{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze the Operando EIS Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/leppin/Documents/SYNC/People/Carl/Minor_Revisions_ACS_Catalysis/Research_ Scharf_2025_Role of defects in reversible surface restructuring and activity of Co3O4 oxygen evolution electrocatalysts Kopie 2/EIS_sXRD\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os \n",
    "import re\n",
    "\n",
    "def get_prep_label(name):\n",
    "    match = re.match(r'(Prep\\d+_EIS_\\d+)', name)\n",
    "    if match:\n",
    "        prep_label = match.group(1)\n",
    "    return prep_label\n",
    "\n",
    "\n",
    "AllEISData = pd.DataFrame()\n",
    "\n",
    "### manage the input files####\n",
    "working_directory = os.getcwd()\n",
    "print(working_directory)\n",
    "files = np.array([f for f in os.listdir(working_directory) if os.path.isfile(os.path.join(working_directory, f)) and f.__contains__('EIS') and f.endswith(\".csv\")])\n",
    "files = [file for file in files if not('CV') in file] \n",
    "files = np.array([file for file in files if not('LSV') in file]) \n",
    "\n",
    "for ifile, file in enumerate(files):\n",
    "    EISData = pd.read_csv(file, sep = ',', skiprows = 3) \n",
    "    EISData.replace(' ', pd.NA, inplace=True)\n",
    "    EISData.dropna(axis=1, how='all', inplace=True)\n",
    "    EISData.dropna(axis=0, how='all', inplace=True)\n",
    "    EISData  = EISData.apply(pd.to_numeric, errors='coerce')\n",
    "    EISData = EISData.dropna(subset=[' Frequency (Hz)'])\n",
    "    frequency = EISData[\" Frequency (Hz)\"]\n",
    "    hight_freq_cutof = 100e3\n",
    "    i_high_freq_cutof = np.argmin(np.abs(frequency-hight_freq_cutof)) \n",
    "    impedance = EISData[\" Z' (Ohm)\"]+1j*EISData[\" Z'' (Ohm)\"]\n",
    "    impedance = impedance.to_numpy()[i_high_freq_cutof:]\n",
    "    frequency = frequency.to_numpy()[i_high_freq_cutof:]\n",
    "    sample = get_prep_label(file)\n",
    "    EISData = EISData.iloc[i_high_freq_cutof:]\n",
    "    EISData.reset_index(inplace=True)\n",
    "    EISData[' Voltage (V)'] = np.round(EISData[' Voltage (V)'], 2)\n",
    "    EISData['cell'] = np.full(len(frequency), 'sXRD')\n",
    "    EISData = pd.concat([EISData,\n",
    "                         pd.Series(np.full(len(frequency), file), name = 'fname')], axis = 1)\n",
    "    \n",
    "    AllEISData = pd.concat([AllEISData, EISData])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fitting + Correlation Analysis\n",
    "Using the Jacobian approximation of the covariance matrix. \n",
    "$$\n",
    "C = \\begin{pmatrix}\n",
    "\\sigma_i^2 & \\text{Cov}(i, j) \\\\\n",
    "\\text{Cov}(i, j) & \\sigma_j^2\n",
    "\\end{pmatrix}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\text{Corr}(i, j) = \\frac{\\text{Cov}(i, j)}{\\sqrt{\\sigma_i^2 \\cdot \\sigma_j^2}}\n",
    "$$\n",
    "\n",
    "critical correlations are here assumed as >0.98 and <-0.98 \n",
    "\n",
    "Johnson, M. L. Parameter Correlations While Curve Fitting. In Methods in Enzymology; Numerical Computer Methods, Part C; Academic Press, 2000; Vol. 321, pp 424–446. https://doi.org/10.1016/S0076-6879(00)21207-X.\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:55: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:55: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_28795/3070936019.py:55: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  parameters = np.array([r'$R_{\\mathrm{series}}$', r'$R_L$', '$R_{\\mathrm{CT,1}}$', r'$R_{\\mathrm{CT,2}}$', r'$R_{\\mathrm{CT,O_2}}$', r'$C_{\\mathrm{DL}}$', r'$C_{\\mathrm{Pseudo,1}}$', r'$C_{\\mathrm{Pseudo,2}}$', r'$L$'])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_ref_info: E = 0.205 V\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.0 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 15.9 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 462.6 ± 15.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 545.6 ± 14.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 11.4 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 139.4 ± 1.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 178.7 ± 8.3 $\\mathrm{\\mu F}$   $L$ = 10139.4 ± 352.6 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.1 ± 0.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 564.5 ± 9.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 153.0 ± 9.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 14.1 ± 0.6 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 36.9 ± 0.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 148.7 ± 16.9 $\\mathrm{\\mu F}$   $L$ = 5406.7 ± 556.7 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.2 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4.3 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 184.5 ± 6.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1818.3 ± 76.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 18.6 ± 0.8 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 225.0 ± 3.2 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 227.1 ± 2.8 $\\mathrm{\\mu F}$   $L$ = 7792.4 ± 331.5 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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fb775hsmTJxMWFkbr1q2pXLlyru4lREkgI7yiWEsLCCtXrpzhl7Q1jRs35tq1a2i1WgICAiwOLy8vczuj0cj+/fvNj6Ojo7l8+TJ16tQpkOdRUDQaDbVr1yYxMbHA79WyZUsSExPZu3evuWzv3r3cvn3bYl5vTri4uNCzZ0927NiR6UhWZv+H6b388suUL1+e2bNnW5T/73//IyUlhU8++YSWLVtSs2ZNLl++bNGmb9++nDp1ijVr1mS47gcffICdnR09e/bM1fPLyp9//pnhcdr3X3a+j3fv3s1zzz3HgAEDaNSoEdWrV+fkyZP53s+c2rRpExEREeaR2UWLFgGmdGNjx44ttH7UrVsXwPyzERQUxOnTpy2CzJMnT+Lo6IiHhwd2dnY0adKEzZs3W1xn8+bN5u/vJk2aoNPpLNpcvHiRv//+O9c/A+k98cQT1KpVi2+++YZvvvmGLl26WATW6T322GPs3r3b/IebNTVq1GDs2LH88ssvDBkyxPx/Aabv+9OnT/Pnn3/yww8/0L9//zz3X4jiTEZ4Rany1FNPERQURNeuXfnggw+oXbs2V69eZePGjTz11FPmURhbW1tee+01Pv30U8qUKcPrr79OYGCgRV7XtJHFhIQEtFotR44cwc7OzvyLNCUlxfwRdFJSElevXuXIkSM4Oztne9Q2OTk5w0frNjY2Vn/JHTlyhClTpjBgwADq1q2LnZ0dO3fuZPHixdlOWXT16lWuXr1qDoyOHz/OzZs3qVSpEu7u7lmeW6dOHZ555hmGDx9uzgk6fPhwnn32WWrVqmVud/z4cVJSUrh+/TqJiYnm1zGz9FQLFizg448/pnz58tl6DtbY2try/vvvZxjlrlGjBkajkblz59K9e3f+/PNP5s6da9Gmd+/e/PjjjwwePJjZs2fTsWNH7t69y3fffccXX3zBF198gZ+fX677lpk///yT//znP+aA/7vvvjN/xJyd7+OaNWvyww8/sHv3bjw8PPj88885e/Ysjz32WL73Nb3o6Gji4uLMOZzT/n8DAgJwdnbOMBqeln+3du3aORqxjYmJybA4093d3epIes+ePQkKCqJVq1Z4e3tz9uxZ3n33XSpUqGAOREeOHMkXX3zBq6++ypgxYzh37hxTpkxh1KhR5hHYN954gwEDBtC8eXOCgoKYP38+ly9fNk+lcXV1ZciQIbz99tt4eXlRvnx53njjDRo0aGA1J3RuvPTSS/znP/8hPj6eX375xVye9r2YNjVh1KhRzJ8/n969ezNhwgTc3Nw4cOAAderUoVatWrz55pv06tWLKlWqcO3aNXbv3m2RYtHPz4+2bdsyYsQI4uPj6dWrV770X4hiq2inEAuRuYel7Xpw0UeahIQENXbsWFWxYkWl0+mUn5+fev75580LNNIWPK1Zs0YFBAQoOzs71aZNmwzpvoAMR+XKlc31Z8+etdrG2kKtzJ6ftfPTL85Jv2gtNjZWvfbaa6p+/frmVEN16tRRU6ZMUXfv3s3WPadMmWL1nkuWLMnW+XFxcapfv36qbNmyqmzZsqpfv34WKb7S+mztHmketigtp4vW0nv88cczLFr79NNPla+vr3JwcFDt2rUzpyFLv2AvNTVVzZ07VzVo0EA5ODgoZ2dnFRwcrDZs2GBx/fxOS/bCCy8oJycn5eXlpWbPnm3R5mHfx3Fxcapbt27K2dlZeXp6qrfeekuNHDnS4vuvbdu2avTo0Q/tZ4UKFdTnn3+erb5n9n27fft2q+1zu2jN2pG2qPTBn/2FCxeq9u3bKy8vL2VnZ2d+rR5c0Ll3717VsmVL5eDgoKpUqaImTZqUYdHXl19+qSpXrqzs7OxU48aNMyxiS0pKUmPGjFHu7u6qTJky6tlnn1XR0dFZPl9rC/y++uorVb58+QzP/+rVq0qn0yl/f3+LdHtpP7vpHTt2THXq1Ek5OTkpZ2dn1bJlS/XXX3+p5ORk1adPH/Pz8PHxUcOGDVPx8fEW53/zzTcKUN26dcv4HyFEKaNRqhjnYRKiACxdupQxY8YUyjQAIYQQQhQ9mcMrhBBCCCFKNQl4hSgA0dHRFumkHjweTB2VH8LCwjK9X2Bg4EPPf//99zM9v1OnTvne39Jq165dWf7fF2eF8T3QqVOnTO/x/vvv58s9hBDiQTKlQYgCkJqaal7UY02VKlWwtc3fNaO3bt3KdKcpnU730JRDcXFxxMXFWa0rU6YMFStWzHMfHwV3797l0qVLmdbnNA1dYSqM74FLly5x9+5dq3Xu7u4PXTwphBC5IQGvEEIIIYQo1WRKgxBCCCGEKNUk4BVCANC+fXs0Gk2Go3PnzgVyv99//50uXbpQsWJFNBoNS5cuzdZ5U6dOzdDH9Du9ValSxerzCAkJKZDnkWbevHlUrVoVBwcHmjRpkuVWuNk9LzevUZcuXWjfvr3Vur///huNRsOmTZuy1be8Gjx4sPn1t7W1pVKlSowcOZIbN25kaPfss89mOP9///sfGo3GPD0o/fXSHy1atCiMpyOEKMEk4BVCAHDo0CFmzZrFlStXLI7/+7//K5D7JSYmUq9ePfPmHzlRq1Ytiz7+9ddf5roDBw5Y1B06dAiNRkPv3r2zff3BgwczderUbLf/4YcfePXVV3nvvfc4fPgwrVq1olOnTg9dnPiw83LzGg0ZMoTt27dbnUP+zTffULly5XzbJCE7nnrqKa5cucK5c+dYtGgRP//8M6NGjcrz9dIfGzZsyMceCyFKIwl4hRBERUVx8+ZN2rZti7e3t8Xh4uJSIPfs3Lkz77//Pj179kSrzdlbka2trUUf0+9M5+npaVG3YcMGXFxcchTw5tTHH3/M4MGDGTZsGHXq1OHzzz/Hx8eHr776Kk/n5eY1CgkJoUKFCixZssSiXK/Xs2zZMl566SWr11q4cCEVKlTAYDBYlPft25cuXboAphHnFi1a4OzsjKurK82bN+fYsWNZ9sfe3h5vb2/8/Px4+umnef755/M0wpx2vfSHLHQTQjyMBLxCCA4ePIiNjU2OtqXNKoVV2pHdj/Vz6syZM/j6+lK1alVeeOEFzpw5Y7WdUopvvvmG/v3753gUObtSUlI4ePAgTz/9tEX5008/zR9//JHv5z2Mra0tgwYNYunSpRiNRnP5zz//zPXr13nxxRetnterVy/i4+PZvHmzuSwxMZG1a9fSv39/UlNT6dq1K61btyYiIoJ9+/bx2muvYWNjk+2+nTlzho0bN6LT6XL9/IQQIjfyNy+SEKJEOnjwIAaDAS8vL4vyTp06ER4ebvWcESNGPHTUtCBSmT3++OMsXbqU2rVrExMTw8yZM2nVqhWRkZGUL1/eou3mzZs5e/Ysw4YNy/d+pLl+/ToGg4EKFSpYlFeoUIEtW7bk+3nZMWTIEObMmcOWLVvMAfU333zD008/jb+/v9Vz3Nzc6Ny5M2FhYTzzzDMArFmzBltbW7p06UJCQgI3b97kueeeo3r16gDUrl37oX3ZuHEjzs7OGAwGkpKSANPIdmbt0ksfsGfVbvTo0cyZM+ehfRFCPLok4BVCcOjQIXr06MHs2bMtyl1dXTM9p6hypj64AUKLFi2oVq0a3377LW+88YZF3ddff02zZs1o2LBhltd8//33LTY9SE5ORqPR8OGHH5rLfv31V5544ol8eAYFr0aNGrRt25bFixfz9NNPc/nyZX777beHzsfu378/gwYN4s6dOzg6OhIWFkaPHj1wcHDAwcGBwYMH07FjR9q3b0/79u3p2bMnlSpVyvKabdq0YeHChdy9e5evv/6aqKgoxo4dm2m79I4dO0a3bt0e2q5cuXJZ9kEIIWRKgxCCQ4cOERQUREBAgMWRfm7sg4pySkN6aTvJnTp1yqI8JiaGtWvXZmt0d8SIERw5csR8dOnSJUNZ06ZNrZ7r4eGBjY1Nhk0/rl27ZpE9Ir/Oy64hQ4awZs0a4uLiWLp0Ke7u7nTt2jXLc0JCQrC1tWXt2rXExMSwZcsW+vfvb65fsmQJ+/bto02bNqxbt45atWrx22+/ZXlNR0dHAgICqF+/Pp999hl37txhxowZmbZLf/j5+WWrnYeHRzZfFSHEo0pGeIV4xJ09e5a4uLgczd+FopvS8KCkpCT++ecfnnzySYvypUuXYm9vT58+fR56jQdHq8uWLYu7u3u2dkWzs7OjSZMmbN68mV69epnLN2/eTI8ePfL9vOzq2bMnr7zyCsuXL2fx4sUMHDjwoXNn7e3t6dWrF2FhYVy/fh1vb2+Cg4Mt2jRs2JCGDRsyfvx4OnXqxLfffkvHjh2z3a8pU6bQqVMnXn75ZXx9fXPz1IQQIsck4BXiEXfw4EEAvL29uXr1qkWdh4dHplsg53VKQ2JiIqdPnwZMczWjo6M5cuQI7u7u5o/Jv/jiC7744gv++ecf83lvvvkmzz33HJUqVSImJoYZM2Zw+/ZtBg0aZG6jlGLRokW88MILGeZ7FoQ33niDAQMG0Lx5c4KCgpg/fz6XL19mxIgR5jbWnsvDzsvOa5SZMmXK0LdvX6ZOncqNGzcYMmRItp5L//79ad++PWfPnqVPnz7mjA5nz55lwYIF5rzAZ86c4ejRo4wcOTJHr1VwcDB169Zl5syZzJs3L0fngmm6yYPfpzY2Nll+GiGEECghxCPtnXfeUUCGQ6PRqBs3bhTYfbdv3271voMGDTK3mTJlinrwber5559XPj4+SqfTKV9fX9W9e3cVGRlp0Wbbtm0KUPv27ctV3wYNGqSmTJmSo3O+/PJLVblyZWVnZ6caN26sdu7caVFv7bk87LzsvEZZOXjwoAJUq1atsv08jEajqly5sgJURESEufzq1auqW7duytfXV9nZ2Sl/f3/11ltvqZSUlEyvNWjQIBUSEpKhPCwsTNnZ2alz585l2e7AgQMKUGfPnjW3s/Z6VKxYMdvPTwjxaNIopVRhBddCCCGEEEIUNlm0JoQQQgghSjUJeIUQQgghRKkmAa8QQgghhCjVJOAVQgghhBClmgS8QgghhBCiVJOAVwghhBBClGoS8AohhBBCiFJNAl4hhBBCCFGqScArhBBCCCFKNQl4hRBCCCFEqSYBrxBCCCGEKNUk4BVCCCGEEKWaBLxCCCGEEKJUk4BXCCGEEEKUahLwCiGEEEKIUk0CXiGEEEIIUapJwCuEEEIIIUo1CXiFEEIIIUSpJgGvEEIIIYQo1STgFUIIIYQQpZoEvMXcK6+8wtSpU7Nss2vXLpydnTEYDIXTqRzw8/Nj6dKlRd0NIYTIV9l5by5OBg8eTP/+/fN0jeL8u0aIh5GAtxhYsmQJGo2Gd955J0PdpEmTmDt3LpcuXcr0/CeeeILExERsbGwKspsin02dOpXWrVsXdTeEEA8IDg7Gzs4OZ2dnnJ2dqVixImPGjOHu3bvmNtl5by7JrAXI8rtGlGQS8BYD8+bNo3z58ixevJjk5GSLOi8vL55++mnmzZtXRL0TRUkpRWpqalF3Q4hHzttvv01iYiKJiYns2bOHrVu3Mn36dHN9Ubw3p6SkZCgzGAwYjcZC64MQJZUEvEXswIED/O9//2P58uXEx8cTHh6eoc0zzzzDTz/9lOk1duzYgUajMQdGaSOHkydPxsfHBxcXF95++21u3LjB888/j6urK1WqVGHt2rXmayxduhQ/Pz8+/fRT/Pz8KF++PC+99BKJiYnmNjdv3mTkyJFUrlyZ8uXL07lzZ86cOWOuT0xMZMiQIZQvX56KFSvy6aefWvQzKSmJXr16UbFiRcqWLUutWrX48ssvLdpUqVKF6dOn07lzZ8qWLUv16tVZvXq1RZtffvmFFi1a4ObmRvny5enZs6e57tKlS/Tt25eKFSvi5eVFnz59iI2NzfS12759O02bNsXV1ZXy5csTFBTEjRs3ANMIR+/evRk6dCjlypWjUqVKfPDBBxbn//PPPzz77LNUqFCBihUrMmrUKG7fvm2uj4uLY9SoUVStWpWyZctSu3ZtfvvtN8LCwnj//ffZu3eveRRp165dnDt3Do1GwzfffEPDhg1xdHTkf//7n9XRluDgYCZOnGh+rNFo+PTTT2nZsiVOTk40bNiQv/76i/DwcGrVqoWLiws9e/a0+D8VQjxclSpVeOaZZzh69KhF+cPemwH27t1Lu3bt8PDwwN3dnSeffNI8Unzp0iV69+5NhQoVqFChAs8//zyXL182n5v2HjRy5Eg8PT3p2rWr+f3+//7v/6hZsyaOjo7ExMQ89P35QZMnT6ZmzZqULVsWf39/XnnlFe7cuQPA+++/T1hYGD/88IP5/Sk6OjrD7xqDwcB///tfatasiaurK02bNuXXX3813yOt/Y8//mi+V4cOHUrtqLgo5pQoUoMHD1aNGjVSSin1/PPPq5YtW2Zoc+DAAQWoW7duWb3G9u3bFaD0er1SSqkpU6YoW1tbNXfuXJWSkqL279+vbG1tVZMmTdTvv/+uDAaD+uijj5Sbm5u6ffu2UkqpJUuWKBsbGzV48GCVmJioLl68qJo2baqGDh2qlFLKaDSq4OBg1bdvX/Xvv/+qpKQk9fbbb6s6deqolJQUpZRSw4YNU4899pi6cOGCSkxMVIMHD1Y2NjZqyZIlSiml7ty5oxYvXqxu3LihDAaDWr9+vbKzs1MbN240P5fKlSsrf39/dfDgQXM/y5Ytq+Lj45VSSm3atEk5ODiolStXquTkZHX37l21ZcsWpZRSSUlJqlatWmrcuHEqMTFR3bp1S/Xv31899dRTmb7+vr6+avHixcpoNKrk5GT1xx9/qMTERKWUUoMGDVK2trZq/vz5KiUlRe3du1e5ubmp5cuXK6WUio2NVR4eHurjjz9WSUlJKjY2VrVv397iNXviiSdUp06d1Pnz55XRaFRRUVEqMjLS/P8UFBRk0Z+zZ88qQLVq1UpFR0er1NRUlZSUpAYNGqT69etn0bZt27ZqwoQJ5seAatSokTpz5oxKTk5WvXr1UtWqVVODBw9WCQkJ6urVq6patWrq/fffz/T1EEJk/Nk6ffq0qlWrlpo9e7ZFu4e9Nx87dkw5ODioL774Qt2+fVslJyer7du3q6SkJJWamqoaNWqkXnjhBXXz5k1148YN1atXL9WkSROVmpqqlLr/HvTNN9+olJQUdfv2bfP7fWhoqLp+/br5Wg97f37wPeS7774zvy8dO3ZMVa9eXb3zzjvmemvvOQ/+rvnwww9VxYoV1cGDB5Ver1fff/+90ul06uDBgxbt+/btq27evKlu3rypWrVqpQYOHJjb/xohck0C3iIUFxenypQpo+bNm6eUUmrr1q0KUEeOHLFod/LkSQWo8+fPW72OtYC3WrVqFm0aNWqkXn75ZfPj69evW9xryZIlSqvVqps3b5rbbNiwQel0OpWamqoOHjyodDqdxRt7amqqcnBwULt27VIGg0HZ29urdevWmetv3rypNBqNOeC1pkuXLuqNN94wP65cubKaNm2a+XFiYqIC1J9//qmUUiokJESNHj3a6rVWrVqlfH19ldFoNJddvHhRAerChQtWz6lSpYqaMGGCunjxYoa6QYMGqcaNG1uUvf3226pdu3ZKKaU++ugj1aJFC4v63bt3Kzs7O5WamqoOHDigNBqNiomJsXrvrALe9H8EpPUlOwHvd999Z368Zs0aBajLly+by8aMGaNCQ0Ot9kcIYdK2bVtlb2+vXF1dlZOTkwLUE088oRISEizaPey9efTo0SokJMRq3R9//KE0Go2Ki4szl12/fl1pNBq1d+9epZTp5/7B95i09/t//vnHXPaw9+e0az34HpLexx9/bPF+l52At2bNmmru3LkWbbp06aKGDx9u0T796/PFF1+o2rVrZ9oPIQqKTGkoQmmL1fr16wfAk08+SUBAQIY5YfHx8QC4u7tn+9o+Pj4Wj52cnCzKnJycALh165a5zM3NDVdXV/PjqlWrotfruXbtGqdOnSI1NRU/Pz/KlStHuXLlKF++PAAXLlwgNjaW5ORkqlataj7f1dXVos/Jycm8+eab5o+/ypUrx6+//kpMTIxFX319fTPt59mzZ6lVq5bV53zq1CmuXbuGm5ubuY+BgYHY29sTHR1t9Zx169Zx5swZmjRpQkBAAFOmTLGYM5v++aQ9vnDhgvl+Bw8eNN+rXLlydO7cGY1Gw9WrVzl79ixubm54enpavXdWHrxvdln7P36wLP3/uRDCujfffJObN2+SmJhITEwMFSpUoGPHjhZtHvbenNX71YULF3B3d8fNzc1cVr58edzc3CzerzJ7L0hf/rD3Z2sWLFhA48aNKV++PK6urkyYMCHDe/HDXLhwgerVq1uUBQQEZHi/ffA9Xd6DRFGwLeoOPKqUUsyfP5+UlBRq1qxpLo+PjycsLIz//ve/uLi4APDXX39Rq1YtnJ2dC7RPN27cID4+3hz0njt3Dp1OR4UKFfD29sbOzo7Y2Fh0Ol2Gc41GI/b29pw7d4569eqZn0vafFiAjz/+mJ9//pmff/6ZGjVqoNVq6dq1K0qpbPexSpUqnDx50mqdt7c3lStXJioqKtvXq1+/PitWrADgyJEjdOzYET8/P4YNG2Z+DdI7d+4cfn5+5vu1bt2abdu2ZdrXGzducP36dTw8PDLUa7WZ/735YF3ZsmW5ePGiRVn6uX5CiILj6enJoEGDeO655/j333/NweTD3puzer/y9/fnxo0b3Lhxwxz0xsXFcePGDSpVqmRul9n7RPryh70/P2jv3r2MGTOGTZs20bp1a3Q6HZ988gkfffTRQ+/74HN48P02KirKov9CFBcywltENm/ezKlTp9i0aRNHjhwxH2mLIr799ltz240bN9KtW7cC75NGo2HcuHHcvn2by5cvM2XKFAYMGICNjQ2tW7emXr16jBw50jwKcOPGDVatWsWdO3fQarX079+fqVOncunSJW7fvs24cePQaDTm68fHx2Nvb4+npydGo5Hw8HA2bdqUoz6++uqrfPPNN6xatYqUlBSSkpLYunUrAN27d0ev1zNp0iTzyEtMTAw//PCD1WulpKSwZMkS86I2V1dXbGxssLW9/3dgREQEixYtIjU1lf379/P111/z4osvAvDiiy9y+PBh5s2bx507d1BKceHCBdasWQNA06ZNadWqFS+++KI5WD179ix///03YPolFR0dTVJS0kOfd9OmTdm+fTv//PMPer2euXPncvbs2Ry9dkKI3Llx4wbLli3D39/fHOzCw9+bR44cyebNm5k/fz53795Fr9ezc+dOkpOTad68OfXq1WPMmDEkJCQQHx/P6NGjadSoEc2aNctR/x72/vyg+Ph4bGxs8PT0RKfTcejQIb744guLNt7e3kRFRWWZc3fo0KF8+OGHHDlyhNTUVFauXMmGDRsYOnRojvovRGGQgLeIfPXVVzz11FM8+eSTeHt7m48aNWowdOhQvvrqKwBiY2P57bffGD16dIH3ydvbm/r161OzZk3q1atHnTp1mDt3LgA2NjZs3rwZR0dHHn/8ccqWLUvDhg1ZvXq1Oaj95JNPqF+/vvka9evXx9vb23z9N998E39/fypXroyvry9bt24lNDQ0R318+umn+f7775k9ezaenp74+fmxYMECwDQKunfvXqKjo6lfvz4uLi60atWK33//PdPr/fjjjwQGBuLk5ETbtm0ZPHgwgwYNMtd369aNP//8Ew8PD3r06MGbb75pzpZQqVIl9u7dy+bNm6levTrlypWjY8eO/PXXX4DpD4i1a9fi4+NDy5YtKVu2LJ07dzZ/xPj8889Tq1YtfH19KVeuHLt37860n/369eOFF16gVatW+Pv7c/PmTYKCgnL02gkhsu+DDz4wZyioWbMmd+7cschAkJ335nr16rFlyxa+//57fH19qVChAtOnT8doNGJjY8P69etJTk4mICCAGjVqkJqayrp163Kc5zY778/pPf3004wYMYLg4GBcXV157733LN73AF5++WUAPDw8KFeunNVpYW+88QajR4+mZ8+euLu7M2fOHH766SeaNm2ao/4LURg0KiefJ4tCN3bsWNzc3Jg2bVqB3mfp0qVMnDgxw8fmj7LBgweTmprK8uXLi7orQohiprDem4UQ+UPm8BZzn332WVF3QQghxAPkvVmIkkWmNAghhBBCiFJNpjQIIYQQQohSTUZ4hRBCCCFEqSYBrxBCCCGEKNUk4BVCCCGEEKWaBLxCCCGEEKJUk4BXCCGEEEKUao9kHl5vb29u374t+30LUQSio6NxcnLi6tWrRd0VcY+8JwpRNOT9sPA8kgHv7du30ev1GAwG4uLizOXu7u453tKxNCis1yEhIYGLFy9SsWJFXF1dLSvPnIGkJNDpiPfy4tKlS/j5+eHi4pLv/ciMfD+YFPTroNfruX37dr5dT+Td7du3SUlJQRmN2T4n1ZDKjRs3zI/d3Nywtcn+r5QbJ8/kqI9GFHfU/f45arRoybhtbmbKeefsvSTVqLh5++79853KYKvN3v00Zd1zdC+DIZW4G/Hmx+5urtjk4LW8Y8j+65B2v1vxN82Py7qWy9H9bK9fytn9jIr4ZL35sau9DptsvpYAd9x8cnY/Qyp3Eu6/no4uOXs9r1yJzdH9UEZITbn/2NYONNn8AD35Ts7uJXLtkczDGxgYCMDKlSupV6+eufzYsWPmukdJZGRkobwOO3bs4Mknn2T69OlMmjTpfsU//0CdOqavJ01ihk7H5MmT2b59O8HBwfnej8wU1utQ3BX065B2rcjIyHy7psibwMBAlNHI4f17s33O8b//pvHjrcyPD+37g7ppP8fZ8LXf4znq4xVDMu/fPm9+/J5TZXxs7LN9/sC5z+fofn9fiqHFpAXmx3/OGE6dil7ZOteh64gc3ev4Pyd4LKid+fHhPduoW7tWts///V9dju537tQ/DAtpY3789S+/U6VG7WyfX/H9ITm636kbt+i6dof58dquwdRwK5vt83cMz9mudpfPnGRmv47mxxPDfsO3Ws1sn//qyOk5up+6e4PUE2vMj21rhaIp45atc/X/rKZuNV95PywEModXFJqgoCC8vb1ZtGgRev39v/ZZtsz8pf6FF1i0aBE+Pj4EBQUVQS+FEEIIUdpIwCsKjU6nY9SoUURHRzN06FBT0Gs0wvLlABibN2fI7NlER0czatQodLqcjVoIIYQQQlgjAa8oVO+88w4hISF89913BAQE8O3QoRAdDcCUU6dYtmwZISEhjB8/voh7KoQQQojSQgJeUah0Oh2rV69mxowZ6PV69EuWAKAHVtvZMWPGDFavXi2ju0IIIYTIN49klgZRtHQ6HRMnTmT82LFofH3h9m3iW7Xi8I4dEugKIYQQIt890gGvp6cnU6ZMsXj8KCqU1yE8HEJDIV1Aq9u4Ee6lp/J45RVYswZ69cr/e2eTfD+YyOsgssPDw4MJ74y3eFyQnDU2dLJzt3hckDzKOvFOlzYWjwvsXuXLM/HtNyweFyRX9/IMGPOmxeOC5O5gx6iGNS0eF6Sy5dzpPORVi8cFytYBbYVGFo9F8fNIpyWTNCCFJDwcevc2BbNhYfeD3ueeg/XrwcUFnnoKfvoJVq4s0qBXFDz5+St+cpOWLK9ympYsr3KaliwvcpqWLK9ympYsr3KaliyvcpqWLK+ym5ZMJcWjcXDNdT1IWrLCJHN4RcELDTUFseHh0K8f6PUQGwsbN5rqy5c3Bbu9epnaCiGEEMWY4cphUk+swRh/wWq9Mf4CqSfWYLhyuJB7JjLzSE9pEIVEpzON7IIp6AVo1QpSU01fnz2bcfRXCJEnUVFR1KpVi8TERBwc5CNWIfKLSorHGHMUlBHDuW1QpR1aV39zvTH+gqlcGTHGHEXrVu2hI72i4EnAKwrHg0Hv5s3363r2lGBXiHwWERFBrVq1JNgVIp9pHFyxqdLOHNSmD3rTB7totNhUaSfBbjEhAa8oPGlB782b9wPeWrVgxQoJdoXIZxERETRs2DDb7VMNqRz/+2+rdR4eHnjJ4kUhzLSu/vBA0Kvca2CMO2UR7KaN/Cr9XUhNynghowGDwVDIvX80ScArCo1er+ePnTt57O+/cUkr9PfP6hQhRC4dPXqUxx/P/sKwGzdu0PjxVlbrJrwznknvvZNfXROiVHgw6DX+e8JU8UCwC2C8/g/Ga0esXicuLq4Qeitk0ZoocHq9nhkzZlDN359rHTrgcvEiALc0GtiyBWOfPqaFbEKIfJPTEV4hRM5pXf3RutewLHOvYRHsiuJBAl5RoPR6PaGhoUyfPJmvbt2id7q6Jc7OrAS0q1ZJ0CtEPkpISODcuXMS8ApRwIzxF0zTGNKXxZ3KNHuDKDoypUEUqNmzZ7Npwwb2VK5M8/PnoUEDOHoUgJHbtzN87lxYvpzeq1aZUpbJ4jUh8uyvv/6ifPny+Pr6ZvscNzc3Nv3ys9W6gt5UQoiS6MEFatp0c3gfzN6g9aiNtlyVDNdIPbsVd/cC3hhDABLwigKk1+uZN28eQz08TMFur15w/rypskYNdI0bs2DxYmrv3IlDbCxdwsNNbWTjCSHyJCIigsDAQJKS7i+S0Wq12NllvsOVrY0tdevUKYzuCVHiWcvGoHX1R+PibzV7g0ZXBnRlMl5Ia4ONTcHuGihMZEqDKDB79uzh6tWr+I4da9pBbc4c2L/fVNmjB2g06HQ6Bg8bRo+kJCKnTJFgV4h8EBERwc6dOylTpoz5eP75wttpTIjSTCXFWw12wTSn16ZKO9Bo72dvSIov4h4LKIYB78svv4yPjw8uLi7Ur1+fn3++/xHb7Nmz8fT0xN3dnbfffpv0uyIfOHCABg0a4OjoSNu2bTmfNpIoikzaytPq1aubAtl0/5f07Gn+slq1aqQCJxo0KOQeClE6LViwAKWUxbF69eqi7pYQpYLGwRWtVwOr2RjAMujVejUo1nl4v/rqKxo3boxOp2Pq1KmZtjMajbz22muUK1eOChUq8MknnxReJ/NJsZvS8MYbb/D5559jb2/PgQMHeOqppzhz5gz79u3jyy+/5M8//8TJyYkOHTpQq1YthgwZQnJyMt27d2fKlCn079+fGTNm0L9/f3bt2pXpfQwGQ6Z7V3t6euLl5VVQT/GRkTYvKSoqylSwapXp3ypVoHFjc7szZ85YtBelQ0xMDLGxsRnKk5OTsbUtdm89QgiRbTY+j2W5g5rW1R9NrdBCC3Yze7+FrGMaHx8fpk6dyooVK7K8/vz589mxYwcnT54kPj6e4OBgGjRoQPv27fPc98JS7H7r1K5d2/y1RqMhJSWFS5cusWzZMoYPH24aLQTGjRvHkiVLGDJkCDt27MDe3p6hQ4cCMGHCBD755BPOnj1L1apVrd4nLi6OevXqWa2bMmVKln/piOwJCgrC29ubRYsW8c7gwejS/gDp3h00GsA0z3fRokX4+PgQFBRUhL0V+W3evHlMmzbNap2nbGIghCjhHhbMFnSw26VLF/OAUmxsbKYBb82aNTlx4oTVutDQUAA2bNiQ5b2WLVvGm2++iZeXF15eXgwbNozvvvuuRAW8xW5KA8CoUaMoU6YMzZo1o127dtSvX5/jx4/TIN1H3vXr1zeP0D5Y5+joSPXq1TMdwRWFQ6fTMWrUKKKjownr1QvSpqDcm86g1+sZMmQI0dHRjBo1Cp1kZxBCCCGyJSoqiuN//8PxM5eJjbuVabsbN27k+V5ZxWAlRbEMeOfNm0diYiJbtmzh6aefRqPRkJiYiIuLeX8uXFxcSExMBMhQ92C9KDrvvPMOISEhVNy3D4CEsmUJO32a6dOnExAQwLJlywgJCWH8+PFF3FMhhBCiZNHYu2Jf73lsvAIL9D5ZxWAlRbGb0pDGxsaG9u3bM3fuXGrUqIGzszMJCQnm+oSEBJydnQEy1D1Yb427uzvbt2+3Wicft+YfnU7H6kWLsKlYEYxGvr11i7EDBwKmuUMzZsxg/PjxMrpbCo0aNYpeVrJudO3aVebwCiFEftCARmuDrXd9bMrXyFCtP7UhX9bHZBWDlRTF/rdOamoqp0+fpm7duvz111906dIFgGPHjhEYaPqLpm7dusybN898zt27d4mKijLXW2NjY5Nlvcg/ug0bwGgEoPUnn7CqUiXc3d0JCgqSQLcUS5vr9SB7e/si6I0QQpRGGrQ6O9BZz7Gt19rmS57ftBgsbVpD+hispChWUxri4+NZsWIFiYmJpKamEh4ezvbt22nTpg39+/dnwYIFnDlzhmvXrvHxxx8z8N5IYXBwMHfv3mXx4sUkJycza9YsmjRpkumCNVHI0rIzeHnx2Cuv0L17d4KDgyXYFUIIIfJAo9Gg1dpkemjuLRDPTGpqKklJSRgMBouvH9S/f38+/PBDYmNjOX36NF9//bU5BispitUIr0aj4euvv2bUqFEopQgICGDFihU0atSIRo0aMXLkSJo3b47BYGDYsGG89NJLgGnEaPXq1QwZMoTRo0fTrFkzli9fXsTPRgBw8yZs3mz6OjQUZEcZIYqvh/xyzE+DPu9TaPcCcGz8RKHd63iyU6HdC6CBV+H+Kr/j5Vao93t15PRCvd+nX00utHvN6Ls7j1fQoLXNfAdFyPpneubMmRbZdGbNmsWSJUuoXr06nTp1Ms/THTlyJKdOnaJGjRrY2dnxzjvvlKgMDVDMAl4XF5dM59UCvPvuu7z77rtW65o1a8bRo0cLqmsiO8LDTUFt+pHb9etBrzd9HRpqaiO7qQkhhBB5pwGNNosP6x/yN+zUqVMzTcOaflGaVqtl7ty5zJ07N+d9LCaK1ZQGUYKFh0Pv3tCv3/0AF+5PZyhXDr75xtQmPLxIuiiEEEKULho0WptMj4dGvI+QYjXCK0qw0FDTyG1aMBsWhj4xEe2GDdgAdx0cKLNqlanNvUTXQgghhMg9jSbrKQ0Pm8P7KJGAV+QPnQ7Cwkxfh4dz/PhxPr9wga9SUgAoc/Uq6xwc+KtuXd4GZLmaEEIIkXcaWRuTLTKlQeQfnQ790qXs8vambmQkk2/fNlf9Xbcur3t6MnHaNLp164Y+/bQHIYQQQuTcvRHezI7CXIha3EnAK/LV7I8+ot3Vqxz098cnLbWJnx91jhzhn6goBg4cyC+//MKcOXOKtqNCCCFEiZd1WjKZw3ufBLwi3+j1eubNm0clf38e8/O7X+HjA5h2XVu0aBGVKlVi3rx5MsorhBBC5IHmISO8Mof3Pgl4Rb7Zs2cP169e5WcXF7R7996vOHDAnL1Bp9MxdOhQrly5wp49e4qus0IIIUoVlRSfp/qSKussDSKNLFoT+eZGTAxhQN3ISHBygtu34YknwNvbIntDtWrVAIiLiyu6zgohhCg1DFcOY4w5ik2Vdmhd/TPUG+MvYDi3Da1XA2x8HiuCHhYQjSbrwFZGeM0k4BX5Q68naN48vIDTAQEEnD5tKu/SBV591fT1vaD3XN26ALi7uxdBR4UQQpQmKikeY8xRUEYM57bBA0FvWrCLMmKMOYrWrRoaB9ci7HF+0qDV5X6ntUeJTGkQ+WPNGrx27mSdgwM/xMbeLw8JuZ+y7F6e3otffomPjw9BQUFF118h8sH169d55ZVX8Pf3x8XFhcDAQD744AOre9ELIQqGxsEVmyrtQKM1B73G+AuAZbCLRotNlXalKNg1DeBmNaVBBnjvkxFekT969YKVK/krMpIW9/blVlWroqld21R/L2XZ/GvXmP/778yYMQOdTrLxipIrJiaGoKAggoOD2bdvH76+vkRERDBp0iTeeuutou5ejqUaUjn+999W6zw8PPDy9CzkHgmRfVpXf6jSzhzcGs5tQ7nXwBh3yiLYtTbdoTDcirvOrZsZp/HpU5Ix2OVl7DHrjSdkhPc+CXhF/unVi7fbtUMzfTooxbexsVyYOZNq1aoRFRXFN998Q3R0NCEhIYwfP76oeytEnowZM4bGjRvz9ddfm8saNmzIunXrirBXuXfjxg0aN29ptW7Cu+OZ9N67hdwjIXLmwaDX+O8JU0URB7sAO39azoZvPrVap8nLH5Ma0GqzCGol3jWTgFfkK9327aAUAJt0Or6fPNlc5+Pjw4wZMxg/fryM7ooSLSoqilWrVnH8+PGi7ooQIh2tq79pZDct2AW07jWKNNgtSBo0aG0yHyHWSMRrJgGvyF+//GL619GRb8+f5+WDB4mLi8Pd3Z2goCAJdEWpsHXrVmrUqEGtWrWs1u/YsYNBgwZRtWpVypYtyw8//ICjo2Oe77tlyxZ2797N1KlTH9p2586djB8/HltbW5o1a8Ynn3yS5/sLUdwZ4y+YpjGkL4s7hcbFv3QGvTLCm20S8Ir8YzTChg2mr9u3R1e2LMHBwUXaJSEKQkxMDH7pN1exYsCAAcycOZMPP/yQlStXMnjw4MLp3D0BAQHs3LkTe3t7+vXrx19//UX9+vUzbe/m5samDeut1nl4eBRUN4XINw8uUNOmm8NrLXtDYWrbvT+N23XOUD7/7WG4O5fJ07U1WQW8wkwCXpF/Dh6EmBjT1yEhRdsXIQpQpUqVuHDhQrba1q9fnwMHDhAREcHLL7+Mo6Mj7dq1Y+LEiYwaNYoTJ07g6OhIWFgYhw8fZsuWLcycOdM8mjthwgReeOEFbt26hZeXFwEBARgMBgYNGsSFCxdwdXVl+fLluLi4WNy3YsWK5q9tbW2xsck6Cb2tjS1169TJ+YshRDFgLRuD1tUfjYu/xUK2ogp6y7p7UNY94x+OOjv7h/5sZkUD2GQ5pUGkkbRkIv+kTWcACXhFqfbcc88RHx/PrFmzuHPnDkajkQMHDvD6669naLt7925q1KjBli1beP3119m+fTsTJkxg/fr1+Pv7s23bNoYPH87ChQut3mvNmjU0bNiQTZs2UbNmTQBWr15tHsHt2rWrxcK5Bx0+fJjr169T917+ayFKG5UUbzXYBdOc3gdTlpWqHdc0phHezA6JeO+TgFfkTng46PUWRcb1po9Db1apws5//iH1+++LomdCFDg3Nze2bt3K7t27qVSpEh4eHowePdpiysCyZcsIDg4mJiaG7t27M3jwYP744w/69evHpk2b+Pvvv/nhhx8IDg5mzpw5/Pvvvxb73qt7iz+joqJo0qQJgPnf06dP06xZMwAef/xxTqdt9PKAmJgYxo4dy+LFiwvkdRCiONA4uKL1apBpNob0Qa/Wq0GpysMLGmxstZkeEvHeJ1MaRM6Fh0Pv3qbcu2Fh6IHPJ0zgjYMHAfjq3Dmqd+iALfDjmjV0Xb5cFquJUicwMJBff/010/q0ObxpHB0d+eyzz0hJSSEoKIgJEyYwcOBAxo0bB4Ber+f48eNcvnwZgIiICACqVavG4cOHCQkJ4fDhw4Bpfu7+/fsJCQlh3759VK9eHYBLly6ZpzIkJyfTt29f5s6dS4UKFfL/BRCiGLHxeSzLHdS0rv5oaoWWsmCXeyO8WdcLExnhFTkXGmreNc3Ypw89unTh2H//a65+sW5degPrHR3ps3Il3bp1Q//AaLAQj5oVK1bQpk0bWrVqRf/+/enatStRUVG0a9eOJ598kl9//ZUGDRoQExPDM888w6lTppXm3bp14+DBg3To0IEzZ84AEBoayqlTp2jbti2rV69m2LBhpKamWiyM++677/jrr78YN24cwcHB7N27tyiethCF5mHBbKkLdrk/hzezQ+Ld+2SEV+Rc2lbBgDY8nP5ANX9/uHAB7OzwPn4cevWi49Kl9B05ku+++445c+YwceLEou23EIUkODg4Q4aSIUOGMGTIEIuyefPmZTh3/fqMmRJWr16doWzFihUWj/fv30+fPn3Mj4cNG8awYcNy0m0hREmjeUiWBol4zWSEV+TOva2C1zk40BtocuWKqTwlxTzVQefoyKJFi6hUqRLz5s2TUV4hClDz5s156aWXirobQohCluWiNWEmAa/ItT3799MjKYnoSpXQpKaaCps1M43+3puzq9PpGDp0KFeuXGHPnj1F2FshhBCidNGgeciUBgl608iUBpFrcXFxAJRLSblf6OWVoV21atUs2gshhBAiH8iUhmyTEV6Ra+VdXAgDXK5eNRW4uZly8fbrZ5GyLG2hjbu7exH0UgghhCi9shrhFffJCK/IHb2eJ+bPt/yLafhwiIoypS0Dc8qyRYsW4ePjQ1BQUBF0VAghhCidNA9JS6aREV4zCXhFzun10K8f2lWruOjnh9/FiwCktm+P7fTppjbh4RiNRl52cCA6OpoZM2ZILl4hijWFxlB4C0ufv/N0od0L4NRX1wrtXhEf2hfavQC025cU6v38NuV+K9zcOPm0oVDvd3fB2EK710c3rkCZSnm4gubeBhOZ1wsTCXhFzq1ZYxrF7dULXycnWLqUO0DDl15i4LBhVA8JoeHx4wSuWkUiEBISwvjx44u400IIIUTpo5Fh3GyRgFfkXK9esHIldO2KtmZNAK4EBHD79m0mT54MmL6xXixXjobjxjF+/HgZ3RVCCCHymUZDliO8EgvfJwGvyJ1evUzzdc+fB6D6iBGcHzuWPXv2EBcXh7u7O0FBQRLoCiGEEAXIRvLtZosEvCL3tmy5//VTT6HT6TLsLiWEEEKIgqHRZB3wygjvfRLwitzbvNn0r6cn1K9ftH0RQgghHjEaNNhlNaVBFq2ZSZI2kTsGA2rbNgAu1KzJjt9/l62DhRBCiMJ0b4Q3s0Pi3fsk4BU5ptfrWTR6NJobNwCYsmcPTz75JJUrV2bGjBkS+AohhBCFQAPY22ozPSTevU8CXvFw4eHmndP0ej2hoaFELVhgru768ceE9+6NTqdj8uTJdOvWTYJeIYR4xKmk+DzVi4fTPGSENztzeGNjYwkJCcHJyYlatWqxdetWq+0GDx6Mvb09zs7OODs7ExgYmM/PpmBJwCuyFh4OvXubtwuePXs2GzZsoL+3t6k+IICue/fSc+VKombPZuDAgfzyyy/MmTOnaPsthBCiyBiuHCb1xBqM8Res1hvjL5B6Yg2GK4cLuWeli2kOr02mR3bm8I4ePRpvb29iY2P573//S+/evYmLi7PadtKkSSQmJpKYmEhkZGR+P50CJYvWRNZCQ00pyO7tnLZw925q+vlRNybGVK+UeRMK2549WdSzJzt27GDevHmSf1cIIR5BKikeY8xRUEYM57ZBlXZoXf3N9cb4C6ZyZcQYcxStWzU0Dq5F2OMS7N4I7934OO4m3MhQbUhNwWDI/PdwYmIia9as4cyZMzg6OtKlSxfq16/P2rVrefHFFwuy54VORnhF1nQ6CAuDXr3QrlrFR9euMTk4GE1Kiqk+KsoUEIeFgU6HTqdj6NChXLlyhT179hRt34UoYNevX+eVV17B398fFxcXAgMD+eCDDzAYCncrVCGKE42DKzZV2oFGaw5600Z60we7aLTYVGknwW4eaDAFvH9vXsmqN3tmOG5du5jpaC3AqVOncHZ2xs/Pz1xWv379TEdvP/nkE8qXL0+rVq3YuXNnfj+dAiUBr3i4e0HvxZYt6Q08l5aODKBrV3Owm6ZatWoAWf6QCVHSxcTE0LJlS5KSkti3bx8JCQmsWLGC3bt3o9WWvLdWQ2oqx//+x+oRExtb1N0TJYzW1T9D0Gu48EeGYDf9yG9p9u/dZE7duJXhSDEY8/QHskajwc5Gi00uE+4mJibi4uJiUebi4kJiYmKGtq+++iqnT5/mypUrjB49mi5dunD+3uZTJYFMaRDZo9MRNX06+zt0oPu1a6YyNzfTdIYHpi2cOXMGAHd398LupRCFZsyYMTRu3Jivv/7aXNawYUPWrVtXhL3KvbgbN3ms5RNW6yaOf4tJ775dyD0SJZ3W1R+qtLs/feHfE6aKRyzYBfj+n3PMizhptc4zj4NDNloN2lwGvM7OziQkJFiUJSQk4OzsnKHtY489Zv66X79+LFu2jE2bNjFs2LBc3buwScArsq1Vq1Zst7eH5GRTgadnhjZ6vZ5Fixbh4+NDUFBQIfdQiMIRFRXFqlWrOH78eFF3RYhiTevqj3KvcT/YBbTuNR6pYLcgaTWmtGTNnutDYJtnMtSvmjEGd1fHTM+vUaMGiYmJXLp0iYoVKwJw7NgxBg4c+PB7a7UopXLf+UJW8j53E0VDr0c3eDBPpwW7ACdPmrM3mJroGTJkCNHR0YwaNUoWrIlSa+vWrdSoUYNatWpZrd+xYweVK1cmODiY5557jjt37uTLfbds2cLUqVOz1TY5OZkWLVrg7OzM6dOn8+X+QuSUMf4CxrhTlmVxpzLN3iByzkarwcXdA++qNTIctnZ22NjYZHqus7MzXbt2ZcqUKdy9e5f169dz9OhRunbtmqHtqlWruH37Nqmpqfzwww/s2rWLp556qiCfWr6SEV7xcHq9KbAND8dYsybakydJBbaUKcMz4eGcP3+eZc88w9dLlxIdHU1ISAjjx48v6l4LUWBiYmIsFnlYM2DAAGbOnMmHH37IypUrGTx4cOF07h6dTsfatWuz/bPo7laOzevXWK3z8Cifjz0Tj4oHF6hp3WuYgt9MsjeUZn1qV6FjFd8M5WO27ccxD9P/NJqHbC2cjakO8+bNY9CgQZQvXx4/Pz9++OEH3N3dCQsL4/333zcvYPvkk0946aWXAKhduzZr1qwxr9kpCSTgFVlLF+zSqxfae/Nzr1WsyMsGAx/evUvv/fupuX8/ytubGTNmSDoyUepVqlSJCxeyN0JVv359Dhw4QEREBC+//DKOjo60a9eOiRMnMmrUKE6cOIGjoyNhYWEcPnyYLVu2MHPmTLZs2cLu3buZMGECL7zwArdu3cLLy4uAgAAMBgODBg3iwoULuLq6snz58gwLT7RaLRUqVMj2c7KxtaVundo5eh2EyIy1bAxaV380Lv7m8kcp6C1fxp7yZewzlNvZaLMcgX2YtCwNWdU/jKenJxs2bMhQ3q9fP/r162d+vHv37lz0sPiQKQ0ia2vWmINd5s+HI0cAqNinD1HR0VTYvNmcveHMxx8zceJECXZFqffcc88RHx/PrFmzuHPnDkajkQMHDvD6669naLt7925q1KjBli1beP3119m+fTsTJkxg/fr1+Pv7s23bNoYPH87ChQut3mvNmjU0bNiQTZs2UbNmTQBWr15NQEAAO3fupGvXrhYL54QoaiopPtNsDNayN8iOa3mT1U5r4j4JeEXWevWClStNqccOHIC09Clt2qDT6Wj71FP47dwJK1di26dP0fZViELi5ubG1q1b2b17N5UqVcLDw4PRo0dTv359c5tly5YRHBxMTEwM3bt3Z/Dgwfzxxx/069ePTZs28ffff/PDDz8QHBzMnDlz+Pfffy0+fkxbDBIVFUWTJk0AzP+ePn2aZs2aAfD444/LHF1RrGgcXNF6Ncg0G0P6oFfr1UDy8OaBRgN2ttpMj1wmbyiVZEqDeLhevQAwbNuGDaA0GvZoNDyu15tGc3U6cxshHhWBgYH8+uuvmdanzeFN4+joyGeffUZKSgpBQUFMmDCBgQMHMm7cOMC06PP48eNcvnwZgIiICMCU1/rw4cOEhIRw+LBpG9aAgAD2799PSEgI+/bto3r16gAWK62FKEo2Po9luYOa1tUfTa1QCXbzSEPWI7nZ2Vr4USEjvOKh9Ho9M2bM4OAnnwBwRCmeeO45KleuzIwZM9Dfy9IghMjcihUraNOmDa1ataJ///507dqVqKgo2rVrx5NPPsmvv/5KgwYNiImJ4ZlnnuHUKdPK9m7dunHw4EE6dOhgznEdGhrKqVOnaNu2LatXr2bYsGGkpqZmWBgXGhrKpk2bGDRoEOHh4YX9lMUj7mHBrAS7eafRmOYBZ3bICO99MsIrsqTX6wkNDWX7hg2krfUu88wzTG/VikWLFjF58mT27dvH6tWrZe6uEPcEBwcTHBxsUTZkyBCGDBliUTZv3rwM565fvz5D2erVqzOUrVixwuLx/v376fPAtKI1a9Zks8dCiJIqt5tOPGok4BXWhYdDaCizZ89mw4YN/KdDB+zubSlce9gwJj33HO8GBDBk40a+++475syZw8SJE4u400I8upo3b07z5s2LuhtCiEKkAXQ2ecvSUBydOXOGgwcPcuvWLYvytLRouSEBr8goPBx698bYowcL7y3Keat5c7gX8NKyJfTrh214ON+sWMGOHTuYN2+epCMTQgghCpMGbLIa4S2BEe/8+fMZM2YM7u7uODk5mcs1Gk2eAl6ZwysyCg015dxdtYqPrl3j5RdfxGbPHlNd3brw6qvmVGW2PXsydOhQrly5wp60NkIIIYQocBo0aDWZHyVx0dp//vMfVq5cSUxMDGfPnjUfaWsYcktGeEVGOh2EhXHx4kV6791L9IYNcPSoqS45+X5e3rAw0OnMO63ExcUVYaeFEEKIR09WUxpKovj4eLp3757v15URXmGdTkfU9OmsBCodOGAKdAGioiyCXcD8V5d7HrZHFEIIIUTOaOAhI7wlT0hICDt37sz368oIr8hUq7ZtqVahAo3+/Zeaqammwk6dLIJdvV7PokWL8PHxISgoqAh7K4TIi4QUxY9nkgrtfmtDs7/tcX5QPSsV3r2MhZuqseyEA4V6v4RZzQr3fkEDC/V+p2PuFNq9Unc/QcYNh7NPowFdVnl4S2DE6+npSWhoKD169MDX19eibvr06bm+rgS8IlM6nY4RI0bgMm3a/UIHB/OXer2eIUOGEB0dzYwZM2TBmhBCCFHIStsWwhERETRq1IioqCiioqLM5Zo8Ru/FakpDcnIyL730EpUqVcLFxYUWLVqwd+9ec/3s2bPx9PTE3d2dt99+27z1JsCBAwdo0KABjo6OtG3blvPnzxfFUyhd9HrePXYM73sPL9rYwOrVnG/dmplTphAQEMCyZcsICQlh/PjxWV5KCCGEEPlLg2mEN7OjJIbC27dvt3ps27YtT9ctViO8qampVKlShd27d+Pn58fKlSt57rnnOHfuHL///jtffvklf/75J05OTnTo0IFatWoxZMgQkpOT6d69O1OmTKF///7MmDGD/v37s2vXrkzvZTAYiIyMtFrn6emJl5dXQT3NkkGvh3790K5aZS763MmJJgkJ9N6/n5r796O8vZkxY4akIxNWxcTEEBsbm6E8OTkZW9ti9dYjhBAl0725ulnVl1QxMTFER0dTqVKlfInJitUIr5OTE5MnT6ZSpUpotVpeeOEF7OzsOHHiBMuWLWP48OFUr14db29vxo0bx3fffQfAjh07sLe3Z+jQoTg4ODBhwgQOHjzI2bNnM71XXFwc9erVs3pY2/3okXIv2CU8HJo0MRfP3LGDCps3c7FlS3oD54KCmCjBrsjEvHnzrP58RUVFSUYPIYTIB2kbT2R2lMRwNyEhgW7duuHt7U3z5s3x8fGhW7duxMfH5+m6uQp4k5OT+eabbwgJCcHLywudToeXlxedO3fm66+/JikpfxY+nDp1iri4OAICAjh+/DgNGjQw19WvX988QvtgnaOjI9WrV890BFc8xJo1EB6OsUcPrt7LvJDq5AR169L2qafw27nTnKcX2bpUCCGEKBIaTBtPZHaUxID37bff5saNGxw6dIiEhAQOHjxIfHx8nqdO5jjg/fbbb6lcuTILFy6kadOmfPXVV/z666989dVXNG/enG+++YYqVaqYR19z6+7du/Tv3593330XV1dXEhMTcXFxMde7uLiQmJgIkKHuwXqRM/rQUH7s3ZvKu3eTcG93tc23b1O5alVmzJiBHkyZGlauNKUoE0IIIUTh02SdlqwkRrwbNmzghx9+oFGjRjg7O9OoUSNWrFjBL7/8kqfr5ngi3apVq9i0aZPFiGqaHj16MHXqVI4ePcqkSZMYODB3qUT0ej29evUiICCAyZMnA+Ds7ExCQoK5TUJCAs7OzlbrHqy3xt3dne3bt1ut8/T0zFW/SwO9Xk9oaCgbNmzgsYoVqXmv3KFdO3SnTzN58mT27dvH6tWr0UmwK7IwatQoeln5HunatavM4RVCiHyQNqUhq/qS5u7du5QrV86irFy5cty9ezdP183xb51169Y9tE2DBg1Yu3ZtrjpkNBoZMGAAGo2Gb7/91pyGom7duvz111906dIFgGPHjhEYGGiuSz/v9u7du0RFRZnrrbGxscmy/pEUHs4HkZFs2LCBgQMH8k2XLtCzJwBPTpjA6RYtWNCpE6/88gtz5sxh4sSJRdxhUZx5eXlZXWhgb5+XrJNCiNxSSfFoHFxzXS+KJ5sSvDDNmmbNmjFp0iRmz56NVqvFaDQydepUmjZtmqfr5mnR2vbt23n77bcZPXo0n3/+Of/++y9gGtnJreHDh3PlyhXCw8MtRoH69+/PggULOHPmDNeuXePjjz82jyAHBwdz9+5dFi9eTHJyMrNmzaJJkyZUrVo1L0/v0RIeDr17U3/OHKr5+7No0SJs9+0z1dnYwGOPoRs8mDG//84IDw/mzZuHXl+4ydWFEELkjuHKYVJPrMEYf8FqvTH+Aqkn1mC4criQeybyQqPJfMGazkaT59y1ReHjjz9mxYoV+Pj40Lx5c3x9fVm+fDmffPJJnq6b64B38ODBPPXUU/z000/s37+fCRMmUKdOHX7//XeWL1+eq2ueP3+eRYsWsX//fjw8PHB2dsbZ2Zldu3YREhLCyJEjad68ObVr16Zjx4689NJLgGnEaPXq1cydO5dy5crlqQ+PrNBQYtq2pUtSEj+7uKAD+OMPU12DBjB8uCko7tULv9GjuXLlCnv27CnKHgshhMgGlRSPMeYoKCOGc9syBL3G+AsYzm0DZcQYcxSVlLfV8KJwZTmHtwSqXbs2//zzD3PnzqVXr17MnTuXv//+mzp16uTpurmaSDd//nx27NjBvn37zEPMd+7c4aOPPqJLly4kJyfnqjOVK1e22EziQe+++y7vvvuu1bpmzZpx9OjRXN1XADode0aNQr9zJ70jI6FPHzhwb7vKW7fMwS5hYVRZuRJAUksJUYiuX7/OtGnTWLNmDfHx8fj7+zNo0CDGjRuHjY1NUXdPFGMaB1dsqrQzB7WGc9ugSju0rv4WwS4aLTZV2sm0hhIkLUtDVvUlkbOzM3369MnXa+Yq4F24cCELFiywmE/h6OjIpEmTcHR05K233sq3DorC4+blRQegXmAgddNtOMHp0+ZgF52OM2fOAKaFf0KIghcTE0NQUBDBwcHs27cPX19fIiIimDRpUr693xoNqVyMOmG1rqxbeVzdPfLlPqJoaF394YGgV7nXwBh3yiLY1br6F3VXS6Ub/8YSH/dvhvKUlGQcbPK2rqGEDuRamDVrFhMmTAAwJyuwZvr06bm+R64C3lOnTvHkk09arXvjjTdo1qxZrjskik5QUBAe3t48l5DA6cBANGl5jDt2NAe7er2eRYsW4ePjQ1BQUNF2WIhHxJgxY2jcuDFff/21uaxhw4bZWkScXYkJNxnf6ymrdd1ffp0eI97It3uJovFg0Gv8994fOBLsFrifw5aw7IsPrdal5jEzlLYUBLzpp0hmtktuXucj5yrg1Wq1JCUlYWdnl6FOr9dz/vz5PHVKFA2dTseoUaOYPnkyN8uUwS2twtERMP3fDhkyhOjoaGbMmCE7rAlRCKKioli1ahXHjx8v6q6IUkDr6m8a2f33/mi+1r2GBLsllEbzkCkNJSQY3rBhg/nrzFLG5lWuFq01a9aMFStWWK174403GDx4cF76JIrQO+PGsc3HB7d7+e4SypaF1auJfOwxalevzrJlywgJCcnzjidCiOzZunUrNWrUoFatWlbrd+zYQeXKlWnfvj3BwcHmBbs7duyQ1IEiA2P8BdM0hvRlcacyzd4gij+NJvOjJMos09eYMWPydN1cjfCOHz+ebt26kZSURO/evXFzcyMiIoL//Oc//PPPP5Jns6TS67EZOJAnrlwxF828dYumQO/ISD5xcODY1Km89d57MrorRCGJiYnBz88vyzYDBgxg5syZJCUl0aNHj0yD46w4u5Rj4sKVVuvKupXP8fVE8fPgAjVtujm86Reyifz3XL8XadOpS4byySMH4lIm9zGTadFa1vUlzfLlyy32VkizYsUKvvjii1xfN1cBb4cOHfj888957bXXGDduHABKKdq0acO2bduoXbt2rjskiob+zh1ONW9O3chI/gBa3SuPLFuWy5060fbqVbr8/jtd0ub1CiEKRaVKlbhwIXujbw4ODrz55pusW7eO9u3b5+g+Whtb/KrnPFAWJYO1bAxaV380Lv5WszeI/OVW3hO38hnn6trZ2ec5y0pJTT/2oLQF8Uopzp49a5G168SJEzg4OOTp+rnOw/viiy9y8eJF1q9fz4oVKzh8+DA7duygYsWKvPfee3nqlChcer2eD1u3pm5kJOsdHdG0bAmAUavltKsrYStX8rKTE8YePUzpydasKdoOC/EIee6554iPj2fWrFncuXMHo9HIgQMHeP3116229/X15erVq4XcS1GcqaR4q8EumOb02lRpBxrt/ewNkoe3xEgb4c3sKEmhcEBAADVq1ODOnTvmr2vUqEFAQABdunTJ9D0vu/K001rZsmXp1KkTzz//PA0bNjSXZ5YrVxRPs2fP5r3Dh/miTRs6xsbS8t4Od9qGDTl25gwDBw5k3a+/Mrt+fVi50pSiTAhRKNzc3Ni6dSu7d++mUqVKeHh4MHr0aOrXr2+1/aVLl/Dx8SnkXoriTOPgitarQabZGNIHvVqvBpKHt4TRaDSZHiXJ2bNniYqKokyZMpw5c8Z8nD9/nlu3buU5BWOOpzQ0atSIGTNm8Oyzz1p9MZVS/Pzzz0yZMoXDh2WLwuIu9fvvWfjll1SqVInhW7aYdlj73/9MlS1aoAO+eeYZduzYwRcLFvDW+fPI7F0hCldgYCC//vrrQ9slJSXxySefMGXKFBITEwuhZ6KksPF5DK1btUyDWa2rP5paoRLsljSah6QlK0Exb+XKlQEK7L0rxwHvl19+ydixYxk5ciTt27enXr16uLq6Eh8fT2RkJFu3bsXLyytPE4tFIQkPx7ZvXz4CTk2ZYlqIdvgw3MvQQNOm0K8ftuHhfNS7N71WrmTPnj0EBwcXZa+FEA9YtmwZe/fuxWAwMHToUJo2bcqOHTsICwvjzz//BOC1117j2WefLeKeiqL0sGBWgt2SpzQuWgPTzpL79u0jJibGYi7vSy+9lOtr5jjgDQoK4uDBg2zfvp2ffvqJn376ibi4ONzd3WnSpAnffvst7dq1y3WHRCEKDeViy5b03ruX8xs3woQJcO+XI2Car7txI/TqRUrnzrBypWwnLEQxExwcbDX3eXBwMGfPni2CHgkhCs/Dpi6UvJB3+/btdOvWDY1Gw61btyhbtiyJiYn4+/sXbsCb5sknn8x0tzVRQuh0RE2fzh8dOtB73z7o1w/SVkHqdOZgl7AwombPBmQ7YSGEEKI4yWqEtyR69913eeONN5g8eTJubm7cuHGDd955B3//vGUPyXXAK0qHVm3bUq1CBRxv3eLZ8HBwdjZV6PXmYFcPsp2wEEIIUcxoyHoOb0mMhU+cOGHeXjhtOsOkSZOoV68eo0ePzvV185SlQZR8Op2Ol0ePptudOxyuWBHSJovXrm0OdtO2Ex41apRsOCGEEEIUFxqw0WoyPbIT8cbGxhISEoKTkxO1atVi69atVtvdvXuX/v37U7ZsWSpVqsT333+fz0/GRKfTmQNdV1dXrl+/jp2dHbGxsXm6rozwCt555x3+t3cvt9OtAo81GFgwcyZfL11KdHS0bCcshBBCFEMaIDYmhuvXr2eoS05Kxs4u64Gq0aNH4+3tTWxsLFu2bKF3796cOnUqwxTGKVOmcP36dS5dusTx48fp1KkTjRs3ztXOjllp0KABu3bton379rRq1YoxY8bg7Oyc503NZIRXgF7Pwtu3aZ2uyPPUKWpOn45KSWHGjBmsXr1aRneFEEKIYsQ0pUHDoq+/pnmzphmOs2fPZLnYPDExkTVr1jBt2jQcHR3p0qUL9evXZ+3atRnaLlu2jIkTJ+Li4kKLFi3o2rUrK1asyPfn9Omnn+Lt7Q3ABx98wM2bN4mMjOSrr77K03VlhPcRptfr+WDWLOrPmUOXpCQuARWBsxoN1/z86H3hAj2DgtCOH29axCaEKLVc7G3oVsej0O4Xc9dQaPcC+C3q30K714hhrxbavQBu7f60UO9n0Bbu74NrN5ML9X5tyusL7V6ONurhjR5Ci0JD7q5z6tQpnJ2d8fPzM5fVr1+fyMhIi3Y3btzg6tWrNGjQwKLd3r17c9fpLAQGBpq/9vf3Z+PGjfly3RwHvD/99BOtWrUyR9+iZNLr9fTo0oX+GzfSBTgeGEjVCxcgIYGjZcrQ88IFtvn48MSqVabsDWFhEvQKIYQQxYoybRmdy4A3MTERFxcXizIXFxf+/fffDO3AtMNu+nb5tUnEmTNnstWuWrVqub5HjgPenTt3Mn78eOrXr8/w4cPp2LFjrm8uis7a/v1x3LiR3oCxRw/qzpkDAQEAPDt9OgOOHOHL5cspHxhI3fBwU8YG2VJYCCGEKD4UaIypDB/6Ej1Cu2So7vl8X3R2dpme7uzsTEJCgkVZQkICzmkZm9K1A7h165Y5QLbWLrcCAgKyzCeslEKj0WAw5P6ToRwHvG3atOHdd9/lzp07bN26lWnTpjFlypRcd0AUvtTvv6fnypU4ODqSumABts8/D+nm69g0a8aivXvRAiMvXuTzFSuwlWBXCCGEKH6UwsvDAy+PjFOS7O3t0WgzX65Vo0YNEhMTuXTpEhUrVgTg2LFjDBw40KKdm5sb3t7e/PXXX+b0pMeOHbOYfpAXhbFJTo4D3t9//513332XevXqMXz4cIYNG1YQ/RIFaI+nJ9eA3nfuwLp18PzzsH+/qVKrhU8/RfvTTxwPDGRRZCTP+/gQXJQdFkIIIYQVCo0xNcv6rDg7O9O1a1emTJnC559/ztatWzl69Chdu3bN0LZ///7MnDmTlStX8vfff7N27dp8m8NbuXLlfLlOVnKcpeHTTz/l5MmTfPjhh0RHRzNt2rSC6JcoQP8mJNAPOP/446btg/v1u7+lsIsL/PQT9OrFkbfeIhVkO2EhhBCiuFLGzI9smDdvHpcvX6Z8+fK88cYb/PDDD7i7uxMWFmYxgjt9+nTc3d3x8fGhR48efPHFF/mekizN999/T4cOHcyL5Hbt2sWaNWvydM1cZWn45ZdfCAkJydPkYVF03N3dSQWWP/MMEypVMgW9Njamyps3ZTthIYQQoiRQKuvAVj18MZunpycbNmzIUN6vXz/69etnflymTBnCwsJy1c2c+Pzzz/nwww8ZPnw4c+bMAUxxyPjx4wkNDc31dXOVh/e5555jxIgRub6pKFpBQUF4e3uzcMkS9EuXQvv2kDYRvHFj2U5YCCGEKCkMqZkfJdAXX3zBr7/+ynvvvYf23vzj2rVrc/LkyTxdN1cBr06nY9WqVbz99ttW659++uk8dUoULJ1Ox/Dhw4mOjqZTp04knD9/v9LNDb1eL9sJCyFEAVNJ8XmqFwIUGmXM9MhturKiFBsbS926dQEsMjeobIxWZyVXUxrs7e3ZuHEj7dq1w9XVlQkTJljU/5k2H1QUO3q9ntmzZzN//nxsgZd//520DHwGwGbrVn7z9OT7O3dkO2EhhCgghiuHMcYcxaZKO7Su/hnqjfEXMJzbhtarATY+jxVBD0WJoABjFqm6Sl68S82aNdmxYwfBwcHmsp07d1KnTp08XTfXO601adKEdevW0blzZ8qVK8fo0aPz1BFR8PR6PaGhoWzYsIFq/v5srVuXwOPHuQmUA3aDOXtDRGAgNVaulNFdIYTIZyopHmPMUVBGDOe2wQNBb1qwizJijDmK1q0aGgfXIuyxKL4eMoe3BEa8kydPplu3bowaNYqUlBRmzpzJ559/zrJly/J03VxNaUjTtm1bwsPDGTduXJ47Igre7Nmz2bBhAy/278+p5s0JPH4cunfH9d4cmUv+/vQDIuvWpW5kJLrBg0FfeFssClHanTt3Do1Gg7OzM05OTgQGBrJz586i7pYoZBoHV2yqtAON1hz0GuMvAJbBLhotNlXaSbArMqXBtPFEpkdRdzAXOnfuzE8//cSxY8eoVKkS27ZtY+HChXmeLpvrEd70Hfv2228ZNGgQZcuWJTQ0NM/zLET+0+v1zJs3jxEeHnzesSPaAQNM2RhGj0bz008A9P7vf5n01lt8cekSX/bogVZ2WBMiX0VERBAYGMixY8dQSjFhwgRefvllTpw4UdRdIzU1lePHj1ut8/DwwMvLq5B7VLppXf2hSjtzcGs4tw3lXgNj3CmLYNfadAdR8sTEXuf6A9v1AiQnJ6Ozz0tYWrpGePV6Pa+++ioff/wxTz75ZL5eO1cB74MB7fPPP09CQgJ9+/Zl7dq1WW4PJ4rGnj17aH31Kl+BabOJFSugZ0/4/HNzG9tmzfjZxYW6Fy4QWacOgStXSrArRD6KiIjgscdM8zE1Gg1BQUEsWLCgiHtlcuPGDZo2aWK17r0JE5g4cWIh96j0ezDoNf577w8fCXZLnQWLv2XmBx9brfP09Mz9he9tLZxVfUmi0+n4v//7P+bNm5fv185VwLtkyZIMZcOGDSMhIYFu3bqRkpKS546J/BUXF8caTJtNVA4PNxX27Hl/h7UKFeCdd6gbGclKQFe/PoES7AqRryIiImjdujUAly5dYs6cOfSSn7NHmtbV3zSy++/9UX6tew0JdkU2KTCWnhFegI4dO/Lbb7/RsWPHfL1urgLenj17Wi0fN24c8fHxzJw5M0+dEvnP6mYTAAcOmP61sYHwcI4HBtIvMpLN8vGlEPkuIiKCTZs2MWnSJG7fvs2IESP49NNPzfU7duxg6tSpGI1GypYtS0pKCnq9nsOHD5tHhnfs2JHhur/99huzZs1Cq9XSqFEjPvzwQ2xt8zxjTRQCY/wF0zSG9GVxp9C4+EvQK7KnlE0j9fDwoGfPnnTp0oWqVauac/GCabe33Mr3d8Tp06fTvXv3/L6syKP0m028/fff6OB+0Atw+TLGHj14bv9+PGWzCSHyXWJiImfOnCEuLg4XFxc+/PBDvv/+e+zs7AC4fv06kydPZv369bi4uHDu3DmUUlStWpXWrVtbDXTTzps5cya//vorzs7OfPDBB8yfP58xY8bkqH9ubm5s/O03q3UeHh45upbIngcXqGnTzeG1lr1BlFzDXxpEj67PZijv0e9FdPYOebiyynpKQwkc4T127BhNmzbl8uXLXL582Vye1+my+RLwtmvXjrVr11K2bFkAGjVqlB+XFflIp9MxatQoJk+ezLPdujF00CCejozE9d4iFWOrVgxxcODMhQvMmDFD0pEJkc+OHj2Kr68v5cqVA+DVV19l5syZHD16lAYNGrBhwwYGDBiAi4spM3aVKlWydd1ffvmFgQMH4uzsbL5u586dcxzw2trampO9i4JnLRuD1tUfjYu/xUI2CXpLBy9PD7w8M/7haG9vj8bGJvcXVjxka+HcX7ooGAwG5syZQ6NGjcyDAfklT2nJ0uzYsQO9pK8q1vR6PQaDAXt7ezZt2kTffv24km5F9rZDh1geFiabTQhRQNIyNKSxt7cnODiY9evXA3D58mV8fX1zfN0rV65YnGdvby/rKIo5lRRvNdgF05zeB1OWyY5rInMKDPrMjxIW8drY2PDkk08WyKBbvgS8onhL23Bi2rRpeHl50SE4mJU6HbXv1ScATyUlcaRuXVbLZhNCFIiIiAjq1atnUdaxY0dzwOvr68ulS5dyfF0fHx+Lj/2Sk5PNIyM///wz//nPf3j11Vfz0HOR3zQOrmi9GmSajSF90Kv1aiB5eEXmFCijMdOjhMW7ANSoUYMrV67k+3Ul4H0EzJ49G8d7G05E/fMPmzw96abXY7z3McpeX1/CgcDjx2WzCSEKyPz58/noo48sykaPHs0ff/wBmHKaL1++nISEBACio6M5e/as1WulD4w7derEd999x+3btwH49NNP6dq1KwDPPfcc7777LklJSfn+fETe2Pg8hm2t0EynK2hd/bGtFSrbCouHUJCakvlRAiPesWPH8vzzz7NlyxZOnz7NmTNnzEdeyDLeUk6v1xP98ceEA8bbt9EOHAirVkHHjmjvLVBp/957/PbWW3D37v2FbGFhICO9QhQaDw8Ppk+fTpcuXTAajbi4uLBw4cIM7VJTUxk8eDCbN28GwMvLi3fffZeOHTtiY2NDw4YNLQLr2bNnM2TIkEJ7HiL7HjZyKyO74qGUQhkMWdaXNEOHDgXg6aefNi9UU0qh0WgwZPVcH0IC3lJuz549LL15k9cDA6m7erWpsEcP6NAB7gW8tuvWEXL3LuFA2zZt8JId1oQoEsHBwVazMezevdv89aFDh+jTp49FfefOnencuXOG895//31OnjyJg4MDzZo1k02BhCiNsszDW/Jk9slWXuVLwCtvosVXXFwcqUDE229Td/36+yO4aRtO2NrCpk2cb96cvvv3s3L0aLqNGSPBrhDFVPPmzWnevHm22r733nsF3BshRFFSSqFSM1+kqpSipEVolStXLpDr5kvA++BWw6L4cHd3B+D0+fOmaQpgCnrvpZAjNRV69WJ53bqk7t+Pm5cXBAcXTWeFEEIIkTOlbIQXYN26dcyfP5/o6GgqVarE8OHDzWsTcitfFq0NGjQIB4e8JE4WBSVtw4lFixaxZedOVvfsyfWWLeHWLVODWrXQL13KwiVL8JENJ4QQQoiS494Ib2ZHSZzD+91339GvXz9q1qzJiBEjqFmzJgMHDuTbb7/N03XzZYR3yZIl+XEZUUDq1q3Ltm3b6NChA7bAdqD1vTqDqysvv/wy0dHRsuGEEEIIUaKoh4zwlryA98MPP2TNmjW0b9/eXNalSxdeffVVBg0alOvryqK1Ukyv1/Ph44/z++HDODg4kJqURLidHa3TJaW32b+fYfv3E9epk2w4IYQQQpQkSqH0WWw0UwJHeKOjo2nXrp1FWXBwMNHR0Xm6rgS8pdja/v159/Bh2leuTL3//Y9zwcHUjYwkBvAC/gLKAa2A1XFxkpRZiEeYAlKNhffLceH+C4V2L4D/vPNBod1r/tdTC+1eAJq7hbsTW8MpBwr1fv+MdCnU+90+sLPQ7qVuxaEp55W3ixhzn6qrOPL392fnzp0Ep1tPtGvXLvz8/PJ0XQl4Sym9Xs/rO3fi4OjIs+fPw2OPUffiRYzdulH+l18gJYXqPj44XrnCJa2Wivv2Qb9+kn9XCCGEKCnu7bSWVX1JM27cOLp27crQoUOpXr06UVFRLF68OMPGPTklg3ql1J49e7h47RoRb70FLVrAxYvg54f21VexuTelwfHKFY4HBhJgNBLTtq0pe8OaNUXbcSGEEEJkU+nbaW3w4MEsXryYyMhIvvzySyIjI/n666956aWX8nRdCXhLqbi4OACq1qwJv/9+P+gdM+Z+o5AQjrz1FknAnlGjYOVKyb8rhBBClBRKoYzGTI+SOId32bJlVK9enY0bNxIZGcnGjRupXr06YWmpVXNJAt5SKi3/7smTJ9mxZw+rX3+d2CeegGPHTA3KlIHVq4m6NwnczctLgl0hhBCiRCl9I7zTpk3D29vboszHx4cpU6bk6boyh7eUat68Oc7OzsyYMYNp06ZhC/wAdL9Xr9zdSdXrWbRokeTfFUIIIUoiBcqQxaK1khfvEhMTkyHg9fb25tq1a3m6rozwlkJ6vZ5evXrxTGIiWqORpg0bcqpZM3OwC6C5dInDtWvTMjqaUaNGSf5dIYQQosRRkKrP/CiBEa+Pjw8nT560KDt58iReXnnLZiEjvKXQ7NmzcdywgXBgd4UKXImIoApwtUIFvO/9hbQB6HzhAv8HpBbQvtVCCCGEKDhKKVQWacmUUmgKsT/5oVevXgwcOJCvvvqKmjVrcvLkSUaPHk3v3r3zdF0Z4S1l9Ho98+bN45C/P8Zu3Wh97Rq9gPUODhy6F+yeA+6kO8d27VrQ64ugt0IIUbyopKxz2j6sXojCluWitRJo4sSJBAQE0KRJE1xcXGjatCnVqlVj8uTJebquBLylzJ49e7h69SqDhw1Dm24RWudnnuFpBwcAKnh70xMIB2LatIFVqyQdmRDikWe4cpjUE2swxlvfFMMYf4HUE2swXDlcyD0TIhNKYUxJzfQoiVkaHBwcWL58ObGxsezbt49r166xfPlyypQpk6frSsBbyqSlI6tcuTI7fHzY99prxDzxBNo1a7BNSgKgzNWrnG/enL7AntGjJR2ZEOKRp5LiMcYcBWXEcG5bhqDXGH8Bw7ltoIwYY47KSK8oNkrbCG+a8uXL07RpUzw8PPLlejKHt5RxcXGhJ/DqqFHcvH0bMP0nR9rYUDNtJefTT/M/FxdS9+83pSNLt32fEKLwnTt3jqpVq+Lk5IRSiipVqjBv3jzatm1b1F17ZGgcXLGp0s4c1BrObYMq7dC6+lsEu2i02FRph8bBtai7LATq3ghvVvXCpNiN8H711Vc0btwYnU7H1KlTLeqWLl2Kn58fLi4uvPjii6Tc2zEMICoqiqCgIBwdHWncuDERERGF3POip9fr2ffWW4QDC+/cYdrEiYSFhTF1yhS80v2lZzx2jB4//siwcuUkHZkQxUBERASBgYEkJiaSmJhI165defnllwu1D4bUVP4+ftzqERsTU6h9KSpaV39sqrQDjdYc9Bou/JEh2NW6+hd1V0UJE5twm78vxWQ4kvUGDFmlFXsYBUaDIdOjBCZpKDDFboTXx8eHqVOnsmLFCovyv/76i9dff51NmzZRs2ZNevTowYwZM5gxYwYAffr0oVOnTmzdupUlS5bQrVs3Tp48ia2t9adoMBiIjIy0Wufp6Znn9BdFYfbs2Uw/coRm5crR6+ZN9i9bxmMREeh++ME8j+cWUPbyZS4A1V55RdKRiQITExNDbGxshvLk5ORMfy4fVRERETz22GMAaDQagoKCWLBgQaH24caNGzzerKnVunfee4/3Jkws1P4UFa2rP6Qb6TX+e8JUIcGuyINF2/7H7HW/W63zzEsophRGfeYjvCVxDm9BKXYjvKGhoXTp0oVy5cpZlK9YsYIePXrQrFkzXF1dmThxIt999x0AJ06c4Pjx47z33ns4ODgwcuRIjEYju3btyvQ+cXFx1KtXz+oxb968gnyKBSItO4NvpUq0PneOXT4+ND9/ntjy5WHdOnO7ssAFwB94+/hxyc4gCsy8efOs/nxFRUWZ55oLk4iICBo3bgzApUuXmDNnDr1kXn2R0br6o3WvYVnmXkOCXVEsKYMx0yM/HDhwgAYNGuDo6Ejbtm05f/58pm2rVKmCo6Mjzs7OODs7M2LEiHzpQ34odgFvZo4fP06DBg3Mj+vXr090dDSJiYkcP36cmjVrYm9vb1Gf2QhuaZSWnWHo0KE4urrS4u+/iXdxwddg4Ha6dmtsbakJXGvTBu2qVdCvnwS9QhSxiIgIJk+ejLOzM35+fgQGBvLZZ5+Z63fs2EFwcDBt2rQhJCSEDh06EBwcjKurK8HBwQRbmYe/c+dOWrRoQevWrXn99dcL8dmUfMb4CxjjTlmWxZ3KNHuDEEVFKdOitZiERP6+HJvhSNan5mnKRHJyMt27d2fs2LHExcXRunVr+vfvn+U5mzZtMk/Pmj9/fq7vnd9KzOeKiYmJuLi4mB+nfZ32oqavS6tPTEws1D4WpbQRszbXrrFzyxYcNm7k8YQEjD4+OF25AkBy+fLcmjWLZ0eM4I/Ro+lWoQKEh5syNMhokhBFIjExkTNnzhAXF4eLiwsffvgh33//PXZ2dgBcv36dyZMns379elxcXDh37hxKKapWrUrr1q3ZsWOH1esGBASwc+dO7O3t6devH3/99Rf169fPtB9ubm788utGq3X5tUq6JHhwgZrWvYYp+H1gIZsQOTG0XVNCm9XJUN7ns5XYubvn/sJKYUhJZcnuCD7eftBqE08be6vl2bFjxw7s7e0ZOnQoABMmTOCTTz7h7NmzVK1aNdfXLQolJuB1dnYmISHB/Djt67Rh8/R1afXOzs6ZXs/d3Z3t27dbrfP09MyHHheutOwMbb/8kpVffkk/oAfwemwsj99rY+/vT5PPPmMAEHn8OISFSbArCsyoUaOsfizftWtXmcObztGjR/H19TVP43r11VeZOXMmR48epUGDBmzYsIEBAwaY/6ivUqVKtq5bsWJF89e2trbY2Nhk2d7G1pY6devm6jmUFtayMWhd/dG4+FvN3iBEdnm6OOHp4pSh3F5ng/YhP5sPowxGlLFg5uo++Om6o6Mj1atXJzIyMtOAt2fPniilaNWqFXPnzqVyMdnNtcT81qlbty5//fWX+fGxY8eoVKkSzs7O1K1bl1OnTpGcnGye1nDs2DHeeOONTK9nY2NDYGBggfe7MOj1ej766CO2AOEaDb2V4vFmzbh9+zZ1jx8HTAs1NUeOUBf42d6eZ95+G3Q6CXZFgfHy8rK6+DP91CNxP0NDGnt7e4KDg1m/fj0NGjTg8uXLWY7MPszhw4e5fv06dR/xYPZhVFJ8ptkYHlzIZji3DU2tUElNJoqcurdoraBy7ub0E/QVK1bQuHFjUlJSmDRpEl27duXQoUNotUU/g7boe/CA1NRUkpKSMBgMFl/37duXVatWcfDgQeLj45k1axYDBw4EoFatWtSpU4fZs2eTnJzMwoUL0Wg0PPHEE0X8bArH7Nmz2bhxI/UaNaKvUhyoVInKBw5Q9/hx1L2dSdInFQqoXl2yMwhRTERERFCvXj2Lso4dO7J+/XoAfH19uXTpUq6uHRMTw9ixY1m8eHGe+1naaRxc0Xo1yDQbQ/qUZVqvBhLsimJDGYwMaFSLzUO6ZjgqlyuLexZTJlq3bo1Go7F6TJw4McefoLdq1QoHBwdcXFz4+OOPOX36NFFRUfn6fHOr2AW8M2fOpEyZMixatIhZs2ZRpkwZli1bRv369fn444/p0qULfn5++Pr6MnHi/TQ5K1asYNOmTZQrV46vvvqKn3766ZH42DQtO0OlSpXYs2cPnTt14lx0tLlec/cuABUwbSW829ubOsePy2I1IYqJ+fPn89FHH1mUjR49mj/++AOAzp07s3z5cvMvnejoaM6ePWv1WukD4+TkZPr27cvcuXOpUKFCAfW+dLHxeQzbWqGZTlfQuvpjWysUG5/HCrlnQmRCKQz6VNzsdFQvVzbDYWejzXI60+7du1FKWT1mzpyZ4dP1u3fvEhUVla1PyNMC5+Ky+UWxC3inTp2a4UUfPHgwAIMHD+bSpUvcunWLpUuXWnw0GhAQwJ49e7h79y6HDx+mUaNGRfMEClladoaPWrRAB8xo0oRewDo7O06ma7fZxoZVQPKSJaZpDOHhsGZNkfRZCJF9Hh4eTJ8+nS5dutCmTRtGjRpldVpIamqq+b0S4LvvvuOvv/5i3LhxBAcHs3fv3kLsdcn1sJFbGdkVxYpSKIMh0yOveXiDg4O5e/cuixcvJjk5mVmzZtGkSROr83ejo6PZu3cver2e27dv89Zbb1GpUiWqV6+epz7kl9I/BFrKxcXF0RPouXIl69ato0dSEqHALykp/JuuXauyZelw8yb7tmyRxWpClDDBwcFWszHs3r3b/PWhQ4fo06eP+fGwYcMYNmxYYXRPCFFElCLLjSfyOrhqb2/P6tWrGTJkCKNHj6ZZs2YsX77cXJ+WZ3f+/PncunWLl19+mbNnz1KmTBlatmzJunXrHrpgtrBIwFvCubi4sAZYCfROSiIiMJCjb7zBf2fMoMy5cwAk2trifPMmF4Dkp56SxWpClELNmzenefPmRd0NIUShUg/ZYCLv0wmaNWvG0aNHrdalz7MbGBhoMf2huCl2UxpEzuzevZtU4GVHR1K7d6duZCQvTJlClXvBrhFwTk3lokaDP9B60SKZuyuEEEKUBgqMBmOmRz7Eu6WGBLwlmF6v59Knn1LexYX4O3cY6eCAqlgRLl4EjQYw/Qfv02qpoRSRdevK7mpCCCFEKaEwpSXL7FAS8ZpJwFuCnZw1i69v3mRHxYoENW/OzRUr0Fy6xB0HB/PEnRsaDY8bjTwLXP3oI1mwJoQQQpQWCpRBZXpIvHufBLwl2PGaNVkJ1Pv7b8bu388a4AXgTlKSuY2bUuytWJE1QPydO6YFaytXyhxeIYQQoqRTYNAbMj0k4L1PFq2VUHq9no8++4yDgE6no7dez+PNmqH/9188zpyxaOvq6gqXLpmST8uCNSGEFUajIj7JUGj3+887HxTavQDenf12od2rY/XyhXYvAE3y1UK9X436hZvX+c6hTYV6v+9e+6HQ7nUzMQH3chl3pMwuBRgNmUe1Eu/eJwFvCbW2f38O7tuHrkwZ3vTwoGvTplRevdqizSHAoU4d6h4/zioHB4JkBbcQQghReiiFMSWLP1SLyaYPxYFMaSiBUr//np4rV7La0ZG3X3+d6AsX2LVrl0UbZW9PY2D26dOsBLokJaEbPFgWqwkhhBClhTKN8GZ2yBDvfTLCWwLt8fTkGtD7zh2MH31ED6Dt9evcANzutdEkJ7PG1pbv9XrONG9OT39/tOHhsuGEEEIIUUooyDIPr8S790nAWwJdi4uj372veycnU71OHU5eu0bNuDiLdpp7qcnGjhuHtls3U2YGCXaFEEKI0kEpDPosNp6QKQ1mEvCWQNe/+gqA/zZsSM9q1Qh8YO7uaUdHYu/coateTxhQQRarCSGEEKXPvY0nsqoXJjKHt4RJ/f57Ru3YwQog/vp1Yq9ft2xgY0O19u1pCewFegNPzJ8vc3eFEEKIUkYpMKYYMz1kgPc+CXhLmD2enqwEegFLL12iwq5dXEtXn2xjg/bnn9nk6ko74ECVKqbd1WSjCSGEEKKUUVlvLSxDvGYypaEkCQ8nRq+/P38XuA6kZURUgH1KChc1GrrGx5MEnJs1i2YynUEIUUKppHg0Dq65rheiNFOKLOfwygjvfTLCW1KEh0Pv3lSZMAGAj+rV466HBx7c//tNc+9fP6X40ckJW8DT11eCXSFEiWS4cpjUE2swxl+wWm+Mv0DqiTUYrhwu5J4JUXwogzHTQ9wnAW9JERqKsUcPmp07xwrgrWPHKHP9OoncD3QBrrRsyS9lyhBy+7ZsNiGEKLFUUjzGmKOgjBjObcsQ9BrjL2A4tw2UEWPMUVRSfBH1VIgipBTKkPkhQ7z3ScBbUqxZw47Bg83zd3sCu8uWxSldk3+Bkc7OTA4IuL/ZxC+/FEVvhRA5cO7cOTQaDc7Ozjg5OREYGMjOnTuLultFSuPgik2VdqDRZgh60we7aLTYVGkn0xrEo0mBQW/I9JApvPfJHN6S4N50Bkd/fwYB5cuXp/2//9Lw1i3z6K7B1pbyqam8vXkzbYF+gN9rr9FKpjMIUexFREQQGBjIsWPHUEoxYcIEXn75ZU6cOFFofUg1GDjxz99W68qX98DD07PQ+pJG6+oPVdqZg1vDuW0o9xoY405ZBLtaV/9C75sQOXHLmEqiyrgFcKpSGAxZbA38EArTTmtZ1QsTCXhLgnvTGVqsWsW3QL/btzkE+N6rTgIcUlO5ALQCvtdq6WM0ktK1a1H1WAiRAxERETz22GOAacOYoKAgFixYUKh9uHnjBk8FWZ8C9frb7/LG+PcKtT9pHgx6jf/e+yNAgl1RguxKucmvKXFW6zRx1suzRSmMKVkEzDKlwUymNBR34eEAbB86lJWYMjMcSEoyB7sADkA40L9pU/6qXZueRiPhdnYyf1eIEiIiIoLGjRsDcOnSJebMmUMv+XTGTOvqj9a9hmWZew0JdoVQphHezA4Z4r1PAt7i7N5UBvr1Y8mSJfQDDtrZYe0t/jEPD/743/8IvX2blUBoSorM3xWihIiIiGDy5Mk4Ozvj5+dHYGAgn332mbl+x44dBAcH06ZNG0JCQujQoQPBwcG4uroSHBxMcHBwhmsmJyfTokULnJ2dOX36dCE+m/xnjL9gmsaQvizuVKbZG4R4VCjAkGrM9JB49z6Z0lCchYaaUoqFh9NTp2MVEG0w0OSBZtcdHAi4fp0VGg19L1ygH1B74kQayAiREMVeYmIiZ86cIS4uDhcXFz788EO+//577OzsALh+/TqTJ09m/fr1uLi4cO7cOZRSVK1aldatW7Njxw6r19XpdKxdu5bx48dnqx/l3NxYuW6D1bry5T1y9dzyw4ML1LTp5vAazm0DmdYgSoAn7MrxmK5shvKFdy7j7u6e+wsrMGQ1bUEiXjMJeIuzNWtg6VKuXbtG6O+/cxLwNxgwcn9o/l+galIS3wC9lUIBr7i5UWfy5CLqtBAiJ44ePYqvry/lypUD4NVXX2XmzJkcPXqUBg0asGHDBgYMGICLiwsAVapUydZ1tVotFSpUeHjDe2xtbKhVu05Ou1+grGVj0Lr6o3Hxt1jIJkGvKO7Kam0payXkstVosLGxyfV1FZDFmjWJd9ORKQ3FVdp0hsGDedvLiz8AfyCF+/9pSqejPLDXxYVBwPoyZegNvFe3Ljqdrog6LoTIibQMDWns7e0JDg5m/fr1AFy+fBlfX9/MTi+1VFK81WAXTHN6H0xZJnl4xaNIoUgxZn4oCXnNJOAtrtJNZ+i2di0dgTjA7l61HtDo9VwvU4Z6CQl8p9HQ6+5degGBU6cWUaeFEDkVERFBvXr1LMo6duxoDnh9fX25dOlSUXStSGkcXNF6Ncg0G0P6oFfr1UDy8IpHlkGpTA9xn0xpKK4emM5wHEg/y0cH7AXa3b3Lt1hOZ1jRtm0RdFgIkRvz58/PUDZ69GhGjx4NQOfOnenevTsvvPACLi4uREdHYzAYqFq1aobzLl26RMWKFQu8z4XFxucxtG7VMg1mta7+aGqFSrArHllKQYoxizy8EvOayQhvcfTAdIa9YDUzQ0vgnTp16IdMZxCitPLw8GD69Ol06dKFNm3aMGrUKOzt7TO0S01NZfDgwRZloaGhbNq0iUGDBhF+L8VhSfOwYFaCXfEoS5vDm9kh8e59MsJbHKWmQo8eEB5Od1tbLj9QnQC43Pu6h1L8R6ul2927hALDZTqDEKVOcHCw1WwMu3fvNn996NAh+vTpY1G/Zs2aAu6ZEKIoKR4ywlt4XSn2ZIS3uAkPh759AbgWFETX1FR6AHfTNUkLdvcC9f75hxVa03/jNnd32sp0BiEeSc2bN+ell14q6m4IIQpZViO84j4Z4S1u0i1Wi3d3Jy2pUJkHmsU5OjKtQQNe+vNPeqemEgroOnaU6QxCCCHEI8I0pUFGeLNDAt7i5t5itVSDgZo//cR14MGU73GA+507jD12jN4aDeFK8SOwWUZ3hBBCiEeGLFrLPpnSUJykW6z2ir09FzAFu8Z0Te5gytbwB9A5MZGlGg1rAHeZziCEEEI8cmRKQ/bICG9xkm6x2kBMmRmSgbT12AatFkejkQvA2w0a8NaJE/RMTuYHZDqDEEII8ahRKPRZTmmQqDeNBLzFRdpitR49OFC5Mi3Pn88wncHGaBrr9QfGHj3KIJ2ODiDTGYQQeXby/FWqtR9baPc7s/WzQrsXgKtD7rdvzSlbrabQ7gUQfi5jmrqCtKZPzUK9n7IJfHijfDSs22uFdq95zVvm6XyZw5t9EvAWF2mju6tWEQ14Yz337gVgP9AbQK+nH1CuXDmZziCEEEI8YmQOb/bJHN7iIF0qsv9VrkwPrAe73Cs3AptdXekNhALdu3eX6QxCCCHEI6ig5/COGDGCgIAANBqN1Xzg6cXGxhISEoKTkxO1atVi69at+dOJfCAjvMVBaCi0aAGrVnHJxoYKmAJbA5D+Q7iDwBmgFxAeH88LwFqdjpuff17oXRZCCCFE0SqMjScaNWrECy+8wJAhQx7advTo0Xh7exMbG8uWLVvo3bs3p06dwt3dPR96kjcS8BYHa9bAn3+S5OlJ19hYwLTRxIO5d5sAH2P6Bu4NrAT69euHo6NjIXZWCCGEEMVB2hzeO8pAEoYM9akoDIaM5TkxYsQIgId+kpyYmMiaNWs4c+YMjo6O/H979x0WxfX1Afy7i/R1UbCA3Sj6iwgaEiERFUSNHUtEUyyIhQR7NMXIK6JiS4wmttiNGBM1BlGiRiGAJbaogC2KEATRSFNgpS6c9w+yGxYW2IXdpZ3P8/DozNy5Ze7d4TB7Z8bNzQ22trYICgrC1KlTq1UHTeCAtzb49wqv0eXLSETx1d2SwW4uAKN///+uoSEm5OXhCP69urtli44ryxhjjLHaIAMF+JGeIAeFyFV4iOl/DNPTdVKXmJgYiEQitGnTRr7O1tYWd+7c0Un5leGAtzb49wpvioEB2ubnK2wiFAe72QBMAIzMy8M+AB8AGODqyld3GWOMsQaoU6dO8v+npKQg999viEtr2rSpTuojkUggFosV1onFYqSlpemk/MrwTWu1gVSKorFj0bxUsAsAAvwX7D4RCnEUkN+sNnnyZF3WkjHGGGO1xPHjx3Hnzh3cuXMH3t7e5aZ77733yt3Wp08fCAQCpT8+Pj5q1UckEiEzM1NhXWZmJkQikVr5aAtf4a1p/z6hIdnREQVQ/nQG2TXcVkVFKALwLoqfvTurVStd1ZIxxgAAlJsBgZFZlbczxjTP29sb7u7uSrc1b9683P0uXLigsTpYW1tDIpEgKSkJrVu3BgDcvn271lyc44C3pkmlAADLK1cqTXoZxU9oOIziv6ScnJy0WjXGGCup8OlNFCVHQ6+DK4RmZf88L8pIRGH87xC2sIOe1Ws1UEPGGqYWLVqgRYsWWsk7Pz8fRUVFICLk5+cjNzcXhoaGEAgUX7AiEokwatQo+Pr6YtOmTQgNDUV0dDRGjRqllXqpi6c01DLZlWyXXd11cHDgZ+8yxhAfHw+BQACRSARTU1PY2NggIiJC4+VQbgaKkqMBKkJh/O8oykhU2C4LdkFFKEqOBuVmaLwOjDHde/vtt2FsbIwHDx5g8ODBMDY2xqNHjwAAq1atwtChQ+Vpt27diidPnsDCwgIff/wxDh06VCseSQZwwFvzxo3D08aN5YsmgNL7LPMAvAnIHzryySefaL9ujLFaLyoqCjY2NpBIJJBIJBg1ahRmzpyp8XIERmbQ6+AKCIRlgt6SwS4EQuh1cOVpDYzVE+Hh4SAihZ8OHToAAL744gucOnVKnrZ58+Y4efIksrOz8eDBAwwcOLCGal0WT2moYdKff4ZVVhbyAMjehl76rxDpv9vuAziG4mfhDRgwQHeVZIzVWlFRUXjtteLpAwKBAE5OTti+fbv6GVERKOe58m2NjCDQNy6extDBVR7cFsb/DjK3RlF6jEKwq2y6A2MNWXJKClJTU8usz8vLg76BQQ3UqOHhgLeGPf35Z7RFcUArRdkOkT2hAQC6ovjpDKlOTjydgTEGoDjg7dOnDwAgKSkJa9euLffmlQpJ8yG9f0zpJmHLnvI5uaWD3qK0+8WJONhlrFzbd+6G/5q1SrdVdFMZ0xye0lCTjhxB219+gWwmnLK/Pko+ZfcSiq/wfvbZZ9quGWOsjoiKisLSpUvlD3y3sbHBt99+K98+ePBgPHv2TKNlCs3aQmhurbjO3JqDXcZYrcUBb0369wkNqvyKuALgLQDjGjXi6QyMMQDFD3qPi4tDYmIiMjMzsXbtWly+fBkGJb4iffbsGVq2bKnRcosyEounMZRclx5T5kY2xhirLXhKQw2SSqUqd0BTFD+h4Wnv3jydgTEGAIiOjkarVq3QpEkTAMC8efOwcuVKREdHw87ODllZWWhc4qbYCjUyQKPOQ8rZZiT/b+kb1IQl5vAWxv8O8LQGxsrwmjEN74wp+3iuce9+wHN4dYQD3hoU0bw52gLoUmJdEZRfdu8CwBHACxcXHdSMMVYXyJ7QIGNoaAgXFxcEBwfDzs4O9+7dw6uvvqpaZgIhBMYVv4JU2dMYhGZtIRC3VbiRjYNexhS1aN4cLZTM1TU0NIRAyF+26wIf5Rp07tIlxJZap+wJDTJdAPTt2/e/FX/9BZiYgDHWMEVFRaF79+4K6wYPHozg4GAAwN27d1UPeCtBuRlKg12geE5v6UeW8XN4GWO1CQe8NSg+Ph4PKklT+hL8oEGDIBAI0L9tW9CrrwI5OUCpt50wxhqG7777DuvXr1dYN2vWLPzxxx8AigPebt26aaQsgZEZhC3syn0aQ8mgV9jCjp/DyxirVXhKQw0qKirCVTXSDwcwDsCfAH5//BgKYe4rrwBxcZqsHmOsjrt37x7OnTuHL7/8EgYGBvj111/LvA5UHXpWr0HY9JVyg1mhWVsIuo7mYJcxVus06IA3OTkZW7dulS97e3tr7V3U5VH3EvtSAN0BlP6VVWBkhKreylYbjkNtwMehGB+H+uPEiRMaz1MWzFJBDopS/5KvFzb7HwT6xloLdlNTUrB/z0758mTPGWimxeeXpiQnY+fOHfLlGTNmormWPgfJycnYseO/smbOnKnVz1xGeipCDu+XLw8cPxlm5s20Vl5ySgq279orX/aaPlXpfFaNlrdz13/lzZiug/J2lyhvmlbLY1VTrwLelJQUeHh4IDw8HG3atMHWrVsrfIRXSkoK/Pz85Mvu7u46/cWuV1QELzXSEwDbcrbNefgQ31WxHjV9HGoLPg7F+DgwlUhzUfQsUr4obNIB0DfWWnFpaanYsG61fHn4qDFaDXhTU1OxZtUq+fKYMWO1FvCmpqZilb+/fHns2LFa/cxlPU/DLzs2yJcdBw3XasCbmpqGlWu/lC+/M9pNqwFhamoq/Ff/95KHd8aM1n55a0qWN4oD3lqoXgW8s2bNgqWlJVJSUhASEoLx48cjJiYG5ubmZdIWFhbi4cOHCutky82bN9fJL3iHxES8VWKZUPbKbUnlbbsGYHdBAVampqJZM+2dtBhTR3JyMlJSUsqsz8vLQ6NG9erUwxhjrJarN791JBIJjh07hri4OJiYmMDNzQ22trYICgrC1KlTy6SPi4vD6NGjFdbJltu3b48OHTpovc4p9+7h8L//z0Px64XVlYfil1IQgC5dusDOzk7tPF6+fKmw7OHhAVNT0yrUpm7j41BMU8chPj4ejx49UrqNX6XJGGNMl+pNwBsTEyN/taaMra0t7ty5ozR9QUFBuXk9evSo3F/Utdnz588RERFR7Xz+/PNPDdSm7uPjUIyPA2OMsbqu3gS8EokEYrFYYZ1YLEZaWprS9Pr6+uUGvbq6wktEeHLuHFpXI4/rACT//l8gEKBfv35q5/Hy5UuFoOaNN95osFc2+Tho7jhUdIWXMcYY06V6E/CKRCJkZmYqrMvMzIRIJCqTNiEhAQKBAG3btkVi4n/vfm/bti0MDAzQqFEjpXMPtSHfwAAp+flV3r8dgDgAuQD09PSqVO+8vDyF5efPnyM7O7vKdaqr+DgU09RxMDIyQqdOncqsT0hIaJDHtTZLSEgA8rJR8Feg6jsVFSosSv8OBYR6Ku8+oPcl1ctC2XE57YMJMDRUfSKYUKje49jychXLe3f8eBgaqVaeug9+K9228e7uarUtM6+w8kQlFOQrlrd+wTToG6he3koDNY9lqfa98/4ktdqn7hEtXd64Ce+rWZ56ypT37gcqlxcbFwcDfrWwTtSbgNfa2hoSiQRJSUlo3br4munt27cxefLkMmllV6tMTEwU5hKamJhAT0/1E7YmmDZrBjx5Uq08XgFwH0DTphW/FrQ8jRo1UjgODfWGIj4OxTR1HPT09JR+ngwNDRvklfPaTNYf7dq1UnmfwsJCpKeny5fNzc21ev4UGBoojEsjQwPo6Wnv3UkGBvoK5RkY6EOopZf86OsrlqWvr6/W85LNjNT7jBbqC0AlymtqaqTVvtM3MFRsn4EhBGr8caR+eQalyjPQ6ut7q1OegYEBnw91REBEVNOV0BR3d3eYmZlh06ZNCA0NxZQpU8p9SgNjjDHGGGsY6tUlrK1bt2LKlCmwsLBAmzZtcOjQIQ52GWOMMcYauHp1hZcxxhhjjLHStDephTHGGGOMsVqAA17GGGOMMVavccDLGGOMMcbqNQ54GWOMMcZYvdagA96UlBQMHz4cpqam6Nq1K0JDQ2u6Slqxbds22NvbQ19fH8uWLVPYtm/fPrRp0wZisRhTp05FfomXYMTGxsLJyQkmJiawt7dHVFSUjmuuWXl5efD09ES7du0gFovx5ptv4tKl/x5+v2bNGjRv3hzm5ub49NNPUfJ+zmvXrsHOzg4mJiZwdnau828QmzlzJqysrCAWi2Fra4sTJ07ItzWk48AYY6xhaNAB76xZs2BpaYmUlBR8+eWXGD9+vMKD1OsLKysrLFu2DO+8847C+lu3bmHBggUIDAxEYmIiEhMTsWLFCvn29957DwMHDkR6ejpmzJiBMWPGQCqV6rr6GiOVStGhQwdcuHABL168wPz58zFy5EhIJBKcPHkSW7ZsweXLl3H37l2cOnUKe/bsAVAcKI8dOxZz585Feno6+vTpg4kTJ9Zwa6rn448/Rnx8PDIzM7Fnzx5MnDgRaWlpDe44MMZYVfADruogaqCysrJIX1+fEhMT5eucnZ1pz549NVgr7fLy8iJfX1/58ueff07Tpk2TL4eFhVG7du2IiOivv/4iU1NTys3NlW9v3749/f777zqrry5YWVnRn3/+Se+++y6tWLFCvn7v3r3Ur18/IiI6ffo0derUSb7t5cuXZGxsTHFxcTqvrzZcu3aNjIyMKCoqqkEfB8YYU1VMTAwRERUWFtZwTZiqGuwV3piYGIhEIrRp00a+ztbWFnfu3KnBWunW3bt3YWdnJ1+2tbVFQkICJBIJ7t69iy5duii8D7y+HZ+YmBikp6ejc+fOSo+FrK2lt5mYmKBTp051/lh4e3vD2NgYvXr1gqurK2xtbRvkcWDqKywsRFFRUU1XQ+eo1FW90stMM3Q9ttTtxytXrqBLly64cuUKhEIhj4M6osEGvBKJBGKxWGGdWCyGRCKpoRrpXuljIPu/RCKp98cnJycHEydOxOLFi2FmZqb0WMjaWl+PxdatWyGRSBASEoK3334bAoGgQR4HppoTJ07g+PHjAAA9PT0IhUI8efIE169fB1AcBOuSroOioqIiCAQCAMX3NwCQL9dVtTWAFwqLQ5P79+9rvSwikvdjYGAgDh8+jOTk5Ar3cXR0xNy5c7FmzRo8evSozo+DhqLBBrwikQiZmZkK6zIzMyESiWqoRrpX+hjI/i8Sier18SkoKIC7uzs6d+6MpUuXAlB+LGRtrc/HQk9PDwMGDEBISAhOnjzZYI8Dq5irqys++eQTfPLJJ+jdu7d8/Y0bN+Dp6Ym4uDjo6enpNAiVBUV+fn7YvHkzCgoKdFLehg0bsGDBAixatAj37t0DoPvgW1MEAgFSU1Nx9uxZ+XJtCXoXL16MN954A6dOndLqH1OyYNXf3x+7d+/GxYsXsXnzZuTk5FS4n7u7O/T19REYGKiQtrYcP1ZWgw14ra2tIZFIkJSUJF93+/Zt2NjY1GCtdKtbt264deuWfPn27dto164dRCIRunXrhpiYGOTl5Slsr+vHp6ioCJMmTYJAIMD3338vP9kpOxaytpbelpOTg9jY2Dp/LEqSSqV4+PBhgz8OrKy+ffuiefPmuH37No4cOQKJRILAwEAAwIgRI7BgwQJ4eXnh8ePH8qBQRtu//C9cuIDt27fj/PnzCAoK0nrQGxQUhMDAQBw4cABt27bFjh07AKBMuzVBduwquwpb3WN8+/Zt/Prrrzh58iSA4gBQ11frlbGwsMCWLVvw66+/4uzZs1r9oyIpKQlPnz7Fzz//jG+++QbPnj2T36xbHicnJzg4OODw4cOIi4sDAOTn50MgEODixYsIDw/XWn1ZFdXExOHaYty4cTRt2jTKzs6mEydOkLm5OaWlpdV0tTSuoKCAcnJyaPr06bRkyRLKyckhqVRK0dHR1LRpU/rzzz/pxYsXNGjQIPLx8ZHv16tXL1q2bBnl5ubS9u3bqWPHjlRQUFCDLam+6dOnU79+/SgnJ0dhfXBwMLVt25ZiY2Ppn3/+ITs7O9q1axcREeXm5lLr1q1p9+7dlJubS0uWLKE+ffrURPU14sWLF/TDDz9QVlYWFRQU0OHDh8nQ0JBu3rzZoI4Dq1xoaCgJBAK6desWERFlZ2fToEGDyty8umnTJlq6dKn8c7Vnzx7Ky8vTSR1zc3MpISGBPDw86Keffirz2dak6Ohoio2NlS9PmjSJHj9+rPFySt4IJZVKy2wvKiqi7777jm7fvl3lvF++fEkvX76kjIwM+v3332n58uV0/PhxhbQlb+quKefPnycPDw8KDg4mouL+1vTvofz8fEpISJAvX7x4kbZs2UJEpLSsoqIi+f/HjBlDPXr0kC8fPXqUDAwM6MyZMxqtI6u+Bh3wJicn09ChQ8nY2Jisra3p7NmzNV0lrfD19SUACj979+4louK78Fu1akUikYimTJmi8FSGmJgY6t27NxkZGVHPnj3p5s2bNdMADYmPjycAZGRkRKampvKfc+fOERHRqlWryMLCgpo0aUKffPKJwknt6tWrZGtrS0ZGRtS3b1+Kj4+vqWZUW0ZGBrm4uJCZmRmJxWKyt7eno0ePyrc3lOPAKpefn0/z58+n8ePHU0FBAcXGxpKFhQW5uLjQhg0bSCKREBHRo0ePaOXKlXT9+nXy8/OjMWPGaP3uddm4lJXz119/0dSpU+nkyZP0+PFjOn36tMYCo5Jl5efnk1QqpaKiIho9ejT9888/lJqaSrdu3VL4rGjCrl27aM6cObR+/Xrav3+/fP3evXtp/fr19Omnn1J2dnaFefz2228UHR1NRP8Fzw8ePCB3d3eaMGECrVmzhjZv3kzh4eG0fPlyOnXqFBERLV++nL755huNtqeqzp07R97e3rR//376+OOPtfJkmJJ9FxYWRn5+fvT06VNaunQppaamlkkvG3cFBQXUq1cv+vTTTyk4OJj09fUpICBA4/Vj1Scg4gknjDHGlIuIiMCuXbvQrl077NixA++88w5ef/11+Pn5oV+/frC2toafnx++//57ebr9+/fL5/Rq4ut+KnFjUUXbU1JS4O3tjejoaKxevRpjx47VSnkyGzduRI8ePbBq1SrMmTMHbm5uVSpPmS1btuDkyZP44osvoKenhzVr1qBPnz5YtGgRoqKi0KNHD+zevRtmZmbo378/LCwsyuQxYsQI5Ofno2nTptizZw9MTU1x//59fPjhh/Dx8YGtrS3i4uLw22+/QSgUom/fvrh48SKuXLmCpk2bYvfu3WjUqJHG2lQdgYGBmD59Ovz9/fHhhx9qrRwiwp07d/DJJ59AT08Pw4cPx0cffVRuWoFAgJCQECxcuBC3bt1CQEAAPvjgA/lUE76hrfZosHN4GWOMVc7Z2Rndu3fHxo0b4evri++++w4zZszA9evXYW1tjbt37yI7OxtTpkzB1KlTNR7slnw6wldffSW/waokgUCAoqIiNG/eHElJSZg/f36Vg11VypN5/PgxRowYgffee0+jwS4ApKWl4dtvv4WTkxPefPNNBAQE4Pz58zh8+DB69OgBoPjNhzExMTA3Ny+z/4gRI1BYWIgzZ85g7969MDU1hVQqxaFDh2BsbIwBAwagRYsW6NWrFzw8PNCoUSO0bNkStra2aNasmTzY1cV83pLX3Upfg5Mtp6amYuXKlfJgtzrX6ioqTyAQ4JVXXkFSUhJGjhxZbrArSwsAb7zxBgYNGoTTp09zsFuL8RVexhhjSpW80vnOO+8gJSUF586dk2/Pz88HESk8rxsofkSZnp6eRsvfsGEDIiIiEBAQgMaNG5e7T2RkJHr27AkAagfdqpYnS3f69GlIJBKMGzeuzP7V5evrCxMTEyxatEh+LM+fP4/r169j/vz5yM7OxuHDhzF58mT5s2BlZYeHh2PVqlX47bff5H8MyI5DbGwsfv/9dyQnJ2P69Olo2bIlsrOzMX36dMyZMwdvvfWWvA6a6seKlC5D1o6KjmV1/phSpTyJRILY2Fj5Hxaq9Gt+fj4MDAw42K3F+AovY4wxpWTBEgD88MMPICLMnz9fvt3AwKBMsAtA48Hut99+i//7v//Dq6++Kg8+S961X/JxebJgl4iqHOxWVl5WVhYAYODAgfJgt+SVYU0YO3YsjIyMEBkZKb/KWlBQgLi4OEilUpiYmMDDwwNCobBM2bJnw8qeuFDyOHTq1Amurq4Qi8XYsWMHMjIyYGJigpYtW5Z5FJe2g92SZSxatAizZs3CV199haioKAgEAkRFReHvv/8GoHgltjrfHFRWXlxcHEQikVrBLlD8WQAgP+6s9uGAlzHGWLlkVw+NjIzw+eefIzIyEseOHdNqmSUDuF27duH8+fOIiYlBYmIiVqxYIa9XYWEhMjMz4enpiejoaIU81Ak6qlJeVFSUwvzWqgRhFX3Bam1tDQMDA1y4cAGrV6/G3bt34e/vD0dHxzLzakuXLRAIKnyObKdOnTBu3DiYm5tjz549WLhwIZ48eQJnZ2e121BVFy9elD/Oa926dUhNTcX8+fPRvn177N69G+np6Xj06BHWrFmDnJycageR6pYnw8Fr/cEBL2OMsQrJfuk7ODjAxcUFffv21Uo5squosgBuy5YtOH36NBYsWAArKyts27YNkZGR8Pf3B1B8tU4sFuPdd9/FixcvdFpeRkZGtdta3lxhIpJfwR0wYAAKCwvxyy+/4IMPPsAHH3xQad4WFhb4559/kJGRIZ9PLQuuDx48iC1btsDKygpDhgzBs2fPcOvWLfzwww86e3lIeno6oqKiEBAQAIlEgi5dusDe3h7W1tYYP348mjRpguzsbAwbNgwTJ06EsbGxzsqbNGlStctjtRPP4WWMMaYy2fxJTd2UlpKSgvz8fLRu3RpA8UtQGjVqhP379+PAgQPYv38/LC0t5eXl5OTAw8MD3bp1g6+vLwDg2bNnaNmyZa0sTxlV5gpX9FW6Kl+z29vbo1u3bjhw4ACA//pN9tSH5cuXy9+0ZmFhIZ/+oO1pDLK6P336FBs3boRYLIa1tTVSUlJgbW2Nzp07Y9KkSVi3bh2cnJzqXHms9uIrvIwxxlQmC3I1EeyeP38evXv3xrhx49CvXz8Qkfzr+uzsbPj4+MDS0lJhHqqxsTG+//57XLx4EVevXgUAlYNPXZenjKpzhQUCQZlXectU9og2APDx8cGjR4+wZMkSAMX99eWXX+LgwYOYOXOmPI9mzZrJb9rSxZzdkm1PTU1Famoq7t27h+zsbMTExMDLywtTp07VWPCp6/JY7cUBL2OMMZ07d+4cRo8ejXnz5sHf3x95eXlYunSpfLuxsTGCg4Px8uVL6OnpyW/cunHjBoyMjHDq1Ck4ODjU2vKU0cTc5MrI8h8wYAAmTJiAM2fOoH379hgzZgx27dqF0NBQtG3btszjxrQ9V7Xkl8l//fUXrly5gt27d2POnDkwNzfHy5cv4e7ujh9//BHTp08vs09tL4/VfhzwMsYY06n09HQMHDgQ06ZNw+zZs9G3b1/06NFD4WasPn36oEWLFvjzzz/lQWh8fDx8fX3x4MED+dVIVYIUXZdXmq7nJgOAmZkZZsyYgZMnT8LX1xdz587F+fPn0alTJ51MXShNFlCfOnUKRkZGGDlyJC5fvoxXXnkFVlZWePDgARISEtCsWTMA1X/Em67LY7Ufz+FljDGmc4sXL8b169exfft2dOzYEZ6ensjIyMAHH3wgf2lEYGAgHjx4gKdPn2LEiBFYvXo13n33XcyYMaPWl1cb5goro6m516oqGUi+ePEC3333HQoKCuRBvUQiwYULFzB9+nSMHj26zpXH6g4OeFmtNHfuXPTr10/+jMvSLl68CG9vb9y8eVPtk/fIkSPxzjvvwMPDQwM1ZYxVRXR0NNavXw9nZ2fcuHEDe/bswfjx43H69GkMHjwY48ePx/Dhw5GSkoLffvsN+fn5EIlEGD9+PAD1r8jpsrzz58/D09MTzZo1g76+PiIiIuT7fvfdd+jWrRv69etX5kprbm4u3NzcsHLlympPn6htwsPD4ezsjKSkJPz+++949OgR7O3tkZ2djfz8fPnTJzR1pVXX5bE6gBjTocOHD5OpqWmZH319fQJAx48fJyKiTp06UVJSUrn5vPbaaxQYGKiw7syZM+Tq6kqNGzcmExMT6tGjB23dupWKiooU0kVGRlKLFi0oOztb4+1jjKlu8+bNZG1tTV26dKHCwkIiIkpISCAPDw/q2bMnBQQEKN2v9Ge6NpUXERFB5ubmtGnTJgoNDSUHBwfy8fGRb9+3bx998sknJJFIiIhIKpUSEdH169cVlus62fElInry5AktWbKEtmzZQvn5+RQXF0ezZ8+m5cuXK+xT1X6tifJY3cNzeJlOubu7QyKRKPyEh4dDLBZj+vTpGD58OGJjY9G9e3e0atVKaR5hYWH4559/MHLkSPm6vXv3YvTo0Rg7diwSEhKQlpaG1atXY82aNWWu5Pbo0QPt27eXP66HMaZb9O8Xi7NmzcLbb7+NRo0ayb+padu2LTZt2oQDBw5g4sSJSvdX94qcrsqr6bnCtUXJaROhoaHIzc3FoEGDIBQKsWvXLhgaGiIrK6vMkxGqeqVV1+WxuokDXlajIiIi4OrqiilTpmDnzp0QCoUIDQ2Fl5dXufscPXoUAwYMkP9iyMzMxLx587B8+XLMmjULTZo0gZGREYYOHYqff/4ZAQEBCA0NVchjyJAh+OWXX7TaNsaYcrLHYAHA5s2bIRaLMWXKFPl2kUgEGxsbANDIixB0VZ65uTkWLlyIyMhI/P3339DX14dUKkV0dLT8fNOpUyd06tQJly9fxpIlSxASEoJp06bBzc0NXbp0UahzXSULPhcuXIh9+/bhxIkTOHnyJHr16iW/WOHi4gJXV9c6WR6rmzjgZTXm5MmTGDp0KBYtWoT169fL1yclJWHw4MHl7vfnn3+ie/fu8uULFy4gKysLEyZMKJO2V69e6NixI06dOqWw3s7ODteuXdNAKxhjVVEyCP3666+RnJyMTZs2lUmnqRusdFXee++9BysrK4SFhWH27Nn46aef0LhxY3h7e2PKlCn49ddfMWbMGHh6euKNN95AQkICvLy85DfG1fUruzK3b99Geno6AgICcO7cOXTr1g09evSAn58fDh8+LP/mrTrt1XV5rG5rVHkSxjTv0KFDmDx5Mr788kvMnTtXYZufn1+F+6anp8PMzEy+LHs4e9OmTZWmb9q0KV6+fKmwzszMDM+fP69K1RljGiK7imlra4suXbpAJBLV+fLs7Ozg4OCANWvWQCAQQCKRQCgUIjExEUuXLoWPjw+eP3+OiRMnlplCQXX4BqqS0wrOnj2LXr164ZVXXsGgQYMwbNgwfPDBB/j8888xZ84cdOrUCUD12qvr8ljdxwEv07mdO3di1qxZ2LFjR5WelGBubq7wHvv//e9/AICoqCj07t1bIe3Lly9x//59TJo0SWF9RkZGuQEyY0y3RCIRli9frvCHbF0sTxZQzZo1C/fu3UNYWFiZucKPHj2ST58orS4FY6Ufbyb7v7e3NywtLdGnTx+0atUK1tbWaNasGd599104Ozujffv28n3Uaa+uy2P1D09pYDq1fv16zJkzBz/++GOVHwv2+uuv486dO/Llnj17om/fvli9enWZtF9//TUMDQ3x/vvvK6y/desW3njjjSqVzxjTPFnwqauvnLVRnq7nJutSWloanj59CgAKr14+c+YMEhIS8OzZM9y+fRuxsbGYO3cuwsLCcP/+fQwZMgTGxsYYP3485syZA0C1Y67r8lj9x8/hZTqzdOlSrF+/Hr/88kuFc3QrExoaismTJyMhIUF+49rjx4/h6uqKQYMGYf369TAwMMCGDRuwfPlyBAUFwcXFRSEPR0dHeHp6VnhzHGOMVYXsSu+lS5ewfPlyDBs2TB581UV//PEHfH19IRAIsGnTJnTt2hVA8QWFX3/9FQ4ODjAxMYGdnR0ePnyIxMREODg4IDExEWZmZvjwww/leakyrUDX5bEGQndPQGMN2Y0bNwgA6enpKX0O74ABA9TKr2fPnvLn8Pr7+5OpqSkZGhoSANq3bx+Fh4cTAGrUqBGZmpqSl5eXfN+oqChq3rw5vXz5UpNNZIwxBVlZWTR37lzas2dPTVelyi5evEhmZma0Z88eioyMlK8PDQ0lS0tLSkxMpOzsbNqxYwf99NNPlJ6eTmlpaZSVlUXOzs5lnpde28pjDQdf4WV10oULFzBr1qwqvWnNzc0NY8aMwdSpU7VUO8YYK5aRkaGzucma9uLFC7i7u2PChAmYPn26fH1RURESExPxyy+/QCgUYvbs2fjjjz9w4sQJrFu3DhkZGVi/fj0sLS3h7e1da8tjDQsHvIwxxpiWUR38aj0jIwNjx47F9u3b8corr0AgECi04eHDh/jtt9+QkZGB69evw8XFRT51IykpCa1btwagett1XR5rWPimNcYYY0zL6mIA9ujRI9y9exempqYQCoXyNsiuk3Xu3Bljx47Fy5cvkZKSonBPhCz4BFRvu67LYw0LB7yMMcYYU0BEsLKyQps2bZCYmAig+GkJQHFAGR8fj40bN8LKygre3t6YMGECVq1aVeaZ57W1PNbwcMDLGGOMMQUCgQDNmzdH06ZN8cUXXwAA9PT0kJOTAwDIzs7Gn3/+iadPn6J169YYNGgQxo4dC1NT0zpRHmt4OOBljDHGmALZNAJ/f39kZmZiyZIlAABjY2MAgIeHB1q3bg0rKysAQJcuXWBnZ1dnymMND9+0xhhjjDGlJBIJdu/ejZ9++glGRkYYOnQofvrpJ3Tr1g0HDhwAUPYtaHWpPNZwcMDLGGOMsXJlZWXh7t272Lx5Mzp06AALCwvMnz8fQPE8W9kLgOpqeaxh4ICXMcYYY2rTdfDJwS6rDg54GWOMMcZYvcaTYBhjjDHGWL3GAS9jjDHGGKvXOOBljDHGGGP1Gge8jDHGGGOsXuOAlzHGGGOM1Wsc8DLGGGOMsXqNA17GGGOMMVavccDLGGOMMcbqNQ54GWOMMcZYvcYBL2OMMcYYq9c44GWMMcYYY/UaB7yMMcYYY6xe44CXMcYYY4zVaxzwMsYYY4yxeo0DXsYYY4wxVq9xwMsYY4wxxuo1DngZY4wxxli9xgEvY4wxxhir1zjgZYwxxhhj9RoHvIwxxhhjrF7jgJcxxhhjjNVrHPAyxhhjjLF6jQNeBgCIj4+HQCCASCSCqakpbGxsEBERUdPVUouLiwuMjIwgEokgEokwdOhQhe0pKSkYPnw4TE1N0bVrV4SGhpablzppq0Ld/Ddu3IjOnTvD2NgY1tbW+Oabb6pcdk319bZt22Bvbw99fX0sW7as3HSXLl2CUCjEypUry2zLy8uDp6cn2rVrB7FYjDfffBOXLl3SeF21OVbqQ19qQkX9XNLMmTNhZWUFsVgMW1tbnDhxQqP1UKf/1K2LJvuaMVZNxBgRHTt2jGxsbIiIqKioiBYvXkxdunSp4Vqpx9nZmQICAsrd7u7uTp6envTy5UsKCgoic3NzSktLq3bakqZMmUJ79+6tNJ06+fv4+FCPHj3o5s2bJJVK6fr169S9e3fy8fGptBxlaqqvAwMDKSgoiCZMmEC+vr5K0xQWFpKjoyM5ODjQihUrymyXSCTk5+dHjx49osLCQvrxxx/JwsKCsrKyKi1f1b4h0t5YqS99WV2V9XNJ9+7do9zcXCIiunr1KonFYkpNTa20DG18FtWpi6b7mjFWPRzwMiIi8vPzo4kTJ8qXg4ODydzcvAZrpL6KAt6srCzS19enxMREhfR79uypVtrSVPklq07+KSkpZGJiQg8ePFBYf+fOHTI2Nqbk5ORK61RaTfe1l5dXuQHvtm3baO7cuTRlypRKAyEZKysr+vPPPytNp2oApK2xUh/7sqqq0s9ERNeuXSMjIyOKioqqNK2mP4vq1EUbfc0Yqx6e0sAAAFFRUbC3twcAJCUlYe3atXB3d6+x+owYMQJNmjRR+rNmzZpy91uwYAGaN2+OQYMGITo6Wr4+JiYGIpEIbdq0ka+ztbXFnTt3yuShTtqqUCf/S5cuoWPHjrC2tlZY361bN7Rp06ZKX+droq+r2j8VSUtLw8aNG+Hn56fyPjExMUhPT0fnzp2rVGZ5eWpjrNTWvqyOqoyDqvSzt7c3jI2N0atXL7i6usLW1lYj9a/KZ12Vumijrxlj1cMBLwNQ/Itz6dKl8pO/jY0Nvv322yrlFRkZid27d1erPsHBwXjx4oXSn88//1zpPuvWrcPff/+NhIQEDBo0CEOHDkVWVhYAQCKRQCwWK6QXi8WQSCRl8lEnLaD4S//gwYPw9vau8Jd+desi06RJE2RnZyvdVpHK+nrw4MF49uxZhXlUpX8qs2TJEsyfPx9NmjRRKX1OTg4mTpyIxYsXw8zMTGkadfsG0N5YqYm+DA8Ph4uLC/r164fhw4cjKSkJb7/9NlxcXGBmZgYXFxe4uLiUyTcvLw9vvvkmRCIRHj58WG75VRkH6vYzAGzduhUSiQQhISF4++23IRAIlKbT5mdRnbpoo68ZY9XTqKYrwGqeRCJBXFwc0tPTIRaL8dVXX+HHH3+EgYFBlfKzs7NDz549NVtJFTg4OMj//+mnn2LPnj24fPkyBg0aBJFIhMzMTIX0mZmZEIlEZfJRJy1Q/EtfxsPDAy4uLvDw8Ci3nurk37FjRzx48ABSqRSNGv33cc3Pz0dMTAw6duxYbjnKqNLXz549Q8uWLdXKt7pu3ryJa9euYcuWLSqlLygogLu7Ozp37oylS5eWm07dvgHU65/a3JepqalYunQpgoODIRaLER8fj/z8fJw5cwYA0KdPH4SHhyvNW19fH0FBQfjss8/UqlNl1O3nkvT09DBgwABs3LgR1tbWGDZsWJk02vwsqlMXTfc1Y6z6+AovQ3R0NFq1aoUmTZpAKBRi3rx5iI2NlU8JiIqKgqOjI/r3748VK1aAiPDRRx/B1dUVI0aMQEZGBsLDwzFq1Ci4ubkhMDAQPj4+StOVzqs8Q4cOlT9tofTPqlWrVGqXUCgEEQEArK2tIZFIkJSUJN9++/Zt2NjYlNlPnbRVoU7+Dg4OsLCwwMGDBxXWHzhwAC1atECvXr3UKruyvs7KykLjxo0rzUcT/VNSREQE7t+/j9atW8PS0hKHDh3C2rVrMXXq1DJpi4qKMGnSJAgEAnz//fflXu2rKm2NFV335cmTJzFp0iT5lcYOHTqoHGgJhUKV/uhRdxyo08/lkUqlFV51Vkd1P+vl1UXTfc0Y04AankPMaoGtW7fS22+/rbBu5MiR5O/vT0REX331Ff34449EVHx39fHjx+Xbjh8/TuvWraOwsDAaOHAgERGFhYXRkiVLlKYrnZemPH/+nM6cOUO5ubmUl5dHX3/9NbVs2ZJevHghTzNu3DiaNm0aZWdn04kTJyq8G1udtFWhTv4XL16kli1bUlhYGBER/f7779SiRQu6ePGi2uVW1tdXrlyhGTNmqJ2vKgoKCignJ4emT59OS5YsoZycHJJKpURE9PLlS3r69Kn8Z/z48fTZZ5/R8+fPy+Qzffp06tevH+Xk5GilnkTaGyu67MvVq1dTcHBwufs7OTlVWsaUKVMoJiZG7bqVR51+JiJ68eIF/fDDD5SVlUUFBQV0+PBhMjQ0pJs3b2qsTqr2n7p10WRfM8aqjwNeRl5eXvTxxx8rrNu8eTO99dZbRESUmppKc+bMoffff59OnTpFa9euJTs7O3J2diYnJyf67LPPKCwsjBYvXkxE/wW8ytKVzktTkpOT6fXXXyeRSERNmzal/v370/Xr18ukGTp0KBkbG5O1tTWdPXtWvm3IkCHyQKGytKUNGTKETE1Nlf6UzFPVupTk7+9PpqampKenRx06dCAiog4dOpCenl6F+Zensr7eu3cvff3112rlqSpfX18CoPBT3l30pe/el/VPfHw8ASAjIyOF43zu3Dml+VSlb4i0M1Z03Zfff/89bd++vdz9ayLgVZZ/6ac0lDy+GRkZ5OLiQmZmZiQWi8ne3p6OHj1abn6a/ixWtS6a7mvGWPUJiP79zpexcuTk5MDY2Bj5+flwcnLCkiVLEBsbi4ULFwIonk958eJFhISEYOXKlQgPD0dISAjeeOONMumkUqlCXteuXavJprFSPv30UwwYMACDBw+u6aqwakpNTcXYsWPlc3gTEhJQWFgon9bQp08fXLhwQZ4+KSkJrVu3VsjDw8MDPj4+Gn0KBmOM1QSew8sqdfDgQfTr1w+9e/fGxIkTMWrUKMTGxsLV1RX9+/fHqVOnlO6nLF3pvFjtcu/ePfj6+mLgwIEYNmwY+O/huqtZs2ZYvnw53Nzc0K9fP3h7e8PQ0FBpWqlUWubmrtGjR+PMmTOYMmUKjhw5ooMaM8aY9vAVXsYYa+CuXr2K27dvw9PTs6arwhhjWsEBL2OMMcYYq9d4SgNjjDHGGKvXOOBljDHGGGP1Gge8jDHGGGOsXuOAlzHGGGOM1Wsc8DLGGGOMsXqNA14GAIiPj4dAIIBIJIKpqSlsbGwQERFR09Wq0LZt22Bvbw99fX0sW7ZMYVtkZCScnJwgFovxyiuvYNeuXUrzuHTpEoRCIVauXFluOS4uLjAyMoJIJIJIJMLQoUM12QwAwLp169C2bVs0btwYr732GrKysjRWn40bN6Jz584wNjaGtbU1vvnmmyrXsy6OE2UqGjtAxeOnOvuWNnPmTFhZWUEsFsPW1hYnTpzQRPPkZGNE9iMUCrF+/XqFNKqMPXXaJKPJcZeamoo5c+agbdu2EIvFsLGxwbp161BYWFjlPKtDE+ceGXU++1WRkpKC4cOHw9TUFF27dkVoaGi5aavSz8p06NABJiYm8nFnaWlZ1eozpjk1+JY3VoscO3aMbGxsiIioqKiIFi9eTF26dKnhWlUsMDCQgoKCaMKECeTr66uwrXv37uTn50eFhYV0/fp1EolEdPfuXYU0hYWF5OjoSA4ODmVeb1qSs7MzBQQEqF2/KVOmlPvq3JI2b95M/fv3p0ePHlFRURFFRUVRbm6uRurj4+NDPXr0oJs3b5JUKqXr169T9+7dycfHR9VmKKiL40SZisYOUcXjpzr7lnbv3j15X1+9epXEYjGlpqZWWn9Vx1ZJSUlJpKenR3FxcfJ1qo49ddpEpNlx9+zZM+rcuTNNnz6dkpKSiIgoMjKSRo4cSUVFRWrnpwnVPffIqPvZl1Gn/93d3cnT05NevnxJQUFBZG5uTmlpaUrTqtvP5Wnfvj2dP39e7f0Y0ya+wssAAFFRUXjttdcAAAKBAE5OTkhNTa3hWlVs9OjRcHNzQ5MmTcpsi4+Px3vvvQehUAh7e3u8+uqr+OuvvxTS7NixA46Ojnj11Vd1VOOyCgsL4e/vj507d6Jdu3YQCASws7Mr941Y6khNTcXXX3+NI0eOoGfPntDT04O9vT0OHTqE9evXIyUlRe086+I4UaaisQNUPH6qs29p//vf/+R9LRAIkJ+fj6SkpGq3T5mDBw/irbfekr9aWJ2xp06bND3uZs+eDXt7e+zcuROtWrUCAPTo0QPHjx+HQCBQ8yhoRnXPPYB2P/syEokEx44dg5+fH0xMTODm5gZbW1sEBQUpTa9OPwsEAjx+/Fi+7OLiggMHDmis7oxpGge8DEBxIGNvbw8ASEpKwtq1a+Hu7q6z8keMGIEmTZoo/VmzZo3a+c2ZMwcHDhyAVCrF1atXkZCQgDfffFO+PS0tDRs3boSfn59K+S1YsADNmzfHoEGDEB0drXZ9yvP48WNkZ2fj559/RsuWLdG1a1fs3LlTI/W5dOkSOnbsCGtra4X13bp1Q5s2bXDp0iW161vT40QZTY8doPLxo8l9vb29YWxsjF69esHV1RW2trZVqnNlAgICMHnyZPmyOmNPnTZpctzFxsbi6NGjWL58ucr7qKMmx05VP/vqiImJgUgkQps2beTrbG1tcefOnWrVnbE6qaYvMbPaoVOnTiQSicjU1JQA0Icffkh5eXny7WFhYeTs7Ex9+/alYcOG0cCBA8nZ2ZnEYjE5OzuTs7NzmTzDw8PJ0dGRnJycaP78+Vqru5eXV5mvFc+dO0cdOnQgPT090tPTo3379pXZZ9u2bURU/PVgRVMarly5QllZWZSdnU1r166lVq1aUWZmptK0w4cPJzMzMzIzMyN9fX0yNjaWL69evbpM+osXLxIA8vT0pOzsbIqKiqJmzZrRuXPnql2fgwcP0ltvvaU0j169etGPP/5Ybhnl0cY4kTl9+jT17duXnJ2dad68eVRQUKB2/dSlbOwQVT5+qrtvaVKplEJCQmjjxo3lplF3bJUUFRVFRkZG9Pz5c/k6dcaeOm3S5Ljbvn07de3atcI0YWFh1K5dO3J1dVWY7hMWFkZLlixRuayqqMq5R0bdz35V+v/cuXPUvn17hXVffPEFeXl5lZte1X4GQImJifLlkse+ffv2JBKJ5PVbsGBBufkwpisc8DLKysoigUBAz58/p8LCQlq7di317NlTvj0lJYX69u1LGRkZRET0999/y+cBOjk5lZvv48eP5fPR3n//fYqOjtZK/Uv/0klLS6PGjRvTkSNHSCqVUlRUFFlZWdH169eJiOjGjRtkb29PUqmUiCoPeEvr2rUrnTlzptJ0qsyzu3HjBgGg+Ph4+brZs2fT559/Xu36XLp0iSwsLMoEjnl5edSkSRO6fPmyymUQaW+cyPbt06cPZWVlERHR2rVradOmTWrVryqUBSyVjR9N7FueESNG0K+//lppOnXn8C5atIjc3d0V1qk69tRtkybH3YoVK2jAgAEVpikZ2Obk5NCwYcPo6tWrNRLwqnOsqvPZV7X/b9y4QU2bNlVYN3v2bFq4cGGZtOr2c2UBL8/hZbUNT2lgiI6ORqtWrdCkSRMIhULMmzcPsbGx8q/KT548iUmTJkEsFgMovgNXNg+wIq1bt5bPR2vUqBH09PTKTTt06NAyd5TLflatWqVWe2JjY2Fqaopx48ZBT08PdnZ26N27t/xpAhEREbh//z5at24NS0tLHDp0CGvXrsXUqVNVyl8oFIKI1KpTebp06QIDAwOFuYjqzkssrz4ODg6wsLDAwYMHFdYfOHAALVq0QK9evdQqR1vjBAB+/fVXTJ48GSKRCAAwb948BAYGqrSvJscOUPn40da+ACCVSvHw4UO161yRoqIiHDx4EJMmTVJYr+rYU7dNmhx37dq1Q2JiosrpjYyMsGjRIhw/flyl9DU5djTx2a+MtbU1JBKJwrzw27dvw8bGplp1l8nNzZX/PyMjQ6N1Z0zTOOBliIqKUjgBGhoawsXFBcHBwQCAJ0+eyG8WqYqbN28iNTUV3bp1KzfNqVOnIJFIlP588cUXSveRSqXIzc1FYWGhwv+7dOmC7OxsBAUFgYhw9+5dnD9/Xj43cubMmXj48CEiIyMRGRkJNzc3zJo1Cxs2bChTxosXL3D27Fnk5eUhPz8fGzZsQHp6OhwdHStt9759++Dh4VFhGtkvGH9/f+Tl5eHevXs4dOgQhg0bpjS9OvURCoXYu3cvPv30U4SHhwMAwsLCsHjxYuzduxdCoXoff22Ok6dPnyrsa2hoiPz8fJX21eTYAVDp+KnOviVlZGTg4MGDkEgkkEqlOHLkCMLCwtCvX79K26zK2JIJDQ1FQUFBmcfXqTr21GkToNlxN3LkSGRkZMDf3x/Z2dkoKirCtWvXsGDBgnL3adWqFf755x+V8q/K2AGqfu4pSd3Pfkmq9r9IJMKoUaPg6+uLnJwcBAcHIzo6GqNGjSqTVt1+BoD9+/ejqKgIISEhiI6ORlZWFqRSaaX1YqxG1NzFZVZbeHl50ccff6ywbvPmzfJ5eN9//z1t375d6b6VfVX97Nkz6tOnD/3zzz+aqWwJvr6+BEDhR/Y13+nTp6lHjx4kEomoXbt2tGbNmnLzKT2lYciQIeTv709ERMnJyfT666+TSCSipk2bUv/+/Sv8enrIkCFkamqq9EeWZ2nPnz+nsWPHkkgkog4dOpQ51lWtj7+/P5mampKenh516NCBiEg+P6+i+pRHm+Nk3759tGPHDvlybm4uubq60vHjx2nVqlU0d+5ctepamYrGDlHF46c6+5bsy4yMDHJxcSEzMzMSi8Vkb29PR48eLbfOVRlbRESTJk2iOXPmKN1W0dgrWVd1Pk+aHne3b9+mIUOGkIWFBTVt2pR69epFu3fvlm8vPXUhNDSU/u///k+rUxqqc+4peVwr++yX3q8q/Z+cnExDhw4lY2Njsra2prNnzyqtiyp1LwkAeXl5UbNmzah///60dOlSMjc3p0ePHvGUBlYrCYg09N0sq7dSU1MxduxYBAcHQywWIyEhAYWFhejYsSP69OmDCxcuyNMmJSWhdevWAIC8vDwMHz4ca9euxeuvv15T1Wc6UtVxAgDJycl45513cPr0aZiammLdunUwMjLC3LlzAQBeXl7Yvn27ztvEar/w8HCEhIRg5cqVyM3Nhbu7O3x9fSGRSOTrmeYJBAIkJiYqPAGCsdqMpzSwSjVr1gzLly+Hm5sb+vXrB29vb6XPipRKpQpfs+3fvx+3bt3CwoUL4eLiUqXHYLG6o6rjBABatGiBxYsXY/DgwXB2dsbjx4/x0UcfAQDWrFmDadOm6aIJrI4KCAjAgAEDMGTIEEyYMAFvvPEGAOCHH37AwIEDMXDgQPnUG8ZYw8RXeJnGXL16Fbdv34anp2dNV4XVYuqMk1WrVuHBgwfo2bMn5s2bV2MvGmCMKeIrvKyu4YCXMcYYY4zVazylgTHGGGOM1Wsc8DLGGGOMsXqNA17GGGOMMVavccDLGGOMMcbqNQ54GWOMMcZYvcYBL2OMMcYYq9c44GVyqampmDNnDtq2bQuxWAwbGxusW7cOhYWFNV01rcrLy4OnpyfatWsHsViMN998U/6SjIq2ybi4uMDIyAgikQgikQhDhw4tt6yUlBQMHz4cpqam6Nq1K0JDQzXalpkzZ8LKygpisRi2trY4ceKE0nSqtEtVHTp0gImJibz9lpaWVa4/j0Hl/VHZdtmxl/0IhUKsX79eaVnbtm2Dvb099PX1sWzZMp23pbTIyEg4OTlBLBbjlVdewa5du6pUrqbGYWxsLBo1aoTc3Nwq7V+Zivqqom137txBv379IBaL0a1bN4SHhwOo+mf50qVLEAqFWnkTXUXnocrOUeqMT3XOvRXp0KGDwpsgAWDZsmWYPn16lfJjtVRNvteY1R7Pnj2jzp070/Tp0ykpKYmIiCIjI2nkyJFUVFRUw7XTLolEQn5+fvTo0SMqLCykH3/8kSwsLCgrK6vCbTLOzs4UEBCgUlnu7u7k6elJL1++pKCgIDI3N6e0tLRK95syZQrt3bu30nT37t2j3NxcIiK6evUqicViSk1NVavN6mrfvj2dP39e7f1K4zFYfn+o019JSUmkp6dHcXFxSssKDAykoKAgmjBhAvn6+qpcR1XHoLpjq3v37uTn50eFhYV0/fp1EolEdPfuXZXrJaOpcXj06FHq1q1btfNRRUV9VXJbfn4+derUib755huSSqV09uxZsrCwoNTU1Cp9lgsLC8nR0ZEcHBxoxYoVKtVV1f4nqvg8VNk5Sp3xqc65tyLKxo6vry9Nmzat2nmz2oOv8DIAwOzZs2Fvb4+dO3eiVatWAIAePXrg+PHj9f7tVqampli6dCnatWsHoVCId999FwYGBrh//36F29QlkUhw7Ngx+Pn5wcTEBG5ubrC1tUVQUJDG2vK///1P/jpfgUCA/Px8JCUllUmnbrsEAgEeP34sX3ZxccGBAwc0Vm+Ax2BF/aFOfx08eBBvvfUWOnbsqLSs0aNHw83NDU2aNKmRtpQWHx+P9957D0KhEPb29nj11Vfx119/KU2ri3EYFRWFHj16aDTP8lTUVyW33b9/H8+fP8fcuXOhp6eHgQMH4rXXXkNgYGCVzlE7duyAo6MjXn31Va20q6LzUGXnKG2NT12MHVa7ccDLEBsbi6NHj2L58uU1XZVqGzFiBJo0aaL0Z82aNSrlERMTg/T0dHTu3FnlbQsWLEDz5s0xaNAgREdHl5uvSCRSeBWnra0t7ty5o0YLK+ft7Q1jY2P06tULrq6usLW1rXSfitqsC/VpDALVH4eV9UdF2wMCAjB58uRqt0FTKmvLnDlzcODAAUilUly9ehUJCQl48803dVzL/0RHR8POzq7SdJo411TUV6W3UamXohKR0nNHZcc7LS0NGzduhJ+fn0p1rKqKzkNVOUeVR5VzL2MAeEoDI9q+fTt17dq13O1hYWHUrl07cnZ2phEjRtDLly81Uu7Zs2dV/ko1NzeXHB0dydTUlGJiYjRSvjLZ2dnk4OBAy5YtU3nblStXKCsri7Kzs2nt2rXUqlUryszMLLP/uXPnqH379grrvvjiC/Ly8lJal+HDh5OZmRmZmZmRvr4+GRsby5dXr15dYTukUimFhITQxo0bK2lxxW2WAUCJiYny5ZJfJbZv355EIpG8bgsWLKi0zNLqwhgkIgoPDydHR0dycnKi+fPna6QOpVXWHxVtj4qKIiMjI3r+/Hml5Xh5eVXa9uqMQVXaQlT8uejQoQPp6emRnp4e7du3r9y02h6HREQdO3akkydPVmlfdVTUV6W35efnU8eOHWn9+vWUn59Pp06dokaNGtGMGTMU9lPleHt5edG2bduIqHiaQkVTGqrb/xWdhyo7R6kyPlU99xKpN3bMzMzI0NCQpzTUM3yFlyE5OVnhqqMykyZNQnh4OJydnXH48GEd1ew/+vr6CAoKwrhx47RWRkFBAdzd3dG5c2csXbpU5W0ODg4QiUQwNjbGp59+isaNG+Py5ctl8heJRMjMzFRYl5mZCZFIpLQ+wcHBePHiBV68eIH3338fW7dulS9//vnnFbZFT08PAwYMQEhICE6ePFmlNqvj1KlT8rp9/fXXau9fF8YgAHTu3BkRERG4cOECkpOTcevWLY3mX1l/VLY9ICAAI0eO1NjXwdUZg6qMrfT0dAwfPhxffvkl8vLycOPGDSxevBg3btyoUn2rOw4zMzMRHx+vkykNFfVV6W36+vo4duwYgoKCYGlpiQ0bNmDChAkKnxlVjvfNmzdx7do1zJgxQ6U6Vqf/gYrPQ6qeoyqi6rlXFSXHjqrtY3ULB7wM7dq1Q2JiokppbW1t8fjxY0RFRcHR0RH9+/fHihUrQET46KOP4OrqihEjRiAjIwPh4eHw8fEBAISEhGDZsmUoKCjAO++8g7fffhv79u0DABQWFmLixIlwdnaGm5tbmaAQAIRCIVq2bFlp/YYOHVrmTmfZz6pVq8rdr6ioCJMmTYJAIMD333+vMGe0om3KCIXCMl8/AoC1tTUkEonCfLXbt2/Dxsam0nZVlVQqxcOHD5VuU7ddJe9az8jI0Gg9a3oMAqqNw9atW8vnHzZq1Ah6enpK61iVcVhZf6iy/eDBg5g0aZJKx1GbVB1bsbGxMDU1xbhx46Cnpwc7Ozv07t0bERER5eatzXF469YtWFhYyOeQV6Sq5xqg4r4qb5udnR0iIiKQlpaG3377DXFxcXBwcJDvo8rxjoiIwP3799G6dWtYWlri0KFDWLt2LaZOnVppe6ujovNQRdvUVd65V0abY4fVfhzwMowcORIZGRnw9/dHdnY2ioqKcO3aNSxYsKBM2gsXLsDa2hohISFYsGABwsLCsGTJEgQHB6Nt27b4/fff4eXlhR07digt69ixY+jRowfOnDmDLl26AAACAwPlV85GjRqFnTt3Vrktp06dgkQiUfrzxRdflLufl5cXnj59iiNHjqBRo0Yqb3vx4gXOnj2LvLw85OfnY8OGDUhPT4ejo2OZMkQiEUaNGgVfX1/k5OQgODgY0dHRGDVqVKXt2rdvHzw8PCpMk5GRgYMHD0IikUAqleLIkSMICwtDv3791G6zMvv370dRURFCQkIQHR2NrKwsSKXSSvdTRU2PQUC9cXjz5k2kpqaiW7duSrdXZRxW1h+VbQ8NDUVBQUGlj2aSSqXIzc1FYWGhwv8ro8oYVLWuMl26dEF2djaCgoJARLh79y7Onz9f4ZxObY7DqKgo2NjYIDc3V/6Tn5+vNG1VzzVAxX1V3rbo6Gjk5uYiOzsbX375JYqKijBkyBAAqh/vmTNn4uHDh4iMjERkZCTc3Nwwa9YsbNiwobJDo3L/V3QeUuUcper4VOfcK6PNscNqPw54GZo2bYrQ0FBcuHAB7dq1Q7NmzTBr1iyFXzoBAQFwcXFBcnIyxo4dCw8PD/zxxx/44IMPcObMGdy7dw+HDh2Ci4sL1q5di7S0NIWrDLK/umNjY/H6668DgPzfhw8folevXgAAR0dHjf21r6pHjx5h165duHr1Kpo1aya/SnP+/PkKtwHFXyMuXrwYzZo1g6WlJU6cOIGTJ0/CzMwMQPFVoJJXe7Zu3YonT57AwsICH3/8MQ4dOgRzc3Ol9VL3CpJAIMDOnTvRpk0bWFhYYM2aNTh48CB69uypkOeqVasqbZcyycnJaNmyJVatWgUfHx/4+PjgyZMnVTnkZdT0GARUH4fJycmYO3cu9uzZo5G2AxWPQVW2y47Pu+++qzTgKTkOV65cCWNjY+zatQv+/v4wNjZGQECA0npV5SpmZXUtWRczMzMcPnwYvr6+EIvFGDp0KD7++GMMHDiw3GOlzXEYFRWFiIgIGBsby38mTJigkbxLqqivytu2d+9eWFpawtLSEpcvX8axY8cAqDY2ZMfcxMREnoelpSWMjY0hEonKnQJTlf6v6DykyjmqovFZcuxUdu5VRptjh9V+Aqro+j9jAMLDwxESEqLwgPKcnBwYGxsjPz8fTk5OWLJkCWJjY7Fw4UIAxSeju3fv4ptvvsGePXvw1VdfQSKRoFu3bnjw4AF8fHywcuVKSKVSdO/eHbdu3YKfnx92796N58+fY9GiRUhKSkLr1q0V6uLh4QEfH58ae5pAQyUQCJCYmFjpPFtt0fYYXLZsGX7++edKx2FeXh6GDx+OtWvXKgTLTDdqehyyuovHDuMrvKxKDh48iH79+qF3796YOHEiRo0ahdjYWLi6uqJ///44deoU7OzskJycjCFDhiAmJgYAMGbMGFy/fh2DBg1CXFwcgOLnLsbExMDZ2RmBgYGYMWMGpFJpma/PRo8ejTNnzmDKlCk4cuSIrpvMahlNjkFAtXG4f/9+3Lp1CwsXLoSLi0uV307HGGNMt/gKL6uVrl69itu3b8PT07Omq8LQcK+O8DisXRrqOGTVx2OHccDLGGOMMcbqNZ7SwBhjjDHG6jUOeBljjDHGWL3GAS9jjDHGGKvXOOBljDHGGGP1Gge8jDHGGGOsXuOAlzHGGGOM1Wsc8DLGGGOMsXqNA17GGGOMMVavccDLGGOMMcbqNQ54GWOMMcZYvcYBL2OMMcYYq9c44GWMMcYYY/UaB7yMMcYYY6xe44CXMcYYY4zVaxzwMsYYY4yxeo0DXsYYY4wxVq9xwMsYY4wxxuo1DngZY4wxxli9xgEvY4wxxhir1zjgZYwxxhhj9RoHvIwxxhhjrF7jgJcxxhhjjNVrHPAyxhhjjLF6jQNexhhjjDFWr3HAyxhjjDHG6jUOeBljjDHGWL3GAS9jjDHGGKvXOOBljDHGGGP12v8D8w5iOJsGLocAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 14.1 ± 0.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 18647.8 ± 476.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 122547.9 ± 5277.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 0.0 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 25.4 ± 0.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 4.5 ± 0.0 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4.7 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 200.4 ± 7.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1552.1 ± 57.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 18.0 ± 0.8 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 212.7 ± 3.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 222.3 ± 2.8 $\\mathrm{\\mu F}$   $L$ = 7585.3 ± 348.8 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.1 ± 0.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 273.2 ± 3.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 39.8 ± 3.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.9 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 37.5 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 380.6 ± 60.5 $\\mathrm{\\mu F}$   $L$ = 9005.3 ± 445.4 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.2 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.2 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 3242.3 ± 63.8 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 3270.3 ± 121.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 16.8 ± 1.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 58.5 ± 1.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 66.2 ± 2.7 $\\mathrm{\\mu F}$   $L$ = 5454.2 ± 404.8 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 15.9 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 870.8 ± 36.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 9037.3 ± 417.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 7.8 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 89.6 ± 0.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 48.3 ± 0.6 $\\mathrm{\\mu F}$   $L$ = 3396.5 ± 244.1 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.7 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.8 ± 0.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2276.2 ± 36.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 859.0 ± 30.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 16.6 ± 1.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 53.8 ± 1.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 142.9 ± 12.0 $\\mathrm{\\mu F}$   $L$ = 5924.6 ± 453.6 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.6 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 5.3 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 170.1 ± 4.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 349.2 ± 5.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 17.0 ± 0.7 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 171.6 ± 2.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 281.4 ± 6.3 $\\mathrm{\\mu F}$   $L$ = 7836.3 ± 366.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 27.1 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1857.7 ± 57.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 10532.0 ± 365.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 6.3 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 56.6 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 32.5 ± 0.4 $\\mathrm{\\mu F}$   $L$ = 6422.0 ± 435.7 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.2 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4.3 ± 0.2 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 128.7 ± 2.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 158.0 ± 2.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 16.5 ± 0.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 156.4 ± 1.8 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 351.0 ± 9.9 $\\mathrm{\\mu F}$   $L$ = 8529.5 ± 281.0 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 3448.5 ± 220.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 30740.4 ± 786.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 113569.6 ± 7260.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 14.9 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 3.7 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 5.0 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.2 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 27.0 ± 0.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1970.1 ± 60.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 11971.6 ± 444.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 6.5 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 56.3 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 30.8 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 6498.6 ± 428.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 3460.0 ± 216.9 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 31125.5 ± 864.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 114492.9 ± 6904.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 15.0 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 3.8 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 4.7 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.8 ± 0.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2012.8 ± 47.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 16428.2 ± 988.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 0.0 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 88.3 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 43.1 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.5 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2144.8 ± 62.4 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 13659.6 ± 453.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 6.9 ± 0.6 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 31.5 ± 0.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 25.6 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 13227997391809.7 ± 7.793156132340181e+18 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.8 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.3 ± 0.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2527.2 ± 101.7 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 6178.3 ± 131.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 18.2 ± 1.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 48.7 ± 1.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 26.9 ± 0.6 $\\mathrm{\\mu F}$   $L$ = 3966.8 ± 611.3 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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RmZnJjh07CAkJYefOnfz000+sXLmyKMMVQghhAmU66S7NXFycGTeuC4cPDyM5uRUrV+4gIOAbVKrskZhqQkJq8sILNvj43GTHjkyTJN+vvfYac+bMAcDR0ZFffvmFFi1a6Pt1S0u3KGnGjh1LaGhorsXKyipHZZ4HOTo6kpiYmGNbYmJirkHE2XXrp0yZgouLC9WrV2f06NFs2bLFNBcjhBCiyEjSXQbY2toyaFB3jh59nbt36/HBB+soV24NoCttFhlZkc6dLWnYMIbTp42Xea9bt47ly5cDun5Px44d46WXXgLA19cXKysr1MVphKcQT8DT05P69evnWtRqdb4DKX19fUlOTubGjRv6baGhofr+gNlcXV2pWLFijuOUtjr9QghRVknGU8Y4OTnx4Yf9iIvry9dfb8LZ+RsgBYDQUA8aN9YyfHgKd+8adp4bN24wevRoANzc3NixYwd16tTRvz9v3jzu37/PgQMHDDuRECWAo6MjgYGBBAUFcf/+ff7880/OnDlDYGBgrn2HDx/O3LlzSUpK4vr16yxdupRu3bqZIeqik5aWxsiRI6latSpOTk60aNGCgwcP6t//5JNP8PDwwM3NjSlTpuTo43706FEaNmyIvb09bdu25cqVK+a4BCGEeCxJussoS0tL3nijP1FRI5g5cxU2NkuBTMCCH390wNc3iWPHCtfqrSgKI0aMID4+HoClS5dSsWLFHPuUK1cu30fxQpRGixYt4ubNm7i7uzNp0iTWrFmDm5sbq1atytHiHRQUhLe3N5UrV6ZFixYMHDiQwYMHmzFy08vMzKR69ers37+fu3fvMmHCBHr06EFycjJbtmxh4cKFHDp0iLNnz7J161a+//57QJes9+nTh/HjxxMXF0erVq2e6M9Ko9Hox/M8vERHR5v6coUQJUx0dHSe94u0tDQ0Gs2TH0gpo2xsbBQbGxtzh1FsREVFKV27vqXA34quQKGiqNXpyty5CYpWW7Bj7dmzRwEUQBk2bJhJ4hWiuJF7inF5e3srx44dU15++WVl5syZ+u3Lly9X2rRpoyiKomzbtk2pVauW/r2UlBTFzs5OiYyMzPe49erVUzw8PPT3qIeXoKAgk12TEKJkCgoKyvee4eHh8cTHkZZuAej6qW7e/CmbNt2nXLmZQCZarRVTpjgRGHiTjIwnP1a5cuUYOnQoVapU0Q+izItGo+Hy5ctEREQYfgFCiFIjPDycuLg4fHx8OHv2LA0bNtS/92CpxYffs7e3p1atWqWiIpUQovSRpFvk0KNHdy5dGstzz30M3ALgjz8q4ud3nZiYJ+tu0qRJE3788UeuXLmiLw2Yl/r161OjRg2mTp1qjNCFEKXA/fv3GTx4MO+99x7Ozs65yi0+WGrxSUsxCiFEcSDTwItc3N3dCQ6ewRdfrGXy5JooSgAREZWpWTOGPXtcaNo075kvH6ZSqeDECfjyS4iJ0c17X7cuzJoF7u5UrVqVf//9V2p1CyEAyMjIoF+/fvj4+PDBBx8AucstPlhq8UlLMT7Mzc2NXbt25fmeh4eHIZcghCiFxo4dS79+/XJtDwwMxLIA03xL0i3yNXFif5566jidO2/g3r1eJCd70Lz5fX74IZ3Bgx2e7CA//AArVvz3es8e2L4dNmygdu3a/PXXX1y4cAFFUaQ0mhBlmFarZciQIahUKn788Uf9/aBevXqEhITQs2dPIGepxXr16rFo0SL9Me7fv09ERESuUowPs7CweOw+QgiRzdPTE09Pz1zbbWxsCnQc6V4iHqlVq2ZERj5LlSoLAS0ajR1Dhtgxe3Z8nvsvXryYoKCg/0oBfvklvPQS1KsH2X0vL1+GZ5+lU7pulsyUlBRu375t8msRQhRfo0eP5tatW6xbty5Hy9HgwYNZsmQJkZGRREVFMW/ePIYOHQpAu3btuH//Pt9//z1paWnMmjWLZs2aUaNGDXNdhhBC5EuSbvFYFSp4cv78CFq0mAMkAmqmTXPlrbdicu27dOlSPvroI95++23dBrUafvkFwsLg1Cn45BNQqeDePbqsWkXlrM9JvW4hyq4rV67w7bffcuTIEcqXL4+joyOOjo7s27ePbt26MWbMGJo3b07dunXp3LkzI0eOBHStTL///jtffvklLi4u7N27l5UrV5r5aoQQIm8qRTHF5N/Fn62tLQCpqalmjqTk0Gg0DBjwOevWvQK4AzBiRBTffVcBlQru3LmDh4cHLwO+773HR7Nn532gdeugf38AgtVqOmq1uLi6cujQIf308EKUNHJPKRmyu5VIhRMhhKEKej+Rlm7xxCwsLFiz5m1ef/1n4CYAy5dXYOjQRLRa2L17N8OAn4G3162DixfzPlC/fjByJFhaUj4wEDUQHx9P9+7diYuLK6KrEUIIIYQoOpJ0iwJRqVQsXvwm7723BYgEUli5sivW1g68OWAAn2Xt55iSAnkMOtD74gs4fJhGv/3Ge++/D+hq806ePNnUlyCEEEIIUeSkeokolNmzRxEf/zHffGMNHECjgfeB8lnvq776Ch6qn5uDkxM0bQrAhx9+SKVKlWjWrBlNmjQxdehCCCGEEEVO+nRL/8tC02q11K/fnPPnj2ONLdFocSad+61aYbd3r27A5JPKzNTtb2FhuoCFMCG5p5QM0qdbCGEs0qdbFBm1Ws3p0//w3HMjeIG3cEZXAvDvmr2ePOGOjYV334UqVXT1u4UQQgghSiFJuoVBrK2t+euvb3mvxjYAknHg5Z9e4vjx2Cc7gJUVLFgAt2/Dd9+h1Wq5dOmSCSMWQgghhCh6knQLg6nv36dF1FkANhLIPSrz/PPx3L//BD2XnJx01UwA7caN1PPwwM/PTx7RCyGEEKJUkaRbFFpYWBixsbHw559w7x4Ae719ALh714cXXrjwZAd65RUA1BoNXePiSEtL4+DBgyaJWQghhBDCHCTpFoU2dOhQypcvz5tr1sBnn0H79sz4ZzRWVkcB2Lu3Dh98cPPxB2rVCrImxRmStWnXrl0miloIIYQQouhJ0i0KJTExkVOnTgHg4OsLkyfDzp14V6/I998nA7cBmDnTgzVroh99MJUKXnoJgCaAN7qJdoQQQgghSgtJukWh/PPPP2i1WgDatGmT473Bg9szZswOIBWwYtAga44fT3j0Abt00a++ABw6dIh7WV1WhBBCCCFKOkm6RaHs27cPAAugZcuWud5fuHAIHTuuA0CjcaFt2zgSEjT5H7B5c3BzA3RJd0ZGBgcOHDB22EIIIYQQZiFJtyiUffv2YQvctrTE5dVX4Z9/cryvUqnYunUgtWtvACAlpQYtW54j36mYLCygUycA6mVt2rp1q0liF0IUTlpaGt999x3dunXD09MTKysrPD096dq1K8uWLZOqQ0II8QilKunes2cPLVq0oFWrVkycONHc4ZRa6enpHD16lOeB8pmZ8OuvujrbD7GwsODIkeext9e1WIeF+TN6dHj+B542Dc6cYWyrVgBs2bLFFOELIQrhxx9/pFq1aixdupSAgAAWL17M1q1bWbx4Mc2bN+e7776jevXq/PTTT+YOVQghiiVLcwdgTD4+PuzZswcbGxsGDRpESEgIDRo0MHdYpc7p06dJTU2ld/YGW1vo3DnPfZ2dHdmxw53WrS+jKNVZtqwmbdvGMmiQe+6d/f0B6NqtG/v270elUnH37l1cXFxMch1CiCe3fv16duzYQcOGDXO917dvX2bMmMGZM2eYPn06Q4cONUOEQghRvJWqlu5KlSphY2MDgKWlJRYWFmaOqHQ6ePAgFkDP7A0dO4KDQ777t2xZlxkzzgD3AAuGDbPhzJn8+3ePHDmSiIgIzp07Jwm3EMXEpk2b8ky4H9SwYUM2btxYRBEJIUTJUmyT7sWLF9O0aVOsrKyYMWNGjvdiYmLo1q0bDg4O1KlTh+Dg4Bzvnzx5kjt37lCvXj2E8SUkJNDBxoby2Rt6937U7gB88EFP2rdfDoBG40jbtonExOS9r6ebGzVv3oS4OOMELIQQQghhZsW2e4m3tzczZsxg9erVud5744038PLyIiYmhr///pv+/fsTHh6Om5sb0dHRjB8/nl9//fWx51AUhbCwsDzf8/DwwNPT0+DrKI2mT5+O9s4d+OorUKuhe/cn+twffwynRo0viYmZwN27rnTocJdjx1ywtn5gp3//haefhoQEWLkSBg0yzUUIIQpt165dbN26lZSUFOrWrcvAgQNxd3dn7NixLFq0yNzhCSFEsVRsW7p79epFz549c3UvSE5OZsOGDXz44YfY29vTs2dPGjRowMaNG0lLS2PgwIF8+eWXVKhQ4bHn0Gg0+Pv757nIL45HU2cPcmzVCjw8nugzDg4OBAc/j1q9CoCQEBfGjcvIuVONGpCWBkDm3r1s3bqV06dPGy1uIYRhhg8fzvPPP89vv/3GkSNHmDZtGn5+fuzdu5eVK1eaOzwhhCi2im3SnZ/w8HAcHR2pXLmyfluDBg0ICwvjp59+IiQkhMmTJ9OuXTsOHjxoxkhLscuX4eJF3foDk9o8iQYN/Jk3LxnQTRW/dKkVy5c/sIO1NTz1FABnv/uOrl27yhcgIYqJb775ht27d3P48GEuXrzI0aNHuX37NuPGjaNnz56kZX1hFkIIkVuJS7qTk5NxcnLKsc3JyYnk5GReffVVoqKi2L17N7t37+aZZ54xU5Sl15EjR7jx22//bciqrV0Q48a9SpMmHwNRAIwereXYsQd2ePZZAOprNDhCrj77QgjzWLp0KUuWLCEgIEC/zd7enunTpzN9+nQyMjIe8WkhhCjbim2f7vw4OjqSmJiYY1tiYiKOjo4FPpaFhUW+XRc8nrDLRFkzYcIEDh48SL+WLVn7+uvQuHGBj6FWq/nhh5k0afIyWu0OMjKs6NNHy6lTat2klFlJtwXQHNgVGcm9e/ewt7c35qUIIQooPDyc9u3b5/nepEmTeCrrKZUQQojcSlxLt6+vL8nJydy4cUO/LTQ0lPr16xf4WCqVivr16+e5yCDK3NLS0jh+/DgAXk2bwuDBuoGUhdCwYUMmT34KeAeAa9fUPP30eeLi7sIDTyieRTfg9dy5cwZGL4QwlFqtznfWyYyMDK5cuVLoY+dXsWr27Nk4OjrqF1tbW8qVK6d/v127dtja2urf71LALm9CCFFUim3SnZmZSWpqKhqNJse6o6MjgYGBBAUFcf/+ff7880/OnDlDYGBggc+Rnp6uT7LF4508eZL09HQAo3TdCQoKomXLo8B6AC5erIu//yrSnJzA1xfQJd1AvlVmhBBF56mnnsqzohToWrqHDx9e6GNnV6zq27dvju1Tp04lOTlZv4wYMSLXPt9++63+/a1btz72XBqNhrCwsDyX6OjoQl+DEKJ0io6OzvN+kZaWhkaT/7wjDyu23Us+/vhjPvzwQ/3rWbNmsXz5coYPH86iRYsYNmwY7u7uVK5cmTVr1uDm5mbGaMuGw4cPUwuIBlq0aGHw8RwcHNi3by9r125n2LBrpKVV4datMbz44rf88eyzEB7OM4AKSbqFKA7eeecdevfuTWpqKv3798fV1ZXTp08zZ84czp8/r5+crDB69eoFwJbsykh5SE9PZ+3ataxdu7bQ5wGIi4vDP2sG3IcFBQXlmhtCCFG2LVq0KEdO+qCCdEcuti3dM2bMQFGUHEt2K4qHhwdbtmzh3r17XLhwgeeff75Q57C2ttZ/WxGPd/jwYb4FYoHqQUFGOaZKpeKll17gn3+8UKvvAWr+/HMAwfddAbhjbY0nknSLku9xk3plGz58ODY2NvruEsXpSVzHjh1ZsGABQUFBVKlSBUdHR5599lkSEhLYuXOnyWcB3rx5M/b29rn6lU+cOBEPDw86duzImTNnTBqDEEIUVqGT7rS0NL777ju6deuGp6cnVlZWeHp60rVrV5YtW5Zvvz9RcoUeOsSzgBWgcnY26rGbNrVi8eLkrFfl6LtuBCf+PsF7PXsShSTdovjI7zGjVqtFUZR8P/fgpF6ffvop/fv3Jy6fWVenT5+u7y5R3P7tjxgxguvXr/Pnn3+yevVqTp48ye7du6lUqRJTp0416blXrFjBoEGDUD8wlmTu3LlcunSJq1ev0rFjR7p06UJSUpJJ4xBCiMJQKY/6LZGPH3/8kXfeeYdq1arxwgsv0LBhQ5ydnUlISCAkJIRt27Zx+fJl5s6dy9ChQ00Rt8FsbW0B5MvBE4qNjWVw+fLoe0tu3Ag9exr9PAMHhvLzz7rHvnZ2hxg79jcWL15I/fr1OXDgAFZWVkY/pxAFMWPGjHwfM1pYWJCZmZlre3JyMm5ubkRGRurnGGjXrh3Dhg1jxIgROfYdPnw4Pj4+vP/++8YPvgR4/fXX8fLyytXFIy4uDm9vb06ePEm9evXy/XzdunVZsGABHTt2zPP9+vXro9FoWL9+fZ7vy2zEQoiHRUdHExMTk2t7YGAglpaWnD9//omOU6g+3evXr2fHjh00bNgw13t9+/ZlxowZnDlzhunTpxfbpBv+G0gJ0pL6OEeOHKFd1rqiVqNq1y7/nQ2wapU/p06d4dy5hty/34Kfforg9u3bOaoVCFHSPGpSr7x88cUXfPHFF9SpU4c5c+bQtm3bogo1X40bN2bmzJl0794dlUqV631FUfjjjz8ICgri5MmTRj//2rVr8ff3f2TCDboKK49rS7KwsChW3XaEEMWbp6dnnl/GCzqOpVBJ96ZNmx67T8OGDdm4cWNhDi+KoeTkZDpaW0N6OpqGDbF8aIIiY1Gp4OjRBlSrdonY2BoQ05H/1ZvK16dmYO/ubpJzCmFq+U3qFRsbm2vf//3vf3zxxRc4ODiwbt06evbsyZkzZ6hWrVpRhZunhQsXMn78eMaMGUOHDh3w9/fXP+EMCwsjODgYT09Pvv7660IdPzMzk8zMzBwVq6ysrPT9xFesWJGrEefu3bscPXqUNm3aoFKpWLhwIXFxcTz99NMGX68QQhhbobqXPGjXrl1s3bqVlJQU6taty8CBA3F3d2fs2LHFevpu6V5SQMnJ4OICGg1MmgSff27S012+nMHbvr+wLlP3S7ZPxUn8cC4oV+IiRFHL7zFjkyZNUKlUeU6FfvLkSTp06JCjD/e4ceOwsbHhs88+e+T5XnjhBfr27curr75qePBGsGvXLn777TeOHTtGXFwcbm5uNGvWjD59+vDcc88V+rh5ddvJrlgVGRlJ3bp1uX79eo7WppiYGLp06cK///6LlZUVjRs35rPPPqNp06b5nkeebgohjKWg9xODku7hw4ezYsUKatSogaurK//++y+2trb8+uuvdO/ePdfMkcWJJN0FtGMHdO6sWzdRf+6HHVt9hoBBjQB4jQ/5zT2Jc+fewcOjvMnPLURBPeqekt2n+9KlS1SqVAmA9u3bM3To0Fx9uh/WtWtXevXqxWuvvWb8oMsgSbqFEMZS0PtJoauXfPPNN+zevZvDhw9z8eJFjh49yu3btxk3bhw9e/bMs7VHlGB79uh+qlTQunWRnDLgpfpobHVTvzciiNjYtfj47OX8+ctFcn4hjKUgk3qtX7+elJQUMjMzWbNmDfv27St0WVQhhBDFR6GT7qVLl7JkyRICAgL02+zt7Zk+fTrTp08nIyPDKAEK8zt79iw3zp5FsbaGRo3A1bVoTmxhgUWjBgDohuxeJTGxIw0a3GXr1tCiiUEII1m0aBE3b97E3d2dSZMm6Sf1WrVqVY5BfV988QUVK1bE3d2defPmsWHDBmrWrGnGyIUQQhhDobuXlCtXjtjYWKytrXO9pygK+/bto02bNgYHaCrSveTJTZgwgfnz5+Nqa0vUyZNY1a1bdCcfPRqWLiUBcAHgEPA0EMW0aSf4+OMuRReLEI8g95SSQbqXCCGMpci6l6jV6nx/uWRkZHDlypXCHrrIZJcMlNJRj3b48GEAajdqVLQJN+ha1gFnoDrg47Mt640KzJrVgbZtV5KSklK0MQkhhBBCFFChk+6nnnqK1atX5/nepEmT9FO2i5ItIyNDX3P3qaeeKvoAspJugEZA794pTJx4FkgHrNm7dzAeHrv54Yctj63NK4QwnsTERFavXs3cuXMBiIqK4vbt22aOSgghiq9C1ekGeOedd+jduzepqan0798fV1dXTp8+zZw5czh//nyBC4abg7W1tTxifIyQkBDap6VxDmjevHnRB/DABEyNgBPnzvHHH/Vo1SqKl1+2JCPDnfv3uzFiRAxz537KwoXP0L69aQd6JiZCRAT8+28ap0/HExmZxvXrcOeOmqQkK1JSbEhLsyYz0wqNxpLc3201qNVaVCoNanUmFhbpWFqmY2mZgZVVJjY2GdjaZmJrq8XBQYOjoxYnJ3B2VuHiYoGTkxoXFwvc3Kxwd7fG3d0GLy8HKlSwx85ORR7zlghhVKdOnaJz5844Oztz8+ZNpkyZwsmTJ/n222/59ddfzR2eEEIUSwaVDFy+fDkTJkwgOTkZ0PXlbtOmDatWraJu3bokJSUZLVBjk/6XT2bpggUMHT8eWyD2tddwX7Kk6IOoVYv7V67wpUbDd7VqcfHiRQBu39bSrdtlTpx4cJDZeerWXc+UKT689FIP7O3tC33a5GQ4c0Zh79677NoVy9mzamJi3EhLczHsekwqE5UqBbX6HpaWqVhapmNtnYa1tQYbm0xsbTOxsdFiY6PB1lbBzg7s7cHe3hIHBwscHCwoV84Ke3sL7OzU2Ntb4OhohYODFXZ2FlmLpf6nvb0VDg7WWFursbQEtZoym/SXpXtKu3bt6N+/P2PHjsXV1ZX4+HiSkpLw8/Pj+vXr5g7vkaRPtxDCWIq0TjdAUlIS+/fvJzExkbp169IoqzvAnDlzeO+99ww5tEmVpV+QhpjTvTvvbd4MgHb1atQDBhR9EFFRTP/qKz6ePRu1Wk1KSor+7w/g228TmTBBISXF+YEPpWBpuQN//yjatHGge/dq1K5djYoVK2JlZaXfS6tVuHkzhcOHYzl+PImQkEwuXrThxg03kpIqPGGAqcBN4DYQi0p1Fyur+1hZZWJlpcXCQoVarUKlUqP736ZGpbJEpbJCo7EiM9OKzExrNBprNBobNBobtFo7FMUBKIeuR7udYX+GRSoDXfKva80HDSqVJuu1FtDq19VqJWv9wZ+gVitZ7+leq1QKkP1aQaVSZb2Pfn9dsq/Keo3+PR0ViqJ7ofvsfz91n1GjUul+qtVq1GoL1Go1ixfb0by52xNddVm6p7i7uxMTE4NarcbNzU0/6U/2DJXFmSTdQghjKej9pNDdS7KVK1eOLl1yV5Aozgm3eHJ2x47p19XmqkZToQJ1/PyyVitw8+bNHCXURo1yYtAgmDs3kf/7PzX37zsCDmRm9ubUKTh1Cr76CiAeuJSVAFqiKLYoigfgmLU8SgoqVRjlyl2nfPk4KldOpU4dGxo1csHPrzxeXhUoX94HJ6em2NjYoDJCc69Go+HevXukpCSQkHCLmJhUYmJSiY/PJC4ug4QEDQkJ2qxFt56SouLePQvu37cgNdWS1FRLMjIsyciwyUrobbOu2x5dIm9hcJy5WQFWKAqU9G72586FPHHSXZa4uroSFRWFt7e3ftvVq1fx8vIyY1RCCFG8FSrpbty4MTNnzqR79+55JheKovDHH38QFBSkH4QnSp7k5GRqR0UBEOfsjFvWTHrm0Lt3b+Lj43FxccnzfTs7CApyYsoU+PPPDBYuvMU//7iTkeHwwF6ugOtjkkEtcBEbmwgqVLiNr+99mje3pUuXOgQENMXOruj6tVtYWFCuXDnKlSuHlxfUqWPc42u1CsnJqcTH3yc+/j5xcfdJTEwjISGNe/c03L+vzfqpISUlk7Q0hYwMhbQ0HvqpJSNDQaNRkZEBmZkKmZm6nxoNZGaq0Gr/WxRFhVarRqsFjUaFVguKokarVWXFlb0faLW6/vC6Vmp11k+V/u9QUdQ82Iqt25a9rgay/6IV/ZL9Pjx471LyWFdwdCxJTxiKTv/+/Rk2bBgLFy4E4Pr164wbN45BgwaZOTIhhCi+CtW95MCBA4wfP56oqCg6dOiAv7+//rFiWFgYwcHBeHp68tVXX9GyZUtTxG0wW1tb0tPT8ctqQZVHjblFXLiAZ716lNNouNquHVV37TJfMJmZcOECWFuDj88TfUSrhfBw2LEjlsOH47hxI53oaC2ZmVogEwuLTJyd03B1zaRmTTWNG9vTooU7vr6VS8RAYGEYrVaLVqtFo9Gg0WjIyMggIyODtLQ0/VKjRo0cXZkepSx1L0lLS2P06NH89NNPgK6rTq9evVi9enWx/78j3UuEEMZSpH26d+3axW+//caxY8eIi4vDzc2NZs2a0adPH5577rnCHrZISNL9BE6fhsaNAchYtAirMWPME4eigLc3REXBa6+BOQZzCvEYZSnpzhYXF8fFixfx8vKiatWq5g7niUjSLYQwliLt092+fXvat29vyCHMSkoGPsa+ffpVK3N+iVKpwNcXoqLIPHmS86Gh+Pv7my8eIQQAbm5u5iklKoQQJVChJ8cRZcD+/bqfHh5Qu7Z5Y8mq15169CjNAwLQaDTmjUeIMmzFihWcOnUqx7aTJ0+yatUq8wQkhBAlgCTdIk93797lYlwcGnd3lFatzF98OasUpSNQKS2Nq1evmjceIcqwDz/8MFelEm9vb4KCgswUkRBCFH+SdIs8/fPPP/j+9ReWsbHsHjbM3OHkmJmyIXDu3DnzxSJEGRcdHZ0r6fby8iIqq9qREEKI3CTpFnk6ePCgfr1J27ZmjCRLgwYoWa3tjZCkWwhz8vb25sKFCzm2XbhwAU9PTzNFJIQQxZ8k3SJP2Ul3vXr18q2NXaQcHPSlAhsB58+fN288QpRh/fr1Y+jQoZw8eZKUlBROnjzJ8OHD6d+/v7lDE0KIYssoSXdiYiKrV69m7ty5AERFRXH79m1jHFqYgUajofL+/TwNtH7qKXOHo6fK6mIiLd1CmNf777+Pj48PzZo1w8nJiYCAAGrUqMEHH3xg7tCEEKLYMjjpPnXqFL6+vsyYMYOPPvoI0I1if/PNNw0OztTS09OpX7++vs6i0Dl76hRL0tI4BLx544a5w/lP1mBKgMuSdAthNra2tqxcuZKYmBgOHz5MVFQUq1atws5OZvAUQoj8GFSnG2DChAkEBQUxduxYXF1dAWjZsiWjRo0yODhhHhfWr6dB1rpLx45mjSWHN97gS42GiR9+CHFxxMfH6//NCSGKVmRkJMePHycpKYkzZ87ot48cOdKMUQkhRPFlcNIdEhLCzp07Ad1UwADlypUjKSnJ0EObnEyOk7eUrL9PgIq9epkvkIe5uVE1q4uJhYUFV69elaRbCDP45ptvePPNN3Fzc8PBwUG/XaVSSdIthBD5MLh7iaura64yUVevXs1VTkqUHI5ZXTeSLC1R+/qaOZqcnn/+ec6fP8+9e/do9EB3EyFE0ZkzZw5r164lOjqaS5cu6ZfIyMhCH3Px4sU0bdoUKysrZsyYod++e/du1Go1jo6O+mXfA7PlRkRE0LJlS+zt7WnatCmnT5825NKEEMJkDG7p7t+/P8OGDWPhwoUAXL9+nXHjxjFo0CCDgxNFLzMzk6cUBYCoatUoZ+5JcR7i5OSEk1YLYWHQpIm5wxGiTEpISKBPnz5GPaa3tzczZsxg9erVud6rWbMmFy9ezPNzAwYMoEuXLgQHB7N8+XJ69+7NhQsXsLTM/9ebRqPJ9ymnh4eHlD4UQuQQHR1NTExMru1paWmPvNc8zOCW7qCgICpWrEidOnW4e/cu1apVw9LSknfeecfQQwszsExJoUpyMgA1XnrJzNHkYdo0cHWF1q0h68uBEKJodevWjT179hj1mL169aJnz54FKlH677//cvbsWaZOnYqtrS1jxoxBq9XmaAnPS1xcHP7+/nkuixYtMvBKhBClzaJFi/K8X0RERBAXF/fExzG4pdvGxoYffviBefPmcfHiRby8vKhataqhhxXmcvy4Ppm1aNHCzMHkoWJF3c+UFOLPnMFVupgIUeQ8PDzo1asXffv2pWL2/8ks2VWsjOnatWt4enri7OzMkCFDmDZtGhYWFpw9e5batWtjY2Oj37dBgwaEhYXRvn17o8chhBCGMDjpXrFiBQ0aNKBx48Y0b94c0JUMPHv2rHQxKYmOHPlvvRjV6NarV0+/+mrLlqxLStIP4BVCFI3Tp0/TuHFjIiIiiIiI0G83xf/FunXrcvr0aWrXrs358+fp378/Dg4OTJ48meTkZJycnHLs7+TkRHLW0zohhChODE66P/zwQ/bv359jm7e3N/369ZOku4RRFIV9ISE08/HBTqNBXRwHwz6QdFdNSSE2Npby5cubMSAhyp5du3YV2bm8vLz0A/Pr1avH+++/z4IFC5g8eTKOjo4kJibm2D8xMRFHR8dHHtPNzS3fa/Dw8DBO4EKIUmPs2LH069cv1/bAwMAC9ek2OOmOjo7OVanEy8srV0UTUfxdvXqVtlmDmL7+8kveMHM8efL0JL1cOayTkqgHhIeHS9IthBkpioLywPgKtdooEx3nS61W689Xr149wsPDSUtL03cxCQ0NZdKkSY88hoWFhUyKJoR4Yp6ennkOsH6wa9uTMPju6O3tzYULF3Jsu3Dhgoz+LoFOnTqlX2/UrJn5AnkUlYrMrDKG2Um3EKJoxcbGMmjQIDw8PLC0tMTKykq/FFZmZiapqaloNJoc67t37+batWuA7v/7xx9/TM+ePQGoU6cOfn5+fPLJJ6SlpbF06VJUKhWtW7c2ynUKIYQxGZx09+vXj6FDh3Ly5ElSUlI4efIkw4cPp3///saIz6RkGvicHky6G2ZNQlMcWWeVCqwHhD/0hU8IYXoTJ04kMjKSZcuWYW9vz/r16wkICGD+/PmFPubHH3+MnZ0d3377LbNmzcLOzo4VK1Zw/PhxWrRogYODA506daJXr1689dZb+s+tXr2aHTt24OLiwuLFi/ntt98K9LhXCCGKikpRDKu7lpqayqhRo1i9erV+EM2AAQNYtmwZdnZ2RgnSFGxtbUlPT8fPzw9AZqYEglq25PQ//xBdrRr/XL5s7nDyN38+TJgAwJiePVm8caN54xEC3T0FdPfE0q5ixYocPnyYKlWq4OLiwt27dwkPD2fEiBG5xvgUN9mNLHLPF0IYqqD3E4ObA2xtbVm5ciXz58/n0qVLVK9evcT0sZVp4HPqcOIEHwLXClBz0iyyBlOmAannz5s3FiHKoJSUFKpUqQLo+jRmZGTg6+tLSEiImSMTQojiy2gjXtzd3QkICCgxCbfI6W58PP5ZLXRxPj5mjuYxnn2WGQMG4ACsv3ULAx/WCCEKqGrVqvoZIn18fPj9998JDg7GwcHBzJEJIUTxZZSOb5GRkRw/fpykpKQc20eOHGmMw4si8O+WLTydta5++ulH7mt2Dg44P/UUmp9/JikpiejoaCpUqGDuqIQoM8aMGUNISAg+Pj5MnjyZ/v37oygKc+bMMXdoQghRbBmcdH/zzTe8+eabuLm55WjlUKlUknSXIPHbt+vXPbt3N2MkT6ZPnz40adIEX19fqZQjRBEbO3asfr1Pnz5cuXKF5ORk6tSpY8aohBCieDO4e8mcOXNYu3Yt0dHRXLp0Sb9ERkYaIz5RRCrdugXo+kl7Pv+8eYN5AtWqVaNdmzZUysyUGSlFiRATE0O3bt1wcHCgTp06BAcHP3L/y5cvY2dnx6hRo4oowsKrVKmSJNxCCPEYBrd0JyQk0KdPH2PEIsyowb17AFg/9RSqAhZ7N4sff4SxY+HePYiOBplFThSR6OhoYmJicm3XarWP/AL4xhtv4OXlRUxMDH///Tf9+/cnPDwcNze3PPefOHEiTZs2NVrchtq7d+8T7demTRsTRyKEECWTwUl3t27d2LNnD23btjVGPMIcMjLg5EkAVM2bmzmYJ+ThoUu4ASUsDFW7dmYNR5QdixYt4sMPP8zzPQsLizy3Jycns2HDBiIjI7G3t6dnz540aNCAjRs3MmLEiFz7b9++HUVR6NixI9evXzdq/IXV7qH/YyqVKscg5uwvHBqNpijDEkKIEsPgpNvDw4NevXrRt29fKlasmOO9jz76yNDDi6IQFgb37+vWS0rSnVVfHeCzkSN5W7oziWIsPDwcR0dHKleurN/WoEGDPEuWpqen8/bbb/P777+zYsWKogzzkTIyMvTra9as4eeff2bOnDnUqFGDS5cuMW3aNF5++WUzRiiEEMWbwUn36dOnady4MREREUREROi3Sz/bkuNcSAhujRvjcfky6qeeMnc4T6ZaNdItLLDWaHC8ccPc0QjxSMnJyTg5OeXY5uTkRGxsbK59582bR9euXalVq1ZRhfdEHmzF/+CDDzh27BguLi4A+Pv788MPPxAQEMCAAQPMFKEQQhRvBifdu3btMkYcwoy+PnSIRadOYW9nR4KPj3HqSJqaWs1dT088b92iRno6cXFx+faNFcKYxo4dS79+/XJtb9KkSb6NDY6OjiQmJubYlpiYiKOjY45tN27c4Pvvv+fEiRMFjistLY2VK1fy22+/cfToUeLj43F1dSUgIIDevXszZMgQ/ayZhoqNjc11rSqVKs8vEUIIIXSMml8pipKjj59abbS5d4QJHT58GIBmAQFYWlmZOZonl16zJty6RV0gIiJCkm5RJDw9PfMsU/mo+52vry/JycncuHGDSpUqARAaGsrQoUNz7Hf06FGuXbuGT9YEVcnJyWi1Wi5fvszff/+d7/F//PFH3nnnHapVq8YLL7zAyJEjcXZ2JiEhgZCQEL777jumT5/O3Llzc52zMNq3b8+AAQP47LPPqF69OpcvX2bKlCk899xzBh9bCCFKK4OT7tjYWMaPH8+OHTuIe2j68OI+oCY9PZ369esDlNnp4FNTUzl9+jQAzUtKf+4sVg0awIEDVAeOhIXxVEnpGiPKHEdHRwIDAwkKCmLBggUEBwdz5swZAgMDc+zXpUsXLl26pH/92WefcevWLb766qtHHn/9+vXs2LGDhg0b5nqvb9++zJgxgzNnzjB9+nSjJN1Llixh0KBB+Pv761u8n3vuOb7//nuDjy2EEKWVwU3REydOJDIykmXLlmFvb8/69esJCAhg/vz5xohPmNj5TZsYmZlJE+DpZs3MHU6BOD8wc2bCkSNmjESIx1u0aBE3b97E3d2dSZMmsWbNGtzc3Fi1apX+y7+NjQ1eXl76xdHRETs7O9zd3R957E2bNuWZcD+oYcOGbNy40SjX4uHhwY4dO7h+/ToHDx7k2rVr/PXXXzJRlRBCPIJKebA/SCFUrFiRw4cPU6VKFVxcXLh79y7h4eGMGDGC/fv3GytOo8vu25iammrmSMxrb+/etNmwAYBr+/dTpWVL8wZUEKdOQZMmACxu25Yxu3ebNRxRtpW1e0piYiJ//vkn169fZ8qUKURFRaEoCl5eXuYO7ZHK+tNNIYTxFPR+YnD3kpSUFKpUqQLoWmkyMjLw9fUlJCTE0EOLImCZVZ87WqWi8jPPmDmaAvLz4w1/f9aFhlInM5Mx5o5HCDNp3779E1WM2rlzp1HOd+rUKTp37oyzszM3b95kypQpnDx5km+//ZZff/3VKOcQQojSxuDuJVWrVuXixYsA+Pj48PvvvxMcHIyDg4PBwQnTq3jzJgCXPTxQlbSBrzY2JDdtSgwQIXW6RRnWqlUrWrZsScuWLalfvz6HDh3Czc2NZs2a4e7uzuHDh/H39zfa+SZMmEBQUBAXLlzAKmvwdcuWLTl06JDRziGEEKWNwS3dY8aMISQkBB8fHyZPnkz//v1RFIU5c+YYIz5hQvEREVTPmvDiXtYjkpJm1KhRvPDCC/pqD0KURTNnztSvv/jii6xdu5bu3bvrt23evJnly5cb7XwhISH6VvPsFvZy5cqRlJRktHMIIURpY3DSPXbsWP16nz59uHLlCsnJydSpU8fQQwsTu79vH65Z6+U6dDBrLIXVunVr3UpqKmi1UNJa64Uwsr/++ou1a9fm2NalSxcGDhxotHO4uroSFRWFt7e3ftvVq1eLfX9uIYQwp0Il3Xv37n3sPlFRUbRp06YwhxdFpOL16/r1xqNGmTESA2zZAuPGwaVLEBEBNWqYOyIhzKpChQps27aNrl276rdt377dqJVF+vfvz7Bhw1i4cCEA169fZ9y4cQwaNMho5xBCiNKmUEl3u3btcrxWqVQ5JsXJftxY3Ot0l3lHj+p+1qyJRYUK5o2lsBwcILs/9/nzknSLMm/69On06tWLwMBAatSoweXLl9m0aRNLly412jmCgoIYPXq0/olmtWrV6NWrF++8847RziGEEKVNoZ7FZ2Rk6JeVK1fStWtXzpw5Q1JSEmfOnKF79+6sXLnS2LEKY1IUyK5tXZInlalbV7+6ed48MwYiRPEwZMgQdu/ejaurK6Ghobi4uBAcHGyUSXGy2djY8MMPPxATE8OhQ4e4dOkS69evx8bGxmjnEEKI0sbgOt0+Pj4cO3YMFxcX/bb4+HgCAgKIiIgwND6TKWs1dR8We/06sf36UeXWLazefBPLt94yd0iFoygkWlnhpNHwZ6VKdH+gy4wQRams31NKCqnTLYQwloLeTwwedRYbG5urPqxKpSI2NtbQQwsTOnzmDHUOHcL+yhX2Zk0wUyKpVNzO+sLnceeOeWMRopjIzMwkLCyMXbt2sXPnTv1iTAcPHuTVV1/lhRdeYNSoUfzzzz8GHW/x4sU0bdoUKysrZsyYod++efNmnn32WZydnalYsSKTJk0iI6vqEkD16tWxt7fH0dERR0dHXn/9dYPiEEIIUzG4ekn79u0ZMGAAn332GdWrV+fy5ctMmTKF5557zhjxCRM5ceKEfr1xSU66gaRKlSA2luppaaSnp2NtbW3ukIQwm9OnTxMYGMjVq1f1422MPc5mxYoVjBo1it69e9OkSRMuX75Mhw4dWLJkSaG7sXh7ezNjxgxWr16dY3tiYiIzZsygdevWJCcn06dPHz799FOmTp2q32fHjh20atXqic+l0WjybZny8PCQ6eyFEDlER0cTExOTa3taWhqWlk+eShucdC9ZsoRBgwbh7++vv7F36NCB77//3tBDCxM6mTUTZbVq1XBzczNzNIZRfH3hzBkqABEhIdRq1szcIQlhNpMmTeKFF15gzpw51KxZk0uXLjFp0iS6detmtHPMnDmTDRs20KVLF/22bdu2MW7cuEIn3b169QJgy5YtObYPGDBAv25nZ8eQIUP4448/CnWObHFxcflOFhQUFJSjpV0IIRYtWsSHH36Y53seHh5PfByDu5d4eHiwY8cOrl+/zsGDB7l27Ro7duyQloLiTKOh5c6ddAZaltBJcR5k16iRfj16/34zRiKE+Z06dYrPP/8cV1dXFEXBxcWFzz77jGnTphntHLdv36Zz5845tnXq1ImoqCijnSM/e/fu1fejzPbiiy9SoUIFevfuzZUrV0wegxBCFIbRZhKpWLEizZs3p2LFisY6pDCRxIMHmXT3LtuAl0pBVwz3Z5/Vryc/0G1GiLJIpVLpB3U6OjqSmJiIq6sr1404yLhjx45s27Ytx7bt27fTsWNHo50jL+vXryc4OJhJkybpt61evZrLly8THh5O1apVCQwMRKvVmjQOIYQoDIO7l4Cuz92ff/7J9evXmTJlClFRUSiKIrOTFVO3NmzAKWvdycS/JIuC57PPMsjSkrDMTDo7OVHyr0iIwqtTpw5Hjx6lRYsWNG3alBkzZuDk5ETVqlWNdo6KFSvSr18/unbtqq8FvmXLFkaOHMkHH3yg3++jjz4y2jl37drFmDFj2LJlS44nqc9mfem2tbVl3rx5ODs7ExERga+vb77HcnNzY9euXXm+V5BHxUKIsmHs2LH069cv1/bAwMCi7dN96tQpOnfujLOzMzdv3mTKlCmcPHmSb7/9ll9//dXQwwsTSM/qgpEI+Hbvbt5gjEBtZ8dJX1/OnTtHtatXzR2OEGY1e/Zs/WRls2bNol+/fiQmJhp1nE1oaCjNmzfnzp073MmqGvTUU08REhKi3+fhqlaGOHz4MP3792fdunUEBATku59Kpco1WVteLCwscnVREUKI/Hh6eubZbbqgcxMYnHRPmDCBoKAgxo4di6urKwAtW7ZkVEmdVrwMcP73XwBOW1nRqkoVM0djHOPGjeP+/fs0KeGVWIQwhEajwc7OTv//oEGDBpw/f97o58mvldgQmZmZZGZmotFoyMzMJDU1FSsrK86ePUuPHj347rvvcs2GfPXqVW7cuEFAQADp6el88MEHVK1alVq1ahk9PiGEMJTBSXdISIi+/mt2y0a5cuVISkoy9NDCFJKTqZyQAMCtKlWM2hplTmPGjDF3CEKYnYWFBe3btyc5OdncoRTYxx9/nKM6wKxZs1i+fDl79uwhNjaWgQMH6t9r3bo1W7duJSkpiddee41Lly5hZ2fHM888w6ZNm7CwsDDHJQghxCMZPJDS1dU114j1q1evloj+3Onp6dSvX79sPWY8fhx11qPXFz/91MzBGNHOndCyJXh4wLVr5o5GCLPx9fXl1q1bJj1HeHg4Xbp0wd3dHWtr6xxLYc2YMQNFUXIsw4cPZ/ny5Wg0GpKTk/XL1q1bAd1scCEhISQnJxMTE8OmTZuklVsIUWwZ3NLdv39/hg0bxsKFCwG4fv0648aNY9CgQQYHJ0zg8GH9qrpFCzMGYmRaLWTPiHfhApSSbjNCFNT48eN56aWXCAoKonr16qjV/7Wt1KxZ0yjnGDJkCJUrV2bZsmU4ODgY5ZhCCFHaqZTHjTh5jLS0NEaPHs1PP/2kO6BKRa9evVi9enWBO5gXpeySWqmpqWaOpIj17Qu//aZLSkvRoMOUc+dwqFcPgDOvv07DxYvNHJEoa4rLPeXBJDu7+1j2rJTGmpHSycmJuLi4Ao3aLy6yn2zmNyOlEEI8qYLeTwy+Y9rY2PDDDz8wb948Ll68iJeXl1FLUwnjCnN0xMvfH4f69bE1dzBGZFWjBvcAeyDp+HFzhyOE2Vy6dMnk5/D39+fWrVtUkSdKQgjxxIzSTHHw4EG+//57rl27RuXKlRk5cqS+dqooXl46fpywsDCe9/LiL3MHY0TWtrZEWFnhl5GBg/TpFmVYtWrVTH6OpUuXMnbsWIYMGZJr/E6bNm1Mfn4hhCiJDB5IuWLFCtq1a0dSUhJNmjQhJSWFDh066LubiOIjOTmZc+fOAbqauqVNdFbJyvLx8WaORIiidezYMaPu9zhhYWHs2rWLl19+mXbt2umX9u3bG+X4QghRGhnc0j1z5kw2bNhAly5d9Nu2bdvGuHHjGDp0qKGHF0Z04sQJ/fTIpTHpTqlUCaKj8U5Lg7Q0KMZjCoQwppEjR+Lj48Po0aNp165djvE06enp7Nq1i2+++YaIiAjOnDlj8PnefvttZs+ezfDhw2UgpRBCPCGDW7pv375N586dc2zr1KlTrjKCohiYO5dhQA1KZ9KtrV0bAAsg4cQJ8wYjRBE6ceIE7dq1Y8yYMbi4uFC/fn2effZZ6tevj7OzM2PGjKFdu3acMNL/i4SEBMaPH4+TkxMWFhY5FiGEEHkzuKW7Y8eObNu2ja5du+q3bd++nY4dOxp6aGFM6em02LaNNsB39vZUqlTJ3BEZnUPjxrBmDQAxBw7g/Mwz5g1IiCJiaWnJ+PHjGTduHMePH+f48ePExcXh5uZGs2bNaNasmVEnwurSpQsHDhygZcuWRjumEEKUdgYn3RUrVqRfv3507dqVGjVqcPnyZbZs2cLIkSP54IMP9Pt99NFHhp5KGOLMGayzyoUl1K1bamaifFD5Nm2YAPwLvOrsjI+Z4xGiqKlUKgICAggICDDpeTw9PenRowd9+/bF29s7x3tyrxdCiLwZnHSHhobSvHlz7ty5w507dwBd14WQkBD9PqUxwStpUoKDye55adO2rVljMZUaDRsyP2u9VXS0WWMRojQLCQmhUaNGXLx4kYsXL+q3y71eCCHyZ3DSvWvXLmPEIUwsYft2HIAYwKdTJ3OHYxKOjo4MHToUT09PKVkphAnJfV8IIQqu5E0nJgrF5fx5AI5ZWNC8FA6izPbjjz+aOwQhSqVZs2Yxbdo0gBxdBx+kUqn48MMPizIsIYQoMQxOusPDwxk/fjxHjhwhKSkpx3vp6emGHl4YQ3Q09rduAdB5xgzU7u5mDsiE9u+H+fPh/HnYuRM8PMwdkRClwoEDB/Tr+/bty3Mf6V4ihBD5MzjpHjJkCJUrV2bZsmVSr7W4OnhQv6ou7dUG4uPh11916//+K0m3KJM0Gg2HDx/m2rVrvPTSS6SmpqJSqXLU7y6oLVu26Nele4kQQhScwXW6z549yy+//EKfPn3o3LlzjkUUE//8o/upVkMp7loC/81KCRCzf78ZIxEip5iYGLp164aDgwN16tQhODg4z/2CgoKoUqUKTk5O+Pr68v333xfoPJcuXaJhw4Y8//zzjBw5EtAlzK+++qrB1yCEEKLwDE66/f39uZXVdUEUTxfd3Ih86imSWrdGa29v7nBM6qqFBRlZ6/GHDpk1FlE6RUdHExYWlmvRarUoipLv59544w28vLyIiYnh008/pX///sTFxeXab/DgwZw/f57ExEQ2b97MtGnTclSDepxx48bRs2dPkpKSsLa2BqB9+/bs3bu34BcrhBDCaAzuXrJ06VLGjh3LkCFD8PLyyvFemzZtDD28MIKFt2/z5dGjWFtbk5iRYdAj5uKuVt26XAT8AFV4uLnDEaXQokWL8h0smN+MjMnJyWzYsIHIyEjs7e3p2bMnDRo0YOPGjYwYMSLHvr6+vvr17D7Sly5dokGDBk8U3+HDh/n999+xsLDQf97V1ZX4+Pgn+rwQQgjTMDjpDgsLY9euXWzevDnHdpVKhSZrMhZhXgez+nQ3adKkVCfcoEsu/rGywi8jg3I3bpg7HCEA3YBzR0dHKleurN/WoEEDwsLC8tz/k08+YebMmdy7d49mzZrx/PPPP/G5HBwcuHfvHs7OzvptMTExuJfmAdRCCFECGNy95O2332b27NncvXuXjIwM/SKVS4qHtLQ0Tp48CUCLFi3MHE3RiM1KLsonJkJGxmP2FsL0kpOTcXJyyrHNycmJ5OTkPPd/9913SU5O5tChQ/Tt21ffTeRJdOnShXHjxnHv3j1AN6hy6tSp9OjRo/AXIIQQwmAGJ90JCQmMHz8eJycnLCwscizC/G6/9RYT09NpDjzzzDPmDqdI3K9aFQBLRYHISDNHI0qbsWPHEhoammuxsrLK977n6OhIYmJijm2JiYk4Ojrmex6VSsXTTz/NzZs3Wbp06RPH98knn3Dt2jXc3NxISEigXLlynD592qjTsz/8BSKbm5ub0c4hhBCljcHdS7p06cKBAwdoWdpL0ZVQritX8gnwO9C0jLR0q/384MgRADJCQ7GqU8fMEYnSxNPTE09Pz1zb1er82zB8fX1JTk7mxo0bVKpUCYDQ0FCGDh362PNlZmbmmGr9cZydndm1axcnT54kPDwcLy8vWrVq9cj4CupRA0aFEELkzeCk29PTkx49etC3b1+8vb1zvGfMlhVRCNev43T3LgAh5crRK6sFuLRzbN6c//vxRy4A77m54WPugESZ5+joSGBgIEFBQSxYsIDg4GDOnDlDYGBgrn2XLVtGv379cHJyYs+ePaxatYrVq1cX+JxNmjShSZMmXLx4kStXrlCjRg2DryN7JsqMjIxcs1JeuHCBatWqGXwOIYQorQxu+ggJCaFRo0ZcvHiRffv26Zf9UiPZ/B6YFOd+48ZlZra4qo0a8S7wPXA+JcXc4QgB6Kqe3Lx5E3d3dyZNmsSaNWtwc3Nj1apV1K9fX7/fn3/+Sa1atXB2dubNN9/ks88+o3v37k98npEjR+rvv7/88gt16tTB19eXn3/+2eBryL6/Z2Zm5rjfHzhwAAsLC7777rtCH3vx4sU0bdoUKysrZsyYkeO9H374gcqVK+Pk5MSIESNyjBmKiIigZcuW2Nvb07RpU06fPl3oGIQQwpQMbumWmcmKr+Tt23EE0gCPMjRZka+vL08//TQ+Pj6UL1/e3OEIAYCHh0eOWR2zDRo0iEGDBulfb9y40aDzbN26la+//hqAL774gl9++QUnJyfefvttBgwYYNCxd+3aRUZGBuPHj2fevHnY2dkZdLwHeXt7M2PGjFyt+iEhIUycOJEdO3ZQu3Zt+vbty8yZM5k5cyYAAwYMoEuXLgQHB7N8+XJ69+7NhQsXsLTM/9ebRqPJt3KMh4dHnt2HhBBlV3R0NDExMbm2p6WlPfJe8zCVUkY759na2gKQmppq5khMJ61+fWzOnuWYjQ33duyQuulCmFBxuac4OzuTkJBAUlISVatWJTY2FrVajYuLC3ezupsZyt3dndjYWKMc62Gvv/46Xl5e+tbu9957j5iYGL799lsAdu/ezbBhw7hy5Qr//vsvzZo1IzY2Vl8OtXr16ixfvpz27dvnefz69esTExOT5y9Q0M0I+nBLuxCibJsxY0a+8zN4eHgQHR39RMcpVEv3rFmzmDZtGkCufn0Pkj7dZpSQgM25cwAETJyI0rq1mQMqYidPwvLlcO4crFkDUlVBlBEeHh6cO3eO0NBQWrRogVqtJiUlxajdyzp16sT27dvpXARP0M6ePUuHDh30rxs0aMDVq1dJTk7m7Nmz1K5dO8f8A9n1z/NLuoUQwlwKlXQfOHBAv75v37489ykr/YeLrQMHIPshRps2Ze/v4/p1WLBAt37uHEh1HVFGTJgwgYCAAEDXpxtg7969OfqNG6p8+fK8+OKL9OzZkxo1auSojGLsxpaHa5xnrycnJxe4/rkQQphToZLuB/slFqc+3WlpabRt25bQ0FBOnTqFj08ZrluR/WVIpYJnnzVvLGYQ5epKhaz1zNBQLCXpFmXEm2++yQsvvIClpSXVq1cHoFatWnzzzTdGO0doaCgBAQHcvHmTmzdv6reb4sv9wzXOs9cdHR0LVf8cdPXE8/vd5eHhYWDEQojSZuzYsfTr1y/X9sDAwAL16TZ4IGVxYmVlxcaNG3nnnXfMHYrZXfXzI+qZZ6hiZ4eLjQ225g6oiG0+e5ZBgA2QdOQIrqNHmzskIYrMww0OtWvXNurxi7KxpV69eoSEhOhfh4aGUrVqVRwdHalXrx7h4eGkpaXpu5iEhoYyadKkRx7TwsLCqC3/QojSLb/5GR7s2vYkSlXSrVarqVChwuN3LAM23L3L/7JKBl68cYNatWqZOaKi5evnxwWgAZBx5oy5wxGiSC1btowdO3YQHR2dYyKbvXv3mjGqR8vMzCQzMxONRkNmZiapqalYWVkxcOBA2rZty+uvv46Pjw+zZs3STypUp04d/Pz8+OSTT3j33Xf58ccfUalUtC5rY1iEECWC8aYoM7JH1WyNiYmhW7duODg4UKdOHYKDg80TZDF2MCvh9vDwoGbNmmaOpuj5+vpyPmvd5tIls8YiRFGaMWMG7733HpUqVeLo0aM0bdqUs2fP0qxZM5OcT1EUtFqtfimsjz/+GDs7O7799ltmzZqFnZ0dK1asoEGDBsybN4+ePXtSuXJlKlasyPvvv6//3OrVq9mxYwcuLi4sXryY3377rUCPe4UQoqgU2ztTfjVbAd544w28vLyIiYnh77//pn///oSHh+NWwAoViqKU2lqt2Un3M888U/YGUQIVKlQgwsoKMjIoFxsL9++DEWsKC1FcrVixgi1bttC8eXN++uknvvzySwIDA1m6dKnRzhEbG8v48ePZsWMHcXFxOd7TaDSFOuaMGTPyLdU3fPhwhg8fnud7Pj4+OQb3CyFEcWWUlu7ExERWr17N3LlzAYiKiuL27dsGHbNXr1707NkTFxeXHNuTk5PZsGEDH374Ifb29vTs2ZMGDRoUakIJjUaDv79/nsuiRYsMit+cUl55hQlXrvA8uqS7LFKpVCRWqgRk/SP/91+zxiNEUYmOjqZ58+b614qi0K5dO/766y+jnWPixIlERkaybNky7O3tWb9+PQEBAcyfP99o5xBCiNLG4KT71KlT+Pr6MmPGDH2pqJMnT/Lmm28aHFxewsPDcXR0pHLlyvpt2XVZQZes79ixg2HDhrFu3TqTxFCsZWRgvXo1E4CXKbtJN4DmwcFj58/nv6MQpUj58uW5c+cOABUrVuT06dPcuHGj0C3Qefn7779Zu3YtvXr1wsLCgl69erFy5Up9iUIhhBC5GZx0T5gwgaCgIC5cuICVlRUALVu25NChQwYHl5fH1WXdsGEDN2/e5MCBA3mWdyn1TpzAKmtGvL0qlb5eb1nk0KQJK4H3gbQ6dcwdjhBFolOnTmzatAnQTZHeqVMnnn76aXr06GG0c6SkpFClShVAN3o/IyMDX1/fHFVGhBBC5GRwn+6QkBB27twJ/FejtVy5ciQlJRl66DwVti5rXiwsLDh9+nSe75XYWq27d+tX79Svj4ODg/liMbMa9eszJGt9oI0N9cwajRBFY8mSJfr1adOmUbNmTRITE/PtE10YVatW5eLFi/j4+ODj48Pvv/+Ou7t7mb7fCCHE4xicdLu6uhIVFYW3t7d+29WrV/Hy8jL00Hny9fUlOTmZGzduUCmrz25oaKi+hFRBqFSqUlerVRMcjAUQAdRo29bc4ZhVnTp1qFy5Mr6+vmRkZJg7HCHMYsCAAUY/5pgxYwgJCcHHx4fJkyfTv39/FEVhzpw5Rj+XEEKUFgYn3f3792fYsGEsXLgQgOvXrzNu3DgGDRpk0HHzq9nq6OhIYGAgQUFBLFiwgODgYM6cOUNgYGCBz5Genq5PuvOrYlKiZGSg/ucfAELc3enQoYOZAzKv5s2bc+3aNXOHIUSR0mq1rFixgiNHjuR64vjTTz8Z5Rxjx47Vr/fp04crV66QnJxMHenGJYQQ+TK4T3dQUBAVK1akTp063L17l2rVqmFpaWnwrJD51WwFWLRoETdv3sTd3Z1JkyaxZs2aApcLLJVOnECVkgJAry+/pHfv3mYOqBi4fBnmzIFhw+DqVXNHI4TJjR07lkmTJhETE4OFhUWOxZgOHjzIq6++ygsvvEBQUBCxsbFGPb4QQpQ2KuXB6coMEBcXx8WLF/Hy8qJq1arGOKRJ2drqJkZPzRp0WCr83//Bu+/q1q9ehayBTmXa/v2QPTvdpk1gxMFkQjyouNxTypcvz8GDB/H19TXZOVasWMGoUaPo3bs3NWrU4PLly2zYsIElS5YUqqtfUSpVTzeFEGZV0PuJ0SbHcXNzy1EbVphB9iDKWrUk4c6S4O2Nc/aLc+ck6RalnrW1NTVq1DDpOWbOnMmGDRvo0qWLftu2bdsYN25csU+6hRDCXAqVdO/du/eJ9mvTpk1hDi8K6WTv3lyOi6OGnx917t/HTmZg5KvVq3kNqABknDqFlbkDEsLEXn/9dRYsWMDEiRNNdo7bt2/TuXPnHNs6depEVFSUyc4phBAlXaGS7nbt2uV4rVKpeLCXSnbpQGNOxiAe7+eLF/n0yBHUx44RN3++JN3oqt2EIkm3KN1at26tv+8qisLhw4dZuHAhFStWzLHfkzaYPE7Hjh3Ztm0bXbt21W/bvn07HTt2NMrxhRCiNCpU0v1g+bU1a9bw888/M2fOHGrUqMGlS5eYNm0aL7/8stGCNJXSVr0ku156QEAAzs7Oj9m7bPD19eUA0AGwjogAjQaMPKBMCHN7/vnnH/na2CpWrEi/fv3o2rWrvk/3li1bGDlyJB988IF+v+xZioUQQhhhIKWPjw/Hjh3DxcVFvy0+Pp6AgAAiIiIMjc9kbG1tSU9Px8/PDyj5SXd8XBzu5cujKArvvvuu1MvNkpiYyFvOzizN3hAeDj4+5gxJlFLFZSBlUWjfvv1j91GpVPqGgOKkNDW0CCHMq8gHUsbGxuofa2ZTqVQlonyUtbV16bjx3ruHTe3arFYUvgKee+45c0dUbDg5ORHl7g7Z/x7DwiTpFqVeUlISmzZt4tq1a1SpUoUePXrg5ORktOPv2rXLaMcSQoiywuA63e3bt2fAgAGcPXuWe/fucfbsWQYPHiyJX1Hatw/72FheBipaWPDss8+aO6JiRan3wATwpeFLlhCPcPz4cWrVqsXbb7/Nxo0bmTJlCj4+Phw/ftzcoQkhRJlmcNK9ZMkSMjMz8ff3p1y5cvj7+5OWlsbixYuNEZ94En/9BYAGSH3mGRwcHMwbTzFTpUED1gFLraxQnnrK3OEIYVJvvPEGb7zxBjdu3ODgwYP6WYIfnEVSCCFE0TO4e4mHhwc7duzg5s2bXL9+ncqVK+caMS9MK33rVqyBI0DLB6oJCJ26devSHyAjg+716yP/OkVpFhYWxr59+/Td/lQqFe+++y6ffvqpmSMTQoiyzeCk++GBMufPn+f8+fNA8e9bXCqql0RFYX32LAB/AV2lZFcudevWxcrKCl9fX2JjY+VLoSjV/Pz8iIyMpE6dOvptEREROV4LIYQoegYn3XmVppI63UXogS89GW3b0qRJEzMGUzy1b9+ee/fuYWlptAlYhSi2BgwYQI8ePZgwYQLVq1fn8uXLzJ8/nzFjxuRoJDGkUWTTpk306NEj1yB6IYQQ+TO4ZODDbt68yXvvvUefPn0IDAw05qGNqtSU9xo5EpYvBwcHiIsDa2tzR1Q8paTA+vW6gZQ9e0LLluaOSJQyxeWeolY/fqiOSqUyqFHEw8MDOzs7Xn31VV555ZUS9fSoxD/dFEIUGwW9nxg8kPJhFStWZMGCBUyZMsXYhxYPUxT9IEratZOE+1G0Whg2DObOheBgc0cjhMlotdrHLoY+hbxx4wZz5szh77//pnr16vTu3Ztt27YZ6QqEEKJ0MnrSDbppiG/dumWKQ4sHXbgA16/r1jt1Mm8sxZzWwYHMSpV0L0JDzRuMEEXkevb9wcisra0ZNGgQe/bs4fTp01SvXp3BgwdTs2ZNPvnkE+Li4kxyXiGEKMkMTrq///77HMuCBQvo0qWL1IouCnXqMLpLFxY3asSmJ3ikXJbNnj2b7TduAKAJCTFzNEIUjXoP1qg3kfLly+Pl5YWzszNpaWls2LCBatWqsXr1aqOdw9HRMceiVqv5/PPPAdi9ezdqtTrH+/v27TPauYUQwlgMHlk2c+bMHK/LlStHQEAAH3/8saGHFo+RnJzMD8HBpKen83pYGD3NHVAxVrt2bUKBboA6PBzS0sDGxtxhCWFSRh6yk0NwcDBLlizhjz/+oGXLlsydO5devXphYWHBli1bGD58OAMHDjTKuZKTk/XrN2/epGrVqvTp00e/rWbNmly8ePGJj6fRaPLtg+nh4YGnp2fhgxWiABRFITMzk/T0dNLT08nIyNCvp6eno1arcXJywsnJCTs7Oxm8bCbR0dHExMTk2p6WllagIg0GJ92XLl0y9BBmU9JLBu7YsYP09HQAunXrZuZoire6deuyIWtdpdHA2bMglV5EEYqJiWH48OHs3r2bypUrs2jRIjp06JBrv8mTJ7Nhwwaio6OpUaMGs2fPpnv37maIOH8+Pj7ExcUxdOhQTp06lascYdeuXfUDS41t9erVPPPMM9SoUaPQx4iLi8Pf3z/P94KCgpgxY0ahjy1Etvv37xMeHs6///7L+fPn9T8vX75MWlqaPrHOzQnwAryzfnoB7qhUWmxsVNjZqbG1tcDe3lK/ODpaU758OSpV8qBWLQ/q1vXGx8cDV1c1jo4gubphFi1axIcffpjnex4eHk98HKmhVlLdusX29esBsLOzy/OXt/iPr68vpx/ccOqUJN2iUPJr8dBqtY9shXrjjTfw8vIiJiaGv//+m/79+xMeHo6bm1uO/cqVK8fWrVvx8fFhz5499O7dm5MnTxYqyVyyZEmBP/Mkpk6dyoABA7Czs8t3n6tXr5rk3CtWrODNN9/Mse3atWt4enri7OzMkCFDmDZtGhYWFiY5vxAPi4+P5/Tp0/qkOjvBvnz5cj5Pm6oCTwP1ger8l1hnJ9l5/79SFEhN1S0Fo8HGJg0HhwycnBTc3S3x8rKncmU1DRpAw4bQoAG4uBT0uKKgDE66nZycSExMzLXdzc2t2A+msba2LpEt3ADad9/lq9WreQH4sWPHR/7yE7ovJunVq5N6+TK2AKdPP+4jQuTpUS0e+SV6ycnJbNiwgcjISOzt7enZsycNGjRg48aNjBgxIse+D7aytm/fnnr16nHixIlCJd3G6t7xoIyMDI4dO2aSYz/OmTNnuHDhAv369dNvq1u3LqdPn6Z27dqcP3+e/v374+DgwOTJk4s8PlG2pKWl8cknnzB79ux8Wqy90SXW/oA/VlZN0GrrotHYF/hcKpWCohS2udqCtDR70tJ0lYUvX857r6pVFRo0UNGwIfqldm2QKS6Mx+A/SlP2GRT50GrJ/OMPbNCNhO1ZjOuhFye+fn6EXL7MU6Br6RaiiISHh+Po6EjlypX12xo0aPDYL/3x8fGEhoYWyYDIJ2VlZcWaNWtYtGhRkZ97xYoV9OjRA5cHmuS8vLzw8vICdANH33//fRYsWPDIpNvNzY1du3bl+V5BHhWLsmvfvn289tpr+hm4daphadkTO7s+pKYGkJHhmOMzGRm5j+PqCt7e4OWlWx5cf/C1q6tKf4z09LyXpKQ0Ll26zcWL0Vy6FMe1a4ncunWPmJh04uM1ZGTYA85ZiwtQE11XFp2rV1VcvQqbN/8Xn7U11KsHHTvCoEG6RLwsdlUZO3Zsji/72QIDA4umT/cHH3wA6Fo9stezXbhwgWrVqhX20OJxjh/HOj4egC3AR9Kf+4nUrVuXbVu3ckOtpme3bqaplylEHpKTk3FycsqxzcnJidjY2Hw/o9VqGTFiBH379sXPz8/UIRZIp06d2L59O507dy6yc2q1WlavXs0333zzyP3UavVjG4MsLCz043mEKIj4+Hjeeecdli1bBtgAHXF3H4KtbS9u3ChHZiYkJeX+nJsb+PtD/fr//axfH8qXL9j5bWweVQPAhhYtqgG58y9FUYiNjSUyMpJz585x/PhvHDt2nJMn40hN9QEaZi0NgDqA7qlderqujerUKfj0U10CPnCgbjFgWEWJ4+npmecAa5sCFmQodNKdXZIpMzMzR3kmtVqNl5cX3333XWEPLR7nzz/1q7ebNKFChQpmDKbkqF+/PqMAtFr+DQyktrkDEiVSfi0eTZo0ybdPt6OjY65ueImJiTg6Oua5f/Z5EhISWLNmjWEBm0D58uV58cUX6dmzJzVq1MgxC+ZHH31kknMGBweTkZFBly5dcmzfvXs3tWrVokqVKoSHh/Pxxx+bpeuLKN0URWHt2rW88cYXxMYGAH8C7QF7Hv7uXKGCbuqMpk3/S7C9vMzbQqxSqShfvjzly5enefPmDBs2DNBV8jl//jzHjx/n2LEDHD/+FSdPnuf+/WroEvCGwDOArgz02bPw/vu65ZlndMl3//4gBX+eTKGT7uxHc2PGjGHx4sVGC0g8XvratVgDJ4AWefzyF3nLrlbg6urKzZs3qV1b0m5RcPm1eDxq+nVfX1+Sk5O5ceMGlbImaQoNDWXo0KF57j9lyhSOHz/Ozp07C9ySUhRCQ0MJCAjg5s2b3Lx5U7/dlOXMVqxYwcsvv5zrUe7x48cZNGgQd+/exdPTkyFDhvDWW2+ZLA5RdiQnJ7Nz5042btzF77+7ER/fHziUaz8LC10C2qWLbmnUCErK1BnZT33q16+vvx9pNBpCQ0P59ddfWbnyay5ffgvd4M8BwEB0iTgcPKhbJkzQdT8ZNQp69dL9eYi8qZRCdMqeNWsW06ZNA2D69On53mhN1eJhDNnlrFILPgzYvCIiwMcHgJO9e+P82WfUrFnTzEGVDOnp6dy5cwdvb2+pdSqM7nH3lH79+uHs7MyCBQsIDg5m2LBheVYv+fjjj1m9ejX79u3D3d3d5HGXNSW5TKwwLUVROHfuHFu3bmXr1q3s3XuJjIwxwKvo+kH/p2JFhS5dVLzwAjz/fOmt/KEoCv/88w+rVq1izZo1WQUy/PkvAa+eY39fX3j7bRg6tGxMhVHQ+0mhku6uXbuyZcsWQDe6Ps8Dq1Ts3LmzoIcuMiU26f78c8huxTlzRlfnRxTMoUO6r+eWljBunLmjEaXE4+4pMTExDBs2LEed7ueff55Vq1Yxe/Zs/U1bpVJhbW2NlZWV/rNLlixh0KBBpr+IQlAUJUcf6ke1+BcHknSLByUnJxMcHMzWrVvZtm0bV65cAZoAk4GXeLBDgKdnHK+/bsOLLzrg71/2BhSmp6ezbds2Vq1axaZNm0hNTUPX9WQguiT8vwYELy9dC/jrr4Ozc97HKw2KJOkuDWxtbUlPT9cPUCoxN+BWreDAAahVC8LDy97/emPo0wd+/103CiQy0tzRiFKixH6RL4TY2FjGjx/Pjh07cpWG1Wg0ZorqyUjSLVJTU/npp59Ys2YN+/btIyMjA1ABXdEl2zkbE1u3zmTKFEu6di053UZMLSEhgd9++40ff/yRPXv2AA7AKGASuq4oOk5OMGYM/O9/ukospU1B7yfyz6ckycwkQatFsbSE3r0l4S6kjOyZ6C5dgoQE8wYjRAk0ceJEIiMjWbZsGfb29qxfv56AgADmz59v7tCEyFdSUhKfffYZNWrUYPTo0ezcuZOMDBW6ZPEs/w2OBAsLhQED4Ngx2LvXku7dJeF+kLOzMyNGjGD37t2EhYXxxhvDKVfue6AWMBQIBSAxEf7v/6B6dYUxYyA62pxRm59RWrojIyM5fvw4SQ/VyRk5cqShhzaZktoqVb9+faLOn+e14cOZLRViCmzTpk0s79WL37P/2e/dC61bmzcoUSqU1HtKYVSsWJHDhw9TpUoVXFxcuHv3LuHh4YwYMYL9+/ebO7xHkpbusic2NpYFCxbw1VdfEZ9VbhcscHGZQGbmVJKT/+sWUa4cvPYajB8PVavmfTyRt6SkJFauXMnChQsJCzuL7snBO8B/v2OdnGDGDHjzTXigB12JVdD7icGT43zzzTe8+eabuLm54eDgoN+uUqmKddJdEoWGhnL27FkAymUNphQFU716dU48+D3z1ClJuoUooJSUFKpUqQLo6tRmZGTg6+tLSEiImSMT4j83b95k3rx5fPPNN6SkpGRtVVGp0gQyM2cQFfVf7fwqVXRdIEaNKt19kE2pXLlyjBkzhtdff519+/axcOFCfvvtOTIzmwPvA11ITIRJk2DpUpg/X1dasSwx+GHJnDlzWLt2LdHR0Vy6dEm/REpfWaP75Zdf9OsvvfSSGSMpuerWrctNCwv0ZVWPHTNnOEKUSFWrVuXixYsA+Pj48PvvvxMcHJyj4UUIc4mJieGNN96gRo0afP755/qEu1at/1G9ehw3bszTJ9yVK8OyZbrCYJMnS8JtDCqVijZt2rBmzRquXLnC6683RKXqhq7l+18Azp+Hzp0hMFD3Z19WGJx0JyQk0KdPH2PEIh5B2boVlizBHWjevLmUCSwka2tratepgz7VPnrUnOEIUSKNGTNG36o9efJkBg4cSKdOnZgwYYJ5AxNlWmZmJgsWLKB27dosWrSI9PR0ABo1+h/16sUTEfElly+7AODhAV9+qatHMGpU6ejqUBxVrFiRxYsXc+LECVq3TkY34c5bgG6ysE2bdLNcTp0KycnmjLRoGNyne9CgQbz22mu0bdvWWDEViZLW/zKpRQvKHT7MNWDdZ58xafJkc4dUYr300ks0WLuW90E3GDUhQdeRTwgDlLR7ijHduHGD5ORk6tSpY+5QHkv6dJdOu3btYvz48YSGhuq3tWw5goyMzzlyxFW/zdlZV0f6f/+DR0wIK0wge1bPt99+m2vX0oE5wAj9+zVrwo8/6oq0lRRF3qfbw8ODXr160bdvXypWrJjjveI8OU6JEhWFw5EjAPwO9Onb17zxlHD+/v4cXbtW90JR4PhxaNfOrDEJUdLkNYD+wIEDMpZHFKmrV6/y1ltvsW7dOv22GjVq07r1BtasqUtamq7Kl52dLtF++214aD4qUURUKhUvvfQSPXr04P/+7/+YO3csqanfAAuA5kRGQps2ur+jjz4qnZPrGJx0nz59msaNGxMREUHEAx1zZMY/I1q3DnXWA4lTdesyvnp188ZTwvn7+7MIOA5U6tULL7kDC1EgMoBemNv9+/f59NNP+eSTT7h//z4A9vb2jBixgP37h/PTT7resyoVjB4NQUG6CVuE+dnb2/Phhx8ycuRI3n77bdatawGMBz5BUWyZOxe2boWffoLGjc0crJEZnHTv2rXLGHGIR7j3/ffYA5eB2kOHmjmakq9BgwbcBgKAJV268FrDhuYOSYgSJXsAvYznEUUtIyODX375hQ8++IDLly/rt/frN5Ty5b/mm2/KkT0/U9268N138Oyz5olVPFq1atVYu3Yta9asYeTIkdy7twP4CQggJASaN4cPP9S1fFsanK0WDwZfxt69e/PcbmtrS7Vq1ahQoYKhpyjbrlzB/uRJANZZWND3xRfNHFDJV6NGDRwcHEhNTeX27dvmDkeIEkcG0IuilpSUxLfffssXX3zBtWvX9NsbNWrEyJE/sWBBQ7IK6mBpCe+9B9Omlc4uCqXNSy+9hJ+fH7179yYy8hlgGvA+GRmWTJ0Kf/wBK1fq+nyXdAYn3e3atUOlUvHgeMzs1yqViueee46VK1cWy+Q7PT29+A+qeaBM4Jv79mHn62vGYEoHCwsLDh48SK1atbC3tzd3OEKUON26dWPPnj0lbgC9KHlu377NggULWLRoEXfv3tVv9/LyYsqUjzh37hX+97//CrE1bw7ffgsNGpghWFFoDRs25OjRowwcOJDt2z8ENqNWr0SrrcPBg9CihS75fvppc0dqGINLBq5cuZIePXoQEhJCUlISISEhBAYGsnz5co4fP45Wq5UyUoWlKLB8uW69Xj3sWrQwbzylSIMGDbAHWL8e3nkHDh82d0hClBjZA+hHjRrFBx98kGMRwhguXLjA6NGjqV69OrNnz9Yn3HXq1OHbb79l69YrLFv2KsuW6dIYe3uYNw/++UcS7pLKzc2NzZs3M3XqVOAYWm1jdIMsISYG2reH3383Z4SGM7hkoI+PD8ePH8f5gYryd+/epVmzZkRERHD9+nWeeuopbt26ZXCwxlQiynsdPPhfZ7RPP4W33jJvPKVNfPx/w9hnzNCNtBGikErEPcVI2rdvn+d2lUrFzp07iziagin2TzfLuISEBF577TXWrVuX4wn6M888wzvvvEOPHj1YvVrN6NFw757uvfbtdX23a9QwU9DC6NavX8+wYcOyJjZ6FZVqMYpigUoFX3yhq0RTHBR5ycDY2NhclUpUKhWxsbo5/ypVqkRyWah4bgpNmrCwdWu63bmDfadOeJo7ntLG1ZXMGjWwvHRJJskRogBkAL0wlQkTJrA2u6Qr0LNnT6ZMmULLli1JTYUxY3RTiIOuMsn06fDBB2BhYaaAhUn07duXunXr0qNHDy5dWoaiXEOt/hWt1oEJE+DSJfj885L3925w95K2bdsyZMgQ/v33X+7fv8/58+cZPnw47bLqHp86dSpX/W7xZEIvXuTNffuoce4cSzdtMnc4pYqiKPj5+bHm0iXdhiNHdN15hBBCmMWhQ4f44YcfAGjVqhVnz55l48aNtGzZkogIeOaZ/xLu8uVh2zZddYuSlniJJ1O/fn2OHDmSNXZkG1ptK9RqXfGD+fOhX7//nnaUFAa3dC9dupQBAwbg5+enb/Fu164dq1evBnTTbi/P7pcsCuTnn3/Wrw8YMMCMkZQ+KpUKb29vDp8/zyDQdRi7eBFkoKoQeZo1axbTpk0DeGTfbZkUTRSGVqtl3LhxANjY2PDjjz9SM6tcxYYNMGwYJOpmDufZZ2HNGqhc2UzBiiJTvnx5duzYwZtvvsmyZcvQapujUm1FUerz++/Qo4dugGVJqYlgcNLt6elJcHAw169f5+bNm1SqVIlKlSrp38/u7yIKRrl+Xf/F5emnn6ZWrVpmjqj0CQgI4K8HH5Pv2ydJtxD5OHDggH593759ee4jk6KJwvr+++85duwYAG+//TY1a9ZEUWDWLF0XkmyTJ8OcOWBlZaZARZGztrZmyZIl+Pv7M3HiRLTalsBvwHPs3Ak9e+oSbzs7c0f6eAYPpHyQoig5Bj6o1Qb3XjGZAg96+vxzCA4GJydwdtYtrq66xd1d96zL3f2/bfb2UNjrDw9HqVOHA4rCW8DA+fMZP3584Y4l8rV27VoGvPQScYAz6JpSsh5tClFQZWkgZUkmAymLn/j4eGrXrs2dO3eoUqUK58+fR622Z9QoWLVKt4+TE/z4I/TqZdZQhZnt2LGD/v37k5CQBmwCOgLQsSNs3Fj0ibdZBlKOHz+eHTt2EBcXl+M9Tfa0UKXBiRO6eUkLwtZWl3zb2ur+JdjZ6dYfXBwcoFw53R3FxUVXTWPzZlSKQisgWaXipcBAU1xRmRcQEIAWOAB0BV1LtxBCiCIVFBTEnTt3APj8889JSrKnd29dAS/QVSX580+oV8+MQYpioVOnThw8eJDnn3+emzcDgT+ADvz1l+4L2caNutSquDI46Z44cSKRkZEsW7aMIUOGsGLFCubMmcOQIUOMEV/xUb06BAToOpUlJMDdu5CW9ujPpKbqlgJSABWwE6ikKFSoXl3Xsu7lBRUr6jqyVamiuxP5+OiWSpV0Q7nFE6tRowaurq7sjY/XJd2RkXDzpu7PWAiRL5mJWBhLSEgIixYtAnSlKOvUeZHmzeHqVd37rVrBb7+Bh4cZgxTFip+fH3v27OG5557j2rUewJ/Ac+zYAb1762p5F9fE2+DuJRUrVuTw4cNUqVIFFxcX7t69S3h4OCNGjGD//v3GitPojPIo+P59iIvTLXfuQGysrvZzfDykpOjev3dPl3jfv/9fEp69fv++br/kZF0yn5KS4/B9gT6gG+j3OC4u4O8PzZpBy5a6RZLHx+rUqRN3//qLLx0defadd+C118BTijOKgitL3UvUanWRz0Tcrl07Dh06hKWlrq2odevWbM16+vjJJ5/w+eefo9FoGDVqFP/3f/+Xb/9y6V5SfCiKQvv27dmzZw8WFhbMnx/Bu+9WI7vK8LBhsGSJTOUu8nbp0iWee+45Ll+OBjYD7QAIDNTNe1cUVW0Kej8xOOl2dnYmISEBgAoVKnD9+nWsrKxybC+OiuUvyLQ0XWt6aCjXgWddXbn48cdYx8VBVBTcuqVrib12TfdTq3308erWhQ4d4IUXdD9LwiiDIjZ16lTmzJmDWq0mLi4uxyRPQhREsbynmMjq1atZu3Yts2bNonr16ly+fJnp06cTGBhIo0aNmDx5Mp6enjkqMBmqXbt2jBo1isGDB+fYvmXLFkaPHs3u3btxcHCgY8eOTJgwgVdeeSXP49SvXx+NRsP69evzfN/DwwNP+eJdJNasWcPLL78MQIcOq9i5cyCKontoO2cOTJkiD3DFo129epXnnnuOiIhbwFagDQBvvAELFhjv3090dDQxMTG5tgcGBmJpacn58+ef7ECKgfz9/ZXw8HBFURTl2WefVdasWaP8/fffire3t6GHNikbGxvFxsbG3GHkdOCAouiqRStn+vVTVqxYkf++6emKcvGiomzfrijz5yvKq68qytNPK4q1tf4YORYHB0Xp21dRNmzQfVYoiqIoW7ZsUQDFw8NDOX78uLnDESVYsbynmEitWrWUu3fv5tgWHx+v1KxZU1EURbl27Zri5eVl1HO2bds2z3viyy+/rMycOVP/evny5UqbNm3yPU69evUUDw8PBV1PvlxLUFCQUeMWeUtMTFQqV66sAIqj42T9ryp7e0X5/XdzRydKkuvXryu1a9dWwEmB0/p/S3PnGu8cQUFB+d4zPDw8nvg4BpcXGTNmDCEhIQBMnjyZgQMH0qlTJyZMmGDooU0uPT2d+vXrF5+yhl9+qftpZUWDr77K1aKTg5UV1KoFnTrB+PG6GQMOHdL1N9+3D2bOhHbtwNpat39Kiu55S69eULUqTJsGN26Y+IKKv7Zt2xIWFkZUVBRNmzY1dzhClAjmmol44sSJeHh40LFjR86cOQPA2bNnadiwoX6fBg0aSNeRYi49PZ0XX3yR69evA2NJTv4M0NUTCA6WCiWiYCpVqsTu3bupW7ciurII1wHdkxIjPmwzCoOT7rFjx9K7d28A+vTpw5UrVzh79ixTpkwxOLgyJTJSlxQDDBigGzRZGLa2upEn778Pu3bp+pmvXw+DB+uqpADcvg2zZ+sGhw4aBKGhRrmEksje3p569eqhSknRdR4cNAh27jR3WEIUa+aYiXju3LlcunSJq1ev0rFjR7p06UJSUhLJyck4OTnp93NycjJJwi+MQ1EURo0axY4dO4DxwEJANyzp77+hRQtzRidKKm9vb/766y+qVFEDXQBd9+bhw2H3bjMG9hCj1ukuSYpd/8sbNwgbOBC/I0dQHz4MD7TcGE1KCqxbp0suDx36b7tKBS+9BEFBun7gZVFysu6ur9HAhAnwxRfmjkiUMMXunmJC0dHRDBgwgF27duWaibhChQqEhYWRkJDAs88+a7IY6taty4IFC3jrrbeYOXMmPXv2BOD48eN07txZX4LuYdKn27yCgoKyZi2dBHwO6Ka2+OsvXR0AIQxx7tw5WrVqRVxcI2AbYI2zMxw/ruscUFjG6tNtcEt3eHg4Xbp0wd3dHWtr6xyLeHKXMzJo/M8/uKam8n8FrQf+pBwcdF/7Dh6Ew4fh5Zd1E/goCvzyi676yYQJunKIZUymrS2J/v66F9u2mTcYIYq57JmIr169ysGDB7l69SrBwcH6aiX169c3acINugoqiqJQr149fRdHgNDQ0Md2GbSwsNB3LXx4kYTbdFatWpWVcE8hO+F2d9c9XJSEWxiDn58fmzdvxs7uEDAC0PW6HTwYMjMLf1xPT8887xc2NjZYFKBMisFJ95AhQ3BwcGDZsmX88ccfORbx5P7v//6PzMxMEoHnn3/e9Cds3lzX2encORg4UNfardHA/Pm6qdDzaQUqjVJTUylfvjyfnD6t23D+PFy6ZN6ghCgBKleuzFNPPYW3tzdarRbt4yoqFdLdu3f566+/SEtLIz09nS+++IK4uDiefvppBg8ezJIlS4iMjCQqKop58+YxdOhQk8QhCu+ff/5h5MiRwBjg/wBd7e1du6BxY3NGJkqbFi1a8Ouvv2JhsQb4EtA93P/4Y7OGpWPoiM5y5copGRkZhh6myBWbSgOpqcqNCxcUa2trBVC6du1qnjhOnVKUNm1yVjz53/8UJS3NPPEUsWbNmimNH7z2hQvNHZIoYYrNPaUI3LlzRxk4cKBSvnx5Ra1W51hMITo6WmnWrJni6OiouLq6Ku3bt89RbWj27NmKu7u74uLiorz99tuKVqvN91j16tVT6tWrZ5I4Rd4uXbqUVTGmuwKZCiiKh4eihIaaOzJRmv3www8K2CoQooCiqNVa5Z9/jHuOgt5PDG7p9vf359atW4Zn/2XV0qWUa9SI8enpWAPvv/++eeJo1Eg32uDnn3V9m0HX6t22ra4+eCnXrl07TgH6KzVVFx8hSoEHZyK2t7dn/fr1BAQEMH/+fJOcz8PDg2PHjpGUlERcXBw7d+7MUW3ovffe486dO8THxzN37tx8J8YRRS8xMZHu3bsTE1MV+AWwwN4eNm+G4lI4TJROw4YN43//Gw0MBNLQalUMHgxJSeaLyeCBlKGhobz33nsMGTIEr4cqbrRp08ag4EypWAx6Sk1FU706FlFRhANvtG/PjuJQOePSJejXTzfyAHRTzG/cWKo73f3xxx/07NmT78nqBWZvr6v8UlznkhXFTrG4pxSRkjoTMciMlEUpMzOTnj17snXrWeAQ4IVarZumO2vcqxAmlZ6eTrt27Th4sAUwD4ARI+D7741z/ILeTwxu6Q4LC2PXrl28/PLLtGvXTr+0b9/e0EOXfsuWYREVBcBM4P0ZM8wajl6NGnDgAIwapXt944auDOEvv5g3LhNq3bo1arUaffv2vXu6eudCiFxSUlKoUqUKADY2NmRkZODr65tjQKMQkyZNYuvWg8AWQNco99VXknCLomNtbc3atWtxd18J/A3A8uWwZ4954jE46X777beZPXs2d+/eJSMjQ7+kp6cbI77SKzUVTVav/nAg6rnniteTARsb3YQ78+frKpykpurqh0+d+vjp50sgFxcXmjdvzl+AJnujdDERRhQTE0O3bt1wcHCgTp06BAcH57nfr7/+SosWLbC1tWX48OFFG+QTqlq1KhcvXgTAx8eH33//neDgYBwcHMwcmSguvvrqKxYs+Ab4DagHwOTJuum5hShKlStXZs2an1GpXgXuAfD66xoyMoo+FoOT7oSEBMaPH4+TkxMWFhY5FvEI33yDRXQ0oGvlDpo507zx5EWl0s12uXXrf/2858zRTRd27545IzOJbt26cReYA9z55BN46y0zRySKo+joaMLCwnItWq2WR/XWe+ONN/Dy8iImJoZPP/2U/v37ExcXl2s/Nzc33nrrLcaOHWvKyzBISZ6JWJjeH3/8wcSJE9GVBdQ99X7xRZg716xhiTKsQ4cOzJw5Cl3GBefPW/DFF2aYpsbQkZsvvfSSsn//fkMPU+TMWmkgPl5R3NwUBZTUatWU2R99ZJ44CuLCBUXx8/uvukerVopy9665ozKqEydOKIACKAuleonIR1BQkP7fycOLhYVFnp9JSkpSrKyslGvXrum3tW3bVvn+++/zPc+cOXOUYcOGGTt8k7h+/bpy/vx5c4fxRKR6iWmdOHFCcXBwUGCw/tdFQICi3Ltn7shEWafRaJSuXXspcFYBRbGySlOuXjXsmAW9n1gamrR7enrSo0cP+vbti7e3d473dEXwRS6zZ0NWC5fNvHm816ePmQN6Ar6+ukKXL76omzps/35o3x62b9cVWy0FGjduTMWKFXF3d8fR0dHc4YhSJDw8HEdHRypXrqzf1qBBg1IzmK9SpUrmDkEUA9evX6d79+6kpPgASwEoX1437YOdnXljE0KtVrNy5ffUrz+OW7dWkpFhzeDB0ezZU3QTYhmcdIeEhNCoUSMuXryo7+MHSMmm/Fy9qusnDdCyJfTubd54CsLJCf74Q9e3+/ff4eRJaNNGl4Q/kEyUVCqVirNnz+Ls7Pzfxuho3ZcK+fcsDJCcnIyTk1OObU5OTsTGxpopIsOEh4czfvx4jhw5QtJD9bdkPE/ZpCgK/fr14+bN++j6cduhVuvG31etau7ohNBxdXVly5a3aNbsF7Tal9m715NNm2Lo2bNoGg8NTrp37dpljDjKDI23N/Nq12bMzZvYf/op6pKWzNnYwNq18Mor8NNPutkbW7eGv/+GWrXMHZ3B9Al3SAhMnKibLu3wYQgIMG9gotgYO3Ys/fr1y7W9SZMm+TY2ODo6kpiYmGNbYmJiiX2iMmTIECpXrsyyZctk8KQAYMuWLRw6dAT4E6gJ6IYAdehg1rCEyKVx48Z8+ulFJk9OBWwZOTKK6OjyqNWmz8cMTrpFwSxZtowpoaFMBRaGhPDaM8+YO6SCs7TU1dxxcoKvv4bLl3WJ9z//QPXq5o7OOFxdYedOXZfEX36RpFvoeXp64umZ+3GkWp3/uHRfX1+Sk5O5ceOGvitGaGhoiZ2u/OzZs+zfvx9LS/kVInSt3DNnzgTeAroA0LcvvP22WcMSIl+TJr3It99u4dy5rsTG+jN9+n5mzWpl8vMaXL1EPLmbN28ybdo0ACpXr86QIUPMHJEB1GpdwdWpU3Wvb92C7t0hIcG8cRlBSkoKG48fJyK7n+qaNaWyTKIoOo6OjgQGBhIUFMT9+/f5888/OXPmDIGBgbn21Wg0pKamkpmZmWO9OJGZiMWDgoODOXz4CjAdgDp1dO0yJe1BrihbfvutOSqV7gnk3LmuxMXdNfk5JekuIsr33/NJv37cvXsXgPnz52NX0keWqFQwaxZMmqR7HRYG/ftjluKXRrR8+XJ69erFZ9ev6zZcv64bOCqEARYtWsTNmzdxd3dn0qRJrFmzBjc3N1atWqWf1QxgxYoV2NnZMX36dFauXImdnR0fZ9X0Ly6WLl3K2LFjWbt2LXv37s2xiLJH9+9zJqDrLvX111CunFlDEuKx6tYtT+/eEQBkZtbnpZfWm/ycBk8DX1IV6ZTNFy6gqV8fMjOZDMQOHsyKFStMf96iotFAnz6waZPu9ZtvwoIF5o3JADExMVSqVAnnjAxuq1RYKAoMGwY//GDu0EQxVpamgV+zZg2vvPIK9x6q169SqdBoNPl8qniQaeCNa//+/bRu/QZwElDTvbtuvL0QJUFSkoK7ewIZGS5ACHv3JtK6dcsn/nyRTwMvHkOjIXXgQCwyM1EBER4efPXVV+aOyrgsLGD1amjaVPf6669h1SrzxmQADw8PevbsyR1gU3Y/3Z9/hqgos8YlRHEhMxGLbLNnz0E3CY4aCwuFTz81d0RCPLly5VT873/Z3fcaMHjwWjJM+LS+TCfd6enp1K9fP8ejXWNTPv0U2+PHAVgAvLliBa6uriY7n9k4OOjKCLq7616/+qquAkgJ9corrwDweXarXXo6fPONGSMSoviQmYgF6EoGb92qAM8D8PrrKurWNW9MQhTU9OnlsbO7D8DVq0P57LPPTXauMp10m9yZMyjTdQNL/gUuDB9O586dzRuTKVWtqmsRVqng/n1dl5OsPuwlTadOnahUqRIHgHPZJdEWLYK0NLPGJURx0KVLFw4cOGDuMISZzZ37KaCbBM/RUUNQkHnjEaIwnJzgrbessl41IyjoIJGRkSY5V5lOuq2trQkLCzNN377UVBgyBHVmJlq1mmlVqjDzc9N9eyo2OnaEmTN16xcvwssvQzGrvPAkLCwsGDZsGACzUlLQWllB167w0EQgQpRF2TMRv/rqq3zwwQc5FlE2XL16ldWr4wFdOdVJkyxKy+TEogyaONESOztdrpKRMY5x48aZ5DxlOuk2qfHj4cwZANRTp7Lm0iXc3NzMHFQRee+9/2ba3L69xBZrHTFiBABrgelDh+pqYJUvb96ghCgGHpyJeN++ffplv1T5KTPmzfsCrfZ9ABwcNEyYYN54hDCEqyu89lr2vAPPs2XLNY5ndQ02JqleYopKAxs2/Jd0tmypm9XQyuqRHyl1kpN11571xYNvv9XNYlnCdOrUib/++gsPDw+uXbuGjY2NuUMSxVRZql5Skkn1EsOlpKTg4TGE+/d/A2DaNChmVS2FKLDISPD1VdBqVfx/e/cd1tT59gH8G8JO2LIEWe6FVm0dBaG1VnGLYhUHKvrTYl211Wq14qq21da3Q1tHHTiq4GpVnAUFR51FcBUEBFFkiEDYJM/7x5FImAkSEsL9ua5c5JycnHPfhxDunDwD2IExY07hwIEDNT5H0fcTmk5MCfZkZIAJBBinpwftAweaXsENAEIhN4Tg228D6elAQADQqRPQs6eqI1PI0qVL0adPH3zyySevC+7sbEBPD3hVZBHSFKxZs0Y6uVd1zUh4PB5WrFjRkGERFTh8+AgKChYAAPT1SzB/fhP8H0c0josLMGIED4cPA4AvgoOX4OuvH6Fly5b1dgwquuvZiRMn4DdjBiQSCX6xtESktXXTPcmOjsChQ8D773Ojf4waBdy8CVhbqzoyufXt2xd9+/blFsRiYOtW4KuvgM8+AxYuVG1whDSg8h0nIyIiqtyGR1MQNgkbN94GMAEAMHu2lnTQKkIau/nz8aro1gNj07FhwwZs2rSp3vZPzUvq66vg0lIkPH6Mbj164OXLlzAwMMCZM2fg5uZWP/tvzH7+GSjrlODuDpw/3ziv/peWAl26APfucdOtxcUBVlaqjoqoCWpe0jhQ85I3k5ycDAeHhwA+gLZ2MVJSdOltkGgMxoAePYBbtwDgGQSCjsjMfFZt01KaHEdFSufPR1KPHih9NUReUFAQFdxlZs0CJk3i7kdEcDNWNsLPei9ychDcqxe3kJvLfZBohHkQQkhdrV37N8rG5fbxeUkFN9EoPB43DgbHFnl5A+u1gzgV3fVhxw5o//wzPF6+xBYAc+bMwahRo1Qdlfrg8biJZXpwQ0thyxZg40aVhqSomzdvwsHBAWN+/x03mjfnVh48CGzfrtrACGkCioqKMHXqVDg4OMDY2Bi9evXClStXAAA7d+6EtrY2hEKh9JaUlKTiiDXXvn1OAAAerwTffENjBBLNM3YsYGkpebU0G6GhofW27ybb3Li+sCtXIJ4+HdoA0gH84eqKYJoHtzIDA65j5TvvAE+eAAsWAG3aAIMHqzoyuXTr1g0eHh44efIkvJ4+RaKJCQTZ2dxH4j59gA4dVB0iIRqrtLQUTk5OiIyMhL29PQ4ePIihQ4ciMTERAODp6Ylz587JvT+xWFzt18GWlpawosu3VYqOzkJ2NvcNrqvrbbRo8Y6KIyKk/unpAf/7nxbWrAGA3ggOXofPP3+OjIyMStsWFRVBW1v+UpradL9J+8unTyFq3x7CnByUABhrYYENN27AycmpXmLUSLdvA25uQH4+Nw3UtWtA27aqjkou6enp6NKlC549e4aBuro4WVICHmNcwX3hAo3h3cRRm+6G1bx5c/z111+Ijo7Gnj175C66O3bsiPT0dKSnp1f5+PLlyxEYGFiPkWqO8ePvYt8+rg3rL7/8g4CAxjUaFSHySkoCnJwkYEwLwGZMmHAZe/bsqXJbS0tLpKWlybVfal5SV4WFwMiREObkAACWm5nhm6tXqeCuzVtvAWUv3JwcYMQI7mcjYGlpiT179oDH4+FUcTG+Lft0e+8eN0JLVpZqAySkiYiNjcWLFy/QqlUrAMDVq1dhYWGBDh064Ndff1VxdJqJMeD4ce4bAB4vGpMnu6o4IkKUx8EB+PDDstm0J+DSpTv1sl8quuuCMWDGDO4qLQDRuHGYfuOG9B8AqcXIkcCyZdz9Bw+AiRMBiaTm56iJ999/Hxs3bgSPx8OSkhLsfrWede7MXbknhChVQUEBJkyYgMWLF8PExAQeHh6IiYlBeno6duzYgZUrV+LQoUOqDlPjREQAOTlcG24XlwswNDRQcUSEKNesWbqv7hkhIaF+mpBSm24FFRcXI/nTT9Fy96tyy80Nwp07IdTVrfmJRFZgINfU5Phxrq33unXAkiWqjkouc+bMgbOzM3x9fTFFJEIkAMc2bfAln6/q0AjRaCUlJfDx8UGrVq2kE/Q4OztLH+/ZsyfmzJmDw4cP19iZ3dzcHGFhYVU+ZmlJnQOrcuBAIQB9AKUYOTJf1eEQonQDBgDGxmLk5PAB+GDkyCKsWrVKZpvhw4cr1Kabim4F3LlzB5MmTUKHqCjs1tGBto0NEBICUMGtOC0trplJjx7ceNfLlgG9enHNNBqBoUOH4sqVKxg8eDCOFRbi0vjxrx/MzOQm0Jkzp9G0VydE3UkkEkycOBE8Hg+7du2qdiIeLS0t1NZVic/nS8fXJfI5daoEXNH9Dzw96dwRzaerC4wcyceuXQDghePHp2HTJgvY2NhIt6lu/O7qUPMSOYnFYowaNQpRUVHYD2BKy5YoOniwUc2uqHZMTLgZK/X1ueYl48YBKSmqjkpunTp1wqVLl3DmzJnXTYsYQ46vL7BpE1j79oCPD3DqFFBSotpgCWnkZsyYgWfPniE4OFjmytKpU6eknSJv3bqFH3/8EcOGDVNVmBopLQ2Ijzd6tXQe3bt3V2k8hDSU0aPL7hmgpOTdN56dkopuOfH5fPz222/Q1tbG0qVLsT0qCnplE6WQunN1BTZv5u6npXFFalGRamNSgL29Pbp06fJ6RX4+Hj54AADcyCYhIYCXF5iNDTdB0I4dQHw8TapDiAIeP36Mbdu24dq1a2jWrJl0PO6IiAicPXsWHTt2hEAgwNixY7Fo0SKMHTtW1SFrlL//fn3f0jJa5kofIZrM0xPQ1i77f/0+9u7dW+s3aTWhIQMVHN4rOTkZLVq0UEZITdu0aa8nmpkyhbtfzdfH6qywsBDW1tawy8nBIgAfgftCtqJH33yDlgsXSpfvfPcdCrOzYdSuHUzbtUOz9u2hIxA0VNikHtCQgY0DTQOvuMWLuW43QCkGDhyN0NCjKo6IkIbj5gZcugQAdwB0QXR0NDp16gSApoFXOiq4leSXX4Devbn7O3Y0uhkry+jr6yM+Ph6Ld+/G8dGj4WxoiPEAjgB4WW67VFNTmecZrF6Nd9asQfuJE2H79tvQEQrxUksL/+no4LKBAY6bm+PPuXNlnpOdnY3c3FwlZ0QIaeqePCm7NvcUbdo4qjQWQhra665mrgCsEBwcXOd9UdFN1IOeHnD4MGBvzy1/9hlw+rRqY6ojCwsLTJw4EcHBwYjPyMCoQ4dwdNIkfNSvH/xdXfGNvT10K8xg2Swvr9J+TBlDm9JS9CksxJCsLGg/fizz+MNhw5BubIwIAwMcc3REsIcHjs2Zg3/PnEFxcbFScySENB2PHpX1SUmCi4uLSmMhpKF98EH5pX7YunUrSurYT4tGLyHqw8YGOHaM+y6noAD46CPgn38a9QggBgYG8Pb2hre3d43bFV29irvR0ch98ABFSUmQpKaCn5kJQW4ujEUimIpEMOvWTeY5Oo8ewQWAS2EhN31WUhJw8SLw0094DiDe2BgvBg7E4AMHlJcgIUTjPXkifnUvhYpu0uT06gUIBAB3bexDPHu2H4cOHapT3xEquol66dYN2LULGDMGyM4Ghg7lCm8zM1VHplQ2PXrApkePGrepOHqwYPhwxFy4AEFKCmxycmBQboIhawDWOTk4GR8v85w7q1YhPTgY2r17w87bGy4ffAAtGl+cEFKD190U8mFpSc1LSNOiq8s1MfnrL4DH8wJjPBw8eJCKbqIhfHy4ca5XrgRiY4Hhw7lJdGjGRxltfvnl9YJEAvbkCZ6ePYu08+chvn0bZsnJELi7yzynMDgY/aKjgehoYMsWZPJ4iDc3R17HjhC89x5shg6F3VtvQUuLWp4RQjhisfSewuMSE6IJvLy4opsxawBv4cyZMyiqw0hrVHQT9bR8OXD3LjeOd0QE16jq1CnA3FzVkaknLS3wHBxg5+8PO39/6eqWFTcrLkYRgLJ/mxaMwSIzk2uWcvEisGIFQtu2hderYQ8BcMMbNsKRZAgh9eP1l2gSKrpJkzR4cPklb+TlLUVkZKTC+6HLWUQ9lc1YOXQot3z9Ojdg5pMnKg2rsevx4AH4eXn4b88eRI4di8stW+JRhRlVWYU2mze8vfFIKMS1zp1xfepUJIWEQFJFx09CiGYyMCjrmG0BPjVHI02QgwPQs2fZ0lgAWrh//77C+6Er3UR96etzV7onTgQOHOCaRHTvzk04U6HZBJGftqEh2owfjzblpq7PSkzE40OHUHjxIhwmTZLZnn/9Olrm5aFlTAwQEwPs2IFSAAmGhkh3dAS6dYPNuHFwkr0UQAjREJaWxXj2DACa0zClpMny9eW6mHHfIU/FrVu3FN4HTY5DE1moP7EYmDcP+PlnbllbmxvHOyCAmj00gLP9+8Po6lW0FYlQXXfW0K5d4XX7tnQ5Yf9+5ERHw7pfP1i7uYHXBL6SpveUxoEmx1HcgAGpOHPGBsAznD9/H++/HriYkCajoIAbTC05GQBSYWraC7a2huDxeE13cpyFCxfC3d0dU6ZMgfh17w/SmPH5wE8/cbNU6uoCpaXAJ58A//sfQONRK13/s2fRKzcXBvn5uHPoEM5Nn47TXbrgmrExXrzaRrfCyCvPv/kGXdauhc0HH6BUXx/xhoa44eSEyx98gJuffoqEQ4dQnJnZ8MkQQhTWsWNZo25bPHxITctI02RgUDYzKwDY4OXLzxW+yKJRRXdUVBTS09MREREBJycnHD9+XNUhkfo0dSrX2a95c2552zZuHJ8Kk8YQ5dA3MICrtzc+2LIFA/79F+9kZ8O4uBgPQkPR5YsvZLY1TkqS3tcB4FJQgB6PH6PP+fPo/sMPcB49GhffflvmOc/OnMGdZcvw+PBhFHDfZRNC1MCHH5pI70dE1G1SEEI0wbhxgKtrxqulj1FQoNjzNapN9+XLlzFw4EAAwMCBA3H48GEMHz5cxVGRetWzJ9ep0tuba1x16RLQuTOwfj0wfbrqmpvk5QHPnwMvXnC33Fzuu6iiIq7rf1krLh6P6ySqrc3d9PS4j8+Ghq9/GhoCQiE3Gr9AwG2vprR1dNDu1d9ceeY3buDa6dPIvnwZLDoawuRk2L58CUeJRPpJv7RCh83E9evR++xZ6XIWj4dUQ0PkmJujyM4O/JYtYezujs4zZigzJUJIBX37CgAUAtDHtWsVZwwgpOng8YAFC+Lg52cMQBepqUyhQdXUtujevHkztm7diujoaHz55ZcIDAyUPpaeno7JkycjPDwc9vb22LRpE/r164esrCw4OzsDAExMTJCVlaWi6IlSNW8OhIdz7bx/+40rcGfM4CbVWb0aeO+9+j+mWAzExQEPH3Jjhz96BCQmcreUFCAnp/6PCXB/4UZG3BjlZTehkFtnZPT6vlDIPVZ2v3zRLhRyhXzZsq6u0j+c2Li4wObjj4GPP5ZZn/nkCZ6Eh+PFlStwkJ1bF/yEBJllM8ZglpfHfaBJTgauXkXkqVPc7/qVuKAgZHz5JQptbaHl5ASD9u1h1rUrrHr0gLG9vfISrIPq3rcqKigowPTp03Hs2DGYmZnhm2++wbhx41QQMSEcQ0OgWbObyMh4FwkJrigu5t5GCGmKJk7siR9/vIKbN/sAMFTouWpbdNva2iIwMBD79u2r9NisWbNgY2OD9PR0nDt3DmPGjEFsbCxMTU2RnZ0NAMjOzoZZLbMYMsaqbfxuaWkJKyurN0+EKIe+PvDrr8DIkcC0adxQgpcvc81N+vYFJk3iJtVp1kzxfaencyOl3Lnz+nb3bvlp2RoOY1xBX59FvZbW6yvrZTd9/dc3Pb3KN13d1zcdndc/y9/Krt6X3fj8Sj8t+HxYWFtz31Tw+VxzIT4f4PNhv2YNbkRFQfToEcSPH0MrNRVGmZlolp8PO7EYOgDyTU2B+HjpNwZZJ06gV3IyV5RfuyaT5ksAz/X08MzSEp43b0q/bZAUFED04AGM27blPpBUPN/lf5qbc7mVk5aWhvT09EqnVSKRgFfDh5nq3rfMK1wmWb58OTIyMpCSkoJ79+7By8sL3bp1Q9u2bWv7zRKiNH37PsXhw4BEYoJff83FnDlGqg6JEJXg8Xg4ebIP7OyKUVqq4HPVffSSmTNnwsbGRnqlWyQSwdzcHPHx8bB/dSXL09MTfn5+eOutt/DTTz9h+/btWLlyJVxdXTFixIgq96uvr4/S0tJqO1suX75c5uo6UWPZ2cDXX3Ojm+Tnv17P5wNdu3LDDLq6AtbWXBGurc1duS4oANLSgNRU7sr1f/8B9+5x62pjYgI4OwOOjkCLFtzVdxsbbv9mZtxVZ0NDrmDV0uKKRMa4m0TCdQYtKeE6ghYUcHEXFHBXdfPzAZGIu+Xmcvnl5nKFd27u61v5bTS8Q2kJgKfgOqG0KLf+H3BT3jcHUN2Ft2gAncstPwNg++p+NoA0ADngrkAYvlrOAjAEAG7c4F4/5QQGBmLFihVVHovP56O0infhmt63pkyZIrOtra0tgoOD4ebmBgCYPHkyHB0dqz0mUQyNXlI3p06FwcurDQA72NhkIznZBNpqe9mOEOXz9c3C/v1u6NBB/veTRvcnExsbC6FQKP3HBQCdO3fG3bt3MWXKFJiZmcHd3R0uLi5YsmSJCiMlDcbEBPjmG+DTT4Fvv+Um1UlL4wrrmze5W12ZmwNdunBFe+fOQPv2QJs2gIWFeg1XWFxcuSDPy+N+5udz98sK+rLlgoLX7c4LC1/fL/tZdisu5n6WlLz+oKDox/s3pAPAsYr1ZXMVSMAV0+kAcgGUgivQ9cFd8S5fdGfgddFt8upWXutX+6tPNb1vlZeVlYXU1FS4urrKbHflypV6jogQxfTr5wahcBVEopVITTXBb78Bs2apOipCVCcw0AT79yv2nEZXdItEIhgbG8usMzY2Ruar4cfWr1+virCIOrC2BjZs4ArvyEjgr7+4Tpe3bnHFZ01MTbkBONu04Yrrjh25QtvOTr2K6+ro6nIfBCwsGuZ4jL0uwstuYvHrn6Wl3K3sfvmfEgn3s/z98j/L7jP2+mf5dWUdU8s9riWRwBaAbdn6su3K/+54PIDHg8mjRzgeFgbJixcwzM+HsKAAhvn5sBKLYfNq01QAwg0bYNyiRRXJK662963y2wGAkZGRzHai2l6/hCiZjo4Opk0rwcaNjwC0xJIlYowYwYednaojI0Q12rTRkg6mJq9GV3QLhULkVGjfmpOTA2HFtply4PP5iIqKqvIxS0vqod1o8fmAhwd3A7jiKzWVa6udkcEt8/lc0w8rK+5mbNw4imt1weO9buPdyDi8ulX09OlTXLh7Fy34fNgLhdB9550qnx8QEAAfH59K6996661q23TL+75Vtpybmyst0uv6/kZIfZs1yx8bN84D8BdycviYNAk4fRrUzIQ0Waamim3f6P5UWrduDZFIhJSUFNi9+ogdExODSRWmrpYHj8eTtu8jGkxLi2tzrehHUtKkNG/eHM3leI1YWVlV2claq4ahHeV93zIzM4ONjQ2io6Px7rvvSrej96n6Ub4TbGBgIAICAppUh/m0tDRs2rRJuqxo/q1atcKIEdo4enQHgCn4+29g0SLuC8bG4E3zb+yacv5qkztTUyUlJaygoIBNmzaNffnll6ygoICVlpYyxhgbPXo08/f3Z/n5+eyvv/5i5ubmLDMzU6H96+npMR6Pxzp06MA6dOigjBQIIU2Inp4e09PTq/Zxed+3PvvsMzZw4ECWk5PD/vnnH2ZmZsYePHigzNCbjJiYGAZAeouJiVF1SA2qPvKPj49nBgbNGBAlbcu1ebMSglUC+v033fyVlbuiNaTazrqxevVqGBgYYNu2bVizZg0MDAwQFBQEANi0aROePn0KCwsLfPrppzhw4EClYbcIIUSdVPe+tXfvXpkr2StXroS5uTlsbW0xatQo/PzzzzRcIFEbzs7OOHp0L/T0xoAb6wcICGDYu1e1cRHSGKj9kIHKoq+vDwAoVMXYy4QQjUPvKerv7t276NSpk3S5qTXdqc/8f/55N2bPNgHAzfqsr1+AvDwDdZ5Al37/TTh/ZeWu6BCkja5Nt6qoTXugN0R5qBdNyQPQnFw0JY+mRN7ZPkn9OHbsAebNew/lR83X1c0Cj2eguqAIaQSo6JZTenq6zOQUPj4+jfIfMeWhXjQlD0BzctGUPJoSeWf7rCguLq7SOpqNuGbBwX9hzJi2KCu4dXTuYsAAEX777R0aAIporOpmIi4qKoK2AsP3UNFNCCGk0RKJRDh69Cji4+NhaGiIYcOGoXPnzjh27Fil2T4rqmrGYktLS40dMraoqEhmefjw4dDT01NoH/fupQDgRuAxNMyHk5Mh4uOB/v3rK0rlqY/8G7OmnP+b5p6enl5l0Q0AugoMnduki+7i4mKaEpgQQhoxeWf7BLiCWiAQoLCwEGKxuCHDVAva2toyHygUuUJXpkOH8rPhGNZDVA2nPvJvzJpy/srMXUdHR/446u2ojRBjDI8ePULLli0ByDaIr9jA/uDBg290LHmK++q2qWp9xXVVxV7V/Yqf9igP5edRcbn8a+tN86gpTnker4/fSRn6GyGqIO9snwA3xrpIJEJgYKBME6LyAgICEBgYqIxQCSGNVE3vGZ999pnc+2nSRTePx0PLli3pKjchhDRSdZmluLpZRQGajZgQUll9vWc02SEDy6Zr5vF40vY4xcXFALj2OWX3y2hra6OkpES6rKOjU+MMdBWV37ei21S1vuK6qmKv6n7FXzflofw8qssLwBvnIU8uNT1eH7+TMk39b6TsCnkTfUtVGZFIBHNzcyQkJEhn+3zvvfcwadKkWtt0E0JIQ2qyRbeWlhYYY3I3pGeMybQB5PP50sK9MaE81Ium5AFoTi51zaOoqAg8Hg8SiUSZ4ZEq+Pj4wMTEBD/99BPOnz8PPz8/uUYvIYSQhtRkm5fQP0ZCCNEMmzZtgp+fHywsLGBvb0+zFBNC1FKTvdJNCCGEEEJIQ1HjCVsJIYQQQgjRDFR0E0IIaRLS09MxePBgCAQCtG3bFufPn1d1SErl6ekJfX19CIVCCIVCeHl5SR9bt24dLC0tYW5ujoULF2pEB+DNmzejW7du0NHRqTTs486dO2Fvbw9jY2NMmTJFpiP4o0eP8O6778LQ0BDdunVDVFRUA0deP6rLPzw8HFpaWtLXgVAoREREhPRxTci/qKgIU6dOhYODA4yNjdGrVy9cuXJF+nhNr/fr16/D1dUVhoaG8PDwwOPHj5UWJxXdhBBCmoTy08V/9913GDNmDF68eKHqsJRq27ZtEIlEEIlECA0NBQCcPHkSv/zyC65evYp79+4hNDQUv//+u4ojfXO2trYIDAzEqFGjZNZHR0dj/vz5OHLkCJKTk5GcnIxVq1ZJHx83bhw++OADvHjxAtOnT8fIkSNRWlra0OG/seryBwAXFxfp60AkEsHd3V36mCbkX1paCicnJ0RGRuLly5eYN28ehg4dCpFIVOPrvaioCN7e3pgzZw5evHgBNzc3TJgwQXmBMkIIIUTD5ebmMh0dHZacnCxd5+HhwX7//XcVRqVcHh4eLCgoqNL6sWPHslWrVkmXd+zYwfr27duQoSnVjBkz2PLly6XLX3zxBfP395cuh4WFMQcHB8YYYw8ePGACgYAVFhZKH3d0dGR///13g8Vb3yrmHxYWxlq2bFnltpqYfxlbW1t248aNGl/vp06dkjk3eXl5zMDAgMXHxyslJrrSXQ8WLlwId3d3TJkypdFOLVxUVIRevXpBKBQiLi5O1eG8kQsXLqBXr15wc3PD/PnzVR1OnSUnJ6NPnz7w8PDAsGHDUFBQoOqQ3khISAhatGih6jDqLDExEdbW1vD09MSHH36o6nCIghSZLl6TzJ8/H5aWlujfvz/u3LkDALh37x5cXV2l22j6eagq36SkJIhEIty7dw9t2rSRGT5YE89HcnIyrKys0Lp1a6xcuVJaq2hq/rGxsXjx4gVatWpV4+u94mOGhoZKnTSRiu43FBUVhfT0dERERMDJyQnHjx9XdUh1oqOjg2PHjmH06NGqDuWNtWrVChcuXEBkZCTS0tIQHR2t6pDqpHnz5oiMjMSFCxfQvXv3RvvaArixr4ODgxt10Q0A/fv3R3h4OM6cOaPqUIiCqpsuXiQSqSgi5fv222+RkJCApKQk9O/fH15eXsjNza10LjT9PFSVb9n6pvC6aNeuHaKiopCamopjx47h4MGD2LhxIwDN/LsoKCjAhAkTsHjxYpiYmNT4em/o/KnofkOXL1/GwIEDAQADBw7E5cuXVRxR3WhpacHa2lrVYdQLOzs76ad2bW1t8Pl8FUdUN3w+XzoTolgsRuvWrVUcUd0dOXIEgwcPVni2TXUTHh4Od3d3/PDDD6oOhSioLtPFN3bvvPMOhEIhDAwMsHDhQhgZGeHq1auVzoWmn4eq8i1b3xReFzY2NmjXrh20tLTQoUMHLF26FIcPHwageX8XJSUl8PHxQatWrfDVV18BqPr3X5ZfQ+ffuP8D1rOaej5X1+s9KysLJiYmAAATExNkZWU1dNiV1CUPdfUmudy+fRsZGRno0KFDA0ZctbrmERkZie7du+P8+fNwdnZu4Kgrq0sejDHs2bMHvr6+Koi4anXJw9bWFg8fPkRYWBjOnTsn/aqeNA6tW7eGSCRCSkqKdF1MTAw6duyowqgaVtlMzB06dJD5BlDTz0NV+To4OEAoFKJDhw6IjY1FUVGRzOOafD7KXgcANCp/iUSCiRMngsfjYdeuXdKZhGt6vVd8rKCgAI8ePVJa/lR0l1NTz9/qer2bmpoiOzsbAJCdnQ0zM7OGDruSuuShruqaS1paGubMmaM2PfLrmoebmxtu3ryJESNGqEUudcnj2LFjGDBgALS11WcC3LrkoaenB4FAAG1tbQwZMgQxMTEqiJzUlVAoxPDhw7F8+XIUFBTg+PHjuHPnDoYPH67q0JTi5cuXOHv2LIqKilBcXIwffvgBL168QM+ePTFhwgT89ttviI+Px/Pnz/H9999j0qRJqg75jZWWlqKwsBBisVjmvq+vLw4dOoSbN28iOzsba9askebbtm1btG/fHuvWrUNRURG2bNkCHo8nM7pHY1Fd/uHh4UhOTgbAtXVevXo1hg0bBkCz8p8xYwaePXuG4OBgmf83Nb3ePT09UVBQgN9//x1FRUVYs2YNunfvrryLXErpntnIVez5W1Ov99u3b7OpU6cyxhhbsWIFO3LkSANHWz1F8ijj5+fHYmNjGzJMuSiSS2FhIevXrx+7ceOGCiKtmaJ5lNmyZQvbvHlzQ4ZaI0XyWL16NevXrx8bMGAAMzU1ZV988YUKIq6aInnk5ORI140fP55dvXq1IUMl9SAtLY15eXkxAwMD1rp1a3b27FlVh6Q0aWlprHv37kwoFDIzMzP23nvvsZs3b0of//rrr5mFhQUzNTVln3/+OZNIJCqMtn4sX76cAZC57dixgzHGjVjRvHlzJhQKmZ+fn8z7a2xsLOvTpw/T19dnXbt2Zbdv31ZNAm+ouvzXr1/PmjdvzgwNDZmTkxNbtmwZKykpkT5PE/JPTExkAJi+vj4TCATS28WLFxljNb/er127xjp37sz09fWZu7s7S0xMVFqc6nPpSY3V1Ot9ypQpMDMzg7u7O1xcXLBkyRIVRlqz2nrvjxgxAteuXUNsbCzmzZsHHx8fVYVaq5py2b17N6Kjo7FgwQIAwNq1a9G7d29VhVqjmvK4evUqli1bBj6fD3NzcwQFBakw0prVlMf69evx5ZdfAuCu3K9du1ZVYdaqpjysra2xbNky6Onpwd3dHT179lRhpKQuLC0tcfLkSVWH0SAsLS1x48aNah9fvHgxFi9e3IARKV9gYGCl5mJlJk+ejMmTJ1f5WKtWrXDp0iXlBdZAasq/7P9hVTQhf0dHxxoneKrp9f722283WHNBKrrlUF3v1szMTADA+vXrVRGWwmrL4+jRoyqIqm5qymX69OmYPn26iiJTTE15eHh44OLFiyqKTDG1vbbKREZGNmRYCqspj0GDBmHQoEEqiowQQkhjR2265aApvXs1JQ9Ac3KhPNSLpuRBCCFE/VDRLQdN6fWuKXkAmpML5aFeNCUPQggh6oeK7nKq6/nb2Hq9a0oegObkQnmoF03JgxBCSCOitC6ajVBNPZ8bU693TcmDMc3JhfJQL5qSByGEkMaDx1gN3T0JIYQQQgghb4yalxBCCCGEEKJkVHQTQgghhBCiZFR0E0IIIYQQomRUdBNCCCGEEKJkVHQTQgghhBCiZFR0E0IIIURunp6eWLp0qarDqJaXlxdWrVql6jAqKS0tBY/HQ3h4uKpDqdGlS5fQpUsXSCQShZ43dOhQ7Ny5UzlBaQgqugkhhBDSKMhT8IeGhmLZsmUNFJHmmT17NlasWAEtrdcl4tmzZ9GvXz8YGxtDIBCga9eu2Lx5M8qPOr169WosWrQIBQUFqgi7UaCimxBCCGkiiouLVR1CnTTWuBubsLAwpKamYujQodJ1O3bswIgRI+Dt7Y2kpCRkZmZi7dq1WLduHSZPnizdrkuXLnB0dMSePXtUEHnjQEU3IYQQoqE8PT3xySefYOzYsTAzM8OcOXNQWFiIJUuWoGXLljAzM0Pfvn1x+/Zt6XN++eUXdOrUCcbGxrCxscHEiRORkZGh8DG9vb1hZGSEVq1aYffu3TLb1HaMquKeOXMmIiIi8O2330IoFEIoFFZ7/PJXwz09PTF79mx89NFHMDY2hr29Pf744w9ER0ejd+/eMDIywjvvvIOHDx/KnUNt5xAA0tLS4O3tDVNTU7i4uODAgQMKn4O5c+fC19cXJiYmaNGiBTZv3iyzj4KCAixduhRt2rSBkZERXFxcsGvXLrljrOjQoUPo168f+Hw+ACAnJwdz587FypUrMWvWLJiamkJfXx9eXl4ICQlBUFAQzp8/L33+wIEDcfjw4RqP0aSpeEZMQgghhCiJh4cHMzQ0ZCdOnGBisZjl5eUxPz8/1q9fP5acnMxKSkrYTz/9xCwtLVlWVhZjjLGQkBD28OFDJhaLWWJiInvnnXfY2LFjZfb55Zdf1nhMfX199ueff7KSkhJ24sQJpqOjwyIjI6XbyHOMinHLc+yqtvHw8GAmJibswoULTCwWs40bNzJDQ0M2aNAglpCQwIqKipi3tzf78MMP5c6htnPIGGP9+/dnAwYMYJmZmSwzM5MNHjyYAWBhYWFynwNjY2N2/vx5JhaLWUhICNPS0mKxsbHSbcaPH8/efvttdu/ePSaRSFhKSgq7efOm3DFW1LNnT7Zu3Trp8okTJxgAlpycXOX2Li4ubMGCBdLl4OBgZmFhUcNvp2mjopsoXXFxMfP19WVmZmZMIBCwly9fqjoktbNmzRoWEBBQr/v85JNP2PLly+t1n4SQxsXDw0OmkMvIyGAA2IMHD2S2a9WqFQsKCqpyH4cPH2bm5uYy+6yt6Pb29pZZN2bMGDZ16tRqn1PVMcrHLe+xq9rGw8ND5tgvX75kANi+ffuk60JCQpipqalcOchzDp88ecIAsDt37kgfv3PnjkzRXVFV52DKlCky2zRr1oz98ccfjDHG0tPTGQB2/fr1Svuqy++ZMcZat27NNm/eLF3ev38/A8BEIlGV23fv3p3NnDlTunzmzBmmpaVV7f6bOm1VXWEnTUdISAjCwsKQmJgIY2NjVYejdlJTU/Hdd99V+mrTzc0Nq1evltl28uTJKC0tlavN3LJly9CmTRtMnz4ddnZ29R43IaRxcHZ2lt6Pi4sDAPTs2VNmm+LiYjx58gQAcPjwYaxfvx5xcXEoLCyERCJBXl4exGKxtNmBIscsW75165Z0WZ5jVNzHm7C1tZXeFwgEVa7Lzc2VKwd5zmHZz/L7qLg/ec5B8+bNZZ5TPs6EhAQAQNu2bSvlK0+MVTE3N0d2drZ0uV27dgCAqKgo9OnTR2bbvLw8PHz4EBMnTpSuy87OhpmZWbX7b+qoTTdRukePHsHFxaXGgrukpKQBI1IvmzdvRv/+/WFlZVWv+7WyssKHH36ITZs21et+CSGNS/lRKGxsbAAAd+7cwcuXL6W3/Px8fPHFF3jy5Al8fHwwe/ZsJCUlIScnB0FBQQAgM1JFbRITEyst29vbA4Dcxygfd03rlKW6HGo7hwCkuZbfR/n79XGenZycAAD//fdfpcfkibEq3bt3x927d6XLXbt2hbu7O9auXVtp2++//x56enrw9fWVrouOjkaPHj3kir8poqKbKNXkyZOxcuVKXLlyBUKhEF5eXgC4N4vly5dj4MCBMDIywoYNGwAAu3fvRpcuXWBiYoKOHTvijz/+kNlfUFAQWrduDSMjI3h7e+OTTz6Bp6en9HEnJyds27ZN5jk8Hg/nzp2TLv/zzz/w9PSEhYUFHB0dsWzZMpSWlsps/9NPP+Hdd9+FUChE586dERkZKbPPXbt2oWvXrjAxMYG1tTXmzp0LAHB3d8eKFStktg0JCYG1tXW1ve8PHTqEAQMGyHM6Zdy+fVvamajspqWlhcDAQOk21KmFEFKeo6MjRowYgVmzZuHx48cAgNzcXISGhuLZs2cQiUSQSCRo1qwZ9PX1ERsbW2XBVZuTJ0/ixIkTEIvFOHXqFI4cOYIpU6YAwBsdw8bGpsoiUxmqy6G2cwgAdnZ26NevHxYuXIisrCxkZWVhyZIl0n3Xx3m2tLTEuHHjMGvWLOk3pc+ePcOtW7fkirEq3t7eOH/+PMRisXTdvn378PDhQ8yaNUt6RX7Dhg1Yv349QkJCYGlpKd321KlTGDlypEJ5NCkqbt5CmoDly5ezd999V2ado6Mjs7a2ZpcvX2YSiYTl5eWxHTt2sBYtWrDr168zsVjMIiIimJGREYuIiGCMMXbp0iWmra0t7djy559/Mn19febh4SGz361bt8ocCwA7e/YsY4yxBw8eMIFAwPbv389KSkpYYmIic3V1ZatXr5bZ3tXVlcXGxrKSkhI2d+5c5uDgIH1869atrFmzZuzs2bOspKSE5eTksPDwcMYYY3v37mUtWrRgYrFYuv0HH3zAFi1aVOW5yc/PZwDY1atXZdZX127Rz8+PjR8/vsp9BQUFMTMzM5k2hNevX2cAWG5ubpXPIYRotqreS/Lz89ny5ctZ69atmVAoZLa2tmzkyJEsJSWFMcbY2rVrmY2NDRMKhax3797s//7v/xgAVlJSUu0+Kx5z1qxZbOTIkUwoFDIXFxf2+++/y2xT12PcuHGDubq6MlNTU2ZiYiJXzhWXS0pKKrWtDg0NZXw+X+4cajuHjDH27NkzNnz4cGZsbMycnJzYnj17ZI5bl3NQ8X+cSCRiCxcuZM7OzkwgEDBnZ2e2e/duuWOsSteuXdmRI0cYY1x/I4FAwPT09BgAtnPnThYeHs4AMG1tbSYQCNiMGTMYY4xFRUUxS0tLaadXUhkV3UTpqiu6v/jiC5l1nTt3Zr/++qvMumnTpjF/f3/p/YodW7y9vRUqumfPnl2pc86ePXtYy5YtZbbftWuXdDkmJoYBYKmpqYwxxjp27Mi+++67KnMtKipilpaW7Pjx44wxxuLi4hifz2ePHj2qcvuUlBQGgN2/f19mvYeHB9PT02MmJiYyNx0dnSqL7pMnTzIjIyN28eJFmfX//fcfA8AeP35c5fEJIaS+ydPZUd1pQg51FRERwVxdXWUuHslj6NChlT5cEVnUkZKoTMVOJbGxsViwYAEWLVokXVdaWoq+ffsC4NrAdezYsdI+MjMz5T5mbGwswsLCYGpqKl0nkUgqTXdbvvNKWaeb3NxcWFtbIyEhocqOKwCgq6sLf39//Pbbbxg8eDC2bNmCfv36wcXFpcrtyzqclO+4Uuazzz6rtiNlef/88w/Gjh2LoKAguLu7yzxWtl9zc/Mqj08IIYSU5+bmhqioKIWf9+effyohGs1CbbqJylTsEGNjY4NNmzbJdPoQiUQ4efIkAK5jSlUdW8ozMjJCXl6edPnp06eVjuHr6ytzjJycHIhEIrnjdnJyqrFN4YwZM3D69GnEx8djx44dmDlzZrXbGhgYoEOHDjIdVxTx4MEDDBkyBBs2bMDw4cMrPR4dHY22bdtWO4kEIYQQQhoGFd1EbcybNw+rVq3C9evXIZFIUFRUhOvXr+PmzZsAAD8/P/z555/Sji0nTpyQFuRlevTogf3790uL6Yq9tAMCAhASEoLg4GAUFxdDLBYjLi4Op06dkjvOuXPn4ptvvsHff/8NsViM3NxcXLhwQfq4k5MT+vfvDx8fH+jo6MhMp1sVb29vnD59Wu7jl0lJScGAAQMwf/58TJs2rcptqFMLIaShhYeHV/qWrrHRhByI+qGim6iNuXPnIjAwEDNnzoS5uTns7Ozw+eefS69cu7m5YcuWLZg7dy5MTU2xfft2TJ06VWYfq1evhrGxMVq0aIHu3btXKjjffvttnD17Flu3boWdnR0sLCwwevRoae9uefzvf//D2rVrMW/ePJiZmaF169Y4evSozDYff/wxbt26BX9/f2hr19yKKyAgAGfOnMHz58/ljgEAzp49i6SkJHz99dcyI5h8/fXXAID09HScPn0as2bNUmi/hBBCCKl/PMYUGHiTEDWzdOlSREZGIjw8XNWhyLh//z46deqEhIQEODg41Lr9mjVr8PTpU/zyyy/1FsOcOXNgZmZWaQhDQgghhDQ8KrpJo6aORXdxcTH8/f1RXFyMAwcOqDocQgghhKgBal5CSD06ceIEzMzMcPfuXemEP4QQQgghdKWbEEIIIYQQJaMr3YQQQgghhCgZFd2EEEIIIYQoGRXdhBBCCCGEKBkV3YQQQgghhCgZFd2EEEIIIYQoGRXdhBBCCCGEKBkV3YQQQgghhCgZFd2EEEIIIYQoGRXdhJA30rFjR1y5ckXVYRAFREREoEuXLqoOQ+Oo03m9f/8+OnfuDCMjIxw6dAipqano06cPjIyM8P3336s6PEKaJCq6CSFv5O7du+jdu3eDHnPy5MlYvXp1gx5Tlfbu3QuhUChzMzQ0BI/Hw8WLFyttz+Px8OTJE5l15c+Zu7s7oqKipI85OTkhMjJSuUmoGUXPKaA+51UsFmPVqlVwcnKCgYEB2rVrh02bNsls891332Ho0KHIzc3FqFGjsGXLFjg5OSE3NxeffvppnY4bGBiIadOm1UcKhDRJVHQTQuqktLRU1SE0GePHj4dIJJK5TZ06Fe7u7nj33XdVHV6jpG7nNDw8HJ6ennJtGxAQgAMHDuDo0aPIzc3Fli1b8PXXX2PdunXSbZKSktChQ4dqlwkhKsAIIY3a48eP2aBBg5i5uTlr164dCw0NZeHh4czGxoalp6czxhg7duwYc3FxYSKRiIWFhbGWLVuypUuXMlNTU9a6dWt25swZ6f4yMzPZuHHjmKWlJXN2dmY7d+6UPubh4cGWLl3KunfvznR1dVlxcTFzdHRkERERjDHG/Pz82OzZs5mnpycTCARsyJAhLC0tjY0aNYoZGRkxT09PlpGRId1feHg469atGzMxMWEeHh4sLi6OMcZYQkIC4/P5bMuWLczGxoZZW1tL49i5cyfT1tZmurq6TCAQsBkzZij9HKubQ4cOsWbNmrEnT55U+TgAlpycLLPOz8+PrVq1ijHGpK8Bxhjz9/dnPB6PGRgYMIFAwPbs2aPc4NVUbeeUMeWe17CwMObh4VFrnA8ePGA8Ho/9+++/MuuPHj3KDA0N2cuXL9nAgQOZlpYW09PTYwKBgE2bNk3mb+bWrVts+/btzMHBgQmFQtamTRsWFhbGGGMsPz+fzZo1i9na2jI7Ozu2du1aaXw6OjpMW1ubCQQCNnDgwFpjJYTI0lZ10U9IYzNv3jz8+++/Sj9O165dsXHjxhq3kUgkGDp0KPz9/XHs2DFcv34dw4YNQ0xMDD766CMEBARg8+bNmDlzJv744w8IBAIAQGJiIsRiMZ4/f46TJ0/Cx8cHCQkJMDMzw8SJE9G+fXskJycjISEB77//Pt566y24uroCAPbv349Tp07B3t4e2tqV30KCg4Nx7tw5ODg4oE+fPnBzc8O2bduwb98+DBkyBD/++CNWrFiB5ORkjB49GocPH0afPn2wadMmjB07FtevXwfAfYUeExODx48fIzw8HN7e3vD29oafnx/CwsLQqlUrLF26tH5PekXz5gEN8LtG165ALb/rMomJiZg2bRqCgoJgZ2f3xofetm0bzp07hz179sDNze2N91ebhjilCpxOAPV/TgHlndewsDA4OjpWajs+ZMgQFBcX4+rVqwgNDYWnpyemTZuGCRMmAABKSkqkfzN5eXnw8PDAzZs30bp1azx+/BgSiQQA8NlnnyErKwv//fcfcnJy0L9/f3Tq1AlDhgzBkiVL8OTJE2zbtq3e8iGkKaGimxAF/fvvv7hw4YKqwwAAXLt2DQUFBZgzZw4AoHfv3vDw8EBoaCjWrl2Lrl27wsPDA2PGjEHfvn2lz9PW1sZXX30FXV1djBgxAp06dUJoaCjef/99hIeH4+jRo9DR0UG7du3g6+uLw4cPS4tuf39/tGrVqtqYfHx80LFjRwDAoEGDcP/+fbi7uwMARo4cidOnTwPg2tSOHDlS+tjs2bOxcuVKJCYmSvdVFuOHH34IQ0NDPHr0CF27dq2381erf/8F1OR3DXCF09ixYzF16lQMHjy4xm07duwIHo8nXc7Pz8dXX32l7BBrpWanVKFzCqj+vGZkZMDGxqbSej6fDwsLC2RkZMi1Hx6Ph7t378LBwQGOjo4AAMYYduzYgbi4OGk7948//hghISEYMmRIveZBSFNERTchCmqook+e4yQlJSEhIQGmpqbSdaWlpejevTsMDAwwbtw4rFixAn/99ZfM8ywtLaGvry9dbtGiBZ49e4akpCQUFhbC0tJS+phYLMb48eOly/b29jXGZGVlJb1vYGBQaVkkEkljDwoKwsGDB6WPFxcXIyUlBXZ2dtIiooyhoaH0uQ2moQp8OY+zZMkSMMawdu1a6TovLy9EREQAAEJDQ6UfYu7evSvzu5o8eXK9hfsmGuKUKnKMqs4p0DDndd++fQgICADA/d0WFhZK/5YdHBxw586dSs+xsLBAampqpfVisRiZmZlo1qxZrccVCATYv38/1q9fj8mTJ6N///74v//7P2hra6OgoECm7bdEIqF+A4TUEyq6CVFQbU0+GpKdnR3at29f5T/nuLg4/Pzzzxg7diw+/fRTHDlyRPpYRkYGCgsLpYV3cnIyhg4dCjs7OwiFQmRlZclczSuvuvV1iX369On48ccfKz1W/mq3MmOolRr9rk+ePInt27fj5s2b0NHRka4PDQ1943032PmEWp3Sas8p0DDn1dfXF76+vgC4jpSBgYEIDw+v8TnvvfceZs2ahaioKJkmJsePH4eOjg569uwpV2yDBg3CoEGDIBKJMHPmTCxZsgS///479PT0EB8fD3Nzc4XzIYTUjEYvIaQR69mzJyQSCTZv3ozi4mIUFxcjIiICSUlJ8PPzw+LFi7Fz5048fPgQe/bskT6vpKQEq1evRklJCf7880/ExMTAy8sLdnZ26N27N5YuXYr8/HyUlpbi1q1buHfvXr3H7uvri+DgYEREREAikSA3NxchISFyPdfKyqrWwlyTpKSkwM/PD1u3boWzs3O977+pnU9A+ecUUM55bdeuHaZOnYrx48cjKioKpaWliIiIwCeffIIlS5bIfOtVnefPn+P48eMoKCiAnp4eDA0NwefzoaWlBT8/PyxYsAAvX76ERCLB/fv3ce3aNWk+jx8/BmOsXnMipKmgopuQRkxbWxsnTpzA6dOnYWdnh+bNm2PNmjU4cOAAeDwe5s+fDz09PezatQvz58/H06dPAXDjB/N4PFhZWWHBggU4cOAAzMzMAHBtrZ88eQIXFxdYWVlh3rx5KCgoqPfYnZ2d8ccff+Dzzz+Hubk52rVrh2PHjsn13KlTp+Kff/6Bqamp9Ot5TbZ9+3ZkZGTAz8+v0tjSe/fufeP9L1q0CF988QVMTU2xb9++eohY/Sn7nALKO6+//vorRo8ejWHDhkEoFMLf3x8LFy6Uu2OxRCLBt99+C2tra1hZWSElJUU61vgPP/wAExMTdO7cGebm5pg0aRKysrIAAKNHj4ZIJIKZmRm18SakDniMPrIS0qSEh4dj2rRpiIuLU3UohBBCSJNBV7oJIYQQQghRMiq6CSGEEEIIUTJqXkIIIYQQQoiS0ZVuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKU7P8B7JAtZnQ4BLcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 13.5 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.3 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 140.6 ± 1.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 16.8 ± 1.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.4 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 34.1 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 535.0 ± 99.9 $\\mathrm{\\mu F}$   $L$ = 10651.2 ± 369.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 22.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 15.9 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 283.6 ± 8.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 181.7 ± 7.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 11.5 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 124.0 ± 1.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 253.2 ± 19.4 $\\mathrm{\\mu F}$   $L$ = 10433.8 ± 311.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 8.3 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 252.8 ± 3.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 41.6 ± 3.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.3 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 34.7 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 332.4 ± 49.9 $\\mathrm{\\mu F}$   $L$ = 5798.0 ± 491.9 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.3 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2659.9 ± 95.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 13068.3 ± 476.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 18.8 ± 1.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 53.3 ± 1.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 25.0 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 3568.7 ± 472.8 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 3109.3 ± 154.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 28224.7 ± 658.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 112305.5 ± 5114.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 9.7 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 3.9 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 4.7 ± 0.0 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 5.1 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 334.4 ± 17.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 4089.3 ± 210.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 21.3 ± 0.9 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 205.8 ± 2.7 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 112.4 ± 1.9 $\\mathrm{\\mu F}$   $L$ = 7092.2 ± 285.3 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2551.3 ± 211.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 21654.6 ± 818.7 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 189920.0 ± 22395.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 24.0 ± 0.2 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 5.0 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 5.3 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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SUgCoVq0a27dvJzk5GRsbG6P7Jycnc/r0aVq3bm1UXqlSpSyvm729fb6eA1P0ej0ajYa9e/dmeT9nPAc//PADr776KjNmzKB58+Y4OTnxv//9L8sqBA/eP2MFlAfLMn/tXRiuXr1KmzZtqFWrFosWLcr2d8kUU89xTmrVqkWtWrUYMWIEO3bs4PHHH2fZsmVmV9t47LHH+P777w23vby8uHbtmlGba9euGVZayfj32rVrRhdhZm6TIfNznPHYTZVlft4HDx7Me++9x6+//oqLiwv//vtvvqfZDBkyhA4dOrB27Vo2bdpE8+bNeeuttwwXJfbv359hw4YRERHB999/j6+vb75/j4Uoq2TEV5RJ9vb2BAYG4u/vn+U/dFMaNGjAtWvX0Gq1BAYGGh2enp6Gdnq9nj179hhuX7hwgcuXL1OzZk0g/er2zCNpgOF2YScR2QkODiYtLS1X835TU1N55plnOHToEFu2bMnyn3V2GjZsiJWVldHSaf/99x///PMPzZs3z1fsWq2WQYMGsXXrVrNXrfv7+xten4oVK5ps06lTJ0JDQxk/frxR+b///ktMTAwffPABLVu2pEaNGllGNvv06cOdO3f48ssvs/QbERHBnTt36Nu3b74eX3Z2795ttMLIn3/+iY+PD05OTtSvXx+lFFevXs3yHs14Dnbs2MFjjz3GyJEjadCgAYGBgUajwSXpypUrhIWFUbNmTZYuXYqlZfGPqwQHBwOQkJBgts3ff/+Nt7e34XazZs2yLA24ceNGw/u7cuXKeHl5GbVJSkpi+/bt+f4dyMzf35927drxzTff8M0339CwYUPq1atnsm39+vU5dOhQtsv+VapUiRdeeIFly5YxZcoUvvrqK0Nd165dgfS59ZGRkfTt2zfPf5wIUdbJiK94JLRr147Q0FDCw8P56KOPqFGjBlevXmX9+vW0a9fOMOphaWnJq6++yqeffoqdnR2vvfYaISEhtGvXDoAuXbowbNgwvvzySzp06MCVK1d49dVXadCgQa6X5EpLSzO57q+phPTGjRv06tWL559/njp16uDo6Mhff/3FRx99RNu2bbOMVps6V69evdi7dy8///wzGo3GcG5nZ2eTo6mZOTs7M2TIEN544w08PT1xd3dnzJgx1KlTx/CcAJw6dYqEhAQuX75MSkoKf//9N5CeiJgakZ4wYQKvvPIKbm5u2Z4/Jx999BFNmzY1+uPHz88PGxsbvvjiC0aMGME///zDO++8Y3S/pk2b8vrrrzNu3DiSk5N5+umn0Wg0rFixgnfeeYdx48YZTXkpLJcvX+bVV19l+PDhHD58mI8//tiw7my1atXo168fgwYN4pNPPqFBgwbExsaydetWqlSpQvfu3alWrRoLFy5k3bp1BAYG8v3337Nt27YivYgM0kdyr169yokTJ4D0KT+3bt3Cz88PNzc3Ll++TFhYGD4+PsyePdsoMfPw8Mjyx6I5N27cyPK7Ye59+vLLL+Pj42P41uDKlStMnToVe3t7w4Vos2fPJiAggJCQEFJSUli8eDErV65k+fLlhn5Gjx5Ny5YtDd8grFixgi1btrBjxw4gfZT21Vdf5YMPPqBGjRpUq1aNqVOn4uDgUGh/HA0ZMoT+/ftjbW1tNA1jxYoVvPXWW2zevJmKFSvSt29fPvzwQ8LDw/nwww+pWLEiR44cwdHRkdatWzN69Gg6duxItWrViI+PZ/369YY/BiD9m6MePXowdepUDh48yKJFiwolfiHKlJKdYixE3plaziwzc0uGxcfHq1GjRqmKFSsqKysrValSJfXMM8+oU6dOKaXuX3iycuVKFRgYqKytrVXLli3VyZMnjfr57LPPVHBwsLKzs1NeXl6qb9++houmcjJp0iQFmDxSU1OVUsYXtyUlJam33npLNWrUSLm4uCg7OzsVGBioXnvtNXXjxo0cz5dx0Y2pY8GCBbmKOSkpSY0cOdKwfNJTTz2lLly4YNSmVatWJs+RcRFUThev5fXitsx69+6tAKMLtb7//ntVpUoVZWNjoxo3bqzWr1+vALVlyxaj+3733XfqscceU3Z2dsrOzk41adJEfffdd0ZtCns5sxEjRihnZ2fl4uKixowZY3QRWkpKipo0aZKqXLmysrKyUhUqVFBdunRRf/31l1Iq/eLE559/Xrm4uChnZ2f1/PPPq3fffdfogkJTvx+m4nzsscfU66+/nqvYzb1vM95DGReGZvceyE5279N58+YZzpH5wrDly5erzp07Kx8fH2Vtba28vLxU586d1c6dOw1tpk+frgIDA5Wtra1ydXVVLVq0UL/88kuW80dFRanq1asrKysrVaNGjSzLe+n1ejVp0iTl5eWlbGxsVMuWLdXhw4ezxJ/5PWLqQsB169YpQN2+fduo/+TkZFW+fHllZ2dnuJgv8/OauY+LFy+q3r17K2dnZ2VnZ6fq1atneF+PHDlSBQYGKhsbG1W+fHn1zDPPGC3jp1T6hb6Aql+/vrmXQ4iHmkapQlrZX4gybuHChYwcOTLbr0mFEEIIUXbJHF8hhBBCCPFIkMRXiEKUeRmqBw9TK0oU1Pbt27M9Z04yNnIwdYSEhBR6vA+rCxcuZPs6FGQZtaJWHO+Bl156yew5XnrppUI5hxBC5IZMdRCiED24LFdmFStWzPFisry6e/culy5dMluf09JQt2/fzrKUUwYrKyv8/f0LFN+jIi0tjXPnzpmtDwgIKJFVDnKjON4D0dHRhh0DH+Tk5GS0sooQQhQlSXyFEEIIIcQjQaY6CCGEEEKIR4IkvkII2rZti0ajyXJ06tSpSM73+++/07VrVypWrIhGo2HhwoV57mPatGloNBpGjhxpVB4QEGDysXTu3LmQos+9iIgIKleujK2tLQ0bNsz1PO+c7jdt2jQaN26Mk5MTHh4edOnShSNHjpjtr2vXrrRt29Zk3T///INGo2HDhg25f2AFMGjQIMNrYmlpiZ+fHy+//DI3b97M0u6pp57Kcv+//voLjUZjmFqSub/MR9OmTYvj4QghyhhJfIUQ7N+/n/fff58rV64YHZm3di1MCQkJ1KpVy7BRSF79+eeffPXVV9SpUydL3d69e40ew/79+9FoNPTu3TvX/Q8aNMiwzWt+/fDDD4wePZq3336bAwcO0Lx5czp27JjjhW65ud/WrVsZPnw4f/zxB7/99huWlpa0a9eO2NhYk30OGTKELVu2mJyH/M033xh2Dysu7dq148qVK5w7d46vv/6an3/+meHDhxe4v8zH2rVrCzFiIcTDQhJfIR5xp0+f5tatW7Rq1QovLy+jI6ed4fKrU6dOfPDBB/Ts2ROtNm8fQ3FxcfTr14/58+eb3LHMw8PD6DGsXbsWJyenPCW+hWHmzJkMGjSIYcOGUbNmTT7//HO8vb1NbpOc1/v9+uuvDB48mFq1alG7dm0WLVrE9evX2blzp8k+O3fuTIUKFViwYIFReWpqKosWLeL55583+Tp89dVXVKhQAZ1OZ1Tet29fw/a3v//+O02bNsXBwQFnZ2eaNGmS7egzgI2NDV5eXlSqVIn27dvzzDPPFGjEOaO/zEdBdwUUQjycJPEV4hG3b98+LCwsqF+/fq7v88EHH2S7fFdRLd8G8MILL9CzZ09at26dY1ulFN988w39+/cv9BU1spOSksK+ffsMW+dmaN++PX/88Ueh3+/27dvo9XqzWxdbWloycOBAFi5ciF6vN5T//PPPxMTEMHjwYJP369WrF3FxcWzcuNFQlpCQwKpVq+jfvz9paWmEh4fTokULDh48yO7du3n11VdzvUUxwJkzZ1i/fr3RttNCCFFUSuf6OkKIYrNv3z50Ol2WJaU6duxIVFSUyfu89NJLOY6gVqxYsdBizDBv3jxOnTrF4sWLc9V+48aNnD17lmHDhhV6LNmJiYlBp9NRoUIFo/IKFSqwadOmQr/f6NGjqVevHs2aNTPbZsiQIUyfPp1NmzYZEutvvvmG9u3b4+vra/I+rq6udOrUicjISJ588kkAVq5ciaWlJV27diU+Pp5bt27RpUsXqlatCkCNGjXMxpBh/fr1ODg4oNPpSEpKAtJHus21yyxz4p5duxEjRjB9+vQcYxFCPFok8RXiEbd//3569OjBhx9+aFTu7Oxs9j5ubm7F/lXy8ePHefvtt9mxY0euRwfnzZtH48aNqVu3brbtPvjgAz744APD7eTkZDQaDTNmzDCUrVu3jscffzzLfSMjI3nxxReN2mUkgcVhzJgx7Nixgx07dmQ70hoUFESrVq2YP38+7du35/Lly/z66685zuPu378/AwcOJDExEXt7eyIjI+nRowe2trbY2toyaNAgOnToQNu2bWnbti09e/bEz88v2z5btmzJV199xd27d5k3bx6nT59m1KhRZttlduTIEZ5++ukc27m4uGQbgxDi0SSJrxCPuP379zNhwoQcN7vI7MFE0RRziWJ+7dq1i5iYGKPdxHQ6Hb///jtz5szhzp072NjYGOqio6NZtWoV//vf/3Ls+8ER7HHjxlGxYkWjZMzcCHbXrl157LHHjNpZWFhgYWGRZWOIa9eu4eXlZTaO8uXL5+l+r732Gt9//z1btmyhSpUq2T9I0kd9hw0bRmxsLAsXLsTNzY3w8PBs79O5c2csLS1ZtWoVbdu2ZdOmTfz666+G+gULFvDqq6+yfv16Vq9ezfjx41m5ciUdOnQw26e9vb3h/fbZZ5/RunVr3nvvvSwXFGZul+HWrVvZ9ieEENmRxFeIR9jZs2eJjY3N0/xeKJmpDt26daNRo0ZGZYMHDyYoKIi3334ba2tro7qFCxdiY2NDnz59cuz7wRFsR0dH3NzccpVMOTo64ujomKW8YcOGbNy4kV69ehnKNm7cSI8ePcz2ZW1tnev7jR49mh9++IEtW7bkanoBQM+ePXnllVdYvHgx8+fPZ8CAATmOntvY2NCrVy8iIyOJiYnBy8uLsLAwozZ169albt26jBs3jo4dO/Ltt99mm/g+aNKkSXTs2JEXXngBHx+fXN9PCCHyShJfIR5h+/btA8DLy4urV68a1ZUvX97sNrsFneqQkJBg2N5Zr9dz4cIF/v77b9zc3Axfk3/xxRd88cUX/Pvvv0D6V9cPfn1drlw53NzcqFWrllG5Uoqvv/6aZ599Nsvcz+IyZswYnnvuOZo0aUJoaChz5szh8uXLvPTSS4Y2Dz7G3N5vxIgRLFq0iJUrV+Lq6mp47TIuLDTHzs6Ovn37MnnyZG7evMmQIUNy9Vj69+9P27ZtOXv2LH369DGsAHH27Fnmzp1rWJP5zJkzHDp0iJdffjlPz1VYWBjBwcFMnTqViIiIPN0X0qemPPj+tbCwwMPDI899CSEebpL4CvEIy0h8a9asaVSu0WiIjY0tsnmSf/31l9GqDJMmTWLSpEmGlQcg/UKv48eP56v/rVu3cvLkyVxfBFcUnnnmGW7cuMHUqVO5cuUKtWrVYu3atfj7+xvamHqMublfRnL44KYUkyZNynH94aFDh/Lll1/SvHnzLK+7OY8//jgVK1bk2LFjLF261FBub2/PiRMn6NWrFzExMVSoUIF+/foxbty4XPWb2euvv87gwYMZN26c0WPNjU2bNuHt7W1UVrFiRf777788xyGEeLhplFKqpIMQQgghhBCiqMk6vkIIIYQQ4pEgia8QQgghhHgkSOIrhBBCCCEeCZL4CiGEEEKIR4IkvkIIIYQQ4pEgia8QQgghhHgkSOIrhBBCCCEeCZL4CiGEEEKIR4IkvkIIIYQQ4pEgia8QQgghhHgkSOIrhBBCCCEeCZL4CiGEEEKIR4IkvkIIIYQQ4pEgia8QQgghhHgkSOIrhBBCCCEeCZL4CiGEEEKIR4IkvkIIIYQQ4pEgia8QQgghhHgkSOIrhBBCCCEeCZL4CiGEEEKIR4IkvmXcK6+8wuTJk7Nts337dhwcHNDpdMUTVB5UqlSJhQsXlnQYQgiRZ7n5/C1NBg0aRP/+/QvUR2n+/0SI3JDEtwxYsGABGo2GN998M0vdO++8w+zZs7l06ZLZ+z/++OMkJCRgYWFRlGGKQjZ58mRatGhR0mEI8UgKCwvD2toaBwcHHBwcqFixIiNHjuTu3buGNrn5/C3LTCXK8v+JKOsk8S0DIiIicHd3Z/78+SQnJxvVeXp60r59eyIiIkooOlGSlFKkpaWVdBhCPJTeeOMNEhISSEhIYOfOnWzevJkpU6YY6kvi8zclJSVLmU6nQ6/XF1sMQpRlkviWcnv37uWvv/5i8eLFxMXFERUVlaXNk08+yU8//WS2j61bt6LRaAwJUsZI4sSJE/H29sbJyYk33niDmzdv8swzz+Ds7ExAQACrVq0y9LFw4UIqVarEp59+SqVKlXB3d+f5558nISHB0ObWrVu8/PLL+Pv74+7uTqdOnThz5oyhPiEhgSFDhuDu7k7FihX59NNPjeJMSkqiV69eVKxYEUdHR6pXr87//vc/ozYBAQFMmTKFTp064ejoSNWqVVmxYoVRm19++YWmTZvi6uqKu7s7PXv2NNRdunSJvn37UrFiRTw9PenTpw/Xr183+9xt2bKFRo0a4ezsjLu7O6Ghody8eRNIHw3p3bs3Q4cOxcXFBT8/Pz766COj+//777889dRTVKhQgYoVKzJ8+HDu3LljqI+NjWX48OFUrlwZR0dHatSowa+//kpkZCQffPABu3btMow4bd++nXPnzqHRaPjmm2+oW7cu9vb2/PXXXyZHZsLCwpgwYYLhtkaj4dNPP6VZs2aUK1eOunXrcvjwYaKioqhevTpOTk707NnT6DUVQqQLCAjgySef5NChQ0blOX3+AuzatYs2bdpQvnx53NzcaN26tWHk+NKlS/Tu3ZsKFSpQoUIFnnnmGS5fvmy4b8bnzMsvv4yHhwfh4eGGz/Tvv/+eatWqYW9vT3R0dI6fwQ+aOHEi1apVw9HREV9fX1555RUSExMB+OCDD4iMjOSHH34wfAZduHAhy/8nOp2Ojz/+mGrVquHs7EyjRo1Yt26d4RwZ7X/88UfDuZ544omHdpRclAFKlGqDBg1S9erVU0op9cwzz6hmzZplabN3714FqNu3b5vsY8uWLQpQqampSimlJk2apCwtLdXs2bNVSkqK2rNnj7K0tFQNGzZUv//+u9LpdOqTTz5Rrq6u6s6dO0oppRYsWKAsLCzUoEGDVEJCgvrvv/9Uo0aN1NChQ5VSSun1ehUWFqb69u2rbty4oZKSktQbb7yhatasqVJSUpRSSg0bNkzVr19fXbx4USUkJKhBgwYpCwsLtWDBAqWUUomJiWr+/Pnq5s2bSqfTqTVr1ihra2u1fv16w2Px9/dXvr6+at++fYY4HR0dVVxcnFJKqQ0bNihbW1u1bNkylZycrO7evas2bdqklFIqKSlJVa9eXb3++usqISFB3b59W/Xv31+1a9fO7PPv4+Oj5s+fr/R6vUpOTlZ//PGHSkhIUEopNXDgQGVpaanmzJmjUlJS1K5du5Srq6tavHixUkqp69evq/Lly6uZM2eqpKQkdf36ddW2bVuj5+zxxx9XHTt2VOfPn1d6vV6dPn1aHT161PA6hYaGGsVz9uxZBajmzZurCxcuqLS0NJWUlKQGDhyo+vXrZ9S2VatWavz48YbbgKpXr546c+aMSk5OVr169VJVqlRRgwYNUvHx8erq1auqSpUq6oMPPjD7fAjxqHjw9+fUqVOqevXq6sMPPzRql9Pn75EjR5Stra364osv1J07d1RycrLasmWLSkpKUmlpaapevXrq2WefVbdu3VI3b95UvXr1Ug0bNlRpaWlKqfufM998841KSUlRd+7cMXymd+vWTcXExBj6yukz+MHPie+++87w2XPkyBFVtWpV9eabbxrqTX2uPPj/yYwZM1TFihXVvn37VGpqqlq6dKmysrJS+/btM2rft29fdevWLXXr1i3VvHlzNWDAgPy+NEIUiCS+pVhsbKyys7NTERERSimlNm/erAD1999/G7U7ceKEAtT58+dN9mMq8a1SpYpRm3r16qkXXnjBcDsmJsboXAsWLFBarVbdunXL0Gbt2rXKyspKpaWlqX379ikrKyujD/+0tDRla2urtm/frnQ6nbKxsVGrV6821N+6dUtpNBpD4mtK165d1ZgxYwy3/f391bvvvmu4nZCQoAD1559/KqWU6ty5sxoxYoTJvpYvX658fHyUXq83lP33338KUBcvXjR5n4CAADV+/Hj133//ZakbOHCgatCggVHZG2+8odq0aaOUUuqTTz5RTZs2NarfsWOHsra2VmlpaWrv3r1Ko9Go6Ohok+fOLvHN/MdARiy5SXy/++47w+2VK1cqQF2+fNlQNnLkSNWtWzeT8QjxKGnVqpWysbFRzs7Oqly5cgpQjz/+uIqPjzdql9Pn74gRI1Tnzp1N1v3xxx9Ko9Go2NhYQ1lMTIzSaDRq165dSqn03+0HP0cyPtP//fdfQ1lOn8EZfT34OZHZzJkzjT7TcpP4VqtWTc2ePduoTdeuXdWLL75o1D7z8/PFF1+oGjVqmI1DiKIkUx1KsYyL2vr16wdA69atCQwMzDKfLC4uDgA3N7dc9+3t7W10u1y5ckZl5cqVA+D27duGMldXV5ydnQ23K1euTGpqKteuXePkyZOkpaVRqVIlXFxccHFxwd3dHYCLFy9y/fp1kpOTqVy5suH+zs7ORjEnJyczduxYw1dmLi4urFu3jujoaKNYfXx8zMZ59uxZqlevbvIxnzx5kmvXruHq6mqIMSQkBBsbGy5cuGDyPqtXr+bMmTM0bNiQwMBAJk2aZDSnNvPjybh98eJFw/n27dtnOJeLiwudOnVCo9Fw9epVzp49i6urKx4eHibPnZ0Hz5tbpl7jB8syv+ZCPMrGjh3LrVu3SEhIIDo6mgoVKtChQwejNjl9/mb3mXTx4kXc3NxwdXU1lLm7u+Pq6mr0mWTu9z1zeU6fwabMnTuXBg0a4O7ujrOzM+PHj8/yeZuTixcvUrVqVaOywMDALJ+pD35uy+eMKCmWJR2AME0pxZw5c0hJSaFatWqG8ri4OCIjI/n4449xcnIC4PDhw1SvXh0HB4cijenmzZvExcUZkt9z585hZWVFhQoV8PLywtramuvXr2NlZZXlvnq9HhsbG86dO0etWrUMjyVjvizAzJkz+fnnn/n5558JCgpCq9USHh6OUirXMQYEBHDixAmTdV5eXvj7+3P69Olc91e7dm2WLFkCwN9//02HDh2oVKkSw4YNMzwHmZ07d45KlSoZzteiRQt+++03s7HevHmTmJgYypcvn6VeqzX/d+mDdY6Ojvz3339GZZnnCQohCsbDw4OBAwfSpUsXbty4YUgqc/r8ze4zydfXl5s3b3Lz5k1D8hsbG8vNmzfx8/MztDP3WZC5PKfP4Aft2rWLkSNHsmHDBlq0aIGVlRWzZs3ik08+yfG8Dz6GBz9TT58+bRS/EKWJjPiWUhs3buTkyZNs2LCBv//+23BkXFjx7bffGtquX7+ep59+ushj0mg0vP7669y5c4fLly8zadIknnvuOSwsLGjRogW1atXi5ZdfNowY3Lx5k+XLl5OYmIhWq6V///5MnjyZS5cucefOHV5//XU0Go2h/7i4OGxsbPDw8ECv1xMVFcWGDRvyFOPo0aP55ptvWL58OSkpKSQlJbF582YAunfvTmpqKu+8845hlCY6OpoffvjBZF8pKSksWLDAcPGbs7MzFhYWWFre/3vx4MGDfP3116SlpbFnzx7mzZvH4MGDARg8eDAHDhwgIiKCxMRElFJcvHiRlStXAtCoUSOaN2/O4MGDDUnr2bNn+eeff4D0/8guXLhAUlJSjo+7UaNGbNmyhX///ZfU1FRmz57N2bNn8/TcCSHMu3nzJosWLcLX19eQ9ELOn78vv/wyGzduZM6cOdy9e5fU1FS2bdtGcnIyTZo0oVatWowcOZL4+Hji4uIYMWIE9erVo3HjxnmKL6fP4AfFxcVhYWGBh4cHVlZW7N+/ny+++MKojZeXF6dPn852zd6hQ4cyY8YM/v77b9LS0li2bBlr165l6NCheYpfiOIiiW8p9eWXX9KuXTtat26Nl5eX4QgKCmLo0KF8+eWXAFy/fp1ff/2VESNGFHlMXl5e1K5dm2rVqlGrVi1q1qzJ7NmzAbCwsGDjxo3Y29vz2GOP4ejoSN26dVmxYoUhuZ01axa1a9c29FG7dm28vLwM/Y8dOxZfX1/8/f3x8fFh8+bNdOvWLU8xtm/fnqVLl/Lhhx/i4eFBpUqVmDt3LpA+Krpr1y4uXLhA7dq1cXJyonnz5vz+++9m+/vxxx8JCQmhXLlytGrVikGDBjFw4EBD/dNPP82ff/5J+fLl6dGjB2PHjjWsruDn58euXbvYuHEjVatWxcXFhQ4dOnD48GEg/Q+JVatW4e3tTbNmzXB0dKRTp06GryWfeeYZqlevjo+PDy4uLuzYscNsnP369ePZZ5+lefPm+Pr6cuvWLUJDQ/P03AkhjH300UeGFQ2qVatGYmKi0YoFufn8rVWrFps2bWLp0qX4+PhQoUIFpkyZgl6vx8LCgjVr1pCcnExgYCBBQUGkpaWxevXqPK+Tm5vP4Mzat2/PSy+9RFhYGM7Ozrz99ttGn20AL7zwAgDly5fHxcXF5JSwMWPGMGLECHr27ImbmxvTp0/np59+olGjRnmKX4jiolF5+R5ZlDqjRo3C1dWVd999t0jPs3DhQiZMmJDl6/RH2aBBg0hLS2Px4sUlHYoQogQU1+evEKLwyBzfMu6zzz4r6RCEEOKRJJ+/QpQ9MtVBCCGEEEI8EmSqgxBCCCGEeCTIiK8QQgghhHgkSOIrhBBCCCEeCZL4CiGEEEKIR4IkvkIIIYQQ4pEgia8QQgghhHgkyDq+Jnh5eXHnzh3Za1yIEnLhwgXKlSvH1atXSzqUR4J85glRsuQzr/hI4vuA6Ohobt68iU6n4/r167i5ueV568jsxMfH899//1HRxwfnuDi4cye9wtYWKleGe1tLxsXFcenSJSpVqoSTk1OhnT8vdDodsbGxhtuF/VyUJfJc3Fccz0Vqaip3Mn43RJG7c+cOSQl3iDt+qkD96IEEvc5w20FrUaCvFcu5lStQPABpej1xd5MNt53tbLDUFuzLTgu38gUNC11aGrG34gy33VycsbAs2H/JSf9dKlhMShGfmma47WRliYWJ7Y7zwqpSwf+YStPpuHXzpuG2i6srlgX8zDlxvhASTKWHtJT7ty2tQZPP91ZyYsHjEbkiie8Drl+/TkpKiuHnLVu2EBISUmj9b926lSdat2aDqyvBly/fr0hKglq1IDISrKx47733mDhxIosWLSIsLKzQzp8XR48epVatWobbhf1clCXyXNxXHM/Fo/rclhQ/Pz/ijp/iI9eqBernv7Rkxt06Y7g9wdGfSpY2+e4vbFSrAsUDcPxaLG2+WGa4HfV8V6pXcCtQnx4vjCtoWBz99wT1W3Uw3N7401JCalQrUJ/7+w0u0P3PJNyh7597DbcjGtajikPB/vio+MPPBbo/wPF//6FdaBPD7WWr11K9Rs0C9Vml7aiChoW6e5O04ysNty0Dn0Rj55qvvlL/XYGfn0+BYxI5kzm+xSy0SROW29oSfPQo+kaN7ld07AhRUdCvH6mJiXz99dd4e3sTGhpacsEKIYQQQjxEJPEtTqmpWA0aRNekJJYBP+rufyVIZCT06gVRUewPDubyhQsMHz4cKyurEgtXCCGEEOJhIlMditPKlRAVhb5HDyITE2m9bh0AKdbWRK1dy9maNalnb89T588zpUEDxo4r+NdpQgghhBAinSS+xalXL1i2DG23bvwInGjQAI4c4XxKCv379wfA18uL5C5dGLtokYz2CiGEEEIUIkl8i1uvXgBYASHu7gB41K7N8smTcXNzIzQ0VBJeIYQQQogiIInvAzw8PPDw8ABg+PDhhp+LxJUrALhUr0737t2L7jz55OHhwaRJk4xuP6rkubhPngthjqPWgu525Y1ulzT3cnaMad3Q6HZp4OHuxoSxo41ulzQXayuGVPY3ul0auLuX57U33jK6XSpY2qKtUM/otij9NEopVdJBlDYZSykdPXq0aE/k7Azx8fDKK/DZZ0V7LiHKkGL7HRRA+vNdGMuZFbaw0QVfzqwoFMZyZkWhoMuZFYXCWM6sKBTGcmaFKfXfFQRX8ZHPvGIgqzqUlMTE9KQXwMurZGMRQgghhHgESOJbUjJvS+jtXXJxCCGEEEI8IiTxLSmZE18Z8RVCCCGEKHKS+JaUexe2AZL4CiGEEGWESoorUL0oWZL4lhSZ6iCEEEKUKborB0g7vhJ93EWT9fq4i6QdX4nuyoFijkzkliS+JSVjxFerBVkOSgghhCjVVFIc+uhDoPTozv2WJfnVx11Ed+43UHr00Ydk5LeUksS3pGSM+Hp6gkXJr3UphMi7mJgYXnnlFXx9fXFyciIkJISPPvoInU5X0qEJIQqZxtYZi4A2oNFmSX4zJ71otFgEtEFj61zCEQtTJPEtLlFRkJoKQGpqKjeOHAHgtoMDqamp6XVRUSUZoRAiD6Kjo2nWrBlJSUns3r2b+Ph4lixZwo4dO9Bqy95Hqx74Ly3Z5BGnTyvp8IQoFbTOvlmSX93FP7IkvVpnX5P3V6l3UXdvZjnQ6+QP5mIiO7cVh6go6N0bfY8eTKtViy/mzmXN1au4A9tPneIlPz/Wu7sTfPQoLFtm2NZYCFF6jRw5kgYNGjBv3jxDWd26dVm9enUJRpV/CXod426dMVnX3a48PcrJlCwhID35JaDN/WkNN46nV+SQ9ALoY/5Ff+1vk3WxsbFFEK14kCS+xaFbN/Q9eqBdvpyg5cux9/UlyNERbt/Gp149Ik6cIPjqVbZ7e9O0c2dKxyaRQghzTp8+zfLlyzl27FhJhyKEKAFaZ1+UW9D9pBfQugVlm/SK0qHsfR9XFllZMa1WLZYBvYGTjRvjdOcOAPWSkngqMZE9/v60uXKF6TNnlmioQoicbd68maCgIKpXr26yfuvWrfj7+xMWFkaXLl1ITEwslPNu2rSJyZMn56rttm3baNq0KS1atOC1114rlPMLIdLp4y6ijz1pXBZ70uxqD6Xdl19+SYMGDbCyssr2M0av1/Pqq6/i4uJChQoVmDVrVvEFWUhKbeK7a9cutFotU6dOBWDhwoVYWlri4OBgOC5cuGBov3fvXurUqYO9vT2tWrXi/Pnzhrq7d+/Sv39/HB0d8fPzY+nSpcX6WFJTU/li7lze8vVNH/n96SfQ69Mr//0XevWi/rFj+Pj5ERERkT7nVwhRakVHR1OpUqVs2zz33HNs3bqVVq1asWzZsmKK7L7AwEC2bdvGjh07iI6O5vDhw9m2d9BaMN2lismjnZ1rMUUtROn34IVsWvfqJi94M0VbvgaW1btlObB2xM3NrcCxRUdHc/ToUZNHdHS02ft5e3szefJkevTokW3/c+bMYevWrZw4cYIdO3YwY8YMNm/eXOC4i1OpnOqg1+t57bXXaNy4sVF5WFgYmzZtytI+OTmZ7t27M2nSJPr37897771H//792b59OwCTJk0iJiaGS5cucezYMTp27EiDBg3MjtYA6HQ6jh49arLOw8MDT0/PXD+enTt3cvXqVaZMmYL2zTfhySfht9/SK5s0gchIrKysGDp0KBMnTmTnzp2EhYXlun8hyqro6GiuX7+epTw5ORlLy1L58QSAn58fFy/mbmSndu3a7N27l4MHD/LCCy9gb29PmzZtmDBhAsOHD+f48ePY29sTGRnJgQMH2LRpE1OnTmXTpk3s2LGD8ePH8+yzz3L79m08PT0JDAxEp9MxcOBALl68iLOzM4sXL8bJycnovBUrVjT8bGlpiUUOq8dogUqWNnl+LoR4lJhavUHr7IvGyddQrjv3G5iZ66uxsgMru6wday1y/B01p2vXrpw+fRqA69evm/xMBahWrRrHjx83WdetWzcA1q5dm+25Fi1axNixY/H09MTT05Nhw4bx3Xff0bZt23zFXhJK5YjvV199xWOPPUbNmjVz1X7r1q3Y2NgwdOhQbG1tGT9+PPv27ePs2bNA+gs1YcIEnJycaNq0KeHh4SxZsiTbPmNjY6lVq5bJIyIiIk+PJ2PCetWqVdMLkpLuV9rc/4+mSpUqRu2FeNhFRESY/B07ffp0qf496NKlC3Fxcbz//vskJiai1+vZu3evySkFO3bsICgoiE2bNvHaa6+xZcsWxo8fz5o1a/D19eW3337jxRdf5KuvvjJ5rpUrV1K3bl02bNhAtWrVAFixYoVhRDc8PNzoArsHHThwgJiYGIKDgwvnwQvxiFJJcWZXbzC12kNxreN7+vRpjv3zL8fOXOZ67G2z7W7evFngcx07dow6deoYbteuXdvsIGFpVeoS3xs3bjB79mzefffdLHV//vkn7u7uBAcHM2fOHEP5gy+Evb09VatW5ejRo9y8eZOrV6+W6AuV8fXF2RMnoF8/+OOP+5Xbt6eXpaZy5swZo/ZCiNLJ1dWVzZs3s2PHDvz8/ChfvjwjRoygdu3ahjaLFi0iLCyM6OhounfvzqBBg/jjjz/o168fGzZs4J9//uGHH34gLCyM6dOnc+PGDTQajeH+Sikg/T+1hg0bAhj+PXXqlOEbsccee4xTp06ZjDM6OppRo0Yxf/78InkehHiUaGyd0XrWMbt6Q+bkV+tZp1jX8dXYOGEd3BOtR+4GDPMrISHB6NslJycnEhISivScha3UfZc4fvx4w8TpzFq1asWRI0fw8/Nj7969PP3003h4eNCjR48sLwTcfzEyXhBHR8csdcUlNDSUShUqUPfjjyExEWrVgnvr+NK9O0RFodfrWbhnD97e3oSGhhZbbEKI/AkJCWHdunVm65977jnDNQqQ/gf5Z599RkpKCqGhoYwfP54BAwbw+uuvA+nXAhw7dozLly8DcPDgQSD9m6ADBw7QuXNnDhxI3wY1MDCQPXv20LlzZ3bv3m34NunSpUuGKQ7Jycn07duX2bNnU6FChcJ/AoR4BFl410frWsVsUqt19kVTvVvxb16h0aC1tMbKuy6qfNZpnKkn1xbKoJqDgwPx8fGG2/Hx8Tg4OBS43+JUqhLfAwcOsHfvXv73v/9lqatcubLh58cee4xRo0bx008/0aNHjywvBNx/MTJekNu3bxuS49y8UG5ubmzZssVknUcetxi2An4tX57ga9fY4+9Pw6ZNsThyBFxd4fvv0ffpg3b5cqYBpyZPxspKFjQTj4bhw4fTy8S61eHh4aV6jm9+LFmyhG+//ZbExESee+45wsPDGTFiBG3atEEpxWuvvUaXLl2Ijo7mySefxN/fH29vb55++ml69+7NE088ga+vL35+fnTr1o2ffvqJVq1a4ejoSGRkJGlpaQwaNIiNGzcC8N1333H48GFDYj1t2jSaNWtWkk+BEA+FnJLaktmxTYNGa4HGxhFsHLPUpmpznuefG8HBwRw+fNjwLfqRI0cICQkpcL/FqVT9z7Jt2zaOHz9uGLGIi4vD0tKS06dPs2DBAqO2Wq3W8FVgcHCw0bzbu3fvcvr0aUJCQnB1dcXLy4vDhw8bRlJz80JZWFgU3ou5ciXBR4+y3dubNufPsyYykg7ArXLl+GzaNL7ds4dppC91lnZvDp8Qj4KMCyQeZGNTti+yCgsLy3KB6pAhQxgyZIhRmanrBdasWZOlbMWKFVnKHrxOYc+ePfTp08dwe9iwYQwbNiwvYQshyiiNRoOFlXW29dlJS0sjLS0NnU5HWloaSUlJWFlZZUmW+/fvz4wZM2jfvj1xcXHMmzePb7/9tlAeQ3EpVXN8X3jhBU6dOsXff//N33//TdeuXRkxYgSzZs1i/fr1hisV9+/fz2effUbXrl2B9P9k7t69y/z580lOTub999+nYcOGhlHi/v37M3XqVG7fvs2ePXtYtWoVffv2Lb4H1qsXLFtG01OnmPTee3impW//uee//5g0aRJ309I4NXkyaUuWYJnpPy4hhMitJk2a8Pzzz5d0GEKIEqLRWpg9cjJ16lTs7Oz4+uuvef/997Gzs2PRokVs377d6Bvyl19+mVatWhEUFETz5s0ZM2ZMmVrRAUrZiK+9vT329vaG23Z2djg4OODi4sLGjRsZMGAAd+7coWLFiowbN45nn30WSB8dWrFiBUOGDGHEiBE0btyYxYsXG/qZMmUKQ4cOxdvbG1dXV7744otslzIrEr16YQVMmDABNWcOXLpE9bAwtkyaRGhoqExvEEIIIUT+aDRoLbPJI3IY8Z08ebLZjSsyXxOl1WqZPXs2s2fPzkeQpUOpSnwftHDhQsPPn3zyCZ988onZto0bN+bQoUMm6+zs7IiMjCzs8PJHp0Nz9SoA/s2a4S/r9QohhBCiQDQ5jOxmn/g+Skp14vtQun4ddLr0nzMtMC+EEEIIkV+5mdIgJPEtfveWKgLAx6fk4hBCCCHEQ0Gj0aAtwMVtjxJJfIubJL5CCCGEKEyaHKY6SOJrIIlvcZPEVwghhBCFSoOFpfkRX5nje58kvsUtc+Lr5VVycQghhBDioaDRZD/HVwZ875PEt7hlJL6eniBLmAkhhBCiwGRVh9ySxLe4ZSS+Ms1BCCGEEIVBo0Gb3VQHGfI1kMS3qEVFQbduYGVFamoqSSdO4AjcsLHBKTUVK4CVK9N3dxNCiBLi5O1Kt9mla+e36Q5PlXQIJoVczW4uZckJKlf6vkWs0nZUSYdg0pnNn5V0CEbaNt9V4D5kObPcKVVbFj90oqKgd2/0ffrw/uTJ+Pn5cefkSQB+2r2bqn5+HKtfH3r3Tm8rhBBCCJFHGcuZmTtkObP7JPEtSt26oe/RA+3y5QS9+y5OlpZUuPfmq9GyJRHx8QQfPcp2b29SO3cu4WCFEEIIUTalz/E1d8gc3/sk8S1KVlZMq1WLZUBv4J86ddAoBcDjCQk8lZjIHn9/2ly5wvSZM0s0VCGEEEKUURqwsLQ0e0jee58kvkUoNTWVL+bO5S1f3/SR37Vr71fu3w+9elH/2DF8/PyIiIggNTW15IIVQgghRJml0WrMHuI+SXyL0M6dO7l69SqDhg1Du3QpPPbY/crWrSEyEit7e4YOHcqVK1fYuXNnyQUrhBBCiDJJgwaNJptDhnwNZFWHIhQbGwtA1apV0wvu3r1faWdn+LFKlSpG7YUQQgghck0DFpbZjGVK3msgI75FyM3NDYCzJ05Av35w6FB6hUYDa9eml6WmcubMGaP2QgghhBB5IVMdckdGfItQaGgolSpUoO7HH0NiIvj5wYUL4OubPu0hKgq9Xs/CPXvw9vYmNDS0pEMWQgghRBmj0YCFhfmxTFnN7D5JfIuQFfBr+fIEX7vGHn9/Gvn6os1IfCMj0ev1aJcvZxpwavJkrGQLYyGEEELkWU4ju5L5ZpDEtyitXGlYp7fN+fOcvHSJAOCcTsd306bx7Z49TCN9qbO0atVKNlYhhBBClFlamdKQKzLHtyj16gXLltH01CkmTZmCV1oaAD/++SeTJk3ibloapyZPJm3JEiz79CnhYIUQQghRFmk0oLXQmD1kqsN9MuJb1Hr1wgqYMHw4TJwIwBODB7NlwABCQ0NleoMQQgghCkxGfHNHEt/i8t9/hh/rduoEYWElF4sQQghRyqmkODS2zvmuf6RoQCvLmeWKTHUoLpkSXypWLLk4hBBCiFJOd+UAacdXoo+7aLJeH3eRtOMr0V05UMyRlU4aNGg15g/ZwOI+SXyLS+bEt1KlkotDCCGEKMVUUhz66EOg9OjO/ZYl+dXHXUR37jdQevTRh1BJcSUUaSlyb8TX3CF5732S+BaXjMRXqwUvr5KNRQhRKGJiYnjllVfw9fXFycmJkJAQPvroI3Q6XUmHJkSZpbF1xiKgDWi0WZLfzEkvGi0WAW1kusM9Wq3G7CHukzm+xSUj8fXyArmgTYgyLzo6mtDQUMLCwti9ezc+Pj4cPHiQd955h//7v/8r6fDyLE2v59jFqybryjs54OnsUMwRiUeZ1tkXAtoYklzdud9QbkHoY08aJb1aZ9+SDjVPYq5f58aNmCzlycnJaGysC9S3RpZuyBVJfItKVBR06wZWVqSmpnL78GHcgHgnJ+xSU7ECWLkyfckzIUSZM3LkSBo0aMC8efMMZXXr1mX16tUlGFX+3UxIpPFrn5ise7vXE4x/pn0xRyQedQ8mv/obx9MrymjSC/Dd/HnM+miayToPD49896vRgIWl+cRXcuL7ZKpDUYiKgt690ffpw/uTJ+Pn58e1ffsA2Pjvv1T18+NY/frQu3d6WyFEmXL69GmWL1/OlClTSjoUIR5qWmdftG5BxmVuQWUy6S1a6Tu3mTtkku99kvgWhW7d0PfogXb5coLefRd7Kyuq2NgA4NukCRHx8YYd3VI7dy7hYIUQebV582aCgoKoXr26yfqtW7fi7+9PWFgYXbp0ITExsVDOu2nTJiZPnpyrtsnJyTRt2hQHBwdOnTpVKOcXorjp4y6mT2/IXBZ70uxqD48qjQYsLLRmDxnxvU+mOhQFKyum1apF0PLl9AZ6NmiAdtUqAJrcvQuJiezx96fN+fNMmjmTCRMmlGy8Qog8iY6OplIOq7M899xzTJ06lRkzZrBs2TIGDRpUPMHdY2VlxapVqxg3blyu2rs62LPu3ZdM1pV3kvm9ovg9eCGbNtMcX92536AMTncY8PwwOoc/naV8SL9nsC3oHF+5iC1XJPEtAqmpqXwxdy72vr70bNIE7fLl9ysPH4Zevai/cCE+NWsSERHBuHHjZAc3IcoQPz8/Ll7M3YhT7dq12bt3LwcPHuSFF17A3t6eNm3aMGHCBIYPH87x48ext7cnMjKSAwcOsGnTJqZOncqmTZvYsWMH48eP59lnn+X27dt4enoSGBiITqdj4MCBXLx4EWdnZxYvXoyTk5PRebVaLRUqVMj1Y7LUagn2lRVnROlgavUGrbMvGidfowveylryW97Dg/Im5vLa2NhgYZH/L+E1GrDOZgMLGfG9T6Y6FIGdO3dy9epVBg0bhnbpUggNvV/5+OMQGYmVvT1Dhw7lypUr7Ny5s+SCFULkWZcuXYiLi+P9998nMTERvV7P3r17ee2117K03bFjB0FBQWzatInXXnuNLVu2MH78eNasWYOvry+//fYbL774Il999ZXJc61cuZK6deuyYcMGqlWrBsCKFSsIDAxk27ZthIeHG11gJ0RZp5LiTCa9kD7n98GlzmQdXwANFlrzh8zxvU8S3yIQGxsLQNWqVdMLMs/vs7Mz/FilShWj9kKIssHV1ZXNmzezY8cO/Pz8KF++PCNGjKB27dqGNosWLSIsLIzo6Gi6d+/OoEGD+OOPP+jXrx8bNmzgn3/+4YcffiAsLIzp06dz48YNo+WIlFJA+oV0DRs2BDD8e+rUKRo3bgzAY489JnN4xUNFY+uM1rOO2dUbMie/Ws86so4v6WltdomvpL33yVSHIuDm5gbA2RMnoF8/OJBpS8UNG9LLIiM5c+aMUXshRNkREhLCunXrzNZnzPHNYG9vz2effUZKSgqhoaGMHz+eAQMG8PrrrwPpU6SOHTvG5cuXATh48CCQ/gfygQMH6Ny5MwfufZYEBgayZ88eOnfuzO7duw1/ZF+6dImKsiW6eAhYeNdH61rFbFKrdfZFU72bJL33aDRgI1MdckVGfItAaGgolSpUoO7HH6cvVxYQkF7h5ZW+bm9UFPo+fVg4bx7e3t6EZp4KIYR4KC1ZsoSWLVvSvHlz+vfvT3h4OKdPn6ZNmza0bt2adevWUadOHaKjo3nyySc5eTL9Svann36affv28cQTTxj+WO7WrRsnT56kVatWrFixgmHDhpGWlpblArpu3bqxYcMGBg4cSJQsnSjKmJySWkl6jWU/1UFkkBHfImAF/Fq+PMHXrrHH359G/v5oz50Df3+IjESv16NdvpxpwKnJk+XCNiEeMmFhYYSFhRmVDRkyhCFDhhiVRUREZLnvmjVrspStWLEiS9mSJUuMbu/Zs4c+ffoYla1cuTKXEQshyjKNRoO1pUW29Tm5fv06gwYNYuvWrVSqVImIiAjatm2bpd2gQYNYunSpIXfx9/fn6NGj+Q++mEniWxRWrjSs09vm/HlOXLpEZeC8Unw7bRrf7tnDNKA3kHbvYhUhhCiIJk2a0KRJk5IOQwhRAjLm+N6NiyUp/maWen1aCjpd9oNsI0aMwMvLi+vXr7Np0yZ69+7NyZMnTU7HfOedd8rsUqyS+BaFXr1g2TKadu7MpE8+wXviRACi9uxh0p49eHt7c2ryZNKqVcPygREaIYQQQog80aQnvsc3RbH/x7kmm8TqzW+JnJCQwMqVKzlz5gz29vZ07dqV2rVrs2rVKgYPHlxUUZcImeNbVHr1wsrengkvvojtvaInnn+eLVu2cP78ed6eNEmSXiGEEEIUmAawttBikc+r2E6ePImDg4PRxjy1a9c2O4Vh1qxZuLu707x5c7Zt25avc5YUSXyL2oULhh/rPvUUYWFhMqdXCCGEEIVGo7m3bFk+r2NLSEjIsgmOk5MTCQkJWdqOHj2aU6dOceXKFUaMGEHXrl05f/58/k5cAmSqQ1HLlPji51dycQghhBDioaQhfTmzRk/1IaTlk1nqV0x9BTdne7P3d3BwID4+3qgsPj4eB4es25XXr1/f8HO/fv1YtGgRGzZsYNiwYfl/AMVIEt+iJomvEEIIIYqQ5t4cXye38ji5lc9Sb2ltjYWF+VUfgoKCSEhIMFoL/MiRIwwYMCDHc2u1WsOGO2WBTHUobFFRkJp6/3ZG4mtrC+XLp9fJeppCCCGEKCQawNpSa/bIaQaEg4MD4eHhTJo0ibt377JmzRoOHTpEeHh4lrbLly/nzp07pKWl8cMPP7B9+3batWtXJI+rKEjiW5iioqB37/Sd2VJTSU1NJXr/fgASy5cn9e7d9LrevSX5FUIIIUTh0JjfvMJCq8nV1m0RERFcvnwZd3d3xowZww8//ICbmxuRkZGEhIQY2s2aNQsfHx/c3d2ZOXMmK1eupEqVKkX56AqVTHUoTN26GXZmO3bsGB1iYvjx2jU8gV3//ccdd3e6JiWh79EDbbduJRysEEIIIR4GGev4ZlefEw8PD9auXZulvF+/fvTr189we8eOHfmIsPSQEd/CZGVF6sKFbPfyIvjoUb68fZvgcuUAaODiQtekJJYBTycmkpp9T0IIIYQQuaLR5DDVQXYtNpAR30L24SefMOXqVXb6+/NUpuU9XG/dQt+jB+vt7Fi9eDHTp08vs7ueCCEePsdjdXj/L7akwzAyb7ZTzo1KQHhVx5IOwSTH85VyblTMdvv/V9IhmHTpmS4lHYKR1P8uYOkfUKA+shvxFffJiG8hSk1NJSIiAh8/P+ofOwbt29+vbNAA7dKlzJ0/Hz8/PyIiIkhNlXFfIYQQQhSMRqPJYcRXkuIMkvgWop07d3L16lWGDh2avklFYuL9Sjs7AKysrBg6dChXrlxh586dJRSpEEIIIR4WGsBCozF7SNp7nyS+hSg2Nv1rwkB///TVGzJPAN+507DaQ8bVjxnthRBCCCEKQqvRmD3EfTLHtxC5ublhCdT96CM4ehSCg+HYsfTKHj0MS5idCw42tBdCCCGEKAgNYGVRsFUdSqMzZ86wb98+bt++bVT+/PPP57tPSXwLUWiTJiy3tSX46NH0Jcvs7dMTX29vWLo0fcQ3Koq69vb4enkRGhpa0iELIYQQoqzTpE91yK6+rJkzZw4jR47Ezc2NcvdWyIL0+cyS+JYSVr/8YliybL2dHV9fuJA+lyQgwLDU2f49e3jq/HmSu3RJnwcshBBCCFEAGjRYZbuOb9nLfKdNm8ayZcvo3r17ofYrc3wLU69epC1ZQmTHjixYvJhL9+b4nlOKKVOmEFizJi3On2dagwZ0XbSohIMVQgghxMNCq9WYPcqiuLi4Qk96QRLfQmfZpw8/rlrF1MmT8dLpAFj6559MmjSJ1NRUJr33HmP//FNGe4UQQghRKDQasNJqzB5l8fq2zp07s23btkLvV6Y6FAErKyvGDx4MkycD8OQLL9CsTx9CQ0Ml4RVCCCFEodJAtqs3lMG8Fw8PD7p160aPHj3w8fExqpsyZUq++5XEt6hk2rWt/tNPQ1hYycUihBBCiIfaw7Zz28GDB6lXrx6nT5/m9OnThvKCbsYhiW9hiYqCbt3SL2JLTeXUunXUvFeV6uODVWoqrFwJvXqVYJBCCCGEeNhoIIeL28qeLVu2FEm/pW6O7wsvvIC3tzdOTk7Url2bn3/+2VD34Ycf4uHhgZubG2+88QZKKUPd3r17qVOnDvb29rRq1YrzmUZc7969S//+/XF0dMTPz4+lS5cWbtBRUdC7N/o+fXh/8mT8/PyInDbNUF2rfXuO1a8PvXsb1vIVQgghhCgU2WxeodVoKJOTfO+Jjo7mr7/+Ijo6ulD6K3WJ75gxYzh37hzx8fHMnz+f/v37c+PGDdauXcv//vc//vzzT44dO8a6deuYP38+AMnJyXTv3p1Ro0YRGxtLixYt6N+/v6HPSZMmERMTw6VLl1i2bBnDhw/n+PHjhRd0t27p6/YuX07Qu+9ib2VFjwYNALhjb88nt28TfPQo2729Se3cufDOK4QQQhSQSoorUL0oeRkbWJg7ymLaGx8fz9NPP42XlxdNmjTB29ubp59+mri4gr0f85X4Jicn880339C5c2c8PT2xsrLC09OTTp06MW/ePJKSkvIdUI0aNbCxsQHS53GkpKRw6dIlFi1axIsvvkjVqlXx8vLi9ddf57vvvgNg69at2NjYMHToUGxtbRk/fjz79u3j7NmzACxatIgJEybg5ORE06ZNCQ8PZ8mSJdnGodPpOHr0qMkjy18dVlZMq1WLZUBv4GSTJtR3cQGgnI0NTyUmssffnzZXrjB95sx8PzdCPGyio6NN/o4lJyeju7cqihCi6OiuHCDt+Er0cRdN1uvjLpJ2fCW6KweKOTKRFxrSN7Awd5TFxPeNN97g5s2b7N+/n/j4ePbt20dcXBzjxo0rUL95Tny//fZb/P39+eqrr2jUqBFffvkl69at48svv6RJkyZ88803BAQEGJLS/Bg+fDh2dnY0btyYNm3aULt2bY4dO0adOnUMbWrXrs3Ro0cBstTZ29tTtWpVjh49ys2bN7l69arZ+5oTGxtLrVq1TB4RERFGbVNTU/li7lze8vU1jPyye3d65c2b0KsX9Y8dw8fPj4iICFJTU/P93AjxMImIiDD5O3b69GliY2NLOrxSJSYmhldeeQVfX1+cnJwICQnho48+kj8QRL6ppDj00YdA6dGd+y1L8quPu4ju3G+g9OijD8nIb2mmIYepDiUdYN6tXbuWH374gXr16uHg4EC9evVYsmQJv/zyS4H6zXPiu3z5cjZs2MDu3bt599136dGjB+3ataNHjx5MnjyZP//8kw0bNrB8+fJ8BxUREUFCQgKbNm2iffv2aDQaEhIScHJyMrRxcnIiISEBIEtd5vqMNo6OjibvWxh27tzJ1atXGTRsGNqlS9MvcrtzJ70yKAgiI7Gyt2fo0KFcuXKFnTt3Ftq5hRAPv+joaJo1a0ZSUhK7d+8mPj6eJUuWsGPHDrTaUjdjTZQRGltnLALagEabJfnNnPSi0WIR0AaNrXMJRyzMeRinOty9exeXe9+eZ3BxceHu3bsF6jfPqzqsXr06xzZ16tRh1apV+Qoog4WFBW3btmX27NkEBQXh4OBAfHy8oT4+Ph4HBweALHWZ6zPa3L5925AcZ75vYcgYmapatWp6QeapHvb2hh+rVKli1F4IIXJj5MiRNGjQgHnz5hnK6tatm6vP41xTenR3rpus0ljZo7UuV3jnEqWG1tkXAtoYklzdud9QbkHoY08aJb1aZ9+SDvWhEJuSwq2UrN/6puj1WBfw2xuLMnwBmymNGzfmnXfe4cMPP0Sr1aLX65k8eTKNGjUqUL8FWs5sy5YtrFu3jjt37lCjRg369u2Lu7s7w4cPzzIdIL/S0tI4deoUwcHBHD58mK5duwJw5MgRQkJCAAgODjY63927dzl9+jQhISG4urri5eXF4cOHCQ0NzXJfc9zc3MwupeHh4ZGlLcDZEyegXz9Yv/5+5cGD6WWRkZw5c8aovRCPuuHDh9PLxBJ/4eHhWFrKaosAp0+fZvny5Rw7dqxIz6PSkriz52uTddYBLbCt/HiRnl+UnAeTX/2Nexd/S9Jb6JZfvMQ3Z8+brPMowKCYRpM+sptdfVkzc+ZM2rVrZ5hie+HCBSwtLdm4cWOB+s33/yyDBg1i0aJFVK5cGVdXVxYtWsR7773Hjz/+yOLFi/OV+MbFxfHLL7/QtWtXbG1tWbFiBVu2bGHatGlUrVqVl19+mT59+lCuXDlmzpzJqFGjAAgLC+Pu3bvMnz+ffv368f7779OwYUMqV64MQP/+/Zk6dSrLli3jn3/+YdWqVezatSvbWCwsLHJMjjOEhoZSqUIF6n78MSQmQpMmsGdPemWHDhAVhV6vZ+GePXh7exsScCEedZ6ennh6emYpz7jAVcDmzZsJCgqievXqJuu3bt3KwIEDCQwMRKfTMXToUPr378/WrVvZtGkTU6dOLeaIRVmkdfZNH+m9cX/FI61bkCS9ZUh2O7eVRTVq1ODff//l559/5r///sPX15fOnTsbTV3Nj3wlvnPmzGHr1q3s3r3bMOScmJjIJ598QteuXUlOTs5XMBqNhnnz5jF8+HCUUgQGBrJkyRLq1atHvXr1ePnll2nSpAk6nY5hw4bx/PPPA+n/Sa5YsYIhQ4YwYsQIGjduzOLFiw39TpkyhaFDh+Lt7Y2rqytffPGF2f9E8sMK+LV8eYKvXWOPvz8N27fHIiPx/eEH9EOGoF2+nGnAqcmTZdtiIUSuRUdHU6lSpWzbPPfcc0ydOpWkpCR69OhRqJ9v4tGgj7uYPr0hc1nsSTROvpL8lgEZqzpkV18WOTg40KdPn0LtM1+J71dffcXcuXON5lnY29vzzjvvYG9vz//93//lKxgnJ6dsd+p46623eOutt0zWNW7cmEOHDpmss7OzIzIyMl8x5crKlYZ1etucP0/krFn0Bu46O/Pxp5/y7Z49TCN9qbO0atWKLg4hxEPHz8+PixdNLzX1IFtbW8aOHcvq1atp27Ztns6jsbTFvn5f03VW9ibLxcPhwQvZtJnm+OrO/QYy3aHQ9PCtSNsKWb/l+r+Dh3Eo4DTIh2HA9/3332f8+PEATJw40Wy7KVOm5Psc+Up8T548SevWrU3WjRkzhsaNG+c7oDKpVy9YtoymnTszaeZMKr73HgB/x8UxadIkvL29OTV5MmnVqmFZyH+5CCEebl26dOGNN97g/fff57XXXsPW1pZ9+/axZMkSZs2alaW9j48PV69ezfuJNFosynnk3E48VEyt3qB19kXj5Gt0wZskv4XDzdoaN2vrLOXWWi0WFhYF6jubHYvLjMyrXm3fvt1km4LOV85X4qvVaklKSsLaxIuXmppqtF3wI6NXL6yACRMmoL7+Gs6fp1KLFmx57z1CQ0NleoMQIl9cXV3ZvHkzY8eOZdasWej1egIDA3nppZdMtr906RLe3t7FHKUoi1RSnMmkF0yv9qCp3k2WNCulNJocpjqUkaR47dq1hp+zmwFQEPlaALJx48Zmdz4bM2YMgwYNKkhMZU9UFKSmkpqayrZNm+De15I+zZsTFhaGVUYbIYTIh5CQENatW0dMTAyxsbHs2bPHcI1DZklJScyaNcuw+o0Q2dHYOqP1rGN29Qats69hnV+tZx1Jeks5jcb8URYNHz7cZPnIkSML1G++Et9x48YxduxYZs+ezeXLl7l79y5//vkn4eHhbNy48dG6IjsqCnr35lj9+lTx9WXQE0+g0esBGDd3Lu9Pnoy+Tx/o3VuSXyFEkVi0aBFt27blySef5JlnnjFcfxEZGUm7du1o164da9asKeEoRWlk4V0fy+rdzE5j0Dr7Ylm9Gxbe9Ys5MpEX6Re3mT/KYu6beZGCzMwNvOZWvqY6PPHEE3z++ee8+uqrvP766wAopWjZsiW//fYbNWrUKFBQZUlq58786eXF40eP8qW9PbcGDIB72zVfs7amybvvooX0rYy7dSvRWIUQD5+wsDCT08vCwsI4e/ZsCUQkypqcRnJlpLdseFiWM8vY80ApxdmzZ1FKGeqOHz+Ora1tgfrP9zq+gwcPpmfPnuzYsYP4+Hhq1KhB3bp1AXj77bcLFFRZ8uEnnzDl6lV2+vvz1PnzkGmR+W8bNkS7fj3LgFO1a/O2zPMVQgghRBF4SPJeAgMDDRewBQYGGsqVUlhYWPDBBx8UqP8CbY3k6OhIx44ds5SbW3LsYZOamkpERAQ+fn7UP3YMBg0yms6gXb8efY8evLVnD3fnzuX/3n5bLnITQgghRKF6mNbxzRjlrVWrFkePHjWUa7VaPDw8Cjzim+c5vvXq1ePnn382GnrOTCnF6tWrqV//4Z8PtHPnTq5evcrQoUOxsreHyEjIvND800+jXbqUQcOGceXKFaNlOoQQQgghCoUmfTkzc0dZynz9/f0JCAggISEBf39/w+Hr61vgpBfyMeL7v//9j1GjRvHyyy/Ttm1batWqhbOzM3FxcRw9epTNmzfj6enJF198UeDgSrvYe/tqV61a9X5hYmKWdlWqVDFqL4QQQghRWDIubsuuviyKiYlh9+7dREdHGw24mlrVJrfynPiGhoayb98+tmzZwk8//cRPP/1EbGwsbm5uNGzYkG+//ZY2bdrkO6CyxO3eLiunT5+G1FTo1w8ykls/P1ixAvr141xwsFF7IYQQQojCo8lhY4eyl/pu2bKFp59+Go1Gw+3bt3F0dCQhIQFfX9/iTXwztG7d2uzubY+K0NBQvLy8WDhvHuMPHkS7fPn9ysGD0y90i4qirr09vl5ehIaGllywQgghhHhoZTfiWxa99dZbjBkzhokTJ+Lq6srNmzd588038fUt2A6C+VrHV6SzsrJi5IsvMu3iRbTLl6N/4on7lUFBpC5cyG5/f55KTGS9uztyWZsQQgghCpuG7Of4lsWc+Pjx44bFEjKmObzzzjvMmDGjQP1K4ltA46pXpzewDHjhwAFD+fwtWwisWZMW58+z3dub4KNHYeXKkgpTCCGEEA8xjUZj9siN69ev07lzZ8qVK0f16tXZvHmzyXZ3796lf//+ODo64ufnx9KlSwvzYRhYWVkZEl5nZ2diYmKwtrbm+vXrBeq3QMuZCbDs04c04NSJE3jPnGkof/ubb9B6ezPpvfdoOmYM/PIL9OpVcoEKIYQQ4uF0b4e269HRxMTEZKlOTk7G2jr7751HjBiBl5cX169fZ9OmTfTu3ZuTJ09muT5p0qRJxMTEcOnSJY4dO0bHjh1p0KAB1atXL9SHVKdOHbZv307btm1p3rw5I0eOxMHBocCbpEniWxBRUdCtG5Z9+vB/qalcOXgQVqwg1cqKxb/8QqvQUKx++QXs7SXpFUIIIUSRSJ/qoOHrefP44IP3Tbbx8PAwe/+EhARWrlzJmTNnsLe3p2vXrtSuXZtVq1YxePBgo7aLFi0iKioKJycnmjZtSnh4OEuWLOHdd98tzIfEp59+avj5o48+YtiwYZw/f54vv/yyQP1K4ptfUVHQuzf6Hj2YVqsWX8ydy9yrV/EDTqSm8vyAAax3d0+f4rBsmSS+QohSrYpvedZ+X7o2H3r+279KOgST+i9ZVNIhmHR7x6c5Nypmq07fLukQTHraK6WkQzBi27J9gfvQotBgeo+FnJw8eRIHBwcqZdqLoHbt2kYbSADcvHmTq1evUqdOHaN2u3btyl/Q2QgJCTH87Ovry/r16wul3zwnvj/99BPNmzfHy8urUAIos7p1Q9+jB9rlywlavhx7X1+aenpCdDRWQUFEXLpE8NWrbPf2pmnnznJhmxBCCCGKiAKlT/83HxISEnBycjIqc3Jy4saNG1naQfrOvZnbZZQX1JkzZ3LVLmN/hPzIc+K7bds2xo0bR+3atXnxxRfp0KFDvk9epllZMa1WLYKWL6c30LNJE7Rr1wJQTSmqJSayx9+fNufPM2nmTCZMmFCy8QohhBDi4aRAo/S8OHQoPbp1y1Ld85lnsbK2Nnt3BwcH4uPjjcri4+NxcHDI0g7g9u3bhkTZVLv8CgwMzPZiPKUUGo0GnU6X73PkOfFt2bIlb731FomJiWzevJl3332XSZMm5TuAsio1NZUv5s7F3tc3PenNvIbvqVPQqxf1Fy7Ep2ZNIiIiGDduHFZWMu4rhBBCiCKg1+FZ3g3P8lk3y7KxsUGjNb+QV1BQEAkJCVy6dImKFSsCcOTIEQYMGGDUztXVFS8vLw4fPmzYm+DIkSNG0xIK4uzZs4XST3byvJzZ77//TsuWLRk7dix+fn6PZNILsHPnTq5evcqgYcPQLl0KrVrdr2zaFCIjsbK3Z+jQoVy5coWdO3eWXLBCCCGEeIjdm+pg7shhCoSDgwPh4eFMmjSJu3fvsmbNGg4dOkR4eHiWtv3792fq1Kncvn2bPXv2sGrVKvr27Vsoj8Lf3z9XR0HkOfH99NNPOXHiBDNmzODChQuFfhVfWRF7b2viqlWrphfcuXO/slw5w48Z81Ay2gshhBBCFDaNPs3skRsRERFcvnwZd3d3xowZww8//ICbmxuRkZFGI7pTpkzBzc0Nb29vevTowRdffFHoS5llWLp0KU888YThYrrt27ezsoB7IuRrVYdffvmFzp07F2hycVmXsa7d2RMnoF8/+CvT1cebN6eXRUYaJmo/uA6eEEIIIUShUBkXt2VTnwMPDw/W3rtWKbN+/frRr18/w207OzsiIyPzFWZefP7558yYMYMXX3yR6dOnA+m51Lhx4+hmYh5zbuUr8e3SpQsvvPACc+bMyfeJy7rQ0FAqVahA3Y8/hsRECAiAc+fA0zN92kNUFHq9noV79uDt7W2YCyOEEEIIUeh0uRvZLSu++OIL1q1bR3BwMB9//DEANWrU4MSJEwXqN19bFltZWbF8+XLeeOMNk/Xt2xd8PbrSzgr4tXx5nrq3eoM+Y+27qlUhMtKw1Nm0ixcZ+eKLcmGbEEIIIYqIQqP0Zo/8LnNWkq5fv05wcDCA0UoPKhej19nJV+JrY2PD+vXrmTt3Lu+/n3WHkD///LNAQZUJK1cSfPQo2729CT1/niv3Fm8+q9EwZdo0gvbsYRnQG3ijWrUSDVUIIYQQD7lsL24re6pVq8bWrVuNyrZt20bNmjUL1G++d25r2LAhq1evplOnTri4uDBixIgCBVKm3NuqmGXLaNi+Pc+PHo33t98CsOiPP3jvjz8Y7OLCqcmTSatWDcs+fUo2XiGEEEI8vJQCfTZr2xZwlLQkTJw4kaeffprhw4eTkpLC1KlT+fzzz1m0qGA7JxZoy+JWrVoRFRVF9+7dcXJy4rnnnitQMGXCg1sVjxqF49WrhqHza3Z2/FGhAo3PnYPgYNmqWAghhBBFSgP3pjSYry9rOnXqxE8//cTs2bPx8/Pjt99+46uvvirwdNoCJb4ZgX377bcMHDgQR0dHunXrVuD5F6Waia2KJz/3HNz7C6SfXk/jc+dkq2IhhBBCFBMF2S5bVrbystTUVEaPHs3MmTNp3bp1ofadrzm+Dya2zzzzDJ9//jl9+/Zl48aN2W43V+bd26o4Y/7uySZN6Nu4saG6eXJy+lbFV64wfebMEgtTCCFE6aOS4gpUL4RZD9EcXysrK77//ntsbW0Lve98Jb4LFizIUjZs2DDee+89nn76aZKSkgocWGmVsVXxW76+hpFfPvvsfoOePal/7Bg+fn5ERESQmppacsEKIYQoNXRXDpB2fCX6uIsm6/VxF0k7vhLdlQPFHJko8xTZr+pQtgZ8AejQoQO//vprofebr6kOPXv2NFn++uuvExcXx9SpUwsUVGmWsVXxlClT0L75JjzzDKxYkV7p4ABLlmBlZcXQoUOZOHEiO3fuJCwsrERjFkIIUbJUUhz66EOg9OjO/QYBbdA6+xrq9XEX08uVHn30IbSuVdDYOpdgxKJsUaDL5uK2Mpj5li9fnp49e9K1a1cqV66MVnt/rHbKlCn57rfAc3wfNGXKFLp3717Y3ZYaWbYqzky2KhZCZOPcuXNUrlyZcuXKoZQiICCAiIgIWrVqVdKhiSKmsXXGIqCNIbnNnPxmTnrRaLEIaCNJr8i7MjilITtHjhyhUaNGXL58mcuXLxvKCzqdtlAS3zZt2rBq1SocHR0BqFevXmF0Wypl2ap4xQqwtIS0NLh2TbYqFkKYdfDgQUJCQjhy5AhKKcaPH88LL7zA8ePHSzo0dGk6Tv77j8k6N/fyuHt4FHNEDx+tsy88kPwqtyD0sSeNkt7MI8Hi4RJ9PYbrN7IOiCUnJ2Nlk6/Zp+mUQpPdxW1lbNEBnU7H9OnTqVevHtbW1oXad6Ekvlu3bn1k5rJm2aq4a1dYvTq9sm5d2apYCGHWwYMHqV+/PpA+ahEaGsrcuXNLOKp0cbdu0rnVYybrRo59k1H/93YxR/RwejD51d+490ePJL2PhDkLFzN1xqcm6zwK+sflQzTia2FhQevWrUlISCj0vgvw58Wj6cGtitNef/1+5YQJslWxEMKsgwcP0qBBAwAuXbrE9OnT6SVrfT9ytM6+aN2CjMvcgiTpFfmnFCot1exR1kZ8AYKCgrhy5Uqh9yuJb16NG2e0VfGIrl0NVRGbNlFz927+QLYqFkJkdfDgQSZOnIiDgwOVKlUiJCSEzzKtCrN161bCwsJo2bIlnTt35oknniAsLAxnZ2fCwsLMXij766+/0rJlS8LCwnj11VdJS8tuPU9R0vRxF9OnN2Quiz1pdrUHIXJ2b+c2c0cZvLht1KhRPPPMM2zatIlTp05x5swZw1EQhX5x20MtKgpmzUL/2GNsa9MG288/xy3u/pqL4+fO5RtLS5oDulGjZKtiIYRBQkICZ86cITY2FicnJ2bMmMHSpUsN89diYmKYOHEia9aswcnJiXPnzqGUonLlyrRo0SLLnvUZYmJimDp1KuvWrcPBwYGPPvqIOXPmMHLkyDzF5+ziyqKffjFZ5+ZePk99CfMevJBNm2mOr6nVHsTD5aVB/enRpVOW8h4Dh2FlY1ewzrPbsrgMGjp0KADt27c3XNCmlEKj0aDLdgWL7EnimxeZdm2rtns3nr6+9AwKggMHiLO2ZqFGQ3hycvqubdOmYVHS8QohSo1Dhw7h4+ODi4sLAKNHj2bq1KkcOnSIOnXqsHbtWp577jmcnJwACAgIyFW/v/zyCwMGDMDBwcHQb6dOnfKc+FpYWhBUo2ae7iPyxtTqDVpnXzROviZXexAPH0+P8nh6ZP1D0sbGBo1FAbIGpVDZXWtVBqc6nD17tkj6LZSpDg/1Tm2Zmdi1raFz+pIzzg4OhMuubUIIMzJWdMhgY2NDWFgYa9asAeDy5cv4+Pjkud8rV64Y3c/GxoaUlJSCBywKlUqKM5n0QvqcX4uANqDR3l/tQXZwE3mV7VSHssff39/sURCFkvg+uIXxw8rkrm179qRXxsZCr16ya5sQwqSDBw9Sq1Yto7IOHToYEl8fHx8uXbqU5369vb2N1rhMTk42TJ/4+eefmTZtGqNHjy5A5KIwaGyd0XrWMbt6Q+bkV+tZR9bxFXmicri4razmaatXr6ZTp07UqlWLTp06sWrVqgL3WSiJ78CBA4tkP+XSJmPXtkHDhqFduhTCw9OXNAOoVg0iI7Gyt2fo0KFcuXKFnTt3lmzAQohSY86cOXzyySdGZSNGjOCPP/4AoFOnTixevJj4+HgALly4YParvswJcseOHfnuu++4c+cOAJ9++inh4eEAdOnShbfeeuuh3ka+LLHwro9l9W5mpzFonX2xrN4NC+/6xRyZKPsUSq8ze5TFi9u+++47+vXrR7Vq1XjppZeoVq0aAwYM4Ntvvy1Qv4Uyx3fBggWF0U2pl2XXtrt371fKrm1CiAIoX748U6ZMoWvXruj1epycnPjqq6+ytEtLS2PQoEFs3LgRAE9PT9566y06dOiAhYUFdevWNUqwP/zwQ4YMGVJsj0NkL6eRXBnpFfmiFKQ9XHN8Z8yYwcqVK2nbtq2hrGvXrowePZqBAwfmu1+5uC0PsuzatmHD/coDB2TXNiFEgYSFhZlcvWHHjh2Gn/fv30+fB1aM6dSpE506Zb1S/IMPPuDEiRPY2trSuHHjR+d6DCEeNQpUdisdlL28lwsXLtCmTRujsrCwMC5cuFCgfiXxzYMsu7Y1bAj79qVXduoku7YJIYpckyZNaNKkSa7avv227LYmxKNB5XARW9nLfH19fdm2bZvR+uXbt2+nUqVKBepXEt88sPrxR351dyf42jV2+/nhGRhI5X37UFotaUuWYPH88+m7tgGnJk+WXduEEEIIUfQU6Tu0ZVNf1rz++uuEh4czdOhQqlatyunTp5k/f36WayXyShLf3IqKgr59CQbWOzjQ5cIFvr1wgcrAeb2e+hUrsiA5mW6kL3WWJru2CSGEEKJYPHwjvoMGDcLR0ZF58+axfv16fH19mTdvHj179ixQv7JlcW7d27wC4HZCAs5OTgRq05++c8DcO3folpbG+nLlSF64UHZtE0IIIUTxyGE5s7J4cduiRYuoWrUq69ev5+jRo6xfv56qVasSGRlZoH4l8c2tTJtX9AKin3iCxu7uADT29KQ3sNvPjy537vDxRdlvXQghhBDF6CHbwOLdd9/Fy8vLqMzb25tJkyYVqF9JfHPJ1OYVmuvXASgXHQ29etHgn39k8wohhBBCFDOVQ+Jb9kZ8o6OjsyS+Xl5eXLt2rUD9SuKbS1k2r2jX7n5lo0ayeYUQQgghSoZSqNRUs0dZnOrg7e3NiRMnjMpOnDiBp6dngfqVxDeXsmxecW+XJADs7Q0/yuYVQgghhCh2D9lUh169ejFgwAAOHDjAnTt3OHDgAIMGDaJ3794F6lcS31zKsnnFrl33K3//Pb0sNVU2rxBCCCFEsVJKoU9LNXuoMjjiO2HCBAIDA2nYsCFOTk40atSIKlWqMHHixAL1K8uZ5VKLK1cI8PQ0bF5xx9eXchcvorewgG7d0EZFob9wgYWXL8vmFUIIIYQoPgqUTp9tfVlja2vL4sWL+fTTTzl79iwBAQGUL1++wP1K4psbUVFY9u3L305OOCcmslyrRX/xIr2A0zodHXbs4ICTE867d7MI2CqbVwghyphrt5N5c82xkg7DyO4li0o6BJMe6/tcSYdg0qrTt0s6hCyOXokv6RBMarH605IOwYguNgZLD+8C9KDQp6ZlW19Wubu7435vFa3CIIlvbnTrhv6xx3DevZuLQH+9nh0WFqDTkejhwSexsTinpnIRaA40kc0rhBBCCFFcHsIR36Iic3xzw8qKaU8+yR+AL/BXcDD++vQ3mOP16zydmspyCwuqAVG9esnmFUIIIYQoNgqF0unNH5L5GkjimwsZa/g+d28N35Bjxyh/b6J4FSC6VSs63riBp58fo3fskDV8hRBCCFF8FOhSU80ekvfeJ4lvLuS0hq/nxo3YOzvLGr5CCCGEKH4q+xHfwljHd+/evdSpUwd7e3tatWrF+fPnzbYNCAjA3t4eBwcHHBwceOmllwp8/sJS6hLfL7/8kgYNGmBlZcXkyZMN5Vu3bkWr1RqeRAcHB7Zv326oP336NKGhodjb29OgQQMOHjxoqNPr9bz66qu4uLhQoUIFZs2alaeYsqzhm5h4v1LW8BVCCCFECVIK9KlpZo+C5r3Jycl0796dUaNGERsbS4sWLejfv3+299mwYQMJCQkkJCQwZ86cggVQiErdxW3e3t5MnjyZJUuWZKmrUqUKp06dMnm/Pn360LFjRzZv3syCBQt4+umnOXHiBJaWlsyZM4etW7dy4sQJ4uLiCAsLo06dOrRt29ZsHDqdjqNHjwLgumkTlsDuHTvouHAhrn/8cb/h779Dnz7Qo4es4StEHkVHR3P93tbfmSUnJ2NpWeo+noQQopRS6HV6YhISuXEnKUttcloaGl3+N7LYunUrNjY2DB06FIDx48cza9Yszp49S+XKlfPdb0kodf+zdOvWDYC1a9fm+j7Hjx/n2LFjbN++HRsbG15++WWmT5/O9u3bad26NYsWLWLs2LF4enri6enJsGHD+O6777JNfGNjY6lVqxY9gShgCcCXX+IK/APUBNKAX21s6Lx8OSxfzlV3d1nDV4g8iIiI4N133zVZ5+HhUczRCCFEGXVvVYeFuw4zc8s+k008LGzy3f2xY8eoU6eO4ba9vT1Vq1bl6NGjZhPfnj17opSiefPmzJ49G39//3yfvzCVuqkO2bl48SKenp4EBQUxZcoUdPf+ejl27BjVqlXDxub+i1q7dm3DiO2DL1jmupysJD3x7XXviAIu3VtAOcHZGbT3n8KwGzcY+eKLsoavEEIIIYpR+jq+2S5pVgAJCQk4OTkZlTk5OZGQkGCy/ZIlSzh37hwnT57Ez8+P8PBw9PqiiS2vykziW6NGDQ4ePMjVq1dZtWoVy5YtY/bs2UDOL8iD9dm9WA9KA5Y/UFbu3hxeW72eznfvskKrNSTHb8gavkIIIYQoRureiG9+tyZu0aIFGo3G5DFhwgQcHByIjzfejCQ+Ph4HBweT/TVv3hxbW1ucnJyYOXMmp06d4vTp0/mKrbCVuqkO5nh5eeHl5QVAcHAwEyZM4PPPP+f111/P8QV5sD67FyuDm5sbW7ZsITU1lSeeeIKX09J4v359em3Zwt17f7XY3r7NMmCspyeJiYls0GqJ6NmzEB+1EA+34cOH06tXryzl4eHhMsdXCCFySyl0qWn0qxNExyC/LNXDftqCXTbXH+3YsSPb7n/99VciIiIMt+/evcvp06cJCQnJMbSMBDq/SXlhKzMjvg/SarWGJzE4OJiTJ0+SnJxsqD9y5IjhBQkODubw4cMm68yxsLAgJCSEW7duERMTg8+YMbj9+it064bdvTa3fXyosHEjpy9cYPTYsXx965YsZSZEHnh6ehISEpLlsLGxwcLCoqTDE0KIMkPp9Ljb2hDk6pTlsLHQFugzNSwsjLt37zJ//nySk5N5//33adiwocn5vRcuXGDXrl2kpqZy584d/u///g8/P7/7K2OVsFKX+KalpZGUlIROpzP6eevWrVy8eBGAkydPMnXqVLp27QpA9erVqVmzJh9++CHJycl89dVXaDQaHn/8cQD69+/PjBkzuH79OqdOnWLevHkMGDAgV/E8uJSZ/oGlzJo3b46VlZUsZSaEEEKIEqGUQp+aavYo6GirjY0NK1asYPbs2bi4uPD777+zePFiQ/1LL71kWKv39u3bvPDCC7i6uhIQEMDJkydZvXp1qRnMKHXfJU6dOtXoKu/333+fBQsWcOPGDfr168etW7fw9PTkueeeY+zYsYZ2S5YsYeDAgXz44YfUqFGDn376yfBV6csvv8zJkycJCgrC2tqaN998M9sVHTKrfugQlsCpf/7hWP36BGe6KM7x1CnWuLuT/NRTnLw3gixLmQkhRMlTSXFobJ3zXS9EmXJvjm929QXVuHFjDh06ZLIu8zq9ISEhRt+ylzalLvGdPHmy0cYVmb3++utm7xcYGGh2moFWq2X27NmGi+FyLSqKkHff5ScbG1I/+IBgvZ791tY0SEkB4EyVKjx15gz8+COrVq2SpcyEEKIU0F05gD76EBYBbdA6+2ap18ddRHfuN7SedbDwrl8CEQpR2FQOKzqUjvm1pUGpm+pQqnTrBj160CU5me56PevKlaPW+PGG6iq1ahl+7pKaSu0aNWQpMyFEnp07dw6NRoODgwPlypUjJCSEbdu2lXRYZZJKikMffQiUHt2539DHXTSqz0h6UXr00YdQSXElFKkQhUcp0KWmmT1KyXVlpYIkvtmxsiLt3oYaAAl37rDko48A0Gu1sHo1v9jZGZYy8ztwgNTU1BIJVQhRdh08eJCQkBDD9p7h4eG88MILJR1WmaSxdcYioA1otFmS38xJLxotFgFtZLqDeEikj/iaO2TE975SN9WhtNlRqRJzgHdq1qTXP/9w9e5dALR6ffpSZs7OvDRuHMuOHOHrH3+k386dhIWFlWTIQogy5uDBg9Svn/6Vu0ajITQ0lLlz5xZrDEqnI/7SGZN11o4u2DqVnesXtM6+ENDGkOTqzv2GcgtCH3vSKOk1NQ1CiKIUk3CXG3fuZilP1ukKtKUwCnQp2dxf8l4DSXxzYLdmDcuB8DffpOZPP+G1ahUACeXK4f7jj5xu2RKrX34hMjAQfvxRVnUQQuTZwYMHadGiBQCXLl1i+vTpJtc3LkopifFsmtjXZF2NrkMIDh9WrPEU1IPJr/7G8fQKSXpFCfp2z5Ei2VIYBUqfTXYria+BJL7ZiYrisU8+IRJY8M03OO/eTad7VTF37jBs0CDWlC9P8NGj2PTuDciqDkKIvDt48CAbNmzgnXfe4c6dO7z00kt8+umnhvqtW7cyefJk9Ho9jo6OpKSkkJqayoEDBwwjxVu3bjXqc9u2bYwbNw5LS0saN27MrFmzivMhlQpaZ9/0kd6MpBfQugVJ0iseOgrQ68xnt5L33ieJb3a6dSOte3d6//QTzX7/HV/S3zwaIADYERODz7VrbPfyYtyuXbKqgxAizxISEjhz5gyxsbE4OTkxY8YMli5dirW1NQAxMTFMnDiRNWvW4OTkxLlz51BKUblyZVq0aJEl4c0QGBjItm3bsLGxoV+/fhw+fJjatWsX4yMrefq4i+nTGzKXxZ5E4+Qrya94uCiFPtupDpL6ZpDENztWVnwcHEz/n37CF7hpa4trUlJ6nasrPjdvcsPenvZXr5IEvPfee7KqgxAiTw4dOoSPjw8uLi4AjB49mqlTp3Lo0CHq1KnD2rVree6553BycgIgICAgV/1WrFjR8LOlpWWOi8db2zvR8v8iTNc5uuTqnKXJgxeyaTPN8dWd+w1kuoMoAQOb1OKpkKw7mA1esh7bgnxjrLIf8ZUh3/sk8c1GamIiITNm4Atct7XFIyPpBbh5kzgnJ9zj4/kWeN7amjFjxpRUqEKIMipjRYcMNjY2hIWFsWbNGurUqcPly5cLNFJ74MABYmJiCA4OzradxsICp4pV8n2e0sTU6g1aZ180Tr5GF7xJ8iuKW3kHO8o72GUpt7GwKNDOZkopdKnmR3wLunPbw0SWM8vGiY8+omtSEsdCQnC5epVLmUZQNgFe8fGstrWlN9AxJYU9e/aUWKxCiLLp4MGD1Mq0JjhAhw4dWLNmDQA+Pj5cunQpX31HR0czatQo5s+fX+A4ywqVFGcy6YX0Ob8PLnUm6/iKh4XSKbOHuE8S32wkJCTwLHDwjTfAygrne3PuAIIbNODXdevo9NVXbH/lFX4EWdFBCJFnc+bM4ZNPPjEqGzFiBH/88QcAnTp1YvHixcTHxwNw4cIFzp49a7KvzAlycnIyffv2Zfbs2VSoUKGIoi99NLbOaD3rmF29IXPyq/WsI+v4ioeCurecmblDBnzvk8TXnPh4HvvkE7oD333zDevc3XG495+NDvDZv5+6zzyD5YABXLt2DZAVHYQQha98+fJMmTKFrl270rJlS4YPH46NTdZlj9LS0hg0aJDh9nfffcfhw4d5/fXXCQsLY9euXcUYdcmy8K6PZfVuZqcxaJ19sazeTbYrFg8PlcOIryS+BjLH1xxHxywrOsQ5O+McF0ecszNJCQn4xMdz3daW8X/8ISs6CCGKTFhYmMnVG3bs2GH4ef/+/fTp08dwe9iwYQwbVrbW3i1MOY3kykiveLgo9Dp9tvUinYz4mqPR8HFwMBcBX+CGvT2O9y4OcbOywken44a9PR5JSbz333+MfPFFWdFBCFFimjRpwvPPP1/SYQghSoBSoEvVmz1kqsN9MuJrhlIK15kz76/okJjInV27KAcQE8OR4GCeiYtjXmIivYHkqlmXJxFCCCGEKA4q2xFfkUFGfM1IiYnhpcRELlaqxLxRo1htYZGe9AKngMbHjvHetWs0Bz4BdlWqVHLBCiGEEOLRpRS6FL3ZQ4Z875PE14wUGxuWAb7//UfQRx9RLtM0BhsnJ36wtqZ7WhobXFx4E1nRQQghhBAlRIHS680eMsX3PpnqYIbWwoJ+pG9P3Asg0+YVvvHx+AJ7/fzofOECaciKDkIIIYQoGYrsd26TvPc+SXzNsLe3R6vRoMnm64H6DRpg8d9/6Em/sEQIIYQQotgphT7F/M5tMtXhPpnqYEbK9essVoqewE9aLXsz1W23suJYjRpYrlzJd3o9Wr1edm0TQgghRMlQ6SO+5g4Z8r1PEl8zbGJi6AVEAf30euy195+qRKU49u+/APQGuiFzfIUQQghRMhSgS9ObPSTvvU8SXzPu3ruYzdXRkX01axKiT18mRAd0SEujJ/AjMKVmTX5E5vgKIYQQooQo0Cll9pDM9z6Z42vGLZ2O5UCP27fhn3+46+GB3fXr6CwtsUhLA6CKtTX9jx+XXduEEEIIUWIUihR9dhe3SeabQUZ8zfDW63nc2tpw+/b16wBYp6Xxi40NcY6ONEhJ4Te9nqc6dJBd24QQQghRIhSgU+YPSXvvkxFfMxIBz5QULgL7SJ/HCxBrY0OqTofz7dtcBJoDuLiUSIxCCFFYbsfe5OfP55Z0GEa6vPJiSYdg0odPBZd0CCY1enZaSYeQxZURpXMa4MpPt5V0CEbu3LyDs0fB+tDJyg25IiO+ZpwD/gB8gTaOjoZy6+RkuqWlsdzCgmqkr/GbEh5eIjEKIYQQQigFKXpl9pCc+D5JfM1wAjoB+ooVcbp921DuACSVL0+7M2foqtXyk1Yra/gKIYQQosTIVIfck8TXjErAYUB76RLXMi1ldhOwjYnhbmAgP+j1dJc1fIUQQghRghQ5jPiWdICliCS+ZqSSPs3hIvDvvaXMAK44OHAR8EpN5T+NhjXIGr5CCCGEKFnZjfiK++TiNjOsSE96fe8dGYITEgC4ZWFBJZ2Op5A1fIUQQghRctKnOmS3nJnIICO+ZtwFo22KH+Si0/EpyBxfIYQQQpQoubgt9yTxNcMO6A6stLDgkpOTofyqRmP42QfQyhxfIYQQQpQwmeqQOzLVIQdpOh3J8fGG215KGaZA9AKWIXN8hRBCCFFyFIrUbKc6SPabQUZ8s3ER6AlUeaDcF1gODLS25kdkjq8QQgghSk7GHF9zh6S998mIrxnxGF/UBpCm1WJ5b4UHH2BJSgru7u6EhoYWd3hCCCGEEMD9Ob7Z1Yt0MuJrhr2JMku9nrXW1sQ5OtIM2Aa0b90aKyurYo5OCCGEEOK+op7j+9JLLxEYGIhGo2Hr1q3Ztr1+/TqdO3emXLlyVK9enc2bNxdOEIVAEl8zLIFEE+V1U1Nxvn2bGKA50MfOrngDE0KIUkYlxRWoXghRMMUx1aFevXp8/fXXVKny4ATQrEaMGIGXlxfXr1/n448/pnfv3qXmeiiZ6mCGIn3U9y7pKzwApAAVlSIRKA98Avg+9VTJBCiEEKWA7soB9NGHsAhog9b5wQlioI+7iO7cb2g962DhXb8EIhTi4Zexc1ui0pGELkt9GgqdLmt5Xrz00ksAOX7LnZCQwMqVKzlz5gz29vZ07dqV2rVrs2rVKgYPHlygGAqDJL5maIA07ie9ANb3yuyBGGAC8LNc2CaEeESppDj00YdA6dGd+w0eSH4zkl6UHn30IbSuVdDYOpdgxEI8nOJIZam6zF10JKE32cammEZcT548iYODA5UqVTKU1a5dm6NHjxbL+XMiUx2yYQkkZ7qddK8sjfQR36klEZQQ4qFz7tw5NBoNDg4OlCtXjpCQELZt21bSYeVIY+uMRUAb0GgNya8+7iJgnPSi0WIR0EaSXiGKQNWqVakRHIx3cBCOHu5m27m6uhZLPAkJCThl2v8AwMnJiYR7O9+WNEl8s5EI2GS6bXuvzJL7I76lZc6KEKLsOnjwICEhISQkJJCQkEB4eDgvvPBC8Qah9Ki7N00fqXfN3k3r7Jsl+dVd/CNL0mtqGoQQj5o4fRr/pSVnOVJV/qcirF69mqNHj3L06FGGDx9utl2fPn3M1rVo0QKNRmPymDBhQp7icXBwID7T/gcA8fHxODg45KmfoiJTHcxIxfTKDhll5YGngMuXLxdbTEKIh9PBgwepXz99/qtGoyE0NJS5c+cWbxBpKaQdX2mySluhXrbzc7XOvhDQ5v60hhvH0ysk6RXCyKa7N/npbozJOlUIA2nDhw+nV69eJus8PDzM3m/Hjh0FPneGoKAgEhISuHTpEhUrVgTgyJEjDBgwoNDOURCS+ObTZ8CPwNOeniUdihCijDt48CAtWrQA4NKlS0yfPt3sf16lldbZF+UWdD/pBbRuQZL0ClGMPD098SyivCQlJQW9Xo9SipSUFJKSkrCxsUGj0Ri1c3BwIDw8nEmTJvH555+zefNmDh06RHh4eJHElVcy1cEMK0wvZ5bBm/S/GqKjo4snICHEQ+vgwYNMnDjRcEFISEgIn332maF+69athIWF0bJlSzp37swTTzxBWFgYzs7OhIWFERYWlqXP5ORkmjZtioODA6dOnSryx6CPu4g+9qRxWexJw5xfIUTZ1r59e+zs7Dhx4gQdOnTAzs6O8+fPA/DBBx/QsWNHQ9uIiAguX76Mu7s7Y8aM4Ycffig1u9zKiG827AE9pv866AUsA3x8fIo1JiHEwyUhIYEzZ84QGxuLk5MTM2bMYOnSpVhbWwMQExPDxIkTWbNmDU5OTpw7dw6lFJUrV6ZFixZmF5K3srJi1apVjBs3LneBWFpjGfikmTrbbO/64IVsWreg9CTYzGoPQjyq2tm58piNU5byT+Iv4lpKEkNzstu04u233za67eHhwdq1a4s4ovyREd8cmHuCjgMroci+UhBCPBoOHTqEj48PLi4uaLVaRo8ezenTpzl06BAAa9eu5bnnnjNcJR0QEEDlypVz7Fer1VKhQoXcB6LRorFzNX1Ymd+ox9TqDRa+zc2u9iDEo8xZa0klS5ssh5VGg4WFRUmH90iQxDeXUh64XR141taW0NDQkghHCPGQyFjRIYONjQ1hYWGsWbMGSL+AtrR+s6SS4syu3mBqtQfZwU0IUdIk8c0l6wdu7wKuNGmS4w4mQgiRnYMHD1KrVi2jsg4dOhgSXx8fHy5dulQSoeVIY+uM1rOO2dUbMie/Ws86so6vEKLEyRzffNgNNANG3FumQwgh8mvOnDlZykaMGMGIESMA6NSpE927d+fZZ5/FycmJCxcuoNPpTE53yLx8UHGx8K6f7Y5sWmdfNNW7SdIrhCgVZMQ3n54F9lWpUtJhCCEecuXLl2fKlCl07dqVli1bMnz4cGxsbLK0S0tLY9CgQUZl3bp1Y8OGDQwcOJCoqKgiizGnpFaSXiFEaSEjvvnw2L1/L16UizWEEEUvLCzM5BXVmRed379/f5admVauXFnEkQkhRNkiiW8+6QC9Xl/SYQghBABNmjShSZMmJR2GEEKUajLVIR8uk76UmRBCCCGEKDsk8c0HH6AH6etkCiGEEEKIskGmOjwgOjqa69ev45GLtgEBAUUdTomKjo4mIiLCcHv48OGP7IYd8lzcJ8+FMEel3kUf8+//t3fncVGV+x/APwMuLOOAIFu4YIp6RcRLoV4XGNfEXXO5Nzcylxsuud3KIBVy39IyrdzFMC0zlTQRBFLTNFNwKUUMQVLZZBn2Yb6/P/xxYmCYBQYYnO/79ZqXnnme85zvec5zZr6cOYswbdKik9qHX9SFwpxMPIg6Kky/3O91mEnq/wlZGWlp+GrfTmF6kt9M2Npp881TexTFeShO+U2YbuLsCZMmlvUY0XOp2TLs/PFnYXrmkF6wtxLXY0TPZSvkiCh4JkwPNG8OKxNOqwwdb6EK0tLStEp8SwH07du3LkKqN2lpaQgKChKmx48fb7QJDvfF37gvWJXkhVA8vSFMmli7APWc+BbnZuGPE7uF6ZavDjCIxDczIx3bNq4Vpn1HjKn3xJdK8lGc+PcFk43tOwEGkPim58iw+puzwvSYXl0NIvHNVZTiu4J0YbpHUwknvg0A/1ZfDaUAjopE8PHxqe9QGGOMMcaYljjxrYYfAZibm/NT2xhjjDHGGhCjSXzT0tIwbNgwWFpaomPHjoiMjKx2W6EARCKR/oJjjDHGGGO1zmhORpkzZw4cHR2RlpaGiIgITJgwAfHx8bCx0f1cr1cBhObl6T9IxoxM2cWkFRUVFaFRI6P5eGKMMVZHRERE9R1EbZPJZLCxscGDBw/QsmVLAM+fhDRt2jS8+eabSnVv376NLl26QASgqksyivD8PF8LC4vaDLveKRQKFBYWCtNmZmZGews37ou/6bMvSkpKUFJSorKsSZMmKCoqqla7TDfNmjWDLC8faCqpWUOKUqA49+/pJs0AE9Pqx2XTvGbxAFCUFCMvLUWYtrRzhknjJjVq06FZ5UdG66q4qAhJiX8K061d2qKJikdR6+JBcrrmSmoQyUEFWcK0yNwaIlHN/gDtaFP97V+msESOP59mCNNtHWxh1rhmceU8fqa5kgYlREhV/P35ZW/SGI2r+Wvw09ISmIktkZubq7kyqxGjOKQSHx8PsVgsJL0A4O7ujtu3b1eqa2dnB0tLS4jy8tC6ivYyATzBi387s9LSUmRmZgrTNjY2MDWt+YdYQ8R98Td99kXZXVRU4XPo646l5fMr91u3fqlG7RjiflJa2gSZ5e7TY2MjrveYAMC0aRPYlbuLg3nTJjA1rdkf051canZ3lefb7+/9zhC2HwA0KS2FneLvvmlibQNRDeOyktjWNCyUlpaCyo335jXor+ykJGE/ZLXLKBJfmUwGiUT5SIZEIkFGRkaluvb29pDJZFixYoXSLZvKW758OVasWFEboTJmVNTtZ0uWLKnjaIzXkydP6jsExhirE0aR+IrFYuTk5Ci9l5OTA7G46vsA+vv7Y/z48SrL7Or5XouMvSh4P2OMMVaXjCLxdXV1hUwmQ0pKCpydnQEAt27dwtSpU6ucx97enm/Kz1gt4/2MMcZYXTKKi9uA50+XsrKywqefforIyEhMmzat2nd1YIwxxhhjDY9RHPEFgO3bt2PatGmwtbVFy5YtcfjwYU56GWOMMcaMiNEc8WWMMcYYY8bNOG9EyhhjjDHGjA4nvhXo89HGhmbHjh3w9PRE48aNlW7HFh0dDRMTE4jFYuF1/vx5oTwhIQG9e/eGhYUFPD09ERsbK5QpFAosWLAA1tbWcHBwwMcff1yXq1Qjs2bNgpOTEyQSCdzd3XHy5EmhbO3atbCzs4ONjQ3effddlP9h5OrVq+jatSssLCzg4+ODhw8fCmUFBQWYPHkymjVrhtatW+PQoUN1uk41denSJZiYmGDlypUAgH379qFRo0ZKYyMpKUmo/yL3BWOMsRcPJ74VlH+08YYNGzBhwgSlG7I3ZE5OTlixYgVef/31SmUvv/wyZDKZ8Orbt69Q9p///AcDBw5EZmYmZs6ciTFjxkAulwMAPv/8c0RHR+PevXu4cOECNm7c2GD+WFi0aBESExORk5ODPXv2YPLkycjIyMCpU6fw2Wef4fLly7hz5w5Onz6NPXv2AHj+KN2xY8di/vz5yMzMRJ8+fTB58mShzeXLlyM9PR0pKSk4cuQI/P39cffu3fpaRZ0oFAosXLgQXl5eSu9LpVKlsdG69fNHu7zIfcEYY+zFxIlvOTKZDN9//z2CgoJgYWGBkSNHwt3dHcePH6/v0PRi9OjRGDlyJKytrbWe5+7du7hz5w4++OADmJmZ4e2334ZCoRCOCIeEhGDJkiWwt7eHq6srZs6ciQMHDtTSGuhXp06d0PT/HxEqEolQXFyMlJQUhISEYPbs2WjXrh0cHR2xePFiYZ2io6PRtGlTzJgxA2ZmZggICMC1a9fw55/PHz0aEhKCwMBASCQS9OzZE6NGjUJoaGi9raMuvvzyS/To0QP/+Mc/tKr/IvcFY4yxFxMnvuXo8mjjF01ycrKQvAYHB6O0tBQAcOfOHXTo0EFIEAHlPrlz5w66du2qsqwh8Pf3h7m5Oby8vNC/f3+4u7urXaeKZRYWFmjXrh1u376NZ8+e4cmTJw2yPzIyMrBlyxaVT1G7fPkybG1t0blzZ3z++efC+y9qXzDjUPG6br7Om9UmHl+GgxPfcqp6tLFMJquniOpGp06dEBsbiydPnuD48eM4cuQItmzZAkBzn1Qsb2j9tX37dshkMkRERGDw4MEQiURq10ldf5TVadasmcp5DVlAQIBwrnZ5Pj4+uHXrFtLS0rB3714EBwfj6NGjAF7cvmD6o1Ao6jsElRQKBUQiEYDn1zAAEKZZw/+jwNDGHREJ4+vYsWM4cuQIUlNT6zkq48WJbznVebTxi8DR0RGdOnWCiYkJOnfujMDAQHz33XcANPdJxfKG2F+mpqYYMGAAIiIicOrUKbXrpK4/yurk5uaqnNdQXb9+HVevXsXMmTMrlbVt2xYuLi4wMTFBjx49MH/+fK3GRkPtC6ZfJibPv2KCgoKwbds2lJSU1HNEz5XF9fHHH2PhwoVYsmQJfv/9dwCGlzTVB5FIhPT0dJw9e1aYbkjJb9n2NZRrCsqS3lWrVmH37t24ePEitm3bhoKCgnqOzDhx4ltO+Ucbl7l16xbc3NzqMaq6Z2JiInzIde7cGfHx8SgqKhLKy/dJ586dcfPmTZVlDY1cLsf9+/fVrlPFsoKCAiQkJMDNzQ3NmzeHo6Njg+uPmJgY3L17F87OznB0dMThw4exbt06vPnmm5XqVhwbL1pfMP27cOECvvjiC5w/fx7Hjx83mOT3+PHjOHbsGA4ePIhWrVrhyy+/BPB30lTXyvYrTUdb6yoBvXXrFn744QecOnUKwPPkrewUuIZg6dKlePXVV3H69GmDiDslJQWPHz/Gt99+i61bt+Lp06fCRdOsjhFTMm7cOHrrrbcoPz+fTp48STY2NpSRkVHfYelFSUkJFRQU0IwZMyggIIAKCgpILpdTVFQUJSUlERHRvXv3yN3dndasWSPM5+XlRStWrKDCwkL64osvqG3btlRSUkJERNu2baNu3bpRamoqxcfHk7OzM0VERNTL+ukiKyuLvvrqK8rNzaWSkhI6cuQINW3alK5fv05hYWHUqlUrSkhIoCdPnlDXrl1p165dRERUWFhIzs7OtHv3biosLKSAgADq06eP0O6SJUtoyJAhlJOTQ7/88gs1b96c/vjjj/paTa3k5eXR48ePhdeECRPovffeo2fPntHp06cpNTWViIiuXbtGzs7OdOjQISJ6MfuC1Y7CwkJKSkoiPz8/+vrrr6mgoKC+Q6K4uDhKSEgQpqdMmUKPHj2ql1hKS0uF/8vl8krlCoWCPv/8c7p161atx5CXl0d5eXmUnZ1N586do+DgYDpx4oRS3eTk5FqLQ182bNhA+/fvpzlz5tDp06eV+rg+FBcXC9+zREQXL16kzz77jIhI+D5ldYMT3wpSU1PJ19eXzM3NydXVlc6ePVvfIenN8uXLCYDSa+/evbRx40Z66aWXyMLCglxcXOjDDz9U2hHj4+OpV69eZGZmRt26daPr168LZaWlpfTOO++QlZUV2dnZ0aZNm+phzXSXnZ1NUqmUrKysSCKRkKenJx09elQoX716Ndna2pK1tTX973//I4VCIZRduXKF3N3dyczMjPr27UuJiYlCWX5+Pr3xxhtkaWlJLVu2pK+++qpO10sfpk2bRh999BERES1atIjs7OzIwsKCXF1d6ZNPPlGq+6L3BauZsv2mLOn4448/6M0336RTp07Ro0eP6Mcff6zzL/3yMRUXF5NcLieFQkGjR4+mJ0+eUHp6Ot28eVNpn68ru3btonnz5tGmTZvowIEDwvt79+6lTZs20bvvvkv5+fl6WdaZM2coLi6OiP5Otu/du0fjx4+niRMn0tq1a2nbtm0UHR1NwcHBdPr0aSIiCg4Opq1bt+olhrpw/vx58vPzo7CwMCJ6/kdYfSWa5cdUVFQUBQUF0ePHj2nZsmWUnp5eLzEZI35kMWOMsRqjchfwqCtPS0uDv78/4uLisGbNGowdO7Ze4yqzZcsWeHh4YPXq1Zg3bx5GjhxZq3FV9Nlnn+HUqVP44IMPYGpqirVr16JPnz5YsmQJYmNj4eHhgd27d8PKygr9+vWDra1ttZc1fPhwFBcXo3nz5tizZw8sLS1x9+5d/Pe//0VgYCDc3d3x4MEDnDlzBiYmJujbty8uXryIX375Bc2bN8fu3bvRqFEjPa597Tp//jy+/vpr9OzZEzdu3MDcuXPRtm3beouHiHD79m3873//g6mpKYYNG4a333673uIxNnyOL2OMsRopf5eEjRs3ChdFlScSiaBQKGBnZ4eUlBQsWLCg1pNebeIq8+jRIwwfPhz/+c9/6jzpBZ7fUvCTTz5B79690bNnT4SEhOD8+fM4cuQIPDw8ADx/UmJ8fDxsbGyqvZzhw4ejtLQU4eHh2Lt3LywtLSGXy3H48GGYm5tjwIABsLe3h5eXF/z8/NCoUSM4ODjA3d0dLVq0EJJeQzhvVlt9+/bFwIEDsWDBAri6utZJ0lv+mGLF44sikQgvv/wyUlJSMGLECE566xgnvowxxqqNiJTuknDhwgX07NlTZd2yetu3bxe+7GvrLgraxlWWlAwcOBD79+/H9OnTld6vK6Wlpfj222+FhLJZs2ZYsmQJ/vrrLwBAfn4+evbsiffee6/ad1mIjo5GcXGxcMGamZkZAKBRo0aYNGkSxowZg1WrVuHp06cwNTWFnZ0dbt68iaysLIwcORJ79uwRkl5TU1M9rXnNqUsyy6bT09OxcuVK/Pe//1VZT59KS0tV/spQfpkKhUJ4WFJtx8OUceLLGGOsWsqfRvDJJ5/gww8/xD/+8Q/h/s3lk9ryt77r1q2bMH9t3EVBl7jKbrk3cOBAjBs3Tiiv6/v6jh07FmZmZrhx44aQ/JaUlODBgweQy+WwsLCAn58fTExMqh3fw4cPIRKJhDs0lO/7du3aoX///pBIJPjyyy+RnZ0NCwsLODg4VLrtliElvZqSzLKymTNnKv2xVZvbt6x/lixZgjlz5mDjxo2IjY2FSCRCbGwsHjx4ALFYLBzJ1/Z0HKYfnPgyxhjTWfnkYdeuXTh//jzi4+ORnJyMjz76CMDzI7ylpaXIycnB9OnTERcXp9RGbXzZVyeu2NhYpXNWa+uWZuqO6rm6uqJJkya4cOEC1qxZgzt37mDVqlXo0aNHpfNpqxufSCRSe+/Ydu3aYdy4cbCxscGePXuwePFi/PXXX/Dx8anW8uqCpiSz7BHq5fu+trbvxYsX8eDBAwDA+vXrkZ6ejgULFqBNmzbYvXs3MjMz8fDhQ6xdu1ZpO3DSW7c48WWMMaa1sqOlZcnDZ599hh9//BELFy6Ek5MTduzYgRs3bmDVqlUAnicmEokE//73v5GVlWWQcWVnZ9daXOXjq+p8YyISjugOGDAApaWl+O677zBp0iRMmjRJbzHY2triyZMnyM7OhqmpKRQKhZAQhoaG4rPPPoOTkxOGDBmCp0+f4ubNm/jqq6+EuoZE1ySztpPLzMxMxMbGIiQkBDKZDB06dICnpydcXV0xYcIEWFtbIz8/H0OHDsWUKVNgbm5eq/GwqvFdHRhjjKmVlpaG4uJiODs7A3j+sJdGjRrhwIEDOHjwIA4cOABHR0coFAqYmJigoKAAfn5+6Ny5M5YvXw4AePr0KRwcHIwirorK/5T98ccfIyYmBiEhIUqP9Fb3c7c+fwr39PRE586dcfDgQQAQ+qbsbhLBwcHCk9tsbW2F0yIM6fSGzMxMfP3110hLS8PixYsRERGBpKQkzJ8/HwCwbNkyzJo1C46Ojrh06RL69u1bq/GUbZ/Hjx9jy5YtkEgkcHV1RVpaGlxdXdG+fXtMmTIF69evR+/evWs1FqYZH/FljDFWpfPnz6NXr14YN24cvL29QUTCT+/5+fkIDAyEo6Oj0jmj5ubm2L9/Py5evIgrV64AgN6TS0ONqyJtzzcWiUSVHgFeRh9Jb9kxrsDAQDx8+BABAQEAnh8h37BhA0JDQzFr1ixhWS1atBAuojOkpJeIYGNjgzFjxiA/Px9bt25FcXExTE1NER4ejgcPHiAyMhIPHz5Eo0aNaj3pBaC0fdPT05Geno7ff/8d+fn5iI+Px+zZs/Hmm29y0msgOPFljDGm0k8//YTRo0fjnXfewapVq1BUVIRly5YJ5ebm5ggLC0NeXh5MTU2Fi7J+++03mJmZ4fTp0+jevbvRxFWRPs6D1peyOAYMGICJEyciPDwcbdq0wZgxY7Br1y5ERkaiVatWlW5TZmjnnxpSkln+B/M//vgDv/zyC3bv3o158+bBxsYGeXl5GD9+PA4dOoQZM2ZUmofVD058GWOMVZKZmYmBAwfirbfewty5c9G3b194eHgoXWjVp08f2Nvb49dffxWSzMTERCxfvhz37t0TjhTq88veUOMqz1DPgwYAKysrzJw5E6dOncLy5csxf/58nD9/Hu3atTO4UxrKM8QksywJP336NMzMzDBixAhcvnwZL7/8MpycnHDv3j0kJSWhRYsWQjyG9oeEMeLElzHGWCU2NjZYvHgxbty4gT///BONGzeGXC5HXFwcvvvuOwDP7wLQrl07XL58GQEBAYiIiMBbb72FkSNHokOHDkJb+vyyN9S40tLSkJKSAuB5wiuXywEABw4cwPHjx7Ft2zb06tULCoUCzZo1w8GDBxEXF4egoCChjb59+8Lb21tvMVWladOmsLOzw/Tp09GvXz/Y29tDoVAYbNILGFaSWT6hzsrKEi5qKygowK+//oq1a9di3759mDBhAl599dVK68DqF1/cxhqs+fPnw9vbW7j3ZkUXL16Ev78/rl+/rvPta0aMGIHXX38dfn5+eoiUsYYpLi4OmzZtgo+PD3777Tfs2bMHEyZMwI8//ojXXnsNEyZMwLBhw5CWloYzZ86guLgYYrEYEyZMAFB7yYehxXX+/HlMnz4dLVq0QOPGjRETEyO0//nnn6Nz587w9vaudES1sLAQI0eOxMqVK+vk1IuGqPy2ysrKwueff46SkhLhKLlMJsOFCxcwY8YMjB49uk5ji46Oho+PD1JSUnDu3Dk8fPgQnp6eyM/PR3FxsXBHDj7Sa2CIMQNz5MgRsrS0rPRq3LgxAaATJ04QEVG7du0oJSWlynb++c9/0rFjx5TeCw8Pp/79+1OzZs3IwsKCPDw8aPv27aRQKJTq3bhxg+zt7Sk/P1/v68dYQ7Jt2zZydXWlDh06UGlpKRERJSUlkZ+fH3Xr1o1CQkJUzldxn3pR44qJiSEbGxv69NNPKTIykrp3706BgYFC+b59++h///sfyWQyIiKSy+VERHTt2jWlaaZeVFQUKRQKSk5Opv3791NwcDCFhYXRkSNH6ODBg0K92hx3ZeOMiOivv/6igIAA+uyzz6i4uJgePHhAc+fOpeDgYKV5ans/YLrjUx2YwRk/fjxkMpnSKzo6GhKJBDNmzMCwYcOQkJCALl264KWXXlLZRlRUFJ48eYIRI0YI7+3duxejR4/G2LFjkZSUhIyMDKxZswZr166tdGTXw8MDbdq0EW75w5ixof//MXDOnDkYPHgwGjVqJPxy0qpVK3z66ac4ePAgJk+erHL+2v6Z2RDiagjnGzdU5e8b/PjxY0RERGDHjh1wcHBA3759kZqait9++w3jx4+vkyOrZbd9A4DIyEgUFhZi0KBBMDExwa5du9C0aVPk5uZWuqiOj/QaHk58mcGLiYlB//79MW3aNOzcuRMmJiaIjIwUnnGuytGjRzFgwADhSyUnJwfvvPMOgoODMWfOHFhbW8PMzAy+vr749ttvERISgsjISKU2hgwZIpwzyJixKbuVFQBs27YNEokE06ZNE8rFYjHc3NwAoE4fbmBIcRnq+cYNnSEmmWXxLF68GPv27cPJkydx6tQpeHl5CQdZpFIp+vfvX2sxMP3gxJcZtFOnTsHX1xdLlizBpk2bhPdTUlLw2muvVTnfr7/+ii5dugjTFy5cQG5uLiZOnFiprpeXF9q2bYvTp08rvd+1a1dcvXpVD2vBWMNUPsncvHkzUlNT8emnn1aqV1uPgG0Icf3nP/+Bk5MToqKiMHfuXHz99ddo1qwZ/P39MW3aNPzwww8YM2YMpk+fjldffRVJSUmYPXs2Zs6cCYCP9KpiSElm+T+ebt26hczMTISEhOCnn35C586d4eHhgaCgIBw5ckT45ZC3qWFrpLkKY/Xj8OHDmDp1KjZs2CA8kadM+SuhVcnMzISVlZUwXXZj+ObNm6us37x5c+Tl5Sm9Z2VlhWfPnlUndMZeGGVH0dzd3dGhQweIxeJ6jug5Q4mra9eu6N69O9auXQuRSASZTAYTExMkJydj2bJlCAwMxLNnzzB58uRKp1/U5k/zDVH5I73lk8xx48ZhxIgR8PDwwCuvvIKpU6eiXbt2AOru9IazZ8/Cy8sLL7/8MgYNGoShQ4di0qRJeP/99zFv3rw6iYfpBx/xZQZp586dmDJlCr744otKSa82bGxskJ2dLUx36tQJABAbG1upbl5eHu7evSvUKZOdnV1losyYsRGLxQgODsabb75Z36Eoqc+4DOl844auYpLZsmVLIcns3bu3kGQ+fPiw1pLMiqfGlMXj7++PS5cuoWnTpnjppZfg6uqKFi1a4N///jfatGmDNm3aCPPwNjV8nPgyg7Np0ybMmzcPhw4dqvbtxF555RXcvn1bmO7WrRv69u2LNWvWVKq7efNmNG3aFG+88YbS+zdv3lS6ByNjxq7sVxRD+ym3vuIypPONGxpDSDIzMjLw+PFjAFB6tHV4eDiSkpLw9OlT3Lp1CwkJCZg/fz6ioqJw9+5dDBkyBObm5pgwYQLmzZsHwPD2CVY1vo8vMyjLli3Dpk2b8N1336k9h1eTyMhITJ06FUlJScIFbo8ePUL//v0xaNAgbNq0CU2aNMHHH3+M4OBgHD9+HFKpVKmNHj16YPr06WovomOMsbIjj5cuXUJwcDCGDh0qJETsuYyMDBQXF8PJyUnpfsbh4eHo1KkTmjZtirS0NCxevBiHDx/Gzz//jOjoaPTp0wfFxcVQKBR6vQ/zzz//jOXLl0MkEuHTTz9Fx44dATw/EPLDDz+ge/fusLCwQNeuXXH//n0kJyeje/fuSE5OhpWVFf773/8KbfHpDQ0LJ77MYFy/fh2enp4wNTWFmZlZpfKePXsiIiJC6/b++c9/Yvny5Rg9ejRWr16N1atXQy6Xo6ioCPv27YOLiwukUikaNWqEpk2bYvLkyfj8888BPL9B/sCBA5GYmAgLCwu9rSNj7MUlk8kQEBCAbt26GdwpIfXJ0JLMn3/+GUOHDsXHH38MT09PeHh4AADOnTuHSZMm4erVq7C1tcXBgwchkUgwePBgEBGaNGmC4cOHY8GCBXX+sAymP5z4shfWhQsXMGfOnGo9uW3kyJEYM2YMf3kxxnSSnZ2tdGGtsTO0JDMrKwvjx4/HxIkTMWPGDOF9hUKB5ORkfPfddzAxMcHcuXPx888/4+TJk1i/fj2ys7OxadMmODo6wt/fX2/xsLrHiS9jjDGmZ/zzt2EmmdnZ2Rg7diy++OILvPzyyxCJRErb6f79+zhz5gyys7Nx7do1SKVS4bSVlJQUODs7A+Dt25Dx7cwYY4wxPeOk6HkfKBQKSKVSKBQKIck0MTFBmzZtMGLECJw5cwbr1q0Tkkzg+cWKs2fPrpUk8+HDh7hz5w4sLS2VfgksW0b79u1haWmJbdu2IS0tTekaj7J4ytaNNUx8VwfGGGOM6V3FJLMsWSz7obl9+/YYO3Ys8vLy6iTJJCI4OTmhZcuWSE5OBvD8bg5ly0hMTMSWLVvg5OQEf39/TJw4EatXr650j3fWsHHiyxhjjDG9MsQkUyQSwc7ODs2bN8cHH3wAADA1NUVBQQEAID8/H7/++iseP34MZ2dnDBo0CGPHjoWlpWWtxcTqHie+jDHGGNMrQ0wyy440r1q1Cjk5OQgICAAAmJubAwD8/Pzg7OwMJycnAECHDh3QtWvXWouH1Q9OfBljjDGmV4aYZJadMvGPf/wDkyZNwrlz59CvXz+sX78enp6e6NChA9atWweAHzjyIuO7OjDGGGOsVshkMuzevRtff/01zMzM4Ovri6+//hqdO3fGwYMHASg/rriu5Obm4s6dO9i2bRtcXFxga2uLBQsWAIDSAzbYi4cTX8YYY4zVmoaUZBpaPEz/OPFljDHGWJ3jJJPVB058GWOMMcaYUeCL2xhjjDHGmFHgxJcxxhhjjBkFTnwZY4wxxphR4MSXMcYYY4wZBU58GWOMMcaYUeDElzHGGGOMGQVOfBljjDHGmFHgxJcxxhhjjBkFTnwZY4wxxphR4MSXMcYYY4wZBU58GWOMMcaYUeDElzHGGGOMGQVOfBljjDHGmFHgxJcxxhhjjBkFTnwZY4wxxphR4MSXMcYYY4wZBU58GWOMMcaYUeDElzHGGGOMGQVOfBljjDHGmFHgxJcpSUxMhEgkglgshqWlJdzc3BATE1PfYelEKpXCzMwMYrEYYrEYvr6+SuVpaWkYNmwYLC0t0bFjR0RGRlbZli51q0PX9rds2YL27dvD3Nwcrq6u2Lp1a7WXXV/b2pD6vzrLeBG2QU0UFRVh+vTpaN26NSQSCXr27IlLly4J5er2P0375o4dO+Dp6YnGjRtjxYoVauOYNWsWnJycIJFI4O7ujpMnT9bZOmqKVdv1KOuHspeJiQk2bdpUZX19jj3GjBYxVs73339Pbm5uRESkUCho6dKl1KFDh3qOSjc+Pj4UEhJSZfn48eNp+vTplJeXR8ePHycbGxvKyMiocd3ypk2bRnv37tVYT5f2AwMDycPDg65fv05yuZyuXbtGXbp0ocDAQI3LUaW+tnVd9D8Rb4PaIpPJKCgoiB4+fEilpaV06NAhsrW1pdzcXCJSv/9p2jePHTtGx48fp4kTJ9Ly5cvVxvH7779TYWEhERFduXKFJBIJpaena4xfm3GhaR01xarLepRJSUkhU1NTevDggcpyfY89xowVJ75MSVBQEE2ePFmYDgsLIxsbm3qMSHfqvlxzc3OpcePGlJycrFR/z549NapbkTZfrrq0n5aWRhYWFnTv3j2l92/fvk3m5uaUmpqqMaaK6mNb11X/E/E2qEtOTk7066+/ElHNEt8ys2fP1jphJCK6evUqmZmZUWxsrMa62v5BVFH5dSxPXay6rMeGDRuoT58+KstqY+wxZqz4VAemJDY2Fp6engCAlJQUrFu3DuPHj6+3eIYPHw5ra2uVr7Vr11Y538KFC2FnZ4dBgwYhLi5OeD8+Ph5isRgtW7YU3nN3d8ft27crtaFL3erQpf1Lly6hbdu2cHV1VXq/c+fOaNmyZaWfYbWhj22t6/YxpP7XdRmGug1qorr7V3nx8fHIzMxE+/bthfeq2v80lenK398f5ubm8PLyQv/+/eHu7l6j9qqiah31LSQkBFOnTlVZVhtjjzFjxYkvUxIbG4tly5YJyYCbmxs++eSTarV148YN7N69u0bxhIWFISsrS+Xr/fffVznP+vXr8eeffyIpKQmDBg2Cr68vcnNzAQAymQwSiUSpvkQigUwmq9SOLnUB5SQiNDQU/v7+apOImsZSxtraGvn5+SrL1NG0rV977TU8ffpUbRu6bp/a7H/gxdsG0dHRkEql8Pb2xrBhw5CSkoLBgwdDKpXCysoKUqkUUqm0UrtFRUXo2bMnxGIx7t+/X+Xyq7N/lVdQUIDJkydj6dKlsLKyAqB+/1NXVh3bt2+HTCZDREQEBg8eDJFIpLKeruNC0zrqW1xcHO7du1flHz21MfYYM1aN6jsAZjhkMhkePHiAzMxMSCQSbNy4EYcOHUKTJk2q1V7Xrl3RrVs3/Qaphe7duwv/f/fdd7Fnzx5cvnwZgwYNglgsRk5OjlL9nJwciMXiSu3oUhd4nkSU8fPzg1QqhZ+fX5Vx6tJ+27Ztce/ePcjlcjRq9PduW1xcjPj4eLRt27bK5aiizbZ++vQpHBwcdGpXk9rsf+DF2gbp6elYtmwZwsLCIJFIkJiYiOLiYoSHhwMA+vTpg+joaJVtN27cGMePH8d7772nU0y6KCkpwfjx49G+fXssW7ZMeF/d/qeurLpMTU0xYMAAbNmyBa6urhg6dGilOrqOizJVraO+hYSEYMSIEbC2tlZZru+xx5gx4yO+TBAXF4eXXnoJ1tbWMDExwTvvvIOEhATh58jY2Fj06NED/fr1w0cffQQiwttvv43+/ftj+PDhyM7ORnR0NEaNGoWRI0fi2LFjCAwMVFmvYltV8fX1rXTlc9lr9erVWq2XiYkJiAgA4OrqCplMhpSUFKH81q1bcHNzqzSfLnWrQ5f2u3fvDltbW4SGhiq9f/DgQdjb28PLy0unZWva1rm5uWjWrJnGdnTdPobU/7ouo663walTpzBlyhThSJ+Li4vWCY6JiYlWf7RUd/9SKBSYMmUKRCIR9u/fX+WR1rJYyvY/Xcp0JZfL1R7d1pUu61jT5YSGhmLKlClV1tH32GPMqNXrGcbMoGzfvp0GDx6s9N6IESNo1apVRES0ceNGOnToEBERlZaW0okTJ4SyEydO0Pr16ykqKooGDhxIRERRUVEUEBCgsl7FtvTl2bNnFB4eToWFhVRUVESbN28mBwcHysrKEuqMGzeO3nrrLcrPz6eTJ0+qvYpfl7rVoUv7Fy9eJAcHB4qKiiIionPnzpG9vT1dvHhR5+Vq2ta//PILzZw5U+d2tWFI/a/rMupyG6xZs4bCwsKqnL93794alzFt2jSKj4/XOTZNZsyYQd7e3lRQUKD0vrr9T5t9s6SkhAoKCmjGjBkUEBBABQUFJJfLKy0/KyuLvvrqK8rNzaWSkhI6cuQINW3alK5fv17r66hNrNquBxFReHg42dnZUUlJidp49Dn2GDNmnPgywezZs2nRokVK723bto3+9a9/ERFReno6zZs3j9544w06ffo0rVu3jrp27Uo+Pj7Uu3dveu+99ygqKoqWLl1KRH8nvqrqVWxLX1JTU+mVV14hsVhMzZs3p379+tG1a9cq1fH19SVzc3NydXWls2fPCmVDhgwREg9NdSsaMmQIWVpaqnyVb1PbWMpbtWoVWVpakqmpKbm4uBARkYuLC5mamqptvyqatvXevXtp8+bNOrWpLU3rXH4b6NL/ZfO+KNtg//799MUXX1Q5f30lvomJiQSAzMzMlPr3p59+Urv/abNvLl++nAAovcruwFB+XGRnZ5NUKiUrKyuSSCTk6elJR48erTJmXceFunXUJlZ1ZRXXZcqUKTRv3jy1fa7vsceYMRMR6el3JvbCKygogLm5OYqLi9G7d28EBAQgISEBixcvBvD8fLiLFy8iIiICK1euRHR0NCIiIvDqq69WqieXy5Xaunr1an2uGqvg3XffxYABA/Daa6/VdyhGKz09HWPHjhXO8U1KSkJpaalwukOfPn1w4cIFoX5KSgqcnZ2V2vDz80NgYGCt3o2AMcYaEj7Hl2ktNDQU3t7e6NWrFyZPnoxRo0YhISEB/fv3R79+/XD69GmV86mqV7EtZlh+//13LF++HAMHDsTQoUP1dh4m016LFi0QHByMkSNHwtvbG/7+/mjatKnKunK5vNLFWqNHj0Z4eDimTZuGb775pg4iZowxw8dHfBljrIG7cuUKbt26henTp9d3KIwxZtA48WWMMcYYY0aBT3VgjDHGGGNGgRNfxhhjjDFmFDjxZYwxxhhjRoETX8YYY4wxZhQ48WWMMcYYY0aBE1+mJDExESKRCGKxGJaWlnBzc0NMTEx9h1WloqIiTJ8+Ha1bt4ZEIkHPnj1x6dIloXzHjh3w9PRE48aNsWLFCpVtrF+/Hq1atUKzZs3wz3/+E7m5uQAAqVQKMzMziMViiMVi+Pr6qpz/0qVLMDExwcqVK9XGWtVy9OHGjRvo3bs3JBIJXn75ZezatUupXF0/aJq3TFk/lL1MTEywadOmKmPasmUL2rdvD3Nzc7i6umLr1q3VXr+GNi7Vqcm2uH37Nry9vSGRSNC5c2dER0drLNO0jwBAWloahg0bBktLS3Ts2BGRkZFVxq9LXV1pilVT+axZs+Dk5ASJRAJ3d3ecPHlSqX11/aft/l6f+wHw/MEm8+bNQ6tWrSCRSODm5ob169ejtLS0Ru1WhzZjC9DuM7I2x5Uuy9B2nbTl4uICCwsLYbw4OjrWZBWYPtTjU+OYAfr+++/Jzc2NiIgUCgUtXbqUOnToUM9RVU0mk1FQUBA9fPiQSktL6dChQ2Rra0u5ublERHTs2DE6fvw4TZw4kZYvX15p/m3btlG/fv3o4cOHpFAoKDY2lgoLC4mIyMfHh0JCQtQuv7S0lHr06EHdu3enjz76qMp66pajzrRp05QedVqVLl26UFBQEJWWltK1a9dILBbTnTt3hHJ1/aBpXlVSUlLI1NSUHjx4oLI8MDCQPDw86Pr16ySXy+natWvUpUsXCgwM1LguqjS0calOdbdFcXExtWvXjrZu3UpyuZzOnj1Ltra2lJ6errZM0z5CRDR+/HiaPn065eXl0fHjx8nGxoYyMjJUxq9L3fK0GcuaYtVU/vvvvwv71ZUrV0gikVB6errG/iPSbn+vqK73g6dPn1L79u1pxowZlJKSQkREN27coBEjRpBCoahWmzWhzdjS9jOyNseVLsvQZp100aZNGzp//ny15mW1gxNfpiQoKIgmT54sTIeFhZGNjU09RqQ7Jycn+vXXX5Xemz17dqUkQy6Xk5OTE92/f19lO9p8Ee7YsYPmz59P06ZNq/JDXdNy1NH2Q10sFtO9e/eEaS8vL/ruu+8q1VPVD9rOW96GDRuoT58+KsvS0tLIwsJCqU0iotu3b5O5uTmlpqZqWp1KXoRxWZGu2+LmzZuV1nngwIG0c+dOtWWqlN9HcnNzqXHjxpScnCyU+/j40J49eyrNp0vdinRJUKqKVZfyq1evkpmZGcXGxhKR+v4jql7iW9f7wfjx42nChAk6z1eXKm4PbT4j62Jc1WQZ6sYggEptlh9HnPgaHj7VgSmJjY2Fp6cnACAlJQXr1q3D+PHj62z5w4cPh7W1tcrX2rVrNc4fHx+PzMxMtG/fXmPdR48eIT8/H99++y0cHBzQsWNH7Ny5U6nOwoULYWdnh0GDBiEuLk6pLCMjA1u2bEFQUFCNl1NT8+bNw8GDByGXy3HlyhUkJSWhZ8+etTZvSEgIpk6dqrLs0qVLaNu2LVxdXZXe79y5M1q2bFmtnw3re1xWpabjtSJN24IqPG+IiHD79m2NZeVV3Efi4+MhFovRsmVLoY67u3uV82pbVx807c+qyv39/WFubg4vLy/0798f7u7uQpmmPlK3v6tSl/tBQkICjh49iuDgYJ3m05Y+xnLF7aHtZ2RdjKvqLkOX7xTWMHDiy5TExsZi2bJlwgeEm5sbPvnkE6E8OjoaUqkU3t7eGDZsGAYNGgSpVAorKytIpVJIpdJKbcbExKBnz57o06cPFi5cqHb5YWFhyMrKUvl6//331c5bUFCAyZMnY+nSpbCystK4rikpKcjOzsa9e/eQmJiIb775Bh988AHOnz8P4Pk5uX/++SeSkpIwaNAg+Pr6Kp2XGxAQgAULFsDa2rpGy6mo/BdQaGgo/P39NX4B+fr64sCBAzAzM0OvXr2wbt06ODk5aeyD6swbFxeHe/fuVZl4ymQySCQSlWXW1tbIz8/XKq7ydB2XKSkpGDx4sMaxCQBnzpyBt7c3pFIpFixYALlcrnVcNRmvqqjbFh07doS1tTU2b96MkpIS/Pjjj4iJiUFeXp7asvJU7SOqtpdEIoFMJqsUny51geqNZXWxalO+fft2yGQyREREYPDgwRCJRBr7D9C8v1dU1/tBZGQkXF1d0bFjR5Xl0dHRaNOmDQYMGACpVIqDBw8qlQUGBqptv6ZjWdX20PYzsi7Gla7LqGqdqsPX11eIb9GiRdVuh+lJfR5uZoYlNzeXRCIRPXv2jEpLS2ndunXUrVs3oTwtLY369u1L2dnZRET0559/Cue29e7du8p2Hz16JJx398Ybb1BcXJzeYy8uLqZhw4bRG2+8ofJcN1U/K//2228EgBITE4X35s6dS++//77KZXTs2JHCw8OFeT09PUkulxMRqf0ZT9fllKfNz3gZGRnUrFkz+uabb0gul1NsbCw5OTnRtWvXKtWt2A+6zFtmyZIlNH78+CrLL126RLa2tlRSUqL0flFREVlbW9Ply5fVrk9FNRmXROrHZlpaGvXp00c4f2/dunX06aef6hRfdVVnW8TGxpK3tzfZ2NjQ4MGDadKkSRQUFKSxjKjqfeS3336j5s2bK8U2d+5cWrx4caWYdalbkS6nOmjanzWVlxk+fDj98MMPwrSmPiqv/P6uSl3vBx999BENGDCgyvKoqCgKCAggIqKCggIaOnQoXblypVJZbVC1PXT9jKztcaXrMrQdY+BTHRocPuLLBHFxcXjppZdgbW0NExMTvPPOO0hISBB+8jt16hSmTJki/NXs4uKCtm3bamzX2dkZTZs2BQA0atQIpqamVdb19fWtdNV02Wv16tUq51EoFJgyZQpEIhH2798vHOHRpEOHDmjSpIlSfXXzmpiYCD+VxsTE4O7du3B2doajoyMOHz6MdevW4c0336zxcnSVkJAAS0tLjBs3DqampujatSt69eql1V0PdJ1XoVAgNDQUU6ZMqbLN7t27w9bWFqGhoUrvHzx4EPb29vDy8tJp/WprXALADz/8gKlTp0IsFgMA3nnnHRw7dkzr2KozXquizbbo2rUrYmJikJGRgTNnzuDBgwfo3r27xjJ1+4irqytkMhlSUlKE927dugU3N7dKMepSt7o07c+67O9yuRz3798XptX1UUXl93dVMdb1ftC6dWskJydrVdfMzAxLlizBiRMntG6/umO5qu2hy2dkXYwrXZah63dKYWGh8P/s7Gy9xcxqSX1n3sxwbN++nQYPHqz03ogRI2jVqlVERLRmzRoKCwtTOa+6o2plfvvtNxo6dGjNA61gxowZ5O3tTQUFBZXKSkpKqKCggGbMmEEBAQFUUFAgHIEgen4EetasWVRYWEh37twhe3t7+umnn+jZs2cUHh5OhYWFVFRURJs3byYHBwfKysoiIqK8vDx6/Pix8JowYQK999579OzZM5UxVrUcfcjKyiKJRELff/89KRQKun37Ntnb29PZs2c19oM285YXHh5OdnZ2lY5iVXTx4kVycHCgqKgoIiI6d+4c2dvb08WLF3Vev5qMSyL1Y1PVvFVdrKQvNdkWsbGxVFBQQHl5ebR+/Xrq0aOHVmXq9hEionHjxtFbb71F+fn5dPLkSbVX1OtStzo0xVpVeVZWFn311VeUm5tLJSUldOTIEWratCldv35dqFNVH2na3yuqj/0gMzOTHBwcaOXKlZSXl0elpaV05coVWrBgARFVPqr7xx9/0IwZM1SW6VNV20PXz8jaHle6LEPTGCwPAH344YdUWlpKZ8+eJRMTE9q+fbswNviIr+HhxJcJZs+eTYsWLVJ6b9u2bfSvf/2LiIj2799PX3zxhcp5NSW+T58+pT59+tCTJ0/0E+z/S0xMJABkZmZGlpaWwqssqVy+fDkBUHqV/1ns2bNnNHbsWBKLxeTi4iKsX2pqKr3yyiskFoupefPm1K9fP7U//1f8GW/IkCFCYqZuOaoMGTJEaV3Kv8q3Wd6PP/5IHh4eJBaLqXXr1rR27VqlcnX9oG7eiusxZcoUmjdvXpWxExGtWrWKLC0tydTUlFxcXIiIyMXFhUxNTdWuQ1VqMi6J1I/Nffv20ZdffilMFxYWUv/+/YmI6MSJE7R69WqaP3++TvFqUt1tQUS0YMECsrKyombNmtHYsWPp8ePHGss07SNEz8e7r68vmZubk6urq1KyXXEMqKtbka5jWVOs6sqzs7NJKpWSlZUVSSQS8vT0pKNHj2rVf5r2d0PYD4iIbt26RUOGDCFbW1tq3rw5eXl50e7du4mocnIbGRlJH374ocoyfdFmbJXR9BlZm+NKm2WUxaPLOhE9T3xnz55NLVq0oH79+tGyZcvIxsaGHj58SESc+BoiTnyZ1iqeS/nw4cMqz/F99OiR8P/CwkIaMGCA2lsSMVZd6sYlkfqxWfYHmUwmI6Ln5/hu3bpVqf6sWbNqK3TG9KbiOb7Dhw+nq1evVipj+oUK5/gyw8fn+DKttWjRAsHBwRg5ciS8vb3h7+8vnLtbnlwuh5+fnzB94MAB3Lx5E4sXL4ZUKq3RU3AYq0jbcQlUHpv29vZYunQpXnvtNfj4+ODRo0d4++23hfK1a9firbfequ1VYEwvQkJCMGDAAAwZMgQTJ07Eq6++KpR99dVXGDhwIAYOHIiwsLB6jJKx+iUiquLsfcaq6cqVK7h16xamT59e36EwpkSXsbl69Wrcu3cP3bp1wzvvvKPXCxIZYy8GkUiE5ORkpfsDM8PGiS9jjDHGGDMKfKoDY4wxxhgzCpz4MsYYY4wxo8CJL2OMMcYYMwqc+DLGGGOMMaPAiS9jjDHGGDMKnPgyxhhjjDGjwIkvqyQ9PR3z5s1Dq1atIJFI4ObmhvXr16O0tLS+Q6t1UqkUZmZmEIvFEIvF8PX1rbJuWloahg0bBktLS3Ts2BGRkZF6j0eXZezYsQOenp5o3LgxVqxYUe1luri4wMLCQugDR0fHarfFY0m7sTRr1iw4OTlBIpHA3d0dJ0+e1Hs8DXksJSQkoFGjRigsLKx2LOro0je1vd/r2r6+4nFxccGFCxeU3luxYgVmzJhRrfYYM1Sc+DIlqamp+Ne//oXCwkL88ssvyMnJQWhoKC5cuAATE+MYLrt27YJMJoNMJsPp06errDdnzhw4OjoiLS0NGzZswIQJE5CZmamxfT8/P+zbt0+rWHRZhpOTE1asWIHXX39dq7bVCQ8PF/rgyZMn1WqDx5L2Y2nRokVITExETk4O9uzZg8mTJyMjI0Nj+8YylmJjY9GxY0eYmZnVOB5VdOmb2t7vdW2/uvEwZqyM49uHaW3u3Lnw9PTEzp078dJLLwEAPDw8cOLECX5yVTkymQzff/89goKCYGFhgZEjR8Ld3R3Hjx+vt2WMHj0aI0eOhLW1tca2RSIRHj16JExLpVIcPHhQX6ED4LGki06dOgmPWRaJRCguLkZKSore2m/oYyk2NhYeHh56bbOMLn1T2/u9ru3rWr8uthVjho4TXyZISEjA0aNHERwcXN+h1Njw4cNhbW2t8rV27Vq18y5cuBB2dnYYNGgQ4uLiVNaJj4+HWCxWekylu7s7bt++rbd1qItl1JYXaSwB1R9P2oylMv7+/jA3N4eXlxf69+8Pd3d3vcXfkMcSAMTFxaFr164a61VnO+nSN7Xdj7q239C3K2P1gRNfJoiMjISrqys6duyosjw6Ohpt2rSBVCrFiBEjkJ+fr5flRkREaH0eYVFREXr27AmxWIz79+9XWS8sLAxZWVkqX++//36V861fvx5//vknkpKSMGjQIPj6+iI3N7dSPZlMBolEovSeRCKBTCZT2W75L+TQ0FD4+/tr/ELWdRn65OvrK8S3aNEinedvCGMJAGJiYtCzZ0/06dMHCxcurLJedcaTtmOpzPbt2yGTyRAREYHBgwdXeVTc2MYSoP0R3+psJ136prb3e13b1/d2Lb+ttDlIwFhDxIkvE6SmpiodOVBlypQpiI6Oho+PD44cOVJHkf2tcePGOH78OMaNG1cr7Xfv3h1isRjm5uZ499130axZM1y+fLlSPbFYjJycHKX3cnJyIBaLVbZb/gv5jTfewPbt2zV+Ieu6DH06ffq0EN/mzZt1nr8hjCUAaN++PWJiYnDhwgWkpqbi5s2bemtb27FUnqmpKQYMGICIiAicOnVKZR1jG0s5OTlITEystVMddOmb2t7vdW1f39u1/LbSdJCAsYaKE18maN26NZKTk7Wq6+7ujkePHiE2NhY9evRAv3798NFHH4GI8Pbbb6N///4YPnw4srOzER0djcDAQAB/H5ErKSnB66+/jsGDBwsXfJSWlmLy5Mnw8fHByJEjK32gA4CJiQkcHBw0xufr6ytcSV7xtXr1aq37xMTEBERU6X1XV1fIZDKl8zBv3boFNzc3rdvWpLaXUf4K+ezsbL20WaYhjCUAcHZ2Fs6tbdSoEUxNTVXW08d4qmosqSKXy9X+oqGrhjyWbt68CVtbW+E8cXWqs5106Zva7kdd269OPLW5rRhrCDjxZYIRI0YgOzsbq1atQn5+PhQKBa5evaryJ+ALFy7A1dUVERERWLhwIaKiohAQEICwsDC0atUK586dw+zZs/Hll1+qXNb3338PDw8PhIeHo0OHDgCAY8eOCUfgRo0ahZ07d1Z7XU6fPi1cSV7x9cEHH6icJysrC2fPnkVRURGKi4vx8ccfIzMzEz169KhUVywWY9SoUVi+fDkKCgoQFhaGuLg4jBo1SmNs+/btg5+fn8Z6ui5DLpejsLAQpaWlSv+vyoEDB6BQKBAREYG4uDjk5uZCLpdrjEsbDW0sXb9+Henp6ejcubPKcl3Hky5jKTs7G6GhoZDJZJDL5fjmm28QFRUFb29vtTEDxjGWYmNj4ebmhsLCQuFVXFyssm519ntd+qa293td269OPLW5rRhrCDjxZYLmzZsjMjISFy5cQOvWrdGiRQvMmTNH6SKbkJAQSKVSpKamYuzYsfDz88PPP/+MSZMmITw8HL///jsOHz4MqVSKdevWISMjQ+lcxbIjXgkJCXjllVcAQPj3/v378PLyAgD06NFDr0e8tFFSUoKlS5eiRYsWcHR0xMmTJ3Hq1ClYWVkBeH40qfxRo+3bt+Ovv/6Cra0tFi1ahMOHD8PGxkZl29U9YqhuGRXjWblyJczNzbFr1y6sWrUK5ubmCAkJqbLt1NRUODg4YPXq1QgMDERgYCD++usvnfqsKg1pLKWmpmL+/PnYs2ePXtYd0DyWgL+3n0gkws6dO9GyZUvY2tpi7dq1CA0NRbdu3VS2bWxjKTY2FjExMTA3NxdeEydO1EvbZXTpm9re7zW1X5N4gNrdVow1BCLS9rc3ZvSio6MRERGBlStXCu8VFBTA3NwcxcXF6N27NwICApCQkIDFixcDeJ4A3LlzB1u3bsWePXuwceNGyGQydO7cGffu3UNgYCBWrlwJuVyOLl264ObNmwgKCsLu3bvx7NkzLFmyBCkpKXB2dlaKxc/PD4GBgWjfvn2d9sGLQiQSITk5WeN5uLXFUMZSUVERhg0bhnXr1glJM9NNfY8lpj3eVozxEV9WQ6GhofD29kavXr0wefJkjBo1CgkJCejfvz/69euH06dPo2vXrkhNTcWQIUMQHx8PABgzZgyuXbuGQYMG4cGDBwCe3zs0Pj4ePj4+OHbsGGbOnAm5XF7p58HRo0cjPDwc06ZNwzfffFPXq8xqSX2MpQMHDuDmzZtYvHgxpFIpLl26VNerzRhjrA7xEV9m0K5cuYJbt25h+vTp9R3KC8UYj/zwWKodxjiWGireVoxx4ssYY4wxxowEn+rAGGOMMcaMAie+jDHGGGPMKHDiyxhjjDHGjAInvowxxhhjzChw4ssYY4wxxowCJ76MMcYYY8wocOLLGGOMMcaMAie+jDHGGGPMKHDiyxhjjDHGjAInvowxxhhjzChw4ssYY4wxxowCJ76MMcYYY8wocOLLGGOMMcaMAie+jDHGGGPMKHDiyxhjjDHGjAInvowxxhhjzChw4ssYY4wxxowCJ76MMcYYY8wocOLLGGOMMcaMAie+jDHGGGPMKHDiyxhjjDHGjAInvowxxhhjzChw4ssYY4wxxowCJ76MMcYYY8wocOLLGGOMMcaMAie+jDHGGGPMKHDiyxhjjDHGjAInvowxxhhjzCj8H14tbVAjOfI8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.2 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 17.7 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 930.5 ± 41.