{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6b80ec84-6f5b-4d9c-8956-bd3615bea5c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from CADETProcess.optimization import OptimizationProblem\n",
    "from CADETProcess.processModel import Inlet, MCT, Outlet\n",
    "from CADETProcess.optimization import SLSQP, U_NSGA3, Pathos, Joblib\n",
    "from CADETProcess.processModel import ComponentSystem,MassActionLaw\n",
    "from CADETProcess.processModel import FlowSheet\n",
    "from CADETProcess.processModel import Process\n",
    "from CADETProcess.simulator import Cadet\n",
    "\n",
    "import logging\n",
    "\n",
    "from IPython import display\n",
    "\n",
    "from utils import *\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d986ed09-9dd6-4776-b996-9569a854cc7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Poplar_02_L1_M3_second_Branch_velocity_change.csv', sep=';')\n",
    "data = df.to_numpy()\n",
    "xi = df.columns.values[1:9]\n",
    "xi = [float(x) for x in xi]\n",
    "\n",
    "t = data[2:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b4345035-3cb0-4ef5-a1ac-342526120c80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f5bf6eddb0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf6edde0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf6eded0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf6edfc0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf6ee0b0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf6ee1a0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf6ee290>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf6ee380>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "orig_exp_data = data[2:,1:]\n",
    "exp_data = data[2:,1:]*np.exp(-0.000567*60*t.reshape(len(t),1))\n",
    "exp_data = exp_data/np.max(exp_data)\n",
    "plt.plot(t, exp_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7c3e75dc-4cdf-46f3-9e81-812f2f1f38c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f5bf7d76d0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf7d7700>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf7d77f0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf7d78e0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf7d65c0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf7d79a0>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf7d7a90>,\n",
       " <matplotlib.lines.Line2D at 0x1f5bf7d7b80>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(orig_exp_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6437a476-8d21-4d8e-a4ca-1a09536e4429",
   "metadata": {},
   "outputs": [],
   "source": [
    "def setup_process(x):\n",
    "    \n",
    "    p_volumetric_flow_rate = x[0] \n",
    "    p_t0 = x[1]\n",
    "    p3_sigma_gauss = x[2]\n",
    "    p4_gauss = x[3]\n",
    "    p_rel_area = x[4]\n",
    "    p_mct1_storage = x[5]\n",
    "    p_mct2_storage = x[6]\n",
    "    \n",
    "    \n",
    "    component_system = ComponentSystem(1)\n",
    "    flow_sheet = FlowSheet(component_system)\n",
    "    inlet = Inlet(component_system, 'inlet')\n",
    "    mct1 = MCT(component_system,'mct1', nchannel = 2)\n",
    "    mct2 = MCT(component_system,'mct2', nchannel = 2)\n",
    "    outlet = Outlet(component_system, 'outlet')\n",
    "\n",
    "    reaction_system = MassActionLaw(component_system)\n",
    "    reaction_system.add_reaction(\n",
    "    indices=[0],\n",
    "    coefficients=[-1],\n",
    "    k_fwd=0,#0.00056729782996132,\n",
    "    k_bwd=0,)\n",
    "\n",
    "    mct1.bulk_reaction_model = reaction_system\n",
    "    mct2.bulk_reaction_model = reaction_system\n",
    "\n",
    "    flow_sheet.add_unit(inlet)\n",
    "    flow_sheet.add_unit(mct1)\n",
    "    flow_sheet.add_unit(mct2)\n",
    "    flow_sheet.add_unit(outlet)\n",
    "\n",
    "    flow_sheet.add_connection(inlet, mct1, destination_port = 'channel_0')\n",
    "    flow_sheet.add_connection(mct1, mct2, origin_port = 'channel_0',destination_port = 'channel_0')\n",
    "    flow_sheet.add_connection(mct2, outlet, origin_port = 'channel_0')\n",
    "\n",
    "    process = Process(flow_sheet, 'Tracer_Transport')\n",
    "\n",
    "    mct1.length =  xi[3]/1000\n",
    "    mct2.length = (xi[-1]-xi[3])/1000\n",
    "    mct1.channel_cross_section_areas = [1,1] \n",
    "    mct2.channel_cross_section_areas = [p_rel_area,p_rel_area] \n",
    "    mct1.axial_dispersion = 0\n",
    "    mct2.axial_dispersion = 0\n",
    "    mct1.solution_recorder.write_solution_bulk = 1\n",
    "    mct2.solution_recorder.write_solution_bulk = 1\n",
    "\n",
    "\n",
    "    mct1.exchange_matrix = np.array([\n",
    "                                    [[0.0], [p_mct1_storage]],\n",
    "                                    [[0.0], [0.0]]\n",
    "                                    ])\n",
    "    mct2.exchange_matrix = np.array([\n",
    "                                    [[0.0], [p_mct2_storage]], \n",
    "                                    [[0.0], [0.0]]\n",
    "                                    ])\n",
    "    process.cycle_time = 60*t[-1]\n",
    "\n",
    "    inlet.flow_rate = p_volumetric_flow_rate\n",
    "    time, profile = get_stretched_gauss_alt(p3_sigma_gauss,p4_gauss,t[-1], p_t0) \n",
    "    process.add_concentration_profile('inlet', time, profile, components=-1, s=1e-12)  \n",
    "    \n",
    "    return process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5375bf92-c7b0-4fc8-97fb-c43ce8a6b038",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_fit(time, calc_data, experimental_data):\n",
    "\n",
    "    display.clear_output(wait=True)\n",
    "\n",
    "    fig = plt.figure(figsize=(15,5))\n",
    "    ax1 = fig.add_subplot(121)\n",
    "    ax1.plot(time,calc_data[:,0:4], label=\"ROI 1-4 [MCT1]\", color='k')\n",
    "    ax1.plot(time,calc_data[:,4:], label=\"ROI 5-8 [MCT2]\", color='r')\n",
    "    #ax1.plot(time,experimental_data,'.')\n",
    "\n",
    "    # ax2 = fig.add_subplot(132)\n",
    "\n",
    "    # ax3 = fig.add_subplot(133)\n",
    "    # ax3.plot(self.ssq_list, label=ssq)\n",
    "    # v_text='v:'+str(v)\n",
    "    # ax3.set_title(v_text)\n",
    "    # ax3.legend()\n",
    "\n",
    "    handles, labels = plt.gca().get_legend_handles_labels()\n",
    "    by_label = dict(zip(labels, handles))\n",
    "    plt.legend(by_label.values(), by_label.keys())\n",
    "\n",
    "    \n",
    "\n",
    "    display.display(fig)\n",
    "    plt.close(fig)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dd469b4c-2b21-43be-8dde-c1359df4a24f",
   "metadata": {},
   "outputs": [],
   "source": [
    "xi, xi[4], (xi[-1]-xi[4])\n",
    "\n",
    "axial_positions1 = np.linspace(0, xi[4], 100)\n",
    "axial_positions2 = np.linspace(0, xi[-1]-xi[4], 100)\n",
    "channels = np.arange(0,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c00a36f6-35e3-4121-bff7-5c1dbc8e2a75",
   "metadata": {},
   "outputs": [],
   "source": [
