWo0uXLggMDHymXbh27ZpKEREZH3ssiPKpUKFC+PnnnzFo0CBcu3YNbdu2xc2bNxEYGIi33nqLq3QQEREmTJiATZs2oUmTJhgzZgyKFCmC48ePY+/evThz5oza4REZBRMLKvCcnJwwYMAAlClT5pnbni6Q17VrV1SrVi3Tffz8/FC5cuVMx3r37o3y5csb9vv164eTJ09ixYoV2LdvH8qVK4dFixahXr16z43t8OHDcHR0xIABA6DT6bJ8/hYtWsDV1dWwv3v3bk7mJiIyskaNGqFo0aLPHH+6QJ6Xlxf69euX6T7ly5dH7969Mx2rXLlyptpJTk5O2LVrF1avXo19+/bh8uXLaNiwIfz9/Z8bV3x8PFatWgUfHx/Url07y+f38PDAgAED4OTkBEBWNwwODkZkZCTc3d1z8usTGYVOURRF7SCIrNHYsWNx9+5dAMDKlStzPHnvq6++Qnh4OABg9uzZKFu2rMliJCIi9ezatQsLFy4EAPTt29dQS+NFzp8/j08//RQA0LRpU0ycONFUIRJlwsSCiIiIiIjyjZO3iYiIiIgo35hYEBERERFRvjGxICIiIiKifGNiQURERERE+cbEgoiIiIiI8o2JBRERERER5RsTCyIiIiIiyjcmFkRERERElG9MLIiIiIiIKN+YWBARERERUb4xsSAiIiIionz7P13FUfK5vxonAAAAAElFTkSuQmCC",
          "text/plain": "<Figure size 800x700 with 4 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "ff717eb61b3443b8a6f3b3c0b4381f67": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatSliderModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatSliderModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "FloatSliderView",
       "behavior": "drag-tap",
       "continuous_update": true,
       "description": "t",
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