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 10811.5 ± 526.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 6.4 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 83.8 ± 0.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 42.6 ± 0.6 $\\mathrm{\\mu F}$   $L$ = 2825.8 ± 227.1 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4.9 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 204.9 ± 7.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1154.0 ± 32.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 17.7 ± 0.8 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 199.0 ± 2.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 225.4 ± 2.9 $\\mathrm{\\mu F}$   $L$ = 7560.6 ± 366.6 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 16.7 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 638.2 ± 25.7 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 2820.0 ± 129.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 12.2 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 167.6 ± 1.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 109.6 ± 1.9 $\\mathrm{\\mu F}$   $L$ = 10234.9 ± 330.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 12.3 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 17861.5 ± 435.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 115810.7 ± 4091.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 0.0 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 28.2 ± 0.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 4.5 ± 0.0 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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YsWNZs2YNHTp0wMrKit69exMeHs6AAQMIDw+nW7du2NnZFepeQpQH0uMryoXMxNDPzy9fPTWPPvoo//77L1qtFn9/f6Mj+9g1vV7P/v37DeeXLl3i6tWr1K9fv0DxzZw5k/Hjx/Pzzz/TsmXLAj22OGg0GurVq0diYmKJ3+vJJ58kMTGRvXv3Gsr27t3LnTt3jMY8FoSjoyM9e/Zkx44dZnu2zH0Psxs6dChubm58/PHHRuV//vknqampfPHFFzz55JPUqVOHq1evGl3Tt29fTp8+zZo1a3K0++mnn2JtbU3Pnj0L9fxy88cff+Q4z/z5y8/P8e7du3n++ed56aWXaNKkCbVr1+bUqVPFHmdBPfnkk5w4cYJ//vnHULZ582ZsbGxo2rTpA4ujQYMGACQmJtK1a1eOHj1q1IP82GOP8eKLL/LXX39hbW1NzZo18fLyYvPmzYY2kpOT2bVrl+HnuyR+B7Lr2bMntra2LF26lIULFzJgwACz73uPPPII27Zty7W9xo0bM2bMGHbs2EFISAjfffedoa5///5s3bqV48ePs2nTJvr371/k+IUoy6THVzyUnn76aYKDg+nSpQuffvop9erV4/r162zatImnn36ap556CsjokXnjjTf48ssvqVSpEm+++SaBgYFGSwZl9jQmJCSg1WoN/0Fm/of62WefMXbsWJYuXUqdOnUMH51XqlQJJyenfMWbkpKS4yN3CwsLPDw8clz7119/MXHiRF566SUaNGiAtbU1O3fuZOHChfTp0ydf97t+/TrXr183JEjHjx/n1q1b+Pr64urqmutj69evz7PPPsuwYcOYP38+AMOGDeO5554z+lj3+PHjpKamEhsbS2JiouF1bNKkicl2582bx8yZM3Fzc8vXczDF0tKS6dOn5+j1DggIQK/XM2vWLLp3784ff/zBrFmzjK7p3bs3P/zwA2FhYXz88cd06NCBu3fv8v333zN79mxmz55N9erVCx2bOX/88QcfffSRIfH//vvvDROO8vNzXKdOHVasWMHu3btxd3fn66+/5vz58zzyyCPFHmt2ly5dIi4uzrD0Vub319/fH3t7e9q3b09gYCADBgzg888/58aNG7zzzjsMGTIk38OAlFImh6J4eHhgYWGRozwkJIQ+ffrw2GOP4ebmxvHjx/nggw+oV68e9evXx8LCAmdnZ6PHVK5cGVdXVxo2bGgoe+ONN5g+fTr16tWjTp06TJ06FXt7e/r27Qvk/3egsCpVqkTfvn2ZNGkSN2/eNPpj8P3332f//v2GyYvvvPMOzZs3Z+jQoYwcORJbW1t27dpF+/bt0el0zJs3j86dO1OtWjXOnTvHkSNHGD58uKG9Fi1a4OfnR9++fXF3dze7jrAQD43SHGAsRH7ktdxX5nJm90tISFCvvfaaqlatmrKyslLVq1dXL7zwgjpz5oxSKmti1Jo1a5S/v7+ytrZWrVq1yrFMGJDj8PPzM9T7+fmZvCY/E+Eyn5+px1erVs3oHpmT22JiYtQbb7yhgoKClIODg6pcubKqX7++mjhxorp7926+7jlx4kST91y0aFG+Hh8XF6f69eunHBwclIODg+rXr5/R0mCZMZu6R6a8Jq8VdHJbdk888USOyW1ffvmlqlq1qrK1tVVt27Y1LF+WfWJfenq6mjVrlmrUqJGytbVV9vb2KiQkRG3YsMGo/eJezuzFF19UlStXVp6enurjjz82uiavn+O4uDjVrVs3ZW9vrzw8PNQ777yjhg8fbjSh8P4JXObirFKlivr666/zFbu5n9vt27cbrrl48aIKDQ1VlSpVUq6ururVV181TD7MS+bkMFNH5u/o/e8N06dPV8HBwcrNzU3Z2NgoPz8/NXjwYKMl1e5n6rXR6/Vq4sSJysvLS9nY2KhWrVqpo0ePGl2T1++AqZ/Nzz77zOi9QymlxowZo5o2bZojroMHDypAtWjRwqh84MCBOdrYtWuXeuqpp5Stra1ycnJS7dq1U1evXlXXr19X3bp1U1WrVlXW1tbKx8dHvfPOO4aJfZnGjx+vAPXmm2+afZ2EeFholCqmlf6FKGcWL17MqFGjHsjwACGEEEKUPhnjK4QQQgghKgRJfIUoQZcuXTJahur+4/4lp4pDeHi42ftln81uzvTp080+vmPHjsUe78Nq165duX7vy7IH8TMQGBho9h65bUQihBBFIUMdhChB6enphsk/ptSoUSPHkkdFdfv2bf7991+TdVZWVvj5+eX6+Li4OOLi4kzWVapUiWrVqhU5xorg7t27XLlyxWx9QZfpepAexM/AxYsXjXZfzK5KlSo4ODgU+R5CCHE/SXyFEEIIIUSFIEMdhBBCCCFEhSCJrxDCoF27dmg0mhxHp06dSuR+v/32m2GNUY1Gw+LFi/P1uP/+9780atQIR0dHHB0defLJJ/n555+NrqlRo4bJ5xIaGloCzyTLnDlzqFmzJra2tjRt2tTkrmtFedxHH32ERqNh1KhRubbXuXNns2uynjhxAo1Gw6+//pqv2IoqLCzM8PpbWlri6+vL8OHDuXnzZo7rnnvuuRyP//PPP9FoNIZhQ9nby340b978QTwdIUQ5JomvEMLg0KFDTJs2jWvXrhkd//d//1ci90tMTKRhw4aGDUTyq3r16nzyySccOnSIP//8k7Zt29K1a1eOHDliuObAgQNGz+HQoUNoNBp69+6d7/uEhYUxadKkfF+/YsUKXn/9dT744AMOHz5MixYt6NixY56TGPP7uD/++IP58+fTqFGjPGMZNGgQ27dvNznG/Ntvv8XPz89oo5aS9vTTT3Pt2jUuXLjA//73P3766SdGjBhR5PayHxs2bCjGiIUQDyNJfIUQAJw9e5Zbt27RunVrvLy8jI787rRVUJ06dWL69On07NkTrTb/b0ddunShY8eO+Pv7U6dOHaZNm4aDg4PRFrIeHh5Gz2HDhg04OjoWKPEtqJkzZxIWFsaQIUOoX78+X3/9Nd7e3nzzzTdFflx8fDz9+vVj4cKFuLi45BlLaGgoVapUYdGiRUblaWlpLFmyhP/85z8mX/P58+dTpUoVdDqdUXnfvn3p3LkzkNFT37x5c+zt7XFycqJZs2YcO3Ys13hsbGzw8vKievXqtG/fnhdeeKFIPc6Z7WU/8tp1UAghJPEVQgBw8OBBLCwsCrTVbW7LXmUe+f2ov7B0Oh3/93//R2JiIi1atDB5jVKKb7/9lv79+xeoZ7kgUlNTOXjwIO3btzcqb9++Pb///nuRHzd06FB69uxJmzZt8hWPpaUlAwcOZPHixej1ekP5Tz/9RGxsLC+//LLJx/Xq1Yv4+Hg2b95sKEtMTGTt2rX079+f9PR0unTpQsuWLYmMjGTfvn288cYbJrcQNufcuXNs2rQJKyurfD9GCCGKQ/GuoySEKLcOHjyITqfD09PTqLxjx45ERESYfMwrr7ySZw9qSS1/dvToUZ588kmSk5Oxt7dn9erVBAUFmbx28+bNnD9/niFDhpRILACxsbHodDqqVKliVF6lShW2bNlSpMctWLCAM2fOsHTp0gLFNGjQID755BO2bNliSKy//fZb2rdvj4+Pj8nHuLi40KlTJ8LDw3n22WcBWLNmDZaWlnTu3JmEhARu3brF888/T+3atQGoV69enrFs2rQJe3t7dDodycnJQEZPt7nrssueuOd23ciRI/nkk0/yjEUIUXFJ4iuEADLG9/bo0YOPP/7YqNzJycnsY1xdXUvt4+W6devy119/ER8fzw8//MDAgQPZsWMHDRs2zHHtggULePzxx2ncuHGubU6fPp3p06cbzlNSUtBoNMyYMcNQtnHjRp566qnieyJ5OHnyJB988AG7d+8ucA9pQEAArVu3ZuHChbRv356rV6/yyy+/5Dlmu3///gwcOJCkpCTs7OwIDw+nR48e2NraYmtrS1hYGB06dKBdu3a0a9eOnj174uvrm2ubrVq1Yv78+dy9e5cFCxZw9uxZXnvtNbPXZXfs2DG6deuW53XOzs65xiCEEDLUQQgBZCS+wcHB+Pv7Gx0eHh5mH1OaQx2sra3x9/enadOmfPTRRzRp0oQvvvgix3XR0dGsXbs2X729r7zyCn/99Zfh6Ny5c46yxx57zORj3d3dsbCwyLF5yL///ouXl5fZe+b1uL179xIbG0tgYCCWlpZYWlqyc+dO5syZg6WlJSkpKbk+p0GDBrFmzRri4uJYvHgxrq6udOnSJdfHhIaGYmlpydq1a4mOjmbLli3079/fUL9o0SL27dtHq1atWLduHXXr1uWXX37JtU07Ozv8/f0JCgriq6++IikpiQ8//NDsddmP6tWr5+s6d3f3XGMQQgjp8RVCcP78eeLi4go0vhdKd6jD/fR6vckkcPHixdjY2NCnT58827i/B9vBwQFXV9d87bJmbW1N06ZN2bx5M7169TKUb968mR49ehT6cV27ds2RbL/88ssEBATwwQcfYG1tnWtcPXv25NVXX2Xp0qUsXLiQAQMG5NlzbGNjQ69evQgPDyc2NhYvLy9CQkKMrmncuDGNGzdmzJgxdOzYke+++44OHTrk2m52EydOpGPHjgwdOpSqVavm+3FCCFEUkvgKITh48CAAXl5eXL9+3ajO3d3d7LbKRR3qkJiYyJkzZ4CMxPXSpUv89ddfuLq6Gj46nz17NrNnz+bvv/82PO69994jNDQUHx8fbt++zbJly9ixY0eOtXyVUvzvf//jxRdfzDEetCS89dZbvPTSSzRr1ozg4GDmzp3L1atXeeWVVwzXmHo+uT3O2dk5x0f4lStXxtXV1eSwjvtVqlSJvn37MmnSJG7evMmgQYPy9Vz69+9Pu3btOH/+PH369DGsAHH+/HnmzZtnWH/53LlzHDlyhOHDh+er3UwhISE0aNCAqVOnMmfOnAI9FjKGodz/s2phYZHrJxRCCCGJrxDCkPjWr1/fqFyj0RAXF1diYyf//PNPo1UKJk6cyMSJEw2rEUDG5K+TJ08aPe769ev079+f69ev4+TkRKNGjdi4cWOOHscdO3Zw+vTpAk8KK6wXXniBGzduMHXqVK5du0bDhg3ZsGEDfn5+hmtMPZ/8PK4oBg8ezDfffEOLFi1yfI/Neeqpp6hWrRrHjx9n+fLlhnI7OztOnTpFr169iI2NpUqVKvTr148xY8YUOK7Ro0fz8ssvM2bMmAI/1y1btuDt7W1UVq1aNf75558CxyGEqDg0SilV2kEIIYQQQghR0mRymxBCCCGEqBAk8RVCCCGEEBWCJL5CCCGEEKJCkMRXCCGEEEJUCJL4CiGEEEKICkESXyGEEEIIUSFI4iuEEEIIISoESXyFEEIIIUSFIImvEEIIIYSoECTxFUIIIYQQFYIkvkIIIYQQokKQxFcIIYQQQlQIkvgKIYQQQogKQRJfIYQQQghRIUjiK4QQQgghKgRJfIUQQgghRIUgia8QQgghhKgQJPEVQgghhBAVgiS+QgghhBCiQpDEVwghhBBCVAiS+JZzr776KpMmTcr1ml27dmFvb49Op3swQRVA9erVWbx4cWmHIYQQBZaf99+yJCwsjP79+xepjbL8/4kQ+SGJbzmwaNEiNBoN7733Xo668ePHM2vWLK5cuWL28U899RSJiYlYWFiUZJiimE2aNImWLVuWdhhCVEghISFYW1tjb2+Pvb091apVY9SoUdy9e9dwTX7ef8szU4my/H8iyjtJfMuBOXPm4ObmxsKFC0lJSTGq8/T0pH379syZM6eUohOlSSlFenp6aYchxEPp3XffJTExkcTERPbs2cPWrVuZMmWKob403n9TU1NzlOl0OvR6/QOLQYjyTBLfMu7AgQP8+eefLF26lPj4eCIiInJc8+yzz/Ljjz+abWPHjh1oNBpDgpTZkzhhwgS8vb1xdHTk3Xff5ebNm7zwwgs4OTlRo0YN1q5da2hj8eLFVK9enS+//JLq1avj5ubGf/7zHxITEw3X3Lp1i+HDh+Pn54ebmxudOnXi3LlzhvrExEQGDRqEm5sb1apV48svvzSKMzk5mV69elGtWjUcHByoW7cu//3vf42uqVGjBlOmTKFTp044ODhQu3ZtVq9ebXTNzz//TPPmzXFxccHNzY2ePXsa6q5cuULfvn2pVq0anp6e9OnTh5iYGLOv3fbt23nsscdwcnLCzc2N4OBgbt68CWT0hvTu3ZvBgwfj7OyMr68vn376qdHj//77b5577jmqVKlCtWrVGDFiBHfu3DHUx8XFMWLECGrWrImDgwP16tXjl19+ITw8nOnTp7N3715Dj9OuXbu4cOECGo2Gb7/9lsaNG2NnZ8eff/5psmcmJCSEcePGGc41Gg1ffvklTz75JJUrV6Zx48YcPXqUiIgI6tati6OjIz179jT6ngohMtSoUYNnn32WI0eOGJXn9f4LsHfvXtq2bYu7uzuurq60adPG0HN85coVevfuTZUqVahSpQovvPACV69eNTw2831m+PDheHh40KVLF8N7+v/93/9Rp04d7OzsiI6OzvM9+H4TJkygTp06ODg44OPjw6uvvkpSUhIA06dPJzw8nBUrVhjegy5dupTj/xOdTsdnn31GnTp1cHJy4rHHHmPjxo2Ge2Re/8MPPxju9cwzzzy0veSiHFCiTAsLC1NNmjRRSin1wgsvqCeffDLHNQcOHFCAun37tsk2tm/frgCVlpamlFJq4sSJytLSUs2aNUulpqaq/fv3K0tLS9W0aVP122+/KZ1Opz7//HPl4uKi7ty5o5RSatGiRcrCwkKFhYWpxMRE9c8//6jHHntMDR48WCmllF6vVyEhIapv377qxo0bKjk5Wb377ruqfv36KjU1VSml1JAhQ9QjjzyiLl++rBITE1VYWJiysLBQixYtUkoplZSUpBYuXKhu3rypdDqdWr9+vbK2tlabNm0yPBc/Pz/l4+OjDh48aIjTwcFBxcfHK6WU+vXXX5Wtra1auXKlSklJUXfv3lVbtmxRSimVnJys6tatq0aPHq0SExPV7du3Vf/+/dXTTz9t9vWvWrWqWrhwodLr9SolJUX9/vvvKjExUSml1MCBA5WlpaWaO3euSk1NVXv37lUuLi5q6dKlSimlYmJilLu7u5o5c6ZKTk5WMTExql27dkav2VNPPaU6duyoLl68qPR6vTp79qyKiooyfJ+Cg4ON4jl//rwCVIsWLdSlS5dUenq6Sk5OVgMHDlT9+vUzurZ169Zq7NixhnNANWnSRJ07d06lpKSoXr16qVq1aqmwsDCVkJCgrl+/rmrVqqWmT59u9vUQoqK4//fnzJkzqm7duurjjz82ui6v999jx44pW1tbNXv2bHXnzh2VkpKitm/frpKTk1V6erpq0qSJevHFF9WtW7fUzZs3Va9evVTTpk1Venq6Uirrfebbb79Vqamp6s6dO4b39K5du6rY2FhDW3m9B9//PvH9998b3nuOHTumateurd577z1Dvan3lfv/P5kxY4aqVq2aOnjwoEpLS1PLly9XVlZW6uDBg0bX9+3bV926dUvdunVLtWjRQg0YMKCw3xohikQS3zIsLi5OVapUSc2ZM0cppdTWrVsVoP766y+j606dOqUAdfHiRZPtmEp8a9WqZXRNkyZN1NChQw3nsbGxRvdatGiR0mq16tatW4ZrNmzYoKysrFR6ero6ePCgsrKyMnrzT09PV7a2tmrXrl1Kp9MpGxsbtW7dOkP9rVu3lEajMSS+pnTu3Fm99dZbhnM/Pz81efJkw3liYqIC1B9//KGUUio0NFSNHDnSZFurVq1SVatWVXq93lD2zz//KEBdvnzZ5GNq1Kihxo4dq/75558cdQMHDlSPPvqoUdm7776r2rZtq5RS6vPPP1fNmzc3qt+9e7eytrZW6enp6sCBA0qj0ajo6GiT984t8c3+x0BmLPlJfL///nvD+Zo1axSgrl69aigbNWqU6tq1q8l4hKhIWrdurWxsbJSTk5OqXLmyAtRTTz2lEhISjK7L6/135MiRKjQ01GTd77//rjQajYqLizOUxcbGKo1Go/bu3auUyvjdvv99JPM9/e+//zaU5fUenNnW/e8T2c2cOdPoPS0/iW+dOnXUrFmzjK7p3LmzGjZsmNH12V+f2bNnq3r16pmNQ4iSJEMdyrDMSW39+vUDoE2bNvj7++cYTxYfHw+Aq6trvtv29vY2Oq9cubJRWeXKlQG4ffu2oczFxQUnJyfDec2aNUlLS+Pff//l9OnTpKenU716dZydnXF2dsbNzQ2Ay5cvExMTQ0pKCjVr1jQ83snJySjmlJQU3n77bcNHZs7OzmzcuJHo6GijWKtWrWo2zvPnz1O3bl2Tz/n06dP8+++/uLi4GGIMDAzExsaGS5cumXzMunXrOHfuHE2bNsXf35+JEycajanN/nwyzy9fvmy438GDBw33cnZ2plOnTmg0Gq5fv8758+dxcXHBw8PD5L1zc/9988vU9/j+suzfcyEqsrfffptbt26RmJhIdHQ0VapUoUOHDkbX5PX+m9t70uXLl3F1dcXFxcVQ5ubmhouLi9F7krnf9+zleb0HmzJv3jweffRR3NzccHJyYuzYsTneb/Ny+fJlateubVTm7++f4z31/vdteZ8RpcWytAMQpimlmDt3LqmpqdSpU8dQHh8fT3h4OJ999hmOjo4AHD16lLp162Jvb1+iMd28eZP4+HhD8nvhwgWsrKyoUqUKXl5eWFtbExMTg5WVVY7H6vV6bGxsuHDhAg0bNjQ8l8zxsgAzZ87kp59+4qeffiIgIACtVkuXLl1QSuU7xho1anDq1CmTdV5eXvj5+XH27Nl8txcUFMSyZcsA+Ouvv+jQoQPVq1dnyJAhhtcguwsXLlC9enXD/Vq2bMm2bdvMxnrz5k1iY2Nxd3fPUa/Vmv+79P46BwcH/vnnH6Oy7OMEhRBF4+HhwcCBA3n++ee5ceOGIanM6/03t/ckHx8fbt68yc2bNw3Jb1xcHDdv3sTX19dwnbn3guzleb0H32/v3r2MGjWKX3/9lZYtW2JlZcUXX3zB559/nud9738O97+nnj171ih+IcoS6fEtozZv3szp06f59ddf+euvvwxH5sSK7777znDtpk2b6NatW4nHpNFoGD16NHfu3OHq1atMnDiRl156CQsLC1q2bEnDhg0ZPny4ocfg5s2brFq1iqSkJLRaLf3792fSpElcuXKFO3fuMHr0aDQajaH9+Ph4bGxs8PDwQK/XExERwa+//lqgGF9//XW+/fZbVq1aRWpqKsnJyWzduhWA7t27k5aWxvjx4w29NNHR0axYscJkW6mpqSxatMgw+c3JyQkLCwssLbP+XoyMjOR///sf6enp7N+/nwULFvDyyy8D8PLLL3P48GHmzJlDUlISSikuX77MmjVrAHjsscdo0aIFL7/8siFpPX/+PCdOnAAy/iO7dOkSycnJeT7vxx57jO3bt/P333+TlpbGrFmzOH/+fIFeOyGEeTdv3mTJkiX4+PgYkl7I+/13+PDhbN68mblz53L37l3S0tLYuXMnKSkpNGvWjIYNGzJq1CgSEhKIj49n5MiRNGnShMcff7xA8eX1Hny/+Ph4LCws8PDwwMrKikOHDjF79myja7y8vDh79myua/YOHjyYGTNm8Ndff5Gens7KlSvZsGEDgwcPLlD8QjwokviWUd988w1PP/00bdq0wcvLy3AEBAQwePBgvvnmGwBiYmL45ZdfGDlyZInH5OXlRVBQEHXq1KFhw4bUr1+fWbNmAWBhYcHmzZuxs7PjiSeewMHBgcaNG7N69WpDcvvFF18QFBRkaCMoKAgvLy9D+2+//TY+Pj74+flRtWpVtm7dSteuXQsUY/v27Vm+fDkff/wxHh4eVK9enXnz5gEZvaJ79+7l0qVLBAUF4ejoSIsWLfjtt9/MtvfDDz8QGBhI5cqVad26NWFhYQwcONBQ361bN/744w/c3d3p0aMHb7/9tmF1BV9fX/bu3cvmzZupXbs2zs7OdOjQgaNHjwIZf0isXbsWb29vnnzySRwcHOjUqZPhY8kXXniBunXrUrVqVZydndm9e7fZOPv168eLL75IixYt8PHx4datWwQHBxfotRNCGPv0008NKxrUqVOHpKQkoxUL8vP+27BhQ7Zs2cLy5cupWrUqVapUYcqUKej1eiwsLFi/fj0pKSn4+/sTEBBAeno669atK/A6ufl5D86uffv2vPLKK4SEhODk5MQHH3xg9N4GMHToUADc3d1xdnY2OSTsrbfeYuTIkfTs2RNXV1c++eQTfvzxRx577LECxS/Eg6JRBfkcWZQ5r732Gi4uLkyePLlE77N48WLGjRuX4+P0iiwsLIz09HSWLl1a2qEIIUrBg3r/FUIUHxnjW8599dVXpR2CEEJUSPL+K0T5I0MdhBBCCCFEhSBDHYQQQgghRIUgPb5CCCGEEKJCkMRXCCGEEEJUCJL4CiGEEEKICkESXyGEEEIIUSFI4iuEEEIIISoEWcfXBC8vL+7cuSN7jQtRSi5dukTlypW5fv16aYdSIch7nhClS97zHhxJfO8THR3NzZs30el0xMTE4OrqWqCtIxMSEvjnn3+oVrUqTomJkJBgfIGjI1SrRnxCAleuXKF69eo4OjoW87MoOp1OR1xcnOG8oK/Dw0ReiywP6rVIS0vjzp07xd6uMO3OnTukpaZA6t0itZOu03EzPus9z8XJEcsi/HykWtgUKR4AXbqO+Fs3DedOzi5YWBbtZzYuKa2oYaHXpZOSmPVa2dg7orUo2n/JVeyti/T49PR0bt7Meq1cXFywtCxaTJr0lCI9HiA9XUdctp8rVydHLIv4PTx+OS7vi/Ki9JCemnVuaQ2aQn6QnpJU9HhEvsg6vveJioqiYcOGhvNjx44RGBiY78fv2LGDZ9q0ITIwkAZRUdCwIRw7llHZvTv8+CP06sW0Bg0YN3ky27dvJyQkpJifRdEV9XV4mMhrkeVBvRaZbUZFRRV72yKnwMBASL3L0Y3LitRO1OlzNOrUz3B+ZEM4gQG1Ct3eWcei/2yd/vsEoa2fMJz/vHMfAfXqF6nN2XsuFDEquHHpDOFvdDec95v1I26+/kVq85Nni/b448eP0/SxxwznB//8kwYNGhSpTat/Txbp8QBRp87SuENPw3nkLz8QWKd2kdqs1K3ou+6puzdJP7nGcG5ZtyuaSi6Faivt79U0qFVV3vMeAOnxLWbBzZqxytaWBlFR6Hv0QOvllZH4OjrC//0f9OsHERE0trPDx8uL4ODg0g5ZCCGEEKJCkMltxczq55/pnJzMSmBwpUroY2IyKjw8wMqKtMWL2efnx3NJSXzRujVWVlalGq8QQgghREUhiW9x69WL9GXLCO/YkUVLl/L72rUAxGi1TJkyBf/69Wl58SIfPfoonZcsKeVghRBCCCEqDkl8S4Blnz78sHYtH374Ia46HQB7Tp9m4sSJpKWlMfHDD3n7jz+kt1cIIYQQ4gGSxLeEWFlZMW7cOOq7uQHQ+Omn2b59OxcvXmTcuHGS9AohhBBCPGAyue0+Hh4eeHh4ADBixAjD14Wi16OJjQWgZrNm1CyDqzeY4+HhwcSJE43OKyp5LbLIayFy4+HqzIRXBxmdlzZXN3dGvf2e0XlZUMnRhWa9XzE6L23u7u6M/eADo/OywMPVhfGvDzM6LxMsbdFWaWJ0Lso+Wc7MhGJbSunGDch845g1C15/vWjtCVFByHJmD1ZxLWdW3IpjObOSUBzLmZWEoi5nVhKKYzmzklAcy5kVJ1nO7MGRoQ4lKTo662vpGRNCCCGEKFWS+Jak7Imvp2fpxSGEEEIIISTxLVGZa/iCJL5CCCGEEKVMEt+SJD2+QgghxENFJccXqV6ULkl8S1L2xPfesmZCCCGEKJ901w6TfnIN+vjLJuv18ZdJP7kG3bXDDzgykV+S+JakzMTX1RVk3V4hhBCi3FLJ8eijj4DSo7uwLUfyq4+/jO7CNlB69NFHpOe3jJLEtyRljvGVYQ5CPJRiY2N59dVX8fHxwdHRkcDAQD799FN093ZsFEI8PDS2TljUaAsabY7kN3vSi0aLRY22aGydSjliYYokviUps8dXljIT4qETHR3Nk08+SXJyMvv27SMhIYFly5axe/dutNry99aartMRdfqcySP6RlxphydEmaB18smR/Oou/54j6dU6+Zh8vEq7i7p7M8eBXid/MD8gsnNbcYqIgK5dwcqKtLQ0Ui9coDIQo9HgnJaGFcCaNdCrV6mGKYQoulGjRvHoo4+yYMECQ1njxo1Zt25dKUZVeDfjE2jUqZ/JugmvDmLia4MfcERClE1aJx+o0TZrWMONe5t05JH0Auhj/0b/718m6+Li5A/MB6H8dUuUVRER0Ls3+j59mDZpEr6+vty9dCmj6rffqO3ry/FHHoHevTOuFUKUW2fPnmXVqlVMmTKltEMRQpQCrZMPWtcA4zLXgFyTXlE2SOJbXLp2Rd+jB9pVqwiYPBkHS0sydzkPatWKOQkJNIiKYpe3N2mhoaUaqhCiaLZu3UpAQAB169Y1Wb9jxw78/PwICQnh+eefJykpqVjuu2XLFiZNmpSva3fu3Enz5s1p2bIlb775ZrHcXwiRQR9/GX3caeOyuNNmV3so67755hseffRRrKyscn2P0ev1vPHGGzg7O1OlShW++OKLBxdkMZGhDsXFyoqPGjYkYNUqegM9GzeGf/4B4KnbtyEpif1+frS9eJGJM2cybty40o1XCFFo0dHRVK9ePddrXnrpJaZOncqMGTNYuXIlYWFhDya4e/z9/dm5cyc2Njb069ePo0ePEhQUZPZ6FydHti79r8k6D1fnEopSiPLn/olsWteAjCT43phfchnuoHWvh9a5Ro7y9PNbcXV1LXJs0dHRxGTfPCsbDw8PPM1Mtvf29mbSpEksW7Ys1/bnzp3Ljh07OHXqFPHx8YSEhNCoUSPatWtX5NgfFEl8i0laWhqz583DzseHns2aoV21Kqvy8GHo1YtHFi+mav36zJkzhzFjxmAlS5wJUS75+vpy+XL+enaCgoI4cOAAkZGRDB06FDs7O9q2bcu4ceMYMWIEJ0+exM7OjvDwcA4fPsyWLVuYOnUqW7ZsYffu3YwdO5YXX3yR27dv4+npib+/PzqdjoEDB3L58mWcnJxYunQpjo6ORvetVq2a4WtLS0ssLCxyjdPSwoLAgFoFfzGEqEBMrd6gdfJB4+hjKM8t+dVYVQKrSjkb1lrk+TtqTufOnTl79iwAMTExZhPfOnXqcPLkSZN1Xbt2BWDDhg253mvJkiW8/fbbeHp64unpyZAhQ/j+++/LVeJbZoc67N27F61Wy9SpUwFYvHgxlpaW2NvbG45L98bQAhw4cIBGjRphZ2dH69atuXjxoqHu7t279O/fHwcHB3x9fVm+fHmxx7tnzx6uX79O2JAhaJcvh5YtsyqfegrCw7Gys2Pw4MFcu3aNPXv2FHsMQogH4/nnnyc+Pp5p06aRlJSEXq/nwIEDJocU7N69m4CAALZs2cKbb77J9u3bGTt2LOvXr8fHx4dt27YxbNgw5s+fb/Jea9asoXHjxvz666/UqVMHgNWrVxt6dLt06WI0we5+hw8fJjY2lgYNGhTPkxeiglLJ8WZXbzC12sODWsf37NmzHD/xN8fPXSUm7rbZ627evFnkex0/fpxGjRoZzoOCgoiKiipyuw9SmUx89Xo9b775Jo8//rhReUhICImJiYbD19cXgJSUFLp3785rr71GXFwcLVu2pH///obHTZw4kdjYWK5cucLKlSsNvSy50el0REVFmTyis+/Idk/mbMzatWtzL6isSmtrw5e1atUyul6Iiiw6Otrk71hKSkqZXtrHxcWFrVu3snv3bnx9fXF3d2fkyJFGQwmWLFlCSEgI0dHRdO/enbCwMH7//Xf69evHr7/+yokTJ1ixYgUhISF88skn3LhxA41GY3i8UgrI+E+tadOmAIZ/z5w5Y3h/fOKJJzhz5ozJOKOjo3nttddYuHBhibwOQlQkGlsntJ6NzK7ekD351Xo2eqDr+GpsHLFu0BOtR/0SvU9iYqLRp0uOjo4kJiaW6D2LW5kc6jB//nyeeOIJ4uPz99fSjh07sLGxYfDgjOV2xo4dyxdffMH58+epWbMmS5YsISIiAkdHR5o3b06XLl1YtmwZkydPNttmXFwcDRs2NFk3ceLEHIO/M8fmnD91Cvr1gwMHsiq3bs0oCw/n3LlzRtcLUZHNmTPH7O+hRxlf/zowMJCNGzearc8c45vJzs6Or776itTUVIKDgxk7diwDBgxg9OjRQMZwqePHj3P16lUAIiMjgYw/lg8fPkxoaCiHD2dsg+rv78/+/fsJDQ1l3759hj+4r1y5YhjikJKSQt++fZk1axZVqlQp/hdAiArIwvsRtC61zCa1WicfNHW7PvjNKzQatJbWWHk3RrnnnHSbdnpDseQd9vb2JCQkGM4TEhKwt7cvcrsPUpnr8b1x4wazZs0y+Z/hH3/8gZubGw0aNGDu3LmG8vu73u3s7KhduzZRUVHcvHmT69evl3jXfHBwMNWrVKHxZ59lLFdWP9tfXT17QkQE+j59WLxgAd7e3gQHBxfr/YUQZduyZcto1aoVLVq0oH///nTp0oWzZ8/Stm1b2rRpw8aNG2nUqBHR0dE8++yznD6dMWO8W7duHDx4kGeeecbwh3PXrl05ffo0rVu3ZvXq1QwZMoT09HSjCXTff/89R48eZfTo0YSEhLB3797SeNpCPHTySmpLZ8c2DRqtBVobByzsPXIcaPMe558fDRo04OjRo4bzY8eOERgYWOR2H6Qy1+M7duxYw1IZ2bVu3Zpjx47h6+vLgQMH6NatGx4eHvTo0SNH1ztkdb9ndsE7ODjkqCtOVsAv7u40+Pdf9vv50TQ4GIsTJ8DVFZYtQ68U2lWr+Ag4M2mSTGwT4iEWEhJCSEiIUdmgQYMYNGiQUdmcOXNyPHb9+vU5ylavXp2j7P7Z1/v376dPnz6G8yFDhjBkyJCChC2EKKc0Gg0WVta51ucmPT2d9PR0dDod6enpJCcnY2VllSNZ7t+/PzNmzKB9+/bEx8ezYMECvvvuu2J5Dg9KmUp8Dx8+zIEDB/jvf3MuqVOzZk3D10888QSvvfYaP/74Iz169MjR9Q5Z3e+ZXfC3b982JMf56Zp3dXVl+/btJutMfgS7Zo1hnd62Fy+yJjycUCDexoYvP/qI7/bv5yOgN5B+b4KKEBXdiBEj6GViJ8MuXbpgaVmm3p7KvGbNmtGsWbPSDkMIUUo02sL36E6dOtXok/Zp06axaNEiateuTceOHQ2dhcOHD+f06dMEBARgbW3Ne++9V65WdIAylvju3LmTkydPGsaoxcfHY2lpydmzZ1m0aJHRtVqt1jD5o0GDBkY9J3fv3uXs2bMEBgbi4uKCl5cXR48eNQwvyE/XvIWFRcG673v1gpUraR4aysSZM3H58EMAjly7xsSJE/H29ubMpEmk16mDZbZeGSEqsswlce5nY2NTCtEIIUQ5pdGgtczlk+Q8enwnTZpkduOK7J+Qa7VaZs2axaxZswoRZNlQpsb4Dh06lDNnzvDXX3/x119/0blzZ0aOHMkXX3zBpk2bDGvTHTp0iK+++orOnTsDGR8r3r17l4ULF5KSksK0adNo2rSpoZe4f//+TJ06ldu3b7N//37Wrl1L3759i/8J9OqFlZ0d48aN48l7k01qPfEE27dv5+LFi3wwcaIkvUIIIYQoZhljfM0dkHviW5GUqR5fOzs77OzsDOeVKlXC3t4eZ2dnNm/ezIABA7hz5w7VqlVjzJgxvPjii0BG79Dq1asZNGgQI0eO5PHHH2fp0qWGdqZMmcLgwYPx9vbGxcWF2bNnm91qtLhobtwAoFqjRlS7b6yfEEIIIURxKspQh4qkTCW+91u8eLHh688//5zPP//c7LWPP/44R44cMVlXqVIlwsPDizs88/R6uJf4UsaXZBJCCCFE+abRaNAWYXJbRVKmE99y6+ZNyFx8XxJfIYQQQpQkjSb3Hl9JfA0k8S0JsbFZX7u7l14cQgghhKgANFhYmu/xlTG+WSTxLQn3JuEB0uMrhBBCiBKl0eQ+xlc6fLNI4lsSJPEVQgghxAOTx1AH6fE1kMS3JEjiK4QQQogHRaNBm9tQB+nyNZDEtyTIGF8hRDmTpLFmjzagtMMwMvQj07tnlra/prQq7RBMur1gXGmHkEPVRTdLOwST7q5+rbRDMNKo/c4ityHLmeVPmdrAotyKiIC0NADS0tK4fPgwADpbW9IsLTPqIiJKM0IhhBBCPKQylzMzd8hyZlkk8S2qiAjo3Rt9nz5MmzQJX19fdv7wAwCXkpOp7evL8Ucegd69JfkVQgghRAmQndvyS4Y6FFXXruh79EC7ahUBq1Zh5+NDc39/OHMG66pVmXPrFg2uX2eXtzfNQ0PJZSdtIYQQQoiC04CFZS4pneS9BtLjW1RWVnzUsCErgd7A6WbN8HdwAKCaXs9zSUns9/Oj7bVrfDJzZqmGKoQQQoiHk0arMXuILJL4FlFaWhqz583jfR8fQ88vf/+dUXn9OvTqxSPHj1PV15c5c+aQdm8ssBBCCCFEcdCgQaPJ5ZAuXwNJfItoz549XL9+nbAhQ9AuXw7dusHduxmV/v4QHo6VnR2DBw/m2rVr7Nmzp3QDFkIIIcTDRQMWllqzh+S9WWSMbxHFxcUBULt27YyC9PSsShsbw5e1atUyul4IIYQQorjIkIb8kR7fInJ1dQXg/KlT0K8f/PRTVmVUVEZZWhrnzp0zul4IIYQQojhoNGBhoTV7yGpmWaTHt4iCg4OpXqUKjT/7DJKS4OmnYcuWjMoWLSAiAr1ez+L9+/H29iY4OLh0AxZCCCHEQyavSWyS+WaSHt8isgJ+cXc3rN6QPmpUVuX06YYJbx9dvsyoYcOwspIFzYQQQghRvLRajdlDZJHEt6jWrKFBVBS7vL0JvniR0YMGGar+u2oVAfv3G5Y6e7dOnVILUwghhBAPJ40GtBYas4cMdcgiiW9R9eoFK1fS/MwZJn74IU7Zliub8PXX3E1P58ykSaQvW4Zlnz6lGKgQQgghHlbS45s/Msa3OPTqhRUwbtw4dHfuwMcfo7RaVm3eTPBTT8nwBiGEEKKAVHI8GlunQtdXKBrQWubSlym5r4H0+BYzi5s3AdC4uRHStq0kvUIIIUQB6a4dJv3kGvTxl03W6+Mvk35yDbprhx9wZGWTBg1ajflDNrDIIolvcYuNzfjX3b104xBCCCHKIZUcjz76CCg9ugvbciS/+vjL6C5sA6VHH30ElRxfSpGWIfd6fM0dkvdmkcS3uEniK0SFERsby6uvvoqPjw+Ojo4EBgby6aefotPpSjs0Icotja0TFjXagkabI/nNnvSi0WJRo60Md7hHxvjmj4zxLW4xMRn/SuIrxEMtOjqa4OBgQkJC2LdvH1WrViUyMpLx48fzzjvvlHZ4BaZLT+f8qb9N1jm7uuHi7vGAIxIVmdbJB2q0NSS5ugvbUK4B6ONOGyW9Wief0g61QKJj44iJu5mjPDklFStt0YZGamTphnyRxLe4Zfb4esh/EkI8zEaNGsWjjz7KggULDGWNGzdm3bp1pRhV4d2Ov8XAji1N1oW99g7/eX3MA45IVHT3J7/6GyczKspp0gvwzdKVfPjlPJN1HkXIGzQasLA0n/hKTpxFEt9ilJaSgmVsLBrg4p07VE1Lk8ltQjyEzp49y6pVqzh+/HhphyLEQ03r5JPR05uZ9AJa14BymfSWLNm5Lb9kjG9RRUSQlpTEhx9+SJCvLxq9HoBZ4eH4+fkxbdIk0pcvL+UghRDFaevWrQQEBFC3bl2T9Tt27MDPz4+QkBCef/55kpKSiuW+W7ZsYdKkSfm6NiUlhebNm2Nvb8+ZM2eK5f5CPGj6+MsZwxuyl8WdNrvaQ0Wl0YCFhdbsIT2+WaTHtygiIqB3b/7w8mLK9eu08PY2VLXu3p11Bw4QMHkylkA6yAYWQjwkoqOjqV69eq7XvPTSS0ydOpUZM2awcuVKwsLCHkxw91hZWbF27VrGjMnfEAUHJ2e+DF9rss7Z1a04QxMiX+6fyKbNNsZXd2EblMPhDsP796Znp2dylHcb8gZWlSoXqe3ce3xFJkl8i6JrV44HBvJUVBR7/Px4dOFCaNcuoyosjM4aDdrLl1kJnDl1ig9KN1ohRDHx9fXl8uX89TgFBQVx4MABIiMjGTp0KHZ2drRt25Zx48YxYsQITp48iZ2dHeHh4Rw+fJgtW7YwdepUtmzZwu7duxk7diwvvvgit2/fxtPTE39/f3Q6HQMHDuTy5cs4OTmxdOlSHB0dje6r1WqpUqVKvp+ThaUlNevUK9DrIERJMbV6g9bJB42jj9GEt/KW/Hq6u+Lp7pqj3NbGGiwsCt2uRgPWuWxgIT2+WWSoQxGkAR1iY1lvZ0ezixexnDAhq/Krr9CuWoW+Rw/e9/Fh9rx5pGXbzlgIUX49//zzxMfHM23aNJKSktDr9Rw4cIA333wzx7W7d+8mICCALVu28Oabb7J9+3bGjh3L+vXr8fHxYdu2bQwbNoz58+ebvNeaNWto3Lgxv/76K3Xq1AFg9erV+Pv7s3PnTrp06WI0wU6I8k4lx5tMeiFjzO/9S53JOr4AGiy05g8Z45tFEt8i2LNnD//8+y+R77wDvXrBnj1ZlVu2QK9eaJcvJ2zIEK5du8ae7PVCiHLLxcWFrVu3snv3bnx9fXF3d2fkyJEEBQUZrlmyZAkhISFER0fTvXt3wsLC+P333+nXrx+//vorJ06cYMWKFYSEhPDJJ59w48YNo+WIlFJAxkS6pk2bAhj+PXPmDI8//jgATzzxhIzhFQ8Vja0TWs9GZldvyJ78aj0byTq+ZKS1uSW+kvZmkaEORRAXFwdAzTp1YOxYOH4coqIyKp9/HsLDwcqKWrVqGV0vhCj/AgMD2bhxo9n6zDG+mezs7Pjqq69ITU0lODiYsWPHMmDAAEaPHg1AWloax48f5+rVqwBERkYCUKtWLQ4fPkxoaCiHD2dsz+rv78/+/fsJDQ1l37591K5dG4ArV65QrVq1Enm+QjxIFt6PoHWpZTap1Tr5oKnbVZLeezQasJGhDvkiPb5F4OqaMU7n7NmzGQWpqVmVlll/U5w7d87oeiFExbNs2TJatWpFixYt6N+/P126dOHs2bO0bduWNm3asHHjRho1akR0dDTPPvssp09nzGTv1q0bBw8e5JlnnjG8l3Tt2pXTp0/TunVrVq9ezZAhQ0hPT88xga5r1678+uuvDBw4kIiIiAf9lIUokrySWkl6jeU+1EFkkh7fIggODsbLy4vFCxYwNjIS7b3/qLC1hdWroV8/0hYv5n//+x/e3t4EBweXbsBCiAciJCSEkJAQo7JBgwYxaNAgo7I5c+bkeOz69etzlK1evTpH2bJly4zO9+/fT5/7Vo5Zs2ZNPiMWQpRnGo0Ga0vzk+Pys6tbTEwMYWFh7Nixg+rVqzNnzhza3Zuwn11YWBjLly837FPg5+dHVOan3eWAJL5FYGVlxahhwwiYPBnt5csob280165BnTpQty5ERHBo/36uXrrExA8/lM0shBAlplmzZjRr1qy0wxBClILMMb534+NITsi5JbI+PRWdLvccZOTIkXh5eRETE8OWLVvo3bs3p0+fNvlp9fjx4xk3blxxhf9ASeJbFGlpvH/sGFpgJVA7NpamwDWdjm/r16eJnR3PXbzINm9vmr/1VikHK4QQQoiHkiYj8T25JYJDP5jeEjlOb35L5MTERNasWcO5c+ews7Ojc+fOBAUFsXbtWl5++eWSirpUyBjfolizxrBk2ZlJk3C+t2vbzqgoxk+ZwghHx4x1fq9dw+rnn0s5WCGEEEI8jDSAtYUWi0LOYjt9+jT29vZGG/MEBQWZHcLwxRdf4ObmRosWLdi5c2eh7llaJPEtil69YOVKtMuX88HEidS6t4D8488+y/bt2zl76RINDh+GlSszrhVCCCGEKGYazb1lywo5jy0xMTHHJjiOjo4kJibmuPb111/nzJkzXLt2jZEjR9K5c2cuXrxYuBuXAhnqUFSZCW1aGpqbGeNqajdvTu3sE1sk6RVCCCFECdGQsZzZY8/1IbDVsznqV099FVcnO7OPt7e3JyEhwagsISEBe3v7HNc+8sgjhq/79evHkiVL+PXXXxkyZEjhn8ADJIlvccm+Rq+7e+nFIYQQQogKRXNvjK+jqzuOrjlzEEtrayxy2RI5ICCAxMREo7XAjx07xoABA/K8t1arNWy4Ux7IUIfiEhub9bUkvkIIIYR4QDSAtaXW7JHXCAh7e3u6dOnCxIkTuXv3LuvXr+fIkSN06dIlx7WrVq3izp07pKens2LFCnbt2sXTTz9dIs+rJEjiW1wk8RVCCCFEadCY37zCQqvJ19Ztc+bM4erVq7i5ufHWW2+xYsUKXF1dCQ8PJzAw0HDdF198QdWqVXFzc2PmzJmsWbPGsENteSBDHYpBWloaJ3fsoGHmuZMTsmKvEEIIIR6EzHV8c6vPi4eHBxs2bMhR3q9fP/r162c43717dyEiLDukx7ewIiJIS0riww8/xNfXl68nTTJUPREayrRJk0hfvrz04hNCCCFEhaDR5DHUQXYtNpAe38KIiIDevfnDy4sp169T1deXF9u1g61bAUi2tiZg8mQsgXTA8r5tRIUQoqyxsdBSz71SaYdh5OD09qUdgkn6MppEVF2Uc8eu0nb1ZZfSDsGktCp1SzsEI8rSJl+9srnJrcdXZJEe38Lo2jVjY4rr19nj58eZEydoExSUUVe5MseeeILeZOzm9umpU6UZqRBCCCEechqNJo8eX0mKM0niWwhpQIfYWNbb2dHs4kWswsIgOjqjUinDbm7v+/gwe9480tLSSjNcIYQQQjzENICFRmP2kLQ3iyS+hbBnzx7++fdfIt95J2NziogIwzAHkpKgVy+0y5cTNmQI165dY8+ePaUbsBBCCCEealqNxuwhssgY30KIu7dZRc06dWDsWEhPh9WrMyo9PSE8HKysDMt7xGXf3EIIIYQQohhpACuLoq3qUBadO3eOgwcPcvv2baPy//znP4VuUxLfQnB1dQXg7NmzOSttbAxfnjt3zuh6IYQQQohip8kY6pBbfXkzd+5cRo0ahaurK5UrVzaUazQaSXwftODgYLy8vFi8YAFjIyPRrl4NFhag08Hly9CvH2mLF/O///0Pb29vgoODSztkIYQQQjykNGiwynUd3/KX+X700UesXLmS7t27F2u7Msa3EKysrBg1bBgfXb6cMZGta9eMpBegYUOIiOBQgwZcvXSJESNGYGUl21kIIYQQouRotRqzR3kUHx9f7EkvSOJbOGlpvH/smGHJspb79hmqfvbzY72dHU9cvMg2b2/GvPVWqYUphBBCiIefRgNWWo3ZozzObwsNDWXnzp3F3q4MdSiMNWsMS5adCQrCfvZsQ9W3P//Mn15e1KpZk6eiouDnnzNWfhBCCCGEKAEayHX1hnKY9+Lh4UHXrl3p0aMHVatWNaqbMmVKoduVxLcwevWClSvRdu3KB1ZWvNusGXTqBMD4L7+k4fDhWAGsWSNJrxBCCCFK3MO2c1tkZCRNmjTh7NmzRosJFHUzDkl8CytbQmt565bh60eeeQYyx/RK0iuEEEKIEqaBPCa3lT/bt28vkXZljG9xiInJ+trdvfTiEEIIIUTFk8vmFVqNhnI5yPee6Oho/vzzT6Izd8gtIkl8i0NsbMa/Gg3Imr1CCCHKEZUcX6R6UfoyN7Awd5THtDchIYFu3brh5eVFs2bN8Pb2plu3bsTHF+3nsVCJb0pKCt9++y2hoaF4enpiZWWFp6cnnTp1YsGCBSQnJxc6oKFDh+Lt7Y2joyNBQUH89NNPhrqPP/4YDw8PXF1deffdd1FKGeoOHDhAo0aNsLOzo3Xr1ly8eNFQd/fuXfr374+DgwO+vr4sX7680PEBGVsUp6UBkJaWxpXIyIyvHRxI0+sz6iIiinYPIYQQooTprh0m/eQa9PGXTdbr4y+TfnINumuHH3BkoiA0ZGxgYe4oj4nvu+++y82bNzl06BAJCQkcPHiQ+Ph4xowZU6R2C5z4fvfdd/j5+TF//nwee+wxvvnmGzZu3Mg333xDs2bN+Pbbb6lRowbff/99oQJ66623uHDhAgkJCSxcuJD+/ftz48YNNmzYwH//+1/++OMPjh8/zsaNG1m4cCGQkYh3796d1157jbi4OFq2bEn//v0NbU6cOJHY2FiuXLnCypUrGTFiBCdPnsw1Dp1OR1RUVI7j8syZ0Ls3+j59mDZpEr6+vvy+bh0AZxMSqO3ry/FHHoHevSX5FSIP0dHRJn/PUlJS0GWujS0AiI2N5dVXX8XHxwdHR0cCAwP59NNP5XUShaaS49FHHwGlR3dhW47kVx9/Gd2FbaD06KOPSM9vWaYhj6EOpR1gwW3YsIEVK1bQpEkT7O3tadKkCcuWLePnn38uUrsFnty2atUqfv31Vxo1apSjrkePHkyaNIkjR44wfvx4BgwYUOCA6tWrZ/hao9GQmprKlStXWLJkCcOGDaN27doAjB49mkWLFjFo0CB27NiBjY0NgwcPBmDs2LF88cUXnD9/npo1a7JkyRIiIiJwdHSkefPmdOnShWXLljF58mSzccTFxdGwYcMc5ZbA4fr1abhqFQGrVmHn48PjNWrAhQvY+fgw58YNGly/zi5vb5qHhiJbVwhh3pw5c8z+Hnp4eDzgaMqu6OhogoODCQkJYd++fVStWpXIyEjGjx/PO++8U9rhiXJKY+uERY22huRWd2Eb1GiL1snHKOlFo8WiRls0tk6lHbIwI3OoQ2715c3du3dxdnY2KnN2dubu3btFarfAie+6e72buWnUqBFr164tVEAAI0aMYNGiRSQnJ9OpUyeCgoI4fvw4ffr0MVwTFBREVFQUAMePHzdKxO3s7KhduzZRUVE4Oztz/fp1o/qgoCD27t1bqNjSgTc8PBh64gS9gZ7NmqH9+28AfHU6fJOS2O/nR9uLF5k4cybjxo0r1H2EECLTqFGjePTRR1mwYIGhrHHjxvl6P86v9PR0/j5x3GSdm7s7Hh6exXYvUXZonXzgvuRXuQagjzttlPRqnXxKO9SHQnR0NLGZ84KySUlJKfIurxbleAKbKY8//jjjx4/n448/RqvVotfrmTRpEo899liR2i3Scmbbt29n48aN3Llzh3r16tG3b1/c3NwYMWIEc+bMKXS7c+bM4euvv2bHjh0cO3YMjUZDYmIijo6OhmscHR1JTEwEyFGXvT7zGgcHB5OPLYx9hw5x3scnI+ldtQpsbDIqrl6FXr14ZPFiqtavz5w5cxgzZoxsWSyEKLSzZ8+yatUqjh83nZQWl1u3btKq+eMm695+7wPefX9sid5flJ77k1/9jXtDASXpLXbz589n2vTpJuuK8imXRqPJvce3HCbFM2fO5OmnnzYMsb106RKWlpZs3ry5SO0WelWHsLAwnn76aX788Uf279/P2LFjqV+/Pr/99htLly4tUlAAFhYWtGvXji1btrBhwwbs7e1JSEgw1CckJGBvbw+Qoy57feY1t2/fNvlYc1xdXTl27FiOY+HChSQmJhI2ZAja5cuhWzdIScl4UJ06EB6OlZ0dgwcP5tq1a+zZs6fIr4UQD6sRI0aY/D2rXbs2rrJCCgBbt24lICCAunXrmqzfsWMHfn5+tGvXjpCQEMP7744dO+QTJ5FvWicftK4BxmWuAZL0liO5jvEth+rVq8fff//NrFmz6NWrF7NmzeLEiRPUr1+/SO0Wqsd37ty57Nixg3379hm6nJOSkvj888/p3LkzKZmJYDFIT0/nzJkzNGjQgKNHj9K5c2cAjh07RmBgIAANGjQw6mG+e/cuZ8+eJTAwEBcXF7y8vDh69CjBwcE5HmuOhYWFyWsyJ8VljjXOXN0ByOr5BWrVqgVkjBUWQpjm6emJp2fOj9Btsv0uVXTR0dFUr14912teeuklpk6dSnJyMj169DCbJAthjj7+csbwhuxlcafROPpI8lsOZK7qkFt9eWRvb280zLU4FCrxnT9/PvPmzTMaZ2FnZ8f48eOxs7Mr9GSL+Ph4fv75Zzp37oytrS2rV69m+/btfPTRR9SuXZvhw4fTp08fKleuzMyZM3nttdcACAkJ4e7duyxcuJB+/foxbdo0mjZtSs2aNQHo378/U6dOZeXKlZw4cYK1a9cWeoxvZi/U+VOnoF8/WL8+q/Lo0Yyy8HDOnTtndL0QQhSGr68vly+bXmrqfra2trz99tusW7eOdu3aFeg+zs4urF6/0WSdm2zM81C7fyKbNtsY3+wT3kTRDR06lO7du+co79W7d5GHRZbTjl0j06ZNY+zYjGFVEyZMMHvdlClTCn2PQiW+p0+fpk2bNibr3nrrLR5/3PQ4sbxoNBoWLFjAiBEjUErh7+/PsmXLaNKkCU2aNGH48OE0a9YMnU7HkCFD+M9//gNk9A6tXr2aQYMGMXLkSB5//HGj4RZTpkxh8ODBeHt74+LiwuzZswvdIxIcHEz1KlVo/NlnkJQEbdpA5rZ6Tz0FERHo9XoW79+Pt7e3oZdZCCEK4/nnn+fdd99l2rRpvPnmm9ja2nLw4EGWLVvGF198keP6qlWrcv369QLfx9LSknr1GxRHyKIcMbV6g9bJB42jj8nVHkTR5PYpV1HH4eayY3G5kX146K5du0xeU9TXqVCJr1arJTk5GWtr6xx1aWlpRptHFISjo2OuezO///77vP/++ybrHn/8cY4cOWKyrlKlSoSHhxcqpvtZAb+4u9Pg33/Z7+fHo0OHYpkZ82efof/sM7SrVvERcGbSJJnYJoQoEhcXF7Zu3crbb7/NF198gV6vx9/fn1deecXk9VeuXMHb2/sBRynKI5UcbzLpBdOrPWjqdpUlzcoojSaPoQ7lJCnesGGD4evc8sGiKNTktscff5xly5aZrHvrrbcICwsrSkxl25o1NIiKYpe3N8EXLzJ25EhD1ZcrVhCwfz8rgd7Au3XqlFqYQoiHR2BgIBs3biQ2Npa4uDj2799v+MQru+TkZL744gvDXAghcqOxdULr2cjs6g1aJx8sarTNGP7g2UiS3jJOozF/lEcjRowwWT5q1KgitVuoxHfMmDG8/fbbzJo1i6tXr3L37l3++OMPunTpwubNmx/uiSm9esHKlTQ/c4aJH36Ic7bJbe9/8QV309M5M2kS6cuWYVnMA7KFEMKUJUuW0K5dO5599lleeOEFw/yL8PBwnn76aZ5++mnWZ5+PIMQ9Ft6PYFm3q9lhDFonHyzrdsXC+5EHHJkoiIzJbeaP8pj7mlshzFzHa34VaqjDM888w9dff80bb7zB6NGjAVBK0apVK7Zt22a0+9pDqVcvrIBx48ahi4mBr74i3caGDZs2ERwcLMMbhBAPTEhIiMnhZSEhIZw/f74UIhLlTV49udLTWz6U12XL7pe5OIBSivPnz6OUMtSdPHkSW1vbIrVf6A0sXn75ZXr27Mnu3btJSEigXr16NG7cGIAPPvigSEGVaRER0LUrWFmRlpbGjRMn8ALSnZ0zkt7Ma3r1Kt04hRBCCFFhPCR5L/7+/oYJbP7+/oZypRQWFhZMN7MBSH4Vaec2BwcHOnbsmKPc3AS0ci8iAnr3Rt+jBx81bMjsefNYdP06zwJH//2XHr6+bHJzo0FUFKxcKcmvEEIIIUrcw7SOb2Yvb8OGDYmKijKUa7VaPDw8itzjW+Axvk2aNOGnn34y6nrOTinFunXreOSRh3A8UNeu6Hv0QLtqFQGTJ2NnZUXje7Onnf39mZOQYJj4lhYaWsrBCiGEEKJC0GQsZ2buKE+Zr5+fHzVq1CAxMRE/Pz/D4ePjU+SkFwrR4/vf//6X1157jeHDh9OuXTsaNmyIk5MT8fHxREVFsXXrVjw9PZk9e3aRgytzrKz4qGFDAlatojfQs1kztPv2ARCQlkZAUhL7/fxoe/EiE2fOlO1ChRBCCFHiMie35VZfHsXGxrJv3z6io6ONOlxNrWqTXwVOfIODgzl48CDbt2/nxx9/5McffyQuLg5XV1eaNm3Kd999R9u2bQsdUFmWlpbG7HnzsPPxyUh6V60C7b1O84sXoVcvHlm8mKr16zNnzhzGjBkjE92EEEIIUcI0eWzsUP5S3+3bt9OtWzc0Gg23b9/GwcGBxMREfHx8Hmzim6lNmzZmd297WO3Zs4fr168zZcoUtO+9Bz16wE8/ZVQGBkJ4OFZWVgwePJgJEyawZ88eQkJCSjVmIYQQQjz8cuvxLY/ef/993nrrLSZMmICLiws3b97kvffew8enaDsIFmlyW0UTFxcHQO3atTMKUlKyKrOtXVyrVi2j64UQQgghSoqG3LcsLo858cmTJw3bFmcOcxg/fjwNGzZkZLbNwwqqUBtYVFSurq4AnD91Cvr1g19/zao8dCijLC3NsAZd5vVCCCGEECVJo9GYPfIjJiaG0NBQKleuTN26ddm6davJ6+7evUv//v1xcHDA19eX5cuXF+fTMLCysjIkvE5OTsTGxmJtbU1MTEyR2pUe3wIIDg6mepUqNP7sM0hKguBg2LMno7JdO4iIQK/Xs3j/fry9vQkODi7dgIUQQgjx8Lu3Q1tMdDSxsbE5qlNSUrC2zn3O0ciRI/Hy8iImJoYtW7bQu3dvTp8+naMTb+LEicTGxnLlyhWOHz9Ox44defTRR6lbt26xPqVGjRqxa9cu2rVrR4sWLRg1ahT29vZF3iRNenwLwAr4xd2d5+6t3pDer19W5Zw5hqXOPrp8mVHDhsnENiGEEEKUuIyhDhr+t2ABzR5/LMdx/vy5XIdfJiYmsmbNGiZPnoydnR2dO3cmKCiItWvX5rh2yZIljBs3DkdHR5o3b06XLl2KvI2wKV9++SVeXl4AfPrpp9y6dYuoqCi++eabIrUrPb4FsWaNYZ3ethcv8uH77/PevaqPvv+e/+3fz0dAbyC9Tp1SDFQIIQpGrxS3U3WlHYaRJZHXSjsEk957bVpph2BS/N45pR1CDtq05NIOwaR3N50p7RCM/JuYipeDTd4X5kKLQoPpPRbycvr0aezt7alevbqhLCgoyGgDCYCbN29y/fp1GjVqZHTd3r17Cxd0LgIDAw1f+/j4sGnTpmJpt8CJ748//kiLFi0MWXiF0qsXrFxJ89BQJs6cicvHHwNwB/hg2jS8vb05M2kS6XXqYNmnT+nGKoQQQogKQoHSZ/xbCImJiTg6OhqVOTo6cuPGjRzXQcbOvdmvyywvqsw5UnnJXESgMAqc+O7cuZMxY8YQFBTEsGHD6NChQ6FvXu5EREDXrlhZWTFmzBhid+yArVtJc3Zmc0QErVu0wOrnn2WrYiGEEEI8OAo0Ss+wwYPp0bVrjuqeL7yIlbW12Yfb29uTkJBgVJaQkIC9vX2O6wBu375tSJRNXVdY/v7+uU7GU0qh0WjQ6Qr/6VSBE99WrVrx/vvvk5SUxNatW5k8eTITJ04sdADlRkQE9O6NvkcPPmrYkNnz5rH4+nW8gVO3bvGfl15ik5sbDaKiYOVKSX6FEEII8eDodXi6u+LpnnNFKRsbGzRa89O6AgICSExM5MqVK1SrVg2AY8eOMWDAAKPrXFxc8PLy4ujRo4YJ/MeOHTMallAU58+fL5Z2clPgxPe3337j/fffp2HDhgwbNowhQ4aURFxlT9euhslrAatWYefjQ2MvL7h+HeeAAOZcuUKD69fZ5e1N89BQZFqbEEIIIR6MzKEOudTnwt7eni5dujBx4kS+/vprtm7dypEjR+jSpUuOa/v378/UqVNZuXIlJ06cYO3atcU2xtfPz69Y2slNgVd1+PLLLzl16hQzZszg0qVLTJ48uSTiKnusrPioYUNWkjF57XSzZnjd++upTlqaYaWHtteu8cnMmaUaqhBCCCEqFo0+3eyRH3PmzOHq1au4ubnx1ltvsWLFClxdXQkPDzfq0Z0yZQqurq54e3vTo0cPZs+eXexLmWVavnw5zzzzjGEy3a5du1izZk2R2izUqg4///wzoaGhRRpcXN6kpaUxe9487Hx86NmsGdpVqyBzHMqFC9CrF48sXkzV+vWZM2cOY8aMkeXMhBBCCFHyVB49virvSW8eHh5s2LAhR3m/fv3ol2351kqVKhEeHl6oMAvi66+/ZsaMGQwbNoxPPvkEyNgYbMyYMXQ1MY45vwq1ju/zzz/PK6+8Uuiblkd79uzh+vXrhA0Zgnb5cnjuuawfpIYNITwcKzs7Bg8ezLVr19iTubGFEEIIIURJ06WbP8qh2bNns3HjRj744AO09z5hr1evHqdOnSpSu4VKfK2srFi1ahXvvvuuyfr27dsXKaiyKHPh59q1a2cUpKRkVdpkrb2X2Que20LRQgghhBDFR6FRerNHYZc5K00xMTE0aNAAwGilB5WP3uvcFCrxtbGxYdOmTcybN49p03Iu5P3HH38UKaiyKHPLvvOnTkG/frB5c1blwYMZZWlphjXo7t/iTwghhBCixCi9+aMcqlOnDjt27DAq27lzJ/Xr1y9Su4Xeua1p06asW7eOTp064ezszMiRI4sUSFkXHBxM9SpVaPzZZ5CUBE8+CZmzGJ95BiIi0Ov1LN6/H29vb8MyH0IIIYQQJUop0Oeytm0Re0lLw4QJE+jWrRsjRowgNTWVqVOn8vXXX7NkyZIitVuoHt9MrVu3JiIigtGjRxc5kLLOCvjF3d2weoPuhReyKhcsMCx19tHly4waNkwmtgkhhBDigdBArkMdzG8JUXZ16tSJH3/8kWPHjuHr68u2bduYP39+kYfTFrrHN3tg3333HQMHDsTBwYGuXbsWefxFmbRmDQ2iotjl7U3bixf5dMIE3rxXNXXhQhbt389HZCx1ll6nTikGKoQQQoiKRUGuy5aVr7wsLS2N119/nZkzZ9KmTZtibbtQPb73J7YvvPACX3/9NX379mXz5s25bjdXri1bRvMzZxg3aRJO9ya33QDGT5lCWloalr16kb5sGZZ9+pRunEIIIcoklRxfpHohzHqIxvhaWVnxf//3f9ja2hZ724Xq8V20aFGOsiFDhpCQkEC3bt1ITU0tcmBlSrbtij89eZK58+Yx+17i+y/g6eLCRldXAiMiZKtiIYQQJumuHUYffQSLGm3ROvnkqNfHX0Z3YRtaz0ZYeD9SChGKcktxb/UG8/XlTYcOHfjll1/o0KFDsbZbqMS3Z8+eJstHjx5NfHw8U6dOLVJQZY6J7Yof9/WFS5ew8/Pj25gYAo8fl+2KhRBCmKSS49FHHwGlR3dhG9yX/GYmvSg9+ugjaF1qobF1KsWIRfmiQJfL5LZymPm6u7vTs2dPOnfuTM2aNQ1r+ULG7nGFVaTJbaZMmTKFQ4cOFXezpcvEdsW+1tYA1NDpZLtiIUS+XLhwAY1Gg729PZUrVyYwMJCdO3eWdljiAdDYOmFRoy1otIbkVx9/GTBOetFosajRVpJeUXAP0VAHgGPHjvHYY49x9epV9uzZw65du9i1axe7d+8uUrtFntwG0LZtW9auXYuDgwMATZo0KY5mywyT2xVb3nvp/vlHtisWQuRLZGQkgYGBHDt2DKUUY8eOZejQoZw8ebK0QyM9Xcepv0+YrHN1c8fdw+MBR/Tw0Tr5QI22hiRXd2EbyjUAfdxpo6TX1DAI8XBIunWDuwk3c5Tr0lLR6YqQkimFJrfJbeVs0QGdTscnn3xCkyZNsL7X0VhciiXx3bFjB2lpacXRVJmUuV3xlClT0L73XsY43rVrMyrr18/YrtjKisGDBzNhwgT27NlDSEhIqcYshCh7IiMjeeSRjLGbGo2G4OBg5s2bV8pRZYi/dZOOTz1hsu61d97j9Xc/eMARPZzuT371N+790SNJb4VwZNMK9q+ca7LOWlfEPy7Lac+uKRYWFrRp04bExMRib7vYhzo8jHJsV5ycnFWZbcahbFcshMhNZGQkjz76KABXrlzhk08+oZdMiK1wtE4+aF0DjMtcAyTpFYWnFCo9zexR3np8AQICArh27VqxtyuJbz7k2K74l1+yKg8flu2KhRD5EhkZyYQJE7C3t6d69eoEBgby1VdfGep37NhBSEgIrVq1IjQ0lGeeeYaQkBCcnJwICQkx+0nSL7/8QqtWrQgJCeGNN94gPT239TxFadPHX84Y3pC9LO60YcyvEAV3b+c2c0c5nNz22muv8cILL7BlyxbOnDnDuXPnDEdRFMtQh4ddju2Kg4Nhz56MynbtZLtiIUSeEhMTOXfuHHFxcTg6OjJjxgyWL19uGL8WGxvLhAkTWL9+PY6Ojly4cAGlFDVr1qRly5Y59qzPFBsby9SpU9m4cSP29vZ8+umnzJ07l1GjRhUoPidnF8LX/GyyztXNvUBtCfPun8imzTbG19RqD+Lh0ujZFwhokXPnsfUfv46rk13RGs9ty+JyaPDgwQC0b9/esD+EUgqNRoMu1xUscieJbz5kblfc4N9/2e/nx6N9+2KZmfjOnYv+vfcytisGzkyaJBPbhBA5HDlyhKpVq+Ls7AzA66+/ztSpUzly5AiNGjViw4YNvPTSSzg6OgJQo0aNfLX7888/M2DAAOzt7Q3tdurUqcCJr6WlBXXq1S/QY0TBmFq9Qevkg8bRx2jCmyS/Dy87ZzfsnN1ylFtYWWNhYVH4hpVC5TbXqhwOdTh//nyJtFssie9Du1NbpjFjjLYrnvLuu7x/r+rDRYtYum8fi5DtioUQ5mWu6JDJxsaGkJAQ1q9fT6NGjbh69SpBQUEFbvfatWtGj7OxsXn4NhF6CKjkeJNJL5he7UFTt6ssaSYK5iHr8fXz8yuRdotljO/9Wxg/VCIi4Isv0D/xBDvDwrC1t8f+zh0AbgFTpk/no+vXaQHoXntNtisWQpgUGRlJw4YNjco6dOjA+vXrAahatSpXrlwpcLve3t5cvXrVcJ6SkmIYPvHTTz/x0Ucf8frrrxchclEcNLZOaD0bmV29QevkY1jnV+vZSJJeUSAqj8lt5TVPW7duHZ06daJhw4Z06tSJtZkrahVBsSS+AwcOLJH9lMuEzF3b9u2jzkcf4eniQtsGDQBIsrfnBxsbuqens8vbG/1HH5VysEKIsmru3Ll8/vnnRmUjR47k999/B6BTp04sXbqUhIQEAC5dumT2o77sCXLHjh35/vvvuXPvD/Ivv/ySLl26APD888/z/vvvk5x9JRpRaiy8H8Gyblezwxi0Tj5Y1u0q2xWLQlAovc7sUR4nt33//ff069ePOnXq8Morr1CnTh0GDBjAd999V6R2i2Wow6JFi4qjmbLp3q5tAatW0RsyNrD4918Aqtra0iUxMWPXtosXmThzJuPGjSvdeIUQ5ZK7uztTpkyhc+fO6PV6HB0dmT9/fo7r0tPTCQsLY/PmzQB4enry/vvv06FDBywsLGjcuLFRgv3xxx8zaNCgB/Y8RO7y6smVnl5RKEpB+sM1xnfGjBmsWbOGdu3aGco6d+7M66+/zsCBAwvdrkxuy4PJXdvuTSIhNlZ2bRNCFJuQkBCTqzdk36Lz0KFD9LlvSFWnTp3o1KlTjsdNnz6dU6dOYWtry+OPP/7wz8cQoqJSoHJb6aD85b1cunSJtm3bGpWFhIRw6dKlIrUr6/jmIXPXtrAhQ9AuXw7dukHmTiK1amXs2mZnx+DBg7l27Rp7Mld7EEKIEtCsWTP+85//5OvaDz74gMWLF/PGG29I0ivEQ+3hW8fXx8eHnTt3GpXt2rWL6tWrF6ld6fHNQ45d27L/RSW7tgkhhBCitCkydmjLpb68GT16NF26dGHw4MHUrl2bs2fPsnDhwhxzJQpKEt885Ni1bd26rMrjxzPKwsNl1zYhhBBClBKVx3Jm5S/zDQsLw8HBgQULFrBp0yZ8fHxYsGABPXv2LFK7kvjmoeW1a9Tw9Mzata1tW9i27V5ly4xd2y5dYvHVq7JrmxBCCCEevHvLmeVWX94sWbKEoKAgNm3aZCg7fPgw4eHh9OvXr9Dtyhjf3EREYNm3L38lJ/NcUhL7fH2JzJbYpk2diqpWDe2+fSy5fJlRw4bJxDYhhBBCPHi5jvEtfyZPnoyXl5dRmbe3NxMnTixSu5L45qZrV2jeHKeEBK5ZWhJy6RLffPihoXpzu3ZorlzhMtACeFd2bRNCCCHEA/fwTW6Ljo7Okfh6eXnx770lZQtLEt/cWFmRtnUrJ5yd8U5PZ5mVFTWz9eh20ulYCTzn70/KkiWya5sQQgghHjylUGlpZo/yONTB29ubU6dOGZWdOnUKT0/PIrUriW8ePv78cxrdusV+Pz+6paXxbrVqhrp/W7ViQ9++HDlzhs8uXCi9IIUQQghRsT1kQx169erFgAEDOHz4MHfu3OHw4cOEhYXRu3fvIrUriW8u0tLSmDNnDlV9fXnk+HHo1g1NZoLr4ECVLVtYsHgxvr6+zJkzh7S0XAaWCyGEEEKUAKUU+vQ0s4cqhz2+48aNw9/fn6ZNm+Lo6Mhjjz1GrVq1mDBhQpHalcQ3F5mbVwwePDjnpLV7a/haWVnJ5hVCCCGEKD0KlE5v9iiHQ3yxtbVl6dKlxMTEsG/fPv7991+WLl1KpUqVitSuLGeWi8zNKPz9/DLW6129GipVgrt3ISbGsIavbF4hhCjvktP1RF5PLO0wjLz32rTSDsGkj78aW9ohmFQWO/WaTPittEMwad37bUo7BCMb7Iq6IpRCn5aea3155ebmhpubW7G1J4lvLlxdXXkBaPzJJ3D8OPoePWDtWrTAHR8fKkdEgF6P7b2tQGXzCiGEEEI8cPd6fHOrFxkk8c1Fy8uXCQE4fpyo+vV54bffOJae8RfVpMuXaW1ry3OrVtEDeMXJSTavEEIIIcQDp1C5Jr5KMl8DGeObC0vLrL8Ljp84gbc26+UK7t4dTbZr2z39tGxeIYQQQogHT4EuLc3sIXlvFkl8c9OnDxHduxMB9AI+vHXLUNXk4EFCk5OJAF4EooKCSidGIYQQQlRsSuUxua3ome+BAwdo1KgRdnZ2tG7dmosXL5q9tkaNGtjZ2WFvb4+9vT2vvPJKke9fXMpc4vvNN9/w6KOPYmVlxaRJkwzlO3bsQKvVGl5Ee3t7du3aZag/e/YswcHB2NnZ8eijjxIZGWmo0+v1vPHGGzg7O1OlShW++OKLfMWSlpbGa7//zpjq1Ylq0IDmKSmGuhoXL7LO1pa/x4/ndx8f5s2bJ8uZCSGEEOKBUwr0aelmj6LmvSkpKXTv3p3XXnuNuLg4WrZsSf/+/XN9zK+//kpiYiKJiYnMnTu3aAEUozKX+Hp7ezNp0iR69OiRo65WrVqGFzExMZGnnnrKUNenTx+efvpp4uLiGDJkCN26dSP93njcuXPnsmPHDk6dOsXu3buZMWMGW7duzTOWzOXMXh46lMC//kI1bGioi23enI43bjB+yhSGDBkiy5kJIYQQopQo9Do90fGJnLgam+NISU9Hpyv8RhY7duzAxsaGwYMHY2try9ixYzl48CDnz58vxufwYJS5yW1du3YFYMOGDfl+zMmTJzl+/Di7du3CxsaG4cOH88knn7Br1y7atGnDkiVLePvtt/H09MTT05MhQ4bw/fff065dO7Nt6nQ6/vrrLwBsbGyIiorCPyEBm3v17t7ecG9MryxnJkThREdHExMTk6M8JSXFaIy9EEKIXNxb1WHx3qPM3H7Q5CUeFjYmy/Pj+PHjNGrUyHBuZ2dH7dq1iYqKombNmiYf07NnT5RStGjRglmzZuHn51fo+xenMtfjm5vLly/j6elJQEAAU6ZMMfz1cvz4cerUqYONTdY3NSgoiKioKEN99m9Y9jpz4uLi2PPmm1gCY8eMIeqRR7C5dAmAVEvLjDV9+/SB5cs5d+4cIMuZCVFQc+bMoWHDhjmOs2fPyh+SQgiRbxnr+Oa6pFkRJCYm4ujoaFTm6OhIYqLptb+XLVvGhQsXOH36NL6+vnTp0gW9vmRiK6hy06VSr149IiMjqVOnDn///Te9e/emcuXKjB49Os9vyP31uX2zMtmkpBABRNw77wVcB7yAy05O1GzdGu2qVbBqFdfd3PD29pblzIQQQgjxwKnMndsKOZi3ZcuWZodrjh07Fjc3NxISEozKExISsLe3N/mYFi1aABm7r82cORMnJyfOnj1LQEBAoeIrTuUm8fXy8sLLywuABg0aMG7cOL7++mtGjx6Nvb19rt+Q++tz+2ZlSrG2NqzmABkJcD0yEt9jN25w/Oefef5eXciNG1SbNEmWMxNCCCHEg6cUurR0+jUKoGOAb47qIT9up1Iun0rv3r071+Z/+eUX5syZYzi/e/cuZ8+eJTAwMM/QNBoNGo2m0El5cStXQx2y02q1hhexQYMGnD59mpRsqy4cO3bM8A1p0KABR48eNVlnjqubG49Nn25U5n3v32Z2djyfrUe4F/BunTpFfUpCVDgjRozg2LFjOY7atWvL0CEhhCgApdPjZmtDgItjjsPGQouFhUWh2w4JCeHu3bssXLiQlJQUpk2bRtOmTU2O77106RJ79+4lLS2NO3fu8M477+Dr60vt2rWL8vSKTZlLfNPT00lOTkan0xl9vWPHDi5fvgzA6dOnmTp1Kp07dwagbt261K9fn48//piUlBTmz5+PRqMxrPrQv39/ZsyYQUxMDGfOnGHBggUMGDAg1zgsLCxYmp7Oi8B+Hx96Ae736ryTklgJDLK1pS8Q0asXln36lMjrIcTDzNPTk8DAwByHjY1Nkd6khRCiIlFKoU9LM3sUtbfVxsaG1atXM2vWLJydnfntt99YunSpof6VV14xrNV7+/Zthg4diouLCzVq1OD06dOsW7euzLynl7mhDlOnTmXy5MmG82nTprFo0SJu3LhBv379uHXrFp6enrz00ku8/fbbhuuWLVvGwIED+fjjj6lXrx4//vijYVb48OHDOX36NAEBAVhbW/Pee+/luqIDZPwQzZkzB2tfXx45cQJ69IBNmwC4VaMGVRYs4HqLFtSvX5/Xd++ma1qaDHUQQogyQiXHo7F1KnS9EOXKvTG+udUX1eOPP86RI0dM1mVfpzcwMNDoU/aypswlvpMmTTLauCK70aNHm32cv7+/2YHZWq2WWbNmMWvWrHzHkZSUxPXr15kyZUpGQpucbKhzrlKF1q1bg5UVgwcPZsKECezZs4eQkJB8ty+EEKJk6K4dRh99BIsabdE6+eSo18dfRndhG1rPRlh4P1IKEQpR3FQeKzqUjfG1ZUGZG+pQVmgTE7EE/P38oF8/2LEjq3LfPvQvvgjLl8savkKIIrtw4QIajQZ7e3sqV65MYGAgO3fuLO2wyiWVHI8++ggoPboL29DHXzaqz0x6UXr00UdQyfGlFKkQxUcp0KWlmz3KyLyyMkESXzMq3bjBMqDRxx9DRAR/ZVtM/2dA++OP0Lcv1j/+CMgavkKIwouMjCQwMNCwK2WXLl0YOnRoaYdVLmlsnbCo0RY02hzJb/akF40WixptZbiDeEhk9PiaO6THN0uZG+pQZjg40Ov2bThxggjgsp0dTe4tiVarXj34+28ALNaswcfLS9bwFUIUWmRkJI88kvGRu0ajITg4mHnz5j3QGHQ6HZfOnDRZ5+jihrObu8m6skjr5AM12hqSXN2FbSjXAPRxp42SXlPDIIQoSTdiYoi7EZujPDUlBQsb68I3rECXmsuWxJL3Gkjia46jI9y+DUBlOzte7d0b/vc/sLKi/t9/k961K5s3b6b7nTscc3eXiW1CiEKLjIykZcuWAFy5coVPPvmEXr165fGo4pUYf4s3urUxWdd7+Fu8OOJtk3Vl1f3Jr/7GvaRekl5RisIXL2D2jI9N1nl4eBS+YQVKn0t2K4mvgQx1MEM5OjLM0ZEfNRo6JSVxY+HCjIq0NKICA6l78CCd79yhn5UV38TGkpaWVroBCyHKrcjISCZMmIC9vT3Vq1cnMDCQr776ylC/Y8cOQkJCaNWqFaGhoTzzzDOEhITg5ORESEiIyYm1O3fupHnz5rRs2ZI333zzAT6bskPr5IPW1XinKK1rgCS94qGjAL1OmT0k780iPb5mpMbGsjAhgWrjxlH/hx+of29oQwzQJCoKby8v/u+FFzharx7LJk+WVR2EEIWSmJjIuXPniIuLw9HRkRkzZrB8+XKsrTM+9oyNjWXChAmsX78eR0dHLly4gFKKmjVr0rJlS3Zkn3ibjb+/Pzt37sTGxoZ+/fpx9OhRgoKCHuAzK336+MsZwxuyl8WdRuPoI8mveLgohT7XoQ6S+maSxNcMm5gYwoG1x45x/vx56t8rTwY8nZ3Z6OpK4IoVeL76KpORVR2EEIVz5MgRqlatirOzMwCvv/46U6dO5ciRIzRq1IgNGzbw0ksv4ejoCECNGjXy1W61atUMX1taWua5eLy9kzNTFv5gss7RxS1f9yxL7p/Ips02xld3YRvIcAdRCvqFDaHj891ylA8f+CKVijjGV6+ToQ75IYmvGel2dvROSuLJNWvwAXRaLRZ6PT7Agdu3qXr8OLu8vdnulDEjWFZ1EEIURuaKDplsbGwICQlh/fr1NGrUiKtXrxapp/bw4cPExsbSoEGDXK+zsLDA179uoe9TlphavUHr5IPG0cdowpskv+JBc/PwwM3EWF5rGxssLAo/+lQphS7NfI9vUXdue5jIGF8zbtrZcRnwAfRVq2Khv7cwtKMjVXU6btjZ0f7aNWZ+/TXe3t6yqoMQolAiIyNp2LChUVmHDh1Yv349AFWrVuXKlSuFajs6OprXXnuNhZlzFCoAlRxvMumFjDG/9y91Juv4ioeF0imzh8giia8Ztjdu4ANcBrRXr2ZVJCRA9eq4JSWx1MKCO/HxDBs2TFZ1EEIUyty5c/n888+NykaOHMnvv/8OQKdOnVi6dCkJ95ZTvHTpEufPnzfZVvYEOSUlhb59+zJr1iyqVKlSQtGXPRpbJ7Sejcyu3pA9+dV6NpJ1fMVDQd1bzszcIR2+WSTxNcNBKaIaNOD1Dh3Yka08xt+f6QMHst7Ojh46HV1BenuFECXG3d2dKVOm0LlzZ1q1asWIESOwsbHJcV16ejphYWGG8++//56jR48yevRoQkJC2Lt37wOMunRZeD+CZd2uZocxaJ18sKzbVbYrFg8PlUePryS+BjLG14wbwNHRo1nx4otcr1sX/vkHgGNnzjBx2jR8qlRBVavGD6dP0+deT4wQQpSEkJAQk6s37N692/D1oUOH6NOnj+F8yJAhDBky5EGEVybl1ZMrPb3i4aLQ6/S51osMkvia4QYEzZjB6c8/p8G9pBegDfCDlRX+rq4EnjhBT2RimxCi9DVr1oxmzZqVdhhCiFKgFOjSzCe+MtQhiyS+ZtzWaAg8cQKAk5aW1E1PB+BEvXp0+ftvOHGCH7Va9nl6skyGOgghhBCiFKlce3xFJhnja4aFNuulCfD1zfjCwYH62ZYd0un11K9fXya2CSGEEKL0KIUuVW/2kC7fLJL4mmGn0/GjVksEoD13DoCU5GRYtYoNtrbsBXoBvocPy3bFQgghhCg9CpReb/aQIb5ZJPE1IwmY16IFQytXJvpemU1aGquBlLQ0ngR+b96c/926xZ49e0ovUCGEEEJUaIqMndvMHZL3ZpHE1ww7YNDu3Xi6uOCYbemgJ7Rauul07PL25szgwYBsVyyEEEKIUqQU+lSd2UOGOmSRyW1mJAC9gV5KoUlJySi0s6NqUpJh17YWy5YBsqqDEEIIIUqRyujxza1eZJAeXzOuAlctLNBcuZL185KUhKpWDbekJHZbW7Nnxw7ZrlgIIYQQpUoBunS92UPy3iyS+JoRoNFQVafjGqC5VxYJ1E1LI97RkaapqWzT63muQwdZ1UEIIYQQpUeBTimzh2S+WWSogxkWSnEZOAl43yuzd3bm07g4nNLTuQy0AHB2LqUIhRBCCCFAoUjVm89uZXpbFunxNeMu4AM8na2s9q1bdE1P50etljpkLGeW2qVLqcQnhBBCCAH3hjoo84ekvVmkx9eM3FbmfS40lG7r17NCo+E72SJUCPEQuHwlmhdeGlvaYRhZsWRaaYdgUmMv+9IOwaQ7uWxZW1rmv1o258DUTogq7RCMWOtSwKJSkdrQycoN+SI9vmY4AlucnDhiYWEo+wX42cYG659+YplS9NLr2b9/f6nFKIQQQgihFKTqldlDcuIskvjm4lZ8PFqdznDu6OpKcubSZvfIGr5CCCGEKE0y1CH/ZKiDGQlAz2zneuDJe0lupK0tHyUnswJ4RdbwFUIIIUQpUpDH5DaRSRLffEoFbO993Tg5Ga1Gg1ajoZmM8RVCCCFEKctt/wqRRYY6mOEIrAKuazJW8bUFEuyzJjR0UwqtjPEVQgghRCnLGOpgfh1fyYmzSI9vLhTGL5BjYiIbbWxwTkmhF7ASGeMrhBBCiNKVObktt3qRQXp8zbhNxhhf9/t+WoJSU3kSmG1tzQ+Ao6NjKUQnhBBCCJElt8ltIov0+Jphe995rK0tKampVNfribG1ZaqVFaSmlkpsQgghhBCZFIq0XLp1ZbBDFunxNcMKSMm2hq8zUE2v54adHR7JyXx1+zaWQEJCQilFKIQQQgghY3wLQhJfMxRgo9MZflgsk5P5R6NhT3IyAL2BroCrLGcmhBBCiFIkG1jknyS+ZmiAaxoNmnvnt4DqStFZr+egVsuLwHY3N4KDy+Z2jEIIIYSoOEp6jO8rr7yCv78/Go2GHTt25HptTEwMoaGhVK5cmbp167J169biCaIYSOKbC022P5Gy/9w01Wfsh96+fXusrKwecFRCCFG2qOT4ItULIYrmQQx1aNKkCf/73/+oVatWnteOHDkSLy8vYmJi+Oyzz+jdu3eZWQVLJreZoQCvbOcuQBJgl61swIABDzQmIYQoa3TXDqOPPoJFjbZonXxy1OvjL6O7sA2tZyMsvB8phQiFePhl7tyWpHQko8tRn45Cp8tZXhCvvPIKQJ4dfomJiaxZs4Zz585hZ2dH586dCQoKYu3atbz88stFiqE4SOJrhgZIJmt1hxQykt5/yNjYYgUw2FJePiFExaWS49FHHwGlR3dhG9yX/GYmvSg9+ugjaF1qobF1KsWIhXg4xZPGcnWVu+hIRm/yGpsH1ON6+vRp7O3tqV69uqEsKCiIqKioB3L/vMhQBzPSMF7SzAa4qtFQHXgdeAHZvEIIUTwuXLiARqPB3t6eypUrExgYyM6dO0s7rDxpbJ2wqNEWNFpD8quPvwwYJ71otFjUaCtJrxAloHbt2tRr0ADvBgE4eLiZvc7FxeWBxJOYmJhjjwNHR0cSExMfyP3zIolvAeizjfl9Arh69WrpBSOEeGhERkYSGBhIYmIiiYmJdOnShaFDhz7YIJQedfem6SPtrtmHaZ18ciS/usu/50h6TQ2DEKKiib4RR9TpczmOlNTUQg9FWLduHVFRUURFRTFixAiz1/Xp08dsXcuWLdFoNCaPcePGFSgee3v7HEu9JiQkYG9vX6B2Sop8Vm+GFZAKWN87vwtkdtqfAt4FvvP0LIXIhBAPm8jISB55JGP8q0ajITg4mHnz5j3YINJTST+5xmSVtkqTXMfnap18oEbbrGENN05mVEjSK4SRb8J/ZMrX35qs8/DwKHL7I0aMoFevXgVuf/fu3UW+d6aAgAASExO5cuUK1apVA+DYsWNlZl6UJL65sM72daVsX9cBegDR0dEPNiAhxEMpMjKSli1bAnDlyhU++eQTs/95lVVaJx+Ua0BW0gtoXQMk6RXiAfL09MSzhDrlUlNT0ev1KKVITU0lOTkZGxsbNBqN0XX29vZ06dKFiRMn8vXXX7N161aOHDlCly5dSiSugpKhDkVQUj9cQoiKJTIykgkTJhgmhAQGBvLVV18Z6nfs2EFISAitWrUiNDSUZ555hpCQEJycnAgJCSEkJCRHmykpKTRv3hx7e3vOnDlT4s9BH38Zfdxp47K404Yxv0KI8q19+/ZUqlSJU6dO0aFDBypVqsTFixcBmD59Oh07djRcO2fOHK5evYqbmxtvvfUWK1asKDMbfkmPby7SyBjyABlDHSrdVy89vkKIokpMTOTcuXPExcXh6OjIjBkzWL58OdbWGZ85xcbGMmHCBNavX4+joyMXLlxAKUXNmjVp2bKl2YXkraysWLt2LWPGjMlfIJbWWPo/a6bO1nT5PfdPZNO6BmQkwWZWexCiohrerzs9O7bNUd7tlXexrFQ2xsCak9umFR988IHRuYeHBxs2bCjhiApHEl8zFFlJL2QkvdnX8X0C6fEVQhTdkSNHqFq1Ks7OzgC8/vrrTJ06lSNHjtCoUSM2bNjASy+9ZJglXaNGjXy1q9VqqVKlSv4D0WjRVCr4rG9TqzdonXzQOPoYyiX5FSKDp5srnm45ez5trK3BwqIUIqp4ZKiDGRoTZdk3r9gHXLt27QFFI4R4WGWu6JDJxsaGkJAQ1q9fD2SsHlO1atXSCi9XKjne7OoNplZ7kB3chBClTRLfQrgBrIUcy3UIIURBRUZG0rBhQ6OyDh06GBLfqlWrcuXKldIILU8aWye0no3Mrt6QPfnVejaSdXyFEKVOhjoUghtQNuYmCiHKu7lz5+YoGzlyJCNHjgSgU6dOdO/enRdffBFHR0cuXbqETqejZs2aOR6XffmgB8XC+5Fcd2TTOvmgqdtVkl4hRJkgPb6FpAMqV65c2mEIIR5y7u7uTJkyhc6dO9OqVStGjBiBjY1NjuvS09MJCwszKuvatSu//vorAwcOJCIiosRizCuplaRXCFFWSI9vIZwE1gB1ZaiDEOIBCAkJMTmjOvui84cOHcqxM9OaNWtKODIhhChfJPEthLpAVyiz4+6EEBVPs2bNaNasWWmHIYQQZZoMdSiEa2T0+Pr6+pZyJEIIIYQQIr8k8S0EbzK2LH7qqadKOxQhhBBCCJFPMtThPtHR0cTExOCRx3UaoHXr1g8ipFIRHR3NnDlzDOcjRoyosBt2yGuRRV4LkRuVdhd97N+Gc617PTRW9+95+WDduhHLphWLDefPvhCGs5t76QV0T2xMDOGLFhjO+708BHePvP7nKVkxMdEs+l9WTC8PHoKHR+n/ft+MjWF1+ELDebd+/8HFvXRfK4DoG3F8E/6j4Xx4v+4mN6cQZYskvveJiYnJV+Lr7OaGlZVVHleVXzExMUyePNlw3qtXrwqb4MhrkUVeC5Gr9GT0//5lONU614BSTnwTbt5g5TczDect2j9fJhLfuBuxfPXZx4bzjp27lXrieyM2lhkfTzecd+7arUwkvrfibrD4q88M5206dikTiW9M3C2mfP2t4bxnx7aS+JYDMtShEHTAPhnfK4QQQghRrkjiWwi/ALdu3SrtMIQQQgghRAFUmMQ3JiaG0NBQKleuTN26ddm6dWuh2/oeOH/+fPEFJ4QQQgghSlyFGeM7cuRIvLy8iImJYcuWLfTu3ZvTp0/j6lrw8TgW9/49dOgQjz76aPEGKkQFkjmZ9H4pKSlYWlaYtychhBAPiEYppUo7iJKWmJiIq6sr586do3r16kDGTkgDBw7k5ZdfNro2KiqKhg0bogHMTclIu3cA2NnZlVTYpUqv15OcnGw4t7W1RautMB8QGJHXIktxvxZpaWmkpaWZrLO2tiYlJaXQbYv8c3BwIPFOEtg4Fq0hvQ5Sb2edWzuA1sL89XnwqVb0iVVpqSlcv3zRcO7l44eVdc4tnwvC1rLov/8pKSlcupD1yaFvjZomt6IuCK1GU8SYkrmQ7dPMGjVrYmNjW7Q2dfoiPR4gNSWFq5cuGM6r+tbAuoivlZ1KLWJUkJKaytlLWRtZ1fatho21daHaOnvpH6ysbbh9+3beF4siqRBdKqdPn8be/v/bu/OwJs7tD+DfBJQtBgQXEBdc0BYKWCxKXTAuKLigUpfbCoVal1vcl2troaBUrOLaVq22igsUq9ValYoiFLhgtVqrIGoFsQpSFRBZImvI+/vDH3MJS0ggQDDn8zx5NDPvvHNm5kxymMwi4IpeALCxscGtW7dqte3cuTMMDAzAe/EC9V2+lgfgyf//38LCQtXhqoXKykrk5eVx742NjaGl1fgvsLaM1sX/qHpdVN1FpS6v8l1T1I2BgQEAoGfPbk3qRx33lUptHiqr3S3BUF+31WMCAL5Oe3SuFpeeTntoabXuH9Q67WVj0mnfHlr8phXT+k34w4eLg68jE1cHPR0VbMOm321EW0t2fWnrCYBGxtWuvQ63H5LmpRGFr1gshlAoeyRDKBTi2bNntdp26dIFYrEYa9eulbltU3UBAQFYu3Ztc4RKiEaRt5+tWrWqhaPRXE+ePGm4ESGEvAI0ovAVCAQoLCyUGVZYWAiBQFDvND4+PpgxY0ad4zq38r0WCXlV0H5GCCGkJWlE4WtpaQmxWIysrCyYm5sDAFJSUvD+++/XO02XLl3oxvyENDPazwghhLQkjbi4DXj5hClDQ0N8/fXXiImJgZeXV6Pv6kAIIYQQQtoejTjiCwC7d++Gl5cXTExM0L17dxw9epSKXkIIIYQQDaIxR3wJIYQQQohm08ybkRJCCCGEEI1DhW8Nqny0sbr55ptvYG9vj3bt2sncji0uLg58Ph8CgYB7JSQkcOPT09MxbNgw6Ovrw97eHklJSdw4qVSKZcuWwcjICF27dsX27dtbcpEabf78+TAzM4NQKISNjQ3OnDnDjdu4cSM6d+4MY2NjrF69GtV/FLl69SpsbW2hr6+PkSNH4uHD/90Yv6SkBB4eHujQoQN69uyJI0eOtOgyNdWlS5fA5/Oxfv16AMDBgwehra0tkxcZGRlc+1d5XRBCCHk1UeFbQ/VHG2/evBkzZ86UuSF7W2ZmZoa1a9finXfeqTWuT58+EIvF3GvEiBHcuHfffRdjx45FXl4e5s2bh2nTpkEikQAA9uzZg7i4OKSmpiIxMRFbtmxpE38srFixAg8ePEBhYSFCQkLg4eGBZ8+e4ezZs9i1axcuX76M27dvIzIyEiEhIQBePmnJ3d0dS5YsQV5eHoYPHw4PDw+uz4CAAOTm5iIrKwvHjh2Dj48P7t6921qLqBSpVIrly5fDwcFBZrhIJJLJi549Xz7W5VVeF4QQQl5dVPhWIxaL8fPPP2PdunXQ19eHm5sbbGxscOrUqdYOTSWmTp0KNzc3GBkZKTzN3bt3cfv2bXz66afQ1dXFRx99BKlUyh0RDg0NxapVq9ClSxdYWlpi3rx5OHz4cDMtgeq89tpr3ONBeTweysvLkZWVhdDQUCxYsAB9+/aFqakpVq5cyS1PXFwcdHR0MHfuXOjq6sLX1xfXrl3D3///iM/Q0FD4+flBKBTC0dERU6ZMQXh4eKstozK+/fZbDBkyBK+//rpC7V/ldUEIIeTVRYVvNco82vhVk5mZyRWvgYGBqKysBADcvn0b/fv3l3mGfPV1cvv2bdja2tY5Tt35+PhAT08PDg4OGD16NGxsbOQuT81x+vr66Nu3L27duoXnz5/jyZMnbXJdPHv2DDt27KjzCWqXL1+GiYkJrKyssGfPHm74q7ouiOaoeV03XedNmhPll/qgwrea+h5tLBaLWymilvHaa68hKSkJT548walTp3Ds2DHs2LEDQMPrpOb4trS+du/eDbFYjOjoaIwbNw48Hk/u8shbF1VtOnToUOe06szX15c7T7u6kSNHIiUlBTk5OThw4AACAwNx4sQJAK/uuiCqJZVKWzuEOkmlUvB4PAAvr2EAwL0nbf+PAnXLO8YYl18nT57EsWPHkJ2d3cpRaS4qfKtpzKONXwWmpqZ47bXXwOfzYWVlBT8/P/z0008AGl4nNce3tfWlpaWFMWPGIDo6GmfPnpW7PPLWRVWboqKiOqdVV9evX8fVq1cxb968WuN69+4NCwsL8Pl8DBkyBEuWLFEoL9rquiCqx+e//IpZt24ddu7ciYqKilaO6KWquLZv347ly5dj1apVuHPnDgD1K5paA4/HQ25uLi5cuMC9b0vFb9X2VZfrCqqK3qCgIOzfvx8XL17Ezp07UVJS0sqRaSYqfKup/mjjKikpKbC2tm7FqFoen8/nPuSsrKyQlpaGsrIybnz1dWJlZYWbN2/WOa4tkUgkuHfvntzlqTmupKQE6enpsLa2RseOHWFqatrm1kV8fDzu3r0Lc3NzmJqa4ujRo9i0aRM++OCDWm1r5sWrti5I80hMTMTevXuRkJCAU6dOqU3xe+rUKZw8eRJhYWHo0aMHvv32WwD/K5paWtW+1dDR1pYqQFNSUvDLL7/g7NmzAF4Wb1WnwLUFa9aswVtvvYXIyEi1iDsrKwuPHz/G8ePH8eWXX+Lp06fchdOkhTEiY/r06ezDDz9kxcXF7MyZM8zY2Jg9e/astcNSiYqKClZSUsLmzp3LfH19WUlJCZNIJCw2NpZlZGQwxhhLTU1lNjY27IsvvuCmc3BwYGvXrmWlpaVs7969rHfv3qyiooIxxtjOnTvZwIEDWXZ2NktLS2Pm5uYsOjq6VZZPUfn5+ez7779nRUVFrKKigh07dozp6Oiw69evs4iICNajRw+Wnp7Onjx5wmxtbdm+ffsYY4yVlpYyc3Nztn//flZaWsp8fX3Z8OHDuX5XrVrFXFxcWGFhIfv9999Zx44d2V9//dVai6mQFy9esMePH3OvmTNnso8//pg9f/6cRUZGsuzsbMYYY9euXWPm5ubsyJEjjLFXc12Q5lNaWsoyMjKYt7c3++GHH1hJSUlrh8SSk5NZeno6997T05M9evSoVWKprKzk/i+RSGqNl0qlbM+ePSwlJaXZY3jx4gV78eIFKygoYL/++isLDAxkp0+flmmbmZnZbHGoyubNm9mhQ4fYwoULWWRkpMw6bg3l5eXc9yxjjF28eJHt2rWLMca471PSMqjwrSE7O5u5uroyPT09ZmlpyS5cuNDaIalMQEAAAyDzOnDgANuyZQvr1q0b09fXZxYWFuyzzz6T2RHT0tLY0KFDma6uLhs4cCC7fv06N66yspItXbqUGRoass6dO7OtW7e2wpIpp6CggIlEImZoaMiEQiGzt7dnJ06c4MZv2LCBmZiYMCMjI/af//yHSaVSbtyVK1eYjY0N09XVZSNGjGAPHjzgxhUXF7P33nuPGRgYsO7du7Pvv/++RZdLFby8vNjnn3/OGGNsxYoVrHPnzkxfX59ZWlqyr776Sqbtq74uSNNV7TtVRcdff/3FPvjgA3b27Fn26NEjdu7cuRb/0q8eU3l5OZNIJEwqlbKpU6eyJ0+esNzcXHbz5k2Z/b6l7Nu3jy1evJht3bqVHT58mBt+4MABtnXrVrZ69WpWXFysknmdP3+eJScnM8b+V2ynpqayGTNmsFmzZrGNGzeynTt3sri4OBYYGMgiIyMZY4wFBgayL7/8UiUxtISEhATm7e3NIiIiGGMv/whrrUKzek7FxsaydevWscePHzN/f3+Wm5vbKjFpInpkMSGEkCZj1S7gkTc+JycHPj4+SE5OxhdffAF3d/dWjavKjh07YGdnhw0bNmDx4sVwc3Nr1rhq2rVrF86ePYtPP/0UWlpa2LhxI4YPH45Vq1YhKSkJdnZ22L9/PwwNDTFq1CiYmJg0el6TJk1CeXk5OnbsiJCQEBgYGODu3bv497//DT8/P9jY2OD+/fs4f/48+Hw+RowYgYsXL+L3339Hx44dsX//fmhra6tw6ZtXQkICfvjhBzg6OuLGjRtYtGgRevfu3WrxMMZw69Yt/Oc//4GWlhYmTpyIjz76qNXi0TR0ji8hhJAmqX6XhC1btnAXRVXH4/EglUrRuXNnZGVlYdmyZc1e9CoSV5VHjx5h0qRJePfdd1u86AVe3lbwq6++wrBhw+Do6IjQ0FAkJCTg2LFjsLOzA/DyaYlpaWkwNjZu9HwmTZqEyspKREVF4cCBAzAwMIBEIsHRo0ehp6eHMWPGoEuXLnBwcIC3tze0tbXRtWtX2NjYoFOnTlzRqw7nzSpqxIgRGDt2LJYtWwZLS8sWKXqrH1OseXyRx+OhT58+yMrKwuTJk6nobWFU+BJCCGk0xpjMXRISExPh6OhYZ9uqdrt37+a+7JvrLgqKxlVVlIwdOxaHDh3CnDlzZIa3lMrKShw/fpwrKDt06IBVq1bhn3/+AQAUFxfD0dERH3/8caPvshAXF4fy8nLugjVdXV0AgLa2NmbPno1p06YhKCgIT58+hZaWFjp37oybN28iPz8fbm5uCAkJ4YpeLS0tFS1508krMqve5+bmYv369fj3v/9dZztVqqysrPNXhurzlEql3AOTmjseIosKX0IIIY1S/TSCr776Cp999hlef/117h7O1Yva6re/GzhwIDd9c9xFQZm4qm67N3bsWEyfPp0b39L39XV3d4euri5u3LjBFb8VFRW4f/8+JBIJ9PX14e3tDT6f3+j4Hj58CB6Px92hofq679u3L0aPHg2hUIhvv/0WBQUF0NfXR9euXWvddkudit6GisyqcfPmzZP5Y6s5t2/V+lm1ahUWLlyILVu2ICkpCTweD0lJSbh//z4EAgF3JF/R03GIalDhSwghRGnVi4d9+/YhISEBaWlpyMzMxOeffw7g5RHeyspKFBYWYs6cOUhOTpbpozm+7BsTV1JSksw5q811SzN5R/UsLS3Rvn17JCYm4osvvsDt27cRFBSEIUOG1DqftrHx8Xg8ufeO7du3L6ZPnw5jY2OEhIRg5cqV+OeffzBy5MhGza8lNFRkVj1Gvfq6b67te/HiRdy/fx8AEBwcjNzcXCxbtgy9evXC/v37kZeXh4cPH2Ljxo0y24GK3pZFhS8hhBCFVR0trSoedu3ahXPnzmH58uUwMzPDN998gxs3biAoKAjAy8JEKBTiX//6F/Lz89UyroKCgmaLq3p89Z1vzBjjjuiOGTMGlZWV+OmnnzB79mzMnj1bZTGYmJjgyZMnKCgogJaWFqRSKVcQhoeHY9euXTAzM4OLiwuePn2Kmzdv4vvvv+faqhNli8zmLi7z8vKQlJSE0NBQiMVi9O/fH/b29rC0tMTMmTNhZGSE4uJiTJgwAZ6entDT02vWeEj96K4OhBBC5MrJyUF5eTnMzc0BvHzgi7a2Ng4fPoywsDAcPnwYpqamkEql4PP5KCkpgbe3N6ysrBAQEAAAePr0Kbp27aoRcdVU/afs7du3Iz4+HqGhoTKP9Zb3c7cqfwq3t7eHlZUVwsLCAIBbN1V3kwgMDOSe3GZiYsKdFqFOpzfk5eXhhx9+QE5ODlauXIno6GhkZGRgyZIlAAB/f3/Mnz8fpqamuHTpEkaMGNGs8VRtn8ePH2PHjh0QCoWwtLRETk4OLC0t0a9fP3h6eiI4OBjDhg1r1lhIw+iILyGEkHolJCRg6NChmD59OpycnMAY4356Ly4uhp+fH0xNTWXOGdXT08OhQ4dw8eJFXLlyBQBUXlyqa1w1KXq+MY/Hq/UY8CqqKHqrjnH5+fnh4cOH8PX1BfDyCPnmzZsRHh6O+fPnc/Pq1KkTdxGdOhW9jDEYGxtj2rRpKC4uxpdffony8nJoaWkhKioK9+/fR0xMDB4+fAhtbe1mL3oByGzf3Nxc5Obm4s6dOyguLkZaWhoWLFiADz74gIpeNUGFLyGEkDr997//xdSpU7F06VIEBQWhrKwM/v7+3Hg9PT1ERETgxYsX0NLS4i7K+vPPP6Grq4vIyEgMHjxYY+KqSRXnQatKVRxjxozBrFmzEBUVhV69emHatGnYt28fYmJi0KNHj1q3KVO380/Vqcis/oP5X3/9hd9//x379+/H4sWLYWxsjBcvXmDGjBk4cuQI5s6dW2sa0jqo8CWEEFJLXl4exo4diw8//BCLFi3CiBEjYGdnJ3Oh1fDhw9GlSxf88ccfXJH54MEDBAQEIDU1lTtSqMove3WNqzp1PQ8aAAwNDTFv3jycPXsWAQEBWLJkCRISEtC3b1+1O6WhOnUsMquK8MjISOjq6mLy5Mm4fPky+vTpAzMzM6SmpiIjIwOdOnXi4lG3PyQ0ERW+hBBCajE2NsbKlStx48YN/P3332jXrh0kEgmSk5Px008/AXh5F4C+ffvi8uXL8PX1RXR0ND788EO4ubmhf//+XF+q/LJX17hycnKQlZUF4GXBK5FIAACHDx/GqVOnsHPnTgwdOhRSqRQdOnRAWFgYkpOTsW7dOq6PESNGwMnJSWUx1UdHRwedO3fGnDlzMGrUKHTp0gVSqVRti15AvYrM6gV1fn4+d1FbSUkJ/vjjD2zcuBEHDx7EzJkz8dZbb9VaBtK66OI20mYtWbIETk5O3L03a7p48SJ8fHxw/fp1pW9fM3nyZLzzzjvw9vZWQaSEtE3JycnYunUrRo4ciT///BMhISGYOXMmzp07h/Hjx2PmzJmYOHEicnJycP78eZSXl0MgEGDmzJkAmq/4ULe4EhISMGfOHHTq1Ant2rVDfHw81/+ePXtgZWUFJyenWkdUS0tL4ebmhvXr17fIqRdtUfVtlZ+fjz179qCiooI7Si4Wi5GYmIi5c+di6tSpLRpbXFwcRo4ciaysLPz66694+PAh7O3tUVxcjPLycu6OHHSkV80wQtTMsWPHmIGBQa1Xu3btGAB2+vRpxhhjffv2ZVlZWfX28+abb7KTJ0/KDIuKimKjR49mHTp0YPr6+szOzo7t3r2bSaVSmXY3btxgXbp0YcXFxSpfPkLakp07dzJLS0vWv39/VllZyRhjLCMjg3l7e7OBAwey0NDQOqeruU+9qnHFx8czY2Nj9vXXX7OYmBg2ePBg5ufnx40/ePAg+89//sPEYjFjjDGJRMIYY+zatWsy74l8sbGxTCqVsszMTHbo0CEWGBjIIiIi2LFjx1hYWBjXrjnzrirPGGPsn3/+Yb6+vmzXrl2svLyc3b9/ny1atIgFBgbKTNPc+wFRHp3qQNTOjBkzIBaLZV5xcXEQCoWYO3cuJk6ciPT0dLzxxhvo1q1bnX3ExsbiyZMnmDx5MjfswIEDmDp1Ktzd3ZGRkYFnz57hiy++wMaNG2sd2bWzs0OvXr24W/4QomnY//8YuHDhQowbNw7a2trcLyc9evTA119/jbCwMHh4eNQ5fXP/zKwOcbWF843bqur3DX78+DGio6PxzTffoGvXrhgxYgSys7Px559/YsaMGS1yZLXqtm8AEBMTg9LSUjg7O4PP52Pfvn3Q0dFBUVFRrYvq6Eiv+qHCl6i9+Ph4jB49Gl5eXvjuu+/A5/MRExPDPeO8LidOnMCYMWO4L5XCwkIsXboUgYGBWLhwIYyMjKCrqwtXV1ccP34coaGhiImJkenDxcWFO2eQEE1TdSsrANi5cyeEQiG8vLy48QKBANbW1gDQog83UKe41PV847ZOHYvMqnhWrlyJgwcP4syZMzh79iwcHBy4gywikQijR49uthiIalDhS9Ta2bNn4erqilWrVmHr1q3c8KysLIwfP77e6f744w+88cYb3PvExEQUFRVh1qxZtdo6ODigd+/eiIyMlBlua2uLq1evqmApCGmbqheZ27ZtQ3Z2Nr7++uta7ZrrEbBtIa53330XZmZmiI2NxaJFi/DDDz+gQ4cO8PHxgZeXF3755RdMmzYNc+bMwVtvvYWMjAwsWLAA8+bNA0BHeuuiTkVm9T+eUlJSkJeXh9DQUPz3v/+FlZUV7OzssG7dOhw7doz75ZC2qXrTbrgJIa3j6NGjeP/997F582buiTxVql8JXZe8vDwYGhpy76tuDN+xY8c623fs2BEvXryQGWZoaIjnz583JnRCXhlVR9FsbGzQv39/CASCVo7oJXWJy9bWFoMHD8bGjRvB4/EgFovB5/ORmZkJf39/+Pn54fnz5/Dw8Kh1+kVz/jTfFlU/0lu9yJw+fTomT54MOzs7DBo0CO+//z769u0LoOVOb7hw4QIcHBzQp08fODs7Y8KECZg9ezY++eQTLF68uEXiIapBR3yJWvruu+/g6emJvXv31ip6FWFsbIyCggLu/WuvvQYASEpKqtX2xYsXuHv3LtemSkFBQb2FMiGaRiAQIDAwEB988EFrhyKjNeNSp/ON27qaRWb37t25InPYsGFckfnw4cNmKzJrnhpTFY+Pjw8uXboEHR0ddOvWDZaWlujUqRP+9a9/oVevXujVqxc3DW1T9UeFL1E7W7duxeLFi3HkyJFG305s0KBBuHXrFvd+4MCBGDFiBL744otabbdt2wYdHR289957MsNv3rwpcw9GQjRd1a8o6vZTbmvFpU7nG7c16lBkPnv2DI8fPwYAmUdbR0VFISMjA0+fPkVKSgrS09OxZMkSxMbG4u7du3BxcYGenh5mzpyJxYsXA1C/fYLUj+7jS9SKv78/tm7dip9++knuObwNiYmJwfvvv4+MjAzuArdHjx5h9OjRcHZ2xtatW9G+fXts374dgYGBOHXqFEQikUwfQ4YMwZw5c+ReREcIIVVHHi9duoTAwEBMmDCBK4jIS8+ePUN5eTnMzMxk7mccFRWF1157DTo6OsjJycHKlStx9OhR/Pbbb4iLi8Pw4cNRXl4OqVSq0vsw//bbbwgICACPx8PXX3+NAQMGAHh5IOSXX37B4MGDoa+vD1tbW9y7dw+ZmZkYPHgwMjMzYWhoiH//+99cX3R6Q9tChS9RG9evX4e9vT20tLSgq6tba7yjoyOio6MV7u/NN99EQEAApk6dig0bNmDDhg2QSCQoKyvDwYMHYWFhAZFIBG1tbejo6MDDwwN79uwB8PIG+WPHjsWDBw+gr6+vsmUkhLy6xGIxfH19MXDgQLU7JaQ1qVuR+dtvv2HChAnYvn077O3tYWdnBwD49ddfMXv2bFy9ehUmJiYICwuDUCjEuHHjwBhD+/btMWnSJCxbtqzFH5ZBVIcKX/LKSkxMxMKFCxv15DY3NzdMmzaNvrwIIUopKCiQubBW06lbkZmfn48ZM2Zg1qxZmDt3LjdcKpUiMzMTP/30E/h8PhYtWoTffvsNZ86cQXBwMAoKCrB161aYmprCx8dHZfGQlkeFLyGEEKJi9PO3ehaZBQUFcHd3x969e9GnTx/weDyZ7XTv3j2cP38eBQUFuHbtGkQiEXfaSlZWFszNzQHQ9m3L6HZmhBBCiIpRUfRyHUilUohEIkilUq7I5PP56NWrFyZPnozz589j06ZNXJEJvLxYccGCBc1SZD58+BC3b9+GgYGBzC+BVfPo168fDAwMsHPnTuTk5Mhc41EVT9WykbaJ7upACCGEEJWrWWRWFYtVPzT369cP7u7uePHiRYsUmYwxmJmZoXv37sjMzATw8m4OVfN48OABduzYATMzM/j4+GDWrFnYsGFDrXu8k7aNCl9CCCGEqJQ6Fpk8Hg+dO3dGx44d8emnnwIAtLS0UFJSAgAoLi7GH3/8gcePH8Pc3BzOzs5wd3eHgYFBs8VEWh4VvoQQQghRKXUsMquONAcFBaGwsBC+vr4AAD09PQCAt7c3zM3NYWZmBgDo378/bG1tmy0e0jqo8CWEEEKISqljkVl1ysTrr7+O2bNn49dff8WoUaMQHBwMe3t79O/fH5s2bQJADxx5ldFdHQghhBDSLMRiMfbv348ffvgBurq6cHV1xQ8//AArKyuEhYUBkH1ccUspKirC7du3sXPnTlhYWMDExATLli0DAJkHbJBXDxW+hBBCCGk2banIVLd4iOpR4UsIIYSQFkdFJmkNVPgSQgghhBCNQBe3EUIIIYQQjUCFLyGEEEII0QhU+BJCCCGEEI1AhS8hhBBCCNEIVPgSQgghhBCNQIUvIYQQQgjRCFT4EkIIIYQQjUCFLyGEEEII0QhU+BJCCCGEEI1AhS8hhBBCCNEIVPgSQgghhBCNQIUvIYQQQgjRCFT4EkIIIYQQjUCFLyGEEEII0QhU+BJCCCGEEI1AhS8hhBBCCNEIVPgSQgghhBCNQIUvIYQQQgjRCFT4EkIIIYQQjUCFL5Hx4MED8Hg8CAQCGBgYwNraGvHx8a0dllJEIhF0dXUhEAggEAjg6uoqMz4nJwcTJ06EgYEBBgwYgJiYmHr7UqZtYyjb/44dO9CvXz/o6enB0tISX375ZaPn3VrbWp3Wf2Pm8Spsg6b65ptvYG9vj3bt2mHt2rXc8LKyMsyZMwc9e/aEUCiEo6MjLl26VG8/8+fPh5mZGYRCIWxsbHDmzBmVx6rM9m3os6MmVeYCIaSFMEKq+fnnn5m1tTVjjDGpVMrWrFnD+vfv38pRKWfkyJEsNDS03vEzZsxgc+bMYS9evGCnTp1ixsbG7NmzZ01uW52Xlxc7cOBAg+2U6d/Pz4/Z2dmx69evM4lEwq5du8beeOMN5ufn1+B86tJa27ol1j9jtA2a08mTJ9mpU6fYrFmzWEBAADdcLBazdevWsYcPH7LKykp25MgRZmJiwoqKiurs586dO6y0tJQxxtiVK1eYUChkubm5Dc5f0W3LmHLbt6HPjupUnQuEkJZBhS+RsW7dOubh4cG9j4iIYMbGxq0YkfLkfXkVFRWxdu3asczMTJn2ISEhTWpbkyJfzMr0n5OTw/T19VlqaqrM8Fu3bjE9PT2WnZ3dYEw1tca2bqn1zxhtg5awYMECmcK3LmZmZuyPP/5osK+rV68yXV1dlpSU1GBbRQtfZXNI0cK3OXKBENIy6FQHIiMpKQn29vYAgKysLGzatAkzZsxotXgmTZoEIyOjOl8bN26sd7rly5ejc+fOcHZ2RnJyMjc8LS0NAoEA3bt354bZ2Njg1q1btfpQpm1jKNP/pUuX0Lt3b1haWsoMt7KyQvfu3eX+nFwfVWxrZbePOq1/ZeehrtugKRq7fykqLS0NeXl56NevX71tfHx8oKenBwcHB4wePRo2NjZNnm/1+SubQ/V9dlTXHLlACGkZVPgSGUlJSfD39+e+LKytrfHVV181qq8bN25g//79TYonIiIC+fn5db4++eSTOqcJDg7G33//jYyMDDg7O8PV1RVFRUUAALFYDKFQKNNeKBRCLBbX6keZtoBsEREeHg4fHx+5RURTY6liZGSE4uLiOsfJ09C2Hj9+PJ4+fSq3D2W3T3Ouf+DV2wZxcXEQiURwcnLCxIkTkZWVhXHjxkEkEsHQ0BAikQgikahWv2VlZXB0dIRAIMC9e/fqnX9j9i9FlZSUwMPDA2vWrIGhoWG97Xbv3g2xWIzo6GiMGzcOPB6vznbKbltA+RyS99nRUL9VGpsLhJCWod3aARD1IRaLcf/+feTl5UEoFGLLli04cuQI2rdv36j+bG1tMXDgQNUGqYDBgwdz/1+9ejVCQkJw+fJlODs7QyAQoLCwUKZ9YWEhBAJBrX6UaQu8LCKqeHt7QyQSwdvbu944lem/d+/eSE1NhUQigbb2/3bb8vJypKWloXfv3vXOpy6KbOunT5+ia9euSvXbkOZc/8CrtQ1yc3Ph7++PiIgICIVCPHjwAOXl5YiKigIADB8+HHFxcXX23a5dO5w6dQoff/yxUjGpSkVFBWbMmIF+/frB39+/wfZaWloYM2YMduzYAUtLS0yYMKFWG2W3LaB8Dsn77KhO1blACGk5dMSXcJKTk9GtWzcYGRmBz+dj6dKlSE9P537uS0pKwpAhQzBq1Ch8/vnnYIzho48+wujRozFp0iQUFBQgLi4OU6ZMgZubG06ePAk/P78629Xsqz6urq7cFdY1Xxs2bFBoufh8PhhjAABLS0uIxWJkZWVx41NSUmBtbV1rOmXaNoYy/Q8ePBgmJiYIDw+XGR4WFoYuXbrAwcFBqXk3tK2LiorQoUOHBvtRdvuo0/pXdh4tvQ3Onj0LT09P7siihYWFwgUVn89X6I8WVexfNUmlUnh6eoLH4+HQoUP1HsGti0QikXuEWllNzaHqnx3VqToXCCEtqHVPMSbqZPfu3WzcuHEywyZPnsyCgoIYY4xt2bKFHTlyhDHGWGVlJTt9+jQ37vTp0yw4OJjFxsaysWPHMsYYi42NZb6+vnW2q9mXqjx//pxFRUWx0tJSVlZWxrZt28a6du3K8vPzuTbTp09nH374ISsuLmZnzpyRe5W3Mm0bQ5n+L168yLp27cpiY2MZY4z9+uuvrEuXLuzixYtKz7ehbf3777+zefPmKd2vItRp/Ss7j5bcBl988QWLiIiod/phw4Y1OA8vLy+WlpamdGwNqaioYCUlJWzu3LnM19eXlZSUMIlEwhhjbO7cuczJyYmVlJTI7SM/P599//33rKioiFVUVLBjx44xHR0ddv36dZXGquj2VeSzozpV5gIhpOVQ4Us4CxYsYCtWrJAZtnPnTvb2228zxhjLzc1lixcvZu+99x6LjIxkmzZtYra2tmzkyJFs2LBh7OOPP2axsbFszZo1jLH/Fb51tavZl6pkZ2ezQYMGMYFAwDp27MhGjRrFrl27VquNq6sr09PTY5aWluzChQvcOBcXF67waKhtTS4uLszAwKDOV/U+FY2luqCgIGZgYMC0tLSYhYUFY4wxCwsLpqWlJbf/+jS0rQ8cOMC2bdumVJ+KamiZq28DZdZ/1bSvyjY4dOgQ27t3b73Tt2bhGxAQwADIvA4cOMAePHjAADBdXV2Zdf/f//6XMSa7bQsKCphIJGKGhoZMKBQye3t7duLEiXrn2Zhty5ji+7sinx1VVJ0LhJCWw2Osjt9xCKlDSUkJ9PT0UF5ejmHDhsHX1xfp6elYuXIlgJfn9V28eBHR0dFYv3494uLiEB0djbfeeqtWO4lEItPX1atXW3PRSA2rV6/GmDFjMH78+NYORWPl5ubC3d2dO8c3IyMDlZWV3OkOw4cPR2JiItc+KysL5ubmMn14e3vDz89P7l0VCCFEk9A5vkRh4eHhcHJywtChQ+Hh4YEpU6YgPT0do0ePxqhRoxAZGVnndHW1q9kXUS937txBQEAAxo4diwkTJtR5niNpXp06dUJgYCDc3Nzg5OQEHx8f6Ojo1NlWIpHUutBr6tSpiIqKgpeXF3788ccWiJgQQtQfHfElhJA27sqVK0hJScGcOXNaOxRCCFFrVPgSQgghhBCNQKc6EEIIIYQQjUCFLyGEEEII0QhU+BJCCCGEEI1AhS8hhBBCCNEIVPgSQgghhBCNQIUvkfHgwQPweDwIBAIYGBjA2toa8fHxrR2WXN988w3s7e3Rrl07rF27VmacQCCQefH5fGzdupUbf+PGDQwbNgxCoRB9+vTBvn37ZKYPDg5Gjx490KFDB7z55psoKipSaL41iUQi6OrqcnG4uro2ebnrcunSJfD5fKxfv15m+Pz582FmZgahUAgbGxucOXOmUbEpuxw7duxAv379oKenB0tLS3z55ZeNXra2mJv1kZc7DeWVvG3QUD7L6zsnJwcTJ06EgYEBBgwYgJiYmDpjb2ifUqW68llenLdu3YKTkxOEQiGsrKwQFxcn058y+6wybQHV5jrw8gEmixcvRo8ePSAUCmFtbY3g4GBUVlY2qd/GUDQ3Gtu+OeNRZSwWFhbQ19fnct/U1LTRfZHWQ4UvkZGUlARra2uIxWKIxWJMmTIF8+fPb+2w5DIzM8PatWvxzjvv1BpXtRxisRipqang8/lwd3fnxnt6emL8+PHIz8/H8ePHsXz5cty5cwcAsGvXLpw7dw4XL15EYWEhDh06hPbt2ys037rs27ePi6W+h33U5O3tjYMHDyrUViqVYvny5XBwcKg1bsWKFXjw4AEKCwsREhICDw8PPHv2rFGxKdr2s88+w8GDB3H8+HGIxWIcPXoU+/btw2effabQ8tTUFnOzPvJyR5G8qm8byMvnhvpeuHAhTE1NkZOTg82bN2PmzJnIy8ur1a6hfao+yuQyUH8+1xdnRUUFpkyZgunTp+P58+f46quvMH36dJk8V2afVaatqnM9Ozsbb7/9NkpLS/H777+jsLAQ4eHhSExMBJ/f8l/biuZGY9tXUTRHlOm/sbHUJyoqisv/J0+eNLof0nqo8CUykpKS8OabbwIAeDwehg0bhtzc3FaOSr6pU6fCzc0NRkZGctuFh4fj7bff5h75Crw8ivjuu++Cz+fD3t4er7/+Ov766y9UVlYiKCgI3333HXr27AkejwdbW1uZJ2cpOt+W8u2332LIkCF4/fXXa4177bXXuNh5PB7Ky8uRlZXVbLHk5uZi27Zt+PHHHzFw4EBoaWnB3t4eR48exdatW5GTk6N0n20xN+sjL3eaklf15XNDfYvFYvz8889Yt24d9PX14ebmBhsbG5w6dUru/Orap1SlrnyWF+fdu3fx/PlzLFmyBFpaWhg7dizefPNNnDx5kptemXWraNvmyPVFixbB3t4e3333Hbp16wYAsLOzw+nTp8Hj8ZTurymUzY3G5lJzxKNsLDweD48ePeLei0QihIWFqSRuoj6o8CUykpKSYG9vDwDIysrCpk2bMGPGjBab/6RJk2BkZFTna+PGjU3qOzQ0FO+//77MsMWLFyMsLAwSiQRXrlxBRkYGHB0d8ejRIxQXF+P48ePo2rUrBgwYgO+++65J81++fDk6d+4MZ2dnJCcnN6mvmp49e4YdO3Zg3bp19bbx8fGBnp4eHBwcMHr0aNjY2DQqNkXaXrp0Cb1794alpaXMcCsrK3Tv3h2XLl1SYuleau3crE9z5mx96tsG9eVzQ9LS0iAQCNC9e3dumI2NDW7duiV3urr2KVWoL58birPm85gYYw0uQ1OpOtfT09Nx4sQJBAYGqjJMjrL5qmxuNDaXFKVM/80dC2mbqPAlMpKSkuDv7899WFhbW+Orr77ixsfFxUEkEsHJyQkTJ06Es7MzRCIRDA0NIRKJIBKJavUZHx8PR0dHDB8+HMuXL5c7/4iICOTn59f5+uSTTxq9XMnJyUhNTa1VKLm6uuLw4cPQ1dXF0KFDsWnTJpiZmSErKwsFBQVITU3FgwcP8OOPP+LTTz9FQkJCo+YfHByMv//+GxkZGXB2doarq6vM+cLVVf9iCg8Ph4+PT4OFlK+vL5YtWyb36NTu3bshFosRHR2NcePGcUeOlIlN0bZisRhCobDOPoyMjFBcXFxvnPVRNjezsrIwbty4BvMTAM6fPw8nJyeIRCIsW7YMEolE4biaK2frI28b1JfPDalrewmFQojF4nqnqW+fqq4xuQzUn8/y4hwwYACMjIywbds2VFRU4Ny5c4iPj8eLFy/kLHnTqTrXY2JiYGlpiQEDBtQ5Pi4uDr169cKYMWNkjkjGxcXBz8+vwf6VzVdlc0PZ9srmiDL9NyavG+Lq6srFt2LFikb3Q1qPdmsHQNSHWCzG/fv3kZeXB6FQiC1btuDIkSPcea25ubnw9/dHREQEhEIhHjx4AMYYevfujeHDh9e6kKRKv379EB8fDx0dHcyePRs3b96UOdrYEkJDQzF58mSZL9K8vDxMnDgRISEhmDZtGm7dugUXFxfY2NhAT08PAODv7w89PT3Y2triX//6F86ePYsRI0YoPf/Bgwdz/1+9ejVCQkJw+fJlODs712obERHB/d/b2xsikQje3t719n39+nVcvXoVu3btajAOLS0tjBkzBjt27IClpSUmTJigVGyKtu3duzdSU1MhkUigrf2/j5ny8nKkpaUp/dN4Y3KzvLwcUVFRACA3P3Nzc7F+/XpERkZCIBAgODgYe/bswaJFi5SKsaXUtw0GDRpUbz5XHSmvj0AgQGFhocywwsJCCASCeqepa5+qSdlcBuTns7w427Vrh59//hmLFy9GUFAQ3nrrLcyaNUvmaF9zUHWuZ2dnNxizp6cn1q9fj9LSUrzzzjv1FsmqoGxuKNte2RxRpv/G5HVDIiMjMXz48EZPT1ofHfElnOTkZHTr1g1GRkbg8/lYunQp0tPTuZ9Sz549C09PT+4vaAsLC4U+1M3NzbnzS7W1taGlpVVvW1dX11pXjVe9NmzY0KjlkkqlCA8Ph6enp8zw9PR0GBgYYPr06dDS0oKtrS2GDh2K+Ph49O/fH+3bt5c5n06V59bx+fxaP8s2Vnx8PO7evQtzc3OYmpri6NGj2LRpEz744IN6p5FIJLh3716TY6uv7eDBg2FiYoLw8HCZ4WFhYejSpUudF+DJ01y5CQC//PIL3n//fe7LcOnSpTLnhTakOXJWGVXbQF4+N8TS0hJisVjmvO+UlBRYW1vX2b6+fUoV5OVzQ3Ha2toiPj4ez549w/nz53H//n2ZPxSag6pzvWfPnsjMzFSora6uLlatWoXTp08r3L+y+apsbijbXlnK9N+YWEpLS7n/FxQUqCRmol6o8CWcqqvmq+jo6EAkEnF/kf/zzz/chRaNcf36deTm5sLKyqreNpGRkTJXjVd/ffrpp3VOI5FIUFpaisrKSpn/V4mJiUFFRUWtW2/1798fxcXFOHXqFBhjuH37NhISEmBjY8MVEEFBQSgrK8OdO3dw9OhRTJgwQeH5VsnPz8eFCxdQVlaG8vJybN++HXl5eRgyZEiD6+zgwYMNHiGbP38+7t27hxs3buDGjRtwc3PDwoULsX37dgAvP7zDw8MhFoshkUjw448/IjY2Fk5OTkrFpkxbPp+PAwcOYPXq1dyR1tjYWKxZswYHDhxQ+sr05szNx48fy0yro6OD8vJyhadXdc7KGydvG8jL54bmKxAIMGXKFAQEBKCkpAQRERFITk7GlClT6oy/vn1KHkVyGZCfzw3FmZycjNLSUhQXF2Pz5s2QSqVwcXFRaL3XpGhbVef65MmTUVBQgKCgIBQXF0MqleLq1av1nibWrVs3pe4uoGy+KpsbyravTpEcUab/xsRy+PBhSKVSREdHIzk5GUVFRUqd+kTaAEbI/1uwYAFbsWKFzLCdO3eyt99+mzHG2KFDh9jevXvrnHbYsGFy+3769CkbPnw4e/LkiWqCrSYgIIABkHkdOHCAG+/p6ckWL15c57Tnzp1jdnZ2TCAQsJ49e7KNGzdy454/f87c3d2ZQCBgFhYWtZZd3nxdXFxYUFAQY4yx7OxsNmjQICYQCFjHjh3ZqFGj2LVr1+pdHhcXF2ZgYFDnq6pPeby8vNjnn3/OvS8oKGAikYgZGhoyoVDI7O3t2YkTJxSKrbHLERQUxAwMDJiWlhazsLBgjDFmYWHBtLS0FF6O6pqSm4zJz8+DBw+yb7/9lntfWlrKRo8ezRhj7PTp02zDhg1syZIlSsXbEHm5I29cQ9tAXj4r0rerqyvT09NjlpaW7MKFC9x01fOAMfn7VHVNzWXGauezvDiXLVvGDA0NWYcOHZi7uzt7/Pixwstfcxkb+lypoupcZ4yxlJQU5uLiwkxMTFjHjh2Zg4MD279/P2OMsdjYWObr68u1jYmJYZ999lmt4aokb50zVnvdNdS+5rTK5ogyuapMLADYggULWKdOndioUaOYv78/MzY2Zg8fPmSMMdarVy+WkJAgf2URtcdjTEW/t5JXXm5uLtzd3bnzKDMyMlBZWcmd45uYmMi1zcrKgrm5OQCgrKwMEydOxKZNmzBo0KDWCp+8wuTlJgC5+ZmdnY133nkH586dg4GBAYKDg6Grq4slS5Zw7RcsWIC9e/e27EIRUoe4uDhER0dz5/jOmDEDAQEB3IWrNR9eQxTH4/GQmZnZ7OeFk9ZFpzoQhXXq1AmBgYFwc3ODk5MTfHx8ZO5rW0Uikcj8XHX48GHcvHkTK1euhEgkatStrAiRR9HcBGrnZ5cuXbBmzRqMHz8eI0eOxKNHj/DRRx9x4zdu3IgPP/ywuReBEIWFhoZizJgxcHFxwaxZs/DWW28BAL7//nuMHTsWY8eOlblojBDyP3TEl6jclStXkJKSgjlz5rR2KITUokx+btiwAampqRg4cCCWLl3a4g8PIIS0HDriqxmo8CWEEEIIIRqBTnUghBBCCCEagQpfQgghhBCiEajwJYQQQgghGoEKX0IIIYQQohGo8CWEEEIIIRqBCl9CCCGEEKIRqPAlteTm5mLx4sXo0aMHhEIhrK2tERwcXO8z7V8VZWVlmDNnDnr27AmhUAhHR0eZh23cuHEDw4YNg1AoRJ8+fbBv375G9aMKOTk5mDhxIgwMDDBgwADExMSopG1DLCwsoK+vD4FAAIFAAFNT00b3pal5Vt2lS5fA5/PlPm1LJBJBV1eXW+eurq4qj6M18klVuZSeng5tbW2UlpY2avqGtNa+pk6xWFhYyDz5EADWrl2LuXPnNrpPQloLFb5ERnZ2Nt5++22Ulpbi999/R2FhIcLDw5GYmAg+/9VOF4lEwn3A5+fnY9myZZg8eTLEYjEAwNPTE+PHj0d+fj6OHz+O5cuX486dO0r3I4+3tzcOHjzYYLuFCxfC1NQUOTk52Lx5M2bOnIm8vLwmt1VEVFQUxGIxxGIxnjx50qg+NDnPqkilUixfvhwODg4Ntt23bx+3ziMjIxXqX9FcAlovn1SRS0lJSRgwYAB0dXUbNX1DWmLdtIX9npBXBiOkmhkzZrCZM2e2dhhqw8zMjP3xxx+MMcYEAgFLTU3lxjk4OLCffvpJ6X7k8fLyYgcOHJDbpqioiLVr145lZmZyw0aOHMlCQkKa1JYxxgDUahsaGsq979WrF0tISGhwORpCecbYN998w5YsWcK8vLzY559/Xm+7mttAUYrkEmOtl0+qyiV/f3/27rvvNrmfujTnuqmuLe73AQEB7MMPP5QbMyHqSDMOrRCFpKen48SJEwgMDGztUJps0qRJMDIyqvO1ceNGhfpIS0tDXl4e+vXrBwBYvHgxwsLCIJFIcOXKFWRkZMDR0VHpfpoqLS0NAoFA5rGaNjY2uHXrVpPatpRXKc+AxuXas2fPsGPHDqxbt06heSxfvhydO3eGs7MzkpOTVRl+m8+n5ORk2NraNtiuMdtJndaNOsVCSFtGhS/hxMTEwNLSEgMGDKhzfFxcHHr16gWRSITJkyejuLhYJfONjo7G2rVrFWpbVlYGR0dHCAQC3Lt3r952ERERyM/Pr/P1ySefNDifkpISeHh4YM2aNTA0NAQAuLq64vDhw9DV1cXQoUOxadMmmJmZKd1PTdW/kMPDw+Hj4yP3C1ksFkMoFMoMEwqFdZ5KoUxbRbm6unLxrVixQunp20KexcfHw9HREcOHD8fy5cvltm1Mrvn6+mLZsmUwMjJqMJbg4GD8/fffyMjIgLOzM1xdXVFUVFRnW2VzCWjdfGpqLgEvT3Wws7NrsF1jtlNzrpu2vN8rcwCBEHVDhS/hZGdnyxwhqIunpyfi4uIwcuRIHDt2rIUi+5927drh1KlTmD59erPNo6KiAjNmzEC/fv3g7+8PAMjLy8PEiROxefNmlJWV4c8//8SaNWvw559/KtVPXap/Ib/33nvYvXu33C9kgUCAwsJCmWGFhYUQCARNaquoyMhILr5t27YpPX1byLN+/fohPj4eiYmJyM7Oxs2bN1XW9/Xr13H16lXMmzdPofaDBw+GQCCAnp4eVq9ejQ4dOuDy5ct1tlU2l4DWzaem5lJhYSEePHigUOHbGM25btryfq/oAQRC1BEVvoTTs2dPZGZmKtTWxsYGjx49QlJSEoYMGYJRo0bh888/B2MMH330EUaPHo1JkyahoKAAcXFx8PPzA/C/o24VFRV45513MG7cOO6ijsrKSnh4eGDkyJFwc3Or9cENAHw+H127dm0wPldXV+5q8ZqvDRs21DudVCqFp6cneDweDh06BB6PB+Dlz/MGBgaYPn06tLS0YGtri6FDhyI+Pl6pflTB0tISYrEYWVlZ3LCUlBRYW1s3qW2V6lfHFxQUqCjq/2kLeWZubg4dHR0AgLa2NrS0tOqNUdlci4+Px927d2Fubg5TU1McPXoUmzZtwgcffKDQOuHz+WCMKdRWEW05n27evAkTExN069atwbaN+Uxo7nWjjLa8nQhRJ1T4Es7kyZNRUFCAoKAgFBcXQyqV4urVq3X+1JuYmAhLS0tER0dj+fLliI2Nha+vLyIiItCjRw/8+uuvWLBgAb799ts65/Xzzz/Dzs4OUVFR6N+/PwDg5MmT3JG2KVOm4Lvvvmv0skRGRnJXi9d8ffrpp/VOt2DBAjx+/Bg//vgjtLW1ueH9+/dHcXExTp06BcYYbt++jYSEBNjY2CjVT0MOHjwIb29vuW0EAgGmTJmCgIAAlJSUICIiAsnJyZgyZUqT2lY5fPgwpFIpoqOjkZycjKKiIkgkEoWXoSFtKc+uX7+O3NxcWFlZ1dtG2VybP38+7t27hxs3buDGjRtwc3PDwoULsX379lpt8/PzceHCBZSVlaG8vBzbt29HXl4ehgwZUm88VRTJJaBt51NSUhKsra1RWlrKvcrLy+ts25jPhOZeN1U0Yb8nRF1Q4Us4HTt2RExMDBITE9GzZ0906tQJCxculCnuQkNDIRKJkJ2dDXd3d3h7e+O3337D7NmzERUVhTt37uDo0aMQiUTYtGkTnj17JnO0s+pIVXp6OgYNGgQA3L/37t3jbu00ZMgQuefwNoeHDx9i3759uHLlCjp16sQdDUpISIChoSGOHTuGgIAACIVCuLq6YsWKFRg7diw3vaurKzZs2CC3n7o05kjU7t278c8//8DExAQrVqzA0aNHYWxsXCsWRdrWlJ2dja5du2LDhg3w8/ODn58f/vnnn8as0jq1lTzLzs7GkiVLEBISorJlBwB9fX2YmppyLz09PQgEAu583+rbrqKiAmvWrEGnTp1gamqKM2fO4OzZs/WeL97YXzrk5Uj1eBpqW5fmzKekpCTEx8dDT0+Pe82aNUslfVdprnWjafs9IeqCx1T5mxl5pcXFxSE6OlrmZvslJSXQ09NDeXk5hg0bBl9fX6Snp2PlypUAXn5x3759G19++SVCQkKwZcsWiMViWFlZITU1FX5+fli/fj0kEgneeOMN3Lx5E+vWrcP+/fvx/PlzrFq1CllZWTA3N5eJxdvbG35+fiq7UwJ5icfjITMzs8FzcJuTOuRZWVkZJk6ciE2bNnEFM1GeOuQTaRhtJ6JJ6IgvaZLw8HA4OTlh6NCh8PDwwJQpU5Ceno7Ro0dj1KhRiIyMhK2tLbKzs+Hi4oK0tDQAwLRp03Dt2jU4Ozvj/v37AICpU6ciLS0NI0eOxMmTJzFv3jxIJJJaPwFOnToVUVFR8PLywo8//tjSi0xaQUvn2eHDh3Hz5k2sXLkSIpFI5U/eI4QQ0jroiC9Ra1euXEFKSgrmzJnT2qFoBE098kN51jw0NZ/aGtpORJNQ4UsIIYQQQjQCnepACCGEEEI0AhW+hBBCCCFEI1DhSwghhBBCNAIVvoQQQgghRCNQ4UsIIYQQQjQCFb6EEEIIIUQjUOFLCCGEEEI0AhW+hBBCCCFEI1DhSwghhBBCNAIVvoQQQgghRCNQ4UsIIYQQQjQCFb6EEEIIIUQjUOFLCCGEEEI0AhW+hBBCCCFEI1DhSwghhBBCNAIVvoQQQgghRCNQ4UsIIYQQQjQCFb6EEEIIIUQjUOFLCCGEEEI0AhW+hBBCCCFEI1DhSwghhBBCNAIVvoQQQgghRCNQ4UsIIYQQQjQCFb6EEEIIIUQjUOFLCCGEEEI0AhW+hBBCCCFEI1DhSwghhBBCNAIVvoQQQgghRCP8H5vhDYKaM+epAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4.0 ± 0.1 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 61.4 ± 1.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 36.9 ± 1.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 15.6 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 125.5 ± 1.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 558.2 ± 31.2 $\\mathrm{\\mu F}$   $L$ = 11327.1 ± 234.1 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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AoFevXsycORNbW0kNs0u+/pvNzOI4kybB9euwZAlAbeBtCF3JPcAJYN261G8oXRrKlYNixcDZGQ3w8ssv87K7O4qvL5o6dYxfM8uVQ6/Xp1kgQwghhBDCkkJCoEcP43ONJoqkpGZANIMHD+bbb7+V6mzZLF8PL8kMGxuY/9YS3qxvADYDK7kARKYc4OgIzZvD7Nlw+zZcugQbN8Ivv6RuaNEiNAYDHD4M1avzYNo06tevz5w5c3L08wghhBAi/4iIgFatwDglzYCidARCGTdunCTcOSRf93Rnlt31S8zvt4nSe3qSlAQKLgyjBvUD3em1eDE4O/93I598ApGRMHkyPHpEoYEDqQb0O3SI6tWrU7169ez+GEIIIYTIR5KSoEMHY3+g0efABn744QcGDBigYmT5i/R0Z4LSogVbxg4jKelu8pb/sZBdvLfGic179jxfIw4O8M03sHkzJM8Mngb0i4ujZcuW3L59OztCF0IIIUQ+NWIE/PVXyqvfsbH5mvnz50vCncMk6c6EhceO0fPkSQACAt7FxaVL8p55dOjwE/fu3Xv+xgICYOtW8PAAYDLQ4sYNWrZsyaNHjywbuBBCCCHypSVLjH19RiHY2fVhxYrldOvWTc2w8iVJujPhwoULABQuXJjFi2ewdq0tWq0ecODBgzm0azeWTK01VKMG7NiB4uUFwA9AgUOH6N69OwaDwfIfQAghhBD5xtGj0L17yloiETg5deLPP3+nVatWaoaVb0nSnQnjxo1j27ZtLFy4kBdeeIE334R581L+Ct3Yvv0TvvxyfuYarVwZzdq1KA4O3HJ25gawfPlygoODLR2+EEIIIfKJ8HBo2DCaxEQ7QI+zcy+2bZtNw4YN1Q4t35KkO5MaNGhAQECA6XWXLhpGjUoZDlKCkSMr8fffmVxtslYtNOvWUeDUKShbFoAJEyawaNEiC0UthBBCiPwiMRHq1LnOgwcFAHB0DGbnzs959dVXVY4sf5Ok2wLGjnWmRYs7ACjKKzRpcpMHDx5mrpFGjShUqhTr1q3Dzc0Nd3d3fHx8LB+sEEIIIfK0hg2PEBpaHAB7+9/Zs6c1/v7+KkclJOm2AI0Gli/35sUXrwMQG9uCOnX+zNz47mTlypVj7dq1nB41inrx8ZYOVQghhBB5WLt269m9uwYAWu0Jdu4sz8sv11A5KgH5POlOSEigUqVKVKpUyey27O1h/34fnJ2NJf/OnGnPwIHr/uNd6XtjyRIKDx4M3boZB2UJIYQQQvyHvn3n8PvvxjHbGs091q+359VXq6oclUiRr5NuS3vhBQ1//eWMRvMIsOF//3uVv/46k/mGatY0/nn3LgweTEREhEXjFEIIIUTe8sknk/npp8aAI5DEnDkxNGlSQe2wxBPyddJtb2/PqVOnOHXqlMXarF27ICNHXkt+5Ulg4GMePozNXCPdu0NgoPH5okV08vYmJCTEYjEKIYQQIm9QFIWRI8cyeXItwDgXbOTI+/ToUUrVuERa+Trpzi7jx1fA3/8wAI8f16Bevd2Za0CjgR9+wODkBMDUxES+mTDB0mEKIYQQIhczJtwj+eILT+ANAFq3jmT8+MLqBibSJUl3Ntmxoxo6XSgAJ068xejRz7lMfIoSJbAZOxaACkDxZcv4559/LBylEEIIIXIjRVEYPnw4kyaFAUEAVK0ax6JFBdFo1I1NpE+S7mzi4qJl3TodEAPAhAnlOHLkVuYaGTSI+HLlABgJfNatG3FxcZYNVAghhBC5iqIoDB06lG++2Q1MB+CFF5JYv94RR0d1YxMZk6Q7G9WrV4T+/U8DoCheNGp0i8RE/fM3YGeHw6xZADgDnS9eZOLEidkQqRBCqOuDDz6gSJEiuLq6UqVKFf744w/Tvi+//BJPT0/c3d0ZNmxYqnKsBw8epGrVqjg7O1OvXj2uXr2qRvhC5BhFUfjoo4/47rslwArAHltbhVWrbJHlPaybRslKMek8wDH5q2BO9ByXLfs3Fy7UAaBJk51s3FgvU+83NGtG/MaNfGUwMFGr5fCRI1StKiWAhLAmOXlNyYvOnj1L6dKlcXBw4ODBgzRq1IhLly6xf/9++vTpw44dO3BxcSEgIIBBgwbx3nvvER8fj6+vL8HBwXTp0oXx48eza9cudu9Ofx5NpUqV0Ov1rFixIt39np6eeHl5ZefHFMIsBoOB/v37M2PGz8B2wJhbTJ8OffuqGlqeFhYWRng6JZwDAwOxtbXl7Nmzz9eQkk85ODgoDg4OOXKu27ejFTu7SwooCiQqs2efzlwDly4pIZs3K1qtVgGU9u3bZ0+gQogsy8lrSl538OBBxdHRUTl+/LjSoUMHZfz48aZ9c+fOVerWrasoiqJs3LhRKVOmjGlfbGys4uTkpFy6dCnddv38/BRPT08FSPcRHBycrZ9LCHPo9Xrlgw8+SP7/Oj05p1CU995TFINB7ejytuDg4AyvG56ens/djgwvyQHe3jrmzn0ExAO29O1bkKtXo5+/gdKlqRwQQKdOnQBYuXIlYWFh2RKrEEKoJSgoCCcnJ1555RXefPNNqlSpwunTp1Pd2atSpYqpzOvT+5ydnSlTpoxFy8AKYQ0MBgO9e/dm1qxZwHuAsVu7Zk343/+QiZO5hCTdOaRz50oEBu4CICmpKHXqnMdgyNzInqCgIDp06MC2devw9PTMjjCFEEI106dPJyYmhi1bttC4cWM0Gg0xMTG4urqajnF1dSUmxjhB/el9T+8XIi/Q6/X06tWLOXPmALXQaIwTJwsXhpUrkYmTuYit2gHkJytWNKRIkT2Eh7/OzZsv06HDPyxbVvu53/+qnx+vVqwI7dvDhg3w2mvZGK0QQuQ8rVZLw4YNmTp1KmXLlkWn0xEVFWXaHxUVhU6nA0iz7+n96XF3d2f79u3p7pPODGFtkpKS6NGjB4sWLQK8sbVdS1KSPba2sHw5FCumdoT5Q1BQEG3btk2zPWVM9/OSpDsHabU27NlTHj+/a+j1Jfj9d38WLjxH167ln6+BqCiYOBESEmDcOPjzz+wNWAghVJKUlMSFCxfw8/MjJCSEli1bAnDy5EkqVaoEgJ+fH9OnTze95/Hjx1y8eNG0Pz1arfaZ+4WwFoqiPJFw2+HsvIFHj4wTfb//Hl5/Xd348hMvL690J1k7ODhkqh0ZXpLDypXz5McfI4BEwJ5evVy4ciXqv95m5OMD779vfL5xI6GLFmVXmEIIkWMiIyNZvHgxMTExJCUl8fvvv7N9+3bq1q1Lly5dmDlzJpcuXeLu3btMmTKFbt26AVC/fn0eP37MnDlziI+PZ+LEibz88suULl1a5U8khPkmTpyYnHCDh8ciHj2qDkCvXlKpJLeSpFsFffpUo3lzY0mrpCQfatc+j17/nOO7hw/HkHwr41yXLpw5cya7whRCiByh0WiYPXs2Pj4+eHh48OWXX7J48WKqVatGs2bN6Nu3LzVr1qRChQo0adKEXr16AcZeplWrVjF16lTc3NzYtWsXv/76q8qfRgjzrV27llGjRgHg6fkZ9+8bhzbUrAk//igTJ3MrqdOtUk1dvd5AsWL7uHvXOKY7MPAfVq9+vvHdEe3b475sGQCfNG7MN5s2ZVucQojno/Y1Rfy3lGElUt1EWLMzZ85Qq1YtoqOjcXJqQFLSFhITbfDygsOHkQVwrEhmrynS060SrdaGf/6pgFZrXD1tzZqazJz5fMXV3b/8EkPy19wqmzdz/PjxbItTCCFSxMfH88svv9CsWTO8vLyws7PDy8uLt99+m9mzZ8sXDiHM9ODBAwIDA4mOjgYK4+S0nsREG9PESUm4c7d8nXQnJCRQqVIl1SbVvPiiOz///BCIA2wJCnqB06cj//uNpUsT27QpAB2BHz75JBujFEIImD9/PiVLlmTWrFn4+/szY8YM/vzzT2bMmEHNmjX55ZdfKFWqFAsWLFA7VCFyJb1eT6dOnQgNDQXsKF78ABERTgBMnQpvvKFqeMIC8vXwkoSEBCpWrAioe7uxbduNLF/+FgDu7ue4dascDg7/MWDr4EHj4C7gG6De/v3UTH4thMh5eX14ScuWLZkwYUKqxWieduLECUaNGsWaNWtyMLLnJ8NLhDUbPnw4X3/9NQClS//J5cvGvKBnT/jlFxnHbY0ye03J10k3WMcvSIPBQKlSm7l+3fgD9sYbJ9i1K+NfbCniXn2Vy/v3Mx5IaNOG5cuXZ3OkQoiMWNM1RaRPkm5hrRYvXkznzp0BKFp0FLdujQPglVdg1y5ZAMdayZjuXMjGxoa9e1/Bzs44Nnv37qqMGHHuP9/nuG4d33TvzhJg9erVXL9+PZsjFUIIIYQlHTlyhPfeew+AAgUaER4+FgAvL1lxMq+RpNtKFCvmwW+/JQJhAEyaVJI1a249+00vvED/gQMB41iwGTNmZHOUQggB27dvZ9iwYfTr149p06Zx//59wLhqmxDi+YWFhdGqVSvi4uLQaLxxcPiDxEQNtrbw++8ycTKvkaTbirRu7c8nnxwCkgBH2ra14dKl2Ge+p0aNGrRp04axY8cysF+/HIlTCJF/9ejRg0aNGrFy5UoOHDjAyJEjqVixotTIFiKTEhISePfdd5PvUttSuvRB7t0zdmtPmQJ166obn7A8SbqtzNdfv029en8AkJjoTa1aV0lIePaw++UffcTo48fx7t07J0IUQuRTP/30Ezt27GD//v1cuHCBgwcPcufOHQYMGEDLli2Jj49XO0Qhco1Bgwaxe7dxobwKFdZx6ZKxW7tbN+jfX83IRHaRpNsK/fVXC4oU2QLAvXt+NGhw9NlvWL7cOPDrzz/h3H+PBRdC5Lzw8HCaNWuGi4sL5cuXZ+vWreked+XKFZo0aYKbmxvFihVjwoQJORxpxmbNmsXMmTPx9/c3bXN2dmbUqFGMGjWKxMREFaMTIveYNWuWaUho6dKjOHu2CQA1asBPP0mlkrxKkm4rZGdny4ED1bG3PwHAP//U4OOPT2f8hifGUSZOncq9e/eyO0Qh8q2wsDBOnTqV5mEwGHhWMah+/frh7e1NeHg433zzDe3atSMiIiLNcQMGDKBEiRKEh4ezZ88epk+fziYrWXU2NDSUBg0apLtvyJAh7NixI2cDEiIX+vvvv+mf3JXt7t6IW7eMEyc9PIz9Z05OakYnspMk3VbKx8eD1attSJlY+e23ZVi27Gb6B5cvjxIQAMDjn37i61GjcihKIfKf6dOnU7ly5TSPxMRE9Hp9uu+JiYlh9erVjB07FmdnZ1q2bEmVKlXSrWd95coV2rVrh52dHaVLl+b111/n9OlnfOnOQTY2NhmWRExMTOTq1as5HJEQucv169dp06YNiYmJ2Np6Y2//B/HxGmxsYNkyKFlS7QhFdpKk24o1bVqZkSOPAgmAA506ORISEp3usZoBAwBwBQwLF5KQkJBjcQohni00NBSdTofPE6UIqlSpkm5t1379+rF06VLi4+MJDQ1l3759GfYu57RXXnmFxYsXp7tvyJAh9OjRI2cDEiIXefz4Me+88w53794FtPj6HuLOHePEya++gjffVDc+kf0k6bZyEyY0oUmT1QDo9R7UqXOfhw/T6U17+21iPTwA6BIby/p163IwSiHEs8TExODq6ppqm6urKzExMWmOfeONNzh06BAuLi6UK1eODz74gGrVquVQpM82fPhwPv74Y6ZOncqtW7d4/Pgx+/btIzAwkL/++gsHBwe1QxTCKimKwgcffMDhw4cBqFbtT86eLQZA+/YwdKia0YmcIkl3LrB+fRtKl14JQHR0KWrUOE9S0lMHabXYJY8Rqwb8M2VKjsYoRH4RFBTEyZMn0zzs7OzQarXpvken0xEVFZVqW1RUFDqdLtU2vV7PW2+9RY8ePYiLi+PSpUssWrSItWvXZtvnyYyAgACmTZtGcHAwxYsXR6fTUbt2bSIjI9m2bVuGn1+I/O67774zldSsWDGYY8eMQ0KrVJEl3vOTLC8DHx8fz6+//srKlSs5ePAgDx48oFChQvj7+/POO+/QtWtX07LI1ii3LdkcERFJyZJHiYmpD0DduqfYsaNS6h/UO3fQFy2KVlFYqNHQ+PZtChcurEq8QuQ3z7qmxMTE4O7uzuXLlylWzNi71aBBA7p160bPnj1Nx4WHh+Pl5UVcXJyp1/jjjz8mMTGR77//Pgc+xfOJjo5mz549REVFUaFCBV566SUAJk2axGeffaZydBmTZeCFGjZv3kzTpk0xGAx4ezciKmoTjx7Z4OYGhw5BmTJqRyiyKkeWgZ8/fz4lS5Zk1qxZ+Pv7M2PGDP78809mzJhBzZo1+eWXXyhVqhQLFizISvMiHe7uBfnnn1LY2oYAsGtXJT744Ezqg7y9efDmm+gBO0Xh14ULcz5QIUQaOp2OwMBAgoODefz4MevWrePEiRMEBgamOs7T05MSJUowe/ZsDAYD169fZ/369VSpUkWlyNNXoEABmjZtSvv27U0JN2DVCbcQajh37hzt27fHYDDg6FgEW9t1PHpkg0YDixdLwp3vKFnQokUL5fjx48885vjx40rLli2z0nyOcHBwUBwcHNQOI9PWrj2swA0FFAX0yqRJF1LtN5w/r9QtXVoBlGrVqqkUpRD5z39dU8LCwpSmTZsqTk5OStmyZZW//vpLURRF+fXXXxU/Pz/TcQcOHFBee+01xdXVVfH29laGDBmi6PX6bI//v7z00kvK2rVrFYPBkO5+g8GgrFmzxqqvO35+fqn+roXITuHh4UqZMmUUQAGNUq3azeTf3YoyYYLa0QlLyOw1JcvDS3K73Da85ElTpmxl6NBXMNYqiWPRonA6dSpu2j9hwgRGJZcNDAkJoXLlyuoEKkQ+kpuvKc/j77//ZuDAgdy9e5eGDRtSuXJlChYsSGRkJKdOnWLr1q14eXnxww8/UKdOHbXDTZcMLxE5JT4+noCAANOKk3Xr7mDXrnoAtGoFK1aAjcyqy/VyZHjJk7Zv386wYcPo168f06ZN4/79+4BxspHIHkOGNKR//51AIuBI164F2Lkz3LS/U6dOaDQa6tSpk251BCGEyKw6depw+PBhFi5ciKurKytXruTbb79l5cqV6HQ65s+fz+HDh6024RYipyiKQu/evU0J9xtvTDYl3BUqwPz5knDnV2b1dPfo0YOFCxdSunRpChUqxLlz53B0dGT58uU0b948zWx9a5IXeqUCA1eydm1rAOzs7nL4sDNVqhQA4Pa5cxTZsQPu3YORI1WMUoj8IS9cU/I66ekWOeHJu83Vq3fgwoXFREdrKFAADhwwJt4ib8ixnu6ffvqJHTt2sH//fi5cuMDBgwe5c+cOAwYMoGXLlsTHx2e1afGcVq9+B3//VQAkJhamVq0orl41LopTZOxY+PBDmDgRIiPVDFMIIYTIF5YuXWpKuEuWrMSjRwuJjjaWGVuwQBLu/C7LSfesWbOYOXMm/v7+pm3Ozs6MGjWKUaNGkZiYaJEARcY0Gg3//NOCF1801vB+/LgY1ardJTzcAN26kbwRfvtNxSiFEEKIvG/v3r10794dAFfXglSo8DfnztkCMGKEcSy3yN+ynHSHhoZmuDTxkCFD2LFjR1abFplgZ2fL8eNN8PRcDcDDh8Xx87tBxMuNMCQvOX3h00959OiRilEKIYQQedfly5cJDAwkPj4erVZLhw4H2LSpIACNG8O4cSoHKKxClpNuGxubDMcuJiYmcvXq1SwHJTJHp3PhxIk6uLoaV627d68ElareJsT/NQB8Hz5k1//+p2aIQgghRJ4UGRlJ8+bNCQ83FjT46KNV/PJLOQBKlTLW45bFWgWYkXS/8sorLF68ON19Q4YMoUePHlltWmSBt7cnJ068jIvLOgDu3CnOB//8W0Em7qef1ApNCJEHRUVFsXjxYr7++msA7t69y507d1SOSoiclZSURLt27Th9+jQAH3wwjoULW6DXg6OjsTSgh4fKQQqrkeWke/jw4Xz88cdMnTqVW7du8fjxY/bt20dgYCB//fWXaQnjnLRz505effVVXn/9dQYPHpzj51dbyZLFOHKkEo6OfwJwIKw+O22My8DXvnyZsJs31QxPCJFHHDt2jLJlyzJmzBjGJd83P3r0KP3791c5MiFyjqIoDBgwgM2bNwPQvHkbjh37nOQOb2bMgBo1VAxQWJ0sJ90BAQFMmzaN4OBgihcvjk6no3bt2kRGRrJt2za0KtxL8fX1ZefOnezZs4ewsDBCQkJyPAa1lStXmkOHyuDouAGAXwzvA+AFHBgzRr3AhBB5xqBBgwgODub8+fPY2dkBxjre+/btUzkyIXLO999/z0/Jd5GrV6+Ol9cSDhwwVir58EOQG/7iaWaVZ+/Zsyc3btxg3bp1LF68mKNHj7Jjxw6KFSvGiBEjLBXjcytWrJiph93W1laVxN8aVKpUjiNHyuHo+CcrGE4UxouA3fIVKkcmhMgLQkJC+PDDDwFjFSWAAgUKEB0drWZYQuSYP/74gyFDhgBQtGhRunTZypw5xi+gtWrB1KkqBiesltlrIhUoUICmTZvSvn17XnrpJdP2zz77zKx2Z8yYQY0aNbCzs2PMUz204eHhNGvWDBcXF8qXL8/WrVtT7T969Cj37t3Dz8/vmedQFIVTp06l+wgLCzMrfrVVrOjLsWPlwXkno2lEF+Cdhw/YufOM2qEJIXK5QoUKcffu3VTbrl27hre3t0oRCZFzjh07RseOHVEUBWdnZ77+eisjRhQCwMsLli8HFUbYilwgS0l3tWrV+OOPP8hoMUtFUVi7di3Vq1fPcmBFihRhzJgxtGnTJs2+fv364e3tTXh4ON988w3t2rUjIiICgLCwMAYOHMicOXP+8xx6vZ7KlSun+5g+fXqWY7cW5cu/yMmTVfnZpQWLgMdAQMAszp6VGupCiKxr164d3bt3JzQ0FIAbN24wYMAAOnfurHJkQmSvW7du0bx5c2JjY9FoNMycuZyRIysQH2+sULJ0KSRX6xUijSwl3T/++CNjxoyhePHidO/enW+++YZZs2bxzTff0KNHD0qUKMHYsWP5nxll6lq1akXLli1xc3NLtT0mJobVq1czduxYnJ2dadmyJVWqVGHNmjXEx8fTqVMnpk6dSuHChbN87rykdOkSnDv3LlptGQASEzfw0ktRHDz4WOXIhBC5VXBwMEWLFqV8+fI8fPiQkiVLYmtry/Dhw7PUXnx8PL169aJEiRK4urry6quvsnfvXgDmzZuHra0tOp3O9Lh27ZrpvQcPHqRq1ao4OztTr149KVcrsk1sbCwtWrTgZnJRgq+//pYFC5qS8l/uq6+gfn314hPWzzYrb6pTpw6HDx9m+/btrFy5kpUrVxIREYG7uzsvv/wy8+fP580337R0rIBxUR6dTofPE18lq1SpwqlTp1iwYAEhISEMHToUgEmTJvHaa69lSxy5SbFiRfj551F89NFWCkUNISEhntdes2P16iSaNy+gdnhCiFzGwcGBefPmMWXKFC5cuIC3tzclSpTIcntJSUmUKlWKPXv24OPjw7Jly2jRogVXrlwBoH79+mzZsiXN++Lj42ndujXBwcF06dKF8ePH06VLF3bv3p3hufR6PadOnUp3n6enJ15eXln+HCJv++STTzhy5AgAffr0ISJiEH/9ZdzXrh0kD/EWeVBYWJipDvuT4uPjsbV9/lRao2Q0RsRKfPjhh3h7e5vGde/evZuuXbuaLsYAI0eO5P79+6ZZxM/D0dERRVFMP0BPy3MX37g4kho1wvbvv/mKYXzKV2g0iUybFkO/foXUjk6IXM/R0REgw0XDROYULVqUP/74g5CQEH799dd0k+5NmzbRr18/Lly4AMCjR4944YUXOHXqFKVLl05zfKVKlQgPD0/3lycYe/CfnkMkBMD27dtNnYlvvPEGH320jXffNSZbfn6wfz/odGpGKLLTmDFjGDt2bLr7PD09n3seoNkTKXOaTqcjKioq1baoqCh0WfjfrtFoqFSpUrqPPJVwAzg6mm5r9LCbiYY4FMWO/v0LMWDAfQwGVaMTQuQiCxcu5NixY6m2HT16lEWLFlmk/dDQUCIiIvD19QVg3759eHh44Ofnl6pz5fTp01StWtX02tnZmTJlymTYky1EVsTGxvL++8byu87Ozowe/Su9ehl/oxYoACtXSsItnk+uS7rLli1LTEyMaUwVwMmTJ6lUqVKm20pISDAl2flCly4AFE6M5KOqPYCHAPzvfx7UqxdGTIxqkQkhcpGxY8emqVRSpEgRgoODzW778ePHdOnShc8++4yCBQtSr149Tp48SXh4OHPnzmXcuHGsWGEsfxoTE4Orq2uq97u6uhIjFzNhQSNGjODSpUsAjBnzFUOGlCCl72/BAihfXsXgRK6SpTHdOSEpKYmkpCT0ej1JSUnExcVhZ2eHTqcjMDCQ4OBgpk2bxtatWzlx4gSBgYFqh2z92rUjqV8/bA0GmoTvIu7DBfz0U1OgLHv2eFGu3D127PCgXDmN2pEKIaxYWFhYmqTb29s7TRnBzEpMTKRt27b4+voyevRogFTDRGrVqsXAgQNZuXIlbdq0ydKdT3d3d7Zv357uPk9PT7PiF3nPnj17mDZtGmCcz3bhQj9S1t379FNo1Uq92ETOCQoKom3btmm2BwYGZmpMt9Um3RMmTEg1fmbixInMnTuXHj16MH36dLp3746Hhwc+Pj4sXboUd3f3TJ/D3t4+f92GdHfndKlSVL10idq3b1NlSFOqVz/Ghx9eRlEac/v2C1Su/IgFCzR06OCkdrRCCCtVpEgRzp8/T7ly5Uzbzp8/b9awPIPBQNeuXdFoNMyfP9+06M7TbGxsTOVq/fz8UpV3ffz4MRcvXnzm3UutVpt/7m4Kszx69IhevXqhKAqOjo68++4yBg82/r+sUwfGj1c5QJFjvLy80r2+OWSyILvVDi8ZM2YMiqKkevRIXlPV09OTDRs28OjRI86fP0+jRo3UDTYX0fXtC4ArcHDMGD74oC3//FMIne5HABITnenY0Ynu3cNJSFAxUCGE1Wrbti3dunXj6NGjxMbGcvToUXr06EG7du2y3GafPn24ffs2v//+e6qeo40bN5omPh45coQffviBli1bAsaqJo8fP2bOnDnEx8czceJEXn755XQnUQqRWcHBwaZa9B99NI3Ro4sC4O4OS5ZAJjo4hQAsVL0kKiqKdevWcePGDYYNG8bdu3dRFMWqVyfLr5UGlMePidHpKGAwsKVAARpGRqLRaAgPD6dx4x85dmwwUBCAMmUe8OefhShbVt2YhcgN8tM1JS4ujvfff5/FixebeqQ7dOjAzz//jJNT5u+SXb16lVKlSuHo6IhWqzVt//PPP1m9ejULFy4kNjaWYsWKMWDAAAYMGGA65uDBg7z33nuEhobyyiuvsHDhQkqWLJnueVJ6uPPVHU6RJfv376d27doYDAZeeeV1kpJ2cfSo8f/6unXQrJnKAQqrkNlritlJ97Fjx2jSpAkFCxbk1q1bxMTEsHHjRn7++WeWL19uTtPZytHRkYSEBCpWrAjkr4vwCX9/qh4+TDxwdscOXqpXDzDe3h06dAZTp9YC/AGws4vnxx9tef99LRnc7RVCkL+S7hT379/n8uXLlCpVihdeeEHtcP6TJN3iecTFxVGjRg3OnDmDvb097757m8WLjUNYP/4YvvlG5QCF1cjsNcXs4SWDBg0iODiY8+fPY2dnBxgnG+zbt8/cpkU28R48mBjgd2D1ggWm7TY2Nnz3XT9WrQrD3t44cSQx0YEPPtDy9tsxRESoE68QwvpcunSJbdu2ceLECdauXcucOXOYM2eO2mEJYbZx48Zx5swZANq0WWxKuGvVgi++UDMykduZ3dPt4eFBeHg4NjY2uLu7E5GcmRUsWJDIyEiLBJkd8mOvlIlez9sNG/Lnzp14eXlx8+bNNLNvz549S+PGk7l+fTxQBICCBWNZutSZJk2ky1uIp+Wna8pPP/1E//79cXd3x8XFxbRdo9GYSqtZI+npFv/l8OHD1KpVC71eT6VKzblxYy2RkRrc3ODoUShVSu0IhTXJ8Z7uQoUKpSkTde3aNasez53vabW0S56UGhYWxubNm9McUqFCBc6dm0bv3v8D1gIQGenCW29p6NIlGiv+PiWEyGaTJk1i2bJlhIWFcfnyZdPDmhNuIf5LQkICPXv2RK/XY2vrDCwlMtLYyTR3riTcwnxmJ93t2rWje/fuphm+N27cYMCAAXTu3Nns4ET2adOmDQULFqRly5YZllt0cnJi1qyJbN7sTKFCw4BoABYtKkCxYjHMmROH+dNwhRC5TWRkJK1bt1Y7DCEsauLEiYQkF+H299/CqVPOAAwcKPW4hWWYnXQHBwdTtGhRypcvz8OHDylZsiS2trYMHz7cEvFlq3y3IuUTChQowO1//mHNq6/y6hPLKqcnIKARly+PpH37L4BtAMTG6njvPUcqVLjLoUOSeQuRnzRr1oydO3eqHYYQFnPs2DG+SB6wXbLkAPbtew2Al1+Gr79WMzKRl1ikZCBAREQEFy5cwNvbmxIlSliiyWyVn6uXmHz2GXz5pfH5pUvwHLVtt2/fQa9eW7hypT+QMoTIQOvW0UybVpCiRbMt2jxBUSAxEZKSQK8n1Z0CrdZY99XW1vhc5C75aUz3oEGDmD9/Pm3atKHoUz/048aNUymq/yZjukV6EhMTqVmzJseOHcPGphQ6XShRUba4usKRI1CmjNoRCmuV4yUDFy5cSJUqVahWrZpp29GjRzl9+rRVDzHJT78gM3T8OKT8u335JTzn3QmDwcAvvyxn8OAIYmN7AfYA2NrGM2DAY8aPd+OJuVV5XnQ0hIYav7dcvw7Xrhm4di2e27cTuXcPoqM1xMbaEhdnS1KSLYryPBNRDdjY6NFqk9Bq9djaJmFrq8fOzviwt9djZ2fA3t6Ag4MBR0dwdNTg5KTByQkcHW1wdrbB2Vmb/KctLi62ODtrcXHR4uJii5OTFkdHG+ztwd4e7OzSf6R8EUh5rtUi5SPTkZ+uKQ0aNEh3u0ajYdu2bTkczfOTpFukZ8KECYwaNQqwpVixi9y8aew4XLYM0ln5WwiTHE+6fX192bNnT6qJk3fu3OH111/nwoUL5jSdrfLTL8gMKQr6ChXQnj/POWdnnM6cydRdisjISIKCvmPx4mpAK9N2B4do+vZNZPRodwoVsnjUqlEUuHABDhyAQ4cM7N8fy5kzWh4+dFY7tByn0SSh0eixsTGg0RiS/1TQaBRsbAzY2KR+/u/rf/80PjA9NBrSbEvZnrLP+FxBo9Ek79ck73vy+NT7nmZjA6Ax7ddoNMkPUBQNimLAYDA+Ro/WUbu223P9ncg1xfpJ0i2edurUKapXr05iYiIvvDCbe/feB6BvX5g+XeXghNXL8aTb1dWVqKioNNsLFChAdHS0OU1nK/kFaXS7b1+KJI/pnjloEH2++y7TbRw5coT+/Vewd++7QHXTdlvbOJo1e0hwcGGqV899XaNJSXD4MOzYobBxYwwHDtjx6JHjc7zzMXAHCAfuAQ+BKCAGeIyNTWJyz7ENWq0GrdYGjcYG0KIoWgwGGwwGLQaDLQaDLXq9nelPRXEAHAAnwDH54ZS8zeGJ506AjFEx1+TJxxg6tNpzHZtfrymKovDkrxEbG7OnCmUbSbrFk5KSknjttdc4dOgQGs3bKMp6AF56CfbtA8fnudyLfC2z1xTb/z7k2YoUKcL58+cpV66cadv58+fx8vIyt2mRA7w/+giSk+7EX39FmTLFtKzz86pRowb//FOD/fsP0b//Vxw6FADUICnJkTVrvFmzBsqUucunn7rRpYuD1V7IFAXOnIHNmw2sWBHNwYOOxMc7ABqgwFNHJwBngBDgLB4eEZQokYCvrz2+voUoVqwohQsXxsvLC3f3EhQqVIgCBQrg5ORkWkQqKwwGA0lJSSQkJJCYmEhiYiLx8fHEx8cTF/eQx49vm14/epRAdLTxERubRExMEnFxCo8fG4iLU0hIUIiLU4iP1yf/adyWmEjyQzGNP09M1KDXg8Fgg16vTf7TBoMB9HoNer0GRdFgMPz7MPYa22Aw2CQPqdFinLttk/w8ZduTzzXp7Neks1/z1POMtj1N88SfGf0/fzKBTMz8P1I+cP/+fQYOHMjmzZtNazOk0Ov1KkUlROZ88803HDp0CPDEyWkpjx6BTmccVmKtv6dE7mZ20t22bVu6devGjBkzKFeuHOfPn6dfv360a9fOEvGJbKapUIE7RYvifesWDe/d4/ixY1SrXv2/35iOWrX8OXjQnxMnQvjooy/ZubMyivI2YMPFi4Xp3RsGDIilTZskBgwoSM2a6o8NDg+HLVsUVqyIYutWLQ8f6jAmawWfOvIysAd7+yNUqBBFnToFqFmzGjVq1KBChXbY29vnSLw2NjbY29vn2PmyS8rwjaSkJBITE1EUBb1ej8FgQK/Xk5SUZHqe0pOa0puqKIppX8p+g8FgaiNlW8qfT3v6uJT3psRka2uLnZ0ddnZ2+bKy0fMYPHgwly5dYvbs2XTt2pWFCxcyadIkunbtqnZoQjyXkydPMmbMGAB0uiXExOgAmDEDnuhDFMKizB5eEhcXx/vvv8/ixYtNPaQdO3Zk9uzZODk5WSTI7CDVS/4V8emnuH/1FQAzPviAvjNnWqTdO3fuMHny78yaBdHR7YDCqfa7u0fRqNEjunZ1p0ED+xyZfBkZCbt3w7p1MWzcmMjVqxkNOr8BbKFQoaPUrWugSRM/6tSpQ6VKldBKaRGRjvw0vKRo0aLs37+f4sWL4+bmxsOHDwkNDaVnz57s2bNH7fAyJMNLBDw9rKQnijIHME6aXLpU/c4gkXvk+JjuFPfv3+fy5cuUKlWKF154wRJNZitJup9w9appqa0Znp70DQuzaPNJSUksX76WceNOcOZMLaAxT4831miSKFLkBrVqJRAYWJjGjQvi7W3exS8hAU6fhgMHkti8+QH79tlw82Yh0h92EAtsR6fbS926cQQGVuDNNxtQpkyZTA+3EflTfkq6CxYsSGTysrSFCxfmxo0b2NnZpdpujSTpFmBcUXXEiBFACeztz5GQ4Ii3N5w8CR4eakcnchPVku7cJj/9gnweOxs14outW9kGnDp3LtUYfUs6deoUkycvZtkyePToTaAeGY1ysrePpWjRSIoW1VC4sB1FizpQpIgjnp62FCigwcXFWIkiIiKJO3cec/XqY27cSODqVbhxw5GICDcUJaMRVEnAQezsdlG9+n3atClG06ZvUrlyZUmyRZbkp2tKlSpVWLVqFb6+vtSpU4ePPvoIDw8Punbtyq1bt9QOL0OSdItTp05Ro0YNEhIScXbey6NHtQDYsAGaNlU5OJHr5PhESoBLly5x+PDhNNVKevXqZYnmRQ7wmjaNzX5+AKxatSrbVhStVKkSc+dOZM4chUuXLrF9+2pWr37AwYMuhIVVBKqS0guekODClSsuXLnyX63aYpzo+PRkxyfFAgdwcDhC5coPadasII0a1aJWrcG5fny0EDmtb9++hISE4Ovry9ChQ2nXrh2KojBp0iS1QxMiQ0lJSfTo0YOEhAQ0msGmhLtPH0m4Rc4wu6f7p59+on///ri7u+PyxKBcjUbDpUuXzA4wu+SnXqnnVbFiRc6ePUvdunVVWeI5JiaGnTsPs3z5Vfbvj+fyZQfi4koCnoA74AH8V+WP+8AtIBSd7jYlS0bj76+lQYOivPbaK/j6+lp1STORe+Xna8rNmzeJiYmhfPnyaofyTNLTnb99+eWXfPbZZ4AfWu0x9Ho7ypSBY8eMVUuEyKwcH15SsmRJvvvuO1q3bm1OMzkuP/+CzMjvv/+OrVbLW8WL4+Tvr/psEkVRuHnzJjdu3ODWrVvcuXOX8PBH3L2bwOPHWhISbNFotHh42OHp6UipUjqKFn2BIkWKUKpUKaueyCvyHrmmWD9JuvOv06dPU716dRISFBwcjhEf74eNDezaBXXqqB2dyK1yfHhJZGRkrku4RfraliwJ3bvD2bPwzz/w2muqxqPRaPDx8cHHx0fVOISwhPDwcHr06MGOHTvw8fFh+vTpNGzYMN1j582bx8SJE7l9+zbFixdn3bp1lClTJocjTm3Xrl3PdVzdunWzORIhMufJYSUwnvh441DKYcMk4RY5y+yku1mzZuzcuZN69epZIp4clZCQID0fTypRAs6dMz5fulT1pFsIaxQWFkZ4eHia7QaD4ZmTcPv164e3tzfh4eFs2bKFdu3aERoairu7e6rj1q9fz3fffceaNWuoWLEiFy9eTHOMGurXr5/qtUajSVUHPeWzy+I4wtp8++23HDx4EKiFRjMCRTGuOjl2rNqRifzG7KTb09OTVq1a0aZNG4oWLZpq37hx48xtXuQkb2+oVw927CBp6VJiRo/GzQp+2QthTaZPn87YDH5bZ1TDPSYmhtWrV3Pp0iWcnZ1p2bIlVapUYc2aNfTs2TPVsePGjWPKlCn4JU9s9vX1tewHyKLExH9X51y6dClLlixh0qRJlC5dmsuXLzNy5Eg6dOigYoRCpHX69GlGjx4NOGNn9xuJiTbY28PChSBz6EVOMzvpPn78ONWqVePixYtcvHjRtD03lF2zt7eXHu6nRL31Fq47dmB75w7bJk6k9bffqh2SELleaGgoOp0u1VCpKlWqpLn+6PV6jhw5wsmTJ+nRowd2dnb06tWLkSNHqn5NffILxejRozl06BBubm4AVK5cmXnz5uHv70/Hjh1VilCI1JKSkujZs2fysJIpJCaWAmDCBKhSRdXQRD5ldtK9fft2S8QhrESB7t3Rf/opWsCwdClI0i2E2WJiYnB1dU21zdXVlfv376fadvfuXZKSkti8eTMhISE8fPiQxo0bU7Jkyf9cYj0+Pp5ff/2VlStXcvDgQR48eEChQoXw9/fnnXfeoWvXrqbJnua6f/9+mi8BGo0mzecRQk3ffvstBw4cAAKAfgC88QYMGaJqWCIfs2jtNEVRMBgMpofIfTTe3lwsXhyA127e5I4VL3QhhBqCgoI4efJkmoednV2Gw0t0Oh1RUVGptkVFRaF7qk5ZSsWdYcOG4ebmRqlSpejTpw8bNmx4Zkzz58+nZMmSzJo1C39/f2bMmMGff/7JjBkzqFmzJr/88gulSpViwYIFZnzyfzVo0ICOHTty+vRpHj16xOnTp+nSpQtvvvmmRdoXwlxnzpxJHlbihq2t8f+9Tgfz5kEGP6ZCZDuze7rv37/PwIED2bx5MxEREan2yYSa3Mm2Qwf45huKASsnT6b1lClqhySE1fDy8sLLyyvN9mfVfy9btiwxMTHcvHmTYsWKAXDy5Em6deuW6rhChQpRtGjRVL3IzzOsZMWKFWzevJmqVaum2demTRvGjBnDiRMnGDVqVJpzZsXMmTPp3LlzqhVc33zzTebMmWN220KYS6/X89577yUPK5lLUpI3AN99By++qG5sIn8zu6d78ODBXLp0idmzZ+Ps7MyKFSvw9/fn+++/t0R8QgWlhw4l5euSYdkyVWMRIi/Q6XQEBgYSHBzM48ePWbduHSdOnCAwMDDNsT169ODrr78mOjqaGzduMGvWLJo1a/bM9teuXZtuwv2kqlWrsmbNGrM+RwpPT082b97MjRs32Lt3L9evX+evv/5K98uIEDlt+vTp7N27F2gJdAKgeXN47z1VwxLC/KR7y5YtLFu2jFatWqHVamnVqhW//vorv/32myXiEyrQFC7MxeLFuQ2cvHmTO3fuqB2SELne9OnTuXXrFh4eHgwZMoSlS5fi7u7OokWLTKVLAYKDgylSpAg+Pj68+uqrdOrUiS5duqgYefqioqLYsWMHO3bsoGjRoty9e1euFUJ1V69eTV510hWtdiYAbm4wa5bq670JYf6KlAULFiQyMhKAwoULc+PGDezs7FJtt0ayetyzHVq/nlrNm2MAZs2aRe/evdUOSQirpuY1pUGDBs81DGXbtm0WOd+xY8do0qQJBQsW5NatW8TExLBx40Z+/vlnli9fbpFzZAdZlyFvUxSFt99+m40bNwIzgA8BmDMHnqrMKYRFZPaaYnZPd4kSJbhw4QJgrCe7atUqtm7diouLi7lNZ7uUxXGe7GUSRjWaNsWzcGHAeOtaCGG9Xn/9derUqUOdOnWoVKkS+/btw93dnZdffhkPDw/2799P5cqVLXa+QYMGERwczPnz57GzswOgTp067Nu3z2LnECKzFi1alJxwv0FKwt2wIfTooWZUQvzL7ImUffv2JSQkBF9fX4YOHUq7du1QFIVJkyZZIj6hEhsbG1q0aMHy5cvx9vZGURTV6wQLIdI3fvx40/N3332XZcuW0bx5c9O29evXM3fuXIudLyQkxNRrnnJdKFCgANHR0RY7hxCZER4ezqBBgwAHtNo56PXg5CTDSoR1MXt4ydNu3rxJTEwM5cuXt2SzFifDS/5bxP37uJ4/j+2qVdCmDdSqpXZIQlgta7mmFCxYkAcPHqSqpmIwGChUqJDFhvz5+vqye/duihQpgru7OxEREVy7do2AgADOnTtnkXNkBxleknd16tSJJUuWABOBEQBMngxDh6oalsjjcmR4ya5duzJ8XLx4kbt377Jr166sNC2siDtg+8Yb8M03YKH6vkKI7FW4cOHkW+z/2rRpk0Uri7Rr147u3bsTGhoKwI0bNxgwYACdO3fOUnvx8fH06tWLEiVK4OrqyquvvppcfcLoyy+/xNPTE3d3d4YNG8aTfUUHDx6katWqODs7U69ePa5evWrehxO5zrp165IT7qpoNMMBePll+OgjdeMS4mlZGl5Sv379VK81Gk2qi2DK7Uap053LeXgYB8Rt3gwrVsAPP8iqAkJYuVGjRtGqVSsCAwMpXbo0V65cYe3atcyaNcti5wgODqZPnz6mO5olS5akVatWDB8+PEvtJSUlUapUKfbs2YOPjw/Lli2jRYsWXLlyhV27dvHjjz+yb98+XFxcCAgIoHz58rz33nvEx8fTunVrgoOD6dKlC+PHj6dLly7s3r07w3Pp9foMe6U8PT2l7GEuExUVRd++fQEtWu089Hottrbwyy9ga/YAWiGMwsLCCA8PT7M9Pj4e28z8R1OyICkpyfRYtGiR0rx5cyUkJESJiYlRQkJClJYtWyqLFy/OStM5xsHBQXFwcFA7DKtnmD1bUUBRQDn7009qhyOE1bKma8rff/+t9O7dW2natKnSu3dvZc+ePdlynnv37in79+9Xrl69avG2ixQpohw6dEjp0KGDMn78eNP2uXPnKnXr1lUURVE2btyolClTxrQvNjZWcXJyUi5dupRum35+foqnp6cCpPsIDg62+OcQ2atv377J/35DU35VKSNGqB2VyGuCg4MzvG54eno+dztZ+h745FLHo0eP5tChQ7i5uQFQuXJl5s2bh7+/Px07dsxK88KKRNStiytgB9ybPp3yffqoHZIQ4j/Url2b2rVrZ/t5PDw88PDwsHi7oaGhRERE4Ovry+nTp1P9LqlSpYqpp/r06dOpFgVydnamTJkynDp1itKlS1s8LmFddu/ezYwZM4AXsbGZgMEA5crBqFFqRyZE+iyyDPzTVS00Gg337983t2lhBTzKlWN/oULUevCAcidPoiQloZF7dkJYtaSkJM6dO0dYWFiqoX9vvvmmxc6xd+9e5syZw/Xr1/Hx8aFXr14WSfQfP35Mly5d+OyzzyhYsCAxMTG4urqa9ru6uhITEwOQZt/T+0XeFRcXx/vvvw+Ajc3PGAzGicyzZ0PynGYhrI7Z2VODBg3o2LEjkydPplSpUly5coVhw4ZZ9OIu1BXduDEsXYqnwcDZefOokHyhE0JYn+PHjxMYGMi1a9dM820sPc9m4cKFvP/++7zzzjtUr16dK1eu0LBhQ2bOnEm3bt2y3G5iYiJt27bF19eX0aNHA6DT6YiKijIdExUVhU6nS3ff0/vT4+7uzvbt29Pd5+npmeXYRc4aP34858+fB3piMDQA4MMPoW5ddeMSeVNQUBBt27ZNsz0wMDD7x3Q/KSwsTAkICFA0Go1iY2Oj2NjYKAEBAcrdu3fNbTpbWdP4S2t38+hRJSl5sNxuf3+1wxHCKlnLNeXNN99U+vTpo0RERChubm7KgwcPlJ49eyrLly+32DnKli2rbNiwIdW2P//8U/H19c1ym3q9Xmnfvr3SvHlzJTEx0bS9Q4cOyoQJE0yv582bl2pM95PnfPTo0X+O6fbz88tyjMI6HDt2TLG1tVXAW9FqIxVQlGLFFOXhQ7UjE/lNZq8pFqvTfevWLW7cuIGPjw9Fixa1RJPZylpq6uYWRwoWpEZUFDdtbSkaH4/GxuzFTIXIU6zlmuLh4cG1a9dwcXHBzc2Nhw8fEhERQe3atTl79qxFzuHq6srDhw/T1AJ3c3NL0/P8vHr37s358+fZtGmT6e8SjAv79O3blx07duDi4kLjxo0ZOHCgqXpJmTJlGDduHJ07d2b8+PHs3Lkzw+olUqc79zMYDNSuXZv9+/cDvwPvArBmDbRsqWpoIh/K8WXgUxQtWpSaNWvmioRbZN6dFi34BmiTlMTx48fVDkcIkQGNRmNKWlOGXxQqVIgbN25Y7BwBAQHp1gIPCAjIUntXr17l559/5sCBA7zwwgvodDp0Oh27d++mWbNm9O3bl5o1a1KhQgWaNGlCr169AHBwcGDVqlVMnToVNzc3du3axa+//mr25xPWa+7cuckJdxNSEu527SThFrmDRXq6o6KiWLduHTdu3GDYsGHcvXsXRVHw9va2RIzZwtHRkYSEBCpWrAhIz8d/uXbtGiVLlgRgxIgRTJw4UeWIhLAu1tLTXadOHb799lteffVVWrZsia+vL66urixbtozTp09b5BwDBgxgzpw5vP3226Za4Bs2bKBXr16mSlYA48aNs8j5LEV6unO3iIgIypcvz717UdjaniUpqTSurnDuHFhxuiHysMxeU8yeSHns2DGaNGlCwYIFuXXrFsOGDePo0aP8/PPPLF++3NzmhZUoUaIENWvW5MCBA/z+++9MmDAhTdUaIYT6vvjiC1PFkokTJ9K2bVuioqKYM2eOxc5x8uRJatasyb1797h37x4Ar7zyCiEhIaZj5PogLG3UqFHJ/99GkJRkLAk5bpwk3CL3MLunu379+rRr146goCAKFSrEgwcPiI6OpmLFiha9nWlp1tIrlZvMnj2bY8eO8W7r1tR/7TU0zs5qhySE1bCGa4per+fw4cNUr14dOzs71eKwVtLTnXsdOXIEf39/FKUENjZnMRgcqVIFjhyRlSeFenJ8THdISAgffvgh8G/PRoECBYiOjja3aWFlevfowY9Ag65d0Xz7rdrhCCGeotVqadCgQeZKWAlh5QwGA/369Usuf/m9qSb3jz9Kwi1yF7OT7kKFCnH37t1U265du2bV47lFFtnZwZ49cPs2rFypdjRCiHSULVuW27dvZ+s5QkNDadq0KR4eHtjb26d6CGFp8+fPZ9++fcBbKEogAF27whtvqBuXEJll9nfEdu3a0b17d3788UcAbty4wYABA+jcubPZwQkr1Lo1nDgBx46ReO4cduXLqx2REOIJAwcOpH379gQHB1OqVKlUZf1efPFFi5yja9eu+Pj4MHv2bFxcXCzSphDpefDgAcOGDQMc0GpnoNeDqyt8/bXakQmReWaP6Y6Pj6dPnz4sWLDA2KBGQ6tWrVi8eDEODg4WCTI7WMP4y9wo/tAhHF55BYCdzZtT748/VI5ICOtgLdeUJ5PslCF/SvKqlJZakdLV1ZWIiIhcN4xFxnTnPv3790/u1BsJTABg6lT46CM1oxLCKLPXFIstjhMREcGFCxfw9vamRIkSlmgyW1nLL8jcRjEYuOrgQKmkJEIKFKBKFhfCECKvsZZrytWrVzPcl1L201y1a9dm6dKlFC9e3CLt5RRJunOXo0eP4u/vj8FQHBubcxgMDjJ5UliVHC8ZCLB3717mzJnD9evX8fHxoVevXtSuXdsSTQsro7Gx4VL16pQ6eJAq0dGEHz+O50svqR2WECKZpRLrZ5k1axZBQUF07do1zfydunXrZvv5Rd6XMnnSYDCg0UzFYDDeOZfJkyI3M3si5cKFC6lfvz7R0dFUr16d2NhYGjZsaBpuIvIej969Tc/PffWVipEIIQAOHTpk0eP+y6lTp9i+fTsdOnSgfv36pkeDBg0s0r4QCxYsYO/evUBTFKUVAN26yeRJkbuZPbykXLlyfP/99zRt2tS0bePGjQwYMIDQ0FCzA8wu1nIrODcyJCVx28GBYgYDx9zdqXb/vtohCaE6Na8pVatWxdfXlz59+lC/fv1U82kSEhLYvn07P/30ExcvXuTEiRNmn69EiRJ8/PHH9OjRI81ESq1Wa3b72UWGl+QOkZGRlC1blvDwKLTaM+j1xpUnz5+HwoXVjk6If+V4ne47d+7QpEmTVNsaN26cpoygyDtsbG055+cHgENEBA/DwlSOSIj87ciRI9SvX5++ffvi5uZGpUqVqF27NpUqVaJgwYL07duX+vXrc+TIEYucLzIykoEDB+Lq6opWq031EMJc3333HeHh4cDH6PXGlSfHj5eEW+R+ZifdAQEBbNy4MdW2TZs2ERAQYG7TworZffwxlQE/YP1ff6kdjhD5mq2tLQMHDuTixYvs3r2bgQMH0qJFCwYOHMju3bu5ePEiH330kcWqjTRt2pS///7bIm0J8aQHDx7w3XffAUWxsRkJQNWqEBSkblxCWILZV+CiRYvStm1b3n77bUqXLs2VK1fYsGEDvXr1YvTo0abjxo0bZ+6phBWp1bEjNwcNgocPWblypdRlF8IKaDQa/P398ff3z9bzeHl50aJFC9q0aUORIkVS7ZNrvTDHlClTiIqKAn7AYHAC4PvvZfKkyBvM/m988uRJatasyb1797h37x4Ar7zyCiEhIaZjUmrFirzD3t6eFi1asHDhQk6ePInBYEhVH1gIkXeFhITw0ksvceHCBS5cuGDaLtd6YY6IiAi+//574GWgOwDvvAP166sZlRCWY7E63bmNTKQ038mTJ3kcFcXL0dHYeHhANveuCWHN5Jpi/WQipXUbOXIkX3zxBbALeAM7Ozh9Gnx91Y5MiPSpUqdb5E+V/fzgxRfh6lVo3x5++03tkIQQ2WTixImMHGkcY/vk0MEnaTQaxo4dm5NhiTzi3r17/PDDD8C7gLEu4MCBknCLvMXspDs0NJSBAwdy4MABoqOjU+1LSEgwt/lslZCQID0f5rCxgdq1jUn3+vUQFwfJvX1CiLzlyYmTu3fvTvcYGV4ismry5MnExCQCXwPwwgvw+efqxiSEpZmddHft2hUfHx9mz56dpl6ryAdat4YlSyAmhouzZlFm4EC1IxIi39Pr9ezfv5/r16/Tvn174uLi0Gg0qep3Z9aGDRtMz7dv326JMIUAIDw8nP/973/AR4CxRODYseDmpmZUQlie2WO6XV1diYiIsFgpqpwi4y8twxAVRaKbGw6KwtZSpWh4+bLaIQmhCmu5ply+fJnmzZtz+fJlNBoNsbGxrFy5ktWrV+f7lYLlzqZ1GjZsGN98Mx8IBVzx84Pjx6ViibB+Ob44TuXKlbl9+7a5zYhcysbVldPFigFQ9coVImShHCFUNWDAAFq2bEl0dDT29vYANGjQgF27dqkcmRBp3b17N7mXezzgCsCUKZJwi7zJ7P/Ws2bNIigoiK5du+Lt7Z1qX926dc1tXuQCDh07wjff4Ams/uILWk2dqnZIQuRb+/fvZ9WqVWi1WtMY60KFCvHgwQOVIxMira+//prHj32B9wBo2hSeWuRaiDzD7KT71KlTbN++nfXr16fartFo0Ov15jYvcoEKn3xC0jffYAvELVkCknQLoRoXFxcePXpEwYIFTdvCw8Px8PBQMSoh0rpz5w7Tp88A1gJatFr49lu1oxIi+5g9vOSTTz7hiy++4OHDhyQmJpoe1l65RFiOjacnV0uVAqB2WBinZbykEKpp2rQpAwYM4NGjR4BxUuWIESNo0aKFypEJkdoXX3xBXFxDoBEAfftCxYrqxiREdjI76Y6MjGTgwIG4urqi1WpTPUT+4dq9O0eA2cCiOXPUDkeIfOvLL7/k+vXruLu7ExkZSYECBTh+/LhFl2d3dXVNd7u7u7vFziHytosXLzJjxizgSwAKFoQxY1QNSYhsZ3bS3bRp01T1W0X+5BkczIDatZkA/P7HH2qHI0S+VbBgQbZv387evXtZsmQJGzduZN++famGm5grny5kLCxo5MiRJCV1BIzVHz77DGQElMjrzB7T7eXlRYsWLWjTpg1FihRJtc+SPSvCymk0NG/enH/++YfQ0FCuXbtGiRIl1I5KiHyrevXqVK9enQsXLnD16lVKly5tdpspK1EmJiamWZXy/PnzlCxZ0uxziLzv0KFDLF26GjgPQNGiMGCAqiEJkSPMTrpDQkJ46aWXuHDhAhcuXDBtl5XJ8p+AgACWL19OQECADC8SQiW9evWiV69evP766/z222907twZjUbDwoUL6dixo1ltp6xEmZSUlGpVShsbG7y9vfnll1/Mal/kfYqiMHz4cKAfYOyYGTMGnJ3VjEqInGH24ji5lbUsZJGnGAywciWsWQN16sCHH6odkRA55r+uKeHh4fTo0YMdO3bg4+PD9OnTadiwYYbtXblyhYoVK9K5c2d+/vnn546jSJEiXLx4EWdnZ2rVqsXHH3+Mq6srn3zyCSdOnMjch0pHYmIiAwcOZMqUKTg5OZndXk6SxXHUt3HjRpo2bQ9cAjwoXx5OnpS63CJ3yuw1Rf6bC8vRaGDECAgNhcuXJekWeVJYWBjh4eFpthsMhmfe4evXrx/e3t6Eh4ezZcsW2rVrR2hoaIaTDwcPHkyNGjUyHd+jR49wdnYmOjqa8+fP06ZNG2xsbGjfvn2m20qPnZ0dy5YtY8aMGRZpT+QfBoMhuZd7GGAcwP3FF5Jwi/wjS//VJ06cyMiRIwHSjOt7kozpzmc0GggMhMmT4Z9/ICwMvLzUjkoIi5o+fTpjx45Nd19Gw6piYmJYvXo1ly5dwtnZmZYtW1KlShXWrFlDz5490xy/adMmFEUhICCAGzduZCo+T09Pzpw5w8mTJ3n11VexsbEhNjbWokP+GjduzKZNm2giq5iITFi0aBEnToQBgwGoVQveeUfdmITISVlKup+sVvLkuL4nyZju/MnQogU2kyeDovDPiBHUzsRtcSHyqtDQUHQ6HT4+PqZtVapUSfeWZEJCAp988gmrVq1i4cKFmT7XoEGD8Pf3B+C3334DYNeuXabboJbwwgsv8O6779KyZUtKly6Njc2/hbCy2tkyY8YMZs+eTUhICCNHjmRMcv24HTt28Oabb+L8xKDfP//8kzfeeAMwlp7r1q0bR48epUKFCsydO5eXXnop6x9OZIu4uDg+//xzYDRg/Lf88ktjX40Q+UWWku4NGzaYnm/fvt1iwYjcT1O7NvdsbHjBYMBGSgcKARh7up+ube3q6sr9+/fTHDtlyhTefvttypQpk6Vz9e/fn7feegtbW1tKJS9aVaZMGX766acstZeekydP4u/vz61bt7h165ZpuzmdLUWKFGHMmDEsXrw4zb4XX3wx1UT9J3Xs2JGmTZuydetW5s6dyzvvvMP58+exzWDMgl6vz3D8paenJ15ydy5bTJ8+nWvXHIDeALz1FtSvr2pIQjy3jIYVxsfHZ3itSY+MpBIWpbG15WyZMrweGkrVsDASHj7E3s1N7bCEsJigoCDatm2bZnv16tUzTDp1Oh1RUVGptkVFRaHT6VJtu3nzJnPmzOHIkSNmxejr65vqdbly5cxq72nZ0dnSqlUrIHWnzn85d+4cp0+fZvfu3Tg4ONC3b1+++uordu/eTYMGDdJ9T0REBJUrV053X3BwsKmHXVjOw4cPmThxIjCDlLRj0iRVQxIiU541rNDT0/O525GkW1icoUULmDIFZyDkhx+o8oxx/0LkNl5eXun2hj45xOJpZcuWJSYmhps3b1KsWDHA2FvcrVu3VMcdPHiQ69evm5LmmJgYDAYDV65cYcuWLc8d4+zZs9m8eTNhYWGpFrLZtWvXc7dhTa5fv46XlxcFCxaka9eujBw5Eq1Wy+nTpylXrhwODg6mY1OG7WSUdIuc99VXXxERUQpoB0CnTlCtmpoRCaEOs1ekFOJplQYNIjb5+aNFi1SNRQhroNPpCAwMJDg4mMePH7Nu3TpOnDhBYGBgquOaNm3K5cuXOXbsGMeOHePDDz/knXfeYenSpc99rjFjxvDZZ59RrFgxDh48SI0aNTh9+jQvv/yypT8WYKy7bDAYTA9Lq1ChAsePH+fOnTusWbOGZcuWMXXqVCDjYTsxMTEWj0Nkzc2bN5P/vSYAYGenMH68qiEJoRpJuoXFeRQvztHChQEoHxpKktRCF4Lp06dz69YtPDw8GDJkCEuXLsXd3Z1FixaZJjk6ODjg7e1teuh0OpycnPDIxPrYCxcuZMOGDUydOhVHR0emTp3K77//zp07dyz2We7fv0/nzp3x9PTE1tYWOzs708PSvL29qVChAjY2Nvj5+fH555+zcuVK4PmH7TzJ3d2dkydPpvsICgqyePz53dixY4mLexloCsD772t48UV1YxIis4KCgtK9ZpQpUybDsq/pscjwkqioKNatW8eNGzcYNmwYd+/eRVEUvL29LdG8yIViu3Zl0OTJrFQUftm9m4CAALVDEkJVnp6e6Y5X7ty5M507d073PVkZXxwWFkbNmjVNrxVFoX79+umOQ8+qwYMHc+nSJWbPnk3Xrl1ZuHAhkyZNomvXrhY7R0ZsbGxMQ2b8/PwIDQ0lPj7eNMTk5MmTDBkyJMP3a7Vai1ZyERk7e/YsP//8C7AVAAcHSK42LESuktGwwieHtj0Ps3u6jx07RtmyZRkzZoypVNTRo0fp37+/uU2LXKzWyJHMsLfnOv+WLRNCZL8XXniBe/fuAVC0aFGOHz/OzZs30ev1FjvHli1bWLZsGa1atUKr1dKqVSt+/fVXs37Wk5KSiIuLQ6/Xp3q+Y8cOrl+/DhhLL06YMIGWLVsCUL58eSpWrMiXX35JfHw8s2bNQqPRmMoJCnWNHDkSRWkA1AcgKAiSpzQIkS+ZnXQPGjSI4OBgzp8/b7q1WKdOHfbt22d2cCL3cnNz46233gJg1apVJCUlqRyREPlD48aNWbt2LWAsp9e4cWNq1apFixYtLHaO2NhYihcvDhh7ehITEylbtiwhISFZbnPChAk4OTnx888/M3HiRJycnFi4cCGHDx/m1VdfxcXFhcaNG9OqVSs+/vhj0/sWL17M5s2bcXNzY8aMGaxcuTJTJbxE9ti3b1/yMCDjWG4XF/j0U3VjEkJtGuXJqe1Z4OHhQXh4ODY2Nri7uxMREQFAwYIFiYyMtEiQ2cHR0REwFuwX2WPTpk0cP36c9s2bU9LLC154Qe2QhMg21npNWbJkCVFRUfTo0SPTt0IzUqVKFVatWoWvry916tTho48+wsPDg65du6aq221tUoaVZFSnW1iGoig0aNCAnTt1wDoARoyAiRPVjUsIS8vsNcXsnu5ChQpx9+7dVNuuXbumynju+Ph4Xn31VXQ6XYYLKYic06RRI4YdOEDJl1+GL75QOxwh8qWOHTvSp08fiyXcAH379jX1ag8dOpROnTrRuHFjBg0aZLFziNxr48aN7Ny5CzCWKSlYEJ64OSFEvmX2Pbh27drRvXt3fvzxRwBu3LjBgAEDMpwYlJ3s7OxYs2YNw4cPz/Fzi3RotRAeDnFxsHIlfPutrPkrRDYzGAwsXLiQAwcOEB0dnWrfggULLHKOJ6t8tG7dmqtXrxITE0P58uUt0r7IvQwGA59++inQBqgOGBPuQoVUDUsIq2B2T3dwcDBFixalfPnyPHz4kJIlS2Jra6tK4mtjY0Ph5FJ1wkq8847xz6tXeZANq9gJIVILCgpiyJAhhIeHo9VqUz0sae/evfTu3Zu33nqL4ODgdJe0F/nP4sWLOXHiJGAsrODhAR99pG5MQlgLs5NuBwcH5s2bx71799i3bx+XL19mxYoVZt/KnDFjBjVq1MDOzi5N2azw8HCaNWuGi4sL5cuXZ+vWrWadS2QfJXlpZ4B9cgdCiGy3fPly9u3bx7Jly5g7d26qh6UsXLiQ+vXrEx0dTfXq1YmNjaVhw4YW60kXuZPBYGDChAlAJ6AiYJw8WaCAqmEJYTUsNsXb3d09VW1YcxUpUoQxY8awePHiNPv69euHt7c34eHhbNmyhXbt2hEaGpqpAuVgnOyR0eB3T0/PdGsyiszRlCpFaIEClI2OpvSxYyiKgkaGmAiRbezt7SldunS2nmP8+PGsXr2apk2bmrZt3LiRAQMGpFnaXuQfW7Zs4dy5C4Cxeo63t7FMoBDCKEtJ965du57ruLp162aleQBaJfeQPr2YRExMDKtXr+bSpUs4OzvTsmVLqlSpwpo1a+jZs2emzqHX66lcuXK6+4KDg7O0MIVIK6JePVi3jgpJSYSsWkWV1q3VDkmIPOvDDz9k2rRpDB48ONvOcefOHZo0aZJqW+PGjdNMqhf5y7Rp04COQDnA2Mvt7KxqSEJYlSwl3fXr10/1WqPR8GTlwZSeTEsuxpAiNDQUnU6Hj4+PaVuVKlVMPdatWrXiwIEDhIaGMmjQIIuuwiaypuTgwbDOWDbq5o8/StIthIW98cYbpuuuoijs37+fH3/8kaJFi6Y67nk7TP5LQEAAGzdu5O233zZt27Rpk6w8m49dvHiRdes2AicBYy/3Bx+oG5MQ1iZLSXdiYqLp+dKlS1myZAmTJk2idOnSXL58mZEjR9KhQweLBfmkmJgYXF1dU21zdXU1TeJZvXp1tpxXZJ13gwZcdXCgZHw8RfbuVTscIfKcRo0aPfO1pRUtWpS2bdvy9ttvU7p0aa5cucKGDRvo1asXo0ePNh2XskqxyPuMFczaA8YKNsOHg5OTqiEJYXWylHQ/OQt+9OjRHDp0CDc3NwAqV67MvHnz8Pf3p2PHjhYJ8kk6nY6oqKhU26KiotDpdJluS6vVcvz48XT3eXp6Zik+kQ6Nhps1a+Kzezf3Hz/mwunT+Pr5qR2VEHlGcHBwjp7v5MmT1KxZk3v37pmWnH/llVdSrUgpczfyj5iYGH75ZT7wD2Ds5e7TR92YhLBGZk+kvH//fpqLq0ajybbyUWXLliUmJoabN29SrFgxwPgLICuTdxITE2nXrh0gK5RlN/fx4/GuX597wDcbNvCxJN1CZJvo6GjWrl3L9evXKV68OC1atEhzh9Ac26X8p3jCr7/+SlRUU6SXW4hnM7tkYIMGDejYsSOnT5/m0aNHnD59mi5duvDmm2+a1W5SUhJxcXHo9fpUz3U6HYGBgQQHB/P48WPWrVvHiRMnCAwMNPejiGxUvm5dCpUtC8DKlStVjkaIvOvw4cOUKVOGTz75hDVr1jBs2DB8fX05fPiw2qGJPEhRFH744UdgFACFCyvSyy1EBsxOumfOnElSUhKVK1emQIECVK5cmfj4eGbMmGFWuxMmTMDJyYmff/6ZiRMn4uTkxMKFCwGYPn06t27dwsPDgyFDhrB06dJMlwsEY2mtU6dOSS93DtBoNLRu3RqNRoOtrS3x8fFqhyREntSvXz/69evHzZs32bt3r2mV4CCp3SaywbZt2zhzpir/9nJrpJdbiAxolCfLjpjh1q1b3LhxAx8fnzQz5q2Ro6MjAHFxcSpHkn/cuXMHTUQEhQ8cgBIlwMy7IUJYE2u5phQoUICIiAjs7OxM2xITE/Hw8EgzHya/qVSpEiDDCS0pMLA1a9dOAsrj5WXg8mUbKRMo8o3MXlPMHtO9bdu2VK/Pnj3L2bNnAcweYiLyFm8vL6hWDe7ehZYtJekWIhtUrFiRS5cuUb58edO2ixcvpnothCUcP36ctWvt+LeXWxJuIZ7F7KQ7vdJU2Vmn25ISEhKk5yMn2djA22/D3LmweTPExEAWqs4IITLWsWNHWrRowaBBgyhVqhRXrlzh+++/p2/fvqk6SczpFFm7di0tWrSQCiX53OefjwKMZSELFUqiTx+LLXItRJ5k9k+IwWBI9frWrVt89tlntJYFUER6Wrc2Jt1xcZz69lsq5XCpMyHyuqFDhwLQv3//VNuHDBlieq7RaMzqFHnvvfdwcnKid+/evPfee7liSKGwrH379rFuXRJQDYAhQ2xxcVE1JCGsnsXGdD8pKiqKV155hXPnzlm6aYuxlvGX+Y3h0SMe6XToFIXdxYrxxo0baockhEXkp2tKQkICv//+O7NmzWLv3r00a9aMPn368NZbb6kd2jPJnU3LadiwIdu2jQVeR6czcO2aDYUKqR2VEDkrs9cUs6uXpEdRFG7fvp0dTYtczsbZmZMlSgDw0s2b6B89UjkiIfKuG9n0pdbe3p7OnTuzc+dOjh8/TqlSpejSpQsvvvgiX375JREREdlyXmEdtm3bxrZtCcDrAPTrJwm3EM/D7OElc+bMSfU6NjaWJUuWULt2bXObFnnU4yZNYNYsXIELc+bg+9RtcCGEZfj5+WV7xZIXXngBb29vChYsSFxcHKtXr2bixInMnDmTTp06Zeu5Rc5TFIWRI0cCowFwcFAYNEjG9gvxPMxOusePH5/qdYECBfD392fChAnmNp3tZCKlOkr27Uv8rFk4AI8XLwZJuoXIFtkwetBk69atzJw5kz/++IM6derw9ddf06pVK7RaLRs2bKBHjx6SdOdB69atY9++eKApAO+9p8HbW92YhMgtzE66L1++bIk4RD5S+qWX2ObgQMP4eHyOHAG9HrRatcMSQjwnX19fIiIi6NatG8eOHUtTjvDtt982jXEXeYfBYODzzz8HRgKg1Sp88on0cgvxvPJ1fZ+UFSlFztJoNJyvXp1H+/bxl60tUxMTsZGkWwiLmzlzZra0O2LECDp27IjTM5YevHbtWracW6jnzz//5MSJx8C7AHTqpKFUKVVDEiJXMXsipaura7rbs7Isu8g/NN270xKYFhvLmYsX1Q5HiDwpO4Z3JCYmcujQIanRnQ/9/PPPwFBSUofhw1UNR4hcx+ykOzvHDFoVgwG++gru3VM7kjyhXr16puc7d+5UMRIhRGbY2dmxdOlSGT6Sz9y5c4e1aw8A3QFo0QKSp0QJIZ5TloeXjB5tnLmcmJhoep7i/PnzlCxZ0rzIrElCAnTrBkuXwurVsHUrstateSpUqEDZsmUpV64cxYsXB0UB6TkTIldo3LgxmzZtokmTJmqHInLI/PnzMRj6AcYvW8OGqRuPELlRlpPu3bt3A5CUlGR6DmBjY4O3tze//PKL+dFZC1tb4wNg3z7o3BmWL5fJf2bQaDScO3sWzYwZMGUKHD0KT315E0JYpxdeeIF3332Xli1bUrp0aWxs/r1pOm7cOBUjE9lBURRmz/4N2A7Aa68p1KkjnSRCZFaWk+7t240/fH379mXGjBkWCygnPXfJQBsbmDMHbt+GbduMvd0ffQTTpknvrBk0KX+vR45AeLgk3ULkEidPnsTf359bt25x69Yt03YZ55037d69m4sXGwBuAAwfrpFffUJkQZaS7okTJyYXxzf2eDw9vCRFnurxsLeHlSuhbl04cQJ+/BGKF5eZJOZq08aYdJ86BWfPQoUKakckhPgPKZ0uIn+YOXMuYPx97uubRIsW+brwmRBZlqWfnL///tv0fM+ePekekxt6PDJdMrBgQdiwAV57Da5fh08/NSbesgBElsW3aIFD8he4RwsX4jxxosoRCSEyQ1GUVBPqnxxqInK/hw8f8vvvWqA4AJ9+aov8EwuRNVlKujds2GB6nu96PIoVMyber78OkZHQowd4e8Obb6odWa6049YtigJVgMhffpGkW4hc4P79+wwcOJDNmzcTERGRap9er1cpKpEd5s2bT2LiRwC4u8fRpYtUrREiq+T7alZUrmwc121vD4mJ8M47cPKk2lHlSo0bN2Zv0aIAFLl7l8gjR1SOSAjxXwYPHsylS5eYPXs2zs7OrFixAn9/f77//vsstzljxgxq1KiBnZ0dY8aMSbVv3rx5+Pj44OrqSs+ePUlISDDtu3jxInXq1MHZ2ZkaNWpw/PjxLMcgUktISGDChAMYu0Vg6FB7HBzUjUmI3MwiA7MuXbrE4cOHiY6OTrW9V69elmjeOtWvD/PmGYeWREVB06bGyibFiqkdWa6i0WgoP2IE9O8PwP5hw2i8ZYvKUQkhnmXLli3s37+f4sWLo9VqadWqFZUqVaJnz570T/5ZzqwiRYowZswYFi9enGp7SEgIgwcPZvPmzZQrV442bdowfvx4xo8fD0DHjh1p2rQpW7duZe7cubzzzjucP38eW9v0f73p9foMhxV6enri5eWVpfjzogULFnD/fg8AHBwSCAqyVzcgIVQSFhZGeHh4mu3x8fEZXmvSpZhpxowZilarVTw9PZVSpUqZHqVLlza36Wzl4OCgODg4mN/Ql18qirHKtKJUraookZHmt5nPGPR65bKDg6KAcsTOTjEYDGqHJESmWeyakgu4urqannt5eSkJCQlptmdVnz59lODgYNPrTz/9VHnvvfdMr7dv366UKFFCURRFOXv2rOLi4qLExcWZ9pcsWVLZtm1bum37+fkpnp6eCpDu48nz5neJiYmKj09z06+3AQOS1A5JCNUEBwdneN3w9PR87nbMHl4yadIkli1bRlhYGJcvXzY9Ll26ZG7T2S6lZGAlc5bVGjYMgoKMz0+cgI4dQcY0ZorGxob79esDUD4xkRM7dqgajxDi2UqUKMGFCxcA8PX1ZdWqVWzduhUXFxeLn+v06dNUrVrV9LpKlSpcu3aNmJgYTp8+Tbly5XB4YsxDlSpVMjdBXqTr999/58aNdgBoNAaGDJF1KYQwl9lJd2RkJK1bt7ZELLmTRgM//ADNmxtfb9ggS3Vlgfenn9IW8ALWZlARRwhhHfr27UtISAgAQ4cOpVOnTjRu3JhBgwZZ/FwxMTG4urqaXqc8j4mJSbMvZX9MTIzF48hPDAYDY8b8AnQAoE0bA6VKqRqSEHmC2WO6mzVrxs6dO6lXr54l4slRmS4ZmBGtFhYvhtq1jRMqp0wBPz947z3z284nitWvz5lKlYg9dYr169czatQotUMSQmQgKOXuHtC6dWuuXr1KTEwM5cuXt/i5dDodUVFRptcpz3U6XZp9Kft1Ol2G7bm7u2dYdcvT09MCEed+f/zxB+fPNwHsABg+XOpyi/wtKCiItm3bptkeGBiYqTHdZv8keXp60qpVK9q0aUPR5CoUKfLU4jj/pUAB+OMPeOUVuHfPOOSkWjV4+WW1I8s1mjVrxqlTpwgNDSU2NjZbblULoZbw8HB69OjBjh078PHxYfr06TRs2DDNcUOHDmX16tWEhYVRunRpvvjiC5qn3EmzIulNoP/7778tPoHez8/P1KsOxtUwS5QogU6nw8/Pj9DQUOLj401DTE6ePMmQIUMybE+r1Zo3pDAfmDTpf8ByAF5/PQl/f0m6Rf7m5eWV7iRrh0yW8zH7J+n48eNUq1aNixcvcvHiRdP23LA4jsWVKmVctbJBA0hIgLZt4fBhKFRI7chyhd69e9OsWTNq+/hgGxpq/NIihJXJaBa7wWB45nWvX79+eHt7Ex4ezpYtW2jXrh2hoaG4u7unOq5AgQL8+eef+Pr6snPnTt555x2OHj1K6dKlLf5Zsuqnn36if//+uLu7p/pyrNFospx0JyUlkZSUhF6vJykpibi4OOzs7OjUqRP16tXjww8/xNfXl4kTJ9KtWzcAypcvT8WKFfnyyy/59NNPmT9/PhqNhjfeeMMinzM/2r9/P/v3lwcKAvDJJ5JwC2Ex2TjZ06pla6WBr7/+t6JJYKCiSDWO59emjfHvrV49tSMRIl3PmsWu1WrTfU90dLRiZ2enXL9+3bStXr16ypw5c/7zfK+99pqyfPlyi8VvCSVKlFBWrFhh0TbT+3udO3euoiiKMnfuXKVo0aKKTqdTunfvnqpaSWhoqFK7dm3F0dFRqVatmnL06NEMz+Hn56f4+flZNO68pl27DgqcVUBRSpZMVJKkaIkQGcrsNcXsr7C7du1Kd7ujoyMlS5akcOHC5p4i9/n4Y9izB9auhTVrYOpUGDxY7ahyhxIljH/u2gV370J+/P8j8pzQ0FB0Oh0+Pj6mbc9TZePBgwecPHkSPz+/7A4xU7JjAv2YMWPSLIqTokePHvTo0SPdfb6+vvz9998WjSW/unbtGsuXRwHGsfkffWSLVoqWCGExZlcvqV+/Pg0aNKB+/fqmR4MGDXj11VcpWrQoAQEB3L171xKx5h4ajXHhnJTp3sOHG4eZiP/27rvGPxWF+7NnqxuLEBaSlSobBoOBnj170qZNGypWrJjdIWZKygR6kbdMmzYNg6EfAE5OevLy+nZCqMHspPvXX3+lRYsWhISEEB0dTUhICIGBgcydO5fDhw9jMBiypYyU1StUCH77DWxtjUvFt29vXLlSPFNctWrcTu5auT9zpsrRCJFWUFAQJ0+eTPOws7NDm0G3YFaqbAQFBREZGclPP/1k0fgtIWUC/fvvv8/o0aNTPUTuFB0dzYwZ24C3AejVS0vBgurGJEReo1EURTGnAV9fXw4fPkzBJ346Hz58yMsvv8zFixe5ceMGr7zyCrdv3zY7WEtydHQkISHB1IOUbYspfPPNv3W7O3aERYuMPeEiQytKlKDN9evoAW7eRPtUVRwhrJGjoyMAcXFxafbFxMTg7u7O5cuXKVasGAANGjSgW7du9OzZM83xw4YNY/v27Wzbto0CBQpkb+BZ0KBBg3S3azQatm3blsPRPL+UqiWyeE5aP/zwAx99pAEGAHDmDFSooG5MQli7zF5TzB7Tff/+/TQz9jUaDffv3wegWLFi+XuhgqFDYetW2LQJliyBRo2Qe3bPZtupE3z1FVrg/DffUO6779QOSQiz6HQ6AgMDCQ4OZtq0aWzdupUTJ04QGBiY5tgJEyawbt06du/ebZUJN5BhnWuROymKwrRpCwDjv2vjxgoVKkjnkBCWZvbwknr16tG1a1fOnTvH48ePOXv2LD169KB+8rLex44dS1O/21qkLI6Trb0eNjawYAF4extf9+9v7EIQGXp96FCuJz9Xli1TNRYhLGX69OncunULDw8PhgwZwtKlS3F3d2fRokWp6kaPGjWKixcvUrJkSdMCMIsWLVIxcpHX7d69mwsXXgeMX/IGDZKEW4jsYPbwkrCwMDp27Mj27dtNPd7169dn8eLFFC5cmFOnThEZGUnt2rUtErClPOtWcLbYuhUCAoyFBCtXhgMHwMkpZ86dC60qXZp3rlzBAOivXcOueHG1QxLimXL8mpLDJk6cyMiRIwGeOXbbmhdFk+El6evYsQu//TYWKEOZMkmcP2+LjdldckLkfTk+vMTLy4utW7dy48YNbt26RbFixUxjFp8MKN9r2BBGjICJE41LxQ8aBDJRMEMOXboQNWECa4CSW7dSN4NyYUKInPFkWb7du3ene0y+XBQtl7t37x7Llz8CygAwaJAk3EJkF7N7up+kKApPNmdjxT+5qvRKJSVB/fqQ8stryRLo0CHnzp+LRD54QPHChYlOTKRnz57MmTNH7ZCEeKa83tOdF0hPd1pTpkxh6NAqQAAuLkncvm2LlU4lEMLqZPaaYnZWfP/+fTp37oynpye2trbY2dmZHuIptrbGRNvDw/i6d28IDVU3JitVsFAh3nzbWLpq5cqVJCQkqByREELkLcYJlNuAAADef18rCbcQ2cjs4SWDBw/m0qVLzJ49m65du7Jw4UImTZpE165dLRFf3lO8uHFiZbNmEBMDbdvC3r0yvjsdHTp04NChQ7Rr147Y2Fjs7e3VDkkIgaxEnFfs3r2bK1eaAaDRKPTvL8ODhMhOZg8vKVq0KPv376d48eK4ubnx8OFDQkND6dmzJ3v27LFUnBan+q3g4cPh66+Nz99/H2T1xTSSkpKwuXIFm6VL4dw545cVIayU6teUHGRjY4NGo0k1nDDltUaj4c033+TXX3+1uuRbhpek1qFDX5YunQy4EBCQwObN0rEhRGbk+PCS2NhYiidXlnBwcCAxMZGyZcsSEhJibtN524QJ8Prrxuc//ywJZTpsbW2xmTsXPv8cFi6Ey5fVDkkIgaxEnBdERkayYoUr4ALAxx9Lwi1EdjM76S5RogQXLlwAjKtTrlq1iq1bt+Li4mJ2cHmanZ1xmXhPT+PrDz8E+aKS1pMTTZcuVS8OIYTJ6NGjmT9/PpUqVcLFxYVKlSoxZ84cxo0bR7Vq1Zg/fz47duxQO0zxDIsXLyUp6QMAfHxiaNRI5YCEyAfMTrr79u1r6tUeOnQonTp1onHjxtLL8TyKFYPFi43Lwj9+DK1bQ2Sk2lFZl8qVeVy6NAA3vv1W5WCEECArEecFU6acJaVM4CefOEuZQCFygNk/ZkFBQbzzzjsAtG7dmqtXr3L69GmGDRtmdnDZLSEhgUqVKqlbS7xRIxg71vj8wgXo3h0MBvXisTYaDeuTp9P73LtH7KFDKgckhMjNKxELOH78OBcuvAWAvX0cPXtKxi1ETrD4T1qxYsUoX768pZvN20aOhBYtjM/XrIEvv1Q3HivjERRken554kQVIxFCAMyaNYuYmBgqVqyITqejUqVKREVFMTN5wS97e3vmzp2rcpQiI5MmrQYaA9CpU4KUCRQih5hdvSQ0NJSBAwdy4MABoqOjU+2z5trKVldp4OFD8PeHixeNw002bIC33lI7KquQkJDACWdn/PV6wpyc8IqJQe6FCmtjddeUHJDRSsTWSqqXQHR0NB4eS0hMNI7nPn8eypZVOSghcqkcXwa+a9eu+Pj4MHv2bJk8aQ43N1i1Cl59FR49go4d4eBB8PVVOzLV2dvbc7ZmTfz37sXr8WNi1q9Hl3JnQAihGh8fH4oVK4aiKBiSh8VZ80rEAmbP/p3ExE4A+PvfpWxZ6yrrKEReZnbSffr0afbs2YOtrdlNiSpVYO5caN/e2PPdqhXs2wc6ndqRqa7okCHEt22LA3D9+++pKEm3EKq5f/8+AwcOZPPmzURERKTap9frVYpK/BdFUZg8+T5g/J0yZswL6gYkRD5jdpdE5cqVuX37tiViEQDt2kHKJNRTp6BHDzBvBFCeULdVK8a6uBAAfGJnp3Y4QuRrT65E7OzszIoVK/D39+f7779XOzTxDLt3/8Pt260BeOGF+zRtqlU5IiHyF7OT7lmzZhEUFMSyZcvYtWtXqofIoi++gMbGSS6sWAGTJqkbjxWwtbUloksXtgCbtmwxlSYTQuS8LVu2sGzZMlq1aoVWq6VVq1b8+uuv/Pbbb2qHJp5h5Mg9pJQJHDzYTqbGCJHDzJ5IuXTpUt577z0ePXqUumGNxqpvM1r9pKeICKhZ89+JlevWwdtvqx2Vqnbs2EGDBg0A44p4nTt3VjkiIf5l9dcUCypYsCCRyWsKFC5cmBs3bmBnZ5dquzXKzxMpr1+/TokSZ4EA7Owec/++k1QtEcJMOb4M/CeffMIXX3zBw4cPSUxMND2suXJJruDuDqtXg4uLcXhJx45w5ozaUanqjTfeIDg4mKNHjtCpbFm4e1ftkITIl2Ql4txn/PjlQAAAbdpEScIthArMTrojIyMZOHAgrq6uaLXaVA9hpsqVYf584/OoKGMt73w8rEKr1TJmwACqde6MplYt+OUXtUMSIl+SlYhzl8ePH7NggWvyKwPjx0vFEiHUYHbS3bRpU/7++29LxCLS06bNvytWXrwI774L+fkugrs7pHyhmz9fJpkKoYLcvBJxfjRz5mLi49sBUL36HalEK4RKzK7z5+XlRYsWLWjTpg1FihRJtW/cuHHmNi8ARo2C06dh6VLYsQOCgmD2bONY7/xGo4Hu3eGTT4yrOuzfb6xtLoRQTW5YGCe/0uv1fPHFNcA4nmTMGOnlFkItZifdISEhvPTSS1y4cME0xg+MEymFhWg0xvrdly4ZF8z55RcoUwY++0ztyFSxrUgR6gFa4MH331NIkm4hclRuXYk4P1q1ajXh4e8C4O4eSbNmBVWOSIj8y+yke/v27ZaIQ/wXJydYu9bYq3v1KowYAaVLQ4cOakeW44rXrMkm4G3AYfVqiI8HBweVoxIi/5CViHMHRVEYPXoT0AaAjz5yQqZbCaEeWUYyN/H2hvXroXZt48TK7t2haFGoW1ftyHJU2bJlmfvii7x96RLOcXEoa9agaddO7bCEyDdkJeLc4e+//+bMmXoA2Ngk8eGH9ipHJET+JqXxc5tKlYwL5tjaGidUBgYax3vnM8WCgniQ/Dxy8mRVYxEiv5GViHOHr7+eAxiHlgQGJuLlpW48QuR3knTnRo0a/Vsu7+FDaNoUbt1SNaSc9m6XLixMnjfgdvCgcby7ECJHqLEScf369XF0dESn06HT6WjatKlp35dffomnpyfu7u4MGzYMM9d8yxOuXr3KunUegHHo3aBBTuoGJITI38NLEhIScu8KZd26wfXr8PnncO0aNGkCO3caS+rlA4ULF+Z83bqE7dzJYjs7PlAUnNUOSoh84tSpU2zfvp3169en2p7dKxH//PPPdOnSJdW2DRs28OOPP7Jv3z5cXFwICAigfPnyvPfee+m2odfrM7zee3p64pVHuoN//HEGivIBAKVLP+aNNyTpFiKrwsLCCA8PT7M9Pj4+U8PspKc7NxsxAj780Pj85Eljj/dTlQTyskaDBlEMGJyYyIp//lE7HCHyDWtaiXjhwoX06dOHMmXK4O3tzdChQ1mwYEGGx0dERFC5cuV0H9OnT8/ByLNPUlISs2dfBMoCMHCgU76sMCuEpUyfPj3da8bFixeJiIh47nbyddJtb2/PqVOncl8vdwqNBv73v38rmBw4YBzj/fixunHlkGbNmuGe3Cs1Z84claMRIv9QayXiwYMH4+npSUBAACdOnACMkzqrVq1qOqZKlSq595puIVu2bOHhw44A2Nsn0b27ygEJIYB8nnTnCVotLFgAzZoZX2/fDu+8A3Fx6saVA+zs7OjWrRsVK1akRYsWKPngMwthDdRYifjrr7/m8uXLXLt2jYCAAJo2bUp0dDQxMTG4urqajnN1dSUmJiZHY7M2s2dvAFoC0K6dgUKF1I1HCGGUr8d05xl2dvD779C8OWzbBps2Qdu2xion9nm7RNT48eP5etAgNFOmGMsn7tsH5cqpHZYQeZoaKxHXrFnT9HzYsGHMmTOHffv2odPpiIqKMu2LiopCp9Nl2I67u3uG60t4enpaLmCVREZG8scfXqT8eh8wIG//DhAiJwQFBdG2bds02wMDAzM1pluS7rwiZfGcpk1h925Ytw7atYNly/J04u3o6GisWT5linHD//4HP/ygblBC5HHWsBKxjY0NiqLg5+dHSEgILVsae3ZPnjxpmiCfHq1W+8z9ud2MGbNITOwGwIsvRvHKK67/8Q4hxH/x8vJKd5K1QyYX5pOkOy9xcTEuntOkCezdC2vW5IvEm4oVISAA/voLZd48NBMmgKv8ohEiu+T0SsQPHz7k4MGD1K1bF41Gw48//khERAS1atUiMTGRvn370rFjR1xcXJgyZQoDBw7M0fisRUJCAt98cwL4BICPPy4gEyiFsCKSdOc1BQrAxo3w1lv/Jt7vvmscfpKHl0o/ExBAxb/+QhMdDfPnw4ABaockRJ4yceJERo4cCcDo0aPTPUaj0TB27FiLnzsxMZHPPvuMc+fOYWdnR7Vq1diwYQMFCxakWbNm9O3bl5o1a6LX6+nduze9evWyeAy5wZIlS4iIMC6G4+CQSOfOdipHJIR4kiTdeZGrqzHxbtoU/vkH/vgDWraEVavAOW9Ws5557RoDgDJAwnffYd+vH9jIPGEhLOXJiZO7d+9O95jsGl7i6enJoUOHMtz/2Wef8dlnn2XLuXOT//1vPfAbAJ0728gNPyGsjEbJp0t3OTo6AhCXlyteREcbq5qk/IJ84w3jWO88eCU+c+YMs/z8+C5lw4YNxi8dQuSQfHFNyeVy7WJoz+HSpUuUKbMS+BiAEyegShV1YxIir8vsNUW6AvOyAgXgzz+N453BmHw3bAj37qkbVzaoWLEiF15/nZRCYfqvvlI1HiGEyElz5vwGGFfhfOWVGEm4hbBCknTndS4uxqomLVoYXx86BPXqwc2b6saVDboNHMjM5OfanTth/35V4xFCiJyg1+uZMSMSMBbkHj4845KJQgj1SNKdHzg6Gmt2d+5sfH36NNSpA2fOqBuXhbVq1YrFhQuTAJx2dERJTFQ7JCGEyHbr1q0nIsK4AmWhQjEEBqockBAiXZJ05xd2dsaVK/v1M76+ehVq14adO9WNy4Ls7OxoN3gw1YBKcXFsjo1VOyQhhMh2X3yxHagGwIABdmRirQ4hRA6SiZT5bdKTosDEiTBqlPG1nR3Mng3du6sbl4U8ePCA4sWLExsbS0BAAJs3b1Y7JKuRlJREZGQkDyIiiL5zh7i7d0m4d4/EyEgMsbEkxcTg8P/27jwuqur9A/hnhmGdYRkQBEFBhTQVNcn4oiAUkYIihvuS4FYG7qaZWuCSll+1vvkLcsVyVzQ0ldwCg9QyFxRcQkUR3NhhZJ85vz+uTAz7NswAz/v1ui/nnnvuvc85A/jMnXPPNTGB+6tp4QAg8/59XP36a/B4PPA1NMAXCMATCMDX0gJPUxMaurrQ0NND7+nToV3uKYCp165BU1cX2oaG0BWLoamt3awPTlGFNvs3pQVpjTdSpqenw9T0GICp4POlSE3VgLm5qqMipG2o798U+jzc1vB4wPLlgI0NMHUqUFIC+PsDcXHAunVo6ZdIxGIxpk2bhk2bNkFfXx/FRUXQksm4J3a2chkZGbhz+zYeX70Kyd9/w9bJCW4ffyzffs7HB31PnoQ1gOpm772tqwuUS7rT/v4b727dWvu5vbyg/dpr8nUdBweYlPs8XwQgH0ARn48iPh/FGhrIDQqCQ7lp3s6PHQt28yaYri43taVQCIhE4OvrQ0NfHwJDQ7RzdITtsGH/HjcvDwyAtkik9kl9Wloa/P39ER0dDSsrK4SEhMDd3b1SvYKCAsyYMQNHjx6FWCzG119/jfHjx6sgYtISHDhwEsAYAMDAgVkwN2+n2oAIIdVq2RkWabhJk4COHYGRI4GMDOCbb4D4eGDvXqBdy/6j/emnn2L27Nmwzcjgpg00NQUOHFB1WE1KIpHgzz//RHxkJIp++w0GiYnoJpHAHsDAV3XO3bgBlEu6hQYGaF/LcTWkUoX1un4RpikUKqxrVdhP+9UCmYxbSkvxp0SiUEfn/Hk4Pn9e43nO9+mjkHRfmjIFrocPoxDASx4PL/l8FAoEKNTURJG2Nop1dFBkbY13ys0xnZ2UhPh166DVrh10TE2hZ24OkYUF9C0tode+PXh6eqjpMX4vXrxAWlpapXKZTFZj4h8YGAhzc3OkpaXh7NmzGDNmDBITE2FsbKxQLygoCOnp6UhNTcWtW7fg6emJfv36oVu3bjX2DWmbNm16BoD7lmnBArFqgyGE1IiS7rbM1ZWbzcTHh5vU9cwZwMEBCA8H+vdXdXQN1qFDB+5FcDBQ9rjqxYu5trUSh/v1w6DERFS+TvovcWamwrqljw/iHz0CMzYG38QEGsbGEIjFEBgaQkNfH1r6+jCv8L1016FD8fy33yCTySCTSiErLUVpYSGkJSWQFhRAVlQEaX4+Xjc1Vdjvpr8/pHl5YAUFQEEBUFgIXkEBeIWF4BUWQqOoCIavvpYrI9XVRTqPB13GoJjC/0tWIblneXkAAB0AOozBRCoFpFKgqAh4ldTHZ2cr7PPk/Hk4//BDtf1WCiAPgH5mJgTiyklMSEhItU9d1NDQqLJcIpEgIiICDx48gJ6eHoYPHw57e3scPXoUU6ZMUai7a9cuHDp0CAYGBvjPf/4DHx8f7N27VylPeiQt2/Xr13H37gAAgFCYi2HDWt8zGAhpTSjpbutsbLinVk6dChw8CCQnA87OwMaNQEBAjVf81N7KldwV7tJSYOlS4NQpVUdUbw8ePED4Dz+gT7duGDxtmrz89c6d0TkxUb5eyuMh3cICxT16QOeNNyAeMAD9+vRROFbnceOAcePqdX5NfX20f/vtesc9ICys/vskJclfM5kMxTk5yE9LQ0F6OgozMlCUmYnXbG0V9jEZMQLnpVLg5UvwX74EPz8fgoICaBUWQqu4GLolJcit8M1NwYsXNcYhADfxmkxfv95tqE5iYiJEIhGsrKzkZfb29pXGAWZlZeHZs2fo3bu3Qr2LFy82WSyk9Vix4gCAtQCADz5gLX10ICGtHv2KEm7s7P79gJMTsGgRUFwMzJoFnD4NbN/eYoeblHTsiHsuLng9Kopry7lz3MOB1FxJSQmOHDqEq2vWwDEhAfMBnOvUCSiXdHeZOxfPMzIg9PKCyMsLgr59Yf7qRr7WgMfnQ1sshrZYDHG5seIV2X/8scIQmqp0qbDec8YMPOzbF/lPnyL/+XMUpqWhJCMDJVlZQE4ONAsLoVFSApdqrlo3hEQigUGFJ8EaGBggIyOjUj0A0C+X8BsYGMjLCSnz/PlzHDvWQb4+f76hCqMhhNQFJd2Ew+MB8+Zxw0rGjwceP+YeqtOnDzfVYAtIViu6efMmvKKicB/ghivMmgVcvw5oa6s2sGrk5eVh5//+h8wNGzA5Oxtjy21zfPIEsuJi8LW0AADtvLwALy/VBNrC6YjFsHnvvQbvHxAQgNGjR1cqf+ONN6od0y0SiZCbm6tQlpubC5FIVKkewP0slCXpVdUjJDR0J2SyDwEADg7ZeO01I9UGRAipFc3TTRQNHMjNZDJyJLf+5An3GPnFi7kr4C1Iv3794ODlhZVlBXfuAP/9rypDqlJmZia+WrgQW01N4ff55wjKzkbnV9uKNDWRNWIExOfOgU/fHasFMzMz9OzZs9LC5/OrTbrt7OwgkUiQWu5JsPHx8fLppsqIxWKYm5vj5s2bNdYjZM+eTJQ9gXLxYrrKTUhLQPN005y6VWMM2LaNu/qdn8+V9e3LXfW2t1dlZPXy119/YaCjI64CsAe4q9zx8UCFscGq9ODkSbQfOlTh5sHs9u2ht2QJtKZNA5pwbDFRntr+powePRqGhobYtGkTzp07Bz8/vypnL1m0aBHi4+Nx8OBB3L59G0OGDMHFixdp9pIm0Frm6c7JyYGRUSSAcdDULEROjk5bmBWVELVT378pdKWbVI3HA2bMAK5eBfr148quXwfefBP4+mtufu8W4K233oL3++/jo7KCoiLu4UAqVv6zbhdPTzx/NWtIRrdukB07BqMnT6A1bx4l3K1ISEgInjx5AhMTEyxYsAAHDhyAsbEx9uzZo3Ale+XKlTA2NoaFhQVGjhyJ//u//6OEmyg4ceIsgKEAACenTEq4CWkhWt2V7sWLF+PixYuwtbXFtm3bqp3Ci65010NxMTcTyNq13BzLAHe1OzSUG46i5pKSkvD666/ju6IidDEywtv370OjwtXFZovlwQOEjxqF17y94VNuCrjiCxegWVAA3jvvtOwZY9ow+pui/lrLle4BA1bh4kXuqcK7dhVj0iQtFUdESNvUpq90x8XFIS0tDTExMbCxscHx48dVHVLroKUFrF4NxMYCZTNJ3LzJTS04eTJQbpyqOurcuTMWL16M2QA8srOx4/DhZo9BJpNh/yef4LmdHRZdu4b2a9Ygq9w82loDBoDn7k4JNyGkRjk5Ofjzz44AAD6/BMOHU8JNSEvRqpLuCxcuYMiQIQCAIUOG4MKFCyqOqJVxcuIeorNqFVA2Pd2uXVwivmIF8PKlauOrwZIlS9C+Y0f56/T0dG5DMwyTuX/xIk506IAxGzbgP6++KXhdIODmRCeEkHoIDz8GmWw4AMDRMRMG9DwcQloMtZ0OITQ0FFu3bsXNmzexbNkyBAcHy7elpaXB398f0dHRsLKyQkhICNzd3ZGVlYXOnbl5HwwNDZGVlaWi6FsxbW1g+XJg4kTgk0+AI0e4Gy2Dg4GtW4E1a7hHzPPV6/Ocnp4e/ve//2HSpElYt24dTIRCIDCQeyLn2bONHzudmQk8eACkpHDLs2eQPn2K85GR6Pf0KbxfVSsG8FRHB9YiETcNY9noLh6P6zOBgFu0tABNTa6/yy86OpUXXd1/X5evU/a6qmNoa/97Di2tf1+XLRoadNWdEDW0aVMCgA8AADNntsxnKBDSVqlt0m1hYYHg4GDs3bu30rbAwECYm5sjLS0NZ8+exZgxY5CYmAgjIyPk5OQA4L6CE1fxCOfyGGPVjsMxNTWFmZlZ4xvSWnXuDBw+DERHA/PnczdZpqYCfn7cjZaffcY9/VCNprl7//33cf/+fe5R58HBQEgIt2HYMCAyEtDTq/0gBQXAtWvcDaY3b3LL3btc0l3OEwBFAN4pV3YLgA0A68JCoCWM+y1LwAWCyq8FAi4xL/uQoKHBLXz+v+UVyyqu8/mVX5dfyj6IVFXG4/27lN9Wsbz8B4ey11WVlal4i8ukSdzPOiFqICUlBXFx3M+jhkYpRoxQn7+vhJDaqe1v7IgRIwAAJ0+eVCiXSCSIiIjAgwcPoKenh+HDh8Pe3h5Hjx7FgAEDsGnTJowdOxanTp2Ck5NTjeeQSqXo1atXlduCgoIUrq6Tari5cVeLf/oJWLYMePoUuHUL+OAD7or4zJncI+bV5AOM+atZQrBsGZc4//IL8PvvgLc3cPAgYGKiuMOzZ9z22FhuuXEDkEprPU86gLIHeT/k8fDS1hY97e25q9JlV5nLkk2Au0FVJuMeWV9ayg17KSribmItKvp3KShQ/LewkHtdWFg5YWyskpIWM0uN0gwYQEk3URuJiYkA3gUA9O2bAwMDk5p3IISoFbVNuquTmJgIkUgEKysreZm9vT0SEhIwZcoUiMViuLi4oEuXLli6dKkKI21DNDSAKVOA0aO5GU02bACePwcePeKueAcFcQ/b+fhj7uZLdRi2oKmJhKAg5Jw7hwH5+cBvv3FTI+7cCeTmAmfOcGW3b1d/DAMDbhaX118HLCy4ecw7dQKsrNCzpAQv7Oxw8c034fHLL9Cr5VuXRmOMS9bLJ+NliXrZ68JCxSS+7HVZcl1c/O/r8kvZh4DyHwjK/pVKuaW09N/XZR8eyl6XlZffLpVyMZeVlb1mTHG7TFZ9WfmlbFv5hZBW5uFDKYCuAABHx5cAKOkmpCVpcUm3RCKRPx65jIGBATIyMgAA69evV0VYBABEImDRImD2bC55/f577kE0xcXAvn3c0qMH4O/PfW1vYaGyULOzs+E2ZAjy8/OxVyCAT2kpd2PjO+9UvYOWFtC/P3czqaMjN1+5hQVw+jRKN25Eya5dePzHH3jNwQEAoAFAnJkJn7oMWWkKPN6/Q0AIp3ziXfa6qrKKyn8oVLN7E0jbFhHxTP7aw0NHhZEQQhqixSXdIpEIubm5CmW5ubkQiUT1PpaGhgbi4uKq3GZqatqg+Ai4G/VmzgQ++ogbkhEaCoSHc1dGb93iHim/ZAkwaBAwfDgwdChgZ9c8V8AZAxISYBQdjRUdOiAwPR0jSkuxBMCXKDedD4/HxffOO9wQmi5duAQsORlISACCgsCOHQMvOxsCcL9Ip8aNg90//8gfBa7ZXAk3qVpNY7cJaYEuX+b+5fFKMXiwegzZI4TUXYtLuu3s7CCRSJCamgpLS0sAQHx8PCZPnlzvY5WUlGDMmDEAWv7DEtQSjwe4uHDLt98CYWHccvcuN0QgOppbFiwALC255NbZmbua3KsXN2ylsbKyuBsfL18GLlzgllfTBQYAKADwCYCvAJwDsEskQjeJBNizBxg//t/jjBgBHD2q2LxX/+YB2A4gWlcX49LT6QMbIaTJSaVSPH/ODas0MXkKXd2OKo6IEFJfapt0l5aWorS0FFKpFKWlpSgsLISmpiZEIhF8fHwQFBSETZs24dy5c7hx4wZ8fHxUHTKpiZkZ8Omn3FXuy5eBvXu5JPbhQ257aiqX6O7Zw63r6gLdu/87XtrYmLvJUSzmFpEIEAq5q895eUBODvDiBXfjY3IykJjIJfePHlUfU/v2WPjuu+gsFmParl24nJOD7hIJBmpooP3Bg/i6f3/Y2toCAFhREcpfK80H8CuAcADXLS2xfN06HBk3DnwajkAIUYL4+HjIZF0AAF27Fqk4GkJIQ6jtY+CDg4OxotxjsgEgLCwM/v7+SEtLg5+fn8I83e+++269jk+PbFYDr4Z64OxZ7or3779zV6aVxcaGm43C2Rl4+22gWzf5sIOHDx9iwoQJuHjxorz6pUuX4OjoyK1ERmLxmDG4J5EgHsADAK+9/jo++eQTTJw4Edra2sqLm7QI9DdF/bXkx8AfPHgQY8d6AtDHxIkvsHs3DS8hRNXq+zdFbZNuZaP/INWQTAb88w9w8SI37/ft29zV6rQ0blaOuhIKuTHidnbc7CJvvMHNTNKhQ427McYQGxuLsLAwHDp0CPfv31eYq93V1RWZmZnw9PSEl5cXBg0aRFe2iRz9TVF/LTnp3rZtG2bMGAdAhOnTc7F1Kz2KkhBVq+/fFLUdXkLaID6fG1LSvXvlbQUF3ANosrK4RSLhnoQplXJT9xkYAKamQPv23NMlG3DjHI/Hg4uLC1xcXLBlyxZoVBhT/ttvv1UqI4SQ5lBSUgJACwCgo0Mf9glpidp00l1cXNyir3y0Kbq63M2Wr26eVTZBFU/SpISbEKIqQqEQZbdvFxe38YdWEdJCtemkmxBCSMuXlpYGf39/hft83N3da9znxYsXCAkJka8HBAQoDCdTtYrxcU9PfgqgExISVH8jpbr3H6D+MVJ8jaPu8VWFxnTT+EtCSBOgvymqM2bMGOjr62PTpk04e/YspkyZgsTERBgbGyvU69mzJ6RSKQ4fPox79+5hxIgR8m0RERFwcnJSm/+0ExISXiXanNjYWDg7pwAYC13dfGRn60FLS3Gfq1cf4OFDDXh7Wyv9OVkV44uPj5d/c6wu1D1Giq9xmjO+Fy9eIC0trVK5j48PBAIB7ty5U6fj0MAwQgghLZZEIkFERARWrFgBPT09DB8+HPb29jhaYV79MpmZmejVq5dCwg0AI0aMULhqpm6MjIzQsSP3MLeCAj3s2qV4vWzu3BA4OBhh5EhrmJunlD2OgBDSBEJCQtCrV69Ky/3795GZmVnn49DwkjpqiV9jVIXaoV5aSzuA1tOW1tKOtiIxMREikQhWVlbyMnt7+1Z5n8706UYICkoFYIl580rg5qaFrl25bT/+mAmAu7KfmWmF2bMzsW+fcbXHIoQ0vzaddNfnRsq0tDSFecNHjx7dIv8jpnaol9bSDqD1tKW1tKOtkEgkMDBQnD7PwMAAGRkZKopIeWbNmo6vv56H/PyfIJFoYeDAUhw8KMCgQcDEiYMQEnITgD0A4I8/lDy+hBBSbzS8hBBCSIslEomQm5urUJabmwuRSFRlfWNjY8THxyMiIkKhPCIiAgEBAcoKs0kYGxsjNPRdAKsAAM+fC+DqCjg45CIjwwImJtfBPS8X6NRJq9rjEELqJyAgAPHx8ZWWrl27Vrp3pCZt+kq3lpZWq/wKkhBC2go7OztIJBKkpqbC8tWUovHx8Zg8eXKlusnJySgpKcGYMWNQVKQ4A8jChQvV6smyFePz8fGRx9euXRrS078BYA6Ah6tXgatXy2p+BQBISQGUec9bTfGpC3WPkeJrHHWILyUlBZr1uGu5TSfdZcNLyhLv8kNNKt4Be/DgwUadqy7DWKqrU1V5xbKqYq/qdcUfUmqH8ttRcb38z1Zj21FTnHXZ3hTvSRn6HSGqIBKJ4OPjg6CgIGzatAnnzp3DjRs34OPjU6muUCjEy5cvAXBz8Zuamsq3VTU3vyrVFJ+ZmSlUPeJJ3fsPUP8YKb7GUYf4NDU1X82hXzfq1YOEEEJIPYWEhMDPzw8mJiawsrLCgQMHqvzK99mzZyqIjhBCOG12nm7eq8eE83g8aL2a7LS4uBgAN+yk7HUZgUDw6jG8HE1NTfD5dR8SX/7Y9a1TVXnFsqpir+p1xbeb2qH8dlTXLgCNbkdd2lLT9qZ4T8q09d+RsivkbfRPKiGEkFq02aSbz+eDMVbn8T+MMUilUvm6hoaGPHFvSagd6qW1tANoPW1paDuKiorA4/Egk8mUGR4hhJAWqs0m3YQQQgghhDQXmjKQEEIIIYQQJaOkmxBCCCGEECWjpJsQQgghhBAlo6SbEEJIm5OWloahQ4dCKBSiW7duOHfunKpDgpubG3R0dCASiSASieDp6Snf9tVXX8HU1BTGxsZYvHhxs8ySExoain79+kFTUxPBwcEK23bu3AkrKysYGBhgypQpCrMZ3b9/HwMHDoSenh769euHuLi4Zo0vOjoafD5f3o8ikQgxMTHNGl9RURGmTp2KTp06wcDAAP/5z39w8eJF+faa3s/Lly+jd+/e0NPTg6urKx49etTk8dUW486dOyEQCBT6MDk5udlj/PDDD2FhYQEDAwPY29vjl19+kW9Thz6sL0q6CSGEtDmBgYEwNzdHWloa/vvf/2LMmDHIzMxUdVjYtm0bJBIJJBIJIiMjAQAnT57E999/j0uXLuHWrVuIjIzEjh07lB6LhYUFgoODMXLkSIXymzdvYv78+fj555/x+PFjPH78GKtWrZJvHz9+PN59911kZmZixowZeP/991FaWtps8QFAly5d5P0okUjg4uLSrPGVlpbCxsYGsbGxyM7Oxrx58+Dt7Q2JRFLj+1lUVARfX1/MmTMHmZmZcHZ2xqRJk5o0trrECHAfAsv3YadOnZo9xgULFuDhw4fIzc3Fjh07MGnSJGRkZKhNH9YbI422aNEi5uzszPz9/Vlpaamqw2mQwsJC5ujoyIRCIUtMTFR1OI0SHR3NHB0d2cCBA9m8efNUHU6DJScnMycnJzZo0CDm7e3N8vPzVR1Soxw6dIhZWVmpOowGS0pKYmZmZszV1ZV5eHioOhzSCHl5eUxTU5M9fvxYXubq6sp27Nihwqi4GHbt2lWpfNy4cWzVqlXy9bCwMDZo0KBmi+ujjz5iQUFB8vUlS5awadOmydejoqJYp06dGGOM3blzhwmFQlZYWCjfbm1tzX777bdmiy8qKop17dq1yrqqiK+MhYUF+/vvv2t8P3/99VeF2F++fMl0dXXZgwcPlB5f+RjDwsKYu7t7lXVUFePly5eZjo4Oi4uLU+s+rAld6W6kuLg4pKWlISYmBjY2Njh+/LiqQ2oQTU1NHD16FKNGjVJ1KI1ma2uL8+fPIzY2Fi9evMDNmzdVHVKDdOjQAbGxsTh//jwcHBxa7M8WwM19fejQIXTs2FHVoTSKh4cHoqOjcfr0aVWHQhohMTERIpEIVlZW8jJ7e3skJCSoMCrO/PnzYWpqCg8PD9y4cQMAcOvWLfTu3VteR9WxVhVPcnIyJBIJbt26hddee03hGRiqiPfx48cwMzODnZ0dVq5cKZ97X1XxJSYmIjMzE7a2tjW+nxW36enpoWvXrs3Sf+VjBIBLly7BxMQEPXr0wA8//CCv19wxBgQEQFdXF/3798c777wDe3t7te3D2lDS3UgXLlzAkCFDAABDhgzBhQsXVBxRw/D5fLRv317VYTQJS0tL+R9UgUAADQ0NFUfUMBoaGvInIUqlUtjZ2ak4oob7+eefMXTo0Ho/bVPdREdHw8XFBd98842qQyGNIJFIYGBgoFBmYGAg/1pdVdatW4ekpCQkJyfDw8MDnp6eyMvLqxSvqmOtKp6ycnXo2+7duyMuLg7Pnj3D0aNHcfDgQXz77bdVxt4c8RUUFGDSpEn47LPPYGhoWOP7qar+qxijq6sr4uPjkZaWhrCwMKxcuRKHDx9WSYwhISGQSCQ4e/Ys3nvvPfB4PLXsw7po2f8DNrGabhqp7qabrKwsGBoaAgAMDQ2RlZXV3GFX0pB2qKvGtOXatWtIT09Hjx49mjHiqjW0HbGxsXBwcMC5c+fQuXPnZo66soa0gzGG3bt3Y8KECSqIuGoNaYeFhQXu3r2LqKgonD17Vn4VkrQ8IpEIubm5CmW5ubkQiUQqiojz1ltvQSQSQVdXF4sXL4a+vj4uXbpUKV5Vx1pVPGXl6tC35ubm6N69O/h8Pnr06IHly5fjyJEjVcau7PhKSkowevRo2Nra4osvvqgyhvLnV0X/VRVj586dYWNjAz6fD0dHR8yZM0dlfQhwF6Hc3d1x9uxZnDx5Uu36sK4o6S6nppsyqrvpxsjICDk5OQCAnJwciMXi5g67koa0Q101tC0vXrzAnDlzmuVmo7poaDucnZ1x5coVjBgxQi3a0pB2HD16FIMHD4ZAIFBBxFVrSDu0tbUhFAohEAgwbNgwxMfHqyBy0hTs7OwgkUiQmpoqL4uPj0fPnj1VGFVlfD4fjDH06NFDYZicqmOtKp5OnTpBJBKhR48eSExMRFFRkcJ2VcZb1o8AmjU+mUyGDz74ADweDz/++CN4PJ48hurez4rbCgoKcP/+faX1X3UxVlSxD5szxvJKS0tx7949terDelHpiHI1VfGmjJpuurl27RqbOnUqY4yxFStWsJ9//rmZo61efdpRxs/PTy1vpKxPWwoLC5m7uzv7+++/VRBpzerbjjJbtmxhoaGhzRlqjerTjtWrVzN3d3c2ePBgZmRkxJYsWaKCiKtWn3bk5ubKyyZOnMguXbrUnKGSJjZq1Cg2bdo0lp+fz3755RdmbGzMMjIyVBZPVlYWO336NCssLGRFRUVs48aNrH379iw7O5sdP36cdezYkd2/f589e/aM9e7dm23btk3pMZWUlLCCggI2ffp0tmzZMlZQUMBKS0vZjRs3mFgsZn///TfLzs5mHh4ebPny5fL9+vfvz4KDg1lhYSHbvHkz69y5MyspKWm2+KKiolhycjJjjLF//vmH2dvbs7Vr1zZ7fNOnT2eDBg1iBQUFCuU1vZ+FhYXM0tKSbd++nRUWFrJly5YxZ2fnJo+tthgjIyPZixcvGGOMXblyhVlaWrJ9+/Y1a4zZ2dlsz549LC8vj5WUlLCDBw8ybW1tdu3aNbXqw/qgpLsKFf8jvnr1KhOLxQp1Zs2axRYuXMgYY2zhwoXM2dmZTZ48WSm/uA1V33b4+PgwCwsLNmDAAHbw4MHmDLVW9WnLli1b5LNMuLq6sgsXLjRztNWrTzuio6OZi4sLc3NzY76+vuzly5fNHG316vuzVWbgwIHNEV6d1acdJ06cYP369WNOTk5s8eLFzRwpaWovXrxgnp6eTFdXl9nZ2bEzZ86oPB4HBwcmEomYWCxmb7/9Nrty5Yp8+5o1a5iJiQkzMjJiixYtYjKZTOkxBQUFMQAKS1hYGGOMmy2iQ4cOTCQSMT8/P4WLBImJiWzAgAFMR0eH9e3bl127dq1Z41u/fj3r0KED09PTYzY2Nuzzzz9X+L+5OeJ7+PAhA8B0dHSYUCiUL7///jtjrOb386+//mL29vZMR0eHubi4sIcPHzZ5fLXFuGDBAmZqasr09PSYnZ0d++677xT2bY4Yc3JymJubGzM0NGQGBgasX79+7PDhw/Lt6tCH9aU+3/eqseoG5WdkZAAA1q9fr4qw6q22dkRERKggqoapqS0zZszAjBkzVBRZ/dTUDldXV/z+++8qiqx+avvZKhMbG9ucYdVbTe3w8vKCl5eXiiIjTc3U1BQnT55UdRhypqam+Pvvv6vd/tlnn+Gzzz5rxoiA4ODgSvc8lPH394e/v3+V22xtbfHHH38oL7BXaopv4cKF1e7XHPFZW1vX+ACjmt7P/v37N8s9IzXF6OLigg0bNlS7b3PEaGBggKioqGq3q0Mf1heN6a4DdR6UXx+tpR1A62kLtUO9tJZ2EEIIUT+UdNdBS7nppjatpR1A62kLtUO9tJZ2EEIIUT+UdJdTWlqKwsJCSKVShdcikQg+Pj4ICgpCQUEBjh8/jhs3bsDHx0fVIVeptbQDaD1toXaol9bSDkIIIS2IqgeVq5OabhpRt5tuatJa2sFY62kLtUO9tJZ2EEIIaTl4jNUw0p8QQgghhBDSaDS8hBBCCCGEECWjpJsQQgghhBAlo6SbEEIIIYQQJaOkmxBCCCGEECWjpJsQQgghhBAlo6SbEEIIIYQQJaOkmxBCCCF15ubmhuXLl6s6jGp5enpi1apVqg6jktLSUvB4PERHR6s6lBr98ccf6NOnD2QyWb328/b2xs6dO5UTVCtBSTchhBBCWoS6JPyRkZH4/PPPmymi1mf27NlYsWIF+Px/U8QzZ87A3d0dBgYGEAqF6Nu3L0JDQ1H+US+rV6/Gp59+ioKCAlWE3SJQ0k0IIYS0EcXFxaoOoUFaatwtTVRUFJ49ewZvb295WVhYGEaMGAFfX18kJycjIyMDa9euxVdffQV/f395vT59+sDa2hq7d+9WQeQtAyXdhBBCSCvl5uaGWbNmYdy4cRCLxZgzZw4KCwuxdOlSdO3aFWKxGIMGDcK1a9fk+3z//ffo1asXDAwMYG5ujg8++ADp6en1Pqevry/09fVha2uLn376SaFObeeoKu6ZM2ciJiYG69atg0gkgkgkqvb85a+Gu7m5Yfbs2Rg7diwMDAxgZWWF/fv34+bNm3BycoK+vj7eeust3L17t85tqK0PAeDFixfw9fWFkZERunTpggMHDtS7D+bOnYsJEybA0NAQHTt2RGhoqMIxCgoKsHz5crz22mvQ19dHly5d8OOPP9Y5xooOHz4Md3d3aGhoAAByc3Mxd+5crFy5EoGBgTAyMoKOjg48PT0RHh6OXbt24dy5c/L9hwwZgiNHjtR4jjZNxY+hJ21AcXExmzBhAhOLxUwoFLLs7GxVh6R2vvzySxYQENCkx5w1axYLCgpq0mMSQloWV1dXpqenx06cOMGkUil7+fIl8/PzY+7u7uzx48espKSEbdq0iZmamrKsrCzGGGPh4eHs7t27TCqVsocPH7K33nqLjRs3TuGYy5Ytq/GcOjo67NixY6ykpISdOHGCaWpqstjYWHmdupyjYtx1OXdVdVxdXZmhoSE7f/48k0ql7Ntvv2V6enrMy8uLJSUlsaKiIubr68vee++9Orehtj5kjDEPDw82ePBglpGRwTIyMtjQoUMZABYVFVXnPjAwMGDnzp1jUqmUhYeHMz6fzxITE+V1Jk6cyPr3789u3brFZDIZS01NZVeuXKlzjBU5Ojqyr776Sr5+4sQJBoA9fvy4yvpdunRhCxculK8fOnSImZiY1PDutG2UdBOl27t3L7OwsGA5OTmqDkUtPX36lBkZGbHnz5/Ly6r7j8XPz49NnDixTsd9/vw5MzQ0ZCkpKU0WKyGkZXF1dVVI5NLT0xkAdufOHYV6tra2bNeuXVUe48iRI8zY2FjhmLUl3b6+vgplY8aMYVOnTq12n6rOUT7uup67qjqurq4K587OzmYA2N69e+Vl4eHhzMjIqE5tqEsfpqSkMADsxo0b8u03btxQSLorqqoPpkyZolCnXbt2bP/+/YwxxtLS0hgAdvny5UrHasj7zBhjdnZ2LDQ0VL6+b98+BoBJJJIq6zs4OLCZM2fK10+fPs34fH61x2/rBKq6wk7ajvv376NLly4wMDCotk5JSQk0NTWbMSr1ERoaCg8PD5iZmTXpcc3MzPDee+8hJCQEX375ZZMemxDScnTu3Fn++t69ewAAR0dHhTrFxcVISUkBABw5cgTr16/HvXv3UFhYCJlMhpcvX0IqlcqHHdTnnGXrV69ela/X5RwVj9EYFhYW8tdCobDKsry8vDq1oS59WPZv+WNUPF5d+qBDhw4K+5SPMykpCQDQrVu3Su2tS4xVMTY2Rk5Ojny9e/fuAIC4uDgMGDBAoe7Lly9x9+5dfPDBB/KynJwciMXiao/f1tGYbqJU/v7+WLlyJS5evAiRSARPT08AgI2NDYKCgjBkyBDo6+tjw4YNAICffvoJffr0gaGhIXr27In9+/crHG/Xrl2ws7ODvr4+fH19MWvWLLi5ucm329jYYNu2bQr78Hg8nD17Vr7+559/ws3NDSYmJrC2tsbnn3+O0tJShfqbNm3CwIEDIRKJYG9vj9jYWIVj/vjjj+jbty8MDQ3Rvn17zJ07FwDg4uKCFStWKNQNDw9H+/btq70R6PDhwxg8eHBdulPBtWvX5OMayxY+n4/g4GB5HRpfRwgpPwuFubk5AODGjRvIzs6WL/n5+ViyZAlSUlIwevRozJ49G8nJycjNzcWuXbsAQGGmito8fPiw0rqVlRUA1Pkc5eOuqUxZqmtDbX0IQN7W8sco/7op+tnGxgYA8M8//1TaVpcYq+Lg4ICEhAT5et++feHi4oK1a9dWqrtx40Zoa2tjwoQJ8rKbN2/izTffrFP8bREl3USpdu7ciaVLl8LJyQkSiQSRkZHybZs3b0ZQUBByc3MxZ84c7Ny5E8uXL8f27duRlZWFzZs348MPP5QnvBcuXMDUqVOxceNGZGVlYcqUKdi+fXu94rl79y7c3d0xc+ZMPH/+HL///juOHTuGr7/+WqHetm3b8OOPPyI7Oxvu7u6YOHGiwrZPPvkE69evR0ZGBu7duwdfX18AwMcff4zt27crzG+6efNmTJkyBVpaWpXiKSgoQEJCAnr16lWvdgDAG2+8AYlEIl9++OEHGBkZYeTIkfI6vXv3xp07dyCRSOp9fEJI62NtbY0RI0YgMDAQjx49AgDk5eUhMjIST58+hUQigUwmQ7t27aCjo4PExMQqE67anDx5EidOnIBUKsWvv/6Kn3/+GVOmTAGARp3D3Ny8yiRTGaprQ219CACWlpZwd3fH4sWLkZWVhaysLCxdulR+7KboZ1NTU4wfPx6BgYHym0CfPn2Kq1ev1inGqvj6+uLcuXOQSqXysr179+Lu3bsIDAyUX5HfsGED1q9fj/DwcJiamsrr/vrrr3j//ffr1Y62hJJuojJTpkyBk5MTeDwe9PT0sHHjRixbtgxvvvkm+Hw+nJ2dMXbsWPlk+2FhYRg+fDi8vb0hEAjg7e0NLy+vep3z+++/h7e3N8aNGweBQABra2ssXrwYYWFhCvUWLlwIW1tbCAQCzJgxA8nJyXj+/DkA4Ntvv8Wnn36Kd999FwKBAPr6+nB1dQUAjBo1CoWFhfIPF/fv30dUVBQ+/PDDKuPJysoCABgaGlbatn79ehgZGSkse/furfI4kZGRCAgIwNGjR2Fvby8vLztuZmZmfbqJENKK7d27Fw4ODvDw8IC+vj66deuGrVu3gjGG7t27Y+3atZg8eTL09fXh5+eHSZMm1fscU6dOxfbt22FkZITAwED88MMPcHFxAYBGnWPhwoW4e/cuxGIxjIyM6h1XfdTUhpr6sMzu3buhpaUFGxsb9OvXD2PHjpVva6p+3rp1K1xdXeHp6QmRSISBAwfKr1TXJcaK3N3dYWZmhl9++QUAsGbNGnTv3h3JyckICQnBgQMHEBMTg08++QT5+fkYNmwYZs6cCYC7qp6UlKQw3IRUoMoB5aRtCAoKYgMHDlQos7a2Zps3b1Yo09HRYUKhkBkaGsoXoVDIPD09GWOMDRkyROEuacYYW7hwIXN1dVU47tatWxXqAGBnzpyRH0NbW1vhHPr6+kwoFFZZnzHGkpKSGAD5HeN6enrs2LFj1bZ3yZIlzNvbmzHG2OLFixXuiK8oPz+fAWCXLl1SKK/PjZSXLl1iBgYGLCIiolL9y5cvMwAsLy+v2hgIIaQp1eVmR3XXGtrQUDExMax3795MKpXWaz9vb2+2Y8cOJUXVOtCNlERlKo7NMzc3x4oVKzB58uQq61tZWVU5xq48fX19vHz5Ur7+5MmTSueYMGECduzY0eC4bWxsavx686OPPkK3bt3w4MEDhIWFYfPmzdXW1dXVRY8ePZCQkFDphpe6uHPnDoYNG4YNGzbAx8en0vabN2+iW7du1c5nSwghhJTn7OyMuLi4eu937NgxJUTTutDwEqI25s2bh1WrVuHy5cuQyWQoKirC5cuXceXKFQCAn58fjh07Jh9jd+LECZw8eVLhGG+++Sb27duH7Oxs5ObmVrphJCAgAOHh4Th06BCKi4shlUpx7949/Prrr3WOc+7cufj666/x22+/QSqVIi8vD+fPn5dvt7GxgYeHB0aPHg1NTU2FJ3tVxdfXF6dOnarz+cukpqZi8ODBmD9/PqZPn15lHRpfRwghhKgHSrqJ2pg7dy6Cg4Mxc+ZMGBsbw9LSEosWLZJfuXZ2dsaWLVswd+5cGBkZYfv27Zg6darCMVavXg0DAwN07NgRDg4OlRLO/v3748yZM9i6dSssLS1hYmKCUaNGyW80qYsPP/wQa9euxbx58yAWi2FnZ4eIiAiFOh9//DGuXr2KadOmQSCo+QulgIAAnD59Wj5mvK7OnDmD5ORkrFmzRmEGkzVr1gAA0tLScOrUKQQGBtbruIQQ0hjR0dFYvXq1qsNolNbQBqJ+eIzVYw4gQtTM8uXLERsbi+joaFWHouD27dvo1asXkpKS0KlTp1rrf/nll3jy5Am+//77Jothzpw5EIvFlaYwJIQQQkjzo6SbtGjqmHQXFxdj2rRpKC4uxoEDB1QdDiGEEELUAA0vIaQJnThxAmKxGAkJCfIH/hBCCCGE0JVuQgghhBBClIyudBNCCCGEEKJklHQTQgghhBCiZJR0E0IIIYQQomSUdBNCCCGEEKJklHQTQgghhBCiZJR0E0IIIYQQomSUdBNCCCGEEKJklHQTQgghhBCiZJR0E0IapWfPnrh48aKqwyD1EBMTgz59+qg6jFZHnfr19u3bsLe3h76+Pg4fPoxnz55hwIAB0NfXx8aNG1UdHiFtEiXdhJBGSUhIgJOTU7Oe09/fH6tXr27Wc6rSnj17IBKJFBY9PT3weDz8/vvvlerzeDykpKQolJXvMxcXF8TFxcm32djYIDY2VrmNUDP17VNAffpVKpVi1apVsLGxga6uLrp3746QkBCFOv/973/h7e2NvLw8jBw5Elu2bIGNjQ3y8vKwYMGCBp03ODgY06dPb4omENImUdJNCGmQ0tJSVYfQZkycOBESiURhmTp1KlxcXDBw4EBVh9ciqVufRkdHw83NrU51AwICcODAAURERCAvLw9btmzBmjVr8NVXX8nrJCcno0ePHtWuE0JUgBFCWrRHjx4xLy8vZmxszLp3784iIyNZdHQ0Mzc3Z2lpaYwxxo4ePcq6dOnCJBIJi4qKYl27dmXLly9nRkZGzM7Ojp0+fVp+vIyMDDZ+/HhmamrKOnfuzHbu3Cnf5urqypYvX84cHByYlpYWKy4uZtbW1iwmJoYxxpifnx+bPXs2c3NzY0KhkA0bNoy9ePGCjRw5kunr6zM3NzeWnp4uP150dDTr168fMzQ0ZK6uruzevXuMMcaSkpKYhoYG27JlCzM3N2ft27eXx7Fz504mEAiYlpYWEwqF7KOPPlJ6H6ubw4cPs3bt2rGUlJQqtwNgjx8/Vijz8/Njq1atYowx+c8AY4xNmzaN8Xg8pqury4RCIdu9e7dyg1dTtfUpY8rt16ioKObq6lprnHfu3GE8Ho9dv35doTwiIoLp6emx7OxsNmTIEMbn85m2tjYTCoVs+vTpCr8zV69eZdu3b2edOnViIpGIvfbaaywqKooxxlh+fj4LDAxkFhYWzNLSkq1du1Yen6amJhMIBEwoFLIhQ4bUGishRJFA1Uk/IS3NvHnzcP36daWfp2/fvvj2229rrCOTyeDt7Y1p06bh6NGjuHz5MoYPH474+HiMHTsWAQEBCA0NxcyZM7F//34IhUIAwMOHDyGVSvH8+XOcPHkSo0ePRlJSEsRiMT744AO8/vrrePz4MZKSkvDOO+/gjTfeQO/evQEA+/btw6+//gorKysIBJX/hBw6dAhnz55Fp06dMGDAADg7O2Pbtm3Yu3cvhg0bhu+++w4rVqzA48ePMWrUKBw5cgQDBgxASEgIxo0bh8uXLwPgvkKPj4/Ho0ePEB0dDV9fX/j6+sLPzw9RUVGwtbXF8uXLm7bTK5o3D2iG9xp9+wK1vNdlHj58iOnTp2PXrl2wtLRs9Km3bduGs2fPYvfu3XB2dm708WrTHF1aj+4E0PR9CiivX6OiomBtbV1p7PiwYcNQXFyMS5cuITIyEm5ubpg+fTomTZoEACgpKZH/zrx8+RKurq64cuUK7Ozs8OjRI8hkMgDAJ598gqysLPzzzz/Izc2Fh4cHevXqhWHDhmHp0qVISUnBtm3bmqw9hLQllHQTUk/Xr1/H+fPnVR0GAOCvv/5CQUEB5syZAwBwcnKCq6srIiMjsXbtWvTt2xeurq4YM2YMBg0aJN9PIBDgiy++gJaWFkaMGIFevXohMjIS77zzDqKjoxEREQFNTU10794dEyZMwJEjR+RJ97Rp02Bra1ttTKNHj0bPnj0BAF5eXrh9+zZcXFwAAO+//z5OnToFgBtT+/7778u3zZ49GytXrsTDhw/lxyqL8b333oOenh7u37+Pvn37Nln/1er6dUBN3muAS5zGjRuHqVOnYujQoTXW7dmzJ3g8nnw9Pz8fX3zxhbJDrJWadWm9+hRQfb+mp6fD3Ny8UrmGhgZMTEyQnp5ep+PweDwkJCSgU6dOsLa2BgAwxhAWFoZ79+7Jx7l//PHHCA8Px7Bhw5q0HYS0RZR0E1JPzZX01eU8ycnJSEpKgpGRkbystLQUDg4O0NXVxfjx47FixQr88ssvCvuZmppCR0dHvt6xY0c8ffoUycnJKCwshKmpqXybVCrFxIkT5etWVlY1xmRmZiZ/raurW2ldIpHIY9+1axcOHjwo315cXIzU1FRYWlrKk4gyenp68n2bTXMl+HU8z9KlS8EYw9q1a+Vlnp6eiImJAQBERkbKP8QkJCQovFf+/v5NFm5jNEeX1uccVfUp0Dz9unfvXgQEBADgfm8LCwvlv8udOnXCjRs3Ku1jYmKCZ8+eVSqXSqXIyMhAu3btaj2vUCjEvn37sH79evj7+8PDwwP/+9//IBAIUFBQoDD2WyaT0X0DhDQRSroJqafahnw0J0tLS7z++utV/ud87949/N///R/GjRuHBQsW4Oeff5ZvS09PR2FhoTzxfvz4Mby9vWFpaQmRSISsrCyFq3nlVVfekNhnzJiB7777rtK28le7lRlDrdTovT558iS2b9+OK1euQFNTU14eGRnZ6GM3W39Crbq02j4FmqdfJ0yYgAkTJgDgbqQMDg5GdHR0jfu8/fbbCAwMRFxcnMIQk+PHj0NTUxOOjo51is3LywteXl6QSCSYOXMmli5dih07dkBbWxsPHjyAsbFxvdtDCKkZzV5CSAvm6OgImUyG0NBQFBcXo7i4GDExMUhOToafnx8+++wz7Ny5E3fv3sXu3bvl+5WUlGD16tUoKSnBsWPHEB8fD09PT1haWsLJyQnLly9Hfn4+SktLcfXqVdy6davJY58wYQIOHTqEmJgYyGQy5OXlITw8vE77mpmZ1ZqYtyapqanw8/PD1q1b0blz5yY/flvrT0D5fQoop1+7d++OqVOnYuLEiYiLi0NpaSliYmIwa9YsLF26VOFbr+o8f/4cx48fR0FBAbS1taGnpwcNDQ3w+Xz4+flh4cKFyM7Ohkwmw+3bt/HXX3/J2/Po0SMwxpq0TYS0FZR0E9KCCQQCnDhxAqdOnYKlpSU6dOiAL7/8EgcOHACPx8P8+fOhra2NH3/8EfPnz8eTJ08AcPMH83g8mJmZYeHChThw4ADEYjEAbqx1SkoKunTpAjMzM8ybNw8FBQVNHnvnzp2xf/9+LFq0CMbGxujevTuOHj1ap32nTp2KP//8E0ZGRvKv51uz7du3Iz09HX5+fpXmlt6zZ0+jj//pp59iyZIlMDIywt69e5sgYvWn7D4FlNevP/zwA0aNGoXhw4dDJBJh2rRpWLx4cZ1vLJbJZFi3bh3at28PMzMzpKamyuca/+abb2BoaAh7e3sYGxtj8uTJyMrKAgCMGjUKEokEYrGYxngT0gA8Rh9ZCWlToqOjMX36dNy7d0/VoRBCCCFtBl3pJoQQQgghRMko6SaEEEIIIUTJaHgJIYQQQgghSkZXugkhhBBCCFEySroJIYQQQghRMkq6CSGEEEIIUTJKugkhhBBCCFEySroJIYQQQghRMkq6CSGEEEIIUTJKugkhhBBCCFEySroJIYQQQghRMkq6CSGEEEIIUTJKugkhhBBCCFEySroJIYQQQghRMkq6CSGEEEIIUTJKugkhhBBCCFEySroJIYQQQghRMkq6CSGEEEIIUbL/B7Fyt79T77DiAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.5 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 5.4 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 204.7 ± 6.8 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 703.0 ± 14.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 17.3 ± 0.8 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 189.2 ± 2.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 244.9 ± 4.0 $\\mathrm{\\mu F}$   $L$ = 7409.9 ± 369.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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C04qCibc3Lk2bUrNTJ/z8/LC1tS3Rzy6EEKLwss7RDZJ0C1GeleukuzDzdCuKwvf79tHOwpK09OdR1I4AeFW6S89x40ClYvbs2fzyyy/cqVABmjWDjAywseH07dsc+OcfnvP0pK6DA+YREZxOSSEtLQ2AlJQUbp06RbVH11I9fIgj4JiQQDXgZYArVzi9axfPffIJJiYmTJw4kTmzZsG//4KvL5ia6vvHI4QQQkdPtnRL9xIhyq9ynXQXhkqlotsPPxAdHU3Fik1p0cIKRXGFW8nMO3uCt9tr5oNct24dX331FYN/+UU7pVgDwFdRUKlUmpMpCv6//Ubi9u14eHhQt25dHCpUgOeeg3v3OLh1KxdCQngWeE6lwvZR/+8rj2JRq9WcOXMGjhzRzEVlb098gwaEmJvj9tZbVOnYEVdX15L+EQkhhHhC1hLwIC3dQpRn5Xqebij6HLvffXee0aNrAmaoVDc5ejQDP7+qeosvJiaG9PR03CtUgOvXUS5f5l5CAofS0wkJCcHExITZ9vbwwQc53hsG7HR2Jubll2n8+uu0a9cOR0dHvcUmhJB5usuC4p6nOzUVLC0zXwUBHxMREcEzzzxTLNcTQpSswt5DJOnW4Rfm0KEnWb68IQD29v9w+3Z9bG1LcBDktWuwaxcJ27dzb9Mmqqem5jjkD6C7iQkvNm/OhAkT6NWrV8nFJ0QZJkl36VfcSfe1a1Ats98gbwFLuH37Nh4eHsVyPSFEyZLiOIWQOXtJ5g+tsJYubUidOkcBiI9vTMuWR/QZ3tNVrQrDhmG3di1VHj7k4h9/cG7AACKz3NDPARlqNQcPHiQpKalk4xNCiHLsyTm6Qfp0C1GeSZ9uHahUEBLyHJUq/UtSUl1OnmzFyJGHWbToxRKPxdTUFO8uXaBLF82Gs2dJW76cZg0aMDE0lOjoaAYMGABffAGxsfD22yD9voUQotjklnRLn24hyi/pXqKHR8MHDlylTRtbFKUCkMySJf/x5psNdT6v3sXHa1rHHzwgw9qaLZ6e+P70E94tWhg6MiFKHeleUvoVd/eSb7+FRzPBApUxM7urnbVKCFH6SfcSA2jVqhqff36NzIqVI0e6ceTIZUOHldPt21CrFgCmSUm8dukSFVu2ZGHlyiyeN4+MjAwDByiEEGXH4zm61cBd6VoiRDknSbeeTJrUmL59TwCgVlemXbsY4uNTDBzVE2rXhiNHSNq8mf8qVgTAHgi8dYuXJ07km44dJfEWQgg9yexeYmWVAKRL1xIhyjlJuvVo9ern8fHRJN6JiU1o1eokRtd5R6XCuls3nr1zh2s//MCdR8l3VeDtv/5if716qNVqw8YoRBnw7bff0rhxY8zNzQkODn7q8bGxsXh4eNC+ffviD06UiMyk29r6waM/paVbiPKsXCfdus5e8iSVCv7+2xcbmzMAnDr1PJMmXXzKuwyn6rBheNy8SdycOcSaaP4p/HD+PHXq1OG3334zcHRCGIe7d+9y9uzZHItarSa/ITGenp4EBwcXeJrOoKAgvL299RV2qfHZZ59RpUoV7O3tadSoEfHx8QB8+umnuLm54eLiwuTJk7P9rI8dO0aDBg2wsbGhTZs2XL16VbsvKSmJgIAA7O3tqVq1Kj///HOJf6ZMmUm3hUUMIIMohSjvZPYSPXN0tOCPPyxp2/Y24MncudV56aU4XnnFwdCh5c7UFIdJk7jXqRNz27Vj1d27cPEitra2ho5MCKOwcOFCpk+fnus+U1PTPN/Xo0cPALZu3frUa5w5c4a///6bUaNGsXr16iLFWRotWLCAbdu2cejQIapUqUJYWBgWFhZs3bqVBQsWEBISgq2tLR06dKBOnToMHz6clJQUevbsSVBQEAEBAcyYMYOAgAAOHDgAaL683Lt3j5s3b3Lu3Dk6d+5M48aNqVOnTq4xZGRk5DkIys3NDXd39yJ/vsyk28wsCpCkW4jS6u7du0RFReXYnpKSgplZIVJppZyytLRULC0ti+38kyatVSBZAUWxsLinXLuWVmzX0peYmBhl5syZSqdOnZT4+HhF+e8/RRk6VFESEpRbt24ZOjwhDCIoKEgBcl1MTU2f+v6RI0cqQUFB+R7Ttm1bZf/+/cqyZcuUdu3a6Sly45aenq54enoqFy9ezLGvb9++yowZM7Svly1bprRu3VpRFEXZtm2bUrNmTe2+xMRExdraWrl06ZKiKIri4eGhHDhwQLt/8ODByrRp03KNwcfHR3Fzc8vz7/dpf2/5fz5FMTVVFFCUqlVXKoDSqlWrIp9PCGE4+f0ecHNzK/B5ynX3kuL0+ee9adJkOQCpqa688MJVjH2mKGdnZ6ZOncq2bduwy8iA7t1h2TLi6tenbfXqLF682NAhClHmrFmzBnd3d1q1amXoUErUjRs3ePjwIb/88gsVK1akTp06LFmyBIBz587RoEED7bG+vr7a1ugn99nY2FCzZk3Onj3L/fv3uXPnTp7vLUn37kHmuHSV6o42ViFE+SXdS4qJSqVi794AqlXbRExMD27dqskrr4SxfbuvoUMrmIwMqFIFzp/H4coV9gEvjxzJf//9x5w5czAxke9ronwIDAykd+/eObY3atQIlUql07kTExMJCgpi165dOp2nNLp58yaxsbFcuHCBK1euEB4eTrt27Xj22WdJSEjAweFxlzwHBwcSEhIAcuzLuj/zGHt7+1zfW5IeTxcIinILkIGUQpR3knQXIzs7Ww4fbkK9eqdJT2/Ajh2+zJt3kQkTSsFgKRcX+PNPeO89+OILKgL7gNfmzuWtuDgWL14sibcoF9zd3XPt16uPf//h4eFcvnyZpk2bAppBgMnJydSpU4fz58/rfH5jlpmATps2DWtraxo0aEDfvn3ZunUrdnZ2xMXFaY+Ni4vDzs4OIMe+rPszj4mPj9cm5lnfmxsXFxf27NmT6z43N7cif76s1SjT028A0tItRGmVV+NL9+7dC9WnW5LuYla7dhV+/PE2AwbEAQ5MmuRKu3b38fV1NnRoT2dmBnPmQLVqKG+/jYOi8CfQ9YcfeAsk8RYiH+np6aSnp5ORkUF6ejrJycmYm5tnG3xZv359rl27pn29du1aNmzYwC+//GKIkEtU7dq1sbCwyPa0IHPdx8eHsLAwunXrBmgGmmbOMuXj48PChQu170lKSiIiIoJ69erh7OyMh4cHYWFhtHhUaTfre3NjamqqtxmsssqadN+5EwpApUqV9H4dIUTxy6vxxdLSslDnkYypBPTv34wBA/YDoFY706bNTZKTS1ERmnHjUK1Zg2JujgWwETj1ww9MnjzZ0JEJYbRmzpyJtbU133//PbNmzcLa2poVK1Zw4MABbcurmZkZHh4e2sXR0RELCwudZswoLWxtbXn99deZNWsWKSkp/Pvvv6xdu5YuXboQEBDAokWLuHTpEpGRkXz55ZcMGjQIAH9/f5KSkli6dCkpKSnMmjWLJk2aUKNGDQACAgKYOXMm8fHxHD16lM2bN9O/f/8S/3xZk261WtPS3bp16xKPQwhhRIpxsKdRs7S0VFQqleLj46P4+PgU+/XUarVSvfpOBTSj2Zs0OVzs19S79esVtUqlKKCcB8UUlL/++svQUQlhEMU9A1J5cP/+faVnz56KnZ2dUr16dWXRokXafbNnz1ZcXV0VJycn5d1331XUarV239GjRxVfX1/FyspKadWqlXLlyhXtvocPHyr9+/dXbG1tFS8vL2XVqlV5Xr847/9jx2ru9ZaWSQqgqFQq5f79+8VyLSGEYRT2HqJSFKOrmVgirKysSE1NpW7dugAlMrr9zp04atS4TnKy5lHmm28eZ8kSv2K/rl599x3pwcG8GBvL8eRkWrduzb59+wwdlRAlzsrKCoDk5GQDRyKKKrNbSXHc/19/HTZsAGvrqyQlVadhw4aEhobq/TpCCMMp7D2kXHcvsbCw0FaXKwkeHg5s326DShUJwPffP8f334eXyLX1ZtQozC5cYOgXXzB8+HCpXCmEELnI7F6SnHwZgDZt2hgwGiGEMSjXSbchtG5dgy++uASkAOaMHOnKqVNxT3ubcXFwIDAwkO+//14zQ8DJk5CebuiohBDCaGQm3ZnTBUrSLYSQpNsAJk58kd69dwKgVrvQqtV9HjxQGziqIlq/Hp5/HvX777NixQrKaW8lIYTQUpSs83Rrsu/yVvxICJGTJN0GsnZtV7y9NwIQH1+NF1+8hLq05d0ZGTB7NqSmYjJnDr8OGsRHH31k6KiEEMKg4uIgKSnz1R3q1atHhQoVDBmSEMIISNJtICqVipCQttjY/AXAf/95M2TIZQNHVUimprB+PepHRSiWA+tnz+aff/4xaFhCCP1ISUnhhx9+oGvXrri7u2Nubo67uztdunRhyZIlMog0D1mnC4Tb0rVECAFI0m1Qrq5ObN9eAZXqPwBWrKjBsmX3DBxVIXl7Y/LTTwA4AusVhXHDh5MufbyFKNV+/PFHqlWrxuLFi/Hz8+Pbb7/lzz//5Ntvv6VZs2b88MMPVK9enZ8e/f8Xj0nSLYTIjSTdBtayZQNmzfoX0AymHDHCijNnUg0bVGF1764pFw80AEacPMlX8+YZNCQhhG42bNjAjh07OHLkCNOnT6dXr160b9+eXr16ERwcTEhICDt27GDDhg2GDtXoPJl0S1EcIQRI0m0U3n//NTp1Wg1ARoYdbdrcIzHRwEEV1owZZDz6xTIEiJg6lZs3bxo0JCFE0W3ZsoUGDRrke0yDBg3YvHlzCUVUemRNur297fDw8DBcMEIIoyFJt5HYvHkonp7LAYiJqcTLL1+jVE0EYmaG6dq1pLi4APBlairLp041cFBCCFHybt7MeLSWTNu2jQwaixDCeEjSbSQsLS05cMAfM7O9ABw8WJXg4CjDBlVYHh5Y/vorALuAlWvWcPfuXcPGJITQ2Z49e5g8eTJjxoxh/vz5REdHAxAYGGjgyIzT2bMxj9Zu06aNdC0RQmiU66Q7NTWVevXqact4GlrNmtVZujQZuA7Axx87sXt3KZsdoE0bji1dyqvAFZWKkJAQQ0ckhNDBkCFDaN++Pb/++itHjx5l6tSp1K1bl/3797Ny5UpDh2eUIiIy+wfekUGUQgitcp10G6OBA1+mX79fgVTAnFdeecitW6Wpnwn4DRnC119/zeXLl+nWrZuhwxFCFNF3333H3r17OXLkCBcvXuTYsWPcuXOHcePG0a1bN1JSUgwdolG6c0fzq9XGJg4vLy8DRyOEMBblOum2sLDg7NmznD171tChZPPjj4HUrv0NAMnJLrz44nVSS9GEJiqVinHjxmkGD6Wng5H9fIUQBbN48WIWLVqEn5+fdpuNjQ0fffQRH330EWlpaQaMzjilp6eTmGgPQNWq5gaORghhTMp10m2szM3NOXRoMPb26wG4dq0q3bpdNHBURXDwIDRqBG3bEi8zmQhR6oSHh9O2bdtc973zzjvs3bu3ZAMqBUJCTgHOAPj4OBs2GCGEUZGk20hVqODK/v2+mJhoqjtu3+5NcPB1A0dVSDdvwpkzEBXF93XryqBKIUoZExOTPKtOpqWlcfXq1RKOyPht3fq4Im+zZlUMGIkQwthI0m3EGjZ8lmXLYoFIAKZPr8iffz4waEyF0rs392vWBGBEfDzj+/RBKVXzIApRvjVt2pTVq1fnuu+dd95hyJAhJRtQKbB/f7h2vX59VwNGIoQwNpJ0G7lBg9oyatRuIA2woEePDG7cyHja24yDiQlOixYBYAe02rdPSkYLUYpMmTKF//3vf8ybN49bt26RlJRESEgI3bt3Z+fOnVhaWho6RKOSkZFBaOjjyjiVKqkMGI0QwthI0l0KLFzYj6ZNNVNzpaa60qLFDUrL+CVVu3akt2sHwFvAgnfe4f79+4YNSghRIB06dGD+/PkEBQVRpUoV7OzsaN68ObGxsfz111+YmpoaOkSjEhYWxsOHDtrXUohSCJFVkZPulJQUfvjhB7p27Yq7uzvm5ua4u7vTpUsXlixZkmc/QFF4KpWKPXvewMlpIwDXrlVjwIAbBo6q4Mw+/xwAc2BkTAxTpVKlEKXG0KFDuXHjBr///jurV68mNDSUvXv3UrlyZT744ANDh2dU9u/fD3gCYGKi4O5u2HiEEMZFpRShk+2PP/7IlClTqFatGi+//DINGjTA0dGR2NhYwsLC2LZtG1euXOGzzz5j0KBBxRG3zqysrABK1ZeD48fP0qxZGorSEIAlS+J58017wwZVQErPnqg2biQdqAOs/PtvXnzxRUOHJUSRlcZ7iMguszCavqaN7d+/Pz//3A4YjoeHwu3b0r1EiLKssPeQIrV0b9iwgR07dnDkyBGmT59Or169aN++Pb169SI4OJiQkBB27NjBhg0binJ6kQc/v3p8/PFZQFNieNQoc06eLB39u1XTpgFgBrwLdOrUiR07dhg0JiFE3ho2bMhvv/2W5+BnRVHYsmULjRo1KuHIjNexY8fIbOn29JSEWwiRXZFausuC0tpKpSgKbdrM5sCB9wETnJ2jiYhwxbk0TAc7eDDHIyPptH07saam/P7777z88suGjkqIIimt95CCOnToEOPHjycyMpJ27dpRv3597RPNs2fPsnv3btzd3fn6669p0aKFocMtEn22dMfExODq6gr8AzSiSxf44w+dTyuEMGKFvYeY6XrBPXv28Oeff5KYmMizzz5L//79cXV1JTAwkIULF+p6evEElUrFH3+M55lnvuLevYncv+9Kx46RHDlSERNjHxb744/4Ad+tX8/9+/cl4RbCiLVo0YITJ06wZ88efv31V3799VdiYmJwcXGhSZMm/Pjjj7z00kuGDtNoaFq54XFLt+FiEUIYJ53StCFDhtC+fXt+/fVXjh49ytSpU6lbty779+9n5cqV+opRPMHe3p59+17G1HQLAMePV2TChBgDR1VwvXv35q233jJ0GEIUq2+//ZbGjRtjbm5OcHBwnsd99tln+Pj4YG9vT+3atVm2bFnJBVkAbdu2Zf78+Rw+fJjz589z+PBhvvnmG0m4n6BJuk0BzehJSbqFEE8qckv3d999x969ezly5Ah+fn4APHz4kC+++IJu3bqRkpKityBFTj4+dVm69DyDB/8L1GX+fBf8/VPo2bOUzJv74AH89x+88IKhIxEiX3fv3iUqKirHdrVajUqVd79dT09PgoOD8ywuk0mlUrF69Wp8fX05e/YsHTp0oHbt2qW2y0Z5dfToUTQJt6YtS5JuIcSTipx0L168mEWLFmkTbgAbGxs++ugjbGxsePfdd/USYGFcv36dN954A3NzcxwdHVm7di3W1tYlHkdJGTSoB3v2fMby5V6APf36pXPunCWPikAar7lz4aOPSLKw4O1u3VBZWrLoUREdIYzNwoULmT59eq778punukePHgBs3bo13/NnvVc2aNCAdu3aERISIkl3KaIoyqOku5J2m8zRLYR4UpG7l4SHh9O2bdtc973zzjvs3bu3qKcuskqVKnHw4EH27dtHkyZN+P3330s8hpK2ePFEnn32MwBSU23x94/m4UMDB/U0zs6QmIj1/fsk/vgja9asQa1WGzoqIQwuLS2NkJAQ7eAcUTrcuHGDyMhIMvtzg7R0CyFyKnLSbWJikueo/bS0NK5evVrkoIrK1NQUk0ejCTMyMqhVq1aJx1DSzM3N+euvQGxtFwBw44Yrr712F6Oek6ZvXzKrRkwE4uLiuHDhgmFjEsIITJo0ierVq9OpUydDhyIK4clBlCBJtxAipyIn3U2bNs2zr+I777zDkCFDinpqIP9BSFFRUXTt2hVbW1vq1KnD7t27tfsOHjxIkyZN2L17NzVq1NAphtLC09OTrVsboVLtAWDHDndmzjTiUutWVjB6NAB+wPNk/aUlhHEJDAzkzJkzORZzc3O9lkH/5JNP+Ouvv/jll1/y7StuKHFxcaxevZrPPtM8WYuMjOTOnTsGjso4aLqWgEpVWbtNupcIIZ5U5KR7ypQp/O9//2PevHncunWLpKQkQkJC6N69Ozt37sTSUrcBfZmDkHr16pVj35gxY/Dw8CAqKorPP/+cPn36EBOjmb2jZcuWnDhxgh49erB06dJ8r6EoCmfPns11uXv3rk7xl7TWrZszZ85NQFMefto0e/76y4gHs771FsqjhGUEj39pCWFs3N3dqVevXo7FxMREb8nxggUL+P7779mxYwcuLi56Oac+nTx5klq1ahEcHMzHH38MQGhoKGPHjjVwZMYh8/7l4uIDaHrQPZrGXQghtIqcdHfo0IH58+cTFBRElSpVsLOzo3nz5sTGxvLXX3/p3ALUo0cPunXrhpOTU7btCQkJbNq0ienTp2NjY0O3bt3w9fVl8+bN2WZMcXJyeuogyoyMDOrXr5/rUhrnGH/nnQB69foZSAHMeOWVJG7dMtJ+JpUqoerWDYC+wNm//zZsPELoWXp6OsnJyWRkZGRbf9JPP/3E7Nmz2bFjB5UqVcrlTIY3YcIEgoKCuHDhAubm5oBmHu+QkBADR2Z4arWa48ePA2BnVxuQriVCiNzpNE/30KFDuXHjBr///jurV68mNDSUvXv3UrlyZT744AN9xZhNeHg4dnZ2eHl5abdlTrUVEhJC69atadu2Ldu2bWPQoEHFEoMx+/nnCXh7zwcgKcmJVq1uk5pq4KDy8miublug/qlTMs2kKFNmzpyJtbU133//PbNmzcLa2poVK1Zw4MAB7OzstMcFBQURFRXFc889h52dHXZ2dsyePduAkecUFhbGqFGjALSt+/b29sTHx+t0Xn9/f6ysrLSfu3Pnztp9n376KW5ubri4uDB58uRs5eiPHTtGgwYNsLGxoU2bNtnGECUlJREQEIC9vT1Vq1bl559/1inGpzl//rz252BiovnSJEm3ECI3OlektLe3z3ajzPT+++/reupcJSQk4ODgkG2bg4MD0dHRtGnThv379xfLdUsLc3NzDhwYSM2aa3j4sC+XLlWiX79bbNhghC1oHTqQUKECdvfuMTwjg9OnTtG0WTNDRyWEXgQHB+dZFCchIUG7fvny5RKKqOicnZ2JjIzEM0s2ee3aNTz00HH5+++/JyAgINu2rVu3smDBAkJCQrC1taVDhw7UqVOH4cOHk5KSQs+ePQkKCiIgIIAZM2YQEBDAgQMHAM2XmHv37nHz5k3OnTtH586dady4MXXq1Mn1+hkZGXmWcHZzc8P90aDvvGQdj5KU5AxI0i1EWZNXvYaUlBTMzAqeSheppbthw4b89ttv2VoeslIUhS1bttCoUaOinD5fdnZ2xMXFZdsWFxeXreWooNRqNTVr1qRmzZo5BkkFBgbqK+QS5+FRkW3baqJSaR55/vprJb755oFhg8qNqSkpgwaxD/gMOHrkiKEjEkLkok+fPgwePJjw8HBAM0XeuHHjGDBgQLFcb8WKFYwcOZKaNWvi4eHBpEmT+OmnnwDYu3cvlpaWvPnmm1hZWTF16lROnDih/fKyYsUKPvzwQxwcHHjhhRfo3r17vgWKYmJidOpmmNmf28rKmpgYTdcbSbqFKFsWLlyY6z0iIiJCO6awIIqUdC9YsIDg4GCqVKnC4MGD+fzzz1m8eDGff/45Q4YMoWrVqkyfPp1vvvmmKKfPV61atUhISODmzZvabWfOnCnyvLaWlpZYWlrmGCT1tNYNY9eqVVNmz74AaL6Zvf22FceOpRk2qFy4fPYZq996i+bffEOnXJ6YCCEMLygoiEqVKlGnTh0ePHhAtWrVMDMzY8qUKTqfe+LEibi5udGhQwdOnz4NwLlz52jQoIH2mMwuhLnts7GxoWbNmpw9e5b79+9z586dPN9bHDJbun19W5Oaqul6IzOXCCFyU6TuJS1atODEiRPs2bOHX3/9lV9//ZWYmBhcXFxo0qQJP/74Iy+99JJOgaWnp5Oenp5tEJK5uTl2dnZ0796doKAg5s+fz+7duzl9+jTdu3cv9DUsLCyK9WZsaFOm9GPv3jls3/4OarUV7dtHExHhSoUKho7sMZWpqVSjFMLIWVpasnz5cr788ksuXryIh4cHVatW1fm8n332GT4+PpiamjJ//nw6d+7Mf//9l6MboYODg7ZLTl5dDBMSErTH2Nvb5/pefUtJSeHkyZMAPPtsWzJ7mkhLtxAiNzr16W7btm2eVSl1NXPmzGyll2fNmsWyZcsYMmQICxcuZPDgwbi6uuLl5cXatWuLNM1WamqqtoW8LCbfKpWKjRvHUrPmfG7fnkBcnCv+/pGEhlbk0QQExic9HQrRP0oIUXJcXFxopsdxF1nPNXnyZJYuXUpISEiOboRZuxDm18Uw85j4+HhtYv607ocuLi7s2bMn131ubm75xn/69GlSH41U9/Ly026XpFuIsiUwMJDevXvn2N69e/dC9ek22uwmv0FIbm5ubN26tWQDKqWsra05cKAbdetuIC2tF2fPVmTo0HusXGlEzd0AGzbAt98Sn57O9YUL8fHxMXREQohHVqxYga+vLw0bNtRuCw0N5dy5c3rt121iYoKiKPj4+BAWFka3R9OKZu1C6OPjk62vdVJSEhEREdSrVw9nZ2c8PDwICwujRYsWOd6bG1NT0yJ3T8w6iNLFpb52XZJuIcoWd3f3XLsdF7YmjU5TBpZ2md1LymIrd1Y1az7D2rV2wD8ArFpVgQULHho2qCcoO3fC7t1Y79vHjDFjDB2OECKL6dOn55ipxNPTk6CgoCKf88GDB+zcuZOUlBRSU1OZO3cuMTExPP/88wQEBLBo0SIuXbpEZGQkX375pXYKWH9/f5KSkli6dCkpKSnMmjWLJk2aaCsQBwQEMHPmTOLj4zl69CibN2+mf//+Rf/w+cgcROns7ExGxuNfyJJ0CyFyU66T7vLktdc68c47BwBNpc3x480JCTGewjmqwYMBzaMXj717uXDhgmEDEkJo3b17N0fS7eHhQWRkZJHPmZaWxvvvv0+FChXw8PDgt99+Y+vWrTg6OtK1a1dGjx5Ns2bNePbZZ+nUqRPDhg0DNC1LGzduZN68eTg5ObF//35WrlypPe/HH3+Mi4sLnp6e9OrVi2+++SbP6QJ1ldnS3bRpU+7c0QyitLGBLF3KhRBCS6XkNe9fGWdlZUVqaip169YFymaf7iep1WpatpzK4cMzADMcHOI5f97eOEbaKwqpNWpgcfUqocCmadOy9ekXwthYParznZycbOBIil+dOnX47bffqF27tnbbhQsX6Ny5MxEREQaMTDe6jOmJj4/H0dERRVH48MMPCQ+fwdq1ULMmXLyo70iFEMaosPcQaekuR0xMTPjjj8m4us4AIC7Ono4dY42jYqVKhcXw4QA0Ao4sW5bnPPBCiJLVu3dvBg0aRGhoKImJiYSGhjJkyBD69Olj6NAM5sSJE9p7VNOmTbl9W7NdupYIIfKil6Q7Li6O1atX89lnnwEQGRnJnTt39HHqYlVe+nRn5ezszPbt3TExWQ5AWJgjo0YVz3Rahda3r3a16fXr2v6SQgjD+vDDD/H29qZJkyY4ODjg5+dHjRo1mDZtmqFDM5hTp05p15s0aULmrzyjeHIohDBKOifdJ0+epFatWgQHB/Pxxx8DmlHtY8eO1Tk4UTyaNGnM/PlqQJPULltmx9Kl6YYNCqBWLdIezVrSG1i1apVh4xFCAJquNCtXriQqKoojR44QGRnJqlWrsLa2NnRoBpN1rvDExERp6RZCPJXOSfeECRMICgriwoULmD+a/LlFixaEhIToHJwoPqNHD+WNN9aTObDyrbfU/POPYWMCMO/XD4AGwPFVq0hPN4IvA0IILl26xF9//cXp06fZsmULS5cuZenSpYYOy2Cy9m8/fTqC+HjNuiTdQoi86DxPd1hYGH/99RegKcYCmmpg8Zl3ICNW1ovj5EelUrF8+QxCQydw4cI3ZGRY0KmTZmBlEeoM6c/rr8NHH5ECVImJYffu3XTq1MmAAQkhvvvuO8aOHYuLiwu2trba7SqVSjurSHmTNen+55/b2nVJuoUQedG5pdvZ2TnHtFHXrl3LMb2UMD5WVlbs3PkBNjaagZX37tnTtet9MjIMGNSzz5K4ciW+FSti0rdvjnLPQoiS98knn7Bu3Tru3r3L5cuXtculS5cMHZrBVKhQAWdnZwDOno3RbpekWwiRF52T7j59+jB48GDCw8MBuHHjBuPGjdNrlbLiUh4HUj6patWq/PHHS6hUvwAQEuLMpEmxBo3JdsAAzt++zc8//8yLL75o0FiEEBAbG0vPnj0NHYZRUalU2tbuixcTtdsl6RZC5EXnpDsoKIhKlSpRp04dHjx4QLVq1TAzM2PKlCn6iE+UAH//NsybFw/8C8BXXzmydm2KQWPK7KokhDC8rl27sm/fPkOHYXQyk+4bNx4/HpSkWwiRF537dFtaWrJ8+XK+/PJLLl68iIeHB1WrVtVHbKIEjR8/lCNHZrB69duAAwMHqvH1VfDxMWDye+sWHDkCr71muBiEELi5udGjRw969epFpUqVsu3LnLWqPMpMuuPibAAwMwNXV0NGJIQwZjq3dK9YsYKTJ0/i4uJCs2bNqFq1KqGhoaViurfMgZSZgynLu+XL36NevU8ASEuzxt//AbGG6mny5ZdQuTJKr15MelQiXghhGKdOnaJhw4ZERERw4MAB7XLw4EFDh2ZQj8vLa5q3PTzARErOCSHyoHNL9/Tp03PceD09Pendu3ep6NctHjM3N+evvybi7f0l8fHvEBXlzMsvR3PwoCumpiUcjJ8fACpF4d5PP3Hviy+oUKFCCQchhADYs2ePoUMwSo9nMNEk3dK1RAiRH52/k9+9ezfHTCUeHh45ZjQxRjKQMid3d3d27WqNiclvAISEuDJhggGmf2zenDQ7OwC6Atu2bSv5GIQQOSiKglqt1i7lmbe396M1SbqFEE+nc9Lt6enJhQsXsm27cOEC7u7uup5aGEizZn589dV9QPNl5Jtv7FmxooSL1JiZYdq1KwAvA9u2bCnZ6wshtKKjoxkwYABubm6YmZlhbm6uXcozW1tbvLy8kKRbCFEQOifdvXv3ZtCgQYSGhpKYmEhoaChDhgyhT58++ohPGMjYsYPo3XsVcB+AYcMyCAsr2RhMuncHwAGI37pVqlMKYSATJ07k0qVLLFmyBBsbGzZs2ICfnx9fffWVoUMzuFq16gGarm+SdAsh8qNz0v3hhx/i7e1NkyZNcHBwwM/Pj2eeeYZp06bpIz5hQD/9NA1v7w8BNenplnToEFeyAytffhn1o1FJbRMTOXbsWAleXAiRadeuXaxbt44ePXpgampKjx49WLlyJWvWrDF0aAbn5dVEu16xomLASIQQxk7npNvKyoqVK1cSFRXFkSNHiIyMZOXKlVhbW+sjvmIls5fkz8rKil27JmNtrZnRJDLSge7dH1Bi3TidnUl7/nkAXgW2/flnCV1YCJFVYmIiVapUATTTxKalpVGrVi3CSvrxlxFyda2vXbexMWxhMSGEcdPb5Eaurq74+fnJDBNlTLVq1diy5UVAM7By3z4npk5NzP9NemT5aI7umsBZ6dctSpFvv/2Wxo0bY25uTnBwcJ7HqdVqJkyYgJOTExUrVmTu3LklF2QBVa1alYsXLwKawYMbN25k9+7d2NraGjgyw7Ozq6VdT0q6ZMBIhBDGTucpAwEuXbrEiRMniI/PPsvFsGHD9HH6YpM5e4nIX/v2LzFz5gI+/DAcqMWnn9ry/PNqevQogQlpO3bk4bRpbE1O5vzp08TExODi4lL81xXikbt37xIVFZVju1qtzrdyqqenJ8HBwaxevTrf83/33Xfs3buXCxcuEBsbi7+/Pw0aNKBdu3Y6x64vo0ePJiwsDG9vbyZNmkSfPn1QFIVPPvnE0KEZnIVFNe16bOx/QGPDBSOEMGo6J93fffcdY8eOxcXFJVurh0qlMvqkWxTcBx8Esn//JHbsmA7Y07dvGqGhltStW8wXbtCAUzt3sn/dOj7t1Ela1kSJW7hwIdOnT891n2k+E9j36NEDgK1bt+Z7/hUrVvC///0Pd3d33N3dGTFiBD/99JNRJd2BgYHa9Z49e3L16lUSEhKyFIcpv1JTM0tQqomMPA30N2Q4QggjpnPS/cknn7Bu3Tp69uypj3iEkVKpVKxbF0SdOpOJjPyWlBRLOnV6yKlTNjg7F+uFebFlS15s2bIYLyKE4Zw7d44GDRpoX/v6+vL7778bMKKnq1y5sqFDMBqRkZlP/O5x8eK/Bo1FCGHcdE66Y2NjJeEuJxwdHfnzz7fw85uJWv0h16/b8NprSezaZY2ZXjoqCVH+JCQk4ODgoH3t4OBAQkKCASPS2L9/f4GOa926dTFHYtxu39au5ahZIYQQWemcKnXt2pV9+/bRpk0bfcQjjFyjRo1YsOAYo0f/CvRk3z5rJk5MY/78Yi6ScfIk7NoF1aqh7tULE5MS6E8uBJquFb17986xvVGjRvn26S4oOzs74uLitK/j4uKwe1SN1ZD8/f2zvVapVCiKku01QEZGRkmGZXSyJt1CCJEfnZNuNzc3evToQa9evahUqVK2fR9//LGupxdGaNSot/jnn3dYsqQm8BzffGPOc88pvPmm7glIXtSvv45JRAR/29py5MYNJk6cWGzXEiKrzL7WT9LXFz8fHx/CwsK0XUzOnDljFNOYpqWladfXrl3Lzz//zCeffEKNGjW4fPkyU6dOpW/fvgaM0DhkTbpr1aqV36FCiHJO56T71KlTNGzYkIiICCIiIrTb9dECVNwy5+kGZBaTQlqw4P84c2Ywhw/PA9wZOVKNt7cpTzSO6Y2qfXuIiKBxYiJf7NwpSbcweunp6aSnp5ORkUF6ejrJycmYm5vnGHwZEBDAnDlz6NixI7GxsSxZsoQff/zRQFE/ljXOadOmcfz4cZycnACoX78+y5cvx8/Pj379+hkoQsNTqyEyUgFUSNIthHganZPuPXv26CMOUcqYm5vz++/f4Os7ilu3VqBWW9KtWyr//GOBt7f+r6fq0AEWLcIKSNu3j4yMjHxnjhDC0GbOnJlt1pNZs2axbNkyatasSefOnbX9tkePHk14eDi1atXCwsKC9957r0Azl6SkpLBy5Up+/fVXjh07xv3793F2dsbPz4/XXnuNgQMHYmVlpZfPEh0dnaMhRaVSER0drZfzl1b37kFGRubP5Q61avkYNB4hhHFTKVk76elIUZRsff6Mud9t5i+j5ORkA0dSup0+fRo/v69JS/segNq1NYm33mf2i4lBqVABlaLwKdDh+HGaNGny1LcJUVwMeQ/58ccfmTJlCtWqVePll1+mQYMGODo6EhsbS1hYGNu2bePKlSt89tlnDBo0SOfr9ezZk+TkZObMmUP16tW5cuUKkydPxsLCgl9//VUPn8gwdH3SeeoUNGyY+ao3u3aNMqqpHoUQxauw9xCds+Lo6GgGDBiAm5sbZmZmmJubaxdR9jVo0IAff2wHfArAhQsWDB2ajv6+yj3i4kJqfU255XbIExZRvm3YsIEdO3Zw5MgRpk+fTq9evWjfvj29evUiODiYkJAQduzYwYYNG/RyvUWLFpGenk79+vWxt7fH19eXlJQUvvvuO72cv7S6nW3s5G1q165tqFCEEKWAzkn3xIkTuXTpEkuWLMHGxoYNGzbg5+fHV199pY/4RCnQr18/3n47CtgFwPr1Znz9tb6zbrDs2hWAJsDxHTv0fn4hSostW7Zkm9s7Nw0aNGDz5s16uZ6bmxs7duzgxo0bHD58mOvXr7Nz585cB5iWJ3fuPF63sIiR+cuFEPnSOenetWsX69ato0ePHpiamtKjRw9WrlzJmjVr9BGfKCXmzPk/WrZcCFwH4J131Pz9t54v0r49oPlHa37wIOnp6Xq+gBAiL3Fxcezdu5e9e/dSqVIlIiMjuZM16yyHsrZ0e3vbGXWXSiGE4ek8kDIxMZEqVaoAYGlpSVpaGrVq1SIsLEzn4ETpYWZmxsaNi2nQ4E1u316HWm1B9+7JnD1rhd4aw1q0IN3cHLO0NJonJREaGkrTpk31dHIhSo+2bdsWaIaov/76Sy/XO3nyJJ06dcLR0ZFbt24xefJkQkND+f777/nll1/0co3S6HHSHUedOl6GDEUIUQro/LW8atWqXLx4EQBvb282btzI7t27sdX7SDph7CpUqMCff07H3HwyAPfuWdGzZxJ6q51hZUVSz54sADYA+/bt09OJhShdWrZsSYsWLWjRogX16tUjJCQEFxcXmjRpgqurK0eOHKH+ozEQ+jBhwgSCgoK4cOGCdrxOixYtCAkJ0ds1SqNbt9SP1mS6QCHE0+mcdI8ePVrbqj1p0iT69+9Px44dmTBhgq6nFqXQc889x/LlzwOrATh0yJopU9Lyf1Mh2K9ZgzJ/PrNCQuTfmCi3ZsyYoV1u377NunXr+OWXX/j8889Zv34969at49atW3q7XlhYGKNGjQIe12Cwt7cnPj5e53MfPnwYExMTZs6cqd326aef4ubmhouLC5MnT842K9axY8do0KABNjY2tGnThqtXr2r3JSUlERAQgL29PVWrVuXnn3/WOb78XLmS8mhNkm4hxNPp3L0kMDBQu96zZ0+uXr1KQkICderU0fXUopTq378fhw+/zzffnAN8+OILc+rWVTN8uH76O44dO1Yv5xGiLNi5cyfr1q3Ltq1z5870799fb9dwdnYmMjIST09P7bZr167h4eGh03nVajUTJ07M1k1s69atLFiwgJCQEGxtbenQoQN16tRh+PDhpKSk0LNnT4KCgggICGDGjBkEBARw4MABAIKCgrh37x43b97k3LlzdO7cmcaNG+f7+ygjIyPP6b7c3NzyHSwqLd1ClA93794lKioqx/aUlBTMzAqeShcp6d6/f/9Tj4mMjKR169ZFOb0oA+bOncGxY0M5cmQe4Mpbbyk88wy0bWvoyIQoWypWrMi2bdvo0qWLdtv27dv1OrNInz59GDx4MAsWLADgxo0bjBs3jgEDBuh03sWLF/P8888TGxur3bZixQpGjhxJzZo1Ac0T1GXLljF8+HD27t2LpaUlb775JgBTp05l7ty5XL58mRo1arBixQrWr1+Pg4MDL7zwAt27d2f16tXZihQ9KSYmJs+uOEFBQQQHB+e6T1EgOtri0avb1KrVpvA/ACFEqbBw4cI87yNubm4FPk+Rkm7/J2p9q1SqbI//Mh8/ZuitM68obczMzNi69SsaNhzH9etLUasteeWVFEJDLdF5KtvQUFi9GuXECRI2bsTe0VEvMQtRGn300Uf06NGD7t27U6NGDa5cucKWLVtYvHix3q4RFBTEyJEjtS3G1apVo0ePHkyZMqXI54yOjmbevHmEPNFV7Ny5c9lKy/v6+mpbos+dO5dtqkQbGxtq1qzJ2bNncXJy4s6dO9n2+/r6cvjw4SLHmJ/4eEhN1fRvNzePzvYUQAghclOk5/1paWnaZeXKlXTp0oXTp08THx/P6dOneeWVV1i5cqW+Y9W71NRU6tWrp60oJPTLxcWFvXtnYG8/EYCHDy1p2zaOBw90PPGRIzBnDqo9e5j2+us6xylEaTZw4ED27t2Ls7MzZ86cwcnJid27d+ulEmUmS0tLli9fTlRUFCEhIVy+fJkNGzZgaWlZ5HNOnTqVCRMm4OTklG17QkICDg4O2tcODg4kJCTkui/r/sxj7O3tc32vvmWdLtDDgwLNJiOEKN+K1NJtamqqXZ82bRrHjx/X3jjr16/P8uXL8fPzy9ZaIcqnZ555hp07B9Oy5f+Rnj6FW7cc8Pe/zfHjnhSiG1R2bR4/xrUMCUFRFPmFJ8q15s2b07x582K/jqurK66urjqfJzQ0lGPHjmm7q2RlZ2dHXFyc9nVcXBx2dna57su6P/OY+Ph4bWKe9b15cXFxybPCbX6PjbNOUV69etG/fAghjF9gYCC9e/fOsb179+7F36c7q+jo6BwJj0qlIjo6WtdTFzsLC4s8B9AI/Xn++efZvj2JDh22oFZ349QpT15/PYJNm2oW7YTPPstDe3ts4uNpnJBAeHi4lF8W5Vp6ejrnz5/n7t272br6vfTSS3q7xuHDh1m6dCnXr1/Hy8uLYcOGFTnR37dvH+fPn9dWcIyNjcXMzIyIiAh8fHwICwujW7duAJw5c0b7NNLHx4eFCxdqz5OUlERERAT16tXD2dkZDw8PwsLCaNGiRY735sXU1LRITzuvX08n81donToO+R8shCjV3N3dcx0nU9infTpPJ9G2bVv69evHuXPnePjwIefOnSMgIECvN3tR+r30kj9btjiiUp0GYPPmmsyfX8THvioVqc8/D0Ab4OCjmQuEKI9OnTqFt7c3vr6+tG/fnvbt29OhQwc6dOigt2usWLECf39/4uPjadSoEYmJibRr146ffvqpSOd76623uHjxIidPnuTkyZN069aNMWPGMHfuXAICAli0aBGXLl0iMjKSL7/8UttVxt/fn6SkJJYuXUpKSgqzZs2iSZMm1KhRA4CAgABmzpxJfHw8R48eZfPmzXqdxSWrs2djtOsNGhR8IJUQovzSOeletGgR6enp1K9fH3t7e3x9fUlNTeW7777TR3yiDOnatQ1ffBEBaKbdmTDBikOHinYuh1dfBaAiEP777/oJUIhS6J133uHll18mOjoaBwcHYmJiGDx4cI5pBHUxY8YMNm3axJo1a/jkk0/4+eef2bhxIzNmzCjS+WxsbPDw8NAu1tbW2NnZ4eTkRNeuXRk9ejTNmjXj2WefpVOnTgwbNgzQtCpt3LiRefPm4eTkxP79+7ONH/r4449xcXHB09OTXr168c033xTb9LUXLmTOUZ5Co0bVi+UaQoiyRaVkfRapg1u3bnHjxg28vLyoVKmSPk5ZrKysrABITk42cCTli6IovPDC/zh69BPAAienVE6csOCZZwp5orAweDRLwYcVKjAzl/kzhShOxnIPcXV15dq1a9ja2uLk5MSDBw+IiYmhefPm/Pfff3q5hoODAw8ePMDE5HE7jVqtxsnJKUcf69Iks1tJUboZNm78H6GhzwKXiIy00+sUjUKI0qGw9xD9VCsBKlWqRLNmzUpFwi0MR6VSsXbtOCwsJgDw4IEFL7+czv37hTxRvXo8tLEBwOfePW5nnUpAiHJEpVJpvwBkDjR0dnbmxo0bertGhw4d2LZtW7Zt27dv12sXltImMlIzoYCp6e1CzdMrhCi/9JJ0x8XFsXr1aj777DNAUxjnTtah3UJkUb16df7v/2oDmn8v4eFmvPpqGqmphTiJiQkPmzQBpF+3KN/q1KnDsWPHAGjcuDHBwcFMnz6dqlWr6u0alSpVonfv3vTu3ZvJkyfTp08fevfuTeXKlZk2bZp2KU9iYzVTE9rYPJDZk4QQBaLz7CUnT56kU6dOODo6cuvWLSZPnkxoaCjff/89v/zyiz5iFGXQ+PHjCQ0dzk8/rQd6c+iQOYMGpfLzzxYU9PeXw9ixTP/7b3ZnZNAyNJTeffoUa8xCGKPZs2drZyyZNWsWvXv3Ji4ujqVLl+rtGmfOnKFZs2bcu3ePe/fuAdC0aVPCwsK0x5SnxFNR4OFDZwAcHYtnHnAhRNmjc9I9YcIEgoKCCAwMxNlZcxNq0aKFtkyvELkxMTFh6dLvSUoaxvr1XsCLrF1rQe3a6Xz8ccH+WVr06cOLTk4MqVNHr616QpQWGRkZWFtb06hRI0BTgVFf/bizymse6/IqOhoURTNVmJtbioGjEUKUFjon3WFhYfz111/A45YOe3t74uPj83ubEJiamrJ69Q8kJo5g69aKwDPMmGGGt7eaQYMK1vOpY8eOxRukEEbM1NSUtm3bFlvVRZG7mzcfr3t6qg0XiBCiVNG5T7ezszORkZHZtl27dg0PDw9dTy3KATMzMzZs+JZGjT4ENPPeDhumZv9+w8YlRGlRq1atYh9IHB4eTufOnXF1dcXCwiLbUh6Fhydp16tVM83nSCGEeEznlu4+ffowePBgbTnfGzduMG7cOAYMGKBzcKJ8sLKyYufO+Tz33Hhu3lxKRoYFnTsnERpqzVMLTf7zD3zxBcqBA9zdvJmKjx6zC1FejB8/njfeeIOgoCCqV6+ebVq/Zwo9F2fuBg4ciJeXF0uWLMHW1lYv5yzNzp+PB6wBqFnTyrDBCCFKDZ3n6U5JSWHkyJHaymQqlYoePXqwevXqQpfHLEnGMseueCwiIoImTb4iNvZrACpUeMC//zpRoUI+bzp4EFq1AuDzpk159+jREohUCOO5h2RNsjO7+CmKgkqlIiMjQy/XyCy6Y2amczuNUSnqPN1Dh15n+fIqgJrfftvJK690KobohBDGrsTn6ba0tGT58uXcu3ePkJAQLl++zIYNG4w64RbGqWbNmhw6NBJr6zkA3LvnxIsv3iHfnMbPj7RHSYfzmTPoqdaTEHoRFRVF165dsbW1pU6dOuzevTvX465cuUKnTp1wcnKicuXKzJw5s8DXuHz5sna5dOkSly5d0q7rS/369WUu/CyuXUt/tBaJl1dFg8YihCg99NJscfjwYZYuXcr169fx8vJi2LBhNG/eXB+nLpR9+/YxZcoUzMzMaNq0KXPnzi3xGIRu6tWrx6FDaTz//HrS0npz8aIH7dtfY//+qpjk9hXRyoq71atT+dIlmiQlcfnyZb09UhdCV2PGjMHDw4OoqCh27dpFnz59CA8Px8XFJdtx48aNo2rVqvz+++/cuHGDFi1a0LRpUzp1enoLarVq1YorfK3FixcTGBjIwIEDc4zXad26dbFf39jcvp3Zj/sGHh5VDBqLEKL00Lmle8WKFfj7+xMfH0+jRo1ITEykXbt22u4mJcnb25t9+/Zx8OBB7t69m20OWVF6NGrUkJ07q2JicgiAQ4eqEhCQd6udyaPuJQ2A43m0JApRVHfv3uXs2bM5FrVane+TlYSEBDZt2sT06dOxsbGhW7du+Pr6snnz5hzHXrlyhT59+mBubk6NGjVo2bIl586dy/Pcx48fL1DsBT3uac6ePcuePXvo27cv/v7+2qVt27Z6OX9pc+9e5pPcm1TIt/+bEEI8pnPSPWPGDDZt2sSaNWv45JNP+Pnnn9m4cSMzZszQR3yFUrlyZW23FjMzM0xN9TiqXFFgzRpISnr6sUJnbdo8z9q1aUA4AD///AzDh1/J9dgKr70GgCkQtWVLyQQoyo2FCxdSv379HEtaWlq+fabDw8Oxs7PDy8tLu83X1zfXvn9jxoxh7dq1pKSkEB4eTkhISL4J7bBhw+jZsyfbt28nJSX7PNGpqals376d1157jWHDhhXhE+f07rvvMnv2bB48eEBaWpp2SS1UGdmyI7MapbV1dJnr5y6EKD46J9137tzJ8Qi0Y8eOOaYRLKxvv/2Wxo0bY25uTnBwcLZ9T+snGRoayr179/Dx8dEpBq2UFBgxAvr1g1GjNAm4KHavv+7P119HAHcAWLq0OiNGXMtxnHnr1mTOlGv5qBy2EIaWkJCAg4NDtm0ODg65zqndqlUrjh8/jq2tLbVr1+att96iYcOGeZ77n3/+wd/fn9GjR+Pk5ES9evVo3rw59erVw9HRkdGjR+Pv788///yjl88SGxvL+PHjcXBwwNTUNNtS3iQkQGqqDSDVKIUQhaPzV/QOHTqwbds2unTpot22fft2OnTooNN5PT09CQ4OZvXq1Tn25ddP8u7du4wfP75AJegVRclzxKmbmxvu7u6aFyYmcOGCZv2nn8DPD8aNK/JnEwU3btzLJCVtYcqUpoAn339flZSUm/z4Y+XH5eKdnYl0c8MzKopakZEkJibKtGbC4Ozs7IiLi8u2LS4uDjs7u2zbMjIyePnll5k0aRJjx47l+vXrdOnShQYNGtCtW7dcz21mZsb48eMZN24cJ06c4MSJE8TExODi4kKTJk1o0qSJXsuyd+7cmUOHDtGiRQu9nbO0yloYp0IFqUYphCg4nZPuSpUq0bt3b7p06UKNGjW4cuUKW7duZdiwYUybNk173Mcff1yo8/bo0QOArVu3Ztue2U/y0qVLOfpJ9u/fn/79+zNv3jwqVnz6iPKMjAzq16+f676goKDHLezm5rB+PTRpornjTpwIDRpAmzaF+kyiaCZP7kZ6+gamTn0RqMSKFZW5e/cOv/3mgbm55piHTZrAtm00A46HhNCqXTtDhizKkMDAQHr37p1je6NGjfJNbGvVqkVCQgI3b96kcuXKAJw5c4ZBgwZlOy4mJoYbN24wevRozMzMqFGjBl27dmX37t15Jt2ZVCoVfn5++Pn5FeGTFZy7uzuvvvoqvXr1wtPTM9u+wt7bSzupRimEKCqdk+4zZ87QrFkz7t27x7179wBo2rRptkGM+mxxya+f5E8//URYWBiTJk0C4JNPPuHFF1/Uz4UrVoRff4XWrTXdTXr3hhMnoIqMXC8JH3zQC1PT9bz3XkOgFtu3e9CiRRR797phYwP2o0fz5rZtHFapmHTlCq0MHbAoM9zd3R8/9crCJNfpdB6zs7Oje/fuBAUFMX/+fHbv3s3p06fp3r17tuPc3NyoWrUqS5YsITAwkJs3b/LHH39o72PGICwsjOeee46LFy9y8eJF7XZ93ttLi1u3FEDzuatUkf7cQoiC0/mOsWfPHn3EUWB59ZOMjo5mxIgRjBgxovgu3qwZfPstDBsGUVHQsyfs3w/W1sV3TaE1ZUpvHBw2EBj4AGjKsWNuNGwYydGjFXHv1o2hBw8y77nncjy+F8JQFi5cyODBg3F1dcXLy4u1a9fi4uLCqlWrmD17trZ72y+//MLbb7/N1KlTsbGxoX///nobBKkPJX2fN2aXLycAmoGUNWvKvUYIUXCl7mt6QftJFoRaraZmzZoAOabxcnNzy/1NQ4dqWrgXLIDjx2H0aFi2DMphi48hjB7dC0fHLQQE7EJR2hMeXpE6dSI5ftxd+psKo+Pm5pajixzAgAEDGDBggPZ106ZN+fvvv0sytKeaNWsWU6dOBcjWVTArlUrF9OnTSzIsgzt//j6apDud554r/jnShRBlh85Jd3h4OOPHj+fo0aPEx8dn21cc00kVtJ9kQWVOMZhZyrNA5s6F06fhwAH48UdNX28ZWFli+vfvRsWKB+nceRNpaT24e7citWo9YONGCzp3toH0dDA1lS9CQujg0KFD2vUDBw7kekx57F5y9WrmtLFRPPtsbYPGIoQoXXROugcOHIiXlxdLlizR64wR6enppKenk5GRQXp6OsnJyZibmxe4n2RBWFhY5Dl7Sb5kYKXBtWvXktDQ/3jxxZ+Ijx9ESooTwV0O4V31PWpGneDezp24S8u3KCcyMjI4cuQI169f54033iA5ORmVSqVtVCiKrC300r3ksTt3MkvAR1G9eiEaa4QQ5Z5Kya+kWgE4ODgQExOj9wIBwcHBOR5bLlu2jCFDhhAVFcXgwYPZu3cvXl5eLFy4kPbt2xfq/FZWVqSmplK3bl2AoiXfR49Cq1aQmgpubpruJlWrFv48osiio6Np0+ZHzp4dQ0NOE0ozAJa16czQvTkf6wuhL1ZWVgAkJycbNI7Lly/zyiuvcPnyZVQqFYmJifz6669s2rTJIJWBS5PMJ5yFuf+7uPzH/fvPYmNzmMREPQ3UF0KUSoW9h+hcHKd+/frcvn1b19PkEBwcjKIo2ZYhQ4YAj/tJPnz4kAsXLhQ64dabzIGV8HhgpVSsLFGurq6cOvU2w4YtIwwH4h/9k07fF8r48Xflr0OUeePGjaNbt27Ex8djYWEBQNu2bdm/f7+BIyubEhI0hXGcndMMHIkQorTRuaX7zJkzvP/++wwcOBAPD49s+1q3bq1TcMVJr61UY8bAwoWa9UGDYPly6U9sANu2HcSsSzfaK/f5FxU+pGJnF8+sWeaMHGmHDk/ahcjBWFq63dzcuHXrFubm5ri4uBATEwOAo6MjsbGxBo3N2BW2lSo9PR1z84eAA02aHOT48ZbFGJ0QwtiVeEv32bNn2bNnD3379sXf31+7tG3bVtdTlx5z52q6mYCmYuU33xg2nnLq5Zdb4tilOQB1UXDhEAkJzrz9th0uLnG8884DskwxLESZYGtry8OHD7Nti4qKwtXV1UARlV3//XcV0ExZW6WKlWGDEUKUOjon3e+++y6zZ8/mwYMHpKWlaZfimLlE31JTU6lXr17hZi7JjYWFZmDlo9lUmDgR9u3TPUBRaO6vvaZd7+L4PnADgIcPHZg714lataBatSjefjue7dtBGgJFade5c2fGjRunTbwzMjL44IMPePXVVw0cWdlz/PhV7XqtWo4GjEQIURrpPPoxNjaW8ePH6yOW0i2zYmXmwMrXX4djx6B6dUNHVq5U6d2bjDffxBToVzWBN2afY8qUFZw71xFoAsC1a258/TV8/bXmPfb2CVSpkoKXlymVKllQsaIV1tYmPOoei6JARobmrzXrkpammZ0wPV2zPyPjcRwqFZiZaRZzc7C01CxWVppaStbWYGOjWezsHi+2to//zFyeUvhQlHOffvopPXr0wMXFhbS0NOzt7alfvz47d+7U2zUcHBxy1EcAsnVnKQ9On348fqlevTxqOQghRB50Tro7d+7MoUOHSmVhkiJPGZiXZs3gu+80FSvv3YPu3eHQIU0WJUqEiYMD4fb21IqPxyMigsavdOSVVzoSGhrK3Ln/x8aN5iQktAN8yXzQEx9vx7lzdpw7Z9DQ82RpmY61dQY2NupHS2ZCrsLOzuTRYoqtrQk2NiqsrR8n91ZWmiUz4c9M/i0sHi/m5tmXzG2ZXxhkeIJxc3R0ZM+ePYSGhhIeHo6HhwctW7Z8apn6wtBx6E+ZoSmMo+HtLS3dQojC0Tnpdnd359VXX6VXr154enpm2/fxxx/revrSZ+hQTeGcefM0fw4erOl6Is2VJeZe7drUOnGCug8fEh8djb2rK40aNeKnnxpp5zPevv0rfv/9ARcuWJCQUAnwBtyACoAjYJ7LmdVAGpACpD5aTwPSgYxH+zOTExPA9NF5zAFLwOrRUrh/CykpZqSkmPHgQaHepjcqlRoTk8eLqamCiYlmUamUR9t5tI1H+zV/qlQ8Ou7x/icXzb7s6yrV4yXzv45mXfMNIPuxqmzvU5Sc3xIyzwUq7ZeIx4VdVI+SSoVq1RQWLHAq5p9o8WjUqBGNGjXi4sWLXL16lRo1auh8zsxKlGlpaTmqUl64cIFq1cpXRcbLlxO16xUryrdRIUTh6Jx0h4WF8dxzz3Hx4kUuZhmlVh4rlWl9/jmcOwc7dmi6nHz2Gbz3nqGjKjeSAwJ45cQJzjk4sPHGDZ7LMqDM1NSU5s2b07x5czKngY+Ojub8+fPcunWG27dvc//+feLjE4mLS0atVqNSQUZGKunpyaSlpWFhYYGlpSUmJibaIk6axE/zbz6zoFN6ejppaWmkpKSQnJxMcnIy6ekZpKebkJpqQlKSiuRkMx4+VJGUZEpamgXp6RaAHWD7xJ/2T2zLXKyz/Jm56JeimJCRYZKt+0xZZWNzrtQl3cOGDWPYsGG0bNmSNWvWMGDAAFQqFStWrKBfv346nTuzEmV6enq2qpQmJiZ4eHjwww8/6HT+0ubmzcdjldzdDRiIEKJU0nnKwNJKL8Vx8nP/PjRtChERmia4HTugXTv9XkPkKiEhgZs3b1KrVi29PmIvCYqikJaWRmJiIgkJCTx8+JDk5GSSkpKy/ZmSkkJSUpJ2yUzsHz5M5uHDdB4+VHj4UM3Dh2qSkyElBVJTTUhNVZGWpnr0p0Jqqsmjvukq0tNVZGSYolZnLprXmpZjcx633Js9Wn9yMcnldeY2VZY/c9v25H7VE0vmNnLZ9uSi8PiJA1nek/XPHD95ABwdb/LgQcFmXjKWKQM9PT2JiIjAxsaG559/nv/97384ODjw7rvvcvr0aZ3Pn5aWxvjx4/nyyy+xttb/lzpDKsx0XwkJCdjbLwQmY2qaTlqamXS9EqKcK+yUgfotIykec3aGDRvgxRc1BXP69YN//gEvL0NHVubZ2dlRp04dQ4dRJCqVCgsLCywsLHB2djZ0OFpqtRq1Wk1GRka2lnxFUbT70tLSSE9P1x6jVqu1+zMLXGU9R+b7Hm9P0a4D2vc8GcOT+588T26yxvHkexVFwcTEBJVKhYuLSzH/JPXv4cOH2NjYEB8fz4ULF+jVqxcmJia88cYbejm/ubk569at49vMQmDllOZJrqZ529ExFZVKfn0KIQqnSHeNWbNmMXXqVIAc/fyyMvY+3XofSPmk557TDKwcPFhTsfKNN2DvXs3oNFEy7t8HJycZDagjExMTTExMMDOTRMPYuLm58e+//3LmzBleeOEFTExMSExM1GsXv44dO7J9+3Y6deqkt3MCvPXWW/z2228kJiZSrVo1Zs+erZ3q8NNPP+WLL74gIyODN998k//7v//TfqZjx44xfPhwLl68SNOmTfnpp5+0/cuTkpIYMWIEmzdvxtnZmf/7v//TuZsNwP379wFNVzUXl3LQ10oIoXdF+g166NAh7XrWfn5Zles+3VkNGgR//w2LFmn+DAqC2bMNHVXZt2cPytixqM6dI/74ceybNDF0REIUiwkTJuDn5wfAmjVrANi/f7/u9QeyqFChAq+//jrdunWjRo0a2bpt6dK48s477zB//nwsLS05duwY7du359KlSxw5coQFCxYQEhKCra0tHTp0oE6dOgwfPpyUlBR69uxJUFAQAQEBzJgxg4CAAO3voqCgIO7du8fNmzc5d+4cnTt3pnHjxnk+/crIyMiz8cXNzQ33R523NU9JNEm3o2N6kT+zEKL0uXv3LlFRUTm2p6SkFKoxqlz36YYS6o+ZlAQvvKCZzQRg2zbQc4uRyO7C2rXU7tsXgBNjx9Jk/nwDRyTKGmPp0w2arg9mZmZUf1QX4MKFC6SmplK/fn29nD+vCsMqlYq//vpLL9c4fvw4rVq14siRI3zyySfUq1ePDz/8EIDly5ezbNky9u3bx/bt2xkzZox24P7Dhw+pUKECZ8+epUaNGnh6erJ+/XpattSUaB8yZAjVqlVjeubI6Szq1atHVFRUrr9MQZPABwcHA7Br1y46dKgC1OGll+6xe3cFvXxuIYTxCw4OzvUeApov53fv3i3Qecr1s+LMipRQDAMps7K2hrVroUkTePgQBg6E48ehatXiu2Y5V/nll4lHM+dHxv79hg5HiGLl7e2d7XXt2rX1ev49e/bo9XxZBQYGsmzZMpKTk+nSpQu+vr6cO3cuW5cQX19f7T363LlzNGjQQLvPxsaGmjVrcvbsWZycnLhz5062/b6+vhw+fFjnODXjBaSlWwhRdKVraofS7NlnIXMgUlQU9OihScBFsbB1dOTMo6JEFbNMZSlEWbRkyRJ69+5NmzZtaN26tXYpDRYuXEhCQgK7du2iY8eOqFQqEhIScHBw0B7j4OBAQkICQI59WfdnHmNvb5/re3WRnq4GNIObnZykT7cQovDKdUt3sQ+kfNKgQXD0KCxYAKGhmkI6a9bIIL9icq92bfjnH6o9fEhGZCSmFSsaOiQh9C44OJhvvvmGgIAA/vjjD9566y1WrlzJwIEDi+V6T84qo49pOU1NTWnXrh3z5s2jVq1a2NnZZSs7HxcXh92jL9FP7su6P/OY+Ph4bWKe9b25cXFxybMl383tcan3+PjMqTAl6RaivAkMDKR37945tnfv3r1QfbqlpbukzZ0LL72kWV+3DmbONGw8ZZiZv792/ca6dYYLRIhitGLFCrZu3cq8efOwsrJi3rx5rF+/njt37ujtGtHR0QwYMAA3NzfMzMwwNzfXLvqUnp7OxYsX8fHxISwsTLv9zJkz2q6AT+5LSkoiIiKCevXq4ezsjIeHR57vzY2pqSn16tXLdXHPUgEnNvbxL1YnJ+leIkR54u7unus9wtLSElNT0wKfRy9Jd1xcHKtXr+azzz4DIDIyUq83/DLF3FxTFr5mTc3radM0VSuF3lXr04fMX42xf/xh0FiEKC53796lWbNm2teKouDv78/OnTv1do2JEydy6dIllixZgo2NDRs2bMDPz4+vvvqqyOeMjY1l9erVJCQkkJ6ezvr169mzZw+tW7cmICCARYsWcenSJSIjI/nyyy8ZNGgQAP7+/iQlJbF06VJSUlKYNWsWTZo00Za9DwgIYObMmcTHx3P06FE2b95M//79df4ZZE+6c58PXggh8qXoKDQ0VHF3d1dq1aql2NraKoqiKH/++afSq1cvXU9drCwtLRVLS0vDBXD2rKI4OCgKKIqNjaKEhhouljIqPT1dOWFioiigXHR3N3Q4oowx+D3kkerVqytRUVGKoihKvXr1lNDQUOX69euKk5OT3q7h6empXLt2TVEURXF0dFQURVEuXLigtGjRosjnjI2NVfz9/RVHR0fFwcFBady4sbJhwwbt/tmzZyuurq6Kk5OT8u677ypqtVq77+jRo4qvr69iZWWltGrVSrly5Yp238OHD5X+/fsrtra2ipeXl7Jq1ao8Y/Dx8VF8fHwKFO/UqX8roLll//TT+SJ8YiFEWVOYe4iiKIrOUwb6+/vTp08fAgMDcXZ25v79+8THx1O3bl1u3Lihr+8GelfsZeAL4s8/4ZVXQK2GKlU0M5pkeZwpdLehShV63bhBrKkpjklJUphI6I2xTBk4cuRInn/+eYYNG8asWbP46quvMDc3p127dvz00096uYajoyOxsbEAVKxYkRs3bmBubp5te2lUmNmrxo8/zvz5mvnQf/vtP1555dlijU0IYfxKvAx8WFiYdp7WzII49vb2xMfH63rqsq9zZ/j8c5g0Ca5fh759YccOkKp/enOlSxf8Fi8mtVYtTgCScouyZtGiRdr1qVOn8swzzxAXF8eQIUP0do2qVaty8eJFvL298fb2ZuPGjbi6umJra6u3axi7uLjHdw9nZ+leIoQoPJ37dDs7OxMZGZlt27Vr1/Dw8ND11MUuc/YSg7RyZ5o4EQYM0Kzv2QPvvWe4WMqgQTNnsjMmhtP//qv3QV9CPE1UVBRdu3bF1taWOnXqsHv37jyPXb58uXbmjrp16xIREVGka/br14+RI0diaWlZ1LBzGD16tHZw4qRJk+jfvz8dO3ZkwoQJeruGsXucdGfg6GjQUIQQpZTOTap9+vRh8ODBLFiwAIAbN24wbtw4BmQmkiJ/KhUsXgxnzsCpU/DFF9C0KbzxhqEjKxOyTvklRFHkVf5XrVZrn+7lZcyYMXh4eBAVFcWuXbvo06cP4eHhuLi4ZDvujz/+YO7cuWzevFmbcD95TF7UajUrVqzg6NGjOZ4w6qt7SWBgoHa9Z8+eXL16lYSEhDxLq5dFj5PuGExNZZpXIUTh6dzSHRQURKVKlahTpw4PHjygWrVqmJmZMWXKFH3EVz7Y2GhmMHHWFF5g+HA4d86wMZU1igL//qvpPy9EISxcuJD69evnWNLS0sjIyHu+5oSEBDZt2sT06dOxsbGhW7du+Pr6snnz5hzHfvzxx3z55Zf4+PigUqnw9vbGOfN+8BSBgYG88847REVFYWpqmm3Rp8OHDzNixAhefvllgoKCiI6O1uv5jV1kZOavy9sF/kIkhBBZ6Zx0W1pasnz5cu7du0dISAiXL19mw4YNen20WS488wysXq1p+U5MhJ494YkCEKKIduxAXaEC+PiAIbsSiXIlPDwcOzs7vLy8tNuyljPPlJGRwT///MOZM2eoUqUKzzzzDDNnzqSgY9x/+eUXQkJCWLduHcuWLcu26MuKFSvw9/cnPj6eRo0akZiYqNeBmqVBVJTmwbCJSWS2+buFEKKg9DZiz8XFJdtcsaIIXn5ZM2/39Olw/jwMG6aZ01sqVupk3eHD9ImJAeD+li04+/oaOCJRHuRVrvzJFuLIyEjS09PZsWMHYWFhPHjwgI4dO1KtWrUCVZW0sLDQzlFdXGbMmMGmTZvo3Lmzdtu2bdsYN26cdv7ssi4uTjNo1M4u4andioQQIjdFSrr3799foONat25dlNOXb9OmwZEjsG0bbNgAc+bAu+8aOqpSzbNtW6KCg3EDEv78E+epUw0dkihF8ir/26hRo3yTr/zKlWdlbW0NwOTJk3FycsLJyYmRI0eydevWAiXdo0aNYv78+UycOLEgH6dI7ty5Q6dOnbJt69ixY45B9GWVWg1JSZrRk66uqQaORghRWhUp6fbPUl4bNFMFZn0UmvmLKL/+jiIPJiawahX4+cHly5rZTBo3hnbtDB1ZqdXEz4/tKhWvKQoOp05p+ndLS5UoIHd391y7E5iY5N87r1atWiQkJHDz5k0qV64MaEqSP9ky7OzsTKVKlbIl8E9rSW3VqpX2GEVROHLkCAsWLKBSpUrZjitoA8nTdOjQgW3bttGlSxfttu3bt9OhQwe9nN/Y3bsHmROOVqqkU2kLIUQ5VqSkOy0tTbu+du1afv75Zz755BNq1KjB5cuXmTp1Kn379tVbkMUlNTW10BOblwgXF83AyhdfhORkzUwmJ05AtWqGjqxUsrGx4VLlynDjBo4JCXDpEtSsaeiwRBlnZ2dH9+7dCQoKYv78+ezevZvTp0/TvXv3HMcOGTKEzz77jEaNGhEbG8vixYv58MMP8zx3+/bt832tb5UqVaJ379506dKFGjVqcOXKFbZu3cqwYcOYNm2a9riPP/64WOMwlPDwBEDzhKJaNRmvJIQomiIl3VlHxU+bNo3jx4/j5OQEQP369Vm+fDl+fn7069dPL0GWSw0bwpIlMHAgREdrBlYeOKCZ6UQUWnrz5rBunWb9r78wk6RblICFCxcyePBgXF1d8fLyYu3atbi4uLBq1Spmz56t/bIfFBTEmDFj8PLywt7enrfeeouAgIA8zxsUFFRSHwHQtNA3a9aMe/fucU/T7EvTpk21c3fD01vnS7NTp6LITLpr1bLL/2AhhMiDzmXgnZ2duXLlCo5ZqgU8ePCA6tWr8+DBA13jKzbGUsL5qd5+G77+WrPevz+sXCldI4rg55Ur6TpwIA7A3Vdewf233wwdkijljOkeEh8fz5YtW7h+/TpVqlTh1VdfzTGIU+RU0Cedb799iq+/fg6A9ev/4fXXGxd7bEII41fY3hI6TxnYtm1b+vXrx7lz53j48CHnzp0jICCAl156SddTC9AMpMzsQ796taZ4jii0F1q04OCjdYuQEIPGIoQ+nThxgpo1a/Luu++yefNmJk+ejLe3NydOnDB0aGXGpUsPteuNGhl/tWUhhHHSOeletGgR6enp1K9fH3t7e+rXr09KSgrffvutPuIT5uaabhGZ/bmnTIG//jJsTKVQ9erV+efRrBEpSUkyB7ooM8aMGcOYMWO4efMmhw8f1lYFzlpFUujmxo3MB8L3qVFDkm4hRNHo3L0k061bt7hx4wZeXl45RtAbI2N6NFwgoaHQvLlmYKWbm2ZgZZUqho6qVBnSpQt/79lD0549WbVqlaHDEaWcsdxD7O3tiYmJwdzcXLstLS0NV1fXHFMWiuwK+mi4cuUj3Lr1PBYWF0lJ8S6J0IQQpUBhu5foXBznrydaXf/77z/+++8/AOliok+NGsF338GQIRAVBb17w759IJU/C2zOTz/h5OSEmZneakIJYXB169bl0qVL1KlTR7stIiIi22uhm7g4zRcsW9t4A0cihCjNdM4+cpuqSubpLiaDB0NIiCb5PnIEJkwA6cZTYBUqVDB0CELoXb9+/Xj11VeZMGEC1atX58qVK3z11VeMHj06W6OILo0gW7Zs4dVXXy3TM5Tk5+FDzaBUZ+e0pxwphBB501v3kky3bt3i/fffp2fPnrnOR2ssjOXRcKGlpECbNpqkG+CHHzTl4kXBPXwIf/8NTZqAs7OhoxGllLHcQ55WpAc0DSG6NIK4ublhbW3NiBEjGD58eKnoQlgQBXk0HB8fj4ODCrCjRYujHDzYrISiE0IYuxKfveRJlSpVYv78+UyePFnfpxag6U7yyy+QWSFv9Gg4dsywMZUi6tBQ1E5O0KEDbN9u6HCE0JlarX7qoutTx5s3b/LJJ5+wa9cuqlevzmuvvca2bdv09AmM29mzV8ico7tKFenOJ4QoOr0n3aApS3z79u3iOLUA8PKC9evBzAxSUzWFc6KiDB1VqTB1xQqSH1VUTd+508DRCKFfN27cKJbzWlhYMGDAAPbt28epU6eoXr06AQEBPPPMM3z66afExMQUy3WNwcmTj3+XeXvbGzASIURpp3PSvXTp0mzL/Pnz6dy5M82bN9dHfMUqswx85uOBUqV168dzdt+4AX37Qnq6YWMqBfyyzNedKi3doozx8fEp9mtUqFABDw8PHB0dSUlJYdOmTVSrVo3Vq1cX+7UN4d9/H3+h8PFxNWAkQojSTueBlDNmzMj22t7eHj8/P2bOnKnrqcXTjBsHR4/CqlWaubunToX/+z9DR2XUWrVqxVygI2Bz86bmC4uXl6HDEkIv9DxEJ5vdu3ezaNEifvvtN1q0aMFnn31Gjx49MDU1ZevWrQwZMoT+/fsX2/UN5eLFBO167dpS5VMIUXQ6J92XL1/WRxwGYWFhUeDO70ZJpYJFi+D0aQgLg88+g2bNoFcvQ0dmtNzd3YmoWhWuXdNs2LMHBg40bFBCGDlvb29iYmIYNGgQJ0+ezDEdYZcuXbQDS8uaa9dStOseHuVz9hYhhH4US59uUYJsbeHXX8HRUfN6yBB4NE+6yJ1Lhw5klgxR79pl0FiE0KdFixYVy3k/+OADbt68ybx58/Kc//ta5hfZMiYy8vHTg8zx60IIURQ6J90ODrk/bnNxcdH11KKgvL1h5UrNekICvPYaxEsRh7y0aNOG/Y/W03bsgGJ8JC9ESSqO7h1paWkcP368XM7RrSgKMTEWAFhZJZKl6KcQQhSazkl3cfYhFIXwyiswbZpm/b//NHN3y99Nrlq3bs2eR+uWd+5AKe4iJURxMzc3Z+3atWW2+0h+IiMjycjQFNVydEx5ytFCCJG/IvfpnvYowUtLS9OuZ7pw4QLVqlXTLTJReNOmaQZWbtummct7zhx4911DR2V0qlWrxr8eHqTfucMFFxd8HjwwdEhCGLWOHTuyfft2OnXqZOhQStTNmzcBDwDc3aXCshBCN0VOug8cOABAenq6dh001dE8PDz44YcfdI9OFI6pqWYmEz8/Tevte+9B48bQrp2hIzM6ri+9RKP9+/Hv0YP5jRsbOhwhjFqFChV4/fXX6datGzVq1MhWBfPjjz82YGTFS1Nt1BOAChVkSlYhhG6KnHTv2aN5QD969Gi+/fZbvQUkdOTiohlY+eKLkJwMb7wBJ06APHnIZskPP5TLx+VCFMWZM2fw8/Pj1q1b3Lp1S7u9rPfzTklJJbOl281Nkm4hhG6KlHTPmjWLqVOnApoWkCe7l2Qqyy0gRq1hQ1iyRDMVXnS0ZgrBgwdBkkwtSbiFKLjMRpby5sGDDMAGADc3tWGDEUKUekVKug8dOqRdP3jwYK7HlPUWEKMXEKDp3z1/vqale8wY+P57zdze4rE7d2DnTrC3hx49DB2NEEZPUZRsA+izdjUpayIjH3+2ihUl6RZC6KZISffWrVu16+W1BaRUmDMH/vkHDh2CpUvh+efhrbcMHZXRSElJIa15c+wuX0Z58UVUknQLkavo6GjGjx/Pjh07iImJybYvI6PsDjCMijLVrnt4yGxQQgjdlN0mCgEWFrB+PXho+iQydiz8/bdhYzIia9asYVHmdIFHj4LMYiJEriZOnMilS5dYsmQJNjY2bNiwAT8/P7766qsinzMlJYVhw4ZRtWpVHBwceOGFFzh8+LB2/6effoqbmxsuLi5Mnjw5W+v6sWPHaNCgATY2NrRp04arV69q9yUlJREQEIC9vT1Vq1bl559/LnKM9+49bpeSapRCCF3pXAYe4NKlS5w4cYL4JwqyDBs2TB+nF7rw9NRMH9i2LaSlQc+ecPw4eHkZOjKDa9euHcOBSYAqI0NTEv611wwdlhBGZ9euXRw5coQqVapgampKjx49qFevHkOHDmXs2LFFOmd6ejrVq1fn4MGDeHl5sW7dOl599VWuXLnC/v37WbBgASEhIdja2tKhQwfq1KnD8OHDSUlJoWfPngQFBREQEMCMGTMICAjQzqIVFBTEvXv3uHnzJufOnaNz5840btw4z0qaGRkZnD17Ntd9N28+bsWvVEnaqIQor+7evUtUVFSO7SkpKZiZFSKVVnT07bffKqampoqbm5tSvXp17VKjRg1dT12sLC0tFUtLS0OHUXIWL1YUTbkcRWnSRFEePjR0REahQa1aSlLmz2XUKEOHI0qR8nQPcXBw0K67u7srqampObbrg6enp3L8+HGlb9++yowZM7Tbly1bprRu3VpRFEXZtm2bUrNmTe2+xMRExdraWrl06ZKiKIri4eGhHDhwQLt/8ODByrRp03K9no+Pj+Lm5qYAuS41a657dNtMVa5du6HXzyqEKD2CgoLyvE+4ubkV+Dw6f3X/5JNPWLduHXfv3uXy5cva5dKlS7qeWujTiBEwerRm/cQJTd9uqVhJyw4dtCXh1Vu3ys9EiFxUrVqVixcvAuDt7c3GjRvZvXs3tra2ertGeHg4MTExeHt7c+7cORo0aKDd5+vrq22NfnKfjY0NNWvW5OzZs9y/f587d+7k+d7CSklxeLQWhZWVRZHOIYQQmXROumNjY+nZs6c+YtFZSkoKL7zwAnZ2dtpfECKLefOgdWvN+sqVoEN/zLKiffv2ZA4LNrl2Dc6cMWg8omyJioqia9eu2NraUqdOHXbv3p3v8VeuXMHa2po333yzhCIsmNGjRxMWFgbApEmT6N+/Px07dmTChAl6OX9mP+z3338fR0dHEhIScHBw0O53cHAgISEBIMe+rPszj7G3t8/1vYWVnJx5niisra2LdA4hhMikc5/url27sm/fPtq0aaOPeHRibm7O5s2bmTJliqFDMU6ZAyv9/OD6dfjf/8DXt1xXrPT392eySsW8zBbuLVs0PxMhHsmrL59arX7q1KhjxozBw8ODqKgodu3aRZ8+fQgPD8fFxSXX4ydOnEhjI6yQGhgYqF3v2bMnV69eJSEhIc9+0oWRlpZG79698fb21tZ8sLOzIy4uTntMXFwcdnZ2ue7Luj/zmPj4eG1invW9uXFxcclzFi5/f03rtplZbL7nEEKUbYGBgfTu3TvH9u7duxeqT7fOSbebmxs9evSgV69eVKpUKdu+ki6OY2JiQsWKFUv0mqWOuzts3AgtW0rFSsDZ2RlnPz/OHjtGPYDffoNHhZ+EAFi4cCHTp0/PdZ+pqWmu20HTIrtp0yYuXbqEjY0N3bp1w9fXl82bNzN06NAcx2/fvh1FUejQoQM3btzQW/z6ktuA+UOHDuk0YF6tVjNw4EBUKhU//vij9kuMj48PYWFhdOvWDdBUxKxXr55238KFC7XnSEpKIiIignr16uHs7IyHhwdhYWG0aNEix3tzY2pqmuf+xETN34ODQ0qRP6MQovRzd3fH3d09x3ZLS8tCnUfnpPvUqVM0bNiQiIgIIiIitNt1LY7z7bffsmTJEsLCwpg6dSrBwcHafVFRUQwZMoS9e/fi5eXFwoULaVeE1lpFUfLs6+fm5pbrD7hMaNIke8XKnj01FSvL6ePTjh07subYMZoAbd54A2dFkSJCQmfh4eHY2dnhlWWmoLz6F6empvLuu++yceNGVqxYUZJhFsh3333H2LFjcXFxydaPW6VS6ZR0jxw5ktu3b7N9+/ZsrUUBAQGMHj2afv36YWtry5dffsn48eMBzdOppKQkli5dyoABA5g1axZNmjShRo0a2vfOnDmTdevW8e+//7J58+ZsUxEWRkqKpnuJq6sUxhFC6E7npLu4iuN4enoSHBzM6tWrc+wr7CPbvGRkZFC/fv1c9wUFBWVL9MucgAA4dgy+/lpTQCcwUFNApxwmm6+88gqjfv8d5ZVXeKFfv3L5MxD6l1ff4+jo6BzHfvnll3Tp0oWaNWuWVHiFkjlgXp/jd65evcr333+PlZUVFSpU0G7/888/6dq1K6NHj6ZZs2ZkZGQwYsQIbXJvaWnJxo0bGT58OGPGjKFp06asXLlS+/6PP/6YN998E09PT5ydnfnmm2+K1A3m4cM01GpHADw89DK7rhCinNP5TrJ///5ct1tZWVGtWrUid/fo8ag6YNbql1D4R7YiH3PmQGgoHDgAy5dDs2aPZzgpR1544QVOnjxp6DCEkcqrL1+jRo3yfaKXX9/jrG7evMnSpUv5559/9BNwMSiOAfPVqlXLVvDmSe+//z7vv/9+rvuaNm3K6dOnc91nbW3NqlWrdI7v9OmbQHUAqla10fl8Qgihc9Lt7++PSqXKdvPMfK1SqXjppZdYuXKl3vpaP+2RbY8ePTh69Cjh4eFMmDAh11+W4hFzc1i3TtPd5NYtePttaNQIXnjB0JEJYTTy6stnYpL/5E+1atUiISGBmzdvUrlyZUDTv3jQoEHZjjt27BjXr1/H29sb0DQsqNVqrly5wq5du/T0KXRjTAPmS8rp07fITLpr1nTI91ghhCgInZPulStXsm7dOmbNmkX16tW5cuUKH330Ed27d+e5555j0qRJTJgwQadSvFk97ZHtpk2bCnwutVqtfZy7efPmbPvc3Nx0C7S08PDQzGji76+pWPn665ruJmW1P3t+4uM1XWy2bIFJk6BLF0NHJEoxOzs7unfvTlBQEPPnz2f37t2cPn2a7t27Zzuuc+fOXL58Wft6zpw53L59m6+//rqkQ86TMQ2YLyn//ntPu163bjn5fSCEKFY6J93Tpk3jxIkTODpq+r7Vq1ePpUuX0qRJEyIiIvjxxx9p2rSpzoFmKugj24LKHHma3+j2Mq95c5g7F8aOhZs3NTOa7NihaQkvR/7cto2XJk3CMiMDKlWSpFvobOHChQwePBhXV1e8vLxYu3YtLi4urFq1itmzZ3P27FksLS3x8PDQvsfOzg5ra2tcXV0NGHl2xTVg3phdvvxQu163rvH8XQghSi+dk+7o6OgcN16VSqVtea5cuXKRCxPkpqCPbAvCwsKiyJXKypzAQAgJ0RTN2bsXJk/WJOLlyJzvviMhI4PegLJ5M6rkZLCyMnRYohRzc3PLMS4FYMCAAQwYMCDX9xjjAO7iGjBvzCIjH69XqpT31JBCCFFQOlekbNOmDQMHDuT8+fMkJSXx33//MWTIEPz9/QE4efJkjseRBZGenk5ycjIZGRnZ1rM+sk1KSuL333/P9ZFtQaSmplKvXr3y3cqdSaWCRYugYUPN63nzwAinLitOr7zyCuseravi42H7doPGI4QwnOjozDapdIzooYMQohTTuaV78eLF9OvXj7p162pbvP39/bVT/VlYWLBs2bJCn3fmzJnZClLMmjWLZcuWMWTIkDwf2Qod2dhoCuf4+Wnm737rLfDx0Qy0LAdeffVVPnznHRIBW4C1a6EIX+aEKAtmzZrF1EeFojIrReamrPbpjo3VPOWysIjFxESybiGE7lRKfnM2FcKNGze4desWlStX1nb7MGZWj7oNJCcnGzgSI7R7N3TsCGo1eHnB8eNQTip9Nm7cmMmhofQFFFtbVFFR5bZokMhfWb+HdOnSRds1pm3btrkeo1Kp+Ouvv0oyLL3KfMqZWzdDO7s9JCa2xdHxCg8eVC/hyIQQpUF+95Dc6G3Gfy8vLypXroyiKKjVmupdT5tSSxipdu3giy9g4kS4cQN69dIk4oUsd1oavfHGG6x7lHSrEhPhzz81FTuFKGey9kUvj326k5M1kwPY2ycZOBIhRFmhc1YcHR3NgAEDcHNzw8zMDHNzc+1i7KRPdz7efhsGD9asHzoEj0owl3VvvPEGfwLxmRvWrDFgNEIIQ0hPTycjQ9OlxNk51cDRCCHKCp1buidOnMilS5dYsmQJAwcOZMWKFXzyyScMHDhQH/EJQ1Gp4Lvv4L//4MgRWLwYnn8eHpViLquqV6/Oc88/z+YjRwgAlAMHUKWmgoWFoUMTwmCKq/KwsYqOjgE0tQoqVFAbNhghRJmhc9K9a9cujhw5QpUqVTA1NaVHjx7Uq1ePoUOHMnbsWH3EWGxkysCnsLKCDRugcWO4e1czrWDDhprXZVjfvn2Ze+QIW4EPtmyhviTcopwr6crDhnb1ajSZSbeHR9mdi1wIUbJ07l6SmJhIlSpVAE2hmbS0NGrVqkVYWJjOwQkjULmyZhYPU1NISdH0b340B3tZ1adPH3p/8gkzIyKor8fCTkKUVitXruTVV18lLCyM+Ph4wsLC6N69O8uWLePEiROo1WomTJhg6DD15uLFxwXYKlc2/q6SQojSQeeW7qpVq3Lx4kW8vb3x9vZm48aNuLq6Ymtrq4/4hDHw94f/+z/43//g6lVNxcpt28BMb+NwjUqlSpV47733DB2GEEajpCsPG9rly4na9WrVZPYiIYR+6NzSPXr0aG2r9qRJk+jfvz8dO3YsFa0eMpCyEN55R5Nsg2YmkylTDBtPSbp4Ef74w9BRCGEwJV152NCuX0/RrtesaW/ASIQQZYnOSXdgYCCvvfYaAD179uTq1aucO3eOyZMn6xycMCIqFfzwAzRooHn95ZflomJl6oQJUKsWDBqk6V4jRDlUXJWHjdXt2xnadW9vBwNGIoQoS/Q+kXblypWpU6eOvk9bLDIHUspgygKytYVNmyCz+ueIEXD0qEFDKk5r165l1KJFmhcxMZpBpUKUQ4sXLyYhIYG6detiZ2dHvXr1iIuLY9Gj/x9FrTxsrO7efbzu5VX26xMIIUqGzkl3eHg4nTt3xtXVFQsLi2yLKINq1ID16x8PrOzRA27dMnRUxeLZZ59ldXIykZkb5s4F/RRwFaJUcXd3Z/fu3Vy7do3Dhw9z7do1du/erZ2tpF69ejRv3tzAUepPTIwpACpVghSkFULojc4j4QYOHIiXlxdLliyRwZPlxUsvwbx5MG4c3L6tSbz37Stz5dKfe+45Gj7/PN8eOUIwwPHjmkJBLVsaODIhDKO8VB6+f1/zq9HCIg6wM2wwQogyQ+ek+9y5cxw8eBCzUjiTReZASkC6mBTWmDEQFqYpmnPsmKZozurVmr7fZchbb73F+0eO8D5gCZrWbkm6RTkTHR3N+PHj2bFjBzExMdn2ZWRk5PGu0is+XvOk1s7uoYEjEUKUJTo3UdSvX5/bt2/rIxZRmqhUMH8+tGmjeb1mDcyYYdiYikHfvn3JcHVl1aPXyqZNcOmSIUMSosRlrTxsY2PDhg0b8PPz46uvvjJ0aHqXlpZGcrJmxhInp7L3hUIIYTg6J92LFy8mMDCQdevWsX///myLsZOBlDqysNAMLqxZU/M6KAjWrTNsTHpmY2PDuHHjmPvotUqthjKYaAiRn127drFu3Tp69OihrTy8cuVK1qxZY+jQ9O7mzZtABQDc3cvWkzshhGHpnHSfPXuWPXv20LdvX/z9/bVL27Zt9RGfMHaurvDbb/CoaAZDh0IZ+xIzduxYLtnYsDNzw/ffQ2ysIUMSokSVp8rDly9fAdwAqFRJJgQQQuiPzkn3u+++y+zZs3nw4AFpaWnaJTU1VR/xidKgbl34+WdNl5OHDzWl4uPinv6+UsLV1ZURI0bwMbAJ+Hfp0sdfMoQoBzIrDwPaysO7d+8uk4PnL1y4CWgGhVevXvY+nxDCcHROumNjYxk/fjwODg6YmppmW0Q50rmzpnsJwIULMGRImZpe75133iGpSRMerlpFrV69DB2OECWqNFceLqys1Shr1JCkWwihPzpPOdK5c2cOHTpEixYt9BFPiZLZS/Tso480xXK2boWNGzVVKydNMnRUelG1alWOHz9u6DCEMIjAwEDtembl4YSEhFJTCK0wMqcLBPDwkMYjIYT+6Jx0u7u78+qrr9KrVy88PT2z7fv44491Pb0oTUxMNKXhmzSBK1dgyhRo1gxatTJ0ZPqXkaHpUtOsGdSubehohChRlStXNnQIxebBg8f9uD09JekWQuiPzkl3WFgYzz33HBcvXtT2+QNQlYL5mjNnLxF65OICv/wCzZtDaiq88QaEhsKjynVlwsOHPPT1xebSJejYEbZtK3PzkwuRVXh4OOPHj+fo0aPEx8dn21fWxu/ExT0u+y5JtxBCn3ROuvfs2aOPOERZ0qQJfP01jBqlqVjZqxfs2gVWVoaOTC8mffQRtS5dYhTAjh3w66+azyhEGVWeKg/Hxz++T8mUgUIIfSp79XuFcXjrLRg0SLN+6BAMH15mBlb6+voyFYjO3DBxIiQmGjAiYayioqLo2rUrtra21KlTh927d+d63KRJk6hZsyb29vY0aNCA33//vYQjzd+5c+dYs2YNPXv2pFOnTtmWsiY+PrOlO4ky/v1CCFHCJOkWxUOlgkWLIHOA7erVEBxs0JD0ZdCgQdRr1Yr3Mjdcvw7TpxsyJFGM7t69qy2ilXVRq9UoT/kiOWbMGDw8PIiKiuLzzz+nT58+OcqoA9jb2/Pnn38SGxvLV199RUBAAJcvXy6uj1Ro5any8P37ml+LpqYPDBuIEKLMUSlP+61RRlk96uqQnJxs4EjKuHv34IUXICJC83r1aujXz7Ax6cHFixd5zteXv5KTeR5QVCpU+/aVzUGj5VxwcDDT8/hSZWpqSnp6eq77EhIScHFx4dKlS3h5eQHg7+/P4MGDGTp0aL7XbN68OZMmTaKXkXRbOnPmDO+//z4DBw7Ew8Mj277WrVsbKCrd5TZ7VYUKh4iOboGNTTiJibUMFZoQohQo7Ax40tItileFCvDHH+DkpHk9bBgcO2bQkPTB29ub2Z9+ylAgCVApCgwcKJUqhVZ4eDh2dnbahBs0XZOednO+f/8+Z86cwcfHp7hDLLDiqDz87bff0rhxY8zNzQl+4inY8uXL8fLywsHBgaFDh2YbrBkREUGLFi2wsbGhcePGnDp1SrtPrVYzYcIEnJycqFixInPnzi10XImJmsI4trYpTzlSCCEKR5JuUfzq1IF168DUFJKToUcPuHXL0FHpbNy4cVRo1YrJmRuuXoXx4w0ZkjAiCQkJODg4ZNvm4OBAQkJCnu9Rq9UMHTqUXr16Ubdu3eIOscCKo/Kwp6cnwcHBOVrzw8LCmDhxIhs3buT69etcv36dGTNmaPf369eP9u3bExMTw4gRI3jttde0Txu+++479u7dy4ULFzh48CBz5szJsx99poyMjGzdhlJS7ACwskrk7t27Rf58QoiyI69uhikpKWRkZBT4POU66c4sjpP5eEAUow4dILPV6dYtTeKdlGTQkHRlYmLCypUr+dnZmW1ADHC7QwdDhyX0LDAwkDNnzuRYzM3N8628a2dnR1xcXLZtcXFx2NnZ5Xut2NhYvvvuO73Frw/FUXm4R48edOvWDafMp2CPrF69ml69etG0aVMcHR358MMP+emnnwA4f/48586d44MPPsDKyorRo0ejVqs5cOAAACtWrOB///sf7u7u1KpVixEjRmjfm5eYmBjq16+vXRTFGYDr1/9h4cKFRf58QoiyY+HChdnuE5lLREREruN08lKuk25RwsaO1cxqApouJm++WepnNKlatSo/rVzJcJWK5aNG4da3r6FDEnrm7u6u/XKedTExMcm3HkGtWrVISEjg5s2b2m1nzpzJ80v+5MmTOXHiBFu2bMHS0jLXYwwls/JwSTh37hwNGjTQvvb19eXatWskJCRw7tw5ateune3nk7XLTm7vLVwtBhPA5dH6PR0+hRBC5KTzPN2lmRTHKWEqFcyfD//9B/v3awZV+vrCe+89/b1GrEuXLuw9f55atZ4YdJWRoelSI8olOzs7unfvTlBQEPPnz2f37t2cPn2a7t275zh25syZ/P777xw4cAB7e3sDRJu/kqw8/GS3nMz1hISEp3bZye29+XXnyckJyPw/ew9wLvwHEEKIPJTrpFsYgIUFbNgATZtqSsW//z7UqlXqi8s8mXA//P13rN5/H5Nt26AMl8wW+Vu4cCGDBw/G1dUVLy8v1q5di4uLC6tWrWL27NnaL/0fffQRFhYWVKtWTfveRYsWMWDAAEOFnk1JVh5+sltO5rqdnd1Tu+zk9t78uvMAuLi4aIu8rVt3kszvEIGBfQkMrKnz5xFClH6BgYH07t07x/bu3btjZlbwVFqSblHyKlSALVs0c3jHx0NAgCYxfeEFQ0emF/dDQrDp1g0TRUHdti0mBw5AxYqGDksYgJubG1u3bs2xfcCAAdkSamOfubUkKw/7+PgQFhamfX3mzBmq/n97dx4XVdX/Afwz7MuwDAiCoCCKmntamQtB8ZBiooWahiWKVoa5lGY+6iOaa2XWrwxzRVMx00zcLX3E8EnT1HBXUBR3FtkGGGBmvr8/xrkwrAPOMAN836/XfTn33HPv/Z4Lzny5c+45rVpBLBajY8eOSEpKQlFRkdDF5OLFi/j444819lV3MamuO4+aqampUEcuLx0bvWdPb7i6uuq0bYyxhsnV1bXS94PadgXkpJsZRpcuwPbtwGuvqUY0GTwYOHkS8PExdGRPbcbatehChMkATJKSIA8IgNmRI0CLFoYOjTGtLVq0CLNnzwYAzJ07t9I6IpGoyjHMayKXyyGXy6FQKCCXyyGTyWBubo6wsDD4+/tjwoQJaNu2LRYtWoTRT2a3bd++PZ555hksXboUM2fOxMaNGyESieD3ZHz8t99+G8uWLcOrr76KnJwcrFmzBhs3btQ6prt3Sx/ubtPGsU7tYoyxqnDSzQynf38gOhp4/30gPR0YOBA4cQKQNOx+lF9/8w2G37kD699+w7sAzK5ehfyFF1SJd/v2hg6PMa2UfXBSPTpIeU/TvWThwoUaCfuiRYsQExODMWPGYPny5Rg8eDByc3MxdOhQzJkzR6gXGxuL8PBwLF26FB06dMDOnTuFr3c/+OADJCUlwdfXFxYWFpg5cyYCAwO1junhw9IhED08rOvcNsYYqwzPSMkzUhrep58CX3yheh0QABw6pOr73YAVFxcjIjwcfX/6CR88KStxcID53r1Av34GjY3pBr+HNHzlZ5Pr2XMTzp59BwDw+HGD//ufMaZnPCMla3iWLAHUDyjExwPvvtvghxK0sLDAj1u24Oa0afjPkzLznBwoAwJUI7g08PYx1hhlZanv3Cvh4GDQUBhjjRAn3czwTEyAjRtLH6T88Udg4ULDxqQDJiYm+HLZMritWIHxIhGKAJgoFEj+9ltOuhkzQvn5qm8vzM2lMOFPR8aYjvHbCjMO1tZAXBzQurVqfe5cYMsWw8akIxMnTkTo3r0IsbdHgkgE+caN4E90xoyPTGYLALCwyDdwJIyxxqhJf/LzNPBGxtUV2LcPUE8LHREBVPEAV0MzcOBAbLx6FVm//ooOffoI5fKcHOR8+CGQnW244BhjAIDiYlXSbW1dYOBIGGONUZNOupkReuYZ1eQ5ZmZAcTHw+utAUpKho9IJd3d3DC43G2Hi0KFw+P575LVsCVlMDHc7YcyASkpUHbltbAprqMkYY7XXpJNu9TTwPBW8kXnlFWDNGtXrx49VQwlmZho2Jj3Iz8tDzrFjAAA7qRRWERF41KYN5I3k7j5jDQkRQaFQDVdib19cQ23GGKu9Jp10MyM2ZgzwZGIOJCerJs+RSg0akq7Z2tnB4r//xRwvLzx6UtY8JQVmL72EOz17QnHmjEHjY6wpKSoqAtAMAODgIDdsMIyxRomTbma8PvsMGDlS9frPP1V3vBtZ4t3Pzw/zb9zA4ehorLCzg3rE55Znz8L0ueeQ2qMH5I8fGzRGxpqCe/eyANgAAJydlYYNhjHWKHHSzYyXiQkQE6NKtgHVQ5XBwUBenmHj0jFTU1OM+uADjE9Lw+Y5c7DZygrq+2y5ly5BZG9v0PgYawquXk0XXnt4WBowEsZYY8VJNzNuVlbAzp2liffx48DLLwOPHlW/XwNkZWWF8QsWIDQzE5tmz8ZWa2vcGz0apk+muAaAGzExuDVpEig9vZojMcZqKymp9BslLy+xASNhjDVWnHQz42dpqUq8Q0JU62fOAH37AjduGDYuPbGxscHYhQsRmpWFgBUrNLblzpoF7xUrUNK8Oa4+9xyyf/kFUPJX4Yw9rXv3ioTX3t6cdDPGdI+TbtYwWFqqhhIcO1a1fuMG0KcP8M8/Bg1LnywtLWFpWfo1tzQtDdZP7vBbEKHDmTNwHDYMaWIxrrzxBgr++stQoTLW4GVnl36j5OLCH42MMd3jdxbWcJibA+vWAbNmqdbT0gB//0YzgU5NxK6ukNy/j9j33sNusVh46NK1sBDP7NoFmxdfRKqDA+7s22fQOBlriHJyTIXXrq5m1dRkjLG64aSbNSwiEbBoEfDNN6r13Fzg1VeBbdsMGlZ9ae7mhrBVqzAoJwdn9+7Fpj59cMq0NFlwy82Fpa+vxj75R44ARUXlD8UYK+P+/dIJcXx8JAaMhDHWWHHSzRqmKVOAH38ETE0BmUw1tOD06YC8aYyva2Jigj6vvYZ3/vc/dJVKcXj1amzr1g0HfXzg2q6dUO/xxYuw/de/UGBjgyvt2iFpyhQU/fMPz3zJWDmPHqn+MBWJZLCx4Y9GxpjuiYia5qevlZUVAEAmk9VQkxm1Q4eAt94CsrJU635+wIYNgI+PQcMyFiciItA7JqZCeYaFBR60aweLoCB4jhwJ2+efV32LwLTG7yENX6dOnQAAly5dgqvrHqSnh8DSMh0ymYuBI2OMNQRl30O0wX/Os4atf3/g77+Brl1V6wkJqtcrV/KoHgDsx41D7ODB2O3khPtlypsVF6PLxYto//XXKOjdW2MfpUwG5YMH9RsoYwaWn28NALCyKqyhJmOM1Q0n3azh8/FRzVj5wQeq9fx8IDISeOGFJvOQZVU69e2LsLg4DM7MhPmjRzi4fDl+7tsXv9vZIeNJnSQXF4273Fc2boRJixZIs7TEBR8fnB00CNcXL4b07Nkm032HNT1FRbYAALGYv7lgjOkHdy/hr4Ybl8OHgYgI4M6d0rKBA4Fp01ST6nAXCkHaw4e4sG0bxDY26PXuu0L58eHD0W/Hjkr3kQG4LxYjs00bPF92uEaiJndt+T2k4VN/NZyYmAhz8+sAOuKZZy7j8uWOhg2MMdYg1LZ7SaMbF2nGjBk4ceIE2rZti7Vr18K0zMgOrAn417+Ay5eBL79ULYWFwP79qqVbN2DUKGD4cMDb29CRGpyrmxsCp0ypUG45cCB23rkD++vX4ZWdjTZEwldiVgB8pFIUJiVp7HN95064jhiBR2Ix8po1g9zTE6Y+PrDp0AGOXbvCpUcPWJS7o86YsXj8+DEARwCAg0OTvA/FGKsHjSrpTkxMRHp6OhISEjB//nzs3bsXQ4YMMXRYrL6JxcD8+cD48cDixaoHK2UyIDFRtcyYATzzjOqhyxdfBDp0AHx9AWdnTgoBPD92LJ5/MgmRQqHAjfPncefgQUhPnYLp5ctwePAA+V5e6FRmn5yzZ9FOoYBjTg6Qk6OavOjYMY3j5ohEEBcVwdTcHACglMtxasQImHt6wsrLC+I2beDg6wuHtm0hsrCor+YyhuzsbACeAACJhN8DGGP60aiS7j///BMDBgwAAAwYMAA7d+7kpLspa9lS9UDlggXAqlXApk3AtWuqbVeuqJbVq0vrm5kBzZoBDg6qGTDLJn5yOVBcrLmUlKjK5XJAoVAtaiKR6nhmZqpJfSwtVYuVFWBtrVpsbFSLWFy62NqW/qt+XX5Rb7OxUQ2ZqEempqbwffZZ+D77bPX1WrXCwVatIHn8GC4FBfBUKlE+bS4QieDwJOEGgMxr1/Dizp2VHi9bJEK2uTmkVlaQ7NsHj379hG2nPv0UAGDl4QEbT0/YeXnBoXVrWEkkRvdHU3p6OsaMGYP4+Hh4enoiOjoagYGBFeoVFhbi3XffRVxcHCQSCT7//HO89dZbBoi4acrLKwFgAwCwt1dUX5kxxurIaJPulStXYs2aNbhw4QJmz56NefPmCduq+iDLyspC69atAQAODg7IUg8jVwUiqrIfjouLC1xdXXXWHmZAzZoBs2erZrI8fx7YtQv44w/g5EmgoKC0nlwOPHyoWnShuFg3x6mOhYUq+VYn8upFndxbWakWdcKvTv4tLEoXc3PNRV2m/oNB/cdD2cXUVGPp0asXsGePsJ6Tl4ebV68i69o15N+8CeW9ezAxMYH7w4eAiQlgYoLHp06hqoHZHIng+OSPm/umpqqRaEQiQCSCx1dfwUNRMTGSAcg2MYHUzAyZn3yCXgsXCttO//vfKLp0CWbOzrB2d4ethwes3d1h7eYGU2dnFFpawloigYODQ4XjpqWlIT09vUK5UqmEqIYkf+LEiXBzc0N6ejoOHz6MN998E0lJSXByctKoFxUVhYyMDNy7dw+XL19GcHAwevTogfbt21d7fKYbt2/nCK9dXIz2Y5Ex1sAZ7buLu7s75s2bh9jY2Arbqvogc3R0RE6O6s0zJycHEkn1s4opFAp07ty50m1RUVEaiT5rBEQiVb/ubt1U6yUlwM2bwPXrQHIykJ4OZGSoukcUFZUmzSKRKlG0tCy9a21hoZmUqhNQdRKmVKrufJeUqJaiIlUXF5lM1c9cJlMl/FKparQV9b9l/wjQhvque3a2zi6TLjg8WSpwdxdetgFwF0A2ACmAIgAlAAiAKQALqPqQd+zTR+MQjlWc0wqAm1IJFBcjfckSVZ/+J+TFxehXxX7qeE+KRHixd2/gf//T2BYdHY358+dXul91z4xIpVLs2rULN2/ehI2NDQYPHowuXbogLi4OY59031HbtGkTtm/fDnt7e7z44osYMmQIYmNjqzwv060bN/KE115etgaMhDHWmBlt0v36668DAPbv369RXt0HWZ8+ffDdd99hxIgROHToEHqXG3+YMQ3m5kD79qrFWCiVqsS7bCIulQJ5eZpl6qWwsPRf9VI2sVcv6qRf/cdEUZHqjwEDMoOqF61nLffLAHALQCFKE3UlANGTY5oDkDxJvtXMKxylonwi1XXRkaSkJIjFYnh6lrawS5cuFb5dy8rKwsOHD9FVPdb8k3onTpzQWSysepmZpa/d3Pjhe8aYfhht0l2V6j7Ixo4dC4lEAj8/P/j4+GDWrFkGjJSxOjAxKe273by5fs9FVHonvqSktJ+6epHLNf9V37lX918vv6jv7pddV5cRlf5bWVn57eoy9aIuA+BVvqz88qQbSlnPyuV4nJ+P7OxsZOfkIDcvDyUFBVDKZDArKYGtUonmXl7A4ME6u7xSqRT29vYaZfb29sgsm+E9qQcAdnZ2GvXU5Uz/cnNLXzs5cdLNGNOPBpd01/RBtmzZMq2PpVQq0aZNGwBAXFycxjYXF54GmDVyIlFpv+5GzhSA05OltiIjIzF8+PAK5c8++2y1fbrFYjFyy2ZzAHJzcyEWiyvUA4C8vDzhva2yekx/Hj0qHWvd27v6bomMMVZXDS7p1vaDTFuWlpYASgc4Z4yxslxdXSt9qNrEpPoJfX19fSGVSnHv3j14eHgAAC5evIjRo0dr1JNIJHBzc8OFCxfQt29foR6/J+lX2QdkHz++DEA10pWrq6UBo9KUlpaG6OhoYT0yMtLoHvDnGHWDY9QNo4+RjNz7779PUVFRwnpeXh6Zm5vT3bt3hbKAgABav359rY5raWlJlpaWugqTMdbEaPMeMmzYMBo3bhwVFBTQnj17yMnJiTIzMyvUmz59Og0YMIByc3Ppr7/+IolEQlevXtVX6IyILl68SFA9t0vAHKF/UlGRoSMrpRkj6OLFi4YOqQKOUTc4Rt2o7xg7duxIHTt21Lp+9bdqDEgul0Mmk0GhUGi8FovFGDJkCKKiolBYWIi9e/fi/PnzPB43Y8zoREdH4/79+3B2dsbHH3+Mbdu2wcnJCVu2bNG4k/3ZZ5/ByckJ7u7uGDp0KFasWMHDBdYrVZcSkaigKfS2YowZiNF2L1m4cKHGcFmLFi1CTEwMxowZg+joaISHh8PZ2Rmenp7CB1ltFRcXCx98VY3XrWb0X1looTG0AWgc7WgMbQC4HTVxcXGpMAITAIwaNQqjRo0S1q2trbFly5anPh+rK9UAl6amUqgnyWGMMV0z2qR73rx5VY6TXdUHmT6lp6dr/BEwfPjwBpdcNIY2AI2jHY2hDQC3gxknbWcCLWUFADAxqYcJrRhjTZbRJt31wcLCosY73IwxxhoWbWcCLaWa4VQuF2l8JvDMxIwxoOqZiYuKimBmpn0q3aST7tp0L2GMMWb8ajMTaKnpAD6HUgl07nwdgByAKuk25PCxReUmaxoyZIgw4pax4Bh1g2PUDX3FmJ6eXmnSDahu4GqrSSfdAHDjxg3hddkEvPxwXT///HOdz6FNYl9VncrKy5dVFndlr8v/Mja0dqg9zc+iuhi12V5dzDWtl21HQ/9Z8O8UM1bazgTq4uICW1vbJw/ppwOo/APVkMzMzDSS/trcUasvHKNucIy6YYgYzc21mfNYxfiuWD2ysLAQJsdhjDHW8Gk7E6irqyukUinmzZun0Z+/rMjIyCqfLWKMNR3VvU9Mnz5d6+OIiJ7MrdzEqGeSU/9rYWGB4uLiCq/VzMzMUFJSIqybm5vXODmGWtnj1rZOZeXlyyqLu7LX5X/UtWmDMbRD7Wl+Ftq0o7rt1cWsbZsANPifBf9OlX5b0UTfQo3WuXPnEBgYiMePHwtlkyZNgqWlZaUzFlfVVxPgPt2MMRVdvU802aTbxMQERKR1Xx8igkKhENZNTU2rnQLaGDWGNgCNox2NoQ1A025HUVERRCIRlEqlvsNjtSCVSuHk5ISUlBRhJtCXX34Zo0ePrqZPN2OM6V+TTboZY4w1TsOHD4eDgwO+++47HDlyBOHh4TWMXsIYY/rXpPt0M8YYa3x0NYEaY4zpEt/pZowxxhhjTM+0f+KJMcYYY4wxViecdDPGGGty0tPT8dprr8HW1hbt27fHkSNH6uW8K1euRI8ePWBubl5hOMINGzbA09MT9vb2GDt2rMYoOzdu3EDfvn1hY2ODHj16IDExUdimVCoxdepUODo6onnz5vj666/rHF9RUREiIiLQqlUr2Nvb48UXX8SJEyeE7UuXLoWLiwucnJwwY8YMjdF7Tp8+ja5du8LGxgb+/v64ffu2sK2wsBBvv/027Ozs0KpVK2zdurXOMQLAe++9B3d3d9jb26NLly7Ys2eP0cWoduLECZiYmGDhwoVGF2NAQACsrKwgFoshFosRHBxsdDECwBdffIGWLVvCzs4Ozz77LPLy8owuRq0QY4wx1sQMHz6cIiIiKD8/n+Li4sjJyYkyMzP1ft5ff/2V4uLiaMSIERQVFSWUnz9/nhwdHenUqVOUnZ1NgYGBNGfOHGH7888/T3PnzqXCwkKKjo6m1q1bU0lJCRERff/999StWzd69OgRXb9+nVq0aEGHDx+uU3xSqZTmz59Pt2/fJoVCQVu3biVnZ2fKy8ujffv2kaenJyUnJ9ODBw+oc+fOtHbtWiIikslk5OnpSWvWrKHCwkKaNWsW9evXTzjuJ598Qv3796ecnBw6ceIEOTo60tWrV+sUIxHRlStXSCaTERHRqVOnyN7enjIyMowqRiIihUJBvXr1ohdeeIEWLFhARGRUMfr7+9OmTZsqlBtTjCtWrKCXX36Zbt++TUqlkhITE0kmkxlVjNripFsHPvnkE+rXrx+NGTOG5HK5ocOpNZlMRr169SJbW1tKSkoydDh1Fh8fT7169aK+ffvS1KlTDR1OnaWmplLv3r3ppZdeopCQECooKDB0SHW2fft28vT0NHQYdZaSkkKurq7k7+9PQUFBhg6H6UheXh6Zm5vTnTt3hDJ/f39av359vcXw/vvvayTdM2fOpHHjxgnrR48epVatWhER0dWrV8nW1lZIMomIvLy86L///S8REb344osaiVNUVBSNHj1aZ7G6u7vT33//TSNHjhQSRyKimJgYeumll4iI6ODBg9SmTRthW35+PllbW9PNmzeJiMjNzY0SEhKE7eHh4TR37lydxHf69GmysrKixMREo4tx5cqVNHnyZAoPDxfiMqYYq0q6jSVGuVxO7u7ulJycbLQx1gZ3L3lKiYmJSE9PR0JCAry9vbF3715Dh1Rr5ubmiIuLw7BhwwwdylNp27Ytjh07huPHjyMtLQ0XLlwwdEh10qJFCxw/fhzHjh1Dz549G+TvFKAa+3r79u1o2bKloUN5KkFBQYiPj8dvv/1m6FCYjmg7VXx9unz5Mrp27aoRT2pqKqRSKS5fvox27dppzCtRNt7K9tVVW5KSkvD48WO0bdu22vOU32ZjY4M2bdrg0qVLyMrKwsOHD3UeY2RkJKytrfH888/jlVdeQZcuXYwqxszMTHzzzTcVZjI0phgB4KOPPoKLiwuCgoJw/vx5o4rx7t27KCgowI4dO9C8eXO0b98ea9asMaoYa4OT7qf0559/YsCAAQCAAQMG4M8//zRwRLVnYmKC5s2bGzqMp+bh4SF8KJmZmcHU1NTAEdWNqampMBuiQqGAr6+vgSOqm19//RWvvfZarWaoNEbx8fHw8/N7qn6yzLhUNVW8VCo1UEQVY1K/lkqlNcZb2b66aIu63+u///1vODg4VHue6mJU17Gzs9NpjNHR0ZBKpTh8+DBeffVViEQio4px9uzZQl/7sowpxi+++AIpKSlITU1FUFAQgoODkZeXZzQx3rt3Dzk5Obh+/Tpu3bqF7du3Y9asWUhISDCaGGujYX8a6lh1D7hU9dBNVlYWHBwcAAAODg7Iysqq77A11KUNxuhp2nHu3DlkZGSgY8eO9Rhx5erajuPHj6Nnz544cuQIWrduXc9Ra6pLG4gImzdvRlhYmAEirlxd2uHu7o5r167h6NGjOHz4sHAXiDVsYrEYubm5GmW5ubkQi8UGiqhiTOrX6gfcqou3sn2fti0lJSUYPnw42rZti7lz59Z4nupiVNdRP/ymqxgB1U2KwMBAHD58GPv37zeaGM+dO4fTp0/j3XffrbDNWGIEgBdeeAFisRjW1taYMWMG7OzscPLkSaOJ0draGgAwd+5cWFtbo2vXrhg5cqRR/axrg5PuMtzd3TFv3jwMHTq0wraJEyfCzc0N6enp+PLLL/Hmm2/i8ePHcHR0RE5ODgAgJycHEomkvsPWUJc2GKO6tiMtLQ2TJ0/G+vXr6zvkStW1Hf369cOZM2fw+uuvG7wtdWlDXFwc+vfvDzMz45l/qy7tsLS0hK2tLczMzDBo0CBcvHjRAJEzXfP19YVUKsW9e/eEsosXL6JTp04Gi6ljx44aXeIuXryIVq1aQSwWo2PHjkhKSkJRUZHGdnW8le37NG1RKpV45513IBKJsHHjRohEohrPU35bYWEhbty4gU6dOkEikcDNzU2nMZYnl8uRnJxsNDEeO3YM165dg4eHB9zc3LBt2zZ8/vnnGDt2rNHEWBkTExMQkdHE2K5dO1hYWAi/gwAaxO9jlfTea7wBKv+AS3UP3Zw7d44iIiKIiGj+/Pn066+/1nO0latNG9TCw8ON7kHK2rRDJpNRYGAg/f333waItHq1bYfa6tWraeXKlfUZapVq04aFCxdSYGAg9e/fnxwdHWnmzJkGiLhytWlHbm6uUDZq1Cg6efJkfYbK9GjYsGE0btw4KigooD179tTb6CUlJSVUWFhI48ePp9mzZ1NhYSHJ5XI6f/48SSQS+vvvvyk7O5uCgoIqjF4yb948kslktGrVKo3RS1asWEHdu3entLQ0SkpKIg8PjzqPXkJENH78eHrppZeosLBQo3zv3r3UsmVLunHjBj18+JC6du2qMVqEh4cHrVu3jmQyGc2ePVtjtIjp06fTgAEDKDc3l/766y+SSCR1Hi0iOzubtmzZQnl5eVRSUkI///wzWVpa0rlz54wmxvz8fHrw4IGwvPnmm/Tpp59SVlaW0cSYlZVFv/32G8lkMioqKqLly5dT8+bNKTs722hiJCIKCwuj9957j2QyGV2+fJlcXV3pjz/+MKoYtcVJdyXKfyifPXuWJBKJRp0PP/yQpk2bRkRE06ZNo379+tHo0aOFN0FDq20bhgwZQu7u7tSnTx/6+eef6zPUatWmHatXrxZGmvD396c///yznqOtWm3aER8fT35+fhQQEEChoaGUn59fz9FWrra/U2p9+/atj/C0Vpt27Nu3j3r06EG9e/emGTNm1HOkTJ/S0tIoODiYrK2tydfXl37//fd6OW9UVBQB0FhiYmKISDX6QosWLUgsFlN4eLjGH+BJSUnUp08fsrKyou7du9O5c+eEbQqFgqZMmUIODg7k4uJCX331VZ3ju3XrFgEgKysrsrW1FZY//viDiIgWL15Mzs7O5OjoSJ988gkplUph31OnTlGXLl3IysqK/Pz86NatW8K2goICCgsLI1tbW/L09KQtW7bUOcacnBwKCAggBwcHsre3px49etAvv/wibDeGGMsrO3qJscSYlpZGPXv2JLFYTBKJhF5++WU6c+aMUcVIpPrjIDQ0lMRiMXl7e9OqVauMLkZt8TTwlZgwYQLc3NyEfp8JCQl45513cOvWLaHO7NmzkZmZiR9++MEwQdagMbQB4HYYk8bQBqDxtIMxxljDwn26tWCMD93UVmNoA8DtMCaNoQ1A42kHY4wx48ZJtxaM8aGb2moMbQC4HcakMbQBaDztYIwxZtw46S5DLpdDJpNBoVBovBaLxRgyZAiioqJQWFiIvXv34vz58xgyZIihQ66gMbQB4HYYk8bQBqDxtIMxxlgDVS89xxuI6h5wMdRDN7XVGNpAxO0wJo2hDUSNpx2MMcYaJn6QkjHGGGOMMT3j7iWMMcYYY4zpGSfdjDHGGGOM6Rkn3YwxxhhjjOkZJ92MMcYYY4zpGSfdjDHGGGOM6Rkn3YwxxhhjjOkZJ92MMcYYq7WAgADMmTPH0GFUKTg4GAsWLDB0GBXI5XKIRCLEx8cbOpRq/e9//0O3bt2gVCprtV9ISAg2bNign6AaOE66GWOMMdagaJPwHzhwAP/5z3/qKaLGZ9KkSZg/fz5MTEpTxd9//x2BgYGwt7eHra0tunfvjpUrV6LslC8LFy7Ep59+isLCQkOEbdQ46WaMMcaamOLiYkOHUCcNNe6G5ujRo3j48CFCQkKEspiYGLz++usIDQ1FamoqMjMzsWTJEixduhRjxowR6nXr1g1eXl7YvHmzASI3bpx0M8YYY41cQEAAPvzwQ4wcORISiQSTJ0+GTCbDrFmz0KZNG0gkErz00ks4d+6csM/333+Pzp07w97eHm5ubnjnnXeQkZFR63OGhobCzs4Obdu2xY8//qhRp6ZzVBb3hAkTkJCQgC+++AJisRhisbjK85e9Gx4QEIBJkyZhxIgRsLe3h6enJ3766SdcuHABvXv3hp2dHV544QVcu3ZN6zbUdA0BIC0tDaGhoXB0dISPjw+2bdtW62swZcoUhIWFwcHBAS1btsTKlSs1jlFYWIg5c+agXbt2sLOzg4+PDzZu3Kh1jOX98ssvCAwMhKmpKQAgNzcXU6ZMwWeffYaJEyfC0dERVlZWCA4Oxo4dO7Bp0yYcOXJE2H/AgAHYuXNntedokgw8DT1rxIqLiyksLIwkEgnZ2tpSdna2oUMyOosWLaLIyEidHvPDDz+kqKgonR6TMdaw+fv7k42NDe3bt48UCgXl5+dTeHg4BQYG0p07d6ikpIS+++47cnFxoaysLCIi2rFjB127do0UCgXdunWLXnjhBRo5cqTGMWfPnl3tOa2srGj37t1UUlJC+/btI3Nzczp+/LhQR5tzlI9bm3NXVsff358cHBzo2LFjpFAo6JtvviEbGxsaOHAgpaSkUFFREYWGhtKrr76qdRtquoZEREFBQdS/f3/KzMykzMxMeu211wgAHT16VOtrYG9vT0eOHCGFQkE7duwgExMTSkpKEuqMGjWKnn/+ebp8+TIplUq6d+8enTlzRusYy+vVqxctXbpUWN+3bx8BoDt37lRa38fHh6ZNmyasb9++nZydnav56TRNnHQzvYmNjSV3d3fKyckxdChG6cGDB+To6EiPHj0Syqr6IAkPD6dRo0ZpddxHjx6Rg4MD3b17V2exMsYaNn9/f41ELiMjgwDQ1atXNeq1bduWNm3aVOkxdu7cSU5OThrHrCnpDg0N1Sh78803KSIiosp9KjtH2bi1PXdldfz9/TXOnZ2dTQAoNjZWKNuxYwc5Ojpq1QZtruHdu3cJAJ0/f17Yfv78eY2ku7zKrsHYsWM16jRr1ox++uknIiJKT08nAHT69OkKx6rLz5mIyNfXl1auXCmsb926lQCQVCqttH7Pnj1pwoQJwvpvv/1GJiYmVR6/qTIz1B121vjduHEDPj4+sLe3r7JOSUkJzM3N6zEq47Fy5UoEBQXB1dVVp8d1dXXFq6++iujoaCxatEinx2aMNVytW7cWXicnJwMAevXqpVGnuLgYd+/eBQDs3LkTy5YtQ3JyMmQyGZRKJfLz86FQKIRuB7U5p3r97Nmzwro25yh/jKfh7u4uvLa1ta20LC8vT6s2aHMN1f+WPUb542lzDVq0aKGxT9k4U1JSAADt27ev0F5tYqyMk5MTcnJyhPUOHToAABITE9GnTx+Nuvn5+bh27RreeecdoSwnJwcSiaTK4zdV3Keb6cWYMWPw2Wef4cSJExCLxQgODgYAeHt7IyoqCgMGDICdnR2++uorAMCPP/6Ibt26wcHBAZ06dcJPP/2kcbxNmzbB19cXdnZ2CA0NxYcffoiAgABhu7e3N9auXauxj0gkwuHDh4X1v/76CwEBAXB2doaXlxf+85//QC6Xa9T/7rvv0LdvX4jFYnTp0gXHjx/XOObGjRvRvXt3ODg4oHnz5pgyZQoAwM/PD/Pnz9eou2PHDjRv3rzKB39++eUX9O/fX5vLqeHcuXNCP0b1YmJignnz5gl1uD8dY6y8sqNQuLm5AQDOnz+P7OxsYSkoKMDMmTNx9+5dDB8+HJMmTUJqaipyc3OxadMmANAYqaImt27dqrDu6ekJAFqfo2zc1ZXpS1VtqOkaAhDaWvYYZV/r4jp7e3sDAK5fv15hmzYxVqZnz564dOmSsN69e3f4+flhyZIlFeouX74clpaWCAsLE8ouXLiA5557Tqv4mxJOuplebNiwAbNmzULv3r0hlUpx4MABYduqVasQFRWF3NxcTJ48GRs2bMCcOXOwbt06ZGVlYdWqVXjvvfeEhPfPP/9EREQEli9fjqysLIwdOxbr1q2rVTzXrl1DYGAgJkyYgEePHuGPP/7A7t278fnnn2vUW7t2LTZu3Ijs7GwEBgZi1KhRGtumT5+OZcuWITMzE8nJyQgNDQUAfPDBB1i3bp3GeKarVq3C2LFjYWFhUSGewsJCXLp0CZ07d65VOwDg2WefhVQqFZYffvgBjo6OGDp0qFCna9euuHr1KqRSaa2Pzxhr/Ly8vPD6669j4sSJuH37NgAgLy8PBw4cwIMHDyCVSqFUKtGsWTNYWVkhKSmp0oSrJvv378e+ffugUChw8OBB/Prrrxg7diwAPNU53NzcKk0y9aGqNtR0DQHAw8MDgYGBmDFjBrKyspCVlYVZs2YJx9bFdXZxccFbb72FiRMnCg+BPnjwAGfPntUqxsqEhobiyJEjUCgUQllsbCyuXbuGiRMnCnfkv/rqKyxbtgw7duyAi4uLUPfgwYN44403atWOpoCTblbvxo4di969e0MkEsHGxgbLly/H7Nmz8dxzz8HExAT9+vXDiBEjhMH1Y2JiMHjwYISEhMDMzAwhISEYOHBgrc75/fffIyQkBCNHjoSZmRm8vLwwY8YMxMTEaNSbNm0a2rZtCzMzM7z77rtITU3Fo0ePAADffPMNPv30U/zrX/+CmZkZ7Ozs4O/vDwAYNmwYZDKZ8MfFjRs3cPToUbz33nuVxpOVlQUAcHBwqLBt2bJlcHR01FhiY2MrPc6BAwcQGRmJuLg4dOnSRShXH/fx48e1uUyMsSYkNjYWPXv2RFBQEOzs7NC+fXusWbMGRIQOHTpgyZIlGD16NOzs7BAeHo6333671ueIiIjAunXr4OjoiIkTJ+KHH36An58fADzVOaZNm4Zr165BIpHA0dGx1nHVRnVtqO4aqm3evBkWFhbw9vZGjx49MGLECGGbrq7zmjVr4O/vj+DgYIjFYvTt21e4U61NjOUFBgbC1dUVe/bsAQAsXrwYHTp0QGpqKqKjo7Ft2zYkJCRg+vTpKCgowKBBgzBhwgQAqrvqKSkpGt1N2BOG7FDOGreoqCjq27evRpmXlxetWrVKo8zKyopsbW3JwcFBWGxtbSk4OJiIiAYMGKDxVDQR0bRp08jf31/juGvWrNGoA4B+//134RiWlpYa57CzsyNbW9tK6xMRpaSkEADhCXEbGxvavXt3le2dOXMmhYSEEBHRjBkzNJ6AL6+goIAA0MmTJzXKa/Mg5cmTJ8ne3p527dpVof7p06cJAOXl5VUZA2OM6ZM2Dzsau8bQhrpKSEigrl27kkKhqNV+ISEhtH79ej1F1bDxg5Ss3pXvi+fm5ob58+dj9OjRldb39PSstE9dWXZ2dsjPzxfW79+/X+EcYWFhWL9+fZ3j9vb2rvbrzPfffx/t27fHzZs3ERMTg1WrVlVZ19raGh07dsSlS5cqPOCijatXr2LQoEH46quvMGTIkArbL1y4gPbt21c5fi1jjDFWnX79+iExMbHW++3evVsP0TQO3L2EGdzUqVOxYMECnD59GkqlEkVFRTh9+jTOnDkDAAgPD8fu3buFPnX79u3D/v37NY7x3HPPYevWrcjOzkZubm6FB0QiIyOxY8cObN++HcXFxVAoFEhOTsbBgwe1jnPKlCn4/PPP8d///hcKhQJ5eXk4duyYsN3b2xtBQUEYPnw4zM3NNWbyqkxoaCgOHTqk9fnV7t27h/79++Ojjz7C+PHjK63D/ekYY4wx48JJNzO4KVOmYN68eZgwYQKcnJzg4eGBTz75RLhz3a9fP6xevRpTpkyBo6Mj1q1bh4iICI1jLFy4EPb29mjZsiV69uxZIeF8/vnn8fvvv2PNmjXw8PCAs7Mzhg0bJjxYoo333nsPS5YswdSpUyGRSODr64tdu3Zp1Pnggw9w9uxZjBs3DmZm1X+RFBkZid9++03oM66t33//HampqVi8eLHGCCaLFy8GAKSnp+PQoUOYOHFirY7LGGO6FB8fj4ULFxo6jKfSGNrAjIeIqBZj/zBmJObMmYPjx48jPj7e0KFouHLlCjp37oyUlBS0atWqxvqLFi3C/fv38f333+sshsmTJ0MikVQYwpAxxhhjhsNJN2uQjDHpLi4uxrhx41BcXIxt27YZOhzGGGOMGRHuXsKYDuzbtw8SiQSXLl0SJvxhjDHGGFPjO92MMcYYY4zpGd/pZowxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMzzjpZowxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMzzjpZowxxhhjTM846WaMMcYYY0zPOOlmjD2VTp064cSJE4YOg9VCQkICunXrZugwGh1juq5XrlxBly5dYGdnh19++QUPHz5Enz59YGdnh+XLlxs6PMaaJE66GWNP5dKlS+jdu3e9nnPMmDFYuHBhvZ7TkLZs2QKxWKyx2NjYQCQS4Y8//qhQXyQS4e7duxplZa+Zn58fEhMThW3e3t44fvy4fhthZGp7TQHjua4KhQILFiyAt7c3rK2t0aFDB0RHR2vU+fLLLxESEoK8vDwMHToUq1evhre3N/Ly8vDxxx/X6bzz5s3D+PHjddEExpokTroZY3Uil8sNHUKTMWrUKEilUo0lIiICfn5+6Nu3r6HDa5CM7ZrGx8cjICBAq7qRkZHYtm0bdu3ahby8PKxevRqLFy/G0qVLhTqpqano2LFjleuMMQMgxliDdvv2bRo4cCA5OTlRhw4d6MCBAxQfH09ubm6Unp5ORERxcXHk4+NDUqmUjh49Sm3atKE5c+aQo6Mj+fr60m+//SYcLzMzk9566y1ycXGh1q1b04YNG4Rt/v7+NGfOHOrZsydZWFhQcXExeXl5UUJCAhERhYeH06RJkyggIIBsbW1p0KBBlJaWRkOHDiU7OzsKCAigjIwM4Xjx8fHUo0cPcnBwIH9/f0pOTiYiopSUFDI1NaXVq1eTm5sbNW/eXIhjw4YNZGZmRhYWFmRra0vvv/++3q+xsfnll1+oWbNmdPfu3Uq3A6A7d+5olIWHh9OCBQuIiITfASKicePGkUgkImtra7K1taXNmzfrN3gjVdM1JdLvdT169Cj5+/vXGOfVq1dJJBLRP//8o1G+a9cusrGxoezsbBowYACZmJiQpaUl2dra0vjx4zX+z5w9e5bWrVtHrVq1IrFYTO3ataOjR48SEVFBQQFNnDiR3N3dycPDg5YsWSLEZ25uTmZmZmRra0sDBgyoMVbGmCYzQyf9jDU0U6dOxT///KP383Tv3h3ffPNNtXWUSiVCQkIwbtw4xMXF4fTp0xg8eDAuXryIESNGIDIyEitXrsSECRPw008/wdbWFgBw69YtKBQKPHr0CPv378fw4cORkpICiUSCd955B8888wzu3LmDlJQUvPLKK3j22WfRtWtXAMDWrVtx8OBBeHp6wsys4lvI9u3bcfjwYbRq1Qp9+vRBv379sHbtWsTGxmLQoEH49ttvMX/+fNy5cwfDhg3Dzp070adPH0RHR2PkyJE4ffo0ANVX6BcvXsTt27cRHx+P0NBQhIaGIjw8HEePHkXbtm0xZ84c3V708qZOBerhZ43u3YEaftZqt27dwvjx47Fp0yZ4eHg89anXrl2Lw4cPY/PmzejXr99TH68m9XFJa3E5Aej+mgL6u65Hjx6Fl5dXhb7jgwYNQnFxMU6ePIkDBw4gICAA48ePx9tvvw0AKCkpEf7P5Ofnw9/fH2fOnIGvry9u374NpVIJAJg+fTqysrJw/fp15ObmIigoCJ07d8agQYMwa9Ys3L17F2vXrtVZexhrSjjpZqyW/vnnHxw7dszQYQAATp06hcLCQkyePBkA0Lt3b/j7++PAgQNYsmQJunfvDn9/f7z55pt46aWXhP3MzMwwd+5cWFhY4PXXX0fnzp1x4MABvPLKK4iPj8euXbtgbm6ODh06ICwsDDt37hSS7nHjxqFt27ZVxjR8+HB06tQJADBw4EBcuXIFfn5+AIA33ngDhw4dAqDqU/vGG28I2yZNmoTPPvsMt27dEo6ljvHVV1+FjY0Nbty4ge7du+vs+tXon38AI/lZA6rEaeTIkYiIiMBrr71Wbd1OnTpBJBIJ6wUFBZg7d66+Q6yRkV3SWl1TwPDXNSMjA25ubhXKTU1N4ezsjIyMDK2OIxKJcOnSJbRq1QpeXl4AACJCTEwMkpOThX7uH3zwAXbs2IFBgwbptB2MNUWcdDNWS/WV9GlzntTUVKSkpMDR0VEok8vl6NmzJ6ytrfHWW29h/vz52LNnj8Z+Li4usLKyEtZbtmyJBw8eIDU1FTKZDC4uLsI2hUKBUaNGCeuenp7VxuTq6iq8tra2rrAulUqF2Ddt2oSff/5Z2F5cXIx79+7Bw8NDSCLUbGxshH3rTX0l+FqeZ9asWSAiLFmyRCgLDg5GQkICAODAgQPCHzGXLl3S+FmNGTNGZ+E+jfq4pLU5R2XXFKif6xobG4vIyEgAqv+3MplM+L/cqlUrnD9/vsI+zs7OePjwYYVyhUKBzMxMNGvWrMbz2traYuvWrVi2bBnGjBmDoKAg/N///R/MzMxQWFio0fdbqVTycwOM6Qgn3YzVUk1dPuqTh4cHnnnmmUo/nJOTk7FixQqMHDkSH3/8MX799VdhW0ZGBmQymZB437lzByEhIfDw8IBYLEZWVpbG3byyqiqvS+zvvvsuvv322wrbyt7t1mcMNTKin/X+/fuxbt06nDlzBubm5kL5gQMHnvrY9XY9YVSXtMprCtTPdQ0LC0NYWBgA1YOU8+bNQ3x8fLX7vPzyy5g4cSISExM1upjs3bsX5ubm6NWrl1axDRw4EAMHDoRUKsWECRMwa9YsrF+/HpaWlrh58yacnJxq3R7GWPV49BLGGrBevXpBqVRi5cqVKC4uRnFxMRISEpCamorw8HD8+9//xoYNG3Dt2jVs3rxZ2K+kpAQLFy5ESUkJdu/ejYsXLyI4OBgeHh7o3bs35syZg4KCAsjlcpw9exaXL1/WeexhYWHYvn07EhISoFQqkZeXhx07dmi1r6ura42JeWNy7949hIeHY82aNWjdurXOj9/Urieg/2sK6Oe6dujQARERERg1ahQSExMhl8uRkJCADz/8ELNmzdL41qsqjx49wt69e1FYWAhLS0vY2NjA1NQUJiYmCA8Px7Rp05CdnQ2lUokrV67g1KlTQntu374NItJpmxhrKjjpZqwBMzMzw759+3Do0CF4eHigRYsWWLRoEbZt2waRSISPPvoIlpaW2LhxIz766CPcv38fgGr8YJFIBFdXV0ybNg3btm2DRCIBoOprfffuXfj4+MDV1RVTp05FYWGhzmNv3bo1fvrpJ3zyySdwcnJChw4dEBcXp9W+ERER+Ouvv+Do6Ch8Pd+YrVu3DhkZGQgPD68wtvSWLVue+viffvopZs6cCUdHR8TGxuogYuOn72sK6O+6/vDDDxg2bBgGDx4MsViMcePGYcaMGVo/WKxUKvHFF1+gefPmcHV1xb1794Sxxr/++ms4ODigS5cucHJywujRo5GVlQUAGDZsGKRSKSQSCffxZqwORMR/sjLWpMTHx2P8+PFITk42dCiMMcZYk8F3uhljjDHGGNMzTroZY4wxxhjTM+5ewhhjjDHGmJ7xnW7GGGOMMcb0jJNuxhhjjDHG9IyTbsYYY4wxxvSMk27GGGOMMcb0jJNuxhhjjDHG9IyTbsYYY4wxxvSMk27GGGOMMcb0jJNuxhhjjDHG9IyTbsYYY4wxxvSMk27GGGOMMcb0jJNuxhhjjDHG9IyTbsYYY4wxxvSMk27GGGOMMcb0jJNuxhhjjDHG9IyTbsYYY4wxxvTs/wGDjf4suN9hIQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 14.3 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 20165.1 ± 526.