    "simulator = Cadet(install_path=r'C:\\new_cadet_build\\CADET\\out\\install\\aRELEASE')    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d62cc1d2-4d55-4e43-8b7c-b5085de8cb64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FP4Yu4Z+XZMdnTrtqbrVq1fDtt9+ibdu28PX1RUREBHr06IEbN25wB7RWqVIFt2/fRkhICEJCQozq6rl9+7b62JC9w3Iy1SrVNWrUwJMnT/DkyROdc15odOEcOnQIrq6uAMAdT5UdevXqhYsXL2LXrl0oVqwYlEolihUrxt0xnqdo0aJwdXXFhw8fcPfuXSgUCsMHPSuVbIZWSIj4JqJipFK23k6hQqw7K4cHmoSQzJWvgh9zznrKj1q3bo3BgwdjxYoVuH37NjZs2ID+/fvrnNewYUN1EHPw4EEMHDjQoPsrlUocPXoUAJv2Xrdu3cyrfCYydFPUpE+/wK9fv27QFPGRI0eqj80V/HTu3BkjRoxAZGQkZs2aBQDw8/MzqtWqYcOG+PvvvxEXF4cLFy7g66+/1n+BQsEGLoeGstlbxrCyYgOVnZxYiw8hJF+iP3dIlpo6dap6IOv06dORzJlerLmi7/Lly6FQKAy6999//42goCAAbP8ozY0pSfZwdHSEr68vAKg3LzW0y0ulb9++6uPFixeLn5iaCgQHA/fvs+nqhgY+BQp8Pi5UiCUKfAjJ1yj4IVmqcOHCGDRoEAC2vQVvU85q1aqhRYsWANiaP/PmzUv3vmFhYepZURKJBOPGjcvEWpvH+fPnIQiC3qQZKL548UKdb069e/eGlZUVrKysULNmTaO7Wr/99ltUq1YNAOvK05w9BoDN3HrzBrh3jwU/qanqor1nzyIuIUH3pnI52zaiShWgeHFjPxIhJI+j4IdkuZ9++gnWn3ainjNnDrdlZ+3atXBycgIATJw4EYsXLxb9pf7q1Ss0a9ZM3eozZswYfPXVV1lTeZKu1q1bIzExEYmJibhx44bR10skEmzZskU9O6xv375YsWIFlPHxwMuXrKUnNFRr9eWwjx8xYt48dPz5Z6RoBEOwsgJKlGArLLu70+rKhBCufDXmh5hHkSJF0L9/fyxfvhyBgYHYtm2bTtdI8eLFsX//fvj6+iI6OhqjR4/G1q1b4e/vjypVqsDW1hbBwcE4fvw4Nm7cqJ4W3alTJ/VYk6zy/PlzXL58WStPNcU+NjYWGzZs0Cr75ptvcvT6PDlRxYoVsWfPHnTp0gWxsbEYNmwYVi5ciK7Nm6NmhQpwdXZGXEICXoeE4OT169h//jyiNafGFyjAgh1n50yZrRUbG4s9e/Zo5T1//lx9vGfPHq2ZatWqVVO3XhFCcj4Kfki2+Pnnn7F27VokJydj1qxZ3EGxjRo1wuXLlzFgwABcv34dt27dwq1bt7j3s7Gxwbhx4zB58uQsnxJ++fJlrXEpmsLDw3XKzp07R8GPCVrVr48rW7di6JQpuHL3Lh4EBOBBQIDo+YUcHTF1+HA4VKvGBjBn4hT1sLAw0a85wFozNU2dOpWCH0JyEQp+SLbw9PSEv78/1q5di8ePH+Pvv/9G586ddc6rXLkyrl27hiNHjmDfvn24cuUK3r17h4SEBLi4uKB06dJo1aoVevXqhWLFipnhk5BMl5LCxvRERKBK0aK4vG4dzt68iQMXLuDinTsIDgtDRFQUbKyt4e7ighrly6N1ixbo0KsXrDVaXwghxFASwdyjJdOIjo6Go6MjoqKijFqxNzExES9evEDJkiXV40sIIXznz59Xr8Vz7ty57NtNXZMgsHV6goK0BjHrVbAgUKQIYMDq0TmNl5cXXr16BX9/f52u0vTQzzdCDGNoDEEtP4Tkcy9evFCPX0m73UaWSUoCXr0ybBsKiQRwcWFBj5VV1tctk6SkpGgtVJli7JpEhJAsk6mDJcaNG6e1waWhi7sRQsynX79+qFy5MipXrowVK1Zk7cMEga3I/N9/6Qc+UikLeCpXZjO4clHgAwBv375V/7tWrlwZwcHB5q4SIeSTTGv5uXv3LhYtWpRZtyOE5DVxcay1J739t2QyFvS4ugIW1DhNCMl8mfKTRalUYsCAAUhNTUXhwoXx/v37zLgtISSLNG7cOPsWR1Qo2OKEhmxc6uTEFiXMA+vzeHl5mX0BSkIIX6Z0ey1ZsgQ3b96Ej48Pd+8mQkg+FR0NPHyYfuAjlwPe3kDp0nki8CGE5GwZDn7evHmDyZMnAwBWrlwJS/rBRQhJSQFevACePk1/x3VXV6BiRbZAISGEZIMMBz9Dhw5FbGws/P39zTNdlhCSc6imr//3H3vVx9oa8PFhg5lpbA8hJBtl6CfOrl27cPjwYRQsWNCgzSgJIXmYodPXJRK2FUWRImxGFyGEZDOTg5+PHz9i1KhRAIDff/8drq6umVYpQkguIghsTE9wsNbmo1x2dqylp0CB7KkbIYRwmBz8jBs3DiEhIahbt26GBjknJSUhSWNMQLQhi54RQnKGpCQgMJBNY9dHKgU8PNj4nkzcg4sQQkxhUpvz5cuXsW7dOlhYWGDVqlWQZOCH2ezZs+Ho6KhOnp6eJt+LEJKN4uKAx4/TD3ycnIBKlYDChSnwIYTkCEYHP8nJyRg4cCAEQcDo0aNRuXLlDFVgwoQJiIqKUqc3b95k6H6EkGwQGQk8ecJmdYlRTV/39qbp64SQHMXobq9Zs2bh0aNHKF68OKZOnZrhClhZWcEqly1bT0i+pRrfExSk/zxXV6BYMZrFRQjJkYz6yfT48WPMnj0bALB06VLY2tpmSaUIITmQUgm8eQN8+CB+jpUV4OUF2NtnW7UIIcRYRgU/ixYtQnJyMkqVKoX4+Hjs2LFD55wHDx6oj8+ePYuQkBAAQNu2bSlYIiS3Sk1lA5v1TUhwcGBdXDJZ9tWLEEJMYFTwo5qVFRgYiO7du6d7/m+//aY+fvHiBQU/hORGSUnA8+dAQoL4Oa6ubE8uGtBMCMkFqEOeECIuLg549oy1/Ijx9KSZXISQXMWo2V4bNmyAIAh6k+Yg6HPnzqnzvby8MrvuhJCsFBHBprKLBT5SKduI1M2NAh9CSK5CLT+EEG2CAISEAG/fip8jl7PAh7qyCSG5EG2sQ0g+dP78eUgkEp00bepUtj+XvsCnQAGgfHkKfNLx8uVL7r9xnz59zF01QvI9Cn6IScR+eUokEhQoUAAeHh5o1aoVVqxYgdjYWKPvf+zYMQwcOBAVKlRAwYIFYW1tDU9PTzRp0gRz585FcHBwuvfQ/OWTkV84jRs3Fv2saVNmiY2NxeLFi9GkSRO4urrC0tISDg4OqFy5MoYPH47//vsv056lJTwcCAvTyZbUrPk5VaqES9evG3S75s2bawdX06YZdN358+cxevRoVK9eHe7u7rC0tISTkxN8fHzg5+eHLVu2ID4+Xn3+tGnTDP4aiSXN75Ho6Gjs2LEDAwYMwJdffgknJydYWlrC1dUVjRs3xvz58/Hx40eDPgshJAcSMtnUqVMFAAIA4dy5c0ZfHxUVJQAQoqKijLouISFBePjwoZCQkGD0M4nxzp07p/46p5dKlCgh/Pvvvwbd98GDB0KdOnXSvaetra0wY8YMQalUit7rxYsX6vP9/f1N/qyNGjUy+LNmhrt37wolSpTQ+xwLCwth/vz5Jj9D8+u3fv164f7//ifc37tXCD1xQhBu3tRJaZ8/YMCAdJ/x9u1bQSqVal03depUvdfcv39faNiwoUH/1s7OzsL8+fMFhUKh9XPH1KT6Hjl69KhgZWWV7vlubm7C2bNnRT9LcnKycP/+fXUqWrSoyd+L9PONEMMYGkNk+pifadOmGfzXHckbhgwZgqFDh6rfh4WF4cmTJ1i4cCGePn2KV69eoVWrVnjy5Ans9Sx+d+nSJfj6+qr/oq5evTr8/f1RpUoV2NnZ4e3btzh+/Dg2btyIuLg4TJo0CQ8ePMCmTZsgl8uz+mOiRo0a+Ouvv7L0GVFRUfjmm2/w7t07AEDDhg0xZMgQlCpVCmFhYTh16hSWL1+OlJQUjB07Fp6enujSpUuGnlmySBFUkkrZrK10WFtbIzExEbt378bSpUv1rs6+detWKJVK9TXpOXnyJDp37qze3LhixYro0qULatWqBVdXV8TFxeHVq1c4fvw4Dh48iMjISIwdOxb9+/fH0KFD0alTJ+59b968iX79+gHQ/V7V5OzsDAAIDw9HUlISpFIpmjdvjm+++QZVq1aFk5MTgoKCsHXrVuzcuROhoaFo06YNrly5gmrVquncTy6Xo1KlSlrvCSE5RDYFYwajlp/cQbPlQOyv+aSkJOHrr79Wn6evpeLNmzdCwYIFBQCCRCIRFixYINqq8+LFC6Fq1arq+44bN070PKT5q94UqpafRo0amXwPQ82fP19d586dO3PPOXDggPqcypUrm/Qcza/fuVWruK09ws2bgvC//wlCZKT63Hbt2qlbRXbv3q33GZUrVxYACF27dk33e+Xhw4eCra2tAECQyWTCkiVLBIVCIXrv9+/fC0OHDhUACJGRkQZ/1vRangRBEHbs2CEMGjRIePXqleg5S5YsUd/z66+/TveegiCoW/Oo5YeQrGNoDEFjfkiWsbS01GoFPHXqlOi5AwcOREREBAC2f9yYMWNEx9B4eXnh9OnT8PDwAADMmzcP1w0cg5LTXblyRX08efJk7jm+vr744osvAAD3799HTEyM8Q8ShPTPkcsBHx+2K/snTk5OaNu2LQBg8+bNopfevXsX9+/fBwD06tUrnaoI8PPzQ9yn3eH//PNPjBgxAlKp+I8nV1dXLF++HHv27Mn0FpWuXbti1apVKF68uOg5I0aMQI0aNQCw8Unh4eGZWgdCSNai4IdkqS+//FJ9/ObNG+45d+/exbFjxwAAVapUwU8//ZTufV1cXLBo0SIA7Jfn3LlzM6G25pecnKw+LlWqlOh53t7e3GsMFhmpv9zGhs3osrHRKVIFM8eOHUMYZ3A0AGzatAkA8MUXX6BixYp6H3X06FHcuXMHANC6dWv4+/unV3u1jh07mm3l+MaNGwMAlEolXrx4YZY6EEJMQ8EPyVIyjX2eLER2+N64caP6ePjw4VrX6PPdd9+pW3/279+PyPR+oecCZcuWVR8HBgaKnhcQEAAAKFiwIAoVKmTcQyIi9G9O6uQElCsHWFpyi1u1agUXFxekpKRg586dOuUKhQLbt28HkH6rDwCtcVSjR49O9/ycQrXdDwC9rVSEkJwnfy1yOGAAoLHxar5QqRKwdq3ZHv/w4UP1sdgq3xcvXlQfq7pUDCGVStG6dWusXr0aSqUSV69eRevWrU2ua3oeP36MmjVr4vHjx0hJSYGLiwuqV6+Ojh07onv37pnS/fL9999jyZIlUCgUmDlzJnfz4CNHjqhbSgYNGmTcA2JiAH2tFG5ugIeH3hWb5XI5unbtiuXLl2Pz5s0YNmyYVvnp06fx7t07yGQydO/ePd3BzpcuXQIA2NraqltTcoMLFy4AYEF96dKlzVwbQogx8lfw8+ABcO2auWuRr8yfP199LDYb5969ewAAd3d3FClSxKj7a3ar3b17N0uDn9DQUISGhqrfv337Fm/fvsXBgwfx+++/Y8+ePShfvnyGnlGhQgX88ccfGDlyJHbu3In3799j0KBB6tlep0+fxrJlywAAzZo1w8SJEw2/eUIC26BUbLxP8eJsjy4D9O7dG8uXL8f169fx7NkzlClTRl2mGgvUvHlzFClSBC9fvhS9T3BwMN6/fw8AqFq1qsGtfuZ25MgR9fdty5Yt4eDgYOYaEUKMkb+CH5ItwsPD8ejRI8yaNUs9lqdOnTro1q2bzrlRUVFISUkBAKMDHwBwc3PTem5WkEqlaNq0Kb799ltUrVoVhQoVQkxMDG7fvo3Vq1fj0aNHePjwIZo0aYIbN27oHShriGHDhqFGjRqYO3cu9u7di3PnzmmVe3t7Y/z48ejTp49oV6KO5GS2QalCwS9XbU5qoFq1aqFcuXJ48uQJtmzZgunTpwNgizPu378fgGFdXppjhjS/ljlZRESEurVLJpPht99+M3ONCCHGoo5qkmHTp0/XWinXxcUFDRo0wLFjx2BhYYGePXvi+PHj3G4hzZlKpgxc1bxGtT5MZtu7dy9Onz6NMWPGoGnTpqhWrRoaNGiAUaNG4e7du+oBuqGhofjhhx8y/LyYmBhs2rQJp0+f5pYHBgZi+/btuHnzpmE3VChYi4/YwGhnZ9bdZaSePXsCALZs2aLO27t3L+Li4mBnZ4f27dune4+Mfv2zm0KhgJ+fH169egUAmDRpknrmHSEk96Dgh2SpsmXLYty4caLdApqLHpqyDYbmNVnV9eCkMdU7LblcjnXr1sHHxwcAsG/fPrxNsy/Wixcv8ODBA25SdfmohISEoE6dOlixYgVSU1Mxe/ZsBAQEIDk5GeHh4di3bx8qVqyIs2fPokmTJtizZ4/+yiuVQEAAoLEVhA5XV/33ENGrVy9IJBIEBgaqp+irZnl17NgRNpyZYmlpfv1VU91zsqFDh+L48eMA2Mw0seUICCE5W/7q9tJYbTXfyIbPrLlqbmpqKoKDg3Hw4EGsX78eDx8+ROPGjXH16lWUK1dO51pHR0dYWFggNTUVISEhRj9bcwyO0bOeMomFhQX69++vnqJ/4cIF9OjRQ13et29f9eDYtKZOnaq1FpJq3y6JRILDhw+jSZMm6rKCBQuiffv2aNasGWrVqoVHjx6hT58+aNCgAb/LSBCA16+B9FrETNyTrESJEmjQoAEuXryIzZs3w8vLS91FZ0iXF8CWLFDR/FrmRBMmTMCaNWsAAPXr18fu3btzzRglQoi2/BX8mHHWU15WuHBhrWX8q1Wrhm+//RZt27aFr68vIiIi0KNHD9y4cYP7y6JKlSq4ffs2QkJCEBISYtTYn9u3b6uPq1atmrEPkgEVKlRQH6dt+TFUZGQk9u3bB4ANZtYMfDTZ2dnhl19+Qc+ePREXF4cdO3Zg1KhRuie+e8fdpBSA6DR2Y/Xq1QsXL17Erl27UKxYMSiVShQrVky07mkVLVoUrq6u+PDhA+7evQuFQpEjA4rff/8dc+bMAcAG2R8+fBgFChQwc60IIaaibi+SZVq3bo3BgwcDYEHKhg0buOc1bNhQfXzw4EGD769UKnH06FEAbFBy3bp1Ta9sBgl6Vkw+f/48BEHgJs1WnydPnkCpVALQnsXGU716dfXx48ePdU8ICwOCg/kXy+VAsWJ672+ozp07w9raGpGRkZg1axYAwM/Pz6h1b1Rf/7i4ONEWMnNasWIFxo8fDwAoX748Tpw4AUdHRzPXihCSERT8kCw1depU9UDW6dOnc1cj1lzRd/ny5VCIzUhK4++//0ZQUBAAoF27duqNKc1Bcz2jokWLmnQPzZlbqampes9VzZBLex0AICoK+DQgV4dUCpQunWktP46OjvD19QUA9Xo+hnZ5qfTt21d9vHjx4kypV2bZvHkzhg8fDoCtuH369GmtrjpCSO5EwQ/JUoULF1YvxPfmzRut1ZxVqlWrhhYtWgBga/7Mmzcv3fuGhYVhzJgxAACJRIJx48ZlYq2Nk5qaivXr16vfa7ZkGcPLy0u9n5lq4T8xmi0kJUuW/FwQH88GOIu1RHl7A5k8q6p3796wsrKClZUVatasqdUFaohvv/1WvSv6oUOHtGaPpUc1uywr7N27F3379oUgCPDw8MCZM2dMDmwJITkLBT8ky/3000+wtrYGAMyZM4fbsrN27Vr1rKqJEydi8eLFol1Jr169QrNmzdStPmPGjMFXX32VJXU/d+4cPn78KFqekpKC77//Xt311LZtW3h6epr0LBcXF/XnuHHjBjdQBNjnnzlzJgAW+KkXdkxKYmv5fOo601GiBJAF3TWtW7dGYmIiEhMTcePGDaOvl0gk2LJli3p2WN++fbFixQp1FyBPWFgYRowYgY4dO2q1gmWWkydPonv37lAoFChcuDBOnz4tukI5IST3yV8DnolZFClSBP3798fy5csRGBiIbdu26XSNFC9eHPv374evry+io6MxevRobN26Ff7+/qhSpQpsbW0RHByM48ePY+PGjeq/9jt16qQea5IVNm7cCF9fX/j6+qJx48YoV64cHBwcEBsbi//973/qRQ4B1sr1xx9/ZOh5s2bNQrNmzaBQKNC3b1+cOXMGXbp0gYeHB2JiYnDhwgUsXrxYvaBjv3792Cy61FQW+IgFAu7uJk9pzw4VK1bEnj170KVLF8TGxmLYsGFYuXIlunbtipo1a8LV1RVxcXF4/fo1Tp48if3792fZuk7Xrl1Dhw4dkJycDLlcjkWLFiElJQUP9GyN4+HhoXdJBEJIzkLBD8kWP//8M9auXYvk5GTMmjWLOyi2UaNGuHz5MgYMGIDr16/j1q1buHXrFvd+NjY2GDduHCZPnpzlm0rGxsZi27Zt2LZtm+g5lStXxo4dO7S7oEzQuHFjbNy4EYMGDUJcXBw2b96s3i4irW7dumHFihWf1/IR20OrUCEgF3TXtGrVCleuXMHQoUNx5coV9VpIYgoVKoSpU6dm+vpOx48fR/yndZFSUlLg5+eX7jV//fUX+vTpk6n1IIRkHQp+SLbw9PSEv78/1q5di8ePH+Pvv/9G586ddc6rXLkyrl27hiNHjmDfvn24cuUK3r17h4SEBLi4uKB06dJo1aoVevXqhWKZNGNJn59//hnVqlXDP//8g4cPH+LDhw+IiIiAlZUV3NzcUKNGDXTq1AkdOnTItCnafn5+aNSoEdasWYPTp0/jyZMniI6OhpWVFTw8PPDVV1/B39+fTScXBLZRqcZKyVocHFh3l4lr+WS3KlWq4PLlyzh79iwOHDiAixcvIjg4GBEREbCxsYG7uztq1KiB1q1bo0OHDuruVEIIMYZE0DdH1wyio6Ph6OiIqKgoo/6iS0xMxIsXL1CyZEn6gUjyj6AgQGxxyAIFAB8fgBOUnT9/Xr0Wz7lz53LVbuq5lZeXF169egV/f3/RZR/E0M83QgxjaAxBLT+E5Fbv34sHPpaWQJky3MAnrRcvXqinbxcuXBiFjdjglIhLSUnBkydPtN4TQnIGCn4IyY0+fmRbV/DIZCzwMXAtn379+qmP0263QUz39u1bVK5c2dzVIIRw0FR3QnKb2FggMJBfJpGwtXxo6wVCCBFFLT+E5CbJycDz5+Jr+Xh5sUHO6WjcuLHeLTlIxnl5edG/MSE5FLX8EJJbCALbtkJs64tixdi0dkIIIXpR8ENIbhERwfbt4nF1BYoUyd76EEJILkXBDyG5QXKy+ABnR0egePFcs5YPIYSYGwU/hOR0qu4u3m73FhZsnA8FPoQQYjAKfgjJ6cLDxbu7SpQA5PLsrQ8hhORyFPwQkpMlJwNv3vDLChYEnJ2ztz6EEJIH5Lngh6aWkjxDEICXL/ndXXI5G+dD8gX6uUZI5sozwY9qU8lUsWnAhOQ2YWFAdDS/rEQJNt6H5AuKTwGwVJpnfmQTYlZ55n+ShYUFrKysECU2NoKQ3CQpiW1aylOoEODklK3VIeYVExMDuVwOOY3vIiRT5JngRyKRwMnJCTExMYiMjDR3dQgxnb7ZXXI54OmZ/XUiZpOQkIDo6GjY29tDQrP6CMkUeard3NnZGcnJyQgJCUF0dDTs7OxgbW0NqVRKPzRI7hERId7d5e7OVnim7t08TRAEKBQKxMTEIDo6GlZWVnBxcTF3tQjJM/JU8CORSFCkSBEUKFAA0dHRCAsLg1JsDyRCcqLUVCA4mLX+pGVry6a9h4dnf72IWcjlcjg5OcHFxUU9rpEQknF5KvhRcXR0hKOjI5RKJVJTUykAIrmDUgn06wdcu6Zb5uYGHDpk0KalJG+QSqWQy+XUak1IFsiTwY+KVCqFpaWluatBiGFWrgR27hQvK1w4e+tDCCF5VJ4Z8ExIrvbiBfDTT/yyfv2AVq2ytz6EEJKHUfBDiLmpurvi4nTLPDyAhQuzv06EEJKHUfBDiLmtWAGcP88v+/NPtms7IYSQTEPBDyHmFBAA/Pwzv2zAAKBFi+ytDyGE5AMU/BBiLkol0LcvEB+vW1a8ODB/fvbXiRBC8gEKfggxl6VLgUuX+GV//knT2gkhJItQ8EOIOTx7BkyYwC8bPBho1ix760MIIfkIBT+EZDeFgnV3JSTolnl5AXPnZnuVCCEkP8nTixwSkiP98Qdw5Qq/bP16wN4+e+tDSC6kVCqhUCi0kiqP92pMnioJgpChPFU+79iYssxOAPS+Ty/P2FexstatW8PX1zcLv0vEUfBDSHZ68gT45Rd+2bBhQJMm2Vsfki8olUokJSUhMTERiYmJSE5OzpSUkpKC1NRUpKamqo8NzdM8VigU6ldVSu+96hcoyb0KFy5MwQ8heZ6quysxUbesVClgzpzsrxMxG4VCgbi4OINSbGws4uPjkZCQoA5geEmsPDk52dwfl5AchYIfQrLLokXAP//wy/76C7Czy976EKMJgoCEhARERUWJpo8fP+rkxcTE6AQ0SUlJ5v44hJiVOVvvKPghJDsEBQGTJ/PLRo4EGjbM3voQJCcnIywsDB8+fMCHDx+0jlUpIiJCJ5BJSUkxd9UJyRMo+CEkr/vtN353V+nSwKxZ2V+fPEgQBERGRuLNmzcIDg7WCWTSBjlRUVHmrjIhuZpEIlG/ah7ry9Msk8vl2V1lNQp+CMlqz5+zWVxpSSSsu8vWNvvrlAtFR0fjzZs3oikoKAjxvNWySZaTyWSwsLCAhYUF5HK51mt6eRYWFurrZTKZOhn7XpWkUqnOq7F5EolE/V4qlep9zytLW656n/Y4vfKsSoBucGLM+7yAgh9Cstq0aUBqqm5+r15A/frZXp2cSKlUIigoCM+ePcPr16+5wU1MTIy5q5kjWFtbq1OBAgW03oslzfOsrKxgZWUFS0vLDCW5XA65XK4OHAjJTSj4ISQrPXgAbNummy+Xs6Aon0lKSsKzZ8/w+PFjPHr0CI8fP1anvNRqI5FI4ODgAEdHRzg6OsLe3h52dnawtbXNULK2ts5Tf30TYi4U/BCSlSZPBniD+gYMAEqWzP76ZJPIyEit4EZ1HBgYCKVSae7qpcvCwgIuLi4oVKgQnJyc1EGMo6Ojzntesre3p9YQQnIwo4Of6OhoHD16FDdv3sStW7fw9u1bfPjwAQkJCXByckKFChXw7bffon///ihUqFBW1JmQ3OHGDWD/ft18a2vxhQ5zmcTERNy+fRs3b97Eo0eP1EHO+/fvzV01LdbW1nB1ddVJLi4u3HwnJydqYSEkD5MIRs41O336NJo3b57ueS4uLtiyZQtatmxpVIWio6Ph6OiIqKgoONCu1iQ3a9ECOHVKN/+nn3Lt/l1v3rzBP//8o0537twx6wJ6lpaW8PDwgKenp1by8PCAm5ubOpixtbWlYIaQfMDQGMKkbi9PT080adIE1atXh6enJ9zd3dUDFvfs2YO9e/ciLCwMvr6+uHnzJqpUqWLyByEkVzp/nh/42NsDP/+c7dUxhapVRxXoXLt2DW/fvs2258tkMhQrVkwnsNFMrq6uFNQQQoxmdMuPQqGATCbTe87+/fvRoUMHAMB3332Hv//+2+D7U8sPyfUEgc3iunpVt2zaNGDq1GyvkiHM0apjaWmJsmXLwsfHB+XLl4ePjw+8vb3h6ekJNze3dH/WEEKIJkNjCKODH0OVL18ejx8/houLCz58+GDwdRT8kFzvyBGgTRvd/EKFgMBAIId8Xz979gyHDx/G1atX8c8//2Rpq46zs7M6uFG9+vj4oGTJkhTgEEIyTZZ2exnC9tPCbYm8VW0JyauUSmDSJH7Z+PFmDXwEQcCdO3ewb98+7Nu3D//991+mP6NEiRLcIIe6pwghOUmWBD+PHj3Cv//+CwDw8fHJikcQkjPt2QN8+t7X4u4ODBuW7dVRKBS4fPky9u3bh/379+PVq1eZdm9XV1fUqVNHnapXrw472pyVEJILZFrwEx8fj7dv3+LQoUOYO3cuFAoFAGDUqFGZ9QhCcrbUVGDKFH7Z5MlAgQLZUo3ExEScPn0a+/btw8GDBxEWFpbhe8pkMlStWhVfffWVOtgpVaoUteYQQnKlDAU/GzZsQN++fUXLx44dCz8/v4w8gpDcY/Nm4MkT3XwvL6B//yx9dFRUFI4ePYp9+/bh2LFjiI2NzdD90rbq1KhRQ92VTQghuV2WdHtVq1YNq1atQu3atdM9NykpCUlJSer30dHRWVElQrJWUpL4dhXTpwOWlpn+yNDQUBw4cAD79u3DmTNnkJKSYtJ9pFIpqlatqhXsUKsOISQvy9Bsr48fPyIoKAgAkJCQgICAAOzatQv79u2Dt7c3Fi9ejDa8WS8apk2bhunTp+vk02wvkqssWwaMGKGbX748cP8+kEkzmlJTU7F3714sW7YMly9fhqn/fa2trdGyZUt06NABbdq0odXYCSF5glmnum/evBn+/v6QSCT4888/0adPH9FzeS0/np6eFPyQ3CMuDvD2BkJDdcv27AE6dsyER8Rh/fr1WLRoEV68eGHSPZycnNCmTRt06NABLVu2pG4sQkieY/Z1frp27Ypdu3bB1tYWb968gbOzs0HX0To/JNf5/Xc2jT2t6tWBmzeBDHQfhYaGYunSpVixYgUiIyONvt7d3R3t27dHhw4d0LhxY8jlcpPrQgghOZ3Z1/lp164ddu3ahbi4OBw7dgw9evTIqkcRYj4fP7Lgh2fGDJMDn8ePH2PhwoXYtGmTVsuoIcqUKYMOHTqgQ4cOqFWrFu0uTgghaWRZ8OPq6qo+zsy1RQjJURYuBHgtMg0aAEZu6isIAq5cuYJ58+bh4MGDRl375ZdfqgOeChUq0GBlQgjRI8uCH82l8mnhM5InffgALFrEL5s50+BWH4VCgf3792PevHm4fv26wY8vU6YMhgwZgu+++w4lSpQw+DpCCMnvsiz42b17t/q4cuXKWfUYQsxnzhyAt57ON9+wlp90xMfHY8OGDVi4cCECAgIMfmzdunXx008/oW3btrQvFiGEmMDo4GfDhg3o1q0brK2tRc9ZtGgRjh49CgDw8vJC/fr1Ta8hITlRUBCwfDm/bMYMvZd++PABy5cvx/Llyw1efVkikaB9+/YYO3Ys6tata2xtCSGEaDA6+Jk2bRp+/PFHdOzYEfXr14e3tzfs7OwQExOD+/fvY+vWrbhy5QoAwNLSEmvXroWFRZY1MBFiHr/9xhY2TKtjRzbLi+P9+/eYPn061q9fb/CGv9bW1ujTpw9Gjx6NsmXLZqTGhOR6giBAoVCIJqVSqX5VJc33Yse894IgZPi9Kk91LJaX3ntjk+rfypAyzff6yjTfG/sqVtamTRu0a9cuS75X0mNSVBIREYG1a9di7dq1oud4eHhg/fr1aNasmcmVIyRHev4cWL9eN18iAX79VSdbEATs2rULw4cPN7ilp1ChQhg2bBiGDRuGwoULZ7TGJJ9KTU1FYmKiOiUlJSExMRHJycnqlJKSwj1O731KSgpSU1PVr6qU9r0heZoBTNr3aYMbkne4u7vnnuDnzJkzOH36NM6dO4dHjx4hNDQU4eHhsLa2hpubG6pVq4Y2bdqgS5cusLGxyYo6E2Je06axTUzT6tULqFBBKys0NBRDhw7F3r17Dbq1t7c3xowZgz59+tD/nzxIEAQkJiYiLi4OcXFxiI+P13ucNi8hIUEdwPCCmrR5qg2mCcmJsmiZQYMYHfx4e3vD29sbgwYNyor6EJKzPXgAbNumm29hAUydqn4rCAK2b9+OESNGICIiIt3b1q5dGz/99BPat29Pg5hzIIVCgZiYGERFRSEqKgrR0dFar2LHqtfY2Fh1AGPOH/iEEIYG4xBijMmTAd4vrwEDgFKlAADv3r3DkCFDcODAgXRv5+vri59++gn16tWjtXmySUJCAsLCwtTpw4cPWu81U0REhDp4IYRkrlzV8kNIvnXzJrB/v26+tTUwaRIEQcCWLVswatSodLei6NChA2bNmgUfH5+sqWs+Ex0djaCgIHUKDg4WDXDi4+PNXV1Cch2JRKL+A82UV16epaVlNtVeFwU/hBjql1/4+cOH460gYFDbtjhy5IjeW7i4uGD58uXo3LkztfQYQBAEREZGagU2vBQTE2PuquY7UqkUcrkcFhYW6pTee7E8mUzGTfrKxJJUKlW/GnKsmad6L5FI1O+NPVa9V+WpjtO+N/Q8UxMAg8rSngdBgASARBAgEQRAqWRJoWCvmnm84/TKNY/NOJmDgh9CDHH+PHDqlE62YG+PHcWLY0jFioiKitJ7iy5dumDZsmVaW78QIDw8HI8fP8aTJ0/w/PlzncAmISHB3FU0O6lUChsbG9jY2MDa2hrW1tawsrJSH2smXr5mnpWVFaysrGBpaQlLS0vI5XLusb73crk8741NUyrZ8hXJyUBKiu5r2jx956WksEkRqteMJIXCuKQKVHh5quAjbUCTNmWXqVPZBBIzoOCHkPQIgmirzzY3N/QcOVLv5YULF8aKFSvQsWPHrKhdrpCcnIzAwEA8efJEHeioUnh4uLmrl2mkUikcHBzg6Oio9Wpvbw9bW1t1srGx0XucNs/Kyir/tBQqFEBCAhAfb1xKTGQpKYml9I7T5vFmcJKsRWN+CMnBjh4Frl7VyY6QSDDk+XO9l3bv3h1LliyBi4tLVtUuxxAEAR8+fNAKbFSBTmBgYK6Ydi2TyVCoUCG4urrCxcUFBQsWhJOTkzqQSRvUpM2ztbXNP0GKikIBxMQA0dHir/rKYmO1gxje4qEkbzLjuk0U/BCijyAAU6Zwi2YLAsRGmri5uWHVqlVo3759llXNnARBQGBgIK5du4br16/j1q1bePToET5+/GjuqmlxdnaGi4sLN6kCHM3k6OgIqVRq7mpnP0FggUdEBBAebthrZCQLXmgAOTEVBT+E5FBXrgC3b+tkBwMQ2dkLPXv2xB9//IGCBQtmadWy08ePH3Hjxg1cv34d165dw40bNwxerTorWFlZwcPDQzQVK1YMLi4ukMvlZquj2SUlAe/e6aaQEH4wQy0uJLtRtxchOZTI5qUzAKQdhuvu7o7Vq1ejbdu2WV6trJSamor79++rA53r16/j8ePH2fZ8GxsbeHp66g1uChUqlP+6l1RiY/lBjSoFB7PXdJZbIDmATAbI5WyRVF6SyQxPUmn6ZZqvmsnQPM0kkWi/mnJcubLZ/ukp+CFEzLt3EPbsQdpfseEA/kqT5+/vj0WLFsHZ2TmbKpd5goKCtAKd//3vf1m+Fo5MJkOpUqVQrlw5dfLx8UG5cuXg6uqafwMbgHUlvXgBBAZqpxcvgLdvWfBD+KRStu6WlZXuq9ixZp4qyeWApSV71Tw2NE+VxIIaVWCTn7/PzYyCH0JEfJw3D06cGSDrAKj2ZC9WrBjWrFmDb7/9NlvrlhGJiYk4e/YsDh48iCNHjiAoKCjLnlWwYEF1UKMZ5JQqVcqsC5yZlULBgpiAAN0AJzAQMGN3YpaTywEHh8/J3h6wswNsbQEbm4wla2sWVBBiAPpOIYQj4PFj2C5ZopOvBLDq03G/fv2wYMECODk5ZWfVTBIZGYkjR47gwIEDOH78eKZv1+Du7o4aNWqgfPnyWoFOfpjlJur9e+DuXeD+feD588/BzcuXbP2X3MbWFihUCChY8HNydGQBjGYww3tVHVtZmftTEAKAgh9CdDx58gQL6tbFGs7U7CMAUj08cGztWnzzzTfZXzkjvHz5EgcOHMCBAwdw8eLFTJtqbm1tjRo1aqB27dqoXbs2vvrqK3h4eOTfrqrkZODRI+DePZbu3mWvoaHmrhmfpSXg6vo5kEn7KpZHgQvJQyj4IUTDgwcP0KxZM+wQGSx6xMsL/7t+HYXNuCy7GEEQcPv2bXXAc+/evUy5b9myZfHVV1+pA53KlSvnz1lUgsBmSmkGOPfuscAnJyyQZ2cHuLunn5ydaawJyfco+CHkkzt37qB58+YoEh6Oxpzy11ZWmHnjBgrloO0pkpOTcf78eRw4cAAHDx7M8PgdZ2dnrUCnZs2aeWrKvsGUSuDBA7bMgWaLjrnG43h4AKVKAcWLiwc19vbmqRshuRAFP4QAuHnzJlq0aIGPHz/iV5FzXKdMQYEcEPgkJSXhwIED2LdvH44ePYro6GiT7+Xm5oY2bdqgUaNG+Oqrr1C6dOn82X2Vmgr8+y9w4QJw8SJw6VL2ThW3tWXBDS95ebHBvISQTEPBD8n3rly5glatWiEmJgYOAHpzzhFsbFBgyJDsrpqW8PBwrFq1CsuWLUNISIjJ9/Hx8UG7du3Qrl071K5dO3+uaJySAty6xQKdCxeAy5fZdgtZRSIBihXjBzfe3mwMTn4MOgkxEwp+SL52/vx5tGnTBnFxcQBY4GPHOU/i58fGSpjB06dPsXjxYmzYsMGkHc4lEgnq1KmD9u3bo127dihbtmwW1DKHS0oCbtxggc6FC2yvtqxay6hgQaBqVaBKlc+vFSoABQpkzfMIIUaj4IfkWydPnkS7du2QmJiozhsqdvKwYdlSJxVBEHDx4kUsWLAAhw8fhmDkMvDW1tZo3rw52rVrhzZt2sDNzS2LappDxccD1659DnauXcv87RtkMsDH53OAo0pFi1IrDiE5HAU/JF86fPgwOnbsiOTkZHXe1wDK806uX5/9gssGKSkp2LVrFxYuXIjbnD3F9ClUqBDatm2Ldu3aoXnz5rC1tc2iWuZQ794Bf//N0pUrmbuWjqurdpBTtSpQvjxN/yYkl6Lgh+Q7e/fuRbdu3ZCS5pfjcLELsqHVJzIyEmvXrsWSJUvw9u1bg68rVaqUujurbt26sMhvK9wGB7NgZ/duNm4nMzZKlMmA6tWBRo2Ahg2BGjUANzdqzSEkD8lnPylJfrdjxw707NlTZ8E/TwC+vAvc3IDvvsuy+gQEBOCPP/7A+vXr1eOODPHNN99gzJgxaNasWf6bnfX27eeA58qVjAc8cjlQqxYLdBo1AurWpWnjZqBUKqFQKIxKqamp6mOlUqmVeHli+bw8QRCMOuaVqVLa9/ryxc41JgFIN9+QY7EyY1/Fyrp06YKePXtm/jeTASj4IfnGxo0b0a9fPyiVSp2yQQBkvIsGDmQr4mYiQRBw9epVLFiwAPv37zd4PI+VlRV69uyJ0aNHo2LFiplapxwvKAjYs4cFPFevZuxeVlbAV1+xQKdRI3ZsY5M59TQTQRCQmpqKxMREJCUlpfuanJyM5ORkpKSkmPyakpKC1NRUvcmQc1QBDMl/qmbTcAIeCn5IvrBmzRoMHjyYG2hYAhhpbQ1oDHwGwLo/Bg3KtDoolUr8/fffmD9/Pm7cuGHwdS4uLhg2bBiGDBmSvwYuv3nzOeD55x/T72Njw1pzVMFOrVrZNlZHqVQiNjYWsbGxiI+PR3x8POLi4tTH6b1PW5aQkCAa1Bg7KJ6Q/IyCH5LnLV26FCNHjhQtX9eyJexPnNAt6NCBrc2SCZ49e4YBAwbgwoULBl9Tvnx5jBkzBn5+fiiQX6ZJv379OeC5ds30+9SpA/j6Ao0bs/E7Rm7HIQgCYmNjERkZiejoaJ0UFRXFzU9bHpOVawcRksuZM2Cn4IfkafPnz8dPP/0kWv7zzz+jp1hAkgkDnVNTU7Fo0SJMmTJFa0q9Ps2aNcOYMWPQsmXL/LEAoUIBHDwILF7MFh00Vd26QOfOQMeOgKenOlsQBER9/Ijw8HCEhYXpfdU81pwJSAjJWyj4IXnW+vXr9QY+U6dOxdQ2bSD5/XfdwooVWRdJBty7dw/9+/fHrVu30j1XLpfDz88Po0ePRpUqVTL03FwjNhbYsIEFPQEBRl8uSCRIql4db+vVw4OyZfE8IQFvX7/G27FjERISgrCwMISFhSEiIgKpOWHjUUIyiUQiSTeJnaeZb8gxr0z1PqOvzmZaOBag4IfkUU+fPsWIESNEy2fNmoUJEyYA/frxTxg2zOSpzUlJSZg5cyZmz56d7i/dggULYsiQIRg2bBjc3d1Nel6uExQELFsGrF4NfPxo1KVKAHdsbbEHwMa4OLy7dYttU0GyjFQqhaWlJeRyuc6rXC6HhYWFyUkul0Mmk2UoSaVSnfeqZOz7tEkikegc8/J4x6qU0fe84IVkHAU/JM9JSUmBn58f4kW2L1i4cCFGjx4NhIcD27frnmBvD5g4/fLatWvo378/Hj58qPe84sWLY8KECejduzdscvlMI4Pdvg0sWgTs2ME2EjWQEsAlALsB7AXwzoglAXIrmUwGW1tb2NjYqF8LFCgAGxsbWFlZwdraWvRVX5mVlZU68YIZXnAjk3HnQRKSq1HwQ/KcadOmiXY1LV++HEOHftrE4q+/dGd4AUCfPkav8xIXF4fJkydj8eLFegfxSSQSjBgxAjNnzoSdHW8XsbxDEASEf/iADxs2wOmvv+D++LHB1yoBXMTngMf0bVyznq2tLRwcHODo6AgHBwdusrOz0wlmVIn3Xm7kAG1CiHEo+CF5yqVLlzB79mxu2dChQz8HPgoFsGIF/yZDRXf44jpz5gwGDBiAFy9e6D2vXLly+PPPP1GvXj2j7p/TpaSk4OHDh3jy5AmePn2Kp0+f4tWjR6j+8CEGxcfztwwREQhgCYAdAEKzpro6LCws4OLigkKFCum8FixYEE5OTqJBjb29PbWMEJILUfBD8oyoqCj06tWL2/Li4+ODefPmfc44fhzgBStNm7LNKg3w8eNH/PTTT1i3bp3e82QyGX7++WdMnjwZ1tbWBt07pxIEAQEBAbhx44Y63blzRz2TzQ1sm5BFAAoZcd8rABYAOADW6pMRzs7OKFq0KAoXLqwT0PCCHHt7expLQUg+Q8EPyTOGDRuGV69e6eTL5XJs27ZNe2zN8uX8mwwX3eFLy8GDBzFkyBAEBwfrPa9atWpYv349vvjiC4Pum9O8f/9eK9C5efMmIiIidM6rDGA0gB4ADF0+UAFgD1igdN2A82UyGdzd3eHh4YFixYqJpnwzhooQYjIKfkiesH37dmzdupVbNmPGDO3g4/lz1vKTlqcn0KaN3ue8f/8eI0eOxM6dO/WeZ2VlhalTp2Ls2LG5ZvxGbGwsbt++rRXs8IJJTaUBLATQ1ojnRANYB9a9pXn3IkWKoGzZsvDy8uIGOIULF6YuJkJIpqDgh+R6r169wpAhQ7hljRs3xo8//qiduXIlfzPMwYMBkV3RBUHAtm3bMGrUKISHh+utT7169bBu3Tr4GNh9Zi5BQUE4fvw4rl27hhs3buC///7j7nvGYwPgFwA/wvCWntcAVllZ4Wr58ihWoQL6li2Lsp9SmTJl4ODgYNoHIYQQI1HwQ3I1hUKB3r17IyoqSqfMyckJmzZt0m4tiI8H1q/XvZGlJfD999xnhIeHw9/fH0eOHNFbF1tbW8yZMwdDhw7NkSszK5VK3L59G4cOHcKhQ4dw584dk+7TEay1p7iB57/38kK4vz8KDhiAmUWL0vgaQojZUfBDcrV58+bhosiWCKtWrYKnxjYHANi6PryF9bp0AQoX1skODg5Gs2bN8OjRI731aNGiBVavXg0vLy8Da549EhIScObMGXXA8+7dO5Pv5QPWVdXckJMlEqB9e2DMGBSuVw+FKeAhhOQgFPyQXOt///sfJk+ezC3r1asXunbtqp0pCGxlYR7OPl4vX75E06ZNERgYKFoHJycnLFq0CP7+/jmmRSMkJASHDx/GoUOHcOrUKSQkJGTofnYAJoMNaE539JKNDVs1e9QooHTpDD2XEEKyCgU/JFeKj4+Hn58fd/uIEiVKYOnSpboX/fMP8O+/uvlffgnUrq2V9fTpUzRt2hRBQUGidfjuu++wfPlyFClSxNjqZypBEHDv3j0cOnQIBw8exM2bNzN8T5lMhiqVK2NooULo/r//wTa9bShkMjZTbsoUoGDBDD+fEEKyEgU/JFcaO3Ysnjx5opMvlUqxZcsWODo66l6kb3q7RqvN/fv30bx5c4SG8pfZc3Nzw/Lly9GxY0eT6p4ZkpKScP78eXV31uvXrzN0v9KlS6NWrVrq9IVcDuuffgLOnEn/4gYNWItaftmQlRCS61HwQ3Kdw4cPY+XKldyyCRMmoH79+roFoaHA7t26+QULAt26qd/evHkTLVu2RGRkJPf+FSpUwKlTp1C0aFGT6p5RAQEBWLp0Kf766y9ER0ebfB9ra2s0a9YMvr6+aN269efPExUFTJsGLF3KVsHWp0gRYP58oEcPkzeBJYQQc6Dgh+QqoaGh6CeyE3vNmjUxdepU/oVr1wIpKbr5/foBBQoAAC5evIg2bdogJiaGe4svv/wSJ06cgIuLi0l1N5UgCLhw4QIWL16MgwcP6t07TJ8iRYqgbdu2aNu2LZo2baq9GKAgAFu2AD/9xAJFfSws2JieKVMAmp5OCMmFKPghuYYgCOjXrx8+fPigU2ZjY4MtW7bwFxRMTQVWr9bNl0iAT+sDnTx5Eu3btxcdHFy3bl0cPXqU352WRRITE7Fjxw4sXrwYd+/eNekeVatWha+vL9q2bYvq1avzp+DfvcsGfF+5kv4NmzRhXVwVKphUH0IIyQko+CG5xsqVK3H06FFu2eLFi1G2bFn+hQcPAryBy99+C5Qqhf3796Nr165ITk7mXt60aVMcOHAAtra2plbdKCEhIVi5ciVWrVqF9+/fG3WtpaUlvv76a7Rt2xZt2rRB8eJ6VuP5+BGYPJlt8Jre4obFigELFwKdO1MXF8kVBEGAUqmEQqGAUqkUTbxy1bWax2lfDSlTpbTv9eWLnauZVJ/P2PM03xtyLFam+W+ckdevvvqKP0whG1DwQ3KFR48e6a7U/Em7du3wvcgChQD0Tm/ftm0bevfuDYXI+Ja2bdti165d2bIh6Z07d7B48WJs374dKbwuOhEuLi5o06YN2rZti+bNm8Pe3j79i65dAzp1At6+1X+eXA6MGQNMmgTY2RlcJ5JzpKamIikpSSslJycjJSUFKSkposfplaWkpCA1NVVvUigU6Z6jOk+VVAEJL6VXpplIzjdp0iQKfggRk5ycDD8/P/XO4ZqKFCmCdevWia+x8/AhcO6cbr63N9a+fo1BQ4aIjqHp2rUrNm/enKV7cykUChw8eBCLFy8WXayRx9LSEt26dcPAgQPx1VdfGb7nlSAAa9YAI0bwx0Bpat6cDXwuV87gehFxgiAgKSkJ8fHxBqeEhASt94mJiUhMTNQKZNJ7LxbYE5KfUfBDcrzJkyeLbsWwYcMG/QOQV6zgZl+oVAkDBw8Wvaxfv35Ys2ZNlm2kGRUVhfXr12PJkiV4+fKlwde5urpi6NChGDx4sPHrCyUmsrE9vO09NBUvDixaBHTokO+7uBQKBWJjYxEdHY3o6GjExMRovYodp82Li4tDfHy8yYPVCcmLzPn/gYIfkqOdP38e8+bN45aNHDkSLVu2FL84OhrYuFEnO0UuR/sDB0QvGzFiBBYvXpwl+3MFBARgyZIlWL9+PWJjYw2+rmrVqvjhhx/QrVs307rgXr8GOnYEbt0SP8fSEhg3Dpgwga3UnIcIgoDo6GiEh4erU0REhNZ7XllGlhMghORcFPyQHCsyMhK9evXi/nVQsWJFzJkzR/8NNm8GOAHGhpQUfBS5ZMKECZg5c2amb1URGxuLyZMnY8mSJQaPR5BIJPD19cUPP/yARo0amV6nM2fYWkZhYeLnfP01mxGXi7akEAQBYWFhCA4OVqe3b98iODgYISEhOsEMbzVwQkj+RMEPyZEEQcCQIUO420tYWlpi27ZtKPBpfR5Ra9dys0XWecbMmTMxceJEI2uavmPHjmHIkCF49eqVQefb29ujX79+GDFiBLy9vU1/sCCwRQjHj9c/m2vCBOC339gWFTlETEyMOpDRDGo0j9+9eyc6Q4+Yh0wmg4WFhVFJJpOpk1Qq1XqfNukrV5VJpVJuMqRMIpFo5avep301pEyV0r7Xly92Li8BMOk8zfeGHPPKVO8z+mpnxkkUFPyQHGnr1q3YuXMnt2z27Nmokt5WCg8esPVr0rgCgLdizh9//IGRI0caX1E9Pnz4gB9++AHbtm0z6PxSpUph5MiR6Nu3LxwyunhgTAxbwHHPHvFz7OxYt+B332XsWSZQKBR49eoVnj17ppUCAwPx9u1bo7oE8wOpVIoCBQqgQIECsLa2hpWVlToZ897a2hqWlpbqJJfLIZfLtY7Tvtd3nlwu1wpgcsrmvoSkh4IfkuO8fv0awzi7rANAs2bN8MMPP6R/k61budlp24IkEgnWrVsnumq0KQRBwObNmzFmzBiEh4ene37jxo3xww8/oE2bNpkzwPrJExbQPHwofo6PD7BvH3vNIkqlEm/evNEJcFRBjjHT+XMDKysr2Nvbw8HBQf2qOrazs4OtrS1sbGxQoEAB2NjYcJNYmVwup8CCkExEwQ/JcaZMmcIdaFqwYEFs2LAh/YHISiXAaW1JALBX472FhQU2b96Mbhp7e2VUYGAgBg8ejFOnTuk9Ty6Xw8/PD6NGjUK1atUy7fk4cADo3ZsN9hbToQOwYUOmbU3x8eNH/Pvvv3j69KlWgBMQEICkpKRMeUZWk0gkcHZ2RqFChbSSs7MzHB0duQGN5rG9vT2srKzM/TEIIQai4IfkKM+fP8eWLVu4ZWvWrEGxYsXSv8mVK2x2UxoHAah27bK0tMTu3bvh6+tremU1pKamYvHixZgyZYroFhkqDRs2xJo1a1AuM9fPUSjYhqQzZoifI5UCs2axGV0mtiLExcXhzp07uHXrFm7evImbN2/i2bNnptU5i8hkMri5ucHV1VUnmEmbChYsiEKFCsHJySnLljUghOQ8FPyQHGXmzJncRdl69eqFjh07GnYTkS4vVa6NjQ0OHDiAZs2amVhLbXfu3MH333+P27dv6z3P0dER8+bNQ//+/TN3Gn1EBODnBxw/Ln5OwYLAjh1s4UIDJSUl4f79++og59atW/jvv//Munquq6srihYtqk7FihXTOXZ1daVAhhCil0QwYZWh27dv4/jx47h06RIePHiA9+/fQy6Xo2jRoqhbty769++PBg0amFSh6OhoODo6IioqKuODPkmuEhAQgHLlyukEP3K5HAEBAfD09Ez/JsnJULi5Qfbxo1Z2OAB3AAUcHHD06FHUq1cvw/WNj4/H9OnTsWDBgnRX0e3YsSOWLl0Kd3f3DD9Xy7//svE9L16In/Pll8DffwNeXqKnpKam4tGjR1qBzr1797J1NlWRIkVQpkwZeHl5cQOcIkWKUNcSIUQvQ2MIo1t+GjVqxF2GPzk5Wd3Xv3HjRvTq1Qvr1q2DpaWlsY8g+ZRYq0///v0NC3wAKI4e1Ql8AGA3ACs7O5w9exbVq1fPYE2BM2fOYODAgQgMDNR7XtGiRbF8+XK0b98+w8/UsWULMHAgoK+bzd8fWLkSSLMsQFJSEi5cuIATJ07g+vXruHPnDuLj4zO/jmm4uLigTJkyWqls2bIoXbq0YXuSEUJIJjA6+Hn7aSPEokWLonPnzmjQoAGKFy8OhUKBf/75BwsWLMDbt2+xefNmpKamGjzNl+RvgYGB2LRpk06+XC7HhAkTDL7P40mTUJGTvwXAihUrMhz4hIeHY+zYsdiwYUO65w4ZMgSzZ8+Go6Njhp6pIyUFGDsWWLJE/By5HPjjD2DwYPX4nnfv3uHo0aM4fPgwTp06hbi4uMyt1yfOzs46AY4qOTk5ZckzCSHEKIKRWrduLezcuVNITU3lln/48EEoW7asAEAAIFy8eNGo+0dFRQkAhKioKGOrRnKx/v37q79nNNOgQYMMvsc/J04I8WxpP630AhB69uiRofoplUph+/btgqurK7eemsnHx0e4dOlShp4nKjZWEL7+WuczaiV3d0G4ckVQKBTCjRs3hClTpgjVq1dPt97GJqlUKlSqVEno06ePsHz5cuHq1atCWFhY1nxuQggxgKExhEljftJz+PBhtG3bFgDbf+mPP/4w+Foa85P/vHjxAmXLltXZfkAul+PZs2coUaJEuvf4+PEjfvP2xoKICJ2yFU5O6PnqlcnfT2FhYejbty8OHz6s9zxVK9XEiROzZmxKQgLQti3brkJEat26ONGvH/6+cgVHjx5FaGhopj2+TJkyqFGjBmrWrIkaNWrgiy++MOsKrYQQklaWjfkxROPGjdXHAQEBWfEIkofMmjWLu+9Snz59DAp8BEHAoEGD8D0n8AGA+itWmBz4vHnzBi1atMDjx4/1nlenTh2sXbsWFSvyOt0yQVISG9isJ/DZ5+kJvxs3kHD1aoYf5+npiZo1a6oDnerVq8PZ2TnD9yWEkJwgS4IfzRkiWbEzNsk7Xr58yR0/Y2FhYfA+W3/99Rcu7toF3uiyUHd3VOne3aS6PXv2DM2aNcNrzppBKvb29pgzZw4GDx6cdd/ryclA586iU9njAQwEsPXNG5NuX7BgQdSpU0erVcfNzc30+hJCSA6XJcHPhQsX1Mc+Wbh8Psn99LX6eOmZmq3y5MkTjBgxAgMB8FZ2cR01yqR63b17Fy1atMD79+9Fz2nbti1WrFgBDw8Pk55hkJQUoHt34NAhbvF7AC3A369MnypVqqBNmzZo3bo1ateuTeviEELylUwPfpRKJebMmaN+36VLl8x+BMkjXr16hb/++ksn39BWn6SkJHTv3h3x8fHoySkXJBJI/fyMrteVK1fQunVrREVFccvd3NywdOlSdOrUKWv3W1Io2FYVe/dyi8MANAXwwIBbWVtbo2nTpmjTpg2+/fZbFC9ePDNrSgghuUqmBz+LFi3CjRs3AAAdOnRAjRo19J6flJSktf8Pb08nkjfNnj2b2+rj7++PkiVLpnv9xIkTcefOHZQDwJvALmncGDCyVebEiRPo0KGD6BYVVatWxYkTJ7K8W0iZkoJ3rVqhmMgYn0gAzaE/8PH09FS37jRp0gQ2NjZZUVVCCMl9MnOK2fnz5wULCwsBgFC4cGEhJCQk3WumTp3KnUZLU93ztlevXglyuVzn6y6TyYSAgIB0rz927Jj6ml/FpnyvW2dUnXbv3s2tkyrVrVtXiIyMNPETGyY6OlpY+scfwi4HB9Gp7B8BoYbI1PO6desKs2bNEu7duycolcosrSshhOQ0hk51z7Tg58GDB4Kzs7MAQLCyshLOnz9v0HWJiYlCVFSUOr1584aCn3xg8ODB3ACjb9++6V4bEhIiFC5cWH3Nc16QYGkpCEYEKuvWrROkUqlo4NOiRQshNjY2A59Yv2fPngmjRo0S7O3shOV61vCJBoQ6GvVycnISunXrJmzevFn48OFDltWPEEJyg2wNfgIDA4WiRYuq/3Lfu3evyfeiRQ7zvtevX4u2+jx//lzvtQqFQmjZsqX6mq/EAoXvvjO4PgsWLNC7mF/Hjh2FxMTEjH5s7mc5fvy48O2336qftUhP4BMLCA00WqF27NghJCcnZ3q9CCEktzI0hsjwmJ/g4GA0a9YMwcHBkEgkWL9+PTp06JDR25I8bPbs2UhJSdHJ79WrF7y9vfVeu3jxYpw4cUL9XnQ4swEDnQVBwJQpUzBjxgzRc/r164fVq1fDwiLzhsfFxMRg48aNWLp0KZ4+farO/x3ADyLXJADoaGGBUn5+WDRiRKbsT0YIIflWRiKsDx8+CBUqVFD/1bps2bKM3E4QBGr5yevevHkjWFpaclt9nj17pvfa//3vf1otRhaA8J7XSuLoKAgJCXrvpVAohOHDh+tt8RkzZkymjpv58OGDMHr0aMHe3l7nWaLjlgAhERC2+fsLoaGhmVYXQgjJi7K85ScqKgotW7bEw4cPAQBz5szBsGHDTL0dySfmzJmjtQimSs+ePVG6dGnR62JjY9G9e3etFqMWAFx5J3fqBFhbi94rJSUF/fr1w5YtW0TP+e233/DLL79kylR2QRCwadMm/PjjjwgPD9cpnwRgssi1CpkMsj170D0rdoUnhJD8ypTIKi4uTqhXr576r9ZffvnFlNtwUctP3iXW6iOVSoWnT5/qvbZfv346120Vay05e1b0PgkJCYKvr6/eFp+lS5dm2md+8uSJ0KRJE9FnjdPT4iPIZIKQgfFzhBCS32TZgOekpCShRYsW6h/eo0aNMrWOXBT85F1i3Uy9evXSe93OnTt1rrH9NABYJ2Dw8BAEhYJ7n+joaL2BiEwmEzZt2pQpnzUxMVGYPn06N9hTpR/0BT5SqSDs2JEpdSGEkPwiy7q9unfvjpMnTwIAvv76a/Tv3x8PHogvtWZpaYmyZcsa+xiSx7x9+xZr167VyZdKpZg0aZLodS9fvsTAgQN18tsDsOVd0L07wNljKzw8HK1atcLNmze5z7GyssLOnTvRrl070boY6tKlSxg4cKDezVCHAlgkViiRABs3Al27ZrguhBBCdBkd/OzVWGr/7NmzqFKlit7zS5QogZcvXxpdMZK3/P7771oreav06NFDNDhOTU2Fn58fd5sJf5mMbf+QFmeW19u3b9GiRQv1+LS07OzscPDgQTRp0iSdT6FfREQExo0bhz///FPved8DWK7vhHXrgJ68DTsIIYRkBtpynWS54OBgrFmzRic/vVaf3377DVevXtXJLwygqVKpe0HFikCaYDwgIAANGjQQDXwKFiyIM2fOZCjwEQQBW7duhY+PT7qBzw/OzlijbxD1ypVAv34m14UQQkj6jA5+BDZOyOBErT5k7ty53Faf7t27o1y5ctxrLl26JLr+zvwaNSAVBN0CPz/WZfTJ8+fPUb9+fbx48YJ7H3d3d1y4cAG1atUy4FPwBQQEoGXLlujZsyc+fPggep5UKsWGVq2wMCoKEl7dAeCPP4DBg02uCyGEEMNQyw/JUu/evcPq1at18iUSiWirz8ePH+Hn5wclp3XH29sbPcSChx491IcJCQno2LEjQkJCuKeWLFkSly9fRqVKlQz4FLqSk5Mxa9YsVKpUCadOndJ77pdffokHGzfC/8wZSHgtVgAwbx4wcqRJdSGEEGKcTN/VnRBNc+fORWJiok5+t27d4OPjw73m119/xZs3b3TyLSwssPf33yHr1En3ovr1gRIl1G9//PFH3Lt3j3v/ihUr4uTJkyhatKiBn0LblStXMGjQIPz33396z7O1tcWMGTMw3M8PFrVqAZz1jQAAM2cCY8eaVBdCCCHGo+CHZJmQkBCsWrVKJ18ikWDyZP6yfm/fvsWKFSu4ZTNmzEAVsZmFGgOEd+/ejZUrV3JPq1WrFo4ePYpChQqlU3tdkZGRGD9+PHf8Ulpt27bFsmXLUNzDA2jXDhDr/p0yBZg40ei6EEIIMR0FPyTLiLX6dO3aFeXLl+deM3PmTO74oK+//ho/jR0L8K6Ty4HOnQEAgYGB+P7777n3rlKlCk6fPg17e3sjPgWza9cujBw5EqGhoXrPK1q0KJYuXYoOHTqw1aHnzAEOH+afPGoUMG2a0XUhhBCSMRJBEBtAYR7R0dFwdHREVFQUHBwczF0dYqLQ0FCULFkSCQkJWvkSiQQPHjxAhQoVdK558eIFypUrp7Ppqfqa2Figdm3dh/n6AgcOIDk5GfXr1+eu5WNra4tbt26JdrWJUSqVGD16NJYsWaL3PIlEgmHDhmHmzJmfv2/PnQOaNQN443waNADOngUyccNUQgjJ7wyNIegnL8kS8+bN0wl8AKBLly7cwAdgU9t5u737+fmxa0aN4j/s09o+EyZMEF3EcMWKFUYHPsnJyejTpw+2b9+u97yqVatizZo12rPGgoOBbt34gY+bG7BzJwU+hBBiJtTyQzKdvlaf+/fvo2LFijrXPH36FOXLl9eZ4SWTyfD48WOU9vICihUD3r/XvtDeHggNxeEzZ9C2bVtuffz9/bFhwwajPkNcXBw6duyIEydOiJ5jY2OD6dOn44cffoCFZiCTkgJ8/TVw+bLuRVIpcOYM0LixUfUhhBCSPmr5IWYzf/58bqtPp06duIEPAEybNo07tb1v375st/cTJ3QDHwD47jsEhYfD39+fe18fHx8sW7bMqPqHh4ejdevWuH79uug53377LZYvXw4vLy/dwokT+YEPwGZ2UeBDCCFmRS0/JFO9f/8eJUuWRHx8vE7Z/fv3uevq3L9/H1WrVkXab0VLS0s8e/YMxYsXB3r3BjZv1rlWcewYGs+cicucYMPKygo3btxIdwsWTUFBQWjRogUePXrELbeyssK6devg5+fHBjSntW8f8N13/Ju3bQvs38/de4wQQkjGUcsPMYv58+dzA59OnTqJLig4depUncAHAAYOHMgCn7g4FlSkVaQIpl28yA18AOCPP/4wKvB5/PgxWrRowV1jCADs7e1x8OBBNBZruXn+HOjTh19WsiTbrJQCH0JyPkFgewempn5Oad/ry1flKZXsWDPx8sTylUr9yZBzNJMgGPaa3jlpk6n5/foBAwaY5UtMwQ/JNGFhYVi+nL9l55QpU7j5//vf/7CPE9hYW1tjomr9m4MHgdhYnXNe1auHmXPmcO/bpUsX7m7wYm7evIlWrVohPDycW164cGEcP34cX3zxBf8GCQlAp05AdLRumZUVsGcP4OxscH0IybMEAUhKYv9n4uPZa1JSxlNyMhtvp0pp3xuarwpaSNZr3txsj6bgh2Sav/76i9vq07FjR1SuXJl7jdhih8OHD4e7uzt7s3Ur95wB585xW4xKlSqFNWvW8LulOE6dOoUOHTogLi6OW16yZEmcPHmSjT0SM2wYcPcuv2zpUuDLLw2qCyE5QmoqEBOjP8XGfg5gVEGM5qu+vJw12oKYixm/Dyj4IZlCEAT89ddf3DKxVp8rV67g2LFjOvl2dnYYN24cexMWxgY7p/HaxganIiJ08uVyOXbs2AFHR0eD6r1r1y707NmTO8UeACpXrowTJ058DsR41q8HRD47evcGRBZdJCRLpKYCHz8CERFAZCR71TyOjGQtlJpBTNrAhrM4KSGZzowtbBT8kExx48YN7iDh5s2bi467EWv1+eGHH+Dq6sre7NrFfpinsZbTwgSwVaVr1qxpUJ1XrlyJYcOGcVuPAKB+/fo4dOgQnJycxG/y77+s1YencmVg5UqtneYJMUp8PBAaCoSEsBQezg9oNI95Xa+E5ETU8kNyO7FWn759+3Lzz549i3PnzunkOzk54ccff/ycIdLltY2T5+vri1FiCyFqEAQBv/76K6bp2VqiTZs22LlzJ2xsbMRv9PEj0LEj/69ke3s2zkff9SR/Sk0FPnz4HNDoSxTIkIyQSlmSSHSPDX1VHWvmayZenqH5np5m+6eh4IdkWEJCAnbs2KGT7+joiPbt2+vkC4KASZMmce81duzYzy0tgYHA1as65/wDIDBNnoeHB9avX5/uOB+lUolRo0bpXfund+/eWLduHeRyufiNBIHN7ApMW5NP1q8HypbVWxeSBykUbHXvFy/YZraq1+DgzwHNhw805iUzyWRsUoGlJUtyuW7i5YudK5ez1dctLNi9VceaKb181atUyo41Ey9PLF+VpwpC9KW051GLs14U/JAM27dvH6KionTyu3fvjgIFCujkHzt2DP/8849OvouLC0aOHPk5YxuvfQdI2xYkk8mwffv2dHdqT05Ohr+/PzdQU/nxxx8xd+5cSNObkj5/PnDgAL9s9Gg284vkPYLAAhjNwEbz9fVrNmMov5HLgQIFWEunsa/W1ixZWZmWZDJzf3qSC1HwQzLMmC4vfa0+48eP/7zjuiBwu7xSAexMk/fbb7+hfv36eusYGxuLjh074uTJk6Ln/P77758HWutz8SIwYQK/rG5d4Pff078HybkUCtai9+AB8OyZdoDz8mXeGAxsY8O6ZvUlBwf95XZ2gK0tC2JonzqSy9B3LMmQ169f48yZMzr5FSpU4A483rdvH+7cuaOT7+7ujiFDhnzOuHMHePxY57wTAMI03jdv3hw///yz3jqGhYWhdevWuHHjBrdcKpVi7dq16Nevn977AGB/9Xftyn5BpuXqygZo6+suIzmHIABv37Ig5/599vrgAfDwYe4IcORyoGBBlpyd9R9r5jk5UbBC8j36H0AyZNOmTdzZUn369NEZf6NQKESnvf/yyy/ag4tFBjpr5rq5uWHz5s16u6jevHmDFi1a4DEnkALYdhU7d+5Eu3btRO+hlprKdmoPCdEtk0qB7dvZ5qsk5wkL+xzcaCZOd61ZFSoEFCkinlxdPwcxNjY0roMQE1HwQ0wmCAJ3t3SZTIZevXrp5O/cuRP//fefTn7x4sXxveZaOAoFCyTSiAWgGmUjkUiwdetWuLm5idbvxYsXaNSokeh2FQ4ODjh48CAaNWokeg8tkyYBFy7wy379FWja1LD7kKyjUAD37gG3b38OcO7fZ9PFzcXSEvDwANzd9Qc2hQuzcwkhWY6CH2KyS5cuISAgQCe/VatWKFKkiFZeamoqpk6dyr3PlClTYGVl9Tnj/Hng3Tud8/YDUK3u88svv6CpnmAjMTERHTt2FA183NzccPz4cVSrVk30HloOHhQfy/Ptt+JjgEjWio0Frl8HLl8GrlwB/vmHuxVKlpLJ2JTdkiUBLy/d16JFaU83QnIYCn6IyYwZ6Lxp0yY8f/5cJ7906dLo3bu3dmY6s7waNGggGkipjBo1iju2CGDbVZw6dQre3t5676EWGMhWauYpUYLtNk+/3LJHcDALcq5cYQHPv//yx19lJomEBTAlS/IDHA8PGkNDSC4jEcSWtzUTQ7ejJ+YVGxuLIkWK6OyH5eLigrdv38JSo/k+KSkJZcuWxevXr3Xus2XLFvj5+X3OSE6GUKQIJJGRWue9B1AUgFOhQvj333/h4eEhWrfNmzfrBlSfVKlSBcePH9e/XYUmhQKoXx+4dk23zNKS/RKuUcOwexHjKJXAo0efW3UuX2azrrKKTAaUKQNUqsRW565UCahQgQU4mi2ThJAcy9AYgv5cISbZvXs3dyNQPz8/rcAHAP78809u4FOhQgV069ZNO/PMGZ3ABwD2AFAA2Lhxo97A57///sPgwYO5ZZUqVcKFCxf0b1eR1sqV/MAHABYvpsAnMyUlATdufA50rl5lWzZkhRIlPgc4qlSuHFtvhhCS51HwQ0zCG+gMsFlemhISEjBjxgzuub/99htkaRYoi9+wAbwNIXaCLUDYunVr0TrFxsaiU6dO3J3l7ezssGfPHuMCn6Ag8bE8fn6ASJBFjBAVBRw9CuzfDxw7xjbVzExubtoBjqo1h1qVCcnXKPghRgsICMDFixd18qtVq6YzgHjlypV4xxm8/MUXX6BDhw7amcnJEPbv1zn3HYDkmjUxa9Ys0ToJgoCBAweKTmlft24dypUrJ3o914gR/MGz3t7A6tU0zdhUb9+yAeT79wPnzmXeisgFCgC1awP16rFUowabGk4IIWlQ8EOMJtbqk3agc2xsLGbPns09d8aMGTrrAL356y94JifrnPs3gFVr1+p0p2latWoVtnOmxwPAsGHD0LVrV9FrufbtY7+ceVavZivbEsMIAhu7s38/SzdvZs59Cxdm47Hq1WOv1arRVHFCiEEo+CFGUSgU2Lhxo06+XC5Hjx49tPKWLFmCsLAwnXPr1KmDVq1a6eQ/nzULvD1+I1u0QNWqVUXrdOvWLfzwww/cspo1a2LBggWi13JFRwPDh/PLevem9XwMoVCwKeiqgOfZs4zf08dHO9jx9qbWN0KISSj4IUY5e/Ysd+0cX19fuLi4qN9//PgR8+bN496D1+pz/eJFfMEZFB0MoNfKlaL1iYyMROfOnZHMaTFydnbGrl27tNcQMsTEiWxKdVqFCgHGBlL5SWIicOYM2/D14MGMLSxoacm6rVTBTt26gMb3FyGEZAQFP8Qohq7ts3DhQnz8+FHnvCZNmuDrr7/WyhMEAfuGDsUczn2fV6uGhqVKcZ8pCAL69OmDly9fcss3bdoELy8vbpmof/4BVqzgly1aRL+A00pNBQ4fZtuRHDsGcGYAGqxMGaBDB6B1a6BWLZp5RQjJMhT8EIN9/PgR+/bt08kvUqQIWrZsqX4fFhaGRYsWce/x22+/6eQdO3YMFTjbXgBAFZGZYgAwf/58HDx4kFs2fvx4tGnTRvRarpQUYOBANkYlraZNgZ49jbtfXhYaCqxbx8Y/iayibZBatYD27Vny8aFuLEJItqDghxhs586dSOTsdt2rVy9YaKxwO3fuXMRyZkm1atUK9erV08pTKBSYMm4cdPeFB6IdHODEGRsEsK01JohMQ2/UqBE3yErX/PlsL6i0rK2BVavoF7MgsPV3VqwA/v7btFlacjnw9ddAu3aAry9tBEsIMQsKfojBDOnyevfuHZYtW8Y9jxeQbN26FUX/+w+OnPML9OrF3TYiNDQUXbt2hYKzrYGbmxu2b9+uFYwZ5Plztjkpz5QpQOnSxt0vL4mJYd1aK1awTUKNZW/P9j9r3x5o1Qpw5H21CSEk+1DwQwzy6NEjXL9+XSe/du3aKF++vPr97