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 133569.2 ± 4731.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 0.0 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 21.3 ± 0.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 3.8 ± 0.0 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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o2JANGzZQRpvECCGEsEE5my3ISLcQxcFmk+4ePXrQrVs3PDw8cmxPSkpi/fr1TJs2DRcXF7p160ZgYCC//PILaWlpxvd5eHjg7Oz80HPodDoCAgLyfMyfPz/Pz9SqVYvp052APQAsWqRh7VpgyhRUZ8/CyJGg0YBeT/VNm1gdEcGGrl1p+dRT/Pvvv6b8IxFCCCHM4sHOJTLSLYTl2WzSnZ8zZ86g1Wrx9fU1bgsMDCQyMpKDBw/y3HPP0aZNG37//XcGDx5skRgmTRqPv/8HwG0Ahg3TcekS4OsLX38NJ06ga9sWAE/ga+Czw4cZ0rIl4VllJ0IIIYS13Eu6k9FoLlOnTh1rhiNEmVDiku6kpCTc3NxybHNzcyMpKYlWrVqxZ88edu7cyZo1a3BxcbFIDPb29nz33XTgNQASEjQMHKiQmZn1hvr10fzxB6xfjy7rx0EV4GxcHG3atOH48eMWiUsIIYQoiHtJdyT+/nVxcHCwZjhClAklLunWarUkJCTk2JaQkIBWqy30sTQaDREREXk+goODH/rZZs2aMWZMJQzj2LB3r4oZM+57g0oF3buj+fdf+N//OPDqq8QBsbGxtG7dmm3S5UQIIYQVKIpxrj9Szy1E8SlxSXft2rVJSkri6tWrxm0RERFFauqfkZFB37596du3L/Xr18/x8Pb2fuTnp0+fTsWKs4DIrNcKe/c+8CZXV5g1i94LF/L5558Dhh8JWzp0IOzTTwsdsxBCCGGK6GiIjc1+JfXcQhQXm026MzMzSU1NRafT5Xiu1Wrp3r07ISEhpKSksGHDBv7++2+6d+9e7DF6eHgwe3Yo8AqQil6vYuBAQyumvIwdO5aVK1fS2c6O/9PraThpEnz5ZfEFLIQQosyT5d+FsA6bTbpnzJiBs7MzixYtYubMmTg7O7Ns2TIA5s+fz7Vr16hQoQITJ05k1apVeHp6FvocDg4OxhaBRTVkyBCefNIVeAOAS5cMDUzy6xD48ssv88m776JyckKl18OYMfDuu/l/QAghhDAj6VwihHWolDLaQNrJyQmA1NRUk4919OhRmjVrjqL8AnQBYMkSGDr0IR/66y/o1AliYgzHCAzEd8MGHqtWzeR4hBCWZ85riLCO7LJEUwZeSqIRI8CwjEUcrq7VSUiIN67mLIQouMJeQ8r0f2Xp6enGGm5TNG3alP/+dxwwDLgOGAawz559yIeCguDPPyFrGfmm4eFcr1OHC/v3mxSLEEII8TD3JlH+TUBAfUm4hSgm8l+amUyfPp1q1VyAIQAkJ0P//pCR8ZAP+fmh7N/P2axJm43S0nB57jkOfPaZ5QMWQghR5uh0EBGRfYP7byktEaIYlemk2xw13dm0Wm3WKpZ/AHMBOHIEQkIe/jmVjw+1Ll3icOPGAHjr9RwfP55+/fpx48YNk+MSQgghskVFQUqKKuvV3zKJUohiVKaTbnPr3LkzL730EvA2EAbAhx/C7t0P/5zK0ZHmx46xf8AANtrZMQ5YuXIlTZs25dSpUxaOWgghRFnx99/3vwqXkW4hilGZTrrNVdN9vzlz5uDkpAb6o1KloigwaBDcvv3oz7ZcvpxG58/To3dvAK5du0brVq04efKk2eITQghRdt2r59YDkTLSLUQxKtNJtyVUr16dt956C/gHRZkIwOXL8PrrBesKWMXXl9WrVzNt2jQ0wGc3b5I4a5ZFYxZCCFE23BvpjqJKFY8CLQQnhDCPMp10m7Om+36TJ0+matWqwFc4OGwB4Kef4PvvC36MqVOncvjJJ+kLPLl8uSyiI4QQwmQnTtybRNmuXTurxiJEWVOmk25LcXFx4aOPPgIgPX0QLi4JgKGN4LlzBT9Ok/nzIXvRnzFj4LvvzB2qEEKIMiIxEc6fz55EGU779u2tGo8QZY0k3RbSt29fWrduDcSQmtofgKQkGDgQMjMLeJAmTWDrVnBzA0AZPhz96tWkpqaSmJhokbiFEEKUTjlv6v5N27ZtrRWKEGWSJN0WolKp+Pzzz9FoNOj1G6lSZS0ABw7AjBmFOFDTpigbNpDp4IBKryejb186e3jw2GOPsX37dssEL4Qw2VdffUWTJk2wt7cnNDQ03/fNnj2bevXqUa5cOerUqcOSJUuKL0gretg/n6VLl+Lr64ubmxvDhg0jPT3duC8qKoqWLVvi4uJCkyZNOHHihHGfXq9n/PjxeGRdIz/55JPi+jolwv2dS+rV00k9txDFzM7aAVhTdvcSsMwywIGBgQQHBzNv3jyuXh2Ar+8NrlxxZ8YM6NABnn66YMdJbtyYEc7OLE9Px1FRWJWWxtPAoEGDCA8Pp0KFCmaPXQhhEB0dTUxMTK7ter0elUqVxycMKlWqRGhoKCtWrHjo8VUqFStWrCAwMJDIyEjatWtHnTp1aNmypcmx27L8/vmEh4czYcIEtm7dSp06dejduzfTp09n+vTpAPTr14+OHTuyfft2lixZQs+ePTl9+jR2dnZ8/fXX7Nq1i9OnTxMfH0/r1q1p0KDBQ0d0dTpdvtd/Ly+vUpWYHj6cCjgByXTpUs/a4QhRYuT3dyAtLQ07u0Kk0koZ5ejoqKhUKqVevXpKvXr1LHaeuLg4pWLFigqgeHu/oDg46BVQlFq1FCUxseDH+fHHH5XhhgYoigLKaVDcQOnTp4+i1+stFr8QZV1ISIgC5PnQaDSP/PzIkSOVkJCQAp+vX79+ypw5c0yIuGR58J/P//73P2XEiBHG1zt37lSqVaumKIqi/Pvvv4qrq6uSmppq3F+9enVlx44diqIoylNPPaUsW7bMuC8kJEQZPHhwvueuV6+e4uXlle+/38L8eysJnngiOutPyEFl+/bt1g5HiBLjYX8HvLy8CnycMl1eYqnuJfcrX748s2fPBiA6ehtPP70BMKwKNmFCwY/zyiuvMPfOHXRvv42i0bC3fn0SgJ9//pnly5dbIHIhRHHLyMjg4MGDZl07oKQ5efIkDRo0ML4ODAzk0qVLJCUlcfLkSerUqYOjo2OO/dnX8Lw+a8nre0miKHDunAsAGs3JUn8nRQhbVKaT7uIyZMgQWrRoAcC+fb1p3jwJgEWLYO3agh/H3d0dzcyZqI4fp8uOHcbbnnPmzEGv15s9biFE8Zo0aRI1atSgQ4cO1g7FapKSknDLmjwOGJ8nJSXl2pe9PykpKd/PZu8r6y5fVkhPdwWgTp3UHD9chBDFo0zXdBcXtVrN/PnzadKkCTpdBjAUD4+fuXNHxYgRhiYlNWoU8GAqFQQG4g0sXLiQPXv2EBoailotv5+EsITg4GD69OmTa3vjxo0fWtNdWLNmzWLHjh3s2bPHrMctabRaLQkJCcbX2c+1Wm2ufdn7tVptvp/N3pcfT09Pdu7cmec+Ly+vIn0HW7R581XAF4A2bSpaNxghSpj8/g507969UDXdknQXk4YNGzJ27Fg+++wzDh9ew8iRf7BgQXvu3IGXX4a9e8HBoXDH7NatG90aNjSsM//FF1ClikViF6Is8/b2znMynTl/6H755ZcsWrSIvXv34pndm98GpKWlsXz5ctauXcuRI0e4ffs25cuXJygoiJ49ezJo0CCcnJzMes569eoRfm+tciIiIqhWrRparZZ69epx5swZ0tLSjCO1ERERTJw4Mcdns0tMIiIiHlmqo9FoykQ5z4YNl8hOuvv3D7RuMEKUMPn9HSjsHaMyPTya3b2kuC6406dPz1qpElaseIlhwwy9tg8fhv/9rwgHvHoVGjSA9ethuGGapVKQteaFEBaXmZlJamoqOp0ux/MHff/993zwwQds3bqVypUrWyHSvH333XdUr16db775hqCgIL766is2b97MV199RfPmzfn222+pUaMG3xdmqd375PfPp3///qxZs4ajR48SHx/PzJkzGTx4MAB169bF39+fDz/8kLS0NL755htUKhXPPvssAAMHDmTOnDnExMRw9uxZFi5caPxsWXf8eAYAavV1WrSoa+VohCijLDfX07YVV/eSB23atMk44/XFF7srTZvqsxuSKGvXFuGAQ4YYO5osa9FCmT59urlDFkLkwdHRUXF0dMx3f16z3ZcsWaLs2bNHcXV1Nb6vRo0air29veLq6mp8zJw5szi+wkN17dpVOXHixEPfc+LECaVbt25FOn5+/3wURVGWLFmiVK5cWdFqtcqQIUNydCs5c+aM0qJFC8XJyUlp1KiRcvz4ceM+nU6n/Pe//1Xc3d0VLy8v5eOPP35oDMV9/beWtLQ0Ra2OVEBRqlQJs3Y4QpQahb2GqBSlbA6NZt8STU1NLfZzDx48mGXLlgEwZ85apk/vSXy8YeHJY8egVq1CHCw+HgID4fJlkoFmDg5s/PdfatasaZHYhRAG1ryGCPOw5DoNtmTbtr20a/c0YEeXLif57Tfp0S2EORT2GlKmy0us5ZNPPjHWBr3//lD+7/9uApCQAC+9BCkphTiYuzssXQqAK/BJejr/HTfOvAELIYQosVauPEH2FK6OHWXujxDWIkm3FVSoUIHFixcDhtn133/fiwkTDC3/wsJg0qRCHvD55+E//wGgA+C8YQO//fab+QIWQpRpO3fuZPLkyYwePZp58+YRGxsLGGb0C9u3c+ct4/Nnn3W3YiRClG2SdFtJ586dGT16NAB//vknWu1Mslp589VXsG5dIQ84axb6rOXgPwWmjB7N3bt3zRavEKJsGjp0KC+88AJr167l8OHDTJkyBX9/f/bs2SMLc5UAcXFxnDtnaJuoVmdSV+ZQCmE1knRb0UcffYS/vz8AM2aE8NprO3DPGoQYMQIuXy7EwTw9UX/yCQCVgFcvX2bWrFnmDVgIUaZ8/fXX7Nq1i0OHDnH27FmOHDnCjRs3GDt2LN26dSMtLc3aIYpH2L59O2BooVi9ekqhW9MKIcxHkm4rcnZ2ZuXKlbi4uKAoCuPG9SAkxJBp374NAwZAZmYhDjhwIErr1uxxd+dzYPbs2Zw+fdoisQshSr9vvvmGBQsWEBQUZNzm4uLCe++9x3vvvUdGRoYVoxMFsXXrVqAhAE895WLdYIQo48p00l3cfbrz0qBBA2Mnk8TERL74ojWDBhlmUu7dC++/X4iDqVSoNm7EaetWzqlUpKen89///tcCUQshyoIzZ87Qpk2bPPdNnDiRXbt2FW9AolAUReH338OAxwBo2lRj1XiEKOvKdNJtK3r16sX06dMBOHfuHEeOPEPduoYRpBkzYMeOQhzMxYXmzZvzn//8h+bNmzNz5kwLRCyEKAvUanW+LREzMjK4ePFiMUckCuPMmTNcuVLB+LphQysGI4Qo20m3g4MDkZGRNtGjdcqUKQwdOhSAf/89RnJyV5yc9CiKocwkOrpwx5s7dy4H9u6lyV9/QXKy+QMWQpR6zZo1Y8WKFXnumzhxovGaJWzT/aUlIEm3ENZWppNuW6JSqfj22295/fXXAbhyZQtgKA25cQMGDQK9vuDHc7l9G3XTpjByJMyfb4GIhRCl3VtvvcUbb7zBp59+yrVr10hJSeHgwYN0796dP/74A0dHR2uHKB7CkHQ3AqByZQUvL6uGI0SZJ0m3DVGr1cyfP5/JkycDkJr6BWAYZdq6FT76qBAH8/ExZunKRx+xb+tWyujio0KIImrXrh3z5s0jJCSEqlWrotVqadGiBfHx8ezYsQONRmqEbVVGRgY7d+4ke6S7USOVdQMSQhQ96U5LS+Pbb7+lc+fOeHt7Y29vj7e3N506dWLhwoWyNHIRqVQq/u///o9NmzZRt25d4HXgDADvvKPnzz8LeCCNBt5913DMmBjWdOjA5s2bLRKzEKL0GjZsGFeuXGHDhg2sWLGC48ePs2vXLqpUqcI777xj7fBEPg4ePEhSUiZgaMwtpSVCWJ9KKcLw53fffcdbb71F9erVefHFF2nQoAHu7u7Ex8cTHh7O77//zoULF5g9ezaDBw+2RNwmc3JyArDpHwcZGRnMmTOHKVPWoCj7AUc8PBKIinLD07MAB9Dp0D3xBJqzZ7kO9GvenF2HDlk4aiHKhpJwDREPl925yhbm9ZjbtGnTCA3dABwBYOVKePll68YkRGlT2GtIkUa616xZw9atWzl06BDTpk2jd+/evPDCC/Tu3ZvQ0FAOHjzI1q1bWbNmTVEOL7LY29vz9ttv89tv03B0NIxa37njRocOVyjQTyWNBs3UqYBhwZzAw4c5cOCA5QIWQpQajRo14rfffsu3LE1RFH799VcaN25czJGJgjh48CDZ9dwAjRrl904hRHEp0kh3aVDSRqlOnPiboKBLZGZ2AWDixIt8/HH1R38wM5PM2rWxu3CBy8CbvXqxUn4MCWGyknYNKaz9+/czbtw4bt68Sdu2bQkICDDe0YyMjGT79u14e3vz+eef07JlS2uHWySldaRbURQqVqxIXNw0YAzOzpCYaKg6FEKYT7GMdN9v586dTJ48mdGjRzNv3jxiY2MBCA4ONvXQ4j4NGzbgp5+0wAUA5s6txKZNNx/9QTs77LLqLqsCDuvWceHCBUuFKYQoJVq2bMnRo0dZtmwZbm5urF27lo8//pi1a9ei1Wr57rvvOHr0aIlNuEuzqKgo4uLiyJ5E2aCBJNxC2AKTRrqHDh3KsmXLqFmzJuXLl+fUqVM4OTmxevVqunTpQkJCgjljNSsnJyfS09Px9/cHSs5Ix+TJa/noo66APc7OV7h+vTLu7o/47ZSaSoavL/axsewD1k6YwNy5c4sjXCFKrdI+0l0WlNaR7h9++IGBAwcBdwA3/vMfWLDAykEJUQoV20j3119/za5duzh06BBnz57lyJEj3Lhxg7Fjx9KtWzfS0tKKemjxELNn9yIo6BcAUlJ8adv2n0d/yMkJ++nTWVirFl2ARYsWER8fb9lAhRBCWMWhQ4eAGoAbIPXcQtiKIifd33zzDQsWLCAoKMi4zcXFhffee4/33nuPjIwMswRoSba0ImVhbN/+Is7O+wA4erQ+M2ZcevSHRo2i8mefEQ8kJiby/fffWzZIIYQQVmFIuhsZX0u7QCFsQ5GT7jNnztCmTZs8902cOJFdu3YV9dDiEdzctPz8szNgqOmeOrUiYWF3H/m5jh070qxZMyZNmkTHjh0tHKUQQojilpaWRlhYGNn13CoVBAZaNSQhRJYiJ91qtTrfWsaMjAwuXrxY5KDEo3Xu3JRBg7YBoCgutG0bTWrqw8vz1Wo1hw4dYs5bb+F3+nRxhCmEEKIYhYWFkZ6eTvZId61aUK6cVUMSQmQpctLdrFkzVqxYkee+iRMnMnTo0KIeWhTQkiWvUK3aKgDi4mrQrdujy2RUX3wBvr7w0ksQF2fpEIUQpURCQgIrVqxg9uzZANy8eZMbN25YOSrxoEPGBdAMI91SWiKE7Shy0v3WW2/xxhtv8Omnn3Lt2jVSUlI4ePAg3bt3548//sDR0dGccYo8aDQa9u5thZ3dcQD++COAefMuPPxD/v6Qng4pKWR88w3JycmWD1QIUaKFhYVRu3ZtQkNDef/99wE4fvw4Y8aMsXJk4kGHDx8GPDBMpJRJlELYkiIn3e3atWPevHmEhIRQtWpVtFotLVq0ID4+nh07dqCRpqDFolo1H5YsSQUM7RnHjy9PRMRDEum2bdHXqQPA1SlTmD9vXjFEKYQoycaPH09ISAinT5/G3t4eMPTxNqx6KGyJYaS7gfG1jHQLYTtMWhxn2LBhXLlyhQ0bNrBixQqOHz/Orl27qFKlCu9kLcgiLG/gwKfp23cLAHq9O61a3cy/vlulQpU1OlVDr+fM55/nu8yzEEIAhIeH8/rrrwOgUqkAKFeuHImJidYMSzwgNjaWs2fPkl1aAjLSLYQtMXlFynLlytGxY0defvllGt73k/rtt9829dCiEFas6EXVqusAiIt7nE6d8u/frRo6lLSs8p9e16+zf//+YolRCFEylS9fnps3c66Ae+nSJXx8fKwUkciLobQEsidRli9vmMIjhLANRUq6GzVqxG+//ZbvCKmiKPz66680btzYpOBEwWk0Gvbvb4G9/VEAdu6sx9y5F/J+c7ly6AcMAKA98MtnnxVPkEKIEqlv374MGTKEM2fOAHDlyhXGjh3LgKzriLAN9yZRGv72Nm5saBkohLANdkX50Jdffsm4ceMYNWoUbdu2JSAgAHd3d+Lj44mMjGT79u14e3vzxRdfmDte8RBVqz7G99+fo1+/20B53nzTkxdeSKRBg9z9opzHjYPFi1EDFX75haSkJLRabbHHLISwfSEhIYwcOZK6desCUL16dXr06MFbb71l5cjE/QxJtwMQABiSbiGE7SjSSHfLli05evQoy5Ytw83NjbVr1/Lxxx+zdu1atFot3333HUePHqVly5bmjlc8wiuvPE3//ob+3Xq9G23a3CA9PY87Eg0bcsfPD4CBGRms+emn4gxTiFLvq6++okmTJtjb2xMaGprv+/R6PePHj8fDw4PHHnuMTz75pPiCLCBHR0eWLl3KrVu3OHjwIOfPn2fNmjXSpcqGKIqSVV5SHzBMdm3SxKohCSEeUKSR7mxt2rTJd1VKYT3LlvVm375fuHSpO3Fxtenc+Sh//NE01/vKvfkm28aN48u0NO4sXcqQ4cOtEK0Qti06OpqYmJhc2/V6vXFSYV4qVapEaGhovusZZPv666/ZtWsXp0+fJj4+ntatW9OgQQPatm1rcuzm5unpSfPmza0dhshDVFQUcXFxQE/jNhnpFsK2mDyRUtgetVrNn3+2xN4+HIBt25ryySe5J1Zq/vMfto4bx3pg1969WbPehRD3mz9/PgEBAbkeGRkZ6HS6fD/Xo0cPunXrhoeHx0OPv2zZMt544w28vb2pXbs2r732Gt9//72Zv4Vpli1blrW0+D3Hjx/nhx9+sE5AIpcH67ldXCCrO6wQwkaU6aQ7PT2d+vXrU79+fWuHYnZVqlRk+fJMwNDS6403vIiIiM31vmHDhgEQGBhIdHR0cYYohABOnjxJgwb3+ioHBgYSGfno1WWL07Rp03J1KqlUqRIhISFWikg8KDvpVqkMdzUbNQJZLkMI21Kmk+7Srm/fxgwc+CcAen1FnnvuMmlpOUfm/P39CQ8P58SJE7S47w+/EKJ4JCUl4ebmZnzt5uZGUlKSFSPKLTo6OlfS7ePjk6uNoLAeQ9KtRqVqBEhpiRC2qEwn3Q4ODkRGRtrcqJI5ff99e2rU2A3A7duNeO653D25A06eRPX009CiRXGHJ4TNCw4OJiIiItfD3t7eLCvvarVaEhISjK8TEhJsrpNQpUqVOH36dI5tp0+fxtvb20oRifulpaVllf/URa93AmQSpRC2qEwn3WWBSqXi0KGmODn9C8Dhw88xYcIDSzefPQuHDkF4OJw4YYUohbBd3t7exjK0+x9qtfqhEykLql69eoSHhxtfR0RE2FzJW58+fRg8eDDHjx8nOTmZ48ePM3ToUPr27Wvt0ARw4sQJ0tPTya7nBhnpFsIWmSXpTkhIYMWKFcyePRuAmzdvcuPGDXMcWpiBt7eWjRudUKluA/Dpp4GsWXPm3hvuW+Dit7595ZaxEGaQmZlJamoqOp0ux/MHDRw4kDlz5hATE8PZs2dZuHAhgwcPtkLE+Xv33Xfx8/OjadOmuLm5ERQURM2aNZk6daq1QxPcP4nSMLxtbw829rtNCIEZku6wsDBq165NaGgo77//PmCY1T5mzBiTgxPm8/zzNQgNPQPoAVdeecWRU6duGXZWr0581r3IZqdPs2zJEqvFKURpMWPGDJydnVm0aBEzZ87E2dmZZcuWsXfv3hzlI6NGjaJVq1bUrl2bFi1aMHHiRJtrF+jk5MTy5cuJiYnh0KFD3Lx5kx9++AFnZ2drhya4l3Tb2xvaOQYEgIODNSMSQuRFpeS3lnsBtW7dmr59+xIcHEz58uW5ffs2iYmJ+Pv7c+XKFXPFaXZOToa6t9TUVCtHUrxefHEXW7a0BsDd/SjXrgXi4uKAsngxqhEjAHi9WjW+vnjRilEKYfvK2jXk3LlzHD16lMTExBzbh5fg/v7ZZTwlfV6Pv78///77L3Z2iWRmahkxAhYtsnZUQpR+hb2GmDzSHR4ezuuvvw5grG8sV65crguzsA2bNrWiWjVDTXd8fFOaN9+NoiioXnqJDHvDKmatLl0iIiLCmmEKIWzI119/TZ06dRg9ejTTp083PmbMmGGxc4aFhdGyZUvc3Nx4/PHHWZSVRT5qBc/Nmzfj5+eHq6sr3bt35/bt2xaL0RYkJydz6tQpoAaZmYY7KFLPLYRtMmlFSoDy5ctz8+ZNKlWqZNx26dKlXO2lhG1Qq1UcO9aIatVOc/duHSIj2zFw4HZ++KEtaR06YL9hA92Aj5ctI+D//s/a4QohbMCsWbP46aef6NWrV7Gdc9CgQfTp04e9e/cSFhZGq1ataNmyJTt37sx3Bc/o6Gj69evHihUraN26NaNGjWLcuHEsW7Ys3/PodLp8R6m8vLxsvkNLREQEhhvW99qVSOcSIcwrv5WJ09LSsLMreCpt8kh33759GTJkCGfOGCbmXblyhbFjxzLgvsl5wrZUqODEzp0eqNWGxXJWrHiWzz47iva11wBwBeK++w4TK4+EEKVEfHx8sSbcABcuXKBfv36o1WqaNGliLKF42Aqe69atIygoiE6dOuHi4kJoaCg///wzKSkp+Z4nLi4uzxVHAwICmD9/fnF93SK7t1KoYXhbpQJZckEI88pvZeKoqCji4uIKfByTk+6QkBAqV65M3bp1uXPnDtWrV8fOzo633nrL1EMLC2re3JuvvooG0gEHJkyoxh7nJ0h1diYe0N28ybFjx6wcpRDCFnTu3Jndu3cX6znHjh3L8uXLyczM5PDhw1y6dImnnnrqoSt4PrivZs2a2NvbExUVVayxF6fjx48DoNEYJlE+8QS4ulozIiFEfkwuL3F0dGTp0qXMnTuXs2fP4uPjQ7Vq1cwRm7Cw//zHn8OHD/Ltt0+hKF6063KbI98spfnQl0kDnFaupGnTptYOUwhhZV5eXvTo0YPevXtTuXLlHPuyu1aZW8eOHRk8eDAzZ84E4Ntvv6VSpUoPXcEzKSmJqlWr5jiOLa7waU7ZI91qdVN0OqnnFsKWmZx0L1u2jMDAQBo1akTz5oZf2sePH+fkyZNSYlICLFr0FOHhezl8+FnS0+vQekI8QS2fYf/+ffz000/Mnj3bLAuACCFKrhMnTtCoUSOioqJyjBpb6toQFxdH586dWbx4MT179iQyMpIXX3yRwMDAh67g+eC+B/fnxdPTk507d+a5z8vLywzfxnJ0Oh1///034ENGRgVA6rmFsITg4GD69OmTa3v37t0LVdNtctI9bdo09u3bl2NbpUqV6NOnjyTdJcS+fS2pUeMI16414/btZpw714YPP+zCK6+8Igm3ECLfpNRSoqKicHV15aWXXgKgQYMGtGjRgt27dxtX8MwuI7l/Bc969eqxevVq43EuXLhARkYGtWrVyvdcGo3G5lYALagzZ85k1au3Nm6TkW4hzM/b2zvPSdWOjo6FOo7JNd3R0dG5OpX4+PjIqoYliL29mhMnAnBxMSwVf/36+5z8xZ5q330H0dFWjk4IYUsURUGv1xsfllCnTh3u3r3LL7/8gqIonDx5kr179xIYGPjQFTx79uzJkSNH+P3337l79y7Tpk2jT58+pXYRn3uTKO8NbzdqZI1IhBAFYXLSXalSJU6fPp1j2+nTp22+zZLIqWJFZ/bv90KjuUUTjvLdgUmoQkJgwwZrhyaEsLLY2FgGDBiAl5cXdnZ22NvbGx+W4O7uzk8//URISAhubm507NiRiRMn8sILLzx0BU9vb29WrFjB6NGjqVixIrGxsXz++ecWidEWPJh016gBnp7WikYI8SgmJ919+vRh8ODBHD9+nOTkZI4fP87QoUPp27evOeITxahRowqsXKkjjPrcwlAfGPl/87hz5451AxNCWNWECRM4d+4cCxcuxMXFhTVr1hAUFMRnn31msXN26NCBsLAwEhMTuXjxorEjllqt5tNPP+XOnTtER0czceLEHJ/r1KkTUVFR3L17l19//ZXy5ctbLEZry+5ckr38u9RzC2HbTE663333Xfz8/GjatClubm4EBQXx+OOPM3XqVHPEJ4rZSy89xpT34tnEiwBUPx3GgJeGWDkqIYQ1bdu2jZ9++okePXqg0Wjo0aMHy5cvZ+XKldYOrcxSFCUr6fYgI8MXkHpuIWydyUm3k5MTy5cvJyYmhkOHDnHz5k2WL19eamvoyoJp0x4j/tnWAGiBzO1HWLRojVVjEkJYT3JysrEVn6OjIxkZGdSuXZvw8HArR1Z23bhxI2uFvHuZtox0C2HbTE66s1WoUIGgoCAqVqxorkMKK1GpYMyvfcjI+r9HF67z2mt2LFy40cqRCSGsoVq1apw9exYAPz8/1q1bx/bt23GVVVisJq9JlJJ0C2HbTG4ZCHDu3DmOHj1KYmJiju3Dhw83x+ELbPfu3bz11lvY2dnRrFkzPvnkk2I9f2mi8nAn7anm2B88SFdgHCf5z3/6k5a2nTFj2lo7PCFEMRo1ahTh4eH4+fkxadIk+vbti6IozJo1y9qhlVkPLv/u42N4CCFsl8lJ99dff82YMWPw9PTMMeqhUqmKPen28/Nj9+7dODo6MmDAAMLDwwkMDCzWGEoT7csvw8GD1ADq8wORvM3YsVoyMvYyYcKz1g5PCFFMgoODjc979erFxYsXSUpKom7dulaMqmzLTrrt7JqTmSmj3EKUBCYn3bNmzeKnn36iV69e5ojHJFWqVDE+t7OzQ6PRWDGaUqBLF5gwAYCuRBLJNaAyEyc2QFEOMnHiU9aNTwhhFfdfa4V1GCZRupCZaVj4RyZRCmH7TE664+PjLZJwf/XVVyxcuJDw8HCmTJlCaGiocV9MTAxDhw5l165d+Pr6Mn/+fGOfVjBcjG7dukW9evUeeg5FUYiMjMxzn5eXl/Qa9/MjoXFjVh4/zm7guefms2fPDMCdSZMCSEk5wJQpT1s7SiGEBezZs6dA73vuuecsHIl4UGJiYlaN/VNkT82SkW4hbJ/JSXfnzp3ZvXs3rVq1Mkc8RpUqVSI0NJQVK1bk2jd69Gh8fHyIiYlh27Zt9O3blzNnzuDp6Ul0dDTjxo3LsRRwfnQ6HQEBAXnuCwkJyZHol1Xav/4i1NeX69ev86LLUcaOPca8eQ0BLe++25TIyE388ENHWS5eiFKmdevWOV6rVCoURcnxGgzXUVG8wsPDs/5d3Mu0ZaRbCNtnctLt5eVFjx496N27N5UrV86x7/333y/ycXv06AHApk2bcmxPSkpi/fr1nDt3DhcXF7p160ZgYCC//PIL/fv3p3///nz66ac89thjRT63uEetVtO1a1cWLlxIWloan37aCCenY3z0USDgyI8/diIycg1//PEc3t5e1g5XCGEmGRkZxuerVq3ixx9/ZNasWdSsWZPz588zZcoUXnnlFStGWHY9OInSw8OwGqUQwraZ3DLwxIkTNGrUiKioKPbu3Wt87Nu3zxzx5XLmzBm0Wi2+vr7GbYGBgURGRvL9998THh7OpEmTaN26NQcOHLBIDGXNu+++y/Xr19mxYwdqtZrZs4NYtOgSavUdAP7+uze+vtuZM2cemZmZ1g1WiDIiLS2Nb7/9ls6dO+Pt7Y29vT3e3t506tSJhQsXkpqaatLxNRqN8TF16lSWLVtGQEAArq6uBAQEsHTpUt59910zfRtRGNlJt1rdDDCUlsjNRiFsn8kj3Tt37jRHHAWWlJSEm5tbjm1ubm7Exsby2muv8dprrxX4WBqNhhMnTuS5z8tLRm2zVU1Ph6++go0bYc8ecHdnxIja1KkTQ4cO10lJqURGxiu8+eZeduwYwS+/LMLe3t7aYQtRan333Xe89dZbVK9enRdffJHhw4fj7u5OfHw84eHhfPvtt7z33nvMnj2bwYMHm3y+2NjYXCVkKpWK2NhYk48tCu/o0aOAA4riD0hpiRAlhVn6dGdTFCVHzZ9abba1d4y0Wi0JCQk5tiUkJKDVagt9rIyMDPr27QuQ74RKAZw9C9n9eDdvhqxbys8+68WFCwqtW8fxzz+ewLNs3lyNTp3eY/PmGdjZmfX/XkKILGvWrGHr1q00aNAg177evXsTGhrK33//zXvvvWeWpLtNmzb069ePOXPmUKNGDS5cuMDkyZN5/vnnTT62KJzU1NSslUADUBTD4IZMohSiZDA5K46NjWXAgAF4eXlhZ2eHvb298WEJtWvXJikpiatXrxq3RUREUL9+fYucTwBt2kDW3YWLn31GRESEcZe3t4pjxzzp2zc9a0t1tm0LpUWLb0lKSrZCsEKUfr/++mueCff9GjRowC+//GKW8y1YsIDMzEwCAgIoV64cgYGBpKWl8fXXX5vl+KLgwsPDs+rt7w1vy0i3ECWDyUn3hAkTOHfuHAsXLsTFxYU1a9YQFBTEZ599ZtJxMzMzSU1NRafT5Xiu1Wrp3r07ISEhpKSksGHDBv7++2+6d+9e6HM4ODgQGRkpo9yP4uBARvv2AJQ/eJBlixbl2O3kBCtXOjBzZjKQCThx5MhIfHwOsHnz8eKPVwhhVl5eXmzdupUrV65w4MABLl++zB9//CFtVa3gr7/+ynpmGN52cYE6dawXjxCi4Ey+/79t2zYOHTpE1apV0Wg09OjRg/r16zNs2DDGjBlT5OPOmDGDadOmGV/PnDmTJUuWMHToUObPn8+QIUOoUKECvr6+rFq1Ck9PT1O/ingI+z59YPVq3IBbq1fDp5/m2K9SwTvvuFK/fjx9+mSSkVGB5OQX6NQpls6dV7NqVWdcXZ2tErsQpU2bNm0K1KZzx44dZjtnQkICu3bt4sqVK0yePJmbN2+iKAo+svZ4scpOujWaZuh00LAhyDpwQpQMJo90JycnU7VqVQAcHR3JyMigdu3aWTVnRRcaGmqsEc9+DB06FDCMumzatIm7d+9y+vRpXnjhhSKdIz09nfr160tpSkF06IAuq0a/8dWrnD59Os+3de/uzpUrHjRs+E/Wlgps3PgSFStGMn/+kWIKVojS7ZlnnqFly5a0bNmS+vXrc/DgQTw9PWnatCkVKlTg0KFD+a5BUBRhYWHUrl2b0NBQYyvY48ePmzSwIorGkHRrUBRDeZHUcwtRcpg80l2tWjXOnj2Ln58ffn5+rFu3jgoVKuDq6mqO+IStcHcnpXlztAcP0hVYu2EDdSZOzPOt3t4awsL8+fjjC7z9tgsZGd6kpgYxejS8995Z3nnHkzFjPHF0LN6vYA4ZGRAdDVFRyZw7l8D162nExKRz546OxEQdKSl6UlP1pKcr6HQKer0CKKhUCmq1Hjs7PXZ2Cvb2ehwc9Dg5KTg7g7MzaLUqypVTU66cBjc3Ozw8HChf3oHy5R3x9HSkXDlnnJyccHBwkEmqZdz06dONz1966SV++uknunTpYty2ceNGlixZYrbzjR8/npCQEIKDgylfvjwALVu25NVXXzXbOcSjpaSkZJVD1kWvdwKgaVPrxiSEKDiVcn+7kSKYP38+lSpVomfPnqxdu5a+ffuiKAqzZs1i8uTJ5orT7JycDBcsU3vZliXKp5+imjABgNeaN2fhoUOP/Mzt25n07BnG7t2NuP83XrlyiUyZ4sTo0fYUofGMRaWlQWRkBjt2XOevvxL591+FGzecuHPHg7Q0T8xwg6iI0oG7xodKlYZGk4ZGk45Gk4GdXTp2dpnY2+uwt9fh4KDg6KjHwYGsJB8cHPQ4OKhwcAAnJzVOTmocHdU4OKiyXmtwdDRsc3LS4OCgzvVwdNRk7dPg5GSPk5Md9vZqHBw02NtrsLe3w87ODrVabXyoVCrUajUajQY7Ozs0Gk2JX8XUVq4h7u7u3L59O0e3KL1eT/ny5YmPjzfLOSpUqEBMTAxqtRpPT0/i4uKM5zbXOawh+y5nSZnXc/DgQZ5++mlgEPA9AGFhhhITIUTxK+w1xOThsuDgYOPzXr16cfHiRZKSkqhbt66phxY2RtWtG2Ql3RX/+ov4+Hjc3d0f+pny5e3YtSuIgwevMWLEn5w82QKoTGJiOf73P5gx4y7Dht0kJMSbChWK/+5IbKzC1q232Lr1FseO6bhwwZ2EhEqAPVCtCEdMBzKyHnog+zetBsN/bvZAUYf4HbIeHgAoCmRmGh62JRPQPfDQ5/E8+38VVCo9KpUC6FGp9Fn7yHqu5PhflUrJWghEyXquGLcZHtnH1GUdM3ufyriAyL3Xqvs+p8LPL509e4pWrvagmJgYhg4dyq5du/D19WX+/Pm0bds21/suXLjAyJEjOXToEK6urowaNapQi8489thj/P7773Tq1Mm4bcuWLWad5Fi+fHlu3rxJpUqVjNsuXbok9dzF7MFJlI6OUK+e9eIRQhROkZLuPXv2PPI9N2/e5LnnnivK4YWtevxxTo0YwYhvv+WAXk+TrVvp06dPgT761FOViYx8iT/+2MWwYV9y9eog4AmSklyYN68m8+ZdpVatbQwZ4sb48U9SrpyL2cOPjtazadN1/vgjlqNHVVy6VJGUlEqAV9YjP5exs7tEuXKxVKiQTOXKUL26I76+TlSq5ICPjxNeXs5UqOBMuXIuODs74+joiL29IxqNxjgCmT03ITMzmbQ0PUlJmSQmGh7x8RkkJupISMgkIcHwv4ZtepKT9SQlQUoKpKSoSE1Vk5amJiVFQ3q6mvR0DRkZdmRm2pGZaY9OZ49O54Beb49eb48hUS9OdhT20qIohoe1paTk7rYTHR1NTExMru16vf6ho/WjR4/Gx8eHmJgYtm3bRt++fTlz5kyuSd9jx46lWrVqbNiwgStXrtCyZUuaNWtGhw4dChTze++9R48ePejevTs1a9bkwoUL/Prrr3zzzTcF+nxB9O3blyFDhvDll18CcOXKFcaOHcuAAQPMdg7xaNlJt53dk2RmQoMGIOuQCVFyFKm85MFFb1QqVY5FcbL/EOl0OhPDsxwnJyfS09Px9zes6FVSbi9aW2pqKhUrViQ5OZnBgwfz3XffFfoYmZmZfP31Qt59N4z4+InAg3dFYqlQ4ShNmtzh2WfL07Hj4zRuXANNAabo6/UKly8nsG/fTQ4diic8PJOzZ52JjvYhPf1Ro3LXcHL6l8qV46hXL5NmzbS0bl2Jhg39Hjmib8v0ekhPN5TNZGTce373biZJSemkpGSSnJxBSkomqak6UlN1pKXpSE3NJD1dIT1dIS1NT2amQkaGQkaGnowMPWlpinFbZqaCTmcYdTf8r+G1Xq9CpzMk1DqdCr3esN9Q727YpiiGf2/3nquyknAVer0q6zuojYm5Yf+99+T8DCiKGlCjKOqs/YZjZF+icv6vkrVfQVGgevUbnDr1dI5/fqGhoTk6Kd1Po9GQmcethqSkJDw9PTl37hy+vr4AtG7dmiFDhjBs2LAc7w0MDGTu3Lm0a9cOMCS4Tz/9NBOy7ioVxJ9//snSpUu5cuUKvr6+DBkyhJYtWxb484+SlpbGyJEj+f57Q0mDSqWiR48erFixAseSODkjS0krLwkICCAy8iQaTTI6nTMjR4K0ShfCeoqlvMTQmN9g1apV/Pjjj8yaNYuaNWty/vx5pkyZwitZqxaK0sXJyYlu3boRHx+f563ygrCzs2PMmFGMHq0QFXWRTz/9izVrynHjhh+GMowKxMa2548/4I8/YOpUgGQ0mts4Oibh6JiKo2MaanX2yLGa1FRH0tJcSE9/DHDPejzMZcqVO03Nmrdp3lxDx46P0aaNP+XLl74V9tRqQy/1rBLk+xR+RLr0q2mWo5w5cwatVmtMuMGQXOd1YR49ejSrVq3iueee49KlSxw8eJB33nmnUOdr0aIFLVq0MDnu/Dg6OrJ06VI+/vhjoqKi8PHxoVq1opRfiaJKSkrin3/+Aeqg0xnar8okSiFKliL9xb1/xHHq1Kn89ddfeHh4AIZf4kuXLiUoKIh+/fqZJUhLyV4cRxTODz/8gArg8mWTjmOooa3BF1/U4Isv4OLFFD766F+2blVx7tzj6HRu973bFZ3Olbt34e7dwpxFh0ZzFk/Pqzz+eBJPPmnHiy8+RqtW/ri4FO1HgxCPkpSUhJubW45tbm5uxMbG5nrvs88+y9dff42rqys6nY7p06fTqFGjQp0vMzOTU6dOER0dneOuo7mXaa9QoQIVKlQw6zFFwYSFhaHX68mu5wZpFyhESWPyMFdsbGyuukaVSpXnHxdROqiWLDEMPyckQGys2YoKq1d35osvDOsZZ2ZCREQaf/xxkYMHb3PlSjq3bkFCgj1paU5kZDijKGpUKlCrdTg6puLsnEHFiqlUraqjTh17nnrKneeeq4KPT11yl7AIUTDBwcF5zl1o3LhxvjXdWq2WhISEHNsSEhLQPtCqR6fT8eKLLzJp0iTGjBnD5cuX6dSpEw0aNKBbt24Fiu/EiRN0796dS5cuGUv9LFHid+DAARYvXszly5fx9fVl+PDhFh1dFzndm0RpGN62twcztmIXQhQDk5PuNm3a0K9fP+bMmUONGjW4cOECkydPNvsIi7AhTk5w9arh+f790Lq12U9hZweNGjnSqJGsbyysy9vbO89OIA/Obblf7dq1SUpK4urVq1SpUgWAiIgIBg8enON9cXFxXLlyhVGjRmFnZ0fNmjXp3Lkz27dvL3DSPXHiRF588UVmzZrF448/zvnz55k4cSKdO3cuxLd8uGXLlvHqq6/Ss2dPGjduzIULF2jbti0LFizI9Z2EZRw9ehQAe/snycgwJNwluJxeiLJJMVF0dLTSrl07RaVSKWq1WlGr1Uq7du2Umzdvmnpoi3J0dFRUKpVSr149pV69etYOp2S5dUvRq1SKAsrqxx9XYmNjrR2REMXO0dFRcXR0zHf/Sy+9pIwYMUK5e/eu8ttvvymenp55/rdSrVo1Zd68eYpOp1MuXbqkPPHEE8rChQsLHIenp6eSlJSkKIqiuLu7K4qiKLGxsUrdunUL94Ueonbt2sqmTZtybNu8ebPi5+dntnNYQ0m6/j/xxBMKqBQ7uyQFFOXVV60dkRCisNcQk1f58PLyYuvWrVy5coUDBw5w+fJltm7datYescLGVKhAfFbXl7rnzvHHH39YOSAhbM/8+fO5du0aFSpUYOLEiaxatQpPT09++OEH44x3gNWrV7NixQrKly9P8+bN6dSpE8OHDy/weVQqlXGhnuyylvLly3PlyhWzfZcbN27kamHYvn17bt68abZziPwlJCRw6tQp4HEyMw3rGUg9txAlj9laF1SuXJnKlSub63DFQiZSFp22Tx+YNo0AYMnPP/Pyyy9bOyQhbIqXlxebNm3KtX3AgAE5+ls3a9aMP//8s8jnqVu3LkeOHOGpp56iSZMmhIaG4ubmZtbuIu3atctzAZ7sNofCso4fP541QfZeuxJJuoUoecySdCckJBgXdpg8eTI3b95EURRZrawUs+vWDbJ6F2u2bkWv1z+0xlUIYRkffPCBsWPJzJkz6dOnDwkJCSxevNhs56hcuTJ9+vShU6dOxgV4Nm3axPDhw5lq6OkJwPvvv2+2c4p7HlyJUqMxLIwjhChZTE66w8LC6NChA+7u7ly7do3Jkydz/PhxFi1axOrVq80Ro7BFjRqR7OaGa0ICzyQmcvr0aZ544glrRyVEmaLT6XB2dqZxY0PXn8DAQP7991+znyciIoLmzZtz69Ytbt26BRhG6MPDw43vedjqnMI02Um3g8PTpKcbln53drZyUEKIQjM56R4/fjwhISEEBwdTvnx5AFq2bMmrr75qcnDChqnVJD/3HK4bNtAW+CMsTJJuIYqZRqOhTZs2JCUlWfQ8O3futOjxxcMdOnQIAEUx/LiSRXGEKJlMrgcIDw/n9ddfB+6NdJQrV47ExERTDy1snGtW7+Jo4GbWHwUhRPGqXbs2169ft3YYwkKio6M5f/48UJ2MjHIAZN3YEEKUMCYn3eXLl881g/3SpUslop47PT2d+vXr5+gkIArOtVcvnqtYkceBfVm3nIUQxWvcuHG8/PLLbNu2jbNnz3Lu3Dnjw1zOnDlDx44dqVChAg4ODjkewrIOGQc07s2clJFuIUomk8tL+vbty5AhQ/jyyy8BuHLlCmPHjs0xO1+UUlot9g0awI4d/PPPP9aORogyKbuUr3379sa7jUrWqpTmWpFy0KBB+Pr6snDhQlxdXc1yTFEwBw8ezHpmyLRVKmjY0HrxCCGKzuSkOyQkhJEjR1K3rmGZ7erVq9OjRw/eeustk4OzNGkZaLrevXsTEBBgnMglhChehtIDyzp58iT79u3Dzs5sXWZFAWUn3VrtcyQlQd26oNVaOSghRJGolOxeUyaKi4vj7Nmz+Pj4mLU/rKVkLyaRmppq5UhKgfR02LfPsDx8ixbWjkaIYlGWriEtWrRg1apVVK1a1dqhmFV2aaGtDr7odDo8PDxISkrCySme1FQ3+veHH36wdmRCCCj8NcQswxYHDhxg8eLFXL58GV9fX4YPH04LSb7KjgYN4NQp6NIFfvvN2tEIUer99ddfBAUFme19j/LNN98QHBzMoEGDcs3Xee6550w+vsjbP//8k9WZphKpqW6ATKIUoiQzeSLlsmXLaN26NYmJiTRu3Jjk5GTatm3L999/b474REmQ/QNrxw4oA6N+Qljb8OHD6dWrF1u2bCEtLS3HvvT0dLZs2ULPnj0LtZz8w0RGRrJz505eeeUVWrdubXy0adPGLMcXebtXz30v05aVKIUouUxOuqdPn8769etZuXIls2bN4scff2TdunVMnz7dHPGJEmBvOUMbK+7ehT17rBuMEGXAsWPHaN26NaNGjcLDw4P69evTokUL6tevj7u7O6NGjaJ169YcO3bMLOd78803+eCDD7hz5w4ZGRnGR3p6ulmOn5/Zs2dTtWpVypUrR+PGjY2taD/88EO8vLzw9PRk8uTJ3F8leeTIERo0aICLiwutWrXi4sWLFo3RkrKTbgeHp43bZKRbiJLL5JpuNzc37ty5k2MJcL1ej4eHBwkJCSYHaCllqR7T0p5v0oStx48bapXGj4dPPrFyREJYni1cQxRF4ejRoxw9epS4uDg8PT1p2rQpTZs2NesKke7u7sTHx5vteAXx5ZdfsmbNGpYuXUrVqlUJDw+nbt26bN++nZEjR7Jr1y5cXV1p164d48ePZ8SIEaSlpeHn50dISAgDBw5k+vTp7Nmzh7179+Z5jvr166PT6VizZk2e+728vPD29rbk13yogIAAIiMj8fLaS0zMM9SsCWbsBCmEKKDo6GhiYmJybe/evTt2dnYFXwlYMVGvXr2UjRs35ti2adMmpVevXqYe2qIcHR0VlUql1KtXT6lXr561wynRBg8erOwFRQFFkX+WooxwdHRUHB0drR1GsXj55ZeVffv2Fdv5MjMzlUqVKilnz57Nte+VV15Rpk+fbny9ZMkS5bnnnlMURVF+//13pVatWsZ9ycnJirOzs3Lu3Lk8z1OvXj3Fy8tLAfJ8hISEmPeLFUJ8fLyiUqkUQHFzu62AovTubbVwhCjTQkJC8r1OeHl5Ffg4Jk+krFy5Mn369KFTp07UrFmTCxcusGnTJoYPH87UqVON73v//fdNPZWwUU888QRbgWcATp6Eq1ehShUrRyWEMBdvb2+6du1K7969qVSpUo59lri2X7lyhbt377J69Wrmzp2Lh4cHb7zxBq+99honT56kX79+xvcGBgYaOwecPHmSBg0aGPe5uLhQq1YtIiMjqVmzptnjtKQjR45klc1UICHBA5B6biFKOpOT7oiICJo3b86tW7e4lbUqYbNmzQgPDze+x5y3Oc1J+nSbh7+/Px8Cxj+9f/wBQ4daLyAhhFmFh4fTsGFDzp49y9mzZ43bLXVtv3r1KvHx8Zw+fZoLFy5w5swZ2rZtyxNPPEFSUhJubm7G97q5uWV1+CDXvgf3lyR5TaKUem4hSjaTk+6dO3eaIw5Rgj3xxBP8BdwBPECSbiFKmeK+zjs7OwMwdepUnJ2dadCgAa+88gqbNm1Cq9XmmC+UkJCANmu1mAf3Pbg/L56envl+Py8vL1O/SpFlJ92eni8QF2fYJiPdQlhHcHAwffr0ybU9u6a7oGR5MWGyWrVqobKz44/MTIIqVqRmo0bWDkkIYaKZM2cyZcoUgBylgvdTqVRMmzbN7OeuU6cODg4OOUbSs5/Xq1eP8PBwunXrBhjutmYvUFGvXj3mz59v/ExKSgpRUVHG/XnRaDQP3W8NiqJw6NAhwLASZVwcVK4Mjz1m5cCEKKO8vb3znFTt6OhYqOOYnHSfOXOGcePGcfjwYWM7p2yWbiclbIO9vT1PPvkkr+zfj/7WLeao1UyydlBClCE6nY5Dhw5x+fJlXn75ZVJTU1GpVIX+g3C//fv3G5/n1/3DUuUlrq6uvPTSS8ycOZPPP/+cc+fOsWrVKlavXk1CQgKjRo2iX79+uLq6MnfuXMaNGwdA69atSUlJYfHixQwYMICZM2fStGnTElfPff78eWOnhJSUJwAZ5RaiNDA56R40aBC+vr4sXLgQV1dXc8QkSqBFixbRqlUroqOjuXDhAoqi2GwtvxClyfnz5+nSpQvnz59HpVLx8ssvs2nTJtavX2/SImWbNm0yPrdGGeGXX37JiBEjqFixIhUrVmT69Ok8++yzAIwaNYrmzZuj0+l47bXXjIsAOTo6sm7dOkaMGMHo0aNp1qwZy5cvL/bYTXWvnrscMTHlAannFqI0MEuf7ri4uELVtNgCW+ixW9qEh4ezZs0aQkJCJOEWpZ6tXEO6dOlCYGAgM2bMoGLFity+fZvbt2/TuHFjLly4YNXYbF12WYmtTaifOHEin3zyCXZ2z5OZuR2A9euhe3frxiWEyKmw1xCTM+WAgACuX79O1apVTT2UKOECAwMJ9PWFn3+Gbdvgs88ga0KUEMIyDh06xLp169BoNMYfu+XLl+f27dtWjkwUVUREBADe3i9y7Zphm5SXCFHymZx0f/PNNwQHBzNo0CB8fHxy7HvuuedMPbwoaXbtgpdfNjx/6SVo396q4QhR2rm6unL37l3c3d2N22JiYqhQoYIVoxKmyE66HR0Ny797eYGvrzUjEkKYg8lJd2RkJDt37mTjxo05tqtUKnQ6namHt6j09HSbvb1YYrVpg6JWo9Lr2fa///GCJN1CWFTHjh0ZO3YsX3/9NWCYVPnOO+/QtWtXK0cmiiI2Npbr168DcPduXcAwyi0Ve0KUfGpTD/Dmm2/ywQcfcOfOHTIyMowP6VxSRnl4cDVrNcqKx49zLfveqBDCIj788EMuX76Mp6cn8fHxlCtXjhMnTsgqwCXUvQEgZ2JiKgJSWiJEaWFy0h0fH8+4ceNwc3NDo9HkeNi67BUpZZTbvPTPPw9AI+DQr79aNRYhSjt3d3d27tzJgQMH+PHHH/n99985ePBgjnITUz24ymM2T09Ps51DGGSXlkBD9HrD8LYk3UKUDiYn3R07dszRz1WISoMHG5/H/vSTFSMRouxo3Lgxffv2pXLlyly8eNGsxzaxyZUohOyk28HhaeO2pk2tFY0QwpxMrun29vama9eu9O7dm0qVKuXYJ7c3yyb7Z5/lrkaDi06H519/WTscIUq14cOHM3z4cJ555hlWrlzJgAEDUKlULFu2jH79+pl07OyVKDMyMnKtSnn69GmqV69u0vFFbtlJt7t7G2JiwMMDatSwakhCCDMxeaQ7PDychg0bcvbsWfbu3Wt87Nu3zxzxiZLI3p6rfn4APJmYyNUrV6wckBDFLyYmhs6dO+Pq6krdunXZvn17vu9dunQptWvXRqvV4u/vT1RUVIHPs3nzZppk1R988sknrFy5ko0bNzJr1iyTv0P29TwzMzPH9X3//v1oNBq+/fZbk88h7lEUxZh06/UNAZlEKURpYvJItzVWKhO2T9OxI5w6RRXgtxUrqDJ5srVDEqJYjR49Gh8fH2JiYti2bRt9+/blzJkzueqgN27cyCeffMIvv/xiTLgLUyt99+5dXFxcSExM5PTp0/Tu3Ru1Ws3L2a07TbBz504yMjIYN24cc+fOxVn67lvU9evXs/qrO3D7tmFCutRzC1F6lKxlJEWJUXXECH6fN4/fdToIC0Oal4mSKjo6mpiYmFzb9Xp9viuvJiUlsX79es6dO4eLiwvdunUjMDCQX375hWHDhuV47/vvv8/cuXOpV68eAH5Zd4kKysvLi3/++YeIiAieeuop1Go1ycnJZlsV1t7enp9++omvvvrKLMcT+bs3iTIAvd7QjECSbiFKjyIl3TNnzmTKlCkAuer87ic13WWXfUAAn7dvz+bNm6m6bx+fKIosDS9KpPnz5zNt2rQ89+XXpenMmTNotVp871vRJDAwMFenJJ1Ox7Fjx4iIiGDo0KHY29szfPhwpkyZUuD/XsaPH09QUBAAK1euBGDPnj3GNQjMoX379mzZsoUOHTqY7Zgit3tJ971MWyZRClF6FCnpvr9byd69e/N8jyRYom/fvnh7e9OuXTv0en2JaCMphDkkJSXlarPn5uZGbGxsjm03b94kMzOTrVu3Eh4ezp07d2jfvj3Vq1dn0KBBBTrXmDFjePHFF7Gzs6NG1oy7WrVqGRfLMYeKFSvy0ksv0a1bN2rWrIlafW86kAyumM/9K1GmpYGrKxTyxocQwoYVKenetGmT8bnUdIv8DB06lKFDh1o7DCGKnVarJSEhIce2hIQEtFptjm3ZNdKTJ0/Gw8MDDw8PRo4cyaZNmwqcdEPukpQ6deoUMfK8RUREEBQUxLVr13IseCWDK+Z1L+luRloaNGgAapPbHQghbIXUdAvLURT48kvYuhWeeQZkMqUogYKDg+nTp0+u7Y0bN8436axduzZJSUlcvXqVKlkrtEZERDD4vh72AOXLl6dy5co5jlOURHbhwoVs3bqV6OjoHD219+zZU+hj5UUGVyxPr9dnlR+pSEkx/Ihq2NC6MQkhzEt+QwvLUalg4UL47TdYv97a0QhRJN7e3tSvXz/XQ61W55sga7VaunfvTkhICCkpKWzYsIG///6b7t2753rv0KFDmT17NomJiVy5coVvvvmGzp07Fzi+0NBQ3n77bapUqcKRI0do0qQJJ0+epKkUA5co58+f5+7du0B1MjIMd0AaNLBuTEII85KkW1jU3RYtAMg8cICDW7ZYORohis/8+fO5du0aFSpUYOLEiaxatQpPT09++OGHHJMcQ0JCqFSpEr6+vjz11FP079+fgQMHFvg8y5YtY9OmTXz66ac4OTnx6aef8vPPP3Pjxg1LfC0URUGv1xsfwjxOnDiR9exepi1JtxCli0opo+v7Ojk5kZ6ejr+/P0CurgLCPG7/+CPl+/cHYEXfvvRftcrKEQlhHk5OTgCkpqZaNY5y5cqRmJgIgKenp3GyppeXF7du3TLLOWJjYxk3bhxbt24lLi4uxz6dTmeWc1hD9o8fW7j+v/fee8yYMQOYChi65cTHwwPzcYUQNqSw1xCzjHQnJCSwYsUKZs+eDRhm5FtqlEWULOW7dSM96xa8/e7dVo5GiNKnYsWKxuS6cuXKnDhxgqtXr5o1GZ4wYQLnzp1j4cKFuLi4sGbNGoKCgvjss8/Mdo6yLiwsDACt9mkAataUhFuI0sbkpDssLIzatWsTGhpqbB11/PhxxowZY3Jwlubg4EBkZKRNjHKUWq6uXMrqVRx482auUTIhhGnat2/Pr7/+CkC/fv1o3749Tz75JF27mm9Jqm3btvHTTz/Ro0cPNBoNPXr0YPny5ca+4MJ0x48fz3pmmD0ppSVClD4mJ93jx48nJCSE06dPY29vD0DLli05ePCgycGJ0kHdvj0ATwC7ly+3bjBClDILFixg+PDhAEyZMoXPPvuMqVOnsnDhQrOdIzk5mapVqwLg6OhIRkYGtWvXJjw83GznKMtiYmK4evUq4Epysg8gSbcQpZHJLQPDw8PZsWMHcK/V1f01hkJUGzECvv0WgBvLlsG4cVaOSIjSq1+/fmY/ZrVq1Th79ix+fn74+fmxbt06KlSogKurq9nPVRZll5ZAAIpi+Dsq7QKFKH1MTrrLly/PzZs3qVSpknHbpUuX8PHxMfXQopSwa96cJAcHtOnpeIWFkZ6ejoODg7XDEqJU0Ov1LFu2jMOHD+ca7Pj+++/Nco5Ro0YRHh6On58fkyZNom/fviiKwqxZs8xy/LLuXtItnUuEKM1MLi/p27cvQ4YM4cyZMwBcuXKFsWPHMmDAAJODsymKAitWQEaGtSMpeTQa/h0wgP7A6MxMdsuESiHMJjg4mIkTJxITE4NGo8nxMOc5evbsCUCvXr24ePEiJ0+eZLIseGUW2fXcLi4tsv4XHn/cmhEJISzB5JHukJAQRo4cSd26dQGoXr06PXr04K233jI5OJtx+zYMHAibNsG//0LWhFFRcH5z5/LzsmVkZmayefNm2rVrZ+2QhCgVVq9ezcGDB6ldu7ZFz3PgwAEWL17M5cuX8fX1NdaRC9Nlj3Q7ODzF3buGUW4z/mYSQtgIk0e6HR0dWbp0Kbdu3eLgwYOcP3+eNWvW4OjoaI74bIOzM1y6ZHg+cyaYaWnlssTDw4O5c+eybds2PvzwQ2uHI0Sp4eDgQM2aNS16jmXLltG6dWsSExNp3LgxycnJtG3b1mzlK2XZ3bt3OXXqFGBPYmItAJo1s25MQgjLKNOL40AhFraIiDBcCVNTwdcX/v4bype3YISl2N27hvunQpRgtrI4zvvvv0+5cuWYMGGCxc5Rp04dPvvsMzp27Gjc9vvvvzN27FhjaWFJZAuL4xw6dIinnnoKaAQYyky+/x4GDbJaSEKIAirsNaRI5SV7CjjS+9xzzxXl8LYpIAA+/hhGj4YrV+C11+DnnyGrY4sogN9+M9wpCA+HW7cMdxCEEIX27LPPGrtFKYrCoUOH+PLLL6lcuXKO9xX0Wv0oN27coEOHDjm2tW/fnps3b5rl+GXZvf7cQcZtQUF5v1cIUbIVKelu3bp1jtcqlYr7B8yz/xiU5OWB8zRqFGzZAr/+CmvWGNrgvfqqtaMqOTIy4NAhAO5u2YJLjx7WjUeIEuqFF1546Gtza9euHb///judOnUybtuyZYvMzTCD7KTb3r4FGRmg1ULWFCkhRClTpKQ7474OHqtWreLHH39k1qxZ1KxZk/PnzzNlyhReeeUVswVpM1QqQ6LdoAFcvw7//S888ww88YS1IysZnn8evUqFWlH4rn9/Xk9ONv5AE0IUXEhISLGer3LlyvTp04dOnTpRs2ZNLly4wKZNmxg+fDhTp041vu99mWReaMeOHQPA0bElGRnQtCmoTZ5tJYSwRSbXdPv5+fHXX3/h4eFh3Hb79m2CgoKIiooyNT6LMakec/t2aNfO0EawUSM4eBBK08RRC7r2+ONUPn+efwCnc+csPgFMCEuxlZpugMTERH799VcuX75M1apV6dq1K25ubmY7fps2bR75HpVKZVworaSwdk13RkYGWq2W9HQVanUyer2GN96Ajz6ySjhCiEIqlpru+8XGxuYarVSpVMTGxpp6aNvVti1Mngz/938QFgZvvQWffmrtqEqEzA4d4Ouv8Qc2/PorNf/7X2uHJESJdvToUTp27IidnR3Vq1fn0qVLTJgwgc2bN9O0aVOznGPnzp1mOY7I6eTJk6SnpwPN0esNPQKlnluI0svkm1ht2rShX79+nDx5krt373Ly5EkGDhzI888/b474bNf06ff6On32GWzcaN14SojH7uvtm7F+vfUCEaKUGD16NKNHj+bq1ascOHDAuEBZcHCwtUMTj5BdWgL3egRKu0AhSi+Tk+4FCxaQmZlJQEAA5cqVIyAggLS0NL766itzxGe77O3hxx+hXDnD66FDDXXe4qEcg4K4kbUEfBXj0sdCiKKKjIzknXfeMd5xVKlU/O9//+Off/6xcmTiUbKTbo3mScDQhVYq7oQovUxOur28vNi6dStXrlwxjrL88ccfPPbYY+aIz7bVqgVff214fuuWobGqXm/dmGydSsWZrJXzGt65Q0ZcnJUDEqJk8/f359y5czm2RUVFGVcJFrYrO+l2cGgJGEpLZG65EKWXyTXdD06c+ffff/n3338BSn+JCUD//rB1K3z3nWGC5Zw5hnpvka+0du0gMpJM4Opvv1FnyBBrhyREidWvXz+6du3K+PHjqVGjBhcuXOCzzz5j1KhROa7PZeJ6XILodLqs5d+1pKTUAKB5c2tGJISwNJO7l6jz6G1UEvp0m7XzQFISNG4MZ8+CnR0cOCCzYR7i3+PHGd+kCbuAzxcs4D//+Y+1QxKi0Gyle0le1+AHqVQqk67Hv/76K127di11LT6t2b3kn3/+oV69ekArYBcA69dD9+7FHooQoogKew0xubxEr9fneFy5coWBAweydu1aUw9daGlpaTz11FNotVrOnj1bfCfWamHFCkPCnZlpGP1OSiq+85cwdRo25M9y5Ujj/olEQoiiePAanNfD1AGQESNGUL16daZPn861a9fMFHnZJpMohSh7zN6Cv3LlysybN4/JViixsLe355dffuGll14q9nPTrBnMmGF4fuaMYeEckSe1Ws2qVauIjIxk/vz51g5HiFLjypUrFjnu1atXmTVrFtu2baNGjRr07NmT33//3SLnetCBAwdQq9XMyL6+Ah9++CFeXl54enoyefLkHCsiHzlyhAYNGuDi4kKrVq24ePFiscRZWNlJt0plmERZubLhIYQovSyy7pWiKFy3QicPtVpt3Qmcb74J2XWTixfD6tXWi8XGdezYkXr16qE+fx6ylkEWQpjGUK5gfg4ODgwYMIDdu3dz4sQJatSowcCBA3n88cf58MMPibPQhGi9Xs+ECRNodt8Q8KZNm/jyyy85ePAgJ0+eZPPmzSxevBgw3O3s1asX48aNIy4ujmeeeYaBAwc+9Bw6nY7IyMg8H9HR0Rb5XgB///03APb2TwMyyi2ELYuOjs7zGpGWllaoO4kmJ92LFy/O8Zg3bx4dO3akRYsWJh33q6++okmTJtjb2xMaGppjX0xMDJ07d8bV1ZW6deuyfft2k85lNmq1YUJl+fKG16+9BpcvWzcmW/bCC+DnZ/ixIoQwmYlTdAqkYsWK+Pj44O7uTlpaGuvXr6d69eqsWLHC7Of65ptvePLJJ/H39zduW7ZsGSNHjqRWrVr4+PgwadIkvv/+ewB27dqFo6Mjr776Kk5OTkyZMoWjR49y/vz5fM8RFxdHQEBAng9L3okzJN0VSU+vAkjSLYQtmz9/fp7XiKioqEINOpjcvWT69Ok5XpcrV46goKActwKLolKlSoSGhuZ5IR89ejQ+Pj7ExMSwbds2+vbty5kzZ/D09CzUORRFybf43cvLC29v78IH7usLixZB795w546hjeD27aDRFP5YpV2dOrB9O/o9e1DfvQsuLtaOSAiRj+3bt7NgwQJ+++03WrZsyezZs+nRowcajYZNmzYxdOhQ+vfvb7bzxcbG8umnn3Lw4EHGjx9v3H7y5En69etnfB0YGGi8jp88eZIGDRoY97m4uFCrVi0iIyOpaUMNsKOjo7NG0V80bpOkW4jSz+Sk+2EjCKbo0aMHYLiVeL+kpCTWr1/PuXPncHFxoVu3bgQGBvLLL78wbNiwQp1Dp9MREBCQ576QkJBcI+wF1quXYZR74ULYvRtmz4a33y7asUqxtcnJ9ALUGRnod+1C3amTtUMSokRbsGCBRY7r5+dHXFwcgwcPJiwsLFcP8E6dOhm7uZjLlClTGD9+PB4eHjm2JyUl4ebmZnzt5uZGUtbE9Qf3PbjfVoSHh2c9u5dpS8MrIUo/k5Pu4nbmzBm0Wi2+vr7GbfePdPTo0YPDhw9z5swZxo8fT58+fawT6CefGBLu06dh6lRDKYUMZeSQ2LQpmd9/jx1wc9kyKknSLYRJzDnSfL933nmHfv364ezsnO97Ll26ZLbzHT9+nCNHjvDll1/m2qfVaklISDC+TkhIQKvV5rnvwf158fT0ZOfOnXnu8/LyKkr4j5Rdzw2Gxtx+flDIG7VCiGIUHBycZz7ZvXt37OwKnkqbnHS7ubnlusiB4UJmick1+Y1kxMbGArB+/Xqzn7NIXF0NbQSfesrQRnDAADh2zNBeUADQ7qWXOPjf//IMoNm2zdrhCCHykJGRwV9//WWxhD4vu3fv5tSpU1SpYqh3jo+Px87OjqioKOrVq0d4eDjdunUDICIiwtgrt169ejnqsFNSUoiKijLuz4tGo3nofkvIHulWqZqjKDIeI4St8/b2zrPk2NHRsVDHMXkiZXFM3LlfUUYy8qPX66lVqxa1atUiIiIixyM4ONj0YJs2zdlG8L66RGFoL/l3pUoAeN+6BRZqdyaEKDp7e3tWrVpl9vKRh/nPf/7D2bNnCQsLIywsjG7dujF69Gg++eQTBg4cyIIFCzh37hw3b95k7ty5DB48GIDWrVuTkpLC4sWLSUtLY+bMmTRt2tSm6rkhe6S7Kopi+CMuSbcQZUORR7qnTp0KGEZBsp9nO336NNWrVzctsnzUrl2bpKQkrl69ahwFiYiIMF50Cyv7V4rFRjreeAN+/x127YJvv4XOnaFnT8ucqwRSd+gAS5cCcOenn/CYONG6AQlhJjExMQwdOpRdu3bh6+vL/Pnzadu2bb7vv3DhAv7+/gwYMIBFixYVY6SP1r59e7Zs2UKHDh2K5XwuLi643Dex2tnZGa1Wi4eHB507d2bUqFE0b94cnU7Ha6+9xvDhwwHD9XzdunWMGDGC0aNH06xZM5YvX14sMReUTqfj5MmTwL1yOln+XYiyochJ9969ewHIzMw0PgdDr2wfHx++/fZbkwLLzMwkMzMTnU5HZmYmqamp2Nvbo9Vq6d69OyEhIcybN4/t27fz999/070Ia+c6ODhYfvlfjQa+/x4aNDB0M3n1VXjySVkFIUvDESOIW7oUTyBu5UpJuoXNiY6OJiYmJtd2vV7/0GXRC9tlacKECTRp0sRscZtTxYoVeemll+jWrRs1a9bMsfT8+++/b/HzL836YZ7t7bff5u18Jqc3a9bsvppp23Pq1ClSUlLInkSp0UDjxtaNSQhRPIqcdGdPPBk1ahRfffWV2QLKNmPGDKZNm2Z8PXPmTJYsWcLQoUOZP38+Q4YMoUKFCvj6+rJq1apCtwssVlWrwoIF8PLLEBcHQ4bAli2Gvt5lXPOnn+ZXBweeTk/n3zt3eNzaAQnxgPnz5+e4Ft1Pk08r0MJ2WdqyZQuKotCuXTuLrSppioiICIKCgrh27VqOZeAf9qND5O2vv/7KemZIuuvXl26pQpQVRUq6Z86cyZQpUwDDCMiD5SXZTBkBCQ0Nzbdln5eXV65Wgjavb1/YtMmweM62bfD551LjjSFp+a1zZ3qvW0f52Fiidbp8ExkhSopHdVm6X3p6Om+++Sbr1q1j2bJlxRlmgeXX3UMUniHpVgGGHoFSWiJE2VGkpHv//v3G5/v27cvzPSVhBCQ9Pd1Yy23xMhOAefNgzx44fx7+9z9DG8F8+oSXJc906cKSdeuoUaMGN2/epLKU3ogS7lFdlu43d+5cOnXqRK1atYorPJMoipJjAr1a7tgVypEjR4C6gOH/HzKJUoiyo0hJ9/2jzDICUgjlysGyZfDcc5CWZmgjePgwFLLlTGnTp08funbtarGeuEKYIr/+rI0bN853cKGgXZauXr3K4sWLOXbsmPkCtoDY2FjGjRvH1q1bc7WC1el0Voqq5MnIyCAsLAy49/8nSbqFKDtK3OI45lQsEykf1LIlvPOOoZXg33/DW2/Bp58Wbww2ply5cpRzcYGDBw2dXsaMgYoVrR2WEED+/VkfNsJb0C5LR44c4fLly/j5+QGGEXK9Xs+FCxfYZkO96ydMmMC5c+dYuHAhgwYNYtmyZcyaNYtBgwZZO7QS5eTJk6SmppK9KI6Tk9zsFKIsUSlmaLR97tw5jh49SmJiYo7t2W2cbFF2z1nDBbCYZWQYku8jRwyv162DrGXvy6zdu6F1a8PzFSugXz+rhiPEozzqGtKnTx/c3d2NXZaGDBmSq3tJWloat2/fNr6eM2cO169f5/PPP6dChQqW/QKFULlyZQ4dOkTVqlXx8PDgzp07nDlzhmHDhuVbYlgSFGt5IfDrr79mddo6CDzJ00/Dn38Wy6mFEBZQ2GuIySPdX3/9NWPGjMHT0xNXV1fjdpVKZdNJN1ihpjubvT2sXGnoE5WQAMOGQaNGUKNG8cVga55+GkWrRZWUROwPP1BBkm5RwuXXZemHH37ggw8+IDIyEkdHR3x8fIyf0Wq1ODs721TCDZCcnEzVqlUBQy/sjIwMateubVxZURSM4QeaPdAIkEmUQpQ1Jifds2bN4qeffqJXr17miKfsePxxWLwYXnrJ0L/75Zdh715wcLB2ZFaRpihsSUmhG2C/Ywfo9dJSUZRo+XVZGjBgAAMGDMjzM/l1bLK2atWqcfbsWfz8/PDz82PdunVUqFAhx0CLeLS0tDSgAWCYxyNJtxBli8lZTXx8fIlNuLNruou9rjtb794wdqzh+eHD8Oab1onDBjg6OhJVuzYAbikpKEePWjkiIUS2UaNGGUe1J02aRP/+/Wnfvj3jpe1poRiS7nuZtkyiFKJsMTnp7ty5M7t37zZHLGXTRx/du/J+/jn8/LN147Eil969jc9jvvvOipEIIe4XHBxMz549AejVqxcXL17k5MmTTJ482cqRlSyGNQgM13s3Nx1Z82eFEGWEyeUlXl5e9OjRg969e+fqr1wcywOXeI6O8NNP0KQJ3L4NI0ZAw4ZQp461Iyt2bQYP5u+ZM2kAZP7yC3zxhbVDEkJkyWvC/P79+21+7o4tMUy+bQBAYGAKKpX24R8QQpQqJifdJ06coFGjRkRFRREVFWXcXhIWx7EZNWrA999D166QmAivvAIHDpS5/t116tThG09PGsTF4XPlCkRHQx6t2oQQxaskT5i3LeUAfwD8/ZMASbqFKEtMTrpL8uI4VutekpcuXeCNN2DOHDh+HN5+G+bOtW5MVqDr0AF+/BE1cGfVKjyya96FEFYjE+bN4/Jlb7KrOv387gA+D3u7EKKUMTnp3rNnT57bnZycqF69Oo899pippyg7Zs6EXbvgr7/gk08My8R36mTtqIpVw9df5+CPP7IPeDw2FvkTL4T1leQJ87bk7Nl7Pdpr1Yq1YiRCCGswOelu3bo1KpWK+9fYyX6tUql4/vnnWb58uU0m31ZZkfJhHBzgxx8N/buTkmDIEDhxAh6olS/NnmzZkkpeXsTExND12DFJuoWwAdkT5lu1amXtUEq0XbvuZj27RGCgrLorRFljcveS5cuX07VrV8LDw0lMTCQ8PJzu3buzZMkSjh49il6vl7ZSheHnB19/bXh+6xYMHAg6nXVjKkYajYbevXvTvn37rJXbhBDWlj1h/tVXX2Xq1Kk5HqJgEhMTOXu2PAAVK56nbt26Vo5ICFHcTF4G3s/Pj6NHj+Lu7m7cdufOHZo2bUpUVBRXrlyhWbNmXL9+3eRgzcmqy8AXxLBhsHSp4fm0aVCG/rhl3yURwpbZ/DXEjNq0aZPndpVKxY4dO4o5GvMpzjk9M2Z8y3vvjQBg8OBIvvuuvsXPKYSwrGJfBj42NjZXgqRSqYiNNdSrValShaSkJFNPU/Z88QUcPAj//mtIulu1MjzKAJVKZeje8sMPcO4c5LGqnxCi+JTkCfO2QKfT8eWXRwBD0j1kyBPWDUgIYRUml5e0atWKQYMGcerUKVJSUvj3338ZOnQorVu3BiAsLCxX/25bkd29JPuXik1xdYVVq8DJybAkev/+EBNj7aiKz7Zt8OWXsHkzXLhg7WiEEKLINm7cyI0bVQFQqfQ0b66xckRCCGsweaT7m2++oV+/fvj7+xtHvFu3bs2KFSsAw2TFJUuWmHqasqlBA/j0U3j9dbh2zTCxcsMGUJv8W8nmxT/7LNkFS9cWLqTyzJlWjUeIsmbmzJlMmTIF4KG127II2qN99dVXwEQA/P0VtNKeW4gyyeSk29vbm+3bt3PlyhWuXbtGlSpVqFKlinG/TY4iZ7G57iV5+c9/YMcOw6qVmzfDxx/Dm29aOyqLi6lShUTAF0hdvdrQTlEIUWz2799vfL5379483yNzLx5NURT+/PMg0ByAp56SUW4hyiqTJ1LeT1GUHK0D1TY8IluiJkHFxxuWiT93DuzsYO9eeOopa0dlcT+6u9MvIYF0lQqHhARkeEjYkhJ1DRF5Ko6JlBcuXKBmzY7APwAsWGAYSxFClHyFvYaYnBXHxsYyYMAAvLy8sLOzw97e3vgQZuLubqjvtreHzEzDMvG3b1s7KotLzJo46qAoJP/6q5WjEUKIwgsLCyN7lBugefN83yqEKOVMTronTJjAuXPnWLhwIS4uLqxZs4agoCA+++wzc8QnsgUFwUcfGZ5fvAgjRoD5blLYpBrDh5OS9Tx68WKrxiJEWbZnz548H4cPH+bmzZvWDs+mGZLuJwFwcVEICLBqOEIIKzK5vKRy5cocOnSIqlWr4uHhwZ07dzhz5gzDhg1j37595orT7ErkrWFFgR49IHvU94svYPRoq4ZkSSkpKezUaumk13PH2RmPpKQyMYlUlAwl8hpSRGq1usSuPPwwxVFe0rNnT9avfxdoyrPPwp49FjuVEKKYFXt5SXJyMlWrGlohOTo6kpGRQe3atQkPDzf10OJBKhUsWQJZ/7yZNMmwTHwp5ezszFl/fwA8UlJQDh+2ckRClE2y8nDRHTv2D9AAkNISIco6k5PuatWqcfbsWcCwOuW6devYvn07rq6uJgdnaTbdpzs/np6GRWPUakhLM9R3JydbOyqL0Q4cSAgQAIQ5OFg7HCHKpKlTp/Ldd99Rv359XF1dqV+/PosXL+b999+nUaNGfPfdd+zatcvaYdqcO3fucOmSJ2CY4/Tkk9aNRwhhXSYn3aNGjTKOak+aNIn+/fvTvn17GfWwpGefhZAQw/N//4X//te68VhQ2379eB+IBH7bsMHa4QhRJsnKw0VjuOXczPhaRrqFKNtM7tMdHBxsfN6rVy8uXrxIUlISdevWNfXQFlci+nTnZ8oUQ//u3bvh22+hXTt4+WVrR2V21atX54033qBx48a8+OKL1g5HiDIpe+Xh2bNnU61aNS5evMjbb79dIlYetqb7k25Pz0yqVTP5T64QogQz+6y0KlWqlIiEu8TTaGD5ckO5CRgav54/b92YLOSjjz6if//+eJYrB1mlTEKI4vPNN9+QlJSEv78/Wq2W+vXrk5CQwIIFCwBZeTg/ERERZCfdTz6pQdYSEqJsMznpPnPmDB07dqRChQo4ODjkeAgL8/U1TKwESEiAfv0gI8O6MVnKBx+Atzd06lTqWyUKYWuyVx6+dOkSBw4c4NKlS2zfvt3YraR+/fq0aNHCylHanrCwC4BhEKp5c8m4hSjrTL7XNWjQIHx9fVm4cGGJmDxZ6nTrBmPHwrx5cOgQvP02zJlj7ajMz8EB7twxPCIiIDDQ2hEJUeb4+vpSpUoVFEVBr9cDtr3ysLWFh98bfGrW7CFvFEKUCSYn3SdPnmTfvn3Y2UmtmtXMnm1YGj4sDD7+GFq2hJ49rR2VWe3w8OD5rOeZP/6InSTdQhSb2NhYxo0bx9atW4mLi8uxT6fTWSkq23br1i3u3PEzvpakWwhh8hBFQEAA169fN0csoqicnGD1asNy8QBDh0JUlFVDMrc4Dw/+ynqe+v33UmIiRDGSlYcL78SJE0ATALy8UvD2tm48QgjrM3l4+ptvviE4OJhBgwbh4+OTY99zzz1n6uFFQdWqZajv7tXLUN/dpw8cOACOjtaOzCzat2/PBxoNQTod2qtXDYsCNWpk7bCEKBO2bdtmXHlYo9HQo0cP6tevz7BhwxgzZoy1w7NJhqS7OwBNmlg3FiGEbTA56Y6MjGTnzp1s3Lgxx3aVSiW3HYtbz54wcSLMnQvHj8Obb8Lnn1s7KrNwc3MjunVr2L4dAP2KFagl6RaiWMjKw4V36NBpoBYALVo4WTcYIYRNMLm85M033+SDDz7gzp07ZGRkGB/p6enmiM+iSuSKlI8ya9a9FRjmzYP1660ajjm1HjyYP7Oepy1bJiUmwqbFxMTQuXNnXF1dqVu3LtuzfjA+aNKkSdSqVYty5crRoEEDNtjgIlAleeVha/nrr0zj86ZNpXOJEMIMI93x8fGMGzfOHLEIc3BwgJUroXFjiI+HYcMMz6tXt3ZkJuvWrRvT1Gpa6PU437gBhw/LusrC4qKjo4mJicm1Xa/X51ql8X6jR4/Gx8eHmJgYtm3bRt++fTlz5gye2b31s5QrV47Nmzfj5+fH7t276dmzJ8ePH6dmzZpm/y5Flb3ysJ+fH5MmTaJv374oisKsWbOsHZpNSktL48KF8sbXUl4ihAAzjHR37NiR/fv3myOWYpe9ImWJXZUyPzVrwqJFhud37kD//pCZ+dCPlAQeHh7cat0aPXDCzg5dQoK1QxJlwPz58wkICMj1yMjIyLeELikpifXr1zNt2jRcXFzo1q0bgYGB/PLLL7neGxoaSp06dVCr1bRp04Z69epx7NgxS3+tQgkODqZnVkek7JWHT548yeTJky1yvrS0NIYPH061atVwc3Pjqaee4sCBA8b9H374IV5eXnh6ejJ58mSU++56HTlyhAYNGuDi4kKrVq24ePGiRWJ8mIiICPT6IADc3VOoVKnYQxBC2CCTR7q9vb3p2rUrvXv3ptIDV5b333/f1MOLonrpJRg1Cr76Cv78E0JDYcYMa0dlsucHDqTajh1czcxkh50dbawdkBB5OHPmDFqtFl9fX+O2wMDAR/7Av337NhEREdSrV8/SIZqkSpUqFj1+ZmYmNWrUYN++ffj6+vLTTz/RtWtXLly4wJ49e/jyyy85ePAgrq6utGvXjrp16zJixAjS0tLo1asXISEhDBw4kOnTpzNw4ED27t2b77l0Ol2+/168vLzwLkLbkSNHjgAdAAgKkrlNQpR0+d3xTEtLK1TLbJNHusPDw2nYsCFnz55l7969xse+fftMPbQw1ccf31tE5oMPYNs268ZjBt27d+emnR1arZbzpXTZe1HyJSUl4ebmlmObm5sbSUlJ+X5Gr9czbNgwevfujb+/v6VDLJTiXnnY1dWVqVOnUq1aNdRqNa+88goODg6cOnWKZcuWMXLkSGrVqoWPjw+TJk3i+++/B2DXrl04Ojry6quv4uTkxJQpUzh69OhDrxVxcXF53skICAhg/vz5RYp/z55/AUN50PPPuxTpGEII25HfHc+oqKhcaxc8jMkj3Tt37jT1EMJSnJ1h1SoICoK7dw1lJseOGZaPL6E8PT3ZtWsXTZo0wdnZ2drhiDIgODiYPn365NreuHHjfGu6tVotCQ+UPyUkJKDVah96nvj4eFatWmVawBZg7ZWHz5w5Q1xcHH5+fpw8eZJ+/foZ991/B+HkyZM0aNDAuM/FxYVatWoRGRlZrDXyf/55b3T7qadkxU4hhIEsI1na+fvD/PmGBXNiYqB3b9izp0T3727ZsiWkpxs6s6xYYahff2BUUQhz8fb2zrPE4GHLn9euXZukpCSuXr1qLMWIiIhg8ODBeb5/8uTJHD16lB07duBog/9tWnPl4ZSUFAYOHMjbb7+Nu7t7rrsI999BKModBnNLTk7m4sXsNSv0BAVJ0i2EMJCkuywYMgQOHTLUdx8+DGPHwjffWDsq02zffm+p+xdfhOHDrRuPEPfRarV0796dkJAQ5s2bx/bt2/n777/p3r17rvfOmDGDDRs2sHfvXsqVK2eFaB8te+Xh7F7dxSUjI4M+ffrg5+fH1KlTgdx3Ee6/g1CUOwyenp753rH18vIqdMyG3uVNAfD1zf0jQAhR8uR3x7N79+6FGoyQpLus+PRTCAszrFK5cKGh5OQ//7F2VEXXrh2ZXl7YxcSgW7IEjSTdwsbMnz+fIUOGUKFCBXx9fVm1ahWenp788MMPfPDBB8aSiPfeew8HBweq39fWc8GCBQwYMMBaoedijZWH9Xo9gwYNQqVS8d133xlLeerVq0d4eDjdunUDDHcQstdaqFevXo467JSUFKKioh66FoNGozHrWg1//x2OrEQpROmS3x3Pwt6ZlKS7rHBwgNWroWlTuHEDxoyB+vWhZUtrR1YkO/bs4VhMDG8Amn374Px5Q6tEIWyEl5cXmzZtyrV9wIABORJqpQQs8mSNlYdHjhzJ9evX2bJlS46RpIEDBzJq1Cj69euHq6src+fONa4V0bp1a1JSUli8eDEDBgxg5syZNG3atJjruS8Bhj/OrVrlP8IuhCh7pNisLKlcGdasAXt7yMgw1HdfuWLtqIqkZcuWrL3/lvGSJdYLRohSrrhXHr548SKLFi3i8OHDVKxYEa1Wi1arZe/evXTu3JlRo0bRvHlznnjiCTp06MDwrDtdjo6OrFu3jk8//RQPDw/27NnD8uXLLRJjfv76S298LvXcQoj7qZSSMMxiAU5OTgCkpqZaORIrWLjwXmlJ06aGiZUuJa+t1auvvspr337Lk4Dexwf15ctghYleomwqS9cQd3d34uPjrR2G2WWXlZhrgTRFUXBx+YjUVMOiQQkJYKNl+kIIMyjsNUR+hpdFr71mWDgH4OhRGDECSuBvrwEDBpA9HVR94wZs2GDVeIQorUryysPFKTo6mtTUugBUrHhbEm4hRA4yLFhWffYZ/PMP7NoFK1dCQABMmWLtqAqlVatWBFetSvzly7iDoSNLjx5WjkqI0kdWHi4Yw2hXQwCeeCLNusEIIWyOjHSXVfb28PPP9yYfvvuuod67BFGr1fR79VWyKzb1O3ZAbKxVYxKiNJKVhwvm6NGzQA0AnnxSFu8SQuRUpke609PTzV7TV6JUrAi//QZPPw2JiTBoEFSrBs2aWTuyAhs2bBidQkO5oCioXnmF2RUqWDskIUodWXm4YPbvTzQ+f/ZZ6c8thMipTCfdAkPbwFWroEsXSEmBrl0NC+hUq2btyAqkatWqVOvYkTmbNlFu7VpCvvzSKstUC1HazJw5kylZJWfZC9M8SKVSMW3atOIMy6adPGlvfN6okcqKkQghbFGZTrodHBzK5gj3gzp2hHnzYPRouHkTunWDP/8sMR1NgoOD8fT05LXXXsOlhMQshK27f+Lk3r1783xP9oI1wuDqVcOdNgeHZKpVkx//QoicpGVgGWj3VWD//S98/rnheb9+8MMPUNL+qMbGGiaGBgeXvNhFiSLXkJLPnOWFCQkJuLufAppRo8ZFzp+v/sjPCCFKNmkZKIru44/h+ecNz3/8EebOtW48hbVtG1Stalht8/ffrR2NEKIMiYj4FwgA4IknMqwbjBDCJknSLe6xszPUd1fPGqGZPNmwdHxJERSEotEYnn/8sXVjEUKUKTt2XAYMHUtatpTSEiFEbpJ0i5wqVoR16wz13Ho99O8PW7ZYO6oC2Xn8ON9lr0i5fTscO2bdgIQQZcaBAynG5+3aeVkxEiGErZKkW+TWuDGsXw8ODpCRAT17wu7d1o7qkTw9PQm9c4fM7A0hIdYMRwhRhpw8md2XIJOGDct0jwIhRD4k6RZ5a9fOUNetVhtaCXboYPOL5zRs2JDaL7zA4uwNGzbAwYPWDEkIUQYoisLVq4bRbQ+PG2TNsRVCiBwk6Rb569ULli0z1HqnpUGfPvDFF9aO6qEmTZrEDMC4AHMJW9peCFHyXLlyhYwMfwBq1UqycjRCCFslSbd4uP79DatWurqCosDYsTBzprWjyleHDh2o2LgxX2dv2LHD8BBCCAvZuTMSqAxAUJCDdYMRQtgsSbrFo734oqGm2ytrctC778J77xmScBujUqkIDQ3lAyA5e+Ovv1oxIiFEabdjh/FqQ/v2Fa0YiRDClknSLQqmaVND4l2pkuH1jBkwbhzodNaNKw9du3bFt0kT3gWGOTtzRyZUCiEs6Phxx6xnel54wc2qsQghbJck3aLg/P1hzx6oVs3w+osvoHdvuHvXunE9IHu0+1NgaUoKX3z5pbVDEkKUYhcv+gDg4nIeN8m5hRD5kKRbFI6fH+zbBwGGldf45Rdo0wZu3rRuXA/o0qUL7dq14/3332fs2LGGjTZYDiOEKNkURSEhwXAHsHLlGCtHI4SwZZJ0i8KrWtWQeL/wguH14cPQvDmEh1s3rvuoVCq2bNnCe++9h7u7Oxw5Ak8+aVg0RwghzOTSpRgUpQoANWvqrRyNEMKWSdItisbdHTZuhOHDDa8vXYKWLQ29sW2ESqUyPLl9G55/3pB4DxwI0dHWDUwIUWrs2nXe+LxBA1n+XQiRP0m6RdE5OMCiRfDhh4bXiYnQtSuEhhqWkLcV5ctzJzTU8PzGDRgyxLbiE0KUWIcO3Sute/JJHytGIoSwdZJ0C9OoVPDWW7B2LWi1hm3TpkGXLnD9unVjy3Ly5EmqT5vGj9kbfv8d/u//rBmSEKKUOHbsXrvAp57ytmIkQghbJ0m3MI+ePeHQIahTx/B682bDZMsff7T6BMYnnniCZs2bMxKIyt74zjvw/fdWjEoIURqcPWsoKbGzS8DXV2XlaIQQtszO2gGY2+TJkzlw4AB+fn4sWrQIjUZj7ZDKjnr1DJMqg4NhxQqIizOsaLl8OXz+OdSqZZWw1Go1y5cvp2HDhvSMjmYP4AGGevTy5Q0lMTYkIyODhIQEKlSoYNwWfeoU20JCUMXHo0pKgrt3UaWloc7MRKPToVGpsFOrab5lC17Vqxs/t+XFF9GnpICTEyoXFzQuLqi1WjTlyuHg4YGjpydVn38e7yeeMH5GUZR79fBCiHwpisLt24ZJlN7eN1GppF+gECJ/pSrpPnHiBDExMezdu5dp06axYcMGunfvbu2wyhZ3d/jhB+jVC0aNgpgY2LTJ0DVk3DjDtpo1iz0sHx8ffvjhB9q3b09XReEPlQonnQ769jXE16ZNsceUmppKRHg4UTt2EL9vH5w6hfbaNR5LTialfHm6xMUZ33s3PJz+q1Y98pjXExNzvA764w8qPKJ+fcdrr/H8N98YX+97/HECLlzgrkZDikZDir09aY6OZDg5oXN2Rufigl27drT8+GPjZ64dOMDNvXtxqFABJy8vnL28cPXxwfWxx7BzcSnoPxIhSpT4+AT0esPdvWrVEqwcjRDC1pWqpPvPP//kxRdfBODFF19k7dq1knRbS+/e0KqVod578WJIS4OPPoI5cwzLyr/xhiHRLcYR1RdeeIH33nuP999/n5cUhfUA1aph16TJwz+o1xsmYF64YOjScuOG4XHrlmE0/84dyBp9Ji0N0tMhI8PwOUUxfEe1GjQacHBgd2Iil27fpkZmJg2BoDxOefHOHZg1C1xdwcUFh8uX8w4NyFCp0AEK4OjgkGO/Q14feoCLd846VOe0NMoD5XU6w4qj6emQnJzjPTseOMa5uXN5ZvXqPI+fBiSrVJwvX56msbHG7TcPHybq5ZfROTmhd3EBFxcUrRa1Vou6XDnU7u7Yu7vT4I03cMyeLwDcjorCqXx5nDw8UKltt0IuJiaGoUOHsmvXLnx9fZk/fz5t27bN9b6UlBRee+01fvnlF8qXL8///d//0a9fPytELAorOloLGO6m6nTh/H979x7XZNnGAfw3DnLYOAwEQRARQU0FTTNTQShe85xKaqYlqFS+omlZmWaBZdn5tSwpD2lhmkkqviKa+oJhJ88oeAIFUVJBQmHAgG3X+8fkicGAgYxteH0/n322535O133D2MWz+74foL9B42GMGTejTbpjY2Oxdu1anDlzBm+88QZiqmefQP0fZkVFRehy9yqqg4MDioqKGjwHESEjI0PrOhcXF7i68qCYe9K+PbB+PRAZCbz6KvDrr+okNClJ/XjkEeDNN4GRI1st+Y6JiUFBQQFiY2MxEuqkdG1pKTo6OAAKBXDuHJCRoX6cPQtcvAhkZQFyeZPPVQ7gCNSJcc3r6FIAwfXsIwNQBKCSSN3v/C53AEpUf7z/wwyAVY0+8+KePQEbG8DaGrCygp23N9CuHVQWFqgwN0eFmRnkUCfCciLIlUr4nToFzJihno3G0hJKJyekKhQwUyhgcfdhpVTCWqWCjVIJWyJQWRmwdq36HwkLC9CFC/W2g9XdGPPKytR3NDU3B8zNcXvvXgzOyWm0HYsefxxWHh7qf1zMzGDp6wubu+1RBqDczEz9MDdHpaUlKi0tYbl8OfpERgr7HF60CKWXL8PMwQEWzs6wdHaGlYsLbN3c4OTtDbdu3SCytNR6/vz8fBQU1L3piUqlarAbTlRUFNzc3FBQUIADBw5g8uTJyMzMhJOTk8Z20dHRuHXrFvLy8nD27FmMHDkS/fr1Q/fu3RttG2ZYaWn/vM7N3QUgwlChMMZMgNEm3e7u7oiJicHmzZvrrKvvw8zR0RF37twBANy5cwdSqbTBcyiVSvSuvrNiLdHR0RqJPrsHgwapb6Zz5gzw1VfAhg1AeTnwxx/A6NHA4MHA22+r59LWc/ItEonwxRdfoFwmw8a4OPjevg37pUvVsZ05o75SrQtLS/U/FU5OgKOjeuYWGxsU3bmDCzk5UN24Ab/ycgQDOGZurk5qFQqgqgpd8vOh2L8fN9q1g9zGBhIbG7S3soKFSgVJRQUkpaXqq+Y1kmkR6ibcWimV6qvuMplGsRkAm7uPOmrd1GigDqcJvXQJeP55YdkPwCkAlQCqoE6IVXcf1edXyOXwD/7n3w0CkHM3JlsAYmgf2S0eMkRjubqzijkAOwB2KpX6WwWFQvj5HYmKAqKi/jkGgMBG6pQCIOSxx+rcQGn16tVYtmyZ1n3qGzMik8mwc+dOXL58Gba2tnjiiSfg7++PhIQEzJgxQ2PbuLg4bNu2Dfb29njkkUcwbtw4bN68ud5zMuOxYcMJAAMAAAMHan13McaYwGiT7vHjxwMA9uzZo1He0IfZ4MGDsWrVKjz11FPYt28fBg0aZIDIWb38/YEvv1TP4/3ZZ8CqVUBxMfDbb+q7W3bqpJ4FZexYICgIsLJqmfPKZEB6OnDqFHDiBMyOH8e606fhAODp/HxINmzQvp+VlTqmXr2APn0APz/17Cxdu6qTbZEIqowMFC5bhso//kD7vDxIVSo8UrvaSiWuL14Mdx8fAIAdEVBRAU9r6/pjJlJfXS8rUz9KS9X/qFQ/1ywrL1dvW/26ouKfZ7lc/Vz9qKpSdxep+bqqSr18958CjYdCoVMTu919NEWPWssE9ZXrMgDyu48KAL1qbZN69xlQ/zNiBnUCbgHAEupvL+xqHVuX3yQV0GIz7WRmZkIikcDT01Mo8/f3r/PNWlFREW7cuIGAgACN7X7//fcWiYPp15kzSgCAufkVxMXFGjgaxpixM9qkuz4NfZjNmDEDUqkUQUFB8PHxwZIaX88zI+LiAixfDrz8srqf9+efq5PIq1fVrz//HLC1BQID1dMOdu8OeHioryw7O6uvLDs4qLspAOqE8c4d9Z0nr15V973OzATOn1d3Ebl8uU4I5gBWVi9IJMCDDwKdOuFEQgL6VfdfrqhQdy3JygISEgAAZb16wTY9XThO7okT8N62rc7xb4pEyOncGe1CQ9EtMhLu3t7/rBSJ1N0/GiISqbuJ2Nio62woROqr51VV6meFQv1cs6z6ufb6mg+VSvO55msiQKWC6G7XFdsaZcL6u88ilQrBNddXP9d+XX2Ou/v2kMtRWlKCMpkM5aWlkMtkqCgrQ1VZGUpkMhTfuQPPgADgqadapNlkMhns7TVnsrC3t0dhjT7t1dsBgJ2dncZ2slrfVDDjVFio/jbVwSEf9vadG9maMXa/M7mku7EPs48//ljnY5mbmyOtZqe8GlxcXJofJNONk5N6sOBLLwHbtqlvsHPokDpZKisDfv5Z/WhJ9vZA375A//7AQw+pn/381P1+Dx9G0ObN8AMwE8AEALV71V7NyIB3RQWs7l6F9woNRSnUXSuyHR0hGjgQ3WbMQL8nn0QHC5N7e9UlEgEWFuqHCTODuotJc27SPWfOHEyaNKlO+YMPPlhvn26JRILiYs3ZLIqLiyGpMSC0ejsAKCkpEf6uaduOGR+FQoHycvW4n44dyw0cDWPMFJjcJ6muH2a6qKqqwuTJkwGg3gGVrBW4uqr730ZFqa9WHzigHmh55Ij6inVlZdOPaWmpTqa7d1d3awkIUD+6dlUPrtPCx8cHL730EpKSkrD4/HksBuAAoB+AjgDsoe6CMP/yZTzwwAMAADN3d6QmJqL7Aw9giAGmQmT65+rqqnVQtVkDM6f4+flBJpMhLy8PHh7qeZzT09Mxffp0je2kUinc3Nxw5swZDLnbdz09PR29evWqc0xmXNLTM1DdSapTJ6eGN2aMMZhg0q3rhxkzUVIpMGmS+gGor3rn5gI3b/4zRd+dO+pH9fzTlpbq7iYODoCnJ+Dtre6O0sSrsx07dsSnn36KTz/9FNevX8exY8dQUFAgzFwhlUrh5OQEd3f3f3YSiTBi1KgWqDhrSyQSCcaNG4fo6GisWrUKBw8exOnTp7VOYfrMM89g+fLl+PHHH3Hu3DkkJCRwn24TkJZWAKAPAKB799qjCBhjrC6jTboVCgUUCgWUSiUUCgXkcjksLS2b9GHWmHbt2vEVbmNnbq6+mU4rX0V2d3fHWCO7UyUzLatXr0Z4eDicnZ3h6emJrVu3wsnJCd9//z3ee+894W/P22+/jcjISLi7u0MqleKLL77g6QJNwOXLjsJrHx++MQ5jrHEiohYart/CYmJi6kyZtWHDBkRERKCgoADh4eEa83T/61//atLxre8OZJM3Y/5lxhjjvyGmLT8/X5gyds6cOZgzZ06T7s0wd+5JfPnlgwCAhIQ0PPFEH73EWZ/8/HysXr1aWG5q/IZmyvGbcuyAacdvbLFXdwXU9QKu0Sbd+mZtbY3Kykqhby5f8WaMNQUn3aYtIyND4z4NTe1L/+yzx7Fpk/oOlH/8kYmBA/1aPMaG3Gv8hmbK8Zty7IBpx29ssTc16TbeeygzxhhjRkoiUQqv//7bgIEwxkyG0fbpbg269uk2tq8zmovrYTzaQh2AtlGPtlAHpqmgoAAREREaXRBDQ0Nb9By+vu2E16dOFWPkyBY9PGOsDbqvk25dFRQUaPQvnzRpkkl+KHM9jEdbqAPQNurRFurANEVFRcHNzQ0FBQU4cOAAJk+ejMzMTDg5tdzUfqNGeeCVV1QAzLB5swozZ5agQweexYQxVj9OuhljjLUZMpkMO3fuxOXLl2Fra4snnngC/v7+SEhIwIwZM+rdLysrq06Zi4tLvf+APfCACxwdD+P27UCkpw+AmxswevT/sHv3Yy1WF8aYccjPzxemD66poqICFk2Ynvi+TrorKyub3AmeMcaY8crMzIREIoGnp6dQ5u/v3+jf+PHjx9cpc3FxafDuxDY2Zbh921ZY3rOnCr16WTY96GaoqKjQWB43bpxwp1xTYMrxm3LsgGnHb6jYa96zo7Z27dppLdfmvk66iQiXLl1C165dAWiOQq05Grb2D7mpdEns69tGW3ntMm1xa3tt6vWo9uOPPza7Dg3FqMv6hmJuaLlaW/lZmEI9dKkTcO/vb2ZcZDIZ7O3tNcrs7e1RWFioUebi4gKxWAy5XA6lUonmkEptIZXWLGmdhBsALCwsNP4haMrVNmNgyvGbcuyAacdvjLFbWur+vjd8tAYkEonQtWtXvsrNGGNthEQiQXGx5s1qiouLIZFINMpcXV0hk8m03hOi2pw5cxATE6OvUBljJqKhvxOvvPKKzse5b+fpFolEwnP1VwOVlZUA1F8VVL8G1FfEa7K0tISZme6zLdY8blO30VZeu0xb3Npem3o9qllYWKCqqkpv9WhofUMxN7Rcra38LEyhHrrUCWj++7v6Cvl9+ifUaMlkMjg5OSE7OxseHh4AgEcffRTTp0/X2qe7vr6aQMN9uhlj94+W+jtx3ybdZmZmICKd+gIRkcbXj+bm5kLSbkq4HsajLdQBaBv1aG4dKioqIBKJoFKp9Bkea4ZJkybBwcEBq1atwsGDBxEeHt7is5cwxlhT3bfdS/iDkjHG2qbVq1cjPDwczs7O8PT0xNatWznhZowZ3H17pZsxxhhjjLHWwreBZ4wxxhhjTM846WaMMcYYY0zPOOlmjDF23ykoKMDo0aMhFovRvXt3HDx40NAhaaioqMDMmTPh5eUFe3t7PPLII/j999+F9e+//z5cXFzg5OSE1157TWMWnaNHjyIgIAC2trYIDg7GlStXDFEFAMDvv/8OMzMzLF++XCgzldg//PBDdOrUCXZ2dnjwwQdRUlICwPjjP3XqFIYMGQJ7e3v4+Phg3bp1ANRj2RYsWABHR0d06NAB//nPfzT2S0pKgq+vL8RiMcaNG4eioqJWiTc2Nhb9+vWDpaVlnSk6N27cCE9PT9jb22PGjBkaM09dunQJQ4YMga2tLfr164e0tDRhXWN1NRhijDHG7jOTJk2imTNnUmlpKSUkJJCTkxMVFhYaOiyBTCajZcuW0ZUrV0ipVNKWLVvI2dmZSkpKKDExkTw9PSkrK4uuX79OvXv3pnXr1hERkVwuJ09PT1q7di2Vl5fTkiVLKDAw0CB1UCqVNHDgQHr44YfpnXfeISIymdi/+OILevTRR+nKlSukUqkoLS2N5HK5ScTfu3dvWrZsGSmVSjp+/DhJJBI6e/Ysffnll9SnTx+6efMmXbx4kTp27EgHDhwgIqKbN2+Sg4MDJSYmUmlpKU2fPp2eeeaZVol3x44dlJCQQE899RRFR0cL5adPnyZHR0c6cuQI3b59m0JDQ2np0qXC+gEDBtBbb71F5eXltHr1aurSpQtVVVURETVYV0PipLsFvPrqqxQYGEgRERGkUCgMHU6TyeVyGjhwIInFYsrMzDR0OM2WkpJCAwcOpCFDhtCCBQsMHU6z5ebm0qBBg2jo0KE0duxYKisrM3RIzbZt2zby9PQ0dBjNlp2dTa6urhQcHEzDhg0zdDishZSUlJClpSVdvXpVKAsODqZvvvnGgFE1zt3dnY4dO0ZTpkwRklgiog0bNtDQoUOJiGjv3r3UtWtXYV1paSnZ2NjQ5cuXWz3e2NhYevHFFyk8PFyI1xRiVygU5O7uTllZWXXWmUL8EomELl68KCwPGDCAtm/fTo888gjFxcUJ5dHR0TR9+nQiIvrqq68oNDRUWHf58mWysrJq1c+fF154QSPpfv3112nWrFnCcnJyMnl5eRER0fnz50ksFpNcLhfWd+7cmf73v/8RETVYV0Pi7iX3KC0tDQUFBUhNTYW3tzd2795t6JCazNLSEgkJCZg4caKhQ7knvr6+OHToEA4fPoz8/HycOXPG0CE1S8eOHXH48GEcOnQI/fv3N8nfKUA9//W2bdvQqVMnQ4dyT4YNG4aUlBT8/PPPhg6FtZDMzExIJBJ4enoKZf7+/kZ9d+LMzEz8/fff8PX1xdmzZxEQECCsqxl77XW2trYGufNyYWEhVq5cWecufqYQ+7Vr11BWVob4+Hh06NAB3bt3x9q1a00m/nnz5mHTpk1QKBQ4cuQIcnNz8cgjjzQp9i5dusDS0hKXLl1q1dhr0hZvbm4uZDIZzp49i27dumnca6Wh+hjL+5uT7nv022+/YcSIEQCAESNG4LfffjNwRE1nZmaGDh06GDqMe+bh4SG8AS0sLGBubm7giJrH3NxcuCOiUqmEn5+fgSNqnh07dmD06NFNukOlMUpJSUFQUJDx9Alk90wmk8He3l6jzN7eHjKZzEARNay8vBzPPPMMFi9eDAcHhzrx14zdWOr2xhtvCH1qazKF2PPy8nDnzh1cvHgROTk52LZtG5YsWYLU1FSTiH/kyJH47rvvYG1tjcGDB+ODDz6Au7u7ScRek7Z4q8sbi7ehuhqSaX8atrCGOvPXN+imqKgIDg4OAAAHB4dWG3hQn+bUwRjdSz1OnjyJW7duoWfPnq0YsXbNrcfhw4fRv39/HDx4EF26dGnlqDU1pw5EhE2bNmHq1KkGiFi75tTD3d0dFy5cQHJyMg4cOIDTp08bIHLW0iQSCYqLizXKiouLIZFIDBRR/aqqqjBp0iT4+vrirbfeAlA3/pqxG0PdTp48iaNHj+K5556rs87YYwcAGxsbAMBbb70FGxsbBAQEYMqUKdizZ4/Rx//3339j9OjR+Oijj1BRUYETJ05g8eLFOHHihNHHXpu2eKvLG4u3oboaEifdNbi7uyMmJgZPPvlknXVRUVFwc3NDQUEBPvroI0yePBl///03HB0dcefOHQDAnTt3IJVKWztsDc2pgzFqbj3y8/Px4osv4ptvvmntkLVqbj0CAwNx/PhxjB8/3uB1aU4dEhISMHz4cFhYGM9Nb5tTDysrK4jFYlhYWGDMmDFIT083QOSspfn5+UEmkyEvL08oS09PR69evQwYVV0qlQrPPvssRCIRvv32W4hEIgBAz549NbrP1Yy99rry8nJcunSpVet26NAhXLhwAR4eHnBzc8PWrVvxwQcfYMaMGUYfOwB069YN7dq1E9obgMm0/aVLlyAWizFx4kSYm5sjICAAgwcPxqFDh5oUe05ODqqqqtC1a9dWi702bfF6eXlBIpGgZ8+eyMzMREVFhcb6+upjNO9vQ3cqN0a1O/M3NOjm5MmTNHPmTCIiWrZsGe3YsaOVo9WuKXWoFh4ebnQDKZtSD7lcTqGhoXTs2DEDRNqwptaj2po1ayg2NrY1Q61XU+qwfPlyCg0NpeHDh5OjoyO9/vrrBohYu6bUo7i4WCibNm0a/fHHH60ZKtOjiRMn0qxZs6isrIz++9//Gt3sJUREkZGRNHToUCovL9co3717N3Xq1IkuXbpEN27coICAAI0ZNDw8PGj9+vUkl8vpjTfeaPUZNEpLS+n69evCY/LkybRo0SIqKioy+tirTZ06lZ5//nmSy+V09uxZcnV1pV9++cXo4799+zbZ29vTzp07SaVSUUZGBrm6utL+/fvpiy++oL59+1J+fj5lZmaSh4dHndlLkpKSqLS0lCIiIlpt9pKqqioqLy+nyMhIeuONN6i8vJwUCgWdPn2apFIpHTt2jG7fvk3Dhg2rM3tJTEwMyeVy+vrrrzVmL2morobESbcWtT+UT5w4QVKpVGObuXPn0sKFC4mIaOHChRQYGEjTp08XfuCG1tQ6jBs3jtzd3Wnw4MH0448/tmaoDWpKPdasWSPMNBEcHEy//fZbK0dbv6bUIyUlhYKCgigkJITCwsKotLS0laPVrqm/U9WGDBnSGuHprCn1SExMpH79+tGgQYPotddea+VImT7l5+fTyJEjycbGhvz8/Gj//v2GDklDTk4OASBra2sSi8XC45dffiEiovfee4+cnZ3J0dGRXn31VVKpVMK+R44cIX9/f7K2tqagoCDKyckxVDWIiDRmLyEyjdiLioooLCyMJBIJeXt709dffy2sM/b49+7dS3369CGJREJeXl70/vvvE5F6Csf58+eTg4MDubi40CeffKKxX2JiIvn4+JCNjQ2NHTuW/v7771aJNzo6mgBoPDZs2EBE6tlhOnbsSBKJhMLDwzUuSmVmZtLgwYPJ2tqa+vbtSydPnhTWNVZXQzGe736NWH0d9gsLCwEAH3/8sSHCapLG6rBz504DRNV0DdXjueee09qH0Bg1VI/g4GD88ssvBopMd439TlU7fPhwa4bVZA3VY9SoURg1apSBImP65OLigj179hg6jHp17txZ46YrtS1evBiLFy/Wum7AgAFGNf5g48aNGsumELujoyN++uknreuMPf7hw4dj+PDhdcrNzMywcuVKrFy5Uut+hvp7FxMTU2ecTbWIiAhERERoXefr64tff/1V67rG6moo3KdbB8Y4wKCp2kIdAK6HMWkLdQDaTj0YY4wZN066dWAqg24a0hbqAHA9jElbqAPQdurBGGPMuHHSXYNCoYBcLodSqdR4LZFIMG7cOERHR6O8vBy7d+/G6dOnMW7cOEOHXEdbqAPA9TAmbaEOQNupB2OMMRNl6E7lxqShzvzGPuimWluoAxHXw5i0hToQtZ16MMYYM00iogZGajDGGGOMMcbuGXcvYYwxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMzzjpZowxxhhjTM846WaMMcYYY0zPOOlmjDHGWJOFhIRg6dKlhg6jXiNHjsQ777xj6DDqUCgUEIlESElJMXQoDfr111/Rp08fqFSqJu03duxYbNy4UT9BmThOuhljjDFmUnRJ+JOSkvDmm2+2UkRtz7x587Bs2TKYmf2TKu7fvx+hoaGwt7eHWCxG3759ERsbi5qzTy9fvhyLFi1CeXm5IcI2apx0M8YYY/eZyspKQ4fQLKYat6lJTk7GjRs3MHbsWKFsw4YNGD9+PMLCwpCbm4vCwkKsWLEC77//PiIiIoTt+vTpg86dO2PTpk0GiNy4cdLNGGOMtXEhISGYO3cupkyZAqlUihdffBFyuRxLlixB165dIZVKMXToUJw8eVLY58svv0Tv3r1hb28PNzc3PPvss7h161aTzxkWFgY7Ozv4+vriu+++09imsXNoi3v27NlITU3Fhx9+CIlEAolEUu/5a14NDwkJwbx58/DUU0/B3t4enp6e+OGHH3DmzBkMGjQIdnZ2ePjhh3HhwgWd69BYGwJAfn4+wsLC4OjoCB8fH2zdurXJbTB//nxMnToVDg4O6NSpE2JjYzWOUV5ejqVLl6Jbt26ws7ODj48Pvv32W51jrO2nn35CaGgozM3NAQDFxcWYP38+3n77bURFRcHR0RHW1tYYOXIk4uPjERcXh4MHDwr7jxgxAtu3b2/wHPclA98RkzHGGGN6FhwcTLa2tpSYmEhKpZJKS0spPDycQkND6erVq1RVVUWrVq0iFxcXKioqIiKi+Ph4unDhAimVSsrJyaGHH36YpkyZonHMN954o8FzWltb065du6iqqooSExPJ0tKSDh8+LGyjyzlqx63LubVtExwcTA4ODnTo0CFSKpW0cuVKsrW1pVGjRlF2djZVVFRQWFgYPf744zrXobE2JCIaNmwYDR8+nAoLC6mwsJBGjx5NACg5OVnnNrC3t6eDBw+SUqmk+Ph4MjMzo8zMTGGbadOm0YABA+js2bOkUqkoLy+Pjh8/rnOMtQ0cOJDef/99YTkxMZEA0NWrV7Vu7+PjQwsXLhSWt23bRs7Ozg38dO5PnHQzvamsrKSpU6eSVColsVhMt2/fNnRIRufdd9+lOXPmtOgx586dS9HR0S16TMaYaQsODtZI5G7dukUA6Pz58xrb+fr6UlxcnNZjbN++nZycnDSO2VjSHRYWplE2efJkmjlzZr37aDtHzbh1Pbe2bYKDgzXOffv2bQJAmzdvFsri4+PJ0dFRpzro0obXrl0jAHT69Glh/enTpzWS7tq0tcGMGTM0tmnfvj398MMPRERUUFBAAOjo0aN1jtWcnzMRkZ+fH8XGxgrLW7ZsIQAkk8m0bt+/f3+aPXu2sPzzzz+TmZlZvce/X1kY6go7a/vi4+ORnJyMnJwc2NvbGzoco3Pjxg189NFHdb7KDAwMxPLlyzW2jYiIgEKh0KmP3Jtvvolu3brhueeeg4eHR4vHzRgzTV26dBFeZ2VlAQAGDhyosU1lZSWuXbsGANi+fTs+/vhjZGVlQS6XQ6VSobS0FEqlUuh20JRzVi+fOHFCWNblHLWPcS/c3d2F12KxWGtZSUmJTnXQpQ2rn2seo/bxdGmDjh07auxTM87s7GwAQPfu3evUV5cYtXFycsKdO3eE5R49egAA0tLSMHjwYI1tS0tLceHCBTz77LNC2Z07dyCVSus9/v2K+3Qzvbl06RJ8fHwaTLirqqpaMSLjEhsbi2HDhsHV1bVFj+vq6orHH38cq1evbtHjMsZMW81ZKNzc3AAAp0+fxu3bt4VHWVkZXn/9dVy7dg2TJk3CvHnzkJubi+LiYsTFxQGAxkwVjcnJyamz7OnpCQA6n6Nm3A2V6Ut9dWisDQEIda15jJqvW6Kdvb29AQAXL16ss06XGLXp378/MjIyhOW+ffsiKCgIK1asqLPtp59+CisrK0ydOlUoO3PmDB566CGd4r+fcNLN9CIiIgJvv/02fv/9d0gkEowcORKA+o9DdHQ0RowYATs7O3zyyScAgO+++w59+vSBg4MDevXqhR9++EHjeHFxcfDz84OdnR3CwsIwd+5chISECOu9vb2xbt06jX1EIhEOHDggLP/5558ICQmBs7MzOnfujDfffBMKhUJj+1WrVmHIkCGQSCTw9/fH4cOHNY757bffom/fvnBwcECHDh0wf/58AEBQUBCWLVumsW18fDw6dOhQ72j7n376CcOHD9elOTWcPHlSGDxU/TAzM0NMTIywDQ9iYYw1pHPnzhg/fjyioqJw5coVAEBJSQmSkpJw/fp1yGQyqFQqtG/fHtbW1sjMzNSacDVmz549SExMhFKpxN69e7Fjxw7MmDEDAO7pHG5ublqTTH2orw6NtSEAeHh4IDQ0FK+99hqKiopQVFSEJUuWCMduiXZ2cXHB008/jaioKOGb0+vXr+PEiRM6xahNWFgYDh48CKVSKZRt3rwZFy5cQFRUlHBF/pNPPsHHH3+M+Ph4uLi4CNvu3bsXEyZMaFI97gsG7t7C2rDo6GgaMmSIRlnnzp2pQ4cO9Ntvv5FKpaLS0lLasGEDderUiY4ePUpKpZJSU1PJzs6OUlNTiYjo119/JQsLC2Egy65du8ja2pqCg4M1jrt27VqNcwGg/fv3ExHR+fPnSSwW05YtW6iqqopycnIoICCAli9frrF9QEAAZWZmUlVVFc2fP5+8vLyE9WvXrqX27dvT/v37qaqqioqLiyklJYWIiL7//nvq1KkTKZVKYft//etftGjRIq1tU1ZWRgDojz/+0Civr59ieHg4TZs2Teux4uLiSCqVavQZPHr0KAGgkpISrfswxu4v2v62lJWVUXR0NPn5+ZFEIiF3d3eaMGEC5eXlERHRihUryM3NjSQSCQ0aNIg+++wzAkBVVVX1HrP2OaOiomjChAkkkUjIx8eHvvnmG41tmnuOY8eOUUBAADk6OpKDg4NOda69XFVVVadvdVJSEpmbm+tch8bakIjo+vXrNG7cOLK3tydvb2/atGmTxnmb0wa1P/NkMhm99tpr1KVLFxKLxdSlSxf67rvvdI5Rm759+9KOHTuISD3+SCwWk5WVFQGgjRs3UkpKCgEgCwsLEovF9MILLxARUVpaGrm4uAiDXtk/OOlmelNf0v36669rlPn7+9NXX32lURYZGUmzZs0SXtceyBIWFtakpHvevHl1BuNs2rSJunbtqrH9t99+Kyynp6cTALpx4wYREfXq1Ys++ugjrXWtqKggFxcX2r17NxERZWVlkbm5OV26dEnr9nl5eQSAzp07p1EeHBxMVlZW5ODgoPGwtLTUmnTv2bOH7Ozs6JdfftEov3jxIgGgK1euaD0/Y4zpmy6DHY1dW6hDc6WmplJAQIDGxSRdjB07ts4/V0yNB1KyVld7EElmZiYWLlyIRYsWCWUKhQJDhw4FoO7z1qtXrzrHKCws1PmcmZmZSE5OhqOjo1CmUqnq3N625mCV6kE2JSUl6NChA7Kzs7UOVAGAdu3aYdasWfj6668xevRorFmzBqGhofDx8dG6ffUAk5oDVaq98sor9Q6krOnPP//ElClTEBcXh6CgII111cd1cnLSen7GGGOsIYGBgUhLS2vyfrt27dJDNG0D9+lmra72ABg3NzesXr1aY5CHTCbDnj17AKgHomgbyFKTnZ0dSktLheW//vqrzjmmTp2qcY7i4mLIZDKd4/b29m6wD+ELL7yAffv24fLly9iwYQNmz55d77Y2Njbo2bOnxkCVpjh//jzGjBmDTz75BOPGjauz/syZM+jevXu9N41gjDHGWOvipJsZ3IIFC/DOO+/g6NGjUKlUqKiowNGjR3H8+HEAQHh4OHbt2iUMZElMTBQS8moPPfQQtmzZIiTTtUdlz5kzB/Hx8di2bRsqKyuhVCqRlZWFvXv36hzn/Pnz8cEHH+B///sflEolSkpKcOjQIWG9t7c3hg0bhkmTJsHS0lLj9rnahIWFYd++fTqfv1peXh6GDx+Ol156CZGRkVq34UEsjDFDS0lJqfOtnalpC3VgxoOTbmZw8+fPR0xMDGbPng0nJyd4eHjg1VdfFa5cBwYGYs2aNZg/fz4cHR2xfv16zJw5U+MYy5cvh729PTp16oT+/fvXSTgHDBiA/fv3Y+3atfDw8ICzszMmTpwojObWxfPPP48VK1ZgwYIFkEql8PPzw86dOzW2+fe//40TJ05g1qxZsLBouPfWnDlz8PPPP+PmzZs6xwAA+/fvR25uLt577z2NGUzee+89AEBBQQH27duHqKioJh2XMcYYY/ojImrChJuMGYmlS5fi8OHDSElJMXQoGs6dO4fevXsjOzsbXl5ejW7/7rvv4q+//sKXX37ZYjG8+OKLkEqldaYwZIwxxpjhcNLNTJIxJt2VlZWYNWsWKisrsXXrVkOHwxhjjDEjwt1LGGsBiYmJkEqlyMjIEG74wxhjjDFWja90M8YYY4wxpmd8pZsxxhhjjDE946SbMcYYY4wxPeOkmzHGGGOMMT3jpJsxxhhjjDE946SbMcYYY4wxPeOkmzHGGGOMMT3jpJsxxhhjjDE946SbMcYYY4wxPeOkmzF2T3r16oXff//d0GGwJkhNTUWfPn0MHUabY0zteu7cOfj7+8POzg4//fQTbty4gcGDB8POzg6ffvqpocNj7L7ESTdj7J5kZGRg0KBBrXrOiIgILF++vFXPaUjff/89JBKJxsPW1hYikQi//PJLne1FIhGuXbumUVazzYKCgpCWlias8/b2xuHDh/VbCSPT1DYFjKddlUol3nnnHXh7e8PGxgY9evTA6tWrNbb56KOPMHbsWJSUlODJJ5/EmjVr4O3tjZKSErz88svNOm9MTAwiIyNbogqM3Zc46WaMNYtCoTB0CPeNadOmQSaTaTxmzpyJoKAgDBkyxNDhmSRja9OUlBSEhITotO2cOXOwdetW7Ny5EyUlJVizZg3ee+89vP/++8I2ubm56NmzZ73LjDEDIMaYSbty5QqNGjWKnJycqEePHpSUlEQpKSnk5uZGBQUFRESUkJBAPj4+JJPJKDk5mbp27UpLly4lR0dH8vPzo59//lk4XmFhIT399NPk4uJCXbp0oY0bNwrrgoODaenSpdS/f39q164dVVZWUufOnSk1NZWIiMLDw2nevHkUEhJCYrGYxowZQ/n5+fTkk0+SnZ0dhYSE0K1bt4TjpaSkUL9+/cjBwYGCg4MpKyuLiIiys7PJ3Nyc1qxZQ25ubtShQwchjo0bN5KFhQW1a9eOxGIxvfDCC3pvY2Pz008/Ufv27enatWta1wOgq1evapSFh4fTO++8Q0Qk/A4QEc2aNYtEIhHZ2NiQWCymTZs26Td4I9VYmxLpt12Tk5MpODi40TjPnz9PIpGITp06pVG+c+dOsrW1pdu3b9OIESPIzMyMrKysSCwWU2RkpMZ75sSJE7R+/Xry8vIiiURC3bp1o+TkZCIiKisro6ioKHJ3dycPDw9asWKFEJ+lpSVZWFiQWCymESNGNBorY0yThaGTfsZMzYIFC3Dq1Cm9n6dv375YuXJlg9uoVCqMHTsWs2bNQkJCAo4ePYonnngC6enpeOqppzBnzhzExsZi9uzZ+OGHHyAWiwEAOTk5UCqVuHnzJvbs2YNJkyYhOzsbUqkUzz77LB544AFcvXoV2dnZeOyxx/Dggw8iICAAALBlyxbs3bsXnp6esLCo+ydk27ZtOHDgALy8vDB48GAEBgZi3bp12Lx5M8aMGYPPP/8cy5Ytw9WrVzFx4kRs374dgwcPxurVqzFlyhQcPXoUgPor9PT0dFy5cgUpKSkICwtDWFgYwsPDkZycDF9fXyxdurRlG722BQuAVvhZo29foJGfdbWcnBxERkYiLi4OHh4e93zqdevW4cCBA9i0aRMCAwPv+XiNaY0mbUJzAmj5NgX0167Jycno3Llznb7jY8aMQWVlJf744w8kJSUhJCQEkZGReOaZZwAAVVVVwnumtLQUwcHBOH78OPz8/HDlyhWoVCoAwCuvvIKioiJcvHgRxcXFGDZsGHr37o0xY8ZgyZIluHbtGtatW9di9WHsfsJJN2NNdOrUKRw6dMjQYQAAjhw5gvLycrz44osAgEGDBiE4OBhJSUlYsWIF+vbti+DgYEyePBlDhw4V9rOwsMBbb72Fdu3aYfz48ejduzeSkpLw2GOPISUlBTt37oSlpSV69OiBqVOnYvv27ULSPWvWLPj6+tYb06RJk9CrVy8AwKhRo3Du3DkEBQUBACZMmIB9+/YBUPepnTBhgrBu3rx5ePvtt5GTkyMcqzrGxx9/HLa2trh06RL69u3bYu3XqFOnACP5WQPqxGnKlCmYOXMmRo8e3eC2vXr1gkgkEpbLysrw1ltv6TvERhlZkzapTQHDt+utW7fg5uZWp9zc3BzOzs64deuWTscRiUTIyMiAl5cXOnfuDAAgImzYsAFZWVlCP/d///vfiI+Px5gxY1q0HozdjzjpZqyJWivp0+U8ubm5yM7OhqOjo1CmUCjQv39/2NjY4Omnn8ayZcvw3//+V2M/FxcXWFtbC8udOnXC9evXkZubC7lcDhcXF2GdUqnEtGnThGVPT88GY3J1dRVe29jY1FmWyWRC7HFxcfjxxx+F9ZWVlcjLy4OHh4eQRFSztbUV9m01rZXg63ieJUuWgIiwYsUKoWzkyJFITU0FACQlJQn/xGRkZGj8rCIiIlos3HvRGk3alHNoa1Ogddp18+bNmDNnDgD1+1YulwvvZS8vL5w+fbrOPs7Ozrhx40adcqVSicLCQrRv377R84rFYmzZsgUff/wxIiIiMGzYMHz22WewsLBAeXm5Rt9vlUrF4wYYayGcdDPWRI11+WhNHh4eeOCBB7R+OGdlZeGLL77AlClT8PLLL2PHjh3Culu3bkEulwuJ99WrVzF27Fh4eHhAIpGgqKhI42peTfWVNyf25557Dp9//nmddTWvduszhkYZ0c96z549WL9+PY4fPw5LS0uhPCkp6Z6P3WrtCaNq0nrbFGiddp06dSqmTp0KQD2QMiYmBikpKQ3u8+ijjyIqKgppaWkaXUx2794NS0tLDBw4UKfYRo0ahVGjRkEmk2H27NlYsmQJvvnmG1hZWeHy5ctwcnJqcn0YYw3j2UsYM2EDBw6ESqVCbGwsKisrUVlZidTUVOTm5iI8PByLFy/Gxo0bceHCBWzatEnYr6qqCsuXL0dVVRV27dqF9PR0jBw5Eh4eHhg0aBCWLl2KsrIyKBQKnDhxAmfPnm3x2KdOnYpt27YhNTUVKpUKJSUliI+P12lfV1fXRhPztiQvLw/h4eFYu3YtunTp0uLHv9/aE9B/mwL6adcePXpg5syZmDZtGtLS0qBQKJCamoq5c+diyZIlGt961efmzZvYvXs3ysvLYWVlBVtbW5ibm8PMzAzh4eFYuHAhbt++DZVKhXPnzuHIkSNCfa5cuQIiatE6MXa/4KSbMRNmYWGBxMRE7Nu3Dx4eHujYsSPeffddbN26FSKRCC+99BKsrKzw7bff4qWXXsJff/0FQD1/sEgkgqurKxYuXIitW7dCKpUCUPe1vnbtGnx8fODq6ooFCxagvLy8xWPv0qULfvjhB7z66qtwcnJCjx49kJCQoNO+M2fOxJ9//glHR0fh6/m2bP369bh16xbCw8PrzC39/fff3/PxFy1ahNdffx2Ojo7YvHlzC0Rs/PTdpoD+2vWrr77CxIkT8cQTT0AikWDWrFl47bXXdB5YrFKp8OGHH6JDhw5wdXVFXl6eMNf4f/7zHzg4OMDf3x9OTk6YPn06ioqKAAATJ06ETCaDVCrlPt6MNYOI+F9Wxu4rKSkpiIyMRFZWlqFDYYwxxu4bfKWbMcYYY4wxPeOkmzHGGGOMMT3j7iWMMcYYY4zpGV/pZowxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMzzjpZowxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMzzjpZowxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMzzjpZowxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMzzjpZowxxhhjTM846WaMMcYYY0zPOOlmjDHGGGNMz/4P2o9q42EcuIMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 22.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 19.9 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1449.4 ± 44.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 11615.8 ± 653.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 9.5 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 88.9 ± 0.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 45.4 ± 0.5 $\\mathrm{\\mu F}$   $L$ = 8464.0 ± 331.8 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 13.4 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 17728.5 ± 701.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 176340.5 ± 6033.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 0.0 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 25.4 ± 0.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 2.9 ± 0.0 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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iY+2ARAY2Gsnqof4kr1+Pzd9/Y/VEkfUfgImAi4sLe/fupWHDhob/AEIIk8rvM0SYn8y0kpJc4eTiRXjhhcxXb9Cq1T8cOHDAlCEJUWTk9xkiSVt55OkJv/9uB2gAB9ae/oAFNs7YHzyIVWwsGevXE/vqqySXLctdf38Aypcvry3EPncujBmDOjSU9evXk5GRYdLPIoQQQoA2teSx41IqUAgjkk53PnToAFOmpD16VZ+33srg+vXr4OCAVd++uPz2G6UiI/ns0CE2b97M4sWLsbGw0M5S+eknVHXrktq/P92qVWPp0qVmv/ywEEKI4u348cy9ZCBESgUKYUTS6c6nL7+0w9f3AQDp6WPo0eMXsmToqFSgUtGjRw/8/f3hwQNo0AAAC0XhNWDLzZskjhpFsxo1OHTokAk+hRBCCPHkSPcZKlQoh5+fnynDEaJYk053PmlrmZbGxiYRgODgt/jss5W5v8HdHTZvhpAQMgYORKNSYQW8Cey6fp0VbdqwaOHCQoldCCGEyJSaCkFBmYNG2tSSzPKMQgjDk053AVSpAkuWZD6YXAkMrMmFC2HPflOdOlitWYPFuXOo27YFwA1YpNHg/sYbjBwxgrt37xo1biGEECJTUBCkp2f+LjshqSVCGJl0ugto8GB7eveOAECjeYkOHY7lLUfbzw/LPXtgwwZSH9WI3A38smwZ/v7+qJ+ogiKEEEIYy5OTKK2sztCuXTvTBSNECSCdbj389ltF3N1vAXDnzjBGjlybtzeqVNC7N7bh4Tx8/32uduoEwLRp07C0tDRWuEIIIYTO8eOZqSVRvPxyJZydnU0ajxDFnXS69WBnB3v2lMXCQpvf/euvHdmy5WzeG3BxwfXzz9m6fTv79u1jzJgxcP06dO4MN29KdRMhhBBGc/hw5u+YE3TtKqUChTA26XTryc/Plpkz7z965c6AAanExyflu502bdpgnZoKPXrAjh2kN2zIf6pWZe/evYYNWAghRIkXEwPXr9s8enVc8rmFKATFqtN98+ZNWrRoQevWrenZsyfJycmFct8PPqhCo0bnAUhObkaHDgXsKNvZQZs2AFjfv8+KW7eY17MnYWHPmaQphBBC5MPJk4/3PTyuU7t2bdMFI0QJUaw63eXLl+fw4cMcOHCARo0a8ddffxXavffurUOpUtcBOH68C3PnnnjOO3JgZQX/+x/88AMalQoH4LfEROa1asW9e/cMG7AQQogS6/DhVN1+167uUipQiEJQrDrdlpaWWFhoP5JaraZGjRqFdm9nZ0vWrrUAUgBL3nmnAmFhUQVrbMIELNatI8PSEhvgm3v3+MLXl6CgIMMFLIQQosTasePBo71w+vZtbdJYhCgpzLbT/eOPP9KwYUOsra0JDAzMci4qKopu3brh4OBArVq12LNnj+7c4cOHadSoEXv27KFq1aqFGnP37pUYPDgIAI2mAq1b/4NarSlYY337Yrl9OynW1lgAc2Ji+Pqll9i4caOhwhVCCFECKQoEBzsAYGFxildeecXEEQlRMphtp9vLy4vAwED69euX7dyECRPw9PQkKiqK//73vwwcOJCYmBgAWrZsyenTp+nduzdLlix55j0UReHChQs5bpGRkQWKe/nylyhf/gwAd++2YsiQXQVqB0DVvj22e/aQbm2NJfB1WhqjBw7k5JPJeEIIIUQ+XLumkJLiBECNGg9xcHAwcURClAxm2+nu3bs3PXv2xNXVNcvxhIQENm7cyIwZM7C3t6dnz574+fmxadMmUlMf56i5urpSqlSpZ95DrVZTt27dHLf58+cXKG4LCxUHD/pgaanttK9e7c/mzf8UqC0A1csvY71tG8lly9LFwoKY9HTeeOMNFEV5/puFEEKIp/zxR4Ruv3Pn0iaMRIiSxWw73bkJDw/H0dGRihUr6o75+flx4cIFjh07RqtWrWjbti3bt29n2LBhJomxenVn5s6NefTKkVdfzSAhIfWZ73mmdu0oFRHB0K+/pnHjxmzYsEEmvQghhCiQzZszJ+anM3p0I5PGIkRJUuQ63QkJCdlWzXJ2diYhIYHWrVtz8OBB9u3bx/r167G3tzdRlDBp0gs0a/Y3AMnJfnTocES/Bm1teeuttzhy5AiVK1eG48dBKpoIIYTIp/Pn7QCwsfmXunV9TByNECWHlakDyC9HR0fi4uKyHIuLi8PR0THfbWk0GqpXrw7Apk2bspxzd3cveJCP7NrVBA+PMJKTa3LsWBu+//48EyfWK3B7KpUKGxsb2LQJXn0VmjYlctUqPCpU0DtWIYQQxV9SUjoPH1YDoHr1KPnWVIhCVORGumvUqEFCQgK3bt3SHQsJCaFOnToFas/W1hZbW1vq1KmTZfPw8NA7VkdHa9assQSSAQumTCnDtWuxerfLhg2QkgIHD7LO21smVgphhp5VgelJX331Fb6+vjg5OVGzZk2WLl1aeEGKEuePPy4C2m+BW7a0NW0wQpQwZtvpzsjIICUlBbVanWXf0dGRXr16ERAQQHJyMn/99Rfnz5+nV69e+b6HjY2NrlqJsfToUZ2BA7UL5ajVFXj55VA0Gj0nQf74I8mPVg8bn5HB8g4dsvwRIoQwnMjIyBwrHGk0mmdOaH5WBaYnqVQqVq1axcOHD1m3bh3vvfceR47omY4mRC42bHj8u+I///E2XSBClEBm2+n+7LPPKFWqFD/99BOzZs2iVKlSrFixAoD58+dz+/ZtypQpw9SpU1mzZg1ubm4mjjh3v/3WinLljgMQEdGc118/rF+DpUpRats2kh+VefoiNpZJnTqRlJSkb6hCiKfMnz8/xwpH6enpqNXqXN+XWwWmp73zzjvUr18fS0tL6tWrR7t27Th27JiBP4UQWidOaNNJVKo42raV1EQhCpPZdroDAwNRFCXLNmLECECbb71161aSkpIICwujffv2pg32OSwsVOzbVx0LC+3Ex6VLG7Br1zX9Gq1SBbs//kADOAAfX7jA60OGoNEUcDEeIYTJpaenc+zYsQKnywnxLGq1mtu3tR3tcuVuYmG2PQAhiqcS/U8uLS1Nl8NtbLVrl+WzzzJrozrSu3cyiYnperWp6tgR5Z13AKgPNN2wocD1xYUQpjdt2jS8vb3p1KmTqUMRxdDRoyFoNNrUxIYNM0wcjRAlT4nudBe2999vRKNG+wFISqpNhw5H9W7TctYsMho2BGAysOedd7hx44be7QohtMaPH09ISEi2zdraGktLS4PdZ/bs2ezdu5d169ZJRQlhFL/9Fk7mr/2ePfWv0CWEyJ8S3ekujImUT9u7tzl2dtoVKo8ebcXcuef1a9DaGqvffyfD3p7NwNGUFFmxUggD8vDwyFbdqE6dOlhYWBisczxv3jx++ukndu7cadbzUwwpL9VdunTpgpVV1sq2ly9fxt/fH3t7exo2bMi5c+d05zQaDZMnT8bV1ZVy5crxzTffGPMjFDn79yfr9nv18jJhJEKUTEWuTndR5+xsy7p11nTvngg4MH26J336JFC1av7rjOtUq4bVuXNs+Owz7i1bhru7O6mpqdjZ2RksbiFE/mRkZJCRkZGlAlNOo+PLly/n888/5+DBg5QvX95E0Ra+zOouq1atyvH8xo0biY+Pz3Z80KBBdOnShT179rB06VL69OlDWFgYVlZWLFiwgP379xMWFkZsbCxt2rTRTU7NjVqtznXgxd3d3SDlY82BRqMhPLwMAA4OkXh6Fo/PJURhiIyMJCoqKtvx1NTUbAMDz6SUULa2topKpVJ8fX0VX1/fQr//oEG7FVAUUJRKlYIUjUb/NqOjo5UdO3bo35AQ4rlsbW0VW1vbXM8HBAQoQJZt6dKlysGDBxUHBwfddd7e3oq1tbXi4OCg22bNmlUYH8EsjB07VgkICMhyLDk5WalTp45y6NAhxdLSUnf833//VRwcHJSUlBTdsSpVqih79+5VFEVRmjVrpqxYsUJ3LiAgQBk2bFiu9/b19VXc3d2z/XfK3J6Oqyg7fz5YgdsKKErjxuGmDkeIIiWn53nm5u7unud2SnR6iSmtWNEWD4/9ANy8+SL/938herfp5uZGx44dIS0N/vtfuH9f7zaFEAWTWwWml19+mYSEBN11V69eJS0tjYSEBN32wQcfmDDyx1JTU/n555/p1q0bHh4eWFtb4+HhQdeuXVm8eDEpKSlGue8XX3zBq6++SsWKFbMcDw0NpWbNmtjaPl7Uxc/PTzdSHRoaSr169XI8V9Jt3HgG0KaUtGvnZNpghCihSnSn2xQ53ZksLS3Ys8cHlUo76fGnn2qwd2+M/g3HxECjRjB9OhlTpnD16lX92xRClDjLli2jSpUqLFq0iMaNG/Pjjz+ybds2fvzxR5o2bcrPP/+Mt7c3y5cvN+h9r127xtq1a3n77beznUtISMDZ2TnLMWdnZ90fMU+ff/JcSbd1a7Ruv2dPSS0RwhQkp9uE6tatyEcfbWfmzPKALT17RnLvXmkcHPSYnFW6NFSpAiEhWK1cyed//82PFy/mL+dICFHirV+/np07d2YZOc7Ur18/AgMDOX/+PB9//DHDhg0z2H2nTJnCzJkzc5yT4ujoSFxcXJZjcXFxODo65nj+yXO5cXNzY9++fTmec3cvHhU+FEXh/PlSAKhUGTRsKL8PhMiP8ePHM2DAgGzHe/Xqla/+lfzLM7EZMzqxYcPvhIQMJDGxEp06XeDwYT3qhqtUMG8eabt2YZOWxvQrV1jwzTe8+aietxBC5MXmzZufe029evXYtGmTQe+7f/9+jh49yoQJE1Cr1ajVajw9PdmzZw++vr6Eh4eTmpqqSzEJCQlh6tSpAPj6+hIcHKz7QyEkJOS56zBYWloW+8WIwsLCSEryA6BSpWjs7MqZOCIhihYPD48cJ1U/meqWFyU6vcQcqFQq9u/viK2tdpn4I0fq8O23etbZrlIFi1mzAKgBxH38Mffu3dMzUiGEMJzMii5PVndRq9VcvHiRoKAggoKC2Lp1K5aWlgQFBVGrVi1q1apF7dq1+eKLL0hNTWXRokWoVCpefvllAIYMGcKcOXOIiori0qVLLF682KCj8EXV3r0HAe16Dv7+hqstL4TInxLd6S7MFSmfpUwZV1auVAEPAHj7bRfCw/WboGQ1ZQpx1aoBMCU1lf9OmKBvmEKIEmrfvn1Mnz6dCRMm8P333xMdrc0PHj9+fIHb/OyzzyhVqhQ//fQTs2bNolSpUqxYsQIPDw88PT3x9PTUpXd4enrqvsJdtWoVO3fuxNXVlR9//JE//vhDd27cuHG0bt2aGjVq0KJFC6ZOnfrMcoElxebN1wBteknnziWjDrwQ5kilKCVzFRU7OzvS0tKoXVu7JK45zHDv3/831q8fBED58pe4ccMHvRa8O3IEWrYE4A/A6++/ad68uf6BCiF0OcfGquBhLkaMGMGKFSuoWrUqpUuX5uLFi9jZ2bFu3Tq6d++eLce6KMkccDGH57+xKIpC6dIfERur/fYzLAxq1DBxUEIUE/l9hpTokW5TVi/JyerVA/Dw2AjA7ds+DBv2r34N+vsT37s3AH2BlcOHo9Fo9GtTCFFiZC42c/z4cS5dusTJkye5e/cuEydOpGfPnqSmppo6RPEcV69eJTa2FgD29sn4+Jg4ICFKsBLd6TY3VlZW7NtXHwsLbWd71aoabNigX61tp/nzSbWxIQK4GR7O2rVrDRCpEKIkWLRoEQsXLqRx48a6Y/b29nz88cd8/PHHpKenmzA6kRcHDhwAXgKgQYM0VHoUxxJC6Ec63WbG19ebzz+/CqQAlgwapCYqSl3wBr28yNiyhZbu7vwJzJ8/30CRCiGKu/DwcNq2bZvjualTp7J///7CDUjk265dpwHtSLcsiiOEaUmn2wy9+24XmjXTjkinppajTZvL6JN579C+PQFffsmsWbPYvn27gaIUQhR3FhYWueasp6enc/369UKOSOTX3r2PFwdq0UJ+5QthSiX6X6C5VC/Jyc6dfXFw2AlAaGhNpk+/pld7I0eO5IMPPsDe3h6io5//BiFEidekSRNWrVqV47mpU6cyYsSIwg1I5MvNmze5d6+K7nXTpiYMRghRsjvd5szJyZE//ywHaGt2z5njxaFD8fo1eucOjB6tXbEyIkL/IIUQxdq7777L22+/zbfffsvt27dJTk7m2LFj9OrVi127duV7YQhRuJ7M565cOZnSpU0bjxAlXYnudJtb9ZKntW37IhMnHgUyAFu6dYsnPl6PPJNLl2DJEkhM5HDXrrpau0IIkZMOHTrw/fffExAQQKVKlXB0dKRFixbExsayd+9eLPWqaSqM7cCBg2R2ul9+Wf5AEsLUCtzpTk1N5eeff6Zbt254eHhgbW2Nh4cHXbt2ZfHixcW+dm1h+fbbAdSo8SsA8fHl6dz5UsEbe/llElq1AqBpcDCLP/zQECEKIYqxkSNHEhERwV9//cWqVas4e/Ys+/fvp0KFCnzwwQemDk88w8GDt4EygORzC2EOCrQ4zrJly3j33XepUqUKnTt3pl69eri4uBAbG0twcDDbt2/n2rVrfPXVV2a7BG9RWtjizp1IvL3/JS1N22H+/PPbvP9++QK1pZw8iepRYt8yS0s6RUTg6elpsFiFKCmK0jNE5Kw4L46TlJSEo+MbKMpyAE6dgkaNTByUEMVMoSyOs379enbu3Mnx48eZMWMG/fr1o3379vTr14/AwECOHTvGzp07Wb9+fUGaF0/x8vJ4tEz8PQA+/NCVoKCC/aJXNWnCfX9/AAar1SyaPt1QYQohipH69evz559/ktu4jKIobN68mQYNGhRyZCIvzp07h6JoB1isrdXUq2figIQQJXsZeChao1SvvbaU334bDljg5hZBRERFSpUqQEPnz8OLLwLwq0qF/5UreHt7GzJUIYq9ovgMyY8jR44wadIk7t27R7t27ahbt67uG80LFy6wZ88ePDw8+N///of/oz/ki5riPNL9ww8/MHHiS0ATGjVK4dQpO1OHJESxU+jLwO/bt4/p06czYcIEvv/+e93kvPHjx+vbtHjK8uVDqVhxJQAxMRXp0eNywRqqV4+Y9u0BeFVR+GHKFEOFKIQoJvz9/Tl9+jQrVqzA2dmZP/74g6+//po//vgDR0dHli1bxunTp4tsh7u4O378PFAfgNatZRKlEOZAr5HuESNGsGLFCqpWrUrp0qW5ePEidnZ2rFu3ju7duxMXF2fIWA3Kzs6OtLQ0ateuDRSdkY6rV29Ss2YEGRnNAfjmm7tMnlyAnOwnRrt/Al46fx4/Pz8DRipE8VbcR7pLguI80l2t2jCuXtXmc//+O/Tvb+KAhCiGCm2ke8GCBezfv5/jx49z6dIlTp48yd27d5k4cSI9e/YkNTW1oE2LZ6hatRILFyYA2m8Upk1z5MKFAvys69Uj/pVX2AksA6lCIIQQxURSUhLXrpXTvW7e3ITBCCF0CtzpXrRoEQsXLqRx48a6Y/b29nz88cd8/PHHpKenGyRAYzL3Ot25GTWqA336bARAo3GkdetICjLY5rRlC+vGjOEwcOfOHWJjYw0apxBCiMKnnUSprc9dpkwSFSqYOCAhBKBHpzs8PJy2bdvmeG7q1Kns37+/oE2LPFizZhheXtrlmaOjK9G9ewHyu+3smDFjBkeOHOHkyZO4uLgYOEohhBCF7dSpU0AzAJo2LZG1EoQwSwXudFtYWOSay5iens7169cLHJR4Pmtraw4ffhkrq+MA7NlTnTlz7uW7HS8vL1q0aIEKQP6bCSFEkXfw4FWgIgCvvGJv2mCEEDoF7nQ3adKEVatW5Xhu6tSpjBgxoqBNizyqVq0SixbFAVEAvPuuM2fOpOW/od27oXFjaNAAEhIMG6QQoliIi4tj1apVfPXVVwDcu3ePu3fvmjgqkZNjxx7vt2ihMl0gQogsCtzpfvfdd3n77bf59ttvuX37NsnJyRw7doxevXqxa9cubG2lRFFhGDmyA/36/QFo0GhK0a7dA/JdNCY2Fs6cgQcP+KVNG5kEK4TIIigoiBo1ahAYGMinn34KwNmzZ3nzzTdNHJl4WmJiIhER2lFuC4sMZO0iIcxHgTvdHTp04PvvvycgIIBKlSrh6OhIixYtiI2NZe/evVhaWhoyTvEMq1aNpGLFxQA8fFiODh0iyFchyN69SXi0FHyr06dZm8s3GEKIkmny5MkEBAQQFhaGtbU1oK3jfezJIVVhFs6dO0dmPne1anEFW0BNCGEUei2OM3LkSCIiIvjrr79YtWoVZ8+eZf/+/VSoUEFK0BUiGxsbDh7sjJXVTgBOnKjI++9H5b0BS0vs3n8fgGrA+U8/zXXpZyFEyRMcHMwbb7wBgEqlTVdwcnIiPj7elGGJHBw7dhZoCEDLllamDUYIkYXeK1I6OTnRpUsX/vOf//Dio8VWAN5/1IkThaNq1SosX64AVwH48svSbN+e9zqCVq+/TpK9dsJNv2vX2L17tzHCFEIUQaVLl+bevawTtW/cuIGnZwEW5hJGtWfPfUC7cFOHDk6mDUYIkUWBOt3169fnzz//zHU0VFEUNm/eTAMzTyZLS0ujTp06uhWFirpBgzoxbNhmIAWwok+fVCIi8jhibW+Patw4QPvF5OYPPzRWmEKIImbgwIEMHz6c8PBwACIiIpg4cSKDBw82cWTiaWfO2Oj2mzeXSZRCmJMCdbrnzZtHYGAglSpVYvjw4fz3v/9l0aJF/Pe//2XEiBFUrlyZGTNm8MMPPxg6XvEcP/88gVq1/gdASooLrVrdJS2PBU1KTZ2K2kL7f4nmJ09y5swZY4UpRLH3448/0rBhQ6ytrQkMDMz1Oo1Gw+TJk3F1daVcuXJ88803hRdkHgUEBFC+fHlq1arFw4cPqVKlClZWVrz77rsFbjO3n8+WLVto0aIFLi4ulC9fnqlTp2ZZbO3y5cv4+/tjb29Pw4YNH+UwaxWFn6UxJSYmcvduVQDs7RPw9jZtPEKIrAqU8OXv78/p06fZt28ff/zxB3/88QcxMTG4ubnRqFEjli1bxiuvvGLoWA0uc0XK4sTKyoqDB0dQteqvJCUN5upVLwYNusP69V7Pf3P58qR0747D5s0MAN769FPmb9xo7JCFMGuRkZFERWWfI6HRaHT5zTnx8vIiMDAw19KqmRYsWMD+/fsJCwsjNjaWNm3aUK9ePdq1a6d37IZia2vLL7/8wty5c7l06RKenp5UrlxZrzZz+/nExcURGBjIyy+/TEJCAn379uW///2vbp7QoEGD6NKlC3v27GHp0qX06dOHsLAwrKysCvSzVKvVuf4ecHd3x8PDQ6/PWZiCgoIA7UqUderEoVI5mjQeIYqL3H4PpKamYmWVj660UkLZ2toqtra2pg7DaPbvP6aoVCcVUBRQlG+/fZi3Nx47piRYWytzQPFUqZRr164ZN1AhzFxAQIAC5LhZWlo+9/1jx45VAgICcj3frFkzZcWKFVnuN2zYMEOEXiQ87+ezcOFCpXv37oqiKMq///6rODg4KCkpKbrzVapUUfbu3asoSv5/lr6+voq7u3uu/32fFZc5mjlzse6ZP316jKnDEaLYeNbvAXd39zy3o/dESmGeWrd+ic8++weIBGDKFDuOHct4/htfeolLBw7wNhBlYcGRI0eMGqcQJV1oaCj16tXTvfbz8zO7b+BWrFjxaBT1sbNnz/Lrr78a/d4HDx7UzbsJDQ2lZs2aWdaBePLnVRR+lsa0e/fjxc06d3Y1XSBCiBxJp7sYe//9IXTqtATIQFFs6dgxnsjI57/vxebNWbJkCREREbz22mtGj1OIkiwhIQFnZ2fda2dnZxLMbGXYGTNmZKtU4uXlRUBAgFHvu379evbs2cPUqVOB7D8ryPrzKgo/S2MKCclMJ1HTpIlMohTC3EgRz2JMpVKxYcNb+Ph8w+3b7xAfX5rWre9x/nw5Hq1vkauRI0dqd5KTwc4OnpG7KkRxNn78eAYMGJDteIMGDZ6Z051Xjo6OxD2xjGxcXByOjuaVixsZGZmt0+3p6ZmtjKAh7du3j3HjxrF161ZdXvXTPyvI+vMqyM/Szc2Nffv25XjO3d1dn49QqBISEoiO9gGgXLl7ODqWN3FEQhQfuf0e6NWrV75yuqXTXcyVKlWKQ4f6U7v2WtLSBvLvv+UYOjSS1aufMzno/n34+mtYtAg2bYKWLQsnYCHMjIeHR46T6SwsDPNFoa+vL8HBwbq0iJCQELMrY+rl5UVYWBg1a9bUHQsLCzPaJMPjx48zcOBAfv/9dxo3bqw77uvrS3h4OKmpqboUk5CQEN1IeEF+lpaWlmb38y6II0eOk7kSZYMGqaYNRohiJrffA0+muuWFpJeUANWqVeWPP8oCpwFYs8aD//0v7tlv0mhg7lyIieHSpEk5ztoVQuQuIyODlJQU1Gp1lv2nDRkyhDlz5hAVFcWlS5dYvHgxw4YNM0HEuRswYADDhg3j7NmzJCYmcvbsWUaMGMHAgQML3GZuP5/g4GB69OjBzz//TJs2bbK8p1atWtSuXZsvvviC1NRUFi1ahEql4uWXXwaKxs/SWNatuwg4ANCtW9EZoReiRDHErM7Y2Fjl119/Vb788ktFURTl7t27yp07dwzRtNEU9+olOfnww4UKRCqgKCpVqnLoUPozr3/Yp4+igJIOysKPPiqkKIUoGp73DMlptvvSpUuVgwcPKg4ODrrr1Gq18tZbbykuLi6Ku7u78vXXXxdG+PmSnJysDB48WFGpVIqFhYViYWGhvPbaa0pSUlKB28zt5zNixAjFwsJCcXBw0G2dO3fWvS88PFxp0aKFYmdnp9SvX185e/as7lx+f5a+vr6Kr69vgT+DOfHxmaurXHLxoqmjEaJkyO8zRKUouSwrmUdBQUF06tQJFxcXbt++TUJCAtu3b+enn35i3bp1+v5NYDR2dtplclNS8r5UelGnKAodO37G7t3vAdbY28cSFuZChQq5XH/qFKomTQBYXKYMr0dFGSSHVYjioCQ+Q6Kjo7l69Sre3t6ULVvW1OHoLTOtpKhXOElJScHBYQMazSDs7BJISnKUaThCFIL8PkP0Ti+ZPHkyAQEBhIWFYf1odp6/vz/Hjh3Tt2lhYCqVis2b36ZSpf8CkJTkgr9/FElJuVzfuDERVaoA0CM6muOHDxdWqEIIM3PlyhX27t3L+fPn2bx5M0uWLGHJkiWmDksAJ06cQKNpCoCvb5x0uIUwU3pPpAwODmbv3r0AulFQJycn4uPj9W1aGEGpUqU4cmQotWr9QnLyCK5fd6d790j27PHI8UHtOHUqvPUWnsC6GTNotnt3occshDCtBQsW8Oabb+Lm5oaDg4PuuEqlYtSoUSaMTABs2XIKaAVAx45Opg1GCJErvUe6S5cuna1s1I0bN7KVlxLmo1KlSmzbVhOVSlsma98+D956KybHa11HjybxUTmcGvv3l6iat0IIrdmzZ7N27VoiIyO5evWqbrty5YqpQxPA9u2xun3pdAthvvTudA8cOJDhw4cTHh4OQEREBBMnTmTw4MF6B2dsaWlp1KlTp1iUi8qv1q1b8P33dwHtf7fvv3dj0aLE7Bc6OBDZoQMA7dVqtixYUIhRCiHMQWxsLH379jV1GCIH6enphIa6AKBSqXk0DUcIYYb07nQHBARQvnx5atWqxcOHD6lSpQpWVla8++67hohPGNGECYN4/fVNwAMA3njDmj170rJdVykwEIB/gN3LlxdegEIIs9CtWzcOHDhg6jBEDk6dOkVGhranXblyLGa2rpIQ4gl653Tb2tryyy+/MHfuXC5duoSnpyeVK1c2RGxGZ2NjU+Rnretr4cKpXLw4g0OHPkJRbOjaNZ5z56x44YXHf49ZNW3K/0aM4K1ffoHgYN6+eJFatWqZLmghRKFyd3end+/e9OvXj/Lls650+Omnn5ooKgGwd+9h4E0A2rR5zlLDQgiT0rvTvWLFCvz8/Khfvz5Nm2pnT589e5bQ0NAikWJS0llYWLBjx3vUq/cVly59SFqaE82aRfPPP2Xw8np8Xaf33qPLvXsMHjyYihUrmi5gIUShO3fuHPXr1+fy5ctcvnxZd1xKiJreli0RQCkAOnSQfG4hzJnedbp9fHw4fPhwlomTd+/epWXLlly6dEnvAI2lJNbYfZaYmBhq1lxNdPR4ACpWjOH8eTdKlzZxYEKYKXmGFH1FvU63Wq3GweEDUlO/BODKFaha1cRBCVGCFHqd7sjIyGyVSjw9PbNVNBHmzc3NjePHO2Nn9wsAERFutGoVm7WGt1oNO3bA8OEgJSGFKJEURUGj0eg2YTpBQUGkpjYAwNk5CW9v08YjhHg2vTvdXl5ehIWFZTkWFhaGh4eHvk2LQla9ejW2b/dBpVoPQEiIC926JZCR8eiCnTuhc2dYvpzkX381XaBCiEIVHR3N4MGDcXd3x8rKCmtra90mTOfgwYNACwBeekmRRXGEMHN6d7oHDBjAsGHDOHv2LImJiZw9e5YRI0YwcOBAQ8QnClnr1i1ZvDgZ0C6Cs3+/I8OHJ6EoQPv2pLq6AnDmrbfI0PXGhRDF2ZQpU7hy5QqLFy/G3t6e9evX07hxY7777jtTh1aibd8eDGgLF7Rvb2/aYIQQz6V3p/ujjz7Cx8eHRo0a4ezsTOPGjalWrRqffPKJIeITJjB69BDeffcEcAaAVavsee+9NLC2JvzRZFn/tDSO/vabCaMUQhSW3bt3s3btWnr37o2lpSW9e/dm5cqVrF692tShlVgajYa//36c3tOihQxzC2Hu9J5ImSk6OpqrV6/i7e1N2bJlDdGkUckkqGdTFIXXXpvK6tUTgWoAfP99OsMbnMCpZUsA1r/4Iv2CgkwXpBAmVJKeIS4uLsTGalc9LFeuHBEREVhbW2c5XhQV5YmUwcHB1Ku3C5iKpaWa+HhLSpUydVRClCyFPpEyU5kyZWjcuHGR6HCL51OpVCxf/hWtWn0ORAEwcaIFuyObcfVRionf+fPEx8WZLkghRKGoXLmyrhqVj48PGzZsYM+ePTg4OJg4spJLu1hRcwDq1EmTDrcQRYDedboBrly5wunTp4l/qqLFqFGjDNG8MBFra2u2bv2OFi0mc/78t4ADAwaksb1jH6puW0pNRWHTnDn0ksUxhCjWxo0bR3BwMD4+PkybNo2BAweiKAqzZ882dWgl1r59R4ExALRpY2faYIQQeaJ3esmCBQt48803cXNzyzLqoVKpuHLlit4BGktJ+mpYXw8fPqRhw4+5evUbwIpKFmFc09TCAlhbvjwDb90ydYhCFLqS/Ay5desWCQkJRX5l2qKcXlK2bE+iozcDsGYNSO0CIQpfoaeXzJ49m7Vr1xIZGcnVq1d1mzl3uEX+uLq6cuzYx1So8D6g4aamJnupBMDLt28TfvGiaQMUQhSqChUqFPkOd1EWGRlJdHQN3evmzU0YjBAiz/ROL4mNjaVv376GiEWYMQ8PD86ceYeGDQO4dWsm/+M99jCBVcCQ5cuZNWuWqUMUQhiQtgb087Vq1crIkYinnTt3jsz63GXLplCpkqSXCFEU6N3p7tatGwcOHKB169aGiEeYMQ8PD86dm0z9+p/zZ8QH/MkKIJiICLWpQxNCGFibNm2yvFapVDyZjah6tBKLWi3//gtbUNA5YDAgo9xCFCV6d7rd3d3p3bs3/fr1o3z58lnOfSoT7IqdMmXKcO7cG9Sr9xm3bi0DyrN6tQX/938Z+PsbZF6uEMIMpKen6/bXrFnDb7/9xuzZs6latSpXr17lww8/5NVXXzVhhCXX33/fArwAaNtWRrmFKCr0nkjZtm3bnBtWqdi7d68+TRtVSZ4EZQhRUVHUqzefu3cDKEUS7hYR/O8PN3r1kpKRomQoSc8QHx8fTp06heujcqEADx48oHHjxly+fNl0gempqE6krFz5XW7e/BKAY8fgpZdMHJAQJVR+nyF6D03u27dP3yZEEeTu7s7Zs2PZ5dOEPon/sFPTkd69lzNv3j+MH1/b1OEJUeylpqaycuVK/vjjD06ePMmDBw8oXbo0jRs3pk+fPgwdOlT3h4G+oqOjdekkmVQqFdHR0QZpX+RdamoqERHapd8tLdNp0MDaxBEJIfLKYIvjgHYVQ41Go9sK24EDB2jWrBktW7ZkypQphX7/ksbT05NBfV7AkUS6shknWjNhQhU+/7zojnwJURQsW7aMKlWqsGjRIho3bsyPP/7Itm3b+PHHH2natCk///wz3t7eLF++3CD3a9u2LYMGDSI0NJSkpCRCQ0MZMmQIr7zyikHaF3n377//oijaoe3q1R9gY2PigIQQeaZ3pzs6OprBgwfj7u6OlZUV1tbWuq2w+fj4cODAAQ4fPkxkZCTBwcGFHkNJYzVYO5nHDjW9OANs4MMPqzN16i30S1wSQuRm/fr17Ny5k+PHjzNjxgz69etH+/bt6devH4GBgRw7doydO3eyfv16g9xv4cKFZGRkULduXZycnPDz8yM1NZUFCxYYpH2RdydOXADqA9C8ueqZ1wohzIvene4pU6Zw5coVFi9ejL29PevXr6dx48Z89913hogvXypUqICtrS0AVlZWWFpaFnoMJU67dihlygCgnVK1AoBvvqlAz553SEszWWRCFFubN2+mXr16z7ymXr16bNq0ySD3c3d3Z+fOnURERHD06FFu3rzJrl278PDwKHCbP/74Iw0bNsTa2prAwMAs53755RcqVqyIs7MzI0eOJO2JB8nly5fx9/fH3t6ehg0bPiqfp6XRaJg8eTKurq6UK1eOb775psDxmatdux6QmRnarVtp0wYjhMgXvTvdu3fvZu3atfTu3RtLS0t69+7NypUrWb16tV7tPuuBHBUVRbdu3XBwcKBWrVrs2bMny/mzZ89y//59fH199YpB5IG1Nap+/QDoCJSzPgBcB+Cvv7yoVy+SyEjThSeEMIy4uDj279/P/v37KV++PPfu3ePu3bsFbs/Ly4vAwED6PXp+ZAoODmbKlCls2LCBmzdvcvPmTWbOnKk7P2jQINq3b09MTAxjxoyhT58+ZGRkANoVkvfv309YWBiHDx9mzpw52X4/PE2tVnPhwoUct0gzfHidOWOr23/5ZakYJURhiIyMzPEZkZqamq+yqXpXL3FxcSE2NhaAcuXKERERgbW1dZbjBbFx40YsLCxYtWoVL7zwQpaO98CBA3FycuL7779n9+7djBw5kvDwcNzc3IiMjKRfv36sW7eOcuXK5dq+nZ0diqJw5syZHM+7u7vrNYpTouzbB49yO8cALtNm8/XXrwBNAXBxeci+fS40aCBfhYriw5TVS9q2bZttYmNODFVBKigoiE6dOuHi4sLt27dJSEhg+/bt/PTTT6xbt06vtt944w08PT11z/j333+fqKgofvrpJwD279/P8OHDuX79OhcvXqRRo0ZER0frvtX09vZm6dKltG3blubNmzNhwgSGDBkCQGBgIFevXmXZsmU53rtOnTpERUURFRWV4/mAgIBsgz6mpCgKdnY7SEvrjKNjFPHx7qYOSYgSITAwkBkzZuR4zt3dPc9/oOs90l25cmUuXboEaHOqN2zYwJ49e3BwcNCr3d69e9OzZ88sJaoAEhIS2LhxIzNmzMDe3p6ePXvi5+fHpk2bSE1N5bXXXuPbb799Zoc7k1qtpm7dujlu8+fP1yv+EqVVKzLctQ//AUCFCrZs25aEtfUaAGJjXWnSJJUVK4p/aTUhCkPLli3x9/fH39+fOnXqcOzYMdzc3GjUqBFlypTh+PHj1K1b12D3mzx5MgEBAYSFhenm6/j7+3Ps2DGD3SNTaGholtQZPz8/bty4QUJCAqGhodSsWVPX4c48n1muK6f3FrVygM9y+/Yd0tIaAVCjxn0TRyOEyC+9v5saN24cwcHB+Pj4MG3aNAYOHIiiKMyePdsQ8WUTHh6Oo6MjFStW1B3LfLAuX76c4OBgpk2bBsDs2bNpLst1GZ+lJZb9+8OPP9IWWLZzJ1OmTCEo6B9atfqC6Oh3UKvtGDYMTpyI47vvnLEwaN0cIUqWJ9Mt+vfvz9q1a+nevbvu2JYtW1i6dKnB7hccHKwbNc8cYXdyciI+Pt5g98iUkJCAs7Oz7nXmfkJCQrZzmecTEhJyfW/mueJg27ZwQLv6s7+/PESFKGr07nSPHz9et9+3b1+uX79OQkICtWrV0rfpHOX20I2OjmbMmDGMGTPGKPcVz6Z61Ok+Dlz5+280Gg2+vrUJCytHu3YfERT0LuDKDz84ExT0kM2bXSktc4BEMRYVFcWIESPYv38/FStWZP78+bRr1y7bddeuXWPs2LEcP34cBwcHxo0bx0cffZTn++zatYu1a9dmOdalSxdee+01vT9DptKlS3Pv3j28vLx0x27cuIGnp6fB7pHJ0dGRuLg43evMfUdHx2znMs87Ojrm+t7Mc7lxc3PLdb0Jd3fzSt/YufPxHzm9e0v6oxCFZfz48QwYMCDb8V69emFllfeudIE63QcPHnzuNffu3aNVq1YFaf6ZnvfQzQ+NRkP16tUBss3yN7eHrdlr1Ypfv/qKIdOnQ1wcwcHBvPjii7i5uXHy5ExGjPicX3/tD/hy+LArVavG8/vvpejQQSYCCfMWGRmZY86vRqN5Zl71hAkT8PT0JCoqit27dzNw4EDd3JMnTZw4kcqVK/PXX38RERGBv78/TZo0oVOnTnmKr1y5cmzfvp2uXbvqju3YscOgc1IGDhzI8OHDmTdvHgARERFMnDiRwY9KhhqSr69vlnKvISEhVK5cGUdHR3x9fQkPDyc1NVWXYhISEsLUqVOzvDczxSQkJES3YlxuLC0tn3uNuThzRjuPQKVKonVrGbUQorB4eHjk+Ex9MtUtT5QCUKlUWTYLC4tsry0sLArSdDZjx45VAgICdK/j4+MVa2trJSIiQnesTZs2ypIlS/LVrq2traJSqRRfX1/F19fXILGWdNeuXVM+/fRT5eDBg0pKSkq28199tUCBDQoojza10rfvdSUuzgTBCpFHAQEBCpDjZmlpmeN7Mp9TN2/e1B1r3bp1js+punXrKjt37tS9HjBggDJ37tw8x7d8+XLF2tpa6d+/v/LOO+8oAwYMUGxtbZVly5bl41M+W0pKijJ8+PAsz/i+ffvm+O88r9LT05Xk5GTl9ddfVz788EMlOTlZycjIUM6fP6+ULl1aOXXqlPLw4UOlQ4cOykcffaR7X5MmTZTAwEAlJSVFWbhwoVK1alUlPT1dURRF+eGHH5T69esrkZGRSnh4uFKhQgVl9+7ducZQ1J7/trb/KqAobm5Bpg5FCKHk/xlSoE53RkaGbvv111+V7t27K8HBwUpCQoISHBys9OzZU1m1alVBmtbJ7YGsKIrSv39/ZfTo0UpSUpLy559/Km5ubkp0dHS+2re1tVVsbW31ilHk3549exUPj48VSNR1vu3to5Wff45TNBpTRydEdgXpdJ85c0YpXbp0lmNvvvmmMm3atGzX/vjjj8ro0aOVlJQUJSwsTKlUqZJy9uzZfMV45MgRZcyYMUqXLl2UMWPGKIcPH87X+/Pq/v37yvHjx5Xr16/r3VZOP9elS5cqiqIoS5cuVcqXL684Ojoqw4cPz9K5Dw8PV1q0aKHY2dkp9evXz/KzUqvVyltvvaW4uLgo7u7uytdff/3MGIpSp/vOnUQF1AooSvPme00djhBCKaRO95OqV6+uPHjwIMuxmJgYpVq1anq1+6wHcmRkpNKlSxelVKlSSo0aNZRdu3blu33pdBvJw4eKsnKlonz1Va6XpKamKm+/vVixsDj6xKi3otSufUs5f15diMEK8XwF6XQfPHhQqVKlSpZjH3zwgTJ27Nhs14aEhCgvvviiYmlpqQDKzJkzjfExRA6KUqf7yy9P6Z6V77//t6nDEUIo+X+G6F2nu3Tp0ly7dg0XFxfdsYcPH+Lt7c3Dhw/1adqoTFljt1gbMQKWLUMpVYqEK1dwesZEq2vXbtCr1wbOnx8MlH10NIN+/aKYN8+LPFR9FMLocsvpbtCgASqVitTU1Gznzp49S7t27YiJidEdmzhxIra2tsyZM0d3TK1W4+3tzbRp03jzzTe5efMmXbt25csvv6Rnz555jjEjI4OLFy8SGRnJk4/0Vx7VzzeEo0ePsmTJEm7evEnFihUZNWoULVq0MFj7ppCZy10Uygq2br2Tgwc7AnDx4gNq1pScbiFMLb/PEL1rDrVt25ZBgwYRGhpKUlISoaGhDBkyxKAPe2NJS0ujTp06RWYSTVGg6dULAFVyMpvGjXvmtd7elQkKmsTPPx/GwWEZoAasWL/eiwoVUhg3LoZ794wfsxDP4uHhoXtOPLlZWFjkOpGyRo0aJCQkcOvWLd2xnCb1xcTEEBERwbhx47CysqJq1ap069btuasoPuncuXP4+Pjg5+dH+/btad++PR06dKBDhw4F+8A5WLFiBW3atCE+Pp4GDRqQmJhIu3btWL58ucHuIZ7t/Hl7AGxsbkqHW4giSu9O98KFC8nIyKBu3bo4OTnh5+dHWloaCxYsMER8ooix6NyZxEdFuF137+Z5X6SoVCpGjerNvXv9GTNmARYW2s6GWm3HggVulC+fTs+eMZw6ZfTQhTAYR0dHevXqRUBAAMnJyfz111+cP3+eXo/+KM3k7u5O5cqVWbx4MRqNhps3b7Jlyxb8/PzyfK+pU6fSuXNnoqOjcXZ2JiYmhuHDh2crI6iPmTNnsnHjRlavXs3s2bP57bff2LBhQ5Z64cJ44uLiefhQW4a3WjXzW5peCJFHhspruXXrlnL8+HHl1q1bhmrSqCSn23j+qV9fUUCJA+Xc8eP5eu/169eV9u0/V+DvLPneoChVq0Yr8+alKQ8fGilwIfLhec+Q3OaerFy5MksO4IkTJ5TmzZsrzs7OiqenpzJ16lRFrc773AY3NzclISFBURRFcXFxURRFUaKjo5VatWoV4FPlzMnJKVtMarVacXJyMtg9TKGo5HT//PM+3XPw//7vvKnDEUI8Uug53UWV5HQbT+S8eXi8+SYAKwcOZMiaNflu48yZs7zzzgb27vUD+vBkSXlLy3SaNbvP6NFl6NjRhgoVDBT4UxQFHjyAW7fgzh24exfu3YOYGO0WG6sQG6smLk5DcrJCSgqkp4NGo6AoYGkJVlYKNjZgawt2diocHFQ4OVlQurQFrq6WuLiAq6t2K11au7m5aTdXV8hHzX1RyMzlGVK2bFnu3buHpaUlFStWJDQ0FCcnJ5ycnAy2GmO/fv0YPXp0llrg27Zt46effmL9+vUGuYcpFJWc7u7dV7Fli3axo717E2jbNv/rUgghDC+/zxCD/EqPi4vTLewwffp07t27h6IoRlmtzJAyc7rB/B+6RYnH8OGkTJyInaLgsGNHgdpo2LABe/Y04MqVK8yePYtff7UlOXkIUBG12pojR7w4ckR7benSMfj6pvDyy440auRE1aoqypfXdlrt7ODptNv0dHj4UNtxjorSdqjv3IGbNxWuX8/g2rV0bt1SERVlTXr6s/6JqDDQP6Fc2dml4OSUhotLBqVLK5Qpo8LDw5Jy5awpX94Wd3dLXWf9yc3GxqhhCTNSq1YtTp48SbNmzWjYsCGBgYE4OztTuXJlg92jfPnyDBgwgK5du1K1alWuXbvG1q1bGTVqFJ988onuuk8//dRg9xSPnTypTdlTqVLx95cOtxBFld4j3UFBQXTq1AkXFxdu375NQkIC27dv56effmLdunWGitPg7OzsSEtLo3bt2oB0ug3tYt261LpwgRjgblAQvi++qFd7KSkp/P77BubN+4eTJ2uh0fQEnJ77PguLDCwtNahUCqAiI8MKjUbfqQzpwAPgIRAPJADJQOqjc5pH11mi7ZTbAHZAKcAecHgUu/Oj44ZnZZWGnV0q9vbpODiocXLS4OSk4OKiwtXVktKlrShTxoayZW1xdbXE0REcHB5v9vaP/7dUKe1I/TMWXyyRzGWk+8CBA9jY2NC8eXOCg4MZMGAAcXFxLFmyhM6dOxvkHm3btn3uNSqVir179xrkfoWlKAy6xMbG4up6EWhK+fLXuXWriqlDEkI8kt9niN6d7jZt2jBw4EDGjx9P6dKlefDgAfHx8dSuXZuIiAh9mjYqc/mFWVzd/fprPN9+G4CVQ4cyxIBVDuLj49m6dRdr117h0CEroqKqAg2BSnq2nAbcynFzcUnCw0ONl5clXl4OeHi4U7p0aezt7bG3t8fW1hZbW1tsbGywsrLC0tISjUaDWq1GrVaTnp5OWloaqamppKSkkJycTFJSEg8fJnP/fgbR0RoePIC4OEvi4qxITLQlOdkeKA2UebS5PfG/rnp+1vzSYGWVgZVVBjY2GVhbq7Gx0WBjo8HWVoONjfZbBTs7lS6VxtbWAjs71aN9FTY2FpQqZYmdnSWlSllhZ2eBra0F1tbaNJrM/31yX5uik3Xf0vLxZmGR9XVum4WF9o8GC4vH+5nb06/z+seFOTxD1Go1p0+fpkGDBlhbW5ssjqKqKHS6163bwoABHQFr+vS5xh9/eJs6JCHEI4WeXhIcHKwb3cgsn+Xk5ER8fLy+TYsizPP11zkcGMjyhAQunz/PEAO27eTkxH/+05f//Ef7+uHDh5w9e5YjR/7k3LlYwsLSiIyE+HhLkpKsURRLtIV6FLQj0inY2KTg4JCGs3Ma5cppqFDBgipVHPDyKoenpydeXl54edXBw8ODMmXKYGlpacBPkDcajYb4+HgePHjAgwcPiI2N5cGDCGJjY4mJiefOnRTu3UsjMjKDBw8gNtaCuDhLkpKsSEqyIz29FODyaHN+4n+dAUfyV7zIgowMGzIybCjOf6fWrHmLixeNNEnACCwtLWnbtq3BcreF+Vm37jKg/YOqd2/zTtkUQjyb3p3u0qVLc+/ePby8vHTHbty4Yfb53MLIXFzYNmkSiz//nFopKSQlJWFvb2+UW7m6utK2bdtcvwJXq9Wkpqai0WiwsbHB2to61/rK5sTCwgIXFxdcXFzw9vbO9/szMjKIi4sjLi6O+Ph44uMfEh9/k/j4eOLi4rl/P4n791OJjc0gNlZDXJya+HgN8fEKSUkKyckWpKVZkJZmTVqaFRkZ1mRkWKPRWPM4Xcb2if99erN54n+tH+2bt8jISKDodLpBWxP8zp07lC9f3mj3CA8PZ9KkSZw4cSLbgEpaWprR7ivg0KHHP982bYyTjiaEKBx6d7oHDhzI8OHDmTdvHgARERFMnDiRwYMH6x2cKNrGjRvH8OHDqVmzpknjsLS0NFqH35xZWVnh5uaGm5ubQdtVq9WkPPpDKjNdJjNlJiXloe5YWlqaLq0mIyODtLR0UlIySEpKJyVFTUqKmtRUhdRUDampalJTNaSlaUhLU8jIUFCrISNDhVqtkJFhQUaGQnq6howM0GhArdae016noNFoX2s0FijK402jUaHRKGg0mUXXVGg0j6vMaB6l4CsKVKlSCmhg0J+XsU2aNIn//Oc/BAQE4O3tjYXF428wqlWrZpB7DB06lIoVK7J48WIcHBwM0qZ4vpiYGG7f1qbNOTrGUamSs4kjEkLoQ++c7tTUVMaOHatbmUylUtG7d29WrVqFra35jmzJRMpClpEh9e9EsWIOOd1Alk525jc4iqKgUqlQq9UGuUfmojtWxezfsLnndG/YsIG+fRsCVfD3j+TwYQ9ThySEeEKh53Tb2tryyy+/MHfuXC5duoSnp6dBS1WJIu7PP+GHH+DGDQgNlRIYQhjY1atXjX6PunXrcufOHSpV0neyssiPP/88jXadAujUydWksQgh9GeQYYujR4+yZMkSbt68ScWKFRk1ahQtWrQwRNNGZWNjY7YjHMVGeDjs3AnAxfXrqdW/v4kDEqJ4qVLF+CXkFi1axPjx4xk6dGi2+TqtWrUy+v1Lqj17HufPt2olxfeFKOr0LVjMihUraNOmDfHx8TRo0IDExETatWunSzcRJVt6t266/X9nzzZhJEIUH6dOnTLodc9z4cIF9u3bx6uvvkqbNm10W17qd4uCuX//PjduaCfHqlQaGjc2cUBCCL3pPdI9c+ZMNm7cSJcuXXTHtm/fzsSJExk2bJi+zYsizrpWLa44OVEtPp5q58+j0Wiy5KAKIfJv1KhR+Pj4MHbsWNq0aZNl/kxaWhr79u1jwYIFXL58mfPnz+t9v3feeYfPP/+cESNGyETKQnLixAngJQCqVk3EweH5i4EJIcyb3r2fu3fv0qlTpyzHOnbsyL179/RtWhQTMY++fvbLyODcpk0mjkaIou/MmTO0adOGcePG4erqSp06dWjRogV16tTBxcWFcePG0aZNG86cOWOQ+8XGxjJp0iScnZ2xtLTMsgnjOHbsJKAd3n75ZUktEaI40Huku0OHDmzfvp2uXbvqju3YsYMOHTro27TRpaWlmf3s9eKgyltvwZYtAETMn0+DPn1MHJEQRZuVlRWTJk1i4sSJnD59mtOnTxMTE4ObmxuNGjWiUaNGBq1F36VLF44cOYK/v7/B2hTPtm/fPbSLWEGrVuZbCUwIkXd6d7rLly/PgAED6Nq1K1WrVuXatWts3bqVUaNG8cknn+iu+/TTT/W9lSii3Nu3546NDV5paZT9+29ThyNEsaFSqWjcuDGNjZzw6+HhQY8ePejXr1+WhdBAnu3GoCgKZ88+Ht1u2tSEwQghDEbvTndISAhNmzbl/v373L9/H4AmTZoQHBysu8ZcV/+T6iWFRKXidqNGeB09SpOkJMKOH6fmSy+ZOiohRB4FBwfz4osvcunSJS5duqQ7bq7P9qLuypUrJCb6AmBrm0bt2pJeIkRxoHene9++fYaIQxRzHmPGwNGjKMCZxYul0y1EESLP+cL15CTKunVTsLSUTrcQxUHxWl5MmK1Kgwcz9aOP+Pn2bXwvXOBVUwckhHimWbNm8eGHHwJkSRV8kkqlYsaMGYUZVolw+HAQMBCAtm3tTRqLEMJw9O50h4eHM2nSJE6cOEF8fHyWc2lpafo2L4oLGxvshg+n9t699O7dW7dMtRDCPB05ckS3f+jQoRyvkX/DxnHgQAKgrQzTooWMjQlRXOj9r3no0KFUrFiRxYsXS/1W8UyfffaZ1OgWwgjUajXHjx/n5s2b/Oc//yElJQWVSpWlfnd+bd26Vbcv6SWFJz09nYsXXXSvJRNPiOJD7x5QaGgoq1evpm/fvnTq1CnLJsSTdB3uu3fh6FHTBiNEMXH16lXq1atH+/btGTVqFKDtMI8ZM8bEkeknKCgIf39/nJ2dqVatGj/99BMAGo2GyZMn4+rqSrly5fjmm2+yvG/btm34+Pjg4OBAr169ePDggSnCL7Dg4GAyMhoC4OaWSPnyJg5ICGEweo90161blzt37lCpUiVDxFOopE63CUyYAPPng7c3XLkC8vW0EHqZOHEiPXv25LPPPqNs2bIAtG3blqlTp5o4Mv0MHTqUAQMGcOjQIYKCgmjdujX+/v7s27eP/fv3ExYWRmxsLG3atKFevXq0a9eOyMhIBg0axKpVq3SLB02aNIkVK1bkeh+1Wp3r89/d3R0PDw9jfcQcaSdRdgOgUSNNod5bCJGzyMhIoqKish1PTU3FyirvXWm9O92LFi1i/PjxDB06FE9PzyznWj1aiVCITEleXtgDXLvGtW3b8H5iUSUhRP4dP36cDRs2YGlpqcuxLl26dJEb4X3atWvXGDRoEBYWFjRs2JDatWvz77//smLFCt5++208PDzw8PBgzJgxLF++nHbt2rFhwwYaN26sW6wtMDCQ2rVrs2jRIkqVKpXjfWJiYqhbt26O5wICAggMDDTWR8zR/v1hwBsAtGsnKZtCmIP58+fnOmnc3d09z+3o3em+cOEC+/btY8ujFQczqVQq1Gq1vs0bldTpLnx3Gjak+qP924sXS6dbCD05ODiQlJSEi8vjPOCoqCjKlCljwqj0N3HiRFauXMnHH3/MmTNnuHHjBs2aNSM0NJR69erprvPz8+Ovv/4CyHauatWqWFtbc/ny5Vw71ubm778zdPvNmskcGCGKE73/Rb/zzjt8/vnnPHz4kPT0dN0mlUtETqp17sxVS+2sfJcnqiMIIQqmS5cuTJw4kaSkJECbLvHBBx/Qo0cPE0emny5durB8+XLs7Oxo0aIFX375JV5eXiQkJODs7Ky7ztnZmYSEBIBs554+b+7i4+O5eVObxK1SaWjUyMQBCSEMSu+R7tjYWCZNmmSIWEQJoLKw4J+qVal66RK1oqJQHjxAVbq0qcMSosj64osv6N27N25ubqSnp+Pk5ETdunXZtWuXwe7h7OxMXFxctuNubm7ExMQY7D6ZYmJi6NatG0uWLKFPnz5cuHCBzp074+fnh6OjY5ZY4uLicHR0BMh27unzOXFzc8u1Okt+vjY2hJMnTwJNAKhcOQFHR+dnv0EIUSjGjx/PgAEDsh3v1atX4eZ0d+nShSNHjuDv769vU6KEUHfuDD/8gBUQsXQpFYv4hC8hTMnFxYV9+/Zx9uxZwsPD8fT0pGXLlgYtz6koisHayovLly/j4OBA//79AahXrx4tWrTgwIED+Pr6EhwcrEsjCQkJ0U2I9/X1Zd26dbp2rl27Rnp6OtWrV89+k0csLS117ze1o0ePA+MB8Pe3Nm0wQgidzDkkT8tvWVa9O90eHh706NGDfv364eXlleXcp59+qm/zohjyGT2ahB9+wBFI+P13kE63EHpr0KABDRo04NKlS1y/fp2qVavq3WbmSpTp6enZVqUMCwujSpUqet8jJzVr1iQpKYlNmzbRs2dP/vnnHw4dOsQbb7yBjY0Nc+bMoWPHjsTGxrJ48WKWLVsGQJ8+fXj33XfZvn07rVq1YsaMGQwYMCDXSZTmZu/eCECbm9+6ddGIWQiRd3p3uoODg3nxxRe5dOkSly5d0h2XlcpEbl548UW229jQJS0Nr7NnQaMBWTRHiAIZNWoUo0aNomXLlqxevZrBgwejUqlYsWIFgwYN0qvtzJUoMzIysqxKaWFhgaenJz///LNe7efGxcWFtWvX8u677zJkyBDc3NyYOnUq7du355VXXiE8PJwaNWpgY2PDe++9R7t27QDtINCqVauYMGECd+7coX379roOublTFIVTpx4/B5s0MWEwQgijUCmF/b2hmbCzswMgJSXFxJGUTAsaNeK1M2fYb2tL94gILB7VFxaiqDCXZ4iXlxeXL1/G3t6el156ibfffhtnZ2feeecdzp8/r3f76enpTJo0iblz5xaZEeO8Mqd1Gq5fv46392ZgItbWGSQmWmEtGSZCmLX8PkNkeFGYhNWIEZQFeqWmsufsWVOHI4TBRUVF0a1bNxwcHKhVqxZ79uzJ9dpffvmFGjVq4OjoSO3atbl8+XKe75OUlIS9vT3x8fGEhYXRr18/OnXqxI0bNwzxMbC2tmbt2rXFrsNtbo4fPw40BeCFF5Kkwy1EMVSg9JJZs2bx4YcfAmTL83uSued0y4qUptNvyBBWbdjAsGHDaNGihanDESJXua1EptFonplGN2HCBDw9PYmKimL37t0MHDiQ8PBw3Nzcsly3ZcsWvvnmGzZt2qTrcD99zbO4u7vzzz//EBISQrNmzbCwsCAxMdGgKX4dO3Zkx44ddOrUyWBtiqyOHDkJ9AKgVSt70wYjhDCKAnW6jzxRX/nJPL8nSU63eJbSpUuzd+9eU4chxHM9ayUyy0c155+WkJDAxo0buXLlCvb29vTs2RM/Pz82bdrEyJEjs1z76aefMnfuXHx9fQHw8fHJV3yTJ0+mcePGAKxevRqAgwcPGrQiR9myZenfvz89e/akatWqWSqjmPvgSlGxf38MoK2E0KKF3tOthBBmqED/srdu3arbz62+aVEgK1KamKLAv//CX39BrVrQs6epIxLCIMLDw3F0dKRixYq6Y35+ftmeN2q1mjNnzhASEsKIESOwtrZm1KhRfPjhh3keuHjzzTfp3LkzVlZWeHt7A1C9enUWLFhgsM8TEhJC48aNuX37Nrdv39Ydl8EVw0hLSyM09HEt8aZNTRiMEMJo5M9pYTqKAu3awZ07JL/yCnY9esgvcVEs5LYyYnR0dJZj9+7dIyMjg507dxIcHMzDhw/p2LEjVapUYejQoXm+39Oj4zVr1ix48DkoyoMrRcH58+fJyGgAgINDKtWr56/2rxCiaJBOtzAdCwse+vvjum4dqr17ObFvHy+98oqpoxIii9xWImvQoEGufyTmdWXEzMmJ06dPx9XVFVdXV8aOHcvWrVvz1elevHgxO3fuJDIyMstCNgcPHsxzG8J0tJMo2wDQoIEaGXsQoniS6iV5FR6uHZW9ds3UkRQv3bsDYAec++Yb08YiRA48PDyoU6dOts3CwiLXTneNGjVISEjg1q1bumNPrpyYqXTp0pQvXz5LO/n9ticwMJD333+fChUqcPLkSRo2bEhoaCiNGjXKVzt5pSgKGo1Gtwn9HTp0DqgNQKtWUiVGiOJKOt15cecONGoEe/fCoEGQnm7qiIoN1/79SX3UyXA9fNjE0QhhGI6OjvTq1YuAgACSk5P566+/OH/+PL169cp27YgRI/jqq6+Ij48nIiKCRYsW0a1btzzfa8WKFWzdupVvv/0WOzs7vv32W37//Xfu3r1rsM8THR3N4MGDcXd3x8rKCmtra90m9HfkSAqZv45fekmGuYUorgzS6Y6Li2PVqlV89dVXgDZP0ZAPfJPz8oLhw7X7x47Bxx+bNp7ixMGBiEf5qC0ePuSmgWoLC2Fq8+fP5/bt25QpU4apU6eyZs0a3Nzc+PXXX7OMeAcEBODl5UXFihVp1qwZr732GkOGDMnzfSIjI2n6xMw7RVFo06YNu3btMthnmTJlCleuXGHx4sXY29uzfv16GjduzHfffWewe5RUCQkJRER46V7LSpRCFF96r0gZFBREp06dcHFx4fbt2yQkJLB9+3Z++ukn1q1bZ6g4DS7fq8mlpEDz5hAUpH29Ywd07Gic4EqY69OnU+W//wVgY0AAvQMDTRuQEHlgLitSVq1alZMnT1K2bFnq1q3LypUrKVu2LH5+fjx48MAg9yhfvjzHjx+nUqVKuLq68vDhQ8LDwxk5ciSHi/A3VOawTsPRo0dp0SICGICbWzLR0ZJeIkRRUegrUk6ePJmAgADCwsJ0XzX6+/tz7NgxfZs2L3Z2sHo1ODhoXw8dqk07EXqrOHasbj91/XoTRiJE0dOxY0c2b94MwKBBg+jYsSMvvfQSPXr0MNg9EhMTqVSpEgC2trakp6dTo0YNgoODDXaPkiooKAjQDm83aiQ58kIUZ3pXLwkODtYtcpI5AcjJyYn4+Hh9mzY/tWrB/PnaVJPISG3He8cOyGWBDJE3ltWrc8PZmcpxcVT75x/UanWui44IIbJauHChbv/DDz+kWrVqxMXFMWLECIPdo3Llyly6dAkfHx98fHzYsGEDZcqUwSFzEEIU2NGjlwBvAFq3llFuIYozvUe6S5cuzb1797Icu3HjBp6envo2bZ6GDdNuAHv2wBdfmDaeYuJOx44sAj5Vqzl79qypwxGiyBo0aBBjx47F1tZwtZ7HjRunG9WeNm0ar732Gh07dmTy5MkGu0dJdeLE49Htpk2ltoEQxZneI90DBw5k+PDhzJs3D4CIiAgmTpzI4MGD9Q7ObM2bB8ePw8WL8Mkn0Lo1tGxp6qiKNM85c2i2bh02Njb8599/dctaCyGeTaPRsGLFCk6cOJHtG8bly5cb5B7jx4/X7fft25fr16+TkJBArVq1DNJ+SaVWq7l8uYzutTz2hCje9P6zOiAggPLly1OrVi0ePnxIlSpVsLKy4t133zVEfObJ0RHWrAFbW9BotGUEn1ppTuRPlSpV2Lt3Lw8ePMhX5QYhSrrx48czdepUoqKisLS0zLIZ0tGjRxkzZgydO3cmICAg2+qaIv/Cw8PJyHgRAA+PWEqXNnFAQgij0rt6SaaYmBguXbqEp6cnlStXNkSTRmVnZ0daWhq1a2sXJCjQ7PX582HCBO1+9+6weTOylJgQJYO5VC8pW7YsR48epUaNGka7x4oVK3j99dfp06cPVatW5dq1a2zcuJGFCxcyLDPdrggydfWS335bzWuvtQE86dQpmu3byzzvLUIIM1Lo1Usyubm50bRp0yLR4TaYceOgXz/t/l9/gdSs1c+9e/D++1CvHuzfb+pohCgSbGxsqFq1qlHvMXPmTDZu3Mjq1auZPXs2v/32Gxs2bGDmzJlGvW9xd/jwNUA7/+mVV5xMGosQwvgKNNJ98ODBPF3XqlWrfAdUWAw2SvXwITRooF0e3toa/v5bEvMK6v59KFcONBquDxhAlbVrTR2RELkyl5HuTz/9FCcnJ6ZMmWK0ezg7O/Pw4UMsLB6P02g0GlxdXYmLizPafY3N1CPdDRrMJChIu9jawYPw8ssmCUMIUUD5fYYUaCJlmzZtsrxWqVQ82XfPLB2oVqsL0nzR4uqqrd/dsqV2efhXX4UzZ8DZ2dSRFT1ly3KlXDmq3blD6h9/oNFosvySF0Jovfzyy7rnrKIoHD9+nHnz5lG+fPks1+V1gOR5OnTowPbt2+natavu2I4dO+jQoYNB2i+pwsNdAVCpNDRsKM86IYq7AnW609PTdftr1qzht99+Y/bs2VStWpWrV6/y4Ycf8uqrrxosSLP30kvw+ecwfTpcvgxvvAG//ir53QUQ3awZ1TZsoKZaTdCGDdTPTN8RQui0b9/+ma8NrXz58gwYMICuXbvqcrq3bt3KqFGj+OSTT3TXffrpp0aNozi5e/cuiYnaOUXlykXj4OBu4oiEEMam90RKHx8fTp06haurq+7YgwcPaNy4MZcvX9Y3PqMx+FfDGg107apdLAdgyRIYOdIwbZcgkXv24PGoA7GlY0e6Zf48hTAz5pJeUhjatm373GtUKpVuobSiwpTpJRs2bKJv39aAK50732bbtvLPfY8QwrwUSnrJk6Kjo3Vfc2ZSqVQlr5yUhQUsXw4vvgh378LEieDvDzVrmjqyIsXjlVe4a22NZ3o6bkePmjocIYqE+Ph4Nm/ezM2bN6lUqRI9evTA2YApbvv27TNYW0Jr69YwoBcAnTq5mTYYIUSh0DuJrG3btgwaNIjQ0FCSkpIIDQ1lyJAhvPLKK4aIr2jx8NB2vAESE+G11yAtzbQxFTUqFTde1NatbRgfz61//zVxQEKYt9OnT1O9enXeeecdNm3axPTp0/Hx8eH06dOmDk08w8GDybr9li3tTBiJEKKw6N3pXrhwIRkZGdStWxcnJyfq1q1LamoqP/74oyHiK3o6dIBp07T7p0/DRx+ZNp4iyPW11wCwBUK+/daksQhh7iZMmMCECRO4desWR48e1a0K/OQqkkXVV199RaVKlXBycqJBgwa6FTe/+OIL3N3dcXNzY/r06Vkm8p88eZJ69ephb29P69atuX79uqnCz1VaWhqXL2tXwrGwSKdePRMHJIQoFAZbHOf27dtERERQsWLFbDPozZFR8zFTU6F5czh7Vvt6925o187w9ymmNImJpDg6Yg9s9fam69Wrpg5JiGzMJafbycmJmJgYrK2tdcfS09MpU6ZMkS7nN2/ePNavX88vv/xCpUqVCA4OplatWuzZs4exY8eyf/9+HBwc6NChA5MnT2b06NGkpqbi4+NDQEAAQ4YMYebMmRw8eJBDhw7leI86deqgVqtZv359jufd3d3x8PAw+Gc7fvw4zZqlAy2pVi06y1LwQgjzExkZSVRUVLbjvXr1wsrKin/z+K283jndT0+c+ffff3U3L5EpJqBdHv6337T1u5OTYdgwOH8eysiDNS8sHBz4tXlzlh09SkhUFJFpadjY2Jg6LCHMUu3atbly5Qq1atXSHbt8+XKW10WNWq1m1qxZHDp0SLfgWr1Hw8ErVqxg7NixVK9eHYBp06axdOlSRo8ezf79+7G1teX1118H4MMPP+Sbb77h6tWruS4gFBMTQ926dXM8FxAQQGBgoIE/HRw8+DcwFgB/f3m2CWHu5s+fz4wZM3I85+6e98pDene6cypVVaLqdOemVi349lsYOxZu34YxY2D9eikjmEeOEyfyb1gYXTt25OHDh0YZbRKiOBg0aBA9evRg8uTJeHt7c+3aNb777jvGjRuXZVBEn0GQzZs306NHj2yT5o0lIiKCpKQk1q1bx9y5c3F1deXtt99mzJgxhIaGMmjQIN21fn5+usoBoaGhus45gL29PdWrV+fChQtGX7UzP3bujADsAWjb1tG0wQghCo3enW6NRpPl9e3bt3n//ffp27evvk0XfWPGwLZtsHEjbNgAP/8Mj0ZgxLP179+fgQMHYmlpaepQhDBr0x7NIXnzzTezHJ86dapuX6VS6TUIMnr0aEqVKsWYMWMYPXq00VMIb926RWxsLGFhYVy7do3w8HDatWvHCy+8QEJCQpbKLM7OziQkJABkO/f0eXOgKAonTjzO6mzaVAZihCgp9O50P618+fJ8//33NGnShF69ehm6+aJFpYLFi+H4cbhzB956S7vObxH+2rew6PJTFQXCwuRnJkQunh74MIZbt27x+++/s2jRImbOnEm3bt0YO3YsnTt3Nsr9SpUqBcAnn3xCqVKlqFevHq+++ipbt27F0dExS656XFwcjo7a0eKnzz19Pidubm65lkTMz9fGeXX9+nXi4rSlZG1s0njhBUkvEcLcjR8/ngEDBmQ7npnTnVdGWXdWURTu3LljjKaLnrJlH5cRTEqCwYOljGBebdwIlSvDCy9oa58LIZ4pIiLCKO3a2NgwePBgDhw4wLlz5/D29mbIkCFUq1aNL774gpiYGIPer2bNmtjY2GRJZ8nc9/X1JTg4WHc8JCREt0DF0+eSk5O5fPmy7nxOLC0tqVOnTo6bMdLa/v77b6AxAHXqpCBf5glh/jw8PHJ8Rtja2ubrG3m9O91LlizJsn3//fd06dKFFi1a6Nt08dG+Pbz9tnb/9Gn4+GPTxlNEKO7u8KgTcW72bBNHI4T58/X1Nfo9ypYti6enJy4uLqSmprJx40aqVKnCqlWrDHYPBwcH+vfvz6xZs0hNTeWff/5hzZo1dO3alSFDhrBw4UKuXLnCvXv3mDt3LsOGDQOgTZs2JCcns2TJElJTU5k1axaNGjUyq3zuI0dOAdq885dfdjBtMEKIwqXoydvbO8vm5+enjBw5Url165a+TRuVra2tYmtrW3g3TE1VlAYNFAUURaVSlN27C+/eRZQ6LU25r1IpCijHypc3dThCZFHoz5A8cHR0NFrbu3fvVgYMGKDY2dkp7dq1U9atW6dkZGQoiqIoW7ZsUdzd3Q16vwcPHih9+/ZVHB0dFW9vb2XhwoW6c59//rlSpkwZxdXVVXnnnXcUjUajO3fixAnFz89PsbOzU15++WXl2rVrud7D19dX8fX1NWjcz1O37jBFmzenKL/+Wqi3FkIYWH6fIQar013UmKTG7r//QqNG2jQTLy9tGcGyZQvv/kXQ4apVaXntGgmAbVwc1k5Opg5JCMB86nQ/ycnJSbeAjCH5+PgQExPDsGHDGDduXI7lCCtXrsyNGzcMfm9jykw7yax+YmxpaWk4OEwlI+MHQPsrQaarCFF05fcZYpScbpGLF16A777T7t+5A6NHawc8RK403bsD4Aj8W1JXORUijxYuXGiUdj/44ANu3brFt99+m2v976LW4TaFkJAQMjK0qSV2dmnUqGHigIQQhUrvTvfT5Zkyubm56dt0vqWmptKsWTMcHR25dOlSod8/T0aPhn79tPubN4N0JJ/Jd8oUMqedJv72m0ljEcLcvfbaawZvMz09nVOnThVaje7i7OTJk0AjAPz8MrCQYS8hShS9/8mbU3aKtbU1mzZton///qYOJXcqFSxaBJUqaV9PnQpPzLYXWZWtVo0zj/6wqxYSAoVQHk0I8Zi1tTVr1qzRpdOIgjt69AzgB0DLlqVMG4wQotAVuE73J598AmhHQTL3M4WFhVGlShX9IisACwsLypUrV+j3zTc3N1i5Etq2hdRUGDQITpwAe3tTR2aWolu2hK1b8cjIIHL7djy6djV1SEKUKB07dmTHjh106tTJ1KEUaYcPxwLautyNG8s3B0KUNAUe6T506BCHDh0iIyNDt3/o0CGOHDmCpaUlP//8s16B/fjjjzRs2BBra2sCAwOznIuKiqJbt244ODhQq1Yt9uzZo9e9TKJVq8elAy9c0I54ixxVeOMNAK4CZ3bsMG0wQpRAZcuWpX///gwePJiPPvqITz75RLeJvElMTOTKldK6140bmzAYIYRJFHikO3MFr3HjxvGjEfKSvby8CAwMzLH264QJE/D09CQqKordu3czcOBAwsPD851HrihKrjNO3d3djbIwQhYffQS7d8ORI7BwIXTqBH36GPeeRVC9bt14qXRpTjx4QN+ICIyzBp4QIjchISE0btyY27dvc/v2bd1xyfPOu7Nnz6IoDQAoVSodHx9rE0ckhChsBep0z5o1iw8//BDQjoDkNtrx6aefFjiw3r17A7B169YsxxMSEti4cSNXrlzB3t6enj174ufnx6ZNmxg5cmS+7qFWq6lbt26O5wICArKNsBuclRWsWgUvvggPH8Lrr0OTJlCxonHvW8RYWFjQ9v/+j5eSknT/vxDC3EVFRTFixAj2799PxYoVmT9/Pu3atcv1+mvXrlG7dm0GDx7MTz/9VIiRPl9uy6SLvDt16hTwMgAvvqjGwkI63UKUNAXqdB85ckS3f/jw4RyvMdYISHh4OI6OjlR8omPq5+enG7Hu3bs3J06cIDw8nMmTJzNgwACjxGEwlStrJ1YOHAgxMTB0qHb0W9YGzuKLL74wdQhC5Et+v5GbMmUKDRs2LOQo809RlCwT6C2kBEeenD9/ERgPQIsWtqYNRghhEgXqdD85+lzYIyAJCQnZyhQ6OzsTHR0NwMaNGws1HoMYMEBbSvDnn2H/fvjyS/jgA1NHZX7S0+HQIe2KEuPHmzoaUUJERkYSFRWV7bhGo8l1cCG/38jt2LEDRVHo0KEDERERBv8M+oqOjmbSpEns3LmTmJiYLOfUarWJoipaTp9OQyZRClGyFTin21QcHR2Ji4vLciwuLg5HR8d8t6XRaKhevToAmzZtynLO3d294EEWxHffaTuUYWHwySfwyivQrFnhxmDupk+Hb78Fa2sYPBhcXEwdkSgB5s+fz4wZM3I8Z5nLN1LP+0buSWlpabzzzjts2LCBFStWGCZoA5syZQpXrlxh8eLFDB06lBUrVjB79myGDh1q6tCKBEVRuHTp8WBRo0YmDEYIYTIG6XRfuXKF06dPZ1t+eNSoUYZoPosaNWqQkJDArVu3qFChAqCd5DNs2LACtWdrq/2aL3MpT5NxcIDVq7Ud7bQ0bRnBoCDpWD7hdr16lAdITydyxQo83nzT1CEJkaPnfSP3pLlz59K1a1fdAIA52r17N8ePH6dSpUpYWlrSu3dv6tSpw8iRI3lT/h0+171790hK8gXA1jYVHx9JLxGiJNK7071gwQLefPNN3NzccHBw0B1XqVR6dbozMjLIyMhArVaTkZFBSkoK1tbWODo60qtXLwICAvj+++/Zs2cP58+fp1evXvm+h42NTa7VS0yiQQP44gtt+cBr1+CNN7QTLaVCAACRvr44AU7Ag+XLpdMtzFZev5G7desWS5Ys4cyZM4UZXr4lJiZS6dGCXra2tqSnp1OjRg2CZWGvPAkNDSVzJcpatRKxsJBOtxAlkd6d7tmzZ7N27Vr69u1riHh0Pvvssyxf6c6aNYulS5cyYsQI5s+fz/DhwylTpgwVK1ZkzZo1Jll23ijeegt27YJt27Qj3x07Qj6rshRXLzZtyhY7O7qnpFA+KAgyMrQVYIQwovHjx+c4IbtBgwa55nTn9Ru5kydPcvPmTXx8fADtCLlGo+HatWvs3r3bwJ+k4CpXrsylS5fw8fHBx8eHDRs2UKZMmSwDLSJ358+HAdpBqGbN5JklREmlUvRcx93V1ZWHDx8aKJzCk7mkcUpKiokjyUFkpLaM4N272lUqT52C2rVNHZVZWNKmDaMOHAAgZft27GSFPGEiz3uGDBgwABcXF903csOHD89WvSQ1NZUHDx7oXs+ZM4c7d+7wv//9jzJlyhj3A+TD/Pnz8fLyok+fPvzxxx8MHDgQRVGYPXs206dPN3V4BZaZVmjsbzz79/+S9evfBeDXXxVee02+vRSiOMjvM0TvWk/dunXjwKNOUFGTlpZGnTp1TJ/P/TQPD1ixQptWkpQEr74K5vjHgQl4jhpFZq2EWwsWmDQWIZ5l/vz53L59mzJlyjB16lTdN3K//vqr7plja2uLp6enbnN0dKRUqVJm1eEG7Wh/n0cLd/Xt25fr168TGhpapDvchen8+cc1uaVyiRAll94j3ZMnT2bZsmX069eP8uXLZzmnz+I4xmZnZ0daWhq1H40gm1Vud6b339fmeANMmAA//GDaeMxAQkICQc7OtFQUIp2d8Xj4UHLehUmY9bdlRlCYE+YLS2GMdCuKQqlSy0lNHY61dTIpKaWQ0uZCFA/5fYbo3elu27Ztzg2rVOzdu1efpo2qSPzCTE+HVq3g2DHt6/XrwcC580XRopo1+b/wcACU4GBUuawqKoQxFYlniIE8a8L8lStXTBiZfgqj033x4kVeeCEBaESNGrcIC6tgtHsJIQpXfp8hes/okOWBjcjaGn77TVvV5OFD7QI6jRpBlSqmjsykbP/zH4I++4wNwIDbt6krnW4hjMpYE+ZLgkOHjgOvAtC0qSz9LkRJpnen++DBgzket7Ozo0qVKpQrV07fWxhNZk43mGl6CYC3N/z0E/Tvr+14DxoEBw5oO+QlVOvRo6n62WcA2J89S92OHU0ckRDFW2xsrHS4C2jbthtkrkTZoYN55eoLIQqX3p3uNm3aoFKpeDJLJfO1SqXilVdeYeXKlWbd+TZ7/frBuHHw449w9Ch8/PHjXO8SyNvbm++++44WLVrQsGFDU4cjRLGXOWG+devWpg6lyDl+PF2337RpziuYCiFKBr1zuletWsXatWuZNWsW3t7eXLt2jY8//phevXrx4osvMm3aNDw8PPjtt98MFbNBFLl8zJQUeOklOH9e+3rbNujc2bQxCVGCFblniB6K6oT55zH2N51xcXG4uPwKjMPaOo3kZBsspd8tRLFR6BMpfXx8OH36NC5PLFf+8OFDGjVqxOXLl4mIiKBJkybcuXNHn9sYXJH8hXnxojanOzERypaFc+fgqV+AJcqePdrSivHx2kmmQhSiIvkMKaCiOmH+eYzd6d61axcdOzoBzahdO4bQ0GKyiJsQAjDBRMro6Ohsq7KpVCqio6MBqFChAgkJCfreRgDUqgULFsDQoXD/Prz2mrbjWVKHTv78E5YtQ7GwQHX/vvYPESGEwcmE+YI5cuQ4MA0Af/9Spg1GCGFyelcLbd26NUOHDuXixYskJyfz77//MmLECNq0aQNAUFBQtq8jhR6GDHm8LPyBA1CEv9rV145HpctUGg3Ja9aYOBohhMjq8OFoQNvZlk63EELvTveiRYtISEigdu3aODo6UqdOHeLi4li4cCEANjY2LF26VO9AjcFsV6R8nu+/B19f7f7MmVCEv97Vh6Z5c+492n/4888mjUWI4mbWrFm6/U8++STXzdiOHj2KhYUFnz2qWATwxRdf4O7ujpubG9OnT88ykf/kyZPUq1cPe3t7WrduzfXr140eY25CQmx0+40amSwMIYSZ0Du9xMPDgz179hAREcHt27epUKECFSo8Lv5f5Dq0RYGDA6xdC02aQHKyNs3k7Fnw8jJ1ZIWqbfv2/GplxeiMDNzPnYMHD6B0aVOHJUSxcOTIEd3+oUOHcrzm6dRCQ9NoNEyZMoUmTZrojm3dupV58+Zx7NgxHBwc6NChA7Vq1WL06NGkpqbSt29fAgICGDJkCDNnzmTIkCG5xg+gVqtzzcd0d3fHw8OjQLEnJSVx715FAKys0qldu+SWeRWiqIuMjCQqKirb8dTUVKys8t6V1nsi5ZMURcky4mBhxmvdFotJUEuXQuYSzK1bw+7dkI//+MXBzNat+fhRrfiMn3/GqggvSS2KlmLxDDFzCxYs4J9//iE2NhYfHx8++ugjBg0aRJ06dfjoo48A+OWXX1i6dCkHDhxgx44dTJgwgUuXLgHajm/ZsmW5cOECVatWzdZ+nTp1iIqKyvGXKUBAQACBgYEFiv3UqVM0aZIK+OPjE014uNToFqKoCgwMZMaMGTmec3d3JzIyMk/t6N0rjo6OZvDgwbi7u2NlZYW1tbVuE0Y2ciSMGKHdP3BAW7+7hKkxZgz3H+3HLFpk0liEEIYTHR3Nt99+m+0XXWhoKPXq1dO99vPz041UP33O3t6e6tWrm2Txs3PnQoD6ADRqZNxvBIQQRYPew6JTpkzhypUrLF68mKFDh7JixQpmz57N0KFDDRGfeJ558+D0aQgO1i6Y06IF9Ohh6qgKTZcePVinUjFaUSh98iTExYGzs6nDEqJYMcXKwx9++CGTJ0/G1dU1y/GEhAScn/g37uzsrKuQ9fS5p88XpoMH7wHayd6vvCLPJCGEATrdu3fv5vjx41SqVAlLS0t69+5NnTp1GDlyJG+++aYhYhTPYm8P69ZB48baetVDh2o74dWrmzqyQuHi4sLVRo3g1CmsNRrU+/Zh2auXqcMSolgp7JWHz549y8mTJ5k3b162c46OjsTFxelex8XF4ejomOO5p8/nxM3NLdeSiO7u7gUJH4DTpx//rJo0KVlpf0IUN+PHj2fAgAHZjvfq1StfOd16PwkSExOpVKkSALa2tqSnp1OjRg2Cg4P1bdroMquXgPEWRygUNWtq87v794fYWO2y8UePQqmSUaLKe9Qopp46xQZgZdmy+Js6ICGKmZUrVz535eHJkycbbOXhAwcOcPHiRd2k/NjYWKysrLh8+TK+vr4EBwfTs2dPAEJCQnTPcV9fX+bPn69rJzk5mcuXLz9zQr+lpaXBJ/wrisLly64AWFikU6eOpFsKUZR5eHjkOKna1tY2X+3ondNduXJl3aQVHx8fNmzYwJ49e3B4VENZFJJ+/eDtt7X7587BuHFguDmyZq1H3758q1JRqnbtbKNcQgj9ffLJJyxbtow6derg4OBAnTp1WLJkCZ9++in169dn2bJl7N+/32D3+7//+z8uXbpEUFAQQUFB9OzZkwkTJvDNN98wZMgQFi5cyJUrV7h37x5z585l2LBhgHZEPjk5mSVLlpCamsqsWbNo1KhRjpMojSkiIoKUlNoAlC8fg43Nc94ghCgR9B7pHjduHMHBwfj4+DBt2jQGDhyIoijMnj3bEPEZlY2NTdEe4X7a7Nlw4gQcPAjLlkHz5jB2rKmjMrpy5cpx7do1KleubOpQhCiWCnvlYXt7e+zt7XWvS5UqhaOjI66urnTr1o1x48bRtGlT1Go1Y8aMYdSjqkW2trZs2LCB0aNHM2HCBJo0acLKlSsNFldenTp1BmgLQIMGmkK/vxDCPBm0ZCDArVu3SEhIoFatWoZs1uCKbbmvu3ehYUO4cwdsbODQIWja1NRRFZ7ERDh+HF55xdSRiGKu2D5DctC7d28UReGrr76icuXKXL9+nffffx9FUdi4cSNnz57l1Vdf5eLFi6YONV+MlV44ceL/+OGHSQB8800ykyeXjFQ/IUqa/D5DDF5Iu0KFCmbf4S7WPD21C+dYWUFamjbPO5catMXOsmVQrhx06AD37j3/eiFEnhTllYdN4e+/U3X7svy7ECKT3p3u8PBwunTpQpkyZbCxscmyCRNp2RLmzNHu37wJr74KGRmmjakQpHt7a0e6NRo0a9eaOhwhio3MlYdv3LjB0aNHuXHjBnv27NFVK6lTpw4tWrQwcZTmIyxMWy1FpcrAz8/EwQghzIbeOd1Dhw6lYsWKLF68WCZPmpNJk7RpFr/9Bnv3wnvvPe6IF1M/h4bSGfAGEhYvxnniRBNHJETxUrFiRSpUqICiKGg02lxlc1552BRu375NQoIPAJ6eMdjZFWwZeSFE8aN3pzs0NJTDhw/nq06hKAQqFfz0E4SGaquZfP21tpb3q6+aOjKj6d2nD7+MH897gHNwMFy7Bt7eJo5KiKIvOjqaSZMmsXPnTmJiYrKcU6vVJorKPB07dhxoBcCLL8okSiHEY3oPUdStW5c7d+4YIpZCl1mn29A1Ws2GvT388QeULq19PWqUtgNeTHl6enKpSRPda40JqhYIURw9ufKwvb0969evp3Hjxnz33XemDs3s7Nr1L1AGgFdeKW3aYIQQZkXvTveiRYsYP348a9eu5eDBg1k2YQaqVYPVq8HCApKToXdveFTmqzhqMno0QY/2UxcsKDG1yoUwpt27d7N27Vp69+6tW3l45cqVrF692tShmZ1Dhx6XTmzWLH8LZwghije9SwauWbOG0aNHk5SUlLVhlcqsv3YsSeW+APjqK3j3Xe1++/awbZu2wkkxc//+fT738GBu5v+tDx3STiwVwsBK0jPExcWF2NhYQFsXPyIiAmtr6yzHiyJDlwzMyMjA3v6/pKe/D2gXCHZ2NkjTQggzVOglA9955x0+//xzHj58SHp6um5LS0vTt2lhSO+8AwMHavd3737cAS9mypYty51XXiH90Wv1kiUmjUeI4kBWHs6b0NBQ0tO1v4Q9POKkwy2EyELvTndsbCyTJk3C2dkZS0vLLJswIyoVLFkC9eppX8+dC8uXmzYmI+k+ciR/AYeAIFdXE0cjRNGXufIwwLRp03jttdfo2LEjkydPNm1gZiYoKAhoBMhKlEKI7PTOL+jSpQtHjhzB39/fEPEIY3JwgI0boUkTbV73//0f1KoFL71k6sgMqlevXlQsVYrY5GQG3rrFGlMHJEQRN378eN1+3759uX79epFYebiw/f33FWAYAK1bO5o2GCGE2dG70+3h4UGPHj3o168fXl5eWc59+umn+jYvDK1qVVi3TrtqY2qqdmLlyZNQsaKpIzMYR0dHJk6bhoODA4MGDTJ1OEIUOxUqVDB1CGbp2LHHaZVNmxa/OTNCCP3o/VQIDg7mxRdf5NKlS7qcP9BOpBRmqk0b+N//YPx4uHsXevbUTjgsRvmZM2fOzHpAo9FWcBFC5Ft4eDiTJk3ixIkTxMfHZzkn83e0FEUhLMxJ97phQxMGI4QwS3p3uvft22eIOERhGzdOu3DODz/A2bMwdKh2BLy4dUw3boR586BOHfj2W1NHI0qQqKgoRowYwf79+6lYsSLz58+nXbt22a6bNm0aGzduJDIykqpVq/L555/TvXt3E0ScO1l5+Plu375NcnJtANzcYild2sXEEQkhzI18/1WSffMNhIXBzp2wYQO8/z58+aWpozKsH3+E3bvRHD+OxaxZxWo0XxSOyMhIoqKish3XaDTP/EZvwoQJeHp6EhUVxe7duxk4cCDh4eG4ublluc7JyYlt27bh4+PDgQMH6NOnD2fPnqVq1aoG/ywFJSsPP9+5c+fInERZt26qaYMRQpilYjasmT/FfkXK57GygjVr4IUXtK+/+goWLTJtTAaUlpbG/9K1xQMt4uNh1SoTRySKovnz51O3bt1sW3p6eq5rESQkJLBx40ZmzJiBvb09PXv2xM/Pj02bNmW7NjAwkJo1a2JhYUHbtm3x9fXlzJkzxv5Y+VKUVx4uLIcPhwGVAJlEKYTImQxblHSurrBlCzRrBlFR2jzvypWhc2dTR6Y3Gxsb1iQm0gftr0Jl3jxUr7+uLZ8ohBGFh4fj6OhIxScmKPv5+T13AYUHDx4QEhKCr6+vsUPMl8yVh4cOHYqnp2eWc61atTJRVObl0KHHC8S9/LK9CSMRQpirEt3ptrGxMdhKZEVatWqweTO0bQspKdC/P+zZUyxKCY4eO5aFJ07wGaA6dw7+/hukvKUwsoSEBJyfWhnF2dmZ6OjoXN+j0WgYOXIk/fr1o3bt2sYOMV8uXLjAvn372LJlS5bj5r7ycGH6559Suv1GjUwYiBDCbJXo9BLxhGbNYOVK7ShwYiJ07aqdaFnE/ec//2GNoyO6DMs5c0wZjiiCxo8fT0hISLbN2to610XAHB0diYuLy3IsLi4OR8fc0w7Gjx9PbGwsCxYsMGj8hiArDz9bfHw80dHaHHxX1xieStsXQghAOt3iSf36QeYv/JgY6NgRbtwwbUx6cnBwoOOwYax49FrZtAn+/dekMYmixcPDQzf348nNwsIi14mUNWrUICEhgVu3bumOhYSE5Dp/ZPr06Zw+fZrNmzdja2trlM+hD1l5+NnOnj1L5iRKX99k0wYjhDBb0ukWWf3f/8Hnn2v3b93S5nbHxJg2Jj393//9H5nj2ypFga+/Nmk8ovhzdHSkV69eBAQEkJyczF9//cX58+fp1atXtms/++wz/vrrL7Zv346Tk1MOrZle5srDImf79oUikyiFEM9TonO6RS7eew/u3YPvvoN//oHu3WH3brAvmpODXnzxRTxbt2bjgQN0BlRWVtgqikyoFEY1f/58hg8fTpkyZahYsSJr1qzBzc2NX3/9lc8//1w3n+Tjjz/GxsaGKlWq6N67cOFCBg8ebKrQs5GVh59t377HqUSvvOL8jCuFECWZSlEUxdRBmIKdnR0AKSkpJo7ETGk0MHgwrF6tfd2jB/zxh7bMYBH0119/MalHDxKBd7/+mqlTp5o6JFHElaRnSNu2bXM8rlKp2Lt3byFHYziZ6T76TqgvW/Z/REdPArRfDJYurXdoQogiIL/PkKLZgxLGZ2EBv/yiLSO4Zw/8+SdMmKDN+S6CI8Rdu3blnRdewNvLi/r165s6HCGKFFl5OHdxcXFER1cDwM0tmtKly5g4IiGEuZJOt8idra12dLtVKzh3TrtwTqVK8NFHpo4s3ywsLDh27BguLk8szZyeDtbWpgtKCDM2a9YsPvzwQwA++eSTHK9RqVTMmDGjMMMyO2fOnAWaAFC3rkyiFELkTiZSimdzdoatWyEz3/Tjj+GHH0wbUwHpOtxJSfDf/4K3d5GvziKEsTw5cfLQoUO5bsaQmprKqFGjqFy5Ms7OzjRr1oyjR4/qzn/xxRe4u7vj5ubG9OnTeTJL8uTJk9SrVw97e3tat27N9evXjRJjpr17w4FyALRtK5MohRC5k5Fu8Xzly8P27dCyJURHw8SJYGcHr79u6sgKJjgYpk/X7s+YAT//bNp4hDBDW7du1e0XdnpJRkYG3t7eHD58mIoVK7J27Vp69OjBtWvXOHjwIPPmzePYsWM4ODjQoUMHatWqxejRo0lNTaVv374EBAQwZMgQZs6cyZAhQ575x4Farc41H9Pd3R0PD49nxrpvX4Juv317l2dcKYQoqiIjI4mKisp2PDU1Fat8zHWTiZQlYBKUwZw9q121MjZWm9e9bBkMHWrqqPJt3759WPbtS6uHD1EsLFCdPw+51E8WIjfyDClc5cuX588//2TOnDnUqVOHjx6luf3yyy8sXbqUAwcOsGPHDiZM+P/27jwuqur9A/hnYNgHGFZREFAhcSPUSkURyiwl0SRRwwXXNPi6l5ZZYG4tav4ypdwLw1RcKBXXQNHc0kRcUlAQRFlUEAYGGGbO74/bXBnZkWEGeN6v130xd3/OGRkfzpx7TgiSk5MBAEVFRbC2tsb169fRrl27Ctfs0qULcnJyKv3PFABCQ0MRFhZWbVyWlhuQm/sBBAI5JBLdpjrIEyGkGmFhYVV2pbOxsUF2dnatrkPdS0jtde/OtXiLRABjQFAQEBFR83la5sKFCwjOy4McgEChAIKDufIQQrRSUlISnjx5AhcXF9y4cQPu7u78vm7duvEt1c/vMzY2RocOHV54dJKq5OXlITe3AwDA1jaHEm5CSLVadNJdWlrKzy5Haql3b66Pt4nJs8T75581HVWdhISEINvGBnzP9FOngF9+0WRIhJAqSKVSjB07Fp9++inMzc0hkUhgZvZsLGwzMzNIJFwXj+f3Pb+/oV248DeAVwAA7u6larkHIaT5oD7dpO68vICYGGDwYKCwEJg4EZDLgUmTNB1ZrYhEInzyySf4fN48BABoAwAffcSNRW5pqeHoCCFKMpkMAQEBcHFx4UdQEYlEyM9/NhlNfn4+RCJRpfue318ZS0vLKvus29jYVBvfH3/8C+BNAMCgQTQ4NyHNVXBwMAICAipsHzZsWJ36dLfopFtfX19tXzs2e15eXFeTwYMBiQSYPJkbgm/aNE1HVisffvgh1q5dizmpqdgJAI8eAfPmAVu3ajo0QggAhUKBcePGQSAQ4Oeff4bgv/kBOnfujMTERAwdOhQAcO3aNf7bys6dO2P9+vX8NaRSKe7cuVPtt5m6urr1/rYzNraQf/3666b1ugYhRPvZ2tpW+lC1gYFBna7ToruXkBfUrx9w9Cg3rCAATJ8OrFql2ZhqycjICOvWrcMuAIeVG7dtAy5e1FxQhBDetGnT8PDhQ+zevVulJWns2LH46aefcPfuXWRlZWH16tUYP348AMDHxwdSqRRbtmxBSUkJli1bhp49e1b6EOWLUigUuH1bDADQ1S1F164NfgtCSDNDSTd5MX36AMePA2Ixt/7RR8Dcudw08lrO19cXI0aMwGQASQCuLFoEvPqqpsMipMW7d+8eNm3ahAsXLsDa2hoikQgikQjx8fF455138OGHH+K1116Dm5sb3n77bUz6r2ubgYEB9u3bhzVr1kAsFuPUqVPYvn272mKUyTwAAI6OT2ieLUJIjWjIQBruq2EkJHBdTR4+5NZHjuRajo2MNBpWTTIyMtCpUycUFRTAZ8AAHD9+XNMhkSaCPkOaPmW3kvp0M4yK+h0BAW8DMEBAQAZ27bJv4OgIIdqurp8h1NJNGsbLLwNnzwJubtz6rl3c9PEZGZqNqwb29vZYtWoVho8YgX379j3bkZ7O9VEnhJBKxMTcB8D15xw4kB6iJITUjJJu0nCcnIAzZwBvb27977+57hoXLmg2rhpMmTIFu3btgqnpfw9CJSQAr73GjcrSBLrJEEIa36lTz4Yh7N+fBugmhNSMkm7SsCwtuYcrlaOYPHzItXhr8SQ6AoGAHxkBANjHHwOZmcCvv3JT3ZfS+LuEkGeKi4tx9y43nKCenhSurhoOiBDSJFDSTRqevj4QHg788AOgqwuUlADjx3MPWZaVaTq6aikUCsyzs8NN5YatW4FBg4DcXE2GRQjRIlevXoVC0RcA4OaWBx36n5QQUgv0UUHUQyAAQkKAY8cAKytu26pVgK8v8OSJZmOrxv379/HLoUN4HQDfKSY2lusmc/KkBiMjhGiL2NgbAF4CAAwYoK/ZYAghTQYl3US9Xn+dG/u6Wzdu/dgxLoG9fFmzcVXB0dERx48fR6mFBXwA7FbuuHMH8PHhuptkZmosPkKI5h0+/GxSnGHDaBZbQkjtUNJN1K9dO+Cvv4ARI7j1u3eB3r2Br7/mpo/XMh4eHoiLi4O9iwtGAfgIQJFy5+bNQGSk5oIjhGhcQoI5AEAgKEXv3oIajiaEEE6LngaeNCKRiBtG8JtvgEWLuOH4PvkE+OMPrv+3siVcS7i7u+PSpUv44IMPsGrnTuwBEA6gr0CAu6+8gpfLH7x4MWBrC3Ttyv2BYWMD1DA1bNrff+NpRgYKMjNRkJWFwpwcyAoKIC8qglwqBeRyuAcH4+UhQ/hzTv/wAx4mJkLf0hKGNjYwbt0aZu3awcrBAba2ttDXp6+5CVG3oqIi5OZyQ6Pa2z+EoaGThiMihDQVlHSTxiMQAAsWAG+8AYwdC9y+zQ0x2L07MGsWEBr6bEp5LWBmZoYdO3bA398fYWFhGHzzJhwZwz/l53t++BAIC6twbqlQCJmODmQAwBhKrlxBq86d+f2Wr70GxxrmpYrr0AEol3Trr1qFgNTUCsdJATwEkCsU4n7v3hgSH8/vy755Ew+uX4d9nz6wbtNGZZQWQkjdXbx4A4AHAKB7d6lGYyGENC3UvYQ0PmWf7tmzudFN5HJg9WqgY0fgl1+0amxsgUCAkSNHIjExETt27IBfSAgsLZ/14Xx66hQKKjlPv6wMJqWlEJeWQiyToeC50U+ktRjuoMIRVQxdaATACYBHWRmMnz5V2Ze8fDk8AgJg5eCADF1dXBKJ8KezM47274/YDz7APxs2IOf27RpjIYRwduxIhrK9ytdXrNFYCCFNC00DT1M4a1ZCAhAczPX5Vnr1VWD5cuDNNzUXVy399ddfGBUQAEuJBB2kUtgpFLAGYCUQwNTAACIDAwgNDND90CG08/Dgz7sybx6YXA5DKyuY2NrCtFUrGFtaQl8kgkBfHxAKAXt7QDlhD4CyGzcgTUmBNCcHxTk5KM7MRGlWFsqysoCsLAifPIHEzw+9w8P5c0727Qvv8nVbiRsGBuhc7vfgya1b+HfdOlj06gUHHx+Y2tP01pWhz5Cmrz7TwLu4bMOdOxMAAFlZXM8yQkjLVNfPEEq66T9MzWOMm4hm/nyuu4bS669z3VHeeovrmkLqLOPIEWQfOICSW7egk5YGUVYWbAoKYFPuAdYz9vboe/8+v375yy/RIzSUX8/R0cFDkQj5dnaQt28Pw65dYdWrFzq8916L7q5CnyFNX13/wywuLoax8Wkw9ibE4kzk5tqpMzxCiJar62cI9ekmmicQcH28hw3jHrT87jugsJAbHzs2FnBzA/73P+4Yc3NNR9uk2L/9NuzffrvCdlleHh6cPo2cs2dh2rq1yr7Cf/5RWbdRKGCTnw/k53P98A8fRqZAAEG5bkCFDx/iSlAQ9Dp1grmHB1r16QNxx470xxJpVpKS7oKx1wAA7u4FACjpJoTUXrNr6Z4/fz7Onj0LFxcXbNq0Cbq6upUeR61UWiw7G1ixAti4kUu+lYyNgdGjudktvbygVdPAMcbNvFlWxvVJZ4zrIiIUAnp62hVrDYoePUL6n3/i8dmzKLl2DcKUFJhnZcGusBC2/31c/GNqiu75+fw5tyMj8dKYMSrXKQSQaWiIXAsLFLdqBTg7o+eWLTCysGjM4qgNfYY0fXVtpVq58jA+/ngQAOCTT+5ixYr2aouNEKL9WnRLd0JCAnJychAfH4/FixfjwIEDGDZsmKbDInVla8u1doeGcuNi//ADkJoKFBUBW7ZwS9u2wNChXBeU/v25YfoaCmPA48dARsaz5eFDrgNnVhY3o+bjx1zLb0EBIJFwCXd19PQAQ0PuDwcTE26UFjMzruVeLOYWCwtusbRUXaysuJ9V/AHZ0IytrdFx5Ehg5MgK+3JTU5Fx6hR0nitvbmJihWNNAHQoLubq7uFDlF25AsWvv/L7mVyOFJEI+SYmkFpbQ96mDXSdnWHk6gpx166w8fCAiYMDtZYTrXHoUB7/+r336FkHQkjdNKuW7vDwcFhaWmLUqFE4f/489u7di6+//rrSY6mVqglRKICjR4GffgIOHOBak5/Xti039OBLLwHOzkCbNlwia27+rKWZMaC4GJBKgbw8LnnOyeGTQty//yzJrimJ1gSxWDUJV/5UJurKpF2ZwJubc4upaaO0tD+5fx8PzpxB3j//oOTGDQhSU2GUmQmLp0/RprQUT3V10bbce/c4MRFW7u7VXrMIQNrOnXAr9wfA+VmzwACYdOgAs44dYd21K0zatGn05Jw+Q5q+urZSWVrGIDd3MHR181FaataUvsAihKhBs2npDg8Px8aNG5GYmIjPPvsMYeXGQs7JycGECRMQFxcHBwcHrF+/HgMGDEBubi7atWsHADA3N0fuc8O0kSZKRwcYNIhbHj3iJtnZvZsb8UQ5jF56Oreok4UF1wpvbc0luWIxl9CKRICRETchTvmuJHI5NwlQaSmXxEulXGt9YSHXQv70Kbfk5QG5uVzLeXXy8rjl7t26xS0QcHGaman+VMau/Gli8mxRtsgbG3OLkZHqYmj4bPmvBd7SwQGWo0YBo0ZVCEEhl6Os3MOaAFBaVIQzdnYwy8+HtVSKVoxVGCbRGIDpf7/TSm3XrUOb52YylQJ4JBTiqZERCk1NYbBgATxmzuT3p//1FxQArDp1gqiZdG8hjSs7Owe5uR4AgPbt70NHp3P1JxBCyHO0Nulu3bo1wsLCEFnJlNshISGws7NDTk4Ojh8/jpEjRyIpKQlisRhP/xun+OnTp7Co4T9XxliVf53Y2NjAlsaC0j7W1twQg8HBXBJ79ixw/jw37ndCAtcNRSar2zUNDYHWrbkh+pSLg4Pqazu7GmeZfGFy+bMW+NxcrguLsitLVa9zc7lzqsMYl9DXlNTXl1DI1Y2hIffTwADQ13/2U18fOvr6sNTT49ehp4fWenpoPWgQ94eKUAhJWRmy8vLw5PFjFOXlQZafD0FBAbxiYoC4OEAoBANg/VzCDXBjlbctK0PbggKgoABn/vyT+8ZDVxfQ1UXGuHHo/egRFAByADwWCvHUwACFJiZQiMUwsreHbf/+cB05EujcMMlUVY0Dz5NKpZg6dSqio6NhYWGBr7/+Gu+//36DxEAazpkz9wF0BwB4eVX8N0gIITXR2qT73XffBQAcOnRIZbtEIsH+/ftx9+5dGBsbY+jQoejWrRuio6Ph6emJtWvXYtSoUThy5Aj69OlT7T3kcjm6lp9dsJzQ0FCV1nWihYyMuNkt33jj2TaF4ln/66dPuURTJuO2CwTPWmnNzbmWa2tr7rU29BvW1eW6jFhZ1e08uZwra27usyQ8N/dZ+Z//mZ/P9UP/L0HlW97r26WmrIxbyj/0Wg+i/5YOz+8oN3whADwF8BhAPoBiAGUABOA+zIwBmAIwjY4GoqP5c0z++6kDwAaATfmYs7OB27dxJDYWrqdOAX/+qXK/7Oxs5OTkVIhXoVBUO2RiVY0D5SdX4ooXikePHiEjIwM3btzA4MGD0aNHD3Ts2LHKa5PGt3dvGpRJ9xtvmFZ/MCGEVEJrk+6qJCUlQSQSwcHBgd/WrVs3XL9+HRMnToSFhQW8vLzQvn17LFy4UIOREo3Q0XnWQt1S6Oo+e+jyRZSVcd1fJJJn3WCUXWKk0mdLcfGzvvHKnyUlzxZld5ryP2Uy7rVMproo95WVVfxZycykAvyXNNejeGcByAHoAtAHl4iLAViWW6/M+vXrsXjx4kr3VTU6UnWNAxMnTlQ5NiIiArt374aZmRl69+6NYcOGITIyssp7Es24eFH5B1YZhg93brT7ZmdnY/369fx6cHCwVn4LS3E2rKYSJ9B0YtWGOJtc0i2RSGBmZqayzczMDI8fPwYArFy5UhNhEdL0CYXPRlXRBoxxybeyb7xcrrooE3PlevnXzy3dGOP2K4dzLPdTIZPh3t276Gxi0mBdS6prHCgvNzcXmZmZcC/3QGm3bt1w9uzZBomDNJy0NK67oqnpfRgbOzfafXNyclT+AAsICNDKhIbibFhNJU6g6cSqDXE2uaRbJBIh/7m+qfn5+RCJRHW+lkKhQIcO3JfZ0eW+iga4Pt2EEA0SCLj+3srhFtVEB4BTA1+zpsaB8scBgKmpqcpxyu1EO5SVlUEq5R7odXB4quFoCCFNVZNLul1dXSGRSJCRkQH7/7oQXLt2DePHj6/X9Qz+ezhOOewLIYSUFxwcjICAgArbu3fvXmWf7to2DijXCwoK+CS9vo0IRH2ysh4B4L61cHIq1WwwhJAmS2uT7rKyMpSVlUEul6OsrAzFxcXQ09ODSCTCsGHDEBoairVr1+LEiRO4evVqvSbB0dfXr/XYioSQlsnW1rbSryB1qhmkubaNAxYWFrCzs0NiYiL69u3LH0eNANqlqOjZWOwGBo0zSRUhpPnR2qH9ly5dCiMjI2zatAnLli2DkZERIiIiAHAPNj148ABWVlaYO3cudu7cWWFEAEII0ZTyjQNSqRQHDhyosnFg7NixWLp0KQoKCnDhwgVER0cjMDBQA1GTqrRqZQluNHjg0iVxZc/4EkJIjZrVjJR1UZfZ5LThideGQOXQHs2hDEDzKEd9y1DTZ0hOTg6CgoJUxul+88038euvv2L58uX8t2xSqRRTpkxRGaebku7GYWpqCplMxj/bUxWpVIaUFD1+3d5eAXPzxmmzKikpwZ07d/j1Dh068N0itQnF2bCaSpxA04lVHXHeuXMHenp6KCgoqNXxLTrpLi0tRadOnQBUP4Xn9evXVcbzbqpf/1I5tEdzKAPQPMpR3zLQNPBNn52dHQoLC+Ho6KjpUKokl8vx5MkTft3S0rLKoSo1ieJsWE0lTqDpxKqOONPS0mBiYoLMzMxaHa+1fboJIYQQdartf5SEENIQWnTSTQ9SEkIIIYSQxtCik+7S0lJ06dKFT7yVXylfv35d5evlkvpOj/2f8tet6zGVbX9+W2VxV/a6qZdDadeuXfUuQ3Ux1mZ/dTFXt67UXN6LplCO2pQJePHfb0IIIaQ2tHb0ksbAGMOdO3eaXB9UQgghhBDStLTYBynLT2ohEAigr6+P0lJu0oPyrwEuOS9PT0+v2jF6n1f+unU9prLtz2+rLO7KXjf1cigJhULIZDK1laO6/dXFXN26UnN5L5pCOWpTJqD+v9/KFvIW+hFKCCGkjlps0q2jowPGWK2Gi2GMQS6X8+u6urpVzkSnzagc2qM5lAFoHuWobxlKSkogEAigoEGbCSGE1EKLTboJIYQQQghpLC26TzchhBCiSSUlJZg0aRIcHR1hZmaG3r174+zZswCAbdu2QSgUQiQS8UtaWhp/7sWLF+Hu7g5jY2N4e3vj3r17ao3Vx8cHhoaGfCyDBw/m93311VewsbGBpaUl5s+fr9LtqjHjLF9XIpEIOjo6WLVqFQAgLi4OOjo6Kvvj4+P5c+/cuYO+ffvC2NgYPXr0QEJCQoPGFh4ejh49ekBPTw9hYWEq+7Zt2wYHBweYmZlh4sSJKl3gqotLoVBg9uzZEIvFaNWqFb777ju1xXnw4EF4enrC3Nwcbdq0wdy5c1W6ejo7O8PY2Jiv2+nTp2skzhd5n9URZ3mUdBNCCCEaUlZWBmdnZ5w+fRp5eXmYPXs2/Pz8IJFIAHCJrkQi4RflRD4lJSXw9/fHzJkz8eTJE/Tr1w9jx45Ve7ybNm3iY4mJiQEAHDp0COvWrcO5c+dw48YNxMTEYMuWLRqJs3xd3b59Gzo6OvD39+f3t2/fXuUYLy8vft/777+PN998E0+ePMHUqVMxfPhwlJWVNVhsrVu3RlhYGN577z2V7YmJiZgzZw727duH9PR0pKenY8mSJbWK68cff0RcXBxu376N06dPY+XKlThx4oRa4szPz0dYWBgyMzORkJCAixcv4ttvv1U55ujRo3zd/vjjj/z2xowTqP/7rI44VTBCCCGEaI3WrVuzv//+m23dupUNGDCg0mMOHz7MOnTowK8XFhYyIyMjdvfuXbXF5e3tzSIiIipsHz16NFuyZAm/vnXrVta/f3+Nxan07bffsn79+vHrsbGxKrGU9++//zITExNWXFzMb3NycmJ//vlng8c1bdo0Fhoayq9/8sknbPLkySpxOjo61iqu3r17q7wnoaGhbPz48WqJ83k//fQTGzJkiEpc8fHxlR7bmHG+yPuszjgZY4xaugkhhBAtkZSUhCdPnsDFxQUAcO7cOVhZWaFz584qLYc3btyAu7s7v25sbIwOHTqofcK3OXPmwMbGBgMHDsTVq1crjaVbt258HJqKEwAiIiIwfvx4lW3p6emwtbWFq6srvvzyS/4h6hs3buCll15SGVyhfDnUqbL6S0tLg0QiqTGu6upe3U6dOlVhyOURI0agVatWGD58uEo3osaOs77vs7rjpKSbEEII0QJSqRRjx47Fp59+CnNzc3h7e+PatWvIycnB1q1b8eWXX2LPnj0AuG4UZmZmKuebmZnx3VLU4ZtvvkFKSgrS0tIwcOBADB48GAUFBRViKR+HJuIEgKtXr+L27dsICAjgt7m5uSEhIQGZmZmIjo7Grl27sGbNGo3GWdm9la+VXSOqi6u6ulenPXv24MSJE5g7dy6/LTIyEqmpqUhKSoKjoyOGDRvGj+7UmHG+yPus7jgp6W4A8+fPh5eXFyZOnKgy9FhTUVJSgt69e0MkEiE5OVnT4dTbyZMn0bt3b/Tr1w9z5szRdDj1lp6eDk9PT3h7e2Po0KGQSqWaDqneoqKi0LZtW02HUW+pqalo1aoVfHx88NZbb2k6HNKMyWQyBAQEwMXFBV988QUAoF27dnB2doaOjg569eqFmTNnYu/evQC4Bwbz8/NVrpGfnw+RSKS2GF977TWIRCIYGRlh/vz5MDU1xblz5yrEUj4OTcQJcK3cfn5+EIvF/DY7Ozu4ublBR0cHnTt3xqJFizRan0qV1Z9ye01xVVf36hIbG4sPP/wQf/zxB2xtbfntnp6eMDQ0hJmZGVavXo3k5GTcuXOn0eN8kfdZ3XFS0v2CEhISkJOTg/j4eDg7O+PAgQOaDqnO9PT0EB0djREjRmg6lBfi4uKCkydP4vTp08jOzkZiYqKmQ6qXNm3a4PTp0zh58iR69uzZJP9NAdz417t3727SSTcADBw4EHFxcTh69KimQyHNlEKhwLhx4yAQCPDzzz9XOU68cn4JAOjcubPKZ5xUKm30GZaV8Twfy7Vr1/g4NBGnQqFAZGQkxo0bV+1xz9dnUlISP+kVoFoOdaqs/hwdHSESiWqMq7q6V4fz589j5MiR2LVrF1555ZUqjxMIBBAIBFX+e22sugXq9j6rO05Kul/QX3/9hUGDBgEABg0ahL/++kvDEdWdjo4OWrVqpekwXpi9vT3fT0soFEJXV1fDEdWPrq4uPyOiXC6Hq6urhiOqn3379uGdd96p0wyV2iguLg5eXl4NPnQUIUrTpk3Dw4cPsXv3bgiFQn774cOHkZOTAwC4fPkyvv/+ewwdOhQAN6qJVCrFli1bUFJSgmXLlqFnz55o166dWmLMy8vDsWPHUFJSgtLSUnz33Xd48uQJevXqhbFjx+Knn37C3bt3kZWVhdWrV/N9qRs7TgA4ceIEZDKZypCGAPe7nJ6eDoDrO7906VK+Pjt27IhOnTrhq6++QklJCTZs2ACBQKAy6sWLKisrQ3FxMeRyucrrwMBA7NmzB5cuXcLTp0+xbNkyvv5qimvs2LFYuXIlcnJykJycjI0bN1box95QcSYmJsLPzw+bN2+Gj4+PyjlpaWk4e/YsZDIZCgsL8fHHH8PR0REdOnRo9Dhf5H1WR5wqGuyRzGZg/fr1rHv37kwoFFZ4Yjc7O5v5+voyY2Nj9tJLL7Hjx48zxhhbtmwZi4mJYYwxdvPmTTZ16tTGDltFfcqgFBQUxJKSkhox2qq9SDkuX77MfH19GzHaqtW3HPHx8axHjx7M09OT5eXlNXLUqupTBoVCwYYPH85kMhnr27evBqKuqD7lKC4uZhKJhMlkMubr68sSEhI0EDlpzlJTUxkAZmhoyExMTPjl1KlTbO7cuczGxoYZGxszV1dX9v3336uce+HCBdatWzdmaGjIvLy8WGpqqtrizM7OZj179mQikYhZWFiw119/nV26dInfv3z5cmZlZcXEYjH7+OOPmUKh0EicjDE2btw4NmPGjArbV65cydq0acOMjY2Zs7Mz+/zzz5lMJuP3JyUlMU9PT2ZoaMg8PDzYP//806BxhYaGMgAqy9atWxlj3Igvbdq0YSKRiAUFBamMrlFdXHK5nM2aNYuZm5szGxsbtmrVKrXFOWHCBKajo6Py73TQoEGMMcauXbvGunbtykxMTJi1tTXz8/NjycnJGonzRd5ndcRZHs1IWc7+/fuho6ODyMhIuLm5qQy2PnLkSJiammLt2rU4fvw4Jk6ciKSkJPz222+wsrLCqFGjcP78eezduxdff/11kyqDpaUlAGDChAlYtGgR/9S8JtW3HNnZ2XjvvfcQFRWlFa33L/J+AMC3334LoVCo0T7q9SnDqVOnkJWVhWnTpqFfv344ffq0xuJXetH3Ijw8HObm5ggMDNRA9IQQQpo6Yc2HtBzvvvsuAG6g//IkEgn279+Pu3fvwtjYGEOHDkW3bt0QHR0NT09PrF27FqNGjcKRI0fQp08fDUT+TH3KMHHiRA1EWr36lCMwMBCBgYFYs2aNViTcQP3LoewmIxaLNf5wbn3K8ODBA8TGxmLfvn24fv06Pv30U6xYsUID0T9Tn3KMGDECpqamAIAzZ85gxowZjR02IYSQZqJpd7ZsJElJSRCJRHBwcOC3Kcdu9PDwgIWFBby8vHDnzh0MGTJEg5FWrboyAFxCcvToUQQFBWH37t2aCrNG1ZXjl19+QWJiIubNmwcfHx9+KmVtVF05zp07h/79++P111/H4cOHG7Y/WQOqrgyfffYZjh8/jsOHD6NLly4aT7irU1054uPj0bNnT3h6esLe3h69evXSYKSEEEKaMmrproWqxnV8/PgxAGDlypWaCKtOairD/v37NRBV3VVXjqlTp2Lq1KkaiqxuqiuHt7c3Tp06paHIaq+mf1NK2tC1pDrVlcPX1xe+vr4aiowQQkhzQi3dtaDJ8TsbSnMoA0Dl0CbNoQxA8ykHIYQQ7UZJdy24urpCIpEgIyOD39aYY0w2hOZQBoDKoU2aQxmA5lMOQggh2o2S7nKqGvNRJBJh2LBhCA0NhVQqxYEDB3D16lUMGzZM0yFX0BzKAFA5tElzKAPQfMpBCCGkiWrQAQibuOrG0MzOzmaDBw9mRkZGzNXVlR07dkyzwVahOZSBMSqHNmkOZWCs+ZSDEEJI00TjdBNCCCGEEKJm1L2EEEIIIYQQNaOkmxBCCCGEEDWjpJsQQgghhBA1o6SbEEIIIXXm4+ODRYsWaTqMKg0ePBhLlizRdBgVlJWVQSAQIC4uTtOhVOvMmTN4+eWXoVAo6nSen58ftm3bpp6gmjhKugkhhBDSpNQm4Y+JicHnn3/eSBE1PzNmzMDixYuho/MsVTx27BgGDBgAMzMzmJiYwMPDA+Hh4Sg/JsfSpUuxYMECSKVSTYSt1SjpJoQQQlqY0tJSTYdQL0017qYmNjYWmZmZ8PPz47dt3boV7777Lvz9/ZGWlobHjx9jxYoV+OqrrzBhwgT+uJdffhlOTk7Yvn27BiLXbpR0E0IIIc2cj48P/ve//2H06NGwsLDAzJkzUVxcjIULF6JDhw6wsLBA//798c8///DnrFu3Dl27doWZmRns7Owwbtw4PHr0qM739Pf3h6mpKVxcXPDLL7+oHFPTPSqLe/r06YiPj8c333wDkUgEkUhU5f3Lt4b7+PhgxowZGDVqFMzMzODg4IDffvsNiYmJ6NOnD0xNTfHaa6/h1q1btS5DTXUIANnZ2fD394dYLEb79u2xc+fOOtfBrFmzEBgYCHNzc7Rt2xbh4eEq15BKpVi0aBFeeuklmJqaon379vj5559rHePz9uzZgwEDBkBXVxcAkJ+fj1mzZuHLL79ESEgIxGIxDA0NMXjwYERFRSEiIgInTpzgzx80aBD27t1b7T1aJA2PE04IIYQQNfP29mbGxsbs4MGDTC6Xs8LCQhYUFMQGDBjA0tPTmUwmY2vXrmU2NjYsNzeXMcZYVFQUu3XrFpPL5Sw1NZW99tprbPTo0SrX/Oyzz6q9p6GhIfv999+ZTCZjBw8eZHp6euz06dP8MbW5x/Nx1+belR3j7e3NzM3N2cmTJ5lcLmdr1qxhxsbGzNfXl6WkpLCSkhLm7+/P3nrrrVqXoaY6ZIyxgQMHsrfffps9fvyYPX78mL3zzjsMAIuNja11HZiZmbETJ04wuVzOoqKimI6ODktKSuKPGTNmDHv11VfZjRs3mEKhYBkZGezSpUu1jvF5vXr1Yl999RW/fvDgQQaApaenV3p8+/bt2bx58/j13bt3Mysrq2renZaJkm5CCCGkmfP29lZJ5B49esQAsH///VflOBcXFxYREVHpNfbu3cssLS1VrllT0u3v76+ybeTIkWzSpElVnlPZPcrHXdt7V3aMt7e3yr3z8vIYABYZGclvi4qKYmKxuFZlqE0d3r9/nwFgV69e5fdfvXpVJel+XmV1MHHiRJVjrK2t2W+//cYYYywnJ4cBYBcvXqxwrfq8z4wx5urqysLDw/n1HTt2MABMIpFUenzPnj3Z9OnT+fWjR48yHR2dKq/fUgk11cJOCCGEkMbTrl07/nVycjIAoFevXirHlJaW4v79+wCAvXv3YuXKlUhOTkZxcTEUCgUKCwshl8v5bgd1uady/fLly/x6be7x/DVeROvWrfnXJiYmlW4rKCioVRlqU4fKn+Wv8fz1alMHbdq0UTmnfJwpKSkAgI4dO1Yob21irIylpSWePn3Kr7u5uQEAEhIS4OnpqXJsYWEhbt26hXHjxvHbnj59CgsLiyqv31JRn26iNjKZDGPGjIGlpSVEIpHKLzDhLF++HCEhIQ16zRkzZiAsLKxBr0kIafrKj0JhZ2cHALh69Sry8vL4paioCJ988gnu37+PgIAAzJgxA2lpacjPz0dERAQAqIxUUZPU1NQK6w4ODgBQ63uUj7u6bepSVRlqqkMAfFnLX6P864aoZ2dnZwDA7du3K+yrTYyV6dmzJ65fv86ve3h4wMvLCytWrKhw7OrVq2FgYIDAwEB+W2JiIl555ZVaxd+SUNJN1CYqKgqxsbFITU2FRCKBubm5pkPSKpmZmfj2228RGhrKb6tqGKwJEyZg7Nixtbru559/jjVr1iAjI6PBYiWENC9OTk549913ERISgnv37gEACgoKEBMTg4cPH0IikUChUMDa2hqGhoZISkqqNOGqyaFDh3Dw4EHI5XIcPnwY+/btw8SJEwHghe5hZ2dXaZKpDlWVoaY6BAB7e3sMGDAA8+fPR25uLnJzc7Fw4UL+2g1RzzY2Nnj//fcREhLCPwT68OFDXL58uVYxVsbf3x8nTpyAXC7nt0VGRuLWrVsICQnhW+RXrVqFlStXIioqCjY2Nvyxhw8fxvDhw+tUjpaAkm6iNnfu3EH79u1hZmZW5TEymawRI9Iu4eHhGDhwIGxtbRv0ura2tnjrrbewfv36Br0uIaR5iYyMRM+ePTFw4ECYmpqiY8eO2LhxIxhjcHNzw4oVKzB+/HiYmpoiKCio1n/4lzdp0iRs3rwZYrEYISEh+PHHH+Hl5QUAL3SPefPm4datW7CwsIBYLK5zXHVRXRmqq0Ol7du3Q19fH87OzujRowdGjRrF72uoet64cSO8vb0xePBgiEQi9O3bl2+prk2MzxswYABsbW3xxx9/AOC+lXVzc0NaWhrWr1+PnTt3Ij4+Hh999BGKioowZMgQTJ8+HQDXqp6SkqLS3YT8R5MdyknzFRQUxPT09JiOjg4zMTFhgwYNYowx5uTkxL744gv29ttvM5FIxFasWMEYY+znn39m7u7uzMzMjHXu3Jnt2LFD5Xq//PILc3FxYSKRiA0fPpyFhIQwb29vfr+TkxPbuHGjyjkA2LFjx/j1c+fOMW9vb2ZpackcHR3ZokWLmEwmUzn++++/Z56enszExIR17dqVxcfHq1xz27Zt7OWXX2ZmZmbM1taWzZw5kzHGWL9+/VhYWJjKsbt372a2traspKSk0jrq0qUL27Rpk8q2qh4OCgoKYmPGjGGMMXb58mVmYmKisggEAhYaGsofv3nzZubm5lbpfQkhpDHU5mFHbdccylBf8fHxzN3dncnl8jqd5+fnx7Zs2aKmqJo2SrqJ2oSGhrK+ffuqbHNycmKtWrVif/31F1MoFKywsJBt3bqVtW3bll28eJHJ5XIWHx/PTE1N+YT3zJkzTCgU8kM2/f7778zQ0LBOSfe///7LTExM2I4dO5hMJmOpqanM3d2dLV26VOV4d3d3lpSUxGQyGZs1axZzdHTk92/cuJFZW1uzY8eOMZlMxvLz81lcXBxjjLFff/2VtW3bVuXD6c0332QLFiyotG6KiooYAHbu3DmV7bVJup8XERHBLCwsVJ6Ov3jxIgPACgoKKj2HEELUrTkkrM2hDER7UPcS0ugmTpyIPn36QCAQwNjYGKtXr8Znn32GV155BTo6OujXrx9GjRqFbdu2AeBmwRo6dCj8/PwgFArh5+cHX1/fOt1z3bp18PPzw+jRoyEUCuHk5IT58+dj69atKsfNmzcPLi4uEAqFmDp1KtLS0pCVlQUAWLNmDRYsWIA333wTQqEQpqam8Pb2BgCMGDECxcXFiImJAcB1rYmNjcUHH3xQaTy5ubkAUGk/95UrV0IsFqsskZGRlV4nJiYGwcHBiI6ORrdu3fjtyus+efKkLtVECCGEEDWhIQNJo3t+uKSkpCTMmzcPCxYs4LeVlZWhf//+ALinu7t06VLhGo8fP671PZOSkhAbG6vS90+hUEChUKgcV35YJuVwUgUFBWjVqhVSUlIqHZIJAPT19TF58mT89NNPeOedd7BhwwYMGDAA7du3r/R45VBKlY3o8tFHH2Hp0qUq2yZMmICysjKVbefPn8fo0aMRERHB9y9UUl7X0tKy0vsTQoi6xcXFaTqEF9YcykC0B7V0k0b3/FBPdnZ2WL9+vcpwRhKJBIcOHQLADblU2ZBN5ZmamqKwsJBff/DgQYV7BAYGqtwjPz8fEomk1nE7OztX+7T8tGnTcOTIEdy9exdbt27lHyqpjJGRETp37qwyJFNd/PvvvxgyZAhWrVqFYcOGVdifmJiIjh07Vjk9MiGEEEIaFyXdRONmz56NJUuW4OLFi1AoFCgpKcHFixdx6dIlAEBQUBB+//13fsimgwcP8gm50iuvvIIdO3bwyfTz448GBwcjKioKu3fvRmlpKeRyOZKTk3H48OFaxzlr1ix8/fXX+PPPPyGXy1FQUICTJ0/y+52dnTFw4EAEBARAT08Pfn5+1V7P398fR44cqfX9lTIyMvD2229jzpw5mDJlSqXH0HBNhBBCiHahpJto3KxZsxAWFobp06fD0tIS9vb2+Pjjj/mW6379+mHDhg2YNWsWxGIxNm/ejEmTJqlcY+nSpTAzM0Pbtm3Rs2fPCgnnq6++imPHjmHjxo2wt7eHlZUVRowYwY9bWhsffPABVqxYgdmzZ8PCwgKurq7Yv3+/yjEffvghLl++jMmTJ0MorL73VnBwMI4ePcr3Ga+tY8eOIS0tDcuXL4dIJOKX5cuXAwBycnJw5MiRBp90hxBCCCH1J2CsDlNLEaIlFi1ahNOnT2tdf7ubN2+ia9euSElJgaOjY43HL1u2DA8ePMC6desaLIaZM2fCwsICixcvbrBrEkIIIeTFUNJNmiRtTLpLS0sxefJklJaWYufOnZoOhxBCCCFahLqXENIADh48CAsLC1y/fh2rVq3SdDiEEEII0TLU0k0IIYQQQoiaUUs3IYQQQgghakZJNyGEEEIIIWpGSTchhBBCCCFqRkk3IYQQQgghakZJNyGEEEIIIWpGSTchhBBCCCFqRkk3IYQQQgghakZJNyGEEEIIIWpGSTch5IV06dIFZ8+e1XQYpA7i4+Px8ssvazqMZkeb6vXmzZvo1q0bTE1NsWfPHmRmZsLT0xOmpqZYvXq1psMjpEWipJsQ8kKuX7+OPn36NOo9J0yYgKVLlzbqPTXp119/hUgkUlmMjY0hEAhw6tSpCscLBALcv39fZVv5OvPy8kJCQgK/z9nZGadPn1ZvIbRMXesU0J56lcvlWLJkCZydnWFkZAQ3NzesX79e5Zhvv/0Wfn5+KCgowHvvvYcNGzbA2dkZBQUFmDt3br3uGxYWhilTpjREEQhpkSjpJoTUS1lZmaZDaDHGjBkDiUSiskyaNAleXl7o27evpsNrkrStTuPi4uDj41OrY4ODg7Fz507s378fBQUF2LBhA5YvX46vvvqKPyYtLQ2dO3eucp0QogGMENKk3bt3j/n6+jJLS0vm5ubGYmJiWFxcHLOzs2M5OTmMMcaio6NZ+/btmUQiYbGxsaxDhw5s0aJFTCwWM1dXV3b06FH+eo8fP2bvv/8+s7GxYe3atWPbtm3j93l7e7NFixaxnj17Mn19fVZaWsqcnJxYfHw8Y4yxoKAgNmPGDObj48NMTEzYkCFDWHZ2NnvvvfeYqakp8/HxYY8ePeKvFxcXx3r06MHMzc2Zt7c3S05OZowxlpKSwnR1ddmGDRuYnZ0da9WqFR/Htm3bmFAoZPr6+szExIRNmzZN7XWsbfbs2cOsra3Z/fv3K90PgKWnp6tsCwoKYkuWLGGMMf7fAGOMTZ48mQkEAmZkZMRMTEzY9u3b1Ru8lqqpThlTb73GxsYyb2/vGuP8999/mUAgYFeuXFHZvn//fmZsbMzy8vLYoEGDmI6ODjMwMGAmJiZsypQpKr8zly9fZps3b2aOjo5MJBKxl156icXGxjLGGCsqKmIhISGsdevWzN7enq1YsYKPT09PjwmFQmZiYsIGDRpUY6yEEFVCTSf9hDQ1s2fPxpUrV9R+Hw8PD6xZs6baYxQKBfz8/DB58mRER0fj4sWLGDp0KK5du4ZRo0YhODgY4eHhmD59On777TeYmJgAAFJTUyGXy5GVlYVDhw4hICAAKSkpsLCwwLhx49CpUyekp6cjJSUFb7zxBrp37w53d3cAwI4dO3D48GE4ODhAKKz4EbJ7924cP34cjo6O8PT0RL9+/bBp0yZERkZiyJAh+P7777F48WKkp6djxIgR2Lt3Lzw9PbF+/XqMHj0aFy9eBMB9hX7t2jXcu3cPcXFx8Pf3h7+/P4KCghAbGwsXFxcsWrSoYSv9ebNnA43wXsPDA6jhvVZKTU3FlClTEBERAXt7+xe+9aZNm3D8+HFs374d/fr1e+Hr1aQxqrQO1Qmg4esUUF+9xsbGwsnJqULf8SFDhqC0tBTnzp1DTEwMfHx8MGXKFIwdOxYAIJPJ+N+ZwsJCeHt749KlS3B1dcW9e/egUCgAAB999BFyc3Nx+/Zt5OfnY+DAgejatSuGDBmChQsX4v79+9i0aVODlYeQloSSbkLq6MqVKzh58qSmwwAAXLhwAVKpFDNnzgQA9OnTB97e3oiJicGKFSvg4eEBb29vjBw5Ev379+fPEwqF+OKLL6Cvr493330XXbt2RUxMDN544w3ExcVh//790NPTg5ubGwIDA7F3714+6Z48eTJcXFyqjCkgIABdunQBAPj6+uLmzZvw8vICAAwfPhxHjhwBwPWpHT58OL9vxowZ+PLLL5GamspfSxnjW2+9BWNjY9y5cwceHh4NVn81unIF0JL3GuASp9GjR2PSpEl45513qj22S5cuEAgE/HpRURG++OILdYdYIy2r0jrVKaD5en306BHs7OwqbNfV1YWVlRUePXpUq+sIBAJcv34djo6OcHJyAgAwxrB161YkJyfz/dw//PBDREVFYciQIQ1aDkJaIkq6Camjxkr6anOftLQ0pKSkQCwW89vKysrQs2dPGBkZ4f3338fixYvxxx9/qJxnY2MDQ0NDfr1t27Z4+PAh0tLSUFxcDBsbG36fXC7HmDFj+HUHB4dqY7K1teVfGxkZVViXSCR87BEREdi1axe/v7S0FBkZGbC3t+eTCCVjY2P+3EbTWAl+Le+zcOFCMMawYsUKftvgwYMRHx8PAIiJieH/iLl+/brKezVhwoQGC/dFNEaV1uUeldUp0Dj1GhkZieDgYADc721xcTH/u+zo6IirV69WOMfKygqZmZkVtsvlcjx+/BjW1tY13tfExAQ7duzAypUrMWHCBAwcOBD/93//B6FQCKlUqtL3W6FQ0HMDhDQQSroJqaOaunw0Jnt7e3Tq1KnS/5yTk5Pxww8/YPTo0Zg7dy727dvH73v06BGKi4v5xDs9PR1+fn6wt7eHSCRCbm6uSmteeVVtr0/sU6dOxffff19hX/nWbnXGUCMteq8PHTqEzZs349KlS9DT0+O3x8TEvPC1G60+oVVVWmWdAo1Tr4GBgQgMDATAPUgZFhaGuLi4as95/fXXERISgoSEBJUuJgcOHICenh569epVq9h8fX3h6+sLiUSC6dOnY+HChdiyZQsMDAxw9+5dWFpa1rk8hJDq0eglhDRhvXr1gkKhQHh4OEpLS1FaWor4+HikpaUhKCgIn376KbZt24Zbt25h+/bt/HkymQxLly6FTCbD77//jmvXrmHw4MGwt7dHnz59sGjRIhQVFaGsrAyXL1/GjRs3Gjz2wMBA7N69G/Hx8VAoFCgoKEBUVFStzrW1ta0xMW9OMjIyEBQUhI0bN6Jdu3YNfv2WVp+A+usUUE+9urm5YdKkSRgzZgwSEhJQVlaG+Ph4/O9//8PChQtVvvWqSlZWFg4cOACpVAoDAwMYGxtDV1cXOjo6CAoKwrx585CXlweFQoGbN2/iwoULfHnu3bsHxliDlomQloKSbkKaMKFQiIMHD+LIkSOwt7dHmzZtsGzZMuzcuRMCgQBz5syBgYEBfv75Z8yZMwcPHjwAwI0fLBAIYGtri3nz5mHnzp2wsLAAwPW1vn//Ptq3bw9bW1vMnj0bUqm0wWNv164dfvvtN3z88cewtLSEm5sboqOja3XupEmTcP78eYjFYv7r+eZs8+bNePToEYKCgiqMLf3rr7++8PUXLFiATz75BGKxGJGRkQ0QsfZTd50C6qvXH3/8ESNGjMDQoUMhEokwefJkzJ8/v9YPFisUCnzzzTdo1aoVbG1tkZGRwY81/t1338Hc3BzdunWDpaUlxo8fj9zcXADAiBEjIJFIYGFhQX28CakHAaM/WQlpUeLi4jBlyhQkJydrOhRCCCGkxaCWbkIIIYQQQtSMkm5CCCGEEELUjLqXEEIIIYQQombU0k0IIYQQQoiaUdJNCCGEEEKImlHSTQghhBBCiJpR0k0IIYQQQoiaUdJNCCGEEEKImlHSTQghhBBCiJpR0k0IIYQQQoiaUdJNCCGEEEKImlHSTQghhBBCiJpR0k0IIYQQQoiaUdJNCCGEEEKImlHSTQghhBBCiJpR0k0IIYQQQoiaUdJNCCGEEEKImlHSTQghhBBCiJr9P3aWGpeS5RAAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 6.6 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1315.4 ± 52.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 10720.1 ± 465.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 6.0 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 62.1 ± 0.7 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 34.8 ± 0.7 $\\mathrm{\\mu F}$   $L$ = 1493814270276.8 ± 9.552646148945923e+17 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.0 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 13.3 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 925.3 ± 37.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 7983.0 ± 365.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 10.2 ± 0.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 98.6 ± 1.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 52.2 ± 0.7 $\\mathrm{\\mu F}$   $L$ = 4004.2 ± 249.0 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.5 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.4 ± 0.2 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 51.2 ± 0.8 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 2.1 ± 0.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 12.4 ± 0.2 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 32.7 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 2887.1 ± 1899.8 $\\mathrm{\\mu F}$   $L$ = 15926.3 ± 614.5 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.5 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 6.8 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1029.1 ± 20.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 424.9 ± 19.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 15.4 ± 0.6 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 45.4 ± 0.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 85.8 ± 6.6 $\\mathrm{\\mu F}$   $L$ = 7886.9 ± 456.9 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 6.7 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 564.1 ± 7.4 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 112.6 ± 7.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 14.7 ± 0.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 40.9 ± 0.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 238.8 ± 28.9 $\\mathrm{\\mu F}$   $L$ = 8188.2 ± 487.4 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 15.5 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1003.6 ± 39.7 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 8285.5 ± 383.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 8.3 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 91.0 ± 0.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 49.6 ± 0.6 $\\mathrm{\\mu F}$   $L$ = 3413.5 ± 244.9 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.6 ± 0.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1461.1 ± 9.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 365.2 ± 14.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 14.8 ± 0.9 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 43.1 ± 0.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 466.5 ± 27.5 $\\mathrm{\\mu F}$   $L$ = 3723.7 ± 412.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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HA1C+fHn27NlDXFwcNjY2JtfHxcVx/vx5mjZtanK+RIkSKb5udnZ2WXoNzNHr9Wg0Gg4dOpTi+znpNVi2bBnvvPMOn332GQ0aNMDJyYlvvvmG1atXm9R/8vqkjCZPntPr9TnW/549e9KzZ09u3bqFvb09Go2GL774gjJlymS4DXOvcXqqVKlClSpVGDZsGHv37uWFF15g+fLlKf6Qmj9/Pp07d8bNzc3kvJeXF7du3TI5d+vWLSwtLXF3d0cphYWFhdk6ybOrgOnrnvQ+Yu5c8te9a9euvPXWWyxdupS2bduyZcsWkwVzmdGqVSsuX77Mb7/9xvbt22nTpg1du3Y1/oHbu3dv4x9ZBw4cID4+nk6dOmXpXkIURDLCKwocOzs7/P398fPzS/GL3JxatWpx69YttFot/v7+Jg9PT09jPb1ez8GDB43HV65c4fr168YRlZiYGJORM8B4nJPBQ3oqV65MQkJChub16nQ6unfvzrFjx9i5c2eKX9JpqV27NlZWViYp0P777z9OnTplMg8yM7RaLUFBQezatYv+/fubrePn52f8+iTNQXxS69atadiwIWPHjjU5/++//xIeHs5HH31E48aNqVixYoqRzB49evDgwQO+/fbbFO3OmTOHBw8ePJWUUAcOHDDJGPLXX3/h4+ODk5MTNWvWRCnFzZs3U3yPJr0Ge/fu5bnnnmP48OHUqlULf39/k9Hf/KBYsWI4ODiwbNky4x9quaVy5coAKdKhHTx4kJCQEAYOHJjimueffz5Fir+tW7dSp04drKyssLa2pnbt2mbrZPVnIDl7e3t69OjBDz/8wMKFC/Hw8OCVV14xW7dmzZrcuHGDU6dOpdqeu7s7ffr0YeHChfzwww/89NNPxMXFAVCvXj38/f35+eefCQ4Opn379ilSvQlRmMkIryj0WrRoQcOGDWnfvj2ffPIJFStW5ObNm2zevJkWLVoYRystLS155513+PLLLylSpAjvvvsuAQEBtGjRAjCkEho4cCDffvstLVu25MaNG7zzzjvUqlUrw6m1EhISzObtNReI3rlzh65du/L6669TrVo1HB0d+fvvv/nkk09o3rx5itFpc/fq2rUrhw4dYv369Wg0GuO9nZ2dzY6eJufs7Ez//v15//338fT0pGjRoowYMYJq1aoZXxOAc+fOER0dzfXr14mPj+eff/4BDAGIuRHocePG8eabb6YYbcusTz75hPr165v80VOyZElsbGz4+uuvGTZsGKdOnWL8+PEm19WvX5+RI0cyevRo4uLi6NixIxqNhtWrVzN+/HhGjx5tMrUlp1y/fp133nmHoUOHcvz4cT799FNj3tjy5cvTq1cvgoKC+Pzzz6lVqxYRERHs2rWLMmXK0KlTJ8qXL8/ChQv57bff8Pf355dffmH37t0ZWoCYHTdv3uTmzZucOXMGMEztuXv3LiVLljR+Db/++muef/55HB0d2bp1K++99x4zZszAxcUlw/e5c+dOip+N1L5PhwwZgo+Pj/FTghs3bjBt2jTs7OxSLDD77rvvKFeunNnFkYMHD+brr7/mnXfe4Y033mDfvn0sXLjQZNHiiBEj6NOnD/Xq1aNhw4bMnTuX69evM3jw4Aw/t7T079+f7777josXLzJw4EAsLQ2/lg8ePEjfvn1ZtGgR9erVo3nz5jz33HN07tyZWbNmUb58ec6dO8eDBw/o0KEDEyZMoFatWgQEBJCQkMCqVasoU6aMyacYvXr14vvvv+fSpUusWrUqR/ovRIGRpzOIhcgkc2nJkkst9de9e/fUW2+9pYoXL66srKxUiRIlVPfu3dW5c+eUUo8XxaxZs0b5+/sra2tr1bhx4xRplb766itVuXJlVaRIEeXl5aV69uxpXAyVnokTJyrA7EOn0ymlTBetxcbGqg8//FDVqVNHubi4qCJFiih/f3/17rvvqjt37qR7v6TFQOYeCxYsyFCfY2Nj1fDhw5Wbm5sqUqSIeuWVV9SVK1dM6jRp0sTsPZIWN6W3KC2zi9aS69atmwJMFmD98ssvqkyZMsrGxkbVrVtXbd68WQFq586dJtcuWrRIPffcc6pIkSKqSJEiql69emrRokUmdXI6LdmwYcOUs7OzcnFxUSNGjDBZXBYfH68mTpyoSpcuraysrFSxYsVU27Zt1d9//62UMiw6fP3115WLi4tydnZWr7/+upo8ebLJQkFzPx/m+vncc8+pkSNHZqjvqX3fJv8e6tOnj3Jzc1PW1taqWrVqKV7HtKT1fTp//nylVMpFaytXrlRt2rRRPj4+ytraWnl5eak2bdqYpBxTyvBzb29vb1ycas6uXbtUzZo1lbW1tSpVqpT69ttvU9T55ptvlJ+fn7K2tla1atVKsYgNUCtWrDAe3759O8X3XNLiyePHj6dov2rVqgpQp0+fNp5L+p5P3kZkZKQaMGCAcnd3VzY2NqpSpUpq2bJlSimlpk2bZnxvcnV1Va1atUqxwO38+fMKUJ6ensb3HCGeFRqlcigrvxAF2MKFCxk+fHiGd4cSQgghRMEhc3iFEEIIIUShJgGvEDkkeTqpJx/mMkRk1549e9K8Z3qSNmAw9wgICMjx/hZWV65cSfPrkJ10aE9bbnwPDB48ONV75NQ8WCGESI9MaRAihzyZXiu54sWLp7tILLMePnzItWvXUi1PL8XT/fv3U6RbSmJlZYWfn1+2+vesSEhI4NKlS6mWlypVyrgQKb/Jje+BsLAw4w5/T3JycjLJlCKEEE+LBLxCCCGEEKJQkykNQgghhBCiUJOAV4hnWPPmzdFoNCkerVu3fir3++OPP2jXrh3FixdHo9GwcOHCDF9748YN+vXrh4eHB7a2tlSuXNlk+9RSpUqZfS5t2rR5Cs8kbXPmzKF06dLY2tpSu3btDM/hTu+6jz/+mLp16+Lk5ISHhwdt27blxIkTqbbXrl07mjdvbrbs1KlTaDQatmzZkvEnlg1BQUHGr4mlpSUlS5ZkyJAhREZGpqhnbvOFv//+G41GY5w+kry95I/69evnxtMRQhQwEvAK8Qw7cuQI06dP58aNGyaPX3755ancLzo6mipVqhg398iou3fv0rBhQ5RSbNy4kVOnTvG///3PZP7noUOHTJ7DkSNH0Gg0dOvWLcP3CQoKYtKkSZl5SiksW7aMt99+mzFjxnD06FEaNGhAq1at0l28lpHrdu3axdChQ/nzzz/ZsWMHlpaWtGjRgoiICLNt9u/fn507d5qdY/zDDz/g5+dnsonI09aiRQtu3LjBpUuX+P7771m/fj1Dhw7NdnvJH5s2bcrBHgshCo08zAEshMhD586dU4Dau3dvntzf3t4+wxtgfPjhh6pBgwaZan/atGnK2dlZxcTEZPiafv36qYkTJ2bqPk+qV6+eGjBggMk5f39/9cEHH+T4dffv31darVatW7fObLlOp1NeXl5qwoQJJufj4+OVp6enmjx5stnr5s2bpzw9PU02xlBKqR49eqi2bdsqpZTavXu3eu6555S9vb1ycnJSdevWNbupQhJzm2KMGDFCubm5pVtPKaUOHTpksqFJepvQCCFEcjLCK8Qz6vDhw1hYWFCzZs0MX/PRRx+lmYLraaVgW7NmDc899xzdu3fH09OTGjVq8PXXX6NSWXOrlOKHH36gd+/eOZ4dIy3x8fEcPnw4xfa2L730En/++WeOX3f//n30en2q2wtbWlrSr18/Fi5ciF6vN55fv3494eHhvPbaa2av69q1K1FRUWzdutV4Ljo6mrVr19K7d28SEhJo3749jRo1IiQkhAMHDvDOO+9gYWGRal+fdOHCBTZv3myyNbQQQjwt+TNXjhDiqTt8+DCJiYkp0kK1atWKFStWmL1m8ODB6U4RKF68eI71McmFCxeYM2cO7777Lh988AH//PMPb775JgDDhw9PUX/r1q1cvHiRgQMH5nhf0hIeHk5iYiLFihUzOV+sWDG2bduW49e9/fbb1KhRg+effz7VOv3792fmzJls27bNGFD/8MMPvPTSS/j6+pq9xtXVldatWxMcHMzLL78MGP7osLS0pF27dty7d4+7d+/Stm1bypYtC0DFihVT7UOSzZs34+DgQGJiIrGxsQB88cUXqdZLLnnAnla9YcOGMXPmzHT7IoR4tkjAK8Qz6siRI3Tu3JkZM2aYnHd2dk71Gjc3N9zc3J5211LQ6/XUqVOHjz/+GICaNWty9uxZvvnmG7MB7/z586lbty7Vq1dPs92PPvqIjz76yHgcFxeHRqPhs88+M5777bffeOGFF1JcGxwczBtvvGFSLyn4yw0jRoxg79697N27N82R1XLlytGkSRN+/PFHXnrpJa5fv87vv/+e7jzt3r17069fP2JiYrCzsyM4OJjOnTtja2uLra0tQUFBtGzZkubNm9O8eXO6dOlCyZIl02yzcePGfPfddzx8+JD58+dz/vx53nrrrVTrJXfixAk6duyYbj0XF5c0+yCEeDbJlAYhnlFHjhyhYcOG+Pv7mzw8PDxSvSavpjR4e3tTuXJlk3OVKlUyuxAsLCyMtWvXZmh0d/Dgwfzzzz/GR7t27VKcq1Onjtlr27Vrl6Keu7s7FhYWKTZzuHXrFl5eXqn2I7PXvfvuu/z888/s2LGDMmXKpPs8+/fvz5o1a4iIiGDhwoW4ubnRvn37NK9p06YNlpaWrF27lrCwMLZt20bv3r2N5QsWLODAgQM0btyYdevWUaFCBX7//fc027Szs8Pf35+qVavy1VdfERMTw9SpU1Otl/xRokSJDNVzd3dP9/UQQjx7ZIRXiGfQxYsXiYiIyNT8Xci7KQ0NGzbk9OnTJufOnDljdiewhQsXYmNjQ48ePdJt98kRa0dHR9zc3NLdpS6prqOjY4rztWvXZuvWrXTt2tV4buvWrXTu3DnVtqytrTN83dtvv82yZcvYuXNnhqYRAHTp0oU333yTJUuW8OOPP9K3b990587a2NjQtWtXgoODCQ8Px8vLi8DAQJM61atXp3r16owePZpWrVrx008/0bJlywz1CWDixIm0atWKQYMG4ePjk+HrhBAisyTgFeIZdPjwYQC8vLy4efOmSZm7u3uqW+Fmd0pDdHS0cQtmvV7PlStX+Oeff3BzczN+HP7111/z9ddf8++//xqve/fdd2nQoAHTp0+ne/fuHD16lK+++spkOgIYFqt9//33vPrqqynmduaWESNG0KdPH+rVq0fDhg2ZO3cu169fZ/DgwcY65p5jRq4bNmwYixcvZs2aNbi6uhq/dkmj66kpUqQIPXv2ZNKkSURGRtK/f/8MPZfevXvTvHlzLl68SI8ePdBqDR8KXrx4kXnz5hlzKl+4cIFjx44xZMiQTL1WgYGBVK5cmWnTpjFnzpxMXQuGKShPfv9aWFik+SmFEOIZlcdZIoQQeeCDDz5QQIqHRqNRkZGRT+2+O3fuNHvffv36GetMnDhRmXtr2rBhg6pWrZqysbFR5cqVU19++aXS6/UmdXbs2KEAdeDAgSz1LyfSkiml1DfffKP8/PyUtbW1qlWrltq9e7dJeWrPMb3rzL12QIb6fPjwYQVkKr2bXq9Xfn5+ClAhISHG8zdv3lQdO3ZUPj4+ytraWvn6+qr33ntPxcfHp9pWamnEgoODlbW1tbp06VKa9cylJTP3WhQvXjzDz08I8ezQKJVKXh8hhBBCCCEKAVm0JoQQQgghCjUJeIUQQgghRKEmAa8QQgghhCjUJOAVQgghhBCFmgS8QgghhBCiUJOAVwghhBBCFGoS8AohhBBCiEJNAl4hhBBCCFGoScArhBBCCCEKNQl4hRBCCCFEoSYBrxBCCCGEKNQk4BVCCCGEEIWaBLxCCCGEEKJQk4BXCCGEEEIUahLwCiGEEEKIQk0CXiGEEEIIUahJwCuEEEIIIQo1CXiFEEIIIUShJgGvEEIIIYQo1CTgFUIIIYQQhZoEvPncm2++yaRJk9Kss2fPHhwcHEhMTMydTmVCiRIlWLhwYV53QwghclRG3pvzk6CgIHr37p2tNvLz7xoh0iMBbz6wYMECNBoNH3zwQYqy8ePHM3v2bK5du5bq9S+88ALR0dFYWFg8zW6KHDZp0iQaNWqU190QQjwhMDAQa2trHBwccHBwoHjx4gwfPpyHDx8a62TkvbkgMxcgy+8aUZBJwJsPzJkzh6JFi/Ljjz8SFxdnUubp6clLL73EnDlz8qh3Ii8ppUhISMjrbgjxzHn//feJjo4mOjqaffv2sX37dqZMmWIsz4v35vj4+BTnEhMT0ev1udYHIQoqCXjz2KFDh/j7779ZsmQJUVFRrFixIkWdl19+mVWrVqXaxq5du9BoNMbAKGnkcMKECXh7e+Pk5MT7779PZGQk3bt3x9nZmVKlSrF27VpjGwsXLqREiRJ8+eWXlChRgqJFi/L6668THR1trHP37l2GDBmCn58fRYsWpXXr1ly4cMFYHh0dTf/+/SlatCjFixfnyy+/NOlnbGwsXbt2pXjx4jg6OlKhQgW++eYbkzqlSpViypQptG7dGkdHR8qWLcvq1atN6mzcuJH69evj6upK0aJF6dKli7Hs2rVr9OzZk+LFi+Pp6UmPHj24fft2qq/dzp07qVOnDs7OzhQtWpSGDRsSGRkJGEY4unXrxoABA3BxcaFkyZJ88sknJtf/+++/vPLKKxQrVozixYszdOhQHjx4YCyPiIhg6NChlC5dGkdHRypWrMjvv/9OcHAwH330Efv37zeOIu3Zs4dLly6h0Wj44YcfqF69OnZ2dvz9999mR1sCAwMZN26c8Vij0fDll1/y/PPPY29vT/Xq1Tl+/DgrVqygQoUKODk50aVLF5OvqRAifaVKleLll1/m2LFjJufTe28G2L9/P82aNcPd3R03NzeaNm1qHCm+du0a3bp1o1ixYhQrVozu3btz/fp147VJ70FDhgzBw8OD9u3bG9/vf/nlF8qXL4+dnR1hYWHpvj8/acKECZQvXx5HR0d8fX158803iYmJAeCjjz4iODiYZcuWGd+frly5kuJ3TWJiIp9++inly5fH2dmZOnXq8NtvvxnvkVT/119/Nd7rxRdfLLSj4iKfUyJPBQUFqRo1aiillOrevbt6/vnnU9Q5dOiQAtT9+/fNtrFz504FKJ1Op5RSauLEicrS0lLNnj1bxcfHq4MHDypLS0tVu3Zt9ccff6jExET1+eefK1dXV/XgwQOllFILFixQFhYWKigoSEVHR6v//vtP1alTRw0YMEAppZRer1eBgYGqZ8+e6s6dOyo2Nla9//77qlKlSio+Pl4ppdTAgQNVzZo11dWrV1V0dLQKCgpSFhYWasGCBUoppWJiYtSPP/6oIiMjVWJiotqwYYOytrZWmzdvNj4XPz8/5evrqw4fPmzsp6Ojo4qKilJKKbVlyxZla2urli9fruLi4tTDhw/Vtm3blFJKxcbGqgoVKqiRI0eq6Ohodf/+fdW7d2/VokWLVF9/Hx8f9eOPPyq9Xq/i4uLUn3/+qaKjo5VSSvXr109ZWlqquXPnqvj4eLV//37l6uqqlixZopRS6vbt28rd3V198cUXKjY2Vt2+fVs1b97c5DV74YUXVKtWrdTly5eVXq9X58+fVydPnjR+nRo2bGjSn4sXLypANWjQQF25ckUlJCSo2NhY1a9fP9WrVy+Tuk2aNFFjx441HgOqRo0a6sKFCyouLk517dpVlSlTRgUFBal79+6pmzdvqjJlyqiPPvoo1ddDCJHyZ+vcuXOqQoUKasaMGSb10ntvPnHihLK1tVVff/21evDggYqLi1M7d+5UsbGxKiEhQdWoUUO9+uqr6u7duyoyMlJ17dpV1a5dWyUkJCilHr8H/fDDDyo+Pl49ePDA+H7foUMHFR4ebmwrvffnJ99DFi1aZHxfOnHihCpbtqz64IMPjOXm3nOe/F3z2WefqeLFi6vDhw8rnU6nfv75Z2VlZaUOHz5sUr9nz57q7t276u7du6pBgwaqb9++Wf3SCJFlEvDmoYiICFWkSBE1Z84cpZRS27dvV4D6559/TOqdOXNGAery5ctm2zEX8JYpU8akTo0aNdSgQYOMx+Hh4Sb3WrBggdJqteru3bvGOps2bVJWVlYqISFBHT58WFlZWZm8sSckJChbW1u1Z88elZiYqGxsbNS6deuM5Xfv3lUajcYY8JrTrl07NWLECOOxn5+fmjx5svE4OjpaAeqvv/5SSinVpk0bNWzYMLNtrVy5Uvn4+Ci9Xm88999//ylAXb161ew1pUqVUmPHjlX//fdfirJ+/fqpWrVqmZx7//33VbNmzZRSSn3++eeqfv36JuV79+5V1tbWKiEhQR06dEhpNBoVFhZm9t5pBbzJ/whI6ktGAt5FixYZj9esWaMAdf36deO54cOHqw4dOpjtjxDCoEmTJsrGxkY5Ozsre3t7BagXXnhB3bt3z6Reeu/Nw4YNU23atDFb9ueffyqNRqMiIiKM58LDw5VGo1H79+9XShl+7p98j0l6v//333+N59J7f05q68n3kOS++OILk/e7jAS85cuXV7Nnzzap065dO/XGG2+Y1E/++nz99deqYsWKqfZDiKdFpjTkoaTFar169QKgadOm+Pv7p5gTFhUVBYCbm1uG2/b29jY5tre3Nzlnb28PwP37943nXF1dcXZ2Nh6XLl0anU7HrVu3OHv2LAkJCZQoUQIXFxdcXFwoWrQoAFevXuX27dvExcVRunRp4/XOzs4mfY6Li2PUqFHGj79cXFz47bffCAsLM+mrj49Pqv28ePEiFSpUMPucz549y61bt3B1dTX2MSAgABsbG65cuWL2mnXr1nHhwgVq166Nv78/EydONJkzm/z5JB1fvXrVeL/Dhw8b7+Xi4kLr1q3RaDTcvHmTixcv4urqioeHh9l7p+XJ+2aUua/xk+eSf82FEOaNGjWKu3fvEh0dTVhYGMWKFaNly5YmddJ7b07r/erq1au4ubnh6upqPFe0aFFcXV1N3q9Sey9Ifj6992dz5s2bR61atShatCjOzs6MHTs2xXtxeq5evUrZsmVNzvn7+6d4v33yPV3eg0ResMzrDjyrlFLMnTuX+Ph4ypcvbzwfFRVFcHAwn376KU5OTgAcP36cChUq4ODg8FT7FBkZSVRUlDHovXTpElZWVhQrVgwvLy+sra25ffs2VlZWKa7V6/XY2Nhw6dIlqlSpYnwuSfNhAb744gvWr1/P+vXrKVeuHFqtlvbt26OUynAfS5UqxZkzZ8yWeXl54efnx/nz5zPcXtWqVVm6dCkA//zzDy1btqREiRIMHDjQ+Bokd+nSJUqUKGG8X6NGjdixY0eqfY2MjCQ8PBx3d/cU5Vpt6n9vPlnm6OjIf//9Z3Iu+Vw/IcTT4+HhQb9+/Wjbti137twxBpPpvTen9X7l6+tLZGQkkZGRxqA3IiKCyMhISpYsaayX2vtE8vPpvT8/af/+/QwfPpwtW7bQqFEjrKysmDVrFp9//nm6933yOTz5fnv+/HmT/guRX8gIbx7ZunUrZ8+eZcuWLfzzzz/GR9KiiJ9++slYd/PmzXTs2PGp90mj0TBy5EgePHjA9evXmThxIn369MHCwoJGjRpRpUoVhgwZYhwFiIyMZOXKlcTExKDVaunduzeTJk3i2rVrPHjwgJEjR6LRaIztR0VFYWNjg4eHB3q9nhUrVrBly5ZM9fHtt9/mhx9+YOXKlcTHxxMbG8v27dsB6NSpEzqdjvHjxxtHXsLCwli2bJnZtuLj41mwYIFxUZuzszMWFhZYWj7+OzAkJITvv/+ehIQEDh48yPz583nttdcAeO211zh69Chz5swhJiYGpRRXr15lzZo1ANSpU4cGDRrw2muvGYPVixcvcurUKcDwS+rKlSvExsam+7zr1KnDzp07+ffff9HpdMyePZuLFy9m6rUTQmRNZGQkixcvxtfX1xjsQvrvzUOGDGHr1q3MnTuXhw8fotPp2L17N3FxcdSrV48qVaowfPhw7t27R1RUFMOGDaNGjRrUrVs3U/1L7/35SVFRUVhYWODh4YGVlRVHjhzh66+/Nqnj5eXF+fPn08y5O2DAAD777DP++ecfEhISWL58OZs2bWLAgAGZ6r8QuUEC3jzy7bff0qJFC5o2bYqXl5fxUa5cOQYMGMC3334LwO3bt/n9998ZNmzYU++Tl5cXVatWpXz58lSpUoVKlSoxe/ZsACwsLNi6dSt2dnY899xzODo6Ur16dVavXm0MamfNmkXVqlWNbVStWhUvLy9j+6NGjcLX1xc/Pz98fHzYvn07HTp0yFQfX3rpJX7++WdmzJiBh4cHJUqUYN68eYBhFHT//v1cuXKFqlWr4uTkRIMGDfjjjz9Sbe/XX38lICAAe3t7mjRpQlBQEP369TOWd+zYkb/++gt3d3c6d+7MqFGjjNkSSpYsyf79+9m6dStly5bFxcWFli1bcvz4ccDwB8TatWvx9vbm+eefx9HRkdatWxs/YuzevTsVKlTAx8cHFxcX9u7dm2o/e/XqxauvvkqDBg3w9fXl7t27NGzYMFOvnRAi4z755BNjhoLy5csTExNjkoEgI+/NVapUYdu2bfz888/4+PhQrFgxpkyZgl6vx8LCgg0bNhAXF4e/vz/lypUjISGBdevWZTrPbUben5N76aWXGDx4MIGBgTg7OzNmzBiT9z2AQYMGAeDu7o6Li4vZaWEjRoxg2LBhdOnSBTc3N2bOnMmqVauoU6dOpvovRG7QqMx8nixy3VtvvYWrqyuTJ09+qvdZuHAh48aNS/Gx+bMsKCiIhIQElixZktddEULkM7n13iyEyBkyhzef++qrr/K6C0IIIZ4g781CFCwypUEIIYQQQhRqMqVBCCGEEEIUajLCK4QQQgghCjUJeIUQQgghRKEmAa8QQgghhCjUJOAVQgghhBCFmgS8QgghhBCiUHsm8/B6eXnx4MED2e9biDxw5coV7O3tuXnzZl53RTwi74lC5A15P8w9z1zAGxYWRmRkJImJidy+fRs3N7dMb+NYECQmJhIREWE8ludZ8BWW56rT6Xjw4EFed0Mk8+DBA+Lj49HrM56lMiExgcjISOOxq6srlhYZ/5WSEHYtU31M1Cui4uKNx8421lhoU26bmxprF5dM3S8hUU/EvfvGYzcnRywtMvahqLKxz9y9Esy8lpYZfy2vRD7M1P2UPhFdzOPnZmXniEab8feSYtG3M3W/RKWI0umMx85WVliY2fI4NbbF3DN1v4TERCKikn3tnB2xzMR7Zei1qEzdD6WHhMffm1hagyaDH6DHxWTuXiLLnrk8vCdPnqRKlSrG4xMnThAQEJCHPXo65HkWPoXluSb1+eTJk3ncE5EkICAAvV7x19+HM3zNqdBQnq9Xx3i8/+DfVKpcOcPXh495LVN9PHMnitbBm43Hm3q9TPmizhm+3u/11zN1v5PnLlGjyxvG439+nUeAf6kMXaur0DhT9woNDaVO7drG478PH6ZyJl7LV747lKn7Rd+4yMEZ/YzH9T74CQfv0hm+/pOtUzJ1v/P3o+m++y/j8bIm9Snr6JDh62t8/EGm7nfy3CWqdxxgPA5Z/X2Gv3YARfoEZ+p+6mEkCafXGI8tK3RAU8Q1Q9fq/l1N5TI+8n6YC2QOrxBCCCGEKNQk4BVCCCGEEIWaBLxCCCGEEKJQk4BXCCGEEEIUahLwCiGEEEKIQu2ZS0vm4eGBh4cHAEOHDjX+v7Dx8PBg4sSJJseF0bPyPOHZeq4i/3N3d2f0h2NMjp+mokVseLNegMnx0+Th5sL4N3qbHD8t7u7ujBk71uT4abJ2cKHUy0Emx0+Tq7U1A8uVNjl+mjxcnRk/pI/J8VNlaYu2WA2TY5H/PHNpyUDSIgmRl+TnL//JSlqy7MpsWrLsymxasuzIbFqy7MpsWrLsymxasuzKbFqy7MpoWjIVG4XGNvVgOr1ykLRkuUmmNAghhBBCZELijaMknF6DPuqq2XJ91FUSTq8h8cbRXO6ZSI0EvEIIUQidP38eS0tLYmNj87orQhQqKjYKfdgxUHoSL+1IEfTqo66SeGkHKD36sGOo2Ezu3CaeCgl4hRCiEAoJCaFChQrY2sp8QiFyksbWGYtSzQzbBz8R9CYPdtFosSjVLN1pDSJ3PHOL1oQQ4lkQEhJC9erVM1w/ITGBU6GhZsvc3d3x8PTMqa4JUeBpnX2hVDNjcJt4aQfKrRz6iLMmwa7W2RcApXsICWY+bdEnkpiYmMu9fzZJwCuEEIXQsWPHeO655zJcPzIykufr1TFbNvrDMXw4dlxOdU2IQuHJoFd/57Sh4IlgF0Af/i/6W/+YbSciIiIXeitkSoMQQhRCmR3hFUJkntbZF61bOdNzbuVMgl2RP0jAK4QQhcy9e/e4dOmSBLxCPGX6qKuGaQzJz0WcTTV7g8g7MqVBCCEKmePHj1O0aFF8fHwyfI2rqysbNm02W/a0N0IQoiB6coGaNtkc3sRLOyDZtAate0W0LqVStJFwcTtubm653PNnkwS8QghRyISEhBAQEGCSkkyr1WKdxg5XlhaWVKpcOTe6J0SBZy4bg9bZF42Tr8lCtqSgV2NVBKyKpGxIa4GFhUXuP4FnkExpEEKIQiYkJITdu3dTpEgR46N79+553S0hCgUVG2U22AXDnN4nU5ZJHt78QQJeIYQoZObNm4dSyuSxevXqvO6WEIWCxtYZrWc1s9kYwDTo1XpWy9d5eL/99ltq1aqFlZUVkyZNSrWeXq/nnXfewcXFhWLFijFr1qzc62QOkSkNQgghhBCZYOFdE61rmVSDWa2zL5oKHXIt2A0LC+P27dtmyzw8PPBMJY+2t7c3kyZNYunSpWm2P3fuXHbt2sWZM2eIiooiMDCQatWq0bx582z3PbdIwCuEEEIIkUnpBbNPO9ht164d58+fB+D27dupBrzly5fn9OnTZss6dOgAwKZNm9K81+LFixk1ahSenp54enoycOBAFi1aJAGvEEIIIYR4es6fP0/oqX/Bxgl0ZnZxeyQyMjLb9woNDaVatWrG46pVq7Jhw4Zst5ubZA6vEEIIIUQBpLFxxqZKdyw8A57qfaKjo3FycjIeOzk5ER0d/VTvmdNkhFcIIYQQoiDSgEZrgaVXVSyKlktRrDu7KUfy/Do4OHDv3j3j8b1793BwcMh2u7lJAl4hhBBCiAJJg9bKGqzM59jWaS1zJM9v5cqVOX78uHFaw4kTJwgIeLqjyjlNpjQIIYQQQhRAGo0GrdYi1YdGo0nz+oSEBGJjY0lMTDT5/5N69+7NZ599xu3btzl37hzz58+nb9++T+tpPRUywiuEEAKNBqwt0v7lmJPujpqba/cCqNM/9/KG7v2pfq7dC+D3rl65er+/2y/L1fsV6TAqV+/3cHGvXLtXtQ47stmCBq1l6jsoQto/09OmTWPy5MnG4+nTp7NgwQLKli1Lq1atjPN0hwwZwtmzZylXrhzW1tZ88MEHBSpDA0jAK4QQQghRMGlAo03jw/p0/oadNGlSqhtOJF+UptVqmT17NrNnz858H/MJCXiFEEIIIQokDRptWnN0c+9Tm/xOAl4hhBBCiAJIo0l7SkN6c3ifJRLwCiGEEEIUUJocyMLwLJCAVwghhBCiIEpnhBcZ4TWSgFcIIYQQokAypCVLq1wYSMArhBBCCFEAyRzejJONJ4QQQghR4KnYqGyVF1QarUWqD/GYBLxCCCGEKNASbxwl4fQa9FFXzZbro66ScHoNiTeO5nLPnjKNJu2AV0Z4jSTgFUIIIUSBpWKj0IcdA6Un8dKOFEGvPuoqiZd2gNKjDztWyEZ6NWitrFN9yBzexyTgFUKILAoPD+fNN9/E19cXJycnAgIC+OSTT8zuRS+EeDo0ts5YlGoGGm2KoDd5sItGi0WpZmhsnfO4xzlHo0l7SoMM8D4mi9aEECILwsLCaNiwIYGBgRw4cAAfHx9CQkIYP3487733Xl53L9MSEhIIDQ01W+bu7o6np2cu90iIjNM6+0KpZsbgNvHSDpRbOfQRZ02CXa2zb570L+xOJLcjU44sx8brsLLMzh/I6aQlkxFeIwl4hRAiC4YPH06tWrWYP3++8Vz16tVZt25dHvYq6yIjI6lTu7bZsjFjxzJu3Lhc7pEQmfNk0Ku/c9pQkMfBLsC3y9Yx9dvFZss8PDyy3rAGtNo0glqJd40k4BVCiEw6f/48K1euTHVEVAiRN7TOvoaR3aRgF9C6lcvTYPdp0qBBa5H67FSNRLxGModXCCEyafv27ZQrV44KFSqYLd+1axd+fn4EBgbStm1bYmJicuS+27ZtY9KkSRmqu3v3burXr0+jRo149913c+T+QuR3+qirhmkMyc9FnE01e0OB92iEN7WHxLuPyQivEEJkUlhYGCVKlEizTp8+fZg2bRqfffYZy5cvJygoKHc694i/vz+7d+/GxsaGXr16cfz4capWrZpqfVdXVzb//rvZMnd396fVTSFyzJML1LTJ5vAmXtoBeTitYUj3dnR5qUmK8x3fmoCVnWO22takNaVBGEnAK4QQmVSyZEmuXs3YiFHVqlU5dOgQISEhDBo0CDs7O5o1a8a4ceMYOnQop0+fxs7OjuDgYI4ePcq2bduYNm0a27ZtY+/evYwdO5ZXX32V+/fv4+npib+/P4mJifTr14+rV6/i7OzMkiVLcHJyMrlv8eLFjf+3tLTEwiLtJPSWlpZUrlw58y+GEPmAuWwMWmdfNE6+JgvZ8iro9SzqimdR1xTnba2tIJ2fzbRoAIs0pzSIJPluSsPJkydp3LgxTk5OVK5cmV27dhnLFi5cSIkSJXBycuK1114jPj7eWHb+/HkaNmyInZ0dtWrVIiQkJA96L4R4FrRt25aoqCimT59OTEwMer2eQ4cOmZ06sHfvXsqVK8e2bdt499132blzJ2PHjmXDhg34+vqyY8cO3njjDb777juz91qzZg3Vq1dny5YtlC9fHoDVq1cbR3Dbt29vsnDuSUePHiU8PFyCWVFoqdgos8EuGOb0PpmyrFDl4dUYRnhTe0jE+1i+Cnh1Oh3t27enS5cuREZG8tVXX9GlSxfu3LnD8ePHeffdd1m9ejVXr17l6tWrTJ061Xhtjx49aNGiBREREQwcOJCOHTuSkJCQh89GCFFYubq6sn37dvbu3UvJkiVxd3dn2LBhJlMGFi9eTGBgIGFhYXTq1ImgoCD+/PNPevXqxZYtWzh16hTLli0jMDCQmTNncufOHZN975VSgOGP+dqPsick/Xvu3Dnq1q0LwHPPPce5c+fM9jMsLIy33nqLH3/88am8DkLkBxpbZ7Se1VLNxpA86NV6VitUeXhBg4WlNtWHRLyP5aspDadPnyYyMpK33noLgBYtWlCzZk1Wr17N+fPn6dy5s/FNfty4cfTr14+pU6dy+vRpQkND2bNnDzY2NgwZMoSZM2eyZ88emjZtavZeiYmJnDx50myZh4eH5JwUIpvCwsK4fft2ivNxcXFYWuart54sCQgI4Lfffku1PGkObxI7Ozu++uor4uPjadiwIWPHjqVv376MHDkSMPzBHxoayvXr1wGMn1KVKVOGo0eP0qZNG44eNWyL6u/vz8GDB2nTpg0HDhygbNmyAFy7ds04lSEuLo6ePXsye/ZsihUrlvMvgBD5iIV3TbSuZVINZrXOvmgqdChkwS6PRnjTLhcG+WqEFx6PaiQ/PnnyJKGhoVSrVs14vmrVqly5coXo6GhCQ0MpX748NjY2JuWpBbQAERERVKlSxexjzpw5Of/EhHjGzJkzx+zP1/nz54mIiMjr7uW6pUuX0rhxYxo0aEDv3r1p374958+fp1mzZjRt2pTffvuNatWqERYWxssvv8zZs4aV5h07duTw4cO8+OKLXLhwAYAOHTpw9uxZmjRpwurVqxk4cCAJCQkmC+MWLVrE8ePHGTlyJIGBgezfvz8vnrYQuSa9YLbQBbs8nsOb2kPi3cfy1TBLhQoVcHFx4YsvvuDNN99k+/bt7N69mzJlyhAdHW2yKCPp/9HR0SnKksqjo6Nztf9CCAEQGBhIYGCgybn+/fvTv39/k3Pm/rjesGFDinOrV69OcW7p0qUmxwcPHqRHjx7G44EDBzJw4MDMdFsIUdBo0snSIBGvUb4a4bWysmLNmjWsXbsWLy8vZs2aRffu3SlRogQODg7cu3fPWDfp/w4ODinKksodHBxytf9CCJFX6tWrx+uvv57X3RBC5LI0F60Jo3w1wgtQrVo1du/ebTxO+vjv4cOHHD9+3Hj+xIkTlCxZEgcHBypXrszZs2eJi4szTms4ceIEI0aMSPU+bm5u7Ny502xZtrb5E0IAMHToULp27ZrifPv27QvFHF4hhMhrGjTppCWToDdJvvutc+zYMcqXL49er+ebb75Br9fz8ssvU7x4cZo0acLgwYPx9/dn+vTp9O3bFzBMhahUqRIzZszggw8+4KeffkKj0fDCCy+keh8LCwsCAgJy62kJ8czx9PQ0u/gz+Vx7IYQQ2SBTGjIsX01pAFiwYAFeXl54eXnx119/sWbNGsCwCO2LL76gXbt2lChRAh8fH8aNG2e8bunSpWzZsgUXFxe+/fZbVq1aJaNIQgghhCjU0lq0Jh7LdxHhrFmzmDVrltmyoKCgVLfn9Pf3Z9++fU+xZ0IIIYQQ+YcmnbRkGhnhNcp3Aa8QQojcp4mPwfpc7g0aBJRtkGv3Alg3961cu5e/fe5uejTC9aVcvd/caubz2z8tf6z5LFfv98/w7rl2r9hb4diWtM9GC5pHG0ykXi4MJOAVQgghhCigNDKMmyES8AohhBBCFEAaDWmO8Eos/JgEvEIIIYQQBZSF5NvNEAl4hRBCCCEKII0m7YBXRngfk4BXCCGEEKIA0qDBOq0pDbJozUgCXiGEEEKIgiidEV6Jdx+TgFcIIYQQogDSADZpjvCKJLINhxAFxYoVoNOlXq7TGeqkca1Op2PXrl2sWrWKXbt2oUtqL61rTW6RyvVCiHwvUqX985peeWap2KhslYv0Jc3hTe2RkTm8t2/fpk2bNtjb21OhQgW2b99utl5QUBA2NjY4ODjg4OBAQEBADj+bp0sCXiFyS3YD1m7doFcvdDExKYNOnQ569TLUebKNR9eG1qxJGV9fmjZtSufOnWnatCl+fn5MnzQJfY8e5q99dL0uJoapU6dSsmRJs9cn/Pxz1l8XIcRTd0AfyVJ1jYsqxmz5RRXDUnWNA/rIHLlf4o2jJJxegz7qqtlyfdRVEk6vIfHG0Ry537PKMIfXItVHRubwDhs2DC8vL27fvs2nn35Kt27diIiIMFt3/PjxREdHEx0dzcmTJ3P66TxVMqVBiNyQFLB27QrBweiAffv2ERERgZubGw3r1cMqKMhQb/lyQ73kOnRA37kz2hUr+G39ejrHxpK0l5Ovlxebixal8smThus6dDC5VNemDX95efHCyZN8a2dHyMSJlC5fnvPnz7Nw/nzKTZ6MFgztP3FtUr//8vJiys2b+JQsyZQpUyhbtqzJ9ZZAAmDZo4f5596hA1hZodPpePDgAYmJidl/TYUQGRKpdPxNFHpgkwqjNZ6U1tgZyy+qGDapMPTA30RRXjngqrHK8v1UbBT6sGOg9CRe2gGlmqF19jWW66OuGs4rPfqwY2hdy6Cxdc7GM3yGPRrhfRgVwcN7Kf9YSUyIJzEx9a9ldHQ0a9as4cKFC9jZ2dGuXTuqVq3K2rVree21155mz3OdBLxCZINOpzMNXBs2xMrKzJtLhw6GYHTFCkJDQ2kZHs5/t24Bhh/Clba2tIuNNR90Ajqg84MH9Aa6xcYSEhBAyPvvc+HCBap/+imVb95kj7c39RcuTHH/GZ9/zpSbN9nn58crly/zSmgojB0LwNiQELRXr7IcOFe1KmOe7HuHDoQGBPDCyZPs8/OjZmgoVnZ2SU/e9PozZxjzZMcfBcz6zp35uEoVvp43j5s3b2bqNc7PwsPDmTx5MmvWrCEqKgpfX1/69evHyJEjsbCwyOvuCQGAq8aK1ngag9rkQW/yYFcLtNZ4ZivYBdDYOmNRqpkxqE0e9CYPdtFosSjVTILdbNBgCHhPbV3O4RXzzNaJ0Hukev3Zs2dxcHCgRIkSxnNVq1ZNdfR21qxZzJo1iwoVKvDxxx/TpEmTbPU/N0nAK0RmPBqt1AEzZsxgzpw5JgGcr5cXXzRuTPslS0wDTysrdAsX8teePSYjrWXKlKH6J59Q+eRJlgPBMTH8Cjz562bGjBms37wZ99696RIdTeU1a6i8cCEkJkJMDP8WK8aMGzfo88YbvNqpEyQkQEICCQ8fEvHZZ4xydaX222/DokWG5xAaChoN2hMn0Nety7YLF4j46isSWrbE0tUVHB3B0RGdtTUtw8P51s6OVy5fhqAgCA42dKpXL7QrV6Lv3JkPDx7k4bx5vDdmjOnzThqZXrmScitXYufri4eHB9bW1k/ly5ObwsLCaNiwIYGBgRw4cAAfHx9CQkIYP3487733Xl53L9MSEhM5ee6S2TIPV2c8i7rmbodEjiqtsUsR9FZWjoRy3yTYTT7ymx1aZ194IuhVbuXQR5w1CXaTj/wWZhFx8UTGx6c4H6/XY5WNT7w0Gg3WFlossphwNzo6GicnJ5NzTk5O3LlzJ0Xdt99+m1mzZmFvb8+KFSto164dx44dw8/PL0v3zm0S8AqRUclGKzs/eMD6zZspmewj/otnzlD90095ZflyPj53jlF//WUS/KUYaT12DI4dg5Mn0bdpwwngwcaNbOjZk44NG0JYGISFob95k1ZbttDX0pKSa9agiY42NLhzp7HtirdusRFgyRLD4xFLYFbSwYgRj59Lsr/etYcO8V3SwfPPmzxlS42GUKVQDg6GIHjFCsN9razgxg2oVg1t586MKVqUMd99x769ewls2vRxA1ZWfFylCuVWrqQb0KVePaqGhmbt9c9nhg8fTq1atZg/f77xXPXq1Vm3bl0e9irrIqLuU73jALNl44f0YeLQfrncI5HTngx6T3AfyPlgN8mTQa/+zmlDwTMW7AKsuHSV+Wcvmi3zSGW+bEZZaDVosxjwOjg4cO/ePZNz9+7dw8HBIUXdmjVrGv/fq1cvFi9ezJYtWxg4cGCW7p3bJOAVggxOTXg0LUG7YgW9AffevZn344+GekmLxmJiOOjnx4QjR0icOZNx48YZ2o+OZtuXX9Lf3Z3a/frBggWwerWxae3GjUxJOvj1V8MjqQyok3SQFOzmEo1SOD553/Dwx/8/dgx69qQ/0B9IfPllKFUK/PzAz4/EEiW4OXs2xz086FKnDtqVKw2BcwF3/vx5Vq5cSWghCd7Fs6O0xo7KytEY7AJUxjHHg90kWmdfw8huUrALaN3KPVPB7tOk1RjSktVt24OAxi+nKF85dThuzql/bcuVK0d0dDTXrl2jePHiAJw4cYK+ffumf2+tFqVU1jufyyRLg3j2JMuWoNPpUmQfeLFpU4Z5ejJ16lTTtFuPpiWss7WlG/D9w4eGqQdJwe6KFdCuHbW+/54Rbm64z5iBvk0b8PfH0tmZ3XfuMDc8HIspU+Cq+ZXLJiwswMuLu35+bAUuPf88DB8OVaoYyp97Dho2NPy/aVO2jBtHHWD7Z5/B8ePw77/8tWQJJYFZo0bBtWvQvr2hfrt20Lat4f8vv8z3AwcSCByfPt0wQvztt/DJJ1zq04dZwNFataBLFyhW7HH/LFP+vWwRHw9nzsDWrfD991hMmsT/oqL45fZttL/9Zqh0/77hUYBt376dcuXKUaFCBbPlu3btws/Pj8DAQNq2bUtMjPmV8Zm1bds2Jk2alKG6cXFx1K9fHwcHB86dO5cj9xcF30UVQyimP3+h3E81e0N26aOuGqYxJD8XcTbV7A0i8yy0Gpzc3PEqXS7Fw9LaOs31BA4ODrRv356JEyfy8OFDNmzYwLFjx2if9LsimZUrV/LgwQMSEhJYtmwZe/bsoUWLFk/zqeUoGeEVz5Zk2RJ0CxfSoWtXNm3aZJya4O/nZ5xT23XCBDoeOMDq1auNo737Dh6kc2wsIZUrU3nlSqhTB6Ki4PJlsLaGdeuwXLeOmUn327QJSCX5t4cH2NvDpUtQsya8/z5bT5zgrenT+XThQl7p0we0Wv7ZtYuXmjZl2ksvMTY0FE6cMGZ7AIzBdomwMEIAi9q1jUFx7TJl0I0axdfLlvH2xYto1641e62XnR0XvLyo+N57hukKjxTX6fhk61a+vn2bs6VLo711Czp2NBSuXg3t26MbPZoh7drhHR/PpNdfx+LKFcPrcfmy6WhwIRIWFmayyMOcPn36MG3aND777DOWL19OUFBQ7nTuESsrK9auXcvo0aMzVN/N2ZHtP35utszDVRYVFQZPLlCrzOM5vOayN2TXkwvUtMnm8JrL3lCYdS3lSwufYinOjzwUgr2bW5bb1WjS2Vo4A1Md5syZQ79+/ShatCglSpRg2bJluLm5ERwczEcffWRcwDZr1ixef/11ACpWrMiaNWsoU6ZMlvue2yTgFc+WZNkSzoaGsuXkSfr27cv3339vGK3t1cswp7ZzZxyLFOHXJUuYOXMm4956C/76i2Lff89vQLnz5w3tHTv2uO0nFiTEAbG+vjjXq8flIkWYuGQJE8qUocyFC2aDTlat4mDlyvwLOPj5gdbwJtawYUNKFCtG9U8/hZiYx9cmBabBwej1eiqvXMlKW1sa1qtn7IOVlRXD33jDkHrs6lXDArJk1+oWLuTIwYO8cvkyZUqXTrFYzuz1STl3H/X7yD//8FN4OBOnTsXi0RSOJH/89htvtG7NhF696HHqFBw5YhgZLlIkK1+9fKNkyZJczcgoPYYVz4cOHSIkJIRBgwZhZ2dHs2bNGDduHEOHDuX06dPY2dkRHBzM0aNH2bZtG9OmTWPbtm3s3buXsWPH8uqrr3L//n08PT3x9/cnMTGRfv36cfXqVZydnVmyZEmKhSdarZZixVL+gk2NpYUFAf6lMvMyiALEXDaG0ho7SqkiZrM3ZJe5bAxaZ180Tr5mszcUdm421rjZpFysa63VZiujS1KWhrTK0+Ph4cGmR4MzyfXq1YtevXoZj/fu3ZuFHuYfMqVBFCrp7gRmZWUIEDt3pvLJk6y2s+P7b799HOyuWGGYp/vxx3zXogU/OTjQcfJklKsrtGxJpRUraAFYxcWZtlu0KLz+Onz6Kaxfz9dvv409cHTRIvj1V3zmzaOTrS1lLlxA37nz44D1UX+SgvDqn36Kr5cXDZOmKmAIOmc1acIrj+YH6xYuNBmF1QH9bW1ZDrSLjcVq40aTro2uUIFuwHKg3MGDTJ0xg+DgYMOIdqVKNLp8mT3e3oY8vmvWPPmC8uGJEymvX76caZUqscHOjucuX2aHtzejky+Ke+T5Fi2ILlYMx9WrDcFu165QrhykMzqa37Vt25aoqCimT59OTEwMer2eQ4cO8e6776aou3fvXsqVK8e2bdt499132blzJ2PHjmXDhg34+vqyY8cO3njjDb777jszd4I1a9ZQvXp1tmzZQvny5QFYvXo1/v7+7N69m/bt25ssnBPiSZFKZzbYhUcL2TSehlzcGILe7O64pmKjzAa7YJjTa1GqGWi0j7M3yI5r2ZLWTmviMRnhFQXXExsaPJkmzBJ4zcUF3xEj+OCDDx4vQrOyYs/gwdxauZJuMTGGQPfuXdi1yxCI7d0L5ctjCZibtn9Gq8VWo6FkYiK8+CI4OBg+3r9/H95+Gx3w6bBheHp7GwNXq40baRcby3Jgc5EizCNZ6rFHc4OTRlrj2rZNsWCu/ZIlfHzuHBOOHMGnUiUGDBhAmTJlOH/+PD/88ANXrlwholUrOvXpg+UTm1ZY9uhBAoY8uQ/nzWPChAnGMm9vbyZOnUr9ESNg48aUG16sWWNMPXauatUU1/t6eVGmdGleOHnS7PVWwO/u7lS+dYuDfn7UXLgQ6tZN44taMLi6urJ9+3ZGjRrFrFmz0Ov1+Pv7M3jwYGOdxYsXs3fvXipUqECnTp24d+8ekydPZv369fTp04dTp06xbNkytmzZQkJCAo0aNTL5+DFpMcj58+epXbs2ALVr1+bQoUOcO3eOuo9ex+eee45vvvkmF5+9KGhcNVbUUc78TZTZbAzJszfUwTlH8vBqPauhDztmNhtD8uwNWs9qkoc3GzQa0pnSkIudyeck4BUFUzbn4kbevs1SoLW7Ow7JRzX/+8/kNglWVvyp01GsY0cqvP461KlDQosWlDx50hDArVljaPPR6LBer2eQrS1Xrlxh6tSpjwPXrl1JWLqU4MWLWbdkCdv/+CNF0Hr9yhWm1KrFqMWLUzxdKysrRv31F4kzZzJnzpwUQevUqVMZPXo0luY2vcAQ9I4B3hszJvVsFE8Gu0nnli9H26EDY6yszF8PhpFhc9evWUPlkyfZ4+1Ns8uX8alUiYcPHxaKPLwBAQH8lrQQz4ykObxJ7Ozs+Oqrr4iPj6dhw4aMHTuWvn37MnLkSMDw6URoaCjXr18HICQkBIAyZcpw9OhR2rRpw9Gjhm1Y/f39OXjwIG3atOHAgQOULVsWwGSltRDJPad1TXMHtdIaO3pSPNvBbhIL75pp7qCmdfZFU6GDBLvZpCHtkdyMbC38rJCAVxRMWZiL+9WECYysWBHWrKHt5s10gJSLqjw9oVEjQ/aDhg2ZuWkT46ZMYedbb1GhYUPo1StFADdgwADKtmlD9dBQAlaupBUQ0apVisVClj168GuXLsxMJWidOHUqo0aPNr9TG4agd9y4cYwePTpju7ul0kZgYGDGXuMkyQLZVK83F+wmnV++nPpt2jDxiy+YM2cOt2/fztz9C4mlS5fy008/ERMTQ58+fWjfvj3Dhg2jWbNmKKV49913adu2LWFhYbz88sv4+fnh7e1Nx44d6datGy+++CK+vr6ULFmSDh06sGrVKpo0aYKjoyPBwcEkJCQQFBTE1q1bjffs0KEDBw8e5OzZs7zzzjt0Te3rJJ4J6QWzORXsJkkvmJVgN/s0GrC2kBHejNCogpRELYcEBAQApLp1niggdDr0PXqgXbmSDXZ2tLx922S0la5dYcoUEtev59D48dSNi8Pc0gBVrBgaHx84etRkQZhOp8Pf3x+dTsfly5exWrPGZFR55qMA7saNG4DpFsEJS5di2aNHGl3P4JbEhYxOp6NcuXIkJiZmeNGXyJiDBw9y4sQJ4yrqzAgICIC4Bxxb88NT6Jl5urINcu1eAIduPJ20W+bUc8/dKOM919q5er+51ZqmXykH/bHms1y9n9Xw7rl2r2679mNb0i9L8UhAQACRD3VM/HlrqnUm93gR1yJWEu8gI7wiH8pwMPjkXNzevQ3nV6+GSpUM2+dWqoQFUD/5da6u4OQEly+zCtjw4ovMmzcPq6AgQ6CMIXtB/8GDTacmPBqtpEOH1Edb69WDjRtTzKNN2fUsjLQWAlZWVtjb2+d1NwqlevXqUS9Zhg4hROGnAawsspelIT+6cOEChw8f5v4TOduz8gd9Egl4Rb5hbuEZGD7uHzJkiOnCs0fu3LtHL+CFKlXwTrZzGadOmdS77+HB97dvU2fCBF4IDYVff0XfuTM/xcQY59QOeu01eterh9+KFfy+cSM/x8TQpk0b06kJTy7KMhe4ysfGQgghcoMGLNKat1AAI965c+cyfPhw3NzcTAZINBpNtgJeSUsm8oWEn3+mc7t2TJgwAWtra6ZMmWJMnWVlZcWUCRP4rH590zRjDx9S6dAhdgLeJ06kbLR2bZgyBY4dY/bw4YwA3DQaw7a9Xbui/flnfl271rij2rjJk/E/eJDlwCsxMfzSvbvJQjchhBAiP9GgQatJ/VEQF619/PHHLF++nLCwMC5evGh8XLhwIVvtygivyHsrVmDZsye9AffevZn3448mQeYHI0dytHJl6h05wso+feg8ZgzMnw9LllDp7l3TttzdDQvRXnkFVq0yzsX9/ocf8Pb2pvzYsRAQYExnZgUppiYUdXIi4fZtOqcxB1cIIYTID9Ka0lAQRUVF0alTpxxvVwJeked0bdrwm60t3WJj6fLwoenHDjodVkFB1Lt8mRBra0qtXAnLlqVo4xSwsF07pv388+O5uL16pT4X9wnP6pxaIYQQBZcG0KYxpaEghsJt2rRh9+7dNGnSJEfblYBX5Ll9Bw/SOTaWkIAAKq9caciykLTtbuvWsG0bWFpS/YmteylWDG7dQt+xIx/ExrJu3Tp+qVQpY3NxhRAmYrS2/GlXI9fuVy5en2v3AmhgdT3X7qWzLJNr94Lcz5ow+NjOXL1fHes7uXq/li9OSL9SDrn1d1/8snG9RgNWaeXhLYARr4eHBx06dKBz5874+PiYlE2ZMiXL7UrAK/JcREQECUDI++9TecMGw+js2bNw8SJEPdpyMiEBgOvAvS5dqBgYCMOHG+biBgfzKxjz246bPJlJQDDQ7dFc3HaLF8tcXCGEEIVOYdtCOCQkhBo1anD+/HnOnz9vPK/JZvQuAa94qjKSYszNzQ2Ay2fPGhaarVsH//zzuIJGA61bs8zJiV4//8y2YcMMAa+np8zFFUII8czSkM4Ib+51Jcfs3Pl0PkGQgFfkvBUr0LVpw4zPPzebYmzYoEGMrlDBuDFDw2rVmObgwMCPPgL9Ex9zVqwIGzei8/XlfX9/PL29adiwoaFM5uIKIYR4lj3KxpBWeUEVFhbGlStXKFmyJJ6entluTwJekbNWrIBu3fjLy4spN2/iU7IkU6ZMoWzZspw/f56F8+dTbvJkLIGEmBgsr1/HatYsxkZHm7ZTpw6UKAFr1qB//30G2dqaLjwTQgghnnGFceOJe/fu0a9fP9auXQsYpjK0a9eOhQsX4uyc9e2osxTwxsXFsWTJElatWsWhQ4eIjIzE1dWVOnXq0LFjR/r06YOtrW2WOyUKsA4dCA0I4IWTJ9nn50fN0FCs7OwMZTodY0NC0F69ykmg7LBhWMbFGS99YGmJfUICG4sU4Z82bShdujTVz54lYOVKWgERrVrJwjMhhBDiEQ1pbzxREAPe999/n8jISI4cOYK/vz/nzp1jxIgRjB49mrlz52a53UwHvD/99BOjR4/Gz8+Pl19+mddffx1nZ2eioqI4fvw4P/zwA+PHj+eTTz6hb9++We6YKJh0QMvwcL61s+OVy5chKOhxxoUuXdCuW4eytCQgIQGSgt3q1cHeHvs//yQ0IIAhd+5wdfJkwPANujIpZZmdneyUIoQQQiTRpJ2WrCBGvJs2beLQoUMUK1YMgBo1arB06VLq1q2brXYzHfCuXLmSLVu2UK1atRRlnTt3ZtKkSRw7dozx48dLwPsM2rdvH//dukXIxIm8EhpqmOLw4IEh68LZswBoHmVcOAgUmT6dqv7+0L07dO1K5eBgzj9qx7jQrV49CApCu2IFrFkjW/cKIYQQFM4pDQ8fPsTFxcXknIuLCw8fPsxWu5kOeNetW5dunWrVqhnnXohnS0REBACly5eHUaMgNBQ2bTKt9Pzz7GjUiOaffsrKihWp2qmTYWJ9sowLKRaeBQcbAl0JdoUQIktUbBQa29TnQKZXnlmRSoerJvU1F+mVi4xJa0pDQVS3bl3Gjx/PjBkz0Gq16PV6Jk2aRJ06dbLVbrY+Id65cyfvv/8+w4YN43//+x937hiSQw8dOjRbnRL5m06nY9euXaxatYpdu3ah0+mMZUkpxti8GWrWhJMnH1/o7m44v28f+xwdTet37QppLUZLZYc0IYQQ6Uu8cZSE02vQR101W66PukrC6TUk3jiaI/c7oI9kqbrGRRVjtvyiimGpusYBfWSO3O9ZpdFosLJI/ZHd3LV54YsvvmDp0qV4e3tTr149fHx8WLJkCbNmzcpWu1kOeIOCgmjRogWrVq3i4MGDjB07lkqVKvHHH3+wZMmSbHVK5DMrVoBOh06nY+rUqZQsWZKmTZvSuXNnmjZtStmSJfm1e3d0Oh0NfXzYZGNDz8WL4dw5w/WOjtCoEYSHww8/oHv4kO+//x7v5CnGhBBCPBUqNgp92DFQehIv7UgR9OqjrpJ4aQcoPfqwY6jYqGzdL1Lp+Jso9MAmFZYi6L2oYtikwtADfxNFpNKZbUdkjPZRajJzj4KoYsWK/Pvvv8yePZuuXbsye/ZsTp06RaVKlbLVbpayNMydO5ddu3Zx4MAB4xBzTEwMn3/+Oe3atSMu2cp7UcA9SjOm79yZzg8esH7zZkomSzV28cwZqn/6Ka8sX86eP/6g0d27tEr29ddXq4Z2/37DCG2vXrBiBUcOHuT6lStMlBRjQmRYeHg4kydPZs2aNURFReHr60u/fv0YOXIkFhYWed09kY9pbJ2xKNXMGNQmXtoBpZqhdfY1CXbRaLEo1Szb0xpcNVa0xtMY1G5SYbTGk9IaO5NgVwu01njKtIZsKIxZGgAcHBzokcObRmUp4P3uu++YN2+eyXwKOzs7xo8fj52dHe+9916OdVDksQ4dDNv3rlhBb8C9d2/m/fijIVDV6QxBbEwMsZaWvJBsgwmAdcC7kZEEff45ZcqU4WKlStR4lL1hh7c39UeMyItnJESBExYWRsOGDQkMDOTAgQP4+PgQEhLC+PHjc+z9NjEhgYtn/jVb5uJWFFd3jxy5j8gbWmdfeCLoVW7l0EecNQl2tc6+OXK/0hq7FEFvZeVIKPdNgt3SGrscuV9+F38/kvjouynO6xPiSUy0yVbbBXQg18T06dMZO3YsABMmTEi13pQpU7J8jywFvGfPnqVp06Zmy0aMGJHt1BEiH7GyQrdwIb+tX29IDfbwoWEejE4H7dvDb78BYPso88IVrZaSej36zp05UbUqD+fNM/nm9fXyokzp0rxw8iRs3CjzcoXIgOHDh1OrVi3mz59vPFe9evUMLSLOqPtRd+nXqpHZsqC33uP1tyUHdkH3ZNCrv3PaUJDDwW6SJ4PeE9w39INnK9gF+G/vai5tXmi2LEKTvT8m09hZuMDYt2+f8f979uwxWye785GzFPBqtVpiY2OxtrZOUabT6bh8+XK2OiXyl30HD9I5NpaQgAAqr1wJnTvD6dNw5szjSi4ubGrUiLYbNnBs4kQCxo5ljJUV740ZY5pirGFDrEDSiwmRQefPn2flypWEhobmdVdEIaB19jWM7CYFu4DWrVyOB7tJSmvsqKwcjcEuQGUcn6lg92nSaNKZ0lBAguFNybI57dy586ncI0uL1urWrcvSpUvNlo0YMYKgoKDs9EnkMxERESQAIe+/D40bw/r1psHuwIFw5gyRr76KHjhdrZox44KVlRWBgYF06tSJwMBAw1QIybggRIZt376dcuXKUaFCBbPlu3btws/Pj+bNmxMYGGhcNLxr1y7GjRuXm10VBYA+6qphGkPycxFnU83ekF0XVQyhyYJdgFDup5q9QWSeRpP6oyBKLdPX8OHDs9VulkZ4R48eTceOHYmNjaVbt264uroSEhLCxx9/zL///ouNTfbmo4j8xc3NDQugxA8/wB9/PC5wdTVMS3j+eQAuXLhgrC+EyBlhYWGUKFEizTp9+vRh2rRpxMbG0rlz51SD47Q4OrvwZbD5/OkubkUz3Z7If55coKZNNoc3+UK2nPLkArXKPJ7Dm3wh27OgRKOOeNZIORX0+Pcf4ubmmOV2DYvW0i4vaJYsWcKcOXNSnF+6dClff/11ltvNUsD74osv8r///Y933nmHkSNHAqCUonHjxuzYsYOKFStmuUMib+h0upRTDx6N0jYsVowDlpbUTgp2NRqoUgWOH4dZs6BOHXQgqcaEeApKlizJ1asZG32ztbVl1KhRrFu3jubNm2fqPhaWlpQuL+/dhZW5bAxaZ180Tr5mszdkl7lsDKU1dpRSRcxmbyjsrB1dsXZ0TXFea2md7SwrBTX92JOSBs2UUly8eBGllLHs9OnT2NraZqv9LAW8AK+99hpdunRh79693Lt3j4oVK1K9enUAxowZk61OiVyyYgW6Nm2Y8fnnzJkzh5vJsix4e3szbOBAPrh1C6vFi6n9aFFajJUVVnv2YFWrljHNmF6vZ5CtLVeuXGGqpBoTIke1bduW999/n+nTp/Puu+9ia2vL4cOHWbp0qdlE7D4+PiY/y0Ko2CizwS6Yz96gqdAhW6nJIpXObLAL5rM39KS4pCbLosI0wuvv729cmObv7288r5TCwsKCjz76KFvtZzngBXB0dKRVq1Ypzn/44YfZaVbkhkf5df/y8mLKzZv4JMute/78edbMnUvfKVNI/nfnNTs7KsTEULRbNwYMGEDZNm2oHhpKwMqVtAIiWrVi9GhZyS1ETnJ1dWX79u2MGjWKWbNmodfr8ff3Z/DgwWbrX7t2DW9v71zupcjPNLbOaD2roQ87ZjYbQ/KgV+tZLUfy8NZRzvxNlNlsDMmD3jo4S7CbTQVxNzVzkkZ1q1Spwslku7RqtVo8PDyyPcKb6UVrNWrUYP369SZDzckppVi3bh01a9bMcqc++eQTfH19cXR0pGbNmty/b5jwPmPGDDw8PHBzc+P999836cOhQ4eoVq0adnZ2NGnSRDJFpKdDB0IDAnjh5k32+flx7tQpxo8fT8+ePRlfrx5/R0Rg8pb4wgt43r7NB1OnotPpmDBhAr2Cgqhx8iTrbG3pBqzs00dGd4V4CgICAvjtt98IDw8nIiKCgwcP8vrrr6eoFxsby6xZs2jXrl0e9FLkZxbeNbGs0CHV6QpaZ18sK3TAwjvrv7uTe07rSk9N8VSnK5TW2NFTU5zntCk/5heZoDGkJUvtUZCGeP38/ChVqhTR0dH4+fkZH76+vtkOdiELI7zffPMNb731FkOGDKF58+ZUqVIFZ2dnoqKiOHnyJNu3b8fT0zPLE4u/+eYbNm/ezL59+/D19eX48eNYW1uzadMmvvnmG/766y/s7e158cUXqVChAv379ycuLo5OnToxceJEevfuzdSpU+ndu3equdwE6ICW4eF8+2gjCIKC4McfYfx4mD3b+DPyu60tv9vYMHPzZqzs7Bg3bhyjR482ne9brx5s3IilZF4QIk8sXryY/fv3k5iYyIABA6hTpw67du0iODiYv/76C4B33nmHV155JY97KvJSeiO32R3ZfVJ6I7cyspt9hWlKQ3Lh4eEcOHCAsLAwk8FNc3/oZ1SmA96GDRty+PBhdu7cyapVq1i1apUx8KlduzY//fQTzZo1y1JnEhMTmT59Onv27KFkyZIAVKtWDTC8ob/xxhuULVsWgJEjR7JgwQL69+/Prl27sLGxYcCAAQCMHTuWWbNmcfHiRUqXLp3qvZIPmSfn4eGBp6dnlp5DQbFv3z7+u3WLkIkTeSU01DDFYcsWiHq0h7qFBXz9NQfDwpg1cSLtDh4kMDAQeJxqzIQEu+IJYWFh3L59O8X5uLg4LC2zNZtKJBMYGGj2E63AwEAuXryYBz0SQuQeTTpTGgpeyLtz5046duyIRqPh/v37ODo6Eh0dja+vb+4GvEmaNm2a6m5rWfXff/8RExPDr7/+yhdffIGLiwujRo1i4MCBhIaGmuyrXLVqVWPAGhoaagyMwbDNcdmyZTl58mSqAW9ERARVqlQxWzZx4kQmTZqUc08sH4qIiACgdPnyUL++YSOIpGDXxQX27oWAAMoEB5vUFyKj5syZw+TJk82WeXjINrVCCJET0hrhLYg+/PBDRowYwYQJE3B1dSUyMpIPPvgAX9/sZQ/JV8Ms165dIyoqijNnznDp0iXOnj1L8+bNqVixItHR0Tg5ORnrOjk5ER0dDZCi7MlykVJSrlzXpUsN2wPr9Y8LmzSB8uUBya0rhBBC5Fca0t5auCDGwqdPnzZOSU2azjB+/HiqVKnCsGHDstxulnZae1qKFCkCwIQJEyhSpAjVqlXj1VdfZdOmTTg4OHDv3j1j3Xv37uHg4ACQouzJ8mfOihWg0xkPdTodu3btYtWqVezatQtdTAyN/vuPBUWK0GrjxsfBbt260LEjrF0LvXqhi4mR3LpCCCFEfqUBC60m1UdGIt7bt2/Tpk0b7O3tqVChAtu3bzdb7+HDh/Tu3RtHR0dKlizJzz//nMNPxsDKysoY6Do7OxMeHo61tbXZKXKZka9GeMuXL4+1tbXJfJSk/1euXJnjx48bVx+fOHGCgIAAY1nyXTkePnzI+fPnjeXmuLm5pbpfc4H+uPVRujG6dkW3cGGKHLuWwHobG16OiyMo2WX6Zs3Qbt5sOHiUX/fIwYNcv3KFiZJbV2TB0KFD6Wpmbnf79u1lDq8QQuQQDXA7LIzw8PAUZXGxcVhbp/37e9iwYXh5eXH79m22bdtGt27dOHv2bIpPdidOnEh4eDjXrl0jNDSUVq1aUatWrSzt7JiWatWqsWfPHpo3b06DBg0YPnw4Dg4O2d7ULF/91rG3t6dLly5Mnz6dr776igsXLrBs2TJ+/fVX7t27x5AhQ+jRowf29vZ88cUXvPXWW4BhccbDhw/58ccf6dWrF9OnT6d27dqpzt8FsLCwSDMgLrA6dDAsIFuxgr/27DHJsevv50fdqVPxP3fO5JL1wDtnzxI0YwZlypThYqVK1HiUvWGHtzf1R4zIk6ciCjZPT0+ziz9l63EhhMgZhikNGr6fP5+PPpputk5ag3jR0dGsWbOGCxcuYGdnR7t27ahatSpr167ltddeM6m7ePFiVqxYgZOTE/Xr16d9+/YsXbo01bUaWfXll18a///JJ58wcOBALl++zLfffputdvNVwAuGtGT9+/fH3d0dd3d3pk6dygsvvADAkCFDqFevHomJiQwcONC4Ws/GxobVq1fTv39/hg0bRt26dVmyZElePo28Y2UFwcGEhobywsmT7PPzo2ZoqGGEtnlzeCLYPVWxIsdffZWH8+YxYcIE43lfLy/KlC7NCydPwsaNkoVBiEKuiKWWOj72uXa/VFK5PzU7Y71y7V6tG76Za/cCuLfvf7l6P01CXK7e7/SD3A1VNgzK/tbKGVV7bpFst6FFoSFrP1Bnz57FwcGBEiVKGM8lTwqQJDIykps3b5okCKhatSr79+/PWqfTkHww0tfXl81Jnz5nU6a/i1atWkWDBg3w8no6bx4uLi6sXLnSbNmHH36Y6i5udevW5dixY0+lTwVNihy7vXvD+fOQ7PVJHDuWN+fOZcPdu5wfM4b3xowxza3bsCFWYMjeIMGuEEIIkQ8pw5bRWQx4U1v0f+fOnRT1wLDDbvJ6OZUcIGmBfHrKlCmT5XtkOuDdvXs3o0ePpmrVqrzxxhu0bNkyyzcXT4dJjt2QEFi9+nGhjQ389BMW3bvjbWPD1QkT2LdvH4GBgSlz64IEu0IIIUR+pUCjT+CNAa/TuUPKHRa7dO+JlbV1qpdndNF/0vH9+/eNAXJOJgfw9/dPM5+wUgqNRkNiYmKW75HpgLdx48Z8+OGHxMTEsH37diZPnszEiROz3AGR85Jy5pb18zPsnpbExgZ27oTnnwce/6UkOXaFEEKIAkopPN3d8XR3T1FkY2ODRpt6Qq5y5coRHR3NtWvXKF68OGBICtC3b1+Teq6urnh5eXH8+HFj1qbkyQOyKzc2ycl0wPvHH3/w4YcfUqVKFd544w0GDhz4NPolssHNzQ1boNU770DSX26OjnD/PsyaBXXqgJWV5NgVQgghCjSFRp+QZnlaHBwcaN++PRMnTuR///sf27dv59ixY7Rv3z5F3d69ezNt2jSWL1/OqVOnWLt2bY7N4fXz88uRdtKS6Ty8X375JWfOnOGzzz7jypUrOb46T2TAE3l2n9SwcmWuazQ4JwW71arBv/8aszdIjl0hhBCikFD61B8ZMGfOHK5fv07RokUZMWIEy5Ytw83NjeDgYJMR3ClTpuDm5oa3tzedO3fm66+/zvGUZEl+/vlnXnzxReMiuT179rBmzZpstZmlpY8bN26kTZs22Zo8LLIoWZ5dgoPRgelis0qVsCpVCtdHS6AvuLnhu2ULVsWKwaNtgiXHrhBCCFEIKJV2YJuBdCgeHh5s2rQpxflevXrRq1cv43GRIkUIToojnqL//e9/fPbZZ7zxxhvMnDkTMHwSPXr0aDp06JDldrMU8LZt25ZBgwYxd+7cLN9YZFGyPLuhoaG0DA/nv1u3AHAErmo0OD/6Bj/l5ET9iAhc6tVjwIABKXLsTqlVi1GjR+fdcxFCCCFE9iSmNaWh4Pn666/57bffqFy5Mp9++ikAFStW5MyZM9lqN0sBr5WVFStXrsTJyYlPPvkkRflLL73Eli1bstUxkQorK3QLF/LXnj28cPIk39rZETJxIuW9vWk9YgT2MTEAHHdxoey///Le/PnMmTMnRY7duLZtGbV4sYzuCiFEHlGxUWhsnbNcLgQoNGlOXcjlhNc54Pbt21SuXBnAJHODymby7iwFvDY2NmzevJlmzZrh7OzM2LFjTcr/+uuvbHVKpG3G558z5eZN9vn58crly7xy+DDs2wePgt0TXl48d/MmY+bPZ9y4cYwePTpljl0JdIUQIs8k3jiKPuwYFqWaoXVOudGBPuoqiZd2oPWshoV3zTzooSgQFKBPI1VXwYt3KV++PLt27TJJlbp7924qVaqUrXazvH1J7dq1WbduHa1bt8bFxYVhw4ZlqyMiY3Q6HXPmzMGnZElqhoZC9+6wYcPjCq1aUWHZMjyqVGHOnDmMHj0aKysr8zl2hRBC5DoVG4U+7BgoPYmXdsATQW9SsIvSow87hta1jIz0ilSkM4e3AEa8EyZMoGPHjgwdOpT4+HimTZvG//73PxYvXpytdjOdpSG5Jk2asGLFCkaOHJntjoiM2bdvHzdv3mTAgAFY6fWQfDTd2xtWrMDK0ZEBAwZw48YN9u3bl3edFUKYuHTpEhqNBgcHB+zt7QkICGD37t153S2RyzS2zliUagYarTHo1UddBUyDXTRaLEo1k2BXpEqDYeOJVB953cEsaN26NatWreLEiROULFmSHTt28N133/HSSy9lq91sb1DdunVrfvrpJ/r164ejoyMdOnTI9jwLkbqkTSL8fX2hcmUIDzcUeHvDjRvw2msQHCybSgiRD4WEhBAQEMCJEydQSjF27FgGDRrE6dOn87prJCQkEBoaarbM3d0dT0/PXO5R4aZ19oVSzYzBbeKlHSi3cugjzpoEu+amO4iCJywsjPCk39fJxMXFZXOKYeEa4dXpdLz99tt88cUXNG3aNEfbzlLA+2RA2717d+7du0fPnj1Zu3ZtmtvDiQxascKQkeGJHwQ3NzcsgZdGjoSkYPb552HzZhgwwHAdcOnRhG/ZVEKI/CMkJISaNQ3zMTUaDQ0bNmTevHl53CuDyMhI6tSubbZszNixjBs3Lpd7VPg9GfTq7zz6w0eC3ULnu+++46Pp082WeXh4ZL3hR1sLp1VekFhZWfHLL78wZ86cHG87SwHvggULUpwbOHAg9+7do2PHjsTHx2e7Y8+0J3LtJg96G9arxz+WlhRNCna9vQ1zeJ2cTPLsVrezw9fLSzaVECIfCQkJoVGjRgBcu3aNmTNn0rVr1zzulchLWmdfw8juncej/Fq3chLsigxSoC88I7wALVu25Pfff6dly5Y52m6WAt4uXbqYPT9y5EiioqKYNm1atjr1zEuWaxdAt3Ah+w4eJCIigrqLFxOQYPhrLl6rRbN9O1ZJo7iPUpYdOXiQVy5fJq5tW8nGIEQ+EhISwpYtWxg/fjwPHjxg8ODBfPnll8byXbt2MWnSJPR6PY6OjsTHx6PT6Th69KhxZHjXrl0p2v3999+ZPn06Wq2WGjVq8Nlnn2Fpme0ZayIX6KOuGqYxJD8XcRaNk68EvSJjCtk0Und3d7p06UK7du0oXbo0Wu3j5WZTpkzJcrs5/o44ZcoUOnXqlNPNPlusrCA4GL1ej3bFCn5bv57OsbEEAkm7W+uA+no9d15+2bipxPnz5/nhhx+4fuWKYVMJWUgoRL4RHR3NhQsXiIiIwMnJic8++4yff/4Za2trAMLDw5kwYQIbNmzAycmJS5cuoZSidOnSNGrUyGygm3TdtGnT+O2333BwcOCTTz5h7ty5DB8+PFP9c3V1ZfPvv5stc3d3z1RbImOeXKCmTTaH11z2BlFwDRo0yGxs1K1r12zP4U1zSkMBHOE9ceIEderU4fr161y/ft14PrvTZXMk4G3WrBlr167F0dERgBo1auREs880HdD5wQN6A91iYzlTujR+ly+j1etJBFoBD8qXR3f/vsmmEt7e3kycOpVRj9KRCSHyh2PHjuHj44OLiwsAb7/9NtOmTePYsWNUq1aNTZs20adPH5ycnAAoVapUhtrduHEjffv2xcHBwdhu69atMx3wWlpaGpO9i6fPXDYGrbMvGidfk4VsEvQWDp6enmYXftrY2GQvkFOks7Vw1pvOC4mJicycOZMaNWoYBwNySo4EvLt27UKn0+VEU+KRGTNmsH7zZtx796ZLWBilk+1cpxYsoPjOnWxftIhJkybRpEkT2VRCiHwuKUNDEhsbGwIDA9mwYQPVqlXj+vXrVK1aNdPt3rhxw+Q6GxsbWUeRz6nYKLPBLpjP3qCp0EFSk4lUKEhMK/4qWBGvhYUFTZs2JTo6OsfbzlYeXvF0JG0uUbJkSeZ99RXagwcfF1atimWvXnz//feG8nnzaNiwIZ06dSIwMFCCXSHyqZCQEKpUqWJyrmXLlmx4tHGMj48P165dy3S73t7eJh/7xcXFGUdG1q9fz8cff8zbb7+djZ6LnKaxdUbrWS3VbAxaZ19jnl6tZzUJdkXqFCi9PtVHAYt3AShXrhw3btzI8XYl4M2HkjaXGPTaa1jVqQN37xoKSpeG48ehVy+sQDaXEKIAmTt3Lp9//rnJuWHDhvHnn38ChpzmS5Ys4d69ewBcuXKFixcvmm0reWDcqlUrFi1axIMHDwD48ssvad/eMNu/bdu2fPjhh8TGxub48xHZY+FdE8sKHVKdrqB19sWyQgfZVlikQ0FCfOqPAhjxvvXWW3Tv3p1t27Zx7tw5Lly4YHxkhyzjzWtm8u1GRERgCbyxeDEkfYHr1YMdOwwbSzzK3lC2TRtjfSFEwebu7s6UKVNo164der0eJycnvvvuuxT1EhISCAoKYuvWrYBhbuCHH35Iy5YtsbCwoHr16iaB9YwZM+jfv3+uPQ+RcemN3MrIrkiXUqjExDTLC5oBAwYA8NJLLxnnNyul0Gg0JKb1XNMhAW9eSiXfblEnJzYA7sn/mnntNbC3N8m1WyM0FEtkcwkhCovAwECz2Rj27t1r/P+RI0fo0aOHSXnr1q1p3bp1ius++ugjzpw5g62tLXXr1pVNgYQojNLMw1vwpPbJVnblSMArb6JZlEq+3SKrVtEkeb0mTSBphCZZyrLKK1fymouLbC4hxDOkXr161KtXL0N1x4wZ85R7I4TIS0opVELqi1SVUhS0CM3Pz++ptJsjAe+TWw2LDDKTb7dLbCwrk1U5a2tL8bVrsUs25UEHDLK1JRqoPnKkLFQTQgghnlWFbIQXYN26dcydO5crV65QsmRJ3njjDePahKzKkYC3X79+2Nra5kRTz5wn8+3+5+GB5+3bAFwHAmJjsfT25v3336dcuXLGzSWuXLlCmzZtGD16dF52XwghhBB5JZ0R3oI4h3fRokUMGzaM/v3707p1a86dO0ffvn356quv6NevX5bbzZGAd8GCBTnRzDPJJN/uxYt4JmVcsLfH5eRJAjp04J9//mHy5MnGa7y9vZk6dSqjZXMJIYQQ4hmm0hnhLXgB72effcaaNWto3ry58Vy7du14++238z7gFVljkm/3k0/Qli37uPC557Dz8eHgwYOULVuWBw8e8O233+Lp6SmbSwghhBDCMMKrK1wjvFeuXKFZs2Ym5wIDA7ly5Uq22pWANw8l5dudNnEiVg0awMOHhoLq1Q0pyHr1wio4mIEDBzJhwgQ8PT0JDAzM0z4LIQovTS7+cjwbmbu7wbXulnvTvzYtn5lr9wKwupO9/KSZ9afOJ1fv127w5+lXykG3P829heCauAdg65C9RvRZT9WVH/n6+rJ7926TeGfPnj2UKFEiW+1KwJubnsi5m5Rvd+DPP8OlS4Y6VavCwYPQu7fk2xVCCCFE6h7ttJZWeUEzcuRI2rdvz4ABAyhbtiznz5/nxx9/TLFxT2ZJwJtbzOTcLerkxArA88wZQx0LC8NOamvXSr5dIYQQQqTj0U5raZUXMEFBQTg6OjJ//nw2b96Mr68v8+fPp0uXLtlqVwLe3GIm567r7t2m+XYTEw11kkaBJd+uEEIIIVKjVDojvAUv4F28eDFVq1Zl8+bNxnNHjx4lODiYXr16ZbldCXhzi5mcu7/ExrI0WZWTlStTfuFC44I0ybcrhBBCiNQVvhHeyZMnm+wuCYbsVF27dpWAt6B4Mudua63WmE5kHdA5NJQyNWsyZswYLl++LPl2hRBCCJE6BSoxjUVrBS/eJSwsDC8vL5NzXl5e3Lp1K1vtarN1tciUpJy7m3v3Rvn4YPko2NXXrUvI+PFYFSnCmTNnCAoKYuLEieh0OqZOncrq1atldFcIIYQQT1CQoEv9UQAjXm9vb84krW165MyZM3h6emarXQl4c0nynLvfde+O5vp1Y5m2RAnGjx9PeHg4np6euLi4sHXrVi5fvsy4ceMk2BVCCCFECkoplD4x9UcBnMPbtWtX+vbty9GjR3nw4AFHjx4lKCiIbt26ZatdCXiflhUrQKczHibl3B3cpw+WPXsaTmq18PLLsHo19OqFnZUVw4cP5+7du1haWkqgK4QQuUzFRmWrXIjcpvT6VB8F0bhx4/D396d27do4OTlRp04dypQpw4QJE7LVrszhfRrMpCBLyrk7eNEiuH/fUE+vh759wdFRcu4KIUQeS7xxFH3YMSxKNUPr7JuiXB91lcRLO9B6VsPCu2Ye9FCIJyiFPj4hzfKCxtbWliVLlvDll19y8eJFSpUqhbu7e7bblYD3aXgiBRnBwTjb2bEKcL169XG9zp2hSxfDAyTnrhBC5BEVG4U+7BgoPYmXdsATQW9SsIvSow87hta1DBpb5zzssRAGBXUkNz1FixalaNGiOdaeTGl4Gh6lIEsKekNr1mR59+60TVZlv7U106tUQZesvr5zZyqfPCk5d4V4xly6dAmNRoODgwP29vYEBASwe/fuvO7WM0Vj64xFqWag0RqDXn2UYYAiebCLRotFqWYS7Ip8QT0a4U3tURDn8D4tMsL7tFhZoVu4kL/27OGFkyfpb2NjLLppZUUvT08uTp7M/r//ZvXq1YDk3BXiWRUSEkJAQAAnTpxAKcXYsWMZNGgQp0+fzrU+JCQkEBoaarbM3d092yukCwKtsy+UamYMbhMv7UC5lUMfcdYk2DU33UGItIRF3OV2xN0U52PjdVhZpZFWLD0K9IUsLdnTIgHvUzTj88+ZcvMm+319qfdoKkMi8LxOh16rpUaNGmzcuJGXX36Zc+fOSc5dIZ5RISEh1KxpmBOq0Who2LAh8+bNy9U+REZGUrtOHbNlY8eMYdy4cbnan7zyZNCrv/Pojw4JdkU2zF22nqnzlpgt8/BIYw5uepRCrytcc3ifFpnS8JQY05D5+lLLw8N4XlupEgMnTUKn0/HPP/8AsGPHDsm5K8QzLCQkhFq1agFw7do1Zs6cSdeuXfO4V88urbMvWrdypufcykmwK/IllahP9ZETDh06RLVq1bCzs6NJkyZcvnw51bqlSpXCzs4OBwcHHBwcGDx4cI70ISdIwJuTkqUi27dvH+E3b7Le0RHtkSOGchsbNKdOMebkSS6fO8fOnTt59dVXAVi0aJHk3BXiGRUSEsKECRNwcHCgRIkSBAQE8NVXXxnLd+3aRWBgII0bN6ZNmza8+OKLBAYG4uzsTGBgIIGBgSna3L17N/Xr16dRo0a8++67ufhsCj591FXDNIbk5yLOGuf0CpFfKGVYtBZ2L5pT12+neMTpEkhMa8pDOuLi4ujUqRNvvfUWERERNGrUiN69e6d5zZYtW4iOjiY6Opq5c+dm+d45TaY05JQnUpFFhoURDFROPieuUiX45x9YsQIrIDA4mGvXrvHLL79w7969POq4ECIvRUdHc+HCBSIiInBycuKzzz7j559/xtraGoDw8HAmTJjAhg0bcHJy4tKlSyilKF26NI0aNWLXrl1m2/X392f37t3Y2NjQq1cvjh8/TtWqVVPth6urK79v3my2LCdSAhUUTy5Q0yabw2sue4MQGTG4e1s6v/hCivOd3pmElb1T1htWisT4BBbsDeGLnYfNVvGwsDF7PiN27dqFjY0NAwYMAGDs2LHMmjWLixcvUrp06Sy3mxck4M0pyVOR6fU0vH0bTyDewgLrxEQSbG2x/OcfQyoyMKYsu1S5MiBpyIR4Vh07dgwfHx9cXFwAePvtt5k2bRrHjh2jWrVqbNq0iT59+uDkZPilWKpUqQy1W7x4ceP/LS0tsbCwSLO+paUllR+9Hz2rzGVj0Dr7onHyNVnIJkGvyCxPNxc83VxSnLe1toJ0fjbToxL1KP3TmasbGhpKtWrVjMd2dnaULVuWkydPphrwdunSBaUUDRo0YPbs2fj5+T2VvmWWTGnIKclTka1ciecff3AMsH70UYJlbCzrbG0NqcgWLTIGx/998w3e3t6ShkyIZ1RShoYkNjY2BAYGsmHDBgCuX7+Oj49Plts/evQo4eHhz3wwmx4VG2U22AXDnN4nU5bJjmsiP1CPFq09rVy80dHRxj+2kzg5OREdHW22/tKlS7l06RJnz56lZMmStG/fHn0+yRMsI7w5KXkqsps3qZis6GSlSrwbHc2FR6nIlgcH88OtW8z94w+mTp0qc3eFeEaFhIRQpUoVk3MtW7YkODiYMWPG4OPjw7Vr17LUdlhYGG+99Ra//vprTnS1UNPYOqP1rJbqTmvJszdoPatJHl6Rb6hEPX1qVKBN+ZQjqQNW7sA2jU+QGzVqxL59+8yWjR07lqJFi6aYcnnv3j0cHBzMXtOgQQPAsFvaF198gbOzM+fPn6dcuXJm6+cmCXhzWFIqskvOzhSPMowA/AX0io6mz+uvs337djZu3IiPnx9RUVGShkyIZ5y5RR3Dhg1j2LBhALRu3ZpOnTrx6quv4uTkxJUrV0hMTDT7ceK1a9eMUxni4uLo2bMns2fPplixYk/3SRQSFt4109xBTevsi6ZCBwl2Rf6hFIm6BFytrXC1TjlwZm2hTXM60969e9Ns/vfff2fOnDnG44cPH3L+/HmTT6VSo9Fo0Gg0+WbzC5nSkF3JMjMkpSIrX7w4Pg8fGqv4Fi+OTqdj8uTJxm+u+/fvM2nSJElDJoRIk7u7O1OmTKFdu3Y0btyYoUOHYmOTchFKQkICQUFBxuNFixZx/PhxRo4cSWBgIPv378/FXhdc6QWzEuyKfEUpVGJiqo/s5uENDAzk4cOH/Pjjj8TFxTF9+nRq165t9g/uK1eusH//fnQ6HQ8ePOC9996jZMmSlC1bNlt9yCkywpsdT2RmSEpF9pebG5r4eACUqyvFr13j0nPPsWfxYu7cu8eGDRtYsGABTZo0kWBXCJGuwMBAs9kYko/OHDlyhB49ehiPBw4cyMCBA3Oje0KIPKIUaW48kd3BVRsbG1avXk3//v0ZNmwYdevWZcmSxxtoJOXZnTt3Lvfv32fQoEFcvHiRIkWK8Pzzz7Nu3bp0F8zmlnwX8A4aNIj169fz4MED/Pz8+Oijj2jbti0AM2bM4PPPPycxMZEBAwYwc+ZMNBoNYEiM3L9/f86dO0fdunVZtGjR018ZmCwzg16vZ4FGw1LALyICgGjAITKSKCcnnA8coMl330FwMA8fPmTBggVEPKonhBDZVa9ePerVq5fX3RBC5CqVzgYT2Z9OULduXY4dO2a2LPmUrICAAI4fP57t+z0t+S7gHTFiBP/73/+wsbHh0KFDtGjRggsXLnDgwAG++eYb/vrrL+zt7XnxxRepUKEC/fv3NyZGnjhxIr1792bq1Kn07t2bPXv2pHqfxMRETp48abbMw8MjY/vGP8rMoNfr0a5cyTQg+TIHB2CDnR1d791ji7c3L0gqMvEMCQsL4/bt2ynOx8XFYWmZ7956hBCi4FGgTyvgzR/TZ/OFfDeHt2LFisb5aRqNhvj4eK5du8bixYt54403KFu2LF5eXowcOZJFixYBpomRbW1tGTt2LIcPH+bixYup3iciIoIqVaqYfSSfoJ0uKys+rlKFPzEEu/HJyzp1ouXt23Tr25dmN24QGhAgqcjEM2POnDlmf77Onz8vn24IIUQOUBjSkqX2UBLxGuW7gBdg6NChFClShLp169KsWTOqVq2aIvlx1apVjSO0aSVGftp0Oh1fz5tHH19f9OXLY/3o/DVnZ3SLF2NlZ8f333+PT8mStAwP56tGjZgbHs7QoUNl/q4QQgghsk6BSlSpPiTefSxfBrxz5swhOjqabdu28dJLL6HRaFIkP06e+DiziZFzxKPsDPv27ePmzZu8/vrraJPd75+oKN4pWZKpU6eyfPlyypYty3+3bvH23r2SikwIIYQQ2acgUZeY6kMC3sfy7UQ6CwsLmjdvzuzZsylXrhwODg4myY+TJz5+suzJcnPc3NzYuXOn2TIPD4+0O5csO0Nkly5YAn3XrIHr1wF46OFBm9u3aXPnDq9OmMCEZJf26NGDn376SUZ3RaE3dOhQunbtmuJ8+/btZQ5vPhSXqPg3Ii7X7lfvlRG5di+AvzfOyrV7+bumTBv3NN2Ot8vV+9W1zt2xsm0/vJur97v82eBcu1f83btYe6Ueq6RHAfrE1KNaiXcfy/e/dRISEjh37hyVK1fm+PHjtGvXDoATJ04YEx9Xrlw504mRLSwsMpQ42axk2Rka3LjBUsA3JMRY/Oft2zR/9P8vX3iB7sOHs37zZhYsWMCgQYMk2BXPBE9PT7OLP83lkBVCCJEFSqGPT0yzXBjkqykNUVFRLF26lOjoaBISElixYgU7d+6kcePG9O7dm3nz5nHhwgVu3brFF198Qd++fYHMJUbOEUnZGTp2pNjevXQFYh4VxdnZ0RzYWKQIK4Bie/bQdtkydm/bJgvVhBBCCJFzlGGEN7WHDPE+lq8CXo1Gw/z58ylRogRFixZlxowZLF26lBo1atCmTRuGDBlCvXr1qFixIi1btuT1118HHidGnj17Ni4uLvzxxx8miZGfCisrVidLppz0gZJNTAx07cpL4eH81rs3ywHLVauodfWqLFQTQgghRI5RgErUp/7I6w7mI/lqSoOTk1Oq82oBPvzwQz788EOzZWklRs5RK1ZAhw7ogOF797KzaFH+p9WieZRvdJutLVFKEbt6Nb5lytBXq2WFXk9M69ayUE0IIYQQOUcpEnVp5eGVkDdJvgp4871ki9X+HDSImzdvUvqdd2D2bGOVgPh4vH/9la6//sqvgKOjI7/ev8/Wd9+V0V0hhBBC5BzZeCLDJODNjGSL1cpcvYot8OJXX6F5VBwGeOv1RNjZ0f3bbxlWsiSXL18mKCgoRRYJIYQQQojsUAr08akHvDLA+5gEvJmRbCth35UrOQP46g3faDprazzj47luYYFPTAzFPviA+ufOGbc3lm2EhRBCCJGzVNojvDLEa5SvFq0VCFZWzKxUiasYthI2no6Ph65d8bhzh4N+frxw4wZn6tZl4fz5kp1BCCGySMVGZatciMJMKUjU6VN9yAjvYxLwZtSjndV0Oh0Xvv4aXyDW2tpYfKdmTRLatsXK2ZmaoaFsKFKEgNBQyc4ghBBZlHjjKAmn16CPumq2XB91lYTTa0i8cTSXeyZE/pFWlgbxmAS8GZG0WK1XL/7cvZvv795lauXKJMTHG6s8PHoUy759+bx+fabNnEmQlRVdgf/q15fsDEIIkUkqNgp92DFQehIv7UgR9OqjrpJ4aQcoPfqwYzLSK55NSqESU3/IEO9jEvBmRPLFauPHYwvUDQ0laTPAB5aWlACuAuMOHGDKlCkkarX8Crwr2RmEEOm4dOkSGo0GBwcH7O3tCQgIYPfu3XndrTylsXXGolQz0GhTBL3Jg100WixKNUNj65zHPRYiDyhI1CWm+pApvI/JorWMeLRYDcB3xQrDYrVkxfYJCajixfG9do1NHh68dPs2NWrUYNeuXWa3VhVCiORCQkIICAjgxIkTKKUYO3YsgwYN4vTp07nWh8SEBM6fPmW2zLWoO27uHrnWlyRaZ18o1cwY3CZe2oFyK4c+4qxJsKt19k2/MSHy0J2YWO48jEtxPj5Rj0ViGlsDp0Nh2GktrXJhIAFvRiRtNjF/PmErV+Kr1xMPJM3g1Xf6f3v3HdbU9f8B/J0wJBACgjJUFAfSguAedQAOVOqmorZ1oLXaL9bd9tcqxVGxSqu1rdq6cNbW0YpKHSgKjg6tVRCwglAEcbBkhB1yfn9gbgkEkkAIED+v58mjuffcc8699+Tmw8m553qDP3EicPo0hh47hhMCASZfuUI3qxFCVBIVFYWePXsCqHji5KBBg7Bjxw6t1iEv5zkmDx+ocN38pf+H95Z/rNX6yFQNeqVZL/4IoGCXNCOHoh/g2xuxCte1Nsyue8aMQVpaS8BMQxo4FPAqU+lhE/84OMBFKsVTADYvVt8D8ODXXzHul18gOXAAfKkUY3/+GeMAiLy8aDgDIUSpqKgoDB48GACQlpaGjRs3wsfHp5Fr1XTwzewqenaz/uvx5ls4ULBLCKu9h5e6eP9DAa8ylcbvPjU3xwYAH/P5sHkx/64lj4dXS0pwFMCazz5DcXExegE4DuDIqFGNV29CSLMRFRWFsLAwfPrppygoKMB7772Hr7/+mlsfERGB1atXQyqVwtTUFKWlpSgrK8Pt27e5nuGIiAi5PEtKSuDu7o6YmBjcuXMHXbp00eYuaZQ0N7ViGEPlZdkJ4InsKOglLzUGoFxSy4MntFeVJo8CXmVejN+Ni4uDZ2wsXsF/D5uQ8niwYgypAGYBKE5IgKmpKbKHDQMuXaLxu4QQpcRiMZKSkpCdnQ2RSIQvv/wSP/74IwxfTHuYmZmJgIAAhIaGQiQSITk5GYwxdOzYEYMHD64W6MoYGBjg5MmTKs8SIzJviV3HTitc19KyVZ32TROq3qDGrzSGtzz5EkDDGkgzMN21C7wcqrfT90KvQVCfB1MxoLy2YQsU8XIo4FXm2DGUjRmDMRkZuK6nB7vyckhRMb0FnzFI27SB3ePHiB8wAAMSE1HO5+PBgwc0fpcQopLo6Gi0adMG5ubmAIDFixdj3bp1iI6OhqurK86cOYMZM2ZAJBIBAOzt7VXKl8/nw9raWuV66Onro7Pjq+pWv0Epmo2Bb2YHnshO7kY2CnpJU2dpbARLY6Nqyw31+NDT06tzvgwAjWhQDU1LVpsX43efjx6NoPR0tCkvRyb+O2g3AJzJzAQA2P3xB8Jat0bWs2dISUmhh00QQlQim6FBpkWLFvDw8EBoaCgA4PHjx2jTpk1jVa/RsOJchcEuUDGmt+qUZTQPL3kZMTCUSmt+MQp5ORTw1ubF+F2rq1fhA+BnALmV/hKz4/EwtrQUxwCcEwrhHBeHiQB69+5ND5sghKgkKioK3bp1k1s2atQoLuBt06YN0tLSGqNqjYpnZAa+lWuNszFUDnr5Vq40Dy95aZUzVuOL/IeGNNQmJATYtw83b95E3+RkDNLXh41EAgCQ8HiwZQyZAGYCkIjFmKyvj+MSCS5s2EC9u4QQlXz//ffVli1YsAALFiwAALz++uvw9vbGtGnTIBKJkJKSgvLycnTs2LHadmlpaWjbtm2D11lb9Gx7gt+yU43BLN/MDjzHiRTskpcWY0CptJZ5eCnm5VAPb01eDGeQzpyJN8VipAKwkUi4Hwf0GUMhgFYAUrp0QetWrXBUKoWtrS3c3d0br96EEJ3SqlUrrF27FuPHj4ebmxv8/PzQokWLaukkEgl8fX3llk2cOBFhYWGYNWsWjh07pqUaa5ayYJaCXfIyk43hrelF8e5/qIe3Ji+GM/CPHcNlVDxZLRMVAS4AFAoEMC4qQioAuwcPsNfMDGOlUnjR3LuEEA3z8PBQOBvDtWvXuP///fffePPNN+XWh4SENHDNCCGNiUFJD6/2qtLkUQ9vTQwMgEmTkGBhATsAzwwNUSQQcKuNi4rwb69e2G5nh6MARuXmYiIqxt4RQoi29evXD3PmzGnsahBCtKy2Hl7yH+rhrcmxY8BbbyFOXx+ZAF4rLa2WRP/vv/E5gLd4PJzQ08NxiQQLaO5dQgghhGhBxZAG6uFVBfXw1mTiRKS7u2OCRIJ2VVblW1gg29gYdgBSAdzt2BE/SSSwtLSkuXcJIYQQohWym9ZqnJaMIl4OBbw1CQnB73PmVIzRBVBcaZVRaSksCgvBXgx3+DQpCfoARo4cSeN3CSGEEKI1NKRBNTSkQZEXMzS4v/oqzAEUAjCutNpALK5Ylp2NW4aGmPJiLt6ZM2c2Rm0JIYQQ8hJiYCirdUgDRb0yFPAq8mKGBvNjx7iZGQoAmLxYLQuAUwGMkkox8sX8u/P16XASQpqnpJSn6Dd2mdbKuxG6WWtlAUDXloZaK4vxtFYUACAhq1h5Ig0aWHhHq+U5ddHuUMHS9Xu1VpZ+WO96bU9jeFVHQxoUMTAAxo1DlkCAVqgIbEsqrTYGkCUQwA7AdokEx148jCIvL0/7dSWEEELIS4nG8KqOAl5Fjh0DZs6EpWyeXQAWVZIUFhUBAKYA8OZXHEYLi6qpCCGEEEIaTkOP4X3vvffQpUsX8Hg8hfOBV5aRkYExY8bAxMQEjo6OCA8P10wlNIACXkUkEvzVoYPCVXcALghOBbDkxRPWaIYGQgghhGiT7METNfbwaqCMHj16YPfu3ejUqZPStAsWLICNjQ0yMjLwxRdfYMqUKcjOztZALeqPBp1W9WL+3TQ9PVijIrAtASB7kGdbAK1f/N8OwOCsLGwDzdBACCGEEO2SjeEtZOUoRnm19RIwlJdXX66O9957DwCUxjhisRghISFISkqCsbExxo8fDxcXF5w8eRKzZ8+uVx00gQLeqiZORK6TEybExQGoPkODLNj9E8AjHg+TGcMRgJ5wRAghhBCtykUZfmSPUYRyFEOqME0LLfWwJiQkQCgUol27/55e4OLigtjYWK2UrwwFvFWFhMAsLo4btmAM+RkaZPoD+IYx/ATgork5Dru7a7mihBBCCHlZde7cmft/RkYGijMyFKZr2bKlVuojFoshEonklolEImRlZWmlfGVoDG9VEyfiuaMj7CotqvxXQWGl/3vzeAgBMHHiRBrOQAghhBCtOXXqFGJjYxEbGws/P78a07355ps1rhs8eDB4PJ7Cl7+/v1r1EQqF1WarysvLg1AoVCufhkI9vFWFhKDl/fvc28pDGspf/F+27A3GMBHA1KlTtVxJQghpHKw4FzwjszqvJ4Ronp+fH3x8fBSua926tcLlAHDt2jWN1cHBwQFisRhpaWlo27YtACAmJqbJPJSLAt4qysaMwS0eDwMYqzZ+Vw//BbuZABYDOA7gzcLC6hkRQoiOKX9yG9L0aOjZDwPfzK7aemluKsqTL4Fv5Qo9256NUENCXk5WVlawsrJqkLxLS0shlUrBGENpaSmKi4vRokUL8HjyT1gRCoWYMGECVq1ahW+//Rbh4eGIjo7GhAkTGqRe6qIhDVXc+/xzhcGujKyHtxWABaj4i4Hm3yWENJbk5GTweDwIhUKYmJjA2dkZkZGRGi+HFedCmh4NMCnKky9Bmpsqt14W7IJJIU2PBivO1XgdCCHaN3LkSAgEAsTHx2PUqFEQCAR4+PAhAGD9+vXw8vLi0m7fvh2PHz+GpaUlli1bhiNHjjSZGIl6eKsovHABgOJgV0a2biCAN42MaP5dQkijiYqKgrOzM2JiYsAYw8qVKzFv3jzcrzQ0SxN4RmbQsx/GBbXlyZeAFz29lYNd8PjQsx9GwxoI0RG1PWxixYoVcu9bt26NM2fONHCN6oYC3sqOHcOAP/+ssXe3MtmQhscDBtANa4SQRhMVFYWePSuGD/B4PAwaNAg7duxQPyMmBSt6rnidvhF4BoKKYQxVgl5m4QBpdoJcsKtouAMhL7OM9HRkZmZWW15SUgJDQ4ohtIEC3somTkRWq1awzMyEBDUfnHJUDGkoBeS68gkhRNuioqIwePBgAEBaWho2btxY480rtZKUQnI/ROEqvnUPbkxu1aBXmvWiJ5mCXUJqtHvXTmz8fL3CdbXdVEY0h8bwVhYSAsvMTJSgItiVKEgiRcXNa/cBhAByEywTQoi2RUVFISAggJvw3dnZGd988w23ftSoUXj27JlGy+Sb2YFv4SC/zMKBgl1CSJNFAW8lkuJiABWPEZb18FZ+bokU/x0wRwATAaSnp2uvgoQQUolYLEZSUhJSU1ORl5eHjRs34o8//oChoSGX5tmzZ7C2ttZoudLc1IphDJWXZSdUu5GNEEKaChrSUEnaL7+gw4v/y3p4Kx+gyn8dPEZFD69PmzbaqRwhhFQRHR2NNm3awNzcHACwePFirFu3DtHR0XB1dUV+fj5MTU1Vy0zfEPpdRtewzoj7b9Ub1PiVxvBWvpGNEPKfue/Ow8RJ3tWWvzV1Co3h1RIKeCu5AXABL1D7wWmDih7ehpr3jhBClJHN0CDTokULeHh4IDQ0FK6urrh37x5effVV1TLj8cET1P4IUkWzMfDN7MAT2SmcvYEQUqG1lRVaK4gXWrRoAT6fp2ALomk0pKGSDAV3UNYkHsC5Fi1oSjJCSKOJiopCt27d5JaNGjUKoaGhAIC4uDjVA14lWHGuwmAXqBjTq2c/DODx/5u9gebhJYQ0IRTwVtIpI0PltF0B+Flb05RkhJBG8/3332PTpk1yyxYsWIDffvsNQEXA6+TkpJGyeEZm4Fu51jgbQ+Wgl2/lSvPwEkKaFBrSUIl1To5a6du0b98wFSGEEA24d+8erly5gi+++AKGhob49ddfqz0OVB16tj3Bb9mpxmCWb2YHnuNECnYJIU3OSxfwpqenI+NFT+7q1avh5+fHjcPlq/lFoG56bUpPT8f27du595X3U5e8LPsJvFz7SjTj9OnTGs9TFsyysiJIM//hlvNbvQKegaDBgt3szAwc3b+Hez9l1juwaNVw85emp6dj586d3Pt58+Y12OdNm2UBwPPMDJz4IZh7P+ntOWjZkMcy6zm+O3KKe/+/qeNhZVn7ePF6lafl45mRno7du/4rb+678xSO1yWNi8cYY41dCW2KjY2VG/MWExPD3fQx18cHu44fh6phbDkAvSZ6+GrbT13ysuwnoDv7KqtzbGxsI9eEyDg7OyMu6TEMXpmk8jas6Lncgyr0HScqvemtshuhm9WpIhLv38Pk4QO598fDf0NnR9XHJ79i0UKt8uLi4tC7Tx/u/a2//lJ5eAhTszMkLi4OfXr35t7/deuWWkNR/npcoFZ5/8b/g1leg7n3+89eQ8eur6i8/cDCO2qVF/sgGd0nzeXeR53YDecu9ipvX9pFvXtl6ns8S8vV+16/FxeH1/r911Z+v/EXXlWxvAF9eoPP59H1UAtoDG8l9vfuqRzsEkIIIYSQ5oEC3kry1RjDywAsbLCaEEIIIYQQTdGpgDcjIwNjxoyBiYkJHB0dER4ertb29mpMS3YJwHcAfv75Z/UqSQghhBBCtEqnblpbsGABbGxskJGRgYsXL2LKlClISEiAhYVFjds8ePCA+/9tQ0OgpESlsna9+Hfy5Ml4yYZBE6KSyjeIVlZSUgJ9fZ269BBCCGnidOamNbFYDAsLCyQlJaFdu3YAAA8PD8yaNQuzZ8/m0lW98acyPQCq3tZQgoqb1gDA2Ni4zvVuKFKpFMXFxdx7IyMj8Pk61aEP4OXZT6D57WtZWRnKysoUrjM0NESJin9ckoZnamoKcUEh0EKk+kbScqA0/7/3hqYAX0/lzTu1t1GjhkBpSQkePfyXe9+uQ0cYtlD9RrQWeurdoVFSUoKkpCTufadOndBCjfK0WVaRRKpWeaUlJXicksy9b9PeXq1jaSwtVp6okuLSMiSlPubed7JrAyM1HqfLDNX7jq3v8VQ3KiopKcG///5XXseOqpeXlJQIQ0ND5OfnK09M6kVnulkSEhIgFAq5YBcAXFxcqt352Lp1a5iYmKC4uBjl5eXy6wDU3BcsLxvA0xf/t7e3r2u1G0x5eTmys7O59xYWFtDTU/3LqLl4WfYTaH77mpGRobCHFwA9sKWJMTExAQC0b99G5W203R4NeIZo3fq/qbNMjAyhp9dwf/AZGBjIlWdgYFCvOYwbsixjA/WOewt+C7nyTAUt1Dx3JmqVZ6BfLr9/xqaAGuWpe9TrezzVPc2GhvLlGRoaqPy4YENDQ+7zRxqWzgS8YrEYIpF874RIJEJWVpbcMisrK4jFYqxevRpr1qyRW/f0xWvVqlVYvXp1w1aYEB2n6DMm88EHH2i5NqQ2T58+VZ6IEEKaMZ0JeIVCIfLy8uSW5eXlQSgUKkzv5+cHHx8fhesq/6VGCKkb+owRQghpKnQm4HVwcIBYLEZaWhratm0LoGJi/pkzZypMb2VlRU+pIqQB0WeMEEJIU6EzN60BgI+PD8zMzPDtt98iPDwcs2bNUjpLAyGEEEII0W0608MLANu3b8esWbNgaWmJdu3a4ciRIxTsEkIIIYS85HSqh5cQQgghhJCqmu4knoQQQgghhGjASxfw1vfxw03JvHnzYGtrC5FIBBcXF5w+fZpbt2HDBrRu3RoWFhb46KOP5J4Gd/PmTbi6usLY2Bju7u54+PBhY1RfLUFBQbCzs4OpqSl69uzJTdKtS/sZGxsLNzc3iEQiODk5ISIiglu3b98+tGvXDiKRCLNnz0ZpaSm3LjExEYMGDYKxsTF69eqFqKioRqg9IYQQ0oSxl4yPjw+bM2cOKygoYCdPnmQWFhYsKyursatVJ/fu3WPFxcWMMcZu3LjBRCIRy8zMZL/++itr164de/DgAXvy5Anr1q0b2717N2OMseLiYtauXTu2a9cuVlRUxFasWMEGDx7cmLuh1NatW9nQoUPZw4cPmVQqZVFRUay4uFin9rO0tJR17tyZff3110wikbALFy4wS0tLlpmZyaKjo5m5uTm7ceMGy8nJYcOHD2f+/v7ctn379mUBAQGsqKiIbd++nXXs2JGVlZU14t4QQohuk0qljV0FoqaXKuDNz89nBgYGLDU1lVvm7u7OgoODG7FWmnHz5k1mZGTEoqKi2LRp09hnn33Grdu7dy9zc3NjjDF27tw51rlzZ25dQUEBEwgELCkpSet1VoVEImG2trbswYMH1dbp0n7evXuXWVhYyC0bMWIE27VrF/v444/ZO++8wy2/fPkya9++PWOMsX/++YeZmJhwf/gwxliHDh3YpUuXtFNxQgh5CSUkJDDGGCsvL2/kmhBVvVRDGlR9/HBz4ufnB4FAgL59+2LYsGFwcXFBXFwcXF1duTSV97HqOmNjY3Tu3LnJHoNHjx6hsLAQx48fh7W1NRwdHbFr1y4A1felOe8nALnhGLL3sbGxCvczJSUFYrEYcXFx6Nq1q9xz25t7myZNX3l5OaRSaWNXQ+sUfUaJ5mm7bal7Hv/880907doVf/75J/h8PrWDZuKlCnhrevywWCxupBrV3/bt2yEWi3Hx4kWMHDkSPB6v2n5W3sfmdgzS0tKQm5uL+Ph4JCcn49ixY1ixYgWuXr2qU/vp6OgIc3NzbN68GWVlZTh37hwiIyNRUFCgcD+Bin1sbvtJmq/Tp0/j1KlTAAA9PT3w+Xw8fvwYt27dAlARBGuTtoMiqVQKHo8HoGLcPADufXPVVAN4Pr8iNLl//36Dl8UY487jiRMncPToUaSnp9e6Tf/+/bFo0SJs2LABDx8+bPbt4GXxUgW86j5+uLnQ09PD8OHDcfHiRZw5c6baflbex+Z2DAQCAQAgICAAAoEArq6umDZtms7tp4GBAUJCQnDy5EnY2Njgq6++wtSpU9GuXTuF+wlU7GNz20/SPA0bNgwffvghPvzwQwwcOJBb/vfff2POnDlISkqCnp6eVoNQWVC0Zs0abN26FWVlZVop76uvvsLSpUvxwQcf4N69ewC0H3xrCo/HQ2ZmJi5cuMC9bypB7yeffII+ffrg7NmzDfrHlCxYDQwMxJ49e3D9+nVs3boVRUVFtW7n4+MDAwMDnDhxQi5tUzl+pLqXKuCt/PhhmZiYGDg7OzdirTRHIpHgwYMHcHJywt27d7nllfex6rqioiIkJiY22WPQtWtXGBoayv0FLfu/Lu0nALi6uiIyMhJZWVk4f/48kpKS0K9fP4X72b59ewiFQjg5OSEhIQElJSVy65vyfpLmZciQIWjdujViYmJw7NgxiMVinDhxAgAwduxYLF26FPPnz8ejR4+4oFCmob/8r127hh07duDq1as4efJkgwe9J0+exIkTJ3Do0CHY2dlh586dAFBtvzVBduyU9cLW9xjHxMTg119/xZkzZwBUXF+13VuviKWlJbZt24Zff/0VFy5caNA/KtLS0vDkyRMcP34cX3/9NZ49e4bg4OBatxk0aBD69euHo0ePIikpCQBQWloKHo+H69evy82yQ5oI7Q8bblyTJ09m77zzDissLGSnT59utrM05OTksB9++IHl5+ezsrIydvToUdaiRQt2+/ZtFhoayuzs7FhiYiJ7+vQpc3V1lZu9oG3btmzPnj2suLiYrVy5sknPXsAYY2+99RabN28eKy4uZnFxcczKyopduXJF5/YzKiqKFRUVsYKCAhYUFMT69+/PGGMsOjqatWzZkv31118sJyeHeXp6VpulYfXq1ay4uJjt2LGDZmkgGhMeHs54PB67e/cuY4yxwsJC5unpWe2myG+//ZabKYQxxoKDg1lJSYlW6lhcXMxSUlKYr68v++mnn7g6NITo6GiWmJjIvZ8xYwZ79OiRxsupfCOURCKptl4qlbLvv/+excTE1DnvgoICVlBQwHJzc9mlS5fY2rVr2alTp+TSVr7Bu7FcvXqV+fr6stDQUMZYxfnW9PWttLSUpaSkcO+vX7/Otm3bxhhjCsuqPEPDpEmTWPfu3bn3P//8MzM0NGRhYWEarSOpv5cu4E1PT2deXl5MIBAwBwcHduHChcauUp3k5uYyDw8PZmZmxkQiEevVqxf7+eefufXr169nlpaWzNzcnH344YdyH9AbN24wFxcXZmRkxIYMGcKSk5MbYxdU9vz5c+bt7c2EQiGzt7dnO3bs4Nbp0n4uWbKEmZmZMVNTU+bt7c2ePHnCrdu7dy9r06YNEwqFbNasWXKzMiQkJLCBAwcyIyMj1qNHD3b79u1GqD3RRaWlpWzJkiVsypQprKysjCUmJjJLS0vm4eHBvvrqKyYWixljjD18+JCtW7eO3bp1i61Zs4ZNmjSpwe9el33WZeX8888/bPbs2ezMmTPs0aNH7Ny5cxoLjCqXVVpayiQSCZNKpWzixIns6dOnLDMzk929e1fjU1Xt3r2bLVy4kG3atIkdOHCAW7537162adMm9tFHH7HCwsJa8zh//jyLjo5mjP0XPMfHxzMfHx82depUtmHDBrZ161YWERHB1q5dy86ePcsYY2zt2rXs66+/1uj+1NWVK1eYn58fO3DgAFu2bFmDzLZT+dxdvnyZrVmzhj158oQFBASwzMzMaull7a6srIz17duXffTRRyw0NJQZGBiwgwcParx+pP7o0cKEEEJqFBkZid27d6N9+/bYuXMn3njjDfTu3Rtr1qyBm5sbHBwcsGbNGuzfv59Ld+DAAW5MryZ+7meVbiyqbX1GRgb8/PwQHR2Nzz//HN7e3g1SnsyWLVvQvXt3rF+/HgsXLsT48ePrVJ4i27Ztw5kzZ7BixQro6elhw4YNGDx4MD744ANERUWhe/fu2LNnD8zMzDB06FBYWlpWy2Ps2LEoLS1Fy5YtERwcDBMTE9y/fx/vvfce/P394eLigqSkJJw/fx58Ph9DhgzB9evX8eeff6Jly5bYs2cP9PX1NbZP9XHixAnMnTsXgYGBeO+99xqsHPZidpwPP/wQenp6GDNmDP73v//VmJbH4+HixYtYvnw57t69i4MHD+Ltt9/mhprQDW1Nx0s1hpcQQoh63N3d0a1bN2zZsgWrVq3C999/j3fffRe3bt2Cg4MD4uLiUFhYiFmzZmH27NkaD3Yrz47w5ZdfcjdYVcbj8SCVStG6dWukpaVhyZIldQ52VSlP5tGjRxg7dizefPNNjQa7AJCVlYVvvvkGgwYNwoABA3Dw4EFcvXoVR48eRffu3QFUPE0yISEBFhYW1bYfO3YsysvLERYWhr1798LExAQSiQRHjhyBQCDA8OHDYWVlhb59+8LX1xf6+vqwtraGi4sLWrVqxQW72hjPW7nfrWofnOx9ZmYm1q1bxwW79emrq608Ho+HTp06IS0tDePGjasx2JWlBYA+ffrA09MT586do2C3CaMeXkIIIQpV7ul84403kJGRgStXrnDrS0tLwRiTmwcaqJiiTE9PT6Plf/XVV4iMjMTBgwdhampa4zZ37txBjx49AEDtoFvV8mTpzp07B7FYjMmTJ1fbvr5WrVoFY2NjfPDBB9yxvHr1Km7duoUlS5agsLAQR48excyZM7m5YGVlR0REYP369Th//jz3x4DsOCQmJuLSpUtIT0/H3LlzYW1tjcLCQsydOxcLFy7Ea6+9xtVBU+exNlXLkO1HbceyPn9MqVKeWCxGYmIi94eFKue1tLQUhoaGFOw2YdTDSwghRCFZsAQAP/zwAxhjWLJkCbfe0NCwWrALQOPB7jfffINPP/0Ur776Khd8Vr5rv/LUfLJglzFW52BXWXn5+fkAgBEjRnDBbuWeYU3w9vaGkZER7ty5w/WylpWVISkpCRKJBMbGxvD19QWfz69WtmxuWNmMC5WPQ+fOnTFs2DCIRCLs3LkTubm5MDY2hrW1dbWpuBo62K1cxgcffIAFCxbgyy+/RFRUFHg8HqKiovDvv/8CkO+Jrc8vB8rKS0pKglAoVCvYBSo+CwC4406aHgp4CSGE1EjWe2hkZISPP/4Yd+7cQUhISIOWWTmA2717N65evYqEhASkpqbis88+4+pVXl6OvLw8zJkzB9HR0XJ5qBN01KW8qKgoufGtdQnCavuB1cHBAYaGhrh27Ro+//xzxMXFITAwEP379682rrZq2Twer9Z5ZDt37ozJkyfDwsICwcHBWL58OR4/fgx3d3e196Gurl+/zk3nFRQUhMzMTCxZsgQdOnTAnj17kJ2djYcPH2LDhg0oKiqqdxCpbnkyFLzqDgp4CSGE1Er2pd+vXz94eHhgyJAhDVKOrBdVFsBt27YN586dw9KlS2Fra4vvvvsOd+7cQWBgIICK3jqRSIRp06YhJydHq+Xl5ubWe19rGivMGON6cIcPH47y8nL88ssvePvtt/H2228rzdvS0hJPnz5Fbm4uN55aFlwfPnwY27Ztg62tLUaPHo1nz57h7t27+OGHH7T28JDs7GxERUXh4MGDEIvF6Nq1K3r16gUHBwdMmTIF5ubmKCwsxOuvv47p06dzDyDSRnkzZsyod3mkaaIxvIQQQlQmGz+pqZvSMjIyUFpairZt2wKoeICOvr4+Dhw4gEOHDuHAgQOwsbHhyisqKoKvry+cnJywatUqAMCzZ89gbW3dJMtTRJWxwrX9lK7Kz+y9evWCk5MTDh06BOC/8yab9WHt2rXck9YsLS254Q8NPYxBVvcnT55gy5YtEIlEcHBwQEZGBhwcHNClSxfMmDEDQUFBGDRoULMrjzRd1MNLCCFEZbIgVxPB7tWrVzFw4EBMnjwZbm5uYIxxP9cXFhbC398fNjY2cuNQBQIB9u/fj+vXr+PGjRsAoHLwqe3yFFF1rDCPx6v22HAZZVO0AYC/vz8ePnyIlStXAqg4X1988QUOHz6MefPmcXm0atWKu2lLG2N2K+97ZmYmMjMzce/ePRQWFiIhIQHz58/H7NmzNRZ8ars80nRRwEsIIUTrrly5gokTJ2Lx4sUIDAxESUkJAgICuPUCgQChoaEoKCiAnp4ed+PW33//DSMjI5w9exb9+vVrsuUpoomxycrI8h8+fDimTp2KsLAwdOjQAZMmTcLu3bsRHh4OOzu7atONNfRY1co/Jv/zzz/4888/sWfPHixcuBAWFhYoKCiAj48PfvzxR8ydO7faNk29PNL0UcBLCCFEq7KzszFixAi88847eP/99zFkyBB0795d7maswYMHw8rKCn/99RcXhCYnJ2PVqlWIj4/neiNVCVK0XV5V2h6bDABmZmZ49913cebMGaxatQqLFi3C1atX0blzZ60MXahKFlCfPXsWRkZGGDduHP744w906tQJtra2iI+PR0pKClq1agWg/lO8abs80vTRGF5CCCFa98knn+DWrVvYsWMHOnbsiDlz5iA3Nxdvv/0299CIEydOID4+Hk+ePMHYsWPx+eefY9q0aXj33XebfHlNYaywIpoae62qyoFkTk4Ovv/+e5SVlXFBvVgsxrVr1zB37lxMnDix2ZVHmg8KeEmTtGjRIri5uXFzXFZ1/fp1+Pn54fbt22pfvMeNG4c33ngDvr6+GqgpIaQuoqOjsWnTJri7u+Pvv/9GcHAwpkyZgnPnzmHUqFGYMmUKxowZg4yMDJw/fx6lpaUQCoWYMmUKAPV75LRZ3tWrVzFnzhy0atUKBgYGiIyM5Lb9/vvv4eTkBDc3t2o9rcXFxRg/fjzWrVtX7+ETTU1ERATc3d2RlpaGS5cu4eHDh+jVqxcKCwtRWlrKzT6hqZ5WbZdHmgFGiBYdPXqUmZiYVHsZGBgwAOzUqVOMMcY6d+7M0tLSasynZ8+e7MSJE3LLwsLC2LBhw5ipqSkzNjZm3bt3Z9u3b2dSqVQu3Z07d5iVlRUrLCzU+P4RQlS3detW5uDgwLp27crKy8sZY4ylpKQwX19f1qNHD3bw4EGF21X9TDel8iIjI5mFhQX79ttvWXh4OOvXrx/z9/fn1u/bt499+OGHTCwWM8YYk0gkjDHGbt26Jfe+uZMdX8YYe/z4MVu5ciXbtm0bKy0tZUlJSez9999na9euldumrue1McojzQ+N4SVa5ePjA7FYLPeKiIiASCTC3LlzMWbMGCQmJqJbt25o06aNwjwuX76Mp0+fYty4cdyyvXv3YuLEifD29kZKSgqysrLw+eefY8OGDdV6crt3744OHTpw0/UQQrSLvfhhccGCBRg5ciT09fW5X2rs7Ozw7bff4tChQ5g+fbrC7dXtkdNWeY09VripqDxsIjw8HMXFxfD09ASfz8fu3bvRokUL5OfnV5sZoa49rdoujzRPFPCSRhUZGYlhw4Zh1qxZ2LVrF/h8PsLDwzF//vwat/n5558xfPhw7oshLy8Pixcvxtq1a7FgwQKYm5vDyMgIXl5eOH78OA4ePIjw8HC5PEaPHo1ffvmlQfeNEKKYbBosANi6dStEIhFmzZrFrRcKhXB2dgYAjTwIQVvlWVhYYPny5bhz5w7+/fdfGBgYQCKRIDo6mrvedO7cGZ07d8Yff/yBlStX4uLFi3jnnXcwfvx4dO3aVa7OzZUs+Fy+fDn27duH06dP48yZM+jbty/XWeHh4YFhw4Y1y/JI80QBL2k0Z86cgZeXFz744ANs2rSJW56WloZRo0bVuN1ff/2Fbt26ce+vXbuG/Px8TJ06tVravn37omPHjjh79qzccldXV9y8eVMDe0EIqYvKQejmzZuRnp6Ob7/9tlo6Td1gpa3y3nzzTdja2uLy5ct4//338dNPP8HU1BR+fn6YNWsWfv31V0yaNAlz5sxBnz59kJKSgvnz53M3xjX3nl2ZmJgYZGdn4+DBg7hy5QqcnJzQvXt3rFmzBkePHuV+eavP/mq7PNK86StPQojmHTlyBDNnzsQXX3yBRYsWya1bs2ZNrdtmZ2fDzMyMey+bnL1ly5YK07ds2RIFBQVyy8zMzPD8+fO6VJ0QoiGyXkwXFxd07doVQqGw2Zfn6uqKfv36YcOGDeDxeBCLxeDz+UhNTUVAQAD8/f3x/PlzTJ8+vdoQCtaMb6CqPKzgwoUL6Nu3Lzp16gRPT0+8/vrrePvtt/Hxxx9j4cKF6Ny5M4D67a+2yyPNHwW8ROt27dqFBQsWYOfOnXWaKcHCwkLuOfavvPIKACAqKgoDBw6US1tQUID79+9jxowZcstzc3NrDJAJIdolFAqxdu1auT9km2N5soBqwYIFuHfvHi5fvlxtrPDDhw+54RNVNadgrOr0ZrL/+/n5wcbGBoMHD0abNm3g4OCAVq1aYdq0aXB3d0eHDh24bdTZX22XR3QPDWkgWrVp0yYsXLgQP/74Y52nBevduzdiY2O59z169MCQIUPw+eefV0u7efNmtGjRAm+99Zbc8rt376JPnz51Kp8Qonmy4FNbPzk3RHnaHpusTVlZWXjy5AkAyD16OSwsDCkpKXj27BliYmKQmJiIRYsW4fLly7h//z5Gjx4NgUCAKVOmYOHChQBUO+baLo/oPpqHl2hNQEAANm3ahF9++aXWMbrKhIeHY+bMmUhJSeFuXHv06BGGDRsGT09PbNq0CYaGhvjqq6+wdu1anDx5Eh4eHnJ59O/fH3PmzKn15jhCCKkLWU/v77//jrVr1+L111/ngq/m6LfffsOqVavA4/Hw7bffwtHREUBFh8Kvv/6Kfv36wdjYGK6urnjw4AFSU1PRr18/pKamwszMDO+99x6XlyrDCrRdHnlJaG8GNPIy+/vvvxkApqenp3Ae3uHDh6uVX48ePbh5eAMDA5mJiQlr0aIFA8D27dvHIiIiGACmr6/PTExM2Pz587lto6KiWOvWrVlBQYEmd5EQQuTk5+ezRYsWseDg4MauSp1dv36dmZmZseDgYHbnzh1ueXh4OLOxsWGpqamssLCQ7dy5k/30008sOzubZWVlsfz8fObu7l5tvvSmVh55eVAPL2mWrl27hgULFtTpSWvjx4/HpEmTMHv27AaqHSGEVMjNzdXa2GRNy8nJgY+PD6ZOnYq5c+dyy6VSKVJTU/HLL7+Az+fj/fffx2+//YbTp08jKCgIubm52LRpE2xsbODn59dkyyMvFwp4CSGEkAbGmuFP67m5ufD29saOHTvQqVMn8Hg8uX148OABzp8/j9zcXNy6dQseHh7c0I20tDS0bdsWgOr7ru3yyMuFblojhBBCGlhzDMAePnyIuLg4mJiYgM/nc/sg6yfr0qULvL29UVBQgIyMDLl7ImTBJ6D6vmu7PPJyoYCXEEIIIXIYY7C1tUW7du2QmpoKoGK2BKAioExOTsaWLVtga2sLPz8/TJ06FevXr68253lTLY+8fCjgJYQQQogcHo+H1q1bo2XLllixYgUAQE9PD0VFRQCAwsJC/PXXX3jy5Anatm0LT09PeHt7w8TEpFmUR14+FPASQgghRI5sGEFgYCDy8vKwcuVKAIBAIAAA+Pr6om3btrC1tQUAdO3aFa6urs2mPPLyoZvWCCGEEKKQWCzGnj178NNPP8HIyAheXl746aef4OTkhEOHDgGo/hS05lQeeXlQwEsIIYSQGuXn5yMuLg5bt26Fvb09LC0tsWTJEgAV42xlDwBqruWRlwMFvIQQQghRm7aDTwp2SX1QwEsIIYQQQnQaDYIhhBBCCCE6jQJeQgghhBCi0yjgJYQQQgghOo0CXkIIIYQQotMo4CWEEEIIITqNAl5CCCGEEKLTKOAlhBBCCCE6jQJeQgghhBCi0yjgJYQQQgghOo0CXkIIIYQQotMo4CWEEEIIITqNAl5CCCGEEKLTKOAlhBBCCCE6jQJeQgghhBCi0yjgJYQQQgghOo0CXkIIIYQQotMo4CWEEEIIITqNAl5CCCGEEKLTKOAlhBBCCCE6jQJeQgghhBCi0yjgJYQQQgghOo0CXkIIIYQQotMo4CUAgOTkZPB4PAiFQpiYmMDZ2RmRkZGNXS21eHh4wMjICEKhEEKhEF5eXnLrMzIyMGbMGJiYmMDR0RHh4eE15qVO2rpQN/8tW7agS5cuEAgEcHBwwNdff13nshvrXN+5cweDBg2CSCRCp06dsHv37lrTBwUFwc7ODqampujZsyfy8/M1Wh91zsF3332HXr16wcDAAKtXr1aaty6cr/qKjY2Fm5sbRCIRnJycEBERUWv6hjzf6n7e1KmLJs81IaQBMUIYYyEhIczZ2ZkxxphUKmWffPIJ69q1ayPXSj3u7u7s4MGDNa738fFhc+bMYQUFBezkyZPMwsKCZWVl1TttZbNmzWJ79+5Vmk6d/P39/Vn37t3Z7du3mUQiYbdu3WLdunVj/v7+SstRpLHOdbdu3diaNWtYeXk5u3XrFhMKhSwuLk5h2q1bt7KhQ4eyhw8fMqlUyqKiolhxcbFK5TTEOThx4gQ7efIkmzp1Klu1alWt+erK+aqP0tJS1rlzZ/b1118ziUTCLly4wCwtLVlmZqbC9HU93w1xrtWpi6bPNSGk4VDASxhjjK1Zs4ZNnz6dex8aGsosLCwasUbqqy3gzc/PZwYGBiw1NVUufXBwcL3SVqXKF7A6+WdkZDBjY2MWHx8vtzw2NpYJBAKWnp6utE5VNda5FgqFcvvRt29f9ssvv1RLJ5FImK2tLXvw4EGdytH0Oahs/vz5tQa8unS+6uPu3bvV6jhixAi2a9euamnrc741fa7VqUtDnGtCSMOhIQ0EABAVFYVevXoBANLS0rBx40b4+Pg0Wn3Gjh0Lc3Nzha8NGzbUuN3SpUvRunVreHp6Ijo6mluekJAAoVCIdu3acctcXFwQGxtbLQ910taFOvn//vvv6NixIxwcHOSWOzk5oV27dvj999/VLl8T57ou52fhwoU4dOgQJBIJbty4gZSUFAwYMKBaukePHqGwsBDHjx+HtbU1HB0dsWvXLrX3szYNdY6b6vmqj7p+Fhlj1d4rOr4Nfb7VOdfq1KUhzjUhpOFQwEsAVHypBgQEcF8Mzs7O+Oabb+qU1507d7Bnz5561Sc0NBQ5OTkKXx9//LHCbYKCgvDvv/8iJSUFnp6e8PLy4sbeicViiEQiufQikQhisbhaPuqkBeQDgsOHD8PPz6/WgKC+dZExNzdHYWGhwnW1UXauR40ahWfPntWaR13Oj5eXFw4cOAAjIyMMHDgQGzduhK2tbbV0aWlpyM3NRXx8PJKTk3Hs2DGsWLECV69erbE+DXkO1NEY5ysiIgIeHh5wc3PDmDFjkJaWhpEjR8LDwwNmZmbw8PCAh4dHtXxLSkowYMAACIVCPHjwoMby63KuHR0dYW5ujs2bN6OsrAznzp1DZGQkCgoKqqVV93w35LlWpy4Nca4JIQ1Hv7ErQBqfWCxGUlISsrOzIRKJ8OWXX+LHH3+EoaFhnfJzdXVFjx49NFtJFfTr14/7/0cffYTg4GD88ccf8PT0hFAoRF5enlz6vLw8CIXCavmokxaoCAhkfH194eHhAV9f3xrrqU7+HTt2RHx8PCQSCfT1//u4lpaWIiEhAR07dqyxHEVUOdfPnj2DtbW1Wvkqk52djTFjxiA4OBiTJk1CbGwsRo8eDRcXF673UkYgEAAAAgICIBAI4OrqimnTpuHMmTMYMmSIwvwb8hyoQ9vnKzMzEwEBAQgNDYVIJEJycjJKS0sRFhYGABg8eHCNN4sZGBjg5MmT+L//+7+67WwtDAwMEBISgoULFyIwMBB9+vTB1KlT5XpZZdQ93w15rtWpi6bPNSGkYVEPL0F0dDTatGkDc3Nz8Pl8LF68GImJidyQgKioKPTv3x9Dhw7FZ599BsYY/ve//2HYsGEYO3YscnNzERERgQkTJmD8+PE4ceIE/P39FaarmldNvLy8uNkWqr7Wr1+v0n7x+XzuZ1UHBweIxWKkpaVx62NiYuDs7FxtO3XS1oU6+ffr1w+WlpY4fPiw3PJDhw7BysoKffv2VatsZec6Pz8fpqamSvNR9/wkJibCxMQEkydPhp6eHlxdXTFw4ECFsw107doVhoaG4PF43LLK/9eEhjrH2j5fZ86cwYwZM7ieRnt7e5UDLT6fr9IfNnX9LLq6uiIyMhJZWVk4f/48kpKS5P4olWno863OuVanLpo+14SQBtaoI4hJk7B9+3Y2cuRIuWXjxo1jgYGBjDHGvvzyS/bjjz8yxhgrLy9np06d4tadOnWKBQUFscuXL7MRI0Ywxhi7fPkyW7lypcJ0VfPSlOfPn7OwsDBWXFzMSkpK2ObNm5m1tTXLycnh0kyePJm98847rLCwkJ0+fbrWO7XVSVsX6uR//fp1Zm1tzS5fvswYY+zSpUvMysqKXb9+Xe1ylZ3rP//8k7377rtq56tMTk4OE4lELCQkhEmlUhYbG8usrKzYhQsXFKZ/66232Lx581hxcTGLi4tjVlZW7MqVKxqtkzrnoKysjBUVFbG5c+eylStXsqKiIiaRSBSm1eb5+vzzz1loaGiN2w8aNEhpGbNmzWIJCQlq102ZqKgoVlRUxAoKClhQUBDr379/jWkb+nyrc67VqYsmzzUhpGFRwEvY/Pnz2bJly+SWbd26lb322muMMcYyMzPZwoUL2VtvvcXOnj3LNm7cyFxdXZm7uzsbNGgQ+7//+z92+fJl9sknnzDG/gt4FaWrmpempKens969ezOhUMhatmzJhg4dym7dulUtjZeXFxMIBMzBwUEu2Bo9ejQXRChLW9Xo0aOZiYmJwlflPFWtS2WBgYHMxMSE6enpMXt7e8YYY/b29kxPT6/W/Gui7Fzv3buXbd68Wa08VXXu3DnWvXt3JhQKWfv27dmGDRvk1lc+B8+fP2fe3t5MKBQye3t7tmPHjlrz1vQ5qNoeVq1axQDIvRTNDqDt87V///5aj01jBrxLlixhZmZmzNTUlHl7e7MnT55w66oeX3XOd0N83urS9jR9rgkhDYvHWJVbaQmpoqioCAKBAKWlpRg0aBBWrlyJxMRELF++HABQVlaG69ev4+LFi1i3bh0iIiJw8eJF9OnTp1o6iUQil9fNmzcbc9dIFR999BGGDx+OUaNGNXZViAoyMzPh7e3NjeFNSUlBeXk5N6xh8ODBuHbtGpc+LS0Nbdu2lcvD19cX/v7+6NKli1brTggh2kRjeIlShw8fhpubGwYOHIjp06djwoQJSExMxLBhwzB06FCcPXtW4XaK0lXNizQt9+7dw6pVqzBixAi8/vrr1aaWIk1Lq1atsHbtWowfPx5ubm7w8/NDixYtFKaVSCTVbu6aOHEiwsLCMGvWLBw7dkwLNSaEkMZBPbyEEPISuHHjBmJiYjBnzpzGrgohhGgdBbyEEEIIIUSn0ZAGQgghhBCi0yjgJYQQQgghOo0CXkIIIYQQotMo4CWEEEIIITqNAl5CCCGEEKLTKOAlAIDk5GTweDwIhUKYmJjA2dkZkZGRjV2tWn333Xfo1asXDAwMsHr1aoVpfv/9d/D5fKxbt67auqCgINjZ2cHU1BQ9e/ZEfn6+yvmqU4f6io2NhZubG0QiEZycnBAREVFj2oyMDIwZMwYmJiZwdHREeHh4rXlv2bIFXbp0gUAggIODA77++us617M5tqGazJs3D7a2thCJRHBxccHp06fl1tfUdgDAw8MDRkZGEAqFEAqF8PLyqpZ/SUkJ5syZg/bt20MkEmHAgAH4/fffNb4f9f2M1DWtJtsVUPGAjYULF8LOzg4ikQjOzs4ICgpCeXl5vfKtC1U/86ocqzt37mDQoEEQiUTo1KkTdu/erdG6qnM9UOc6o4y9vT2MjY25z4CNjU2d8yJEUyjgJQCAqKgoODs7QywWQywWY8KECZg3b15jV6tWtra2WL16Nd544w2F66VSKZYuXYq+fftWW7dt2zacO3cO169fR15eHvbv3w9DQ0OV8lWnDjXx9fXFvn37lKYrKyvDhAkTMHnyZDx//hzffPMNJk+ejKysLIXpFyxYABsbG2RkZOCLL77AlClTkJ2drTDtp59+in379uH48eMQi8U4cuQIdu/ejU8//VStfZFpjm2oJsuWLUNycjLy8vIQHByM6dOnc8e8trYjs3v3bu44KHowi0Qigb29Pa5du4acnBwsWbIE48aNg1gsVlo3VdsOUL/PSF3Tarpdpaen47XXXkNxcTH+/PNP5OXl4fDhw7h27Rr4fO1/hanymVf1WM2YMQOjRo1CTk4Ojh8/jqVLl+LevXtK66BqG1D1eqDudUYVYWFh3Gfg6dOndc6HEE2hgJcAqAhWevbsCQDg8XgYNGgQMjMzG7lWtZs4cSLGjx8Pc3Nzhet37tyJ/v3749VXX5VbXl5ejsDAQOzatQvt27cHj8eDq6sr94QqZfmqU4f6un//Pp4/f45FixZBT08PI0aMQM+ePXHixIlqacViMUJCQrBmzRoYGxtj/PjxcHFxwcmTJ6ulzczMxObNm3Hs2DH06NEDenp66NWrF44cOYJNmzYhIyND7bo2xzZUk1deeYVrDzweD6WlpUhLS1PadlRlYmKCgIAAtG/fHnw+H9OmTYOhoSHu37+v0f2o62ekrmkbol29//776NWrF3bt2oU2bdoAALp3745Tp06Bx+OpnV99qfKZV/W4Jicn48033wSfz0evXr3w6quv4p9//tFIPdW5HqhznQEqPhOPHj3i3nt4eODQoUMaqTchDYUCXgKgIljp1asXACAtLQ0bN26Ej4+P1sofO3YszM3NFb42bNigdn5ZWVnYsmUL1qxZU23do0ePUFhYiOPHj8Pa2hqOjo7YtWuXJnajQVR9NgxjDLGxsdXSJSQkQCgUol27dtwyFxcXhWl///13dOzYEQ4ODnLLnZyc0K5duzr9vN7YbUiR+rQrPz8/CAQC9O3bF8OGDYOLi4vKbWfp0qVo3bo1PD09ER0drbSeCQkJyM7ORpcuXeq8r+qq7TNS17SableJiYn4+eefsXbtWrW2U5WmrzuAesd14cKFOHToECQSCW7cuIGUlBQMGDCgTuVWpc71AFD9OkNIc0UBLwFQEawEBARwF0hnZ2d888033PqIiAh4eHjAzc0NY8aMgaenJzw8PGBmZgYPDw94eHhUyzMyMhIDBgzA4MGDsXTp0lrLDw0NRU5OjsLXxx9/rPb+rFy5EkuWLFHYC5OWlobc3FzEx8cjOTkZx44dw4oVK3D16lW1y1FH5S/Xw4cPw8/PT+mXq6OjI8zNzbF582aUlZXh3LlziIyMREFBQbW0YrEYIpFIbplIJFL4M7mitDLm5uYoLCxUe//UbUNpaWkYOXKk0nYEAOfPn4ebmxs8PDywZMkSSCQSlepUn3a1fft2iMViXLx4ESNHjgSPx1Op7QQFBeHff/9FSkoKPD094eXlJTfGt6qioiJMnz4dn3zyCczMzBSmqUvbUaa2z0hd02q6XYWHh8PBwQGOjo4K10dERKBDhw4YPny4XC9jREQE/P39leav6esOoN5x9fLywoEDB2BkZISBAwdi48aNsLW1VZhW3TagzvVAneuMqry8vLj6LVu2rM75EKIp+o1dAdL4xGIxkpKSkJ2dDZFIhC+//BI//vgjNy4xMzMTAQEBCA0NhUgkQnJyMhhj6NixIwYPHlzjzQ1dunRBZGQkWrRogbfffht3796Fi4tLg+/P7du3cfPmTWzbtk3heoFAAAAICAiAQCCAq6srpk2bhjNnzmDIkCENVq/Q0FDu/76+vvDw8ICvr2+t2xgYGCAkJAQLFy5EYGAg+vTpg6lTp8r12sgIhULk5eXJLcvLy4NQKKyWtmPHjoiPj4dEIoG+/n+XgdLSUiQkJKBjx45q7Vtd2lBpaSnCwsIAoNZ2lJmZiXXr1uHs2bMQCoUICgrC999/j/fff1+tOtaFnp4ehg8fji1btsDBwYELRmprO/369eO2/+ijjxAcHIw//vgDnp6e1fIvKyuDj48PunTpgoCAgBrrUZe2Uxtln5G6ptV0u0pPT1fY1iubMWMG1q1bh+LiYrzxxhs1BsfaoM6xys7OxpgxYxAcHIxJkyYhNjYWo0ePhouLC/dLSWXqtgF1rgfqXGdUdfbsWQwePLjO2xOiadTDSxAdHY02bdrA3NwcfD4fixcvRmJiIvdT7JkzZzBjxgyut8De3l6lL662bdtyYxv19fWhp6dXY1ovLy/ujt6qr/Xr16u1P5GRkbh//z7atm0LGxsbHDlyBBs3bsTs2bMBAF27doWhoaHc+L/GGAuoKldXV0RGRiIrKwvnz59HUlKSXFAl4+DgALFYjLS0NG5ZTEwMnJ2dq6Xt168fLC0tcfjwYbnlhw4dgpWVlUo3MVXWUG0IAH799VfMnDmT+6JevHhxjWMLq9JUu5JIJHjw4EGd2g6fz6/2czFQcWPTjBkzwOPxsH//fq22QWWfkbqm1XS7at++PVJTU1VKa2RkhA8++ACnTp1SOX9NXncA9Y5VYmIiTExMMHnyZOjp6cHV1RUDBw7U2Mwm6lwPANWvMzLFxcXc/3NzczVSZ0IaFCMvve3bt7ORI0fKLRs3bhwLDAxkjDH2+eefs9DQUIXbDho0SGn+f//9N3v99dfrX9EqysrKWFFREZs7dy5buXIlKyoqYhKJhBUUFLAnT55wrylTprD/+7//Y8+fP+e2feutt9i8efNYcXExi4uLY1ZWVuzKlSu15qtOHTQpKiqKFRUVsYKCAhYUFMT69+9fY9rJkyezd955hxUWFrLTp08zCwsLlpWVpTDt9evXmbW1Nbt8+TJjjLFLly4xKysrdv36dbXrWJ82xFjt7UjRtoMHD1a7jqrKyclhP/zwA8vPz2dlZWXs6NGjrEWLFuz27duMsdrbzvPnz1lYWBgrLi5mJSUlbPPmzcza2prl5ORUK2fu3LnMzc2NFRUVNdi+1OczIqNOWsY0266ys7OZtbU1W7duHSsoKGDl5eXsxo0bbMmSJYwxxi5fvsxWrlzJpf/nn3/Y3Llzqy3XpNo+8+ocq5ycHCYSiVhISAiTSqUsNjaWWVlZsQsXLmisrupcD9S5zgBgn376KSsvL2cXLlxgfD6fbd++nZWVlTHGGOvQoQO7evWqxvaDEE2ggJew+fPns2XLlskt27p1K3vttdcYY4zt37+f7dixQ+G2ygLeZ8+escGDB7OnT59qprKVrFq1igGQe+3du7daulmzZrHPPvtMbtnz58+Zt7c3EwqFzN7eXm7/lOU7evRoLpBTtQ6y7UxMTBS+ZPkpsmTJEmZmZsZMTU2Zt7c3e/LkicK6MMZYeno68/LyYgKBgDk4ONT45RkYGMhMTEyYnp4es7e3Z4wxZm9vz/T09JTWR5H6tCHGam9H+/btYzt37uTeFxcXs2HDhrFTp06x9evXs0WLFqlVV2Vyc3OZh4cHMzMzYyKRiPXq1Yv9/PPP3Pra2k56ejrr3bs3EwqFrGXLlmzo0KHs1q1b3HrZ+UpOTmYAmJGRkVw7kAXOVdW17dT1M1K1XdWWtjJNtyvGGIuJiWGjR49mlpaWrGXLlqxv375sz549jLHqAW94eDj79NNPGzTgVeczr+y4njt3jnXv3p0JhULWvn17tmHDhhrLrUsbUHY9qFyf2q4zVQFg8+fPZ61atWJDhw5lAQEBzMLCgj18+JAxRgEvaZp4jCn4rY2QSjIzM+Ht7c2Nv0xJSUF5eTk3hvfatWtc2rS0NLRt2xZAxeT6Y8aMwcaNG9G7d+/Gqj5pAmprQwBqbUfp6el44403cO7cOZiYmCAoKAhGRkZYtGgRAGD+/PnYsWOH9neKNLqIiAhcvHiRG8Pr4+ODVatWcTcbqvIwDaI+Ho+H1NTUeo3xJUTbaAwvUapVq1ZYu3Ytxo8fDzc3N/j5+Smcd1QikcjdRHHgwAHcvXsXy5cvh4eHR4M8SYo0D6q2IaB6O7KyssInn3yCUaNGwd3dHY8ePcL//vc/AMCGDRvwzjvvaGMXSBN18OBBDB8+HKNHj8bUqVPRp08fAMAPP/yAESNGYMSIEXI3fBFCXk7Uw0s05saNG4iJicGcOXMauyqkGVO1Ha1fvx7x8fHo0aMHFi9e3KRvPCREl1APL2mOKOAlhBBCCCE6jYY0EEIIIYQQnUYBLyGEEEII0WkU8BJCCCGEEJ1GAS8hhBBCCNFpFPASQgghhBCdRgEvIYQQQgjRaRTwEk5mZiYWLlwIOzs7iEQiODs7IygoCOXl5Y1dNa35/fffwefz5Z7QNG/ePNja2kIkEsHFxQWnT5+ucfvvvvsOvXr1goGBAVavXt0gdczIyMCYMWNgYmICR0dHhIeH15g2NjYWbm5uEIlEcHJyQkRERJ3KtLe3h7GxMYRCIYRCIWxsbOpYe2pnMoraGgAEBQXBzs4Opqam6NmzJ/Lz81VaV5WHhweMjIy4c+bl5aWxupeUlGDOnDlo3749RCIRBgwYIPdgGVmZshefz8emTZsavK6aaqeJiYnQ19dHcXFxnbavjbLrSU3HTtkxVyVvZWVoWk1tvKbrpCr7WJe0ytjb28s96REAVq9ejblz59YpP9I0UcBLAFQ8vvW1115DcXEx/vzzT+Tl5eHw4cO4du0a+PyXo5lIpVIsXboUffv2lVu+bNkyJCcnIy8vD8HBwZg+fTqysrIU5mFra4vVq1fjjTfeUKtsX19f7Nu3T6W0CxYsgI2NDTIyMvDFF19gypQpyM7OrpaurKwMEyZMwOTJk/H8+XN88803mDx5co11VyYsLAxisRhisRhPnz6tUx7UzirU1Na2bduGc+fO4fr168jLy8P+/fthaGiodF1Ndu/ezZ2zs2fPqlQ3VdqiRCLhgoScnBwsWbIE48aNg1gsBgCuTLFYjPj4ePD5fHh7e2u8ropoop1GRUXB0dERRkZGda5HTZRdT2o6dsqOuSp5KytDGXWuUzW1caDm66Qq+1iXtIQAFPCSF95//3306tULu3btQps2bQAA3bt3x6lTp16aJ1jt3LkT/fv3x6uvviq3/JVXXuEeg8vj8VBaWoq0tDSFeUycOBHjx4+Hubl5g9RRLBYjJCQEa9asgbGxMcaPHw8XFxecPHmyWtr79+/j+fPnWLRoEfT09DBixAj07NkTJ06cUJg3j8fDo0ePuPceHh44dOiQRutP7ayCorZWXl6OwMBA7Nq1C+3btwePx4OrqytatGhR67rGYGJigoCAALRv3x58Ph/Tpk2DoaEh7t+/Xy3t4cOH8dprr6Fjx44aKVsb7TQqKgrdu3fXaJ4y6lxPKh87VY65OnkrKkOTarqeAjVfJ9VpV+qkBbTTbkjTRgEvQWJiIn7++WesXbu2satSb2PHjoW5ubnC14YNG2rcLisrC1u2bMGaNWsUrvfz84NAIEDfvn0xbNgwuLi4NNQu1CohIQFCoVDukZ4uLi6IjY1VmL7qgxQZYzWmbWi61M4Azbe1R48eobCwEMePH4e1tTUcHR2xa9cupetqs3TpUrRu3Rqenp6Ijo6u3w7XIiEhAdnZ2ejSpUu1dQcPHsTMmTOV5qGtuqoiOjoarq6uStPVtQ2oej2p7djVdMzVvVapen7Uoex6qqra2lV90pKXEwW8BOHh4XBwcICjo6PC9REREejQoQM8PDwwbtw4FBYWaqTcixcvqjzOtaSkBAMGDIBQKMSDBw9qTBcaGoqcnByFr48//rjG7VauXIklS5bU2DO7fft2iMViXLx4ESNHjtRIb2TlL8vDhw/Dz89P6ZelWCyGSCSSWyYSiRT+jOfo6Ahzc3Ns3rwZZWVlOHfuHCIjI1FQUFCn+np5eXH1W7ZsmdrbN1Y7A9Rra5GRkRgwYAAGDx6MpUuX1phO020tLS0Nubm5iI+PR3JyMo4dO4YVK1bg6tWrta6rSVBQEP7991+kpKTA09MTXl5eNY75rUtblCkqKsL06dPxySefwMzMTG5ddHQ04uPj4ePjU2se6tRVmfq2U0D1Ht66tgFVrie1Hbvajrk61ypVzk9d2oay66kqatvH+qStSeV2o0q7J80PBbwE6enpcj2GisyYMQMRERFwd3fH0aNHtVSz/xgYGODkyZOYPHmyxvO+ffs2bt68iXfffbfWdHp6ehg+fDguXryIM2fO1Lvcyl+Wb731FrZv3670y1IoFCIvL09uWV5eHoRCYbW0BgYGCAkJwcmTJ2FjY4OvvvoKU6dOVXqua3L27Fmufps3b1Z7++bQzgCgS5cuiIyMxLVr15Ceno67d+9qLO/a2ppAIAAABAQEQCAQwNXVFdOmTcOZM2dqXVeTfv36QSgUQiAQ4KOPPoKpqSn++OMPhWnr0haBinHiPj4+6NKlCwICAqqtP3jwIMaNG6c08FGnrsrUt53m5eUhOTm5wYY0yCi7ntR07JQdc1XyVlZGZeq2DVWvp7VRZR/rkrY2lduNsnZPmicKeAnat2+P1NRUldK6uLjg0aNHiIqKQv/+/TF06FB89tlnYIzhf//7H4YNG4axY8ciNzcXERER8Pf3B/BfD1tZWRneeOMNjBw5krv5oby8HNOnT4e7uzvGjx9fLaADAD6fD2tra6X18/LyqnYHsuy1fv16hdtERkbi/v37aNu2LWxsbHDkyBFs3LgRs2fPVpheIpHU2svckBwcHCAWi+XG5cXExMDZ2VlheldXV0RGRiIrKwvnz59HUlIS+vXrV2P+le9Kz83N1VzFoZl2BqDB21rbtm25cZD6+vrQ09NTWEdNt7WuXbvC0NBQrkdO9v/a1qmKz+dXG+JSH1KpFDNmzACPx8P+/fur1UcqleLw4cOYMWOG2nkrq2tDttO7d+/C0tKSG2Nem7q0gaoUXU9qOnbKjrkqeSsro77UvZ4qqpeq+6ju8WjIdkOaPgp4CcaNG4fc3FwEBgaisLAQUqkUN2/eVPhz7rVr1+Dg4ICLFy9i6dKluHz5MlauXInQ0FDY2dnh0qVLmD9/Pnbu3KmwrJCQEHTv3h1hYWHo2rUrAODEiRNcr9qECRNUGptYk7Nnz8rdgVz5tWLFCoXbzJs3Dw8ePMCdO3dw584djB8/HgsWLMBXX32F3NxcHD58GGKxGBKJBMeOHcPly5fh5uamMC+JRILi4mKUl5fL/V+Zffv2wdfXV2k6oVCICRMmYNWqVSgqKkJoaCiio6MxYcIEhemjo6NRXFyMwsJCfPHFF5BKpRg9enSN+R84cABSqRQXL15EdHQ08vPzIZFIlNZLFZpoZwC01tZu376NzMxMODk5KVyv6bZmYmKCyZMnIzAwECUlJbh37x6OHDmC119/vdZ1iuTk5ODChQsoKSlBaWkpvvrqK2RnZ6N///417q+Mqm1x/vz5ePLkCY4dOwZ9ff1q68PDw1FWVqZ0irG61LUh22lUVBScnZ1RXFzMvUpLSxWmVbcNqHo9qenY1XbM1b1WqXp+KlOlbdTWxmVqu04qa1eVqZMWaNh2Q5o+CngJWrZsifDwcFy7dg3t27dHq1atsGDBArmbHQ4ePAgPDw+kp6fD29sbvr6++O233/D2228jLCyM+wL28PDAxo0bkZWVJffXtqy3JjExEb179wYA7t8HDx5wU9f0799f672nxsbGsLGx4V4CgQBCoRDm5ubg8XjYtWsX2rVrB0tLS2zYsAGHDx9Gjx49uO29vLy43px169ZBIBBg9+7dCAwMhEAgwMGDBxWWW9feoe3bt+Px48ewtLTEsmXLcOTIEVhYWFSrCwDs3buX268//vgDISEhtR6L9PR0WFtbY/369fD394e/vz8eP36s4pGsnSbaGQCttLX09HQsWrQIwcHBGtl3mdraGlAx9VhmZiZatWqF119/HZ999hmGDBmidB0gf+7LysrwySefoFWrVrCxscHp06dx5syZGsc3qtsWHz58iN27d+PGjRto1aoVl7bymOKDBw9i2rRpCgOR+tQVaNh2GhUVhcjISAgEAu41depUjeStyvUEUHzslB1zZXlXvTbUdn4qU7dtKGvjQM3XSVXalWw/VElbVUO2G9L08Zgmf+MiOikiIgIXL16Umzy8qKgIAoEApaWlGDRoEFauXInExEQsX74cQMWXWFxcHL7++msEBwfjyy+/hFgshpOTE+Lj4+Hv749169ZBIpGgW7duuHv3LtasWYM9e/bg+fPn+OCDD5CWloa2bdvK1cXX1xf+/v50J24D4PF4SE1NrfMY3/pSpZ3dvHkTISEhDdrWSkpKMGbMGGzcuJELlEnT0djtlDRP1G4I9fCSOjl8+DDc3NwwcOBATJ8+HRMmTEBiYiKGDRuGoUOH4uzZs3B1dUV6ejpGjx6NhIQEAMCkSZNw69YteHp6IikpCUDFnIwJCQlwd3fHiRMn8O6770IikVT76WzixIkICwvDrFmzcOzYMW3vMmkEVdsZgAZvawcOHMDdu3exfPlyeHh41PnpTYQQQpoO6uElTdKNGzcQExODOXPmNHZVXhovaw8ItbXm5WVtp6R+qN0QCngJIYQQQohOoyENhBBCCCFEp1HASwghhBBCdBoFvIQQQgghRKdRwEsIIYQQQnQaBbyEEEIIIUSnUcBLCCGEEEJ0GgW8hBBCCCFEp1HASwghhBBCdBoFvIQQQgghRKdRwEsIIYQQQnQaBbyEEEIIIUSnUcBLCCGEEEJ0GgW8hBBCCCFEp1HASwghhBBCdBoFvIQQQgghRKdRwEsIIYQQQnQaBbyEEEIIIUSnUcBLCCGEEEJ0GgW8hBBCCCFEp1HASwghhBBCdBoFvIQQQgghRKdRwEsIIYQQQnQaBbyEEEIIIUSnUcBLCCGEEEJ0GgW8hBBCCCFEp1HASwghhBBCdBoFvIQQQgghRKdRwEsIIYQQQnTa/wPCX90bBnZkuQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 9.0 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.2 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2101.1 ± 34.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1654.3 ± 33.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 16.8 ± 1.2 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 45.3 ± 1.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 82.3 ± 3.3 $\\mathrm{\\mu F}$   $L$ = 4108.4 ± 504.9 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.2 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 6.6 ± 0.2 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 60.1 ± 1.5 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 44.6 ± 1.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 11.7 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 63.9 ± 0.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 259.7 ± 15.3 $\\mathrm{\\mu F}$   $L$ = 25616.8 ± 559.9 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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d3l5R4LFbW1AaNWqk7N69W9NYpUqPfU9vUAAlOjpa857Bg7XnokFZBso0Nzdl3SefKJkpKXr+CQkh/qso3xsiLzs7O+XcuXPa102aNFHWrFmjNGvWTFm8eLH2eFhYmNK/f39FURTlp59+Utq2bas9Fx0drVhaWiopKSlKYmKiYm5urly9elV7vnXr1sqCBQsKjcHf319xcXFRePAd+98tLCxMj5/4yWVlKYq1tfrB1/x3yssvv2yQOIQoz8LCwgr9bnBxcdGp7VKXvcSQRt8aQ3WOYAckKzB27HuA5iFgzu+G2WZmRJuacig9nZPARaCCry/DPvyQoP79MTF5MKPn77/h3j1QqTSvzcw0W0YGqbdvc2LrVmyiorDctYtTp05Rs2ZNuHxZG0vNBxu3bsGUKaROncr5ypXZUr06p/z8GD9+vOY9QghhREaMGMGSJUv49NNP+eeff7hy5QrNmjUjMjKSunXraq8LCAhg48aNAPnO1axZE3Nzcy5cuEBmZiZ2dnZ4eHjkea8x5+AuzMWLkJr64N8Emc8tRJlTrjvdOXO64fHTSxISElhz+jTvArUw4ziuwA0A5vj58cnnn6Py98e0enV8zMzIOnOG5L17efnZZ2nVqhWqnM51Dl/fQu9lDTz/8ss8D8zOyHh4YskSlOPHSdi9m5Q9e7CPiMDuQXUka0XB79Ytfr51iyXHjvHll19q3nPrFoqDA2evXOHZZ599ip+OEELoX6dOnejfvz9Tp04F4Oeff8bd3T1fDYbc9ReSkpKoVq1annZyzmdmZhZYu+Hu3bvF/En0L/8iyhGGCkUIUQzKdaf7aTg4OPDiokV0e/ttRk2Zz+DhzcjO/h04wbFa1VF17Zrnej8/P+18cV1YWFg8fOHmhqpTJyp06kQFAEUh/d9/2TVtGvf++IOGyclcrFKFV5s3p1KlSpr3vP8+yrp1HExK4nt/f5qMGUOfvn21c1OFEPo1e/Zs5s2bR3h4OOPGjXtsZdv4+Hh8fX2pU6cO27dvL5kgDSQuLo4uXbqwYMECXnnlFU6fPs1LL71EQEBAvhoMuesvPKo+Q2ZmZpFqNzg7O7Nr164CzxmqTkPuTnelSjF5KuUJIUpGaGgoPXv2zHc8Z063Lsp1pzsnZeCTqtejByu7dMHKyooK7vEEB78DmLN+/S2mT1/CRx+FFF+wBVGpsPTz46UHi4kAVsPDlIbJybB2LSbJyQwEBkZGcn7IEL4dPZpnJk+mR2gopqamJRuzEKVATExMgQtp1Gp1/qdW/+Hu7s6ECRNYtmzZE90rLCwMb2/vIsVZ2ly4cAFbW1teffVVAOrWrUvz5s3Zs2cP/v7+hIeHa6eR5K6/4O/vz6pVq7TtXLp0iczMTLy8vMjOztbWbqhatar2vf37939kLKampkZX8jo8XI0mqdhl2rdv+tj/14QQ+ufq6lrgglJLS0ud2zbalIHGKmeEOCioAlOm5KT0c+Pjj/1Yv/4vwwWWi/aL2twcFi8mpVMnsh7MJfcBPoyPJ3jkSDY7OjK5Rw+WLVtGamqq4QIWwsjMmjWLOnXq5NsyMzPJzs5+5HuDg4Pp1q0bjo6Oj71PREQE//vf/xg8eLCeIjdutWrVIiUlhfXr16MoCpGRkezbt4+AgABCQkL46quviI2NJSoqinnz5mk7zq+88gpHjhxhy5YtpKSkMHHiRHr27Im1tbVeazcY2tGj6Q/2ZD63EGWRdLp1MG5cJXr0uPXgVSN69kzi6tVrBo0pDwsLeOUVbDZtwuz2bbK/+op77u6aU8DLSUl8umYNE/r1o3v37oaNVYhyaOTIkXz99dcPF1iXcRUqVGDlypWEhYXh4OBAp06dGD16NO3atWPo0KG0bt0aHx8fmjdvzujRo7UdT1dXV5YtW8awYcOoVKkSd+/e5fvvv9e2q6/aDYaUkQGXLuVMJ5ROtxBlUbmeXvI0CykLs3y5Gw0b3iYiojKZma/w4ouLOXcuxPgeC1aqhOmYMTiNHk3qjh1cHDsW3xMn2KlSEa1S8cunnxo6QiHKld9++w1XV1deeOEFLly4YOhwSkzHjh3p2LFjvuMmJiZ8++23fPvttwW+r3PnznTu3LnAcy4uLmzatEmfYZa4c+dArdZM93NxiaFGjRqGDUgIoXflutOtD+bmsGdPZWrUuEViohtRUa8zbNguZs1qY+jQCqZSYd2uHf7//APR0bROTGRnfDzNmzfXnN+zB/WqVfzm58erb7yRdyGnEOVEYQtpGjRooJdfqJOTkwkLCyvzCyfFkzt+PBPQFMF54QUnwwYjhCgW5brT/bQLKQvj7AzbtlnTvHkCiuLA7NnP0bXrbTp1qqyHKIvRM89gAbTKeZ2VBSNGYBIeTnsgbNo0Xlm9mqbPPWe4GIUwgMIW0uhrGsj58+e5ePEiTZo0ASA1NZW0tDR8fX05e/asXu4hSpetW28A1YFsXnlF98xXQgjjUz4mEpaAZs0qEBZ2BsgGbOjeXcXt24qhw3o6cXFQsSIALsD069eJb9aMz956i/T09Ee/VwgBQFZWFmlpaWRnZ+fZz61OnTpcuXKFEydOcOLECSZNmsRzzz3Hvn37DBS1MLTDh1Me7EXRsWOrR14rhCidpNOtR2Fhz9Go0QoA0tJcCQyMITPTwEE9DVdX2LmTrCVLSHyQ47Y9MHzePCZ5e3Pq5EnDxidEKTBlyhSsra2ZP38+U6dOxdramsWLF7Nv3z5t7mgzMzPc3Ny0W4UKFbCwsChwdF2UD1eu2ANQocJVg+UJF0IUL5WiTepcvlhZWZGRkaEtYKOvksF37tzFw2Mn6ema+aCDB6fw8882emm7RN2/T9ybb+KcKzfuchMTYiZOZMTHH5ebbAtC5JaTMjQtLc3AkQhd6LqAXt9u3kygShVNVc1mzbZx4EAHA0ckhPgvfXxvSM9JzypVqsjPP5sCRwFYsMCG+fMfndfXKDk64vz772Rt3EiSrS0AfdRqlE8/pXPnzpTT39WEEELvli8/od1v00ZGuYUoq8p1pztnIaW+Rzv69evOSy/NBWIAePttNfv3l6Z5Jg+ZdemC3YUL3H/uOaLMzRkPdOjQwfhSIgohRCm1efPD+g7du9cyYCRCiOJUrjvdxWnp0s/w8RkHZKJWm9O2bTyXLpXSR9KVK+O4fz/uZ84w4euvGTVqlOa4jHYLIYTOjh/PAEClyqBePVsDRyOEKC7S6S4mzs7OHD78JTVq/ABAenolmjWLJjOzlHZUTU2x9fJi9OjRD+dzv/ceCWPH8s2MGTLdRAghiuDWrVvcvaupFOzqGoe5uYEDEkIUG+l0FyNHR0dOnXoLF5ctANy+7c9LLx02cFR6MnMmzJiBw5dfoh4zhn59+5KammroqIQQolTZuXMnUAeAunXln2QhyrJy/Tc8pwx8zorU4mBvb8fhww0xN/8XgJ07n2PChGPFdr8S8+KLZFatCsAYoPFvv9Glc2eysrIMG5cQQpQimzYdBDTfpa1aORs2GCFEsSrXne6SUqOGKytXqoEEACZO9Oavvy4ZNCad+flh/r//kV29OgCjgS67d/Ppp58aNi4hhCglFEXhr79uaF/Xq1eui0QLUeaV6053cWUvKUhwsD+jRoU/eFWBrl0zuXEjodjvW6w8PTHduxd1zZqAZsQ75bPP2Lhxo2HjEkKIUuDChQvExDxMEVinjgGDEUIUu3Ld6S5p33zTgmbN9gCQnu5DkyanyM5WGzgqHXl6YrJ7N1kPKqh9A/zWuzdRUVGGjUsIIYzc0aNHyZnPbW2dzYMHh0KIMko63SVsz56WVKr0DwA3brSkc+f/GTgiPfD0xGzLFjItLTEB5iYn806rVly/ft3QkQkhhNGKjY0lp9Pt56dGCv0KUbbJX/ESZmFhyuHD3piZXQFg27aWTJ0abeCo9KBhQ8xXrUKtUjEXOJ6czNWrVw0dlRBCGK07d+7yMHOJqWGDEUIUO+l0G0DNmg4sXXofuAfAp596sG1bikFj0ouXX0Z16hR3P/mEHXv20KxZM0NHJIQQRuvKlXSgIiDpAoUoD+RvuYH06lWXN97YDGSiKBZ065bF5culv8CMqk4dJk+eTP369TUHFEUqVwohRAEuXbLT7hdj5lohhJEo153uksjT/Sg//fQazz77DQDp6Q40b36LMlVfJi4Ounfn8qefsm3bNkNHI4QQRuXmTSftvmQuEaLsK9edbkMzNTVl9+4B2Nv/AsCNG+506HC5bAwMKwq8/DKsW4fr1KlM7NlT5ngLIUQud+5oyr+bmSXh7m7gYIQQxa5cd7pLMk93YSpXrszevU0wNd0HwN9/V+ejj8pA1g+VCqZPR1GpsAbmJSQwbNAglDLxG4UQZVd6ejo///wzXbp0wdXVFXNzc1xdXencuTPz5s0jLS3N0CGWGYmJngA4O19HpTJwMEKIYleuO93Gon792ixdmgloRoI//9yVv/5KNmxQ+tC6NaqwMAD8gRd37GDu3LmGjUkIUahff/2V6tWrM3fuXBo3bszs2bPZvHkzs2fPpmnTpvz888/UqFGDRYsWGTrUUk9RICPDG4DKle8aOBohRElQKeV06NHKygrAqEZt3nlnIXPm9AMssLaO4+JFJypXLuXDH9nZZLVogdmhQ6iBl6ysmBMZSc0HVSyFKE2M8XtDn7p168aUKVOoW7duodecOnWKTz/9lPXr15dgZPqVs47HkE85o6LS8fGxBKBLl61s3NjRYLEIIR5PH98bMtJtRGbNGoCf3xwAUlOdadnyBpmZBg5KV6ammC1aRLaFBSbAzLQ03h82zNBRCSEKsGHDhkd2uAHq1q1b5A63nZ1dns3ExISvv/5ae/6XX37Bw8MDBwcHBg0aREZGhvbchQsXaNGiBTY2NjRs2JCTJ09qz6nVakaNGoWjoyOVK1fmm2++KVJ8JengwSTtvo9PugEjEUKUFOl0GxETExN27+6NtfUqAKKiqvLaa2Vg8WGtWph+9hkAPkDzzZsJDw83bExCiBKXlJSk3c6dO4eJiQndu3cHIDw8nHfffZe1a9dy9epVrl69yuTJk7Xv7dOnD+3atSMuLo4333yTV155haysLAB++ukndu/ezblz5/j777/56quv2LFjxyNjyc7O1q7p+e8WExNTfD+EB44ff/gLhaQLFMJ4xMTEFPi9kJ6eTnZ2tm6NK+WUpaWlYmlpaegwCrR79yFFpTqm5CS5nj79lqFD0l1WlpLSqJGigJIKyjvduxs6IiGemjF/b+jbzp07lffff18JDQ1Vvv/+e+XOnTuKoijK0KFD9dL+l19+qbRs2VL7+sMPP1SGDBmifb1r1y7F09NTURRF+ffffxVbW1slLS1Ne7569erKzp07FUVRlGbNmimLFy/WngsLC1P69+9f6L39/f0VFxcXBShwCwsL08tnfJSOHW88+I6/rezYsaPY7yeEeDJhYWGFfje4uLjo1LaMdBuh1q2b8u23VwDNaMvHHzuxfXvSo99k7ExNsV64kPDKlWkM3MjK0v03RiFEsRg4cCDt2rVjzZo1HD58mHHjxuHn58fevXtZsmSJXu6xePFi+vfvr30dGRmZZ2pLQEAAV65cISkpicjISGrVqoWlpWWe8zlzKwt6ryHnaz+JqKicz3KaSpUqGTQWIUTJkE63kRo5MpiQkPXkVKx8+eUMrlxRGzos3QQEYP333yw5fpz169djampq6IiEEP+RM1Xj0KFDREVFceTIEW7dusWIESPo1q0b6em6zz8+deoU586do2fPntpjSUlJODg4aF/n7OdMR8l9Lud8UlJSoe/NOWeM1Gq4etX+wasIKlasaNB4hBAlw8zQAYjC/frrEE6enE14+DDS0515/vkbREVVwdra0JEVnbe3t6FDEEI8wty5c5kzZw6NGzfWHrOxseHTTz/FxsaG999/X+d7LF68mK5du+Lo6Kg9ZmdnR0JCgvZ1zn7Oosvc53LO29nZFfrenHOFcXZ2ZteuXQWec3FxearP87QuXYKMDPMHr05TseKbxXo/IcSTCw0NzTMgkCMoKAgzM926zdLpNmImJibs3duP6tWXkpDQjxs3qtC583V27qxa+gspZGfDkiVcP3eOmFdfpUGDBoaOSAgBnD9/njZt2hR4bvTo0TRp0kSn9tVqNcuWLeOnn37Kc9zf3z/PAuuIiAg8PT2xs7PD39+f8+fPk56erp1iEhERwejRo/O8N2eKSUREhDa9V2FMTU0fe01xiYh4uG9pGaVNRSmEMDxXV1dcXV3zHc89va2oyvX0koyMDGrXrm2wL94n4ejoyO7d9TAx2QvA7t1V+fDDWwaOSg8GDoSBA6kwbRp927bl33//NXREQujF7NmzadiwIebm5kyYMKHQ67744gv8/f2xt7enVq1aLFy4sOSCfAQTE5NC85BnZmZy+fJlndrfsWMHmZmZdOrUKc/xvn37snr1ao4dO0Z8fDxTp07Vzvn29fXFz8+Pzz77jPT0dObOnYtKpeKFF14AICQkhK+++orY2FiioqKYN29envnixib3dHMXl9uGC0QIUaLKdae7tGjQoA7z5iUAVwD44otKrF0bb9igdDVwIAB2wIh79xg+fLhBwxEit8JSRqnVapTH1BNzd3dnwoQJ9OjR45HXqVQqli1bxv3791m1ahUffvgh+/fv1+fHKJImTZqwbNmyAs+NHj2agQ/+7hbV4sWL6d27d77HtAEBAcyYMYNu3brh4eFBlSpV+OSTT7Tnly1bxrZt23B0dGT27NmsWbNG28bQoUNp3bo1Pj4+NG/enNGjR9O2bVud4ixODzvd13FxMX/UpUKIMkQqUpaiynJDh87jp59eB6wwM4snMtIGH59S/IX90kuwdStZaMrE/3bsGA0bNjR0VEIwYcIEJk6cWOA5U1NTbX7oR3nnnXdwc3N75Gh3bn379qVRo0aMGTPmaULVu7/++otXXnmFKVOm0KtXL5ycnDh58iTTp0/n33//5erVq6SkpBg0Rl0ZuiJl/fqgqe2zjXbtvuSvv/4ySBxCiCcnFSnLmVmz3uC55xYAkJVVgebNYzHiBfqP9/nnKCoVZsAk4MsvvzR0REIYRGZmJgcPHjSKqW7t27fnhx9+ICwsjGrVqmFnZ0fz5s2Jj49n586dknVIR1lZ8HA2nWQuEaI8KXKnOz09nZ9//pkuXbrg6uqKubk5rq6udO7cmXnz5pWqEeTSQqVSsWvXIFxcNHly79ypQtu2V1GX1kyC9eqh6tsXgF7AyRUruHjxomFjEsIAxowZQ40aNejYsaOhQwFg0KBBXLt2jY0bN7Js2TKOHz/O7t27qVq1Kh9//LGhwyvVLlyAh1kXT0unW4hypEid7l9//ZXq1aszd+5cGjduzOzZs9m8eTOzZ8+madOm/Pzzz9SoUYNFixbpO95yz9ramv37W2Bmpkl1dfhwNUaMKMULccaNQ1GpMAE+VBRmzJhh6IiEIDQ0lIiIiHybubm53kd6p0+fzs6dO1m1ahUqI0pLZG9vT6dOnXjttdeoV6+e9vhHH31kwKhKv7xPpiMKzJIghCibitTpXr16Ndu2bePQoUNMnDiRHj160K5dO3r06MGECRM4ePAg27ZtY/Xq1fqOVwA+PjVZtiwbOA/ArFmVWbw42bBBFZWfH6pXXwWgL7Bz3jzu3Llj2JhEuefq6qrNbJR7MzEx0WvHeObMmcyfP59t27bh7Oyst3aLqn79+vzxxx+FLhZVFIUNGzZIik8d5E4XCJF06dLFUKEIIUpYkfJ0b9iw4bHX1K1bl/Xr1xelefEEevZsx4gRs/nhh8qAA4MGmRIQoKZ+/VI4Tf+TT+D330kEnklP59dffzX4YjIhiiorK4usrCyys7PJysoiLS2twBHyRYsWMW3aNPbu3UuVKlUMFG1eM2fOZOTIkQwdOpS2bdtSp04dKlSoQHx8PKdPn2bHjh24urry448/GjrUUisiQo1mvOsSjRs/m6cIkRCibNM5e8muXbvYvHkzycnJPPvss/Tt25eKFSsSGhrKrFmz9BWn3pXG7CX/pVarad58CocOfQKY4Oh4n3PnHCnmYmrFQlm5khEbN/JicDBBQUGyWEsYpSf53igo88nChQvx8vKiU6dO2vLkNWvW5Pr161hYWGiv+/jjj41izvSuXbtYs2YNR48eJS4uDmdnZxo1akT37t158cUXDR2ezgyZvcTTM4GrVx2AP5k//xZDhgwp8RiEEE9PH98bOnW6Bw4cyOLFi6lZsyZOTk6cPXsWKysrVq1axcsvv5yvbK8xKQudboD4+Hi8vOZw9+5YAOrUieWff1wwL8WZBIUwVmXle6O8M1SnOyMDrKyyUBQzLCy+Iy7uDWxtbUs0BiFE0Rg0ZeBPP/3E7t27OXToEFFRURw5coRbt24xYsQIunXrRvrD5dmiGFWoUIE9e17GzOx3ACIiXBgwQOZECyGEsdm58yqKopnV2apVRelwC1HOFLnTPXfuXObMmZNnPpqNjQ2ffvopn376KZmZmXoJUDxe7dr+LF9uCxwDYPnySnz7rfE+ZXik69fho4+InjSJnTt3GjoaIYTQm9mz92r333jjeQNGIoQwhCJPL7G3t+fu3bt55iPmUBSFffv20apVK50DLC5l8THxxx//xPTprwCVUaky2LvXhJYti7RW1jAUBXx94fx5/gVeb9iQI8eOGToqIbTK4vdGeWSI6SXp6ek4OX1HaqpmKmBSEshAtxClh0Gnl5iYmBT6D09mZiaXL18uclCiaKZOfZsOHeYCmSiKBR07JnPzpqGjegoqFbzzDgDPAi7//MMx6XQLIcqANWvWkJpaEwAXlyTpcAtRDhW5092kSROWLVtW4LnRo0czcODAojYtikilUrFu3XtUq/YVACkpFWjZMoZSNb1+yBDUD/41CgXmzJlj2HiEKMcSEhJYtmwZX3zxBQC3b9/m1q1bBo6qdPrpp58AzUhZ48bWhg1GCGEQRe50f/DBB7z33nt8++233Lhxg9TUVA4ePEhQUBB//fUXlpaW+ozziVy9epXmzZvTunVrunXrRmpqaonHYGjW1tbs29cPK6vFAERHu9KrVwy6JYYsQRUqYBISAkAnYO+SJUadBUeIsurEiRP4+PgwYcIEJk2aBMDx48cZPny4gSMrfU6fPs3evQcAHwACAiQlqhDlUZE73e3bt+eHH34gLCyMatWqYWdnR/PmzYmPj2fnzp0GybNcpUoV/v77b/bs2UOjRo3YuHFjicdgDKpX92TDhurAAQA2bHDls88SDRvU03j7bQBMgd6pqSxfvtyw8QhRDo0aNYqwsDDOnTuH+YMcpC1atODgwYMGjqz00TyxqwVofo4PpoYKIcoZncoXDho0iGvXrrFx40aWLVvG8ePH2b17N1WrVjVIgQdTU1NMTDQfKTs7Gx8fnxKPwVi0b9+KCRPCgWsAfPyxDX/9lW3YoJ5UgwYoD7LiDAHm//STYeMRohwKDw/nnQdrLFQqFaBZQJ+YWIp+gTcCycnJLFq0iJypJSCdbiHKK51rhtvb29OpUydee+016tWrpz3+0Ucf6dTu7NmzadiwIebm5kyYMCHPudjYWLp06YKtrS2+vr7s2LFDe+7vv/+mUaNG7Nixg5o1a+oUQ2k3fvybdOw4B0gDTOnWLY0LFwwd1ZNRvfUWANUAtxMnOHHihEHjEaK8cXJy4vbt23mOXblyBTc3NwNFVDqtWLGC+Ph4cjrdKhX4+Rk2JiGEYRSp012/fn3++OMPCss2qCgKGzZsoEGDBkUOzN3dnQkTJtCjR49854YNG4abmxuxsbF8+eWX9OrVi7i4OABatmzJsWPHCA4OZsGCBY+8h6IonD59usAtJiamyLEbC5VKxZo1H+HpqZmPmZZmS6tW9ykVU6R799YuqHwZHowUCSFKSq9evRgwYADnz58H4Nq1a4wYMYJ+/foZOLLSZfbs2QBYWTUCoGZNsLExZERCCEMpUhLnmTNnMnLkSIYOHUrbtm2pU6cOFSpUID4+ntOnT7Njxw5cXV358ccfixxYcHAwAJs2bcpzPCkpiXXr1hEdHY2NjQ3dunUjICCA9evX07dvX+0CTkdHR7KzHz2dIjs7mzp16hR4LiwsLN8Ie2lkY2PD3r1v4+f3PampI7lxw5HOne+xZ48TBph2/+Ts7TH57jvCFi3iTu3aDHmwuFIIUTLCwsJ4++238fX1BaB69eoEBwfzwQcfGDiy0uPo0aMcPXoUAFvb50hLk6klQpRnRep0t2jRgmPHjrFr1y7WrFnDmjVriIuLw9nZmUaNGvHrr7/y4osv6jtWAM6fP4+dnR0eHh7aYwEBAZw+fZqDBw/y6aefYmpqirOzM4sXLy6WGEqb6tWrs3FjPdq124iivMz+/U68+24S339vZ+jQHm3IECYOGWLoKIQolywtLfnll1+YMWMGUVFRuLm54enpaeiwSpWclKcmJtbcv18RAH9/Q0YkhDAkncoVtmnThjZt2ugrlieSlJSEg4NDnmMODg7cvXuX1q1bs3fv3kLeWb69+GJrvvhiLu+/Hwn488MPdjRtmkVISCmqWCmEKHHOzs40bdrU0GGUOvHx8dpaFq1bv8WuXZrFqDLSLUT5pfNCypJmZ2eXL29zQkICdnZPP2qrVqvx8vLCy8uLiIiIPFtoaKi+QjYaY8a8Sffui4B7AAwapOaffwwb0xNRFNi/n+zz58nIyDB0NEKUC4sXL863gPn48eMsXbrUMAGVMosXLyYlJQWA554bpD0unW4hyq9S1+n28fEhKSmJ69eva49FRERQu4jfZJaWllhaWlK7du08m6urq75CNhoqlYqlSyfg6zseyCYry4J27ZL4T4IC45KaitrXF1q2ZGHDhixcuNDQEQlRLkycODFfphJ3d3fCwsIMFFHpoSjKgwqU8Mwzz2BqWhfQZC559llDRiaEMCSj7XRnZWWRlpZGdnZ2nn07OzuCgoIICwsjNTWVjRs3curUKYKCgp76HhYWFtpsJeWFlZUV27d/gJ3dRADu3bOjQ4d4jHYA2doaVbVqAHRLSmL1b78ZOCAhyoeYmJh8nW43N7d8aQRFfrn/XXnrrbeIjNRMLXnmGclcIkR5ZrSd7ilTpmBtbc38+fOZOnUq1tbW2oWRs2bN4saNG1SsWJHRo0ezYsUKnJ2dn/oeGRkZ2pHt8sTDw4PNmzuiUml+nqdOVWDQoESjLRWvGjAAAFfAes8e+UdfiBLg7u7OuXPn8hw7d+6cXp4CfvHFF1SrVg17e3saNGigLbjz2Wef4eLigrOzM2PHjs2TlvbIkSPUrVsXGxsbWrduzeXLl7XnUlNTCQkJwd7eHk9PT4NXsb1z5452/7nnniNnXKec/VMjhPgPo+10T5gwAUVR8mwDBw4EwMXFhU2bNpGSksK5c+do166dYYMthVq2bMHs2WrgEADLltnzzTfphg2qMN27k21lBUBPRWHNmjUGDkiIsq9nz57079+f48ePk5yczPHjxxk4cCC9evXSqd2ZM2eyZcsW9u/fT0JCAr/++isWFhZs2rSJmTNncvDgQSIjI9m8ebO21kJ6ejrdu3dn5MiRxMXF0bJlS0JypRENCwvjzp07XL9+nZUrVxIaGsrZs2cfGUd2dnax1WlIT3/4XaoolkRFafal0y2E8YuJiSnweyE9Pf2xqagfS9GD+Ph4ZenSpcrnn3+uKIqi3Lp1S7l586Y+mi42lpaWiqWlpaHDMLjBgz9R4LoCiqJSZSnbt6sNHVKB1K++qiigxIPSoXVrQ4cjyqny9L2Rmpqq9OvXT1GpVIqJiYliYmKi9O3bV0lJSSlym1lZWYq7u7sSFRWV71zv3r2VyZMna18vXLhQadWqlaIoirJlyxbFy8tLey45OVmxtrZWoqOjFUVRFDc3N2Xfvn3a8wMGDFDGjx9faBz+/v6Ki4uLAhS4hYWFFfkzKoqirF+/XtvWsmWnFc1qcEVZskSnZoUQJSAsLKzQ7wYXFxed2tZ5pPvEiRP4+PgwYcIEJk3SVD48fvw4w4cP17VpUQLmzAmjSZNpQBqKYkrXrqlGWSpe1bMnAA6A5d693Lp1y7ABCVHGWVlZsWTJEmJjYzl06BC3b99m6dKlWFtbF7nNa9eukZKSwqpVq6hcuTK+vr7MmzcPgMjISOrWrau9Nqf+QkHnbGxs8PLy4vTp09y7d49bt24V+l5DyJ1l6coVe+2+5OgWonzTudM9atQowsLCOHfuHObm5oCmeM7Bgwd1Dq64ldc53bmZmZmxZcskXF3HAZCaakObNgnGVyq+c2eyLSwA6C5TTIQoEdHR0ezcuZNTp06xYcMGFixYoJ3yURTXr18nPj6ec+fOcenSJX7//Xc+/vhj9u3bl68Gg4ODA0lJSUDh9RmSkpK019jb2xf4XkPIPb3k0iXNyknJXCKE0LkySnh4ODt37gQ0KelA8+WXszBGGD9nZ2d27RpCgwbfkJHxLlevOtCtWwI7dzpgYiyz/u3sMOncGdatIwjo+dtvZTKXuhDG4qeffmL48OE4Oztja2urPa5SqRg8eHCR2swZJR8/fjzW1tbUrVuX3r17s2nTpnw1GHLXX3hUfYacaxITE7Ud8yep3aD53ttV4DkXF5cifb4cuTvdFy9qPrOXF+jwkEAIUUJCQ0Pp+eDpem5BQUGYmenWbda50+3k5MTt27dxd3fXHrty5Uq+VFPGKCdloAB/f39WrowmOHgj8DJ79jgwenQK335rPPmtVD17cnfnTn5OSOD2xYukp6djaWlp6LCEKJOmT5/OypUr6d69u97arFWrFhYWFtoBGng4WOPv7094eDjdunUD8tZf8Pf3Z9asWdr3pKamcuHCBWrXro2TkxNubm6Eh4fTokWLfO8tjKmpabE95czd6Y6K0jyhk6klQpQOrq6uBWZp0kd/Q+dxzF69ejFgwADOnz8PaObsjRgxgn79+ukcnChZQUEvM378WSASgO++s2HRoizDBpXba68R/88/tP/nH05duSIdbiGKUXx8vF473AC2tra8+uqrTJ06lfT0dM6cOcOKFSvo3LkzISEhzJkzh+joaG7fvs2MGTPo378/AIGBgaSmprJgwQLS09OZOnUqjRo1ombNmgCEhIQwZcoUEhMTOXz4MOvXr6dv3756jf1pPJzTbcHFi6aAZC4RQuih0x0WFkaVKlXw9fXl/v37VK9eHTMzMz744AN9xFesZE53fhMmjObll+cBcQAMHqzmyBHDxqRlasozXl40aNAgz0iZEEL/unTpwp49e/Te7syZM7lz5w6VKlWic+fOTJ48mRdeeIEuXbowdOhQmjZtyrPPPkvHjh2101gsLS1Zu3Yt3377LY6Ojuzdu5clS5Zo25w0aRLOzs64u7vTo0cPfvzxR3x9ffUe+5N6ONLti1qdM5JvsHCEEEZCpSj6KYkSFxdHVFQUbm5ueHp66qPJYmVlZUVGRgZ+fn4AMs0kl9TUVOrXH8O5c98DZlSokERkpB1Vqhg6MiEMy+pBvvi0tDQDR1L8Ro0axa+//kqPHj2o8p+//DmZqkqrnIGW4vrenzx5MuPHjwdeAzRVdI8dg4YNi+V2QogSoI/vDZ1HuhcvXsyJEydwdnamadOmeHp6cvz4cZYuXapr08WuPJaBfxLW1tbs3DkOB4cwAOLj7WjXLh6j6Wfs2IF62DAuhobmq5gnhKHNnj2bhg0bYm5uzoQJEwq9Tq1WM2rUKBwdHalcuTLffPNNyQX5BE6ePEn9+vW5cOEC+/bt025///23oUMzeg+nl2j+kZbMJUII0MNCyokTJ+b7EnZ3d6dnz54yr7sUq1q1Ktu2BdG8+c+o1UM4c6YCffoksmaNPYae2aH+5BNMDh4kHZhrZcWMGTMMG5Aoc2JiYoiNjc13XK1WP3Zqk7u7OxMmTGDZsmWPvO6nn35i9+7dnDt3jvj4eAIDA6lbty5t27bVKXZ9KSyzh3i8nOklJiYBqNVQsybYGM+adCGEgeg80h0TE5MvU4mbmxu3b9/WtWlhYM8915Sff7YG9gGwbp0906YZfrjbJDgYgGeBiNWr0dMMKSG0Zs2aRZ06dfJtmZmZjy0DHBwcTLdu3XB0dHzkdYsXL+a9997D1dUVHx8f3nzzTRYtWqTHT6E/iqKgVqu1m3i0h3O6NdMXZdmQEAL00Ol2d3fP94j/3LlzBaZbMTaykPLxBg7sy9ChO4DLAHzyiQUbNxr4H90HKcUA6l65wtmzZw0YjBBF86gKjMbg7t279OvXDxcXF8zMzDA3N9du4tE0nW5z1GovQBZRCiE0dO509+zZk/79+3P8+HGSk5M5fvw4AwcOpFevXvqITxiBH374lObNvwCSARN69MgkMtKAAT37LBkPFut2AzZt2mTAYIQomkdVYDQG7777LtHR0cybNw8bGxtWr15N48aN+e677wwdmtHTzOmuRc4MTul0CyFAD53uTz75BG9vbxo1aoSDgwONGzfmmWeeebBy27jJQsonY2pqysaNU3B316SBzMiw5MUXk7hzx0ABqVSY9+gBQAvgwB9/GCgQUVaFhoYSERGRbzM3N8fU1FQv93hUBUZjsH37dlauXElwcDCmpqYEBwezZMkSfvvtN0OHZvQ0I90Pe9ryMFUIAXrodFtZWbFkyRJiY2M5dOgQt2/fZsmSJdpyv6JscHJyYseOYVhYTAbg9m07OnVKQrtIv4SpgoIAMAUc/v6blJQUwwQiyiRXV1ft1LPcm4mJid5yxOdUYMzxJFUUS1JycjLVqlUDNHmyMzMz8fHxyROzKNh/O92SuUQIAXrodOeoWLEijRs3plKlSvpqUhgZPz8/Vq1qACwH4OhRO954Iw2DrGNs0YKMB+kA2mZlsXfvXgMEIUR+WVlZpKWlkZ2dnWf/v0JCQvjqq6+IjY0lKiqKefPmaSswGgNPT0+ioqIA8Pb2Zu3atezYsQNbW1sDR2b8NNNLNL9A1awJ8iMTQoAeUgYCREdHc+zYMRITE/Mcz6kmJsqOrl1fZtKkrxg//jDQlMWLrWjQIIt339XL/0pPzswMVfv2sH49HYBpmzfz0ksvlWwMQhRgypQpTJw4Uft66tSpLFy4EC8vLzp16qSdtz106FDOnz+Pj48PFhYWfPjhh0aTLhA08YWHh+Pt7c2YMWPo1asXiqIwffp0Q4dm9HKPdMt8biFEDp0rUv70008MHz4cZ2fnPCMgKpWK6OhonQMsLuWpspy+KYrCK68MY/36cUBVVKpstm0zoV27Ek7gvWkTc0ND2W5mxvOhobw7enTJ3l+UO+X5e+P69eskJSUZtLy6vhR3RcpWrdqyb98WwJyxY+Hzz4vlNkKIEqSP7w2dhyenT5/OypUr6d69u65NlbiclIEgZeCfhkqlYvnyr2nU6B3OnJmDolgRFJRKeLg1zzxTgoF07kz/f//lrQcdISFE8alataqhQyg14uNdAU1qRRnpFkLk0LnTHR8fXyo73EI31tbWbN8+nTp1xnLv3vekpFjTpk0i4eH25MqCVuyspMMthN486dqIVq1aFXMkpVtiYjXtvnS6hRA5dO50d+nShT179tC6dWt9xFOiclIGiqKpUqUK27cP5LnnviUraxRXrtjTpUsiu3bZY1bCU7zJzga1GqRwhxBFFhgYmOe1SqXKU/E1J3PL46pylndJSdW1+35+BgxECGFUdM5e4uLiQnBwMG+88Qbjx4/Ps4myr2HDhixfXh3Q5Mr++297QkOTSy6AmBgyevYk3cmJpa+8IiWqhdBBZmamdluyZAmdO3fm1KlTJCYmcurUKV5++WWWLFli6DCNXmpqDQBsbWMxotTrQggD03khZZs2bQpuWKVi586dujRdrMrzgqjiMGnSN4SFvQjUA+D77zMZMaIERp0zMshwcMAiPZ1fgXrHj1O/fv3iv68ol8rT94a3tzdHjx7F0dFRe+zevXs0btyYCxcuGC4wPSjutTxmZmfIzvbD0zOcy5cDiuUeQoiSZRQLKXft2qVrE6IM+PTTUZw6NYbVq8cCbvzf/5lQq5ZCx47FnNHEwoLMF17AYvt2OgLLduyQTrcos9LT01myZAlr1qzhyJEj3Lt3DycnJxo3bswrr7zC66+/rrd1Dnfv3s1XCEilUnH37l29tF9WxcenkJ3tBYCnZ5KBoxFCGBO9FccBTSo5tVqt3UT5oVKpWLp0OvXqjQdSURRTgoMzKIkp8zYPqlO6ARc2bCj+GwphAL/++ivVq1dn7ty5NG7cmNmzZ7N582Zmz55N06ZN+fnnn6lRowaLFi3Sy/3atGlDnz59iIyMJCUlhcjISEJCQnjxxRf10n5Z9b//xQAWAPj6ytx3IcRDOne67969S79+/XBxccHMzAxzc3PtJsoXS0tLtm2bQqVKmnzZaWmWtG2bQmxs8d5X1aGDdt/+4EEyMzOL94ZCGMDq1avZtm0bhw4dYuLEifTo0YN27drRo0cPJkyYwMGDB9m2bRurV6/Wy/3mzJlDVlYWderUwd7enoCAANLT0/npp5/00n5ZdejQw9HtBg0sDBiJEMLY6Nzpfvfdd4mOjmbevHnY2NiwevVqGjduzHfffaeP+IpVTp7unHk6Qneurq5s3/4O5uYTALh924aXXkomPb0Yb+rjQ3LFigC8kJHBsWPHivFmQhjGhg0bqFu37iOvqVu3LuvXr9fL/VxcXNi2bRvXrl3jwIEDXL16lb/++gtXV1e9tF9WnTqVpd1v3tzJgJEIIYyNzp3u7du3s3LlSoKDgzE1NSU4OJglS5bw22+/6SM+UQrVq1eP336rBywG4J9/bBk4MA3dluw+gkoF7doB0BrYvW1bMd1IiPIlISGB3bt3s3v3bqpUqcLt27e5deuWocMyalFROaPbl6hVq4pBYxFCGBedF1ImJydTrZqmEIClpSWZmZn4+PgQHh6uc3DFTfJ0F5/u3V8hLOwzJk48ADzPb79ZERCQxccfF08Cb9ugIFixAjsgZsMGkJSVooxp06ZNvoWNBdFX1qgTJ07QsWNHKlSowI0bNxg7dizHjx9n/vz5rFq1Si/3KIuuXXMEwMzsHLa2NQwaixDCuOg80u3p6UlUVBSgSTG1du1aduzYga2trc7BidItLOwDXnllEXAZgHHjTFi3rphu1ratdtfi5EnSi3U+ixAlr2XLlrRo0YIWLVpQu3ZtDh48iLOzM40aNaJixYocOnSIOnXq6O1+o0aNIiwsjHPnzmnX6LRo0YKDBw/q7R5lTWYm3L/vAoCj4w0DRyOEMDY6d7qHDh2qHdUeM2YMffv2pUOHDowaNUrXpkUpp8loMoPatT8CEgETXnstk+PHi+Fmrq4cHjuWkJYtcZw8mYyMjGK4iRCGM3nyZO128+ZNVq5cyapVq/jyyy/5/fffWblyJTdu6K+jFx4ezjvvvAM8rERpb29PYmKiTu0GBgZiZWWFnZ0ddnZ2dOrUSXvus88+w8XFBWdnZ8aOHZunGuaRI0eoW7cuNjY2tG7dmsuXL2vPpaamEhISgr29PZ6enixfvlynGIsqKgoURfMLSpUq9wwSgxDCeOn8rD80NFS73717dy5fvkxSUhK+vr66Ni3KAGtrazZv/pyAgKHExy8iI8Ocjh0zOH7cgqpV9Xuvpp9/jtTKE+XBX3/9xcqVK/Mc69SpE3379tXbPZycnLh9+zbu7u7aY1euXMHNzU3ntufPn09ISEieY5s2bWLmzJkcPHgQW1tb2rdvj6+vL0OGDCE9PZ3u3bsTFhZGSEgIkydPJiQkhH379gEQFhbGnTt3uH79OpGRkXTq1ImGDRs+8t+h7OzsQqcXuri4FGnBaO7mnnmm7BdQEqIsiomJIbaAtGvp6emYmenWbS7Su/fu3fvYa27fvk2rVq2K0rwoY6pVq8aGDW/Rps1Y1OqviI21oEOHNA4ftkJmIQnx9CpXrsyWLVvo3Lmz9tjWrVv1mlmkV69eDBgwgJkzZwJw7do1RowYQb9+/fR2j9wWL17M22+/jZeXprDMmDFjWLhwIUOGDGH37t1YWlryxhtvADBu3Di++eYbLl68SM2aNVm8eDG///47Dg4ONGvWjKCgIJYtW8bEiRMLvV9cXFyh03HCwsKYMGHCU3+GU6cyAc1Id+3axVwYTAhRLGbNmlXod4eLi4tObRep0x0YGJjntUqlyvMYMOdRZHa2FAYQGq1ateLHHyMJDZ0NDCUy0ooePdL4808rTE31fLOUFLh+HXx89NywEMbh008/JTg4mKCgIGrWrMmlS5fYsGEDc+fO1ds9wsLCePvtt7WjxdWrVyc4OJgPPvhA57bfffdd3n33XerXr8/XX39N3bp1iYyMpE+fPtprAgICtCPRkZGRedIl2tjY4OXlxenTp3F0dOTWrVt5zgcEBHDgwAGd43xax46loel0X8LbW/cnAkKIsqVIc7ozMzO125IlS+jcuTOnTp0iMTGRU6dO8fLLL7NkiTzoF3kNHfoOH310C9gKwNatVowapd8Fj2lvv012hQpcadJE8nWLMuv1119n9+7dODk5ERERgaOjIzt27KB///56u4elpSW//PILsbGxHDx4kIsXL7J69WosLS11aveLL77g4sWLXLlyhfbt29OpUycSExNJSkrCwcFBe52DgwNJSZpCM/89l/t8zjX29vYFvrcknTmTM7odiYeHR4nfXwhh3Io00m2aa2hy/PjxHD16FEdHRwDq1KnDL7/8QuPGjfOMWggBMHXqBG7cGMWvv1YF6vDjj5bUqpXNiBH6Ge5Ot7bGKisLz/h41q9bR6NGjfTSrhDGpnnz5jRv3rzY71OxYkUqPig+pQ9NmzbV7o8dO5YFCxZw8OBB7OzsSEhI0J5LSEjAzs4OIN+53OdzrklMTNR2zHO/tzDOzs7s2rWrwHNFeYScmQlXrlg/eHUaD4+uT92GEMLwQkND6dmzZ77jQUFBhpnTndvdu3fz5Y5VqVTcvXtX16ZFGaRSqfj55xlcvfoWO3dOBdz4v/9T4eWl0Lmz7nMgK7zyCjyohpr0558webLObQphjLKysjh79iwxMTF5pve9+OKLervHgQMHWLBgAVevXsXDw4PBgwfrvaNvYmKCoij4+/sTHh5Ot27dAIiIiNBWC/b392fWrFna96SmpnLhwgVq166Nk5MTbm5uhIeH06JFi3zvLYypqaleqxFHRUF2ds7gQSQeHkP11rYQouS4uroWuD5G16d8oIeUgW3atKFPnz5ERkaSkpJCZGQkISEhev3iF2WLqakp69d/h4/Pe0AKimJC9+6ZnDyph8abNSPjwZMY14gIWVcgyqSTJ0/i7e1NQEAA7dq1o127drRv35727dvr7R6LFy8mMDCQxMREGjRoQHJyMm3btmXRokVFbvP+/fv89ddfpKenk5GRwTfffENcXBzPPfccISEhzJkzh+joaG7fvs2MGTO002UCAwNJTU1lwYIFpKenM3XqVBo1akTNmjUBCAkJYcqUKSQmJnL48GHWr1+v10wuTyIy8uG+nd2Vx460CyHKIUVHMTExSvv27RWVSqWYmJgoJiYmSvv27ZXbt2/r2nSxsrS0VFQqleLv76/4+/sbOpxy6erVq4qT0xAFshVQlIoVk5Xr13Vv97qfn6KA8i8o//zzj+4NCvGApaWlYmlpaegwlBdffFF5++23lbi4OMXR0VG5d++eMmjQIGXVqlV6u4ePj4+yadOmPMc2b96seHt7F7nNmJgYpVGjRoqdnZ3i5OSktGnTRjl27Jj2/LRp05SKFSsqjo6Oyvvvv6+o1WrtucOHDysBAQGKlZWV8sILLyiXLl3SnktJSVH69u2r2NraKh4eHsrSpUsfGUdxfO9PmqQooNn8/JrqtW0hhOHp43tDpSi5nkvq4MaNG1y7dg0PDw+qVKmijyaLlZWVFRkZGfj5+QFIOXgDOX78OM2a/U5GxjQAfH2TOXrUFl0Gie6OHk3Fb74BYP7EibwhJeGFnlhZWQGQlmbYHMwVK1bkypUr2Nra4ujoyP3794mLi6N58+b8+++/ermHg4MD9+/fx8Tk4QNRtVqNo6NjvvnVpU3OtBJ9fu/36wfLlgFc5aWX3mLz5s16a1sIYXj6+N7QeXpJjipVqtC0adNS0eHOYWFhwenTp6XDbUANGjRgzZqWqFRzADh71pagoBR0mRXi/Oqr2v2kP/7QNUQhjI5KpdL+ApCzyNDJyYlr167p7R7t27dny5YteY5t3bpVr1NYypKzZ7V7krlECFEgnRdSgmal+MaNG7l27Rpjx47l9u3bKIqil8plouzr0qUzP/wwh+HDNwOd2LnThnfeSWfuXEtURVhbqWrShDQzM6yysnCNiEBRlHyLfYUozXx9fTly5AjNmjWjYcOGTJgwAQcHBzw9PfV2jypVqtCzZ086d+6szQW+adMmBg8ezPhcT48mTZqkt3uWVooCZ88qgAo4S7Vq1QwdkhDCCOnc6T5x4gQdO3akQoUK3Lhxg7Fjx3L8+HHmz5/PqlWr9BGjKAeGDXubc+c+4fvv3YH6zJ9viZdXNh9+WIRUgubm3PbxoeqZM5impXHhwgW8vb31HrMQhjJt2jRtxpKpU6fSs2dPEhISWLBggd7uERERQdOmTblz5w537twBoEmTJoSHh2uvkV9mNW7ehKSknJ/FWTw86hsyHCGEkdK50z1q1CjCwsIIDQ3FyckJgBYtWmjL9QrxpL75ZhLnzr3Nli1hgAcffWRK1aoKr7/+9P+wp3/7LcMXLaJxYCDOzs76D1YIA8nOzsba2poGDRoAmuqL+prHnVthOaxFfg+nloCm0/2yoUIRQhgxned0h4eH88477wAPRz3s7e1JTEzUtWlRzpiYmLB69XfUrv0+cB+AgQPVbN369G3V6tCBn5Ys4Y033pBOtyhRsbGxdOnSBVtbW3x9fdmxY0eB1126dImOHTvi6OhI1apVmTJlyhO1b2pqSps2bXQu0iD057+d7nr16hkqFCGEEdO50+3k5MTt27fzHLty5YrM5xZFYmNjw86d31GlSiiQhlptSlBQJlLRXZSkmJgY7SLr3JtareZxCZ+GDRuGm5sbsbGxfPnll/Tq1Yu4uLh8140YMQJPT09iY2P5+++/mTVrFluf8DdMHx8fbt68WaTP9qTOnz9Pp06dqFixIhYWFnk2kdfDTncqNWqYUrlyZUOGI4QwUjoPlfTq1YsBAwYwc+ZMAK5du8aIESPo16+fzsEZnf374UHFM1F8XF1d2bNnEo0ahZKQMJ/0dHPatk3jn3+seOaZp2zsxg04dAheeaVYYhVl06xZs5g4cWKB50xNC19nkJSUxLp164iOjsbGxoZu3boREBDA+vXrGTRoUJ5rL126xMiRIzE3N6dmzZq0bNmSyMhIOnbs+Nj4Ro4cyWuvvUZYWBg1atTIk9bvmaf+S1Kw119/HQ8PD+bNm4etra1e2iyrHi6iPE/z5s0MHY4Qwkjp3OkOCwvj7bffxtfXF4Dq1asTHBzMBx98oHNwRiMrC0aPhh9+gJ9+grffNnREZZ63tzfbtw+lZcv3ycj4mvh4K1q1SuH4cRtcXJ6sjeSvvsL2/fcB2L1oEYGvv16MEQuhGR22s7PLkzIuICCgwLSkw4YNY8WKFbRq1YorV65w8OBBPv744ye6T86amQ4dOmin9eVk6dFXFdbIyEj+/vtvmcbyBCIisgBz4CzPP/+8ocMRQhgpnaeXWFpa8ssvv3Dnzh0OHjzIxYsXWb16tV5q1BuN2FhYuVKzP3w47N5t0HDKiyZNmrBx40uYmHwBwPXrNgQGJpOU9IQNPFhoBnBrxYpiiFCIvJKSknBwcMhzzMHBgaQC/qd94YUXOHr0KLa2ttSqVYu33nqL+vXrP9F9Ll68qN2io6OJjo7W7utLnTp1in0KS1mQng7XruU8/ZBOtxCicHoZwjhw4AALFizg6tWreHh4MHjwYJo3b66Ppo2DuzusXQuBgZCRAT16wJEjPP1cB/G02rdvz9KlcfTp8yswgMhIWzp2TGLXLjseN7XUtlUrUkxMsFGrsT1ypETiFWVDaGgoPXv2zHe8QYMGj0yTl1OoJreEhATs/lNiNTs7m5deeokxY8YwfPhwrl69SufOnalbty7dunV7bHzVq1d/wk9SdHPnziU0NJTXX3893xqdVq1aFfv9S4uoKFAUzfiVuflF6tata+CIhBDGSueR7sWLFxMYGEhiYiINGjQgOTmZtm3bsmjRIn3EZzyefx7mzdPsx8VBt25Qykshlxa9e7/GDz+kAZsA+N//7OjePfHxVSvNzbn84DG/f0yMwUt3i9LD1dWV2rVr59tMTEwe2en28fEhKSmJ69eva49FRERoywfniIuL49q1awwdOhQzMzNq1qxJly5dCs10AnD06NEniv1Jr3uc06dPs2vXLnr37k1gYKB2a9OmjV7aLytyZy6pXdsMc3NzwwUjhDBqOne6J0+ezLp16/jtt9+YPn06y5cvZ+3atUyePFkf8RmX/v3hwRxhTp+Gfv3QqV65eGLDh7/NpEn/AgcA+PNPe3r3TkStfvT7Mh88cfECwjdtKt4gRblnZ2dHUFAQYWFhpKamsnHjRk6dOkVQUFCe61xcXPD09GTevHmo1WquXr3Kn3/+SUBAQKFtDx48mO7du7N161bS09PznMvIyGDr1q288sorDB48WC+f5f3332fatGncv3+fzMxM7ZaRkaGX9suKU6ce/rcIDJSsXUKIwunc6b5161a+1fYdOnTIl0awzJg+Hbp00exv3Ajjxhk2nnLk009HM3r0TuAkAKtW2fP664k8KoObW+/e2v3bOfPyhShGs2bN4saNG1SsWJHRo0ezYsUKnJ2dWbp0aZ4R71WrVrFs2TKcnJxo2rQpnTt3fmSH+Z9//iEwMJChQ4fi6OhI7dq1ad68ObVr16ZChQoMHTqUwMBA/vnnH718jvj4eEaOHImDgwOmpqZ5NvHQgQM56SBvERjY0KCxCCGMm0p5XNLZx+jRowdDhgyhc+fO2mObN29m/vz5rF69WucAn8aePXv44IMPMDMzo0mTJnzzzTeFXmtlZQVQtCkHCQma6SaRkZrXixdDSEhRQhZPSVEUhg2byOzZPQFNB6Zfv0QWLbLHpKBfITMzSbG0xEZR2Fa9Oh0uXSrJcEUZo9P3hp4oisKxY8c4duwYcXFxODs706hRIxo1aqTXsuy9e/dmxIgRtCiDaVJzfvkpKKvM0/L0vMbVqx7AHm7f9sPV1VXnNoUQxkcf3xs6L6SsUqUKPXv2pHPnztSsWZNLly6xadMmBg8ezPjx47XXTZo0SddbPZa3tzd79uzB0tKSfv36ER4e/sjHtUXm4AAbNkDTppr53W+8AT4+8Nxz+r+XyEOlUjFzZhhZWROYN68v4MvSpfZkZCTw228O+Tve5uZEubpS9/ZtvK5d06ZVE6K0UqlUNG7cmMaNGxfrfVxdXenatSs9evTA3d09z7mS+D4vDRQFbt2qAIC9/U1cXVsbOCIhhDHTudMdERFB06ZNuXPnDnfu3AE0qd7Cw8O115RUJ6dq1arafTMzs+J9DOrlBb//Dh06aHJGvfKKJqNJrhhE8VCpVMyZMwGYwLx5vQE/fv/dgbS0eFavrsB/1zElN2lC3MaNnMrORn36ND516hggaiFKl/DwcOrVq0dUVBRRUVHa4/JL60OxsQqZmfYA+PjI+h4hxKPp3OnetWuXPuLIZ/bs2cybN4/w8HDGjRvHhAkTtOdiY2MZOHAgu3fvxsPDg1mzZtG2bVvt+ePHj3Pnzh38/f0feQ9FUQp9TODi4vL4x4Qvvgjffw/DhsHNmxAcDHv3grX1k35MUUQ5HW9r6+l8/302UIc//qhA69b3+esvR3IX0Ks4ZQpf1a5N85YtqVKzpsFiFqI0Ka7v9rJk9+4bgGagpXFjh0dfLIQo94y21Ji7uzsTJkxg2bJl+c4NGzYMNzc3YmNj2b59O7169eL8+fM4OzsTExPDyJEjWbVq1WPvkZ2dTZ1CRj3DwsLydPQLNXQonDoFc+bA0aMweDAsWwYyGlTsVCoV3333MTY2X/PZZylAUw4ccKRhw/vs3etI5cqa62rVq8e0evUMGqsQpcHUqVMZ92BxeO7pgbmpVComTpxYkmEZrR07rpPT6W7XrpphgxFCGD2dO93nz59n5MiRHD58mMTExDzndEktFRwcDMCm/6R5S0pKYt26dURHR2NjY0O3bt0ICAhg/fr19O3bl759+/Ltt99SOafHVdxUKk15+LNnNZUqf/sNateGTz4pmfsLpk8fQ+XK83n33XtAR86dc8TPL5EdO+xzF6UUQjzG/v37tfv79u0r8BqZXvLQsWM5lUYz6NzZz6CxCCGMn86d7tdffx0PDw/mzZuHbe5n+sXk/Pnz2NnZ4fGg6AlAQEAAp0+fZtGiRYSHhzNmzBgApk+fXjIlec3NYdUqzcLK6Gj49FPw94fu3Yv/3gKAUaPeoEqVdfTpswi1uj/37tnTtGk6CxeaEhJipsmnfvIk7NmjyTTj4mLokIXQSXZ2NocOHeLq1au89tprpKWloVKpsLS0LHKbuQc5ZHrJ40VHaxaQWFldw9ZWKhQLIR5N5053ZGQkf//9N2ZmJTNTJSkpCQeHvHPnHBwcuHv3Lm+++SZvvvnmE7elVqvx8vICYP369XnOuTxtp6xiRfjjD00qwYQETSGdWrVAFu2VmF69gvH0PESHDhNITPyUrCxLXn8dNm5M4uugv6jaV/NL0D8xMTScPt3A0QpRdBcvXuTll1/m4sWLqFQqXnvtNTZt2sS6devKXjVgI5WZmcn9+5p1P+7uiY+5Wggh9FAcp06dOty8eVMfsTwROzs7Ev5Tfj0hIQE7O7sitWdpaYmlpWW+cs9FyrXq7/9wPndysmZh5b17RYpLFE2zZs8RGfkG3t7vAppsOitW2NFydF1yMitnbNtmsPiE0IcRI0bQrVs3EhMTsbCwAKBNmzbs3bvXwJGVH8ePR6AomtFtf38pGCSEeDydO91z584lNDSUlStXsnfv3jxbcfDx8SEpKYnr169rj0VEROSp9PakLCwsOH36tF4KJGh16QKTJ2v2L1yAPn2kVHwJ8/Dw4NSpz3n99a+B3QBcuuXFATTTn1zP/Gu44ITQg0OHDjFp0iRMTU21c6ydnJy4J7/kl5jNm88CmuklzZtXNGwwQohSQedO9+nTp9m1axe9e/cmMDBQu7Vp00andrOyskhLSyM7OzvPvp2dHUFBQYSFhZGamsrGjRs5deoUQUFBun4U/fn4Y3j1Vc3+1q1SKt4ArK2tWbRoOitW3MXKajyQwm40C52eSU3hs9GXSUp6dBtCGCtbW1tSUlLyHIuNjaVixdLT+Ttw4AAmJiZMmTJFe+yzzz7DxcUFZ2dnxo4dS+6CyUeOHKFu3brY2NjQunVrLl++rD2XmppKSEgI9vb2eHp6snz58mKPf9++GO1+q1YltHBfCFGq6dzpfv/995k2bRr3798nMzNTu+mSuQRgypQpWFtbM3/+fKZOnYq1tTWLFy8GYNasWdy4cYOKFSsyevRoVqxYgbOz81PfIyMjQzudRK9UKli48OF87s8/hxUr9HsP8UR69erBhQvv0LHje+zGW3v82DdLcXdPZ9w4NbduGTBAIYqgU6dOjBgxQtvxzs7O5uOPP6Zr164GjuzJqNVq3n33XZo0aaI9tmnTJmbOnMnBgweJjIxk8+bNLFiwAID09HS6d+/OyJEjiYuLo2XLloSEhGjfGxYWxp07d7h+/TorV64kNDSUs2fPPjKG7Oxs7ZPO/24xMTGPfC9ARESmdt/PT+d/SoUQRiImJqbA74X09HSydZ25oOjIwcFB1yYMwtLSUlGpVIq/v7/i7+9fPDeJilIUR0dFAUWxtlaUkyeL5z7iicz9/gclVVO5WfmRFsqDXcXUNEvp1ClN+f13RUlJMXSUwphZWloqlpaWhg5DuX//vhIYGKhYWloqJiYmirW1tdKkSRPl/v37eruHvb19gcednJx0bnv27NnKyJEjlQEDBiiTJ09WFEVRevfurd1XFEVZuHCh0qpVK0VRFGXLli2Kl5eX9lxycrJibW2tREdHK4qiKG5ubsq+ffu05wcMGKCMHz++0Pv7+/srLi4uClDgFhYW9sj4ExISFJj/4Ks96ak/vxDCeIWFhRX63eDi4qJT2zr/et6pU6c8uV1Lk2KZ052blxcsX64Z+U5NhR49ID6+eO4lHuuN4cM49mDRWSCHgYMAZGebsnmzJT17gqNjFm3bpvHtt3DkCOj4wEaIYlGhQgV27drFgQMHWL58OVu2bOHgwYNUqFBBb/dQck3t0Ke7d+/y7bff5iuwExkZSd26dbWvc1LBFnTOxsYGLy8vTp8+zb1797h161ah7y0Ox44dA2oBUL162qMvFkKIB3TO8+fq6krXrl3p0aMH7u7uec5NmjRJ1+ZLv5de0iys/OQTiIrSVKxctUoqVhqASqXimrc3REZSm0x++WIf43/8jitX2gGvAhXIyDBj504zdu7UvMfcPAtv7zQaN7aiXj0zfHw0v0vVqAElkJZeiEdq0KABDRo0ICoqisuXL1OzZk2d28ypRJmZmZmvKuW5c+eoXr26Tu2PGzeOUaNG4ejomOf4f9PBOjg4kPRg4UVhqWKTkpK019jb2xf43uJw+PBhYCAA9epZF9t9hBBli86d7vDwcOrVq0dUVBRRUVHa46WhalnOnG6gWEdF+OgjOHAA/vwT1qyBb76B0aOL736iUCZt2vBvZCS7gU7PP8/FMWPYv38/Cxd+zIoV8aSktAZeAjQlnTMzzThzxo4zZ+DBkgItR8dMPD0VatY0x9NTRbVqULWqZnN3hypVoIiZLIV4pMGDBzN48GBatmzJb7/9Rr9+/VCpVCxevJg+ffro1HZOJcqsrKw8VSlNTExwc3Pj559/LnLbx48f58iRI8ycOTPfuf+mg82dCvZRqWJzrklMTNR2zJ8kjayzs3OhBYAeV6dh374IQJNWtkEDm0deK4QoXUJDQ+nZs2e+40FBQTrXpNG50y1Vy56AiQksWgQNG8LlyzB2rGY/MNDQkZU79UaOZLOPDy1atKBq/fqYmJjwwgsv8MILLzBnTiaHDx9m69b57NgRzYkT1qSk1AHqAgFA3swQ9++bc/8+nDpV+P1sbLJxc1OoVs2UKlVUVKmi6Yy7u+fd7O3l4Yd4cps3b+bHH38E4JtvvuG3337DwcGB999/X+dO965du8jMzGTkyJHMmDEDa2v9jeTu2bOHs2fPUrVqVQDi4+MxMzPjwoUL+Pv7Ex4eTrdu3YC8qWD9/f2ZNWuWtp3U1FQuXLhA7dq1cXJyws3NjfDwcFq0aJHvvYUxNTUt8iL6EyeStfu1ahWpCSGEkXJ1dS2wVosu1X5zqJTimrhn5KysrABISyvB+XjHjkGLFpCerilDfuwYVKtWcvcXT0VRFKKjozl27BhHjx7j2LFLRESkERNjB9QAqgOeubaiD2tbWWXj4pKNu7uKatXMcHNTUbkyVK6s+V/F1VXzZ6VK4Oio+T1OlDyDfG8UoEKFCsTHx5OYmIinpyd3797FxMQER0dH7t+/r5d7VKxYkbt37+qlrRwpKSl5Rqz/7//+j5o1a/Lhhx+yf/9+hg4dyu7du7G1taVDhw6MHDmSIUOGkJ6ejpeXF5MmTaJfv35MnjyZPXv2aEfi33//fSIiIli5ciVnzpzhpZde4sCBA/j6+hYYh65POG1sBpKa+gsAJ05AvXpFakYIUYroY2ZEkUa6p06dyrgHuaf/O+cvN5nT/R+NGsFPP8GgQRAbC927w7598OAfcmFcVCoVXl5eeHl50atXL+3xxMRELl++zKVLl7hyJZrLl3dx6dJlLl2K4/JlNbGxZqjVrkAVwP0/f1YB8v/3Tksz5epVU65ehcOHHxeXGju7TCpUyMLRUcHZWUWlSqa4uJhRsaIpjo4qHBzAwUEzgp6z2dlpNltbsLEBc3O9/ahECXNxceHMmTNERETQrFkzTExMSE5O1uu0vg4dOrB161Y6duyotzZtbGywsXk4HcPa2ho7OzscHR3p0qULQ4cOpWnTpmRnZ/Pmm28yePBgQDPCtHbtWoYMGcKwYcNo0qQJS5Ys0bYzadIk3njjDdzd3XFycuLHH38stMOtq8zMTFJTH46C6TjFXQhRjhSp0507W0nuOX+5yZzuQgwcqEmLMWsWHD2qeb1smQxdlqTMTNixA2XnTtRt22L6lJ0Ke3t76tSpQ52cPOz/kZ2dTUxMDNeuXePatWtcvXqVW7eOc+vWLW7dus2NGyncvKnizh3zB51z91xbZcDtweZUYPuKYkJioiWJiZZcu/ZUoedhYpKNhUUmFhbZWFhkY2mpfrCBpaXy4E/N74SafRWWliZYWZlgZfVw39LSFAsLzb6FhQnm5mBm9nAzNc27X9hmYvLwz9z7OX+qVA/P5WwqVd7jud+fc+5RWw5z89L1V3DUqFE0btwYgN9++w2AvXv36rXmQKVKlXj11Vfp1q0bNWvWxCTXD0hfAyq//PJLntcfffQRH330UYHXNmnShFOFzOWytrZm6dKleonpceLi4tA85QJr63QcHXV/5CyEKB/K9fSSjIwM/Pw0VQpLrNMNmjx07dvD3r2a1+PGQa6qbKJ4XTp7FvfatbHMzubKSy/huXmzQeJQq9XcvXuXW7duERMTw+3bt4mNjdVut2/f5+bNbO7cUXH/vgWJiRZkZlYAKqGZX14RTcfc+cGfFQBHwNQgn6c0+/rr84we7fPY64xleglAVFQUZmZm1KhRA9BkFsnIyCj0l8GnVVhVYZVKxc6c9D6llC6DLZGRkdSuHQ28jKfnPS5fLviXYyFE2WKw6SVlRU6ebgPcWJPF5Pnn4fx5mDoVfHxgwICSj6UccnJzY292Nu0Bm0OHDBaHiYkJLi4uj82UkFtqair37t3j3r17xMXFcf/+feLjzxAfH09CQgL378dz714GcXFZ3LunJilJRVKSCampJqSlmZKaakZ6uhkZGWZkZ1sC1oBNrj+tcm2WD/60eLBvkWvf/MGfZYNm9LJ08fb2zvO6lp5X9Mki+YJp5rlrRrqrVMl89MVCCJFLue50G1TFipoUgs2aQVwcvPUWPPssPPecoSMr8ypUqMC/7u60v3mTSvfuwdWrpWZBq7W1NdbW1lSpUkXntrKzs0lLSyM1NVX7Z3p6OmlpaaSnp5OZmURGRhyZmZlkZGRo/3y4n0l6ehbp6WrS0rLJyFCTnq4mKwsyMxUyM0GtVpGVBVlZCpmZCllZkJ3Ngz8VsrNz/wlqNSiKCrVahVqteb+iqMjOzqkfmnNMcz3kvEcz7UazqQCTXNcraJ7nqbTHFCXnGIBCrVrNdf55lrR58+axbds2YmJi8hSy2ZvzBE0Uizt37gKalZMyn1sI8TSk021IPj6wdi20bauZctK9u2ae93+KDAn9y2jZEn7/XbO/dSsWb7xh4IhKnqmpKba2tthKlZ9SZ8KECfz444+EhITw559/8tZbb7FkyRJef/31Yrmf5peUhx17k9I0AV7PrlxJBDT5wL28ZDWyEOLJld9vTh4upNTn4qOn1qoVfPedZv/GDU2p+PR0w8VTTtTo0YOcxGVxq1cbNBYhntbixYvZtGkT3377LVZWVnz77bf8/vvv3Lp1S2/3uHv3Lv369cPFxQUzMzPMzc21W3l24UKWdt/PTzJPCSGenF463QkJCSxbtowvvvgCgNu3b+v1y7/MGzoUhgzR7B84INUqS0DLwEByHsJbHzgA5XM9sSilYmJiaNq0qfa1oigEBgby119/6e0e7777LtHR0cybNw8bGxtWr15N48aN+S5nkKCcunr14T+btWpJp1sI8eR07nSfOHECHx8fJkyYoE0jdfz4cYYPH65zcMUtZyGlQRZT5qZSwcyZkPOP6KxZkCsHrdC/ypUrE16pEgAV4uMhOtrAEQnx5CpVqsSdO3cAqFKlCidPnuT69etk50x014Pt27ezcuVKgoODMTU1JTg4mCVLlmhTFJZXN248HOmvUcP4U+MKIYyHzp3uUaNGERYWxrlz57SPHVu0aMHBgwd1Dq5csbTUzDGu+KDU+FtvQXi4YWMq49IflIwGyN6+3YCRiLIkNjaWLl26YGtri6+vLzt27Cj02l9++QUfHx/s7Ozw8/PjwoULT3SPDh06sGHDBgD69OlDhw4deO655+jatatePgNAcnIy1R4sMLa0tCQzMxMfHx/Cy/n30p07msqzKlUqT5F4SAghdF9IGR4ers3ZmlMQx97ensTERF2bLn88PWH5cujYEVJTIThYU0jH2dnQkZVJNbp1Y9P69RwCeru44GfogITRiImJITY2Nt9xtVr92MJfw4YNw83NjdjYWLZv306vXr04f/48zv/5e/znn3/yzTffsH79em2H+7/XFGbOnDna/XHjxvHMM8+QkJDAwIEDn+j9T8LT05OoqCi8vb3x9vZm7dq1VKxYsdwvvL1/vwIA1tYxqFSSvkQI8eR07nQ7OTlx+/Zt3HNl3Lhy5Qpubm66Nl0+tW8PkyfDJ59opjz06QObNmlK7Qm9eqlzZ3YvX85bL7xA1apVDR2OMCKzZs1i4sSJBZ4zfcTfxaSkJNatW0d0dDQ2NjZ069aNgIAA1q9fz6BBg/JcO2nSJGbMmIG/vz+QP+/20+jTp0+R31uYoUOHEh4ejre3N2PGjKFXr14oisL06dP1fq/SJClJ8zTSweEeOfm6hRDiSejc6e7VqxcDBgxg5syZAFy7do0RI0bQr18/nYMrtz7+GI4fh9WrYds2+OgjeLBIVeiPm5sbvXv3NnQYogw5f/48dnZ2eHh4aI8FBATkWzeSnZ3NP//8Q0REBAMHDsTc3JzBgwczbty4x46kg2bEffHixRw+fDjfU8VFixbp5bOEhoZq97t3787ly5dJSkrC19dXL+2XRklJyWRkaKbceHhkGDgaIURpo/Oc7rCwMKpUqYKvry/379+nevXqmJmZ8cEHH+gjvmJlFCkDC6JSwS+/QE455y+/hKVLDRqSEOLxkpKScHBwyHPMwcGBpKSkPMdu375NVlYW27Zt007RW7RoEUuecAF1aGgoo0ePJjY2FlNT0zybPh04cIA333yTl156ibCwsAfVGMuvQ4cuAJrpJX5+5Tt1ohDi6ek80m1packvv/zCjBkziIqKws3NDU9PT33EVr7Z2cG6ddCkCdy7B2+8AbVqaV4L/dqwgczly1EUBYtynplBaISGhtKzZ898xxs0aPDIkWg7OzsSEhLyHEtISMDOzi7PMWtrawDGjh2Lo6Mjjo6OvP3222zatOmJCtysWrWKgwcP4uPj8yQfp0gWL17MG2+8wSuvvEKDBg24dOkSbdu2Zc6cOfTv37/Y7mvM9u69AdQFoGlTWWsjhHg6eqtI6ezsnCdvbGmQkzLQaHl5aTKadOwIaWmahZVSsVKv4uPj2fXmmwTHxJBlZqb5OVtJ7t3yztXVFVdX13zHH1eJ0cfHh6SkJK5fv65dJxAREZGvk+rk5ESVKlXydOCfZFpJDgsLC2rWrPnE1xfF5MmTWbduHZ06ddIe27JlCyNGjCi3ne5//nn4C9ULL8j3sBDi6agU5emrguzdu/fxFwGtWrV66oBKitWDjlVaWpqBI3kCP/4II0Zo9p9/Hnbt0qQYFDpTFIWhlSrxU1yc5sCOHfDii4YNShitJ/ne6NmzJxUqVOCHH35gx44dDBgwoMDsJePGjePkyZMsX76c+Ph42rVrxyeffEJISMhj45g0aRL29va8++67un2gR3BwcOD+/ft5ftFQq9U4OjrmG80vbXKmFD7toIuv72+cO9cbUJOaaiK/nwtRjhT1eyO3Io10BwYG5nmtUqnI3XfPGbHRZ6GGcm3YMDh5EubP11SsHDkScqUME0WnUqlQtW2L+vffMQHUW7diIp1uoYNZs2YxYMAAKlasiIeHBytWrMDZ2ZmlS5cybdo07Rd2WFgYw4YNw8PDA3t7e956661HdrhfeOEF7XeroigcOnSImTNnUqVKlTzXPemgyOO0b9+eLVu20LlzZ+2xrVu30r59e720XxrduGEDgLX1XaysJEm3EOLpFGmkO3dnesWKFSxfvpzp06dTs2ZNLl68yLhx4+jdu3expLHSl1I10g2Qng6BgZBTdGjOHE0BHaGzBQsWUHfIEBoDyX5+2EZGGjokYaQM+b1RWArD/woLC9PL/UaMGMGCBQvo3LkzNWvW5NKlS2zatInBgwfj6OiovS6nEnFpUpQRq9TUVGxsTgHPUb16NJcuPVNM0QkhjJE+RrqL1OnOzdvbm6NHj+b5Er537x6NGzd+4upqhlDqOt0AN25Ao0Zw6xaYm8POndCypaGjKvWio6NZ4eXFR4CiUqGKiYEHJeKFyK1Ufm8UUZs2bR57jUql0hZHK02K8o/nyZMnqV+/KlCJNm2i2Lmz6HnVhRClj8Gml+R29+7dfAuAVCpVuU8tVSyqVIFVq6BNG8jMhB49NBUrJVuMTmrWrMlxFxeIjUWlKJrc6H37GjosIR4pMTGRDRs2cPXqVapVq0bXrl3zpSvUxa5du/TWVllw+PA5oB4AdevaGDYYIUSppHOe7jZt2tCnTx8iIyNJSUkhMjKSkJAQXiwF82KNNk/3o7RoAQ8KERETo8lokpJi0JBKO5VKhV2HDuQsDVP/+adB4xHicY4dO4aXlxfvv/8+69evZ+zYsXh7e3Ps2DFDh1ZmHTgQq91/7rmKBoxECFFa6dzpnjNnDllZWdSpUwd7e3vq1KlDeno6s2fP1kd8oiBvvqlZXAmaypVDhoBus4TKvdbt27PjwX72pk2gVhs0HiEeZdiwYQwbNozr169z4MABbSXg3FUkhX5FRKRq9/39JXuUEOLp6TynO8eNGze4du0aHh4e+VbTG6NSPzczM1OTvzvnEfC0aZpy8aJIbt68ycAqVXjWzIwXpk7l1bFjDR2SMELG8r1hb29PXFwc5uYPqyJmZmZSsWLFUp/OryQUZW5mpUrfcffu/wGQlAS2tsUSmhDCSOljTrfOI907d+5k586d/PvvvyQlJfHvv/9qj4liZG4OK1dCToGMceNgwwbDxlSKubu7M27PHqbHx0uHWxg9Pz8/oqOj8xy7cOECvr6+Boroyb311lu4u7vj4OBAQEAAf/zxh/bcZ599houLC87OzowdOzZPKtojR45Qt25dbGxsaN26NZcvX9aeS01NJSQkBHt7ezw9PVm+fLleY87MzCQuzgkAW9sE6XALIYpE54WU7dq1y3dM8nSXkEqVNB3t55/XDL3066dJKVia5qgbEWMu5iREbn369KFr166MGjWKGjVqcOnSJb777juGDh2aZ8BDl7U1GzZsoGvXrk9VKfNJjB49mh9++AFLS0uOHDlCu3btiI6O1uYdP3jwILa2trRv3x5fX1+GDBlCeno63bt3JywsjJCQECZPnkxISAj79u0DNGkS79y5w/Xr14mMjKRTp040bNjwkb+EZGdnFzpi5eLikqci6aVLl1AULwCqVEkB9LdgVQhhXGJiYoiNjc13PD09HTMzHbvNip5dv35d6d+/v7Ju3Tp9N61XlpaWiqWlpaHD0I916xRFM6tbUby9FSUuztARlX4pKYqSlmboKISRMZbvDZVK9djNxMREp3tUqlRJqVatmjJp0iTl+vXreoo8ryNHjihWVlbKyZMnld69eyuTJ0/Wnlu4cKHSqlUrRVEUZcuWLYqXl5f2XHJysmJtba1ER0criqIobm5uyr59+7TnBwwYoIwfP77Q+/r7+ysuLi4KUOAWFhaW5/qNGzcqcEsBRenc+aY+ProQwkiFhYUV+t3g4uKiU9s6Ty/5rypVqvDDDz8wVh7Rl5ygIMgpUBEVBb17Q1aWYWMqra5fJyUwkGwnJ1i3ztDRCFEgtVr92E3XJ43Xr19n+vTpbN++nRo1avDKK6+wZcsWvcQfGhqKtbU1TZo04cUXXyQgIIDIyEjq1q2rvSYgIEA7Ev3fczY2Nnh5eXH69Gnu3bvHrVu3Cn2vPoSHXwYqA1CvnswtEUIUjd473aApUXzz5s3iaFoUZtw4Td5u0OSZlkWVRRI6fjzZe/Zgmp6OsnGjocMR4rGuXbtWLO1aWFjQr18/9uzZw8mTJ6lRowYhISE888wzfPbZZ8TFxRW57VmzZpGUlMT27dvp0KEDKpWKpKSkPHnGHRwcSEpKAsh3Lvf5nGvs7e0LfK8+/PPPw8Wp9evb6a1dIUT5ovOc7gULFuR5nZyczPLly2nevLmuTYunYWICv/wC585BeDh89RU0aCBFXp6Sf4MGbAVeBbI3bMAsM1OzaFUII+Xv71/sGUsqVaqEm5sbFSpUIC0tjXXr1jF16lTmzJlD3yJ+x5iamtK2bVu+/fZbfHx8sLOzy/M5EhISsLPTdHD/ey73+ZxrEhMTtR3z3O8tjLOzc6EFgFxcXPK8/vffh08OfXz0O8ddCGFcQkND6dmzZ77jQUFBOs/p1rnTPXny5Dyv7e3tady4MVOmTNG1afG07Ow0UyIaN4Z79zT5u599Fho2NHRkpUbHjh2ZjKbTbZaQAPv3Q2CggaMSonBKMebo37FjB3PmzOGPP/6gRYsWfPHFFwQHB2NqasqmTZsYOHBgkTvdObKysoiKisLf35/w8HC6desGQEREhDZFl7+/P7NmzdK+JzU1lQsXLlC7dm2cnJxwc3MjPDycFi1a5HtvYUxNTZ+4MNrVqw/zcntL9XchyjRXV9c8C6lzWFrqnp9f5073xYsXdQ5C6NEzz2hSCXbsCGlp8MormlLxBfwPJPLz9vbm32eeITs6GlOA9eul0y3KJW9vb+Li4ujfvz8nTpzIlwmkc+fO2rzlTyo+Pp4///yTbt26YWVlxdq1a9m1axfTp0/Hy8uLoUOH0qdPH2xtbZkxYwYjR44EIDAwkNTUVBYsWEC/fv2YOnUqjRo1ouaDlKkhISFMmTKFlStXcubMGdavX8+BAwf08nNIS0vj/v1KANjaJuaZxiKEEE+jWOZ0lxalsgz8k2jXDr78UrN/5Qr07KkppiMeS6VSEdijB38/eJ21Zo1U+xRGbc6cOcXS7scff8z169f59ttvC029d+XKladqU6VSMW/ePDw8PKhYsSKfffYZy5Yto379+nTp0oWhQ4fStGlTnn32WTp27MjgwYMBzQjT2rVr+fbbb3F0dGTv3r0sWbJE2+6kSZNwdnbG3d2dHj168OOPP+otZ7kmH7pmeNvdPfXRFwshxCPoXJHSwcGhwPmEzs7OOi20KW5WVlZkZGTg5+cH6FZhyCgpCvTvDzn/MIWGwsyZho2plNi/fz9rWrbk65wDERGS+1wAxlORsrhlZmbyf//3f8yYMeOpR7NLg6epLLdhwwaCghoBVenUKYZNm+SpoRDlkVFUpCzO+YTFzcLCgtOnT5e9DjeASgVz52rmdwPMmgXFNCJW1jRr1oz9zs4PD6xfb7hghDAAc3NzVqxYUSY73E8rOvomUBUAf3/5eQghiq7Ic7rHjx8PaEZEcvZznDt3jurVq+sWmdCdtTWsXavpeN++DcOHg6+vzFF+DFNTUwK6dydy/nx8gezLl7EwdFBClLAOHTqwdetWOnbsaOhQDOrs2XTtfp06kqNbCFF0Re5055TfzcrK0u4DmJiY4Obmxs8//6x7dEJ3Hh6ajCatW0NGBrz6Khw+rFlwKQoVHBxM6MqV1O7UiXFhYVQxdEBClLBKlSrx6quv0q1bN2rWrImJycMHo5NyinGVA9HRD/d9fEwNF4gQotQrcqc7J7/p0KFDmT17tt4CEsWgWTOYNw8GDIC7d6FbNzhwAGQVfqE6duxIx7t3dc7JKURpFRERQePGjblx4wY3btzQHlepylee6uvXH6YJk7EKIYQuitSjmDp1KuPGjQM0oyH/nV6SozyNhhi9/v0fFs05fVrzevVqTVEdkY90tkV5V1jhmPImNlYzOGFiko6bm+55eoUQ5VeRehb79+/X7v/9998FXlPeRkNKhc8+02Ti2LJFM+Vk4kTNJh7tzh3N3PhOnTTTdYQoZxRFybNo3qQc/bKekFARAHv7O6hUVQ0cjRCiNCtSp3vTpk3afRkNKUVMTWH5cnjuOU25+EmToG5d6NHD0JEZrfNbtuDVuTMmiqJ5SjBmjKFDEqJE3L17l5EjR7Jt27Z86V+zs7MNFFXJUqvVpKVpOtqVKiWQk8VECCGKovwMVwgNR0fYsAEcHDSvBwyAU6cMGpIx+2DOHC48GOFTr1xp4GiEKDnvvvsu0dHRzJs3DxsbG1avXk3jxo357rvvDB1aibl7Nw7QVL2sWrVs52YXQhQ/vUxcjY6O5tixYyQmJuY5nlNNTBgZX19Ytgy6doXkZAgK0pSKr1TJ0JEZndd692blunWMA0wOH4bLl0HSYYpyYPv27Rw6dIhq1aphampKcHAwtWvXZtCgQQwfPtzQ4ZWIyMhYQFNArUYNg4YihCgDdO50//TTTwwfPhxnZ2dsbR/mMFWpVNLpNmZdusC0afDRR3DpEvTqBVu3grm5oSMzKl26dKGtpSXj0h/k6v3tN/jgA8MGJUQJSE5Oplq1aoCmDHtmZiY+Pj6Eh4cbOLKSExHxsNqyj498NwohdKPz9JLp06ezcuVKYmJiuHjxonaLzp3cVBinDz6A3r01+7t2wbvvGjYeI2RnZ4fnyy+TU7NU/euvUIqrsArxpDw9PYmKigLA29ubtWvXsmPHjjyDK2Xd2bMPp5TUri0pVoUQutG50x0fH0/37t31EYsoaSoV/PwzNGyoeT1zppSKL8BrvXvz64N9kzNn4Ngxg8YjjFtsbCxdunTB1tYWX19fduzY8cjrL126hLW1NW+88UYJRfhkhg4dqh3VHjNmDH379qVDhw6MGjXKsIGVoIsXHy4YbdCgogEjEUKUBTpPL+nSpQt79uyhdevW+ohHlDQbG036wCZNHpaK9/ODVq0MHZnR6Ny5Mx/b2DA9JQVTgF9/hcaNDR2WKEYxMTHExsbmO65Wqx+bDnXYsGG4ubkRGxvL9u3b6dWrF+fPn8fZ2bnA6999910a5vzia0RCQ0O1+927d+fy5cskJSXh6+trwKhK1vXrORUok/H0LD8j/EKI4qFzp9vFxYXg4GB69OhBlSp5i2VLcZxSolo1WLMG2rTRlIrv0UOzsFJWDgFgY2NDy9deY/vChXQE1MuWYfL112BhYejQRDGZNWsWEwvJYW9qWngp8KSkJNatW0d0dDQ2NjZ069aNgIAA1q9fz6BBg/Jdv3XrVhRFoX379ly7dk1v8etLQYvk9+/fX27W68TGWgNgbn4TExNvA0cjhCjtdO50nzx5kvr163PhwgUuXLigPW6I4jjp6em0bt2aiIgITpw4gbe3fEk+sebNNVNLBg3SFIPp1g3+9z+wszN0ZEZhwIABzFq4kCzA+tVXeVGKP4kCnD9/Hjs7OzxyFVEKCAjg9OnT+a7NyMjg/fffZ+3atSxevLgkw3wiskge7t+vAICt7V1A/j0RQuhG5063MRXHMTc3Z/369Xwg2SWKZuBATan4GTM0f77+upSKf+CFF17gjzFjsO/WjZYtW8rPRBQoKSkJh5wc+A84ODhw9+7dfNfOmDGDzp074+XlVVLhPZWcRfLlec1OaqomjaqTU+JjrhRCiMfTudO9d+/eAo9bWVlRvXp1KleurOstnpiJiUmJ3q9M+vxzOH1akz5w3ToIC4PJkw0dlcGZmJjw1VdfGToMUUJCQ0Pp2bNnvuMNGjR45FM8Ozs7EhIS8hxLSEjA7j9PjK5fv86CBQv4559/9BNwMSjvi+RTUyE7W7N4snJlKYwjhNCdzp3uwMBAVCoVSq40ajmvVSoVL774IkuWLHnqzvDs2bOZN28e4eHhjBs3jgkTJmjPxcbGMnDgQHbv3o2HhwezZs2ibdu2Tx27oigFPvYFzVx1V1fXp26z1DMz0+SibtYMzp6FKVOgTh147TVDR2Z87t6FipLRoCxydXUt8O+/yWOecPj4+JCUlMT169epWlVTMjwiIoL+/fvnue7IkSNcvXpVOwUuKSkJtVrNpUuX2L59u54+hW7K+yL5yMgUwAYADw+1YYMRQpQJOne6lyxZwsqVK5k6dSo1atTg0qVLfPrppwQFBVGvXj3GjBnDqFGjWL58+VO16+7uzoQJE1i2bFm+c0+bHaAw2dnZ1KlTp8BzYWFheTr65UpOqfjnnoP79zXzvH18HqYWLOfUmzcT/957ON6/j+rSJSkoJLTs7OwICgoiLCyMH374gR07dnDq1CmCgoLyXNepUycuXryoff3VV19x8+ZNvv/++5IOuVDlfZH8//53g5x53LVr2xg2GCFEmaBzp3v8+PEcO3aMChU0C05q167NggULaNSoERcuXODXX3+lSZMmT91ucHAwAJs2bcpz/GmzA4giqlULVqyATp00z1mDguDoUSjn03fOnj3Lr4MHM+3WLc2BP/6AcvwIXuQ3a9YsBgwYQMWKFfHw8GDFihU4OzuzdOlSpk2bxunTp7G0tMTNzU37Hjs7O6ytraloRE9OjGmRvCEcOxan3W/RoqoBIxFClBU6d7rv3r2b70tYpVJpFw5VrVqVpKQkXW+j9bjsAMHBwRw+fJjz588zatSoAudliifUoQN8/bWmUuW1a5rO5c6dYGlp6MgMpkaNGizLzuZ9wAlg1izpdIs8XFxc8g0WAPTr149+/foV+B5jfKpmTIvkDeHMmZx53Om0bPmMQWMRQpQNOne6W7duzeuvv84XX3yBp6cnly9f5qOPPiIwMBCAEydO5Hs0qYvHZQdYt27dE7elVqu1mQPWr1+f55yLi4tugZYV//d/cPIk/PKLJoXg0KGaKpblZLTrvywtLen/zjv8Mnky7wLs2AH//gvPPmvo0IQQenT1qiYfu7n5Taytaxg2GCFEmaBzp3vu3Ln06dMHPz8/7Yh3YGCgdi62hYUFCxcu1PU2Wk+aHeBJWT4Yta1du7bOsZVJKhX89JNmUeWBA7BwIQQEaEa/y6l33nmHdtOm8W72gxLR33yjyXEuRCk3depUxo0bB2imDhamPMzpjovTDO44Od03bCBCiDJD52TDrq6u7NixgytXrnDgwAGuXLnCjh07tNlKateuTfPmzXUONEfu7AA5IiIiitRptrCw4PTp04VmMBEPWFpqKlbmTOl57z3YvNmwMRlQlSpVqN+rFznPRpRff4WcOd5ClGL79+/X7u/bt6/A7e+//y5y++np6QwePBhPT08cHBxo1qwZBw4c0J7/7LPPcHFxwdnZmbFjx+bJinXkyBHq1q2LjY0NrVu35vLly9pzqamphISEYG9vj6en51Mv3P+vlJQU0tM1T2irVs3UqS0hhMih80h3Dg8PD6pWrYqiKKjVmvRKj0uv9ShZWVlkZWWRnZ1NVlYWaWlpmJubP3F2gCeRkZGh7axLx/sx3Nw0GU1atoSUFOjdGw4eBD8/Q0dmECNHjuS95csJAlTp6fDDDzB1qqHDEkInueeiF8ec7qysLGrUqMHff/+Nh4cHK1eupGvXrly6dIm9e/cyc+ZMDh48iK2tLe3bt8fX15chQ4aQnp5O9+7dCQsLIyQkhMmTJxMSEsK+ffsATbapO3fucP36dSIjI+nUqRMNGzbE19e30Fiys7ML/d6Pjo4FAgGoVctC3z8GIYQRi4mJITY2Nt/x9PR0zMx07DYrOrpz547St29fpVKlSoqJiUmeTRdhYWEKkGdbuHChoiiKEhMTo3Tq1EmxtrZWfHx8lL/++uup27e0tFRUKpXi7++v+Pv76xRrufL774oCms3LS1Hu3DF0RAbzQsuWyv4HP4vsChUUJTHR0CGJYmZpaalYWloaOowyxd3dXTl69KjSu3dvZfLkydrjCxcuVFq1aqUoiqJs2bJF8fLy0p5LTk5WrK2tlejoaEVRFMXNzU3Zt2+f9vyAAQOU8ePHF3pPf39/xcXFJd+/MTlbu3ajtF9z06Zd1PMnFkIYs4L6nzmbi4uLTm3rPNL97rvvEh0dzbx583j99ddZvHgx06dP5/XXX9ep3QkTJhS6or+w7ABPK2d6iXgKr74KEydqKlVeuKB5vXUrWJS/0aBxn3zCFy+9xFIg4tlneS49HYq4tkAIY1MS1YbPnz9PXFwc3t7eREZG0qdPH+253FmpIiMjqVu3rvacjY0NXl5enD59GkdHR27dupXnfEBAQJ5pK0/rzp2HebkbNqxU5HaEECI3nTvd27dv59ChQ1SrVg1TU1OCg4OpXbs2gwYNYvjw4fqIURibTz+FyEhNHu/du2HUKE3qvHKmQ4cOzGjXjh8aNODNDz6Q6pSiTCmuasM5cuZhf/TRR1SoUCFfZioHBwdtutnCslYlJSVpr7G3ty/wvUVx797De9WuLb9ICyH0Q+eFlMnJyVSrVg3QZALJzMzEx8eH8PBwnYMrbjlzuiVzyVNSqTRZTBo31ryePbtcZu9QqVRs2baND7/4wqiKmgihD0uWLKFr166Eh4eTmJhIeHg4QUFBLFy4kGPHjqFWqxk1alSR2s7MzKRnz554e3trs6T8NzNV7qxUj8palXNNYmJige8tjLOzMxEREQVuKlXNnEhxdy/SRxRClFKhoaEFfi94eXk9deXz/9J5pNvT05OoqCi8vb3x9vZm7dq1VKxYEVtbW12bFsbM2hrWrtV0vG/fhuHDNYsqW7UydGQlKl91vvh4TVl4GykbLUq34qo2rFaref3111GpVPz666/av0P+/v6Eh4fTrVs3IG9WKn9/f2blepqWmprKhQsXqF27Nk5OTri5uREeHk6LFi3yvbcwpqamhV5z//41AKyt72BqKr1uIcoTV1dXXF1d8x231ENhQJ1HuocOHaod1R4zZgx9+/alQ4cORR4BKUmSMlBHHh6ajreFBWRlQY8eEB1t6KgMIyODpHHjyPDw0GQyEaKUK65qw2+//TY3b97k999/z5MJICQkhDlz5hAdHc3t27eZMWMG/fv3BzRTXVJTU1mwYAHp6elMnTqVRo0aUbNmTe17p0yZQmJiIocPH2b9+vX07du3qB+dpCTNkysnp/gityGEEPnoZalnLteuXVP+/fdffTerd5KFQI8WLHiY0cTfX1Hu3zd0RCXu14ULldMmJppMJo6O5fJnUB6Up++NoKAgpVu3bsq///6rpKSkKGfOnFGCg4OVoKAgRVEU5Z9//lFq1ar1VG1eunRJARQrKyvF1tZWu+3du1dRFEWZNm2aUrFiRcXR0VF5//33FbVarX3v4cOHlYCAAMXKykp54YUXlEuXLmnPpaSkKH379lVsbW0VDw8PZenSpY+M41FZq5KSkhS4roCiNGhw4qk+nxCi7NJHtjuVouRaJVOOWFlZAZCWlmbgSMqI99+Hr77S7L/0EvzxB+iaz7IU2bNnD98HBrI658DYsfD554YMSRSD8vS9ERMTQ58+fdi1a1e+asOVK1fm9OnTxMfH67X4WUl5VH2Gkyf/pX79ZwEIDj7F2rV1810jhCh/9FHXRefpJefPn6dTp05UrFgRCwuLPJuxk4WUevTZZ/BgLiZbtpS7MvGtW7cmvXNn/vfgtfqbbzQpFYUopUq62rCxOHbstnbf19fKgJEIIcoanYciX3/9dTw8PP6/vTuPq6Jq4wD+u+zLZVUWBUUF3MGtNxUXKDKXXHENTUStTHPLtDILzS3Lei1LTTQ1d0XTUnENFcvMV00FN3ABRFFABC479z7vHyMjV/blMnDv8/185sMsZ2aec9DLw3DmHAQHB/PLk7pMXx/YulWYsfLyZeCHH4DmzYGpU6WOrMZ8uWwZJh4+jL9VKujl5YFmz4Zs716pw2KsSqp7tuHa7sqV5/24PT2tJIyEMaZtqpx0X7t2DWfOnKn61JgS4MlxqplcLnQr6dwZePhQGL/b1RXo10/qyGpE27Zt0XXaNGxasQIBAGS//gr88Qfw6qtSh8ZYhSUnJ2PatGk4evQonjx5onZMqVRKFJXmRUXliOsdOvBQoIyx6lPlxxVt27bFw4cPqyMWpg0aNRISbzMzQKUCRo0CIiKkjqrGLFiwAN87OCDj2bZy0iQgJ6fUcxirjQrPNmxmZoY9e/bgpZdewnfffSd1aBoVG/t8xJamTevewyTGWO1V5aR77dq1mDx5Mnbt2oXTp0+rLUxHdeoEbNkirKenAwMGAImJ0sZUQywtLfHR99/ji2fb+lFRwI4dksbEWGUcP34cu3btwuDBg8XZhrds2YIdWv7v+fFjoR+3kVEyTLhLN2OsGlX51/jIyEiEhYXh4MGDavtlMlmt/xNkwYuUQNXeRmXFGDIEWLIEmDsXuHdP2D5xAqiGweVru+HDh2NjcDCOHD+Ofz09MXPUKNT+14oZU1eXZxuuirQ0YcY5C4snALh7CWOs+lT5Sffs2bOxZMkSPH36FHl5eeKSm5tbHfGxuuzjj4ExY4T1P/8E3nlHGM1by8lkMqxZvx5xwcGY8++/MNKBXzSY9imYbRiAONvwiRMntP6F+ZwcYXQWW9uKT/zDGGOlqfKT7tTUVEybNq06Yqlx/CKlhslkQHCwMHTe2bPAL78IU8V//LHUkWlc48aNMXHiRPWdKhWgxaM+MO1SMNuwm5sbZs2ahREjRoCIsHTpUqlD0xiFIhNEwtN9R0d+F4MxVr2qnAH07dsXf/75Z3XEwrSRiQmwbx/g4iJsf/IJoIPD6OX+/Tcy3d2Bc+ekDoWxcpk8eTKGDBkCAPDz80NMTAyuXbuGOXPmSByZ5kRGPgGedQZr1EglbTCMMa1T5Sfd9vb2GDBgAIYOHYoGDRqoHfviiy9KOIvpFHt7YUQTLy9AoRC6nJw+Dbz0ktSR1YiYS5dQv1s3mKtUyBk+HMaRkYCFhdRhMVYhTk5OUoegcRER6eJ6s2b6EkbCGNNGVX7SffXqVbRr1w7R0dEIDw8XlzNnzlRHfExbeHgAO3cK3SuysoQRTeLipI6qRtxOScH8Z5OKGMfFIW/8eJ3o287qtro823BlXb+eKa63bMlDlzDGqleVn3SHhYVVRxyS4NFLali/fsB33wmzVCYkCIl3eLjWP/V99dVX8ef8+Tg2fz56ATAMCYHq+++hN3261KExViJdnG04MvL5y5PdujlLGAljTBvxyP+sZr3/PnDrFrBypTBd/KhRwP79QB2c0bQiPv3sM7x56hRahIWhMQD64ANhPPPu3aUOjbFi1eXZhivrzh3hL1Iy2RM0acLDBTLGqpdOD6VQMHoJP+WuYd9++3xq+EOHgOnTtb67hZ6eHlaHhGCGkxNyAOirVMgeMACIiZE6NFbNEhMT8cYbb8Dc3BwtWrTAiRMnii03a9YsuLq6wsLCAp6enjhw4EANR1o6XZxt+NEjoUuJuXmSxJEwxrSR7jzCYLWHgYEwS2OPHsLT7lWrAHd3YMYMqSPTKFtbWyw6ehQfduyIlTk5MHn6FJm+vjC7cAGwspI6PFbI48ePkVjMLKoqlQoymayYM56bMmUKHB0dkZiYiOPHj2PEiBGIioqCra2tWjkLCwuEhobCzc0Np06dwpAhQ3Dp0iU0bdq0WutSWQWzDb/11ltwdHRUO9azZ0+JotIcIkJ6uvA9ql8/s4zSjDFWcZx0M2lYWAAHDgCdOwMPHgAffAA0bQoMGiR1ZBrVunVr9Nq1CysGDcIMAPGxsXBJSoIRJ921yqpVq7BgwYJij+nrlzyqhUKhwL59+3Dnzh2YmZlh4MCB8PDwwP79+xEYGKhWdv78+eL6K6+8gtatW+PixYu1Jumuy7MNV0ZiYhJUKmGMbh4ukDGmCTrdvYRJzNkZOHgQMDcXupf4+wMXLkgdlcYNHDgQJj/8gKUmJnjy++8wcnWVOiRWTaKioiCXy+Hs/PwlPA8PjzK7sKWkpCAiIgKtW7fWdIjlpmuzDUdEPARgBoCHC2SMaQYn3Uxa7dsLXU309IDMTGFEk9hYqaPSuElTpuDtuDh07t1b6lBYNVIoFLC0tFTbZ2lpCYWi5CnFVSoVAgMDMXToULRq1UrTIZZbwWzDlpaW0NfXV1u00eXLT8X1li1NpQuEMaa1OOlm0uvfH1ixQlh/+BB44w0gNVXSkGpC/fr11bZjZ8xA5owZWv9SaV0wefJkREREFFkMDQ1LTTrlcjnS0tLU9qWlpUEul5d6r9TUVKxZs6ba4q8OujbbcOExuj09raULhDGmtXS6TzeP012LTJ0K3L4tjOMdEQEMGyaMbGJoKHVkNSJ62jS4rVwJAMhQqWD+3XdAGS/sMc2xt7eHvb19kf16eqU/p3B3d4dCoUB8fLw4g2NERATGjh1bbPk5c+bgwoUL+OOPP2BsbFz1wKuRrs02fOdOvrjevr1tKSUZY6xy+Ek3qz2++QYYPFhYP34cmDBBZ576bkpKQsH8nOYrVyJ90iSdqbs2kcvlGDRoEIKCgpCVlYUDBw7gypUrGFTMC8KLFi3CgQMHcPjwYVjUwgmidG224fv3hV9yZbJsNGig08+jGGMaIiPSzZ/sJibCeKzZ2dkSR8LUZGYCr7wC/POPsP3RR8CXX0obUw1QKpWYO2oUJoeEwOXZvtSRI2G1dSugpX1o66LyfG4kJiYiICAAJ0+ehLOzM1atWoXXXnsNW7duxZIlS8S/qslkMhgZGcGw0F9zfvrpJ4wePVqzlWDF/oXT1vYPpKS8CjOzOGRkNJIqNMZYLVUdPSP4STerXczMhKEE3dyE7WXLhC4nWk5fXx9Ld+7E+rFjcefZPqudO/HE1xfgXwzrFDs7Oxw6dAiZmZm4desWXnvtNQDA6NGj1T6siQg5OTlQKBTiInXCvXjxYnH9888/L3YJCgqq9PVXr16Njh07wtDQUG3IRADYuHEjnJ2dYWlpicDAQLVRUm7fvo1u3brBzMwMHTt2xOXLl8VjKpUKM2bMgLW1NRwcHPDf//63UrGlp1sDAKyt0yt1PmOMlYX/hsZqHzs74MgRwMsLePQImDkTaNAAGDFC6sg0Sk9PDws2bsRXNjbo8913aAfA9tQpJHXqhPqnTgEvvHjJWHUr/OJkeHh4sWXKmhyoNA0aNMD8+fOxbds2tf1Xr17FzJkzcfToUTRv3hxDhw7FwoULsXDhQgDAm2++ib59++LEiRPYsGEDhgwZglu3bsHAwABr1qzByZMncevWLaSmpsLHxweenp7w9fUtNRalUin+EpSZmYn8fOHptrV1Gh4/flxsn37GmPYraXK0nJwcGBhUMW0mHWVsbEzGxsZSh8FKc/EikYUFEUBkZER08qTUEdWYn7/9lk4KvbqJALocGCh1SIz4c6O6vPvuuxQUFCRuf/zxxzRhwgRxOywsjBo3bkxERDdu3CBzc3PKzs4Wj7u4uNAff/xBRERdunShzZs3i8eCgoJo7Nixpd6/devWZGdnRwCeLUb0/L/b52qxMcZ0S1BQUKHPBvXFzs6uStfm7iWs9urQAdi7V5g2PjdXmK3y6lWpo6oRgTNnImPPHuzS18cha2s004EuNkx3Xbt2DZ6enuK2h4cHYmNjoVAocO3aNTRv3lxtdJfCEw4Vd27F+1w6F1rX/nkCGGPS4KSb1W6vvQZs2CCsp6YCffoAMTHSxlRD+vn5oeWFC2h97hzkhUe3ePIEUPE01Ux7vDipUMF6QV/30iYcKu7c0iYjKp5LoXVOuhljmsF9ulntN2aMMGnOnDnAgwdA797AmTM60cfZs107tW3KykJMq1YwbdgQDocPAw4OEkXGWPV5cVKhgnW5XF7mhEPFnVvaZEQFbG1tERYWBgCYNu0S/vhD2L9v3/fo2tWuSvVhjNVdkydPxvDhw4vsHzRoUJX7dHPSzeqG2bOFlyq/+Qa4eRPo21cYy9vKSurIatSFYcPw0uPHwOPHSG3aFCa7dsG4f3+pw2KsSlq3bo2rhbqORUREoHHjxpDL5WjdujWioqKQk5MjdjGJiIjABx98oHZuQReTiIgIcWiv0ujr64vlUlPvivv79GmDWjZPEWOsBpU0OVp1TGDG3UtY3fHVV8Bbbwnr//ufkHin69bwXgmjR2P3s3GdrbKyYDxgAB69+aYwvjljtVx+fj6ys7OhVCrV1v39/bFnzx5cuHABqampWLx4sTiLZ4sWLdCqVSt8+eWXyMnJwdq1ayGTydCjRw8AwJgxY7B8+XIkJiYiOjoawcHBJc4AWpLHj4Xx1w0MEjnhZoxpDCfdrO7Q0wPWrweGDBG2z54F+vcHMjKkjasG9ff3R+eoKCxxd0dBrR127EBSo0bIO3VK0tgYK8uiRYtgamqKdevWYfHixTA1NcXmzZvh4eGBb7/9FgMHDoSzszMaNmyIefPmiedt27YNR48ehbW1NVavXo29e/eKf+Z977334O3tDXd3d3h5eeGDDz4oc7jAF6WkCN1RzM2Tq6+yjDH2Ap2ekTI3NxetWrUCULUZhlgNy80F/PyAgweF7Z49hfVy9OPUFvn5+Vjz4Yfo+N138Hq2TwXgkZ8fGmzapFNtUZN4JlvtUHhmOSKCvn40iNzh5nYJUVEdJI6OMVYb8YyUTDcZGQEhIcDrrwvbp08Lo5q88LKVNjMwMMD7K1bA9Px5/NfREdkQ/jPn/vprkZfOGGMli49/ACJhYpxGPPs7Y0yDdDrpNjIyQmRkJD/lrotMTID9+4F+/YTtP/8EfH2BYmaR0mYdXnoJU2JisGHGDJyWyXD53Xdh2bDh8wJKpXTBMVYHXLmSAED4C4a7u5G0wTDGtJpOJ92sjjMxESbPGThQ2P7f/4Bu3YB79yQNq6YZGRnhvf/+F42io/HGDz+oHbvx8suIffVVUFycRNExVrtdu/Z8TG93d36LkjGmOZx0s7rN2FjoalIwWkFUFNC1K3D+vLRxSaBps2bQ19cXtx/++itaXryIxmFhyHVxQeywYcKwi4wxUVRUjrjeqhW/C8EY0xxOulndZ2gIbNwojOUNAAkJwsuV27dLGpbUbj55ggPPhhc0JkLjPXuQ1bAhYoYNA92/L3F0jNUO0dG54nqnTto/4RZjTDqcdDPtIJMJ43ivXAno6wPZ2YC/v5CI5+aWfb4W8pkwAV4JCVjl749TesJ/dVOVCi579iCvcWPcee015F+5InGUjEnr/n3h/4ZMlgUHB54vjjGmOZx0M+3y/vtAaChgbS1sL18OdO8O3LkjaVhSsbW1xeStW9HywQOsHjZMTL6NiNDsxAmcHTZM4ggZk1ZSkhkAwMQkETKZxMEwxrQaJ91M+/TqBfzzD9Dh2Xi7588D7doB332ns6N5ODg44L3du9Hm0SMEBwbioKEhVACM5sxRK5e0ezcoNlaaIBmTQHq6DQDAyoqH2mSMaRYn3Uw7ubsLM1ZOny5sKxTAjBlAly7Cfh1Vv359vP3zz/BJScG+777DyxMmiMcoLw9Kf3+Qiwui3dyQ8PXXQHq6hNEypln5+fnIy3MEADg4ZEkcDWNM23HSzbSXsTGwYgVw7Bjg6irs+9//AC8vYPBgICJCyugkZW5uDr9p0yAr9Pf0G8HBcMjPhx4At9u34ThnDrKtrHDTwwMJK1ZwAs60zu3b8QAcAADOztLGwhjTfpx0M+332mvA1avA3LlCIg4IE+t4eAiT6xw7BqhU0sZYCziMHIkds2djp50dkp7tMyFCi4gIOM6ciVwrK9x0dUV2SoqkcTJWXS5ceD6EZvPmJhJGwhjTBZx0M91gagosXgzcugUEBgLPXihEaKgwnXzTpkJSfukSQCRtrBKxrVcPo776CiMfP0bSlSvY8uab2G9hgdRnx42IgLg4GBe8pAog+/FjPPjxR9CTJ5LEzFhVXLnyVFz38LCWLA7GmG7gpJvplsaNgZ9/Bq5fByZPFpJxAIiNBZYuBTp2BBo2FCbb+ekn4PJlID9f2pgl0NLDA2O2bcPA1FQ8uHQJ28eMwV47O1x7+WW1LinXV61Cw/ffB9Wrh3s2NrjcsyfuLF2KvOhonf3lhdUdt25li+udOtlJGAljTBfIiHTzJ6OJifCnxOzs7DJKMq2WnAzs2AFs2QL8/XfxZYyMgFatgNathRc0XV2FJ+MuLkKCbqA7Y/uqVCro6T3/Xf2vl1+GVwmzfyYZGuKhszOUPj5o//PPNRWiRvHnhnZo06YNAMDYeDEuXRoMAMjMfP47OGOMvajgcyMyMrLS19C6pHvOnDk4e/Ys3NzcsG7dOrVpsQvjH56siHv3hO4moaHA6dNAamqZp0BfH3ByAho1EhYnJ2Fp0EBIyBs0EBa5dk4vfevffxG5di1UJ07A6e5ddMjLg/ELZf6uVw9dkpLE7Zjff0fiV1/BqEMH1OveHY6vvAJ9u7rxlJE/N7RDwQ/P1NSvER/fDwYGT5CXZytxVIyx2qw6km6tekR3+fJlJCYmIjw8HAsWLMCBAwcwaNAgqcNidUWTJsB77wmLSgXcvAmcOye8hHn1qrAdF6febUKpFLqmlDW2tYWFkIQXTsQLrxcsFhaoSzN0NG/fHs1XrQIAEBHuXLuGqF27kHHiBCyuX4fbkydIa95c7Zz7O3ag25kzwJkzwgyiAJ7o6+ORlRUUDRpA5eoK8y5d0PaTT2q8Pky3pKVZAgDMzFIAcNLNGNMsrXrSvXr1atja2mLkyJE4d+4c9u7di2XLlhVblp9YsUrJzgbu3hWeisfEPE+44+KA+/eB+HggJ6fy1zczAxwdAQcHYbG3B+zsnn+tX19Y6tUTFjOzWp2k5+XlIVOhgJWNjbjvmLc3epw+jdLGirhibg5PhULcjgkNRfLEich2dAQaN4Zxs2awaN0atp6esG3bFno11C+APze0Q8ETqxs3dkOlao0mTa7g7l1PiaNijNVmWv2ke/Xq1QgODsbVq1fx6aefYv78+eKxxMREjBs3DidPnoSzszNWrVoFX19fpKSkoGnTpgAAKysrpPDQZqy6mZgI/btbtSr+OBGQkgI8eCAsDx8+/1p4/cGD4pPzzExhyvryTltvZATY2DxfrK0BKyvA0lJYLCyeL3I5YG7+fDEzExZT0+eLsXG1JvGGhoZqCTcA9Dp1CokJCbjyxx94cuYM8q5ehXFMDOolJcEpKwuOAFJt1Z86JoaH46WCNr14sch9kvT08MjMDK1TUyF71udclZeH/331FeQtWsCmTRvYubnBwNCw2upWkpI+n16UlZWFt99+G/v374eNjQ2WLVuGN998U+PxMYFKpYJKJQzO3aBBnsTRMMZ0Qa1Nuhs0aID58+dj27ZtRY5NmTIFjo6OSExMxPHjxzFixAhERUXB2toaqc/64aampsLmhR/2LyKiEn9jsbOzg729fdUrwnSLTAbY2gpL27YllytIzguS8YLl0SMgIUFYHj0SluTkkkcCyc19Xq66mJgIi7Fx0cXISH0xNBQWA4Oi6wYGwqKv//zrs8Xu2QI3N6BFC3G/UiZDTEICGuXlARs3CkM76usjPyICN/T14ahUwrqYkOurVMjOzITs+HHhHD09pNy5g5fnzRPLZACI0dPDEyMjpJubA3Z2sHBxgfvbb8P6lVeE79kzjx8/RmJiYpH7qFQqtdFbilPS55PtC79IBAUFISkpCfHx8bh27Rr69u2Ljh07okWLFhX4ZrHKysnJByB0L3Fx4YG8GGOaV2uT7sGDBwMADh06pLZfoVBg3759uHPnDszMzDBw4EB4eHhg//798PLywsqVKzFy5EgcOXIEXbt2LfUeSqUSbUtIjIKCgtSerjNWrQon58/+ZFUipRJ48gRIShKWxEQhEU9OFhL3giU19fnXtDTha2W6QWRnV+68aqAPwKWY/V2efVUCeAAgGUAqgGwABOGDLF+lgnPv3uI5TwDUK3QNcwCuKhVcC+qXnAzcuIGoI0dg/dtvwIABYtlVq1ZhwYIFxcdYwsvZQOmfT4GBgWplN2/ejN27d8PS0hJdunTBoEGDsG3bthLvy6pXdvbzoUCbNq21Pwo14vHjx1j17F0MAJg8ebLOPWTiNuA2AGq+DercJ01UVBTkcjmcC83Z6+HhgcjISAQGBsLGxgY9evRAs2bNMHfuXAkjZaya6OsL/bkrM8JHfr4wfbtC8XzJyBCWzEwgK+v516ys5wl3drbQ/aXga06O8FS9YMnLe/61YD0/X1hXKp+v5+cLi1IpLFVtCgANny1lcQIQCSATQB4AGQBDCMm3FYCC1mxW5aieK+3zqbCUlBQkJCTA09NTrdzZs2erMRpWmpyc57PQduqkW4lGYmKi2i93w4cP17lki9uA2wCo+Taoc0m3QqGApaWl2j5LS0skJycDAJYvXy5FWIzVTgYGz/t7S41IGBWmICkvWC+8qFTP9xd8JXr+teB44X0F64XLq1QwU6nQpuB4QfecQtu5OTmIu30brq1aAR06VEsVy/p8KlwOACwsLNTKKQq9PMo0Kzf3eZctT08euYQxpnl1LumWy+VIS0tT25eWlgZ5JcZBVqlUcHV1BQDs379f7ZhdHRk3mLE6QyZ73q/byEjqaGAEwLWEY5MnT8bw4cOL7O/QoUOpfbrL+/lUsJ2eni4m6ZX9HGOV83yiWRWaNNH8C7aMMVbnkm53d3coFArEx8fDyckJABAREYGxY8dW6nrGxsJUHm3K6lfLGNMZ9vb2xf6JsfBsnMUp7+eTjY0NHB0dcfXqVXTr1k0sx59DNUepFL6X+vpPYWjIT7oZY5pXa1/Zzs/PR3Z2NpRKpdq6XC7HoEGDEBQUhKysLBw4cABXrlyp1CQ4RkZGiIyMrNKYi4wxVqAin09jxozBokWLkJ6ejn/++Qf79++Hv7+/BFHrKuEvFjJZlsRxMMZ0Ra2dHGf+/PlF3uLfsGEDxo0bh8TERAQEBKiNg/vaa69V6PomJibIzc1Fq2fjLXPizRgrS3kmxynp82nr1q1YsmSJ+FmTlZWFiRMnqo3TzUl3zbCwsIBCkQPAHUA+Wreuc3/0rZKcnBzcvn1b3HZ1dRX/6qsruA24DYCKtcHt27dhaGiI9PT0St+v1ibdmlaRpFtbhtXRhnpwHWoHXa0Dz0ipHRwdHZGRkYHGjRtLHYoklEolnjx5Im7b2tqWOhSmNuI24DYAKtYGsbGxMDc3R0JCQqXvp9NJN1C+H56RkZFq43nX1b6X2lAPrkPtoKt14KSbMcZYZdXaPt2MMcYYY4xpC51OunNzc9GmTZs694SOMcYYY4zVLbr19kgxCnegL0i+IyMj1RLxnJycKt2j8HUrWqa4/S/uKy7uF+sAALt27eI6SFiHgnVN/3vS5jqUFXNN1oExxhirCJ1Ouo2MjMTJcRhjjDHGGNMUnX2RsmBWuYKvRkZGyM3NLbIOAC82kaGhYZmTZBRW+LoVLVPc/hf3FRf3i3UAAAMDA+Tl5VWqHlyHqtehYF3T/560uQ5lxazpOhQ8HdfRj03GGGNVoLNJt56eHoioXGNSEhGUSqW4ra+vX+pU0LWVNtSD61A76GodcnJyIJPJoFKpNB0eY4wxbUOMMcYYq7Oys7MpMDCQGjVqRBYWFtS5c2f666+/xONLly6l+vXrk42NDc2ePZtUKpV47J9//iEPDw8yNTWlnj170r1798RjmZmZNHr0aJLL5dSoUSPatm1bjdarsv766y+SyWS0cOFCcZ8utcGyZcvI2dmZ5HI5tW/fntLS0ohId9rg0qVL5OXlRRYWFtS0aVMKDg4mIiKlUknTp08nKysrsre3p2+//VbtvEOHDpGrqyuZmZnRwIED6cmTJ+Kxx48fU79+/cjMzIyaN29Ox48fr1RsnHQzxhhjdZhCoaAFCxZQTEwMKZVK2r59O9WrV4/S09Pp4MGD5OzsTNHR0fTw4UNq27YtrVu3joiEZN3Z2ZmCg4MpKyuL5s6dS927dxevO3v2bOrduzelpqbS2bNnydramm7cuCFVNctFqVRS586d6eWXXxaTbl1qgx9++IFeeeUViomJIZVKRZcvX6bs7GydaoO2bdvSggULSKlU0oULF0gul9O1a9foxx9/pHbt2tGjR4/o1q1b1LBhQzF5fvToEVlZWdHBgwcpIyODxo4dS2PGjBGvOXz4cBo/fjxlZGTQ/v37ydbWlpKTkyscGyfdjDHGmJZp0KAB/e9//6NRo0apPfHdsGED9ezZk4iIDh8+TK6uruKxjIwMMjU1pTt37hARkaOjI4WHh4vHAwIC6PPPP6+hGlTO6tWradq0aRQQECDWW1faID8/nxo0aEDR0dFFjulKGxARyeVyunXrlrj9n//8h/bu3UtdunShzZs3i/uDgoJo7NixRES0Zs0a8vX1FY/duXOHjI2NKTMzk9LT08nQ0JDi4uLE497e3vTzzz9XODadHqebMcYY0zZRUVF48uQJ3NzccO3aNXh6eorHPDw8xOE1XzxmZmYGV1dXREZGIiUlBQkJCSWeWxslJydjxYoVWLBggdp+XWmD+/fvIzMzEyEhIXBwcECLFi0QHBwMQHfaAACmTp2KLVu2ID8/H//88w9iY2PRpUuXCrVB06ZNYWhoiNu3byMqKgpyuRzOzs7FnlsROj1kIGOMMaZNsrKyMGbMGHzyySewsrKCQqGApaWleNzS0hIKhQIAihwrfLygjIWFRbHn1kaffvopZsyYAWtra7X9utIG8fHxSE1Nxa1bt3Dv3j1ERUXB19cXLVu21Jk2AIC+ffti7NixWLx4MQBg/fr1aNCgQZlt0KhRI7XrFBzPy8srtn2Sk5MrHBs/6WaMMca0QF5eHoYPHw43Nzd8/vnnAAC5XI60tDSxTFpaGuRyebHHCh8vKJOenl7subXNpUuXcP78ebz99ttFjulKG5iamgIAPv/8c5iamsLT0xOjRo3CoUOHdKYNnjx5gjfeeANff/01cnJycPHiRXzyySe4ePFildqgpGMVxUl3NZgzZw569OiBwMBAtSHI6oqcnBx06dIFcrkc0dHRUodTKadOnUKXLl3QvXt3zJw5U+pwKiUuLg5eXl7w9vbGwIEDkZWVJXVIlRYSElLkqUFdce/ePTg4OMDHxwevv/661OEwVi4qlQpvvfUWZDIZNm3aJA5/2bp1a1y9elUsFxERIc7O+uKxrKws3L59G23atIGNjQ0cHR1LPLe2OXXqFG7evAknJyc4Ojpi586dWLZsGQIDA3WmDZo3bw4jIyO1oU917d/B7du3YW5ujmHDhkFfXx+enp7w8vLCqVOnKtQG9+7dQ15eHlxdXeHu7g6FQoH4+Phiz62QynRSZ8/9+++/NG7cOCIimj9/Pu3bt0/iiCpOqVRSQkICBQQEUFRUlNThVMr9+/cpOzubiIj8/f3pypUrEkdUcfn5+aRUKolI+Le0a9cuiSOqHJVKRSNGjKCuXbtKHUql3L17l0aPHi11GIxVyMSJE6lnz56UlZWltv/AgQPUqFEjun37NiUkJJCnp6faqBVOTk60fv16ys7Opk8//VRt1IoPP/yQ+vTpQ2lpaXTu3DmysbGptaNWZGRk0MOHD8VlxIgR9NFHH1FKSorOtAGR8PPvnXfeoezsbLp27RrZ29vT6dOndaYNnj59SpaWlrRv3z5SqVQUGRlJ9vb2dOzYMfrhhx+offv29PjxY4qKiiInJ6cio5eEhoZSRkYGjRs3Tm30kmHDhtGECRMoMzOTfv/9dx69RCqrVq2iHTt2EBHR33//TXPmzJE4osqry0l3YWPHjqXIyEipw6iSzz77jC5duiR1GJWyZ88e2rRpE3Xr1k3qUCrl7t275OTkRN27dy8yjitjtdG9e/cIAJmYmJC5ubm4nD59moiIlixZQvXq1SNra+sSx2c2MTGhHj16FBmf2d/fn8zNzcnZ2Zm2bt1a43WrrMKjlxDpThukpKSQn58fyeVyatKkCf3000/iMV1pg8OHD1O7du1ILpdT48aN6csvvyQi9XG67ezs6JtvvlE77+DBg9SsWTMyNTWlAQMGFBmnu2/fvmRqakru7u507NixSsXGSXchq1atog4dOpCBgQEFBQWpHStpYPTFixdTaGgoERFdv36d3n777ZoOW01l6lCgtiTdVanDxYsXqV+/fjUYbfEqW4fw8HDq2LEjeXl50dOnT2s4anWVqYNKpaIhQ4ZQXl5erUi6K1OH7OxsUigUlJeXR/369aPLly9LEDljjDFtw326C2nQoAHmz5+PoUOHFjk2ZcoUODo6IjExEV9//TVGjBiBJ0+ewNraGqmpqQCA1NRU2NjY1HTYaipTh9qmsnV4/Pgxpk2bhp9//rmmQy6isnXo3r07Lly4gMGDB0tej8rUYf/+/ejduzcMDGrHwEiVqYOxsTHMzc1hYGCA/v37IyIiQoLIGWOMaZva8ZOxlhg8eDAA4NChQ2r7FQoF9u3bhzt37sDMzAwDBw6Eh4cH9u/fDy8vL6xcuRIjR47EkSNH0LVrVwkif64ydQgMDJQg0pJVpg7+/v7w9/fHihUr4ODgIEHU6ipbB2NjYwCAtbW15C/lVqYODx48QFhYGH799VdERkbik08+wdKlSyWIXlCZOgwbNkwcHuvPP//E1KlTazpsxhhjWoifdJdDaQOjt2/fHjY2NujRowdu376N/v37Sxhpycoa3H3w4ME4evQoAgICsHv3bqnCLFVpdfjll19w9epVzJo1Cz4+Pjh79qyEkZastDr8/fff6NmzJ1555RUcPnwYY8eOlTDSkpVWh08//RTHjx/H4cOH0aZNG0kT7tKUVofw8HB06tQJXl5ecHJyQufOnSWMlDHGmLbgJ93lUNLA8QUDoy9fvlyKsCqkrDrs27dPgqgqprQ6vP3228WOz1rblFYHb29vnD59WqLIyq+sf0sFzpw5U5NhVUhpdejXrx/69esnUWSMMca0FT/pLofqHBhdKlyH2oHrUDtoQx0YY4zVLZx0l0O1DowuEa5D7cB1qB20oQ6MMcbqFk66C8nPz0d2djaUSqXaulwux6BBgxAUFISsrCwcOHAAV65cwaBBg6QOuQiuQ+3AdagdtKEOjDHGtITUYxbWJkFBQQRAbdmwYQMRVd/A6JrGdagduA61gzbUgTHGmHaQERHVXIrPGGOMMcaY7uHuJYwxxhhjjGkYJ92MMcYYY4xpGCfdjDHGGCuTj48P5s2bJ3UYJerbty8WLlwodRhF5OfnQyaT4eTJk1KHUqo///wT7dq1g0qlqtB5AwYMwMaNGzUTlJbhpJsxxhhjtVp5Ev7Q0FB89tlnNRSR9pk6dSoWLFgAPb3nqeGxY8fg6+sLS0tLmJubo3379li9ejUKvw64aNEifPTRR8jKypIi7DqFk27GGGNMy+Xm5kodQqXU1bjrmrCwMCQkJGDAgAHivg0bNmDw4MHw8/NDbGwskpOTsXTpUnz55ZcYN26cWK5du3ZwcXHBli1bJIi8buGkmzHGGNMyPj4+eP/99zFq1CjY2Nhg2rRpyM7Oxty5c+Hq6gobGxv07NkTly5dEs/58ccf0bZtW1haWsLR0RFvvfUWkpKSKnxPPz8/WFhYwM3NDb/88otambLuUVzckyZNQnh4OL766ivI5fISZ4598Wm4j48Ppk6dipEjR8LS0hLOzs7YsWMHrl69iq5du8LCwgIvv/wybt68We46lNWGAPD48WP4+fnB2toazZo1w86dOyvcBtOnT4e/vz+srKzQqFEjrF69Wu0aWVlZmDdvHpo3bw4LCws0a9YMmzZtKneML9qzZw98fX2hr68PQJihd/r06fjiiy8wZcoUWFtbw8TEBH379kVISAg2b96MEydOiOf36dMHe/fuLfUeDDxON2OMMaZtvL29yczMjA4ePEhKpZIyMjIoICCAfH19KS4ujvLy8mjlypVkZ2dHKSkpREQUEhJCN2/eJKVSSffu3aOXX36ZRo0apXbNTz/9tNR7mpiY0G+//UZ5eXl08OBBMjQ0pDNnzohlynOPF+Muz72LK+Pt7U1WVlZ06tQpUiqVtGLFCjIzM6N+/frR3bt3KScnh/z8/Oj1118vdx3KakMiol69elHv3r0pOTmZkpOT6Y033iAAFBYWVu42sLS0pBMnTpBSqaSQkBDS09OjqKgosczo0aPpP//5D127do1UKhXFx8fThQsXyh3jizp37kxffvmluH3w4EECQHFxccWWb9asGc2aNUvc3r17N9WrV6+U7w4jIuKkmzHGGNMy3t7eaolcUlISAaAbN26olXNzc6PNmzcXe429e/eSra2t2jXLSrr9/PzU9o0YMYLGjx9f4jnF3aNw3OW9d3FlvL291e799OlTAkDbtm0T94WEhJC1tXW56lCeNrx//z4BoCtXrojHr1y5opZ0v6i4NggMDFQrU79+fdqxYwcRESUmJhIAOn/+fJFrVeb7TETk7u5Oq1evFre3b99OAEihUBRbvlOnTjRp0iRx++jRo6Snp1fi9ZnAQKon7IwxxhjTnKZNm4rr0dHRAIDOnTurlcnNzcX9+/cBAHv37sXy5csRHR2N7OxsqFQqZGRkQKlUit0OKnLPgu2LFy+K2+W5x4vXqIoGDRqI6+bm5sXuS09PL1cdytOGBV8LX+PF65WnDRo2bKh2TuE47969CwBo0aJFkfqWJ8bi2NraIjU1Vdxu2bIlAODy5cvw8vJSK5uRkYGbN2/irbfeEvelpqbCxsamxOszAffpZowxxrRQ4VEoHB0dAQBXrlzB06dPxSUzMxMff/wx7t+/j+HDh2Pq1KmIjY1FWloaNm/eDABqI1WU5d69e0W2nZ2dAaDc9ygcd2n7NKWkOpTVhgDEuha+RuH16mjnJk2aAABu3bpV5Fh5YixOp06dEBkZKW63b98ePXr0wNKlS4uU/fbbb2FsbAx/f39x39WrV/HSSy+VK35dxkk304i8vDyMHj0atra2kMvlar9BM8GSJUswZcqUar3m1KlTMX/+/Gq9JmOs7nNxccHgwYMxZcoUxMTEAADS09MRGhqKhw8fQqFQQKVSoX79+jAxMUFUVFSxCVdZDh06hIMHD0KpVOLw4cP49ddfERgYCABVuoejo2OxSaYmlFSHstoQAJycnODr64s5c+YgJSUFKSkpmDt3rnjt6mhnOzs7vPnmm5gyZYr4EujDhw9x8eLFcsVYHD8/P5w4cQJKpVLct23bNty8eRNTpkwRn8h/8803WL58OUJCQmBnZyeWPXz4MIYMGVKheugiTrqZRoSEhCAsLAz37t2DQqGAlZWV1CHVKgkJCfj6668RFBQk7itpHNpx48ZhzJgx5bruZ599hhUrViA+Pr7aYmWMaYdt27ahU6dO6NWrFywsLNCiRQsEBweDiNCyZUssXboUY8eOhYWFBQICAsr9uVPY+PHjsX79elhbW2PKlClYs2YNevToAQBVusesWbNw8+ZN2NjYwNrausJxVURpdSitDQts2bIFRkZGaNKkCTp27IiRI0eKx6qrnYODg+Ht7Y2+fftCLpejW7du4pPq8sT4Il9fX9jb2+P3338HIDwUatmyJWJjY7Fq1Srs3LkT4eHh+PDDD5GZmYn+/ftj0qRJAISn6nfv3lXrbsKKJ6OK/N2IsXJatGgRDh8+jDNnzpRYJi8vD4aGhjUYVe0RFBSE69evY9euXeI+Hx8fdO/eHYsWLVIrO27cOOTn55d7DNQRI0bA3d0dixcvrtaYGWOsNCV9htUl2lCHyjpz5gymTJmCS5cuVag7z8CBAzFkyBDxLxqsZPykm1W7cePG4YsvvsDZs2chl8vRt29fAEI/tKCgIPTp0wcWFhb45ptvAAC//PIL2rVrBysrK7Rp0wY7duxQu97mzZvh7u4OCwsL+Pn54f3334ePj494vEmTJli3bp3aOTKZDMePHxe3z507Bx8fH9SrVw8uLi747LPPkJ+fr1Z+5cqV6NatG+RyOTw8PIr8wrBp0ya0b98eVlZWcHBwwPTp0wEAPXr0wIIFC9TKhoSEwMHBocSJHfbs2YPevXuXpznVXLp0SRyntmDR09NT61LC46UyxhirqO7du+Py5csV7j//22+/ccJdTpx0s2q3ceNGzJ07F127doVCoUBoaKh47KeffkJQUBDS0tIwbdo0bNy4EfPmzcP69euRkpKCn376Ce+8846Y8P71118YP348vv32W6SkpCAwMBDr16+vUDw3b96Er68vJk2ahEePHuH06dP47bffsGzZMrVy69atw6ZNm/D06VP4+vpi9OjRasc+/PBDLF++HMnJyYiOjoafnx8A4L333sP69euhUqnU6hkYGAgjI6Mi8WRlZSEyMhJt27atUD0AoEOHDlAoFOKyZs0aWFtbY+jQoWIZT09P3LhxAwqFosLXZ4wxxpiGSDdaIdNmQUFB1K1bN7V9Li4u9PHHH6vt8/DwoDVr1qjtmzhxIk2YMEFcf3HMVD8/P/L29la7bnBwsFoZAHTs2DEiIpo6dWqRcV+3bNlCrq6uauU3bdokbkdERBAASkhIICKiNm3a0Ndff11sXXNycsjOzo4OHDhARETR0dGkr69Pt2/fLrZ8fHw8AaDr16+r7ff29iZjY2OysrJSWwwNDWn06NFFrnPo0CGysLCg06dPq+2/desWAaCYmJhi788YY4yxmsdPulmNenG80qioKMyaNQvW1tbisn37djx48ACAMLxScWOmVkRUVBR+/fVXtXu89957SEhIUCtXeFzUgvFcC4+LWtyYqABgZGSECRMm4KeffgIArF27Fr6+vmjWrFmx5QvGMi1uRJcPP/xQbZinp0+fqg3LVODcuXMYNWoUNm/eLL7gU6Dgura2tsXenzHGGGM1j5NuVqNe7Cvm6OiIVatWqSWZCoUChw4dAiCMeVrcmKmFWVhYICMjQ9wuSNgL38Pf31/tHmlpaRXqftGkSZNSh6t69913ceTIEdy5cwcbNmwQ3+oujqmpKVq3bq02JmpF3LhxA/3798c333yDQYMGFTl+9epVtGjRAnK5vFLXZ4wxxlj146SbSWrGjBlYuHAhzp8/D5VKhZycHJw/fx4XLlwAAAQEBOC3334Tx0w9ePCgmJAXeOmll7B9+3YxmX5xAoDJkycjJCQEu3fvRm5uLpRKJaKjo3H48OFyxzl9+nQsW7YMf/zxB5RKJdLT03Hq1CnxeJMmTdCrVy8MHz4choaGGDBgQKnX8/Pzw5EjR8p9/wLx8fHo3bs3Zs6ciYkTJxZbhsdLZYwxxmofTrqZpKZPn4758+dj0qRJsLW1hZOTE2bPni0+ue7evTvWrl2L6dOnw9raGuvXr8f48ePVrrFo0SJYWlqiUaNG6NSpU5GE8z//+Q+OHTuG4OBgODk5oV69ehg2bJg4cUB5vPPOO1i6dClmzJgBGxsbuLu7Y9++fWpl3nvvPVy8eBETJkyAgYFBqdebPHkyjh49ikePHpU7BgA4duwYYmNjsWTJErURTJYsWQIASExMxJEjR6p90h3GGGOMVQ2P083qnHnz5uHMmTM4efKk1KGouX79Otq2bYu7d++icePGZZZfvHgxHjx4gB9//LHaYpg2bRpsbGyKDGHIGGOMMWlx0s3qnNqYdOfm5mLChAnIzc3Fzp07pQ6HMcYYY7UMdy9hrIoOHjwIGxsbREZGihP+MMYYY4wVxk+6GWOMMcYY0zB+0s0YY4wxxpiGcdLNGGOMMcaYhnHSzRhjjDHGmIZx0s0YY4wxxpiGcdLNGGOMMcaYhnHSzRhjjDHGmIZx0s0YY4wxxpiGcdLNGGOMMcaYhnHSzRirkjZt2uDs2bNSh8EqIDw8HO3atZM6DK1Tm9r1+vXr8PDwgIWFBfbs2YOEhAR4eXnBwsIC3377rdThMaaTOOlmjFVJZGQkunbtWqP3HDduHBYtWlSj95TS1q1bIZfL1RYzMzPIZDKcPn26SHmZTIb79++r7SvcZj169MDly5fFY02aNMGZM2c0W4lapqJtCtSedlUqlVi4cCGaNGkCU1NTtGzZEqtWrVIr8/XXX2PAgAFIT0/H0KFDsXbtWjRp0gTp6en44IMPKnXf+fPnY+LEidVRBcZ0EifdjLFKyc/PlzoEnTF69GgoFAq1Zfz48ejRowe6desmdXh1Um1r05MnT8LHx6dcZSdPnoydO3di3759SE9Px9q1a7FkyRJ8+eWXYpnY2Fi0bt26xG3GmASIMVanxcTEUL9+/cjW1pZatmxJoaGhdPLkSXJ0dKTExEQiItq/fz81a9aMFAoFhYWFkaurK82bN4+sra3J3d2djh49Kl4vOTmZ3nzzTbKzs6OmTZvSxo0bxWPe3t40b9486tSpExkZGVFubi65uLhQeHg4EREFBATQ1KlTycfHh8zNzal///70+PFjGjp0KFlYWJCPjw8lJSWJ1zt58iR17NiRrKysyNvbm6Kjo4mI6O7du6Svr09r164lR0dHcnBwEOPYuHEjGRgYkJGREZmbm9O7776r8Taubfbs2UP169en+/fvF3scAMXFxantCwgIoIULFxIRif8GiIgmTJhAMpmMTE1NydzcnLZs2aLZ4GupstqUSLPtGhYWRt7e3mXGeePGDZLJZPTvv/+q7d+3bx+ZmZnR06dPqU+fPqSnp0fGxsZkbm5OEydOVPs/c/HiRVq/fj01btyY5HI5NW/enMLCwoiIKDMzk6ZMmUINGjQgJycnWrp0qRifoaEhGRgYkLm5OfXp06fMWBlj6gykTvoZq2tmzJiBf//9V+P3ad++PVasWFFqGZVKhQEDBmDChAnYv38/zp8/j4EDByIiIgIjR47E5MmTsXr1akyaNAk7duyAubk5AODevXtQKpV49OgRDh06hOHDh+Pu3buwsbHBW2+9hVatWiEuLg53797Fq6++ig4dOsDT0xMAsH37dhw+fBjOzs4wMCj6EbJ7924cP34cjRs3hpeXF7p3745169Zh27Zt6N+/P77//nssWLAAcXFxGDZsGPbu3QsvLy+sWrUKo0aNwvnz5wEIf0KPiIhATEwMTp48CT8/P/j5+SEgIABhYWFwc3PDvHnzqrfRXzRjBlAD32u0bw+U8b0ucO/ePUycOBGbN2+Gk5NTlW+9bt06HD9+HFu2bEH37t2rfL2y1ESTVqA5AVR/mwKaa9ewsDC4uLgU6Tvev39/5Obm4u+//0ZoaCh8fHwwceJEjBkzBgCQl5cn/p/JyMiAt7c3Lly4AHd3d8TExEClUgEAPvzwQ6SkpODWrVtIS0tDr1690LZtW/Tv3x9z587F/fv3sW7dumqrD2O6hJNuxiro33//xalTp6QOAwDwzz//ICsrC9OmTQMAdO3aFd7e3ggNDcXSpUvRvn17eHt7Y8SIEejZs6d4noGBAT7//HMYGRlh8ODBaNu2LUJDQ/Hqq6/i5MmT2LdvHwwNDdGyZUv4+/tj7969YtI9YcIEuLm5lRjT8OHD0aZNGwBAv379cP36dfTo0QMAMGTIEBw5cgSA0Kd2yJAh4rGpU6fiiy++wL1798RrFcT4+uuvw8zMDLdv30b79u2rrf3K9O+/QC35XgNC4jRq1CiMHz8eb7zxRqll27RpA5lMJm5nZmbi888/13SIZaplTVqhNgWkb9ekpCQ4OjoW2a+vr4969eohKSmpXNeRyWSIjIxE48aN4eLiAgAgImzYsAHR0dFiP/f33nsPISEh6N+/f7XWgzFdxEk3YxVUU0lfee4TGxuLu3fvwtraWtyXn5+PTp06wdTUFG+++SYWLFiA33//Xe08Ozs7mJiYiNuNGjXCw4cPERsbi+zsbNjZ2YnHlEolRo8eLW47OzuXGpO9vb24bmpqWmRboVCIsW/evBm7du0Sj+fm5iI+Ph5OTk5iElHAzMxMPLfG1FSCX877zJ07F0SEpUuXivv69u2L8PBwAEBoaKj4S0xkZKTa92rcuHHVFm5V1ESTVuQexbUpUDPtum3bNkyePBmA8P82Oztb/L/cuHFjXLlypcg59erVQ0JCQpH9SqUSycnJqF+/fpn3NTc3x/bt27F8+XKMGzcOvXr1wnfffQcDAwNkZWWp9f1WqVT83gBj1YSTbsYqqKwuHzXJyckJrVq1KvaHc3R0NH744QeMGjUKH3zwAX799VfxWFJSErKzs8XEOy4uDgMGDICTkxPkcjlSUlLUnuYVVtL+ysT+9ttv4/vvvy9yrPDTbk3GUKZa9L0+dOgQ1q9fjwsXLsDQ0FDcHxoaWuVr11h7olY1aYltCtRMu/r7+8Pf3x+A8CLl/PnzcfLkyVLPeeWVVzBlyhRcvnxZrYvJgQMHYGhoiM6dO5crtn79+qFfv35QKBSYNGkS5s6di59//hnGxsa4c+cObG1tK1wfxljpePQSxuqwzp07Q6VSYfXq1cjNzUVubi7Cw8MRGxuLgIAAfPLJJ9i4cSNu3ryJLVu2iOfl5eVh0aJFyMvLw2+//YaIiAj07dsXTk5O6Nq1K+bNm4fMzEzk5+fj4sWLuHbtWrXH7u/vj927dyM8PBwqlQrp6ekICQkp17n29vZlJubaJD4+HgEBAQgODkbTpk2r/fq61p6A5tsU0Ey7tmzZEuPHj8fo0aNx+fJl5OfnIzw8HO+//z7mzp2r9levkjx69AgHDhxAVlYWjI2NYWZmBn19fejp6SEgIACzZs3C06dPoVKpcP36dfzzzz9ifWJiYkBE1VonxnQFJ92M1WEGBgY4ePAgjhw5AicnJzRs2BCLFy/Gzp07IZPJMHPmTBgbG2PTpk2YOXMmHjx4AEAYP1gmk8He3h6zZs3Czp07YWNjA0Doa33//n00a9YM9vb2mDFjBrKysqo99qZNm2LHjh2YPXs2bG1t0bJlS+zfv79c544fPx7nzp2DtbW1+Od5bbZ+/XokJSUhICCgyNjSW7durfL1P/roI3z88cewtrbGtm3bqiHi2k/TbQporl3XrFmDYcOGYeDAgZDL5ZgwYQLmzJlT7heLVSoVvvrqKzg4OMDe3h7x8fHiWOP//e9/YWVlBQ8PD9ja2mLs2LFISUkBAAwbNgwKhQI2Njbcx5uxSpAR/8rKmE45efIkJk6ciOjoaKlDYYwxxnQGP+lmjDHGGGNMwzjpZowxxhhjTMO4ewljjDHGGGMaxk+6GWOMMcYY0zBOuhljjDHGGNMwTroZY4wxxhjTME66GWOMMcYY0zBOuhljjDHGGNMwTroZY4wxxhjTME66GWOMMcYY0zBOuhljjDHGGNMwTroZY4wxxhjTME66GWOMMcYY0zBOuhljjDHGGNMwTroZY4wxxhjTME66GWOMMcYY0zBOuhljjDHGGNMwTroZY4wxxhjTsP8DVLo6Cbnxe1cAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 3540.7 ± 198.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 37407.3 ± 1176.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 118143.4 ± 9385.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 14.1 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 4.0 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 4.5 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 16.1 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 11.7 ± 0.9 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2489.9 ± 72.8 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 13385.7 ± 366.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 6.0 ± 0.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 26.6 ± 0.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 21.5 ± 0.2 $\\mathrm{\\mu F}$   $L$ = 7914083999985.7 ± 3.2903020749943516e+18 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 30.4 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 2157.8 ± 64.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 12958.1 ± 468.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 5.1 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 50.9 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 28.0 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 5122.0 ± 452.0 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2971.3 ± 261.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 55250.6 ± 2381.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 306742.4 ± 30302.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 11.7 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 3.0 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 2.2 ± 0.0 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 17.0 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 182.2 ± 4.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 69.0 ± 3.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 11.0 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 117.6 ± 1.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 543.4 ± 61.9 $\\mathrm{\\mu F}$   $L$ = 10390.8 ± 319.4 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.4 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 80.1 ± 1.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 6.6 ± 1.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 12.7 ± 0.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 32.6 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 984.5 ± 326.0 $\\mathrm{\\mu F}$   $L$ = 12480.2 ± 429.5 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.5 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 6.3 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1758.8 ± 66.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 16453.4 ± 631.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 20.0 ± 1.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 55.9 ± 1.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 26.4 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 3772.6 ± 508.2 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 3147.5 ± 142.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 22338.4 ± 466.9 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 27862.3 ± 1275.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 7.1 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 4.7 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 10.9 ± 0.4 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZfEh5l18ZNy6Rjz+aAI0bQ0wMqRMm8F1MDKPHjzeK3gQhhDA1+/bt48iRI4waNYqMjAwyMjKoWLEiu3fvxs/Pj7CwMFJSUrRDTEJCQhg3bhwAfn5+BAcHa4eYhISEPLOOrrm5ucnUKC6omBiIj7cEQKUKp1u3jwwckRCmyc3NLde5NlmHuuWHjOnOJzMzM3bs+ARrO2fAnH/+GcXNm2/B1q1w5gzcuIHV6NH0DwpiWuXKbP/rL0OHLIQQRiuzokvW6i4ZGRlcvnyZs2fPcvbsWbZu3Yq5uTlnz57Fx8cHHx8ffH19mTFjBikpKcybNw+VSsVLL70EwMCBA/n222+Jjo4mPDyc+fPnM2jQIAPfqeFcuqTW7tevb4OLi4sBoxFCSNJdAG5ubqxe7QVo6sLOmePMPsu2MG8eSpUqAFQF/vfoEb7du7PK35+khw8NF7AQQhipvKq7uLm5aau5ZA7vqFixovYr3BUrVrBjxw6cnZ2ZM2cO69at054bMWIErVu3xtvbm+bNmzNu3LhSXZN6+/ZI7X5AgK8BIxFCAKgURVEMHYQhZI4XTE5OLvBnX3ttKqtWTQRsKVs2gYgIB8rap6JeuJDEyZNxzFI+5pa5OSfeeAP/mTMpW7asvsIXQhiYLs8QYRwyh5WU1AonL764m6NH2wIZXLsWRdWq7oYOSYgSpaDPEOnpLoT58z+gbNlpADx86MDAgY9RLK0we/ddHO/e5Z8vv+T2k3E+nhkZ3F28mMqVK/PTTz9RSn/HEUIIUYwURSE4OAUAG5u7knALYQQk6S4EJycnli9vBWwEYOtWOxYseDJ2zsqK8h9/TIWHDznQrx+RVlZMBhITE/npp580pakk8RZCCFGEgoODSUz0AKBatTQDRyOEgBKWdN+8eZPmzZvTunVrunfvTlJSUpFdq1OnjvTrtxu4A8CoUelcuvTveQtbW1qtWEG1hASWb9mCl5cXK1aswD49HRo2hI0biyw2IYQQpdvatesBbwBeeEEmUAphDEpU0u3h4cGhQ4fYv38/jRs3ZvPmzUV6vblzp+Ph8RGgJi3NioCARFJSsr/HzNKSzp07c/HiRZo1awbTp8O5c9CjB4cqV2bfmjVFGqMQQojSZ9WqQ4A9AE2alDFsMEIIoIQl3ebm5piZaW4pIyMDb2/vIr2eo6Mjmza9j5nZTACuXLFn/PiUXN+rLZ5evz44OwPQ8tYtfPv04cikSUUapxBCiNIjLCyMS5cytK9r1TJgMEIILaNNuufMmUOjRo2wtLTMsfpQdHQ0Xbp0wd7eHh8fH3bv3q09d+jQIRo3bszu3bupXr16kcfZuHFjpk83A04AMGuWNX///ZQPDBwIoaHcff55ACoAL379NSGNGvEgMvIpHxRCCCGebf369cC/mbYk3UIYB6NNut3d3QkKCqJ37945zo0aNYqKFSsSHR3NN998Q9++fXnwpExfy5YtOXXqFD169GDhwoVPvYaiKFy4cCHXLSoqKt+xTpw4lhYtZgHxALz+ejL37j315nA/coTgiRPJrOJd98wZEmvWZGrLloSFheX72kIIIURW69atIzPptrZWqFzZsPEIITSMNunu0aMH3bt3x/nJUIxMCQkJbNiwgalTp2JnZ0f37t2pV68eGzduJCXLgGpnZ2dsbW2feo2MjAzq1q2b6zZ79ux8x2pmZsbq1V/h4DARgLg4G157LenpRUpUKur9739EbNjAvidxVgb6HT5M4/r1+eWXX1Cr1U9pQAghhMju1q1bHDt2jMyk28tLhZnR/qQXonQxuX+KYWFhODg44OnpqT1Wr149Lly4wNGjR2nVqhVt2rRh27Ztxbr8r7u7O8uXdwKWAXDggC0//ZTx9A8BTQICaBUfz+Vx40iwsmIAEJ+czBdffMGjR4+KNGYhhBAly4YNG57s+QBQu7bBQhFC/IfJJd0JCQk4OTllO+bk5ERCQgKtW7fmwIED7N27l7Vr12JnZ1essXXv3p1hw04D1wD48EM1oaHP/pyZuTk+332HQ0wMX+/ZQ9WqVZk/fz4uLi5w6JDU9RZCCJEvmqElVkANQJJuIYyJhaEDKCgHBwfi4uKyHYuLi8PBwaHAbZmbm3Pu3Llcz7m6uhYqvl9+mc7u3W9z/foS0tMt6dEjgeBgB54sUPl0Dg60adOGS5cuaZaYXr0a+vaF118n5eefsS5fvlAxCSGEKPn++ecf9u/fD9QGzAHw8TFoSEKILEyup9vb25uEhARu376tPRYSEkKdOnUK3FZaWhp9+/alb9++1KlTJ9vm5uZWqPhsbW3ZtGkC5ubfAhAW5sCECbmXEcyLjY0NZGRAYKDmwJ9/csPdnTN//FGomIQQQpR8J0+efDIX6N9MW3q6hTAeRpt0p6enk5ycTEZGRrZ9BwcHAgICCAwMJCkpic2bN3P+/HkCAgIMHbJW/fr1+fprO+AkAD//bM2uXQVsxNwc9u0jtU0bALzT06nZvz/b3n0XRYabCCGE+I972rJZ/2ba0tMthPEw2qT7iy++wNbWlgULFjB9+nRsbW1ZunQpALNnz+bOnTuUK1eOcePGsXLlSs345wKysrLSlgjUt7FjR/L88z8DiQC8/noKMTEFbMTNDcsdOzjZqRMATkDHuXPZ1KABjxMS9BqvEEII0/Zv0q3JtN3d4T9ToIQQBmS0SXdQUBCKomTbhgwZAmjGW2/dupXHjx9z5coV2rVrZ9hgc2FmZsaKFYFYWU0AICbGmsGD0ws8J1JlYUGTrVu5OGMG8SoVAAHBwZz08CD81Cl9hy2EEMJE3b9/HwAzMz9AhpYIYWyMNukuDqmpqdox3EWhRo0afPONL7AWgC1bLJgzp3Bt+U6aRMqBA1x/UpGlVXw8S198Udv7L4QQonTLTLoVRZNty9ASIYxLqU66i8N7742iefPFwA0A3n8/neDgwrVVvmVLKt28SaiXFxuAL9LSGDRoEPPnz9dTtEIIIUyVZnhJBRTFEZCebiGMTalOuotyTHcmzWqVcylbdjSQQXq6BT16JJGUVLj2LFxc8Lt0CbsNGyjn6krz5s0ZOHCgXmMWQghhejQ93TKJUghjVaqT7uLi4eHBunUfAF8AEBlpy5gxBSsjmI25Oe0DAjh79iwbN27E1sICBg2Cgwf1E7AQQgiTo+nplnKBQhirUp10F/WY7qz8/f2ZPt0WOATAggXWbNqkW+k/Dw8PypcrB0OHwtKlKB06sPLtt7Xj+oQQQpQOaWlpPHjwgMyebhsbqFLFsDEJIbIr1Ul3cfvoow9p3XoBEAvAgAHJ3L2rY6MqFXTsiGJmhiopie7z5zO5adMspaOEEEKUdFFRUU/2NEl3rVpgJj/hhTAqpfqfZHGM6c5KM777G5ydPwEgIcGWnj0TyMjQseGBA1FWrCBDpcIW+OXmTT5t2lR6vIUwoDlz5tCoUSMsLS0JCgrK831ff/01fn5+ODo6UqtWLRYtWlR8QYoS4781umVoiRDGp1Qn3Ybg6urKhg19gd8BOHbMgS++SNe5XbPXXkO1ahUZKhU2wE+3bvFxs2ZZej+EEIURFRWl/eU866ZWq5+6Oqy7uztBQUH07t37qe2rVCpWrFjBo0ePWLNmDR999BGHDx/W922IEk7TyWIDVANkEqUQxkiSbgNo3bo1kybdAC4DMHWqGYcO6d6u2auvolqzhvQnPd4/37jBhBdeIKbAS2EKITLNnj2bunXr5tjS0tLIeMrXVD169KB79+44Ozs/tf0JEybw3HPPYW5uTv369Wnbti1Hjx7V812Ikk7T0+1F5o916ekWwvhI0m0g06ZNws/vcyAZRTGjV6/kgi8TnwuzXr0wW7ECtUqFPfDz1asMbd+epMLWKBRCFJu0tDSOHj1aLJO78yMlJYXffvuNLl264ObmhqWlJW5ubnTu3Jn58+eTnJxs6BDFE1IuUAjjV6qT7uKsXvJflpaWrFv3GZaWHwMQHW3DgAEpBV4mPjdmr78OixaRrlLxEfDX6dP069eP9HTdh7EIIYrO+PHjqVatGh06dDB0KCxZsoSqVasyb948mjRpwpw5c/j777+ZM2cOzZo147fffqNatWr8/vvvhg5VIEm3EKbAwtABlGY+Pj788EMtRo1aC/Rm+3Zrvv9ezbhxuv8uZDZ4MGkvvsild9+FvXvx8vLCTKayC1FgI0eOpE+fPjmON2zYEJVKpbfrfPXVV+zZs4cDBw7otd3CWrt2LTt27KB+/fo5zvXu3ZugoCDOnz/Pp59+yqBBgwwQochKM7ykCQCenuDgYNh4hBA5leqkO7N6iSGNGPEuu3e/xbp1jYFqTJigplUrM5o00b1t61q1WL9+PevXr2fIkCGQmAjW1mBRqv/ahSgQNzc33NzcchzX5y+xs2bNYsGCBRw8eBAXFxe9tauLTZs2PfM99evXZ+PGjcUQjXiWrD3d0ssthHGSrk8DU6lU/P77T9SoMRlIQ622oGvXRGJj9dN+mTJlNAl3ZCS8+CJMnKifhoUQT5Wenk5ycjIZGRnZ9v/r999/58svv2THjh14eHgYIFLDyKuk4pYtW2jevDllypTBw8ODcePGkZaWpj0fERFBixYtsLOzo1GjRpw7d057Tq1WM3bsWJydnalQoQLff/99cd6SQd29++9qlDKJUgjjJEm3EbC3t2fbtiCsrT8H4P59e/r3T9DL+G6t4cMhOBi+/551AQGkpqbqsXEhxH998cUX2NrasmDBAqZPn46trS1Lly7l4MGDOGT57j8wMJDo6GgaNGiAg4MDDg4OfPnllwaMPKe9e/cyceJERo0axc8//6ytiDRy5MhCt5lXScW4uDiCgoK4d+8e586d48SJE3zzzTfa8/369aNdu3Y8ePCA4cOH07NnT+18lV9//ZV9+/Zx5coVDh06xLfffsvu3bufGkdGRkauJSEvXLhgUiVX790zAxwB6ekWQt/yKh2bkpLy1CpWOSillLW1tWJtbW3oMLJZvXqtApsVUBRQlJ9+StVf45GRSnrZsooCSjIoX/Tsqb+2hSiFjPEZUhQGDx6smJmZKTVr1lSaNGmiODo6Kq6ursr+/fsVR0dHndt/5513lMDAwDzPz507V+natauiKIpy6dIlxd7eXklOTtaer1q1qrJnzx5FURTlhRdeUJYuXao9FxgYqAwaNCjPtv38/BRXV1cFyHV7WlzGJDk5WYGXtT87duwwdERClCyBgYF5PidcXV3z3U6p7uk2ZPWS3Lz6ai/eeecIcBuADz6ALN+c6qZ6dTL+/JN0wBp4bf16fitFX70KIQous+f42LFjhIeHc+LECe7du8fo0aPp3r07KSkpRR7DgQMHtM/o0NBQatWqhbW1tfZ8vXr1tHNzQkNDs038zHquJNP0yEvlEiGMXalOuo3RTz99hp/fF0AGGRmWdO4cT3y8ftq2at+ex5MnA5olFBzGj+fggQP6aVwIUeLMmzePuXPn0iTLzG47Ozs+/fRTPv3002xjrYvC2rVr2b17N+PGjQMgISEBJyenbO9xcnIiISEh1/NZz5VkmkmUvgDY2KRTubJh4xFC5K5Ul7Ewhuol/2VlZcXff3+Mj88MkpMnc+eOI4MGJbJunT36qCLm9PnnPNy9m7JHj/KaojCuSxcqBwdTrVo13RsXQpQoYWFhtGnTJtdz48aNo2nTpkV27b179zJixAi2bt2qrR7j4OBAXFxctvfFxcVpx8j/93zWc3lxcXFh7969uZ5zdXXV5RaKjaZcoCbprlYtGZVK6gUKoU95lY4NCAjAogAV4Up10m2sqlSpwu+/+9K3707gFTZssGf+/Azefttc98bNzCi7aROJtWph/+gRnyck0KdjR1adOIGjo6Pu7QshSgwzMzOSk5OxsrLKcS4tLY3r168XyXWPHTtG3759Wb16dbZedj8/P8LCwkhJSdEOMQkJCdH2hPv5+REcHKwdYhISEvLM4YPm5uZGM8SwsDQ93Z0AqVwiRFHIq3Rs1qFu+SHDS4xUnz69GDRoJ3APgFGj1AQH66lxV1fsV68GIB5IuHyZgQMHolar9XQBIURJ0LRpU1asWJHruXHjxmnKkRZSXiUVg4OD6datG7/99hv+/v7ZPuPj44Ovry8zZswgJSWFefPmoVKpeOmllwAYOHAg3377LdHR0YSHhzN//vxSsXDPtWuPAE25yeeeK1gSIIQoPpJ0G7Fff51KtWqTATXp6ZZ07pyA3oYntmuH+rffGPPyyxwC/vrrL44ePaqnxoUQJcGkSZP48MMP+eGHH7hz5w5JSUkcPXqUgIAAdu7cWeBenqzyKqk4c+ZMYmJi6N+/v7aEYqdOnbSfW7FiBTt27MDZ2Zk5c+awbt067de7I0aMoHXr1nh7e9O8eXPGjRtH27Ztdf5zMHaXLv079rB+fUsDRiKEeBqVoui1GrTJsLGxASA5OdnAkTzdpUuXaNBgLampmgmQPXrob3w3QGxsLCNHjmTSpEm5LvcshMidqTxDdLVo0SLGjh2rnZCoKAqtWrVi+fLl1K5dm3h9zfQ2gMxhJcY2t6egGjX6hTNn3gPg0iWpXiJEcSnoM6TQPd0pKSn89ttvdOnSBTc3NywtLXFzc6Nz587Mnz+/xP8gKi61a9dm0SIvYCcAGzbYM29eut7aL1OmDMuXL9ck3FeuoN8VeYQQpm7o0KHcunWLzZs3s2LFCs6cOcO+ffuoVKkSn3zyiaHDE0B4uKanX6VKo2ZNAwcjhMhToXq6lyxZwqRJk6hatSodO3akfv36lClThtjYWIKDg9m2bRvXrl3j66+/NtrxdDY2NqSmpuLrq5nxbew9HUOHfsTixe8D7lhYpHH6tCX16ump8bg4mDwZZs+GNWugZ089NSxEyVVaerpLspLQ033//n0qVjwBdMXNLZr7902j4ooQJUGx9HSvXbuWHTt2cOzYMaZOnUrv3r1p164dvXv3JigoiKNHj7Jjxw7Wrl1bmOZFLubMCcLbOwjIID3dkk6dEvRWv5vUVFixAtRqEt96i2mTJumpYSGEqXruuef466+/yKtfRlEUNm3aRMOGDYs5MpHVyZMnySwX6OMj31QKYcxkTLcJ9VKFh4dTp86fpKZOAaBnzwTWrnXQz/juBQtg+HAA/gc03L6d9u3b66FhIUomU3yGFMThw4cZM2YM9+/fp23bttStW1f7jeaFCxfYvXs3bm5u/PTTT7Ro0cLQ4RZKSejpnjJlOtOnfwyY8eGHyXzzjY2hQxKi1Ci2Md2Z9u7dy8SJExk1ahQ///wzMTExgKaQuNAvLy8vlizxIXN89/r1Dvz2m57Gdw8bRvKTHquxQOCgQTx8+FA/bQshTE6LFi04deoUS5cuxcnJiXXr1vHdd9+xbt06HBwcWLJkCadOnTLZhLukOHDgPpk/yhs1koRbCGOmU0/3kCFDWLp0KdWrV6ds2bJcvnwZGxsb1qxZQ9euXXOsHGZMTLmXaujQj5+M766IhUUK585Z4+enh4aPHYMXXgDgD2DLgAEsW7ZMDw0LUfKY8jNEaJh6T7eiKDg7jyAu7lcAzpyB554zbExClCbF1tP966+/sm/fPo4dO0Z4eDgnTpzg3r17jB49mu7du5OSklLYpsUz/PprELVqTUNTv9uajh1jefxYDw0//zzK668D0A8IW76cPXv26KFhIYQQ+nb79m3i4jSL4qhUipQKFMLIFTrpnjdvHnPnzs22RK+dnR2ffvopn376KWlpaXoJUORkbW3Ntm0fYm39HQA3b5bhjTfi9FLtT/XllyhPlnz+Fvh0ypQ8J1IJIYQwnBMnTpA5ibJixWRsbQ0bjxDi6QqddIeFhdGmTZtcz40bN459+/YVtmmRD9WrV+fPP32BvQCsW+fE3Ll6+EWnenVUY8YA8BKgPnKEbdu26d6uEEIIvcpauaRePVmJUghjV+ik28zMLM+xjGlpaVy/fr3QQYn86dGjK2+/vQ+4C8B77ymcPauHhj/5hNSOHWlnZ8dRYIr0dgshhNE5fvw0UAuAevUsDBuMEOKZCp10N23alBUrVuR6bty4cQwZMqSwTYsC+Pnnyfj4BAEZZGRY0bFjIjoXHSlbFqu//+aliROpUKECgwcPJiMjQw/RCiFMVVxcHCtWrODrr78GNIuy3Lt3z8BRlV6KonDixANAMxxQL5PphRBFqtBJ96RJk/jwww/54YcfuHPnDklJSRw9epSAgAB27tyJtbW1PuMsEqmpqdSpU0c7+9QUWVlZsXXrJKytPwfg/n17Xn01EbVa97Y//PBDIiIiGDNmDBYW0osiRGl19uxZvL29CQoK4vPPNc+aM2fO8N577xk4stLr6tWrxMa6a18/WVxZCGHECp10v/LKK/z8888EBgZSuXJlHBwcaN68ObGxsezZswdzc3N9ximeokaNGvzxR0NgAwB79tgzbVqqzu3a29tjb2cHGzZoVqwUQpRKY8eOJTAwkCtXrmBpqRk73KJFC44ePWrgyEqvrJMoQZJuIUyBTt2XQ4cO5dVXX+XQoUPExcVRu3ZtGjRoAMAnn3yilwCLkpWVlcnWZ/2vnj17MGbMZ/z0Ux3Am6lTLWjVCvKY65p/gwbBsmXg4UFChw44lCunj3CFECYkODhYWz5U9WQJXEdHR+Lj4w0ZVqmmmURZD4CKFRWcnfWxNLEQoijpvCKlo6MjnTp14rXXXtMm3AAff/yxrk2LAvruu89o1OhLIAlFMaNHjyTu3NGx0bZtNf+9c4cPPTyIjIzUNUwhhIkpW7Ys9+/fz3bsxo0bVKxY0UARCU3SrRnI7esrCbcQpqBQSfdzzz3HX3/9lWdFC0VR2LRpEw2fLCsuioeFhQWbN3+Jk5PmF564OFu6dUsgXZeV4vv3J83NDYDRqan8/OOPeohUCGFK+vbty+DBgwkLCwPg1q1bjB49mgEDBhg4stJJrVZz8uRpoDYgQ0uEMBWFSrpnzZpFUFAQlStXZvDgwXzzzTfMmzePb775hiFDhlClShWmTp3KL7/8ou94xTO4u7uzcWMPYBEAp087MGGCDstUW1lh+eGHANQBbs2bR2xsrM5xCiFMR2BgIB4eHvj4+PDo0SOqVq2KhYUFkyZNMnRopdKVK1dISCgLOABgwrUAhChVCpV0t2jRglOnTrF06VKcnJxYt24d3333HevWrcPBwYElS5Zw6tQpWrRooe94RT74+/sTGBgNnAPghx9s2LhRhzrbb79Nmp0dAO8lJ7N48WLdgxRCmAxra2sWL17MP//8w9GjR7l69Spr1641iSpVJZFmEuW/mbYk3UKYBpVSSlc9sbGxAchzgR9Tp1aradv2Xfbt+xZwwtY2mQsXbKhevXDtKRMmoPr2WwB6enqy9vp1zMx0nhIghMkq6c+Q0iCzXKypTah///33+ekna0BTMz06GsqXN2xMQpRGBX2GSNZUQpmZmbF27QxcXT8CICnJhk6d4ilsfqB6/33UT5LsbrduydLwQpQiS5cu5ex/lrs9c+YMy5cvN0xApZxmEqXmh72bmyTcQpgKSbpLMBcXF7ZuHYaZ2U8AXL7syNtvJxWuMU9PMjp3BqA3MPeHH/QTpBDC6E2dOjVHpRJ3d3cCAwMNFFHppSgK58+fJ7NyiaxEKYTpkKS7hGvSpAk//mgDHAZg6VJbFi0q3HKVlpMm8dfzz+MDbNq5k8uXL+svUCFKmDlz5tCoUSMsLS0JCgrK831qtZqxY8fi7OxMhQoV+P7774svyHyKiorKkXRXrFgxRxlBUfTu3r1LQkIimUm3jOcWwnTI2t6lwKhRw9mzZwzr13sDbrz9dgaNG5tRv34BG2rZEu/Fi7nv60ubNm14/PhxUYQrhFGJiooiOjo6x3G1Wq1dKCY37u7uBAUFseIZq7n++uuv7Nu3jytXrhAbG4u/vz/169enbWaNfCPg7u7OlStXqFWrlvbYlStXcHtSTlQUH01nR1XAHpCkWwhTIj3dpYBKpeL337+iSpVJQAbp6ZZ06pRIYSr/1a5dm8jISPbs2SN12EWpMHv2bOrWrZtjS0tLIyMjI8/P9ejRg+7du+Ps7PzU9pcuXcqHH36Im5sb3t7eDB8+nN9//13Pd6GbPn36MGjQIM6cOUNiYiJnzpxhyJAh9O3b19ChlTpXrlxBKpcIYZr0knTHxcWxYsUKvv5aM5P6/v373Lt3Tx9NCz1xcHBg27aJWFpOA+DOHXv69XtMYWrXVK9eHWJjYft2PUcpROkTGhpK/SxfO9WrV8/oqmlMmTIFLy8vGjdujJOTE02aNKF69ep89tlnhg6t1NH0dEvSLYQp0jnpPnv2LN7e3gQFBfH5558Dmlnt7733ns7BFbXU1FTq1KmjLflS0vn6+rJwYS1gMwB//23Ht9/m3VOXp99+A3d36NoVoqL0G6QQpUxCQgJOTk7a105OTiQkJBgwopxsbGxYtmwZ0dHRHDt2jPv377N8+XJsbW0NHVqpo+np1ozndnODcuUMG48QIv90TrrHjh1LYGAgV65cwdLSEtAsnnP06FGdgxP6N3BgfwYP3gNcA+Cjj+DQoQI24uMDSUmQns7cli25efOmvsMUwmiMHDmSkJCQHJulpSXm5uY6t+/g4EBcXJz2dVxcHA4ODjq3q2+Zw8rOnz/Ppk2bWLhwIQsXLjR0WKVO1p7uUtJfJESJofNEyuDgYPbs2QOgnVTk6OhIfHy8rk0XOSsrK6P7Grc4/Prrlxw9+haXL/+GWm1N166PuXzZjgoV8tlAixYkV6uGzbVrvBQWxpLFi5ny6adFGrMQhuLm5pbrhEF9LQ7l5+dHcHCwdohJSEiI0X379uuvv/Lee+/h4uKCvb299rhKpWLYsGEGjKx0SU1NJTLyGuALSNIthKnR+adG2bJlc5SNunHjRo7yUsJ42NjYsG3bF9jbfwJAbKwdnTvHkp6ezwZUKmxGjAA0X3KemTMHtbpwZQiFKKnS09NJTk4mIyMj2/5/DRw4kG+//Zbo6GjCw8OZP38+gwYNMkDEefvqq69YtWoVUVFRXL16VbtFRkYWus2nlVRcvHgxnp6eODk5MXToUFJTU7XnIiIiaNGiBXZ2djRq1Ihz585pz5lC+UVdREZGolZXRiqXCGGadE66+/bty+DBgwkLCwPg1q1bjB49mgEDBugcnCg61apVY8uWAFSqZQCcPl2G99+Pe8anshg0SLtCZae7d9m0aVNRhCmEyfriiy+wtbVlwYIFTJ8+HVtbW5YuXcrBgwezDR8ZMWIErVu3xtvbm+bNmzNu3DijKhcIEBsbS69evfTaZmZJxd69e2c7HhwczAcffMD69eu5efMmN2/eZNq0adrz/fr1o127djx48IDhw4fTs2dP0p/0GGQtv3jo0CG+/fZbdu/e/dQ4MjIyuHDhQq5blJHNWZHKJUIYRlRUVK7PiJSUlKdWscpB0VFycrIyePBgRaVSKSqVSjEzM1N69eqlJCcn69p0kbK2tlasra0NHYbB/fTTAgXOKaAooCgrV6bm+7OpXbooCijxoDSvX19Rq9VFGKkQxqU0PUP69++v7Nu3r0jafuedd5TAwEDt648++kh58803ta/37t2rVKlSRVEURbl06ZJib2+f7edL1apVlT179iiKoigvvPCCsnTpUu25wMBAZdCgQXle28/PT3F1dVWAXLescRmDr7/+WoGJ2uf1P/8YOiIhSofAwMA8nxOurq75bkfnMd3W1tYsXryYmTNnEh4eTsWKFalSpYquzYpiMnr0mxw+/CkrV1YFyjBwYDrPPWdJljUw8mT59tuwZQsOQLXz5/nrr7/o3r17UYcshChmrq6u9OjRg969e+Ph4ZHtXGbVKn0JDQ3N1tNfr149bty4QUJCAqGhodSqVQtra+ts5y9cuECbNm1yLb+4efNmvcZnSJqe7pcAqFBBKpcIYWp0Hl6ydOlSzp49i4uLC82aNaNKlSqcOXOG5cuX6yM+UQyWLJmCt/cXAKSl2eLv/5C4/Iw06dgRddmyAPQHpk6dilKYwt9CCKN27tw5nnvuOSIiIjh48KB2O1Tg0kfPllsJxczj/z2XeT6zxKIplF/UhVQuEcK06dzTPXXq1BwPXnd3d/r06SPjuk2EtbU1e/a8j4/PDzx+PJa7d8vStetD9u0ry1MLNFhZYdavH5F//82fV69y+vRptmzZQteuXYstdiFE0du7d2+xXSu3EoqZx/97LvN85hj5wpRfdHFxyfP+XF1dC3UPReXy5TCkcokQxW/kyJH06dMnx/GAgAAsLPKfSuucdEdFReWoVFKxYsUcFU2EcfP09GTz5ka0bbsFRenCwYNl+fDDBGbOfEa94J9/xiUujk1Vq2KTmsrJkycl6RaiBFMUJds3WvoqnZgps4RippCQEKpUqYKDgwN+fn6EhYWRkpKiHWISEhLCuHHjsn22IOUXzc3Nja5EY25iY2OJirID7ABJuoUoTnmVjs061C0/dH5auru7Pxln9q8rV67kGpwwbm3atGLGjFvAJQC+/96B1aufUUfQzAxnZ2eOHj3Kw4cPc5T+EkKYvpiYGAYMGICrqysWFhZYWlpqt8LKq6Ri//79Wbt2LadOnSI2Npbp06drSyj6+Pjg6+vLjBkzSElJYd68eahUKl56STPO2RTKLxaW5udsPe1rSbqFMD06J919+vRh0KBBnDlzhsTERM6cOcOQIUPo27evPuITxWzChLfp0WMxEAvAwIHpXLr07M/5+vpiY2OjmVQvhChRPvjgAyIjI5k/fz52dnasXbuWJk2a8OOPPxa6zbxKKtarV4+ZM2fSvXt3PD098fDwYMqUKdrPrVixgh07duDs7MycOXNYt26d9utdUyi/WFia8dz/Jt316uX9XiGEcVIpOs58S05O5q233mLFihXaFSn79evH/PnzsbW11UuQRcHGxgbQxC+yS0pKom7dT4iM1Cws4eERx8WLTvxn/tK/1GpYsgSWL4dXXoFJk4ovWCEMpDQ9Qzw8PDh27BiVK1fG2dmZR48eERYWxtChQ4tkMmVxyRxWYgorE3/22WdMm1YX6EuVKgrXr6sMHZIQpV5BnyE693Tb2NiwbNkyoqOjOXbsGPfv32fZsmVGnXCLp7O1tWXXrjFYW/8PgDt3nHj11bi8O7HNzGDmTNi9m5TFi9m+fXvxBSuEKHKJiYlUrlwZ0IxhTEtLw9vbO9vYa1G0ND3dmrHq9etLwi2EKdLbDJhy5crRpEkTypcvr68mhQFVr16d1avrAlsA2LnTia++Ssr7A09m9VpfusTHr75asBWahBBGrUqVKoSHhwPg5eXF+vXr2b17N/b29gaOrPS4dOk64A3I0BIhTJXO1UsAIiMjOXXqFPHx8dmODxs2TB/NCwPp1q0LEybM4Jtv6gDVmDLFkpYtM2jVyjznm/v0gcBAADomJHD27FkaN25cvAELIYrEiBEjCA4OxsvLi/Hjx9O3b18UReGrr74ydGilgqIoXLliAWievVnW/xFCmBCdx3T/+uuvvPfee7i4uGTr9VCpVERGRuocYFEpTeMxdaFWq3n55Yns3z8dsMbBIZawsDL8p0okAKm1amEVFsYZYPc33/Dhhx8Wd7hCFJvS/Ay5ffs2CQkJ+Pj4GDoUnZjKmO47d+5QqdInwGIAQkKkeokQxqDYx3R/9dVXrFq1iqioKK5evardjDnhFvlnZmbGX38F4u7+NQAJCWV46aUoUlJyvteyf38AGgKXS9DSy0KI7CpVqmTyCbcpCQsLI3M8t4WFmlq1DBuPEKJwdB5eEhsbS69evfQRizBSjo6OHDw4AD+/5aSmDiA83I1XX41i0yY3VFnm86j69oWpUwHwPHKE9PT0Aq3UJIQwHgcOHMjX+1q1alXEkYisNbq9vdOwtCzYghxCCOOgc0bUpUsX9u/fT+vWrfURjzBSNWvWYNOmG3TseAR4kc2b3Zg69RFBQc7/vsnPj0eVKuF8+zbdU1M5cuSIdtEKIYRp8ff3z/ZapVJlW4kys0SsTJouepqe7u4ANGpU+AWJhBCGpfPwEldXV3r06MFbb73FZ599lm0rbvv37+eFF16gZcuWfPDBB8V+/ZKuQwd/vvrqMnATgKlTnVi7Nvt4Vst+/QCoC+z/889ijlAIoS9paWnabdmyZXTu3Jnz588THx/P+fPn6dq1K8uWLTN0mKVCSEgUUAGABg30VnRMCFHMdJ5I2aZNm9wbVqnYs2ePLk0X2O3btylfvjzW1tYMGDCAjz76iHp51FYqzZOgdNWnz5esWfM+YI+FRRInT9rQoMGTcSaRkXzaoQM/h4fjWacOISEhBo1ViKJSmp4hXl5enDx5EmdnZ+2xhw8f0qRJEyIiIgwXmI5MZSJl1arDuHFjIQDbtkGHDgYOSAgBFPwZovPwkr179+rahN5UqlRJu29hYYG5eS6l7YTOVqyYwKVLnxMSMpX0dFtat47l4sUyuLsDNWpgPXgw1j//TNOmTUlNTcXKysrQIQtR4qSkpLBs2TLWrVvHiRMnePjwIWXLlqVJkyb07NmTN954Q/uLga5iYmK0w0kyqVQqYmJi9NK+yJtareb27XLa11KjWwjTpdfvqRRFQa1WazddzJkzh0aNGmFpaUlQUFC2c9HR0XTp0gV7e3t8fHzYvXt3tvNnzpzhn3/+wc/PT6cYRO4sLS3Zt28sLi6aiiaxsWVo0uQu8fGaL03Gjx/P3bt3WbRokSTcQhSBJUuWULVqVebNm0eTJk2YM2cOf//9N3PmzKFZs2b89ttvVKtWjd9//10v12vTpg39+vUjNDSUx48fExoaysCBA3n55Zf10r7I282bN8nI8AXA3j5Z07khhDBJOvd0x8TEMGbMGHbs2MGDBw+yndNlgo27uztBQUGsWLEix7lRo0ZRsWJFoqOj2bVrF3379iUsLAwXFxeioqIYM2YMa9aseeY1FEXJ8ysBV1dX3NzcCh1/SVeuXDkOHOhO48ZLSEkZzJ077jRsGMqlS77Y2tpq3nTvHjx+DDVqGDZYIUqYtWvXsmPHDurnskpK7969CQoK4vz583z66acMGjRI5+vNnTuXAQMGULduXW2P98svv8zChQt1bls8naZyiebv2csrCZVKP99eCCGKn8493R988AGRkZHMnz8fOzs71q5dS5MmTfjxxx91ardHjx5079492xhCgISEBDZs2MDUqVOxs7Oje/fu1KtXj40bN5KSkkL//v354YcfqFChwjOvkZGRQd26dXPdZs+erVP8pUGdOn4cO9YUa+t9AERE+PHCC8dQ1Aq0bw/u7vDpp4YNUogSaNOmTbkm3FnVr1+fjRs36uV6rq6u7Nixg1u3bnHkyBFu3rzJzp07pWOiGFy+HA5oxo02bCglWIUwZTon3bt27WLVqlX06NEDc3NzevTowbJly/iziCpXhIWF4eDggKenp/ZYvXr1uHDhAr///jvBwcGMHz8ef39/jhw5UiQxiH81aODHiRPVsbK6CMCpUy/w1vDLKE5OADxet479/xn+I4QwPXFxcezbt499+/bh4eHB/fv3uXfvnqHDKvFOnHgIaL49fPFF+6e/WQhh1HT+tTkxMZHKlSsDYG1tTVpaGt7e3gQHB+scXG4SEhJwepLQZXJyciImJobhw4czfPjwIrmuyFu9elXZsSOCNm1uoyiVWLiwNn36taAja7FLTub499/Tum1bQ4cpRInRpk2bHBMbc6OvClJnz56lQ4cOlClThjt37jBx4kTOnDnDggUL8jWUTxRe1h+lUi5QCNOm87/gKlWqEB4eDmjKSq1fv57du3djb180v5E7ODgQFxeX7VhcXBwODg4FbkutVlOzZk1q1qxJSEhItm3kyJH6CrlUaN26Jl99dQ6IBeCNP14nc0S/4759Ok+sFUL8q2XLlrRo0YIWLVpQp04djh49iouLC40bN6ZcuXIcO3aMunXr6u16Y8eOJTAwkCtXrmBpqVmcpUWLFhw9elRv1xC5u37dUbv/pDqZEMJE6dzTPWLECIKDg/Hy8mL8+PH07dsXRVH46quv9BFfDt7e3iQkJHD79m1ticCQkJBCTxayttYsp1tHnmY6mzSpMwcPfs+WLaP4B3eOUp0WXKVVYiKnT5+mSZMmhg5RiBJh2rRp2v1XX32VVatW0bVrV+2xLVu2sGjRIr1dLzg4WNtrntnD7ujoSHx8vN6uIXJKS0vj4UNNuZIyZR7g4OBi4IiEELrQuad75MiR9OzZE4BevXpx/fp1QkNDmThxok7tpqenk5ycTEZGRrZ9BwcHAgICCAwMJCkpic2bN3P+/HkCAgIKfA0rKysuXLhg9AsjmJI1a0ZQu/aXgJq/6Q2AH3Bg6VKDxiVESbVz5046d+6c7VinTp3YuXOn3q5RtmxZ7t+/n+3YjRs3qFixot6uIXK6du0aiqIpfVu1aoKBoxFC6KpQSfeBAwfy3CIiIrh//z4HDhzQKbAvvvgCW1tbFixYwPTp07G1tWXpk8Rt9uzZ3Llzh3LlyjFu3DhWrlyJi4v0ABgDGxsbjh79gEqVvmEr/bTH41etM2BUQpRcFSpUYNu2bdmObd++Xa+VRfr27cvgwYMJCwsD4NatW4wePZoBAwbo7Roip9DQcMAbgDp1nj2GXwhh3Aq1DLyZWfZcXaVSkbWZzK8fdanTXdRsbGxITU3F11ez6ID0duvX/fv38av9JxceTaYiiWwEyh+6RosWVQ0dmhB6YSzLwC9dupQ333yTgIAAqlevzrVr19i0aRPz5s3TS41u0Kx++c4772gX21GpVPTo0YMVK1Zoh+iZImNfBn7cuN/4/vs3AfjppzhGj3Z6xieEEMWpoM+QQvV0p6Wlabdly5bRuXNnzp8/T3x8POfPn6dr164sW7asME2LEqJChQqcPd+b3RY1iAfigbZtVxIRkWbo0IQoUd544w327dtH2bJlCQkJwdnZmd27d+st4QbN3JfFixcTHR3N0aNHuXr1KmvXrjXphNsUHD36b9GAF1+UhFsIU1eonu6svLy8OHnyZLZFbB4+fEiTJk2IiIjQNb4iYyy9VCXdnfPBVG/QklTigE7Y2v7GsWP21KsnP0CEaXvWMyQ6OpohQ4awb98+PD09mT17Nm1zKZ157do13nnnHY4dO4a9vT0jRoxgypQpRRq70DD2nm4Xl595+HA0AAkJUERFwYQQhVTQZ4heloH/b71YlUpFTEyMrk2LEsCjfj3GfPgOs2aFkJT0CUlJ7jRufIu9exNo0cLD0OEJ8UxRUVFER0fnOK5Wq59aK3vUqFFUrFiR6Ohodu3aRd++fQkLC8sx/2T06NFUqVKFzZs3c+vWLVq0aEHTpk3p0KFDvmNMT0/n8uXLREVFZRvq9/LLL+e7jWc5cuQICxcu5ObNm3h6ejJs2DCaN2+ut/ZFdrGxsdrKJc7OD7G3L2vgiIQQutK5ekmbNm3o168foaGhPH78mNDQUAYOHKjXh70wbd988zVRUaupWVPzi1hamietW1vy1193DRyZEM82e/Zs6tatm2NLS0vLc95KQkICGzZsYOrUqdjZ2dG9e3fq1auX67Ls165do2/fvlhaWlK9enVatmxJaGhovuM7d+4cXl5e1KtXj3bt2tGuXTteeeUVXnnllULf838tXboUf39/4uPjadiwIYmJibRt21Y7xlvo39mzZ8lc/t3bO8WgsQgh9EPnpHvu3Lmkp6dTt25dHB0dqVevHqmpqfz666/6iK9IpaamUqdOHanRXdQUBYcb17k8MpL2df8AICPDlYCAMixYIMtIi5InLCwMBwcHPD09tcfq1auX61eQo0aNYuXKlaSkpBAWFsbRo0dp06ZNvq81btw4OnbsSExMDE5OTjx48IDBgwezatUqvdwLaOqCb9iwgT///JOvvvqKP/74g/Xr12erFy706/jxc2RWLmnaVMaVCFES6Jx0u7q6smPHDm7dusWRI0e4efMmO3bs0Gu5KmHiTp2COnUwHz+ObWMf8/LL64AMFMWO4cMrMmDAVdLTDR2kEPqTkJCAk1P2eQtOTk4kJOSstfzSSy9x8uRJ7O3tqVWrFm+//TbPPfdcvq919uxZvvvuO8qWLYuiKDg7O/Ptt98yefJkXW9D6969ezmGu7Rv3z5H7W6hP/v23SFzBOjzzxd8xWUhhPHROenO5OHhQbNmzfDwMJ1xurI4TjFp2JCMMmUA2DJ2LAsXNqZnz6WAJgFZsaI6NWpcJTJSKpsI4zNy5EhCQkJybJaWlpibm+f6GQcHB+Li4rIdi4uLw8Ehe/KUkZFBx44dGTJkCMnJyURGRrJ8+XI2bdqU7/hUKpV2UmfmdcuWLcutW7cKeKd5e+WVV3KtBa7PISwiu7Nn/30e1q0rNbqFKAl0nkgJmh8mmZOAJk6cyP3791EURVYrExrm5sQ2bozLnj08n5DAxu3bWbt2ONOnr+Wzz2qjKHW5ebM6tWrF8c030Xzwgen84iZKPjc3t1y/ufvvegVZeXt7k5CQwO3bt6lUqRIAISEhOcr4PXjwgFu3bjFixAgsLCyoXr06Xbp0Yffu3XTv3j1f8fn4+HDixAleeOEFGjVqRFBQEE5OTlSpUqUAd/l0Hh4e9OnTh86dO2trgW/dupVhw4bx2Wefad/3+eef6+2apVliYiJ37mROnFRTu7be+seEEAak87/ks2fP4u3tTVBQkPaBe+bMGd577z2dgxMlh/OrrwLgClxZvRqVSsWUKa9y4oQ5ZcuuBSAjw4lx4zxo1OgSt26lGjBaIXTj4OBAQEAAgYGBJCUlsXnzZs6fP09AQEC297m6ulKlShXmz5+PWq3m5s2bbNmyhXr16uX7Wl9++aW2Ysn06dPZunUr8+bNY+bMmXq7n5CQEJo1a8Y///zDiRMniI6OpmnTpgQHB3Pw4EEOHjzIoUOH9HY90PxsadGiBU5OTtSoUYMFCxYAmqoxY8eOxdnZmQoVKvD9999n+9zff/+Nl5cX9vb2BAQE8PDhQ73GVRzOnTsHaJZ/r1jxMXZ2ho1HCKEfOtfp9vf3p2/fvowcOZKyZcvy8OFD4uPj8fX11evXm/omK1IWs8hIqFkTgEBbWz6Lj9d+NZ+cnMxrr/3Jpk1dgfIAmJnF8s47V/nppwZYWBjPV6uKAvHxcO8e/PMPxMTAo0eaGrqJiZCcDCkpCklJGaSnq8nIUANqVCowN1ewsAArK81ma6vCzs4Me3tzHBzMsbMzw9YWbG3Bzk6zZX1tYwNPqVAnill+6nQPHjw4W53udu3asXz5cr788kvtM+fEiRO8//77XLhwATs7O/r3788333zz1J70TBkZGZw6dYqGDRtiaWmpv5szAvXq1aNPnz5MmTKFs2fP0rp1a44fP87evXuZN28eO3bsIDY2Fn9/f37//Xfatm1LVFQUtWrVYsWKFfj7+zNixAjUajVLly7N9Rp16tQhIyODtWvX5nre1dXVIPOTfvnlF0aPfgXwoV27RHbulImUQhhSXqVjAwICsLCw4NKlS/lqR+eku1y5ckRHR2NmZoaLiwsPHjwAoEyZMsTGxurSdJGSpLv4xbm54RQdzU7A6ehRnn/++Wzn1607wqBBiSQmttMes7WNYMKEWAIDG2JmVjwZp1oN167BxYtw5QpcupTOxYspXLsGUVFWpKQYLrkxM0vBzCwVc/NUzM3TsbBIx9IyHQuLDCws1FhYqLG0VGNlpWBlpWBpCZaWmmTf0lLzOjPxt7Q0w9JShZWV6sn7zLTHLCzMsLIyw8JChbm5CnNzzefMzVVYWGjOW1iYPTmuwtxc81kLC3PMzc0wN1dhZqbCzIwnv3ConvzX7El7ZpiZgZmZZl+lyv7+zA1yvv7vsazvy+2cSqX5ZQly/jdzP3OzsQF39/z9XRjLAlv29vYkJCQ8tWa4KXJ0dOT06dN4e2sqeDRr1oyPP/6Yr7/+mlGjRjFw4EAAgoKCuHr1KkuWLGHu3LmsXr2aXbt2AXD16lV8fX15+PAhtra2Oa5Rp04doqOjc/1hChAYGEhQUFDR3OBTDB78Nr//Pgcw56OPFL76qmT93QphaoKCgpg6dWqu51xdXYmKispXOzqP6S5btiz379/HPctPqhs3bpjEeO7MiZSieJh16ADLlvES8N1ff+VIunv1epGuXVMZMWITixY1QlE8SUqqyeefw9dfh9OlSxT/+199atbU30z+mBg4dw7OnVNz5Mhjzp7N4No1O9LSsibWFhT8n0oKoAYyszvzJ5tu/+TUamvUamup9lJEKlQI4d69uoYOo0C8vb25e/dukU5iDwsLY8yYMRw/fpz4+Phs51JTi2Yo2OjRo1m2bBmffvopp0+f5saNG7zwwguEhoZSv3597fvq1avH5s2bAXKcq169OpaWlkRERFC3run8vR49GovmeSGTKIUoSXROuvv27cvgwYOZNWsWALdu3WL06NEMGDBA5+BEyeLQowcsW4YNELVuHXzxRY73WFlZ8dtv3Zk69QGDBm1n795mQFmSk71Yu9aLtWvVODmF06RJHB07lqVLl0rUrm3F076Jz8iA+/c1I1xCQ9M5fjye06fTiIiwJS7O8cm7zIC8kvlYIAK4BtwA7uDk9Jhy5TJwdlbj4qLC2dkCJydznJ2tsbe3wc7OFktLSywsLDA3N0elUqFSqVCrIT1dRXq6GSkpKpKTITlZITFRTXKyiqQkePyYJ/sqkpM1W2qqOampFqSlmZOebkF6uuWT/1qQkWFBRoYlarUVarUlimIBWAOWgNWTzTLLfy2e7Iv/SkkxvQo6Y8aM4bXXXiMwMJBq1aplG5ZSo0YNvVzjjTfewNPTk/nz52NfTGuRd+rUiUGDBjF9+nQAfvvtN9zd3XOUY8xaijEhIYHKlStnayevUo3GKjk5mfDwfwdxN2hgwGCEEHqlc9IdGBjIO++8g4+PDwBVq1alR48eTJo0SefgRAnz8svElCnD+thYDl66xMOHDylbNveljT09XdizpwMREQ9499097NtXlfT0moAZcXFe7NkDe/bAxImgUqVibf0IB4fHWFoqmJuDopiTlGRFcrINSUmOKEpmaTcLIK/llGOA80AINjaRVKv2GF9fM+rWdaNGjepUrVqVypXrU7lyZaytrfX+x6MviqKQnp5OWloaqamp2pUT09LiyMjIID09ndTUVJKT00hKSictTa39b2pqBikpGaSlqUlJySAjQyEjA9LTs/5XIT1dIS1NjaJofqlRq9WkpalJT1dQqzXvyRyyoVYDaH7h0LxfjVoNarWCoqhQFM1nNK811wHVk3vRlMTLfF/me7MOCdEcR3tOpTJ7MnxElWVTUBT1kwmHmd8+ZLanRlHUqNUZ1KrlCDQs5r8x3bz11luApm525hATRVFQqVR5rphZUKGhoRw6dAgLC70UvHqmBw8e0KVLFxYuXEjPnj25cOECHTt2pF69ejnKMWYtxZjfUo1Zubi4sHfv3lzPubq66uFuCiYkJAS1WrNgm7l5Bj4+uZelFEIUn5EjR9KnT58cxzPHdOeXzk9Qa2trFi9ezMyZMwkPD6dixYp6LVUlSpCyZTmzZg3DX3kFFIW9e/fSq1evp36kZk0Xdu58mfT0DH788f9YuvQhoaEVSUtrQOb/vopiRXKyG/kfWpsGXAKCsbePoGbNRBo1sqBJEw/8/Hzx8emNu7u7yY6RValUWFpaYmlpiZ2UPSjxrl69WuTXqFu3Lnfv3s3Ri1xUIiIisLe359UnVY/q169P8+bN2b9/P35+fgQHB2uHkYSEhGhXFfbz82PNmjXadq5du0ZaWho1n0zizo25ublRrUp8+vRpQHNv3t5pWFpK0i2EoeVVOragHXB66bY4cuQICxcu5ObNm3h6ejJs2DCaN2+uj6ZFCdOyZUtmzJhBx44ds429fBYLC3PGj2/O+PGaXrzTpy/z119XOXgwgWvXzHj0yIqEBHsyMsye9KhmYG6egKVlIvb2Cbi4JOHhkUadOuY0aFAGP79a1K7dnvLlyxfh3QpR9KpWrVrk15g3bx4jR47kjTfeyDFfp1WrVnq/Xq1atXj8+DEbN26ke/fuXLx4kYMHD/Luu+9iZWXFt99+S/v27YmNjWX+/PksWbIEgJ49ezJp0iS2bdtGq1atmDp1Kn369Ml1EqWx0iTdmhrtTZoY7zdqQoiC0znpXrp0KW+99RY9e/akYcOGXLt2jbZt2zJ37twcC0EYm9TUVG0Ph0yoLB42NjY6Dz1SqVQ0blybxo1r6ykqIUzLyZMnadKkid7e9ywXLlxg7969bNmyJdtxfQ5hyapMmTKsWrWKSZMmMXDgQFxcXBg3bhzt2rXj5ZdfJiwsDG9vb6ysrPjoo49o27YtoOmNWrFiBaNGjeLu3bu0a9dOm5CbirNn7wKaX2waNDDNb9uEELnTuWRgrVq1+PHHH+nUqZP22LZt2xg9ejRhYWE6B1hUpGSgAe3dC7t3g6cnvPuuoaMRolAMWTKwfv36eHl58c477+Dv75/tK87U1FT27t3Lr7/+SkREBOfPn9f5elWqVOHDDz9kyJAhOSZSZtbbN0XG2OlStmwfHj1aDcD27dC+vYEDEkLkqaDPEJ2TbicnJx49epRtxrxarcbZ2TnHhBZjYiw1dkul55+H48dRGjfm/ubNJlFeUoj/MuQzJD09ndmzZ/PDDz9w9+5datSooV0bITIyEnd3d95//31GjRqll8mPxr7uQmEZW9L98OFDXFymAZrVRO/eBXk8CmG8CvoM0flp/Morr7Bt2zY6d+6sPbZ9+3ZeeeUVXZsWJZW/Pxw/jvrUKd7p14+NeVQOEELkzsLCgjFjxjB69GhOnTrFqVOnePDgAS4uLjRu3JjGjRvrdSJwp06dOHz4MC1atNBbmyKny5cvkzmJ0skphQoVZEy3ECWJzkm3h4cHffr0oXPnzlSvXp1r166xdetWhg0bxmeffaZ93+eff67rpURJ0aYNfP015oDZoUMkJydrew2FEPmnUqlo0qSJXsZtP42bmxvdunWjd+/e2RZCA3m261PWpNvPLw2VSpJuIUoSnZPukJAQmjVrxj///MM///wDQNOmTQkODta+x1RLr4ki0qIFajMzzNRqWqanc/78eZo1a2boqIQQeQgODqZBgwaEh4cTHh6uPS7Pdv26eDEMeB2AZs2kI0KIkkbnpDuvRQWEyJOjI6n162Nz9iz+wLGTJyXpFsKIyXO+eJw6FY9mNVlo2LB4FiISQhQf+VctDMK6Qwc4e5aGwOL/+z8YOdLQIQkhspg+fTqTJ08GyDZUMCuVSsXUqVOLM6wS7dIlK+1+AZYxEEKYCJ2T7rCwMMaMGcPx48eJj4/Pdi41NVXX5ouU1Ok2HFWbNvC//2EGqA4fNnQ4Qoj/OJzl3+XBgwdzfY8ML9GfjIwM7tzRLNalUqnx8zN7xieEEKZG56T7jTfewNPTk/nz5+eo3ypEnpo3J0OlwlxRqHb9Oo8fP5Yly4UopIyMDI4dO8bNmzd57bXXSE5ORqVSFXiJ4qy2bt2q3ZfhJUXv2rVrqNWaTqAKFWKxsSlr4IiEEPqmc9IdGhrKoUOH9FILtrhZWVlJD7ehODpyrW1bVu7axSZF4cVz53jxxRcNHZUQJufq1at07dqVq1evolKpeO2119i6dSsbNmzg999/N3R4Ip+yVi7x9U0zbDBCiCKh8/dXdevW5e7du/qIRZQyZvPmMRk4BnpZNU+I0mj06NF0796d+Ph4rKw0Y4LbtGnDgQMHDByZKIizZ68BVQBo1szWoLEIIYqGzt3T8+bNY+TIkbzxxhs5VhZs1aqVrs2LEqxatWr89ddfNGrUCA8PD0OHI4RJOnbsGOvXr8fc3Fw7xrps2bI8fPjQwJGJgjh27LF2/8UXHQwYiRCiqOicdF+4cIG9e/eyZcuWbMdVKhUZGRm6Ni9KMJVKRdeuXQ0dhhAmzd7ensePH1OmTBntsejoaMqVK2fAqERBXbjw76TUBg1kgqoQJZHOw0smTJjAl19+yaNHj0hLS9Nuxl65RBiJ7dth+HDo29fQkQhhkjp16sTo0aN5/FjTU5qRkcEnn3xCt27dDByZyC+1Ws31684AWFomUbWqYeMRQhQNnXu6Y2NjGTNmjD5iEaXR7t2wYAGKmRkJt2/jWKmSoSMSwqTMmDGDHj164OLiQlpaGo6OjtStW5edO3fq7RpOTk7ExcXlOO7i4sKDBw/0dp3SKjw8nPT02gBUrhyLSiVjuoUoiXTu6e7UqVO2eq5CFERi06YAqNRqdskiG0IUWJkyZdi7dy9Hjhzhjz/+YNu2bRw9ejTbcBNdKYqit7ZETqdPnwHqAdCggdTnFqKk0rmn283NjW7dutG7d2/c3d2znfv88891bV6UcHbt25MBmAOq/fsNHY4QJqthw4Y0bNiQ8PBwrl+/TvXq1XVuM3MlyrS0tByrUl65coWqMg5CL/bvvwY4AdCqlbMhQxFCFCGdk+7g4GAaNGhAeHg44eHh2uOmsFKZrEhpeKoyZbhWtiw1Hz7EMzISRVFM4v8dIYzFsGHDGDZsGC1btuTPP/9kwIABqFQqli5dSr9+/XRqO3MlyvT09GyrUpqZmVGxYkV+++03ndoXGkeP/lu5pHFjq6e8UwhhynROumWlMqGr+IYNYc8eGqSnc+XMGXwaNTJ0SEKYjL///ptffvkFgO+//54///wTJycnJkyYoHPSvXfvXtLS0hgzZgwzZ87E1lbGGuuboihcufLvyqH16hkwGCFEkSrVg8cyV6SUXm7Dcg4IAMASCF+61LDBCGFiHj9+jJ2dHfHx8Vy5coXevXvToUMHbty4oZf2LS0tWbVqlSTcReT27ds8flwTAGfnOJydDRuPEKLoFKqne/r06UyePBkgxzi/rErcmO7oaHB1NXQUJU6V/v3h/fcBSN21y8DRCGFaXF1duXjxIiEhIbzwwguYmZmRmJio12Fa7du3Z/v27XTo0EFvbQqNM2f+nURZu7Ys/y5ESVaopDtrtZKs4/yyKlHjchUF5s2DceNg1Sro0sXQEZUoZuXLc83RkWrx8bhfuSLjuoUogLFjx9KkSRMA/vzzTwAOHDigna+iD+XLl+fVV1+le/fuVK9eHTOzf78kLXGdK8Xs+PHzQCcAXnjB3rDBCCGKlEoppbWgbGxsAEhOTn72m+/ehdq1IS5O09MdHAwVKhRxhKXL9r592bx6NfuBTVevUq1aNUOHJMRTPesZEh0dzZAhQ9i3bx+enp7Mnj2btm3b5vrexYsXM336dO7evUvlypXZvHkzNWvWzHcs4eHhWFhYaP/dXLlyhdTUVOrWrVuwm8pDmzZtcj2uUqnYs2ePXq5hCMYwkb5Nm/Hs2/cdAMuXQ//+BgtFCFFABX2G6DyRslRwd4fZs2HgQM0Qk6FDYcsWkN5YvXGZMIFfVq/G2tqaixcvStItjEZUVBTR0dE5jqvV6qd+IzNq1CgqVqxIdHQ0u3btom/fvoSFheHi4pLtfVu2bOH7779n48aN+Pr6EhERkeM9z+Ll5ZXtda1atQr0+WeRCfNFJzg46/LvBgxECFHkpKc7Pz3dmQYMgBUrNPs//giyEqfepKenc+TIEZo1a4a1tfWzPyBEMQkKCmJqHgs3mZubk56enuN4QkICLi4uREZG4unpCYC/vz+DBw9m6NCh2d77/PPP8+WXX+bZC54f8+fPZ8eOHURFRWVbyObAgQOFbrM0MHRP98OHD3FxWQSMw9w8naQkCywtDRKKEKIQCvoMKdXVSwps9mzIXAxi4kTNMBOhFxYWFrz00kuahLt0/h4oSpCwsDAcHBy0CTdAvXr1cjyYMzIyOH36NCEhIVSuXJkaNWrwxRdfFGgFyKCgID7++GMqVarEiRMnaNSoEaGhoTRu3Fhv95OVoiio1WrtJgrv0qVLQH0AqlZNkIRbiBJOku6CKFNGM+jOzAxSUqBfP0hKMnRUJcf27dCtG1SpAmkyi1+YroSEBJycnLIdc3JyIiEhIdux+/fvk56ezo4dOwgODmbPnj38/vvvLFu2LN/XWrp0KVu3buWHH37AxsaGH374gdWrV3Pv3j293AtATEwMAwYMwNXVFQsLCywtLbWbKLzLl68AmjEl9esbNhYhRNHTS9IdFxfHihUr+PrrrwHNDxJ9PvCNSosWMGWKZv/CBU2Pt9CP+/dh82a4dYv727YZOhohABg5ciQhISE5NktLS8zNzXP9jIODA3FxcdmOxcXF4eDgkO1YZu3riRMn4uzsTLVq1XjnnXfYunVrvuOLioqiWbNm2teKouDv78/OnTvz3cazfPDBB0RGRjJ//nzs7OxYu3YtTZo04ccff9TbNUqj06fvAJoytC++6PD0NwshTJ7OSffZs2fx9vYmKChIWzrqzJkzvPfeezoHZ7Q+/RRefFGz/8svmkmVQmepzz+v3T/5/fcGjESIf7m5uVGnTp0cm5mZWZ4TKb29vUlISOD27dvaYyEhITnK+JUtWxYPD49s7RS0XGb58uX5559/APDw8ODcuXPcvn2bjIyMArXzNLt27WLVqlX06NEDc3NzevTowbJly7QlCkXhnD7973yAxo2lroEQJZ3OSffYsWMJDAzkypUr2q8aW7RowdGjR3UOzmhZWGiGmTg6al4PGaIpKyh0YlWrFvee/D9U5vx5A0cjROE5ODgQEBBAYGAgSUlJbN68mfPnzxPwZPXVrIYMGcLXX39NfHw8t27dYt68eXQpwFoA7du3Z9OmTQD069eP9u3b8/zzz9OtWze93U9iYiKVK1cGwNramrS0NLy9vQku4nktX3/9NZUrV8bR0ZGGDRsSHx8PwIwZM3B1dcXFxYWJEydmGwN/4sQJ6tevj52dHa1bt+b69etFGqMuwsPttPsyvESIkk/nX60zxyHCvz00jo6O2odjiVW9OsyZoykj+M8/MHgwbNumGe8tCkel4mbVqlQMD6d2TAzpqalYWFkZOiohCmX27NkMHjyYcuXK4enpycqVK3FxcWH58uV8+eWX2kmVgYGBjBo1Ck9PTxwdHXn77bcZOHBgvq8zd+5c7f7kyZOpUaMGcXFxDBkyRG/3UqVKFcLDw/Hy8sLLy4v169dTrlw57O2LbjGXWbNmsW3bNg4fPkzlypUJDg7GysqKrVu3MmvWLI4ePYq9vT2vvPIKPj4+vPnmm6SkpNCrVy8CAwMZOHAg06ZNY+DAgXku4gaayax5VR5wdXXFzc2tSO4vIyOD6GgPAOzt43B1dXrGJ4QQhpJX6diUlBQsLAqQSis6qlmzpnLnzh1FURSlbNmyiqIoyvXr15VatWrp2nSRsra2VlQqleLn56f4+fkVvqE33lAUTb0NRfn2W/0FWEodGTRI++d5YfVqQ4cjRJ6sra0Va2trQ4dRLGbNmqWsW7dOURRFWbt2rWJubq6YmZkp//vf/4rkeunp6Yq7u7sSHh6e49zrr7+uTJs2Tft60aJFSqtWrRRFUZRt27YpNWvW1J5LTExUbG1tlcjIyFyv4+fnp7i6uipArltgYKB+byyLiIgIBc4poCh+fjeK7DpCCN0FBgbm+ZxwdXXNdzs6d8v27duXwYMHExYWBsCtW7cYPXo0AwYM0LVp0/DLL1Cjhmb/44/h1CnDxmPi3Pv21e7fX7PGgJEIYRrUajVLlixh1KhRDBo0KNumLyNHjqRnz54A9OrVi+vXrxMaGsrEIppIfuvWLR4/fsyaNWuoUKECPj4+zJ8/H4DQ0FDqZxmLkbUU43/P2dnZUbNmTYOuOJmXkJArgC8gQ0uEKC10Hl4SGBjIO++8g4+PDwBVq1alR48eTJo0SefgipqVlZXuD2MnJ82COS1basrcvf46nD7973hvUSBVOnbkoUpFWUXBqiTPCxBCT0aOHMnq1atp27ZtkQ73OHLkCAsXLuTmzZt4enoybNiwIrvW7du3iY2N5cqVK1y7do2wsDDatm1L7dq1c5RjzFqKMb+lGo3BwYP/AJo5LM2by88LIUoDnZNua2trFi9ezMyZMwkPD6dixYpUqVJFH7GZjuefh2nTND3d4eEwejQsXmzoqEySytycK25uPH//PtVv3TJ0OEIYvTVr1nD06FG8vb2L7BpLly7lrbfeomfPnjRs2JBr167Rtm1b5s6dq9ce9UyZpRQ/++wzbG1tqV+/Pq+//jpbt27NUY4xaynG/JZqzMrFxSXPZe5dXV11vZU8nTr1b3UZf/8yRXYdIYTuRo4cSZ8+fXIcDwgIKNCYbr3VKHJxcclWK7bUmTgRdu2C3bthyRJo3x769zd0VCYpoksXvl24kEMZGZy9f58KFSoYOiQhjJaVlRXVq1cv0mtMmzaNDRs20KlTJ+2xbdu2MXr06CJJumvVqoWVlVWupRT9/PwIDg6me/fuQPZSjH5+fsyePVv7maSkJCIiInKUaszK3Nz8qeeLSliY5hcBlSqF2rWti/36Qoj8c3Nzy3VStbV1wf7tqhSl4GtuHzhwIF/va9WqVUGbLjY2NjYAJCcn66/RO3egQQNNNZMyZeDcuX+XjRf5tm/fPtq0aUOFChXYuHEjz2ep3y2EsSiSZ0ghfP755zg6OvLBBx8U2TWcnJx49OgRZlmqM6nVapydnXP0LOvLgAEDcHBw4KeffiIyMhJ/f3/WrFlDXFwcI0aMYN++fdjb29O+fXvGjBmjrV5Ss2ZNPv/8cwYMGMC0adPYv39/ntVLMpNtQ4z5trb+P1JTm+PiEklMTI1iv74QQncFfYYUqqfb398/22uVSpWtTmpmj4Q+F2cwCR4e8NtvEBAAsbGaMoK7d0Meq9aJ3L344otERkZSrVq1Ai8UIkRp8NJLL2n/bSiKwrFjx5g1axYeHh7Z3pffDpJneeWVV9i2bRudO3fWHtu+fTuvvPKKXtrPzaxZs3jzzTcpX7485cuXZ9q0abz00ksAjBgxgmbNmpGRkcHw4cO148utra1Zv349b775JqNGjaJp06YsW7asyGIsrBs3bpKa6geAl1cJL68rhNAqVNKdlpam3V+5ciV//PEHX331FdWrV+fq1atMnjyZ119/XW9BmpTu3eHtt2HePNi/H2bOhAkTDB2VSbG2tv736/LHj8HO7ukfEKKUadeu3VNf65uHhwd9+vShc+fOVK9enWvXrrF161aGDRvGZ599pn1f5qrE+uDs7MzatWtzPffxxx/z8ccf53quadOmnDfyxbU2bDgLaBYvatlSJlEKUVoUanhJVl5eXpw8eRJnZ2ftsYcPH9KkSRMiIiJ0ja/IFOlXw4mJ0LAhhIWBpSUcPQqNGun/OiXZ9u0wZQqcPQv37kG5coaOSIhsjGV4SXFo06bNM9+jUqm0C6WZCkMNL+nceT5//z0cgD17UmnTRhYBE8IUFcvwkqxiYmJyDAFQqVTExMTo2rTpsreHZcugeXNNGcH+/TVlBKXHNv8sLODkSQCiN2zA9c03DRyQEMYrPj6eTZs2cfPmTSpXrky3bt1ylM7TRV7VPUThnDmT2delpkkTSbiFKC10XhynTZs29OvXj9DQUB4/fkxoaCgDBw7k5Zdf1kd8pqtZM5g6VbN/+TKMG2fYeEzMP15eZA5iurpkiUFjEcKYnTp1ipo1azJhwgQ2btzIxIkT8fLy4pQs1GWU4uPjuXfPHYCyZWNkSQchShGdk+65c+eSnp5O3bp1cXR0pG7duqSkpDBnzhx9xGfaPvoInkz8Ye5c2LDBoOGYkvJVqxJipekBcg4ONnA0QhivUaNGMWrUKG7fvs2RI0e0qwKPHDnS0KGJXBw7dgxoAICfX6phgxFCFCudk25XV1d27NjBrVu3tA/8nTt3Sm1l0FQtWbZMUz4Q4M03QRZ8ybfbTyZTVn/0CMUIV5QTwhhcuHCBTz75RDvMT6VS8dFHH3Hx4kUDRyZys3PnaUCzgJy/v7NBYxFCFC+dk+49e/awZ88eLl26REJCApcuXdIeE0CVKjB/vmb/wQMYOBBKWynFQlI9+ZbAEriVRxUDIUo7X19fIiMjsx2LiIjAx8fHQBGJp9m58x/tfosW9gaMRAhR3HSeSJlbqapSW6c7L336wFtvwYIFmjKCX32lqcwhnqpyv36aPzPgn3XrqDx4sIEjEsL49OvXj27dujF27FiqVavGtWvX+PHHHxkxYkS2zg9d5tls2rSJbt26Sd18HaWnp3Phwr8TJxs2NGAwQohip3PJwP+6c+cOH3/8Mb169SIgIECfTetVsZf7SkyEJk3g0iXNsJODB+HFF4vn2iYqPT2dcCsraisKF93d8b1zx9AhCaFlLCUDs64SmReVSqVTJ4irqyu2trYMHz6cN998M8ciPKaquEsGnj9/ngYNQoD+lCnzmEePpKKVEKasoM8QnYeX/JeHhwc///wzEydO1HfTps3eHv74A6ysNMNLBgyAIlo+uaSwsLAg/MkPd/f792VYjhC5UKvVz9x0/dbx9u3bfPXVV+zatYtq1arRs2dPtm3bpqc7KD1Onz4NaNZsqF8/3bDBCCGKnd6TbtAsS3z37t2iaNq0PfcczJih2b96Fd57z6DhmIIb3brRCqioVhPz6JGhwxHCqN0qoonaVlZWDBgwgP3793Pu3DmqVavGwIEDqVGjBjNmzODBgwdFct2S5tixC0AtQMZzC1Ea6Zx0L1y4MNv2888/06lTJ5o3b66P+Eqe99+H9u01+0uXwvLlho3HyHn36sVhMzN8n3tOfpET4hn8/PyK/Brly5enYsWKlClThpSUFDZs2EDVqlVZsWJFkV/b1P3f/yWS+WO3aVNzwwYjhCh2Oo/prv6krFsmR0dHmjRpwhdffFHs4/5SUlJo3bo1ISEhnD17Fi8vrzzfa9DxmHfvQv368M8/4OCgWa3S27v44zABqamppKSk4CgrSAgjYyxjurNydHQkPj6+SNrevXs3c+fO5a+//qJFixaMGDGCHj16YG5uztatWxkyZAhRUVFFcu2iUpxjutVqNXZ2E0lJ+RaAyEj4z49PIYSJKfZl4K9evaprE3pjaWnJxo0bmTRpkqFDeTp3d1iyBLp0gYQEeP11+L//A2trQ0dmdKysrLCysgJFgWvXoGpVyMfEMSGE/nh5efHgwQMGDRrE2bNnc5Qj7Ny5s/aXEJG7yMhIUlJ8AbC1TaFaNXneC1HalKjsxczMzHQW5encGcaP1+yfPg0TJhg2HmO2axdUrgw1aoAs+CFEnubOnVsk7X7yySfcvn2bH374Ic/63zdu3CiSa5cUWSdR+vklI9UXhSh9dE66nZyccj3u4uKiU7tz5syhUaNGWFpaEhQUlO1cdHQ0Xbp0wd7eHh8fH3bv3q3TtQzmyy+hWTPN/s8/yzLxeXF3h9u3AYiRPyMh8tS/f3+9t5mWlsbJkyelRreOTpw4D2i+im7RQkoFClEa6Zx067nMt5a7uztBQUH07t07x7lRo0ZRsWJFoqOj+eabb+jbt2+hZs8risKFCxdy3YplbKKVFfz557/LxA8bBtJblMM1W1tinuz/s369QWMRorSxtLRk5cqVMnxER4cOPQI0C+M8/7ylQWMRQhhGocd0f/bZZ4CmFyRzP9OVK1eoWrWqToH16NEDgK1bt2Y7npCQwIYNG4iMjMTOzo7u3btTr149Nm7cyNChQwt0jYyMDOrWrZvrucDAwBw97EWienXNqot9+sDDh9CvH+zbB5byUM5UtXp1tltZ0TE1lXIyvESIYte+fXu2b99Ohw4dDB2KybpwwVa737ixAQMRQhhMoZPugwcPAppVAzP3QTOuumLFivz222+6R5eLsLAwHBwc8PT01B6rV6+eduZojx49OH78OGFhYYwdO5Y+ffoUSRx69eqrMGIEzJmjmVD52WeapeIFoFlN7563N1y4QPnHj+H6dc2ESiFEsShfvjyvvvoq3bt3p3r16tlWwfz8888NGJlpiI6OJj5eU6HK2joFb2+ZRClEaVTopHvv3r0AjBgxgjlz5ugtoGdJSEjIMY7cycmJmBjNAIQNpjrmd+ZMOHwYzp/XLKDj7w/Sq6Rl0aYNPPnF6sHGjbiMGWPgiIQoPUJCQmjSpAl37tzhzp072uMyzjt/QkJCAE33dq1aiZiZSdItRGlUqKR7+vTpTJ48GdD0gPx3eEmmougBcXBwIO4/y6fHxcXh4OBQ4LbMzc05d+5crudcXV0LFV+h2djAypXQpAkkJsIbb8DZs1DMtc6NVY1XXyXhl19wAB5J0i1EscrsZBGFc+ZMKDAcgBdekKGDQpRWhUq6Dx8+rN0/dOhQru8pqh4Qb29vEhISuH37NpUqVQI0vQiDBg0qcFtpaWn07dsXKJ7FEZ6pdm3NEJNBgyA6GgYM0JTLM5eVyxo9/zwHVCraKwqOp04ZOhwhSi1FUbJNoDeTuvnPdPDgIzInUbZuXfAOIiFEyVCop2XWyY179+7NdduzZ49OgaWnp5OcnExGRka2fQcHBwICAggMDCQpKYnNmzdz/vx5AgICdLqe0XjjDcicELpvH0ybZtBwjIWNjQ2RVapoXiQmwqNHBo1HiGcpaGnTa9euYWtry1tvvVVMEeZfTEwMAwYMwNXVFQsLCywtLbWbeLbz5//t32raVIbkCFFaGW0XxRdffIGtrS0LFixg+vTp2NrasnTpUgBmz57NnTt3KFeuHOPGjWPlypWFqgtuZWWlLRFoVH7+GXw1K5fx+eeg4y8wJcXD7t3xASqkp/PI0MGIUiMqKirXsqJqtfqpJVMLWtr0gw8+oFGjRkVxCzr74IMPiIyMZP78+djZ2bF27VqaNGnCjz/+aOjQjJ6iKNy8qVm0zdIyCS8vAwckhDAYlaKHQtuRkZGcOnWK+Pj4bMeHDRuma9NFJrPmbHJysoEjyUNIiGbhnKQkqFhRM77bVFbbLCLbtm3jtddeo0WLFvzyyy/UqFHD0CGJUiAoKIipU6fmes7c3Jz09PQcxxMSEnBxcSEyMlJbacnf35/BgwfnWtp0+/btzJkzh+eee45bt26xYMEC/d6Ejjw8PDh27BiVK1fG2dmZR48eERYWxtChQ/McYmgK6tTRLFZTlB0v169fp1q1GKARXl63CQurVGTXEkIUr4I+QwpdvSTTr7/+ynvvvYeLiwv29vba4yqVyqiTboDU1NRieegWSt26mh7vt96Ce/dg4EDYtq1Uj+9u164dDx48wLwU/xkI0/Cs0qZZpaamMmHCBNavX6/9Ns/YJCYmUrlyZQCsra1JS0vD29ub4OBgA0dm/E6fDgXaAdC4sdqwwQghDErn4SVfffUVq1atIioqiqtXr2q3yMhIfcRXug0bpplMCZoJlV9+adh4DMzCwkKTcKemauqZF2IVUiGKQ16lTRMSEnK8d+bMmXTu3JmaNWsWV3gFVqVKFcLDwwHw8vJi/fr17N69O1tHi8jdzp33AM3Y97ZtnQ0aixDCsHTu6Y6NjaVXr176iKXYZY7pNloqFfz6K5w8CZcvQ1AQtGwJbdoYOjLDuXhRU1bx8WNYulTzDYAQRWjkyJG5LrLVsGHDPKs05be06e3bt1m4cCGnT5/WX8BFYMSIEQQHB+Pl5cX48ePp27cviqLwlSzi9UxHjqRp99u0cTRgJEIIQ9M56e7SpQv79++ndevW+ohH/JeDA6xerRnfnZysWSb+7FnNOO9SSF2jBoqiYA48WLcOF0m6RRFzc3PDzc0tx/GnlcrLb2nTEydOcPPmTbyezK5LSEhArVZz7do1du3apce70M3IkSO1+7169eL69eskJCTg4+NjwKhMQ1hYGQAsLROpWVO+GRCiNNN5eImrqys9evTgrbfe4rPPPsu2GbvMMd2Z47qNVr168Msvmv379zW9uxkZho3JQGLi4tiZlKR5sW+fQWMRIi/5LW3aqVMnrl69ytmzZzl79izvvvsuPXv2ZOXKlQaKPG+RkZGsXr2ahQsXsn37dg4fPszChQuL/LpHjhzBzMyML774QntsxowZuLq64uLiwsSJE7NVkTlx4gT169fHzs6O1q1bc/369SKPMS8xMTEkJmp+MalSJQpZwFOI0k3nnu5z587x3HPPERERQUREhPa4LA+sZ8OGwf79miEVu3fD9OlgAr/Y6Jurqyuhbm50jIrC5eFDuHYNqlUzdFhC5DB79mwGDx5MuXLl8PT01JY2Xb58OV9++SUXLlzA2tqailm+tXJwcMDW1pZy5coZMPKcDDVhXq1W88EHH9C0aVPtsa1btzJr1iyOHj2Kvb09r7zyCj4+Prz55pukpKTQq1cvAgMDGThwINOmTWPgwIEcPHgwz2tkZGTkOczQ1dU112858uv//u8M4A+AkVaDFELkQ1RUFNHR0TmOp6SkYGFRgFRaKaWsra0Va2trQ4dRMPHxilK7tqKAoqhUirJ7t6EjMogve/XS/BmAkjZ3rqHDEaWUST5DCqlKlSrK2rVri/26c+bMUcaMGaMMHjxYmTZtmqIoivL6669r9xVFURYtWqS0atVKURRF2bZtm1KzZk3tucTERMXW1laJjIzMtX0/Pz/F1dVVAXLdAgMDdYr/3XcXZz6qlAULHunUlhDCcAIDA/N8Tri6uua7HZ17ug8cOJDrcRsbG6pWrUqFUl5bWq+yju9OStJUNjl3DnToiTFFNXr35uG6dZQFHq5Zg+vbbxs6JCFKNENMmI+JieGHH37g6NGjjB07Vns8NDSUfv36aV9nLcUYGhpK/fr1tefs7OyoWbMmFy5coHr16sUWe6YjR/6t4f7yy2WK/fpCCOOic9Lt7++PSqXKNqYu87VKpeLll19m2bJlknzry3/rd7/xBvz9NzxlUldJ06pNG/YCvQDbI0c0HUkynEmIImOICfOTJ09m7NixODs7Zzv+33KMWUsxFqRUY3EID9eslGxlFUu1apJ0C1Ha6Zx0L1u2jFWrVjF9+nSqVavGtWvX+PTTTwkICKBBgwaMHz+esWPH8scff+gjXgGa8d179sCKFbBjB/zvf/Dxx4aOqti4u7sT7OZGr6goHBISIDQUjH0yrBAmLHPCfO/evfHw8Mh27vPPP9f79c6cOcOJEyeYNWtWjnP/LceYtRRjfks1ZuXi4sLevXtzPefq6lqY8AGIjo4mMdEPgGrVolGpJOkWwlTlVTo2ICCgQGO6dU66P/vsM06dOkWZMpoHSp06dVi4cCGNGzcmIiKCJUuWZJsEY0yMekXKp8ms3338OISHw6efQosW0KqVoSMrNhmtW6NevZrzKhV1oqKwlKRbiCJT3BPm9+/fz+XLl7XlFmNjY7GwsCAiIgI/Pz+Cg4Pp3r07oCnFmPkc9/PzY/bs2dp2kpKSiIiIeGqFKnNz8yKpYLV792mgAwAvvCDfxAlhyvIqHWttbV2gdnROumNiYnI8eFUqFTExMQBUqlTJYF/tlWiOjrBqFbz4IqSkwOuvw5kzUEqG8dQOCMB19WoeKAqHra1pbuiAhCjB8uoJLipvv/02r7/+uvb1+++/T/Xq1fnoo484fPgwI0aMoF+/ftjb2zNz5kzGjBkDaIY7JiUlsXDhQgYMGMD06dNp3LixQcZzb9p0V7vfvXvpXFdBCJGdzgOBW7duzRtvvMHly5dJSkri0qVLDBkyBH9/fwDOnj2b4+tIY5G5IqVJ9XJn1bChZnw3wN270L9/qanf3drfH+caNRg2bBiOjrLKmxAliZ2dHRUrVtRutra2ODg44OzsTJcuXRgxYgTNmjWjdu3adOjQQVu20NramvXr1/PDDz/g7OzMgQMHWLZsmUHu4fjxf/f9/WVRHCEEqJSsMyALISoqin79+rF3715tj7e/vz8rVqygQoUKXLhwgdjYWJo3N66+SBsbGwCSk5MNHImOFAUGD9bU7waYPBmyLCIhhCgaJeYZkofp06czefJkgKcudlYUY7qLS1ENL1Sr1Vhbbyc9vROOjveJiysd30AKUdoU9Bmi8/ASNzc3du/eza1bt7hz5w6VKlXSjsPLGpAoIioVzJkDp0/DhQuaRXOefx66dTN0ZMXj4UPNYkE2NtC1q6GjEaLEOHz4sHY/r8VlZBG03F2+fIX0dM1qOD4+8YAk3UIIPSTdmTw9PalUqRKKoqBWqwEwK0Vl7AzK3h7WroWmTSE+XlNG8PRpqFHD0JEVvVatICREM5FUkm4h9Gbr1q3a/eIe023qtm4NAV4FwN/f1rDBCCGMhs5ZcUxMDAMGDMDV1RULCwssLS21m7HLrF5SInrjfXxg0SLNfmws9O6tWUCnBFMUhZu1awOgPnIEHj0ybEBCCAH8/fcD7X737tLLLYTQ0Dnp/uCDD4iMjGT+/PnY2dmxdu1amjRpwo8//qiP+ERB9O4N48dr9s+ehfffN2g4RU2lUjH16FEAzNRqzTATIYTeHThwINft+PHj3L9/39DhGZ2zZ60AUKnSadpUb18oCyFMnM4TKT08PDh27BiVK1fG2dmZR48eERYWxtChQzl06JC+4tS7EjsJKi0NXn4ZMv/slyyBQYMMG1MR+uDdd/ly7lxsgfShQ7FYuNDQIYlSosQ+Q3JhZmZWIlceLoqJlI8ePaJs2WDgJdzdb3PnTqVnfkYIYZoK+gzRuac7MTGRypUrA5pyTWlpaXh7exMcHKxr06IwLC3hzz8hcyW1d9/VjHkuoVp16MD+J/tpmzdrqrkIIfRq2bJldOvWjeDgYOLj4wkODiYgIIBFixZx6tQp1Go1Y8eONXSYRuHQoWNAYwAaN043bDBCCKOi8/deVapUITw8HC8vL7y8vFi/fj3lypXD3l7qkhpMpUqaJeLbt9eM6371VThxQrOgTgnj7+/PNJWKjoqCbXQ0XLoEvr6GDkuIEsWUVx4ubhs3hpO5EmXnzuUNG4wQwqjo3NM9YsQIba/2+PHj6d+/P+3bt5deD0Nr1w6CgjT7ly/D8OElshe4bNmy3Mo6EXb7dsMFI0QJJSsP59/BgynafVkURwiRlc5J98iRI+nZsycAvXr14vr164SGhjJx4kSdgxM6mjIFOmh6XFi5EmbNMmw8RcSra1duPNlP/esvg8YiRElkyisPF6f09HQiIlwAsLRMwsfHwAEJIYyK3gtpV6pUCR950hgHMzNYtgw8PTWvx42DY8cMG1MRaNuuHRuBHUCwl5ehwxGixJk3bx4JCQn4+vri4OBAnTp1iIuLY+7cuQBYWVmxKLNkaSkWEhKiXRTH2/shslSFECIrncd0h4WFMWbMGI4fP058fHy2c6mpqbo2X6Qy63SD/pcBNhrly8Pq1ZpFZNLSNOO7T5/+d6JlCdCiRQu6WluTnJLCu2ZmT6YwCSH0RVYezp+9e08AwwBo2dLasMEIIYyOzkn3G2+8gaenJ/Pnz5fJk8bqhRfgu+9gzBi4dQsGDIC//wZzc0NHphc2Nja8/c472Nvb061bN0OHI0SJJSsPP922bVGA5rnasaOLYYMRQhgdnet0Ozk58eDBAywsTGsBgNJUYxfQTKLs319TThDgs89g6lTDxiSECStNz5CYmBjGjBnDjh07ePDgQbZzGRkZBopKd/r+prN8+f8REzMJgNu3QYa5C1GyFXud7rp163L37l1dmxFFTaWC+fP/Lac3bRps22bYmPQtNhbmzoWuXeH4cUNHI0SJISsPP1t0dDQxMZo5JU5OcZJwCyFy0Ll7et68eYwcOZI33niDihUrZjvXqlUrXZsX+uTgAGvXQtOmkJgIAwdqxndXqWLoyPTj8WPNYkAA9etDs2aGjUeIEmLXrl3alYfNzc3p0aMHderUYejQobz33nuGDs8oHD9+HHgegAYNkgAng8YjhDA+OifdFy5cYO/evWzZsiXbcZVKZdJfO5ZYvr6aHu/+/SEmBvr0gQMHwNr0J/2cvnuXsq6uVI+ORr1xI2ZffmnokIQoEWTl4WfbufMi0AWA9u0l4RZC5KTz8JIJEybw5Zdf8ujRI9LS0rSbsVcuKdX69YNRozT7x4/D+PGGjUdPbty4wW/R0QCYhYbCtWuGDUiIEiJz5WFAu/Lw7t27ZfJ8Fvv2/Tu239/f1oCRCCGMlc5Jd2xsLGPGjMHJyQlzc/NsmzBi33337/CLWbM0y8abuLZt27It64TedesMF4wQJYisPPx0iqJw6ZIzACpVOo0aGTYeIYRx0jnp7tSpE4cPH9ZHLKI4WVtr6neXK6d5PXw4mHitckdHR8q89BLhT14rq1cbNB4hSgpZefjpwsLCSElpCEDlyg+wszNwQEIIo6TzmG43Nze6detG7969cXd3z3bu888/17V5UZSqVIHly6FTJ80kxF694MQJcDLd8YidOndm1d69fAKojh6FGzdKzkRRIYxE1oVxBBw8eBzoA0Dz5oaNRQhhvHTu6Q4ODqZBgwaEh4dz8OBB7Xbo0CF9xFekMlekLNWrqXXoAEFBmv0rV2DoUE1NbxPVuXNnsvVvr1ljqFBEKRcdHU2XLl2wt7fHx8eH3bt35/q+8ePHU7NmTRwdHalfvz6bN28u5kifLSwsjE6dOlGuXDmsrKyybQL++us2oJmM3q1bOcMGI4QwWjr3dO/du1cfcQhDmjIFjh2DrVs146C/+QZM9GtjX19fEr28CAsPxxs09zNunKHDEiYsKiqK6CcTdLNSq9WoVKo8Pzdq1CgqVqxIdHQ0u3btom/fvoSFheHikn2lQkdHR/7++2+8vLzYv38/PXv25MyZM1SvXl3v91JYsvLw0x079u8cppdekvlMQojc6bwipakqTavJ5cuDB9CkCVy9CmZmsGULdOxo6KgK5eOPP+bmjBmogBkXLlDJz8/QIQkTFhQUxNQ8Vm81NzcnPT09x/GEhARcXFyIjIzE09MTAH9/fwYPHszQoUOfer3mzZszfvx4evfurXvwemKqKw8/iz5WpIyNjcXZeRfQG0fHWOLiyugpOiGEsSv2FSlFCeHiAuvXg50dqNXw+uua4SYmqHfv3iwHlgE7ZWVKYQBhYWE4ODhoE26AevXqPfPB/PDhQ0JCQvAzsl8UZeXhvB09egzQDOR+7rlEwwYjhDBqJavbQuimQQNYvBj69tUsqR4QoBl2YmITKxs3bsz3339Pp06d8PHxMXQ4ohRKSEjA6T//bpycnIiJicnzM2q1mqFDh9K7d298fX2LOsQCkZWH87Z1ayjQHoCOHaWXWwiRN0m6RXZ9+sDkyTB9Oly6BIMHa5aONzOdL0VUKlX2+sE3boCFBXh4GCwmYbpGjhxJnz59chxv2LBhnmO6HRwciIuLy3YsLi4OBweHp14nNjaWlStX6hZwEZCVh/O2d++/QxTbtZPx7kKIvJlOJiWKz+efQ+fOmv0NG2DGDIOGU2gpKfDKK1CtGnz/vaGjESbKzc1NW+Uo62ZmZpZn0u3t7U1CQgK3b9/WHgsJCcmzUtLEiRM5deoUmzZtwtraukjuQxey8nDu1Go1ly5pJsaam6fy3HOGjUcIYdwk6RY5mZnBsmVQs6bm9ZQpsG2bYWMqDGtr1MnJmhKIS5dCLhPehCgKDg4OBAQEEBgYSFJSEps3b+b8+fMEBATkeO8XX3zB5s2b2bZtG46OjgaI9tlk5eHchYaGkpbWFIAaNR4gFRSFEE8jSbfIXdmy/06sVBQYMEAzTMOELFmyhFEnT2pe3L9vmr84CJM1e/Zs7ty5Q7ly5Rg3bhwrV67ExcWF5cuXZ+vx/vTTT4mIiKBq1ao4ODjg4ODA8uXLDRh5TsW98nBKSgrDhg2jSpUqODk58cILL3DkyBHt+RkzZuDq6oqLiwsTJ04kaxGuEydOUL9+fezs7GjdujXXr18vsjj37z8N1AekVKAQ4tlkTLfIW716sGAB9O+vKSnYpw8cPIipdOf4+fkxKjmZbwAH0EwS7drVsEGJUsPV1ZWtW7fmOD5gwAAGDBigfW0KVVuLe+Xh9PR0qlWrxqFDh/D09GTVqlV069aNa9euceDAAWbNmsXRo0ext7fnlVdewcfHhzfffJOUlBR69epFYGAgAwcOZNq0aQwcOJCDBw/mea2MjIw8q8q4urri5uaW52f//jsG0CTb3bq55Pk+IYRpy2u9hpSUlAKVUpU63VKn+9neew9mzdLsjx4NP/1k2HjySVEU6taty4ehoQwFFEtLVHfuQPnyhg5NlACl6RnSpk2bXI+rVCr27NlTLDF4eHjw119/8e2331KnTh2mTJkCwOLFi1m0aBH79+9n+/btjBo1ivDwcAAeP35M+fLluXDhQq6LDdWpU4fo6Ohcf5gCBAYGEpS5Ym+uMc3m7t2RAERFgaurjjcphDBKT1uvwdXVlaioqHy1Iz3d4tm++w6OH4cTJ+DnnzWL6AwaZOionkmlUjFkyBAWT5zIUECVlgaLFsGECYYOTQiTYuiVh8PCwnjw4AFeXl6EhobSr18/7bms9c9DQ0OpX7++9pydnR01a9bMM+nWxePHj7l7VzPvpWzZaFwl4xZCPIMk3eLZrK1h9Wpo3BhiYmD4cKhVC154wdCRPdPAgQP5aNIkLigKdUDzS8MHH2hKCAoh8jR9+nQmT54MwGeffZbre1QqVZ69P/qSlJTEwIED+fjjjylTpkyOGuhOTk4kJCQAeddHzzyvT//3f8cAzTNQsyiOJN1CiKeTzEPkT9WqsGaNpgRfair07Knp+c6y4p4xcnd3p2OnTvy0dStzAW7e1JRBfPVVA0cmhHHLOnEyrzHReZVM1Je0tDT69OmDl5eXNvH/bw30rPXPC1Mf3cXFJc+e/Kf1Xq9dewnQDLvp1q1cvu5HCGGa8lqvISAgoEBjukt10p2amqqtIvCs5ZkF4O+vGc89ciTcu6dZsfLAAbA37gUhhgwZwuCtWwkCkps3p3rt2oYOSQijl3USqCGGl6jVat544w1UKhVLlizRJvh+fn4EBwfTvXt3IHv9cz8/P2bPnq1tIykpiYiIiDzrowOYm5s/9Xxe9uxJ0e537GicpR6FEPrh5uaW66Tqgq6rICUDRcGMGAHvvqvZP30a3ngD1GrDxvQM3bt3x9HNjRpA39RUlEL8gBVCFK933nmHu3fvsnr16mw9SQMHDmTu3LlERkZy//59Zs6cyaAnc0z8/f1JSkpi4cKFpKSkMH36dBo3bqz38dwpKSmEh2t+AFtbJ+Djo9fmhRAlVKlOuq2srLhw4YL0chfUTz9Bu3aa/fXr4ZNPDBvPM1hbWzNixAh8GjRg1KhRJlGiTYjS7Pr16yxYsIDjx49Tvnx5bf3ygwcP0qVLF0aMGEGzZs2oXbs2HTp0YNiwYYDm3/r69ev54YcfcHZ25sCBAyxbtkzv8R07dgy1WjOeu06dWMxK9U9SIUR+ScnAUlDuq0g8egQvvgiXLmleL1gAb75p0JCeJjU1FUtLy3/HoKakQHy8lA8UhSbPENNX2OGFEybM5NtvxwHwySfxTJ8uw0uEKI0K+gyR389F4Tg7w+bNUO7JBKJ33oEdOwwa0tNYWVn9m3AvWqSpvjJmjGGDEkKYpB074rX77dtLwi2EyB9JukXh1awJmzZpSgpmZGgqggQHGzqqZ9u5U7Ok/Z9/mka8QgijoSgKV65oviFTqdJp2tTAAQkhTIYk3UI3zZvD7//f3p3HRVX1Dxz/DAzIvimIooBbkntamSRBj1lKYmpuuYTrk+nP1Cwrs8QtK6187ElLMy1TM820UlwfUKws03JPcSFQU3AHZBlmzu+PkYmRHYEZ8Pt+vebF3HPv3Ps9Z2T8zuHcc74wPk9NhfBwOHvWsjEVYe/evYy6cAE9gFIwdaqlQxJCVCFnz54lM/M+AOrXv4STk4UDEkJUGZJ0izvXty+8+67x+dmzxsT7+nXLxlSIGzdu8ElMDF/kFnz7Lfz0kyVDEkJUIT/++BvQDoAHHtBbNhghRJUiSbcoHy+9BGPGGJ8fOgRPP21cRMfKdOrUic6dOzMdMN3+NmoU6HQWjEoIUVWsWXMCMM7N262brEIphCg5SbpF+dBo4D//MS6YA7BjB0RGWuUc3m+//TYJwKzcgkOHYN48i8UjhKg64uL+6UwICbG3YCRCiKpGkm5RfmxtYeVK41SCYLxRccIE49hpK9K2bVv69+/Pu8CfuYVTp0JCguWCEkJYveTkZFJSjCvhODun0bChhQMSQlQpknSL8uXkZJxK8N57jdvz58P06ZaNqQAzZ85EU6MGz+UWZGTAZ59ZMiQhhJX76aefgY4AtG17k9xZSIUQoiQk6Rblz8sLtmyB+vWN21FRMHu2RUO6XaNGjYiKimIX8AmwtWNHY5xCCFGILVtOAHUBCA93s2wwQogqR5JuUTHq14ft28HX17g9eTLMmWPZmG7z0ksvcf/99zMK6Hf4MFetdMYVIYR12L37n+ePPeZguUCEEFWSJN2i4txzD/zvf+DjY9yeNMmqEm+tVsvSpUvp1q0bf/zxB56ensYd16/DwYOWDU4IYVWUUpw8afwss7XNpHVrCwckhKhyJOkWFevee40zmdQyruDGpEnwzjuWjSmPFi1a8P333xMQEGAsuH4dunSB0FD47TfLBieEsBrGRXFaAhAYmIKdnYUDEkJUOZJ0i4rXogXExID3rTltX30V3njD6mY1AYxLxO/ZA9euQefO8PPPlo5ICGEF4uJ+A4xJ94MPyn+dQojSk08OUTlyE+/coSYzZ8KQIVa1gI5SirkJCYzOLbh2zdjjPW+edX5BEEJUmujovwFj93bXrrUsG4wQokqSpFtUnubNjXciNWpk3P7iC+NQjosXLRvXLTdv3mTFihUsBEYAOo3GuFLlhAkQEQHx8ZYOUQhhIb/88s8X75CQGhaMRAhRVUnSLSpXkybw00/Qvr1xOyYG2rQx/rQwZ2dndu3aRXh4OEuAh5UiIXfnxo3G8enPP2+Vq2wKISpOTk4OZ84Yb7R2cEgl9xYQIYQojWqXdE+aNImQkBCGDh2KXq+3dDiiID4+xllNBg82bl+4AI89Bq+/buxZtiBXV1c2bNjA2LFj2QvcB3wOGAD0em7+/DPY5Pm1SU+HrCyLxCqEqBynT58mJ+c+ABo1uiaL4gghykRr6QDK04EDB0hJSSEuLo5p06bxww8/8NRTT1k6LFEQJyf4/HMIC4MxYyAzE956C7ZuhS+/hKZNLRaaVqtl/vz5DB48mJdffpkhO3fyPjAbOG9ry4g8x6a88w41Z88my9cXnZ8fWV5eZDo4kKnVogNylMKmdWtaTJlies2BRYu4+O67GLKyUFlZaPR6yMnBBtBoNGiATCcnup0/b3pN1rVrbAsOxuDggMbVFY2bG1pPT+y9vanh44Nr/fp4NGhAnTZtsHN0rJyGEuIusX//KaArAA8+KPd3CCHKplol3T/99BNdunQBoEuXLqxbt06Sbmum0cCwYfDggzBwoHFu7N9+g9atjb3ekyZBDcuNnXzggQeIiYlh+/btzJ8/n24bNzJ3wACzYy6sW4d3Tg6OZ8/iePZsgefZvWePsT63uscyjxzh8VOnirz2hRs3zLbTz5+n27FjxcZ8dMUKmuWJcee996K9cQOdhwfUrInG2xu7OnWo4eeHS0AA7o0a4XXvvdi7yep6QhRmx46rpuedOnlYLhAhRJVmtUn3woULWbx4MYcOHeL1118nKs8S3SkpKQwZMoTY2Fjq1avHggUL6NSpE1evXqVBgwYAuLu7c/Xq1ULOLqxKixbw668wZQq8955xuMabb8KKFcY5vbt3x1J/z9VoNHR+4AE6T5/OqfBw7JOT4bXXjENiLl1iW1ISm4EGQCBQC/AAXAHbW+fIOXvWOCRFowE7O5yU4jKQAyhAr9Ggch+3XpOu1eI7bBg4OoKjI/orV8gEilsDzyUjAw4fBnt7qFGDxvHx+On1kKfX/Hax/fsTtmqVafvHvn3R/vILOnd3lKcnmpo1sfX2xr52bWr4+uJcvz5ezZvj3rBhqdtTiKrot9/+6d3+17/kC6oQomysNumuU6cOUVFRrFy5Mt++MWPG4OvrS0pKCtu3b6dv377Ex8fj4eHB9VtLeV+/fv2fFQYLoZTiyJEjBe7z9vbGJ3d6O1HxatQwrlbZqxc89xwcOgTHj0OPHvDQQ8Zl5Lt2BW0F/pO9eNHY2374MBw9CseOwYkTkJICQKMCXvI0cBrIBM4CFwFnwAljgmwPNMs9WCnIzr41028eSuWfklCvh6VLTZvet71EB6QBqcBNIB3IAu4bMcLsuORb5e6AJwXfxGG3bp1xDnWtFrRatH//Tfti7ofY6eBAaLt2YGsLNjb8evo0LufOkWVjQ7aNDTlaLQatFqXVorGzw9bODgcXF9oGBZm+gOQYDKRnZuLk4ICdnZ2xPPfLSe4D8m/fXpb3uIL2aTT/tO/tP3OfGwzGn0FBMHFikXUvqcI6B26XkZHByJEj2bBhA56enrzzzjs888wz5RKDKB9nzrgDYG9/lTp1iv5/RQghCmO1SXePHj0A2LRpk1l5Wloa69ev5/Tp0zg5OdG9e3datmzJhg0bCA4O5sMPP6Rfv35s2bKFDh06FHkNvV5PixYtCtw3depUs951UUk6dIB9+2D+fJg1C65eNS5W07071K4NAwbAE09Ax47g7Fy2a2RmGhPqQ4eMSfaBA8afyckle72tLfj6grc3ATVrEuDpCS4uxngcHY29zLlJZG4iqNcbHzqd8ZGdbYwjI8PYs5+Rkf+Rnv7P85s3zUKww5hEF/ff/315nucAV4BrGBP2m0A20Cg7Gy5d+qd5gFP8k6jbkp8+MxN+/NHsNQ/m1hMKvLn0TzC2+y0JQOM8saUDGbcembdiywbuuRVLrp0Y/0Jgcys27a2HHVAD45cdH6BMI9sffTRf0p2cnEzKrS9eeRkMBjRF/AWmsM4BLy8vs+OmTp3KpUuXOHfuHEePHqVr1660bduWpha8r0H8Q6/Xc+OG8a86der8TfG/dUIIUTCrTboLEx8fj4uLC/Xq1TOVtWzZkiNHjjB06FA8PT0JCQmhYcOGTJ482YKRijKzszMmPsOHG3u///MfYwJ68SJ88IHxYWcHLVsax383awZ16hhnRalRw5gU63Rw44ZxgZvz5+HcOTh92th7fuZM8dP+eXgYz9u0Kdxzj3Fu8cBA8Pc39grbVPLEP0r9k5znJuuZmcay239mZxt/5ib32dmg06HNzqaWTketnBzjvtyfuV8Gbn0xCM3JMT7PyUGn03E1LY3rqamk37xJ5s2bZGVmUtvV1fglSCnQ69GePMmvKSk4GAw4KYWzUrhgHGaTK9PGxtimt3qWM69cMc3RrsWYWLsXUPWbfn5m7f1QUhLFjfTf4+jIQ87Opr8ixF67Ri2DgUyNhiwgW6NBDxhsbNBqNDjb2uJdowYNa9bMd64FCxYwbdq0Aq9ja1vQV5KiOweGDh1qduzy5ctZs2YNbm5uPPTQQzz11FOsXLmy0GuKyvX774dQqjkA996bY+FohBBVWZVLutPS0nC77aYvNzc3Ll++DMDcuXMtEZaoCB4ext7u116DtWth2TKIizMmzDod7N9vfNwJOztjItiqlTGBb9nSOMa8Th2LjSMvkEYDDg7GRyWywzhOvbj194ILKc+6eZPU8+dJv3ABT6UgJMS0z2vvXv43ezYqNRVNejqa9HRsMzLQZmSgzcrCPjsbbU4OzRMTTUm30umoYW9fbNz2b70F48ebtj09PWlx7Vr+4SW5X750Ora2akXDNWuKPXdJFNU5kNfVq1e5cOECrVq1Mjvu559/Lpc4xJ07fjyd3JUomzev3N8/IUT1UuWSbhcXF27cNrPDjRs3cHFxKfW5DAYDjW6tjrhhwwazfd7et4+iFRbj4mJcMn7IEGPP9a5dsHMn/P47/PGHcQhKcVxdISDA2HPdtKlxdcyWLY3PS5DEibKp4eREjcaNqdW4cb59dR94gLrr1pXqfBo7O3Ju3iQ9OZn05GQyL18m6/Jlsq9cIef6dXRXr6K/fp0mt42dTmvdmv0nTmCfmUmN7GycsrNx1OtxMRjIffedfH3LWs18iuscyHscGOeHz3tcbrmoOHmHDUVFRTF69OgC7+OJj/+nd7thQ+tZ2iI5OZkFCxaYtguL3xpV5dhB4rekqhw7VMGku0mTJqSlpXHu3Dn8/PwAOHz4MM8++2yZzlfj1pR0zZs3L7cYRQXy8DCO7+7e3bitlDERv3jROCZbpzP2Xtragrs7uLkZx1+7uhZ1VlGFaB0dcQ8IwL0UywI+HBtb6L6Ma9dIOnyYpnXqFLh/9OjR9OnTJ1/5fffdV+iY7pJ2DuRup6ammpL0snYiiNJJSUkxJd3Tpk2jT58+Bf7nnZT0z/OgIOuZAz8lJcVsCFJh8Vujqhw7SPyWVJVjBytOunNycsjJyUGv15OTk0NmZiZ2dna4uLjw1FNPMXXqVD788EN27NjBwYMHyzQft729faGzl4gqQqMBT0/jIyjI0tGIKsjRw4N7OnYsdL+Pj0+BH+o2RYzrL2nngKenJ76+vhw6dIiHH37YdJx0AliPq1f/+WJVv74MLxFClJ31/K3sNjNnzsTR0ZFPP/2UWbNm4ejoyPLlywHjjU3nz5+nZs2avPjii6xevTrfjABCCGEpeTsHMjIy+OGHHwrtHBg0aBAzZ84kNTWVX3/9lQ0bNjDgtkWYhOXY2/9z03VGRjE3YAshRBGsNumOiopCKWX2GDJkCGAcb71p0yZu3rzJiRMneOyxx8p0jezsbJo3by69SkKIcldY58CKFSvMPnOmT5+Ol5cXderU4emnn+a///2vTBd4h1JSUnjyySdxdnamadOm7Nixo8znql//nz8I//rrtXKITghxt7La4SVCCFGV5XYO3G7gwIEMHDjQtO3o6MiKFSsqM7Rqr6RzpOd18uTJfGXe3t5ERHgzd64BsGHGDHuGD7euiY2EEBWvsPUasrKy0JZi0T6NUrcvhXd3cLg19VpmZmaxx1b1u2VzST2sR3WoA1SPepS1DqX5DBGVJy0tDS8vL06fPm2asjEsLIzIyEizOdKPHDlS6OJouby9vfH29ubYsTSUMt7c6uqaaRVju7Oysjh16pRpu1GjRqaJAaxdVY4dJH5LslTseW+8vp29vT1ZBSwIVxBJukvwH+btH85V9UYnqYf1qA51gOpRj7LWQZJu6/T777/TqVMnrly5YiobO3YsNWrUMFvHITk5mYYNG5KZmYk+dyXV2+Qm3dZIr9eb1dHLy6vQxZqsTVWOHSR+S7JU7EUl3c7OziWe5lWGlwghhKg2SjpHuo+PD2lpaURFRRW6+ufo0aOJioqqqFCFEFVEUZ8TL730UonPc1cn3bk3UgIydaAQQlQDpV1ArbB52EEWSRNCGJXX58RdnXQrpTh16pRpVcq8CXjePy+XdKxOYUqS2Bd2TEHlt5cVFHdBz6t6PXJ9/fXXZa5DUTGWZH9RMRe1nau6vBdVoR4lqRPc+e+3sC6lXUCtsHnYhRAiV3l9TljtlIGVQaPR0KhRI+nlFkKIaqI0c6QLIURlumtvpMxdvlmj0WBvbw8Yh5uA8U7U3Odg7BHPy87OrsjV6G6X97ylPaag8tvLCoq7oOdVvR65tFotOp2uwupR1P6iYi5qO1d1eS+qQj1KUico++93bg/5XfoRatVSUlKIjIwkNjaWevXqsWDBgjKv5yCEEOXlrk26bWxsUEqVaKoZpZTZ3e22trampL0qkXpYj+pQB6ge9ShrHbKystBoNBgMskqhEEKI4t21SbcQQgghhBCV5a4e0y2EEOLuVJ5LxVeErKwshg0bhr+/P25ubjz00EP8/PPPACxbtgytVouLi4vpkZiYaHrt3r17adWqFU5OToSGhvLXX39VevxhYWE4ODiY4uvatatp39tvv423tzdeXl5MmjTJbIiWNcSet11dXFywsbHhvffeAyA2NhYbGxuz/XFxcabXnjp1iocffhgnJyfatm3LgQMHKjzehQsX0rZtW+zs7PJNcbls2TLq1auHm5sbQ4cONRtaV1SsBoOB8ePH4+HhQe3atfnggw8qPf6NGzcSHByMu7s7devW5cUXXzQbWhoYGIiTk5PpfRg1apRF4i8NSbqFEELcdfIuFT9nzhz69u1rtuiGpeXk5BAYGMju3bu5du0a48ePJyIiwrQIR1hYGGlpaaaHv78/YEzWe/XqxQsvvMCVK1fo2LEjgwYNskgdPv30U1N80dHRAGzatImPPvqIPXv2cPToUaKjo/nss8+sKva87XrixAlsbGzo1auXaX/Dhg3NjgkJCTHte+aZZ3jssce4cuUKI0eOpGfPnuTk5FRovHXq1CEqKoqnn37arPzQoUNMmDCBb7/9lqSkJJKSkpgxY0aJYv3444+JjY3lxIkT7N69m7lz51bYF9PC4r9x4wZRUVFcuHCBAwcOsHfvXubMmWN2zNatW03vw8cff2wqr8z4S0UJIYQQd5HU1FRlZ2enkpKSTGWhoaHqs88+s2BUxatTp4767bff1NKlS1WnTp0KPGbz5s2qUaNGpu309HTl6OioTp8+XVlhKqWM7bl8+fJ85f3791czZswwbS9dulQ98sgjSinriT2vOXPmqI4dO5q2Y2JizGLM688//1TOzs4qMzPTVBYQEKD+97//VXicSin13HPPqalTp5q2X331VTV8+HDTdkxMjPL39y9RrA899JDZ+zd16lT17LPPVmr8t/vkk09Ut27dTNsBAQEqLi6uwGMtEX9JSE+3EEKIu0p8fDwuLi7Uq1fPVNayZUurnj42Pj6eK1eu0LhxYwD27NlDzZo1adasmVkP39GjR2nVqpVp28nJyWJT406YMAFvb286d+7MwYMHC4wvb7tbU+y5li9fnm+O96SkJHx8fGjSpAnTp0833Yh99OhR7rnnHrMJGiz576qgtk5MTCQtLa3YWIt6nyxl165d+da+6N27N7Vr16Znz55mQ5GsMX6Q4SVCCCHuMoUtFZ87dMPaZGRkMGjQIF577TXc3d0JDQ3l8OHDpKSksHTpUqZPn84333wDWE/d3n33Xc6cOUNiYiKdO3ema9eupKam5osvb2zWEnuugwcPcuLECbOVCIOCgjhw4AAXLlxgw4YNfP3118ybNw+wvvgLauvc8uJiLep9soRvvvmGHTt28OKLL5rKVq5cSUJCAvHx8fj7+/PUU0+ZZpOytvhzSdJdDiZNmkRISAhDhw41m3qsqsjKyuKhhx7CxcWFkydPWjqcMtu5cycPPfQQHTt2ZMKECZYOp8ySkpIIDg4mNDSU7t27k5GRYemQymzt2rXUr1/f0mGUWUJCArVr1yYsLIzHH3/c0uGIclLapeItSafT0adPHxo3bsybb74JQIMGDQgMDMTGxob27dvzwgsvsG7dOsB66vbggw/i4uKCo6MjkyZNwtXVlT179uSLL29s1hJ7ruXLlxMREYGHh4epzNfXl6CgIGxsbGjWrBlTpkyxurbPVVBb55YXF2tR71Nli4mJ4fnnn+f77783WxUyODgYBwcH3NzceP/99zl58iSnTp0CrCv+vCTpvkMHDhwgJSWFuLg4AgMD+eGHHywdUqnZ2dmxYcMGevfubelQ7kjjxo3ZuXMnu3fvJjk5mUOHDlk6pDKpW7cuu3fvZufOnbRr165K/psC4/zXa9asqdJJN0Dnzp2JjY1l69atlg5FlJO8S8XnOnz4cL4/XVuawWBg8ODBaDQaPv/880Lnj89ddwKgWbNmZp99GRkZnDp1yuJ1y43x9vjytrs1xW4wGFi5ciWDBw8u8rjb2z4+Pt60cBZY9t9VQW3t7++Pi4tLsbEW9T5Vpl9++YW+ffvy9ddfc//99xd6nEajQaPRFPp7YC2/35J036GffvqJLl26ANClSxd++uknC0dUejY2NtSuXdvSYdwxPz8/0/g0rVaLra2thSMqG1tbW9OKiHq9niZNmlg4orL59ttvefLJJ0u1QqU1io2NJSQkxGqmnBJ3rqosFf/cc8/x999/s2bNGrRaral88+bNpKSkALB//37mz59P9+7dAeOsJhkZGXz22WdkZWUxa9Ys2rVrR4MGDSot7mvXrrFt2zaysrLIzs7mgw8+4MqVK7Rv355BgwbxySefcPr0aS5evMj7779vGjNtDbHn2rFjBzqdzmyqQzB+HiQlJQHGcfYzZ840tX3Tpk259957efvtt8nKymLRokVoNBqz2U0qQk5ODpmZmej1erPnAwYM4JtvvmHfvn1cv36dWbNmmdq6uFgHDRrE3LlzSUlJ4eTJkyxevDjf2PaKjv/QoUNERESwZMkSwsLCzF6TmJjIzz//jE6nIz09nZdffhl/f38aNWpU6fGXikVv47QyCxYsUPfdd5/SarX57qBNTk5W4eHhysnJSd1zzz1q+/btSimlZs2apaKjo5VSSh07dkyNHDmyssM2U5Y65IqMjFTx8fGVGG3h7qQe+/fvV+Hh4ZUYbeHKWo+4uDjVtm1bFRwcrK5du1bJUZsrSx0MBoPq2bOn0ul06uGHH7ZA1PmVpR6ZmZkqLS1N6XQ6FR4erg4cOGCByEVFSE5OVl27dlWOjo6qSZMmatu2bZYOyUxCQoIClIODg3J2djY9du3apV588UXl7e2tnJycVJMmTdT8+fPNXvvrr7+qli1bKgcHBxUSEqISEhIqNfbk5GTVrl075eLiojw9PdWjjz6q9u3bZ9r/1ltvqZo1ayoPDw/18ssvK4PBYDWx5xo8eLAaO3ZsvvK5c+equnXrKicnJxUYGKjeeOMNpdPpTPvj4+NVcHCwcnBwUG3atFG///57hcc6depUBZg9li5dqpQyzg5Tt25d5eLioiIjI81mKykqVr1er8aNG6fc3d2Vt7e3eu+99yo9/iFDhigbGxuzf/9dunRRSil1+PBh1aJFC+Xs7Kxq1aqlIiIi1MmTJy0Sf2nIipR5rF+/HhsbG1auXElQUJDZJO19+/bF1dWVDz/8kO3btzN06FDi4+P56quvqFmzJv369eOXX35h3bp1vPPOO1WqDl5eXgAMGTKEKVOmmO6Ot6Sy1iM5OZmnn36atWvXWkXv/Z28HwBz5sxBq9VadIx6Weqwa9cuLl68yHPPPUfHjh3ZvXu3xeLPdafvxcKFC3F3d2fAgAEWiF4IIURVpy3+kLtHjx49AOPk/XmlpaWxfv16Tp8+jZOTE927d6dly5Zs2LCB4OBgPvzwQ/r168eWLVvo0KGDBSL/R1nqMHToUAtEWrSy1GPAgAEMGDCAefPmWUXCDWWvR+4wGQ8PD4vfnFuWOpw/f56YmBi+/fZbjhw5wmuvvcbs2bMtEP0/ylKP3r174+rqCsCPP/7I2LFjKztsIYQQ1UTVHmxZSYqa07VNmzZ4enoSEhLCqVOn6NatmwUjLVxx89L26NGDrVu3EhkZyZo1aywVZrGKqscXX3zBoUOHmDhxImFhYaYlk61RUfXYs2cPjzzyCI8++iibN2+2jnFoBSiqDq+//jrbt29n8+bNNG/e3OIJd1GKqkdcXBzt2rUjODgYPz8/2rdvb8FIhRBCVGXS010Chc1nefnyZQDmzp1ribBKpbg6rF+/3gJRlV5R9Rg5ciQjR460UGSlU1Q9QkND2bVrl4UiK7ni/k3lsoahJUUpqh7h4eGEh4dbKDIhhBDVifR0l4C1zb1ZFtWhDiD1sCbVoQ5QfeohhBDCuknSXQJVZU7XolSHOoDUw5pUhzpA9amHEEII6yZJdx6FzRVZVeZ0hepRB5B6WJPqUAeoPvUQQghRRVl6zkJrUtRcl9Y+p2uu6lAHpaQe1qQ61EGp6lMPIYQQVZPM0y2EEEIIIUQFk+ElQgghhBBCVDBJuoUQQgghhKhgknQLIYQQQghRwSTpFkIIIUSphYWFMWXKFEuHUaiuXbsyY8YMS4eRT05ODhqNhtjYWEuHUqQff/yR1q1bYzAYSvW6iIgIli1bVjFBVXGSdAshhBCiSilJwh8dHc0bb7xRSRFVP2PHjmXatGnY2PyTKm7bto1OnTrh5uaGs7Mzbdq0YeHCheSdk2PmzJm88sorZGRkWCJsqyZJtxBCCHGXyc7OtnQIZVJV465qYmJiuHDhAhEREaaypUuX0qNHD3r16kViYiKXL19m9uzZvP322wwZMsR0XOvWrQkICODLL7+0QOTWTZJuIYQQopoLCwvj//7v/+jfvz+enp688MILZGZmMnnyZBo1aoSnpyePPPIIv//+u+k1H330ES1atMDNzQ1fX18GDx7MpUuXSn3NXr164erqSuPGjfniiy/MjinuGgXFPWrUKOLi4nj33XdxcXHBxcWl0Ovn7Q0PCwtj7Nix9OvXDzc3N+rVq8dXX33FoUOH6NChA66urjz44IMcP368xHUorg0BkpOT6dWrFx4eHjRs2JDVq1eXug3GjRvHgAEDcHd3p379+ixcuNDsHBkZGUyZMoV77rkHV1dXGjZsyOeff17iGG/3zTff0KlTJ2xtbQG4ceMG48aNY/r06YwZMwYPDw8cHBzo2rUra9euZfny5ezYscP0+i5durBu3boir3FXsvA84UIIIYSoYKGhocrJyUlt3LhR6fV6lZ6eriIjI1WnTp1UUlKS0ul06sMPP1Te3t7q6tWrSiml1q5dq44fP670er1KSEhQDz74oOrfv7/ZOV9//fUir+ng4KC+++47pdPp1MaNG5WdnZ3avXu36ZiSXOP2uEty7YKOCQ0NVe7u7mrnzp1Kr9erefPmKScnJxUeHq7OnDmjsrKyVK9evdTjjz9e4joU14ZKKdW5c2f1xBNPqMuXL6vLly+rJ598UgEqJiamxG3g5uamduzYofR6vVq7dq2ysbFR8fHxpmMGDhyoHnjgAXX06FFlMBjUuXPn1L59+0oc4+3at2+v3n77bdP2xo0bFaCSkpIKPL5hw4Zq4sSJpu01a9aomjVrFvHu3J0k6RZCCCGqudDQULNE7tKlSwpQf/75p9lxjRs3VsuXLy/wHOvWrVNeXl5m5ywu6e7Vq5dZWd++fdWwYcMKfU1B18gbd0mvXdAxoaGhZte+du2aAtTKlStNZWvXrlUeHh4lqkNJ2vDs2bMKUAcPHjTtP3jwoFnSfbuC2mDo0KFmx9SqVUt99dVXSimlUlJSFKD27t2b71xleZ+VUqpJkyZq4cKFpu1Vq1YpQKWlpRV4fLt27dSoUaNM21u3blU2NjaFnv9upbVUD7sQQgghKk+DBg1Mz0+ePAlA+/btzY7Jzs7m7NmzAKxbt465c+dy8uRJMjMzMRgMpKeno9frTcMOSnPN3O39+/ebtktyjdvPcSfq1Kljeu7s7FxgWWpqaonqUJI2zP2Z9xy3n68kbVC3bl2z1+SN88yZMwA0bdo0X31LEmNBvLy8uH79umk7KCgIgAMHDhAcHGx2bHp6OsePH2fw4MGmsuvXr+Pp6Vno+e9WMqZbVBidTsfAgQPx8vLCxcXF7BdYGL311luMGTOmXM85duxYoqKiyvWcQoiqL+8sFL6+vgAcPHiQa9eumR43b97k1Vdf5ezZs/Tp04exY8eSmJjIjRs3WL58OYDZTBXFSUhIyLddr149gBJfI2/cRZVVlMLqUFwbAqa65j1H3ufl0c6BgYEAnDhxIt++ksRYkHbt2nHkyBHTdps2bQgJCWH27Nn5jn3//fepUaMGAwYMMJUdOnSI+++/v0Tx300k6RYVZu3atcTExJCQkEBaWhru7u6WDsmqXLhwgTlz5jB16lRTWWHTYA0ZMoRBgwaV6LxvvPEG8+bN49y5c+UWqxCiegkICKBHjx6MGTOGv/76C4DU1FSio6P5+++/SUtLw2AwUKtWLRwcHIiPjy8w4SrOpk2b2LhxI3q9ns2bN/Ptt98ydOhQgDu6hq+vb4FJZkUorA7FtSGAn58fnTp1YtKkSVy9epWrV68yefJk07nLo529vb155plnGDNmjOkm0L///pv9+/eXKMaC9OrVix07dqDX601lK1eu5Pjx44wZM8bUI//ee+8xd+5c1q5di7e3t+nYzZs307Nnz1LV424gSbeoMKdOnaJhw4a4ubkVeoxOp6vEiKzLwoUL6dy5Mz4+PuV6Xh8fHx5//HEWLFhQrucVQlQvK1eupF27dnTu3BlXV1eaNm3K4sWLUUoRFBTE7NmzefbZZ3F1dSUyMrLEX/zzGjZsGEuWLMHDw4MxY8bw8ccfExISAnBH15g4cSLHjx/H09MTDw+PUsdVGkXVoag2zPXll19ib29PYGAgbdu2pV+/fqZ95dXOixcvJjQ0lK5du+Li4sLDDz9s6qkuSYy369SpEz4+Pnz//feA8a+yQUFBJCYmsmDBAlavXk1cXBwvvfQSN2/epFu3bowaNQow9qqfOXPGbLiJuMWSA8pF9RUZGans7OyUjY2NcnZ2Vl26dFFKKRUQEKDefPNN9cQTTygXFxc1e/ZspZRSn3/+uWrVqpVyc3NTzZo1U6tWrTI73xdffKEaN26sXFxcVM+ePdWYMWNUaGioaX9AQIBavHix2WsAtW3bNtP2nj17VGhoqPLy8lL+/v5qypQpSqfTmR0/f/58FRwcrJydnVWLFi1UXFyc2TmXLVumWrdurdzc3JSPj4964YUXlFJKdezYUUVFRZkdu2bNGuXj46OysrIKbKPmzZurTz/91KyssJuDIiMj1cCBA5VSSu3fv185OzubPTQajZo6darp+CVLlqigoKACryuEEJWhJDc7WrvqUIeyiouLU61atVJ6vb5Ur4uIiFCfffZZBUVVtUnSLSrM1KlT1cMPP2xWFhAQoGrXrq1++uknZTAYVHp6ulq6dKmqX7++2rt3r9Lr9SouLk65urqaEt4ff/xRabVa05RN3333nXJwcChV0v3nn38qZ2dntWrVKqXT6VRCQoJq1aqVmjlzptnxrVq1UvHx8Uqn06lx48Ypf39/0/7FixerWrVqqW3btimdTqdu3LihYmNjlVJKrVixQtWvX9/sw+mxxx5Tr7zySoFtc/PmTQWoPXv2mJWXJOm+3fLly5Wnp6fZ3fF79+5VgEpNTS3wNUIIUdGqQ8JaHeogrIcMLxGVbujQoXTo0AGNRoOTkxPvv/8+r7/+Ovfffz82NjZ07NiRfv36sWzZMsC4Clb37t2JiIhAq9USERFBeHh4qa750UcfERERQf/+/dFqtQQEBDBp0iSWLl1qdtzEiRNp3LgxWq2WkSNHkpiYyMWLFwGYN28er7zyCo899hharRZXV1dCQ0MB6N27N5mZmURHRwPGoTUxMTH8+9//LjCeq1evAhQ4zn3u3Ll4eHiYPVauXFngeaKjoxk9ejQbNmygZcuWpvLc8165cqU0zSSEEEKICiJTBopKd/t0SfHx8UycOJFXXnnFVJaTk8MjjzwCGO/ubt68eb5zXL58ucTXjI+PJyYmxmzsn8FgwGAwmB2Xd1qm3OmkUlNTqV27NmfOnClwSiYAe3t7hg8fzieffMKTTz7JokWL6NSpEw0bNizw+NyplAqa0eWll15i5syZZmVDhgwhJyfHrOyXX36hf//+LF++3DS+MFfueb28vAq8vhBCVLTY2FhLh3DHqkMdhPWQnm5R6W6f6snX15cFCxaYTWeUlpbGpk2bAOOUSwVN2ZSXq6sr6enppu3z58/nu8aAAQPMrnHjxg3S0tJKHHdgYGCRd8s/99xzbNmyhdOnT7N06VLTTSUFcXR0pFmzZmZTMpXGn3/+Sbdu3Xjvvfd46qmn8u0/dOgQTZs2LXR5ZCGEEEJULkm6hcWNHz+eGTNmsHfvXgwGA1lZWezdu5d9+/YBEBkZyXfffWeasmnjxo2mhDzX/fffz6pVq0zJ9O3zj44ePZq1a9eyZs0asrOz0ev1nDx5ks2bN5c4znHjxvHOO+/wv//9D71eT2pqKjt37jTtDwwMpHPnzvTp0wc7OzsiIiKKPF+vXr3YsmVLia+f69y5czzxxBNMmDCBESNGFHiMTNckhBBCWBdJuoXFjRs3jqioKEaNGoWXlxd+fn68/PLLpp7rjh07smjRIsaNG4eHhwdLlixh2LBhZueYOXMmbm5u1K9fn3bt2uVLOB944AG2bdvG4sWL8fPzo2bNmvTu3ds0b2lJ/Pvf/2b27NmMHz8eT09PmjRpwvr1682Oef7559m/fz/Dhw9Hqy169Nbo0aPZunWracx4SW3bto3ExETeeustXFxcTI+33noLgJSUFLZs2VLui+4IIYQQouw0SpViaSkhrMSUKVPYvXu31Y23O3bsGC1atODMmTP4+/sXe/ysWbM4f/48H330UbnF8MILL+Dp6cm0adPK7ZxCCCGEuDOSdIsqyRqT7uzsbIYPH052djarV6+2dDhCCCGEsCIyvESIcrBx40Y8PT05cuQI7733nqXDEUIIIYSVkZ5uIYQQQgghKpj0dAshhBBCCFHBJOkWQgghhBCigknSLYQQQgghRAWTpFsIIYQQQogKJkm3EEIIIYQQFUySbiGEEEIIISqYJN1CCCGEEEJUMEm6hRBCCCGEqGCSdAsh7kjz5s35+eefLR2GKIW4uDhat25t6TCqHWtq12PHjtGyZUtcXV355ptvuHDhAsHBwbi6uvL+++9bOjwh7kqSdAsh7siRI0fo0KFDpV5zyJAhzJw5s1KvaUkrVqzAxcXF7OHk5IRGo2HXrl35jtdoNJw9e9asLG+bhYSEcODAAdO+wMBAdu/eXbGVsDKlbVOwnnbV6/XMmDGDwMBAHB0dCQoKYsGCBWbHzJkzh4iICFJTU3n66adZtGgRgYGBpKam8uKLL5bpulFRUYwYMaI8qiDEXUmSbiFEmeTk5Fg6hLvGwIEDSUtLM3sMGzaMkJAQHn74YUuHVyVZW5vGxsYSFhZWomNHjx7N6tWrWb9+PampqSxatIi33nqLt99+23RMYmIizZo1K3RbCGEBSghRpf31118qPDxceXl5qaCgIBUdHa1iY2OVr6+vSklJUUoptWHDBtWwYUOVlpamYmJiVKNGjdSUKVOUh4eHatKkidq6davpfJcvX1bPPPOM8vb2Vg0aNFDLli0z7QsNDVVTpkxR7dq1U/b29io7O1sFBASouLg4pZRSkZGRauzYsSosLEw5Ozurbt26qeTkZPX0008rV1dXFRYWpi5dumQ6X2xsrGrbtq1yd3dXoaGh6uTJk0oppc6cOaNsbW3VokWLlK+vr6pdu7YpjmXLlimtVqvs7e2Vs7Ozeu655yq8ja3NN998o2rVqqXOnj1b4H5AJSUlmZVFRkaqGTNmKKWU6d+AUkoNHz5caTQa5ejoqJydndWXX35ZscFbqeLaVKmKbdeYmBgVGhpabJx//vmn0mg06o8//jArX79+vXJyclLXrl1TXbp0UTY2NqpGjRrK2dlZjRgxwux3Zv/+/WrJkiXK399fubi4qHvuuUfFxMQopZS6efOmGjNmjKpTp47y8/NTs2fPNsVnZ2entFqtcnZ2Vl26dCk2ViGEOa2lk34hqprx48fzxx9/VPh12rRpw7x584o8xmAwEBERwfDhw9mwYQN79+6le/fuHD58mH79+jF69GgWLlzIqFGj+Oqrr3B2dgYgISEBvV7PxYsX2bRpE3369OHMmTN4enoyePBg7r33XpKSkjhz5gz/+te/uO+++2jVqhUAq1atYvPmzdSrVw+tNv9HyJo1a9i+fTv+/v4EBwfTsWNHPv30U1auXEm3bt2YP38+06ZNIykpid69e7Nu3TqCg4NZsGAB/fv3Z+/evYDxT+iHDx/mr7/+IjY2ll69etGrVy8iIyOJiYmhcePGTJkypXwb/Xbjx0MlvNe0aQPFvNe5EhISGDFiBMuXL8fPz++OL/3pp5+yfft2vvzySzp27HjH5ytOZTRpKZoTKP82hYpr15iYGAICAvKNHe/WrRvZ2dns2bOH6OhowsLCGDFiBIMGDQJAp9OZfmfS09MJDQ1l3759NGnShL/++guDwQDASy+9xNWrVzlx4gQ3btygc+fOtGjRgm7dujF58mTOnj3Lp59+Wm71EeJuIkm3EKX0xx9/sHPnTkuHAcCvv/5KRkYGL7zwAgAdOnQgNDSU6OhoZs+eTZs2bQgNDaVv37488sgjptdptVrefPNN7O3t6dGjBy1atCA6Opp//etfxMbGsn79euzs7AgKCmLAgAGsW7fOlHQPHz6cxo0bFxpTnz59aN68OQDh4eEcO3aMkJAQAHr27MmWLVsA45janj17mvaNHTuW6dOnk5CQYDpXboyPP/44Tk5OnDp1ijZt2pRb+xXrjz/ASt5rMCZO/fv3Z9iwYTz55JNFHtu8eXM0Go1p++bNm7z55psVHWKxrKxJS9WmYPl2vXTpEr6+vvnKbW1tqVmzJpcuXSrReTQaDUeOHMHf35+AgAAAlFIsXbqUkydPmsa5P//886xdu5Zu3bqVaz2EuBtJ0i1EKVVW0leS6yQmJnLmzBk8PDxMZTk5ObRr1w5HR0eeeeYZpk2bxvfff2/2Om9vbxwcHEzb9evX5++//yYxMZHMzEy8vb1N+/R6PQMHDjRt16tXr8iYfHx8TM8dHR3zbaelpZliX758OV9//bVpf3Z2NufOncPPz8+URORycnIyvbbSVFaCX8LrTJ48GaUUs2fPNpV17dqVuLg4AKKjo01fYo4cOWL2Xg0ZMqTcwr0TldGkpblGQW0KldOuK1euZPTo0YDx9zYzM9P0u+zv78/BgwfzvaZmzZpcuHAhX7ler+fy5cvUqlWr2Os6OzuzatUq5s6dy5AhQ+jcuTP/+c9/0Gq1ZGRkmI39NhgMct+AEOVEkm4hSqm4IR+Vyc/Pj3vvvbfA/5xPnjzJf//7X/r378+LL77It99+a9p36dIlMjMzTYl3UlISERER+Pn54eLiwtWrV8168/IqrLwssY8cOZL58+fn25e3t7siYyiWFb3XmzZtYsmSJezbtw87OztTeXR09B2fu9LaE6tq0kLbFCqnXQcMGMCAAQMA442UUVFRxMbGFvmaRx99lDFjxnDgwAGzISY//PADdnZ2tG/fvkSxhYeHEx4eTlpaGqNGjWLy5Ml89tln1KhRg9OnT+Pl5VXq+gghiiazlwhRhbVv3x6DwcDChQvJzs4mOzubuLg4EhMTiYyM5LXXXmPZsmUcP36cL7/80vQ6nU7HzJkz0el0fPfddxw+fJiuXbvi5+dHhw4dmDJlCjdv3iQnJ4f9+/dz9OjRco99wIABrFmzhri4OAwGA6mpqaxdu7ZEr/Xx8Sk2Ma9Ozp07R2RkJIsXL6ZBgwblfv67rT2h4tsUKqZdg4KCGDZsGAMHDuTAgQPk5OQQFxfH//3f/zF58mSzv3oV5uLFi/zwww9kZGRQo0YNnJycsLW1xcbGhsjISCZOnMi1a9cwGAwcO3aMX3/91VSfv/76C6VUudZJiLuFJN1CVGFarZaNGzeyZcsW/Pz8qFu3LrNmzWL16tVoNBomTJhAjRo1+Pzzz5kwYQLnz58HjPMHazQafHx8mDhxIqtXr8bT0xMwjrU+e/YsDRs2xMfHh/Hjx5ORkVHusTdo0ICvvvqKl19+GS8vL4KCgtiwYUOJXjts2DB++eUXPDw8TH+er86WLFnCpUuXiIyMzDe39IoVK+74/K+88gqvvvoqHh4erFy5shwitn4V3aZQce368ccf07t3b7p3746LiwvDhw9n0qRJJb6x2GAw8O6771K7dm18fHw4d+6caa7xDz74AHd3d1q2bImXlxfPPvssV69eBaB3796kpaXh6ekpY7yFKAONkq+sQtxVYmNjGTFiBCdPnrR0KEIIIcRdQ3q6hRBCCCGEqGCSdAshhBBCCFHBZHiJEEIIIYQQFUx6uoUQQgghhKhgknQLIYQQQghRwSTpFkIIIYQQooJJ0i2EEEIIIUQFk6RbCCGEEEKICiZJtxBCCCGEEBVMkm4hhBBCCCEqmCTdQgghhBBCVDBJuoUQQgghhKhgknQLIYQQQghRwSTpFkIIIYQQooJJ0i2EEEIIIUQFk6RbCCGEEEKICiZJtxBCCCGEEBVMkm4hhBBCCCEq2P8D2AKCvMtV89cAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4.8 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1310.5 ± 34.4 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 15185.2 ± 660.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 20.1 ± 1.7 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 53.3 ± 1.8 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 38.3 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 4019.3 ± 613.1 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.1 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 17.1 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 665.6 ± 22.8 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1556.9 ± 51.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 10.8 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 154.8 ± 1.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 135.5 ± 3.6 $\\mathrm{\\mu F}$   $L$ = 9976.9 ± 332.6 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.0 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4.3 ± 0.2 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 87.8 ± 1.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 73.8 ± 1.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 16.2 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 139.8 ± 1.7 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 445.1 ± 18.2 $\\mathrm{\\mu F}$   $L$ = 9870.2 ± 275.4 $\\mathrm{\\mu H}$   \n",
      " True\n",
      "[False  True  True  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from numpy.typing import NDArray\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from lmfit import Model\n",
    "from matplotlib import cm\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.signal import savgol_filter \n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import re\n",
    "\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (2.5, 2.5)\n",
    "plt.rcParams['figure.dpi'] = 120 \n",
    "\n",
    "plt.rcParams['font.size'] = 7\n",
    "plt.rcParams['axes.labelsize'] = 8\n",
    "plt.rcParams['axes.titlesize'] = 8\n",
    "plt.rcParams['legend.fontsize'] = 7\n",
    "plt.rcParams['xtick.labelsize'] = 7\n",
    "plt.rcParams['ytick.labelsize'] = 7\n",
    "\n",
    "plt.rcParams['xtick.direction'] = 'in'\n",
    "plt.rcParams['ytick.direction'] = 'in'\n",
    "\n",
    "# Major ticks\n",
    "plt.rcParams['xtick.major.size'] = 4\n",
    "plt.rcParams['ytick.major.size'] = 4 \n",
    "plt.rcParams['xtick.major.width'] = 2\n",
    "plt.rcParams['ytick.major.width'] = 2\n",
    "\n",
    "# Minor ticks\n",
    "plt.rcParams['xtick.minor.size'] = 2\n",
    "plt.rcParams['ytick.minor.size'] = 2\n",
    "plt.rcParams['xtick.minor.width'] = 1\n",
    "plt.rcParams['ytick.minor.width'] = 1\n",
    "\n",
    "plt.rcParams['xtick.top'] = True\n",
    "plt.rcParams['ytick.right'] = True\n",
    "\n",
    "plt.rcParams['axes.linewidth'] = 1.0\n",
    "plt.rcParams['lines.linewidth'] = 1.5\n",
    "plt.rcParams['lines.markersize'] = 6\n",
    "\n",
    "plt.rcParams['legend.loc'] = 'best'\n",
    "plt.rcParams['legend.frameon'] = False\n",
    "\n",
    "plt.rcParams['savefig.dpi'] = 300\n",
    "plt.rcParams['savefig.bbox'] = 'tight'\n",
    "\n",
    "\n",
    "\n",
    "parameters = np.array([r'$R_{\\mathrm{series}}$', r'$R_L$', '$R_{\\mathrm{CT,1}}$', r'$R_{\\mathrm{CT,2}}$', r'$R_{\\mathrm{CT,O_2}}$', r'$C_{\\mathrm{DL}}$', r'$C_{\\mathrm{Pseudo,1}}$', r'$C_{\\mathrm{Pseudo,2}}$', r'$L$'])\n",
    "E_ref_info = 'leakless Ag/AgCl in 3.4 M KCl'\n",
    "E_ref = 0.205\n",
    "print(f'E_ref_info: E = {E_ref} V') \n",
    "pH = 13\n",
    "\n",
    "def get_prep_label(name):\n",
    "    match = re.match(r'(Prep\\d+_EIS_\\d+)', name)\n",
    "    if match:\n",
    "        prep_label = match.group(1)\n",
    "    return prep_label\n",
    "\n",
    "\n",
    "def calc_integral(y: np.ndarray[float], x: np.ndarray[float]) -> np.ndarray[float]:\n",
    "    integrand = np.diff(x)\n",
    "    y_mid = 0.5*(y[1:] + y[:-1]) # mid value, length N-1\n",
    "    integral = np.zeros_like(y, dtype = float)\n",
    "    integral[1:] = np.cumsum(y_mid * integrand) # length N\n",
    "    return integral\n",
    "\n",
    "def deriavtive(y: np.ndarray[float], x: np.ndarray[float])->np.ndarray[float]:\n",
    "    derivative = np.gradient(y, x)\n",
    "    return derivative \n",
    "\n",
    "def constant_function(y_reconstructed: np.ndarray, c: float) -> np.ndarray:\n",
    "    return y_reconstructed + c\n",
    "\n",
    "def cal_shift_factor(y_exp: np.ndarray, y_reconstructed: np.ndarray) -> float:\n",
    "    popt, _ = curve_fit(constant_function, y_reconstructed, y_exp, p0=np.average(y_exp))\n",
    "    return popt\n",
    "\n",
    "def Z_HIT(Z: np.ndarray, freq: np.ndarray, fname: str) -> np.ndarray:\n",
    "    '''\n",
    "    Performs the reconstruction of the magnitude from the phase\n",
    "    '''\n",
    "    # smoothing\n",
    "    magnitude    = savgol_filter(np.abs(Z), 9, 1)\n",
    "    ln_magnitude = np.log(magnitude)\n",
    "    phase        = savgol_filter(np.unwrap(np.angle(Z, deg=False)), 9, 1)\n",
    "    omega        = 2*np.pi*freq\n",
    "    ln_omega     = np.log(omega)\n",
    "\n",
    "    # integral of phase dln omega over full range\n",
    "    integral   = calc_integral(y=phase, x=ln_omega)\n",
    "    # derivative d phase/d ln omega aligned to intervals\n",
    "    derivative = deriavtive(y=phase, x=ln_omega)\n",
    "    print()\n",
    "    # Z-HIT formula (finite-window correction term: -pi/6 * d phase/d ln omega)\n",
    "    ln_abs_Z = 2/np.pi * integral - (np.pi/6.0) * derivative\n",
    "\n",
    "    # fit constant offset C to experimental ln|Z|\n",
    "    shift_factor = cal_shift_factor(y_exp=ln_magnitude, y_reconstructed=ln_abs_Z)\n",
    "    ln_abs_Z_C   = ln_abs_Z + shift_factor\n",
    "\n",
    "    # reconstruct complex impedance on the interval grid\n",
    "    impedance = np.exp(ln_abs_Z_C) * (np.cos(phase) + 1j*np.sin(phase))\n",
    "    \n",
    "    # plotting the result\n",
    "    fig, axs = plt.subplots(nrows=1, ncols=2, constrained_layout=True, figsize=(6, 3))\n",
    "    fig.suptitle('Z-Hit correction')\n",
    "\n",
    "    ax0 = axs[0]\n",
    "    sec = ax0.twinx()\n",
    "    ax0.tick_params(which='both', direction='in', bottom=True, left=True)\n",
    "    sec.tick_params(which='both', direction='in', bottom=False, left=False, right=True)\n",
    "\n",
    "    ax0.plot(freq,     np.abs(Z),             '-',  color='black', label='experiment')\n",
    "    ax0.plot(freq, np.exp(ln_abs_Z),     '-',  color='red',   label='Z-Hit')\n",
    "    ax0.plot(freq, np.exp(ln_abs_Z_C),   '-',  color='blue',  label='Z-Hit + Offset')\n",
    "    sec.plot(freq, -np.angle(Z),    '--', color='black')\n",
    "    sec.plot(freq, -phase,          '--', color='red')\n",
    "\n",
    "    ax0.set_yscale('log'); ax0.set_xscale('log')\n",
    "    ax0.set_xlabel(r'frequency (Hz)')\n",
    "    ax0.set_ylabel(r'magnitude impedance ($\\mathrm{\\Omega}$)')\n",
    "    sec.set_ylabel(r'-phase (rad)')\n",
    "\n",
    "    axs[1].tick_params(which='both', direction='in', bottom=True, left=True, right=True, top=True)\n",
    "    axs[1].plot(Z.real,           -Z.imag,           '-', color='black')\n",
    "    axs[1].plot(impedance.real,   -impedance.imag,   '-', color='blue')\n",
    "    axs[1].set_xlabel(r'real part impedance ($\\mathrm{\\Omega}$)')\n",
    "    axs[1].set_ylabel(r'imaginary part impedance ($\\mathrm{\\Omega}$)')\n",
    "    axs[1].set_aspect('equal')\n",
    "\n",
    "    ymin = np.min(np.hstack((Z.real, -Z.imag)))\n",
    "    ymax = np.max(np.hstack((Z.real, -Z.imag)))\n",
    "    axs[1].set_ylim(bottom=ymin, top=ymax)\n",
    "    axs[1].set_xlim(left=ymin, right=ymax)\n",
    "\n",
    "    fig.legend(ncol=4, frameon=False, loc='center', bbox_to_anchor=(0.5, -0.03))\n",
    "    #plt.savefig(fname=f'{fname}_ZHIT.tif', dpi=600, bbox_inches='tight')\n",
    "    plt.show()\n",
    "    \n",
    "    return impedance\n",
    "\n",
    "\n",
    "def Circuit(freq: NDArray[np.float64], Rseries: float, RL: float, Rct1: float, Rct2: float, RctO2: float, Cdl: float, Cpseudo1: float, Cpseudo2: float, L: float) -> NDArray[np.float64]:\n",
    "    '''\n",
    "                  ---RL---    -----------Cdl------------------------\n",
    "                 |       |   |                                      |\n",
    "    ---Rseries---         ---          ------------Cpseudo1---------|---\n",
    "                 |       |   |        |                             |\n",
    "                  ---L---    ---Rct1---           ---Cpseudo2---    |\n",
    "                                      |          |              |   |\n",
    "                                       ---Rct2---                ----\n",
    "                                                 |              |\n",
    "                                                  -----RctO2----\n",
    "    '''\n",
    "    omega = 2*np.pi*freq[:len(freq)//2]\n",
    "    Z_loop3 = (1/(1/(1j*omega*Cpseudo2)) + 1/RctO2)**-1\n",
    "    Z_loop2 = (1/(1/(1j*omega*Cpseudo1)) + 1/(Rct2+Z_loop3))**-1\n",
    "    Z_loop1 = (1/(1/(1j*omega*Cdl))      + 1/(Rct1+Z_loop2))**-1\n",
    "    if L == 0:\n",
    "        Z_loop0 = 0\n",
    "    else:\n",
    "        Z_loop0 = (1/RL + 1/(1j*omega*L))**-1\n",
    "    Z_model = Rseries + Z_loop0 + Z_loop1\n",
    "    return np.hstack((Z_model.real, Z_model.imag))\n",
    "\n",
    "def CalculateCorrelation(covariance_matrix: NDArray[np.float64])-> NDArray[np.float64]:\n",
    "    '''\n",
    "    Johnson, M. L. Parameter Correlations While Curve Fitting. In Methods in Enzymology; Numerical Computer Methods, Part C; Academic Press, 2000; Vol. 321, pp 424–446. https://doi.org/10.1016/S0076-6879(00)21207-X.\n",
    "    https://en.wikipedia.org/wiki/Correlation\n",
    "    '''\n",
    "    standard_deviation = np.sqrt(np.diag(covariance_matrix))\n",
    "    matrix_standard_deviation = np.outer(standard_deviation, standard_deviation)\n",
    "    correlation_matrix = covariance_matrix / matrix_standard_deviation\n",
    "    return correlation_matrix\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###############################\n",
    "\n",
    "initial_guesses = [\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 130,  'Rct2': 9600,   'RctO2': 300,     'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760000e-6, 'L': 0.5e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 67,     'RctO2': 30,      'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760e-6,    'L': 9e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 90,   'Rct2': 300,    'RctO2': 200,     'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 500e-6,    'L': 19e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 1283.0, 'RctO2': 4119.9,  'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 76e-6,     'L': 12e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 13,   'Rct2': 1196.0, 'RctO2': 7795.9,  'Cdl': 9e-6,   'Cpseudo1': 100e-6,  'Cpseudo2': 50e-6,     'L': 3e-3}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 21.7, 'Rct2': 10226,  'RctO2': 65300,   'Cdl': 9e-6,   'Cpseudo1': 15e-6,   'Cpseudo2': 3.7e-6,    'L': 3105}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 10.7, 'Rct2': 1526,   'RctO2': 3200,    'Cdl': 9e-6,   'Cpseudo1': 50e-6,   'Cpseudo2': 20e-6,     'L': 8105}, \n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 7,    'Rct2': 15,     'RctO2': 32,      'Cdl': 8e-6,   'Cpseudo1': 11e-6,   'Cpseudo2': 50e-6,     'L': 6105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 3,    'Rct2': 980,    'RctO2': 860,     'Cdl': 20e-6,  'Cpseudo1': 50e-6,   'Cpseudo2': 30e-6,     'L': 4105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 16,   'Rct2': 4430,   'RctO2': 79000,   'Cdl': 10e-6,  'Cpseudo1': 15e-6,   'Cpseudo2': 5e-6,      'L': 2900}, \n",
    "    {'Rseries': 50, 'RL': 9,    'Rct1': 21.6, 'Rct2': 940.3,  'RctO2': 5297.4,  'Cdl': 4e-6,   'Cpseudo1': 17e-6,   'Cpseudo2': 16.2e-6,   'L': 100000}, \n",
    "    {'Rseries': 50, 'RL':30,    'Rct1': 4.5,  'Rct2':4.5,     'RctO2': 32.2,    'Cdl': 11e-6,  'Cpseudo1': 13.e-6,  'Cpseudo2': 77e-6,     'L': 1000000},\n",
    "    {'Rseries': 50, 'RL':6,     'Rct1': 3.8,  'Rct2':939,     'RctO2': 5590,    'Cdl': 19e-6,  'Cpseudo1': 48.e-6,  'Cpseudo2': 32e-6,     'L': 4e-3}, \n",
    "    {'Rseries': 50, 'RL': 11.0, 'Rct1': 4.3,  'Rct2': 1499.1, 'RctO2': 11318,   'Cdl': 19e-6,  'Cpseudo1': 61e-6,   'Cpseudo2': 41e-6,     'L': 6e-3 }, \n",
    "    {'Rseries': 50, 'RL': 13.2, 'Rct1': 14.6, 'Rct2': 901.9,  'RctO2': 7150.1,  'Cdl': 8e-6,   'Cpseudo1': 85e-6,   'Cpseudo2': 47e-6,     'L': 3236e-6}, \n",
    "    {'Rseries': 50, 'RL': 14.0, 'Rct1': 7.5,  'Rct2': 80.2,   'RctO2': 6.4,     'Cdl': 12e-6,  'Cpseudo1': 31e-6,   'Cpseudo2': 1029e-6,   'L': 11699e-6}, \n",
    "    {'Rseries': 50, 'RL': 4.7,  'Rct1': 10.0, 'Rct2': 9131.8, 'RctO2': 74211.0, 'Cdl': 9.4e-6, 'Cpseudo1': 15.8e-6, 'Cpseudo2': 6.3e-6,    'L': 10796268227e-6}]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "threshold = 0.98\n",
    "AllEISParams = pd.DataFrame() \n",
    "matrices = {}\n",
    "\n",
    "files = AllEISData['fname'].unique()\n",
    "\n",
    "for ifile, file in enumerate(files):\n",
    "\n",
    "\n",
    "    \n",
    "    frequency = AllEISData.loc[AllEISData['fname'] == file, \" Frequency (Hz)\"].to_numpy()\n",
    "    impedance = AllEISData.loc[AllEISData['fname'] == file, \" Z' (Ohm)\"].to_numpy() + 1j*AllEISData.loc[AllEISData['fname'] == file, \" Z'' (Ohm)\"].to_numpy()\n",
    "    impedance = Z_HIT(Z=impedance, freq = frequency, fname = file)\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z' ZHIT (Ohm)\"] = impedance.real\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z'' ZHIT (Ohm)\"] = impedance.imag\n",
    "\n",
    "\n",
    "    sum_squared_best_residual = np.inf\n",
    "   # --- set safe defaults for every file ---\n",
    "    vary_L = False       # default: keep L fixed\n",
    "    fix_L  = 0.0\n",
    "    weight_exponent = 0.3\n",
    "    weights = np.hstack((frequency, frequency))**weight_exponent\n",
    "\n",
    "    if (('Prep12' in file) or ('Prep8' in file)) and '250' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False; fix_L = 0.0\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '150' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '740' in file:\n",
    "        weight_exponent = 0.3\n",
    "        weights = np.hstack((frequency, frequency))**weight_exponent\n",
    "        vary_L = True\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and 'EIS0mV' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # explicitly keep L fixed here too\n",
    "        vary_L = False\n",
    "        fix_L  = 0.0\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '350' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '400' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '500' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '500' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "    else:\n",
    "        # for all other datasets, let L vary\n",
    "        vary_L = True\n",
    "\n",
    "\n",
    "    if   'Prep11' in file: \n",
    "        potential_shift = 0.010\n",
    "    elif 'Prep12' in file:\n",
    "        potential_shift = 0.040\n",
    "    elif 'Prep7' in file: \n",
    "        potential_shift = -0.025\n",
    "    elif 'Prep8' in file:\n",
    "        potential_shift = -0.020\n",
    "\n",
    "    out = None\n",
    "    for guess in initial_guesses:\n",
    "        model = Model(Circuit)\n",
    "        model.set_param_hint('Rseries',  value=guess['Rseries'],  min=40, max=70,     vary = False)\n",
    "        model.set_param_hint('Rct1',     value=guess['Rct1'],     min=0,  max=np.inf, vary = True)#before np.inf\n",
    "        model.set_param_hint('Rct2',     value=guess['Rct2'],     min=0,  max=np.inf, vary = True)\n",
    "        model.set_param_hint('RctO2',    value=guess['RctO2'],    min=0,  max=np.inf, vary = True)\n",
    "        model.set_param_hint('Cdl',      value=guess['Cdl'],      min=0,  max=30e-6,  vary = True)\n",
    "        model.set_param_hint('Cpseudo1', value=guess['Cpseudo1'], min=0,  max=np.inf, vary = True)\n",
    "        model.set_param_hint('Cpseudo2', value=guess['Cpseudo2'], min=0,  max=np.inf, vary = True)\n",
    "        if vary_L:\n",
    "            model.set_param_hint('L',  value=guess['L'],  min=0, max=np.inf, vary=True)\n",
    "            model.set_param_hint('RL', value=guess['RL'], min=0, max=np.inf, vary = True)\n",
    "            params = model.make_params(Rseries=guess['Rseries'], RL=guess['RL'], Rct1=guess['Rct1'], Rct2=guess['Rct2'],\n",
    "                        RctO2=guess['RctO2'], Cdl=guess['Cdl'], Cpseudo1=guess['Cpseudo1'], Cpseudo2=guess['Cpseudo2'], L=guess['L'])\n",
    "        else:\n",
    "            model.set_param_hint('L',  value=fix_L, vary = False) \n",
    "            model.set_param_hint('RL', value=0,     vary = False)\n",
    "            params = model.make_params(Rseries=guess['Rseries'], RL=0, Rct1=guess['Rct1'], Rct2=guess['Rct2'],\n",
    "                        RctO2=guess['RctO2'], Cdl=guess['Cdl'], Cpseudo1=guess['Cpseudo1'], Cpseudo2=guess['Cpseudo2'], L=fix_L)\n",
    "\n",
    "        #print(\"INIT from hints  L:\", params['L'].value, \"vary:\", params['L'].vary)\n",
    "        output = model.fit(np.hstack((impedance.real, impedance.imag)), freq=np.hstack((frequency, frequency)), params=params, method='least_squares', nan_policy='omit', weights=weights)\n",
    "        #print(\"POST-FIT       L:\", output.params['L'].value,  \"vary:\", output.params['L'].vary)\n",
    "\n",
    "        sum_squared_residual = np.sum(output.residual**2)\n",
    "        covariance = output.covar\n",
    "\n",
    "        if sum_squared_residual < sum_squared_best_residual:\n",
    "            sum_squared_best_residual = sum_squared_residual\n",
    "            best_fit = (output.best_fit)\n",
    "            fit = best_fit[:len(best_fit)//2] + 1j* best_fit[len(best_fit)//2:]\n",
    "            out = output \n",
    "\n",
    "\n",
    "\n",
    "    print(f'---weight {weight_exponent}---')\n",
    "    #### plot the fitted impedance spectrum###\n",
    "    min = np.nanmin(np.hstack((impedance.real, -impedance.imag)))\n",
    "    max = np.nanmax(np.hstack((impedance.real, -impedance.imag)))\n",
    "\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 2, figsize = (6,3), tight_layout = True)\n",
    "    bias = np.round(np.round(np.average(AllEISData.loc[AllEISData['fname'] == file, ' Voltage (V)']), 2) + E_ref + 0.059*pH, 2)\n",
    "    fig.suptitle(f'{file} \\n $E$ = {bias} + {potential_shift} V vs RHE')\n",
    "    ax[0].set_title('A) impedance spectrum')\n",
    "    ax[0].tick_params(which='both', direction = 'in', bottom = True, top = True, right = True, left = True)\n",
    "    ax[0].plot(impedance.real, -impedance.imag, marker = 'o', fillstyle = 'none', linestyle = 'none', color = 'black')\n",
    "    ax[0].plot(fit.real, -fit.imag, linestyle = '-',  marker = 'x',   color = 'red')\n",
    "    ax[0].set_xlim(min, max)\n",
    "    ax[0].set_ylim(min, max)\n",
    "    ax[0].set_ylabel(r'$-Z^{\\prime\\prime} \\ (\\Omega)$')\n",
    "    ax[0].set_xlabel(r'$Z^{\\prime} \\ (\\Omega)$')\n",
    "    ax[0].axhline(y=0, color='black', linestyle='-')\n",
    "    ax[0].set_aspect('equal')\n",
    "    ax[0].yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "    ax[0].xaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "    params = [param.value for _, param in out.params.items()]\n",
    "    errs = [param.stderr for _, param in out.params.items()]\n",
    "    names = []\n",
    "    info_string = ''\n",
    "    ic = 1\n",
    "    for param_name, param in out.params.items():\n",
    "        if 'R' in param_name:\n",
    "            prefac = 1\n",
    "            unit = r'$\\mathrm{\\Omega}$'\n",
    "            names.append(f'{param_name} (Ohm)')\n",
    "        elif 'L' in param_name:\n",
    "            prefac = 1e6\n",
    "            unit = r'$\\mathrm{\\mu H}$'\n",
    "            names.append(f'{param_name} (H)')\n",
    "        elif 'C' in param_name:\n",
    "            prefac = 1e6\n",
    "            unit = r'$\\mathrm{\\mu F}$'\n",
    "            names.append(f'{param_name} (F)')\n",
    "        if param.stderr == None: \n",
    "            err = np.nan\n",
    "        else: \n",
    "            err = np.round(param.stderr*prefac, 1)\n",
    "        param = np.round(param.value*prefac, 1)\n",
    "        info_string += f'{parameters[ic-1]} = {param} ± {err} {unit}   '\n",
    "        \n",
    "        if ic % 3 == 0: \n",
    "            info_string += '\\n' \n",
    "        ic += 1 \n",
    "\n",
    "    print(info_string, vary_L)\n",
    "    fig.text(x=0.2, y=-0.2, s = info_string, color='black')\n",
    "    sample = get_prep_label(file)\n",
    "    EISParams = pd.DataFrame({\n",
    "        'fname':     np.full(len(names), file), \n",
    "        'parameter': names,\n",
    "        'value':     params,\n",
    "        'error':     errs, \n",
    "        'potential': np.full(len(names), np.round(np.average(AllEISData.loc[AllEISData['fname'] == file, ' Voltage (V)']), 2)),\n",
    "        'sample':    np.full(len(names), sample), \n",
    "        'model':     np.full(len(names), '3-ladder'),\n",
    "        'cell':      np.full(len(names), 'sXRD')\n",
    "    })\n",
    "\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z' fit 3-ladder (Ohm)\"] = fit.real\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z'' fit 3-ladder (Ohm)\"] = fit.imag\n",
    "\n",
    "    AllEISParams = pd.concat([AllEISParams, EISParams])\n",
    "    #############################################\n",
    "\n",
    "    covariance = out.covar\n",
    "    try:\n",
    "        correlation = CalculateCorrelation(covariance)\n",
    "\n",
    "        ax[1].set_title('B) correlation')\n",
    "        ax[1].tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True)\n",
    "        if np.shape(correlation) == (6,6):\n",
    "            parameter_mask = np.full(np.shape(parameters), True)\n",
    "            parameter_mask[0:2] = False; parameter_mask[-1] = False\n",
    "            print(parameter_mask)\n",
    "\n",
    "        else:\n",
    "            parameter_mask = np.full(np.shape(parameters), True)\n",
    "            parameter_mask[0] = False; \n",
    "            print(parameter_mask)\n",
    "        c = ax[1].pcolormesh(parameters[parameter_mask], parameters[parameter_mask], correlation, cmap='RdBu', vmin = -1, vmax = 1)\n",
    "        for i in range(correlation.shape[0]):\n",
    "            for j in range(correlation.shape[1]):\n",
    "                if correlation[i, j] > threshold:\n",
    "                    ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "                if correlation[i, j] < -threshold: \n",
    "                    ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "        ax[1].set_aspect('equal')\n",
    "        for label in ax[1].get_xticklabels():\n",
    "            label.set_rotation(45)\n",
    "        cbar = fig.colorbar(c, ax=ax[1], shrink=0.8)\n",
    "        cbar.set_label('correlation')\n",
    "        plt.savefig(fname = f'{file[:-4]}_corr_RS.tif', dpi = 600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "        plt.show()\n",
    "    except ValueError:\n",
    "        pass\n",
    "    finally: \n",
    "        with open(f'{file[:-4]}_output_RS.txt', 'w') as f: \n",
    "            f.write(out.fit_report())\n",
    "    matrices[file]= correlation\n",
    "\n",
    "# Convert each to DataFrame\n",
    "for name, mat in list(matrices.items()):\n",
    "    if np.shape(mat) == (6,6): \n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0:2] = False; parameter_mask[-1] = False\n",
    "    else:\n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0] = False; \n",
    "    matrices[name] = pd.DataFrame(\n",
    "        mat,\n",
    "        index=parameters[parameter_mask],\n",
    "        columns=parameters[parameter_mask],\n",
    "    )\n",
    "\n",
    "\n",
    "matrices = pd.concat(matrices, axis=1)\n",
    "matrices.to_parquet('CorrelationMatrices3Ladder.parquet')\n",
    "#add the label\n",
    "AllEISData['label'] = (\n",
    "    AllEISData['fname'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'7': 'pristine', '8': 'annealed', '11': 'pristine', '12': 'annealed'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the label\n",
    "AllEISParams['label'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 'pristine', '12': 'annealed', '7': 'pristine', '8': 'annealed'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the edgecolor\n",
    "AllEISParams['edgecolor'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 'blue', '12': 'red', '7': 'blue', '8': 'red'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the potential shift\n",
    "AllEISParams['potential shift'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 0.010, \n",
    "          '12': 0.040, \n",
    "          '7':  -0.025, \n",
    "          '8':  -0.020})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "AllEISData['potential shift'] = (\n",
    "    AllEISData['fname'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 0.010, \n",
    "          '12': 0.040, \n",
    "          '7':  -0.025, \n",
    "          '8':  -0.020})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "\n",
    "AllEISData[\"potential RHE\"] = np.round(AllEISData[' Voltage (V)'] + AllEISData['potential shift']   + E_ref + 0.059*pH, 3)\n",
    "AllEISParams[\"potential RHE\"] =np.round(AllEISParams['potential'] + AllEISParams['potential shift'] + E_ref + 0.059*pH, 3)\n",
    "\n",
    "AllEISData.to_parquet('AllEISData_sXRD.parquet')\n",
    "AllEISParams.to_parquet('AllEISParams_sXRD.parquet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit with Two Time Constants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:54: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:54: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_28795/3824905694.py:54: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  parameters = np.array([r'$R_{\\mathrm{series}}$', r'$R_L$', '$R_{\\mathrm{CT,1}}$', r'$R_{\\mathrm{CT,O_2}}$', r'$C_{\\mathrm{DL}}$', r'$C_{\\mathrm{Pseudo,1}}$', r'$L$'])\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_ref_info: E = 0.205 V\n",
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 182.6 ± 13.1 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 770.1 ± 16.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 105.6 ± 2.8 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 124.9 ± 3.3 $\\mathrm{\\mu F}$   \n",
      "$L$ = 46367.3 ± 2949.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 509.0 ± 20.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 213.9 ± 20.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 48.7 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 91.4 ± 15.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 12966.0 ± 1521.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 130.5 ± 7.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 1622.5 ± 114.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 207.5 ± 4.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 247.6 ± 5.2 $\\mathrm{\\mu F}$   \n",
      "$L$ = 14411.5 ± 707.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 14614.0 ± 692.9 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 103944.8 ± 5907.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 25.0 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 4.7 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.5 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 140.1 ± 8.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 1412.8 ± 84.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 195.7 ± 4.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 238.3 ± 4.9 $\\mathrm{\\mu F}$   \n",
      "$L$ = 14832.6 ± 767.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 11.6 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 302.6 ± 0.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.2 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 42.5 ± 0.7 $\\mathrm{\\mu F}$   \n",
      "$L$ = 5568.9 ± 359.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2528.0 ± 101.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 3263.3 ± 112.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 73.0 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 45.2 ± 2.5 $\\mathrm{\\mu F}$   \n",
      "$L$ = 15470.2 ± 1302.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.5 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 954.1 ± 73.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 9289.3 ± 881.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 98.8 ± 1.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 47.7 ± 1.2 $\\mathrm{\\mu F}$   \n",
      "$L$ = 12051244303215.4 ± 1.2472772556573268e+19 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.8 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1469.4 ± 78.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 1478.5 ± 73.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 66.4 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 41.6 ± 3.3 $\\mathrm{\\mu F}$   \n",