NmzkZCQoHNehw4dUL16da28xMRETJ48GTNFninX3PbiE4VCgR49enDXDpJKpdi+fbvhW1eoCAJbsJDTqoVKlYCxY427X17x8CFb4XrjRuMXHyxShLXutG8PNGlC20MQQnIUCn6IQQxp9QkKCsLq1at1zpFIJJg+fbpO/sqVK/H+9Wu049xX8PSEpHZtnfzp06fj7Nmz3Lr8+uuvaNKkicgn0GPzZjZLKS2JBFi7lnXV5BcpKWy21vLlwPnzxl3r5QV07coCnlq1aLNXQkiORcEPSVdqaio2b96sk29tba21eODKlSu5U867deuGypUra+VFRUVhxowZaAnAnvNMSefOOr88T5w4IbpVRqtWrUTHAOkVFgaMGcMvGzoU+Oor4++ZG719ywK9NWsATquaKImEdWkNHQq0bMk2ByWEkByOgh+SruPHjyMkJEQnv0OHDuq9spKTk/Hnn3/qnCOVSjFt2jSd/Llz5yIiIgJdxB7aRbvkzZs38PPzg8CZieXp6YnNmzdDakpLw48/AuHhuvnFigF6ttPIEwSBte6sWMFWtOaMoRJVqBDQvz/rLixZMsuqSAghWYGCH5IuQ7azOHDgAEI5i9p99913KFu2rFZecHAwFi1aBGsAvrwbFy/Ouk0+SUlJQdeuXRHOCVLkcjl27dqFQoUKGfJRtJ05A2zaxC9btixvb3554QIwbhzbRd0YtWsDw4YBnTvTOjyEkFyLgh+iV1hYGHctHU9PT63FCletWsW9fsiQITp506dPR0JCAjoAsONd1KWL1rTyn3/+Gf/88w/3/vPmzcNXpnRNJSQAgwbxy1TrzuRF//0HjB/PFiY0VIECQI8ewJAhQJpB64QQkhtR8EP02rZtG1I467n4+/tD9ml8x5MnT7iDkMuWLaszAPnJkyfq7jFDurz27t0rumBix44dMXLkSAM+BcdvvwEBAbr59vbA0qWm3TMne/sWmDoV+OsvQKk07JrSpdlYnj59AGfnLK0eIYRkJwp+iF5is7z69OmjPl6zZg33nEGDBuns4fXLL79AoVCgAIC2vIu8vNieTgCeP3+us22GSunSpfHnn3/q3N8g9+8DIvuOYfZswMPD+HvmVFFRwNy5bGsOzhIEOqRSoG1b1rXVtCnN2CKE5EkU/BBR//77L/7991+d/AYNGsDb2xsAkJCQwA2QrKys4O/vr5V37do1/P333wCAbwHY8h76qcsrISEBnTt3RnR0tM4p1tbW2LNnDxxNWSxPqWRbWKSm6pbVrs0G8OYFyclsVerffmMz2tJTuDAwYAD7tylePOvrRwghZkTBDxFlyNo+u3fvRmRkpM45Xbp00RqELAgCfv7558/lYg/91OU1atQobuAFAMuXL0fVqlX1V17MqlXAtWu6+RYWbJp3bp+qLQjA7t3AhAlAYGD65zs7A7/8wlp6aAAzISS/EHKYqKgoAYAQFRVl7qrka0lJSUKhQoUEAFrJ1tZWiImJUZ9Xp04dnXMACFeuXNG635EjR9RlNoAQx35Na6dSpQRBqRT27t3LvScAoU+fPqZ/qKAgQbC3130uIAjjx5t+35zi3DlBqFmT//nSJisrQfjpJ0GIiDB3rQkhJNMYGkNQyw/hOnz4MHdqeefOnWFnx+Zo3b17lzsLq0qVKqhTp476vUKhwPjx49XvWwOw4T20SxckJiXhxx9/5NapcuXKWL58uVGfQ8uIEfxtGry92f5dudV//wE//wwcOZL+uRIJ0KsX6w6j7i1CSD5FwQ/hMqTLi7eVBQAMHjxYayDytm3bcF9jQ0x9XV5LlizBixcvdIrs7Oywe/du2Nhww6b07d/PFvLjWbWKTefObd6+ZUHbhg2GzeBq2RL4/XfA1C5DQgjJIySCwFky14yio6Ph6OiIqKgoOOTlReZysJCQEHh4eOjsml6qVCk8f/4cEokEMTExKFq0KGJjY7XOsbW1RXBwsPprl5iYiHLlyuH169esHMAHADqhRunSeH/5MkqXKYMYTuvMX3/9pTXDzCjR0UCFCixYSKtXL/GFDnOqmBhgzhzDZ3B98QWb8dWsWdbXjRBCzMjQGIJafoiOzZs36wQ+AJvermrR2bZtm07gAwB+fn5a33ArV65UBz4A0AacwAcAunTBlKlTuYFPzZo10bt3b6M/h9qkSfzAp1AhYMEC0+9rDpcuAb17Ay9fpn9uiRLAzJlA9+40ZZ0QQjTQT0SiRRAEbpeXRCJRT10XBAErV67kXj9YY6q4avNSTWJdXs+++AJr167lli1atMi0fbsA4Pp1tlUFz8KFgKuraffNbsnJwMSJQKNG6Qc+zs4sqHvyBPDzo8CHEELSoJYfouXGjRt49OiRTn7Tpk1R/NMA2Rs3buDu3bs659SuXRtffPGF+v28efMQERGhfm8HoBXnmULZshi6ahWUnHErXbp0Qb169Yz/IACQksLWruH17DZtyrq8coNHj4CePYHbt/WfZ2UFjBrFtq+gFZkJIUQU/UlItBiyianYPl6arT7v3r3DwoULtcrFuryeffEFTp85o5NvZWWF33//Pd06i1q8mK3mnJa1NRvkbMrq0NlJEIDly4Evv9Qf+EgkgL8/8PQpG9BMgQ8hhOhFLT9ELSEhAdu3b9fJd3BwQIcOHQAAkZGR2LFjh845Tk5O6KKxJ5dq81JNYl1eY69f5+aPHj0aXl5ehlU+rffv2XRunilT2L5VOdm7d0C/fsDx4/rPa9gQWLKEZnARQogRqOWHqO3fvx9RUVE6+d26dUOBT1PBN27ciMTERJ1z/P391dPQnzx5gnXr1mmV24Pf5RXh5oZDnDEshQsXxoQJE4z+DGrTpvHX9KlUCRg71vT7Zod9+4DKlfUHPnI5m8F19iwFPoQQYiRq+SFq6a3tIwiCaJfXoEGD1MeqzUs1tQXA2zzhT06wBQAzZswwfamDR4/YVhU8q1axwCEniokBfvgBWL9e/3kVKgBbtwLVqmVHrQghJM8xqeXn/fv3OHz4MKZMmYJWrVrBxcUFEokEEonE9LVYiFm9fv0ap0+f1sn38fFB7dq1AQAXLlzAkydPdM5p1KgRypcvDwC4fv26evNSTd1Extds5LQiValSBf369TOq/lp++gngTNVH586AqYOns9o//7BgJr3AZ9Qo4NYtCnwIISQDTGr5cXNzy+x6EDPbtGkTeOtd9u3bV722j1irz5AhQwDobl6q4gCglUSiM+vqIYD/OPdbtGgRZKZuMHrmDH+bB0tLtjBgTpOSwsYmzZypf5XmokXZSs7Nm2db1QghJK/K8JgfT09PtGjRIjPqQsxEEATuLC+ZTIZen6aDh4aGYu/evTrnuLq6qgdDnz17FhcuXNA5p6u1NSw4v9h3ceri6+uLr7/+2rgPoKJQACL7gmHECKBUKdPum1WePmUtUb/9pj/w6dQJuHePAh9CCMkkJgU/U6ZMwaFDhxASEoLXr1+L7vFEcoerV68iICBAJ/+bb76Bu7s7AGD9+vVISUnROad///6wtLQEACwQWS15rMgGmrvTvLewsMC8efOMqHkamzYBnPWHULAg8Msvpt83swkCsHo123bi5k3x8+ztgY0bgV272GrUhBBCMoVJ3V7Tp0/P7HoQM9q2bRs3XzV+S6FQYA1nALFEIsGAAQMAAA8fPsSxY8d0zint4oIynI1KH4B1e2kaPnw4ypYta1Td1eLixAOcqVNzzto3oaHA998Dhw/rP69ePWDzZqBkyeypFyGE5CM01T2fS0lJwa5duh1QTk5OaNu2LQDg5MmTeMmZjt6yZUuU+tSVtGjRIu79FzRsCAmnxSjtEwsWLIgpU6YYV3lN8+eztXHSKlMG0Fh80axOn2ZT2PUFPhYWbPzPhQsU+BBCSBahqe753KlTpxAWFqaT36lTJ1hZWQFIf6Dz+/fvsXnzZp3yAgUK4JvoaO61abu8pk+fDmdTW2eCg9maNzxz57LBzub211/AwIFAaqr4OeXKsSns1atnX70IyW8EgY0PTE39/Kp5rFCwMXgKhWHHYnmZlQTB+FexPN77jCTVv6e+PH3ndOwIdBFb/jZrUfCTz23dupWb36NHDwDAmzdvcJjTUuHh4YFvv/0WANu5PSkpSeecId26wZITFN0D8FjjvY+Pj9Y6QUabPBmIj9fNb9gQaNfO9PtmBkEApk9nSZ+hQ4F584BPC0USkmMJAttoNzERSEpix0lJ2seG5qmOU1JYSk39fMxL+srTBjC8oCY1Vf/kApK9ypal4Idkv7i4OOzfv18nv1ixYmjYsCEAYN26ddwNRwcMGAALCwskJiZi+fLl3PuPLV2a29KRtstrwYIFkJu68ODdu6xVhWfBAvPu35WczFp7Nm4UP8fNja3t8ymQJCRDBAFISGALZsbGsqR5rErx8ew8Y1N8PAt6KIAguZzZg5+kpCStVoNokW4SkvkOHDiAeE6LSbdu3SCTyZCSkoK1a9fqlMtkMvTv3x8Aazn68OGDzjlt2rSB+6VL3Odqdnm1aNECrVrxNr4wgCCwrSp4u7b37AnUqGHafTNDVBSbos5ZOFLN1xdYtw5wdc2+epGcSRW0fPwIREayxDsWC2o0j3n/HwjJicz4vWr24Gf27Nk0e8xMxGZ5+fn5AQAOHTqEd5xBxL6+vihWrBgEQdDZuV1lXP/+bEXlNP4F8PTTsVQqxYIFC9SLKBrt2DF+cGFtDcyaZdo9M0NQEGvJ4e0orzJpEvDrrzl/Z3livKQktrHu+/dsdl9oKBARoT+oiYxkLYWE5Cf5OfiZMGECxowZo34fHR0NT09PM9YofwgLC8OJEyd08n18fFDt09YJYgOdB3+aPXXy5Ek8fJh2wjpQrVo11A8LS7fLa+DAgahUqZLxlQfYvcU2KB0zBjDX99Ddu0Dr1sDbt/xymYztL/b999lbL2I6QWAtKqpARjOoUR1r5onsV0dIjieR6E9SKf88sWvTy7e3z/7P+InZgx8rKyv1rCKSfXbv3o1UTnDi5+cHiUSC58+f49SpUzrl3t7eaNasGQCItvqMGTMGki1b+M/99Org4IBff/3VtMoDrLvo0SPd/MKFgfHjTb9vRpw6xWYv8HaTBwA7O2D3buCbb7K3XkS/6Gjg1Svg9Wv2qnkcHMwCGs4edCQLWFiwjYc1Ey+Pd47qPJmMHateNY8NyVMlqVT3mJfHO9Y8PyNJFXBovpqSJ/Y+bUCSj5g9+CHmIdbl1b17dwDgLmoIsN3bpVIpHjx4gJMnT+qUFy1aFF2bNgU+7QSv6TaA55+OJ0+eDFdTx7pERwNiawL9+qt5/ppIbyq7uztw9ChtSJrdlEoWvIgFN69eUUsNABQoYFqysmLJ0lL71ZhjS8vPAUw+/CVMzIOCn3zo1atXuHz5sk7+V199BW9vbyQlJWE9Z3dxS0tL9arPYq0+I0aMgOWRI9xd1VVdXt7e3hgxYoTJ9cecOQBnkDUqVAA+DcTONoZMZa9YkQU+Itt8kAwSBODNG9YSqErPn7PA5s2bvDWWxtaWtSDa2bEgX3Wc9r2+Mjs7tqSCZgBDQQfJZyj4yYe2b9/OzVet7bNnzx6Eh4frlHfq1Amurq4ICQnhrg9kY2ODgQMHAl27cu+v6vKaO3eu6V2dr18DIqtJY/589tdjdklOBgYNYruti2nSBNi7F3Byyq5a5V2pqUBAgHaQ8+gR8PgxG5OTG0ilbKsVJyf2asyxk1P2fn8TkofR/6R8iBe4yGQydPm02FR6A51XrFiBZM5f03379kVBhQI4e1an7BaAQACNGjVS7wJvkokT+eMvmjfP3rE00dFsfI++qey9erGxSTlhhencJCEBePJEN8h5+pQtZpeTSKWAiwtbr8nNjY0503xVHbu6siDG3p5aWQjJASj4yWfu37+PBw8e6OQ3a9YMbm5uePDgAbdLrGLFiqhfvz4SEhKwYsUKnXKJRIJRo0axVg7OAmi7Pp2zcOFC06e237zJtn/QfThr9cmuXypBQWxG17174ufQVHbDxMcD//sfcP06S7dvAy9emH+tGnt7oEQJNmuwSBF+QOPmBhQqxAa2EkJyFZOCn8uXL+P58+fq95p7Qz1//hwb0nQDqMaJEPMT285CtbbP6tWrueWDBw+GRCLB5s2buV1ivr6+KFOmDIQhQ8D7db8b7Pvgyy+/NK3iggD8+CO/rF8/oEoV0+5rrHv32Bo+NJXdeEol66JSBTrXr7O1kDjjw7Kcuzsbg1WixOdXzWNHRwpcCcnDJIJg/J9Yffr0wUZ9S/anYcwjoqOj4ejoiKioKDg4OBhbNaKHUqlEyZIl8fr1a638AgUKIDQ0FFKpFEWLFtVZZdvGxgbBwcGwt7dHxYoV8fjxY6R14cIFNPTxgbJIEUjTfL1vAPja1hbPnj2Du7u7aZXftw/47jvdfFtb4Nkz9sssq9FUduOEhmoHOjdvsu7CrCaRsADG25sf4Hh4sEG+hJA8x9AYgrq98pErV67oBD4Aa7Wxt7fHunXruNuLdO/eHY6Ojjh69Cg38KlRowYaNGiAlIULIecEursAjB8/3vTAJzkZGDeOXzZuXPYEPhs2AAMG0FR2MQkJwJ072sHOy5dZ+0wLC6BMGaB8eTbTr3x5lsqVow1iCSF6mRT8bNiwQadri+R8Ymv7qGZ5pTfQWe+ihgCi5s+HC6f8irs7zop1WRli5Uo2dTmtokXFu8Iy04IF4qtJA/lzKrsgsC6rY8dYuno16wYj29gAPj6fgxtVoOPtzdaHIYQQI5nU7ZWVqNsrayQnJ8Pd3R0RERFa+c7OzggJCcG9e/dQs2ZNneuqV6+OW7du4e7du+ptLzR5eHggMDAQysuXYfX11zrlFwEEbd2qDrCMFhkJlC7N9kZK66+/gKweT7ZsGaBvTaL8NJU9Kop1/R0/zpLYuCdTyWRs7NaXX34OcCpUYIOOVcvqE0KIHtTtRbScPHlSJ/ABgM6dO8PS0lK01WfIkCEAxFt9Ro4cCblcjoc//4wKnPJTpUrh10+rRptkxgx+4FOtGtC7t+n3NcTatfoDn7w+lV0Q2F5lmq07mTk4uXhxoHbtz+nLL6m7ihCSLajlJ5/o3r07duzYoZN/4cIFVKlSBcWKFUN8fLxWmYODA4KDgxEVFQUvLy+kpOnWsLW1RVBQEKzi44FixVAgzb0jANw6cAAtfH1Nq3RAAPvrn9edcuYMwGlpyjRbtrDgSuy/R16dyh4ZyVp3jh1jrTshIZlzX3t7oGZN7WCnSJHMuTchhHxCLT9ELTY2FgcOHNDJ9/T0RP369bFkyRKdwAcAevfuDVtbW8yaNUsn8AGA/v37w8nJCef790djznNPFCmCbm3bml7x8eP5gU+bNlkb+OzeDfj7iwc+S5cCw4dn3fOzk1LJBiqrWneuXeOu02QUqRSoXFk70PHxofVwCCE5BgU/+cD+/fuRkJCgk6/axJS3aCHANjGNi4vjdolJpVKMGjUKCfHxcDt4kHu9x7Rppi9oeOUKsGePbr5MBsybZ9o9DXHgANCjh3gAsHBh7g98BIEtJrhxI7BrF5uSnhEWFkD9+kDLlkDdukD16mwJAkIIyaEo+MkH9M3yOnXqFJ49e6ZT1qhRI1SqVAkrV67kjhXq0KEDSpUqhZ0//ICunOnf/9rbo/7AgaZVWN+ChoMGsVaErHD8ONCli/h09pkzgdGjs+bZ2SE4mK2QvXEj8N9/GbuXpyfQqhVLTZuybi1CCMklKPjJ496/f4+TJ0/q5FesWBFVqlTBpEmTuNcNHz4cSqUSi0Q2ER0zZgwSEhIgrFnDLZcOGmR6q8/OnWydmLQcHIBp00y7Z3rOngU6dBDfAXzyZLavWG6TkADs388CnlOnTO/SksuBhg1ZsPPNN2wWVl4b70QIyTco+Mnjdu/eDQVnhk6PHj3w8uVLHDlyRKesaNGiaNeuHY4cOcJtFapduzbq1KmDVXPmwJ/TnRYlk6Hy9OmmVTghQXxBw4kT2QaRme3KFaBtW/6GqQBb48fUz2MOgsA+k6pby9RVlUuU+Ny68/XXbAVrQgjJAyj4yePE9vLq3r07Vq5cyd16ZPDgwZDL5XoXNUxMTMTr2bPBm5gc2aYNHE2dsjx/PvDmjW5+iRLAqFGm3VOfGzfYL3fOgG8AbHzP3Lm5o5XjxQtg0yaWAgONv97SEmjU6HPrjo9P7vjchBBiJJrqnocFBgbC29tbJ79u3bo4ffo0PDw8dMbzyOVyvH79GsHBwahevbrOtcWLF0dAQACWL1uGJqNHg7edqHD/PiSVKhlf4bdvgbJl+YHIjh1A167G31Off/9lixR+/Mgv//57YPXqnL3AXnQ0Gxi+cSNw8aLx19vZAZ06sT3LmjShgcqEkFyNproTbN++nZvv5+eHHTt2cAcyd+rUCUWKFMFYke0cRo0ahZSUFJz47Tfw2mEiK1SAsymBDwBMmMAPfOrVYwORM9N//wHNm4sHPj17st3Zc2Lgo1SydY42bGAbvnK6HvWSSIBmzdg6Rh06UMBDCMl3KPjJowRB4HZ5yWQydOrUCa1ateJeN3z4cAQFBWHnzp06Zfb29ujfvz/WrFmDjrxVlwE4iY3XSc/168DmzfyyxYszt/vl6VM2QyksjF/euTPbOiOnrUuTksIGg8+ZY9psLR8ftn5Rz55sZ3NCCMmnKPjJo+7evYtHjx7p5Lds2RKBgYG4ffu2Tlm1atVQp04dTJgwAamc6d4DBgyApaUlls+ahTucZ6bY2UFuSguNIAA//MAv69MHqFHD+HuKCQxkg3fF1rbx9WXTwS1y0H+N+Hhg/Xo2HurVK+OuLVgQ6N6dBT01atAYHkIIAQU/eZa+tX2WLVvGLRs+fDji4uKwevVqnTKpVIqRI0dizZo1aPr+PXgdJRZ9+gAF0m5yYVBl2crCadnaArNmGX8/MW/esBYfsQ05v/mGzY7KKTuFR0YCK1YAf/wBfPhg+HUWFkDr1qxbq3VrwMoq6+pICCG5EAU/eZBSqeSO97GxsUGdOnXQt29fnTJnZ2d0794d69evx0fOOJhOnTqhcOHCmDN7No6JPFdiyqKGcXHAzz/zyyZOBNzdjb8nz7t3rMXn5Ut+uWp39pwQKLx7ByxaxMYcxcQYft2XX7IWnu7ds2ZJAEIIySMo+MmDLl26hKCgIJ38du3aYfv27dx9uvr16wcrKyssXryYe88xY8ZgzZo18AwNRTVOuVCnDiSVKxtf2Xnz+C0xXl7AmDHG34/n/XvW4vP8Ob+8Xj3g4EHTWq0y0/Pn7N9jwwbxxRbTcndnY3h69wZMHWhOCCH5DAU/eZDY2j7dunXDsGHDdPIlEgmGDBmCQ4cOISAgQKe8bt26qFKlCtq3b4/fRJ5pUqvPmzdsDR2eefMAa2vj75lWRASb1cUZ/wSA7TR+5Ih5F/C7c4cNYt6zx/AVmCtUYBu/duuWc7rpCCEkl6DgJ49JSkrCHs6GoIUKFUJiYiK3RahVq1bw9vbmdocBn1t94kJC0J1TLjg6QmLKQOfx4/nTtBs0YOvOZFRUFNts8949fnnVqmw/L0fHjD/LWILA1uWZPRs4ccLw6776ii0J0KZNzpyGTwghuQAFP3nM8ePHERkZqZPfpUsX7u7sABvofPPmTVy6dEmnrGTJkmjZsiXKlCmDHgB3oLOkZ0/A2BWd//mHDXTWuZmEDfDN6KykxESgfXvg1i1+eYUKbK+rggUz9hxjKZXAoUOspYc3yFtMy5Ys6GnYkGZsEUJIBlHwk8eIzfKqU6cOVq5cqZPv7e2Nli1bws/Pj3vdDz/8gD///BMhISEYJPbQQaIlfEql+FYV/foBX3xh3P3SUiiAXr2A8+f55WXKsEUCs3NQsCAAR4+ywd2GrtEjlbI1h37+OeP/JoQQQtQo+MlDoqOjcfDgQZ38EiVK4J9//uFeM3ToUAQGBmL37t06ZY6OjujWrRuqVq2K6gC4v36/+gowdqDzli3AzZu6+fb2wIwZxt0rLUFggRWn6w8AG0h95gxQpEjGnmOMhw+B0aOBkycNO9/Skq1v9NNPQOnSWVo1QgjJjyj4yUP279+PRM7O5B06dMDatWt18gsUKIC+ffti2LBh3J3fBw4ciO3btyMkJASie5obO9A5NpZ13/D88kvGg5KZM4Hly/llRYsCZ88Cnp4Ze4ahwsOBadOAlStZa1R67OyAIUPYgo9Fi2Z17QghJN+i4CcPEZvlZW1tjbi4OJ18Pz8/vH79mrsmkIWFBQYMGICGDRvCDkAP3o0dHIzfc+v334HgYN38UqXEV3k21Nq1wOTJ/DInJzawuGTJjD3DECkpbI2eqVPZQoXpcXVlrVVDhwLOzllfP0IIyeco+MkjQkNDcfr0aZ38SpUqYd++fdxrhg0bhkmTJnHLBg4ciKNHjyIkJAQDAHAngvfsadymmK9esS0aeObNy9gCgwcOAIMH88usrdkg4+xYB+f4cbY+kdjUek0lSgBjx7JxTsYOGCeEEGIyCn7yiJ07d0LJWSOmdu3a+PPPP3Xy69evj7i4OBw+fFinrECBAvjxxx9Rr149AIBox5axXV4//8xmYaXVuDHbXdxUly+z9W54a+RIpcCOHUD9+qbf3xBPnrCg5+jR9M8tXJiNberTh9boIYQQM6DgJ48Qm+X15s0bbv7QoUMxceJEbtmoUaNw6NAhhISE4EsA3G1Fa9Vi6+QY6vJltiN5WhJJxnZtf/AAaNuWH1QBwOrVQLt2pt3bEJGRwK+/AsuWAZzNYLVYWrKuvV9+YV2GhBBCzIKCnzzg+fPnuH79uk5+zZo1uV1hRYoUgb29PS5evKhT5ujoiBEjRqB69eoAgAFiDzWm1UepFB/P8/33xgVRml69YuvfcPYiAwD89hu7f1ZITQXWrAGmTGEDm9PTvj3r8vP2zpr6EEIIMRgFP3kAb8AyABQsWJDbFTZw4EBMnTqVe824ceOwe/duhISEwBYAd/Ufe3uga1fDK7hpE/C//+nmOziYPrU9PJwFPrzB0wAwbBhrYckKp0+zqesPHqR/buXKrGXr66+zpi6EEEKMRsFPLicIAneWl0wmwy3O6sYWFhYoWrQobt++rVPm5uaGgQMHovKndXu6A7DnPdTPz/C9sGJixKe2T57Mxr8YKy4OaN2ajbPh6dQpc1aJTuvZMzZAmbOWkg4Xl88tTxb034wQQnIS2hwol7tz5w6ecIKAypUrI5zTHdO+fXssWrSIe69JkyZh69atCAkJAZBJA51nzwY+3U+LtzcwYoTh91FJSWHT6zndfACAJk3YIooymfH3FhMbyxYcrFgx/cDHwoINfH72jM0+o8CHEEJyHPrJnMuJre0TExPDzS9VqhR341MvLy/06tULPj4+ANhqzjV5N6hZ0/CtFl68ABYu5JctWGD81HZBAAYMEJ9RVbUqsG9fxqbMp3XqFAv2Xr5M/9w2bdjnKls2855PCCEk01HLTy4WGRmJjRs36uRbW1sjICBAJ79ixYqi44OmTZuGDRs2qFt9MmWg87hxQFKSbn7TpoCvr+H3UZkwAeB8XgBs8cJjxzJvh/aPH4H+/YEWLdIPfCpUYAsoHjpEgQ8hhOQCFPzkYpMnT+Z2bRUV2RqhQoUK3KnvFSpUQMeOHTFnzhwAEB/obGfH1tMxxIUL/P21pFJg0SLjx+MsXsxWh+ZxdWXBh7u7cfcUs38/C2jWr9d/XsGCbIr73bssSCKEEJIrULdXLvXvv/9yd2kH+Gv7ODg44OzZs9zzZ8yYod65HQC6AuCuQmPoQGeFQnxq+8CBxm+Eun07m13FY2vLusHKlDHunjzv37NxSLt26T9PJmOzyaZOZQEQIYSQXIWCn1xIEAQMGzaMO43dx8cHjx8/1smvUKECrl27ppNfs2ZNNGjQABUrVlTnZXig84YNwL//6uY7OrIFAY1x6hTg788vs7AA9u4FanCXYTScIABbt7L9tSIi9J/boAHbt6tChYw9kxBCiNlQt1cutHnzZly9elUn39LSEtHR0dxr7t+/z82fOXMmBg4ciPfv3wMAqgKozTuxenXgyy/Tr1x0NCCycjSmTGFdVIa6dQv47js2w4tn48aMdze9ecMGKvfqpT/wsbNju8WfP0+BDyGE5HIU/OQyUVFRGDduHLesQ4cOCOYs+ufl5cXd1f3rr7/G69evtTY+zfBA55kzWfdRWmXLAsOHG3YPgE0V//ZbNs2cZ+FCoAd3r3nDKJWsBadixfT342rZki1oOHQoG7NECCEkV6Nur1xm6tSpCA0N1ckvUaKEuvUmLV5ABACDBw9Gnz591O9tAPTknWhrC3Tvnn7lbtxgA5N5Fixge1sZQrVtxYcP/PJx48THABni2TM2Zf7CBf3nOTuzz9OrV+YvmEgIIcRs6M/YXOT+/ftYtmwZt2zs2LE4d+6cTr6dnR2Sk5N18n19fTFv3jzEx8er87oA4E4U79GDbWmhz+vXbPo651lo3pytyGyIp0/ZuJoXL/jl/v7Ap1lpRktNZftrVamSfuDTqRPw6BHQuzcFPoQQksdQ8JNLCIKA4cOHQ6FQ6JR988033FWeAWgFNyoSiQRubm64efOmVr7JA51jY1ngw2mRgkxm+NT2+/eBhg3ZOByeb78F1q41LRi5fx+oW5et1Cy2AzwAuLkBf/8N7N7NjgkhhOQ51O2VS2zfvp27C7tcLsfMmTPRuHFjnTKpVMqdEda8eXP8+eefWnmVAdThPfiLL9hgZzEKBZsCf/cuv/zHH9m4mvTcuAF88w0QGckvr12bTUGXy9O/l6bkZGDWLJbEBk6r9OnDuudo+johhORpFPzkAjExMRg7diy3bOzYsbh+/Tp3Owte4GNhYYH//vtPp0xvq4++lpbx48X3u2rVigUd6bl4kXWLiQ1urlYNOHyYjT0yxrVrbGxPeruvFy8OrFnDxhkRQgjJ8yj4yQV+/fVXvHv3Tiff09MTEydORO3a3MnpXKVKlcLTp0+18ioC4K6kY2urf0bVn3+yMTQ8FSsCO3akv8Ho8eNsOntCAr+8Th02G8vJSf99NMXEAL/8wlZfFgT95w4fzgK09MY0EUIIyTMo+MnhHj58iMUiM6gWLlyImzdv4uHDhwbdSy6X6wQ+HgCOA+D+6u/eHXDgrvXM1rsZPJhf5urKWmrErlX5+2/2DLHuqKZN2VYThqwqrXLkCDBkiPi4IZWyZVnwVr++4fcmhBCSJ1Dwk4MJgoARI0YgNTVVp6xp06Zo06YNWhrRVSNNs0aNI4BjYAEQ16BB/Pxnz1hrDadesLRkAYuXl/7KbNoE9O3L1tvhaduWjfGxttZ/H5X379mWGiIbt6rJZGzQ89Spht+bEEJInkLBTw62Z88e7n5cFhYWWLBgAbp06cIdBM0jk8mQpLHDuhWA/QAqiV3Qpw9/24jISLYistjA5PXr2awqfVauZAsGiunWjQVHhgxuFgR27pgx6W9NUbUqq58hK1UTQgjJs2iqew4VGxuLMWPGcMtGjRqFGTNm4NChQwbfT3OKvATAJgCNxU5u3JitfpxWSgpb/yZN15na5Mls5pc+8+bpD3z69we2bDEs8AkMZNtb9OmjP/CxsgJmzwZu3qTAhxBCCAU/OdXMmTMRFBSkk+/u7o7Xr19jz549Jt97IdiChlyVKwP79rGAQZMgsMHBIjvDo3NnYNo08YcKAguORLbmAMC6rdauTX+QtGqxwkqVgNOn9Z/buDFb42f8eOOnyRNCCMmTqNsrB3r69CkWLFjALStbtix2797NLRNb10fTGAA/iBV6egLHjvFnVi1ezKaD89SsyXZyF9v3ShBYt5TY1hcAC4ymT09/AcM7d4Dvvwdu39Z/npMTC5D69aMVmgkhhGihlp8cRhAEjBw5EimcGVDu7u64ILItg5WVVbqBTzcA/JAKLFg4dgwoVky37PBhtlghj4cHcOAAYGPDL1co2FpB+gKfuXOBX3/VH6TExwM//8wCrfQCn86d2dYU/ftT4EMIIUQHtfzkMPv378eJEyd08iUSCXetHwCwsbGBnZ2d6MamANAEwEaxQisrtlAhbyXme/fYdHTeejm2tsChQ4C7O/++KSlsb6wdO0TrhRUr2NR0fc6eZQFUQID+84oVA5YvB9q1038eIYSQfI1afnKQ+Ph4/PDDD9wyQWSxvgIFCqBPnz56A58qAPYB4O6pLpGwAcYNGuiWhYayKee8lZclEmDrVrb6Mk9iItCxo3jgI5WyWVr6Ap+ICNZt1bRp+oHP0KHAw4cU+BBCCEkXtfzkIHPmzMHr168NPt/Kygrbt2/H999/L3pOcbC1fLi7tQPAH3+wGVxpJSQA7duz3dp5fv9dPNCIjWXXnjnDL5fLWVD03Xf88oQEYPNmNg5IT1AHAPDxYYOkabFCQgghBqLgJ4cICAjA3LlzDT5fLpdjzpw5WLRoEcLCwrjnOIMFPkXFbjJuHDBihG6+ILDxMteu8a/r1w8Q2WtMvQ7Q1av88gIF2Gwy3uKMoaGsG2zFCkDkM6nJ5cCECcDEiboz0wghhBA9KPjJIUaNGqW1CKE+UqkUNWvWxOjRo0XPsQZwEEAFsRP8/NjaNzy//Sa+UnKjRmyRwrQDid+8AZYsYTPCoqP519rbs8HTDRtq59+/DyxaxLrRkpPFavzZV18B69YZtls8IYQQkkaGx/y8fv36/+3de1BU5/kH8C+wslxWbgG1CCZB5KLmQkJIDKgxim1GrcVWW1sbGx21SUwYMtaJdlp0Ml7ARNs4ndg0liTza0FjM5koarXxSiAK0UQNSKDqqNUoRAUE5LbP74/TPbN09+weNoDL7vczs+OR9z3Pnt1ngYf3vOe8WLZsGZKTkxEcHIyIiAikpaXh9ddfR0tLS28co8fbtWsXiouLdff38fFBqdbICpSk/h8AzRNBkycrdzq2d2l6UZGy9IM98fHKelz+VrOHTpxQCqm4OOXScq3CJyJCOQ1mKXxElEVNp04FHnwQKChwXviYTMDmzUBJCQsfIiJymY9ozaTVobi4GL/4xS/Q0NBgtz0xMRG7d+9GXFyc7piNjY0IDQ1FQ0MDQpwtjOkB7ty5gzFjxuDcuXO9FnMzgKVajQ89BBw5Yn/R0WPHlJEdeyNQYWFAWZkyx8ZsVi6Lf+MN4OBB5wc0dCiwf79yA8XWVmWC9R/+oExQ1mv6dOV0WGys/n2IiMir6K0hXB75+fLLLzFnzhw0NDTAZDJhzZo1KC0txSeffIJFixYBAKqrqzFt2jTctne1EAEA8vPze7XwWQ4Hhc+99wK7d9sWPlevKhOMZ860X/j4+QEffKAsVvqXvyijLtOn6yt8YmOBo0eBIUOUEaURI5TL1vUWPo88oow2ffwxCx8iIuod4qKnnnpKAIjBYJDS0lKb9vz8fAEgAGT16tW64zY0NAgAaWhocPXQBozz589LQECA+j5918c85WSS/UdEhEhVlfLEzc0ie/aI5OSIjB2rvY/lkZ8vsmqVSFSU877Wj6lTRfbvF1mwQMTfX/9+Pj4iM2eKHD4sYjbf1RwREdHAobeGcOm0V3l5OdLS0gAAS5YswRY7i2CazWaMHTsWVVVVCA8Px7Vr1zBIx9pKnn7ay2w249KlS6ipqUF+fj7279/fK3GnANgNwO47bDQqN/+7fl05/fTpp/omFgPK+lm1tcp9e/Tw81MunX/ySWVyc09eX1CQciVZdrYyv4iIiKgH9NYQLl3t9dFHH6nbzz33nN0+vr6+ePbZZ7FixQrcvHkThw4dQmZmpitPN+CICK5evYqamhp8/fXXqKmpUR+1tbW6r+rSKwXAh9AofADlsnAH9wJy6MwZff0GDVImPYeGKhOSt23T/xzR0cDLLyunw8LDXTtOIiIinVwqfo4ePQoACA4OxqOPPqrZb+LEiep2SUmJRxU/lgKnsrISlZWVqK2tRW1tLc6dO4cLFy70qMAJgnITwrD/PkL/519n28HOnqA/5lx1dADV1T3b55FHlAVPZ8/ufgUZERFRH3Kp+KmqqgIAxMfHw2DQDpGUlGSzz91y2c8PMU4W/uwJHyg3D4yGcsqJdPLxAX74Q6XoGT+eC48SEVG/63Hxc+fOHfWOwjExMQ77hoeHIzg4GM3Nzbh06ZJrR0ieISgIeO45ZT7PqFF3+2iIiMiL9bj4aWpqUrdNJpPT/pbiR+ty97a2tm6niBq1bpJHA5NlPs+iRcqNDomIiO4yl0Z+LPx1zNMw/nfdpdbWVrvt69atw+rVq3t6GOSOQkOB4cOBmBjlfj5TpgBZWZzPQ0REbqXHxU9AQIC63a7jcmnLqE5gYKDd9hUrVuCVV15R/9/Y2IhY3szO/URGKkWN5WEpcqz/P3jw3T5KIiIip3pc/Ay2+gWn587Nzc3NALRPkRmNRnV0qC9dGD4cEX0870hz6q6TSb0+vr7wMxjgZzDA189P6e/rq/xrve1MQIByqbjJBBgMysPPT3no+b+fn3LJ+rBh3Qub6GglNhERkQdwaeQnMjIS9fX1uHz5ssO+N2/eVIufuz2ak3Hx4l19fiIiInIPLq3tlZycDACora1FZ2enZr+zZ8/a7ENERER0N7lU/GRkZABQTml9/vnnmv0OHz6sbqenp7vyVERERES9yqXi50c/+pG6XVBQYLeP2WzG+++/DwAICwvDpEmTXHkqIiIiol7lUvGTlpaG8ePHAwC2bt2KsrIymz5vvPGGelfn7OxsXYuaEhEREfU1l1Z1B4CTJ08iPT0dra2tMJlMWLlyJSZNmoTW1lYUFRXh7bffBgAkJCSgoqKi21Vijnj6qu5ERETUN/TWEC4XPwCwc+dOzJs3T/OuzAkJCSguLkZ8fLzumCx+iIiIyBV6awiXTntZzJgxA6dOnUJOTg4SEhIQFBSEsLAwpKamIi8vDydPnuxR4UNERETU177TyE9f4MgPERERuaJfRn6IiIiIBhoWP0RERORVWPwQERGRV2HxQ0RERF6lxwub9jXL/Guty+eJiIiI7LHUDs6u5XK74qepqQnA3V8FnoiIiAampqYmhIaGara73aXuZrMZV65cweDBg+Hj43O3D4ccaGxsRGxsLC5dusTbEngY5tZzMbeeiXlViAiampoQHR0NX1/tmT1uN/Lj6+uLmJiYu30Y1AMhISFe/c3myZhbz8XceibmFQ5HfCw44ZmIiIi8CosfIiIi8iosfshlRqMRubm5MBqNd/tQqJcxt56LufVMzGvPuN2EZyIiIqK+xJEfIiIi8iosfoiIiMirsPghIiIir8Lih4iIiLwKix8iIiLyKix+BrgTJ05g7dq1eOaZZxAbGwuj0QiTyYSEhAT86le/wtGjR3sUb+/evZg1axZiYmJgNBoRExODWbNmYe/evbpjtLS0YMOGDUhLS0NERARMJhOSk5OxbNkyXLx4UXecr776Cr/+9a8RHx+PwMBAREVFYcKECfjzn/+Mzs7OHr0uT7J8+XL4+Pioj0OHDjndh3l1T/X19cjPz0d6ejqGDRsGo9GI6OhoPP744/jNb36DsrIypzGYW/fT3t6OrVu34gc/+AG+973vqT+XExMTsWDBAnz22We64jC3fUhowJowYYIAcPr45S9/KW1tbQ5jmc1mWbx4scM4ixcvFrPZ7DBObW2tJCYmasYIDQ2V4uJip6/tnXfeEaPRqBnniSeekPr6+h69X57giy++EIPB0O29OHjwoGZ/5tV9bd++Xe655x6HuZk5c6bm/syte7p48aI88MADTn8u5+TkaOaGue17LH4GsJEjRwoAiY6OluzsbNmxY4ccP35cysrKZOPGjTJ8+HD1wzl37lyHsVauXKn2TUlJkcLCQjl+/LgUFhZKSkqK2vbb3/5WM0ZTU5MkJSWpfRctWiSffPKJlJaWypo1a8RkMgkACQoKki+//FIzzt69e8XX11cAyNChQ+XNN9+UY8eOyZ49e2TWrFlq/AkTJkhXV5fL799A09XVJY899pgAkCFDhugqfphX9/Tee++p78WQIUMkNzdX9u/fL59//rkUFxfLm2++KZmZmfKTn/xEMwZz6346Ojq6FT4PPvigvPvuu1JWVib79u2T3//+9xIcHKy25+fn243D3PY9Fj8D2LRp02Tbtm3S2dlpt72urk4SEhLUD+eRI0fs9qupqVFHE1JTU6WlpaVbe3Nzs6SmpgoAMRgMUltbazdObm6uw2/q0tJS9XkmTZpkN0ZHR4fEx8cLAAkJCbH7XC+88IL6PO+9957dOJ5o06ZNAkCSkpJkxYoVTosf5tU9VVZWqn9Fjx8/Xm7duqXZV2vElrl1Tzt27FBf57hx4+z+bK6oqJBBgwYJAAkPD5eOjo5u7cxt/2Dx4+F27typfjBffvllu32sP7xlZWV2+5SVlal9li5datPe3t4uYWFhAkCSk5M1/wJYsmSJGqeiosKmffv27Wr7unXr7MZobm6W8PBwASBjx47Veuke5eLFi+pfagcPHuz2g02r+GFe3dPkyZMFgERGRkpdXZ1LMZhb95STk6O+Fx9//LFmv6ysLLXf6dOnu7Uxt/2DxY+Ha2pqUj+806ZNs2k3m83q6bGkpCSHsSznjmNiYmzONe/bt099nvXr12vGsP6mXblypU37z3/+c7X96tWrmnGsv2m//vprh8ftCaZPny4AZP78+SIiTosf5tU9VVVVqa9v1apVLsVgbt3Xiy++qL7GM2fOaPZbtmyZ3aKDue0/vNrLw7W3t6vbvr626T5//jz+85//AAAmTpzoMJal/fLly7hw4UK3NuuryhzFSU1NRXBwMACgpKTEpt0SJzExEcOGDXN6LFpxPMn27duxa9cuREREYMOGDbr2YV7d0wcffKBuz549W92+efMmampq8O233zqNwdy6r4SEBHX73Llzmv3+/e9/AwB8fHwwatQo9evMbf9h8ePhDh8+rG4nJSXZtFdVVTlst2bdbr1fT+IYDAaMHDnSbozbt2/j8uXL3/lYPMmtW7eQnZ0NAMjLy0NUVJSu/ZhX92S5xDk0NBTJycn429/+hoceeggRERFISEhAZGQk4uLisHr1aty+fdtuDObWfc2dOxchISEAlO/Xrq4umz4nT55EcXExAOBnP/uZ2h9gbvsTix8PZjabsX79evX/c+bMselz6dIldTsmJsZhvNjYWLv7Wf8/ODgYYWFhuuLU1dWhra1N/frly5chIt/5WDzJ8uXL8c033+DJJ5/EwoULde/HvLqnyspKAMB9992Hl156CfPmzcOpU6e69Tl//jxWrVqFcePG4cqVKzYxmFv3FRUVhXfffReBgYH49NNP8dhjj+H999/HZ599hn/9619YvXo1Jk6ciPb2djz88MPYuHFjt/2Z2/7D4seDbdq0CcePHwcAZGVlITU11aZPU1OTum0ymRzGswyPArD5q9QSx1kMR3F661g8RUlJCd555x0YDAZs2bIFPj4+uvdlXt3TjRs3AABnz57Fn/70J4SFhWHLli24fv067ty5g/LycjzzzDMAgDNnzmD27Nkwm83dYjC37i0rKwsVFRVYuHAhvvjiC8yfPx/jxo1DZmYmVq1ahaCgIGzcuBElJSU2p5KY2/7D4sdDHT58GK+++ioAYMiQIXjrrbfs9rtz54667e/v7zCm0WhUt1tbW+3GcRbDUZzeOhZP0N7ejsWLF0NEkJOTgwceeKBH+zOv7qm5uRkA0NbWBj8/P+zZswdLlixBVFQUjEYjUlNTsWvXLrUAKi0txYcfftgtBnPr3jo6OvD3v/8dO3fuVEdOrF27dg2FhYV278zO3PYfFj8e6KuvvkJWVhY6OzthNBqxfft2DB061G7fgIAAddt6crQ91kOigYGBduM4i+EoTm8diydYu3YtqqqqMGLECOTm5vZ4f+bVPVm/F7Nnz8YTTzxh08fX17fbxPbCwkLNGMyte2lubsaUKVOwZs0afPvtt1i+fDmqqqrQ1taGhoYG7Nu3DxkZGSgvL8eMGTPwxz/+sdv+zG3/YfHjYc6fP4+pU6fi5s2b8PPzQ2FhocPZ/oMHD1a3nQ1XWv5qBWyHQS1x9Ax5asXprWMZ6M6ePYt169YBADZv3txtSFkv5tU9Wb8XltEde8aMGYPhw4cDAMrLyzVjMLfuJTc3F0eOHAEAbN26FXl5eUhKSoK/vz9CQkKQmZmJgwcPYtKkSRARvPLKK93mfDG3/YfFjwe5cuUKpkyZgitXrsDHxwd//etfkZWV5XAf64lslpn9WqwnsllPcLOO09zcjFu3bumKYxnq7+1jGeg2bdqE9vZ2xMXFoaWlBUVFRTaPM2fOqP0PHDigft3yQ4h5dU/Wr0nvJNLr1693+zpz655EBAUFBQCUS97nz59vt5/BYMBrr70GQLkoxbIPwNz2JxY/HqK+vh6ZmZnqvSU2b96MZ5991ul+o0ePVrfPnj3rsK91e3JysktxOjs71Xtc/G8Mk8mkfuN8l2MZ6CxDyOfOncPcuXPtPv7xj3+o/V977TX163V1dQCYV3c1ZswYddveZdDWLO0Gg6Hb15lb93Tt2jV1QntKSorDvo8++qi6bf2+MLf9h8WPB2hoaMD3v/999TLa9evX48UXX9S17/3334/o6GgA3e8JZI9lOHf48OG47777urVlZGSo247iVFRUqKMT6enpNu2WONXV1fjmm28041g/h7043o55dU8TJkxQty2/dLRY/pCxnP6yYG7dk3WR2tnZ6bBvR0eH3f2Y2350924uTb2hublZ0tPT1VuLO1rlV8vzzz/fo7VkXnjhBZv2trY2CQ0NVdeS+d/brVtY3wb9+PHjNu3btm3r0Voyo0eP7sEr9Rx61vZiXt1PfX29uqhlZmamZr9Dhw6p79fChQtt2plb99PV1SUhISECQKKjo20WLLVmvebiSy+91K2Nue0fLH4GsLa2Npk6dar64czOznYpTnV1tcNVhFtaWrqtIqy1dsvvfvc79VicrSI8ceJEuzHa29tl5MiRAuhbRbigoKDHr9cT6Cl+mFf3ZP3LrbCw0Ka9sbFRHn74YYe/lJhb9zR37lz1dWqt3Xbjxg0ZPXq02u+f//xnt3bmtn+w+BnAZs2apX7onn76aTl16pScPn1a81FdXa0Z69VXX1VjpaSkSFFRkZSXl0tRUZGkpKSobStWrNCM0djYKAkJCWrfxYsXy4EDB6SsrEzWrl2rrkoeGBgoJ0+e1IxTXFwsvr6+AkCGDh0qmzdvlmPHjsnevXvlxz/+sRo/IyNDOjs7v8tbOGDpKX5EmFd3dP36dRkxYoT6y2vp0qVy4MABqaiokIKCAklKSlLfi+eff14zDnPrfqqqqiQoKEh9vTNmzJAdO3bIiRMnpLS0VDZu3KjmHoBMnjzZbhzmtu+x+BnALB86vY97771XM1ZXV5csWLDA4f4LFy6Urq4uh8dUU1Mjo0aN0owREhIiO3fudPra3n77bfH399eMk5aWJnV1dT19yzyG3uKHeXVPlZWVEh8f7zAvCxYskPb2ds0YzK172r9/v0RGRjr9efz000/LjRs37MZgbvsei58BrDeLH4vi4mKZOXOmREdHi7+/v0RHR8vMmTNl9+7duo/r9u3bkpeXJ6mpqRIWFiZBQUGSmJgoOTk5cuHCBd1xTp8+LYsWLZK4uDgJCAiQe+65RzIyMuStt95yeD7dG+gtfiyYV/dz+/Zt2bBhgzz++OMSEREh/v7+EhMTIz/96U/lwIEDuuMwt+6nvr5e8vLy5KmnnpKoqCgZNGiQBAYGyv333y9z5syRjz76SHMejjXmtu/4iNi5/zYRERGRh+Kl7kRERORVWPwQERGRV2HxQ0RERF6FxQ8RERF5FRY/RERE5FVY/BAREZFXYfFDREREXoXFDxEREXkVFj9ERETkVVj8EBERkVdh8UNERERehcUPEREReRUWP0RERORVWPwQERGRV/l/bKCc5C1iu2IAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 'volumetric_flow_rate', lb=3e-5, ub=5e-4\n",
    "# 'p_t0', lb=0, ub=900\n",
    "# 'p3_sigma_gauss', lb=20, ub=49\n",
    "# 'p4_gauss', lb=1.1, ub=5\n",
    "# 'rel_area', lb=0.5, ub=1\n",
    "# 'mct1_storage', lb=0, ub=0.01\n",
    "# 'mct2_storage', lb=0, ub=0.01\n",
    "\n",
    "x = [1.3e-04, 100, 20, 1.9,\n",
    " 1, 1.5e-03, 3.5e-03]\n",
    "process = setup_process(x)\n",
    "    \n",
    "simulation_results = simulator.simulate(process) \n",
    "time_new = np.arange(t[0]*60,t[-1]*60+5*60,5*60)\n",
    "\n",
    "eval_location1 = xi[0:4] \n",
    "eval_location2 = list(np.array(xi[4:])-xi[4])\n",
    "\n",
    "cb_mct1 = interpolate_cb_from_simulation_results(simulation_results, axial_positions1, channels, [0], time_new, axial_positions_new = eval_location1  \n",
    "                                            ,name = 'mct1')\n",
    "calc_data_mct1 = np.sum(cb_mct1, axis=2).squeeze()\n",
    "\n",
    "\n",
    "cb_mct2 = interpolate_cb_from_simulation_results(simulation_results, axial_positions2, channels, [0], time_new, axial_positions_new = eval_location2   \n",
    "                                            ,name = 'mct2')\n",
    "calc_data_mct2 = np.sum(cb_mct2, axis=2).squeeze()\n",
    "\n",
    "calc_data = np.hstack((calc_data_mct1,calc_data_mct2))\n",
    "\n",
    "plot_fit(time_new, calc_data, exp_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "59760592-c4f6-4e66-8f25-c60fe9695f80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1200x800 with 1 Axes>,\n",
       " <Axes: xlabel='$time~/~min$', ylabel='$c~/~mM$'>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "simulation_results.solution.mct1.outlet.channel_1.plot()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