      "$L$ = 16804.7 ± 1321.9 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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xgoEDB/LLL78QGBhI+fLl0el0ZklsnTp1SEhIICoqCk9PT1P5K6+8wrfffsuuXbvMpt6kfZ9fv37dbBHm9evXM/wMpH+N035eLJWlf92ff/55Zs6cyc8//4yLiwv//PMPq1atyvFrkN6QIUPo1KkTmzZtYvv27bRs2ZI333zTtLB1wIABDBs2jNDQUL799lt8fX158skn8/RYQpQEMuIrSoS0xLBSpUoZfllb8vjjj3P9+nW0Wi3Vq1c3u7y8vEztDAYDhw4dMt2OiIjgypUr1KlTJ1fxffjhh0yePJmffvqJVq1a5eq+BUGj0VC7dm3i4+ML/bFatGhBfHw8Bw4cMJUdOHCAO3fumM37zQ0nJyd69erF7t27M121ntnXML3hw4fj7u7OnDlzzMp///13kpOT+eijj2jRogU1a9bkypUrZm369evHmTNnWLduXYZ+33//fWxsbOjVq1eenl9WDh48mOF22vdfTr6P9+3bxzPPPMPAgQNp1KgR1apV4/Tp0wUeZ0H4888/sbOzM80xfRjq1q0LYPrZCAgI4OzZs2aJ5unTp7G3tzdLsMeOHcuqVavYuXMntWvXNuuzSpUqeHt7s23bNlNZYmIie/fuzfPPQHqVKlWiQ4cOfPHFF3zxxRc0btyYRo0aWWz72GOPcfz4cYtb66WpWLEiw4cPZ/Xq1cyYMYNFixaZ6rp16wbAxo0bWblyJf369SuwwQAhiiMZ8RWPpA4dOhAQEED37t15//33qV27NteuXWPLli106NDBNKJhbW3NuHHj+PjjjylTpgyvvPIK/v7+ZvvCpo00xsXFodVq+fPPP7GxsTH9Qv3ggw+YNGkSK1asoGbNmqaPzsuUKYOzs3OO4k1KSsrwkbuVlZXZ6FP6eKZOncrAgQOpW7cuNjY27Nmzh6VLl9K3b98cPd61a9e4du2aKUEKDw/n1q1b+Pn54ebmluV969Spw9NPP82LL75o+gX64osv8n//93/UqlXL1C48PJzk5GSioqKIj483vY6Z/QJfuHAhH374Ie7u7jl6DpZYW1vzzjvvZBj1rlGjBgaDgfnz5/Pss89y8OBB5s+fb9YmODiY77//npCQEObMmUOnTp24e/cuX3/9NZ999hmfffYZFStWzHNsmTl48CDvvvuuKfH/+uuvTR895+T7uGbNmnz33Xfs27cPDw8PPv30Uy5cuMBjjz1W4LGmFxERQXR0tGkP6LSvb/Xq1XF0dOTHH3/k2rVrtGjRgjJlyrBr1y6mTJnC8OHDsbW1zfHjREZGZljE6ebmZnFkvVevXgQEBNCyZUu8vb25cOECb775JuXKlTMlpCNHjuSzzz5j7NixjBkzhosXLzJ16lRGjRplSvhGjx7N8uXLWbduHa6urqafzbSpJhqNhnHjxvHOO+9Qu3ZtatasyaxZs3B0dKRfv365fSktGjJkCAMGDMDGxsZsesjatWt588032bFjBxUqVKBfv37MmTOH7t27M2fOHCpUqMCJEycoW7Ysbdu2ZezYsXTu3JmaNWsSFxfHli1bTO9dYNxSsGfPnsyaNYtjx46V2OlSQuRYEc8xFiJb2W339eAClzRxcXHq5ZdfVhUqVFA6nU5VrFhR9enTR509e1YpdX9Rybp161T16tWVjY2Nat26dYZtwoAMV6VKlUz1lSpVstgmJwvh0p6fpfunX8STfnHbjRs31Lhx41T9+vVV2bJllYODg6pTp46aOnWqxcUvmb1mlh5z2bJlObp/dHS06t+/vypbtqwqW7as6t+/v9nWYGkxW3qMNNktXsvt4rb0nnjiiQyL2z7++GPl4+Oj7OzsVLt27Uzbl6Vf2JeSkqLmz5+vGjRooOzs7JSjo6MKDAxUmzZtMuu/oLcze+6555SDg4Py8vJSc+bMMWuT3fdxdHS06tGjh3J0dFSenp7qtddeUyNHjjRbUNimTRs1evTobOMsV66c+vTTT3MUe2bft7t27VJKGRcPNmrUSDk6Oip7e3tVr149NX/+fKXX63PUf9prbOlKW3z64M/+okWLVPv27ZWXl5eysbExvVYPLvw8cOCAatGihbKzs1OVK1dWkydPNtveLLPHTf96GQwGNXXqVOXt7a1sbW1V69at1V9//WWqT1vcln7rOUuLSTdv3qwAdfv2bbMYk5KSlIeHhypTpoy6deuWqTxtUW76Pi5duqSCg4OVs7OzKlOmjGrUqJHp6zBmzBhVvXp1ZWtrqzw8PFSfPn3Uf//9Z/ZYO3bsUIB67LHHsvmqCFHyaZQqoJ3+hShhvvzyS8aMGfNQpgcIIYQQoujJHF8hhBBCCFEqSOIrRCGKiIgw24bqwevBLacKwsqVKzN9PH9//2zv/84772R6/86dOxd4vI+qvXv3Zvm1L84exvdA586dM32Md955p0AeQwghHiRTHYQoRCkpKabFP5ZUrlwZa+uCXWN6+/btTE+u0ul0VKpUKcv7R0dHEx0dbbGuTJkyVKhQId8xlgZ3797l8uXLmdbndvu6h+lhfA9cvnyZu3fvWqxzc3PLdpGlEELkhSS+QgghhBCiVJCpDkIIIYQQolSQxFcIYaZ9+/ZoNJoMV5cuXQrl8X755Re6detGhQoV0Gg0fPnllzm637Rp0zLEmP7UrNu3bzNu3DgqVapEmTJlaNmyJYcPHy6U55BeaGgoVapUwc7OjsaNG2d5xG5e7/fuu++i0WgYM2ZMpm26detG+/btLdb9/fffaDQatm7dmqPY8iskJMT0NbK2tsbPz4+RI0cSExOTod3//d//Zbj/77//jkajMU0bSt9f+qt58+YP4+kIIUowSXyFEGb++OMPZs+ezdWrV82ub7/9tlAeLz4+nnr16pkOEcmNWrVqmcX4119/meqGDh3Kzz//zFdffcVff/1Fx44d6dChQ5bzbh8UEhJiOto1J7777jvGjh3LW2+9xdGjR2nZsiWdO3fOdhFjbu538OBBFi1aRIMGDbLsc8iQIezatcviHPMvvvjCdDrYw9KhQweuXr3KxYsXWbJkCT/++COjRo3Kd3/pr02bNhVgxEKIR5EkvkIIk3PnznHr1i3atGmDt7e32eXk5FQoj9mlSxfeeecdevXqhVabu7cka2trsxjTTrq7e/cua9asYc6cOQQGBlK9enWmTZtG9erV+fzzzwvjaQDGo6tDQkIYNmwYderU4dNPP6V8+fLZPmZO7xcbG0v//v1ZunQprq6uWfbZtWtXypUrx7Jly8zK9Xo9y5cv54UXXrD4ei9atIhy5cqRmppqVt6vXz/T8ba//PILzZs3x9HREWdnZ5o1a8aJEyeyjMfW1hZvb28qVqxIx44d6dOnT75GnNP6S3/JgjghRHYk8RVCmBw5cgQrK6tcHXeb1dZXaVdOP+7PrfPnz+Pj40OVKlV47rnnOH/+PGDcTSM1NRU7Ozuz9mXKlGHfvn2FEktycjJHjhyhY8eOZuUdO3bk119/LZD7DR8+nF69etG2bdts47G2tmbw4MF8+eWXGAwGU/mPP/5IVFQUzz//vMX79e7dm9jYWLZt22Yqi4+PZ/369QwYMICUlBS6d+9Oq1atOHbsGL/99hvjxo3Dysoq25jSnD9/ni1btqDT6XJ8HyGEKAgFu4+SEKJEO3LkCKmpqXh5eZmVd+7cmbCwMIv3GTFiBMHBwVn2WxhboD3xxBN8+eWX1K5dm8jISGbNmkXLli05efIk7u7utGjRglmzZlGvXj28vb1ZtWoVBw4cKLRtxKKiokhNTaVcuXJm5eXKlWP79u35vt/ixYs5e/YsK1asyHFMQ4YM4b333mP79u2mxPqLL76gY8eO+Pr6WryPq6srXbp0YeXKlTz99NMArFu3Dmtra7p160ZcXBy3bt3imWeeoVq1agDUrl0721i2bNmCo6MjqampJCYmAsaR7szapZc+cc+q3ejRo3nvvfeyjUUIUXpJ4iuEMPnjjz/o2bMnc+bMMSt3dnbO9D5FtefqgwcpNG/enKpVq/LVV18xfvx408f5FStWxMrKiscff5y+ffty5MiRTPt85513zA5PSEpKQqPRMHfuXFPZ5s2befLJJwv+CWXh1KlTvPXWW+zbty9Xo6Q1atSgTZs2LF26lI4dO3LlyhV+/vnnbOdrDxgwgMGDB5OQkIC9vT0rV66kZ8+e2NnZYWdnR0hICJ06daJ9+/a0b9+eXr164efnl2WfrVu3ZtGiRdy9e5fFixdz7tw5Xn755UzbpXfixAl69OiRbTsXF5csYxBCCJnqIIQw+eOPPwgICKB69epmV9rcWUuKcqpDemkn0505cwaAatWqsWfPHuLj47l06RKHDh1Cr9dTtWrVTPsYMWIEf/75p+nq1q1bhrImTZpYvK+HhwdWVlYZDg+5fv262W4TebnfgQMHiIqKwt/fH2tra6ytrdmzZw+hoaFYW1uTlJSUaf9Dhgxh3bp1REdH8+WXX+Lm5kb37t0zbQ/G+cHW1tasX7+eyMhItm/fzoABA0z1y5Yt47fffqN169Zs2LCBWrVq8fPPP2fZp729PdWrV6d+/fp88sknJCQkMHPmzEzbpb8qVqyYo3YeHh5ZxiCEEDLiK4QA4MKFC0RHR+dqfi8U3VSHByUmJvLPP/9kmP/q4OCAg4MDMTEx/Pzzz7z//vuZ9vHg6HXZsmVxc3PL0fQIGxsbGjduzLZt2+jdu7epfNu2bfTs2TNf9wsKCsqQcD///PPUqFGDt956Cxsbm0z779WrFy+99BIrVqxg6dKlDBo0KNtRY1tbW3r37s3KlSuJiorC29ubwMBAszYNGzakYcOGTJw4kc6dO/PVV1/RqVOnLPtNb+rUqXTu3Jnhw4fj4+OT4/sJIUR+SOIrhAAwTQHw9vbm2rVrZnUeHh6ZHq2c36kO8fHxnD17FjDO5YyIiODPP//Ezc3N9PH5Z599xmeffcY///xjut+rr77KM888g5+fH5GRkcycOZM7d+4wePBgAH7++WcMBgO1a9fm7NmzvPbaa9SuXTvTRV0FYfz48QwcOJBmzZoREBDAggULuHLlCiNGjDC1sfRcsrufi4tLho/xHRwccHNzo169elnGVKZMGfr168e0adOIiYlhyJAhOXouAwYMoH379ly4cIG+ffuadoC4cOECCxcuNO29fP78eY4fP87IkSNz1G+awMBA6taty6xZswgNDc3VfcE4DeXB71MrK6ssP50QQghJfIUQwP3Et06dOmblGo2G6OjoQps/+fvvv5uN0k6dOpWpU6eadiQA4wKwU6dOmd3vv//+o2/fvkRFReHp6Unz5s05ePAglSpVAoxbf7355pv8999/uLm50bNnT2bPnl2oOwn06dOHmzdvMmvWLK5evUq9evXYtGmTKabMnktO7pcfQ4cO5fPPP6dly5YZvr6ZefLJJ6lQoQLh4eGsWrXKVG5vb8/p06fp3bs3UVFRlCtXjv79+zNx4sRcxzVhwgSef/55Jk6cmOvnun37dsqXL29WVqFCBf77779cxyGEKD00SilV1EEIIYQQQghR2GRxmxBCCCGEKBUk8RVCCCGEEKWCJL5CCCGEEKJUkMRXCCGEEEKUCpL4CiGEEEKIUkESXyGEEEIIUSpI4iuEEEIIIUoFSXyFEEIIIUSpIImvEEIIIYQoFSTxFUIIIYQQpYIkvkIIIYQQolSQxFcIIYQQQpQKkvgKIYQQQohSQRJfIYQQQghRKkjiK4QQQgghSgVJfIUQQgghRKkgia8QQgghhCgVJPEVQgghhBClgiS+QgghhBCiVJDEVwghhBBClAqS+JZwL730EtOmTcuyzd69e3F0dCQ1NfXhBJULFStW5MsvvyzqMIQQItdy8v5bnISEhDBgwIB89VGcf58IkROS+JYAy5YtQ6PR8MYbb2Somzx5MvPnz+fy5cuZ3v/JJ58kPj4eKyurwgxTFLBp06bRqlWrog5DiFIpMDAQGxsbHB0dcXR0pEKFCowZM4a7d++a2uTk/bcks5Qoy+8TUdJJ4lsChIaG4u7uztKlS0lKSjKr8/LyomPHjoSGhhZRdKIoKaVISUkp6jCEeCS9/vrrxMfHEx8fz/79+9mxYwczZsww1RfF+29ycnKGstTUVAwGw0OLQYiSTBLfYu7w4cP8/vvvrFixgtjYWMLCwjK0efrpp/nhhx8y7WP37t1oNBpTgpQ2kjhlyhTKly+Pk5MTr7/+OjExMfTp0wdnZ2cqV67M+vXrTX18+eWXVKxYkY8//piKFSvi7u7OCy+8QHx8vKnNrVu3GDlyJJUqVcLd3Z0uXbpw/vx5U318fDxDhgzB3d2dChUq8PHHH5vFmZiYSO/evalQoQJly5alVq1a/O9//zNrU7lyZWbMmEGXLl0oW7Ys1apVY+3atWZtfvrpJ5o3b46rqyvu7u706tXLVHf58mX69etHhQoV8PLyom/fvty4cSPT127Xrl00adIEZ2dn3N3dCQgIICYmBjCOhgQHBzN06FBcXFzw8/Pj/fffN7v/P//8w//93/9Rrlw5KlSowKhRo7hz546pPjo6mlGjRlGlShXKli1L7dq1+fnnn1m5ciXvvPMOBw4cMI047d27l4sXL6LRaPjiiy9o2LAh9vb2/P777xZHZgIDA3n77bdNtzUaDR9//DEtWrTAwcGBhg0b8tdffxEWFkatWrVwcnKiV69eZl9TIYRR5cqVefrppzl+/LhZeXbvvwAHDhygXbt2eHh44ObmRtu2bU0jx5cvXyY4OJhy5cpRrlw5+vTpw5UrV0z3TXufGTlyJJ6ennTv3t30nv7tt99Ss2ZN7O3tiYyMzPY9+EFTpkyhZs2alC1bFl9fX1566SUSEhIAeOedd1i5ciXfffed6T0oIiIiw++T1NRUPvjgA2rWrImzszNNmjRh8+bNpsdIa//999+bHuupp556ZEfJRQmgRLEWEhKiGjVqpJRSqk+fPqpFixYZ2hw+fFgB6vbt2xb72LVrlwKUXq9XSik1depUZW1trebPn6+Sk5PVoUOHlLW1tWrcuLH65ZdfVGpqqpo3b55ydXVVd+7cUUoptWzZMmVlZaVCQkJUfHy8+u+//1STJk3U0KFDlVJKGQwGFRgYqPr166du3rypEhMT1euvv67q1KmjkpOTlVJKDRs2TD322GPq0qVLKj4+XoWEhCgrKyu1bNkypZRSCQkJaunSpSomJkalpqaqjRs3KhsbG7VlyxbTc6lUqZLy9fVVR44cMcVZtmxZFRsbq5RSauvWrcrOzk6tXr1aJSUlqbt376rt27crpZRKTExUtWrVUhMmTFDx8fHq9u3basCAAapDhw6Zvv4+Pj5q6dKlymAwqKSkJPXrr7+q+Ph4pZRSgwcPVtbW1mrBggUqOTlZHThwQLm6uqoVK1YopZS6ceOG8vDwUB9++KFKTExUN27cUO3btzd7zZ588knVuXNn9e+//yqDwaDOnTunTp48afo6BQQEmMVz4cIFBaiWLVuqiIgIlZKSohITE9XgwYNV//79zdq2adNGTZo0yXQbUI0aNVLnz59XSUlJqnfv3qpq1aoqJCRExcXFqWvXrqmqVauqd955J9PXQ4jS4sGfn7Nnz6patWqpOXPmmLXL7v33xIkTys7OTn322Wfqzp07KikpSe3atUslJiaqlJQU1ahRI/Xcc8+pW7duqZiYGNW7d2/VuHFjlZKSopS6/z7zxRdfqOTkZHXnzh3Te3pQUJCKiooy9ZXde/CD7xNff/216b3nxIkTqlq1auqNN94w1Vt6X3nw98ncuXNVhQoV1JEjR5Rer1erVq1SOp1OHTlyxKx9v3791K1bt9StW7dUy5Yt1aBBg/L6pREiXyTxLcaio6NVmTJlVGhoqFJKqR07dihA/fnnn2btTp8+rQD177//WuzHUuJbtWpVszaNGjVSw4cPN92Oiooye6xly5YprVarbt26ZWqzadMmpdPpVEpKijpy5IjS6XRmb/4pKSnKzs5O7d27V6WmpipbW1u1YcMGU/2tW7eURqMxJb6WdOvWTY0fP950u1KlSmr69Omm2/Hx8QpQBw8eVEop1bVrVzV69GiLfa1Zs0b5+Pgog8FgKvvvv/8UoC5dumTxPpUrV1aTJk1S//33X4a6wYMHq8cff9ys7PXXX1ft2rVTSik1b9481bx5c7P6ffv2KRsbG5WSkqIOHz6sNBqNioyMtPjYWSW+6f8YSIslJ4nv119/bbq9bt06BagrV66YysaMGaOCgoIsxiNEadKmTRtla2urnJ2dlYODgwLUk08+qeLi4szaZff+O3r0aNW1a1eLdb/++qvSaDQqOjraVBYVFaU0Go06cOCAUsr4s/3g+0jae/o///xjKsvuPTitrwffJ9L78MMPzd7TcpL41qxZU82fP9+sTbdu3dSLL75o1j796/PZZ5+p2rVrZxqHEIVJpjoUY2mL2vr37w9A27ZtqV69eob5ZLGxsQC4ubnluO/y5cub3XZwcDArc3BwAOD27dumMldXV5ydnU23q1Spgl6v5/r165w5c4aUlBQqVqyIi4sLLi4uuLu7A3Dp0iVu3LhBUlISVapUMd3f2dnZLOakpCReffVV00dmLi4ubN68mcjISLNYfXx8Mo3zwoUL1KpVy+JzPnPmDNevX8fV1dUUo7+/P7a2tkRERFi8z4YNGzh//jyNGzemevXqTJ061WxObfrnk3b70qVLpsc7cuSI6bFcXFzo0qULGo2Ga9euceHCBVxdXfH09LT42Fl58HFzytLX+MGy9F9zIUqzV199lVu3bhEfH09kZCTlypWjU6dOZm2ye//N6j3p0qVLuLm54erqaipzd3fH1dXV7D0ps5/39OXZvQdbsnDhQh5//HHc3d1xdnZm0qRJGd5vs3Pp0iWqVatmVla9evUM76kPvm/L+4woKtZFHYCwTCnFggULSE5OpmbNmqby2NhYVq5cyQcffICTkxMAf/31F7Vq1cLR0bFQY4qJiSE2NtaU/F68eBGdTke5cuXw9vbGxsaGGzduoNPpMtzXYDBga2vLxYsXqVevnum5pM2XBfjwww/58ccf+fHHH6lRowZarZbu3bujlMpxjJUrV+b06dMW67y9valUqRLnzp3LcX/169fnm2++AeDPP/+kU6dOVKxYkWHDhpleg/QuXrxIxYoVTY/XqlUrdu7cmWmsMTExREVF4eHhkaFeq83879IH68qWLct///1nVpZ+nqAQIn88PT0ZPHgwzzzzDDdv3jQlldm9/2b1nuTr60tMTAwxMTGm5Dc6OpqYmBj8/PxM7TJ7L0hfnt178IMOHDjAmDFj2Lp1K61atUKn0/HRRx8xb968bB/3wefw4HvquXPnzOIXojiREd9iatu2bZw5c4atW7fy559/mq60hRVfffWVqe2WLVvo0aNHocek0WiYMGECd+7c4cqVK0ydOpWBAwdiZWVFq1atqFevHiNHjjSNGMTExLBmzRoSEhLQarUMGDCAadOmcfnyZe7cucOECRPQaDSm/mNjY7G1tcXT0xODwUBYWBhbt27NVYxjx47liy++YM2aNSQnJ5OYmMiOHTsAePbZZ9Hr9UyePNk0ShMZGcl3331nsa/k5GSWLVtmWvzm7OyMlZUV1tb3/148duwYS5YsISUlhUOHDrF48WKef/55AJ5//nmOHj1KaGgoCQkJKKW4dOkS69atA6BJkya0bNmS559/3pS0Xrhwgb///hsw/iKLiIggMTEx2+fdpEkTdu3axT///INer2f+/PlcuHAhV6+dECJzMTExLF++HF9fX1PSC9m//44cOZJt27axYMEC7t69i16vZ8+ePSQlJdGsWTPq1avHmDFjiIuLIzY2ltGjR9OoUSOaNm2aq/iyew9+UGxsLFZWVnh6eqLT6fjjjz/47LPPzNp4e3tz7ty5LPfsHTp0KHPnzuXPP/8kJSWF1atXs2nTJoYOHZqr+IV4WCTxLaY+//xzOnToQNu2bfH29jZdNWrUYOjQoXz++ecA3Lhxg59//pnRo0cXekze3t7Ur1+fmjVrUq9ePerUqcP8+fMBsLKyYtu2bdjb2/PEE09QtmxZGjZsyNq1a03J7UcffUT9+vVNfdSvXx9vb29T/6+++iq+vr5UqlQJHx8fduzYQVBQUK5i7NixI6tWrWLOnDl4enpSsWJFFi5cCBhHRQ8cOEBERAT169fHycmJli1b8ssvv2Ta3/fff4+/vz8ODg60adOGkJAQBg8ebKrv0aMHBw8exMPDg549e/Lqq6+adlfw8/PjwIEDbNu2jWrVquHi4kKnTp3466+/AOMfEuvXr6d8+fK0aNGCsmXL0qVLF9PHkn369KFWrVr4+Pjg4uLCvn37Mo2zf//+PPfcc7Rs2RJfX19u3bpFQEBArl47IYS5999/37SjQc2aNUlISDDbsSAn77/16tVj+/btrFq1Ch8fH8qVK8eMGTMwGAxYWVmxceNGkpKSqF69OjVq1CAlJYUNGzbkep/cnLwHp9exY0dGjBhBYGAgzs7OvPXWW2bvbQDDhw8HwMPDAxcXF4tTwsaPH8/o0aPp1asXbm5uvPfee/zwww80adIkV/EL8bBoVG4+RxbFzssvv4yrqyvTp08v1Mf58ssvefvttzN8nF6ahYSEkJKSwooVK4o6FCFEEXhY779CiIIjc3xLuE8++aSoQxBCiFJJ3n+FKHlkqoMQQgghhCgVZKqDEEIIIYQoFWTEVwghhBBClAqS+AohhBBCiFJBEl8hhBBCCFEqSOIrhBBCCCFKBUl8hRBCCCFEqSD7+Frg7e3NnTt35KxxIYpIREQEDg4OXLt2rahDKRXkPU+IoiXveQ+PJL4PiIyMJCYmhtTUVG7cuIGbm1uuj458VKSmphIdHW26XZpfC8jH6xEXB2XLgoVjQwFQCm7fBiendHeJI/K///BzcMAmIcHYJo1WC66u4OZGws2b2EdHk1KmDNaVK2d8DKXg8mVjDBUrmj1GfhXm94der+fOnTsF0pfI3p07d0hOTia/u1umpKQQExNjuu3q6oq1dd5/zRTEXpupFmKyykdMAJoCiCwlJdXCa1W076+FEZNSmbzv5UJKqoXvK6v8fQ3/uXg1v2GBMkBK8v3b1jagyeMH6UkJ+Y9H5Ijs4/uAkydPUq9ePdPtEydO4O/vX4QRFR15Lczl6fUIC4PgYOjdG1auBJ3OvF6vh/79je1Wr4aePWHrVm5OnYr7oUPmbWvXhpdfhkGDwMEBgJkzZ3J8yhTGbNtGmw4dLMeg18O6dcYYClBhfn+k9XPy5MkC6U9kzd/fH6UUR/74I1/9hIeH06RxY9Pt348coW7dunnuL9WQ/19Pf4eH06xpE9PtQ4d/p04+YgKwxpDfsAgPD6dx02am20cOH8rXa1UQCiOmJJX/GZV/h4fTotn9r+GBQ/n/Gnq2Gp3fsFB3Y0g5tc5027pWEJoyrnnqS//PWupW9ZH3vIdARnyFKExBQcaEMyzMeDt98ps+6e3RA65dg7p14dQp3NN1YXj6abTjxsFTTxlHe0m7u54lS5agL1+eb9q0yTwGna7Ak14hhBCiJJLEV4jCpNMZk10wT37hftJbsybs3Alr196/n4MDh/39GXDoEM29vFjSrh26B5LeIUOGEBERwcyZM9E9OJIshBBCiAwk8RWikOj1evbv3090dDTuw4fzpMGANiwMUlIgKgr27jU2PH36/p0qV4YxY2DIEBo5OFCjRw++/vprdu/ezdChQ6latSrnzp3jiy++ICIigq5duzJx4sQieX5CCCFESSOJrxAFTK/XM2fOHEJDQ81W6Pp6e7O3UiUqpR/ZTdOmDYwdC926wb0FYjpg7dq1vPfee4SGhjJlyhRT8/LlyzNz5kwmTpwoo71CCCFEDkniK0QB0uv1BAUFsWnTJvz8/JgxYwbVqlXj5uHDVFuwgEqJifcba7UwcCCMGweNGlnsT6fT8fbbbzNx4kTT6LGbmxsBAQGS8AohhBC5JInvAzw9PfH09ARg1KhRpv+XRp6enkydOtXsdmmWk9djzpw5bNq0iUGDBrFkyRJ0d+7ArFnwv/8ZF7MBqcAtd3fcb96EhATIwU4IOp2OwMDAgnoqBUK+P8SDPDw8eGvSJLPbRc3Dw4M333rL7HZx4OHhwaS33jS7XdSKY0xgjGPim8Xva4i1Hdpyjcxui+JPtjOzQLZSEnmh1+vx8/PDxsaGs3//je6LL2D6dLh509RG+fryZEoKEUpxMSAA7Zo1mW91VorJz+DDVVDbmRW0gtjOrDAUxHZmpUVBbGdWGApiO7OCJNuZPTzF8ztSiBJo//79XLt2jfdbtUL32GPGPXfTJb20b4/m3Dk6jRzJpWvX2DtixP2tzvr3N40ICyGEEKJwyFQHIQqI4fff2Qm0/eab+4XlysH162ajulWrVgXgZlyc+VZnvXvLfrtCCCFEIZIRXyHy6/JlCAmh7euv0zatzMUF5s2Df/81nsiWbirD+fPnAeMRv6Z9flevlqRXCCGEKGSS+AqRXlhY1lMO9Pr7B1HEx8PUqVCjBnz1FRql0ANflC2L/u+/Yfx4sLU1JrT3kt6009bKly9PQECAsR85WU0IIUoMlRibr3pRtCTxFSJNWBgEB2c+3zbtiOHgYBg50nji2owZcPeusT4oiEUvv8zQ27cZOnEi+gf6SH/a2qhRo2Q7MiGEKGFSrx4l5dQ6DLGXLNYbYi+RcmodqVePPuTIRE7JHF8h0gQFmRabGQwG9o4Ywc24OOO+uc2aoQsJMSbHzs6wYMH9+z3+OHz4IbRpw3C9ns3nzslpa0II8YhRibEYIo+DMpB6cSdUbofW2ddUb4i9ZCxXBgyRx9G6VkVj51yEEQtLJPEVIo1Oh/7LLzkTHk7dNWu4vmYN/e9V/WxjQ7vkZOON2HsfY1WoAO++axwF1mrvdaGT09ZEsXDu3Dlq1apFfHw8dnayv6gQ+aWxc8aqcjtTcps++U2f9KLRYlW5nSS9xZQkvkLco9frCerdm60nT7LW3p7ghAQCGjXC/t9/cY2JMbVTDg5oJk6ECRPA3j5DP3LamigOjh07Rq1atXKc9KakpBAeHm6xzsPDAy8vr4IMT4gSSevsCw8kv8qtBoboM2ZJb/qR4PSU/i6kJGasMKSSmppayNELkMRXCJP0p651+vxzCAykwuHDpnoDsBSIHz2acZMnZ9tfcTxtTZQex44do2HDhjluHxMTQ5PGjS3WvTVpEm+//XZBhSZEifZg8mu4ecpYkU3SC2CI+gfD9T8t1kVHRxdCtOJBsrhNCIyjvaGhofj5+bHkgw/QvfACpEt68fQk9eBBZvr58f7y5RkWrglR3Bw/fpwGDRoUdRhCPJK0zr5o3WqYl7nVyDLpFcVDsUt8P//8cx5//HF0Oh3Tpk0zlf/000+0bNkSZ2dnfHx8GD9+vFnyce7cOQICArC3t+fxxx/n2LFjpjqDwcC4ceNwcXGhXLlyfPTRRw/zKYkSIO3Utdlt2xpPXfvuO2OFjQ00awY3bqCbN4/hzz/P1atX2b9/f9EGLEQ2cjviK4TIOUPsJeP0hvRl0Wcy3e2huMss93rQo5BPFbupDuXLl2fatGl8k/70KyAuLo5p06bx5JNPEh8fz7PPPssHH3zAW2+9BUDfvn3p3LkzO3bsYNmyZfTo0YPTp09jbW3NggUL2L17N6dPnyY2NpbAwEAaNGhA+/btM40jNTU10zOzPT09Zb7bIyb26lU+BgZ89dX9Qm9vOHTI+G///hAWxoBmzZiGfCRVUCIjI7lx40aG8qSkJKyti93bU4kRFxfHxYsXc5X4urq6suXnny3WeXh4FFRoQpR4Dy5k06ab42tpt4f0tB610bpUzlCecmGH8VCjfMrsPRWyzl0yy70elJd8qrgpdr9ZgoKCANi0aZNZed++fU3/L1OmDAMHDuTHH38E4NSpU4SHh7N3715sbW0ZOXIk7733Hnv37qVt27YsX76cV199FS8vL7y8vBg2bBhff/11ll+o6Oho6tWrZ7Fu6tSpWf5FJEqYw4d5auJEzJapNW4Mv/5qHPEF09HClcLCWAm4Ozk97CgfSaGhoUyfPt1inaen50OO5tHx119/4e7ujo+PT47vY21tTd26dQsxKiFKPku7N2idfdE4+Vrc7eFBGl0Z0JXJ2LHWCisrqzzF1K1bN86dOwfAjRs3Mk18a9asyalTpyzWZZZ7PSgv+VRxU+ymOuTUL7/8gr+/PwDh4eHUrFkTW1tbU339+vVNI7bh4eFmc93S14lSLCXFeABFixbYX7r/8ZTh6afhwIH7SS+YtjrbaG9PMBCQyRuLEMXBsWPH8Pf3JzEx0XQlp23HJ4TIE5UYazHpBeOcX6vK7UCjvb/bw0M6we3cuXOE//0P4eevcCP6dqbtYtLtTpRXj0I+VSIT3zVr1rBjxw7Gjx8PQHx8PE4PjMA5OTkRHx9vsT59nSilTp+GgADjkcOpqaDTsbNDB/oAQz08eHDpml6vZ8iIEfRISGBNnz5Yp/sEQoji5tixY+zZs4cyZcqYrj59+hR1WEKUaBo7Z7ReDTLdvSF98qv1avBQ9/HV2DphU7cXWs86hfo4j0I+VeymOmRn165djBw5kk2bNpnmqjg6OhIXF2fWLi4uDkdHR4v16esy4+bmxq5duyzWyUewJZhSEBoKr712/6jhunVhxQqerFePD3v0YPWKFez45ZdMT13rtnx50T6HR8ioUaPo3bt3hvLu3bvLHN98WLhwIQsXLizqMIR45FiVfyzLE9m0zr5oagU9/MMrNBq01jboyjdEedTKUK0/s6lA5hDnJZ8qbkrUb5bffvuN4OBgwsLCaNKkiam8bt26nDlzhqSkJNN0hxMnTphGhOvWrctff/1lGp4/ceKEaZpEZqysrLJtI4qJsDDjccPpDofQ6/WmwyPcnZwIuHED69at4YUXYOtWYyONBl55BWbPBjs7dCCnrj1kafPEHpR+2pIQQhQn2SW1RXNimwaN1gqNbVmwLZuhVq+1zvMc4vTykk8VN8Uu8U1JSSElJYXU1FRSUlJITExEp9MRHh7OM888wxdffJHhUIBatWpRp04d5syZwxtvvMFXX32FRqPhySefBGDAgAHMnTuXjh07Ehsby+LFi/kq/ep9UXKFhUFwMPTuDStXosd4EEVoaCjXrl3DGliJ8Rs9ycYG27R5jn5+8NVX8MD3kpy6JoQQoqTRaDRY6WyyrM9KZrnXg8nyo5BPFbvEd9asWWarvGfPns2yZcvYs2cPN2/epF+/fqa6J598ks2bNwPwzTffMHjwYObMmUPt2rX54YcfTB+Vjhw5kjNnzlCjRg1sbGx44403StQKRJGFoCBj0hsWhsFgoOedO/y4ZQt+fn7MmjqVQRs34nvkCIAp6TUMHIj200/BOfO/yuXUNSGEECWJRpv3Ed3Mcq9q1arRuXNn0zzeRyGf0iilVFEHUdykDduXtJWKpZZeb9pndzWwZcAAFi5ciK5zZ/jlF1Oz27a2DE5K4vGZM+X41WJOfgYfLn9/f5RSHPnjj6IOxUyqoXj+erLGUNQhlBhJqniuofdsNbqoQzCj/2ctdav65Ok9z9/fn3/+jaRs8xczbXP74EJqV/KS91RK6K4OQpi5t9XYBjs7goElt26hq1/fLOmlSxfszpzhiJ8foaGhcuSwEEKIR8i9Ob6ZXJD1VIfSRBJf8UjYf+gQPRMTOVu9OtqNG+H8eWOFvT0sXAgbN6Lz9WXo0KFy5LAQQohHTtaJr0hT7Ob4CpEX0dHRtACqXLx4v9DNDfbvh9q1TUVVq1Y1tRdCCCEeBRqNBm0+FreVJjLiKx4JdQ4cYBdglZJiLKhWDaKjYcoU4xzge87fGwkuiP0MhRBCiGJBk81UB0l8TSTxFSVbaiq8+ip15s7FCjAAKf/7H/z9t2m3B/r3B70evV7PkiVLKF++PAEBAUUduRBCCFFANFhZ22R6yRzf+2Sqgyi5bt+Gvn3hp58ASLGyomNqKr6//caSYcPQrVxpbHdvq7PhdnZEREQwc+ZM2ZNXCCHEI0OjyXo7MxnwvU8SX1EyXbwI3brBX38Zbzs5ofbvx/6NN/j666/ZvXs3Q4cOpVrXrjQMD8d/zRriga5duzJx4sSijFwIIYQoYJpsFrFJ5ptGEl9RbKU/dtjs9LR9++DZZ+HGDWPDRo1g2zZ0Hh4Wjxy2Bp53caHhhAly5LAQQohHj0aD1jrzxW0y5HufJL6i2NHr9WbHDqcpX748nzdvTreNG9GkLVh75RX44AO4d6yiHDksRF4pNIbUog7CjE+XGUUdgkXv/bm+qEOw6OvX/1fUIWRwJGxlUYdg0Y19xeu1at7kYL77kG3LckYSX1Gs6PV6goKC2LRpE35+fsyYMYNq1apx/swZPOfNo/vatQAonQ7N55/DkCEW+5Ejh4UQQpQWsp1ZzkniK4peWBgEBYFOx5w5c9i0aRODBg1iyZIlxlHamzdh3jzjYjYgCtg0aBCDMkl6hRBCiNJF5vjmlGxnJopWWBgEB0P//ugTEggNDcXPz+9+0nv6NFStCn/8AYCqU4cgHx/e2LRJjh0WQgghADRgZW2d6SV5732S+IqiFRRk2m83pksXoq5dY+jQocakd9cuqF8f4uKMbZ9+Gs3Bg3QaMUKOHRZCCCHS0Wg1mV7iPpnqIIqWTgf39tv1CgtjJZBaqRIsWgQjRoBSxnbjxsHcuWBlJccOCyGEEOlo0GQ5j1cjQ74mkviKoncv+Y2MjCR4zx5uvvKK8bhhMG7BsmABDB9uai7HDgshhBDpaMDKOosP8SXvNZHEVxQPOh2uGzcS4eyMX1rSa2MDmzdDu3amZnLssBBCCJGRTGnIGZnjK4qH1FR0o0bhZzCYigxt2sCTT5pu6/V6hgwZQkREBKNGjZJ9eYUQQgiMH45aWWkzvWQ3s/tkxFcUvZQUGDQIVq0CIMHKil2pqXTdto3wxx7jz9de4+y///LFF18QEREhxw4LIYQQZrJbxCaZbxoZ8RVFS6+Hfv1MSS/OzujOnuXYtGlssLOj7smTWIeEMHPqVPR6PTNnzmTt2rUy2iuEEEKko9VqMr3EfTLiK4pOcjI89xzcO40NFxcID0dXvjxvTZ2K/rXXiOzSheA9ewhs0wbXTZvQ2dsXachCCCFEcaPRgNYqi10dJPc1kRFfUTSSkowHV6Qlva6u8M8/UL68qYnO3h6vbdugd2+89uxB99NPRRSsEEIIUbzJiG/OyIivKFR6vZ79+/cTHR2Nm5sbAQEB6FJToVcvSEtkq1eHX38FT8+MHaTt89u7t/ESQghRKqjEWDR2znmuL1U0oJXtzHJEEl9RKPR6PXPmzCE0NJRr166Zyqt4e7PV0ZHqZ88aC1q2hE2bwDmLNy+dTpJeIYQoRVKvHsUQeRyryu3QOvtmqDfEXiL14k60Xg2wKv9YEURYvGjQoJUDLHJEEl9RcMLCICgIPRAUFMSmTZvw8/NjxowZVKtWjUsnTtBt7lyq30uEDa1aod20CcqWLdq4hRBCFBsqMRZD5HFQBlIv7oQHkt+0pBdlwBB5HK1rVRn5lRHfHJPEVxSMsDDjnN3evXm/bl02bdrEoEGDWLJkiXEHhpgY47HDej0AO4HDbdsyUZJeUYJFRUUxffp01q1bR2xsLL6+vgwePJgJEyZgZWVV1OEJUSJp7JyxqtzOlNymT37TJ71otFhVbidJ7z0ylzdnJPEVBSMoyDgdISyM+nZ2VPX1vZ/0RkdDrVoQFQWAoV07Rp4+ze0lSxg/ebJsTSZKpMjISAICAggMDOS3337Dx8eHY8eOMXnyZF577bWiDi/XUlJSCQ8Pt1jn4eGBl5fXQ45IlGZaZ194IPlVbjUwRJ8xS3otTYMozm5ERhJ173dheklJSdjY5O93oUa2bsgRSXxFwbi3CC0yMpJue/ZQ3ckJHRiT3dq14eZNY7uOHdGuX8+ADz5gypQp7N+/n8DAwCIMXIi8GTNmDI8//jiLFy82lTVs2JANGzYUYVR5FxMTQ+OmzSzWTXrrTd6eNOkhRyRKuweTX8PNU8aKEpr0AixZvIj33n3HYp2npQXeOaTRgJW1bGeWE5L4ioKj07F/1Cj0e/YQfPIkPPss7N9vnOYA0KUL/PAD2NpStWpVAKKjo4swYCHy5ty5c6xZsybTEVIhRMHQOvsaR3rTkl5A61ajRCa9hUtObssp2cdXFChXLy/6A6dq1oSNG+8nvd26GffstbUF4Pz58wC4ubkVUaRC5N2OHTuoUaMGtWrVsli/e/duKlWqRGBgIM888wwJCQkF8rjbt29n2rRpOWqblJRE8+bNcXR05GzaLipClDCG2EvG6Q3py6LPYIi9VEQRFU8aDVhZaTO9ZMT3PhnxFQUqICCAil5euKf/RevjYzyS2MYGMG51tmTJEsqXL09AQEARRSpE3kVGRlKxYsUs2wwcOJBZs2Yxd+5cVq9eTUhIyMMJ7h6dTsf69euZOHFijtq7urry8+ZNFus8PDwKMjQhcuTBhWzadHN8Le32UBIMHTacoB7PZijv1yc4/3N8ZXFbjkjiKwqUTin+SE7G1WAAQJUrh+bKFQgJgZUr0QNDhgwhIiKCmTNnysI2USL5+flx6VLORpzq16/P4cOHOXbsGMOHD8fe3p527drx9ttvM2rUKE6dOoW9vT0rV67k6NGjbN++nVmzZrF9+3b27dvHpEmTeO6557h9+zZeXl5Ur16d1NRUBg8ezKVLl3B2dmbFihU4OTmZPa5Wq6VcuXI5fk7W1lbUrVs3V6+DEIXF0u4NWmdfNE6+Fnd7KCk8vbzwtLBQ1NbWNl+7Mmg0YJPFdmYy4nufTHUQBUevh8cew/XWLQAOA/WtrQn394ewME4+9hi1q1Vj+fLldO3aNccjUUIUN8888wyxsbHMnj2bhIQEDAYDhw8f5pVXXsnQdt++fdSoUYPt27fzyiuvsGvXLiZNmsTGjRvx9fVl586dvPjiiyxatMjiY61bt46GDRuydetWatasCcDatWupXr06e/bsoXv37mYL7IQo6VRirMWkF4xzfq0qtwON9v5uD4mxRRxxcaDBSpv5JXN875PEVxQMvd54Ctu9xT6qcmX2TZxItMFAw5MnWQ34nzzJRzduMHvaNNauXSujvaLEcnV1ZceOHezbtw8/Pz88PDwYPXo09evXN7VZvnw5gYGBREZG8uyzzxISEsKvv/5K//792bp1K3///TffffcdgYGBvPfee9y8edNsOyKlFGBcSNe4cWMA079nz56ladOmADzxxBMyh1c8UjR2zmi9GmS6e0P65Ffr1UD28cWY1maV+Erae59MdRAFY9o0+P134/9dXdFs2cIrtWoxZuZM9u/fT0xkJJGhoXTbs4dudesatz8TogTz9/dn8+bNmdanzfFNY29vzyeffEJycjIBAQFMmjSJQYMGMWHCBMA49z08PJwrV64AcOzYMQCqVq3K0aNH6dq1K0ePHgWgevXqHDp0iK5du/Lbb79RrVo1AC5fvkyFChUK5fkK8TBZlX8syxPZtM6+aGoFSdJ7j0YDtjLVIUdkxFfkil6vZ/fu3fzwww/s3r0bvV4PR4/CJ58YG9jYwI8/Gg+swLjAJjAwkB7BwXht2warVxsPuhCilPnmm29o3bo1LVu2ZMCAAXTv3p1z587Rrl072rZty+bNm2nQoAGRkZE8/fTTnDljXMneo0cPjhw5wlNPPWXaDSUoKIgzZ87Qpk0b1q5dy7Bhw0hJScmwgC4oKIitW7cyePBgwsLCHvZTFiJfsktqJek1l/VUB5FGRnxFjuj1eubMmUNoaCjXrl0zlTfx8mLn3buUjY83/kn5zTeQ2U4NOp0kvaJUCAwMzHAwy5AhQxgyZIhZWWhoaIb7bty4MUPZ2rVrM5R98803ZrcPHTpE3759zcrWrVuXw4iFECWZRqPBxjrzY9JzcqrbjRs3CAkJYffu3VSsWJHQ0FDat2+foV1ISAirVq0yTVesVKkSJ0+ezHvwD5kkviJber2eoKAgNm3ahJ+fHzNmzKBatWr8d+IEQXPnUlavByD1gw+w6tmziKMVonRq1qwZzZpZPnlNCPFoS5vjezc2msS4mAz1hpRkUlOznmI4evRovL29uXHjBtu3byc4OJgzZ85Y3G9/8uTJvP322wUV/kMlia/IXFgYBAUxZ84cNm3axKBBg1iyZInxr7ykJFi40LioDfgIuHP3LiXzx0AIIYQowTTGxPfU9jD++H6hxSbRhsyPRI6Pj2fdunWcP38ee3t7unXrRv369Vm/fj3PP/98YUVdJGSOr7AsLAyCgzH07cui//0PPz+/+0mvwWDcl/eXXwAwNGvGx76+hIaGGuf8CiGEEOKh0QA2Vlqs8riK7cyZMzg6OpodzFO/fv1MpzB89NFHuLu707JlS/bs2ZOnxywqkvgKy4KCoHdvtGvWMO/6dYY///z97cfeeAO+/db4f3d3tNu2MWTYMK5evcr+/fuLLGQhhBCiNNJo7m1blsd1bPHx8RkOwXFyciI+Pj5D27Fjx3L27FmuXr3K6NGj6datG//++2/eHrgIyFQHYZlOBytX8t9//xF84AD/btkCkybBokXwwQfGNo6OcOIEODlRtWpVAKKjo4swaCGEEKL00WDczqzJ//XFv/XTGerXznoJN2f7TO/v6OhIXFycWVlcXByOjo4Z2j722GOm//fv35/ly5ezdetWhg0blvcn8BBJ4isyp9NxbsYMfn3qKYJ/+w1at4aDB411trZw+DB4ewOYtlmyNAleCCGEEIVHc2+Or5ObB05uHhnqrW1ssLLKfNeHGjVqEB8fb7YX+IkTJxg0aFC2j63Vak0H7pQEMtVBZKllmzZMKFeOvba295NerRZ27oTatQHjrg9LliyhfPnyBGS2lZkQQgghCoUGsLHWZnplNwPC0dGR7t27M3XqVO7evcvGjRs5fvw43bt3z9B2zZo13Llzh5SUFL777jv27t1Lhw4dCuV5FQZJfEWWdDodLz3/PA2Tku4XNmsG945L1ev1DBkyhIiICEaNGiXHEAshhBAPmybzwyustJocHd0WGhrKlStXcHd3Z/z48Xz33Xe4ubmxcuVK/P39Te0++ugjfHx8cHd358MPP2TdunWm6Y4lgUx1EFlLTua1lStNfy2etbam+sGD/NuqFcuffprFX35JREQEXbt2ZeLEiUUaqhBCCFEape3jm1V9djw9Pdm0aVOG8v79+9O/f3/T7X379uUhwuJDRnxF5vR6aNECzaVLAJyvWpUO7u6sBiodOkTNGTNQycnMnDmTtWvXymivEEIIUQQ0mmymOsipxSYy4iss0+uhc2f44w/jbR8fqh48yBkXF37ds4f/pkwh+MABegUEoJ040bgLhBCi5FKgUYaijsKMU4WaRR2CRXePFK/XKc2RsJVFHUIGjXv3z75REbDVFK+voUajyNm4bOayGvEV90niK9Dr9ezfv5/o6Gjc3NwICAhAt3w57NhhbGBlBatXg6cnOqBNhw7Qpg307482LAzWrYPevYvyKQghhBCllkajwcY68w/xNTLkayKJbymm1+uZM2cOoaGhXLt2zVTu4+3N7rJlqZFW8MEH8OBuDff2+aV3b0l6hRBCiCKkgSxPbZO09z5JfEspvV5PUFAQmzZtws/PjxkzZlCtWjXOnTuH7bx51LiXCBt69EA7bpzlTnQ6SXqFEEKIYkAro7o5IolvaRQWxvsnT7Jp0yYGDRrEkiVL7i9M27kTNXUqAKeBdXXr8rr8MAkhhBDFlgbQWT16I77nz5/nyJEj3L5926z8hRdeyHOfkviWNmFhEBxMfTs7qvr6mie9V67Ac8+huXcCy2oXF0KXLuWVqVNlxwYhhBCiuNJkPdWhJGa+CxYsYMyYMbi5ueHg4GAq12g0+Up8ZTuz0iYoiMg2beiWmMiPTk6Y0lm93jht4cYN4+2mTdGMHcvVq1fZv39/UUUrhBBCiGxo0KDTZn5pSmDm++6777J69WoiIyO5cOGC6Tp//ny++pXEt7TR6dg/ahSrgbonT0L//sakd+JE+PVXY5sqVWD/firXMC5vi46OLrp4hRBCCJEtrVaT6VUSxcbG8uyzzxZ4vzLVoRRy9fLiKaCevz91w8IgIgJ++81Y6ewMf/4JOp3pryo3N7cii1UIIYQQWdNoQJfVyW0lMPft2rUre/bsoU2bNgXaryS+pVBAQAAe3t48ExfHmY4d0W7daqywtoYDB8DJCb1ez5IlSyhfvjwBD25lJoQQQohiQ0PWuzqUwLwXT09PgoKC6NmzJz4+PmZ1M2bMyHO/kviWQjqdjlGjRjFjyhRu37iBc1pF48ZQvTp6vZ4hQ4YQERHBzJkzZWGbEEIIUcw9aie3HTt2jEaNGnHu3DnOnTtnKs/vYRyS+JZSb0yYwHPz5uEcGwvALWdnXH77jZOPPUa3uDjOX7pE165dmThxYhFHKoQQQoisaMhmqsPDC6XA7Nq1q1D6LXGL2/78808CAgJwcnKiatWqLFmyBACDwcC4ceNwcXGhXLlyfPTRR2b327x5M9WrV8fBwYHu3bsTExNTFOEXD3o9uuBgatxLeq9oNFSPjWU14H/yJB/duMHsadNYu3atjPYKIYQQxZ1GgzaLq0RO8r0nMjKS33//ncjIyALpr8SN+A4cOJDevXuzd+9e/vzzT9q0aUNAQAC7du1i9+7dnD59mtjYWAIDA2nQoAHt27cnMjKSvn378s033xAYGMjIkSN5+eWXWb58eaaPk5qaysmTJy3WeXp64uXlVVhPsXDp9dCvH/z0k6nIa8MGvnd0JCYyksjQULrt2UO3TJ67EAUpMjKSG2lb6KWTlJSEtXWJe3sSokRSibFo7JzzXC+K3qN4gEVcXByDBw9m/fr1gHGKQ7du3fjyyy9xds7792OeRnyTkpL44osv6Nq1K15eXuh0Ory8vOjSpQuLFy8mMTExzwFl5+LFi/Tt2xetVsvjjz9OnTp1+Oeff1i+fDmvvvoqXl5e1KhRg2HDhvH1118DsHbtWpo0aUKXLl2wt7dn2rRphIWFcffu3UwfJzo6mnr16lm8QkNDC+35FTS9Xs/u3bv54Ycf2L17Nynffw/ff3+/wbBhWP/f/xEYGEiP4GC8tm0z7ucbFgbr1hVZ3KJ0CA0Ntfgzdu7cOdlGT4iHIPXqUVJOrcMQe8livSH2Eimn1pF69ehDjkzkhgbjARaZXSUx8X399deJiYnhjz/+IC4ujiNHjhAbG5vvKZi5Tny/+uorKlWqxKJFi2jSpAmff/45mzdv5vPPP6dZs2Z88cUXVK5c2ZR0FrSXXnqJFStWkJKSwqFDh4iIiKB58+aEh4fToEEDU7v69eubRmwfrKtSpQo6nc5ssvSjRq/XM3PmTPz8/Gjbti09e/akbdu2tB47Fr2VlbFRpUowb575HXU6WLkSVq82JsBCiGIhKiqKl156CV9fX5ycnPD39+f9998nNTW1qEMTJZRKjMUQeRyUgdSLOzMkv4bYS6Re3AnKgCHyOCoxtogiFdnSkM1Uh6IOMPc2bdrEd999R6NGjXB0dKRRo0Z88803/JTuE+u8yPVniWvWrGHr1q1miWSanj17Mm3aNI4fP87kyZMZNGhQvoKzpHPnzgwaNIjZs2cD8MUXX1C+fHni4+NxcnIytXNyciI+Ph6A+Ph4fH19zfpJX/+oSVm1ip5ff82PW7bg5+fHjBkzqFatGufPnKHju++iu/eLMmXxYqzLls3YgU4nSa8QxUhkZCQBAQEEBgby22+/4ePjw7Fjx5g8eTKvvfZaUYcnSiiNnTNWlduZktvUizuhcju0zr5mSS8aLVaV28l0h2LsUZzqcPfuXVxcXMzKXFxcsvy0Pidynfhu2LAh2zYNGjQwzckoSNHR0XTt2pWlS5fSo0cPTp48ydNPP039+vVxdHQkLi7O1DYuLg5HR0eADHUP1lvi5uaW6YpCT0/PAng2hSQsDOt+/RgAeAwYwMKlS+8vUPvwQ0hKMjVd/8UX9HzqqaKJUwhg1KhR9LbwR1b37t1ljm86Y8aM4fHHH2fx4sWmsoYNG+bo/TinUlJTCQ//22Kdh4cHXl7F+H1P5JnW2RceSH6VWw0M0WfMkl6ts2/2nYlsRUZGEhUVlaE8KTEJnY1Nvvq2KsEL2Cxp2rQpkydPZs6cOWi1WgwGA9OmTaNJkyb56jdfv1l27drF5s2buXPnDrVr16Zfv364u7szatSoQpkHe+7cORwcHOjVqxdgTLBbtmzJnj17qFu3Ln/99ZdpJPrEiRP4+/sDULduXb5PN6/14sWL6PV6qlWrluljWVlZme5fkui7dmWznR3BiYn0unv3/lyWf/6BN980tdtcpgyv7NlDN71edm4QRcbLy8viQlFbW9siiKZ4OnfuHGvWrCE8PLxQHycmJobHmz1hsW7Sm28wedJbhfr4oug8mPwabp4yVkjSW+AWLV7M7HfetViXn0E1jUaT9YhvCUyKP/zwQzp06GCaYhsREYG1tTXbtm3LV7953s4sJCSEDh068MMPP3Do0CEmTZpEnTp1+OWXX1ixYkW+gspMzZo1SUhIYP369SilCA8PZ+/evdSvX58BAwYwd+5cbty4wdmzZ1m8eLFpqkWPHj04fPgwW7ZsISEhgenTp9O7d2/KlClTKHEWpf2HDtEzMZFwf3+0a9ZA//5w9y4MHAjJycZGbdvyx+uvc+naNfbv31+0AQshsrRjxw5q1KhBrVq1LNbv3r2bSpUq0b59ewIDA03vv7t37+btt99+mKGKEkzr7IvWrYZ5mVsNSXpLkCzn+JZAtWvX5p9//mH+/Pn07t2b+fPn8/fff1OnTp189ZunEd8FCxawe/dufvvtN9OQc0JCAvPmzaNbt24kpfs4vSA5OzuzevVqJk6cyIABA3Bzc2P8+PF06NCBdu3acebMGWrUqIGNjQ1vvPEG7du3B4yjSt988w2jR4/m6tWrpr8gHkXR0dGkAMdef526Gzcad2cID4e07clq1oSff6by6tWm9kKI4isyMpKKFStm2WbgwIHMmjWLxMREevbsmWmSLERmDLGXjNMb0pdFn0Hj5CvJbwmQtqtDVvUlkaOjI3379i3QPvOU+C5atIiFCxeazbOwt7dn8uTJ2NvbF+pii06dOtGpU6cM5Vqtlvnz5zN//nyL9+vSpQtdunQptLiKCzc3NwDO/vuvcXeGmBjYvt1Y6egIhw+DTsf58+fN2gshiic/Pz8uXbK81dSD7OzsePXVV9mwYYPpD/+ccnV1Zesmy6ulPTw8ctWXKFkeXMimTTfHN/2CN5F/w4cN49kePTKU9w7uk+85viV0YNfM7NmzmTRpEgBTpkzJtN2MGTPy/Bh5SnzPnDlD27ZtLdaNHz+epk2b5jkgkT8BAQF4e3uzZMkS3hg/Ht2ff96vbNIEypRBr9ezZMkSypcvT0BAQJHFKoTI3jPPPMPrr7/O7NmzeeWVV7Czs+PIkSN88803GU6oBPDx8eHatWu5fhxrKyvq1s3fR4ii5LG0e4PW2ReNk6/F3R5E/mS6rsHOFo0mf4fpZnFicYmRfvrl3r17LbbJ73zlPCW+Wq2WxMREbCz8daLX6/n333/zFZTIO51Ox6hRo5gxZQr/Vq5M9bTVo9Wqwe7dGPr2ZbidHREREcycOVMWtglRzLm6urJjxw5effVVPvroIwwGA9WrV2fEiBEW21++fJny5cs/5ChFSaQSYy0mvWB5twdNrSDZ0qyY0miymepQQpLiTZs2mf6f2c5a+ZWnPy+aNm3KN998Y7Fu/PjxhISE5CcmkU9vTJjAnnLlTElvvIMDYRMmcPLegrfOK1fSrXPnfJ9+IoR4OPz9/dm8eTNRUVFER0dz6NAhXnjhhQztEhMT+eijj+jWrVsRRClKGo2dM1qvBpnu3qB19sWqcjvj9AevBpL0FnMaTeZXSTRq1CiL5WPGjMlXv3lKfCdOnMirr77K/PnzuXLlCnfv3uXgwYN0796dbdu2yVZERUmvRxcSQsvr101FI+/cIXjUKBqdPMkGOzuCgbX29shYrxCPhuXLl9O+fXuefvpp+vTpY1p/sXLlSjp06ECHDh3YuHFjEUcpiiOr8o9hXSso02kMWmdfrGsFYVX+sYccmcgN4+K2zK+SmPtmtkNYZgOvOZWnqQ5PPfUUn376KePGjWPChAkAKKVo3bo1O3fupHbt2vkKSuSOXq9n//79REdHU+v4cfzDwox/4imFISCAITNn0iMmBjc3NwKaNYOQELRhYbBunZzQJkQJFxgYaHF6WWBgIBcuXCiCiERJk91Iroz0lgwldduyB6UtvldKceHCBZRSprpTp05hZ2eXr/7zfIDF888/T69evdi3bx9xcXHUrl2bhg0bAvDWW7LR+cOg1+uZM2cOoaGhZotZ/rG2plZKCsrKCm1oKIEPHi+9cqUx4ZWkVwghhHgkPCJ5L9WrVzctYKtevbqpXCmFlZUV77zzTr76z9fJbWXLlqVz584Zyt9Md0KYKBwpq1bR8+uv+XHLFvz8/JgxYwbVqlWjzA8/UGvNGgB+d3OjUZ06Gac06HSS9AohhBCPiEdpH9+0Ud569epxMu0MAowbK3h6ej78Ed9GjRoxc+ZM/u///s/ilhJKKX788UemTp3K0aNH8xWcyERYGNb9+jEA8BgwgIVLlxp3Z4iNhXtTT5K1WpreuMGagQPp+e23RRuvEEIIIQqPJpvtzEpQ5lupUiUA4uPjC6X/XCe+//vf/3j55ZcZOXIk7du3p169ejg7OxMbG8vJkyfZsWMHXl5efPbZZ4URrwD0Xbuy2c6O4MREet29e3+F4rRpcG/Kg43BwEZ7e17Zs4duer1sWyaEEEI8otIWt2VVXxJFRUXx22+/ERkZaTbX19KuNjmV68Q3ICCAI0eOsGvXLn744Qd++OEHoqOjcXNzo3Hjxnz11Ve0a9cuzwGJ7O0/dIieiYkc8/en7po10L8/TJwIn3xyv1Hv3hyrW5dL06ezf/9+AgMDiyxeIYQQQhQmTTYHO5S81HfXrl306NEDjUbD7du3KVu2LPHx8fj6+j7cxDdN27ZtMz29TRSu6OhoUoBjr79O3Y0bISwMdu4Eg8HYoGNHWLmSyqtXm9oLIYQQ4tGV1YhvSfTmm28yfvx4pkyZgqurKzExMbzxxhv4+ubvBMF8LW4TRcPNzQ2As//+a9yh4eJFOHzYWFm9OmzcCDqdaUuQtPZCCCGEePRoyHqOb0nMiU+dOmU6tjhtmsPkyZOpV68eo0ePznO/+TsYWhSJgIAAvL29WbJkCfo7dyA8/H7lvT2U9Xo9S5YsoXz58gQEBBRRpEIIIYR4GDQaTaZXTty4cYOuXbvi4OBArVq12LFjh8V2d+/eZcCAAZQtWxY/Pz9WrVpVkE/DRKfTmRJeZ2dnoqKisLGx4caNG/nqV0Z8SyCdTseoUaOYMWUKl6tVo/KdO8aKBg1g40YMffsy3M6OiIgIZs6cKQvbhBBCiEfZvRPabkRGEhUVlaE6KSkJG5usc4HRo0fj7e3NjRs32L59O8HBwZw5cybDp8ZTp04lKiqKy5cvEx4eTufOnXn88cepVatWgT6lBg0asHfvXtq3b0/Lli0ZM2YMjo6O+T4kTUZ8S6g3JkxgT7lyVL43fzfaxYVvX36Zk/7+aNesofPKlXTr3JmJEycWcaRCCCGEKEzGqQ4alixeTLOmTTJcFy6cz3K9T3x8POvWrWP69OnY29vTrVs36tevz/r16zO0Xb58OW+//TZOTk40b96c7t275/sYYUs+/vhjvL29AXj//fe5desWJ0+e5PPPP89XvzLiW4KkHU0cExlJQGgoLa9fN9WNunWL74YOxRpYk7bVmb29/GUjhMgRpdGg1xSvXwnPrZ5d1CFY9Ea9wKIOwaI5Z/cVdQgZlHn/16IOwbJxR4o6ggKnRaFBZd/QgjNnzuDo6EjFihVNZfXr1zc7QAIgJiaGa9eu0SDdibD169fnwIEDeQs6C/7+/qb/+/r6smXLlgLpN9fvcj/88AMtW7Y0ZeGikIWFoe/alTnz5pmOJu4F9ABSMH4BUytXZsQXXxB86xZubm4ENGsGISFow8Jg3To5pU0IIYR4pClQBuO/eRAfH4+Tk5NZmZOTEzdv3szQDown96ZvV1CHTaQtys9O1apV8/wYuU589+zZw8SJE6lfvz4vvvginTp1yvODi2yEhUFwMAe9vZlx7Ro+6Y4mPjt1KtXPngXA6uJFWl2/jnXfvvfvu3KlMeGVpFcIIYR4tCnQKAMvDh1Kz6CgDNW9+jyHzsYm07s7OjoSFxdnVhYXF4ejo2OGdgC3b982JcqW2uVV9erVs1yMp5RCo9GQmpqa58fIdeLbunVr3nzzTRISEtixYwfTp09n6tSpeQ5AZCEoiHB/f548eZL9lSrxWHg4Ont7OHMGLlwwNVsNnD19mrfS31enk6RXCCGEKC0MqXh5uOHlkXELU1tbWzTazCc/1qhRg/j4eC5fvkyFChUAOHHiBIMGDTJr5+rqire3N3/99Zdpx6gTJ06YTUvIjwvpcpvCkuspoL/88gutW7fm1Vdfxc/PT5LeQqQHOkVFsdHenmb//osuJAT0enjrLbj3146hfXve9PXls4UL0ev1RRqvEEIIIYrCvakOmV3ZTIFwdHSke/fuTJ06lbt377Jx40aOHz9O9+7dM7QdMGAAs2bN4vbt2xw6dIj169fTr1+/AnkWlSpVytGVH7lOfD/++GNOnz7N3LlziYiIYPr06fkKQGRu//79/Hf9Osdee804ehsWZjyV7fvvjQ38/NBu3kzIsGFcvXqV/fv3F23AQgghhCgSGkNKpldOhIaGcuXKFdzd3Rk/fjzfffcdbm5urFy50mxEd8aMGbi5uVG+fHl69uzJZ599VuBbmaVZtWoVTz31lGkx3d69e1m3bl2++szTEt6ffvqJrl275mtysche2tYjVWrWhEmTICUF1q41Vmo0sG0b6HSmr4McTSyEEEKUQiptcVsW9dnw9PRk06ZNGcr79+9P//79TbfLlCnDypUr8xRmbnz66afMnTuXF198kffeew8wnkQ7ceJEgizMY86pPO129cwzzzBixIg8P6jImbRNo8+dO2csSL8pddWqUKUKgBxNLIQQQpR2qSmZXyXQZ599xubNm3nrrbfQ3pufXLt2bU6fPp2vfvOU+Op0OtasWcPrr79usb5jx475CkoYpR1N/OXixRj69oV7Z1aj1cK5c9C/P/qEBDmaWAghhCjVFBplyPTK6zZnRenGjRvUrVsXwGynB5WD0eus5CnxtbW1ZcuWLSxcuJDZszNuMH7w4MF8BSWMdDodY158kXcvXUK7Zs39ijFjTHN+/6hblysREYwaNUqOJhZCCCFKqywXt5U8NWvWZPfu3WZle/bsoU6dOvnqN8/H9DRu3JgNGzbQpUsXXFxcGD16dL4CEeb0ej2/7tnDoJ9/xhe4CpQHUqytWV+jBn+7uNDI3p7/+/dfdpYvT/Px44s4YiGEEEIUCaXAkMXetvkcJS0KU6ZMoUePHowaNYrk5GRmzZrFp59+yvLly/PVb75OtG3Tpg1hYWFMmDAh34EIjKe0JSQwc+ZM/Pz8+Oypp/A9eJDtGJNegG0pKfR66SUmz5jBKCcn4z6/V6+i++mnooxcCCGEEEVEA1lOdcj8SIjiq0uXLvzwww+cOHECPz8/du7cyaJFi/I9nTbfB7N36dKFr776isGDB1O2bFmCgoLyPf+iVLJwSluDGTPYGxWF3+bNcOYMqUBnYP+4cSR3705AQAA6kGOJhRBCiFJNQZbblpWsvEyv1zN27Fg+/PBD2rZtW6B95ynxfTCx7dOnD3FxcfTr14/169dnedycyERmp7QdPQqffAKAFfdOaXNx4a3AwPv3laRXCCFKBJUYi8bOOc/1QmSqhM7ltUSn0/Htt98SGhpa4H3naarDsmXLMpQNGzaMmTNn0qNHDxITE/MdWGmT6SltM2aY2hieflpOaRNCiBIq9epRUk6twxB7yWK9IfYSKafWkXr16EOOTJR4KuupDiVswBeATp068fPPPxd4v3ka8e3Vq5fF8gkTJhAbG8usWbPyFVRpZDqlbepU/i883Dj1IToaduwwNqhcGe2GDYTMmcOUKVPYv38/gelHfYUQQhRbKjEWQ+RxUAZSL+6Eyu3QOvua6g2xl4zlyoAh8jha16oy8ityQUFqFovbSmDm6+HhQa9evejWrRtVqlQx7eULxtPj8irfc3wfNGPGDJ599tmC7vaRl+UpbQA//SSntAlRwl28eJEqVarg4OCAUorKlSsTGhpKmzZtijo0Ucg0ds5YVW5nSm7TJ7/pk140Wqwqt5OkV+TeIzTVAeDEiRM0adKEK1eucOXKFVN5fqfTFkji265dO9avX0/ZsmUBaNSoUUF0W6pkOKXtzp37lRUrQo0agJzSJkRJduzYMfz9/Tlx4gRKKSZNmsTw4cM5depUUYdGakoKf4eHW6zz8PDA08vrIUf06NE6+8IDya9yq4Eh+oxZ0pt+JFg8WiIjI4lKfwrrPUmJSehsbPLesVJoslrcVsI2HUhNTeW9996jUaNG2OTndbGgQBLf3bt3y5zTfEp/StukY8fQbt16v/K//4yntH35pZzSJkQJduzYMR577DHAOGoREBDAwoULizgqo5iYGJo1bWKx7s233uKtSW8/5IgeTQ8mv4ab9/7okaS3VFi0eDGz33nXYp2np2f+On+ERnytrKxo27Yt8fHxBd53vvbxFQXnwVPalJWVsaJdOzmlTYhHxLFjx3j88ccBuHz5Mu+99x69ZVeWUkfr7IvWrYZ5mVsNSXpF3imFStFnepW0EV+AGjVqcPXq1QLvt8Dn+IpcCAuDoCDQ6dAnJDB01y7KAceAhvcmqf/l6Mj6OnXklDYhHgHHjh1j69atTJ48mTt37jBixAg+/vhjU/3u3buZNm0aBoOBsmXLkpycjF6v5+jRo6aR4geP8AT4+eefmT17NlqtlkaNGjF37lysreXtvbgyxF4yTm9IXxZ9Bo2TryS/Io+yObmtBC5ue/nll+nTpw9Tp06lcuXKZovb0tY75YW8MxaVewdWGHr25N169bj48ccsvnWL74Hm95rEAvU3bGDGhg0s8vamapUqPHnypHGhm4wSCVGixMfHc/78eaKjo3FycmLu3LmsWrXKNH8tKiqKKVOmsHHjRpycnLh48SJKKapUqUKrVq0sJrxp95s1axabN2/G0dGR999/nwULFjBmzJhcxefq6sqmzVss1nl4eOSqL5G5BxeyadPN8bW024N4tAwfNoxne/TIUN47uE/+5vhCNolvyTN06FAAOnbsaFrQppRCo9GQmuUOFlmTxLeoBAVh6NkT7Zo11FizhqW+vnzfsSMVXFyouGgRAM7ANhcXRqxaxTft28spbUKUYMePH8fHxwcXFxcAxo4dy6xZszh+/DgNGjRg06ZNDBw4ECcnJwAqV66co35/+uknBg0ahKOjo6nfLl265DrxtbK2pk7durm6j8gdS7s3aJ190Tj5WtztQTx6vLy88LKwUNTWzhaNJh+zT5VCZbXWqgROdbhw4UKh9Fsgc3zlpLY80Ol4t149VgPBwJlmzei1fDktDh0yNTns50eXW7c48Pvvxjm9Op0kvUKUUGk7OqSxtbUlMDCQjRs3AnDlyhV8fHxy3e/Vq1fN7mdra0tycnL+AxYFSiXGWkx6wTjn16pyO9Bo7+/2kBhbxBGLEseQmvlVAlWqVCnTKz8KJPF98AhjkT29Xs9nCxfypq+vaeSX9u3hzz+NDfz9afT33/j4+REaGiq7ZghRwh07dox69eqZlXXq1MmU+Pr4+HD58uVc91u+fHmzPS6TkpJM0yd+/PFH3n33XcaOHZuPyEVB0Ng5o/VqkOnuDemTX61XA9nHV+SKymZxW0nN0zZs2ECXLl2oV68eXbp0Yf369fnus0AS38GDB2NnZ1cQXZUa+/fv59q1a4QMG4Z21Sro0QP27TNWarWwbRs6e3uGDh3K1atX2b9/f9EGLITIlwULFjBv3jyzstGjR/Prr78C0KVLF1asWEFcXBwAERERmX7Ulz5B7ty5M19//TV37u39/fHHH9O9e3cAnnnmGd588005Rr6YsCr/GNa1gjKdxqB19sW6VhBW5R97yJGJkk+hDKmZXiVxcdvXX39N//79qVmzJiNGjKBmzZoMGjSIr776Kl/9Fsgc32XLlhVEN6VK2slr1apVMxakP7DCzw/uLSaRk9qEKB08PDyYMWMG3bp1w2Aw4OTkxKJ78/3TS0lJISQkhG3btgHGOYNvvvkmnTp1wsrKioYNG5ol2HPmzGHIkCEP7XmIrGU3kisjvSJPlIKUR2uO79y5c1m3bh3t27c3lXXr1o2xY8cyePDgPPcri9uKSNrJaxdOn4b+/SH9gRUXLxrLVq6Uk9qEKEUCAwMt7t6wL+3TIOCPP/6gb9++ZvVdunShS5cuGe73zjvvcPr0aezs7GjatKmsxxDiUaVAZbXTQcnLe4mIiKBdu3ZmZYGBgUREROSrX0l8i0izZs3wcnWl3rvvQnIyysYGTXIyPPkkeHtDWBgGg4EvDx2Sk9qEECbNmjWjWbNmOWr71ltvFXI0Qoji4dHbx9fX15c9e/YQGBhoKtu7dy8VK1bMV7+S+D5kKatW8d6pUyxYsIBPY2LoDhwCmt1bhZ0ydCjWOh0GgwHtmjW8C5ydNk1OahNCCCGEZQrjCW1Z1Jc0EyZMoHv37gwdOpRq1apx7tw5li5dmmGtRG5J4vsQpaxahXW/ftQAuru7EwxsdXHB5dYtAK4CJ15+madiY3nJ3Z02GLc6S6lZs8hiFkIIIURx9+iN+IaEhFC2bFkWL17Mli1b8PX1ZfHixfTq1Stf/Uri+xC9d+oUNTAms70CA6FnT9r5+mL95JMARANPxcayGvhRp6PCtGmk1KyJ9QPz+YQQQgghTO5tZ5ZVfUmzfPly6tevz5Yt90+UPHr0KCtXrqR///557lcS34ckbd9ee19fejVrZty3V6vF2sEBAKXR4K8U621seMnBgQvnzmFvb1/EUQshhBCiRCihB1VkZvr06WYLe8G4b3nv3r3zlfgWyD6+InsZ9u3t3RvCwuDrrwHQKAW9e3PizTeJjInhULoT3IQQQgghMqeyObmt5I34RkZG4u3tbVbm7e3N9evX89WvJL4Pidm+vTodrFwJDRqAwWBsEBAAK1dSuUYNs/ZCCCGEEFlSCqXXZ3qVxKkO5cuX5/Tp02Zlp0+fxsvLK1/9SuL7kKTtw3vu3DljgVLG/XrTeHoCyL69QgghhMi9LEd8S57evXszaNAgjh49yp07dzh69CghISEEBwfnq1+Z4/swhIUR0LUr3t7e/O9//6N2tWq0nzcPt3tHk1KnDqxbh6FvX9m3VwghhBC5opTCkMXiNqUUJe34mrfffpuLFy/SuHFj0+E7ffv2ZcqUKfnqVxLfwhYWBsHBnPH3J/H2beLv3EH170/aeK4BoFIltH//Lfv2CiGEECL3FKhUQ5b1JY2dnR0rVqzg448/5sKFC1SuXBkPD4989yuJbyHTd+3KQW9vnjx5khV2dlg5OvJ0fDzJgA1wHSi/ZQs/lSlDwt27BAOGv/4Cvd44F1gIIR4CjVLoVEpRh2Hmk3qBRR2CRS+f2F3UIVj0YfCkog4hg7jLp7NvVAQGFrOZngpNPkdkFQZ9Vj+/JTDzvcfd3R13d/cC6694feUfQXPmzaPdtWscqlSJromJPB0fz+UKFbC5V18eWA0MtLLizLRpGHr2NG51tm5d0QUthBBCiJLj3ohvZlcJznsLnIz4FiK9Xk9oaCg+fn48Fh4OISEQFkaFxERTm0tPPMEr589ja2XFa2+9ZfxLZN0643ZnQgghhBDZUKgspzooyXxNZMS3EKXt3Tt06FB09vbGLcw6doSbN40NqlfHd+9eRrz0EteuXWP//v3G6Q2S9AohhBAipxSk6vWZXpL33lciE98DBw6g1WqZNWuWqWzOnDl4enri5ubG66+/jkq3Z93hw4dp0KAB9vb2tGnThn///fehxGm2d2+aiIj7/69UCYCqVauatRdCCCGEyDGlspnqkP/MNze5VOXKlbG3t8fR0RFHR0dGjBiR78cvKCUu8TUYDLzyyis0bdrUVLZp0yb+97//cfDgQcLDw9m8eTNLly4FICkpiWeffZaXX36Z6OhoWrVqxYABAx5KrLWOH8ca44bLe7Zv5782beCff4yVzs6wYwe0bs3FM2cA2btXCCGEELmnFBj0KZle+c1785JLbd26lfj4eOLj41mwYEH+AihAJW6O76JFi3jiiSeIjY01lS1fvpwXX3zRNLI6YcIEli1bxpAhQ9i9eze2trYMHToUgEmTJvHRRx9x4cIFqlSpkunjpKamcvLkSYt1np6e2Z8cEhaG//TpfGdtzcDp06kLtElXvb1pU9r//Teagwd5+o8/WOjtLXv3ilInMjKSGzduZChPSkrC2rrEvT0JIUQRURhSDUTFJ3DzTmKG2qSUFDSpeT/IIq+5VHFUon6z3Lx5k/nz53Pw4EHGjRtnKg8PD6dv376m2/Xr1zclreHh4TRo0MBUZ29vT7Vq1Th58mSWX6zo6Gjq1atnsW7q1KlMmzYty1jTtjF79to1mgK+QJyXF06RkaQCCdu3owFu2tvTOCGBLe7uyOZlorQJDQ1l+vTpFus8751mKIQQIhv3dnX48sBffLjriMUmnla2ee4+L7lUr169UErRsmVL5s+fT6V70zuLWoma6jBp0iTGjRuHi4uLWXl8fDxOTk6m205OTsTHx1use7C+sKRtY3bGwwNf4BKQEhkJQJKTE90wbmNWMSGBveXLU/fkSdnCTAghhBB5YNzHN8tDLPIht7nUN998w8WLFzlz5gx+fn50794dg6FwYsutEpP4Hj16lMOHDzNs2LAMdY6OjsSlHf8LxMXF4ejoaLHuwfrCkH4bs8r//ovhiSfwBdNpbfZxcawGBmm1WDs60vjvv2H1atnNQQghhBC5ptL28c3jZN5WrVqh0WgsXm+//Xauc6mWLVtiZ2eHk5MTH374IWfPnuXcuXN5iq2glZipDnv27OHUqVNUqFABgNjYWKytrTl37hx169blr7/+olu3bgCcOHECf39/AOrWrUtoaKipn7t373Lu3DlTfWbc3NzYtWuXxbrsPoJN28ZsxowZxm3M9u6FKlXg8mUArjRpQrl33+WNffuYPn06h44eJVCSXlEKjRo1it4Wvve7d+8uc3yFECKnlCJVn0L/BjXoXMMvQ/WwH3ZRJosF9Pv27cuy+59//jlPuRRgSqDzmpQXtBLzm2X48OE899xzpttjx46lSpUqvPHGG+zfv5+RI0fSt29fHBwc+PDDD3n55ZcBCAwM5O7duyxdupT+/fsze/ZsGjdunO1kbCsrqxx9QTMICyPm3he3UqVK7N69m7h//+WZq1dNxxH6aLX4tGnDf9evA7KNmSi9vLy8LC4UtbXN+1w0IYQojVSqAXc7W9ztMr5/2lppsbKyynPfucmlIiIiuHz5Mk2aNCE5OZkpU6bg5+dnvrVrESoxia+9vT329vam22XKlMHR0REXFxe6du3KyJEjadasGampqQwbNowXXngBMP4CXbt2LUOGDGH06NE0bdqUFStWFE6QYWEQHEzL1q2xBkaPHk1ifDx7wZT0JpQpg/2hQ8ZtzDp1AmQbMyGEEELknVIKg16fZX1+ZJdLpe3Tu2DBAm7fvs3w4cO5cOECZcqUoUWLFmzYsCFfiXdBKjGJ74O+/PJLs9tvvvkmb775psW2TZs25fjx44UfVFAQhp49KbdmDSuBF+7c4c+6dfEPDwcgGbC/e5cbdnZ4HjxIw+PH8ZVtzIQQosCpxFg0ds55rheiRLk3xzer+vzKKpdKv0+vv78/f/31V/4fsJCUmMVtJYJOx7v16rEaCAb+Vgr/8HCUxjjeawMcqlQJv8REtjo783+yjZkQQhS41KtHSTm1DkPsJYv1hthLpJxaR+rVow85MiEKSzYnt8mZxSaS+BYgvV7PZwsX8qavL6nNmuELRAOaex8xXK9Vi80DBqC3sqJrbCx7vb1lGzMhBBcvXkSj0eDo6IiDgwP+/v7s2bOnqMMqkVRiLIbI46AMpF7cmSH5NcReIvXiTlAGDJHHUYmxmfQkRMmhFKTqUzK9ism6smJBEt8ClLabQ8iwYVjt24ehSRPTFmZJQOVTp5g2ezb29vakAMnLlsk2ZkIIjh07hr+/v+l4z+7duzN8+PCiDqtE0tg5Y1W5HWi0GZLf9EkvGi1WldvJdAfxiJAR35wqsXN8i6MyGzdijXE3hz179lBTKcrfqzN4e7Nq3jxqnD7N71WqEBISQmxCgiS9QgiOHTvGY489Bhi3/gkICGDhwoUPNYaU1FTCw/+2WOfh4YGXV8k5SU/r7AuV25mS3NSLO1FuNTBEnzFLerXOvkUdqihlbkRGEhUVlaE8KTEJG5t8THxUkJqcxZHEkveaSOJbUMLCeGLePFYCo0eO5H8JCbRJV13m2jW6v/46msuX+Ts4GJDdHIQQRseOHaNVq1YAXL58mffee8/i/saFKSYmhsebPWGxbtKbbzB50lsPNZ78ejD5Ndw8ZayQpFcUocWLF/HuO+9YrMvXMe0KlCGL7FYSXxOZ6lBA9F278ou3N8HAHwkJBAN3XF0BiMV4ZLHm8mUMFSow6ddfKV++vOzmIIQAjInvlClTcHR0pGLFivj7+/PJJ5+Y6nfv3k1gYCCtW7ema9euPPXUUwQGBuLs7ExgYCCBgYEZ+kxKSqJ58+Y4Ojpy9uzZh/hsig+tsy9atxrmZW41JOkVjxwFGFJVppfkvffJiG8BmTNvHu9cu8YFnQ5fvZ5oe3tcExIAcPLzwzkigkuA7+XLzATOTpuGTif7OQhR2sXHx3P+/Hmio6NxcnJi7ty5rFq1ChsbGwCioqKYMmUKGzduxMnJiYsXL6KUokqVKrRq1Yrdu3db7Fen07F+/XomTpz4EJ9N8WKIvWSc3pC+LPoMGidfSX7Fo0UpDFlOdZDUN40kvgVAr9cTGhpKiIcH3lFRxn167yW9AJqICE7UrUvzv/9mqVIEAyk1axZdwEKIYuP48eP4+Pjg4uICGE+lnDVrFsePH6dBgwZs2rSJgQMH4uTkBEDlypVz1K9Wq6VcuXI5jsPV1ZWtm36yWOfh4ZHjfoqLBxeyadPN8U29uBNkuoMoAsOGDadHj2czlPcJDs73HF9Dqkx1yAlJfAvA6dmzibp2DZ8ZM6B2bVw6diS2UiWcY43b5GwAvgkPR1u2LP1v36b222/ToG/fog1aCFEspO3okMbW1pbAwEA2btxIgwYNuHLlCvXr1y/0OKytrKhbt06hP87DYGn3Bq2zLxonX7MFb5L8iofN08sLT0vHtNvZotVoLNwjZ5RSpOozH/HN78ltjxKZ45tfYWH4T5/OSqB6pUrog4I4cPAgZePjTU2ecnPjW2DDwIGkAGfvrd4WQohjx45Rr149s7JOnTqxceNGAHx8fLh8+XJRhFYiqcRYi0kvGOf8PrjVmezjKx4VKlVleon7JPHNr6AgItu0IRgo/9pr1KxYkZSnn0abavzL65ZGQ5noaFSFChy4t4uD7OYghEizYMEC5s2bZ1Y2evRofv31VwC6dOnCihUriIuLAyAiIoILFy5Y7EsSZOM+vlqvBpnu3pA++dV6NZB9fMUjQd3bziyzSwZ875OpDvml0+G4fj3fu7nRKzKS/VZW+NyrUoCLUqZFbfU//BBfb2/ZzUEIkWMeHh7MmDGDbt26YTAYcHJyYtGiRRnapaSkEBISwrZt20xlQUFBHDp0iDNnzjBu3LiHvkVaUbEq/xha16qZJrVaZ180tYIk6RWPDkXWI7uS+JpI4lsA5n3yCe8YDDwB+Kamoqys0KSmogEMPXsyTaej07ffEpyQQNUqVZC9HIQQuREYGGhx94Z9+/aZ/v/HH3/Q94G1A+tK8XHo2SW1kvSKR4vCkGrIsl4YyVSHfEpZtYpF//sfIe7u+ALXAM29aQ4xFSowp3ZtbLZvpz/wvVZL3ZMnoRT/MhJCFI5mzZrxwgsvFHUYQogioBSk6g2ZXjLV4T5JfPMjLAzrfv2Yd/065+rX50UnJ66nqz5y+TI1Zs/m86go3q5Xj74GAyenTpVjioUQQghRoFSqIdNL3CeJb34EBXGpeXOCgWG7d9NNr6fhvaokKys6AL2BfeXKUWXcOFKAUw0aFFm4QgghhHgEKUVqsiHTS4Z875PENz90OmbUqkUYxgS36927oDW+pLZ+fqZmV69fZ8WKFYDs6CCEEEKIAqZAGQyZXjLF9z5Z3JYPKatWsW3TJjqlLzTc+0jhwgXo0QPD5cv0PnQI9uzhH9nRQQghhBAFTJH1yW2S994niW9e3Zvf+w3QEggDAuzs8ElMBMDQpQtarRbtoUMcs7end0ICUXXqoNPJng5CCCGEKEBKYUjO/OQ2mepwn0x1yKugIP5r0YKWwCk3N0ZaW+N4L+kFuLZ5M6xZw0Z7e5onJNAbcB8xosjCFUIIIcQjShlHfDO7ZMj3Pkl880qn49SUKawGakVHc8JgwOleVSzgc+/gigF6PS3atuV7wMvC+dxCCCGEEPmhgNQUQ6aX5L33SeKbV2Fh7N+/n8HAfxoN3ob724U4AwlubvgCi/R6jh85Qvny5WV+rxBCCCEKnoJUpTK9JPO9T+b45kVYGAQH85itLSu1WioaDNwBHO5Vb7G1xa9cOepGRxMMEBfHqbFjZX6vEEIIIQqcQpFsyGpxm2S+aSTxzYugIK63bs0zv/wCwFqNhk7pJo43SE7G5++/+UGrJdVgIBg4LhPLhRBCCFEIFJDFpg6S9qYjiW9erFvH615edAWCge6enmgjIwG4hXF+bxTQ32CgVt26rA4Pp+9jjyFHVwghiqu/L16jbKuxRR2Gmdv7Pi7qECzSa4rnr87ZKqWoQ8hAaYrnjEql1RR1CGYKIppUGWDLkeL501uc3Zvm0EOnYyDQqWxZnO8lvQAuQIqNDR7JyeyzsaHDv/9yDBgtB1cIIYQQohAoRdZTHSQnNimef4oVZ0FBRLZpQ5BeTzjgfPs2d9JVX9VqsU5ORlWoQOPkZBbeuUM5NzdZ2CaEEEKIQpE21SGzS/Le+yTxzS2djj3Dh/Mr4AtcwvwjivIGA2FAj7p12eHuTjDwphxcIYQQQohCojCO+GZ2SeJ7nyS+uRUWxtatW2kDHCtTBl/A/oEmtezt+WnbNp6+eZPegP+0aQ89TCGEEEKUHlmN+Ir7JPHNjXvze5/59ltsgAt6vVn1fowjwA0SEvgF40jwPm9v2rRp8/BjFUIIIUSpYJzqkPk+vpL73ieJb27cm9/bLSmJ01otQSkp3E5XXffeCPAloAWwAnjm6adlmoMQQgghCk3a4rZMpzpI5msiiW9u6HRcfOwxDgAVDAbuajSUvVeVotHgevcusWXLMtPamtUYtzoLcXEpsnCFEEIIUTrIVIeckcQ3N8LCaDZ/PpeBm0AZpUi9V2WtFJcw7vKwKCWFTVotvYGErl2LLFwhhBBCPPoUCr3K/JLJDvdJ4psbKSlca9GCXoA7cEOrxepe1bmyZTlmfX9b5CCtlnVFEKIQQgghSheZ45tzcoBFToWFQb9+3HZzw/tekZXBYKoue/s2/3fv/weAoJQUgoC4uLiHG6cQQgghShU5wCLnZMQ3p4KCMPTsSY3oaA5gXMCWdhabArzu/f97oB3QR6vle8BNTmwTQgghRCEr7Dm+I0aMoHr16mg0Gnbv3p1l2xs3btC1a1ccHByoVasWO3bsKJggCoAkvjml0/F3nTp8j3HHBl9Ab2Wc6JD+AAtfjYYUYLXBgLu7u5zYJoR45KnE2HzVCyHy52FMdWjUqBFLliyhatWq2bYdPXo03t7e3Lhxgw8++IDg4GCio6MLIIr8k6kOORUWhv+sWTilK9Kmppr+/x+g0Wh4Qin2ajQ8qRTt27eXrcyEEI+01KtHMUQex6pyO7TOvhnqDbGXSL24E61XA6zKP1YEEQrx6Es7uS1BpZJIaob6FBSpqRnLc2PEiBEA2eY18fHxrFu3jvPnz2Nvb0+3bt2oX78+69ev5/nnn89XDAVBEt+cSknhqp8fvhERXNZo0CiFz72qO1otFQ0GuLezQ3OlCAKaNWtWdPEKIUQhU4mxGCKPgzKQenEnPJD8piW9KAOGyONoXauisXMuwoiFeDTFomeVusJdUknEYLGN7UMacT1z5gyOjo5UrFjRVFa/fn1Onjz5UB4/OzLVISfuLWxL8fY27uGbLukFSEy3yO0q8BzGub6+vhlHP4QQoiBdvHgRjUaDo6MjDg4O+Pv7s2fPnofy2Bo7Z6wqtwON1pT8GmIvAeZJLxotVpXbSdIrRCGoVq0atevWpXzdGpT1dM+0naur60OJJz4+HicnJ7MyJycn4uPjH8rjZ0cS35wICoLmzfE9dIiKFqrTvs1uAs2AZzEOpcvCNiFEYTt27Bj+/v7Ex8cTHx9P9+7dGT58eO47UgbU3RjLl/5upnfTOvtmSH5TL/2aIem1NA1CiNImMjKS8PDwDFdSUlKepyJs2LCBkydPcvLkSUaNGpVpu759+2Za16pVKzQajcXr7bffzlU8jo6OGXa0iouLw9HRMVf9FBaZ6pAT69bBwYPctrHBNzkZgDjA6YFm7hi3MgsGwh5qgEKI0urYsWM89phx7qxGoyEgIICFCxfmvqOUZFJOrbNYpS3XKMv5uVpnX6jc7v60hpunjBWS9AphZtGiRbwze7bFOk9Pz3z3P2rUKHr37p3r/vft25fvx05To0YN4uPjuXz5MhUqVADgxIkTDBo0qMAeIz8k8c2JlBQAyt5LegHST+1OAOzv/V/L/akOfWUPXyFEITt27BitWrUC4PLly7z33nuZ/uIrTFpnX5RbjftJL6B1qyFJrxAPkZeXF15eXtk3zIPk5GQMBgNKKZKTk0lMTMTW1haNRmPWztHRke7duzN16lQ+/fRTduzYwfHjx+nevXuhxJVbMtUhJ3r14s69v1rAmOiWuff/VO4nvTeBJ+6VgUx1EEIUvmPHjjFlyhTTYhJ/f38++eQTU32nTp24fv16ocdhiL2EIfqMeVn0GdOcXyFEydaxY0fKlCnD6dOn6dSpE2XKlOHff/8F4J133qFz586mtqGhoVy5cgV3d3fGjx/Pd999V2xyIo1Scp7Hg/z9/QHur0AMC4PgYKIAj2zu+xEwHuMk8uvXr8t2ZkLkQYafQWFR2iKS6OhonJycmDt3LqtWreLo0aOmNo0aNeLPP//Msh9/f3/Cz/2HdeV2lhtY26HRlbFcR8aFbFq3GsYkOJ9zfG/v+zjX93kY9Jri+WGpTqUUdQgZKE3xHF9TWqsiedzIyEiioqIylAf37o1Op+Off/4pgqhKl+L501vc3JvqkFnSm36qQ3OML+oTTzwhSa8QolAdP34cHx8fXFxcABg7diyzZs3i+PHjNGjQgNu3/7+9O4+Lqur/AP6ZQZBhxoFANndU9EkFjEQNFHAXdwnUSgXJ5QnDpXosgx+4B25ZuaapCVEupSQBKQS4ZEoqoGKCEKJkscky7MOc3x883IeBAWbYdb7v12teOveee+655x7ufOfMuecWoVu3bsplxuODJ1D9rm9FszfwdXuDJ+7NLVc01Rkh6qihoQiKhgyQttE5v4p1Ni4uyP7vBwsAuamh6w51eA3AHACvvvpqOxWOEKKuamZ0qNG1a1c4OjoiNDQUAHD//n28/PLLbbZ/VlbQ4OwNimZ7oCe4EUI6GgW+yjhzBob5+dzb2j+Q1P6/AaqHOpwBoKHRMT+jEELUR0JCAoYNGya3bMqUKVzgm5SU1KaBL09bF3wjywaHM9QOfvlGljSPLyGkw9FQByVU/forVA1j607eTAghre3gwYP1lq1cuRIrV64EUB34TpgwoU3LoGH6SqNPZOPr9gZv8BwKegkhnQL1+Crhno6O3Pu6Qx1q+/2//9JT2wghHe3+/fvw8/PDxIkTMW3aNLTVvcxNBbUU9BJCOgvq8VVCSUyM3PuGhjoA1U9uCwbabB49QghR1vnz5zu6CIQQ0qlQj68SXsrLUzrtAABCoRB2dnZtVyBCCCGEEKIyCnyV8MDKSum0pwC89tprNJUZIYQQQkgnQ4GvEvpcu6Z02vkAjI2N264whBBCCCGkWWiMbx1ZWVnIzs4GAGzYsAGenp4Q1JrKrCkOAHY8edI2hWtnWVlZ2L9/P/fe09NTrccuU33Io/ogdbHKUshy/vfkKX73fzX6xLf2kJWVjUOHD3PvVyxbBiMjww4sUbXsrCwcPvwl937ZsuUw7OC/n85aV1lZWfiyVrmWL1vWKa41WVlZ+PLL/53D5cuXd4pykcbRI4vruHfvnty8mHfv3kWoiws+VOExgg9EIgwuKmqL4rUrRXVRe7J8dUP1Ia8t64MeWdy+hg4diqS0v6D5r7ktyoeVPoP0wTnufZfBc5r1NLgarfHI4qSk+7AeOYp7f+vGdQwZ0rK5jVvjkcX3k5Iw0mYE9/5G3O94eciQFuXZ0kcWt0VdtcYji5OSkvCqzUju/c24GxjSwrpqjUcWJyUlYUSth1X9fvNms8v1qrU1eDweXfPaAQ11UIKql5KBEkmblIMQQgghhDQfBb5KKCwpUTotA3AAwPXr19usPIQQQgghRHVqE/hmZ2dj+vTpEAqFGDx4MKKiopTetqysTOm0FwB4ARg9erTqhSSEEEIIIW1GbW5uW7lyJUxMTJCdnY3IyEjMmzcPKSkp0NfXb3S7hw8fQlZRofR+TtT6//Xr1zFq1KgG0xKi7mrfTFpbeXk5unRRm8sTIYSQdqIWN7dJJBLo6+sjLS0NvXr1AgA4OjrCzc0NS5YskUtb94YdAND870sZlf991dCp87jj54lMJpPr7dbW1gafrzY/EtRD9SGvNeqjsrISlZWVCtdpaWmhvLy8RWUkyunWrRskxSVAV3HLMpJVARW1buzV6ga04Cail/uZtKw8qP4Slfbnn9z7/mZm6Nq1a4vyZDxeS4uF8rJy/PlnGvfezKw/umq3rFy8Fn6ct0VdoeVVhfIyBeVqYV21RsHKy8uRlva/c9i/f/9m11dqaiq0tLRQ9ALcGN/ZqUWXSkpKCkQiERf0AoCFhYXCuycNDQ0hFApRVlaGqqoqAIAOgJ5K7isTQEGt9/369WtusTtcVVUV8mo9tU5fXx8aGi2/E/Z5RfUhrzXqIzs7W2GPLwB6CEw7EgqFAIA+fXq0KJ/O+DeiqaUFQ0NDufe8Fn5hbYVYDlpamnLl0tLSBL+lAXULt2+LumoNCsvVCrNFtJSmpvw51NTUBK+Z50BLS4v7OyRtSy0CX4lEArFYvidDLBYjNze3XlojIyNIJBJs2LABGzduBFAdyNYOZv38/LBhw4a2KzAhaqL231ldH3zwQTuXRn39/fffHV0EQghpF2oR+IpEIhQWFsotKywshEgkanAbT09PuLq6KlxX+xseIaT56O+MEEJIe1KLwNfc3BwSiQSZmZno2bN60MLdu3exePHiBrcxMjKiJ7AQ0sbo74wQQkh7Uoub2wDA1dUVurq6+OKLLxAVFQU3NzelZnUghBBCCCEvBrXo8QWA/fv3w83NDQYGBujVqxdOnjxJQS8hhBBCiBpRmx5fQgghhBCi3jp+PhBCCCGEEELaAQW+dbTk0cbPs2vXroHP52PLli3cMn9/fxgaGkJfXx/r1q1D7R8H4uLiYGlpCR0dHTg4OODRo0cdUexWFx8fDzs7O4jFYvTv3x9HjhwBUP2whjVr1kBPTw/Gxsb49NNP5bYLDw/HwIEDIRQKMXv2bDx79qwjit8iBw4cgLW1NTQ1NeWm6/vpp59ga2sLXV1d9OjRA++9957cQydSU1NhZ2cHHR0dWFtbIyEhgVvXVL0RQggh7YkC3zpqP9p4x44dmDdvntyE7C8imUyGtWvXwsbGhlsWFhaGffv24bfffkNSUhLCw8Nx9OhRANVPq3F2dsaqVauQl5eHMWPGYOHChR1V/Fa1aNEiTJkyBfn5+Thz5gzWrl2L+/fv4+DBg4iJiUFycjKuXLmCnTt3cl+KsrKy8MYbb+Dzzz9HdnY29PT0sGrVqg4+EtWZmppiw4YNeP311+WWFxYWYsOGDfj777+RkJCAuLg47Nixg1v/xhtvYOLEicjLy8OyZcswd+5cSKVSAGi03ggh5HlDo0NfAIxwioqKmKamJnv8+DG3zMHBgR09erQDS9X2Dhw4wFatWsXc3NzY5s2bGWOMLViwgPs/Y4wdO3aM2dvbM8YYi4iIYAMGDODWFRcXM4FAwNLS0tq34G1AJBKx5ORk7r2NjQ374Ycf2OjRo1lgYCC33M/Pjy1evJgxxtjBgwfZhAkTuHVpaWmsa9eurKSkpP0K3opWrFjB/Pz8Glx/6NAhNmPGDMYYY3/88QcTCoWsrKyMW9+3b1/2yy+/MMZYo/VGCCHPm5SUFMYYY1VVVR1cEtJc1ONbiyqPNn5R5ObmYs+ePfWenpWUlARLS0vufe16qLtOR0cHAwYMeCHqycvLC0FBQZBKpbhx4wYyMjIwevRolerDzMwMmpqaSE1Nbffyt4dLly5h6NChAKqPfdCgQXLPp2+sbl70vydCyIvr+vXrGDRoEK5fvw4+n0+9v88pCnxraejRxhKJpINK1Pa8vb25MZi11a2L2vXwIteTk5MTTpw4AW1tbdja2iIgIACmpqZqWx91ff/994iKisJ7770HoOljb6zeyIulqqoKMpmso4uhlOelnB2lbkD3vAV4bXV+R40ahVWrVsHf3x+PHj0Cj8drk/2QtkWBby3NebTx8+z27duIi4vDsmXL6q2rWxe16+FFrae8vDxMnz4dO3bsQHl5OW7duoX169fj1q1balkfdUVHR+Odd97B+fPnuaetNXXsjdUbef6dP38eP/74IwBAQ0MDfD4ff/31F27evAmgOhjujPj86o++jRs3Yu/evXI3axKAx+MhJycHFy9e5N4/T8Fvzfl98OBBq+ft6uoKTU1NnD17FqWlpdzy56l+1B0FvrXUfrRxjbt373I/675oYmNj8eDBA/Ts2RMmJiY4efIkAgICsGTJEgwZMgR37tzh0tauh7rrSktLkZqa+tzXU2pqKoRCIVxcXKChoQFLS0vY2toiNjZWpfpIT09HZWUlBgwY0O7H0FauX7+OefPm4dSpUxgxYgS3fMiQIUhJSUF5eTm3rLG6eZH/ntTN+PHj8Z///Af/+c9/YGtryy2/desWPDw8kJaWBg0NjU7bu3rlyhUcOnQIly9fRkhISIcHvzWBU1O9re0VYN29exc//fQTwsLCAFQHv531i4wi69evx4gRIxAeHt6q5bazs8PIkSNx6tQppKWlAQAqKirA4/Fw9epVxMTEtNq+SBvpsNHFnZSLiwt7++23WUlJCTt//jzT19dnubm5HV2sNlFcXMyePn3KvebNm8c+/PBD9uzZMxYaGsp69+7NUlNT2d9//80sLS3ZkSNHGGOMlZWVsZ49e7KvvvqKlZWVMW9vbzZmzJgOPpqWy8/PZ2KxmJ07d47JZDJ27949ZmRkxC5evMj27t3Lhg8fzrKyslhKSgrr2bMni4yMZIwx9s8//zBdXV0WHh7OiouLmbu7O1u4cGEHH43qKisrWWlpKVu6dCnz9vZmpaWlTCqVssTERGZoaMhCQkIUbmdjY8M2bNjAysrK2KFDh5iZmRmrrKxkjLFG6408v8aMGcPmzZvHKisrWUJCArOwsGA//PADt/7YsWNs4sSJcjcK15DJZO1Z1EaVlZWxjIwM5u7uzr777jtWWlraIeWofaOUVCqtt14mk7GDBw+yu3fvtnkZiouLWXFxMSsoKGC//PIL27RpE/vxxx/l0io6r53Njh072Ndff81WrlzJwsPDW+VmtNptd+7cuczKyop7//333zMtLS124cKFFu+HtC0KfOvIyspiTk5OTCAQMHNzc3bx4sWOLlK7qT2rA2OMbdu2jRkYGDA9PT32n//8R+6P/saNG8zCwoJpa2uzsWPHsvT09I4ocquLiIhgVlZWTCQSsT59+jB/f3/GWPWHwurVq5muri4zNDRku3btktvup59+Yv3792cCgYDNnDmT5eXldUTxW8TPz48BkHsdO3aMubu7Mz6fz4RCIfeaOnUqt11KSgqztbVl2trabPjw4ez27dvcuqbqjTx/oqKiGI/HY3fu3GGMMVZSUsImTZrEzeRR44svvmC+vr5cMHn06FFWXl7e7uVVpOZaVhMM/fHHH2zJkiUsLCyMPXnyhEVERHBf3trTkSNHmJeXF9u1axc7ceIEt/zYsWNs165dbN26da02W8zPP//MEhMTGWP/C7aTk5OZq6srmz9/PvP392d79+5lMTExbNOmTSw8PJwxxtimTZvYZ5991iplaA+XL19m7u7uLDQ0lDFW/WWnJee2ps1UVlYyGxsbtm7dOhYaGso0NTXlZrAhnRc9spgQQojSKisrsW7dOvz111/45ptvkJGRgZEjR8LCwgKzZ8/GsmXLIBQKkZGRgcDAQDg5OSE0NBTx8fE4c+YMN/6yvTDGGr0JqWZ9dnY2PD09kZiYiE8++QTOzs7tWEpg3759CAsLw8cffwwNDQ34+/tjzJgx+OCDD5CQkAArKyt89dVX0NXVxbhx42BgYNDsfc2YMQMVFRV46aWXcPToUQiFQjx48AD//ve/4ePjAwsLC6SlpeHnn38Gn8/H2LFjcfXqVVy/fh0vvfQSvvrqK3Tp0qUVj75tXb58Gd999x1Gjx6N+Ph4vPvuuzAzM2t2fjVtJjIyEu+//z7u3LmDwMBAvPXWW9xQFLrxrfOiMb6EEEKUpqmpiTlz5kBLSwt+fn4YNWoUXFxc8Oabb2Lnzp1YtmwZ/Pz80KdPH/Tq1QurV6/GgwcPcPr0afD5/HYd8yuTybgAZOfOndzNWrXxeDzIZDIYGhoiMzMTa9asafegF6ieWvLzzz+HnZ0dRo8ejcDAQFy+fBmnTp2ClZUVgOonZqakpEBfX7/Z+5kxYwaqqqpw4cIFHDt2DEKhEFKpFCdPnoRAIMCECRNgZGQEGxsbuLu7o0uXLjA2NoaFhQW6d+/OBb3P03jfsWPHYuLEiVizZg3Mzc1bFPQC/wtqR4wYgUmTJiEiIoKC3ucI9fgSQghRWUBAADZt2oSAgAC8++67AIB//vkH+/fvR1JSEr7++mvo6Ojg6NGjcHNz4250a68e39o9vZ9++iliY2MRGBiIbt26NbhNfHw8hg8fDgDtWlYA8PPzg46ODj744ANoaGgAqO6pvHnzJtasWYOSkhKcOnUKixcv5uaQVTXAiomJwbZt2/Dzzz9zAX/NMaampuKXX35BVlYWli5dCmNjY5SUlGDp0qXw8vLCa6+9xuVTVVXFlbEzqF0Xdeul5v3hw4chlUrxzjvvKEzXXBUVFdDS0qKg9zlCPb6EEEKUVvMB/+GHH2Lq1Kk4deoUt87Y2Bje3t4ICgqCjo4OAMDDwwMaGhqoqqrqkKD3888/x//93//h5Zdf5oLe2r3Otafbqwl6GWPtPiTD2dkZ2traiI+P53pTKysrkZaWBqlUCh0dHbi7u3O95s0JsGrmnq2ZoaH2MQ4YMADjx4+HWCzGl19+iYKCAujo6MDY2Fhu2i4AnSroraqqUlgXdQPRZcuWcUFvc+tPES0tLW4/FPQ+HyjwJYQQorSankIA+Oabb8AYw5o1a7j1Wlpack/yq9FewVLtoObIkSO4fPkyUlJS8PjxY2zevBlA9TyvVVVVKCwshIeHBxITE+XyaKsAprEfWM3NzaGlpYUrV67gk08+QVJSErZu3YpRo0bVG0/b3KCcx+PVC2JrGzBgAFxcXKCvr4+jR4/i/fffx19//QUHB4dm7a891LSrDz74ACtXrsTOnTuRkJAAHo+HhIQE/PnnnwDk6769v9SQzoXOPiGEEJXU/NSura2Njz76CPHx8Th37lyHlqkmGK8Javbt24eIiAisXbsWpqamOHDgAOLj47F161YA1QGTWCzGggULkJ+f3y7la2i8MWOM69GdMGECqqqq8MMPP+Ctt97CW2+91WplMDAwwN9//42CggJu6ElNQBgcHIx9+/bB1NQUU6dOxT///IM7d+7gm2++6ZTzMV+9epWbR3f79u3IycnBmjVr0LdvX3z11VfIy8vDo0eP4O/vj9LSUuqNJRwa40sIIaTZsrOzsW/fPnh5ebVopoHm7ruiogI9e/YEAEilUnTp0gUnTpxAUFAQTpw4ARMTE24sa2lpKdzd3TFkyBD4+fkBqB6XbGxs3KblVGa8cWNjTltrPCoAWFtbY8iQIQgKCgLwv7HMNbNJbNq0iXtym4GBATcsojMNb8jLy8N3332H7OxsvP/++4iMjERGRgZWrVoFAPD19cXy5cthYmKCa9euYezYsR1cYtKZUI8vIYSQZjM0NISvry8MDAzatVfw8uXLsLW1hYuLC+zt7cEY44YElJSUwMfHByYmJnJjWQUCAb7++mtcvXoVN27cAIB2DXobG2/M4/HqPf67RmsEvTV9XD4+Pnj06BG8vb0BVPeQ79ixA8HBwVi+fDm3r+7du3OPKu5MQS9jDPr6+pg7dy5KSkrw2WefoaKiAhoaGrhw4QLS0tIQFRWFR48eoUuXLhT0knoo8CWEENIiNYFle42dvHTpEubMmYPVq1dj69atKC8vh6+vL7deIBAgNDQUxcXF3I11QPXjlLW1tREeHo6RI0e2eTlbY7xxa6kpx4QJEzB//nxcuHABffv2xdy5c3HkyBFERUWhd+/e9aYp62xDBGp/icjJyUFOTg7u37+PkpISpKSkYMWKFViyZAns7Ow6uKSks6KhDoQQQp4beXl5MDExwZo1a7B9+3ZUVlZi5cqV6NmzJzd8ITU1FWfPnoWNjQ1GjBgBoVCI9PR0eHl5YdeuXRg0aBCA1h1CUFvdqdD27duH6OhovPfee7C1tUVRURHc3d1hbW3N9bwCwJkzZ2BkZAR7e/tWL1Nt5eXlKCwsxPnz52FmZoahQ4fCyMio0w1pqK32ufrjjz/g6emJX375BWlpafjpp5+Qm5sLT09P8Pl8dO/evd42hNSgHl9CCCHPDX19fbz//vuIj4/Hn3/+CU1NTUilUiQmJuKHH34AUD07wYABA/Dbb7/B29sbkZGRePvttzFr1iwu6AVatzczOzsbmZmZAKp7caVSKQDgxIkTCAkJwd69e2FrawuZTIZu3bohKCgIiYmJ2LhxI5fH2LFj2zzoBYCuXbvC0NAQHh4eGDduHIyMjCCTyTpt0Av871yFh4dDW1sbM2fOxG+//Yb+/fvD1NQUycnJyMjIoKCXNIl6fMlza9WqVbC3t4eLi4vC9VevXoWnpydu376t8k+wM2fOxOuvvw53d/dWKCkhpDUlJiZi165dcHBwwK1bt3D06FHMmzcPERERmDJlCubNm4fp06cjOzsbP//8MyoqKiASiTBv3jwArR8UXb58GR4eHujevTs0NTURGxvL5X/w4EEMGTIE9vb29XpUy8rKMGvWLGzZsqVdhl48j2qfq/z8fBw8eBCVlZXcrBwSiQRXrlzB0qVLMWfOnI4tLHkuUI8v6XROnz4NkUhU76WlpQUej4fz588DAMLCwmBra9tgPl5eXti4caNc0Hvx4kVMmDABYrEYQqEQw4cPx4EDB+rNr7llyxZ8+OGHjc55SQjpGJaWlhg5ciT8/f1x8eJFSCQSHD9+HHFxceDz+fDx8UFQUBAMDQ2xcOFCeHh4tFnQ+7yMN35e1ZyrmJgY6OrqYuHChejbty+qqqpgZmaGAQMG4I033uCCXurLI02hwJd0Oq6urpBIJHKvmJgYiMViLF26FNOnT0dqaiqGDRuGHj16KMwjOjoaf//9N2bOnMktO3bsGObMmQNnZ2dkZGQgNzcXn3zyCfz9/ev17FpZWaFv377clD+EkM6hJrBZuXIlJk+ejC5dunBfbnv37o0vvvgCQUFBWLhwocLtWzPozcvLw8SJE/H222/j3XffxdixY2FlZSX3wIkxY8bAyMgIv//+Oxf8pqenw8/PD8nJyVwPMAVs8mrPEPL06VNERkbiwIEDMDY2xtixY5GVlYVbt27B1dWVm+uYhjcQZVDgSzq92NhYjB8/Hm5ubjh8+DD4fD6ioqKwYsWKBrf5/vvvMWHCBO5DpbCwEKtXr8amTZuwcuVK6OnpQVtbG05OTjhz5gwCAwMRFRUll8fUqVO5MYOEkM6hZootANi7dy/EYjHc3Ny49SKRCEOHDgWANp9erbOON37e1b45MCoqCmVlZZg0aRL4fD6OHDmCrl27oqioqN7MDVSHRBkU+JJOLSwsDE5OTvjggw+wa9cubnlmZiamTJnS4Ha///47hg0bxr2/cuUKioqKMH/+/HppbWxsYGZmhvDwcLnllpaWiIuLa4WjIIS0ptrB7+7du5GVlYUvvviiXrr2mF7tjTfegKmpKaKjo/Huu+/iu+++Q7du3eDp6Qk3Nzf89NNPmDt3Ljw8PDBixAhkZGRgxYoVWLZsGQDq6VWk5ry9//77OH78OM6fP4+wsDDY2Nhwv+Q5Ojpi/PjxHVxS8jzq0nQSQjrGyZMnsXjxYuzYsYN7Ik+N2ndCK5KXlwddXV3ufc3E8C+99JLC9C+99BKKi4vllunq6uLZs2fNKTohpI3V9O5ZWFhg0KBBEIlEHVKO2uONeTweJBIJ+Hw+Hj9+DF9fX/j4+ODZs2dYuHBhveEX9NO8vNo9vXfv3kVeXh4CAwPh4uKCmTNnwsrKCq+++ioWL16MAQMGAKA6JKqjHl/SKR0+fBiLFi3CoUOH6gW9ytDX10dBQQH3/l//+hcAICEhoV7a4uJiPHjwgEtTo6CgoMFAmRDSOYhEImzatAlLlixp9313pvHGz7vaQe/FixfRq1cv9O/fH5MmTYKdnR3eeustfPTRR3j06BEFvaRFKPAlnc6uXbvg5eWFb7/9ttnTib366qu4d+8e93748OEYO3YsPvnkk3ppd+/eja5du+LNN9+UW37nzh2MGDGiWfsnhLSfml932nvYQGcab/y8qVsfNUGvp6cnrl27hq5du6JHjx4wNzdH9+7dsWDBAvTt2xd9+/bltqGglzQHBb6kU/H19YWvry9CQkLw+uuvNzsfZ2dnREVFyT1+Mzg4GA8ePMDKlStRVlYGmUyGXbt2YefOnThz5gwMDQ3l8oiIiMDcuXObXQZCSPvqiECoM4037sxyc3Px9OlTAEBVVRVXHxcuXEBGRgb++ecf3L17F6mpqVi1ahWio6Px4MEDTJ06FQKBAPPmzYOXlxcAGhdNWoYeYEE6jdu3b8Pa2hoaGhrQ1taut3706NGIjIxUOr9XXnkFfn5+mDNnDrZt24Zt27ZBKpWivLwcx48fR79+/eDo6IguXbqga9euWLhwIQ4ePAigeoL8iRMnIj09HTo6Oq12jISQF5dEIoG3tzeGDx/eIUMvOqtff/0Vfn5+4PF4+OKLLzB48GAA1V8UfvrpJ4wcORI6OjqwtLTEw4cP8fjxY4wcORKPHz+Grq4u/v3vf3N50fAG0lIU+JIX1pUrV7By5cpmPblt1qxZmDt3Ln14EUJUUlBQIHdjrbr79ddfMW3aNHz66aewtraGlZUVAOCXX37BW2+9hbi4OBgYGCAoKAhisRiTJ08GYwxaWlqYMWMG1qxZQ09kI62KAl9CCCGklVHPZPUjhl1dXTF//nwsXbqUWy6TyfD48WP88MMP4PP5ePfdd/Hrr7/i/Pnz2L59OwoKCrBr1y6YmJjA09OzA4+AvIhoOjNCCCGklal70AtU14FMJoOjoyNkMhl4PB54PB74fD769u2LmTNn4ueff0ZAQABu3rwJR0dHANU3K65YsQI9e/YEQF8iSOtS79H2hBBCCGkTjx49QlJSEoRCIfh8Phe81vzQPHDgQDg7O6O4uBjZ2dlyT+OsCXoB+hJBWhcFvoQQQghpVYwxmJqaolevXnj8+DEAcLPs8Hg8pKenY8+ePTA1NYWnpyfmz5+Pbdu21XuQECGtjQJfQgghhLQqHo8HQ0NDvPTSS/j4448BABoaGigtLQUAlJSU4Pfff8fTp0/Rs2dPTJo0Cc7OzhAKhR1ZbKIGKPAlhBBCSKuqGc6wdetWFBYWwtvbGwAgEAgAAO7u7ujZsydMTU0BAIMGDYKlpWXHFJaoFZrVgRBCCCFtQiKR4KuvvsJ3330HbW1tODk54bvvvsOQIUMQFBQEQP5xxYS0NQp8CSGEENJmioqKkJSUhL1796Jfv34wMDDAmjVrAFSP+9XQ0OjYAhK1QoEvIYQQQtodBb2kI1DgSwghhBBC1AINqiGEEEIIIWqBAl9CCCGEEKIWKPAlhBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CWEEEIIIWqBAl9CCCGEEKIWKPAlhBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CWEEEIIIWqBAl9CCCGEEKIWKPAlhBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CWEEEIIIWqBAl9CCCGEEKIWKPAlhBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CWEEEIIIWqBAl9CCCGEEKIWKPAlhBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CWEEEIIIWqBAl9CCCGEEKIWKPAlhBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CVy0tPTwePxIBKJIBQKMXToUMTGxnZ0sVTi6OgIbW1tiEQiiEQiODk5ya3Pzs7G9OnTIRQKMXjwYERFRTWYlyppm0PV/Pfs2YOBAwdCIBDA3Nwcn332WbP33VHn+sCBA7C2toampiY2bNggt668vBweHh7o06cPxGIxRo8ejWvXrjWYV3x8POzs7CAWi9G/f38cOXKkVcuqyvlp7LgUeRHOZUspU2fXrl0Dn8/Hli1b6q3bvn07evfujW7duuGVV15BUVERAODevXuwt7eHWCzGkCFDEBMT02RZGttPS9Vci2pefD4fu3btAqBaG16+fDlMTU0hFothYWGB8+fPN7rf1mxjhLwwGCG1nDt3jg0dOpQxxphMJmPr169ngwYN6uBSqcbBwYEFBgY2uN7V1ZV5eHiw4uJiFhISwvT19Vlubm6L09bm5ubGjh071mQ6VfL38fFhVlZW7Pbt20wqlbKbN2+yYcOGMR8fnyb3o0hHneuzZ8+ykJAQNn/+fObn5ye3TiKRsI0bN7JHjx6xqqoq9u233zIDAwNWVFSkMK9hw4axjRs3sqqqKnbz5k0mEolYUlJSk2Voi/PT2HHV9aKcy5Zqqs6qqqrYqFGj2MiRI9nmzZvl1u3du5eNGzeOPXr0iMlkMpaQkMDKyspYRUUFGzBgAPvss8+YVCplFy9eZAYGBiwnJ6fBcjS2n4Yo24bqyszMZBoaGiwtLY0xplobvn//PisrK2OMMXbjxg0mFosbPK7WbmOEvCgo8CVyNm7cyBYuXMi9Dw0NZfr6+h1YItU1FvgWFRUxTU1N9vjxY7n0R48ebVHaupT5UFQl/+zsbKajo8OSk5Pllt+7d48JBAKWlZXVZJnq6uhzvWLFiiYDRMYYMzU1Zb///rvCdSKRSK5ObGxs2A8//NBknq19fmpr6rhexHPZUg3V2YEDB9iqVauYm5ubXEAqlUqZqakpe/jwYb1t7ty5U+/YJ06cyA4fPtzg/hvaT2OaG/ju2LGDjRkzhnvf3DYcFxfHtLW1WUJCQr11bdHGCHlR0FAHIichIQHW1tYAgMzMTAQEBMDV1bXDyjNjxgzo6ekpfPn7+ze43dq1a2FoaIhJkyYhMTGRW56SkgKRSIRevXpxyywsLHDv3r16eaiStjlUyf/atWswMzODubm53PIhQ4agV69ejQ4HaEhrnOvmnh9lpaSkIC8vDwMHDlS43svLC0FBQZBKpbhx4wYyMjIwevToFu+3Zt9tcf4767lsibZoB7m5udizZw82btxYb92TJ09QUlKCM2fOwNjYGIMHD8bhw4e59YwxufSMsQbPW2P7aQuBgYFYvHgx917VNuzp6QmBQAAbGxuMHz8eFhYW9dK0RRsj5EVBgS+Rk5CQAF9fX+4Df+jQofj888+blVd8fDy++uqrFpUnNDQU+fn5Cl8fffSRwm22b9+OP//8ExkZGZg0aRKcnJy4sX8SiQRisVguvVgshkQiqZePKmkB+Q//4OBgeHp6Nvrh39Ky1NDT00NJSYnCdY1p6lxPmTIF//zzT6N5NOf8KKu0tBQLFy7E+vXroaurqzCNk5MTTpw4AW1tbdja2iIgIACmpqYK07bl+VFFR5zLmJgYODo6wt7eHtOnT0dmZiYmT54MR0dH6OrqwtHREY6OjvXyLS8vx+jRoyESifDw4cMG998W7cDb2xtr1qyBnp5evXWZmZkoKChAcnIy0tPTcfr0aXz88ce4fPkyBg8eDD09PezevRuVlZWIiIhAbGwsiouLVd5PXaq2oboSExORnJws96VElTYMAPv374dEIkFkZCQmT54MHo9XL01btDFCXhRdOroApPOQSCRIS0tDXl4exGIxdu7ciW+//RZaWlrNys/S0hLDhw9v3UIqYeTIkdz/161bh6NHj+K3337DpEmTIBKJUFhYKJe+sLAQIpGoXj6qpAWqP/xruLu7w9HREe7u7g2WU5X8zczMkJycDKlUii5d/vdnW1FRgZSUFJiZmTW4H0WUOdf//PMPjI2NVcq3tVRWVsLV1RUDBw6Er6+vwjR5eXmYPn06jh49irlz5+LevXuYOnUqLCwsuN7P2try/Kiivc9lTk4OfH19ERoaCrFYjPT0dFRUVODChQsAgDFjxjR485empiZCQkLw4YcfNu9gm+n27duIi4vDvn37FK4XCAQAAF9fXwgEAlhaWmLBggUICwvD2LFjce7cOXh5eWHr1q0YMWIE5s+fL9dzr+x+6lK1DdUVGBiImTNnckG2qm24hoaGBiZMmIA9e/bA3Nwc06ZNk1vf2m2MkBcJ9fgSTmJiInr06AE9PT3w+XysXr0aqamp3FCBhIQEjBo1CuPGjcPmzZvBGMM777yD8ePHY8aMGSgoKEBMTAxmz56NWbNm4ezZs/Dx8VGYrm5eDXFycqp3R3TNa9u2bUodF5/P5376NDc3h0QiQWZmJrf+7t27GDp0aL3tVEnbHKrkP3LkSBgYGCA4OFhueVBQEIyMjGBjY6PSvps610VFRejWrVuT+bTG+alLJpNh0aJF4PF4+PrrrxX2aAFAamoqhEIhXFxcoKGhAUtLS9ja2rbabAZtdf7b+1yGhYVh0aJFXA9gv379lA58+Hy+Ul9+WrsdxMbG4sGDB+jZsydMTExw8uRJBAQEYMmSJQCAQYMGQUtLS65t1P6/paUlYmNjkZubi59//hlpaWlyX4iV3U9rkslkCA4OxqJFi7hlLW3DUqlUYU98a7cxQl4oHTrCmHQq+/fvZ5MnT5ZbNnPmTLZ161bGGGM7d+5k3377LWOs+i7oH3/8kVv3448/su3bt7Po6Gg2ceJExhhj0dHRzNvbW2G6unm1lmfPnrELFy6wsrIyVl5eznbv3s2MjY1Zfn4+l8bFxYW9/fbbrKSkhJ0/f77RO/VVSdscquR/9epVZmxszKKjoxljjP3yyy/MyMiIXb16VeX9NnWur1+/zpYtW6ZyvsqorKxkpaWlbOnSpczb25uVlpYyqVTKrV+6dCmzt7dnpaWljeaTn5/PxGIxO3fuHJPJZOzevXvMyMiIXbx4sdXKqsr5aeq4amvPc/nJJ5+w0NDQBre3s7Nrch9ubm4sJSVF5bI1paE6Ky4uZk+fPuVe8+bNYx9++CF79uwZt+2bb77Jli9fzsrKylhSUhIzMjJily5dYowxlpCQwEpLS1lxcTHbvn07GzVqlML9K7Of1nLhwgVmaGjIKisruWWqtOH8/Hz2zTffsKKiIlZZWclOnTrFunbtym7fvq1wf63Zxgh5kVDgSzgrVqxg7733ntyyvXv3stdee40xxlhOTg7z8vJib775JgsPD2cBAQHM0tKSOTg4MDs7O/bhhx+y6Ohotn79esbY/wJfRenq5tVasrKy2KuvvspEIhF76aWX2Lhx49jNmzfrpXFycmICgYCZm5vLfchMnTqVCxiaSlvX1KlTmVAoVPiqnaeyZalt69atTCgUMg0NDdavXz/GGGP9+vVjGhoajebfkKbO9bFjx9ju3btVylNZfn5+DIDcq+bu+PT0dAaAaWtry9VfTUBT9/xEREQwKysrJhKJWJ8+fZi/v3+D+23t81O3LI0dV23tfS6//vprdujQoQa378jAV9k6UzTbwrNnz5izszMTiUSsX79+cse4Zs0apqury7p168acnZ3Z06dPuXV1z1tT+6mtOW2oxqJFi5iXl1e95Y214dplLSgoYI6OjkxXV5eJxWJmbW3Nvv/+e4X7au02RsiLhMdYndtfCWlAaWkpBAIBKioqYGdnB29vb6SmpuL9998HUD0u8+rVq4iMjMSWLVsQExODyMhIjBgxol46qVQql1dcXFxHHhqpY926dZgwYQKmTJnS0UUhLZSTkwNnZ2dujG9GRgaqqqq44Q5jxozBlStXuPSZmZno2bOnXB7u7u7w8fFpcHYNQgh5XtAYX6K04OBg2Nvbw9bWFgsXLsTs2bORmpqK8ePHY9y4cQgPD1e4naJ0dfMincv9+/fh5+eHiRMnYtq0afWmhyLPj+7du2PTpk2YNWsW7O3t4enpia5duypMK5VK692sNWfOHFy4cAFubm44ffp0O5SYEELaDvX4EkIIAQDcuHEDd+/ehYeHR0cXhRBC2gQFvoQQQgghRC3QUAdCCCGEEKIWKPAlhBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CWEEEIIIWqBAl8iJz09HTweDyKRCEKhEEOHDkVsbGxHF0tlBw4cgLW1NTQ1NbFhw4YG0127dg18Ph9btmzhlolEIrkXn8/Hrl27AADx8fGws7ODWCxG//79ceTIkUbL4ejoCG1tbS4vJyenVjk+Zcq6fPlymJqaQiwWw8LCAufPn28yv+3bt6N3797o1q0bXnnlFRQVFTWYds+ePRg4cCAEAgHMzc3x2WeftehYcnJy4OXlhd69e0MsFmPo0KHYvn07qqqqWpRvczVWF6rUE6C4nbWW7OxsTJ8+HUKhEIMHD0ZUVFSDaVuzPfbr1w86OjpcXiYmJs3Kp7Od946iqI0oex2roWq7VJUq15TmXH8Uaa12RginAx+XTDqhc+fOsaFDhzLGGJPJZGz9+vVs0KBBHVwq1Z09e5aFhISw+fPnMz8/P4Vpqqqq2KhRo9jIkSPZ5s2bFabJzMxkGhoaLC0tjTHG2LBhw9jGjRtZVVUVu3nzJhOJRCwpKanBcjg4OLDAwECVy+/m5saOHTum0jZ1y3r//n1WVlbGGGPsxo0bTCwWs5ycnAa337t3Lxs3bhx79OgRk8lkLCEhgdu+Lh8fH2ZlZcVu377NpFIpu3nzJhs2bBjz8fFRqcw1/vnnHzZw4EC2dOlSlpmZyRhjLD4+ns2cOZPJZLJm5dkSjdWFKvXEmHLtTBFl24Crqyvz8PBgxcXFLCQkhOnr67Pc3FyFaZvbHhXp27cvu3z5covy6GznvaM01EaUuY7VULVd1lDlWqPKNUXV609DWqOdEVIb9fgSOQkJCXjllVcAADweD3Z2dsjJyengUqluzpw5mDVrFvT09BpM8+WXX2LUqFF4+eWXG0wTHByM1157DWZmZgCqe8TfeOMN8Pl8WFtb4+WXX8Yff/zR2sVvlrpl/de//sU9mpbH46GiogKZmZkKt62qqsLWrVtx+PBh9OnTBzweD5aWlgofbZuTk4Pdu3fj9OnTGD58ODQ0NGBtbY2TJ09i165dyM7OVrns7777LqytrXH48GH06NEDAGBlZYUff/wRPB5P5fxaorG6UKWeaijTzppLIpHg3Llz2LhxI3R0dDBr1ixYWFggJCSkxXnzeDw8efKEe+/o6IigoKAW51tbZzrvHamhNqLMdQxQ7e+3JVS5pqiStj3aGiE1KPAlchISEmBtbQ0AyMzMREBAAFxdXTu0TDNmzICenp7Cl7+/f7PyzM3NxZ49e7Bx48ZG0wUGBmLx4sXcey8vLwQFBUEqleLGjRvIyMjA6NGjG81j7dq1MDQ0xKRJk5CYmNis8iqjblkBwNPTEwKBADY2Nhg/fjwsLCwUbvvkyROUlJTgzJkzMDY2xuDBg3H48GGFaa9duwYzMzOYm5vLLR8yZAh69eqFa9euqVTu1NRUfP/999i0aZNK2ylL1fbTWF2oUk+A8u2suVJSUiASidCrVy9umYWFBe7du9fgNu3VHpvS1ue9vTX3OtUabUTVdtkSyl5TVE1LSLvp6C5n0rkMGDCAiUQiJhQKGQD273//m5WXl3Pro6OjmYODAxs7diybNm0amzhxInNwcGBisZg5ODgwBwcHhflGRESwsWPHMgcHB7Z69WpWWVnZLsezYsUKhT8Rrlixgh04cIAxVv1Tn6KfoBMSEpi2tjZ79uwZt+zSpUusX79+TENDg2loaLDjx483uv/r16+zoqIiVlJSwgICAliPHj1YYWGhwrTTp09nurq6TFdXl2lqajKBQMC9/+STTxrdj6Ky1pBKpSwyMpLt2bOnwe2vXr3KADAPDw9WUlLCEhISWPfu3dmlS5fqpQ0ODmavvfaawnxsbGzYt99+22hZ6zp06BAbPHhwg+ujo6NZnz592Pjx4+V+qo+Ojmbe3t4q7UsZjdWFKvXEmHLtrDZV28ClS5dY37595ZZ9/PHHbMWKFQrzV6U9AmCPHz/m3tcdJtG3b18mEom48q1du7bRY6tL2fPu4ODAZsyYwYqLi1XKvzEXL15scuhAjbKyMjZq1CgmFApZSkpKq5WhhjJtpKHrWA1V22VLrjWMKXdNUSVtY22tpe2MkLqox5dwJBIJ0tLS8PjxYxQWFiIgIAC//fYbtLS0AFT/xO3r64sff/wRly5dwr59+/Dll18iJiYGFhYWiImJQUxMTL18c3JysGXLFoSFhSEmJgY9evTAwYMH2/no/uf27duIi4vDsmXLGk0XGBiImTNncj8z5uXlYfr06dixYwfKy8tx69YtrF+/Hrdu3Wowj5EjR0IkEkEgEGDdunXo1q0bfvvtN4VpQ0NDkZ+fj/z8fLz55pvYv38/9/6jjz5Sqay1aWhoYMKECYiMjERYWJjC7QUCAQDA19cXAoEAlpaWWLBggcL0ZmZmSE5OhlQqlVteUVGBlJQUbqiFsrKysuR6LBVZtGgRoqKiEBERgW+//RZxcXEq7UMVjdWFKvWkbDurTdU2IBKJUFhYKLessLAQIpFIYf6qtEdlhIeHc+XbvXu3Stsqe95jYmLg4OCAU6dONbucLaGpqYmQkBC4uLi0et7NaSOKqNIugZZdawDlrinNSduQlrQzQuqiwJdwEhMT0aNHD+jp6YHP52P16tVITU3lfg4NCwvDokWLIBaLAVTfbatMkPPTTz9h8eLF3Ifx6tWrcfbsWaXL5eTkVG/2gprXtm3bVD7O2NhYPHjwAD179oSJiQlOnjyJgIAALFmyhEsjk8kQHByMRYsWcctSU1MhFArh4uICDQ0NWFpawtbWVqVZL/h8PhhjKpe5MYrKqohUKsXDhw8Vrhs0aBC0tLTkxlU2NMZy5MiRMDAwQHBwsNzyoKAgGBkZwcbGRqXy9+nTB48fP1Yqrba2Nj744AP8+OOPSuevavtprC5UqSdl2llLmZubQyKRyI2dvHv3LoYOHarU9k21x7KyMu7/BQUFzS+oAqqcdwsLCzx58gQJCQkYNWoUxo0bh82bNwMAGGN45513MH78eMyYMQMFBQWIiYmBj48PACAyMhIbNmxAZWUlXn/9dUyePBnHjx8HUD02duHChXBwcMCsWbPqfYkAquvI2Ni4yTI25zrVWm1ElXbZmhq7pqiati3bGiG1UeBLOAkJCXIfmF27doWjoyNCQ0MBAH/99Rd3A4oqnj59Krdd165dUVFRofT24eHhkEgkCl8ff/yxwm2kUinKyspQVVUl93+gepqdhw8fIj4+HvHx8Zg1axZWrlyJTz/9lNs+KioKlZWVctM9DRo0CCUlJQgJCQFjDElJSbh8+XKD49by8/Nx8eJFlJeXo6KiAp9++iny8vIwatSoJo/5+PHjcHd3V6p+FJW1oKAAwcHBkEgkkEqlOH36NKKjo2Fvb68wj5qAfuvWrSgvL8f9+/dx8uRJTJs2rV5aPp+PY8eOYd26dVwPf3R0NNavX49jx46Bz1ftsjJz5kwUFBRg69atKCkpgUwmQ1xcHNauXaswfY8ePfD3338rnb+q7aexulClnpRpZ41Rpg2IRCLMnj0bfn5+KC0tRWhoKBITEzF79ux6aZvTHk+cOAGZTIbIyEgkJiaiqKioXk9/c6ly3q9cuQJzc3NERkZi7dq1iI6Ohre3N4Dq3svevXvjl19+wYoVK/Dll18q3N+5c+dgZWWFCxcuYNCgQQCAs2fPYuDAgYiNjcXs2bNbNC62OdepptpIY9ex2lRpl3Upe61R5Zqi6vUHaNu2RkhtFPgSTkJCAoYNGya3bMqUKVzg26NHjwbvym2Mqakp/vrrL+59eXk5N3zi/Pnz+OSTT7B69eoWlLy+LVu2QCAQ4MiRI9i6dSsEAgECAwMBADo6OjAxMeFeAoEAIpFIbphAYGAgFixYgC5dunDLdHV1cerUKfj5+UEsFsPJyQnvvfceJk6cyKVxcnLiencqKyuxfv16dO/eHSYmJjh//jzCwsKgq6ursMzN7dlWVFYej4fDhw+jV69eMDAwgL+/P4KDgzF8+HCFZQWAffv2IScnB927d8e0adOwefNmjB07tt7+tm3bhsmTJyMnJ4frmfLw8EBubi4mT56sci/8Sy+9hKioKFy5cgV9+vRB9+7dsXLlyga/UGRmZsLU1FSlfaiqsbpoqp5q6lWZdlZXc9rA/v378ddff8HAwADvvfceTp48CX19fbmyAKq3R6B6OIKxsTG2bdsGHx8f+Pj4yP0tt4Qy5z0wMBCOjo7IysqCs7Mz3N3d8euvv+Ktt97ChQsXAIAL8hwdHREQEIDc3Fy53s6aHu3U1FS8+uqrAMD9+/DhQ+4XilGjRinde9lammojjV3HAPnzq+zfb812qrazpq4ptcuizPWnrrZsa4TUxmOt/bsreWHl5OTA2dkZoaGhEIvFyMjIQFVVFczMzDBmzBhcuXKFS5uZmYmePXsCqL6gvf7664iIiIBQKMT27duhra2NVatWcelXrFiBQ4cOtfsxkc4vJiYGkZGR2LJlC8rKyuDq6go/Pz9IJBJuOWl9PB4Pjx8/bnIcblupfd5rlJaWQiAQoKKiAnZ2doiLi8O5c+eQmpqK999/H0B1gJ+UlITPPvsMR48exc6dOyGRSDBkyBAkJyfDx8cHW7ZsgVQqxbBhw3Dnzh1s3LgRX331FZ49e4YPPvhA7vpVw93dHT4+Phg4cGC71oM66Oi2RtQL9fgSpXXv3h2bNm3CrFmzYG9vD09PT4XzREqlUrmfzoyMjLB+/XpMmTIFDg4OePLkCd555x1uvb+/P95+++32OATynAoMDMSECRMwdepUzJ8/HyNGjAAAfPPNN5g4cSImTpzI/TJBXlzBwcGwt7eHra0tFi5cCACYPXs2UlNTMX78eIwbNw7h4eGwtLREVlYWpk6dipSUFADA3LlzcfPmTUyaNAlpaWkAqufJTUlJgYODA86ePYtly5bVu37VpLtw4QLc3Nxw+vTpdj1mQkjroh5f0upu3LiBu3fvwsPDo8m027ZtQ3JyMoYPH47Vq1er1aT1hHRm6toLp8r1i7QOdW1rpGNQ4EsIIYQQQtQCDXUghBBCCCFqgQJfQgghhBCiFijwJYQQQgghaoECX0IIIYQQohYo8CWEEEIIIWqBAl9CCCGEEKIWKPAlclJTU9GlSxeUlZW1et4HDhyAtbU1NDU1sWHDBoVptm/fjt69e6Nbt2545ZVXUFRUBACIj4+HnZ0dxGIx+vfvjyNHjnDbZGdnY/r06RAKhRg8eDCioqIU5n3t2jXw+fwGn/RV99GdfD4fu3btatlB19LU8S9fvhympqYQi8WwsLDA+fPnAVQ/4tnDwwN9+vSBWCzG6NGjce3aNZXyru3evXuwt7eHWCzGkCFDEBMT06zj6devn9zT+gBgw4YNWLp0abPyI4QQQtoaBb5ETkJCAgYPHgxtbe1Wz9vU1BQbNmzA66+/rnD9vn37EBERgatXr6KwsBBff/01tLS0AACLFi3ClClTkJ+fjzNnzmDt2rW4f/8+AGDlypUwMTFBdnY2duzYgXnz5iEvL08ub5lMhrVr18LGxqbB8kkkEu6VnJwMPp8PZ2fnJo/L3d0dx48fb/Hxv/fee0hPT0dhYSGOHj2KhQsXIjc3F1KplAsy8/PzsWbNGsycORMSiUTpvGtUVlZi9uzZcHFxwbNnz/D555/DxcUFubm5TZafEEIIed5R4EvkJCQkwMrKqk3ynjNnDmbNmgU9Pb1666qqqrB161YcPnwYffr0AY/Hg6WlJfdI5PT0dLzxxhvg8/mwtrbGyy+/jD/++AMSiQTnzp3Dxo0boaOjg1mzZsHCwgIhISFy+X/55ZcYNWoUXn75ZaXKGhwcjNdeew1mZmYtPu4ajR0/APzrX//ijpfH46GiogKZmZkQCoXw9fVFnz59wOfzsWDBAmhpaeHBgwdK513jwYMHePbsGVatWgUNDQ1MnDgRr7zyCs6ePaswPY/Hw5MnT7j3jo6OCAoKUu3ACSGEkE6CAl8iJzExEZaWlk2mmzFjBvT09BS+/P39Vd7vkydPUFJSgjNnzsDY2BiDBw/G4cOHufVeXl4ICgqCVCrFjRs3kJGRgdGjRyMlJQUikUjuUZcWFha4d+8e9z43Nxd79uzBxo0blS5PYGAgFi9erPJxtJSnpycEAgFsbGwwfvx4WFhY1EuTkpKCvLw8DBw4sFn7qPuwRsaYXH0RQgghLyoKfIkcZXt8Q0NDkZ+fr/D10UcfqbzfzMxMFBQUIDk5Genp6Th9+jQ+/vhjXL58GQDg5OSEEydOQFtbG7a2tggICICpqSkkEgnEYrFcXmKxWG4YgLe3N9asWdNkb2iNxMREJCcnw9XVtcE0tQP/4OBgeHp6tijwr7F//35IJBJERkZi8uTJ4PF4cutLS0uxcOFCrF+/Hrq6uirnP3jwYOjp6WH37t2orKxEREQEYmNjUVxc3KzyOjk5tfhLDyGEENJeKPAlnMLCQqSnp7fZUIfGCAQCAICvry8EAgEsLS2xYMEChIWFIS8vD9OnT8eOHTtQXl6OW7duYf369bh16xZEIhEKCwvrHYdIJAIA3L59G3FxcVi2bJnSZQkMDMTMmTMbDZRrB/5vvvkm9u/f36LAvzYNDQ1MmDABkZGRCAsL45ZXVlbC1dUVAwcOhK+vb7Py1tTUxLlz5xASEgITExN8+umnmD9/vlyPuSrCw8Nb/KWHEEIIaS8U+BLOnTt3YGBggB49ejSZ1snJqd4sCDWvbdu2qbzvQYMGQUtLS66Hs+b/qampEAqFcHFxgYaGBiwtLWFra4vY2FiYm5tDIpEgMzOT2+7u3bsYOnQoACA2NhYPHjxAz549YWJigpMnTyIgIABLlixRWA6ZTIbg4GAsWrRI5WNobVKpFA8fPgRQXa5FixaBx+Ph66+/rtcTrApLS0vExsYiNzcXP//8M9LS0jBy5MgG09ee4aOgoKDZ+yWEEEI6GgW+hJOQkIChQ4eirKyMe1VUVChMGx4eLjcLQu3Xxx9/rHAbqVSKsrIyVFVVyf0fABfYbt26FeXl5bh//z5OnjyJadOmYdCgQSgpKUFISAgYY0hKSsLly5dhYWEBkUiE2bNnw8/PD6WlpQgNDUViYiJmz54NoHqKsIcPHyI+Ph7x8fGYNWsWVq5ciU8//VRhGaOiolBZWQknJyel6+348eNwd3dvMl1jx19QUIDg4GBIJBJIpVKcPn0a0dHRsLe3BwCsWLECT58+xenTp9GlSxeV8q4rMTERZWVlKCkpwY4dOyCTyTB16tQGy33ixAnIZDJERkYiMTERRUVFkEqlStQMIYQQ0skwQv5r+fLlDIDca86cOa2Wv5+fX738jx07xq1/9uwZc3Z2ZiKRiPXr148dOnSIWxcREcGsrKyYSCRiffr0Yf7+/ty6rKws5uTkxAQCATM3N2cXL15ssAxubm5s8+bN3PupU6eyrVu3cu8XLVrEvLy8mjyWqVOnMqFQqPBVOz9lj7+goIA5OjoyXV1dJhaLmbW1Nfv+++8ZY4ylp6czAExbW1tuP5cuXVIq77rHuGbNGqarq8u6devGnJ2d2dOnTxs8TgBsxYoVrHv37mzcuHHM19eX6evrs0ePHrG+ffuyy5cv1zvGt99+u8n6I4QQQjoCj7E6t3gTQsh/8Xg8PH78uNljgAkhhJDOhIY6EEIIIYQQtUCBLyGEEEIIUQv175IhhJD/opFQhBBCXiTU40sIIYQQQtQCBb6EEEIIIUQtUOBLCCGEEELUAgW+hBBCCCFELVDgSwghhBBC1AIFvoQQQgghRC1Q4EsIIYQQQtQCBb6EEEIIIUQtUOBLCCGEEELUAgW+hBBCCCFELVDgSwghhBBC1AIFvoQQQgghRC38P/wp1MsWuo35AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.9 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 126.8 ± 6.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 381.3 ± 9.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 158.0 ± 3.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 255.8 ± 8.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 16341.1 ± 863.7 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2049.0 ± 687117.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 10916.9 ± 691475.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 63.8 ± 12078.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 32.5 ± 11323.8 $\\mathrm{\\mu F}$   \n",
      "$L$ = 28098564.0 ± 3863661522373.8 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 106.8 ± 5.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 180.2 ± 5.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 149.0 ± 3.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 298.0 ± 16.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 15520.3 ± 784.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 14578.9 ± 496.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 72140.3 ± 2510.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 16.6 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 5.1 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.5 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2181.0 ± 704219.2 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 12496.4 ± 686891.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 63.6 ± 11521.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 30.8 ± 10369.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 31380704.1 ± 4666745609231.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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7du3iscceY8qUKXz44Ye4ubmxatWqHBM773zNslZAufPcnQmzJXn5Gdi4cSM///wz8fHxuLm5AcbJg+vWrWPBggVmKy3kpmbNmvn+3WjSpAlNmjRh3LhxbNu2jQceeIBly5aZDSmoXbs2YExCL1++zNSpU63+h9XGxobWrVtz/PhxALy8vLCxseHy5ctm9Sz9DmR/jbPeRyydy75qSHh4OM8++yxLliyhd+/erF27luXLl+frNcjSo0cPzp49y2+//caGDRvo1asX4eHhpgl0Q4cOpV27dpw/f54///yT9PR0HnnkkQLdS4jySsb4inLJycmJevXqERgYaDUxyq5ly5ZcvnwZrVZLvXr1zI7sKwoYDAZ2795tehwbG8uFCxdy9LDs3r2b6OhoRo0aVXRPKh8aN24MQHJycp7qP/fccyxdupSNGzfSsGHDPN+ndu3a+Pr6sm7dOtO51NRUtm7dWqhxzSNGjGDz5s08+eSTFstr1Khh+v4EBgZarNO0aVOGDRuWY5zuf//9x5EjR3jttdfo2rUrjRo14vr162RkZJjqDBgwAJ1Ox//93//laHfFihWcOHGiWFZ2OHDggNmye7t27cLOzo66devSuHFj7O3tOXv2bI6f0azXYPv27dSoUYM33niDe++9l6CgIM6ePVvkcWaXl5+BrJUUtFrzPylarTbH0nDFKS+/FwaDgbS0NKvlSin279+Pn58fAHZ2drRq1crs+QOsW7euSMb2V6lShUGDBvHVV1+xcOFCvL29ra733KJFCy5evMjhw4ettufl5cXjjz/OwoUL+eqrr/jmm29Mz7dNmzbUq1ePpUuXsnjxYvr27ZtjiTghKjrp8RWVQteuXQkJCaFv3768++67NGzYkEuXLrFmzRq6du3KAw88ABg/Dhw/fjwff/wxjo6OPP/88wQHB+cY5jB37lyCgoIKtIarUopLly7lOO/t7W1x+EFoaCiDBg2idevWeHp6EhMTw2uvvUbDhg2tfuSZ3bhx41i0aBFRUVG4u7ub7u3s7HzXP3oajYbx48fz1ltv0bBhQ+rXr8/MmTNxdnY2W2M0NjaW+Ph4U89t1lCOevXqWbzHsGHD6N27t6l3sKCmT59O/fr1AUwfkbu7u+Pl5cW8efPw9/fn/PnzvPTSS9ja3n678/f35/333+e5557Dzs6O4cOH4+TkxLp163j55Zd59NFHCQ8PL1RslmRkZPDkk08yefJkLly4wMSJExk1apTpE4oXX3yRF198EaUUHTp0MH08r9Vqeeqpp6hfvz7nz59n8eLFtGvXjt9//z3P6zkXVF5+Btq1a4eHhwdPPPEEkydPxtHRkXnz5nHq1Kl8bdrx33//5fjdcHV1xdHRMUfdMWPGUL16dTp37kzNmjW5ePEiM2fOxMnJyTQR7dNPP6V27do0aNAAgD/++IP33nuPsWPHmtqZNm0abdu2JSgoiKSkJD755BP279/PF198YaozYcIEHn/8cdq0aUNISAhffvklFy5cYPTo0Xl/IXMxYsQI5s6dy+nTpxk1apTpZ3X37t0MGzaMb7/9ljZt2tClSxfuu+8++vfvz4cffkj9+vU5ceIEN27cICwsjMmTJ9OyZUuCg4PJyMjgp59+ok6dOmZDqYYMGcL8+fM5c+YMP/30U5HEL0S5UrpDjIXIP0vLmWWXtZzTnZKSktSzzz6ratSooXQ6napZs6Z69NFH1YkTJ5RStyfPREVFqXr16ik7OzvVoUMHdfz48RztVKlSxTQpLj+yJrdZOrLuc+fze+utt1RISIjy9PRU9vb2KjAwUI0cOVLFxsbm6Z7W7jdlypQ8XW8wGNSUKVNMyyd16NBBHThwwKzO8OHDLd5j06ZNSqm7L1eV38lt2b388ssKMJuotWHDBhUcHKzs7e1VcHCwWrNmjapSpYpasGCB2bW//PKLCg0NVc7Ozsre3l41bdpUffTRRzmW+aIIlzObNm2a8vb2VlWqVFHDhg1TN27cMNUxGAzqk08+UY0aNVJ2dnbKy8tLde3a1Wwy48SJE5WXl5eqUqWK6tevn5o9e7bZhEJLP/+W4nz00UdV//798xR7Xn4G9uzZo7p166Y8PDxU1apVVZs2bdTq1avz1H7W99bSkbWU352T25YvX6569eqlqlevruzs7JSvr6/q1auX2dKCH374oWrcuLFycnJSLi4uqkWLFurzzz83+/6OHz9eBQQEKDs7O+Xt7a26detmcVLe559/rgIDA5WdnZ1q2bJljslud/6MZC3xlvU7oJRShw8fVkCO104ppZo2baoAdfToUdO5rMlw2dtISEhQI0eOVF5eXsre3l41atRI/fDDD0oppWbOnKkaN26sHB0dlbu7u+rRo0eOiXAnT55UgPLx8VF6vd7i90OIikyjVBGt7C9EObdw4UKeeeaZPA8fEEIIIUT5ImN8hRBCCCFEpSCJrxBFKDg42DR29s5j8eLFRX6/2NhYq/dzdna+65aqW7duzfV6kXe5vY6WVp4oK0riZ2D06NFW2y+qcbJCCJEXMtRBiCJ09uxZsx3ksqtWrZrVNUkLKiMjI8dSYNnVqlXLbFLXnW7evMn58+etlud3aanK7MSJE1bLatSoYXGCVllQEj8DcXFxJCUlWSxzcXExW1lFCCGKkyS+QgghhBCiUpChDkIIIYQQolKQxFeISqZLly5oNJocR8+ePYvlfn/88Qd9+vShRo0aaDQaFi5cmKfrPv/8c5o1a4aLiwsuLi60a9cux/bGb7/9Nvfeey8uLi54e3vTu3dvDh48WAzP4u5mz55N7dq1cXBwoFWrVnke13u36+72HKdOnZrje3m3XfX69OlDly5dLJYdPnwYjUbD2rVr8xR/YUVERJjitrW1JSAggDFjxpCQkJCjnqU1gf/66y80Go1pyE/29rIfbdu2LYmnI4Qo4yTxFaKS+fvvv3nzzTe5ePGi2fH9998Xy/2Sk5Np0qSJaVOQvKpZsyazZs3i77//5q+//qJz586EhYWxf/9+U53NmzczduxYduzYwcaNG7G1taVr167Ex8fn+T4RERFMnTo1P08phx9++IHnnnuO1157jX379tG+fXt69Ohx18mFebkuL8+xQYMGZt/LAwcO5HrfESNGsGnTJovjw7/66isCAwNzbNpSnLp27crFixc5c+YM8+fP5+effzbbZKKg7WU/fv311yKMWAhRbpXmIsJCiJJ14sQJBaht27aVyv0tbSKRH+7u7urLL7+0Wn79+nWl1WrVqlWr8tzm8OHD87yZhzVt2rRRI0eONDtXr149NXHixCK/7s7naG3Dltzo9Xrl6+urJk+ebHY+PT1d+fj4qGnTplm8bs6cOcrHx0dlZGSYnR80aJDq3bu3UkqpLVu2qPvuu09VqVJFubi4qHvvvdfihg1ZLG1IM2HCBOXh4XHXekoZN84A1OnTp3OtJ4QQSiklPb5CVCJ79+7FxsaGFi1a5Pmat956K9flrkpiua7MzEy+//57kpOTad++vdV6169fx2Aw4O7uXqzxZJeens7evXtN2+Rm6datGzt27Cjy6yw9x1OnTlG9enVq167NY489xqlTp3KN2dbWluHDh7Nw4UIMBoPp/M8//8zVq1d54oknLF4XHh5OYmIi69atM51LTk5m5cqVDB06lIyMDPr27cv9999PdHQ0f/75J+PHj7e4Fbc1p06dYs2aNeh0ujxfI4QQeWV9nSMhRIWzd+9eMjMzcywf1aNHDyIjIy1eM3r0aAYOHJhruzVq1CiyGLM7cOAA7dq1IzU1FWdnZ1asWEHTpk2t1n/uuedo3rw57dq1K5Z4LLl69SqZmZlUq1bN7Hy1atVYv359kV9353O87777WLhwIQ0bNiQuLo6ZM2fSvn17Dh06hKenp9V2RowYwaxZs1i/fr0p+f7qq6/o1q0b/v7+Fq9xd3enZ8+eLF68mIceegiAqKgobG1t6dOnD0lJSVy7do3evXtTt25dABo2bGg1hixr1qzB2dmZzMxMUlNTAfjggw+s1ssue+KeW71x48Yxa9asu8YihKjYJPEVohL5+++/6d+/P++8847ZeVdXV6vXeHh44OHhUdyhWdSgQQP++ecfEhMT+fHHHxk+fDibN2+mSZMmOepOmDCBbdu2sW3btlx7GN966y3eeust0+O0tDQ0Gg3vvfee6dxvv/3GAw88kOPaxYsX8/TTT5vVy0rwSoKl59ijRw+zOm3btqVOnTp88803TJgwwWpbQUFBdOzYka+//ppu3bpx4cIFfv/997uO9R46dCjDhw8nJSUFJycnFi9eTP/+/XFwcMDBwYGIiAi6d+9Oly5d6NKlCwMGDCAgICDXNjt06MDcuXO5efMm8+bN4+TJkzz77LNW62V38OBB+vXrd9d6bm5uucYghKgcJPEVohL5+++/mTRpUr42JbgzUbTEWqJYWHZ2dqZYW7VqxZ49e/jwww/56quvzOo9//zzfP/992zatIk6derk2uadPdivvPIKNWrUMEu0rPVg9+nTh/vuu8+sno2NDTY2Nly+fNms7uXLl3NdXcHLyytf1+X1OTo7OxMcHMzx48et1skyYsQIRo0aRXx8PAsXLsTDw4O+ffvmek2vXr2wtbVl5cqVdOnShfXr1/P777+byhcsWMD48eNZs2YNq1at4vXXXycqKoru3btbbdPJycn0ff7kk0/o1KkTM2bMyDHpMHu9LNeuXcu1PSGEyE4SXyEqidOnTxMfH5+v8b1QukMd7mQwGEhLSzM799xzz/HDDz+wadOmPH2sfmcPdtWqVfHw8MhTolS1alWLu++1atWKdevWER4ebjq3bt06+vfvb7UtOzu7PF+Xn+eYmprKkSNH6NSp012fz4ABA/jf//7Hd999x9dff82wYcPuOrbW3t6e8PBwFi9ezNWrV/H19SU0NNSszj333MM999zDK6+8Qo8ePfjmm29yTXzvNGXKFHr06MFTTz1F9erV83ydEELcjSS+QlQSe/fuBcDX15dLly6ZlXl5eVnd2riwQx2Sk5NN2/kaDAZiY2P5559/8PDwMH0E/tlnn/HZZ59x5MgR03UTJ06kV69e+Pv7c/36dZYsWcLmzZvN1vIdN24cixYtIioqCnd3d9Pzypp0V1ImTJjA448/Tps2bQgJCeHLL7/kwoULjB492lTH0nPMy3V3e44vvvgivXv3JiAggLi4OGbMmMGNGzcYPnz4XeN2dHRk8ODBTJ06lYSEBEaMGJGn5zt06FC6dOnC6dOnGTRoEFqtcZ706dOnmTNnjmnd5lOnTrF//37GjBmTp3azhIaG0rhxY2bOnMns2bPzdS0Yh6/c+TNuY2ODt7d3vtsSQlQwpb2shBCiZEycOFEBOQ6NRqMSEhKK7b6bNm2yeN/hw4eb6kyZMkXd+XY0fPhwFRAQoOzs7JS3t7fq0qWLWrNmjVkdS+0C+VqerCiWM1NKqc8//1wFBgYqOzs71bJlS7VlyxazckvPMS/X3e05Pvroo8rPz0/pdDpVvXp19cgjj6hDhw7lOe69e/cqQLVv3z7P1xgMBhUYGKgAFR0dbTp/6dIl1a9fP1W9enVlZ2en/P391UsvvaTS09OttmVt+bHFixcrOzs7debMmVzrWVrOzNLrVaNGjTw/PyFExaVRSqniT6+FEEIIIYQoXbKOrxBCCCGEqBQk8RVCCCGEEJWCJL5CCCGEEKJSkMRXCCGEEEJUCpL4CiGEEEKISkESXyGEEEIIUSlI4iuEEEIIISoFSXyFEEIIIUSlIImvEEIIIYSoFCTxFUIIIYQQlYIkvkIIIYQQolKQxFcIIYQQQlQKkvgKIYQQQohKQRJfIYQQQghRKUjiK4QQQgghKgVJfIUQQgghRKUgia8QQgghhKgUJPEVQgghhBCVgiS+QgghhBCiUpDEVwghhBBCVAqS+JZz//vf/5g6dWqudbZu3YqzszOZmZklE1Q+1KxZk4ULF5Z2GEIIkW95ef8tSyIiIhg6dGih2ijLf0+EyAtJfMuBBQsWoNFomDhxYo6yN954g48++ojz589bvf6BBx4gOTkZGxub4gxTFLGpU6dy//33l3YYQlRKoaGh2NnZ4ezsjLOzMzVq1OCZZ57h5s2bpjp5ef8tzywlyvL3RJR3kviWA7Nnz8bT05Ovv/6atLQ0szIfHx+6devG7NmzSyk6UZqUUmRkZJR2GEJUSC+//DLJyckkJyezfft2NmzYwPTp003lpfH+m56enuNcZmYmBoOhxGIQojyTxLeM27NnD3/99RffffcdiYmJREZG5qjz0EMP8dNPP1ltY/PmzWg0GlOClNWTOHnyZPz8/HBxceHll18mISGBRx99FFdXV2rVqsXKlStNbSxcuJCaNWvy8ccfU7NmTTw9PXnyySdJTk421bl27RpjxowhMDAQT09PevbsyalTp0zlycnJjBgxAk9PT2rUqMHHH39sFmdqairh4eHUqFGDqlWr0qBBAz7//HOzOrVq1WL69On07NmTqlWrUrduXVasWGFW55dffqFt27a4u7vj6enJgAEDTGXnz59n8ODB1KhRAx8fHwYNGsSVK1esvnabNm2idevWuLq64unpSUhICAkJCYCxN2TgwIGMHDkSNzc3AgICePfdd82uP3LkCA8//DDVqlWjRo0ajB07lhs3bpjK4+PjGTt2LLVr16Zq1ao0bNiQ33//ncWLF/PWW2+xc+dOU4/T1q1bOXPmDBqNhq+++op77rkHJycn/vrrL4s9M6GhoUyaNMn0WKPR8PHHH9OuXTuqVKnCPffcw4EDB4iMjKRBgwa4uLgwYMAAs++pEMKoVq1aPPTQQ+zfv9/s/N3efwF27txJ586d8fLywsPDg06dOpl6js+fP8/AgQOpVq0a1apV49FHH+XChQuma7PeZ8aMGYO3tzd9+/Y1vad///331K9fHycnJ+Li4u76HnynyZMnU79+fapWrYq/vz//+9//SElJAeCtt95i8eLF/PDDD6b3oNjY2Bx/TzIzM/m///s/6tevj6urK61bt+a3334z3SOr/o8//mi614MPPlhhe8lFOaBEmRYREaGaN2+ulFLq0UcfVe3atctRZ8+ePQpQ169ft9jGpk2bFKD0er1SSqkpU6YoW1tb9dFHH6n09HS1e/duZWtrq1q1aqX++OMPlZmZqd5//33l7u6ubty4oZRSasGCBcrGxkZFRESo5ORk9e+//6rWrVurkSNHKqWUMhgMKjQ0VA0ePFj9999/KjU1Vb388suqUaNGKj09XSml1KhRo1SLFi3UuXPnVHJysoqIiFA2NjZqwYIFSimlUlJS1Ndff60SEhJUZmamWr16tbKzs1Nr1qwxPZfAwEDl7++v9u7da4qzatWqKjExUSml1Nq1a5WDg4NatmyZSktLUzdv3lTr169XSimVmpqqGjRooF544QWVnJysrl+/roYOHaq6du1q9fWvXr26+vrrr5XBYFBpaWlqx44dKjk5WSml1PDhw5Wtra368ssvVXp6utq5c6dyd3dX3333nVJKqStXrigvLy/1wQcfqNTUVHXlyhXVpUsXs9fsgQceUD169FBnz55VBoNBnTx5Uh06dMj0fQoJCTGL5/Tp0wpQ7du3V7GxsSojI0Olpqaq4cOHqyFDhpjV7dixo3r99ddNjwHVvHlzderUKZWWlqbCw8NVnTp1VEREhEpKSlKXLl1SderUUW+99ZbV10OIyuLO358TJ06oBg0aqHfeeces3t3efw8ePKgcHBzUZ599pm7cuKHS0tLUpk2bVGpqqsrIyFDNmzdXjz32mLp27ZpKSEhQ4eHhqlWrViojI0Mpdft95quvvlLp6enqxo0bpvf0sLAwdfXqVVNbd3sPvvN94ttvvzW99xw8eFDVrVtXTZw40VRu6X3lzr8n7733nqpRo4bau3ev0uv1aunSpUqn06m9e/ea1R88eLC6du2aunbtmmrfvr0aNmxYQb81QhSKJL5lWHx8vHJ0dFSzZ89WSim1YcMGBah//vnHrN6xY8cUoM6ePWuxHUuJb506dczqNG/eXD311FOmx1evXjW714IFC5RWq1XXrl0z1fn111+VTqdTGRkZau/evUqn05m9+WdkZCgHBwe1detWlZmZqezt7dWqVatM5deuXVMajcaU+FrSp08fNWHCBNPjwMBANW3aNNPj5ORkBahdu3YppZTq1auXGjdunMW2li9frqpXr64MBoPp3L///qsAde7cOYvX1KpVS73++uvq33//zVE2fPhw1bJlS7NzL7/8surcubNSSqn3339ftW3b1qx827Ztys7OTmVkZKg9e/YojUaj4uLiLN47t8Q3+38GsmLJS+L77bffmh5HRUUpQF24cMF07plnnlFhYWEW4xGiMunYsaOyt7dXrq6uqkqVKgpQDzzwgEpKSjKrd7f333HjxqlevXpZLNuxY4fSaDQqPj7edO7q1atKo9GonTt3KqWMv9t3vo9kvacfOXLEdO5u78FZbd35PpHdBx98YPaelpfEt379+uqjjz4yq9OnTx/19NNPm9XP/vp89tlnqmHDhlbjEKI4yVCHMixrUtuQIUMA6NSpE/Xq1csxniwxMREADw+PPLft5+dn9rhKlSpm56pUqQLA9evXTefc3d1xdXU1Pa5duzZ6vZ7Lly9z/PhxMjIyqFmzJm5ubri5ueHp6QnAuXPnuHLlCmlpadSuXdt0vaurq1nMaWlpvPjii6aPzNzc3Pjtt9+Ii4szi7V69epW4zx9+jQNGjSw+JyPHz/O5cuXcXd3N8UYHByMvb09sbGxFq9ZtWoVp06dolWrVtSrV48pU6aYjanN/nyyHp87d850v71795ru5ebmRs+ePdFoNFy6dInTp0/j7u6Ot7e3xXvn5s775pWl7/Gd57J/z4WozF588UWuXbtGcnIycXFxVKtWje7du5vVudv7b27vSefOncPDwwN3d3fTOU9PT9zd3c3ek6z9vmc/f7f3YEvmzJlDy5Yt8fT0xNXVlddffz3H++3dnDt3jrp165qdq1evXo731Dvft+V9RpQW29IOQFimlOLLL78kPT2d+vXrm84nJiayePFi/u///g8XFxcADhw4QIMGDXB2di7WmBISEkhMTDQlv2fOnEGn01GtWjV8fX2xs7PjypUr6HS6HNcaDAbs7e05c+YMTZo0MT2XrPGyAB988AE///wzP//8M0FBQWi1Wvr27YtSKs8x1qpVi2PHjlks8/X1JTAwkJMnT+a5vaZNm7JkyRIA/vnnH7p3707NmjUZNWqU6TXI7syZM9SsWdN0v/vvv5+NGzdajTUhIYGrV6/i5eWVo1yrtf7/0jvLqlatyr///mt2Lvs4QSFE4Xh7ezN8+HB69+7Nf//9Z0oq7/b+m9t7kr+/PwkJCSQkJJiS3/j4eBISEggICDDVs/ZekP383d6D77Rz506eeeYZ1q5dy/33349Op+PDDz/k/fffv+t973wOd76nnjx50ix+IcoS6fEto9atW8fx48dZu3Yt//zzj+nImljxzTffmOquWbOGfv36FXtMGo2GF154gRs3bnDhwgWmTJnC448/jo2NDffffz9NmjRhzJgxph6DhIQEli9fTkpKClqtlqFDhzJ16lTOnz/PjRs3eOGFF9BoNKb2ExMTsbe3x9vbG4PBQGRkJGvXrs1XjM899xxfffUVy5cvJz09ndTUVDZs2ADAI488gl6v54033jD10sTFxfHDDz9YbCs9PZ0FCxaYJr+5urpiY2ODre3t/y9GR0czf/58MjIy2L17N/PmzeOJJ54A4IknnmDfvn3Mnj2blJQUlFKcO3eOqKgoAFq3bk379u154oknTEnr6dOnOXz4MGD8QxYbG0tqaupdn3fr1q3ZtGkTR44cQa/X89FHH3H69Ol8vXZCCOsSEhJYtGgR/v7+pqQX7v7+O2bMGNatW8eXX37JzZs30ev1bNmyhbS0NNq0aUOTJk145plnSEpKIjExkXHjxtG8eXPuvffefMV3t/fgOyUmJmJjY4O3tzc6nY6///6bzz77zKyOr68vJ0+ezHXN3pEjR/Lee+/xzz//kJGRwbJly/j1118ZOXJkvuIXoqRI4ltGffHFF3Tt2pVOnTrh6+trOoKCghg5ciRffPEFAFeuXOH3339n3LhxxR6Tr68vTZs2pX79+jRp0oRGjRrx0UcfAWBjY8O6detwcnLivvvuo2rVqtxzzz2sWLHClNx++OGHNG3a1NRG06ZN8fX1NbX/4osv4u/vT2BgINWrV2fDhg2EhYXlK8Zu3bqxdOlS3nnnHby9valZsyZz5swBjL2iO3fuJDY2lqZNm+Li4kL79u35448/rLb3448/EhwcTJUqVejYsSMREREMHz7cVN6vXz927dqFl5cX/fv358UXXzStrhAQEMDOnTtZt24ddevWxc3Nje7du3PgwAHA+B+JlStX4ufnR7t27ahatSo9e/Y0fSz56KOP0qBBA6pXr46bmxvbtm2zGueQIUN47LHHaN++Pf7+/ly7do2QkJB8vXZCCHPvvvuuaUWD+vXrk5KSYrZiQV7ef5s0acL69etZunQp1atXp1q1akyfPh2DwYCNjQ2rV68mLS2NevXqERQUREZGBqtWrcr3Orl5eQ/Orlu3bowePZrQ0FBcXV157bXXzN7bAJ566ikAvLy8cHNzszgkbMKECYwbN44BAwbg4eHBrFmz+Omnn2jdunW+4heipGhUfj5HFmXOs88+i7u7O9OmTSvW+yxcuJBJkybl+Di9MouIiCAjI4PvvvuutEMRQpSCknr/FUIUHRnjW8598sknpR2CEEJUSvL+K0T5I0MdhBBCCCFEpSBDHYQQQgghRKUgPb5CCCGEEKJSkMRXCCGEEEJUCpL4CiGEEEKISkESXyGEEEIIUSlI4iuEEEIIISoFWcfXAl9fX27cuCF7jQtRSmJjY6lSpQqXLl0q7VAqBXnPE6J0yXteyZHE14IbN26g1+tLO4wilZSUxL///kstDw+cvLzg2DFjgZcX+PgAkJmZycULF+D6dXBxwc/PL9/bZpZXmZmZxMfHmx57eHjIcy9Fer2eGzdulGoMlcmNGzdIT0+nsKtbZmRkkJCQYHrs7u6OrW3B/8xcOnyiUPEAGFCkYTA9tkeLlpxb+OZHgkOVwoYFygAZ6bcf29qBppQ/hC2LMUHliCstpWhiEnclia8FWb0ehw4dKuVIis7mzZvp1KkTT44fzxtBQTBokLHgxx+hY0fA+HybNGliPJ+UxI4dOwgODi6liEuW2XMHNm3aJM+9FJX2/SubgIAAlFL8vXdvodqJiYmhVevWpse/r1lD48aNC9zeeKdGhYoHIJ50IrloetybanhgV6g2v27YubBhoW4mkHE0yvTYtt5DaBzdC91uYZTFmKByxKU/soKAgOpFFJnITRn4L5MoCSEhIfj6+jJ//nwM69cbTzo6Qtu2pjoVrZdbCCGEECI7SXwrCZ1Ox9ixY4mNjeXqDz8YT95/P9jbA8akd/LkyaUYoRBCCCFE8ZKhDpXIxIkTOb1pEz6bNgGwAbi0eDEnT57kq6++IjY2tnQDFEIIIYQoRtLjW4nodDrmZo3tBV5Zt46hQ4cyZcoU9Ho9//vf/0oxOiGEEEKI4iU9vpWM7ebNACg3N9778UfiExPx8PAgJCSEY8eO8emnn5ZugEIIIYQQxUQS38pEKdi4EQBNaCihXbqYFXt7ezNlyhSzx5WFPPfK+dxF0fLy8uL1114ze1zaHLGhFa5mj8sEWwe01ZqbPS51ZTEmkLhEkdKowi7cWAFlLaVUkZYzAyAmBrKWifr0U3jmmdKNRwgrKuzvYBkVHBxcJMuZFbWiWM6sOHzdvPDLmQmRnf7IChrXqS7veSVAxvhWJhs23P66s7xxCyGEEKJykcS3MslKfP38oFHZ7EkRQgghhCgukvhWFpmZcGtiG507g6ZwW3YKIYQQQpQ3kvhWVJGRkH0ntr//hsRE49edOxvLIiNLJzYhhChm18h9J8q7lRcXlZpYqPLiUBZjyst9JS5REJL4VkSRkTBwIAwZcjv5vbWaAwAdOhjLBg6U5FcIUeH8xTUiucBZUiyWnyWFSC7wF9dKNK7Mi/vIOBqFIfGcxXJD4jkyjkaReXFfpY5J4hLFSRLfiigsDMLDjUntkCHoU1KI//FHAG76+WGYONFYFh5urCuEEBXENfTsIxEDsJYrOZLfs6SwlisYgH0klljPr0pNxBC3H5SBzDMbcyROhsRzZJ7ZCMqAIW5/ifQalsWYJC5R3CTxrYh0Oli8GEP//hAZye8eHjj89RcAFy5eRLt8OTHBwegXLjTWFUJUOCdPnsTW1pbU1NTSDqVEuaGjG95oIUfymz3p1QLd8MaNknkP1Di4YlOrM2i0ORKn7AkTGi02tTqjcXC9S4sVMyaJSxQ32cCigtID/W/cYCgwMC3NdL4usNrJiX6HDtF94EBWrFiBTpJfISqc6OhoGjRogIND3hbVz8jIICYmxmKZl5cXPj4+RRlesQrEiW54m5LctVyhIc4cIdks6Q3EqUTj0rr6Q63OpgQp88xGlEcQhvjjZgmT1tW/UsdUkeNS+puQYeE/o4ZMMjMzizl6AdLjW2G98847/LxmDWuGDkXVr3+7oGdPul+5wuBhw/jll1+YNWtW6QUphCg20dHR3HPPPXmun5CQQKvWrS0ec+fOLcZIi0dW8pvV8xtTyklvFq2rv1mvoeG/o6WayJXVmCpqXIarR8g4GpXjIP068fHxJfckKjFJfCsgvV7P7NmzCQgIYM6cOWiy/zLZ26PT6Zg/fz4BAQHMnj0bvb50ZjcLIYrP/v37adasWWmHUaoCcaIhzmbnGuJcaklvFq2rP1qPIPNzHkGllshB2YwJJC5R9CTxrYC2b9/OpUuXeOqJJ9ANGwZXrxoLateGFStgyBB0wMiRI7l48SLbt28v1XiFEEUvvz2+FdFZUjhCstm5IyRbXe2hpBgSzxk/Gs9+Lv641ZUCSkJZjAkkrpLyxRdf0LJlS3Q6HVOnTrVaz2AwMH78eNzc3KhWrRoffvhhyQVZRGSMbwUUHx+PLTB0zRr488/bBdOnw6pVpiXM6vbqZaovhKg4kpKSOHPmTL4SX3d3d35fs8ZimZeXV1GFVmLunMiWfYzvWq6U2nCHOydBabOND808sxFK4SP8shhTRY1L69UQrVutHOczTm/Aw8Oj0LHFxcVx5coVi2Xe3t5Wx+r7+fkxdepUlixZkmv7X375JZs3b+bYsWMkJiYSGhpKs2bN6NKlS6FjLymS+FZAni4uLAYC//wTmjaFAweMBZ06waOPGr+OjKR5TAy2UCS/bEKIsuPAgQN4enpSvXr1PF9ja2tL48aNizGqkmNp9YZAnAjA0WzCW0knv5Zm/mtd/dG4+JtNlirJhK4sxlSR49LoHEHnmLNhrQ02NjYFiqlPnz6cPHkSgCtXrlhNfOvXr8/Ro0ctloXdWtr0119/zfVeixYt4sUXX8THxwcfHx9GjRrFt99+W64SXxnqUAGFXLnCQIyrNxj8/Iwn69SBGjXMljprfOgQT7i5ERISUqrxCiGKVnR0NMHBwaSmppqO9PT00g6rRFxDbzHphZwT3tZypUTX8bWUMEHOyVKZZzaW2Dq+ZS0miSv/Tp48SczhI8ScusCV+OtW6yUkJBT6XjExMWZzB5o2bcqhQ4cK3W5JksS3ArIdNIgfBw6kf0oKqZs2GU8+8ICpXA+McHAgHAh44QVZzkyICiY6OpotW7bg6OhoOh7N+rSngnNDRwtcra7ekD35bYFria7jq/VpZnXmf/bESevTrMTW8S1rMUlcBYzN3gW7xgPQejcq1vskJyfj4uJieuzi4kJycnIuV5Q9MtShgur73Xc8deECTtu2AbAqMZHrixdz8uRJvvrqK2JjY+nVqxevvPJKKUcqhChqc+bMYc6cOaUdRqlpjRv1qGI1qQ3EiXCql1jSm8XGrwVa9zpWEyKtqz+aBmElmjCVxZgkrgLQaNDa2qHzuwfl1SBHsf74r0UyrNHZ2ZmkpCTT46SkJJydnXO5ouyRxLeC0ul0fPTII3Ar8X0hKooTUVGAcRD7jBkzeOWVV6S3VwhRId0tqS3ppDfL3RKi0tjtqyzGlJf7Slxmd0WjtUFjXxXsq+Yo1WttCzyGOLvGjRtz4MAB03CHgwcPEhwcXOh2S5IkvhWYzY4dAKhq1Zi3dCnxCQl4eHgQEhIiCa8QQghRQWg0Gmx0drmW5yYjI4OMjAwyMzPJyMggNTUVnU6XI1keOnQo7733Ht26dSMxMZF58+bxzTffFMlzKCmS+FZUSsHWrQBoOnQgtFOnUg5ICCGEEMVFoy14j+7MmTOZNm2a6fGbb77JggULqFu3Lj169DCN4x0zZgzHjx8nKCgIOzs7Jk6cWK5WdABJfCuu48fh8mXj19kmtgkhhBCigtFo0Nrm8knuXXp8p06danXjiuyT17RaLR999BEfffRRAYIsGyTxrahu9fYCkvgKIYQQFZrmLj2+uSe+lYkkvhVVVuLr6mrcxEIIIYQQFVZhhjpUJpL4VlR//GH8NyQEimAmpxBCCCHKJo1Gg7YQk9sqkzK3gcUXX3xBy5Yt0el0ZuNNNm/ejFarxdnZ2XRszfZx/smTJwkJCcHJyYmWLVsSHR1tKjMYDIwfPx43NzeqVavGhx9+WJJPqeSdPw+nTxu/7tChdGMRQgghRPHS3FrOzMpxtzG+lUmZ6/H18/Nj6tSpLFmyJEdZnTp1OHHihMXrBg0aRI8ePdiwYQMLFiygX79+HDt2DFtbW7788ks2b97MsWPHSExMJDQ0lGbNmuU6EzEzM9PqNnze3t74+PgU7AkWh8hICAsDnQ69Xs/xOXNofKsoo107bPV6iIqC8PBSDFKInOLi4izuK5+WloatbZl7exJCiDJKg42t9R5fGeN7W5n7yxIWFgbAr7/+mudrjh49SkxMDFu3bsXe3p4xY8Ywa9Ystm7dSqdOnVi0aBEvvvgiPj4++Pj4MGrUKL799ttcE9/4+HiaNGlisWzKlClWZz+WuMhIGDgQQ//+vN2kCZ/NmcMbly7RGLgJNBk4kJ+9vGh86BAsWybJryhTZs+ebbaETnbe3t4lHI0QQpRPGk3uY3ylw/e2MjfUITfnzp3Dx8eHoKAgpk+fTmZmJgAxMTHUr18fe3t7U92mTZuaemxjYmJMu4zcWVbuhYVh6N8f7fLlBE2bhpNOx4BbvdGXAwP5+Pp1Gh86xFY/P/S9epVysEIIIYQoencZ6iA9viblJvFt2LAh0dHRXLp0iZUrV7Js2TLTOnLJycm4uLiY1XdxcTGtPXdnefayck+n4+0mTVgGDASON2+OT1wcALWcnHg4JYXdgYF0vniRWR98UKqhCiGEEKIYaDRobe2sHtLle1uZG+pgja+vL76+voBxr+hJkybx6aef8sILL+Ds7ExSUpJZ/aSkJJydnQFylGcvs8bDw4NNmzZZLCtLH8Hq9Xo+mzMHJ39/BrRpg3b58tuFhw9DeDgtFi6keqNGzJ49m1deeUW2KxZlxtixYwm3MPymb9++MsZXCCHyQZYzy5ty+5dFq9WilAKMifDx48dJS0szDXc4ePAgEyZMMJUfOHDANNzh4MGDBAcH59q+jY3NXeuUBdu3b+fSpUtMnz4d7cSJEBxs3LUNoHdvWLwYnU7HyJEjmTx5Mtu3byc0NLRUYxYiS9a4+ztlH7YkhBAid7KcWd6VuaEOGRkZpKamkpmZafb15s2bOXfuHADHjx9n5syZ9OnTB4AGDRrQqFEj3nnnHdLS0pg7dy4ajYYHbu1YNnToUN577z2uXLnCiRMnmDdvHsOGDSu151iU4uPjAahbt67xxH//3S7M1mNWp04ds/pCCCGEqChkjG9elbnEd+bMmTg6OjJ//nzefPNNHB0dWbRoEXv37qVt27ZUqVKFbt26ERYWxosvvmi6bsmSJaxduxY3Nze++OILfvrpJ9NHpWPGjKFjx44EBQXRvn17JkyYkOuKDuWJh4cHAKePHYNBgyArsa1TB1asgCFDQK/n1KlTZvWFEEIIUUFowMbW1uohee9tZW6ow9SpU60uFfbCCy9Yva5evXps377dYplWq+Wjjz4yTYarSEJCQqhZrRr3/N//QUrK7YKpU+HnnyEyEoPBwMLdu/Hz8yMkJKTUYhVCCCFE8dBoJbvNizKX+Ir80QG/e3nR+PJlzrq7E5iQYCx44AF47DEMBgPa5ct5GzgxdapMbBNCCCEqGA2aXMfxaqTL10QS3/IuKsq0Tu/FixcJBK47O7Nq2zZOnjrFN7t38zbGpc4y6tcv5WCFEEIIUeQ0YGOby+hVyXtNJPEt78LDYdky2vbqxU0/P0hKYl1yMkMffxwwbgF9YupUMurXx3bQoFIOVgghhBDFQYY65I0kvhVBeDi6f/9Fd2ut4ntGj2b5gw/i4eFBSEiIDG8QQgghKjCNBmxsrPf4ympmt0niW1Hs3Gn6su7QodSVSWxCCCFEJaG5S4+vZL5ZJPGtKLISX50OWrUq3ViEEEIIUaK0MtQhTyTxrSiyEt8WLcDBoXRjEUIIIUSJ0WhAa5PLqg6SE5tI4lsRpKbC3r3Gr9u1K91YhBBCCFHipMc3b8rczm0if/R6PX/Pnw96PQAZbdqUckRCCFH6rqEvVHlxUamJhSovDmUxprzcV+LKRgNaW63VQ4b43iaJb3kUGYk+JYUZM2YQEBDA4v/9z1TU9vnneXPqVDKWLi3FAIUQovT8xTUiucBZUiyWnyWFSC7wF9dKNK7Mi/vIOBqFIfGcxXJD4jkyjkaReXFfpY5J4so/DRq0GuuHbGBxmyS+5U1kJAwcyK66dZk+eTJ2dnaMbNwYgCQXFxLs7QmaNg3bwYMl+RVCVDrX0LOPRAzAWq7kSH7PksJarmAA9pFYYj2/KjURQ9x+UAYyz2zMkTgZEs+ReWYjKAOGuP0l0mtYFmOSuApIenzzTBLf8iYsjJjgYB64dIntgYGciImh0bVrALh07crxNm0YCCwD3j12rDQjFaLCu3r1Kv/73//w9/fHxcWF4OBg3n33XTIzM0s7tErLDR3d8EYLOZLf7EmvFuiGN26UzDrnGgdXbGp1Bo02R+KUPWFCo8WmVmc0Dq6VMiaJq+C0Wo3VQ9wmiW85owe6X73Kaicn2pw9i+7RR+HCBWPhyZNoly/H0L8/r/r789mcOej1pTOOTYiKLi4ujnbt2pGamsqff/5JUlISS5YsYdu2bWi15e+tNSMjg5iYGItHXFxcaYeXL4E45Uh+t/JfjqQ3EKcSjUvr6p8jcco8tyNHwqR19a/UMVXkuJT+JupmQo4DQ2ah/8Os0WisHuI2WdWhnNm+fTv/Xr5M9JQpPBwTYxz6kCU6GsLD0S5eTMQ77zB58mS2b99OaGhoqcUrREX1zDPP0LJlS+bNm2c6d88997Bq1apSjKrgEhISaNW6tcWy1197jUmTJpVwRIWTlfxmJbsxJAOll/Rm0br6Q63Otz8S/++osaCUErmyGlNFjctw9QiGy/9YLIuPjy9wTBoN2NjKcmZ5Uf66JSq5rF+M2vXrw+LFULfu7cK+fY3ndDrq1KljVl8IUXROnjzJ8uXLmT59emmHInIRiBMNcTY71xDnUkt6s2hd/dF6BJmf8wgqtUQOymZMIHHlnXHnNmuHDPK9TRLfcsbDwwMw/uEFIHtim+3j1VOnTpnVF0IUnQ0bNhAUFESDBg0slm/evJnAwEBCQ0Pp3bs3KSmWVxfIr/Xr1zN16tQ81U1LS6Nt27Y4Oztz4sSJIrl/eXOWFI7c6unNcoRkq6s9lBRD4jkM8cfNz8Uft7pSQEkoizGBxJVXGg3Y2GitHtLje5skvuVMSEgIvr6+LJw3D8Ojj0JCgrGgbl1YsQKGDEGfksL8+fPx8/MjJCSkdAMWogKKi4ujZs2audZ5/PHH2bx5Mx07dmTZsmUlFNltOp2OlStXMmDAgDzVd3d3Z+9ff1k8nnrqqWKOtujdOZGtMc4WJ7yVtDsnQWk9G1icLFXZY6qocWm9GmLbICzHgV3VQndU5d7jK7LIGN9yRqfT8czTTxM0bRrac9l+uaZMgZ9/hshI/t69mwuxsUyZMQOdrmRmLAtRmQQEBHDuXN7+6DZt2pQ9e/YQHR3NU089hZOTE507d2bSpEmMHTuWo0eP4uTkxOLFi9m3bx/r169n5syZrF+/nm3btvH666/z2GOPcf36dXx8fKhXrx6ZmZkMHz6cc+fO4erqynfffYeLi4vZfbVaLdWqVcvzc7K1taXxraURyztLqzcE4kQAjqbza7lS4mN9Lc3817r6o3HxN53PPLMRSnD8almMqSLHpdE5gs4xZ8NaG2xsbAocl0YDdrbW+zKlx/c26fEtb/R6Xj14kIHA39lOr7x6lZmNGrHayYn7zp5lo58fr0yYUFpRClGh9e7dm8TERN58801SUlIwGAzs2bOH559/Pkfdbdu2ERQUxPr163n++efZtGkTr7/+OqtXr8bf35+NGzfy9NNPM3fuXIv3ioqK4p577mHt2rXUr18fgBUrVlCvXj22bNlC3759zSbYVXbX0FtdvcHSag8luY6vtZn/llYKKKl1fMtaTBJXQWmw0Vo/ZIzvbZL4ljdRUaYly2ybNQPgKhA2YQJvTJ/OWBcX4zq/Fy+i++WX0o1ViArK3d2dDRs2sG3bNgICAvDy8mLcuHE0bdrUVGfRokWEhoYSFxfHI488QkREBDt27GDIkCGsXbuWw4cP88MPPxAaGsqsWbP477//zJYdUkoBxvH8rVq1AjD9e+LECe69914A7rvvvko7htcSN3S0wNXq6g3Zk98WuJboOr5an2ZWZ/5nT5y0Ps1KbB3fshaTxFXA2CDXxFfS3ttkqEN5Ex4Oy5ahDQuj2a0/spr77mP5yy/j4eFBSEiI8W08KspYVwhRLIKDg/ntt9+slj/++OPMnDnT9NjJyYlPPvmE9PR0QkJCeP311xk2bBgvvPACAHq9npiYGC7cWpc7OjoagDp16rBv3z569erFvn3GbVDr1avH7t276dWrF3/++Sd1b63ucv78eWrUqFEsz7c8aY0b9ahiNakNxIlwqpdY0pvFxq8FWvc6VhMiras/mgZhJZowlcWYJK7802jAXoY65In0+JZH4eGQnAxHjWsHevbowSOPPEJoaKhxTK9OJ0mvEGXMkiVL6NChA+3bt2fo0KH07duXkydP0rlzZzp16sRvv/1Gs2bNiIuL46GHHuL4ceOM8X79+rF3714efPBB02otYWFhHD9+nI4dO7JixQpGjRpFRkYGERERZvcMCwtj7dq1DB8+nMjsa35XAndLaks66c1yt4SopBOmvNyzNGLKy30lLnO5D3UQWaTHt7z666/bX7dpU3pxCCFyCA0NzbFxzIgRIxgxYoTZudmzZ+e4dvXq1TnOrVixIse5JUuWmD3evXs3gwYNMjsXFRWVx4iFEOWZRqPBztb65Li87N525coVIiIi2Lx5MzVr1mT27Nl06dIlR72IiAiWLl1qmjwfGBjIoUOHCh58CZPEt7zavfv217fG+gkhKq82bdrQRv4TLESllDXG92ZiPKlJCTnKDRnpZGbm/inHuHHj8PX15cqVK6xfv56BAwdy/Phxi8usvfHGG+VuN8cskviWM3q9nu3bt9MgKgo/QNWti8bLq7TDEkIIIURp0RgT36PrI/n7xzkWq8QbvK1enpycTFRUFKdOncLJyYk+ffrQtGlTVq5cyRNPPFFcUZcKGeNbTuj1embMmEFAQACdOnVCc2uoQ9T588yYMQO9vmSW5BFCCCFE2aIB7Gy02BRwFtvx48dxdnY225inadOmVocwfPjhh3h6etK+fXu2bNlSoHuWFkl8y4GMpUvp36cPkydPxs7Ojo8mTMD3Vtl+BwemT57Me23bSvIrhBBCVEIaza1lywo4jy05OTnHJjguLi4kJyfnqPvcc89x4sQJLl68yLhx4+jTpw9nz54t2I1LgQx1KOsiI7EdPJihgNfQocz5+mt0K1eail9fvpweTz5Jm7//Zvnjj9P/++9LL1YhhBBClDgNxuXMWj88iOAOD+UoXzHzf3i4Wt+l0NnZmaSkJLNzSUlJODs756jbokUL09dDhgxh0aJFrF27llGjRhX8CZQgSXzLOH2vXvzm4MDA1FQG3Lxp7KL/809joY0Ntp9/TpuzZ1nt5MTzW7bQR6+XbYqFEEKISkRza4yvi4cXLh455/3Y2tnluiVyUFAQycnJZmuBHzx4kGHDht313lqt1rThTnkgQx3KuO27d9M/NZWY4GC0y5fDkCGwa5exsGpV+OknCA8n+qWXOHfpEtu3by/dgIUQQghRojSAna3W6nG3ERDOzs707duXKVOmcPPmTVavXs3+/fvp27dvjrrLly/nxo0bZGRk8MMPP7B161a6du1aLM+rOEjiW8bFx8eTAUS//LJxU4rISNi501h47Zrx3OLF1AoKMtUXQgghRCWisb55hY1Wk6et22bPns2FCxfw9PRkwoQJ/PDDD3h4eLB48WKCg4NN9T788EOqV6+Op6cnH3zwAVFRUdSpU6c4n12RkqEOZVzW+nknzp6FxYshPh42bDAWtmxpPKfTmXZ0srTenhBCCCEqrqx1fHMrvxtvb29+/fXXHOeHDBnCkCFDTI+3bdtWgAjLDunxLeNCQkLw9fVl/vz5xlUbsvfoursDxqXO5s+fj5+fHyEhIaUUqRBCCCFKg0Zzl6EOsmuxiSS+ZZxOp2Ps2LFciI1lX+PGsG+fscDGBjZswDBoEE898QSxsbGMHTtWJrYJIYQQlVCuQx2EiQx1KAcmvvACoV98QZuzZ7mm1eJmMBBXty5XdDqCly+nBxDfowevvPJKaYcqhBBCiBKm0Wiws7Xel6mRLl8T6fEt6/R6dBERPHDxIocbN8bJYABg0bFjND90iFUODgwEVjg5IX29QgghROWjAWw0GquHpL23SeJb1kVFGVdyCA+n0fz52N06/cDzz7Nu0yZ6/PcfhIcblzqLiirFQIUQQghRWrQajdVD3CZDHcq68HBYtgzCwmDePNPpNmPHQr16xgeLFxvrhYeXToxCCCGEKDUaQGdTuFUdyqJTp06xd+9erl+/bnb+ySefLHCbkviWA/qwMLZv306t5cupBSg3NzR1696uoNNJ0iuEEEJUVhrjUIfcysubL7/8kmeeeQYPDw+qVKliOq/RaAqV+MpQhzJMr9czY8YMAgIC6NSpE9c3bgRga0oKM2bONC5vJoQQQohKTYMGndb6UR5H+b799tssW7aMuLg4Tp8+bTqy9i0oKEl8yyi9Xk9YWBiTJ0/Gzs6OtydNIvjW/+b2OzgwefJk+vXrJ8mvEEIIIdBqNVaP8igxMZFHHnmkyNuVxLeMWjl0KGt//ZVhw4Zx4sQJJnbvjlYpAEbPm8cTQ4fi+MsvzJo1q5QjFUIIIURp0mjIvce3HOa+vXr1YsuWLUXerozxLYMyli5lwLJlODg50f2LL4ybUuzZYyq3bd2a+cuWoQWeev999K+8IhtXCCGEEJWUBnJdvaEc5r14e3sTFhZG//79qV69ulnZ9OnTC9yuJL5l0HZvby4DA1NSICLCuGrDX38ZC318YOJEtMuXExMczIJDhxi8fTuhoaGlGLEQQgghSlNF26EtOjqa5s2bc/LkSU6ePGk6X9jNOCTxLYP+S0piCHDfffcRGBlpPJl9q+Jb6/r+06sXGRERxMfHl1qsQgghhChdGoxDHXIrL282bdpULO3KGN8yyMPDgwzgu4ceMi5TFhkJJ04YCy9eNJ5bvJiTsbGm+kIIIYSopHLZvEKr0VAuB/neEhcXx19//UVcXFyRtCeJbxkUEhKCr68vcxcsQL9wIdx//+3Cdu1g8WL0wPz58/Hz8yMkJKS0QhVCiDLpGrmveHO38uKiUhMLVV4cymJMebmvxHVb1gYW1o7ymPYmJSXRr18/fH19adOmDX5+fvTr14/ExMK9vgVKfNPS0vjqq6/o1asXPj4+6HQ6fHx86NmzJ/PmzSM1NbVQQVV2Op2OsWPHEhsby9NPP43KPpTB3R29Xs+IESOIjY1l7NixMrFNCCGy+YtrRHKBs6RYLD9LCpFc4C+ulWhcmRf3kXE0CkPiOYvlhsRzZByNIvPivkodk8SVfxqMG1hYO8pj4vvyyy+TkJDA33//TVJSEnv37iUxMZFXXnmlUO3mO/H95ptvCAwMZO7cubRu3ZovvviC3377jS+++II2bdrw1VdfUatWLb799ttCBVbZTZw4kT49evDQd9+hiYkBIMPODn79ld+9vVm6aBG9evUq9A+AEKJ8uHr1Kv/73//w9/fHxcWF4OBg3n33XTIzM0s7tDLlGnr2kYgBWMuVHMnvWVJYyxUMwD4SS6znV6UmYojbD8pA5pmNORInQ+I5Ms9sBGXAELe/RHoNy2JMElcBabjLUIeSC6Wo/Prrr/zwww80b94cZ2dnmjdvzpIlS/jll18K1W6+E9/ly5ezdu1a/vzzT6ZNm0b//v3p2rUr/fv3Z+rUqezatYu1a9eyfPnyQgVW2emAFU5ODARSbo3N+Tk9nWXAwykpRAcHs2LZMuntFaISiIuLo127dqSmpvLnn3+SlJTEkiVL2LZtG1qtjFjLzg0d3fBGCzmS3+xJrxbohjdulMx7qMbBFZtanUGjzZE4ZU+Y0GixqdUZjYNrpYxJ4ipgbFS8oQ43b97Ezc3N7Jybmxs3b94sVLv5fsdctWoVzZo1y7VOs2bNWLlyZYGDqvT0ehgyBO3y5dCnD063Nq6oP3gw1datw9C/P40PHUIXEWGsK4So0J555hlatmzJvHnzTOtZ3nPPPaxatarQS/tkycjIICYmxuJRVJNKSkogTjmS3638lyPpDcSpROPSuvrnSJwyz+3IkTBpXf0rdUwVOS6lv4m6mZDjwJBZ6E9vchvqUB7de++9vPHGGxgMBgAMBgNTp06ldevWhWq3UMuZbdq0id9++40bN27QsGFDBg8ejKenJ2PHjmX27NmFCqxSi4oyLVnGsGGwahUAwRER0LUrdOwIQ4bcrhMeXqrhCiGKz8mTJ1m+fDkxt4Y8FZeEhARaWfmD8vprrzFp0qRivX9Ry0p+s5LdGJKB0kt6s2hd/aFW59sfif931FhQSolcWY2posZluHoEw+V/LJYVZmlSjcbYs5tbeXnzwQcf0LVrV9MQ29jYWGxtbVm3bl2h2i3wZ2QRERF07dqVn376id27d/P666/TqFEj/vjjD7777rtCBVXphYeTsWQJW556ikNLltw+36qV8V+dzripxbJlkvQKUcFt2LCBoKAgGjRoYLF88+bNBAYG0qVLF0JDQ03vv5s3by53yWpRC8SJhjibnWuIc6klvVm0rv5oPYLMz3kElVoiB2UzJpC48iPXMb7lUMOGDTly5AgfffQR4eHhfPTRRxw+fJhGjRoVqt0CJb5ffvklmzdv5s8//+TEiRPs2bOHS5cu8b///Y8+ffqQlpZW4IC++OILWrZsiU6nY+rUqWZlCxcupGbNmri4uPDEE0+Qnp5uKjt58iQhISE4OTnRsmVLoqOjTWUGg4Hx48fj5uZGtWrV+PDDDwscX3HT6/XMmDED/wkTCH3wQU4sXQrAGRsbZnz+OfqsoQ06nSS9QlQCcXFx1KxZM9c6jz/+OBs2bGDNmjUsXbqUPdm2OK/MzpLCkVs9vVmOkGx1tYeSYkg8hyH+uPm5+ONWVwooCWUxJpC48qoiruoA4OzszKBBg3jppZd47LHHqFq1aqHbLNBQh7lz5zJnzhyzcRZOTk688cYbODk58dJLLxU4ID8/P6ZOncqS7D2dwIEDB3j++edZu3Yt9evXp3///syYMYMZM2YAMGjQIHr06MGGDRtYsGAB/fr149ixY9ja2poS9WPHjpGYmEhoaCjNmjWjS5cuBY6zOGQsXUr/b7/l5zVrCAgIYPr06Tz44YeQkMABe3umT56MbVQUL+7aJZPahKgkAgICOHcub39MHRwcePHFF1m1alW+39/c3d35fc0ai2VeXl75aqssuHMiW0OcOUKyacxvaQ13uHMSlNYjyJhA3RovSil8hF8WY6qocWm9GqJ1q5XjfMbpDYXejKqcduyaefPNN3n99dcBmDx5stV606dPL/A9CpT4Hj9+nE6dOlksmzBhAvfee2+BAwoLCwOMy1hkt2TJEvr3729qe9KkSQwfPpwZM2Zw9OhRYmJi2Lp1K/b29owZM4ZZs2axdetWOnXqxKJFi3jxxRfx8fHBx8eHUaNG8e233+b6hyEzM5NDhw5ZLPP29sbHx6fAz9GiyEhsBw9mKOA1dChzvv4a3ZUrcOsb3/P119k+dy5t/v6b5Y8/Tv/vvy/a+wtRCuLi4rhy5UqO82lpadjayo7qAL179+bll1/mzTff5Pnnn8fBwYG9e/eyZMkSi59eVa9enUuXLuX7Pra2tjRu3LgoQi51llZvCMSJABxN50sj+bU081/r6o/Gxd90vqQTurIYU0WOS6NzBJ1jzoa1NtjY2BQqtlx2LC43tm/fbvp669atFusUdrxygYY6aLVaq5tU6PV6zp49W6igLImJiTFbTaJp06bExsaSnJxMTEwM9evXx97e3qw8K3G1dK21pDZLfHw8TZo0sXgUx8Q9fa9erHJwYCAw/+ZN4wI7e/eaym3WrqXN2bOsdnLi+S1bbg95EKIcmz17tsXfsZMnTxZqokdF4u7uzoYNG9i2bRsBAQF4eXkxbtw4mjZtarH++fPn8fPzK+Eoy45r6K2u3mBptYeSXMfX2sx/SysFlNQ6vmUtJomrYDSauwx1KCdJcfZOz02bNlk8Nm7cWKh7FCjxvffee3MMRcgyYcIEIiIiChOTRcnJybi4uJgeZ32dnJycoyyrPDk52eq1WWVlxfbdu+mfmkpMcLBxGbMhQ2DXrtsVtmyB8HCiX3qJc5cumf2vSAhRsQUHB/Pbb79x9epV4uPj2b17N08++WSOeqmpqXz44Yf06dOnFKIsG9zQ0QJXq6s3ZE9+W+Baouv4an2aWZ35nz1x0vo0K7F1fMtaTBJXIeLTWD/Ko7Fjx1o8/8wzzxSq3QJ9lvjKK6/Qr18/UlNTGThwIO7u7kRHR/P2229z5MgRs57XouLs7ExSUpLpcdbXzs7OOcqyyp2dna1em1VWVsTHx5MBRL/8Mo1XrzYuVVat2u0K4eGweDG1li0z1RdCCIBFixaxc+dOMjMzGTlyJK1bt2bz5s0sXryYXbf+Az1+/HgefvjhUo60ZLTGjXpUsZrUBuJEONVLLOnNYuPXAq17HasJkdbVH02DsBJNmMpiTBJX/hknt+VeXt589913Fj9hX7JkCZ999lmB2y1Q4vvggw/y6aefMn78eF544QUAlFJ06NCBjRs30rBhwwIHZE3jxo05cOCA6fHBgwcJCAjA2dmZxo0bc/z4cdLS0kxJ98GDB5kwYYLZtVnDHQ4ePEhwcHCu9/Pw8GDTpk0Wy7y9vYviKeW4H8CJs2eNS5VlZMCKFcZCf3/jOZ2OU6dOmdUXojwbO3Ys4RZWJ+nbt6+M8c2j0NBQi8PLQkNDOX36dClEVDbcLakt6aQ3y90SopJOmPJyz9KIKS/3lbjMlddly+6UlecopTh9+jTq1iZeAEePHsXBwaFQ7Rf4L8sTTzzBgAED2LZtG0lJSTRs2JB77rkHgNdee63AAWVkZJCRkUFmZiYZGRmkpqai0+kYPHgwHTt2ZPTo0dSrV48333yTYcOGAdCgQQMaNWrEO++8w8SJE/nmm2/QaDQ88MADAAwdOpT33nuPbt26kZiYyLx58/jmm29yjcPGxuauyXFRCgkJwdfXl/nz5zPxhRfQpWRbbsfdHTCOn54/fz5+fn6EhISUWGxCFJesCad3Ko5PjYQQoiKrIHkv9erVM01gq1evnum8UgobGxveeuutQrVfqC6VqlWr0qNHjxznX3311QK3OXPmTKZNm2Z6/Oabb7JgwQIiIiL44IMP6NOnD0lJSfTv399scfYlS5YwfPhw3nnnHRo2bMhPP/1k6jEaM2YMx48fJygoCDs7OyZOnFjmljLT6XSMHTuW6ZMns69xY9pk78HZvx/DoEE85eBAbGwsM2bMkOXMhBBCCAHcXsc3t/LyIquXt0mTJmYLEWi1Wry9vQvd46tR2fuQ86B58+bMmDGDhx9+2OKSEkopfv75Z6ZMmcK+ffsKFVxpyerpvdvKD0VNn5LCrnr1eODiRU7Y2lIvIwODRsPRhg1pdPgwy4DFPXrw48qVkviKCq20fgcrq+DgYJRS/J1tJZmyYLxT4XZoKi5fN+9c2iGICkZ/ZAWN61Qv0HtecHAwGQYDm3f+ZbVOaLvW2Gq18p5KAXp8P//8c5599lnGjBlDly5daNKkCa6uriQmJnLo0CE2bNiAj49PoQYeV0p6PbqICB64eJGY4GASjh2jHnBAKVofPsxyBwcGpqYywMmp4PtMCyGEEKLCqYiT2wCuXr3Kn3/+SVxcnNlYX0ur2uRVvhPfkJAQ9u7dy6ZNm/jpp5/46aefiI+Px8PDg1atWvHNN9/QubP8bzjfoqIgMpK4jh05Ono0vUeMAL0e1y5dWDdpEiFt2kBEBNrISGNd2a5YCCGEEABo7rKxQ/lLfTdt2kS/fv3QaDRcv36dqlWrkpycjL+/f8kmvlk6depkdfc2kT8ZS5cy6+hRzri5sXDLFups2UK/W2WHnJzo1qYNul9+Ma7sEB4uSa8QQgghzOTW41sevfrqq0yYMIHJkyfj7u5OQkICEydOxN+/cDv1yXpBpSxj6VJsBw8mCPja35/JEybQ5eJF+OILAKb9/DMut8b9smyZJL1CCCGEMKMh9y2Ly2NOfPToUdO2xVnDHN544w2aNGnCuHHjCtyuDBctZbOOHmUZMBA43qYNb0ycSPtbE9eUnR2fBwSYxv0SFlaaoQohhBCijNJoNFaPvLhy5Qq9evWiSpUqNGjQgA0bNlisd/PmTYYOHUrVqlUJCAhg6dKlRfk0THQ6nSnhdXV15erVq9jZ2XHlypVCtSs9vqVIr9fz2Zw5OPn7M6BNm9tbFcfGAqBxdube2FhWOzkx9r//OAmltOS6EEIIIcosjXGow5W4OK5evZqjOC0tDTu73DOIcePG4evry5UrV1i/fj0DBw7k+PHjOTbMmjJlClevXuX8+fPExMTQo0cPWrZsSYMGDYr0KTVr1oytW7fSpUsX2rdvzzPPPIOzs3OhN0mTHt9StH37di5dukTEqFFoly41DmOIjIQ9e4wV4uMhPJzol17i3KVLbN++vXQDFkIIIUSZYxzqoGH+vHm0ubd1juP06VPEx8dbvT45OZmoqCimTZuGk5MTffr0oWnTpqxcuTJH3UWLFjFp0iRcXFxo27Ytffv2ZcmSJUX+nD7++GN8fX0BePfdd7l27RqHDh3ii1tDQQtKenxLUdYPYd26dUGnM05e++8/2LjRWKFVK1i8mFrLlpnVF0IIIYTITotCQ762ZjA5fvw4zs7O1KxZ03SuadOmOdb9TUhI4NKlSzRr1sys3s6dOwsWdC6y757r7+/PmjVriqTdfCe+P/30E+3btzdl4aLgsj4+OHny5O2TCQm3v761VXHWvtV3ftwghBBCCAEKlMH4bwEkJyfj4uJids7FxYX//vsvRz0w7tybvV7W+cLKynfupk6dOgW+R74T3y1btvDKK6/QtGlTnn76abp3717gm1d2ISEh+Pr6Mn/+fCa+8AK6iAjI2u3O1hbWr8cwaBALd+/Gz8+PkJCQUo1XCCGEEGWQAo0y8PTIkfS3MBF+wKOPobOzs3q5s7MzSUlJZueSkpJwdnbOUQ/g+vXrpkTZUr2CqlevXq6T8ZRSaDQaMjMzC3yPfCe+HTp04NVXXyUlJYUNGzYwbdo0pkyZUuAAKjOdTsfYsWOZPnky+xo3ps3Zs+DqComJcP/9GDw90S5fztvAialTZZtiIYQQQlhmyMTHywMfr5yfDtvb26PRWp/WFRQURHJyMufPn6dGjRoAHDx4kGHDhpnVc3d3x9fXlwMHDpg64w4ePGg2LKEwTp8+XSTt5Cbfie8ff/zBq6++SpMmTXj66acZNWpUccRVaUx84QVCv/iCNmfP8pujI90TE9EC2zIzGb57N29jXOrMcOAA6PXGscBCCCGEECZZQx1yKc+Fs7Mzffv2ZcqUKXz66ads2LCB/fv307dv3xx1hw4dysyZM1m2bBmHDx9m5cqVRTbGNzAwsEjayU2+V3X4+OOPOXbsGO+99x6xsbFMmzatOOKqNDQrV/LAxYvs8vdnrq2t6Rvy3tat3MzI4MTUqRj69zcudRYVVZqhCiGEEKKM0hgyrB55MXv2bC5cuICnpycTJkzghx9+wMPDg8WLF5v16E6fPh0PDw/8/Pzo378/n332WZEvZZZl6dKlPPjgg6bJdFu3biWqkLlQgVZ1+OWXX+jVq1ehBhdXdnq9npVDh/L8li20BaLOneP5bOUTvv+edr17G7cqfu01Y9Iru7YJIYQQ4k7qLj2+6u6T3ry9vfn1119znB8yZAhDhgwxPXZ0dGTx4sUFCjM/Pv30U9577z2efvppZs2aBRgn+b/yyiuEFWJDrwKt49u7d29Gjx5d4JtWdnq9nvfuu48By5bxxfXrNJ8yhW8WL+aJxo0BiAXe/+YbbIYNg4EDJekVQgghRO4yM6wf5dBnn33Gb7/9xmuvvYb21vjkhg0bcuzYsUK1W6DEV6fTsXz5cl5++WWL5d26dStUUBXdO++8w+R9+9gdGMjDKSm8HhPD4PBwGt2aURnn78+Q334zDm8ID5etioUQQgiRC4VGGaweBV3mrDRduXKFxrc6BLOv9KDy0HudmwIlvvb29qxZs4Y5c+bw5ptv5ijftWtXoYKqyPR6PbNnz6Z6QAAtYmJu79b2yCPw778AtHRzYyCwysEB/cKFMqFNCCGEELlTButHOVS/fn02b95sdm7Lli00atSoUO0WeOe2Vq1asWrVKnr27Imbmxvjxo0rVCCVRdY2xdOnT0fn5GTcrQ2Mye8t2gMHiAkOpv+hQ6zbvZvQ0NDSCVYIIYQQZZ9SYMhlbdtC9pKWhsmTJ9OvXz/Gjh1Leno6M2fO5NNPP2XRokWFardAPb5ZOnbsSGRkJC+88EKhA6kszLYphttbFdevf7tS797889JLZCDbFAshhBAidxrIdaiD9S0hyq6ePXvy008/cfDgQQICAti4cSNz584t9HDaAvf4Zg/sm2++Yfjw4VStWpWwsLBCj7+oyCxuUwyQPcG1tTUt4izbFAshhBAidwpyXbasfOVler2e5557jg8++IBOnToVadsF6vG9M7F99NFH+fTTTxk8eDDr1q3Ldbu5yi77NsV6vd64KcXgwXD1qrFCrVqwYgX3/N//4e/rK9sUCyFEAVxDX6jy4qJSEwtVXhzKYkx5ua/EdeeNK84YX51Ox/fff4+Dg0ORt12gxHfBggU5zo0aNYoZM2bQr18/UlNTCx1YRZW1TXFsbCxPP/kkhkGD4McfTeUZr77Kn7dWe1jj6YlMaxNCiPz5i2tEcoGzpFgsP0sKkVzgL66VaFyZF/eRcTQKQ+I5i+WGxHNkHI0i8+K+Sh2TxFUAKvehDuWswxeA7t278/vvvxd5uwUa6jBgwACL51944QUSExOZOXNmoYKq6F6tV4+/u3Xjoe++Qwuc9fAg8NZQhy5Tp7L74kX+dnOj8aFDMGSIcQywrOwghBB3dQ09+0jEAKzlCt3wJhAnU/lZUljLFQzAPhKpRxXcSqCLQaUmYojbD8pA5pmNUKszWld/U7kh8ZzxvDJgiNuP1r0OGgfXSheTxFXg6CAzl8lt5TDz9fLyYsCAAfTp04fatWub1vIF4+5xBVWoyW2WTJ8+nb///ruom60wMpYuxXbwYF7buJGBwDJg+62k9wpw2mBgb3Awja5dg7Ztjas9yFbFQlQIZ86cQaPR4OzsTJUqVQgODmbLli2lHVaF4oaObnijBVPym9Xzmz3p1QLd8C6RpBdA4+CKTa3OoNGaEqesXsPsCRMaLTa1OpdIwlQWY5K4CqECDXUAOHjwIK1bt+bChQts376drVu3snXrVrZt21aodgs9uQ2gc+fOrFy5kqpVqwLQvHnzomi2wtHr9fT/9luGAgMzMjhXsybpb7xB9xdegORk/gQWazTGnt7wcFi4EH75RXZtE6KCiI6OJjg4mIMHD6KU4vXXX+epp57i6NGjpR0aGRkZxMTEWCzz8vLCx8enhCMquECc6Ia3KcldyxUa4swRks2S3uw9wSVB6+oPtTqbEqTMMxtRHkEY4o+bJUzZexErY0wVOS6lvwkZFoaDGjLJzLXH9i6UQpPb5LZytuhAZmYms2bNonnz5tjZ2RVp20WS+G7evNk4UUvk6p133uHnNWvwGjqUATdv4r98OUNXr4bkZADucXPD/9IlYoKDaZw1vEGSXiEqjOjoaFq0aAEYdyIKCQlhzpw5pRyVUUJCAq1at7ZY9vprrzFp0qQSjqhw7kx+YzC+z5ZW0pvlzsTJ8N+t//SUUiJXVmOqqHEZrh7BcPkfi2WFXr60nPbsWmJjY0OnTp1IvpUfFaUiH+ogLMvasS0gIIA5X3+NdulSY1L788+mOv7XrrHayYmH/vuvlOYbCyGKU3R0NC1btgTg/PnzzJo1i3D5z22xCcSJhjibnWuIc6klvVm0rv5oPYLMz3kElVoiB2UzJpC48kwpVIbe6lHeenwBgoKCuHjxYpG3K4lvCcnasW3kyJHodLrbG1cEZfvF6d2b6Jde4tylS2zfvr30ghVCFIvo6GgmT56Ms7MzNWvWJDg4mE8++cRUvnnzZkJDQ+nQoQO9evXiwQcfJDQ0FFdXV0JDQ63u4vj777/ToUMHQkNDGT9+PBkZua3nWXmcJYUjmPcYHSHZ6moPJcWQeM740Xj2c/HHra4UUBLKYkwgceXdrZ3brB3lcHLbs88+y6OPPsr69es5ceIEp06dMh2FUSRDHcTd5dixLct//93+2taW2rVrm9UXQlQMycnJnDp1ivj4eFxcXHjvvfdYunSpafza1atXmTx5MqtXr8bFxYUzZ86glKJ27drcf//9Ofasz3L16lVmzpzJb7/9hrOzM++++y5ffvklzzzzTL7ic3d35/c1ayyWeXl55autsuDOiWzZx/haWu2hpNw5CUqbbXyopZUCKmtMFTUurVdDtG61cpzPOL2h8BtW5bZlcTk0cuRIALp162baH0IphUajKdR4aEl8S0iOHdv0enjssds7ttWpAytW0PzYMWyRHduEqGj2799P9erVcXNzA+C5555j5syZ7N+/n2bNmvHrr7/y+OOP4+LiAkCtWrXy1O4vv/zCsGHDcHZ2NrXbs2fPfCe+tra2NG7cOF/XlFWWVm8IxIkAHM0mvJV08mtp5r/W1R+Ni7/ZZKmSTOjKYkwVOS6NzhF0jjkb1tpgY2NT8MCUQuU216ocDnXI2sG2qBXJUAfZqe3uzHZsS0kxrs/700+3K8yYgaF/fxofOsRyBwdC2rQpvWCFEEUua0WHLPb29oSGhrJ69WoALly4QPXq1fPd7sWLF82us7e3Jz09vfABl1PX0FtMeuH2hLfsS52V1A5uKjXRYsIExvGidy6TVRK7f5XFmCSuQsh1qEP5ExgYaPUojCJJfO/cwljkpNPp+LRDB+JiY9lZpw5ERpJ8a1gDgD4khKfs7NgB9ElNRRcRYewVFkJUCNHR0TRp0sTsXPfu3U2Jb/Xq1Tl//ny+2/Xz8+PChQumx2lpaabhEz///DNvv/02zz33XCEiL1/c0NECV6urN2RPflvgWqLr+Gp9mlmd+Z89cdL6NCuxdXzLWkwSV8Gou0xuK6952qpVq+jZsydNmjShZ8+erFy5stBtFkniO3z48GLZT7kiyVi6lAHLlrFRo6HD5cssA7bc6sa/4OBAwwceoNvSpbQHDPfdJxtXCFHBfPnll7z//vtm58aNG8eOHTsA6NmzJ9999x1JSUkAxMbGWv2oL3uC3KNHD7799ltu3LgBwMcff0zfvn0B6N27N6+++mql20a+NW6EU93qMIZAnAinOq1xK9G4bPxaYNsgzPr4T1d/bBuEYePXolLHJHEVhEIZMq0e5XFy27fffsuQIUOoX78+o0ePpn79+gwbNoxvvvmmUO0WyRjfBQsWFEUzFZbZxhVKccjFhfFKcej6dQDWp6Yy6/x5BgCG/v3RfvutbFwhRCXj5eXF9OnT6dOnDwaDARcXF+bOnZujXkZGBhEREaxbtw4AHx8fXn31Vbp3746NjQ333HOPWYL9zjvvMGLEiBJ7HmXF3XpyS6qn90536wUs8d2+8nDP0ogpL/eVuLJRCjIq1hjf9957j6ioKLp06WI616dPH5577jmGDx9e4HZlclsJuHPjiuDly/m3a1e069cD0NbFhfpJScaNK5YulY0rhKikQkNDLa7ekH2Lzr///ptBgwaZlffs2ZOePXvmuO6tt97i2LFjODg4cO+998p8DCEqKgUqt5UOyl/eS2xsLJ07dzY7FxoaSmxsbKHalcS3mOXYuAJgyBC0kZGmOvWTkljt5MTY//7jJJRSP4QQojxo06YNbfI4+fW1114r5miEEGWDussktvKX+fr7+7Nlyxaz9cu3bt1KzZo1C9WuJL7FLGvjiunTpxs3rgDjxhU7d8K//xof9+tHdLNmnJs2je3bt1tdpF4IIYQQIgeFcYe2XMrLmxdeeIG+ffsycuRI6taty8mTJ/n6669zzJXIL0l8i5nFjSuUgqtXzerJxhVCCCGEKJiK1+MbERFB1apVmTdvHmvWrMHf35958+YxYMCAQrUriW8x8/DwYABw+tgx9Ho9O7ZsocHLL+ObNcu6aVNYsYIH9uyRjSuEEEIIkX+3ljPLrby8WbRoEU2bNmVNth0l9+3bx+LFixkyZEiB2y2S5cyEdfdfvEgk0PittwiqUYPLDz6I7759pvKv7rsPQ40a+P/7Lzt1Otm4QgghhBD5V8E2sJg2bRq+vr5m5/z8/JgyZUqh2pXEt5ipvn351dmZfno9265eZSCQ7OkJQCLgMn8+2vPnOQe01utl4wohhBBC5JO6S+Jb/np84+LiciS+vr6+XL58uVDtSuJbzN55/336Jifzl50dNZXigo0Nmbe2E9U4OxMOLAMerlcPQ//+snGFEEIIIfJHKZReb/Uoj0Md/Pz8OHbsmNm5Y8eO4ePjU6h2JfEtRllLmVUPCKBxXBznatakemYmrrc2rnBJTmaVgwNjXVyIS04m89tvYdkyWcNXCCGEEPlTwYY6hIeHM2zYMPbt28eNGzfYt28fERERDBw4sFDtSuJbjLKWMhs5ciROrq74nzqFocXtbQwTmjenx3//8dyLL3Lp0iW2794tSa8QQggh8kUphSFDb/VQ5bDHd9KkSdSrV49WrVrh4uJC69atqVOnDpMnTy5Uu7KqQzGytJSZ9r//TF+716oFOh116tQxqy+EEEIIkWcKVKYh1/LyxsHBge+++46PP/6Y06dPU6tWLby8vArdriS+xajB/v3YAidPnjROWBsyBLK22vP1NY7l7dCBM927A7KUmRCidKkytqXx1807371SKXjyn42lHYKoYJZxo5AtKAz6jFzLyytPT088by0KUBRkqENxiYwkeNo0ljs48N3cuVzu2tU4cS3L+PFQsybs2sVDb7+Nv68vISEhpRauEEIIIcqpWz2+1o5ynPcWOUl8i0tYGIb+/emTmsr6f/+l2h9/8Fe24pPz5sG///KfkxOt0tNZ4+mJrtSCFUIIIUR5pVC5Jr5KMl8TSXyLiR4Iu3GDHYA/cA44b2scWZIG1D15kuU2NtRMSWGrnx+NDx2SZcyEEEIIkX8KMvV6q4fkvbdJ4ltM3nnnHX5es4b5Q4eS2aYN/sBDGcbxN/YY1+59LDOTkC5daHvihCxjJoQQQoiCUbn3+BbFOr579uyhWbNmODk50bFjR86ePWu1bq1atXBycsLZ2RlnZ2dGjx5d6PsXFUl8i0HW+r0BAQHM+fprbLZtgy5dsL9Vfq1WLTx/+w0/f39iYmJAp5OkVwghhBAFohQY9BlWj8LmvWlpaTzyyCM8++yzxMfHc//99zN06NBcr1m7di3JyckkJyfz5ZdfFi6AIiSJbzHIvn6vTndr5O6VK6Zyt6AgunTpwqhRo7h48SLbt28vpUiFEEIIUf4pDJkG4hKTOXzhao4jLSODzMyCb2SxefNm7O3tGTlyJA4ODrz++uvs3buX06dPF+FzKBmynFkxcFy9GluM6/fqU1JI6NkTn/37AVAODmjWrYMOHah7q+tf1u8VQgghRIHdWtVh4c4DfLBpr8Uq3jb2Fs/nRUxMDM2aNTM9dnJyom7duhw6dIjatWtbvGbAgAEopWjfvj0fffQRgYGBBb5/UZIe36IWGcl977/PYmDRnDn85umJz5Yt6G8V/6gUiS4usGsXD0yahC2yfq8QQgghCsO4jm+um1gUQnJyMi4uLmbnXFxcSE5Otlh/yZIlnDlzhuPHjxMQEEDfvn0xGIontvwqd4lvaGgoDg4OpgHTPXr0MJW98847eHt74+Hhwcsvv2y2RV9+BmUXSlgYGY88wkBg7h9/0Cc1ldO1a5uWKqunFK5JSVxxcMD/339Z7uBASJs2xROLEEIIISo8lbWObwEH895///1oNBqLx6RJk3B2diYpKcnsmqSkJJydnS221759exwcHHBxceGDDz7gxIkTxs28yoByOdRh/vz5OQZV//rrr3z++efs2rWLKlWq8OCDD9KgQQNGjBhhGpQ9ZcoUhg4dyowZMxg6dChbt261eo/MzEwOHTpksczb2xsfHx/LF+p0zGralE4//UR74D8nJwIGDoRZswBokZ7OnwEBhMbG8g0wMDUVfvlFJreJSikuLo4r2ca/Z0lLS8PWtly+PQkhRMlTikx9BkOaBdEjKCBH8aifNuGYy6fL27Zty7X533//ndmzZ5se37x5k5MnTxIcHHzX0LIS6IIm5UWt3PX4WrNo0SKefvpp6tati6+vLy+88ALffvstULBB2fHx8TRp0sTikf2bfye9Xs9nc+YwtGZNDru54ZmSQuL//Z+p/FBwMIOVIhV40s6OtEWLJOkVldbs2bMt/o6dPHlSxr4LIUQ+qEwDng72BLm75DjsbbTY2NgUuO3Q0FBu3rzJ119/TVpaGm+++SatWrWyOL43NjaWnTt3otfruXHjBi+99BIBAQHUrVu3ME+vyJTLxPf555/H29ubBx98kP23Jo3dOfC6adOmph7b3AZlF7WsFR2eeOop6p0/z9EGDfC4Na7lBND80CFuZmTQuXNnbqSns7NmzSKPQQghhBCVh1IKg15v9Shsb6u9vT0rVqzgo48+ws3NjT/++IPvvvvOVD569GjTWr3Xr1/nqaeewt3dnVq1anH8+HFWrVpVqMS7KJW7zxLfffddGjdujI2NDZ9++ik9evTgyJEjOQZeZx90nd9B2YWRtaJDYGAgO3bsoEm2Hzb3+vXZ8PHHtE9I4AeDgY0bN0qvlhBCFAOVmojGwbXA5cXlGnrcctmg/m7lxaEsxpSX+0pc2dwa45tbeWHde++9ps7GO2Vfpzc4OJgDBw4U/obFpNwlvm2yTQR7+eWX+frrr9m1a1eOgdfZB13nd1A2GFda2LRpk8Uyb29vyxdlW9Fh3JgxfJ6SQsdbRQbA89gxHhg5Es3589gPHGi6jxCV1dixYwm3MNSnb9++MsZXFFjmxX0Y4vZjU6szWlf/HOWGxHNkntmI1qcZNn4tSiyuv7jGPhLphjeBOOUoP0sKa7lCC1xpjVuljUniKgh1lxUdysb42rKgXA51yE6r1aKUonHjxmb/wzh48KBp0PWdZXkZlG1jY0NwcLDFw9rENn2vXvzh68tA4O+UFAYC6Y6OAOzV6TgHaM6fx1CjBq/v2IGfnx8hISGFfg2EKK98fHws/o7Z29uXmY/FSsKZM2fQaDQ4OztTpUoVgoOD2bJlS2mHVS6p1EQMcftBGcg8sxFD4jmz8qykF2XAELcflZpYInFdQ88+EjEAa7nCWVLMyrMSJgOwj0SumRbBrFwxSVwFoxRk6jOsHmVkXlmZUK4S32vXrrFu3TrS0tJIT0/nww8/JD4+nvvuu4+hQ4cyZ84cTp06xeXLl/nggw8YNmwYkL9B2YXxzvvv0/3SJS7pdPgDCY6O2N28CUCroCD8gXOA9vx5Zvz7L888/fTtnd2EEJVWdHQ0wcHBpu09+/bty1NPPVXaYZVLGgdXbGp1Bo02R/KbPelFo8WmVucSG+7gho5ueKOFHIlT9oRJC3TDu0Q+Ki+LMUlcBWXs8bV2SI/vbeXqs0S9Xs+rr77K0aNH0el0NG/enF9//RVXV1d69erFmDFjaNOmDZmZmYwaNYonn3wSuD0oe8SIEYwbN457773XbFB2UcU2e/ZsIry88L16lSsODnjfSnoBtDExHGzcmLaHD/O1UgwEMurXL9IYhBDlU3R0NC1aGD9y12g0hISEMGfOnBKNISMjg5iYGItlXl5e1pdwLIO0rv5Qq7Mpyc08sxHlEYQh/rhZ0mtpGERxCsSJbnibEqS1XKEhzhwh2SxhsvQRemWKqSLHdZNMbpJz6+BMVKG2FEZBZnou10vea1KuEl9vb2/++usvq+Wvvvoqr776qsWy3AZlF4Vjb77J1UuXqD59OjRsiFu3biQGBuKaaPwYLQr4PiYGbdWqDLl+nYaTJtFs0KBii0cIUX5ER0dz//33A3D+/HlmzZplcexzcUpISKB1q1YWy157/XUmTZpUovEU1p3Jr+G/o8aCUkp6s9yZOMVgnGRdWolcWY2posZ1iOvsxfLwGvvCTHZXoAy5ZLeS+JqUq6EOZVZkJMHTprEYqBcYiD4sjB27d+Occnv8T3cPD74HVj3+OBnAiRYlN6FCCFG2RUdHM3nyZJydnalZsybBwcF88sknpvLNmzcTGhpKhw4d6NWrFw8++CChoaG4uroSGhpKaGhojjbT0tJo27Ytzs7OnDhxogSfTdmhdfVH6xFkfs4jqNSS3iyBONEQ88nVDXEutUQOymZMIHHllQIMmcrqIXnvbeWqx7fMCgsjrmNHBm7ZwuaXXqL+Sy/xRVwcWVNzEjUaXOPjUTVqsPPWKg6ymoMQAozLLZ46dYr4+HhcXFx47733WLp0KXZ2dgBcvXqVyZMns3r1alxcXDhz5gxKKWrXrs3999/P5s2bLbar0+lYuXIlr7zySgk+m7LFkHjOOLwh+7n442hc/Es1+T1LCkcwX07zCMkE4FhqiVNZjAkkrjxTCkOuQx0k9c0iiW9R0OlwXrmSHz08GBAXx3YbG6pnK3ZVinOA//nzNP3gA/x9fWU1ByEEAPv376d69eq4ubkB8NxzzzFz5kz2799Ps2bN+PXXX3n88cdNa5HXqlUrT+1qtVqqVauW5zjc3d1Z8/vvFsu8vLzy3E5ZcedENm22Mb6ZZzZCKQ13uHMSVPbxoWu5Uiof4ZfFmCpqXMFUpY6Fst+5UrgOMWXs8c2tXBhJ4ltE3v/kE94yGLgP8M/MRNnbo0lLA8DQvz9TdTq6f/89A1NSqFO7diksuS2EKIuyVnTIYm9vT2hoKKtXr6ZZs2ZcuHCBpk2bFnsctra2NG7cuNjvUxIsrd6gdfVH4+JvNuGtpJNfSzP/A3EiAEezyVIlmdCVxZgqclyO2OBIzqUabdAUaglHpRSZeus9voXdua0ikTG+RSBj6VLmfv45EZ6e+AP/ginpTfb05J2GDbFbv54hwI9aLY0PHYKoqFKMWAhRVkRHR9OkSROzc927d2f16tUAVK9enfPnz5dGaOWSSk20mPSCcczvnUudleQ6vpYSJrg9WSr7MlkltY5vWYtJ4io4lamsHuI2SXwLKzIS28GDef/yZWo+8wxpCxdyI9uyP0f++4+gN9/ki6tXmdSkCYMMBg5NmQIlPGNbCFE2ffnll7z//vtm58aNG8eOHTsA6NmzJ999951p98nY2FhOnz5tsS1JkI3r+Gp9mlldvSF78qv1aVai6/i2wNXqzP/siVMLXEtsHd+yFpPEVTDq1nJm1g7p8L1NhjoUVlgY/7Zrx8CdO9k5fz5rr16l963eXoDWt46MsDCCwsLIiIjgaLNmWN8zTgghbvPy8mL69On06dMHg8GAi4sLc+fOzVEvIyODiIgI1q1bZzoXFhbG7t27OX78OOPHjy/xJdJKi41fC7TudawmtVpXfzQNwkos6c3SGjfqUcVqQhSIE+FUL9GEqSzGJHEVgCL3nl1JfE0k8S0snY6jkyezs0cPwm/1ttxwcqJKSgqpdnY4pKcDsGvXLk7c+jhTVnQQQuRHaGioxdUbtm3bZvr677//ZtAda4NHVeIhVXdLaks66c1yt4SoxBOmPNyzNGLKy30lruwUhkxDruXCSBLfwoqMZOe+fTTIdqrKrfV7HdLTMYSFcWrbNu6/dIkrs2bJig5CiGLRpk0b2rRpU9phCCFKgVKQqbee+MpQh9sk8S2MyEgYOJDuOh33ApFAI1dXmtzarc1w771obWyod/Uqf2q19NPryXjgAXQ6WdNBCCGEEEVH5drjK7LI5LbCuLVxxb16PYdcXBhja4su8fYM4ct//QXLl7PayYlQg4FwwP2pp0ovXiGEEEJUPEqRmW6wekiX722S+BaGTseWp55iGRCclMR+pUxDHtIBv1sbVwzV6+n5yCP8CKaZ2UIIIYQQRUKBMhisHjLE9zZJfAvpt/XrGQ5c0umonnl78Wg7IMXDA39grl7P9fh4QCa2CSGEEKJoKYw7t1k7JO+9TRLfQshYupSNq1fzLeCr12PIltQmNm6M7uhRDPfdx0Bg1JYtMrFNCCGEEEVPKQzpmVYPGepwm0xuK6hbG1csAdpjnNjWLD7eNNRha0wMqmZNeqelEe3kRHhKClcbNZKJbUIIIYQoWsrY45tbuTCSHt+CurVxRXsg2tERDZiS3hu2tjwM9E5LIxJom5JCOOA5enRpRSuEEEKICkoBmRkGq4fkvbdJ4ltQUVGcmjyZSOCemzcZgHF/boALGRmmajZaLRnAj4BPtq2MhRBCCCGKhIJMpawekvneJolvQdxav7f9nDlmL2DW10FAirs7AI8YDCzRaLDTaGRxeSGEEEIUOYUi3WD9kOltt0niWxBhYRAejm1UFP2B5cChbMUXAaeEBA41asRuf3/ClaKPUuzevbtUwhVCCCFExaWATGX9kLT3NpncVhA6HSxezLlz5/DftQsFZF+kzA+IsrUl/PBhAMYHBvLj2bMMurWkmRBClDWHT1/Etd3Y0g7DTOLO2aUdgkUamSEvitgfrVoVuo1M+bnME+nxLYjISACmN2hAJDAAY7KbXbWMDBwdHMgA/qpdG5A1fIUQQghR9JQi96EOkhObSOKbX7fG9xoGDWLdr7+iuaM4Gjiv0dAOiG/alNo1a7J161b8/PxkDV8hhBBCFDkZ6pB3MtQhv26N79VGRrIV8Af+AzxvFddzcqJKSgrnAP89e/jC1ZWHMzPp0aOHrOErhBBCiCKnMPb45lYujKTHN790OujXj+O3tiNO1WpNSa8CqqSkkOzuzpc1a7IM6J6YSBjQvXv30opYCCGEEBVcbj2+4jZJfPMrMhIGD+ZwYiJXAQeDgbRbRRrgHOCckMCb//7Lz8AgW1tZw1cIIYQQxcY41MH6Or6S+94miW9+hYUR98AD9MnMxAs4D9jfKrru5UVcQICp6uAqVfgxIwNPT08Z3yuEEEKIYiGT2/JOEt/8ioriTIsWpoc22YocUlNpFRuL4d572R0QQI8bNwgDunXrJuN7hRBCCFFsZKhD3kjimx+3VnQI/OcfHsc4rME3W7EuOZkUQLtnD98kJxOOcaviYcOGlUa0QgghhKgEFAq9sn7IYIfbZFWH/AgLg7ZtqfbHH7yFcUWHZI0G51ufIaQATsBVYPH166Ta20NaGra28jILIYQQonhkjfHNrVwYSY9vfkRFwa5dpNnY4I+xxzcl2w+aE8bk1wv4Va8nM8047S0pKankYxVCCCFEpSBjfPNOEt/8CAvDcN992GdmkoKxx/fOtRqcMCbE7YFHtMaXV3ZsE0IIIURxKu4xvqNHj6ZevXpoNBo2b96ca90rV67Qq1cvqlSpQoMGDdiwYUPRBFEEJPHNj6gotk2dyk6MCW52idm+/kuj4TFgmcEgKzoIISo8lZpYqHIhROGUxHJmzZs3Z/78+dSpU+eudceNG4evry9Xrlzh//7v/xg4cCDx8fFFEEXhyeDTvLo1sa3Wvfeyx0KxK8alzWoA/ZQiU6tlucFAly5dZEUHIUSFlXlxH4a4/djU6ozW1T9HuSHxHJlnNqL1aYaNXwsLLQghCitr57YUlUkqmTnKM1BkZuY8nx+jR48GuGtOk5ycTFRUFKdOncLJyYk+ffrQtGlTVq5cyRNPPFGoGIqCJL55dWtiW8CuXQQA5zUaatwxaKYGsNfGhlOZmYQbDPwAtGnTphSCFUKI4qdSEzHE7QdlIPPMRrgj+c1KelEGDHH70brXQePgWooRC1ExJaJnqbrATTJJxWCxjn0J9bgeP34cZ2dnatasaTrXtGlTDh06VCL3vxsZ6pBXtya2/XvrYQ2lSLZQrVVmJlFgWsrM3z9nD4gQQhSVM2fOoNFocHZ2pkqVKgQHB7Nly5YSubfGwRWbWp1BozUlv4bEc4B50otGi02tzpL0ClEM6tatS8PGjfFrHERVb0+r9dzd3UsknuTkZFxcXMzOubi4kJxsKWsqeZL45lVYGImNGlEz2ylna1WBqFtfy1bFQojiFB0dTXBwMMnJySQnJ9O3b1+eeuqp/DekDKibCZYP/U2rl2ld/XMkv5nnduRIei0NgxCisomLiyMmJibHkZaWVuChCKtWreLQoUMcOnSIsWPHWq03aNAgq2X3338/Go3G4jFp0qR8xePs7JxjNaukpCScna1lTSVLhjrkVVQUrocPWyxK4/a2xWDs7V0GrHdzk4ltQohiFR0dTYtbu0lqNBpCQkKYM2dO/hvKSCfjaJTFIm215rmOz9W6+kOtzreHNfx31FggSa8QZubOncubb71lsczb27vQ7Y8dO5bw8PB8t79t27ZC3ztLUFAQycnJnD9/nho1agBw8ODBMrOZlyS+eZWRYbXIHuMSZllv7ccx9vg+2K6dTGwTQhSr6Oho7r//fgDOnz/PrFmzrP7hK05aV3+UR9DtpBfQegRJ0itECfLx8Sm2T5rT09MxGAwopUhPTyc1NRV7e3s0Go1ZPWdnZ/r27cuUKVP49NNP2bBhA/v376dv377FEld+yVCHPNL37cuJO7652WW9tV8FgjAOdxg6dGjxByaEqNSio6OZPHmyaTJJcHAwn3zyiam8e/fuXL58udjjMCSewxB/3Pxc/HHTmF8hRPnWrVs3HB0dOXbsGN27d8fR0ZGzZ88C8NZbb9GjRw9T3dmzZ3PhwgU8PT2ZMGECP/zwQ5nZ00B6fPPo0vDh1FMqx7CG7NIw7tr2PsaJbeOqVy+p8IQQlVBycjKnTp0iPj4eFxcX3nvvPZYuXYqdnZ2pzuXLl6lWrdrdG7O1w7beQ1bKHHK99M6JbFqPIGMSbGW1ByEqq6eeeopHHnkkx/nwgQPL/CfEuW1a8dprr5k99vb25tdffy3miApGEt+8iIzE/8cfScG4cUUGOV84A8aE+CowCXCT8b1CiGK2f/9+qlevjpubGwDPPfccM2fOZP/+/TRr1ozr169TtWrVvDWm0aJxzP+sb0urN2hd/dG4+JvOS/IrhJG1oQiWhgyI4iFDHfLi1vje7Elv9rmXBm6/kF7Aw0Dbtm3L/P/ehBDlW9aKDlns7e0JDQ1l9erVABw+fJhGjRoV2/1VaqLV1RssrfYgO7gJIUqbJL75ZIsx+bXJdi77i3gU48S2Vq1alWBUQojKKDo6miZNmpid6969uynxjYmJKdbEV+PgitanmdXVG7Inv1qfZrKOrxCi1MlQhwLI7UVrgHFim42NTS61hBCi8L788ssc58aNG8e4ceMAY+LbpUuXYo3Bxq9FrjuyaV390TQIk6RXCFEmSI9vHmTkspTZnY5h7PG9c9cSIYQoaYcPH2bKlCl07dqVnj17ou7YZr2o3C2plaRXCFFWSI9vHsQcPkyzPNatD/RHtioWQpS+n3/+ubRDEEKIMkV6fPMgecOGfNXPRLYqFkIIIcT/t3fnYVGV/f/A3zMIsgwDgoioKaZoaWChorkALhQ87iZZhqKk8oShmD6aYRAqhnuWSy5piVFpqSS5kxD6aBoKuJQSxKKZiigy7DN8fn/443wZGGaBYfGZz+u65rqYc859n3s7Zz6cuecc1tJw4KuFwkePtN72bwDHWrfmW5kxxhhjjLUwHPhqwTxX+ycPdQAQaG/PtzJjjDHGGGtheI6vBhUVFehQUqL19v8ASO3Ro/EK1Iju3buHLVu2CO+DgoIMZsoG190w6870iypKUJn3h/Be3PY5iIzNmrFET8b39u3bhfezZ89uEeO7JZarJZYJ4HIx/eLAV4P4+HgM0WF7CYA2bXR/+lFLcP/+fURERAjvfX19DeYg5robZt2ZnslLUXk3RXgrtnYEmjnwzcvLw8rISOH9xIkTW8T4zsvLQ+TKlcL7llCullgmgMvF9IunOmgQExMDXU7bZgAGDBjQWMVhjDHGGGP1xIGvBmlpaTiiw/ZH8ORxxYwxxhhjrGXhwFeDwsJCfK3D9l8DGDJEl8kRjDHGGGOsKXDgq0HHjh2hy8OHq7a9cuVKYxSHMcYYY4zVk4ga6xmWTzFLS0sUFRXBzMwMFRUVQEUFtL05WcX/fwGAubl5I5WwcVRWVqK0tFR4b2pqCrHYMP434rq3rLqXlJTAwsIChYWFzVoOQ2FpaQlZUTHQuoGPWq9UAOXV+szEEhDrculA2fNdHRpWHgBlZWXIzMwU3j/77LNo3bp1g/NtqJZYrpZYJsAwypWRkQETExM+5zUBvquDChYWFgCAzp07g4jw8PffYaNl2nw8uaWZSCSCo6NjI5WwcSgUCuTn5wvvbWxsYGRU/w+tpwnXvWXVPScnRzgOWeP7v3Nehwbl0xLHkrGxMezs7JTei0SiZizR/5WjpZWrJZapqhz/6+UyMTHhc14T4Su+jDHGGGPMIBjGd7mMMcYYY8zgceDLGGOMMcYMAge+jDHGGGPMIHDgyxhjjDHGDAIHvowxxhhjzCBw4MsYY4wxxgwCB74GxtPTE6amppBIJJBIJPDx8RHWRUVFwc7ODjY2Nli0aBGq3+nu4sWLcHFxgbm5OTw8PJCdnd0cxdfJ1q1b4erqCmNjY3z00UdK67788kt06tQJUqkUM2bMQHl5ubAuIyMDgwcPhrm5OVxdXZGamiqsq6ysREhICKytrWFvb48NGzY0VXV0UlfdExISIBaLhf6XSCRISkoS1v8v1J0xxhirCwe+Bmjnzp2QyWSQyWQ4evQoAODIkSPYvHkzzp8/j+vXr+Po0aPYtWsXgCdPp5k4cSLmzp2L/Px8DBkyBH5+fs1ZBa04ODjgo48+wmuvvaa0/MqVK5g/fz4OHjyI3Nxc5ObmYvny5cL6N998EyNHjkR+fj5mzZqFCRMmQC6XAwA+//xzJCQk4ObNmzhz5gzWrl2L+Pj4Jq2XNuqqO/Dk6UJV/S+TyTB06FBh3f9C3RljrLHwow+efhz4MgBAdHQ0AgMD0a1bN7Rv3x4LFizAnj17ADy5Sti6dWvMnDkTpqamCA0NRXJyMv76669mLrV648ePx9ixY2Ftba20PCYmBq+99hr69+8PKysrLF26VKjrjRs3cP36dXzwwQcwNTXFO++8g8rKSuGqaHR0NBYuXIh27drByckJs2bNEtK2JHXVXZ3/lbozxlhjycjIAPDkGzD2dOLA1wDNnz8fdnZ28PLyQlpaGgDg+vXrcHFxEbZxdnbGtWvXVK4zNzdHt27dhPVPG1V1zcnJgUwmw/Xr19GjRw+l562ra4vq654Wubm5QvC6bNkyKBQKADCIujPGWH39+uuv6NGjB3799VeIxWK++vuU4sDXwKxevRp//fUXcnJy4OXlBR8fHxQWFkImk0EqlQrbSaVSyGQyAKi1rub6p42qulYt11RXde30NHjuueeQmpqKf/75B7Gxsdi3bx8++eQTAJr7+WmvO2tcCoXiqbkK9rSUs7nUDOietgCvsfp3wIABmDt3LqKiopCdnQ2RSNQo+2GNiwNfA+Pm5gaJRAIzMzMsWrQIlpaWOH/+PCQSCR4/fixs9/jxY0gkEgCota7m+qeNqrpWLddUV3Xt9DRo3749nnvuOYjFYvTq1QtLly7FgQMHAGju56e97kz/Dh8+jB9//BEAYGRkBLFYjL///hvJyckAIHyb0NKIxU8++iIiIrBp0yZUVFQ0c4laFpFIhLy8PJw8eVJ4/zQFv1X9e+PGDb3n7evrC2NjYxw8eBAlJSXC8qepfQwdB74Grurrml69euHKlSvC8qtXr6J3794AUGtdSUkJMjIyhPVPG1V17dy5MyQSCXr16oX09HSUlZUpra+rLaqvexpV/7rO0OrOGmb48OH4z3/+g//85z8YNGiQsPzSpUsICAhAZmYmjIyMWuzV1TNnzmDbtm1ISkpCbGxsswe/VcehpqutTRVgXb16FT/99BOOHDkC4Enw21L/kVFlyZIl6NevH44eParXcg8ePBhubm7Yt28fMjMzAQDl5eUQiUQ4e/YsEhIS9LYv1jg48DUgjx49wsmTJ1FWVoby8nJs2LAB+fn5GDBgAPz8/LBt2zZkZmbi7t27WL9+PaZNmwbgyS3QSkpKsGvXLpSVlSEyMhJ9+/ZF165dm7lG6snlcpSWlkKhUCj9PWXKFPzwww9ITk5GQUEBIiMjhbr27NkTzz//PKKiolBWVobt27dDJBIJdz7w8/PD2rVrcf/+ffz555/YsWOHkLYlqavuCQkJyM3NBQCkp6djxYoVGDt2LID/nbqzxjd06FDY2dnh6tWr2L9/P2QyGQ4ePAgAGD16NObPn4/AwEDcunVLuPpWpaVcGRsyZAj++usvrF27Fj/99BMOHDiA0tLSZilLZWWl8LV5zX8Uqq62btu2DdeuXWu0r9er9ltcXIzi4mK4urpi3LhxSE5OxuHDhwE8uaoPALdu3WqUMuiTra0tNm/ejJ9++gknT57Uyz9gVWN34cKFaN++Pd566y0AgImJCQ4cOIDhw4c3+z9QTAvEDMa9e/eob9++JJFIqE2bNjRs2DBKTk4W1q9cuZJsbW3J2tqa/vOf/1BlZaWw7sKFC+Ts7EympqY0dOhQysrKao4q6CQ8PJwAKL12795NRES7d++mDh06kEQiIX9/fyotLRXSpaen06BBg8jU1JRefPFFunz5srBOoVDQvHnzyMrKiuzs7GjdunVNXCvt1FX3tWvXUocOHcjc3JwcHR3pww8/pIqKCiHd/0LdWeOKj48nkUhEV65cISKi4uJi8vLyop9//llpu88++4zCwsKopKSEiIh27dpFZWVlTV5eVarObQqFgoiI/vjjD5oxYwYdOXKEbt26RceOHVM6LprKzp07KTg4mNatW0d79uwRlu/evZvWrVtHixYtouLiYr3s6/jx45SWlkZERHK5nIiIbt68Sb6+vjR58mSKioqiTZs2UUJCAi1btoyOHj1KRETLli2jjRs36qUMTSEpKYmmT59OcXFxRERUWlraoL6tGjMVFRXUv39/WrRoEcXFxZGxsTFFR0frpcyscYmIWsi/34wxxlq8iooKLFq0CH///Te+/vpr5OTkwM3NDc7Ozhg3bhxmzZoFCwsL5OTkIDo6Gj4+PoiLi0NKSgq+//77WleAGxsRqb1KWrX+/v37CAoKQlpaGj7++GNMnDixCUsJbN68GUeOHMEHH3wAIyMjREVFYciQIVi4cCFSU1PRp08ffPHFF7CyssKwYcNga2tb732NHj0a5eXlaNOmDXbt2gULCwvcuHED//73v7F06VI4OzsjMzMTx48fh1gsxtChQ3H27Fn8+uuvaNOmDb744gu0atVKj7VvXElJSfj2228xcOBApKSk4N13323QN5ZVY+bUqVNYsGABrly5gujoaLz11lvCVWH+4VvLxVMdGGOMac3Y2Bjjx4+HiYkJwsPDMWDAAEyaNAlTpkzB2rVrMWvWLISHh6Nz587o1KkT5s2bhxs3bmD//v0Qi8VNOue3+hSCtWvXCj/Wqk4kEqGyshJ2dna4ffs2QkJCmjzoBYAHDx7g008/xeDBgzFw4EBER0cjKSkJ+/btQ58+fQA8eYJmeno6bGxs6r2f0aNHQ6FQ4MSJE9i9ezcsLCwgl8vx3XffwczMDCNGjEC7du3Qv39/TJ8+Ha1atYK9vT2cnZ3Rtm1bIeh9mub7Dh06FCNHjkRISAicnJwaPE2vakz169cPXl5eOHbsGAe9TxG+4ssYY0xnq1atwrJly7Bq1Sq8++67AIC7d+9iy5YtuH79Or766iuYm5tj165d8Pf3F37o1lRXfKtf6d2wYQMSExMRHR0NS0vLOtOkpKTgxRdfBIAmLSsAhIeHw9zcHAsXLhTm0iYlJSE5ORkhISEoLi7Gvn37MG3aNOFHqboGWAkJCVi5ciWOHz8uBPxVdczIyMDPP/+Me/fuYebMmbC3t0dxcTFmzpyJ4OBgvPzyy0I+CoVCKGNLUL0tarZL1fsdO3ZALpfjnXfeUbldfZWXl8PExISD3qcIX/FljDGmtaoP+MWLF8Pb2xv79u0T1tnb2yM0NBR79+6Fubk5ACAgIABGRkZQKBTNEvR++umn+PDDD/H8888LQW/1q87Vb9FXFfQSUZNPyZg4cSJMTU2RkpIiXE2tqKhAZmYm5HI5zM3NMX36dOGqeX0CrKp7z1bdoaF6Hbt164bhw4dDKpVi+/btKCgogLm5Oezt7ZVu2wWgRQW9CoVCZVvUDERnzZolBL31bT9VTExMhP1w0Pt04MCXMcaY1qquFALA119/DSJCSEiIsN7ExETp6X9VmipYqh7U7Ny5E0lJSUhPT0dubi6WL18O4Mlt/BQKBR4/foyAgADhCZZVGiuAUfcFq5OTE0xMTHDmzBl8/PHHuH79OiIjIzFgwIBa82nrG5SLRKJaQWx13bp1w6RJk2BjY4Ndu3ZhwYIF+Pvvv+Hh4VGv/TWFqnG1cOFCzJkzB2vXrkVqaipEIhFSU1Px119/AVBu+6b+p4a1LNz7jDHGdFL1VbupqSnef/99pKSk4NChQ81apqpgvCqo2bx5M44dO4b58+fDwcEBW7duRUpKCiIjIwE8CZikUineeOMNPHr0qEnKV9d8YyISruiOGDECCoUCBw4cwFtvvSXcMksfbG1t8c8//6CgoECYelIVEMbExGDz5s1wcHCAt7c37t69iytXruDrr79ukfdjPnv2rHAf3dWrVyMvLw8hISHo0qULvvjiC+Tn5yM7OxtRUVEoKSnhq7FMwHN8GWOM1dv9+/exefNmBAcHN+hOA/Xdd3l5OTp27Ajgyf2rW7VqhT179mDv3r3Ys2cP2rdvL8xlLSkpwfTp09GrVy+Eh4cDeDIv2d7evlHLqc18Y3VzTvU1HxUAXF1d0atXL+zduxfA/81lrrqbxLJly4Qnt9na2grTIlrS9Ib8/Hx8++23uH//PhYsWIBTp04hJycHc+fOBQCEhYVh9uzZaN++Pc6dOyfci5wxgK/4MsYYawA7OzuEhYXB1ta2Sa8KJiUlYdCgQZg0aRLc3d1BRMKUgOLiYixduhTt27dXmstqZmaGr776CmfPnsWFCxcAoEmDXnXzjUUiUa1HhlfRR9BbdY1r6dKlyM7ORmhoKIAnV8jXrFmDmJgYzJ49W9hX27ZthYdntKSgl4hgY2ODCRMmoLi4GBs3bkR5eTmMjIxw4sQJZGZmIj4+HtnZ2WjVqhUHvawWDnwZY4w1SFVg2VRzJ3/55ReMHz8e8+bNQ2RkJMrKyhAWFiasNzMzQ1xcHIqKioQf1gFPHqdsamqKo0ePws3NrdHLqY/5xvpSVY4RI0Zg8uTJOHHiBLp06YIJEyZg586diI+PxzPPPFPrNmUtbYpA9X8i8vLykJeXh99//x3FxcVIT09HYGAgZsyYgcGDBzdzSVlLxVMdGGOMPTXy8/PRvn17hISEYPXq1aioqMCcOXPQsWNHYfpCRkYGDh48iP79+6Nfv36wsLBAVlYWgoODsW7dOvTo0QOAfqcQVFfzVmibN2/G6dOn8d5772HQoEEoLCzE9OnT4erqKlx5BYDvv/8e7dq1g7u7u97LVF1ZWRkeP36Mw4cPo2vXrujduzfatWvX4qY0VFe9r/744w8EBQXh559/RmZmJn766Sc8ePAAQUFBEIvFaNu2ba00jFXhK76MMcaeGjY2NliwYAFSUlLw119/wdjYGHK5HGlpaThw4ACAJ3cn6NatG86fP4/Q0FCcOnUKb7/9NsaOHSsEvYB+r2bev38ft2/fBvDkKq5cLgcA7NmzB7Gxsdi0aRMGDRqEyspKWFpaYu/evUhLS0NERISQx9ChQxs96AWA1q1bw87ODgEBARg2bBjatWuHysrKFhv0Av/XV0ePHoWpqSnGjBmD8+fP49lnn4WDgwNu3ryJnJwcDnqZRnzFlz215s6dC3d3d0yaNEnl+rNnzyIoKAiXL1/W+SvYMWPG4LXXXsP06dP1UFLGmD6lpaVh3bp18PDwwKVLl7Br1y68/vrrOHbsGF599VW8/vrrGDVqFO7fv4/jx4+jvLwcEokEr7/+OgD9B0VJSUkICAhA27ZtYWxsjMTERCH/zz//HL169YK7u3utK6qlpaUYO3YsVqxY0SRTL55G1fvq0aNH+Pzzz1FRUSHclUMmk+HMmTOYOXMmxo8f37yFZU8FvuLLWpz9+/dDIpHUepmYmEAkEuHw4cMAgCNHjmDQoEF15hMcHIyIiAiloPfkyZMYMWIEpFIpLCws8OKLL2Lr1q217q+5YsUKLF68WO09LxljzcPFxQVubm6IiorCyZMnIZPJ8OWXX+LixYsQi8VYunQp9u7dCzs7O/j5+SEgIKDRgt6nZb7x06qqrxISEmBlZQU/Pz906dIFCoUCXbt2Rbdu3fDmm28KQS9fy2OacODLWhxfX1/IZDKlV0JCAqRSKWbOnIlRo0YhIyMDL7zwAjp06KAyj9OnT+Off/7BmDFjhGW7d+/G+PHjMXHiROTk5ODBgwf4+OOPERUVVevKbp8+fdClSxfhlj+MsZahKrCZM2cOXnnlFbRq1Ur45/aZZ57BZ599hr1798LPz09len0Gvfn5+Rg5ciTefvttvPvuuxg6dCj69Omj9MCJIUOGoF27dvjtt9+E4DcrKwvh4eG4efOmcAWYAzZl1e8QcufOHZw6dQpbt26Fvb09hg4dinv37uHSpUvw9fUV7nXM0xuYNjjwZS1eYmIihg8fDn9/f+zYsQNisRjx8fEIDAysM80PP/yAESNGCB8qjx8/xrx587Bs2TLMmTMH1tbWMDU1hY+PD77//ntER0cjPj5eKQ9vb29hziBjrGWousUWAGzatAlSqRT+/v7CeolEgt69ewNAo99eraXON37aVf9xYHx8PEpLS+Hl5QWxWIydO3eidevWKCwsrHXnBm5Dpg0OfFmLduTIEfj4+GDhwoVYt26dsPz27dt49dVX60z322+/4YUXXhDenzlzBoWFhZg8eXKtbfv374+uXbvi6NGjSstdXFxw8eJFPdSCMaZP1YPf9evX4969e/jss89qbdcUt1d788034eDggNOnT+Pdd9/Ft99+C0tLSwQFBcHf3x8//fQTJkyYgICAAPTr1w85OTkIDAzErFmzAPCVXlWq+m3BggX48ssvcfjwYRw5cgT9+/cXvsnz9PTE8OHDm7mk7GnUSvMmjDWP7777DtOmTcOaNWuEJ/JUqf5LaFXy8/NhZWUlvK+6MXybNm1Ubt+mTRsUFRUpLbOyssLDhw/rU3TGWCOrurrn7OyMHj16QCKRNEs5qs83FolEkMlkEIvFyM3NRVhYGJYuXYqHDx/Cz8+v1vQL/mpeWfUrvVevXkV+fj6io6MxadIkjBkzBn369EHfvn0xbdo0dOvWDQC3IdMdX/FlLdKOHTswdepUbNu2rVbQqw0bGxsUFBQI75977jkAQGpqaq1ti4qKcOPGDWGbKgUFBXUGyoyxlkEikWDZsmWYMWNGk++7Jc03ftpVD3pPnjyJTp064dlnn4WXlxcGDx6Mt956C++//z6ys7M56GUNwoEva3HWrVuH4OBgfPPNN/W+nVjfvn1x7do14f2LL76IoUOH4uOPP6617fr169G6dWtMmTJFafmVK1fQr1+/eu2fMdZ0qr7daeppAy1pvvHTpmZ7VAW9QUFBOHfuHFq3bo0OHTrAyckJbdu2xRtvvIEuXbqgS5cuQhoOell9cODLWpSwsDCEhYUhNjYWr732Wr3zmThxIuLj45UevxkTE4MbN25gzpw5KC0tRWVlJdatW4e1a9fi+++/h52dnVIex44dw4QJE+pdBsZY02qOQKglzTduyR48eIA7d+4AABQKhdAeJ06cQE5ODu7evYurV68iIyMDc+fOxenTp3Hjxg14e3vDzMwMr7/+OoKDgwHwvGjWMPwAC9ZiXL58Ga6urjAyMoKpqWmt9QMHDsSpU6e0zu+ll15CeHg4xo8fj5UrV2LlypWQy+UoKyvDl19+CUdHR3h6eqJVq1Zo3bo1/Pz88PnnnwN4coP8kSNHIisrC+bm5nqrI2Psf5dMJkNoaChefPHFZpl60VL997//RXh4OEQiET777DP07NkTwJN/FH766Se4ubnB3NwcLi4u+PPPP5Gbmws3Nzfk5ubCysoK//73v4W8eHoDaygOfNn/rDNnzmDOnDn1enLb2LFjMWHCBP7wYozppKCgQOmHtYbuv//9L/71r39hw4YNcHV1RZ8+fQAAP//8M9566y1cvHgRtra22Lt3L6RSKV555RUQEUxMTDB69GiEhITwE9mYXnHgyxhjjOkZX5l88ohhX19fTJ48GTNnzhSWV1ZWIjc3FwcOHIBYLMa7776L//73vzh8+DBWr16NgoICrFu3Du3bt0dQUFAz1oD9L+LbmTHGGGN6ZuhBL/CkDSorK+Hp6YnKykqIRCKIRCKIxWJ06dIFY8aMwfHjx7Fq1SokJyfD09MTwJMfKwYGBqJjx44A+J8Ipl+GPdueMcYYY40iOzsb169fh4WFBcRisRC8Vn3R3L17d0ycOBFFRUW4f/++0tM4q4JegP+JYPrFgS9jjDHG9IqI4ODggE6dOiE3NxcAhLvsiEQiZGVl4ZNPPoGDgwOCgoIwefJkrFy5staDhBjTNw58GWOMMaZXIpEIdnZ2aNOmDT744AMAgJGREUpKSgAAxcXF+O2333Dnzh107NgRXl5emDhxIiwsLJqz2MwAcODLGGOMMb2qms4QGRmJx48fIzQ0FABgZmYGAJg+fTo6duwIBwcHAECPHj3g4uLSPIVlBoXv6sAYY4yxRiGTyfDFF1/g22+/hampKXx8fPDtt9+iV69e2Lt3LwDlxxUz1tg48GWMMcZYoyksLMT169exadMmODo6wtbWFiEhIQCezPs1MjJq3gIyg8KBL2OMMcaaHAe9rDlw4MsYY4wxxgwCT6phjDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBlSrKysiASiSCRSGBhYYHevXsjMTGxuYulE09PT5iamkIikUAikcDHx0dp/f379zFq1ChYWFigZ8+eiI+PrzMvXbatD13z/+STT9C9e3eYmZnByckJGzdurPe+m6Ovy8rKEBAQgM6dO0MqlWLgwIE4d+6cym3PnTsHsViMFStW1Jmfpr5uKF36Z+vWrXB1dYWxsTE++ugjrfLXV38+jcetprGgqT1TUlIwePBgSKVSPPvss9i5c6fWaatr7GMcgDA+q15isRjr1q3Taf81j4eGtt+1a9fg7u4OqVSKXr16ISEhodY2uhyvVfR5jmKsURBj1Rw6dIh69+5NRESVlZW0ZMkS6tGjRzOXSjceHh4UHR1d53pfX18KCAigoqIiio2NJRsbG3rw4EGDt63O39+fdu/erXE7XfJfunQp9enThy5fvkxyuZySk5PphRdeoKVLl2rcjyrN0dcymYwiIiIoOzubFAoFffPNN2Rra0uFhYVK2ykUChowYAC5ubnR8uXL68xPU1/XpTH65+DBgxQbG0uTJ0+m8PBwjXnrsz+fxuNW01jQ1J4vvPACRUREkEKhoOTkZJJIJHT9+nWt0lbX2Md4Tbdv3yYjIyPKzMzUev+qjoeGtF95eTl169aNNm7cSHK5nE6ePEm2traUl5entJ22x2sVfZ+jGGsMHPgyJREREeTn5ye8j4uLIxsbm2Yske7UBUOFhYVkbGxMubm5Stvv2rWrQdvWpM2Hoi75379/n8zNzenmzZtKy69du0ZmZmZ07949jWWqqaX0tYODA/32229Ky7Zu3Upz584lf3//Zgt869v/gYGBGoMtffdnS+nLhlI1FupqT4lEotR+/fv3pwMHDmiVtkpjH+OqrFmzhoYMGaLT/rU9HrRtvytXrtQaHyNHjqQdO3ZoLL+qfRA1zjmKscbAUx2YktTUVLi6ugIAbt++jVWrVsHX17fZyjN69GhYW1urfEVFRdWZbv78+bCzs4OXlxfS0tKE5enp6ZBIJOjUqZOwzNnZGdeuXauVhy7b1ocu+Z87dw5du3aFk5OT0vJevXqhU6dOGr9+VEUffV3f/qmSnp6O/Px8dO/eXVj24MEDfPLJJ4iIiNCqDHX1dUM1Zv/ruz9bwnHbGGNBneDgYOzduxdyuRwXLlxATk4OBg4cqFOZG/sYVyU6OhrTpk3Tev/aHg+6th8R1Xqvqd7q9tEY5yjGGgMHvkxJamoqwsLChJNx79698emnn9Yrr5SUFHzxxRcNKk9cXBwePXqk8vX++++rTLN69Wr89ddfyMnJgZeXF3x8fFBYWAgAkMlkkEqlSttLpVLIZLJa+eiyLaD8wR8TE4OgoCC1H/wNLUsVa2trFBcXq1ynjqa+fvXVV3H37l21edSnf6qUlJTAz88PS5YsgZWVlbA8NDQUISEhsLa21lgHdX1dU2P2j6703Z/aHLcJCQnw9PSEu7s7Ro0aBS8vL3h6esLKygqenp7w9PSslW9ZWRkGDhwIiUSCP//8U20ZGmMsqOPj44M9e/bA1NQUgwYNwqpVq+Dg4KBV2iqNfYzXlJaWhps3bwr/lGizf22OB13br2fPnrC2tsb69etRUVGBY8eOITExEUVFRfXeR2OcoxhrDK2auwCs5ZDJZMjMzER+fj6kUinWrl2Lb775BiYmJvXKz8XFBS+++KJ+C6kFNzc34e9FixZh165dOH/+PLy8vCCRSPD48WOl7R8/fgyJRFIrH122BZ588FeZPn06PD09MX369DrLqUv+Xbt2xc2bNyGXy9Gq1f8dtuXl5UhPT0fXrl3r3I8q2vT13bt3YW9vr1O+2qqoqICvry+6d++OsLAwYfnly5dx8eJFbN68Wat81PV1TY3ZP7rSZ39q05d5eXkICwtDXFwcpFIpsrKyQETo2rUrhgwZovKHTQBgbGyM2NhYLF68uN511aSusaBOfn4+Ro0ahV27dmHChAm4du0avL294ezsLFz51kZjH+M1RUdHY8yYMUIQq2n/2hwP9Wk/Y2NjHDp0CMHBwYiMjES/fv0wefJkpSvPuu5D3+coxhoLX/FlgrS0NHTo0AHW1tYQi8WYN28eMjIyhK+PU1NTMWDAAAwbNgzLly8HEeGdd97B8OHDMXr0aBQUFCAhIQHjxo3D2LFjcfDgQSxdulTldjXzqouPj0+tX0RXvVauXKlVvcRisfC1npOTE2QyGW7fvi2sv3r1Knr37l0rnS7b1ocu+bu5ucHW1hYxMTFKy/fu3Yt27dqhf//+Ou1bU18XFhbC0tJSYz716Z/KykpMnToVIpEIX331FUQikbAuMTERN27cQMeOHdG+fXt89913WLVqFWbMmKFVvar3dUM1Zv/rsz819SUAHDlyBFOnThWuyDk6OmoViIjFYq3/+dH3WFAnIyMDFhYWmDRpEoyMjODi4oJBgwbpfCeLxj7Gq6usrERMTAymTp2q9f41HQ/1bT/gyYWJxMREPHjwAMePH0dmZqbSP5LVy63NPvR9jmKs0TTj/GLWwmzZsoVeeeUVpWVjxoyhyMhIIiJau3YtffPNN0T05FfGP/74o7Duxx9/pNWrV9Pp06dp5MiRRER0+vRpCg0NVbldzbz05eHDh3TixAkqLS2lsrIyWr9+Pdnb29OjR4+EbSZNmkRvv/02FRcX0+HDh9X+iluXbetDl/zPnj1L9vb2dPr0aSIi+vnnn6ldu3Z09uxZnferqa9//fVXmjVrls75amPmzJnk7u5OJSUltdYVFRXRnTt3hNfrr79OixcvpocPH9baVpu+bihd+qeiooJKSkpo5syZFBoaSiUlJSSXy+vMW1/9qakviYg+/vhjiouLU5l+8ODBGvfh7+9P6enpOpVLG+rGgrr2fPToEUmlUjp06BBVVlbStWvXqF27dnTy5EmNaWtq7GO8yokTJ8jOzo4qKiq03r+m46G+7UdElJqaSiUlJVRUVESrV6+mAQMGqCy3un3UpM9zFGONhQNfJggMDKT33ntPadmmTZvo5ZdfJiKivLw8Cg4OpilTptDRo0dp1apV5OLiQh4eHjR48GBavHgxnT59mpYsWUJE/xf4qtquZl76cu/ePerbty9JJBJq06YNDRs2jJKTk2tt4+PjQ2ZmZuTk5CR8WBIReXt7KwUM6ratydvbmywsLFS+quepbVmqi4yMJAsLCzIyMiJHR0ciInJ0dCQjIyO1+ddFU1/v3r2b1q9fr1Oe2sjKyiIAZGpqqtQ+v/zyi8rta/6KvXr/aNPX1TVG/1QvT3h4OAFQetX1q3999qemviQi+uqrr2jbtm0q0zdX4KtpLGhqz2PHjlGfPn1IIpFQ586dKSoqSlinKW3NcdSYx3iVqVOnUnBwcK3luuy/+vHQ0PYLCQkhKysrsrS0pIkTJ9KdO3dqtY8ux6u+z1GMNRYRkZ6+F2T/80pKSmBmZoby8nIMHjwYoaGhyMjIwIIFCwA8mQd29uxZnDp1CitWrEBCQgJOnTqFfv361dpOLpcr5XXx4sXmrBqrYdGiRRgxYgReffXV5i4K04O8vDxMnDhRmOObk5MDhUIhzPE9c+aMsO3t27fRsWNHpfTTp0/H0qVLtb5jAGOMtVQ8x5dpLSYmBu7u7hg0aBD8/Pwwbtw4ZGRkYPjw4Rg2bBiOHj2qMp2q7WrmxVqW33//HeHh4Rg5ciT+9a9/6W3eLGsebdu2xbJlyzB27Fi4u7sjKCgIrVu3rrWdXC6v9WOt8ePH48SJE/D398f+/fubqMSMMdY4+IovY4wxAMCFCxdw9epVBAQENHdRGGOsUXDgyxhjjDHGDAJPdWCMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GVKsrKyIBKJIJFIYGFhgd69eyMxMbG5i6WzrVu3wtXVFcbGxvjoo4+U1pWVlSEgIACdO3eGVCrFwIEDce7cuVp5nDt3DmKxGCtWrBCWXbt2De7u7pBKpejVqxcSEhJqpVu9ejWeeeYZWFpa4qWXXkJhYaHasqraj76oK0tKSgoGDx4MqVSKZ599Fjt37tRLWnVtpK5f6lOHmj755BN0794dZmZmcHJywsaNG7XaR13y8vIQHByMZ555BlKpFL1798bq1auhUCgalG991dUWs2fPhoODA6RSKZydnXH48OF65aMv6vpZ0xjw9PSEqakpJBIJJBIJfHx8AGh33OoyvrQ5lrXh6OgIc3Nzobzt27evVz5AyxtvTUnTGL5//z5GjRoFCwsL9OzZE/Hx8XXmpenc1lDqxpmmcmqqp7pjsz5jtqGfL/oc3y1GMz4umbVAhw4dot69exMRUWVlJS1ZsoR69OjRzKXS3cGDByk2NpYmT55M4eHhSutkMhlFRERQdnY2KRQK+uabb8jW1pYKCwuFbRQKBQ0YMIDc3Nxo+fLlRERUXl5O3bp1o40bN5JcLqeTJ0+Sra0t5eXlCek2bdpEw4YNo+zsbKqsrKTU1FQqLS2ts5yq9qOJv78/7d69W+N2msrywgsvUEREBCkUCkpOTiaJRELXr19vUFpNbaSuX+pTh+qWLl1Kffr0ocuXL5NcLqfk5GR64YUXaOnSpRr3o8rdu3epe/fuNHPmTLp9+zYREaWkpNCYMWOosrKyXnk2hLq2+P3334W/L1y4QFKpVGlcapuPJtqOPXX9rGkMeHh4UHR0dK3l2hy32o4vbY5lbXXp0oWSkpJ0TldTSxtvTU3TGPb19aWAgAAqKiqi2NhYsrGxoQcPHqjMS925TR19jG9N5VRXT3XHZn3GbH0+X2rS1/huSTjwZUoiIiLIz89PeB8XF0c2NjbNWKKGCQwM1CrAcnBwoN9++014v3XrVpo7dy75+/sLJ4wrV67UaouRI0fSjh07iIhILpeTg4MD/fnnn1qXT9V+NNHm5KxNWSQSCd28eVN4379/fzpw4ECD0mpqoyra9Isu7Xn//n0yNzdXKhMR0bVr18jMzIzu3bunMY+afH196fXXX9c5XWPQpS0uXrxIpqamlJqa2qB8VNE2MKiirp/rWldX4KtKzeNWm/0SaT6WawJAubm5Ksuor8CgJY235lZzDBcWFpKxsXGtPti1a5fK9HWdnzRp6PjWtZzV66np2NR1zBJp//nSFOO7JeGpDkxJamoqXF1dAQC3b9/GqlWr4Ovr26xlGj16NKytrVW+oqKiGpx/eno68vPz0b17dwDAgwcP8MknnyAiIqLWtlTjQYdEhGvXrgEAbt26heLiYnz//fewt7dHz549sWPHjjr3q24/DaVNWYKDg7F3717I5XJcuHABOTk5GDhwYIPSAurbSN91qHLu3Dl07doVTk5OSst79eqFTp06qZzKok5GRgZ++OEHLFu2TOdya0PXMa1NWwQFBcHMzAz9+/fH8OHD4ezsXK98WoL58+fDzs4OXl5eSEtLU7lNzeNWV/oap/rQ2OOtqdX3nF3XGE5PT4dEIkGnTp2EbZ2dnevsL3Xnp8akbTlV1VObY1OXMduYny9POw58mZLU1FSEhYUJB2/v3r3x6aefCusTEhLg6ekJd3d3jBo1Cl5eXvD09ISVlRU8PT3h6empMt/jx4/D3d0dnp6eCAkJgVwu17pMcXFxePTokcrX+++/36D6lpSUwM/PD0uWLIGVlRUAIDQ0FCEhIbC2tlbatmfPnrC2tsb69etRUVGBY8eOITExEUVFRQCe/KNQUFCAmzdvIisrC/v378cHH3yApKQklfuuaz+qVP8giYmJQVBQkNoPEm3K4uPjgz179sDU1BSDBg3CqlWr4ODg0KC0mtpIF7q0p0wmg1QqVZmPtbU1iouLddp3fHw8nJyc0LNnT5XrExIS0KVLF4wYMQKenp7Yu3evsHzp0qUa89d1TGvTFlu2bIFMJsOpU6fwyiuvQCQS1SufmnQdew21evVq/PXXX8jJyYGXlxd8fHxqzUFWddzqQp/jFHhyPFS1yXvvvadzem3Hm6enJ8aMGaPzeK7LqVOntJ5rDzyZZz1w4EBIJBL8+eefdW5X33N2XWNY1fEtlUohk8lU5lPX+UkVfY5vbcupqp6ajk1dx6wuny+aNHR8tzQc+DKBTCZDZmYmcnNz8fjxY6xatQrnz5+HiYkJgCc/vAgLC8OPP/6IX375BZs3b8b27duRkJAAZ2dnJCQkqJxsn5eXhxUrVuDIkSNISEhAhw4d8Pnnnzdx7WqrqKiAr68vunfvjrCwMADA5cuXcfHiRcyaNavW9sbGxjh06BBiY2PRvn17bNiwAZMnTxb+uzczMwMAhIWFwczMDC4uLnjjjTdw5MiRWnmp248q1T9IpkyZgi1btqj9INFUlvz8fIwaNQpr1qxBWVkZLl26hCVLluDSpUsNSqupjXShS3t27doVN2/erPUPVXl5OdLT09G1a1ed9n3v3j2NZZ46dSri4+Nx7NgxfPPNN7h48aJO+9CFtm1hZGSEESNG4NSpUyrbSZc2raLr2GsoNzc3SCQSmJmZYdGiRbC0tMT58+eF9aqOW13pc5wCwNGjR4U2Wb9+vc7ptR1vCQkJ8PDwwL59++pVzoYyNjZGbGwsJk2a1Gj7UDWGJRIJHj9+rLTd48ePIZFIaqVXd35SRZ/jW5dy1qynpmNTlzGr6+eLJg0d3y0NB75MkJaWhg4dOsDa2hpisRjz5s1DRkaG8FXjkSNHMHXqVOE/WkdHR60Cip9++gnTpk0TDv558+bh4MGDWpfLx8dH+EVpzdfKlSvrUVOgsrISU6dOhUgkwldffSVcWUhMTMSNGzfQsWNHtG/fHt999x1WrVqFGTNmAABcXFyQmJiIBw8e4Pjx48jMzISbmxsAoEePHjAxMVG60qbqqps2+2koTWXJyMiAhYUFJk2aBCMjI7i4uGDQoEFITExsUFpNbaTPOlTn5uYGW1tbxMTEKC3fu3cv2rVrh/79++u0786dOyM3N1erbU1NTbFw4UL8+OOPWuev65jWpS0AQC6Xq7wip2s+LYFYLBa+4q3ruK0PXcdpaWmp8HdBQUG996uKLuOt6mvx1NRUDBgwAMOGDcPy5ctBRHjnnXcwfPhwjB49GgUFBUrfQFRd3a2oqMBrr72GV155BV9++aWQr0KhgJ+fHzw8PDB27NhaARzwpC/s7e01llEf5+zqY9jJyQkymQy3b98W1l+9ehW9e/eulU7T+akx6VLOKlX11ObY1HbM1ufzpTHHd0vDgS8TpKamKh2grVu3hqenJ+Li4gAAf//9Nzp06KBzvnfu3FFK17p1a5SXl2ud/ujRo5DJZCpfH3zwgco0crkcpaWlUCgUSn9XCQwMxJ07d7B//360atVKWD579mz8+eefSElJQUpKCsaOHYs5c+Zgw4YNAJ78c1BaWori4mKsWbMGlZWV8Pb2BgDhZBsZGYmysjL8/vvv+O677/Cvf/2rVvk07UedL7/8EtOnT1e7jaay9OjRA8XFxYiNjQUR4fr160hKSoKzs3OD0mpqI039oksdqhOLxdi9ezcWLVokfOtw+vRpLFmyBLt374ZYrNupbsyYMSgoKEBkZCSKi4tRWVmJixcvYv78+Sq379ChA/755x+t89d1TKtri4KCAsTExEAmk0Eul2P//v04ffo03N3ddcpHG9qMPUB9P6tb9+jRI5w8eRJlZWUoLy/Hhg0bkJ+fjwEDBgCo+7jVZr81qRunquzZsweVlZU4deoU0tLSUFhYqNOULXV0GW9nzpyBk5MTTp06hfnz5+P06dMIDQ1FXFwcnnnmGfz8888IDAzE9u3bVe7r0KFD6NOnD06cOIEePXoIyw8ePIju3bsjMTER48aNa9Dcb13Ht6YxLJFIMG7cOISHh6OkpARxcXFIS0vDuHHjauWl6fykTkPHt6ZyqqunNsemtmO2Pp8vjTm+W5xm+Ukda5ECAwPpvffeU1q2adMmevnll4mI6KuvvqJt27apTDt48OA68/3yyy9p+/btwvvS0lIaPnw4ERH9+OOPtHLlSpo7d25Di68kPDycACi9qn6tm5WVRQDI1NSULCwshNcvv/xSK5+av4YNCQkhKysrsrS0pIkTJ9KdO3eUtn/48CFNnDiRJBIJOTo6KrWXt7c3RUZGqiyvpl/dent7K5W1+quuPNWVhYjo2LFj1KdPH5JIJNS5c2eKiorSS1p1baSuX1S1kaZyVImMjCQLCwsyMjIiR0dHIiJydHQkIyMjtW2kztWrV8nb25tsbW2pTZs21L9/f/riiy+IiOj06dMUGhoqbBsfH08ffvhhreX6VFdbFBQUkKenJ1lZWZFUKiVXV1f64YcflNJWb1dt27R6Wl3Hnrp+Vrfu3r171LdvX5JIJNSmTRsaNmwYJScnE5F2x626vGuOLU3HcnUAKDAwkNq2bUvDhg2jsLAwsrGxoezsbL396l3TeOvcuTN5eHjQ7Nmzqby8nPLy8ig4OJimTJlCR48epVWrVpGLiwt5eHjQ4MGDafHixZSQkCCMxxMnTlB4eDh9/PHHFBcXR0RP7tpTdVeC6suvXLlC//73v+ssq7+/P6Wnpze4zlW0GcP37t0jHx8fMjMzIycnJzp58qSwrmbfqjs/1aTv8a2unJrqqenYVDdmG/L50hTjuyXhwJdp7f79+zR06FAqKCggIqLs7GzKzMwkotqB761bt4S/7969S0OGDCGZTEZERKtWraKNGzcqbT979uzGLDpjelU9wC0pKaHRo0fTxYsXGzXwZc0HNW731NRUjavi4mIiIiorK6N+/frRwYMHae3atcL68vJySklJoRkzZhAR0Zo1ayg8PJy+++47IQhavny5EPju37+fwsLCiIho586dtGbNGqXzeHX6DnxZ82ru8d3UeKoD01rbtm2xbNkyjB07Fu7u7ggKCkLr1q1rbSeXy5W+LmrXrh2WLFmCV199FR4eHrh16xbeeecdYX1UVBTefvvtpqgCY3oTHR2NESNGwNvbG5MnT0a/fv0AAF9//TVGjhyJkSNHCtOEGNO3mJgYuLu7Y9CgQfDz88O4ceOQkZGB4cOHY9iwYTh69ChcXFxw7949eHt7Iz09HQAwYcIEJCcnw8vLC5mZmUJ+48ePR3p6Ojw8PHDw4EHMmjVL5df+48ePx4kTJ+Dv74/9+/c3VXUZ0xsRUY0bwzHWQBcuXMDVq1cREBCgcduVK1fi5s2bePHFFzFv3rwW/0MbxpjhEYlEyM3NrfddH55GupzH2dPN0MY3B76MMcYYY8wg8FQHxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfpiQjIwOtWrVCaWmp3vOePXs2HBwcIJVK4ezsjMOHDyut37p1K1xdXWFsbIyPPvpI67QpKSkYPHgwpFIpnn32WezcuVMp7f379zFq1ChYWFigZ8+eiI+PF9ZJJBKll1gsxrp16zSmq+7cuXMQi8VYsWJFnXVXVzd9UleW1atX45lnnoGlpSVeeuklFBYWarVO3Xp17aepTJ6enjA1NRXS+vj4aF1edX1z7do1uLu7QyqVolevXkhISAAAlJWVISAgAJ07d4ZUKsXAgQNx7tw5pX2qG2e69qGmNtWWo6Mjzpw5o7Tso48+wsyZM+uVH2OMGbTmfXAca2l++OEH6tWrV6Pk/fvvv1NpaSkREV24cIGkUinl5eUJ6w8ePEixsbE0efJk4TGa2qR94YUXKCIighQKBSUnJ5NEIqHr168LaX19fSkgIICKioooNjaWbGxs6MGDB7XKd/v2bTIyMhIew6xNOoVCQQMGDCA3Nze1z0JXVzd1/P39hWfAa6KuLJs2baJhw4ZRdnY2VVZWUmpqqtCe6tZps75KzfbTVCYPDw+Kjo5WWRdN+6yrb8rLy6lbt260ceNGksvldPLkSbK1taW8vDySyWQUERFB2dnZpFAo6JtvviFbW1sqLCwU8lU3znTpQ23bTBtdunShpKQkpWXh4eH09ttv1ys/xhgzZK2aO/BmLUtqair69OnTKHk/99xzwt8ikQjl5eW4ffs2bG1tATx5FCYAHDlyRKe0WVlZePPNNyEWi+Hq6ornn38ef/zxB55//nnIZDIcOnQImZmZMDc3x9ixY+Hs7IzY2FjMmDFDaR8xMTF4+eWX0bVrV63Tbd++HQMGDEBBQYHauqurm77UVRaFQoHIyEgkJSWhc+fOAAAXFxeN67RZX1319tNUJnU07VNd3/Tv3x8PHz7E3LlzAQAjR47ESy+9hIMHD2LmzJkICwsT8nnjjTfw3nvv4caNG+jbty8A9eNM2z7Upc2q9lP9qUmenp6YOXMm/Pz8tG0yxhhjWuKpDkxJWlqa2g/pKqNHj4a1tbXKV1RUVJ3pgoKCYGZmhv79+2P48OFwdnbWumx1pQ0ODsbevXshl8tx4cIF5OTkYODAgQCA9PR0SCQSpUcxOjs749q1a7Xyj46OxrRp07RO9+DBA3zyySeIiIjQug6NRV1Zbt26heLiYnz//fewt7dHz549sWPHDo3rtFlfXfX201SmKvPnz4ednR28vLyQlpam1T419Q3VeBglEans7/T0dOTn56N79+5KyxsyRrUpP2OMsebDV3yZktTUVMyePVvjdnFxcfXKf8uWLfjss8+QkJCAq1evQiQSNTitj48Ppk2bhsjISADAF198AQcHBwBPrg5KpVKlfKRSKR48eKC0LC0tDTdv3oSvr6/W6UJDQxESEgJra2ut66CN0aNHC3M6i4uLsW/fPoSEhAAA3n//fbz//vu10qgry+3bt1FQUICbN28iKysL6enpGDFiBJ577jkYGRnVuW7o0KFq0w4dOlTYR83206Z9Vq9ejV69esHIyAifffYZfHx88Mcff2jcp7q+6dmzJ6ytrbF+/XoEBwcjPj4eiYmJePbZZ5W2LykpgZ+fH5YsWQIrKyuldQ0Zo5rau3qb6cLHxwdGRkbC+9LSUr4izBhj9cBXfJng8ePHyMrKarSpDlWMjIwwYsQInDp1Suev/mumzc/Px6hRo7BmzRqUlZXh0qVLWLJkCS5dugTgyY+vHj9+rJTH48ePIZFIlJZFR0djzJgxQpCmKd3ly5dx8eJFzJo1S6fyayMuLg6PHj3Co0ePMGXKFGzZskV4ryro1VQWMzMzAEBYWBjMzMzg4uKCN954A0eOHFG7TlPa6mq2nzbt4+bmBolEAjMzMyxatAiWlpY4f/68xn2q6xtjY2McOnQIsbGxaN++PTZs2IDJkycrXR2uqKiAr68vunfvrjT1obqGjFFt20wXR48eFcZAXeOAMcaYZnzFlwmuXLkCW1tbdOjQQeO2Pj4+SEpKUrnugw8+wAcffKAxD7lcjj///FPnclZPa2dnBwsLC0yaNAnAk7mUgwYNQmJiIlxdXeHk5ASZTIbbt2+jY8eOAICrV68qfSVfWVmJmJgYfP7558IyTekSExNx48YNYV1BQQFatWqFjIwM7N69u151qi9NZenRowdMTEyUrlxW/a1unTbrAdXtV5/2EYvFICKN+9TUNy4uLkhMTBS2HzRokHB1tLKyElOnToVIJMJXX32l8WpufcaoNm1WU/W7qOgyH5oxxpiOmvnHdawF2bx5M3l4eFBJSYnwKisr00vejx49oq+//poKCwupoqKC9u3bR61bt6bLly8L21RUVFBJSQnNnDmTQkNDqaSkhORyudq0jx49IqlUSocOHaLKykq6du0atWvXjk6ePCnkO2nSJHr77bepuLiYDh8+XOvuDCdOnCA7OzuqqKhQKrO6dEVFRXTnzh3h9frrr9PixYvp4cOHKutfV930QZuyTJkyhWbPnk2lpaV0/fp1ateuHf3yyy8a12mzXlX7aSrTw4cP6cSJE1RaWkplZWW0fv16sre3p0ePHmm1T3V9k5qaSiUlJVRUVESrV6+mAQMGCOlmzpxJ7u7uVFJSUqsdNY1RXfpQU/mrA0AffvghKRQKOnnyJInFYtqyZYvQnnxXB8YY0x8OfJlg9uzZBEDpNX78eL3kXVBQQJ6enmRlZUVSqZRcXV3phx9+UNomPDy81v53796tMe2xY8eoT58+JJFIqHPnzhQVFaWU771798jHx4fMzMzIyclJKSgmIpo6dSoFBwfXKrOmdNX5+/sr3a7L29ubIiMjNdZNFW9vb7KwsFD5qp6ntmUhehJoTpw4kSQSCTk6OtK2bdu0WqfN+rraT12Z7t27R3379iWJREJt2rShYcOGUXJystb7VNc3ISEhZGVlRZaWljRx4kS6c+cOERFlZWURADI1NVVq06qAVNM4U9eHNftbU/mrA0CBgYHUtm1bGjZsGIWFhZGNjQ1lZ2cTEQe+jDGmTyKiGj+BZowx1mRq3s6MMcZY4+EftzHGGGOMMYPAgS9jjDHGGDMIfFcHxhhrRjzbjDHGmg5f8WWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhA48GWMMcYYYwaBA1/GGGOMMWYQOPBljDHGGGMGgQNfxhhjjDFmEDjwZYwxxhhjBoEDX8YYY4wxZhD+HyMYSMTA+/yhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 13867.1 ± 482.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 75307.5 ± 2533.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 16.8 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 5.0 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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qUbly5VzX12q1tGrVilatWvHKK6/w3XffMXToUP744w8Arl69SpcuXYz10+/X0tKS0NBQatWqhYWFRabhEteuXTPGnZf3QMbXOP11uP/Y/a/58OHD6dixIydOnOCff/7h9u3bWQ7LyI0ZM2YwePBgNm3axK+//srMmTNZtGgRzz33HJA21GjJkiVMmzaN4OBgOnToQI0aNfJ1LSHKKunxFWWSnZ0ddevWpUaNGpn+Q89K8+bNuXbtGlqtlrp165psHh4exnoGg4H9+/cb9y9evMiVK1d44IEHgLSn2zP2pAHG/cJKInKjUaNGpKSk5Grcr16v5+mnn+bo0aNs3749T4lIixYt0Ol0JlOnXbp0iX///ddkPGdeaLVagoKC2LFjh9merRo1ahi/P9WqVcuyTo8ePWjfvj1Tp041Of7ff/8RHR3NW2+9RceOHWnYsGGmns2BAwdy+/ZtPv/880ztLly4kNu3bzNo0KB83V929u3bZzLDyF9//UXVqlVxcnKiWbNmKKWIiIjI9DOa/hrs3r2bhx56iHHjxtG8eXPq1q1r0htcUtq2bUt8fDx79+41Htu7dy+3b9/O989JfjRq1AiA+Ph4WrVqxbFjx0x6kHv37s3DDz/MP//8Q61atbCysqJFixaZpgbcunWrMe6ieA9k9PDDD9OgQQOWLFnCkiVL6N27t0mCnVGzZs3YvXu38Re4rNSrV48XX3yRX375heHDh/PVV18ZywYNGsSZM2f466+/WLVqFUOGDClw/EKUNdLjKyqERx99lPbt29OnTx/effddGjZsSEREBJs3b+bRRx819txYWlry8ssv8/HHH2Nra8srr7yCr68vjz76KAC9evVi5MiRfP7553Tr1o2rV6/y8ssv07x581xPyZWSkpLlvL9ZJaTXr18nICCA5557Dj8/PxwdHfn7779599136dKlS6be6qyuFRAQwIEDB/j555/RaDTGazs7O2fZm5qRs7Mzw4cP57XXXsPDw4NKlSoxfvx4/Pz8jK8JwJkzZ4iPj+fKlSskJyfzzz//AGmJSFY90m+88Qb/+9//cHNzy/b6OXn33Xdp06aNyS8/Pj4+WFtbs2DBAsaOHcu///7Lm2++aXJemzZtmDBhApMmTSIpKYknn3wSjUbDmjVrePPNN5k0aZLJkJfCcuXKFV5++WXGjBnDsWPHeO+993jjjTeAtF7owYMHExQUxAcffEDz5s2JiYlhx44d1K5dm6eeeor69euzbNkyNm3aRN26dfn+++/ZuXNnrh5ULIiIiAgiIiI4deoUkDbk5+bNm/j4+ODm5sYDDzzA448/zqhRo4xzz44aNYonnniCBg0a5Po6kZGRmabZc3Nzy/JnqH///rRv35527drh6enJuXPnmDJlClWqVKFdu3bY29tnGt7h4uJCSkqKyfHx48czdOhQWrduTfv27Vm0aBFXrlzhhRdeAHL/HiiI5557jrfffpvY2Fh++eUX4/EFCxawYMEC45CFMWPGsGjRIgYMGMDUqVNxdXXlwIEDPPDAAzRo0ICJEycSEBBAzZo1uXbtmvEXpXTVq1enU6dOvPDCC8TGxhIQEFAo8QtRppToCGMh8iGrKYkyMjdlWFxcnHrxxRdVtWrVlE6nU9WrV1dPP/208WGP9OnM1q5dq+rWrausrKxUx44d1enTp03a+eSTT1SjRo2Ura2t8vT0VIMGDTI+NJWT6dOnKyDLTa/XK6VMH25LTExUU6ZMUS1btlQuLi7K1tZW1a1bV73yyivq+vXrOV4v/cGsrLalS5fmKubExEQ1btw45ebmpmxtbdUTTzyhLl68aFKnU6dOWV4j/SGonB5ey+vDbRkNGDBAASYPan3//feqdu3aytraWrVq1Upt3rxZAWr79u0m53777bfqoYceUra2tsrW1la1bt1affvttyZ1Cns6s7FjxypnZ2fl4uKixo8fb/IQWnJyspo+fbqqVauW0ul0qkqVKqpXr17q77//VkqlPZz43HPPKRcXF+Xs7Kyee+45NXPmTJMHCrN6f2QV50MPPaQmTJiQq9jN/dxm/BmKiYlRgwcPVo6OjsrR0VENHjzY+FBZTtK/t1lt6Q+W3v++/uKLL1SXLl2Uh4eHsrKyMr6fjx8/bvY65j47PvvsM1WjRg1lZWWlmjdvnulht5zeA1n9bIaEhKj7/4v9/PPPVaVKlTJdPyIiQul0OuXt7W0yNV36657R8ePHVffu3ZW9vb1ycHBQbdu2VceOHVNJSUlq4MCBxvvw8vJSI0eOVLGxsSbnL1myRAHqySefNPs6CVGeaZQqpJn9hSjjli1bxrhx44iPjy/pUIQQQghRBGSMrxBCCCGEqBAk8RWiEGWchur+LbupmfJr165d2V4zJ+kLOWS1+fr6Fnq85dXFixez/T4UZBq1olYcPwPdu3c3e428TssnhBAFIUMdhChE90/LlVG1atVyfJgsrxISErh8+bLZ8pymTbt165bZla90Op1MdZRLKSkpnD9/3mx5zZo1sbQsnc8SF8fPwOXLl0lISMiyzM3NrcAPOQohRG5J4iuEEEIIISoEGeoghBBCCCEqBEl8hRB06dIFjUaTaevRo0eRXO+PP/6gd+/eVKtWDY1Gw7Jly3J13meffYafnx9OTk44OTnRtm1bk3lPIW1YQVb30rNnzyK4k+wtXLiQWrVqYWNjQ4sWLXI9zjun895++21atWqFk5MT7u7u9OrVi+PHj5ttr3fv3iYrmGX077//otFo2LJlS+5vrACCgoKM3xNLS0t8fHwYPXo0N27cyFTviSeeyHT+33//jUajMQ4tydhexq1NmzbFcTtCiDJGEl8hBIcOHWLu3LlcvXrVZPv++++L5Hrx8fE0btzYuFBIblWvXp133nmHQ4cO8ffff9O5c2f69u3L0aNHjXUOHDhgcg+HDh1Co9EwYMCAXF8nKCiIGTNm5OWWMlm1ahUvvfQSr7/+OocPH6Zdu3Z07949xwfdcnPejh07GDNmDH/++Se///47lpaWPProo8TExGTZ5vDhw9m+fXuW45CXLFlCjRo1Cm0xhtx49NFHuXr1KufPn+err77i559/ZsyYMQVuL+O2cePGQoxYCFFulOQkwkKIknfmzBkFqN27d5fI9e3t7XO9mEZWXF1d1aJFi8yWz5kzRzk7O6s7d+7kus3AwEA1ffr0fMeklFKtW7dWI0aMMDlWt25dNXny5EI/79atW0qr1ar169dnWa7X65Wnp6eaNm2ayfHk5GTl4eGhZs6cmeV5ixcvVh4eHiaLbCil1MCBA1WvXr2UUkrt3LlTPfTQQ8re3l45OTmpVq1aqWPHjpmNNatFJMaPH6/c3NxyrKeUUgcOHDBZHCWnBW2EECIj6fEVooI7ePAgFhYWNGvWLNfnvPXWW9lO31VU07dllJqayvfff098fDzt2rXLso5SiiVLljBkyJBCn1EjO8nJyRw8eJCuXbuaHO/atSt//vlnoZ9369YtDAaD2aWLLS0tCQwMZNmyZRgMBuPxn3/+mejoaJ599tkszwsICCA2NpatW7caj8XHx7Nu3TqGDBlCSkoKffr0oUOHDhw5coR9+/bx8ssvY2FhYTbW+509e5bNmzebLDsthBBFpXTOryOEKDYHDx4kNTUVDw8Pk+Pdu3cnJCQky3NeeOGFHIcOVKtWrdBizOjYsWO0bduWxMREHBwcWLNmDU2aNMmy7tatWzl37hwjR44skljMiY6OJjU1lSpVqpgcr1KlCr/99luhn/fSSy/RtGlT2rZta7bO8OHDeeedd/jtt9+MifWSJUvo2rUr3t7eWZ7j6upKjx49CA4O5vHHHwdg7dq1WFpa0rt3b+Li4rh58ya9evWiTp06ADRs2NBsDOk2b96Mg4MDqampJCYmAvDhhx+arZdRxsQ9u3pjx47lnXfeyTEWIUTFIomvEBXcoUOH6NevH/PmzTM57uzsbPackpx7tUGDBvzzzz/Exsby448/EhgYyI4dO2jcuHGmul9++SWtWrXiwQcfzLbNt956y2QhhaSkJDQaDe+//77x2KZNm3j44YcznRscHMyoUaNM6qUngcVh/Pjx7N69m927d2fb01qvXj06derE119/TdeuXbly5Qq//vprjuO4hwwZQmBgIHfu3MHOzo7g4GD69euHjY0NNjY2BAUF0a1bN7p06UKXLl3o378/Pj4+2bbZsWNHvvjiCxISEvjyyy8JCwvjxRdfNFsvo+PHj/Pkk0/mWM/FxSXbGIQQFZMkvkJUcIcOHeKNN97IcbGLjO5PFLNiLlEsKCsrK2OsLVq04MCBA3z00UcsWbLEpF5kZCTr1q3js88+y7HN+3uwJ02aRLVq1UySMXM92L179+ahhx4yqWdhYYGFhUWmhSGuXbuGp6en2TgqV66cp/NeeeUVvv/+e7Zv307t2rWzv0nSen1HjhxJTEwMy5Ytw83NjT59+mR7Ts+ePbG0tGTdunV06dKF3377jV9//dVYvnTpUl5++WU2b97M+vXrmTp1KmvXrqVbt25m27SzszN+Dz/55BMeeeQRZs+enemBwoz10t28eTPb9oQQIjuS+ApRgZ07d46YmJg8je+Fkh3qcD+DwUBSUlKm48uWLcPa2pqBAwfm2Mb9PdiOjo64ubnlKplydHTE0dEx0/EWLVqwdetWAgICjMe2bt1Kv379zLZlZWWV6/NeeuklVq1axfbt23M1vACgf//+/O9//+O7777j66+/ZtiwYTmOrbW2tiYgIIDg4GCio6Px9PTE39/fpM6DDz7Igw8+yKRJk+jevTvffPNNtonv/aZPn0737t15/vnnqVq1aq7PE0KIvJLEV4gK7ODBgwB4enoSERFhUla5cmWzy+wWdKhDfHy8cXlng8HAxYsX+eeff3BzczP+mXzBggUsWLCA//77z3je5MmT6dmzJ97e3ty6dYsVK1awY8eOTHP5KqX46quveOaZZzKN/Swu48ePZ+jQobRu3Zr27duzaNEirly5wgsvvGCsk9U95ua8sWPHsnz5ctauXYurq6vxe5f+YKE5tra2DBo0iBkzZnDjxg2GDx+eq3sZMmQIXbp04dy5cwwcOBCtNu256HPnzrF48WLjnMxnz57l6NGjjB49Ok+vlb+/P40aNWLOnDksXLgwT+dC2tCU+39+LSwscHd3z3NbQohyrqSnlRBClJzJkycrINOm0WjUjRs3iuy627dvz/K6gYGBxjrTp09X939EBQYGKh8fH2VlZaXc3d1Vly5d1ObNmzO1//vvvytA7du3L1/xFcZ0Zkop9dlnn6kaNWooKysr1bx5c7Vz506T8qzuMTfnZfXaAbmK+eDBgwpQ7dq1y/V9GAwGVaNGDQWoI0eOGI9HRESoJ598UlWtWlVZWVkpb29v9eqrr6rk5GSzbZmbfiw4OFhZWVmp8+fPZ1svq+nMsnotqlWrluv7E0JUHBqllCqmHFsIIYQQQogSI/P4CiGEEEKICkESXyGEEEIIUSFI4iuEEEIIISoESXyFEEIIIUSFIImvEEIIIYSoECTxFUIIIYQQFYIkvkIIIYQQokKQxFcIIYQQQlQIkvgKIYQQQogKQRJfIYQQQghRIUjiK4QQQgghKgRJfIUQQgghRIUgia8QQgghhKgQJPEVQgghhBAVgiS+QgghhBCiQpDEVwghhBBCVAiS+AohhBBCiApBEl8hhBBCCFEhSOIrhBBCCCEqBEl8hRBCCCFEhSCJbxn3v//9jxkzZmRbZ9euXTg4OJCamlo8QeVB9erVWbZsWUmHIYQQeZabz9/SJCgoiCFDhhSojdL8/4kQuSGJbxmwdOlSNBoNkydPzlT25ptvMn/+fC5fvmz2/Icffpj4+HgsLCyKMkxRyGbMmEGHDh1KOgwhKiR/f3+srKxwcHDAwcGBatWqMW7cOBISEox1cvP5W5ZllSjL/yeirJPEtwxYuHAhlSpV4uuvvyYpKcmkzMPDg65du7Jw4cISik6UJKUUKSkpJR2GEOXSa6+9Rnx8PPHx8ezZs4dt27Yxa9YsY3lJfP4mJydnOpaamorBYCi2GIQoyyTxLeUOHDjA33//zXfffUdsbCwhISGZ6jz++OP89NNPZtvYsWMHGo3GmCCl9yROmzYNLy8vnJyceO2117hx4wZPP/00zs7O1KxZk3Xr1hnbWLZsGdWrV+fjjz+mevXqVKpUieeee474+HhjnZs3bzJ69Ghq1KhBpUqV6NGjB2fPnjWWx8fHM3z4cCpVqkS1atX4+OOPTeJMTEwkICCAatWq4ejoSIMGDfjss89M6tSsWZNZs2bRo0cPHB0dqVOnDmvWrDGp88svv9CmTRtcXV2pVKkS/fv3N5ZdvnyZQYMGUa1aNTw8PBg4cCBRUVFmX7vt27fTsmVLnJ2dqVSpEu3bt+fGjRtAWm/IgAEDGDFiBC4uLvj4+PDuu++anP/ff//xxBNPUKVKFapVq8aYMWO4ffu2sTwmJoYxY8ZQq1YtHB0dadiwIb/++ivBwcG89dZb7N2719jjtGvXLs6fP49Go2HJkiU8+OCD2NnZ8ffff2fZM+Pv788bb7xh3NdoNHz88ce0bdsWe3t7HnzwQY4dO0ZISAgNGjTAycmJ/v37m3xPhRBpatasyeOPP87Ro0dNjuf0+Quwd+9eOnfuTOXKlXFzc+ORRx4x9hxfvnyZAQMGUKVKFapUqcLTTz/NlStXjOemf86MHj0ad3d3+vTpY/xM//7776lfvz52dnZERkbm+Bl8v2nTplG/fn0cHR3x9vbmf//7H3fu3AHgrbfeIjg4mFWrVhk/gy5evJjp/5PU1FTee+896tevj7OzMy1btmTTpk3Ga6TX//HHH43Xeuyxx8ptL7koA5Qo1YKCglTTpk2VUko9/fTTqm3btpnqHDhwQAHq1q1bWbaxfft2BSi9Xq+UUmr69OnK0tJSzZ8/XyUnJ6v9+/crS0tL1aJFC/XHH3+o1NRU9cEHHyhXV1d1+/ZtpZRSS5cuVRYWFiooKEjFx8erS5cuqZYtW6oRI0YopZQyGAzK399fDRo0SF2/fl0lJiaq1157TT3wwAMqOTlZKaXUyJEjVbNmzVR4eLiKj49XQUFBysLCQi1dulQppdSdO3fU119/rW7cuKFSU1PVhg0blJWVldq8ebPxXmrUqKG8vb3VwYMHjXE6Ojqq2NhYpZRSW7ZsUTY2NuqHH35QSUlJKiEhQf32229KKaUSExNVgwYN1IQJE1R8fLy6deuWGjJkiHr00UfNvv5Vq1ZVX3/9tTIYDCopKUn9+eefKj4+XimlVGBgoLK0tFSLFi1SycnJau/evcrV1VV99913SimloqKiVOXKldWHH36oEhMTVVRUlOrSpYvJa/bwww+r7t27qwsXLiiDwaDCwsJUaGio8fvUvn17k3jOnTunANWuXTt18eJFlZKSohITE1VgYKAaPHiwSd1OnTqpqVOnGvcB1bRpU3X27FmVlJSkAgICVO3atVVQUJCKi4tTERERqnbt2uqtt94y+3oIUVHc//45c+aMatCggZo3b55JvZw+f48fP65sbGzUggUL1O3bt1VSUpLavn27SkxMVCkpKapp06bqmWeeUTdv3lQ3btxQAQEBqkWLFiolJUUpde9zZsmSJSo5OVndvn3b+Jnet29fFR0dbWwrp8/g+z8nvv32W+Nnz/Hjx1WdOnXU5MmTjeVZfa7c///J+++/r6pVq6YOHjyo9Hq9WrlypdLpdOrgwYMm9QcNGqRu3rypbt68qdq1a6eGDRuW32+NEAUiiW8pFhMTo2xtbdXChQuVUkpt27ZNAeqff/4xqXfq1CkFqAsXLmTZTlaJb+3atU3qNG3aVD3//PPG/ejoaJNrLV26VGm1WnXz5k1jnY0bNyqdTqdSUlLUwYMHlU6nM/nwT0lJUTY2NmrXrl0qNTVVWVtbq/Xr1xvLb968qTQajTHxzUrv3r3V+PHjjfs1atRQM2fONO7Hx8crQP31119KKaV69uypxo4dm2Vbq1evVlWrVlUGg8F47NKlSwpQ4eHhWZ5Ts2ZNNXXqVHXp0qVMZYGBgap58+Ymx1577TXVuXNnpZRSH3zwgWrTpo1J+e7du5WVlZVKSUlRBw4cUBqNRkVGRmZ57ewS34y/DKTHkpvE99tvvzXur127VgHqypUrxmPjxo1Tffv2zTIeISqSTp06KWtra+Xs7Kzs7e0VoB5++GEVFxdnUi+nz9+xY8eqnj17Zln2559/Ko1Go2JiYozHoqOjlUajUXv37lVKpb237/8cSf9M/++//4zHcvoMTm/r/s+JjD788EOTz7TcJL7169dX8+fPN6nTu3dvNWrUKJP6GV+fBQsWqIYNG5qNQ4iiJEMdSrH0h9oGDx4MwCOPPELdunUzjSeLjY0FwM3NLddte3l5mezb29ubHLO3twfg1q1bxmOurq44Ozsb92vVqoVer+fatWucPn2alJQUqlevjouLCy4uLlSqVAmA8PBwoqKiSEpKolatWsbznZ2dTWJOSkpi4sSJxj+Zubi4sGnTJiIjI01irVq1qtk4z507R4MGDbK859OnT3Pt2jVcXV2NMfr6+mJtbc3FixezPGf9+vWcPXuWFi1aULduXaZPn24ypjbj/aTvh4eHG6938OBB47VcXFzo0aMHGo2GiIgIzp07h6urK+7u7lleOzv3Xze3svoe338s4/dciIps4sSJ3Lx5k/j4eCIjI6lSpQrdunUzqZPT5292n0nh4eG4ubnh6upqPFapUiVcXV1NPpPMvd8zHs/pMzgrixcvpnnz5lSqVAlnZ2emTp2a6fM2J+Hh4dSpU8fkWN26dTN9pt7/uS2fM6KkWJZ0ACJrSikWLVpEcnIy9evXNx6PjY0lODiY9957DycnJwCOHTtGgwYNcHBwKNKYbty4QWxsrDH5PX/+PDqdjipVquDp6YmVlRVRUVHodLpM5xoMBqytrTl//jyNGzc23kv6eFmADz/8kJ9//pmff/6ZevXqodVq6dOnD0qpXMdYs2ZNTp06lWWZp6cnNWrUICwsLNftNWnShBUrVgDwzz//0K1bN6pXr87IkSONr0FG58+fp3r16sbrdejQgd9//91srDdu3CA6OprKlStnKtdqzf9een+Zo6Mjly5dMjmWcZygEKJg3N3dCQwMpFevXly/ft2YVOb0+ZvdZ5K3tzc3btzgxo0bxuQ3JiaGGzdu4OPjY6xn7rMg4/GcPoPvt3fvXsaNG8eWLVvo0KEDOp2Ojz76iA8++CDH695/D/d/poaFhZnEL0RpIj2+pdTWrVs5ffo0W7Zs4Z9//jFu6Q9WfPPNN8a6mzdv5sknnyzymDQaDRMmTOD27dtcuXKF6dOnM3ToUCwsLOjQoQONGzdm9OjRxh6DGzdusHr1au7cuYNWq2XIkCHMmDGDy5cvc/v2bSZMmIBGozG2Hxsbi7W1Ne7u7hgMBkJCQtiyZUueYnzppZdYsmQJq1evJjk5mcTERLZt2wbAU089hV6v58033zT20kRGRrJq1aos20pOTmbp0qXGh9+cnZ2xsLDA0vLe74tHjhzhq6++IiUlhf379/Pll1/y7LPPAvDss89y+PBhFi5cyJ07d1BKER4eztq1awFo2bIl7dq149lnnzUmrefOnePff/8F0v4ju3jxIomJiTned8uWLdm+fTv//fcfer2e+fPnc+7cuTy9dkII827cuMHy5cvx9vY2Jr2Q8+fv6NGj2bp1K4sWLSIhIQG9Xs/OnTtJSkqidevWNG7cmHHjxhEXF0dsbCxjx46ladOmtGrVKk/x5fQZfL/Y2FgsLCxwd3dHp9Nx6NAhFixYYFLH09OTsLCwbOfsHTFiBO+//z7//PMPKSkp/PDDD2zcuJERI0bkKX4hioskvqXU559/zqOPPsojjzyCp6encatXrx4jRozg888/ByAqKopff/2VsWPHFnlMnp6eNGnShPr169O4cWMeeOAB5s+fD4CFhQVbt27Fzs6Ohx56CEdHRx588EHWrFljTG4/+ugjmjRpYmyjSZMmeHp6GtufOHEi3t7e1KhRg6pVq7Jt2zb69u2bpxi7du3KypUrmTdvHu7u7lSvXp3FixcDab2ie/fu5eLFizRp0gQnJyfatWvHH3/8Yba9H3/8EV9fX+zt7enUqRNBQUEEBgYay5988kn++usvKleuTL9+/Zg4caJxdgUfHx/27t3L1q1bqVOnDi4uLnTr1o1jx44Bab9IrFu3Di8vL9q2bYujoyM9evQw/lny6aefpkGDBlStWhUXFxd2795tNs7BgwfzzDPP0K5dO7y9vbl58ybt27fP02snhDD17rvvGmc0qF+/Pnfu3DGZsSA3n7+NGzfmt99+Y+XKlVStWpUqVaowa9YsDAYDFhYWbNiwgaSkJOrWrUu9evVISUlh/fr1eZ4nNzefwRl17dqVF154AX9/f5ydnXn99ddNPtsAnn/+eQAqV66Mi4tLlkPCxo8fz9ixY+nfvz9ubm688847/PTTT7Rs2TJP8QtRXDQqL39HFqXOiy++iKurKzNnzizS6yxbtow33ngj05/TK7KgoCBSUlL47rvvSjoUIUQJKK7PXyFE4ZExvmXcJ598UtIhCCFEhSSfv0KUPTLUQQghhBBCVAgy1EEIIYQQQlQI0uMrhBBCCCEqBEl8hRBCCCFEhSCJrxBCCCGEqBAk8RVCCCGEEBWCJL5CCCGEEKJCkHl8s+Dp6cnt27dlrXEhSsjFixext7cnIiKipEOpEOQzT4iSJZ95xUcS3/tERkZy48YNUlNTiYqKws3NLc9LR+ZHXFwcly5dop6tLbqEBLCzg/T11b29wcEBLl+GuDjiAE316jg6OeX7eqmpqcTExBj3i+s+i5vcZ9mk1+u5fft2SYdRYdy+fZuk5GRuJ6cW+bVSU1O4FXvTuO/o7IKFRdH/VxRzJ7nIrwGgUlNJvhNn3Leyc0JTTO9Fb4fiuU5KaioxN2ON+24uzlgWwz2euBhd5NcAQBkgJcPPi6UVaIr4D+RJd4q2fWEkie99oqKiSE5ONn69fft2fH19i/y6O3bs4LNHHiEkIQECAuDhh+HFF9MLoXZt0Os50awZjUJDCR0+HN8ZM/J9vdDQUBo3bmzcL677LG5yn2VTWY69LPLx8eF2cipfbdxV5Nc6f/o/RvbsaNx/f/kaatZrWOTX/XzX2SK/BkDc5bP8Nm2Qcb/jqwtxqla7WK69qrtbsVwn9ORpmj7S07j/24/L8W1Qr8iva9fj7SK/BoBKuEHKybXGfcu6j6OxdS3Sa+r/W4OPT9UivYZII2N8S4n27duz29OT0ZUro1+2DEJD0wocHaFmTQD0QK+4OJ53caH+1KklFaoQQgghRJkkiW8podPpGDNmDIuioxkxejSGf/5JK2jSBLRa9Ho9w4cP52x4OD4TJqDT6Uo0XiGEEEKIskaGOpQikydPZt++fSz/9lsWajTYA6dsbfl+1iyWLFnCxYsX6dmzJ5MmTSrpUIUQQgghyhzp8S1FdDoda9as4dOXX8ZeKQA+3LaN6dOno9frmT17NmvWrJHeXiGEEEKIfJAe31JGp9Mx9uGHYf58AJ556y2eaduW9u3bS8IrhBBCCFEAkvjex93dHXd3dwDGjBlj/LpYHTli/NJ/3Li0B9wKmbu7O9OnTzfZL4/kPoUoXZzdKjF03EST/fLEytGFhr2Hm+yXN+6V3Hhz/DiT/XLF0gZtlaYm+6L80Ch192/qwih9KqXQ9JkVituTT8LatVCnDpw5UzIxCFGCSvw9WMH4+voW23RmJaW4pjMrScU1nVlJKa7pzEqC/r81NKpdVT7zioGM8S2N0nt8H3ywZOMQQgghhChHJPEtbeLi4Ny5tK/9/Eo2FiGEEEKIckQS39Lm2LF7X0uPrxBCCCFEoZHEt7Q5evTe19LjK4QQQghRaCTxLW3Sx/dmWKpYCCGEEEIUnCS+pU16j+/dpYqFEEIIIUThkMyqJIWEgF5/b99guJf4PvhgWllISMnEJoQQQghRzkjiW1JCQmDAABg82Jj86k+dgtu3ATip02EYODCtjiS/QgghhBAFJiu3lZS+fSEgAEJCMBgMvN24MWc//pgld4svffIJDYATvr7U69kTWaxYCCGEEKJgpMe3pOh0EByMoV8/tKtXU2/mTPxSU43FXYANdnY8GBrKkwMGoM84JEIIIYQQQuSZJL4lSafj7caN+QEYALxob3+vLCCAblFRDBo2jF9++YV33nmnpKIUQgghRDn2+eef07x5c3Q6HTNmzDBbz2Aw8PLLL+Pi4kKVKlX46KOPii/IQiJDHUqQXq9nweLF2Hl70795c7Tr1qUVVK0KwcHodDq++uorduzYwcKFC5k0aRI6nQx6EEIIIURmkZGRREVFZVnm7u6Oh4dHlmVeXl7MmDGDFStWZNv+okWL2LFjB6dOnSI2NhZ/f3/8/Pzo0qVLgWMvLpL4lqA9e/YQERHBnOnT0R46dK/Aycn4pU6nY8SIEUybNo09e/bg7+9f/IEKIYQQolTq3bs3YWFhAERFRZlNfOvXr8/JkyezLOvbty8AGzduzPZay5cvZ+LEiXh4eODh4cHIkSP59ttvy1TiK0MdSlBMTAyWwJDNm+Hnn+8V/PefyWwPtWvXNtYXQgghROFTibEFKi8pYWFhnPj3P06cvUJUzC2z9W7cuFHga504cQK/DKvKNmnShNDQ0AK3W5wk8S1BlZycCAZq7NsHrVrdK+jWLW0Ks7vJ79mzZwFwc3MrmUCFEEKIciz16mFSTq7FEBueZbkhNpyUk2tJvXq4mCPLHY21E1aN+qN1f6BIrxMfH49Thr9KOzk5ER8fX6TXLGwy1KGk6PU8vGgRWtJmb+jerh0WBw6kzfbw008QFGSc6mzZ/v14eXnRvn37ko5aCJFBdHQ0M2fOZO3atcTGxuLt7U1gYCATJkzAwsKipMMTQuSCSozFEHkUlIHU879Dzc5onb2N5YbY8LTjyoAh8iha19pobJxLMOIsaDRoLa3QeT2IqtwgU7H+9MZC6TxzcHAgLi7OuB8XF4eDg0OB2y1O0uNbUtauRbt6NSd8fXnyzh2O//hj2vH69cHOzmSqs+bh4YwZM0YebBOiFImMjKRt27YkJiayb98+4uLiWLFiBbt370Yry40LUWZobJyxqNkZNFpj8pve85sx6UWjxaJm59KX9AKgQaO1QGvtiIWDe6YNrWWh/DLeqFEjjh07Ztw/fvw4vr6+BW63OEmPb0kJCIAffqBez550GzAAl19+ASBUo+Gf4GDCwsL4Zv9+mgMJPXsyadKkko1XCGFi3LhxNG/enC+//NJ47MEHH2T9+vUlGFX+paamcP70f1mWObtVwrWSezFHJETx0Tp7Q83OxiQ39fzvKLd6GGJOmyS9GXuC80PpEyAlMXOBIZXUDHP555VGo8FCZ5VteXZSUlJISUkhNTWVlJQUEhMT0el0mZLlIUOG8P7779O1a1diY2P58ssv+eabb/Idd0mQxLckBQSgA9Z8+y26SpUAWHX8OLOHDAHSphd5cPZsmcZMiFImLCyM1atXc+LEiZIOpdDcir3JyJ4dsywbOm4iw158rZgjEqJ43Z/8Gq7fnQGhkJJeAEP0fxiu/ZNlWUEfYNdo89+jO2fOHGbOnGncnzt3LkuXLqVOnTp0797dOI539OjRnD59mnr16mFlZcXkyZPL1IwOIIlvqaA7fdr49YAZM2japAlubm60b99eEl4hSqFt27ZRr149GjTIPJYOYMeOHQQGBlKrVi0cHR1ZtWoVdnZ2Bb7ub7/9xu7du7OdYD5dUlISnTp14vjx4/zzzz/UrVu3wNcXorzTOnun9fRevzftl9atXqEkvUVKo0FrmU2+kEOP74wZM8x+rmR8eE2r1TJ//nzmz5+fjyBLBxmIVhpkmAqk8dNP89RTT+Hv7y9JrxClVGRkJNWrV8+2ztChQ9mxYwedOnXihx9+KKbI7tHpdKxbt47+/fsX+7WFKKsMseFpwxsyHos5bXa2h9IjbYyvuQ2yT3wrEunxLQ3SE18rK5BeGSFKPR8fH8LDc/cfYZMmTThw4ABHjhzh+eefx87Ojs6dO/PGG28wZswYTp48iZ2dHcHBwRw+fJjffvuNOXPmGHt3p06dyjPPPMOtW7fw8PCgbt26pKamEhgYSHh4OM7Oznz33XcmUwxBWs9MlSpVcn1Pjs4uvL98TZZlzm6Vct2OEGXV/Q+yaTOM8c1qtof80FZuiNalZqbjKee2FXjWhYIMdahIpMe3NEhPfBs0AEv5XUSI0q5Xr17ExsYyd+5c7ty5g8Fg4MCBA7zyyiuZ6u7evZt69erx22+/8corr7B9+3amTp3Khg0b8Pb25vfff2fUqFF88cUXWV5r7dq1PPjgg2zZsoX69esDsGbNGurWrcvOnTvp06ePyQN2+WVhYUnNeg2z3OTBNlHeZTV7g4V3O7OzPeSXRmeLxtY104bWokCzLmg0GrQ6K7NbTg+3VSSS+JYG6YlvGZsSRIiKytXVlW3btrF79258fHyoXLkyY8eOpUmTJsY6y5cvx9/fn8jISJ566imCgoL4888/GTx4MFu2bOHff/9l1apV+Pv7884773D9+nWT/5yUUkDag3QtWrQAMP575swZWt1d9Oahhx7izJkzxXXrQpQ7KjE2U9Kb3rOrdfbOlPyWyhXcNDkMdZDE10i6F0tabCxcupT2tSS+QpQZvr6+bNq0yWz50KFDmTNnjnHfzs6OTz75hOTkZNq3b8/UqVMZNmwYEyZMAECv13PixAmuXLkCwJEjR4C0JcsPHz5Mz549OXw4bdWounXrsn//fnr27Mm+ffuoU6cOAJcvX6ZatWpFcr9ClFcaG2e0Hn4YIo9mOXtDxtketB5+pXYeXwtL89OZyRjfe6THt6RlnA5JEl8hyq0VK1bQsWNH2rVrx5AhQ+jTpw9hYWF07tyZRx55hE2bNuHn50dkZCSPP/44p+/O9vLkk09y8OBBHnvsMePy5X379uX06dN06tSJNWvWMHLkSFJSUggKCjK5Zt++fdmyZQuBgYGEhIQU9y0LUWZYeDXDskFfs2N4tc7eWDboi4VXs2KOLHc0GrLt8ZUO33ukx7ekZZjRQRJfIcoHf39//P39TY4NHz6c4cOHmxxbuHBhpnM3bNiQ6diaNZkfOluxYoXJ/v79+xk4cKDJsbVr1+YyYiFETj25pbOnN50mh4fbJPNNJz2+xS0kBPR6IO1Pm+G//gqAQadD7+OTViY9M0KIPGrdujXPPfdcSYchhCgJGg1aSyuzm3T53iOJb3EKCYEBAzAMHMjcGTPw8fHh3x9/BOCoXk+dWrU40awZDBggya8QQgghci37eXxFOhnqUJz69sXQrx/a1aupt3o1dt7etHF0hFu3sGjShIVhYTSKiGCXlxdtevZElq8QQgghRE7SpzPLrlykkR7f4qTT8XbjxvwADABON2uG061bADRRiifu3GF/jRp0vnqVdz78sERDFUIIIURZISu35ZYkvsVIr9ezYPFipnh7p/X8rl9/r/D4cQgIoNmJE1T18WHhwoXo744FFkIIIYQwSwMWlpZmN8l775HEtxjt2bOHiIgIgkaORLtyJTRteq/wsccgOBidnR0jRozg6tWr7Nmzp8RiFUIIIUTZodFqzG7iHhnjW4xiYmIAjJPNc3eYAwD29sYva9eubVJfCCGEEMIcDZpsx/FqpMvXSHp8i5GbmxsA506dgsGDISwsrcDJCdauTTum1xsnqU+vL4QQQghhlgYsLLVmN8l775Ee32LUvn17qlepwoPvvQd37oCdXdq/XbumzbEXEoLBYGDZ/v14eXnRvn37kg5ZCCGEEGWADGnIHUl8i5EO+LVyZRpdu8bfPj60uHgx7ZewRo3gjTcwGAxoV6/mbeDMjBnodDKhmRBCCCGyp9GAhYX5P+LLbGb3SOJbnNaupVFoKLu8vHjl4kX+vnt4d3Q0v7/9Nt/s38/bpE11llK/fgkGKoQQQoiyI6eH2CTzTVcqx/i+++67eHt74+joSLNmzbh19yGwefPm4e7ujpubG6+99hpKKeM5Bw4cwM/PDzs7Ozp16sSFCxeMZQkJCQwZMgRHR0d8fHxYuXJlsd8TAAEB8MMPtDlzhtcDAoyHxy1cyPTp00lISeHMjBmkrFiB5cCBJROjEEIIIcoWDVhYasxukvfeU+p6fD/77DM2b97Mnj178Pb25tixY1hZWbFx40Y+++wz/vrrL+zt7Xnsscdo0KABw4cPJykpiaeeeorp06czZMgQZs+ezZAhQ9i1axcA06dPJzo6msuXL3PixAm6d+9O8+bNadCggdk4UlNTCQ0NzbLM3d0dDw+P/N1gQAA64KkHHjAemrliBc53x/TK8AZRkURGRhIVFZXpeFJSEpaWpe7jSQghSiUN2a/OJnnvPaXqf5bU1FTmzp3Lrl278PHxAcDPzw+A5cuXM2rUKONUYBMmTGDp0qUMHz6cHTt2YG1tzYgRIwCYOnUqH330EefOnaNWrVosX76ckJAQnJycaNOmDX369GHFihXMnDnTbCwxMTE0btw4y7Lp06czY8aMgt3sf/+l/VujBn2kd1dUUAsXLjT7PnR3dy/maIQQouzSysNtuVKqhjpcunSJO3fu8OOPP1KlShUaNGjAl19+CcCJEyeMSTBAkyZNjD2y95fZ2dlRp04dQkNDuXHjBhEREWbPLTHpiW+Gnl8hhBBCiDzTgNZSa3aTLt97SlWP7+XLl4mNjeXUqVOcP3+e06dP06VLFxo2bEh8fDxOTk7Guk5OTsTHxwNkKstYnl7H0dExy3NLRGoqnDyZ9nXDhiUXhxBCCCHKPA0atLKARa6UqsTX1tYWgGnTpmFra4ufnx/PPPMMGzduxMHBgbi4OGPduLg4HBwcADKVZSxPr3Pr1i1jcpzxXHPc3NzYvn17lmUF/hPshQuQlJT2tSS+ogIbM2YMARke9EzXp08fGeMrhBC5dbfHN7tykaZU/c9Sv359rKysTAZop3/dqFEjjh07Ru/evQE4fvw4vr6+xrKFCxcaz0lISCAsLAxfX19cXV3x9PTk2LFjxgUhMp5rjoWFRY518i19mAPIUAdRoXl4eGT5oKi1tXUJRCOEEGWXjPHNnVI1xtfe3p7+/fszd+5ckpKS+Pfff1m1ahU9evRgyJAhLF68mLNnz3Lt2jU+/PBDhg0bBoC/vz8JCQl8/fXXJCUlMXfuXFq0aEGtWrUAGDJkCHPmzOHWrVvs37+fdevWMWjQoBK5R71ez5kNG+7t331YTwghhBAivzQajdlN3FOqEl9Im84sOjqaypUr06NHD2bPns3DDz9Mz549GT16NK1bt6Zhw4Z069aN5557DkjrHVqzZg3z58/HxcWFP/74g++++87Y5qxZs3Bzc8PLy4t+/fqxYMGCbKcyK3QhIejv3GH27Nn4+Piw/fPPAYgBarRsydwZM0gpqbmFhRBCCFGmaXKYx1dy33tK1VAHABcXF1avXp1l2ZQpU5gyZUqWZa1ateLo0aNZltna2hIcHFxoMeZJSAgMGMBfnp7Mioigqo8P3Xx84OJFbnt7YwvUmzkTSyAFZOEKIUSJuBwZR+C0NSUdRpG5OO+hkg6hyNn2eLukQyhSdzZm/f9/efCg/64CtiArt+VWqUt8y52+fTnh68vDoaHsqVGDZidOoKtRAwDvLl04fesW2vBwfgDOnDrF6yUbrRBCCCHKGI0GLCzM/xFfenzvKXVDHcobPdAtOpoNdna0vnAB3cCBEB2dVnjoENrVqzH068cUb28WLF6MXq8v0XiFEEIIUfZotBqzm7hHEt8itmfPHi5du8aRV1+FgABYv/5e4dGjEBCAduVKgkaO5OrVq+zZs6fkghVCCCFEmaPRgJWl1uwmPb73SOJbxGJiYgCoVb8+BAdDs2b3Ch97LO2YTkft2rVN6gshhBBC5I4GC635Tcb43iNjfIuYm5sbAGFhYWkHMq4YZ29v/PLs2bMm9YUQQgghckMDdxNc8+UijfT4FrH27dvj6enJsi+/xDBwIJw+nVbg6Ahr18Lgwejv3OGrr77Cy8vLuMiGEEIIIURuaDRgbak1u8lQh3ukx7eI6XQ6xo0aRb2ZM9GGh6McHNDEx4O/P9jYQEgIh/bv58rFi0yfPRudTlfSIQshhBCijMmux1fcIz2+RU2vZ8rx4wwAQoCUu0MdThgMzHngATbY2fHQhQv87uXFpPHjSzRUIYQQQpQ9Go0GK0sLs1tuVm+LioqiZ8+e2Nvb06BBA7Zt25ZlvaCgIKytrXFwcMDBwQFfX9/Cvp0iJT2+RW3tWuOUZdFVq6L79FMAPvjlF77+5Re8PT2pXasWD4eGwi+/pM38IIQQQgiRS+ljfBNiY0iMu5Gp3JCSTGpq9n9RHjt2LJ6enkRFRfHbb78xYMAATp8+neWzR2+++SZvvPFGYYVfrCTxLWoBAfDDD2j79mX0li1wN/EdNns2Qzt0oH379uggbbyvJL1CCCGEyCtNWuJ78rcQDv24OMsqMQZ3s6fHx8ezdu1azp49i52dHb1796ZJkyasW7eOZ599tqiiLhEy1KE4BASATgcnTxoPdXr+efz9/dPG9Op0kvQKIYQQIl80gJWFFot8PsV2+vRpHBwcqF69uvFYkyZNCA0NzbL+Rx99RKVKlWjXrh07d+7M1zVLiiS+xenUqbR/nZ3B3fxvXkIIIYQQuaXRpM3Xm9/ZG+Lj43FycjI55uTkRHzGKVjveumllzhz5gxXr15l7Nix9O7dmwsXLuTvwiVAhjoUp/Qe3wYNZOFsIYQQQhQKDWnTmbV8YiC+HR/PVL5mzv9wc7Yze76DgwNxcXEmx+Li4nBwcMhUt1mGhbgGDx7M8uXL2bJlCyNHjsz/DRQjSXyLgV6vZ8+ePTx09Ci2gKFuXelqF0IIIUSh0Nwd4+vkVhknt8qZyi2trLCwsDB7fr169YiPj+fy5ctUq1YNgOPHjzNs2LAcr63ValFK5T/4Yib5VxHS6/XMnj0bHx8fnnjkEWzvLkf83vr1zJ49G71eX8IRCiGEEKKs0wBWllqzW05/Y3ZwcKBPnz5Mnz6dhIQENmzYwNGjR+nTp0+muqtXr+b27dukpKSwatUqdu3axaOPPlok91UUJPEtIikrV9Kvd2+mTZuGlZUVH73wgrHsgrU1s6ZN4/02bST5FUIIIUTB3B3ja27LzfDKhQsXcuXKFSpVqsT48eNZtWoVbm5uBAcHm8zV+9FHH1G1alUqVarEhx9+yNq1a6ldu3ZR3l2hkqEORSEkBMtBgxgCVB4yhMVff41u9WpYtAiAjzdsIOiZZ2h96BCrhw6l3/ffl2y8QgghhCiz0ufxza48J+7u7mzcuDHT8cGDBzN48GDj/u7du/MRYekhPb5FQN+zJ+ttbBgAfJWQkDZPb4apzHTvvkvrCxfYYGfHKzt3Sq+vEEIIIfJNo8lhqIM8T28kiW8R2LN/P/0SEznh64t29WoYPBj++y+t0NYW1qyBgACOvPoq4RER7Nmzp2QDFkIIIUSZlu1QB2EkQx2KQExMDCnAkddeo9GGDRASAi4uaYUJCWmLVQQHU/OHH4z1hRBCCCHyQ6PRYGVpvi9TI12+RpL4FoH0da3PXLgAwcGQkpLWywtQq1baMZ2Os2fPmtQXQgghhMgrDWS7apukvffIUIci0L59ezw9Pfnqq6/Sxu8mJd0rvDsZtF6v56uvvsLLy4v27duXUKRCCCFE7qjE2AKVi6Kl1WjMbuIe6fEtAjqdjjFjxjBr2jQON2pE64xL+R07hmHgQJ63seHixYvMnj0bnU5XcsEKIYQQOUi9ehhD5FEsanZG6+ydqdwQG07q+d/Revhh4dUsixZEUdIAOovy1+N79uxZDh48yK1bt0yOP/fcc/luUxLfIjJ5wgT8P/+c1hcucMTKigeTkwE4Xbcu9VavpjsQ0707kyZNKtlAhRBCiGyoxFgMkUdBGUg9/zvcl/ymJ70oA4bIo2hda6OxcS7BiCsgTfZDHcpi5rto0SLGjRuHm5sb9vb2xuMajaZAia8MdSgKej26oCAevnqVE76+7LFM+/0iBfA7c8Y41dkaOzukr1cIkRvR0dH873//w9vbGycnJ3x9fXn33XdJTU0t6dBEOaexccaiZmfQaI3JryE2HDBNetFosajZWZLeEqBBg05rftOUwcz37bff5ocffiAyMpJz584Zt/Tno/JLEt+isHZt2kwOAQE0OnyYF7p2BSDR05NN27fT/fp1CAhIm+ps7doSDVUIUfpFRkbStm1bEhMT2bdvH3FxcaxYsYLdu3ej1RbOx7hSBvSxV7LcUhPjCuUaouzSOntnSn5Tw//MlPRmNQxC3BMZfZ3Qk6czbYlJyQX+JVar1ZjdyqLY2FieeuqpQm9XhjoUhYAA+OEH6NsXdDq0YWEAODRvjr+/f1qd4OC0egEBJRamEKJsGDduHM2bN+fLL780HnvwwQdZv359oV1DJd8matPMLMscfJ/AqUmvQruWKJu0zt5Qs/O9YQ3X7y7MJElvri1aFszsDxdkWebu7p7vdjUa0GW3clsZzH179uzJzp076dSpU6G2K4lvUUlPaA0GOH067et69e6V63SS9AohchQWFsbq1as5ceJESYciBFpnb5RbvXtJL6B1qydJbwnTQLazN5TBvBd3d3f69u1Lv379qFq1qknZrFmz8t2uJL5FSK/X8/eaNbRNTAQgtU4dLEo4JiFE2bJt2zbq1atHgwYNsizfsWMHgYGB1K1bl9TUVEaMGMGQIUPYsWMHv/32G3PmzCnmiEV5ZogNxxBz2vRYzGk0Tt6S/Jaw8rZC25EjR2jatClhYWGE3f3LORR8MQ5JfAtbSAj6nj2Z98EHLFy4kEYREWy7WzR4xgyaXL/OpAYNsBw4sETDFEKUDZGRkVSvXj3bOkOHDmXOnDkkJibSr18/s0lydjRW9rh3npBlmdbaIc/tifLn/gfZtG710pJgM7M9iMxeCBpMv17dMx1/Kmg0OhvbfLerIYehDvluueRs3769SNqVxLcwhYTAgAH85enJrIgIqvr4ML5XL/j5ZwCuWFvz1MyZWJI2w4Mkv0KInPj4+BAeHp6rujY2NkycOJH169fTpUuXPF1Ho9Gic66ac0VRIWU1e4PW2RuNk7fxuCS/OfOoXAmPypUyHbextgKLAvxNOKeFKsriIN+7IiMjuXjxIj4+Pnh4eBS4PZnVoTD17csJX18ejohgT40anPn3X3qmj+u1smJH27YMAH4A3j11qiQjFUKUEb169SI2Npa5c+dy584dDAYDBw4c4JVXXsmyftWqVYmIiCjmKEV5phJjzc7ekNVsD7KCW/FLX8DC3FYW0964uDiefPJJPD09ad26NV5eXjz55JPExhbs5ytfiW9SUhJLliyhZ8+eeHh4oNPp8PDwoEePHnz55Zck3h3TWtHogW7R0Wyws6P1hQvogoLgv//SCm1s0P70E4Z+/Zji7c2CxYvTljMWQohsuLq6sm3bNnbv3o2Pjw+VK1dm7NixNGnSJMv6ly9fxsvLq5ijFOWZxsYZrYef2dkbMia/Wg8/mce3BGhIW8DC3FYWE9/XXnuNGzducOjQIeLi4jh48CCxsbEFXvgrz0MdvvnmGyZNmkSNGjV4/PHHee6553B2diY2NpZjx46xZMkS3nzzTd59912GDRtWoODKmj179nDp2jWOTJ/OEydOpA19cLg7Ni4uLm3u3uBggubNY9q0aezZs+fe9GZCCGGGr68vmzZtyrFeYmIiH330EdOnTyc+Pr4YIhMVhYVXs2xXZNM6e6Np0FeS3pKiyX5Wh7KY+W7cuJEDBw5QpUoVAJo2bcqKFSto1apVgdrNc+K7evVqtmzZgp+fX6ayfv36MWPGDI4ePcqbb75Z4RLfmJgYAGrVrw9Tp4Jef2+Binr10ubu1emoXbu2SX0hhCiI5cuXs3fvXuOsDi1btmTHjh0EBwfz119/AfDyyy/zxBNPlHCkoizLKamVpLfkpA91yK68rElISMDFxcXkmIuLCwkJCQVqN8+Jb24mTPfz82PdunX5Cqgsc3NzA7g37cadO/cKHe49FZ2+3F56fSGEyC9/f38uXLiQ5fFz586VQERCiJJgUYYfYMtKq1atePPNN5k3bx5arRaDwcCMGTNo2bJlgdot0KwO27dvZ9OmTdy+fZuGDRsyaNAgKlWqxJgxY1i4cGGBAiuL2rdvj6enJ8u+/JKpR46g3bLlXuHhwzB4MPply/jqq6/w8vKiffv2JResEEIIIcoFjUaTfY9vGUyKP/zwQx599FG++eYbatSowcWLF7G0tGTr1q0FajffszoEBQXx6KOP8tNPP7F//36mTp3KAw88wB9//MF3331XoKDKKp1Ox7hRo3g7PBzt6tUYHnzwXuETT0BICIcaNeLKxYuMGTMGnU5XcsEKIYQQotzQ3p3SLKutLGrYsCH//fcf8+fPJyAggPnz5/Pvv//ywAMPFKjdfPX4Llq0iB07drBv3z5jl/OdO3f44IMP6N27N0lJSQUKqszS65ly/Dha0qYsu3PmDEFAirU185o1o+nvv/PEhQv87uVFm/HjSzZWIYQQQpQL6bM6ZFdeFjk4ODCwkNc8yFfi+8UXX7B48WKTcRZ2dna8+eab2NnZ8eqrrxZagGXK2rVpPb39+nGmSRPavv02AMeTknhz9my8PT2pXasWD4eGwi+/QEBACQcshBBCiPKgjHbsmpg7dy5Tp04FYNq0aWbrzZo1K9/XyFfie/r0aR555JEsy8aPH1/gqSbKrIAA+OEHtH378rpOh/r2Wzh7lspt27L9rbdo3749Okib6UGSXiGEEEIUkmxWLC4z9uzZY/x6165dWdYp6HjlfCW+Wq2WxMRErKysMpXp9fosnzCuMNIT2uRkNOfPA1Dd35/qGefrlaRXCCGEEIVEo8lhqEMZSYo3btxo/Hr79u1Fco18PdzWqlUrVqxYkWXZ+PHjCQoKKkhMZZ5er2ff99+DwQBAyt15e4UQQgghioJGY34ri8aMGZPl8XHjxhWo3XwlvpMmTWLixInMnz+fK1eukJCQwF9//UWfPn3YunUr1tbWBQqqTAoJQX/nDrNnz8bHx4fZgYHGov6TJzN3xgxSVq4swQCFEEIIUR6lPdxmfiuLua+5GcLMdbzmVr6GOjz22GN8+umnvPzyy0yYMAEApRQdO3bk999/p2HDhgUKqswJCYEBA/jL05NZERFU9fHhxccfh82bAbhqbU29mTOxBFIAy0J+QlEIIYQQFVtZnbbsfumLfCmlOHfuHEopY9nJkyexsbEpUPv5XsDi2WefpX///uzevZu4uDgaNmzIg3fnrX399dcLFFSZ07cvJ3x9eTg0lD01atDsxAl0EyemlTk6srdtW7SrV/MDcObUKSrYqyOEEEKIIlZO8l7q1q1rfICtbt26xuNKKSwsLHjrrbcK1H6BVm5zdHSke/fumY5PmTKlIM2WOXqgW3Q0n9vZ8cSFCxAUBNevpxVaWhqnOJuyfz8Jixfz6uuvy+IVQgghhCgU5Wke3/Re3saNGxMaGmo8rtVqcXd3L3CPb57H+DZt2pSff/7ZpOs5I6UU69evp1mzZgUKrCzZs2cPl65d48irr6bN2BASAnv3phXeuAEBAWhXriRo5EiuXr1qMl2HEEIIIUSBaNKmMzO3laXMt0aNGtSsWZP4+Hhq1Khh3Ly9vQuc9EI+enw/++wzXnzxRUaPHk2XLl1o3Lgxzs7OxMbGEhoayrZt2/Dw8GDBggUFDq6siImJAaBW/fowdSokJcH69WmFDRpAcDDodNS+O7tDen0hhBBCiIJKf7gtu/KyKDo6mn379hEZGWnS4frcc8/lu8089/i2b9+egwcPsnz5cpycnPjpp5/44IMP+Omnn3BwcOCbb77h4MGDtG/fPt9BAezduxetVsucOXOMx+bNm4e7uztubm689tprJi/CgQMH8PPzw87Ojk6dOpnMJZyQkMCQIUNwdHTEx8eHlYU8u4KbmxsAYWFhaQdu375X6Oho/DJ9wHZ6fSGEEEKIgtOg0ZjfymLqu337durWrcuQIUMYOXIkEyZMYNSoUSZ5YX7ke4zvI488Ynb1toIyGAy88sorJivAbdy4kc8++4y//voLe3t7HnvsMRo0aMDw4cNJSkriqaeeYvr06QwZMoTZs2czZMgQ46of06dPJzo6msuXL3PixAm6d+9O8+bNadCggdkYUlNTTcaWZOTu7o6Hh4dxv3379nh6erLsyy+ZeuQI2m3b7lX++28YPBj9smV89dVXeHl5FfiXAiHKi8jISKKiojIdT0pKwtKyQI8gCCFEhZJdj29ZNGXKFMaPH8+0adNwdXXlxo0bTJ48GW9v7wK1m695fIvaF198wUMPPcQDDzxgPLZ8+XJGjRpFnTp18PT0ZMKECXz77bcA7NixA2tra0aMGIGNjQ1Tp07l4MGDnDt3znjuG2+8gZOTE23atKFPnz45zgMXExND48aNs9wWLlxoUlen0zFu1CjeDg9Pe5CtceN7hX36QEgIhxo14srFi4wZM0YebBPiroULF2b5HgsLC5MhQUIIkUsash/jWxZz4pMnTxonS0j/C/+bb77J+++/X6B2S13ie/36debPn8/MmTNNjp84cQI/Pz/jfpMmTYw9sveX2dnZUadOHUJDQ7lx4wYRERFmzy0Uej1Tjh9nAPAD8MPdIQ2JDg7MefBBNtjZ8dCFC/zu5cWk8eML77pCCCGEEJDDUIecRUVF0bNnT+zt7WnQoAHbMv71OoOiHj6aTqfTGRNeZ2dnoqOjsbKyyvKvhHlR6v6WOHXqVF5++WVcXFxMjsfHx+Pk5GTcd3JyIj4+PsuyjOXpdRwzjLXNeG6hWLsW7erVpDz1FL85ORF4d7WRQ/HxvDlrFt6entSuVYuHQ0Phl1/SZn4QQgghhCgMd1doi4qMJDo6OlNxUlISVlbZ/7V57NixeHp6EhUVxW+//caAAQM4ffp0pueS8jN8ND/8/PzYtWsXXbp0oV27dowbNw4HB4cCL5JWqhLfw4cPc+DAAT777LNMZQ4ODsTFxRn34+LicHBwyLIsY3l6nVu3bhmT44znmuPm5sb27duzLHN3dzfZ1/fty7oBA3hl504uXbvGjLvHL+h0PDtkCAsWLMBOp4O1ayXpFSKDMWPGEJDFe6JPnz4yxlcIIXIpbaiDhq++/JK33pqbZZ37c5eM4uPjWbt2LWfPnsXOzo7evXvTpEkT1q1bx7PPPmtSd/ny5YSEhGQaPnr/X+oL6uOPPzZ+/e677zJy5EguXLjA559/XqB2S9X/LDt37uTkyZNUq1YNgNjYWCwtLQkLC6NRo0YcO3aM3r17A3D8+HF8fX0BaNSokcm424SEBMLCwvD19cXV1RVPT0+OHTtmfKgs47nmWFhY5FgHIGXlSvp9+y0/b96Mj48P86ZOperctB+6S3Z2LF+6lHpHjjDxr7/QSdIrhAkPDw+TB0XTWVtbl0A0FVtVDye+mNG3pMMoMrZ9J5d0CEUuYe1LJR1CkRqwqfyO+w+PT8XbpWBtaFFoyHqNhZycPn0aBwcHqlevbjyW1bBQc8NH96avXVCIMuZg3t7ebN68uVDazXPi+9NPP9GuXTs8PT0LJYCMnn/+eZ555hnj/ksvvUStWrWYPHkye/bsYfTo0QwcOBB7e3s+/PBDXnzxRQD8/f1JSEjg66+/ZvDgwcydO5cWLVpQq1YtAIYMGcKcOXP44Ycf+Pfff1m3bl3hfJNCQrAcNIghQOUhQ1j89dfojh2Du4nvK598Qqdp02h96BCrhw6l3/ffF/yaQgghhBAmFChD2r/5YG7I6PX0VWgz1IOiGz6aPu1rTtLXRciPPCe+O3fuZNKkSTRp0oRRo0bRrVu3fF/8fnZ2dtjZ2Rn3bW1tcXBwwMXFhZ49ezJ69Ghat25NamoqI0eONE5gbG1tzZo1axg+fDhjx46lVatWfHd3nC3ArFmzGDFiBF5eXri6urJgwYJCGYui79mTTTY2DEhMpH9CQtqTgqdPG8stv/uO1hcusMHOjld27qS3Xi8zOgghhBCicCnQKAOjRoygX9++mYr7P/0MOisrs6dnN2T0/nqQ9+GjuVW3bt1sH8ZTSqHRaEhNTc33NfKc+Hbs2JEpU6Zw584dtm3bxsyZM5k+fXq+A8jOsmXLTPanTJlinNrifq1ateLo0aNZltna2hIcHFzY4bFn/376JSZyxNeXRqtXw+DB0KjRvQpbt0JAAEcaNSJ85kz27NmDv79/occhhBBCiArOkIpHZTc8KmdeJMva2hqN1vxEXvXq1SM+Pp7Lly8bh5seP36cYcOGmdTL7/DR3EqfhrYo5Tnx/eOPP5gyZQqNGzdm1KhRjBw5sijiKhNiYmJIAY689hqNNmyAkBDIOLFyQAAEB1Pzhx+M9YUQQgghClf6UIdsyrPh4OBAnz59mD59Op9++inbtm3j6NGj9OnTJ1PdIhs+CtSoUaNQ2slOnufx/fjjjzl16hTvv/8+Fy9eLPSn+MqS9Ck+zly4AMHB8OSTEB6eVli5ctoxnU6WKhZCCCFEkdIYUsxuubFw4UKuXLlCpUqVGD9+PKtWrcLNzY3g4GCTHt1Zs2bh5uaGl5cX/fr1K7Tho1lZuXIljz32mPFhul27drF27doCtZmvWR1++eUXevbsWaDBxeVB+lLFX331FZMnTMBk9O7d8S56vV6WKhZCCCFE0VE59PiqnB96c3d3Z+PGjZmODx48mMGDBxv3i2r46P0+/fRT3n//fUaNGsU777wDpHUgTpo0ib5ZjGPOrXyt3NarVy9eeOGFfF+0vNDpdIwZM4YrFy9yuFEjWLPmXuH58xgGDuT5Z5/loixVLIQQQoiilJpifiuDFixYwKZNm3j99dfR3h2f3LBhQ06dOlWgdvOV+Op0OlavXs1rr72WZXnXrl0LFFRZMnnCBH738qL1hQv8mWHu0Ys+PmhXr6Z7cDC9u3dn0qRJJRilEEIIIcovhUYZzG75neasJEVFRdHo7oQBGWd6ULnovc5OvhJfa2trNm/ezOLFi5k7N/MKIX/99VeBgioz9Hp0QUE8fPUqB2rWZFWGJyYfv3iR9TY2DADW2Nkhfb1CCCGEKDLKYH4rg+rXr8+OHTtMju3cuZMHHnigQO3mK/EFaNGiBevXr+ett97KconhiiB14kQICWG9jQ3tzp+nakICAHqgfWAgj4aHQ5s2aFevTluuWAghhBCisCkFhlTzWwF7SUvCtGnTePLJJ5k6dSrJycnMmTOHgQMHMm3atAK1m+/EF6BTp06EhIQwYcIEli9fXqBAypqUlSux+OQT/gRerVyZabNmMahFCwAuWFqy7JtvOOjnB3/9Ba+8kja1mRBCCCFEIdNAtkMdzC8JUXr16NGDn376iePHj+Pj48Pvv//OF198UeDhtPma1eH+wL755hsCAwNxdHSkb9++BR5/URa8c/Ik9YABwL8PPYR28mRYuRKA2o89xp4TJ2h94QInfH1pdPdpRCGEEEKIwqcg22nLylZeptfreemll/jwww955JFHCrXtfPX43p/YPv3003z66acMGjSIrVu3ZrvcXHmg1+tZsHgxU7y9MfTrlzaUYdAg43LF2rAw41LFj1+/jr6E4xVCCCFEOVeOxvjqdDq+//57bGxsCr3tfCW+S5cuzXRs5MiRzJ49myeffJLExMQCB1aa7dmzh4iICIJGjkS7cmXaMIYff4SUu79tnTqVtlTxq68SHhHBnj17SjZgIYQQQpRfSqFJTTG7lcUxvt26dePXX38t9HbzNdShf//+WR6fMGECsbGxzJkzp0BBlXbpSw/XqVMHdLq0FdouXYL0JfsefliWKhZCCCFE8SmDyW12KleuTP/+/enduze1atUyzuULaavH5VeBx/jeb9asWTz11FOF3Wypkr70cFhY2L2D8fH3vr67apssVSyEEEKIYlEGhzRk5/jx47Rs2ZIrV65w5coV4/GCDqctlMS3c+fOrFu3DkdHRwCaNm1aGM2WWpmWKg4KgmPH0gp1Oti0CcPAgSzbv1+WKhZCCCFE0VIKTXYPt5Wx3uDU1FTeeecdmjZtipWVVaG2XaDpzNLt2LEDvb7iPMKVaanikBCoXDmtsGlT4wNvb4eHM27UKFmqWAghhBBFqxw93GZhYcEjjzxSJPlToSS+FVHGpYrXW1sTGxcHwOHkZOrt388PpE11NvnYMahAvxQIIYQQopgphUrRm93KWo8vQL169bh69Wqht1voY3wrhJAQNElJPHz1Kj9ZWjIqKYmou0WrjhzhhoMD2n79MMC9VdtkAQshhBBCFIm7K7dlV17GvPjiizz99NNMnz6dmjVrmjzcVrt27Xy3K4lvXoWEwIAB7PX05DPggJcXb3ftCkuWABDl5MSiuDj6r15Nyrffon36aUl6hRBCCFG0sk18y54RI0YA0LVrV+MDbUopNBoNqan5v1dJfPOqb19O+PrycGgo1jVq0OzECXQ//GBMfL9s0wbtli38AJw5e5bXp08v2XiFEEIIUb4phcpuWGUZHOpw7ty5Imm3UBLf8r5SW0Z6oFt0NJ/b2fHEhQsQFAQ1aqQVajRot2zB0K8fU/bvJ2HxYl59/XV5uE0IIco5lRiLxsY53+VCFFg56/GtkZ5bFbJCebjt/iWMy7M9e/Zw6do1jrz6atoQhpCQtAUsIO03qoAAtCtXEjRyJFevXpVV24QQopxLvXqYlJNrMcSGZ1luiA0n5eRaUq8eLubIREWhcni4razmaevXr6dHjx40btyYHj16sG7dugK3WSiJb2BgYJGsp1wapa/CVqt+/bSE98knIf2pQ0/PtGM6nXHgtazaJoRId/78eTQaDQ4ODtjb2+Pr68vOnTtLOixRACoxFkPkUVAGUs//nin5NcSGk3r+d1AGDJFHUYmxJRSpKN8UypBqdiuLD7d9++23DB48mPr16/PCCy9Qv359hg0bxjfffFOgdgtlqMPSpUsLo5kyIdOqbYYM8+M5ORm/lFXbhBD3O3LkCL6+vhw/fhylFFOnTuX555/n5MmTJR2ayCeNjTMWNTsbk9vU879Dzc5onb1Nkl40WixqdpbhDqJoKAUp5WuM7/vvv8/atWvp0qWL8Vjv3r156aWXCAwMzHe78nBbHqWv2rbsyy+ZeuQI2ozd7qdOweDB6Jct46uvvpJV24QQJo4cOUKzZs2AtGcj2rdvz+LFi0s4qjSGlBTOn/4vyzIXt0q4VHIv5ojKDq2zN9yX/Cq3ehhiTpskvVpn75IOVZSwxLgYkm/dzHTcoE8mNbUAK5QpUNnNdFD28l4uXrxI586dTY75+/tz8eLFArUriW8e6dau5cURI6gzZw7a8HAMDz2Edt++tMIuXSAkhPPbt3MlOprps2fLg21CCKMjR47QoUMHAC5fvsw777xDQCmZ7vBW7E1e6NUpy7LBYycy9H+vFnNEZcv9ya/h+t1efEl6RQZnt6/mv/VLsiyLoSC/XJa/eXy9vb3ZuXMn/v7+xmO7du2ievXqBWpXEt+8uDuH7+Rq1dAAPwDnjh5l0t3i95s1Y9COHdSLjuaoiwt1x48vwWCFEKXNkSNH2LJlC2+++Sa3b9/mhRde4OOPPzaW79ixgxkzZmAwGHB0dCQ5ORm9Xs/hw4eNPcU7duzI1O6vv/7K3Llz0Wq1NG3alPfffx9LS/l4L25aZ++0nt7r94auaN3qSdIrip4ibYW2bMrLmgkTJtCnTx9GjBhBnTp1CAsL4+uvv+aDDz4oULvyyZgXffsae3gva7UEGgx8nZAAwEXA5/33qQrEOjnxwM2b8MsvsniFEAKA+Ph4zp49S0xMDE5OTrz//vusXLkSK6u0P29GR0czbdo0NmzYgJOTE+fPn0cpRa1atejQoUOWCW/6eXPmzGHTpk04ODjw7rvvsmjRIsaNG1eMdycg7UE2Q8xp02Mxp9E4eUvyK4pY+evxDQoKwtHRkS+//JLNmzfj7e3Nl19+Sf/+/QvUriS+eaAH+rm6MhloZzBw0NcXz7g4CA/HRqNhgFLs8vSkzX//wZYtkvQKIYyOHj1K1apVcXFxAeCll15izpw5HD16FD8/PzZu3MjQoUNxuvuQbM2aNXPV7i+//MKwYcNwcHAwttujR488J76Ozi688+1PWZa5uFXKU1sV0f0PsmkzjPHN+MCbqNhqP9KP6i27ZDq+99NXcXNzyH/Dd6czy668rFm+fDlNmjRh8+bNxmOHDx8mODiYwYMH57tdSXzzYN68efy8eTOVhwyhTUICjVavhrtrR3soxf4aNeh84QLTP/2UN954o4SjFUKUJukzOqSztrbG39+fDRs24Ofnx5UrV2jSpEme27169arJedbW1iQnJ+e5Ha2lJTXrNczzeSJz0ps+plfj5J3lbA+i4rJxcsPGKfNsT1qdFRYWFgVrvJwtYDFz5kx2795tcszLy4uAgIACJb6FMo9vRaDX61m4cCE+Pj4s/vprtCtXQteu96Yza9qUZidOUNXHh4ULF6LPbulAIUSFc+TIERo3bmxyrFu3bmzYsAGAqlWrcvny5Ty36+XlxZUrV4z7SUlJxuETP//8M2+//TYvvfRSASIX2VGJsVkmvZA25teiZmfQaO/N9iDz+IoicXeog7mtDA51iIyMxNPT0+SYp6cn165dK1C7kvjm0p49e4iIiGDEiBH3Zmq4deteBUdHdDodI0aMkBXbhBCZLFq0KNNDGWPHjuXPP/8EoEePHnz33XfExcUBaVP5mFurPmOC3L17d7799ltu374NwMcff0yfPn0A6NWrF1OmTCExMbHQ70ek0dg4o/XwMzt7Q8bkV+vhJ/P4iqKhFEqvN7uVxaEOXl5enDp1yuTYqVOn8PDwKFC7kvjmUvoKbHXq1AG9HgYPhr1771XYtQsGD6aOj49JfSGEyI3KlSsza9YsevfuTceOHRkzZgzW1taZ6qWkpBAUFGTc9/DwYMqUKXTr1o1OnTpx6dIlRo8ebSyfN28ew4cPL45bqLAsvJph2aCv2WEMWmdvLBv0xcKrWTFHJiqUbHt8y56AgACGDRvG4cOHuX37NocPHyYoKIgBAwYUqF0Z45tLbm5u9Acu/PtvWtIbEgI1asCFC1ClCnTsCCEhPLx3L5bIim1CiLzz9/fPcvaGjOPcDh06xMCBA03Ke/ToQY8ePTKd99Zbb3Hq1ClsbGxo1aoVGo2m0GMWaXLqyZWeXlGUlFIYsnm4TSlFWXv3v/HGG5w/f54WLVoYP7sGDhzItGnTCtSuJL651OHqVfyBK2+/DampRHbqhC48HFfA0KgR2mXLUH/+ifelS+zV6XiwdesSjlgIUR61bt2a1rn8fHn99deLOBohRKmgQKUasi0va2xsbPjuu+/4+OOPOXfuHDVr1qRy5coFbleGOuSSZf/+hFevTtXUVC4BNXfuxOrsWQCW/fUXoa1aobl8mXCgpV6P7pdfSjReIYQQQlQUCoM+xexWJjPfuypVqkTLli0LJekFSXxzTQ+MbtSIP4HqwBpLS+zvljVPSsL3xAl+AF7s2pWUFStkDl8hhBBCFI+7Pb7mtjKc9xY6SXxzad68efyyZQtfDBpEaKNGdEtJMZY1NRhYbWHBYKBpu3ZY3jf+TgghhBCiqChUtomvkszXSBLfXMg4h++Xy5bh+88/qEaNjOXRbdrQ/fp1qvr4sHjxYpnDVwghhBDFR0GqXm92k7z3Hkl8cyGrOXw1GebwrezlhZ2dnczhK4QQQojip7Lv8S2MeXwPHDiAn58fdnZ2dOrUiQsXLpitW7NmTezs7HBwcMDBwYEXXnihwNcvLJL45kJMTAz9gbo1atybwzc8PK3Q3R3WrIGBA3kkIsJYXwghhBCiOChFtg+3FTTvTUpK4qmnnuLFF18kJiaGDh06MGTIkGzP2bJlC/Hx8cTHx7No0aKCBVCIZDqzXGhw9CghwIl33sGwbh3an37CoNWiNRhIDQjA4to1WL2aDsDTyBy+QgghhChOCkOqgej4O1y/nXmlxqSUFDSp+V/IYseOHVhbWzNixAgApk6dykcffcS5c+eoVatWvtstCZL45kL9117j53nz6HXiBJw4wSaguyFtvrwp331HUPXqpI/4HWJjQ3uZw1cIIYQQxeXurA7L9h7jw+0Hs6zibpF5JcjcOnHiBH5+fsZ9Ozs76tSpQ2hoqNnEt3///iilaNeuHfPnz6dGjRr5vn5hkqEOuaHT8burq3HXt1o149d9kpJodOIEG2xsCAGeSEyUOXyFEEIIUYzS5vHNdhGLAoiPj8fJycnkmJOTE/Hx8VnWX7FiBefPn+f06dP4+PjQp08fDIaiiS2vJPHNhXnz5jE/IoIxrq6EAD6XLxvL2icl8ZOFBU8mJjKjXj2Zw1cIIYQQxUqlz+Obz8G8HTp0QKPRZLm98cYbODg4EBcXZ3JOXFwcDg4OWbbXrl07bGxscHJy4sMPP+TMmTOEhYXlK7bCJkMdcpBxKrP3//2X+e+9x5VZs6h69zeXn4CX3d2xT0gg5tYtVP/+JRuwEEIIISoWpUjVpzDYrx7d6/lkKh7503Zss3n+aPfu3dk2/+uvv7Jw4ULjfkJCAmFhYfj6+uYYWnoCnd+kvLBJj28OTs2dS/Tdqczs7Ox4/fXX8bK3N5Y/3L49Z999lwkTJhARESFTmQkhhBCi2KlUA5VsrKnn6pRps7bQYmFhke+2/f39SUhI4OuvvyYpKYm5c+fSokWLLMf3Xrx4kb1796LX67l9+zavvvoqPj4+1KlTpyC3V2gk8c1OSAi+M2cSzL2pzAxPP22cw/dOtWq479mD5bBhMpWZEEIIIUqEUgqDXm92K2hvq7W1NWvWrGH+/Pm4uLjwxx9/8N133xnLX3jhBeNcvbdu3eL555/H1dWVmjVrcvr0adavX1+gxLswyVCH7PTtS2SnTgzYuZPQefM48c47NDpxwlh8/PJl0udvcN2+HUtkKjMhhBBCFLO7Y3yzKy+oVq1acfTo0SzLMs7T6+vry7Fjxwp+wSJSqnp8k5KSeO655/Dx8cHJyYk2bdqwd+9eY/m8efNwd3fHzc2N1157zeQ3mOxWFElISGDIkCE4Ojri4+PDypUrcxeQTofrxo38bG2N77//0ujECQ5bWRmLWwO/2NoSAvj++y+rZSozIYQQQhS7HFZukzWLjUpV4puSkkLNmjXZvXs3N2/e5OWXX6ZXr17Ex8ezceNGPvvsM/766y9OnDjBpk2b+Prrr4GcVxSZPn060dHRXL58mR9++IExY8Zw8uTJbGNJTU0lNDSUU+fOsa96dePxhlWq3Kv01FM8cvUqb9SqxQ9Ab5nKTIg8iYyMJDQ0NNOWlJREagEmWxdCiIpEKUjVp5jdSslzZaVCqUp87e3tmTZtGj4+Pmi1Wp555hmsrKw4efIky5cvZ9SoUdSpUwdPT08mTJjAt99+C5iuKGJjY8PUqVM5ePAg586dA2D58uW88cYbxl7kPn36sGLFimxjiYmJoXHjxjRu3Ji5YWE8A6wBbO8uVay3tmZO48Y84OfHqXPnGG5tzUgXF/R9+xbhKyRE+bJw4ULj+yzjFhYWJuPlhRAi16THN7dKVeJ7v9OnTxMTE0PdunUzrRrSpEkTQkNDgexXFLlx4wYRERFmz81Of+4Ngl6N6Y9NZFISc2fNoltcHLNnz2bC5Ml8dfOmzOoghBBCiOKlIDU51ewmee89pfbhtvRxuVOmTMHZ2TnTqiEZVwzJbkWR9DqOjo5ZnmuOdVISIcAPQCDwDfAUaT87GqAacKNyZWyio6FBA4KTkwGZ1UEIIYQQxUyBMmST3Uria1QqE1+9Xk9AQAB169Zl2rRpAJlWDcm4Ykh2K4qk17l165YxOc5utZF09p6exLZty4Bff6Ut4A3s1OnopNcDEA1Ujo4m1skJu65dOfvJJ4DM6iBEXowZM4aALFY67NOnD5aWpfLjqdy6eOkavZ6ZXNJhFJmfv59X0iEUOZ/Ja0s6hCL1zawnSzqEInPQzirnStlQgCHVfHYree89pe5/FoPBwNChQ9FoNHzzzTdoNBoAGjVqxLFjx+jduzcAx48fN64Y0qhRI7Mriri6uuLp6cmxY8do3759pnPNsbC0xPmnnzDUr4/35cuEA7/Y29Pp5k0AKgNXLCyoGhfHroYNWabT4eXlZbyGECJnHh4eeHh4ZDpubW1dAtEIIUQZpRSG5GweCJan24xK3RjfUaNGcfXqVUJCQkx6fIYMGcLixYs5e/Ys165d48MPP2TYsGFAziuKDBkyhDlz5nDr1i3279/PunXrGDRoUM7B/PIL2rtJrzcwPuNT5v364X79Ovt8fHg4IoLm4eGMGTMGnU5XiK+GEEIIIUQOVFqPr7lNunzvKVU9vhcuXOCrr77CxsaGypUrG49v2rSJnj17Mnr0aFq3bk1qaiojR47kueeeA+6tKDJ8+HDGjh1Lq1atTFYUmTVrFiNGjMDLywtXV1cWLFhAgwYNcownJSWFcc7O/O7gwLKUFNpduwZAorU1P/XqxdkPP+Tq7du8D/xsbc0348cX7gsihBBCCJEDpRSpevM9vgVdua08KVWJb40aNbL95kyZMoUpU6ZkWZbdiiK2trYEBwfnLZi4OCwHDaIzUON//6P10aOwfj0AUUlJDA8K4hvgDWBm48b8ePw4+/fvx9/fP2/XEUIIIYQoIJXNGF9xT6lKfEsVR0cutW3LgL17if7gAywTEoxF3sBpjYbqSpHy1FPU690bgoJkRgchhBBCFDt1dzqz7MpFmlI3xrfU0Gg49frrhAOVExKI1t57qe7Y2lJdKcKBAbdvc+ruQhkyo4MQQgghip1K6/E1t8kY33ukx9ccpagyaRLewCWNhuoGg7HILiEBVa0a3pcv88yvvzJm716Z0UEIIYQQJURhSDVkWy7SSI+vOdeu4XviBGt0OuopxbUMC2DQty+a0FBSW7dmAPBIXByjRo2SGR2EEEIIUeyUglS9wewmQx3ukcTXnJgY/gRCJ06ka/fucOuWsejEiRMcb9sWi/37+QD4EaS3VwghhBAlRqUazG7iHhnqYEaKrS3tEhKoumULT965Q5W7x8OBRqdOAbDGwoJ9vXrB2rWZVo4TQgghhCgWSpGanE2CK12+RpL4mpHs4UHIhQsEHDxoctyqUiW4fh2AlNRUQkNDAXmwTQghhBAlRIEyZJf4Fl8opZ0kvmbY2tpiaWEBqabTg1S5fh2efBLD5csE7N+POn2aFxwcZKiDEEIIIUqEIm3ltuzKRRoZ42uG5sIFnkxNJQQ45+JiPH6jWTMMgHb/fk5XrswAoGdKSglFKYQQQogKTykMyalmNxnqcI8kvuYkJPAn8KqLC8k3bxoP3zl8GO2aNazR6fCLjuYlLy++S0xkz549JRaqEEIIISowldbja26TLt97JPE1Q29rSztg182bNEg/BlQj7QG3QXo9PvXr4zd7NoCs2iaEEEKIEqGA1BSD2U3y3nsk8TUj2sqKcNKWJ1aWaUOhdcCdSpXwBo5WrszZU6dYsWIFIA+3CSGEEKKEKEhVyuwmme89kvia4R4bizcQYWGB5u4Y3lteXhxctgxVrRr1oqP5y8qKPTt2yKptQgghhCgxCkWywfymJPM1klkdzLAEIq2sOJ6cjOfdY6evXiWiVy80QKyTEy3i4ugFOHXvLqu2CSGEEKJEKCCbSR0k7c1AenzNSAA8kpN5NMOx5kAAsNbSEs+4OAJIW7WtW7duJRGiEEIIIQSQw1AHYSQ9vmbosymrkpKCzsaGHxMTAfDw8CieoIQQQggh7qMUJBuymcdXcl8j6fE1w4m03tzzGo3x2FrgskZDW+B648ZYa7VotVpat25dMkEKIYQQosJLH+pgbpO89x5JfM3QA88Cdhl+Ters6Eg1pQgHdH//TS+DAYPBwP79+0sqTCGEKBNUYmyByoUQ5inI4eE2kU4SXzN0wH8aDemDGJK0Wpxu3SLW0ZHZlpYEALs90x57kzl8hRDCvNSrh0k5uRZDbHiW5YbYcFJOriX16uFijkyI8iO7Hl9xjyS+ZuiBaureb0nWBgPhgPOtW3yRkoKjrS23bt0CZA5fIYQwRyXGYog8CspA6vnfMyW/hthwUs//DsqAIfKo9PwKkQ/pY3zN9vhK8mskia8ZOiACSB/he6VKFa5Wq2YsH2BhQdLt21SqVEnm8BVCFMj58+fRaDQ4ODhgb2+Pr68vO3fuLOmwCoXGxhmLmp1Bo82U/GZMetFosajZGY2NcwlHLETZkzbG1/ysDpL33iOzOmTDIsPXle7coeqtW6S2bMnByEgev3iRvoCua1eZw1cIUSBHjhzB19eX48ePo5Ri6tSpPP/885w8ebL4glAGVMKNrMssbdDobPPdtNbZG2p2Nia5qed/R7nVwxBz2iTp1Tp75/saQpQFN65HERtzPdPx5OQkbCysC9S2DGnIHUl8zUgB3DPsW9+6xR3A7u+/WWRry3ukzfqwadiwEolPCFF+HDlyhGbNmgGg0Who3749ixcvLt4gUpJJObk2yyJtlaZYeDUrUPP3J7+G63eTekl6RQXyc/BSli94P8uyFHf3LI/nhkKhz2Y8g/T53iNDHcywBOIy7N8B7IBwYGVCAj9p0146S0v53UEIUTBHjhyhefPmAFy+fJl33nmHgICAEo6q8GmdvdG61TM95lZPkl4hCkiGOuSeJL5m6IGbGfbtSJvD1xv40c4OrcEAQFxcXOaThRAiD44cOcK0adNwcHCgevXq+Pr68sknnxjLd+zYgb+/Px07dqRnz5489thj+Pv74+zsjL+/P/7+/pnaTEpKok2bNjg4OHDmzJlivBvzDLHhacMbMh6LOW12tgchRO7Iw225J92VZugAn/sP3v3J6XnnDv20WlYZDDg5ORV3aEKIciQ+Pp6zZ88SExODk5MT77//PitXrsTKygqA6Ohopk2bxoYNG3BycuL8+fMopahVqxYdOnRgx44dWbar0+lYt24dkyZNyl0gllZY1n3cTJlNPu7M1P0PsmkzjPFNPf87yHAHUQH0GvwsHbv3znR82uhhONmW7jG+L7zwAr/99hthYWFs3749y1+400VFRREUFMSOHTuoXr06CxcupEuXLkUbYC5J4psLl0j7M4I3cB14EVhjaQnJySUalxCi7Dt69ChVq1bFxcUFgJdeeok5c+Zw9OhR/Pz82LhxI0OHDjX+kl2zZs1ctavVaqlSpUruA9Fo0di65jH63Mlq9gatszcaJ2+TB94k+RXlnWsld1wrZR7La2VljYWFRRZn5E76UIfsyguqadOmPPPMMwwfPjzHumPHjsXT05OoqCh+++03BgwYwOnTp0vF9K8y1MGMjD8kzqQlvXeASsCLWi2Gu0mvDHUQQhRE+owO6aytrfH392fDhg0AXLlyhapVq5ZUeAWmEmOzTHohbczv/VOdyTy+QuRd+sptN1NTiEhNyrSloEhNTS3QNV544QX8/f1znMkqPj6etWvXMnPmTOzs7OjduzdNmjRh3bp1Bbp+YZEeXzM0Gb52BBK1WuwMBqKBhwwG+pI2q0Np+O1FCFF2HTlyhMaNG5sc69atG8HBwbz++utUrVqVy5cvl1B0BaexcUbr4Ych8miWszdknO1B6+En8/gKkQ+x6FmprpBAKokYsqxjXUyrzJ4+fdr4vEK6Jk2aEBoaWizXz4kkvmZk7PFNAmwMBu4AlYEPSEt6XV1dZfEKIUSBLFq0KNOxsWPHMnbsWAB69OjBU089xTPPPIOTkxMXL14kNTWVWrVqZTrv8uXLVMuw0E5pYeHVDK1rbbNJrdbZG02DvpL0CpEPderUMX4dFRVFYlRUlvVcXYtmKNP94uPjMz3/5OTkxPXrmecvLgky1MGMjD2+1tybziwaePPu8T59+sjiFUKIIlW5cmVmzZpF79696dixI2PGjMHaOvNDMCkpKQQFBZkc69u3L1u2bCEwMJCQkJBiijhrOSW1kvQKkT/r168nNDSU0NBQxowZY7bewIEDzZZ16NABjUaT5fbGG2/kKR4HB4dMw0Dj4uJwcHDIUztFRXp8c8mOtJ7fysBsYCLw9NNPl2hMQoiKwd/fP8vZG3bv3m38+tChQ5n+Y1u7dm0RRyaEKE3GjBljdg5w92wWyMj4WVJQ9erVIz4+3uQvUMePH2dYKVnwSxLfPLAGTgGT7+7Lg21CiNKidevWtG7duqTDEEKUIA8PDzw8PIqk7eTkZAwGA0opkpOTSUxMxNraGo1GY1LPwcGBPn36MH36dD799FO2bdvG0aNH6dOnT5HElVcy1CGPjmX4OjxcJl0XQgghRPnXtWtXbG1tOXXqFN26dcPW1pYLFy4A8NZbb9G9e3dj3YULF3LlyhUqVarE+PHjWbVqVamZDEB6fPOoHxhndJAeXyGEEEJUBOYWywF4/fXXTfbd3d3ZuHFjEUeUP9Ljm0dhFhasLekghBBCCCFEnknim0d1UlPpe/drWa5YCCGEEKLskMQ3j/aCscfX21uW1hRCCCGEKCsk8c2jtmDs8S2qJyeFEEIIIUThk8Q3j06R1uNrb28vq7YJIYQQQpQhMqtDHtUnrcf3TL16smqbEEIIIUQZIj2+eXSQtKnMGjVqVNKhCCGEEEKIPJDEN4/+vPuvVisvnRBCCCFEWSLZWx6lj+o1GAwlGocQQgghhMgbGeN7n8jISKKionA3U+58999r164VV0hFIjIykoULFxr3x4wZUy5nqZD7FKJ0UfoEDNH/Gfe1lRui0dmWYESF6+b1KH5escy432tQEC6VzP2PUjalJsZx+/RO4759vU5Y2JSfee1vXI/i5+Clxv1eg5/FtZx9DysySXzvExUVlW3iW+Xuv9HR0cUVUpGIiopi5syZxv2AgIBymSjJfQpRyqQkYrj2j3FX61ITylPiG3Od4M/eN+4//Hivcpf4GpLiiQ/dYNy39WlRrhLf2JjrLF9w73vYsXtvSXzLERnqkEfpH88uLi4lGYYQQgghhMgjSXzz6J+7//bo0aMkwxBCCCGEEHlUYRLfqKgoevbsib29PQ0aNGDbtm35aue9u/+OGzeu8IITQgghhBBFrsKM8R07diyenp5ERUXx22+/MWDAAE6fPo2bm1ue2rG4+6+dnV3hBylEBZP+MOn9kpKSsLSsMB9PQgghiolGKaVKOoiiFh8fj5ubG2fPnqV69eoA+Pv7ExgYyLPPPmtSNzQ0lMaNG6Ph3njejPR3t7Ke+BoMBhITE437NjY25XJuYrnP0k2v16PX67Mss7KyIikpqZgjqpgcHR2Jv30HrIvhASVDKiTfurdv5QhaC/P1C4lP9So5VyoE+qQkroafN+57eddEZ21dLNe+EhlXLNdRhhRS4+/9wmrh4I5GW/S/qFbzKJ4H6JKTk7h68bxx38unJlZWRfs9vHLxHNZWVty6dSvnyqJAKkSXyunTp3FwcDAmvQBNmjQhNDQ0U113d3fs7e3R3L6NTxZtxQARQM2aNYsq3GKRmppKTEyMcd/NzQ0Li6L/z6e4yX2WbumzqGRFlgQvPvb29gD4+FQt8muV1Z/V3Eq1sCbF/d4MAE521sV2f/WruxbLddK+h/f2y9v30Ob+76Ft0X8Pra2sjO9DUbQqROIbHx+Pk5Ppb4pOTk5cv349U10PDw/i4+OZMWOGyfRQGU2fPp0ZM2YURahCVCjZvc8mTpxYzNFUXBERESUdghBCFIsKkfg6ODgQF2f6J6C4uDgcHBzMnjNmzBgCAgKyLHN3l/n8hCgM8j4TQghRnCpE4luvXj3i4+O5fPky1apVA+D48eMMGzbM7DkeHh6yAIAQRUzeZ0IIIYpThXi4DdJWsnJ2dubTTz9l27ZtBAYG5mtWByGEEEIIUTZViB5fgIULFxIYGEilSpWoXr06q1atkqRXCCGEEKICqTA9vkIIIYQQomIr/RN9CiGEEEIIUQgk8b1PYS1tXNySkpJ47rnn8PHxwcnJiTZt2rB3715j+bx583B3d8fNzY3XXnuNjB39Bw4cwM/PDzs7Ozp16sSFCxeMZQkJCQwZMgRHR0d8fHxYuXJlsd5Xdvbu3YtWq2XOnDnGY+XtPt999128vb1xdHSkWbNmxsnNy9t9CiGEEMVCCRMBAQHqueeeU7dv31br1q1Tbm5u6vr16yUdVo7i4+PVzJkz1YULF1RqaqpauXKlqlSpkrp165b65ZdfVPXq1dWZM2fU1atXVePGjdVXX32llFIqMTFRVa9eXX355ZcqISFBvf7666pDhw7Gdl999VXVrVs3FRsbq/bu3atcXFzUf//9V1K3aZSamqoeeugh1bp1azV79myllCp397lgwQL1yCOPqAsXLiiDwaCOHDmiEhMTy919CiGEEMVFEt8Mbt26pXQ6nQoPDzce69Spk/r6669LMKr88/LyUn///bd65plnjMmhUkotXbpUdezYUSml1ObNm1WdOnWMZbdv31a2trbq7NmzSimlPD091a5du4zlgYGBatq0acV0B+Z9/vnn6sUXX1SBgYHGeytP95mSkqK8vLzUmTNnMpWVp/sUQgghipMMdcggL0sbl3anT58mJiaGunXrcuLECfz8/IxlGe/p/jI7Ozvq1KlDaGgoN27cICIiwuy5JeX69evMnz8/04pf5ek+L126xJ07d/jxxx+pUqUKDRo04MsvvwTK130KIYQQxanCTGeWG3lZ2rg0Sx/HOWXKFJydnTPdl5OTE/Hx8YD5e46PjzfWcXR0zPLckjJ16lRefvllXFxcTI6Xp/u8fPkysbGxnDp1ivPnz3P69Gm6dOlCw4YNy9V9CmEwGNBqpQ+mLFJKodFozO5XFPIzXLbIdyqD/CxtXNro9XoCAgKoW7cu06ZNAzLfV8Z7yu6e0+ukP1B1/7kl4fDhwxw4cICRI0dmKitP92lrawvAtGnTsLW1xc/Pj2eeeYaNGzeWq/sUIj1hmDlzJgsWLECv15dwRCK3NBoN0dHRbN261bivKuAMqek/wydPnizhSERuSOKbQcaljdMdP34cX1/fEowq9wwGA0OHDkWj0fDNN98Yf/Nu1KgRx44dM9bLeE/3lyUkJBAWFoavry+urq54enqaPbck7Ny5k5MnT1KtWjU8PT1ZtWoV77zzDs8++2y5us/69etjZWVl0ntSHr+fQgDs3r2bxYsXs2vXLtatW1fukt/0ZPD+pDCn/bLg+PHj/PLLL2zcuBFI+5xKTU0t4aiK35QpU2jZsiWbNm2qkPdfppTg+OJSqX///mr48OHqzp076ueffy4zszoopdSIESNUx44dVUJCgsnxDRs2KG9vbxUWFqYiIiKUn5+fySwA1apVU0uWLFGJiYlq6tSpJrMATJw4UT3++OMqLi5O7du3T7m6upboLAC3b99WV69eNW4DBgxQkyZNUjdu3ChX96mUUoMGDVLPP/+8SkxMVCdOnFAeHh7qjz/+KHf3KYRSaT+7Fy9eVEFBQer777/P9DlWVqWmphq/TklJyVRuMBjUokWL1PHjx4szrHxLv5/bt2+r27dvq9jYWPX777+rWbNmqfXr15vUzfigeHn33nvvqW+++UaNHTtWbdq0yeT7LkoXSXzvExkZqbp3767+3969h0VV7f8Dfw94YWQcUFTEK6To9ysCRmkcLzCoGKR4IdGOYRKZFIZa+s1UDoSJ4rWbaRdvCWGlpSaJIQSmZkczBS+dQIyLZAqiwMjNYdbvD3/MYbjOAAoy79fz7Odh9l577c/eazHzmT1r7y2VSoWtra04evRoS4ekk4yMDAFAmJiYCFNTU830008/CSGEWL16tbCwsBDm5ubi//7v/4Rardase/r0aWFvby9MTEzEmDFjREZGhmZZcXGxmDVrljA1NRV9+vQRX3zxxUPft/pUvauDEG1rP2/fvi28vb2FTCYT1tbW4pNPPtEsa0v7SYatsu9WJgr/+c9/xIsvvigOHz4srl27Jo4cOSLu3bvXkiE2i23btomgoCCxceNGsXv3bs38nTt3io0bN4o333xTFBcXt2CEtfvhhx9ESkqKEOK/iXtqaqrw8fERM2fOFBEREWLz5s0iKSlJrFy5UsTGxgohhFi5cqV4//33WyzulnL8+HHh5+cnYmJihBD3v9C1hf7blvCRxURE9FCIBi5+qlyem5uLwMBApKSkYM2aNfD29n6IUTa/jz76CIcPH8by5cthbGyMiIgIjB49GkuWLEFycjIcHR2xfft2mJmZwc3NDRYWFi0dMgBg0qRJKC8vR5cuXbBjxw6Ymprijz/+wCuvvILg4GDY29vj6tWr+OGHH2BkZIQxY8bg5MmT+Pe//40uXbpg+/btaNfO8K6hP378OL788ks4Ozvj/PnzeO2112BjY9PSYdH/Z3g9koiIHrqqV75v2LABjo6OcHd31yojkUigVqvRvXt35OTkYNGiRY980gvcvwXjBx98gAEDBgAAIiMj4evri379+mHGjBkA7j9xsX///nj22WdbMlSNSZMmoaKiAnFxcSguLkanTp2gUqnw1VdfQSqVYty4cQAACwsLWFlZITo6GpaWlrC3t0d6ejo+/fRTtGvXDhUVFTA2Nm7hvXm4xowZg7y8PMydOxfh4eFMelsZXtxGREQPlBBCk/S+++67OHHiBJydnWstW1luy5YtePXVVwHcT5ofZRUVFdi3b5/moqfOnTtjyZIl+OuvvwAAxcXFcHZ2xtKlS1vFnRGSkpJQXl6uuWDNxMQEANCuXTs8//zzmDZtGsLDw3Hjxg0YGxuje/fuuHDhAu7cuYPJkydjx44dbTrprdo+1duq8nVeXh5WrVqFV155pdZy1HKY+BIR0QNTdXjDBx98gH/961/43//9X839pKsmtVVvxTds2DDN+o/6PVK9vb1hYmKC8+fPa5Lfe/fu4erVq1CpVOjUqRP8/PxgZGQEtVrd4vfCzczMhEQi0dyhoerxHzBgAMaOHQu5XI5PP/0UBQUF6NSpEywtLVFSUqJVT1tMeisqKmptn8rEtnLZyy+/rPXFraXblP7r0X43ISKiVqvqB/62bdtw/PhxpKWlITs7G++88w6A+2d4KyoqUFhYCH9/f6SkpGjV8agkDPWd0bO1tUWHDh1w4sQJrFmzBpcvX0Z4eDieeuqpGmNgW0OSL5FIaiSxVQ0YMADTp09H165dsWPHDixevBh//fUXXF1dH2KULaMymV+yZAnmz5+PDRs2IDk5GRKJBMnJyfjzzz8BaPeH1tCm9F9sDSIialaVZ3ErP/A/+ugjHDlyBK+//jqsrKywdetWnD9/HuHh4QDuJxNyuRzPPfcc7ty501JhN1rVBH/Dhg2aBzoA9xOgyjO648aNQ0VFBb799ls8//zzeP7551sq5HpZWFjg77//RkFBAYyNjaFWqzWJXHR0ND766CNYWVnBw8MDN27cwIULF/DFF19oyrZFJ0+exNWrVwEA69atQ15eHhYtWoT+/ftj+/btyM/PR2ZmJiIiIlBSUvLIfGEzRLyrAxERNVlubi7Ky8vRu3dvAIBKpUK7du2we/duREVFYffu3ejZs6fmIreSkhL4+flhyJAhCA0NBQDcuHEDlpaWLbkbeqs6lOPdd9/FsWPHEBkZqfVo8PruZtHQnS5aipOTE4YMGYKoqCgA/704sfLOFCtXrtQ8uc3CwkIzLKItDm/Iz8/Hl19+idzcXCxevBjx8fHIysrCggULANx/wua8efPQs2dPnDp1CmPGjGnhiKk+PONLRERNcvz4cYwcORLTp0+Hi4sLhBCan/CLi4sRHByMnj17ao0XlUql+Pzzz3Hy5EmcPn0aAB7ppLe+8csSiaTGo8Qrtbakt/JcWHBwMDIzM7FixQoA98/er1+/HtHR0Zg3b54m7m7dumkuyGuLSa8QAl27dsW0adNQXFyM999/H+Xl5TA2NkZcXByuXr2KhIQEZGZmol27dkx6HwFMfImIqNF++uknTJ06FQsXLkR4eDjKysoQEhKiWS6VShETE4O7d+/C2NhYc3HXb7/9BhMTE8TGxmLEiBEtFX6jNcf45daocp/GjRuHmTNnIi4uDv3798e0adOwbds2JCQkoG/fvjUey9vaEvjmUvWLTV5eHvLy8vD777+juLgYaWlpCAgIwIsvvohRo0a1cKSkKw51ICKiRsnPz0fPnj2xaNEirFu3Dvfu3cP8+fPRu3dvzfCF9PR07N+/H8OHD8eTTz4JU1NTZGRkICgoCBs3bsSgQYMAtN6f/Kurej9i4P745cTERLzxxhsYOXIkioqK4OfnBycnJ83ZUgDYt28fevToARcXl5YIu1HKyspQWFiIQ4cOwcbGBnZ2dujRo0ebHdJQVdX++J///AeBgYH48ccfcfXqVXz//fe4desWAgMDYWRkhG7dutVYh1ovnvElIqJG6dq1KxYvXozz58/jzz//RPv27aFSqZCSkoJvv/0WwP07AAwYMAC//PILVqxYgfj4eLz00kuYPHmyJukFWvcZw9zcXOTk5AC4fxZXpVIBAHbv3o2DBw9i8+bNGDlyJNRqNTp37oyoqCikpKQgLCxMU8eYMWMeqaQXADp27Iju3bvD398fbm5u6NGjB9RqdZtPeoH/9sfY2FiYmJjAy8sLv/zyCx577DFYWVkhNTUVWVlZTHofQTzjS4+sBQsWwMXFBdOnT691+cmTJxEYGIhz587pfTsZLy8vPPvss/Dz82uGSInarpSUFGzcuBGurq747bffsGPHDsyYMQNHjhzB008/jRkzZmDixInIzc3FDz/8gPLycshkMs0Ty1p7wnD8+HH4+/ujW7duaN++PY4dO6aJ9+OPP8aQIUPg4uJS4yxoaWkpJk+ejFWrVj2SQzkMVdX+eOfOHXz88ce4d++e5s4jSqUSJ06cwNy5czF16tSWDZYahWd8qdXZu3cvZDJZjalDhw6QSCQ4dOgQAODw4cMYOXJknfUEBQUhLCxMK+k9evQoxo0bB7lcDlNTUwwbNgxbt26tcQ/OVatWYenSpfXey5KIAAcHB4wYMQIRERE4evQolEoldu3ahTNnzsDIyAjBwcGIiopC9+7d4evrC39//0cm6TXU8cuGrLI/JiUlwczMDL6+vujfvz8qKipgY2ODAQMG4J///Kcm6eW5w0cPE19qdXx8fKBUKrWmpKQkyOVyzJ07FxMnTkR6ejqGDh2KXr161VpHYmIi/v77b3h5eWnm7dy5E1OnToW3tzeysrJw69YtrFmzBhERETXO7Do6OqJ///6aW/kQUU2VH/rz58/HhAkT0K5dO80Xzb59++LDDz9EVFQUfH19a12/NSe9+fn5GD9+PF566SW89tprGDNmDBwdHbUeODF69Gj06NEDv/76qyb5zcjIQGhoKFJTUzVngJkctX5V7z98/fp1xMfHY+vWrbC0tMSYMWNw8+ZN/Pbbb/Dx8dHcf7m1f3Gj2jHxpVbv2LFjGDt2LObMmYPPPvsMRkZGSEhIQEBAQJ3rfPPNNxg3bpzmg6ewsBALFy7EypUrMX/+fJibm8PExASenp7Yt28fIiMjkZCQoFWHh4eHZpwiEdVUeRsrANi8eTPkcjnmzJmjWS6TyWBnZwcAj9yDDQxl/DJpX7CYkJCA0tJSuLu7w8jICNu2bUPHjh1RVFRU484NbNdHExNfatUOHz4MT09PLFmyBBs3btTMz8nJwdNPP13ner/++iuGDh2qeX3ixAkUFRVh5syZNcoOHz4cNjY2iI2N1Zrv4OCAM2fONMNeELVdVZPfTZs24ebNm/jwww9rlHsUH9v6z3/+E1ZWVkhMTMRrr72GL7/8Ep07d0ZgYCDmzJmD77//HtOmTYO/vz+efPJJZGVlISAgAC+//DIAnul9VFT2zcWLF2PXrl04dOgQDh8+jOHDh2t+OVQoFBg7dmwLR0rNoV3DRYhaxldffYUXXngB69ev1zwhp1LVq6Vrk5+fDzMzM83rypvHd+nSpdbyXbp0wd27d7XmmZmZ4fbt240JncigVJ75sre3x6BBgyCTyVo4ouZRdfyyRCKBUqmEkZERsrOzERISguDgYNy+fRu+vr41hnPwZ/DWr+qZ3osXLyI/Px+RkZGYPn06vLy84OjoiCeeeAIvvPACBgwYAIDt2hY8el/BySB89tlnmD17Nj755JMaSa8uunbtioKCAs3r//mf/wEAJCcn1yh79+5d/PHHH5oylQoKCupMlImoJplMhpUrV+LFF19s6VCarC2PXybtpPfo0aPo06cPHnvsMbi7u2PUqFF4/vnn8dZbbyEzM5NJbxvDxJdanY0bNyIoKAh79uxp9O3EnnjiCVy6dEnzetiwYRgzZgzWrFlTo+ymTZvQsWNHzJo1S2v+hQsX8OSTTzZq+0SGqvKXlkf9Z/62PH7ZEFVvo8qkNzAwEKdOnULHjh3Rq1cv2Nraolu3bnjuuefQv39/9O/fX7MOk962gYkvtSohISEICQnBwYMH8eyzzza6Hm9vbyQkJGg9VjM6Ohp//PEH5s+fj9LSUqjVamzcuBEbNmzAvn370L17d606jhw5gmnTpjU6BiJD1haShLY8frmtu3XrFq5fvw4AqKio0LRRXFwcsrKycOPGDVy8eBHp6elYsGABEhMT8ccff8DDwwNSqRQzZsxAUFAQgEf/Sxxp4wMsqNU4d+4cnJycYGxsDBMTkxrLnZ2dER8fr3N9jz/+OEJDQzF16lSsXr0aq1evhkqlQllZGXbt2gVra2soFAq0a9cOHTt2hK+vLz7++GMA92/KP378eGRkZKBTp07Nto9E9GhSKpVYsWIFhg0b1iaGcrRlP//8M0JDQyGRSPDhhx9i8ODBAO5/efn+++8xYsQIdOrUCQ4ODrhy5Qqys7MxYsQIZGdnw8zMDK+88oqmLg5vaHuY+FKbdeLECcyfP79RT26bPHkypk2bxg84ItIoKCjQumiWWp+ff/4ZzzzzDN599104OTnB0dERAPDjjz/i+eefx5kzZ2BhYYGoqCjI5XJMmDABQgh06NABkyZNwqJFi/hEtjaOiS8REZEeeBawdbpz5w58fHwwc+ZMzJ07VzNfrVYjOzsb3377LYyMjPDaa6/h559/xqFDh7Bu3ToUFBRg48aN6NmzJwIDA1twD+hh4O3MiIiI9MCkt3WSSCRQq9VQKBRQq9WQSCSQSCQwMjJC//794eXlhR9++AFr167F2bNnoVAoANy/IDMgIAC9e/cGwC82bR1H5BMREdEjLzMzE5cvX4apqSmMjIw0yWvlD9sDBw6Et7c37t69i9zcXK2nf1YmvQC/2LR1THyJiIjokSaEgJWVFfr06YPs7GwA0NzVRyKRICMjA++99x6srKwQGBiImTNnYvXq1TUeXERtHxNfIiIieqRJJBJ0794dXbp0wfLlywEAxsbGKCkpAQAUFxfj119/xfXr19G7d2+4u7vD29sbpqamLRk2tQAmvkRERPRIqxzOEB4ejsLCQqxYsQIAIJVKAQB+fn7o3bs3rKysAACDBg2Cg4NDywRLLYp3dSAiIqI2QalUYvv27fjyyy9hYmICT09PfPnllxgyZAiioqIAaD+umAwPE18iIiJqM4qKinD58mVs3rwZ1tbWsLCwwKJFiwDcH/drbGzcsgFSi2LiS0RERG0ek14CmPgSERERkYHgIBciIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE1/SkpGRAYlEAplMBlNTU9jZ2eHYsWMtHZZeFAoFTExMIJPJIJPJ4OnpqbU8NzcXEydOhKmpKQYPHoyEhIQ669KnbGPoW/97772HgQMHQiqVwtbWFu+//36jt91Sbd2ajn9jttEW2qCptm7dCicnJ7Rv3x5vv/221rJ58+bBysoKcrkc9vb2OHTokGbZ+fPnMWrUKMjlcjz22GPYtm1bjbrXrVuHvn37onPnznj88cdRVFQEAJr/58rJyMgIGzdu1Du+5nbq1CkYGRlh1apVmnn17WdZWRn8/f3Rr18/yOVyODs749SpU3XWX9/xrE1z9k+iNkkQVXHgwAFhZ2cnhBBCrVaLZcuWiUGDBrVwVPpxdXUVkZGRdS738fER/v7+4u7du+LgwYOia9eu4tatW00uW9WcOXPEzp07GyynT/3BwcHC0dFRnDt3TqhUKnH27FkxdOhQERwc3OB2atNSbf0wjr8QbIMHaf/+/eLgwYNi5syZIjQ0VGvZ77//LkpLS4UQQpw+fVrI5XKRl5cnhBBi6NChIiwsTFRUVIizZ88KmUwmLl++rFl38+bNws3NTWRmZgq1Wi2Sk5M1dVWVk5MjjI2NxdWrV/WOrz669plKFRUV4qmnnhIjRowQ77zzjmZ+ffupVCpFWFiYyMzMFBUVFWLPnj3CwsJCFBUV1bqN+o5ndc3dP4naIia+pCUsLEz4+vpqXsfExIiuXbu2YET6qy/xLSoqEu3btxfZ2dla5Xfs2NGkstXp8gGqT/25ubmiU6dOIjU1VWv+pUuXhFQqFTdv3mwwpupaoq0f1vEXgm3wMAQEBNSbWJ45c0aYmJiI5ORkIYQQMplM6/gNHz5cfPvtt0IIIVQqlbCyshJXrlxpcLvr168Xo0ePbnJ81emb+G7dulUsWLBAzJkzRyvxrW8/a2NlZSV+/fXXBrdX/XhW9SD6J1FbxKEOpCU5ORlOTk4AgJycHKxduxY+Pj4tFs+kSZNgbm5e6xQREVHneq+//jq6d+8Od3d3pKSkaOanpaVBJpOhT58+mnn29va4dOlSjTr0KdsY+tR/6tQp2NjYwNbWVmv+kCFD0KdPn3p/Kq1Lc7S1vu3Tmo6/vttorW3QFI39/2pIYGAgpFIphg8fjrFjx8Le3h4AEBQUhKioKKhUKpw+fRpZWVlwdnYGAFy7dg3FxcXYt28fLC0tMXjwYHz22We11h8ZGYkXXnih0fE1h1u3buG9995DWFhYjWX17Wd1aWlpyM/Px8CBA+vcVl3Hs6oH0T+J2iImvqQlOTkZISEhmmTAzs4OH3zwQaPqOn/+PLZv396keGJiYnDnzp1ap7feeqvWddatW4c///wTWVlZcHd3h6enp2acoFKphFwu1yovl8uhVCpr1KNPWUA7iYiOjkZgYGC9SURTY6lkbm6O4uLiWpfVp6G2fvrpp3Hjxo1669C3fR7k8QfaXhskJSVBoVDAxcUFEydORE5ODiZMmACFQgEzMzMoFAooFIoa9ZaVlcHZ2RkymQxXrlypc/uN+f/SxZYtW6BUKhEfH48JEyZAIpEAADw9PbF7926YmJhg5MiRWLt2LaysrADcT/wLCgqQmpqKjIwM7N27F8uXL8fx48e16k5JSUFqamqzfUHQt89UWrFiBRYtWgRzc/May+rbz6pKSkrg6+uLZcuWwczMrM5t1XU8q3oQ/ZOoLWrX0gFQ66FUKnH16lXk5+dDLpdjw4YN2LNnDzp06NCo+hwcHDBs2LDmDVIHI0aM0Pz95ptvYseOHfjll1/g7u4OmUyGwsJCrfKFhYWQyWQ16tGnLHA/iajk5+cHhUIBPz+/OuPUp34bGxukpqZCpVKhXbv//tuWl5cjLS0NNjY2dW6nNrq09Y0bN2BpaalXvQ15kMcfaFttkJeXh5CQEMTExEAulyMjIwPl5eWIi4sDAIwePRpJSUm11t2+fXscPHgQS5cu1Sum5mRsbIxx48bhvffeg62tLZydnTFx4kTs2LED06ZNw6VLl+Dh4QF7e3s4OTlBKpUCAEJCQiCVSuHg4IDnnnsOhw8fxpgxYzT1RkZGwsvLq9aEszH07TMAcO7cOZw5cwYfffRRjWX5+fn17mele/fuwcfHBwMHDkRISEiDcVY/ns8884zW8ubun0RtFc/4kkZKSgp69eoFc3NzGBkZYeHChUhPT9cMFUhOTsZTTz0FNzc3vPPOOxBC4NVXX8XYsWMxadIkFBQUICkpCVOmTMHkyZOxf/9+BAcH11quel118fT0rHE1d+W0evVqnfbLyMgIQggAgK2tLZRKJXJycjTLL168CDs7uxrr6VO2MfSpf8SIEbCwsEB0dLTW/KioKPTo0QPDhw/Xa9sNtXVRURE6d+7cYD36tk9rOv76buNht8Hhw4cxe/ZszVk8a2trnZMXIyMjnb60NMf/V0NUKhWuXLmC9PR0mJqaYvr06TA2NoaDgwNGjhypuYvFoEGD0KFDB62zmdXPbKrVakRHR2P27NnNEltjHTt2DH/88Qd69+6Nnj174quvvsLatWvx4osvNrifwP39mD17NiQSCT7//PNaz+DWpfJ4Vtfc/ZOozWrhMcbUimzZskVMmDBBa56Xl5cIDw8XQgixYcMGsWfPHiHE/auZv/vuO82y7777Tqxbt04kJiaK8ePHCyGESExMFCtWrKi1XPW6msvt27dFXFycKC0tFWVlZWLTpk3C0tJS3LlzR1Nm+vTp4qWXXhLFxcXi0KFD9V7Fr0/ZxtCn/pMnTwpLS0uRmJgohBDixx9/FD169BAnT57Ue7sNtfW///1v8fLLL+tdry5a0/HXdxsPsw3WrFkjYmJi6lx/1KhRDW5jzpw5Ii0tTe/YGnLv3j1RUlIi5s6dK1asWCFKSkqESqUSd+7cEV988YUoKioS9+7dE19//bXo2LGjOHfunLhz546Qy+XiwIEDQq1Wi0uXLokePXqIo0ePauqdNWuWmDdvnigtLRWXL18WPXr0ED/99JNmeVxcnOjevbu4d+9eo+JrLnfv3hXXr1/XTDNmzBBLly4Vt2/f1mk/586dK1xcXERJSUm926nveNamOfsnUVvFxJc0AgICxBtvvKE1b/PmzeIf//iHEEKIvLw8ERQUJGbNmiViY2PF2rVrhYODg3B1dRWjRo0SS5cuFYmJiWLZsmVCiP8mvrWVq15Xc7l586Z44oknhEwmE126dBFubm7i7NmzNcp4enoKqVQqbG1ttT6QPDw8NIlHQ2Wr8/DwEKamprVOVevUNZaqwsPDhampqTA2NhbW1tZCCCGsra2FsbFxvfXXpaG23rlzp9i0aZNedeqqoX2u2gb6HP/KddtKG3z++efik08+qXP9lkx8Q0NDBQCtaefOnaKgoEAoFAphZmYm5HK5cHJyEt98841mvSNHjghHR0chk8lEv379REREhFa9t2/fFt7e3kImkwlra+sa+z979mwRFBRUa0xV+01d8dW1nr59prrqd3Wobz8zMjIEAGFiYqK1rcoEv+p+NHQ8q2ru/knUVkmE+P+/ARM1oKSkBFKpFOXl5Rg1ahRWrFiB9PR0LF68GMD9MWsnT55EfHw8Vq1ahaSkJMTHx+PJJ5+sUU6lUmnVdebMmZbcNarmzTffxLhx4/D000+3dCgGKy8vD97e3poxvllZWaioqNAMdxg9ejROnDihKZ+Tk4PevXtr1eHn54fg4OB67xhARGRIOMaXdBYdHQ0XFxeMHDkSvr6+mDJlCtLT0zF27Fi4ubkhNja21vVqK1e9Lmpdfv/9d4SGhmL8+PF45plnwO/HD1+3bt2wcuVKTJ48GS4uLggMDETHjh1rLatSqWpckDV16lTExcVhzpw52Lt370OImIio9eMZXyKiR9zp06dx8eJF+Pv7t3QoREStGhNfIiIiIjIIHOpARERERAaBiS8RERERGQQmvkRERERkEJj4EhEREZFBYOJLRERERAaBiS8RERERGQQmvqQlIyMDEokEMpkMpqamsLOzw7Fjx1o6LL3JZDKtycjICBs3btQsVygUMDEx0Sz39PTULJs3bx6srKwgl8thb2+PQ4cOaZbl5uZi4sSJMDU1xeDBg5GQkKDXdquqL4amKisrg7+/P/r16we5XA5nZ2ecOnVK5+3Xdwx0WV7dunXr0LdvX3Tu3BmPP/44ioqK6iz73nvvYeDAgZBKpbC1tcX777/fiCPwX3l5eQgKCkLfvn0hl8thZ2eHdevWoaKiokn1NsbWrVvh5OSE9u3b4+233661jC7H6vz58xg1ahTkcjkee+wxbNu2rdljbaivV6XLfunK2toanTp10vTLnj17Nqqe1tTuLUGf9xd92rox9Km/OWNprr5EbUwLPi6ZWqEDBw4IOzs7IYQQarVaLFu2TAwaNKiFo2qanJwcYWxsLK5evaqZ5+rqKiIjI2st//vvv4vS0lIhhBCnT58Wcrlc5OXlCSGE8PHxEf7+/uLu3bvi4MGDomvXruLWrVs6b7eq+mKoz5w5c8TOnTvrLaNUKkVYWJjIzMwUFRUVYs+ePcLCwkIUFRXptP36joEuy6vavHmzcHNzE5mZmUKtVovk5GTNutUFBwcLR0dHce7cOaFSqcTZs2fF0KFDRXBwcL37W5cbN26IgQMHirlz54qcnBwhhBDnz58XXl5eQq1WN6rOpti/f784ePCgmDlzpggNDa2xXNdjNXToUBEWFiYqKirE2bNnhUwmE5cvX9YpBl36jxD69fWG9ksf/fv3F8ePH29SHa2t3VuCPu8v+rR1VQ+iLzU2lto0R1+itoeJL2kJCwsTvr6+mtcxMTGia9euLRhR061fv16MHj1aa56uHwpnzpwRJiYmIjk5WRQVFYn27duL7OxsrXp27Nih83YbE0N1un7YVGdlZSV+/fVXvbdf9Rjou1ylUgkrKytx5cqVBreTm5srOnXqJFJTU7XmX7p0SUilUnHz5s0G66jOx8dHzJgxQ+/1HrSAgIAaCaI+x0omk2kdp+HDh4tvv/1Wp23r0n/07euVatuv6gDUqLdqP2yOZKW1tvvDpOv/d2PbWojm70uNiaW+/sTEl2rDoQ6kJTk5GU5OTgCAnJwcrF27Fj4+Pi0a06RJk2Bubl7rFBER0eD6kZGReOGFF2rMf/3119G9e3e4u7sjJSVFa1lgYCCkUimGDx+OsWPHwt7eHmlpaZDJZOjTp4+mnL29PS5duqTXdnWNoTmlpaUhPz8fAwcO1Hn7tR0DfZYDwLVr11BcXIx9+/bB0tISgwcPxmeffVZrjKdOnYKNjQ1sbW215g8ZMgR9+vSpMVSjIenp6fjmm2+wcuVKvdbTVVP7ZXX6HKugoCBERUVBpVLh9OnTyMrKgrOzc1N3SUPfvt6aPOh2f9ia0s90eX950G2tT/2Pcr+jRwcTX9KSnJyMkJAQzZuPnZ0dPvjgA83ypKQkKBQKuLi4YOLEiXB3d4dCoYCZmRkUCgUUCkWt9f7www9wcXGBQqHAokWLoFKpdI4pJiYGd+7cqXV666236l03JSUFqampNZL3devW4c8//0RWVhbc3d3h6empNZZyy5YtUCqViI+Px4QJEyCRSKBUKiGXy7XqkcvlUCqVOm9XnxiqqvrhFx0djcDAQJ0//EpKSuDr64tly5bBzMysScegqoaWA/e/PBUUFCA1NRUZGRnYu3cvli9fjuPHj9coW9vxrWRubo7i4uJ697O6hIQE2NraYvDgwbUuT0pKQv/+/TFu3DgoFApERUVp5gcHBzdYf1P6ZW30OVaenp7YvXs3TExMMHLkSKxduxZWVlZ11q1v/9Gnrz8Inp6emvjeeOMNvdbVtd0VCgW8vLz07lf1iY+P13mMc1lZGZydnSGTyXDlypU6yzW2n+n6/qJvWz/IvvQg+l1T+hK1TUx8SUOpVOLq1avIzs5GYWEh1q5di19++QUdOnQAcP9ikZCQEHz33Xf46aef8NFHH+HTTz9FUlIS7O3tkZSUhKSkpBr15uXlYdWqVTh8+DCSkpLQq1cvfPzxxw9lnyIjI+Hl5QVzc3Ot+SNGjIBMJoNUKsWbb76Jzp0745dfftEqY2xsjHHjxiE+Ph6HDx+GTCZDYWGhVpnCwkLIZDKdt6tvDJWqfvjNmjULW7Zs0enD7969e/Dx8cHAgQMREhLS5GNQXUPLpVIpACAkJARSqRQODg547rnnai1rY2OD1NTUGl+KysvLkZaWBhsbmzr3szY3b97UOnNUm9mzZyMhIQFHjhzBnj17cObMGb220Zx0PVb5+fmYOHEi1q9fj7KyMvz2229YtmwZfvvttzrr1rf/6NPXH4TY2FhNfJs2bdJrXV3bPSkpCa6urvj666+bEmqjtW/fHgcPHsT06dMfSP26vr/o29YPsi89iH7XlL5EbRMTX9JISUlBr169YG5uDiMjIyxcuBDp6eman8gOHz6M2bNna76RW1tb65SMfP/993jhhRc0b14LFy7E/v37dY7L09Ozxt0SKqfVq1fXuZ5arUZ0dDRmz57d4DaMjIwghKh1mUqlwpUrV2BrawulUomcnBzNsosXL8LOzq7R29U1hsZQq9WYPXs2JBIJPv/881rPyOq6/cpjUJe6lg8aNAgdOnTQ2nZdcYwYMQIWFhaIjo7Wmh8VFYUePXpg+PDh9cZfXb9+/ZCdna1TWRMTEyxZsgTfffedzvU3tl/WRddjlZ6eDlNTU0yfPh3GxsZwcHDAyJEjm/XuK7r29cYqLS3V/F1QUNAsdVbSp93t7e1x7do1JCcn46mnnoKbmxveeecdAIAQAq+++irGjh2LSZMmoaCgQOvXgMqzu/fu3cOzzz6LCRMmYNeuXQCAiooK+Pr6wtXVFZMnT66RzAH3/98sLS0bjLG5+lld/98Puq31qb+xsTzI/kRtDxNf0khOTtZ6g+nYsSMUCgViYmIAAH/99Rd69eqld73Xr1/XWq9jx44oLy/Xef3Y2Fgolcpap+XLl9e5XkJCAu7du1fjNj537tzB0aNHUVZWhvLycrz77rvIz8/HU089hYKCAkRHR0OpVEKlUmHv3r1ITEyEi4sLZDIZpkyZgtDQUJSUlCAmJgYpKSmYMmWKTtvVNYaG7Nq1C35+fg2WCwgIwPXr17F37160a9euWY4BgAaXV1WZoIWHh6OsrAy///47vvrqKzzzzDM1yhoZGWHnzp148803Nb8cJCYmYtmyZdi5cyeMjPR7u/Ly8kJBQQHCw8NRXFwMtVqNM2fO4PXXX6+1fK9evfD333/rXH9j+qVKpUJpaSkqKiq0/gZ0P1aDBg1CcXExDh48CCEELl++jOPHj9c6xro2uvQfXfu6LvtVm927d0OtViM+Ph4pKSkoKirSa/hTffRp9xMnTsDW1hbx8fF4/fXXkZiYiBUrVgC4f2azb9+++PHHHxEQEIBPP/201u0dOHAAjo6OiIuLw6BBgwAA+/fvx8CBA3Hs2DFMmTKlzrHaumhMP9Pn/UXftq6quftSY2N5kP2J2qCWvLKOWpeAgADxxhtvaM3bvHmz+Mc//iGEEOLzzz8Xn3zySa3rjho1qs56d+3aJT799FPN69LSUjF27FghhBDfffedWL16tViwYEFTw69h9uzZIigoqMb8mzdviieeeELIZDLRpUsX4ebmJs6ePSuEEKKgoEAoFAphZmYm5HK5cHJyEt98843Wup6enkIqlQpbW1tx9OhRnbfr4eEhwsPDG4yhNh4eHsLU1LTWqbLOqjIyMgQAYWJiolX2p59+avIxaGh51f0UQojbt28Lb29vIZPJhLW1dZ19KDw8XJiamgpjY2NhbW0thBDC2tpaGBsb17mfDbl48aLw8PAQFhYWokuXLmL48OFi+/btQgghEhMTxYoVKzRlExISxL/+9a8a85tTaGioAKA1Vb0qvr5jVfW4HjlyRDg6OgqZTCb69esnIiIi6t2uvv1HiPr7evU2bmi/qgIgAgICRLdu3YSbm5sICQkRXbt2FZmZmUKI5rkSv6F279evn3B1dRXz5s0T5eXlIi8vTwQFBYlZs2aJ2NhYIYQQa9euFQ4ODsLV1VWMGjVKLF26VCQlJWn6RlxcnAgNDRVr1qwRMTExQoj7d8GpPu/ChQvilVdeqTPWOXPmiLS0tCbtb3UNvb9Ubz9d3teqrtucfal6PPrEIkT9/Yl3daDaSIRoxt9WqU3Ly8uDt7c3YmJiIJfLkZWVhYqKCtjY2GD06NE4ceKEpmxOTg569+4N4P6Yu2effRZHjhyBqakp1q1bBxMTEyxYsEBTPiAgAJ988slD3ycyXElJSYiPj8eqVatQWloKHx8fhIaGai7YW7VqVUuH2CZJJBJkZ2c3OA73Qana7pVKSkoglUpRXl6OUaNG4cyZMzhw4ADS09OxePFiAPfHy1++fBnvv/8+duzYgQ0bNkCpVGLIkCFITU1FcHAwVq1aBZVKhaFDh+LChQsICwvD9u3bcfv2bSxZskTrfbGSn58fgoODa9xxhXTT0v2JHj0c6kA669atG1auXInJkyfDxcUFgYGB6NixY41yKpVK6+evHj16YNmyZXj66afh6uqKa9eu4dVXX9Usj4iIwEsvvfQwdoFIS2RkJMaNGwcPDw/MnDkTTz75JADgiy++wPjx4zF+/HjNUB9qu6Kjo+Hi4oKRI0fC19cXADBlyhSkp6dj7NixcHNzQ2xsLBwcHHDz5k14eHggLS0NADBt2jScPXsW7u7uuHr1KgBg6tSpSEtLg6urK/bv34+XX365xvtiZbm4uDjMmTMHe/fufaj7TGSoeMaXmt3p06dx8eJF+Pv7N1h29erVSE1NxbBhw7Bw4cIGL8AiokeboZ6h0+d9kXRnqP2JGo+JLxEREREZBA51ICIiIiKDwMSXiIiIiAwCE18iIiIiMghMfImIiIjIIDDxJSIiIiKDwMSXiIiIiAwCE1/Skp6ejnbt2qG0tLTZ687NzcXEiRNhamqKwYMHIyEhoVnKPkrxWFtbaz3hDgDefvttzJ07t1H1ERERke6Y+JKW5ORkDB48GCYmJs1e9/z589GzZ0/k5uZi/fr1mDFjBvLz85tctio/Pz/s2rWr1cRDRERErQcTX9KSnJwMR0fHZq9XqVTiwIEDCAsLQ6dOnTB58mTY29vj4MGDTSrbGuORSCS4du2a5rVCoUBUVFSzxU5ERESNw8SXtKSkpMDBwaHBcpMmTYK5uXmtU0RERI3yaWlpkMlkWo+VtLe3x6VLl5pUtrFaWzxERET04LVr6QCodUlOTsa8efMaLBcTE6NXvUqlEnK5XGueXC7HrVu3mlQWuJ+EV46bLS4uxtdff41FixYBAN566y289dZbDzWehnh6esLY2FjzurS0FL6+vo2qi4iIiHTHxJc0CgsLkZGR8UCGOshkMhQWFtbYnkwma1JZQDsJ9/Pzg0KhgJ+fX4vF05DY2FiMHj1a8/rtt9/WGhpBREREDwaHOpDGhQsXYGFhgV69ejVY1tPTEzKZrNZp9erVNcrb2tpCqVQiJydHM+/ixYuws7NrUtnGetDxVL0rRkFBQTNFTURERE3BxJc0kpOTYWdnh9LSUs1UXl5ea9nY2Fgolcpap+XLl9coL5PJMGXKFISGhqKkpAQxMTFISUnBlClTmlS2ul27djV4tvdhxLN7926o1WrEx8cjJSUFRUVFUKlUDcZFREREDw4TX9JITk7GsWPHIJVKNdPMmTObrf4tW7bgr7/+goWFBd544w189dVX6Nq1q2a5p6en5mxxQ2Wr0vfssy7xVI1F33gA4ObNm7C0tMTq1asRHByM4OBg/PXXX3odLyIiImpeEiGEaOkgiNoSiUSC7OxsrbtAEBERUcvjGV8iIiIiMghMfImIiIjIIPB2ZkTNjKOHiIiIWiee8SUiIiIig8DEl4iIiIgMAhNfIiIiIjIITHyJiIiIyCAw8SUiIiIig8DEl4iIiIgMAhNfIiIiIjIITHyJiIiIyCAw8SUiIiIig8DEl4iIiIgMAhNfIiIiIjIITHyJiIiIyCD8Pyg1NJOqGUgVAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1652.1 ± 72.9 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 13308.4 ± 1105.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 84.9 ± 0.7 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 44.8 ± 0.6 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 25.2 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1951.6 ± 79.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 13164.6 ± 595.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 37.5 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 25.8 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 27899387591535.8 ± 3.733220881444366e+19 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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2ZZw1JDg4mFdffZWlS5fSq1cvNm3axIoVK/IUe/fu3blw4QIbNmxgy5Yt9OzZk+DgYNMNdIMHD+axxx7j0qVL7Nu3j5SUFJ5++uk8XUuI0kpqfEWp5ODgQO3atfHz88syMcqoRYsWXLt2Da1WS+3atc22jDMKGAwG9u/fb3ocFRXF5cuXM42w7N+/n/DwcEaMGFFwTyoXGjZsCEBCQkKO+o8dO5Zly5axdetW6tevn+Pr1KhRA29vbzZv3mzal5SUxK5du/JV1zxs2DC2b9/Oiy++aLG9SpUqpq+Pn5+fxT6NGzdmyJAhmep0b9y4wT///MM777xDly5daNCgAbdv3yY1NdXU55lnnkGn0/Hxxx9nOu/KlSs5c+ZMoczscPToUbNp9/766y9sbGyoVasWDRs2xNbWlgsXLmT6Hk1/Dfbs2UOVKlV4//33eeSRR6hTpw4XLlwo8Dgzysn3wIIFCwgPD+fw4cMcPnyY9evXA8YZO2bNmlWo8WWU258LS5RSHDlyBB8fHwBsbGxo2bKl2fMH2Lx5c4HU9js6OjJw4EC+//57Fi5ciKenZ5bzPTdv3pwrV65w4sSJLM/n4eHB888/z8KFC/n+++/58ccfSU5OBqB169bUrl2bZcuWsWTJEvr06ZNpijghyjoZ8RXlQpcuXQgICKBPnz589NFH1K9fn6tXr7Jx40a6dOnC448/Dhg/Dnzttdf44osvsLe35/XXX8ff3z9TmcN3331HnTp18jSHq1KKq1evZtrv6elpsfwgMDCQgQMH0qpVK9zd3YmIiOCdd96hfv36WX7kmdGYMWNYtGgRq1atwtXV1XRtJyenh/7S02g0vPbaa3z44YfUr1+funXrMn36dJycnMzmGI2KiiI2NtY0cpteylG7dm2L1xgyZAi9evWiYsWKD40/Ox988AF169YFMH1E7urqioeHB/PmzcPX15dLly7x5ptvYm19/+3O19eXTz/9lLFjx2JjY8PQoUNxcHBg8+bNvPXWWwwYMIDg4OB8xWZJamoqL774IpMmTeLy5ctMnDiRESNGmD6hGD9+POPHj0cpRfv27UlISOCvv/5Cq9Xy0ksvUbduXS5dusSSJUt47LHH+P3333M8n3Ne5eR7oEaNGmbHpH/Na9WqlaupzW7cuJHpZ8PFxcXizXKjRo2icuXKdOrUiapVq3LlyhWmT5+Og4OD2Y1o6d+L8fHxaLVaDh8+jI2NjSlJnjp1Km3atKFOnTrEx8fz5ZdfcuTIEb799lvTOcaNG8fzzz9P69atCQgIYM6cOVy+fJmRI0fm+LllZ9iwYXz33XecO3eOESNGmL5X9+/fz5AhQ/jpp59o3bo1nTt35tFHH6Vfv358/vnn1K1blzNnznDnzh2CgoKYNGkSLVq0wN/fn9TUVH799Vdq1qxpVko1aNAg5s+fz/nz5/n1118LJH4hSpVirjEWItcsTWeWUfp0Tg+Kj49Xr776qqpSpYrS6XSqatWqasCAAerMmTNKqfs3z6xatUrVrl1b2djYqPbt26vTp09nOo+jo6PpprjcSL+5zdKWfp0Hn9+HH36oAgIClLu7u7K1tVV+fn5q+PDhKioqKkfXzOp6kydPztHxBoNBTZ482TR9Uvv27dXRo0fN+gwdOtTiNbZt26aUevjNTrm9uS2jt956SwFmN2pt2bJF+fv7K1tbW+Xv7682btyoHB0d1YIFC8yOXbdunQoMDFROTk7K1tZWNW7cWM2ePTvTNF8U4HRmU6dOVZ6ensrR0VENGTJE3blzx9THYDCoL7/8UjVo0EDZ2NgoDw8P1aVLF7ObGSdOnKg8PDyUo6Oj6tu3rwoNDTW7odDS97+lOAcMGKD69euXo9hz8j2QUV5vbrO0pU/l9+DNbStWrFA9e/ZUlStXVjY2Nsrb21v17Nkz09SCls7p5+dnan/ttddUtWrVlI2NjfL09FRdu3ZVe/fuzRTjN998o/z8/JSNjY1q0aJFppvdHvweiYmJMfsZUEqpEydOKMDia9e4cWMFqJMnT5r2pd8Ml/EcN2/eVMOHD1ceHh7K1tZWNWjQQP38889KKaWmT5+uGjZsqOzt7ZWrq6vq3r17phvhIiMjFaC8vLyUXq/PFIcQZZ1GqQKa2V+IUm7hwoW88sor+fqYVAghhBAll9T4CiGEEEKIckESXyEKkL+/v6l29sEtp3e250ZUVFSW13Nycnrokqq7du3K9niRc9m9jpZmnigpiuJ7YOTIkVmev6DqZIUQIiek1EGIAnThwgWzFeQyqlSpUpZzkuZVampqpqnAMqpevbrZTV0Punv3LpcuXcqyPbdTS5VnZ86cybKtSpUqRbKaWV4UxfdAdHQ08fHxFtucnZ3NZlYRQojCJImvEEIIIYQoF6TUQQghhBBClAuS+ApRznTu3BmNRpNp69GjR6Fcb+fOnfTu3ZsqVaqg0WhYuHBhgR33f//3fzzyyCM4Ozvj6elJr169OHbsWME+gRwKDQ2lRo0a2NnZ0bJlyxzX9T7suIc9xylTpmT6Wj5sVb3evXvTuXNni20nTpxAo9GwadOmHMWfXyEhIaa4ra2tqVatGqNGjeLmzZuZ+lla2OF///sfGo3GVPKT8XwZtzZt2hTF0xFClHCS+ApRzvz999/MmDGDK1eumG3//e9/C+V6CQkJNGrUyLQoSEEet337dkaPHs3evXvZunUr1tbWdOnShdjY2BxfJyQkhClTpuS4vyU///wzY8eO5Z133uHQoUO0bduW7t27P/Tmwpwcl5PnWK9ePbOv5dGjR7O97rBhw9i2bZvF+vDvv/8ePz+/TIu2FKYuXbpw5coVzp8/z/z58/ntt98YPXp0vs+XcUtfTU4IUc4V5yTCQoiidebMGQWo3bt3F8v1LS0iUZDH3b59W2m1WrVmzZocn3vo0KE5XswjK61bt1bDhw8321e7dm01ceLEAj/uweeY1YIt2dHr9crb21tNmjTJbH9KSory8vJSU6dOtXjc3LlzlZeXl0pNTTXbP3DgQNWrVy+llFI7duxQjz76qHJ0dFTOzs7qkUceyXaxC0sL0owbN065ubk9tJ9SSh04cEAB6ty5c9n2E0IIpZSSEV8hypGDBw9iZWVF8+bNc3zMhx9+mO10VyVpuq7bt29jMBhwdXUtsmumpKRw8OBBs2VyAbp27crevXsL/DhLz/Hs2bNUrlyZGjVq8Oyzz3L27NlsY7a2tmbo0KEsXLgQg8Fg2v/bb79x/fp1XnjhBYvHBQcHExcXx+bNm037EhISWL16NYMHDyY1NZU+ffrQrl07wsPD2bdvH6+99prFpbizcvbsWTZu3IhOp8vxMUIIkVNZz3MkhChzDh48SFpaWqbpo7p3705YWJjFY0aOHEn//v2zPW+VKlUKLMb8GDt2LM2aNeOxxx4rsmtev36dtLQ0KlWqZLa/UqVK/PHHHwV+3IPP8dFHH2XhwoXUr1+f6Ohopk+fTtu2bTl+/Dju7u5ZnmfYsGHMmjWLP/74w5R8f//993Tt2hVfX1+Lx7i6utKjRw+WLFnCk08+CcCqVauwtramd+/exMfHc+vWLXr16kWtWrUAqF+/fpYxpNu4cSNOTk6kpaWRlJQEwGeffZZlv4wyJu7Z9RszZgyzZs16aCxCiLJNEl8hypG///6bfv36MXPmTLP9Li4uWR7j5uaGm5tbYYeWb+PGjWP37t3s3r072xHGDz/8kA8//ND0ODk5GY1GwyeffGLat2HDBh5//PFMxy5ZsoSXX37ZrF96glcULD3H7t27m/Vp06YNNWvW5Mcff2TcuHFZnqtOnTp06NCBH374ga5du3L58mV+//33h9Z6Dx48mKFDh5KYmIiDgwNLliyhX79+2NnZYWdnR0hICN26daNz58507tyZZ555hmrVqmV7zvbt2/Pdd99x9+5d5s2bR2RkJK+++mqW/TI6duwYffv2fWi/ihUrZhuDEKJ8kMRXiHLk77//5r333svVogQPJoqWZJUoFpXXX3+d//73v2zbto2aNWtm2/fBEewJEyZQpUoVs0QrqxHs3r178+ijj5r1s7KywsrKimvXrpn1vXbtWrazK3h4eOTquJw+RycnJ/z9/Tl9+nSWfdINGzaMESNGEBsby8KFC3Fzc6NPnz7ZHtOzZ0+sra1ZvXo1nTt35o8//uD33383tS9YsIDXXnuNjRs3smbNGt59911WrVpFt27dsjyng4OD6Xvyyy+/pGPHjkybNi3TTYcZ+6W7detWtucTQoiMJPEVopw4d+4csbGxuarvhZJf6jB27Fh+/vlntm3blqOP1R8cwa5QoQJubm45SpQqVKhgcfW9li1bsnnzZoKDg037Nm/eTL9+/bI8l42NTY6Py81zTEpK4p9//qFjx44PfT7PPPMM//nPf1i8eDE//PADQ4YMeWhtra2tLcHBwSxZsoTr16/j7e1NYGCgWZ+mTZvStGlTJkyYQPfu3fnxxx+zTXwfNHnyZLp3785LL71E5cqVc3ycEEI8jCS+QpQTBw8eBMDb25urV6+atXl4eGS5tHF+Sx0SEhJMy/kaDAaioqI4fPgwbm5upo/Av/76a77++mv++eefXB03ZswYFi1axKpVq3B1dTU9r/Sb7orKuHHjeP7552ndujUBAQHMmTOHy5cvM3LkSFMfS88xJ8c97DmOHz+eXr16Ua1aNaKjo5k2bRp37txh6NChD43b3t6e5557jilTpnDz5k2GDRuWo+c7ePBgOnfuzLlz5xg4cCBarfE+6XPnzjF37lzT/Mtnz57lyJEjjBo1KkfnTRcYGEjDhg2ZPn06oaGhuToWjOUrD36PW1lZ4enpmetzCSHKmOKeVkIIUTQmTpyogEybRqNRN2/eLLTrbtu2zeJ1hw4dauozefJk9eDbUU6Os9QO5Gp6soKYzkwppb755hvl5+enbGxsVIsWLdSOHTvM2i09x5wc97DnOGDAAOXj46N0Op2qXLmyevrpp9Xx48dzHPfBgwcVoNq2bZvjYwwGg/Lz81OACg8PN+2/evWq6tu3r6pcubKysbFRvr6+6s0331QpKSlZniur6ceWLFmibGxs1Pnz57PtZ2k6M0uvV5UqVXL8/IQQZZdGKaUKNbMWQgghhBCiBJB5fIUQQgghRLkgia8QQgghhCgXJPEVQgghhBDlgiS+QgghhBCiXJDEVwghhBBClAuS+AohhBBCiHJBEl8hhBBCCFEuSOIrhBBCCCHKBUl8hRBCCCFEuSCJrxBCCCGEKBck8RVCCCGEEOWCJL5CCCGEEKJckMRXCCGEEEKUC5L4CiGEEEKIckESXyGEEEIIUS5I4iuEEEIIIcoFSXyFEEIIIUS5IImvEEIIIYQoFyTxFUIIIYQQ5YIkvkIIIYQQolyQxLeU+89//sOUKVOy7bNr1y6cnJxIS0srmqByoWrVqixcuLC4wxBCiFzLyftvSRISEsLgwYPzdY6S/PtEiJyQxLcUWLBgARqNhokTJ2Zqe//995k9ezaXLl3K8vjHH3+chIQErKysCjNMUcCmTJlCu3btijsMIcqlwMBAbGxscHJywsnJiSpVqvDKK69w9+5dU5+cvP+WZpYSZfl9Iko7SXxLgdDQUNzd3fnhhx9ITk42a/Py8qJr166EhoYWU3SiOCmlSE1NLe4whCiT3nrrLRISEkhISGDPnj1s2bKFDz74wNReHO+/KSkpmfalpaVhMBiKLAYhSjNJfEu4AwcO8L///Y/FixcTFxdHWFhYpj5PPvkkv/76a5bn2L59OxqNxpQgpY8kTpo0CR8fH5ydnXnrrbe4efMmAwYMwMXFherVq7N69WrTORYuXEjVqlX54osvqFq1Ku7u7rz44oskJCSY+ty6dYtRo0bh5+eHu7s7PXr04OzZs6b2hIQEhg0bhru7O1WqVOGLL74wizMpKYng4GCqVKlChQoVqFevHt98841Zn+rVq/PBBx/Qo0cPKlSoQK1atVi5cqVZn3Xr1tGmTRtcXV1xd3fnmWeeMbVdunSJ5557jipVquDl5cXAgQOJiYnJ8rXbtm0brVq1wsXFBXd3dwICArh58yZgHA3p378/w4cPp2LFilSrVo2PPvrI7Ph//vmHp556ikqVKlGlShVGjx7NnTt3TO2xsbGMHj2aGjVqUKFCBerXr8/vv//OkiVL+PDDD/nzzz9NI067du3i/PnzaDQavv/+e5o2bYqDgwP/+9//LI7MBAYG8t5775keazQavvjiCx577DEcHR1p2rQpR48eJSwsjHr16uHs7Mwzzzxj9jUVQhhVr16dJ598kiNHjpjtf9j7L8Cff/5Jp06d8PDwwM3NjY4dO5pGji9dukT//v2pVKkSlSpVYsCAAVy+fNl0bPr7zKhRo/D09KRPnz6m9/T//ve/1K1bFwcHB6Kjox/6HvygSZMmUbduXSpUqICvry//+c9/SExMBODDDz9kyZIl/Pzzz6b3oKioqEy/T9LS0vj444+pW7cuLi4utGrVig0bNpiukd7/l19+MV3riSeeKLOj5KIUUKJECwkJUc2aNVNKKTVgwAD12GOPZepz4MABBajbt29bPMe2bdsUoPR6vVJKqcmTJytra2s1e/ZslZKSovbv36+sra1Vy5Yt1c6dO1VaWpr69NNPlaurq7pz545SSqkFCxYoKysrFRISohISEtS///6rWrVqpYYPH66UUspgMKjAwED13HPPqRs3bqikpCT11ltvqQYNGqiUlBSllFIjRoxQzZs3VxcvXlQJCQkqJCREWVlZqQULFiillEpMTFQ//PCDunnzpkpLS1Nr165VNjY2auPGjabn4ufnp3x9fdXBgwdNcVaoUEHFxcUppZTatGmTsrOzU8uXL1fJycnq7t276o8//lBKKZWUlKTq1aun3njjDZWQkKBu376tBg8erLp06ZLl61+5cmX1ww8/KIPBoJKTk9XevXtVQkKCUkqpoUOHKmtrazVnzhyVkpKi/vzzT+Xq6qoWL16slFIqJiZGeXh4qM8++0wlJSWpmJgY1blzZ7PX7PHHH1fdu3dXFy5cUAaDQUVGRqrjx4+bvk4BAQFm8Zw7d04Bqm3btioqKkqlpqaqpKQkNXToUDVo0CCzvh06dFDvvvuu6TGgmjVrps6ePauSk5NVcHCwqlmzpgoJCVHx8fHq6tWrqmbNmurDDz/M8vUQorx48OfnzJkzql69emrmzJlm/R72/nvs2DFlZ2envv76a3Xnzh2VnJystm3bppKSklRqaqpq1qyZevbZZ9WtW7fUzZs3VXBwsGrZsqVKTU1VSt1/n/n+++9VSkqKunPnjuk9PSgoSF2/ft10roe9Bz/4PvHTTz+Z3nuOHTumatWqpSZOnGhqt/S+8uDvk08++URVqVJFHTx4UOn1erVs2TKl0+nUwYMHzfo/99xz6tatW+rWrVuqbdu2asiQIXn90giRL5L4lmCxsbHK3t5ehYaGKqWU2rJliwLU4cOHzfqdOnVKAerChQsWz2Mp8a1Zs6ZZn2bNmqmXXnrJ9Pj69etm11qwYIHSarXq1q1bpj7r169XOp1OpaamqoMHDyqdTmf25p+amqrs7OzUrl27VFpamrK1tVVr1qwxtd+6dUtpNBpT4mtJ79691bhx40yP/fz81NSpU02PExISFKD++usvpZRSPXv2VGPGjLF4rhUrVqjKlSsrg8Fg2vfvv/8qQF28eNHiMdWrV1fvvvuu+vfffzO1DR06VLVo0cJs31tvvaU6deqklFLq008/VW3atDFr3717t7KxsVGpqanqwIEDSqPRqOjoaIvXzi7xzfjHQHosOUl8f/rpJ9PjVatWKUBdvnzZtO+VV15RQUFBFuMRojzp0KGDsrW1VS4uLsrR0VEB6vHHH1fx8fFm/R72/jtmzBjVs2dPi2179+5VGo1GxcbGmvZdv35daTQa9eeffyqljD/bD76PpL+n//PPP6Z9D3sPTj/Xg+8TGX322Wdm72k5SXzr1q2rZs+ebdand+/e6uWXXzbrn/H1+frrr1X9+vWzjEOIwiSlDiVY+k1tgwYNAqBjx47Url07Uz1ZXFwcAG5ubjk+t4+Pj9ljR0dHs32Ojo4A3L5927TP1dUVFxcX0+MaNWqg1+u5du0ap0+fJjU1lapVq1KxYkUqVqyIu7s7ABcvXiQmJobk5GRq1KhhOt7FxcUs5uTkZMaPH2/6yKxixYps2LCB6Ohos1grV66cZZznzp2jXr16Fp/z6dOnuXbtGq6urqYY/f39sbW1JSoqyuIxa9as4ezZs7Rs2ZLatWszefJks5rajM8n/fHFixdN1zt48KDpWhUrVqRHjx5oNBquXr3KuXPncHV1xdPT0+K1s/PgdXPK0tf4wX0Zv+ZClGfjx4/n1q1bJCQkEB0dTaVKlejWrZtZn4e9/2b3nnTx4kXc3NxwdXU17XN3d8fV1dXsPSmrn/eM+x/2HmzJ3LlzadGiBe7u7ri4uPDuu+9mer99mIsXL1KrVi2zfbVr1870nvrg+7a8z4jiYl3cAQjLlFLMmTOHlJQU6tata9ofFxfHkiVL+Pjjj3F2dgbg6NGj1KtXDycnp0KN6ebNm8TFxZmS3/Pnz6PT6ahUqRLe3t7Y2NgQExODTqfLdKzBYMDW1pbz58/TqFEj03NJr5cF+Oyzz/jtt9/47bffqFOnDlqtlj59+qCUynGM1atX59SpUxbbvL298fPzIzIyMsfna9y4MUuXLgXg8OHDdOvWjapVqzJixAjTa5DR+fPnqVq1qul67dq1Y+vWrVnGevPmTa5fv46Hh0emdq02679LH2yrUKEC//77r9m+jHWCQoj88fT0ZOjQofTq1YsbN26YksqHvf9m957k6+vLzZs3uXnzpin5jY2N5ebNm1SrVs3UL6v3goz7H/Ye/KA///yTV155hU2bNtGuXTt0Oh2ff/45n3766UOv++BzePA9NTIy0ix+IUoSGfEtoTZv3szp06fZtGkThw8fNm3pN1b8+OOPpr4bN26kb9++hR6TRqPhjTfe4M6dO1y+fJnJkyfz/PPPY2VlRbt27WjUqBGjRo0yjRjcvHmTFStWkJiYiFarZfDgwUyZMoVLly5x584d3njjDTQajen8cXFx2Nra4unpicFgICwsjE2bNuUqxrFjx/L999+zYsUKUlJSSEpKYsuWLQA8/fTT6PV63n//fdMoTXR0ND///LPFc6WkpLBgwQLTzW8uLi5YWVlhbX3/78Xw8HDmz59Pamoq+/fvZ968ebzwwgsAvPDCCxw6dIjQ0FASExNRSnHx4kVWrVoFQKtWrWjbti0vvPCCKWk9d+4cJ06cAIy/yKKiokhKSnro827VqhXbtm3jn3/+Qa/XM3v2bM6dO5er104IkbWbN2+yaNEifH19TUkvPPz9d9SoUWzevJk5c+Zw9+5d9Ho9O3bsIDk5mdatW9OoUSNeeeUV4uPjiYuLY8yYMTRr1oxHHnkkV/E97D34QXFxcVhZWeHp6YlOp+Pvv//m66+/Nuvj7e1NZGRktnP2Dh8+nE8++YTDhw+TmprK8uXLWb9+PcOHD89V/EIUFUl8S6hvv/2WLl260LFjR7y9vU1bnTp1GD58ON9++y0AMTEx/P7774wZM6bQY/L29qZx48bUrVuXRo0a0aBBA2bPng2AlZUVmzdvxsHBgUcffZQKFSrQtGlTVq5caUpuP//8cxo3bmw6R+PGjfH29jadf/z48fj6+uLn50flypXZsmULQUFBuYqxa9euLFu2jJkzZ+Lp6UnVqlWZO3cuYBwV/fPPP4mKiqJx48Y4OzvTtm1bdu7cmeX5fvnlF/z9/XF0dKRDhw6EhIQwdOhQU3vfvn3566+/8PDwoF+/fowfP940u0K1atX4888/2bx5M7Vq1aJixYp069aNo0ePAsY/JFavXo2Pjw+PPfYYFSpUoEePHqaPJQcMGEC9evWoXLkyFStWZPfu3VnGOWjQIJ599lnatm2Lr68vt27dIiAgIFevnRDC3EcffWSa0aBu3bokJiaazViQk/ffRo0a8ccff7Bs2TIqV65MpUqV+OCDDzAYDFhZWbF27VqSk5OpXbs2derUITU1lTVr1uR6ntycvAdn1LVrV0aOHElgYCAuLi688847Zu9tAC+99BIAHh4eVKxY0WJJ2Lhx4xgzZgzPPPMMbm5uzJo1i19//ZVWrVrlKn4hiopG5eZzZFHivPrqq7i6ujJ16tRCvc7ChQt57733Mn2cXp6FhISQmprK4sWLizsUIUQxKKr3XyFEwZEa31Luyy+/LO4QhBCiXJL3XyFKHyl1EEIIIYQQ5YKUOgghhBBCiHJBRnyFEEIIIUS5IImvEEIIIYQoFyTxFUIIIYQQ5YIkvkIIIYQQolyQxFcIIYQQQpQLMo+vBd7e3ty5c0fWGheimERFReHo6MjVq1eLO5RyQd7zhChe8p5XdCTxteDOnTvo9friDqNYxMfH8++//1KlShVcXFxAr4fTpwFItLfnjpMTYFwe8+rVq1StWhVnZ+fiDLlYpaWlERsba3rs5uaW66VGy6L8vi56vZ47d+4URmjCgjt37pCSkkJ+Z7dMTU3l5s2bpseurq5YWxfvr5nCiSn/s4CmpqZZiCt/7x1p+QwrLTWNWxliqujqilU+YzIUwISpaalpxN26H5dLxfzHdeZCASSYygCpKfcfW9uAJo8fpCcn5j8ekSMyj68F/v7+ABw/fryYIyl627dvp2PHjnzwwQe8//77MHUqTJkCQCMg/RV55ZVX+Prrr9m2bRuBgYHFFG3xO378OI0aNTI9PnbsmOn7pzzL7+tSnn8Gi4O/vz9KKQ7+/Xe+zhMREUGrli1Nj/938CANGzbMb3j5UhgxaQxp+Q2LiIgIWj7S2vT44IH9+Y7rVj7Ha06eiCDwsfsxbf9zP/Ua5C+mhBRD/oICTv9zgh7tHzU9Xr9zH3XqN8jXORt2HZvfsFB3b5J6cpXpsXW9IDT2rnk6l/6flTSsWVne84qA1PgKMwEBAXh7ezN//nz0KSnw008A3G3QgIw/jitWrMDHx4eAgIDiCVQIIYQQIpck8RVmdDodo0ePJioqilm9e8PZswDc6t3brN+VK1cYPXo0Op2uOMIUQgghhMg1qfEVmUycOJF9+/bhtW4dAAatll8eSHDbt2/PhAkTiiM8IYQQQog8kcRXZKLT6Vi5dClplSpBUhLrDAZenT7drM8XX3who71CCCGEKFWk1EFYpNuwAbukJABqTpnC559/bt4uSa8QQgghShkZ8RWW3bupjYoV8Z8wAc/4eG7dumVq9vT0LJ64ShhPT08mT55s9ljI61JeeXh48M6775o9Lm4lMSYwxvHuO2+bPS5u7h4evDHhbbPHJYGbuwf/GT/R7HGJYG2HtlIzs8ei5JPpzCwo91MpXb0KVatCWhqMHAnfflvcEYlyptz/DBaxgprOrLwoiOnMCkN+pzMrDAUxnVlhKIjpzAqSTGdWdKTUobwLCzMuUpHR0qXGpBfgueeMfYQQQgghSjlJfMuzsDDo3x8GDTJPftPLHGrXhq++MvaR5FcIIYQQpVyJSnyTk5N58cUXqVatGs7OzrRp04Y///zTrE9qaiqNGzemdu3aZvsPHDhAkyZNcHBwoEOHDly4cMHUdvfuXQYPHkyFChWoVq0ay5YtK5LnU+IFBUFwsDGpTU9+w8ONG4CtrbEtONjYVwghhBCiFCtRiW9qairVq1dn9+7d3Lp1i9dee41evXqRkJBg6vP111/j4uJidlxycjJPP/00r776KrGxsbRr147Bgweb2idPnsz169e5dOkSy5cvZ/To0Zw8ebLInleJpdPBkiXmye+CBffbjx83ti1ZYuwrhBBClHMqKS5f7aJ4lfib2ypXrsxvv/1Gy5YtuXbtGh07duTjjz9m7NixnDlzBoDff/+dMWPGmB4nJibi4eHB8ePHqVGjBj4+PoSFhdGuXTsAQkJC8PPzY+rUqRav6e/vT1paGitWrLDY7unpiZeXVyE822Ki1xuT3rAw4yhvcrJxvyS9opBFR0cTExOTaX+fPn2wtrbmn3/+KYaoyh+5uS135Oa2nCtrN7elXTmEIfoIVtU7oXXxzdRuiLtI2vmtaL2aYOXTPMfnlZvbik6Jns7s9OnTxMbGmsoaJkyYwDvvvIOjo6NZv4iICJo0aWJ67ODgQK1atTh+/DgVK1bk6tWrZu2NGzfOVELxoNjYWBo1amSxbfLkyUyZMiWPz6oE0unQL1xIYkQELvd+6AzNm6OVpFcUstDQ0Cz/AJUp0IQQJYlKisMQfQSUgbTzW+GB5Dc96UUZMEQfQetaE42dSzZnFMWhRJU6ZJRel/v222/j4uLCn3/+yenTpxk0aFCmvgkJCTg7O5vtc3Z2JiEhwVQmUaFChUxtAvR6PdOmTaNmzZrEZfhL84+ICGbMmIH+wRkfhBClQmRkJNbW1iTdW4hGCJE/GjsXrKp3Ao3WlPwa4i4C5kkvGi1W1TtJ0ltClcgRX71eT3BwMLVr12bSpEkYDAZeffVVQkND0Wg0mfo7OTkRHx9vti8+Ph4nJyecnJwAuH37tik5Tm8r7/R6PUFBQWxav57V9vZUu7c/vkIFut6+za2pU3lm/35+Wb1aVmoTopQJDw+nXr162NnlbFL91NRUIiIiLLZ5eHiUrfIuIfJI6+IL1TuZkty081tRbnUwxJ42S3otlUEAKP1dSLXwx6ghjbS0kllCU9aUuMTXYDDw/PPPo9Fo+PHHH9FoNMTFxfH333/Tq1cvAFJSUoiPj8fb25tTp07RsGFDQkNDTee4e/cukZGR+Pv74+rqire3N0ePHiUgIACAY8eOmSbIz4qbmxvbtm2z2FZWPoKdOXMmm9avZ4+fH60zzILhPGcOhl9/pf+KFbBhAx9/+CHvZFiFS4iCMnr0aIKDgzPtT6/xFXkXHh5O06ZNc9z/5s2btGrZ0mLbO+++y3vvvVdQoQlRqj2Y/Bpu3LtZ/iFJL4Dh+j8Yrh222BYbG1sI0YoHlbjfLC+//DJXrlzh999/N/3ic3Fx4dKlS6Y+e/fu5Y033uDPP/+kQoUKBAYGcvfuXX744QcGDRrEjBkzaNmyJTVq1ABg8ODBTJ8+neXLl3PixAlWr1790BpfKyurhybHpZler+e7b75hpYODMemtVg2iosDeHvr0QRscjGHgQPqvWMGamTPRv/kmOgeH4g5blDFeXl4WRxJtbW2LIZqy5ciRIzz66KPFHYYQZZLWxdc40nvj/gxRWrc62Sa9omQoUTW+Fy5cYP78+ezfvx8PDw9TqcLu3bvx9vY2bW5ublhZWeHt7Y1Go8HW1paVK1cye/ZsKlasyM6dO1m8eLHpvB988AFubm74+PjQr18/vv76a+rVq1eMz7T47dmzhzbXrvFUYiL06wc3bxobevQAR0fQ6dAuW0aEvz+9k5I49dFHxRuwECJXcjviK4TIOUPcRWN5Q8Z9sadNNb+lzbfffkuLFi3Q6XTZ3rxvMBh47bXXqFixIpUqVeLzzz8vuiALSIka8fXz8yMns6sFBgaapi5L98gjj3DkyBGL/e3t7VmyZEmBxFhWxMbG8guw69VXebxjR0ifui3jx846HYfffJPJISEMbNKEsjv+LUTZEh8fz/nz53OV+Lq6urLx998ttnl4eBRUaEKUeg/eyKbNUONrabaHjLQe9dFWrJ5pf+q5Lbi5ueU7tqymiITsp2L18fFhypQpLF26NNvzz5kzh+3bt3Pq1Cni4uIIDAykSZMmdO7cOd+xF5USlfiKopP+A7bdw4PHV6407rSzg549zfpFRkXxCzCmAH4ghRBF4+jRo7i7u1O5cuUcH2NtbU3Dhg0LMSohSj9LszdoXXzROPua3fCWVfKr0dmDzj7zibVWWFlZ5Smm3r17ExkZCUBMTEyWiW/dunWzXLwr6N7qrOvXr8/2WosWLWL8+PGmMrURI0bw008/larEt0SVOoiiExAQgLe3Nz/Nm4davdq4s0cPyDDbhV6vZ/78+fj4+JhuDBRClHzh4eH4+/uTlJRk2lJSUoo7LCFKNZUUZzHpBWPN74NTnRXVCm6RkZFEnPiHiLOXiYm9nWW/m+kljfnw4LoJjRs3LnWLbkjiW07pdDpGjx5N3YsX0cTd++HMUOag1+sZNmwYUVFRjB49WqYzE6IUCQ8PZ8eOHdjb25u2AQMGFHdYQpRqGjsXtF5Nspy9IWPyq/VqUqTz+GpsnbFp+AxazwaFep0H100ojesiSKlDOTZx4kR2fPcd/PsvSRoNs48dw3fJEiIjI/n++++JioqiZ8+eTJgwobhDFULkwty5c5k7d25xhyFEmWPl0zzbFdm0Lr5o6gUV/eIVGg1aaxt0Pk1RHplv3tefXl8gNcQPrptQGtdFkMS3HNMpRed7f6lttbHh7RkzTG0+Pj5MmzaNCRMmyGivEEIIcc/DktriWbFNg0Zrhca2AthWyNSq11rnuYY4o4YNG3L06FFTuUNO1kUoaSTxLc/++APNrVsAdJ03j22+vsTGxuLm5kZAQIAkvEIIIUQpoNFosNLZZNuendTUVFJTU0lLSyM1NZWkpCR0Ol2mZHnw4MF88skndO3albi4OObNm8ePP/5YIM+hqEjiW56FhRn/tbXFOiiIwAqZ/0oUQgghRMmn0eZ9RHf69OlMnTrV9HjGjBksWLCAWrVq0b17d1Md76hRozh9+jR16tTBxsaGiRMnlqoZHUAS3/IrJQVWrTL+v3t3kKRXCCGEKJ00GrTW2XxK+5AR3ylTpmS5cEXGm9e0Wi2zZ89m9uzZeQiyZJDEt7zasgXulTmYLVohhBBCiFJG85AR3+wT3/JEpjMrD8LCQK/PvA/A1ha6dbv/WAghhBCljkZrleUm7pPEt6wLC4P+/WHQoPvJr15/v8zhiSdg1ChjH0l+hRBCiFJHo9Gg1dlkuT3s5rbyREodyrqgIGMpw72kVr9wIRFff03Teyu4GK5dQ3vggLHPvSULhRBCCFGKaB5S6iCJr4kkvmWdTgdLlmAwGNCGhbHht9+ISUqiKZAGWB04QIS/P3UWLpTpy4QQQohSSYOVddbTmUmN731S6lAO6IGgO3dYDvROSmKo1vhltwLWOjjQ9Phx+vbvj/7BOmAhhBBClHgaTfY1vjLge58kvuXAzJkz+W3jRjYOHozhscewNhiMDS1b0i0mhueGDGHdunXMmjWreAMVQgghRB5oHnJzm2S+6STxLeP0ej2hoaFUq1aNuXPnor169X6jjw86nY758+dTrVo1QkNDZdRXCCGEKG00GrTWNlluMuR7n9T4lnF79uzh6tWrTJ88GV1ICJw7Z2zw8oK1a2HQIHRLljB8+HAmTZrEnj17CAwMLM6QhRDFQSm0qcnFHYWZ84kl85f1XxfjijsEiwY7ni/uEDKpNnBBcYdgUcSmL4o7BDPdH/8z3+eQactyRhLfMi42NhZrYPDGjbBv3/2Gt9+GvXtNsz3U6tnT1F8IIYQQpUf6dGbZtQsjSXzLOHdnZ5YAfvv2gb8/HD9ubAgKgjFjjP8PC6NZRATWgJubWzFFKoQQQoi8kZXbckoS3zIuICYGa4yzN/SwtTUWdTduDNWrGzvcm+qs4YoVvFCxIgEBAcUXrBBCCCFyTwNW1tmkdJL3msjNbWWc9cCB/NK/P6MTE9H+/bdxZ69epnY9MMzOjmCg2htvyFy+QgghRCmk0Wqy3MR9MuJbDvRZvJgrJ07A0aMA/BATg+2SJURGRvL9998TFRVFz549mTBhQjFHKoQQQojc0qDJto5XI0O+JpL4lgM6nY4x1arB0aPEaLUMnzcPNW8eAD4+PkybNo0JEybIaK8QQghRGmnAyjqbD/El7zWRxLc8uHsX7datALg//zxbQ0KIjY3Fzc2NgIAASXiFEEKIUk5KGnJGEt/yYMsWuHsXAG2fPjJPrxBCCFGGaDRgZZX1iK/MZnafJL7lwW+/Gf+1sYEnnijeWIQQQghRwB52E5tkvukk8S3rlDKu0AbQqRM4ORVvPEIIIYQocFopdcgRSXzLur//hsuXjf/PMI2ZEEIIIcoGjQa0VtnM6iA5sYnM41uWhIWBXm96qNfrOf/VV/cfd+pkWqJYCCGEEGWHVqvJchP3SeJbVoSFQf/+MGgQ+sREpk2bRrVq1bjx448AHAY2NG8O/fuTumxZsYYqhBBCPIxKistXe7miAa21NstNSnzvk8S3rAgKguBgCAvjr1q1+GDSJHy1Wlrea67i6UnvpCSWA/0WLUKfYWRYCCGEKEnSrhwi9eQqDHEXLbYb4i6SenIVaVcOFXFkJZMGDVpN1pssYHGfJL5lhU4HS5YQ4e/P41evssfPjz8nTjQ1e8bEYOjXj42DB7NmwwZmzZpVjMEKIYQQlqmkOAzRR0AZSDu/NVPya4i7SNr5raAMGKKPyMgvyIhvLkjiW4bogW7Xr7PWwYHWFy5gNWPG/cZnnkG7bBlzf/iBatWqERoaKqO+QuTT9evX+c9//oOvry/Ozs74+/vz0UcfkZaWVtyhCVFqaexcsKreCTTaTMlvxqQXjRar6p3Q2LkUc8Qlg9T45owkvmXInj17+PfaNcLffBN694Zr14wNfn6wdCnodOh0OoYPH86VK1fYs2dP8QYsRCkWHR3NY489RlJSEvv27SM+Pp6lS5eye/dutNrS99aampZKxIkTFrfomJjiDk+UM1oX30zJb9rFvZmSXq2Lb3GHmis3YmI4/c+JTFtKcnK+/2DWaDRZbuI+mc6sDImNjQWgZs2asHnz/QZvb7N+NWvWNOsvhMi9V155hRYtWjBv3jzTvqZNm7JmzZpijCrvbt68SYvWj1lse/ftCbz/zttFHJEo77QuvlC90/2yhhsnjQ2lNOkFWLJgHl99MtNim6enZ57Pq9GAlbVMZ5YTkviWIW5ublgDTT/6CI4fv9+wbx8MGgRLloBOx9mzZ039hRC5FxkZyYoVK4iIiCjuUIQo07Quvii3OveTXkDrVqdUJr2FS1Zuy6nS93mcyFJA69assLOj4fHjqAoVjDvbtjXN9pA+1dn8+fPx8fEhICCgeAMWopTasmULderUoV69ehbbt2/fjp+fH4GBgfTq1YvExMQCue4ff/zBlClTctQ3OTmZNm3a4OTkxJkzZwrk+kIUNUPcRQyxp833xZ7OcraH8kqjASsrbZabjPjeJyO+ZYVejy4khN5JSfwG9Lp927i/e3eYMMH4/7Aw/t6/n8tRUUyeNg2dTlds4QpRmkVHR1O1atVs+zz//PNMnz6dTz75hOXLlxMSElI0wd2j0+lYvXo1E9J//h/C1dWVTevXWmzz8PAoyNCEyJEHb2TTutUxJsH3an4pheUOg14YQffefTPtHznkWextbfJ17uxHfEU6SXzLilWrICwMQ79+nD95Eo4dA2D+v/9iv3w55xo0oJmDA09duMAHLVowPoe/DIUQmVWrVo2LF3M24tS4cWMOHDhAeHg4L730Eg4ODnTq1In33nuP0aNHc/LkSRwcHFiyZAmHDh3ijz/+YPr06fzxxx/s3r2bd999l2effZbbt2/j5eVF7dq1SUtLY+jQoVy8eBEXFxcWL16Ms7Oz2XW1Wi2VKlXK8XOytrKmYYMGuXodhCgslmZv0Lr4onH2Ne0vjcmvu6cn7hZqeW1sbbGyyvuH8BoN2FhnfbyM+N4npQ5lRXAwLF+Odtkyxtz7+DVWo+HluXMZPHgw73/wAaOdnVkxYADj//pLRnuFyIdevXoRFxfHjBkzSExMxGAwcODAAV5//fVMfXfv3k2dOnX4448/eP3119m2bRvvvvsua9euxdfXl61bt/Lyyy/z3XffWbzWqlWraNq0KZs2baJu3boArFy5ktq1a7Njxw769OljdoOdEKWdSorLcvYGS7M9yDy+ABqstFlvUuN7nyS+ZUlwMGi1aLduBaDiM8+wZds2VqxYwbZt24iMiqLff/8rSa8Q+eTq6sqWLVvYvXs31apVw8PDgzFjxtC4cWNTn0WLFhEYGEh0dDRPP/00ISEh7N27l0GDBrFp0yZOnDjBzz//TGBgILNmzeLGjRtm0w4ppQDjjXQtWxrXYEz/98yZMzzyyCMAPProo1LDK8oUjZ0LWq8mWc7ekDH51Xo1kXl8Maa12SW+kvbeJ6UOZc3//gc3bwKgffJJAgMDizceIcoof39/NmzYkGV7eo1vOgcHB7788ktSUlIICAjg3XffZciQIbzxxhsA6PV6IiIiuHz5MgDh4eGAcfrBQ4cO0bNnTw4dMi7PWrt2bfbv30/Pnj3Zt28ftWrVAuDSpUtUqVKlUJ6vEEXJyqc5WteaWSa1WhdfNPWCJOm9R6MBWyl1yBEZ8S1rfv/9/v+7di2+OIQQZpYuXUr79u1p27YtgwcPpk+fPkRGRtKpUyc6duzIhg0baNKkCdHR0Tz55JOcPm28k71v374cPHiQJ554wjQVYVBQEKdPn6ZDhw6sXLmSESNGkJqamukGuqCgIDZt2sTQoUMJCwsr6qcsRL48LKmVpNdc9qUOIp2M+JYher2exLAwXIA7fn7YVKqEFDUIUfQCAwMzfdoybNgwhg0bZrYvNDQ007Fr12aeWWHlypWZ9i1dutTs8f79+xk4cKDZvlWrVuUwYiFEaabRaLCxtsq2/WFiYmIICQlh+/btVK1aldDQUDp37pypX0hICMuWLTOVTfr5+XE849oBJZyM+JYBer2eadOm4V+1Ko73ZnOYe+ECfn5+TJs2Db1eX8wRCiEKW+vWrXnxxReLOwwhRDFIr/FNuX2T+EtnM22G1JSHLok8ZswYvL29iYmJ4eOPP6Z///5ZrvD6/vvvk5CQQEJCQqlKekFGfEu3sDD0PXsSFBzM+vXrGeHhYfqCVnr+eey3b+fIpEn03bePlStXyk1tQgghRFmkMSa+J/8I4+9f5lrsEmvIeknkhIQEVq1axdmzZ3FwcKB37940btyY1atX88ILLxRW1MVCRnxLq7Aw6N+f061bs2n9eoYMGcK3fe9Nim1ry6CvvuJ069aEAfbr1jFr1qxiDVcIIYQQhUMD2FhpscrjXWynT5/GycnJbGGexo0bZzma+/nnn+Pu7k7btm3ZsWNHnq5ZXCTxLa2CgjD060fD48dZ6eDA/NBQrDZvNra1awcjRqBdsQJDv3787etLaGiolDwIIYQQZZBGc2/asjzex5aQkJBpERxnZ2cSEhIy9R07dixnzpzhypUrjBkzht69e3PhwoW8XbgYSKlDaaXTsWvkSK6tWEH/xETjHL7nzxvbYmJgyxYIDka7ZAkhM2cyadIk9uzZI9ObCSGEEGWMBuN0Zq2eGoh/+yczta+c/h/cXByyPN7JyYn4+HizffHx8Tg5OWXq27x5c9P/Bw0axKJFi9i0aRMjRozI+xMoQpL4lmI34uMZhHECe7+M84keOWJMhJcsAZ2OmjVrAmRZpC6EEEKI0ktzr8bX2c0DZzePTO3WNjZYWWU960OdOnVISEgwmwv82LFjDBky5KHX1mq1pgV3SgMpdSjF3NzcSAUWP/kkeHvfb+jb15T0Aqa5P93c3IohSiGEEEIUJg1gY63NcntYBYSTkxN9+vRh8uTJ3L17l7Vr13LkyBH69OmTqe+KFSu4c+cOqamp/Pzzz+zatYsuXboUyvMqDJL4lmIBAQF4e3vz4/ffo65ft9hHr9czf/58fHx8CAgIKOIIhRBCCFHoNFkvXmGl1eRo6bbQ0FAuX76Mu7s748aN4+eff8bNzY0lS5bg7+9v6vf5559TuXJl3N3d+eyzz1i1apXpk+XSQEodSjGdTscrL7/Mo1On3v9rrkULWLkSBg1Cv3Ahw0aOJCoqimnTpsl0ZkIIIUQZlD6Pb3btD+Pp6cn69esz7R80aBCDBg0yPd69e3ceIiw5JPEtzfR63j52zGzY/uvHH6eXtTV+YWH8vm4dyxIT6dmzJxMmTCi2MIUQQghReDQaY6lDdu3CSBLf0kqvh0GD0K5YgapUCc21a5y3suI/X3zB68ASoH9iIuH+/tRZvlxGe4UQ2TKgIUGVrPeJ3tM2FXcIFh17r2lxh2CR/ZMLijuETO4uK5mLH8TYlKxKz2wGa3MsuxFfcV/J+sqLnFu1yriIRb9+aO5NQVJt6FC2bdvGzytWUGnzZtM8v7p164o3ViGEEEIUGo1Gk/3NbTLkayIjvqVVcDAsXw6enrBiBQDaLl3M5+nt0MGYIAcHF0uIQgghhCh8Gsh21TZJe++TEd9STB8UxLmffrr/+MFZG3Q6SXqFEEKIckCr0WS5iftkxLcU0uv1zJw5k9DQUJZevUoNIALo0qYNo0aNYuLEiVLTK4QQQpQTGkBnVfZGfM+ePcvBgwe5ffu22f4XX3wxz+eUxLeU0ev1BAUFsX79eupUrcrj1taQmsqd1q3RXb3KpEmT2LdvHytXrpTkVwghhCgPNNmXOpTGzHfOnDm88soruLm54ejoaNqv0WjylfhKqUNpEhbGRzNmsH79eoYMGULE999jnZoKwCNvvcWZEyf4qn171q1bx6xZs4o5WCGEEEIUBQ0adNqsN00pzHz/7//+j+XLlxMdHc25c+dMW/pqtHlV4hLfb7/9lhYtWqDT6ZgyZYpZ26lTp+jatStOTk5UqlSJr7/+2tQWGRlJQEAADg4OtGjRgvDwcFObwWDgtddeo2LFilSqVInPP/+8qJ5OwQkLg/79aTxrFjV9fZk/fz7Wu3bdb2/bFl1ICK/s3MlIDw9CQ0PR6/XFF68QQgghioxWq8lyK43i4uJ4+umnC/y8Ja7UwcfHhylTprB06VKz/UlJSXTv3p0PPviAtWvXkpSUxOXLl03tAwcOpHv37mzZsoUFCxbQt29fTp06hbW1NXPmzGH79u2cOnWKuLg4AgMDadKkCZ07d84yjrS0NI4fP26xzdPTEy8vr4J5wjkVFER0hw703rGD2s7O6AC2bjW2NWkCY8cak+PgYKo2bMiVqVPZs2eP+SwPQpQw0dHRxMTEZNqfnJyMtXWJe3sSQogSSaMBXXYrt5XC3Ldnz57s2LGDDh06FOh5S9xvlqCgIIBMy+YtWLCAtm3bmpbNs7GxwdnZGYCTJ08SERHBrl27sLW1ZdSoUcyaNYtdu3bRsWNHFi1axPjx4/Hy8sLLy4sRI0bw008/ZZv4xsbG0qhRI4ttkydPzjQaXeh0OvaMHo1+xw76Hz8OAwbAvn3Gtrt3TUkvS5ZQfflywPgchCjJQkNDmTp1qsU2T0/PIo5GCCFKJw1kO3tDKcx78fT0JCgoiH79+lG5cmWztg8++CDP5y1xiW9W9u/fj5ubG4899hiRkZG0bduWb775hipVqhAREUHdunWxtbU19W/cuDHHjx+nY8eORERE0KRJE7O2tWvXFsfTyBdXLy+eABr5+9Nw5cr7DadPm5JedDpT/Yubm1vxBCqEEEKIIlXWVm4LDw+nWbNmREZGEhkZadqf38U4Sk3ie+nSJVauXMnmzZtp3Lgxb731FkOGDGHLli0kJCSYRn/TOTs7k5CQAJCpPWNbaRIQEICHtze94uM5U7s2mjNnjA1PPWVKevV6PfPnz8fHx4eAB+f1FUIIIUSZo+EhpQ5FF0qB2bZtW6Gct9Qkvvb29vTt25dHHnkEMJYbeHp6cvfuXZycnIi/t2xvuvj4eJycnAAytWdsy4qbm1uWL3pxfQSr0+kYPXo0H0yaxB0bG5zuNwDGqc6GDRtGVFQU06ZNk+nMRIk3evRogi0sstKnTx+p8RVCiJx62EIVpbHI957o6GiioqKoVq1agdxfVWp+szRq1IgrV66YHms0GtNwd8OGDTl9+jTJycmmcodjx44xbtw4U/vRo0dN5Q7Hjh3D398/2+tZWVk9tE9xmPjGG3T+5hucrl0D4IabG+4rV3K8eXN6x8dz9uJFevbsyYQJE4o5UiEeLr3u/kEZy5aEEIVLJcWhsXPJc7sofmVxAYv4+HiGDh3K6tWrAWPe17t3bxYuXIiLS96/H/M0nVlycjLff/89PXv2xMvLC51Oh5eXFz169GDevHkkJSXlOaDU1FSSkpJIS0sz+//gwYNZs2YNhw8fRq/XM23aNDp27Ii9vT316tWjQYMGzJw5k+TkZL777js0Gg2PP/44AIMHD+aTTz4hJiaGM2fOMG/ePIYMGZLnGIuNXo8uJIS295JegBGxsSwH/I8f5/OYGGZMmSKLVwghhMiRtCuHSD25CkPcRYvthriLpJ5cRdqVQ0UcmcgNDcYFLLLaSmPi+9Zbb3Hz5k3+/vtv4uPjOXjwIHFxcfke2Mt14vvjjz/i5+fHd999R6tWrfj222/ZsGED3377La1bt+b777+nevXq/PTTT3kKaPr06djb2zN//nxmzJiBvb09ixYtokGDBnzzzTcEBQXh6enJ6dOn+fHHH03HLV26lE2bNlGxYkW+/fZbfv31V9NHpaNGjaJDhw7UqVOHtm3bMm7cuGxndCiR9HoYNMg4e0ODBqbd41atQvfzz8apzpKSeOf4cSTlFaLsuX79Ov/5z3/w9fXF2dkZf39/PvroI9LS0oo7NFFKqaQ4DNFHQBlIO781U/JriLtI2vmtoAwYoo+gkuKKKVLxUBrjrA5ZbaUx812/fj0///wzzZo1w8nJiWbNmrF06VLWrVuXr/NqlFIqNwf07t2b6dOnm82S8KAjR47w/vvvm4anS5v0Eoes5vEtFvcWsIju0AFNTAyeEREof380x44Z2zMmxsuXG2d5EKKUKpE/g8UoOjqagIAAAgMDmTp1KpUrVyY8PNz0Ppvfu5z9/f1JMyj27P9fAUVcMNq+s6m4Q7Do2HtNizsEixyfnJbrYzImt2i0WFXvhNbFN8v9uXV32Qu5PqYoxPi0KO4QzHRo0wprrTZP73n+/v7c1aexdPPeLPs890Rb7HVWpeo91dPTk3///des9C0pKYmqVaty/fr1PJ831zW+a9aseWifJk2alNqktyTS6/XM/OcfoipWZOmOHdy4t//Hc+e4OG0aEydONJY2LFliTHgl6RWiTHnllVdo0aIF8+bNM+1r2rRpjt6Pcyo1LZV/TkRYbHP38MDTs4gX7RFFQuviC9U7mZLctPNbUW51MMSeznfSKzK7HhPNDQtJW0pyMhobm3yd26oU38BmySOPPML777/PzJkz0Wq1GAwGpkyZQqtWrfJ13nzd3LZt2zY2bNjAnTt3qF+/Ps899xzu7u6MHj2a0NDQfAUmjPR6PUFBQaxfv55q1arxTb9+2H3/PQAH7O0JnTSJffv23a/rlaRXiDIlMjKSFStWEBFhOSktKLdu3qTdo49YbHtz4jtMeOfdQr2+KD4PJr+GGyeNDZL0FriF8+fx6az/s9iWnxmjNBpN9je3lcKk+LPPPqNLly6mEtuoqCisra3ZvHlzvs6bp5vbAEJCQujSpQu//vor+/fv591336VBgwbs3LmTxYsX5ysocU9YGB/NmMH69esZMmQIZ86cIaRmTVPz7L/+4qv27Vm3bh2zZs0qxkCFEIVly5Yt1KlTh3r16lls3759O35+fnTu3JnAwEDT++/27dt57733ijJUUYppXXzRutUx3+dWR5LeUiTbGt9SqH79+vzzzz/Mnj2b4OBgZs+ezYkTJ2iQ4T6nvMjTiO+cOXPYvn07+/btMw05JyYm8umnn9K7d2+Sk5PzFZTAVNPb2M6Omr6+zJ8/3ziiu3Onsb1WLXTvvMMrO3dy3MOD0NBQJkyYILM5CFHGREdHU7Vq1Wz7PP/880yfPp2kpCT69euXZZIsRFYMcReN5Q0Z98WeRuPsK8lvKZA+q0N27aWRk5MTAwcOLNBz5inx/e6775g7d65ZnYWDgwPvv/8+Dg4OvPnmmwUWYLkVFGScqWHHDmo7OxtnakhNhT17jO1pacbkODiYqg0bcmXqVPbs2UNgYGAxBi2EKGjVqlXj4kXLU009yM7OjvHjx7NmzZpcz1xT0dWV1es2WGxz9/DI1blE6fLgjWzaDDW+aee3gpQ7FJiQ4SPoFdQ38/7nBmCbzxrfUjqwa2bGjBm8+66xrGrSpElZ9vvggw/yfI08Jb6nT5+mY8eOFtvGjRtnWl1N5INOx57Ro9Hv2EH/48eNMzaMGwfpSy2fP2+s512yhOrLlwMQGxtbfPEKIQpFr169eOutt5gxYwavv/46dnZ2HDx4kKVLl/L5559n6l+5cmWuXr2a6+tYW1lTv0HDgghZlCJZzd6gcfY1u+FNkt+C4eHphYeFG0VtbG2x0ua5+hSAbFYsLjX2pA/uAbt27bLYJ7/1ynlKfLVaLUlJSdhY+OtEr9dz4cKFfAUljFy9vHgCaOTvT8OwMDhx4n5jjx7GWRx0Os6ePQsYl1kWQpQtrq6ubNmyhfHjx/P5559jMBioXbs2I0eOtNj/0qVL+Pj4FHGUojRSSXFZTllmabYHTb0gWcGthNJoHlLqUEqS4vXr15v+v23btkK5Rp7+vHjkkUdYunSpxbZx48YREhKSn5jEPQEBAXh4e9MrPh5Dnz6QPmevvT2sXAk6HXq9nvnz5+Pj40NAQEDxBiyEKBT+/v5s2LCB69evExsby/79+3nxxRcz9UtKSuLzzz+nd+/exRClKG00di5ovZpkOXuD1sUXq+qdjOUPXk0k6S3hNJqst9Jo9OjRFve/8sor+TpvnhLfCRMmMH78eGbPns3ly5e5e/cuf/31F3369GHz5s1mkw2LvNPpdIwePZqoixf5+++/7ze4u4NGg16vZ9iwYURFRTF69Gi5sU2IcmrRokV07tyZJ598kgEDBpjuv1iyZAldunShS5curF27tpijFCWRlU9zrOsFZVnGoHXxxbpeEFY+zYs4MpEbxpvbst5KY+6b1QxhWQ285lSeSh2eeOIJvvrqK1577TXeeOMNAJRStG/fnq1bt1K/fv18BSXum/jGGwR++y2tMt7c8u+/HG/enN7x8Zy9eJGePXvme+1qIUTpFBgYaLG8LDAwkHPnzhVDRKK0edhIroz0lg6lddqyB6WXbyqlOHfuHBkXGD558iR2dnb5On+eF7B44YUXeOaZZ9i9ezfx8fHUr1+fpk2Nyzi+8847+QpK3KPXowsJ4fErV7hcuTKVL18G4Heg2/HjfG5nx7EpU3jznXdktFcIIYQox8pI3kvt2rVNN7DVrl3btF8phZWVFR9++GG+zp+vldsqVKhA9+7dM+1/++2383NaAaDXG2dyCAsjukMH9ErB5cvoHR1JnD+f6Dlz6L1jB71L0brbQgghhCh4ZWke3/RR3kaNGnE8Q46j1Wrx9PTM94hvrmt8mzVrxm+//WY29JyRUoo1a9bQvLnUA+VH6i+/QFgYa+zsqLJjB6n3Fq7YkZrKsdOncV2/3jidWVgYrFpVvMEKIYQQovhojNOZZbWVpszXz8+P6tWrk5CQgJ+fn2nz9fXNd9ILeRjx/eabb3j11VcZNWoUnTt3plGjRri4uBAXF8fx48fZsmULXl5efP311/kOrrzS6/UELV6MA/C3pycfDRhArU8+AeCgnR2TJk1i3759rFy+HF1wsDEBFkIIIUS5lH5zW3btpdH169fZt28f0dHRZgOulma1yalcJ74BAQEcPHiQbdu28euvv/Lrr78SGxuLm5sbLVu25Mcff6RTp055DkjA6sGD2bR+Pc8NGcI/8+ejyzCi+8bKlZz84QduL17MrM8+47333iu+QIUQQghRAmgesrBD6Ut9t23bRt++fdFoNNy+fZsKFSqQkJCAr69v0Sa+6Tp27Jjl6m0i71KXLeOZ5cuxc3Cg27ffGm9a273b2Ghjg3WrVsz/5hu0wEuffop+wgS5sU0IIYQo57Ib8S2N3n77bcaNG8ekSZNwdXXl5s2bTJw4EV/f/K0gmL/18USB2+PpyXLgqcREdCEhxpvc0hPfFi1g2DC0K1YQ4e/Pglu3zJb3E0IIIUT5oyH7Gt/SmBOfPHnSNFlCepnD+++/zyf3Sj/zShLfEuZGfDyDgAuPPmq8cW3AADh0yNh486ZxX3Awh998k1QgNja2OMMVQgghRAmg0Wiy3HIiJiaGnj174ujoSL169diyZYvFfnfv3mXw4MFUqFCBatWqsWzZsoJ8GiY6nc6U8Lq4uHD9+nVsbGyIiYnJ13nzNZ2ZKHhubm6kAouffJJ3q1UzJrrpTp403si2ZAmRM2ea+gshhBCiHLu3QltMdDTXr1/P1JycnIyNTfZlkWPGjMHb25uYmBj++OMP+vfvz+nTpzPlGZMnT+b69etcunSJiIgIunfvTosWLahXr16BPqUmTZqwa9cuOnfuTNu2bXnllVdwcnLK9yJpMuJbwgQEBODt7c13CxagX7gQMn6Be/aEJUvQA/Pnz8fHx4eAgIDiClUIIYQQJYCx1EHD/HnzaP1Iq0zbuXNns/2EOCEhgVWrVjF16lQcHBzo3bs3jRs3ZvXq1Zn6Llq0iPfeew9nZ2fatGlDnz598r2MsCVffPEF3t7eAHz00UfcunWL48eP8+233+brvDLiW8LodDpGjx7NpEmTePnll/n+xo37tTk2Nuj1eoaNHElUVBTTpk2TG9uEEAVCqwF765I1FjJ1+CPFHYJFjk++X9whWHRnY8mLa/G/JTPNGFDCfnUWxI1pWhQaLK+x8DCnT5/GycmJqlWrmvY1btzYbAEJgJs3b3L16lWaNGli1u/PP//MW9DZ8Pf3N/3f19eXjRs3Fsh5c/0d+euvv9K2bVtTFi4K3sSJE/nfn3/SffFiU9Kb4OGB08qV/O7pybLERHr27MmECROKNU4hhBBClAQKlMH4bx4kJCTg7Oxsts/Z2ZkbN25k6gfGlXsz9kvfn19nz57NUb+aNWvm+Rq5Tnx37NjBhAkTaNy4MS+//DLdunXL88VFFvR6vrtzh0oZdr16/TpPAv0TEwn396fO8uUy2iuEEEIIUKBRBl4ePpx+QUGZmp8Z8Cw6G5ssD3dyciI+Pt5sX3x8PE5OTpn6Ady+fduUKFvql1e1a9fO9mY8pRQajYa0tLQ8XyPXiW/79u15++23SUxMZMuWLUydOpXJkyfnOQBxn16v56MZM2g8axa9k5I4BKQv/FyhZ0/cX3kFw/z5NFyxAkJCYMkSkORXCCGEEIY0vDzc8PLIfNO7ra0tGm3WpUx16tQhISGBS5cuUaVKFQCOHTvGkCFDzPq5urri7e3N0aNHTfcYHTt2zKwsIT/OnTtXIOfJTq4T3507d/L222/TqFEjXn75ZUaMGFEYcZU7er2eoKAgHNav510gwt8fNwcHOHCAaK2WL9etIxJov3w5Wq3WNK2ZLFcshBBClHfppQ7ZtGfDycmJPn36MHnyZL766iu2bNnCkSNH6NOnT6a+gwcPZvr06SxfvpwTJ06wevXqAqvx9fPzK5DzZCfXdzJ88cUXnDp1ik8++YSoqCimTp1aGHGVO+nLFDsMGULq0qU0/Ptv/C5dAsCjd29eGDwY+3XrmPXZZ8aR3uXLJekVQgghBAAaQ2qWW06EhoZy+fJl3N3dGTduHD///DNubm4sWbLEbET3gw8+wM3NDR8fH/r168fXX39d4FOZpVu2bBlPPPGE6Wa6Xbt2sWrVqnydM0+3W65bt46ePXvmq7hY3PfgMsXWDg5w/jxcvgyANiCA+X/9Zb5MsSS9QgghhABQDxnxVQ+/6c3T05P169dn2j9o0CAGDRpkemxvb8+SJUvyFGZufPXVV3zyySe8/PLLzJo1CzCuXTBhwgSCLNQx51Se5q7p1asXI0eOzPNFhblslykG2LhRlikWQgghRNbSUrPeSqGvv/6aDRs28M477xhLPIH69etz6tSpfJ03T4mvTqdjxYoVvPXWWxbbu3btmq+gyptMyxQPGgQ7dxobraxgyxZZplgIIYQQWVBolCHLLa/TnBWnmJgYGjZsCGA204PKweh1dvKU+Nra2rJx40bmzp3LjBkzMrX/9ddf+QqqvMm4TDHBwcbk9+efjY1pafeXKY6KMvUXQgghhDBRhqy3Uqhu3bps377dbN+OHTto0KBBvs6b5yVVWrZsyZo1a+jRowcVK1ZkzJgx+QqkPMu4TPFbJ06gu3sX1q41NtarJ8sUCyGEECJrSoEhm7lt8zlKWhwmTZpE3759GT16NCkpKUyfPp2vvvqKRYsW5eu8+VqfskOHDoSFhfHGG2/kO5DyTKfT8fLLLxMVFUX37t25lXHlEnd34zLFw4YRFRXF6NGjZeEKIYQQQphoINtShwJYEbnI9ejRg19//ZVjx45RrVo1tm7dynfffZfvctp8L6Ldo0cPfvzxR4YOHUqFChUICgrKd/1FeaLX65k5cyZz5szBGnhp504q3mtTgGbvXlmmWAghhBDZUJDttGWlKy/T6/WMHTuWzz77jI4dOxboufOU+D6Y2A4YMID4+Hiee+45Vq9ene1yc+K+9EUr1q9fT01fX7Y0bIh/RATXNRo8lOIwcBpZplgIIcoKlRSHxs4lz+1CZKmU1vJaotPp+O9//0toaGiBnztPpQ4LFizItG/EiBFMmzaNvn37kpSUlO/AyoOZM2fisH49w597jtOtW+MfEQFPP427tfHvkbNVqjAUuFi1Kg2PH78/1ZkQQohSJ+3KIVJPrsIQd9FiuyHuIqknV5F25VARRyZKPZV9qUMpG/AFoFu3bvz+++8Fft48jfg+88wzFve/8cYbxMXFMX369HwFVR7o9XqiPvuMMMAQGYl23z7j7A2jR6P59VcA+nz4IWGjRuH7778YHn0UrSxTLIQQpZJKisMQfQSUgbTzW6F6J7QuvqZ2Q9xF435lwBB9BK1rTRn5FbmgjLNAZddeynh4ePDMM8/Qu3dvatSoYZrLF4yrx+VVvm5us+SDDz7g77//LujTljl79uxh4a1bRPj7G5PeNm1g4ULIMBWcdVgYTyUmshzYPWWKLFMsRCl3/vx5NBoNTk5OODo64u/vz44dO4o7LFEENHYuWFXvBBqtKflNH/nNmPSi0WJVvZMkvSL3yth0ZseOHaNVq1ZcvnyZPXv2sGvXLnbt2sXujAt85UG+b24D6NSpE6tXr6ZChQoANGvWrCBOW6bFxsaSCoS/9RYN1641zt0bEgIJCcYOjo6wdi0XWrdm0P79/JyYKEmvEKVceHg4/v7+HDt2DKUU7777Li+99BInT54s7tBITU0lIiLCYpuHhwdeXl5FHFHZo3XxheqdTElu2vmtKLc6GGJPmyW9GUeCRdkSHR3N9evXM+1PTkpGZ2OT9xMrhSa7m9tK2aQDaWlpzJo1i2bNmmGTn9fFggJJfLdv345eak9zJX0RijMXLkD6mtdhYZB+89qdOxAczOKGDUndv18WrRCiDAgPD6d58+aAcSWigIAA5s6dW8xRGd28eZNHWrW02PbOO+/y7nvvFXFEZdODya/hxr0/eiTpLRe+mzePGR/+n8U2T0/P/J28lI7sWmJlZUXHjh1JSB8MLEAFXuogciZ90Yr58+ejB2Py27nz/ZvXmjdHv3Ah3y1YIItWCFFGhIeH06JFCwAuXbrErFmzCJZPcsodrYsvWrc65vvc6kjSK/JOKVSqPsuttI34AtSpU4crV64U+Hkl8S0mOp2O0aNHExUVxVNPPUVYWBgJ58+b2g1ubrz00kuyaIUQZUh4eDiTJk3CycmJqlWr4u/vz5dffmlq3759O4GBgbRv356ePXvyxBNPEBgYiIuLC4GBgQQGBlo87++//0779u0JDAzktddeIzU1u/k8RXEzxF00ljdk3Bd7OsvZHoR4uHsrt2W1lcKb21599VUGDBjAH3/8wZkzZzh79qxpy48CKXUQuafX60lLS8PW1patmzYxbNMmnO61pWg02GzZQncgtnt3WbRCiDIgISGBs2fPEhsbi7OzM5988gnLli0z1a9dv36dSZMmsXbtWpydnTl//jxKKWrUqEG7du0yrVmf7vr160yfPp0NGzbg5OTERx99xJw5c3jllVdyFZ+rqysbNlqeOsjDwyNX5xJZe/BGNm2GGl9Lsz2IsuWlESN4um/fTPuD+w/IX40vZL9kcSk0fPhwALp27WpaH0IphUajIS3bGSyyJ4lvMdDr9Xzy6KPMOHQI36pV+SElhcDoaJIAO2C1UlhptfQ3GHjGwUGG5YUoA44cOULlypWpWLEiAGPHjmX69OkcOXKEJk2asH79ep5//nmcnZ0BqF69eo7Ou27dOoYMGYKTk5PpvD169Mh14mttbU3Dhg1zdYzIHUuzN2hdfNE4+5rd8CbJb9nl5eVl8UZRWztbNJp8/LZXCpXdvValsNTh3LlzhXLeAsmpZKW23Fk9eDBvHzrE3mrVONO6NYHR0Ri6dsXuXntMvXqkGYxF6toVK2DQIFm4QohSLn1Gh3S2trYEBgaydu1aAC5fvkzlypVzfd4rV66YHWdra0tKSkr+AxYFSiXFWUx6wVjz++BUZyoprpgjFqVOtqUOpY+fn1+WW34USOL74BLGImt6vZ7Xd+xgrYMDj0RFof31V+jXD22fPqY+I6tVIxj4zdYWw9NPG2d7WLWq2GIWQuRfeHg4jRo1MtvXrVs3U+JbuXJlLl26lOvz+vj4cPnyZdPj5ORkU/nEb7/9xv/93/8xduzYfEQuCoLGzgWtV5MsZ2/ImPxqvZrIPL4iV9RDbm4rrXnamjVr6NGjB40aNaJHjx6sXr063+cskMR36NCh2NnZPbyjYM+ePfx77Rrhb75pPi/vzp3Gf21s0G7eTIS/P08nJ7Nr1ChZuEKIMmDOnDl8+umnZvvGjBnD3r17AejRoweLFy8mPj4egKioqCw/6suYIHfv3p2ffvqJO3fuAPDFF1/Q594f0r169eLtt9+WZeRLCCuf5ljXC8qyjEHr4ot1vSCsfJoXcWSi9FMoQ1qWW2m8ue2nn35i0KBB1K1bl5EjR1K3bl2GDBnCjz/+mK/zFkiN74IFCwriNOVCbGwsADXq1oV33zXuDAuD9D8cUlIgOJjDPXuSGhLCjfh4SXqFKAc8PDz44IMP6N27NwaDAWdnZ7777rtM/VJTUwkJCWHz5s2AsWbw7bffplu3blhZWdG0aVOzBHvmzJkMGzasyJ6HyN7DRnJlpFfkiVKQWrZqfD/55BNWrVpF586dTft69+7N2LFjGTp0aJ7PKze3FbH0hSgiIyONi1UsWQK3bsG9X2I0aQJLlhA5c6ZZfyFE2RcYGGhx9oaMS3T+/fffDBw40Ky9R48e9OjRI9NxH374IadOncLOzo5HHnlE7scQoqxSoLKb6aD05b1ERUXRqVMns32BgYFERUXl67yS+Bax9IUrvvnmG+rVq0clNzcej4m5X3Pi4YFer2f+/PmycIUQIpPWrVvTunXrHPV95513CjkaIUTJoB5yE1vpy3x9fX3ZsWOH2fzlu3btomrVqvk6ryS+RUiv1zNz5kwSEhJISEhg0IABLOF+obWysUGzdSt/N2zI5agoJk+bJgtXCCGEECJ7CuMKbdm0lzZvvPEGffr0Yfjw4dSqVYvIyEh++OGHTPdK5JYkvkVEr9cTFBSEw/r1eFatSjUfHyafPk1/MM3fu0mnI9XKip4XLrDVx4c248YVc9RCCCGEKPnK3ohvSEgIFSpUYN68eWzcuBFfX1/mzZvHM888k6/zytoIRWTmzJk4rF9PGHDmkUc42rgx/YHtNjam+XvX3Lljmn/z8StX0IWEyPy9QgghhMjeQ6YzK403ty1atIhatWqxceNGjh8/zsaNG6lVqxZLlizJ13kl8S0Cer2e0NBQ/vb1xdCvH9qVK03z9z7+wQemfk/b2NA3LQ1D377Qr5/M3yuEEEKInCljC1hMnToVb29vs30+Pj5Mnjw5X+eVxLcI7Nmzh6tXrxIyYgTaZcvMpiez2rHD+B97ezqnpLAc2DV6NCxbJvP3CiGEECIH1EMS39I34hsdHZ0p8fX29ubatWv5Oq/U+BaB9Ll7a9WqdX8KMzCO6FpZGf9/9y4XWrdm0P79/Bwfb+wnSa8QQgghHkYpVHalkaWw1MHHx4dTp05Rt25d075Tp07h5eWVr/PKiG8RSJ+L99SpU2zfvp1ff/uNHS+9hOHxxyF93r2WLVncvTupyNy9QgghhMilMlbqEBwczJAhQzh06BB37tzh0KFDhISE0L9//3ydV0Z8i0Dr1q1xcnJi2rRpTJ06FTC+8BFWVtS518fg4cEPP/wgc/cKIYQQIleUUhiymc5MKUVpW77mvffe4/z587Rs2dK0+M7AgQOZNGlSvs4rI76FTK/XExwczJMJCWgNBpo1a8ZP339PuL8/de6N9iZYW6P9/XcWXbzIKy+/LHP3CiGEECLnFKg0Q5ZbKSzxxc7OjsWLFxMTE8O+ffu4du0aixcvxt7ePl/nlRHfQpZxGrNd3t50PXwY1//8h4aJiShAA8xJTWUA0BZos2EDvPOOscZXCCGKiEFBUqqhuMMwMyTk/eIOwaKfFk4r7hAsajT9QHGHkMma9zs9vFMxUFqr4g7hAfkdj1UY9KnZtpdW7u7uuLu7F9j5ZMS3ED04jdnjV69y1dmZpxIT+Yv73+atAF/AUKUK2n37YNAgmb9XCCGEEDlTBkd8C0upS3wPHz5MQEAAzs7O1KxZk/nz5wNgMBh47bXXqFixIpUqVeLzzz83O27Dhg3Url0bR0dH+vTpw82bNws91kzTmLVpg0t8PKpKFap3Mv4VbLCyIhBYDuyeP984k4PM3yuEEEKIHFKobBNfJZmvSakrdXj++ecJDg5m165dHD58mA4dOhAQEMC2bdvYvn07p06dIi4ujsDAQJo0aULnzp2Jjo5m4MCBLF26lMDAQEaNGsWrr77KokWLsrxOWloax48ft9jm6emZo+k0Mk1jtnMntG+P5q+/8L5+HQBtWtr9acwSE41TnQUHy1RmolyIjo4mJiYm0/7k5GSsrUvd25MQQhQPBWnZTmdWdKGUdKVuxPf8+fMMHDgQrVZLixYtaNCgAf/88w+LFi1i/PjxeHl5UadOHUaMGMFPP/0EwMqVK2nVqhU9evTAwcGBKVOmEBYWxt27d7O8TmxsLI0aNbK4hYaG5ijW9GnJIiMj0ev1bN+zh5Wvv87NZs0gOdnYqVkz82nMZP5eUY6EhoZa/BmLjIw0/eEohBDiIVT2I74FMY/vgQMHaNKkCQ4ODnTo0IELFy5k2bd69eo4ODjg5OSEk5MTI0eOzPf1C0qpS3z/85//sHjxYlJTU9m/fz9RUVG0adOGiIgImjRpYurXuHFj04jtg201atRAp9MRGRlZqLEGBAQwvGJFvvjkE3x9fenYsSP9Bwzg6uHDpj5p7u5c/vprmcZMCCGEEHmiFBj0qVlu+c17k5OTefrpp3n11VeJjY2lXbt2DB48ONtjNm3aREJCAgkJCcyZMyd/ARSgUpf4du/enZ9++gk7Ozvatm3LrFmz8PHxISEhAWdnZ1M/Z2dnEhISADK1PdheWDS//MK8W7cIjY8n6fZtpr73HmcefZQG99pvAVZbtvDNjRt83a6dTGMmhBBCiDxQGNIMRMclcOLy9UxbcmoqaWl5X8hi+/bt2NraMnz4cOzs7Hj33Xc5ePAg586dK8DnUDRKVRFdbGwsPXv25IcffqBv374cP36cJ598ksaNG+Pk5ER8fLypb3x8PE5OTgCZ2h5st8TNzY1t27ZZbPP09MxRvLNOnqQO0B/QJCbi8Omn+GUor7gCVLz3/6C0NONMDpL8inJk9OjRBFso7enTp4/U+AohRE7dm9Vh4Z9H+WzbQYtdPK1s83z6Bz85d3BwoFatWhw/fpwaNWpYPOaZZ55BKUXbtm2ZPXs2fn5+eb5+QSpVv1kiIyNxdHTkmWeeAaBJkya0bduWHTt20LBhQ44ePWr6whw7dgx/f38AGjZsyC+//GI6z/nz59Hr9cabzrJgZWVlOj4v9Ho9X8+di4OvL0+3bEnwqlVw9y5/Ay3u9WkArLK2xsrKil6//mqcxmzJEkl+Rbnh5eVl8UZRW9u8v0ELIUT5Y5zHV6UVzlzcuf3kfOnSpbRo0YKUlBTef/99+vTpw99//41WW/yFBsUfQS7UrVuXxMREVq9ejVKKiIgIdu3aRePGjRk8eDCffPIJMTExnDlzhnnz5jFkyBAA+vbty4EDB9i4cSOJiYlMnTqV4ODgfK/+kZ2MU5lZZ1hXupGLi+n/hn79OP7uuzydnEx0hw4yjZkQQgghck2lz+Obx2Ledu3aodFoLG7vvfderj85b9u2LXZ2djg7O/PZZ59x5syZQr+vKqdK1Yivi4sLy5cvZ8KECQwePBg3NzfGjRtHly5d6NSpE6dPn6ZOnTrY2NgwceJEOnfuDBhHlZYuXcqYMWO4cuUKXbp04ccffyzUWO3XrsUa8PPzY7uPD/avvUatP//EY98+Y4fq1dH260d1g4FUYM/o0fQdM0ZmdBBCCCFE7ihFmj6VQU3q0L1OtUzNI37dhv29maYs2b17d7an//33381mtLp79y6RkZE5+mQ8PYHOa1Je0EpV4gvQrVs3unXrlmm/Vqtl9uzZzJ492+JxPXr0oEePHoUc3T1hYTz66acsAV4ePZpbd+5gDewFPO51Ubdvo3nuOWzvjQa7enlBYGDRxCeEEEKIMkWlGXC3s8XdLnOpmK2VFiurvC/THBgYyN27d/nhhx8YNGgQM2bMoGXLlhbre6Oiorh06RKtWrUiJSWFSZMmUa1atWzLS4tSqSp1KC30PXuy09ub/sB3iYlMe/ttzjz6KI/ca08DNDduYKhShXf37pWpzIQQQgiRZ0opDHp9llt+R1ttbW1ZuXIls2fPpmLFiuzcuZPFixeb2keOHGmaq/f27du89NJLuLq6Ur16dU6fPs2aNWvylXgXpFI34lsazPz0Uz64epV1FSsSfOsWN774AvfERNBqwWDACrgI+F66xDTgzJQpMpWZEEIUIJUUh8bOJc/tQpQq92p8s2vPr0ceeYQjR45YbMs4T6+/vz9Hjx7N/wULiYz4FjC9Xk9oaCiVq1Wj3enTxNjZ4Z6YyM17SS/ABV9fGmg0LMc41dnEo0eNU5kJIYTIt7Qrh0g9uQpD3EWL7Ya4i6SeXEXalUNFHJkQheUhK7fJmsUmkvgWsD179tDu6lVeeuEFHLZtwzMpifgKFXC9l/TqgSYXL/K0rS2DgGvt26NdsUJmcxCiHDt//jwajQYnJyccHR3x9/dnx44dxR1WqaSS4jBEHwFlIO381kzJryHuImnnt4IyYIg+gkqKK6ZIhSg4SkGaPjXLrYTcV1YiSOJbwOzXriUMGLxxI/qePTn+3nsk1Kljate7uXH68cf5KSmJIGDvmDGwfLnM5iBEORYeHo6/v79pec8+ffrw0ksvFXdYpZLGzgWr6p1Ao82U/GZMetFosareScodRBkhI745JTW+BSzpySdZ/umn9N+3j9/c3EhKTiZjSusQG4vDrl1ENGzIqogIxshsDkKUe+Hh4TRv3hwwTv0TEBDA3LlzizSGtLRU/jkRYbHN3cMDT8/MC42UVFoXX6jeyZTkpp3finKrgyH2tFnSq3XxLe5QRTkTHR3N9evXM+1PTk7O370+CtJSslmSWPJeE0l8C9gjbdviZWODJiWF4ORkABIrVsTh1i1SAJt7/c6dO4ePt7fM5iCEIDw8nHbt2gFw6dIlZs2aZXEp58J08+ZNAh59xGLbWxPfYcI77xZpPPn1YPJruHHS2CBJryhG3333HR/OmGGxzdPTM+8nVqAM2WS3kviaSKlDAfv0009JTkkx2+dw6xZgTHr3+/oSBvS8e5eN7u7IXA5CiPDwcCZNmoSTkxNVq1bF39+fL7/80tS+fft2AgMDad++PT179uSJJ54gMDAQFxcXAgMDCbTwqVFycjJt2rTBycmJM2fOFOGzKTm0Lr5o3eqY73OrI0mvKHMUYEhTWW6S994nI74FKHXZMr775huGu7sTfOMGYUADa2sapaYCEOXry4+JiXwHaLRanjl+3HhTm9T3ClFuJSQkcPbsWWJjY3F2duaTTz5h2bJl2NgYPx+6fv06kyZNYu3atTg7O3P+/HmUUtSoUYN27dqxfft2i+fV6XSsXr2aCRMmFOGzKVkMcReN5Q0Z98WeRuPsK8mvKFuUwpBtqYOkvukk8S0oYWFYP/ccnwL/vPceR4B1J0/S8ZdfTF20Fy/yDeDVqBEDjx2jweTJ+EvSK0S5duTIESpXrkzFihUBGDt2LNOnT+fIkSM0adKE9evX8/zzz+Ps7AxA9erVc3RerVZLpUqVchyHq6sra9ZtsNjm7uFhcX9J9uCNbNoMNb5p57eClDuIYvDSSy/x9NNPZ9rfPzg43zW+hjQpdcgJSXwLSlAQF9u0of9ff7Fy1iwe1esJ4/4SxXetramamoqqUoW6r71G6vDhnGzShIevci2EKMvSZ3RIZ2trS2BgIGvXrqVJkyZcvnyZxo0bF3ocVlbW1G/QsNCvUxQszd6gdfFF4+xrdsObJL+iqHl5eeHllflGUVtbWzQaTZ7Pq5QiTZ/1iG9+V24rS6TGt4DogWfT0lgO9NXruerszFMZ2u1TU4mxs0Nz6RJNP/8ca8DNza14ghVClBjh4eE0atTIbF+3bt1Yu3YtAJUrV+bSpUvFEVqppJLiLCa9YKz5fXCqM5nHV5QVKk1luYn7JPEtCGFhfDRjBnsPHGCkrS2XraxwiY8H6/sD6qc9PKiWlMTxhg1pePw4K+zsCGjduhiDFkKUBHPmzOHTTz812zdmzBj27t0LQI8ePVi8eDHx8fEAREVFce7cOYvnkgTZOI+v1qtJlrM3ZEx+tV5NZB5fUSaoe9OZZbXJgO99kvjmV1gY9O9P41mzqOnry7dPPUXltDRu6nRw76Y2nJ2pc/06Ie7uPHb2LMuB3klJ6NatK9bQhRAln4eHBx988AG9e/emffv2jB49Gltb20z9UlNTCQkJMdsXFBTEpk2bGDp0KGFhYUUUcfGz8mmOdb2gLMsYtC6+WNcLwsqneRFHJkQhUQ8Z8ZXE10RqfPMrKIjoDh3ovWMHzsnJDN61i5XANL0e1/Q+8fEca9CAsEuXuJ2UxJetW/P0a69hLTe2CSFyIDAw0OLsDbt37zb9/++//2bgwIFm7avK8VLoDxvJlZFeUbYoDGmGbNuFkSS++aXTseOll1A7dtA/Opq59vbUqF+fOv/8Y9btxIkTaFyMb7SvvvEG1v37F0e0QogyqnXr1rSW8ikhyiWlIE2fdeIrpQ73SeKbX2FhbNq0iYWAq4sLPePiIEPSG1e7Nv9eu0bw7dt42tjwBFi8o1MIIYQQIq9UtiO+Ip0kvvlxr763l60tS4GUB1ZsU1otLg0b4nLmDAdtbAiMiZGb2oQQQghRsJQiLSWbxFeGfE3k5rb8SK/vTU5mp60tPe/e5XKG5iSDAdasIfXppxldr57c1CaEEEKIgqdAGQxZblLie5+M+OZHxvre5GRuAJUzNNsDF4Gm69ZxMzmZQUDV116jrdzUJoQQQogCosh+5TbJe++TEd/8uFffOxS4qtPhDqRaWZmaLwK+wJzkZOpUr04qkNKnT/HEKoQQQoiySSkMKWlZblLqcJ+M+ObVvfre3jY2dAO89XqSXV2xvXkTgEQfHzRVq8KBA/QHNBcu8Ia3NwEBAcUathBCCCHKGJX9iK8M+d4niW9e3avv7bVjBwArgHo3b5K+8Oidq1epeuUKqUFBbNu2jeC4OK43aIBOpyu2kIUQQghR9iggLTWb6cyKLpQST0od8uLeCkg7XnqJ5fd2PQqmpDcV8FSKi4DXhg30iIsjGHAfObLIQxVCCCFEGacgTaksN8l875PEN7fulTgwaJBZfW/VDF3Sh9HT63trVK/OL8j8vUIIIYQoeApFiiHrTUnmayKlDrkVFATBwRAWZlbfexuokKHb/ipVqFa9Ov337JH6XiGEEEIUGgVIiW/OSOKbWzodLFnCtWvX6LVzJ2Cs7+2ZocsVKys6XLpEl0aNeMXFRep7hRAl3snzV/Bu/0pxh2Hm6s6vizsEi+ysS+aHpU982LW4Q8jESaMv7hAsKotrnKXJzA05UjJ/ekuye/W9b3h7m+p7O1lZYXfv/3dtbfFJS2O1iwsbf/+dp6S+VwghhBCFSCmyL3WQnNhEEt/cuFffaxg40FTfe0mjwTUtDTD+BflHcjIAXePiWKrRYKPTSX2vEEIIIQpNeqlDVpvkvfdJqUNuBAVBmzZoV6zgG4x/NVTJ8GeUwcqKXmlp/AncdXMjODYWpdfzqpub1PcKIYQQolAojCO+2bULI0l8c2PVKvjrL27Y2xN8926mZuu0NJS9PY/dvcuzsbEkOjjQPzGRK1LfK4QQQohClN3NbeI+KXXIjaAgDP364X73Lon3diVkaE4ENHfvEm1ry1qNhr6JiQQD/lOmFHmoQgghhCgfjKUOWc/jKznxfZL45saqVewJCeEi4IAx0XW615R8b991wCs5mQX39m91c6NDhw5FH6sQQgghygW5uS3npNQhp+7d2Nawbl3cgYsYF6hIZwskubvjceMGEfemMFsO6Lp1kzIHIYQQQhQqKXXIGRnxzal7C1e4nzrFn8BBC13sbtxgh4cHQU5OBAO/AEOGDCnSMIUQQghRvigUepX1JsUO98mIb06tWgULF3Ll8mUe27MHgBTA5oFu0devc9nGhihbW0hOxtpaXmIhhBBCFJ70Gt/s2oWRZGU5ca/MgX79uHjhAj73dj+Y9AIEAyolhUH3HsfHxxdNjEIIIYQol9JrfLNrF0ZS6pAT9+bvZcUKWv/7L/8+0HzLysr0/4tAf+BprfGldXNzK6oohRBCCFFOZbeARUEYOXIktWvXRqPRsH379mz7xsTE0LNnTxwdHalXrx5btmwpmCAKgCS+OXFv/t4kDw8AqgJ3MjRXTEvj4r3/+wJ7gV8NBtzd3WXhCiFEmaeS4vLVLoTIn6KYzqxZs2bMnz+fmjVrPrTvmDFj8Pb2JiYmho8//pj+/fsTGxtbAFHkn5Q65ERqKvTrh92KFaZdjg908QXT0sTto6MJArSdO8uMDkKIMi3tyiEM0Uewqt4JrYtvpnZD3EXSzm9F69UEK5/mxRChEGVf+sptiSqNJNIytaeiSEvLvD83Ro4cCfDQvCYhIYFVq1Zx9uxZHBwc6N27N40bN2b16tW88MIL+YqhIEji+zBhYfDcc9CvH7u9vGgXHW3WfAuoeO//NXQ62kVH8xTGJPiT1q2LNFQhhChKKikOQ/QRUAbSzm+FB5Lf9KQXZcAQfQSta000di7FGLEQZVMcepapy9wljSQMFvvYFtGI6+nTp3FycqJq1aqmfY0bN+b48eNFcv2HkVKHh8lQ31sjJiZTc8V7/14HWur1/AisurfP1zfz6IcQQhSk8+fPo9FocHJywtHREX9/f3bs2FEk19bYuWBVvRNotKbk1xBnLPzKmPSi0WJVvZMkvUIUglq1alG/YUN8Gtahgqd7lv1cXV2LJJ6EhAScnZ3N9jk7O5OQkJDFEUVLEt+HuVffm+LsTBWlTEsVZ5QIeADHnZ3pDwTd2+/l5VVEQQohyqvw8HD8/f1JSEggISGBPn368NJLL+X+RMqAunvT8qa/m+VhWhffTMlv2sW9mZJeS2UQQpQ30dHRREREZNqSk5PzXIqwZs0ajh8/zvHjxxk9enSW/QYOHJhlW7t27dBoNBa39957L1fxODk5ZZrRKj4+HicnpyyOKFpS6vAw9+p7bVasMC1LbOD+Xwyp9/ZdBALv3iUQY5lDxYoV5cY2IUShCw8Pp3lzY+2sRqMhICCAuXPn5v5EqSmknlxlsUlbqVm29blaF1+o3ul+WcONk8YGSXqFMPPdd9/x4YwZFts8PT3zff7Ro0cTHByc6/Pv3r0739dOV6dOHRISErh06RJVqlQB4NixYyVmQS9JfLOTXt/bpw8xtrZ4JieTyv0XTQ+kl3j7At/o9byg04Fez2OPPSY3tgkhCl14eDjt2rUD4NKlS8yaNSvLX3yFSevii3Krcz/pBbRudSTpFaIIeXl5FdqnzSkpKRgMBpRSpKSkkJSUhK2tLRqNxqyfk5MTffr0YfLkyXz11Vds2bKFI0eO0KdPn0KJK7ek1CE7qanGf1evxjM5mUTM/1LImNbe1GrpD/TQ6wEYPHhwEQUphCjPwsPDmTRpkulmEn9/f7788ktTe7du3bh27Vqhx2GIu4gh9rT5vtjTpppfIUTp1rVrV+zt7Tl16hTdunXD3t6eCxcuAPDhhx/SvXt3U9/Q0FAuX76Mu7s748aN4+effy4x6xpolJL1PB7k7+8PwPHDh6FdO9i/P9v+NwB3jPP3dsBY/rBt2zYCAwMLNU4hyirTz2AJuQu4pEq/iSQ2NhZnZ2c++eQTli1bxqFDh0x9mjVrxuHDh7M9j7+/PxGR/2JdvZPlDtZ2aHT2WR7/4I1sWrc6xiQ4nzW+V3d+netjioKddckcM7qbavlu/uLkpNEXdwgWGaxti+W60dHRXL9+PdP+/sHB6HQ6/vnnn2KIqnyRUofsrFoF+/cTp9XiYjC+oWQsdUjnDvwJtMV4Y9tGJyep7xVCFLojR45QuXJlKlasCMDYsWOZPn06R44coUmTJty+fZsKFSrk7GQaLRr73N/1bWn2Bq2LLxpnX9N+S1OdCVEeZVWKYKlkQBSOkvlna0lxr9QhPemFrP9S0ADPYryxrXXr1lLfK4QodOkzOqSztbUlMDCQtWvXAnDixAkaNGhQaNdXSXFZzt5gabYHWcFNCFHcJPHNo9QHHrcB01opb775ZhFHI4Qoj8LDw2nUqJHZvm7dupkS34iIiEJNfDV2Lmi9mmRZzpAx+dV6NZF5fIUQxU5KHfLowRfuJMaFK3Q6HZ07dy76gIQQ5c6cOXMy7RszZgxjxowBjIlvYb8fWfk0z3ZFNq2LL5p6QZL0CiFKBEl8s7NoUY671sNY33u6YUMpcxBClAgnTpxg586dfPzxx9jY2LBu3bpCqSN8WFIrSa8QoqSQxDcrV69CRITFm9keFA+MwljfO7hx40IPTQghcuK3334r7hCEEKJEkRrfrNgbp+7JyV8Gztyv761Zs2ZhRSSEEEIIIfJBEt+s3M16bXpL0hPfxx9/vOBjEUIIIYQQ+SaJb1aSk3Pc9SbGG9usrKzo0KFDYUUkhBBCCCHyQWp8s5L64IRlWXMF+gERZfjGtujoaEJDQ02PR48eXWjrgZcm8rpYJq9L+aT0dzFcv7/ylNajfrYrvhWFmJhofpg3z/T4xREj8PQs/u/F6Oho5n33nenxiJdeKvafkRL7WsXEMHfefNPjl0cMx8vTsxgjMoqOjua7DF/Dl0rA11A8nCS+WUlJyfUhlSpVKoRASoaYmBimTp1qehwcHCw/4MjrkhV5Xcqp1CQM1w6bHmorVodiTnxvXL/ORzM/ND3u07dviUjmrl+/zocfzjA97vv008X+M3Lj+nU+LqGv1Yz/m2V63K9vUIlIfK9fv86HM+5/DZ8uAV9D8XBS6pAVpXJ9iKtr7pf7FEIIIYQQRUMS3yzc0mjIber76KOPFkosQgghhBAi/yTxzUK0RkNO5nXQ3/s3DejYsWMhRiSEEEIIIfJDEt8seBgMOOSgnw5Yi3HxiieeeKJwgxJCCCGEEHmmUSoPxaxlXIUKFUhISMhR4guQzP15fB0ccnpU6WIwGEhKSjI9trOzQ6uVv5vkdbEsv6/L3bt3cXR05Pbt24URnnhAhQoVSLiTCLbO+TuRIQ1SMnzNbCqA1irPp6tX3Sd/8QDJyUmcP3fO9Lh6jRrY2trl65zaAlj1OSk5mXNnz5oe16hZEztb23yd05DP3+aF8lrlumgws+TkZM5miKtmjRrY5vO1ogCW7k5OTuZshq9hzZo18xxXZGQkNjY28p5XBGRWBwscHR3RJyRQPYf9Y4Gr9/5fvXpOjypd0tLSiI2NNT12c3PDyirvv9DKCnldLMvv6xIVFYWjo2NhhCYsSH+tq1WrnK/zlMSfB1sbGzwzzABga2ODVUFkrvlko9OZxWWj06HJZzJmlc+nVTivVf5fa90DcelsbNCUgAEG3QNfQ10+voY2NjbynldEZMRXCCGEEEKUC8X/J5MQQgghhBBFQBJfIYQQQghRLkjiK4QQQgghygVJfIUQQggh/r+9+w6L6mj/Bv7dRZGyLigKogYlisYCKLHFgqhYiGIhEhMFJcTyBBtGnyQqPxBjb9HEltiiEKyJDUURFERjorGAJVGEAEqMiijSYdn7/YOX87CwbAEEdO/Pde2le2bOnDkzw+69s7PnMJ3AgS9jjDHGGNMJHPgyxhhjjDGdwIEvE9y4cQN9+vSBVCrF22+/je3btwMovhmBr68vTE1NYWFhgW+++UZhv7CwMLRt2xbGxsYYNWoUnj9/XhvVrzZbtmyBg4MD6tevj0WLFimk3bt3D0OGDIFEIoGFhQU2btwopCUkJKBPnz4wMjKCg4MDYmNjhTR1bVjX5efnw9vbG1ZWVpBKpejVqxcuXbqkkEcmk8HW1hZt27ZV2H7lyhXY2dnByMgI/fv3R3JyspCWm5sLDw8PNGzYEFZWVti7d2+NnA9jjDHdxIEvE3h6emLo0KF48eIFDh06hDlz5uDPP//E1q1bERUVhXv37uHChQtYs2YNIiMjAQBPnjzBxx9/jG+//RZPnz6FqakpZs2aVctnUjWWlpZYtGgRPvjgA4XteXl5cHFxwaRJk5Ceno74+Hg4OzsL6R9//DGcnZ2Rnp6OKVOmYMyYMZDJZACgsg1fBzKZDK1bt8aFCxfw4sUL+Pr6wtXVFVlZWUKejRs3wsTERGG//Px8uLm5YdasWUhPT0ffvn3h4eEhpAcEBCAtLQ2pqak4cOAAfHx8cPfu3Ro7L8YY0wbf+uANQIz9fxKJhO7duyc87969O/3yyy/Uq1cvCgoKErYHBATQxIkTiYho69atNGjQICEtMTGRGjRoQDk5OTVX8Vdk2rRpFBAQIDzfvHkzeXh4KM37119/kbGxMeXl5QnbWrVqRWfPniUiUtmGrytLS0v6448/iIjo33//pQ4dOlBoaCi1adNGyHPq1CmF59nZ2WRoaEiJiYlERNSsWTOKiYkR0idNmkT+/v41dAaMMaad+Ph4IiIqKiqq5ZqwyuIZXyaYOXMmgoODIZPJcPnyZaSkpKBXr164c+cO7OzshHy2tra4ffs2AJRLs7a2Rv369ZGQkFDj9X/VLl++jMaNG+O9996Dubk5Ro8ejdTUVADF7dCuXTuF+7SraqfSaa+j+Ph4pKenC8savvzySyxYsKDcLTfLnreRkRHatGmD27dv4/nz5/j333/fqHZhjL25fv/9d7Rr1w6///47xGIxz/6+pjjwZQIXFxfs2bMHBgYG6N27N1auXAlLS0tkZWVBKpUK+aRSqfAVd9m0sulvktTUVOzevRvffvstUlJSYGVlhYkTJwJQ3w6q2vB1U7Iud/78+TAxMcGlS5cQHx+PCRMmlMurql1Kzr9hw4bl0tjrp6ioCHK5vLaroZHXpZ61pWxA97oFeK+qf3v27IlZs2ZhxYoVSE5OhkgkeiXHYa8WB74MAJCeno7hw4dj9erVyM/Px7Vr1zB//nxcu3YNEokEL1++FPK+fPkSEokEAMqllU1/kxgaGmLMmDHo3r07DAwMEBAQgHPnziE3N1dtO6hqw9dJYWEh3N3d0bZtW/j7+0Mul2PWrFlYv3690jcBVe1Scv6ZmZnl0tjr4fjx4zh27BgAQE9PD2KxGP/88w+uXr0KoDgYrovE4uK3vsDAQGzcuBGFhYW1XKO6RSQSIS0tDWfOnBGev07Bb0n/vorfC7i7u6N+/fo4fPgwcnNzhe2vU/voOg58GYDiKxIYGxtj7Nix0NPTg52dHXr37o3o6Gh07NgRN2/eFPLeunULnTp1AoByaUlJSSgsLESbNm1q/Bxetc6dOysEdyKRSHjesWNHxMfHIz8/X0hX1U6l014Xcrkcnp6eEIlE2L17N0QiEV6+fIlr167B1dUVzZo1g5ubG5KSktCsWTO8fPmy3Hnn5uYiISEBnTp1QqNGjdCsWbPXvl101cCBA/Hf//4X//3vf9G7d29h+7Vr1+Dt7Y3ExETo6enV2dnVCxcu4Pvvv0dMTAyOHj1a68FvSeCkbra1pgKsW7du4cSJEzh58iSA4te7uvpBRpn58+ejW7duCAsLq9Z69+nTBz169MCBAweQmJgIACgoKIBIJMLFixcRFRVVbcdir0itrS5mdcqLFy9IKpXSkSNHSC6X0+3bt8nc3JzOnDlDGzdupC5dutCTJ08oPj6eWrRoQREREURE9PjxYzIxMaGwsDDKzs4mLy+vCn8A9rooLCyk3Nxcmjx5Mi1cuJByc3NJJpPRnTt3yMzMjK5fv04FBQXk6+ur8MO+7t2706JFiygvL4++//57sra2psLCQiIilW34upg8eTI5OjpSbm6usE0ul9OjR4+Ex88//0ytW7emR48ekVwup7y8PGrRogXt2LGD8vLyaOHChdS3b19h/3nz5tGwYcPo5cuX9Pvvv1OjRo3or7/+qo3TY1ro27cvffjhh1RYWEixsbFka2tLv/zyi5C+a9cucnZ2pgcPHpTbVy6X12RVVcrLy6OUlBTy8vKiffv2KYztmlT6h1Iymaxculwup61bt9KtW7deeR2ys7MpOzubMjIy6OzZs7R48WI6duyYQl5l/VrXrF69mnbv3k3Tp0+nsLCwavkxWumxO2bMGLK3txee//zzz6Svr0/h4eFVPg57tTjwZYJTp06Rvb09SSQSsrKyohUrVhBR8Qvi7NmzycTEhJo2bUpr165V2O/EiRP09ttvk6GhIbm6ulJ6enptVL/aBAQEEACFx65du4iIaN++fdSqVSsyMTGh4cOH08OHD4X94uPjqXfv3mRgYEBdunSh69evC2nq2rCuS0pKIgBkYGBAxsbGwuP8+fMK+c6dO6dwFQciosuXL5OtrS0ZGBhQv379KCkpSUjLycmh8ePHk7GxMbVs2ZJ++umnGjkfVnmRkZEkEono5s2bRFTch4MHDxauYFLiu+++I39/fyGY3LlzJ+Xn59d4fZUpCWBKgqG//vqLPvnkEzp58iQ9fPiQTp06JXxorUnbt2+nmTNn0tq1a2nPnj3C9l27dtHatWvpiy++qLYr5pw+fZri4uKI6H/B9r1798jd3Z3GjRtHK1asoI0bN1JUVBQtXryYwsLCiIho8eLFtGHDhmqpQ02IiYkhLy8vCg0NJaLiDztV6duSMVNYWEjdu3enL774gkJDQ6l+/foKV+5hdZeIiBemMMYY00xhYSG++OIL/PPPP/jpp5+QkpKCHj16wNbWFqNGjcKUKVNgbGyMlJQUBAUFwcXFBaGhobhx4wYOHTokrL+sKUSk8kdIJelPnz6Fj48P4uLisHz5cri5udVgLYFNmzbh5MmTWLBgAfT09LBixQr07dsX8+bNQ2xsLOzt7bFjxw6YmJhgwIABMDMzq/SxRowYgYKCAjRq1Ag7d+6EsbEx7t69i//85z/w8/ODra0tEhMTcfr0aYjFYvTr1w8XL17E77//jkaNGmHHjh2oV69eNZ79qxUTE4N9+/ahV69euHHjBmbMmAFra+tKl1cyZiIiIjB37lzcvHkTQUFBmDBhgrAUhX/4VnfxGl/GGGMaq1+/PkaPHg19fX0EBASgZ8+eGDt2LMaPH481a9ZgypQpCAgIgJWVFVq2bInZs2fj7t27OHjwIMRicY2u+ZXL5UIAsmbNGuHHWqWJRCLI5XI0bdoUqamp8PX1rfGgFwCePXuGb7/9Fn369EGvXr0QFBSEmJgYHDhwAPb29gCK74IYHx+Pxo0bV/o4I0aMQFFREcLDw7Fr1y4YGxtDJpNh//79MDQ0xKBBg2Bubo7u3bvDy8sL9erVg4WFBWxtbdGkSRMh6H2d1vv269cPzs7O8PX1hY2NTZWCXuB/QW23bt0wePBgnDp1ioPe1wjP+DLGGNPaypUrsXjxYqxcuRIzZswAADx+/BibN2/GnTt3sHv3bhgZGWHnzp2YNGmS8EO3mprxLT3T+8033yA6OhpBQUEKl88r68aNG+jSpQsA1GhdgeK7GBoZGWHevHnQ09MDUDxTefXqVfj6+iInJwcHDhzAxIkThWvIahtgRUVFYdmyZTh9+rQQ8JecY0JCAs6ePYsnT55g8uTJsLCwQE5ODiZPnoyZM2fivffeE8opKioS6lgXlG6Lsu1S8nzbtm2QyWT47LPPlOarrIKCAujr63PQ+xrhGV/GGGMaK3mD//LLLzFs2DAcOHBASLOwsMDChQsRHBwMIyMjAIC3tzf09PRQVFRUK0Hvt99+i//7v/9Dhw4dhKC39Kxz6cvtlQS9RFTjSzLc3NxgYGCAGzduCLOphYWFSExMhEwmg5GREby8vIRZ88oEWCXXni25QkPpc2zTpg0GDhwIqVSKH374ARkZGTAyMoKFhYXCZbsA1Kmgt6ioSGlblA1Ep0yZIgS9lW0/ZfT19YXjcND7euDAlzHGmMZKZgoB4KeffgIRwdfXV0jX19dXuINhiZoKlkoHNdu3b0dMTAzi4+Px4MEDfP311wCKr/NaVFSEly9fwtvbG3FxcQplvKoARtUXrDY2NtDX18eFCxewfPly3LlzB0uXLkXPnj3LraetbFAuEonKBbGltWnTBmPHjkXjxo2xc+dOzJ07F//88w/69+9fqePVhJJxNW/ePEyfPh1r1qxBbGwsRCIRYmNj8ffffwNQbPua/lDD6hbufcYYY1op+ardwMAAX331FW7cuIEjR47Uap1KgvGSoGbTpk04deoU5syZA0tLS2zZsgU3btzA0qVLARQHTFKpFB999BFevHhRI/WraL0xEQkzuoMGDUJRURF++eUXTJgwQekdESvLzMwM//77LzIyMoSlJyUBYUhICDZt2gRLS0sMGzYMjx8/xs2bN/HTTz/VyesxX7x4UbiO7qpVq5CWlgZfX1+0atUKO3bsQHp6OpKTk7FixQrk5ubybCwT8Bpfxhhjlfb06VNs2rQJM2fOrNKVBip77IKCArRo0QIAIJPJUK9ePezZswfBwcHYs2cPmjVrJqxlzc3NhZeXFzp27IiAgAAAxeuSLSwsXmk9NVlvrGrNaXWtRwUABwcHdOzYEcHBwQD+t5a55GoSixcvFu7cZmZmJiyLqEvLG9LT07Fv3z48ffoUc+fORUREBFJSUjBr1iwAgL+/P6ZOnYpmzZrh0qVL6NevXy3XmNUlPOPLGGOs0po2bQp/f3+YmZnV6KxgTEwMevfujbFjx8LR0RFEJCwJyMnJgZ+fH5o1a6awltXQ0BC7d+/GxYsXcfnyZQCo0aBX1XrjkjshKlMdQW/JHJefnx+Sk5OxcOFCAMUz5KtXr0ZISAimTp0qHKtJkybCrYrrUtBLRGjcuDHGjBmDnJwcbNiwAQUFBdDT00N4eDgSExMRGRmJ5ORk1KtXj4NeVg4HvowxxqqkJLCsqbWT58+fx+jRozF79mwsXboU+fn58Pf3F9INDQ0RGhqK7Oxs4Yd1QPHtlA0MDBAWFoYePXq88npWx3rj6lJSj0GDBmHcuHEIDw9Hq1atMGbMGGzfvh2RkZF46623yl2mrK4tESj9ISItLQ1paWn4888/kZOTg/j4eEybNg2ffPIJ+vTpU8s1ZXUVL3VgjDH22khPT0ezZs3g6+uLVatWobCwENOnT0eLFi2E5QsJCQk4fPgwunfvjm7dusHY2BhJSUmYOXMm1q5di3bt2gGo3iUEpZW9FNqmTZtw7tw5fP755+jduzcyMzPh5eUFBwcHYeYVAA4dOgRzc3M4OjpWe51Ky8/Px8uXL3H8+HFYW1ujU6dOMDc3r3NLGkor3Vd//fUXfHx8cPbsWSQmJuLEiRN49uwZfHx8IBaL0aRJk3L7MFaCZ3wZY4y9Nho3boy5c+fixo0b+Pvvv1G/fn3IZDLExcXhl19+AVB8dYI2bdrgt99+w8KFCxEREYFPP/0UI0eOFIJeoHpnM58+fYrU1FQAxbO4MpkMALBnzx4cPXoUGzduRO/evSGXy9GwYUMEBwcjLi4OgYGBQhn9+vV75UEvADRo0ABNmzaFt7c3BgwYAHNzc8jl8job9AL/66uwsDAYGBjA1dUVv/32G95++21YWlri3r17SElJ4aCXqcUzvuy1NWvWLDg6OmLs2LFK0y9evAgfHx9cv35d669gXV1d8cEHH8DLy6saasoYq05xcXFYu3Yt+vfvj2vXrmHnzp348MMPcerUKQwdOhQffvghhg8fjqdPn+L06dMoKCiARCLBhx9+CKD6g6KYmBh4e3ujSZMmqF+/PqKjo4Xyt27dio4dO8LR0bHcjGpeXh5GjhyJJUuW1MjSi9dR6b568eIFtm7disLCQuGqHFlZWbhw4QImT56M0aNH125l2WuBZ3xZnXPw4EFIJJJyD319fYhEIhw/fhwAcPLkSfTu3bvCcmbOnInAwECFoPfMmTMYNGgQpFIpjI2N0aVLF2zZsqXc9TWXLFmCL7/8UuU1LxljtcPOzg49evTAihUrcObMGWRlZeHHH3/ElStXIBaL4efnh+DgYDRt2hQeHh7w9vZ+ZUHv67Le+HVV0ldRUVEwMTGBh4cHWrVqhaKiIlhbW6NNmzb4+OOPhaCX5/KYOhz4sjrH3d0dWVlZCo+oqChIpVJMnjwZw4cPR0JCAjp37ozmzZsrLePcuXP4999/4erqKmzbtWsXRo8eDTc3N6SkpODZs2dYvnw5VqxYUW5m197eHq1atRIu+cMYqxtKApvp06djyJAhqFevnvDh9q233sJ3332H4OBgeHh4KN2/OoPe9PR0ODs749NPP8WMGTPQr18/2NvbK9xwom/fvjA3N8cff/whBL9JSUkICAjAvXv3hBlgDtgUlb5CyKNHjxAREYEtW7bAwsIC/fr1w5MnT3Dt2jW4u7sL1zrm5Q1MExz4sjovOjoaAwcOxKRJk7Bt2zaIxWJERkZi2rRpFe7z888/Y9CgQcKbysuXLzF79mwsXrwY06dPh6mpKQwMDODi4oJDhw4hKCgIkZGRCmUMGzZMWDPIGKsbSi6xBQAbN26EVCrFpEmThHSJRIJOnToBwCu/vFpdXW/8uiv948DIyEjk5eVh8ODBEIvF2L59Oxo0aIDMzMxyV27gNmSa4MCX1WknT56Ei4sL5s2bh7Vr1wrbU1NTMXTo0Ar3++OPP9C5c2fh+YULF5CZmYlx48aVy9u9e3dYW1sjLCxMYbudnR2uXLlSDWfBGKtOpYPfdevW4cmTJ/juu+/K5auJy6t9/PHHsLS0xLlz5zBjxgzs27cPDRs2hI+PDyZNmoQTJ05gzJgx8Pb2Rrdu3ZCSkoJp06ZhypQpAHimV5mSfps7dy5+/PFHHD9+HCdPnkT37t2Fb/KcnJwwcODAWq4pex3VU5+Fsdqxf/9+TJw4EatXrxbuyFOi9C+hlUlPT4eJiYnwvOTC8I0aNVKav1GjRsjOzlbYZmJigufPn1em6oyxV6xkds/W1hbt2rWDRCKplXqUXm8sEomQlZUFsViMBw8ewN/fH35+fnj+/Dk8PDzKLb/gr+YVlZ7pvXXrFtLT0xEUFISxY8fC1dUV9vb2ePfddzFx4kS0adMGALch0x7P+LI6adu2bfD09MT3339fLujVROPGjZGRkSE8f+eddwAAsbGx5fJmZ2fj7t27Qp4SGRkZFQbKjLG6QSKRYPHixfjkk09q/Nh1ab3x66500HvmzBm0bNkSb7/9NgYPHow+ffpgwoQJ+Oqrr5CcnMxBL6sSDnxZnbN27VrMnDkTe/furfTlxN59913cvn1beN6lSxf069cPy5cvL5d33bp1aNCgAcaPH6+w/ebNm+jWrVuljs8Yqzkl3+7U9LKBurTe+HVTtj1Kgl4fHx9cunQJDRo0QPPmzWFjY4MmTZrgo48+QqtWrdCqVSthHw56WWVw4MvqFH9/f/j7++Po0aP44IMPKl2Om5sbIiMjFW6/GRISgrt372L69OnIy8uDXC7H2rVrsWbNGhw6dAhNmzZVKOPUqVMYM2ZMpevAGKtZtREI1aX1xnXZs2fP8OjRIwBAUVGR0B7h4eFISUnB48ePcevWLSQkJGDWrFk4d+4c7t69i2HDhsHQ0BAffvghZs6cCYDXRbOq4RtYsDrj+vXrcHBwgJ6eHgwMDMql9+rVCxERERqX17VrVwQEBGD06NFYtmwZli1bBplMhvz8fPz4449o3bo1nJycUK9ePTRo0AAeHh7YunUrgOIL5Ds7OyMpKQlGRkbVdo6MsTdXVlYWFi5ciC5dutTK0ou66tdff0VAQABEIhG+++47tG/fHkDxB4UTJ06gR48eMDIygp2dHe7fv48HDx6gR48eePDgAUxMTPCf//xHKIuXN7Cq4sCXvbEuXLiA6dOnV+rObSNHjsSYMWP4zYsxppWMjAyFH9bqul9//RXvv/8+vvnmGzg4OMDe3h4AcPbsWUyYMAFXrlyBmZkZgoODIZVKMWTIEBAR9PX1MWLECPj6+vId2Vi14sCXMcYYq2Y8M1l8i2F3d3eMGzcOkydPFrbL5XI8ePAAv/zyC8RiMWbMmIFff/0Vx48fx6pVq5CRkYG1a9eiWbNm8PHxqcUzYG8ivpwZY4wxVs10PegFittALpfDyckJcrkcIpEIIpEIYrEYrVq1gqurK06fPo2VK1fi6tWrcHJyAlD8Y8Vp06ahRYsWAPhDBKteur3anjHGGGOvRHJyMu7cuQNjY2OIxWIheC35orlt27Zwc3NDdnY2nj59qnA3zpKgF+APEax6ceDLGGOMsWpFRLC0tETLli3x4MEDABCusiMSiZCUlIT169fD0tISPj4+GDduHJYtW1buRkKMVTcOfBljjDFWrUQiEZo2bYpGjRphwYIFAAA9PT3k5uYCAHJycvDHH3/g0aNHaNGiBQYPHgw3NzcYGxvXZrWZDuDAlzHGGGPVqmQ5w9KlS/Hy5UssXLgQAGBoaAgA8PLyQosWLWBpaQkAaNeuHezs7Gqnskyn8FUdGGOMMfZKZGVlYceOHdi3bx8MDAzg4uKCffv2oWPHjggODgageLtixl41DnwZY4wx9spkZmbizp072LhxI1q3bg0zMzP4+voCKF73q6enV7sVZDqFA1/GGGOM1TgOellt4MCXMcYYY4zpBF5UwxhjjDHGdAIHvowxxhhjTCdw4MsYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxhjjDHGdAIHvowxxhhjTCdw4MsYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxhjjDHGdAIHvowxxhhjTCdw4MsYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxhjjDHGdAIHvowxxhhjTCdw4MsYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxhjjDHGdAIHvowxxhhjTCdw4MsYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxhjjDHGdAIHvowxxhhjTCdw4MsYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxQkJSVBJBJBIpHA2NgYnTp1QnR0dG1XSytOTk4wMDCARCKBRCKBi4uLQvrTp08xfPhwGBsbo3379oiMjKywLG3yVoa25a9fvx5t27aFoaEhbGxssGHDhkofuzb6Oj8/H97e3rCysoJUKkWvXr1w6dIlhTzq+k/TcqqDJv1Tmbq87v1YHbZs2QIHBwfUr18fixYtUki7ffs2HB0dIZVK0bFjR0RFRSmkqxojqspVZtWqVXjrrbfQsGFDdO3aFZmZmdVwdv9TUseSh1gsxtq1awGoP8+q1LU6xxhjbxRirJQjR45Qp06diIhILpfT/PnzqV27drVcK+3079+fgoKCKkx3d3cnb29vys7OpqNHj1Ljxo3p2bNnVc5b2qRJk2jXrl1q82lTvp+fH9nb29P169dJJpPR1atXqXPnzuTn56f2OMrURl9nZWVRYGAgJScnU1FREe3du5fMzMwoMzNTyKOu/zQtpyKa9g2RZv2jbV3ehH6sDocPH6ajR4/SuHHjKCAgQNheUFBAbdq0oQ0bNpBMJqMzZ86QmZkZpaWlCXlUjZGKylVm48aNNGDAAEpOTia5XE6xsbGUl5entu7ajKHSUlNTSU9PjxITEzU6z8rWtbrHGGNvEg58mYLAwEDy8PAQnoeGhlLjxo1rsUbaU/WmmJmZSfXr16cHDx4o5N+5c2eV8palyRujNuU/ffqUjIyM6N69ewrbb9++TYaGhvTkyRO1dSqrrvS1paUl/fHHH8JzTQJfTcqpiKZBS1X6v6K6vMn9WFnTpk1TCFBv3rxZrv7Ozs60bds24bkmY6RsuWXJZDKytLSk+/fva13nyga+q1evpr59+xKRZudZmbq+ijHG2JuElzowBbGxsXBwcAAApKamYuXKlXB3d6+1+owYMQKmpqZKHytWrKhwvzlz5qBp06YYPHgw4uLihO3x8fGQSCRo2bKlsM3W1ha3b98uV4Y2eStDm/IvXboEa2tr2NjYKGzv2LEjWrZsWamv+aujryvbPyXi4+ORnp6Otm3bKmyvqP+0LacqKtv/qupSV/uxKqo6BpQhonLPy7a7tmOkrIcPHyInJweHDh2ChYUF2rdvj23btlWqvpoKCgrCxIkTheeanKe2dX0VY4yxNwkHvkxBbGws/P39hTf8Tp064dtvv61UWTdu3MCOHTuqVJ/Q0FC8ePFC6eOrr75Sus+qVavw999/IyUlBYMHD4aLi4uwFi4rKwtSqVQhv1QqRVZWVrlytMkLKAYAISEh8PHxURkAVLUuJUxNTZGTk6M0TRV1fT106FA8fvxYZRmV6Z8Subm58PDwwPz582FiYiJsV9V/2pRTmrZ9A2jf/5rUpTb6MSoqCk5OTnB0dMTw4cORmpqKIUOGwMnJCSYmJnBycoKTk1O5cvPz89GrVy9IJBLcv3+/wuNXZQwo0759e5iammLdunUoLCzEqVOnEB0djezsbCGPtmNEmdTUVGRkZODevXtISkrCwYMHsWDBAsTExCjNX5kxVFpcXBzu3bsnfCjR5DwrU9dXMcYYe6PU7oQzq0syMzNJJBLR8+fPqaioiFauXEldunSpdHlFRUXVWLvKa9++PYWHhxMR0bVr16hRo0YK6TNmzKC5c+eW20+bvGVp8lWoNuVfunSJzMzMqLCwUGF7fn4+mZqa0m+//aa2TqVp0tf29vZalamNgoICGj58OI0fP57kcrnKvKX7ryrllND0a2pt+1+TutR0Pz59+pT69etHGRkZRET0999/U2JiopDep0+fCssuKiqif//9lyZNmkTx8fFa1UsbypYkxMbGkqOjIzVu3JiGDBlCEyZMoMDAwArLUDZG1C11uHbtGgGgpKQkYduMGTPoq6++Ulvnyix1mDdvHrm7uyts0/Q8talrdY8xxt40POPLBHFxcWjevDlMTU0hFosxe/ZsJCQkCF8jxsbGomfPnhgwYAC+/vprEBE+++wzDBw4ECNGjEBGRgaioqIwatQojBw5EocPH4afn5/SfGXLqoiLi0u5X0WXPJYtW6bReYnFYuErRRsbG2RlZSE1NVVIv3XrFjp16lRuP23yVoY25ffo0QNmZmYICQlR2B4cHAxzc3N0795dq2Or6+vMzEw0bNhQbTmV6R+5XA5PT0+IRCLs3r0bIpFI5TFK919VytGWNv2jaV1quh9PnjwJT09PYQawdevWsLa21qhssVgMCwsLtfmq42+0LDs7O0RHR+PZs2c4ffo0EhMT0aNHD5V1VTZGVGnXrh309fUV+qq6x1AJuVyOkJAQeHp6KmzX9Dy1qWt1jzHG3ji1GnazOmXz5s00ZMgQhW2urq60dOlSIiJas2YN7d27l4iKZ4OOHTsmpB07doxWrVpF586dI2dnZyIiOnfuHC1cuFBpvrJlVZfnz59TeHg45eXlUX5+Pq1bt44sLCzoxYsXQp6xY8fSp59+Sjk5OXT8+HGVV1LQJm9laFP+xYsXycLCgs6dO0dERGfPniVzc3O6ePGi1sdV19e///47TZkyRetyNTF58mRydHSk3Nzccmma9J8m5VQXTftHm7rUZD8uX76cQkNDK9xf1YxviVc141tYWEi5ubk0efJkWrhwIeXm5pJMJiOi4pnQ3Nxcys7OplWrVlHPnj2F/dSNEVXlljV+/HiaOnUq5eXl0Z07d8jc3JzOnz9f7ecaHh5OTZs2LTcLq+o8q1LX6hxjjL1pOPBlgmnTptHnn3+usG3jxo303nvvERFRWloazZw5k8aPH09hYWG0cuVKsrOzo/79+1OfPn3oyy+/pHPnztH8+fOJ6H+Br7J8ZcuqLk+ePKF3332XJBIJNWrUiAYMGEBXr14tl8fFxYUMDQ3JxsaGzpw5I6QNGzZMCBrU5S1r2LBhZGxsrPRRukxN61La0qVLydjYmPT09Kh169ZERNS6dWvS09NTWX5F1PX1rl27aN26dVqVqYmkpCQCQAYGBgrtU/IGrq7/SvpHXTllVaZvSuqjbqxoU5ea7sfdu3fT999/X+H+tRn4BgQEEACFR8nyAV9fXzIxMaGGDRuSm5sbPXr0SNhP3RhRVW7Zv+/nz5+Tm5sbSSQSat26tcq2quwYIiLy9PSkmTNnltuu6jwrW9fqHmOMvWlERFp+P8R0Vm5uLgwNDVFQUIA+ffpg4cKFSEhIwNy5cwEAhYWFuHjxIiIiIrBkyRJERUUhIiIC3bp1K5dPJpMplHXlypXaPDVWxhdffIFBgwZh6NChtV0VVgVpaWlwc3NDaGgopFIpUlJSUFRUJCx36Nu3Ly5cuCDkT01NRYsWLRTK8PLygp+fX7VeMYMxxmoLr/FlGgsJCYGjoyN69+4NDw8PjBo1CgkJCRg4cCAGDBiAsLAwpfspy1e2LFa3/PnnnwgICICzszPef/99rddPsrqhSZMmWLx4MUaOHAlHR0f4+PigQYMGSvPKZDJ4eXkpbBs9ejTCw8MxadIkHDx4sAZqzBhjrxbP+DLGGMPly5dx69YteHt713ZVGGPsleHAlzHGGGOM6QRe6sAYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxhjjDHGdAIHvowxxhhjTCdw4MsUJCUlQSQSQSKRwNjYGJ06dUJ0dHRtV0trW7ZsgYODA+rXr49FixaVS586dSosLS0hlUpha2uL48ePa7zvqlWr8NZbb6Fhw4bo2rUrMjMzy+W5dOkSxGIxlixZorKempRVWU5OTjAwMIBEIoFEIoGLi4uQdvv2bTg6OkIqlaJjx46IiorSeN+y1LVXWevXr0fbtm1haGgIGxsbbNiwobKnCKD47mQzZ87EW2+9BalUik6dOmHVqlUoKiqqUrmVoWpcARDas+QhFouxdu1apWVp0weV8fTpUwwfPhzGxsZo3749IiMj1e6j6bhWpXXr1jAyMhLOq1mzZpUuqy71fU3Kz8+Ht7c3rKysIJVK0atXL1y6dElI12bs3LhxA3369IFUKsXbb7+N7du3V3t9a2OsVec4Y2+YWrxdMquDjhw5Qp06dSIiIrlcTvPnz6d27drVcq20d/jwYTp69CiNGzeOAgICyqX/+eeflJeXR0REly9fJqlUSmlpaWr33bhxIw0YMICSk5NJLpdTbGysUE6JoqIi6tmzJ/Xo0YO+/vrrCuuoSVnKTJo0iXbt2qU2X//+/SkoKKjc9oKCAmrTpg1t2LCBZDIZnTlzhszMzITzV7WvMuraujQ/Pz+yt7en69evk0wmo6tXr1Lnzp3Jz89Po2OV9fjxY2rbti1NnjyZUlNTiYjoxo0b5OrqSnK5vFJlVoWqcVVWamoq6enpUWJiotJ0bfqgNE3Hh7u7O3l7e1N2djYdPXqUGjduTM+ePaswv6bjWp1WrVpRTExMpfcvUdf6viZlZWVRYGAgJScnU1FREe3du5fMzMwoMzOTiLQbO507d6bAwEAqKiqiq1evkkQioTt37qjdT9NxRlQ7Y626xhl78/CML1MQGxuLrl27AgBEIhH69OmDtLS0Wq6V9kaPHo2RI0fC1NRUafo777wj3LpVJBKhoKAAqampKvctKirC0qVLsW3bNlhZWUEkEsHOzq7cLWB/+OEH9OzZEx06dKiwfpqW9SrcvXsXz58/x6xZs6CnpwdnZ2d07doVhw8frlR56tq6RFpaGtatW4eDBw+iS5cu0NPTg4ODA/bv34+1a9fi6dOnWh97xowZcHBwwLZt29C8eXMAgL29PY4dOwaRSFSZ06kSVeOqrJCQELz33nuwtrauySoCALKysnDkyBEEBgbCyMgII0eOhK2tLY4ePVrhPpqMa6D4vB8+fCg8d3JyQnBwcLXVvURd6/uaZGxsDH9/f1hZWUEsFuOjjz6Cvr4+7t69q3VZSUlJ+PjjjyEWi+Hg4IAOHTrgr7/+qra6vgljjb1ZOPBlCmJjY+Hg4AAASE1NxcqVK+Hu7l6rdRoxYgRMTU2VPlasWFHpcn18fGBoaIju3btj4MCBsLW1VZn/4cOHyMnJwaFDh2BhYYH27dtj27ZtCnmePXuG9evXIzAwsMplVYc5c+agadOmGDx4MOLi4oTtVOaGjUSE27dva7RvZV26dAnW1tawsbFR2N6xY0e0bNlS4ataTSQkJODnn3/G4sWLq1w3ZSo77jQdV0FBQZg4caLKOlR3H5SIj4+HRCJBy5YthW22trblxkAJTcd1TXnVfV+TquP1LT4+Hunp6Wjbtq2wTdOxM3PmTAQHB0Mmk+Hy5ctISUlBr169qnxepev2Oo819ubhwJcpiI2Nhb+/v/BC1alTJ3z77bdCelRUFJycnODo6Ijhw4dj8ODBcHJygomJCZycnODk5KS03NOnT8PR0RFOTk7w9fWFTCbTuE6hoaF48eKF0sdXX31V6XPdvHkzsrKyEBERgSFDhqidJUpNTUVGRgbu3buHpKQkHDx4EAsWLEBMTIyQZ+HChfD19VU7+6lJWaWVfnMMCQmBj4+P2jfHVatW4e+//0ZKSgoGDx4MFxcXZGZmon379jA1NcW6detQWFiIU6dOITo6GtnZ2Wr3rYqsrCxIpVKlaaampsjJydGqvMjISNjY2KB9+/ZK06OiotCqVSsMGjRIYSYoKioKfn5+asuv7LjTZFzFxcXh3r17Kj9UatMH2o4PZX0hlUqRlZWltHxNx7WmXFxchPp9/vnnWu+vad87OTnB1dVV67FVkYiICI3WsQPF63B79eoFiUSC+/fvV5ivqq9vubm58PDwwPz582FiYgJAu7Hj4uKCPXv2wMDAAL1798bKlSthaWmpNG9lXodqc6xVdZyxNxMHvkyQlZWFxMREPHjwAC9fvsTKlSvx22+/QV9fH0DxV9X+/v44duwYzp8/j02bNuGHH35AVFQUbG1tERUVVe5HUiX7LVmyBCdPnkRUVBSaN2+OrVu31vDZKaenp4dBgwYhIiICJ0+eVJnX0NAQAODv7w9DQ0PY2dnho48+Eva7fv06rly5gilTpqg9rrqyyir95jh+/Hhs3rxZ7Ztjjx49IJFIYGhoiC+++AINGzbEb7/9hvr16+PIkSM4evQomjVrhm+++Qbjxo1TmJGpaN+qsLa2xr1798p96CkoKEB8fLzWX/k/efJEoc7KeHp6IjIyEqdOncLevXtx5coVretdGerGVVBQEFxdXVW+uWvTB9qOD4lEgpcvXypse/nyJSQSSbm82oxrTYWFhQn1W7dundb7a9r3UVFR6N+/Pw4cOFDZqlZa/fr1cfToUYwdO/aVHaOwsBDu7u5o27Yt/P39he2ajp309HQMHz4cq1evRn5+Pq5du4b58+fj2rVrSo9Xmdeh2hxrVR1n7M3EgS8TxMXFoXnz5jA1NYVYLMbs2bORkJAgfE128uRJeHp6Cp/eW7durVGwcuLECUycOFF4oZs9e7ZW60ldXFzK/Rq+5LFs2bJKnGl5MplM5awMALRr1w76+voKM3il/x8dHY27d++iRYsWaNasGfbv34+VK1fik08+0bqsV0EsFgtLHOzs7BAdHY1nz57h9OnTSExMRI8ePTTat7J69OgBMzMzhISEKGwPDg6Gubk5unfvrlV5VlZWePDggUZ5DQwMMG/ePBw7dkzj8qtj3CkbV3K5HCEhIfD09NS4LkD19EEJGxsbZGVlKaw/vnXrFjp16lQurzbjukReXp7w/4yMjGqpc2na9L2trS0ePnyI2NhY9OzZEwMGDMDXX38NIsJnn32GgQMHYsSIEcjIyFD4NqBkdrewsBAffPABhgwZgh9//BFA8Rp9Dw8P9O/fHyNHjiwX2AHF/WVhYaG2fpUdZ3K5HJ6enhCJRNi9e7fK14+Kxk5CQgKMjY0xduxY6Onpwc7ODr17967WK/m87mONvXk48GWC2NhYhRejBg0awMnJCaGhoQCAf/75R/gRiTYePXqksF+DBg1QUFCg8f5hYWHIyspS+liwYIHSfWQyGfLy8lBUVKTwf6D4xTEkJARZWVmQyWQ4ePAgzp07B0dHR5X7lrxBLF26FPn5+fjzzz+xf/9+vP/++wCKL2V1//593LhxAzdu3MDIkSMxffp0fPPNN+Xqp64sVX788Ud4eXmpzPPixQucOXMG+fn5KCgowDfffIP09HT07NkTQPGHnLy8POTk5GD16tWQy+UYNmyYRvtq09alicVi7Nq1C1988YXwzcC5c+cwf/587Nq1C2Kxdi9Hrq6uyMjIwNKlS5GTkwO5XI4rV65gzpw5SvM3b94c//77r8blazvu1I2rEpGRkSgsLFR5iSlt+6A0TcaHRCLBqFGjEBAQgNzcXISGhiIuLg6jRo0ql1ebcV1iz549kMvliIiIQFxcHDIzM7Va3qSONn1/4cIF2NjYICIiAnPmzMG5c+ewcOFChIaG4q233sLZs2cxbdo0/PDDD0qPdeTIEdjb2yM8PBzt2rUDABw+fBht27ZFdHQ0Ro0aVaX1+ZV5fQOAadOm4dGjRzh48CDq1asnbNdm7LRr1w45OTk4evQoiAh37txBTEyM2t87AJqNM+D1H2vszcOBLxPExsaic+fOCtuGDh0qBL7Nmzev8BfqqlhaWuKff/4Rnufn5wvLJ44fP47ly5dj9uzZVah5eUuWLIGhoSG2b9+OpUuXwtDQEEFBQQCKZ1a3bduGli1bwszMDCtWrEBISAi6dOmidt9NmzYhLS0NTZo0wfvvv4+vv/4a/fr1AwAYGRmhWbNmwsPQ0BASiUT4OtvFxUVhBkdVWWVpOytUWFiI+fPno0mTJmjWrBmOHz+OkydPCmsAd+3aJdTzt99+w5EjRzTet+x5qGqv0pYtW4YhQ4YgLS1NmMHx9vbGs2fPMGTIEK1n7xs1aoTIyEhcuHABVlZWaNKkCaZPn17hm3ZqamqFaxerg7pxVSIoKAgfffSRQrACKLaruj4oqzKzhps3b8Y///wDMzMzfP7559i/fz8aN25crj7qxrUyT548gYWFBZYtWwY/Pz/4+fkpvAZUlSZ9HxQUBCcnJzx58gRubm7w8vLCr7/+igkTJiA8PFz4sOnk5ISVK1fi2bNnCrOmJTOkCQkJePfddwFA+Pf+/fvCNxQ9e/ZU+21RdUtOTsb27dtx+fJlNGnSROjrmJgYjcZOSd+amJjgwIEDCAgIgFQqhYuLCz7//HM4OzsrPW5lZ6dVjbXS474ujjX25hFRdX13xt54aWlpcHNzQ2hoKKRSKVJSUlBUVARra2v07dsXFy5cEPKmpqaiRYsWAIpfmD744AOcOnUKxsbGWLVqFQwMDDBr1iwh/7Rp0/D999/X+DmxN1dUVBQiIiKwZMkS5OXlwd3dHQEBAcIPz6pyEwZWMZFIhAcPHqhdg/sqle77Erm5uTA0NERBQQH69OmDhQsXIiEhAXPnzgVQ/GHjzp072LBhA3bu3Ik1a9YgKysLHTt2xL179+Dn54clS5ZAJpOhc+fOuHnzJgIDA7Fjxw48f/4c8+bNU3jdK+Hl5QU/Pz+FKy6w6lEXxhp7/fCML9NYkyZNsHjxYowcORKOjo7w8fFRet1ZmUym8BWYubk55s+fj6FDh6J///54+PAhPvvsMyF9xYoV+PTTT2viFJiOCQoKwqBBgzBs2DCMGzcO3bp1AwD89NNPcHZ2hrOzs/CNBnuzhYSEwNHREb1794aHhwdGjRqFhIQEDBw4EAMGDEBYWBjs7Ozw5MkTDBs2DPHx8QCAMWPG4OrVqxg8eDASExMBFF+7Oj4+Hv3798fhw4cxZcqUcq97JfnCw8MxadIkHDx4sKZPmTGmBM/4smp3+fJl3Lp1C97e3mrzLlu2DPfu3UOXLl0we/bsN/7C84y96XR1Fk6b1z1WPXR1rLGq4cCXMcYYY4zpBF7qwBhjjDHGdAIHvowxxhhjTCdw4MsYY4wxxnQCB76MMcYYY0wncODLGGOMMcZ0Age+jDHGGGNMJ3DgyxQkJCSgXr16yMvLq9Zy8/Pz4e3tDSsrK0ilUvTq1QuXLl1SyFP2FphisRhr164FANy4cQN9+vSBVCrF22+/je3btwv73b59G46OjpBKpejYsSOioqIUylWVPnXqVFhaWkIqlcLW1hbHjx8X0lQdU119nZycYGBgIKS5uLhoVJ8tW7bAwcEB9evXx6JFi8q1o6pyVZ2Lun1LU3fe1UFdXUuoamN15VSUpm4sqkt/+vQphg8fDmNjY7Rv3x6RkZEKdVbVfqrS1PV9iUuXLkEsFiu985yqtIrS1fXFqlWr8NZbb6Fhw4bo2rUrMjMztUqvClVtou7vXhutW7dWuPMkACxatAiTJ0+udJmMsTqKGCvl559/po4dO1Z7uVlZWRQYGEjJyclUVFREe/fuJTMzM8rMzFSaPzU1lfT09CgxMZGIiDp37kyBgYFUVFREV69eJYlEQnfu3KGCggJq06YNbdiwgWQyGZ05c4bMzMwoLS2NiEht+p9//kl5eXlERHT58mWSSqVCWkXH1KS+/fv3p6CgoHL51NXn8OHDdPToURo3bhwFBASU27+ictWdi7p9S9PmvMuaNGkS7dq1S20+dXVVpmwbqyunojR1Y1Fduru7O3l7e1N2djYdPXqUGjduTM+ePdOo/VSlqet7IqKioiLq2bMn9ejRg77++muN01Slq2rDjRs30oABAyg5OZnkcjnFxsYKeTVJ14SqMVNRm6j7O9JWq1atKCYmRmFbQEAAffrpp5UqjzFWd/GML1MQGxsLe3v7ai/X2NgY/v7+sLKyglgsxkcffQR9fX3cvXtXaf6QkBC89957sLa2BgAkJSXh448/hlgshoODAzp06IC//voLd+/exfPnzzFr1izo6enB2dkZXbt2xeHDhwFAbfo777wj3HZZJBKhoKAAqampKo+pSX0roq4+o0ePxsiRI2FqaqpdA6s5F21oc96VVZm6KmtjVeVUlKZuLKpKz8rKwpEjRxAYGAgjIyOMHDkStra2OHr0qFAnVe2nKk2Tvv/hhx/Qs2dPdOjQQas0VekVtVNRURGWLl2Kbdu2wcrKCiKRCHZ2dkJedekpKSkYPnw4zMzM0KFDB5w6darC86pIRW2i7u9IGZFIhIcPHwrPnZycEBwcrHWdGGOvNw58mYK4uDjY2dmpzTdixAiYmpoqfaxYsULt/vHx8UhPT0fbtm2VpgcFBWHixInC85kzZyI4OBgymQyXL19GSkoKevXqBQCgMjcfJCLcvn1b4bmqdB8fHxgaGqJ79+4YOHAgbG1t1R5TXX0BYM6cOWjatCkGDx6MuLg4jeujTkXlqjoXTfYtoc15V4W6upalrI3VlaPJMdSNxdLp8fHxkEgkCrdItbW1Veg/Ve1XlbZ99uwZ1q9fj8DAQK3SNElX1k4PHz5ETk4ODh06BAsLC7Rv3x7btm0T9lGVLpfL4erqiqFDh+Lx48fYuXMnPD098fjxY43OVRNV/TtijOmo2ptsZnWRtbU1nTx58pUeIycnh3r06EGLFi1Smh4bG0sGBgb0/PlzYdv58+epdevWpKenR3p6evTjjz8SUfFXntbW1rR27VoqKCigsLAwqlevHk2ZMkWj9BIymYwiIiJo/fr1ao+pSX1///13yszMpJycHFq5ciU1b96cXr58qXF9pk2bpvTr7orKVXcumu6rzXmXGD58OJmYmJCJiQnVr1+fDA0NhefLly9XuW9FdS1LWRtrWo6qNHVjsWz6+fPnqVWrVgp5FixYQNOmTROeq2o/Tdq2or6fNm0abdmyhYiKlweUXq6gKk2TdKLy7XTx4kUCQN7e3pSTk0OxsbHUpEkTOn/+vNr0S5cukY2NjUL5H3zwgdIlDZosjynbJpr+HZUGgB48eCA8L730p1WrViSRSIRxa2JiQg0aNOClDoy9gTjwZYKMjAwSiUSUmpr6yo5RUFBAw4cPp/Hjx5NcLleaZ968eeTu7i48f/bsGTVs2JAOHjxIMpmMYmNjydLSkq5evUpExUGRo6MjNW7cmIYMGUITJkygwMBAYX916aWNGDGCTpw4ofaYquqrTPv27Sk8PFzj+lQU/Kgqt6Jz0WZfbc5bGU3X+GpbV03aWF05ZdPUjUVl6deuXaNGjRop5JsxYwbNnTuXiFS3n6Ztq6zvr127Rg4ODiSTyYhIMXhVlaZJekXtdO3aNQJASUlJCuf61VdfCeVWlL5//36qV6+eQiBpbGxMy5YtIyLtPywpaxNt/q6J1Ae+vMaXMd1QrzZnm1ndcvPmTZiZmaF58+Zq87q4uCAmJkZp2oIFC7BgwYJy2+VyOTw9PSESibB7926IRCKleUJCQrB161ZhW0JCAoyNjTF27FgAgJ2dHXr37o3o6Gg4ODjAzs4O0dHRQv7evXvDw8NDeK4uvTSZTIb79++jadOmKo+pqr7KiMVi4atZbeqjTulyKzoXbfZV19aviqq6atrG6sopnaZuLFaUbmNjg6ysLKSmpqJFixYAgFu3bglLMFS1X1FRUaXbNjo6Gnfv3hWOmZGRgXr16iEhIQH29vYVpu3atUvlvrt27aqwnfr37w99fX2Ftin9/3bt2lWY3qJFC3To0KHC5TShoaHC/728vODk5AQvLy+VbVBWZf6OSl+tJiMjQ6vjMcbeELUceLM6ZNOmTdS/f3/Kzc0VHvn5+dVW/uTJk8nR0ZFyc3MrzBMeHk5NmzalwsJCYduLFy9IKpXSkSNHSC6X0+3bt8nc3JzOnDlDRMUzP7m5uZSdnU2rVq2inj17KpRZUfqLFy/op59+oszMTCosLKQDBw5QgwYN6Pr162qPqaq+z58/p/DwcMrLy6P8/Hxat24dWVhY0IsXL9TWt7CwkHJzc2ny5Mm0cOFCys3NFWbqVJWr6lw0qZOmbV0d1NW1LGVtrK4cdcdQNxZVpY8dO5Y+/fRTysnJoePHjytc1UFV+6lrW1V9n52dTY8ePRIeH374IX355Zf0/PlzlWnq9lXXTuPHj6epU6dSXl4e3blzh8zNzYWlDqrSCwsLqVOnTrR582bKz8+n/Px8On/+PCUnJ5drT1XfEqhqE3V/92UBoP/7v/+joqIiOnPmDInFYtq8eTMVFhbyjC9jOoQDXyaYOnUqAVB4jB49ulrKTkpKIgBkYGBAxsbGwqP0mygRkaenJ82cObPc/qdOnSJ7e3uSSCRkZWVFK1asENJ8fX3JxMSEGjZsSG5ubvTo0SOFfStKz8jIICcnJzIxMSGpVEoODg70888/a3RMVfV98uQJvfvuuySRSKhRo0Y0YMAAha+zVdU3ICCgXB+UBAWqylV3LurqNGzYMFq6dKnG513asGHDFPq09KOkzNLU1bV0XSpqY3XlqEpTNxbVpT958oRcXFzI0NCQbGxsyn0oUNV+qtJU9X1ZqpYrqFvKUDpdXV88f/6c3NzcSCKRUOvWren7779XKEtVelJSEo0aNYqaNGlCZmZmNHToUPr777+V1qei81TVJur+7ssCQNOmTaMmTZrQgAEDyN/fnxo3bkzJyckc+DKmQ0REFXxPyhhjjL0hRCIRHjx4oHBFDsaY7uHLmTHGGGOMMZ3AgS9jjDHGGNMJfFUHxhhjbzxe1ccYA3jGlzHGGGOM6QgOfBljjDHGmE7gwJcxxhhjjOkEDnwZY4wxxphO4MCXMcYYY4zpBA58GWOMMcaYTuDAlzHGGGOM6QQOfBljjDHGmE7gwJcxxhhjjOkEDnwZY4wxxphO4MCXMcYYY4zpBA58GWOMMcaYTvh/QBm6RVDMOvsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.0 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1978.1 ± 102.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 6381.3 ± 149.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 65.0 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 25.2 ± 0.6 $\\mathrm{\\mu F}$   \n",
      "$L$ = 11026.3 ± 1449.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 13.6 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 13.7 ± 0.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 148.7 ± 0.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 12.6 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 41.2 ± 0.6 $\\mathrm{\\mu F}$   \n",
      "$L$ = 5652.1 ± 286.7 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 22.8 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 18.5 ± 0.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 431.2 ± 3.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 9.3 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 152.4 ± 1.5 $\\mathrm{\\mu F}$   \n",
      "$L$ = 7775.6 ± 476.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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sW7bM7Lyvv/4aPz8/01f8SYKDg7ly5QrLly8HMKUv+fj4MHr0aGbMmIGPjw83b940uy5pP/nvQUaf9+SzgDg7O9OtWze++eYb3nrrLZYsWULbtm2z9PtVtGhR/vzzT3799Vd27tzJRx99xNixYzly5AglSpSgTp06VK5cmdWrVzNy5EjWrl3Lxx9/nOn7CFGQSQ+vKFAcHR0pX748/v7+GepFqlOnDjdv3kSr1VK+fHmzLfkMAQaDgcOHD5v2L1++zLVr16hSpYpZfYcPHyY0NDRVb1FuqVq1KgAxMTEZOn/YsGF899137N69m8qVK2f4Ps888ww+Pj7s3LnTdCw2NpZ9+/ZlK295wIABhISEpMqlTFKyZEnT6+Pv72/xnOrVq9OnT59Uebi3b9/m33//ZezYsbRo0YIqVapw7949EhMTTed06dIFnU5nccqs9evXc/bs2ScyU8Pff/9tNn3e77//jp2dHeXKlaNq1arY29tz6dKlVD+jSc/Bb7/9RsmSJZkwYQL16tWjQoUKpt66/GLRokU0bdqUihUr5vq93dzc8PX1TfV7ERsby4oVK3jjjTdS5eju2LGD0NBQU4/y4sWLAePsJu+++y5g7Inft2+faepAgJ07d1KiRIkMf+BMy8CBAzly5AhbtmwhODjY6ocFb29vSpYsSXBwsNW6bG1tadasGR999BHHjx/n/v37bNmyxVTeu3dvVq1axS+//ML9+/czNYuGEIWB9PCKQq1FixY0atSIDh068PHHH1O5cmVu3LjBL7/8QosWLXjhhRcA4x+L9957j3nz5lGkSBHef/99AgICaNGihVl9X3/9NRUqVMjSHKxKKW7cuJHquJeXl8U0g8DAQHr06MGzzz6Lh4cHYWFhjB07lsqVK6cKxC0ZOnQoK1asYMOGDbi5uZnunfSVeVo0Gg3vvfceM2fOpHLlylSsWJHp06fj7OxMz549TeddvnyZyMhIU0/tX3/9BUD58uUt3qNPnz60a9eOYsWKpdv+tEydOtUUWCV9dezm5oanpyeLFi3Cz8+Pq1ev8sEHH2Br+/htzs/Pj88++4xhw4ZhZ2dH3759cXR0ZOfOnYwaNYru3bvTtWvXbLXNksTERN544w0mTpzItWvXGDNmDIMGDTJ9IzFy5EhGjhyJUoomTZoQExPD77//jlarZfDgwVSsWJGrV6+yatUqGjRowPbt2zM8H3N2REZGcvnyZe7evQvA2bNnKVasGD4+PmY9kZcvX2b79u18++23WbrPvXv3Uv1uFClSxOLUXAsXLuSvv/6iU6dOlCtXjtjYWL799lv+/vtvs4GAYEwDiYqKsvgBK2VgnjT/buXKlfH09ASgZ8+eTJkyhX79+jF+/HhOnz7NrFmzmDRpUqZTYyxp0KABVatWpU+fPvj4+NC6dWtTWfPmzalfvz4fffQRAOPGjeP999+nePHitG3blgcPHhAcHMyIESPYsmUL586do0mTJri7u7Nnzx7u3btn9j7Rq1cvxo8fz4QJE2jXrl2qb7iEKPTyOIdYiAyzNC1ZcknTMqUUHR2t3n33XVWyZEml0+lUqVKlVPfu3dXZs2eVUo+nDNuwYYMqX768srOzU02aNFFnzpxJVY+Tk5NpsFtmJA1as7Ql3Sfl45s5c6Zq1KiR8vDwUPb29srf318NHDhQXb58OUP3tHa/SZMmZeh6g8GgJk2apHx8fJS9vb1q0qSJ+vvvv83O6du3r8V7JA1uSm9QWmYHrSU3atQoBZgNwAoODlYBAQHK3t5eBQQEqF9++UU5OTmppUuXml37888/q8DAQOXs7Kzs7e1V9erV1dy5c1NN10UOTks2ZcoU5eXlpZycnFSfPn3U/fv3TecYDAb1f//3f6pKlSrKzs5OeXp6qhYtWpgNUhwzZozy9PRUTk5OqlOnTiooKMhsoKCln39L7ezevbvq3Llzhtpu7ec25c/QxIkTlZubm9k0aRnl7+9v8R69evVSSqV+/f/880/Vp08f0xRu7u7u6rnnnlPffvttqrqbNGmS5sC/5CwNWlNKqePHj6sXXnhB2dvbKx8fHzV58mSz6fUsvS+1bdtW9e3b1+zYc889p0aMGJHqvp999pkC1NixY1M9LynrWLx4sapSpYrS6XSqePHipgF1+/btU4GBgcrd3V05ODiogIAA9c0336S61wsvvKAAtXHjxnSfDyEKG41SOTQzvxAF1LJly3jnnXcynCYghBBCiIJFcniFEEIIIUShJgGvEDkgICDAbEqp5NuqVaty/H6XL1+2ej9nZ+dU01WltG/fvjSvFxmX1vNoaSaJ/CI3fgZWrVpltX5L084JIcSTIikNQuSAS5cuma34llzx4sUpWrRojt4vMTEx1ZReyZUpU8ZssFZKDx8+5OrVq1bLMztF1NPs7NmzVstKlixptkpXfpIbPwP37t1LNa1XEp1OZ3UmDiGEyGkS8AohhBBCiEJNUhqEEEIIIUShJgGvEE+R5s2bo9FoUm1t2rR5Ivf79ddfad++PSVLlkSj0aRaBcuSMmXKWGxj27Zts1XvkxIUFMQzzzyDg4MDdevWzXDeblrXffTRR9SrVw8XFxe8vLxo164dJ06cMLt+8uTJqZ6j9Fbpat++vdXlaf/55x80Gg07duzIUPuzq1+/fqZ229raUrp0ad5++23u3Lljds4rr7yS6to//vgDjUZjltaTvL7k2/PPP58bD0cIkc9JwCvEU+TPP/9kxowZXL9+3Wz7/vvvn8j9YmJiqFatmmlBj4w4cuSIWdv+/PNPNBoN3bp1y1a9KfXr14/Jkydn6dokP/zwA8OGDWPs2LEcO3aMhg0b0rp163QHDaZ3XUhICEOGDOHAgQPs3r0bW1tbWrRoQWRkpFk9lSpVMnuu/v777zTvO2DAAPbs2WMx/3vJkiX4+/unWmzlSWrRogXXr1/n4sWLLF68mM2bNzNkyJBs15d827p1aw62WAhRYOXlJMBCiNxz9uxZBaj9+/fnyf0tLQCREdOnT1eurq7qwYMHOVpv3759M7wIhzX169dXAwcONDtWvnx5NWbMmBy97t69e0qr1apNmzaZjllbaCUtCQkJysfHR02cONHseHx8vPL29lZTpkyxeN3ChQuVt7e3SkxMNDveo0cP1a5dO6WUUnv37lXPPfeccnJyUi4uLqpevXqpFipJztKCDcOHD1fu7u5pnqOUUkeOHFGAunDhQrrnCiGEUkpJD68QT4mjR49iY2ND7dq1M3zNzJkz05y66klPvaWUYsmSJfTu3TvfzXYQHx/P0aNHadmypdnxli1bcuDAgRy97t69exgMBtzc3MyOnz9/nhIlSvDMM8/w2muvcf78+TTbbGtrS9++fVm2bBkGg8F0fPPmzdy6dYv+/ftbvK5r165ERUWxc+dO07GYmBg2btxI7969SUxMpEOHDjRu3JjQ0FAOHTrEe++9Z3HJbGvOnz/PL7/8gk6ny/A1QgiRUdbnLRJCFCpHjx5Fr9fj7e1tdrx169asXbvW4jVvvfWWWSqBJSVLlsyxNqa0c+dOLly4wKBBg57YPbLq1q1b6PV6ihcvbna8ePHi7Nq1K0evGzZsGLVq1aJBgwamY8899xzLli2jcuXKhIeHM336dBo2bMjJkyfx8PCwev8BAwYwe/Zsdu3aZQq6lyxZQsuWLfHz87N4jZubG23atGHVqlW8/PLLAGzYsAFbW1vat29PdHQ0d+/epV27dpQrVw6AypUrW21Dkl9++QVnZ2f0ej2xsbEAfP755xbPSS55sJ7euUOHDmX27NnptkUIUbhJwCvEU+LPP/+kc+fOzJo1y+y4q6ur1Wvc3d1xd3d/0k2zatGiRdSrV4+aNWtmu66ZM2cyc+ZM035cXBwajYZPP/3UdGzbtm288MILqa5dtWoVb775ptl5SYHdkzZ8+HD279/P/v37zXpMW7dubXbe888/T9myZVm+fDnDhw+3Wl+FChVo2rQp33zzDS1btuTatWts37493Tzu3r1707dvXx48eICjoyOrVq2ic+fOODg44ODgQL9+/WjVqhXNmzenefPmdOnShdKlS6dZZ5MmTfj66695+PAhixYt4ty5c7z77rsWz0nuxIkTdOrUyWp9yRUrVizNNgghng4S8ArxlPjzzz8ZP358phYUSBkkWmItSMyu8PBwNm7cyFdffZUj9aXsrR49ejQlS5Y0C7Cs9Va3b9+e5557zuw8GxsbbGxsUi2scPPmzTRnS/D09Mzwde+//z7ff/89e/bsoWzZsmk+vqTVy86cOZPmeWDs5R00aBCRkZEsW7YMd3d3OnTokOY1bdu2xdbWlo0bN9K8eXN27drF9u3bTeVLly7lvffe45dffmHTpk2MGzeODRs20KpVK6t1Ojo6mn4e/+///o8XX3yRadOmmQ0mTH5Okrt376ZbnxBCJCcBrxBPgQsXLhAZGZmp/F3I25SGZcuWYW9vT48ePXKkvpS91UWLFsXd3T1DAVLRokUtrpZXt25ddu7cSdeuXU3Hdu7cSefOna3WZWdnl6Hrhg0bxg8//MCePXsylB4QGxvLv//+y4svvpjuuV26dOF///sfK1eu5JtvvqFPnz7p5s7a29vTtWtXVq1axa1bt/Dx8SEwMNDsnJo1a1KzZk1Gjx5N69atWb58eZoBb0qTJk2idevWDB48mBIlSmT4OiGESI8EvEI8BY4ePQqAj48PN27cMCvz9PS0ugxxdlMaYmJiTEvvGgwGLl++zF9//YW7u7vp6+4vv/ySL7/8kn///dd0nVKKxYsX89prr6XKycxovblh+PDhvP7669SvX59GjRqxYMECrl27xltvvWU6x9LjS++6oUOHsmLFCjZs2ICbm5vpNUsaKAgwcuRI2rVrR+nSpQkPD2fatGncv3+fvn37ptvuIkWK0LNnTyZPnsydO3cYMGBAhh5v7969ad68ORcuXKBHjx5otcZxzxcuXGDhwoWmuZHPnz/P8ePHefvttzP2RD4SGBhI1apVmT59OkFBQZm6FoxpKil/vm1sbPDy8sp0XUKIQiavp4kQQjx5Y8aMUUCqTaPRqDt37jyx++7Zs8fiffv27Ws6Z9KkSSrlW9Hu3bsVoA4dOpTletOTE9OSKaXUV199pfz9/ZWdnZ2qU6eO2rt3r1m5pceX3nWWHhtg1t7u3bsrX19fpdPpVIkSJdSrr76qTp48meF2Hz16VAGqYcOGGb7GYDAof39/BajQ0FDT8Rs3bqhOnTqpEiVKKDs7O+Xn56c++OADFR8fb7Uua9OIrVq1StnZ2amLFy9meloyS89ZyZIlM/z4hBCFl0YppZ58WC2EEEIIIUTekHl4hRBCCCFEoSYBrxBCCCGEKNQk4BVCCCGEEIWaBLxCCCGEEKJQk4BXCCGEEEIUahLwCiGEEEKIQk0CXiGEEEIIUahJwCuEEEIIIQo1CXiFEEIIIUShJgGvEEIIIYQo1CTgFUIIIYQQhZoEvEIIIYQQolCTgFcIIYQQQhRqEvAKIYQQQohCTQJeIYQQQghRqEnAK4QQQgghCjUJeIUQQgghRKEmAa8QQgghhCjUJOAVQgghhBCFmgS8QgghhBCiUJOAN5/73//+x+TJk9M8Z9++fTg7O6PX63OnUZlQqlQpli1bltfNEEKIHJWR9+b8pF+/fvTu3TtbdeTnvzVCpEcC3nxg6dKlaDQaxowZk6pswoQJzJ07l6tXr1q9/oUXXiAmJgYbG5sn2UyRwyZPnkzjxo3zuhlCiBQCAwOxs7PD2dkZZ2dnSpYsyTvvvMPDhw9N52TkvbkgsxQgy98aUZBJwJsPBAUF4eHhwTfffENcXJxZmbe3Ny1btiQoKCiPWifyklKKxMTEvG6GEE+dUaNGERMTQ0xMDL/99hvBwcFMnTrVVJ4X783x8fGpjun1egwGQ661QYiCSgLePHbkyBH++OMPVq5cSVRUFGvXrk11zssvv8xPP/1ktY6QkBA0Go0pMErqOZw4cSK+vr64uLgwatQo7ty5Q/fu3XF1daVMmTJs3LjRVMeyZcsoVaoU8+bNo1SpUnh4ePDGG28QExNjOufu3bu8/fbb+Pv74+HhQZs2bTh//rypPCYmhgEDBuDh4UHJkiWZN2+eWTtjY2Pp2rUrJUuWpGjRolSqVImvvvrK7JwyZcowdepU2rRpQ9GiRSlXrhzr1683O+fnn3/m+eefx83NDQ8PD7p06WIqu3r1Kj179qRkyZJ4e3vTo0cPIiIirD53e/bs4dlnn8XV1RUPDw8aNWrEnTt3AGMPR7du3Rg4cCDFihWjdOnSfPzxx2bX//vvv7zyyisUL16ckiVLMmTIEO7fv28qj4yMZMiQITzzzDMULVqUypUrs337dlatWsXMmTM5ePCgqRdp3759XLx4EY1Gw5IlS6hZsyaOjo788ccfFntbAgMDGT9+vGlfo9Ewb948GjRogJOTEzVr1uTvv/9m7dq1VKpUCRcXF7p06WL2mgoh0lemTBlefvlljh8/bnY8vfdmgIMHD9KsWTM8PT1xd3fnxRdfNPUUX716lW7dulG8eHGKFy9O9+7duXbtmunapPegt99+Gy8vLzp06GB6v//++++pWLEijo6OhIeHp/v+nNLEiROpWLEiRYsWxc/Pj//97388ePAAgJkzZ7Jq1Sp++OEH0/vT5cuXU/2t0ev1fPLJJ1SsWBFXV1eeffZZtm3bZrpH0vk//vij6V4vvfRSoe0VF/mcEnmqX79+qlatWkoppbp3764aNGiQ6pwjR44oQN27d89iHXv27FGASkhIUEopNWnSJGVra6vmzp2r4uPj1eHDh5Wtra2qW7eu+vXXX5Ver1efffaZcnNzU/fv31dKKbV06VJlY2Oj+vXrp2JiYtR///2nnn32WTVw4ECllFIGg0EFBgaqnj17qtu3b6vY2Fg1atQoVaVKFRUfH6+UUmrQoEGqdu3a6sqVKyomJkb169dP2djYqKVLlyqllHrw4IH65ptv1J07d5Rer1dbtmxRdnZ26pdffjE9Fn9/f+Xn56eOHj1qamfRokVVVFSUUkqpHTt2KAcHB7VmzRoVFxenHj58qHbt2qWUUio2NlZVqlRJjRgxQsXExKh79+6p3r17qxYtWlh9/kuUKKG++eYbZTAYVFxcnDpw4ICKiYlRSinVt29fZWtrqxYsWKDi4+PVwYMHlZubm1q5cqVSSqmIiAjl6empPv/8cxUbG6siIiJU8+bNzZ6zF154QbVu3VpdunRJGQwGde7cOXXy5EnT69SoUSOz9ly4cEEBqmHDhury5csqMTFRxcbGqr59+6pevXqZndu0aVM1btw40z6gatWqpc6fP6/i4uJU165dVdmyZVW/fv1UdHS0unHjhipbtqyaOXOm1edDCJH6d+vs2bOqUqVKatasWWbnpffefOLECeXg4KC+/PJLdf/+fRUXF6f27NmjYmNjVWJioqpVq5Z67bXX1N27d9WdO3dU165dVd26dVViYqJS6vF70JIlS1R8fLy6f/++6f2+Y8eO6tatW6a60nt/Tvke8u2335rel06cOKHKlSunxowZYyq39J6T8m/Np59+qkqWLKmOHj2qEhIS1Hfffad0Op06evSo2fk9e/ZUd+/eVXfv3lUNGzZUffr0yepLI0SWScCbhyIjI1WRIkVUUFCQUkqp4OBgBai//vrL7LzTp08rQF26dMliPZYC3rJly5qdU6tWLTV48GDT/q1bt8zutXTpUqXVatXdu3dN52zdulXpdDqVmJiojh49qnQ6ndkbe2JionJwcFD79u1Ter1e2dvbq02bNpnK7969qzQajSngtaR9+/Zq+PDhpn1/f381ZcoU035MTIwC1O+//66UUqpt27Zq6NChFutat26dKlGihDIYDKZj//33nwLUlStXLF5TpkwZNW7cOPXff/+lKuvbt6+qU6eO2bFRo0apZs2aKaWU+uyzz9Tzzz9vVr5//35lZ2enEhMT1ZEjR5RGo1Hh4eEW751WwJv8Q0BSWzIS8H777bem/Q0bNihAXbt2zXTsnXfeUR07drTYHiGEUdOmTZW9vb1ydXVVTk5OClAvvPCCio6ONjsvvffmoUOHqrZt21osO3DggNJoNCoyMtJ07NatW0qj0aiDBw8qpYy/9ynfY5Le7//991/TsfTen5PqSvkektznn39u9n6XkYC3YsWKau7cuWbntG/fXr355ptm5yd/fr788ktVuXJlq+0Q4kmRlIY8lDRYrVevXgC8+OKLlC9fPlVOWFRUFADu7u4ZrtvX19ds38nJyeyYk5MTAPfu3TMdc3Nzw9XV1bT/zDPPkJCQwM2bNzlz5gyJiYmUKlWKYsWKUaxYMTw8PAC4cuUKERERxMXF8cwzz5iud3V1NWtzXFwcI0eONH39VaxYMbZt20Z4eLhZW0uUKGG1nRcuXKBSpUoWH/OZM2e4efMmbm5upjYGBARgb2/P5cuXLV6zadMmzp8/T926dSlfvjyTJk0yy5lN/niS9q9cuWK639GjR033KlasGG3atEGj0XDjxg0uXLiAm5sbXl5eFu+dlpT3zShLr3HKY8lfcyGEZSNHjuTu3bvExMQQHh5O8eLFadWqldk56b03p/V+deXKFdzd3XFzczMd8/DwwM3Nzez9ytp7QfLj6b0/W7Jw4ULq1KmDh4cHrq6ujBs3LtV7cXquXLlCuXLlzI6VL18+1fttyvd0eQ8SecE2rxvwtFJKsWDBAuLj46lYsaLpeFRUFKtWreKTTz7BxcUFgL///ptKlSrh7Oz8RNt0584doqKiTEHvxYsX0el0FC9eHB8fH+zs7IiIiECn06W61mAwYG9vz8WLF6lWrZrpsSTlwwJ8/vnnbN68mc2bN1OhQgW0Wi0dOnRAKZXhNpYpU4bTp09bLPPx8cHf359z585luL7q1auzevVqAP766y9atWpFqVKlGDRokOk5SO7ixYuUKlXKdL/GjRuze/duq229c+cOt27dwtPTM1W5Vmv982bKsqJFi/Lff/+ZHUue6yeEeHK8vLzo27cv7dq14/bt26ZgMr335rTer/z8/Lhz5w537twxBb2RkZHcuXOH0qVLm86z9j6R/Hh6788pHTx4kHfeeYcdO3bQuHFjdDodc+bM4bPPPkv3vikfQ8r323Pnzpm1X4j8Qnp488jOnTs5c+YMO3bs4K+//jJtSYMili9fbjr3l19+oVOnTk+8TRqNhhEjRnD//n2uXbvGpEmTeP3117GxsaFx48ZUq1aNt99+29QLcOfOHdatW8eDBw/QarX07t2byZMnc/XqVe7fv8+IESPQaDSm+qOiorC3t8fLywuDwcDatWvZsWNHpto4bNgwlixZwrp164iPjyc2Npbg4GAAXn31VRISEpgwYYKp5yU8PJwffvjBYl3x8fEsXbrUNKjN1dUVGxsbbG0ffw4MDQ1l8eLFJCYmcvjwYRYtWkT//v0B6N+/P8eOHSMoKIgHDx6glOLKlSts2LABgGeffZaGDRvSv39/U7B64cIF/vnnH8D4R+ry5cvExsam+7ifffZZ9uzZw7///ktCQgJz587lwoULmXruhBBZc+fOHVasWIGfn58p2IX035vffvttdu7cyYIFC3j48CEJCQns3buXuLg46tevT7Vq1XjnnXeIjo4mKiqKoUOHUqtWLerVq5ep9qX3/pxSVFQUNjY2eHl5odPp+PPPP/nyyy/NzvHx8eHcuXNpzrk7cOBAPv30U/766y8SExNZs2YNW7duZeDAgZlqvxC5QQLePDJ//nxatGjBiy++iI+Pj2mrUKECAwcOZP78+QBERESwfft2hg4d+sTb5OPjQ/Xq1alYsSLVqlWjSpUqzJ07FwAbGxt27tyJo6Mjzz33HEWLFqVmzZqsX7/eFNTOmTOH6tWrm+qoXr06Pj4+pvpHjhyJn58f/v7+lChRguDgYDp27JipNrZs2ZLvvvuOWbNm4eXlRalSpVi4cCFg7AU9ePAgly9fpnr16ri4uNCwYUN+/fVXq/X9+OOPBAQE4OTkRNOmTenXrx99+/Y1lXfq1Inff/8dT09POnfuzMiRI02zJZQuXZqDBw+yc+dOypUrR7FixWjVqhV///03YPwAsXHjRnx9fWnQoAFFixalTZs2pq8Yu3fvTqVKlShRogTFihVj//79VtvZq1cvXnvtNRo2bIifnx93796lUaNGmXruhBAZ9/HHH5tmKKhYsSIPHjwwm4EgI+/N1apVY9euXXz33XeUKFGC4sWLM3XqVAwGAzY2NmzZsoW4uDjKly9PhQoVSExMZNOmTZme5zYj78/JtWzZkrfeeovAwEBcXV0ZO3as2fsewODBgwHw9PSkWLFiFtPChg8fztChQ+nSpQvu7u7Mnj2bn376iWeffTZT7RciN2hUZr5PFrnu3Xffxc3NjSlTpjzR+yxbtozx48en+tr8adavXz8SExNZuXJlXjdFCJHP5NZ7sxAiZ0gObz73f//3f3ndBCGEECnIe7MQBYukNAghhBBCiEJNUhqEEEIIIUShJj28QgghhBCiUJOAVwghhBBCFGoS8AohhBBCiEJNAl4hhBBCCFGoScArhBBCCCEKtadyHl4fHx/u378v630LkQcuX76Mk5MTN27cyOumiEfkPVGIvCHvh7nnqQx479+/T3x8PBEREaZj7u7umV7O8Wmj1+uJjIw07ctzlj55zlJLSEjg/v37ed0MkUzSe2KC3pDlOhIT9UTdvWPady3mhq1tNn/Wb13P3vVAokERFRtn2nd1sMdWm3q53Yyy9fLNfpv0idy58/i5cnNzw9Ym63+OT1+9m+02ofQY4h+YdrV2jqDJ3utX1u5htq7P6dcO4Mz97F2PMkBi/ON9WzvQZOPL8rgH6Z8jcsRTGfCWLl2auLg4zp07Zzq2Z88eAgIC8rBV+d/JkyepVq2aaV+es/TJc5ba0/7486PSpUuToDewff/hLNdx+t9/ePmF50z7qzf8TMXKVbLVLs0n72TreoDTt+7S6ptNpv3verSiomexLNfnO35ettsU9s8/1HmuoWl/x8+bqVol68+Vf7/l2W5TYvR1bu+abdov1uQdbF2yF9zvKP9ntq7P6dcOoOKO7AXx6uEdEk9tMO3bln8ZTRG3LNeX8O96Spcuka02iYyRHF4hhBBCCFGoScArhBBCCCEKNQl4hRBCCCFEoSYBrxBCCCGEKNQk4BVCCCGEEIXaUzlLA4CtrS2TJk0y7Xt5eeVhawoGLy8vec4ySZ4z8bRw9/Dk3Q/GmO3nB+5F7BnWsIbZfl7z9PRk3JjRZvt5TWvnjFPlVmb7eS0/vnbYOqAtXstsXxQMGqWUyutG5LakaZFOnjyZxy0R4ukjv3/5T0BAQLanJXsScmJaspyWE9OS5bScmJbsSfg9m9OSPQnZnZYspyX8u56qZUvI+2EukJQGIYQQQghRqEnAK4QQQgghCjUJeIUQQgghRKEmAa8QQgghRBpUbFS2ykXek4BXCCGEEMIK/fVjJJ7agCHqisVyQ9QVEk9tQH/9WC63TGSGBLxCCCGEEBao2CgM4cdBGdBf3J0q6DVEXUF/cTcoA4bw49LTm49JwCuEEIXQuXPnsLW1JTY2Nq+bIkSBpXFwxaZMM9BoUwW9yYNdNFpsyjRD4+Caxy0W1jy1C08IIURhFhoaSqVKlXBwyNjE+ImJek7/+4/FMncPTzxl0RTxlNK6+kGZZqbgVn9xN8q9AobIM2bBrtbVz2odKuEhJFr48GnQo9frn2DrRRIJeIUQohAKDQ2lZs2aGT4/6u4dXn7hOYtl734whvdGjc2ppglR4KQMeg23TxkLMhDsAhhu/Yvh5l8WyyIjI3O4tcISSWkQQohC6Pjx49SoUSP9E4UQGaJ19UPrXsH8mHuFdINdkT9IwCuEEIVQZnt4hRBpM0RdMaYxJD8Wecbq7A0Fwfz586lTpw46nY7JkydbPc9gMPDee+9RrFgxihcvzpw5c3KvkTlEUhqEEKKQiY6O5uLFi5kKeF2LubF6w88Wy9w9PHOqaUIUSCkHqGmT5fDqL+6GdNIatJ6V0RYrk+p44oVg3N3ds92+8PBwIiIiLJZ5eXnh7e1tsczX15fJkyezevXqNOtfsGABISEhnD59mqioKAIDA6lRowbNmzfPdttziwS8QghRyPz99994eHhQokSJDF9ja2tDxcpVnmCrhCiYLM3GoHX1Q+PiZzaQLa2gV6MrAroiqQu0NtjY2GSpXe3bt+fcuXMAREREWA14K1asyKlTpyyWdezYEYCtW7emea8VK1YwcuRIvL298fb2ZtCgQXz77bcFKuCVlAYhhChkQkNDCQgIIDY21rTFx8fndbOEKHBUbJTFYBeMOb0ppyzLzXl4z507R9g//xJ2/hoRkfesnnfnzp1s3yssLMxsTED16tU5efJktuvNTRLwCiFEIRMaGsrevXspUqSIaevevXteN0uIAkfj4IrWu4bV2RiSB71a7xq5Pg+vxt4V+2rdsfEOeKL3iYmJwcXFxbTv4uJCTEzME71nTpOUBiGEKGQWLlzIwoUL87oZQhQKNr610bqVtRrMal390FTqmDeLTmhAo7XB1qc6Nh4VUhUnnNmaIznCzs7OREdHm/ajo6NxdnbOdr25SQJeIYQQQog0pBfM5t0Kaxq0OjvQ2VksTdDaZjlHOLmqVavy999/m9IaTpw4QUDAk+1VzmmS0iCEEEIIUQBpNBq0Whurm0ajSfP6xMREYmNj0ev1Zv9PqXfv3nz66adERERw9uxZFi1aRJ8+fZ7Uw3oipIdXCCGEEKJA0qC1tdy7m1SelunTpzNlyhTT/owZM1i6dCnlypWjdevWpjzdt99+mzNnzlChQgXs7OwYM2ZMgZqhASTgFUIIIYQomDSg0abxZX3a8S6TJ0+2uuBE8kFpWq2WuXPnMnfu3My3MZ+QgFcIIYQQokDSoNGmlaObTsT7FJGAVwghhBCiANJo0k5pSC+H92kiAa8QQgghRAGlyYFZGJ4GEvAKIYQQQhRE6fTwIj28JhLwCiGEEEIUSMZpydIqF0YS8AohhBBCFECSw5txEvAKIYQQQhRQac/SIJJIwCuEEEIIURBp0pmWTHp4TSTgFUIIgS0GStrcz+tmmJnXZkJeNyGVt2zs87oJqRyu+FdeN8Gi8r/kv57H0y1TL5ubl1peUdmsQYNWl/WV1p4mEvAKIYQQQhRAGk3aKQ3SwfuYBLxCCCGEEAVSOtOSSQ+viQS8QgghhBAFkQa02jSCWol3TSTgFUIIIYQogDRo0Npo0ywXRhLwCiGEEEIURNLDm2ES8AohhBBCFFCatAJeYSIBrxBCCCFEAaQBbNJMaRBJJOAVQgghhCiINOn08ErEayIBrxBCCCFEgaTBxtZ6D69EvI9JwCuEEEIIURBpQCPxboZIwCuEEEIIUQBJDm/GpfW5QAghhBAiV6nYqGyVP1Ue5fBa2yTifUwCXiGEEELkC/rrx0g8tQFD1BWL5YaoKySe2oD++rFcbln+lWbAK0wk4BVCCCFEnlOxURjCj4MyoL+4O1XQa4i6gv7iblAGDOHHpacX40pqNjZaq5ustPaYBLxCCJFFt27d4n//+x9+fn64uLgQEBDAxx9/jF6vz+umCVHgaBxcsSnTzDgKK0XQmzzYRaPFpkwzNA6uedzifEBSGjJMBq0JIUQWhIeH06hRIwIDAzl06BAlSpQgNDSUCRMm8MEHH+R18zJNr9cT9s8pi2Wenh54e3nmcovE00jr6gdlmpmCW/3F3Sj3Chgiz5gFu1pXv7xuaqbcuv+QyIdxqY7H6Q1os/kBOa1Ba+IxCXiFECIL3nnnHerUqcOiRYtMx2rWrMmmTZvysFVZF3nnLrUbBVosGz9qBBPGjMzdBomnVsqg13D70QexAhrsAqw8dop5B45bLPPSRWa5Xk0605JppIfXRAJeIYTIpHPnzrFu3TrCwsLyuilCFEpaVz9jz+7tx986aN0rFMhg98mShScySvrBhRAik4KDg6lQoQKVKlWyWB4SEoK/vz+BgYG0a9eOBw8e5Mh9d+3axeTJkzN0blxcHM8//zzOzs6cPXs2R+4vRG4xRF0xpjEkPxZ5xursDU8zjUZjdROPSQ+vEEJkUnh4OKVKlUrznNdff53p06fz6aefsmbNGvr165c7jXtEp9OxceNGRo8enaHz3d2KsXPTOotlnp4eOdk0IdKUcoCaNlkOr/7ibiiAaQ29a1eiTeUyqY4P+mkPRdzds1yvRkOaPbwS8z4mAa8QQmRS6dKluXIlYz1N1atX58iRI4SGhjJ48GAcHR1p1qwZ48ePZ8iQIZw6dQpHR0dWrVrFsWPH2LVrF9OnT2fXrl3s37+fcePG8dprr3Hv3j28vb0pX748er2evn37cuXKFVxdXVm5ciUuLi5m99VqtRQvXjzDj8nGxoaqVSz3WAuRWyzNxqB19UPj4mc2kK2gBb2eTkXwdCqS6ri9jRYbG5ts1W0j8+1miKQ0CCFEJrVr146oqChmzJjBgwcPMBgMHDlyhPfffz/Vufv376dChQrs2rWL999/nz179jBu3Di2bNmCn58fu3fv5s033+Trr7+2eK8NGzZQs2ZNduzYQcWKFQFYv3495cuXZ+/evXTo0MFs4JwQBZWKjbIY7IIxpzfllGUyD++jHl6txuomPbyPScArhBCZ5ObmRnBwMPv376d06dJ4enoydOhQqlevbjpnxYoVBAYGEh4ezquvvkq/fv04cOAAvXr1YseOHfzzzz/88MMPBAYGMnv2bG7fvm2Wc6eUAowD5OrWrQtg+vfs2bPUq1cPgOeee05ydEWhoHFwRetdw+psDMmDXq13DZmHF+PCE3a2WqubLDzxmKQ0CCFEFgQEBLBt2zar5Uk5vEkcHR35v//7P+Lj42nUqBHjxo2jT58+jBgxAoCEhATCwsK4du0aAKGhoQCULVuWY8eO0bZtW44dMy6nWr58eQ4fPkzbtm05dOgQ5cqVA+Dq1auULFnyiTxeIXKDjW9ttG5lrQazWlc/NJU6SrCbRJNOSoPEuybSwyuEELlg9erVNGnShIYNG9K7d286dOjAuXPnaNasGS+++CLbtm2jRo0ahIeH8/LLL3PmjHGEeqdOnTh69CgvvfQS58+fB6Bjx46cOXOGpk2bsn79egYNGkRiYmKqgXEdO3Zkx44d9O3bl7Vr1+b2QxYiS9ILZiXYfUwD2NtqrW4S7z4mPbxCCJHDAgMDCQwMNDs2YMAABgwYYHYsKCgo1bVbtmxJdWz9+vWpjq1evdps//Dhw/To0cPs2IYNGzLYYiFEQaRJp4c3Izm8ERER9OvXj5CQEEqVKkVQUBDNmzdPdV6/fv347rvv0Ol0APj7+3Py5Mkstz235bse3sGDB+Pr64uLiwvVq1dn8+bNprJZs2bh5eWFu7s7o0aNMuW4ARw5coQaNWrg6OhI06ZNuXTpUl40Xwgh8kT9+vV544038roZQohcZMzhtbG6ZSSHd+jQofj4+BAREcEnn3xCt27diIy0vPrbhAkTiImJISYmpkAFu5APe3iHDx/OF198gb29PUeOHKFFixacP3+eQ4cO8dVXX/H777/j5OTESy+9RKVKlRgwYABxcXG8+uqrTJo0id69ezNt2jR69+7Nvn37rN5Hr9dbfbG8vLzw9vZ+Ug9RiKdCeHg4ERERqY7HxcVha5vv3nqEEKLgedTD+zAqkofRd1IV6xPj0et1Vi+PiYlhw4YNnD9/HkdHR9q3b0/16tXZuHEj/fv3f5Itz3X57q9O5cqVTf/XaDTEx8dz9epVVqxYwZtvvmkanDFixAiWLl3KgAEDCAkJwd7enoEDBwIwbtw45syZw4ULF3jmmWcs3icyMpJq1apZLJs0aVKGVzMSQlgWFBTElClTLJZ5eXnlcmuEEKLw0WAMeP/ZuYajaxdaPCfSYP399syZMzg7O5stpFO9enWrHYJz5sxhzpw5VKpUiY8++oimTZtmq/25Kd+lNAAMGTKEIkWKUK9ePZo1a0b16tUJCwujRo0apnOSvyApyxwdHSlXrlyB624XQgghhMgojUaDnY0WmyxOuBsTE5Nq0RoXFxdiYmJSnTts2DDOnj3L9evXGTp0KO3bty9Q6aP5MuANCgoiJiaGXbt20bJlSzQaTaoXJfkLkpkXTAghhBCisLDRatBmMeB1dnYmOjra7Fh0dDTOzs6pzq1duzZubm7Y2dnRq1cvGjRowI4dO7J037yQ71IaktjY2NC8eXPmzp1LhQoVUr0oyV+QzLxgSdzd3dmzZ4/FMvm6VYjsGzJkCF27dk11vEOHDpLDK4QQOUCrMU5LVq9dDwKavJyqfN20d3B3dbR6fYUKFYiJiTGbw/vEiRP06dMn/XtrtWaTB+R3+f6vTmJiImfPnqVq1ar8/ffftG/fHjC+IAEBAQBUrVrVbHqfhw8fcu7cOVO5JTY2NmmWCyGyx9vb2+LgT3t7+zxojRBCFE42Wg0u7p64uHumKrO1s8PGxsbqtc7OznTo0IFJkybxxRdfEBwczPHjx+nQoUOqc9etW8fLL7+Mvb0969atY9++fXz55Zc5+liepHyV0hAVFcXq1auJiYkhMTGRtWvXsmfPHpo0aULv3r1ZuHAh58+f5+bNm3z++eemTyCBgYE8fPiQb775hri4OGbMmEHdunWtDlgTQgghhCjoNJp0lhbOQKpDUFAQ165dw8PDg+HDh/PDDz/g7u7OqlWrzDoG58yZQ4kSJfDw8ODzzz9nw4YNlC1b9kk+vByVr3p4NRoNixYtYsiQISilKF++PKtXr6ZWrVrUqlWLt99+m/r166PX6xk0aJBpzkl7e3vWr1/PgAEDGDp0KPXq1WPlypV5/GiEEEIIIZ6cpFka0ipPj5eXF1u3bk11vFevXvTq1cu0v3///iy0MP/IVwGvi4uL1bxagA8//JAPP/zQYlm9evU4fvz4k2qaEEIIIUS+k1bAKx7LVwGvEEKIvBGvtJyKLZLXzTAzNPzbvG5CKjaJA/O6CamU/yV/BjxnX85/A5rqn66T100wcyt+B5Wycb1GA3a21rNTszh5Q6EkAa8QQgghRAGkQZNOSoNEvEkk4BVCCCGEKIA0GrCzkR7ejJCAVwghhBCigMrqohNPGwl4hRBCCCEKIA2gs8neLA350fnz5zl69Cj37t0zO540O1dWSMArhBBCCFEQacAmrR7eAhjxLliwgHfeeQd3d3ecnJxMxzUajQS8QgghhBBPGw2aNFMaCuKgtY8++og1a9bw6quv5mi9EvAKIYQQQhRQaaU0FERRUVE5HuxCPltaWAghhBBCZIwG46A1a1tBDIXbtm3L3r17c7xe6eEVQgghhCiANBrQpTUPbwGMeL28vOjYsSOdO3emRIkSZmVTp07Ncr0S8AohhBBCFFCFbWnh0NBQatWqxblz5zh37pzpuCab0bsEvEIIIYQQBZCGdHp4c68pOWbPnj1PpF7J4RVCCCGEKIjSyN/VajQFM6fhkfDwcP744w/Cw8NzpD4JeIUQQoinlIqNyla5yFtJC09Y2wpiuBsdHU2nTp3w8fGhfv36+Pr60qlTJ6KisvezmKWANy4ujiVLltC2bVu8vb3R6XR4e3vTpk0bFi1aRGxsbLYaJYQQQognS3/9GImnNmCIumKx3BB1hcRTG9BfP5bLLRMZpcG48IS1rSAGvKNGjeLOnTv8+eefREdHc/ToUaKiohg9enS26s10wLt8+XL8/f35+uuvefbZZ5k/fz7btm1j/vz51K9fnyVLllCmTBm+/fbbbDVMCCHEY7du3eJ///sffn5+uLi4EBAQwMcff4xer8/rpokCSMVGYQg/DsqA/uLuVEGvIeoK+ou7QRkwhB+Xnt78SpP2tGQFMeLdunUrP/zwA7Vq1cLZ2ZlatWqxevVqfv7552zVm+mAd926dezYsYNDhw4xZcoUOnfuTIsWLejcuTOTJ0/m999/Z8eOHaxbty5bDRNCCGEUHh5OgwYNiI2N5dChQ0RHR7N69Wr279+PViuZaSLzNA6u2JRpBhptqqA3ebCLRotNmWZoHFzzuMXCksKY0vDw4UOKFStmdqxYsWI8fPgwW/VmepaGTZs2pXtOjRo12LhxY5YaJIQQwtw777xDnTp1WLRokelYzZo1M/R+nFGJ+kTOnvrHYpmbhycenl45di+RP2hd/aBMM1Nwq7+4G+VeAUPkGbNgV+vql9dNLfAMsfcwxMdYKEjI9rc0NgV4YJol9erVY8KECcyaNQutVovBYGDy5Mk8++yz2ao3W9OS7dmzh23btnH//n0qV65Mz5498fDwYMiQIQQFBWWrYUIIIeDcuXOsW7eOsLCwJ3qf6Lt3ePXFBhbL3ho+miEjP3yi9xd5I2XQa7h9ylggwW6OenB+P/f/3W6xLDIy69/SaDSaNJcWzu7ctXnh888/p0WLFqYU2suXL2Nra8vOnTuzVW+Wn+V+/frRokULfvrpJw4fPsy4ceOoUqUKv/76KytXrsxWo4QQQhgFBwdToUIFKlWqZLE8JCQEf39/mjdvTmBgoOn9NyQkhPHjx+dmU0UBpXX1Q+tewfyYewUJdguINHN4C6DKlSvz77//MnfuXLp27crcuXP5559/qFKlSrbqzVIP74IFCwgJCeHQoUOmLuYHDx7w2Wef0b59e+Li4rLVKCGEEEbh4eGUKlUqzXNef/11pk+fTmxsLJ07d7YaHAthiSHqijGNIfmxyDNoXPwk6M3nkmZpSKu8IHJ2dqZHjx45WmeWAt6vv/6ahQsXmuVTODo6MmHCBBwdHfnggw9yrIFCCPE0K126NFeuWJ42KiUHBwdGjhzJpk2baN68eabu41LMjSU/brFY5ubhmam6RMGRcoCaNlkOr/7ibpC0hhzhWLYxDqVqpTp+9+Bi3N3ds1V3Ae3INTNjxgzGjRsHwMSJE62eN3Xq1CzfI0sB75kzZ3jxxRctlg0fPpx69epluUFCCCEea9euHaNGjWLGjBm8//77ODg4cPToUVavXs2cOXNSnV+iRAlu3LiR6fvY2thSvlL2vjIUBYul2Ri0rn5oXPzMBrJJ0Jt9WoeiaB2KWijQYWNjk726C0HA+9tvv5n+v2/fPovnZDcfOUsBr1arJTY2Fjs7u1RlCQkJXLp0KVuNEkIIYeTm5kZwcDAjR45kzpw5GAwGypcvz1tvvWXx/KtXr+Lr65vLrRQFjYqNshjsguXZGzSVOsrUZPmQRpNOSkMBCYa3bt1q+v+ePXueyD2yNGitXr16rF692mLZ8OHD6devX3baJIQQIpmAgAC2bdvGrVu3iIyM5PDhw7zxxhupzouNjWXOnDm0b98+D1opChKNgyta7xpWZ2PQuvqZ5unVeteQYDcf02isbwXRkCFDLB5/5513slVvlgLe0aNHM3LkSObOncu1a9d4+PAhv//+Ox06dGDnzp3Y29tnq1FCCCEybsWKFTRv3pyXX36Z7t27m8ZXrFq1ihYtWtCiRQu2bLGcnyueXja+tbGt1NFquoLW1Q/bSh2x8a2dyy0TGWUctGZ9K4gxr7WZvqx1tGZUllIaXnrpJb744gvee+89RowYAYBSiiZNmrB7924qV66crUYJIYTImMDAQItpZIGBgVy4cCEPWiQKkvR6bqVnN/8rqNOPpXT+/HnAGE9euHABpZSp7NSpUzg4OGSr/iwvPNG/f3+6dOnC/v37iY6OpnLlytSsWROAsWPHZqtRQgghhBAibUk9vGmVFxTly5c3DUwrX7686bhSChsbG2bOnJmt+rO10lrRokVp3bp1quMffigr8gghhBBCPGkFcTU1S5J6datVq8bJkydNx7VaLV5eXtnu4c10Dm+tWrXYvHmzWVdzckopNm3aRO3akvMjhBBCCPHEaIzTklnbClIXr7+/P2XKlCEmJgZ/f3/T5ufnl+1gF7LQw/vVV1/x7rvv8vbbb9O8eXOqVauGq6srUVFRnDx5kuDgYLy9vfnyyy+z3Tgh8q21a6FjR9DpLJcnJMCGDdC1a6aqTUhI4LfffiMyMhJ3d3caNWqEzto9hBBCPNUKU0pDcrdu3eLQoUOEh4ebdbBamp0mozId8DZq1IijR4+yZ88efvrpJ3766SfTH+e6deuyfPlymjVrluUGCZEnMhPArl0L3boZ/79qVeprEhKgVy9Yu5bE1avZ7+tLZGQklY4fp+KoUegcHS1Un8DHM2Zwcd48Ft+9azru6+vL22+/zZgxYywGvhIgCyHE00yTTkpDwQt59+zZQ6dOndBoNNy7d4+iRYsSExODn59f7ga8SV588UWrq60JUaBkIoBlzRoS2rblTtOmeK9dS3h4OG5btz4OYpOdGxYQQKv33+e/mzfpAqwFNs2ezd+jRzNq3DhTYJqQkEDn9u3p/csvjANadetGfIcOnDt3jsWLFzNx4kQOHTrE+vXrza6ZNWsWQUFBZqtqpRcgCyGEKFzS6uEtiD788EOGDx/OxIkTcXNz486dO4wZMwY/v+yt9peleXiFyNfWrjUGntYkJBjPSdKx4+Oe2169zK9NFsAaOndmxsmTlC5XjpJ797IG8N67l20eHsyYPJmEBw9M5+7z8aHmyZNo7e2ZOnUqry5fTlhAAO1jY6kwZQpdOnQg4dF9Pp4xg96//EI3wNC5M11WrqRnz55MqFyZs//8Q58+ffj555+ZPXv2oyYl0LFjR6ZOnEjHxESmTp3KqlWrmDp1KjqdjokTJ9KpUydT/eYPPYGQkBB++uknQkJCLJ4jhBCiYNCQdg5vQYyFT506ZZr8ICmdYcKECXz66afZqlcCXlG4JPXWpgxckyQFsN26PQ56dToSli0jvGlTWLuW8JdeMgavKYLdjvfvM37KFOzs7Jg4dSr65csJq1qV9rGx1J4yhdAyZUw9u81u3KBnnz6cPXuWCRMm0KNPH6oeO4ahc2e6Ab22beOTmTNJePCA6rNnm4Jd7XffGXuYHz0OXb9+LJ4/n9KlSxMUFGTq2d2xdSu/+fsz/9YtJlSubAyQJ0zg7NmzqQJk48NOYNq0aZQuXZoXX3yRzp078+KLL+Lv78+0adMk8BVCiIJIAzZajdUtIxFvREQEbdu2xcnJiUqVKhEcHGzxvIcPH9K7d2+KFi1K6dKl+e6773L4wRjpdDpToOvq6sqtW7ews7MjIiIiW/Vma1oyIfKd5L21YJ6ikDw1oWtX6NjRFEAu+eorit28SRDQcO9erhQtiquTEy737oGXF9cPHmTGtWssdnbGKz4ezaefwoMHkJgIQBuAR7+MZU+e5IqNDcWPHUPTqhV4eICnJ3h4oG3QAMOlS3T74w9+mzmTqJ9/pn1sLGEBAVRNCnZTPA4dMLh/f8ZPmcLevXv5+quvWO/oSP1Ll0yPI4lOp2Px4sWEhIQQFBTE6NGjH1XXka1bt1K6dGmmTp1KuXLl0kyZEEIIUTBogIjwcG7dupWqLC42Dju7tN/Xhw4dio+PDxEREezatYtu3bpx5swZ3N3dzc6bNGkSt27d4urVq4SFhdG6dWvq1KlDpUqVcvLhUKNGDfbt20fz5s1p2LAh77zzDs7Oztle1EwCXpH/ZWZAmU5nDHKTroPH+0nBbmAgvPgi+g8+4K/Vq+kZEcE4zL/u8DMY4N49405EBCWBkgAxMcYtDQ6Aj14Pf/9tsTzpPo3i4+HIEWIBN40GJkyA2rWNW/nyZo+jd/36TAZ+37ePz27e5BWwmnOs0+kYOHAgEydO5LfffmPfvn1s3bqVPn36sHjxYrOgdsyYMQwcOJBvv/2W2bNnM378+GRPqwyIE0KI/MyY0qBh8aJFzJw5w+I5Xl5eVq+PiYlhw4YNnD9/HkdHR9q3b0/16tXZuHEj/fv3Nzt3xYoVrF27FhcXF55//nk6dOjA6tWrmTJlSk4+JObNm2f6/8cff8ygQYO4dOkS8+fPz1a9EvCK/C2TA8qSB72GuDi0a9dyf+9e7B4+RJcUwIaEQEgINkC9dG5/BwgvXpzzN29SpmpVqtSpA46Oxs3ODn7+GU6ehFq1uH7jBr43bvAvoHvhBcq5ucHt23DrlvHfyEgwGFLdwwHwPXECTpx4fNDZGWrVgho14Nln8T98mLVApbVrqQJceu45/FM+H8k+GJQtWxaA8PBwgoKCKF26NIvnz0eXYqo0az3CMiDu6WNno6FCMbu8boaZhLb/y+smpFKs0dC8bkIq9/ZmL7fxSYm3LZLXTUjlkj4ur5tgpnb9BdmuQ4tCg+W1EdJz5swZnJ2dKVWqlOlY9erVzRZ+ALhz5w43btygRo0aZucdPHgwa41OQ0BAgOn/fn5+/PLLLzlSb6YD3p9++omGDRvi4+OTIw0QIk2ZSVFo2xZ++w39tm1cX74c3//+A8ApPNxi1bHABZ2OSu3bo61SxdirunIl7NoFnTphMBhw27iRkMhIugHLx42jSs+e5vc+edIUjO9ZvRrbfv3oBoRFRkJwsHlAajAY0x7694dt2zgAVH/mGYpeuEC0RkNRQJM032BMDOzfb9ySngqAf/7hX+C36tUZYJvs1zfFB4OkNcmvXbvGjRs3mD5pErp+/cw/GDySvEd47969zJkzR9IfhBCiQFCgDMZ/syAmJgYXFxezYy4uLty+fTvVeWBcYTf5eTHpfOOZUUl/s9KT1JmTFZkOePfu3cvo0aOpXr06b775Jq1atcryzYVIV0ZSFGrXhthY8PWF6GhsgFIWqrpsY8M8vR7nevV46X//o2mfPkyeMIEJEyY8DmB37TIFjVogrHZtOp08ySrgzOnTxopSBtqPgvBzly8zFbCzs6PjyZMYevR4PAgNQK+H//0Ptm1ji6MjQ1xcOHfiBGH161P15EmOlC5N7RUrsP3nH/jzTzh2DHX8OJo48x6JykDlxYtR27ahad/e+KGgTRvTBwODwcCyw4fx9fWlRIkS2AK9f/kFDh1KlfObJOlNZMmSJZlOf5DUByGEyCMKNIZE3hz4Bp07tk9V3KV7T3R21r+5cXZ2Jjo62uxYdHQ0zs7Oqc4DuHfvnilAtnReVpUvXz7N+YSVUmg0GvR6fZbvkelZGpo0acK+ffv49NNPuXz5co7nboinRGamDksKepN6eps2hYoVH5cfOwabN0OyX9rLxYphqFjRuNO+PXTqRGm9nu7+/sw8coSvtm7FAJQrV85qAItOx18ffMAaoBtQ85NPjLM3bNiQ6tyEhAQWL16Ml68vx0eNYg2gXbeOxB9/fPx4Ht3jkL8/nR48YPDQoegcHalw+DD7fH2pd/kyv7RuzYzr11nVpAlTX3mFSl5eJH2Zo8qVg2LFTI9Rc/UqzJ8PrVpBiRKg0WCoXx/tunV8dOUK77z5JsXd3VkF+CcFu5bSQnj86XrHjh3G9IcUwa7xZTCmPyTNGPHgwQOZ+UEIIfKaUnh7elK1cuVUm729PTY2NlYvrVChAjExMVy9etV07MSJE2ZpBQBubm74+Pjwd7KxKZbOy6oLFy5w/vx5q1tSeXZkuof3119/5cMPP6RatWq8+eabDBo0KFsNEE+hrOTlXr1qTDlwcABLOUPFi2No0YJ3t2zhiJMTBxs0QLtu3eN7APTqRf21a1nv6MiA7dsBOHfunMUANklSr+0zZcrwysWLfNm6NW/u2oVuzRpTvmxCQgIDBgzg8uXLTJs2jdGjR9Pl6FHWbtvG4TFjGHj2LIEREbywdi1bHB3pdOkSrdq2NeXL6hwdef7sWcLq1+eVkydZPmUK4zH+cq5zcOBlkk1ZBhg6dkS7dSs3AA9AB8Zgf80atIAeY4CufvoJdfAgWmCLoyOtli2zulrb4sWLcXd3JzIykvfee89qD23y9IdmzZpx6NAhSX0QQog8o9AYEtMsT4uzszMdOnRg0qRJfPHFFwQHB3P8+HE6dOiQ6tzevXszffp01qxZwz///MPGjRtzLIfX398/R+pJS6Z7eOfNm8fp06elh1dkXQYXeqBzZ2MaQKtWULYsfPSRMXXhkZvAKKC5pyfThgxhd79+LIyKYqmbm3mw+6i3NqmX+JUHD/jizh283dxYvHgxCR07GgPrFMFu8l7bgL/+4qM6dfjfr79Svnx5pv37L6vWrGHq1KmUL1+eFStW0PZREKvT6fhx40ZqPurlnDhxIk2++IKuwBAXFyZNm5YqENQ5OlL12DESV69m6J49/PTDD1xt2pT2sbHQtevj1AidDu2GDRg6d8YH2GVvT2/geyCpfzvps7zm+HG027cTXbQonzx4wMC33nrc6/qohz15sN6yZUsgWa938sU5kklKfzh06BB9ks01nN5cwEIIIZ4AZbC+ZUBQUBDXrl3Dw8OD4cOH88MPP+Du7s6qVavMenCnTp2Ku7s7vr6+dO7cmS+//DLHpyRL8t133/HSSy+ZBsnt27ePDRs2ZKtOjUqa3TcTfv75Z9q2bZutG+elpBcw5ShEkYsspRHA42MVKxpnNbAwr+AJnQ5d2bJUOnWKsIAA2kVHc/7KFerUqUPZP/9kLaTZe3ypcWP8Dx9mbsOGvH/ggMV81aRAcMWKFUybNo3x48eTkJDA7NmzCQoK4vr166ZzfX19GTJkiCnYNb9dFvNbM9ELfnLSJE7VqIGHszONEhKw3bgRVqww+3AAcBRY5e5O42bNePXHHzkZEED7R89d27Ztee+993jppZeYPmkS48LCLA5wA5g8eTJTpkyhePHiXLlyxWqvcfny5UlISODSpUtm58jvX/4TEBCAUoo/jx7N66aYScjaOJwnykNmaciw/DhLg12+m6WhARqtNkvvhwEBASh9In8d3Gv1nFoNmqKxsS1Q77dffPEFn376KW+++SazZ88mKiqKkydPMmjQIA4cOJDlerMU8Gq1WgYPHsyCBdmfTiMvyB/cfCJ50Nu+vTFtwdIfXFdXbtvY4BEZyWF/f2qHhRkDqGSroA0sUoSlK1cCsLZbN7qsXGl13t4Zkyfz15QpvLlzJ3PnzuXnn3+mdOnSDBw4kLJly3Lu3DmWLFnC5cuXadu2bare2FwbpJWZ+YeTH0t6Tps2hQsX4PJls8tuAreAAGCTgwMnxozhg7FjASjr58f8e/d45cEDi8F2QkICpUqVIjw8nEmTJjF58mSrzZ82bRoTJ05kz549BAYGmq6vUKECer2eK1euZPYZEU+IBLwZJwFvxknAm74cCXj3W14ZDaBW4+YFLuCtVKkS69evp2rVqri5uXHnzh30ej3Fixe3uLhGRmVpaWGdTse6desYNWqUxfKkr0bFUyizg9EWL4bq1WHTptTBbpMmsHQphhdfxCMyki2OjsZg19HRLEVBu24dix8+5JlSpdBqtYz4/XestSAhIYGvly7lN19fmjZtyvr1600DrCZOnEjv3r2ZNGmSaSleSzmoOp2OwMBAXn31VQIDA59cjmrSnMLW6HTWg92uXWHnTjh7Ftq1M5Y7OABQHGOwqzQa2sfGMnb/fnQYc4G3e3ryyoMHHPb3J2HZslTB7oABAwh/NM1bxaRBgVYkpT5ERkaaLW186dIl/ns0ZZwQQojsUGiUweqW1enK8lJERARVq1YFMJu5IQv9s2ayFPDa29vzyy+/sHDhQmbMSL2yx++//56tRokCKulr+JR5uUmSArJu3eC772DBAqhc2WxFMoNOx+l27Tj07bck7NoFTk5oN2xgDRD6wQfGYDdJiqD344YNMRgMXL58mYEDB6aaJSB5vuqQIUPQ6XTodDrGjx/PpUuX2LNnD+vWrWPPnj1cunSJ8ePHF5wBV2nMNEFSPnNsLNSvD3XrAsnm/N21C3x84IUXqHryJPt8fWl06RLlq1Rh2rRprFq1yixX+fnnnwceDfhLQ9KIWhcXFzp27MjEiROxs7PDy8uLkiVLPrnnQgghnhYKMOitbwUv3qVixYqEhISYHdu7dy9VqlTJVr1ZXmmtbt26bNq0iTZt2lCsWDGGDs1/X/OIXJbRRSLq1YOxY+HiRdOlcXZ2hBkM1E5I4K/Nm+m1eTNeo0fz9ttv0/y99+g1dy7LLfUoJgt64+LjYc0a6taty7fffktISIjVNIWkGRIeV6Mzfe1eIKUx00SquYx/+AH8/GDePOO+wWDMlz50CNzdafD990z69VeCgoI4PnEiU4FEjLnK06ZNY/jw4ZQrV47FixczZsQIdD//nCrPN2nAn6+vL/v37zeb27dWrVq59KQIIURhp9IZnFbwIt6JEyfSqVMnhgwZQnx8PNOnT+eLL75gxYoV2ao3Sz28SZo2bcratWsZMWJEthsiCoGU8+Um9fQmJEDPnsZjRYvCkSNmwe4pV1dc4+Pp4utLWEAA3YDQgACK2NoyceJERvz+O4mk0aP46Kv9pB7FWbNmZTpNocDr2tXiTBMmSa/NmjXGHvYGDeD7740pD8k/SERGYtu0KeP/+YfLH37IWuBCgwaE7Nxp6vV2dHRkyJAhXLt8mWNVqxrrSzajQ/Ke9DfffJOFCxdandtXCCFE1mkwLjxhdcvrBmZBmzZt+Omnnzhx4gSlS5dm9+7dfP3119lOl81yD2/yhi1fvpy+fftStGhROnbsmO08C1GApexNTEyEmzchaWTlvXvGfx0cIDaWsKpVqRkWRs+kmRIAevWi6tq1nOncmYFNm7J05UqcnZ2NPYpjxqQ5l6zvo9zcFi1aMHr06KdrBbAUvaypWMr5HT0aTp+GV16BU6fgzBlj2erV2K5bB5UrU+rgQUp9/bVxENwjY0aMIHD+fOpfusQWR0dCT56kTHx8qp70Ro0aMXnyZKZOnVq4n3shhMgThauHNyEhgWHDhvH555/z4osv5mjdWQp4Uwa03bt3Jzo6mp49e7Jx48Y0l4cTT4GkoPfOHVi/3rzMwwNat4aVKzF07kyr/fspkbL371HArF27lq9Xryb411+JjIw05eZam0IsaeGHpLICn6bwJFmbFq5jR9i61fj/uDj491+wtzeepxSsXg2Arl8/Xrh+nbCAAIbcvs2VZPNxJ6U+jB49ms2bNwOP5vYV4imnYqPQOLhmuVyIVB4tLZxWeUGi0+n4/vvvCQoKyvG6sxTwLl26NNWxQYMGER0dTadOnYiPj892w0Q+lNFpsjp2hJkzIfjxVCnK1paLPXvy90sv4VKqFI3btOE3Ly/+W7cude9fstQI265dGXj2LBMnTuT555/PdG6usMDaADcwvn5JZe7uxtzeuEfT+Pz4I1y/Dt7exg8yXbtSddUqzoHVnnR3d3cg/QFuQhR2+uvHMIQfx6ZMM7SufqnKDVFX0F/cjda7Bja+tfOghaJgUsZxGGmVFzCtWrVi+/bttGrVKkfrzVLA26VLF4vHR4wYQVRUFNOnT89Wo0Q+lJnlgP394dIlwPirdsfdHffISI58+y29vv3WNACq6aOvyC32/iX7+j1peqv333+f06dPExQUxMSJE02nJu9RlK/NMyAzA9zefdd4ftJcvr/9Zvy3TRvTtTqw2pPeqFEjfHx80kxHEaKwU7FRGMKPgzKgv7gbUgS9ScEuyoAh/Dhat7LS0ysyrpClkXp6etKlSxfat2/PM888g1b7eLjZ1KlTs1xvtgatWTJ16lT+/PPPnK5W5LX0lgN+7bXHA5eSgl0XF0Y+/zzFH82h2w04+9xzTJ80yfS1BcDp06fTvHXSYDRvb+/CMYVYXsvMALd584xpDdOmgY3N43OCg2HbtnTnXdYBXzRpYnWquKfNxYsX0Wg0ODs74+TkREBAAHv3Wl8lSRQOGgdXbMo0A43WFPQaoowLryQPdtFosSnTTIJdkQkqzUFrBbGH98SJEzz77LNcu3aN3377jX379rFv3z7279+frXqzPWgNoFmzZmzcuJGiRYsCyLRDhVHKnj94vP/yy7B7t/n5Vasyu1MnPp8xgz59+tBq/nzo1w//tWsZV7o0o/75hzfefJOVK1cyd+5cxo0bl+5gtEaNGj1qiuTmZltmBrjZ2sLx46DXQ4kScO2aMc2hQwdjeadOxqnOrPT6d1m7lpl16jD2UTrKw4cPsbOzy/nHVACEhoYSEBDAiRMnUEoxbtw4Bg8ezKlTp/K6aSQmJhIWFmaxzNPTE29v71xuUeGidfWDMs1Mwa3+4m6UewUMkWfMgl1L6Q6i4AuPiLC4SlhcXBy67LwfKtIetFbA4l29Xs/s2bOpVatWjv+dyJGANyQk5KnvuXkqpAx6Y2MhLAxS5me+9BIJGzYwr1w58+mokl2r69qVb775hs2bNxMVFcUbb7zBN998k6HBaCIXpcz3XbkSVqyAt94yzsABxnze1q2NPb6W5l3u2pWRy5ah//xzgoKCiIiIyLvHk8dCQ0OpXduYn6nRaGjUqBELFy7M41YZ3blzh7rPPmuxbNzYsYwfPz6XW1T4pAx6DbcffdCRYLfQW7hoCTNmzbZY5uXllY2aFejTir8KVsRrY2PDiy++SExMTI7XnSMBr3iKJAWut27BoxH4AMrOjvP9+nHLyYnYNm1IOHCAGzdumA9ISz5Pb9eu6ID33nuPKVOmsHLlSn799VcZjJafWBvcNmCAcdnnhg2NPwdgTHGoVQv++MPYI5ziuqQV7UaPHk2FChXQ6/V5+tDySmhoKI0bNwbg6tWrzJ49m67p9baLQkXr6mfs2b39uFdf615Bgl2RNQpUWoPWCla8C0CFChW4fv06JUqUyNF6JeAVmbd6NSTLO3xQpAitHR359euvjQfmzKFYsWIA+Pv7m1+bYi7YChUqANCjRw9CQkJkMFp+ktbgtgoV4MoV41LFSUtDh4VByZLw7LOwc6fF63Q6HU5OTrn7OPKR0NBQduzYwYQJE7h//z5vvfUW8+bNM5WHhIQwefJkDAYDRYsWJT4+noSEBI4dO2bqGU655CbA9u3bmTFjBlqtllq1avHpp59iaytv7/mRIeqKMY0h+bHIM2hc/CToFVmgIDGtmbEKXsT77rvv0r17dyZNmkSZMmXMBq0lDWLPCnlHFI+lN+3YgwfQuTP88gtg/DW67OyMf0wMH2g0tJw0iWcqVuTcuXN8+eWXAMyYMYMePXpYDViTBqQNHjyY5cuXP10LReR3SYPbrP1MODjA0aMwdy4sW2YMeO/cMQa79epZHxT3lIqJieH8+fNERkbi4uLCp59+ynfffWfKU7t16xYTJ05ky5YtuLi4cPHiRZRSPPPMMzRu3NhioJt03fTp09m2bRvOzs58/PHHLFiwgHfeeSdT7XNzc2P7o9/tlDw9PTNVl7As5QA1bbIcXkuzN4jC481BA+jcqUOq411e65XNHF6FSusbswI4g8PAgQMBaNmypWldB6UUGo0mW98OSsArjNKbduzqVeNX1klfYdvZsbp7d/qtWMFv/v68cukSr4SFwbhxoNMxYsQIPD09OX36NDNnzmTSpEmpbplyQJoMRsuHMjK47YMPjDm9tWs/zuc+csQ4F/PEiSAL0QBw/PhxSpQoYfr2Y9iwYUyfPp3jx49To0YNtm7dyuuvv46LiwsAZcqUyVC9P//8M3369MHZ2dlUb5s2bTId8Nra2lK1atVMXSMyztJsDFpXPzQufmYD2SToLZy8vbzwtpCra29vj0abzQmz0pyHt+C5cOHCE6k3R6Ylk5XVCoG0ph37/XcoX/5xsOvqSsKxY4zcuZMSpUtTOyws1bWOjo6MGjUKgNmzZ/PgwQOz2yUfkDZkyBDpyS3IEhKMeb3nzhnzepO+Sp88GV544fFy0k+5pBkaktjb2xMYGMiWLVsAuHbtWpZy1lLmutnb28viP/mMio2yGOyCMac35ZRlKjYqj1ssCgqlFCox3vpWAHt4/f39rW7ZkSMBb0F8QkUKyQeUJQ96Fy+GRo2MMzIA+PnBpUv8Fh7OjRs3GDhwIDpHR/NrN2wAYNy4cVSsWJGHDx9StmxZpk2bxqpVq5g6dSrly5dnxYoVMiCtoEs5sC0kxDhwLSlP97ffoEwZ4zcET7nQ0FCqVatmdqxVq1amgLdEiRJczcLz5Ovry7Vr10z7cXFxpjSJzZs389FHHzFs2LBstFxkl8bBFa13DauzMSQPerXeNWQeXpE5BoP1rYDatGkTbdq0oVq1arRp04aNGzdmu84cCXj79u2Lg4NDTlQl8lLKoLdyZRg0yPhLo9Gg792bvUuW8FNwML/++iuQbJW05IsVPPoaXKfTMXbsWADi4+OZOHEivXv3ZtKkSSQkJDBt2jTWr18vvbsFlbVZHGrWhNOnjUsTg3F54ooV4dixx9c+hR+SFyxYwGeffWZ2bOjQoRw4cACANm3asHLlSqKjowG4fPmy1a/2kgfGrVu35ttvv+X+/fsAzJs3jw6P5khu164dH374IbFJH1hFnrHxrY1tpY5W0xW0rn7YVuooywqLzEmnh7cgvtd+++239OrVi4oVK/LWW29RsWJF+vTpw/Lly7NVb47k8C5dujQnqhH5gU5nHIB08CA8GlCm7OxY2aMHo7Zv58bKlWanL1myhK5duxqD1hQzMIDxjzbAmjVrsLW1lQFphUlasziUKGFccS8gwLgs8YMHxhkd1q83vgFLj28qnp6eTJ06lfbt22MwGHBxceHrpJlPkklMTKRfv37s3LkTMK5A+OGHH9KqVStsbGyoWbOmWWA9a9YsBgwYkGuPQ1iXXs+t9OyKzFPp9OQWvID3008/ZcOGDTRv3tx0rH379gwbNoy+fftmuV4ZtPa0SW8mhnv3IDAQ/vvPdOioiwtvLF9OidKlmTp1KuXKleP06dNMmzaN3bt306FDBzZu3JgqgE0+KK1p06YS4BY26c3i4OwMZ85Anz7GldgSE6FdO7C3N67UJlIJDAy0OBtD8iU1//zzT3r06GFW3qZNG9q0aZPqupkzZ3L69GkcHByoV6+ejLcQorBRCpWQRs5+AezhvXz5Ms2aNTM7FhgYaOpAyyoJeJ8m6c3EcOcOVKoESSthublx2suLZ0+f5jd/f2qHhRnzdZOZMmUK27ZtSzUTg6yS9pRIbxYHOzv4/ntjUNyrl7EnIi4OHi1DLjKvfv361K9fP0PnJqUUCSEKMUPhWsjHz8+PvXv3ms3atG/fPkqVKpWteiXgfZokn4kBzIPeiAhjzm5kpHHf05OEEydoXrMm8x0deeXSJejXz+yacePGceTIEbZu3cq0adNQSlGhQgVZJU2k1rkzLFxoHNQmhBAiZxTCldZGjBhBhw4dGDhwIOXKlePcuXN88803qcZAZFaODFrLSfPnz6dOnTrodDomT55sOh4SEoJWq8XZ2dm07du3z1R+7tw5GjVqhKOjI3Xq1CE0NDQPWp/PWZuJ4do148pZj4JdVbw4+5Yt46OFC/nv5k3+HD7c4pRlOp2ODRs20KxZM/R6PVOmTJFBaSK1pMFtISHQpo2xd1emKhNCiBzwaKU1a1sBjHj79evHN998w8mTJ/nqq684efIkixYt4o033shWvfmuh9fX15fJkyezevXqVGVly5bl7NmzFq/r0aMHrVu3Jjg4mKVLl9KpUydOnz5tdXlNvV7PyZMnLZZ5eXnh7e2d9QeRnyUFvWAMYO/dg/37ISYGgOiiRamlFBdeecV0yZwvv8Rm2DA+7NwZbdIgpWQzMbzxxhvs3r2bKVOmUK1aNRmUJgAIDw8n4to1So0Zg+v27US1asV/M2YQ17kz2VhXSAghRBKl0unhLXgB74oVK6hevTq/JFv58dixY6xatYpevXplud5818PbsWNH2rdvb1qNKCNOnTpFWFgYY8eOxcHBgbfffhuDwWDWA5xSZGQk1apVs7gFBQXlwCPJx5KC3jZtjMsEPwp2/3Zzw/vePfQODkydOpVx48YBxnmWx0+ZQqcHD0hcvTpV3mbS8sBNmjTh1VdfJTAwUIJdwYIvvuBk7dq4bt/OGsBz+3aq1a7NufPnuWVvn9fNE0KIQqDw9fBOmTIFHx8fs2O+vr4WV2zNjHwX8KblypUreHt7U6FCBaZOnWpaUzksLIyKFStin+yPaPXq1a324D411q41XzEtufv34dH8nwB33Nyoe+cO3fv04ezZs0yYMIFJkybh4+ODq6srvXv3ZtO2bcxKWjr2kZTLAwuRpPK//9INWAP0AhKTF8psAUIIkX0KlF5vdSuA8S7h4eGpAl4fHx9u3ryZrXoLTMBbuXJlQkNDuXHjBhs3bmTNmjXMnTsXgJiYGNP680lcXFyIedRz+VRKmpEh5TLBYJwTtUoVuHsXAOXhgdudO/zk6Mji+fNNvbM6nY4hQ4aYpgLx8/MjKCiIhEf1yfLAIi1hAQF0xUKwK4QQIocoSEywvhXAiNfX15fTp0+bHTt9+nS2U03zXQ6vNT4+PqaIv2rVqowfP54vvviCESNG4OzsbFqdKEl0dDTOzs5W63N3d2fPnj0Wy7y8vHKu4XnF2owM8fFQtSrcuAGA8vZm/nvv4Tl2LN0ePMDQpw98951pJoYxY8Zw6NAhVq5ciaurK1FRUUyePBl7e3uZiUGkaciQIUR07crkFMc7dOhgNbdeCCFEximlUGlMS6aUoqB9n9a1a1f69OnD/PnzqVixIqdPn2bo0KF069YtW/UW2L86Wq0W9SgZu2rVqpw5c4a4uDhTWsOJEycYPny41ettbGwICAjIlbbmiZSD08C4glqdOsYVsICH9vbUUorTY8eafhC6rVtHWO3aVDh8GJ2jIzqdjvXr1zN79mzTlCAzZ84EjJ/Cpk2bxujRo6V3V6Ti7e1t8RO5veTvCiFEjklz0FoBNH78eC5evEjdunVNi+X06NGDiRMnZqvefBfwJiYmkpiYiF6vJzExkdjYWHQ6Hfv27aNcuXL4+flx5swZpk+fTs+ePQGoVKkSVapUYdasWYwZM4bly5ej0Wh44YUX8vjR5LGUQe/hw4+DXa2W8nFx2BYpQv/+/Vm6dCmLAwNxPHyYV06e5KMXXmDk77+j0+nQ6XSMHz+exMREpkyZwpQpU2jSpInMxCBEIWJQcD8xf3396dvknbxuQiq3f/sqr5uQiv7nL/K6CRYt8H41r5uQStet0/K6CWYSI66jK14y6xUohSE+jaSxAjhLg4ODAytXrmTevHlcuHCBMmXK4Onpme16810O7/Tp0ylSpAiLFy9mxowZFClShBUrVnD06FGef/55nJycaNmyJR07dmTkyJGm61avXs2OHTsoVqwY8+fP56effpKvTeFx0Pv886ZgN1GrpZbBQItHA9QWLlyIj48Pp86fp9m1a3zZpAlj//yT2bNnm6pJSEhg6dKl+Pr68uGHH8pMDEIIIUQ+oAwGq1tB5uHhwbPPPpsjwS7kwx7eyZMnmy04kdyIESOsXle+fHl+++23J9SqAu70afjjD9PuIVtbEosXZ/HixaagdciQIUycOJG3332X+du28UmVKgQFBZlyc2WZYCGEECJ/Uen08KoC2MP7pOS7Hl6RRdamILt7Fxo2hETjL0RUlSo0io9ns4sLycPWMWPG0LZtW7799luqVKlC+fLluX79OoMHD6Z8+fKsWLFCBqcJIYQQ+YkCg15vdSuAkzQ8MRLwFgbWpiCLj4datSDZDBY7AwJYA1Q9eRJDjx5mywSvX7+eadOmkZCQwO7duwFYtmyZLBMshBBC5EdKYUhItLoVxBzeJ0UC3sIg+RRkSUFvQgI0aGDK2wXYbG9Pjx9/pBfGxQC0j2ZkSHjwAMA0OO3SpUv0798fgDlz5nDp0iXGjx8vwa4QQgiRzyi9weqWE44cOUKNGjVwdHSkadOmXEoWV6RUpkwZHB0dcXZ2xtnZmbfeeitH2pAT8l0Or8gCS1OQ1awJf/5pOmUjMNzbm3FvvMG8efMYYjDgmJCQakaGJMHBwfj6+jJ06FAJdIUQQoh8SCnjoLWImAfcjnmYqjwuIRF7vfV5etMTFxfHq6++yqRJk+jduzfTpk2jd+/e7Nu3z+o1O3bsoHHjxlm+55MiAW9hkTLo3bLFVBQMbOzdm3+/+QadToeNjQ0TJ07kx549uXDlCmP37UM/ezbjx483Wz1NBqgJIYQQ+ZhS6OMTWbo/lM/3HLV4ipdN1uc+DwkJwd7enoEDBwIwbtw45syZw4ULF3jmmWeyXG9ekIC3oFq71pjKkDwgTQp6Dx6E//4DIMzWlsG+vqZgFx6vnrZ89Wr2lC6Nq6srn332GQkJCSxbtkxWTxNCCCEKCKU3oAxPJlc3LCyMGjVqmPYdHR0pV64cJ0+etBrwdunSBaUUDRs2ZO7cufj7+z+RtmWW5PAWRNYGqQGsX28KdgHuJSbSrFkzs1NSDlCLiori7t27TJ06VQaoCSGEEAWEejRo7UnNuRsTE4OLi4vZMRcXF2JiYiyev3r1ai5evMiZM2coXbo0HTp0wJBP5gOWgLcgsjRIDeD6dVSfPqbTrgPPAS8tX0650qVNAS6YD1AbO3YsAFOmTJEBakIIIUQBovQGXq9ViZ0DOqTa/IsVxd3d3eq1jRs3RqPRWNzGjx+Ps7Mz0clmegKIjo7G2dnZYn0NGzbEwcEBFxcXPv/8c86ePcu5c+dy9PFmlaQ0FESWBqktW4aqVw9NXBwAx3Q6Fr72Gs1WrKAb4BgdTaeJEzl06JBZ761Op8PBwQGAJk2aSKArhBBCFBRKoU9IxM1Oh5td6r/fdjZabGxsrF6+f//+NKvfvn07QUFBpv2HDx9y7tw5AgIC0m1aUuCcXxa/kB7egiop6E3q6fXzQ3P1KgCRDg5Uu3OHL5YsYUTx4mxxdOSVBw/4zd+f7T//nGrJ4MWLF+Pr60ujRo3y6tEIIYQQIrOUQun1VrfszsMbGBjIw4cP+eabb4iLi2PGjBnUrVvXYv7u5cuXOXjwIAkJCdy/f58PPviA0qVLU65cuWy1IadIwFuQJQW9tWtDZCQA8UDRsDB0Tk7odDoGDx1KpwcPOOzvT/1Llxjo6UlQUBAJCQlmMzIMGTJEeneFEIWGio3KVrkQBYFSpLnwRHY7V+3t7Vm/fj1z586lWLFi/Prrr6xcudJU/tZbb5nm2r137x6DBw/Gzc2NMmXKcObMGTZt2pRmD3NukpSGgsTSzAxgCnYB7hQtyoEjR3C7dIlGjRqZZmRo9PPPDPT05HSNGlzfvZvBgweze/dumZFBCFHo6K8fwxB+HJsyzdC6+qUqN0RdQX9xN1rvGtj41s6DFgqRU1Q6C0xkP52gXr16HD9+3GLZggULTP8PCAjg77//zvb9nhTp4S0oLM3MkJAAbdqYVlN7CBS/d4/i3bvz0osv4u/vz6xZs1izZg2Tpk1jo04nSwYLIQo1FRuFIfw4KAP6i7sxRF0xK08KdlEGDOHHpadXFGwKDHqD1S0H4t1CQwLegiLlzAwPHhj/3bULAD1QBAi3t6chEBoQQBFbWyZOnEi3bt0YPXq0LBksRD518eJFNBoNzs7OODk5ERAQwN69e/O6WQWSxsEVmzLNQKNNFfQmD3bRaLEp0wyNg2set1iIrFOotFMaJOI1kZSGgiLlzAzJFpcAsAE2OTjwgacn/zz3HFXXreNM584MbNqUpStXMnv2bEaPHi1LBguRD4WGhhIQEMCJEydQSjFu3DgGDx7MqVOncq0NifpE/v0nzGKZh6cnXl7eudaW7NK6+kGZZqbgVn9xN8q9AobIM2bBrqV0ByGehFv3HxL5MC7V8Ti9AW02lv5FgdKnEdRKvGsiAW9BkhT0XrkCv/+O0mrRPJrQ+b969dhctSqnly9nYGAgizt3RrtuHV+vXk3wr7/y1Vdf8e+//8qSwULkQ6GhodSubcwl1Wg0NGrUiIULF+ZqG+7euUPj5+pZLPtgzFhGjx2Xq+3JrpRBr+H2ow8PEuyKPLDy2CnmHbCcB+uli7R4PEMU6BPSCJgl4DWRlIb8bu1a89XUdDr49VeUr68p2D0HPHPkCIuXL8fe3p6lK1dS4fBhfuzWjR8MBsqVK8eNGzdYtWqVDFATIh8KDQ2lTp06AFy9epXZs2fTtWvXPG5Vwad19UPrXsH8mHsFCXZFoaEAg15Z3STefUwC3vzMyhLCCVevYrh+3bRfDtgzdChTp07F29v4tePV8HC6rllD79692bNnDwA9evSQAWpC5EOhoaFMnDgRZ2dnSpUqRUBAAP/3f/9nKg8JCSEwMJAmTZrQtm1bXnrpJQIDA3F1dSUwMJDAwMBUdcbFxfH888/j7OzM2bNnc/HR5B+GqCvGNIbkxyLPpBrIJkSBpRSGeL3VLdvzkhUiktKQnyUfqAamHN6oZ5/FM8WpjW/coPGcOYwZM4aBAwfy7bff8sYbb9C2bVu2bNnC0qVLGTx4sAS7QuQzMTExnD9/nsjISFxcXPj000/57rvvsLOzA+DWrVtMnDiRLVu24OLiwsWLF1FK8cwzz9C4cWNCQkIs1qvT6di4cWOGv9Ep5ubGxp+3WSzz8Ez5jpP/pRygpk2Ww6u/uBskrUHkot61K9GmcplUxwf9tIciaSz9my5l7OFNq1wYScCbn6UcqGYwYHjwAM/bt02nbLa3R6vV0nbdOujVC92qVSxevJiQkBC2bdvGF198wfvvvy8rqQmRTx0/fpwSJUpQrFgxAIYNG8b06dM5fvw4NWrUYOvWrbz++uu4uLgAUKZMmQzVq9VqKV68eIbbYWtjS+UqVTPb/HzJ0mwMWlc/NC5+ZgPZJOgVucXTqQieTkVSHbdPZ+nf9ChIcx5eiXcfk5SG/C4p6O3cGdatQ7vtcQ9MeLVqbHrtNTo+fMhhf3/TlGU6YODAgVy/fp2OHTvKSmpC5GNJMzQksbe3JzAwkC1btgBw7do1SpQokVfNK3BUbJTFYBeMOb0ppyyTeXhFgaYU+gSD1U1SGh6TgDe/Sj5YTaczBrzJ3ATePXGCxcuXY2NvT6NLl9ji6Ahr17JvxAhCQ0MB2LlzpwxUEyIfCw0NpVq1ambHWrVqZQp4S5QowdWrV/OiaQWSxsEVrXcNq7MxJA96td41ZB5eUbDJwhMZJgFvfmRhsFpChw5EPsrpA7DX6fgeWNutG97e3iQCryUm0hVo8sUXrFu3DoA33nhDBqoJkY8tWLCAzz77zOzY0KFDOXDgAABt2rRh5cqVREdHA3D58mUuXLhgsS4JjI1sfGtjW6mj1XQFrasftpU6yrLCosBTCgzxBqubdPA+JgFvfmRhVbVzdeviHh8PQBxQLCEBVbIkXZYu5dy5c/Tp04f78fG4vPEGP/zwA97e3vj4+LBgwQIJdoUowDw9PZk6dSrt27enSZMmDBkyBHt7+1TnJSYm0q9fP7NjHTt2ZMeOHfTt25e1SYNfnxLp9dxKz64oHFTaPbzSxWsig9byoxSD1dSBA1RO1nNjD1wB/K5exdCnD7rvvjMNVNu6dStxcXGEh4fLAhNCFBKBgYEWZ2PYv3+/6f9//vknPXr0MCvfsGHDE26ZECIvKYUxVzeNcmEkPbz5lU4Hy5ZBqVJorl4lMVnRGqDio3+169ZxslYt1q5eLQtMCPEUq1+/Pm+88UZeN0MIkcuU3mB1E49JwJvfJB+s9vPP8N9/RNnYmLrir/v4UGLoUEZPmsQQFxfWAAFhYazv108WmBBCCCGeJkqh9NY36eJ9TALe/CTlYLWuXVnXpQsJ+sfrZLsnJND4q6+YHBDA9Vu32NqzJ10B29deo3///gCywIQQQgjxNFCgT9Bb3SSF9zEJePOTFIPVHty6hcv69aZV1e4B9rdvc1Wr5aPjxwFYtGwZh0uXJiQkhODgYFlgQgghhHhKKIwrrVnbJN59TALe/CRpsNqjoPdeyZK8lKx3tyhwQ6ejpMFAuenT6dKhAwD9+/fnxo0bssCEEEII8TRRCkO83uomKQ2PScCbnyRNG7RsGVEuLhSPj0efrHi/jw8jEhLY4uhIN6DXtm20bdmSL7/8EoC6devKQDUhhBDiaaHS7uGVLt7HJODNL5Ll7yb+9BOu0dFEajQkrbAdXbEizz//PKuAn3U61gDdANeQEOLi4gCYNWuW9O4KIYQQTwkF6BMNVjeJdx+TgDe/SJa/e3vRInoBccm+irh3+jS2GzYQFhDAZ5cuUXznTuY2bMiPgKOjI76+vjRt2jSvWi+EEEKI3KZAr5TVTSLexyTgzQ+SUhlWrcLQuTPFf/2V2YDvo+L7QEngmo0NdU+epFuvXjRs2hS3wYMBCA8Pl9xdIYQQ4imjAL2yvkm8+5gEvHkt+VRkwOwqVbgClEp2itOjf0vo9WwsVoztP//Myy+/zLBhwwB4/vnnJXdXCCGEeMooFPEG65vM0/CYLC2c15KlMhgSE6m2dSt+QCzgkOy0DVotaLV0vHuXVUCv3btRNjY4OzsTHBwsvbtCiGw5dfE6vk3eyetmmLn+65d53YRUdJq8bkFqZxq/mddNsGiYw8O8bkIqVwPy2c/UxsPZrkIvMzFkiAS8eS1pKjJAu3Yt7YCNQLtkp0QXLcpoV1fO//cfv7i70y0ykrXAj3o9o0ePxtHRMQ8aLoQQQoi8pBTEG6wHvBILPyYpDfnBhg2wbBm/+/kB0FSrNb0wtwCXe/fYBTRq2JCXIyPpbWfHj8g0ZEIIIcTTTHJ4M04C3rz2KIc38fXXaXfjBv8BxQwGABKAug4O/KfR4Pfff8w8cACA1QkJgExDJoQQQjzNFKSTwyuSSMCb1zp2xNC5M7Y//cSfCQlmg9UeFi1KkEZDKaW4aWdHQ+A3f39slMLDw0OmIRNCCCGecmn18IrHJIc3r23YwMyKFWkONEhR5HLvHm2BMx4e1Lh9mz+qVqV+WBgdAV3LltK7K4QQQjzFjCkNaeTw5l5T8j0JePPSo3SGKhoN19I4rcLt2/QoUoS6//5LO+BHYOcbb+RSI4UQQgiRH8mgtYyTlIa8lJjI0dKl6awUnYHNOh23kxVf1zye/6b1w4foDQa2OTnh4+Mj6QxCCCGEkJSGDJKAN6+sXQs9e6L/7z/ToYSEBIolO8X30UezP2xt6Qp0BO7fv8/QoUMlnUEIIYR4yikUCcr6JsPWHpOAN6907MjNJk2obzBwENik1fIqYJPitBs6HRPr16crxlQGWVVNCCGEEPA4h9faJuHuY5LDm1d0On6Ij8cX6ApceTQVWXJXAL+EBPodOEAvwMHBQVZVE0IIIQQgObyZIT28eSTxu+949/ff0fAosAX0ycpvaLUkLTjYDVgFvP7aa7KqmhBCCCFMnnQO71tvvUX58uXRaDSEhISkeW5ERARt27bFycmJSpUqERwcnDONyAHSw5tHToWFEYaxdxfgAZAUyj4EfAwGOmNMY1AYg94OzZvnejuFECItKjYKjYNrlsuFEFmXtPBEWuXZVatWLV577TUGDBiQ7rlDhw7Fx8eHiIgIdu3aRbdu3Thz5gzu7u450JLskYA3L6xdS8D06YRhDGi78DjYBYgDijz6f0mgGXD5+ecZ0bt37rZTCCHSoL9+DEP4cWzKNEPr6peq3BB1Bf3F3Wi9a2DjWzsPWihE4ZaUw/tA6Yk1+57YKBGFXp/6eGa89dZbAOmmU8bExLBhwwbOnz+Po6Mj7du3p3r16mzcuJH+/ftnqw05QQLevNCxI2GurnSNiuKKheJij/69jXExiuXA1U6dcqt1QgiRLhUbhSH8OCgD+ou7IUXQmxTsogwYwo+jdSsrPb1C5LAoEvhOXeMhemJJPRYIwD4yMlfacubMGZydnSlV6vGasdWrV+fkyZO5cv/0SA5vHoj74QeqRkVxC2PuLkBMsjl3k3gABzGmMzx3/XruNVAIUWBcvHgRjUaDs7MzTk5OBAQEsHfv3id+X42DKzZlmoFGawp6DVHGj/DJg100WmzKNJNgV4gcVq5cOSpXrYpv1QoU9fKwep6bm1uutCcmJgYXFxezYy4uLsTExOTK/dMjAW8eeGfXLg4CnsmOaZMNpXyY7PhV4DUgvkOH3GmcEKJACQ0NJSAggJiYGGJiYujQoQODBw/OfEXKgHp4x/KW8NDiJVpXv1RBr/7KgVTBrqV0ByGeJrciIjj97z+ptri4uCynHGzatImTJ09y8uRJhgwZYvW8Hj16WC1r3LgxGo3G4jZ+/PhMtcfZ2Zno6GizY9HR0Tg7O2eqnidFUhpyWUJCAglr19Ig2bHkA9b0GPN3k451AbY4OtKoUaPcbagQokAIDQ2ldm1jfqxGo6FRo0YsXLgw8xUlxpN4aoPFIm3xWlZzcLWuflCm2eP0hdunjAUS7AphsnLpIv7vk1kWy7y8vLJd/5AhQ+jatavFsrTq379/f7bvnaRChQrExMRw9epVSpYsCcCJEyfo06dPjt0jOyTgzWW//fYbsQ8emPaTB7tgXHgi+bF5gM1rr8ncu0IIi0JDQ2ncuDEAV69eZfbs2Vb/8D0pWlc/lHuFx8EuoHWvIMGuELnE29sbb2/vJ1J3fHw8BoMBpRTx8fHExsZib2+PJkUqprOzMx06dGDSpEl88cUXBAcHc/z4cTrkk2+oJaUhl12/fp11wO+P9i3Nqpv8WCmNhi8+//zJN0wIUSCFhoYyceJE02CRgIAA/u///s9U3qpVK27evPlE22CIuoIh8oz5scgzppxeIUTB1bJlS4oUKcLp06dp1aoVRYoU4dKlSwDMnDmT1q1bm84NCgri2rVreHh4MHz4cH744Yd8MSUZSA9vrlu+fDmzgOfTOS8OsAc6KwU7dkAu99gIIfK/mJgYzp8/T2RkJC4uLnz66ad899132NnZmc65efMmxYsXT78yWztsy79spczB6mUpB6hp3SsYg18rszcI8TTq3X8Qbdqnnm1p8OuvUcTezsIV+Udai02MHTvWbN/Ly4utW7c+4RZljQS8uSghIQH34GBG8DhtIZHUL4IBY7B7Czj11ls0kmBXCGHB8ePHKVGiBMWKFQNg2LBhTJ8+nePHj1OjRg3u3btH0aJFM1aZRoumSOZGc1uajUHr6ofGxc90XIJeIcDTywtPC7m09vb22NjIl+25QZ7lXLR3714MiYmAebCbfOY8A49fFE+gWEZ6ZoQQT6WkGRqS2NvbExgYyJYtWwD4559/qFKlyhO5t4qNsjobg6XZG1Rs1BNphxBCZIQEvLnowIEDZvu2GIPe5C9C8v+f0WioOGpULrRMCFEQhYaGUq1aNbNjrVq1MgW8YWFhTyzg1Ti4ovWuYXU2huRBr9a7hszDK4TIU5LSkIsszbWX1gtQQSn4+WfJ3xVCWLRgwYJUx4YOHcrQoUMBY8DbvHnzJ3Z/G9/aaa6gpnX1Q1OpowS7Qog8JwFvLnJycsrU+bfd3fHo2PHJNEYIUej9888//Prrr3zyySfY2dnx888/p5pKKLvSC2Yl2BVC5AcS8OailCuQpMcjMhJ+/BHSWCVFCCGs2bx5c143QQgh8gXJ4c1FV69ezfxFtvKZRAghhBAiOyTgzUUlS5ZkHXAq3TOT2b8fbt2CunWfUKuEEEIIIQo3CXhzkYuLi/HfTFxz5ssvUV5e8OefIMsLCyGEEEJk2lP7fbler2fy5Mmm/SFDhjyxdaiTREdH0xnwzcQ15Q0GTENMEhOheHF4wsuEWhMeHk5QUJBpPzees4JOnjPxtFAJDzHc+te0r/WsjEZXJA9bZBQREc43ixaZ9t8YNAgvr7z9HQwPD+frr7827Q8ePDjP3xdu34rgh2WLTfvd+w3EwzP1Qgm5KTziFguXLDPtvzmgH95ennnXIOBWRAQrlz7+eerdf5DFBSVE/vPUBryJiYlMmTLFtN+1a9cn/oZz5Urm1pVXQMrx1A/Llyev/oRERETk+nNW0MlzJp4aibEYbv5l2tUWKwP5IOC9fesWn8yaadrv0KlTnge8t27dYsbMx2169dVX8/x94c7tWyz4fLZpv2W7jnke8N66dZvpH39m2u/coV2eB7yRt2/xf5/MMu23ad9JAt4ColClNERERNC2bVucnJyoVKkSwcHBed0kMwaDIf2TkrE0edBbKRavEEIIIYQQaStUPbxDhw7Fx8eHiIgIdu3aRbdu3Thz5gzu7u6pzk25CMTZs2dN//fy8noin7a12ux9vtgIrAZmXb+Or29mEiOEyH3h4eFERESkOh4XF4etzD4ihBAiFxWavzoxMTFs2LCB8+fP4+joSPv27alevTobN26kf//+qc7/77//zPY7Jlvgwd/fnzJlyuR4Gy9evMgDIDDZMUtpC5bcAk4++n/FihWpmwezNty/f99sv1+/fpleTONp8zQ/ZxcvXuTSpUsWy7zkK0AhhBC5qNAEvGfOnMHZ2ZlSpUqZjlWvXp2TJ09aPD8xMdFqXZcuXbL6hzon7M3m9TExMezdm91asu+PP/7I6yYUOPKcCSGEELmv0AS8MTExpmm/kri4uHD79u1U516+fDnNunQ6HbonNAVY3IMH2GfhuocYe4OTODo65lCLMs5gMBAbG2vad3BwyHaaRmH3ND9nCQkJJCQkWCyLiorK5daItFy+fBniHpDw7/qsV2IwTxNLvBAMWptstatR/d+zdT1AXFys2X7v17phb++Q5fq0ObAyc1xcnNl+127dsLfPyl8Go/j/b+++w6K42r+BfxcEKSugWECNJYoaDWKIJdGIa41YsJdEFGIsT+xG408DEbFiN4ma2I0YEjWxErBAxBZbjIAljyJYsQAi4ApSz/uH787D0nYXluL6/VzXXsrMmbP3nDPM3pw9M5MtNBfSVEeemKZ6fgrTEsQEAKYy3a5bySs9PUPt50EjPFG5smmJ6swq4aVLeftu3MjhJeq7u7djYGpasn0i7RhMwiuXy/M9ujclJQVyuTxfWUtLS+Tk5KgdpNbW1jA2fnVyrlSpkvR/fYuLi4NFQgLyR6XZLQAZAIyNjUtlyoUm2dnZSExMlH6uVq1aqbWToXiT2yw7O7vAb1IePXr0xkzreF2o+qNevdrFrqOiHuuVTU3VptBUNjWFsT6y1hIwMTFRi8nExAQyWfFjqlyp5PtTSabeThZmpjA2Lukf5yXb3qSyTL2dKleGrITHVEmHsowqq7eTeeWStZOpqSnPh2XEYBJeBwcHKJVKxMbGok6dOgCAq1evYtSoUfnKPn78uKzDIyKqsHhOJCJDJxNClPy7kApiyJAhsLa2xvfff4/Q0FB4eHgUepcGIiIiInozGMwILwCsX78eHh4esLW1Rd26dbFr1y4mu0RERERvOIMa4SUiIiIiyuvNuFyciIiIiN5YTHiJiIiIyKAx4SUiIiIig/bGJrzx8fHo3bs3LC0t0bRpU4SGhpZ3SOXuhx9+gLOzM0xMTDBv3jxpeVhYGIyMjCCXy6XXqVOnpPXR0dHo0KEDLCws4OzsjIiIiHKIvvyMGzcO9vb2sLKygqOjIw4dOiSt8/PzQ40aNVCtWjXMmjULuafMX7x4ES1btoSFhQU6depUqk/3IyIiepO9sQnvxIkTYWdnh/j4eCxfvhxDhw5Vu2n6m8je3h7z5s3DoEGD8q17++23oVQqpVfHjh2ldZ988gm6deuGxMREjB07FgMGDCjy0c2G5ssvv8SdO3eQkpKCrVu3wt3dHU+fPkVQUBDWrVuHc+fO4fr16wgODsbWrVsBvHpaz8CBAzFlyhQkJibio48+gru7eznvCRERFYTX97/+3siEV6lUYv/+/fD19YWFhQXc3Nzg6OiIAwcOlHdo5ap///5wc3ODjY2N1tvcuHED169fx9dffw0zMzN88cUXyMnJURsBNnTNmjWTntonk8mQkZGB2NhY+Pv7Y/z48WjUqBHs7OwwY8YM7NixA8CrUfPKlStjzJgxMDMzg5eXFy5duoTbt2+X564QEVEBoqOjAbx6XDy9nt7IhDcqKgpyuRx169aVljk6OuLatWvlGFXFdv/+fdSsWRMODg6YP38+srOzAQDXr19HkyZN1B7T/Ca25YQJE2Bubo42bdqgS5cucHR0xPXr19GyZUupTO52ybvOwsICjRo1euPajQxHdnY2kwEqV6V1/J0/fx5NmjTB+fPnYWRkxNHe19QbmfAqlUpYWVmpLbOysoJSqSyniCq2Zs2aISIiAo8fP8aBAwewe/durFmzBgDbUmX9+vVQKpUICQlBjx49IJPJ8rVN7nZhu5EhOHToEA4ePAgAMDY2hpGRER4+fIhLly4BgPSHcUXCpLxoeZO51ym5MzJ6ldLcuHFDr/W2a9cOU6ZMgZ+fH+7evQuZTKbX+qlsvJEJr1wuR0pKitqylJQUyOXycoqoYrOzs0OzZs1gZGSE5s2bw9vbG3v37gXAtszN2NgYXbt2RUhICIKCgvK1Te52YbvR665Lly746quv8NVXX6F9+/bS8n/++QejR49GTEwMjI2NK1yCqUqKfH19sXbtWmRmZpZzRBWLTCZDQkICjh07Jv38OiW9c+bMQevWrREcHKzXP7iGDBkCExMT7Nu3D2lpadLy16lt3nRvZMLr4OAApVKJ2NhYadnVq1fRokWLcozq9ZH7K53mzZsjKioK6enp0vo3vS2zsrJw69YtNG/eHFeuXJGW526XvOvS0tIQHR39RrcbvT46duyIGjVq4OrVq9izZw+USiX27dsHAOjTpw+mT5+O8ePH48GDB1KCqVIREoTTp09jw4YNOHXqFA4cOFDuSa+qTTSNrpZV2129ehV//PEHgoKCALxKeiviaH1BbG1tsW7dOvzxxx84duyY3v7g6tChA9q2bYvdu3cjJiYGAJCRkQGZTIYzZ84gLCxML+9DpeeNTHjlcjn69esHHx8fpKWlITAwEJGRkejXr195h1ausrKy8PLlS2RnZ6v9PywsDPfv3wfwav7zwoUL4ebmBgBo2rQp3nnnHfj5+SE9PR0bN26ETCZTu4uDIUtOTkZAQACUSiWysrKwZ88eHD9+HC4uLnB3d8eGDRsQExODJ0+eYNWqVRg1ahQAQKFQIC0tDVu3bkV6ejoWLVqE999/Hw0bNiznPSIq2p9//okzZ87gm2++QaVKleDg4AA7Ozu1i109PT3Rr18/bNq0CS9fvgQAbNu2TUoQyttHH32E27dvY8WKFfjjjz+wd+9eKc6ylpOTI7VJ3uRMNbq6YcMGXLt2rdTaTvW+qampSE1NhbOzM/r164dLly5Jt1k0NjYGADx48KBUYtCXmTNnYtSoURg+fDh27dqF4OBgAK/ujFPcuwep/tCYOXMm7OzsMGLECACAqakp9u7diy5dupT7H02kBfGGiouLE66ursLc3Fw4ODiIY8eOlXdI5c7Hx0cAUHtt27ZNrFixQtSuXVtYWFiIBg0aiG+++UZkZmZK20VFRYn27dsLMzMz0apVK3H58uXy24kylpycLBQKhbC2thZWVlbC2dlZ/P7779L6xYsXC1tbW2FjYyO++uorkZOTI627cOGCcHR0FGZmZqJjx47izp075bELRDrJyMgQ06ZNE0OHDhWZmZkiOjpa2NraCoVCIVavXi2USqUQQoi7d++KhQsXikuXLglfX18xYMAAkZ2dXc7RC+l3UBXLf//7X/HZZ5+JoKAg8eDBA3H48GG181tZ2bx5s5g8ebJYuXKl2LFjh7R827ZtYuXKlWLWrFkiNTVVL+915MgRERkZKYQQIisrSwghxM2bN8WQIUPEsGHDhJ+fn1i7dq0ICwsT8+fPF8HBwUIIIebPny++/fZbvcRQFk6ePCkmTJggduzYIb788ksRExNT7LpUx0tmZqZo06aNmDVrlggMDBQmJibC399fXyFTKZIJUQG+XyIiotfGiRMnsHnzZtSrVw8bN27EoEGD8P7778PX1xcuLi5wcHCAr68vfvrpJ6ncjh07pDm9eac5lBYhRJGjoqr18fHxmDBhAiIjI7FkyRIMHDiwTOJTWbduHYKCgvD111/D2NgYfn5++OijjzBz5kxERETAyckJW7ZsgbW1NTp37gxbW9tiv1efPn2QkZGBqlWrYuvWrbC0tMSNGzfwn//8B97e3nB0dERMTAyOHDkCIyMjdOzYEWfOnMH58+dRtWpVbNmyBZUqVdLj3peuffv2YcyYMVi0aBH+85//lKgu1fESEhKCGTNm4MqVK/D398eIESOkUeCK8A0GFez1OWqJiKhC6NSpE86dO4f58+dj6dKlmDRpEgDAzc0N69evx/Xr15GamgoPDw9kZ2fDw8OjzJPd3O+1YsUKODk5oXv37mplZDIZcnJyUKNGDcTGxmLatGllnuwCwNOnT/Hdd9+hUaNGAAB/f3+4u7ujXr16GDp0KIBXT2asX79+gQ8G0lafPn2QnZ2No0ePIjU1FRYWFsjKysKuXbtgbm6Orl27Ang1D9be3h4BAQGoVasWHB0dER0djY0bN6JSpUrIzs6WpjiUp9x/0OT940b1c0JCAhYuXCglu5r+CCqKarvWrVuje/fuWL58OXr06MFk9zXBEV4iItJa7oRh0KBBiI+Px8mTJ6X1GRkZEEKo3ZsbQJkmSbljXL16NU6cOAF/f39UqVKl0G3Cw8PRqlUrACjTxBwAfHx8YGFhgZkzZ0ptdOrUKVy6dAnTpk1Damoqdu/ejVGjRkkXDeuaXIWFhWHx4sU4cuSIlOir9jE6Ohp//vkn4uLiMGbMGNSqVQupqakYM2YMJk+ejA8//FCqp6Iku3njULVJUW2jz37NyMiAqakpk93XyBt50RoRERWPKlkCgJ9//hlCCEybNk1ab2pqmi/ZBVAuye53332Hb775Bu+8846U7Oa+MCz3rQFVya4QokyTXQAYOHAgzMzMEB4eLt0NITMzEzExMcjKyoKFhQU8PT1hZGSkdpGbLlT3j1XdcSH3PjZq1AhdunSBlZUVNm7ciOTkZFhYWKBWrVpqt+ACyq4fNVHFMXPmTEycOBErVqxAREQEZDIZIiIipKdW5h7T02e/mpqaAoDUplTxMeElIiKdqEYZzczMMHv2bISHh2P//v3lHZZaMrh582acOnUKUVFRuH//PhYsWADgVezZ2dlISUnB6NGjERkZqVZHaSUvRX2Z6uDgAFNTU5w+fRpLlizB9evXsWjRIrRr1y7ffNniJm0ymSxf8ppbo0aNMHjwYFSrVg1bt27FjBkz8PDhQ3Tq1KlY71dazpw5I90WbNmyZUhISMC0adNQv359bNmyBYmJibh79y78/PyQlpbGZJQkTHiJiEhnqkSibdu2UCgU5XorQtWorSoZXLduHQ4fPozp06fD3t4eP/zwA8LDw7Fo0SIAr0YHraysMHz4cCQlJZVJfKr2WrFihfRQB+BVIqwawe3atSuys7Oxd+9ejBgxQrr9lT7Y2tri8ePHSE5OluZTq5LwgIAArFu3Dvb29ujZsyeePHmCK1eu4Oeff65QDw9JTExEREQE/P39oVQq0aRJEzg7O8PBwQFDhw6FjY0NUlNT0atXL7i7u8Pc3Ly8Q6YKhHN4iYioRFRzI8ty7mt8fDwyMjJQp04dAK/uI16pUiXs2LEDO3fuxI4dO2BnZyfFlJaWBk9PTzRv3hw+Pj4AgCdPnqBWrVqlGqc284mLmndakous8nJ2dkbz5s2xc+dOAP/rN9XdIebPny9d6GVraytNf6gI0xhU7fDo0SOsWbMGVlZWcHBwQHx8PBwcHNC4cWOMHDkSy5YtQ4cOHco7XKqAOMJLREQlokpyyyrZPXXqFNq3b4/BgwfDxcUFQgjpq//U1FR4e3vDzs5Oba6qubk5fvrpJ5w5cwYXLlwAgDJNdouaTyyTyfI9alxFH8mualzL29sbd+/ehZeXF4BX/bV8+XIEBARg3Lhx0ntVr15dugCsIiS7ANTaMSEhAQkJCfj333+RmpqKqKgojB8/Hp999hmTXSoUE14iInptnDx5Ev3798fUqVOxaNEipKenY+7cudJ6c3NzBAYG4sWLFzA2NpYuAvvnn39gZmaG4OBgtG3bttTj1Md8Yn1RxdG1a1cMGzYMR48eRf369TFgwABs3rwZoaGheOutt/I9PrgizH/N/SX0f//7X5w/fx5btmzB5MmTUa1aNbx48QJDhgzBL7/8gjFjxuTbhkiFCS8REb0WEhMT0a1bN3z++eeYNGkSOnbsCCcnJ7ULuz766CPUrFkTf//9t5T03rlzBz4+Prh586Y0YllaSVFFnk9sbW2NsWPHIigoCD4+PpgyZQpOnTqFRo0aVZipC3mpku7g4GCYmZmhb9++OHfuHN5++23Y29vj5s2buHfvHqpXrw5Av1NAyLBwDi8REb025syZg0uXLmHDhg1o2LAhRo8ejeTkZIwYMUJ6aMS+fftw8+ZNPHr0CH369MGSJUswfPhwjB07tlRiel3mExemrO87rI3ciWtSUhJ+/PFHZGZmSn8gKJVKnD59GmPGjEH//v3LN1h6LVSsI5zo/5syZQp+++23QtefOXMGTk5Oxbp6uG/fvti+fXsJoiOi8vLJJ5/A3t4ex48fx6RJk/Drr7+iSpUqmDBhAjw8PPDHH39gwIABGD16NFq3bo179+5h/PjxUrKr7zGe12U+cVEqWrIL/G9kNywsDNbW1nB3d0f9+vWRnZ2Nhg0bolGjRvjkk0+kZJdjd6SRICpDu3fvFpaWlvleJiYmAoA4ePCgEEKIRo0aidjY2ELree+998S+ffvUlh09elR06dJFVKlSRVhYWAgnJyexfv16kZOTo1YuPDxc1KxZU6Smpup9/4io9K1du1Y4ODiIJk2aiOzsbCGEEPfu3ROenp6iVatWwt/fv8Dt8p4LSurEiROiWrVq4vvvvxehoaGibdu2wtvbW1q/fft28dVXXwmlUimEECIrK0sIIcSlS5fUfqb/UfWnEEI8fPhQeHl5iXXr1omMjAwRExMjJk2aJObPn6+2jb77lQxTxfuzjgzakCFDoFQq1V5hYWGwsrLCmDFj0Lt3b0RHR+Pdd99F7dq1C6zj+PHjePz4Mfr27Sst27ZtG/r374+BAwfi3r17ePr0KZYsWQI/Pz94enqqbe/k5IT69etLt+YhoteD+P+jeBMnTkSPHj1QqVIlaXTyrbfewvfff4+dO3fC3d29wO31ObfzdZhP/LrJPbUiNDQUL1++RPfu3WFkZITNmzejcuXKeP78eb47MXDOLmmDCS+VqxMnTqBLly7w8PDApk2bYGRkhNDQUIwfP77QbX7//Xd07dpV+rBISUnB1KlTMX/+fEycOBE2NjYwMzODq6srfvvtN/j7+yM0NFStjp49e2Lv3r2lum9EpF+qW2UBwNq1a2FlZQUPDw9pvVwuR4sWLQCg1B+WUK1aNcyYMQPh4eG4ffs2TExMkJWVhcjISOnc0qhRIzRq1Ajnzp2Dl5cXQkJC8Pnnn8PNzQ1NmjRR2y/639SKGTNmYPv27Th06BCCgoLQpk0baZBDoVCgS5cu5RwpvY6Y8FK5CQoKgqurK2bOnImVK1dKy2NjY/Hxxx8Xut3ff/+Nd999V/r59OnTeP78OYYNG5avbJs2bdCwYUMEBwerLW/ZsiUuXryoh70gorKUO+ldtWoV4uLi8P333+crVxbzUivafOLXVe4/Tq5evYrExET4+/vj5MmTaN68OZycnODr64vdu3dL39ix7UhXlTQXIdK/Xbt2YdSoUVi+fDmmTJmits7X17fIbRMTE2FtbS39rLphe9WqVQssX7VqVbx48UJtmbW1NZ49e1ac0ImonKlGRB0dHdGkSRPI5fJyiaNly5Zo27Yt/Pz8IJPJoFQqYWRkhPv372Pu3Lnw9vbGs2fP4O7unm+aheDtswCoT2M4duwY2rRpg7fffhvdu3dHr169MGLECMyePRuTJ09Go0aNALDtqHg4wktlbtOmTRg5ciQ2bNiQL9nVRrVq1ZCcnCz93KxZMwBAREREvrIvXrzAjRs3pDIqycnJhSbIRPR6kMvlmD9/Pj777LMyf++KNJ/4dZJ3qomqzSZMmICzZ8+icuXKqF27NhwcHFC9enUMHz4c9evXR/369aVt3tS2o5JhwktlauXKlZg8eTJ++eWXfBeTaev999/HtWvXpJ9btWqFjh07YsmSJfnKrlq1CpUrV8ann36qtvzKlSto3bp1sd6fiCoO1bc9Zf0Vd0WaT1yRPX36FI8ePQIAtVuzHT16FPfu3cOTJ09w9epVREdHY8qUKTh+/Dhu3LiBnj17wtzcHEOHDsXkyZMBcBoDlQwTXiozc+fOxdy5c3HgwAEMGjSo2PUMHDgQoaGhao/BDAgIwI0bNzBx4kS8fPkSOTk5WLlyJVasWIHffvsNNWrUUKvj8OHDGDBgQLFjIKKKpTxG/SrSfOKK6K+//sLw4cPh4eGBGzduSBcar1q1CkuXLsUPP/yAjRs3Ijo6Gj169MC8efOQlJQEW1tbPHz4EIMHD8bQoUMBcBoDlRyftEZl4vLly3B2doaxsTHMzMzyrf/ggw8QEhKidX3vvfcefHx80L9/fyxevBiLFy9GVlYW0tPTsX37djRo0AAKhQKVKlVC5cqV4e7ujh9//BEAEBkZiW7duuHOnTuwsLDQ2z4S0ZtLqVTCy8sLrVq1KpcpFhXNX3/9hV69emH16tVwdnaGk5MTAODPP//EiBEjcPHiRdja2mLnzp2wsrJCjx49IISAqakp+vTpg2nTpvEJaqRXTHjptXT69GlMnDgRly9f1nn0xM3NDQMGDOCHEhHpVXJystoFtW+qpKQkDBkyBMOGDcOYMWOk5Tk5Obh//z727t0LIyMjTJo0CX/99RcOHTqEZcuWITk5GStXroSdnR0mTJhQjntAhogJLxERkR696V+/JycnY+DAgdiwYQPefvttyGQytfa4desWjhw5guTkZFy6dAkKhUKapxsbG4s6deoAYDuSfr2ZE4uIiIhKyZuepN29exfXr1+HpaUljIyMpPZQja81btwYAwcOxIsXLxAfH6/2oCFVsguwHUm/mPASERGRXgghYG9vj7p16+L+/fsAIF1gLJPJcOfOHaxZswb29vaYMGEChg0bhsWLF+e7VzqRvjHhJSIiIr2QyWSoUaMGqlatiq+//hoAYGxsjLS0NABAamoq/v77bzx69Ah16tRB9+7dMXDgQFhaWpZn2PQGYMJLREREeqGatrBo0SKkpKTAy8sLAGBubg4A8PT0RJ06dWBvbw8AaNKkCVq2bFk+wdIbhRetERERkV4plUps2bIFv/76K8zMzODq6opff/0VzZs3x86dOwGoP1aYqLQx4SUiIiK9e/78Oa5fv461a9eiQYMGsLW1xbRp0wC8mterehAFUVlgwktERERlhskulQcmvERERERk0Dh5hoiIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUAwJ07dyCTySCXy2FpaYkWLVrgxIkT5R2WThQKBczMzCCXyyGXy+Hq6qq2Pj4+Hr1794alpSWaNm2K0NDQQuvSpWxx6Fr/mjVr0LhxY5ibm8PBwQHffvttsd+7PPo6PT0do0ePRr169WBlZYUPPvgAZ8+e1Xp9XuHh4ejQoQOsrKzw9ttvY/PmzXqNV5f++eGHH+Ds7AwTExPMmzdPY92ve1/qQ1Ftpkvfavqd1wddjgVd49HnsUBEGggiIcT+/ftFixYthBBC5OTkiDlz5ogmTZqUc1S66dSpk/D39y90/ZAhQ8To0aPFixcvxIEDB0S1atXE06dPS1w2Nw8PD7Ft2zaN5XSp39vbWzg5OYnLly+LrKwscenSJfHuu+8Kb29vje9TkPLoa6VSKXx9fcXdu3dFdna2+OWXX4Stra14/vy5Vuvzevfdd4Wvr6/Izs4Wly5dEnK5XFy/fl1jHKXRP/v27RMHDhwQw4YNEz4+PkXWawh9qQ9FtZkufavpd74w2h4HQuh2LOgSj76PBSIqGhNeEkII4evrK9zd3aWfAwMDRbVq1coxIt0V9WHz/PlzYWJiIu7fv69WfuvWrSUqm5c2H6S61B8fHy8sLCzEzZs31ZZfu3ZNmJubi7i4OI0x5VVR+tre3l78/fffxVovl8vV2qRNmzZi7969Gt9T3/2T2/jx44tMeA25L4uroDbTpW9LO+HV9VjQNp7SOBaIqGic0kAAgIiICDg7OwMAYmNjsXTpUgwZMqTc4unTpw9sbGwKfPn5+RW63fTp01GjRg10794dkZGR0vKoqCjI5XLUrVtXWubo6Ihr167lq0OXssWhS/1nz55Fw4YN4eDgoLa8efPmqFu3bpFf+xdGH31d3P5RiYqKQmJiIho3blys9ZMnT8bOnTuRlZWFCxcu4N69e/jggw902oeiYiuN/q+ofVkSJT0OCqJr3xb2O68PxTkWtImnNI4FIioaE14C8OqDc+7cudLJvUWLFvjuu++KVVd4eDi2bNlSongCAwORlJRU4Gv27NkFbrNs2TLcvn0b9+7dQ/fu3eHq6ornz58DAJRKJaysrNTKW1lZQalU5qtHl7KA+od+QEAAJkyYUOSHfkljUbGxsUFqamqB64qiqa8//vhjPHnypMg6itM/KmlpaXB3d8ecOXNgbW2t83oAcHV1xY4dO2BmZob27dtj6dKlsLe3L7BsafaPLsqjL8PCwqBQKODi4oLevXsjNjYWPXr0gEKhgLW1NRQKBRQKRb5609PT8cEHH0Aul+PWrVuFvn9JjoPC6NK3Rf3O56XrcQDofixoG09pHAtEpEF5DzFT+Xv+/LmQyWTi2bNnIjs7WyxdulS0atWq2PVlZ2frMbria9q0qTh69KgQQoh//vlHVK1aVW39pEmTxIwZM/Jtp0vZvLT5qlSX+s+ePStsbW1FZmam2vL09HRhY2Mjzp07pzGm3LTpaycnJ53q1EVGRobo3bu3+PTTT0VOTo7O64UQ4unTp6JKlSpiz549IisrS0RERAh7e3tx6dIlje+v7/7JTdOUhrLuy/j4eNGxY0eRnJwshBDi9u3bIiYmRlrfoUOHQuvOzs4Wjx8/Fh4eHiIqKkqnuHSRt81K0rdCqP/OF0XbKQ0lORcUFY++jwUi0owjvITIyEjUrl0bNjY2MDIywtSpUxEdHS19HRcREYF27dqhc+fOWLBgAYQQ+OKLL9ClSxf06dMHycnJCAsLQ79+/eDm5oZ9+/bB29u7wHJ56yqMq6urdKVz3tfixYu12i8jIyMIIQAADg4OUCqViI2NldZfvXoVLVq0yLedLmWLQ5f627ZtC1tbWwQEBKgt37lzJ2rWrIk2bdro9N6a+vr58+eoUqWKxnqK0z85OTkYOXIkZDIZfvrpJ8hkMp3Wq0RHR8PS0hKDBw+GsbExWrZsifbt2+vt7gSl1f9l3ZdBQUEYOXKkNJLYoEEDNGzYUKu6jYyMUKtWLY3l9PF7mltJ+zb377w+lPRYKCwefR8LRKSFck23qUJYv3696NGjh9qyvn37ikWLFgkhhFixYoX45ZdfhBCvRn4OHjworTt48KBYtmyZOH78uOjWrZsQQojjx48LLy+vAsvlrUtfnj17Jo4ePSpevnwp0tPTxapVq0StWrVEUlKSVGbw4MHi888/F6mpqeLQoUNFXm2tS9ni0KX+M2fOiFq1aonjx48LIYT4888/Rc2aNcWZM2d0fl9NfX3+/HkxduxYnevVxpgxY4SLi4tIS0sr1nqVpKQkYWVlJfbv3y9ycnLEtWvXRM2aNcWxY8f0Fqsu/ZOZmSnS0tLEmDFjhJeXl0hLSxNZWVkFli3LvlyyZIkIDAwsdPuiRnhVSmuEt7A206Vvtfmd1wdtjwVd49HnsUBEmjHhJTF+/Hjx5Zdfqi1bu3at+PDDD4UQQiQkJIjJkyeLTz/9VAQHB4ulS5eKli1bik6dOokOHTqI//u//xPHjx8Xc+bMEUL8L+EtqFzeuvQlLi5OvP/++0Iul4uqVauKzp075/saNC4uTri6ugpzc3Ph4OCg9iHas2dPKVHQVDavnj17CktLywJfuevUNpbcFi1aJCwtLYWxsbFo0KCBEEKIBg0aCGNj4yLrL4ymvt62bZtYtWqVTnVq486dOwKAMDMzU2ufkydParU+b/8cPnxYODk5CblcLurVqyf8/PwKfW9990/eWHx8fAQAtVdBX5eXdV/+9NNPYsOGDYVuX54Jb1FtpqlvVe2vze983u10PQ6E0P5Y0CUefR8LRKSZTAg9fv9DBiktLQ3m5ubIyMhAhw4d4OXlhejoaMyYMQMAkJmZiTNnziAkJAQLFy5EWFgYQkJC0Lp163zlsrKy1Oq6ePFiee4a5TFr1ix07doVH3/8cXmHQiWUkJCAgQMHIjAwEFZWVrh37x6ys7OlaQ0fffQRTp8+LZWPjY1FnTp11Orw9PSEt7d3oXfLICJ6XXAOL2kUEBAAFxcXtG/fHu7u7ujXrx+io6PRpUsXdO7cGcHBwQVuV1C5vHVRxfLvv//Cx8cH3bp1Q69evfQ6H5LKVvXq1TF//ny4ubnBxcUFEyZMQOXKlQssm5WVBU9PT7Vl/fv3x9GjR+Hh4YE9e/aUQcRERKWHI7xERG+4Cxcu4OrVqxg9enR5h0JEVCqY8BIRERGRQeOUBiIiIiIyaEx4iYiIiMigMeElIiIiIoPGhJeIiIiIDBoTXiIiIiIyaEx4iYiIiMigMeElAMCdO3cgk8kgl8thaWmJFi1a4MSJE+UdVrGdPXsWRkZGWLhwodrycePGwd7eHlZWVnB0dMShQ4ekdT/88AOcnZ1hYmKCefPmFVp3eno6Ro8ejXr16sHKygoffPABzp49q9f4i4ozL4VCATMzM8jlcsjlcri6uhZZ95o1a9C4cWOYm5vDwcEB3377bYliTUhIwOTJk/HWW2/BysoKLVq0wLJly5CdnV2ieovr2rVrcHFxgZWVFZo3b46wsLBCy+rSzsURHx+P3r17w9LSEk2bNkVoaGihZXXtx6I0aNAAFhYWUl12dnbFrqui9W9ZKuqcUFR/FfccUdh5qzT3I6+KehwSlRQTXgIAREREoEWLFlAqlVAqlejXrx/GjRtX3mEVS05ODqZPn442bdrkW/fll1/izp07SElJwdatW+Hu7o6nT58CAOzt7TFv3jwMGjSoyPqzsrLQoEEDnD59GklJSZg2bRr69u0LpVKpMTZPT09s375dY7mi4izI5s2bpb4r7Ml3APDNN99g+/bt+O2336BUKrFr1y5s3rwZ33zzjcaYChIXF4cPP/wQL1++xPnz55GSkoKAgACcPn0aRkZlf3rJzMxEv379MHjwYDx79gzfffcdBg8eXGjb6drOKtr248SJE2FnZ4f4+HgsX74cQ4cORWJiYqHlte1HbRw9elSq6/Hjx8Wqo6L1b1nTdE4orL+Kc44o6rxVGG2PQ23PbSoV7Tgk0gfDP2ORViIiIvDee+8BAGQyGTp06ICEhIRyjqp4Nm7ciHbt2uGdd97Jt65Zs2bS41VlMhkyMjIQGxsL4NWjVN3c3GBjY1Nk/ZaWlpg7dy7q1asHIyMjDB8+HKamprhx44be9qGoOIsrISEBq1atwp49e9CqVSsYGxvD2dkZu3btwsqVKxEfH69znZMmTYKzszM2bdqE2rVrAwCcnJxw8OBByGSyEsVbHDdu3MCzZ88wZcoUGBsbo1u3bnjvvfewb9++AsuXRjurKJVK7N+/H76+vrCwsICbmxscHR1x4MCBEtctk8nw4MED6WeFQoGdO3eWuN68Klr/ljVtzwl5FeccUdR5q6SKux/aKKtjkaikmPASgFcJr7OzMwAgNjYWS5cuxZAhQ8o1pj59+sDGxqbAl5+fX4HbPH36FGvWrIGvr2+h9U6YMAHm5uZo06YNunTpAkdHxxLFGRUVhcTERDRu3LhE9eSlS5zTp09HjRo10L17d0RGRhZY5uzZs2jYsCEcHBzUljdv3hx169bVeVpGdHQ0fv/9d8yfP1+n7bRVnP4HgLwPjxRC4Nq1a4WW1/fxoBIVFQW5XI66detKyxwdHYuMRZt+LCul3b9lrbjHU1G07S9N5whtzltlqSIdh0T6woSXALxKeOfOnSt9QLdo0QLfffedtD4sLAwKhQIuLi7o3bs3unfvDoVCAWtraygUCigUigLrPXLkCFxcXKBQKDBt2jRkZWVpHVNgYCCSkpIKfM2ePbvAbby8vDBt2rQiRzLWr18PpVKJkJAQ9OjRo0QjVWlpaXB3d8ecOXNgbW1dYJncH7QBAQGYMGGCVh+02sa5bNky3L59G/fu3UP37t3h6uqK58+f5yunVCphZWVVYB02NjZITU3VYo//JzQ0FA4ODmjatGmB68PCwlC/fn107do136hPWFgYvL29i6y/OP3ftGlT2NjYYNWqVcjMzMThw4dx4sQJvHjxotD30badde3Hgtrbysqq0K+1te1Hbbm6ukrxffnllzpvr23/KhQK9O3bV+fjpzAhISEa55mqpKen44MPPoBcLsetW7eKLFuc46ko2vaXNucIbc5bKsU9n2iroh2HRPrChJegVCoRExOD+/fvIyUlBUuXLsW5c+dgamoK4NVX4XPnzsXBgwdx8uRJrFu3Dhs3bkRYWBgcHR0RFhZW4IVBCQkJWLhwIYKCghAWFobatWvjxx9/LLX9uHz5Mi5evIixY8dqLGtsbIyuXbsiJCQEQUFBxXq/zMxMDBkyBI0bN8bcuXMLLZf7g/bTTz/F+vXrtf6g1SbOtm3bQi6Xw9zcHLNmzUKVKlVw7ty5fOUaNmyImzdv5vujIyMjA1FRUWjYsKEWe/0/cXFxaqOXBRk5ciRCQ0Nx+PBh/PLLL7h48aJO76ErExMT7N+/HwcOHICdnR1Wr16NYcOGaYxTm3bWtR/lcjlSUlLUlqWkpEAulxdYv7b9qK3g4GApvlWrVum8vbb9GxYWhk6dOmH37t3FDbXYTExMcODAAQwePLjM31ub/tLmHKHLeQso2flEX/uli5Ieh0T6woSXEBkZidq1a8PGxgZGRkaYOnUqoqOjpa+ygoKCMHLkSGm0qkGDBlolR3/88QdGjRolfcBPnTq10LmUBXF1dZWu7s37Wrx4cb7yJ06cwI0bN1CnTh3Y2dlh165dWLp0KT777LNC3yMrK0vjyFBBcnJyMHLkSMhkMvz000+lPp9RlziNjIzyfa0PvPogs7W1RUBAgNrynTt3ombNmjpdLAMA9erVw/3797Uqa2ZmhpkzZ+LgwYNa169r/6u0bNkSJ06cwNOnT3HkyBHExMSgbdu2Wr1ncY+Hgjg4OECpVKrNCb569SpatGih1faF9aPKy5cvpf8nJycXP9BC6NK/jo6OePDgASIiItCuXTt07twZCxYsgBACX3zxBbp06YI+ffogOTlZbXRfNZqbmZmJQYMGoUePHtJFWNnZ2XB3d0enTp3g5uaW748H4FUb1apVS6sYi3s8aStvf2l7jijOeassaToOgdI/Fon0gQkvSXdoUKlcuTIUCgUCAwMBAA8fPpQuWNHFo0eP1LarXLkyMjIytN4+ODhYuro37+vrr7/OV37cuHG4desWwsPDER4eDjc3N0ycOBGrV68G8OpEHBAQAKVSiaysLOzZswfHjx+Hi4sLgFfJzsuXL5Gdna32/4KMHz8ejx49wp49e1CpUiWt92n79u3w9PQssoymOHNLSkrCsWPHkJ6ejoyMDKxevRqJiYlo165dvrJGRkbYtm0bZs2aJY3IHz9+HHPmzMG2bdt0vuq+b9++SE5OxqJFi5CamoqcnBxcvHgR06dPL7B87dq1dbpKW9f+V4mMjMTLly+RmpqK5cuXIycnBz179sxXTpd2zkubfpTL5ejXrx98fHyQlpaGwMBAREZGol+/fvnK6tKPKjt27EBOTg5CQkIQGRmJ58+f6zRlSBNd+vf06dNwcHBASEgIpk+fjuPHj8PLywuBgYF466238Oeff2L8+PHYuHFjge+1f/9+ODk54ejRo2jSpAkAYN++fWjcuDFOnDiBfv36YdOmTSXan+IcT4WdE7TpL23PEZrOW0XR5jgsaj/yKs5xCJT+sUikD0x4CREREXj33XfVln388cdSwlu7du1iXblub2+Phw8fSj+np6dL0yQOHTqEJUuWYOrUqSWIXJ2FhQXs7Oykl7m5OeRyuTQvTiaTYdOmTahbty5sbW3h5+eHgIAAtGrVCgCwcOFCmJubY/PmzVi0aBHMzc3h7+8P4NXokGoU6O7du9i8eTMuXLiA6tWrS6NEp06dKjAuXUeWNMWZO5bMzEzMmTMH1atXh52dHQ4dOoSgoKAC5wouXrwYPXr0QEJCgjR6NHr0aDx9+hQ9evTQeZSratWqCA0NxenTp1GvXj1Ur14dEydOLPSir9jYWNjb2+v0HsWxbds26Rg4d+4c9u/fL63L3Xaa2jmv4owQrl+/Hg8fPoStrS2+/PJL7Nq1C9WqVcsXjy79qBIXF4datWph8eLF8Pb2hre3t9rvW0lp07/+/v5QKBSIi4vDwIED4enpib/++gsjRozA0aNH8e+//2LXrl1QKBRYunQpnj59qjbSqRo5jI6Oxvvvvw8A0r+3bt2SvnVo166d3kbedVHYOUFTf2k6R+Q+DjWdt/IqznFY1LktdzzFOQ6B0j8WifRCEGkQHx8vOnbsKJKTk4UQQty9e1fExMQIIYTo0KGDWtkHDx5I/3/y5In46KOPhFKpFEIIsXTpUvHtt9+qlR83blxphk7l6Pjx48LLy0sIIURaWpro06ePuHjxYr51pDsA4v79++UaQ0F9mJqaKoQQIj09XbRu3Vrs27dPrFixQlqfkZEhwsPDxWeffSaEEGL58uXCx8dH7Nq1SyxYsEAIIcSCBQuEj4+P2LNnj5g7d64QQojNmzeL5cuXCyHUzzEqHh4eIioqSv87SRpVhGORSBsc4SWNqlevjvnz58PNzQ0uLi6YMGGCdO/S3LKystS+XqtZsybmzJmDjz/+GJ06dcKDBw/wxRdfSOv9/Pzw+eefl8UuUDnx9/dH165d0bNnTwwbNgytW7eW1v3888/o1q0bunXrJn2bQK+3gIAAuLi4oH379nB3d0e/fv0QHR2NLl26oHPnzggODkbLli0RFxeHnj17IioqCgAwYMAAXLp0Cd27d0dMTAyAV/eOjYqKQqdOnbBv3z6MHTs23zlGVe7o0aPw8PDAnj17ynqXieg1IRNCw2x0Ii1duHABV69exejRozWWXbx4MW7evIlWrVph6tSpb8RN7In0RSaT4f79+xrvomBodDnHUNl4U49Fev0w4SUiIiIig8YpDURERERk0JjwEhEREZFBY8JLRERERAaNCS8RERERGTQmvERERERk0JjwEhEREZFBY8JLAF492rNSpUp4+fKl3uvO+/hLIyMjrFy5skTrAEChUMDMzExa7+rqWmQcy5Ytw1tvvYUqVargvffew/Pnz/W+r2fPnoWRkREWLlyotlzTvugSm772o0GDBjh9+rTasnnz5mHMmDHFqo+IiKiiqlTeAVDFEBERgaZNm8LMzEzvdSuVSun/Dx8+RL169TBw4MASrVPZvHkz3N3dNcawbt06HD58GGfOnMFbb72FK1euwNTUVON2np6eUCgU+Z7uVJCcnBxMnz4dbdq0ybeuqH3RJbbi7gcREdGbjAkvAXiV8Do5OZX6+wQEBODDDz9Ew4YN9bZOk+zsbCxatAinTp1CvXr1AAAtW7bUPXgNNm7ciHbt2iE5ObnIcrn3RZfYdN2PvE9AUigUGDNmjFZ/IBARERkSTmkgAEBkZKRWSWCfPn1gY2NT4MvPz0/j9v7+/hg1apTe1k2fPh01atRA9+7dERkZWeC2Dx48QGpqKn777TfUqlULTZs2xaZNmzTGqounT59izZo18PX11Vg2977oEltZ7AcREZEh4ggvAXg1wjtu3DiN5QIDA4v9HpGRkbh58yaGDBmil3XLli1D8+bNYWxsjO+//x6urq7473//iypVqqiVi42NRXJyMm7evIk7d+4gKioKXbt2RbNmzdCxY8d879enTx9pbmtqaip2796NadOmAQBmz56N2bNn59vGy8sL06ZNg42NjU5toEtsuu6HNlxdXWFsbCz9/PLlS44AExGRweEILyElJQV37twp9SkN/v7+6Nu3b4FJYXHWtW3bFnK5HObm5pg1axaqVKmCc+fO5dve3NwcADB37lyYm5ujZcuWGD58OIKCggqMMzAwEElJSUhKSsKnn36K9evXSz8XlOxevnwZFy9exNixY3VuA11i03U/tBEcHCztW2H7R0RE9LrjCC/hypUrsLW1Re3atTWWdXV1xalTpwpc9/XXX+Prr78ucF1OTg4CAgLw448/6m1dXkZGRhBC5FvepEkTmJqaQiaTScty/7+kTpw4gRs3bqBOnToAgOTkZFSqVAnR0dHYtm2bVK6gfdEltuLsR+67bmiaW0xERGSoOMJLiIiIQIsWLfDy5UvplZGRUWDZ4OBgKJXKAl+FJbsAEBoaiszMzAJvHVacdUlJSTh27BjS09ORkZGB1atXIzExEe3atctXh6WlJQYPHoxFixYhPT0d//77L3bt2oVevXppahps375d4x0axo0bh1u3biE8PBzh4eFwc3PDxIkTsXr1ao37oktsxdmPHTt2ICcnByEhIYiMjMTz58+RlZWlcb+JiIgMCRNeQkREBE6cOAFzc3PpNWzYML2+h7+/P4YPH45KlfJ/qVCcdZmZmZgzZw6qV68OOzs7HDp0CEFBQbC2tgbwaiR68eLFUvl169YhISEB1atXR69evbBgwYJC5726urrmu2+u6pW7ThULCwvY2dlJL3Nzc8jl8nxTMArbF02x5d4XXfYDAOLi4lCrVi0sXrwY3t7e8Pb2xsOHDwstT0REZIhkoqDvgInotZf3tmRERERvKo7wEhEREZFBY8JLRERERAaNd2kgMlCcrURERPQKR3iJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJoTHiJiIiIyKAx4SUiIiIig8aEl4iIiIgMGhNeIiIiIjJo/w/M6oU3jDGfIwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.8 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 3.4 ± 0.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 286.2 ± 1.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.7 ± 1.7 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 39.9 ± 1.7 $\\mathrm{\\mu F}$   \n",
      "$L$ = 8294940346424.4 ± 1.6333344046257869e+19 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.8 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2087.2 ± 100.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 12239.1 ± 505.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 70.0 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 25.0 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 10412.1 ± 1313.2 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 12609.8 ± 428.2 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 75227.5 ± 2541.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 11.5 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 5.2 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.5 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 161.8 ± 11.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 3402.0 ± 228.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 188.1 ± 3.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 140.0 ± 3.6 $\\mathrm{\\mu F}$   \n",
      "$L$ = 14613.0 ± 642.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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p06YN//77L1qtlgYNGlhsPj4+5nZGo5H9+/eb92NjY7l48SJNmzYtkedRUjQaDU2aNCElJaXEz9WxY0dSUlLYs2ePuWzPnj3cuHHDYlxvQbi5udG/f38iIyNz7MnK6WeY1ejRo6latWq2xOr3338nPT2dBQsW0LFjRxo1asTFixct2gwaNIhTp06xfv36bMd9++23cXBwoH///oV6frnZu3dvtv3M119+Xse7du3iscceY+jQobRu3Zr69etz8uTJYo+zMKKjowkKCiI0NJQFCxbYJIZmzZoB5Pi7oZTiyJEj+Pn5AaZ/WNq2bcvWrVst2m3dutX8+m7bti06nc6izT///MPx48cL/TuQ1f3330/jxo1ZsmQJS5YsoXfv3haJdVb33HMPu3btMv/jZk3Dhg15/vnn+eGHHxgxYgSLFy821w0aNIjTp0+zd+9eVq9ezZAhQ4ocvxBllfTwigqnR48eBAYG0qdPH95++22aNGnC5cuX2bJlCz169DD3wtjb2/Piiy/ywQcfUKlSJV566SUCAgIs5nXN7FlMTk5Gq9Xyxx9/4ODgYP5Dmp6ebv4IOjU1lcuXL/PHH3/g6uqa717btLS0bB+t29nZWf0j98cffzBt2jSGDh1Ks2bNcHBwYMeOHSxdujTfUxZdvnyZy5cvmxOj6Ohorl27Rq1atfD09Mz1sU2bNuXhhx/m2WefNc8J+uyzz/Loo4/SuHFjc7vo6GjS09O5cuUKKSkp5uvYunVrq8f9/PPPef/996latWq+noM19vb2zJ07N1svd8OGDTEajSxcuJDHH3+cvXv3snDhQos2AwYM4JtvvmH48OHMmzePnj17cuvWLb766is+/vhjPv74Y2rWrFno2HKyd+9e3nrrLXPC/9VXX5k/Ys7P67hRo0asXr2aXbt24eXlxUcffcTZs2e55557ij3WrGJjY0lISDDP4Zz5823QoAGurq4cO3aM7t27061bNyZPnmzx+i7IJwFxcXHZbs709PS02pPev39/AgMD6dSpE76+vpw9e5bXX3+datWqmRPRGTNmcN9999GwYUOSk5P58MMPOXLkiMW0cxMmTGDo0KF06NCBwMBAPvvsMy5evGgeSuPu7s6IESN47bXX8PHxoWrVqkyYMIGWLVtanRO6MJ555hneeustkpKS+OGHH8zlma/FzKEJ48aN47PPPmPAgAFMmTIFDw8PDhw4QNOmTWncuDGvvPIKoaGh1KlTh3///Zddu3ZZTLFYs2ZNunbtypgxY0hKSiI0NLRY4heiTLLxGGIhcpXXtF133vSRKTk5WT3//POqRo0aSqfTqZo1a6onnnjCfING5g1P69evVw0aNFAODg6qS5cu2ab7ArJttWvXNtefPXvWahtrN2rl9PysPT7rzTlZb1qLj49XL774omrRooV5qqGmTZuqadOmqVu3buXrnNOmTbN6zmXLluXr8QkJCWrw4MGqcuXKqnLlymrw4MEWU3xlxmztHJnyuimtoDetZXXvvfdmu2ntgw8+UNWrV1dOTk6qe/fu5mnIst6wl5GRoRYuXKhatmypnJyclKurqwoKClKbNm2yOH5xT0v25JNPKhcXF+Xj46PmzZtn0Sav13FCQoLq27evcnV1Vd7e3urVV19VY8eOtXj9de3aVY0fPz7POKtVq6Y++uijfMWe0+t2+/btSqmcX2P5/ZOTeY2tbZk3ld75u79o0SL1wAMPKB8fH+Xg4GC+Vllv6HzxxRdVrVq1lIODg/L29lYPPfSQ+u2337Kd/5NPPlG1a9dWDg4Oqk2bNtluYktNTVXPPfec8vT0VJUqVVKPPvqoio2NzRZ/1teItRv8Pv30U1W1atVs5798+bLS6XTK39/fYrq9zOua1dGjR9UjjzyiXFxclKurq+rYsaP6888/VVpamho4cKD5efj5+alRo0appKQki8cvWbJEAapv377ZfxBCVCAapcrwHExClJDly5fz3HPPlcowACGEEELYlozhFUIIIYQQFZokvEKUkNjYWIvppO7c7pw6qjiEh4fneL6AgIA8Hz937twcH//II48Ue7wV1c6dO3P92ZdlpfEaeOSRR3I8x9y5c4vlHEIIkZUMaRCihGRkZJhv6rGmTp062NsX732j169fz3GlKZ1Ol+eUQwkJCSQkJFitq1SpEjVq1ChyjHeDW7duceHChRzrCzoNXWkqjdfAhQsXuHXrltU6T0/PPG+eFEKIgpKEVwghhBBCVGgypEEIIYQQQlRokvAKIQB44IEH0Gg02bZevXqVyPl+/fVXevfuTY0aNdBoNCxfvrzAx3jrrbfQaDQ899xzFuV16tSx+lyCg4OLKXrrwsLCqFu3Lk5OTrRt2zbXpXDz+7jCXKfevXvzwAMPWK07fvw4Go2Gn376KV+xFdXw4cPN19/e3p5atWoxduxYEhMTs7V79NFHsz3+999/R6PRmIcHZT1e1u2+++4rjacjhCinJOEVQgBw6NAh5syZw6VLlyy2//u//yuR86WkpNC8eXPzwh8FtXfvXhYtWkTLli2z1R04cMDiORw6dAiNRsOAAQPyffzhw4czffr0fLdfvXo1L7zwApMnT+bw4cN06tSJRx55JM+bE/N6XGGu04gRI9i+fbvVMeRLliyhdu3axbZIQn706NGDS5cuce7cORYvXsz333/PuHHjiny8rNumTZuKMWIhREUjCa8QgpiYGK5du0bXrl3x9fW12Nzc3ErknL169WLu3Ln0798frbZgb0VJSUkMHjyYpUuX4uHhka3e29vb4jls2rQJNze3AiW8BfX+++8zfPhwRo0aRdOmTfnoo4/w8/OzWMWrMI8rzHUKDg6mWrVqLFu2zKJcr9ezYsUKnnnmGavHWrRoEdWqVcNgMFiUDxo0iN69ewOmHuf77rsPV1dX3N3d6dChA0ePHs01HkdHR3x9falZsyYPPfQQTzzxRJF6mDOPl3WTG92EELmRhFcIwcGDB7GzsyvQkrS5TV+VueX3I/2CGj16NP3796dbt255tlVKsWTJEoYMGVKonuT8SE9P5+DBgzz00EMW5Q899BC//fZbsT8uL/b29gwbNozly5djNBrN5d9//z1Xrlzh6aeftvq40NBQkpKS2Lp1q7ksJSWFDRs2MGTIEDIyMujTpw+dO3cmKiqKffv28eKLL2JnZ5fv2M6cOcOWLVvQ6XSFfn5CCFFQxTsnkhCiXDp48CAGgwEfHx+L8kceeYSIiAirjxkzZkyePaYlMY3ZF198wenTp1m5cmW+2m/dupWzZ88yatSoYo8l05UrVzAYDFSrVs2ivFq1avz888/F/rj8GDFiBPPnz+fnn382J9RLlizhoYcewt/f3+pjPDw86NWrF+Hh4Tz88MMArF+/Hnt7e3r37k1ycjLXrl3jscceo379+gA0adIkz1i2bNmCq6srBoOB1NRUwNSznVO7rLIm7Lm1Gz9+PPPnz88zFiHE3UkSXiEEhw4dol+/fsybN8+i3N3dPcfH2GK+1BMnTjB58mR27dqV7x7CL774gvbt29OqVatc282dO9di0YO0tDQ0Gg3vvvuuuWzz5s3cf//9hQu+lDVs2JCuXbuydOlSHnroIS5evMiPP/6Y55jsIUOGMGzYMG7evImzszPh4eH069cPJycnnJycGD58OD179uSBBx7ggQceoH///tSqVSvXY3bp0oVFixZx69YtvvjiC2JiYnj++edzbJfV0aNH6du3b57tqlSpkmsMQoi7mwxpEEJw6NAhAgMDadCggcXm7e2d42NsMaRhz549XLlyhYCAAOzt7bG3t2fHjh2EhYVhb29PWlqaRfu4uDg2bNiQr97dMWPG8Mcff5i33r17Zytr166d1cd6eXlhZ2eXbdGPf//9F19f3xzPWdjH5deIESNYv349CQkJLF++HE9PT/r06ZPrY4KDg7G3t2fDhg3ExcXx888/M2TIEHP9smXL2LdvH126dOG7776jcePG/Pjjj7ke09nZmQYNGtCiRQs+/PBDbt68yaxZs3Jsl3WrWbNmvtp5eXnl86oIIe5G0sMrxF3u7NmzJCQkFGj8LthmSENISEi2pPPpp5+mYcOGTJ48GQcHB4u65cuX4+joyMCBA/M89p091pUrV8bT0zNfq6I5ODjQtm1btm7dSmhoqLl869at9OvXr9gfl1/9+/fnf//7HytXrmTp0qU89dRTefaMOzo6EhoaSnh4OFeuXMHX15egoCCLNq1ataJVq1ZMnDiRRx55hC+//JKePXvmO65p06bxyCOPMHr0aKpXr16YpyaEEAUiCa8Qd7mDBw8C4Ovry+XLly3qvLy8clz+uKhDGlJSUjh9+jRgGqcZGxvLH3/8gaenp/kj8o8//piPP/6Yv/76CzB9bH3nR9cuLi54enrSvHlzi3KlFIsXL+bJJ5/MNt6zJEyYMIGhQ4fSoUMHAgMD+eyzz7h48SJjxowxt7nz+eTncfm5TjmpVKkSgwYNYvr06SQmJjJixIh8PZchQ4bwwAMPcPbsWQYOHGie0eHs2bN8/vnn5nmBz5w5w5EjRxg7dmyBrlVQUBDNmjVj9uzZhIWFFeixYBpucudr1c7OLtdPJIQQdzklhLirTZo0SQHZNo1GoxITE0vsvNu3b7d63mHDhpnbTJs2TeX1NtW1a1c1fvz4bOW//PKLAtS+ffsKFd+wYcPUtGnTCvSYTz75RNWuXVs5ODioNm3aqB07dljU5/R8cntcfq5Tbg4ePKgA1alTp3w/D6PRqGrXrq0AFRUVZS6/fPmy6tu3r6pevbpycHBQ/v7+6tVXX1Xp6ek5HmvYsGEqODg4W3l4eLhycHBQ586dy7XdgQMHFKDOnj1rbmftetSoUSPfz08IcffRKKVUaSXXQgghhBBClDa5aU0IIYQQQlRokvAKIYQQQogKTRJeIYQQQghRoUnCK4QQQgghKjRJeIUQQgghRIUmCa8QQgghhKjQJOEVQgghhBAVmiS8QgghhBCiQpOEVwghhBBCVGiS8AohhBBCiApNEl4hhBBCCFGhScIrhBBCCCEqNEl4hRBCCCFEhSYJrxBCCCGEqNAk4RVCCCGEEBWaJLxCCCGEEKJCk4RXCCGEEEJUaJLwCiGEEEKICk0SXiGEEEIIUaFJwiuEEEIIISo0SXjLuP/9739Mnz491zY7d+7E1dUVg8FQOkEVQM2aNVm+fLmtwxBCiGKVn/fmsmT48OEMGTKkSMcoy39rhMiLJLxlwLJly9BoNEyaNClb3ZtvvsnChQu5cOFCjo+///77SUlJwc7OriTDFMVs+vTpdO7c2dZhCCHuEBQUhIODA66urri6ulKjRg2ee+45bt26ZW6Tn/fm8sxagix/a0R5JglvGRAWFkbVqlVZunQpaWlpFnU+Pj489NBDhIWF2Sg6YUtKKTIyMmwdhhB3nddee42UlBRSUlLYvXs327ZtY+bMmeZ6W7w3p6enZyszGAwYjcZSi0GI8koSXhs7cOAAv//+OytXriQpKYmIiIhsbR5++GG+/fbbHI8RGRmJRqMxJ0aZPYdTp07Fz88PNzc3XnvtNRITE3niiSdwd3enTp06bNiwwXyM5cuXU7NmTT744ANq1qxJ1apVeeaZZ0hJSTG3uXbtGmPHjqV27dpUrVqVXr16cebMGXN9SkoKI0aMoGrVqtSoUYMPPvjAIs7U1FRCQ0OpUaMGlStXpnHjxnzyyScWberUqcPMmTPp1asXlStXpn79+qxbt86izQ8//MB9992Hh4cHVatWpX///ua6CxcuMGjQIGrUqIGPjw8DBw4kPj4+x2u3fft22rVrh7u7O1WrViUwMJDExETA1MMxYMAARo4cSZUqVahVqxZvv/22xeP/+usvHn30UapVq0aNGjUYN24cN27cMNcnJCQwbtw46tatS+XKlWnSpAk//vgj4eHhzJ07lz179ph7kXbu3Mm5c+fQaDQsWbKEVq1a4ezszO+//261tyUoKIg33njDvK/RaPjggw/o2LEjLi4utGrVij///JOIiAgaN26Mm5sb/fv3t/iZCiHyVqdOHR5++GGOHDliUZ7XezPAnj176N69O15eXnh6etKtWzdzT/GFCxcYMGAA1apVo1q1ajzxxBNcvHjR/NjM96CxY8fi7e1Nnz59zO/3//d//0ejRo1wdnYmLi4uz/fnO02dOpVGjRpRuXJl/P39+d///sfNmzcBmDt3LuHh4axevdr8/hQbG5vtb43BYOCdd96hUaNGuLu7065dOzZv3mw+R2b7b775xnyuBx98sML2iosyTgmbGj58uGrdurVSSqknnnhCdezYMVubAwcOKEBdv37d6jG2b9+uAKXX65VSSk2bNk3Z29urhQsXqvT0dLV//35lb2+v2rZtq3799VdlMBjUe++9pzw8PNSNGzeUUkotW7ZM2dnZqeHDh6uUlBT1zz//qHbt2qmRI0cqpZQyGo0qKChIDRo0SF29elWlpqaq1157TTVt2lSlp6crpZQaNWqUuueee9T58+dVSkqKGj58uLKzs1PLli1TSil18+ZNtXTpUpWYmKgMBoPauHGjcnBwUFu2bDE/l9q1ayt/f3918OBBc5yVK1dWSUlJSimlfvrpJ+Xk5KTWrFmj0tLS1K1bt9TPP/+slFIqNTVVNW7cWL388ssqJSVFXb9+XQ0ZMkT16NEjx+tfvXp1tXTpUmU0GlVaWpr67bffVEpKilJKqWHDhil7e3v12WefqfT0dLVnzx7l4eGhVq5cqZRSKj4+Xnl5ean3339fpaamqvj4ePXAAw9YXLP7779fPfLII+rvv/9WRqNRxcTEqGPHjpl/ToGBgRbxnD17VgGqU6dOKjY2VmVkZKjU1FQ1bNgwNXjwYIu2Xbt2VVOmTDHvA6p169bqzJkzKi0tTYWGhqp69eqp4cOHq+TkZHX58mVVr149NXfu3ByvhxAi++/W6dOnVePGjdW8efMs2uX13nz06FHl5OSkPv74Y3Xjxg2Vlpamtm/frlJTU1VGRoZq3bq1evLJJ9W1a9dUYmKiCg0NVW3btlUZGRlKqf/eg5YsWaLS09PVjRs3zO/3ISEh6sqVK+Zj5fX+fOd7yFdffWV+Xzp69KiqX7++mjRpkrne2nvOnX9r3n33XVWjRg118OBBpdfr1ddff610Op06ePCgRftBgwapa9euqWvXrqlOnTqpp556qrA/GiEKTRJeG0pISFCVKlVSYWFhSimltm3bpgD1xx9/WLQ7efKkAtTff/9t9TjWEt569epZtGndurUaPXq0ef/KlSsW51q2bJnSarXq2rVr5jabNm1SOp1OZWRkqIMHDyqdTmfxxp6RkaGcnJzUzp07lcFgUI6Ojuq7774z11+7dk1pNBpzwmtN79691YQJE8z7tWvXVjNmzDDvp6SkKEDt3btXKaVUcHCwGj9+vNVjrV27VlWvXl0ZjUZz2T///KMAdf78eauPqVOnjpoyZYr6559/stUNGzZMtWnTxqLstddeU927d1dKKfXee++p++67z6J+165dysHBQWVkZKgDBw4ojUaj4uLirJ47t4Q36z8BmbHkJ+H96quvzPvr169XgLp48aK57LnnnlMhISFW4xFCmHTt2lU5Ojoqd3d35eLiogB1//33q+TkZIt2eb03jx8/XgUHB1ut++2335RGo1EJCQnmsitXriiNRqP27NmjlDL93t/5HpP5fv/XX3+Zy/J6f8481p3vIVm9//77Fu93+Ul4GzVqpBYuXGjRpnfv3urZZ5+1aJ/1+nz88ceqSZMmOcYhREmRIQ02lHmz2uDBgwHo1q0bDRo0yDYmLCkpCQBPT898H9vPz89i38XFxaLMxcUFgOvXr5vLPDw8cHd3N+/XrVsXvV7Pv//+y6lTp8jIyKBmzZpUqVKFKlWqULVqVQDOnz9PfHw8aWlp1K1b1/x4d3d3i5jT0tJ45ZVXzB9/ValShc2bNxMXF2cRa/Xq1XOM8+zZszRu3Njqcz516hT//vsvHh4e5hgDAgJwdHQkNjbW6mO+++47zpw5Q9u2bWnQoAHTpk2zGDOb9flk7p8/f958voMHD5rPVaVKFXr16oVGo+Hy5cucPXsWDw8PvL29rZ47N3eeN7+s/YzvLMv6MxdCWPfKK69w7do1UlJSiIuLo1q1avTs2dOiTV7vzbm9X50/fx5PT088PDzMZVWrVsXDw8Pi/Sqn94Ks5Xm9P1vz+eef06ZNG6pWrYq7uztTpkzJ9l6cl/Pnz1O/fn2LsgYNGmR7v73zPV3eg4Qt2Ns6gLuVUorPPvuM9PR0GjVqZC5PSkoiPDycd955Bzc3NwD+/PNPGjdujKura4nGlJiYSFJSkjnpPXfuHDqdjmrVquHr64uDgwPx8fHodLpsjzUajTg6OnLu3DmaN29ufi6Z42EB3n//fb7//nu+//57GjZsiFarpU+fPiil8h1jnTp1OHnypNU6X19fateuTUxMTL6P16JFC1atWgXAH3/8Qc+ePalZsyajRo0yX4Oszp07R82aNc3n69y5M7/88kuOsSYmJnLlyhW8vLyy1Wu1Of+/eWdd5cqV+eeffyzKso71E0KUHG9vb4YNG8Zjjz3G1atXzclkXu/Nub1f+fv7k5iYSGJiojnpTUhIIDExkVq1apnb5fQ+kbU8r/fnO+3Zs4fnnnuOn376ic6dO6PT6ViwYAHvvfdenue98znc+X4bExNjEb8QZYX08NrI1q1bOXXqFD/99BN//PGHecu8KeLLL780t92yZQt9+/Yt8Zg0Gg0vv/wyN27c4OLFi0ybNo2hQ4diZ2dH586dad68OWPHjjX3AiQmJrJ27Vpu3ryJVqtlyJAhTJ8+nQsXLnDjxg1efvllNBqN+fhJSUk4Ojri7e2N0WgkIiKCn376qUAxvvDCCyxZsoS1a9eSnp5Oamoq27ZtA+Dxxx9Hr9fz5ptvmnte4uLiWL16tdVjpaens2zZMvNNbe7u7tjZ2WFv/9//gVFRUSxevJiMjAz279/PF198wdNPPw3A008/zeHDhwkLC+PmzZsopTh//jzr168HoF27dnTq1Imnn37anKyePXuW48ePA6Y/UrGxsaSmpub5vNu1a8f27dv566+/0Ov1LFy4kLNnzxbo2gkhCicxMZEVK1bg7+9vTnYh7/fmsWPHsnXrVj777DNu3bqFXq9nx44dpKWl0aFDB5o3b85zzz1HcnIySUlJjB8/ntatW9O+ffsCxZfX+/OdkpKSsLOzw9vbG51Ox6FDh/j4448t2vj6+hITE5PrnLsjR47k3Xff5Y8//iAjI4M1a9awadMmRo4cWaD4hSgNkvDayKeffkqPHj3o1q0bvr6+5q1hw4aMHDmSTz/9FID4+Hh+/PFHxo8fX+Ix+fr60qJFCxo1akTz5s1p2rQpCxcuBMDOzo6tW7fi7OzMvffeS+XKlWnVqhXr1q0zJ7ULFiygRYsW5mO0aNECX19f8/FfeeUV/P39qV27NtWrV2fbtm2EhIQUKMaHHnqIr7/+mnnz5uHt7U3NmjX5/PPPAVMv6J49e4iNjaVFixa4ubnRqVMnfv311xyP98033xAQEICLiwtdu3Zl+PDhDBs2zFzft29f9u7di5eXF/369eOVV14xz5ZQq1Yt9uzZw9atW6lfvz5VqlShZ8+e/Pnnn4DpH4gNGzbg5+dHx44dqVy5Mr169TJ/xPjEE0/QuHFjqlevTpUqVdi1a1eOcQ4ePJgnn3ySTp064e/vz7Vr1wgMDCzQtRNC5N/bb79tnqGgUaNG3Lx502IGgvy8Nzdv3pyff/6Zr7/+murVq1OtWjVmzpyJ0WjEzs6OjRs3kpaWRoMGDWjYsCEZGRl89913BZ7nNj/vz1k99NBDjBkzhqCgINzd3Zk8ebLF+x7A6NGjAfDy8qJKlSpWh4VNmDCB8ePH079/fzw9PZk/fz7ffvst7dq1K1D8QpQGjSrI58mi1D3//PN4eHgwY8aMEj3P8uXLeeONN7J9bH43Gz58OBkZGaxcudLWoQghypjSem8WQhQPGcNbxn344Ye2DkEIIcQd5L1ZiPJFhjQIIYQQQogKTYY0CCGEEEKICk16eIUQQgghRIUmCa8QQgghhKjQJOEVQgghhBAVmiS8QgghhBCiQpOEVwghhBBCVGh35Ty8vr6+3LhxQ9b7FsIGYmNjcXFx4fLly7YORdwm74lC2I68J5aOuzLhvXHjBunp6cTHx5vLPD09C7ycY3mRnJzMP//8Q40aNXB3d8/e4MwZSE3FoNNxQq+nevXq6PV6c3VFvjYFZTAYSEhIMO/LtflPfq+NXq/nxo0bpRmayEPme2JRZ6nMyMggMTHRvO/h4YG9feH/zBiLYdbMjAwD17LEVMXDA3v7ov3Oasi+XG+BYjJYuU52tv9zXNxxaSiGn5/BYCWmwv/8jp8rhqRSGSEj/b99ewfQFOED87SbRY9J5OmunIc3ICCAtLQ0YmJizGVHjx4lICDAhlGVnMjISLp168bMmTN58803LSvj4qBaNQB2du1Klx07WLp0Kc8884y5SUW+NgV17Ngxmjdvbt6Xa/Of/F6bzLJjx46VWmwidwEBASilOHTwYJGOEx0dTdt27cz7B3//nWbNmhX6eMnpxiLFA/DX8Wi6duxg3t+xZz9NmhY+JgAHu6IlvMePR9OpQ3vz/m/7D9C0iDFpNEWLCeB4dDQdO/z389uz/3eaFuHn50RGkWOKjj5Omw73mvcP7d9Hs2ZNC328yp1fKHJM6lYiGSfWm/ftG4egqeRR6OPp/1pHs3rV5T2xhMkY3rtAYGAgvr6+LF682KLnFoCffzZ/+8Hx4/j5+XHPPfeUcoRCCCGEECVHEt67gE6nY9y4ccTGxjJy5EjLpPennwC4ZW/Phrg4xo0bh06ns1GkQgghhBDFz/aDhkSpmDRpEvv27eOrr74iMjKSkSNHUq9uXR779lvcgK0ZGfQMDmbixImcPHnS1uEKIYQQQhSbMtvDu2fPHrRaLbNnzwZg+fLl2Nvb4+rqat5iY2PN7Q8cOEDLli1xdnama9eu/P3337YKvUzS6XSsW7eOWbNmodfrmTp1KnOHDsXt+nUAHIKDWbdunfTuCiGEEKLCKZMJr9Fo5KWXXqJ9+/YW5UFBQaSkpJi3zCl00tLSePzxx3n++edJSEigc+fODBkyxBahl2k6nY433niDv//+m+3bt/P18OHmuofff1+SXSGEEEJUSGVySMOiRYu49957SUpKylf7yMhIHB0dGTlyJABTpkxhwYIFnD17lrp16+b4uLFjx5q/v3r1qvkOSW9vb3x8fIrwDMo2nU5HUFAQzJ9vKqhdGxo2NNd7e3szbdo0i31hItcmZ3deG7A+E0NaWlqRpqoSZZeXlxdTJk+22Le1ql5evDLxdYt9W/Py8mLi62XrOkHZjMvLy4spr0+y2Lc5eye01Vpb7Iuyr8xNS3b16lUCAwPZu3cvL774Ig0aNOCNN95g+fLlPPfcczg6OlKtWjWef/55xowZA8CCBQvYuXMn3377rfk4LVq04K233uLRRx/Ndo6AgADi4+Mt5uHNatq0aUyfPr1Enp/NRERASAhk9uKmpYGHB9y6BSNHQlgYrF8PoaG2jFJUINOnT2fGjBlW67y9vYmLiyvliEROimtasuJWHNOSlYSiTktWEopjWrLiVhzTkhW34piWrLjJtGSlo8wNaZgyZQovvvgiVapUsSjv2rUrR48eJT4+nmXLljFz5kzWrl0LQEpKCm5ubhbt3dzcSElJKa2wy7aICBgwAAYPhswZGnbvNiW7AN27m+oGDDC1FUIIIYSoQMpUwnv48GEOHDjAqFGjstXVrVuXOnXqoNVquffee3n++efNPbqurq4kJydbtE9OTsbV1bVU4i7zQkJMPbcREf8lvbenIwNg9WpTXWioqa0QQgghRAVSpgbS7dixgxMnTlCjRg0AkpKSsLe3JyYmhmXLllm01Wq15mUwmzVrRlhYmLnu1q1bxMTE5LoClqenJ9u3b7daV+HGZep0EB5u+j6zB/fUKdNXT0/YsMGU7IaH/zfkQYgiGjduHKFWhsj06dNHxvAKIYQoVWXqr87o0aN58sknzfsvvPACdevWZdKkSWzZsoW2bdvi7e3NoUOH+PDDD3n33XcB0+wNt27dYunSpQwePJg5c+bQtm3bXG9Ys7Ozu7uWhLWW9AIkJEiyK0qEj4+P1Zs/HR0dbRCNEEIUjUpNQuPkXuh6YVtlakiDs7Mzvr6+5q1SpUq4urpSpUoVtm7dSkBAAC4uLjz55JNMnDjRnBw7Ojqybt06Fi5cSJUqVfj1119ZuXKljZ9NGZSZ9Gad7u3++yXZFUIIIXJhuHSYjBPrMSadt1pvTDpPxon1GC4dLuXIRH6VqR7eOy1fvtz8/Xvvvcd7772XY9v27dtz5MiRUoiqfNLr9ezevZvEuDgejo2lUmaFp6ctwxJCCCHKNJWahDHuCCgjhnO/QJ3uaN39zfXGpPOmcmXEGHcErUc96ektg8pUD68ofnq9nlmzZlGrVi0e7NYN/RNPUOnffwFIcXExjd/NOnuDEKJCiImJwd7entTUVFuHIkS5pnFyx65Od9BozUlvZk9v1mQXjRa7Ot0l2S2jynQPrygavV5PSEgImzZtop6/P1EBATTLMs/f/Bs3eMjPj/szx/TK0AYhKoyoqCgaN26Mk1P+JsXPyMggOjraap2Xl1eFXoxHiLxo3f2hTndzcms49wvKsyHGhFMWyW7Wnt87Kf0tyLDyD6jRgMFgKMHoBUjCW6HNmzePTZs28fSQISy+dQvt2rVw332wdy8ATj170v3HH02JsCS9QlQoUVFRtGrVKt/tExMTaduundW6KZMn88YbbxRXaEKUS3cmvcarJ0wV+Uh2AYxX/sL47x9W6xISEoo5WnEnGdJQQen1esLCwqhVqxaLevUyJbuhoXDPPaYGjo68FhFB9Vq1ePjqVYz9+plmb1i/3qZxCyGKx5EjR2jZsqWtwxCiQtG6+6P1bGhZ5tkwz2RX2J4kvBXU7t27uXz5MiNHjsR+4EBYs8bUe7t7t6nBvfeiq1yZkSNHcv7yZXaOGWNqI0sLC1EhFLSHVwiRN2PSedMwhqxlCadynL2hPPj0009p06YNOp2O6dOn59jOaDSaV8KtVq0aCxYsKL0gi4EMaaigMj8eqV+/vqkgNNQ05+6ff5r2u3QBoF69egBcTU6WZFeICiI5OZlz584VKOH18PDgxy1brNZ5eXkVV2hClFt33qCmzTKG19rsDXfSejVBW6VOtvKMs9vwLIYZk+Li4oiPj7da5+3tneM4fD8/P6ZPn86qVatyPf5nn31GZGQkJ0+eJCkpiaCgIFq2bMkDDzxQ5NhLgyS8FVTmL09MTMx/hbt2we3V6ejaFYAzZ85YtBdClH9//vknVatWpXr16vl+jL29Pc2aNSvBqIQov6zNxqB190fj5m9xI1tuSa9GVwl0lbJXaO2ws7MrVFy9e/c2/52Pj4/PMeFt1KgRJ06csFoXEhICwKZNm3I914oVK3jllVfMiwqNGjWKr776qtwkvDKkoYIKDAzE19eXxYsXo8+ccuzXX01f7e2hY0f0ej2LFy/Gz8+PwMBA2wUrhChWUVFRBAQEkJqaat7S09NtHZYQ5ZJKTbKa7IJpTO+dU5ap1KRSiy0mJobo438RfeYi8QnXc2yXmJhY5HNFR0db3BfQokULjmWZ+amsk4S3gtLpdIwbN47Y2FhGjhxpSnozE962bdE7ODBixAhiY2MZN24cOpmZQYgKIyoqih07dlCpUiXz9sQTT9g6LCHKJY2TO1qfljnOxpA16dX6tCz1eXg1ju44Nn8CO5+AEj1PSkoKbm5u5n03NzdSUlJK9JzFSYY0VGCTJk1i3759fPXVVxz45ReOXryIFvjN3p6BDRoQGxtLcHAwEydOtHWoQohi9Pnnn/P555/bOgwhKgw7v3tyXUFN6+6PpnGIbRad0IBGa4e9bwvsqjbMVq0/talYhi26urqSnJxs3k9OTsbV1bXIxy0t0sNbgel0OtatW8esWbNodfMmWqMRgLm7d5tXYFu3bp307gohhBB5yCuZtd0Kaxq0OgfsnKtg7+6bbUNrX+gxwlk1a9aMPzNvfAeOHj1KQEDJ9ioXJ+nhreB0Oh1vvPEGhpQUmD8fpdEwacMG7n34YUl0hRBCiHJOo9Gg1eac0Go0mlwfn5GRQUZGBgaDgYyMDFJTU9HpdNmS5CFDhvDuu+/y0EMPkZSUxBdffMGXX35ZLM+hNEjCe5ewuz3/rqZlSzo/9piNoxFCCCFE8dCgtXfItT43s2fPZsaMGeb9OXPmsGzZMurXr88jjzxiHqc7duxYTp06RcOGDXFwcGDSpEnlZoYGkIT37nDrFuzfb/r+9vy7QgghhKgANKDR5jJCNfd8l+nTp+e44ETWm9K0Wi0LFy5k4cKFBY+xDJCE926wfz9kTkl0e/5dIYQQQlQEGjS5DGnIM+O9S8hNaxVNRARkzrubKXM6MoD77jO1EUIIIUS5p9GYhjTktOU1hvduIQlvRRIRAQMGwODBlknvjh2mr40bw0svmdpI0iuEEEJUCBo7uxw3YSJDGiqSkBAIDf0vmQ0PNy0l/Ntvpn293lQXGmpqK4QQQojyTZPHTWvSwwtIwlux6HSmJBfMSW/GuHHY37plKjtzBmO/fmjDw01thRBCCFHO5T4tmYzhNZEhDRXN7aTX2K8fRERwukcPc9X3QJ3du5k1b55pqWEhhBBClGsyhjd/JOGtgPRAyI0bfAs0MRgAyHBw4Mi0aWgcHJg6dSp9+/aVpFcIIYSoADRauxw3YSIJbwU0b948Nm/ZQi1/f3OZfbVqTJkyhdOnT/PUU0/xww8/MH/+fBtGKYQQQogi02hyT3ilhxeQMbwVjl6vZ9Enn7DO2Zl258//V3H+PAwejC48nMWLFxMZGUlYWBgTJ06UJYaFEChAr2wdhaWkScNsHYJVDrOX2zqEbH5t3N7WIWQzwr+jrUPI5vquD2wdQjb3tNtTxCNo0OoKv9La3UJ6eCuY33bs4L1//+XRmzehQ4f/Knr0MN3INngwOmDkyJFcunSJ3beXHBZCCCFE+aPR5D6kQTp4TaSHtyLR66k/dSpdgb/vvZfabdqYVllzcoL16+Hpp82zN9QPDgYgISHBdvEKIYQQoojymJZMengBSXgrlvXrqblnD2uAUw8/zJQffjCVt2kDLi4WU5Y53P6Xz9PT0zaxCiGEEKLoNKDV5pLUSr4LyJCGiiU0lIxVq3i5WjW+XLIE9ccfpvL77jN9vT1lWcaqVby8dy9+fn4EBgbaLFwhhBBCFI0GDVo7bY6bRjJeQBLeCsd+4EBGjx+P1z//oMnIMBXee6+5Xg88s3kzsbGxjBs3Tm5YE0IIIcqz2z28OW2S75rIkIYKaNKkSfh+/TUcPw7AB/v24aXXExMTw5IlS4iNjSU4OJiJEyfaOFIhhBBCFJUmtyENApCEt0LS6XSMCAiA48f5V6vlxfffN9f5+fkxa9YsmY5MCCGEqAA0gJ1dzh/YSypsIglvBaU9cAAA70cfZftLL5GQkICnpyeBgYGS6AohhBAVhSaPHl7JeAFJeCumy5fh778B0HbsSFBQkG3jEUIIIUQJ0WBnn9stWZLxgiS8FdO+ff99n+WGNSGEEEJUMBrQSL6bJ0l4K6LMhFerhXbtbBuLEEIIIUqMjOHNH5mWrLyLiAC93rJs717T14AA0yprt1dXE0IIIcoDlZpUpPq7yu0xvDltkvGaSMJbnkVEwIABMHjwf0mvwYC6fcPaWW9v4h580NRGkl4hhBDlgOHSYTJOrMeYdN5qvTHpPBkn1mO4dLiUIyu7ck14BSAJb/kWEgKhoaZkdvBg9Ddv8vkLL6BJSQHgyi+/4LNjB985OTHn2DH0d/YECyGEEGWISk3CGHcElBHDuV+yJb3GpPMYzv0Cyogx7oj09GJaac3OTpvjJiutmUjCW57dXio4M+ndW78+hz75xFzdHogOCOAlb2/emDGDvn37StIrRDG6cuUK//vf//D398fNzY2AgADefvttDAaDrUMTolzSOLljV6e76S6sO5LerMkuGi12dbqjcXK3ccRlgAxpyBe5aa28u530RkdHc/+xYzRxcYEbN0x1/fvTbNUq/gJGjhzJV199xfz583njjTdsGrIQFUFcXByBgYEEBQWxb98+qlevTlRUFG+++SavvvqqrcMrMENGBsejo63WeXl54e3jU8oRibuV1t0f6nQ3J7eGc7+gPBtiTDhlkexq3f1tHWqBxMXFc+XKlWzlaWlp6BwcinTs3G5aEyaS8FYAeqDnlSt8UakSD2cmu97esGoV6HTogMWLFxMZGUlYWJissiZEMXjuuedo06YNX3zxhbmsVatWfPfddzaMqvASExO5t731WV0mTZ7M5Cnyj7IoPXcmvcarJ0wV5TTZBfj8iy+Y89Y8q3Xe3t6FPq4mj2nJNNLDC8iQhgph9+7dXP73X+rWqvVfoYeHRRudTsfIkSO5dOkSu3fvLuUIhahYYmJiWLt2LTNnzrR1KEJUWFp3f7SeDS3LPBuWy2S3ZJkWnshpkzENJpLwVgCJcXGEA41PnPiv8ORJy9kbgHr16gGQkJBQyhEKUbFs27aNhg0b0rhxY6v1kZGR1K5dm6CgIB577DFu3rxZLOf9+eefmT59er7apqWlcd999+Hq6srp06eL5fxClCZj0nnTMIasZQmncpy94W6m0Why3ISJDGko7/R6AsPC8AEu+fnhd+mSqbxXr/+mIgsPB52OM2fOAODp6WmbWIWoIOLi4qhZs2aubYYOHcrs2bN59913WbNmDcOHDy+d4G7T6XRs2LCBiRMn5qu9h4cHP2zeYrXOy8urOEMTIk933qCmzTKG13DuFyiHwxqeHTWKfn37Zivv/8STRRrDq9GANpfpxyTnNZGEtzzT62HwYPPUY6lJSQwAqFIF1q2DIUPMSa9++XIWL16Mn58fgYGBtoxaiHKvVq1anD+fv16mFi1acODAAaKiohg9ejTOzs50796dN954g3HjxnHixAmcnZ0JDw/n8OHD/Pzzz8yePZuff/6ZXbt2MWXKFJ588kmuX7+Oj48PDRo0wGAwMGzYMM6fP4+7uzsrV67Ezc3N4rxarZZq1arl+znZ2dvTtFmzAl0HIUqCtdkYtO7+aNz8LW5kK29Jr4+PNz4+2cfqOjo6otEW7QN3e3v5wD4vcoXKs/XrTQltaCh/TpxIw9sfmxrvuQccHCymLPvskUeIjY1l3LhxcsOaEEX02GOPkZSUxJw5c7h58yZGo5EDBw7w0ksvZWu7a9cuGjZsyM8//8xLL73E9u3bmTJlChs3bsTf359ffvmFZ599lkWLFlk91/r162nVqhU//fQTjRo1AmDdunU0aNCAHTt20KdPH4sb54Qoz1RqktVkF0xjeu+cskzm4TX14NppNTlu0sNrIglveRYaCmvWQHg4r73yCi1uv6oX//47s2bNInzNGmY3bcpYLy+e//VXgoOD8/3xphAiZx4eHmzbto1du3ZRq1YtvLy8GD9+PC1atDC3WbFiBUFBQcTFxfH4448zfPhwfvvtNwYPHsxPP/3E8ePHWb16NUFBQcyfP5+rV69ajLdTSgGmG+Tatm0LYP56+vRp2rdvD8C9994rY3RFhaFxckfr0zLH2RiyJr1an5YyDy+mhScc7LU5brLwhIkMaSjvQkMB0P35J9z+AxllZ0fY1KnmJn5+fsyaNUumIxOiGAUEBLB58+Yc6zPH8GZydnbmww8/JD09ncDAQKZMmcJTTz3Fyy+/DIBeryc6OpqLFy8CEBUVBZhuNj18+DDBwcEcPmxaSrVBgwbs37+f4OBg9u3bR/369QG4cOECNWrUKJHnK0RpsfO7B61HvRyTWa27P5rGIZLsZrrdw5tbvZCEt+I4dMj87cJffyX06lUSEhLw9PQkMDBQEl0hbGzVqlV8+eWX3Lx5k6FDh9KnTx/Gjx9P9+7dUUrx0ksv8dhjjxEXF8fDDz9M7dq18fPzo2/fvgwYMIAHH3wQf39/atWqRUhICN9++y1du3alcuXKhIeHk5GRwfDhw9m6dav5nCEhIezfv59Tp07x4osvEnr7H2Qhyrq8kllJdv+jARxzGcMr+a6JJLwVxe2eH5yd0TVrRpCdnW3jEeIuFhQURFBQkEXZiBEjGDFihEVZWFhYtsdu3LgxW9m6deuyla1atcpif//+/QwcONCibP369fmMWAhRXmny6OHNawxvfHw8w4cPJzIykpo1axIWFsYDDzyQrd3w4cP5+uuvzR1otWvX5tixY0WKvTRJwltRZPbwtm4NkuwKcdfp0KEDHTp0sHUYQohSp8Eu11kecs94x48fj6+vL/Hx8fz8888MGDCAU6dOWZ3C9M033+SNN8rnqouS8FYEBgPcHu9Hmza2jUUIIYQQpUajAQd7LbeSEriVnJit3piRjsFgfVhjSkoK69ev58yZMzg7O9O7d29atGjBhg0bePrpp0s69FIlCW9FcOIE3LoFwEGjkeuRkTJuVwghhLgLaDANaTi+dQ0HIz632ibBmH3+X4BTp07h6upqsZBOixYtchyqsGDBAhYsWEDjxo1566236Nq1a5HjLy0yLVl5FBFhXjJYr9ezPsuMDCPCwniwWzfG+/gwa9Ys9FmWFhZCCCFExaLRaHCw02JXiAl3U1JSsi1a4+bmRkpKSra2L7zwAqdPn+bSpUuMHz+e3r178/fffxc67tImCW95ExEBAwbA4MHob94kJCSEM2vXApBhZ8frS5YQFRDAomvXODJ1Kn379pWkVwghhKjA7LQatIVIeF1dXUlOTrYoS05OxtXVNVvbe+65Bw8PDxwcHBg8eDAdO3bkp59+KnTMpU2GNJQ3ISHm1dNORUfz07FjvFutGvz7L/YtW/LEli1w7BjGfv2oXKkS36xcyfz588vtIHMhhBBC5EyrMU1L1v6xgQR0eThb/dpZz+Hp7mz1sQ0bNiQlJcViDu+jR4/y1FNP5X1erda8QE55ID285Y1OB+HhGPv1o9mxY6yrVIkmt5cU5to181LD2q+/5vOlS6lVqxZhYWHSyyuEEEJUUHZaDW6eXvjWbZhts3dwwC6H2ZtcXV3p06cP06ZN49atW2zcuJEjR47Qp0+fbG3Xrl3LjRs3yMjIYPXq1ezcuZMePXqU9FMrNpLwlkc6HTvHjGEN8OitW2iuXzeVnz1r6v0NDwedDp1Ox8iRI7l06RK7d++2achCCCGEKH6ZN63ltOU10CEsLIyLFy9StWpVJkyYwOrVq/H09CQ8PJyAgABzuwULFlC9enWqVq3K+++/z/r166lXr16JPrfiJEMayqmryckMBrrXr49XTIypsGtXc7KbKfPFmJCQYIMohRBCCFGSNBoNDrmttJbH2F5vb282bdqUrXzw4MEMHjzYvL9r167CB1kGSMJbTpknhE5K+q/wjjstAc6cOWPZXgghhBAVSm4rrQkTSXjLqcAOHVjr5ITXlSumAhcX+P57GDzY3Mur1+tZvHgxfn5+BAYG2jZgIUSZplEKB2O6rcOw8JDhSVuHYNVfurJ1nQBG+He0dQjZLDm/x9YhZJNaBtMeRd7DDnKTufBEbvVCEt7ySa9HN3w4vVNTuQ5UBozduqGtVMl00xqgX76cEWPGEBsby6xZs2QRCiGEEKIC0qDJtYe3aOl0xVHmblobPXo0fn5+uLm50aJFC77//ntz3bx58/D29sbT05PXXnvNYjqMAwcO0LJlS5ydnenatWu5mgy5QPR6Uy9uRATGkBBcbhd//OuvzGnWjL87dICICH709ubrFSsIDg5m4sSJNg1ZCCGEECVDowEHO22Om/TwmpS5Ht4JEybw0Ucf4ejoyIEDB+jRowdnzpxh3759fPLJJ+zduxcXFxcefPBBGjduzIgRI0hLS+Pxxx9n2rRpDBkyhFmzZjFkyBB27tyZ43kMBkOOS+d5e3vj4+NTUk+xaNav/2/qsQkTTPvAMa2WRTNmMB0IBwbcvMn/PfEEvVeskN5dYRNxcXHEx8dnK09LS8Pevsy99QghRLlVmEUn7jZl7q9OkyZNzN9rNBrS09O5cOECK1as4Nlnn6V+/foAvPzyyyxbtowRI0YQGRmJo6MjI0eOBGDKlCksWLCAs2fPUrduXavnSUhIoHnz5lbrpk2bxvTp04v3iRWX0FBYs8a0AEV4uLn448hIBiYmkpCQQFU3NzLi4+k3cKDt4hR3vbCwMGbMmGG1ztvb+rruQgghCs6uguW7Z86c4eDBg1zPnHb1tmeeeabQxyxzCS/AuHHjWLZsGampqfTq1YsWLVoQHR3NwCwJXIsWLcw9tNHR0bRs2dJc5+zsTP369Tl27FiOCW+5Fhpq+vrnn6avDg7omjUjSHpyhRBCiLuKRgM6u4pz09pnn33Gc889h6enJy4uLuZyjUZT8RLesLAwPvroIyIjIzl69CgajYaUlBTcsky75ebmRkpKCkC2ujvrK6yjRwFIqVmTn77/Hk9PTwIDA2UIgxBCCHGX0KDJdUhDebtp7a233mLNmjU8/vjjxXrcMpnwAtjZ2fHAAw+wcOFCGjZsiKurK8nJyeb65ORkXF1dAbLV3VlvjaenJ9u3b7daVx4+btXr9aTu2UNlYP2ZMwzt1w8APz8/xo4dy6RJkyTxFTY1btw4QjM/jciiT58+MoZXCCGKka4CjWlISkoq9mQXynDCmykjI4PTp0/TrFkz/vzzT3r37g3A0aNHzUveNWvWjLCwMPNjbt26RUxMjMWSeHeys7PLtb7MiYgwjdu9Pb/u0F69+L/bY1v8HnyQVUOGoPvhB17eu5epU6eyb98+1q1bJ0mvsBkfHx+rN386OjraIBohhKiYNOR+01p5S4WDg4PZsWMHXbt2LdbjlqmENykpiR9++IHevXvj5OTEunXr2L59O2+99Rb169dn7NixDBw4EBcXF95//32ef/55AIKCgrh16xZLly5l8ODBzJkzh7Zt21ac8bsRETBggGnsbng48+bN49LPP5urHxg/3nQDW0QEIatWMWLLFr766ivmz5/PG2+8YcPAhRBCCFGSNBrQ5TYPbznLeL29vQkJCaFfv35Ur17dom7mzJmFPm6ZSng1Gg1ffPEF48aNQylFgwYNWLVqFa1bt6Z169aMHTuWDh06YDAYGDVqlHnwsqOjI+vWrWPEiBGMHz+e9u3bs3LlShs/m2IUEmJKdiMiMBqNLNq1i6c9PCAx0VT/xRfwww8QGop9//4s7t+fyMhIwsLCmDhxovTyCiGEEBVYRVpaOCoqitatWxMTE0NMTIy5XFPEzL1MJbxubm45jqsFeP3113n99det1rVv354jR46UVGi2pdOZpyDTRkTwHlC/TRtTwmtvb052M5cU1gEjR45k6tSp7N69m6CgIFtGL4QQQogSoiGPHt7SC6VY5JYHFkWZW2lN5OB20vtPx44MAJqfOGEqz8iwSHYz1atXDzDNNyyEEEKICkpjmqUhp63cjWm4LS4ujt9//524uLhiOZ4kvOWJTkfMzJl8CzjeuGEqq1MnW7ILpkmbwTQbhRBCCJETlZpUpHphWxpMQxpy2spbupucnEzfvn3x9fWlQ4cO+Pn50bdvX5KSivY6LFTCm5aWxpIlSwgODsbHxwedToePjw+9evXiiy++IDU1tUhBiZx16tSJKg4O/xXcMf8wmKYsW7x4MX5+fgQGBpZidEIIIcoTw6XDZJxYjzHpvNV6Y9J5Mk6sx3DpcClHJvIrc0hDTlt5S3hfe+01EhMTOXToEMnJyRw8eJCkpCQmTpxYpOMWOOH98ssvqV27NosWLaJdu3Z8+umnbN68mU8//ZQOHTqwZMkS6tSpw1dffVWkwIQVej264cPpnp7+X9mRIzB4MOj1t5voGTFiBLGxsYwbN05uWBOigrhy5Qr/+9//8Pf3x83NjYCAAN5++20MBoOtQxPllEpNwhh3BJQRw7lfsiW9xqTzGM79AsqIMe6I9PSWVRryGNJg6wALZtOmTaxevZrWrVvj6upK69atWbVqFT/88EORjlvghHft2rX89NNP7Nu3jxkzZtCvXz969OhBv379mD59Onv37uWnn35i7dq1RQpM3EGvNyW2EREYW7UyF//s5AQREfzduTOzp02jQYMGrFixguDg4CL/NySEKBvi4uLo2LEjqamp7Nu3j+TkZFatWsWuXbvQamVkmigcjZM7dnW6g0abLenNmuyi0WJXpzsaJ3cbRyys0WBaeCKnrZzlu9y6dYsqVapYlFWpUoVbt24V6bgFnqXhu+++y7NNy5Yt2bBhQ6ECElZkSXYJDUXr6QlRUaQ5OPCMuzvvpqYyYP9+Gu3fj/L1ZdasWTIdmRAVyHPPPUebNm344osvzGWtWrXK1/txfmUYMog+ftxqnZeXFz7lYAVKUXBad3+o092c3BrO/YLybIgx4ZRFsqt197d1qOVefFwcV65cyVaelpaGg0PR/l7bldMb06xp3749b775JvPmzUOr1WI0Gpk+fTrt2rUr0nGLNC3Z9u3b2bx5Mzdu3KBJkyYMGjSIqlWrMm7cOIuVz0QRrV9vTnYJD4eHHwbAsWVLYn77jd927OCfqVMZsGcPj7//PvYDB9o2XiFEsYmJiWHt2rVER0eX6HkSExNp06Gj1bopr0/kzcnWp4QU5d+dSa/x6u1ZgCTZLVaLv1jE/LfmWq3zLsI/lBqNJtelhYs6f21pe//99+nRo4d5CG1sbCz29vZs3bq1SMct9Gdhw4cPp0ePHnz77bfs37+fKVOm0LRpU3799deKtehDWRAaCmvWmGdjUH/9BUCsszO7d++mU9eu1NyxA9askWRXiApm27ZtNGzYkMaNG1utj4yMpHbt2jzwwAMEBQWZ338jIyNlpUWRb1p3f7SeDS3LPBtKsltO5DqGt5xp0qQJf/31FwsXLiQ0NJSFCxdy/PhxmjZtWqTjFqqH97PPPiMyMpJ9+/aZu5hv3rzJe++9R+/evUlLSytSUMKK0FD0ej3vT5nCxIsXAfjs1195q1s3/Pz8GDt2LJMmTUIGMQhRscTFxVGzZs1c2wwdOpTZs2eTmppKv379ckyOhciJMem8aRhD1rKEU2jc/CXpLeM05D7VbvlLecHV1ZWBxdyBV6iEd9GiRXz++ecW4ymcnZ158803cXZ25tVXXy22AIWJXq8nJCSE+E2byLwV7eEXX6SSpyeLFy9m6tSp7Nu3j3Xr1snYXSEqkFq1anH+vPUpo+7k5OTEK6+8wnfffccDDzxQoPN4eHjw06aNVuu8vLwKdCxRvtx5g5o2yxhew7lfQIY1FIuRo0YT0vfxbOWDnhhw14/hnTNnDlOmTAFg6tSpObabOXNmoc9RqIT31KlTdOvWzWrdhAkTaN++faEDEneIiICQEObNm8emTZv4PDAQdu8GoMuoUXRp2JDXGzRgxJYtfPXVV8yfP18+xhSiAnnsscd47bXXmDNnDi+99BJOTk4cPHiQVatWsWDBgmztq1evzuXLlwt8Hns7e5oV8SNDUf5Ym41B6+6Pxs3f4kY2SXqLztvHB28fn2zljo6OaHNZGjg/ivhwm9t9O68B2Llzp9U2RR2LXKiEV6vVkpqaikPWBRBu0+v1/P3330UKStwWEQEDBmDs149Fu3ZRq1YtRmQmvHZ2UKsWDB6MfUQES1atIjIykrCwMJmhQYgKxMPDg23btvHKK6+wYMECjEYjDRo0YMyYMVbbX7hwAT8/v1KOUpRHKjXJarIL1mdv0DQOkanJyiCNJvce3vLQ+btp0ybz99u3by+RcxTqprX27duzatUqq3UTJkxg+PDhRYlJZAoJMU1DtnYt7/37L6Offhq7U7fHWNWtC888Y569wb5/f0aOHMmlS5cs/lMSQpR/AQEBbN68mStXrpCQkMD+/ft55plnsrVLTU1lwYIF9O7d2wZRivJG4+SO1qdljrMxaN39zfP0an1aSrJbhmk0OW/lzbhx46yWP/fcc0U6bqES3okTJ/LKK6+wcOFCLl68yK1bt9i7dy99+vRh69atODo6FikocZtOB+Hh/NOxIwOAIVu2QObURDdvWk5VptNRr149ABISEmwXsxCi1K1YsYIHHniAhx9+mCeeeMJ8f0V4eDg9evSgR48ebNxofXyuuLvZ+d2DfeOQHIcraN39sW8cgp3fPaUcmcgvDWCnyXkrbzlvTjN95dTRml+FGtLw4IMP8tFHH/Hiiy/y8ssvA6CUokuXLvzyyy80adKkSEGJLHQ6YmbO5LcHH2TAvn3//bt28aJFsgtw5swZADw9PW0VrRCilAUFBVkdRhYUFMTZs2dtEJEob/LquZWe3bKvPE4/dqfMHEYpxdmzZ1FKmetOnDiBk5NTkY5f6IUnnn76afr378+uXbtITk6mSZMmtLq95O3kyZOLFJSw1KlrV+pVq4bvtWt0yZzyrU0bi2RXr9ezePFi/Pz8CAwMtGG0QgghhChNFSDfpUGDBuYb0xo0aGAuV0phZ2fH3LnWF+3IryKttFa5cmUeeeSRbOWvvy4r8hQnnU7HmDFj0M2Y8V+hq6v5W71ez4gRI4iNjWXWrFlyw5oQQghxlzANacjlprXSC6VIMnt1mzdvzrFjx8zlWq0Wb2/vIvfwFngMb+vWrfn+++8tupqzUkrx3Xffcc89Mt6n2Oj1vH70KBaLfv76K3937szsadNo0KABK1asIDg4mIkTJ+Z0FCGEEEJUNBrTtGQ5beUl461duzZ16tQhJSWF2rVrmzd/f/8iJ7tQiB7eTz75hOeff56xY8fywAMP0Lx5c9zd3UlKSuLYsWNs27YNHx8fPv744yIHJwC9HgYPRrt2LcZ69dCeOUMS8CMwYP9+Gu3fj/L1ZdasWTIdmRBCCHGXybxpLbf68ubKlSvs27ePuLg4iw5Wa7PT5FeBE97AwEAOHjzI9u3b+fbbb/n2229JSEjA09OTtm3b8uWXX9K9e/dCBySyuJ3smmdjiI+HM2cw1KvH5XHjOP/NNwzYu5f+gYFoJ040j+cVQgghxN1Ck8eiDOUr5d2+fTt9+/ZFo9Fw/fp1KleuTEpKCv7+/qWb8Gbq1q1bjqutiWKyfj1ERGDs14+3mjXjqVmz8Ad+PHOGF155hXd9fdkSEECztWtNbUNDbRywEEIIIUpbbj285c3rr7/OhAkTmDp1Kh4eHiQmJjJp0iT8/Yu20l+h5uEVpSQ0lIxVqwi5cYNZM2ZQw2gEoHnfvsycORONgwOtjh3jrTZt0IeE2DZWIYQQQpQ6DbmP4S1vufCJEyfMkx9kDmd48803effdd4t0XEl4y7i3Tp/m+y1beKl3b/MPq0VICG+++SanT59m0FNPMfnQIebPn2/TOIUQQghhGxqNJsctL/Hx8QQHB+Pi4kLjxo3Ztm2b1Xa3bt1iyJAhVK5cmVq1avH1118X99MATDNTZSa67u7uXLlyBQcHB+Lj44t0XEl4y6qICPQ3bxIWFkatWrWYNWzYf3UNG4Jej279ehYvXkytWrUICwtDr9fbLl4hhBBClL7bK6olxMdx8nh0ti0tLQ2DwZDjw8ePH4+vry/x8fG88847DBgwwOqKrdOmTePKlStcuHCBNWvWMG7cOE6cOFHsT6dly5bs3LkTgE6dOvHcc88xduzYIi9qJglvWRQRAQMGkNirF1cuX2bkyJHYZ10xqU4d081sAwagW7+ekSNHcunSJXbv3m2zkIUQQghR+kxDGjQs/uILOrRvl207e/aM1QQWICUlhfXr1zNjxgycnZ3p3bs3LVq0YMOGDdnarlixgjfeeAM3Nzfuu+8++vTpU+Tlfq354IMP8PX1BeDtt9/m2rVrHDt2jE8//bRIxy3SwhOihISEQGgoPhERhAOG2rVhzx5TnZsbvPDCfzM3hIRQb80agBxf0EIIkSeNBqO9o62jsBA24X5bh2BV5a6v2DqEbK7vKNr4xpJwWe9g6xCyyWkNgfJOi0JDwZ/bqVOncHV1pWbNmuayFi1aWCz8AJCYmMjly5dp2bKlRbs9mblJMQoICDB/7+/vz5YtW4rluAVOeL/99ls6depkzr5FCdDpIDycuLg4BuzYQfTbb4OPj6nOzu6/ZPf20sKZ6097enraMGghhBBClD4Fymj6WkApKSm4ublZlLm5uXH16tVs7cC0wm7WdpnlRZWZx+SlXr16hT5HgRPeHTt2MHHiRFq0aMGzzz5Lz549C31ykQudDo9Nm/iualV6HzuGOnPGdKdlYqJFsqvX61m8eDF+fn4EBgbaOmohhBBClCYFGmMGz458hn4hvbNV939iEDoH673trq6uJCcnW5QlJyfj6uqarR3A9evXzQmytXaF1aBBg1xvsFNKodFoch2LnJcCJ7xdunTh9ddf5+bNm2zbto0ZM2Ywbdq0QgcgcqZzdubPiRMxzphByK1bpsLGjS2S3REjRhAbG8usWbNklTUhhBDibqQUPl5e+Hh5ZatydHREo7V+y1bDhg1JSUnhwoUL1KhRA4CjR4/y1FNPWbTz8PDA19eXP//809y5dvToUYvhB0VxNut9SiWkwAnvr7/+yuuvv07z5s159tlnGTVqVEnEJW577bXX+POTT+DKFQAuJicTuWoVp//+myVLlhAbG0twcDATJ060caRCCCGEKH2ZQxpyqc+Bq6srffr0Ydq0aXz00Uds27aNI0eO0KdPn2xthwwZwuzZs1mzZg3Hjx9nw4YNxTaGt3bt2sVynNwUeJaGDz74gJMnT/Luu+8SGxvLjBkzSiIuAaapx4YPp83tZBeg+qVL2A8fzqxp09Dr9cyaNYt169ZJ764QQghxl9IYM3Lc8hIWFsbFixepWrUqEyZMYPXq1Xh6ehIeHm7Rgztz5kw8PT3x8/OjX79+fPzxxzRu3LhEns/XX3/Ngw8+aL5JbufOnaxfv75IxyzULA0//PADwcHBRRo8LPKg12McOBDt2rUcsbenZYbpRfs9MACoW6cOAX/8gbO7u03DFEIIIYQNqTx6ePOYmcLb25tNmzZlKx88eDCDBw8271eqVInw8PBCh5lfH330Ee+++y7PPvuseVEtT09PJk6cSEgRVpUt1Dy8jz32GGPGjCn0SUUesiS7a4B9Tk4AGOztOfLmm2x0dqb9uXMcbNoU/c2bto1VCCGEELZlyMh5K2c+/vhjNm/ezOTJk9HeHnvcpEkTTp48WaTjFirh1el0rF27ltdee81q/UMPPVSkoO5669ebk90tQ4YwokcPAOzq1WPKzJn0jI9nf+3a3H/pEt8984xtYxVCCCGEDSk0ypjjVpjpymwpPj6eZs2aAVjM3FDUOZQLlfA6OjqyZcsWPv/8c+bMmZOtfu/evUUK6m6XkZHBGHd3Xvf35/OlS9H+/bepom5dwPQPR5tZsxjr5cX/fv1VlhQWQggh7lYKMBpy3spXvkujRo2IjIy0KNuxYwdNmzYt0nELvbRw27Zt+e6775g7dy6ffPJJkYIQWUREYD9oEN2TknjmmWdMN6NlTshcrx7o9TB4MPZPPcUD3bvLksJCCCHEXe32GN6ctnKW8U6dOpW+ffsyZcoU0tPTmT17NgMHDmTq1KlFOm6hE16Arl27EhERwcsvv8yKFSuKFIi4LSSEfzp2ZAAwZMsWiIuDpCRTXa1aMHiweaW19F69AFlSWAghhLhbaSDXIQ05L+dQNvXq1Ytvv/2Wo0ePUqtWLX755RcWLVpU5OGyhZql4c7AvvzyS4YNG0blypUJCQmpsGtVlwqdjpiZM/ntwQcZsG+fKcHN9N13sGePeaW1mHnzAFlSWAghhLh7Kch1+rHyk5Pp9XpeeOEF3n//fbp161asxy5UD++dCe0TTzzBRx99xKBBg9i6dWuuy8OJvHXq2pWXq1Vjo7Mz/PzzfxVZkl09yJLCQghRjqjUpCLVC5GjXIc0lB86nY7/+7//w+n27FTFqVAJ77Jly7KVjRo1ilmzZtG3b19SU1OLHNjdTKfTMXr8ePrevMn5rPPsPvqoOdnNXFJ43LhxsuiEEEKUcYZLh8k4sR5j0nmr9cak82ScWI/h0uFSjkyUe0qhMWTkuOU1D29Z07NnT3788cdiP26hhjT079/favnLL79MUlISs2fPLlJQAiZNmsTve/aQvnmzuezYyZN8M2MGS1eskCWFhRCinFCpSRjjjoAyYjj3C9Tpjtbd31xvTDpvKldGjHFH0HrUQ+MkiwqJAihnSW1uvLy86N+/P71796Zu3brmuXjBtNpbYRXppjVrZs6cyaFDh4r7sHcfvZ65f/9N/du714CAkydpOmcO1xMSmD59uiwpLEQ5dO7cOTQaDa6urri4uBAQEMCOHTtsHZYoQRond+zqdAeN1pz0Zvb0Zk120Wixq9Ndkl1RQCqPpYXLVzJ89OhR2rVrx8WLF9m9ezc7d+5k586d7Nq1q0jHLfJNawDdu3dnw4YNVK5cGYDWrVsXx2HvWvqbN9lbvz73X75MskaDm1JcatCAv9LSGHD+PKSkEL5vn63DFEIUQlRUFAEBARw9ehSlFFOmTGH06NGcOHHCpnFlZGQQHR1ttc7LywsfH59Sjqhi0br7Q53u5uTWcO4XlGdDjAmnLJLdrD2/omKJj4/jypUr2crT0lJxcHAo/IEVeSwtXPhDlzaDwcD8+fNp3bp10a6JFcXSwxsZGSmLHxSXr7/mVPv23H/5Mvtr16ayszMATR9+mPtiYjA+/jgDgMGbN/PO3Lm2jVUIUWBRUVHcc889gGkVocDAQKt/BEtbYmIi7dq2tbotWrTI1uFVCFp3f4ueXuPVE5Ls3kWWfPEFnTq0z7adPXu26NOLVpCb1uzs7OjWrVuJfHpd7EMaRBFERMCgQTSLjuaHSpW4Z9cuNDdumOrq1AFAe3sGjAHAuYUL5R8NIcqZqKgo2rRpA8CFCxeYP38+oaGhNo5KlBatuz9az4aWZZ4NJdkVhacUKkOf41bexvc2bNiQS5cuFftxJeEtS0JCiOvaFYC6deuiu3jxv7oaNUxz8q5dC/36sbZ/f764dk1WWROinImKimLq1Km4urpSs2ZNAgIC+PDDD831kZGRBAUF0aVLF4KDg3nwwQcJCgrC3d2doKAggoKCrB73xx9/pEuXLgQFBfHiiy+SkZHbvJzCVoxJ503DGLKWJZzKcfYGIfKmcl9auDyNaQCef/55nnjiCX7++WdOnz7NmTNnzFtRFMsYXlFMdDp2jxuHfscOBkRHw0sv/Ve3eDFs22aehzd1zRr45htZZU2IciQlJYUzZ86QkJCAm5sb7777Ll9//bV5rNqVK1eYOnUqGzduxM3NjXPnzqGUom7dunTu3Dnb+vKZrly5wuzZs9m8eTOurq68/fbbfPbZZzz33HP5js3Dw4MtOUwF5OXlVeDnKrK78wY1bZYxvNZmbxAVy4hRo+jTt2+28sFPDCjiGF6F0qfnWl+ejBw5EoCHHnrIvK6DUgqNRoPBYCj0cSXhLWM8fHx4EGgeEECz3377ryJLsotOZ/5PR1ZZE6L8OHLkCNWrV6dKlSoAvPDCC8yePZsjR47QsmVLNm3axNChQ3FzcwOgzu2hTHn54YcfeOqpp3B1dTUft1evXgVKeO3t7WnWrFmBno/IP2uzMWjd/dG4+VvcyCZJb8Xl7e2Dt3f2mz8dHZ3Qaou4YJexfI3Vzc3Zs2dL5LjFkvDKymrFJzAwEC9fXx5LTuZ0/fpoYmJMFX37mpNdvV4vq6wJUQ5lztCQydHRkaCgIDZu3EjLli25ePEiLVq0KPBxL126ZPE4R0dH0tNz6fERpUqlJllNdsH67A2axiEyNZnIN6UUKiPn33elFOUpS6tdu3aJHLdYxvDeudSwKDydTse4ceOIPX+eq//8Yy433v7vTa/XyyprQpRTUVFRNG/e3KKsZ8+ebNy4EYDq1atz4cKFAh/Xz8+Pi1nG/KelpZk/Iv3+++956623eOGFF4oQuSgKjZM7Wp+WOc7GkHX2Bq1PS0l2RcEZjTlv5dB3331Hr169aN68Ob169WLDhg1FPmaxJLzDhg0rkXWP70Z6vR6Vns7XWi1eaWkA/AtoN2wgskYNmtSvz4oVK2SVNSHKoc8++4z33nvPomz8+PH8dnv4Uq9evVi5ciXJyckAxMbG5vjxXtbE+JFHHuGrr77ixu1ZXT744AP69OkDwGOPPcbrr78uS77bmJ3fPdg3DslxuILW3R/7xiHY+d1TypGJ8k+hjIYct/J209pXX33F4MGDadSoEWPGjKFRo0Y89dRTfPnll0U6brEMaVi2bFlxHOaup9fr6de7N0O2bKE/kK7R4KAUG4HKwID4eOZrtRx/800mvfmm9O4KUcF4eXkxc+ZMevfujdFoxM3NzeocuBkZGQwfPpytW7cC4OPjw+uvv07Pnj2xs7OjVatWFon1vHnzGDFiRKk9D2FdXj230rMrCkUpyMhlitJy9in8u+++y/r163nggQfMZb179+aFF15g2LBhhT6u3LRWhnw3aBBDt2whFDD27YvDunUAdB8+nN8ffJCdL71E/7g4or/9Ft2bb9o2WCFEiQgKCrI6G0PWZTUPHTrEwIEDLep79epFr169sj1u7ty5nDx5EicnJ9q3by/3XAhR0ShQuc1eUL7yXWJjY+nevbtFWVBQELGxsUU6riS8ZUTG11/T75tvADA+/jja2bPhdsJbt2tX6oaGYvzmG1i3jmbHjpHxzTfY3/EHTwhxd+jQoQMdOnTIV9vJkyeXcDRCCNtSkMtNa+Ut4/X392fHjh0Wc47v3LmTmjVrFum4kvCWEbu9vfkX0wpqWo0GzmeZhNzPDwYPRrtuHdHNmjEzOpoxfn4E2ShWIYQQQpQRClRuN6eVr3yXl19+mT59+jBy5Ejq169PTEwMS5cuzXb/Q0FJwltGXE1OZjBw7733UnvtWsjadf/BB7B5M4SG8kdwMKuHD2eALDghhBBCiArWwzt8+HAqV67MF198wZYtW/D39+eLL76gf//+RTquLC1cRnh6epIBrHz4YdMCEwcO/Fd5O9klPJyY24mwLDghhBBCCJRCGY05buXtprUVK1ZQv359tmzZwrFjx9iyZQv169cnPDy8SMeVhLeMCAwMxNfXl0XLlnHziy+4Va2auc7Ypw+Eh6MHWXBCCCGEEFnc7uHNaStnPbwzZszA19fXoszPz49p06YV6biS8JYROp2OZ599ltjYWKpVq0bSv/+a67Zs2cLMmTN5+umnZcEJIYQQQvzn9iwNOW3lLN8lLi4uW8Lr6+vLv1nyosKQMbxlhF6vZ9++fdgDS9LSyPxRJzg60istjZTZs5mFaeohWXBCCCGEECYqjxXVylfG6+fnx8mTJ2nUqJG57OTJk/j4+BTpuNLDW0ZsGDKEyC1b2FWrFgOAzCmkv05LYw2m2Rt2APe1bSu9u0IIIYQAQCmFykjPeStnY3hDQ0N56qmnOHz4MDdu3ODw4cMMHz6cAQMGFOm4ZS7h/fTTT2nTpg06nY7p06ebyyMjI9Fqtbi6upq3nTt3mutjYmIIDAzE2dmZNm3aEBUVZYPoCyfj66/pv2YNMXZ23BsbCyEhZKa0XYcMwXfzZow1atAJeGTePPQ3b9oyXCGEEEKUIbnetFbOvPHGGzRo0IC2bdvi5uZGu3btqFevHlOnTi3SccvckAY/Pz+mT5/OqlWrstXVq1eP06dPW33cwIEDeeSRR9i2bRvLli2jb9++nDx5Ent760/RYDBw7Ngxq3Xe3t5F7joviN3e3uiATgYD1KwJkyfD+vUANH/wQVi6FC5cIMnNjXbJyRx7+20CsvwzIERZFBcXR3x8fLbytLS0HH8vhRBCFJBSGNMzcq0vT5ycnFi5ciUffPABZ8+epU6dOnh5eRX5uGXur05ISAgAmzZtyvdjTpw4QXR0NDt37sTR0ZGxY8cyf/58du7cSbdu3aw+JiEhgebNm1utmzZtmkXvckm7mpzME8DFBg3wPn0aXn75v8rly2H7dggNZVPPnnw7ciQDW7YkoNSiE6JwwsLCmDFjhtU6b2/vUo5G5EkptBlpto7CQp+Br9s6BKs2fP2WrUPIpskrv9g6hGx+svs/W4eQTfq8L20dQjYKBRRtye/y2JObl6pVq1K1atViO16ZG9KQm/Pnz+Pj40PDhg2ZOXMmhttrR0dHR9OoUSMcHR3NbVu0aJFjD25ZkzkH76LBgzH26wdZhmpkJruEh3P64kW+QebgFUIIIYSJut3Dm9NW3sbwlpQy18ObkyZNmhAVFUWjRo3466+/GDBgAC4uLrz88sukpKTg5uZm0d7NzY2UlBQbRVswmXPwvrNwIZ86OrIVaHq7boujIwebNeMlvV7m4BVCCCGEJQXG2x2AOdWLcpTw+vr6mudla9asGW+88QYfffQRL7/8Mq6uriQnJ1u0T05OxtXVNcfjeXp6sn37dqt1tvi4tXLlyly+fBmcnfFzd4ekJFOFVsv0GTP4dPFiLly4wKxZs2SWBlEujBs3jtDQ0Gzlffr0kTG8QghRjCrikIbiVm7/6mi1WnM3fbNmzTh16hRpaWnmYQ1Hjx5lwoQJOT7ezs6OgICyMRJ2w5AhnD11itrVq/P2xYtUuV2e5uzMwzdvssbOjtUXLnC4USOZg1eUGz4+PlZv/sw69EgIIUQRlcJNawcOHGDEiBGcPn2a9u3b89VXX1G7dm2rbevUqUNcXBxarWnU7JAhQ/jss8+KHENRlbkxvBkZGaSmpmIwGCy+j4yM5Pz58wCcOnWK2bNn07t3bwAaN25M06ZNmTdvHmlpaSxatAiNRsP9999vy6eSL5lTkq2vVInTHTowALiuMQ1e/+HmTSKAvgYD/wd0K+IqI0IIIYSoWJQy9fDGJadw/GJ8ti1Nn2G+56kw0tLSePzxx3n++edJSEigc+fODBkyJNfH/PTTT6SkpJCSklImkl0ogz28s2fPtrize86cOSxbtoyrV68yePBgrl27ho+PD0OHDuWVV14xt1u1ahXDhg1j3rx5NGnShG+//bZcfGy629ubOCD01i3TVGT9+uG6aRPcukXLRx7BLSXFfBPbA0lJ/LZjB1179LBpzEIIIYQoI5TCkJ7Bsl1RvL/9oNUm3naF/2QtMjISR0dHRo4cCcCUKVNYsGABZ8+epW7duoU+bmkrcxnh9OnTc5wS7OWs03XdoUGDBuzevbuEoio5V5OTWQtkjnS8eO4c1W/dAqDBhQtw5Aj068ffsbGEHjjAvi1bQBJeIYQQQtymDEaUsWTuTouOjqZly5bmfWdnZ+rXr8+xY8dyTHj79++PUopOnTqxcOHCHIc/lKYyN6ThbuPm5sZqYLijIxFA9YNZ/js7csQ0TdnXX7OyVy9CgVuPPmqjSIUQQghR1iilMOozSuzGtYLOhLVq1SrOnTvHqVOnqFWrFn369MFYBm6qK3M9vHcTvV7Pe++9B8DKjAzqvfEG8f/3f6bFJ4BIYMHNm3yt17No2TL0fn6skinJhBBCCJGFMhgZ2roxwY2y96SOXPsLTrnM39+5c+ccPyGfMmUKVatWLdBMWJ06dQJMK6a9//77uLu7ExMTQ8OGDfP7dEqEJLw2NG/ePFy3bKFdq1b8HhXFuXPn8HJ2Ntd7VK/OT5s3M61ZM2JjY2VKMiGEEEJYUgqj0YhnJUc8K2Ufq+tgp8XOzi7Hh+/atSvXw//444+EhYWZ92/dukVMTEy+ZrrSaDRoNJoysfiFJLw2otfriX3/fSKAjPr1GeDry8MrV5oXF1RAq4sXOQn4//03nvfcwysyJZkQQgghslIKY7o+1/qiCAoK4tatWyxdupTBgwczZ84c2rZta3X8bmxsLBcuXKBdu3akp6czdepUatWqRf369YsUQ3GQMbw2snv3bpZfu0Z0QAD2337L2qNHGQD8c3veur+B84D/7a/3zpwpvbtCCJFPKjWpSPVClBcK07RkOW5FPL6joyPr1q1j4cKFVKlShV9//ZWVK1ea68eMGcOYMWMAuH79OqNHj8bDw4M6depw6tQpvvvuu1x7mEuL9PDaSEJCAhnAkQkTaDp1KpoLF7hZtSou1apBdDR+lSvjeP06Nzw88E9MRDN3LvTsCZL0CiFErgyXDmOMO4Jdne5o3f2z1RuTzmM49wtan5bY+d1jgwiFKEalsPBE+/btOXLkiNW6rPPsBgQE8Oeffxb5fCVBenhtxPP2APITCxaguXCB84Dz1as4RkcD4Hj9OsZ+/fhw/HjWADX37DHN0yuEECJHKjUJY9wRUEYM537BmHTeoj4z2UUZMcYdkZ5eUf4pMBqMOW5F7uKtICThtZEOHTrg6OjI0aNHGe/pyco33uB827Zk3rJ2AuiTksLiL79ku7s7GatWQWhobocUQpRT586dQ6PR4OrqiouLCwEBAezYscPWYZVLGid37Op0B402W9KbNdlFo8WuTnc0Tu42jliIolGYpiXLaVOS8QIypMFm3nvvPR5LSyMC2OfqSptXXkF34IC53tHDg59//JEvgQEA5WDVOCFE4URFRREQEMDRo0dRSjFlyhRGjx7NiRMnSi2GDEMG0cePW63z8vLCx9u71GIpKq27P9Tpbk5uDed+QXk2xJhwyiLZtTbcQYiSEh8fx9UrV7KVp6Wl4ejgUPgDK1CGXJJayXcBSXhtQq/XExYWRqWaNdmZkcH9sbFcrFqV6lnWuq6TmGiaoQHIePxx7ENCbBWuEKKERUVFcc89prGkGo2GwMBAPv/881KNITExkTYdOlqtm/L6RN6c/HqpxlNUdya9xqu3/3mQZFfYyPLFX/Du/Les1nkX8R9Ko8H2CzuUdTKkwQZ2797N5cuXeXr0aO776y+S3NyobjBwNUubf7Va8wwNv40aJTerCVGBRUVF0aZNGwAuXLjA/PnzCZUhTEWmdfdH62k52b3Ws6Eku6JCUQoMemOOWxmYArdMkITXBhISEgCoU6MGpwIDcU9O5jxQ9Xa9AqoZjaYZGoB6M2eCPpc59oQQ5VpUVBRTp07F1dWVmjVrEhAQwIcffmiuj4yMJCgoiC5duhAcHMyDDz5IUFAQ7u7uBAUFERQUlO2YaWlp3Hfffbi6unL69uqNdxtj0nnTMIasZQmnst3IJkS5phTKYMxxk4zXRIY02EDmDA36l1+m2bVrbHR25s8JE3j+009xuXoVDfAtMMfTk48SE+mUOUOD9PgIUeGkpKRw5swZEhIScHNz49133+Xrr7/G4faYvitXrjB16lQ2btyIm5sb586dQylF3bp16dy5M5GRkVaPq9Pp2LBhAxPzuWCNh4cHP23aaLXOy8urUM/Nlu68QU2bZQyv4dwvIMMaRCkbPnIUj4X0zVY+bNATRR7Da0jPZUiD5LuAJLw2ERgYyBAnJ565do1TXl70PH2aR52d4dNPzW1q1azJpJgYOgGG55/HTpJdISqkI0eOUL16dapUqQLACy+8wOzZszly5AgtW7Zk06ZNDB06FDc3NwDq1KmTr+NqtVqqVauW7zjs7exp1rRpQcMvk6zNxqB190fj5m9xI5skvaI0eXv74O3tk63c0dERO23hP3BXYOrJzaVeyJAGm9loZ8caoOGVK9g9/TQMHAhXTaN4lb8/7f75h1BgnZ0dxresD3IXQpR/mTM0ZHJ0dCQoKIiNG029rRcvXqR69eq2Cq/cUalJVpNdMI3pvXPKMpmHV5R7SuU6hleGNJhIwmsDu3fv5tqNG8xo2JAIQLtuHaxda64/cemS+fsMg4HffvvNBlEKIUpDVFQUzZs3tyjr2bOnOeGtXr06Fy5csEVo5ZLGyR2tT8scZ2PImvRqfVrKPLyi/JOFJ/JFEl4bSEhIoD/QsmlT7K2sL90kI4PoJk2Iq1ePUKD+1Kly05oQFdRnn33Ge++9Z1E2fvx48z+6vXr1YuXKlSQnJwMQGxvL2bNnrR5LEmMTO797sG8ckuNwBa27P/aNQ2RZYVEhmIY0qJw3WwdYRkjCawMNDh8mAvjfd9/R12DgWNOmnPfzM9dvBxKuXcPnzBl+Q5YVFuJu5uXlxcyZM+nduzddunRh3LhxODo6ZmuXkZHB8OHDLcpCQkL46aefGDZsGBEREaUUcdmQV8+t9OyKCkMpDOmGHDcZ0mAiN63ZwHrgL0wrqBk6dCDgp5+gY0e4PZShdaVKeFy+zDqdjpc9PTm5YAH2ctOaEHetoKAgq7Mx7Nq1y/z9oUOHGDhwoEX9evlHWYi7gjJKUpsXSXhLmV6v59PFi9G7uUFyMgP27+dmvXo4356bF60Wj1u3+EejYZBez6SxY7G/44+YEELcqUOHDnTo0MHWYQghSplSmHpyc6kXMqSh1GWusvZczZqMs7fnPOCckEB6ZgOjkYt2dtRUim1A53vvtV2wQgghhCjbVC7jdw1KMt7bJOEtZXFxcfQHpkdHc0Qp/IGLGg2ZU06fBlpqNFypVIlOQOsXXpAb1oQQQghhnQKD3pDjJnetmUjCW8q2bNnCeiDK2ZnqBgPUqIFv167/NahcmU8zMvC6dcu03PDJk3LDmhBCCCGsUoDRoHLcJN81kYS3FOn1ejZt2sTjGg2hHh5ca9IELlxAm+VmlAbXrxMK7AW6VqtGxqpVsqSwEEIIIaxTuU9LJhmvidy0Vop2797N/f/+y2og4sIFtgH9stQrQHP7+/uAiU2ayA1rQgghhMjZ7WnJcqsXkvCWqri4ONYDEUBmn+33Oh2BSuGZkYEGuADUuF3XKzXVNH5Xp7NBtEIIIYQo6zIXnsitXsiQhlK1ZcsWQoDDtWqZy5TRiGtGhnm/BnBIpyMC8N+3T8bvCiGEECJnCvRGY46bZLwmkvCWEr1ej9233xIBtL90iXFubnwD9DYYzDM0ZGqj1xPp5ibjd4UQQgiRKwUYVM6b5LsmMqShlOzevZvlSUkEOzjQNz0dDAYaN2kCf/1lbvMvUO329097emLfv79NYhVCCCFE+aBQpOey0prM02AiCW8pSUhIIAQYmJ5OhJMTfVNT4a+/SLOzw9FgGmxeDdPsDOeB0HPnYPBgCA+XMbxCiBJ3/NxlKt//kq3DsHB95wJbh2CV0d7R1iFk89f7D9o6hGzStcG2DiEbnSbvNqVNqyl6UAa5MS1PMqShlDQ4fJgIYIVWyw9ZEtjMZDfTfcB64N8uXSAiQsbwCiGEECJHMqQhfyThLSUGvZ4IoL/RyKN6Pf/UqGFRfy3L9yHAsVdfhTVrZAyvEEIIIXKkFKQbVY6bdP6ayJCG0hARwT3z53Ma+Abon5oKFy6gd3FBd+MGAFVuN92Dacqyf+bOhR07bBKuEEIIIcqPXGYlE7dJD28p0AcHs9/OjlD+m2MXMCe7ma4AjwBrgJp79shwBiGEEELkSpFHD6+tAywjJOEtBcffeosOBgPngY5Aop1dtjY3AS9gEzDBw0OmJBNCCCFEnkxjeFWOmyS8JpLwloK3T55kDeCPKbH1MBhIy1KfDjgDF+3s6AR84+oqU5IJIYQQIk8yhjd/JOEtYXq9Ht0PPzAM+A1TYpsBZE5qowAHTMMZGhsMrAHuO39ehjMIIYQQIl9ym6VBmEjCW8JOzpnDshs3+BJ43MkJQ5UqFncKavhvOMOPwEtVqshwBiGEEELkiyLn4QymIQ2S9YLM0lDikhMSiAAGAB1TU7FLTc3Wxhn4B2Q4gxBCCCEKRAH6XMYtSLprIj28JSkigo4ffQTAAa0W/9vFt6w0/QeIADr+848MZxBCCCFEvsmQhrxJwluSMjI4f++9hAK+RqO5uNIdzW5iWmENYM/zz8twBiGEEELki9y0lj+S8JaUiAgYNAidVsse/puhwRpn4DymBSdc3NxKK0IhhBBClHOlMS3ZmDFjaNCgARqNhsjIyFzbxsfHExwcjIuLC40bN2bbtm3FEEHRScJbUjIyAPDds4eLmGZhcAaMVppmJsS/AfGBgaUVoRBCFAuVmlSkeiFE4WUuPHHNkMFlQ1q2LQOFwWAo0jlat27N4sWLqVevXp5tx48fj6+vL/Hx8bzzzjsMGDCAhISEIp2/OMhNayXIGBKCdv16+t3eTwWc7mhzHugJLMZ0Y9u+n3+Ghx8uxSiFEKLwDJcOY4w7gl2d7mjd/bPVG5POYzj3C1qfltj53WODCIWo2JLQ87W6yC0MpFrtVgPHIiacY8aMAUCn0+XaLiUlhfXr13PmzBmcnZ3p3bs3LVq0YMOGDTz99NNFiqGopIe3JNwezhB/5QrfZCm+M9kFU8/uYmAYpiENtx59tDQiFEJUEOfOnUOj0eDq6oqLiwsBAQHs2LGjVM6tUpMwxh0BZcRw7heMSect6jOTXZQRY9wR6ekVopjVr1+fJs2a4desIZW9q+bYzsPDo1TiOXXqFK6urtSsWdNc1qJFC44dO1Yq58+NJLwlISQE7ruPart2AaYZGKy5AqzF1LP7JbCjShUCZUiDEKIAoqKiCAgIICUlhZSUFPr06cPo0aNL5dwaJ3fs6nQHjTZb0ps12UWjxa5OdzRO7qUSlxB3i++++45jx45x7Ngxxo0bl2O7gQMHlko8KSkpuN1xL5KbmxspKSmlcv7cyJCGkjBxIuzdyz8aDf1zuD0yDdNiEzWBbzAlvafr1Mnz4wIhhMgqKiqKe+4xDRXQaDQEBgby+eefF/xAyoi6lWi9zt4Jje7O+WVMtO7+UKe7Obk1nPsF5dkQY8Ipi2TX2nAHIe4mcXFxXLlyJVt5WlpasfztHzduHKE5zPLk7e2d4+M6d+7M7t27rdZNmTKF2bNn5zsGV1dXkpOTLcqSk5NxdXXN9zFKiiS8xS0iAhYsINXbm5rx8dzEdLPanRwx9fDeC8QCTwK9X321FAMVQlQEUVFRdO7cGYALFy4wf/78HP/o5SojnYwT661Waau1znX87Z1Jr/HqCVOFJLtCmC1atIg5c+darcstIc0vHx8ffHx8Cvy4Xbc/jS4ODRs2JCUlhQsXLlCjRg0Ajh49ylNPPVVs5ygsGdJQ3G4PZ3CKjzfPzJBV1uHkOzEtNhEKGIDq1auXToxCiAojKiqKqVOnmsfNBQQE8OGHH5rre/bsyb///lvicWjd/dF6NrQs82woya4QFUB6ejqpqakopSy+v5Orqyt9+vRh2rRp3Lp1i40bN3LkyBH69Oljg6gtScJb3Navh717Sa5cGS8r1Vog4/b3fQENpt7dHytXlvG7QogCSUlJ4cyZM5w/f57k5GTmz5/P3r17cXBwMLf5999/qVatWonHYkw6bxrGkLUs4VS2G9mEEOXPQw89RKVKlTh58iQ9e/akUqVK/P333wDMnTuXRx55xNw2LCyMixcvUrVqVSZMmMDq1avx9PS0VehmMqShuN3+aMDt+vUcm2S96P0xjeFt27atjN8VQhTIkSNHqF69OlWqVAHghRdeYPbs2Rw5coSWLVty/fp1KleunL+D2Ttg3yCHKRHtrc0x8587b1DTZhnDazj3C8iwBiEYPXo0jz/+eLby0AEDyvzf/9wWm5g8ebLFvre3N5s2bSrhiApOEt7iFBEBH36Iql4dzcWLuTa9AvwKPI5pOEOXLl1KIUAhREWSOUNDJkdHR4KCgti4cSMtW7bk+PHjNG3aNH8H02jRVCr41EXWZmPQuvujcfO3uJFNkl5xt8tpjK2joyMajcYGEd1dZEhDcbq9uprm4sUclxHO5IUp0X0SUw/v/fffX7KxCSEqnKioKJo3b25R1rNnTzZu3AhAdHR0/hPeQlCpSVaTXTCN6b1zyjKZh1cIYSuS8JaQnJYRznSF/25Wc3BwoGvXrqUSlxCi4vjss8947733LMrGjx/Pb7/9BpgS3mbNmpXY+TVO7mh9WuY4G0PWpFfr01Lm4RVC2IwMaShBWkxrXFv7oMIL+A1YDwQ0bVrmx+8IIcqf48eP8+uvv/LOO+/g4ODADz/8UOwfndr53YPWo16OyazW3R9N4xBJdoUQNiUJbwnL6U/LFaATEAI4ZBmDJ4QQxeX7778vlfPklcxKsiuEsDUZ0mAjXsB7mMbv2tvL/x1CCCGEECVFEt7i1L8/1xo3znfzA7e/1qlTp0TCEUIIIYQQkvAWL52O+LS0XJtkZPk+cyHhI0eOwJQpINOSCCGEEEIUu7v2s3SDwcD06dPN++PGjSvUGtQW9Hqc81jCM+sFbwu8CyStX49av9403lejASvL9ZWmuLg4wsLCzPvFcm0qCLk2OZNrI5T+FsYrf5n3tV5N0Ogq2TAiiIuP5/MvFpv3nx01Eh9vbxtGZPpdWbRokXl/9OjRZeJ3pSxeq/i4OL744r9rNWrUaLxtfK3K6s9P5E6jrC2GXMEFBASQlpZGTEyMuezo0aMWE7gXytdfw6BBBX5Y1pkc0rRaHA2GosVRRMeOHbOY27NYrk0FIdcmZ/m9Npllx44dK7XYRO4CAgKIPnMRXZO+RTqOupVIxon15n37xiGFWswi0/WdC4oUD0D08eO06dDRvH9o/x6aFXFuYqO9Y9Fiio6mXdu25v3fDx4s8vRx2ozcP13Mj+K+Vulah7wb5eF4dDT3tm9n3t934HeaFuFa6Yrhg9To6GjatvsvpoO//16kn1+btm3RaDTynljCKtSQhvj4eIKDg3FxcaFx48Zs27bN1iHlS+bvnwIaGHObvVcIIYQQQhRUhRrSMH78eHx9fYmPj+fnn39mwIABnDp1Ck9Pz2xtDXf0op4+fdr8vbe3d6l/PKGARsA/wAsvvMAHH3xQqucXorhdvXrVao9FWlqazEwihBCiVFWYvzopKSmsX7+eM2fO4OzsTO/evWnRogUbNmzg6aefztb+n3/+sdgPCQkxf1+7du3CzZwQF2exmw7k9wOdfUDq7e8//PBDoqKiCn7+YnLjxg2L/eHDh+Pi4mKjaMoWuTY5u/PaDBw4kIsXL1pt623jcYFCCCHuLhUm4T116hSurq7UrFnTXNaiRYscx8RkZGRYLQf4+++/+fvvv4s9xoLYsWOHTc+f1e+//27rEMosuTY5yynZFUIIIUpbhUl4U1JScHNzsyhzc3Pj6tWr2drGxsbmeiydTle4pX4NBkhLy3E54dykYzllmbOzc8HPX0yMRiOpqanmfScnJ7TaCjXcu9Dk2uTszmtjb2+f4z+WSUlJpRWWyIfY2FhIu4n+r3VFO5DRcqhYxtltoLUr9OHuab+naPFgGkKTVf8nBuHoWLSbzoo6heSdMQ0IDS16TMVw/3lxXytVDFNtpqVaxvTkgAE4OhU+puKY/PPO6xQ6YECRrlNMTAwODkW/wU/krsIkvK6uriQnJ1uUJScn4+rqmq2ti4sLRqPR4gXq7u6OnZ3pjdne3t78fYFdugSJiYV66GUg4fb3tlyMwmAwkJCQYN739PQs/PWoYOTa5OzOa3PnP6CZLl26JMNAypjMn0etWtWLdJyy+Puhc3CwGEKjc3BAY+N/UnU6nWVMOh2aoiaHxZBcFve1Ko7k0sHB8lo5OOjQ2njO+uL++Tk4OMh7YimoMAlvw4YNSUlJ4cKFC9SoUQMwTYv01FNPZWt7+fLl0g5PCCHKLHlPFEJUdBVqHt7Q0FDc3d356KOP2LZtG8OGDctxlgYhhBBCCHF3qDA9vABhYWEMGzaMqlWrUrNmTVavXi3JrhBCCCHEXa5C9fAKIYQQQghxJ7m9XAghhBBCVGiS8AohhBBCiApNEl4hhBBCCFGh3bUJb3x8PMHBwbi4uNC4cWO2bdtm65BKzaeffkqbNm3Q6XRMnz7dXB4ZGYlWq8XV1dW87dy501wfExNDYGAgzs7OtGnTxqbLH5ek0aNH4+fnh5ubGy1atOD77783182bNw9vb288PT157bXXyDoE/sCBA7Rs2RJnZ2e6du1q89X6SsqePXvQarXMnj0bgOXLl2Nvb2/xusm6uMvdcl2EEEKUXXdtwjt+/Hh8fX2Jj4/nnXfeYcCAARYTpldkfn5+TJ8+nX79+mWrq1evHikpKebt/vvvN9cNHDiQHj16kJCQwKhRo+jbt2+uSzSXVxMmTODcuXMkJyezdOlShgwZwtWrV9m0aROffPIJe/fuJTo6ms2bN7N06VLAtPLO448/zvPPP09CQgKdO3dmyJAhNn4mxc9oNPLSSy/Rvn17i/KgoCCL102tWrWAu+e6CCEqNrm/v/y7KxPe/2/vzuOiqt4/gH9mUGQZBxQ3NBVTsDTASNQ0FVEMUnHJrcTAlcI0bFcMBEXFvVLLfU1zy43ABQRc0jQSEC1FDBcyBZHBkXXg+f3hj/tlgBlmYFgcnvfrNa8Xc++55z7n3DN3nrmcuSOXy3H48GEEBgbCxMQE7u7usLW1xZEjR2o7tBoxYsQIuLu7w9zcXONtbty4gevXr2Pu3LkwMjLCRx99hKKiIqUrwPrilVdeEX6FTyQSIT8/H6mpqdi5cye8vb3RsWNHtGrVCp999hl27NgB4PnV8UaNGmHq1KkwMjKCn58fYmNj8c8//9RmU3Ruw4YN6NmzJ1599VWNyteXfmGM6bfk5GQAzz/0sxdTvUx4k5KSIJFI8NJLLwnLbG1tce3atVqMqm64d+8eWrRoAWtrawQFBaGwsBAAcP36ddjY2Cj9HLM+95mPjw+MjY3h6OgIZ2dn2Nra4vr167CzsxPKlGx/6XUmJibo2LGjXvXP48ePsXr1agQGBpZZd/HiRVhYWKBLly748ccfheX1oV/Yc4WFhZwMsFpXHWPw999/h42NDX7//XeIxWK+2vuCqpcJr1wuh1QqVVomlUohl8trKaK64ZVXXkF8fDz+++8/HDlyBPv27cPq1asB1L8+W7duHeRyOSIiIjB48GCIRKIyfVCy/fWhf/z8/ODr61vmPwP9+/dHYmIi0tLSsHXrVgQFBeHgwYMA6ke/1GfHjh3D0aNHAQAGBgYQi8X4999/ERsbCwDCB+a6hJPyipVO6F6kBE8sfp7W3LhxQ2d19uzZE7NmzcKSJUtw584diEQindXNak69THglEgmysrKUlmVlZUEikdRSRHVDq1at8Morr0AsFqNLly6YN28efvnlFwD1s88MDAwwcOBAREREICwsrEwflGy/vvfPlStXcPnyZUybNq3Mug4dOsDKygpisVh4Y6jP46a+cHZ2xhdffIEvvvgCvXv3Fpb/+eefmDx5Mm7fvg0DA4M6l2AWJ0SBgYFYs2YNCgoKajmiukckEiE9PR2nTp0Snr9ISe+cOXPQvXt3hIeH6+xD15gxY9CwYUMcOnQIOTk5wvIXqV/qu3qZ8FpbW0MulyM1NVVYlpiYiK5du9ZiVHVPyX/ddOnSBUlJScjLyxPW15c+UygUuHXrFrp06YKrV68Ky0u2v/S6nJwcJCcn603/xMTE4MaNG2jTpg1atWqFvXv3IiQkBJMmTSpTtvS40ed+qa/69u2L5s2bIzExEfv374dcLsehQ4cAAEOHDsXs2bPh7e2N+/fvCwlmsbqQIJw7dw7r16/H2bNnceTIkTqR9Bb3S0VXV2uq/xITE/Hrr78iLCwMwPOkty5esS+PhYUF1q5di19//RWnTp3SyYeuPn36oEePHti3bx9u374NAMjPz4dIJML58+cRHR1d5X2wakb11OjRo2nKlCmUnZ1Nx44do6ZNm9Ljx49rO6waUVBQQDk5OTR16lTy8/OjnJwcUigUFBUVRXfv3iUiops3b5KtrS0tXrxY2M7R0ZHmz59Pubm5tH79eurQoQMVFBTUVjOqRWZmJv3000/09OlTKigooH379lGjRo3oypUrFBoaSm3btqXk5GT677//yM7OjjZt2kRERLm5udSmTRvavHkz5ebmkp+fH7311lu13BrdefbsGT148EB4jB07lr766it68uQJhYeH06NHj4iIKDY2ltq0aUN79uwhIv3vl/ooMjKSRCIRXb16lYiIsrOzycXFhU6fPq1U7vvvvyd/f3/KyckhIqItW7ZQXl5ejcerSm5uLt29e5e8vLzo559/FuKsDYWFhcLfCoWizPqioiL68ccfKTExsdpjePbsGT179oxkMhmdPn2agoKC6OjRo0pl7927V21x6NLZs2fJy8uLQkNDiej5Ma/Me1ZRUZHw98iRI8ne3l54fvDgQTI0NKSTJ09WOV5Wveptwvvo0SNyc3MjY2Njsra2plOnTtV2SDUmICCAACg9tm7dSsuXL6fWrVuTiYkJWVlZ0TfffKN0ckhKSqLevXuTkZERdevWja5cuVJ7jagmMpmMnJycyMzMjKRSKTk4ONDBgweF9YsWLSILCwsyNzenL774QulEeOnSJbK1tSUjIyPq27cvpaSk1EYTaoSnpyctWLCAiIg+/fRTat68OZmYmJC1tTV99913SmXrU7/UB/n5+eTr60tjx46lgoICSk5OJgsLC3JycqJVq1aRXC4nIqI7d+7QwoULKTY2lgIDA2nkyJFKiV1tKX7NFsfy999/06RJkygsLIzu379Px48fr7UP8ps2baKZM2fSihUraMeOHcLyrVu30ooVK+jLL7+k7OxsnezrxIkTlJCQQET/S7Jv3rxJY8aMoXHjxtGSJUtozZo1FB0dTUFBQRQeHk5EREFBQfTtt9/qJIaacObMGfLx8aEdO3bQp59+Srdv365UPcXjpaCggBwdHenLL7+k0NBQatiwIe3cuVOXIbNqIiKqA/9fYowx9sKIiYnBpk2b0K5dO2zYsAHvvvsu3njjDQQGBqJfv36wtrZGYGAgtm/fLpTbsWOHMKe39DSH6kJEar9gVLw+LS0NPj4+SEhIwOLFizFq1Kgaia+ktWvXIiwsDHPnzoWBgQGWLFmCt956C59//jni4+Nhb2+PzZs3w8zMDAMGDICFhUWl9zV06FDk5+ejSZMm2LJlC0xNTXHjxg18+OGHmDdvHmxtbXH79m2cOHECYrEYffv2xfnz5/H777+jSZMm2Lx5Mxo0aKDD1levQ4cOYerUqQgODsaHH35Y6XqKx0tERAQ+++wzXL16FTt37sSECROEqSb8hba668UZsYwxxuqE/v374+LFiwgKCkJISAg+/vhjAIC7uzvWrVuH69evIzs7G56enigsLISnp2eNJ7sl97V8+XLY29vDxcVFqYxIJEJRURGaN2+O1NRU+Pr61kqyCzy/7d93332Hjh07AgB27twJDw8PtGvXDmPHjgXw/FcL27dvX+6PBmlq6NChKCwsxMmTJ5GdnQ0TExMoFArs3bsXxsbGGDhwIIDn82AtLS2xe/dutGzZEra2tkhOTsaGDRvQoEEDFBYWwsDAoOoNr6KSH2pKf8Apfp6eno6FCxcKyW5FH4RUKd6me/fucHFxwbJlyzB48GBOdl8QfIWXMcaYxkomC++++y7S0tJw5swZYX1+fj6ISOme3QBqNEEqGeOqVasQExODnTt3onHjxiq3iYuLQ7du3QCgRhPzYgEBATAxMcHnn38u9NPZs2cRGxsLX19fZGdnY9++ffjggw+EL4Zqm2BFR0dj0aJFOHHihJDsF7czOTkZp0+fxqNHjzB16lS0bNkS2dnZmDp1KmbOnIk333xTqKeuJLul4yjuE3V9o6tjm5+fD0NDQ052XyD18i4NjDHGKqc4UQKAn376CUQEX19fYb2hoWGZZBdArSS73333Hb755hu8+uqrQrJb8hv7JW+ZV5zsElGNJ7sAMGrUKBgZGSEuLk64G0JBQQFu374NhUIBExMTeHl5QSwWo6ioqFIJVvE9ZIvvuFCynR07doSzszOkUik2bNgAmUwGExMTtGzZUuk2XEDNHcuKFMfx+eefY8aMGVi+fDni4+MhEokQHx8v/KJjyet6ujq2hoaGACD0J6v7OOFljDGmleIrjEZGRvj6668RFxeHw4cP13ZYSongpk2bcPbsWSQlJeHevXtYsGABgOexFxYWIisrC5MnT0ZCQoJSHdWZvKj7h6q1tTUMDQ1x7tw5LF68GNevX0dwcDB69uxZZr5sZZM2kUhUJnktqWPHjhg9ejSaNm2KLVu24LPPPsO///6L/v37V2p/1eX8+fPCrcGWLl2K9PR0+Pr6on379ti8eTMyMjJw584dLFmyBDk5OZyQMgCc8DLGGKuE4iSiR48ecHJyQt++fWstluKrtsWJ4Nq1a3H8+HHMnj0blpaW+OGHHxAXF4fg4GAAz68MSqVSjB8/HpmZmTUWY3GfLV++XPhRB+B5Ilx8BXfgwIEoLCzEL7/8ggkTJmDChAk6i8HCwgL//fcfZDKZMKe6OAnfvXs31q5dC0tLS7i6uuLhw4e4evUqfvrppzr1AyIZGRmIj4/Hzp07IZfLYWNjAwcHB1hbW2Ps2LEwNzdHdnY23nnnHXh4eMDY2Li2Q2Z1BM/hZYwxViXF8yJrcu5rWloa8vPz0aZNGwDPfyCmQYMG2LFjB3bt2oUdO3agVatWQkw5OTnw8vJCly5dEBAQAAB4+PAhWrZsWe2xajKnWN2808p+yao8Dg4O6NKlC3bt2gXgf8eu+O4QQUFBwhe9LCwshOkPdWEaQ3E/PHjwAKtXr4ZUKoW1tTXS0tJgbW2NTp06YeLEiVi6dCn69OlT2+GyOoav8DLGGKuS4iS3ppLds2fPonfv3hg9ejT69esHIhL+7Z+dnY158+ahVatWSvNUjY2NsX37dpw/fx6XLl0CgBpPdtXNKRaJRGV+hruYLpLd4mtb8+bNw507d+Dn5wfg+TFbtmwZdu/ejenTpwv7atasmfAFsLqQ7AJQ6sf09HSkp6fjr7/+QnZ2NpKSkuDt7Y1JkyZxssvKxQkvY4yxF8aZM2cwYsQIfPLJJwgODkZeXh78/f2F9cbGxggNDcWzZ89gYGAgfAHszz//hJGREcLDw9GjR48aiVUXc4p1pTiOgQMHYty4cTh58iTat2+PkSNHYtOmTYiMjETbtm3L/HxwXZj/WvIf0X///Td+//13bN68GTNnzkTTpk3x7NkzjBkzBnv27MHUqVPLbMMYwAkvY4yxF0RGRgYGDRqEKVOm4OOPP0bfvn1hb2+v9KWut956Cy1atMAff/whJL0pKSkICAjAzZs3hauV1ZkQ1eU5xWZmZpg2bRrCwsIQEBCAWbNm4ezZs+jYsWOdmbpQWnHSHR4eDiMjIwwbNgwXL17Eyy+/DEtLS9y8eRN3795Fs2bNAOh2CgjTHzyHlzHG2Atjzpw5iI2Nxfr169GhQwdMnjwZMpkMEyZMEH404tChQ7h58yYePHiAoUOHYvHixRg/fjymTZtWbXG9SHOKy1Mb9x6uSMnENTMzEz/++CMKCgqEDwhyuRznzp3D1KlTMWLEiNoNltV5dWt0M1bCrFmzcODAAZXrz58/D3t7+0p9e3jYsGHYtm1bFaJjjNWG9957D5aWloiKisLHH3+Mn3/+GY0bN4aPjw88PT3x66+/YuTIkZg8eTK6d++Ou3fvwtvbW0h2q+Maz4s0p1iVupbsAv+7shsdHQ0zMzN4eHigffv2KCwsRIcOHdCxY0e89957QrLL1++YWsRYDdu3bx+ZmpqWeTRs2JAA0NGjR4mIqGPHjpSamqqyntdff50OHTqktOzkyZPk7OxMjRs3JhMTE7K3t6d169ZRUVGRUrm4uDhq0aIFZWdn67x9jLHqtWbNGrK2tiYbGxsqLCwkIqK7d++Sl5cXdevWjXbu3FnudqXPA7oQExNDTZs2pe+//54iIyOpR48eNG/ePGH9tm3b6IsvviC5XE5ERAqFgoiIYmNjlZ6z/yk+pkRE//77L/n5+dHatWspPz+fbt++TR9//DEFBQUpbVMdx5bpl7r3kY7pvTFjxkAulys9oqOjIZVKMXXqVAwZMgTJycl47bXX0Lp163LriIqKwn///Ydhw4YJy7Zu3YoRI0Zg1KhRuHv3Lh4/fozFixdjyZIl8PLyUtre3t4e7du3F27Nwxir++j/r+DNmDEDgwcPRoMGDYQrk23btsX333+PXbt2wcPDo9ztdT2v80WZU/wiKTm1IjIyErm5uXBxcYFYLMamTZvQqFEjPH36tMydGHjOLqsIJ7ys1sXExMDZ2Rmenp7YuHEjxGIxIiMj4e3trXKbgwcPYuDAgcKbRVZWFj755BMEBQVhxowZMDc3h5GREdzc3HDgwAHs3LkTkZGRSnW4urril19+qda2McZ0p/g2WQCwZs0aSKVSeHp6CuslEgm6du0KADXyQwlNmzbFZ599hri4OPzzzz9o2LAhFAoFEhIShHNLx44d0bFjR1y8eBF+fn6IiIjAlClT4O7uDhsbG6W2sf9Nrfjss8+wbds2HDt2DGFhYXB0dBQucjg5OcHZ2bmWI2UvGk54Wa0KCwuDm5sbPv/8c6xYsUJYnpqairffflvldn/88Qdee+014fm5c+fw9OlTjBs3rkxZR0dHdOjQAeHh4UrL7ezscPnyZR20gjFWU0omvStXrsSjR4/w/ffflylXU3NS6+Kc4hdRyQ8oiYmJyMjIwM6dO3HmzBl06dIF9vb2CAwMxL59+4T/2HHfMW00qLgIY9Vj7969+OCDD7Bs2TLMmjVLaV1gYKDabTMyMmBmZiY8L75he5MmTcot36RJEzx79kxpmZmZGZ48eVKZ0Bljtaj4aqitrS1sbGwgkUhqLRY7Ozv06NEDS5YsgUgkglwuh1gsxr179+Dv74958+bhyZMn8PDwKDPVgvj2WQCUpzGcOnUKjo6OePnll+Hi4oJ33nkHEyZMwNdff42ZM2eiY8eOALjvmPb4Ci+rFRs3bsTEiROxfv36MsmuJpo2bQqZTCY8f+WVVwAA8fHxZco+e/YMN27cEMoUk8lkKhNkxljdJ5FIEBQUhEmTJtXK/uvanOIXRenpJsV95uPjgwsXLqBRo0Zo3bo1rK2t0axZM4wfPx7t27dH+/bthW3qa9+xyuOEl9W4FStWYObMmdizZ0+ZL5Np6o033sC1a9eE5926dUPfvn2xePHiMmVXrlyJRo0a4f3331dafvXqVXTv3r1S+2eM1Q3F/+mpjX9v17U5xXXV48eP8eDBAwBQujXbyZMncffuXTx8+BCJiYlITk7GrFmzEBUVhRs3bsDV1RXGxsYYO3YsZs6cCYCnMbDK44SX1Sh/f3/4+/vjyJEjePfddytdz6hRoxAZGan0M5i7d+/GjRs3MGPGDOTm5qKoqAgrVqzA8uXLceDAATRv3lypjuPHj2PkyJGVjoExVnfU1hW/ujanuK757bffMH78eHh6euLGjRvCF41XrlyJkJAQ/PDDD9iwYQOSk5MxePBgzJ8/H5mZmbCwsMC///6L0aNHY+zYsQB4GgOrGv6lNVZjrly5AgcHBxgYGMDIyKjM+l69eiEiIkLj+l5//XUEBARgxIgRWLRoERYtWgSFQoG8vDxs27YNVlZWcHJyQoMGDdCoUSN4eHjgxx9/BAAkJCRg0KBBSElJgYmJic7ayBirv+RyOfz8/NCtW7dam2ZRl/z222945513sGrVKjg4OMDe3h4AcPr0aUyYMAGXL1+GhYUFdu3aBalUisGDB4OIYGhoiKFDh8LX15d/QY3pDCe87IV17tw5zJgxA1euXNH66om7uztGjhzJb0qMMZ2SyWRKX6itrzIzMzFmzBiMGzcOU6dOFZYXFRXh3r17+OWXXyAWi/Hxxx/jt99+w7Fjx7B06VLIZDKsWLECrVq1go+PTy22gOkbTngZY4wxHavv/36XyWQYNWoU1q9fj5dffhkikUipP27duoUTJ05AJpMhNjYWTk5Owjzd1NRUtGnTBgD3I9Od+jmpiDHGGKtG9T1Ju3PnDq5fvw5TU1OIxWKhP4qvsXXq1AmjRo3Cs2fPkJaWpvRDQ8XJLsD9yHSHE17GGGOM6QwRwdLSEi+99BLu3bsHAMIXjEUiEVJSUrB69WpYWlrCx8cH48aNw6JFi8rcK50xXeKElzHGGGM6IxKJ0Lx5czRp0gRz584FABgYGCAnJwcAkJ2djT/++AMPHjxAmzZt4OLiglGjRsHU1LQ2w2Z6jhNexhhjjOlM8bSF4OBgZGVlwc/PDwBgbGwMAPDy8kKbNm1gaWkJALCxsYGdnV3tBMvqDf7SGmOMMcZ0Ti6XY/Pmzfj5559hZGQENzc3/Pzzz+jSpQt27doFQPlnhRmrTpzwMsYYY6xaPH36FNevX8eaNWtgZWUFCwsL+Pr6Ang+r7f4hygYq26c8DLGGGOsRnGyy2oaJ7yMMcYYY0yv8cQZxhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE17GGGOMMabXOOFljDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE17GGGOMMabXOOFljDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE17GGGOMMabXOOFljDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE17GGGOMMabXOOFljDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE17GGGOMMabXOOFljDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE17GGGOMMabXOOFljDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWClJQUiEQiSCQSmJqaomvXroiJiantsLTi5OQEIyMjSCQSSCQSuLm5Ka1PS0vDkCFDYGpqis6dOyMyMlJlXdqUrQxt61+9ejU6deoEY2NjWFtb49tvv630vmvrWP/www9wcHBAw4YNMX/+fJXlLly4ALFYjIULF6osU9Gxriptjo+m7SpJV8fzRX3dVtRnS5cuRdu2bdG4cWO8/vrrePr0qcbblhQXF4c+ffpAKpXi5ZdfxqZNm2q0HZrGWpk4dXlOYEzfccLLBPHx8ejatSvkcjnkcjmGDx+O6dOn13ZYWtu0aZPQhvDwcKV1M2bMQKtWrZCWloZly5Zh7NixyMjIKLcebcqW5OXlhW3btlVYTpv6v/nmG2zbtg0HDhyAXC7H3r17sWnTJnzzzTcV7qc8tXWsLS0tMX/+fLz77rsqyxQVFWH27NlwdHSssD51x1qV6jg+mrSrJF0ezxf1dauuz9auXYvjx4/j/PnzyMrKwvbt22FoaKjRtqVNnDgRb7/9NjIzM3HgwAHMnj0bf/31V4XbaTpOKopF01i1jVPX5wTG9B0nvEwQHx+P119/HQAgEonQp08fpKen13JUuiOXy3H48GEEBgbCxMQE7u7usLW1xZEjR6pUtrpjSU9Px8qVK7F//35069YNBgYGcHBwwN69e7FixQqkpaVpvf/aOtYjRoyAu7s7zM3NVZbZsGEDevbsiVdffbXa41FF2+OvSbuK6fp4vqivW1V9VlhYiODgYGzcuBHt2rWDSCSCnZ0dGjVqVOG25UlJScF7770HsVgMBwcHvPrqq/j777+rvR3axqpNnNVxTmBM33HCywTx8fFwcHAAAKSmpiIkJARjxoyptXiGDh0Kc3Pzch9LlixRud3s2bPRvHlzuLi4ICEhQVielJQEiUSCl156SVhma2uLa9eulalDm7KVoU39Fy5cQIcOHWBtba20vEuXLnjppZdw4cIFrfevi2Nd2eOjzuPHj7F69WoEBgZqVF7Vsa6q6jz+uj6edeF1q8uxcP/+fWRnZ+PAgQNo2bIlOnfujI0bN1Y6tpkzZ2LXrl1QKBS4dOkS7t69i169elW6vuqiTZzVcU5gTN9xwssE8fHx8Pf3F97ou3btiu+++65SdcXFxWHz5s1Viic0NBSZmZnlPr7++utyt1m6dCn++ecf3L17Fy4uLnBzcxPm/snlckilUqXyUqkUcrm8TD3alAWU3/B3794NHx8ftW/4VY2lmLm5ObKzs8tdp05Fx/rtt9/Gw4cP1dZRmeNTET8/P/j6+mp05U7dsS6tOo+PtnR9PDV53UZHR8PJyQn9+vXDkCFD4OLiAicnJ5iZmcHJyQlOTk5l6s3Ly0OvXr0gkUhw69YttTHociykpqZCJpPh5s2bSElJwf79+zF37lycPXtWq3qKubm5YceOHTAyMkLv3r0REhICS0vLcstqO050SZs4q+OcwJi+a1DbAbC6QS6X4/bt28jIyIBUKsXy5cuxZ88epXlz2rCzs0O3bt10G6QGevToIfz95ZdfYsuWLbh48SJcXFwgkUiQlZWlVD4rKwsSiaRMPdqUBZ6/4Rfz8vKCk5MTvLy8VMapTf0dOnTAzZs3oVAo0KDB/16y+fn5SEpKQocOHVTupzyaHOuHDx+iZcuWWtVbVVeuXMHly5exdu1ajcqrO9alVefx0ZYuj6cmxzI9PR3+/v4IDQ2FVCpFSkoKiAgdOnTAW2+9hejo6HLrbtiwIY4cOYKvvvqq0m2tDGNjYwCAv78/jI2NYWdnh/HjxyMsLAx9+/bVqq6MjAwMGTIEW7ZswciRI3Ht2jW4urrC1tZWuCpekrbjRFe0jVPX5wTG6gO+wssAAAkJCWjdujXMzc0hFovxySefIDk5Wfg3cXx8PHr27IkBAwZgwYIFICJ89NFHcHZ2xtChQyGTyRAdHY3hw4fD3d0dhw4dwrx588otV7ouVdzc3IRv4Jd+LFq0SKN2icViEBEAwNraGnK5HKmpqcL6xMREdO3atcx22pStDG3q79GjBywsLLB7926l5bt27UKLFi00+nJXSRUd66dPn6Jx48YV1qOL41NSTEwMbty4gTZt2qBVq1bYu3cvQkJCMGnSJI22L3msq6o6j78uj2dFxxIAwsLCMHHiROGKoJWVlUYJkVgs1vhDjy7Hgo2NDQwNDSESiYRlJf/WRnJyMkxNTTF69GgYGBjAzs4OvXv3rnN3sdA2Tl2fExirF4gxIlq3bh0NHjxYadmwYcMoODiYiIiWL19Oe/bsISKiwsJCOnr0qLDu6NGjtHTpUoqKiqJBgwYREVFUVBT5+fmVW650Xbry5MkTOnnyJOXm5lJeXh6tXLmSWrZsSZmZmUKZ0aNH05QpUyg7O5uOHTtGTZs2pcePH5dbnzZlK0Ob+s+fP08tW7akqKgoIiI6ffo0tWjRgs6fP6/1fis61r///jtNmzZN63o1UVBQQDk5OTR16lTy8/OjnJwcUigURET07NkzevDggfAYO3YsffXVV/TkyZMy9WhyrKtKm+Ojrl3l0dXxrOhYEhEtXryYQkNDy92+T58+Fe7D09OTkpKStIpLE+r67P3336fp06dTbm4uXb9+nVq0aEFnzpzRaNuSMjMzSSqV0uHDh6moqIiuXbtGLVq0oFOnTtVIOzSNtTJx6vKcwFh9wAkvIyIib29v+vTTT5WWrVmzht58800iIkpPT6eZM2fS+++/T+Hh4RQSEkJ2dnbUv39/6tOnD3311VcUFRVFc+bMIaL/JbzllStdl648evSI3njjDZJIJNSkSRMaMGAAxcbGlinj5uZGxsbGZG1trfSG4urqqpQoqCtbmqurK5mampb7KFmnprGUFBwcTKampmRgYEBWVlZERGRlZUUGBgZq61elomO9detWWrlypVZ1aiogIIAAKD22bt1abllPT09asGCB8Lzk8dHkWJdUHcenZDzatEuXx7OiY0lEtH37dlq/fn2529dmwquuz548eUKjRo0iiURCVlZWZeJXt23p1/Hx48fJ3t6eJBIJtWvXjpYsWaIypsqMk4qOvaaxahOnrs8JjNUHIiId/Q+Q6bWcnBwYGxsjPz8fffr0gZ+fH5KTk/HZZ58BAAoKCnD+/HlERERg4cKFiI6ORkREBLp3716mnEKhUKrr8uXLtdk0VsqXX36JgQMH4u23367tUJgOpKenY9SoUcIc3rt376KwsFCYw3vu3DmhbGpqKtq0aaO0vZeXF+bNm4dOnTrVdOiMMaYzPIeXaWT37t3o168fevfuDQ8PDwwfPhzJyclwdnbGgAEDVN70v7xypetidctff/2FgIAADBo0CO+8847O5sWy2tGsWTMEBQXB3d0d/fr1g4+Pj9I9bYspFIoyX9AaMWIETp48CU9PT+zfv7+GImaMMd3jK7yMMcZw6dIlJCYmYvLkybUdCmOM6RwnvIwxxhhjTK/xlAbGGGOMMabXOOFljDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE14mSElJgUgkgkQigampKbp27YqYmJjaDktr06dPh6WlJaRSKWxtbXHs2LFyy124cAFisRgLFy4UlqWlpWHIkCEwNTVF586dERkZCQDIy8vD5MmT0a5dO0ilUvTq1QsXLlxQG4equnRBXTyaxBoXF4c+ffpAKpXi5ZdfxqZNm3TWjtWrV6NTp04wNjaGtbU1vv322yq1NT09HTNnzkTbtm0hlUrRtWtXLF26FIWFhVWqtzJ++OEHODg4oGHDhpg/f36Z9er6VZs+r2g/uqDp6wQArl27hn79+kEqlaJLly6Ijo6u1D6trKxgYmICiUQCiUSCVq1aVTL6ujUuaoMmY0Sbc1x5qvMcVkybcQgAS5cuRdu2bdG4cWO8/vrrePr0aaX2q8uxyF4QtfizxqyOOXz4MHXt2pWIiIqKimjOnDlkY2NTy1Fp76+//qLc3FwiIrp06RJJpVJKT09XKlNYWEg9e/akHj160IIFC4TlY8aMocmTJ9OzZ8/oyJEj1LRpU3r8+DHJ5XIKDAykO3fuUGFhIe3Zs4csLCzo6dOnKuNQVVdFPD09aevWrWrLqItHk1hfe+01CgwMpMLCQoqNjSWJRELXr1+vcjvmzZtH9vb2dOXKFVIoFBQbG0uvvfYazZs3r8J2l+fhw4fUqVMnmjp1KqWmphIRUVxcHA0bNoyKiooqVWdVHDp0iI4cOULjxo2jgICAMuvV9as2fV7RflTRZOwU0+R1QkSUn59PHTt2pG+//ZYUCgWdOnWKLCwsyi1bkfbt29PZs2e13q60ujYuakNFY0Tbc1x5KnsOI9J8LGo6DomI1qxZQwMGDKA7d+5QUVERxcfHC9tqS1djkb04OOFlgsDAQPLw8BCeh4aGUtOmTWsxoqq7fPkyGRkZUXx8vNLyH374gWbNmkWenp7Cm8HTp0+pYcOGdO/ePaFc//79acuWLeXWbWlpSX/88Ue567StqyRtkhZN4ym9TiKR0M2bN4Xnjo6O9Msvv5TZTpt2pKWlkYmJiVK9RETXrl0jY2NjevTokdZtGjNmDI0dO1br7aqbt7d3uUmGun7VtM812Y8qlR07ql4nRERXr14tcx4YNGgQbdy4sdy6AJQZLzt37iQi3SUZdXVc1AZVY6Sq57iqnMOIKjcW1Y1DhUJBlpaWdOvWLY3qUjcOiTjhrY94SgMTxMfHw8HBAQCQmpqKkJAQjBkzplZjGjp0KMzNzct9LFmyROV2Pj4+MDY2hqOjI5ydnWFrayuse/z4MVavXo3AwEClbZKSkiCRSPDSSy8Jy2xtbXHt2rUy9SclJSEjIwOdOnUqd//a1KUL6uIpb93MmTOxa9cuKBQKXLp0CXfv3kWvXr2q1I4LFy6gQ4cOsLa2VlrepUsXvPTSSxVOASktOTkZBw8eRFBQkFbbaaqyY0sddf2qaZ/XJHWvk5Ko1A9yElG1jeWKVPe4qGnVMQ51dY6rqXOYJuPw/v37yM7OxoEDB9CyZUt07twZGzdu1HksTH9xwssE8fHx8Pf3F05yXbt2xXfffSesj46OhpOTE/r164chQ4bAxcUFTk5OMDMzg5OTE5ycnMqt98SJE+jXrx+cnJzg6+sLhUKhcUyhoaHIzMws9/H111+r3G7dunWQy+WIiIjA4MGDIRKJhHV+fn7w9fWFubm50jZyuRxSqVRpmVQqhVwuV1qWk5MDDw8PzJkzB2ZmZuXuX9O6ipV809u9ezd8fHw0ftNTF4+qdW5ubtixYweMjIzQu3dvhISEwNLSskrtKK9sMXNzc2RnZ6ttR2mRkZGwtrZG586dy10fHR2N9u3bY+DAgXBycsKuXbuE5fPmzauw/sqOLXXU9aumfa6tqowdda+TYp07d4a5uTlWrlyJgoICHD9+HDExMXj27Fml4nVzcxPi+/TTT7XeXtNx4eTkhGHDhmk97tSJiIjQeE51Xl4eevXqBYlEglu3bqksVx3jsKrnOG3LFqvsWNRkHKampkImk+HmzZtISUnB/v37MXfuXJw9e1ZlvRWp6lhkLxZOeBmA5ye327dv4969e8jKykJISAguXrwIQ0NDAM+/IOLv74+jR4/izJkzWLt2LTZs2IDo6GjY2toiOjq63C+ypKenY+HChQgLC0N0dDRat26NH3/8sUbaZGBggIEDByIiIgJhYWEAgCtXruDy5cuYNm1amfISiQRZWVlKy7KysiCRSITnBQUFGDNmDDp16gR/f3+V+9akrpJKvum9//77WLdunUZveuriUbUuIyMDQ4YMwbJly5CXl4c///wTc+bMwZ9//lmldnTo0AE3b94s84EmPz8fSUlJ6NChg8p2lOfRo0dKV5fKM3HiRERGRuL48ePYs2cPLl++rNU+dEldv2rT59qq7NgpVt7rpKSGDRvi8OHDOHLkCFq1aoVVq1Zh3LhxFR4bVcLDw4X4Vq5cqfX2mo6L6Oho9O/fH/v27atUnFXVsGFDHDlyBKNHj67R/Vb1HFeZssWqMhYrGofGxsYAAH9/fxgbG8POzg7jx48vt6ymqjoW2YuFE14GAEhISEDr1q1hbm4OsViMTz75BMnJyUhISAAAhIWFYeLEicInfisrK40SmF9//RUffPCBcJL85JNPcOjQIY3jcnNzE75FW/qxaNEijepQKBTCFZaYmBjcuHEDbdq0QatWrbB3716EhIRg0qRJsLa2hlwuR2pqqrBtYmIiunbtCgAoKirCxIkTIRKJsH379nKvQhSrqC5dUBePunXJyckwNTXF6NGjYWBgADs7O/Tu3bvcO3Jo044ePXrAwsICu3fvVlq+a9cutGjRAo6Ojlq1r127drh3755GZY2MjPD555/j6NGjGtevi7FVkrp+1abPa0vJ10lpdnZ2iImJwePHj3HixAncvn0bPXr0UFlXbm6u8LdMJtNpnNqMC1tbW9y/fx/x8fHo2bMnBgwYgAULFoCI8NFHH8HZ2RlDhw6FTCZT+s9AySu5BQUFePfddzF48GBs27YNAFBYWAgPDw/0798f7u7uZRJDABCLxWjZsmWFMep6HFblHFdSTZzDyqNqHNrY2MDQ0FDpXKbuHAxU7zhkLx5OeBmA59MZSp7IGjVqBCcnJ4SGhgIA/v33X7Ru3Vrreh88eKC0XaNGjZCfn6/x9uHh4ZDL5eU+5s6dW6a8TCbD7t27IZfLoVAosH//fkRFRaFfv34Ant8C59atW4iLi0NcXBzc3d0xY8YMrFq1ChKJBMOHD0dAQABycnIQGhqKhIQEDB8+HADg7e2NBw8eYP/+/WjQoIHauCuqS51t27bBy8urwnLq4lG3zsbGBtnZ2Thy5AiICNevX8fZs2fLnTenTTvEYjG2bt2KL7/8UrjaHxUVhTlz5mDr1q0Qi7U73QwbNgwymQzBwcHIzs5GUVERLl++jNmzZ5dbvnXr1vjvv/80rl/bsQU8fzPOzc1FYWGh0t+A+n7Vps8r2o86mo6dil4npSUkJCA3NxfZ2dlYtmwZioqK4OrqqrL+HTt2oKioCBEREUhISMDTp0+1msqkjjbj4ty5c7C2tkZERARmz56NqKgo+Pn5ITQ0FG3btsXp06fh7e2NDRs2qNzf4cOHYW9vj5MnT8LGxgYAcOjQIXTq1AkxMTEYPnx4leaSVmYcAqrHSFXOcSVV5RwGaDYWtRmHxR8Yg4ODkZeXh7/++gt79+7FO++8o7L+6hyH7AVUm9+YY3WHt7c3ffrpp0rL1qxZQ2+++SYREW3fvp3Wr19f7rZ9+vRRWe+2bdtow4YNwvPc3FxydnYmIqKjR4/SokWLaNasWVUNXyCTycjJyYnMzMxIKpWSg4MDHTx4UGX5kt9gJiJ69OgRubm5kbGxMVlbW9OpU6eIiCglJYUAkJGREZmamgqPM2fOCNu6urpScHBwhXWVx9XVVaneko+SdRZTF48msR4/fpzs7e1JIpFQu3btaMmSJVVuR3BwMJmampKBgQFZWVkREZGVlRUZGBiobEdFEhMTydXVlSwsLKhJkybk6OhImzdvJiKiqKgo8vPzE8pGRkbSN998U2a5LgUEBBAApUfJb6Kr61d164iU+72i/ZTeTpuxQ1Tx66T0GPD19SUzMzNq3LgxjRo1ih48eKCyjwCQt7c3NWvWjAYMGED+/v7UtGlTunPnjs6+GV/RuGjXrh3179+fpk+fTvn5+ZSenk4zZ86k999/n8LDwykkJITs7Oyof//+1KdPH/rqq68oOjpaGDcnT54U7nywePFiCg0NJaLnd64JCAhQWnb16lX68MMPVcbq6elJSUlJVW5zaZqOEU3PccVKHnttzmHF22ozFrUdh0+ePKFRo0aRRCIhKysrle9JROrHIRHfpaE+4oSXaSQtLY369u1LMpmMiIju3LlDt2/fJqKyCe/9+/eFvx8+fEhvvfUWyeVyIiIKCQmhb7/9Vqn89OnTqzN0pqdKJrY5OTk0dOhQunz5crUmvKxiKHU7qJpW3vHPzs4mIqK8vDzq3r07HTp0iJYvXy6sz8/Pp7i4OJo0aRIRES1btkxIePfu3SskjAsWLKCAgADav38/+fv7ExHRpk2baNmyZUSkfO4rVl0JL1Ovtschq3t4SgPTSLNmzRAUFAR3d3f069cPPj4+aNSoUZlyCoVC6d9YLVq0wJw5c/D222+jf//+uH//Pj766CNh/ZIlSzBlypSaaALTQzt37sTAgQPh6uqKcePGoXv37gCAn376CYMGDcKgQYOEaTms/tq9ezf69euH3r17w8PDA8OHD0dycjKcnZ0xYMAAhIeHw87ODo8ePYKrqyuSkpKEbUeOHInY2Fi4uLjg9u3bAIARI0YgKSkJ/fv3x6FDhzBt2rQy577icidPnoSnpyf2799fk01mjJUiIip1g0XGquDSpUtITEzE5MmTKyy7aNEi3Lx5E926dcMnn3xS4RcQGGN1n0gkwr179yp9F4cXlTbnPlb96us4ZKpxwssYY4wxxvQaT2lgjDHGGGN6jRNexhhjjDGm1zjhZYwxxhhjeo0TXsYYY4wxptc44WWMMcYYY3qNE17GGGOMMabXOOFlguTkZDRo0AC5ubk6r/uHH36Ag4MDGjZsiPnz56ssd+HCBYjFYixcuFBp+dKlS9G2bVs0btwYr7/+Op4+fapRvdOnT4elpSWkUilsbW1x7NgxlftOS0vDkCFDYGpqis6dOyMyMrJSbVVHVTtKKt0HeXl5mDx5Mtq1awepVIpevXrhwoULKvfh5OQEIyMjSCQSSCQSuLm5VTpeKysrnDt3TmnZ/PnzMXXq1ErXyRhjjNU0TniZID4+Hp07d4aRkZHO67a0tMT8+fPx7rvvqixTVFSE2bNnw9HRUWn52rVrcfz4cZw/fx5ZWVnYvn07DA0NNar3008/RUpKCrKysrBlyxZ4eHjg8ePH5ZadMWMGWrVqhbS0NCxbtgxjx45FRkZGhW3z8vLCtm3bKiynrh3q+kChUAiJZ2ZmJnx9fTFs2DDI5XKV+9q0aRPkcjnkcjnCw8MrjI0xxhjTZ5zwMkF8fDzs7e2rpe4RI0bA3d0d5ubmKsts2LABPXv2xKuvviosKywsRHBwMDZu3Ih27dpBJBLBzs5O+Fnjiup95ZVXhLIikQj5+flITU0tU04ul+Pw4cMIDAyEiYkJ3N3dYWtriyNHjlS+0SVU1A51fWBqagp/f3+0a9cOYrEY48ePh6GhIW7cuFHluEQiEe7fvy88d3Jywq5du6pcL2OMMVaXcMLLBAkJCbCzs6uw3NChQ2Fubl7uY8mSJZXa9+PHj7F69WoEBgYqLb9//z6ys7Nx4MABtGzZEp07d8bGjRu1qtvHxwfGxsZwdHSEs7MzbG1ty5RJSkqCRCJR+hlKW1tbXLt2rVLtKU2Tdqjqg/JizcjIQKdOnVSWmT17Npo3bw4XFxckJCTopA2MMcbYi6pBbQfA6o74+HhMnz69wnKhoaE637efnx98fX3LXKlNTU2FTCbDzZs3kZKSgqSkJAwcOBCvvPIK+vbtq1Hd69atw/fff4/o6GgkJiZCJBKVKSOXyyGVSpWWSaVSldMfhg4dKsxtzc7Oxr59++Dr6wsA+Prrr/H1119r3Q5VfVBSTk4OPDw8MGfOHJiZmZVbZunSpejSpQsMDAzw/fffw83NDX///TcaN26ssl513NzcYGBgIDzPzc2Fh4dHpepijDHGagNf4WUAgKysLKSkpFTblAZ1rly5gsuXL2PatGll1hkbGwMA/P39YWxsDDs7O4wfPx5hYWFa7cPAwAADBw5EREREudtKJBJkZWUpLcvKyoJEIim3vtDQUGRmZiIzMxPvv/8+1q1bJzwvnexq0g51fVCsoKAAY8aMQadOneDv76+yXI8ePSCRSGBsbIwvv/wSjRs3xsWLF1WWr0h4eLjQNlXtY4wxxuoyvsLLAABXr16FhYUFWrduXWFZNzc3nD17ttx1c+fOxdy5c7Xad0xMDG7cuIE2bdoAAGQyGRo0aIDk5GSsWbMGhoaGSldly7tCqymFQoFbt26VWW5tbQ25XI7U1FQhjsTERHzwwQeV3ldJNjY2atuhrg+2bt2KoqIiTJw4ESKRCNu3b9eqD8RiMYhI5fqSd+WQyWTaNIsxxhh7IfAVXgbg+XSGrl27Ijc3V3jk5+eXWzY8PFy4A0Dph6pkV6FQIDc3F4WFhUp/A89vHXbr1i3ExcUhLi4O7u7umDFjBlatWgVTU1OMHj0awcHByMvLw19//YW9e/finXfeqbBemUyG3bt3Qy6XQ6FQYP/+/YiKikK/fv3KxCeRSDB8+HAEBAQgJycHoaGhSEhIwPDhwyvsu23btsHLy0ttmYraoa4PAMDb2xsPHjzA/v370aCB6s+pmZmZOHXqFPLy8pCfn49Vq1YhIyMDPXv2VLnNjh07UFRUhIiICCQkJODp06dQKBQVtpsxxhh7YRBjRDR9+nQCoPQYMWKEzuoPCAgoU//WrVvLLevp6UkLFiwQnj958oRGjRpFEomErKysaP369RrVK5PJyMnJiczMzEgqlZKDgwMdPHhQ2NbV1ZWCg4OF548ePSI3NzcyNjYma2trOnXqlMr2uLq6kqmpabmPknWWpK4d6vogJSWFAJCRkZHSfs6cOVOmHY8ePaI33niDJBIJNWnShAYMGECxsbEq9wOAvL29qVmzZjRgwADy9/enpk2b0p07d4iIqH379nT27FmlbQICAmjKlCkq62SMMcbqGhGRmv91Msb0mkgkwr1795TuTsEYY4zpG57SwBhjjDHG9BonvIwxxhhjTK/xXRoYq8d4RhNjjLH6gK/wMsYYY4wxvcYJL2OMMcYY02uc8DLGGGOMMb3GCS9jjDHGGNNrnPAyxhhjjDG9xgkvY4wxxhjTa5zwMsYYY4wxvcYJL2OMMcYY02uc8DLGGGOMMb3GCS9jjDHGGNNrnPAyxhhjjDG9xgkvY4wxxhjTa/8H03wA7fo+iGEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 10602.1 ± 337.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 89806.8 ± 4917.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 26.3 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 6.8 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.7 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 919.6 ± 142090.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 10680.7 ± 122880.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 89.8 ± 7348.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 42.8 ± 7537.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 21752574.0 ± 2007388195052.3 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 145.5 ± 8.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 1097.6 ± 49.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 184.0 ± 4.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 234.9 ± 4.9 $\\mathrm{\\mu F}$   \n",
      "$L$ = 15209.4 ± 808.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 180.7 ± 12.1 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 2319.8 ± 102.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 121.1 ± 3.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 130.9 ± 2.8 $\\mathrm{\\mu F}$   \n",
      "$L$ = 51007.9 ± 2932.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 13869.0 ± 698.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 100741.4 ± 5437.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 27.8 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 4.6 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.9 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.1 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 87.0 ± 0.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 14.3 ± 0.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 189.1 ± 3.2 $\\mathrm{\\mu F}$   \n",
      "$L$ = 6024.8 ± 264.3 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.7 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 143.8 ± 7.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 710.3 ± 22.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 173.0 ± 3.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 240.4 ± 5.6 $\\mathrm{\\mu F}$   \n",
      "$L$ = 15868.6 ± 865.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 16311.0 ± 708.1 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 119336.7 ± 5533.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 21.0 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 3.9 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.2 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 732.7 ± 45.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 8850.4 ± 647.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 84.2 ± 1.2 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 52.9 ± 1.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 90748.8 ± 8193.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 11098.4 ± 854.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 154944.1 ± 7832.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 24.7 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 3.3 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.3 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1088.0 ± 544491.1 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 10089.7 ± 545609.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 65.6 ± 17581.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 35.9 ± 20587.3 $\\mathrm{\\mu F}$   \n",
      "$L$ = 16365411.0 ± 4685558411530.0 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1116.4 ± 164720.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 8970.5 ± 165506.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 108.5 ± 3770.7 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 55.4 ± 2727.5 $\\mathrm{\\mu F}$   \n",
      "$L$ = 553819.7 ± 481735992.2 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.5 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 20.1 ± 0.1 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 40.6 ± 0.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 7.7 ± 0.2 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 65.1 ± 1.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 3216.0 ± 143.7 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.7 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 841.1 ± 39.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 612.8 ± 37.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 58.2 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 51.2 ± 5.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 15930.7 ± 1032.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 10.8 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 655.7 ± 2.1 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.6 ± 0.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 46.2 ± 1.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 5042.6 ± 469.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1111.8 ± 804589.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 8615.9 ± 795620.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 100.9 ± 39759.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 49.1 ± 38933.6 $\\mathrm{\\mu F}$   \n",
      "$L$ = 19752651.7 ± 7346873622502.3 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.7 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1488.4 ± 13.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 372.7 ± 34.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 58.3 ± 0.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 541.3 ± 54.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 1398639267662.8 ± 8.112555703458804e+17 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 9.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1862.5 ± 48.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 1779.7 ± 45.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 60.4 ± 0.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 65.3 ± 3.2 $\\mathrm{\\mu F}$   \n",
      "$L$ = 13647.7 ± 1714.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 20.3 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 88.3 ± 0.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 9.0 ± 0.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 135.9 ± 2.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 8494.2 ± 288.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 11796.9 ± 494.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 74783.0 ± 2158.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 15.7 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 4.6 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 17.1 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2231.7 ± 97.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 13021.7 ± 506.2 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 31.8 ± 0.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 21.6 ± 0.5 $\\mathrm{\\mu F}$   \n",
      "$L$ = 1838440144898.7 ± 1.3405188541590554e+18 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 25.0 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2180.0 ± 659275.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 12973.5 ± 660710.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 56.0 ± 9444.6 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 28.1 ± 8970.9 $\\mathrm{\\mu F}$   \n",
      "$L$ = 29383893.6 ± 4157743990423.3 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 17608.1 ± 908.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 169027.7 ± 7253.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.4 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 2.8 ± 0.0 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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6vnTpEvr3748xY8agZcuWaNCgAR49elTucRZU3NfAX3/9hT59+mDRokX4/PPPKzQmbZo1awYAkEgk0NfXR5s2bXD69GmVOqdPny71a7cgExMTjBw5Elu3bsWOHTtgY2OjMtxaQa1atUJ8fLzWD1sAYG1tjTFjxmDHjh3YunUrfv31V+Tk5AAAvLy80LBhQ+zZswchISHw9fUtcvg/Qmo6avEltVbPnj3h7e0NX19frFq1Ck2aNEFCQgJOnDiBnj17onPnzgCUXxl+/vnn2LBhA4yMjPDFF1/A3d1dZVzYvJbG9PR08Pl8/Pvvv9DX1+f+Q/3uu+8wd+5c7Nq1C40aNeK+OjcyMoKZmVmx4s3JyVH7yl0gEMDGxkat7r///ouFCxdizJgxaNasGfT19XHhwgVs27at2A+2JCQkICEhgUuQIiIi8Pr1a7i4uMDS0rLQfZs2bYoPPvgAkyZNws8//wwAmDRpEj788EM0btyYqxcREYHc3FwkJydDIpFw97Fly5Yaj7t582asXbsWVlZWxboGTfT09LB8+XK1Vm83NzcoFAqsX78egwcPxtWrV7F+/XqVOsOGDcP+/fsREBCAFStWoHfv3sjKysJvv/2GjRs3YuPGjXBycip1bNpcvXoV3377LZf4//bbb9xX2MV5HTdq1Ah79+7FpUuXYG1tjR9++AHR0dFo1apVuceapzivgbCwMPTr1w9BQUEYNWoU9/rW9rrWhDGmsSuKjY0NBAKB2nYfHx+MHDkSbdu2hZWVFSIiIjBnzhw0adKE+zAxffp0jBkzBl5eXvD29samTZvw4sULjd1nSmP8+PH4+eefER0djQkTJkBPT/lf8fXr1zF27Fj89ttv8PLyQo8ePfDee+9hyJAhWLduHRo1aoTHjx8jIyMDAwcOxIIFC9C6dWu4u7tDJpPh999/R/369WFgYMCda/To0fjll1/w9OlT7oFIQmo1nfYwJqScFDXcV95wZu9KT09nn376KatTpw4TCoXMycmJDR8+nD1+/Jgxlv9g1KFDh1jDhg2Zvr4+69Kli9owYQDUFldXV67c1dVVY53iPAiXd32a9q9Tp47KOfIebktKSmKff/458/DwYKampszExIQ1bdqULVy4kGVlZRXrnAsXLtR4zu3btxdr/5SUFDZ69GhmamrKTE1N2ejRo1WGBsuLWdM58hT18FpJH24r6L333lN7uG3Dhg3M0dGRGRoasu7du3PDlxV8sE8mk7H169czT09PZmhoyEQiEfPx8WHHjh1TOX55D2c2YsQIZmJiwmxtbdmKFStU6hT1Ok5JSWGDBg1iIpGI2djYsC+//JJNmTJF5YHCrl27sqlTpxYZp52dHfvhhx+KFXtRrwFtr+uCfzuFyXu4TdOS9zf67nvD8uXLmbe3N7OysmIGBgbM1dWVBQYGspiYGJVj//jjj8zV1ZXp6+uz1q1bqz3s9u5rJykpiQFg58+f57b9999/DAC7d++eWuweHh4MAHv48CG3Le81U/AYqampLDAwkFlbWzMDAwPWtGlTtnfvXsYYY0uXLmXNmjVjRkZGzMLCgvXp00ftQbioqCgGgNna2jKpVFqs+0pITcZjrJxG8SekBtqxYwemTZtWKd0DCCGEEFKxqI8vIYQQQgipFSjxJUTHYmJiVIahencpyzSp2oSEhGg9n7u7e5H7L1++XOv+ffr0Kfd4a6qLFy8W+ruvyirjNeDu7q71HIVNREIIIdpQVwdCdEwmk+Hp06day+vWrcs9/FJe3rx5ozZcUx6hUAhXV9dC909JSUFKSorGMiMjI272KFK4rKwsxMXFaS0v6TBdlakyXgPPnj1TmX2xIDs7O5iampb5HISQ2oUSX0IIIYQQUitQVwdCCCGEEFIrUOJLCOH06NEDPB5Pbenbt2+FnTM4OBj16tWDoaEh2rRpo3EGsne9efMGn3/+OVxdXWFkZISOHTvixo0bKnXq1q2r8Vr69etXUZcCoHTXU5L9vv32W/B4PEybNq3Q4w0YMAA9evTQWPbff/+Bx+Ph1KlTxYqtrAICArj7r6enBxcXF0yZMgWpqalq9TRN5vDPP/+Ax+NxXYIKHq/g0r59+8q4HEJINUaJLyGEc+vWLSxbtgzx8fEqy//+978KOd/evXvx2WefYc6cObh9+zY6duyIPn36FPlAX2BgIE6ePIlff/0V9+7dQ69evdCzZ0+V/rI3btxQuYZbt26Bx+Nh2LBhxY4vICAAixYtqvDrKe5+V69exc8//wxPT88iYxk/fjzOnz+vsf/41q1b4erqqjIJS0Xr2bMn4uPj8fTpU/zyyy/4448/EBQUVObjFVyOHTtWjhETQmokXQ4iTAipOh4/fswAsEuXLlXaOb28vFhgYKDKtoYNG7JZs2Zp3SczM5MJBAJ26NAhle2tW7dmc+fO1brf0qVLmZmZGcvMzCx2fOPGjSv2RBOMle56irvf69evWf369dm5c+c0TjbxLqlUyuzt7dmCBQtUtufm5jJbW1u2ePFijftt3ryZ2draMplMprJ95MiRrH///owxxi5cuMDee+89ZmJiwsRiMWvXrp3GSRryaJpgZvr06czS0rLIeowxduPGDZWJRIqasIYQQrShFl9CCADg5s2bEAgEJZrGtrAhrfIWbV/Z5+bm4ubNm+jVq5fK9l69euHvv//Wek6ZTAa5XA5DQ0OV7UZGRrh06ZLGfRhj2Lp1K/z9/WFkZFTs6yuJ0l5PcfebOHEihg4dim7duhUrHj09PYwbNw47duyAQqHgtv/xxx9ITk7GRx99pHE/Pz8/pKWl4fTp09w2iUSCw4cPw9/fHzKZDL6+vujUqRPu3LmDa9eu4fPPP9c4PbA2T548wYkTJyAUCou9DyGElIfyHSOJEFJt3bx5E3K5HLa2tirb+/Tpg9DQUI37TJ48uciuA9qGtUpOToZcLoednZ3Kdjs7O5w5c0br8UxNTdGhQwcsXboUzZs3h729Pfbs2YMrV65oHf7r9OnTiI6OxoQJEwqNtSxKez3F2W/Lli14/Pgxdu3aVaKYxo8fj5UrV+LMmTNcYr1161b06tULzs7OGvexsLBA3759ERISgg8++AAAcOjQIejp6WHAgAFIT0/H69ev0b9/fzRo0AAA0KRJkyJjOXHiBEQiEeRyObKzswEAa9eu1VqvoIKJe2H1pk6dipUrVxYZCyGk9qLElxACQNm/d8iQIVixYoXKdjMzM637WFpawtLSsqJDU7Nz5058/PHHcHJygkAgQOvWrTFy5EjcvHlTY/0tW7agXbt2aNGiRaHHXb58OZYvX86t5+TkgMfjYfXq1dy248ePo3PnzuVzIcXw8OFDzJkzB5cuXSpxC6mbmxu6du2Kbdu2oVevXnjx4gVOnjxZZJ9tf39/jBs3DpmZmTA2NkZISAiGDBkCQ0NDGBoaIiAgAL1790aPHj3Qo0cPDB06FC4uLoUes0uXLvj555+RlZWFLVu2ICoqCp9++qnWegXdv38fgwYNKrKeubl5oTEQQgh1dSCEAFAmvt7e3mjYsKHKYmNjo3WfsnR1sLa2hkAgUJtI4+XLl7C3ty801gYNGuDChQuQSCSIjY3F9evXIZVKUb9+fbW6iYmJOHz4cLFaeydPnox///2XWwYMGKC2rW3btuV6PUXtd+XKFSQnJ8Pd3R16enrQ09PDhQsXEBwcDD09PeTk5BR6TePHj8ehQ4eQkpKCHTt2wNLSEr6+voXu069fP+jp6eHw4cNITEzEmTNn4O/vz5Vv374d165dQ5cuXXDkyBE0btwYJ0+eLPSYxsbGaNiwITw8PPD9998jMzMT33zzjdZ6BRcnJ6di1bO2ti40BkIIoRZfQgiio6ORkpJSov69QNm6Oujr66NNmzY4ffo0/Pz8uO2nT5/GkCFDinV+ExMTmJiYIDU1FSdPnsSqVavU6uzYsQMGBgYYOXJkkcd7twXb1NQUlpaWxZpBrbTXU9R+AwcOVEu2P/roI7i5uWHOnDnQ19cvNK6hQ4fik08+wa5du7Bt2zaMHTu2yJZjAwMD+Pn5ISQkBMnJybC3t4ePj49KnRYtWqBFixb4+uuv0adPH/z666/o3bt3occtaOHChejTpw8mTpwIR0fHYu9HCCFlQYkvIYTrImBvb4+EhASVMmtra61TJpe1q8P06dMxZswYeHl5wdvbG5s2bcKLFy8wefJkrs7GjRuxceNGPHjwgNt28uRJKBQKNGnSBI8fP8aXX36JJk2aqD2wxRjDL7/8ghEjRqj1B60Ipb2ewvYzNzdX+wrfxMQElpaWaN68eZExGRkZYdSoUVi0aBFSU1Mxfvz4Yl2Lv78/evTogejoaIwcORJ8vvILwujoaGzevBkDBgxAnTp18OTJE9y9exdTpkwp1nHz+Pj4oFmzZli6dCmCg4NLtC+g7Iby7mtVIBAU+g0FIYRQ4ksI4RLfpk2bqmzn8XhISUmpsL6Tw4cPx6tXr7B06VLEx8ejefPmOHbsGFxdXbk6ycnJePjwocp+aWlpmD17Np4/fw5LS0sMGTIEy5YtU2vJDAsLQ2RkZIkfCqvs6ynOfmURGBiIn376CR07dlT7HWvTuXNn1KlTBxEREdizZw+33djYGI8ePYKfnx+Sk5NhZ2eH0aNH4+uvvy5xXDNmzMBHH32Er7/+usTXeubMGTg4OKhsq1OnDp4/f17iOAghtQePMcZ0HQQhhBBCCCEVjR5uI4QQQgghtQIlvoQQQgghpFagxJcQQgghhNQKlPgSQgghhJBagRJfQgghhBBSK1DiSwghhBBCagVKfAkhhBBCSK1AiS8hhBBCCKkVKPElhBBCCCG1AiW+hBBCCCGkVqDElxBCCCGE1AqU+BJCCCGEkFqBEl9CCCGEEFIrUOJLCCGEEEJqBUp8CSGEEEJIrUCJLyGEEEIIqRUo8SWEEEIIIbUCJb6EEEIIIaRWoMSXEEIIIYTUCpT4EkIIIYSQWoES32ruk08+waJFiwqtc/HiRYhEIsjl8soJqgScnJywY8cOXYdBCCElVpz336okICAA/v7+ZTpGVf7/hJDioMS3Gti+fTt4PB5mzZqlVjZ//nysX78ecXFxWvfv3LkzJBIJBAJBRYZJytmiRYvQqVMnXYdBSK3k4+MDfX19iEQiiEQi1KlTB9OmTUNWVhZXpzjvv9WZpkSZ/j8h1R0lvtVAcHAwrKyssG3bNuTk5KiU2draolevXggODtZRdESXGGOQyWS6DoOQGumrr76CRCKBRCLB5cuXcfbsWSxZsoQr18X7b25urto2uVwOhUJRaTEQUp1R4lvF3bhxA//88w927dqFtLQ0hIaGqtX54IMP8Pvvv2s9RlhYGHg8Hpcg5bUkLliwAA4ODhCLxfjqq6+QmpqK4cOHw8zMDHXr1sXhw4e5Y+zYsQNOTk7YsGEDnJycYGVlhY8//hgSiYSr8/r1a0yZMgWurq6wsrJC37598eTJE65cIpFg/PjxsLKyQp06dbBhwwaVOLOzs+Hn54c6derA1NQUjRs3xo8//qhSp27duliyZAn69u0LU1NTNGjQAAcPHlSp8+eff6J9+/awsLCAlZUVhg4dypXFxcVh1KhRqFOnDmxtbTFy5EgkJSVpvXfnz59H27ZtYWZmBisrK3h7eyM1NRWAsjVk2LBhCAwMhLm5OVxcXLBq1SqV/R88eIAPP/wQdnZ2qFOnDoKCgpCRkcGVp6SkICgoCPXq1YOpqSmaNGmCkydPIiQkBMuXL8eVK1e4FqeLFy/i6dOn4PF42Lp1K1q0aAFjY2P8888/GltmfHx8MG/ePG6dx+Nhw4YN6NChA0xMTNCiRQvcu3cPoaGhaNy4McRiMYYOHaryOyWEKNWtWxcffPAB7t69q7K9qPdfALhy5Qq6d+8Oa2trWFpaolu3blzLcVxcHIYNGwY7OzvY2dlh+PDhePHiBbdv3vvMlClTYGNjA19fX+49/X//+x8aNWoEY2NjJCYmFvke/K4FCxagUaNGMDU1hbOzMz755BNkZmYCAJYvX46QkBDs3buXew+KiYlR+/9ELpfju+++Q6NGjWBmZoa2bdvi+PHj3Dny6u/fv5871/vvv19jW8lJNcBIlRYQEMBatmzJGGNs+PDhrEOHDmp1bty4wQCwN2/eaDzG+fPnGQAmlUoZY4wtXLiQ6enpsfXr17Pc3Fx2/fp1pqenx9q0acP++usvJpfL2Zo1a5iFhQXLyMhgjDG2fft2JhAIWEBAAJNIJOz58+esbdu2LDAwkDHGmEKhYD4+PmzUqFHs1atXLDs7m3311VesadOmLDc3lzHG2IQJE1irVq1YbGwsk0gkLCAggAkEArZ9+3bGGGOZmZls27ZtLDU1lcnlcnb06FGmr6/PTpw4wV2Lq6src3Z2Zjdv3uTiNDU1ZWlpaYwxxk6dOsUMDQ3Zvn37WE5ODsvKymJnzpxhjDGWnZ3NGjduzGbMmMEkEgl78+YN8/f3Zz179tR6/x0dHdm2bduYQqFgOTk57O+//2YSiYQxxti4ceOYnp4e27RpE8vNzWVXrlxhFhYWbNeuXYwxxpKSkpi1tTVbu3Yty87OZklJSaxHjx4q96xz586sT58+7NmzZ0yhULCoqCgWHh7O/Z68vb1V4omOjmYAWMeOHVlMTAyTyWQsOzubjRs3jo0ePVqlbteuXdncuXO5dQCsZcuW7MmTJywnJ4f5+fmx+vXrs4CAAJaens4SEhJY/fr12fLly7XeD0Jqi3f/fh4/fswaN27MVqxYoVKvqPff+/fvM0NDQ7Zx40aWkZHBcnJy2Pnz51l2djaTyWSsZcuWbMSIEez169csNTWV+fn5sTZt2jCZTMYYy3+f2bp1K8vNzWUZGRnce/rAgQNZcnIyd6yi3oPffZ/47bffuPee+/fvswYNGrBZs2Zx5ZreV979/2T16tWsTp067ObNm0wqlbI9e/YwoVDIbt68qVJ/1KhR7PXr1+z169esY8eObOzYsaX91RBSJpT4VmEpKSnMyMiIBQcHM8YYO3v2LAPA/v33X5V6jx49YgDYs2fPNB5HU+Jbv359lTotW7ZkEydO5NaTk5NVzrV9+3bG5/PZ69evuTrHjh1jQqGQyWQydvPmTSYUClXe/GUyGTM0NGQXL15kcrmcGRgYsCNHjnDlr1+/Zjwej0t8NRkwYACbPn06t+7q6soWL17MrUskEgaAXb16lTHGWL9+/djUqVM1HuvAgQPM0dGRKRQKbtvz588ZABYbG6txn7p167K5c+ey58+fq5WNGzeOtW7dWmXbV199xbp3784YY2zNmjWsffv2KuWXLl1i+vr6TCaTsRs3bjAej8cSExM1nruwxLfgh4G8WIqT+P7222/c+qFDhxgA9uLFC27btGnT2MCBAzXGQ0ht0rVrV2ZgYMDMzMyYiYkJA8A6d+7M0tPTVeoV9f47depU1q9fP41lf//9N+PxeCwlJYXblpyczHg8Hrty5QpjTPm3/e77SN57+oMHD7htRb0H5x3r3feJgtauXavynlacxLdRo0Zs/fr1KnUGDBjAJk2apFK/4P3ZuHEja9KkidY4CKlI1NWhCst7qG306NEAgG7duqFhw4Zq/cnS0tIAAJaWlsU+toODg8q6iYmJyjYTExMAwJs3b7htFhYWMDMz49br1asHqVSKly9fIjIyEjKZDE5OTjA3N4e5uTmsrKwAALGxsUhKSkJOTg7q1avH7W9mZqYSc05ODmbOnMl9ZWZubo7jx48jMTFRJVZHR0etcUZHR6Nx48YarzkyMhIvX76EhYUFF6O7uzsMDAwQExOjcZ8jR47gyZMnaNOmDRo2bIiFCxeq9KkteD1567Gxsdz5bt68yZ3L3Nwcffv2BY/HQ0JCAqKjo2FhYQEbGxuN5y7Mu+ctLk2/43e3FfydE1KbzZw5E69fv4ZEIkFiYiLs7OzQu3dvlTpFvf8W9p4UGxsLS0tLWFhYcNusrKxgYWGh8p6k7e+94Pai3oM12bx5M1q3bg0rKyuYmZlh7ty5au+3RYmNjUWDBg1UtjVs2FDtPfXd9216nyG6oqfrAIhmjDFs2rQJubm5aNSoEbc9LS0NISEh+O677yAWiwEA9+7dQ+PGjSESiSo0ptTUVKSlpXHJ79OnTyEUCmFnZwd7e3vo6+sjKSkJQqFQbV+FQgEDAwM8ffoUzZs3564lr78sAKxduxZ//PEH/vjjD7i5uYHP58PX1xeMsWLHWLduXTx69Ehjmb29PVxdXREVFVXs43l4eGD37t0AgH///Re9e/eGk5MTJkyYwN2Dgp4+fQonJyfufJ06dcK5c+e0xpqamork5GRYW1urlfP52j+XvltmamqK58+fq2wr2E+QEFI2NjY2GDduHPr3749Xr15xSWVR77+FvSc5OzsjNTUVqampXPKbkpKC1NRUuLi4cPW0vRcU3F7Ue/C7rly5gmnTpuHUqVPo1KkThEIh1q1bhzVr1hR53nev4d331KioKJX4CalKqMW3ijp9+jQiIyNx6tQp/Pvvv9yS92DFr7/+ytU9ceIEBg0aVOEx8Xg8zJgxAxkZGXjx4gUWLlyIMWPGQCAQoFOnTmjevDmmTJnCtRikpqbiwIEDyMzMBJ/Ph7+/PxYtWoS4uDhkZGRgxowZ4PF43PHT0tJgYGAAGxsbKBQKhIaG4tSpUyWK8bPPPsPWrVtx4MAB5ObmIjs7G2fPngUADB48GFKpFPPnz+daaRITE7F3716Nx8rNzcX27du5h9/MzMwgEAigp5f/efHOnTv45ZdfIJPJcP36dWzZsgUfffQRAOCjjz7C7du3ERwcjMzMTDDGEBsbi0OHDgEA2rZti44dO+Kjjz7iktbo6Gj8999/AJT/kcXExCA7O7vI627bti3Onz+PBw8eQCqVYv369YiOji7RvSOEaJeamoqdO3fC2dmZS3qBot9/p0yZgtOnT2PTpk3IysqCVCrFhQsXkJOTAy8vLzRv3hzTpk1Deno60tLSMHXqVLRs2RLt2rUrUXxFvQe/Ky0tDQKBADY2NhAKhbh16xY2btyoUsfe3h5RUVGFjtkbGBiI1atX499//4VMJsO+fftw7NgxBAYGlih+QioLJb5V1E8//YSePXuiW7dusLe35xY3NzcEBgbip59+AgAkJSXh5MmTmDp1aoXHZG9vDw8PDzRq1AjNmzdH06ZNsX79egCAQCDA6dOnYWxsjPfeew+mpqZo0aIFDh48yCW369atg4eHB3cMDw8P2Nvbc8efOXMmnJ2d4erqCkdHR5w9exYDBw4sUYy9evXCnj17sGLFCtjY2MDJyQmbN28GoGwVvXLlCmJiYuDh4QGxWIyOHTvir7/+0nq8/fv3w93dHSYmJujatSsCAgIwbtw4rnzQoEG4evUqrK2tMWTIEMycOZMbXcHFxQVXrlzB6dOn0aBBA5ibm6N37964d+8eAOUHicOHD8PBwQEdOnSAqakp+vbty30tOXz4cDRu3BiOjo4wNzfHpUuXtMY5evRojBgxAh07doSzszNev34Nb2/vEt07QoiqVatWcSMaNGrUCJmZmSojFhTn/bd58+Y4c+YM9uzZA0dHR9jZ2WHJkiVQKBQQCAQ4evQocnJy0LBhQ7i5uUEmk+HIkSMlHie3OO/BBfXq1QuTJ0+Gj48PzMzMMGfOHJX3NgCYOHEiAMDa2hrm5uYau4RNnz4dU6dOxdChQ2FpaYmVK1fi999/R9u2bUsUPyGVhcdK8j0yqXI+/fRTWFhYYPHixRV6nh07dmDevHlqX6fXZgEBAZDJZNi1a5euQyGE6EBlvf8SQsoP9fGt5r7//ntdh0AIIbUSvf8SUv1QVwdCCCGEEFIrUFcHQgghhBBSK1CLLyGEEEIIqRUo8SWEEEIIIbUCJb6EEEIIIaRWoMSXEEIIIYTUCpT4EkIIIYSQWoHG8dXA3t4eGRkZNNc4IToSExMDExMTJCQk6DqUWoHe8wjRLXrPqzyU+GqQkZEBqVRapmOkp6fj+fPncDMygjArCxAKAakU0NMDjI2B9HRALEaaSIS4Fy/g5OQEsVhcTldQPuRyOVJSUrh1S0vLEk+jWVPQvchXGfdCKpUiIyOjXI9JtMvIyEBuViZkSfEVfi6ZQoHXWTncurmRAfT4Ff/lo0RkXeHnAJR/H5npr7l1Y7F5pb1X6D2PrZTzyMEgkcu4dZFADwKoT4tc3mIEhhV+DgAAUwCy3Px1PX2AV8Gv0ZzMij0+4VDiq0Feq0d4eHipj3HhzBm8fP99DMvKAvz8gKQkICwMaNcOuHABGD0aCA1FhLMzWrx4gZ07d8LHx6d8LqCchIeHo3nz5tz6+fPn4e7ursOIdIfuRb7KuBe19d7qiouLC2RJ8Tg31a/Cz/UwMQU9gvdz66EBH6KxrWWFn/dkv7kVfg4AiIt6hAUj3ufWv9y0F3UaNKqUczsO962U8zzLzcLk5w+59ZWODeGqb1Th5x0gblXh5wAAlpUK2cND3Lpeww/AM7Ko0HNKHxyEi4tjhZ6DKFHiW0G8k5KgB+CosTF679gBYau3f7BOTsrW35AQKBQKNDtwAB+Zm8Pb21un8RJCCCGE1HT0cFsF0Rs5EvuHDcOgzEwETp4M9vy5ssDJCQAgBTDe0BB+AFxmzIBQKNRZrIQQQgghtQG1+FYg31270DsjA0d27uR6P918+RJ/LlmCrVu3IiYmBv369cPXX3+t0zgJIYQQQmoDavGtQEKhEAcPHsSKqVO5bSt378bChQshlUrxzTff4ODBg9TaSwghhBBSCajFt4IJhUJM6tcP+PFHAEDQsmUI6tgR3t7elPASQgghhFQiSnwrQ17/XgA+/v5ANRkr08bGBgsXLlRZr63oXuSje0HKwsrYCF90ba2yXpOYWlhiwITPVdZrGjOBHkab26ms1yh6huDbtVRZJzVHDXu1VlF5iS+PBzg46DaWErC1tcWiRYt0HUaVQPciH90LUhbWIiPM6NZW12FUGLGlNXwnfqHrMCqUuUAIf8vq839ZSfGERhA4VM7QaaTyUR/fypCX+NrbK4cyI4QQQgghlY4S38qQl/jWqaPbOAghhBBCajFKfCvDO2P4EkIIIYSQykeJb2WgxJcQQgghROco8a1ob94A6enKnynxJYQQQgjRGUp8K1pcXP7PlPgSQgghhOgMJb4VrcAYvpT4EkIIIYToDiW+5S00FJBK89ffTXylUmUdQgghhBBSqSjxLU+hocCwYcDo0YBUCqlUiuiLF7liqYWFsmzYMEp+CSGEEEIqGc3cVp4GDgT8/IDQUERERKB3cjLmvnyJyQCSAFypUwcDsrOhGDIE/IEDdRsrIYQQQkgtQy2+5UkohHTHDly0t0ez8HD89OYNuru5AQBEhoYYkJ2NfQAGZWZCWviRCCGEEEIqxU8//YTWrVtDKBQWOiW9QqHA559/DnNzc9jZ2WHdunWVF2Q5oRbfcrZizRosSUjAZVdXfPjsGZCYCAAwetvSe8LICEd27cLKlSsxb948HUdLCCGEkJoiMTERSUlJGstsbGxga2ursczBwQGLFi3C7t27Cz3+pk2bEBYWhkePHiEtLQ0+Pj7w9PREjx49yhx7ZalyLb7h4eHo0qULxGIxmjVrhrCwMK5sx44dcHJyglgsxkcffYTc3FyuLCoqCt7e3jA2Nkbr1q1x584drqyyPqFIpVIEBwfD0cUFrSIigEGDgLQ0ZWHduuDv2YPN27bBxcUFwcHBkEqp3ZcQQgghpTdgwAC4u7vD3d0dzZs317p07txZ6zEGDhyIAQMGwNzcvNBz7dy5EzNnzoStrS3c3NwwYcIE/Pbbb+V8RRWrSiW+UqkUvr6+GDp0KFJTU/H9999j6NChePXqFe7du4cvvvgCBw8eRGxsLGJjY/HNN99w+44cORI9e/ZESkoKJkyYgEGDBkEmkwFQ/YRy6dIlrF69GmfPni00FrlcjvDwcI1L4ttW3HddvnwZCQkJCAwMhFAoBBSK/EIjIwCAUChEYGAg4uPjcfny5TLeMUKqt8TERI1/Yzk5OZDL5boOjxBSi7DstDKV60pUVBQi/nuAiCcvkJTyRmu91NTUMp8rIiICnp6e3LqHhwfCw8PLfNzKVKUS34cPHyI1NRWffvopBAIBevbsiVatWuHgwYPYvXs3hgwZgnbt2sHMzAzz5s3jPmU8fPgQERERmDNnDgwNDTFlyhQoFApcfDuiQmk+oaSkpGj91BQcHKx1HwBo6OqqHL3h8OH8wv/+40Z7qF+/vkp9Qmqr4OBgjX9jUVFR9PdBCKk08vjbkD08BEVarMZyRVosZA8PQR5/u5IjKx6egRj6zYaCb9O0Qs8jkUggFou5dbFYDIlEUqHnLG9VKvEFAMaY2np4eLjGTxkxMTGQSCSIiIhAo0aNYGBgoFKe9ymksj6hWFpaQg9Ai1WrlMOVde+eX9ipk3Lb6NF4GhnJ1SeEVF/Jycn45JNP4OzsDLFYDHd3d6xatYpaqwmpRlh2GhSJdwGmgPzpObXkV5EWC/nTcwBTQJF4t2q2/PJ44OvpQ+jQAvrNR6gtPANxueQcIpEI6enp3Hp6ejpEIlGZj1uZqlTi27hxY5ibm2Pt2rWQSqU4ceIELly4gIyMDI2fMgDlp493y/LK8z6FVNYnFG8vLxwwNESz8HAohgwBJk7ML1yzhhvqrMV338HZ3h7e3t7lHgMhpHIkJiaiQ4cOyM7OxrVr15Ceno7du3fj0qVL4POr1FsrIaQQPEMzCOp2B3h8teS3YNILHh+Cut3BMzTTccSa8MDjC8A3MIVAZKO2gK8HgUBQ5rM0a9YM9+7d49bv378Pd3f3Mh+3MlWpUR2EQiEOHTqETz75BMuWLUPbtm0xfPhwODk54eXLl2qfMgDlp493P4Hkled9CinNJxRLS0ucP39eY5mNjY3m+P/8kxuy7ISREbYkJIB7mbm6QrpjB25dv44Pnz1DTv/+yn7AhNRiQUFB8PPzU9vu6+sLPb0q9fakZtq0aWjdujW2bNnCbWvRogWOHDmiw6hKT6ZQ4GGi5u4lVsZGsBYZVXJEhFQevpkzULc7l+TKn54Ds3SDIiVSJenlmzmX6TxMmgXIstULFPIyfVPE4/EgEOoXWl4YmUwGmUwGuVwOmUyG7OxsCIVCtWTZ398fq1evRq9evZCWloYtW7bg119/LXXculDl/mfx9PTEhQsXuPWOHTvC398fWVlZap8yXFxcIBKJ0KxZM0RGRiInJ4fr7nD//n1Mnz4dQP4nlLzuDsX5hCIQCEr+KcbPD7LduxGycyeO7NqF1keOYBoABZ+PpT/9hK3bt+NFTAyWtG6NmTt3luzYhNRAtra2GofXKdhtqSqKiorCgQMHEBERoetQys3rrBz0CN6vseyLrq0xo1vbSo6IkMr1bvKrePVQWVBOSS8AKJIfQPHyX41lZX2ugccvfYvu0qVLsXjxYm592bJl2L59Oxo0aIA+ffpw35JPmTIFkZGRcHNzg76+PmbNmlWthjIDqlhXBwC4e/cusrOzkZmZie+++w4KhQIffPABRo0ahQMHDuDmzZtIS0vDsmXLMHbsWADKLhJNmzbFihUrkJOTg59//hk8Ho8buiPvE0pSUhIeP36MLVu2cPuWN72RI7H/8GF88803sHk7XNkLhQILFy+GVCrFwm++wcyrV6m1l5Bq7OzZs3Bzc0Pjxo01loeFhcHV1RU+Pj7o378/MjMzy+W8Z86cKXRw+YJycnLQvn17iEQiPH78uFzOT0hNxzdzBt/STXWbpVu5JL0ViscDX0+odUERLb6LFi0CY0xlCQgIQOfOnVW6hvL5fKxfvx6vX79GYmIi18BYnVS5xHf79u2wt7eHvb09rl69ikOHDgFQPpC2du1aDBgwAE5OTnB0dFSZAGL37t04deoUzM3N8dNPP+H333/nviqdMmUKunbtCjc3N3Ts2BHTp0+v0E8oQqEQ8+bNg1+nTgAAkwYNcP78eTx79gzz5s2jpJeQai4xMRFOTk6F1hkzZgzCwsLQtWtX7Nu3r5IiyycUCnH48GEMHTq00s9NSHWlSItVdm8ouC0lUutoD1WHso+vtgUoPPGtTapcV4d169ZpnWAiICAAAQEBGssaNmyodVzcvE8o69evL6coi4cfHw8AsHB3h4+PT6WemxBScVxcXBAbW7z/CD08PHDjxg3cuXMHEydOhLGxMbp374558+YhKCgIDx8+hLGxMUJCQnD79m2cOXMGS5cuxZkzZ3Dp0iXMnTsXI0aMwJs3b2Bra4uGDRtCLpdj3LhxiI2NhZmZGXbt2qX2gC+fz4ednV2xr8ncyAChAR9qLLMypv69pOZ790E2foE+vvKn54By6O7At24Cvnldte2y6LNlHnWhLF0dapMq1+Jbo7xNfOHgoNs4CCHlqn///lyXq8zMTCgUCty4cQNffPGFWt1Lly7Bzc0NZ86cwRdffIHz589j7ty5OHr0KJydnXHu3DlMmjQJP//8s8ZzHTp0CC1atMCpU6fQqFEjAMDBgwfRsGFDXLhwAb6+vioP2JWWHp+PxraWGhd6sI3UdJpGbxA4d9Q62kNp8YRG4BlZqC3gC8o06gKPxwNfqK91KerhttqEEt+KkpMDvHql/NnRUbexEELKlYWFBc6ePYtLly7BxcUF1tbWmDp1Kjw8PLg6O3fuhI+PDxITEzF48GAEBATg77//xujRo3Hq1Cn8999/2Lt3L3x8fLBy5Uq8evVK5T+nvDHNo6Ki0KZNGwDg/n38+DHatWsHAHjvvfeoDy8hZcCy09SS3ryWXb6Zs1ryW1XH8S20qwMlvpwq19WhxkhIyP+ZWnwJqXHc3d1x/PhxreVjxozB0qVLuXVjY2N8//33yM3Nhbe3N+bOnYuxY8dixowZAJRTtkdERODFixcAgDt37gAA6tevj9u3b6Nfv364fVs5a1TDhg1x/fp19OvXD9euXUODBg0AAHFxcahTp06FXC8hNRXP0Ax8W08oEu9qHL2h4GgPfFvPKjuOr0BP+3Bm1Mc3H7X4VpS3/3kBoBZfQgh2796NLl26cEM0+vr6IioqCt27d0e3bt1w/PhxeHp6IjExER988AEi387wOGjQINy8eRPvv/8+njx5AgAYOHAgIiMj0bVrVxw8eBATJkyATCZTewZi4MCBOHXqFMaNG4fQ0NDKvmRCqg2BQyvoNR6otQ8v38wZeo0HQuDQqpIjKx4eD4W2+FKDbz5q8a0oef17AWrxJaSW8fHxUXugdfz48Rg/frzKtuDgYLV9jx49qrbt4MGDatt2796tsn79+nWMHDlSZVveqDiEkKIV1ZJbNVt68/CKeLiNMt88lPhWFGrxJYRUIi8vL3h5eek6DEKILvB44BfW1YGafDnU1aG8hIYCbyeskEqleHblCgCA8fmQmpsry+irRkIIIYRUgMLH8SV5KPEtD6GhwLBhUIwciWWLFsHFxQXn3n4N+UKhQIN69RDRqhUwbBglv4QQQggpVzScWfFR4lseBg6EYsgQ8A8cgNvixTAWCtHl7VPWPAcHBKeno1l4OC46OEDar5+OgyWEEEJIzUIztxUXJb7lQSjEt82bYx+AYQAivbzQwEg54LsjgA8zM3Hd1RXd4+Oxcu1aXUZKCCGEkJqGBwj09LQulPfmo8S3HEilUmzcvBmznZ25ll88eqQsjI8H/PzQKiICji4uCA4OhvRtX2BCCCGEkPLA4/O0LiQfJb7l4PLly0hISEDAhAng79kD+PoCubnKwiZNgJAQCI2NERgYiPj4eFy+fFm3ARNCCCGkxuCBBx6vkIWafDk0nFk5SElJAQBu9iRkZ+cXGhpyP9avX1+lPiGEEEJImfEAgV4hbZmU93KoxbccWFpaAgCiHz0CRo8GTp7ML/z3X+U2qZSbdSmvPiGEEEJIeaCuDsVDLb7lwNvbG052dmjx3XdAZibg7Q3kdWfo0QMIDYVCocCO69fh4OAAb29v3QZMCCGEkBqDxwMEAu1tmTSaWT5q8S0HQgAnra250RtkBacN3bSJe+Dt29hYTJs0CUKhUGexEkIIIaSm0d7aq2zxpcw3DyW+5eHQIW6cXu9nz7Bh7lyuaNmvv8Lt+nVuqLOvGjXSWZiEEEIIqZn4fJ7WheSjxLc8+PkB+/ah/ePHWPjNN7B6O1xZKoB5S5ciSybD40WLINu9G3oFW4MJIYQQQsqIxwP4Ap7Whbo65KM+vuXFzw9CAPPmzYPi1i3g4EHoOTrifEgIvL29qXsDIYQQQioMtewWDyW+FYCfmAgAMHVzg4+Pj26DIYQQQkjNxgP4NJxZsVDiWxFevlT+a2+v2zgIIYQQUuPxwAO/kP4MNIFFPkp8K0JCgvJfOzvdxkEIIYSQmo9afIuNEt/ylpEBSCTKn6nFlxBCCCGVgPr4Fg8lvuUtr5sDQC2+hBBCCKkUPBq6oVgo8S1ved0cAGrxJYQQQkiF4/EAgV4hfXwpJ+ZQ4lvOZHFx3E395/lztJBKaSgzQkiVF5Wtj1b/NtZ1GBUmbpJU1yFUOBNxK12HUKGOpN/WdQgVZpI8u4xHyJuhTXs5UaIJLMoqNBSQSiGVSvHNN99gbmAgV+Q7aRIauLhg//DhkEpr/psuIYQQQiofjwcIBHytC7X45qPEtyxCQ4Fhw6AYORJDBgzAggUL4FCgeNq8eQhOT8fQffuwun17Sn4JIYQQUiF4fJ7WheSjrg5lMXAg4OcHfmgo/AFY+/vjEyMjYMsWwMoKsx8+BDIzcd3VFQtu3YJ85UrMmzdP11ETQgghpAbh8QD9QoYzoxbffNTiWxZCIaQ7duCIoSGGAfglKwuCvIfbpFJli7CfH1pFRMDRxQXBwcHU6ksIIYSQcsaDgK99oT6++SjxLaPL169jSHY2ItzdwT9wALh0SVmQng74+QEhIRAaGyMwMBDx8fG4fPmybgMmhBBCSI3CAwpNfCntzUeJbxmlpKRABuDOV18BgwYBqanKAicnICQEeDuiQ/369bn6hBBCCCHlhccDDPT4Whfq6pCP+viWkaWlJQDgyZMnqgWGhiqreeV59QkhhBBCyouAHmIrFmrxLSNvb2842dmhxXffAQcP5hc8fgyMHs0NdfbLL7/AwcEB3t7euguWEEIIITUOj8eDvp5A61KcWd2SkpLQr18/mJiYoHHjxjh79qzGegEBATAwMIBIJIJIJIK7u3t5X06FohbfMhICOGltjWYvX+LfOnXQMi5OWdC2LRAaCoVCgYmGhoiJicE333xDk1kQQgghpFzl9fHNSktBdnqqWrlClgu5vPD8Y+rUqbC3t0dSUhLOnDmDYcOGITIyUuM31fPnz6+2o1RR4lsWUikwejSahYfjooMDZsXFIe/RtbBOnWCTlQX3AwfQB0BKnz74+uuvdRktIYQQQmoinjLxfXgmFLf2b9ZYJUVho3V3iUSCQ4cO4cmTJzA2NsaAAQPg4eGBw4cP46OPPqqoqHWCujqUxaFD3JBl7R8/xqejRnFFX65fj5bh4dxQZwfGjKHWXkIIIYSUOx4AfQEfglI+xRYZGQmRSAQnJydum4eHB8LDwzXWX7duHaysrNCxY0dcuHChVOfUFUp8y8LPD9i3jxuybHi3blzRkp9+wunz59Hn1Stg3z7ojRypw0AJIYQQUlPxeG+HLSvl820SiQRisVhlm1gshkQiUav72Wef4fHjx4iPj8fUqVMxYMAAPHv2rHQn1gHq6lBWfn75Pycmcj/2GTsWMDZWr0MIIYQQUo54UA5n1vbDkXDv8oFa+cGln8DSzFjr/iKRCOnp6Srb0tPTIRKJ1Oq2atWK+3n06NHYuXMnTp06hQkTJpT+AioRJb7lKS/xFYnyk15CCCGEkArEe9vHV2xpDbGltVq5nr4+BAKB1v3d3NwgkUgQFxeHOnXqAADu37+PsWPHFnluPp8Pxljpg69k1NWhPL18qfzXzk63cRBCCCGk1uAB0Nfja12K6gEhEong6+uLhQsXIisrC0ePHsXdu3fh6+urVvfAgQPIyMiATCbD3r17cfHiRfTs2bNCrqsiUOJbnvJafG1tdRsHIYQQQmoPnvbpigV8HorT+Tc4OBgvXryAlZUVpk+fjr1798LS0hIhISEqY/WuW7cOjo6OsLKywtq1a3Ho0CFudtrqgLo6lBOpVIqc6GiIACTz+TCTSmkUB0IIIYRUuLxxfAsrL4qNjQ2OHTumtn306NEYPXo0t37p0qVSRFh1UItvWYSGQpqZiW+++QYuLi7IiI4GAPx++TJcXV2xbNEiyPbs0XGQhBBCCKnJeLwiujrQbMYcavEtrdBQYNgwXLW3x5KEBDg5O8OGxwMYQ9MuXWAUHQ23xYuhB0AG0HBmhBBCCKkwhbX4knzU4ltaAwciwt0dnRMScNnVFY/++gv8t081dh40CJFeXhgGYB+AVY8e6TRUQgghhNRcPB6viBZfSorzUOJbSlIAvZOTcdTYGF7PnkE4aVJ+4d694B84AMWQIZjt7IyNmzdDKpXqLFZCCCGE1Fw8AAIeT+tCaW8+SnxL6fLly3j+8iXufPmlcoKKU6fyC69eBfz8wN+zBwETJiA+Ph6XL1/WXbCEEEJIGbHstDKVk4rF5/G0LiQf9fEtpZSUFABAvUaNgLlzgadPgRs3lIU9egAhIYBQyA3xkVefEEIIqW7k8behSLwLQd3u4Js5q5Ur0mIhf3oOfFtPCBxaaTgCqUg8AEJB2UZ1qIqePHmCmzdv4s2bNyrbP/7441IfkxLfUrK0tAQAREVFKTfk5OQXGhhwPz558kSlPiGEEFKdsOw0KBLvAkwB+dNzwDvJb17SC6aAIvEu+Bb1wTM002HEtRBP2dWhsPLqZtOmTZg2bRosLS1hYmLCbefxeGVKfKmrQyl5e3vD3t4eO7ZsgWLkSODu3fzCY8eA0aMhzczEL7/8AgcHB3h7e+suWEJItZecnIxPPvkEzs7OEIvFcHd3x6pVqyCXy3UdGqnheIZmENTtDvD4XPKrSIsFoJr0gseHoG53Snp1gAcehHztS3Xs5fvtt99i3759SExMRHR0NLfkNSiWFiW+pSQUCjFt0iR8GxurfJCtXj1lgZWVss9vaChuNWuGFzExCAoKosksCCGllpiYiA4dOiA7OxvXrl1Deno6du/ejUuXLoHPL6e3caaALD1B46LIeVP0/qRG45s5qyW/8ti/1ZJeTd0gSL7Xcime5WapLVKmKPOHWD6fp3WpjtLS0jB48OByPy51dSgtqRSz798HH8ohy8Tx8fgAQJqBAX5o2hQtjY3x4bNnOOfggPbTp+s4WEJIdTZt2jS0bt0aW7Zs4ba1aNECR44cKbdzKHIzkXruO41lxo17waRp73I7F6me+GbOQN3u+d0aXj1UFlDSW2xH05IR8vqlxjJZGZ4F4vEAYWEzt1XD3Ldfv364cOECunbtWq7HpcS3tA4d4oYse+zhgR7LlgEA/n3xAvOXLIGzvT3q16uHzuHhwJ9/KluBCSGkhKKionDgwAFEREToOhRCwDdzBrN0y096AfAt3Sjp1TEeUOjoDdUw74WNjQ0GDhyIIUOGwNHRUaVsyZIlpT4uJb6l5ecH7NsH/sCBmCMUgu3eDTx6hAYdOuD88uXw9vaGEAAOHaKklxBSamfPnoWbmxsaN26ssTwsLAzjxo1Dw4YNIZfLERgYCH9/f4SFheHMmTNYunRpJUdMajJFWiwUKZGq21IiwRM7U/KrYzVt5rY7d+6gZcuWiIqKyh9IACjzZByU+JZFgYSWl5wMAHBq2RJOPj4a6xBCSEklJibCycmp0DpjxozB0qVLkZ2djSFDhmhNkgvD1zeGuFOQ5jIDE43bSe3y7oNsfEs3ZRKsZbQHou5DM2t0FpmrbV+cEA1xGUZ/4qGIrg6lPrLunD9/vkKOS4lveZDJgLy+OTY2uo2FEFKjuLi4IDY2tlh1DQ0NMXPmTBw5cgQ9evQo2Yl4fOiJ7UsRIakNNI3ewDdzBk/szG2n5Ldo5gIhzAXqD7sLeXwIBILSH7ioiSqqYyfftxITExETEwMXFxfY2tqW+XhVclSHVatWwdnZGaampmjVqhU3cPGKFStgY2MDS0tLfPXVV2CMcfvcuHEDnp6eMDY2RteuXfHs2TOuLCsrC/7+/jA1NYWLiwv27NlTrvFK4+O5nx+9fk3TExNCyk3//v2RlpaGZcuWITMzEwqFAjdu3MAXX3yhsb6joyMSEhIqOUpSk7HsNK2jN2ga7YFmcKt8eRNYaFuqY9qbnp6OQYMGwd7eHl5eXnBwcMCgQYOQlla211epEt+cnBxs3boV/fr1g62tLYRCIWxtbdG3b19s2bIF2dnZpQ7oxx9/xIkTJ3D58mWkp6fj119/hb6+Po4dO4Yff/wRV69eRUREBI4fP45t27Zx8QwePBiffvopUlJS0KlTJ/j7+3PHXLhwIZKTkxEXF4d9+/YhKCgIDx8+1BYCAEAulyM8PFzjkpiYCISGQpqZiW+++Qa9WuXPUjPv++/h6uqKZYsWQVbOCTYhNU1iYqLGv7GcnBwan/YtCwsLnD17FpcuXYKLiwusra0xdepUeHh4aKwfFxcHBweHSo6S1GQ8QzPwbT21jt5QMPnl23rSOL46wINyAgttS3VMfL/66iukpqbi1q1bSE9Px82bN5GWloavv/66TMctcVeHX3/9FV9//TVcXV3xwQcf4OOPP4aZmRnS0tJw7949bN26FfPnz8eqVaswduzYEh1bLpdj2bJluHjxIlxcXAAAnp6eAICdO3di0qRJaNCgAQBgxowZ2L59O8aPH4+wsDAYGBggMDAQADB37lysW7cO0dHRqFevHnbu3InQ0FCIxWK0b98evr6+2L17NxYvXqw1lpSUFDRv3lxj2d6hQzFs/35ctbfHkoQEDC3Q9P5hQABunj0Lt8WLoQdABkBv5MgS3QdCaovg4GCtf4c21G2I4+7ujuPHjxdZLzs7G+vWrcPChQshkUgqITJSWwgcWhU6IxvfzBm8xgMp6dUVXuGjOlTHzPfYsWO4ceMG7OzsAAAtW7bE7t270a5duzIdt8QtvgcOHMCpU6dw7do1LF68GEOGDEHPnj0xZMgQLFq0CFevXsWpU6dw4MCBEgfz/PlzZGZmYv/+/bCzs0Pjxo25cSsjIiK4JBgAPDw8EB4errHM2NgYDRo0QHh4OFJTU5GQkKB139J40KQJItzd0TkhAZddXbFz1SqubOynnyLSywvDoBzfd9WjR6U+DyGEFMfOnTvRo0cPfPDBBxg+fDjatm0LAAgJCUHPnj3Rs2dPHD16VMdRkuquqKSWkl7dqYldHbKysmBubq6yzdzcHFlZWWU6bolbfIszYLqnpycOHz5c4mDi4uKQlpaGR48e4enTp4iMjESPHj3QpEkTSCQSiMVirq5YLOZaNN4tK1ieV8fU1FTjvqUhBdA7ORk/vZ2kAuvX5xcuWgT+kSNQDBmC2devI2vzZnw5Zw7N3EYIqRA+Pj4qzzQU3B4dHa2DiAghuiCoxg+wadKuXTvMnz8fK1asAJ/Ph0KhwKJFi7gP9qVVplEdzp8/j+PHjyMjIwNNmjTBqFGjYGVlhaCgIAQHB5f4eEZGRgCABQsWwMjICJ6enhgxYgSOHTsGkUiE9PR0rm56ejpEIhEAqJUVLM+r8+bNGy45LrivNpaWllqH0nj06BGWvnyJOwsX4sOICCA0NL/wyBHAzw/8kBAErFiBBQsW4PLly/ApOMQZIQQAEBQUBD8NQ/75+vpCT48GnSGEkOLg8ZQtu4WVVzdr165Fz5498euvv8LV1RUxMTHQ09PD6dOny3TcUv/PEhAQgJ07d6JevXqwsLDAzp078c0332D//v3YtWtXqRLfRo0aQV9fX+UXlPdzs2bNcO/ePQwYMAAAcP/+fbi7u3NlBc+XlZWFqKgouLu7w8LCAvb29rh37x68vb3V9tVGIBBorZP3YFy9Ro2AuXOBf/4B8lpWBg0CQkIAoRD169cHoOwvTAhRZ2trq3F4GgMDAx1EQwgh1VehfXyroSZNmuDBgwf4448/8Pz5czg7O6Nfv34q3+CXRqkS302bNiEsLAzXrl3jmpwzMzOxZs0aDBgwADk5OaUKxsTEBEOHDsWyZcvw/fff48mTJ9i7dy/279+P9PR0TJkyBSNHjoSJiQnWrl2LTz/9FIDyK72srCxs27YNo0ePxrJly9CmTRvUq1cPAODv74+lS5di3759+O+//3D48GFcuXKlVDECytZgAPkziWi53idPnqjUJ4QQQggpb3mjOhRWXh2JRCKMLOcBAkqV+P7888/YvHmzSj8LY2NjzJ8/H8bGxvjyyy9LHdCPP/6I8ePHw9raGtbW1vjmm2/QuXNnAMCUKVPg5eUFuVyOCRMm4OOPPwagbB06ePAgxo8fj6lTp6Jdu3bYtWsXd8wlS5YgMDAQDg4OsLCwwMaNG0s1s1Eeb29v2NvbY8eWLZh75w74L14oC6ysgIMHgdGjId2xA7/88gscHBy4lmZCCCGEkIpQExp8ly1bhrlz5wJQdnvVZsmSJaU+R6kS38jISHTr1k1j2fTp08s01IS5ubnWESFmz56N2bNnayxr164d7t69q7HMyMgIISEhpY7pXUKhENMmTYLb4sXgx8aCmZqC9+YN0LkzIBQCoaG4df06XsTEYOE339CDbYQQQgipUIXMWFxtXL58mfv54sWLGuuUtb9yqRJfPp+P7Oxs6Ovrq5VJpVKNTxjXKFIpZt+/Dz6UQ5b1kEhgBSAyPR17O3VCy7ejPZxzcED76dN1HCwhhBBCajIer4iuDtUkKT527Bj3s7YBBsqqVDO3tWvXDrt379ZYNn36dAQEBJQlpqrv0CHwDxyAYsgQRC1YAIu3UyfvPXcO85csQZBYrBznNz4ewj//1HGwhBBCCKnpeDztS3UUFBSkcfu0adPKdNxSJb5ff/01Zs6cifXr1+PFixfIysrC1atX4evri9OnT9f8J7L9/IB9+8DfswezP/mEu4n9P/oI58+fR1RMDJrdvg3s26esSwghhBBSQZQPt2lfqmPuW/BZrYK0NbwWV6m6Orz//vv44Ycf8Pnnn2PGjBkAAMYYunTpgnPnzqFJkyZlCqpa8PODVCrF7T//hNfbTe4+PtArOF4vJb2EEEIIqQQ1ZTizvBGxGGOIjo4Ge/utOqAcTtbQ0LBMxy/1OL4fffQRhg4dikuXLiE9PR1NmjRBixYtAABz5swpU1BVnWzPHqx8+BAbN2+GW0IC/nq73f+LL+D+7BlmzZih7OJAiS8hhBBCKkENyXvRsGFD7gG2hg0bctsZYxAIBFi+fHmZjl+mqZFMTU3Rp08fte3aRl6oCWR79kBv1Ci4ATB2dsYnw4cDe/cCANL09bFkwQL4/PQTOsfHU1cHQgghhFS4mjSOb14rb/PmzREeHs5t5/P5sLGxKXOLb4n7+LZs2RJ//PGHStNzQYwxHDlyBK1atSpTYFXVyocPsQ/AMACRXl7wezvGMAAc+esvXHZ1Ref4eES4uwMDB+oqTEIIIYTUFjzlcGbaluqU+bq6uqJu3bqQSCRwdXXlFmdn5zInvUApWnx//PFHfPrpp5gyZQp69OiB5s2bw8zMDGlpaQgPD8fZs2dha2uLjRs3ljm4qkYqlWLj5s0wdnbGUC8v8A8cAB484MqFs2fD69kzHDU2RtCrV4gCQCP4EkIIIaQi5T3cVlh5dZScnIxr164hMTFRpcE1bwKz0ihx4uvt7Y2bN2/i/Pnz+P333/H7778jJSUFlpaWaNOmDX799Vd079691AFVZZcvX0ZCQgKWLFkC/qxZwOjRQGioslBPDzhwAPDzw51mzRC7eDEuX74Mn4IPuxFCCCGElDteERM7VL/U9/z58xg0aBB4PB7evHkDU1NTSCQSODs7V27im6dbt25aZ2+rqVJSUgAADRo0UM7QFhICXLkCPH8OyGTAoEFASAjq7tunUp8QQgghpCIV1uJbHc2ePRvTp0/HggULYGFhgdTUVMyaNQvOzs5lOm6ZHm6rbSwtLQEAUVFR+RtzctTq5Q3FkVefEEIIIaSi8FD4lMXVMSd++PAhN21xXjeH+fPno3nz5pg6dWqpj1uqCSxqK29vb9jb2+OXX36BNDNT2dUhKUlZaG8PHDwIxciR2LFlCxwcHODt7a3bgAkhhBBSK/B4PK1LcSQlJaFfv34wMTFB48aNcfbsWY31srKy4O/vD1NTU7i4uGDPnj3leRkcoVDIJbxmZmZITk6Gvr4+kvLyrlKiFt8SEAqFCAoKwpIFC3C7WTN4PXsGGBoC2dlA795QSCTgHziAbwE8XrQIQiE92kYIIYSQCvZ2hrakxEQkJyerFefk5EBfv/CcZOrUqbC3t0dSUhLOnDmDYcOGITIyUu3b64ULFyI5ORlxcXGIiIhAnz590Lp1azRu3LhcL8nT0xMXL15Ejx490LFjR0ybNg0ikajMk6RRi28JzZoxA+ccHJSjNxgZQZ6bCwC4/Pgx3K5f54Y6m3XvHiCV6jRWQgghhNR8yq4OPPyyZQu82rVVW6KjnxT63JFEIsGhQ4ewePFiGBsbY8CAAfDw8MDhw4fV6u7cuRPz5s2DWCxG+/bt4evrW+ZphDXZsGED7O3tAQCrVq3C69evER4ejp9++qlMx6UW3xIS/vknN07v10lJ+DArCwBw8PJlZDk44PGiRVDcu6cc6uzQIZrAghBSLTjZmeOXVWN0HUaFMenzta5DqHAZx+fqOoQKtfN5zf0WVTasZ5mPwQcDD5rnWChKZGQkRCIRnJycuG0eHh4qE0gAQGpqKhISEuDp6alS78qVK6ULuhDu7u7cz87Ozjhx4kS5HLfEie/vv/+Ojh07cll4rePnB+zbB7d+/fBzaCgQEAAA+OjLL/HtsmXK7g1SKSW9hBBCCKkkDGAK5b+lIJFIIBaLVbaJxWK8evVKrR6gnLm3YL287WWVNzhAUerXr1/qc5Q48b1w4QK+/vpreHh4YNKkSejdu3epT14dyfbswcqHD7Hx009RNyEBeZ9xvv3lFzQ2NcWsGTMg/PNPSnoJIYQQUjkYwGMKTAoMxBANs8YOHT4CQn19rbuLRCKkp6erbEtPT4dIJFKrBwBv3rzhEmVN9UqrYcOGhT6MxxgDj8eDXC4v9TlKnPh26dIFs2fPRmZmJs6ePYvFixdj4cKFpQ6gOpHt2QO9UaPgBsDY2RmfjxoFvO3XkqavjyULFsDnp5/QOT4e2LePkl9CCCGEVA6FHLbWlrC1Vh9K1cDAADy+9se63NzcIJFIEBcXhzp16gAA7t+/j7Fjx6rUs7CwgL29Pe7du8eNXHX//n2VbgllER0dXS7HKUyJE9+//voLs2fPRvPmzTFp0iRMmDChIuKqklY+fAg3KB9eG+rlBX6XLlzi+/u5c7jdty+8nj1DhLs7mmn4xEUIIYQQUv7yujoUUl4IkUgEX19fLFy4ED/88APOnj2Lu3fvwtfXV62uv78/li5din379uG///7D4cOHy62Pr6ura7kcpzAlHtVhw4YNePToEVavXo2YmBgsXry4IuKqcqRSKTZu3ozZzs5QDBmifHjtxx+5cuG8ecqRHoyN8cGrV6DxHAghhBBSWXgKmdalOIKDg/HixQtYWVlh+vTp2Lt3LywtLRESEqLSortkyRJYWlrCwcEBQ4YMwcaNG8t9KLM8e/bswfvvv889THfx4kUcOnSoTMcs1XBmf/75J+rXr48JEybUmm4Oly9fRkJCAgImTAB/zx5lN4Z795SFfD5w8CDg54c7X36J2IQEXL58WbcBE0IIIaR2YG9bfLUuRT/0ZmNjg2PHjiEzMxOPHj1Cz57KkSZGjx6tMrqDkZERQkJCIJFIEBsbi1GjRlXIJf3www+YNWsWunXrhmfPngFQzoi7atWqMh23VIlv//79MXny5DKduLrJG/+uQYMGgFAIhIQAefNFKxTAoEFASAjqurmp1CeEEEIIqXBymfalGtq4cSOOHz+OOXPmgP+2f3KTJk3w6NGjMh23VImvUCjEgQMH8NVXX2ks79WrV5mCqoryZi6JiorK3/h28oqC8obieHemE0IIIYSQisHAYwqtS2mHOdOlpKQkNGvWDABURnpgxWi9LkypEl8DAwOcOHECmzdvxrJly9TKr169WqagqiJvb2/Y29vjl19+gTQzExg9Gnj5UlloZwccPAjFyJHYsWULHBwcuKcdCSGEEEIqXGFdHaqhRo0aISwsTGXbhQsX0LRp0zIdt9Qzt7Vp0wZHjhxB3759YW5ujqlTp5YpkKpOKBQiKCgISxYswO1mzeD17BlgbAxkZgI9e0KRnQ3+gQP4FsDjRYuUE1kQQgghhFQ0xgBFIWPblrGVVBcWLFiAQYMGISgoCLm5uVi6dCl++OEH7Ny5s0zHLVWLb56uXbsiNDQUM2bMKHMg1cGsGTNwzsFBOXqDkRGkOTkAgCvR0XC7fh37oBzqbNa9e8rZ2wghhBBCKhgPKLSrg/YpIaquvn374vfff8f9+/fh4uKCc+fO4eeffy5zd9pSt/gWDOzXX3/FuHHjYGpqioEDB5a5/0VVJfzzT3SOj0eEuztmJiXhw8REAMDBv/9GloMDHi9aBMW9e8qhzmjKYkIIIYRUCgYUOmxZ9crLpFIpPvvsM6xduxbdunUr12OXqsX33cR2+PDh+OGHHzBq1CicPn260Onmqr3du+F2/Tq2rl7NbRo3YwaePXumfPJwyBCatY0QQgghlasG9fEVCoX43//+B0NDw3I/dqlafLdv3662bcKECUhPT8egQYOQq2G0g2ovNBQYNgwR7u7o/cUXcHz5EtfeFq3Ytg1NRCLMvn9f2dq7b59OQyWEEEJILcLwdvQG7eXVTe/evXHy5En07t27XI9bqsR36NChGrfPmDEDaWlpWLp0aZmCqoqk/frhqr09OoeH4ydjY2SMGAH8738AAIlQCLfFi8EHlLO60XTFhBBCCKk0DJAX8nBbNcx8ra2tMXToUAwYMAD16tXjxvIFlLPHlVaZ+/i+a8mSJRg8eHB5H1bnVqxZgyUJCbjs6ooPnz0DHj/myg60aQP+8ePYB+Cxhwfm0IgOhBBCCKlM1bBLQ2Hu37+Ptm3b4sWLF3jx4gW3vazdacsl8e3evTsOHz4MU1NTAEDLli3L47BVhlQqRXBwMBxdXNAqIgIICFB2fXiLf/w4FEOGYPb168javBlfzplDw5kRQgghpHIwBl5hD7dVs0EH5HI5Vq5ciZYtW0JfX79cj12m4czyhIWFQVqDh++6fPkyEhISEBgYCKGxsXK64oYN8ysMGgT+nj0ImDAB8fHxuHz5su6CJYQQQkjtU4MebhMIBOjWrVuFNCKWS+Jb06WkpAAAGjRokL/x7Ri+BdWvX1+lPiGEEEJIhWMMTCbVulS3Fl8AcHNzQ3x8fLkft9z7+NZElpaWAICoqCjlxBSjRwOxscpCCwvg4EFg9Gg8fTundF59QgghhJCKV8TMbdXw4bZPP/0Uw4cPx8KFC1G3bl2Vh9vyGhpLgxLfYvD29oa9vT12bNmCuXfuKIcsMzMD0tKAjh2VUxeHhqKFsTGc7e3h7e2t65AJIYQQUpsUmvhWP4GBgQCAXr16cQ+0McbA4/EgL3QEi8JR4lsMQqEQ0yZNUg5ZFhurHLLs0iVl4mtvD+n33+PW9ev48Nkz1K9XD/RYGyGEEEIqDWNghT1rVQ27OkRHR1fIccsl8a3RM7W9NSs1FQIA+wDM+OsvPE1OhgDAXw8fYkzTpkiMicEtc3M0Cw+n6YoJIaSWYdlp4BmalbqckDKrYS2+rq6uFXLccnm47d0pjGuc0FAIvv8esU5OmGpsjKykJAjeXvOBS5fwJiUF/zRrhqavXwNffEFJLyGE1CLy+NuQPTwERVqsxnJFWixkDw9BHn+7kiMjtQUr4uG26pqnHTlyBH379kXz5s3Rt29fHD58uMzHLJfEd9y4cRUyn3JVIe3XDxft7eH8/Dm2A/hm0iSuLNfUFJskErhHREAxZAiwcqXuAiWEVGlPnz4Fj8eDSCSCiYkJ3N3dceHCBV2HRcqAZadBkXgXYArIn55TS34VabGQPz0HMAUUiXfBstN0FCmp2RiYQq51qY4Pt/32228YPXo0GjVqhMmTJ6NRo0YYO3Ysfv311zIdt1y6Omzfvr08DlNlqc3a9uABV/Zjy5bgX7xIs7YRQop0584duLu74/79+2CMYe7cuZg4cSIePnyo69BIKfEMzSCo251LbuVPzwF1u4Nv5qyS9ILHh6Bud+ruQCoGY4CsZvXxXb16NQ4dOoQePXpw2wYMGIDPPvsM48aNK/Vx6eG2IhQ5a9vFizRrGyGkWO7cuYNWrVoBUD4b4e3tjc2bN+s4KiW5XIankQ80lplZWsHCyqaSI6o++GbOwDvJL7N0gyIlUiXp5Zs56zpUomPpKcl4k6o+1r9Umgu5fhm+hGcAK2ykg+qX9yImJgbdu3dX2ebj44OYmJgyHZcS3yLkzdq2ZMmS/FnbHj4E7t5VVujbVzlr24oVWLBgAS5fvgwfHx+dxkwIqZru3LmDTp06AQDi4uKwcuVK+FWRZwLepL3GhH5dNJaNmTYTYz/9qpIjql7eTX4Vr9624lPSSwo4v38njmxZr7nQpiwfLmveOL7Ozs64cOGCSk518eJFODk5lem4lPgWQeOsbdnZ+T+/nUOaZm0jhBTlzp07OHXqFObPn4+MjAxMnjwZGzZs4MrDwsKwaNEiKBQKmJqaIjc3F1KpFLdv3+ZaisPCwtSOe/LkSSxbtgx8Ph8tW7bE6tWroadHb++VjW/mrGzpfZXfdYVv6UZJL6l4DMoZ2gopr25mzJgBX19fBAYGokGDBoiKisK2bduwZs2aMh2X3hmLoHHWtkePlIWGhsqhy2jWNkJIESQSCZ48eYKUlBSIxWKsXr0ae/bsgf7bD8/JyclYsGABjh49CrFYjKdPn4Ixhnr16qFTp04aE968/ZYuXYrjx49DJBJh1apV2LRpE6ZNm1aJV0cA5YNsipRI1W0pkeCJnSn5JRWs5rX4BgQEwNTUFFu2bMGJEyfg7OyMLVu2YOjQoWU6LiW+RfD29kaguTl2/fwzN2tbjqUlDFJS8MbJCSYtWoAfGooP9PWxmWZtI4RocffuXTg6OsLc3BwA8Nlnn2Hp0qW4e/cuPD09cezYMYwZMwZisRgAULdu3WId988//8TYsWMhEom44/bt27fEia+pmTlW7zyosczM0qpEx6qN3n2QjV+gj2/BB95I7dZt6Bi07dFPbfsPMwNhaVKG0bHeDmdWWHl1s3PnTnh4eODEiRPcttu3byMkJASjR48u9XEp8S2C8NAhbHn9GrGvX4P//DmOGBjAKSUFrQH89fgxpqWn44pQiDa5ufhbKKRZ2wghGuWN6JDHwMAAPj4+OHr0KDw9PfHixQt4eHiU+Ljx8fEq+xkYGCA3N7fExxEI9FDXrUmJ9yPqSW9en16e2FnjaA+k9hJbWkNsaa22XSjUh0AgKNvBa9gEFosXL8alS5dUtjk4OMDPz69MiW+5jONbow0cCLmXF5wBxAIYlZsLl7dfTfLt7bEqKQn2Uini+Hw4xcYquz4QQsg77ty5g+bNm6ts6927N44ePQoAcHR0RFxcXImP6+DggBcvXnDrOTk5XPeJP/74A99++y0+++yzMkROCsOy0zQmvYCyz6+gbneAx88f7YHG8SUV4m1XB21LNezqkJiYCHt7e5Vt9vb2ePnyZZmOS4lvUYRCrOjTB38DcAawx8AA5m9bU1wTEuDHGE6Zm6OhQoEDw4fTrG2EEI02bdqk9lDG1KlT8ffffwMA+vbti127diE9PR2AcigfbXPVF0yQ+/Tpg99++w0ZGRkAgA0bNsDX1xcA0L9/f8yePRvZBR/IJeWKZ2gGvq2n1tEbCia/fFtPGseXVAzGwKRSrUt17Org4OCAR3nPVL316NEj2Nralum4lPgWQSqVYuPmzRjj7AzFkCHon53N9Q9pBkAxZAi6xcXB1sUFn/z1F6TSQvrYEEKIFtbW1liyZAkGDBiALl26ICgoCAYGBmr1ZDIZAgICuHVbW1vMnj0bvXv3RteuXfH8+XNMmTKFK1+xYgXGjx9fGZdQawkcWkGv8UCt3Rj4Zs7QazwQAodWlRwZqVUKbfGtfvz8/DB27Fjcvn0bGRkZuH37NgICAjBs2LAyHZf6+Bah4Di+/FmzgA8+AM6dUxZ6eYG/Zw/4QiECAwNpHF9CSJn4+PhoHL2hYD+3W7duYeTIkSrlffv2Rd++fdX2W758OR49egRDQ0O0a9cOPB6v3GMmSkW15FJLL6lIjDEoCnm4jTGG6vbXP2/ePDx9+hRt2rTh3rtGjhyJBQsWlOm4lPgWQW0c34JfGRZojaFxfAkhlcHLywteXl7FqjtnzpwKjoYQUiUwgMkVhZZXN4aGhti1axc2bNiA6Oho1K1bF9bW6g8GlhQlvkXIG5c3+tEj5Ri+b/vjAQAuXlRuCwnBkydPVOoTQgghhFQOBoVUVmh5dWVlZQUrq/IbUpES3yJ0io9HXVtbtPjuOyAzE5J69SB6+8CJYuBA8ENDoYiJwY4XL+Dg4EDj+BJCCCGkctXAFt+KQolvYUJDoTdqFP4Vi2GWmYkDfD5eRkcjCMBrAK2vXMFtsRhm165hJ4CwRYsgFNJIvoQQQgipPAys0MSXUebLocS3MAMHQvHeezC7dg2xAPwVCuzT0wNkMrwRibAmJQVmUiliAXQE4NWokY4DJoQQQkitwwB5YaNKUd7LoeHMCiMU4tsPPuDG8P2nWTM4vi3Sl0gwSCrFAYEAjQCE+vlB750nrQkhhBBCKhxTtvhqW8pjHN8bN27A09MTxsbG6Nq1K549e6a1bt26dWFsbAyRSASRSITJkyeX+fzlpcolvhMnToSDgwPEYjE8PDzwxx9/cGUrVqyAjY0NLC0t8dVXX4EV+EUW9gvJysqCv78/TE1N4eLigj179hQrlnfH8HWPiEDrt10Z7AAkdu2KPq9ewdbFBZ9dukRj+BJCCCGk0jEGKKQyrUtZ896cnBwMHjwYn376KVJSUtCpUyf4+/sXus+pU6cgkUggkUiwadOmsgVQjqpc4jt9+nQ8ffoU6enp2LZtG/z9/fHq1SscO3YMP/74I65evYqIiAgcP34c27ZtA1D0L2ThwoVITk5GXFwc9u3bh6CgIDx8+LDQOORyOXbt2oWEhAT09fXFf/PmIb1HD/CyspQV3Nxge/o0jM3MEBgYiPj4eFy+fLnC7gshNVFiYiLCw8PVlpycHMjl1XPQdUIIqXwMCrkCiWkS/PciWW3JkcnK9J4aFhYGAwMDBAYGwtDQEHPnzsXNmze1zi5ZlVW5Pr5NmjThfubxeMjNzUVcXBx27tyJSZMmcePpzpgxA9u3b8f48eNVfiEAMHfuXKxbtw7R0dGoV68edu7cidDQUIjFYrRv3x6+vr7YvXs3Fi9erDWOlJQUfPzxxwCAjRs3YtPGjTgEoF9eBSMjri6N4UtI6QQHB2v9O7SxsankaAghpJp6O6rDjiv3sPb8TY1VbATqM0EWV0REBDw9Pbl1Y2NjNGjQAOHh4ahXr57GfYYOHQrGGDp27Ij169fD1dW11OcvT1WuxRcAgoKCYGRkhHbt2qF79+7w8PBQu+keHh4IDw8HUPgvJDU1FQkJCVr3LcpQAIYAQlAg6QWAu3eVY/hmZsLgyBEANIYvIYQQQnRBOY5voUOalYFEIoFYLFbZJhaLIZFINNbfvXs3nj59isjISLi4uMDX1xcKRcXEVlJVMvENDg6GRCLBmTNn0KtXL/B4PLWbXvCGF/YLyatjamqqcd/CDAUQCuARgGEALhUou6ivD4SGQtGoEYbu24cJ5uY0hi8hhBBCKh172+LLStmZt1OnTuDxeBqXefPmQSQSIT09XWWf9PR0iEQijcfr2LEjDA0NIRaLsXbtWjx+/BhRUVGliq28VbmuDnkEAgF69OiB9evXw83NTe2mF7zhhf1C8uq8efOGS44L+2XlsbS0xNzDh/Gic2c4y+V4zuMhrn174MoVAMAcS0vsTkiAc1wcYgHU/+QTGsOXkBIKCgqCn5+f2nZfX1/o6VXZtydCCKlaGINcKsNoTzf0cXNRK57w+3kYFfKt9KVLl7SWAcDJkycRHBzMrWdlZSEqKgru7u5FhpaXQJc2KS9vVbLFtyCZTIbHjx+jWbNmuHfvHrf9/v373A1/t6zgL8TCwgL29vZa99VGIBDg8fr1cJTL8UIggBNjaH3jBgBAAWCThQWcAcRCOdTZzKZNy+uSCak1bG1t4e7urrYYGBhAIBDoOjxCCKk2mFwBK0MDuFmI1RYDAb9M76k+Pj7IysrCtm3bkJOTg2XLlqFNmzYa+/fGxMTgypUrkEqlyMjIwJdffgkXFxfuGS1dq1KJb1paGnbv3g2JRAKZTIbQ0FCcP38eXbp0gb+/PzZv3ownT57g5cuXWLt2LcaOHQug6F+Iv78/li5dijdv3uD69es4fPgwRo0aVWgsjDF88tdfmGJtDfOEBES4u8NNppwHOweA+3//4YihIdqZmmKCuTnY0KEVem8IIYQQQjRhjEEhlWpdytraamBggIMHD2L9+vUwNzfHX3/9hV27dnHlkydP5sbqffPmDSZOnAgLCwvUrVsXkZGROHLkSJVpzKhS3yXyeDxs2bIFQUFBYIyhYcOG2L17N1q2bImWLVtiypQp8PLyglwux4QJE7hRF/J+IePHj8fUqVPRrl07lV/IkiVLEBgYCAcHB1hYWGDjxo1o3LhxobFkZmYiISEBjkuWwNjaGs1u3warUwe8pCQYAUjq3Bl9TpzA1DVrsGDBAoy+fBk+Pj4VeHcIIYQQQjR428e3sPKyateuHe7evauxrOA4ve7u7irfslc1VSrxFYvFOH/+vNby2bNnY/bs2RrLCvuFGBkZISQkpESxyOVyDAXQ8O3wG1KpFDyJhLthVpaW4APwSUoCQEOZEUIIIURXWBEjOlSN/rVVQZVKfKsSg5wchAIIX7kS30ZGwv277zAgJwcA8BhAw8OHkebggM7p6RgKGsqMEEIIIbrBGCCXygotJ0qU+Gqhb22NI2/eYEBEBMQREXAuUPasRw8Yh4XBMT0dz3k83LS1paHMCCGEEKIj1OJbXFXq4baqhMfj4ScvL27UBoWtLVfWIyNDZbSH7YyBBjIjhBBCiE4wQJ4r17pQ3puPEl8tGGNwunOHG7KMn5iYX3j1Ko4aG6OBXI4DfD66JiZCtn+/rkIlhBBCSG3GAKZgWhdKfPNRVwctcpOTsSMtDe8PHYonTZviw2+/RfO3w5kdA/CpqSl29e+PcDc3/G/pUkx1cICPTiMmhJDSe/b8JfoO+1rXYVSYY/tW6jqECldnyk5dh1Chbrd8qOsQKsxKSTJg5FDq/RkAhVx7dkt5bz5q8dXCICkJIQDk/ftjxqxZqGdnx5W17dABjzt2xJC9e9EtLQ37QaM6EEIIIURHGIMiV651oafb8lHiq4Xc2BjDADjOnIkTlpYwiYsDAGQAsL1yBfyDB6EYNAh/vR3NgUZ1IIQQQohOMGWLr7aFmnzzUVcHLfguLjjw8CGGvB2nN9PICMZZWYCREZCVBQD4+++/se2ff+Dg4ECjOhBCCCFEJxhjkEvlhZYTJUp8tXj16hUUBV4oRgrlMCEmWVlQDBqEf27eRKeYGHwL4PGiRRAKaVwHQgghhOgGK6SPL8lHXR20yH31Cn4ALtnb4xAA3tvJK9IcHLDcwwMjGcM+AMMAzGjQQHeBEkIIIaRWY0UMZ0YNvvko8dVCoVDgwNCheO/BAzQvkNhGxcdj8ZIlkEqleOjuDj8AV5ycdBcoIYQQQmo3pmzx1bZQH9981NVBCycAbaKjEdmxI5pFRXHbWwPYLxSioYUF3MPD4Qca0YEQQgghusSgoJnbioUSXy3SAdS9eRMAcEcoRAupFADwuEED+EZFAf/9hxMmJjiUkYGpNKIDIYQQQnSEMUAu1Z74UleHfNTVQQtegZ89CnR1aOjhwf38JiMDpiIRjehACCGEEJ1icoXWheSjxFcLUwChAK47O4P/4IFyo4EBcOgQFAMHItLKCn4A+r2dzY0QQgghRCcYgzxXoXWhJt98lPhqkQlgacOG8I6NRTLvbftvTg7+a9wYx0+ehNurV9hubo5d2dm4fPmyTmMlhBBCSC3GAKZQaF2oi28+Sny1MAbwU1YWzI2NYVjgk5Lpw4fol5WF8GbNIFi9GgA93EYIIYQQ3WEofOY2ynvz0cNtWqQD6BgXhzsCAURvt2Xp6cFJJkMsgPnOzvCMjQVA0xUTQgghRIcYgyJX+8xt1NUhHyW+WsQBeM7jwUme/0IyksnA6tSBc1wcRpw8iaArV2i6YkIIIYToFlO2+BZWTpQo8dXCCYATY0g3MIA4b9a2Zs1g6uYGXlwchgFAejoefvYZTVdMCCGEEJ1hAOSyQoYzq7xQqjxKfLUwBXBSJIKVRIK2b7dlRUTALCICh/T0IJXJMAzAXfr6gBBCCCG6xAB5YfkIpSocSnwL0UwigXOBdXsAsQBGymSwtrPDvpcvMbJVK3jqKD5CCCGEEAaGXIX27JYeb8tHozpoIQXgDIAZG3Pb0sRiOAO4a22NhJcvsR/0YBshhBBCdIsBkDPtC6W9+Sjx1UIIIM3UFLzMTABAKgCn9HTE8flwS07GXwD0eTx4eXnpMkxCCCGEEMgZ07qQfJT4aiEFcP7NG27dwNwc15o1Qx2FArEAOgAYwBiuX7+uqxAJIYQQQsAYkKtgWhfKffNRH18thAAGApADEAAwfv0azV6/xjFDQ4RkZyMXwH4AI2nyCkIIIYToUF5Xh8LKiRK1+BZB8M56y9xchAAwNjICAIjF4kqPiRBCqhuWnVamckKIdgxFtPjqOsAqhBJfLWQAol1cuPVrUI7o4KhQIE0sxkk9aiwnhJDikMffhuzhISjSYjWWK9JiIXt4CPL425UcGSE1R2EPt5F8lPhqoQdAHBPDrbd4O6JDCp8Ps/R0dH7b/zc9PV03ARJCSDXAstOgSLwLMAXkT8+pJb+KtFjIn54DmAKKxLvU8ktIKSi7Omh/uI1y33yU+GohBWBVYN0wPR25enqwVCiwBsr+vQANZ0YIKbunT5+Cx+NBJBLBxMQE7u7uuHDhgq7DKhc8QzMI6nYHeHy15Ldg0gseH4K63cEzNNNxxIRUP/RwW/FR4quFEICkwHomAH2ZDM95PLz58kvw+Xzw+XwazowQUmZ37tyBu7s7JBIJJBIJfH19MXHixMoNginAslI1L9KsMh2ab+aslvzKY/9WS3r5Zs5FH4yQaixZkoWHiSlqS45MDrlcXqZjU1eH4qGOqlpIAaQDEL1dNwbwgs+Hk0KBNhs3gq9QQAbg+vXr8PHx0VWYhJAa4M6dO2jVqhUAgMfjwdvbG5s3b67cIGS5kD08pLGIb9cSAodWZTo838wZqNs9v1vDq4fKAkp6SS3y641wrLtwS2OZjZ5BqY/LwCAtpFmXOjvkoxZfLYQAHN/ZplAoAAD9s7IQYG4OAEih4cwIIWV0584dtG7dGgAQFxeHlStXws/PT8dRlT++mTP4lm6q2yzdKOklpIyoj2/xUeJbDM+gHNHBCUAygDE8HvZIpQCojy8hpOzu3LmDBQsWQCQSwcnJCe7u7vj++++58rCwMPj4+KBLly7o168f3n//ffj4+MDMzAw+Pj4av3XKyclB+/btIRKJ8Pjx40q8Gu0UabFQpESqbkuJ1DraAyGkeKiPb/FRVwctCr5G7PX1YZCbC5m+PqxzczGFMfwvIwNWVlbw9vbWWYyEkOpPIpHgyZMnSElJgVgsxurVq7Fnzx7o6+sDAJKTk7FgwQIcPXoUYrEYT58+BWMM9erVQ6dOnRAWFqbxuEKhEIcPH8bXX39dvED09KHX8AMtZYaluDJV7z7Ixrd0UybBb/v8gro7kFpgXDt3fOheX237x3tOwbCMDWkV3Zd38uTJOHPmDKKionD+/PlCu3kmJSUhICAAYWFhcHJyQnBwMHr06FGxARYTJb5a8Ar8bJCbi0wAxrm5SDM1Rcc3bzAQAL9HDwiFQt0ESAipEe7evQtHR0eYv+0+9dlnn2Hp0qW4e/cuPD09cezYMYwZM4abLKdu3brFOi6fz4ednV3xA+HxwTOyKGH0xaNp9Aa+mTN4YmduOyW/pDawFhnBWmSktt1ATwCB4N0ps4ovr6tDYeVl1bJlS4wYMQLjx48vsu7UqVNhb2+PpKQknDlzBsOGDUNkZGSV+JacujpoUfBFksvjwRhAHI+HT968gR+Uw5nRiA6EkLLKG9Ehj4GBAXx8fHD06FEAwIsXL+Do+O4TB9UHy07TOnqDptEeaBxfQkoub+a213IZEuQ5aosMrMyjRkyePBk+Pj5FNvhJJBIcOnQIixcvhrGxMQYMGAAPDw8cPny4TOcvL9Tiq0XBFl99xhALwJkx/AZgxNvtzs7UMkEIKZs7d+6gefPmKtt69+6NkJAQzJkzB46OjoiLi9NRdGXHMzQD39YTisS7GkdvKDjaA9/Wk8bxJaQU0iDFHvYCWZAjGwqNdQwq6WH8yMhI7nmFPB4eHggPD6+U8xeFEt9iMjY0BLKzVbZVhSZ7Qkj1tmnTJrVtU6dOxdSpUwEAffv2xeDBgzFixAiIxWLExMRALpejXr16avvFxcWhTp06FR5zSQkcWoFvUV9rUss3cwav8UBKegkphQYNGnA/JyUlITspSWM9C4uK6cr0LolEwnXNyiMWi/Hq1atKOX9RqKuDFgW7OmQCsHqb9G4AsFcXARFCaiVra2ssWbIEAwYMQJcuXRAUFAQDA/XxPmUyGQICAlS2DRw4EKdOncK4ceMQGhpaSRFrVlRSS0kvIaVz5MgRhIeHIzw8HEFBQVrrjRw5UmtZp06dwOPxNC7z5s0rUTwikQjp6ekq29LT0yESibTsUbmoxVeLvK4OCignr8jTgc+H3tvJK2gMX0JIZfDx8dE4esOlS5e4n2/duqX2H9uhQ4cqODJCSFUSFBSkdQxwGxsbrfsVfC8pKzc3N0gkEpVvoO7fv4+xY8eW2znKghJfLfJafAs2iecA8FIoMExfH7tzc/HixQsdREYIIeq8vLzogVtCajlbW1vY2tpWyLFzc3OhUCjAGENubi6ys7NhYGAAHo+nUk8kEsHX1xcLFy7EDz/8gLNnz+Lu3bvw9fWtkLhKiro6FFMmAAMADwHsy80FgGr9pDUhhBBCSHH16tULRkZGePToEXr37g0jIyM8e/YMALB8+XL06dOHqxscHIwXL17AysoK06dPx969e6vMc1HU4qsF7531vO4OjQEMhHI4s4r6VEUIIYQQUpVomywHAObMmaOybmNjg2PHjlVwRKVDLb5FkBX4ORnAaCiTXpFIRLO2EUIIIYRUI5T4FiGvSTwTgDWAqW+3tW3blmZtI4QQQgipRqirQzHldXXoCGVXh9a9eukuGEIIIYQQUmLU4luEdyf42wBlV4eMjAwdREMIIYQQQkqLEt8iCLRsr85TiBJCCCGE1EaU+JZQ3sSAVXFaUEIIIYQQoh0lviW07+2/JiYmOo2DEEIIIYSUDCW+JTT87b///fefTuMghBBCCCElQ4lvCdm//TcmJkancRBCCCGEkJKh4cxKqTaM4ZuYmIjg4GBuPSgoqNbOVkf3Ih/dC1IWTJoFRfIDbp1v3QQ8oZEOIypfqa+S8EfIdm69/+iPYGFlo8OIyp8i5w2ynvzNrRvV7wi+gakOIypfyZIs/HojnFsf184d1qKa8xqt7SjxLaHGb/+1t7cvtF5NkJSUhMWLF3Prfn5+tTbBoXuRj+4FKRNZNhQv/+VW+eZ1gRqU+KalvMLOjau59S59BtTAxDcDmQ9PcesGdVrUqMT3VWYW1l24xa1/6F6fEt8ahLo6lFDeS79+/fo6jYMQQgghhJQMJb4ldPLtv507d9ZpHIQQQgghpGQo8S2hkLf/du3aVadxEEIIIYSQkqHEt4Tavv23NjzcRgghhBBSk/AYY0zXQVQ1pqamyJBIoKkrew4AOQBjY+NKjqryKRQKZGdnc+uGhobg82vnZyW6F/kq415kZWXBxMQEb968KdfjEs1MTU0hycgEDMQVfzKFHMgt8HvVNwX42iaHLz+uTnYVfg4AyM3NQXzMU27dwaUu9PUNKuXcz1++rpTzMIUMioxX3DrfxAo8fsU/K9/AMLfCzwEAOTI5nqWmc+uuFmIY6FXsa/RpShr0jYzpPa8S0KgOGpiYmAASCVw0lKUASABQt27dyg1KB+RyOVJSUrh1S0tLCAQV/x9UVUT3Il9l3IuYmBiaHbES5d1rFxfHCj9XTf9bMhQYQGaTP4qD2Mig0q6vsbNVpZxH+TvM/7Bb036HPLkcNnr5H1YMK+H69LOk9J5XSajFlxBCCCGE1Aq187taQgghhBBS61DiSwghhBBCagVKfAkhhBBCSK1AiS8hhBBCCKkVKPElhBBCCCG1AiW+hBBCCCGkVqDEt5aZOHEiHBwcIBaL4eHhgT/++IMrW7FiBWxsbGBpaYmvvvoKBUe6u3HjBjw9PWFsbIyuXbvi2bNnXFlWVhb8/f1hamoKFxcX7Nmzp1KvqSxWrVoFZ2dnmJqaolWrVtzg4bXtXoSHh6NLly4Qi8Vo1qwZwsLCuLIdO3bAyckJYrEYH330EXJz8weRj4qKgre3N4yNjdG6dWvcuXOHK1MoFPj8889hbm4OOzs7rFu3rjIviRBCCFHHSK3y33//sezsbMYYY9evX2disZglJyezP//8kzk5ObHHjx+z+Ph41rx5c/bLL78wxhjLzs5mTk5ObMuWLSwrK4vNmTOHderUiTvml19+yXr37s3S0tLYlStXmLm5OXvw4IFOrq8kNm7cyLp168aePXvGFAoFu3PnDsvOzq519yI3N5c1aNCAbdiwgclkMnb69GlmZWXFkpOT2d27d5m5uTm7fv06e/36NevRowebN28et2+7du3YggULWFZWFgsODmb16tVjUqmUMcbYjz/+yFq0aMFevnzJHj16xBwdHdmZM2d0dZmEEEIIo8S3Frtx4wYzNDRkd+7cYSNGjGDffPMNV7Z9+3bWpUsXxhhjJ06cYA0aNODKMjIymJGREXvy5AljjDF7e3t28eJFrnzcuHFswYIFlXQVpSOTyZiDgwN7/PixWlltuxf37t1jlpaWKtt69uzJtmzZwmbNmsXGjx/PbT9//jxzcXFhjDH24MEDZmJiwn2QYowxV1dXdu7cOcYYY+3bt2c7d+7kyhYuXMjGjh1bkZdCCCGEFIq6OtRCQUFBMDIyQrt27dC9e3d4eHggIiICnp6eXB0PDw+Eh4cDgFqZsbExGjRogPDwcKSmpiIhIUHrvlXV8+fPkZmZif3798POzg6NGzfGli1bAKhfb02/FwBUunLkrYeHh2u8FzExMZBIJIiIiECjRo1gYGCgUq7tXlWXe0EIIaTmosS3FgoODoZEIsGZM2fQq1cv8Hg8SCQSiMViro5YLIZEIgEAtbKC5Xl1TE1NNe5bVcXFxSEtLQ2PHj3C06dPERoaijlz5uDixYu17l40btwY5ubmWLt2LaRSKU6cOIELFy4gIyND470AwF2vtnuRV0fbfSQkj0Kh0HUIpJQ0fWCujeg1XL1Q4ltLCQQC9OjRA2fOnMGxY8cgEomQnp7Olaenp0MkEgGAWlnB8rw6eQ+FvbtvVWVkZAQAWLBgAYyMjODp6YkRI0bUynshFApx6NAhHD58GPb29li3bh2GDx8OJycnjfcCAHe92u5FXh1t95GQPHy+8r+hxYsXY+PGjZBKpTqOiBQXj8dDcnIyTp8+za3XxuQ37zX88OFDHUdCioMS31pOJpPh8ePHaNasGe7du8dtv3//Ptzd3QFArSwrKwtRUVFwd3eHhYUF7O3tte5bVTVq1Aj6+vrg8Xjctryfa9u9AABPT09cuHABr169wsmTJ/HkyRN4eXlpvBcuLi4QiURo1qwZIiMjkZOTo1Ku7V5Vl3tBKt+lS5ewefNmXLx4EYcPH65xyW9eMlhUC2l1TBrv37+PP//8E8eOHQOgfB+Vy+U6jqryzZ49G23btsXx48dr5fVXKzrrXUwq3evXr1lISAh78+YNk0qlbN++fczAwIDdvn2bHT16lDk7O7OoqCiWkJDAPD09VUYyqFOnDtu6dSvLzs5mc+fOVRnJYObMmeyDDz5g6enp7Nq1a8zCwqLKj2TAGGOjRo1iEydOZNnZ2SwiIoLZ2tqyv/76q1beizt37rCsrCyWkZHBVq1axd577z3GGGN3795lFhYW7J9//mGvX79m77//vtqoDosWLWLZ2dls8+bNKqM6bNy4kbVs2ZIlJiayyMhIVqdOHRrVgWiVnZ3NYmJiWEBAAPvf//7HsrKydB1SuZDL5dzPMplMrVyhULBNmzax+/fvV2ZYpZZ3PRkZGSwjI4OlpaWxc+fOsSVLlrAjR46o1I2NjdVFiDrx3XffsV9//ZVNnTqVHT9+XOX3TqoWSnxrkbS0NObj48PMzMyYWCxmrVu3ZgcOHODKly9fzqysrJi5uTn78ssvmUKh4MquX7/OPDw8mKGhIevcuTN7+vQpV5aZmclGjRrFTExMmJOTEwsJCanU6yqt1NRUNnjwYCYSiVjdunXZ5s2bubLadi8+//xzZmZmxkxNTdngwYNZfHw8V7Z9+3bm6OjIRCIRGzdunMooDpGRkaxjx47M0NCQtWzZkt2+fZsrk8vl7LPPPmNmZmbMxsaGrVmzpjIviVQTeX9beYnCgwcP2EcffcSOHTvGnj9/zk6cOMF9mKrOfvnlF/bJJ5+wNWvWsN9++43bvn37drZmzRr21VdfsczMTB1GqNnJkyfZ3bt3GWP5ifujR4+Yn58fGz58OFuxYgXbuHEjCwsLY0uWLGHHjx9njDG2ZMkStmHDBp3FrSsXL15kAQEB7OjRo4wx5Qe6mvD6rUl4jFXD71YIIYRUO4wxle5F2sqTkpIQFBSEu3fv4ttvv8XgwYMrMcry9+OPP+LYsWOYM2cOBAIBVqxYgU6dOmHmzJm4c+cOWrRoga1bt8LMzAzdunWDlZWVrkMGAHz44YfIzc2FhYUFtm3bBhMTEzx8+BCTJ0/GvHnz4OHhgSdPnuDkyZPg8/no3LkzLl++jGvXrsHCwgJbt26Fnp6eri+j0l28eBH/+9//0L59e/z777+YNm0a6tWrp+uwyFu17xVJCCGk0ikUCu4hoNWrV6NFixZ4//33VerweDwoFArY2NggLi4On3/+ebVPegHg1atX+P7779GgQQMAwM6dO+Hv7w8XFxcMGzYMgHJGSFdXVwwZMkSXoXI+/PBDyOVynDp1CpmZmTA2NoZMJsPevXthZGSEHj16AACsrKzg4OCA3bt3w87ODh4eHoiKisLPP/8MPT09yOVyCAQCHV9N5ercuTOSk5MRGBiIZcuWUdJbxdDDbYQQQioUY4xLetetW4dLly6hffv2Guvm1QsODsaUKVMAVP/houRyOfbv38899GRqaoqZM2fixYsXAIDMzEy0b98eX3/9dZUYGSEsLAy5ubncA2uGhoYAAD09PYwe/f/27j0sqmr/H/gb8AIyjije8JKYot+vKJoperzAeA1SvKXZKUwyk8JIuzyVyYG8YN7Lsqw0NeVQHSslSUwhIDX7apag2C8QApFMQRIYuQ58fn/4sA/DbWYA5TLv1/PM8zB7r732Z+21ZvjMnjV7P4HZs2cjODgY169fh5WVFbp06YILFy7g1q1bmDFjBnbv3t2ik96K/VO5r8qfZ2VlYe3atXj22WerLUeNh4kvERHdNRWnN7z77rv417/+hf/93/9VrnddMamtePm7YcOGKduXJ8PN1Zw5c2BtbY3z588ryW9JSQlSUlKg0+nQrl07+Pj4wNLSEmVlZbVOB7kX0tLSYGFhoVyhoeLx79evHyZOnAi1Wo2PP/4YOTk5aNeuHbp164aCggK9elpi0ltaWlpt/5QntuXrnnnmGb0Pbo3dp/RfzfvdhIiImqyK//B37dqFEydOICkpCenp6VizZg2AO2d4S0tLkZubi0WLFiE+Pl6vjuaSMNR2Rs/JyQlt2rTByZMn8dZbb+HSpUsIDg7GqFGjqsyBbQpJvoWFRZUktqJ+/fph7ty56NSpE3bv3o2XX34Zf/75J9zd3e9hlI2jPJl/5ZVXsHTpUmzevBlxcXGwsLBAXFwc/vjjDwD646Ep9Cn9F3uDiIgaVPlZ3PJ/+O+//z6OHj2KF198EQ4ODtixYwfOnz+P4OBgAHeSCbVajcceewy3bt1qrLDrrGKCv3nzZuWGDsCdBKj8jO6kSZNQWlqKr7/+Gk888QSeeOKJxgq5Vvb29vjrr7+Qk5MDKysrlJWVKYlcaGgo3n//fTg4OMDDwwPXr1/HhQsX8O9//1sp2xKdOnUKKSkpAICNGzciKysLy5cvR58+ffDJJ58gOzsbaWlpWL9+PQoKCprNBzZzxKs6EBFRvWVmZqK4uBg9e/YEcOfmOK1atcK+ffsQEhKCffv2oXv37sqP3AoKCuDj44NBgwYhKCgIAHD9+nV069atMZthsopTOd5++23ExsZi//79ercur+1qFoaudNFYhg8fjkGDBiEkJATAf3+cWH5litWrVyt3brO3t1emRbTE6Q3Z2dn4/PPPkZmZiZdffhmRkZG4cuUKXnjhBQB37gC6ZMkSdO/eHadPn8b48eMbOWKqDc/4EhFRvZw4cQJjxozB3Llz4ebmBhFRvsLPz89HQEAAunfvrjdf1MbGBp9++ilOnTqFM2fOAECzTnprm79sYWFR5fbe5Zpa0lt+LiwgIABpaWlYuXIlgDtn7zdt2oTQ0FAsWbJEibtz587KD/JaYtIrIujUqRNmz56N/Px8bNu2DcXFxbCyssKxY8eQkpKCqKgopKWloVWrVkx6mwEmvkREVGc//PADZs2ahWXLliE4OBhFRUUIDAxU1tvY2CA8PBy3b9+GlZWV8uOuX375BdbW1oiIiICrq2tjhV9nDTF/uSkqb9OkSZMwf/58HDt2DH369MHs2bOxa9cuREVFoXfv3lVuy9vUEviGUvGDTVZWFrKysvDbb78hPz8fSUlJ8PX1xVNPPYWxY8c2cqRkLE51ICKiOsnOzkb37t2xfPlybNy4ESUlJVi6dCl69uypTF9ITk7GwYMHMXLkSIwYMQK2trZITU2Fv78/tmzZggEDBgBoul/5V1bxesTAnfnL0dHReOmllzBmzBjk5eXBx8cHw4cPV86WAsCXX36Jrl27ws3NrTHCrpOioiLk5ubi8OHD6Nu3L5ydndG1a9cWO6Whoorj8f/9v/8HPz8/fP/990hJScG3336Lmzdvws/PD5aWlujcuXOVbajp4hlfIiKqk06dOuHll1/G+fPn8ccff6B169bQ6XSIj4/H119/DeDOFQD69euHn376CStXrkRkZCSefvppzJgxQ0l6gaZ9xjAzMxMZGRkA7pzF1el0AIB9+/YhLCwM27dvx5gxY1BWVob27dsjJCQE8fHxWLVqlVLH+PHjm1XSCwBt27ZFly5dsGjRIkyYMAFdu3ZFWVlZi096gf+Ox4iICFhbW8PLyws//fQT7r//fjg4OCAxMRFXrlxh0tsM8YwvNVsvvPAC3NzcMHfu3GrXnzp1Cn5+fvj1119NvpyMl5cXHnnkEfj4+DRApEQtV3x8PLZs2QJ3d3f88ssv2L17Nx599FEcPXoUDz30EB599FFMmzYNmZmZ+O6771BcXAyVSqXcsaypJwwnTpzAokWL0LlzZ7Ru3RqxsbFKvB9++CEGDRoENze3KmdBCwsLMWPGDKxdu7ZZTuUwVxXH461bt/Dhhx+ipKREufKIVqvFyZMnsXjxYsyaNatxg6U64RlfanIOHDgAlUpV5dGmTRtYWFjg8OHDAIAjR45gzJgxNdbj7++PVatW6SW9x48fx6RJk6BWq2Fra4thw4Zhx44dVa7BuXbtWrz22mu1XsuSiAAXFxe4urpi/fr1OH78OLRaLfbu3YuzZ8/C0tISAQEBCAkJQZcuXeDt7Y1FixY1m6TXXOcvm7Py8RgTE4MOHTrA29sbffr0QWlpKfr27Yt+/frhn//8p5L08txh88PEl5qcefPmQavV6j1iYmKgVquxePFiTJs2DcnJyRg8eDB69OhRbR3R0dH466+/4OXlpSzbs2cPZs2ahTlz5uDKlSu4efMm3nrrLaxfv77Kmd2hQ4eiT58+yqV8iKiq8n/6S5cuxdSpU9GqVSvlg2bv3r3x3nvvISQkBN7e3tVu35ST3uzsbEyePBlPP/00nn/+eYwfPx5Dhw7Vu+HEuHHj0LVrV/z8889K8puamoqgoCAkJiYqZ4CZHDV9Fa8/fO3aNURGRmLHjh3o1q0bxo8fjxs3buCXX37BvHnzlOsvN/UPblQ9Jr7U5MXGxmLixIlYuHAhdu7cCUtLS0RFRcHX17fGbb766itMmjRJ+ceTm5uLZcuWYfXq1Vi6dCns7OxgbW0NT09PfPnll9i/fz+ioqL06vDw8FDmKRJRVeWXsQKA7du3Q61WY+HChcp6lUoFZ2dnAGh2NzYwl/nLpP+DxaioKBQWFmLKlCmwtLTErl270LZtW+Tl5VW5cgP7tXli4ktN2pEjR+Dp6YlXXnkFW7ZsUZZnZGTgoYceqnG7n3/+GYMHD1aenzx5Enl5eZg/f36VsiNHjkTfvn0RERGht9zFxQVnz55tgFYQtVwVk9+tW7fixo0beO+996qUa463bf3nP/8JBwcHREdH4/nnn8fnn3+O9u3bw8/PDwsXLsS3336L2bNnY9GiRRgxYgSuXLkCX19fPPPMMwB4pre5KB+bL7/8Mvbu3YvDhw/jyJEjGDlypPLNoUajwcSJExs5UmoIrQwXIWocX3zxBZ588kls2rRJuUNOuYq/lq5OdnY2OnTooDwvv3h8x44dqy3fsWNH3L59W29Zhw4d8Pfff9cldCKzUn7ma8iQIRgwYABUKlUjR9QwKs5ftrCwgFarhaWlJdLT0xEYGIiAgAD8/fff8Pb2rjKdg1+DN30Vz/RevHgR2dnZ2L9/P+bOnQsvLy8MHToUDz74IJ588kn069cPAPu1JWh+H8HJLOzcuRMLFizARx99VCXpNUanTp2Qk5OjPP+f//kfAEBcXFyVsrdv38bvv/+ulCmXk5NTY6JMRFWpVCqsXr0aTz31VGOHUm8tef4y6Se9x48fR69evXD//fdjypQpGDt2LJ544gm8/vrrSEtLY9LbwjDxpSZny5Yt8Pf3x2effVbny4k9+OCDSEhIUJ4PGzYM48ePx1tvvVWl7NatW9G2bVs8/vjjessvXLiAESNG1Gn/ROaq/JuW5v41f0uev2yOKvdRedLr5+eH06dPo23btujRowecnJzQuXNnPPbYY+jTpw/69OmjbMOkt2Vg4ktNSmBgIAIDAxEWFoZHHnmkzvXMmTMHUVFRerfVDA0Nxe+//46lS5eisLAQZWVl2LJlCzZv3owvv/wSXbp00avj6NGjmD17dp1jIDJnLSFJaMnzl1u6mzdv4tq1awCA0tJSpY+OHTuGK1eu4Pr167h48SKSk5PxwgsvIDo6Gr///js8PDxgY2ODRx99FP7+/gCa/4c40scbWFCT8euvv2L48OGwsrKCtbV1lfWjR49GZGSk0fU98MADCAoKwqxZs7Bu3TqsW7cOOp0ORUVF2Lt3LxwdHaHRaNCqVSu0bdsW3t7e+PDDDwHcuSj/5MmTkZqainbt2jVYG4moedJqtVi5ciWGDRvWIqZytGQ//vgjgoKCYGFhgffeew8DBw4EcOfDy7fffgtXV1e0a9cOLi4uuHz5MtLT0+Hq6or09HR06NABzz77rFIXpze0PEx8qcU6efIkli5dWqc7t82YMQOzZ8/mPzgiUuTk5Oj9aJaanh9//BEPP/ww3n77bQwfPhxDhw4FAHz//fd44okncPbsWdjb2yMkJARqtRpTp06FiKBNmzaYPn06li9fzjuytXBMfImIiEzAs4BN061btzBv3jzMnz8fixcvVpaXlZUhPT0dX3/9NSwtLfH888/jxx9/xOHDh7Fx40bk5ORgy5Yt6N69O/z8/BqxBXQv8HJmREREJmDS2zRZWFigrKwMGo0GZWVlsLCwgIWFBSwtLdGnTx94eXnhu+++w4YNG3Du3DloNBoAd36Q6evri549ewLgB5uWjjPyiYiIqNlLS0vDpUuXYGtrC0tLSyV5Lf9iu3///pgzZw5u376NzMxMvbt/lie9AD/YtHRMfImIiKhZExE4ODigV69eSE9PBwDlqj4WFhZITU3FO++8AwcHB/j5+WH+/PlYt25dlRsXUcvHxJeIiIiaNQsLC3Tp0gUdO3bEG2+8AQCwsrJCQUEBACA/Px8///wzrl27hp49e2LKlCmYM2cObG1tGzNsagRMfImIiKhZK5/OEBwcjNzcXKxcuRIAYGNjAwDw8fFBz5494eDgAAAYMGAAXFxcGidYalS8qgMRERG1CFqtFp988gk+//xzWFtbw9PTE59//jkGDRqEkJAQAPq3Kybzw8SXiIiIWoy8vDxcunQJ27dvh6OjI+zt7bF8+XIAd+b9WllZNW6A1KiY+BIREVGLx6SXACa+RERERGQmOMmFiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSXiIiIiMwCE18iIiIiMgtMfImIiIjILDDxJSIiIiKzwMSX9KSmpsLCwgIqlQq2trZwdnZGbGxsY4dlEo1GA2tra6hUKqhUKnh6euqtz8zMxLRp02Bra4uBAwciKiqqxrpMKVsXptb/zjvvoH///rCxsYGTkxO2bdtW5303Vl83peNfl320hD6orx07dmD48OFo3bo13nzzTb115a+78oelpSW2bNmirN+4cSN69+6N9u3b44EHHkBeXp6yrra+OH/+PMaOHQu1Wo37778fu3btqlN8DSUhIQFubm5Qq9UYNGgQYmJijGqHKW0xpc1Aw45NohZLiCo4dOiQODs7i4hIWVmZrFixQgYMGNDIUZnG3d1d9u/fX+P6efPmyaJFi+T27dsSFhYmnTp1kps3b9a7bEULFy6UPXv2GCxnSv0BAQEydOhQ+fXXX0Wn08m5c+dk8ODBEhAQYHA/1Wmsvr4Xx1+EfXA3HTx4UMLCwmT+/PkSFBRUY7mMjAyxsrKSlJQUERHZvn27TJgwQdLS0qSsrEzi4uKksLBQKV9bXwwePFhWrVolpaWlcu7cOVGpVHLp0qV6xVeZsWOmuLhY+vXrJ9u2bROdTifHjx8Xe3t7ycrKMtgOU9piSpsbemwStVRMfEnPqlWrxNvbW3keHh4unTp1asSITFdb4puXlyetW7eW9PR0vfK7d++uV9nKjPkHakr9mZmZ0q5dO0lMTNRbnpCQIDY2NnLjxg2DMVXWGH19r46/CPvgXvD19a01sdy0aZOMGzdORER0Op04ODjI5cuXqy1rqC9UKpXesR85cqR8/fXX9YqvMmMT3wsXLlTpp8mTJ8vOnTuNGlPGtsXYcndjbBK1VJzqQHri4uIwfPhwAEBGRgY2bNiAefPmNVo806dPh52dXbWP9evX17jdiy++iC5dumDKlCmIj49XliclJUGlUqFXr17KsiFDhiAhIaFKHaaUrQtT6j99+jT69u0LJycnveWDBg1Cr169cPr0aZP33xB9bWr/NKXjb+o+mmof1EddX1/G2r9/P5588kkAwNWrV5Gfn48vv/wS3bp1w8CBA7Fz506lrKG+8Pf3R0hICHQ6Hc6cOYMrV65g9OjR9Y6xrkSkyvOEhASjxpSxbTG23N0Ym0QtFRNf0hMXF4fAwEDljdvZ2Rnvvvtuneo6f/48Pvnkk3rFEx4ejlu3blX7eP3116vdZuPGjfjjjz9w5coVTJkyBZ6enso8Qq1WC7VarVderVZDq9VWqceUsoB+EhEaGgo/P79ak4j6xlLOzs4O+fn51a6rjaG+fuihh3D9+vVa6zC1f+7m8QdaXh/ExMRAo9HAzc0N06ZNQ0ZGBqZOnQqNRoMOHTpAo9FAo9FUqbeoqAijR4+GSqXC5cuXa9x/XV5fxoqPj0diYqKSyGdkZCAnJweJiYlITU3FgQMH8MYbb+DEiRMADPeFp6cn9u3bB2tra4wZMwYbNmyAg4NDvWIETB8zADBw4EDY2dlh69atKCkpwdGjRxEbG4vbt28bNaaMbYux5e7G2CRqqVo1dgDUdGi1WqSkpCA7OxtqtRqbN2/GZ599hjZt2tSpPhcXFwwbNqxhgzSCq6ur8verr76K3bt346effsKUKVOgUqmQm5urVz43NxcqlapKPaaUBe4kEeV8fHyg0Wjg4+NTY5ym1N+3b18kJiZCp9OhVav/vmyLi4uRlJSEvn371rif6hjT19evX0e3bt1MqteQu3n8gZbVB1lZWQgMDER4eDjUajVSU1NRXFyMY8eOAQDGjRun94Oqilq3bo2wsDC89tprJsXUkPbv3w8vLy/Y2dkBAGxsbAAAgYGBsLGxgYuLCx577DEcOXIE48ePr7UvsrOzMW3aNOzevRuzZ89GQkICPDw8MGTIEOWMeV2ZOmaAO8f30KFD8Pf3R3BwMEaMGIH58+ejV69eBseUsW0xpc0NPTaJWjKe8SVFfHw8evToATs7O1haWmLZsmVITk5WpgrExcVh1KhRmDBhAtasWQMRwXPPPYeJEydi+vTpyMnJQUxMDGbOnIkZM2bg4MGDCAgIqLZc5bpq4unpWeVX4uWPdevWGdUuS0tL5WtJJycnaLVaZGRkKOsvXrwIZ2fnKtuZUrYuTKnf1dUV9vb2CA0N1VseEhKCrl27YuTIkSbt21Bf5+XloX379gbrMbV/mtLxN3Uf97oPjhw5ggULFihn8hwdHY1OYCwtLY360NIQr6/qlJWVITQ0FAsWLFCWDRgwAG3atIGFhYWyrOLftfVFcnIybG1tMXfuXFhZWcHFxQVjxoxp1CtguLi4IDY2Fjdv3sR3332HlJQUuLq6GhxTxrbFlDY39NgkatEadYYxNSkffPCBTJ06VW+Zl5eXBAcHi4jI5s2b5bPPPhMRkdLSUvnmm2+Udd98841s3LhRoqOjZfLkySIiEh0dLStXrqy2XOW6Gsrff/8tx44dk8LCQikqKpKtW7dKt27d5NatW0qZuXPnytNPPy35+fly+PDhWn/Fb0rZujCl/lOnTkm3bt0kOjpaRES+//576dq1q5w6dcrk/Rrq6//7v/+TZ555xuR6jdGUjr+p+7iXffDWW29JeHh4jduPHTvW4D4WLlwoSUlJJsdmSElJiRQUFMjixYtl5cqVUlBQIDqdTll/7Ngx6dKli5SUlOht9/jjj8uSJUuksLBQLl26JF27dpUffvhBWV9TX9y6dUvUarUcOnRIysrKJCEhQbp27SrHjx+vU3wNIS4uTgoKCuT27duyceNGGTVqlMF2iIjRbTG1zQ05NolaMia+pPD19ZWXXnpJb9n27dvlH//4h4iIZGVlib+/vzz++OMSEREhGzZsEBcXF3F3d5exY8fKa6+9JtHR0bJixQoR+W/iW125ynU1lBs3bsiDDz4oKpVKOnbsKBMmTJBz585VKePp6Sk2Njbi5OSk94/Ew8NDSTwMla3Mw8NDbG1tq31UrNPYWCoKDg4WW1tbsbKyEkdHRxERcXR0FCsrq1rrr4mhvt6zZ49s3brVpDqNZajNFfvAlONfvm1L6YNPP/1UPvrooxq3b8zENygoSADoPSpeDWHBggXi7+9fZbu///5b5syZIyqVShwdHau0r7a+OHr0qAwdOlRUKpXcd999sn79er1tK44bQ/FV3s7UMSMisnz5cunQoYO0b99e5syZI9euXTOqHYbaUrEdhtpcrqHHJlFLZiFS6aepRDUoKCiAjY0NiouLMXbsWKxcuRLJycl4+eWXAQAlJSU4deoUIiMjsXbtWsTExCAyMhIjRoyoUk6n0+nVdfbs2cZsGlXy6quvYtKkSXjooYcaOxSzlZWVhTlz5ihzfK9cuYLS0lJlusO4ceNw8uRJpXxGRgZ69uypV4ePjw8CAgLQv3//exo7EVFTxTm+ZLTQ0FC4ublhzJgx8Pb2xsyZM5GcnIyJEydiwoQJiIiIqHa76spVroualt9++w1BQUGYPHkyHn744SqXbqK7r3Pnzli9ejVmzJgBNzc3+Pn5oW3bttWW1el0VX6QNWvWLBw7dgwLFy7EgQMH7kHERERNH8/4EhE1c2fOnMHFixexaNGixg6FiKhJY+JLRERERGaBUx2IiIiIyCww8SUiIiIis8DEl4iIiIjMAhNfIiIiIjILTHyJiIiIyCww8SUiIiIis8DEl/SkpqbCwsICKpUKtra2cHZ2RmxsbGOHZbIdO3Zg+PDhaN26Nd58881qy2zcuBG9e/dG+/bt8cADDyAvLw8AkJCQADc3N6jVagwaNAgxMTHKNpmZmZg2bRpsbW0xcOBAREVFKeuKioqwaNEi3HfffVCr1Rg9ejROnz6trFepVHoPS0tLbNmypUpcxparj5r2YagNAKDRaGBtba1s6+npqaxbsmQJHBwcoFarMWTIEBw+fLjGGGqrpzrvvPMO+vfvDxsbGzg5OWHbtm31OgZZWVnw9/dH7969oVar4ezsjI0bN6K0tLRe9dZVbWPWlONa7vTp07C0tMTatWsbPNbaXgeVGfNaNIajoyPatWunjJfu3bvXua6m1vf3ijGv74rOnz+PsWPHQq1W4/7778euXbsaPCZTxpIpZWvTkGOJmqFGvF0yNUGHDh0SZ2dnEREpKyuTFStWyIABAxo5KtMdPHhQwsLCZP78+RIUFFRl/fbt22XChAmSlpYmZWVlEhcXJ4WFhVJcXCz9+vWTbdu2iU6nk+PHj4u9vb1kZWWJiMi8efNk0aJFcvv2bQkLC5NOnTrJzZs3RUREq9XKqlWrJC0tTUpLS+Wzzz4Te3t7ycvLq7L/jIwMsbKykpSUlFrbYWy5cgsXLpQ9e/YYVba6fRjTBnd3d9m/f3+1df32229SWFgoIiJnzpwRtVqtHLvKaqunsoCAABk6dKj8+uuvotPp5Ny5czJ48GAJCAgwqa3lrl+/Lv3795fFixdLRkaGiIicP39evLy8pKysrE511ldtY9aU4yoiUlpaKqNGjRJXV1dZs2aNUfs3ZezU9jowpV2m6NOnj5w4caLO25drin1/r5jyHiUiMnjwYFm1apWUlpbKuXPnRKVSyaVLlwzu526NJVPK1qahxhI1T0x8Sc+qVavE29tbeR4eHi6dOnVqxIjqx9fXt8o/W51OJw4ODnL58uUq5S9cuFClvZMnT5adO3dKXl6etG7dWtLT05V17u7usnv37hr37+DgID///HOV5Zs2bZJx48YZjN/YcuXqkvga2kflNhibsJ49e1asra0lLi6u2vXG1pOZmSnt2rWTxMREveUJCQliY2MjN27cMFhHZfPmzZNHH33U5O3uherGbEWGjquIyI4dO+SFF16QhQsXNnjiW5fXgYjhdomIAKhSb/kYaahkpSn3fWOo6T1KRESlUum97kaOHClff/21wTrvxlgyddzdi7FEzROnOpCeuLg4DB8+HACQkZGBDRs2YN68eY0a0/Tp02FnZ1ftY/369SbXd/XqVeTn5+PLL79Et27dMHDgQOzcuVNZL5VuZigiSEhIQFJSElQqFXr16qWsGzJkCBISEqrdT1JSErKzs9G/f/8q6/bv348nn3zSYKzGlquP2vZRUxtefPFFdOnSBVOmTEF8fLzeOj8/P9jY2GDkyJGYOHEihgwZUuO+a6un3OnTp9G3b184OTnpLR80aBB69epV61e11UlOTsZXX32F1atXm7SdsRp6vJYz9rjevHkT77zzDlatWlXnfdXG1NdBU3K3+/5eq+9Yq+09CgD8/f0REhICnU6HM2fO4MqVKxg9enSDxW/KWGrO446aFia+pCcuLg6BgYHKG4yzszPeffddZX1MTAw0Gg3c3Nwwbdo0TJkyBRqNBh06dIBGo4FGo6m23u+++w5ubm7QaDRYvnw5dDqd0TGFh4fj1q1b1T5ef/11k9uYkZGBnJwcJCYmIjU1FQcOHMAbb7yBEydOYODAgbCzs8PWrVtRUlKCo0ePIjY2Frdv34ZWq4VardarS61WQ6vVVtlHQUEBvL29sWLFCnTo0EFvXXx8PBITEw1+oDC2XMV/fqGhofDz8zP6n19t+6ipDRs3bsQff/yBK1euYMqUKfD09FTmRwPABx98AK1Wi8jISEydOhUWFhbV7ttQPeWqO+7l7OzskJ+fX2sbK4uKioKTkxMGDhxY7fqYmBj06dMHkyZNgkajQUhIiN66gICAWutv6PFaztjjunLlSixfvhx2dnYG66zL2DHlddDQPD09lfheeuklk7c3tu81Gg28vLxMHls1iYyMNGl+c1FREUaPHg2VSoXLly/XWK4+Y62296hynp6e2LdvH6ytrTFmzBhs2LABDg4O1Za922OpocddfccSNV9MfEmh1WqRkpKC9PR05ObmYsOGDfjpp5/Qpk0bAHd+EBIYGIhvvvkGP/zwA95//318/PHHiImJwZAhQxATE6P3Q7ByWVlZWLt2LY4cOYKYmBj06NEDH3744T1u3X/Z2NgAAAIDA2FjYwMXFxc89thjOHLkCFq3bo1Dhw4hLCwM3bt3x9tvv4358+ejV69eUKlUyM3N1asrNzcXKpVKb1lJSQnmzZuH/v37IzAwsMr+9+/fDy8vL4OJibHlKv7ze/zxx/HBBx8Y/c+vpn3U1gZXV1eoVCrY2Njg1VdfRfv27fHTTz/plbGyssKkSZMQGRmJI0eOVLtvY+oBgL59+yIxMbHKh6Xi4mIkJSWhb9++tbaxshs3buidNarOggULEBUVhaNHj+Kzzz7D2bNnTdrH3WLouP766684e/YsnnnmGaPqq8vYMfZ1cDdEREQo8W3dutXk7Y3t+5iYGLi7u+M///lPXUOtl9atWyMsLAxz5869K/Ubeo8CgOzsbEybNg2bNm1CUVERfvnlF6xYsQK//PJLteXv9lhq6HFX37FEzRcTX1LEx8ejR48esLOzg6WlJZYtW4bk5GTlK+gjR45gwYIFyqduR0dHo5KOb7/9Fk8++aTyBrVs2TIcPHjQ6Lg8PT2rXIWg/LFu3TqT2zlgwAC0adNG74xZxb9dXFwQGxuLmzdv4rvvvkNKSgpcXV3h5OQErVaLjIwMpezFixfh7OysPC8rK8OCBQtgYWGBTz/9tMpZubKyMoSGhmLBggW1xmhsufqoaR+G2lCZpaVllekh5XQ6Xa1nrIypx9XVFfb29ggNDdVbHhISgq5du2LkyJFG1V/uvvvuQ3p6ulFlra2t8corr+Cbb74xuv6GHq/Vqem4xsbG4vfff0fPnj3RvXt3fPHFF9iwYQOeeuqpBtkvAKNeB/VRWFio/J2Tk9MgdZYzpe+HDBmCq1evIi4uDqNGjcKECROwZs0aiAiee+45TJw4EdOnT0dOTo7eNwHlZ3dLSkrwyCOPYOrUqdi7d69Sb2lpKby9veHu7o4ZM2ZUSeaAO6+Fbt26GYyxLmPN2Nd3cnIybG1tMXfuXFhZWcHFxQVjxoxp0Kv8mDKW6jLu7uZYouaLiS8p4uLi9N5E2rZtC41Gg/DwcADAn3/+iR49ephc77Vr1/S2a9u2LYqLi43ePiIiAlqtttrHG2+8Ue02Op0OhYWFKC0t1fsbgPJmHhwcjKKiIvz222/44osv8PDDDwO48wGgsLAQ+fn52LRpE8rKyuDh4QGVSoWZM2ciKCgIBQUFCA8PR3x8PGbOnKns19fXF9euXcOBAwfQqlWrKnFFRUWhpKTE4KW7jC1X2d69e+Hj42NU2Zr2UVsbbt26hePHj6OoqAjFxcV4++23kZ2djVGjRiEnJwehoaHQarXQ6XQ4cOAAoqOj4ebmVmXftdVTmaWlJfbs2YNXX31V+UYhOjoaK1aswJ49e2BpadrbmJeXF3JychAcHIz8/HyUlZXh7NmzePHFF6st36NHD/z1119G11+X8QrUPGZNOa5LlizB5cuXcf78eZw/fx4zZszA0qVL8fbbbxuM29ixY8zrwJh21WTfvn0oKytDZGQk4uPjkZeXZ9LUqNqY0vcnT56Ek5MTIiMj8eKLLyI6OhorV65EeHg4evfuje+//x6+vr74+OOPq93XoUOHMHToUBw7dgwDBgxQlh88eBD9+/dHbGwsZs6cqff7AlPVZawZeo8qN2DAAOTn5yMsLAwigkuXLuHEiRO1ztkvdzfGkqnjDri7Y4mascb8ZR01Lb6+vvLSSy/pLdu+fbv84x//EBGRTz/9VD766KNqtx07dmyN9e7du1c+/vhj5XlhYaFMnDhRRES++eYbWbdunbzwwgv1DV9PUFCQANB7VPyV8d9//y1z5swRlUoljo6Oeu1avny5dOjQQdq3by9z5syRa9euKetu3Lghnp6eYmNjI05OTnL8+HFlXWpqqgAQa2trsbW1VR4//PCDUmbBggXi7+9fbcweHh4SHBxssFx121XcX8VHeX3VqW4fhtpw48YNefDBB0WlUknHjh1lwoQJcu7cORERycnJEY1GIx06dBC1Wi3Dhw+Xr776qto21lZPZcHBwWJraytWVlbi6OgoIiKOjo5iZWVlsI01uXjxonh4eIi9vb107NhRRo4cKZ988omIiERHR8vKlSuVslFRUfKvf/2r2nUNqaYxa+i4Vhw3lRm6qkNdx05tr4PK8Rh6LVYEQHx9faVz584yYcIECQwMlE6dOklaWlqD/RLfUN/fd9994u7uLkuWLJHi4mLJysoSf39/efzxxyUiIkI2bNggLi4u4u7uLmPHjpXXXntNYmJilHFx7NgxCQoKkrfeekvCw8NF5M7VccqvaFFx+YULF+TZZ5+tMdaFCxdKUlJSvdtczpj3qIr9d/ToURk6dKioVCq57777ZP369TXWfS/GUm1lK7sXY4maJya+ZLTMzEwZP3685OTkiIhIWlqacn3Zyonv1atXlb+vX78u48aNE61WKyIiGzZskG3btumVX7Jkyd0MnchoFZPbgoICmT59upw9e7bKOmp4qHQJqnutuv7Nz88XEZGioiIZMWKEHDx4UDZv3qysLy4ulvPnz8tTTz0lIncuDxgUFCRffPGF8qFjzZo1SuJ74MABCQwMFBGRXbt2yaZNm0RE/z2zXEMnvuaksccSNV2c6kBG69y5M1avXo0ZM2bAzc0Nfn5+aNu2bZVyOp1O72uurl27YsWKFXjooYfg7u6Oq1ev4rnnnlPWr1+/Hk8//fS9aAKRUfbv349JkybBw8MD8+fPx4gRI5R1//73vzF58mRMnjxZmQZELVdoaCjc3NwwZswYeHt7Y+bMmUhOTsbEiRMxYcIEREREwMXFBTdu3ICHhweSkpIAALNnz8a5c+cwZcoUpKSkKPXNmjULSUlJcHd3x8GDB/HMM89Uec8sL3fs2DEsXLgQBw4cuJdNJmrRLERq+FUKUR2dOXMGFy9exKJFiwyWXbduHRITEzFs2DAsW7bM4A+piKjlsrCwQHp6usErL7Q0prxnknHMdSyRYUx8iYiIiMgscKoDEREREZkFJr5EREREZBaY+BIRERGRWWDiS0RERERmgYkvEREREZkFJr5EREREZBaY+JKe5ORktGrVCoWFhQ1ed2ZmJqZNmwZbW1sMHDgQUVFRDVK2OcXj6OiIkydP6i178803sXjx4jrVR0RERMZj4kt64uLiMHDgQFhbWzd43UuXLkX37t2RmZmJTZs24dFHH0V2dna9y1bk4+ODvXv3Npl4iIiIqOlg4kt64uLiMHTo0AavV6vV4tChQ1i1ahXatWuHGTNmYMiQIQgLC6tX2aYYj4WFBa5evao812g0CAkJabDYiYiIqG6Y+JKe+Ph4uLi4GCw3ffp02NnZVftYv359lfJJSUlQqVR6t48cMmQIEhIS6lW2rppaPERERHT3tWrsAKhpiYuLw5IlSwyWCw8PN6lerVYLtVqtt0ytVuPmzZv1KgvcScLL583m5+fjP//5D5YvXw4AeP311/H666/f03gM8fT0hJWVlfK8sLAQ3t7edaqLiIiIjMfElxS5ublITU29K1MdVCoVcnNzq+xPpVLVqyygn4T7+PhAo9HAx8en0eIxJCIiAuPGjVOev/nmm3pTI4iIiOju4FQHUly4cAH29vbo0aOHwbKenp5QqVTVPtatW1elvJOTE7RaLTIyMpRlFy9ehLOzc73K1tXdjqfiVTFycnIaKGoiIiKqDya+pIiLi4OzszMKCwuVR3FxcbVlIyIioNVqq3288cYbVcqrVCrMnDkTQUFBKCgoQHh4OOLj4zFz5sx6la1s7969Bs/23ot49u3bh7KyMkRGRiI+Ph55eXnQ6XQG4yIiIqK7h4kvKeLi4hAbGwsbGxvlMX/+/Aar/4MPPsCff/4Je3t7vPTSS/jiiy/QqVMnZb2np6dytthQ2YpMPftsTDwVYzE1HgC4ceMGunXrhnXr1iEgIAABAQH4888/TTpeRERE1LAsREQaOwiilsTCwgLp6el6V4EgIiKixsczvkRERERkFpj4EhEREZFZ4OXMiBoYZw8RERE1TTzjS0RERERmgYkvEREREZkFJr5EREREZBaY+BIRERGRWWDiS0RERERmgYkvEREREZkFJr5EREREZBaY+BIRERGRWWDiS0RERERmgYkvEREREZkFJr5EREREZBaY+BIRERGRWfj/EDi4UHyNeHcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.2 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 19.0 ± 0.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 232.4 ± 1.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 9.3 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 140.2 ± 1.6 $\\mathrm{\\mu F}$   \n",
      "$L$ = 8177.0 ± 412.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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qVMmc0lCuXDliY2O5ePEiJUqUSHf90aNHCQ4Otjjn5+eX7uvm7u7+UAFvZlJm4//yyy/pgryU1+Cvv/7i1VdfZdy4cUybNo0iRYqwZs2adBM2075mKSuapD2XNlDOqcjISL7++msOHjxoDm6rVavGjh07+Prrr5k7d2622rH2GmelbNmylC1bln79+jF69GjKlSvHzJkzGT9+vEW97777jnr16lGpUiWL88WKFcPe3t4c7AIEBQWZVxR5/vnn8fPz4+rVqxbXXb16FXt7e7y9vc3nsvu6p155oUyZMjRu3Jjvv/+el156ie+//57u3btn+kdwRvz9/Tlx4gSbN29m06ZNvP/++0yYMIE9e/bg4uJC69atsbe3Z/Xq1TRt2pRNmzbx+++/P/R9hLBVksMrbI6zszOBgYEEBARkGBClVqNGDa5evYpWqyUwMNDiSD1b22g0snfvXvPjqKgoLl26RMWKFS3a27t3LxEREelGix6XlF/a8fHx2ar/zjvvsGzZMrZs2UKFChWyfZ9nnnkGPz8/i7y/hIQEduzYkau85b59+7Jt2zb69OljtbxEiRLmr09AQIDVOlWqVKFHjx7p8nBv3LjB8ePHGTVqFM2aNaNixYrcvn0bvV5vrtOpUyd0Oh2fffZZunZXrVrF6dOnH8lKDf/++6/F8nl//fUXDg4OlC1blkqVKuHo6Mj58+fTfY+mvAa7du2iRIkSfPjhh9SqVYugoCDOnz+f5/18WHfv3gVI96mBnZ3dY11Wq3Tp0jg7O6f7ubh06RK//vqr1Z/X+vXro9frLT7pOXPmDAaDwfy6161b1+JnAGDjxo0899xz2Xr/yUq/fv1YvXo14eHhnDx50mJptdQqVqyIo6MjmzdvzrAtJycnWrduzbRp09i3bx9Hjhxh165dgOmTpNDQUJYsWcLy5cvx8/N7KpbVEyKFjPCKAq9Zs2bUr1+fdu3a8emnn1KhQgWuXLnC+vXradasGS+88AIA9vb2vPvuu3z55ZcUKlSI9957j+Dg4HTpDN999x1BQUE5+mWhlOLKlSvpzvv4+FhNMwgJCaFr164899xzeHl5cfToUUaNGkWFChXSBeLWDB48mEWLFhEeHo6Hh4f53q6urhYfr1uj0Wh49913+fjjj6lQoQLlypVj8uTJuLq68tprr5nrRUVFERMTYx6pTUnZCAwMtHqPHj160KZNG4oUKZJl/zMzceJE88hc5cqVAfDw8MDb25s5c+bg7+/PxYsX+d///oe9/YO3On9/fz7//HPeeecdHBwc6NmzJ87OzmzcuJFhw4bRpUsXQkNDc9U3a/R6PX369GHs2LFcunSJESNG8MYbb5g/kfjggw/44IMPUErRsGFD4uPj+euvv9Bqtbz55puUK1eOixcvsmTJEurWrcvvv/+e7fWYcyMmJoaoqChu3boFwOnTpylSpAh+fn74+flRoUIFAgMDGTRoEFOnTsXLy4vw8HA2btzI6tWrs32fW7dupfvZyOj7dPz48dy9e5dWrVoREBDArVu3+Oqrr4iPj6dt27YWdb///ntcXFysTo5s1qwZNWrUoE+fPkyfPh2Ad999l+eff57nnnsOMC0N+M033/Duu+/Sv39/du3axYIFC/Lste/QoQODBw+mT58+1K5d2/y9DFChQgWGDBnCkCFDKFy4MO+88w4jR47E0dGRhg0bcuPGDfbv38/AgQNZsGABer2e559/HldXV5YvX45OpyMoKMjcXvfu3WnatClnz56la9eusuyZeLrkdxKxEA/D2rJkqaUsy5RWXFycevvtt1WJEiWUTqdTJUuWVF26dFGnT59WSj1YMiw8PNy85E/Dhg3VqVOn0rXj4uJinuz2MFImrVk7Uu6T9vl9/PHHqn79+srLy0s5OjqqgIAA1a9fPxUVFZWte2Z0v3HjxmXreqPRqMaNG6f8/PyUo6Ojatiwofr3338t6vTs2dPqPVImN2U1Ke1hJ62lNmzYMAVYTMDavHmzCg4OVo6Ojio4OFitX79eubi4qPnz51tc++uvv6qQkBDl6uqqHB0dVZUqVdT06dPTLddFHi5LNmHCBOXj46NcXFxUjx491J07d8x1jEaj+uqrr1TFihWVg4OD8vb2Vs2aNbOYpDhixAjl7e2tXFxcVIcOHdSMGTMsJgpa+/631s8uXbqojh07ZqvvGX3fpv4eOnnypHrllVeUr6+vcnZ2VlWrVlULFizIVvtKZfx9Onr0aKVU+klrW7ZsUZ06dVKlSpVSjo6OysfHR4WEhKi1a9datGs0GlXp0qXVwIEDM7z3pUuXVKdOnZSrq6vy8fFRr732msWkV6WU2rZtm3r22WeVg4ODKl26dLqJY9YmAQYHB6f7OStatKj6+uuv0/XhrbfeUoD67rvv0r0uqdswGAzq//7v/9Qzzzxjfh8bNWqUUsq0pF6dOnWUu7u7cnZ2Vs8995z65Zdf0r0eAQEBClAREREZviZCFEQapfJoVX4hbNiCBQsYMmRIttMEhBBCCGE75PMMIYQQQghRoEnAK0QeCQ4ONuccpj2WLFmS5/eLiorK8H6urq4Wy3BZs2PHjkyvF9mX2etobSWJJ8Xj+B74+OOPM2y/ZcuWeXIPIYTIiqQ0CJFHzp8/b7HzUmpFixalcOHCeXo/vV6fbkmv1EqXLm0xWSute/fucfHixQzLH3aJqKfZ6dOnMywrUaIEhQoVeoy9yb7H8T0QExNDTEyM1bJChQpZXRpOCCHymgS8QgghhBCiQJOUBiGEEEIIUaBJwCvEU6Rp06ZoNJp0R6tWrR7J/f744w/atm1LiRIl0Gg0LFiwIMtrSpcubbWPrVu3Ntf59ttvqVq1Km5ubri5uVG3bl2r2xQ/DjNmzOCZZ57BycmJmjVrZjtnN7Pr/u///o9atWrh5uaGj48Pbdq04fDhwxbXjx8/Pt1rlNUOeG3bts1wa9pjx46h0WjYsGFDtvqfW7169TL3297enlKlSjFw4EBu3rxpUefll19Od+3ff/+NRqOxSOlJ3V7qo06dOo/j6QghnnAS8ArxFPnnn3/46KOPuHz5ssXx448/PpL7xcfHU7lyZfNmHtmxb98+i779888/aDQai40DSpYsyZQpU/jnn3/4+++/adKkCe3bt+fQoUPZ7luvXr3SbUH7sJYvX84777zDqFGjOHDgAPXq1aNly5ZZThjM6rpt27YxaNAg/vzzT7Zs2YK9vT3NmjVLlwtbvnx5i9fq33//zfS+ffv2ZevWrVZzv+fNm0dAQEC6jVYepWbNmnH58mXOnTvH3Llz+eWXXxg0aFCu20t9rFu3Lg97LISwWfm5CLAQ4vE5ffq0AtTOnTvz5f7WNn/IjsmTJyt3d3d19+7dTOt5eHioWbNmZbvdnj17ZnsDjozUrl1b9evXz+JcYGCgGjFiRJ5ed/v2baXVatWaNWvM5zLaZCUzycnJys/PT40dO9bifFJSkvL19VUTJkywet3s2bOVr6+v0uv1Fue7du2q2rRpo5RSavv27er5559XLi4uys3NTdWqVSvdJiWpWdtEZujQocrT0zPTOkoptW/fPgWos2fPZllXCCGUUkpGeIV4Suzfvx87OzueffbZbF+T2ZJSj2PZLaUU8+bNo3v37hmOEBsMBn788Ufi4+OpV6/eI+tLWklJSezfv5/mzZtbnG/evDl//vlnnl53+/ZtjEYjHh4eFufPnDlD8eLFeeaZZ3j11Vc5c+ZMpn22t7enZ8+eLFiwAKPRaD7/yy+/cP36dXr37m31utDQUGJjY9m4caP5XHx8PKtXr6Z79+7o9XratWtHgwYNiIiIYM+ePbz77rtWt8vOyJkzZ1i/fj06nS7b1wghRHZlvGaREKJA2b9/PwaDAV9fX4vzLVu2ZOXKlVavGTBggEUqgTWPclmpjRs3cvbsWd544410Zf/++y9169YlISEBV1dXVq1aRZUqVR5ZX9K6fv06BoOBokWLWpwvWrQomzZtytPr3nnnHapXr07dunXN555//nkWLFhAhQoViI6OZvLkydSrV48jR47g5eWV4f379u3LlClT2LRpkznonjdvHs2bN8ff39/qNR4eHrRq1YolS5bw0ksvARAeHo69vT1t27YlLi6OW7du0aZNG8qWLQtAhQoVMuxDivXr1+Pq6orBYCAhIQGAL774wmqd1FIH61nVHTx4MFOmTMmyL0KIgk0CXiGeEv/88w8dO3bkk08+sTjv7u6e4TWenp54eno+6q5laM6cOdSqVYtq1aqlKytfvjwHDx4kNjaWn376iZ49e7Jt2zYqV65sta2PP/6Yjz/+2Pw4MTERjUbD1KlTzed+++03XnjhhXTXLlmyhP79+1vUSwnsHrWhQ4eyc+dOdu7caTFimnbThjp16lCmTBl++OEHhg4dmmF7QUFBNGrUiO+//57mzZtz6dIlfv/99yzzuLt3707Pnj25e/cuzs7OLFmyhI4dO+Lk5ISTkxO9evWiRYsWNG3alKZNm9KpUydKlSqVaZsNGzbku+++4969e8yZM4fIyEjefvttq3VSO3z4MB06dMiwvdSKFCmSaR+EEE8HCXiFeEr8888/jBkz5qE2E0gbJFqTUZCYW9HR0axevZpvv/3WarmDg4P5udSsWZN9+/Yxbdo05s2bZ7V+2tHq4cOHU6JECYsAK6PR6rZt2/L8889b1LOzs8POzo6rV69a1L169WqmqyV4e3tn+7r33nuPH3/8ka1bt1KmTJkM2wTTbm/BwcGcOnUq03pgGuV94403iImJYcGCBXh6etKuXbtMr2ndujX29vasXr2apk2bsmnTJn7//Xdz+fz583n33XdZv349a9asYfTo0YSHh9OiRYsM23R2djZ/Db/66isaN27MpEmTLCYTpq6T4tatW1m2J4QQqUnAK8RT4OzZs8TExDxU/i7kb0rDggULcHR0pGvXrtmqbzQaSUxMzLA87Wh14cKF8fT0zFaAVLhwYas75dWsWZONGzcSGhpqPrdx40Y6duyYYVsODg7Zuu6dd95h+fLlbN26NVvpAQkJCRw/fpzGjRtnWbdTp0689dZbLF68mO+//54ePXpkmTvr6OhIaGgoS5Ys4fr16/j5+RESEmJRp1q1alSrVo3hw4fTsmVLfvjhh0wD3rTGjRtHy5YtefPNNylevHi2rxNCiKxIwCvEU2D//v0A+Pn5ceXKFYsyb2/vDLcgzm1KQ3x8vHnbXaPRSFRUFAcPHsTT09P8cfc333zDN998w/Hjx83XKaWYO3cur776arqcTIARI0bQunVr/P39uX37NkuXLmXbtm2PfS3eoUOH8vrrr1O7dm3q16/PrFmzuHTpEgMGDDDXsfb8srpu8ODBLFq0iPDwcDw8PMxfs5SJggAffPABbdq0oVSpUkRHRzNp0iTu3LlDz549s+x3oUKFeO211xg/fjw3b96kb9++2Xq+3bt3p2nTppw9e5auXbui1ZrmPZ89e5bZs2eb11w+c+YMhw4dYuDAgdl7Ie8LCQmhUqVKTJ48mRkzZjzUtWBKU0n7/W1nZ4ePj89DtyWEKGDye5kIIcSjN2LECAWkOzQajbp58+Yju+/WrVut3rdnz57mOuPGjVNp34q2bNmiALVnzx6r7fbs2VOVKlVKOTg4KB8fH9W0aVO1fv36h+pbXixLppRS3377rQoICFAODg6qRo0aavv27Rbl1p5fVtdZe80Ai/526dJFFStWTOl0OlW8eHH1yiuvqCNHjmS73/v371eAqlevXravMRqNKiAgQAEqIiLCfP7KlSuqQ4cOqnjx4srBwUH5+/ur//3vfyopKSnDtjJaRmzJkiXKwcFBnTt37qGXJbP2mpUoUSLbz08IUXBplFLqMcXWQgghhBBCPHayDq8QQgghhCjQJOAVQgghhBAFmgS8QgghhBCiQJOAVwghhBBCFGgS8AohhBBCiAJNAl4hhBBCCFGgScArhBBCCCEKNAl4hRBCCCFEgSYBrxBCCCGEKNAk4BVCCCGEEAWaBLxCCCGEEKJAk4BXCCGEEEIUaBLwCiGEEEKIAk0CXiGEEEIIUaBJwCuEEEIIIQo0CXiFEEIIIUSBJgGvEEIIIYQo0CTgFUIIIYQQBZoEvEIIIYQQokCTgFcIIYQQQhRoEvA+4d566y3Gjx+faZ0dO3bg6uqKwWB4PJ16CCVLlmTBggX53Q0hhMhT2XlvfpL06tWL7t2756qNJ/l3jRBZkYD3CTB//nw0Gg0jRoxIV/bhhx8yffp0Ll68mOH1L7zwAvHx8djZ2T3Kboo8Nn78eBo0aJDf3RBCpBESEoKDgwOurq64urpSokQJhgwZwr1798x1svPebMusBcjyu0bYMgl4nwAzZszAy8uL77//nsTERIsyX19fmjdvzowZM/KpdyI/KaXQ6/X53Q0hnjrDhg0jPj6e+Ph4du3axebNm5k4caK5PD/em5OSktKdMxgMGI3Gx9YHIWyVBLz5bN++ffz9998sXryY2NhYVq5cma7OSy+9xM8//5xhG9u2bUOj0ZgDo5SRw7Fjx1KsWDHc3NwYNmwYN2/epEuXLri7u1O6dGlWr15tbmPBggWULFmSL7/8kpIlS+Ll5UWfPn2Ij48317l16xYDBw4kICAALy8vWrVqxZkzZ8zl8fHx9O3bFy8vL0qUKMGXX35p0c+EhARCQ0MpUaIEhQsXpnz58nz77bcWdUqXLs3EiRNp1aoVhQsXpmzZsqxatcqizq+//kqdOnXw8PDAy8uLTp06mcsuXrzIa6+9RokSJfD19aVr165cu3Ytw9du69atPPfcc7i7u+Pl5UX9+vW5efMmYBrh6Ny5M/369aNIkSKUKlWKTz/91OL648eP8/LLL1O0aFFKlCjBoEGDuHPnjrk8JiaGQYMG8cwzz1C4cGEqVKjA77//zpIlS/j444/ZvXu3eRRpx44dnDt3Do1Gw7x586hWrRrOzs78/fffVkdbQkJCGDNmjPmxRqPhyy+/pG7duri4uFCtWjX+/fdfVq5cSfny5XFzc6NTp04WX1MhRNZKly7NSy+9xKFDhyzOZ/XeDLB7926aNGmCt7c3np6eNG7c2DxSfPHiRTp37kzRokUpWrQoXbp04dKlS+ZrU96DBg4ciI+PD+3atTO/3//444+UK1cOZ2dnoqOjs3x/Tmvs2LGUK1eOwoUL4+/vz1tvvcXdu3cB+Pjjj1myZAnLly83vz9FRUWl+11jMBj47LPPKFeuHO7u7jz33HP89ttv5nuk1P/pp5/M93rxxRcL7Ki4eMIpka969eqlqlevrpRSqkuXLqpu3brp6uzbt08B6vbt21bb2Lp1qwJUcnKyUkqpcePGKXt7ezV9+nSVlJSk9u7dq+zt7VXNmjXVH3/8oQwGg/r888+Vh4eHunPnjlJKqfnz5ys7OzvVq1cvFR8fr/777z/13HPPqX79+imllDIajSokJES99tpr6saNGyohIUENGzZMVaxYUSUlJSmllHrjjTfUs88+qy5cuKDi4+NVr169lJ2dnZo/f75SSqm7d++q77//Xt28eVMZDAa1du1a5eDgoNavX29+LgEBAcrf31/t37/f3M/ChQur2NhYpZRSGzZsUE5OTmrFihUqMTFR3bt3T23atEkppVRCQoIqX768ev/991V8fLy6ffu26t69u2rWrFmGr3/x4sXV999/r4xGo0pMTFR//vmnio+PV0op1bNnT2Vvb69mzZqlkpKS1O7du5WHh4davHixUkqpa9euKW9vb/XFF1+ohIQEde3aNdW0aVOL1+yFF15QLVu2VOfPn1dGo1FFRkaqI0eOmL9O9evXt+jP2bNnFaDq1aunoqKilF6vVwkJCapnz56qW7duFnUbNWqkRo8ebX4MqOrVq6szZ86oxMREFRoaqsqUKaN69eql4uLi1JUrV1SZMmXUxx9/nOHrIYRI/7N1+vRpVb58efXJJ59Y1Mvqvfnw4cPKyclJffPNN+rOnTsqMTFRbd26VSUkJCi9Xq+qV6+uXn31VXXr1i118+ZNFRoaqmrWrKn0er1S6sF70Lx581RSUpK6c+eO+f2+ffv26vr16+a2snp/TvsesnDhQvP70uHDh1XZsmXViBEjzOXW3nPS/q6ZOnWqKlGihNq/f79KTk5Wy5YtUzqdTu3fv9+i/muvvaZu3bqlbt26perVq6d69OiR0y+NEDkmAW8+iomJUYUKFVIzZsxQSim1efNmBaiDBw9a1Dt58qQC1Pnz5622Yy3gLVOmjEWd6tWrqzfffNP8+Pr16xb3mj9/vtJqterWrVvmOuvWrVM6nU7p9Xq1f/9+pdPpLN7Y9Xq9cnJyUjt27FAGg0E5OjqqNWvWmMtv3bqlNBqNOeC1pm3btmro0KHmxwEBAWrChAnmx/Hx8QpQf/31l1JKqdatW6vBgwdbbSssLEwVL15cGY1G87n//vtPAerChQtWryldurQaPXq0+u+//9KV9ezZU9WoUcPi3LBhw1STJk2UUkp9/vnnqk6dOhblO3fuVA4ODkqv16t9+/YpjUajoqOjrd47s4A39R8BKX3JTsC7cOFC8+Pw8HAFqEuXLpnPDRkyRLVv395qf4QQJo0aNVKOjo7K3d1dubi4KEC98MILKi4uzqJeVu/NgwcPVq1bt7Za9ueffyqNRqNiYmLM565fv640Go3avXu3Usr0c5/2PSbl/f748ePmc1m9P6e0lfY9JLUvvvjC4v0uOwFvuXLl1PTp0y3qtG3bVvXv39+ifurX55tvvlEVKlTIsB9CPCqS0pCPUiardevWDYDGjRsTGBiYLicsNjYWAE9Pz2y3XaxYMYvHLi4uFudcXFwAuH37tvmch4cH7u7u5sfPPPMMycnJXL16lVOnTqHX6ylZsiRFihShSJEieHl5AXDhwgWuXbtGYmIizzzzjPl6d3d3iz4nJibywQcfmD/+KlKkCL/99hvR0dEWfS1evHiG/Tx79izly5e3+pxPnTrF1atX8fDwMPcxODgYR0dHoqKirF6zZs0azpw5Q82aNQkMDGTcuHEWObOpn0/K4wsXLpjvt3//fvO9ihQpQqtWrdBoNFy5coWzZ8/i4eGBj4+P1XtnJu19s8va1zjtudRfcyGEdR988AG3bt0iPj6e6OhoihYtSosWLSzqZPXenNn71YULF/D09MTDw8N8zsvLCw8PD4v3q4zeC1Kfz+r92ZrZs2dTo0YNvLy8cHd3Z/To0enei7Ny4cIFypYta3EuMDAw3ftt2vd0eQ8S+cE+vzvwtFJKMWvWLJKSkihXrpz5fGxsLEuWLOGzzz7Dzc0NgH///Zfy5cvj6ur6SPt08+ZNYmNjzUHvuXPn0Ol0FC1aFD8/PxwcHLh27Ro6nS7dtUajEUdHR86dO0flypXNzyUlHxbgiy++4JdffuGXX34hKCgIrVZLu3btUEplu4+lS5fm5MmTVsv8/PwICAggMjIy2+1VqVKFpUuXAnDw4EFatGhByZIleeONN8yvQWrnzp2jZMmS5vs1aNCALVu2ZNjXmzdvcv36dby9vdOVa7UZ/72Ztqxw4cL8999/FudS5/oJIR4dHx8fevbsSZs2bbhx44Y5mMzqvTmz9yt/f39u3rzJzZs3zUFvTEwMN2/epFSpUuZ6Gb1PpD6f1ftzWrt372bIkCFs2LCBBg0aoNPpmDZtGp9//nmW9037HNK+30ZGRlr0X4gnhYzw5pONGzdy6tQpNmzYwMGDB81HyqSIH374wVx3/fr1dOjQ4ZH3SaPR8P7773Pnzh0uXbrEuHHjeP3117Gzs6NBgwZUrlyZgQMHmkcBbt68SVhYGHfv3kWr1dK9e3fGjx/PxYsXuXPnDu+//z4ajcbcfmxsLI6Ojvj4+GA0Glm5ciUbNmx4qD6+8847zJs3j7CwMJKSkkhISGDz5s0AvPLKKyQnJ/Phhx+aR16io6NZvny51baSkpKYP3++eVKbu7s7dnZ22Ns/+DswIiKCuXPnotfr2bt3L3PmzKF3794A9O7dmwMHDjBjxgzu3r2LUooLFy4QHh4OwHPPPUe9evXo3bu3OVg9e/Ysx44dA0y/pKKiokhISMjyeT/33HNs3bqV48ePk5yczPTp0zl79uxDvXZCiJy5efMmixYtwt/f3xzsQtbvzQMHDmTjxo3MmjWLe/fukZyczPbt20lMTKR27dpUrlyZIUOGEBcXR2xsLIMHD6Z69erUqlXrofqX1ftzWrGxsdjZ2eHj44NOp+Off/7hm2++sajj5+dHZGRkpmvu9uvXj6lTp3Lw4EH0ej0rVqxg3bp19OvX76H6L8TjIAFvPpk5cybNmjWjcePG+Pn5mY+goCD69evHzJkzAbh27Rq///47gwcPfuR98vPzo0qVKpQrV47KlStTsWJFpk+fDoCdnR0bN27E2dmZ559/nsKFC1OtWjVWrVplDmqnTZtGlSpVzG1UqVIFPz8/c/sffPAB/v7+BAQEULx4cTZv3kz79u0fqo/Nmzdn2bJlfPLJJ/j4+FCyZElmz54NmEZBd+/eTVRUFFWqVMHNzY169erxxx9/ZNjeTz/9RHBwMC4uLjRq1IhevXrRs2dPc3mHDh3466+/8Pb2pmPHjnzwwQfm1RJKlSrF7t272bhxI2XLlqVIkSK0aNGCf//9FzD9AbF69WqKFStG3bp1KVy4MK1atTJ/xNilSxfKly9P8eLFKVKkCDt37sywn926dePVV1+lXr16+Pv7c+vWLerXr/9Qr50QIvs+/fRT8woF5cqV4+7duxYrEGTnvbly5cps2rSJZcuWUbx4cYoWLcrEiRMxGo3Y2dmxdu1aEhMTCQwMJCgoCL1ez5o1ax56ndvsvD+n1rx5cwYMGEBISAju7u6MGjXK4n0P4M033wTA29ubIkWKWE0LGzp0KIMHD6ZTp054enoyZcoUfv75Z5577rmH6r8Qj4NGPcznyeKxe/vtt/Hw8GDChAmP9D4LFixgzJgx6T42f5r16tULvV7P4sWL87srQognzON6bxZC5A3J4X3CffXVV/ndBSGEEGnIe7MQtkVSGoQQQgghRIEmKQ1CCCGEEKJAkxFeIYQQQghRoEnAK4QQQgghCjQJeIUQQgghRIEmAa8QQgghhCjQJOAVQgghhBAF2lO5Dq+fnx937tyR/b6FyAdRUVG4uLhw5cqV/O6KuE/eE4XIH/J++Pg8lQHvnTt3SEpK4tq1a+Zznp6eD72do60wGAzExMSYHxfU5yrP0zYkJydz586d/O6GSCXlPTHZYMxxG3q9gdhbN82P3Yt4YG+fu+9Lde1Srq4HMBgVsYlJ5sfujg7YadNvt5tduqIlct0nvV7PzZsPXisPDw/s7XP+6/jkfzezrpQVZcCYdNf8UOvgDJrcff3KOCbk6nqD0cite4nmx0UKOWKnzd0H06fic3U5KCPoH3w/Ye8Amlz0KfFu1nVEnngq1+ENDg4mMTGRyMhI87nDhw8THBycj716dI4cOULlypXNjwvqc5XnaRtS+nrkyJF87olIERwcTLLByO879+a4jZPHj/HSC8+bH6/fsYdyFSrmql/GSW/k6nqAkzdiabVkvfnxum4vUc7LPcftFZ+yINd9Onr0KM/VrGl+/Pf+/VSqVCnH7T3TbXau+6SPu8yNTVPMj72aDcferViu2txb7mCurj957SYvzlttfryxbzvK+Xjkqs3A9Tn/YwdA3buJ/kS4+bF9+fZoCuW8T8nHV1GpTHF5P3wMJIdXCCGEEEIUaBLwCiGEEEKIAk0CXiGEEEIIUaBJwCuEEEIIIQo0CXiFEEIIIUSB9lQuSwZgb2/PuHHjzI99fHzysTePlo+Pz1PxXOV5CpF/PL28eft/IywePwm8CjnyVu1gi8f5zdvbm1GjR1s8zm9aB1dcKrSweJzfPJ2deLd+NYvH+c7eCW3R6haPhW14apclA1kWSYj8ID9/T568WJbsUciLZcnyWl4sS5bX8mJZskcht8uSPQq5XZYsr8myZI+PpDQIIYQQQogCTQJeIYQQQghRoEnAK4QQQgghCjQJeIUQQgghMqESYnNVLvKfBLxCCCGEEBkwXD6A/kQ4xtgLVsuNsRfQnwjHcPnAY+6ZeBgS8AohhBBCWKESYjFGHwJlxHBuS7qg1xh7AcO5LaCMGKMPyUjvE0wCXiGEKIAiIyOxt7cnISEhv7sihM3SOLljV7oJaLTpgt7UwS4aLXalm6Bxcs/nHouMPLUbTwghREEWERFB+fLlcXLK3sL4er2Bk8ePWS3z9PLGWzY4EU8prbs/lG5iDm4N57agPIMwxpyyCHa17v4ZtqGS74Heyh+fRgMGg+ER9l6kkIBXCCEKoIiICKpVq5Z1xftib93kpReet1r29v9G8O6wUXnVNSFsTtqg13jjhKkgG8EugPH6cYxXD1oti4mJyePeCmskpUEIIQqgQ4cOUbVq1fzuhhAFhtbdH61nkOU5z6Asg13xZJCAVwghCqCHHeEVQmTOGHvBlMaQ+lzMqQxXb7AFM2fOpEaNGuh0OsaPH59hPaPRyLvvvkuRIkUoWrQo06ZNe3ydzCOS0iCEEAVMXFwc586de6iA172IB0vDf7Va5unlnVddE8ImpZ2gpk2Vw2s4twWySGvQeldAW6R0uvP6s5vx9PTMdf+io6O5du2a1TIfHx98fX2tlhUrVozx48ezdOnSTNufNWsW27Zt4+TJk8TGxhISEkLVqlVp2rRprvv+uEjAK4QQBcy///6Ll5cXxYsXz/Y19vZ2lKtQ8RH2SgjbZG01Bq27Pxo3f4uJbJkFvRpdIdAVSl+gtcPOzi5H/Wrbti2RkZEAXLt2LcOAt1y5cpw4ccJqWfv27QFYt25dpvdatGgRH3zwAb6+vvj6+vLGG2+wcOFCmwp4JaVBCCEKmIiICIKDg0lISDAfSUlJ+d0tIWyOSoi1GuyCKac37ZJlj3Md3sjISI4eO87RM5e4FnM7w3o3b97M9b2OHj1qMSegSpUqHDlyJNftPk4S8AohRAETERHB9u3bKVSokPno0qVLfndLCJujcXJH61s1w9UYUge9Wt+qj30dXo2jO46Vu2DnG/xI7xMfH4+bm5v5sZubG/Hx8Y/0nnlNUhqEEKKAmT17NrNnz87vbghRINgVexatR5kMg1mtuz+a8u3zZ9MJDWi0dtj7VcHOKyhdcfKpdXmSI+zq6kpcXJz5cVxcHK6urrlu93GSgFcIIYQQIhNZBbP5t8OaBq3OAXQOVkuTtfY5zhFOrVKlSvz777/mtIbDhw8THPxoR5XzmqQ0CCGEEELYII1Gg1Zrl+Gh0WgyvV6v15OQkIDBYLD4f1rdu3dn6tSpXLt2jdOnTzNnzhx69OjxqJ7WIyEjvEIIIYQQNkmD1t766G5KeWYmT57MhAkTzI8/+ugj5s+fT9myZWnZsqU5T3fgwIGcOnWKoKAgHBwcGDFihE2t0AAS8AohhBBC2CYNaLSZfFifebzL+PHjM9xwIvWkNK1Wy/Tp05k+ffrD9/EJIQGvEEIIIYRN0qDRZpajm0XE+xSRgFcIIYQQwgZpNJmnNGSVw/s0kYBXCCGEEMJGafJgFYangQS8QgghhBC2KIsRXmSE10wCXiGEEEIIm2RaliyzcmEiAa8QQgghhA2SHN7sk4BXCCGEEMJGZb5Kg0ghAa8QQgghhC3SZLEsmYzwmknAK4QQAnuNooQuMb+7YWFEkzH53YV0Pjam33Y1vx147mR+d8GqgBVPXrB1+iWV312w0Oy/3LagQavL+U5rTxMJeIUQQgghbJBGk3lKgwzwPiABrxBCCCGETcpiWTIZ4TWTgFcIIYQQwhZpQKvNJKiVeNdMAl4hhBBCCBukQYPWTptpuTCRgFcIIYQQwhbJCG+2ZfxnQT5ITEykT58+lCpVCjc3N+rUqcPu3bst6uj1eqpUqUJgYKDF+X379lG1alWcnZ1p1KgR58+ff5xdF0IIIYR47DRaTYaHeOCJGuHV6/WULl2anTt3UrJkSVasWEGbNm04d+4crq6uAHzzzTe4u7tz794983WJiYm88sorjBs3ju7duzNp0iS6d+/Ojh07MryXwWDgyJEjVst8fHzw9fXN2ycnxFMmOjqaa9eupTufmJiIvf0T9dYjhBA2SQPYZZrSIFI8USO8Li4ujB07llKlSqHVann11VdxcHDgxIkTAFy9epXvvvuOkSNHWly3bds2HB0d6devH05OTowePZr9+/dz9uzZDO8VExND5cqVrR4zZsx4pM9TiKfBjBkzrP58RUZGEhMTk9/dE0II26fJYoRXIl6zJyrgTevUqVPExMSY0xeGDx/OqFGjcHFxsah39OhRqlatan7s7OxM2bJlMxzBFUIIIYSwfRrs7LUZHhLxPvDEBrz37t2je/fujBw5End3d3bv3s2pU6fo1q1burrx8fG4ublZnHNzcyM+Pv5xdVcIIYQQ4vHSgEab8SHx7gNPZCJdcnIyoaGhBAYGMnbsWIxGI2+//TYzZsxAY2XbEFdXV+Li4izOxcXFmfN+rfH09GTr1q1Wy3x8fHL3BIQQDBo0iNDQ0HTn27VrJzm8QgiRBySHN/ueuN86RqOR119/HY1Gww8//IBGoyE2NpZ//vmHNm3aAJCUlERcXBx+fn6cPHmSSpUqWeTd3rt3j8jISIKDgzO8j52dXablQojc8fX1tTr509HRMR96I4SwFSohFo2Te47Lnyr3c3gzKxcmT1xKQ//+/bl8+TIrV640jwK5u7tz8eJFDh48yMGDB5k7dy7+/v4cPHiQwoULExISwr179/j+++9JTEzko48+ombNmjzzzDP5/GyEEEIIkV2GywfQnwjHGHvBarkx9gL6E+EYLh94zD17csmyZNnzRAW858+fZ+7cuezduxdvb29cXV1xdXVl586d+Pn5mQ9PT0/s7Ozw8/NDo9Hg6OjIqlWrmD59OkWKFOGPP/5g8eLF+f10hBBCCJFNKiEWY/QhUEYM57akC3qNsRcwnNsCyogx+hAqITafevrk0KDBzk6b4SE7rT3wRKU0BAQEoJTKsl5ISAinT5+2OFerVi0OHTr0qLomhBDpXL9+nQkTJhAeHk5sbCz+/v707NmT999/Hzs7u/zunhA2RePkjl3pJuag1nBuC5Rugtbd3yLYRaPFrnQTSWsASWl4CE9UwCuEELYiOjqa+vXrExISwp49eyhevDgRERF8+OGH/O9//8vv7j00g17P0WPHrZZ5e3vhK5N5xWOgdfeHNEGv8gzCGHPKItjVuvvnd1cfyvU794i5m5DufJLegNZgyFXbmU1aEw9IwCuEEDkwZMgQatSowZw5c8znqlWrxpo1a/KxVzkXc/MWz9Z9wWrZmOH/48ORwx5zj8TTKm3Qa7xh2nzKVoNdgEX/HGf6rgirZT66nG/Eo7m/LFlm5cJEAl4hhHhIkZGRhIWFcfTo0fzuihAFktbd3zSymxLsAlrPIJsMdh8tzf0NJjIuFyYyDi6EEA9p8+bNBAUFUb58eavl27ZtIyAggJCQENq0acPdu3fz5L6bNm1i/Pjx2aqbmJhInTp1cHV1TTfnQYgnnTH2gimNIfW5mFMZrt7wNNNoNBke4gEZ4RVCiIcUHR1NyZIlM63z+uuvM3nyZKZOncqKFSvo1avX4+ncfTqdjtWrVzN8+PBs1ff0KMLGteFWy7y9vfKwZ0JkLu0ENW2qHN7UE9lsyes1KtC6Qul05/uFbcHJ0zPH7Wo0ZDrCKzHvAxLwCiHEQypVqhQXLmRvpKlKlSrs27ePiIgI3nzzTZydnWnSpAljxoxh0KBBnDhxAmdnZ5YsWcKBAwfYtGkTkydPZtOmTezcuZPRo0fz6quvcvv2bXx9fQkMDMRgMNCzZ08uXLiAu7s7ixcvTre9ularpWjRotl+Tnb29lSqWOGhXgch8pq11Ri07v5o3Pytrt5gK7xdCuHtUijdeQd7u1yv6GIn6+1mi6Q0CCHEQ2rTpg2xsbF89NFH3L17F6PRyL59+3jvvffS1d25cydBQUFs2rSJ9957j61btzJ69GjWrl2Lv78/W7ZsoX///nz33XdW7xUeHk61atXYsGED5cqVA2DVqlUEBgayfft22rVrZzFxTghbpRJirQa7YMrptSvdxDRDK2X1BlmH1zTCq9VkeMgI7wMS8AohxEPy8PBg8+bN7Ny5k1KlSuHt7c3gwYOpUqWKuc6iRYsICQkhOjqaV155hV69evHnn3/SrVs3NmzYwLFjx1i+fDkhISFMmTKFGzduWOTcpaxJHhkZSc2aNQHM/54+fZpatWoB8Pzzz0uOrigQNE7uaH2rZrgaQ+qgV+tbVdbhxbTxhIO9NsNDNp54QFIahBAiB4KDg/ntt98yLE/J4U3h7OzMV199RVJSEvXr12f06NH06NGD999/H4Dk5GSOHj3KpUuXAIiIMC1hVKZMGQ4cOEDr1q05cMC0nWpgYCB79+6ldevW7Nmzh7JlywJw8eJFSpQo8UierxCPg12xZ9F6lMkwmNW6+6Mp316C3RSaLFIaJN41kxFeIYR4DJYuXUrDhg2pV68e3bt3p127dkRGRtKkSRMaN27Mb7/9RtWqVYmOjuall17i1CnTDPUOHTqwf/9+XnzxRc6cOQNA+/btOXXqFI0aNWLVqlW88cYb6PX6dBPj2rdvz4YNG+jZsycrV6583E9ZiBzJKpiVYPcBDeBor83wkHj3ARnhFUKIPBYSEkJISIjFub59+9K3b1+LczNmzEh37dq1a9OdW7VqVbpzS5cutXi8d+9eunbtanEuPDw8mz0WQtgiTRYjvNnJ4b127Rq9evVi27ZtlCxZkhkzZtC0adN09Xr16sWyZcvQ6XQABAQEcOTIkRz3/XGTgFcIIQqA2rVrU7t27fzuhhDiMTLl8Ga8ykN2cngHDx6Mn58f165dY9OmTXTu3JlTp07haWW5tA8//JAxY8bkqs/5RQJeIYQQQghbdH+E915sDPfibqYrNuiTMBh0GV4eHx9PeHg4Z86cwdnZmbZt21KlShVWr15N7969H2XPHzsJeIUQQgghbJAGU8B7bOMK9q+cbbVOjNEnw+tPnTqFq6urxUY6VapUyTBVYdq0aUybNo3y5cvzf//3fzRq1ChX/X+cZNKaEEIIIYQN0mg0ONhpscvhgrvx8fHpNq1xc3MjPj4+Xd133nmH06dPc/nyZQYPHkzbtm05f/58ju6bHyTgFUIIIYSwUXZaDdocBryurq7ExcVZnIuLi8PV1TVd3WeffRYPDw8cHBzo1q0bdevWZcOGDTm6b36QlAYhhBBCCBuk1ZiWJavVpivBDV9KVx42aQie7s4ZXh8UFER8fLzFGt6HDx+mR48eWd9bqzVvkGMLZIRXCCGEEMJG2Wk1uHl64/dMULrD3sEBO7uMV3FwdXWlXbt2jBs3jnv37rF27VoOHTpEu3bt0tUNCwvjzp076PV6li9fzo4dO2jWrNmjfGp5SgJeIYQQQggbpNFksbVwNlIdZsyYwaVLl/Dy8mLo0KEsX74cT09PlixZQnBwsLnetGnTKF68OF5eXnzxxReEh4dTpkyZR/n08pSkNAghhBBC2KCUVRoyK8+Kj48P69atS3e+W7dudOvWzfx4586dOejhk0MCXiGEEEIIG5VZwCsekIBXCCEESUYNp+465Hc3LEy6G57fXbDivfzuQDoBK+7ldxesOt+5UH53IZ1n/y6X312wcD1xPeVzcb1GAw72GWen5nDxhgJJAl4hhBBCCBukQZNFSoNEvCkk4BVCCCGEsEEaDTjYyQhvdkjAK4QQQghho3K66cTTRgJeIYQQQggbpAF0drlbpeFJdObMGfbv38/t27ctzvfp0yfHbUrAK4QQQghhizRgl9kIrw1GvLNmzWLIkCF4enri4uJiPq/RaCTgFUIIIYR42mjQZJrSYIuT1v7v//6PFStW8Morr+RpuxLwCiGEEELYqMxSGmxRbGxsnge7IFsLCyGEEELYJA2mSWsZHbYYCrdu3Zrt27fnebsywiuEEEIIYYM0GtBltg6vDUa8Pj4+tG/fno4dO1K8eHGLsokTJ+a4XQl4hRBCCCFsVEHbWjgiIoLq1asTGRlJZGSk+bwml9G7BLxCCCGEEDZIQxYjvI+vK3lm69atj6RdyeEVQgghhLBFmeTvajUa28xpuC86Opq///6b6OjoPGlPAl4hhBDiKaUSYnNVLvJXysYTGR22GO7GxcXRoUMH/Pz8qF27NsWKFaNDhw7ExubuezFHAW9iYiLz5s2jdevW+Pr6otPp8PX1pVWrVsyZM4eEhIRcdUoIIYQQj5bh8gH0J8Ixxl6wWm6MvYD+RDiGywcec89EdmkwbTyR0WGLAe+wYcO4efMm//zzD3Fxcezfv5/Y2FiGDx+eq3YfOuD94YcfCAgI4LvvvuO5555j5syZ/Pbbb8ycOZPatWszb948SpcuzcKFC3PVMSGEEA9cv36dt956C39/f9zc3AgODubTTz/FYDDkd9eEDVIJsRijD4EyYji3JV3Qa4y9gOHcFlBGjNGHZKT3SaXJfFkyW4x4161bx/Lly6levTqurq5Ur16dpUuX8uuvv+aq3YcOeMPCwtiwYQN79uxhwoQJdOzYkWbNmtGxY0fGjx/PX3/9xYYNGwgLC8tVx4QQQphER0dTt25dEhIS2LNnD3FxcSxdupSdO3ei1Upmmnh4Gid37Eo3AY02XdCbOthFo8WudBM0Tu753GNhTUFMabh37x5FihSxOFekSBHu3buXq3YfepWGNWvWZFmnatWqrF69OkcdEkIIYWnIkCHUqFGDOXPmmM9Vq1YtW+/H2WUw6Dl94pjVMg8vb7y8ffLsXuLJoHX3h9JNzMGt4dwWlGcQxphTFsGu1t0/v7tq84wJtzEmxVspSM71pzR2NjwxzZpatWrx4Ycf8sknn6DVajEajYwfP57nnnsuV+3malmyrVu38ttvv3Hnzh0qVKjAa6+9hpeXF4MGDWLGjBm56pgQQgiIjIwkLCyMo0ePPtL7xN66RfvGdayWDRw6gsEfjHyk9xf5I23Qa7xxwlQgwW6euntmJ3eO/261LCYm55/SaDSaTLcWzu3atfnhiy++oFmzZuYU2qioKOzt7dm4cWOu2s3xq9yrVy+aNWvGzz//zN69exk9ejQVK1bkjz/+YPHixbnqlBBCCJPNmzcTFBRE+fLlrZZv27aNgIAAmjZtSkhIiPn9d9u2bYwZM+ZxdlXYKK27P1rPIMtznkES7NqITHN4bVCFChU4fvw406dPJzQ0lOnTp3Ps2DEqVqyYq3ZzNMI7a9Ystm3bxp49e8xDzHfv3uXzzz+nbdu2JCYm5qpTQgghTKKjoylZsmSmdV5//XUmT55MQkICHTt2zDA4FsIaY+wFUxpD6nMxp9C4+UvQ+4RLWaUhs3Jb5OrqSteuXfO0zRwFvN999x2zZ8+2yKdwdnbmww8/xNnZmf/973951kEhhHialSpVigsXrC8blZaTkxMffPABa9asoWnTpg91H/ciRZj/01qrZR5e3g/VlrAdaSeoaVPl8BrObQFJa8gTzmUa4FSyerrzt3bPxdPTM1dt2+hAroWPPvqI0aNHAzB27NgM602cODHH98hRwHvq1CkaN25stWzo0KHUqlUrxx0SQgjxQJs2bRg2bBgfffQR7733Hk5OTuzfv5+lS5cybdq0dPWLFy/OlStXHvo+dnb2BJbP3UeGwrZYW41B6+6Pxs3fYiKbBL25p3UqjNapsJUCHXZ2drlruwAEvLt27TL/f8eOHVbr5DYfOUcBr1arJSEhAQcHh3RlycnJnD9/PledEkIIYeLh4cHmzZv54IMPmDZtGkajkcDAQAYMGGC1/sWLFylWrNhj7qWwNSoh1mqwC9ZXb9CUby9Lkz2BNJosUhpsJBhet26d+f9bt259JPfI0aS1WrVqsXTpUqtlQ4cOpVevXrnpkxBCiFSCg4P57bffuH79OjExMezdu5c+ffqkq5eQkMC0adNo27ZtPvRS2BKNkzta36oZrsagdfc3r9Or9a0qwe4TTKPJ+LBFgwYNsnp+yJAhuWo3RwHv8OHD+eCDD5g+fTqXLl3i3r17/PXXX7Rr146NGzfi6OiYq04JIYTIvkWLFtG0aVNeeuklunTpYp5fsWTJEpo1a0azZs1Yu9Z6fq54etkVexb78u0zTFfQuvtjX749dsWefcw9E9llmrSW8WGLMW9GK31lNNCaXTlKaXjxxRf5+uuveffdd3n//fcBUErRsGFDtmzZQoUKFXLVKSGEENkTEhJiNY0sJCSEs2fP5kOPhC3JauRWRnaffLa6/FhaZ86cAUzx5NmzZ1FKmctOnDiBk5NTrtrP8Tq8vXv35r///mPt2rUsXbqUAwcOsG3bNkqUKMGoUaNy3KGZM2dSo0YNdDod48ePtyg7efIkzZs3x9XVlaJFi/LNN9+YyyIjI6lfvz7Ozs7UqFGDiIiIHPdBCCGEEOJJV5BGeAMDAwkKCuLu3bvm/wcFBREYGEjbtm157733ctV+rnZaK1y4MC1btkx3fuTInO/IU6xYMcaPH59u6DohIYGWLVsyceJE1q5dS0JCApcuXTKXd+3alZYtW7J582bmz59Phw4dOHnyJPb21p+iwWDgyJEjVst8fHzw9fXN8XMQQpjWj7127Vq684mJiRn+XAohhHg4tribmjUpo7qVK1e2iM+0Wi0+Pj65HuF96N861atXZ9KkSbz88stWX2SlFL/88gvjxo3jwIEDD92h9u3bA5Yz9gDmz59PvXr16NatGwAODg64ubkBpqHuo0ePsmPHDhwdHRk4cCBTpkxhx44dGS6fFhMTQ+XKla2WjRs3Lt3oshDi4cyYMYMJEyZYLfPx8XnMvRFCiAJIk8WyZDYUCwcEBAAQHx//SNp/6ID322+/5e2332bgwIE0bdqUypUr4+7uTmxsLEeOHGHz5s34+vpapBvkhb179+Lp6UndunWJjIykXr16fPvtt5QoUYKjR49Srlw5i8lyVapU4ciRIxkGvEIIIYQQtiwlpSGzclt0/fp19uzZQ3R0tEUur7XVabLroQPe+vXrs3//frZu3crPP//Mzz//TExMDJ6entSsWZMffviBJk2a5LhDGbl48SKrVq1i48aNVKlShWHDhtGjRw82b95MfHy8ebQ3hZub2yP7K0EIIYQQIv9pskhpsL2Qd+vWrXTo0AGNRsPt27cpXLgw8fHx+Pv7P96AN0Xjxo0f6+hpoUKF6NChg3kXt3HjxuHj48O9e/dwdXUlLi7Oon5cXByurq4Ztufp6Znh4sbycasQuTdo0CBCQ0PTnW/Xrp3k8AohRB7JbITXFo0cOZKhQ4cyduxYPDw8uHnzJiNGjMDfP3e7/dnMb53KlStz+fJl82ON5sFfNZUqVeLUqVMkJiaa0xoOHz7M0KFDM2zPzs6O4ODgR9tpIZ5ivr6+Vid/yjrdQgiRNzRknsNri7HwiRMnzNsLp6QzfPjhh1SuXJnBgwfnuN0cL0v2qOj1ehISEjAYDBb/7969O2vWrOHgwYMkJyczadIkGjduTKFChShfvjwVK1bkk08+ITExke+++w6NRsMLL7yQ309HCCGEEOLR0ICdVpPhkZ2I99q1a7Ru3RoXFxfKly/P5s2brda7d+8e3bt3p3DhwpQqVYply5bl8ZMx0el05kDX3d2d69ev4+DgYHXVn4fxxI3wTp482WJm90cffcT8+fPp1asX3377Le3bt+fWrVs0aNCAH374wVxv6dKl9OzZk08++YQKFSrw888/y8emQgghhCjQNMC16GiuX7+eriwxIREHB12m1w8ePBg/Pz+uXbvGpk2b6Ny5M6dOncLT09Oi3rhx47h+/ToXL17k6NGjtGzZkho1alC+fPm8fDpUrVqVHTt20LRpU+rVq8eQIUNwdXXN9aZmT1xEOH78+AyXBOvSpQtdunSxWhYYGMiuXbseYc+EEEIIIZ4cppQGDXPnzOHjjz+yWiezeUnx8fGEh4dz5swZnJ2dadu2LVWqVGH16tX07t3bou6iRYtYuXIlbm5u1KlTh3bt2rF06dIMl5/MqS+//NL8/08//ZQ33niD8+fPM3PmzFy1+8QFvEIIIR4/Bzso626X392woG01IL+7kI5r/bfyuwvpxO36Or+7YDPOap+s7/GaNWbnug0tCg0q64pWnDp1CldXV0qWLGk+l7Ksa2o3b97kypUrVK1a1aLe7t27c9bpTKSeX+Xv78/69evzpN2HDnh//vln6tWrh5+fX550QAghhBBC5IQCZTT9mwMZLet648aNdPXAtMNu6np5tfzrmTNnslWvTJkyOb7HQwe827dvZ/jw4VSpUoX+/fvTokWLHN9cCCGEEELkkAKNUU//fn3o2L5tuuJOXV5D5+CQ4eXZXdY15fHt27fNAXJWy78+jMDAwEzXE1ZKodFoMBgMOb7HQwe8DRs2ZOTIkdy9e5fNmzczYcIExo0bl+MOCCGEEEKIHFIKX29vfL290xU5Ojqi0Wa8IFdQUBDx8fFcvHiREiVKAKZlXXv06GFRz8PDAz8/P/7991/q169vrpdXy7uePXs2T9rJzEMHvH/88QcjR46kcuXK9O/fnzfeeONR9EsIIYQQQmRKoTHqMy3PjKurK+3atWPcuHF8/fXXbN68mUOHDtGuXbt0dbt3787kyZNZsWIFx44dY/Xq1XmWwxsQEJAn7WTmodfh/fLLLzl58iRTp04lKioqz2fnCSGEEEKIbFLGjI9smDFjBpcuXcLLy4uhQ4eyfPlyPD09WbJkicUI7sSJE/H09KRYsWJ07NiRb775Js+XJEuxbNkyXnzxRfMkuR07dhAeHp6rNnO0SsOvv/5K69atc5U8LIQQQgghckGpzANblfVkNh8fH9atW5fufLdu3ejWrZv5caFChViyZEmOuvkwvv76a6ZOnUr//v2ZMmUKAJ6engwfPpz27dvnuN0c7bTWpk0bBgx48paLEUIIIYR4qhj0GR826JtvvuG3335j1KhRaO/nH1eoUIGTJ0/mqt0cBbw6nY6wsDCGDRtmtbx58+a56pQQQgghhMiKQqOMGR45Xa4sP127do1KlSoBWKzcoLIxWp2ZHAW8jo6OrF+/ntmzZ/PRR+l39vjrr79y1SkhhBBCCJEFBRgNGR+2F+9Srlw5tm3bZnFu+/btVKxYMVft5nintZo1a7JmzRpatWpFkSJFGDx4cK46IoQQQgghHkYWObw2GPGOHTuWDh06MGjQIJKSkpg8eTJff/01ixYtylW7ORrhTdGoUSNWrlzJ+++/n+uOCCGEEEKI7NNg2ngiwyO/O5gDrVq14ueff+bw4cOUKlWKLVu28N133+U6XTbHI7ypO/bDDz/Qs2dPChcuTPv27XOdZyGEEEIIIbJSsEZ4k5OTeeedd/jiiy9o3LhxnradoxHetAFtly5d+Prrr3nttdfYuHFjptvDCSGEEE8jlRCbq3Ih0lGZj/DaWLyLTqfjxx9/xMnJKc/bztEI7/z589Ode+ONN4iLi6NDhw4kJSXlumNCCCFEQWG4fABj9CHsSjdB6+6frtwYewHDuS1ofatiV+zZfOihsE0KjAVnhBegRYsW/P7777Ro0SJP281RwNupUyer599//31iY2OZPHlyrjolhBBCFBQqIRZj9CFQRgzntkCaoDcl2EUZMUYfQutRBo2Tez72WNiUApZG6u3tTadOnWjbti3PPPOMeS1eMO32llO5zuFNa+LEibzyyit53awQQti8c+fO8cwzz+Di4oJSitKlSzNjxgwaNWqU310Tj5DGyR270k3MQW3qoDd1sItGi13pJhLsioegTKkLmZTbmsOHD/Pcc89x6dIlLl26ZD6f23TZPAl4mzRpwurVqylcuDAA1atXz4tmhRCiQImIiCA4OJjDhw+jlGL06NG8+eabnDhxIr+7hl5v4OjRo1bLvL298fX1fcw9Kli07v6QJuhVnkEYY05ZBLvW0h2E7YuOjub69evpzicmJqLT6XLesCKLrYVz3nR+MBgMTJkyherVq+Pg4JCnbedJwLtt2zaSk5Pzoikh8tfKldC+PWT0BpScDOHhEBr6OHslCoiIiAiefdaUn6nRaKhfvz6zZ8/O516Z3Lx5k5q1alstGz1qJGNGj37MPSp40ga9xhv3/9CRYLfA++677/jYykZdAD4+PrloWYEhs/jLtiJeOzs7GjduTHx8fJ63nat1eIWwGStXmoLVjCQnw9Ch0LkzdOtmvW5ysqmsc2dYtizztlauzH2fRYETERFBjRo1ALh48SJTpkwhVP54eqpo3f3RegZZnvMMkmBX5IwCZTRmeNhYvAtAUFAQly9fzvN2JeAVti0vA9lp06BOHVObaeum1EkJZMPCsg6KJegVaURERDB27FhcXV0pWbIkwcHBfPXVV+bybdu2ERISQsOGDWndujUvvvgiISEhuLu7ExISQkhIiNV2f//9dxo2bEhISAjvvvsuen1mOX0iPxljL5jSGFKfizmFMfZCPvVI2DYF+qSMDxuMeN9++226dOnCpk2bOH36NGfOnDEfuZHnk9aEeGxWrjQFlqGhsGRJ+jSE1EFqSiALlnVT1wkNhQULoFcvy7rwoE7HjqbHYWGmc5m1pdebzkl6hADi4+M5c+YMMTExuLm5MXXqVJYtW2bOU7t+/Tpjx45l7dq1uLm5ce7cOZRSPPPMMzRo0CDd3vIprl+/zuTJk/ntt99wdXXl008/ZdasWQwZMuSh+ufh4cHvv62zWubt7f1QbQnr0k5Q06bK4bW2eoMoON58802rE/o7h4bmModXoQyGTMttTb9+/QBo3ry5eaKaUgqNRoMhs+eaBQl4he1q394ULOZFIJsqaE5esICb0dH4rlzJtStX8PL0RLt6tblOcnIyN69fx3flSqKjo/FYt870hpW6rQ4d4LXXYNWqrIPxFSsk6H0KHDp0iOLFi1OkSBEA3nnnHSZPnsyhQ4eoWrUq69at4/XXX8fNzQ2A0qVLZ6vdX3/9lR49euDq6mput1WrVg8d8Nrb21GpUqWHukZkn7XVGLTu/mjc/K2u3iAKFl9fX6sTPx0dHXO/WVem6/DanrNnzz6SdvMk4JWd1cQjkdUEMjAFlil1IdNAlsWLISHBdP70aVPQefgwVKgAfn4YBg/m8L59nDt+HG1CArWBojt2AHDL3R0XX1/+aN2atXv2cC4ujiFA0+3b2eDpSakyZahw7BiEhpK8YAF//vknZevWpeTKlRiNRrTLlmUcjLdv/whePPGkSVmhIYWjoyMhISGsXbuWqlWrcunSJapUqfLQ7V6+fNniOkdHR9n85wmjEmKtBrtgffUGTfn2sjSZyBalFEqf8c+7Ugpbi9ACAgIeSbt5EvCm3WpYiFx7mHSFpUsfXKPXm45ffoHnnzcFsz17wsmTpuP2bVPdAwcetHX8OBw/jh1Q7f6RVpHYWPj2W5oCTdOUNU9MhGPHiLe358Tp06woVowtcXEcA74HOoeFcfTZZwnauxedToexa1e0YWH8V7cuseXLUy45OeOPtCTtocCIiIigcuXKFudatGjBkiVLGDVqFMWLF+fixYsP3W6xYsUs1qpMTEw0p0n88ssvHD58mCtXrvDll1/m7gmIHNM4uaP1rZrhTmupg16tb1UJdsXDKWAjvABr1qxh1qxZREVFUapUKfr370+7du1y1WaeTFrr2bPnI9n3WDzFUqcrZDaBLDQUXnwRunSBMmVMKQS//GKqt2cPTJpkWlFh//4HwW4aBo2GRAcHrgLXXFxQQUFw/2NnvL1R7qZfPllNA3LV66l54ABT4uLYB8TZ2dGwaFEu2NlR6cgRjpUsyfHKldGGhbEC+GD3boInT+Y3Ly8+Gj/evLRfcnIy27ZtY9WKFUS/+KJMgCsgZs2axeeff25xbvDgwfz5558AtGrVisWLFxMXFwdAVFRUhh/tpQ6MW7ZsycKFC7lz5w4AX375pfkXQ5s2bRg5ciQJCQl5/nzEw7Er9iz25dtnmK6gdffHvnx72VZYPJz7I7wZHbaYw7tw4UK6detGuXLlGDBgAOXKlaNHjx788MMPuWo3T0Z458+fnxfNiKdJbtIVunY1TRqrWBGiosDPDzJJZFf+/kTcvcvuGzdoqNMRnJzM5SpViEtKovyJE4QpRR/Aq1QpTh87hiYl1/f+6LI+OZnfvLxom5DAr46ONP/nH3SxsTBsGOzcCZUrc+PiRbxu3iQZSHlGWoMBv6tXzf2oevMm3LzJFa0Wp7ZtCW3enKPffkvbI0dImDCBV/76i5p16jB79myuX7nCEsAXWOPkxL9HjjCsffvcTW4QTzRvb28mTpxI27ZtMRqNuLm58d1336Wrp9fr6dWrFxs3bgRMuYEjR46kRYsW2NnZUa1aNYvA+pNPPqFv376P7XmIjGU1cisju+LhqSxGeG0v4J06dSrh4eE0bfrg89S2bdvyzjvv0LNnzxy3K5PWxOOX03SFkyfhyhVICSKPHUvX9A2NhqtKUQn4HXjb15eSQUH8sWULuwICCD5/HkJDKbZkCcUAY9eudA4Lg6Qk5pcujS5NsItOx65du+iYkMBGX19aR0cTPWCAafLBzp3mnN3qZcrwlU5Hh+RkbtSujdfbb0NEBPzzD/z9N8TGmvvoZzTSNjzcNBLdsCFGnY7OBw/C77/T7fffKeXvT0RwMJWOHOFocDDvxcVxZsIEdv/9N6tWrQJg165dxMTE4OnpSf369SUQLiBCQkKsrsawc+dO8///+ecfunbtalHeqlUrWrVqle66jz/+mJMnT+Lk5EStWrVkvoUQBY1SqORMcvZtcIQ3KiqKJk2aWJwLCQkhKioqV+1KwCsev+yurtCpE3h5gVZrOiIi0rdVpQrGhAS0p04RBgwrWZI+ffrgsn49Lfbs4fPbtwndsoUf7eyofT/YTX0/7bJlXGjYkM5//UXArl2mkeI0dWJiYtADYR06cG32bELvT2RLqbdr1y7+u3qVHzt0IHnVKjrv3QurV5tHpFNydv/WavExGjGn4xsMsHWrOa+oM1BZo6F8uXLYbd4MoaFU6tCB4+3a0W/gQBYuXMhLL73E0aNHuXLlCmD6Ae5dpAj+Q4cyYsQICXyfArVr16Z2bes7oqU1atSoR9wbIUS+M+Z8qa4nkb+/P9u3b7dYd3zHjh2ULFkyV+3KxhPi8dPpTMFg2hzd1MFu5cqmvNsWLWD5couPbBKKFmXfW2/x5/LlGMuVQ3vqFCuAX7t353hkJKPHjydgxw4IDeXle/fYDHQ0GDgaHJx+RFmn48ykSawAnjcYuNCpU7o6np6eABy9H1QDFkFxTEwMAEY7O7oB0Y0amZ7DTz9Bt27mnN3P2rUjEPivTh1TG4GBUKKExUtTSSlTsOvnB+XKwWuvoevVi5lffYWTkxNbtmzBwcGBiRMnsvSHH4gIDua7W7c4NHYsHTp0kC2+hRDiaVIAd1p7//33adeuHe+//z4zZszg/fffp3379rz//vu5aldGeMWjk1merk5nWhv3woUHu6VdvmyaaAam5cJSaLVgNBJVqhSHr16l1dWrnP36a37++mvqAT/b2zOyWDGOf//9gxHO+0H1f//9R73du5nh5MQnN24QyYMc2xT1GjWimJsbK+PiCA0NxT9Nf+vXr4+fnx/bt2/Hx88P/RdfYN+pk/l5pQTEGzduxKdYMTzWrTON8K5aBStX8l/dunTbvZv2dnbogchJkyj53Xfm1In9jRqxccgQ3rG3p1DKDllXrsBHH4G7O6xcyfnDh9Hfn3g0b948mjVqZPrj4MgRjB07UrhQIX5avJiPP/6YRo0aSbqDEEI8Fe7vtJZZuY3p1asXhQsXZs6cOaxfvx5/f3/mzJlDp06dctWujPCKRyMlTzez7Xx79YK//jKtrhAe/iDYTVGlClSvDkYjO/z8KBsVxVu+vhwNDqYzMDY4mP5ubnTR67EvVCj9PXQ6IidOJBQIq1ePC1eusGvXLivVdFR77jl+whRMWhslLVq0KAaDAT8/P1SqYBdMHzEXKlSI2NhY+vfvj87ZGeztzQFt5MSJ6DEFxMWKFaNeo0YWI9yG06cpAxTS69kE3PPze3Dj+7m/FY8d4187O0oAt2NiLFap0C5bxjezZ+Pu7s7EiRNp3LgxHTt2pHHjxgQEBDBp0iQZ+RVCiIJIqSxGeG0v4F20aBFly5Zl/fr1HDlyhPXr11O2bFmWpExczyEJeMWjkdWyYq+9ZipzdYXU+2Pb22Po25f9337Lf66ucPAgRypVosmVK7zWowfHIyOpdOCAKb/1yBHG3N8Z6uTJk0yZMiVdN+o1asROPz8i7uf/pqQfpJacnMypU6dwdHRkw4YNBAYGMmnSJJYsWcLEiRMJDAwkIiICX19fDh48mK68YsWK3Lt3D4DTp0+bgsvQUNMOakuWUKtePcuAWKd7kNaxdCmlDxygM7BKp6OPnx/2kZGQst5gquX+KhgMRAEt33rLYke35ORkQkNDiY2NxWg00rt3b3PfCtnbS7qDEEIUWPdHeDM6bHCEd8KECfilHvjBtN74uHHjctWupDSIRyMloAPLyWlKQZMmkDLSGh9v+tfREVWuHJp//+XXJUtYOm8ePwIrgNePHcPF3Z2ZM2c++Hj+ftv+K1fSHtjo7s6MGTMYPny4xUf4Op2OQYMGMXbsWADztq0pkpOT6du3LxcuXGD8+PHY2dkxY8YMc30w/aBNmjSJoUOH8sUXX1gtHz9+PHv37mXx4sX88ccf9OvXjzJlyhD5f//HvHnz0gXE5j6uWoXv9u2E2dnxanIyYwYMMI0Qp/yhsHIlN4KCOHvqFM9h+gvVKTralOaRmAivvcap4GA2HDlCgwYN2LlzJy+//LJpz/bkZEZHRKC9cIHQX3+VdAchhChoFKhMluW0wXiX6OjodAGvn58fV1Mt85kTEvCKRydt0HvpEhw9CjdvWtarWpXkzZvp+PrrdP/3XzonJBAYHMzOkBA2xseT9MMPJMXG0rlzZ1atWmUxQqrv0IGdQ4fCvXtcvnyZXbt2WczsBFMC/Mcff0xCQgJ9+/Z9EIxGRjJv3jyioqJo3bo1o0aNQqfTMXz48AyX/RozZkyG5cnJyUyZMiXbAXHItWu8sHIla52defXuXfSkCYjvv3ZeK1cyGBgAmJ+Z0Qhr1qAcHal05AjhhQqxPySEnTt3mnKK708A1IaFoX/lFbZu2sTPEydiTDX5r1ixYgwcOFBWdxBCCJulQJ/Zp3e2F/EWK1aMkydPUq5cOfO5kydPmpYDzQUJeEXuZGcDiZAQ05q1qfJnlb09Gr2ei7Vrc/qjj9j6zTf8sn493t270+nePSqFhUGlSlzr1Im5P/xAgwYN+PXXX5kyZQpjxowxNaLTYd+1K4NOnzYHmNHR0Ra3Tk5OZsCAASQkJNC0aVOOHj1qdfQ29ciwTqdLFzSnllG5Tqd76IC4E7DHzY0xw4ZZHSE+W7Eilz09eSUmhhBA37Yt9rGxsH07AJrERABa37uH52efMdfPj/q1a5tHh40dO/LKnTvcuL97V+/evWnWrBmRkZHMnTuXsWPHsmfPngd/SAghhLAZSilUJsuSKaWwtdW3Q0ND6dGjBzNnzqRcuXKcPHmSwYMH07lz51y1KwGvyLmsNpBISoJ69UzLi6US5+qKW3w8K4Bue/eif/FFtFot7u7ufDN7Nlqdzhywlbufo9u0aVOioqKspi2MGDGCxYsXc/LkSd5++21OnDhhdQT3cW3a8LAB8dJMAmJ7IMzJibaY0jvWu7kxe9kydD17wk8/oXdwwD7JNEO3bmIiR+7cQdehA2zYAB078n+VK/PLhAlW0x1GBgbSd/16Fi5cyIABA2jdurWkOgghhI1Rme60ZnvGjBnDuXPnqFmzpnmznK5du1oMVuWERikbnMKXS8HBwQAcOXIkn3ti41Kvm5s26D1+HBo1glQjrqpkSfYlJlL72jX2OziwYdgwAipWZNOmTebtqVMCUx1AeDjJ7dtTqlQpHBwc6N27NxMmTGDr1q0WAWVycjJly5bl5s2bFC5cmMuXL5vLihUrxqBBg9IFyU+y5ORkdu3axc3oaOrPmIHv9u0YO3akw927rPntN0qVKsWbvXvT/bffCNi7l8PAM4BLmnaMHToQ8OefaB0dLV+7+vXNX7cVnTrR9eefH2uqg/z8PXmCg4MxGBW79v6d312xUKzhkPzuQjrx2z7N7y6kk7xuVn53waoPndvndxfSGbxlcn53wcJLi3/Dwa9kjt4Pg4ODMd6KZs/kgRnWeX7MTLRFfG3y/fbGjRucPXuW0qVL4+3tnev2ZJUGkXPWNpBISIDPPjNtHJEq2L1eoQJvNm1K/WvX2BsQQM2kJEaeOMFroaG8/PLLABZpC+h0EBpqnnQWFRXF5s2bAcuVFlJPOhs+fDjnz59n69athIWFsXXrVs6fP8+YMWNsJtiFByPEHTQafLdvNy899tPq1eYlxsZMmEDg3r2sACoDHzo6YkyzC4121Sq+vnqVvj16MH/+fIoVK2aR7rDDz49uP/1E4cKFARg9ejQTJ05Ep9MxVlZ2EEIIm5DpsmQ2zMvLi+eeey5Pgl2QgFdkV8rmEGmlBL0dO5rqFC8Ow4aZts29bxVQ7Phx5v7wA8rOjvWvv44xpX63bnjdXzmhadOmlCpVihkzZlgEWiNGjKB169bs3LkTgLVr11osGbZo0SJat25tHsUNCQnhlVdeISQkxKYC3XRSLW2GTmdOiUgJ6peHhVF040ZWvvIKdRIT0f73H8a6dcHR0dxEe6DtV19xKSqKIf37o+vVC1au5GhwsHmpty+//BKAGjVq8OGHH3L69Gl69Ojx4I8PIYQQTySlFMYkfYbHU/ghfoYk4BVZy2oTCTCtwADmFRgStaZvrbXOzhwdN47ho0cD4OrqyrjJk+lw96456K1/7Rp+fn7Mnz+f3r17m1dbSKHT6VixYgXu7u5otVrmz59P9+7dGTduHMnJyUyaNKngTroKDU2XG506qG/UqBEdNRo6Y8rxDfrvP754+23ueHiY61ePiyPK2ZkRf/9tnsjW4vp1ipcqxdy5c4mKigIe7Bin0+mYO3cu/v7+TJs2jRUrVrBt2zYZ7RVCiCeNAqPBkOFhg4s0PDIyaU1kLfUmEmCZq5uYCDVqmJYbS2W90cjFF17gjfXrednZmZ9//hmAr776is2bN7Nw4UI+GT+eUV26YB8aal5pIaO0hQEDBhAbG8v48eNlLdkUqZYeM3bsyOkqVbg3ezbvf/YZw4FdQO37VYvdvQtr10KVKuzs14//wsKYOHEiAHPnzjWlO9SvD8nJ6H/6iU9On+bmzZvEx8fTpUsXUxuyjJkQQjxZlMKYrM+0XJhIwCuyltEmErduQbVqkGqS2I3AQHafP0+75GSMvr6mFRd4MHp4/vx55s6dy7Zt2/hm9mz+d/48OkxpC3v27OHXX38FTGkL9+7dy3CtXIFpO+aU7YWXLGGUTsf/Ro0yrwBxz82NkwMGUC4y8sE1//5LxaFDsQcCAgLo27cvUVFRTJo0CR1g7NoV+7AwDgGOXl7Ex8fz7rvv4unpKcuYCSHEE0gZHm2u7r59++jbty+nT5+mVq1aLFy4kICAAKt1S5cuTXR0NNr7n/J2796dWbOejEmVktIgsiftBLWWLeGZZyyC3d8Av9On6ZCczM/29qaRx65dITmZ+vXr4+fnx9y5cwHo16+fRerCU522kFNpcnwhfbpDYLVqABxPdZnPsWPsBoa+9daD/OehQ82jxSuAwt27M2SIaYZ8u3btJLdXCCGeQEqZJq1Fx8Vz7NK1dEdish5DZjuxZSExMZFXXnmFt99+m5iYGBo0aED37t0zvWbDhg3Ex8cTHx//xAS7ICO8Iq3MNpLQ6WDBAjh4EO6nHqRYX6gQ/wwbxpDYWKZPn84gNzf0MTF0vh/06pYtM2/x269fP5o0aQI8SF2QtIUcCg21fj4l3eHnnzF27MjPVapwedo0psfGYgc8B+yKi2PF6NGMGDXKPJltjZMTI318+Hf2bCpWrPgg1QFTMD1z5kzWr1/P559/Tp06dWjUqJF8bYQQIr8ohSFJz/ydEXyxdb/VKj52jlbPZ8e2bdtwdHSkX79+gGk1n2nTpnH27FmeeeaZHLebH2SEVzyQ1eS05GTT2rqnTlmc3leqFE2vX2f0+PG0a9cOgAFvvcX67t1ZAWjDwiA83LzawsKFC3nnnXcA2L9/f7rVFkaNGlVwVlrID2nWR9YuW8aoceP44to1IqZNw2BnB0B5YMgXX2DXpQusXEl0o0Z0TEjg9T59GDBgAFFRUQwaNMi8KcakSZMoW7Ys0dHR3Lp1ixdffJGAgADzUmlCCCEeP2UwooyPJlf36NGjVK1a1fzY2dmZsmXLZrqub6dOnShatCgdOnTg/Pnzj6RfOSEBr3gg9eS0tEFvcjI8/zz8bVqYXmk07L0fOD1bo4Y5KE1JXZg/fz7fzJ7NSH9/3ixShOT27dHpdKxatYrx48cTHx8PwMcffyxpC3ktVW5v2nSHGu++i92RIyhXVwA87t1Du3YtJ4OC+KRKFfTAN998Y7HUW/Ldu0x9/nnGjh2Lg4MDHTt2BODVV1+VNXuFECIfqfuT1h7Vmrvx8fG43V86NIWbm5v5d3haS5cu5dy5c5w6dYpSpUrRrl07i42N8pMEvOIBaxtJJCebjho14MABAJKBxkpR32BgBWAfHs7RZ58l+e5di40iBg4cyOt9+jDn1i2LZcYiIyMxGAz06dPHpjeIeGJZye21UL48mhMnUKnexEqfOsWP33wDmHK2zH98AKdq12bkgQN83bAhp0+fptr9vOD+/ftLXq8QQuQzZTDyevXybOzbLt0RUKSwedK4NQ0aNECj0Vg9xowZg6urK3FxcRbXxMXF4Xp/0CStevXq4eTkhJubG1988QWnT58mMvXE6Xxkczm8Bw8eZPDgwfz77794e3szatQo+vXrh9FoZOjQoSxYsABHR0dGjBjBe++9l9/dtT1pV2TQ6+HwYXMaQyLQ2deXYk2aoP/xR35+5RWc16/n5SNH2BEYSJ3Tp80rLixcuBAvLy8AwsPD+eOPPyxWXJg1a5YEuI9KRrm9YPoD5t130cTFQYkScPEiDsAFOzuquLhwp0gR0yYemFZtqHTkCGudnen/22+A5TJmKWv2bt26lWnTplGuXDl8fX0l71oIIR4HpTAk6/Fw0OHhkP4918FOi939T2OtSdnQKSO///47M2bMMD9OWT0pZYv4zKQEzk/K5hc2N8L7+uuv06JFC27dusVPP/3Ee++9x7Fjx5g1axbbtm3j5MmT7Ny5k6lTp5rXdBWZsLaDWkrQ26EDrFplDnbvAZNefpmf/vuP/v37AxBcvTot7m8X/MLly6zp08ecujBp0iSSkpIA+PLLLyV14UmQJr+XU6dMu+QBdgYDh+LjSYyKon+fPhi7djWv2hDxv/+BTmdexix1bu8nn3zCzZs3iYmJoUuXLjRu3Fhye4UQ4nFQCmUwZHjkdh3ekJAQ7t27x/fff09iYiIfffQRNWvWtDphLSoqit27d5OcnMydO3f43//+R6lSpShbtmyu+pBXbG6E99y5c3Tt2hWtVkuNGjWoWLEix48fZ9GiRXzwwQf4+vri6+vLG2+8wcKFC2natKnVdgwGQ4ZJ1z4+Pvj6+j7Kp/FkSJmklibX0+z4g8WskoHmHh78vnw5Op3OYpmxESNG8OzRowwMCGD1H3/QNjkZnU7H8OHD+e6778yz+2XkL5+lDXZTvuY//mj6Pli1CnujkQsaDb8vXowW+Mvfn24XLtDu8GECAwPNo/PDhw8nOTmZ9u3bs27dOrwyWLN306ZNfPnllxZf88TEROztbe6tR9gYlRCLxsk9x+VC2AKlyHTjidwOrjo6OrJq1Sr69u3L4MGDqVWrFosXLzaXDxgwAIBZs2Zx+/Zt3nzzTc6ePUuhQoWoW7cua9asyXSE+XGyuRHet956i8WLF6PX69m7dy9RUVHUqVMn3UzCKlWqZDqLMCYmhsqVK1s9Ug/fF2gZTVJLTsZYpw4cOwaAHtABb928SYWyZZk0aRKAOVe3X79+oNNR/O23zWvrJicn07dvXy5cuMB7771H586dZcWF/JbBZDbs7WH5ctP3A6BTipeB3x0deeHCBfRAWFjYg9H5FSvQhYfzySefsG7dOnr06GF1zd5q1arxxx9/8Oyzz1r8fEVGRlrspCdEXjNcPoD+RDjG2AtWy42xF9CfCMdw+cBj7pkQeU2ZVmnI4MiLvYVr1arFoUOHuHfvHn/88YfFphOzZs0yr7UbHBzMv//+S3x8PNeuXWPNmjVPzOgu2OAIb8uWLenRowcfffQRAPPmzaNYsWLpZhJmNotQ3GdtB7UFCzA2a4b2n38ASALGvvgiNTZupDPgHBdHh/u7ba1YscKcq7tt2zZq1aoFmH4AevbsaTEaKJ4AKZPZrK2znPK9UKKEaQc9TCP66+fNo1O3bjg6OnL69GmcdTrzKHFUkSKUKlWKmTNnWl2zt02bNkRERDze5yieeiohFmP0IVBGDOe2QOkmaN39zeXG2Aum88qIMfoQWo8yMtIrbJcCY2Y7rT0Z6bNPBJsa4Y2JiaF169Z89tlnJCYm8s8//zBy5Ej++eefdDMJM5tFKFJJuzJD6dJod+8GwABoN23ipVGj6AYcDQ7m5bt32RUQwO+//soXX3xhztVNTk4mLCwMgOXLl0uu7pMqNNT6yg3JydCrlynYdTQtUq65coWmQ4fywTvvcPXqVYb072/aOe/+mr0Lbt2id+/e6dbsFQ/v3LlzaDQaXF1dcXFxITg4mO3bt+d3t2ySxskdu9JNQKM1B70pI72pg100WuxKN5FgV9g0hWlZsowOJRGvmU2N8EZGRuLi4kKnTp0AqFq1KvXq1WP79u1UqlSJf//915zWcPjw4UxnEXp6erJ161arZT4+Pnnf+SeFtZ3UUoLeEyfg0CHA9Efh4bFjqdSwIfUBbz8/2sTFcapjR2qHhdHP25sZM2YwfPhwxowZw9ChQ3nmmWdISkpi5cqVsgOXLUmb2zttGlSoAPHxcOIEI3/5hf0tWvDS/bzeo8HBzK1SBf327XzzzTfcuHHDYiQ/ZSLbd999Z3EbHx8funTpwrp16+R7I42IiAiCg4M5fPgwSilGjx7Nm2++yYkTJx5bH/QGPcePHbVa5uXtjY+P7cxr0Lr7Q+km5uDWcG4LyjMIY8wpi2A39civEI/SjbsJ3LiXmO58ksGIXS62/kWBMmQS1Eq8a2ZTAW+5cuW4e/cuq1evpm3bthw7dowdO3YwYMAAHBwcmDp1Ks2bNyc2NpY5c+bwww8/ZNiWnZ1dtpbVKFAymaSWHBuL4cQJnO4/Pgs8N3EiPnPmMHDgQPr378+ECRPo16gR3y1dSvHTp7k8diy7du2ifv36DBgwgOjoaCZNmkSzZs3y5emJHMhoItu+fVCtGiQlof3nH8K8vNAAa5yc6HjkCPr7+fEpa/YOHz7cvGpDykS2UqVK0aRJE7Zs2ULv3r3ZvHkz33zzDa6urvj7S6CRWkREBM8++yxgWsqnfv36zJ49+7H24dbNmzR4vpbVsv+NGMXwUaMfa39yK23Qa7xx/48HCXZFPlh86DRf781gorxDLuY0KDAkZxIwS8BrZlMpDe7u7qxYsYJx48bh5uZGy5YtGTp0KM2aNWPgwIE0atSIoKAg6tWrx9ChQzNcoeGplcEkteQ7d4jx98cp0fTX522gDBARHEwhe3vGjh3L3r17adWqFfMXL6bsiBHm3MxZs2ZZbAss+bo2JqOJbBUqwO+/m6tpbtyAatVoeeMGG7duZfny5Xh6euLr4cGIsmXNI7apJ7IdO3aM06dPU6xYMWbPnm3epCI+Pp7r16/nw5N9ckVERFCjRg0ALl68yJQpUwjNbC1lkS1ad3+0nkGW5zyDJNgVBYYCjAaV4SHx7gM2NcIL0KJFC1q0aJHuvFarZfr06UyfPv3xd8pWZDBJ7VpQEMUTEgBIcnOjWFwce4ODqXTkCKc6dqRfo0bMX7yY8ePHU7duXWbMmGGRr1usWDGLUT5hQzKbyHb5suXjqCh0mNZlBDh19ChBEyZg/9pr6AHVqRMzZswwT2RLye2dNGmS+fti5syZLFmyhBs3bjzqZ2ZTIiIi2LBhAx9++CF37txhwIABfPnll+bybdu2MX78eIxGI4ULFyYpKYnk5GQOHDhgHhnetm2bRZuJiYk0atSIw4cPc/DgQQIDAx/nU3oiGGMvmNIYUp+LOYXGzV+CXlEwKIUxKbMRXgl5U9hcwCtyKU3Qa9y6leL3R9sMOh36vXspHBJiztfVhoUxt2NHtvv7M3v2bM6fPy/5ugWNtZHE5GS4/0eN2c2bULOmOc975OHDaIEVwMjhw2m0cSNXrlyhcePGVKxYMd2avZ988gkzZszAkJt8tQIoPj6eM2fOEBMTg5ubG1OnTmXZsmU4ODgAcP36dcaOHcvatWtxc3Pj3LlzKKV45plnaNCgQbpAN4VOp2P16tXZ/tSliIcHq3/9zWqZl7d3jp5bfko7QU2bKofX2uoNQjxK3asG0jIo/ffbgLU7KZTJ1r9ZUqYR3szKhYlNpTSIHEq7m5pOR/KCBVwsVgzt/WBXAU2Tkwls3JhKlSpx5sIF+hUqhPF+0Dulbl0uX77M9u3bzfm677//Ps2aNZNgt6BJyesNCzPtwtahw4Oy48ehSRO4vwubsWNHTo8fzz29nvnz5wOwdetWi1U6ANq3b8/YsWNxcHCgcOHC+fGsnliHDh2iePHiFClSBK1WyzvvvENkZCSH7v9hsW7dOl5//XXzsoulS5e2ustRWlqtlqJFi2a7H/Z29lSoWMnqYUsT1sD6agx2/vUyXL1BiEfNy9mJcl7u6Y6stv7NioJM1+GVePcBCXgLupSJaqlzdpOT6dixI0mpPrLWAG916oROp2PLli34+voyf/Figvbu5afOndni5QVA165dJV+3IEs7iW3ZMtOmFC+99KDOzp3mYFi7bBmjxo3j/PnzfDl1Kp2A3r17c/78ecaMGYNOp7PI6z19+jROTk4Z3v5plLJCQwpHR0dCQkJYu3YtAJcuXaJ48eL51T2boxJi0wW7KSO5Wnf/dEGvSojN5x4LkQtKYUg2ZnhISsMDEvAWdFYmqn360Ud8sH49aceIOirF6WPH6NGjB9HR0TRt2pR7ej2hK1Ywc+ZMAJRSsr5uQWZtEptOBz16pK/7yivmvF8dMGT3blYCjr/8Yq6SnJxszuudO3cuALdu3ZKthVOJiIigcuXKFudatGhhDniLFy/OxYsX86NrNknj5I7Wt2qGqzGkDnq1vlVlHV5h2+5vPJHRIUO8D8hvnYIubc6uXk/NdetomKrKJgcHEu3saB0Whk6rZe6CBWzbto2jR49y+vRp/vzzT7p27YrRaCQqKgpnZ+d8eSriMchoElu7dqZd2FIHXtr7fy/fHxXWhoWZ1ug9coS7/foxd+5cdu3axZUrV5g4cSIAffv2JTk5uWCvdf2QUrblTG3w4MEMHjwYgFatWvHKK6/w6quv4ubmRlRUFAaDwWpaw8WLFylRosQj7/OTzq7Ys5nuoKZ190dTvr0Eu8LmKQXGpIx3WpMB3gdkhLcgS8ndvR/0Gjt0QLtqFS8lPlj8OhII1elof+8ee0qVgpUr0fXqxZu9e3P58mX+/PNPFi5cyPXr13nvvfck2H0apN2NLWUXtosXwc/vwfmUc6lSIIL27qVF69YsXLiQwMBA81qyERER5uXrXF1d8bbBSVD5xdvbm4kTJ9K2bVsaNmzIoEGDcLy/G15qer2eXr16WZxr3749GzZsoGfPnqxMWZnlKZFVMCvBrigYVOYjvDLEayYjvAVVmk0mkoEvzp4lddatwd6esno9rzo5MevOHRpERbHK2ZmXV67Et3lzwJSze/36dcnZfVqlzeldsAAaNYK//4bERChXDu7eNX+f6XQ6Vq1axWcff8y56dOZ8+OPAISFhZmXr1u6dCkajSZ/n5eNCQkJsboaw86dO83//+eff+jatatFeXh4+CPumRAiPymFKVc3k3JhIiO8BVWa3N1PP/qIcQcPci9VoGGn10PHjnwVFUX37t3RAz20WkKBNzdsACRn96lmbRc2Z2cYOvRBnbt3wdvbFAinyucddeQI3926RcSYMRQpUoSiRYty+vRpxowZI8HuI1K7dm369OmT390QQjxmma3SIB6QgLegSsndvR/0Vpo8mT+BQmn+3Dt67BgA33//PaVKlcLR1ZW+v/2Gt7c3np6eREVFmWfbi6dMRruwtWsHqZe7un4d7i8/ljZIrjp2LEOHDuXq1asMHDiQ5NTL4wkhhMgdpVCGjA8Z4n1AAt6CJvWau/fX293s4UEHg4Eaqar9DKyys6PS0aP8FRgIycn069ePK1eu8MUXX0jOrngwgS11sJuSz3v1KqReT3faNNNob9oRYZ2OESNG0DpVXu+1a9eIjZWloIQQItcUGJINGR6SwvuABLwFiZU1dz/99FNibt5MV/XUs8/S2WDgZzs7Xrh8mX3ly3P4wAEANm7cKDm7wiT1BLa0KQ6RkQ/K9u+HoKD0I8LJyejCw1m1ahWTJk0iOTmZa9euyTJbQgiRBxSmndYyOiTefUAC3oIkTd5u8t27nPvyS0IBi0yeEiUYunUr4yZN4l0fH1YA9f77D+P9j6X79OkjObvCkrV83m3bLHfwu3TJtHRZSj5vyjWdO6MLD2fMmDGcP3+egIAASpYsmV/PRAghCg6lMCYZMjwkpeEBCXgLkjR5uweDg1l86xZXePCFvq7RwMWL2PXty5jhw4mMimJjz56EAps9PPDz82PWrFkS7ApL1vJ527c3bT6R2sWLsHp1+gC5fXsAdDodLi4u5m1yhRBC5ILKfIRXhngfkIC3ILm/zmbyggXs8POj1rlznAFSVk69BAy3t2cFoA0Lw9i1KzqgQePG/ATcvHmTwYMHS7Ar0rOWzwtgbcWFsDDo2tX6hDchhBB5RgEGvTHDQ+LdB2Qd3oIi1bq7n1aqxOQrVziv01Es1UfOV728mHfjBr0cHCApic5hYRx59lnev3ABgDp16kjershYaOiD/6eM4IaFQceOsHkz3LplCoDDwkx1OnaUYFcIIR4lBYbM0hYk4jWTgLegSJW/W9Heno6Ab6pgNwF49sYNjlSqxJaYGJZcuQJA5yNHaKrVss7Vlc2bN8vorsiatXze1atN/5d8MSGEeGwUYJB4N1skpaEgSJXKsMnTk1f0ej5J81GzE3AB+NDfn+ORkbzeuzfdgOFlyrDCaGT48OGyBJnIHmv5vG3aQOq83OLFTSO9stOXEEI8MgpFkjHjQ9ZpeEBGeG1d2lSGmBhOAv5KYdRo0KYacfMHXv39d/q8/jp6jQY98OmZM7IEmXg4Kfm87ds/WI3h9dchLg68vKBCBdi1C+rUMU9WE0++E+cuU6zhkPzuhoXLf3yT311Ix2j35AUQ50Lezu8uWPWJc1J+dyGdi/Xn5HcXLGh+r53rNjJNaRBmEvDaulSpDFUdHVlqZ4e/wcBNwCPVD8Ef3t7E3r5N58RE+Plnut0/36dPH1mVQTy8lHxea+kN8OBct26SxyuEEI+IUpBkzDjglVj4AQl4bd39pciuXr1Kmz/+ACAMaJqqyhWtlhbXr9OsRQuKHj9O5/Pn+c3FhfWFC0uwK3LOWrCb8r2UEvjeT7eRoFcIIfKe5PBmn+Tw2rr7AcX7fn6suH+qmYMDRe7/X7m64mc0sj0ggPW//87UZ58lFFhw544sQSZyx1oub4o0a0JLLq8QQuQ9BVnk8IoUMsJry+7n7+pfeYXVv/5KGFAPKJlkyptSwMa7d2kO1D5/nhU6HV3Cw0lGliATeSBtLm9aqYPe1EuaCSGEyDOZjfCKByTgtWXt22Ps2BH7sDC+xzRcn3rD1kSgudHI/Q+VCU1OZjHQz8lJliATeSOrQFank2BXCCEeEVNKQyY5vI+vK088CXhtWXg4UypWpCzQ2UqxE3DbwYEeSUl06NQJtw0b6BwXx+WaNWUJMiGEEMLGyaS17JOA11bdT2cIdnLiTScn6iYk4A/cAVzuV0nQaimclMR2Ozsa/vwzK41G2gP9x4/Pr14LIYQQIg9JSkP2yKQ1W9W+PbcqVqRtQgL77ge7l3gQ7N4FnIxGrgO1DQYWGo24ODuz08+PRo0a5Vu3hRBCCJE3FIpklfEh09YekIDXVoWHU+TYMa5j2lDiAnAuVbEzEO3ggDdwuHBhOgMv3r0rKzMIIYQQBURKDm9Gh4S7D0hKg42627w56zQaOinFDUxBr3+aOr5JSYTb2/Pa7du0Bv6rU4elsjKDEEIIUSBIDm/2yQivjZrfrh2vK8VKwCtNWUKq/yfr9SQDvxYqJCszCCGEEAWMQWV85IUBAwYQGBiIRqNh27Ztmda9du0arVu3xsXFhfLly7N58+a86UQekBFeG5S4eDGDt2/HF9BptWA0WpQ7AVft7Smq1xOK6SOPX9q2lZUZhBB5TiXEonFyz3G5ECLnUjaeyKw8t6pXr86rr75K3759s6w7ePBg/Pz8uHbtGps2baJz586cOnUKT0/PPOhJ7kjAa4OGbNpEbyAUwGjkqk5H0eRkizpF9Xr2AucxLVlWISjosfdTCFGwGS4fwBh9CLvSTdC6p02qAmPsBQzntqD1rYpdsWfzoYdCFGwpObx3lYEEDOnK9SgMhvTnH8aAAQMAsvyEOD4+nvDwcM6cOYOzszNt27alSpUqrF69mt69e+eqD3lBAl4bk5ycTPLKldTDNFHNHyianGyxHFmK2sCXwK/OzswZO/Yx91QIUZCphFiM0YdAGTGc2wJpgt6UYBdlxBh9CK1HGRnpFSKPxZLMMnWJexhIwGi1jmNMzGPpy6lTp3B1daVkyQdbYFWpUoUjR448lvtnRXJ4bcz27dtJuHuXn7CcpJY22E3RHnDo3Flyd4UooM6dO4dGo8HV1RUXFxeCg4PZvn37I7+vxskdu9JNQKM1B73G2AuAZbCLRotd6SYS7AqRx8qWLUuFSpUoVimIwj5pZ/M84OHh8Vj6Ex8fj5ubm8U5Nzc34uPjH8v9syIBr435d+xYfgRKZFB+R6Mx//86prSHr5s2fQw9E0Lkh4iICIKDg4mPjyc+Pp527drx5ptvPnxDyoi6d9P6kXzP6iVad/90Qa/hwp/pgl1r6Q5CPE2uX7vGyePH0h2JiYk5TjlYs2YNR44c4ciRIwwaNCjDel27ds2wrEGDBmg0GqvHmDFjHqo/rq6uxMXFWZyLi4vD1dX1odp5VCSlwYbcvXuX0fv28TxQD1NA652mjsv9NUhSyk75+BDUpctj7acQ4vGJiIjg2WdN+bEajYb69esze/bsh29In4T+RLjVIm3R6hnm4Grd/aF0kwfpCzdOmAok2BXCbPH8OXz12SdWy3x8fHLd/qBBgwgNDX3o9nfu3Jnre6cICgoiPj6eixcvUqKEaVju8OHD9OjRI8/ukRsS8NqQIUOG0Fqvtwh272LaZCK1u/fL/tJoqHPtGoSHQwY/CEII2xYREUGDBg0AuHjxIlOmTMnwF9+jonX3R3kGPQh2Aa1nkAS7Qjwmvr6++Pr6PpK2k5KSMBqNKKVISkoiISEBR0dHNKk+UQbTCG+7du0YN24cX3/9NZs3b+bQoUO0a9fukfTrYUlKg41ITk5m1apV2N1/7A0kYgp29anq6XkQAO+vWRNWrJBgV4gCLCIigrFjx5oniwQHB/PVV1+Zy1u0aMHVq1cfaR+MsRcwxpyyPBdzypzTK4SwXc2bN6dQoUKcPHmSFi1aUKhQIc6fPw/Axx9/TMuWLc11Z8yYwaVLl/Dy8mLo0KEsX778iViSDGSE12bs2rWLW7duEQbst7OjpsGAI6YAN+WLaMDyC9qpUCFo3/4x91QI8bjEx8dz5swZYmJicHNzY+rUqSxbtgwHBwdznatXr1K0aNGsG7N3wD7wpQzKnDK8LO0ENa1nkCn4zWD1BiGeRt17v0Gr/2/vvsOiuNY/gH93kb5ZUGyoQY2iVw1giC1W7GLBiporCBqj96ooJrlJDF6wYdeYxJLYW0gsiY3YUbHERGMUbBGCFwua0AK49IXz+8PfTlj6wtLW7+d59tGZOXP2nTmzw7tnz8y4jSwwf6rneJibmhSyRvVR3MMmPvnkE63pevXq4dixYxUcUdkw4a0hYmNjAby468KbeQa4521AI2hrcPEihzMQGbDw8HA0atQI1tbWAIDZs2dj8eLFCA8Ph6OjI54/f45XXnmldJXJ5JCZ63Y1d2F3Y5BbvQqZ8lVpPpNeIqBuvXqoW8hYWlNTUxgZ8cf2ysC9XEM8ffoUQMGkNr+0vBMtW7KHl8iAae7QoGFqagoXFxcEBwcDAO7du4c2bdpUyHuLjOQi78ZQ2N0bREZyhcRBRFQaTHhriKIGo+fk+7/WBWy///6ih5eIDFJYWBhef/11rXkDBw6UEt67d+9WWMIrM7OCvL5jkXdjyJv0yus78j68RFSlOKShhnj27BkA4DC0b0eWt8c37//Tzc1hvmkThzMQGbAvv/yywLwZM2ZgxowZAF4kvH0r8D7cRrZvFPsENbnVq5C1HsFkl4iqHHt4awjNzZwX40Wyqy6mrBqAeXo68OuvlRAZEVVX9+7dQ0BAAPr164fBgwdD/P99uvWppGSWyS4RVQfs4a1hNClscQ0nLXuj8BvFE9HL4ejRo1UdAhFRtcAe3hrC0tISANBJl5W+/rpCYiEiIiKqSZjw1hCpqakAgFxdVjp5Ep5mZlg9eTJyjIwAJyfgzTcrJD4iIiKi6ooJbw3zCYDnOpSvk5mJ97Zvh1FuLhAe/mJcrxXH1BEREdHL46Udw5uTk4P58+dL09OnT6+w51Drg1KpBAAMB1DK28gDANYCyPu0awFAlpICDB0K/P+tiwxFbGwsNmzYIE1X9zYtq5dlO6lmEdnpyI3/TZqW1/0HZMbmVRjRC3Fxsdi2ebM0Pfndd1GvXtV+XmJjY7EpT0xT3323yj/DCfFx+HbHFml6vPcU2NQt+KCEyhQbF4evtmyXpqdNmYT6hTy8oTLFx8Vhz/a/285j0ruFPlCCqp+XNuFVq9VYsGCBNO3u7l7lJ5zivPqq7k8pEigk2dVMGODtyuLi4mpUm5bVy7KdVMOoM5D7501pUm7dDKgGCW9CfDxWLlsiTQ8fObLKE974+HgELlkqTY8aObLKP8N/JcRj45pl0vTAYSOqPOGNj0/A4uUrpenRI9yqPOFNTIjH5yv/3k+D3UYy4a0hDGpIQ1xcHIYMGQJLS0u0bt0aISEhVR2S3mhOhpoHTTwpxTqyIqYjAaTxCWxERET0kjCoHt4ZM2agYcOGiIuLw5kzZzB27FhERkaiTp06Bcrm5ORoTf/+++/S/+vVq1fl37bz69atGywtLXEoNRVXALxVxnrSADgD+GDtWgQEBOgvQKJ8YmNjERcXV2B+ZmYmatUyqFMPERFVcwbzV0elUuHQoUN48OABLCws4ObmBgcHBxw+fBiTJk0qUP7JE+0+0hF5ejybNm2KZs2aVXDEulMoFLBITcXcMq6fC+Dy//8bGBiIc+fO6S+4akBzJwsNb29v6XZuhqSmbGd0dDQePnxY6LJ6/AmQiIgqkcEkvJGRkVAoFGjSpIk0z8HBAXfu3Cm0vFpd9LPKHj58WOQf6uogVA91ZGdnIzRUHzVVX7/88ktVh1ApXpbtJCIiKiuDSXhVKpV0JwMNpVKJhISEAmUfPXpUbF3GxsYwNjbWa3z6os7MRK18wzF0kY4XF68BgIWFhV5iqi5yc3ORkZEhTZuZmUEuN6hh6gBqznZmZ2cjOzu70GXJycmVHA0V59GjR0BmGrJ/O1j2SnK1z0vq/4UAcqNyxdWt00/lWh8AMjMztKY9xo+FqalZmeuTy8r/eObMjEytafex42BqZlrm+rLK/ifh7zoytWPy8X4bJqZljwkATOTl21eZ+WIa/U9PmJYzJrXIf3WLbvLHNNVzfLlievi/BzAxMSlXTFQ6BpPwKhQKpKSkaM1LSUmBQqEoUNbS0hK5ublaB6mVlRWMjF6cnGvVqiX9v9pJTgZiYspVRQSAWmZm1XLYRnnk5OQgMTFRmq5Tp071bcdyqCnbmZOTU+gvKc+ePauWQzBeZpr2sLNrVOY6qutxaWpiojWExtTEBEby8iQ95UuYAMA4X0zGJiaQycr+pdVUD3/Ja8m0Y7IwM4GRUdV+kTY2Mc23n0whK+eXqPJ2ZclNtfeTuWn59pOJiQnPh5XEYBJee3t7qFQqxMTEoHHjxgCA27dvY+LEiQXK/vHHH5UdHhFRtcVzIhEZOpkQovy/z1QT7u7usLKywhdffIGQkBB4eXkVeZcGIiIiIno5GEwPLwBs2LABXl5esLGxQZMmTbB3714mu0REREQvOYPq4SUiIiIiyq/6XdpNRERERKRHTHiJiIiIyKAx4SUiIiIig/bSJrxxcXEYMmQILC0t0bp1a4SEhFR1SHpz8+ZNdOvWDUqlEq+99hq2bNkC4MUDC3x9fWFtbY0GDRrg008/reJIdbNx40Y4OzvD2NgY8+fP11oWERGBAQMGQKFQoEGDBli3bp20LCoqCt26dYOFhQWcnZ0RFhZWyZHrJjMzE5MnT4adnR2USiW6dOmCK1euaJVRq9VwcHBAy5YtteZfu3YNjo6OsLCwQK9evar1EwOJiIgqy0ub8M6YMQMNGzZEXFwcVq5cibFjx2rdNL0m8/T0xMCBA5GUlIQDBw5gzpw5uHfvHr788kucP38eERERuHTpElatWlWjEn1bW1vMnz8fo0eP1pqfkZEBV1dXeHl5ITExEZGRkejXr5+0/O2330a/fv2QmJiId999FyNHjiz20dJVTa1Wo1mzZrh06RKSkpLg6+uLYcOGQaVSSWXWrVsHKysrrfUyMzMxatQozJo1C4mJiejevTs8PDwqO3wiIoPD6/sNgHgJPX/+XBgbG4vHjx9L83r16iW2bdtWhVHpj0KhEBEREdJ0x44dxffffy+6dOkidu/eLc0PCAgQEydOrIoQy2XatGkiICBAmt6wYYPw8PAotOxvv/0mLC0tRUZGhjSvadOm4uzZsxUdpl7Z2tqKX375RQghxB9//CHatGkjgoODRYsWLaQyJ06c0JpOTU0V5ubm4sGDB5UeLxGRIYmMjBRCCJGTk1PFkVBZvZQ9vJGRkVAoFGjSpIk0z8HBAXfu3KnCqPTHx8cHe/bsgVqtxtWrV/Ho0SN06dIFd+/ehaOjo1TOULb56tWrqFOnDt566y3Ur18fI0aMQMz/P3757t27aNWqldZjpGvadkdGRiIxMVEavvDRRx/hk08+KfA4yvzta2FhgRYtWtSobaWaKycnB7m5uVUdBr3EKur4+/nnn9GqVSv8/PPPkMvl7O2toV7KhFelUkGpVGrNUyqVWj8Z12Surq7YtWsXzMzM0LVrVyxfvhy2trYFtttQtjkmJgY7d+7E559/jkePHsHOzk56pHRNb+v09HR4eHhg7ty5sLKywpUrVxAZGYkJEyYUKFvTt5VqnqNHj+LIkSMAACMjI8jlcjx9+hTXr18H8CIJrm6YlBcvfzJXk5I7ufxFSnP//n291tu5c2fMmjULy5Ytw8OHDyGTyfRaP1WOlzLhVSgUSElJ0ZqXkpIChUJRRRHpT2JiIoYMGYKVK1ciMzMTv/76K+bOnYtff/21wHYbyjabm5tj5MiR6NixI8zMzBAQEIBz584hPT29Rrd1dnY23N3d0bJlS/j7+yM3NxezZs3C2rVrCz3h1uRtpZqnT58++M9//oP//Oc/6Nq1qzT/119/xeTJk/HgwQMYGRlVuwRTkxQtWLAA69atQ3Z2dhVHVL3IZDLEx8fj9OnT0nRNSnrnzp2LDh064Pjx43r9wuXu7g5jY2McPHgQ6enp0vyatG9edi9lwmtvbw+VSiX97A0At2/fRrt27aowKv2IioqCpaUlxowZAyMjIzg6OqJr164IDQ1F27ZtcevWLamsoWzz66+/rpUAymQyabpt27aIjIxEZmamtLwmbHdubi48PT0hk8mwc+dOyGQypKSk4Ndff8WwYcPQsGFDjBo1CtHR0WjYsCFSUlIKtG96ejqioqKq/bZSzdOjRw/Uq1cPt2/fxv79+6FSqXDw4EEAwNChQzFnzhxMmzYNT548kRJMjeqQIFy6dAlfffUVLl68iMOHD1d50qvZJyX1rlbWvrt9+zZ++OEHHDt2DMCLc2p17K0vjI2NDdavX48ffvgBp0+f1tsXrm7duqFTp07Yt28fHjx4AADIysqCTCbD5cuXcf78eb28D1Wgqho8XNXGjBkj3nnnHZGWliaOHj0q6tSpIxISEqo6rHJLSkoSSqVSHDp0SOTm5oo7d+6I+vXri9OnT4t169aJ9u3bi9jYWBEZGSkaN24szpw5U9Uhl1p2drZIT08XU6ZMEX5+fiI9PV2o1Wpx9+5dYWNjI27cuCGysrKEr6+v6Nu3r7Rex44dxfz580VGRob46quvRPPmzUV2dnYVbknJpkyZInr27CnS09Olebm5ueLZs2fS67vvvhPNmjUTz549E7m5uSIjI0M0btxYbN26VWRkZAg/Pz/RvXv3KtwKMkQhISFCJpOJW7duCSGESEtLE/379y9wIegXX3wh/P39pWN427ZtIjMzs9LjLUpGRoZ49OiR8Pb2Ft9++63WZ60y5b0ISq1WF1iem5srvvzyS3H79u0KjyE1NVWkpqaK5ORkcfbsWbFw4UJx5MgRrbJ5L/auzi5evCi8vb1FcHCwEOJFe5f1vJ+bmyv9f+TIkcLJyUma/u6774SJiYk4depUueKlivfSJryxsbHC1dVVmJubC3t7e3H69OmqDklvTpw4IZycnIRCoRB2dnZi2bJlQogXJ7XZs2cLKysrUa9ePbF69eoqjlQ3AQEBAoDWa/v27UIIIb799lvRtGlTYWVlJYYMGSKePHkirRcZGSm6du0qzMzMRPv27cWNGzeqZgNKKTo6WgAQZmZmwtLSUnpduHBBq9y5c+e07soghBBXr14VDg4OwszMTPTo0UNER0dXZuj0EtB8qRw7dqzIzs4WUVFRwsbGRri4uIhPP/1UqFQqIYQQDx8+FIsXLxbXr18XCxYsECNHjqwWV7hrkhdNLL/99puYNGmSOHbsmHjy5Ik4ceJElXwh3rJli/Dx8RGrV68Wu3btkuZv375drF69Wnz44YciLS1NL+918uRJER4eLoT4O8mOiIgQ7u7uYty4cWLZsmVi3bp14vz582LhwoXi+PHjQgghFi5cKD777DO9xFAZLly4IKZPny527dol3nvvvXLdsUZzvGRnZ4uOHTuKDz/8UAQHBwtjY2Otux9R9SUTohr8vkRERDVGaGgotmzZAjs7O2zatAmjR4/Gm2++iQULFqBnz56wt7fHggULsHPnTqncrl27pDG9+Yc5VBQhRLEXGGmWx8XFYfr06QgPD8fSpUsxatSoSolPY/369Th27Bg++eQTGBkZYdmyZejevTs++OADhIWFwcnJCVu3boWVlRV69+4NGxubMr/X0KFDkZWVhdq1a2Pbtm2wtLTE/fv38a9//Qvz5s2Dg4MDHjx4gJMnT0Iul6NHjx64fPkyfv75Z9SuXRtbt25FrVq19Lj1FevgwYOYMmUKAgMD8a9//atcdWmOlzNnzuD999/HrVu3sHv3bkyYMEEabsIL2qqvmnPUEhFRtdCrVy/89NNPWLhwIZYvX46ZM2cCANzc3LBhwwbcvXsXaWlp8PLyQk5ODry8vCo92c37XqtWrYKTkxP69++vVUYmkyE3Nxf16tVDTEwMfH19Kz3ZBYCEhAR8/vnnaNGiBQBg9+7d8PDwgJ2dHcaOHQvgxVMUmzZtWuDBO7oYOnQocnJycOrUKaSlpcHCwgJqtRp79+6Fubk5+vbtC+DFOFhbW1sEBQWhQYMGcHBwQFRUFDZt2oRatWohJycHRkZG5d/wcsr7hSb/lxvNdHx8PBYvXiwluyV9CSqOZr0OHTqgf//+WLlyJQYMGMBkt4ZgDy8REZVa3oRh9OjRiIuLw4ULF6TlWVlZEEJo3fsaQKUmSXlj/PTTTxEaGordu3fjlVdeKXKdmzdvon379gBQqYk5AAQEBMDCwgIffPCBtI8uXryI69evw9fXF2lpadi3bx8mTpwo3QdW1+Tq/PnzWLJkCU6ePCkl+pptjIqKwtmzZxEbG4spU6agQYMGSEtLw5QpU+Dj44O33npLqqe6JLv549Dsk+L2jT7bNSsrCyYmJkx2a5CX8i4NRERUNppkCQC+/vprCCHg6+srLTcxMSmQ7AKokmT3888/x3//+1+0adNGSnbzXrWf9zZ+mmRXCFGpyS4AjBo1CmZmZrh586Z0N4Ts7Gw8ePAAarUaFhYW8Pb2hlwuR25ubpmSK839YzV3XMi7jS1atECfPn2gVCqxadMmJCcnw8LCAg0aNNC6BRdQee1YEk0cH3zwAWbMmIFVq1YhLCwMMpkMYWFh+N///gdA+84W+mxXExMTANp3BaLqjQkvERHpRNPLaGZmho8//hg3b97EoUOHqjosrWRwy5YtuHjxIiIjI/H48WMsWrQIwIvYc3JykJKSgsmTJyM8PFyrjopKXor7MdXe3h4mJia4dOkSli5dirt37yIwMBCdO3cuMF62rEmbTCYrkLzm1aJFC4wZMwZ16tTBtm3b8P777+Pp06fo1atXmd6voly+fFm6LdiKFSsQHx8PX19fNG3aFFu3bkViYiIePnyIZcuWIT09nckoSZjwEhGRzjSJRKdOneDi4oIePXpUWSyaXltNMrh+/XqcOHECc+bMga2tLTZu3IibN28iMDAQwIveQaVSifHjxyMpKalS4tPsr1WrVkkPdQBeJMKaHty+ffsiJycH33//PSZMmFDoExXLysbGBn/88QeSk5Ol8dSaJDwoKAjr16+Hra0tBg0ahD///BO3bt3C119/Xa0eHpKYmIiwsDDs3r0bKpUKrVq1grOzM+zt7TF27FhYW1sjLS0NgwcPhoeHB8zNzas6ZKpGOIaXiIjKRTM2sjLHvsbFxSErKwuNGzcGAKjVatSqVQu7du3Cnj17sGvXLjRs2FCKKT09Hd7e3mjbti0CAgIAAH/++ScaNGhQoXGWZjxxceNOy3ORVX7Ozs5o27Yt9uzZA+DvdtPcHWLhwoXShV42NjbS8IfqMIxBsx+ePXuGtWvXQqlUwt7eHnFxcbC3t0fLli3h6emJFStWoFu3blUdLlVD7OElIqJy0SS5lZXsXrx4EV27dsWYMWPQs2dPCCGkn/7T0tIwb948NGzYUGusqrm5OXbu3InLly/j6tWrAFCpyW5x44k1T1IsjD6SXU2/1rx58/Dw4UP4+fkBeNFeK1euRFBQEKZOnSq9V926daULwKpDsgtAaz/Gx8cjPj4e9+7dQ1paGiIjIzFt2jRMmjSJyS4ViQkvERHVGBcuXMCIESMwe/ZsBAYGIjMzE/7+/tJyc3NzBAcHIzU1FUZGRtJFYL/++ivMzMxw/PhxdOrUqcLj1Md4Yn3RxNG3b1+MGzcOp06dQtOmTTFy5Ehs2bIFISEhePXVVws8Prg6jH/N+yP0b7/9hp9//hlbt26Fj48P6tSpg9TUVLi7u+Obb77BlClTCqxDpMGEl4iIaoTExET069cP77zzDmbOnIkePXrAyclJ68Ku7t27o379+vjll1+kpDc6OhoBAQGIiIiQeiwrKimqzuOJrays8O677+LYsWMICAjArFmzcPHiRbRo0aLaDF3IT5N0Hz9+HGZmZhg2bBh++uknvPbaa7C1tUVERAQePXqEunXrAtDvEBAyLBzDS0RENcbcuXNx/fp1fPXVV2jevDkmT56M5ORkTJgwQXpoxMGDBxEREYFnz55h6NChWLp0KcaPH4933323QmKqKeOJi1LZ9x0ujbyJa1JSEr788ktkZ2dLXxBUKhUuXbqEKVOmYMSIEVUbLNUI1esIJ/p/s2bNwoEDB4pcfvnyZTg5OZXp6uFhw4Zhx44d5YiOiKrK22+/DVtbW5w7dw4zZ87Et99+i1deeQXTp0+Hl5cXfvjhB4wcORKTJ09Ghw4d8OjRI0ybNk1KdvXdx1NTxhMXp7olu8DfPbvnz5+HlZUVPDw80LRpU+Tk5KB58+Zo0aIF3n77bSnZZd8dlUgQVaJ9+/YJS0vLAi9jY2MBQBw5ckQIIUSLFi1ETExMkfW88cYb4uDBg1rzTp06Jfr06SNeeeUVYWFhIZycnMSGDRtEbm6uVrmbN2+K+vXri7S0NL1vHxFVvHXr1gl7e3vRqlUrkZOTI4QQ4tGjR8Lb21u0b99e7N69u9D18p8Lyis0NFTUqVNHfPHFFyIkJER06tRJzJs3T1q+Y8cO8Z///EeoVCohhBBqtVoIIcT169e1pulvmvYUQoinT58KPz8/sX79epGVlSUePHggZs6cKRYuXKi1jr7blQxT9ftaRwbN3d0dKpVK63X+/HkolUpMmTIFQ4YMQVRUFF5//XU0atSo0DrOnTuHP/74A8OGDZPmbd++HSNGjMCoUaPw6NEjJCQkYOnSpVi2bBm8vb211ndyckLTpk2lW/MQUc0g/r8Xb8aMGRgwYABq1aol9U6++uqr+OKLL7Bnzx54eHgUur4+x3bWhPHENU3eoRUhISHIyMhA//79IZfLsWXLFpiamuL58+cF7sTAMbtUGkx4qUqFhoaiT58+8PLywubNmyGXyxESEoJp06YVuc53332Hvn37Sn8sUlJSMHv2bCxcuBAzZsyAtbU1zMzM4OrqigMHDmD37t0ICQnRqmPQoEH4/vvvK3TbiEi/NLfKAoB169ZBqVTCy8tLWq5QKNCuXTsAqPCHJdSpUwfvv/8+bt68if/9738wNjaGWq1GeHi4dG5p0aIFWrRogZ9++gl+fn44c+YM3nnnHbi5uaFVq1Za20V/D614//33sWPHDhw9ehTHjh1Dx44dpU4OFxcX9OnTp4ojpZqICS9VmWPHjsHV1RUffPABVq9eLc2PiYnBwIEDi1zvl19+weuvvy5NX7p0Cc+fP8e4ceMKlO3YsSOaN2+O48ePa813dHTEtWvX9LAVRFSZ8ia9a9asQWxsLL744osC5SpjXGp1G09cU+X9cnL79m0kJiZi9+7duHDhAtq2bQsnJycsWLAA+/btk36x474jXdUquQiR/u3duxcTJ07EypUrMWvWLK1lCxYsKHbdxMREWFlZSdOaG7bXrl270PK1a9dGamqq1jwrKyv89ddfZQmdiKqYpkfUwcEBrVq1gkKhqJI4HB0d0alTJyxbtgwymQwqlQpyuRyPHz+Gv78/5s2bh7/++gseHh4FhlkI3j4LgPYwhtOnT6Njx4547bXX0L9/fwwePBgTJkzAxx9/DB8fH7Ro0QIA9x2VDXt4qdJt3rwZnp6e+Oqrrwoku6VRp04dJCcnS9P/+Mc/AABhYWEFyqampuL+/ftSGY3k5OQiE2QiqhkUCgUWLlyISZMmVfp7V6fxxDVJ/qEmmn02ffp0XLlyBaampmjUqBHs7e1Rt25djB8/Hk2bNkXTpk2ldV7WfUflw4SXKtXq1avh4+ODb775psDFZKX15ptv4s6dO9J0+/bt0aNHDyxdurRA2TVr1sDU1BT//Oc/tebfunULHTp0KNP7E1H1ofm1p7J/4q5O44mrs4SEBDx79gwAtG7NdurUKTx69Ah//vknbt++jaioKMyaNQvnzp3D/fv3MWjQIJibm2Ps2LHw8fEBwGEMVD5MeKnS+Pv7w9/fH4cPH8bo0aPLXM+oUaMQEhKi9RjMoKAg3L9/HzNmzEBGRgZyc3OxevVqrFq1CgcOHEC9evW06jhx4gRGjhxZ5hiIqHqpil6/6jSeuDr68ccfMX78eHh5eeH+/fvShcZr1qzB8uXLsXHjRmzatAlRUVEYMGAA5s+fj6SkJNjY2ODp06cYM2YMxo4dC4DDGKj8+KQ1qhQ3btyAs7MzjIyMYGZmVmB5ly5dcObMmVLX98YbbyAgIAAjRozAkiVLsGTJEqjVamRmZmLHjh1o1qwZXFxcUKtWLZiamsLDwwNffvklACA8PBz9+vVDdHQ0LCws9LaNRPTyUqlU8PPzQ/v27atkiEV18+OPP2Lw4MH49NNP4ezsDCcnJwDA2bNnMWHCBFy7dg02NjbYs2cPlEolBgwYACEETExMMHToUPj6+vIJaqRXTHipRrp06RJmzJiBGzdu6Nx74ubmhpEjR/KPEhHpVXJystYFtS+rpKQkuLu7Y9y4cZgyZYo0Pzc3F48fP8b3338PuVyOmTNn4scff8TRo0exYsUKJCcnY/Xq1WjYsCGmT59ehVtAhogJLxERkR697D+/JycnY9SoUfjqq6/w2muvQSaTae2P33//HSdPnkRycjKuX78OFxcXaZxuTEwMGjduDID7kfTr5RxYREREVEFe9iTt4cOHuHv3LiwtLSGXy6X9oelfa9myJUaNGoXU1FTExcVpPWhIk+wC3I+kX0x4iYiISC+EELC1tUWTJk3w+PFjAJAuMJbJZIiOjsbatWtha2uL6dOnY9y4cViyZEmBe6UT6RsTXiIiItILmUyGevXqoXbt2vjkk08AAEZGRkhPTwcApKWl4ZdffsGzZ8/QuHFj9O/fH6NGjYKlpWVVhk0vASa8REREpBeaYQuBgYFISUmBn58fAMDc3BwA4O3tjcaNG8PW1hYA0KpVKzg6OlZNsPRS4UVrREREpFcqlQpbt27Ft99+CzMzM7i6uuLbb79F27ZtsWfPHgDajxUmqmhMeImIiEjvnj9/jrt372LdunVo1qwZbGxs4OvrC+DFuF7NgyiIKgMTXiIiIqo0THapKjDhJSIiIiKDxsEzRERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLwEAoqOjIZPJoFAoYGlpiXbt2iE0NLSqw9KJi4sLzMzMoFAooFAo4OrqqrU8Li4OQ4YMgaWlJVq3bo2QkJAi69KlbFnoWv/atWvRsmVLmJubw97eHp999lmZ37sq2jozMxOTJ0+GnZ0dlEolunTpgitXrmiVmTp1KmxtbaFUKuHg4ICjR4+WqR590KV9Nm7cCGdnZxgbG2P+/Pkl1l3T27K8Stpfd+7cQc+ePaFUKtG2bVucP3++yLqq2+dU48qVK5DL5Vi8eHGx5fR5LBBRCQSREOLQoUOiXbt2QgghcnNzxdy5c0WrVq2qOCrd9OrVS+zevbvI5e7u7mLy5MkiNTVVHD58WNSpU0ckJCSUu2xeXl5eYvv27SWW06X+efPmCScnJ3Hjxg2hVqvF9evXxeuvvy7mzZtX4vsUpiraWqVSiQULFoiHDx+KnJwc8c033wgbGxvx/Plzqcy9e/dERkaGEEKIq1evCqVSKeLj43WupyilbRshdGufgwcPisOHD4tx48aJgICAYus1hLYsr+L2V1ZWlmjRooX47LPPhFqtFqdPnxY2NjYFjgON6vQ51cjJyRGdO3cWnTp1EosWLSqynL6PBSIqHhNeEkIIsWDBAuHh4SFNBwcHizp16lRhRLorLuF9/vy5MDY2Fo8fP9Yqv23btnKVza80f0h1qT8uLk5YWFiIiIgIrfl37twR5ubmIjY2tsSY8qsubW1rayt++eWXQpddu3ZNmJmZibCwsHLVk1dpk5yytv+0adOKTXgNuS3LorD9devWrQLx9+vXT2zevLnA+tXpc5rXxo0bxaxZs4SXl1eRCW9FHAtEVDwOaSAAQFhYGJydnQEAMTExWL58Odzd3assnqFDh8La2rrQ17Jly4pcb86cOahXrx769++P8PBwaX5kZCQUCgWaNGkizXNwcMCdO3cK1KFL2bLQpf4rV66gefPmsLe315rftm1bNGnSpEw/5+ujrcvaPhqRkZFITExEy5YtteZPnz4d5ubm6NixI/r06QMHB4cy1VMeFdX+1bUty6O8x0FhhBAFpqv751QjISEBa9euxYIFC4qtuyKOBSIqHhNeAvDiD6e/v790gm/Xrh0+//zzMtV18+ZNbN26tVzxBAcHIykpqdDXxx9/XOg6K1aswP/+9z88evQI/fv3h6urK54/fw4AUKlUUCqVWuWVSiVUKlWBenQpC2j/0Q8KCsL06dOL/aNf3lg0rK2tkZaWVuiy4pTU1gMHDsSff/5ZbB1laR+N9PR0eHh4YO7cubCystJatmHDBqhUKpw5cwYDBgyATCYrUz0aurYNoHv7l1ZVtOX58+fh4uKCnj17YsiQIYiJicGAAQPg4uICKysruLi4wMXFpUC9mZmZ6NKlCxQKBX7//fci3788x0FhWrduDWtra6xZswbZ2dk4ceIEQkNDkZqaWqBsdfqcavj5+cHX1xfW1tbFbmdFHAtEVLxaVR0AVT2VSoUHDx4gMTERSqUSq1atwjfffAMTE5My1efo6Ij27dvrN8hS6NSpk/T/Dz/8ENu2bcNPP/2E/v37Q6FQICUlRat8SkoKFApFgXp0KQu8+KOv4e3tDRcXF3h7excZpy71N2/eHBEREVCr1ahV6++Pa1ZWFiIjI9G8efMi36cwpWnrP//8Ew0aNNCp3tLKzs6Gu7s7WrZsCX9//0LLGBkZoW/fvli7di3s7e0xePDgMtUD6N42gO7tX1qV3Zbx8fHw9/dHcHAwlEoloqOjkZWVhVOnTgEAunfvXuQFYcbGxjh8+DA++uijsm1sGRkbG+PQoUPw8fFBYGAgOnTogHHjxmn1smpUp88pANy4cQPXrl3D+vXri6xTQ9/HAhGVjD28hPDwcDRq1AjW1taQy+WYPXs2oqKipCEBYWFh6Ny5M3r37o1FixZBCIF///vf6NOnD4YOHYrk5GScP38ew4cPh5ubGw4ePIh58+YVWi5/XUVxdXWV7raQ/7VkyZJSbZdcLpd+HrW3t4dKpUJMTIy0/Pbt22jXrl2B9XQpWxa61N+pUyfY2NggKChIa/6ePXtQv359dOzYUaf3Lqmtnz9/jldeeaXEesrSPrm5ufD09IRMJsPOnTuL7b0FALVaXWjvoq716Kqi2r+y2/LYsWPw9PSUehKbNWtW6kRKLpeX6kuPPj6n+Tk6OiI0NBQJCQk4efIkHjx4oPVlVqM6fU4BIDQ0FPfv30fjxo3RsGFD7N27F8uXL8ekSZMKlNX3sUBEpVClI4ipWtiwYYMYMGCA1rxhw4aJwMBAIYQQq1atEt98840Q4sUVyEeOHJGWHTlyRKxYsUKcO3dO9OvXTwghxLlz54Sfn1+h5fLXpS9//fWXOHXqlMjIyBCZmZlizZo1okGDBiIpKUkqM2bMGPHOO++ItLQ0cfTo0WKvuNalbFnoUv/ly5dFgwYNxLlz54QQQpw9e1bUr19fXL58Wef3Lamtf/75Z/Huu+/qXG9pTJkyRfTs2VOkp6cXWJaUlCS+/vpr8fz5c5GdnS327dsnTE1NxY0bN3SqR190aZ/s7GyRnp4upkyZIvz8/ER6erpQq9WFlq3Mtly6dKkIDg4ucv1u3bqV+B5eXl4iMjJS59iKU9L+CgsLE+np6SI1NVWsWLFCdO7cuci6qtPnNDU1VTx79kx6jR07Vnz00Ufir7/+KrS8Po8FIioZE14S06ZNE++9957WvHXr1om33npLCCFEfHy88PHxEf/85z/F8ePHxfLly4Wjo6Po1auX6Natm/joo4/EuXPnxNy5c4UQfye8hZXLX5e+xMbGijfffFMoFApRu3Zt0bt3b3H9+vUCZVxdXYW5ubmwt7cXp0+flpYNGjRIShRKKpvfoEGDhKWlZaGvvHWWNpa8AgMDhaWlpTAyMhLNmjUTQgjRrFkzYWRkVGz9RSmprbdv3y7WrFmjU52lER0dLQAIMzMzrf1z4cIFIYQQycnJwsXFRVhZWQmlUimcnZ3Fd999J62vaZ+S6smvLG0jhG7HSkBAgACg9SrsDgCV3ZY7d+4UX331VZHrV1XCW9L+8vX1FVZWVuKVV14Ro0aNEs+ePZOWVbfPaf548iruLg36PhaIqGQyIfJdEkuUT3p6OszNzZGVlYVu3brBz88PUVFReP/99wG8GE95+fJlnDlzBosXL8b58+dx5swZdOjQoUA5tVqtVde1a9eqctMonw8//BB9+/bFwIEDqzoUKqf4+HiMGjVKGsP76NEj5OTkSMMaunfvjkuXLknlY2Ji0LhxY606vL29MW/ePL3eBYOIqCpwDC+VKCgoCD179kTXrl3h4eGB4cOHIyoqCn369EHv3r1x/PjxQtcrrFz+uqh6uXfvHgICAtCvXz8MHjy4wC2iqOaoW7cuFi5cCDc3N/Ts2RPTp0+HqalpoWXVanWBC7hGjBiBU6dOwcvLC/v376+EiImIKg57eImIXnJXr17F7du3MXny5KoOhYioQjDhJSIiIiKDxiENRERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwksAgOjoaMhkMigUClhaWqJdu3YIDQ2t6rB0kpmZicmTJ8POzg5KpRJdunTBlStXtMpMnToVtra2UCqVcHBwwNGjR0u9bmGuXLkCuVyOxYsX6317Nm7cCGdnZxgbG2P+/PlFlrt58ya6desGpVKJ1157DVu2bCmx7rVr16Jly5YwNzeHvb09Pvvss3LFGh8fDx8fH7z66qtQKpVo164dVqxYgZycnHLVWxZ37txBz549oVQq0bZtW5w/f77IskUdD/oUFxeHIUOGwNLSEq1bt0ZISEiJ65T3uGrWrBksLCygUCigUCjQsGHDMtUDVK+2rWyl/QwW1l6lbfeynnsqYjs0VqxYgVdffRWvvPIK3njjDTx//rxM76vP45CovJjwEgAgLCwM7dq1g0qlgkqlwvDhwzF16tSqDksnarUazZo1w6VLl5CUlARfX18MGzYMKpVKKvPee+8hOjoaKSkp2LZtGzw8PJCQkFCqdfPLzc3FnDlz0LFjx1LH6O3tjR07dpSqrK2tLebPn4/Ro0cXW87T0xMDBw5EUlISDhw4gDlz5uDevXtFlv/vf/+LHTt24MCBA1CpVNi7dy+2bNmC//73v6XejrxiY2Px1ltvISMjAz///DNSUlIQFBSES5cuQS6v3FNMdnY2hg8fjjFjxuCvv/7C559/jjFjxiAhIaHQ8kUdDyXRpR1nzJiBhg0bIi4uDitXrsTYsWORmJhYZPmyHFeFOXXqlPR5/uOPP8pUR3Vq26pQms9gUe1V2nYvy7lHo7THYWnPJQCwfv16nDhxApcvX0ZKSgp27twJExOTEtcrij6OQyJ9MPwzFpVKWFgY3njjDQCATCZDt27dEB8fX8VR6cbS0hL+/v6ws7ODXC7H+PHjYWJigvv370tl/vGPf0iPV5XJZMjKykJMTEyp1s1v06ZN6Ny5M9q0aVMh2zNixAi4ubnB2tq62HLR0dF4++23IZfL4ezsjDZt2uC3334rtGx8fDzWrFmD/fv3o3379jAyMoKzszP27t2L1atXIy4uTuc4Z86cCWdnZ2zevBmNGjUCADg5OeHIkSOQyWQ611ce9+/fx19//YVZs2bByMgI/fr1wxtvvIGDBw8WWr6o40FfVCoVDh06hAULFsDCwgJubm5wcHDA4cOHi1yntMeVTCbDkydPpGkXFxfs2bNHb7ED1attq0JpPoOFtZcu7V6Wc09FbAcA5OTkIDAwEJs3b4adnR1kMhkcHR2LfCR1ZRyDRPrChJcAvEh4nZ2dAQAxMTFYvnw53N3dqzSmoUOHwtrautDXsmXLSlw/MjISiYmJaNmypdb86dOnw9zcHB07dkSfPn3g4OBQ6nU1EhISsHbtWixYsKBsG6dHPj4+2LNnD9RqNa5evYpHjx6hS5cuhZa9cuUKmjdvDnt7e635bdu2RZMmTXT+KTUqKgrfffcdFi5cWOb4i1OWYyD/wyOFELhz506R71Ga46GsIiMjoVAo0KRJE2meg4NDkfFUp+Oqotu2spX3fFKYotpL13bPv25x556K9OTJE6SlpeHAgQNo0KABWrdujc2bN1d6HEQVgQkvAXiR8Pr7+0sn6Xbt2uHzzz+Xlp8/fx4uLi7o2bMnhgwZgv79+8PFxQVWVlZwcXGBi4tLofWePHkSPXv2hIuLC3x9faFWq0sdU3BwMJKSkgp9ffzxx8Wum56eDg8PD8ydOxdWVlZayzZs2ACVSoUzZ85gwIABBXqqiltXw8/PD76+viX2mADaf2iDgoIwffr0cv+hzcvV1RW7du2CmZkZunbtiuXLl8PW1rbQsiqVCkqlstBl1tbWSEtL0+m9Q0JCYG9vj9atWxe6/Pz582jatCn69u2r1ftz/vx5zJs3r8T6dT0GWrduDWtra6xZswbZ2dk4ceIEQkNDkZqaWuR7lHQ8aJSlHQvb30qlssifq3U5rkri6uoqxffee+/pvH5p29bFxQXDhg3T+dgpypkzZ0o1zlQjMzMTXbp0gUKhwO+//15kufKcT4pSVHvp2u4apTn3VOT5JCYmBsnJyYiIiEB0dDT279+PTz75BBcvXixzneU9Don0pVZVB0BVT6VS4cGDB0hMTIRSqcSqVavwzTffSOO24uPj4e/vj+DgYCiVSkRHR0MIgebNm6N79+5FXhQUHx+PxYsX4/jx41AoFFixYgW+/PJLzJw5s0K3Jzs7G+7u7mjZsiX8/f0LLWNkZIS+ffti7dq1sLe3x+DBg0u97o0bN3Dt2jWsX7++VPEEBwdL//f29oaLiwu8vb1126giJCYmYsiQIdi2bRtGjhyJO3fuYNCgQXBwcJB67PNq3rw5IiIioFarUavW3x//rKwsREZGonnz5jq9f2xsrFYvVmE8PT2xePFiZGRkYPTo0UUmUPpgbGyMQ4cOwcfHB4GBgejQoQPGjRtXYoxFHQ95laUdFQoFUlJStOalpKRAoVAUKKvrcVWS48ePo3v37mVeX5e2XbVqFfbt26e341oXxsbGOHz4MD766KNKfd/i2kuXdtcozbkHqNjzibm5OQDA398f5ubmcHR0xPjx43Hs2DH06NGjTHWW9zgk0hf28BLCw8PRqFEjWFtbQy6XY/bs2YiKikJ4eDgA4NixY/D09JR6LJo1a1aqxOiHH37AxIkTpZP87NmzixxLWRhXV1fp6t78ryVLlhS6Tm5uLjw9PSGTybBz584Sxxmq1WqpV6i064aGhuL+/fto3LgxGjZsiL1792L58uWYNGlSqbdNX6KiomBpaYkxY8bAyMgIjo6O6Nq1a5F32OjUqRNsbGwQFBSkNX/Pnj2oX7++zhdK2dnZ4fHjx6Uqa2Zmhg8++ABHjhwpdf1lOQYcHR0RGhqKhIQEnDx5Eg8ePECnTp1K9X55jwd9sLe3h0ql0hoXfPv2bbRr165A2bIcVxkZGdL/k5OT9RY3oFvbOjg44MmTJwgLC0Pnzp3Ru3dvLFq0CEII/Pvf/0afPn0wdOhQJCcna/Xua3pzs7OzMXr0aAwYMEDrIqycnBx4eHigV69ecHNzK5BEAoBcLkeDBg1KjLEsx1JximsvXdod0P28VVFatWoFExMTrfcvKZaKPAaJ9IkJL0l3aNAwNTWFi4uL1JPw9OlT6YIVXTx79kxrPVNTU2RlZZV6/ePHj0tX9+Z/ffLJJ4WuM23aNDx79gz79+/X6sEEXpyMg4KCoFKpoFarsX//fpw7dw49e/Yscd28pk6dit9//x03b97EzZs34ebmhhkzZuDTTz8tcZt27NhR6t4YtVqNjIwM5OTkaP0/r1atWiEtLQ2HDx+GEAJ3797FxYsXixyHKpfLsX37dnz44YdSz/y5c+cwd+5cbN++Xecr74cNG4bk5GQEBgYiLS0Nubm5uHbtGubMmVNo+UaNGul0pXZZjoHw8HBkZGQgLS0NK1euRG5uLgYNGlSgXEnHQ3FK244KhQLDhw9HQEAA0tPTERwcjPDwcAwfPrxA2bIcV7t27UJubi7OnDmD8PBwPH/+XKdhQ8XRpW0vXboEe3t7nDlzBnPmzMG5c+fg5+eH4OBgvPrqqzh79iymTZuGTZs2Ffpehw4dgpOTE06dOoVWrVpJ8w8ePIiWLVsiNDQUw4cPL9d40rIcS8V9BotrL13aHSj9uSe/0h6HpTmXAJC+PAcGBiIzMxP37t3D3r17C/3FQ6Mij0EifWLCSwgLC8Prr7+uNW/gwIFSwtuoUaMyXblua2uLp0+fStOZmZnSMImjR49i6dKlmD17djki1/bw4UNs2bIFV69eRd26daXeG834M5lMhs2bN6NJkyawsbHBsmXLEBQUhPbt25e4rqurq9QLZGFhgYYNG0ovc3NzKBSKIsddlrVnafHixTA3N8eWLVsQGBgIc3Nz7N69WyseKysr7Nu3DwEBAVAqlXB1dcV7772Hfv36FVrnkiVLMGDAAMTHx0s9h5MnT0ZCQgIGDBigc09X7dq1ERISgkuXLsHOzg5169bFjBkziky4Y2JiihxfrC/bt2+X2uann37CoUOHpGV527G446EwZW3HDRs24OnTp7CxscF7772HvXv3ok6dOgXi0fW4Al4MO2jQoAGWLFmCefPmYd68eVqfufIoTdvu3r0bLi4uiI2NxahRo+Dt7Y0ff/wREyZMwKlTp6SEycXFBcuXL0dCQoJWj6HmAsOoqCi8+eabACD9CwC///679KtD586d9dr7XhrFfQZLaq/i2h34u+1LOvfkV5bjsLjtyBsL8OK2ZPHx8ahbty4GDx6MRYsWFTucoSKPQSK9EkQliIuLEz169BDJyclCCCEePnwoHjx4IIQQolu3blplnzx5Iv3/zz//FN27dxcqlUoIIcTy5cvFZ599plV+6tSpFRk6VbFz584JPz8/IYQQ6enpYujQoeLatWta86lsAIjHjx9X2fsX1oZpaWlCCCEyMzNFhw4dxMGDB8WqVauk5VlZWeLmzZti0qRJQgghVq5cKQICAsTevXvFokWLhBBCLFq0SAQEBAghhNi/f7/w9/cXQgixZcsWsXLlSq1zTF5eXl4iMjJSr9tIxavqY5BIF+zhpRLVrVsXCxcuhJubG3r27Inp06cXel9GtVqt9fNa/fr1MXfuXAwcOBC9evXCkydP8O9//1tavmzZMrzzzjuVsQlUhXbv3o2+ffti0KBBGDduHDp06AAA+Prrr9GvXz/069dP60IcqrmCgoLQs2dPdO3aFR4eHhg+fDiioqLQp08f9O7dG8ePH4ejoyNiY2MxaNAgREZGAgBGjhyJ69evo3///njw4IFU34gRIxAZGYlevXrh4MGDePfddwv9CX/EiBE4deoUvLy8sH///sraXCKqQWRC5LtpJVEZXb16Fbdv38bkyZNLLLtkyRJERESgffv2mD179ktxE3sifZLJZHj8+HGJd1IwJLqcY6jivYzHINVcTHiJiIiIyKBxSAMRERERGTQmvERERERk0JjwEhEREZFBY8JLRERERAaNCS8RERERGTQmvERERERk0JjwEoAXj/asVasWMjIy9F73zZs30a1bNyiVSrz22mvYsmWL1vKNGzfC2dkZxsbGmD9/vtay/I/OlMvlWL16dYnL8ouLi8OQIUNgaWmJ1q1bIyQkRO/bqXHlyhXI5XIsXry4xG3MzMzE5MmTYWdnB6VSiS5duuDKlSvF1l/c/tJFs2bNcOnSJa158+fPx5QpU8pcJxERUXXEhJcAAGFhYWjdujXMzMz0XrenpycGDhyIpKQkHDhwAHPmzMG9e/ek5ba2tpg/fz5Gjx5dYF2VSiW9IiIiIJfLMWrUqBKX5Tdjxgw0bNgQcXFxWLlyJcaOHYvExMQSY/f29saOHTtKva25ubmYM2cOOnbsqDW/qG1Uq9VS4pmUlARfX18MGzYMKpWqyPcobn8RERFRQUx4CcCLhNfJyalC6o6Ojsbbb78NuVwOZ2dntGnTBr/99pu0fMSIEXBzc4O1tXWx9QQFBeGtt95C8+bNdVqmUqlw6NAhLFiwABYWFnBzc4ODgwMOHz5c7m3Lb9OmTejcuTPatGmjNb+obbS0tIS/vz/s7Owgl8sxfvx4mJiY4P79+0W+R2n3F/DiSUhPnjyRpl1cXLBnzx6dtomIiKimY8JLAIDw8HA4OjqWWG7o0KGwtrYu9LVs2bJC1/Hx8cGePXugVqtx9epVPHr0CF26dNE5xt27d2PixIk6L4uMjIRCodB6/KWDgwPu3LmjcwzFSUhIwNq1a7FgwYIy1xEZGYnExES0bNlSj5ERERG93GpVdQBUPYSFhWHq1KkllgsODta5bldXV0ycOBGBgYEAgK1bt8LW1lanOsLDwxEREQF3d3edlgEveniVSqXWPKVSiYSEhELLDx06VBrbmpaWhn379sHX1xcA8PHHH+Pjjz8udD0/Pz/4+vqWque1MOnp6fDw8MDcuXNhZWVVpjp05erqCiMjI2k6IyMDHh4elfLeRERElYUJLyElJQXR0dEVMqQhMTERQ4YMwbZt2zBy5EjcuXMHgwYNgoODA5ydnUtdz+7duzFs2LBCk8nilgEvLm5LSUnRmpeSkgKFQlFo+bxJvbe3N1xcXODt7V1sfDdu3MC1a9ewfv36YssVJTs7G+7u7mjZsiX8/f3LVEdZHD9+HN27d5em58+frzUEgoiIyBBwSAPh1q1bsLGxQaNGjUos6+rqWuDuCJrXkiVLCpSPioqCpaUlxowZAyMjIzg6OqJr164IDQ0tdXy5ubkICgqCp6enTss07O3toVKpEBMTI827ffs22rVrV+oYShIaGor79++jcePGaNiwIfbu3Yvly5dj0qRJJa6bm5sLT09PyGQy7Ny5EzKZTG9xAdC680ZycrJe6yYiIqoJ2MNLCAsLQ7t27bQSI7lcDhMTkwJljx8/rlPdrVq1QlpaGg4fPgw3Nzfcu3cPFy9exL/+9S+pjFqthlqtRk5ODtRqNTIyMmBsbCz91B4SEoLs7Gy4uroWqL+4ZRoKhQLDhw9HQEAAvvjiC4SEhCA8PBzDhw8vMf7S3qFh6tSpGD9+vDQ9e/ZsNG/eXBr+UNw2Tps2Dc+ePcPJkydRq1bJH8mS9ld+u3btwvz583H27FmEh4fj+fPnUKvVpdouIiIigyDopTd16lQBQOs1YsQIvdV/4sQJ4eTkJBQKhbCzsxPLli3TWh4QEFDg/bdv3y4t9/T0FD4+PoXWXdSyQYMGicDAQGk6NjZWuLq6CnNzc2Fvby9Onz5dZLyDBg0SlpaWhb7y1lkcLy8vsWjRohK3MTo6WgAQZmZmWu9z4cKFIrelpP2VFwAxbdo0UbduXdG7d2/h7+8v6tSpIx4+fCiaNm0qLl68qFU+ICBAvPPOO6XaRiIioppCJoQQlZ1kE1HlkMlkePz4sdYdKoiIiF42HMNLRERERAaNCS8RERERGTRetEZkwDhiiYiIiD28RERERGTgmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZNCa8RERERGTQmPASERERkUFjwktEREREBo0JLxEREREZtP8DAgTyC1VbMXEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 16.7 ± 0.3 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 76.7 ± 0.4 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 10.8 ± 0.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 46.6 ± 0.8 $\\mathrm{\\mu F}$   \n",
      "$L$ = 4793.1 ± 227.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1420.0 ± 65.9 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 15405.3 ± 716.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 73.5 ± 0.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 27.7 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 9496.7 ± 1094.0 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 8399.3 ± 327.6 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 30171.2 ± 523.5 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 8.7 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 6.3 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1197.9 ± 36.9 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 14426.2 ± 753.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 71.9 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 39.2 ± 0.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 7679.2 ± 870.2 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 204.3 ± 15.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 1570.1 ± 51.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 114.3 ± 3.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 123.2 ± 2.9 $\\mathrm{\\mu F}$   \n",
      "$L$ = 52860.3 ± 3481.3 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 9.0 ± 0.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,O_2}}$ = 143.6 ± 1.6 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 13.9 ± 0.9 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,1}}$ = 209.0 ± 3.4 $\\mathrm{\\mu F}$   \n",
      "$L$ = 5241.8 ± 321.7 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from numpy.typing import NDArray\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from lmfit import Model\n",
    "from matplotlib import cm\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.signal import savgol_filter \n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import re\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (2.5, 2.5)\n",
    "plt.rcParams['figure.dpi'] = 120\n",
    "\n",
    "plt.rcParams['font.size'] = 7\n",
    "plt.rcParams['axes.labelsize'] = 8\n",
    "plt.rcParams['axes.titlesize'] = 8\n",
    "plt.rcParams['legend.fontsize'] = 7\n",
    "plt.rcParams['xtick.labelsize'] = 7\n",
    "plt.rcParams['ytick.labelsize'] = 7\n",
    "\n",
    "plt.rcParams['xtick.direction'] = 'in'\n",
    "plt.rcParams['ytick.direction'] = 'in'\n",
    "\n",
    "# Major ticks\n",
    "plt.rcParams['xtick.major.size'] = 4\n",
    "plt.rcParams['ytick.major.size'] = 4\n",
    "plt.rcParams['xtick.major.width'] = 2\n",
    "plt.rcParams['ytick.major.width'] = 2\n",
    "\n",
    "# Minor ticks\n",
    "plt.rcParams['xtick.minor.size'] = 2\n",
    "plt.rcParams['ytick.minor.size'] = 2\n",
    "plt.rcParams['xtick.minor.width'] = 1\n",
    "plt.rcParams['ytick.minor.width'] = 1\n",
    "\n",
    "plt.rcParams['xtick.top'] = True\n",
    "plt.rcParams['ytick.right'] = True\n",
    "\n",
    "plt.rcParams['axes.linewidth'] = 1.0\n",
    "plt.rcParams['lines.linewidth'] = 1.5\n",
    "plt.rcParams['lines.markersize'] = 6\n",
    "\n",
    "plt.rcParams['legend.loc'] = 'best'\n",
    "plt.rcParams['legend.frameon'] = False\n",
    "\n",
    "plt.rcParams['savefig.dpi'] = 300\n",
    "plt.rcParams['savefig.bbox'] = 'tight'\n",
    "\n",
    "\n",
    "\n",
    "parameters = np.array([r'$R_{\\mathrm{series}}$', r'$R_L$', '$R_{\\mathrm{CT,1}}$', r'$R_{\\mathrm{CT,O_2}}$', r'$C_{\\mathrm{DL}}$', r'$C_{\\mathrm{Pseudo,1}}$', r'$L$'])\n",
    "E_ref_info = 'leakless Ag/AgCl in 3.4 M KCl'\n",
    "E_ref = 0.205\n",
    "print(f'E_ref_info: E = {E_ref} V') \n",
    "pH = 13\n",
    "\n",
    "def get_prep_label(name):\n",
    "    match = re.match(r'(Prep\\d+_EIS_\\d+)', name)\n",
    "    if match:\n",
    "        prep_label = match.group(1)\n",
    "    return prep_label\n",
    "\n",
    "\n",
    "def Circuit(freq: NDArray[np.float64], Rseries: float, RL: float, Rct1: float, RctO2: float, Cdl: float, Cpseudo1: float, L: float) -> NDArray[np.float64]:\n",
    "    '''\n",
    "                  ---RL---    -----------Cdl-------------------------\n",
    "                 |       |   |                                      |\n",
    "    ---Rseries---         ---          ------------Cpseudo1---------|---\n",
    "                 |       |   |        |                             |\n",
    "                  ---L---    ---Rct1---                             |\n",
    "                                      |                             |\n",
    "                                       ---RctO2----------------------\n",
    "    '''\n",
    "    omega = 2*np.pi*freq[:len(freq)//2]\n",
    "    Z_loop2 = (1/(1/(1j*omega*Cpseudo1)) + 1/(RctO2))**-1\n",
    "    Z_loop1 = (1/(1/(1j*omega*Cdl))      + 1/(Rct1+Z_loop2))**-1\n",
    "    if L == 0:\n",
    "        Z_loop0 = 0\n",
    "    else:\n",
    "        Z_loop0 = (1/RL + 1/(1j*omega*L))**-1\n",
    "    Z_model = Rseries + Z_loop0 + Z_loop1\n",
    "    return np.hstack((Z_model.real, Z_model.imag))\n",
    "\n",
    "def CalculateCorrelation(covariance_matrix: NDArray[np.float64])-> NDArray[np.float64]:\n",
    "    '''\n",
    "    Johnson, M. L. Parameter Correlations While Curve Fitting. In Methods in Enzymology; Numerical Computer Methods, Part C; Academic Press, 2000; Vol. 321, pp 424–446. https://doi.org/10.1016/S0076-6879(00)21207-X.\n",
    "    https://en.wikipedia.org/wiki/Correlation\n",
    "    '''\n",
    "    standard_deviation = np.sqrt(np.diag(covariance_matrix))\n",
    "    matrix_standard_deviation = np.outer(standard_deviation, standard_deviation)\n",
    "    correlation_matrix = covariance_matrix / matrix_standard_deviation\n",
    "    return correlation_matrix\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###############################\n",
    "\n",
    "initial_guesses = [\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 130,  'Rct2': 9600,   'RctO2': 300,     'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760000e-6, 'L': 0.5e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 67,     'RctO2': 30,      'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760e-6,    'L': 9e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 90,   'Rct2': 300,    'RctO2': 200,     'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 500e-6,    'L': 19e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 1283.0, 'RctO2': 4119.9,  'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 76e-6,     'L': 12e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 13,   'Rct2': 1196.0, 'RctO2': 7795.9,  'Cdl': 9e-6,   'Cpseudo1': 100e-6,  'Cpseudo2': 50e-6,     'L': 3e-3}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 21.7, 'Rct2': 10226,  'RctO2': 65300,   'Cdl': 9e-6,   'Cpseudo1': 15e-6,   'Cpseudo2': 3.7e-6,    'L': 3105}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 10.7, 'Rct2': 1526,   'RctO2': 3200,    'Cdl': 9e-6,   'Cpseudo1': 50e-6,   'Cpseudo2': 20e-6,     'L': 8105}, \n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 7,    'Rct2': 15,     'RctO2': 32,      'Cdl': 8e-6,   'Cpseudo1': 11e-6,   'Cpseudo2': 50e-6,     'L': 6105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 3,    'Rct2': 980,    'RctO2': 860,     'Cdl': 20e-6,  'Cpseudo1': 50e-6,   'Cpseudo2': 30e-6,     'L': 4105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 16,   'Rct2': 4430,   'RctO2': 79000,   'Cdl': 10e-6,  'Cpseudo1': 15e-6,   'Cpseudo2': 5e-6,      'L': 2900}, \n",
    "    {'Rseries': 50, 'RL': 9,    'Rct1': 21.6, 'Rct2': 940.3,  'RctO2': 5297.4,  'Cdl': 4e-6,   'Cpseudo1': 17e-6,   'Cpseudo2': 16.2e-6,   'L': 100000}, \n",
    "    {'Rseries': 50, 'RL':30,    'Rct1': 4.5,  'Rct2':4.5,     'RctO2': 32.2,    'Cdl': 11e-6,  'Cpseudo1': 13.e-6,  'Cpseudo2': 77e-6,     'L': 1000000},\n",
    "    {'Rseries': 50, 'RL':6,     'Rct1': 3.8,  'Rct2':939,     'RctO2': 5590,    'Cdl': 19e-6,  'Cpseudo1': 48.e-6,  'Cpseudo2': 32e-6,     'L': 4e-3}, \n",
    "    {'Rseries': 50, 'RL': 11.0, 'Rct1': 4.3,  'Rct2': 1499.1, 'RctO2': 11318,   'Cdl': 19e-6,  'Cpseudo1': 61e-6,   'Cpseudo2': 41e-6,     'L': 6e-3 }, \n",
    "    {'Rseries': 50, 'RL': 13.2, 'Rct1': 14.6, 'Rct2': 901.9,  'RctO2': 7150.1,  'Cdl': 8e-6,   'Cpseudo1': 85e-6,   'Cpseudo2': 47e-6,     'L': 3236e-6}, \n",
    "    {'Rseries': 50, 'RL': 14.0, 'Rct1': 7.5,  'Rct2': 80.2,   'RctO2': 6.4,     'Cdl': 12e-6,  'Cpseudo1': 31e-6,   'Cpseudo2': 1029e-6,   'L': 11699e-6}, \n",
    "    {'Rseries': 50, 'RL': 4.7,  'Rct1': 10.0, 'Rct2': 9131.8, 'RctO2': 74211.0, 'Cdl': 9.4e-6, 'Cpseudo1': 15.8e-6, 'Cpseudo2': 6.3e-6,    'L': 10796268227e-6}]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "threshold = 0.98\n",
    "matrices = {}\n",
    "\n",
    "files = AllEISData['fname'].unique()\n",
    "\n",
    "for ifile, file in enumerate(files):\n",
    "\n",
    "\n",
    "    \n",
    "    frequency = AllEISData.loc[AllEISData['fname'] == file, \" Frequency (Hz)\"].to_numpy()\n",
    "    impedance = AllEISData.loc[AllEISData['fname'] == file, \"Z' ZHIT (Ohm)\"].to_numpy() + 1j*AllEISData.loc[AllEISData['fname'] == file, \"Z'' ZHIT (Ohm)\"].to_numpy()\n",
    "\n",
    "\n",
    "   # --- set safe defaults for every file ---\n",
    "    vary_L = False       # default: keep L fixed\n",
    "    fix_L  = 0.0\n",
    "    weight_exponent = 0.3\n",
    "    weights = np.hstack((frequency, frequency))**weight_exponent\n",
    "\n",
    "    if (('Prep12' in file) or ('Prep8' in file)) and '250' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False; fix_L = 0.0\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '150' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '740' in file:\n",
    "        weight_exponent = 0.3\n",
    "        weights = np.hstack((frequency, frequency))**weight_exponent\n",
    "        vary_L = True\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and 'EIS0mV' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # explicitly keep L fixed here too\n",
    "        vary_L = False\n",
    "        fix_L  = 0.0\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '350' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '400' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '500' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '500' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "    else:\n",
    "        # for all other datasets, let L vary\n",
    "        vary_L = True\n",
    "\n",
    "\n",
    "    if   'Prep11' in file: \n",
    "        potential_shift = 0.010\n",
    "    elif 'Prep12' in file:\n",
    "        potential_shift = 0.040\n",
    "    elif 'Prep7' in file: \n",
    "        potential_shift = -0.025\n",
    "    elif 'Prep8' in file:\n",
    "        potential_shift = -0.020\n",
    "\n",
    "    sum_squared_best_residual = np.inf\n",
    "    out = None\n",
    "    for guess in initial_guesses:\n",
    "        model = Model(Circuit)\n",
    "        model.set_param_hint('Rseries',  value=guess['Rseries'],  min=40, max=70,     vary = False)\n",
    "        model.set_param_hint('Rct1',     value=guess['Rct1'],     min=0,  max=np.inf, vary = True)\n",
    "        model.set_param_hint('RctO2',    value=guess['RctO2'],    min=0,  max=np.inf, vary = True)\n",
    "        model.set_param_hint('Cdl',      value=guess['Cdl'],      min=0,  max=np.inf, vary = True)\n",
    "        model.set_param_hint('Cpseudo1', value=guess['Cpseudo1'], min=0,  max=np.inf, vary = True)\n",
    "        if vary_L:\n",
    "            model.set_param_hint('L',  value=guess['L'],  min=0, max=np.inf, vary=True)\n",
    "            model.set_param_hint('RL', value=guess['RL'], min=0, max=np.inf, vary = True)\n",
    "            params = model.make_params(Rseries=guess['Rseries'], RL=guess['RL'], Rct1=guess['Rct1'],\n",
    "                        RctO2=guess['RctO2'], Cdl=guess['Cdl'], Cpseudo1=guess['Cpseudo1'], L=guess['L'])\n",
    "        else:\n",
    "            model.set_param_hint('L',  value=fix_L, vary = False) \n",
    "            model.set_param_hint('RL', value=0,     vary = False)\n",
    "            params = model.make_params(Rseries=guess['Rseries'], RL=0, Rct1=guess['Rct1'],\n",
    "                        RctO2=guess['RctO2'], Cdl=guess['Cdl'], Cpseudo1=guess['Cpseudo1'], L=fix_L)\n",
    "\n",
    "        #print(\"INIT from hints  L:\", params['L'].value, \"vary:\", params['L'].vary)\n",
    "        output = model.fit(np.hstack((impedance.real, impedance.imag)), freq=np.hstack((frequency, frequency)), params=params, method='least_squares', nan_policy='omit', weights=weights)\n",
    "        #print(\"POST-FIT       L:\", output.params['L'].value,  \"vary:\", output.params['L'].vary)\n",
    "\n",
    "        sum_squared_residual = np.sum(output.residual**2)\n",
    "        covariance = output.covar\n",
    "\n",
    "        if sum_squared_residual < sum_squared_best_residual:\n",
    "            sum_squared_best_residual = sum_squared_residual\n",
    "            best_fit = (output.best_fit)\n",
    "            fit = best_fit[:len(best_fit)//2] + 1j* best_fit[len(best_fit)//2:]\n",
    "            out = output \n",
    "    print(f'---weight {weight_exponent}---')\n",
    "    #### plot the fitted impedance spectrum###\n",
    "    min = np.nanmin(np.hstack((impedance.real, -impedance.imag)))\n",
    "    max = np.nanmax(np.hstack((impedance.real, -impedance.imag)))\n",
    "\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 2, figsize = (6,3), tight_layout = True)\n",
    "    bias = np.round(np.average(AllEISData.loc[AllEISData['fname'] == file, ' Voltage (V)']) + E_ref + 0.059*pH, 2)\n",
    "    fig.suptitle(f'{file} \\n $E$ = {bias} + {potential_shift} V vs RHE')\n",
    "    ax[0].set_title('A) impedance spectrum')\n",
    "    ax[0].tick_params(which='both', direction = 'in', bottom = True, top = True, right = True, left = True)\n",
    "    ax[0].plot(impedance.real, -impedance.imag, marker = 'o', fillstyle = 'none', linestyle = 'none', color = 'black')\n",
    "    ax[0].plot(fit.real, -fit.imag, linestyle = '-',  marker = 'x',   color = 'red')\n",
    "    ax[0].set_xlim(min, max)\n",
    "    ax[0].set_ylim(min, max)\n",
    "    ax[0].set_ylabel(r'$-Z^{\\prime\\prime} \\ (\\Omega)$')\n",
    "    ax[0].set_xlabel(r'$Z^{\\prime} \\ (\\Omega)$')\n",
    "    ax[0].axhline(y=0, color='black', linestyle='-')\n",
    "    ax[0].set_aspect('equal')\n",
    "    ax[0].yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "    ax[0].xaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "    params = [param.value for _, param in out.params.items()]\n",
    "    errs = [param.stderr for _, param in out.params.items()]\n",
    "    names = []\n",
    "    info_string = ''\n",
    "    ic = 1\n",
    "    for param_name, param in out.params.items():\n",
    "        if 'R' in param_name:\n",
    "            prefac = 1\n",
    "            unit = r'$\\mathrm{\\Omega}$'\n",
    "            names.append(f'{param_name} (Ohm)')\n",
    "        elif 'L' in param_name:\n",
    "            prefac = 1e6\n",
    "            unit = r'$\\mathrm{\\mu H}$'\n",
    "            names.append(f'{param_name} (H)')\n",
    "        elif 'C' in param_name:\n",
    "            prefac = 1e6\n",
    "            unit = r'$\\mathrm{\\mu F}$'\n",
    "            names.append(f'{param_name} (F)')\n",
    "        if param.stderr == None: \n",
    "            err = np.nan\n",
    "        else: \n",
    "            err = np.round(param.stderr*prefac, 1)\n",
    "        param = np.round(param.value*prefac, 1)\n",
    "        info_string += f'{parameters[ic-1]} = {param} ± {err} {unit}   '\n",
    "        \n",
    "        if ic % 3 == 0: \n",
    "            info_string += '\\n' # add a line break to the label\n",
    "        ic += 1 \n",
    "\n",
    "    print(info_string, vary_L)\n",
    "    fig.text(x=0.2, y=-0.2, s = info_string, color='black')\n",
    "    sample = get_prep_label(file)\n",
    "    EISParams = pd.DataFrame({\n",
    "        'fname':     np.full(len(names), file), \n",
    "        'parameter': names,\n",
    "        'value':     params,\n",
    "        'error':     errs, \n",
    "        'potential': np.full(len(names), np.round(np.average(AllEISData.loc[AllEISData['fname'] == file, ' Voltage (V)']), 2)),\n",
    "        'sample':    np.full(len(names), sample),\n",
    "        'model':     np.full(len(names), '2-ladder'),\n",
    "        'cell':      np.full(len(names), 'sXRD')\n",
    "    })\n",
    "\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z' fit 2-ladder (Ohm)\"] = fit.real\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z'' fit 2-ladder (Ohm)\"] = fit.imag\n",
    "\n",
    "    AllEISParams = pd.concat([AllEISParams, EISParams])\n",
    "    #############################################\n",
    "\n",
    "    covariance = out.covar\n",
    "    try:\n",
    "        correlation = CalculateCorrelation(covariance)\n",
    "\n",
    "        ax[1].set_title('B) correlation')\n",
    "        ax[1].tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True)\n",
    "        if np.shape(correlation) == (6,6):\n",
    "            parameter_mask = np.full(np.shape(parameters), True)\n",
    "            parameter_mask[0] = False; \n",
    "            print(parameter_mask)\n",
    "\n",
    "        else:\n",
    "            parameter_mask = np.full(np.shape(parameters), True)\n",
    "            parameter_mask[0] = False; \n",
    "            parameter_mask[1] = False;\n",
    "            parameter_mask[-1] = False;\n",
    "\n",
    "            print(parameter_mask)\n",
    "        c = ax[1].pcolormesh(parameters[parameter_mask], parameters[parameter_mask], correlation, cmap='RdBu', vmin = -1, vmax = 1)\n",
    "        for i in range(correlation.shape[0]):\n",
    "            for j in range(correlation.shape[1]):\n",
    "                if correlation[i, j] > threshold:\n",
    "                    ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "                if correlation[i, j] < -threshold: \n",
    "                    ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "        ax[1].set_aspect('equal')\n",
    "        for label in ax[1].get_xticklabels():\n",
    "            label.set_rotation(45)\n",
    "        cbar = fig.colorbar(c, ax=ax[1], shrink=0.8)\n",
    "        cbar.set_label('correlation')\n",
    "        plt.savefig(fname = f'{file[:-4]}_corr_RS_2ladder.tif', dpi = 600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "        plt.show()\n",
    "    except ValueError:\n",
    "        pass\n",
    "    finally: \n",
    "        with open(f'{file[:-4]}_output_RS_2ladder.txt', 'w') as f: \n",
    "            f.write(out.fit_report())\n",
    "    matrices[file]= correlation\n",
    "\n",
    "# Convert each to DataFrame\n",
    "for name, mat in list(matrices.items()):\n",
    "    if np.shape(mat) == (4,4): \n",
    "        #RS, RL, L are not fitted and are not included in the matrix\n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0:2] = False; parameter_mask[-1] = False\n",
    "    else:\n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0] = False; \n",
    "    matrices[name] = pd.DataFrame(\n",
    "        mat,\n",
    "        index=parameters[parameter_mask],\n",
    "        columns=parameters[parameter_mask],\n",
    "    )\n",
    "\n",
    "\n",
    "matrices = pd.concat(matrices, axis=1)\n",
    "matrices.to_parquet('CorrelationMatrices2Ladder.parquet')\n",
    "#add the label\n",
    "AllEISData['label'] = (\n",
    "    AllEISData['fname'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'7': 'pristine', '8': 'annealed', '11': 'pristine', '12': 'annealed'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the label\n",
    "AllEISParams['label'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 'pristine', '12': 'annealed', '7': 'pristine', '8': 'annealed'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the edgecolor\n",
    "AllEISParams['edgecolor'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 'blue', '12': 'red', '7': 'blue', '8': 'red'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the potential shift\n",
    "AllEISParams['potential shift'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 0.010, \n",
    "          '12': 0.040, \n",
    "          '7':  -0.025, \n",
    "          '8':  -0.020})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "AllEISData['potential shift'] = (\n",
    "    AllEISData['fname'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 0.010, \n",
    "          '12': 0.040, \n",
    "          '7':  -0.025, \n",
    "          '8':  -0.020})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "\n",
    "AllEISData[\"potential RHE\"] = np.round(AllEISData[' Voltage (V)'] + AllEISData['potential shift']   + E_ref + 0.059*pH, 3)\n",
    "AllEISParams[\"potential RHE\"] =np.round(AllEISParams['potential'] + AllEISParams['potential shift'] + E_ref + 0.059*pH, 3)\n",
    "\n",
    "AllEISData.to_parquet('AllEISData_sXRD.parquet')\n",
    "AllEISParams.to_parquet('AllEISParams_sXRD.parquet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit with one Time Constant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_ref_info: E = 0.205 V\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.2 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 889.0 ± 42.0 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 184.1 ± 72902.7 $\\mathrm{\\mu F}$   $L$ = 3791611.6 ± 57609809815.8 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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PKVOmDGvXrs30sGfG1ywtM0rGYxmD5gfl4+MDQK1atcyO16pVK1N2j6xYeo2zU7VqVapWrUpISAgTJkygevXqzJ49m8mTJ5vV+/LLL2nevHmmPqbZsWMHHTp0YOrUqQwdOjRTv65cuWJ27MqVK9ja2uLh4WE6ltPXPX0GhypVqtCqVSu++uornnnmGb766iv69euX5X+IrfH19eX48eNs3ryZX3/9lTfeeIMpU6awZ88enJyc6NixI7a2tqxZs4bWrVvz66+/smHDhvu+jhBFlcz5FUWao6MjAQEB+Pv75+hp8oYNG3LlyhW0Wi0BAQFmW/pMAwaDgb1795r2o6OjuXjxIo888ohZe3v37uXgwYNZjiI9TGl/wBMTE3NUf+TIkXzzzTds2bKFmjVr5vg6lStXxtvb22yeYFJSEtu3b8/VPOdBgwYRGRlpGiXMqEKFCqbvj7+/v8U6devWpX///pnm7f73338cO3aM8ePH06ZNGx555BFu3LhBSkqKqU7Pnj3R6XS8//77mdpdtWoVp06deigZH/7++2+zlHy7d+/Gzs6OqlWrUqtWLezt7Tl37lymn9G012Dnzp1UqFCBSZMm0aRJE6pVq8a5c+fyvJ/3q1KlSpQvX57jx4+bHT9x4oTV79/D6oejo2Om34uLFy+yfv16q7+vv/32G+3bt2fy5MkWM5Y0a9bM7HcAYNOmTTRu3Pi+sllYExISwpo1a1i9ejUnTpwwS9eW3iOPPIK9vX2Wc6kdHBzo2LEjH3/8Mfv27ePIkSPs3LkTMH7CFBwczLJly/juu+/w9vYuEan6hEgjI7+iRGnTpg2BgYF06dKF9957j5o1a3L58mV++eUX2rRpw5NPPgmAra0tr732Gp988gmlSpXi9ddfp3bt2pmmPHz55ZdUq1btgf5wKKW4fPlypuOenp4WpyIEBQXRu3dvGjduTNmyZTl69Cjjx4+nZs2amYJyS4YPH86SJUtYvXo1bm5upms7OzubfQRviUaj4bXXXmPGjBnUrFmT6tWrM336dJydnenTp4+pXnR0NHFxcaYR3LRpHQEBARav0b9/fzp16kSZMmWy7X9Wpk6dSvXq1QGoU6cOAG5ubnh4eDBv3jx8fX25cOECb775Jra29972fH19+fDDDxk5ciR2dnYMGDAAR0dHNm3axFtvvcVzzz1HcHBwrvpmSUpKCi+++CKhoaFcvHiRsWPH8tJLL5k+qRg9ejSjR49GKUWLFi1ITExk9+7daLVaBg8eTPXq1blw4QLLli2jWbNmbNiwIcf5nnMjLi6O6Ohorl+/DsCpU6coU6YM3t7eeHt7o9FoePPNNwkLC6NevXo0aNCA77//nt27d/P555/n+DrXr1/P9Lth7ed08uTJ3Lp1iw4dOuDv78/169f59NNPSUxMpHPnzmZ1v/rqK5ycnCw+WBkZGUnHjh0ZNmwYffr0MV3fxsbGNE1qyJAhfP7557z22mu8/PLL7Ny5k0WLFuXZa9+tWzeGDx/Oiy++SNOmTU0/ywA1a9ZkxIgRjBgxgtKlSzNy5EjGjRuHvb09LVq04L///mP//v0MHTqURYsWkZKSwmOPPYazszPfffcdOp2OatWqmdrr168frVu35syZM/Tu3VtSqYmSpaAnHQvxoCylOksvLdVTRgkJCerVV19VFSpUUDqdTlWsWFE999xz6tSpU0qpe2nIVq9ebUoj1KJFC3Xy5MlM7Tg5OZkelLsfaQ+8WdrSrpPx/mbMmKECAwNV2bJllb29vfL391chISEqOjo6R9e0dr2wsLAcnW8wGFRYWJjy9vZW9vb2qkWLFurvv/82qzNgwACL10h7MCq7B9ru94G39N566y0FmD28tXnzZlW7dm1lb2+vateurX755Rfl5OSkFi5caHbu+vXrVVBQkHJ2dlb29vaqbt26atasWZlSgJGHqc6mTJmiPD09lZOTk+rfv7+6efOmqY7BYFCffvqpeuSRR5SdnZ3y8PBQbdq0MXvAcezYscrDw0M5OTmpbt26qfDwcLOHDC39/Fvq53PPPad69OiRo75b+7nN+DP07rvvKl9fX+Xo6KiaNGli8UFRa6z9nE6YMEEplfmBty1btqiePXsqPz8/ZW9vrzw9PVVQUJBat26dWbsGg0FVqlRJDR061OJ1rf3s+vv7m9WLjIxUDRo0UHZ2dqpSpUqZHjqz9ABh7dq1M71G5cqVU5999lmmfrzyyisKUF9++WWm1yV9G6mpqeqdd95RlStXNr2PpaWYW7VqlXr88ceVq6urcnR0VI0bN1Y//vhjptfD399fAergwYMWXxMhiiuNUnmU9V+IYmLRokWMGDEix1MJhBBCCFF0yOccQgghhBCixJDgV4iHoHbt2qY5ihm3ZcuW5fn1oqOjrV7P2dk52yftt2/fnuX5Iueyeh0tZaQoLPLjZ2DGjBlW22/fvn2eXEMIIbIj0x6EeAjOnTtntuJTeuXKlaN06dJ5er2UlJRMacLSq1SpktmDXhndvn2bCxcuWC2/37RTJdmpU6esllWoUIFSpUrlY29yLj9+BuLi4oiLi7NYVqpUKYvp5oQQIq9J8CuEEEIIIUoMmfYghBBCCCFKDAl+hSihWrdujUajybR16NDhoVzvt99+o3PnzlSoUAGNRsOiRYtyfO6lS5cYMGAAnp6eODg4UKtWLbZt22Yqv3HjBq+99hr+/v6UKlWK5s2bs2/fvodwF9kLDw+ncuXKODg40KhRoxzP883uvHfeeYcmTZrg4uKCp6cnnTp14vDhw6byyZMnZ/peZrf6XufOna0ukfvPP/+g0WjYuHFjjvqfWwMHDjT129bWFj8/P4YOHcq1a9cy1Xv22Wcznf/HH3+g0WhM03/St5d+e/zxx/PjdoQQhZgEv0KUUH/++Sdvv/02ly5dMtu+/fbbh3K9xMRE6tSpY1o4JKeuX79OYGAgSinWr1/PP//8w2effWa2Il9ISAgbNmzg66+/5u+//6Zt27a0adMmyzmsGQ0cODDTUrj367vvvmPkyJGMHz+eAwcO0Lx5c9q3b5/tA4c5OS8yMpJhw4bx+++/s2XLFmxtbWnTpo3ZHNoaNWqYfS///vvvLK87aNAgtm7danG++IIFC/D398+0sMvD1KZNGy5dusTZs2eZP38+P/74I8OGDct1e+m3n376KQ97LIQokgowx7AQooCcOnVKAWrHjh0Fcn1LC01YM27cONW8eXOr5bdu3VI2NjZq9erVZscbNmxoWhghJwYMGJDjBT+sadq0qQoJCTE7FhAQoMaOHZvn5924cUNptVq1du1apZT1RV2yotfrlbe3twoNDTU7fufOHeXl5aWmTJli8by5c+cqLy8vlZKSYna8d+/eqlOnTkoppbZt26Yee+wx5eTkpFxcXFSTJk0yLYqSnqVFa0aNGqXc3d2zraeUUvv27VOAOnPmTJb1hBBCRn6FKIH279+PjY0NDRo0yPE5WaWpepipvFavXs1jjz3Gc889h5eXF/Xr1+fzzz9H3X1WNyUlhdTUVBwcHMzOK1WqFDt27Mjz/lhz584d9u/fT9u2bc2Ot23blt9//z3Pz7tx4wYGgwE3NzfTsdOnT1O+fHkqV67M888/z+nTp7Pss62tLQMGDGDRokUYDAbT8R9//JGrV6/ywgsvWDwvODiY+Ph4Nm3aZDqWmJjImjVr6NevHykpKXTp0oUnnniCgwcPsmfPHl577TWLy3Zbc/r0aX755Rd0Ol2OzxFCiJywnvtICFFs7d+/n9TUVLOpAwDt27cnIiLC4jlDhgyhV69eWbb7MFJVnT59mvDwcF5//XXGjh3LX3/9xSuvvALAiBEjKF26NM2aNWP69OnUqVMHb29vvvnmG3bt2pWvKdquXr1Kamoq5cqVMzterlw5fv311zw/b+TIkdSvX59mzZoB8Nhjj7Fo0SJq1qxJTEwM06dPp3nz5hw5coSyZctabWfQoEHMnDmTX3/91RSAL1iwgLZt2+Lr62vxHDc3Nzp06MCyZct45plnAON/UmxtbencuTMJCQlcv36dTp06UbVqVQBq1qxptQ9pfvnlF5ydnUlNTSUpKQmAjz76yGq99NIH71nVGz58ODNnzsy2L0KI4kuCXyFKoD///JMePXrw7rvvmh13dXW1eo67uzvu7u4Pu2uZGAwGGjduzDvvvANAgwYNOHnyJF988QUjRowAYMmSJbz44otUrFgRGxsbGjZsSO/evdm/f7/VdmfMmMGMGTNM+8nJyWg0Gj744APTsZ9//pknn3wy07nLli3j5ZdfNquXFuTlh1GjRrFjxw527NhhGk3NuEjE448/TpUqVfj6668ZNWqU1baqVatGy5Yt+eqrr2jbti0XL15kw4YN2c797tevHwMGDODWrVs4OjqybNkyevTogYODAw4ODgwcOJB27drRunVrWrduTc+ePfHz88uyzRYtWvDll19y+/Zt5s2bR1RUFK+++qrVeukdPnyYbt26ZVuvTJkyWfZBCFH8ybQHIUqgP//8k8DAQAICAsw2T09Pq+cU1LQHHx8fatWqZXbskUceMXsYrGrVqmzbto3ExETOnz/P3r170ev1VKlSxWq7Q4YM4a+//jJtnTt3znSscePGFs/t3LlzpnoeHh7Y2Nhw5coVs7pXrlzJMuvC/Z73+uuv880337Bly5Ys78/Z2ZnatWtz8uRJq3XSDBo0iNWrVxMXF8eiRYtwd3enS5cuWZ7TsWNHbG1tWbNmDTExMfz666/069fPVL5w4UL27NlDixYtWLt2LTVq1GDDhg1Ztuno6EhAQAB169bl008/5datW0ybNs1qvfRbxYoVc1TPw8Mj29dDCFG8ycivECXMmTNniIuLu6/5vlBw0x4CAwM5fvy42bETJ07g7++fqa6TkxNOTk5cu3aNDRs28N5771ltN+NIdunSpXF3d8/RVInSpUtbXKWvUaNGbNq0ieDgYNOxTZs20aNHD6tt2dnZ5fi8kSNH8t1337F169ZspxEkJSVx7NgxWrVqle399OzZk1deeYWlS5fy1Vdf0b9//2zn2trb2xMcHMyyZcu4evUq3t7eBAUFmdV59NFHefTRRxkzZgzt27fn66+/pl27dtn2J01YWBjt27dn8ODBlC9fPsfnCSFEViT4FaKESZsK4O3tzeXLl83KPDw8rC6DnNtpD4mJiaalfw0GA9HR0fz111+4u7ubPg7//PPP+fzzzzl27JjpvNdff53mzZvz9ttv89xzz3HgwAE+/fRTsykLGzZswGAwULNmTU6dOsWbb75JzZo1rT6w9bCMGjWK//3vfzRt2pTAwEDmzJnDxYsXGTJkiKmOpXvMyXnDhw9nyZIlrF69Gjc3N9P3Lm3UffTo0XTq1Ak/Pz9iYmKYNm0aN2/eZMCAAdn2u1SpUvTp04fJkydz7do1Bg0alKP77devH61bt+bMmTP07t0brdb4YeKZM2eYO3euKa/z6dOnOXToEEOHDs1Ru2mCgoKoVasW06dPJzw8/L7OBeNUlow/4zY2Nll+wiGEKAEKOt2EECJ/jR07VgGZNo1Go65du/bQrrt161aL1x0wYICpTlhYmLL0trRu3TpVr149ZW9vr6pVq6Y++eQTZTAYTOXfffedqlKlirKzs1Pe3t5q+PDh6vr16/fVv7xIdaaUUl988YXy9/dXdnZ2qmHDhmrbtm1m5dbuMbvzLL12gKnPzz33nPLx8VE6nU6VL19ede/eXR05ciTH/d6/f78Cskwrl5HBYFD+/v4KUAcPHjQdv3z5surWrZsqX768srOzU76+vurNN99Ud+7csdqWtdRky5YtU3Z2durs2bNZ1rOU6szS61WhQoUc358QonjSKHU3X5AQQgghhBDFnDzwJoQQQgghSgwJfoUQQgghRIkhwa8QQgghhCgxJPgVQgghhBAlhgS/QgghhBCixJDgVwghhBBClBgS/AohhBBCiBJDgl8hhBBCCFFiSPArhBBCCCFKDAl+hRBCCCFEiSHBrxBCCCGEKDEk+BVCCCGEECWGBL9CCCGEEKLEkOBXCCGEEEKUGBL8CiGEEEKIEkOCXyGEEEIIUWJI8CuEEEIIIUoMCX6FEEIIIUSJIcGvEEIIIYQoMST4FUIIIYQQJYYEv0XIK6+8wuTJk7Oss337dpydnUlNTc2fTt2HihUrsmjRooLuhhBC5EpO3osLk4EDB9KvX79ctVGY/7YIcb8k+C1kFi5ciEajYezYsZnKJk2axKxZs7hw4YLV85988kkSExOxsbF5mN0UeWzy5Mk88cQTBd0NIUq8oKAg7OzscHZ2xtnZmQoVKjBixAhu375tqpOT9+KizFKwLH9bRHEiwW8hEx4eTtmyZfnqq69ITk42K/Py8qJt27aEh4cXUO9EQVJKkZKSUtDdEKLYe+utt0hMTCQxMZGdO3eyefNmpk6daioviPfiO3fuZDqWmpqKwWDItz4IUVxI8FuI7Nu3jz/++IOlS5cSHx9PREREpjrPPPMMK1eutNpGZGQkGo3GFCSljSiGhobi4+ODi4sLb731FteuXeO5557D1dWVSpUqsWbNGlMbixYtomLFinzyySdUrFiRsmXL8uKLL5KYmGiqc/36dYYOHYq/vz9ly5alQ4cOnD592lSemJjIoEGDKFu2LBUqVOCTTz4x62dSUhLBwcFUqFCB0qVLU6NGDb744guzOpUqVWLq1Kl06NCB0qVLU7VqVVatWmVWZ/369Tz++OO4ublRtmxZevbsaSq7cOECffr0oUKFCnh5edG7d29iY2OtvnZbt26lcePGuLq6UrZsWQIDA7l27RpgHAnp1asXISEhlClTBj8/P9577z2z848dO8azzz5LuXLlqFChAsOGDePmzZum8ri4OIYNG0blypUpXbo0NWvWZMOGDSxbtowZM2awa9cu02jT9u3bOXv2LBqNhgULFvDoo4/i6OjIH3/8YXFUJigoiIkTJ5r2NRoNn3zyCc2aNcPJyYlHH32Uv//+m4iICGrUqIGLiws9e/Y0+54KITKrVKkSzzzzDIcOHTI7nt17McCuXbt46qmn8PDwwN3dnVatWplGkC9cuECvXr0oV64c5cqV47nnnuPixYumc9Pec4YOHYqnpyddunQxvb9/++23VK9eHUdHR2JiYrJ9P84oNDSU6tWrU7p0aXx9fXnllVe4desWADNmzGDZsmV89913pvej6OjoTH9bUlNTef/996levTqurq40btyYn3/+2XSNtPo//PCD6VpPP/10sR0tF0WMEoXGwIEDVf369ZVSSj333HOqWbNmmers27dPAerGjRsW29i6dasClF6vV0opFRYWpmxtbdWsWbPUnTt31N69e5Wtra1q1KiR+u2331Rqaqr68MMPlZubm7p586ZSSqmFCxcqGxsbNXDgQJWYmKj+/fdf1bhxYxUSEqKUUspgMKigoCDVp08f9d9//6mkpCT11ltvqUceeUTduXNHKaXUSy+9pBo0aKDOnz+vEhMT1cCBA5WNjY1auHChUkqpW7duqa+++kpdu3ZNpaamqnXr1ik7Ozv1yy+/mO7F399f+fr6qv3795v6Wbp0aRUfH6+UUmrjxo3KwcFBff/99yo5OVndvn1b/frrr0oppZKSklSNGjXUG2+8oRITE9WNGzdUv379VJs2bay+/uXLl1dfffWVMhgMKjk5Wf3+++8qMTFRKaXUgAEDlK2trZozZ466c+eO2rVrl3Jzc1NLly5VSikVGxurPDw81EcffaSSkpJUbGysat26tdlr9uSTT6r27durc+fOKYPBoKKiotSRI0dM36fAwECz/pw5c0YBqnnz5io6OlqlpKSopKQkNWDAANW3b1+zui1btlQTJkww7QOqfv366vTp0yo5OVkFBwerKlWqqIEDB6qEhAR1+fJlVaVKFTVjxgyrr4cQJVHG36VTp06pGjVqqHfffdesXnbvxYcPH1YODg7q888/Vzdv3lTJyclq69atKikpSaWkpKj69eur559/Xl2/fl1du3ZNBQcHq0aNGqmUlBSl1L33nAULFqg7d+6omzdvmt7fu3btqq5evWpqK7v344zvGYsXLza9Dx0+fFhVrVpVjR071lRu6T0m49+WDz74QFWoUEHt379f6fV69c033yidTqf2799vVr9Pnz7q+vXr6vr166p58+aqf//+D/qtESLPSPBbSMTFxalSpUqp8PBwpZRSmzdvVoD666+/zOqdOHFCAercuXMW27EU/FapUsWsTv369dXgwYNN+1evXjW71sKFC5VWq1XXr1831fnpp5+UTqdTKSkpav/+/Uqn05m96aekpCgHBwe1fft2lZqaquzt7dXatWtN5devX1cajcYU/FrSuXNnNWrUKNO+v7+/mjJlimk/MTFRAWr37t1KKaU6duyohg8fbrGtFStWqPLlyyuDwWA69u+//ypAnT9/3uI5lSpVUhMmTFD//vtvprIBAwaohg0bmh1766231FNPPaWUUurDDz9Ujz/+uFn5jh07lJ2dnUpJSVH79u1TGo1GxcTEWLx2VsFv+v8QpPUlJ8Hv4sWLTfurV69WgLp48aLp2IgRI1TXrl0t9keIkqply5bK3t5eubq6KicnJwWoJ598UiUkJJjVy+69ePjw4apjx44Wy37//Xel0WhUXFyc6djVq1eVRqNRu3btUkoZf88zvqekvb8fO3bMdCy79+O0tjK+Z6T30Ucfmb2/5ST4rV69upo1a5ZZnc6dO6uXX37ZrH761+fzzz9XNWvWtNoPIfKLTHsoJNIedOvbty8ArVq1IiAgINOcsvj4eADc3d1z3LaPj4/ZvpOTk9kxJycnAG7cuGE65ubmhqurq2m/cuXK6PV6rly5wsmTJ0lJSaFixYqUKVOGMmXKULZsWQDOnz9PbGwsycnJVK5c2XS+q6urWZ+Tk5MZPXq06SOzMmXK8PPPPxMTE2PW1/Lly1vt55kzZ6hRo4bFez558iRXrlzBzc3N1MfatWtjb29PdHS0xXPWrl3L6dOnadSoEQEBAYSFhZnNsU1/P2n758+fN11v//79pmuVKVOGDh06oNFouHz5MmfOnMHNzQ1PT0+L185KxuvmlKXvccZj6b/nQgij0aNHc/36dRITE4mJiaFcuXK0a9fOrE5278VZvT+dP38ed3d33NzcTMfKli2Lm5ub2fuTtd/99Mezez+2ZO7cuTRs2JCyZcvi6urKhAkTMr33Zuf8+fNUrVrV7FhAQECm99eM7+HyniMKA9uC7oAwPsg0Z84c7ty5Q/Xq1U3H4+PjWbZsGe+//z4uLi4A/P3339SoUQNnZ+eH2qdr164RHx9vCoDPnj2LTqejXLlyeHt7Y2dnR2xsLDqdLtO5BoMBe3t7zp49S506dUz3kjZ/FuCjjz7ixx9/5Mcff6RatWpotVq6dOmCUirHfaxUqRInTpywWObt7Y2/vz9RUVE5bq9u3bosX74cgL/++ot27dpRsWJFXnrpJdNrkN7Zs2epWLGi6XpPPPEEW7ZssdrXa9eucfXqVTw8PDKVa7XW/x+asax06dL8+++/ZsfSzxUUQuQdT09PBgwYQKdOnfjvv/9MgWV278VZvT/5+vpy7do1rl27ZgqA4+LiuHbtGn5+fqZ61t4X0h/P7v04o127djFixAg2btzIE088gU6n4+OPP+bDDz/M9roZ7yHj+2tUVJRZ/4UorGTktxDYtGkTJ0+eZOPGjfz111+mLe0Bi6+//tpU95dffqFbt24PvU8ajYY33niDmzdvcvHiRcLCwvjf//6HjY0NTzzxBHXq1GHo0KGm0YJr166xYsUKbt26hVarpV+/fkyePJkLFy5w8+ZN3njjDTQajan9+Ph47O3t8fT0xGAwEBERwcaNG++rjyNHjmTBggWsWLGCO3fukJSUxObNmwHo3r07er2eSZMmmUZoYmJi+O677yy2defOHRYuXGh6IM7V1RUbGxtsbe/9//DgwYPMnz+flJQU9u7dy7x583jhhRcAeOGFFzhw4ADh4eHcunULpRTnz59n9erVADRu3JjmzZvzwgsvmALXM2fO8M8//wDGP2DR0dEkJSVle9+NGzdm69atHDt2DL1ez6xZszhz5sx9vXZCiJy5du0aS5YswdfX1xT4QvbvxUOHDmXTpk3MmTOH27dvo9fr2bZtG8nJyTRt2pQ6deowYsQIEhISiI+PZ/jw4dSvX58mTZrcV/+yez/OKD4+HhsbGzw9PdHpdPz55598/vnnZnW8vb2JiorKMqdvSEgIH3zwAX/99RcpKSl8//33/PTTT4SEhNxX/4UoCBL8FgKzZ8+mTZs2tGrVCm9vb9NWrVo1QkJCmD17NgCxsbFs2LCB4cOHP/Q+eXt7U7duXapXr06dOnV45JFHmDVrFgA2NjZs2rQJR0dHHnvsMUqXLs2jjz7KqlWrTAHuxx9/TN26dU1t1K1bF29vb1P7o0ePxtfXF39/f8qXL8/mzZvp2rXrffWxbdu2fPPNN7z77rt4enpSsWJF5s6dCxhHR3ft2kV0dDR169bFxcWF5s2b89tvv1lt74cffqB27do4OTnRsmVLBg4cyIABA0zl3bp1Y/fu3Xh4eNCjRw9Gjx5tyrrg5+fHrl272LRpE1WrVqVMmTK0a9eOv//+GzD+Z2LNmjX4+PjQrFkzSpcuTYcOHUwfSz733HPUqFGD8uXLU6ZMGXbs2GG1n3379uX555+nefPm+Pr6cv36dQIDA+/rtRNCWPfee++ZMh1Ur16dW7dumWUyyMl7cZ06dfj111/55ptvKF++POXKlWPq1KkYDAZsbGxYt24dycnJBAQEUK1aNVJSUli7du1959HNyftxem3btmXIkCEEBQXh6urK+PHjzd7nAAYPHgyAh4cHZcqUsThVbNSoUQwfPpyePXvi7u7OzJkzWblyJY0bN76v/gtREDTqfj5nFgXq1Vdfxc3NjSlTpjzU6yxatIiJEydm+mi9JBs4cCApKSksXbq0oLsihChg+fVeLIR4OGTObxHy6aefFnQXhBCixJP3YiGKNpn2IIQQQgghSgyZ9iCEEEIIIUoMGfkVQgghhBAlhgS/QgghhBCixJDgVwghhBBClBgS/AohhBBCiBKj0Aa/u3btQqvVMn36dMCYe9bW1taUeNzZ2dks8fa+ffuoV68ejo6OtGzZknPnzhVU14UQQgghRCFVKPP8GgwGXn/99UzLPAYFBfHrr79mqp+cnEz37t0JCwujX79+TJs2jX79+rF9+3aL7Xt7e5OYmGi24lh6tra2973KjhAi51JTU0lJScl0/NKlSzg5OZmWaRV5z9vbm5s3b+Ln51fQXRFCpBMdHY2TkxOXL18u6K4Ue4Uy+P3yyy957LHHiI+Pz1H9yMhI7O3tTWuKT5gwgY8//pgzZ85QuXLlTPVv3rxJUlISUVFRFtvz9PTE09PzwW+gGEpNTSUuLs607+7uLv9ByEJJf70SEhL4999/qVChAq6urpnK4+LiiI2NtXhucnIyMTExeHl5Pexulkg3b97kzp07KGXIl+ulpKRy7do1076bmxu2tvnzu3A8+r98uQ4AyoDS3zbtanSlQJM/H64aUvX5ch0AlAFS7tzbt7XLt/vMNwV1j8m3Hv41BFAIg9///vuPWbNmsXv3bl577TWzst27d1O2bFnKlSvHq6++ypAhQwA4evQo9erVM9VzdHSkatWqHDlyxGLw6+fnx6VLl8zekNMbNmwYkydPzrN7Kg6OHDlCnTp1TPtbt26ldu3aBdijwq2kv16RkZG0atWKl19+mUmTJmUqnzx5stWlYVNTU4mNjZXg9yHx8/NDKQN//vFHvlzv6NGjNGrS1LS/4eefqFWrVr5cu3z3D/PlOgCpiTEk7PzCtF+66QvYOOfPz3DilbP5ch0AdfsaKcdXm/ZtA55BU8ot366fHwrqHvXHVuHnV/6hX0cUwjm/EyZM4LXXXqNMmTJmx1u2bMnhw4eJjY1l4cKFTJ06lRUrVgCQmJiIi4uLWX0XFxcSExPzq9tCFEt6vZ7IyEhWrlxJZGQken3ORpgCAwPx9vZm/vz5OT5HCCGEyA+FKvg9cOAA+/bt46WXXspUVrlyZSpVqoRWq+Wxxx7j1VdfZeXKlQA4OzuTkJBgVj8hIQFnZ2er18r4Uezq1as5fPgwhw8fZtiwYXlwN0IUXXq9nmnTpuHn50erVq3o0aMHrVq1wt/fn2nTpmUb0Op0OoYNG0Z0dDQhISGZ6r/00kt06tQJgFdeeYXVq1c/rFsRQgghzBSqaQ/btm3j+PHjVKhQAYD4+HhsbW2Jiopi4cKFZnW1Wi1pKzPXqlWL8PBwU9nt27eJiorK8mPmjPMvAwICStTH0kJYo9fr6dq1Kz/99BN+fn5MnTqVqlWrEhUVxfz58wkNDWXPnj2sWrUKnU5ntZ2xY8eyZ88eFi9eTGRkJCEhIVSpUoWoqCgWLFhAdHQ0HTt25MMPP+TEiRP5eIdCCCFKskIV/A4ePJjnn3/etD9y5EgqV67M2LFj+eWXX2jUqBGenp78+eeffPrpp3zwwQeAMQvE7du3+eqrr+jbty9vv/02jRo1sjjfVwiRtXfffZeffvqJ/v37M3/+fLMAd+zYsYSEhLB48WJmzpzJxIkTrbaj0+lYtWoVM2fOJDw8nNDQUFOZj48P06ZNY8yYMVkG0EIIIUReK1TTHhwdHfH29jZtpUqVwtnZmTJlyrBp0yZq166Nk5MTzz//PGPGjDEFyvb29qxatYpZs2ZRpkwZfvvtN5YuXVrAdyNE0aPX6wkPD8fPzy9T4AvGgHb+/Pn4+fkRHh6eo+kPEydO5Ny5c2zdupXdb7xB5KZNnDt3jokTJ1oMfF0stCOEEELklUI18pvRokWLTF9/+OGHfPih9Sd3mzRpwqFDh3Lctq2tLWFhYaZ9SW2WNU9PT3m97kNRfb127tzJ5cuXmTp1qtURWZ1OR0hICKGhoezcuZOgoKBs29XpdATFxsKHH0J0NLRsaVbu6enJlIkTWfz++9gnJxeZ10tkz8PDgwnjx5ntF0canSMOVYPM9oslWwe05eqb7Rc7JeEeS7hCHfw+TDY2NpLO7D54eXnJ63UfiurrlZabuGrVqlnWq1Kliln9HOnaFYKDISLCuL9sGdwNsL3c3Ag9fpzvkpPBxUXSnBUjXl5eTJwwoaC78dBp7Z0pFdCqoLvx0Gl0pbDxaVDQ3XioSsI9lnQlNvgVQmTm7u4OYHUBmDSnT582q58jOp0x4AXzABigb1/jMRcXuPvAqxBCCPEwFKo5v0KIgpWT/Lx6vZ758+fj4+NDYGDg/V0gLQDu3t0Y7DZuDLVqGb8uVw6Sk0GjyYM7EUIIISyT4FeIYupBFqjQrV7NiJdftpqfV3/rFnPatCE6Opphw4blLFPD7duwZw988QW88AI0agSrVhnLDh2CU6eMX1+5Ygx+hRBCiIdIpj0IUczo9XreffddwsPDuXz5sum4j48PQ4cOZezYsZaD1ogI6NWLcT16sLd9+0z5ec+cOEH9Dz7glVu3SGzYkNFjxmRuIykJ/v4b/vjDuO3fD4cPQ2pq1p0uVco4Anz8eC7vXgghhMiaBL9CFCO5WqDi7gNp2ogIVvXowbuTJ/P53LmEhoZiCywDngWO1q7N6O3b0SllDG7Tgtw//jAGvikp1jvo5gYNG8KFC3DsGLRrB46OxpHgKlXg1q2H9+IIIYQQSPArRLGSqwUq0j2Qpo2IYLxWy5unTvH7779TddIkKu7ejaFhQ2o1bAgtWhgD3Tt3rHfG1dU4xaFxY+PWqBFUrAj9+sHmzcbMD/LAmxBCiHymUWlrBJcgacsYHzlypIB7IkTe0ev1+Pn5YWdnx6lTpyxObdDr9QQEBKDX6zl37pzl6Q96PfTuDStWGEdj4+Lg+vWsL1669L1AN+3fKlVAm+6xAr3+XpCbFvimXf9uWe27AfCR+PgHfyFElmrXro1SBv7844+C7spDV7679dzwxUnilbMF3QWRB/THVlGrSnmJTfKBjPwKUUzkeoGK27dh40ZYuRJ+/dV47G5KMzPOzsapC+lHdQMCzANdS1avthz4GjtmPLZhAyQk3Nd9CyGEEPdDgl8hiokHWqAiIQHWrzcGvD/9ZH3ObdWqMHEiPPYYVK8ONjb338HgYPj+e+PcYkvBuU5nnPLgIgscCyGEeHgk1ZkQRU1EhHGaQAZpC06cOXHi3iISFlz6+29eAFq+9x54ekKfPvDDD/cCXweHe/Nun30WunWDqChjcBwQ8GCBb5rgYMuBbxqNRoJfIYQQD5UEv0IUJXfTkdG3b6YAODAwkIrlyvHo++8b66QPgP/9Fz7/HEOrVrw+cyZfAWX37Ln3wJqLi7HN776D9u2N2RiCg40jwt99d29ZYgvXFUIIUTzMnj2bhg0botPpmDx5stV6BoOB1157jTJlylCuXDk+/vjj/OtkHpBpD0IUUnq9np07dxIXF4e7uzuBgYHo7qYjM1se+O5Iqg7Y4OFBrStX2OvvT4MaNdC9954xgN2zB8jwv11PT+MUhO7d4amnjKOuffsa045lnJdraVninCxwIYQQosjw8fFh8uTJLF++PMt6c+bMITIykhMnThAfH09QUBD16tWjdevW+dTT3JHgV4hCJttFKhYtQgfmgShA377UOnKEc87OOJw7h+7RRzO1fR44UKkSHRYswLZlS/MpDBER2T+QllYvONi4CSGEKHRiYmKIjY21WObp6YmXl5fFsq5duwLw008/Zdn+kiVLGD16NF5eXnh5efHSSy+xePFiCX6FEPcvx4tUfP/9vQD46lXjtIaTJwHwT0w0a/MEsAL4rWxZAkeOZMzYsdhaGrXNyQNpy5ZJ4CtECaSS4tE4uD5weVFQ1O+xc+fOREVFARAbG2s1+K1evTrHc7ma5tGjR6lXr55pv27duqxbty5XbeYnCX6FKERyukjFe++/z4Tu3Y2LRWzdmrmh+vVJ7dKF/f7+/OviQrOyZRkdGGg1BZpJdkGtTieBrxAlTOqlAxhiDmFT6Sm0rr6Zyg3x50k9uwWtVz1sfBoUQA9zrzjcY1RUFEf/OYbG3gWVkmS13rVr13J9rcTERFzSPZzs4uJCYoaBl8JMgl8hCgm9Xk94eDh+fn6ZAl8w5uid/9FHVF27lv7TpkFqqnkD7u7w1lvQsydUrYoN0PTuJoQQD0IlxWOIOQTKQOrZLZAhOEwLClEGDDGH0LpVKdSjo5YUp3vU2LtiV6cXKRf+IPXS/od2HWdnZxLS5WRPSEjA2dn5oV0vr0m2ByEKibRFKkJCQjKP0J49C6NGoatcmdDr1/FNH/hWrw7PPGNciW3/fvDzy9d+i8IhKioKW1tbkpKsj/gIcb80Dq7YVHoKNFpTcGiIPw+YB4VotNhUeqrQBoVZKVb3qAGN1gZb77rY1Xk+06axdzGlxcyNWrVq8ffff5v2Dx8+bFo9tyiQkV8hCgmLi1Ts2gUffWTM2GAwmA4nAC5gzNTw7bfGg2lLB4NkYyiBDh48SI0aNXBwcMi2bkpKKkePHrVY5uHhYfVhGFEyaV19odJTpiAw9ewWlHs1DHEnzYJCS9MFior8vEelvw2WpiUYUknN+InefdOg1dmBzs5iqV5ri00WudpTUlJISUkhNTWVlJQUkpKS0Ol0mc7p168fH3zwAW3btiU+Pp558+bx9ddf57Lv+UeCXyEepogI6w+QgTFn7urVEBxs+t/46RMnjA+effwx7N5tXj8oiOjTp/GLjiamZUu8vv1W0pEJwBj8Pmohw4cl165do1ETyxNiJowfx8QJE/Kya6IYyBgcGv67+8BUMQh80+TXPRquHsNw5S+LZWmDIA9Ko9Gg1VoPbjUaTZbnT58+nSlTppj23377bRYuXEjVqlVp3769aV7v0KFDOXnyJNWqVcPOzo6xY8cWmUwPIMGvEA9P2oIUllKHgTHwTRut/f57Alu1Iqx0aQZOn24+n1enM67C9tprpPzzD359+rDWwYH2P/0k6ciEyaFDh3jssccKuhuiGNO6+hpHQ/+7lylA616tWAS+aYr+PWrQ2loe9U0rz8rkyZOtLm6R/oE2rVbLrFmzmDVr1v13sRCQOb9CPCzpF6TIuDJa+sC3Qwf47Td0lSsz+cYNKt4NfFXZsjBxIpw7B4sWoa9dmxd//plg4PDYsegcHTNfMy0A/v57CXxLmPsZ+RXiQRjizxunAaQ/FnfSND+2OCjy96gBjVZrdcsm9i0xZORXiIdED/w+eDBV//2XihERGAwGtN98YyxMC3wrVICffwalTOedd3Ji+s2bRJYqRT87O6ps2UJUVBQLFiwgOjqajh078ub48dYvLOnISpyEhATOnj2b4+DXzc2NDT9bTmLv4eGRl10TxUTGB7+06ebDWsqQUBTl1z1qPWqiLVMp0/GUM5vz4GE0DZospj1I9Gskwa8QeSzjCm22wDKg14oVHKtXj+rOzmj/+MNY+cKFeye2aQOvv45369b4vv8+N8LDCQ0NNRX7+Pgwbdo0xowZk32+XlGi/P3335QtW5by5cvnqL6trQ21atV6yL0SxYWljAdaV180Lr5mD4gV5QA4P+9RoysFulKZC7Q2WT6MlqO2NVlPe8huzm9JIcGvEHnI2gptJ48f5+C77/LosWPmJ9jZGefzvv463F0tRwdMnDiRMWPGsHPnTuLi4nB3dycwJ4tUiBLp4MGD1K5d2yzNmVarxc4uq7l/QmRPJcVbDArBcoYETY2uhTsVmAXF7R41uQygSwIJfoXIQxZXaNuzBz75BO7cMdVLsbHBdswYeOUV8Pa22JZOpyMoKCifei6KsoMHD7Jt2zZKlbo3mtS1a1dWrVpVgL0SxYHGwRWtVz2rq5+lDw61XvUKdVBoTbG6x2xGfpGRX0CCXyHyTKYV2mJiYOxYWLrUVEfZ23PUYKC2Xo/h+HG0ZcsWYI9FcTF37lzmzp1b0N0QxZSNT4MsVzXTuvoW+tHQ7BSfe8w61ZnM+TWSbA9C5JG0FdqG9O+P7p13jCuvpQt8qVEDzYULrB4/nu8B7YoVmbNACCFEIZRd0Ff4g8LsFYd71Nxd4c3qJrEvICO/QuSZuP/+4zng1dmz4b//zAvbt4c1a0Cno1K1avQFmjdrRkVZkEIIIUSeyV2e35JCRn6FyAv79tE6LIxvAae0wNff3/hvcLAp8AU4ffo0KUDU1Kn38gCvXl0QvRZCCFGcaDRZjvzK0K+RBL9CZBQRkfVUBL3+3hLCFy/CwIHQtCmuR44AcFWrJWX2bIiKMi42kW5UV6/XM3/+fHx8fGjesqUsSCGEECIPadDq7KxuMvJrJMGvEOmlLUlsbS5u2spsvXpB797Geb1ff20s0+n4PTCQqgYDg3btQm8wGIPadIHvoEGDiI6OZtiwYcZMELIghRBCiDwic35zRub8CpFe+iWJwXwubvoliR0d4dtv753XpQt88AFN/P15sls3Fi9eTGRkJCEhIVSpUiXTCm1jxozJ91sTQghR3MkKbzkhwa8Q6el0xoAX4O6SxNuHDCEuLo6W772H+/79xrJbt4z/1q0LH38MrVsbTwdWrVrFzJkzCZcV2oQQQuQnDdjYZhHaSewLSPArRGY6HfpFizh59Ci1VqwgccUKGgDpV1xXHh5opk+HQYMgwxuNTqeTFdqEEEIUCI1WItzsSPArRAZ6vZ6uwcFsPHKE/TodHdPN/dUDnwJ7GzZk6Ysvosvif9iyQpsQQoj8pEGDJouJvRoZ+gXkgTchMnn33Xf5/aef+N3Pj3rpH3rz9oYDBzjUvz/fb9zIzJkzC66TQgghREYasLHVWt0k9jWS4FeIdPR6PX99/DFHtFqaREcbD9rbQ7NmcPkyuhkzmD97Nn5+foSHh6OX1dmEEEIUIhqtxuomjCT4FSLNnTtc6t+fiGvXKG8wGI/5+MDp07BtmykLhG7gQAa/8AKXLl1i586dBdtnIYQQ4i6NBmxstFY3SXVmJHN+hQA4dgz69sXvzz/vHWvYEHbtAru7S0WmywLRr2lTJgNxcXH53VMhhBDCiuxGeCX6BQl+RUmnFMydC6NGwe3bpsOnAgII2L37Xo5fMEuD5h8RQVfA3d0dIYQQorDQyvSGbMm0B1FyxcYaF6cYOtQY+Go0pL7xBkNdXWmXnIzF2bx306AN9fBgp48PgYGB+d1rIYQQwiKNBrQ2GqubTHswkuBXFC8REZaXJU6j1xvr/PKLcYGKH380Hq9YETZvxuaDDyj/xhucPn+ekJCQTA+06fV6Bg0ZwpyrV+8tUSyEEEIUElqtxuomjGTagyg+IiKgVy/jg2nplyVOo9fD88/DypXmx4ODjVMf3NwAGDt2LHv27JElioUQQhQtGtDaZjGuKfEvIMGvKE66djVlZADMA2C9Hp59FjZuvFff2Rk+/xz69yf9Z0E6nU6WKBZCCFHkaNCglUUusiXBryg+0j2QZhYAGwzw2GNw8OC9uo8/DkuXQtWqVpqSJYqFEEIUPZLPN3sS/IriJWMAnJiI+uMPNLGxACiNBsPEidiEhkIWSxPfa06WKBZCCFFE3F3hLatyIQ+8ieLobgBsePJJ+PlnU+B7GghUCt/585n2zjuyOpsQQohiR6PRWN2EkQS/olhKWb4ctm837V93dWX/7Nm0nzoVnU5HaGgo3bp1kwBYCCFEsaHRgEabxSbxLyDBryhulIJp07AdOBAtoADDo49SJj6e4C1bmDR2LKdOnaJ///6sX7+emTNnFnSPhRBCiDyiwcZWa3WTeQ9GEvyK4uPOHRg4EO5mZ9ADqWvXot23714WiL590QHz58/Hz8+P8PBwGf0VQghRbMi0h+xJ8CuKh7g4ePppWLwYgJvAwqFDse3U6d5DcBkC4JCQEC5dusTOnTsLtOtCCCFEXtDcfeDN2ibxr5FkexBFX1QUdOgAJ04AkOzsTPXERN5/4ol7dTJmgQgOpkqVKgDExcXld4+FEEKIh8JGUp1lS0Z+RdG2c6cxh+/dwJfHH2fvt99yEYiKijKvmxYAf/89BAdz+vRpANzd3fO3z0IIIcRDoNEYg19rm4z8GknwK4qub76Bp56C//4z7o8dCzt38njbtnh7ezN//vzM83l1OggORq/XM3/+fHx8fAgMDMz/vgshhBB5TIMGO1ut1U1WeDOS4FcUThERxiWJLVEKJk+GPn2MD7nZ2sKCBfDOO6DVotPpGDZsGNHR0YSEhGQKgPV6PYMGDSI6Opphw4bJim1CCCGKh2xGfiX2NZI5v6LwiYiAXr2MD6gtW2YcrU2TnAyDBt2bv+voCGvXQuvWZk2MHTuWPXv2sHjxYiIjIwkJCaFKlSpERUWxYMECoqOj6dixI2PGjMnHGxNCCCEeHg1gn8UKbxL7GknwKwqfrl3vZWaAewHwf/8Zy3bsMB53coLff4d69TI1odPpWLVqFTNnziQ8PJzQu+nPAHx8fJg2bRpjxoyRUV8hhBDFRtqc36zKhUx7EIWRhdRkHD0Kjz9uCnzvuLiw/uOPiYyLs5qnV6fTMXHiRM6dO8fWrVtZsWIFW7du5dy5c0ycOFECXyGEEMWMBhut1uqW3dhvbGwsHTt2xMnJiRo1arB582aL9QYOHIi9vT3Ozs44OztTu3bth3AvD4+M/IrCKWNqstWrTXOAL2i11EhI4ObgwYBxJHfo0KGMHTvWYkCr0+kICgrKp44LIYQQBUOjATtbLbfj47idcC1TuSHlDqmp1gd+hg8fjre3N7Gxsfz666/06tWLkydPWsyKNGnSJCZOnJin/c8vEvyKwkung1degZUrTYHvMeDZ8uUZM3gwVatWJSoqivnz5xMaGsqePXtYtWqVjOgKIYQokTQYpz38s+l79kfMtVgnzuBp8XhiYiKrV6/m9OnTODo60rlzZ+rWrcuaNWt44YUXHmKv859MexCF1549xsUrUlNNhxL9/Pjn+HEmTZpEnz59mDRpEqdOnaJ///6sX7+emTNnFmCHhRBCiIJlo9GgfYBH206ePImzszMVK1Y0Hatbty5HjhyxWP/jjz+mbNmyNG/enG3btj1wfwuCBL+icNq3z7hccWIiAAdtbfmlVCkaR0ejGzjQLA2aTqdj/vz5+Pn5ER4ebnUOsBBCCFGcaTTGPL8PsspbYmIiLi4uZsdcXFxIvPt3OL2RI0dy6tQpLl26xPDhw+ncuTPnzp174H7nN5n2IAqf/fuNge+NGwAkVK9O4xMnmDxhAs8cPZo5CwTGADgkJITQ0FB27twpc3yFEEKUOBrAVquhYcfneeTJdpnKV01/BXdXR4vnOjs7k5CQYHYsISEBZ2fnTHUbNGhg+rpv374sWbKEjRs38tJLL+XuBvKJBL+icDlwANq0gfh4437DhmweM4aU556jcvXqMGGC8biFALhKlSoAxMXF5XevhRBCiAKX9sCbnYcnbh6Z5/ba2tlhY2Nj8dxq1aqRmJjIhQsXqFChAgCHDx+mf//+2V5Xq9WilMpd5/ORTHsQhcfBg8bA9/p1436DBrB7N25eXgBERUVlToO2erXp9NOnTwNYfCpVCCGEKO7SHniztmU1GcLZ2ZkuXboQFhbG7du3WbduHYcOHaJLly6Z6q5YsYKbN2+SkpLCd999x/bt22nTps1Du6+8VuiC38GDB+Pj44OLiwt169blxx9/NJW9++67eHp64u7uzltvvWX2v4x9+/ZRr149HB0dadmyZZGaeyKAv/82rtKWNmr74ovGB950OgIDA/H29mb+/PnG+bxpAfD33xuDYIxLFs+fPx8fHx8CAwML8EaEEEKIAqKxHvgalzfOei5weHg4Fy9epGzZsowaNYrvvvsOd3d3li1bZpbL9+OPP6Z8+fKULVuWjz76iNWrV5s+fS0KCt20h1GjRvHZZ59hb2/Pvn37aNOmDadPn2bPnj188cUX7N69GycnJ55++mlq1KjBoEGDSE5Opnv37oSFhdGvXz+mTZtGv3792L59u9XrpKamWn2C0dPTE6+7o40iD0REGFdms5aC7K+/oGVLSJtrNGsWjBxpKtbpdAwbNozQ0FBCQkKYP3++MZ1ZusB30KBBREdHM23aNEl1VgTExMQQGxub6XhycjK2toXubUkIIYoEDcZpD1mVZ8XT05Offvop0/G+ffvSt29f0/6OtJVWi6hC91emZs2apq81Gg137tzhwoULLFmyhJdffpmqVasC8MYbb7Bw4UIGDRpEZGQk9vb2hISEADBhwgQ+/vhjzpw5Q+XKlS1eJy4ujjp16lgsCwsLY/LkyXl7YyVVRAT06mUMVNPNzzU5eNC4cltysnH/ww/NAt80Y8eOZc+ePSxevJjIyEhCQkKoUqUKUVFRLFiwgOjoaDp27MiYMWPy4aZEboWHhzNlyhSLZZ6elnNQCiGEyJosb5wzhW7aA8CwYcMoVaoUTZo04amnnqJu3bocPXqUevXqmeqkzz2XsczR0ZGqVataHdkV+ahrV/NlitOnIfv7b3jssXuB74wZMGqUxWZ0Oh2rVq1i2rRp6PV6QkND6devH2FhYej1eqZNmyYLXAghhCjRNBhTnVnbsp71W3IUupFfMI4KffbZZ0RGRnL48GE0Gk2m/HPpc8/dT246kc8yLlMMxv0TJ6BpU1Pgmzp5MtubNSNu5Urc3d0JDAzMFMjqdDomTpzImDFj2LlzJ3FxcVbrCiGEECVONiO/EvsaFcrgF8DGxobWrVsza9YsqlWrlin/XPrcc/eTmy6Nu7s7W7dutVgmH7vmsYwB8PXrsH07JCUBEBkURO85c7icbqqJj48PQ4cOZezYsRaDYMnjW7QNGzaM4LtzttPr0qWLzPkVQogHpMG4wltW5aIQB79pUlJSOHXqFLVq1eLvv/+mc+fOgDH3XNqTh7Vq1SI8PNx0zu3bt4mKijJ7MjEjGxubLMtFHksLgBMT4eefTYeXBQTQLzISPz8/pk6dStWqVYmKimL+/PmEhoayZ88emc5QDHl5eVl8qNTe3r4AeiOEyI5Kikfj4PrA5UVBcblH3QOs7lbSFKo5v/Hx8SxfvpzExERSUlKIiIhg69attGjRgn79+jF37lxOnz7NlStX+Oijj0yJl4OCgrh9+zZfffUVycnJvP322zRq1Mjqw26igNy6Bbt2mXavengw8NQp+vfvz6lTp5g0aRJ9+vRh0qRJnLp7fP369cycObMAOy2EECVb6qUDpBxfjSH+vMVyQ/x5Uo6vJvXSgXzuWd4pLveoAbRajdVNwmKjQjXyq9FomDdvHsOGDUMpRUBAAMuXL6d+/frUr1+foUOH0rRpU1JTU3nppZd48cUXAeNo0apVqxg0aBDDhw+nSZMmLF26tIDvRphJTobatU0LWCh/fzzOnWOVoyPtZs+2OLVh/vz5REZGEh4ezpgxY2T0Vwgh8plKiscQcwiUgdSzW6DSU2hdfU3lhvjzxuPKgCHmEFq3KkVidDS9YnWPmqynPRTF6Pf06dPs37+fGzdumB1PiwEfRKEKfl1cXKzOwwUYN24c48aNs1jWpEkTDh069LC6JnJDr4f69eHCBeN+q1Zsf+stLrdvT69bt2DgQItp0HQ6HSEhIYSGhrJz506Z5ytKlKtXrzJlyhRWr15NfHw8vr6+DBgwgDfeeMPq8qRC5DWNgys2lZ4yBX/pg8P0QSEaLTaVniq8QWEWitM9atBkOe2hqI39zpkzhxEjRuDu7o6Tk5PpuEajKT7BryiG9HoIDIRjx4z71avDihVc3bqVvsBjjz2Gf/osEBkC4LQVY+LSVn4TogSIiYkhMDCQoKAg9uzZQ/ny5Tl48CCTJk3izTffzHX7KSmpHD161GKZh4eHLPIjzGhdfSFDcKjcq2GIO2kWFKYfLS1q8vMelf42pCRlLjCkkpqamuv2tcVozu8777zD999/T/fu3fO0XQl+xcP1zjuwb5/xazc3WL8e3Nxwd3cnBVj6zDNM8PMzZoEIDjat2pbm9OnTgDE7hxAlxYgRI2jYsCHz5s0zHXv00UdZu3ZtnrR/7do1GjVparFswvhxTJwwIU+uI4qPjMGh4b/jxoJiEPimya97NFw9huHKXxbLcjvQo9Fk/cBbUVvkIj4+Ps8DXyhkD7yJYubUKfj0U+PXtrawahUEBAAQGBiIt7c3Xy5ciH7RIvj++0yBr16vZ/78+fj4+BAYGJjPnReiYERFRbFixQqmTp1a0F0RwozW1RetezXzY+7VikXgm6ao36MG0Go0VrciFvvSsWNHtm3bluftysiveDiuXYNnn4X//jPuz5sHLVuainU6HcOGDSM0NJSQoUOZP38+6Sc86PV6Bg0aRHR0NNOmTZOH3USJsXnzZqpVq0aNGjUslkdGRjJgwAACAgJITU0lJCSEfv36ERkZya+//sr06dPzuceipDDEnzdOA0h/LO4kGhffIhMcZqc43GOWi1wUMZ6ennTt2pUePXpQvnx5s7LcDBBI8CseXESEcfnijIGpXg+9esHxux8ZjR1rfKgtg7Fjx7Jnzx4WL15MZGQkISEhVKlShaioKBYsWEB0dDQdO3ZkzJgxD/1WhCgsYmJiqFixYpZ1/ve//zF9+nSSkpLo0aOH1UDZGjc3Nzb8/JPFMg8Pj/tqS5QMGR/80qabD2spQ0JRlF/3qPWoibZMpUzHU85szvUUPw3ZTHvIVev57+DBg9SvX5+oqCiioqJMxzW5nL8hwa94MBERxgA3ONj8QTWl4JVX4NdfTVVT6tZlR2RkpuWIdTodq1atYubMmYSHhxMaGmo6x8fHh2nTpkmKM1Hi+Pn5cf685VyjGTk4ODB69GjWrl1L69atc3wNW1sbatWq9aBdFCWMpYwHWldfNC6+FjMkFEX5eY8aXSnQlcpcoLXJfSaXu9MbsiovSrLKAJYbMudXPJiuXY2Bb0QE9O1rHO0F+OQTmDvXVO2fRx6h8qhRtGrVih49etCqVSv8/f2ZNm0aer0enU7HxIkTOXfuHFu3bmXFihVs3bqVc+fOMXHiRAl8RYnTqVMn4uPjefvtt7l16xYGg4F9+/bx+uuvW6xfvnx5Ll++nM+9FCWFSoq3GBSCcX6sTaWnQKO9lyEhKb6Ae3z/itM9agCdjcbqVrRC33tiYmL4448/iImJyZP2JPgVDyZtueL0AfDq1ZDuD/QeLy/q/fMPWnt7pk6dyrJly5g6dSo6nY7Q0FC6deuG/m7QrNPpCAoKonv37gQFBUnQK0osNzc3Nm/ezI4dO/Dz88PDw4Phw4dTt25di/UvXLiAj49PPvdSlBQaB1e0XvWsZjxIHxxqveoV6hy41hSne9RgXOTC2lbUgt+EhAS6deuGt7c3TZs2xcfHh27duhEfn7v/gDzQtIfk5GSWLl3KypUr2bdvH9euXcPNzY3GjRvTrVs3/ve//+Hg4JCrjokiIC0ABmMAvHKlqeh0lSo8cfo0ffr3Nz7Mli6YHTt2LCEhISxevJiZM2cyceLE/O65EIVa7dq1+fnnn7Otl5SUxMcff0xYWBiJiYn50DNREtn4NMhyVTOtqy+aGl0LdVCYnWJzjxqymfaQf13JC2+99RbXrl3jzz//JCAggFOnTjFq1CjGjBnDnDlzHrjd+x75/frrr/H39+fLL7+kcePGzJ49m59//pnZs2fTtGlTFixYQKVKlVi8ePEDd0oUITqdcZqDszPcTc5taNqUljdvUt7PL1PgazzFuHSxn58f4eHhptFfIUTOLFmyhNatW/PMM8/w3HPP0bhxYwCWLVtGmzZtaNOmDevWrSvgXoriJLugr9AHhTlQHO6xuE17+Omnn/juu++oX78+zs7O1K9fn+XLl7N+/fpctXvfI78rVqxg48aN1KtXL1NZjx49mDx5MocOHWLSpEn0798/V50TRcTrr0O6Uaf/7O25fOUKoXenOFgiSxcL8WCCgoI4d+6cxeNnzpwpgB4JIQoTmyL2UFtWbt++TZkyZcyOlSlThtu3b+eq3fse+V27dq3FwDe9evXqsWbNmgfulChCliyBr782fu3hAV274rl9O8uAAH//LE+VpYuFEEKIvKPRWB/11dlocp0iLL81adKESZMmYTAYADAYDEyePNn0adeDylWqs61bt/Lzzz9z8+ZNatasSZ8+fShbtizDhg0jPDw8Vx0TRcCxY/Dii8av7eyMyxhXqEDM00/Ta9s2jr73HvTunTkP8F2ydLEQQgiRt7Kc81vEfPTRR7Rp08Y05TY6OhpbW1s2bdqUq3YfONvDwIEDadOmDStXrmTv3r1MmDCBRx55hN9++42lS5fmqlOiCLh5E5o3h5QU4/5330GlSqDT4fbTT6x1cKDWkSMYeve+lwYtHVm6WAghhMhbGoypfK1uBd3B+1SzZk2OHTvGrFmzCA4OZtasWfzzzz888sgjuWr3gUZ+58yZQ2RkJHv27DENPd+6dYsPP/yQzp07k5ycnKtOiSKgTx/jEsYAI0YY8/7epXN05O8xY0iaMoVeK1aQ8sMP2PbubSqXpYuFEEKIh6M4zfkFcHZ2pne6GCIvPFDw++WXXzJ37lyzOReOjo5MmjQJR0dH3nzzzTzroCiENmyAtWuNX9evDx98kKnKWxMm0HPvXiJ+/pm9Y8cScuqULF0shBBCPGRZrG5cJLz99ttMmDABwGzl14ymTp36wNd4oOD35MmTtGrVymLZqFGjaNKkyQN3SBQSERHG0dyMo7JXrkBaFg97e/RLl7Jz1y6LSxf/sGYNM2fOZKcsXSyEEEI8dGnTG7IqL+x27txp+nr79u0W6+T2wb0HCn61Wi1JSUnY2dllKtPr9RbT8IgiJCICevUyrt62bNm9ANhgMAa+acsLJicz7IknmH/9uulUHx8fhg4dytixY01LF48ZM4adO3dmCpCFEEIIkbeK+rSHn376yfT11q1bH8o1HuiBtyZNmrB8+XKLZaNGjWLgwIG56ZMoaF27mi9bnPbA2ocfwsaNpmrfA1tKl5ali4UQQohCQINx2oO1raiFxcOGDbN4fMSIEblq94FGfseMGUO3bt1ISkqiV69euLm5cfDgQd555x2OHTuGvb19rjolCljGZYsBXnsNxo0zVVkJ/NKvH8e++kqWLhZCCCEKiaI+8pve0qVLLabOXb58OZ9//vkDt/tAwe/TTz/NZ599xmuvvcYbb7wBgFKKFi1asGXLFmrWrPnAHRKFRMYAeP160/LFv9nZ8Wa5cpkCX+NpxqWLIyMjCQ8Pl3m9QgghRD4qDrFv2joASinOnDmDUspUdvz4cRwcHHLV/gMvcvHCCy/Qs2dPduzYQUJCAjVr1uTRRx8FYPz48bnqlCgk0gLgP/6Au8umJlauTOszZwh96SVZulgIIYQoRDRkPZ+1qMTFAQEBpofaAgICTMeVUtjY2DBjxoxctZ+rFd5Kly5N+/btMx0fl+7jcVHE7dplCnwB4j094cwZqlatmuVpsnSxEEIIkc80YJNVrrMiEv2mjfbWqVOHI0eOmI5rtVo8PT1zPfJ73w+81a9fnx9//NFsCDo9pRRr166lQYMGueqYKAQSE6FTJ+PXWi08/TQV9u5lGXDmxIksT5Wli4UQQoj8l9UKb0WFv78/lSpVIjExEX9/f9Pm6+ub68AXHmDk94svvuDVV19l6NChtG7dmjp16uDq6kp8fDxHjhxh8+bNeHl55WoisigE9Hp4/HFISDDuT54MY8di6N2bXitWsO7999G/9RY6R0cLp8rSxUIIIUR+06DJ8oE3TVEZ+k3n6tWr7Nmzh5iYGLOB1xdffPGB27zv4DcwMJD9+/ezdetWVq5cycqVK035Wxs1asTXX3/NU0899cAdEoWAXg+dO0PaRw21a8PYsaDTof3mG442aMCzR46wt1YtGhw9ahYAy9LFQgghRMEp6iu8pbd161a6deuGRqPhxo0blC5dmsTERHx9ffM3+E3TqlUrq6u8iSJu5Ur45RfTbsrcuexIt0hF05072f7IIzx57hxD/f0p/+qrsnSxEEIIUQgUo9iXcePGMWrUKEJDQ3Fzc+PatWuMHTsWX1/fXLWbqwfeRBFnbQnjtKkOwMmAAFr07Mnly5dNx3x8fBgyaBCXjx9nzY4dXJKli4UQQogCpyHrB96KWmB8/Phx0xLHaVMeJk2aRJ06dRg+fPgDt/tAK7yJYiBtCeP0K7gBXLoEb74JQJJWS7VTp+iakpJpFbew6dP5+tYtTp06xdatW1mxYgVbt27l3LlzTJw4UQJfIYQQIr9lsbqbVkO20W9sbCwdO3bEycmJGjVqsHnzZov1bt++Tb9+/ShdujR+fn588803eX8vGFOnpgW9rq6uXL16FTs7O2JjY3PVroz8llTplzAGYz5fnQ5GjoT4eAAcDAb2+vvzaYZ5velXcfvoo49kFTchhBCikNAAsTExXL16NVNZclIydnbWB6eGDx+Ot7c3sbGx/Prrr/Tq1YuTJ09mytwUFhbG1atXuXDhAkePHqV9+/Y0bNiQGjVq5Om91KtXj+3bt9O6dWuaN2/OiBEjcHZ2zvViajLyW1KlLWCRFgD37QurVt0LhoF1jo6ZHmgznmpcxc3Pz4/w8HD06UeOhRBCCFEg0qY9zJ8/j6ZNGmfazpw5bTX/fmJiIqtXr2bKlCk4OjrSuXNn6taty5o1azLVXbJkCRMnTsTFxYXHH3+cLl26sHz58jy/n08++QRvb28A3nvvPa5fv86RI0eYPXt2rtqVkd+SLOMSxj/+aCpaC/z95ps8ayGVmfFUWcVNiKJLg9LaFHQnHrrEK2cLugv5wrlcpYLugsgD8SfzZrqgRik0VtZiyMrJkydxdnamYsWKpmN169Y1W2QC4Nq1a1y+fJl69eqZ1du1a9eDd9qK2rVrm7729fXll3QP4+fGfQe/K1eupHnz5qZIXBRxaQHwgQNw6hQA1ytVosfZs3xdvXqWp8oqbkIIIUQhohQaQwoow32fmpiYiIuLi9kxFxcX/vvvv0z1wLjKb/p6acdzK22RrOykxSAP4r6D323btjFmzBjq1q3Lyy+/TLt27R744qKQiIoybnfpK1aEs2eJSnfMElnFTQghhChklIGXXxpEj25dMhX1fK4POjs7i6c5OzuTkC7bE0BCQgLOzs6Z6gHcuHHDFCxbqvegAgIC0GSxUIdSCo1GQ2pq6gNf476D3xYtWjBu3Dhu3brF5s2bmTJlCmFhYQ/cAVHA9Hp4+mlI+4gkKAjPyEhWODjw+rx5jB071mLmBlnFTQghhCiElMLLwwMvD49MRfb29mi0lh/3qlatGomJiVy4cIEKFSoAcPjwYfr3729Wz83NDW9vb/7++2/T3//Dhw+bTVHIjTNnzuRJO1m57wfefvvtN1q0aMHo0aPx8/OTwLco0+vhmWfg33+N+717w8aNEBxM56Qk3jl/npdffDHTA23pV3EbNmyYpDUTQgghCgXjtAdrG1ifC+zs7EyXLl0ICwvj9u3brFu3jkOHDtGlS+YR5H79+jF9+nRu3LjB3r17WbNmDX369MmTO/D398/Rlhv3Hfx+8sknnDhxgg8++IDo6GimTJmSqw6IAqLXGzM8bNli3LezQz91KpE7d7KqZ0+utGhBL+CZpUupWbUq06ZNM+X5DQgIYMmSJbKKmxBCCFHYKIP1LRvh4eFcvHiRsmXLMmrUKL777jvc3d1ZtmyZ2cju1KlTcXd3x8fHhx49evD555/neZqzNN988w1PP/206QG77du3s3r16ly1+UDZHtavX0/Hjh1zNdlYFLDVq83Smu1s2pSeTz5pWsnNFljh4ECvpCR+vXGDUFnFTQghhCjclAJDStblWfD09OSnn37KdLxv37707dvXtF+qVCmWpWWLeog+++wzPvjgA15++WVmzpwJGJ8zGjNmDF27dn3gdh8o+O3UqRODBw9mzpw5D3xhkY8sLWPcuTN4eUFMDPE6HV/u2IGdnx9Tp06latWqREVF8fq8eSw5f56bzZqxadQoEhIScHd3JzAwUIJeIYQQojAy3H+mh8Lq888/5+eff6ZWrVq8//77ANSsWZMTJ07kqt0HCn51Oh0rVqzAxcWF9957L1N527Zt2bhxY646JvJI2jLGwcH3VnEDCA+HmBgAovR6vgZS3n0X2969TaemreT2w+LFNG/eXFZyE0IIIQo1hSbL6Q33n/+3IMXGxlKrVi0AswwQ6gHyGKf3QCu82dvb88svvzB37lzefvvtTOW7d+/OVadEHkq/jHHfvsa5vnFxMG0aADc0GhoChh49sO3Z0+xUWclNCCGEKEIUYEi1vhWt2Jfq1asTGRlpdmzbtm088sgjuWr3gVd4a9SoEWvXrqVDhw6UKVOG4cOH56oj4iHJuIobgI8PXLsGQGmlOFq7NrW++cZ8WoTpdFnJTQghhCgaVDYPthWt6Dc0NJRu3boxbNgw7ty5w/Tp0/nss89YsmRJrtrN1fLGLVu2JCIigu7du+Pi4sL//ve/XHVGPCQZA+B0Hx18D6S+9Ra1spjDKyu5CSGEEIWfBrKc9mB96YjCqUOHDqxcuZJZs2bh5+fHli1b+PLLL2nbtm2u2s1V8JvWsa+//poBAwZQunRpunbtmuu5GOIhSAuAd++G8+cBuFa/Pn3/+ovQc+eyPFVWchNCCCGKgmyyPRShkV+9Xs/IkSP56KOPaNWqVZ62/UBzfjMGt8899xyfffYZffr0YdOmTVkuSycK0KlTpsAXwNXfH+9y5Zg/f77V+byykpsQQghRhOQiz29hotPp+Pbbb3FwcMjzth8o+F24cGGmYy+99BLTpk2jW7duJCUl5bpjIo/p9dChg2nX0KoV2jVriLCz42J0NC/KSm5CCCFE0aYUmtQUq1t2eX4Lm3bt2rFhw4Y8b/eBpj30zJAVIM0bb7xBfHw806dPz1WnRB7T641ZH86eBeB4jRq0OXqUD4Fe58+zDOi7dCk//vgjr732GtWqVSMqKooFCxYQHR0tK7kJIYQQRUURC3Cz4uHhQc+ePencuTOVK1dGq703Zjt16tQHbjfXc34zmjp1Kt27d8/rZsWDSlvGON2KLX2OH0fr58fJsDDO/fILvfbsQafT0Ss+3my5alnJTQghhChiitj0hqwcPnyYxo0bc/HiRS5evGg6ntvptXkS/D711FOsWbOG0qVLA1C/fv28aFY8iIyruaUtY6zVgsHAz8ALLVrw8q+/GgPaCROgb1+6RUTw0ZNP8ur27Tz//PO8/PLLspKbEEIIUZQohSYXyxsXJqmpqcycOZP69etjZ2eXp20/0JzfjCIjI2UBhMIgbTW3tMUswLjARYcOpuUOXeztGfHbb+hWrzaWp2WB+P57hmzejJ+fH9u2bZPAVwghhCiKiskDbzY2NrRq1eqhxCJ5EvyKQsLSam5XrsCWLQBcAQKTk411una9d55OB8HBpgUtLl26xM6dOwviDoQQQgjxoJRCpeitbkVp5BegWrVqXLp0Kc/bzfM5v6IAWVrNzdcX7mbfKAece+wx/Jcts7iaG8iCFkIIIUTRpYzLGGdVXoS8+uqrPPfcc4SFhVGpUiWzB97S4pUHIcFvcZMxALaxMRV9D5x85hkmZPERgixoIYQQQhRhWQa/RUtISAgAbdu2NT3kppRCo9GQmvrg9ynBb3GUFgAfPgz//ANA6uOP88rx4xi++ILHnniCli1bZppHIwtaCCGEEEWYUqisnsEqYtMezpw581DazZPgV1Z0K4Tu3IG7o7gAGw4cIC45mRTg6aefxtvbm2HDhjF27Fh0Op3ZghbTpk2Th92EECIHVFI8GgfXBy4XIs8Vo5Fff3//h9JunjzwlnG5Y1HA9Hpo3RqSkwH4A+iQnMxftWrR+NFHAYiNjSU0NJSmTZsSFhZGQEAAS5YskQUthBAih1IvHSDl+GoM8ectlhviz5NyfDWplw7kc89ESaWyeeCtKMZra9eupUOHDtSpU4cOHTqwZs2aXLeZJ8HvgAEDHsray+IBpC1qsWcPALHAvN69MfToQe2jR9kTEMDbkyfj5eUFwF9//cXUqVPR6/VMmzaNVatWyaivEEJkQyXFY4g5BMpA6tktmQJgQ/x5Us9uAWXAEHMIlRRfQD0VJYtCGVKtbkXtgbfFixfTt29fqlevzpAhQ6hevTr9+/fn66+/zlW7eTLtYeHChXnRjHgQ6Re1SAt80zI9AN+XLs0XnTqh7dkT+vZFGxHBeK2WN0+dYtvvv9O7d28MBgOnTp3C0dGx4O5DiGLo7NmzVK5cGScnJ5RSVKpUifDwcFq2bFnQXRO5pHFwxabSU6YAN/XsFqj0FFpXX7PAF40Wm0pPydQHkT8UWU97KFqxLx988AGrV6+mdevWpmOdO3dm5MiRDBgw4IHblQfeirK0RS2Cg40PuKWt5ubnB9HRxvm9Pj7Y9ukDtrZmWSB0wcG0CQ7m1VdfJTQ0lL179xIUFFSANyNE8XPw4EFq167N4cOHUUoxYcIEBg8ezPHjxwu0XykpKRw9etRimYeHh+mTIZE1rasvZAiAlXs1DHEnzQJfratvQXdVFCKG5ESU/paFgpRcZTAAit0Db9HR0Tz11FNmx4KCgoiOjs5VuxL8FmXpF7UAY3D75ZcwbBgAF4HqJ07cW9QiLQtEcLBxQ/L6CvEwHTx4kAYNGgDGB4MDAwOZO3duAfcKrl27RuNGjSyWjZ8wgYkTJ+Zzj4qujAGw4b+7/7GRwFdYkXx+H0lRkRbL4uJyG5YVrzy/vr6+bNu2zWxwbvv27VSsWDFX7UrwW5RZWtSiZk1IMa7r7QccrV2bWukXtbi7mlsayesrxMNz8OBBnnjiCQAuXLjAzJkzCU73+yeKB62rr3HE9797I/pa92oS+IqCUYyyPbzxxht06dKFkJAQqlatSlRUFF999RUffvhhrtqV4LeoyxgA29ubilbrdAy9fJkl27ZJXl8hCsDBgwfZuHEjkyZN4ubNmwwZMoRPPvnEVB4ZGcnkyZMxGAyULl2aO3fuoNfrOXDggGnEODIyMlO7GzZs4O2330ar1VK/fn0++OADbG3l7bygGOLPG6c6pD8WdxKNi68EwCJ/3c32kFV5UTJw4EBKly7NvHnz+OWXX/D19WXevHn07NkzV+3Ku2VxkBYAnz0L+/YBcNDWlmC9npT//pO8vkIUgMTERE6fPk1cXBwuLi588MEHfPPNN9jZ2QFw9epVQkNDWbduHS4uLpw9exalFJUrV+aJJ56wGPSmnTd9+nR+/vlnnJ2dee+995gzZw4jRozIcd/c3Nz4ZcMGi2UeHh73fa8lWcaH27Tp5vymfwhOiDT2vk2w866d6Xjin8vz5lPYYjTyu2TJEurWrcsvv/xiOnbgwAGWLVtG3759H7jdPEl1JgoHdfas6esrOh2TJk6kfv36gOT1FSK/HTp0iPLly1OmTBm0Wi0jR44kKiqKQ4cOAfDTTz/xv//9DxcXFwAqVapE5cqVs213/fr19O/fH2dnZwBGjhzJqlWr7qtvtra21KpVy+ImD7vlnKWsDja+zbGp9BRotFbToImSTWvvjI2zV6YNrS02Nja5azybPL9FbeR3ypQpeHt7mx3z8fEhLCwsV+1K8Fsc6PXQrRua2FgArjg70/b2bUKPH2fvzp1MmzZN8voKkc/SMj2ksbe3JygoiHXr1gFw8eJFypcvf9/tXrp0yew8e3t77ty5k/sOi/uikuIzBb5pI7xaV99MAbDk+RX54+4Db9a2IvbAW0xMTKbg19vbmytXruSqXQl+i6KICGPAC/dy+65fbyp2X78eHn/cmNJs4EAmjhnDuXPn2LRpEx4eHri7u3Pq1CkmTpwoga8QD8nBgwepU6eO2bF27dqZgt/y5ctz4cKF+27Xx8eHixcvmvaTk5NNUyl+/PFH3nnnHUaOHJmLnouc0Di4ovWqZzWrQ/oAWOtVT/L8ivyhQKWmWt2KWOyLj48PJ06cMDt24sSJXH9CVeiC39mzZ9OwYUN0Oh2TJ082HY+MjESr1eLs7Gzatm/fbiqPiooiMDAQR0dHGjZsyMGDBwug9/kgLbdv375w65ZpUYuUuyvsXS5XDt3nn8Pu3aYAmL590QFt2rTh1VdfJS4ujr179xbsfQhRzM2ZMyfTE8nDhw/n999/B6BDhw4sXbqUhIQEwJjP8syZMxbbSh8kt2/fnsWLF3Pz5k0APvnkE7p06QJAp06dGDduHElJSXl+PyIzG58G2NboanVOr9bVF9saXbHxaZDPPRMll4IUvfWtiEW/wcHB9O/fnwMHDnDz5k0OHDjAwIED6dWrV67aLXQPvPn4+DB58mSWL1+eqaxKlSqcOnXK4nm9e/emffv2bN68mYULF9KtWzdOnDhh9Qno1NRUjhw5YrHM09Oz8M57S5/b9/x5Y5AbFITt3Ydj7BwcjGXBwbBoEQwceG8/OFjy+opCISYmhti703TSS05OLjFZCzw8PJg6dSqdO3fGYDDg4uLCl19+maleSkoKAwcOZNOmTQB4eXkxbtw42rVrh42NDY8++qhZkP3uu+8yaNCgfLuPki67EV0Z8RX5SSl1dxlj6+WafOxPbk2cOJGzZ8/SqFEjNBpjz3v37k1oaGiu2i10f2W6du0KGB8Gyanjx49z9OhRtm/fjr29PUOHDmXmzJls376dVq1aWTwnLi4u00eSacLCwsxGnQuVjKnNHn8c7iZ7TgXcz53j32bNiBo8mOY6HboMi1pIXl9RGISHhzNlyhSLZZ6envncm4ITFBRkMavDjh07TF//+eef9O7d26y8Q4cOdOjQIdN5M2bM4MSJEzg4ONCkSRPTHwshRAmhwKBPybK8KHFwcGDp0qV88sknnDlzhkqVKuVJRppCF/xm5fz583h5eeHq6sr//vc/JkyYgI2NDUePHqV69erYp8txW7duXY4cOWI1+C3SMgTAat8+NIAN8D3Qd9cuUp5+Gh8fH4YOHWpMb4bk9RWiKGratClNmzbNUd3x48c/5N4IIQo3hUo1ZFleFJUtW5ayZcvmWXuFbs6vNTVr1uTgwYNcvnyZNWvW8P333zNr1izAmE8zLV1QGhcXFxITEwugp/nkbgBsaNAAzd21wPfY2NAXaPbkk4SFhaHT6QgNDaVbt27cunXLlNd32LBh8qCbEEIIUQwpg8HqJoyKzMivt7e3Kd1FrVq1mDhxIp999hlvvPEGzs7OpodG0iQkJJjyYFri7u7O1q1bLZYVpY9db504QdpdNmrfng6pqaz9+WfOnTvHCy+8wObNm1m/fj3ly5cnPj5e8vqKQmHYsGEWl/nt0qVLiZnzK4QQeU0pheGO9WkPqojl+X1YiuxfGa1Wa/om1qpVi5MnT5KcnGya+nD48GFGjRpl9XwbGxuzHJxFjl6PoUcPnO8+8a0qV8Z23TpW9ejBu5Mn8/ncuWZzKm/cuMHkyZMZP368jPqKAufl5WXxodL0U5eEEELcJwWG1CxWeJPYFyiE0x5SUlJISkoiNTXV7OvIyEjOnzeuknPy5EmmT59O586dAahRowaPPPII7777LsnJyXz55ZdoNBqefPLJgryVvGUht6/2xx9NxZo5c+Dxx9GuWMH4I0c4d+oUW7duZcWKFbzwwgsYDAZatmwpga8QQghRjMm0h+wVuuB3+vTplCpVivnz5/P2229TqlQplixZwv79+3n88cdxcnKibdu2dO3aldGjR5vOW758ORs3bqRMmTLMnj2blStXFp+PT63k9k1yNabQSXBy4t+wMNi9G8Njj5kWtwgKDKR79+60bt0akPRmQgghRLF2d9qDtS0vljfet28f9erVw9HRkZYtW3Lu3DmrdStVqoSjo6NpfYYhQ4bk+vp5odBFh5MnT7aaZuyNN96wel5AQAA7d+58SL0qYBZy+xqefRa7uytFXbl5k2q7d/M9MPbsWdbVrk2tdLl9Jb2ZEEIIUfwpZRz5jU28xX+JtzOVJ+tTsM9qWkQ2kpOT6d69O2FhYfTr149p06bRr18/s0XHMtq4cSNPPPHEA1/zYSh0wa+wIENqM8NjjzH39GmG3i2uBpxt0oSTHTqQunAhjx45wtSGDRndtStIejMhhBCiZFCK1DspLNxxkI+27rdYxdPmwZ+tiIyMxN7enpCQEAAmTJjAxx9/zJkzZ6hcufIDt5vfCt20B2FFWgAcHIx2zx56HD1qKvoemFqjBm9NmMCpU6fo078/4//8kxkzZkh6MyGEEKIEUakGlOHhPNl29OhR6tWrZ9p3dHSkatWqVlfMBejZsyflypWjW7duWU6RyE8S/BYlOh36RYvYZG9P2nPyqkoVlrVvz8KlSwkICODdd9/lqaeewtXVlWnTprFkyRJJbyaEEEKUCMr4YNtDSml2v+sqLF++nLNnz3Ly5En8/Pzo0qULhkLw4J1Meyhifv/9d9ySk037mgoV+OGHH5j50UeEh4dnWu/6xRdfZM6cOTLqK4QQQhRzSoHhTgr9Hq1Oh2p+mcpDVmzBIYvnf5544gmrz09NmDCBsmXL3te6Cs2bNweMyxR/9NFHuLq6EhUVRbVq1XJ6Sw+FBL+FXUSE8YE3nQ70eqqGhlLxbpHBxgbt9u3YPPUUE7dvZ8yYMezcuZO4uDj279/PjBkz6NixowS+QgghREmgFAaDAfdS9riXyjy3185Gi42NjdXTd+zYkWXzGzZsIDw83LR/+/ZtoqKicrRugkajQaPRFIqFNmTaQ2GWIcWZoXdvKu7axZ27xd+npnIe0O7Zw/kqVUCvJygoiO7du+Pg4ABIhgchhBCixFAKwx291S230yGCgoK4ffs2X331FcnJybz99ts0atTI4sNu0dHR7Nq1C71ez82bN3nzzTfx8/OjatWquepDXpDgtzBLl+JMVa+OdsUKIgG7u8Wtq1TBF7hoY4Pvv/+yOyAA/a1b6CXDgxBCCFHiKLJe5CK3Y6729vasWrWKWbNmUaZMGX777TeWLl1qKh8yZIgpl++NGzcYPHgwbm5uVKpUiZMnT7J27dosR57zi0x7KMzSMjycP49m927OA/oaNeD4cQyA5+nTGHr0wHPBAvY++ihPnjtHxMCB/OjgQHR0NNOmTZMpD0IIIURJoYzZHrIqz60mTZpw6NAhi2Vz5swxfV27dm3+/vvv3F/wIZDgt7DT6dBv3sxfZcrQRK+n4r//AsYh+++BcXv3MvDTT/GfNIkvXn2VZStXkpqaKhkehBBCiJLmbp7frMqFBL9Fws69e3lar+dY1apUjYoCQNWuzangYG7PnSsZHoQQQghhmvaQVbmQOb+FV0QE6PUAxMXFAeB2dx/guk7HW1WqcO7cObZu3cqKFSsYP348gGR4EEIIIUokZVzkwsom4a+RBL+FUfosD3o9ro6OLAPco6MBSALc/voL2/79WdunD4GBgZLhQQghhCjpFKTeSbW6SexrJNMeCqN0WR4MKSnY/f47vYBkwB5IdXeHu6PBhh9+oOfNm3zzww+S4UEIIYQoyRRZL20swS8gwW/hlJblwWBAu2IFTwJ7nJ157O7ygU5xcdCjBwalCF65EvXzz7Ro1kwyPAghcuSfM5dwbTasoLvx0MXvCs++UjGgMaQWdBdEHmjY+Jtct6GUMo7wZlEuZNpD4aXTkdK1q2m3ScWKpq83Ozjwdp06fNu5M4dr1aIXUPnQITp06CAZHoQQQogSTKUqq5swkpHfwujuksY7KlZkDhBWowaPHDsGQJKtLS+5utJoyhQmYvwG9nZw4IekJDa9/rqM+gohhBAllQJDVkGuxL+AjPwWPukedou9eJEVQNTd9GYAl1NS+OT6dSKAna+9xqatW2l9N6l0QkJCwfRZCCGEEAVOKUWqPtXqJtMejGTkt7BJ97Cb+6+/shx4NuVewupKQKXkZCKApceP80NgINu3bwcky4MQQghR0sn0huxJ8FvY3H3Y7eiRI7Q+ehSAIzodtdPl+AWo5OfHTz//zIwZM/jqq68ky4MQQghRwqm7qc6yKhcS/BZKer2eqKgoat3dd00X+Bq6dUOr1dJkxQpWlSpFn3ff5UZSkmR5EEIIIUo6lc3IrwS/gAS/hU9EBCcOHaJTcjLbPD25GR9Phzt3APgXaLBhA+Nr1+bpWrV49uhR2gH/Pv64ZHkQQgghSjyFIdX68sYS/RpJ8FuY3H3YzeXxx3keWBMbyy93V20DuK7REH7rFsH79vE84ODoyA+3bvGdZHkQQgghSjylIFVvPfiVaQ9Gku2hMLn7sJvv7t30ANa6utIyKclUXEcpgoFIDw9WAOeaNgXAy8urIHorhBBCiEJGpRqsbsJIgt/CRKdDv2gRP9rZEQw8HR9Pgrc3YP5BRYsWLfCtWJHt27fLg25CCCGEMFLWF7hQqUqGfu+SaQ+FzG+//UbS3Tm+AMmXLwOgAY7WqkXNmjXRrlzJHFdXOqam0r59e5nyIIQQQghQkKrPYrlriX0BCX4LlZRvvuHX8eN5B1ij0+Gk09Hm1i0Azmo0NDp6lCFxcbR2dOTZ+Hi6Au3atSvILgshhBCikFBkvcKbxL5GMu2hsIiIwLZPHxqcPcvzwN+jR/PU44+biuOUYjHw8eXLrEhNZUqdOvyAzPcVQgghxF1KYbiTanWTaQ9GMvJbSOg7duRnBwd6JSVRys4OPvoIbXKyqbzh3W2tnR2bXF2xSUiQ+b5CCCGEuEdlPfIrQ79GEvwWEjv37qVHUhK/enrSKTYWgGNATcDAvSH6qlWrcuWff0gBWdhCCCGEECaKrBe5kNjXSILfQiImJoYewNW7gS+A291/tUAE4OLsTLt//mEZ8GHDhrKwhRBCCCHuUaA3ZJHSTKJfQILfQuPq7Nl8e/frK4GB6JOSqLh/PwDRQH9gcWIiAL2Amh06yKivEEIIIUwUILMesifBbyGg1+uZcfQoHhgD2+07d+IIVLxbrnV15Xj16vjt28cPwOYyZfg0NLTA+iuEEEKIwkehuGPIatqDhL8gwW+hsG3bNi7ExNAXYz7f4AzlFePjYd8+Nrq40Dshgf7du8uorxBCCCEySZWMDtmSVGeFwIIFC+gJBDZpgrubm9V6pRMSAMntK4QQQojM0qY9WNskLDaSkd8CptfrcfjxRxYC//7xBxWVIgJjWrOqd+usubvfDNgG6N3dC6azQgghhCi0lCLraQ8S/QIy8lvgtm3bxtKbN/kdqKgU8S4uGObOpZyjo6lOM50OX+A80BwITJcRQgghhBAiTVYjv8JIgt8CtmDBAlKAZWXLsgtwTUigy4QJON9d1jjZxgYvvZ6LNjZMAD4JDMS2d++C7LIQQmRLJcXnqlwIcf8UxpFfa5vEv0YS/BYgvV7Phg0b6Al88d9/XMA4uutw9arpB9Q+NZXzQPnUVBYDrVq0KKjuCiFEjqReOkDK8dUY4s9bLDfEnyfl+GpSLx3I554JUbwZ5/wqq5sEv0YS/Bagbdu2ce3aNVYDPwA9AV8gBmPWB4A/gP3ae9+mOsePg16fzz0VQhQGZ8+eRaPR4OzsjJOTE7Vr12bbtm0F3S0zKikeQ8whUAZSz27JFAAb4s+TenYLKAOGmEMyAixEXspiykOqQp54u0uC3wK0YMECAEI8PFiV7rhnuowPfkBXg4FdwB5fX7QrV8Lq1fnZTSFEIXHw4EFq165NYmIiiYmJdOnShcGDBxd0t8xoHFyxqfQUaLSZAuD0gS8aLTaVnkLj4FrAPRai+JBpDzkj2R4KSPopD7OvXuV74H/ADMD32jVTPS/gFsZMD4f69YMGDSA4YyZgIURJcPDgQRo0aACARqMhMDCQuXPn3n9DyoC6fc1yma0DGl2pXPQStK6+UOkpU6CbenYLyr0ahriTZoGv1tU3V9cRoiiKiYnh6tWrmY4nJyWjs7PLVdsKlWWeXwl/jST4LSDppzzswriyW0s7O8rducMNoPTdercAR+A/jYZHxowBVxklEaKkOnjwIE888QQAFy5cYObMmQQ/yH+GU+6Qcny1xSJtufrY+DTIRS/vtpMhADb8d9xYIIGvKOG+nDePt2e8Y7HM09Mz1+0bct1C8SfTHgpI2pSHPo6ONMMY5Ja7c4fzQGK6eo53y8oqhe6ZZ2S+rxAl2MGDBwkNDcXZ2ZmKFStSu3ZtPv30U1N5u3btuHLlSgH20JzW1RetezXzY+7VJPAV4iGRaQ85I8FvAUib8gCw/NYtdms0piDXF/DJUN8RSPLwgN27Zb6vECVUYmIip0+f5vz58yQkJDBz5kx2796NXbqPSa9cuUK5cuUKsJfmDPHnjVMd0h+LO2k1C4QQIneUyibbg0S/gAS/BWLnzp1cuzuv197JCd0bb3DS3R3HDPVupvvarlIlWL5c5vsKUUIdOnSI8uXLU6ZMGbRaLSNHjiQqKopDhw4BcOPGDUqXLp1NK3fZ2mFbo6vFTetRM0/6m/HhNm3ZGhYfghOipBn80kvs37c301alcmXcc7mCa36M/A4ZMoSAgAA0Gg2RkZFZ1o2NjaVjx444OTlRo0YNNm/enAc9yD2Z81sAYmJiALC1taX9zZs0+uADLP0ZcAJWAEGlSlH2jz/g00+hZ0/Q6fKzu0KIQiAt00Mae3t7goKCWLduHfXq1eOff/7hkUceyVljGi2aUm7Z13tAlrI6aF190bj4mj0Eh8z9FSWQl5cXXl5emY7bO9ij0eR+TDJVwS2Vym1SM5ehSE3NfPx+1K9fn+eff55BgwZlW3f48OF4e3sTGxvLr7/+Sq9evTh58mSug/zckuC3AJw/bwx1U1JS+MXenuPJydQAbms0lMrwmURToOzt2+Dufm/ag4z+ClHiHDx4kDp16pgda9euHcuWLWP8+PEcPXo058HvQ6SS4i0GvmA5C4SmRldJdyZEHrmOnqWGC9wmlSQrj77ZxcXl6hpDhgwBQJfNQFxiYiKrV6/m9OnTODo60rlzZ+rWrcuaNWt44YUXctWH3JLgtwDs3bsXABsbG3rZ21MjOZlkoJRSJAEOd+slY5wDnGJnh21cHLz+ugS+QpRQc+bMyXRs+PDhDB8+HICjR4/SunXr/O5WJhoHV7Re9TDEHLKY1SF9AKz1qieBrxB5pGrVqqavY2NjSYqNtVjPze3hfeqT3smTJ00P56apW7cuR44cyZfrZ0Xm/OYzvV7Ppk2bAEhNTWVlUhI37OywB1I1GlPgC2APpAC2d+4YR36nTy+AHgshioJ//vmHsLAw2rRpQ4cOHVAF+GSLjU8D4/xhK1MatK6+2Nbomicp1YQQRmvXruXIkSMcOXKEYcOGWa3Xu3fvfOlPYmIiLi4uZsdcXFxITEy0ckb+kZHffJb+YTeAxXfuUJq7Qa5S6DUadHf/aN0GSgFKq0UTFwcTJ8JHHxVEt4UQhdyPP/5Y0F0wk92Iroz4CvHwDBs2zGoO8KxyCT/xxBPs3LnTYtmECROYfh+DcM7OziQkJJgdS0hIwNnZOcdtPCwS/OazS5cumb7uCXTCOL3BnrsLWqQbrSkFpAI2BgM4O8vIrxBCCCGyZe2huuzs2LEjz/pQrVo1EhMTuXDhAhUqVADg8OHD9O/fP8+u8aBk2kM++/rrr01f/6TTcRxj4Hv7bq7fjGzAmN0hMRHWr8+fTgohhBBCWHDnzh2SkpJQSpl9nZGzszNdunQhLCyM27dvs27dOg4dOkSXLl0KoNfmJPjNR3q93iwnXge9nhrAVciU5SHDifDqq/KwmxBCCCEKVNu2bSlVqhQnTpygXbt2lCpVinPnzgEwY8YM2rdvb6obHh7OxYsXKVu2LKNGjeK7774r8DRnINMe8tXmzZtJTk427Zf38oKYGDxycvKePcYgWHL8CiGEEKKAZLWwxfjx4832PT09+emnnx5yj+6fjPzmo/fee89s/8rdxS5yZM8eWdpYCCGEECKXJPjNJ3q93pTf94EEBEDXrnnWHyGEEEKIkkiC33yyc+dObt68+eANnDolI79CCCGEELkkwW8+ibmfKQ6WyMivEEIIIUSuSfCbT86fP5/pWEvtfbz8MvIrhBBCCJFrEvzmk/SruqWtbuJnMOS8gUcflVRnQgghhBC5JMFvPkk/8pu2rvXp+2mgWbO87ZAQQgghRAkkwW8BCryfyr///rC6IYQQQghRYkjwm098fX0zHat8Pw2cvq9xYiGEEEIIYUGJXeEtNTWVyZMnm/aHDRuGl5fXQ7uei4tL5mP3cX5qYiI2eded+xYTE0N4eLhp/2G/XkWdvF73J+31io2NNe3L61U8KP1tDFePmfa1HjXR6EoVYI8ejpiYGL788kvT/uDBg4vlz3BMTAxfzptn2h/80kvF7j5Lwj2WdCU2+E1JSWHKlCmm/eDg4If6w52QkJDrNjZs2EC7du3yoDf3LzY2Nl9fr6JOXq/7k/H1io2NlderuEhJwnDlL9OutkwlKIbB79WrV5nx9tum/e7duxfLn+GrV6/y9ox3TPvdu3UrdvdZEu6xpCtW0x5iY2Pp2LEjTk5O1KhRg82bNxd0l0wuXLiQ6dji+zh/MfDMM89w6dKlPOuTEEIIIURJU6yC3+HDh+Pt7U1sbCzvv/8+vXr1Ii4urqC7BYCfn1+mY7/ex/lpdS3NHRZCCCGEEDlTbKY9JCYmsnr1ak6fPo2joyOdO3embt26rFmzhhdeeCFT/dTUVLP9U6dOmb729PTM8484nnzyyUzHmt7H+U2B5Rj7fenSJXx8fPKqa0Lku5iYGNP8XjD//RNCCCEepmIT/J48eRJnZ2cqVqxoOla3bl2OHDlisf6///5rtt813dLB/v7+VKpUKU/7p5RCo9GglDId+wxYlcPz0/e2Ro0aNGzYMC+7l62bN2+a7Q8cOBAnJ6d87UNRIq9X1s6ePcu5c+cKuhtCCCFKoGIT/CYmJmbKqODi4sJ///2XqW50dDQpKSlW2zp37ly+/GGOurvdrxs3brBt27a87s59+eOPPwr0+kWNvF6isIiOjobkW+iP5fS/3rlkMP+ULeXMZtDmT+6aRg1358t1AJKTk832ewUHY29vn09XV9lXySPJSeb3GdzrOewd8us+80dB3WNU1Gns7Owe+nVEMQp+nZ2dM2VUSEhIMC0lnJ6TkxPJycno9XqLbXl6euLp6ZnnfVRK8c8//5j2/YDMvbMsEYi++7WNjQ01atTI495lLTU11Wz+tLu7OzY2BZl8rXCT1ytrsbGxZtMe0tPpdA/l908YpX0C4edXPl+uV1J+FzL+3Op0OjQaTT5dPb+uAzo7O/P7tLNDoylWjw8V2D3a2dnJJ4T5pNgEv9WqVSMxMZELFy5QoUIFAA4fPkz//v0z1b18+XKmOYfpPYw5v0KIe+T3r+Bcvny5oLsghBAFSqPST0It4oKDg3F1deWzzz5j8+bN/L+9+46q4lrbAP4AaijHA0pUUGOJokYF/bB+VhQ1cO1G4pdEg917NXZjYjAgtmA3JmoswSiK19iVWCJcIcal0RgBxSwLFgxJ7AJH6oH3+8PFXA7lFESPcp7fWmctmb3nnT177xlehzkz/v7+uHr1KqpWrWruphERERHRS6DcXPkFgDVr1sDf3x/Ozs6oXbs2duzYwcSXiIiIiBTl6sovEREREZE+5esudSIiIiIiPZj8EhEREZHFYPJLRERERBbDYpPfe/fuoXfv3nBwcEDjxo0RFRVl7iaZ1dq1a+Hp6YmKFStizpw5yvLo6GhYW1tDpVIpnxMnTijliYmJ6NixI+zt7eHp6Ym4uDgztN48xo4dC1dXV6jVari7u+PgwYNKWUhICKpVq4aqVati5syZOm/2O3v2LDw8PGBvb4+uXbta1JvOTp06BWtra8yfPx8A8N1336FChQo68yspKUmpb8l9RUREz4fFJr8TJkyAi4sL7t27hyVLluDdd9/VeRC7pXF1dcWcOXPwzjvvFCl78803odFolE/nzp2Vsvfeew89evTAw4cPMWbMGAwcOFDv2/PKk2nTpuHmzZtITU1FaGgohg4digcPHuDQoUNYvXo1Tp8+jUuXLuHw4cMIDQ0F8PQtUIMGDcKkSZPw8OFDdOrUCUOHDjXznrwYeXl5mDp1Ktq0aaOz3MvLS2d+1alTB4Bl9xURvXj8/r/lsMjkV6PRYN++fQgODoa9vT369esHd3d37N+/39xNM5sBAwagX79+cHJyMnqdy5cv49KlS/jss89ga2uLf/3rX8jLy9O5MlyeNWnSRHl9qZWVFbKzs5GcnIywsDCMGzcODRo0gIuLC6ZPn44tW7YAeHol/bXXXsPo0aNha2uLgIAAnDt3Djdu3DDnrrwQ69evR7t27fDWW28ZVd+S+4qIXrzExEQAT/+jTuWbRSa/V69ehUqlQu3atZVl7u7uSEhIMGOrXl63b99G9erV4ebmhrlz5yI3NxcAcOnSJTRq1Ejn/fWW1o/jx4+HnZ0d2rRpg+7du8Pd3R2XLl2Ch4eHUqdgnxQus7e3R4MGDcp9nz148AArV65EcHBwkbLTp0/D2dkZTZs2xTfffKMst9S+IqIX75dffkGjRo3wyy+/wNramleByzmLTH41Gg3UarXOMrVaDY1GY6YWvbyaNGmCuLg4/P3339i/fz++//57rFy5EgD7EXj6YhWNRoPIyEj06tULVlZWRfqlYJ9Yap8FBARgypQpRf6y0LVrV1y8eBH37t3Dpk2bMHfuXOzevRuA5fZVeZObm8sraeVQ4eTwVU8W27Vrh0mTJiEkJAS3bt2ClZWVuZtEz5FFJr8qlQqpqak6y1JTU6FSqczUopeXi4sLmjRpAmtrazRt2hSzZ8/Gnj17ALAf89nY2MDb2xuRkZE4dOhQkX4p2CeW2Gfnz5/H2bNnMWbMmCJl9evXR7169WBtba388uH8evUdPHgQBw4cAPD0+LC2tsaff/6Jc+fOAYDy1yN6dVlZWeH+/fs4duyY8vOrngD7+fmhYsWK2Lt3LzIyMpTlr/p+UVEWmfy6ublBo9EgOTlZWXbx4kU0a9bMjK16NRT8c1DTpk1x9epVZGVlKeWW3I9arRbXrl1D06ZNceHCBWV5wT4pXJaRkYHExMRy3WcxMTG4fPkyatWqBRcXF+zYsQOLFi3CiBEjitQtPL8sra/Kg+7du+Pjjz/Gxx9/jA4dOijLf/vtN4wcORLXr1+HjY2NRVwNzp/Lhq6SvqrJ1cWLF/HDDz/g0KFDAJ4mwK/yf2w6duyItm3b4vvvv8f169cBANnZ2bCyssLJkycRHR1t3gZSmbHI5FelUqF///4ICgpCRkYGIiIiEB8fj/79+5u7aWaj1WqRmZmJ3NxcnX9HR0fj9u3bAJ7eKz1//nz069cPANC4cWO89dZbCAkJQVZWFtavXw8rKyudp0GUVykpKQgPD4dGo4FWq8XOnTtx/PhxdOnSBUOHDsW6detw/fp13LlzB8uXL8eHH34I4OmTDTIyMhAaGoqsrCwsWLAArVq1Qv369c28R8/P2LFjce3aNcTGxiI2Nhb9+vXDhAkTsGLFChw5cgT37t0D8DQ5WrVqlTK/LLGvXnWdO3dGtWrVcPHiRezcuRMajQZ79+4FAPTp0wdTp07FuHHj8Mcff8DaWvfXz6uaAJYkLy9P+dN54UQ//yrpunXrkJCQ8Mr8iT1/P9LT05Geng5PT0/0798f586dUx71aGNjAwD4448/zNbO0siffzNmzICLiws++OADAEClSpWwZ88edO/eHTk5OeZsIpUlsVB3794VX19fsbOzEzc3Nzl27Ji5m2RWQUFBAkDns2nTJlm6dKnUrFlT7O3tpV69evL5559LTk6Ost7Vq1elQ4cOYmtrKy1btpTz58+bbydeoJSUFPHy8hJHR0dRq9Xi6ekpu3fvVsoXLlwozs7O4uTkJB9//LHk5eUpZWfOnBF3d3extbWVzp07y82bN82xC2bj7+8v8+bNExGRadOmSbVq1cTe3l7c3Nxk1apVOnUtva9eJVFRUWJlZSUXLlwQEZH09HTp2bOn/Oc//9Gp99VXX0lgYKBkZGSIiEhoaKhkZWW98Pa+KBs3bpSJEyfKsmXLZMuWLcryTZs2ybJly2TmzJmSnp5uxhaW7OjRoxIfHy8iIlqtVkRErly5In5+fjJkyBAJCQmRr7/+WqKjo2Xu3Lly+PBhERGZO3eufPnll2Zrd2nl5uaKiEhOTo60adNGZs6cKREREVKxYkUJCwszc+uoLFmJlLP/bhMR0QuXk5ODmTNn4s8//8S2bduQlJSEtm3bwt3dHf3798eYMWPg4OCApKQkhIWFwdfXFxEREYiNjcWuXbuKXAkuD1avXo1Dhw7hs88+g42NDUJCQtCpUyfMmDEDcXFxaNGiBb799ls4OjqiW7ducHZ2NneTFX369EF2djaqVKmC0NBQODg44PLly/jnP/+J2bNnw93dHdevX8fRo0dhbW2Nzp074+TJk/jll19QpUoVfPvtt6hQoYK5d8NkIgIrKytERkZi+vTpuHDhAsLCwvDBBx8oV4dflSv1VLJXb2YSEdFLp2LFihgwYAA2btyIoKAgrF+/HoMHD0arVq0QHByMM2fOwM3NDcHBwahduzYmT56MOnXqYOfOnbC2tkZeXl65S4AfPHiAVatWoUGDBgCAsLAwDB06FHXq1MG7774L4OlbDOvWrVvsC4bMpU+fPsjNzcWPP/6I9PR02NvbQ6vVYseOHbCzs4O3tzcAwNnZGa6urggPD0eNGjXg7u6OxMRErF+/HhUqVEBubq5yG8SrIj+xbd26NXr27IklS5agV69eTHzLmfJ1piEiIrPp2rUrmjdvjpUrVyIoKAjffPMNxowZg3PnzsHNzQ2XLl1Ceno6/P39MWLECGzZskX58lt5S3yBp0+12LVrl/IlsMqVK2PGjBn4888/ATy9d7Z9+/b45JNPXpqnJURHRyM7O1v5EputrS0AoEKFCvjggw8wcOBALFiwAHfu3IGNjQ2qVauGCxcu4PHjx+jXrx9CQ0Nf2cS3ICcnJyxcuJCJbzlV/s42RET0wuUnCJ988gl8fHzw/fffK2U1atRAQEAAtm7dCnt7ewDAyJEjYWNjg9zc3HKZ+ALAoEGDYGtri9jYWCUBzsnJwfXr16HVamFvb4/hw4crV75fhuQq/xm3+U9uKDg2DRo0QPfu3aFWq7F+/XqkpKTA3t4eNWrU0Hk0GIBXOvHNV6lSJQBQ+oPKj/J5xiEiohfKyspKeRrAtm3bICKYMmWKUl6pUiWdt0Hme9WTJH1Xa93c3FCpUiX8/PPP+OKLL3Dp0iUsWLAA7dq1K3I/7MvyHwArK6siiWxBDRo0wODBg1G1alWEhoZi+vTp+PPPP9G1a9cX2EqiZ/NyHG1ERPTKy39Os62tLT799FPExsZi37595m7Wc1Pwau3SpUuVFz4AT5Pi/Cu73t7eyM3NxZ49e/DBBx8oj9F6GTk7O+Pvv/9GSkqKcktKfoIfHh6O1atXw9XVFT4+Prhz5w4uXLiAbdu2Wcyzm6l84NMeiIiozN27dw+rV6/GxIkTX6qnGJSV/KcCAMCKFSsQExODsLAwVK5cudg6+tZ/2Xh6eqJp06bYunUrACj3ZOc/tWLu3LnKG96cnZ2VWyRe9av4ZDl45ZeIiMpctWrVEBgYCGdn53J3RbBg4rpq1Sp8/vnneOutt5TEN39/raysiryiO9/LmPjmXwubPXs2bt26hYCAAABPr+gvWbIE4eHhGDt2rNL2119/XfmiHhNfepUw+SUiouci/z7Wl+V+1rJQ8FaHjRs34sSJE7h69Spu376NefPmAXi6v7m5uUhNTcXIkSMRHx9vziYbLX+/vL29MWTIEPz444+oW7cuBg4ciI0bNyIqKgpvvPFGkVcYv4yJPJE+vO2BiIjIgMKPY1u9ejWOHz+OadOmoUOHDkhLS8Pw4cPh6empXDEFgF27dqF69ero0qWLOZpdallZWUhNTcXBgwdRv359NGvWDNWrV+ftDVQuMPklIiIqxr1795CdnY1atWoBALRaLSpUqIAtW7Zg69at2LJlC1xcXJTEOCMjA8OHD0fTpk0RFBQEALhz5w5q1Khhzt0oM+X1ecxkeTiL6ZUwadIk7Nq1q8TykydPokWLFqW6t7Bv37747rvvnqF1RFTenDhxAh06dMDgwYPRpUsXiIjyeLL09HTMnj0bLi4uOs/CtbOzw+bNm3Hy5EmcOXMGAMpN4guUr9tXyLJxJpNZ7dy5EyqVqsinUqVKsLKywsGDBwEAhw4dQocOHUqMM3HiRAQHB+ucnI8dOwZvb2+o1Wo4ODigZcuWWLt2bZHncs6fPx+ffPKJ3mdbEpHl+OmnnzBgwABMnjwZCxYsQFZWFgIDA5VyOzs7RERE4MmTJ8qLOgDgt99+g62tLQ4fPoy2bduaq/lEZACTXzIrPz8/aDQanU90dDTUajVGjx6N3r17IzExEc2bN0fNmjWLjXH8+HH8/fff6Nu3r7Js06ZNGDBgAAYNGoSkpCQ8ePAAX3zxBUJCQjB8+HCd9Vu0aIG6desqj/UhIsv18OFD9OjRA6NGjcJHH32Ezp07o0WLFjovpejUqROqV6+OX3/9VUmAb968iaCgIFy5ckW5J5Z3FRK9nJj80kslJiYG3bt3h7+/PzZs2ABra2tERUVh3LhxJa6ze/dueHt7K79wUlNTMXnyZMydOxcTJkyAk5MTbG1t4evri127diEsLAxRUVE6MXx8fLBnz57num9E9PKrWrUqpk+fjtjYWNy4cQMVK1aEVqtFfHy8co5o0KABGjRogNOnTyMgIACRkZEYNWoU+vXrh0aNGimx+BQEopcTk196aRw6dAi+vr6YMWMGli1bpixPTk7G22+/XeJ6v/76K5o3b678/PPPPyMtLQ1DhgwpUrdNmzaoX78+Dh8+rLPcw8MDZ8+eLYO9IKJX3XvvvQdXV1ccP34cH330Ef7973+jcuXKGD9+PPz9/fHDDz9g4MCBGDlyJFq3bo2kpCSMGzcOY8aMAcArvkQvuwqGqxA9fzt27MCHH36IJUuWYNKkSTplwcHBetd9+PAhHB0dlZ/zHypfpUqVYutXqVIFT5480Vnm6OiIR48elabpRFTOeHh4oG3btggJCYGVlRU0Gg2sra1x+/ZtBAYGYvbs2Xj06BGGDh2KoUOH6qz7Mr+5jYie4pVfMrsNGzZg2LBhWLduXZHE1xhVq1ZFSkqK8nOTJk0AAHFxcUXqPnnyBJcvX1bq5EtJSSkxWSYiy5F/1XbChAno1asXKlSooHyR9o033sBXX32FrVu3Fkl68zHxJXr5Mfkls1q2bBkmTpyI7du3F/kimrFatWqFhIQE5eeWLVuic+fO+OKLL4rUXb58OV577TW8//77OssvXLiA1q1bl2r7RFR+5L+uFwC+/vprqNVq+Pv7K+UqlQrNmjUDgHL32mYiS8Hkl8wmMDAQgYGB2L9/P955551Sxxk0aBCioqJ0XrkZHh6Oy5cvY8KECcjMzEReXh6WLVuGpUuXYteuXahWrZpOjCNHjmDgwIGlbgMRlR8FE+Dly5fj7t27+Oqrr4rU43NviV5NPHLJLM6fP4958+YhKysL77zzTpHn/Pbo0cPoWN7e3qhevbryTOCFCxeiSZMmSEpKwpo1a7Bjxw6cOHECM2bMQHp6Ovr06YN//vOfyvrx8fG4ceMGhg0bVub7SUSvpvzbF9zd3dGoUSOoVCozt4iIygpfb0zlws8//4wJEybg/PnzJl+N6devHwYOHIgRI0Y8p9YR0assJSVF50u1RPRqY/JLRERkBD7Jgah84G0PRERERmDiS1Q+MPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyrWzZs3YWVlBZVKBQcHBzRr1gwxMTHmbpZJvLy8YGtrC5VKBZVKBV9fX53ye/fuoXfv3nBwcEDjxo0RFRVVYixT6paGqfFXrlyJhg0bws7ODm5ubvjyyy9LvW1zjHVWVhZGjhyJOnXqQK1Wo3379jh16pROnbFjx8LV1RVqtRru7u44ePBgqeKUBVPGZ+3atfD09ETFihUxZ84cg7Ff9bF8XmJjY9GxY0eo1Wq8+eab2Lhxo1FlCQkJ6NKlC9RqNZo2bYro6OgSt/G8j+uCTp06BWtra8yfPx9A6eauOc8TROWKEBVj37590qxZMxERycvLk1mzZkmjRo3M3CrTdO3aVcLCwkos9/Pzk5EjR8qTJ09k//79UrVqVXnw4MEz1y3I399fNm3aZLCeKfFnz54tLVq0kPPnz4tWq5Vz585J8+bNZfbs2Qa3UxxzjLVGo5Hg4GC5deuW5Obmyvbt28XZ2VnS0tKUOr///rtkZmaKiMiZM2dErVbL/fv3TY5TEmPHRsS08dm7d6/s379fhgwZIkFBQXrjloexfF6aN28uwcHBkpubK+fOnROVSiWXLl3SW5adnS0NGjSQL7/8UrRarRw7dkycnZ2LzJt8pT2uRUybP7m5udKuXTtp27atzJs3T0RKN3fNeZ4gKk+Y/FKxgoODZejQocrPERERUrVqVTO2yHT6kt+0tDSpWLGi3L59W6d+aGjoM9UtzJhfkKbEv3fvntjb28uVK1d0lickJIidnZ3cvXvXYJsKe1nG2tXVVX799ddiy86ePSu2trYSFxf3THEKMjZ5Ke34jxs3Tm/yW57HsiyoVCqdvmnTpo3s2bNHb9mFCxeK7G+PHj1kw4YNReI/y3EtYlryu3btWpk0aZL4+/sryW9x9M1dc58niMoT3vZAxYqLi4OnpycAIDk5GYsWLYKfn5/Z2tOnTx84OTkV+wkJCSlxvalTp6JatWro2bMn4uPjleVXr16FSqVC7dq1lWXu7u5ISEgoEsOUuqVhSvxTp06hfv36cHNz01netGlT1K5du1R/8i+LsS7t+OS7evUqHj58iIYNG+osHz9+POzs7NCmTRt0794d7u7upYrzLJ7X+L+sY1nWSjs3Jk6ciK1bt0Kr1eLMmTNISkpC+/btDZaJiE4cETHLcZ3vwYMHWLlyJYKDg/XWMzR3zX2eICpPmPxSseLi4hAYGKicbJs1a4ZVq1aVKlZsbCy+/fbbZ2pPREQEHj9+XOzn008/LXadxYsX48aNG0hKSkLPnj3h6+uLtLQ0AIBGo4Fardapr1arodFoisQxpS6g+8s+PDwc48eP1/vL/lnbks/JyQnp6enFluljaKzffvtt3LlzR2+M0oxPvoyMDAwdOhSzZs2Co6OjTtmaNWug0WgQGRmJXr16wcrKqlRx8pk6NoDp428sc4xldHQ0vLy80KVLF/Tu3RvJycno1asXvLy84OjoCC8vL3h5eRUb++jRo+jSpQu8vLwwZcoUaLVao9pU2rnh6+uLLVu2wNbWFh06dMCiRYvg6uqqt6xx48ZwcnLC8uXLkZOTgyNHjiAmJgZPnjwpEr8041qa+RMQEIApU6bAycmpxLjGzF1znyeIypMK5m4AvXw0Gg2uX7+Ohw8fQq1WY+nSpdi+fTsqVapUqngeHh5o2bJl2TbSCG3btlX+PXPmTISGhuL06dPo2bMnVCoVUlNTdeqnpqZCpVIViWNKXeDpL/t8w4cPh5eXF4YPH15iO02JX79+fVy5cgVarRYVKvz38M3OzsbVq1dRv379ErdTHGPG+s6dO6hRo4ZJcY2Vk5MDPz8/NGzYEIGBgcXWsbGxgbe3N1auXAk3Nzf84x//KFUcwPSxAUwff2O96LG8f/8+AgMDERERAbVajZs3byI7Oxs//vgjAKBTp04lfjns/v37mD9/Pg4fPgyVSoXFixfjm2++wUcffVS6nTfg4cOH6N27N0JDQzFw4EAkJCTAx8cH7u7uqFevXollnp6e2LdvHyZOnIgFCxagdevWGDJkiM7V0nylGVdT58/58+dx9uxZrF69usQ6xs5dc54niMobXvmlIuLj41GzZk04OTnB2toakydPRmJionLbQFxcHNq1a4du3bph3rx5EBH861//Qvfu3dGnTx+kpKQgOjoa/fv3R79+/bB3717Mnj272HqFY5XE19dXeWpD4c/ChQuN2i9ra2vlT6Jubm7QaDRITk5Wyi9evIhmzZoVWc+UuqVhSvy2bdvC2dkZ4eHhOsu3bt2K6tWro02bNiZt29BYp6WloXLlygbjlGZ88vLyMGzYMFhZWWHz5s16r+oCgFarxbVr1545jqme1/i/6LE8dOgQhg0bplwRrFevntFJ0A8//IAPP/xQSbQmT56MvXv3GrVuaeZGYmIiHBwcMHjwYNjY2MDDwwMdOnRATEyM3jLg6X+2Y2Ji8ODBAxw9ehTXr1/X+Y9wvud9XANATEwMLl++jFq1asHFxQU7duzAokWLMGLECACmzV1znieIyh2z3nFML6U1a9ZIr169dJb17dtXFixYICIiS5cule3bt4vI028xHzhwQCk7cOCALF68WI4fPy49evQQEZHjx49LQEBAsfUKxyorjx49kh9//FEyMzMlKytLli9fLjVq1JDHjx8rdQYPHiyjRo2S9PR0OXjwoN5vTptStzRMiX/y5EmpUaOGHD9+XERE/vOf/0j16tXl5MmTJm/X0Fj/8ssvMmbMGJPjGmP06NHSpUsXycjIKFL2+PFj2bZtm6SlpUlOTo58//338tprr8n58+dNilNWTBmfnJwcycjIkNGjR0tAQIBkZGSIVqsttu6LHMsvvvhCIiIiSly/Y8eOJZYVt26nTp1MbqOxHj9+LGq1Wvbt2yd5eXmSkJAg1atXl2PHjuktExGJi4uTjIwMefLkiSxevFjatWtX4nae93H95MkT+euvv5TPu+++K5988ok8evRIREyfu+Y6TxCVN0x+qYhx48bJtGnTdJZ9/fXX8r//+78iInL//n2ZOHGivP/++3L48GFZtGiReHh4SNeuXaVjx47yySefyPHjx2XWrFki8t/kt7h6hWOVlbt370qrVq1EpVJJlSpVpFu3bnLu3LkidXx9fcXOzk7c3NyUX54iIj4+PkrSYKhuYT4+PuLg4FDsp2BMY9tS0IIFC8TBwUFsbGykXr16IiJSr149sbGx0Ru/JIbGetOmTbJ8+XKTYhrj5s2bAkBsbW11+uenn34SEZGUlBTx8vISR0dHUavV4unpKbt371bWzx8fQ3EKK83YiJg2V4KCggSAzqe4pwK86LHcvHmzrFu3rsT19SW/3333naxfv175OTMzU7p37y4HDhyQhQsXyqRJk0xqqzGOHDkiLVq0EJVKJXXq1JGQkBCjyqZMmSKOjo5SuXJlGTRokPz11186cQuOlynHdf66pZk/+Qo+7cGYuVva81BZzy2i8sZKpNBXY4kMyMjIgJ2dHbKzs9GxY0cEBAQgMTER06dPB/D0HraTJ08iMjIS8+fPR3R0NCIjI9G6desi9bRarU6ss2fPmnPXqJCZM2fC29sbb7/9trmbQs/o/v37GDRokHLPb1JSEnJzc5VbHzp16oSff/5ZqZ+cnIxatWoBAO7evYt33nkHR44cgYODAxYvXgxbW1tMmjQJADBu3DisW7fuxe8UEVEp8AtvZLLw8HBs3rwZ6enpGDZsGPr3748JEyage/fuEBFMnTq12G8aF1fv3r17OrHo5fL777/jp59+wpIlS1CpUiX88MMPZX5PLb0Yr7/+OubOnYt+/fohLy8ParUa69evL7auVqvF8OHDcezYMQBA9erVMWvWLLz99tuwsbFBixYtsGzZMgBASEgIRo0a9cL2g4joWfHKLxER6Thz5gwuXryIkSNH6q23cOFCXLlyBS1btsTkyZP5HyMieiUw+SUiIiIii8FHnRERERGRxWDyS0REREQWg8kvEREREVkMJr9EREREZDGY/BIRERGRxWDyS0REREQWg8kvlej+/fuYOHEi3njjDajVajRr1gyLFy9Gbm7uC2/L2rVr4enpiYoVK2LOnDk6ZbGxsejYsSPUajXefPNNbNy4sdgYp06dgrW1NebPn1+q7ZQFlUql87G2tlZeFpCVlYWRI0eiTp06UKvVaN++PU6dOqWsm5CQgC5dukCtVqNp06aIjo5Wyu7du4fevXvDwcEBjRs3RlRUlFJmKK6x7TNFvXr1YG9vr8RxcXExOQYAJCYmokKFCsjMzCzV+oaMHTsWrq6uUKvVcHd3x8GDB5UyQ32hbzwMzaPFixfjjTfeQOXKlfE///M/SEtLM2pdU+envu2UBS8vL9ja2ip95OvrC8C4eVRS2/TNZX19Dug/F+iLayi2vriGxqSkPiqOsecyQ+rVq6fztj4AmDNnDkaPHl2qeETljvnerEwvszt37kjDhg1l9OjRkpycLCIisbGx0rdvX8nLy3vh7dm7d6/s379fhgwZIkFBQTplzZs3l+DgYMnNzZVz586JSqWSS5cu6dTJzc2Vdu3aSdu2bWXevHml2o4+/v7+smnTJhP2SCQ5OVlsbGzk+vXrIiKi0WgkODhYbt26Jbm5ubJ9+3ZxdnaWtLQ0yc7OlgYNGsiXX34pWq1Wjh07Js7OznL//n0REfHz85ORI0fKkydPZP/+/VK1alV58OCBwbimtM8UdevWlRMnTpi8XmG7d++Wpk2bPnOckvz++++SmZkpIiJnzpwRtVqt9GlBhfvC0Hjom0dff/21dOvWTW7duiV5eXkSFxentMHQuqbMT0PbKYkpc7lr164SFhamt05x80hf20qay4b6XET/uUDfMWIotr64hsbEmD4ypv2mKO74CwoKklGjRpkci6g8YvJLxfLz85N3333X3M0oYty4cUV+wahUKrly5Yryc5s2bWTPnj06ddauXSuTJk0Sf39/vcmvvu3oU5rkd8mSJdKpUye9dVxdXeXXX3+VCxcuSNWqVXXKevToIRs2bJC0tDSpWLGi3L59Wynr2rWrhIaGGoz7LO0DUGSb+b/kyyr5DQwMlPfee++Z4xjj7NmzYmtrK3FxcUXKCveFvvEoqPA80mq14urqKteuXTPYHn1z0ND8NGU7hZV18lu47/S1Td9cNqbPSzoXGDpGDMU25hxT0piYkvwas518ph5/TH6J/ou3PVARiYmJ2L17N+bOnVvmsfv06QMnJ6diPyEhIaWKOXHiRGzduhVarRZnzpxBUlIS2rdvr5Q/ePAAK1euRHBwcFntRpkICwvDhx9+WGL51atX8fDhQzRs2BAAIIVexigiSEhIwNWrV6FSqVC7dm2lzN3dHQkJCUbFLW37XoT4+Hh4eHgYrPcs82r8+PGws7NDmzZt0L17d7i7uxepU1xflDQe+vzxxx9IT0/Hrl27UKNGDTRu3BgbNmwwuH+melHbAYCpU6eiWrVq6NmzJ+Lj44uUF+47fW0zNJcN9XlJ5wJjjhF9sQ2dY561jwy1n4jKFpNfKiIqKgpubm5o3LhxseXR0dGoW7cuvL294eXlha1btyrLZ8+erTd2REQEHj9+XOzn008/LVV7fX19sWXLFtja2qJDhw5YtGgRXF1dlfKAgABMmTIFTk5OpYpfkoIJV3h4OMaPH290whUfH48rV67Az8+v2PKMjAwMHToUs2bNgqOjIxo3bgwnJycsX74cOTk5OHLkCGJiYvDkyRNoNBqo1Wqd9dVqNTQajcG4pW2fMXx9fZX+mDZtWqlixMXFoUWLFgbrPcu8WrNmDTQaDSIjI9GrVy9YWVnplBfXF/rGQ5/k5GSkpKTgypUruHnzJnbu3InPPvsMJ06cMLiPpjB1O6Wdy4sXL8aNGzeQlJSEnj17wtfXV+e+4uL6Tl/b9M1lY/q8pHOBoWPEUGxD5xh9DPVRQc+yneJilcXFBaLyiMkvFXH37l2dKyTFGTZsGKKionDkyBFs374dZ8+efUGt0/Xw4UP07t0bS5YsQVZWFn777TfMmjULv/32GwDg/PnzOHv2LMaMGVPm2y6YcL3//vtYs2aN0QlXWFgY+vbtW2xCnpOTAz8/PzRs2BCBgYEAgIoVK2Lfvn3Yv38/XFxcsGLFCgwZMgS1a9eGSqVCamqqTozU1FSoVCqDcUvTPmMdPnxY6Y/ly5ebvH5qaipu3rxpVPL7rGxsbODt7Y3IyEgcOnRIp6y4vtA3HvrY2dkBAAIDA2FnZwcPDw/83//9X5FtPitTt1Paudy2bVuoVCrY2dlh5syZqFy5Mk6fPq2UF9d3+tqmby4b6nN95wJDx4i+2IbOMYYY6qN8z7qdwgoef89ycYGoPGLyS0XUqVMHt2/fNqqura0tZsyYgQMHDhhV39fXt8g3wfM/CxcuNLmtiYmJcHBwwODBg2FjYwMPDw906NABMTExAICYmBhcvnwZtWrVgouLC3bs2IFFixZhxIgRJm+rrOTl5SE8PBzDhg0rtmzYsGGwsrLC5s2bda5Cenh4ICYmBg8ePMDRo0dx/fp1tG3bFm5ubtBoNEhOTlbqXrx4Ec2aNTMqrintK6zgUxhSUlIM1jfFhQsX4OzsjJo1axqsW1bzSqvV4tq1a8rP+vqipPHQp1GjRqhUqZJO/+sbi9J6UdspzNraWrl9oKS+09c2Q3NZX5/rOxcYc4yUFNvQOeZZ+qig0mzneR5/ROUZk18qom/fvkhJScGCBQuQnp6OvLw8nD17FlOnTi22fs2aNfH3338bFfvw4cPQaDTFfj777LMS19NqtcjMzERubq7Ovxs1aoT09HTs378fIoJLly7hxIkTyn2bY8eOxbVr1xAbG4vY2Fj069cPEyZMwIoVK0zajiHfffcdhg8fblQfREVFIScnp9hHHo0bNw5//fUXdu7ciQoVKuiUxcfHIzMzE+np6ViyZAny8vLg4+MDlUqF/v37IygoCBkZGYiIiEB8fDz69+9vVFxT2lfYli1bkJeXh8jISMTHxyMtLQ1ardaofjAkLi4OzZo1Q2ZmpvLJzs4utm5p5lVKSgrCw8Oh0Wig1Wqxc+dOHD9+HF26dFHq6OuLksYDKHke5Sc3CxYsQFZWFn7//Xfs2LED//jHP5S4+uagsfPTmO2UxNi5/PjxYxw7dgxZWVnIzs7GihUr8PDhQ7Rr105v3+lrm6G5rK/P9Z0LjDlGSopt6Byjb0wM9VFBhrZTnOd5/BGVa+b4lh29/C5evCg+Pj7i7OwsVapUkTZt2si3334rIiLHjx+XgIAApW5UVJR8/vnnRZaXpaCgIAGg88n/RvqRI0ekRYsWolKppE6dOhISElJinMJPe/Dx8ZEFCxYYtZ3CfHx8xMHBodhPwZiFDRs2TCZOnFhk+c2bNwWA2Nra6sT66aefRERkypQp4ujoKJUrV5ZBgwbJX3/9pax79+5d8fX1FTs7O3Fzc5Njx44ZHbdwH5TUvsIAyLhx4+T111+Xbt26SWBgoFStWlVu3bpVJk97GDt2bJGxGDBgwDPFLCglJUW8vLzE0dFR1Gq1eHp6yu7du3Xq6OsLfeOhbx49evRIBg0aJCqVSurVqyfr1q3TiatvXUPzs+BYGtpOQaWZy3fv3pVWrVqJSqWSKlWqSLdu3eTcuXNG9Z2+tumby/r6XET/uUBfXEOx9cXVNyaG+qjwsWfKuczU449PeyD6LyuRYv7+QqRHdHQ0IiMjMX/+fGRmZsLPzw9BQUHKl4b0vUSCyg8rKyvcvn3b4H2uRFT2ePwRlR5ve6BSCQsLg7e3N3x8fDBkyBC0bt0aALBt2zb06NEDPXr0QEREhJlbSURERKSLV36JqFR45YnIfHj8EZUek18iIiIishi87YGIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovB5JeIiIiILAaTXyIiIiKyGEx+iYiIiMhiMPklIiIiIovx/7NLcgApYTo+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 8.5 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 708.3 ± 4.3 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 55.2 ± 1652.5 $\\mathrm{\\mu F}$   $L$ = 333915.0 ± 828902534.0 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 894.0 ± 50.2 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 380.2 ± 6.5 $\\mathrm{\\mu F}$   $L$ = 13688.4 ± 1537.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 51049.9 ± 1577.4 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 27.6 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1035.2 ± 65.4 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 371.5 ± 6.3 $\\mathrm{\\mu F}$   $L$ = 227540157410574.8 ± 1.955778042816884e+23 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 13.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 311.5 ± 1.7 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 51.9 ± 0.4 $\\mathrm{\\mu F}$   $L$ = 21565.6 ± 1805.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.2 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 4573.7 ± 71.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 82.2 ± 0.4 $\\mathrm{\\mu F}$   $L$ = 125999997829520.8 ± 1.0621723249801436e+21 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.6 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 4740.4 ± 754.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 127.8 ± 405267.0 $\\mathrm{\\mu F}$   $L$ = 8835708.5 ± 9106445659233.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.7 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 2769.7 ± 23.2 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 75.4 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 6251504323955.6 ± 8.029005535325189e+18 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.7 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 435.3 ± 14.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 294.2 ± 5.3 $\\mathrm{\\mu F}$   $L$ = 28994401821925.3 ± 1.2774350502400788e+20 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.8 ± 0.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 6358.0 ± 1456.2 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 78.6 ± 42910.3 $\\mathrm{\\mu F}$   $L$ = 12384039.1 ± 1735355709456.0 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 248.1 ± 4.9 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 226.8 ± 4.3 $\\mathrm{\\mu F}$   $L$ = 16108.5 ± 1610.9 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 43578.5 ± 1140.5 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 19.1 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.6 ± 0.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 6842.2 ± 965.1 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 77.9 ± 248997.7 $\\mathrm{\\mu F}$   $L$ = 13131856.6 ± 11657509438596.4 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 44761.3 ± 1209.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 19.4 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 5352.3 ± 184.9 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 109.1 ± 0.8 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 25.6 ± 0.6 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 7861.5 ± 1648.5 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 51.4 ± 30919.3 $\\mathrm{\\mu F}$   $L$ = 10339076.1 ± 1910242014047.8 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_28795/4025744648.py:307: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  AllEISParams = pd.concat([AllEISParams, EISParams])\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± nan $\\mathrm{\\Omega}$   $R_L$ = 8.0 ± nan $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 6425.0 ± nan $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 76.6 ± nan $\\mathrm{\\mu F}$   $L$ = 71999998167562.4 ± nan $\\mathrm{\\mu H}$    True\n",
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 13.8 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 161.1 ± 1.1 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 47.0 ± 0.5 $\\mathrm{\\mu F}$   $L$ = 24675.3 ± 1885.4 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.0 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 458.9 ± 10.1 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 159.4 ± 36157.3 $\\mathrm{\\mu F}$   $L$ = 1681564.9 ± 7613166461.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 9.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 297.4 ± 2.1 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 51.1 ± 3972.0 $\\mathrm{\\mu F}$   $L$ = 138491.3 ± 351323646.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.8 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 8380.7 ± 278.5 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 83.6 ± 0.4 $\\mathrm{\\mu F}$   $L$ = 71999996497166.3 ± 1.8408178292371953e+21 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 43427.7 ± 1245.2 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 14.3 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1944.6 ± 116.8 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 300.7 ± 3.3 $\\mathrm{\\mu F}$   $L$ = 13992.4 ± 1350.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 35832.9 ± 1172.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 30.1 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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xY8eQkpICY2NjneNTUlIQHh6Otm3b6qRXrlw508/NzMwsX/cgKxqNBjKZDGfOnMn0fk6/Bz///DMmTpyIJUuWoEWLFrC0tMT333+faXaC149Pnxnl9bSMfwIvDJGRkWjXrh3q1q2LjRs35vi7lJWs7nFu6tati7p162LcuHE4fvw4WrVqha1bt2Y7C8fbb7+Nn376Sdp3dHTE48ePdco8fvxYmoEl/d/Hjx/rPJiZsUy6jPc4/dqzSst434cOHYrAwEAcOHAA1tbWuHbtWr6H3AwbNgydOnXC3r17cejQIbRo0QKffvqp9KCin58fRowYgaCgIPz0009wcXHJ9+8xUWnEnl8q1czMzFCjRg1UqVIl03/qWWnYsCEeP34MuVyOGjVq6GwODg5SOY1Gg9OnT0v7ERERePjwIerUqQNA+9R7xh41ANJ+YQcSOfHw8EBaWlqexgGrVCr0798fly5dwpEjRzL9h52TRo0aQaFQ6Eyrdv/+ffz7779o0aJFvtoul8vh7++P0NDQbJ9mr1KlivTzcXZ2zrJMly5d4O3tjRkzZuikX7t2DTExMVi4cCFat26N2rVrZ+rhHDBgABITE7F8+fJM9QYFBSExMREDBw7M1/Xl5NSpUzozj/z999+oVKkSLC0t8dZbb0EIgcjIyEzv0fR7cPz4cbz99tsYP348GjZsiBo1auj0CuvTo0eP4OPjgzp16mDLli0wNCz+PhYPDw8AQEJCQrZlLly4ACcnJ2m/efPmmaYNPHjwoPT+rlq1KhwdHXXKJCcn49ixY/n+HcioSpUq6NChA9asWYM1a9agUaNGaNCgQZZl33rrLVy6dCnHKQErV66MkSNHYuvWrZg3bx5Wrlwp5XXv3h2Adqx9cHAwBg4c+MZfUIhKM/b8UrnSoUMHeHt7o0ePHvj8889Ru3ZtREZGYv/+/ejQoYPU+2FoaIiJEyfi66+/hqmpKf73v//B09MTHTp0AAB069YNI0aMwPLly9GpUyc8evQIEydORMOGDfM8XVdaWlqW8wJnFZQ+efIEvr6++PDDD1GvXj1YWFjgn3/+weeff4727dtn6rXO6ly+vr44c+YMdu/eDZlMJp3bysoqy17VjKysrDBs2DB88skncHBwgJ2dHSZNmoR69epJ9wQAbt68iYSEBDx8+BCpqam4cOECAG0wklXP9MyZM/HRRx/B1tY2x/Pn5vPPP0ezZs10vgC5urrC2NgY3333HcaNG4d///0Xs2bN0jmuWbNmmDx5MqZOnYqUlBT06tULMpkM27dvx6xZszB16lSd4S+F5eHDh5g4cSLGjh2Ly5cv44svvpDmpa1ZsyYGDRoEf39/fPnll2jYsCFiY2MRGhqKatWqoXfv3qhZsybWr1+Pffv2oUaNGvjpp59w9OjRIn2wDND26EZGRuL69esAtMN/nj17BldXV9ja2uLhw4fw8fFBpUqVsGzZMp3gzN7ePtMXxuw8efIk0+9Gdu/TMWPGoFKlStJfDx49eoT58+fDzMxMejht2bJlcHNzg6enJ1JTU7Fp0ybs2LED27Ztk+qZMGECWrduLf0lYfv27Thy5AiOHz8OQNtbO3HiRCxcuBC1a9dGzZo1MX/+fCiVykL7gjRs2DD4+fnByMhIZ0jG9u3b8emnn+Lw4cNwdnbGwIEDsWjRIvTo0QOLFi2Cs7Mzrly5AgsLC7Rt2xYTJkxA586dUbNmTcTHx2P//v3SFwJA+xekPn36YP78+bh48SI2btxYKO0nKjX0O+SYKP+ymuoso+ymE4uPjxcff/yxcHZ2FgqFQlSuXFn0799f3Lx5Uwjx6mGUHTt2iBo1aggjIyPRunVrcePGDZ16vvnmG+Hh4SFMTU2Fo6OjGDhwoPQgVW4CAgIEgCw3lUolhNB94C05OVl8+umnonHjxsLa2lqYmpqKGjVqiP/973/iyZMnuZ4v/UGcrLZ169blqc3Jycli/Pjx0tRK7733noiIiNAp06ZNmyzPkf5gVG4PtL3pA28Z9evXTwDQeXjrp59+EtWqVRPGxsaiSZMmYv/+/QKAOHLkiM6xGzZsEG+//bYwNTUVpqamomnTpmLDhg06ZQp7qrNx48YJKysrYW1tLSZNmqTzYFpqaqoICAgQVatWFQqFQlSsWFF069ZN/PPPP0II7QOLH374obC2thZWVlbiww8/FHPnztV5yDCr34+s2vn222+LyZMn56nt2b1v099D6Q+L5vQeyElO79NVq1ZJ58j4sNi2bdtE165dRaVKlYSRkZFwdHQUXbt2FSdOnJDKLF68WNSoUUOYmJgIGxsb0bJlS/Hbb79lOn9ISIioVauWUCgUonbt2pmm/tJoNCIgIEA4OjoKY2Nj0bp1a3H58uVM7c/4Hsnq4cB9+/YJAOL58+c69aekpIgKFSoIU1NT6QG/jPc1Yx337t0T/fr1E1ZWVsLU1FQ0aNBAel+PHz9e1KhRQxgbG4sKFSqI/v3760zxJ4T24V8A4q233srux0FUZsmEKKRZ/4nKiPXr12P8+PE5/smUiIiISieO+SUiIiKicoPBL1ERyDhF1etbVjNNFNSxY8dyPGdu0hd7yGrz9PQs9PaWVRERETn+HAoyxVpRK473wOjRo7M9x+jRowvlHEREueGwB6Ii8PqUXRk5Ozvn+oDZm0pKSsKDBw+yzc9t2qjnz59nmuYpnUKhQJUqVQrUvvIiLS0Nd+7cyTbfzc1NL7Mf5EVxvAeioqKklQVfZ2lpqTPjChFRUWHwS0RERETlBoc9EBEREVG5weCXiAAA7du3h0wmy7R16dKlSM73559/onv37nB2doZMJsP69evfuI7PPvsMMpkM48eP10l3c3PL8lq6du1aSK3Pu6CgIFStWhUmJiZo1KhRnsd853bcZ599hiZNmsDS0hL29vbo1q0brly5km193bt3R/v27bPM+/fffyGTyfD777/n/cIKwN/fX/qZGBoawtXVFWPGjMHTp08zlXvvvfcyHf/PP/9AJpNJQ0wy1pdxa9asWXFcDhGVMgx+iQgAcO7cOSxYsACPHj3S2TIuAVuYEhISULduXWkhkTf1999/Y+XKlahXr16mvDNnzuhcw7lz5yCTydCvX7881+/v7y8tB5tfP//8MyZMmIDp06fj/PnzaNGiBTp37pzrg295OS40NBRjx47FX3/9hT/++AOGhobo0KEDYmNjs6xz2LBhOHLkSJZjktesWSOtMFZcOnTogEePHuHOnTtYvXo1du/ejbFjxxa4vozb3r17C7HFRFRWMPglIoSHh+PZs2do06YNHB0ddbbcVo/Lry5dumDhwoXo27cv5PI3+yiKi4vDoEGDsHbt2ixXNbO3t9e5hr1798LS0vKNgt/C8NVXX8Hf3x8jRoxAnTp18O2338LJySnL5ZTf9LgDBw5g6NChqFu3Lry8vLBx40ZER0fjxIkTWdbZtWtXVKxYEevWrdNJV6lU2LhxIz788MMsfw4rV65ExYoVoVarddIHDhwoLZP7559/olmzZlAqlbCyskLTpk1z7IUGAGNjYzg6OqJy5cro2LEj+vfvX6Ce5/T6Mm4FXTmQiMomBr9EhLNnz8LAwABvvfVWno9ZuHBhjtN6FdW0bgAwcuRI9O3bF23bts21rBACa9asgZ+fX6HPspGT1NRUnD17VlpiN13Hjh3x119/Ffpxz58/h0ajyXaJY0NDQwwZMgTr16+HRqOR0nfv3o2YmBgMHTo0y+N8fX0RFxeHgwcPSmkJCQnYuXMn/Pz8kJaWhh49eqBly5a4ePEiTp06hYkTJ+Z5KWMAuHXrFvbv36+zPDURUVEpmXPuEFGxOnv2LNRqdaappjp37oyQkJAsjxk9enSuPanOzs6F1sZ0q1atws2bN7Fp06Y8lT948CBu376NESNGFHpbchITEwO1Wo2KFSvqpFesWBGHDh0q9OMmTJiABg0aoHnz5tmWGTZsGBYvXoxDhw5JwfWaNWvQsWNHuLi4ZHmMjY0NunTpguDgYLz77rsAgB07dsDQ0BDdu3dHfHw8nj17hm7duqF69eoAgNq1a2fbhnT79++HUqmEWq1GcnIyAG2Pd3blMsoYvOdUbty4cVi8eHGubSGi8oXBLxHh3Llz6NOnDxYtWqSTbmVlle0xtra2xf5n5f/++w/Tp0/H8ePH89xLuGrVKjRp0gT169fPsdzChQuxcOFCaT8lJQUymQxLliyR0vbt24dWrVplOjY4OBijRo3SKZceCBaHSZMm4fjx4zh+/HiOPa7u7u5o06YN1q5di44dO+Lhw4c4cOBAruO6/fz8MGTIELx48QJmZmYIDg5Gnz59YGJiAhMTE/j7+6NTp05o37492rdvj759+8LV1TXHOlu3bo2VK1ciKSkJq1atQnh4OD7++ONsy2V05coV9OrVK9dy1tbWObaBiMonBr9EhHPnzmHmzJm5LoaR0evBYlayCxbz6+TJk4iJidFZcUytVuPPP//EihUrkJiYCGNjYykvKioKO3fuxPfff59r3a/3ZE+dOhXOzs46AVl2Pdndu3fH22+/rVPOwMAABgYGmRaOePz4MRwdHbNtR4UKFd7ouP/973/46aefcOTIEVSrVi3ni4S293fEiBGIjY3F+vXrYWtrix49euR4TNeuXWFoaIidO3eiffv2OHToEA4cOCDlr1u3DhMnTsT+/fuxa9cuzJgxAzt27ECnTp2yrdPMzEx6v33zzTdo27YtAgMDMz1kmLFcumfPnuVYHxFRThj8EpVzt2/fRmxs7BuN9wX0M+yhZ8+eaNy4sU7a0KFD4e7ujunTp8PIyEgnb/369TA2NsaAAQNyrfv1nmwLCwvY2trmKaCysLCAhYVFpvRGjRrh4MGD8PX1ldIOHjyIPn36ZFuXkZFRno+bMGECfv75Zxw5ciRPQw0AoG/fvvjoo4+wadMmrF27FoMHD861F93Y2Bi+vr4IDg5GTEwMHB0d4ePjo1Omfv36qF+/PqZOnYrOnTvjxx9/zDH4fV1AQAA6d+6MkSNHolKlSnk+jojoTTH4JSrnzp49CwBwdHREZGSkTl6FChWyXY63oMMeEhISpGWgNRoNIiIicOHCBdja2kp/Mv/uu+/w3Xff4dq1awC0f8Z+/U/Z5ubmsLW1Rd26dXXShRBYvXo13n///UxjQYvLpEmT8MEHH6Bp06bw9vbGihUr8PDhQ4wePVoq8/o15vW4cePGYePGjdixYwdsbGykn136w4bZMTU1xcCBAzFnzhw8ffoUw4YNy9O1+Pn5oX379rh9+zYGDBggzQxx+/Zt/PDDD9Kczbdu3cKlS5cwZsyYN7pXPj4+8PDwwPz58xEUFPRGxwLaYSqvv38NDAxgb2//xnURUdnG4JeonEsPfuvUqaOTLpPJEBsbW2TjJv/55x+d2RoCAgIQEBAgzUgAaB/++u+///JVf2hoKG7cuJHnB+OKQv/+/fHkyRPMnz8fjx49Qt26dbF3715UqVJFKpPVNebluPQA8fWFKwICAnKdn3j48OFYvnw5WrRokennnp1WrVrB2dkZV69exZYtW6R0MzMzXL9+Hb6+voiJiUHFihUxaNAgTJ06NU/1ZjR58mQMHToUU6dO1bnWvDh06BCcnJx00pydnXH//v03bgcRlW0yIYTQdyOIiIiIiIoD5/klIiIionKDwS8RERERlRsMfomIiIio3GDwS0RERETlBoNfIiIiIio3GPwSERERUbnB4JeIiIiIyg0Gv0RERERUbjD4JSIiIqJyg8EvEREREZUbDH6JiIiIqNxg8EtERERE5QaDXyIiIiIqNxj8EhEREVG5weCXiIiIiMoNBr9EREREVG4w+CUiIiKicoPBLxERERGVGwx+iYiIiKjcYPBLREREROUGg98y5KOPPsKcOXNyLHPs2DEolUqo1eriadQbqFy5MtavX6/vZhAR5Sgvn7Ulib+/P/z8/ApUR0n+v4PoTTH4LWXWrVsHmUyGadOmZcqbNWsWli1bhgcPHmR7fKtWrZCQkAADA4OibCYVsjlz5qBly5b6bgZRmefj4wMjIyMolUoolUo4Oztj/PjxSEpKksrk5bO2NMsqWOb/HVSWMPgtZYKCgmBnZ4e1a9ciJSVFJ8/BwQEdO3ZEUFCQnlpH+iSEQFpamr6bQVTqffLJJ0hISEBCQgJOnDiBw4cPY968eVK+Pj5rU1NTM6Wp1WpoNJpiawNRWcHgtxQ5c+YM/vnnH2zatAlxcXEICQnJVObdd9/Fr7/+mm0doaGhkMlkUpCU3qM4e/ZsODk5wdLSEp988gmePn2K/v37w8rKCm5ubti5c6dUx/r161G5cmV8/fXXqFy5Muzs7PDhhx8iISFBKvPs2TOMGTMGVapUgZ2dHbp06YJbt25J+QkJCRg2bBjs7Ozg7OyMr7/+WqedycnJ8PX1hbOzMywsLFCrVi18//33OmXc3Nwwb948dOnSBRYWFqhevTq2b9+uU+a3335Ds2bNYGNjAzs7O/Tt21fKe/DgAQYOHAhnZ2c4ODhgwIABiI6OzvbeHTlyBI0bN4aVlRXs7Ozg7e2Np0+fAtD2lPTr1w/Dhw+HtbU1XF1d8fnnn+scf+3aNbz33nuoWLEinJ2dMXbsWCQmJkr5sbGxGDt2LKpWrQoLCwvUrl0bBw4cQHBwMBYuXIiTJ09KvVHHjh3DnTt3IJPJsGbNGtSvXx9mZmb4559/suy18fHxwcyZM6V9mUyGr7/+Gs2bN4e5uTnq16+Py5cvIyQkBLVq1YKlpSX69u2r8zMlKo/c3Nzw7rvv4tKlSzrpuX3WAsDJkyfRrl07VKhQAba2tmjbtq3Ug/zgwQP069cPFStWRMWKFdG/f388fPhQOjb9M2XMmDGwt7dHjx49pM/vn376CTVr1oSZmRmioqJy/bx93ezZs1GzZk1YWFjAxcUFH330EV68eAEAWLhwIYKDg/Hzzz9LnzcRERGZ/u9Qq9X44osvULNmTVhZWaFx48bYt2+fdI708r/88ot0rnfeeafM9pZTKSOo1PD39xcNGjQQQgjRv39/0bx580xlzpw5IwCI58+fZ1nHkSNHBAChUqmEEEIEBAQIQ0NDsWzZMpGamipOnz4tDA0NRaNGjcSff/4p1Gq1+PLLL4WNjY1ITEwUQgixbt06YWBgIPz9/UVCQoK4f/++aNy4sRg+fLgQQgiNRiN8fHzEwIEDxZMnT0RycrL45JNPRJ06dURqaqoQQogRI0aIt956S9y7d08kJCQIf39/YWBgINatWyeEEOLFixdi7dq14unTp0KtVos9e/YIIyMjsX//fulaqlSpIlxcXMTZs2eldlpYWIi4uDghhBC///67MDExEVu3bhUpKSkiKSlJHDp0SAghRHJysqhVq5aYPHmySEhIEM+fPxd+fn6iQ4cO2d7/SpUqibVr1wqNRiNSUlLEX3/9JRISEoQQQgwZMkQYGhqKFStWiNTUVHHy5ElhY2MjNm3aJIQQIjo6WlSoUEF89dVXIjk5WURHR4v27dvr3LNWrVqJzp07i7t37wqNRiPCw8NFWFiY9HPy9vbWac/t27cFANGiRQsREREh0tLSRHJyshgyZIgYNGiQTtk2bdqIGTNmSPsARIMGDcStW7dESkqK8PX1FdWqVRP+/v4iPj5eREZGimrVqomFCxdmez+IyqLXf1du3rwpatWqJRYtWqRTLrfP2itXrggTExPx3XfficTERJGSkiKOHDkikpOTRVpammjQoIF4//33xbNnz8TTp0+Fr6+vaNSokUhLSxNCvPpMWbNmjUhNTRWJiYnS53fPnj1FTEyMVFdun7evfyZs2LBB+py5cuWKqF69upg2bZqUn9VnyOv/dyxZskQ4OzuLs2fPCpVKJbZs2SIUCoU4e/asTvmBAweKZ8+eiWfPnokWLVqIwYMH5/dHQ1RoGPyWErGxscLU1FQEBQUJIYQ4fPiwACAuXLigU+769esCgLh7926W9WQV/FarVk2nTIMGDcTIkSOl/ZiYGJ1zrVu3TsjlcvHs2TOpzN69e4VCoRBpaWni7NmzQqFQ6PynkJaWJkxMTMSxY8eEWq0WxsbGYteuXVL+s2fPhEwmk4LfrHTv3l1MmjRJ2q9SpYqYO3eutJ+QkCAAiL///lsIIUTXrl3FuHHjsqxr27ZtolKlSkKj0Uhp9+/fFwDEvXv3sjzGzc1NzJgxQ9y/fz9T3pAhQ0TDhg110j755BPRrl07IYQQX375pWjWrJlO/vHjx4WRkZFIS0sTZ86cETKZTERFRWV57pyC34xfCNLbkpfgd8OGDdL+jh07BADx8OFDKW38+PGiZ8+eWbaHqKxq06aNMDY2FlZWVsLc3FwAEK1atRLx8fE65XL7rB03bpzo2rVrlnl//fWXkMlkIjY2VkqLiYkRMplMnDx5Ugih/T1+/TMj/fP72rVrUlpun7fpdb3+mZDRV199pfP5lZfgt2bNmmLZsmU6Zbp37y5GjRqlUz7j/fnuu+9E7dq1s20HUXHhsIdSIv1Bt0GDBgEA2rZtixo1amQacxYXFwcAsLW1zXPdTk5OOvvm5uY6aebm5gCA58+fS2k2NjawsrKS9qtWrQqVSoXHjx/jxo0bSEtLQ+XKlWFtbQ1ra2vY2dkBAO7du4fo6GikpKSgatWq0vFWVlY6bU5JScGUKVOkP6lZW1tj3759iIqK0mlrpUqVsm3n7du3UatWrSyv+caNG3j8+DFsbGykNnp6esLY2BgRERFZHrNr1y7cunULjRo1Qo0aNRAQEKAzxjbj9aTv37t3Tzrf2bNnpXNZW1ujS5cukMlkiIyMxO3bt2FjYwN7e/ssz52T18+bV1n9jF9Py/gzJyovpkyZgmfPniEhIQFRUVGoWLEiOnXqpFMmt8/anD5/7t27B1tbW9jY2EhpdnZ2sLGx0fn8ye53O2N6bp+3Wfnhhx/QsGFD2NnZwcrKCjNmzMj02Zqbe/fuoXr16jppNWrUyPT5+fpnND9TqCQw1HcDKHdCCKxYsQKpqamoWbOmlB4XF4fg4GB88cUXsLS0BABcvnwZtWrVglKpLNI2PX36FHFxcVIAfOfOHSgUClSsWBGOjo4wMjJCdHQ0FApFpmM1Gg2MjY1x584d1K1bV7qW9PGzAPDVV19h9+7d2L17N9zd3SGXy9GjRw8IIfLcRjc3N1y/fj3LPEdHR1SpUgXh4eF5rs/LywubN28GAFy4cAGdOnVC5cqVMWLECOkeZHTnzh1UrlxZOl/Lli3xxx9/ZNvWp0+fIiYmBhUqVMiUL5dn/z319TwLCwvcv39fJy3jWEIiyjt7e3sMGTIE3bp1w5MnT6TAMrfP2pw+f1xcXPD06VM8ffpUCoBjY2Px9OlTuLq6SuWy+73PmJ7b5+3rTp48ifHjx+P3339Hy5YtoVAosHTpUnz55Ze5nvf1a3j98zM8PFyn/UQlFXt+S4GDBw/ixo0b+P3333HhwgVpS38A48cff5TK7t+/H7169SryNslkMkyePBmJiYl4+PAhAgIC8MEHH8DAwAAtW7ZE3bp1MWbMGKk34enTp9i2bRtevHgBuVwOPz8/zJkzBw8ePEBiYiImT54MmUwm1R8XFwdjY2PY29tDo9EgJCQEv//++xu1ccKECVizZg22bduG1NRUJCcn4/DhwwCA3r17Q6VSYdasWVIPTlRUFH7++ecs60pNTcW6deukB+KsrKxgYGAAQ8NX3x8vXryI1atXIy0tDadPn8aqVaswdOhQAMDQoUNx/vx5BAUF4cWLFxBC4N69e9ixYwcAoHHjxmjRogWGDh0qBa63b9/Gv//+C0D7H1xERASSk5Nzve7GjRvjyJEjuHbtGlQqFZYtW4bbt2+/0b0jIq2nT59i48aNcHFxkQJfIPfP2jFjxuDgwYNYsWIFkpKSoFKpcPToUaSkpKBp06aoW7cuxo8fj/j4eMTFxWHcuHFo0KABmjRp8kbty+3z9nVxcXEwMDCAvb09FAoFzp07h++++06njKOjI8LDw3Oc03f48OFYsmQJLly4gLS0NGzduhV79+7F8OHD36j9RPrA4LcUWL58OTp06IC2bdvC0dFR2tzd3TF8+HAsX74cABAdHY0DBw5g3LhxRd4mR0dHeHl5oWbNmqhbty7q1KmDZcuWAQAMDAxw8OBBmJmZ4e2334aFhQXq16+P7du3SwHu0qVL4eXlJdXh5eUFR0dHqf4pU6bAxcUFVapUQaVKlXD48GH07NnzjdrYsWNHbNmyBYsWLYK9vT0qV66MH374AYC2d/TkyZOIiIiAl5cXLC0t0aJFC/z555/Z1vfLL7/A09MT5ubmaNOmDfz9/TFkyBApv1evXvj7779RoUIF9OnTB1OmTJFmXXB1dcXJkydx8OBBVK9eHdbW1ujUqRMuX74MQPtlYufOnXByckLz5s1hYWGBLl26SH+27N+/P2rVqoVKlSrB2toax48fz7adgwYNwvvvv48WLVrAxcUFz549g7e39xvdO6Ly7PPPP5dmOqhZsyZevHihM5NBXj5r69ati0OHDmHLli2oVKkSKlasiHnz5kGj0cDAwAB79uxBSkoKatSoAXd3d6SlpWHXrl1vPI9uXj5vM+rYsSNGjx4NHx8fWFlZYfr06TqfYwAwcuRIAECFChVgbW2d5VCwSZMmYdy4cejbty9sbW2xePFi/Prrr2jcuPEbtZ9IH2TiTf6OTCXaxx9/DBsbG8ydO7dIz7N+/XrMnDkz05/WyzN/f3+kpaVh06ZN+m4KERWx4vqsJaKiwTG/Zcg333yj7yYQEZV5/KwlKt047IGIiIiIyg0OeyAiIiKicoM9v0RERERUbjD4JSIiIqJyg8EvEREREZUbDH6JiIiIqNxg8EtERERE5Qbn+c2Co6MjEhMTuUY5UQkSEREBc3NzREZG6rsppRo/34hKJn7GFR8Gv6+JiorC06dPoVarER0dDVtb2zdebjIn8fHxuH//PpydnWFlZZVtubi4OKQ8eACH9AR3d0ChKLR25JVarUZsbKy0X9j3ozTiPcmsOO6JSqVCYmJiodZZHiUmJiI1NRVleZbLtLQ0PH36VNq3sbGBoWHZ/O/u39uP9N2EoiU0QFrqq31DI0BWRv9onfJC3y0oN8rmp0EBREdHIzU1VXp95MgReHp6Flr9oaGhaNu2LUaNGoVZs2ZlWy4wMBDtZ89GCwDw9ASuXCm0NryJsLAw1K1bV9ov7PtRGvGeZFYc96S83+PC4urqCiEEzp47p++mFJmrV6+icaNG0v7+Awfg4eGhxxYVHavmY/XdhCIlkp4i7b8d0r5hjXchM7XRX4OKkOradri6VtJ3M8qFMvr1qeTy9vaGo6MjVq9eDZVKlWUZlUqFkB9+wNvpCZ07F1v7iIiIiMoyBr/FTKFQYOzYsYiIiMDw4cMzBcAqlQrDhg2Dx4MHkP5ozOCXiIiIqFBw2IMeTJs2DadOncKGDRsQGhqK4cOHo1q1aggPD8eaNWsQERGBg5UrA/fvA+bmQMuW+m4yERERUZnA4FcPFAoFtm/fjsWLFyMoKAizZ8+W8pycnBA4dy7aBwVpE9q3B4yM9NRSIiIiorKFwx70RKFQYObMmbh79y6OHDmCbdu24ciRI7h79y5mvvceZI8fawtyyAMRERFRoWHP72vs7e1hb28PABg7dqz0uqgoFAr4+PjoJu7b9+q1noNfe3t7BAQE6OyXd7wnmfGeUElSoUIFTJ8xQ2efSilDE8grNtDZJyoomSjLkz3mU/qUSmFhYfppQKtWwPHjQJ06wNWr+mkDUQmj99/LMsLT07PMT3VWnpT1qc7KE9W17fCoVomfccWAwx5KmmfPgJMnta855IGIiIioUDH4LWkOHgTUau3rd9/Vb1uIiIiIyhgGvyVN+nhfMzOgdWv9toWIiIiojGHwq08hIUDGRS6EAPbv175u1w6Qy7VliIiIiKhQMPjVl5AQoF8/YNCgVwHwpUvAo0fa1x07avP69WMATERERFRIONWZvvTsCfj6vgpsg4N1pzjbvx/Yu1dbpmdPfbSQiIiIqMxh8KsvCoU24AVeBcDpvb5K5avANzhYW5aIiIiICozBrz5lFQADQEICA18iIiKiIsDgV09UKhVOnDiB2NhY2I0ciVZ37kB+5ow2s0ULBr5ERERERYDBbzFTqVRYtGgRgoKCEBkZCUD7Q7hpYIAq6YW4FCcRERFRkeBsD8VIpVKhZ8+emD17NoyMjDBv3jxs/vFHXPT0RJWXC1s8MzICdu3SnQWCiIiIqIgtX74cDRs2hEKhwJw5c7Itp9FoMHHiRFhbW6NixYpYunRp8TWyELDntxgtWrQIe/fuxeDBg7F69WooAG2Qm2Ed72Wpqejn6QmPjLNAcPgDERERFTEnJyfMmTMHmzdvzrHcihUrEBoaiuvXryMuLg4+Pj6oV68e2rdvX0wtLZgS2/N78uRJyOVyzJ8/HwCwfv16GBoaQqlUSltERIRU/syZM6hXrx7MzMzQpk0b3L17V8pLSkqCn58fLCws4Orqii1bthT79ahUKgQFBcHV1VU38A0JAZo1k8pdcXDAu0+eQNOnjzaPPcBERET0BqKiohAWFpblFhUVle1xPXv2RPfu3WFtbZ1j/Rs3bsSUKVPg4OAAd3d3jBgxAhs2bCjkqyg6JbLnV6PR4H//+x+aNGmik+7j44NDhw5lKp+SkoLevXsjICAAfn5+CAwMhJ+fH44dOwYACAgIQExMDB48eICrV6+ic+fOaNiwIWrVqpVtG9RqNcIy9MhmZG9vDwcHhze6phMnTiAyMhLz5s2DQqHQBrYhIdpZHaysgL//BkxM0HD0aGybNw/HRo9Gm/QV3nx9tRtRORAVFYXo6OhM6SkpKTA0LJEfWUREetW9e3eEh4dL+9HR0Vl+jgJAzZo18d9//xXofFevXkW9evWkfS8vL+zZs6dAdRanEvk/ycqVK/H2228jLi4uT+VDQ0NhbGyM4cOHAwBmzJiBpUuX4vbt26hatSo2btyIkJAQWFpaolmzZujRowc2b96MuXPnZltnbGws6tatm2VeQEBAjmNhsqsPAKpXr65N8PUFtm7VLmDh5aVN8/ZGlZo1AQBP4uO1Qx4Y+FI5ExQUlO3vpr29fTG3hoio5AsPD8fVf69BZmwJABBpydmWffr0aYHPl5CQAEtLS2nf0tISCQkJBa63uJS4YQ9PnjzBsmXLsvzP7++//4adnR08PDywYsUKKf31byBmZmaoXr06wsLC8PTpU0RGRmb6hpJdr25RsbW1BQCdb2bw9QWio4H0b2A+Prh169ar8goFA18iIiLKlczYCkZ1+8Oobn8Y2HsW6bmUSiXi4+Ol/fj4eCiVyiI9Z2EqcT2/M2bMkJ4gzKhNmza4cuUKXF1dcebMGfTq1Qv29vbo06dPpm8gwKtvIenfRCwsLDLlFSdvb284Ojpi9erVmDZtmnboAwAcPSqVSWvVCqsHD4aTkxO8vb2LtX1ERERUiskAmdwAAGDo6AUDO/dMRVQ39kqdcQXh4eGBy5cvSx2LV65cgadn0QbchalEBb/nz5/HmTNn8P3332fKq1q1qvT67bffxscff4xff/0Vffr0yfQNBHj1LST9m8jz58+lADkv31BsbW1x5MiRLPPy86dXhUKBsWPHYvbs2Rg+fLj2oTeFAnh5DmFmhhErVyIiIgKBgYGvgmOicmbs2LHwzeIvHj169OCYXyKibMkgVxhpX6b/+xqV3BAGBgbZ1pCWloa0tDSo1WqkpaUhOTkZCoUi0zF+fn5YsmQJOnbsiLi4OKxatQo//vhjoV1JUStR/5McPXoU//33H5ydnQEAcXFxMDQ0RHh4ONatW6dTVi6XQwgBQPsNJCgoSMpLSkpCeHg4PD09YWNjA0dHR1y+fFnqTc3LNxQDA4NC/xYzbdo0nDp1Chs2bEBoaCiGDx+OCbt2wRLAMY0G6zdvRteuXTF16tRCPS9RaeLg4JDlA6XGxsZ6aA0RUekgk8kgl2cf2KaXycn8+fN1hp0uWLAA69atQ/Xq1dG5c2fpr+ZjxozBjRs34O7uDiMjI0ybNq3UTHMGlLAxvyNHjsTNmzdx4cIFXLhwAd27d8e4ceOwdOlS7N+/X3py8dy5c/jmm2/QvXt3ANpZIJKSkrB27VqkpKRgwYIFaNSokdRb7Ofnh/nz5+P58+c4ffo0du7ciYEDBxb79SkUCmzfvh2BgYFQqVT4YfZsWD5+DAA4rlAgMDAQ27dvZ68vERERvSEZ5IZGOW5AzsHvnDlzIITQ2fz9/dGqVSud4aJyuRzLli3Ds2fPEBUVhUmTJhXxtRWuEhX8mpmZwdHRUdpMTU2hVCphbW2NgwcPwtPTE+bm5nj//fcxdepUvP/++wC0PULbt2/HsmXLYG1tjT///BObNm2S6p03bx5sbW3h5OSEPn364LvvvstxmrOipFAoMHPmTNy9excHp0+X0j/57TfMnDmTgS8RERG9ORkgk8tz3HKJfcuNEjXs4XXr16+XXn/55Zf48ssvsy3bpEkTXLp0Kcs8U1NTBAcHF3bzCkShUKDOy15fmJvDMMNCF0RERERvRiY98JZTGSrhwW+Zl/5AXcuWXMKYiIiI8k0mk70c2pBzGWLwqz8REcDLOX3Rtq1+20JERESlniyHmRzoFQa/+hIa+uq1j4++WkFERERlQR56fsGeXwAMfvUnfciDUgk0aqTfthAREVEpl/tUZxzzq1WiZnsos0JCAJVKNy2957dVK0AIbRkiIiKifJC9XOEtx42xLwAGv0UvJATo1w8YNOhVAHznjnYDgNattXn9+jEAJiIionwq+Dy/5QWHPRS1nj0BX99XgW1wsO5430OHgMOHtWV69tRDA4mIiKjUk+VhqjN2/QJg8Fv0FAptwAsAISGIiopCkhCoAkAYGkKWHvgGB3O6MyIiIsonGeSKXB54Y88vAAa/xUIF4HMPD3iZmKD70aN48TJdlpaGq56ecF+/niu7ERERUb6lj/nNrQxxzG+RU6lU6NmzJ2bOnYv/2dvjZo0aMHuZd02hQP2wMPTq1w+q1x+IIyIiIsozWa4PvLHnV4vBbxFbtGgR9u7di8GDB+PatWuoYW0t5dVs3hwf+Pnht99+w+LFi/XXSCIiIirdZICBoWGOG2NfLQa/RUilUiEoKAiurq5YvXw5FP7+wD//aDPlcsj//BOrk5JQzcUFQUFB7P0lIiKifJPJZTlupMXgtwidOHECkZGRGDl0qDbwDQkB0nt+334b8PWFfNs27La0RPSjRzhx4oQ+m0tERESllAwyyGS5bOz6BcAH3opUbGwsDAH47d8PnDoF9OoF7NypzfT2BhYuBAB4hIQgGMDTqCi9tZWIiIhKMRlgYJhLnyZjXwDs+S1Stra26AmgyqlT2unMxo0DNBptZvPm0jRoVz090Q9AzatX9dhaIiIiKs047CFvGPwWIW9vbxx3dMSYChWgWr8eOH36VWbz5gC006B1i4/HSGtr1JwxQy/tJCIiotJNJgMMDOQ5bpzqTIvBbxFSKBQYO3YsVsTEYPiYMdCkj+l1cwOcnKBSqTBs2DDcuncPrpMnc65fIiIiyqece321Pb+MfgGO+S1y06ZNw6lTp7BhwwZ8JZfDDsDtSpWwcd48rFmzBhEREejatSumTp2q76YSERFRKSbn0IY8Yc9vEVMoFNi+fTu+mzgRdi/H+375118ICAiASqVCYGAgtm/fzl5fIiIiyjeZDJAbyHLcOOxBiz2/xUChUGDcW29J+70//xx9mzSBt7c3g14iIiIqFOz5zRsGv8Xl5Entv2ZmaDdxonamByIiIspEJMdBZmKV7/xySQbIOdVZnnDYQ3H56y/tv02aMPAlIiLKhvrReaT9twOauHtZ5mvi7iHtvx1QPzpfzC0r2WSQQS7LeeMiF1oMfovD8+fAlSva1y1a6LctREREJZRIjoMm6hIgNFDf+SNTAKyJuwf1nT8AoYEm6hJEcpyeWloycZ7fvGHwWxxOn9Zd3IKIKAcxMTH46KOP4OLiAktLS3h6euLzzz+HWq3Wd9OIipTMxAoGbu0AmTxTAJwx8IVMDgO3dhz6kNHLFd5y2tjxq8XgtyiEhAAq1av99CEPANCsmTYvJKT420VEJV5UVBSaN2+O5ORknDp1CvHx8di8eTOOHz8OubxwPrLT0tJw9erVLLcoLrNOeia3cskUAKvv/ZUp8JVbuei7qfkiVEkQSU8zbdCoC/wFVyaT5biRFh94K2whIUC/ftrljIODAYUCmr/+ghzAcycnnLt4Ea1WrIB82zZg61ZtOSKil8aPH4+GDRti1apVUlr9+vWxa9euQjvH06dP0bhRoyzzps+YgZkzZxbauYjyQ27lAri1ezXE4cl/2oxSHvgCgCbmGjSPL2SZFxsbm+96ZTLt94XcyhCD38LXs6c2oA0JgUajwWceHhh34ACsAWx/9Agm77wDOYCrnp5w79oVfPSNiNKFh4dj27ZtuHr1qr6bQqR3cisXCFv3V4EvALmte6kOfIuWTDu0IZcyxGEPhU+hAIKDoenTB/Jt29AwMBDWQgAAurq5oR+APWZmqB8Whl79+kGVcXgEEZVrhw8fhru7O2rVqpVlfmhoKKpUqYL27dvDx8cHmzZtktLZW0tljSbuHjSxN3TTYm9kOwsEcdhDXrHntygoFPisbl24b9uGfhmS7e7cAXx90Wn9egwcMwYbNmzA4sWL+Z8WEQHQjvetXLlyjmU++OADzJ8/H8nJyejTp0+2gXJObGxssP/AgSzzKlSo8Mb1ERW21x9uk9u6awPhl2OAUYqHPsgr1Ibc2i1Tetrtw7C1tc13vbKXD7zlVoYY/BYJlUqF7374AWYuLvCVyyG7e1eb0bMnEBwMhUKB1atXIzQ0FEFBQZg6dSpXeiMiuLq64t69vPVqmZiYYMqUKdi1axfat2//RucxNDSEh4dHfppIVOSymtVBbuUCmaWLlF6aA2CZwhRQmGbOkBvAwMCgQHUbcDqzPOGwhyJw4sQJREZG4sMPP4Ts2bNXGRm+cikUCgwfPhyPHj3CiRMnir+RRFTidOvWDXFxcViwYAFevHgBjUaDM2fO4H//+1+W5StVqoTIyMhibiVR0RHJcdnO6pDVLBCc5/cVmUwb/Oa0sedXi8FvEYiNjYUhgA/27gXiXv5i1qgBbN8ODBokTYNWrVo1qTwRkY2NDQ4fPozjx4/D1dUVFSpUwLhx4+Dl5ZVl+QcPHsDJyamYW0lUdGQmVpA71Mt2VoeMAbDcoR7n+c1ABhmMDOU5blzhTYvDHoqAnaUlggG4njnzKnH2bGD37lfz+wYH49atWwBQoDE+RFS2eHp6Yt++fbmWS05OxtKlSxEQEICEhIRiaBlR8TBwegtym2rZBrZyKxfIavVk4Ps6WR6GPTD2BcDgt/CpVNp5fAFcVijglT6bw9tvA++/r339chq09adPw8nJCd7e3nprLhGVLhs3bsTJkyehVqsxfPhwNG7cGKGhoQgODsbff/8NAJg4cSLee+89PbeUKP9yC2wZ+GYmA2Cc2wNvxdOUEo/Bb2HbsQPybdtw1dMTp8LC4AVAWFhAVqMGIJdrp0HTaLTToAGoHxjIh92IKE98fHxwN/0B2tfSb9++rYcWEVFJIctDzy/H/GpxzG9h8/UFtm6F++nT8LG0BAD8nZqKwAULEBwcjHmffQb306fhCyCpa1dMnTpVv+0lIiKiMkAGA7k8xy23vt/o6Gh07doV5ubmqFWrFg4fPpxlOX9/fxgbG0OpVEKpVMLT07MIrqfosOe3KPj6QpGSgupJSQCAi4aGmD17tpTt5OSE+oGBnOKMiIiICoVMBhi9HPaQFBeLpPinmcpo0lKhVmcfd4wbNw6Ojo6Ijo7GoUOH0K9fP9y4cSPLZ5NmzZpVatcpYPBbVC5fhuzleN/hQUGo7eqK2NhY2Nrawtvbm0EvERERFRoZXg17+PfgVpwN+SHLcrEa+yzTExISsGPHDty6dQtmZmbo3r07vLy8sHPnTgwdOrSomq0XHPZQVM6elV4aNmsGHx8f9O7dGz4+Pgx8iYiIqNAZyGQwkMkgz8ejbTdu3IBSqdRZZdLLywthYWFZll+6dCns7OzQokULHD16NN9t1gcGv0UlPfi1sNDO8UtERERURGSyV/P85melt4SEBFi+fFYpnaWlZZZTKU6YMAE3b97Eo0ePMG7cOHTv3j3Lh3FLKg57KCrpwW/DhtpZHoiIiIiKiAyA4cugt2HX91GnVadMZbbP/wi2VmZZHq9UKhEfH6+TFh8fD6VSmansW2+9Jb0eNGgQNm7ciN9//x0jRowowBUUHwa/RSElBbh8Wfu6USP9toWIiIjKvIwPvBlVsIdNhcxjew2NjGBgYJDl8e7u7khISMCDBw/g7OwMALhy5QoGDx6c67nlcjmEEAVoffFil2RhCAmRliwGAFy5Iu1fNTXF9q1bETZnDlQZyxAREREVkvQH3nLachoMoVQq0aNHDwQEBCApKQl79uzBpUuX0KNHj0xlt23bhsTERKSlpeHnn3/GsWPH0KFDhyK7tsLG4LegQkKAfv2AQYOkgDft9Gkp23fBAqj694fn3LkY5+CAwMBABsFERERUuGQ5B74Gclmuq1wEBQXh4cOHsLOzw6RJk/Dzzz/D1tYWwcHBOnP5Ll26FJUqVYKdnR2++uor7NixA9WqVSvqKyw0HPZQUD17ahe2CAkBAKjWr8ehzz5DZwDPAYR4eMDj6lVc9fTE4fh43Jo9G6dOncL27ds56wMREREVChleDXvIqUxO7O3tsXfv3kzpgwYNwqBBg6T948eP56OFJQd7fgtKoQCCg6UA+EbTpnC4dw8AoKxQAR5XrwK+vvA4fx7XwsMxePBg/Pbbb1i8eLGeG05ERERlRfryxjkOe+DyxgAY/BaOlwGwpk8feISFocHLZFlMjDYoDg4GFAooFAqsXr0arq6uCAoK4vAHIiIiKhQyvJrqLLst51G/5QeD38KiUODY6NH4A4D0HGXjxlLg+6qYAsOHD8ejR49w4sQJfbSUiIiIypo89Pwy9tXimN9CFBsbC5eMCVZWWZZLHxQeGxtb9I0iIiKiMk8G7QpvuZUh9vwWHpUK3kFBaJy+L5MBhw/rzAKR7tatWwAAW1vb4m0jERERlVkKuSzHjbTY81sYVCpg0CA4HD2KKLkcDhoNRN26kNWuLc0CkT78QaVSYfXq1XBycoK3t7d+201ERERlggyAPJcAl+GvFoPfgnoZ+CIkBPD1hdnevUBiIv5KTETT9euhAHSmQRs2ejQiIiIQGBjIqc6IiIiocMhyH/ZQGqPfW7du4ezZs3j+/LlO+ocffpjvOhn8FtSOHVLgi6VLoXwZ6O64dQsD69TByKFD4de0KaqEhODjI0ewMSYGXbt2xdSpU/XbbiIiIiozZMh9aENpm+1hxYoVGD9+PGxtbWFubi6ly2SyAgW/HPNbUL6+wNat2mEN165JyW8NHgyVSoWZc+eixunT8AWwU6FAYGAgF7ggIiKiQieXy3LcSpvPPvsMW7duRVRUFG7fvi1t6c9O5Rd7fguDr6/238uXpaSBn30G39WrceLECcTGxsLW1habvb0Z9BIREVGhk8mQe89vKYt/4+Li0Lt370Kvl8FvYbp0SfuvrS3g5ASFTAYfHx+9NomIiIjKPhkAeRmb6qxr1644evQo2rRpU6j1MvgtTOk9v/Xqlb6vV0RERFSqGZTCoQ05sbe3R8+ePdGnTx9UqlRJJ2/evHn5rpfBb2FRq4GwMO1rLy+oVCqdIQ/eHPJARERERUSGPAx7KJ6mFJqLFy+iQYMGCA8PR3h4uJQuK2AHI4Pf/AoJAXr2fLV0cXg4kJQEANhz9y7GuLig2ePH+OVlcScnJ4wZMwbTpk1jEExERESFSybLddhDafur9JEjR4qk3hI328PIkSPh5OQES0tLeHl5Yffu3VLeokWLYG9vD1tbW3zyyScQQkh5Z86cQb169WBmZoY2bdrg7t27Ul5SUhL8/PxgYWEBV1dXbNmypWCNDAkB+vXTXb0tw8NuC3ftwvLnzxEC4M+PP8a8efOgUCgwe/Zs9OrVC6rXVnwjIiIiKggZAIWBLMetdIW+r0RFReGff/5BVFRUodRX4np+J02ahG+//RbGxsY4c+YMOnTogFu3buHUqVP4/vvv8ffff8Pc3BzvvPMOatWqhWHDhiElJQW9e/dGQEAA/Pz8EBgYCD8/Pxw7dgwAEBAQgJiYGDx48ABXr15F586d0bBhQ9SqVSvbdqjVaoSlD2N4jX2LFnDw9dVdvS39YTcA37i4oPG9e4CvL1otWYJWCgWmTZuG4cOHY8OGDVi8eDFmzpxZeDeNqAyJiopCdHR0pvSUlBQYGpa4jywiohJBhtwXuShtwW98fDyGDBmCnTt3AtAOd+jevTvWr18PKyurfNebr57flJQUrFmzBl27doWDgwMUCgUcHBzQpUsXrFq1CsnJyfluUO3atWFsbAxAe5Gpqal48OABNm7ciFGjRqF69epwdHTE5MmTsWHDBgBAaGgojI2NMXz4cJiYmGDGjBk4e/Ysbt++DQDYuHEjZs6cCUtLSzRr1gw9evTA5s2bc2xHbGws6tatm+UWtGqVNuBND4AHDYLm/HkAQKJMJgW+6UsaA4BCocDq1avh6uqKoKAg9v4SZSMoKCjL37vw8HDExsbqu3lERCWTTDvbQ05baYt+P/nkEzx9+hTnzp1DfHw8zp49i7i4uAIvFPbGwe+PP/6IKlWqYOXKlWjcuDGWL1+Offv2Yfny5WjatCnWrFkDNzc3KTDNj7Fjx8LU1BRNmjRBu3bt4OXlhatXr6JevXpSGS8vL6ln9vU8MzMzVK9eHWFhYXj69CkiIyOzPTbfFAqdAFhz8CAAwFyITIHvq0MUGD58OB49eoQTJ04U7PxEREREL5XFYQ979+7Fzz//jAYNGkCpVKJBgwbYvHkzfvvttwLV+8Z/Q9y2bRt+//13nWAyXZ8+fTBnzhxcunQJs2bNwuDBg/PVqKCgIHz77bcIDQ3FlStXIJPJkJCQAEtLS6mMpaUlEhISACBTXsb89DIWFhZZHlsg6QFwcjIMX45NjnNyglUWgW+6atWqAQB7sIiIiKhQ5TbsobRJSkqCtbW1Tpq1tTWSXk4wkF9vHPzu2rUr1zL16tWTxmfkl4GBAdq3b49ly5bB3d0dSqUS8fHxUn58fDyUSiUAZMrLmJ9e5vnz51KAnPHY7Nja2mb7lKG9vb1uQoZAOkEuR06jUNKX5LO1tc3x/ETl1dixY+GbvmpiBj169OCYXyKibMhk2t7d3MqUJk2aNMGsWbOwaNEiyOVyaDQazJkzB40bNy5QvQX6n+TIkSPYt28fEhMTUbt2bQwcOBB2dnYYO3YsgoKCCtSwdGlpabh58yY8PDxw+fJldO/eHQBw5coVeHp6AgA8PDx0zpeUlITw8HB4enrCxsYGjo6OuHz5Mry9vTMdmx0DA4Ncy0Cl0s74kCFIdn7wAJoBAyDfsiVT769KpcLq1avh5OQktYWIdDk4OMDBwSFTevqzAERElLVcpzorZb766it06NBBGnIbEREBQ0NDHHw51DS/8j3Vmb+/Pzp06IBff/0Vp0+fxowZM1CnTh38+eef2LRpU77qjIuLw+bNm5GQkIC0tDSEhITgyJEjaN26Nfz8/PDDDz/g1q1bePz4Mb766itpWIWPjw+SkpKwdu1apKSkYMGCBWjUqBGqVq0KAPDz88P8+fPx/PlznD59Gjt37sTAgQPze+la6YFvSAhQpw4AQAPgFwDybdugGTDg1TRo0Aa+w4YNQ0REBMaOHcu5fomIiKjQyKCdxjfHTd+NfEO1a9fGtWvXsGzZMvj6+mLZsmX4999/Uedl3JVf+er5XbFiBUJDQ3Hq1Cmp6/nFixf48ssv0b17d6SkpOSrMTKZDKtWrcLYsWMhhECNGjWwefNmNGjQAA0aNMCYMWPQtGlTqNVqjBgxAh9++CEAbY/Q9u3bMWzYMIwbNw5NmjTRCcDnzZuH4cOHw8nJCTY2Nvjuu+9ynOYsVxkDX19fIC0N+PdfyKpXx8aaNaHZtw/9tm3D1bfewoX/+z/cvHsXa9asQUREBLp27VrgpxSJiIiIXlfWxvwC2qGtAwYMKNQ68xX8rly5Ej/88IPOmAszMzPMmjULZmZm+L//+798NcbS0jLH1Tw+/fRTfPrpp1nmNWnSBJcyzLWbkampKYKDg/PVpizt2PEq8A0OBt56CwAgq10bv2zfji8WLsSuRYvQPSwMAf7++AXaFd4CAwMxdepU9voSERFRoctldeNSYcGCBZgxYwYAYPbs2dmWmzdvXr7Pka/g98aNG2jbtm2WeZMmTUKTJk3y3aBSwdcX2LpVu7yxTAZcv65Nr10bCoUC0wMCoPq//0PY559jQL16GGdrC29vbwa9REREVCTShzbkVqakyzgVbPpiZa8r6IN7+Qp+5XI5kpOTYWRklClPpVLpLC1cZqU/jX7jxquxvXXqQKVS4cSJE4iNjYWtjw+6MeglIiKiYlAWhj3s3btXep3TaICCyNcDb02aNMl2hbRJkybB39+/IG0qXa5dk16uO3kSrq6uaNu2Lfr06YO2bduiSpUqCAwM5IpuREREVGRk0A57yGkrbaHx2LFjs0wfP358gerNV/A7depUTJkyBcuWLcPDhw+RlJSEv//+Gz169MDBgwfL15RE//4rvZyyZg2MjIwwb948BAcHY968eVAoFJg9ezZ69erFAJiIiIiKjIFMluNW2mQ3e1h2HbB5la/g95133sG3336LgIAAuLi4QKlUokWLFoiLi8Mff/wBAwODAjWqRAsJ0ZnCLL3nNwrAe4MH4+a//2LWyzmPZ82ahZs3b2Lw4MH47bffsHjxYv20mYiIiMq83KY6Ky1u3bqFW7duQQiB27dvS/u3bt3Cvn37YGJiUqD6873IxdChQ9G3b18cP34c8fHxqF27NurXrw8AmD59eoEaVWKFhAD9+r2a5UGhgObffyEHcNvYGKuXL4fC319bbutWwNcXCoUCq1evRmhoKIKCgjjbAxERERU6GXLv0Swt8W+NGjWkh9pq1KghpQshYGBggIULFxao/gKt8GZhYYHOnTtnSs9uOrJSr2dPbeAbEqLd37QJ6itXIAdg6On5KvD19dWWfUmhUGD48OGYPXs2Tpw4AR8fn+JvOxEREZVdMsAgt7nOSkn0e/v2bQghULduXYSFhUnpcrkc9vb2xd/z26BBAwQGBuK9997LcqoJIQR2796NgIAAnD9/vkCNK3EUCm2PL6ANcpOToUhIAABUjYkBzp3T6RXOqFq1agCA2NjYYm0yERERlQ+laWhDTqpUqQIASHgZYxW2Nw5+v//+e3z88ccYM2YM2rdvj7p168LKygpxcXEICwvD4cOH4eDggO+++64o2qt/rwfAL9lGRGQb+ALa8SsAYGtrWyzNJCIiovJDhtwfapOVlq7fDGJiYnDq1ClERUVBCCGlp6/ymx9vHPx6e3vj7NmzOHLkCH799Vf8+uuv2jltbW3RqFEj/Pjjj2jXrl2+G1QqpAfAN24AFy4AAI6amKDF+vVZjudVqVRYvXo1nJyc4O3tXcyNJSIiovKgLKzwltGRI0fQq1cvyGQyPH/+HBYWFkhISICLi0vxBr/p2rZtm+0qb+VGYqL0MjY5GaNGjcIPa9fqBMAqlQrDhg1DREQEAgMD+bAbERERFYkyFvvi008/xaRJkzB79mzY2Njg6dOnmDZtGlxcXApUb4EeeCu3VCpg0CBtzy8AoVSiV0ICVJs2ofbRo/AfMQLVqlVDeHg41qxZg4iICHTt2hVTp07Vc8OJiIioLJIh9wfeSltw/N9//0lLHKcPeZg1axbq1q2LcePG5bvefM3zW66lB74hIYClJQBA1ro1NH36oB+ApdHRmDd7Nvz8/BAQEACVSoXAwEBs376dvb5ERERUNHJZ3U0uQ67Rb3R0NLp27Qpzc3PUqlULhw8fzrJcUlIS/Pz8YGFhAVdXV2zZsqXwrwfa2bLSg14rKyvExMTAyMgI0dHRBaqXPb9vImPg27cvsGePNr1mTcg//xwYNAjdQ0LwoE0bnBg7FjYODvD29mbQS0REREUuPbaNjopCTExMpvyU5BQYGWUfk4wbNw6Ojo6Ijo7GoUOH0K9fP9y4cSPTw/oBAQGIiYnBgwcPcPXqVXTu3BkNGzZErVq1CvNyUK9ePRw7dgzt27dHixYtMH78eCiVStSuXbtA9bLn903s2PFqHt8vvgCSk7XpNWpABeDoyJG437w5HI4eRTe1Gj4+Pgx8iYiIqMilD3swkMuwevUqNG3SONN2+/atbKdcTUhIwI4dOzB37lyYmZmhe/fu8PLyws6dOzOV3bhxI2bOnAlLS0s0a9YMPXr0KPCSw1n5+uuv4ejoCAD4/PPP8ezZM4SFhWH58uUFqpc9v2/C11e7clvPnsBff0nJwadOYcr8+YiMjIQhgJ4ATkyejDE3b2LatGkMgImoRPn39iNYNR+r72ZQIYg7GaTvJlAhadTw7wLXIXs5RECWYUqwvLpx4waUSiUqV64spXl5eeksMgEAT58+RWRkJOrVq6dT7uTJk/lsdfY8PT2l1y4uLti/f3+h1PvGwe+vv/6KFi1aSJF4uePrq/335k0pafbGjTBydcW8efNQvXp1hIeH4/Tq1Zg9ezZOnTrF8b5ERERUtISATJP28rXmjQ9PSEiA5ctnmdJZWlriyZMnmcoB2lV+M5YrrAUp0tdFyE364mH58cbB79GjRzF16lR4eXlh1KhR6NSpU75PXqqEhGh7fNOD2JfBrwpAaz8/rPzhByh++00KjqdNm4bhw4djw4YNWLx4MWbOnKmfdhMREVH58DLoHTViGPr06pEpu2//gVAYGWV5qFKpRHx8vE5afHw8lEplpnIA8Pz5cylYzqpcftWoUSPLFYTTCSEgk8mgVqvzfY43HvPbunVrHDt2DEuWLEFERATmzp2b75OXGiEhQL9+2ofdVCoAgOb6dQDAfUNDbeDr768t83LVN4VCgdWrV8PV1RVBQUFQvTyOiIiIqEgIAQgBhwoV4FG7dqbN2NgYBgYGWR7q7u6OhIQEPHjwQEq7cuWKztADALCxsYGjoyMuX76cY7n8un37Nm7dupXtlp5fEG8c/P75559o3bo1pkyZAldXVwQEBBSoAaVCz57aHt2QECkATrx0CQCgrlJFG/imPwjXs6d0mEKhwPDhw/Ho0SOcOHFCL00nIiKi8kA77CGnDch+LLBSqUSPHj0QEBCApKQk7NmzB5cuXUKPHpl7kP38/DB//nw8f/4cp0+fxs6dOzFw4MBCuYoqVarkaSuINw5+v/76a1y/fr189fymL2ecIQA2uX8fAFAxIeFV4Bsc/GpYxEvpY1Kye7qSiIiIqFAITc5bLoKCgvDw4UPY2dlh0qRJ+Pnnn2Fra4vg4GCdnt158+bB1tYWTk5O6NOnD7777rtCn+Ys3ZYtW/DOO+9ID9gdO3YMO3bsKFCd+Zrt4bfffkPXrl0LNNi41EkPgAEgJATpIa7F48fZBr7Aq4Hbr8+RR0RERFRohADSH3jLqUwO7O3tsXfv3kzpgwYNwqBBg6R9U1NTBKfHREXo22+/xZIlSzBq1CgsXrwYgDaemjp1Knpm+Ev7m8rXPL/dunXD6NGj833SUis9AG7dWko6a2QE1fr1WQa+KpUKq1evhpOTE7y9vYuxoURERFTuaDQ5b6XMd999h3379mH69OmQy7Uha+3atXH95XNX+ZWv4FehUGDbtm345JNPsszv2LFjgRpV4r14Ib2MTU3FqFGjMj3QplKpMGzYMERERGDs2LGc6oyIiIiKkIBMaHLcchrzWxJFR0fDw8MDAHRmgBD5mMc4o3wNezA2Nsb+/fvRrl07WFlZYcaMGTr5f/9d8ImaS6T05Y3/+UdKegfA002bUPvoUfiPGIFq1aohPDwca9asQUREBLp27YqpU6fqr81ERERU9gkAmlym/ypdsS9q1qyJ0NBQ+Pj4SGlHjx5FnTp1ClRvvld4a9SoEXbt2oUuXbrA2toa48aNK1BDSrz0wDckBKhaFbh9G7Czg8bHB/22bYPR48fwnT0b6aNtnJycEBgYiKlTp7LXl4iIiIqYyMNDbaUr+p09ezZ69eqFsWPHIjU1FfPnz8e3336LjRs3FqjefA17SNemTRuEhIRg8uTJBW5IiZYx8PX1BV4+6Kdxc8Nndetil4kJeqamIhjabxO2trYYOXIkA18iIiIqFjIg12EP2S8dUTJ16dIFv/76K65cuQJXV1f88ccfWLlyZYGH1+a75zdjw3788UcMGTIEFhYW6NmzZ4HHYpQ4O3boTmf2crqPvx48wMy5c1HNxQU1LC3RLywM8n79MPnvvzF37lz8888/XNqYiIiIikEeZnsoRT2/KpUKEyZMwFdffYW2bdsWat356vl9Pbjt378/vv32WwwcOBAHDx7McVm6UmvzZm3ga2AA3L0LADgZGYnBgwfj2rVr8JgxA9i6FX1//hk3b97E4MGD8dtvv0lTcxAREREVqQLO81uSKBQK/PTTTzAxMSn0uvMV/K5bty5T2ogRIxAYGIhevXohOTm5wA0rMdKXNt6+XbsfGQmkpgIA4m1ssHr5cu0KbxlWNuHSxkRERFSshIBMnZbjlts8vyVNp06dcODAgUKvN1/DHvr27Ztl+uTJkxEXF4f58+cXqFElSsaljQFg/Hgpy/Pdd3Nd2nj27Nk4ceKEzpOKRERERIWulAW3ualQoQL69u2L7t27o2rVqtJcv4B2lbn8KvCY39fNmzcPvXv3Luxq9ee1ld0QESFltb5yBbh8mUsbExERkf6VsqENubly5QoaN26Mhw8f4uHDh1J6QYfXFkrw265dO+zcuRMWFhYAgAYNGhRGtSXH6wHwS5VyCHwBLm1MRERExUQIyAq4vHFJolarsXjxYjRo0ABGRkaFWneBpjpLFxoaWvbHtaYHwG5uUtJ+U1MubUxEREQlQxl64M3AwABt27YtkhmzCiX4LVcyLG38IimJSxsTERGR/gkBkabKcStNPb8A4O7ujkePHhV6vYU+5rfMSl/oIioKACAcHdE7MhJpmzbBdd8+dO7eHW3atMHdu3e5tDEREREVM5H78salaJ5fAPj444/Rv39/BAQEwM3NTeeBt/TnqvKDwW9eZFzhzdAQSEvDPy4uePT0KfqlpABPnmDQunXSFHBc2piIiIiKXa7Bb+kyfPhwAEDHjh2lh9yEEJDJZFCr83+tDH5zkzHw7dlTu9obgJAzZ7Atw8puVd3c0P35c0Q+eYIGDRow8CUiIqLiIwREbs9flbJhD7dv3y6Segsl+C2TK7qly7i08fTpUvBbtVUrXDt8GAoAGDQITUJCcG/zZgzbvx8bNmzA4sWLMXPmTD02nIiIiMqVMtbzW6VKlSKpt1AeeHt9ueMyI723d+tWIDgYaQ8eSFkj5s7VBr47dmhngdi6FYYDBnBlNyIiIip2Ig8PvJXGeG3Xrl3o0qUL6tatiy5dumDnzp0FrrNQgt8hQ4YUydrLehUfr13WeNAgbQCsUCA8NFTKNqxcWZvXr582APb1BfBqZbdHjx7hxIkTemk6ERERlTcCQqPOcSttD7xt2LABgwYNQs2aNTF69GjUrFkTgwcPxo8//ligegtl2EP6g15lioWF7rLGwcHQvFzdTQCQffopsG1bpmWNAa7sRkRERMVMIPdhD6Ur9sWSJUuwY8cOtG/fXkrr3r07JkyYgCFDhuS7Xj7wlh2ZLNOqbtbx8QCANENDKNID3yxWd+PKbkRERFSsyuADbxEREWjXrp1Omo+PDyJedkbmF4PfnLy2rLGjg4M2OS0Nmj59IM8i8OXKbkRERFT8yt48vy4uLjh69Ch8fHyktGPHjqFy5coFqpfBb27SA+C0NMi2bwcAPAQw3dgYfkePIj4+Hra2tlKgm76yW2BgIKc6IyIiouJTxmZ7mDx5Mnr06IHhw4ejevXqCA8Px9q1a/Hll18WqF4Gv/mQZmiI4M2b8ePmzVKaUqmEgYEB4uLiuLIbERERFa+Xsz3kVqY08ff3h4WFBVatWoX9+/fDxcUFq1atQt++fQtUb6HM9lCmpS9y8bLXFwBc09KwVaGAjVIppSUkJCAuLg41a9bE1q1b2etLRERExUujznkrZTZu3Ijq1atj//79CAsLw/79+1G9enUEpw9JzScGvznJuLpbly5S8i07O/RSqRDTqRNCDx7Etm3bcPDgQfj5+eH69ev46quv9NhoIiIiKnfyMM9vaev5nTt3LhwdHXXSnJycEBAQUKB6GfxmJy4OGDBAWt0tbdIkKct19WqgTx/It21Dm5Ur0btbN3To0AFr167lAhdERESkByIPPb+lK/iNiorKFPw6Ojri8ePHBaqXwW92HjzQzuPbpw8QHIz/jh2TsgwzPmUYEiItecwFLoiIiEgvBCDU6hy3Uhb7wsnJCdevX9dJu379Ohxezr6VXwx+s2NpqbObdu/eq53AwFeB8ebN0upuABe4ICIiIn0QQJoq562URb++vr4YPHgwzp8/j8TERJw/fx7+/v7o169fgerlbA/ZcXYGOnXS9uwOGgQbufZ7ggaAfNcuLnBBREREJYYQ4uUSxjmXkRVTewrDzJkzcefOHTRq1AgymbblAwYMwOzZswtUL4Pf7Ly2wpuLiwsAbVc5F7ggIiKiEkUAGlVarmVKExMTE2zatAlff/01bt++DTc3N1SoUKHA9TL4zUkWC1zEApjEBS6IiIioRBEQak2uZUojOzs72NnZFVp9DH7fUJqBARe4ICIiohJHaHILfglg8JuzDAtcCGNjyFJS4KBWY6tCgWHGxniakABAu8AFAC5wQURERHohhIAmNedhD6KUzfNbVDjbQ3YyzvPbty9ESgoA4IGVlXaBi44dcWXmTC5wQURERPonAI1aneNWSkc9FDoGv9nJMM+v6osvpBvlOGuWdoGLX3+F5/z56J2SwgUuiIiISO+ERpPjRlolLvhdvnw5GjZsCIVCgTlz5kjpoaGhkMvlUCqV0nYsw8IT4eHh8Pb2hpmZGRo2bIiLFy9KeRqNBhMnToS1tTUqVqyIpUuXvlGbLv7+u/Ta4LWVRtJxgQsiIiLSm5fDHnLaCmN54zNnzqBevXowMzNDmzZtcPfu3WzLurm5wczMTIrbRo8eXeDzF4YSN+bXyckJc+bMweYMD5Slq1atGm7evJnlcQMGDEDnzp1x+PBhrFu3Dr169cL169dhaGiIFStWIDQ0FNevX0dcXBx8fHxQr149tG/fPvuGODsDzZoB27ahyr//vkpftQo4elS7wEWfPtqhERnaB3CBCyIiIipeQrx64C064QWeJCRlKpOiSoOxOue5gHOSkpKC3r17IyAgAH5+fggMDISfn59OZ+Trfv/9d7Rs2TLf5ywKJS747dmzJwBg7969eT7mv//+w9WrV3Hs2DEYGxtjzJgxWLx4MY4dO4a2bdti48aNmDJlChwcHODg4IARI0Zgw4YNOQa/aqUSYTNnonJCAuwPHHiVcfQoXrz3Hs6MHo0n8fGwDQ2Ft7c3FAoFF7ggKgRRUVGIjo7OlJ6SkgJDwxL3kUVEVDIIAfXLB97WHb+Ir46czbKYvYFxvk8RGhoKY2NjDB8+HAAwY8YMLF26FLdv30bVqlXzXW9xK1X/k9y7dw8ODg6wsrLCBx98gBkzZsDAwABXr15FzZo1YWz86gfq5eWFsLAwtG3bFlevXkW9evV08vbs2ZPjuWJjY1H3rbdgCOAsgPSj9wD44MgRPMtwvJOTE0aOHIl169ZxgQuiAgoKCsLcuXOzzLO3ty/m1hARlR7p8/wKTdE82fZ6PGVmZobq1asjLCws2+C3b9++EEKgRYsWWLZsGapUqVIkbXsTJW7Mb3Zq166NixcvIjIyEjt37sTWrVuxbNkyANqpxiwtLXXKW1paSlOQvZ6fMS8vMn5HSgUgl8sxb948BAcHY968eTA0NMTcuXMRERGBUaNGcaozIiIiKmbi1YNtRTSlWW7x1us2b96MO3fu4MaNG3B1dUWPHj2gKQEP3pWanl9HR0c4vnzYzMPDAzNnzsS3336LyZMnQ6lUIj4+Xqd8fHw8lEolAGTKz5iXE0MAwQBqvdxPBtAbgCwpCVfVau062kJI600TERER6YMQkOb59atfE13cXTOVGb7tD5jkMDSzZcuW2T60P2PGDNjZ2eUYb72uRYsWALTLFH/11VewsrJCeHg43N3d83RNRaXUBL+vk8vl0mTNHh4euHHjBlJSUqShD1euXMGkSZOk/MuXL0td9VeuXIGnp2eO9dtaW+NGw4awOnAAqQ4OMIqKwh0DA7xwc0Ov8HBUnDsXbQCk4dVDemvWrMEPP/yA6dOns/eXKJ/Gjh0LX1/fTOk9evTgmF8iouwIIfWq2poaw9Y089heIwM5DAwMsq3i+PHjOZ7iwIEDCAoKkvaTkpIQHh6ea0wFADKZDDKZrEQstFHihj2kpaUhOTkZarVa53VoaCju3bsHALhx4wbmz5+P7t27AwBq1aqFOnXqYNGiRUhJScHKlSshk8nQqlUrAICfnx+WLFmC6Oho3Lx5E6tWrcLgwYNzbIfB7duwOnAA8PXFi4oVAQAmLi5oeOkShLMzWgCIrFkToQcP4u7duwgICMCIESM41RlRATk4OMDT0zPTZmxsnOOHNhFRuSYENKmqHLeCDofw8fFBUlIS1q5di5SUFCxYsACNGjXKcrxvREQETp48CZVKhcTERPzf//0fXF1dUb169QK1oTCUuOB3/vz5MDU1xerVq7FgwQKYmppi48aNOHv2LJo1awZzc3N07NgRPXv2xJQpU6TjNm/ejN9//x3W1tZYvnw5fv31V6mXaMyYMWjTpg3c3d3RokULTJo0KedpzgAgLQ2oXBlYvx7yl1OXye3soBk8GLIHD/DCzg5216/DOzpa6uXlVGdERESkDwK5L3JR0D5XY2NjbN++HcuWLYO1tTX+/PNPbNq0ScofPXq0NJfv8+fPMXLkSNjY2MDNzQ03btzArl27SkQnRon7G+KcOXN0FrfIaPLkydkeV6NGjWx7XOVyOZYtWyY9IJcnpqbA/fuAvz9Mnj8HABhcvQr52bPYCmDIkyd4D8CJyZMx5uZNTJs2jVOdERHpkUiOg8zEKt/5RKWaeDXbQ05lCqpJkya4dOlSlnkrVqyQXnt6euLy5csFP2ERKHHBb4nh5gbUrQuEhCB99K5zUhL2mJrixiefYE3NmggPD8fp1asxe/ZsnDx5EmFhYZzqjIhID9SPzkMTdQkGbu0gt3LJlK+Juwf1nT8gd6gHA6e39NBCoiKWYZ7fnMoQg9/syWRAcDDw4gVkv/0GALgI4JdevbBqxgxpqMO0adPw4YcfSt3+gYGBfNiNiKgYieQ4aKIuAUID9Z0/gNcC4PTAF0IDTdQlyG2qsQeYypz0YQ+5laESOOa3xHj57UiTkiIlmVpZIXjzZtSuXh2/9O+P4OBgfPbZZ/jzzz8BaMfCpM8wQUR0584dyGQyKJVKmJubw9PTE0ePHtV3s8ocmYkVDNzaATK5FABr4rQPSGcMfCGTw8CtHQNfKqMEhFqT48bwV4s9v9m5fx8YMADyQ4ekpJpxcbjk4YGb4eHotnUrfLduxS/QTnXWrl07/PHHHzh9+jR8fHz01mwiKjkuXrwIT09PXLlyBUIIzJgxAyNHjsR///2n34YJDUTS06zzDE0gU5gWb3sKgdzKBXBrJwW66jt/QNi6QxN7QyfwzWpIBFFxioqKQkxMTKb0lJSUgv3lWADqVHWuZYjBb/aePwe2bUNM7dqocO0aAEDTpg3qHD2KOgCu16uHflOnYlylSvD29sbWrVvxxx9/cKYHIpJcvHgRb72lHV8qk8ng7e2NH374Qc+tApCWirT/dmSZJa/YoNSOiX09ANY8efklg4EvlSArV67EwgULsswr0BLuIg/LGjP4BcBhD7lSZBgcfvSvv6TXFy9dwuTJk3Hs2DEA4EwPRJTJxYsX0bBhQwDAgwcPsHjx4iwX8KDCI7dygdxWd/Uoua07A18q84QQUKeqc9xKwgITJQF7frNjYQF07AirbdukpLYqFa56eEBpbg7fM2fwR1oaZ3ogomxdvHgRv//+O2bNmoXExESMHj0aX3/9tZQfGhqKOXPmQKPRwMLCAqmpqVCpVDh//rzUYxwaGpqp3gMHDmDBggWQy+Vo0KABlixZwtXvXtLE3dMOdciYFnsDMksXBsBU5gk1g9u84KdldipXBrZsQXSlSrB/OTbnn8qVUf/MGe2YnB078E3PnkjgTA9ElIWEhATcunULsbGxsLS0xJIlS7BlyxYYGRkBAGJiYjB79mzs2bMHlpaWuHPnDoQQqFq1Klq2bJll0Jt+3Pz587Fv3z4olUp8/vnnWLFiBcaPH5/3xhkawbDGu9nkmbzhlZYcrz/cJs8w5jerWSCI9GHkyJHo3bt3pvR+vr4FHvOryS34ZWwMgMFv9mQyqFQqJDx9ivQROBH372NQrVpY0KIFUrp3RzhneiCibFy6dAmVKlWCtbU1AGDChAmYP38+Ll26hHr16mHv3r344IMPYGlpCQBwc3PLU72//fYbBg8eDKVSKdXbpUuXNwt+ZXLITG3e5HJKvKxmdZBbuUBm6aLzEBwDYNI3BwcHODg4ZEo3NjaGTCbLd71CCKhVOT/wxmEPWhzzmx0h8LRLF1RVa99IwtQUvQH88fAh+m7dih1+fggICIBKpUK7du2QkpKC06dP67fNRFRipM/0kM7Y2Bg+Pj7Ys2cPAODhw4eoVKnSG9f76NEjneOMjY2Rmppa8AaXYiI5LsvAF9COAX59GjSRHKfnFhMVDaEWOW6kxeA3OzduwOHoUTx4uSurXh3C2RnOGg3iLC3x1owZOHjwIO7evYsPP/wQADjTAxFJLl68iLp16+qkderUSQp+K1WqhAcPHmR1aI6cnJzw8OFDaT8lJUUaSrF792589tlnmDBhQgFaXvrITKwgd6iX7awOGQNguUM9zvNLZZJ4OdVZzg+86buVJQOD3+ykpSHZ3h7hL3cTb92C7MED3ANgFR+PGgsW4MMPPsCiRYtw44b24QrO9EBE6VasWIEvv/xSJ23cuHH46+WsMV26dMGmTZsQHx8PAIiIiMDt27ezrCtjkNy5c2ds2LABiYmJAICvv/4aPXr0AAB069YNn376KZKTkwv9eko6A6e3YFirZ7ZDGuRWLjCs1bPUTuNGlCuRh55fBr8AOOY3e4aGMImORn2ZDBAC5i9eYI+ZGS5PmoSBBw+i36lTOPJytgdTU1PO9EBEb6RChQqYN28eunfvDo1GA0tLS6xcuTJTubS0NPj7++PgwYMAtOMFP/30U3Tq1AkGBgaoX7++TpC9aNEiDBs2rNiuoyTJrUeXPb5Utglo1Dkvb8zoV4vBb3bc3YHatWG1fTsA4IGBAdo9fIj3zMwADw/A0BBfdu2K3728cOvWLbRo0YIzPRDRG/Hx8clyVofjx49Lr8+dO4cBAwbo5Hfp0gVdunTJdNzChQtx/fp1mJiYoEmTJgV6eIaIShchALUq5+CXwx60GPzmQKPRSONCktVqvFW3LrZbWcEjLAwh/fphypQpiIiIgImJCcLCwqBSqRgAE1Ghatq0KZo2bZqnstOnTy/i1hBRSSZy7fklgGN+s3fjBuQ7d0p/IKgO7UwPHmFh2Apg4NatUKlUCAwMxNSpUxEZGYkTJ07oscFERERUbomcx/tqx/yy6xdg8Ju9tDS8sLVF+h8N42QyOGs0uAdgCABLW1uMHDkSU6dOhbu7dilNzvZAREREeiEAtUqd48Yhv1oMfrNjaAizDMGslRCIs7SEC4Cznp6wNjfH3Llz0atXL872QERERHoloF3hLaeNsa8Wx/xmx90d4SkpqH7rFgBA3bAhrI4dAwYPhse2bfhv82YM278fGzZswPHjxznbAxEREemPENCk5rzCG4c9aLHnNxtCCETeuyft34qIwB9//IH79+9LacuXL4eZmRni4uIwatQoPuxGRERE+iFy7/ll168Wg9/s3LgBb5VK2nWPiYF7t26ofOoUtgKwHzEClSpVwosXLwCAvb5ERESkNwK5L3LB2FeLwx6yIVOrEQ3A/uV+lEwGFyGkB96SX66u5OjoiMjISGmVJiIiIqJiJwCVJpepzhj9AmDPb7aEgYEU+AKAgxAQzs5wAXC/Zk0c2rcPfn5+iIyMBMCH3YiIiEh/BAC1yHlj7KvF4Dc71avjQobdJ2+/jV0LFyLZ3h5216+j/e+/44cffoCBgQHkcnmeJ6EnIiIiKmwCAqmanDcOfNDisIdsaO7f17k5f506hdRTp2AC4IxCgX3m5rg+ciTUau2TladPn4aPj48+mkpEREQENWdzyBMGv9kwePECdTPsd3v578lKldAtIQFP5s8HANSvXx8XL17kAhdERESkN+nDHnIrQwx+80SDDONDHj5EHABTU1MkJSXBxsYGAMf8EhERkf4IAaRqcg5v2TGsxTG/2Xguk+HWy9dyADsA3APQHMAJQ0P838SJcHFxwbFjx7jABREREeldbg+8kRaD32w8EAIKmUzab2dhARcAcZaWaJqWhquffYZnz55BrVajc+fOXOCCiIiI9EYAeXjgjQAOe8hWdQAuL/8+oAJg+fw5npia4nCrVtAYG2PfgQNIfP4cANCpUyf9NZSIiIjKPe2Y31yGPRRPU0o8Br/ZUABIBmDy8vU9AC5JSej32294H4BMqYSxsTFSUlI43peIiIj0Ky9DGxj9AuCwh2ylQRv4AkCsTIb42rWlvEHGxkhOSJCmOSMiIiLSJw57yDsGv3lgZWgIz2vXENWyJTRNm6JbSgpGOTggLS0NALi0MREREemVgIBa5Lwx/NXisIdsGEI71lcBwEClwj0Ap44fR18A3xkZ4fuoKBgaGiItLQ2WlpZ6bSsRERGRRt8NKCUY/GYjDdrAFwBeAHB5uYUA+F9qKtzd3fH48WP2+hIREZHepQ97yK0MMfjNk4xvFjcDA9Tz8MC5y5elNAbAREREpE9C5GG2B0a/ADjmN1uGANIfZzMHEGNigicmJmiiVmPgy8DXwMAAAFd3IyIiIv0qrgfeRo8ejRo1akAmkyE0NDTHstHR0ejatSvMzc1Rq1YtHD58uBBaUHDs+c1GGgCDl68TAFRITgYA/AdgrokJkJwMtVoNOzs7ru5GREREepc+1dkLoUYSMs9IpYYo8ExVDRo0wPvvv49hw4blWnbcuHFwdHREdHQ0Dh06hH79+uHGjRt67zRk8JsHGQeQ1wLwQ8eO8N+/H6mpqWjfvj1XdyMiIiK9egYVNmkeAACSoEZyNo+/GcXGFug8o0ePBoBcY5+EhATs2LEDt27dgpmZGbp37w4vLy/s3LkTQ4cOLVAbCorBbzYy3hhLAMkyGUxeDpbZuWsXUl/mNW3atLibRkRERCSpXr26zn50dDSSo6OzLGtjY1McTcKNGzegVCpRuXJlKc3LywthYWHFcv6ccMxvNjKOi0kFYCIEXqQnyF/dNhcXl2JsFREREZGuXbt2ISwsTNrGjh2bbdkBAwYUS5sSEhIyTQVraWmJhISEYjl/Ttjzmw1ZhtdGAFIMDGCmViNWJsNOzas/Jeh73AoRERFRRmPHjoWvr2+Wefb29tke17JlS5w4cSLLvBkzZmD+/Pl5boNSqcw0G1Z8fDyUSmWe6ygqDH7zyFitxgsAtkJgPoAp+m4QERERURYcHBzg4ODwxscdP3680Nrg7u6OhIQEPHjwAM7OzgCAK1euYPDgwYV2jvzisIc3YAbtbA8LMnxriS3gwHEiIiKi0iI1NRXJyckQQui8fp1SqUSPHj0QEBCApKQk7NmzB5cuXUKPHj300GpdDH7fUC0AHRMSYGpqCgB4+PChfhtEREREVEw6duwIU1NTXL9+HZ06dYKpqSnu3r0LAFi4cCE6d+4slQ0KCsLDhw9hZ2eHSZMm4eeffy4Rw0U57CEf3gbwc1ISAKBSpUr6bQwRERFRMclpYYvp06fr7Nvb22Pv3r1F3KI3x57fNxQPYEaG/fyMqSEiIiIi/WDw+wbSoJ3zN/DlvlKp5OpuRERERKUIg988SsOrMSLnXv7buHFjru5GREREVIow+M0DNXQHRzd++W/Hjh310BoiIiIiyi8Gv3lg8Nr+Py//TUxMLO6mEBEREVEBMPjNh/SFAe/du6fXdhARERHRm2Hwmw9bX/6rybDMMRERERGVfAx+86G/vhtARERERPnC4DcfHPXdACIiIiLKF67w9pqoqChER0fDPg9l5fKy/90hKioKQUFB0v7YsWPL/cIevCeZ8Z5QSSJUSdDEXJP25RVqQ6Yw1WOLKL+ioqKwcuVKaX/kyJH8bKECY/D7mujo6FyD32ov/3VzcyuGFulXdHQ05s6dK+37+vqW+w8e3pPMeE+oRElLhubxBWlXbu0GMPgtlWJiYrBwwQJpv3fv3vxsoQIr+12XRcDy5b+tWrXSazuIiIiI6M0w+M2HQy//bdOmjV7bQURERERvptwEv9HR0ejatSvMzc1Rq1YtHD58ON91bQBgZGTEpY2JiIiISplyM+Z33LhxcHR0RHR0NA4dOoR+/frhxo0bsLW1feO6GgPYnJpa+I0kIumh09elpKTA0LDcfGQREVERkQkhhL4bUdQSEhJga2uLW7duoXLlygAAHx8fDBkyBEOHDtUpGxYWhrp160IGILvHI1IAqAGYmZkVZbNLBI1Gg+TkZGnfxMSkXMxykRPek8wK856oVCqoVKos84yMjJCSkpKveknLwsICCYkvAGPL3AuXVho1kPr81b6RBSB/faH6sqFOVSd9N6FIpaSk4NatW9J+tWrVYGxsrMcWFZ3w8HAYGRnh+fPnuRemAikX3Sg3btyAUqmUAl8A8PLyQlhYWKay9vb2MDc3hywxEa7Z1BcLIBLlY7YHtVqN2NhYad/W1hYGBmXzP5G84j3JrDDvSfqMK1nhUKOCMzc3BwC4ulbSc0uKDn9Hyw6FQgF7e3udfZlMpscWFR0jIyPp95OKVrkIfhMSEmBpqdvLYWlpiSdPnmQq6+DggISEBMyZM0dn6qaMAgICMGfOnKJoKlG5l9Pv3pQpU4q5NWVPZGSkvptARKRX5SL4VSqViI+P10mLj4+HUqnM9pixY8fC19c3y7yM30KJqHDxd4+IiIpSuQh+3d3dkZCQgAcPHsDZ2RkAcOXKFQwePDjbYxwcHDiRNpEe8HePiIiKUrl44A3QrjhlZWWFb7/9FocPH8aQIUPyPdsDEREREZVO5aLnFwCCgoIwZMgQ2NnZoXLlyvj5558Z+BIRERGVM+Wm55eIiIiIqHxPTkpERERE5QqD39cU5jLIJdXy5cvRsGFDKBQKnSnbQkNDIZfLoVQqpe3YsWNSfnh4OLy9vWFmZoaGDRvi4sWLUp5Go8HEiRNhbW2NihUrYunSpcV5SQU2cuRIODk5wdLSEl5eXti9e7eUt2jRItjb28PW1haffPIJMv6x5MyZM6hXrx7MzMzQpk0b3L17V8pLSkqCn58fLCws4Orqii1bthTrNRWWkydPQi6XY/78+QCA9evXw9DQUOd9EhERIZUvD/eEiIhKLwa/r8m4DPIXX3yBfv366UyWXhY4OTlhzpw56NOnT6a8atWqISEhQdpatWol5Q0YMAAdOnRAbGwsRowYgV69eiEtLQ0AsGLFCoSGhuL69es4fvw4lixZUqq+OEyaNAl37txBfHw81q5dCz8/Pzx58gR79+7F999/j7///htXr17Fvn37sHbtWgDalYd69+6Njz/+GLGxsWjZsiX8/PykOgMCAhATE4MHDx5g69atGDt2LP777z99XWK+aDQa/O9//0OTJk100n18fHTeJ66u2iVhysM9ISKi0o3BbwYJCQnYsWMH5s6dCzMzM3Tv3h1eXl7YuXOnvptWqHr27Inu3bvD2to6z8f8999/uHr1KqZPnw4TExOMGTMGGo1G6hneuHEjpkyZAgcHB7i7u2PEiBHYsGFDEV1B4atdu7a0ZKZMJkNqaioePHiAjRs3YtSoUahevTocHR0xefJk6bpCQ0NhbGyM4cOHw8TEBDNmzMDZs2dx+/ZtANp7MnPmTFhaWqJZs2bo0aMHNm/erLdrzI+VK1fi7bffRp06dfJUvjzcEyIiKt0Y/GbwJssgl1X37t2TAth58+ZBrVYDAK5evYqaNWvqrKme8d5cvXoV9erVyzKvtBg7dixMTU3RpEkTtGvXDl5eXjle1+t5ZmZmqF69OsLCwvD06VNERkaW6nvy5MkTLFu2LMvV1v7++2/Y2dnBw8MDK1askNLL+j0hIqLSj8FvBtktg5yQkKCnFhWv2rVr4+LFi4iMjMTOnTuxdetWLFu2DEDu9+b1/NJ434KCgpCQkIBDhw6hY8eOkMlkOV5XTvckvYyFhUWWx5YGM2bMkMZxZ9SmTRtcuXIF0dHRWLduHebNm4dt27YBKPv3hIj04/WJqThRFRUEg98M8rMMclni6OiI2rVrQy6Xw8PDAzNnzsSvv/4KIPd783p+ab1vBgYGaN++PQ4dOoS9e/fmeF053ZP0Ms+fP8/y2JLu/PnzOHPmDEaMGJEpr2rVqnBzc4NcLsfbb7+Njz/+OE/vk9J+T4hIf2QyGWJiYnDw4EFpnwEw5ReD3wwyLoOc7sqVK/D09NRjq/RHLpdLHy4eHh64ceMGUlJSpPyM98bDwwOXL1/OMq80SktLw82bN3O8rtfzkpKSEB4eDk9PT9jY2MDR0bHU3pOjR4/iv//+g7OzMxwdHfHzzz9j8eLFGDp0aKayr79Pyuo9odIr/f2ZW+8hg6mS7cqVK/jtt9+wd+9eANoAOH1oHtEbEaSjb9++YtiwYeLFixdi9+7dwtbWVjx58kTfzSpUKpVKJCUlieHDh4sZM2aIpKQkkZaWJo4cOSIiIiKEEEJcv35deHl5ic8++0w6rkmTJmLOnDkiOTlZ/PDDD6Jq1apCpVIJIYT47rvvRIMGDURUVJS4ceOGcHZ2FocOHdLL9b2pZ8+eieDgYPH8+XOhUqnE1q1bhbGxsTh//rzYs2ePcHFxEeHh4SIyMlLUq1dPrF69WgghRHJysnB2dhZr1qwRycnJYsaMGaJly5ZSvVOmTBHvvvuuiI+PF6dOnRI2Njbi2rVr+rrMN5KYmCgePXokbf369RNTp04VT58+Ffv27RNRUVFCCCHOnj0rnJ2dxZYtW4QQZfueUOmkVqul12lpaZnyNRqNWLFihbhy5UpxNovyIP1nl5iYKBITE0VcXJz4448/xLx588SuXbt0yt67d08fTaRSisHva6KiokTnzp2FqampcHd3FwcPHtR3kwpdQECAAKCzrVu3TixZskRUqlRJmJmZCTc3NzFr1iwpuBVCiBs3bogWLVoIExMT0aBBA3H+/HkpT61WiwkTJggrKythb28vvvzySz1cWf7ExcUJHx8fYWVlJSwtLUXDhg3Ftm3bpPyFCxcKOzs7YW1tLf7v//5PaDQaKe/06dPCy8tLmJiYiFatWok7d+5IeS9evBADBw4U5ubmonLlyiI4OLhYr6swDRkyRAQGBgohhJg0aZKwt7cXZmZmwt3dXXzzzTc6ZcvLPaHSZfXq1eKjjz4SX375pdiwYYOUvm7dOvHll1+KTz75RLx48UKPLaQDBw6IS5cuCSFefVG5fv268PX1Ff379xeLFi0S3333nQgNDRXz5s0T+/btE0IIMW/ePPH111/rrd1U+nB5YyIiKtO+//577N27F9OnT4eBgQEWLVqEli1bYsqUKbh48SLq16+PNWvWwMrKCm3btoWdnZ2+m1zuvPfee0hNTYWNjQ3Wrl0Lc3Nz/Pfffxg9ejRmzpwJLy8v3Lp1CwcOHIBcLkerVq1w4sQJnDp1CjY2NlizZg0MDQ31fRlUSvCdQkREZdqTJ0/wzTffoHr16gC08037+fnB1dUV/fr1A6BdmbBKlSpZLv5DReu9996DWq3G77//jhcvXsDMzAxpaWn4+eefYWpqivbt2wMA7Ozs4OTkhM2bN6NixYrw8vJCeHg4Vq5cCUNDQ6jVahgYGOj5aqg04ANvRERUpqnVavzyyy/Sw1EWFhaYMmUKHj58CAB48eIFmjVrhqlTp3IWgWIWGhqK1NRU6SE2ExMTAIChoSEGDRqEXr16YcGCBXj8+DEMDAxgb2+Py5cv49mzZ+jevTvWrl3LwJfeGINfIiIq03r37g0TExNcuHBBCoBVKhVu3bqFtLQ0mJmZwd/fH3K5HBqNBjKZTM8tLj/u3r0LmUwmzdwgl78KS6pXr4527drB0tISK1euRFxcHMzMzFCxYkUkJSXp1MPAl94Eg18iIir1cuqtdXd3h5GREY4fP47PPvsMV69exYIFC/D2229nGieaMfiioieTyTIFshlVr14dffv2ha2tLdauXYvJkyfj4cOHaNOmTTG2ksoa/pYTEVGplrG3dsmSJdJCCIA2KE7v2W3fvj3UajV+/fVXDBo0CIMGDdJXk+klOzs7REZGIi4uDgYGBtBoNNIXmc2bN+P777+Hk5MT3n33XTx+/BiXL19GcHCwVJYoPzjbAxERlVpCCCnwXbp0KY4ePYqNGzfqLKOdsUxOx5N+NGzYEB4eHti0aRMA7ZcZuVwuzc4xb948aYU3Ozs7aYgEhzpQfrHnl4iISqWMges333yDWbNmoU6dOlLgm94zKJPJMi27nY6Br/6k973NnDkTd+/exYwZMwBoh5588cUX2Lx5M0aOHCn9jCpUqCA9kMjAlwqCwS8REZU6GYc6rF69GseOHcONGzdw7949BAYGAtAGUWq1GvHx8fjwww9x6dIlfTaZXpP+82vfvj369++P33//HVWqVEGvXr2wevVqHD58GC4uLpmWMOYXFiooDnsgIqJSI/1P4um+//57HDlyBJMmTUKLFi3w/Plz+Pv7o2HDhlJPIgD88ssvcHBwQOvWrfXRbMpFSkoK4uPjsXv3blStWhWenp5wcHDg8AYqEgx+iYioRIuOjkZqaiqcnZ0BAGlpaTA0NMSGDRuwadMmbNiwAY6OjlJgnJSUBH9/f3h4eCAgIAAA8PjxY1SsWFGfl0Fv6PUvOkSFhe8qKhM+/vhj/PLLL9nmnzhxAvXr18/X08HdunXD+vXrC9A6IsqvY8eOoUWLFujbty9at24NIYQ0PdmLFy8wc+ZMODo66swRa2pqih9//BEnTpzA6dOnAYCBbynEwJeKCt9ZVKKFhIRAqVRm2oyMjCCTybB7924AwN69e9GiRYts6/noo48wd+5cnQ/TgwcPon379rC0tIS5uTkaNGiA5cuXZ5ovdP78+Zg6dWqOc1ESUeH7888/0bNnT0yYMAELFixASkoKZs+eLeWbmppiz549SExMhIGBgTQ29Ny5czAxMcG+ffvQtGlTfTWfiEooBr9Uovn6+iIhIUFnCw0NhaWlJYYPH46uXbsiPDwcdevWRaVKlbKs48iRI4iMjES3bt2ktHXr1qFnz57o3bs3IiIi8OTJE3z22WdYtGgR/P39dY6vX78+qlSpIk3DQ0RFLzY2Fh06dMCwYcMwfvx4tGrVCvXr19dZlKJly5ZwcHDAP//8IwXAd+7cQUBAAK5fvy6NFeXoPiLKiMEvlSpHjx5Fu3btMGTIEKxatQpyuRyHDx/GqFGjsj1m27Zt+P/27j0oqvP8A/gX8QKyLggRxarBKuIEwZSIuWgNClEYFaPE2jqgVo22EjUaJ43RAholisEmjTU1NlGDwabRKIiXCBS8TYzGKCjJREURwrRBvAArIC48vz867I9lF3bPugjmfD8zOxPOec+zz3nfs/HrcXcJCQkx/EFYUVGBxYsXY/Xq1YiJiYGbmxucnJwQHh6O3bt3Izk5GVlZWUY1wsLC8MUXX7TquRHR/3N3d8drr72G8+fP49q1a+jUqRP0ej3y8vIMr8UBAwZgwIABOHXqFFasWIHMzEzMmTMHERERGDRokKEWvx2AiBpj+KVHxsGDBxEeHo5ly5YhKSnJsL2kpATjxo1r9rhvvvkGQ4YMMfx84sQJVFZWYtq0aSZjg4KC0L9/fxw6dMhoe0BAAM6cOWOHsyAia/3ud7+Dl5cXsrOz8corr+Cf//wnunXrhgULFmDmzJk4cOAAJk+ejNmzZ2PYsGEoKirC/Pnz8fLLLwPgHV8iMq+j5SFEbe+zzz7DjBkzsGHDBixatMho36pVq1o89tatW3B1dTX83PBl9927dzc7vnv37rh7967RNldXV9y+fduW1onIRgEBARg+fDjWrVsHBwcH6HQ6dOjQAcXFxYiNjcXKlStx+/ZtREVFISoqyuhY/uY2ImoO7/xSu7d161ZER0djy5YtJsHXGu7u7igvLzf8PHjwYABAbm6uydi7d+/ihx9+MIxpUF5e3mxYJiL7a7hrGxMTg7Fjx6Jjx46GD6z27dsX77//Pnbu3GkSehsw+BJRcxh+qV1LSkrCwoULsWvXLpMPolnrqaeeQn5+vuHnJ598Er/+9a/x9ttvm4zduHEjunTpgunTpxttv3DhAoYNG2bT8xORcg2/xhYANm3aBK1Wi5kzZxr2azQa+Pn5AYBNX2FIROrF8EvtVmxsLGJjY5GamorIyEib60yZMgVZWVlGvyIzJSUFP/zwA2JiYlBTU4P6+nokJSXhnXfewe7du9GjRw+jGocPH8bkyZNt7oGIlGscgDdu3IjS0lK8//77JuP4fbBEpAT/j0Ht0rlz5/DWW2/h3r17iIyMNPme39DQUKtrhYSEwNPT0/CdwAkJCRg8eDCKioqwefNmfPbZZzh+/DiWLVuGqqoqTJgwAX/4wx8Mx+fl5eHatWuIjo62+3kSUcsa3r7g7++PQYMGQaPRtHFHRPSo4683JlU4ceIEYmJicO7cOcV3iSIiIjB58mT8/ve/b6XuiMga5eXlRh9eJSKyBcMvERE9UvhNDkT0IPi2ByIieqQw+BLRg2D4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglswoLC+Hg4ACNRgMXFxf4+fnh6NGjbd2WIsHBwXBycoJGo4FGo0F4eLjR/hs3bmD8+PFwcXGBr68vsrKymq2lZKwtlNZ/9913MXDgQDg7O8PHxwfvvfeezc/dVmvdnubfluf4OaxBa5g3bx68vLyg1Wrh7++P/fv3G/ZZek2eP38eI0aMgFarxS9/+Uv84x//sFj33r17mD17Nvr16wetVotnnnkGX331VbP95efnY9SoUdBqtXjiiSeQk5Nj3wkA8MEHHyAwMBCdOnVCfHy81fsAGOam4dGhQwckJSUpPk8ASExMRN++fdGtWzf86le/QmVlZbNj7Xk9E7V7QmTGvn37xM/PT0RE6uvrZfny5TJo0KA27kqZ559/XpKTk5vdP3XqVJk9e7bcvXtXUlNTxd3dXW7evPnAYxubOXOmbNu2zeI4JfVXrlwpQ4cOlXPnzoler5ezZ8/KkCFDZOXKlRafx5y2WuuHMf8iXIOH7fvvv5eamhoRETl9+rRotVopKysTEcuvySFDhsiqVaukrq5Ozp49KxqNRr777rsW6+p0Olm1apVcv35d6urqZNeuXeLh4SGVlZUm9Wtra2XAgAHy3nvviV6vl4yMDPHw8DD0Z4m119LevXslNTVVpk2bJnFxcVbva6qkpEQcHR3l6tWris5TRGTTpk0yevRouX79utTX10tubq5h/pqy9/VM1N4x/JJZq1atkqioKMPP6enp4u7u3oYdKdfSH7SVlZXSqVMnKS4uNhr/8ccfP9DYpqz5w1JJ/Rs3bkjXrl3l0qVLRtvz8/PF2dlZSktLLfbUVFus9cOafxGuQVs6c+aMODk5SW5urohYDr8ajcZoXoOCguSLL76wWLcpLy8v+eabb0y2X7hwwWReQ0NDZevWrVadj7Xht8H8+fObDbgt7WuwYcMGGTlyZLP7mztPvV4vXl5ecuXKFYs9tsb1TNTe8W0PZFZubi4CAwMBACUlJVi/fj2mTp3aZv1MmDABbm5uZh/r1q1r9rglS5agR48eeOGFF5CXl2fYfvnyZWg0GvTp08ewzd/fH/n5+SY1lIy1hZL6X331Ffr37w8fHx+j7U888QT69Olj8Z9BzbHHWitdn/Y0/0qfo72ugb3Z+poDgAULFsDZ2RlBQUEYM2YM/P39Dfuae00CwMKFC7Fz507o9XqcPn0aRUVFeOaZZ6yq2+Dy5cu4desWBg4caLY3ETH52Z7Xkj0lJydjxowZZve1dJ4//vgjqqqqsHv3bvTs2RO+vr7YunWr2TqtcT0TtXcMv2RWbm4uYmNjDYHAz88Pf/3rX22qdf78eXz00UcP1E96ejru3Llj9vHGG2+YPSYxMRHXrl1DUVERXnjhBYSHhxve86bT6aDVao3Ga7Va6HQ6kzpKxgLGoSElJQULFixoMTQ8aC8N3NzcUFVVZXZfSyyt9bhx4/DTTz+1WEPp+rTm/AM/vzXIyclBcHAwRo0ahfHjx6OkpARjx45FcHAwXF1dERwcjODgYLO1v/zyS4waNQrBwcF49dVXodfrrerJltdcg82bN0On0yEzMxNjx46Fg4MDgJZfkwAQHh6OTz75BE5OTnjuueewfv16eHl5WazboLq6GlFRUVi+fDlcXV1N+vL19YWbmxs2btyI+/fv4/Dhwzh69Cju3r3b7LkovZbsJS8vD5cuXTL7lyBL51lSUoLy8nJcunQJhYWF+Pzzz/Hmm2/i+PHjJmNb43omau8YfsmETqfD1atXUVxcjIqKCqxfvx6nTp1C586dbaoXEBCAOXPm2LlLy4YPHw6NRgNnZ2e8/vrr6NatG06dOgXgfx8qqaioMBpfUVEBjUZjUkfJWMA4NEyfPh2bN29uMTQoqd+/f39cunTJJMDU1tbi8uXL6N+/v9memmPNWv/000/o2bOnorqWtOb8Az+vNSgrK0NsbCzS0tJw7Ngx/O1vf0NtbS2OHDmCnJwc+Pv7Iycnx+wHt8rKyrBmzRocPHgQOTk56N27N/7+978r6s9Wjo6OCAkJQWZmJg4ePAig5dfkrVu3MH78eGzYsAH37t3Dt99+i+XLl+Pbb7+1WBcA7t+/j6lTp2LgwIGIjY0121OnTp2wb98+pKamolevXvjLX/6CadOmGd3xb0rptWQvycnJmDhxItzc3Iy2W3Oezs7OAIDY2Fg4OzsjICAAv/3tb43mq4G9r2eiRwHDL5nIy8tD79694ebmhg4dOmDx4sUoKCgw/BNlbm4unn76aYwePRpvvfUWRAR//OMfMWbMGEyYMAHl5eXIycnBpEmTEBERgb1792LlypVmxzWt1Zzw8HCTT0E3PBISEqw6rw4dOhj+ydPHxwc6nQ4lJSWG/RcvXoSfn5/JcUrG2kJJ/eHDh8PDwwMpKSlG23fu3AlPT08EBQUpem5La11ZWYlu3bpZrKN0fdrT/Ct9joe9BgcPHkR0dLTh7py3t7fVgeTAgQOYMWOGIcQvXrwYe/futepYe7zmAECv1+PKlStm9zV+TRYUFMDFxQUvvfQSHB0dERAQgOeee67Zb71oXLe+vh7R0dFwcHDAjh07TO4INxYQEICjR4/i5s2b+PLLL3H16lUMHz7c6vN5GOrr65GSkoLo6GiT7dac56BBg9C5c2ej/c2Ntff1TPRIaMs3HFP7tHnzZhk7dqzRtokTJ8ratWtFROSdd96RXbt2iYhIXV2dpKWlGfalpaVJYmKiZGdnS2hoqIiIZGdny4oVK8yOa1rLXm7fvi1HjhyRmpoauXfvnmzcuFF69uwpd+7cMYx56aWXZM6cOVJVVSX79+9v8dP9SsbaQkn9kydPSs+ePSU7O1tERP7973+Lp6ennDx5UvHzWlrrr7/+Wl5++WXFda3RnuZf6XM8zDV4++23JT09vdnjR4wY0ew+c8e29AGqB3Xnzh359NNPpbKyUu7fvy//+te/pEuXLnLu3DmLr8k7d+6IVquVffv2SX19veTn54unp6dkZGS0WFdEZO7cuTJq1Ciprq622GNubq5UV1fL3bt3JTExUZ5++mm7z8P9+/elurpa5s6dKytWrJDq6mrR6/UW9zU4cuSI9OjRQ+7fv2+0Xcl5Tp8+XebNmyc1NTXy3Xffiaenpxw7dszsWHtez0SPAoZfMjF//nxZunSp0bZNmzbJs88+KyIiZWVlsnDhQpk+fbocOnRI1q9fLwEBAfL888/LiBEj5E9/+pNkZ2fL8uXLReT/w6+5cU1r2Utpaak89dRTotFopHv37jJ69Gg5e/asyZjw8HBxdnYWHx8fycjIMOwLCwszhA9LY5sKCwsTFxcXs4/GNa3tpbG1a9eKi4uLODo6ire3t4iIeHt7i6OjY4v1m2Nprbdt2yYbN25UVNNals658Roomf+GY38ua7Bjxw7ZsmVLs8e3FH63b98uH374oeHnmpoaGTNmjKSlpUlCQoIsWrRIUa+WlJeXS3BwsLi6uopWq5XAwEDZs2ePiFj3mjx8+LAMHTpUNBqN9OvXT9atW2exbmFhoQAQJycno3VuHPQaX0uvvvqquLq6Srdu3WTKlCnyn//8p8VzsuVaiouLEwBGj4ZviWhpX4Po6GhZuHCh0Tal53n79m2ZMmWKaDQa8fb2bvYasvf1TPQocBBp8tFXIguqq6vh7OyM2tpajBgxAitWrEBBQQFee+01AP97T9rJkyeRmZmJNWvWICcnB5mZmRg2bJjJOL1eb1TrzJkzbXlq1MTrr7+OkJAQjBs3rq1bUa2ysjJMmTIF6enp0Gq1KCoqQl1dneGtDyNHjsSJEycM40tKSvCLX/wCAFBaWorIyEgcPnwYLi4uSExMhJOTExYtWgQAmD9/PrZs2fLwT4qIqA11bOsG6NGTkpKCHTt2oKqqCtHR0Zg0aRJiYmIwZswYiAiWLFli9tPD5sbduHHDqBa1L99//z2OHTuGDRs2oHPnzjhw4ECL76ck+3vsscewevVqREREoL6+HlqtFh9++KHZsXq9HrNmzUJGRgYAwNPTE8uXL8e4cePg6OiIoUOHIikpCQCwbt26NvkgKhFRW+OdXyKin4nTp0/j4sWLmD17dovjEhIScOnSJTz55JNYvHgx/0JDRKrC8EtEREREqsGvOiMiIiIi1WD4JSIiIiLVYPglIiIiItVg+CUiIiIi1WD4JSIiIiLVYPglIiIiItVg+KVmlZWVYeHChejbty+0Wi38/PyQmJiIurq6h97LvHnz4OXlBa1WC39/f+zfv9+w78aNGxg/fjxcXFzg6+uLrKysZut88MEHCAwMRKdOnRAfH98qvbZFP97e3ujatSs0Gg00Gg169eplU52CggJ07NgRNTU1NvfSEiVzo2Rsa/diz368vb2NfiMbAMTHx2Pu3Lk21SMiImUYfsms0tJSPPvss6ipqcHXX3+NiooKpKSk4MSJE+jQ4eFfNkuXLkVhYSEqKirw8ccfIyoqCjdv3gQAxMTEoFevXrhx4wY2bNiA3/zmN7h165bZOl5eXoiPj0dkZKSi5581axa2b99u1diH0Y85R44cgU6ng06nw3//+1+bauTm5sLX1xdOTk4P3I85SuZGydjGrF0rpfVt7YeIiNoXhl8y65VXXkFgYCC2bt2K3r17AwCGDh2KtLS0NvltUIMHD0aXLl0AAA4ODqitrUVJSQl0Oh327duHVatWoWvXroiIiIC/vz9SU1PN1nnxxRcREREBNze3VumzNftxcHDAjz/+aPg5ODgYO3futFfrAP4XfocOHWrXmg2UzI3SeWzNXmwZ/zDWioiIbMPwSyYKCgqwZ88erF692u61J0yYADc3N7OPdevWtXjsggUL4OzsjKCgIIwZMwb+/v64fPkyNBoN+vTpYxjn7++P/Px8u/dujfbWj1J5eXkICAiwOM6WdVQyN609j0rrP+rrSkRE/4/hl0xkZWXBx8cHvr6+Zvfn5OTg8ccfR0hIiNEdrZycHKxcubLF2unp6bhz547ZxxtvvNHisZs3b4ZOp0NmZibGjh0LBwcH6HQ6aLVao3FarRY6nU7BGZvXOOClpKRgwYIFFgNea/ZjSXh4uKG/pUuX2lTD2ju/tqyjkrlROo9K10ppfXuva+O1suYvfkREZD8d27oBan9KS0uN7nCZEx0djTVr1qCmpgaRkZHNBmV7c3R0REhICN599134+PjAy8sLFRUVRmMqKiqg0Wge+LnS09MN/z1r1iwEBwdj1qxZLR6j0WharR9LDh06hJEjR9p8fEVFBQoLC1vtbQ9K5kbpPCpdK6X17b2uTdcqPj7e6G0SRETUenjnl0z069cPxcXFVo11cnLCsmXLkJaWZtX48PBwwzcSNH0kJCRY3aNer8eVK1fg4+MDnU6HkpISw76LFy/Cz8/P6lr21Nr9NP4WhvLycrvUbHDhwgV4eHgY3uPdElvWUcnctPY8Kq1vSz+tuVZERGQ7hl8yMXHiRJSXl2Pt2rWoqqpCfX09zpw5gyVLlpgd37t3b6u/XeDQoUOGbyRo+njzzTfNHlNeXo6UlBTodDro9Xp8/vnnyM7OxqhRo6DRaDBp0iTExcWhuroa6enpyMvLw6RJk8zW0uv1qKmpQV1dndF/W7J9+3aLd30BtHo/n3zyCerr65GZmYm8vDxUVlZCr9db7Msaubm58PPzQ01NjeFRW1trdqwt66hkbpTOY2PWrJXS+rb005prRURED0CIzLh48aKEhYWJh4eHdO/eXYKCguSjjz4SEZHs7GxZsWKFYWxWVpb8+c9/NtluL+Xl5RIcHCyurq6i1WolMDBQ9uzZY9hfWloq4eHh4uzsLD4+PpKRkWF0fFhYmKxdu1ZEROLi4gSA0WPbtm1mnzcsLExcXFzMPhrqmdNSP417UdoPAJk/f7489thjMnr0aImNjRV3d3e5fv26PP7443L8+HFLU9miefPmmfTy4osvPlDNppTMjaV1bcyWtVJy3SjtR+laxcXFyZw5c5qtR0RE9uMgItIWoZseXTk5OcjMzDS853fq1KmIi4szfBhtzZo1bd3iz5KDgwOKi4stvh+b2h7Xioio/eLbHsgmycnJCAkJQVhYGKZNm4Zhw4YBAD799FOEhoYiNDTU6ENIRERERO0B7/wSPSJ4N/HRwbUiImq/GH6JiIiISDX4tgciIiIiUg2GXyIiIiJSDYZfIiIiIlINhl8iIiIiUg2GXyIiIiJSDYZfIiIiIlINhl8iIiIiUg2GXyIiIiJSDYZfIiIiIlINhl8iIiIiUg2GXyIiIiJSDYZfIiIiIlKN/wO6FzcSnndBjwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.8 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 5483.6 ± 1143.4 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 118.0 ± 282036.2 $\\mathrm{\\mu F}$   $L$ = 9565728.7 ± 8480056647233.2 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 888.0 ± 45.0 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 347.4 ± 5.8 $\\mathrm{\\mu F}$   $L$ = 454447446646956.8 ± 6.803056429355804e+22 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.0 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1986.1 ± 314.4 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 229.6 ± 17.1 $\\mathrm{\\mu F}$   $L$ = 2759766509431.5 ± 4.591326845174134e+18 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 51268.9 ± 1586.1 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 30.5 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 16.1 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 91.6 ± 1.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 155.8 ± 3.5 $\\mathrm{\\mu F}$   $L$ = 21731.6 ± 1363.9 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_28795/4025744648.py:307: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  AllEISParams = pd.concat([AllEISParams, EISParams])\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± nan $\\mathrm{\\Omega}$   $R_L$ = 14.6 ± nan $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 671.3 ± nan $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 323.6 ± nan $\\mathrm{\\mu F}$   $L$ = 271748353237462.6 ± nan $\\mathrm{\\mu H}$    True\n",
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 60820.5 ± 1863.7 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 23.2 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.1 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 5187.8 ± 756.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 121.4 ± 433741.4 $\\mathrm{\\mu F}$   $L$ = 14572313.1 ± 11672948222976.9 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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L0qxZMzRr1gz+/v748ssv0bJlS/z8889YvHixyvJvv/220uQxOzs7vHz5UqnMy5cvoaOjA2trazDGIBQKVZYp/jtQ9GuseB9RlVZ0dRAfHx988skn2LVrF4YMGYJTp04pTaKriIEDB+Lx48c4ceIEzp49i8GDB8PHx4d/3gkTJqBbt25ITEzE9evXkZeXhxEjRlTqXoRoIhrTSzSSoaEhmjdvDhcXF7VBUVEdO3bEy5cvIRAI0Lx5c6Wj6MoBMpkMN27c4M8TEhLw7NmzEj0rN27cQFRUFKZMmVJ9D1UBbdq0ASAPMspj1qxZ2L17N86dO4dWrVqV+z5NmzaFnZ0dTp8+zafl5OTg0qVLVRrH7Ofnh8jISHz00Ucq8xs3bsx/f1xcXFSW8fDwwMSJE0uMy3316hUePHiABQsWoF+/fmjdujXevHmD/Px8vsyoUaMgEonw7bfflqj34MGDiImJqZEVHO7evau0tN61a9egq6uLZs2aoU2bNtDT08Pjx49L/IwqvgZXrlxB48aNsWjRInTp0gUtWrTA48ePq72dlfHmzRu8//77kEqlOH78uFKPdm1p0qQJDA0NS/29+Ouvv2Bvb8+fd+vWTennGwBOnz6Nzp07QyQSQVdXF506dVJZpjrG8hsZGWHs2LHYtGkTtm7dChsbG7XrOXfo0AHPnz/H33//rbY+a2trfPjhh9i6dSs2bdqEbdu2ITc3FwDQtWtXNG/eHLt370ZYWBiGDRtWJ98nQuoK9fSSBqFfv37w9PTEsGHD8M0336BVq1Z48eIFTp48iX79+uHdd98FIP8I8NNPP8UPP/wAAwMDfPbZZ3B3dy8xtOGXX35BixYtKrVGK2MML168KJFuY2OjcsiBl5cXxo4di86dO8PKygr379/HggUL0KpVK7UfcxY1Y8YM7NixAxEREbCwsODvbWxsXOZ/eBzH4dNPP8Xy5cvRqlUrtGzZEsuWLYOxsbHSGqIJCQlITU3le2wVwzeaN2+u8h4TJ07EkCFDYG5uXmb7S7N06VK0bNkSANC2bVsAgIWFBaytrbFx40Y4OTkhMTER//vf/6CjU/h25+TkhO+//x6zZs2Crq4uJk2aBENDQ5w+fRpz5szBmDFj4OPjU6W2qZKfn4+PPvoIgYGBePbsGebNm4cpU6bwn0x88cUX+OKLL8AYQ8+ePSEWi3Ht2jUIBAJMnToVLVu2RGJiIsLCwtCtWzf89ttv5V6vuSpSU1ORkJCA169fAwBiYmJgbm4OOzs72NnZ4c2bN+jfvz8yMjIQERGBzMxMPri3tLRUGlZRmtevX5f43VD3c7p48WJkZWVh0KBBcHFxwevXr/Hjjz9CLBZj6NChAIBt27ZBJBKhQ4cOEAgEOHLkCNatW4eVK1fy9UybNg0//fQTPv30U3z88ce4cuUKtm7dqvR1nT17Nj788EN07doVnp6eWL9+PZ49e4Zp06ZV6Ouojp+fH3755Rc8evQIU6ZM4X9Wb9y4gYkTJ2L79u3o2rUr+vbti7fffhsjR47E6tWr0bJlS8TExCAzMxPe3t4IDAxEx44d4e7ujvz8fBw4cACurq5Kw6fGjx+P0NBQxMfH48CBA9XSfkI0Rh2PKSakwlQtWVaUYsmm4jIyMtgnn3zCGjduzEQiEXN0dGRjxoxhMTExjLHC5cQiIiJY8+bNma6uLuvZsyd7+PBhiXqMjIz4CXAVoZjIpupQ3Kf48y1fvpx5enoyKysrpqenx1xcXJi/vz9LSEgo1z3V3S8oKKhc18tkMhYUFMQvkdSzZ0929+5dpTKTJk1SeQ/FhKeyJqpVdCJbUXPmzGEAlCZlnT17lrm7uzM9PT3m7u7OTp48yYyMjNiWLVuUrj127Bjz8vJixsbGTE9Pj3l4eLA1a9aUWMoL1bhk2ZIlS5iNjQ0zMjJiEydOZJmZmXwZmUzGfvzxR9a6dWumq6vLrK2tWb9+/ZQmLs6bN49ZW1szIyMjNnz4cBYSEqI0eVDVz7+qdo4ZM4aNHDmyXG1X93Or+BlSTNAq7WegLOqu//LLL5XuoZgEdu7cOTZq1Cjm7OzM9PT0mI2NDfPy8mJHjx7l69y6dStr3bo1MzQ0ZCYmJqxTp04lloBjjLHIyEjWoUMHpqury5o0acJ+/vnnEmXWrVvHXFxcmK6uLuvYsWOJiW3Ff0ZUTfr7+++/GYASvz+MMebh4cEAsH/++YdPUzxz0TrS0tKYv78/s7a2Znp6eqx169Zsz549jDHGli1bxtq0acMMDAyYhYUFGzhwYIlJb7GxsQwAs7W1ZRKJpEQ7CNFmHGPVtGo/IRpu69atmDlzZrmHDBBCCCFEc9CYXkIIIYQQovUo6CWkGrm7u/NjEIsfYWFh1X6/hIQEtfczNjYuc5vUS5culXo9Kb/Svo6qVpioL2rjZ2D58uVq6x84cGC13IMQQspCwxsIqUaPHz9W2hmuqEaNGsHExKRa75efn19iua+imjRpojSBq7js7GwkJiaqza/o8lENWUxMjNq8xo0bw8DAoBZbU3618TOQmpqK1NRUlXkGBgYql40jhJDqRkEvIYQQQgjRejS8gRBCCCGEaD0KeglpYPr27QuO40ocip20qtvFixcxdOhQNG7cGBzHYevWrRWu4+uvvwbHcZg5c6ZSepMmTVQ+y+DBg6up9eUXEhKCpk2bQl9fH506dSr3ON6yrvv666/RpUsXmJqawsbGBkOGDMG9e/f4/MWLF5d4/rJ2yxs6dCj69u2rMu/vv/8Gx3E4depUudpfVb6+vny7dXR04OzsjOnTpyMtLa1EOVWbNvzxxx/gOI4f5lO0vqLHO++8UxuPQwipxyjoJaSB+fPPP/HVV1/h+fPnSsevv/5aI/cTi8Vo27Ytv+FHRV27dg2//PIL2rVrVyLv5s2bSs/w559/guM4jB49utz1+/r6qt2ytrz27NmDWbNmYcGCBbh9+za6d++OgQMHljmRsDzXRUZGIiAgAL///jvOnTsHHR0d9OvXT2mMrJubm9LX4e7du6Xe18/PD+fPn1c5HnzTpk1wcXEpsSFLTerXrx+eP3+O+Ph4hIaG4siRIwgICKhyfUWP48ePV2OLCSGaiIJeQhqQ2NhYvH79Gr169eJ301IcpqamNXLPQYMGYfny5Rg1ahQEgoq95aSnp2P8+PHYvHkzLCwsSuTb2NgoPcPx48dhampaoaC3OqxatQq+vr6YMmUKWrdujbVr18Le3h4///xzla/77bffMHnyZLRt2xYeHh7YsWMHkpOTceXKFb6Mjo6O0tfBxsam1PsOHjwYjRo1wpYtW5TSJRIJduzYgY8++kjl9+qXX35Bo0aNIJVKldLHjRvH74J28eJFvPPOOzA2NoaZmRm6du2q1DOtip6eHuzs7ODo6Ij+/ftjzJgxVeppVtRX9LC0tKx0fYQQ7UBBLyENyK1btyAUCtGhQ4dyX1PaclM1vSTX1KlTMWrUKPTu3bvMsowxbNq0CRMmTKjVlRLy8vJw69Yt9O/fXym9f//++P3336v9ujdv3kAmkyn9ERAXFwcHBwc0bdoUH3zwAeLi4kpts46ODiZNmoStW7dCJpPx6UeOHEFKSgomT56s8jofHx+kp6fj9OnTfJpYLMahQ4cwYcIE5OfnY9iwYejRoweioqJw/fp1fPrppyq311YnLi4OJ0+ehEgkKvc1hBBSHurXMiKEaJ1bt25BKpXC1tZWKX3gwIEIDw9Xec20adPK7DmtiSWnNm7ciJiYGOzcubNc5U+fPo1Hjx5hypQp1d6W0qSkpEAqlaJRo0ZK6Y0aNcKZM2eq/bpZs2ahffv26NatGwDg7bffxtatW9GqVSskJSVh2bJl6N69O6Kjo2FlZaW2Hj8/P6xcuRJnzpzhA+9Nmzahf//+cHJyUnmNhYUFBg0ahLCwMLz//vsAgIiICOjo6GDo0KHIyMjA69evMWTIEDRr1gwA0KpVK7VtUDh58iSMjY0hlUqRk5MDQN4Lrq5cUUWD9tLKzZgxAytXriyzLYQQ7UVBLyENyJ9//omRI0dixYoVSulmZmZqr7G0tKz1j4b/+ecfLFiwAJcvXy53j9/GjRvRpUsXvPXWW6WWW758OZYvX86f5+bmguM4fPfdd3zaiRMn8O6775a4NiwsDB9//LFSOUVwVxtmz56Ny5cv4/Lly3zvafHNHd555x24urpi27ZtmD17ttq6WrRogV69emHz5s3o378/nj17ht9++63Msd0TJkzApEmTkJWVBUNDQ4SFhWHkyJHQ19eHvr4+fH19MWDAAPTt2xd9+/bFqFGj4OzsXGqdPXv2xC+//ILs7Gxs3LgRsbGx+OSTT9SWK+revXsYPnx4meXMzc1LbQMhRPtR0EtIA/Lnn39i4cKFFdpwoHiQqIq6ILGyrl69ipSUFLi7u/NpUqkUFy9exPr165GZmQk9PT0+LykpCYcOHcK6devKrLt4z/XcuXPRuHFjpSBLXc/10KFD8fbbbyuVEwqFEAqFePnypVLZly9flrqKgrW1dYWu++yzz/Drr7/i/PnzcHV1VVuvsbEx3N3d8fDhQ7VlFPz8/DBlyhSkpqZi69atsLS0xLBhw0q9ZvDgwdDR0cGhQ4fQt29fnDlzBr/99hufv2XLFnz66ac4efIkDh8+jC+//BIREREYMGCA2joNDQ35n8kff/wRvXv3RnBwcIkJhkXLKbx+/brU+gghRIGCXkIaiEePHiE1NbVC43mBuhne4O3tjc6dOyulTZ48GS1atMCCBQugq6urlLd161bo6elh7NixZdZdvOfaxMQElpaW5QqSTExMVO6q16lTJ5w+fRo+Pj582unTpzFy5Ei1denq6pb7ulmzZmHPnj04f/58mcMFcnJy8ODBg3KNgx41ahT++9//YufOndi8eTMmTpxYZs+6np4efHx8EBYWhpSUFNjZ2cHLy0upzFtvvYW33noLc+fOxcCBA7Ft27ZSg97igoKCMHDgQEydOhUODg7lvo4QQkpDQS8hDcStW7cAAHZ2dnjx4oVSnrW1tdrtiqs6vEEsFvNb9MpkMiQkJOCvv/6CpaUl/7H3Tz/9hJ9++gkPHjwAIP8ouvjH0UZGRrC0tETbtm2V0hljCA0NxQcffFBiHGdtmT17Nj788EN07doVnp6eWL9+PZ49e4Zp06bxZYo/Y3mvmzFjBnbs2IGIiAhYWFjw3zvFJMIvvvgCQ4YMgbOzM5KSkhAcHIzMzExMmjSpzHYbGBhg3LhxWLx4MdLS0uDn51eu550wYQL69u2LR48eYezYsfxKD48ePcKGDRv4dZnj4uJw584dTJ8+vVz1Knh5eaFNmzZYtmwZQkJCKnQtIB+yUvxnXCgUlrmqBSFEu1HQS0gDoQh6W7durZTOcRxSU1NrbMzjH3/8odTrGBQUhKCgIH71AEA+qeuff/6pVP2RkZF4+PBhuSe81YQxY8bg1atXWLZsGZ4/f462bdvi+PHjcHFx4cuoesbyXKcI+opvJhEUFITFixfj6dOnGDt2LFJSUmBjY4N33nkH165dU6qjNP7+/vj555/RvXv3Ej8b6rz77rto3Lgx7t+/j927d/PphoaG+Pfff+Hj44OUlBQ0atQI48ePx9y5c8tVb1Gff/45Jk+ejLlz55b7WRTOnDkDe3t7pbTGjRvj6dOnFW4HIUR7cIwxVteNIIQQQgghpCbROr2EEEIIIUTrUdBLCCGEEEK0HgW9hBBCCCFE61HQSwghhBBCtB4FvYQQQgghROtR0EsIIYQQQrQeBb2EEEIIIUTrUdBLCCGEEEK0HgW9hBBCCCFE61HQSwghhBBCtB4FvYQQQgghROtR0EsIIYQQQrQeBb2EEEIIIUTrUdBLCCGEEEK0HgW9hBBCCCFE61HQSwghhBBCtB4FvYQQQgghROtR0EsIIYQQQrQeBb2EEEIIIUTrUdBLCCGEEEK0HgW9GuS///0vFi9eXGqZS5cuwdjYGFKptHYaVQGOjo7YunVrXTeDEEIqpTzvwfWJr68vJkyYUKU66vP/KYRUFAW99cyWLVvAcRzmzZtXIm/RokVYs2YNEhMT1V7/7rvvQiwWQygU1mQzSTVbvHgxevToUdfNIKTB8vLygq6uLoyNjWFsbIzGjRtj5syZyM7O5suU5z1Yk6kKkun/FKJNKOitZ0JCQmBlZYXNmzcjNzdXKc/W1hb9+/dHSEhIHbWO1CXGGPLz8+u6GYRorTlz5kAsFkMsFuPKlSs4e/Ysli5dyufXxXtwXl5eiTSpVAqZTFZrbSBEW1DQW4/cvHkTf/zxB3bu3In09HSEh4eXKPP+++/jwIEDauuIjIwEx3F8cKToQQwMDIS9vT1MTU0xZ84cpKWlYcyYMTAzM0OTJk1w6NAhvo6tW7fC0dERP/zwAxwdHWFlZYWPPvoIYrGYL/P69WtMnz4dLi4usLKywqBBgxAXF8fni8Vi+Pn5wcrKCo0bN8YPP/yg1M6cnBz4+PigcePGMDExgZubG9atW6dUpkmTJli6dCkGDRoEExMTNGvWDAcPHlQqc+zYMbzzzjuwsLCAlZUVRo0axeclJiZi3LhxaNy4MWxtbTF27FgkJyer/dqdP38enTt3hpmZGaysrODp6Ym0tDQA8h6Q0aNHw9/fH+bm5nB2dsY333yjdP2DBw/wn//8B40aNULjxo0REBCAzMxMPj81NRUBAQFo2rQpTExM0KpVK/z2228ICwvD8uXLcfXqVb6X6dKlS4iPjwfHcdi0aRPeeustGBoa4o8//lDZG+Pl5YWFCxfy5xzH4YcffkC3bt1gZGSEt956C3fv3kV4eDjc3NxgamqKUaNGKX1PCSGFmjRpgvfffx937txRSi/rPRgArl69ij59+sDa2hqWlpbo3bs332OcmJiI0aNHo1GjRmjUqBHGjBmDZ8+e8dcq3mumT58OGxsbDBs2jH9f//XXX9GyZUsYGhoiKSmpzPfh4gIDA9GyZUuYmJjAyckJ//3vf5GVlQUAWL58OcLCwrBnzx7+fSghIaHE/ylSqRTffvstWrZsCTMzM3Tu3BknTpzg76Eov2/fPv5e7733ntb2jhMNw0i94evry9q3b88YY2zMmDGsW7duJcrcvHmTAWBv3rxRWcf58+cZACaRSBhjjAUFBTEdHR22Zs0alpeXx27cuMF0dHRYp06d2MWLF5lUKmXff/89s7CwYJmZmYwxxrZs2cKEQiHz9fVlYrGYPX36lHXu3Jn5+/szxhiTyWTMy8uLjRs3jr169Yrl5OSwOXPmsNatW7O8vDzGGGNTpkxhHTp0YE+ePGFisZj5+voyoVDItmzZwhhjLCsri23evJmlpaUxqVTKjh49ynR1ddnJkyf5Z3FxcWFOTk7s1q1bfDtNTExYeno6Y4yxU6dOMX19fbZ3716Wm5vLsrOz2ZkzZxhjjOXk5DA3Nzf2+eefM7FYzN68ecMmTJjA+vXrp/br7+DgwDZv3sxkMhnLzc1lv//+OxOLxYwxxiZNmsR0dHTY+vXrWV5eHrt69SqzsLBgO3fuZIwxlpyczKytrdmqVatYTk4OS05OZn379lX6mr377rts4MCB7PHjx0wmk7HY2FgWHR3Nf588PT2V2vPo0SMGgHXv3p0lJCSw/Px8lpOTwyZNmsTGjx+vVLZXr17syy+/5M8BsPbt27O4uDiWm5vLfHx8mKurK/P19WUZGRnsxYsXzNXVlS1fvlzt14OQhqT471BMTAxzc3NjK1asUCpX1nvwvXv3mL6+Pvvpp59YZmYmy83NZefPn2c5OTksPz+ftW/fnn3wwQfs9evXLC0tjfn4+LBOnTqx/Px8xljhe82mTZtYXl4ey8zM5N/Xvb29WUpKCl9XWe/Dxd8rtm/fzr//3Lt3jzVr1ozNmzePz1f13lL8/5TvvvuONW7cmN26dYtJJBK2e/duJhKJ2K1bt5TKjxs3jr1+/Zq9fv2ade/enU2cOLGy3xpCqg0FvfVEamoqMzAwYCEhIYwxxs6ePcsAsL/++kup3L///ssAsMePH6usR1XQ6+rqqlSmffv2bOrUqfx5SkqK0r22bNnCBAIBe/36NV/m+PHjTCQSsfz8fHbr1i0mEomU3vTz8/OZvr4+u3TpEpNKpUxPT48dPnyYz3/9+jXjOI4PelUZOnQomz17Nn/u4uLClixZwp+LxWIGgF27do0xxtjgwYPZjBkzVNa1f/9+5uDgwGQyGZ/29OlTBoA9efJE5TVNmjRhX375JXv69GmJvEmTJrGOHTsqpc2ZM4f16dOHMcbY999/z9555x2l/MuXLzNdXV2Wn5/Pbt68yTiOY0lJSSrvXVrQW/QPAUVbyhP0bt++nT+PiIhgANizZ8/4tJkzZzJvb2+V7SGkoenVqxfT09NjZmZmzMjIiAFg7777LsvIyFAqV9Z78IwZM9jgwYNV5v3++++M4ziWmprKp6WkpDCO49jVq1cZY/Lf7+LvJYr39QcPHvBpZb0PK+oq/l5R1KpVq5Te18oT9LZs2ZKtWbNGqczQoUPZxx9/rFS+6Nfnp59+Yq1atVLbDkJqCw1vqCcUE9jGjx8PAOjduzeaN29eYuxYeno6AMDS0rLcddvb2yudGxkZKaUZGRkBAN68ecOnWVhYwMzMjD9v2rQpJBIJXr58iYcPHyI/Px+Ojo4wNzeHubk5rKysAABPnjxBcnIycnNz0bRpU/56MzMzpTbn5ubiiy++4D8iMzc3x4kTJ5CUlKTUVgcHB7XtfPToEdzc3FQ+88OHD/Hy5UtYWFjwbXR3d4eenh4SEhJUXnP48GHExcWhU6dOaN68OYKCgpTG0BZ9HsX5kydP+PvdunWLv5e5uTkGDRoEjuPw4sULPHr0CBYWFrCxsVF579IUv295qfoeF08r+j0npKH74osv8Pr1a4jFYiQlJaFRo0YYMGCAUpmy3oNLe1968uQJLC0tYWFhwadZWVnBwsJC6X1J3e980fSy3odV2bBhAzp27AgrKyuYmZnhyy+/LPGeW5YnT56gWbNmSmnNmzcv8b5a/L2b3mtIfaBT1w0g8glK69evR15eHlq2bMmnp6enIywsDN9++y1MTU0BAHfv3oWbmxuMjY1rtE1paWlIT0/nA9/4+HiIRCI0atQIdnZ20NXVRXJyMkQiUYlrZTIZ9PT0EB8fj7Zt2/LPohgfCwCrVq3CkSNHcOTIEbRo0QICgQDDhg0DY6zcbWzSpAn+/fdflXl2dnZwcXFBbGxsuevz8PDArl27AAB//fUXBgwYAEdHR0yZMoX/GhQVHx8PR0dH/n49evTAuXPn1LY1LS0NKSkpsLa2LpEvEKj/+7N4nomJCZ4+faqUVnRMICGk6mxsbDBp0iQMGTIEr1694gPKst6DS3tfcnJyQlpaGtLS0vjANzU1FWlpaXB2dubLqXs/KJpe1vtwcVevXsXMmTNx6tQp9OjRAyKRCKtXr8b3339f5n2LP0Px99XY2Fil9hNSX1FPbz1w+vRpPHz4EKdOncJff/3FH4oJFNu2bePLnjx5EsOHD6/xNnEch88//xyZmZl49uwZgoKC8OGHH0IoFKJHjx5o27Ytpk+fzvcSpKWlYf/+/cjKyoJAIMCECROwePFiJCYmIjMzE59//jk4juPrT09Ph56eHmxsbCCTyRAeHo5Tp05VqI2zZs3Cpk2bsH//fuTl5SEnJwdnz54FAIwYMQISiQSLFi3ie2aSkpKwZ88elXXl5eVhy5Yt/EQ3MzMzCIVC6OgU/l0YFRWF0NBQ5Ofn48aNG9i4cSMmT54MAJg8eTJu376NkJAQZGVlgTGGJ0+eICIiAgDQuXNndO/eHZMnT+YD1kePHuHvv/8GIP8PLCEhATk5OWU+d+fOnXH+/Hk8ePAAEokEa9aswaNHjyr0tSOElC4tLQ07duyAk5MTH/ACZb8HT58+HadPn8b69euRnZ0NiUSCCxcuIDc3F127dkXbtm0xc+ZMZGRkID09HTNmzED79u3RpUuXCrWvrPfh4tLT0yEUCmFjYwORSIQ///wTP/30k1IZOzs7xMbGlromr7+/P7777jv89ddfyM/Px969e3H8+HH4+/tXqP2E1AUKeuuBn3/+Gf369UPv3r1hZ2fHHy1atIC/vz9+/vlnAEBycjJ+++03zJgxo8bbZGdnBw8PD7Rs2RJt27ZF69atsWbNGgCAUCjE6dOnYWhoiLfffhsmJiZ46623cPDgQT6wXb16NTw8PPg6PDw8YGdnx9f/xRdfwMnJCS4uLnBwcMDZs2fh7e1doTb2798fu3fvxooVK2BjYwNHR0ds2LABgLw39OrVq0hISICHhwdMTU3RvXt3XLx4UW19+/btg7u7O4yMjNCrVy/4+vpi0qRJfP7w4cNx7do1WFtbY+TIkfjiiy/4VRScnZ1x9epVnD59Gs2aNYO5uTkGDBiAu3fvApD/EXHo0CHY29ujW7duMDExwaBBg/iPIceMGQM3Nzc4ODjA3Nwcly9fVtvO8ePH44MPPkD37t3h5OSE169fw9PTs0JfO0JISd988w2/ckHLli2RlZWltDJBed6D27ZtizNnzmD37t1wcHBAo0aNsHTpUshkMgiFQhw9ehS5ublo3rw5WrRogfz8fBw+fLjC6+CW5324qP79+2PatGnw8vKCmZkZFixYoPT+BgBTp04FAFhbW8Pc3FzlULDZs2djxowZGDVqFCwtLbFy5UocOHAAnTt3rlD7CakLHKvI58mkTn3yySewsLDAkiVLavQ+W7duxcKFC0t8hN6Q+fr6Ij8/Hzt37qzrphBC6khtvQcTQmoGjenVID/++GNdN4EQQhoseg8mRLPR8AZCCCGEEKL1aHgDIYQQQgjRetTTSwghhBBCtB4FvYQQQgghROtR0EsIIYQQQrQeBb2EEEIIIUTrUdBLCCGEEEK0XoNcp9fOzg6ZmZm0Vzgh9UhCQgKMjIzw4sWLum6KVqL3PULqH3rfq10NLuhNSkpCWloapFIpkpOTYWlpWeHtH+uTjIwMPH36FI0bN4aZmVmJfKlUitTUVOTk5ODNmzf8NrdK8vKAmBj5axMTwMmp5hteAxTPqqDp39vSaOOzSiQSZGZm1nUztFZmZiYkeXlAfl6t3C9fKkXq63T+3NLcDDq19DP64GlardwHABiTgeXn8Oecjj44ruY/RJXJpDV+Dx6TKf/c6OgCtfCMta4unjM3q2brJ0oaXNCbnJyMvLw8/vX58+fh7u5ex62qvMjISPTu3Rsff/wxFi1aVCI/Ojoabdu25c+XLVuGyZMnKxeaOLEw6L18GWjXriabXGOKP6umf29Lo43Pquntr++cnZ2B/DxERR6vlftF//MQ7XsP5s/P7NsBd7cWtXJvizEbauU+ACDNTEH2n9v4c32P0RAaWdf4fXPfpJZdqJqw7DTk/xPBn+s0fx+cgUWt3b+21MVzSh4chLOzQ43egxTSwj/VGhZPT0/Y2dkhNDQUEomkzPIdOnRQTnjwAAgLk7/28dHYgJcQQgghpDQU9Go4kUiEgIAAJCQkwN/fv0TgW/xcJBIpV7B0KSCTARwHBAXVdHMJIYQQQupEgxveoI3mzZuH69evY/v27YiMjIS/vz9cXV0RGxuL9evXq78wOhr49Vf56w8+AOjjZUIIIYRoKQp6tYBIJMLBgwexcuVKhISEIDAwkM+zsbHBKAARAPKLX7h0KcCYvJe3a9faazAhhBBCSC2j4Q1aQiQSYeHChXj8+DHOnz+P/fv34/z587j+v/8hHEAYiv2Fc/cusHev/LWTE/DZZ0B4eO03nBBCCCGkFjS4nl4bGxvY2NgAAAICAvjX2kIkEsHLy4s/T2rRAtFbt2L0/ftwb9MGNorlyhYvlv/LcUBCgnwSm7d3Lbe2etnY2CCoyLhkbfveFtWQnpVoJhsrSyyaPVPpXBtxIkOInLspnWsdHX0IGrVXOtdKDeU5GzCOMcbquhG1TbE0UnR0dB23pJZIJMD48fKeXB8f4H//Ux7O4OMjX8Gh+CQ3QmpRg/u9rGXu7u61umRZXarNJcvqSm0uWUZqjuTBQbRxdaD3vVrS4Hp6GySRqHBZsvBw+Vq8CoMGUcBLCCGEEK1HQW9DoQh8X70Czp2Tp7m4ABERFPASQgghROvRRLaGRrHzGgC4udVdOwghhBBCahEFvQ2FRAKMHCmftAYADg7AqVPysb7l2MmNEEIIIUSTUdDbECgmsh05Upj266/yCWzh4RT4EkIIIUTr0ZhebVd05QZdXSAvD3jnHeDdd+X/AoXr89KENkIIIYRoKQp6NZxEIsGVK1eQmpoKS0tLeHp6QlQ0cI2IkAe1HTsCf/4pT5s9W/5v8VUdfHzkByGEEEKIlqHhDRpKIpEgODgYzs7O6N27N0aOHInevXvDxcUFwcHBkCiGK/j4yIcyvHkjP3dxAYYPL6xIEfju3UsBLyGEEEK0FvX0aiCJRAJvb28cP34czs7OWLp0KZo1a4bY2FiEhoYiMDAQ169fx8GDB+W9voaGwMOH8os//RTQKfZtF4ko4CWEEEKIVqOgVwOtWLECx48fx8SJExEaGqo0nGHevHnw9/fH9u3bsXLlSixcuBBYtUqeaWoKfPRRHbWaEEIIIaTu0PAGDSORSBASEgJnZ+cSAS8AiEQihIaGwtnZGSEhIZDcuAFERsozp0yRB76EEEIIIQV+/vlndOzYESKRCIsXL1ZbTiaT4dNPP4W5uTkaNWqE1atX114jqwEFvRrmypUrePHiBfz9/UsEvAoikQj+/v54/vw5Xi1cKE8UCoFPPqnFlhJCCCFEE9jb22Px4sUYOXJkqeXWr1+PyMhI/Pvvv7h8+TK+++47nD17tpZaWXU0vEHDpKamAgCaNWtWajlXV1c0BmCr2HLYxwdwdq7h1hFCCCGkLiQlJSE5OVllno2NDWxtbdVe6+3tDQA4fvx4qffYsWMHvvjiC9ja2sLW1hZTpkzB9u3b0bdv30q3uzZR0KthLC0tAQCxsbGllouLi8NMAAKpVJ7w2Wc13DJCCCHahOWkg9M3q3S+ptDk5xw6dCgfDyQnJ6sNelu2bIl//vmnyve7f/8+2rVrx597eHjg6NGjVa63ttDwBg3j6ekJOzs7hIaGFi5LVoxEIsGuX37BNI6TJ/ToAXTtWoutJIQQosmkz28j/58IyNKfqMyXpT9B/j8RkD6/Xcstq16a/pyxsbG4//cD/B33DMlpb9SWS0tLq5b7icVimBaZG2RqagqxWFwtddcGCno1jEgkQkBAABISEuDv718i8JVIJPDz80O/p09hzpg88fPP66ClhBBCNBHLSYcs6Q7AZJDGnysREMrSn0Aafw5gMsiS7oDlpNdRS6tGW56T0zODbtsxENq41/i9jI2NkZGRwZ9nZGTA2Ni4xu9bXWh4gwaaN28erl+/ju3btyMyMhL+/v5wdXVFbGwsNm3ahKcJCXhqaAhkZQHNmgFDhtR1kwkhNSQ2NhZubm4Qi8XQ19ev6+YQLcDpm0HYpA8f8EnjzwFN+kBg5qQUCIITQNikT7396L8sWvOcHAeBji5EDu2hY+NWIjvvn2P80MiqatOmDe7evcsPcbh37x7c3Ws+2K4uFPRqIJFIhIMHD2LlypUICQlBYGAgn2dvb49fx46F/e7d8oRPP5Wv3EAI0UpRUVFwc3MrV8CbL5Ui+p+HKvNsrCxha21V3c0jGkpg5gQUCwiZZQvIUh8qBYICM6e6bmqV1NZzMkk2kJ9TMkMmhVQx96YKOKEQnNAE0DcpmSkQQlhGHJCfn4/8/HxIpVLk5+cjJycHIpGoxHUTJkzAd999h/79+yM9PR0bN27Etm3bqtz+2kJBr4YSiURY6OaGuTExuHLjBlJTU2FpaQlPT0+I+vSRFzIzkx+EEK0VFRWFt956q1xlU1+no33vwSrzFs2eicAvaFlDUqh4QCh7VTARSksCXoXaeE5ZygPIXv6lMk+xKlNlcRwHgUB9UMsp5veUYtmyZViyZAl//tVXX2HLli1o1qwZBg4cyI/bnT59Oh4+fIgWLVpAV1cX8+bN05iVGwAKejVXeDgwejREPj7wCguTbyUMADduAJcvy1/b2wMTJwL6+rTNMCFa6s6dO3j77bfruhlESwnMnOQ9n68KZ/4LLFtoTcCroNnPKR/eUFp+WRYvXqx2U4qiE9UEAgHWrFmDNWvWVKyJ9QRNZNNU3t7yQDY8HBg/HlBMaFNsOcxxwIMH8jIF6+8RQrRPRXp6CakoWfoT+Uf9RdNSH6pd7UBTafRzcgAnEKg9yhHzNhjU06upRCIgLEz+Ojxc/u/y5YWvGZMHvEV7gQkhWiUjIwPx8fHlDnotzc1wZt8OlXk2VtUz0YVoj+KTuQRFxroWnfSl6WrjOQXWrSAwb1IiPf/R2WqYZFb1nt6GgoJeTVY88L19G5DJ5OfvvUcBLyFa7u7du7CysoKDg0O5yusIhXB3a1HDrSLaQNXqBQIzJ3CmTipXO9BUtfWcnMgAEBmUzCjHJLMy6+Y4cFUc09tQ0PAGTacIfIcOBWJi5GnW1sCxYxTwEqLloqKi4O7ujpycHP7Iy8ur62YRDcdy0lUGgoB87KuwSR+AExSudlBP168tizY9p3z1BtUHKURBr7ZITCx87epad+0ghNSaqKgoXLhwAQYGBvwxZsyYum4W0XCcvhkEtu3Url5QNCAU2Larv+vXlkFrnrNgnV51B6inl0fDGzSdRCKfyHbrlvxcT0++gsP48TS8gRAtt2HDBmzYsKGum0G0kNC+AwQWrmoDPYGZEzg37/obCJaTdjxn6UuW0ZjeQhT0aiCJRIIrV64gLSkJniEhsL1woTBz5kwgIaFwQhsFvoQQQiqhrECvfgeC5afpz8lxpU9kozG9hSjo1SASiQQrVqxASEgIUl68QBgAWwCxQiGaKXZ0mToVaNpU/poCX0IIIUTrlTaRjRSiMb0aQiKRwNvbG4GBgdDV1cXu0aMxGsDfbdrAvGDFhruWlpA0bVo4uU2xjm9ERJ22nRBCCCE1pGD1BnUHjektREGvhlixYgWOHz+OiRMnIiYmBqP27AH27kXrL7+EFWPyMqmpWLlypfwCReC7dy/txkYIIYRoLQ4Cka7ag8b0FqKgVwNIJBKEhITA2dkZoaGhECmGKvj4AFu3AgCYhQVuOjkhJCQEEsXubCIRBbyEEEKIFuM4lNrTSx29hSjo1QBXrlzBixcv4O/vXxjwAsCjR8Dp0wAA7sMP8eGUKXj+/DmuXLlSRy0lhBBCSO0qY3gD9fTyaCKbBkhNTQUANGvWTDlj06bC11OmwDUqSqk8IYQQQrQcBwh1SgnnKOblUU+vBlDsyx0bG1uYmJ8PbNkif/3OO0DbtoiLi1MqTwghhBDtxwk4tQcpREGvBvD09ISdnR1CQ0MLx+sePw48eyZ/7e8PiUSC0NBQ2Nvbw9PTs+4aSwghhJBaw3EchEKB2oPW6S1EQa8GEIlECAgIQEJCAvwLAlxs3CjPNDaGZMQI+Pn5ISEhAQEBAcrjfgkhhBCi1aint3xoTK+GmDdvHq5fv47t27fjwZkzuPr8OQQAbrm5YUT79khISMDgwYMxd+7cum4qIYQQQmoRBbflQz29GkIkEuHgwYMIDg7GiIwMCArW5v341i1IJBIEBwfj4MGD1MtLCCGENCAchzKGN9R1C+sP6umtz8LDAW9vfgthkUiEhQsWgG3aBIjFeN2kCbZNnIiWCxdSsEsIIYQ0SGUNY6CoV6He9fRGR0ejZ8+eMDU1RZs2bRAZGcnnbd26FY6OjjA1NcXkyZORl5fH58XGxsLT0xOGhobo2LEjogqW79JY4eHA6NHA+PGAYvIaAJw5Ay4+HgBgbmEB96VLIaJthgkhhJCGiQOEOpzag2LeQvUq6JVIJBg2bBhGjRqFtLQ0/Pjjjxg1ahRevXqFu3fv4rPPPsPBgwfx5MkTPHnyBMHBwfy1Y8eORb9+/ZCamoopU6Zg+PDhyM/Pr8OnqSJvb/luauHhyoGvYgKbUAjcvi0v4+1dV60khBBCSB3iIF/BQe1R1w2sR+rV8IZ//vkHaWlp+OSTTwAA/fr1Q4cOHXDw4EHExsZi5MiR6NKlCwBg4cKFmDRpEoKDg/HPP//g/v37uHTpEvT09DB9+nSsXLkSly5dQu/evVXeSyqVIjo6WmWejY0NbG1ta+Yhy0skAsLC5K/Dw+X/rl4NKHp1pVJ5wBsWxg9/IEQTJCUlITk5uUR6bm4udEpbYJ0QQohKAprIVi717n8YVjBBq+h5dHQ04uLi0LdvXz7dw8MDCQkJEIvFuH//Plq2bAk9PT2l/OjoaLVBb2pqKtq2basyLygoCIsXL676w1RV8cD377/lm1IAQO/eFPASjRQSEoIlS5aozLOxsanl1hBCiIbjAIFOKR/cUzzMq1fDG9zc3GBubo5Vq1ZBIpHg5MmTuHDhAjIzMyEWi2FqasqXVbwWi8Ul8hT5YrG4VttfI0QiSLZuRXKPHsC9ewAAZmwMnDxJAS8hhBDSwHHgIODUHzTAoVC9CnpFIhEiIiJw6NAh2NnZYfXq1RgzZgwcHR1hbGyMjIwMvqzitbGxcYk8Rb6xsXGttr+6KZYic3V1RdTly3z6vzk5+Gr58sLd2QghhBDSMBX09Ko7KOYtVO+GN7Rr1w4XLlzgz7t3744JEyYgOzsbd+/e5dPv3bsHZ2dnGBsbo02bNnj48CFyc3P5IQ737t3D7Nmz1d7H0tIS58+fV5lXHz5ilUgk8Pb2xqnjx3HQ0BD9iuS55eejxZIlGHXjBvYdOkTLlRGNEhAQAB8fnxLpw4YNozG9hBBSCTSmt3zq3f8wd+7cQcuWLSGTybBu3TrIZDK8//77aNy4MXr16oVp06ahefPm+OqrrzBx4kQA8mERrVu3xooVKzBv3jxs27YNHMfh3XffVXsfoVAId3f32nqsCluxYgVOHT+OKy4u6Pr4MWBoCGRlAW+/DZmjI0bv3w+cOIFvly/HgqCgum4uIeVma2urcqJo0TH5hBBCyo+jHSjKpV4NbwCALVu2wM7ODnZ2drh27RoiClYr8PDwwKpVqzB06FA4OjrCwcEBCxcu5K/btWsXTp06BXNzc/z88884cOCAxvYaSSQS/LJuHQ4aGsoD3j595AEvAIwfD8Hu3ZCNHInRANquWAGJIo8QQgghDQpXxjq9FA8XqndR4erVq7F69WqVeb6+vvD19VWZ17x5c1y5cqUGW1Z7rly5gndevsR/APmyZDY2wLlzgEAg37BCJIJg927c79ABQ6OjEf3NN3CvD6tNEEIIIaSW0Y5s5VXvenqJfDm1fQAuffIJsG0bsG+fPKNPH6BRI/lrkQh//e9/8AHwT7t2ddVUQgghhNQhjgOEQoHag3p6C1HQWw9ZWloCACKtrYHLl4GkJHnGuHFK5WITErCvSHlCCCGENDycgFN7kEL1bngDATw9PWFnZ4fQ0FB8GRsr/8tEVxcYPpwvI5FIEBoaCnt7e3h6etZZWwkhhBBSt4QU3JYL9fTWQyKRCAEBAXiRkIDsXbvkiYMGAebmAOQBr5+fHxISEhAQEEBLlhFCCCENFMdx0NURqD1oZYdC1NNbT82bNw/coUMwunULALBfVxc5YWGIjY3Fpk2bkJCQgMGDB2Pu3Ll13FJCCCGE1BUOpff0UshbiILeekokEmFBkybArVsQcxw+3LsX2Xv3AgDs7e0RHByMuXPnUi8vIYQQ0pBxZQxvoKiXR0FvffXmDQTHjgEADMeOxfEpU5CamgpLS0t4enpSsEsIIYQQcAD0dNSPVqWYtxCN6a0PwsMBiUQ57dAhICcHACAYMwZeyckYMWIEvLy8KOAlhBBCCICCJcsEnNqjPEN6k5OTMXjwYBgZGcHNzQ1nz55VWc7X1xd6enowNjaGsbFxvd7ZVhUKeutaeLh8w4nx45UD39275f9aWgLbt8vLhIfXTRsJIYQQUi9x4KCrI1R7cOXo650xYwbs7OyQnJyMb7/9FqNHj0ZqaqrKsosWLYJYLIZYLEZ0dHR1P06NouENdc3bW77rmiKgDQsDMjKAU6fk5+bmwP798jLe3nXUSEIIIYTUSwU9vdnpqcjOSCuRLc3Pg1Sq/hNisViMiIgIxMXFwdDQEEOHDoWHhwcOHTqEyZMn12TLax0FvXVNJJIHukBh4OvlBeTny1/HxckD3rAweVlCCCGEkAKK1Rv+Pr0Xt8I3qCyTKrNRe/3Dhw9hbGwMR0dHPs3Dw0NtL+7q1auxevVquLm54euvv0avXr2q1P7aRMMb6gNF4Kvo8Q0M5LOeduuGC1OnQlLK5YQQQghpmDiOg65QAGEl1+MVi8UwNTVVSjM1NYVYLC5RdtasWYiJicHz588xY8YMDB06FI8fP67UfesCBb31RUHgKxswAHj1CgDwL4CmV6/C67334OLiguDgYEiKT3gjhBBCSIMmFHAQVDLoNTY2RkZGhlJaRkYGjI2NS5Tt0KEDLCwsoKuri/Hjx6Nbt244pRiOqQFoeEM9IpFIkHD1KpoVnOs2aYLtS5Yg5vFjhIaGIjAwENevX8fBgwdpBQdCCCGEQMDJlyzrMmQs3Hu+XyJ/f/BMWJoZqr2+RYsWEIvFSExMROPGjQEA9+7dw8SJE8u+t0AAxljlG1/LqKe3vpBI8LBrVzQr+GuL6emhSXw8xh49ikXz5iEmJgYTJ07EsWPHsHLlyjpuLCGEEELqC6GAg6mlNeyatihx6OjqQigUqr3W2NgYw4YNQ1BQELKzs3H06FHcuXMHw4YNK1F2//79yMzMRH5+Pvbs2YNLly6hX79+Nflo1YqC3vpAIoFs7Fi0iY6GtCCJ+/DDwjG+48dDBCA0NBTOzs4ICQmhYQ6EEEII4SeyqV2ntxx1hISE4NmzZ7CyssLs2bOxZ88eWFpaIiwsTGkt3tWrV8PBwQFWVlZYtWoVIiIi4OrqWmPPVt1oeENdk0iA8eMh2L8fvwPorkgfPhx47z3564JVHURhYfD390dgYCCuXLkCLy+vOmgwIYQQQuoLjuOgW9qObOUY62tjY4Pjx4+XSB8/fjzGjx/Pn1++fLlyjawnKOitaxERQHg4nnbrhrirV+VBr5ER0KdPyeXMfHz4v6jULRpNCCGEkIZFKKDNhsuDhjfUNR8fYO9exAUGYpAi7f33AX19+WtF4Lt3L+Djg7i4OACApaVlnTSXEEIIIfUHxwG6OgK1RyUXddBKFPTWBz4+6C4UQhHG5g8erJwvEgE+PpBIJAgNDYW9vT08PT1rvZmEEEIIqV84qB/PKx/TS1GvAgW99YTOsWMAgHwAn/z2W4mJahKJBH5+fkhISEBAQAAtWUYIIYQQfhtidQfFvIVoTG99wBhw6BAA4L6lJX7eswfHrl6Fv78/XF1dERsbi02bNiEhIQGDBw/G3Llz67jBhBBCCKkPOAAiQSkT2WqvKfUeBb31wd27QHw8AMB9wQIEZ2cjJCQEgUW2I7a3t0dwcDDmzp1LvbyEEEJqHMtJB6dvVul8TaENzymkyLZcKOitbeHhgLe3fJyuQkQE/1I4ZAgWRkVh7uPHuHLlClJTU2FpaQlPT08KdgkhhNQK6fPbkCXdgbBJHwjMnErky9KfQBp/DgLbdhDad6iDFlYPbXhOjgNEwtKWLKvFxtRzFPTWpvBwYPRo+YoNYWGFgW/B0Aa0bQssXAiEh0O0dy+8fHzqrq2EkDqRkpKCJUuWICIiAunp6XBycsKkSZPw+eefl7qrEiHVheWkQ5Z0B2AySOPPAcUCQkUgCCaDLOkOBBau9b4nVBVteU4OHASlRLaaOpEtLi4Ot27dwps3b5TSP/roo0rXSUFvbfL2LtxlDZAHvi9eAH/+CQCQ5edDULBmb6yFBbpLJNS7S0gDkpSUBE9PT3h5eeH69etwcHBAVFQUFi1ahP/973913TzSQHD6ZhA26cMHfEUDwqKBIDgBhE361MtAsDy06Tm1bXjD+vXrMXPmTFhaWsLIyIhP5ziOgl6NUXyzCQDo0YPPFjx4gL0Axl+9ivz33oO9vT2mT5+OefPmUfBLSAMwc+ZMdOzYERs3buTT3nrrLRw+fLha6s+XShH9z0OVeTZWlrC1tqqW+xDNJzBzAooFhMyyBWSpD5UCQVVDAjRJbT0nk2QD+TklM2RSSKXSKtXNAdApbXhDlWqvG19//TX27t2LESNGVGu9FPTWtmKBL4uM5H8gjxoY4OGcOdjWsiViY2MRGhqKwMBAXL9+HQcPHqTAlxAtFhsbi/379+P+/fs1do/U1+lo33uwyrxFs2ci8ItPauzeRPMUDwhlr/6RZ2hJwKtQG88pS3kA2cu/VOZVeYdVroyeXg2MetPT06s94AVond66oQh8//MfcMnJAIAkY2MMSEnBl4sXY9y4cVi0aBFiYmIwceJEHDt2DCtXrqzjRhNCatLZs2fRokULuLm5qcyPjIyEi4sL+vbtCy8vL+zcuZNPX7hwYW02lTQgAjMnCCxbKKdZttCagFdBk5+TAyDgOLWHBsa8GDx4MC5cuFDt9VJPbx2SvXzJ/9Vh7eEBQbGeXJFIhNDQUERGRiIkJISWKyNEiyUlJcHR0bHUMh9++CGWLVuGnJwcjBw5Um2ATEh1kaU/kX/UXzQt9SE4UyeNCAjLS9Ofs7TVGzSRjY0NvL29MXLkSDg4OCjlLV26tNL1UtBbFyQSYPx4CG7eBADIOA6Cq1eB8eOVV3WAPPD19/dHYGAgrly5Ai8vrzpqNCGkJjk7O+PJkyflKquvr48vvvgChw8fRt++fct9D0tzM5zZt0Nlno2Vpcp00nAVn8wlKDLWVdVqB5qqNp5TYN0KAvMmJdLzH52FpWXVfvc4lD68QRN7eqOiotC+fXvExsYiNjaWT+equP4aBb21rSDgRXg48vX0oJObi5fu7rBv3Vp5VYciga+rqyuAahj3Qwipt4YMGYI5c+bgq6++wmeffQZ9fX3cunULu3btwurVq0uUd3BwwIsXLyp0Dx2hEO5uLcouSBo8VasXCMycwJk6qVztQFPV1nNyIgNAZFAyQyCs8lKEHMeVsU6v5oW958+fr5F6tas/vL4rEvBi4EDo5OYCAO41biwPdBXLmY0fLy9bIC4uDgCq/NcgIaT+srCwwNmzZ3H58mU4OzvD2toaM2bMgIeHh8ryiYmJsLe3r+VWkoaA5aSrDAQB+dhXYZM+ACcoXO0gJ72OW1w52vScAk79ocmSkpLwxx9/ICkpqVrqo6C3NkVEyINaHx9g4EA++duoKEgA5cC3YJc2iUSC0NBQ2Nvbw9PTsy5aTQipJe7u7jhx4gRSUlKQmpqKGzduqFyTMicnB6tXr8bQoUProJVE23H6ZhDYtlO7ekHRgFBg265er19bGm15TvnwBk7toYlxb0ZGBoYPHw47Ozt07doV9vb2GD58ONLTq/aHR6WC3tzcXGzatAmDBw+Gra0tRCIRbG1tMWjQIGzcuBE5OSrWoiPygHbvXnlwe+YMAOCNsTFOv3gBf3//wsB3717AxwcSiQR+fn5ISEhAQEAATWIjpIHbsWMH+vbti/fffx9jxoxB586dAQBhYWHo168f+vXrh6NHj9ZxK4k2ENp3gI6bt9qP9AVmTtBx8663W/OWl1Y8JweIhJzaQxOj3jlz5iAtLQ1//vknMjIycOvWLaSnp2Pu3LlVqpdjjLGKXLBt2zbMnTsXLi4ueP/999GuXTuYmZkhPT0dd+/excmTJxEfH49vvvkGEydOrFLjaoq7uzsAIDo6um4aIJEAlpaAWAzZhAkYmpaGY8eOwdnZGf7+/nB1dUVsbCw2bdqEhIQEDB48mNbpJVqvzn8vtZy7uzuQn4eoyON13ZQaZzFmQ103ocblvqE5HtpA8uAg2rg6VPp9z93dHdkSKXad/l1tmXHvdYeBSKhR763Ozs64efMmGjVqxKe9ePECXbp0KfeEX1UqPJFt//79OHXqFNq1a1cib+TIkVi8eDHu3LmDRYsW1dugt85duwaIxQAAwfvv4+Do0Vi5ciVCQkIQGBjIF7O3t0dwcDAtVUYIIYQQlThwEAlK25FN87p6s7OzYW5urpRmbm6O7OzsKtVb4aC3PNthtmvXDocOHapUgxqEU6cKX/frB5FIhIULF2Lu3Lm4cuUKUlNTYWlpCU9PTwp2CSGEEKIeB5S6TK/mxbzo0qULFi1ahBUrVkAgEEAmk2Hx4sX8kK7KqtKSZefPn8eJEyeQmZmJVq1aYdy4cbCyskJAQABCQkKq1DCtER4OeHsrLUHGB73t28uHORRMbhOJRLQOLyGEEEIqRKCBy5KVZtWqVejXrx+2bdsGFxcXJCQkQEdHB6dPn65SvZUOen19fbFjxw40bdoUFhYW2LFjB4KDg7Fv3z7s3LmTgl5AHsyOHi2fwKZYezc1FSjYlAL9+vFLmEUHBeGfdu2oh5cQQggh5aZYvaG0fE3TqlUrPHjwAEeOHMHTp0/h5OSEwYMHw8TEpEr1ViroXb9+PSIjI3H9+nW+qzkrKwvff/89hg4dityC9WcbPG/vwiXIAHnge/YsUDB3UHb9OgSXLuGwvj5GLlmC/ILL7O3tMX36dMybN4+CX0IIIYSUSss6egEAxsbGGDt2bLXWWamg95dffsGGDRuUxlYYGhpi0aJFMDQ0xP/+979qa6BGE4nkgS5QGPgW/JXChEIILl3CXgDzbWwQOGUKmjVrhtjYWISGhiIwMBDXr1+nVRsIIYQQohZXxpheTQmIv/rqK3z55ZcAoDSpv7ilS5dW+h6VCnofPnyI3r17q8ybPXs2unTpUukGaZ3iga+BfBtCTirFXgAnJ0zAg82blQLbefPmwd/fH9u3b8fKlSuxcOHCOmg4IYQQQjSBQCMHMSi7cuUK//rSpUsqy1R1S+VKBb0CgQA5OTnQ1dUtkSeRSPD48eMqNUrrKALftDR+U4r7OjqYb29fIuCVFxchNDQUkZGRCAkJoSXLCCGEEKKWpvTmlub48cI1xM+fP18j96jUjmxdunTBrl27VObNnj0bvr6+VWmT9kpO5l8+y8/HRx99pDaYFYlE8Pf3x/Pnz5X++iGEEEIIUZBPZFN/aGI8HBAQoDJ95syZVaq3UkHv3Llz8cUXX2DNmjV49uwZsrOzce3aNQwbNgynT5+Gnp5elRqldSQS+SoNUVEAAKmODvoBmHDypDxPDVdXVwBAairtvEMIIYQQ1QQcp/bQRDt37lSZrq7DtbwqFfS+9957WLt2LYKCguDk5ARjY2N0794d6enpOHfuHIRCYZUapVUUAW94OKCvDwBIfftt7AXgcv26PE9N4BsXFwcAsLS0rK3WEkIIIUSDaFNPb1xcHOLi4sAYw6NHj/jzuLg4nDhxAvoFcVRlVXqd3smTJ2PUqFG4fPkyMjIy0KpVK7z11lsAgAULFlSpUVqjaMA7cCBw4gQAwHLECHweEwPDN2/wn6LLmRUZ6iCRSBAaGgp7e3t4enrWResJIYQQogGqOsGrvmjevDn/LM2bN+fTGWMQCoVYvnx5leqv0o5sJiYmGDhwYIn0+fPnV6Va7RERwe+2hn79+KBX2Ls3pmZmYnhgIK64uKCrooyPDwB5wOvn54eEhAQEBwfTJDZCCCGEqMYBgtJiXg2Khx89egTGGNq2bYvo6Gg+XSAQwMbGpvZ7etu3b4/g4GD85z//UfmXBWMMR44cQVBQEG7fvl2lxmk8Hx9g7175JhVTpsjTTE2Bdu0wr21bXL9+HZ7HjsHf2hoODx7ANSwMsbGx2LRpExISEjB48GDMnTu3Th+BEEIIIfWXYnhDafmawsXFBQAgFotrpP4KB73r1q3DJ598gunTp6Nv375o27YtzMzMkJ6ejujoaJw9exa2trb46aefKt2ob775BmvXrsXr16/RvHlzXLx4ESYmJlixYgW+//57SKVS+Pv7Y+XKlXzgffPmTfj5+SEmJgZdunTB9u3b+S9enSrovcXFi/J/e/QAhEKIhEIcPHgQK1euREhICJ4XWYjZ3t4ewcHBtFQZIYQQQsrAlTG8QZPC3kIpKSm4fv06kpKSwAp2sgWAjz76qNJ1Vjjo9fT0xK1bt3D+/HkcOHAABw4cQGpqKiwtLdGpUyds27YNffr0qXSD1q1bh5MnT+LKlStwcnLC3bt3oauri+PHj2PdunW4du0ajIyM8N5778HNzQ1+fn7Izc3FiBEjEBQUhAkTJiA4OBgTJkxQu7gxAEilUqWu86JsbGxga2tb6Wco4ckT4NEj+etevQDIhzBcuXIFbdq0wfbt2wEAGRkZsLS0hKenJwW7RGslJSUhucjyfQq5ubnQ0anSiCtCCGmQSuvp1UTnz5/H8OHDwXEc3rx5AxMTE4jFYjg5OdVu0KvQu3dvtbuyVZZUKsVXX32FS5cuwdnZGQDQrl07AMCOHTvw8ccfo1mzZgCAzz//HFu2bIGfnx8iIyOhp6cHf39/AMCXX36J1atX49GjR2jatKnKe6WmpqJt27Yq84KCgrB48eLKP0h4uHxIgyJwVfTyAsjv3h0rFy9G/A8/IPT1az7d3t4e06dPx7x58yjgJVotJCQES5YsUZlnY2NTy60hhBDNxqH0Mb2aGA/Pnz8fs2fPRmBgICwsLJCWloZ58+bBycmpSvVWasmymvL06VNkZWVh3759aNSoEdzc3LBx40YAwP379/kAGAA8PDz4ntrieYaGhmjWrJnantwaFR4OjB6tvBRZQdDLDA0xOjgYLZYswcbXrxE+ejTCwsKwdOlSiEQiBAYGYvjw4ZCUsnYvIYQQQkhRHMepPcojOTkZgwcPhpGREdzc3HD27FmV5bKzszFhwgSYmJjA2dkZu3fvrs7H4P3zzz/8ogiKoQ2LFi3Cd999V6V669VniYmJiUhPT8e///6L+Ph4PHz4EH379kWrVq0gFothamrKlzU1NeUHOhfPK55fq7y95eN4iy5FVhD0PmrUCB+cOoXRAGQjR2LUzp18b/C8efPg7++P7du3Y+XKlVi4cGHtt50QQgghmoUrY3hDOeLeGTNmwM7ODsnJyThz5gxGjx6Nhw8fltgnICgoCCkpKUhMTMT9+/cxcOBAdOzYEW5ublV7hmJEIhEf7JqZmSElJQVmZmYqh8ZVRL0Keg0MDAAAgYGBMDAwQLt27fDBBx/g+PHjMDY2RkZGBl82IyMDxsbGAFAir3i+KpaWlmr3dq7SR6wikTzQBeSBb04O8OABACDvyRM+4BXs3q20Lq9IJEJoaCgiIyMREhJCk9iI1goICICPYoJnEcOGDaMxvYQQUkHy4Q0ckpKSkJKSUiI/NzcXuqXEE2KxGBEREYiLi4OhoSGGDh0KDw8PHDp0CJMnT1Yqu2PHDoSHh8PU1BTvvPMOhg0bhl27dqkdslZZ7dq1w6VLl9C3b190794dM2fOhLGxMVq1alWleuvV/zAtW7aErq6uUne84nWbNm1w9+5dDB06FABw7949uLu783khISH8NdnZ2YiNjeXzVREKhaXmV0nxwLdAq/x83Hd3R5tiAW/hZSL4+/sjMDAQV65cgZeXV820j5A6ZGtrq3KiKG1fTgghlcNxwMaNv2D5V1+pzC+tM+/hw4cwNjaGo6Mjn1Z0CKlCWloaXrx4UWKo6dWrV6vY+pJ++OEH/vU333yDKVOm4PHjx/j555+rVG+9CnqNjIwwatQofPXVV/jxxx8RFxeHPXv2YN++fcjIyMD06dMxduxYGBkZYdWqVfjkk08AAF5eXsjOzsbmzZsxfvx4fPXVV+jUqZPaSWy1QhH4/vknEBsLADgEIGvOHLQp5S8uV1dXAPKJdoQQUp0YODBBvXrbrxG5b7T//VPPhLan1wZSgbAaamHgZFJwTFapq9UNEX316lWJcoB8Y7Ki5WpiKGnRTkknJyecPHmyWuqt8LvfgQMH0L17d9jZ2VVLA4pbt24d/Pz8YG1tDWtrawQHB+Pdd98FAEyfPh1du3aFVCrFlClT+GUr9PT0cPDgQfj5+WHGjBno0qULdu7cWSPtq7AiwasU8n2lS6PILz6OhhBCCCGkBAZ5wFtkLduKKO8QUcX5mzdv+CC5rKGkFVFWfKSg6BysjAoHvRcuXMDcuXPh4eGBjz/+GAMGDKj0zVUxNzfH/v37VebNnz9f7RbHXbp0wZ07d6q1LVUikQBjxwJpaQAA1qwZRsTG4ui330IyZw5EhoYqLpEgNDQU9vb28PT0rO0WE0IIIUQTyaT42P8jjPQeWiJr1AfjIdLVVXtpixYtIBaLkZiYiMaNGwOQDyGdOHGiUjkLCwvY2dnh7t27fIxSdKhpVTVv3rzU1SYYY+A4DlKptNL3qHDQ27NnT8yfPx9ZWVk4e/YslixZgqCgoEo3QCtJJPIly4oE79zixbi/YgX+Ex2NG23aoMP9+0qBr0QigZ+fHxISEhAcHEyT2AghhBBSDgxgMthaW8HW2qpErp6eLrhShlEYGxtj2LBhCAoKwtq1a3H27FncuXMHw4YNK1F2woQJWLZsGfbu3Yu///4bhw4dqrYxvY8Um3jVoAoHvRcvXsT8+fPRtm1bfPzxx5gyZUpNtEtzKQLe8HCgfXvgr7/k6Z6eaHHjBi41b453Hz/GURsbRP3vf2jSogViY2OxadMmJCQkYPDgwZg7d25dPgEhhBBCNEhlx/MqhISEYNKkSbCysoKjoyP27NkDS0tLhIWFYfny5fyktqVLl8Lf3x/29vawsLDATz/9VG3Llbm4uFRLPaXhGKvcIJC4uDicPXsWz54907ieXkVXfI1sXqHYnMLHBxAIgD17AFtb4MULgOOQlZ6O6Pbt0SU+Hj4A9hVcZm9vj4CAAFqqjDRYNfp7SeDu7g6WL0HUxd/quik1zuj94LpuQo2jiWzaIevWVrRq0qjS73vu7u5g0nz8dfWC2jLtu/UCJ9TRuPfW3bt3Y/PmzXj58iXu3LmDS5cu4dWrV/D29q50nZXake3YsWNwdXXFlClTNC7grXE+PsDevfKVG27elKe9/TYk+fkIDg5Gs1at0L1IwGtubo7JkycjJiYGCxcupICXEEIIIRXDZOoPDbR27VrMmzcPvXv3xuPHjwHIJ/h/8803Vaq3UkHvkCFDMG3atCrdWOuEhxduO+zjA7x+DRTMRJR27oyRQ4fiTmAgdHV1Ebh0KYYXbD9samqKLVu2YPTo0bT9MCGEEEIqiIGT5qs9gMqt6lCXfvrpJ5w4cQILFiyAQCAPVVu1aoV///23SvVWKugViUTYv38/5syZozK/f//+VWqUxlEMaRg/vjDwvX6dz94dE4MJJ08iHEDsihVYtGgRxo0bh0WLFiEmJgYTJ07EsWPHsHLlyrppPyGEEEI0l5b19CYnJ6NNmzYAoLSiQyVH5PIqFfTq6enh5MmT2LBhA75SsfvHtWvXqtQojePtLe/dDQ8vDHwLgl4GwHLvXn77YZ1Ro5QuVWw/7OzsjJCQEOrtJYQQQkj5McjX6FV71HUDK65ly5aIjIxUSrtw4QJat25dpXorvTVPp06dcPjwYQwaNAjm5uaYMWNGlRqi0VRtO1ywk4nU0BCDsrJo+2FCCCGEVDsODJwsv9R8TRMYGIjhw4cjICAAeXl5WLZsGdauXYsdO3ZUqd4q7UfZq1cvhIeHY8SIETA1NcWHH35YpcZotOKBr478S6uTlYW9AKS0/TAhhBBCaoKGDmNQZ9CgQThw4ADWrFkDZ2dnnDt3Dr/88kuVh89WeRP2QYMGYdu2bZg0aRJMTEzg7e1d5TEXGksR+KalAWfOAADeNG+O8TExCCyYfagObT9MCCGEkIpjQCk9vZo2vkEikWDWrFlYtWoVevfuXa11V2pMb/GgdsyYMVi7di3GjRuH06dPl7qNXIPw+jX/0sjREXaNGiE0NFTteF3afpgQQgghlcLkm1OoOzQs5oVIJMKvv/4KfX39aq+7UkHvli1bSqRNmTIFwcHBGD58OHJycqrcMI2k2I3tjz/k5xwHQWQkfrO2xrOEBPj7+5cIfItuPxwQEEDr9BJCCCGkAhggk6k/NC3qBTBgwAD89lv1b6RTqeENo4qtQKDw+eefIz09HcuWLatSozRS0e2HbW2BpCTAwwNwc0Ob8HCcs7NDn+3bcfz4cQwZMgS9evXC48ePafthQgghhFSNTFrXLahW1tbWGDVqFIYOHYqmTZvya/UC8q2QK6vKY3qLW7p0KUaMGFHd1dZvRQNeHx/g9Gl5eseOkKxbh4f37+Pd6GiEARifkoItW7bwveX29vYIDg6m7YcJIYQQUglMPoyhlHxNc+/ePXTu3BnPnj3Ds2fP+PSqDp+tlqC3T58+OHToEExMTAAA7du3r45qNUdERGHAu3w5v2yZtF07ePv44FR0NA4aGmJ0VhYazZiBbVlZOHLkCFJSUtC+fXsKeAkhhBBSOQylT2TTsJhXKpVi5cqVaN++PXR1dau17kqN6S0uMjKy4W6qEB4u35xi7175yg337vFZO+7dw6njx7G6Z08MSE4G9u5Fr59+wubNm/Hs2TNMnDgRJ06coJ3YCCGEEFJJTD68Qd2hYVGvUChE7969a6QzsFqC3gar6PbD3t7yJctu3+azVxw5goOGhph58SJEx47Je4IL0E5shBBCCKkyBjCZTO2hYTEvAKBFixZ4/vx5tddLQW9VqNp+uCDozWrcGEuTk/GfrCx5GW/vEpcrdmJ7/vw5rly5UrttJ4QQQogWYEB+nvpDA6PeTz75BGPGjMGZM2cQExODuLg4/qiKap/I1qCo2n74zz/l/+bkYDSAx2+/DZewMJXbDwO0ExshhBBCqoAxMGkpqzdo4IZh/v7+AID+/fvzk9cYY+A4DtLSnrUMFPRWlarAF4Dhq1fYC+Dh++/jy1LGpdBObIQQonlYTjo4fbNK5xNSrWTatQ3xo0ePaqTeagl6G/wObIrA99kzoGCYgqxbN3weFwfBli34bM4c3LhxA6mpqbC0tISnpydEIhHtxEYIIRpI+vw2ZEl3IGzSBwIzpxL5svQnkMafg8C2HYT2HeqghaQhYYyB5eeVmq9pUZqLi0uN1FstQW/xbYkbrIwM/qXA3BxTpkxB0LJlsLKyUtqlzt7eHlOnTkVMTAwSEhIQHBxMS5YRQogGYDnpkCXdAZgM0vhzQLHAVxHwgskgS7oDgYUr9fiSmqdlPb0AcPjwYaxfvx4JCQlwdnbGxx9/jGHDhlWpzmqZyDZp0qQa2SNZYyg2p7h7V34uEgEnTsArNBQ6AHJycmBmZoZRo0Zh5MiRyMrKwpIlSxAWFoZBgwbRTmyEaJn4+HhwHAdjY2MYGRnB3d0dFy5cqOtmkWrA6ZtB2KQPwAn4wFeW/gSAcsALTgBhkz4U8JKaV9DTq+7QxDG927dvx/jx49GyZUtMmzYNLVu2xMSJE7Ft27Yq1VstPb2K3cUapKK7sVlaAqmpQNeuuP/6NXpGR+OyszNOTZqEn0NDsW/fPv4yAwMDZGdno2vXrtTLS4iWiYqKgru7O+7duwfGGL788ktMnToV//zzT522SyrNR/SDf1Xm2VhZwtbGupZbpJkEZk5Akz58gCuNPwdm2QKy1IdKAa+qoQ+kYZLlZYFJskqkM1l+lSZmFdRSRk+v5gW93333HSIiItC3b18+bejQoZg1axYmTZpU6XppIltlhYcDgwcDvr7y16NGASdOAACkbdti8MGD2Keri7cTEvD2gweYFxODK0XG9Xbt2hWtW7fGhg0bsGDBAgp8CdEiUVFR6NBBPpaT4zh4enpiw4YNddwqIPV1Ojp4va8yb+HnnyDwf5/WboM0WPHAV/aq4A8aCniJCpLnf0GScFVlXmpqFXcdYyhj9YaqVV8XEhIS0KdPH6U0Ly8vJCQkVKleWqe3MhSbUvTtq7z9cGYmACBWJMLKpCR0yssD3nkHCA+H6NgxeHl5YcSIEfDy8oKhoSGt0UuIloqKikLHjh0BAImJiVi5ciV8imxOQ7SDwMwJAssWymmWLSjgJbVM+9bpdXJyKjEk7NKlS3B0dKxSvdTTWxlFN6V45x1g61bg/Hk+2/z8+cI1es+eBYrtxqZAa/QSop2ioqJw6tQpLFq0CJmZmZg2bRp++OEHPj8yMhKLFy+GTCaDiYkJ8vLyIJFIcPv2bb6HODIyskS9v/32G7766isIBAK0b98e3333HXR06G28rsjSn8iHNBRNS30IztSJAl9Sewp2ZCstX9N8/vnnGDZsGPz9/dGsWTPExsZi8+bN+P7776tUL71bVkbxtXl9fYH27fls2+jowjV6DQ1VBrwArdFLiDYSi8WIi4tDamoqTE1N8d1332H37t3Q1ZV/hJmSkoLAwEAcPXoUpqamiI+PB2MMTZs2RY8ePVQGu4rrli1bhhMnTsDY2BjffPMN1q9fj5kzZ5a7bZbmZji9f5fKPBsreh+qiOKT1gRFxvSqWtWBNGwi+/bQsW5ZIj3nfkQ1xAAFPb2l5WsYX19fmJiYYOPGjTh58iScnJywceNGjBo1qkr1UtBbWcUD32vX+CzZyJH4/PJlCLZswds9eiAjI0NpfV4AtEYvIVrqzp07cHBwgLm5OQBg1qxZWLZsGe7cuYN27drh+PHj+PDDD2FqagoAaNKkSbnqPXbsGCZOnAhjY2O+3kGDBlUo6BUKdeDequR/vKRiVK3SIDBzAmfqpDS5jQJfoiDQNQR0DUukcwIdCIXCqlXOWBk9vZoX9O7YsQMeHh44efIkn3b79m2EhYVh/Pjxla6XxvRWhSLwHT4ceCJfsgY2NpBu346W7u5ISEjAe++9h5EjR6J3795wcXFBcHAwsrKy4Ofnh4SEBAQEBNAkNkK0iGLlBgU9PT14eXnh6NGjAIBnz57BwcGhwvU+f/5c6To9PT3k5ZXWu0NqAstJVxnwAvIxvsWXM2M56XXcYtIgyKTqDw20ZMkS2NnZKaXZ29sjKCioSvVS0FsdivwVxUxMMHLkSJw7d45fu9jKygp9+vRBXl4eAgMDYW1tjR07dmDw4MG0Ri8hWiYqKgpt27ZVShswYAAf9Do4OCAxMbHC9drb2+PZs2f8eW5uLj9k4siRI/j6668xa9asKrSclAenbwaBbTu1qzQUDXwFtu1onV5S8xgDk+SpPTSxpzcpKalE0GtnZ4eXL19WqV4KeqtCsUZvRASfxMXFYcLJk5g8YQJevXqF4OBg6Orq4ty5c3j16hUAIDs7G3379sXBgwepl5cQLbN+/foSky1mzJiB33//HQAwaNAg7Ny5ExkFOzgmJCSo3We+aHA8cOBAbN++HZkFq8T88MMP/O5EQ4YMwfz585V2fiQ1R2jfATpu3mqHLgjMnKDj5k1bEJNaUrBOr7pDA8f02tvb499/ldcU//fff2Fra1uleinorayim1K8+y6f/LtIhNEAQrOzYSgSYeHChXj8+DHOnz+P/fv34/Tp03BycsL9+/frru2EkDpjbW2NpUuXYujQoejZsycCAgKgp6dXolx+fj58fX35c1tbW8yfPx8DBgxAr1698PTpU0yfPp3PX7FiBfz8/GrjEQhQZg8u9fCS2sLK2JGNaWBPr4+PDyZOnIjbt28jMzMTt2/fhq+vL0aPHl2lemkiW2Xs3g3s3y8/fHyAbt2AS5cAAB9IJDjZpg3a7N8vD4rDwiASieDl5cVfPmXKFAQGBuLKlStK6YSQhsHLy0vlKg2XL1/mX//5558YO3asUv6gQYMwaNCgEtctX74c//77L/T19dGlSxdwHFftbSaE1F+lTmTTQAsXLkR8fDw6derEv5+NHTsWgYGBVaqXgt6KCg8Hxo2Tvx45Uj6R7dNPAQASfX08z8mBkZFRYVkfnxJLltH6vISQsnTt2hVdu3YtV9kFCxbUcGsIIfUWA5hUu9bp1dfXx86dO/HDDz/g0aNHaNKkCaytq75NOg1vqCjFxhRF/SPffjLHyQlhAFxu3pQHxLt2qVyjl9bnJYQQQkj1YJBJ8tUeGhn1FrCyskLnzp2rJeAFqKe34oqvzzt+PPDgAQDAOCcHowEcNTREn02bcOP2baQeOKC0Ri+tz0sIIYSQaqOFPb01hYLeyige+BbgnjxBdJs2GH7/PnTs7JRmUtvb22Pq1KmIiYlBQkICgoODaeUGQgghhFQJYwzSPEmp+USOgt7KUgS+r14B584BAGSdO2OupSXy799Hfk4OzMzM8N5774ExhjNnzmDJkiUA5JNRaH1eQgghhFQHbZvIVlNoTG9VicX8y8evXuG3U6cwYcIELF68GIaGhti3bx/279+P9PR0GBgYAJBPUKFeXkIIIYRUGWNgUpnao7o2p7h58ybatWsHQ0ND9OrVC48fP1ZbtkmTJjA0NISxsTGMjY0xbdq0amlDVVHQW1mKdXpv3OCTmj56hIOGhti8YQOCgoKU1uc9f/48UlJS4OzsjA0bNkAiUf9RBCGEEEJIeTCGUieyVUfMm5ubixEjRuCTTz5BamoqevTogQkTJpR6zalTpyAWiyEWi7F+/fqqN6IaUNBbUeHhQFZW4cYUTZsCACQmJtgL4D9ZWRD17QtIJPz6vCNGjICXlxcMDQ3h7++P58+f48qVK3X7HIQQQgjRAgwyqQxJ6WL8/SylxJGbnw+pVFqlO0RGRkJPTw/+/v7Q19fHl19+iVu3bqndTbK+ojG9FREeDoweDTg6Ak+fypcjS04GHj3Cm0aNMOnNGwy2sIDRtWt41bYt7q1bh+69eikNZaA1egkhhBBSbQpWb9h69S5Wnb+lsoiNsOSujxVx//59tGvXjj83NDREs2bNEB0djaYFnX/FjRo1CowxdO/eHWvWrIGLi0uV2lAdqKe3Iry9gXfekQe8jo7A1q1AfDwAIM/BAdsAGKWl4QkAq3//xU/vvQcXFxcEBwfzwxlojV5CCCGEVB/5Or2lLltWRWKxGKampkpppqamEBeZ11TUrl27EB8fj4cPH8LZ2RnDhg2DrB5MtqOgtyJEIuDixcLAd+JEoGAgd96tWxgNIJzjsG3+fFz65BO0W7oUIpEIgYGBGD58OLKysmiNXkIIIYRUG1bQ01uVpcl69OgBjuNUHgsXLoSxsTEyMjKUrsnIyICxsbHK+rp37w59fX2Ymppi1apViImJQWxsbKXbV11oeENFKQJfxZjeAs6ZmThlbo5xr19jXGIi5oaG4l2RCPPmzYO/vz+2b9+O7t270xq9hBBCCKk+jEEqycf4di0wsIVziewpB87DoIxPly9fvlxq/m+//YaQkBD+PDs7G7GxsXB3dy+zeYrguT6sF0xBb2Uo1uhNTAR+/x0AcF1PDz3i4zFg/Hhs374dkZGR8Pf3h6urK5o0aQKhUIioqChao5cQQggh1YpJZbDS14OVfsmxu3pCAYRCYZXq9/LyQnZ2NjZv3ozx48fjq6++QqdOnVSO501ISEBiYiI6d+6MvLw8BAYGwtnZGc2aNatSG6oDBb1VkZXFv7RycoKhoSEOHjyIlStXIiQkBIGBgXy+iYkJ3rx5g88++4x6eQkhhBBSPRgDK211hmroYdXT08PBgwfh5+eHGTNmoEuXLti5cyefr1iHd/369Xjz5g2mTp2KR48ewcDAAN26dcPhw4erHHhXBwp6KyI8XD6ZDZAPb/jrLwCADEDzmBjIPvgA/7ZpgzYdOmD79u0A5GNeLC0t8fjxY/j6+pYYE0MIIYQQUlmKdXpLy68OXbp0wZ07d1TmFV2H193dHXfv3q2em1azejeRberUqbC3t4epqSk8PDxw5MgRPm/FihWwsbGBpaUl5syZozQ+pCI7hVSKYrmysWPlR3g44CwfO/MEwAUbGwgOHID7smXYO3Ik3nvvPUycOBHR0dHw9PREQkICAFq1gRBCCCHVqYwd2VD3Y2nri3rX0zt79mysXbsWenp6uHnzJvr164e4uDhcv34d69atw7Vr12BkZIT33nsPbm5u8PPz43cKCQoKwoQJExAcHIwJEybg0qVLau8jlUoRHR2tMs/Gxga2trbKid7ewMiRwP798vORI4Fnz4CEBDwFkJSczBf9pksXeAwahF+2bEFgYCCuXr2K6OhoWrWBEABJSUlILvL7opCbmwsdnXr3lkQIIfUaY4C0Fnp6tUG96+lt1aoV9PTkA7E5jkNeXh4SExOxY8cOfPzxx2jWrBns7Ozw+eef80MIKrNTSGpqKtq2bavyKDpDkScSyQPdop48AQA0BuAD4IaTE2QjRsD55k186e6OmJgYTJgwASdOnEBCQgICAgJoPC9p8EJCQlT+3sXGxtKmLYQQUmHU01te9bJbJSAgAFu2bEFOTg4GDRoEDw8P3L9/H2PHjuXLeHh48D21ldkppFIU99+/H9i/HwwAB6AJgEt2dujz5AmcAawcPRq5eXmI/fprXLx4EYB8EPjs2bOrry2EEEIIIQxg0lICW4p5efWupxeQ9wSJxWKcOXMG/fv3B8dxJXYDKboTSEV3CqmSsWOB3buBAQPAFSQ9t7PDO7GxCAoORnZ+Pnz27sWECRMQFBQEiUSCPn36IDc3Fzdu3Kj+9hBCCCGk4WKAVCJVe1DQW6he9vQCgFAoRN++fbFmzRq0aNGixG4gRXcCqehOIYB8Qtn58+dV5tnY2JRMVKzcoBiekJ3NZ+mYmAASCYbn56PlmjV49uwZHBwcYGtrC09PT+zduxfnzp2jj24JgfyTHB8fnxLpw4YNozG9NezvhGQYvR9c182ocZknF9V1E2ocJ1M/hpNojre8DlW5DgZAVkpPL8W8her9/zD5+fmIiYlBmzZtcPfuXQwdOhQAcO/ePX4nkDZt2lR4pxChUFiunUQAFK7c4OMDbN0K+PrKd2UrYPPwIRItLeEuk2ExgH0A7O3tMX36dHh6eiIuLg4ArdxACADY2tqWnCgK8GP5CSGEVABjkOXV7Dq92qJeDW9IT0/Hrl27IBaLkZ+fj/DwcJw/fx49e/bEhAkTsGHDBsTFxeHly5dYtWoVJk6cCEB5p5Dc3NxSdwqpFG9vecAbHg64ucn/LTKG+CmAxjIZ0k1NMXLTJixduhQikQiBgYEYNmwYQkNDaeUGQgghhFQ/Ju/pVXdQV2+hehX0chyHjRs3wtHREVZWVlixYgV27dqF9u3bY/DgwZg+fTq6du2KVq1aYcCAAfjoo48AFO4UsmbNGpibm+PixYtKO4VUmUgk7+F1dASePpX/26MHACAfgCOAV4aGMMvIwAcnT2LRvHm0cgMhhBBCahwDSl29gWLeQvVqeIOpqanacbYAMH/+fMyfP19lXmk7hVSLY8cKA96nT8EiIsBB/gW8ZGeH/i9eINzQEP8JD8clOzuct7amlRsIIYQQUrMYg1QiKzWfyNWrnt56zccH2LsX+OcfYPhwcM+eAQAyDQ3R6cEDjPvoI3ykqwsfAD3XrqWVGwghhBBS8xggk8rUHtTVW4iC3vIqvnpDgWzG4Obmhu2bN6PX69fYB8Dc3ByTJ09GTEwMPwSDVm4ghBBCSHVjDJDlydQe1NFbqF4Nb6i3FKs3KHZkO3gQjOPAMQbr7GysB9C0TRu0uX8f+0aPxufXrmHLli1ISkpC586dAdDKDYQQQgipCUzeo1tKPpGjoLc8vL3lAe/+/fLzoUPBHT4MALjLcRicnQ3cvw+MHIlRO3diGAB/f39s374dly9fppUbCCGEEFJjmIwC2/Kg4Q2VIMvK4l9nqfjcQCQS4eeff4ahoSHS09Px8ccf08oNhBBCCKl2jAHSPKnag4Y3FKKe3vKIiJD38hYMbxAoenwBvA0gHICeri6G7t+PyE8/xcVGjbBp0yZkFQTH1MtLCCGEkBrBGFgpO7JR1FuIgt7y2rULGDUKAJDaujUsY2MBABd1dTExLw/D8vKwA8C+gp3h7O3tMWrUKOzbt6/EFsmEEEIIIdWltG2ISSEa3lAWxSS2gwf5JJGscMB4vkCAW23a4FcAvb28YG1tDQBo3749v80xTWIjhBBCSE1gDJBKpGoP6ugtRD29ZSm6BXFBsGvy6BEAQAagT04OP4ktYPduTEHhJLbff/+dJrERQgghpOYwlDG8ofaaUt9R0FsWkQgIC5MHvAVjeR8LBHCRyZALwKCgWFJyMiwkEogMDfHzzz9j3759SE9Px2effUaT2AghhBBSMxiDNE9aaj6Ro6C3PPbtU/qhUQxvMIB8EpsAwMiLF3HQ3Bwh3bvj30ePaBIbIYQQQmocQ+k9vRTyFqIxvWUJDwfGjQMOHABGjMDTTp3gUJCVIhBgc8+eEOrI/3YYLpHA/MIFvHz5EiNGjAAAmsRGCCGEkBolY0ztQQpRT29Zio7pZQxJyclwLMiysrPDCRsbID8fSe++i9gOHZDx4AFyT53C69evAdAkNkIIIYTUHMaAvFI2p6C4txAFvWUpNqa3I4A8ALoAuGfPgP37kfTuu7A4eRLdDA1xVCJBs2bNcOHCBZrERgghhJAaxiAtNbKlqFeBhjeUR/ExvcWyL126hE8cHBAcHAyJRAJLS0tIpVIMHDiQJrERQgghpMYwyHt61R0U8haioLcsu3fzY3qfdOmCYwC4gqwoAEdEIowE8HN6OqIDA2FtbY2oqCgAwIABA+qo0YQQQghpCBgAKVN/UNBbiILeCkh6+RK6Rc5NLCzAin2kkJ2djaZNmwIAbG1ta7F1hBBCCGlwGCBlTO1BUW8hGtNblrFjgWvXIIuPR6fDh5WyXNPS4ArgiFAIoasrfH/8EVemTEFCQgKN5yWEEEJIjZMPbyg9n8hRT29ZwsOBH39E3u+/qy3SCcCghw/x5/z5NJ6XENKgsZz0KuUTQipGPrxBfU8vBb2FqKe3LIMHA46O0H/6FE8AZBoaolXBxhMXhUK01dODQ1YWXohECP7rL+QUXEbjeQkhDY30+W3Iku5A2KQPBGZOJfJl6U8gjT8HgW07CO071EELCdE+iolspeUTOerpLcuxY8DTp0jkODgBaJyby2c1l0phmZWFJwDsJBIMFQigqysf9UvjeQkh1SU+Ph4cx8HY2BhGRkZwd3fHhQsX6rpZSlhOOmRJdwAmgzT+HGTpT5TyFQEvmAyypDvU40tIdSllEpuUgaLeIijoLYfohQvRijE8AWAiLdzf2gFAqqEhVhgawgfAn66uyMvLg5WVFY3nJYRUm6ioKLi7u0MsFkMsFmPYsGGYOnVqXTdLCadvBmGTPgAnKBH4Fg14wQkgbNIHnL5ZHbeYEO1AwxvKj4Y3lCY8HBg9GmZvv43NAJwAvAFgUpCdY2UFy1evsA7AOk9P7LtyBQDQv39/Gs9LCKk2UVFR6NBBPhyA4zh4enpiw4YNFa+IycCy01Tn6eiDExlUoZWQD2lo0ocPcKXx58AsW0CW+lAp4FU19IEQbZaU8grJr1JLpOfk5kHECatUNwMrY3gDhb0KFPSWxtsb6NoVjtevwwfAQY5DB8b4oDfl1St+S+Imf/4JHQD5ACZOnFgXrSWEaKmoqCj06NEDAJCYmIiVK1fCx8en4hXl5yH/nwiVWYJG7atlnG3xwFf26h95BgW8pAFbvzUMwat+UplnY2NT5fpLWbyBFEHDG0oTEQHcuMGfdmYMTQpeSwA4AsgqOB+cnQ0fHfnfEDo69LcEIaT6REVFITAwEMbGxnB0dIS7uzt+/PFHPn/AgAF4+fJlHbZQmcDMCQLLFsppli0o4CWkBtCObOVHQW9pvL2Bgt6ULMiHN2QXZIkK0gwBPBcIMB7A7vx8AEBGRkZtt5QQoqXEYjHi4uLw5MkTZGRkYOXKlbh27Ro/aRYAXr58iUaNGtVhK5XJ0p/IhzQUTUt9WGJyGyGk6lgZm1Mwinp5FPSWRiRC/sCBSOQ4GEIe5CpGvEkK0hI5DvYyGYYB0BPIv5yWlpZ1015CiNa5c+cOHBwcYG5uDoFAgFmzZiE2NhZ37twBALx58wYmJiZl1FJARxc6bt4qD4F1q2ppb/FJawIrN5WT2whpSKb5jsdf54+VOFxdnKslZih19YZqMm3aNDRv3hwcxyEyMrLUssnJyRg8eDCMjIzg5uaGs2fPVl9DqoA+hy9NeDh0PvoIjQE8gbynV0HEGPYBAGMYBWA0gHCZDOdp5QZCSDVSrNygoKenBy8vLxw9ehTt2rXD33//jdatW5evMk4AzsCihlqqepUGgZkTOFMnpcltoLG9pIGxtbaCrbVViXR9PV1AWNWJbLWzTm/79u3xwQcfwM/Pr8yyM2bMgJ2dHZKTk3HmzBmMHj0aDx8+rPNOQerpLY23N1JatFCb3Y3jMAqApGNHTBAKsQ9A3759aeUGQki1iYqKQtu2bZXSBgwYgKNHjwIA7t+/X/6gtwaxnHSVAS8gH+NbfDkzWqeXkOqhWLLsjSwfybLcEkc+GKRFllutrGnTpsHLy6vMGEcsFiMiIgJLliyBoaEhhg4dCg8PDxw6dKjKbagq6uktTUQErB8+5MfzKsbwAvJVGhozJk/7808otqzo2rVrHTSUEKKt1q9fXyJtxowZmDFjBgB50Nu3b9/ablYJnL4ZBLbt1O7IVnRVB4FtO1qnl5Bqkg4JdrNnyIYUOWrWcdBLLblcWk15+PAhP+lWwcPDA9HR0bXWBnUo6C3N4MF4o6sLk7w85EMe8Mog7x5XLE9mCCAFwG9CISCVwsmJPrIjhNSev//+GxcvXsS3334LXV1dHDt2DBzH1UlbhPYdILBwVRvQCsycwLl5U8BLSDVp1qwZ/zo5ORk5yckqy1lY1NywpuLEYjFMTU2V0kxNTfHq1ataa4M6NLyhFNL58/mAVwfynl7FF0yCwsDXGkBQwUcHtP0wIaQ2HTlyBNeuXcOZM2dw/PjxOgt4FcoKaCngJaT6HD58GNHR0YiOjkZAQIDacmPHji21nh49eoDjOJXHwoULK9QmY2PjEqtYZWRkwNjYuEL11ATq6S3FlYED0f7HH2EK5aENgPKSZRkAFkK+agNNYiOEEEJIbQsICFC7aU1ZG2Bcvny52trRokULiMViJCYmonHjxgCAe/fu1YuNuyjoLUWjtWtVBrwKimXMTAEsA3CjXz+axEYIIYSQWmdra1ujnzbn5eVBJpOBMYa8vDzk5ORAT0+vxKdLxsbGGDZsGIKCgrB27VqcPXsWd+7cwbBhw2qsbeVFwxtK8bBgDIyqgFdBkXcTQKdOnWq6SYQQQgghta5///4wMDDAv//+iwEDBsDAwACPHz8GACxfvhwDBw7ky4aEhODZs2ewsrLC7NmzsWfPnjpfrgygnt5S/eHggHcgH7NbmhQAhwC4ZWbWfKMIIYQQQmpZaRtSLFiwQOncxsYGx48fr+EWVRz19Jaize7dsIZ8spo6iolsy2qnSYQQQgghpBIo6FVDIpHgt5cvARSu0lCcYlUHAPgTKLFEByGEEEIIqR8o6FXjypUraCuR8Oc6AIruZyKF8tiQzgCt0UsIIYQQUk9R0KtGUlIS/iiWJlTzGgD+AK3RSwghhBBSX1HQq8aTJ0/QuQLlu+vo0Bq9hBBCCCH1FK3eoEZaWhoeVaB8avPmtEYvIYQQQkg9RT29ajx+/BjjKlB+SHp6jbWFEEIIIYRUDQW9avz111913QRCCCGEEFJNKOhVQSKR4N69e+DKLspjjNVYewghhBBCSNVQ0KvC2bNnAQD2FbjGViarmcYQQgghhJAqa3AT2ZKSkpCcnAwAWLx4MQICAkosNfbrr78CAFpUoF7b1NTqamK1SkpKQkhICH+u6nm1BT2rdj4r0UxMkg1ZygP+XGDdCpzIoA5bVDOSklOwfutO/nya7wTY2pS1eb1mSUp5hfVbw/jzab7jYWttVYctqhkN5TkbsgYX9CYnJ/NB75IlS+Dj41MiWHj0SL5uQ0XengX5pW1WXHeSk5OxZMkS/lzV82oLelbtfFaiofJzIHv5F38qMG8CaGHQm/wqFcu+/5E/HzlkkNYFvcmvUhG86if+fOSQgVoZDDaU52zIaHiDCmKxGABwqgLXnALw/PnzGmkPIYQQQgipGq0KepOTkzF48GAYGRnBzc2NH5tbUfkFvbbbKnDNNgCurq6Vuh8hhBBCCKlZWjW8YcaMGbCzs0NycjLOnDmD0aNH4+HDh7C0tFR7TUxMTIk0IyMjACW3Gi6NEEBOTg6eP38Oe/uKTIEjpGEpOq6+qNzcXOjoaNVbEiGEkHpEa/6HEYvFiIiIQFxcHAwNDTF06FB4eHjg0KFDmDx5strrvL29S6SZm5sDAK4D8Crn/Z8W/NuqVSt06NChAi2vWZmZmUrnvr6+fFCvbehZNeNZ4+Pj8fjxY5V5NjY2tdwaQgghDQXHtGSB2du3b6Nv375ILbKKwn//+1/o6enhu+++49Oio6PRtm3bumgiIaQMurq6yM3NretmaCUTExOIM7MAPdPauaFMCuS9KTzXNQEEFfn8rPJaO9feH0+5ebmIi0/gz12bOENPV6/G78uh9v7rzsnNQ9zjIs/o4gx9Pd1au39tqYvnjI1PgEhXF2/evCm7MKkyrerpNTVVfjM3NTXFq1evlNJsbGxgZGSEnJwcSKVSlXXZ2NggNTUVjaVSGJf3/gASABgYGKBp06YVf4AaIpVKlf4QsLS0hFBYO//x1DZ6Vs141qIrqBQnEolquTUNh+KTAGdnh1q5nyb/jFaEiBMofUIh0jMAp2XPKeKEys+obwBo2TMCdfOcIl1djfmUThtoTdBrbGyMjIwMpbSMjAwYGyuHrba2thCLxWrHFQLyoJeWfyKkZpT1u0dqxosXL+q6CYQQUqe0Juht0aIFxGIxEhMT0bhxYwDAvXv3MHHiRJXlbW1tKbAlpA7Q7x4hhJC6oDVjegH5Av1mZmZYu3Ytzp49i0mTJpW5egMhhBBCCNF+WtPTCwAhISGYNGkSrKys4OjoiD179lDASwghhBBCtKunlxBCCCGEEFW0akc2QgghhBBCVGlwQW91bVVcX0ydOhX29vYwNTWFh4cHjhw5wuetWLECNjY2sLS0xJw5c1C0U//mzZto164dDA0N0atXL7WbBdRH33zzDZycnGBiYoIOHTrw6xtq2/NGR0ejZ8+eMDU1RZs2bRAZGcnnbd26FY6OjjA1NcXkyZORl5fH58XGxsLT0xOGhobo2LEjoqKi6qD1hBBCSD3DGhgfHx/20UcfsczMTHbo0CFmaWnJXr16VdfNqrS///6b5eTkMMYYu3HjBjM1NWUpKSns2LFjzNHRkcXExLDnz5+ztm3bstDQUMYYYzk5OczR0ZFt3LiRZWdnswULFrAePXrU5WOU208//cR69+7NHj9+zGQyGYuKimI5OTla97x5eXmsWbNm7IcffmD5+fns9OnTzMrKiqWkpLA7d+4wc3NzduPGDfb69WvWt29ftnDhQv7aLl26sMDAQJadnc1CQkJY06ZNmUQiqcOnIYSQ+kkmk9V1E0gtalBB75s3b5hIJGJPnjzh03r16sU2b95ch62qPjdv3mT6+vosKiqKffDBByw4OJjP27JlC+vZsydjjLGTJ0+yZs2a8XmZmZnMwMCAxcXF1XqbKyI/P5/Z29uzmJiYEnna9rx3795llpaWSmn9+vVjGzduZPPmzWN+fn58+vnz55mzszNjjLEHDx4wIyMj/g8hxhhzcXFh586dq52GE0KIBnn48CFjjDGpVFrHLSG1oUENb3j48CGMjY3h6OjIp3l4eCA6OroOW1V1AQEBMDAwQJcuXdCnTx94eHjg/v37aNeuHV+m6HMWzzM0NESzZs3q/dfh6dOnyMrKwr59+9CoUSO4ublh48aNAEo+kzY8Lys2x5QxhujoaJXPmpCQALFYjPv376Nly5bQ09NTyq/vz0oIIbXt+vXraNmyJa5fvw6BQFDiPZdonwYV9KrbqlgsFtdRi6pHSEgIxGIxzpw5g/79+4PjuBLPWvQ5NfXrkJiYiPT0dPz777+Ij49HeHg4FixYgEuXLmnd87q5ucHc3ByrVq2CRCLByZMnceHCBWRmZqp8VkD+nJr4rET7SKVSyGSyum4GIaV6++238cknn2DFihV4/PgxOI6r6yaRGtaggt7yblWsiYRCIfr27YszZ87g+PHjJZ616HNq6tfBwMAAABAYGAgDAwO0a9cOH3zwgVY+r0gkQkREBA4dOgQ7OzusXr0aY8aMgaOjo8pnBeTPqYnPSrTDkSNHcPjwYQDy9yOBQIBnz57h1q1bAOSBMNFsqj590nQ+Pj4QiUQ4ePAgsrOz+XRteDZSUoMKeotuVaxw7949uLu712Grqld+fj5iYmLQpk0b3L17l08v+pzF87KzsxEbG1vvvw4t/9/enYdVVed/AH9fUAS5XEASwxJ1TK0UMAo0XFBRg3GpUKcZFXXQtFFxSXNSHPfdtGYqG5fcUJoSywWXFAJRHktLBdNGDSPMyR8ugOiV5cLn90c/7o8Ld2UROPN+Pc99Hjnf7/mc73bg47nnntuhAxwcHAz+N172byX219fXF8ePH8edO3fw5Zdf4tq1awgMDDTaV29vb6jVajz77LO4evUqCgsLDcrre1+pYevbty/eeustvPXWWwgKCtJvP3v2LCIjI3Ht2jXY29v/V1z9LUuWLCWIDTGpUqlUuH37No4dO6b/uSH2o7zu3bsjMDAQn332Ga5duwYAKCoqgkqlQmpqqsFTc0gB6uhe4jozbNgwGTdunGi1Wjlw4ECDfnpDbm6u7Nq1S/Lz86W4uFg+++wzadKkiZw7d07i4+OlVatWkpGRITdv3hRfX1+Dpxk88cQT8vHHH0tBQYFER0fX+6cZlBkxYoRMmDBBCgoK5NKlS+Lp6SkpKSmK7G9aWpo8fPhQHjx4IKtXr5auXbuKiEh6erq4u7vLt99+K7m5udK/f/9KT29YuHChFBQUyIYNG/j0BqpVPXr0kD/84Q9SXFwsaWlp4uPjI59//rm+fOvWrdKvXz+DDxCXUdon58t/GEqn01UqLy0tlX/+85/y/fffP8pm1aikpCSZNm2aHDx4UL/NWF8bgvLr79VXXxU/Pz/9z3v27BEHBwc5evRoHbSMast/XdKbnZ0tYWFh4uTkJO3bt5djx47VdZOqLC8vT3r37i2urq6i0WjE399f9uzZoy9fvny5eHh4iJubm7z11lsGJ/jp06fFx8dHHB0dpWfPnpKZmVkXXbBZTk6OhIeHi1qtljZt2siGDRv0ZUrr7/Tp08XV1VVcXFwkPDxcfv31V33Z1q1bpWXLlqJWq2XMmDEGT2u4evWqBAUFiaOjo3Tp0kXOnTtXB62n/waJiYmiUqnkwoULIiKi1Wqlf//+lZ4W8v777+sfoycismXLFiksLHzk7X1UNm/eLFFRUbJ27VrZsWOHfvvWrVtl7dq1Mnv2bNFqtXXYQuuVJfIPHjyQBw8eSF5ennz11VeyePFi2b9/v0FdY/+xqe/K+ldcXCwBAQEye/ZsiY+Pl8aNG0tMTEwdt45qGr+GmIiIqqS4uBizZ8/Gf/7zH+zatQtZWVkIDAyEj48PXn75Zbz++utwdnZGVlYWYmJiEBYWhvj4eJw/fx5xcXGws1PeHXYffvghDh06hLlz58Le3h4rV65Ejx49MGvWLKSlpcHPzw8ff/wxXF1d0adPH3h4eNR1kw0cPXoUXl5e8PHxQUlJCezt7XH16lVER0fDzs4Ozz33HNRqNTp37oyUlBQEBAQgNDQUS5YsgaurK6ZOnVrXXbCZiEClUiEhIQEzZ87EhQsXEBMTg5EjR+pv3+CH3JSBSS8REVXZ8ePHsXnzZnh7e2Pjxo0YOnQonn/+eSxatAi9evVC+/btsWjRImzfvl1fb8eOHfp7fJWW+C5evBgjR45Eu3btAAD5+fkYNWoURo4ciT/84Q8AgDfeeAOtW7fG22+/Xa+SqUGDBqGoqAju7u7YsmULnJ2dcfnyZbzxxhuYN28efHx8cO3aNXz55Zews7NDz549kZqaim+++Qbu7u74+OOP0ahRo7ruRpXl5uZi6dKlGDBgAAYMGMCEV4Ea7uokIqI6FxwcjK+//hqLFy/GqlWrMGXKFADAkCFDsH79ely6dAlarRZjxoxBSUkJxowZo9iEF/jtKRVxcXGYNWsW7O3t4eLiglmzZumfYqHVatGtWzeMHj1a/0Gw+pBUDRo0CCUlJTh69Ci0Wi2aNm0KnU6HTz/9FE5OTggJCQEAeHh4wMvLC7GxsWjRogV8fHyQkZGBjRs3olGjRvqrww2Rm5sbli9fDgcHBya8CsUrvUREVCXlE7ahQ4fi1q1bSElJ0ZcXFRVBRAy+LAVAg06MLElLS0NycjJ69OiBLl26wN7eHl999RX27t2LdevWGVwJrS+Jf3JyMpYvX44vv/wSKpXKoF0ZGRn46quvkJ2djfHjx6NFixbQarUYP348oqKi8OKLL+rjKHleSRnq/mwjIqIGqSxBAoBdu3ZBRDB9+nR9uYODQ6WEF0CDT4zMXStq3749HBwccPLkSaxYsQKXLl3CsmXL0LVr10pv/deHhBeA/osZVCoVSkpKDNrVrl079O3bFxqNBhs3bkReXh6aNm2KFi1aGDzXFmj480rKVz/OOCIiapDKvr7V0dERb7/9Ns6fP4+9e/fWdbNqTWlpqf7q9jvvvKN/Zi3wWzLctGlTjB07FiEhISgpKcHnn3+OkSNHYuTIkXXVZItUKlWlBLa8du3aYdiwYWjWrBm2bNmCmTNn4j//+Q+Cg4MfYSuJqo/39BIRUbWUJYGBgYHo3bs3evbsWcctqh0ior8K+u677+LkyZOYOHGivrzsHl0nJyd07twZnTt3rrR/fbxH1MPDAzdv3kReXh5cXV31ib1KpUJsbCxycnIwefJkhIaGYtOmTbhw4QIOHTqk6HuzSZm4UomIqEY0b94c8+fPh4eHh+K+fa18wvqPf/wDf/vb3/DMM8/AxcUFAPT9ValUlb4KvEx9THgBYODAgVCr1Zg8eTKA/796D/z2jY43b96EiKBdu3aYNWsWvvzyS/2H1pjwUkPC1UpERDWmLAlSUjJU/paGzZs348SJE7h69SquX7+OJUuWAPitvyUlJbh37x4iIyORnp5el022WllyO2/ePPz888+Ijo4G8Ft/1qxZg9jYWEyYMEHf/8cee0x/RZv38FJDw6c3EBERGVHxrfsPP/wQSUlJePPNNxEUFIT8/HyMHTsW/v7++mQRAOLi4uDp6YlevXrVRbOrJC8vDzExMdi+fTuys7Ph7++PS5cu4dChQ2jXrh2fzECKwKSXiIjo/9y6dQtFRUV44oknAAA6nQ6NGjXCjh07sHPnTuzYsQOPP/64PiF++PAhxo4di2effRYLFiwAAPzP//wPWrRoUZfdqJLCwkLcu3cPBw4cQNu2bdGpUyd4enoy4SXFUM77T6RoU6dORVxcnMny1NRU+Pn5Vek+wsGDB2Pbtm3VaB0RKcGJEycQFBSEYcOGoVevXhAR/WPGtFot5s2bh8cff9zgXlYnJyds374dqampOH36NAA0yIQXAJo0aYLmzZsjMjISffr0gaenJ0pLS5nwkmIw6aU6tXv3bqjV6kovBwcHqFQqHDhwAABw6NAhBAUFmYwTFRWFRYsWGbwVeezYMYSEhECj0cDZ2RldunTBRx99VOkZm0uXLsVf//pXs4/sISJlS0lJwSuvvIJp06Zh2bJlKCwsxPz58/XlTk5OiI+Px4MHD2Bvb4+SkhIAwNmzZ+Ho6IjDhw8jMDCwrppfa5R0bzYRVzPVqeHDh+P+/fsGr+TkZGg0GowfPx4DBw5ERkYGOnfujJYtWxqNkZSUhJs3b2Lw4MH6bVu3bsUrr7yC8PBwZGVl4c6dO1ixYgVWrlyJsWPHGuzv5+eH1q1bY+fOnbXZVSKqp+7evYt+/fph3LhxmDJlCnr27Ak/Pz+DL5Po0aMHPD098e233+oT38zMTCxYsABXrlzRXw3lHYNE9ReTXqpXjh8/jr59+2LMmDHYtGkT7OzskJiYaPAszIr27NmDkJAQ/R+de/fuYdq0aVi8eDEmT54MNzc3ODo6IiwsDHFxcYiJiUFiYqJBjNDQUHz++ee12jciqp+aNWuGmTNn4vz58/jpp5/QuHFj6HQ6pKen638vtGvXDu3atcPXX3+N6OhoJCQkYNy4cRgyZAg6dOigj1VfH0tGREx6qR45dOgQwsLCMGvWLKxdu1a//caNG3jppZdM7vftt98aPAT+5MmTyM/Px2uvvVapbkBAANq2bYvDhw8bbPf19cWZM2dqoBdE1BD96U9/gpeXF5KSkjBlyhT861//gouLCyZNmoQxY8bg4MGDePXVVxEZGYkXXngBWVlZmDhxIl5//XUAvMJL1BDwG9moXvj0008xevRorFmzBlOnTjUoW7Rokdl97969C1dXV/3PZQ+Gd3d3N1rf3d0dDx48MNjm6uqKnJycqjSdiBTA19cXgYGBWLlyJVQqFe7fvw87Oztcv34d8+fPx7x585CTk4NRo0Zh1KhRBvvW129aIyJDvNJLdW7Tpk2IiIjAhg0bKiW81mjWrBny8vL0Pz/99NMAgLS0tEp1Hzx4gMuXL+vrlMnLyzOZJBORspVdpZ08eTIGDBiARo0a6T/A1apVK7z//vvYuXNnpWS3DBNeooaBSS/VqbVr1yIqKgqffPJJpQ+YWev555/HxYsX9T936dIFPXv2xIoVKyrVXbduHZo0aYIRI0YYbL9w4QJeeOGFKh2fiBq2sm8YA4APPvgAGo0GY8aM0Zer1Wp06tQJABT39cpE/02Y9FKdmT9/PubPn499+/Zh6NChVY4THh6OxMRE/SOEACA2NhaXL1/G5MmTUVBQgNLSUqxduxbvvPMO4uLi0Lx5c4MYR44cwauvvlrlNhBRw1Y+8V23bh2ys7Px/vvvV6rHR3gRNVw8e6lOnDt3DkuWLEFhYSGGDh1a6Tm9/fr1szpWSEgIPD099c/0Xb58OZ5++mlkZWVh/fr1+PTTT3HixAnMmjULWq0WgwYNwhtvvKHfPz09HT/99BMiIiJqvJ9E1HCU3abg4+ODDh06QK1W13GLiKgm8WuISRFOnjyJyZMn49y5czZfiRkyZAheffVV/PnPf66l1hFRQ5OXl2fwAVkiaviY9BIREZnAJzMQKQdvbyAiIjKBCS+RcjDpJSIiIiLFY9JLRERERIrHpJeIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHhMeomIiIhI8Zj0EhEREZHiMeklIiIiIsVj0ktEREREisekl4iIiIgUj0kvERERESkek14iIiIiUjwmvURERESkeEx6iYiIiEjxmPQSERERkeIx6SUiIiIixWPSS0RERESKx6SXiIiIiBSPSS8RERERKR6TXiIiIiJSPCa9RERERKR4THqJiIiISPGY9BIRERGR4jHpJSIiIiLFY9JLRERERIrHpJeIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHhMeomIiIhI8Zj0EhEREZHiMeklIiIiIsVj0ktEREREisekl4iIiIgUj0kvERERESkek14iIiIiUjwmvURERESkeEx6iYiIiEjxmPQSERERkeIx6SUiIiIixWPSS0RERESKx6SXiIiIiBSPSS8RERERKR6TXiIiIiJSPCa9RERERKR4THqJiIiISPGY9BIRERGR4jHpJSIiIiLFY9JLRERERIrHpJeIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHhMeomIiIhI8Zj0EhEREZHiMeklIiIiIsVj0ktEREREisekl4iIiIgUj0kvGcjMzIRKpYJarYazszM6deqE48eP13WzbNK7d284OjpCrVZDrVYjLCzMoPzWrVsYOHAgnJ2d0bFjRyQmJpqMZUvdqrA1/nvvvYennnoKTk5OaN++Pf7+979X+dh1MdeFhYWIjIyEt7c3NBoNunXrhlOnThnUmTBhAry8vKDRaODj44MDBw6YjPfRRx/B398fjRs3xsKFC2u8vdbOjzX9qqihz2VtMXf+mpvv8+fPo3v37tBoNPjd736HzZs3G5SXxSt72dnZYe3atUbbYClWdVlqi6XfYatXr0arVq3g4uKC5557Dvn5+SaPZUvdmlyTRPWSEJWzd+9e6dSpk4iIlJaWypw5c6RDhw513CrbBAcHS0xMjMny4cOHS2RkpDx48ED27dsnzZo1kzt37lS7bnljxoyRrVu3WqxnS/x58+aJn5+fnDt3TnQ6nXz33XfSuXNnmTdvnsXjGFMXc33//n1ZtGiR/Pzzz1JSUiKffPKJeHh4SH5+vr7ODz/8IAUFBSIicvr0adFoNHL79m2j8b744gvZt2+fvPbaa7JgwQKr21HT82NNv8pTwlzWFnPnr7n57ty5syxatEhKSkrku+++E7VaLZcuXTIa58aNG2Jvby/Xrl0zWm5LrPKsXVeW2mJuDD744APp06eP/Pzzz1JaWippaWn686U6dWt6TRLVR0x6ycCiRYtk1KhR+p/j4+OlWbNmddgi25n7g5Gfny+NGzeW69evG9TfsmVLtepWZM0fP1vi37p1S5o2bSpXrlwx2H7x4kVxcnKS7Oxsi22qqL7MtZeXl3z77bdGy86cOSOOjo6SlpZmNsbEiRNrPOmtzvyLmO6XkueyJlj6T6uI8flWq9UGYxoQECCff/650f3XrFkjPXr0MBnflljlVSXpNdYWU2Og0+nEy8tLfvzxR4txbalbG2uSqD7i7Q1kIC0tDf7+/gCAGzduYNWqVRg+fHidtWfQoEFwc3Mz+lq5cqXJ/WbMmIHmzZujf//+SE9P12+/evUq1Go1nnzySf02Hx8fXLx4sVIMW+pWhS3xT506hbZt26J9+/YG25999lk8+eSTFt9KN6Ym5rqq81Pm6tWruHv3Lp566imD7ZMmTYKTkxMCAgLQt29f+Pj42NSumlCd+TfVL6D+zmVNq87aMHX+mhMVFYWdO3dCp9Ph9OnTyMrKQrdu3YzWjYmJwejRo2skVnWZaouxMfjll1+g1WoRFxeHFi1aoGPHjti0aZPRuLbUrY01SVQv1XXWTfVLu3btRK1Wi7OzswCQN954QwoLC6sU69y5c7J58+YabqFl33zzjeTn54tWq5VVq1ZJy5Yt5d69eyIikpKSIq1btzaoP3fuXJk4cWKlOLbUFREZOHCguLq6iqurqzRu3FicnJz0P69YsaJa8WNjY+XFF180etyAgAD55JNPjJaZY2muBwwYIDdv3rQ5rrW0Wq0EBgbKwoULjZbrdDpJSEiQ9957z2Isa6701ub8lGepX3Uxl0lJSRIcHCw9e/aU3//+9/LLL79I//79JTg4WDQajQQHB0twcLDR2EeOHJGePXtKcHCwTJs2TYqLi21uny3Mnb9ljM13SkqKtGnTRuzt7cXe3l62bdtmNH5aWpo4OjpKTk6OyTZYG0vE9nVlTVtMjUFqaqoAkMjISNFqtZKWliaPPfaYpKSkVIptS93aWJNE9RGTXtLLz88XlUolOTk5UlJSIqtWrZIuXbpUOV5JSUkNtq7qOnbsKEePHhURkbNnz4q7u7tB+ZQpU2TmzJmV9rOlbkXWvM1pS/xTp06Jh4dHpYSjsLBQ3Nzc5Ouvv7bYpvKsmWs/Pz+bYtqiqKhIBg4cKCNGjJDS0lKzdQcNGiQHDx40W6c2bm+oyvxb069HPZe3bt2Snj17Sl5enoiI/PTTTwb3j3bv3t1k7Fu3bkmPHj309yavWrVK3n//fZvaV13lz98yFef7zp074uLiIrt37xadTidpaWni5eUl3333XaV4s2bNkuHDh5s8ni2xKrL19gZLbSlTNgZnz54VAJKZmakvmzJlirz99tuV9rGlbk2vSaL6irc3kF56ejpatmwJNzc32NnZYdq0acjIyNC/tZaWloauXbuiT58+WLJkCUQEf/nLX9C3b18MGjQIeXl5SE5Oxssvv4whQ4bgiy++wLx584zWqxjLlLCwsEqfdC57LV++3Kp+2dnZQUQAAO3bt8f9+/dx48YNffn333+PTp06VdrPlrpVYUv8wMBAeHh4IDY21mD7zp074enpiYCAAJuObWmu8/Pz4eLiYjFOVeantLQUERERUKlU2L59O1Qqldlj6HQ6/Pjjjzb1rybYOv/W9utRz+WhQ4cQEREBjUYDAGjTpg3atm1rVeyDBw9i9OjRUKvVAIBp06bhiy++sGrfmjh3AcPz15SMjAw4Oztj2LBhsLe3h6+vL4KCgio9waK0tBSxsbGIiIiodqzqsqYtZcrGoEOHDnBwcDBYW6bWmS11a3pNEtVbdZpyU72yfv16GTBggMG2wYMHy7Jly0RE5J133tG/zVVSUiL79+/Xl+3fv19Wr14tSUlJ0q9fPxH57S3V6Ohoo/UqxqopOTk5cvToUSkoKJDCwkJZt26dtGjRQnJzc/V1hg0bJuPGjROtVisHDhww+8QEW+pWhS3xU1NTpUWLFpKUlCQiIl999ZV4enpKamqqzce1NNfffPONvP766zbHtcb48eOlV69e8vDhw0plubm5smvXLsnPz5fi4mL57LPPpEmTJnLu3DmjsYqLi+Xhw4cyfvx4iY6OlocPH4pOp6uxttoyP+b6VdGjnMsVK1ZIfHy8yf3NXek1tq+5D4BVl6Xz19R85+bmikajkb1790ppaalcvHhRPD095dixYwbxjx49Ks2bNzd7i4a1sarLVFssjcGIESNkwoQJUlBQIJcuXRJPT0+jtyzYWrcm1yRRfcWkl/QmTpwob775psG2Dz74QH+v1+3btyUqKkpGjBghhw8fllWrVomvr68EBwdL9+7d5a9//askJSXJnDlzROT/k15j9SrGqinZ2dny/PPPi1qtFnd3d+nTp0+ltyWzs7MlLCxMnJycpH379gZ/zEJDQ/XJgqW6FYWGhoqzs7PRV/mY1ralvGXLlomzs7PY29tLmzZtRET09xyai2+KpbneunWrrFu3zqaY1sjMzBQA4ujoaDA+ZX+I8/LypHfv3uLq6ioajUb8/f1lz549+v0rzs+CBQsEgMHL1NvLtTE/Ze2x1K/yHvVcbt++XTZs2GByf3NJ77Zt22Tjxo36nwsKCqRv376yf/9+Wb58uUydOtWmtlpi6fw1N99HjhwRPz8/UavV4u3tLStXrqwUPyIiQqKioiptr7iurIlVfl9b15W5tlgag5ycHAkPDxe1Wi1t2rQxmNuK/TBXt7yaXpNE9ZVKxML7RkT/5+HDh3ByckJRURG6d++O6OhoZGRkYObMmQCA4uJipKamIiEhAUuXLkVycjISEhLwwgsvVKqn0+kMYp05c6Yuu0YVzJ49GyEhIXjppZfquilUTbdv30Z4eDji4+Oh0WiQlZWFkpIS/S0OPXr0wMmTJ/X1b9y4gSeeeAIAkJ2djaFDh+LIkSNwdnbG6tWr4ejoiKlTpwIAJk6ciA0bNjz6ThERVUGjum4ANRyxsbHYvn07tFotIiIi8PLLL2Py5Mno27cvRAQzZszQ3zdYnrF6t27dMohF9csPP/yAlJQUrFmzBg4ODjh48KDFe2+pfnrsscewePFiDBkyBKWlpdBoNNi4caPRujqdDmPHjsWxY8cAAJ6enpgzZw5eeukl2Nvbw8/PT//NYStXrsS4ceMeWT+IiKqLV3qJiAgAcPr0aXz//feIjIw0W2/58uW4cuUKunTpgmnTpvE/RETUIDDpJSIiIiLF4yPLiIiIiEjxmPQSERERkeIx6SUiIiIixWPSS0RERESKx6SXiIiIiBSPSS8RERERKR6TXqrk9u3biIqKQqtWraDRaNCpUyesXr0aJSUlj7wtH330Efz9/dG4cWMsXLhQv72wsBCRkZHw9vaGRqNBt27dcOrUKav2NefUqVOws7PD0qVLa7AXluNPmDABXl5e0Gg08PHxwYEDB6wqU6vVBi87Ozv9lwdYOm5djU+bNm3QtGlTfZsff/zxKsXJyMhAo0aNUFBQUOW2mGLt2Bgbj969e8PR0VHfv7CwMH2ZqfmytJ7NrQFL7bW0b1X6XR3mjmHN8VevXo1WrVrBxcUFzz33HPLz8wFUfWwvXryIXr16QaPR4Nlnn0VycrLR4xqb6/Pnz6N79+7QaDT43e9+h82bN+vLzB23qmXWtNnS7wRT42eMtWNjSZs2bQy+9Q8AFi5ciPHjx1cpHlFVMeklA9nZ2XjxxRdRUFCAb775Bvfu3UNsbCxOnjwJO7tHv1y8vLywcOFCDB061GC7TqfT/yLNzc3F9OnTMXjwYNy/f9/ivqaUlpZixowZCAgIsLp9Y8eOxbZt26od/80330RmZibu3buHLVu2YNSoUbhz547Fsvv37+tfV65cgZ2dHcLDw6067qMYH1OOHj2qb/fNmzerFCMtLQ0dO3aEo6NjtdtTkTVjY248Nm/erO/f4cOH9dtNzZel9WxuDVhqr6V9be23MbacB+aOYen4H374IY4cOYLU1FTcu3cP27dvh4ODA4CqjW1xcTFefvllDBs2DDk5OfjHP/6BYcOGVRofU3MdERGBl156Cbm5uYiLi8OMGTPwww8/ADD/O6qqZQAsttnc7wRz41eRtWND1JAw6SUDU6ZMgb+/PzZt2oSWLVsCAPz8/LB///46+dalV155BUOGDIGbm5vBdmdnZ8yfPx/e3t6ws7PDH//4Rzg4OODy5csW9zVl48aN6Nq1K5555pka7IF18Z9++mk0adIEAKBSqVBUVIQbN25YLCsvNjYWL774Itq2bWvVcWtrfFQqFX755Rf9z71798bOnTutOoYt0tLS4OfnV+NxAevGprrrpfx8WVrPltaAufZau36s7Xd1mTuGubKSkhIsW7YMmzZtgre3N1QqFXx9ffV9K8/asb18+TJycnIwdepU2Nvbo1+/fnjuuefwxRdfGMQzNdeZmZn405/+BDs7O/j7++OZZ57Bv//9bwDmf0dVtQyA1W2uOA62jJ+txwEe3XlPVB1MekkvIyMDe/bsweLFi2s89qBBg+Dm5mb0tXLlymrHv3r1Ku7evYunnnqqSvvfuXMH7733HhYtWlTttlQ1/qRJk+Dk5ISAgAD07dsXPj4+VpWViYmJwejRo20+bk21/1FLT0+Hr6+vxXq1sfYsjceMGTPQvHlz9O/fH+np6UbrGJuvMsbWszVrwJTq7Ftf/PLLL9BqtYiLi0OLFi3QsWNHbNq0yWhdW8a24peSigguXryo/9ncXEdFRWHnzp3Q6XQ4ffo0srKy0K1bN6uOW50yS20uU34cbBk/W49D1FAw6SW9xMREtG/fHh07djRanpycjNatWyMkJMTgf/HJycmYN2+e2djx8fHIzc01+nr77ber1e6HDx9i1KhRmDNnDlxdXasUIzo6GtOnT7fqClf5JCo2NhaTJk2ymERZE3/9+vW4f/8+EhISMGDAAIMr6+bKgN8SwCtXrmD48OFV7pc5NRWnTFhYmH7M3nzzzSrFsPZKb22sPXPjsXr1avz000/IyspC//79ERYWVum+SVPzBZhez5bWgDnV2deUqpwH1XHjxg3k5eXhypUryMzMxO7duzF37lycOHHCoJ4tY9uxY0e4ublh3bp1KC4uxpEjR3D8+HE8ePBAv4+5uQ4LC8OOHTvg6OiIoKAgrFq1Cl5eXhaPW50ya9psbBysHb8y1h7HWuXP+dpaI0SWMOklvezsbDz55JNm60RERCAxMRFHjhzBJ598gjNnzjyi1hlXXFyM4cOH46mnnsL8+fOrFOPcuXM4c+YMXn/9davql0+iRowYgfXr15tNomyJb29vj5CQECQkJODQoUNWl8XExGDw4MEGf5ht7ZcpNRWnvMOHD+vHbN26dTbvf+/ePWRmZtba7Q3mWBqPwMBAqNVqODk5Yfbs2XBxccHXX39tUMfYfAGW17O5NWBJdfY1xtbzoLqcnJwAAPPnz4eTkxN8fX3xxz/+0apzATA+to0bN8bevXuxb98+PP7443j33Xfx2muv6X8Pmpvru3fvYuDAgVizZg0KCwtx9uxZzJkzB2fPnrV43OqUWWqzqXGwdvxsPY61yp/ztbVGiCxpVNcNoPrD29sb169ft6quo6MjZs2ahf379yMkJMRi/bCwMJNXFObOnYu5c+fa1Fbgtw+XREREQKVSYfv27VW+enX8+HFcvnwZTzzxBAAgLy8PjRo1QkZGBrZu3VqlmNWNr9Pp8OOPP1pVVlpaitjYWPzzn/+slX5VJU75Jyrk5eVZfSxrXbhwAR4eHvr7zs2p6bVn63jY2dkZvE1sar5sWc/m1ocl1dm3LnXo0AEODg4G41JxjKoytr6+vjh+/Lj+56CgIIwaNQqA+bmeNGkSnJ2dMWzYMH2coKAgHD9+HP7+/haPW9UyS202NQ7WjF9Flo5TUW2f90TVxSu9pDd48GDk5eVh2bJl0Gq1KC0txZkzZzBjxgyj9Vu2bGn1J+8PHz5s8Kni8i9zSYdOp0NBQQFKSkoM/g0AEydOxK+//ordu3ejUaPK/38zt295EyZMwI8//ojz58/j/PnzGDJkCCZPnox3333XYr+2bduGsWPHmq1jKX5eXh5iY2P1n9zevXs3kpKS0KtXL7NlZRITE1FcXGzwaCxrjlub47Njxw6UlpYiISEB6enpyM/Ph06nszie1kpLS0OnTp1QUFCgfxUVFRmtW5W1Z25szI1Hbm4ujh07hsLCQhQVFeHdd9/F3bt30bVrV31sU/Nlaj1bswZMtdeafa3ttznWnAfWHMNcWVmCuWzZMhQWFuKHH37Ap59+it///vdVHlvgt9sACgoKoNVqsWbNGpSWliI0NBSA+bnu0KEDtFot9u3bBxHBpUuXcOLECYP7pc0dt6plltpsahysGT9bj1NRbZ/3RNUmROV8//33EhoaKh4eHuLu7i4BAQHy8ccfi4hIUlKSREdH6+smJibK3/72t0rba9KCBQsEgMFr69atkpmZKQDE0dFRnJ2d9a+UlBSL+4qIhIaGyrJly4wec8yYMbJkyRKTbQoNDTU4ZvmXqZjm4ufl5Unv3r3F1dVVNBqN+Pv7y549eyyWlYmIiJCoqCibj2tufMr6aaw/lsYHgEycOFEee+wx6dOnj8yfP1+aNWsmP//8s4iItG7dWk6cOGGxveZMmDChUttfeeWVasUsz9LYlFd+PLKzs+X5558XtVot7u7u0qdPH/nuu+8M6hubL3Pr2Zo1YKq91uxbfp5t6XdVzwNzx7B0/JycHAkPDxe1Wi1t2rSRDRs2VGtsRUSmT58urq6u4uLiIuHh4fLrr7+abHvFtX/kyBHx8/MTtVot3t7esnLlSquOW9WyMpbabOp3gqXxq3jO2zI25s57Y+f8ggULZNy4cSbjEdUGlUiFj2cSmZCcnIyEhAQsXboUBQUFGD58OBYsWKD/gExtfaEDNSwqlQrXr1+v8r1/RNTw8LynhoC3N5BNYmJiEBISgtDQULz22mt44YUXAAC7du1Cv3790K9fP8THx9dxK4mIiIgM8UovEdUoXvEh+u/D854aAia9RERERKR4vL2BiIiIiBSPSS8RERERKR6TXiIiIiJSPCa9RERERKR4THqJiIiISPGY9BIRERGR4jHpJSIiIiLFY9JLRERERIrHpJeIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHj/Cz2bxbIdjzpuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 81818.8 ± 2984.7 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 27.3 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.5 ± 0.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 5985.9 ± 281.0 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 88.7 ± 0.8 $\\mathrm{\\mu F}$   $L$ = 50012177794619.6 ± 5.4919866197565964e+20 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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1if/hAgBDQ0OMGzcOO3fuxLZt27Br1y7k5OQAALp06QJbW1v88ccfCA4OxtChQ8tcGpCQho56fkmj1q9fPzg5OWHo0KH46aef0KpVK7x58wanTp1Cv3790KNHDwCSrw9nzJiBX3/9FWpqavjhhx9gb28vs26stMcxLS0NfD4ft2/fhrKyMvdHNTc3l/uaOjs7G2/evMHt27ehqalZ7l6rnJycYl+/CwQCGBkZFSt7+/Zt+Pv7Y9y4cWjTpg2UlZURERGB7du3l3uyy5s3b/DmzRsuSIqOjsb79+9haWkJfX39Up/bunVrfPHFF5g8eTK2bNkCAJg8eTK+/PJLtGzZkisXHR2N3NxcJCUlIT09nXsd27dvL7fezZs3Y+3atTAwMCjXPcijpKSElStXFuv9trOzg1gsxvr16zF8+HBcuXIF69evlykzatQoHDhwAJ6enli1ahUGDBiArKwsBAUFYcOGDdiwYQPMzc0r3baSXLlyBf/3f//HBf9BQUHc19nleR+3aNEC+/btw6VLl2BoaIjffvsNsbGx+OSTT6q9rVLleQ+Eh4fDxcUFPj4+GDNmDPf+Lul9LQ9jTO6wFCMjIwgEgmLpzs7OcHd3R6dOnWBgYIDo6GjMnz8frVq14v5DMXPmTIwbNw5dunSBk5MTNm3ahFevXskdSlMZEydOxJYtWxAbG4tJkyZBSUny5/jatWsYP348goKC0KVLF/Tt2xeffvopRowYgXXr1qFFixZ48uQJMjIy4OrqCj8/P3To0AH29vbIy8vDoUOHYG1tDRUVFe5aY8eORWBgIJ49e8ZNkiSkUavTEceEVKOylgKTLnVWVFpaGps2bRpr2rQpEwqFzNzcnI0ePZo9efKEMfZxslRYWBiztbVlysrKrGfPnsWWEANQ7LCysuLyY2Nj5ZaRN8mrpPuT9/ymTZtyZQpPeEtMTGQzZsxgDg4OTEtLi2loaLDWrVszf39/lpWVVa5r+vv7y73mjh07yvX85ORkNnbsWKalpcW0tLTY2LFjZZYNk7ZZ3jWkyprQVtEJb4V9+umnxSa8/frrr8zMzIypqqqyPn36cEubFZ7sl5eXx9avX88cHR2Zqqoq09TUZM7OzuzEiRMy9Vf3UmdfffUV09DQYMbGxmzVqlUyZcp6HycnJ7Nhw4YxTU1NZmRkxObMmcO8vb1l3n+9evViU6dOLbOdTZo0Yb/99lu52l7We6Ck93Xh353SSCe8yTukv6NFPxtWrlzJnJycmIGBAVNRUWFWVlbMy8uLxcXFydS9ceNGZmVlxZSVlVmHDh2KTYAr+t5JTExkANiFCxe4tP/++48BYHfv3i3WdgcHBwaAPXz4kEuTvmcK15GSksK8vLyYoaEhU1FRYa1bt2b79u1jjDG2fPly1qZNG6ampsb09PTYwIEDi02Oi4mJYQCYsbExE4lE5XpdCWnIeIzV47WaCKkHdu7cie+++65WhgoQQgghpGbRmF9CCCGEENJoUPBLSD0QFxcns0RV0aMqW6qWJDg4uMTr2dvbl/n8lStXlvj8gQMHVnt7G6qLFy+W+rOvz2rjPWBvb1/iNUrbrIQQQkpCwx4IqQfy8vLw7NmzEvObNWvGTYipLh8+fCi2lJOUUCiElZVVqc9PTk5GcnKy3Dw1NTVulylSuqysLMTHx5eYX9ElvGpTbbwHnj9/LrNLY2FNmjSBlpZWla9BCGlcKPglhBBCCCGNBg17IIQQQgghjQYFv4SQYvr27Qsej1fsGDRoUI1dMyAgAM2bN4eqqio6duwod7eyoj58+IAZM2bAysoKampq6NatG65fvy5TplmzZnLvxcXFpaZuBUDl7qes5/39998YMmQImjZtCh6Ph507d5ZZ35AhQ9C3b1+5ef/99x94PB7OnDlTrrZVlaenJ/f6KykpwdLSEt7e3khJSSlWTt6mD//++y94PB43RKhwfYWPzz77rDZuhxCioCj4JYQUc/PmTaxYsQKvX7+WOf78888aud6+ffswffp0zJ8/H7du3UK3bt0wcODAMif6eXl54fTp09i1axfu3r2L/v37o1+/fjJjaK9fvy5zDzdv3gSPx8OoUaPK3T5PT08sXry4xu+nrOelp6ejbdu23GYr5TFx4kRcuHBB7pjybdu2wcrKSmazlprWr18/vH79Gs+ePUNgYCCOHj0KHx+fKtdX+Dhx4kQ1tpgQ0uDU5SLDhJD658mTJwwAu3TpUq1ds0uXLszLy0smzdbWlvn6+pb4nMzMTCYQCFhYWJhMeocOHdiCBQtKfN7y5cuZjo4Oy8zMLHf7JkyYUO4NKRir3P1U9HkaGhrl2mxEJBIxExMT5ufnJ5Oem5vLjI2N2ZIlS+Q+b/PmzczY2Jjl5eXJpLu7u7PBgwczxhiLiIhgn376KdPQ0GDa2tqsc+fOcjdzkJK3Ec3MmTOZvr5+meUYY+z69esyG46UtbENIYTIQz2/hBAZN27cgEAgqNC2t6UteSU9SvraPzc3Fzdu3ED//v1l0vv3749//vmnxGvm5eUhPz8fqqqqMulqamq4dOmS3OcwxrBt2zZ4eHiUu+e0oip7P5V9XlmUlJQwYcIE7Ny5E2KxmEs/evQokpKS8PXXX8t9npubG1JTU3H27FkuLT09HYcPH4aHhwfy8vIwdOhQdO/eHVFRUbh69SpmzJghdzvhkjx9+hSnTp2CUCis9P0RQkhFVe/aSYQQhXfjxg3k5+fD2NhYJn3gwIEICQmR+5wpU6aUOYygpGWvkpKSkJ+fjyZNmsikN2nSBH/99VeJ9WlpaaFr165Yvnw52rZtCxMTE/zxxx+4fPlyicuDnT17FrGxsZg0aVKpba2Kyt5PZZ9XHhMnTsTq1avx119/ccH1tm3b0L9/f1hYWMh9jp6eHgYNGoTg4GB88cUXAICwsDAoKSlhyJAhSEtLw/v37zF48GDY2NgAAFq1alVmW06dOgVNTU3k5+cjOzsbALB27doSyxVWOHgvrdzUqVOxevXqMttCCGmcKPglhMi4efMmRowYgVWrVsmk6+jolPgcfX196Ovr13TTitm9eze++eYbmJubQyAQoEOHDnB3d8eNGzfklt+6dSs6d+6Mdu3alVrvypUrsXLlSu48JycHPB4Pa9as4dJOnjyJHj16VM+N1DA7Ozv06tUL27dvR//+/fHq1SucPn26zDHcHh4emDBhAjIzM6Guro7g4GCMGDECqqqqUFVVhaenJwYMGIC+ffuib9++GDlyJCwtLUuts2fPntiyZQuysrKwdetWxMTEYNq0aSWWK+zevXsYNmxYmeV0dXVLbQMhpHGjYQ+EEBk3b96Ek5MTbG1tZQ4jI6MSn1OVYQ+GhoYQCATFNtx4+/YtTExMSm2rjY0NIiIikJ6ejhcvXuDatWsQiUSwtrYuVjYhIQGHDx8uV6/vlClTcPv2be4YMmRIsbROnTpV6/1U5XUoj4kTJyIsLAzJycnYuXMn9PX1MXTo0FKf4+LiAiUlJRw+fBgJCQn466+/4OHhweXv2LEDV69eRc+ePXHkyBG0bNkSp0+fLrVOdXV12NrawsHBAf/73/+QmZmJZcuWlViu8GFubl6ucoaGhuV8VQghjREFv4QQTmxsLJKTkys03hcoHizKO0oKFpWVldGxY0eZsaWAZIhCt27dynV9DQ0NmJqaIiUlBadPn5Yb1O3cuRMqKipwd3cvsz59fX2ZYEpLS6tYWkljhit7P9XxOpRm5MiRUFVVxZ49e7B9+3aMHz++zLG2KioqcHNzQ3BwMPbt2wcTExM4OzvLlGnXrh3mzZuH8PBwODs7Y9euXRVql7+/P1avXo1Xr15V9JYIIaRSaNgDIYQjHS5gYmKCN2/eyOQZGhqWuMVyVYc9zJw5E+PGjUOXLl3g5OSETZs24dWrV5gyZQpXZsOGDdiwYQMePHjApZ0+fRpisRitWrXCkydPMGfOHLRq1arYJC7GGAIDA/HVV18VGx9aEyp7P2U9Lz09HU+ePAEgGf8aFxeH27dvQ19fv8zhBmpqahgzZgwWL16MlJQUTJw4sVz34uHhgb59+yI2Nhbu7u7g8yV9JrGxsdi8eTO37vDTp09x584deHt7V+i1cnZ2Rps2bbB8+XIEBARU6LmAZEhK0feqQCAo9ZsKQkgjV9fLTRBC6g9fX18GoNjB4/FYSkpKjV5748aNzMrKiikrK7MOHTqwiIgImXx/f39W9CNr3759zNramikrKzMTExM2depU9v79+2J1nz9/ngFgV69erVTbKrrUGWOVu5+ynnfhwgW5P58JEyaUq003btxgAFi3bt3KfR9isZhZWVkxACwqKopLf/PmDRs2bBgzMzNjysrKzMLCgs2ZM4fl5uaWWFdJS5MFBwczZWVl9uzZs1LLyVvqTN7r0bRp03LfHyGk8eExxlitRtuEEEIIIYTUERrzSwghhBBCGg0KfgkhhBBCSKNBwS8hhBBCCGk0KPglhBBCCCGNBgW/hBBCCCGk0aDglxBCCCGENBoU/BJCCCGEkEaDgl9CCCGEENJoUPBLCCGEEEIaDQp+CSGEEEJIo0HBLyGEEEIIaTQo+CWEEEIIIY0GBb+EEEIIIaTRoOCXEEIIIYQ0GhT8EkIIIYSQRoOCX0IIIYQQ0mhQ8EsIIYQQQhoNCn4JIYQQQkijQcEvIYQQQghpNCj4JYQQQgghjQYFvw3I999/j8WLF5da5uLFi9DU1ER+fn7tNKoCzM3NsXPnzrpuBiGElKo8n7X1iaenJzw8PKpUR33+20FIRVHwq2B27NgBHo8HX1/fYnmLFi3C+vXrER8fX+Lze/TogfT0dAgEgppsJqlmixcvRvfu3eu6GYQ0eM7OzlBWVoampiY0NTXRtGlTfPfdd8jKyuLKlOezVpHJC5bpbwdpSCj4VTABAQEwMDDA9u3bkZOTI5NnbGyM/v37IyAgoI5aR+oSYwx5eXl13QxCFN7cuXORnp6O9PR0REZG4ty5c1i6dCmXXxeftbm5ucXS8vPzIRaLa60NhDQUFPwqkOvXr+Pff//Fnj17kJqaipCQkGJlvvjiCxw6dKjEOsLDw8Hj8bggSdqj6OfnB1NTU2hra2Pu3LlISUnB6NGjoaOjg2bNmuHw4cNcHTt37oS5uTl+/fVXmJubw8DAAN988w3S09O5Mu/fv4e3tzesrKxgYGCAQYMG4enTp1x+eno6Jk6cCAMDAzRt2hS//vqrTDuzs7Ph5uaGpk2bQktLCy1btsTGjRtlyjRr1gxLly7FoEGDoKWlBRsbG4SGhsqUOX78OD777DPo6enBwMAAI0eO5PLi4+MxZswYNG3aFMbGxnB3d0diYmKJr92FCxfQqVMn6OjowMDAAE5OTkhJSQEg6SkZNWoUvLy8oKurC0tLS/z0008yz3/w4AG+/PJLNGnSBE2bNoWPjw8yMjK4/OTkZPj4+KB58+bQ0tJCq1atcPr0aQQHB2PlypW4fPky1xt18eJFPHv2DDweD9u2bUO7du2grq6Of//9V26vjbOzMxYuXMid83g8/Prrr+jatSs0NDTQrl073L17FyEhIWjZsiW0tbUxcuRImZ8pIY1Rs2bN8MUXX+DOnTsy6WV91gLA5cuX0adPHxgaGkJfXx+9e/fmepDj4+MxatQoNGnSBE2aNMHo0aPx6tUr7rnSzxRvb28YGRlh6NCh3Of3n3/+iRYtWkBdXR0JCQllft4W5efnhxYtWkBLSwsWFhb4/vvvkZmZCQBYuXIlgoODsW/fPu7zJi4urtjfjvz8fPz8889o0aIFdHR00KlTJ5w8eZK7hrT8gQMHuGt9/vnnDba3nCgYRhSGp6cna9++PWOMsdGjR7OuXbsWK3P9+nUGgH348EFuHRcuXGAAmEgkYowx5u/vz5SUlNj69etZbm4uu3btGlNSUmIdO3Zkf//9N8vPz2e//PIL09PTYxkZGYwxxnbs2MEEAgHz9PRk6enp7OXLl6xTp07My8uLMcaYWCxmzs7ObMyYMezdu3csOzubzZ07l7Vu3Zrl5uYyxhibNGkS++STT9iLFy9Yeno68/T0ZAKBgO3YsYMxxlhmZibbvn07S0lJYfn5+ezYsWNMWVmZnTp1irsXKysrZmFhwW7cuMG1U0tLi6WmpjLGGDtz5gxTVVVl+/fvZzk5OSwrK4v99ddfjDHGsrOzWcuWLdmsWbNYeno6+/DhA/Pw8GD9+vUr8fU3MzNj27dvZ2KxmOXk5LB//vmHpaenM8YYmzBhAlNSUmKbNm1iubm57PLly0xPT4/t2bOHMcZYYmIiMzQ0ZGvXrmXZ2dksMTGR9e3bV+Y169GjBxs4cCB7/vw5E4vFLCYmht2/f5/7OTk5Ocm0JzY2lgFg3bp1Y3FxcSwvL49lZ2ezCRMmsLFjx8qU7dWrF1uwYAF3DoC1b9+ePX36lOXk5DA3NzdmbW3NPD09WVpaGnvz5g2ztrZmK1euLPH1IKQhKvq78uTJE9ayZUu2atUqmXJlfdbeu3ePqaqqsg0bNrCMjAyWk5PDLly4wLKzs1leXh5r3749++qrr9j79+9ZSkoKc3NzYx07dmR5eXmMsY+fKdu2bWO5ubksIyOD+/x2dXVlSUlJXF1lfd4W/UwICgriPmfu3bvHbGxsmK+vL5cv7zOk6N+ONWvWsKZNm7IbN24wkUjE/vjjDyYUCtmNGzdkyo8ZM4a9f/+evX//nnXr1o2NHz++sj8aQqoNBb8KIjk5mampqbGAgADGGGPnzp1jANjt27dlyj169IgBYM+fP5dbj7zg19raWqZM+/bt2bfffsudJyUlyVxrx44djM/ns/fv33NlTpw4wYRCIcvLy2M3btxgQqFQ5o9CXl4eU1VVZRcvXmT5+flMRUWFHTlyhMt///494/F4XPArz5AhQ9jMmTO5cysrK7ZkyRLuPD09nQFgV65cYYwx5uLiwqZOnSq3roMHDzIzMzMmFou5tJcvXzIA7MWLF3Kf06xZM7ZgwQL28uXLYnkTJkxgHTp0kEmbO3cu69OnD2OMsV9++YV99tlnMvmXLl1iysrKLC8vj12/fp3xeDyWkJAg99qlBb+F/0MgbUt5gt+goCDuPCwsjAFgr1694tK+++475urqKrc9hDRUvXr1YioqKkxHR4dpaGgwAKxHjx4sLS1NplxZn7VTp05lLi4ucvP++ecfxuPxWHJyMpeWlJTEeDweu3z5MmNM8ntc9DND+vn94MEDLq2sz1tpXUU/Ewpbu3atzOdXeYLfFi1asPXr18uUGTJkCJs8ebJM+cKvz4YNG1irVq1KbAchtYWGPSgI6US3sWPHAgB69+4NW1vbYmPOUlNTAQD6+vrlrtvU1FTmXENDQyZNQ0MDAPDhwwcuTU9PDzo6Otx58+bNIRKJ8PbtWzx+/Bh5eXkwNzeHrq4udHV1YWBgAAB48eIFEhMTkZOTg+bNm3PP19HRkWlzTk4OZs+ezX2lpquri5MnTyIhIUGmrWZmZiW2MzY2Fi1btpR7z48fP8bbt2+hp6fHtdHe3h4qKiqIi4uT+5wjR47g6dOn6NixI2xtbeHv7y8zxrbw/UjPX7x4wV3vxo0b3LV0dXUxaNAg8Hg8vHnzBrGxsdDT04ORkZHca5em6HXLS97PuGha4Z85IY3F7Nmz8f79e6SnpyMhIQFNmjTBgAEDZMqU9Vlb2ufPixcvoK+vDz09PS7NwMAAenp6Mp8/Jf1uF04v6/NWns2bN6NDhw4wMDCAjo4OFixYUOyztSwvXryAjY2NTJqtrW2xz8+in9H0mULqA6W6bgApG2MMmzZtQm5uLlq0aMGlp6amIjg4GD///DO0tbUBAHfv3kXLli2hqalZo21KSUlBamoqFwA/e/YMQqEQTZo0gYmJCZSVlZGYmAihUFjsuWKxGCoqKnj27Bnatm3L3Yt0/CwArF27FkePHsXRo0dhZ2cHPp+PoUOHgjFW7jY2a9YMjx49kptnYmICKysrxMTElLs+BwcH7N27FwBw+/ZtDBgwAObm5pg0aRL3GhT27NkzmJubc9fr3r07zp8/X2JbU1JSkJSUBENDw2L5fH7J/08tmqelpYWXL1/KpBUeS0gIKT8jIyNMmDABgwcPxrt377jAsqzP2tI+fywsLJCSkoKUlBQuAE5OTkZKSgosLS25ciX93hdOL+vztqjLly/ju+++w5kzZ9C9e3cIhUKsW7cOv/zyS5nXLXoPRT8/Y2JiZNpPSH1FPb8K4OzZs3j8+DHOnDmD27dvc4d0AsauXbu4sqdOncKwYcNqvE08Hg+zZs1CRkYGXr16BX9/f4wbNw4CgQDdu3dH27Zt4e3tzfUmpKSk4ODBg8jMzASfz4eHhwcWL16M+Ph4ZGRkYNasWeDxeFz9qampUFFRgZGREcRiMUJCQnDmzJkKtXH69OnYtm0bDh48iNzcXGRnZ+PcuXMAgOHDh0MkEmHRokVcD05CQgL27dsnt67c3Fzs2LGDmxCno6MDgUAAJaWP/3+MiopCYGAg8vLycO3aNWzduhVff/01AODrr7/GrVu3EBAQgMzMTDDG8OLFC4SFhQEAOnXqhG7duuHrr7/mAtfY2Fj8999/ACR/4OLi4pCdnV3mfXfq1AkXLlzAgwcPIBKJsH79esTGxlbotSOESKSkpGD37t2wsLDgAl+g7M9ab29vnD17Fps2bUJWVhZEIhEiIiKQk5ODLl26oG3btvjuu++QlpaG1NRUTJ06Fe3bt0fnzp0r1L6yPm+LSk1NhUAggJGREYRCIW7evIkNGzbIlDExMUFMTEypa/p6eXlhzZo1uH37NvLy8rB//36cOHECXl5eFWo/IXWBgl8F8Pvvv6Nfv37o3bs3TExMuMPOzg5eXl74/fffAQCJiYk4ffo0pk6dWuNtMjExgYODA1q0aIG2bduidevWWL9+PQBAIBDg7NmzUFdXx6effgotLS20a9cOoaGhXIC7bt06ODg4cHU4ODjAxMSEq3/27NmwsLCAlZUVzMzMcO7cObi6ulaojf3798cff/yBVatWwcjICObm5ti8eTMASe/o5cuXERcXBwcHB2hra6Nbt274+++/S6zvwIEDsLe3h4aGBnr16gVPT09MmDCByx82bBiuXLkCQ0NDjBgxArNnz+ZWXbC0tMTly5dx9uxZ2NjYQFdXFwMGDMDdu3cBSP4zcfjwYZiamqJr167Q0tLCoEGDuK8tR48ejZYtW8LMzAy6urq4dOlSie0cO3YsvvrqK3Tr1g0WFhZ4//49nJycKvTaEdKY/fTTT9xKBy1atEBmZqbMSgbl+axt27Yt/vrrL/zxxx8wMzNDkyZNsHTpUojFYggEAhw7dgw5OTmwtbWFnZ0d8vLycOTIkQqvo1uez9vC+vfvjylTpsDZ2Rk6OjqYP3++zOcYAHz77bcAAENDQ+jq6sodCjZz5kxMnToVI0eOhL6+PlavXo1Dhw6hU6dOFWo/IXWBxyryPTKp16ZNmwY9PT0sWbKkRq+zc+dOLFy4sNhX642Zp6cn8vLysGfPnrpuCiGkhtXWZy0hpGbQmN8G5H//+19dN4EQQho8+qwlRLHRsAdCCCGEENJo0LAHQgghhBDSaFDPLyGEEEIIaTQo+CWEEEIIIY0GBb+EEEIIIaTRoOCXEEIIIYQ0GhT8EkIIIYSQRoPW+ZXDxMQEGRkZtEc5IfVIXFwcNDQ08ObNm7puikKjzzdC6if6jKs9FPzKkZGRAZFIVNfNqDZpaWl4+fIlmjZtCh0dHQBAfn4+kpOTuTL6+vpIT09HfHw8zM3Noa2tXXql+fnAkyeSf5WUAFtbgF8/v0iQd68V3UJUUTTkexWJRMjIyKjrZii8jIwM5ObmorZWuczLy0NKSgp3rqenByWlhvenp67uM78WVyvNz8vH+0L3qKunB4FS7Xy+PHpWiwEhEwN5uR/PlZQBXi38fcvJrPlrEAAU/Mol7RG5f/9+HbekeoSHh6N3796YPHkyFi1aBEByb23btuXKXLhwAYcOHYKfnx92794NZ2fn0iudMgV4+FDyePdu4Kuvaqj1VSfvXu3t7euwRTWnId9rQ7mPumZpaQnGGG7cvFkr14uOjkanjh2581OnT6NNmza1cm1eLQaG0dHR6NipE3d++tSpWrnP97niGr+G1MP/ouHctQt3fvDYCbRsXTs/S0vn72vlOgDAslKQ9zCMO1ey/QI8Nb0av67oQSgsLc1q/DqExvw2Ck5OTjAxMUFgYGCJPdoikQiBgYEwNTWFk5NT6RVevgxs3ix5/PnnwOjR1dxiQgghhJCaQcFvIyAUCuHj44O4uDh4eXnJDYD9/PwQFxcHHx8fCIXCkivLywO8vSWPVVSAjRsBHq+GWk4IIYQQUr1o2EMj4evri6tXryIoKAjh4eEYMmSITP7Ro0fh4uKCefPmlV7Rb78BUVGSx/PnA3Z2NdRiQgghhJDqRz2/jYRQKERoaCiWLVsGkUiEDRs2yOR///33CA0NLb3X98ULoGDMMOzsgLICZUIIIYSQeoaC30ZEKBRi4cKFeP78ObZv3y6TN3ny5I+Bb0gIIG9s8IwZgHS2/ejRkmEPhBBCCCEKhIY9NEJCoRAuLi7w9/fn0oyMjCQPQkKAUaMANzcgOBiQBsTHjwOHDkkeW1oCy5cDjo6ScvWckZGR/HttgBrTvRLFYGhoiPkLFsicN0SGhoZYMH++zHlDY2BoiFnzfpQ5b5CUVMFv0l7mnDQsPFZbiz0qEOmSSg1lqbMKEYmAsWMlQbA0ABaJAHt74NkzSTAsEhUPjgmpYY3697Ia2dvb1+pSZ3WpNpc6qyu1udRZXarNpc7qiuhBKNpYm9FnXC2gnl8iSyiUBLWAJAAGgObNJYEvQIEvIYQQQhQaBb+kuKIBcOGlzEaOpMCXEEIIIQqLJrwR+aQBcJMmgPSrw969gb17KfAlhBBCiMKi4JeU7MIF4O3bj+e6unXWFEIIIYSQ6kDBL5EvNxf46ivJY4EAGDgQCA2VTIYrYYtkQgghhJD6joJfUpxIBPTqBaSkSM59fYHDhyUT3UJCKAAmhBBCiMKiCW+NgEgkQmRkJJKTk6Gvrw8nJ6eSd3ITiQB3d+DKFcm5oSEwd678VSBo4hshhBBCFAwFvw2YSCTCqlWrEBAQgDdv3nDppqam8Pb2hq+vb/EgOCwMOHjw47mfH6CtLXlcNAB2c1OITS4IIYQQQqQo+G2gRCIRXF1dceLECVhaWmLp0qWwsbFBTEwMAgMD4efnh6tXryI0NFQ2AB44UBLspqVJ1vedPFm2YmkATIEvIYQQQhQQBb8N1KpVq3DixAmMHz8egYGBMgGur68vvLy8EBQUhNWrV2PhwoUfn7h2rSTwBYAVKwBl5eKVC4UU+BJCCCFEIdGEtwZIJBIhICAAlpaWxQJfABAKhQgMDISlpSUCAgIgkk5eS0gAfv5Z8rhDB2D06FpuOSGEEELqyu+//44OHTpAKBRi8eLFJZYTi8WYMWMGdHV10aRJE6xbt672GlkNKPhtgCIjI/HmzRt4eXmVOLFNKBTCy8sLr1+/RmRkpCRx2TIgPV3yePVqgE9vD0IIIaSxMDU1xeLFizFixIhSy23atAnh4eF49OgRLl26hDVr1uDcuXO11Mqqo2EPDVBycjIAwMbGptRy1tbWH8vHxACbNkkyPv8c6NevRttICCGEkJqRkJCAxMREuXlGRkYwNjaWm+fq6goAOHHiRKn17969G7Nnz4axsTGMjY0xadIkBAUFoW/fvlVqd22h4LcB0tfXBwDExMSUWu7p06cfyy9cCOTlSTJWrarR9hFCCCH1DctOBU9Vp9L5dWnIkCEyf/MTExNLDH5btGiBhw8fVul60dHRcHR05M4dHBxw7NixKtVZm+h77QbIyckJJiYmCAwM/DietwiRSITAwECYmprCSU0N+PNPSYa7u2S8LyGEENJI5L++hbyHYRCnvpCbL059gbyHYch/fauWW1Y+MTExiP7vAf57+gr/PX2FxJQPJZZNkW5gVQXp6enQli6DCkBbWxvp0mGTCoCC3wZIKBTCx8cHcXFx8PLyKhYAi0QiTJw4EXFxcfDx8YFQutqDUAgsX14HLSaEEELqBstOhTjhDsDEyH92vlgALE59gfxn5wEmhjjhDlh2ah21tHQ8FR0otx0N5bajITCyr9FraWpqIk26MhSAtLQ0aGpq1ug1qxMNe2igfH19cfXqVQQFBSE8PBxeXl6wtrZGTEwMtm3bhri4OLi4uMC3Y0dg0SLJk6ZMAQrGARNCFEdMTAxatmyJ9PR0qKqq1nVzCFEoPFUdCJr14QLc/GfngWZ9wNexkAl8weND0KxPvR36AB7A4wsAAEomDhAY2BUrInp8ghsaWRVt2rTB3bt3uaEP9+7dg719zQbc1YmC3wZKKBQiNDQUq1evRkBAAPz8/Lg8U1NTLFu2DPPmzIFS166SRC2tj0EwIUShREVFoWXLluUOfPPy8hAdHS03z9DQsMTJMIQ0VHwdC6BIAMz07SBOfiwT+PJ1LKp8LSbKAvKyi2eI85Gfn1+FmnngCwvW5hfKWaMfgIivBIFAUGINeXl5yMvLQ35+PvLy8pCdnQ2hUFjsOR4eHlizZg369++P1NRUbN26Fbt27apC22sXBb8NmFAoxMKFC+FrY4NIIyO8S0uDvr4+nJycJEug7d0L3CoYvzRwIGBkVLcNJoRUSlRUFNq1a1fu8ikpKejUsaPcvPkLFshufENII1E0ABa/K5gUVo2BLwCIkx5A/Pa23Dzpak2VwePxwOeXHNhKy5Rm+fLlWLJkCXe+YsUK7NixAzY2Nhg4cCA3rtfb2xuPHz+GnZ0dlJWV4evrqzArPQAU/DZ8ISFQGjMGvdzcJNsSS9f9zckBFiyQPFZRAfbvB0aOpJ3bCFFAd+7cwaefflrXzSBE4fF1LCQ9vu8+robA17ertsC3ZvHAV5Lf41u4TGkWL15c4uYWhSe08fl8rF+/HuvXr69YE+sJmvDW0Lm6SgLakBBg7FhAOvlt82bg2TPJ45wcSZmC9f0IIYqloj2/hBD5xKkvJEMdCqclPy5xFYh6hQfw+PxSjzJi30aDen4bOqFQ0uMLSAJgAPj9d2Dp0o9lRoyQ7RUmhCiMtLQ0PHv2rELBr56eHk6dPi03z9DQsLqaRohCKTq5jV9ozG/hSXBVxTdsBb5us2LpebHnqjgZjcdNeCutDKHgt3EoGgDfuQO8eyc5/+wz4I8/KPAlREHdvXsXBgYGMDMzK/dzlJSU0KZNmxpsFSGKRd6qDnwdC/C0LeSuAlEVPKEaIFQrnsEXlDoZrcx6eWUPeyhrzG9jQcMeGgtpAOziAkh3dtHVBSIiKPAlRIFFRUXB3t4e2dnZ3JGbm1vXzSJEYbDsVLmBLyAZAyxo1gfg8T+uAlFP1/kFAJ5AUOpBJCj4bWwKb3lsbw/Q/wIJUWhRUVGIiIiAmpoad4wePbqum0WIwuCp6oBv7Fjiqg6FA2C+sWM9XudX0vNb2kF/8yUo+G0sRCJg9GjgwQPJua4uEBkpOwmOEKJwNm/eDMaYzBEaGlrXzSJEoQhMP4FSS9cShzTwdSyg1NIVAtNParllFSFZ6qy0g8b8StCY3wZIJBIhMjISycnJknV9u3SB0NMTKPwHcfNm4MCBj5PgaMIbIYSQRqysHt162+NbgFdoh7fSyhAKfhsUkUiEVatWISAgAG/evAEg+QEfVFXFkOxsMFVV8LKzgVatJGv6DhsmeSIFwIQQQoiCq/o6v40FBb8NhEgkgqurK06cOAFLS0ssXboUNjY2UD58GEP278e/ADplF2ynOG8ewOdLjsKrQLi50SYXhBBCiCLilWOpM+r6BUDBb4OxatUqnDhxAuPHj0dgYKBk+2IAGDMGeUOGwGLKFCA9Hak6OtAZO/bjE6WrQFDgSwghhCgwHvhC6vktD5rw1gCIRCIEBATA0tJSNvAtoCQQoEnBtoQ/M4Zi09uEQgp8CSGEEAUmHfNb6kGxLwAKfhuEyMhIvHnzBl5eXsUCXzAG/N//AQAyNDSwNi0NkZGRddBKQgghhNQcXpnBL/X8SlDw2wAkJycDAGxsbIpnnjgh2dENwONBg5BVqDwhhBBCGggeIFBSKvWg2FeCxvw2ANK9wGMKb2ABSHp9V66UPNbSwhlbW5nyhBBCCGk4eHyKbsuDen4bACcnJ5iYmCAwMBCiwhtWXLwI/PMPACB/yhRsDA6GqakpnJyc6qilhBBCCKkJPPDA45VxUNcvAAp+GwShUAgfHx/ExcXBy8vrYwBcMNaXqapiemws4uLi4OPjU3xcMCGEEEIUGw8QKPFLPSj2laDgt4Hw9fWFi4sLgoKCYGtri63e3sCpUwCAICUlbDxwAC4uLpg3b14dt5QQQgghNYHH55V6EAkKfhVdSAggEkEoFCI0NBTLli2DSCSCzqZNAIA8AA/4fCxbtgyhoaHU60sIIYQ0QDweIBDwSz1oqTMJCn4VWUgIMGoUMHYsFwAvXLgQz8+ehVvBO1zUpAn+Ly0NC1u2pMCXEEIIabBK7/WV9PxS9AvQag+KzdVVsjlFSIjkPDgYEAohXLtWstIDALW3byVlXF3rrJmEEEIIqXl8GtpQLhT8KjLp1sTAxwB41SogKOhjGTc3LigmhBBCSMPE4wF8QenBLw17kKDgV9EVDYBv3gTy8iTnfftS4EsIIYQ0EtTzWz71bszv77//jg4dOkAoFGLx4sVc+vHjx9GtWzfo6OjAzMwMM2fOlFnTNiYmBk5OTlBXV0eHDh0QFRXF5YnFYsyYMQO6urpo0qQJ1q1bV5u3VPOkAbCLCyDd6MLICDh5kgJfQgghpDHgAXwlfqkHDfmVqHfBr6mpKRYvXowRI0bIpKelpWHx4sV48+YNoqKicP36dfz8889cvru7O/r164fk5GRMmjQJw4YNQ15BD+imTZsQHh6OR48e4dKlS1izZg3OnTtXq/dVk0QiESIiIpBasI0xAKBFi7prECGEEEJqFQ888HmlH7TJhUS9G/bgWjAx68SJEzLp7u7u3GM1NTWMGzcOR48eBQA8fPgQ0dHRuHjxIlRUVODt7Y3Vq1fj4sWL6N27N3bv3o3Zs2fD2NgYxsbGmDRpEoKCgtC3b98S25Gfn4/79+/LzTMyMoKxsXEV77TqRCIRVq1ahS0bN2Lt27fQKUj/wONBKzISYnd38P/4g3p/iUJJSEhAYmJisfScnBwoKdW7jyxCCKk3aC3f8lHYvyR///037O3tAQDR0dFo0aIFVFRUuHwHBwfcv38fvXv3RnR0NBwdHWXyjh07Vmr9ycnJaNu2rdw8f39/mSEZdUEkEsHV1RVnTpxAqLo6viyU97OODtq+f49RBw9SAEwUTkBAAJYsWSI3z8jIqJZbQwghCqJgh7eyypB6OOyhPA4ePIhz585h5syZAID09HRoa2vLlNHW1kZ6errc/MJ5imrVqlU4c+IEIq2s8GVmJtCkiSRDSwuLYmJwysMD+wHwDx7k1gEmhBBCSMPF4/FKPYiEwgW/Fy5cgLe3N44ePcoNPdDU1ERaWppMubS0NGhqasrNL5yniEQiEQICAuBlaIguz58DAwcCb99KMidMgFBfH5u3b8ePFhY4oqoqWQUiLKxO20wIIYSQmsPjATx+GQfFvwAUbNjD1atXMWrUKISEhKBTp05ceps2bfD48WPk5ORwQx/u3bvH9Qy3adMGd+/e5YY+3Lt3jxsyURJ9fX1cuHBBbl5df/UaGRmJN2/ewGzpUqBVK+DSJcnKDgDg4wMAEAqF8Jw0CSP8/HDb3x/2bm512GJCys/Hxwduct6vQ4cOpTG/1ahgH5yGrRH8pbd0/r6um1Ar4sJ/q+sm1Lhen12uYg28soc90LgHAPUw+M3Ly0NeXh7y8/ORl5eH7OxsCIVCREdHY/Dgwdi2bRucnZ1lntOyZUu0bt0aq1atgq+vL3bt2gUej4cePXoAADw8PLBmzRr0798fqamp2Lp1K3bt2lVqOwQCQZkBcl1JTk4GANjY2ACDBgGTJkky+vQBWrfmyllbWyMPwENHR9TPOyGkOOnE1KIKj+knhBBSHA1tKJ96F/wuX75cZrLLihUrsGPHDkRERODdu3cYM2YMl9ejRw+cLOjx3Lt3LyZMmIBVq1ahVatWOHToENdL5O3tjcePH8POzg7Kysrw9fUtdaWH+k5fXx+AZG1j7N0LpKZKMqZOlSn39OlTmfKEEEIIaZh45ZjwRrGxBI+xRvHlV4VIe3xLWuqsrolEIlhaWkJZKMQzPT3w7twBzM2B2FigIOAXiUSwtbWFSCTC8+fPIaTVHoiCq++/l4rC3t4ejDH8e+NmXTelxjWGP/Q6XX3qugm1onEMe+gEJT6/Up9x9vb2eJ6cCadFe0otF7nMA1b66o3+c1ThJrwRyXheHx8fmL94IQl8AWDyZJnAd+LEiYiLi4OPjw8FvoQQQkgDx+MBAj6v1KMx/IewPOrdsAdSPr6+vuixaRPw6hVyAWz48AFNgoMRExODbdu2IS4uDi4uLpg3b15dN5UQQgghNYwHHpTLGvZAE94AUPCrsITJyehVsAvWcVVVzPrpJy7P1NQUy5Ytw7x586jXlxBCCGkMCnp+yypDKPhVDCEhgKur7C5tW7eCV7BxxeBjx3Dv4kU8dHSEvr4+nJycKOglhBBCGhEeAJUye34JQGN+67+QEGDUKNld2vLygM2bJY8dHaG0eTPslyzB8Px8ODs7U+BLCCGENDI05rf8KPit71xdATc3SRAsDYCPHAFevpTkC4WSPDc3SVlCCCGENEI8CPj8Uo+y+n4TExPh4uICDQ0NtGzZEufOnZNbztPTEyoqKtDU1ISmpma93RehJDTsob4TCoHgYMnjkBDJvwVjfSEUAjduSALf4GDZYRGEEEIIaTR4PHAT3rJSk5GVllKsjDgvF/n5JccKU6dOhYmJCRITE/HXX39h1KhRePz4sdz9AhYtWoSFCxdW3w3UIgp+FYG8ABgARCIk9OoFvZ07aagDIYQQ0ojx8HHC239n9+NGyGa55ZLFRnLT09PTERYWhqdPn0JdXR1DhgyBg4MDDh8+jK+//rqmml0naNiDohAKIdq5E8l6elzSGQBNIyJgZWuLZcuWQSQdE0wIIYSQRkfA40HA44Ffialtjx8/hqamJszNzbk0BweHEjfEWLduHQwMDNCtWzdERERUus11gYJfBSESiTDa1RWaKR+/xmjdqRMW+/tDKBTCz88Pw4YNowCYEEIIaYR4PMk6v8pK/LKXPJMjPT0d2traMmna2tpIT08vVnb69Ol48uQJXr9+jalTp2LIkCF4/vx5pdte22jYg4L4acUKzD57FsrShM6dYXH9OhY0b465//0HL29vBAUFYfXq1Qo7BocQQgghlcMDoFQQ9HZw+QqtewwoViZ0+ffQ11GX+3xNTU2kpaXJpKWlpUFTU7NY2U8++YR7PHbsWOzevRtnzpzBpEmTqnAHtYd6fhWAKDMTDqtXo5s0QUsL+OsvbhUIoacnAn//HZaWlggICKDeX0IIIaSRkU54U1biQ8/QCGbWLYodSsrKEAgEcp9vZ2eH9PR0xMfHc2n37t0r10oOfD4fjLFqu5eaRsFvfScSIWXQIAzJzoZYmjZ6NKCtLZkEVygA/vbrr/H69WtERkbWZYsJIYQQUsukE95KXee3lOdrampi6NCh8Pf3R1ZWFo4dO4Y7d+5g6NChxcoePHgQGRkZyMvLw759+3Dx4kX069evxu6tulHwW9+FhcE4IgK3UOiHNWGC5F/pKhAFAXDP5GQAQHLBv4QQQghpJHilB74CPg9l7XIREBCAV69ewcDAADNnzsS+ffugr6+P4OBgmR7gdevWwczMDAYGBli7di3CwsJgbW1d03dYbWjMb33n5ob7/v4QL1kiObe2BpycPuYXCoDDHzwAALnr8RFCCCGk4eLh4zq/pZUpjZGREU6cOFEsfezYsRg7dix3funSpUq0sP6gnl8F0GLoUHQseJw/dmzx/7kJhRC5uiIwMBCmpqZwKhwcE0IIIaTBo+2Ny4+CXwUg3LuXezzv3r1iE9pEIhEmTpyIuLg4+Pj40IYXhBBCSCPDw8elzko6Sh/123jQsIf6Li8P2LMHAHBPXx+/hIYixNYWXl5esLa2RkxMDLZt24a4uDi4uLhg3rx5ddxgQgghhNQ6Hspe35diXwAU/NZ/f/0FvHkDAGj1f/+HZQkJCAgIgJ+fH1fE1NQUy5Ytw7x586jXlxBCCGmEeJDs8FZWGULBb/0XFCT5V1UVSqNHY6GODubNm4fIyEgkJydDX18fTk5OFPQSQgipESw7FTxVnUrnk9ojrMTObo0RBb/1RUgI4OoqWb1BKjUVCA2VPB46FDhzBnBzg1AohLOzc120khBCSCOS//oWxAl3IGjWB3wdi2L54tQXyH92HnxjRwhMP5FTA6ktPAD8MoJfCo0lKPitD0JCgFGjJOv1Bgd/DIBDQoDsbMnjV68kZfbvl5QjhBBCahDLToU44Q7AxMh/dh4oEgBLA18wMcQJd8DXs6Ye4LrEK3vYgyJGv0+fPsWNGzfw4cMHmfRvvvmm0nVS8FsfuLpyG1UA+BgAFxrygIsXkdCrFyIZg154OA11IKQBS0pKwpIlSxAWFobU1FRYWFhgwoQJmDVrVolbkxJS3XiqOhA068MFuIUD4MKBL3h8CJr1ocC3jvHAK3PYg6Kt9rBp0yZ899130NfXh4aGBpfO4/Eo+FV40o0qgI8B8LJlwMWLksfZ2TiiqooRERHIi4gAIJnk5u3tDV9fXwqCCWlAEhIS4OTkBGdnZ1y9ehVmZmaIiorCokWLMGfOnGq5Rl5eHqKjo+XmGRoawtjYuFquQxQfX8cCKBIAM307iJMfywS+8oZEEPmSEhPwLimpWHpuTg54yspVqrusYQ+K5v/+7/+wf/9+DB8+vFrrpeC3vigaAN+9y2WdAvCDkRH8Jk2CjY0NYmJiEBgYCD8/P1y9ehWhoaEUABPSQHz33Xfo0KEDtm7dyqW1a9cOR44cqbZrpKSkoHOnjnLz5s9fgAULF1bbtYjiKxoAi989lGRQ4FspOwO34pfV/yc3z8jIqNL18nhlT3hTtE0uUlNTqz3wBSj4rV+kAXBeHjfR7T2A/R4eeLB9u0yA6+vrCy8vLwQFBWH16tVYSH+sCFF4MTExOHjwYIm9soTUFb6OhaTHVxr4AuDr21HgW4/wAPAb2FJnLi4uiIiIQK9evaq1Xgp+66PUVO7hG6EQmzdvLtazKxQKERgYiPDwcAQEBNAav4Q0AOfOnYOdnR1atmwpNz88PBwTJkyAra0t8vPz4eXlBQ8PD4SHh+Ovv/7C8uXLa7nFpLEQp76QDHUonJb8GDxtCwqA65EyN7lQMEZGRnB1dcWIESNgZmYmk7d06dJK10vBb30iEgFjxwLnz3NJrUQiwNNTdhWIAkKhEF5eXvDz80NkZCQtf0aIgktISIC5uXmpZcaNG4fly5cjOzsbI0aMKDFQLo2enh5OnjotN8/Q0LDC9ZGGrejkNn6hMb/yVoEgpfP0moTBrsOKp48ZDZUqjPnloRzDHipde92IiopC+/btERMTg5iYGC6dV8XxGxT81hfSwDckBNDSAj58wA0Ahp9+Cquiq0AUYm1tDQBITk6u5QYTQqqbpaUlXrx4Ua6yqqqqmD17No4cOYK+fftW6DpKSkpo06ZNZZpIGhl5qzrwdSzA07aQuwoEKZuhkTEMjYpPKlVWUYGAz698xTxemcMeFG3Q74ULF2qk3iq8yqTaFA58BwwACtayOwBgzxdffFwGbexYSdlCnj59CgDQ19ev7VYTQqrZ4MGDkZqaihUrViAzMxNisRjXr1/HDz/8ILe8mZkZ3hRsf05IdWPZqXIDX0AyBljQrA/A439cBSI7tYwaSU3iARAKeKUeihX6fpSQkIB///0XCQkJ1VIfBb/1QViYJLh1cwM++4xL/tvQEFt27IBo586PAXBYGJcvEokQGBgIU1NTODk51XqzCSHVS09PD+fOncOlS5dgaWkJQ0NDTJ06FQ4ODnLLx8fHw9TUtJZbSRoLnqoO+MaOJa7qUDgA5hs70jq/dYwHySYXpR2KFvympaVh2LBhMDExQZcuXWBqaophw4YhNbVq/9GqVPCbk5ODbdu2wcXFBcbGxhAKhTA2NsagQYOwdetWZEt3JSPl4+Ym2bktOPjjdsaOjvhi2jTExcXBy9tbEgAX2t1NJBJh4sSJiIuLg4+PD012I6SBsLe3x8mTJ5GUlITk5GRcu3ZN7mLu2dnZWLduHYYMGVIHrSSNhcD0Eyi1dC1xSANfxwJKLV1pa+P6gCdZ7aG0Q9Gi37lz5yIlJQU3b95EWloabty4gdTUVMybN69K9VZ4zO+uXbswb948WFlZ4YsvvsA333wDHR0dpKam4u7du9i2bRsWLVqEn376CePHj69S4xoVNzfg8WPgzh3J+YgR8PX1xdWrVxEUFITw8HB4eXnBOjgYMTEx2LZtG+Li4uDi4lLlNwEhRHHs3r0bly9f5lZ76NSpE8LDwxEcHIwrV64AAGbMmIEvv/yyjltKGoqyenSpx7d+kA57KKuMIjlx4gSuX7+OJk2aAADat2+PvXv3onPnzlWqt8LB78GDB3HmzBk4OjoWyxsxYgQWL16MO3fuYNGiRRT8VtTBgx8fjxwJoVCI0NBQrF69GgEBAfDz8+OyTU1NsWzZMlrijJBGxNnZGc+fP5ebHhsbWwctIoTUJwIFm9BWlqysLOjq6sqk6erqIisrq0r1VnjYw5EjR+QGvoU5Ojri8OHDlW5UoxASUmzyGg4ckPzbujVgZweEhEAoFGLhwoV4/vw5Lly4gIMHD+LChQt4/vw5Fi5cSIEvIYQQQsDjlT7ZTSjgVXmJsNrWuXNnLFq0CGKxGAAgFouxePFidOrUqUr1VmmpswsXLuDkyZPIyMhAq1atMGbMGBgYGMDHxwcBAQFValiDFhICjBolGeogXb4sNha4cUOSP2zYx9UfCsb5CoVCWseXEEIIISUqc6kzBbN27Vr069cPu3btgpWVFeLi4qCkpISzZ89Wqd5KB7+enp7YvXs3mjdvDj09PezevRvLli3DgQMHsGfPHgp+S+Pq+nH1BkASAB869DH/+nXg7FmIR4zART09vDt0CPr6+nBycqKeXkIIIYQUw0PZy/gqWmjcqlUrPHjwAEePHsXLly9hYWEBFxcXaGlpVaneSgW/mzZtQnh4OK5evcp1PWdmZuKXX37BkCFDkJOTU6VGNXhCoSTgBT4GwNJxfJqawNmziLa3x4BLl/Cy0DhgU1NTeHt7w9fXl4JgQgghhMhoaGN+AUBTUxPu7u7VWmelgt8tW7Zg8+bNMmMu1NXVsWjRIqirq2POnDnV1sAGS14ADADp6bhoYoI+9+/DzNISS5cuhY2NDWJiYhAYGAg/Pz9cvXoVoaGhFAATQgghhFPG7sYKYcWKFViwYAEAyEz0L2rp0qWVvkalgt/Hjx+jd+/ecvNmzpxZ5SUoGg1pAPzwIbfEWWzz5ugTG4sx48cjMDBQJsD19fWFl5cXgoKCsHr1aixcuLCuWk4IIYSQeoTHK8ewBwUIjiMjI7nHFy9elFumqhP3KhX88vl8ZGdnQ1lZuVieSCSSuxQPKcWrV9zD/169gqWFRbHAFwCEQiECAwMRHh6OgIAAWuaMEEIIIZyGMOzhxIkT3OMLFy7UyDUqtcNb586dsXfvXrl5M2fOhKenZ1Xa1HiIRJJVH5KSAABZpqYYlJODo9raKCmkFQqF8PLywuvXr2X+d0QIIYSQxosHybCH0g5FC419fHzkpn/33XdVqrdSwe+8efMwe/ZsrF+/Hq9evUJWVhauXLmCoUOH4uzZs1BRUalSoxoFkUiynFlYGJd0y9MT+wG0uX9fkld0HeAC1tbWAIDk5ORaaCghhBBCFIGAxyv1UDR79uyRm15SB2x5VSr4/fzzz/Hbb7/B398fFhYW0NTURLdu3ZCamorz589DIBBUqVENnjTwDQkBmjWTpKmpIa9XL4wFEG1vL8krIQB++vQpAEBfX7/22kwIIYSQek067rekQ1E8ffoUT58+BWMMsbGx3PnTp09x8uRJqKqqVqn+Sq/z+/XXX2PkyJG4dOkS0tLS0KpVK7Rr1w4AMH/+/Co1qsELC5MEtyNHAtLB3H37omufPjA0McHgtDQ8HjEC/JAQyXrAbm7cU0UiEQIDA2FqagonJ6e6aT8hhBBC6hUeyu7RVJT419bWlpvUZmtry6UzxiAQCLBy5coq1V+lHd60tLQwcODAYuk//vhjVapt+NzcJDu3WVp+3NJ40CAIhUL4+PjAz88PXr16YcvevVAqEvhOnDgRcXFxWLZsGU12I4QQQogEDxCUtdaZgkS/sbGxYIyhbdu2uH//PpfO5/NhZGRU+z2/7du3x7Jly/Dll1/KXWqCMYajR4/C398ft27dqlLjGjQ3N2D58o/nBf+J8PX1xdWrV7Fjzx6c+/tveD15Amtra8TExGDbtm2Ii4uDi4sL5s2bV0cNJ4QQQkh9pEhDG0pjZWUFAEhPT6+R+isc/G7cuBHTpk2Dt7c3+vbti7Zt20JHRwepqam4f/8+zp07B2NjY2zYsKEm2tuwSJfzaNOGG/srFAoRGhqK1atXIyAgQGaBZ1NTUyxbtoyWOCOEEEKIDB7KntTGU5Su30KSkpJw9epVJCQkgDHGpX/zzTeVrrPCwa+TkxNu3LiBCxcu4NChQzh06BCSk5Ohr6+Pjh07YteuXejTp0+lG9RghYQArq6SjS0AyfJmV65IHg8aJJnYFhYGkasrIiMj0aZNGwQFBQEA0tLSoK+vDycnJwp6CSGEECJXQ9jhrbALFy5g2LBh4PF4+PDhA7S0tJCeng4LC4sqBb+VWu0BAHr37o3ffvsNly9fxsOHD3H58mVs2LChxgPf27dvw8nJCdra2rC2tkZgYCAAQCwWY8aMGdDV1UWTJk2wbt06meedPHkStra20NDQwNChQ5GSklKj7ZQREiJZz7fw6g2nTwPS/8EMGACxuzswahR8jI3Ru3dvjBgxAp9//jnGjx+P+/fvU+BLCCGEkFLxyjgUzY8//oiZM2ciJSUFWlpaSElJwaxZszBr1qwq1VulCW91Ydy4cXBzc8PFixdx+/Zt9OrVC05OTrhw4QLCw8Px6NEjpKamwtnZGY6Ojujbty8SEhLg7u6OvXv3wtnZGd7e3pg2bRp2795d4nXy8/NlBlkXZmRkBGNj4/I32tVVMsY3JERyHhz8cciDpibEv/8O/qFD2A/gvJYWls6cCRsbG8TExCAwMBB+fn64evUqQkNDKQAmDV5CQgISExOLpefk5EBJSeE+sgghpFbwUPaEN0ULgB8+fMhtcSwd8rBo0SK0bdsWU6dOrXS9le75rSvPnj2Du7s7+Hw+OnTogNatW+PBgwfYvXs3Zs+eDWNjY9jZ2WHSpEncsIHQ0FB06tQJgwYNgrq6OhYvXoyQkBBkZWWVeJ3k5GS0bdtW7hEQEFCxRguFkoBXGgCPGQOcPCnJ09HhAt9THh54EBODRYsWYcyYMVi0aBGePHmC8ePH4/jx41i9enUlXzVCFEdAQIDc37uYmBja2IUQQkpSxu5u/HJ0/yYmJsLFxQUaGhpo2bIlzp07J7dcVlYWPDw8oKWlBUtLS/zxxx/Vfz+QzIOSBr06OjpISkqCsrKy3A6SilC44Pf777/Hnj17kJeXh2vXriEuLg6fffYZoqOj4ejoyJVzcHDgem6L5jVv3hxCoRAxMTG11/DCAfCBA4B02EV8PI6oquJHCwts3r69WM+uUChEYGAgLC0tERAQAFEJu74RQgghpHGTxrdJCQl4EB1d7MjJzkF+fn6Jz586dSpMTEyQmJiIn3/+GaNGjZLb6eDv74+kpCTEx8dj//798PHxwcOHD6v9fhwdHbme327duuG7776Dt7c3WrVqVaV6FS74HThwIIKCgqCqqopu3bph9erVMDU1RXp6OrS1tbly2tra3BIZRfOK5tcaaQDcsiWX9K5LF4zIzobnpEklDmkQCoXw8vLC69evERkZWVutJYQQQoiCkA57EPB5CAzcii6dOxU7YmOflvgNWnp6OsLCwrBkyRKoq6tjyJAhcHBwwOHDh4uV3b17NxYuXAhtbW189tlnGDp0aJW3HJbn119/hYmJCQDgp59+wvv373H//n38/vvvVapXoQbQJScnw8XFBdu3b8ewYcNw//59fPHFF3BwcICmpibS0tK4smlpadDU1ASAYnlF8+XR19fHhQsX5OYZGRlV7UYSEriH2QXLktjY2JT6FGtrawCgr31Jg+fj4wO3Qpu7SA0dOpTG/FYTBiC/0JJBDZVBt8qPCVQUqZcrOAxPQfEawfu1rGXKykP6OlXm9Xr8+DE0NTVhbm7OpRX+Fl0qJSUFb968KfZt++XLlyvZ6pLZ29tzjy0sLHDq1KlqqbfCf0kOHTqEbt26cZF4bYqJiYGGhgZGjhwJQNId3q1bN0RERKBNmza4e/cu98O4d+8e96K1adMGB6Q7qUEyblgkEpUacAoEApkXvVqIRJJVH6RDHmxt0fTqVQQDePzoUalPffr0KQBJUE5IQ2ZsbCx3QqmKikodtIYQQhQEY+CJ8woeiyv89JK+JX/37l2xcoBkl9/C5arr23RpvFMWaadgZVR42ENERAR69OiB4cOH4/Tp05W+cGW0aNECmZmZOHz4MBhjiI6OxsWLF+Hg4AAPDw+sWbMGiYmJePLkCbZu3Yrx48cDAIYNG4br16/j1KlTyMzMxJIlS+Dm5gY1NbXaa7xIJFnqLCzsY9qaNRCPGIFRANr9/DNEmZklPFWEwMBAmJqawsnJqVaaSwghhBAFw8QAE2PypIm4ee1yscO6efMSO9HK+y259PzDhw+llqssW1tb2NnZlXhI86uiwj2/PXv2xI8//ojMzEycO3cOS5Ysgb+/f5UaUV46OjrYv38/5s2bBw8PD+jr62PmzJno168f+vTpg8ePH8POzg7Kysrw9fVF3759AUh6kvbu3YupU6fi9evX6NevH3bt2lUrbQbwMfANCQFatAAePQIEAqB3b/AHDUL0J5/gy/v3ca1NG3wSHQ2hunqhp4owceJExMXFYdmyZbTUGSGEEELkKxjuYGxoCGNDw2LZKioq4PHl93va2dkhPT0d8fHxaNq0KQDJt+jSjkQpPT09mJiY4O7du1yHXOFv26sqNja2WuopDY+xig0MmT59Ok6ePIm2bdti8uTJGDBgQE21rc5If4AlrfNbYdJNLtzcJIFvVBTw2WdAwfgYUWYmrtjaosfr1/A2NITZtGmwtrZGTEwMtm3bhri4OLi4uNA6v6RRq/bfy0bK3t4eYsZw7d8bdd2UGmfgRGN+G4rGMOa3Q8eO4PF4lfqMs7e3BxPn4/aVS6WWa/9Zd/D4ghKv4ebmBh0dHfz22284d+4cJkyYgMePHxfrLZ4zZw7u3buH/fv347///sMXX3yBy5cvo2WhCf31WYWHPfz666949OgR1qxZg7i4OCxZsqQm2tWwuLkB+/cD//sfcOeOJK3QTnhCdXV0/O8//N67N/bl58PPzw8eHh7w9/eHSCTCsmXLKPAlhBBCSOkKhj2UeJQhICAAr169goGBAWbOnIl9+/ZBX18fwcHBMj27S5cuhb6+PkxNTTFixAhs2LChxgLfP/74A59//jk3p+vixYsIKzyEtBIqNXX6+PHjcHFxqdJg40YhJESyu5tQKAmADx36uKVxnz6ASIS8Awfwf0+eICAgAG/evOGeqquri2HDhmHDhg1QLzQMghBCCCGkGMYA6YS30sqUwsjICCekO9AWMnbsWIwdO5Y7V1NTQ3BwcKWaWRG//fYb1qxZg8mTJ3Mbfenr62PevHlwdXWtdL2VWud38ODBmDJlSqUv2ihIhzqMHSsZ8wsA589L/lVWBjp3htjdHUpjxuCOnx+UlZWxdOlSBAcHY+nSpdDW1saOHTswatQo2tiCEEIIIWUTi0s/FMyGDRtw8uRJzJ8/H/yCscqtWrXCozJWyCpLpYJfoVCIgwcPYu7cuXLz+/fvX6VGNQiurh+3M5YGwNLg97PPAC8v8A8exH4AWh4eePLkCW1rTAghhJBKYuAxcamHZJVvxZGYmIg2bdoAAHiF1kGu4HS1YioV/KqoqODUqVPYvHkzVqxYUSz/ypUrVWpUg1B4O+OQEGDECOC//yR5794BISG0rTEhhBBCqgcDIM4v/VCs2BctWrRAeHi4TFpERARat25dpXorvb1xx44dceTIEaxcuRIbN26sUiMarMIB8NGjH9Pv30dCr160rTEhhBBCqgkrx4Q3xYp+/fz8MGzYMCxYsAC5ublYvnw53N3d4efnV6V6Kx38AkCvXr0QEhKCWbNmYffu3VVqSIMlDYCtrD6mDR2KSB8f5IG2NSaEEEJI1fGAMoc9VH0D5do1aNAgHDp0CPfu3YOlpSXOnz+PLVu2VHl4baVWeyjasF27dmHChAnQ0tKCq6trlcdiNEiFtwfk87k182JiYkp9Gm1rTAghhJCylWO1BwXq+RWJRJg+fTrWrl2L3r17V2vdler5LRrcjh49Gr/99hvGjBmDs2fPygxKbvREImDkSEC653Xr1kBoKHps2gTzJk0QGBhY4nhe2taYEEIIIeVWxXV+6xOhUIg///wTqqqq1V53pYLfHTt2FEubNGkSli1bhmHDhiE7O7vKDWsQpNsaHznyMW3dOsDNDfyDB3Ha0BCv4uLg5eVVLAAuvK2xj48PbXBBCCGEkJIxBl5+XqlHWev81jcDBgzA6dOnq73eSg17GDlypNz0WbNmITU1FcuXL69SoxoEaeAbEgK0bAk8fAjw+YCTE7e7W5uQEJw3MUGfoCCcOHECgwcPRq9evfD8+XOZbY3nzZtXxzdDCCGEkHpPwYLbshgaGmLkyJEYMmQImjdvzq31C0h2mausKo/5LWrp0qUYPnx4dVereMLCJIGvmxsQHy9Ja9cO0NQEAIh27sTj6Gj0uH8frgAOJCVhx44dXK+6qakpli1bhnnz5lGvLyGEEELKpmBDG8py7949dOrUCa9evcKrV6+49KoOr62W4LdPnz44fPgwtLS0AADt27evjmoVk3RLYzc3YP9+YOBAwNBQkufkxG1p7LpnD87cvw8vQ0M4TpuGwVZWCA8Px9GjR5GUlIT27dtT4EsIIYSQ8mEMvCpub1yf5OfnY/Xq1Wjfvj2UlZWrte5qCX7Dw8NpEwbg45bGbm4f1/e9cgXIyZHkd+kCjB0LpZAQqAMYM348/hcYyAW448ePh0gkgpeXF4KCgrB69WosXLiw7u6HEEIIIYqjAfX8CgQC9O7dG+nSBQOqUZXW+SVFyNvSuPDmFPv2cTu73bSwQGChwFeKdnYjhBBCSIUxBpYnKvVQpJ5fALCzs8Pr16+rvV4KfqtT0S2Nx44FLl2S5KmpAceP085uhBBCCKkBrOztjRVonV8AmDZtGkaPHo2//voLT548wdOnT7mjKqp9wlujJw2AAUkArKIieZyVBbi5IXLkSORFRNDOboQQQgipXuL8um5BtfLy8gIA9O/fn5vkxhgDj8dDfn7l75WC35ogDYBTU4EzZyRpjo5AcDD0CnpyaWc3QgghhFQbxsDKGiqpYMMeYmNja6Teagl+aUe3EqSkfHxcEMQ6OTnBxMQEgYGB8PX1lTv0gXZ2I4QQxcCyU8FT1al0PiHVqoH1/FpZWdVIvdUy5rfodseNnnSDi+vXJec8HhAeDowdCyEAHx8fxMXF4csvv8T+/ftlVsugnd0IIUQx5L++hbyHYRCnvpCbL059gbyHYch/fauWW0YaI1aOCW+KGK8dOXIEgwYNQtu2bTFo0CAcPny4ynVWS8/vhAkTamTvZYVUeGc3IyMgMRFo3x6wtQVCQiAWi8Fat4aKigrOnDmDMwXDInR1dfHJJ58gJiaGdnYjhJB6jmWnQpxwB2Bi5D87DzTrA76OBZcvTn0hSWdiiBPugK9nTT3ApIYxsDJ7fhUr+A0KCsLUqVMxceJEDBo0CE+ePMH48ePxv//9DxMmTKh0vdUS/Ep3JWv0Cge+I0cCJ09K0jt3BjZsgFgsBv/gQbQCYGZujuYtWuDmzZt4//493r9/jwsXLkBFRQWLFy/G/PnzqdeXEAX37NkzNG/eHBoaGmCMoVmzZggICECvXr3qummkiniqOhA068MFuIUD4MKBL3h8CJr1ocCX1DyGsoc9KFbsizVr1iAsLAx9+/bl0oYMGYLp06fXffBLIAl48/I+bmm8aBFw4IAkr1MnAEAoj4d8AKMADP/pJyi5u0MkEiEyMhIJCQnYtm0bzpw5A4FAQIEvIQ1AVFQU7O3tce/ePTDGsGDBAnz77bd4+PBhnbYrPy8P/0VHy80zNDSEkbFxLbdIMfF1LIAiATDTt4M4+bFM4Fu4R5iQhIQEJCUlFUvPycmp2t/+BjjhLS4uDn369JFJc3Z2RlxcXJXqpeC3OhTe2W3vXkmv759/fsxv1w5id3eMOHgQUw0MMPy336Dk7g5Asqavs7MzAGDYsGGwtbVFQEAAbW1MSAMQFRWFTz75BIBkYrCTkxM2b95cx60CUlJS8GnnTnLzfOfPx/wFtLNkeRUNgMXvCv5jQ4EvKcGWLVuwYuVKuXlGRkZVqJmVY8KbYgW/FhYWiIiI4OIkALh48SLMzc2rVC9tclEdCu/sFhoqSfv3X8m/ysrATz+Bf/Ag9gMw++47LvAtija3IKRhiYqKQocOHQAA8fHxWL16Ndzc3Oq4VaS68XUswNe3k03Tt6PAl9S+Mje5UCyzZs3C0KFDMWvWLAQEBGDWrFlwdXXFrFmzqlQv9fxWh6IbWwDAi4LZv5qawMGDeNm1K8ZevoxdLVqUWhVtbkFIwxEVFYUzZ85g0aJFyMjIwJQpU/Drr79y+eHh4Vi8eDHEYjG0tLSQm5sLkUiEW7ducT3G4eHhxeo9ffo0VqxYAT6fj/bt22PNmjVQUqKP87oiTn0hGepQOC35MXjaFhQAk9pTsNpDWWUUiaenJ7S0tLB161acOnUKFhYW2Lp1K0aOHFmleunTsroUDYD5BZ3qycmAmxtivv0WeZ9/TptbENJIpKen4+nTp0hOToa2tjbWrFmDP/74A8rKygCApKQk+Pn54dixY9DW1sazZ8/AGEPz5s3RvXt3uUGv9HnLly/HyZMnoampiZ9++gmbNm3Cd999V+626enp4fjJU3LzDA0NK3yvjVnRyW38QmN+5a0CQci3336L4cOHF0t3GzWq6sMdFbB3tzS7d++Gg4MDTp36+Hl169YtBAcHY+zYsZWul4Lf6iQNgJOTgXPnJGkdOgDBwegG0OYWhDQid+7cgZmZGXR1dQEA06dPx/Lly3Hnzh04OjrixIkTGDduHLS1tQEAzZo1K1e9x48fx/jx46GpqcnVO2jQoAoFvwIlJbRu06ZC90OKk7eqA1/HAjxtC7mrQBACAMbGxjCWM6lURUWlapuGNcCe3yVLluDSpUsyaaampnBzc6tS8EtjfmvC+/cfHxf84RMKhbS5BSGNiHSlBykVFRU4Ozvj2LFjAIBXr17BzMyswvW+fv1a5nkqKirIzc2teoNJhbDsVLmBLyAZAyxo1gfg8T+uApGdWsctJg0fK8eYX8UKfhMSEmBiYiKTZmJigrdv31apXgp+q5N0nd8bNyTnPB5w/jwwdixEmZnIz8/nNrcYPXo0evfuDWNjY/Tp0we2trbYvXs3bW5BSAMRFRWFtm3byqQNGDCAC37NzMwQHx9f4XpNTU3x6tUr7jwnJ4cbSnH06FH83//9H6ZPn16FlpPy4KnqgG/sWOKqDoUDYL6xI63zS2oeA1h+fqmHgsW+MDU1xaNHj2TSHj16JLfnvCIo+K0uhTe4aNJEkmZvz60CccXGBiuWLOGCXelXodLNLd6+fYvFixcjNDSUen0JaQA2bdqEX375RSZt6tSp+OeffwAAgwYNwp49e5CWlgZAsp5lbGys3LoKB8kDBw5EUFAQMjIyAAC//vorhg4dCgAYPHgwfvzxR2RnZ1f7/ZDiBKafQKmla4lDGvg6FlBq6QqB6Se13DLSODEgT1T6oWDRr5ubG8aPH49bt24hIyMDt27dgqenJ0aNGlWlein4raqQECAz82PgW3gZo/btgZ078cLcHD3evEGklRViHjzAuXPnkJCQgAsXLmDfvn3o378/cnJyaHMLQhoRQ0NDLF26FEOGDEHPnj3h4+MDFRWVYuXy8vLg6enJnRsbG+PHH3/EgAED0KtXL7x8+RLe3t5c/qpVqzBx4sTauAUClNmjSz2+pLYwJtneuNRDwcb8Lly4ELa2tujYsSO0tbXRqVMnWFtbw8/Pr0r10oS3qpBubvHZZ8CVK5LAd906QLr4sr09xOPHw+LlS9xQVkaX58+B48cBNzfa3IIQAmdnZ7mrOhSe4HHz5k24F1kbfNCgQRg0aFCx561cuRKPHj2CqqoqOnfuXLXJM4QQxcIAsSivzDKKRFVVFXv27MGvv/6K2NhYNGvWrFpWpKHgtyoKb27x2WfAzp1AwVeaAIATJ8C/eBH7AcTMnYuOjo6yPcMFpJtb+Pn5ITIyUmYnE0JI49alSxd06dKlXGXnz59fw60hhNRfDCxfXGYZRWRgYAADA4Nqq4+GPVSFdGkzNzdJz6+nJ3Dr1sf8ixclm1sAsGrdWm7gK0WbWxBCCCGkKphYXOpBJKjnt6qKbm5x9erHvCKbW4hEIkRGRiI5ORn6+vpwcnLihjjQ5haEEEIIqSzGGMS5pQ97ULQxvzWFgt/qIA2A8/KA0FBJmpGRzOYWv/zyCzZu3CizNp2pqSm8vb0xa9Ys2tyCEEIIIZXHAHF+GTu8UewLgIY9VK/C/6Mq2LUJALS0tJCamor09HT4+/sjODgYS5cuhVAohJ+fH1q0aEGbWxBCCCGkSmjYQ/lQ8FsdpGv8hoV9TIuJAcaOxU8rVuDx48do2rQpMjIysGPHDsTExMDa2hqenp7Q0NBAfHw8WrRoQZtbEEIIIaRyCoY9lHZUx/bG169fh6OjI9TV1dGrVy88f/68xLLNmjWDuro6NDU1oampiSlTplT5+tWBhj1URUgI4OIimegWEgJ07w5IlyhydgZCQjBAKMR2CwvcffAAa9euRUBAgMz6dKamplBSUuIWuieEEEIIqSjGwPXuJqZn4l16VrEyOaI8qJQ1NKIUOTk5GD58OPz9/eHh4YFly5bBw8MDFy9eLPE5Z86cQffu3St9zZpAwW9lSdf4NTcHXr6UrOTQsePH4HfnTmR37oxOiYkIZwzqQiEWLlyIefPmFZv0tmrVKlrmjBBCCCGVxxjyCya87bgUhbUXbsgtZiQovplOeYWHh0NFRQVeXl4AgAULFmDdunWIjY1F8+bNK11vbaNhD5Xl6ipZ2/flS0kAvHMnIN1/Wl8fmDMHqomJeAHA4uVLbkiEdHOL4cOHw9nZGUKhkJY5I4QQQkiVsXyx5BDXzMy26OhoODo6cufq6uqwsbHB/fv3S3zOyJEj0aRJEwwbNqzUIRK1iYLfyhIKgb///hgAe3oC0h8+nw+EhCChVy+0AHBg1CiIXF0RHh6OQ4cOITw8HCKRiKuKljkjhBBCSNWwjxPbamhJs/T0dGgXmtAPANra2khPT5dbfu/evXj27BkeP34MS0tLDB06FOJ6MPGOhj1UhTQAHjtWMgxCulJDUhLg5ga9nTuha2MDr9On8Z2FBS1zRgghhJAawRi4dX492rXAIDvLYmW8Dp6Haikdbd27d0dkZKTcvAULFsDAwKDYHKW0tDRoamrKfU63bt0ASLYpXrt2LXR0dBATEwM7O7ty3VNNoeC3qqRr/KanAydPStIcHLiNL7S0tPDmzRvk5eXB398fLVq0QExMDAIDA+Hn54fNmzcjPj4ey5Yto2XOCCGEEFI5jHG9qvpqKtBXKz62V1nAh0AgKLGKS9J5SyU4ffo0AgICuPOsrCzExMTA3t6+zObxeDzweLx6sdEGDXuoLoW7/Av+B7Rq1Spa5owQQgghNY8xiHNFpR5VHQ7h7OyMrKwsbN++HTk5OVixYgU6duwod7JbXFwcLl++DJFIhIyMDMyZMweWlpawsbGpUhuqA/X8VlZIiGTSGyAZ9lB4mY/LlyH+6ivEnzsHS0tL/Pfff7TMGSGEEEJqDAPK3Miiqn2uKioqCA0NxcSJEzF16lR07twZe/bs4fKl6/hu2rQJHz58wLfffovY2Fioqamha9euOHLkSKk9z7WFgt/KkC5zNmKE5PzgQaBVK+DBA8lkN1dX8A8dwiYABz//HOrq6rTMGSGEEEJqDpOs9lBWmarq3Lkz7ty5Izdv06ZN3GN7e3vcvXu36hesART8VoarqyTwPXhQcj5ihOSrhAcPgGbNAB6PK9rx2TNE/PUX3qWlcQFv4bG9tMwZIYQQQqqs0Dq/pZUhCjrm9/Lly+Dz+Vi+fDmXtmrVKhgZGUFfXx9z586VGVBdka34ykUo/NjrK/XkieTfzEzg4EG87d4dIQCa/fsvNnz+OUaMGIHevXvDysoKy5Yt45Y6o2XOCCGEEFJV0mEPpR513ch6QuF6fsViMX744Qd07tyZSztx4gQ2btyIK1euQENDA59//jlatmyJiRMnVmorPgDIz88vcdFmIyMjGLu7S04OHpQc0jEsb95APGIEJn74gNMADvD5sF+0CMOKrPJw9epV7N+/n5Y5I6SIhIQEJCYmFkvPycmBkpLCfWQRQkgtYWUPe6DwF4AC9vxu2bIFn376KVq3bs2l7d69G5MnT4aNjQ1MTEwwa9YsBAUFAZDdik9VVRULFizAjRs3EBsbW+p1kpOT0bZtW7kHt8yHuzvwxx/AwIGAdK9sR0f8X9u2OH7mDNq2b4/9YjFiY2Ph5uaGRYsW4cmTJxg/fjyOHz+Obt26IS4uDj4+PrTMGSEFAgIC5P7excTE0PAgQggpCQPyc/NLPSj2lVCo4Pfdu3dYv349lixZIpNedLs9BwcHrte2MlvxlaXN/ftAoR3akJHBPRSrqyPw998xxdAQkZGRcHFxQVBQEGxtbbFs2TLs378fzZo1g0AgQFRUFAYNGkTLnBFCCCGkahjAxKzUg4JfCYX6DnHBggWYMWMGdHV1ZdKLbrdXeKu9im7FV5aRAEYdOCCZ1LZzp2Rb47//5vL5V67gbwAWAPIOH8aMGTOgra2NM2fOyCxzpqWlhQ8fPuCHH36gXl9CSK16EPsaBk5T67oZNe5d5Ma6bkKNazTzlwpNJCfyMcYkvbtllCEKFPzeunUL169fx8aNxT/MNDU1ZdbKLbzVXtG8ovkl0dfXx4ULF4pniETI9veHakgIcPky8PIl0LYtcO8eACBTXx8WyclIUlND5xkz8CwhQabO/v37Y+LEiYiPj4enpyet8UtIET4+PnBzcyuWPnToUBrzSwghpWD5FNyWh8L8JYmIiMDDhw/RtGlTAEBqaiqUlJQQExODNm3a4O7duxgyZAgA4N69e9xWe23atKnUVnwCgaDkMn/8AbRsKQl8zc2Bjh0lwa+KCtSTk/ECgEVWFn7j8RDl74/mhSa7/fnnn/jw4QM6deoEgFZ5IKQoY2NjGBsbF0tXUSm+VSchhJACDBCXFfxSbAxAgYLfb7/9Fl999RV3Pn36dDRv3hy+vr6IjIyEt7c33N3doaGhgbVr12LatGkAZLfiGzt2bKlb8ZXb8eMfA9+XL4ETJyTpOTm436YNOkVHI1ggwPDMTHxpbw8U9GL5+vrCy8sLQUFBuHTpEq3yQAghhJBqwRhDvoiGPZSHwkx4U1dXh4mJCXeoqalBU1MTurq6cHFxgbe3N7p06YJWrVphwIAB+OabbwB83Ipv/fr10NXVxd9//y2zFV+luLkB+/cDDx8Cw4YBBcsysaZN8cW7d1DR0cHo/Hxs6NkTIukWyACEQiF+//13qKurIzU1FZMnT6bxvoQQQgipFiyflXoQCYXp+S1q586dMuc//vgjfvzxR7llS9uKr1JCQiS7vAEysw2yeDy8efsWixYuhPD4cXz/999YYmaGwYMHc5trbNu2DZmZmQBAvb6EEEIIqRasYKmzssoQBQ5+60xICDBq1Mcd3sLCuCz1ly+xF4D5jh3oGh+PmwAOJCVhx44d2LFjBwDA1NQUI0eOxIEDB2iyGyGEEEKqByvHhDcKfgEo0LCHesPVVRL4Snd269OHy0pp0wZuALrGx+O4mhra+/tj165d+Prrr2FoaAgAaN++PTeRjia7EUIIIaR6MIjzxaUeFP1KUM9vVRXa4CI5Kwt6BY8HDBgAlwULAKEQ48ePh0gk4ia7/fPPPzTZjRBCCCHVhjEgX1T69sY07EGCen4rKixM0uM7YoTkuHqVy7KJjUWYkhJCACiFhSHvwAEujya7EUIIIaQmsXxxqQeRoJ7fyti7Fxg5UvK4TRvgyRMAwCEA0XPmQHjyJNxu30b4tGkYfPYsTXYjhBBCSM1i5VjRgbp+AVDPb8VIJ7uFhn5My8riHvIA9A0KwrzbtwEASQWT3Tw9PeHv7w+RSISRBUEzTXYjhBBCSLVhQL4ov9SDhvxKUM9vRbi6Stb4DQkBxAVfH8THAwBytbUxLC0NkE52mzsXg62tER4ejqNHjyIpKYmb7HbgwAGa7EYIIYSQasNQ9g5vFPtKUPBbEUIhEBwsCXwPHpSkaWgAGRnIYgzKBcVoshshhBBCahVjEJexzi8Ne5CgYQ8VdeCA7JunYNiDzocPCFNSwkFIJru97dcPofv3Izw8HABoshshhBBCag6T9PyWdlDXrwT1/FZESAgwZozk8fDhQHY2cOIEAOAugKiZM/Hpxo1ARgaa/P039v79Nw4A0NTUhEAgoMluhBBCCKkRDGVvckGxrwT1/FaEdMwvIOn9zcnhsnIAdNu0CV9kZCBMSQlfq6pCutBZeno6UlNTYWJiAoAmuxFCCCGkmjFAJBaXelD0K0E9vxUhb8xvgU4AkJaGaxYW0NqyBQPT0tDu1SuYmZlBX18fu3btwp49ewDQzm6EEEIIqV4MAO1uXD4U/FZESAjg4lJqEf7r1/hi4EDkFZybmprC29sbGzZswB9//AHGGLp06VLzbSWEEEJIo8HAkCsua9gDhb8ADXsoP+kavy1bftzhzcGByz4F4AWATnl5eGpujr27dmHp0qUQCoXw8/ODvb098vPzIRaLce3atTq7DUIIIYQ0TPmMlXoQCQp+y8vVFfjsM+DlS8DcHNi2DcjN5bLbArCAJAC2ePkSKTt2wNLSEp6entDQ0EB8fDw35jc5Obku7oAQQgghDZR02ENpB4W/EjTsobyEQuDvv4GePYErV4C2bSWBMIB8AOYAXvJ4aMMYvgBwIDwcKFjmzMTEBEpKSvjw4QMAGvNLCCGEkOrFGMoe9kDRLwDq+a2YsDDg1ClJz+/Ll4CqKgBAAEmPrzljiDY3x5Bt2/D111/D0NAQAPDJJ5/g+++/R0ZGBgwMDGipM0IIIYRUu7J6fokEBb/lJR3zK+3xbdpUss4vgCQAXzRtyg15GLhqFSaMGYPnz59j/PjxOHnyJIKCggAA/fv3pw0uCCENHstOrVI+IaRiGCQ9v6UdFP9KUPBbXoXH/DZtCnTowGXlAtiYnc2N+TV8/BgbPv8cTZs2RVxcHAQCAeLi4gAA33zzTV20nhBCak3+61vIexgGceoLufni1BfIexiG/Ne3arllhDRckjG/pU94o+BXgoLf8hIKgWnTgC5dgPh44OhR5Bf04JoBcH73DidUVRHUpg081dVxAMD79++57Y0ByVjfXr161UnzCSGK79mzZ+DxeNDU1ISGhgbs7e0RERFR182SwbJTIU64AzAx8p+dLxYAi1NfIP/ZeYCJIU64Qz3AhFSXMoY85DPQjLcCFPyWl3Rr4/h4LokvEskU6cwYFkRHY+bMmTh79iz27duHfv36IT8/HwAwYMAAGvJACKm0qKgo2NvbIz09Henp6Rg6dCi+/fbbum6WDJ6qDgTN+gA8frEAuHDgCx4fgmZ9wFPVqeMWE9Iw0LCH8qPVHsrLxeXjRLemTYF27cA7cQIAcB+ADgDznBy8APDp8uVQ3bABn3zyCZ48ecJVMX78+DppOiGkYYiKisInn3wCAODxeHBycsLmzZsrXhETg2WlyM9TUgVPqFaFVgJ8HQugWR8u0M1/dh5M3w7i5McygS9fx6JK1yFEESUkJCApKalYek5OTpU6yBjKXsuXwl8JCn7L6/jxj4FvfDxQ0JsLSIY96AF4KxTCQiTClwAOvH+PCxcuQEVFBSoqKsjJyYGSEr3chJDKi4qKQvfu3QEA8fHxWL16Ndzc3CpeUV4u8h6Gyc3iN2kPgeknVWhlQT1FAmDxu4eSDAp8SSO3ZcsWrFyxQm6ekZFRleoWV+nZjQcNe6ioTp0kAfCbN1ySHoCXAC4VGgahq6sLGxsb5OTkICcnBwCQlpZWy40lhDQkUVFR8PPzg6amJszNzWFvb4///e9/XP6AAQPw9u3bOmyhLL6OBfj6drJp+nYU+BJSA2jYQ/lR8Fterq6SLY0PHwbi48EMDLisJEg2uRgB4HLTpuAPGwbGGGJiYgAAAoEAAG1uQQipvPT0dDx9+hQvXrxAWloaVq9ejStXrkBZWZkr8/btWzRp0qQOWylLnPpCMtShcFry4xJXgSCEVB5j5VjtgaJfABT8VkzBjm4AICq0tbHM1wzx8TgUGorU1FSoqUnGzeXn59PmFoSQKrlz5w7MzMygq6sLPp+P6dOnIyYmBnfu3AEAfPjwAVpaWuWrTEkZSi1d5R58w1bV0t6ik9v4Bi3lToIjpLH59ttv8e+NG8UOa2vrKnWS1VbP75QpU2BrawsejyezopU8iYmJcHFxgYaGBlq2bIlz585VQwuqjgahlte8ecDVq5IhD4xB+dUrLssYkvV9AaArgPXKyrgxdix++uknNG3aFLm5uejbty+t9EAIqTTpSg9SKioqcHZ2xrFjx+Do6Ij//vsPrVu3Ll9lPD54ano11FL5qzrwdSzA07aQmQQHGvtLGiFjY2MYGxsXS1dRUQGPx6tS3dJd3DJZPrKQXzwfjFuBqrLat2+Pr776ChMnTiyz7NSpU2FiYoLExET89ddfGDVqFB4/flzn34RT8Fteq1cDR48CBas3ZKuqQrVgh7c3AKQf38+UlbFMUxNvd+zAn3/+idyCHuIuXbrUQaMJIQ1FVFQU2rZtK5M2YMAABAcHY/78+YiOji5/8FuDWHaq3MAXkL8KBK+lKy13Rkg1eA8R9ogly7FmIR/ZJUx/U05OrtJ1pkyZAgBlduilp6cjLCwMT58+hbq6OoYMGQIHBwccPnwYX3/9dZXaUFUU/JbXgQNc4AsA4kKT2wp/jdAsNxfOycnYByArKwtCoRAikQgWFtS7QQipvE2bNhVLmzp1KqZOnQoAiI6ORt++fWu7WcXwVHXAN3aEOOGO3FUdCgfAfGNHCnwJqQY2NjYy54mJichOTJRbVk+v5r71Kezx48fc5FwpBwcH3L9/v1auXxoKfiuBqapCvaDXlwEwBZAJQL0gX0VZGcjNBZ/Ph6ggSJb3FQchhFSX//77D3///Td+/vlnKCsr4/jx41X+CrWyBKafgK9nXWJgy9exoB5fQqrRkSNHZM4XL16MJUuWyC3r7u5eG01Ceno6tLW1ZdK0tbXx7t27Wrl+aSj4LS/pGr2qquBlZ0MEQAiAh4+BbxYANQCZubkQCATcuBp9fX2a7EYIqVFHjx6t6ybIKCuwpcCXkJrj4+NT4hrgpa0l3L17d0RGRsrNW7BgAZYvX17uNmhqahZb4jUtLQ2amprlrqOmUPBbXtnZ3AYXOXw+VMQfx9Ko42MA/ALAMUhWeODxeGCMoV+/fjTZjRBCCCG1oqRJdWW5dOlStbXBzs4O6enpiI+PR9OmTQEA9+7dqxe73dJSZ+UREgKMHy9Z39fMTCbwlZIOebAA8GXBY1awoB5NdiOEEEJIQ5Cbm4vs7GwwxmQeF6WpqYmhQ4fC398fWVlZOHbsGO7cuYOhQ4fWQatlUfBbHnl53EPpbm0l+RXAgSJpNNmNEEIIIQ1B//79oaamhkePHmHAgAFQU1PD8+fPAQArV67EwIEDubIBAQF49eoVDAwMMHPmTOzbt6/OlzkDaNhD+YwcCaxdC/z7L1TfvZOZ3FbUp+bm6Gdjg78iIrg0muxGCCGEkIagtI0t5s+fL3NuZGSEEydO1HCLKo6C3/IICwP+/Zc7VQeQD0Agp+hnL1/C+O1b7lxLS4smuxFCCCGE1BM07KE8Cg17kJIX+ALAQwD7C60B3LFjR5rsRgghhBBST1DwW0VFw+KWAFwLnffs2bP2GkMIIYQQQkpFwW8VFR038hBAWKHzHj161F5jCCGEEEJIqSj4rWaFe36VlZXRq1evOmwNIYQQQggpjILf8pAz5rckhZc6a9OmDY33JYQQQgipRyj4LY/g4HIXtS302MXFpfrbQgghhBBCKo2C3xrk7Oxc100ghBBCCCGFUPBbHnK2My4Jr+BfgUBA430JIYQQQuoZ2uSiPF6/LndR04J/rays6vV434SEBAQEBHDnPj4+DXYnOrrXhnmvRDEwURbESQ+4c75hK/CEanXYopqRmJCArVu3cOeTJn0Lowb2u5eQkICtWwrd47ffNsjPl4SEBGwpdJ/fNtD7bMwo+C2H/EePStzUoii7gn+bNm1aU82pFomJiViyZAl37ubm1mB/ueleG+a9EgWRlw3x29vcKV+3GdAAg9+kpCSsWrmSOx82bHiDC36TkpKwcuUK7nzY8OEN8vMlKSkJK1d8vM/hDfQ+GzMa9lAeubnlLir9SG/evHnNtIUQQgghhFQaBb/lcJlf/pfpTMG/7u7uNdMYQgghhBBSaRT8lkOwtna5y+4q+LdTp0410xhCCCGEEFJpFPyWQ3Z6ernLSscGU88vIYQQQkj9w2OMsbpuRH2jpaWFjIwMqKlJRvCKMjNR3nUbRAUHAKirq9dE86qFWCxGdnY2d66qqgp+BYZ3KBK614Zxr1lZWdDQ0MCHDx/quikKTUtLC+kZmYBK+b/RqhJxPpBb6GemrAXwyzuFuGpaNTctu1A1ycnOQWzsU+68eXNrqKiq1Ph1eWUXqTbZOTmIfVroHq2toapS8/dY23JycvC00H1aW1tDpRbuMyYmBsrKyvQZVwtotQc5NDQ0AACWlpYAgOToaOiX87nJAN4UPG7WrFl1N63a5OfnIzk5mTvX19eHQFA7f5BqG91rw7jXuLg47neTVN7HzzezWrleQ35PFqasLISRkZHMOZ9Xm6FpzVMWFrlHoRC8BnaPACAscp/CWrpPZWVl+oyrJdTzSwghhBBCGo2G8X0oIYQQQggh5UDBLyGEEEIIaTQo+CWEEEIIIY0GBb+EEEIIIaTRoOCXEEIIIYQ0GhT8EkIIIYSQRoOC30bg8uXL4PP5WL58OZe2atUqGBkZQV9fH3PnzkXhFe+uX78OR0dHqKuro1evXnj+/HldNLtCbt++DScnJ2hra8Pa2hqBgYEAJJs+zJgxA7q6umjSpAnWrVsn87yTJ0/C1tYWGhoaGDp0KFJSUuqi+SX6/fff0aFDBwiFQixevJhLP378OLp16wYdHR2YmZlh5syZEIlEXH5MTAycnJygrq6ODh06ICoqissr6zUhhBBCGjIKfhs4sViMH374AZ07d+bSTpw4gY0bN+LKlSuIjo7GyZMnsX37dgCSnW2GDx+OadOmITk5Gd27d4eHh0ddNb/cxo0bhwEDBuD9+/c4cOAAfvjhB/z333/YtGkTwsPD8ejRI1y6dAlr1qzBuXPnAAAJCQlwd3fH//73PyQmJkJXVxfTpk2r4zuRZWpqisWLF2PEiBEy6WlpaVi8eDHevHmDqKgoXL9+HT///DOX7+7ujn79+iE5ORmTJk3CsGHDkJeXBwClviaEENIY0ZYHjQsFvw3cli1b8Omnn6J169Zc2u7duzF58mTY2NjAxMQEs2bNQlBQEAAgPDwcKioq8PLygqqqKhYsWIAbN24gNja2rm6hXJ49ewZ3d3fw+Xx06NABrVu3xoMHD7B7927Mnj0bxsbGsLOzw6RJk7h7DQ0NRadOnTBo0CCoq6tj8eLFCAkJQVZWVh3fzUeurq4YMmQIdHV1ZdLd3d3Rv39/qKmpwcjICOPGjcPly5cBAA8fPkR0dDTmz58PVVVVeHt7QywW4+LFiwBQ6mtCCCGNUUxMDABJhxFp+Cj4bcDevXuH9evXY8mSJTLp0dHRcHR05M4dHBxw//59uXnq6uqwsbHh8uur77//Hnv27EFeXh6uXbuGuLg4fPbZZxW61+bNm0MoFHIfgork77//hr29PQDJfbVo0UJmL/rS7rtwHiGENDZXr15FixYtcPXqVfD5fOoFbgQo+G3AFixYwI3tLCw9PR3a2trcuba2NtLT0+XmFc2vrwYOHIigoCCoqqqiW7duWL16NUxNTRvkvRZ18OBBnDt3DjNnzgRQ9n2V9poQUp3y8/OpJ60BKhocKnqw+Omnn2LatGlYtWoVnj9/Dh6PV9dNIjWMgt8G6tatW7h+/TomTZpULE9TUxNpaWnceVpaGjQ1NeXmFc2vj5KTk+Hi4oKff/4ZOTk5uHnzJn788UfcvHmzwd1rURcuXIC3tzeOHj0KY2NjAGXfV2mvCSFVdfToURw5cgQAIBAIwOfz8erVK9y4cQOAJCAmio3H4yEpKQlnz57lzhU9AHZzc4NQKERoaKjM0DdFvy8iHwW/DVRERAQePnyIpk2bwsTEBPv27cPq1avx9ddfo02bNrh79y5X9t69e9xX5kXzsrKyEBMTw+XXRzExMdDQ0MDIkSMhEAjg6OiIbt26ISIiokL3+uzZM4hEItjY2NT6PVTG1atXMWrUKOzfvx+dOnXi0tu0aYPHjx8jJyeHSyvtvgvnEVIVffr0wZw5czBnzhx069aNS7958ya++eYbPH36FAKBoFH0BkuDprJ6SRU1uLp37x6OHz+OEydOAJAEwIr8HxsnJyd06dIF+/fvx9OnTwEAubm54PF4iIyMRHh4eN02kFQvRhqkjIwM9vr1a+4YNWoUmzdvHktJSWHHjh1jFhYWLCYmhr1584Y5OjqywMBAxhhj2dnZrGnTpmzbtm0sOzubLViwgHXv3r2O76Z079+/Z9ra2iwsLIyJxWJ2//59ZmxszM6ePcs2bNjA2rdvzxISEtjjx49Z06ZN2V9//cUYY+zt27dMR0eHnTx5kmVkZDBPT0/m4eFRx3cjSyQSsaysLObl5cUWLFjAsrKyWF5eHrtz5w4zMjJihw8flvu8zp07s8WLF7Ps7Gy2efNm1rx5cyYSiRhjrNTXhJDK6t69Oxs1ahQTiUQsKiqKOTg4sEOHDnH5O3bsYP369WMvXrwo9lyxWFybTa1x+fn53OO8vLxi+WKxmG3atIndu3evNptVJdJ7ysjIYBkZGSw1NZWdP3+eLV26lB05ckSmrLyfcX1W+P03bNgw1q5dO+784MGDTFlZmZ05c6YOWkZqCgW/jcSECRPYsmXLuPOVK1cyAwMDpqury+bMmSPzy3/t2jXm4ODAVFVVWY8ePdizZ8/qoskVcurUKdauXTumqanJLC0t2apVqxhjkg/s6dOnMx0dHWZkZMR++eUXmecdP36cWVtbMzU1NTZ48GCWnJxcF80vkb+/PwMgc+zYsYN5enoyPp/PNDQ0uOOLL77gnvf48WPWrVs3pqqqytq3b89u3brF5ZX1mhBSUefOnWM8Ho/dvXuXMcZYZmYm+/zzz9n58+dlyv3222/Mz8+PZWVlMcYY2759O8vJyan19taWwMBA9v3337NffvmFBQUFcek7duxgv/zyC5s7dy7LzMyswxaW7PTp0+zOnTuMsY8B/KNHj5ibmxsbPXo0W7VqFduwYQMLDw9nS5cuZSdPnmSMMbZ06VL266+/1lm7K0sa3ItEIta5c2c2d+5cduzYMSYUCtnu3bvruHWkuvEYU9DvXAghhNQLIpEIc+fOxatXrxAcHIy4uDh06dIFDg4OGDp0KCZNmgQNDQ3ExcVh9+7dGDhwII4dO4bbt2/jwIED4PMb3gi8jRs34sSJE5g/fz4EAgFWrVqF7t27Y/bs2YiKikK7du2wbds26OjooHfv3jAwMKjrJnO+/PJL5ObmQk9PD9u3b4eGhgYePnyIKVOmYOHChXBwcMDTp09x+vRp8Pl89OjRA5GRkbh69Sr09PSwbds2KCkp1fVtVBhjDDweD3/99RdmzZqFu3fvYvfu3Rg7diw3PIUmwzUMivfuJIQQUq8IhUK4uroiMDAQ/v7+2LJlC0aOHImOHTtiyZIluHbtGuzs7LBkyRKYm5tj+vTp/9/efUdFdaZ/AP9SNCDDiKAgsUfRxAKusQUNolhgLYlG4kYlGuuuxpLoWWMwEOxiNFWNJRobbmKPjaisYDlm7diy0WDBnzF2kS4zPL8/cphlYObeGRgDMt/POXOOc99y33Lfy+OdO3dQt25dbNy4EY6OjsjPz69wAfD9+/fxxRdfGL5DsHbtWgwePBh169bFm2++CeCPX9OsV69esR+xKUu9evWCXq/H3r17kZWVhSpVqkCn0+G7776Dq6srQkJCAABeXl7w9fVFXFwcfHx80KJFC6SkpGDZsmVwdnaGXq+Hk5NTGffGOgWBbevWrdGtWzfMnz8f3bt3Z+BbAVWssw0REZWJTp06oXnz5vjss88QHR2Nr7/+GiNHjsTJkyfh5+eHixcvIisrC0OGDME777yDNWvWGL78VtECX+CPp1ps2rTJ8CUwd3d3TJ48Gb/99hsAICsrC+3bt8eUKVPKzdMSEhMT8eTJE8OX2FxcXAAAzs7OGDRoEPr27YtZs2bh9u3bcHJyQo0aNXDu3Dk8evQIffr0wcqVK5/ZwLcwDw8PzJ49m4FvBVbxzjhERPSnKggQpkyZgtDQUHz//feGNB8fH0RGRmLdunWoUqUKAGDYsGFwcnKCXq+vkIEvAPTr1w8uLi44c+aMIQDOy8vDlStXoNPpUKVKFQwdOtRw5bs8BFcFz7gteHJD4blp2LAhunTpAq1Wi2XLliEtLQ1VqlSBj49PsV/FfJYD3wKVK1cGAMN4UMVSMc86RET0p3FwcDA8vmz9+vUQEUycONGQXrlyZaNfHCzwrAdJSldr/fz8ULlyZRw+fBhz5szBxYsXMWvWLLRr167Y/bDl5T8ADg4Oij/v3rBhQ/Tv3x+enp5YuXIlJk2ahN9++w2dOnX6E1tJVHrlY8UREdEzreBnYV1cXPDBBx/gzJkz2LZtW1k366kpfLX2k08+MfzgA/BHUFxwZTckJAR6vR5btmzBoEGDMGjQoLJqsiovLy/8/vvvSEtLM9ySUhDgx8XFYdGiRfD19UVoaChu376Nc+fOYf369Xbz7GaqOPi0ByIisqm7d+9i0aJFGDduXLl6ioGtFDwVAAA+/fRTJCUlYe3atXB3dzeZR6l8edOqVSs0bdoU69atAwDDPdkFT62YPn264RfevLy8DLdIPOtX8cm+8MovERHZVI0aNRAVFQUvL68Kd0WwcOD6xRdf4KOPPsJLL71kCHwL+uvg4FDsZ8YLlMfAt+A62LRp03D9+nVERkYC+OOK/vz58xEXF4dRo0YZ2l69enXDF/UY+NKzhsEvERHZXMF9rOXlflZbKHyrw4oVK3Do0CFcvnwZN27cwIwZMwD80V+9Xo/Hjx9j2LBhOHv2bFk22WIF/QoJCcGAAQOwd+9e1KtXD3379sWKFSuQkJCAOnXqFPsJ4/IYyBOp4W0PRERECoo+jm3RokU4cOAA3n//fQQGBiI9PR1Dhw5Fq1atDFdMAWDTpk3w9vZGUFBQWTS7xHJzc/H48WPs2LEDDRo0QLNmzeDt7c3bG6jCYPBLRERUxN27d/HkyRPUqlULAKDT6eDs7Iw1a9Zg3bp1WLNmDWrWrGkIjLOzszF06FA0bdoU0dHRAIDbt2/Dx8enLLthMxX1ecxkn3gkU4Uwfvx4bNq0yWz6kSNHEBAQUKL7D3v37o1vv/22FK0jomfJoUOHEBgYiP79+yMoKAgiYng8WVZWFqZNm4aaNWsaPQvX1dUVq1evxpEjR3Ds2DEAqDCBL1Cxbl8h4tFM5drGjRuh0WiKvSpXrgwHBwfs2LEDALB7924EBgaarWfcuHGIiYkxOoHv27cPISEh0Gq1cHNzQ8uWLbFkyZJiz+6cOXMmpkyZovj8SyKqGA4ePIjXX38dEyZMwKxZs5Cbm4uoqChDuqurK3bu3InMzEzDD3UAwKlTp+Di4oI9e/agbdu2ZdV8IrIAg18q18LDw5GRkWH0SkxMhFarxYgRI9CzZ0+kpKSgefPmeP75503WceDAAfz+++/o3bu3YduqVavw+uuvo1+/fkhNTcX9+/cxZ84czJ07F0OHDjUqHxAQgHr16hke/UNEFdODBw/QtWtXDB8+HO+++y5effVVBAQEGP0oRceOHeHt7Y0TJ04YAuBr164hOjoaly5dMtwTyzsKicovBr/0TElKSkKXLl0wZMgQLF++HI6OjkhISMDo0aPNltm8eTNCQkIMf5QeP36MCRMmYPr06Rg7diw8PDzg4uKCsLAwbNq0CWvXrkVCQoJRHaGhodiyZctT7RsRlS1PT09MmjQJZ86cwdWrV1GpUiXodDqcPXvWsP4bNmyIhg0b4qeffkJkZCT279+P4cOHo0+fPmjcuLGhLj4Fgaj8YvBLz4zdu3cjLCwMkydPxoIFCwzbb968iR49epgtd+LECTRv3tzw/vDhw0hPT8eAAQOK5W3Tpg0aNGiAPXv2GG339/fH8ePHbdALIirP3nrrLfj6+uLAgQN499138a9//Qvu7u4YM2YMhgwZgl27dqFv374YNmwYWrdujdTUVIwePRojR44EwCu+RM8CZ/UsRGXvu+++w9tvv4358+dj/PjxRmkxMTGKZR88eICqVasa3hc8eL5atWom81erVg2ZmZlG26pWrYqHDx+WpOlE9Azx9/dH27ZtMXfuXDg4OCAjIwOOjo64ceMGoqKiMG3aNDx8+BCDBw/G4MGDjcqW519uI6L/4ZVfKveWL1+OiIgILF26tFjgawlPT0+kpaUZ3r/44osAgOTk5GJ5MzMz8csvvxjyFEhLSzMbLBNRxVBw1Xbs2LHo3r07nJ2dDV+SrVOnDr788kusW7euWNBbgIEv0bOBwS+VawsWLMC4ceOwYcOGYl9Es9TLL7+MCxcuGN63bNkSr776KubMmVMs78KFC/Hcc89h4MCBRtvPnTuH1q1bl2j/RPRsKPi5XgD46quvoNVqMWTIEEO6RqNBs2bNAKDC/WwzkT1h8EvlVlRUFKKiorB9+3a88cYbJa6nX79+SEhIMPpZzri4OPzyyy8YO3YscnJykJ+fjwULFuCTTz7Bpk2bUKNGDaM64uPj0bdv3xK3gYieDYUD4IULF+LOnTv48ssvi+Xjc2+Jnl1cvVQunT59GjNmzEBubi7eeOONYs/57dq1q8V1hYSEwNvb2/BM4NmzZ+PFF19EamoqFi9ejO+++w6HDh3C5MmTkZWVhV69euHvf/+7ofzZs2dx9epVRERE2LyfRFT+FNy+0KJFCzRu3BgajaaMW0REtsSfNya7cPjwYYwdOxanT5+2+opNnz590LdvX7zzzjtPqXVEVF6lpaUZfWGWiJ59DH6JiIhU8EkORBUHb3sgIiJSwcCXqOJg8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/RERERGQ3GPwSERERkd1g8EtEREREdoPBLxERERHZDQa/ZNK1a9fg4OAAjUYDNzc3NGvWDElJSWXdLKsEBwfDxcUFGo0GGo0GYWFhRul3795Fz5494ebmhiZNmiAhIcFsXdbkLQlr6//ss8/QqFEjuLq6ws/PD59//nmJ911Wc71kyRK0atUKlSpVwscff1wsXW3+Spq3JKyZn1GjRsHX1xdarRYtWrTAjh07VOu31XxWhHVbQGlOL1y4gKCgIGi1WjRt2hSJiYmGtDNnzqBDhw7QarV44YUXsGLFCovrLUppP6WVm5uLYcOGoW7dutBqtWjfvj2OHj1qlEepL2rrp7CyPL8QlUtCZMK2bdukWbNmIiKSn58vU6dOlcaNG5dxq6zTqVMnWbt2rdn08PBwGTZsmGRmZsr27dvF09NT7t+/X+q8hQ0ZMkRWrVqlms+a+qdNmyYBAQFy+vRp0el0cvLkSWnevLlMmzZNdT+mlNVcb926VbZv3y4DBgyQ6OjoYulq81fSvIU9jfn5+eefJScnR0REjh07JlqtVu7du2e2blvOZ0VYtwXMzemTJ0+kYcOG8vnnn4tOp5N9+/aJl5eXYYybN28uMTExotfr5eTJk6LRaOTixYuq9Vq7HyWWHFcZGRkSExMj169fF71eLxs2bBAvLy9JT0835FHqi9r6Kawszy9E5RGDXzIpJiZGBg8ebHi/c+dO8fT0LMMWWU/pj1x6erpUqlRJbty4YZR/5cqVpcpblCV/BK2p/+7du1KlShW5dOmS0fYLFy6Iq6ur3LlzR7VNRZX1XI8ePbpcB7+lmf/jx4+Li4uLJCcnm0y39XyW9Vzakrk5PXfuXLE+de3aVZYvXy4iIhqNxmg827RpI1u2bFGt19r9KLH0P1VF+fr6yokTJwzv1foiYn79FCjr8wtRecTbHsik5ORktGrVCgBw8+ZNzJs3D+Hh4WXWnl69esHDw8Pka+7cuWbLvffee6hRowa6deuGs2fPGrZfvnwZGo0GtWvXNmxr0aIFLly4UKwOa/KWhDX1Hz16FA0aNICfn5/R9qZNm6J27drFPja1hC3muqTzo8bc/JU2rzVKMv9jxoyBq6sr2rRpgy5duqBFixYm89l6Psvbui1g6/UrIkb5RMQwH+PGjcO6deug0+lw7NgxpKamon379hbVW5TSfmzt8uXLePDgARo1amTYZklfLKm3LM8vROURg18yKTk5GVFRUYaTZrNmzfDFF1+UqK4zZ87gm2++KVV7du7ciUePHpl8ffDBBybLxMbG4urVq0hNTUW3bt0QFhaG9PR0AEBGRga0Wq1Rfq1Wi4yMjGL1WJMXMP5DHxcXhzFjxij+oS9tWwp4eHggKyvLZJoStbnu0aMHbt++rVhHSeZHjdL8lSbv05yfAosXL0ZGRgb279+P7t27w8HBwWQ+W8+nJes2MTERwcHBCAoKQs+ePdGtWzcEBwejatWqCA4ORnBwsMm6f/zxRwQFBSE4OBgTJ06ETqezuF22XL9NmjSBh4cHFi5ciLy8PMTHxyMpKQmZmZkAgLCwMKxZswYuLi4IDAzEvHnz4Ovrq1pvUWr7Kcra46qw7OxsDB48GFOnTkXVqlUN29X6YomyPr8QlUtle+GZyqP09HRxcHCQhw8fil6vl3nz5knLli1LXJ9er7dh60quSZMmsnfvXhEROXXqlFSrVs0o/d1335VJkyYVK2dN3qIs+fjTmvqPHj0qXl5ekpeXZ7Q9NzdXPDw85KefflJtU2GWzHVAQIBVdVpL7WPbAoXnz1Z5bT0/pvTq1Ut27dplMs2W82nJXN69e1deffVVSUtLExGRq1evypUrV0REpEOHDmbrvnv3rnTs2NFwP+q8efPkyy+/tLhttlB4TpOTkyUoKEg8PT2le/fuMmjQIImJiZH79++Lu7u7bNy4UXQ6nSQnJ4uvr6+cPHnSonqLMrcfNdbc9vDkyRPp2bOnDBw4UPLz8w3bLe2L2vopy/MLUXnFK79UzNmzZ/H888/Dw8MDjo6OmDBhAlJSUgwfDyYnJ6Ndu3bo3LkzZsyYARHBP/7xD3Tp0gW9evVCWloaEhMT8dprr6FPnz7YunUrpk2bZjJf0brMCQsLM3w7u+hr9uzZFvXL0dHR8DGmn58fMjIycPPmTUP6+fPn0axZs2LlrMlbEtbU37ZtW3h5eSEuLs5o+7p16+Dt7Y02bdpYtW+1uU5PT4e7u7tqPbaYHzWF58+WedWUdv51Oh1+/fVXk2m2nE+1uQSA3bt3IyIiwnB1r379+mjQoIFq3bt27cLbb78NjUYDAJgwYQK2bt1qcdtsvX79/f2RlJSE+/fv48cff8SVK1fQtm1bpKSkwM3NDf3794eTkxP8/f0RGBio+MQLpWPF3H5sJT8/HxEREXBwcMDq1auNPiEoSV9MKcvzC1G5VYaBN5VTixcvlu7duxtt6927t8yaNUtERD755BPZsGGDiPxxVfeHH34wpP3www8SGxsrBw4ckK5du4qIyIEDByQyMtJkvqJ12crDhw9l7969kpOTI7m5ubJw4ULx8fGRR48eGfL0799fhg8fLllZWbJjxw7Fb0Bbk7ckrKn/yJEj4uPjIwcOHBARkX//+9/i7e0tR44csXq/anP9n//8R0aOHGl1vZbIy8uT7OxsGTFihERGRkp2drbodDoRsWz+CliTt6QsnZ9Hjx7J+vXrJT09XfLy8uT777+X5557Tk6fPm22blvNp9pciojMmTNHdu7cabK80pVfU+U6duxoVfusoTanycnJkp2dLZmZmRIbGyvt2rUTkT/GX6vVyrZt2yQ/P18uXLgg3t7esm/fPovqLcrcfmxlxIgREhQUJNnZ2cXS1PqitH6KKqvzC1F5xeCXihk9erS8//77Rtu++uoreeWVV0RE5N69ezJu3DgZOHCg7NmzR+bNmyf+/v7SqVMn6dChg0yZMkUOHDggU6dOFZH/Bb+m8hWty1bu3LkjL7/8smg0GqlWrZp07ty52MeFd+7ckbCwMHF1dRU/Pz/DHxURkdDQUKOgQSlvUaGhoeLm5mbyVbhOS9tS2KxZs8TNzU2cnJykfv36IiJSv359cXJyUqzfHLW5XrVqlSxcuNCqOi0VHR0tAIxeBR8Vq81f4fmxZK4LexrzU9CetLQ0CQ4OlqpVq4pWq5VWrVrJ5s2bzbbFlvOpNpciIqtXr5alS5eaLK8U/H777beybNkyw/ucnBzp0qWLiPzxH9nZs2fL+PHjLW6rGrU5nThxolStWlXc3d2lX79+cuvWLUNafHy8BAQEiEajkbp168rcuXMtrrfoulfaT1HWHlfXrl0TAOLi4mKU9+DBgxb1RWn9FO1LWZ1fiMorBxEbfTZIdiM7Oxuurq548uQJOnTogMjISKSkpGDSpEkAgLy8PBw5cgT79+/HzJkzkZiYiP3796N169bF8ul0OqO6jh8/XpZdoyL++c9/IiQkBD169CjrppAN3Lt3D/369cPOnTuh1WqRmpoKvV6PBg0aoGPHjjh8+LAh782bN1GrVi0AwJ07d/DGG28gPj4ebm5uiI2NhYuLC8aPH2/IP3r0aCxduvRP7xMRkbWcy7oB9OyJi4vD6tWrkZWVhYiICLz22msYO3YsunTpAhHBe++9Z/Ibw6by3b1716guKl9+/vlnHDx4EPPnz0flypWxa9cus08uoPKvevXqmD59Ovr06YP8/HxotVosW7asWD6dToehQ4di3759AABvb29MnToVPXr0gJOTEwICArBgwQJD/rlz52L48OF/Wj+IiEqDV36JiMjIsWPHcP78eQwbNkw17+zZs3Hp0iW0bNkSEyZM4H+OiKjcY/BLRERERHaDjzojIiIiIrvB4JeIiIiI7AaDXyIiIiKyGwx+iYiIiMhuMPglIiIiIrvB4JeIiIiI7AaDXzLr3r17GDduHOrUqQOtVotmzZohNjYWer3+T2/LmTNn0KFDB2i1WrzwwgtYsWKFRWlFaTQao5ejo6PRw/pL6+7du+jZsyfc3NzQpEkTJCQklKhP1qhfvz6qVKli6FPNmjVLVE9KSgqcnZ2Rk5NTovJqgoOD4eLiYmhnWFiYIU1t3JTSlyxZglatWqFSpUr4+OOPDdtzc3MxbNgw1K1bF1qtFu3bt8fRo0eN6jVXFlA+VkqaBgAXLlxAUFAQtFotmjZtisTExGJjdfToUTg6OmLmzJnF0mJjY1GnTh24u7vjL3/5C9LT01X7Ysk+LdmHrSgdC+aYGxOlvpVmTNTWp9IYKaWVpk1Kx5bamCq1SamsWpvUjhWlY7k01Na3NediNfXr1zf69UMA+PjjjzFixIgS10llrOx+WZnKs9u3b0ujRo1kxIgRcvPmTREROXPmjPTu3Vvy8/P/9PY0b95cYmJiRK/Xy8mTJ0Wj0cjFixdV05TcvHlTnJyc5MqVK6p5hwwZIqtWrVLNFx4eLsOGDZPMzEzZvn27eHp6yv37963ukzXq1asnhw4dsrpcUZs3b5amTZuWuh5zOnXqJGvXrjWZpjZuSulbt26V7du3y4ABAyQ6OtpQJiMjQ2JiYuT69eui1+tlw4YN4uXlJenp6YY85soWpXSsWJP25MkTadiwoXz++eei0+lk37594uXlJffu3TOU0ev10q5dO2nbtq3MmDHDqL6vvvpKOnfuLNevX5f8/HxJTk6WnJwcxb5Ysk9L96HG0nWidCyYYm5M1PpWmjFRWp9KY6Q2fraap6LHltKYqrXJXFm1NqnVq3QsW8rcMaW2vq05F6sxdY6Njo6W4cOHl6g+KnsMfsmk8PBwefPNN8u6GQYajUYuXbpkeN+mTRvZsmWLapqS+fPnS8eOHS3avyV/1NPT06VSpUpy48YNw7ZOnTrJypUrTea3pt0AitVb8MfKVsFvVFSUvPXWW6Wuxxxzf2DVxs3ScR09erRiACsi4uvrKydOnCi2Xa2s0rFiTdq5c+fE09PTKE/Xrl1l+fLlhvdLliyR8ePHy5AhQ4wCBp1OJ76+vvLrr7+abaepvliyT2v3Yc7TCn7NjYmlfSvJmJhbn0pjZM34lWaeRIofW+bG1JI2mSur1CZL6jU3byIi169fl7/+9a/i6ekpL774ouzZs8dkHZYeUyL/W9/WnouVzq8iDH4rIt72QMWkpKRg8+bNmD59us3r7tWrFzw8PEy+5s6da7bcuHHjsG7dOuh0Ohw7dgypqalo3769apqStWvX4u2337ZZ3y5fvgyNRoPatWsbtrVo0QIXLlwwmb+k7X5azp49C39/f9V8JZ1DAHjvvfdQo0YNdOvWDWfPngWgPm7Wjqs5ly9fxoMHD9CoUSOrygHKx4q1aVLkRzVFxNCX+/fv47PPPkNMTEyxuv7v//4PWVlZ2LRpE3x8fNCkSRMsX77covYr7dNW+7CWqWPBFKUxASzvm7XlzK1PpTEq7fhZ0xdTx5apMbW0Tebmw1yb1OpVmrf8/Hz07t0bPXr0wO3bt7Fy5UpERETg9u3bKiNkXuH1batzBlVcDH6pmISEBPj5+aFJkyYm0xMTE1GvXj2EhIQgODgY69atM2yfNm2aYt07d+7Eo0ePTL4++OADs+XCwsKwZs0auLi4IDAwEPPmzYOvr69qmjlnz57FpUuXEB4ebjZP4SAvLi4OY8aMUQzyMjIyoNVqjbZptVpkZGRY3SdrhYWFGdr2/vvvl6iO5ORkBAQEqOYr6RzGxsbi6tWrSE1NRbdu3RAWFob09HTVcbN2XE3Jzs7G4MGDMXXqVFStWtXicoDysWJtWpMmTeDh4YGFCxciLy8P8fHxSEpKQmZmJgAgMjISEydOhIeHR7H6bt68ibS0NFy6dAnXrl3Dxo0b8eGHH+LQoUOK7VfbZ2n3Ye06AcwfC6YojYk1fbO2nLn1qTRGJZ0ja/ti6tgyN6aWtMlcWaU2qdWrNG/Hjh1DdnY2xo8fD2dnZ7zyyivo1KkT9uzZozpOphRd37Y4ZxRV+BxryX/0qXxj8EvF3Llzx+h/zKZEREQgISEB8fHx2LBhA44fP/7U2vPgwQP07NkT8+fPR25uLk6dOoWpU6fi1KlTimlK1q5di969e5s8MRcoHOQNHDgQixcvVgzyNBoNHj9+bLTt8ePH0Gg0VvWpJPbs2WNo28KFC60u//jxY1y7ds2i4Lek2rZtC41GA1dXV/zzn/+Eu7s7fvrpJ9Vxs2ZcTcnLy0N4eDgaNWqEqKgoq9utdKxYm1apUiVs27YN27dvR82aNfHpp59iwIABqF27Nk6fPo3jx49j5MiRJtvh6uoKAIiKioKrqyv8/f3xt7/9Dbt371Zsv9I+bbEPa9cJYP5YKEptTKzpmzXllNan0hiVdI6s7YupY8vcmFrSJnNlldqkVK/avKWmpuLq1atGwWR8fDxu3boFwLr/UJla36U9Z5hS+Byr9h99Kv+cy7oBVP7UrVsXN27csCivi4sLJk+ejB9++AEhISGq+cPCwsxeBfnwww/x4YcfFtuekpICNzc39O/fHwDg7++PwMBAJCUlQa/Xm01r1aqVyf3k5+cjLi4OX3/9tUV9tJSfnx8yMjJw8+ZN1KpVCwBw/vx5kx+JK/XJXLsLP4UhLS3Npm0/d+4cvLy88Pzzz6vmLckcmuLo6AgRUR03a8a1qPz8fERERMDBwQGrV6+Gg4ODRW0rXN7csVLSNH9/fyQlJRneBwYGYvDgwUhKSsIvv/xi6GNaWhqcnZ2RkpKCVatWoXHjxqhcubJRHyztj7l9FlWafZRGwbFQlNqYAJb3rSilckrrc9SoUWbHqLTjZ0lfLD1/FYxpSdpUeD7MtUmpXrV5q1WrFl566SWzt7vs3LnT8O+hQ4ciODgYQ4cOLZbP3PouyTnjaZ5fqRz6828zpvLuwYMH4uPjIzNnzpTMzEzR6/Vy7NgxmThxooiIHDhwQCIjIw35//vf/8qIESOKbbeVR48eiVarlW3btkl+fr5cuHBBvL29Zd++fYpp5uzdu1dq1KgheXl5Nm9r//79Zfjw4ZKVlSU7duww+w1ja9sNQD766CPR6/Wyb98+cXR0lMWLF0teXp5NvvC2aNEi6dSpk2RnZxteubm5paqzsIcPH8revXslJydHcnNzZeHCheLj4yOPHj0SEfVxU0rPy8uT7OxsGTFihERGRkp2drbodDoRERkxYoQEBQVJdna2yXYplRVRPlZKmpacnCzZ2dmSmZkpsbGx0q5dOxERyczMlFu3bhleb775pkyZMkUePnxoKDtw4EAZNWqU5OTkyMWLF8Xb21sOHjyo2hdz+zRFaR+2oHYsFGbJmCj1raRjorY+lcZIbfxKO0+mji21MVVqk1pZpTaZq1dt3vLy8qRZs2ayePFiyc3NldzcXDl48KBcv369WH+VvvCmtL4tPReLKJ9fRfiFt4qIwS+ZdP78eQkNDRUvLy+pVq2atGnTRr755hsRKR78JiQkyEcfffTUgl8Rkfj4eAkICBCNRiN169aVuXPnWpQmIhIaGiqzZs0yvI+IiJBx48ap7jM0NFTc3NxMvgrXV9idO3ckLCxMXF1dxc/PzyiYLdoOtXYXBkBGjx4t1atXl86dO0tUVJR4enrK9evXbRL8jho1SgAYvV5//fVS1VnYnTt35OWXXxaNRiPVqlWTzp07y8mTJ43SzY2bWnp0dHSxtq9atUquXbsmAMTFxcVo7goHIubKFlA6VkqaNnHiRKlataq4u7tLv3795NatWybzmfqG/MOHD6Vfv36i0Wikfv36snTpUov6orbPwsem0j5MsXadqB0LRdeJ2pgo9a00Y6K0PpXGSG38StMmEdPHltqYKrVJraxSmyw9VkzN27Vr1+S1116T6tWri5eXl/To0UOuXr1qsqyp4FdtfaudUwpTOr+KMPitiBxETHzWRKQgMTER+/fvx8yZM5GTk4Pw8HBER0cjIyPDsJ1sy8HBATdu3FC9l5GIiKzD86v94RfeqETWrl2LkJAQhIaGYsCAAWjdujUAYP369ejatSu6du1qdN8WERERUXnAK79EzwBemSAiejp4frU/DH6JiIiIyG7wtgciIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOzG/wMMp0P6ntNdwwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.3 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 4319.5 ± 1003.9 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 139.4 ± 362846.9 $\\mathrm{\\mu F}$   $L$ = 8640974.1 ± 6769534289085.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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qP1enTp0gFotx7tw5vuzcuXN48+aNyhzHsjA3N8ewYcMQHR2tcURL0/ewoEmTJsHGxgZLlixRKb98+TLy8vLw008/oVOnTmjSpAmePXum0mb06NG4f/8+oqKiihx32bJl0NfXx7Bhw8p1fcU5f/58kdfKn7/S/ByfOXMGAwYMwIcffohWrVrB3d0d9+7dq/R+llWnTp1w584dPH36lC87evQoDAwM0LZt22rrR/PmzQEAYrEY/v7+uHnzpsrIcbt27TBy5Ehcv34d+vr6aNiwIRwcHHD06FH+GDk5OTh9+jT/810VvwMFDRs2DIaGhvjzzz+xYcMGjB07VuP7XuvWrXH8+PFij/fOO+9gxowZiI6Ohq+vL/744w++LjAwEMeOHcPt27dx6NAhBAYGVrj/hNRWNNJLdFKvXr3g4+ODQYMGYdmyZWjatClevHiBQ4cOoVevXnjvvfcAKEZiPv/8c/z8888wMjLC//73P3h5eamkBVKOMGZmZkIgEPD/OSr/M83Ly+M/js7JycGLFy9w/fp1mJqalnqUKjc3t8jH7EKhEHZ2dkXaXr9+HXPnzsWHH36I5s2bQ19fHydPnsSGDRswatSoUp3vxYsXePHiBR8c3b59G+np6XB1dYW1tXWx+zZr1gzvv/8+Jk+ejDVr1gAAJk+ejA8++EDlo9zbt28jLy8PKSkpEIvF/H1s1aqV2uOuXr0ay5cvh42NTamuQR09PT0sXry4yGh348aNIZfLsWLFCgwZMgTnz5/HihUrVNoMHz4cO3bswPjx47FkyRL07dsX2dnZ2Lx5M1auXImVK1fC2dm53H3T5Pz58/juu+/4oH/z5s38w0Wl+Tlu0qQJ/vrrL5w5cwa2trb49ddf8fDhQ7Ru3brS+1pQQkICUlNT+fRayu+vh4cHTE1N0adPH3h5eWHs2LH48ccf8erVK3z11VeYOHGi2pF6dRhjaqef2NnZQSgUFin39fXFqFGj0K5dO9jY2OD27duYNWsWmjZtimbNmkEoFMLS0lJlHxMTE1hbW6NFixZ82eeff47FixejadOmaNKkCRYuXAhTU1OMHj0aQOl/B8rLyMgIo0ePxrx585CWlqbyh+A333yDixcv8g8qfvXVV3j33XcxadIkTJs2DYaGhjh9+jT69OkDmUyG1atXY+DAgahfvz7i4+Nx48YNTJ06lT9e586d4ebmhtGjR8PW1lZjnmBCdEJNTigmpDRKSumlTFlWWGZmJvv0009Z/fr1mUgkYs7OzmzEiBHswYMHjLH8h6CioqKYh4cH09fXZ127di2SCgxAkc3NzY2vf/jwodo26h7e0nR96vavX78+36bgg2zJycns888/Z97e3szMzIyZmJiwZs2asblz57Ls7OxSnXPu3Llqz7lx48ZS7Z+amsrGjBnDzMzMmJmZGRszZoxK+i9ln9WdQ6mkB9XK+iBbQR07dizyINvPP//MnJycmKGhIevRowefoqzgQ3xSqZStWLGCtWzZkhkaGjJTU1Pm6+vLDhw4oHL8yk5ZNnLkSGZiYsLs7e3ZkiVLVNqU9HOcmprKBg8ezExNTZmdnR376quv2NSpU1V+/go/rKWpn/Xq1WO//vprqfqu6ef2xIkTfJvHjx8zPz8/ZmRkxKytrdknn3zCP2hYEuWDYOo25e9o4feGxYsXMx8fH2ZjY8MMDAyYm5sbCw4OVkmbVpi6eyOXy9ncuXOZg4MDMzAwYF27dmU3b95UaVPS74C6n83vv/9e5b2DMcZmzJjB2rZtW6RfV65cYQBY586dVcrHjRtX5BinT59m7733HjM0NGQWFhasZ8+e7NmzZ+zFixds8ODBzMnJienr6zMXFxf21Vdf8Q/xKc2ZM4cBYP/73/803idCdAHHWC3OzURIFdq0aRM+/vjjapkSQAghhJCaRXN6CSGEEEKIzqOgl5AqlJCQoJJqqvBWOK1UZYiIiNB4voJPrWuyePFijfv369ev0vurq06fPl3s9742q46fAS8vL43nKG6REUIIKS+a3kBIFZJKpfyDPuo0aNCgSFqjinr9+jVevnyptk4kEsHNza3Y/VNTU5Gamqq2zsjICPXr169wH+uC7OxsJCYmaqwvayqu6lQdPwOPHz9WWVWxoHr16sHMzKzC5yCEkIIo6CWEEEIIITqPpjcQQgghhBCdR0EvIYTXs2dPcBxXZOvfv3+VnO/UqVN8DlGO47Bp06ZS7ffbb7+hZcuWMDc3h7m5OTp16oS///5bpU2DBg3UXoufn18VXEm+8PBwNGzYEIaGhmjbtq3a1dTKul957tPAgQM15ly9c+cOOI7DkSNHStW3iho/fjx///X09ODq6oqpU6ciLS2tSLsPPvigyP6XL18Gx3H8VKGCxyu4vfvuu9VxOYQQLUVBLyGEd/XqVSxatAjPnz9X2f7v//6vSs4nFovRokULfnGQ0nJ2dsbSpUtx9epVXL58GT169IC/vz9u3LjBt7l06ZLKNVy9ehUcx2H48OGlPs/48eMxb968Urf/66+/8Nlnn2HWrFm4du0aOnfujH79+pX4wGJJ+5XnPgUFBeHEiRNq55SvX78ebm5uKouwVLVevXrh+fPnePToEdatW4d9+/YhJCSkwscruB04cKASe0wI0Tk1mSSYEFJ7PHjwgAFgZ86cqZHzm5iYlHpxDHWsrKzYqlWrNNYvXLiQWVhYsKysrFIfc9y4caVeaIIxxjp06MCCg4NVyjw8PNjMmTMrbb/S3ieJRMIcHBxYaGioSnleXh6zt7dn8+fPV7vf6tWrmb29PZNKpSrlo0aNYgMGDGCMMXby5EnWsWNHZmJiwszNzVn79u2LLN5QkLoFZr744gtmbW1dYjvGGLt06ZLKQiIlLVhDCCHq0EgvIQQAcOXKFQiFwjItX1tcaivlVtqP98tLJpPh//7v/yAWi9G5c2e1bRhjWL9+PQIDA8s0olwWeXl5uHLlCvr06aNS3qdPH/z777+Vvl9J9PT0MG7cOGzatAlyuZwv37dvH1JSUjBhwgS1+wUEBCAjIwNHjx7ly8RiMfbs2YPAwEBIpVIMGjQIXbp0QUxMDC5cuIDPP/9c7bLAmsTHx+PQoUMQiUTlvj5CCCmrys2VRAjRWleuXIFMJoO9vb1Keb9+/RAZGal2nylTppQ4XaCqUpzdvHkTnTp1Qk5ODkxNTbF79254e3urbXv06FE8fPgQEydOrJK+AEBKSgpkMhnq1aunUl6vXj38888/lb5faQQFBWHp0qX4559/+KB6/fr16NOnD1xcXNTuY2Vlhf79+yMiIgLvv/8+ACAqKgp6enoYOHAgMjMzkZ6ejgEDBsDd3R0A0LRp0xL7cujQIZiamkImkyEnJwcAsHz5co3tCioYtBfXbtq0aVi6dGmJfSGE1E0U9BJCACjm8w4dOhRLlixRKbewsNC4j7W1Naytrau6a2p5enri+vXryMjIwI4dOzBu3DhER0ejRYsWRdquXbsW7du3xzvvvFPsMRcvXozFixfzr3Nzc8FxHH744Qe+7ODBg3jvvfcq70KqUOPGjdGtWzds2LABffr0wbNnz3D48OES52gHBgZi3LhxyMrKgrGxMSIiIjB06FAYGhrC0NAQ48ePR9++fdGzZ0/07NkTw4YNg6ura7HH7Nq1K9asWYPs7GysXbsWcXFx+PTTTzW2K+jWrVsYPHhwie0sLS2L7QMhpG6j6Q2EEACKoNfHxwceHh4qm52dncZ9anJ6g76+Pjw8PNC2bVt89913aNWqFX766aci7ZKSkrBnz55SjfJOmTIF169f57eBAwcWKWvXrp3afW1tbSEUCossDPLy5Us4ODhoPGd59yutoKAgREVFITU1FZs2bYK1tTUGDRpU7D5+fn7Q09PDnj17kJSUhH/++QeBgYF8/caNG3HhwgV07doVe/fuhaenJw4fPlzsMY2NjeHh4QFvb2/88ssvyMrKQlhYmMZ2BTdnZ+dStbO1tS3lXSGE1EU00ksIwcOHD5Gamlqm+bxAzU5vKEwulyM3N7dI+aZNm2BgYIBRo0aVeIzCI9dmZmawtrYu1epp+vr6aNu2LY4ePYqAgAC+/OjRoxg6dGil71daw4YNwyeffII///wTGzZswNixY0ucS2tgYICAgABEREQgJSUFDg4O8PX1VWnzzjvv4J133sGMGTPQr18//PHHH+jbt2+p+zV37lz069cPkyZNgpOTU3kujRBCyoSCXkIIrly5AgBwcHDAixcvVOpsbW01LpVc0ekNYrEYDx48AKAIWhMSEnD9+nVYW1vzH5evXLkSK1euxN27d/n9Zs6cCT8/P7i4uOD169fYunUroqOji+TqZYxh3bp1GDlyZJH5n1Xhiy++wIcffogOHTrAx8cHq1atwrNnzzBlyhS+jbrrKWm/0twnTYyMjDB69GjMmzcPaWlpCAoKKtW1BAYGomfPnnj48CFGjRoFgUDxweDDhw+xevVqPm9wfHw8bty4galTp5bpXvn6+qJ58+ZYuHAhwsPDy7QvoJh6UvhnVSgUFvvJBCGkjqvp9BGEkJo3c+ZMBqDIxnEcS0tLq7LznjhxQu15x40bx7eZO3cuK/xWNW7cOObq6sr09fWZnZ0d69mzJzt06FCR4x8/fpwBYBcuXChX/8qasowxxn777Tfm5ubG9PX1WZs2bdjJkydV6tVdT0n7leY+FefKlSsMAOvcuXOpr0MulzM3NzcGgMXExPDlL168YIMHD2ZOTk5MX1+fubi4sK+++orl5eVpPJamFGMRERFMX1+fPXr0qNh26lKWqbsf9evXL/X1EULqHo4xxqorwCaEEEIIIaQm0INshBBCCCFE51HQSwghhBBCdB4FvYQQQgghROdR0EsIIYQQQnQeBb2EEEIIIUTnUdBLCCGEEEJ0HgW9hBBCCCFE51HQSwghhBBCdB4FvYQQQgghROdR0EsIIYQQQnQeBb2EEEIIIUTnUdBLCCGEEEJ0HgW9hBBCCCFE51HQSwghhBBCdB4FvYQQQgghROdR0EsIIYQQQnQeBb2EEEIIIUTnUdBLCCGEEEJ0HgW9hBBCCCFE51HQSwghhBBCdB4FvVrkk08+wbx584ptc/r0aZiamkImk1VPp8rA2dkZmzZtquluEEJIuZTmPbg2GT9+PAIDAyt0jNr8fwohZUVBby2zceNGcByHmTNnFqmbM2cOVqxYgcTERI37v/feexCLxRAKhVXZTVLJ5s2bhy5dutR0Nwips3x9faGvrw9TU1OYmpqifv36+Pjjj5Gdnc23Kc17sDZTFyTT/ylEl1DQW8uEh4fDxsYGGzZsQG5urkqdvb09+vTpg/Dw8BrqHalJjDFIpdKa7gYhOuvrr7+GWCyGWCzG2bNncezYMSxYsICvr4n34Ly8vCJlMpkMcrm82vpAiK6goLcWuXTpEi5fvow///wTGRkZiIyMLNLm/fffx65duzQeIzo6GhzH8cGRcgQxNDQUjo6OMDc3x9dff420tDSMGDECFhYWaNCgAfbs2cMfY9OmTXB2dsbPP/8MZ2dn2NjY4KOPPoJYLObbpKenY+rUqXBzc4ONjQ369++P+Ph4vl4sFiMoKAg2NjaoX78+fv75Z5V+5uTkICAgAPXr14eZmRk8PT3x22+/qbRp0KABFixYgP79+8PMzAzu7u7YvXu3Spu///4b7777LqysrGBjY4Nhw4bxdYmJiRg9ejTq168Pe3t7jBo1CsnJyRrv3YkTJ9CuXTtYWFjAxsYGPj4+SEtLA6AYARk+fDiCg4NhaWkJV1dXLFu2TGX/u3fv4oMPPkC9evVQv359hISE4M2bN3x9amoqQkJC0LBhQ5iZmaFp06Y4fPgwIiIisHjxYpw7d44fZTp9+jQePXoEjuOwfv16vPPOOzA2Nsbly5fVjsb4+vpi9uzZ/GuO4/Dzzz+jU6dOMDExwTvvvIObN28iMjISnp6eMDc3x7Bhw1S+p4SQfA0aNMD777+PGzduqJSX9B4MAOfOnUOPHj1ga2sLa2trdO/enR8xTkxMxPDhw1GvXj3Uq1cPI0aMwLNnz/h9le81U6dOhZ2dHQYNGsS/r//f//0fmjRpAmNjYyQlJZX4PlxYaGgomjRpAjMzM7i4uOCTTz5BVlYWAGDx4sWIiIjAX3/9xb8PJSQkFPk/RSaT4fvvv0eTJk1gYWGBdu3a4eDBg/w5lO137NjBn6t37946OzpOtAwjtcb48eNZq1atGGOMjRgxgnXq1KlIm0uXLjEA7PXr12qPceLECQaASSQSxhhjc+fOZXp6emzFihUsLy+PXbx4kenp6bG2bduyU6dOMZlMxn788UdmZWXF3rx5wxhjbOPGjUwoFLLx48czsVjMnj59ytq1a8eCg4MZY4zJ5XLm6+vLRo8ezV69esVycnLY119/zZo1a8by8vIYY4xNnDiRtW7dmj158oSJxWI2fvx4JhQK2caNGxljjGVlZbENGzawtLQ0JpPJ2P79+5m+vj47dOgQfy1ubm7MxcWFXblyhe+nmZkZy8jIYIwxduTIEWZoaMi2b9/OcnNzWXZ2Nvvnn38YY4zl5OQwT09PNn36dCYWi9nr169ZYGAg69Wrl8b77+TkxDZs2MDkcjnLzc1l//77LxOLxYwxxsaNG8f09PTYqlWrWF5eHjt37hyzsrJif/75J2OMseTkZGZra8uWL1/OcnJyWHJyMuvZs6fKPXvvvfdYv3792OPHj5lcLmdxcXEsNjaW/z75+Pio9Ofhw4cMAOvcuTNLSEhgUqmU5eTksHHjxrExY8aotO3WrRv79ttv+dcAWKtWrVh8fDzLzc1lAQEBrFGjRmz8+PEsMzOTvXjxgjVq1IgtXrxY4/0gpC4p/Dv04MED5unpyZYsWaLSrqT34Fu3bjFDQ0O2cuVK9ubNG5abm8tOnDjBcnJymFQqZa1atWIjR45k6enpLC0tjQUEBLC2bdsyqVTKGMt/r1m/fj3Ly8tjb9684d/X/f39WUpKCn+skt6HC79XbN68mX//uXXrFnN3d2czZ87k69W9txT+P+WHH35g9evXZ1euXGESiYRt27aNiUQiduXKFZX2o0ePZunp6Sw9PZ117tyZjR07trzfGkIqDQW9tURqaiozMjJi4eHhjDHGjh07xgCw69evq7S7d+8eA8AeP36s9jjqgt5GjRqptGnVqhWbNGkS/zolJUXlXBs3bmQCgYClp6fzbQ4cOMBEIhGTSqXsypUrTCQSqbzpS6VSZmhoyE6fPs1kMhkzMDBge/fu5evT09MZx3F80KvOwIED2RdffMG/dnNzY/Pnz+dfi8ViBoCdP3+eMcaYn58fmzZtmtpj7dy5kzk5OTG5XM6XPX36lAFgT548UbtPgwYN2LfffsuePn1apG7cuHGsTZs2KmVff/0169GjB2OMsR9//JG9++67KvVnzpxh+vr6TCqVskuXLjGO41hSUpLacxcX9Bb8Q0DZl9IEvZs3b+ZfR0VFMQDs2bNnfNnHH3/M/P391faHkLqmW7duzMDAgFlYWDATExMGgL333nssMzNTpV1J78HTpk1jfn5+auv+/fdfxnEcS01N5ctSUlIYx3Hs3LlzjDHF73fh9xLl+/rdu3f5spLeh5XHKvxeUdDy5ctV3tdKE/Q2adKErVixQqXNwIED2eTJk1XaF7w/K1euZE2bNtXYD0KqC01vqCWUD7CNGTMGANC9e3d4eHgUmTuWkZEBALC2ti71sR0dHVVem5iYqJSZmJgAAF6/fs2XWVlZwcLCgn/dsGFDSCQSvHz5Evfv34dUKoWzszMsLS1haWkJGxsbAMCTJ0+QnJyM3NxcNGzYkN/fwsJCpc+5ubn48ssv+Y/ILC0tcfDgQSQlJan01cnJSWM/Hz58CE9PT7XXfP/+fbx8+RJWVlZ8H728vGBgYICEhAS1++zduxfx8fFo27YtPDw8MHfuXJU5tAWvR/n6yZMn/PmuXLnCn8vS0hL9+/cHx3F48eIFHj58CCsrK9jZ2ak9d3EKn7e01H2PC5cV/J4TUtd9+eWXSE9Ph1gsRlJSEurVq4e+ffuqtCnpPbi496UnT57A2toaVlZWfJmNjQ2srKxU3pc0/c4XLC/pfVid1atXo02bNrCxsYGFhQW+/fbbIu+5JXny5Anc3d1Vyjw8PIq8rxZ+76b3GlIb6NV0B4jiAaVVq1YhLy8PTZo04cszMjIQERGB77//Hubm5gCAmzdvwtPTE6amplXap7S0NGRkZPCB76NHjyASiVCvXj04ODhAX18fycnJEIlERfaVy+UwMDDAo0eP0KJFC/5alPNjAWD58uXYt28f9u3bh8aNG0MgEGDQoEFgjJW6jw0aNMC9e/fU1jk4OMDNzQ1xcXGlPp63tze2bt0KALh+/Tr69u0LZ2dnTJw4kb8HBT169AjOzs78+bp06YLjx49r7GtaWhpSUlJga2tbpF4g0Pz3Z+E6MzMzPH36VKWs4JxAQkjF2dnZYdy4cRgwYABevXrFB5QlvQcX977k4uKCtLQ0pKWl8YFvamoq0tLS4OrqyrfT9H5QsLyk9+HCzp07h48//hhHjhxBly5dIBKJ8NNPP+HHH38s8byFr6Hw+2pcXJxK/wmprWiktxY4evQo7t+/jyNHjuD69ev8pnyA4o8//uDbHjp0CIMHD67yPnEch+nTp+PNmzd49uwZ5s6diw8//BBCoRBdunRBixYtMHXqVH6UIC0tDTt37kRWVhYEAgECAwMxb948JCYm4s2bN5g+fTo4juOPn5GRAQMDA9jZ2UEulyMyMhJHjhwpUx8/++wzrF+/Hjt37kReXh5ycnJw7NgxAMCQIUMgkUgwZ84cfmQmKSkJf/31l9pj5eXlYePGjfyDbhYWFhAKhdDTy/+7MCYmBuvWrYNUKsXFixexdu1aTJgwAQAwYcIEXLt2DeHh4cjKygJjDE+ePEFUVBQAoF27dujcuTMmTJjAB6wPHz7EnTt3ACj+A0tISEBOTk6J192uXTucOHECd+/ehUQiwYoVK/Dw4cMy3TtCSPHS0tKwZcsWuLi48AEvUPJ78NSpU3H06FGsWrUK2dnZkEgkOHnyJHJzc9GhQwe0aNECH3/8MTIzM5GRkYFp06ahVatWaN++fZn6V9L7cGEZGRkQCoWws7ODSCTC1atXsXLlSpU2Dg4OiIuLKzYnb3BwMH744Qdcv34dUqkU27dvx4EDBxAcHFym/hNSEyjorQV+//139OrVC927d4eDgwO/NW7cGMHBwfj9998BAMnJyTh8+DCmTZtW5X1ycHCAt7c3mjRpghYtWqBZs2ZYsWIFAEAoFOLo0aMwNjZGx44dYWZmhnfeeQe7d+/mA9uffvoJ3t7e/DG8vb3h4ODAH//LL7+Ei4sL3Nzc4OTkhGPHjsHf379MfezTpw+2bduGJUuWwM7ODs7Ozli9ejUAxWjouXPnkJCQAG9vb5ibm6Nz5844deqUxuPt2LEDXl5eMDExQbdu3TB+/HiMGzeOrx88eDDOnz8PW1tbDB06FF9++SWfRcHV1RXnzp3D0aNH4e7uDktLS/Tt2xc3b94EoPgjYs+ePXB0dESnTp1gZmaG/v378x9DjhgxAp6ennBycoKlpSXOnDmjsZ9jxozByJEj0blzZ7i4uCA9PR0+Pj5luneEkKKWLVvGZy5o0qQJsrKyVDITlOY9uEWLFvjnn3+wbds2ODk5oV69eliwYAHkcjmEQiH279+P3NxceHh4oHHjxpBKpdi7d2+Z8+CW5n24oD59+mDKlCnw9fWFhYUFZs2apfL+BgCTJk0CANja2sLS0lLtVLAvvvgC06ZNw7Bhw2BtbY2lS5di165daNeuXZn6T0hN4FhZPk8mNerTTz+FlZUV5s+fX6Xn2bRpE2bPnl3kI/S6bPz48ZBKpfjzzz9ruiuEkBpSXe/BhJCqQXN6tcgvv/xS010ghJA6i96DCdFuNL2BEEIIIYToPJreQAghhBBCdB6N9BJCCCGEEJ1HQS8hhBBCCNF5FPQSQgghhBCdR0EvIYQQQgjReRT0EkIIIYQQnVcn8/Q6ODjgzZs3tFY4IbVIQkICTExM8OLFi5ruik6i9z1Cah9636tedTLoffPmDSQSSU13o9JkZmbi6dOnqF+/PiwsLDS2y8jIQGJiIpydnWFubg4AkMlkSE1N5dvYABAkJyteODkBlpZV2PPaqfA9sba2LvMSobqkuu6HRCLBmzdvKv24ROHNmzfIy8uDvJqyVMqkUqSlpfGvraysINSrnv9y/ntYjQEEk4PJcvmXnNAA4Kr+Q1SGasw2yuSANC//tZ5+tVxjtauJ68zNqtrjExV1MuhVjnTExsbWcE8qR3R0NLp3747Jkydjzpw5GtuFhYUhNDQUW7Zsga+vLwDFPWjRogUAwALATXNzxQ9Fs2bAjRtANf0nVZsUvCcAcOLECXh5edVgj2pWdd2PunyPq4OrqyvkjOHS5SvVcr47t2+jQ/t2/OsDBw+hWfPm1XJu227/q5bzAIA8OxWS2Ej+tZ7nAAiMrKv+vAWDsyrGstMg/S+Kf63n8T44I6tqO391qYnrlNzdDVdXpyo9B8mng3+q1T0+Pj5wcHDAunXrNI5gSyQSrFu3Do6OjvDx8VHb5msAepmZiheLFtXJgJcQQgghuomCXh0gEokQEhKChIQEBAcHFwl8JRIJgoKCkJCQgJCQEIhEoiLHcADwufJFx46Av38V95oQQgghpPrQUJ6OmDlzJi5cuIDNmzcjOjoawcHBaNSoEeLi4rB+/XokJCTAz88PM2bMULv/HADGyhdLlgAcV11dJ4QQQgipchT06giRSITdu3dj6dKlCA8PR2hoKF/n6OiIsLAwzHR3V/sNdwcw8e3X2U2bwujtfF9CCCGEEF1B0xt0iEgkwuzZs/H48WOcOHECO3fuxIkTJ/D48WPM9vSE3ujRwJgxQKHpD2EAlBMejO7eBSIjixybEEIIIUSb0UivDhKJRHx2Bp6/PxAQkB/QRkQAIhEcnz9HwWfmcwYOhGEdn89rZ2eHuXPnqryuy+h+kPKwtbXFN7NmqbzWRZyeEYSObVVe6xw9QwjqtVJ5rZPqynXWYRxj1ZS0sRZRpkbSlZRlpSaRKEZ6IyMVAXBEBODnBxw9qqjv1w/YswdQ86AbIVWtzv5eVhMvL69qTVlWk6ozZVlNqc6UZaTqSO7uRvNGTvS+V01opLcuEYkUgS6gCHyfPwfOnFG8dnengJcQQgghOouC3rpGGfhKpcDu3YoyoRA4cYICXkIIIYToLHqQra5KScn/2t0dcHCoub4QQgghhFQxCnrrGuW83tOnFa8FAuDePbVZHQghhBBCdAVNb6hLCj7IpjRlCpCcXCSrAyGEEEKILqGgt64oGPC6uABPnijm8n79NeDkpGhDgS8hhBBCdBQFvTpCIpHg7NmzSE1NhbW1NXx8fCAqGLhGRSmC2n79gEOHFGWjRwNuboqvC2Z1CAhQbIQQQgghOoLm9Go5iUSCsLAwuLq6onv37hg6dCi6d+8ONzc3hIWFQaKcpxsQAGzfDtSvDyhTM3/9df6BlFkdtm+ngJcQQgghOodGerWYRCKBv78/Dhw4AFdXVyxYsADu7u6Ii4vDunXrEBoaigsXLmD37t2KUd8uXYDAQMXOAwYALVqoHlAkooCXEEIIITqJgl4ttmTJEhw4cABjx47FunXrVKYzzJw5E8HBwdi8eTOWLl2K2bNnAz//DOTlKRvUUK8JIYQQQqofTW/QUhKJBOHh4XB1dS0S8AKASCTCunXr4OrqivDwcEhSUoDff1dUvvce0LlzDfSaEEIIIbXN77//jjZt2kAkEmHevHka28nlcnz++eewtLREvXr18NNPP1VfJysBBb1a6uzZs3jx4gWCg4OLBLxKIpEIwcHBeP78OZ7MmgVkZioqaJSXEEIIIW85Ojpi3rx5GDp0aLHtVq1ahejoaNy7dw9nzpzBDz/8gGPHjlVTLyuOpjdoqdTUVACAu7t7se0aNWoEQwBOynRk3t6KDA6EEEII0RlJSUlITk5WW2dnZwd7e3uN+/r7+wMADhw4UOw5tmzZgi+//BL29vawt7fHxIkTsXnzZvTs2bPc/a5OtW6kNzY2Fl27doW5uTmaN2+O6Ohovm7Tpk1wdnaGubk5JkyYgDzl/FQAcXFx8PHxgbGxMdq0aYOYmJga6H31sba2BqC47uLEx8djHADD9HRFwYwZAMdVbecIIUTHyXPSK1SvDVhORoXqtYU2X+fAgQPh5eUFLy8vtGjRQuP23nvvVcr5bt++jZYtW/Kvvb29ERsbWynHrg61KuiVSCQYNGgQhg0bhrS0NPzyyy8YNmwYXr16hZs3b+J///sfdu/ejSdPnuDJkycICwvj9x01ahR69eqF1NRUTJw4EYMHD4ZUKtV4LplMhtjYWLVbUlJSdVxuhfj4+MDBwQHr1q3LT0tWiEQiwca1azFTKFQUNGgAjBhRfZ0kRI2kpCS1v3e5ubmQyWQ13T1CSiRNvAxJbCRk6Y/V1svSH0MSGwlp4uVq7lnlkT2/Bul/UZBnPFFbL894Aul/UZA9v1bNPatc2n6dcXFxuH3nLu7EP0Ny2muN7dLS0irlfGKxGObm5vxrc3NziMXiSjl2dahVQe9///2HtLQ0fPrppxAKhejVqxdat26N3bt3Y+vWrRg6dCjat28PCwsLzJ49G5s3b+b3u337NmbNmgVDQ0NMnToVcrkcp0+f1niu1NRUjX8RhYeHV9cll5tIJEJISAgSEhIQHBxcJPCVSCQICgpChydP0EAZSHz5JaBHM1pIzQoPD1f7excXF8dP2yGktpLnpEP24hrA5JDGHSkS+MrSH0MadwRgcsheXNPKEV+WkwF50g3FNTw6XiQglGc8gezRcYDJIU+6UatHQoujK9fJGVhAv8UICO28qvxcpqamyFQ+HwQgMzMTpqamVX7eylKrgl4AYMqFEwq8jo2NVTuknpCQALFYjNu3b6NJkyYwMDBQqdemIffymDlzJvz8/LB582Z4eHggLCwMERERWLBgATw8PLBlyxYsVv5FZmcHTJhQsx0mhFS6uLg46OnpIScnp6a7UicIDC2h594H4ARFAt+CAS84AfTc+0BgaFmzHS4HztACwgY9+GssGBAWDATBCSBs0AOcoUUN97h8dOY6OQ4CPX2InFrBoOXoIhtnYMFPiayo5s2b4+bNm/zrW7duwcur6oPtylKrhv08PT1haWmJ5cuX45NPPsGxY8dw8uRJNGrUSO2QOqAYai9cp6zXpiH38hCJRNi9ezeWLl2K8PBwhIaG8nWOjo6IGDsWjd6OhuOzzwBj4xrqKSGkqsTExMDT0xOGhoYltpVJpbhz+7baOltbW9gV86ALySe0dAPc+/ABrjTuCOS2TSFPuasS8Aot3Wq6q+UmsHABGvTgAz/Zo+Ng1o0hT72vEggKLFxquqsVUl3XySTZgFTNH6ZyWaVM6+KEQnBCM8DQrGilQAihcpqjBlKpFFKpFDKZDFKpFDk5ORCJREX2CwwMxA8//IA+ffogIyMDa9euxR9//FHh/leXWhX0ikQiREVF4ZNPPsGiRYvQrl07jBgxAs7Oznj58mWRIXVAMdReeLhdWV/ckLu1tTVOnDihts7Ozq4SrqZ6iEQizPb0xIwHD3D24kWkpqbC2toaPj4+EPXurWhkYgI4OdVsRwl5KyQkBAFqVv4bNGgQ9Gj6TZnFxMTgnXfeKVXbtLQ0dGjfTm3dN7NmYda3syuzazqtcOArT377x4QOBLxKhQNC+av/FBU6EvAqVcd1ylPuQv7yutq6ik7r4jgOAoHmoJYrxcPrCxcuxPz58/nXixYtwsaNG+Hu7o5+/frxg4hTp07F/fv30bhxY+jr62PmzJlak7kBqGVBLwC0bNkSJ0+e5F937twZgYGByM7OLjKk7urqClNTUzRv3hz3799Hbm4uP8Xh1q1b+OKLLzSeRygUatWQvEaRkcDw4RAFBMA3IkKxlDAAnDsHKO9j/frARx8Bpqa0zDCpccpUN4UVnJ5ESu/GjRvo2LFjTXejThJauilGeJPzR88Ftk11IuBVEli4KEY+lYEgAIF1Y50JeJW0+zoV0xuKqy/JvHnzNC5KUfBTc4FAgBUrVmDFihVl62ItUevm9N64cQM5OTnIysrC999/D7lcjvfffx+jR4/Gzp07ceXKFWRkZGDRokUYO3YsAMW0iGbNmmHJkiXIzc3FmjVrwHFcpaXoqNX8/RWBbGQkMGYMoHygbelSxb8CAXDvnqLN2zx8hBDdUZaRXlK5ZOmPFVMaCpCn3NWY1UEbyTOeKD7qL1iWel9jtgNtpdXXyQGcQKBxK0XMW2fUupHejRs3YuPGjZDL5ejduzeioqIAKB5MW758OQYOHIjMzEwMHToUs2fnfxS3detWjBs3DkuWLEHTpk2xa9euuvFRqUgEREQovlYuQPHtt8CePYqv5XJFwFtwFJgQohMyMzPx6NGjUge9VlZWOHDwkNo6W1vbyuyaziv80JqgwJxeadwRQAemOBR+mEtQYK6r7NFxQEemOFTHdQpsm0Jg2aBIufThsUp4yKziI711Ra2LCn/66SeNazmPHz8e48ePV1vn4eGBs2fPVmHParHCge+FC/l1779PAS8hOurmzZuwsbGBUynn7Av19NCsefMq7pXuU5elQWjpBpmFq8rDbdoc+KrLXiCwcAFn7qLy0Je2B77VdZ2cyAgQGRWtKMVDZiUem+PAVXBOb11R66Y3kHJSBr79+gEJCYoyJydg714KeAnRUTExMfDy8kJOTg6/FVypklQ+eU662oAXUMzxLZzOTFvz9KoLBAHF3NfCab5qa/7akujSdSqyN6jfSD4KenXNo0f5XzduXGPdIIRUvZiYGJw8eRJGRkb8NoJWXaxSAkNLCB1aa8zSUDDwFTq01to8vQL7lhqzFxQMCAX2LWtv/toS6Mx1vs3Tq2kDjfTyat30BlJOEgkwejRw547itYWFInvDmDE0vYEQHbV69WqsXr26prtR5+jVbweBjYfGgFZo6QbOK0ArA14loWNrCKwaaQz0BBYu4Dz9a28gWEq6cZ3FpyyjOb35KOjVUhKJBGfPnkVqaipszM3x3qpVEOzcmd9gyRLg+PH8h9so8CWEkEpTUkCrzQGvUkmBXu0OBEtP26+T44p/kI3m9OajoFfLSCQSLFmyBOHh4Xjx4gX0AERAMU9FbGIC0zdvFKO8H34IBAUpdqLAlxBCCNFZxT3IRvJR0KtFJBIJ/P39ceDAAbi6umLBggXwTUnBe7/8ghOGhuj+5g0AQDZ2LIQmJoqdCmZ1CAigxSkIIYQQXVJC9gaa05uPgl4tsmTJEhw4cABjx47FunXrIFKO2nbpgq6nTgErVwIA1nAcpip3UmZ1oICXEEII0UEcBCLK01salL1BS0gkEoSHh8PV1VU14AUAPz8I//wTAHDWwABhkZGQKFdmAxSBLwW8hBBCiM7hOMX0Bo0bxbw8Cnq1xNmzZ/HixQsEBwerBrwA8H//B6SnAwCe+fvj+fPndXehDkIIIaRO4YoNemmkNx8FvVoiNTUVAODu7q5awRjw22+Kr52cIOnXT6U9IYQQQnQYp1htUdNGMW8+mtOrJZRrc8fFxalWXLoEXL2q+HrSJMS9XY2t4mt5E0IIIUQbcAKKbEuDRnq1hI+PDxwcHLBu3TrV+bq//674VyiEZNw4rFu3Do6OjvDx8amZjhJCCCGk2nAcB6FQoHGjPL35KOjVEiKRCCEhIUhISEBwcLAi8H31SjGfF4B84EAEhYYiISEBISEhRef9EkIIIUQncQJO40by0fQGLTJz5kxcuHABmzdvRnR0NNY1a4beOTkAgDFnz+L/kpLg5+eHGTNm1HBPCSGEEFJdKLgtHRrp1SIikQi7d+9GWFgYpHl5aHj4MADgLoCTAgHCwsKwe/duGuUlhBBC6giOQwnTG2q6h7UHjfRqg8hIwN8fEIkgEokwe/ZszGzTBnp+fgAA4ZQpSOjaFXqjRtVsPwkhhBBSzUqaxkBRrxKN9NZ2kZHA8OHAmDFAgQfY9NasUXxhaIjGL15Ab/RoRVtCCCGE1B0cINTjNG4U8+ajkd7azt9fsZqaMqCNiACePwf27VO8dnQEoqIUbfz9a6iThBBCCKkJHFBshgaKefNR0FvbiUSKQBfID3zd3QG5XPH1w4eKgDciQtGWEEIIIXWKgB5kKxUKerVB4cDXwCC/jgJeQgghpO7iAIFeMbNVKR7m0ZxebSESQbJpEzKaNQNycwEA8jZtKOAlhBBC6jAOHASc5o2jqJdHQa8WkEgkCAsLQ6NGjfDmzh2+/GhsLBYtWqS6QhshhBBC6o63I72aNop589H0hlpOIpHA398fRw4cwN9GRnB6W55uYYG+GRnImD8fwy5exI49eyg/LyGEEFIH0Zze0qGR3lpuyZIlOHLgAM66uaFPdjZfbrlzJ+RDh2I4gDEHD+L7xYtrrpOEEEIIqTEcx2ncSD4KemsxiUSCNb/9ht3Gxujw+DFgba2ocHUFuneHYNs2PvBtsWQJJFlZNdpfQgghhFQvroQ8vRT35qOgtxY7e/Ys3n35Eh9kZQHvvw+kpioqPvwQEAgAkQiCbdtw28sLA3NycG/ZsprtMCGEEEKqmWJFNk0bTerNR0FvLZaamoodAE5/+inQunV+xYcf5n8tEuH6V18hAMB/LVtWdxcJIYQQUoM4DhAKBRo3GunNR0FvLWb9djpDtLU1sHWrorBDB8DTU6VdXEICdhRoTwghhJC6o/iRXqJE2RtqMR8fHzg4OOBGeDiQlKQoHDtWpY1EIsG6devg6OgIHx+fGuglIYQQQmqSkILbUqGR3lpMJBIhJCQEfd8GvExPDxgxgq+XSCQICgpCQkICQkJCKGUZIYQQUsdwHAd9PYHGjTI45KOR3lpu5mefIW/BAkAqxRGRCBd//x2NGjVCXFwc1q9fj4SEBPj5+WHGjBk13VVCCCGEVDMOxY/0Usibj4LeWk508CBEUikAINLAAOtDQ/k6R0dHhIWFYcaMGTTKSwghhNRFXAnTGyjq5VHQW9tt2aL419ISvz95gsDLl5Gamgpra2v4+PhQsEsIIYTUYRwAAz3Ns1Up5s1Hc3pri8hIQCJRLXv5Ejh0SPH1sGEQHTwIX19fDBkyBL6+vhTwEkIIIXUc93akV9NWmim9ycnJ8PPzg4mJCTw9PXHs2DG17caPHw8DAwOYmprC1NQUXl5elXw1VYuC3togMhIYPhwYM0Y18P2//wNkMsXX8fGKNpGRNdNHQgghhNQ6HDjo6wk1blwpxnqnTZsGBwcHJCcn4/vvv8fw4cORqlwQq5A5c+ZALBZDLBYjNja2si+nStH0htrA3x8ICMgPaCMiAJEI2LxZ8drEBDh+XNHG37+mekkIIYSQ2ubtSG92RiqyM9OKVMukeZDJNH8yLBaLERUVhfj4eBgbG2PgwIHw9vbGnj17MGHChKrsebWjoLc2EIkUgS6QH/jOmgVcvar4+s0bJHXrBqtNm2hKAyGEEEJ4yuwNd45ux5XI1WrbpMrtNO5///59mJqawtnZmS/z9vbWOIr7008/4aeffoKnpye+++47dOvWrUL9r040vaG2UAa+b0d8X/XqxVf9DaD+yZNw8/BAWFgYJIXn/hJCCCGkTuI4DvpCAYTlzMcrFothbm6uUmZubg6xWFyk7WeffYYHDx7g+fPnmDZtGgYOHIjHjx+X67w1gYLe2kQkgmTTJvxbrx5sXr0CAGQZGSHzjz8QumABRCIRQkNDMXjwYAp8CSGEEAJAMdIrKGfQa2pqiszMTJWyzMxMmJqaFmnbunVrWFlZQV9fH2PGjEGnTp1w5MiRcp23JtD0hlpm2bJl6PzyJf/auEkTjBo1ChCJMHPmTAQHB2Pz5s1YunQpZs+eXYM9JYQQQkhNE3CKlGXtB4yCV9f3i9TvDPsY1hbGGvdv3LgxxGIxEhMTUb9+fQDArVu3MHbs2JLPLRCAMVb+zlczGumtRSRZWfBeuhTdCxbGxPBZHUQiEdatWwdXV1eEh4fTaC8hhBBCIBRwMLe2hUPDxkU2PX19CIVCjfuamppi0KBBmDt3LrKzs7F//37cuHEDgwYNKtJ2586dePPmDaRSKf766y+cPn0avQpMx6ztKOitLSQSpPXvj4E5OcjV11eUdeyYn9WhQOAbHByM58+f4+zZszXbZ0IIIYTUKOWDbBrz9JbiGOHh4Xj27BlsbGzwxRdf4K+//oK1tTUiIiJUcvH+9NNPcHJygo2NDZYvX46oqCg0atSoyq6tstH0htpAIgHGjIH9yZM4DKBvXp6iPCAA+PRTxdcF0pkpf8A05dAjhBBCSN3AcRz0i1uRrRRzfe3s7HDgwIEi5WPGjMGYMWP412fOnClfJ2sJGumtDaKigMhIJHXrhosFy4cMKZLVAW9z6QGAtbV1TfSWEEIIIbVIcSO9JB+N9NYGAQHA9u2w8vNDgIUFIJWCtW4NrmFDRX2BwFfi7491Hh5wdHSEj49PzfabEEIIITWK41DCSG81dqaWo5He2iIgAKInT9BUKgUA7ABUH1QTiSDx90dQUBASEhIQEhJCC1UQQgghdRwHzaO8ijm9FPUq0UhvbbJzJ//lnGvX8KWHB4KDg9GoUSPExcVh/fr1SEhIgJ+fH2bMmFGDHSWEEEJIrfB2GeLi6okCBb21ya5dAADWrBkCR49GeHg4QkND+WpHR0eEhYVhxowZNMpLCCGEEHAARIJipjdUX1dqPQp6a4tHj4ArVwAA3LBhmD17NmbMmIGzZ88iNTUV1tbW8PHxoWCXEEJqAXlOOgSGluWu1wYsJwOcoUW567WFLlynkCLbUqE5vTUhMlKRpqygt6O8AICBA4HISIhEIvj6+mLIkCHw9fWlgJcQQmoBaeJlSGIjIUt/rLZelv4YkthISBMvV3PPKo/s+TVI/4uCPOOJ2np5xhNI/4uC7Pm1au5Z5dKF6+Q4QCQUaNzoQbZ8FPRWt8hIYPhwfrEJnnI+b6NGwLJlijbK3LyEkDojJSUFn3zyCVxcXGBubg4vLy8sW7YMMpmsprtGoBjBlb24BjA5pHFHigS+svTHkMYdAZgcshfXIM9Jr5mOVgDLyYA86YbiGh4dLxIQyjOeQPboOMDkkCfdAMvJqKGeVoyuXCcHDgJO86atD7LFx8cjMjISGzZsUNkqgqY3VDd///ycu4AiFVlyMvDvvwAAuZ4eBJGReNqpE+KsrND57SpshBDdl5SUBB8fH/j6+uLChQtwcnJCTEwM5syZg6+++qqmu0cACAwtoefehw9spXFHAPc+EFq6qQS84ATQc++jlVMcOEMLCBv04AM+2aPjQIMeEFi4qASC4AQQNuhR6z/610SXrlPXpjesWrUKH3/8MaytrWFiYsKXcxyHjz76qNzHpaC3uilz7gL5ge977/HVgnv3sB3AmHPnIO3dG46Ojpg6dSpmzpxJwS8hOu7jjz9GmzZtsHbtWr7snXfewd69eyvl+DKpFHdu31ZbZ2trCzt7+0o5j64TWroBhQJfuW1TyFPuqgS8Qku3mu5quQksXIBCASGzbgx56n2VQFBg4VLTXa2Q6rpOJskGpDlFK+SyCn+KwwHQE+rWg2zfffcdtm/fjiFDhlTqcSnorQmFAl924gT/Q7nfyAj3v/4afzRpgri4OKxbtw6hoaG4cOECdu/eTYEvIToqLi4OO3fuxG0NQWllSEtLQ4f27dTWfTNrFmZ9O7vKzq1rCge+8uS33zcdCHiVCgeE8lf/KSp0JOBVqo7rlKfchfzldbV1qampFTs4V8JIrxZGvRkZGZUe8AI0p7fmKANfPz9wKSkAgJempuibkoJv583D6NGjMWfOHDx48ABjx47F33//jaVLl9ZwpwkhVeXYsWNo3LgxPD091dZHR0fDzc0NPXv2hK+vL/7880++fPZsClZrgtDSDQLbpiplAtumOhHwKgksXCCwbqxaZt1YZwJeJW2+Tg4oYU6v9vHz88PJkycr/bg00lvD5M+f83952L3zDgSFRnJFIhHWrVuH6OhohIeHU45eQnRUUlISnJ2di23z4YcfYuHChcjJycHQoUM1BsikesjSHyumNBQgT7kLmYWrzgS+8ownio/6C5al3gdn7qIVAWFpaft1ioqZ3qCN7Ozs4O/vj6FDh8LJyUmlbsGCBeU+LgW9NUUiAcaMgeDqVQCATCCA8OxZRVaHiAjFSPBbIpEIwcHBCA0NxdmzZ+Hr61tDnSaEVBVXV1c8eaI+bVJhhoaG+PLLL7F371707Nmz1OewsrLCgYOH1NbZ2tqW+jgERR5aExSY01vw4TZtVvhhLkGBua4FH/rSdtVxnQLbphBYNihSLn14DNbW1hU6Nofipzdo40hvTEwMWrVqhbi4OMTFxfHlXAXzr1HQWxPeBryIjIRMTw9CqRSJbdrAtWFD1awOBQLfRo0aAaiEuT+EkFppwIAB+Prrr7Fo0SL873//g6GhIa5cuYKtW7fip59+KtLeyckJL168KNM5hHp6aNa8eWV1uc5Sl6VBaOkGmYWr2qwO2khd9gKBhQs4cxe12Q60VXVdJycyAkRGRSsEQgiFwgpcgSIQLG6kt6KBYk04ceJElRy3Vo6HL1u2DC4uLjAzM0Pr1q3x+vVrAMCSJUtgZ2cHa2trfP3112CM8ftcunQJLVu2hLGxMbp164bHj9UnDa9xBQJe9OgBoVQKALju7KwIdJXpzArl8Y2PjweACv9FSAipnaysrHDs2DGcOXMGrq6usLW1xbRp0+Dt7a22fWJiIhwdHau5l0Sek6424AUUc3z13PsAnCA/q4OW5ulVFwgCirmvwgY9+GuUPTpea/PXlkSXrlPAad60WVJSEi5fvoykpKRKOV6tG+n97bffcOjQIZw9exYuLi64efMm9PX1ceDAAfz22284f/48TExM0Lt3b3h6eiIoKAi5ubkYMmQI5s6di8DAQISFhSEwMBCnT5/WeB6ZTIbY2Fi1dXZ2drCvqtQ9UVGKoDYgAGjcGDh+HAAQdvEi+gEQFUxnFhAABARAIpFg3bp1cHR0hI+PT9X0i5BqkpSUhOTk5CLlubm50NOrdW9J1crLywsHDx4ssV1OTg5++uknzJ07F2KxuBp6RpQEhpYQOrSG7MU1tVkaCmZ1EDq01to8vQL7lpAn3VCbvaBgtgOBfctanb+2OLpynYrpDZqjW22MezMzMzFu3Djs2bMHgGK0euDAgdi0aRMsLMr/fSjXSG9ubi7Wr18PPz8/2NvbQyQSwd7eHv3798fatWuRk6MmF10pyGQyLFq0CGvXroWrqys4jkPLli1hYGCALVu2YPLkyXB3d4eDgwOmT5+OzZs3A1A8vWxgYIDg4GAYGhri22+/xZUrV/Dw4UON50pNTUWLFi3UbuHh4eXqf6kEBADbtytGdY8cAQC8cHDA5WfPEBwcDAmgqNu+nQ94g4KCkJCQgJCQEHqIjWi98PBwtb93cXFxNH2nBFu2bEHPnj3x/vvvY8SIEWjXTpF+LCIiAr169UKvXr2wf//+Gu6l7tOr3w4irwCNUxeElm4QeQVAr7769HDaQOjYGnqe/ho/0hdYuEDP0x9Cx9bV3LPKpRPXyQEiIadx08ao9+uvv0ZaWhquXr2KzMxMXLlyBRkZGZgxY0aFjlvmYZU//vgDM2bMgJubG95//3189NFHsLCwQEZGBm7evIn169djzpw5WLZsGcaOHVumYz99+hRZWVnYsWMHli9fDktLS3z55ZeYOHEibt++jVGjRvFtvb29+ZHa27dvo2XLlnydsbEx3N3dERsbi4YNG5b1EqteQADw8iVwWbEuu924cfC7dQubN29GdHQ0goOD0ahRI8QtWID169cjISEBfn5+Ff5mE0K0l6+vr9ppW76+vsX+gU+qRkkjuNo4wltYSSObtXXks6y0/TqVKcuKq9c2Bw4cwKVLl1CvXj0AQKtWrbB161a0b9++Qsctc9C7c+dOHDlyRCXIVBo6dCjmzZuHGzduYM6cOWUOehMTE5GRkYF79+7h0aNHuH//Pnr27ImmTZtCLBbD3Nycb2tubs5/rFe4rnB9rXT4MP+l8IMPsDssDEuXLkV4eDhCQ0P5OkdHR4SFhVGqMkIIIYQUwYGDSFDcimzaF/ZmZ2fD0tJSpczS0hLZ2dkVOm6Zg97SLIfZsmVLfh5GWRgZKZ5sDA0NhZGREVq2bImRI0fiwIEDMDU1RWZmJt82MzMTpqamAFCkrnC9OtbW1hqfDrSzsytz38tMOW/P0hJ4912I9PQwe/ZszJgxA2fPnkVqaiqsra3h4+NDwS7RKSEhIQgICChSPmjQoDo/p5cQQsqMA4pN06t9MS/at2+POXPmYMmSJRAIBJDL5Zg3bx4/pau8KvQ/zIkTJ3Dw4EG8efMGTZs2xejRo2FjY4OQkJByzYtt0qQJ9PX1VdJrKL9u3rw5bt68iYEDBwIAbt26BS8vL76u4Pmys7MRFxfH16sjFAqLra9UkZGAv39+CjKpNH+kt08fgDH+wTWRSER5eIlOs7e3V/ugqIGBQQ30hhBCtF9x0xu00fLly9GrVy/88ccfcHNzQ0JCAvT09HD06NEKHbfcKcvGjx+PXr16YdeuXbh48SK+/fZbNGvWDKdOneKXxywrExMTDBs2DIsWLUJubi7u3LmDv/76C/3790dgYCBWr16N+Ph4vHz5EsuXL+enT/j6+iI7OxsbNmxAbm4uFi1ahLZt29aO+byRkcDw4aopyC5eBNLSFF/37q2oGz4csfPmYdeuXYiOjoakQLoyQgghhBB1lNkbNG3aGA43bdoUd+/exYoVKxAQEIAVK1bgzp07aNasWYWOW66R3lWrViE6OhoXLlzgh5qzsrLw448/YuDAgcjNzS13h3777TcEBQXB1tYWtra2CAsLw3vvvQcAmDp1Kjp06ACZTIaJEyfio48+AqAYIdq9ezeCgoIwbdo0tG/fvtyBd6Xz98/PvQsoMjMUSEkkj4qC4O+/sdfQEEPnz4f0bbmjoyOmTp2KmTNn0vQGQgghhGikYwO9ABRTVwsmMKgM5Qp616xZg9WrV6vMrTA2NsacOXNgbGyMr776qtwdsrS0xM6dO9XWffPNN/jmm2/U1rVv3x43btwo93mrjEikCHSB/MD3wQMAALO0hODvv7EdwDd2dgidOBHu7u6Ii4vDunXrEBoaigsXLmD37t0U+BJCCCGkCK6EOb3aEhAvWrQI3377LQCoPNBf2IIFC8p9jnIFvffv30f37t3V1n3xxRcVTimhc9QFvgC49HRsB3AoMBB3N2xQCWxnzpyJ4OBgbN68GUuXLsXs2bOrudOEEEII0QYCrZzEoOrs2bP815oWF6voksrlCnoFAgFycnKgr69fpE4ikdTeJYBrkjLwjY8HrlwBAPwrEuEbB4ciAa+iuQjr1q1DdHQ0wsPDKWUZIYQQQtTSltHc4hw4cID/WlN2rYoq14Ns7du3x9atW9XWffHFFxg/fnxF+qTbCqwf/VIiwUcffaQxmBWJRAgODsbz589V/gIihBBCCAGUD7Jp3rQxHg4JCVFb/vHHH1fouOUKemfMmIEvv/wSK1aswLNnz5CdnY3z589j0KBBOHr0KKUeUkciUWRpePIEAJBtaYnBAAIPHcrP6qBGo0aNAICWZyWEEEKIWgKO07hpI03JCDQNuJZWuYLe3r1749dff8XcuXPh4uICU1NTdO7cGRkZGTh+/DiEQmGFOqVzlAFvgfm8T0eOxHYAbhcuqKYzKyQ+Ph6AYjENQgghhJCCdGmkNz4+HvHx8WCM4eHDh/zr+Ph4HDx4EIaGhhU6frkXp5gwYQKGDRuGM2fOIDMzE02bNsU777wDAJg1a1aFOqVTCga8bdvy83kbBAejx+7dMH79Gh8UTGdWYKqDRCLBunXr4OjoCB8fn5roPSGEEEJquYo+4FVbeHh48Nfi4eHBlzPGIBQKsXjx4godv0IrspmZmaFfv35FyjWlFauToqL41dbAcYqg18YGotatMWnaNAwODcVZNzd0ULZ5uzyrRCJBUFAQEhISEBYWRg+xEUIIIaQoDhAUF/NqUTz88OFDMMbQokULxMbG8uUCgQB2dnbVP9LbqlUrhIWF4YMPPlD7lwVjDPv27cPcuXNx7dq1CnVOJwQEANu3A4MGAa6uijJfX0AgwMyZM3HhwgX4/P03gm1t4XT3LhpFRCAuLg7r169HQkIC/Pz8MGPGjBq9BEIIIYTUTsrpDcXVaws3NzcAgFgsrpLjlzno/e233/Dpp59i6tSp6NmzJ1q0aAELCwtkZGQgNjYWx44dg729PVauXFkV/dVOAQHA7dvAy5eK129zHItEIuzevRtLly5FeHg4nhdIxuzo6IiwsDBKVUYIIYSQYnAlTG/QprA3X0pKCi5cuICkpCQwxvhy5Wq85VHmoNfHxwdXrlzBiRMnsGvXLuzatQupqamwtrZG27Zt8ccff6BHjx7l7pDOKphz7m3QK5FIcPbsWTRv3hybN28GAGRmZsLa2ho+Pj4U7BJCCCGkRMWN9GqjEydOYPDgweA4Dq9fv4aZmRnEYjFcXFyqN+hV6t69u8ZV2eq8yEjA31/loTQ+6K1XDxI3N+wZMQKfnDqFFy9e8E0cHR0xdepUzJw5kwJeQgghhJSIQ/FzerUxHv7mm2/wxRdfIDQ0FFZWVkhLS8PMmTPh4uJSoeOWK2UZKUZkJDB8uGoaMrkciI5WfPneezjv4YFh27fDXyrFggULEBERgQULFkAkEiE0NBSDBw+GpJjcvYQQQgghShzHadxKIzk5GX5+fjAxMYGnpyeOHTumtl12djYCAwNhZmYGV1dXbNu2rTIvg/fff//xSRGUUxvmzJmDH374oULHrVD2BqKGv79iDm/BNGR37gCvXgEAXvz7L9578QIX3dzwy+3bEBkb87vOnDkTwcHB2Lx5M5YuXYrZs2fXwAUQQgghRGtwJUxvKEXcO23aNDg4OCA5ORn//PMPhg8fjvv37xdZI2Du3LlISUlBYmIibt++jX79+qFNmzbw9PSs2DUUIhKJ+GDXwsICKSkpsLCwQHJycoWOS0FvZROJFIEukB/4duzIVzs9e4b9xsboWyjgVewqwrp16xAdHY3w8HB6iI0QQgghxVJMb+CQlJSElJSUIvW5ubnQLyaWEIvFiIqKQnx8PIyNjTFw4EB4e3tjz549mDBhgkrbLVu2IDIyEubm5nj33XcxaNAgbN26FfPnz6/Ua2rZsiVOnz6Nnj17onPnzvj4449hamqKpk2bVui4FPRWhcKB7+nTfNV2APe/+gofFAp483cVITg4GKGhoTh79ix8fX2rvr+EEEII0VocB6xduwaLFy1SW29nZ6dx3/v378PU1BTOzs58mbe3t0qeXABIS0vDixcv0LJlS5V2586dq2Dvi/r555/5r5ctW4aJEyfi8ePH+P333yt0XAp6q4oy8JVIFAtUAMiyscGYV6/wR5Mmxe7aqFEjAEBqampV95IQUsewkptoPbk0r6a7UOUEevo13QVSCbhKecyMgZPLwDF5ufYWi8UwNzdXKTM3N8ert9MyC7YDFAuTFWxXFTl1vby8+K9dXFxw6NChSjlumYPeXbt2oXPnznBwcKiUDui8Aj8MMisr4NUrxMXFFbtLfHw8ABSZS0MIIYQQooJBEfCy8v1Ja2pqiszMTJWyzMxMmJqaFmkHAK9fv+aDZHXtyksZ+5REOTBYHmUOek+ePIkZM2bA29sbkydPRt++fct9cp0mkSgyOPzzD19k9uABdhoa4n9r12pMSyaRSLBu3To4OjrCx8enOntMCCGEEG0kl2Fy8EcY6j+wSNWwkWMg0tf8yUDjxo0hFouRmJiI+vXrAwBu3bqFsWPHqrSzsrKCg4MDbt68yccnt27dUhmVrQgPD49is00wxsBxHGQyWbnPUeagt2vXrvjmm2+QlZWFY8eOYf78+Zg7d265O6CTlAFvZCTQoAHw6BFgZgb07YuBO3Yg58kTTP7oI6zesEEl8JVIJAgKCkJCQgLCwsLoITZCCCGElIABTA57WxvY29oUqTUw0AcnEGrc29TUFIMGDcLcuXPx66+/4tixY7hx4wYGDRpUpG1gYCAWLlyI7du3486dO9izZ0+lzel9+PBhpRynOGUOek+dOoVvvvkGLVq0wOTJkzFx4sSq6Jf2KhjwBgQAN24oyjt1ArZuhZwxDN+5E/jzTzQ9eRLjJ05Eo0aNEBcXh/Xr1yMhIQF+fn6YMWNGzV4HIYQQQrRCeefzKoWHh2PcuHGwsbGBs7Mz/vrrL1hbWyMiIgKLFy/mH2pbsGABgoOD4ejoCCsrK6xcubLS0pW5ublVynGKwzFWvkkg8fHxOHbsGJ49e6Z1I73KofjCTyZWCuXiFAEBwC+/AI6OivJ584C5cwGJBNKRI6G3axcmmJhg05s3/K6Ojo4ICQmhVGWkTqrS30sCLy8vyBnDxctXarorVc7GZ1pNd6HK0YNsuiHv1nY0a+RY7vc9Ly8vMJkU18+d1NimVadu4IR6Wvfeum3bNmzYsAEvX77EjRs3cPr0abx69Qr+/v7lPma5sjf8/fff8PPzq9BkYp0VEABs365YpOLIkfzyzp0hkUiwZMkSrDl7Fu8C2PE24LW0tMTgwYOxcuVKGGtIZUYIIYQQolYFR3prm19//RU//PADJk+ejKVLlwJQPNw/Y8aMCgW95VqGeMCAAZgyZUq5T6qzIiMV0xsCAhQpy/79V1HOcZC0aYOhAwfiRmgoBAYGaFlg+WFzc3Ns3LgRw4cPp+WHCSGEEFIGDJxMqnHTxkSFK1euxMGDBzFr1iwIBIpQtWnTprh3716FjluuoFckEmHnzp34+uuv1db36dOnQp3SSsppDWPGKAJfID/o9fbGsl9/ReChQ4gEELdkCebMmYPRo0djzpw5ePDgAcaOHYu///6b/4uGEEIIIaRUmFzzpoWSk5PRvHlzAFDJ6FDOGbm8cgW9BgYGOHToEFavXo1Falb/OH/+fIU6pZX8/RUjvJGRisA3Kwu4eBEAIOvQAd5Ll2I4APnQodAbNkxlV+Xyw66urggPD6fRXkIIIYSUDoMiR6/GraY7WHZNmjRBdHS0StnJkyfRrFmzCh23XEEvALRt2xZ79+7F4sWL8dtvv1WoEzpBuQKbMvAdNEgR+AJ4c+YMBubk4LaXFwTbtinaFtldsfzw8+fPcfbs2eruPSGEEEK0EAcGTi7VvGlh1BsaGorBgwfj22+/RV5eHhYuXIhRo0YhNDS0Qset0DLE3bp1Q2RkJIYMGQJzc3N8+OGHFeqM1lMGvoAi8H3L/O5dbAcg+/prNC8mKwMtP0wIIYSQMtPSaQya9O/fH7t27cKKFSvg6uqK48ePY82aNRWePluhoFfZsT/++APjxo2DmZkZ/P39KzznQqspA99z54CnTwEAyV26YMyZMwh9/LjYXWn5YUIIIYSUDQPk0uLrtYhEIsFnn32G5cuXo3v37pV67HJNbygc1I4YMQK//vorRo8ejaNHjxa7jFydkZbGf2ljYwOHevWwbt06jfN1aflhQgghhJQZUyxOoWnTspgXIpEI//d//wdDQ8NKP3a5gt6NGzcWKZs4cSLCwsIwePBg5OTkVLhjWksiUWRxUC460bQpBHv24LCtLZ4lJCA4OLhI4Ftw+eGQkBBamIIQQgghpcQAuVzzpm1RL4C+ffvi8OHDlX7cck1vGFYo+4DS9OnTkZGRgYULF1aoU1pLuQRxVFR+2eLFwLZtaB4ZieMODuixeTMOHDiAAQMGoFu3bnj8+DEtP0wIIYSQ8pPLaroHlcrW1hbDhg3DwIED0bBhQz5XL6BYCrm8Kjynt7AFCxZgyJAhlX3Y2k8Z8EZGAi1bAjduKMo7doSkb1/cv30b78XGIgLAmJQUbNy4kR8xd3R0RFhYGC0/TAghhJAyYoppDMXUa5tbt26hXbt2ePbsGZ49e8aXV3T6bKUEvT169MCePXtgZmYGAGjVqlVlHFa7REUpAt6AAIDjFEGvoyMkdnbw9/fHkdhY7DY2xvCsLNSbNg1/ZGVh3759SElJQatWrSjgJYQQQkjZMRT/IJuWxbwymQxLly5Fq1atoK+vX6nHLnee3oKio6Pr7oIKBZce3r5dkbnh6lVFXbt2WLZoEYwPHMDosWPRNzkZ2L4d3VauxIYNG/Ds2TOMHTsWBw8epJXYCCGEEFIOTDG9QdOmZVGvUChE9+7dq2QgsFKC3jqr8NLDAQGKBSkePAAAyLy94b10KSIBrH//fYiMjRVt3qKV2AghhBBSIQxgcrnGTctiXgBA48aN8fz580o/LgW9FVF46WGJJH+UF8DrvXv5ldgKLz2sRCuxEUIIIaT8GCDN07xpYdT76aefYsSIEfjnn3/w4MEDxMfH81tFVPqDbHWKuhXY2rThqy1v3aKV2AghhBBSdRgDkxWTvUELFwwLDg4GAPTp04d/eI0xBo7jICvuWktAQW9FFQ58//2Xr0rq1g1jTp6kldgIIUTHsJwMcIYW5a7XBvKcdAgMLctdry104jrlurUM8cOHD6vkuJUyvaHOr8CmDHwHDwYSExVlDg6wOnAAtg4OtBIbIYToENnza5D+FwV5xhO19fKMJ5D+FwXZ82vV3LPKI028DElsJGTp6gdtZOmPIYmNhDTxcjX3rHLpwnUyxsCkeZo3LRzpdXNz07hVRKUEvdp4Q6uEtEDKEAsLiEQihISEICEhAR988AG2b9+ukumCVmIjhBDtwnIyIE+6ATA5ZI+OFwl85RlPIHt0HGByyJNugOVk1FBPy0+ekw7Zi2sAk0Mad6RIQChLfwxp3BHFPXhxDfKc9JrpaAXp1HUWuyKbdtq7dy/69++PFi1aoH///tizZ0+Fj1kpQe+4ceOqZI1kraFcmGLfvvyy//6DfNQosLw8GBgY4MiRIxgxYgS6d+8Oe3t79OjRAx4eHtiyZQutxEaIjnn06BE4joOpqSlMTEzg5eWFkydP1nS3SCXgDC0gbNAD4ARFAt+CAS84AYQNemjlFAeBoSX03Pvw11gwICwYCIITQM+9T+3/6F8DnbnOEkZ6tXFO7+bNmzFmzBg0adIEU6ZMQZMmTTB27Fj88ccfFTpupczpVa4sVicVXImtbVvgyhUAgLxvXwh27kRTAE7OzmjYpAmuXr2K9PR0pKen48SJEzAwMMC8efMwa9YsGuUlRIfExMTAy8sLt27dAmMM3377LSZNmoT//vuvRvslk0px5/ZttXW2traws7ev5h5pJ4GFC9CgBx/gyh4dB7NuDHnqfZWAV2DhUtNdLTehpRvg3ocP/KRxRyC3bQp5yl2VQFBoWbGPm2tadV0nk2SDSbOLljNZhR7MenuUEkZ0tS/o/eGHHxAVFYWePXvyZQMHDsRnn32GcePGlfu49CBbRWzbBuzcqdgCAgB7e0XQa2SEJR06oPHhwxgOYFjHjhBs2wYJgLNnzyIpKQnr16/HkSNHIBQKKeAlRMfExMSgdevWABTPPPj4+GD16tU13CsgLS0NHdu3U1s3c9YszPp2djX3SHsVDnzlr97+QaMDAa9S4YBQnvz2DyYdCXiVquM6ZUmxkD2/orYuNdWgYgdnKCF7Q8UOXxMSEhLQo0cPlTJfX18kJCRU6LiUp7e8IiOB0aMVAe/QoYoH2WJjAQDy5s3x+5o1MDYyAgAIdu4EoqIgEong6+uL4cOHY//+/bQoBSE6KiYmBm3epi9MTEzE0qVLEVBgYRqiGwQWLhBYN1Yts26sEwGvktDSDQLbpiplAtumOhPwKmn3depenl4XF5ciU8JOnz4NZ2fnCh2Xgt7yUi5MocQYcOMGAOClrS1+fPkSftnZioB461bVtqBFKQjRZTExMQgNDYWpqSmcnZ3h5eWFX375ha+Pjo6Gr68vunbtCj8/P/Tu3Ru+vr6wsLCAr68vfH191R738OHD6Nq1K3x9ffH5559DWvDhWVLt5BlPFFMaCpal3teY1UEbydIfKz7qL0CecldjtgNtpdXXqYMrsk2fPh2DBg3C9OnTER4ejunTp8Pf3x/Tp0+v0HFpekN5Fc7PO3Qo8HZxCaP//sNwAI87doTbtm2KtmrQohSE6B6xWIz4+HikpqbC3NwcP/zwA7Zt2wZ9fX0AQEpKCkJDQ7F//36Ym5vj0aNHYIyhYcOG6NKlC6Kjo9UeNyUlBQsXLsTBgwdhamqKZcuWYdWqVfj4449L3TcrKyv8ffCQ2jpbW9syX2tdVvihNUGBOb2yR8cBHZjiUPhhLkGBua7SuCOAjkxxqI7rFNp7QWDdqEi55MHhSsjR/3akt7h6LTN+/HiYmZlh7dq1OHToEFxcXLB27VoM07C6bWlR0FsR6lZkA2D56BG2A7j//vv4tpj5urQoBSG658aNG3BycoKlpSUA4LPPPsPChQtx48YNtGzZEgcOHMCHH34Ic3NzAECDBg1Kddy///4bY8eOhampKX/c/v37lynoFerpoVnz5mW6HlKUuiwNAgsXcOYuKg+3aXPgqy57gdDSDTILV5WHvrQ98K2u6+RERuBERkXLOSGEQmFFLkGRvaG4B9m0MHvDli1b4O3tjUOH8v9Iv3btGiIiIjBmzJhyH5emN1SUMvD18uKL5P36YXq9elizcSOysrIQHR2NXbt2FcnRS4tSEKJ7lJkblAwMDODr64v9+/cDAJ49ewYnJ6cyH/f58+cq+xkYGCAvr7jRHVIVWE6G2oAXUMzxLZzOTFvz9KoLBAHF3NfCab5qdf7aYujUdcplmjctNH/+fDg4OKiUOTo6Yu7cuRU6LgW9lSUzk/9SYGiIiRMnIiEhATY2NujevTuGDh2K7t27w83NDfPmzcOECRNoUQpCdFBMTAxatGihUta3b18+6HVyckKicuXGMnB0dMSzZ8/417m5ufyUiX379uG7777DZ599VoGek9LgDC0gsG+pMUtDwcBXYN9Sa/P0Ch1aa8xeUDAgFDq0rr35a0ugM9fJGJgkT+OmjSO9SUlJRYJeBwcHvHz5skLHpekNFaXM0/vk7YMLtrbA7t3wPXcOegBycnJgYWGB3r17gzGGf/75B/PnzwcA9O/fnxalIETHrFq1qkjZtGnTMG3aNACK3/shQ4Zg5MiRMDc3R0JCAmQyGRo2bFhkv8TERNSvXx8A0K9fPwwdOhSjR4+GiYkJfv75ZwwaNAgAMGDAAAwYMACTJ0+uwisjSkLH1hBYNdIY0AosXMB5+mtlwKukV78dBDYeGgM9oaUbOK+A2hsIlpJuXKfu5el1dHTEvXv30KRJE77s3r17sK9gLnEa6a2IggtT6L39+2HoUNz28kLXFy9wxtUVC+bMgbGxMXbs2IGdO3ciIyMDRm9TmXXo0IFGeQmpY2xtbbFgwQIMHDgQXbt2RUhICAwMiubplEqlGD9+PP/a3t4e33zzDfr27Ytu3brh6dOnmDp1Kl+/ZMkSBAUFVcclEKDEgFabA16lkgK92h0Ilp62XycrYUU2poUjvQEBARg7diyuXbuGN2/e4Nq1axg/fjyGDx9eoePSSG95REYCfn7A+PGKrz/4AHj70aWsWTP47d6NHfr66JiQgI5372Lmgwc4e/EiUlNTYW1tjQ4dOqBZs2ZYvXo1rcZGSB3k6+urNkvDmTNn+K+vXr2KUaNGqdT3798f/fv3L7Lf4sWLce/ePRgaGqJ9+/bgOK7S+0wIqb2KfZBNC82ePRuPHj1C27Zt+fezUaNGITQ0tELHpaC3rCIjgeHDgXffBc6fV+TfnTCBD3pv5eZiaVIS2gKKNpGREAUEwLdQnt7g4GCEhobi7NmzGnNyEkLqrg4dOqBDhw6lajtr1qwq7g0hpNZiAJMVl72h+rpSWQwNDfHnn3/i559/xsOHD9GgQYNKSatIQW9ZKReliIxUBLWbNgHr1vHV9tu34x28zdF77Bjw999FFqYAKEcvIYQQQioDg1xS3EI1Whj1vmVjYwMbG5tKOx4FvWVVODfv+PGAlZXitZ4eHK9cyc/Ra2ysNuAFKEcvIYQQQiqBDo70VhUKesujcOCrHHKXSiEfOhTTz5yBYONGdOzSBZmZmbC2toaPjw8/d5dy9BJCCCGkMjDGIMuTFFtPFCjoLS9l4CuVArt3K8pcXSHbvBlNBgzA8ePH0bt3b765o6Mjpk6diunTp2PKlClISEhAWFgYPcRGCCGEkArRtQfZqgqlLKsoSf5fV8zEBEOHDsXx48dhaGgIQDEfpUePHsjLy0NoaChsbW2xZcsW+Pn5UY5eQgghhFQMY2AyucatshanuHTpElq2bAljY2N069YNjx8/1ti2QYMGMDY2hqmpKUxNTTFlypRK6UNF1bqgd9KkSXB0dIS5uTm8vb2xb98+vm7JkiWws7ODtbU1vv76a5Uh+7J8MyqFMkfv26wNAMDduYPAQ4cwITAQr169QlhYGPT19XH8+HG8evUKAJCdnY2ePXti9+7dNMpLCCGEkAphDJBLpBq3yoh5c3NzMWTIEHz66adITU1Fly5dEBgYWOw+R44cgVgshlgsVrtoT02oddMbvvjiC/z6668wMDDApUuX0KtXL8THx+PChQv47bffcP78eZiYmKB3797w9PREUFAQ/82YO3cuAgMDERYWhsDAQJw+fVrjeWQyGWJjY9XW2dnZaV71o3COXmXqMgAn9fUxPC8Pw+7fh0AkwuzZszFjxgycPXsWqampMDc3x0cffYTbt29X9DYRorWSkpKQnJxcpDw3Nxd6erXuLYkQQmo5BrlMjhRxFl69ySlSmyuVgpPJKnSG6OhoGBgYIDg4GADw7bff4qeffsLDhw/VriZZW9W6/2GaNm3Kf81xHPLy8pCYmIgtW7Zg8uTJcHd3BwBMnz4dGzduRFBQULm+GampqWjRooXaurlz52LevHlFK5Q5ep2dgadPFZkZvL35oHdYXh4emJvD4sIFoGtX4NQpiEQilTy8EydOpPy8pE4LDw/nl+IuzM7Orpp7QwghWu5t9oZN525i+YkrapvYCYuu+lgWt2/fRsuWLfnXxsbGcHd3R2xsrMY4a9iwYWCMoXPnzlixYgXc3Nwq1IfKUOumNwBASEgIjIyM0L59e/To0QPe3t5Fbri3tzc/UlvcN6NS+fsrRnafPlUEvps2AQ8fAgByLCzwGwCLzEyw+vWB8+dx4ZtvEB0dDUmBeb+Un5cQQgghlUeRp7fYtGUVJBaLYW5urlJmbm4OsVistv3WrVvx6NEj3L9/H66urhg0aBDkteBhu1oZ9IaHh0MsFuOff/5Bnz59wHFckRte8GaX9ZtRbiIRcOpUfuA7fjzw338AAAFjGA4g2t4ejSQSBAB498cf0b17d7i5uSEsLAwSiYTy8xJCCCGk0rC3I70VSU3WpUsXcByndps9ezZMTU2RmZmpsk9mZiZMTU3VHq9z584wNDSEubk5li9fjgcPHiAuLq7c/asstW56g5JQKETPnj2xYsUKNG7cuMgNL3izy/rNABRB54kTJ9TWFfsRqzLwHTNGMd3BQPGRgX5mJnYIBBiVlARHFxe0XLAAg93dERcXh3Xr1iE0NBTnzp1DbGws5ecldVpISAgC1CzaMmjQIJrTSwghZcUYZBIpxrRsjH6NXYtUT9x1AkYlDLSdOXOm2PrDhw8jPDycf52dnY24uDh4eXmV2D1l8Fwb8gXX+v9hpFIpHjx4gObNm+PmzZsYOHAgAODWrVv8zW7evHmZvxlCobBU3yy1lDl6c3KAt9klku3sMCo5GVIA3bp1w8yZM/nsDDNnzsRHH32EP//8EwAoPy+p0+zt7dU+KGpgULE5Z4QQUlcxmRw2hgawMSz6PmogFEAoFFbo+L6+vsjOzsaGDRswZswYLFq0CG3btlU7nzchIQGJiYlo164dn67V1dWVfyarJtWq6Q0ZGRnYunUrxGIxpFIpIiMjceLECXTt2hWBgYFYvXo14uPj8fLlSyxfvhxjx44FoPrNyM3NLfabUamysvgvn6alwcXZGf3798eff/4JDw8PhIWFISIiAt999x1OnToFQPEf+xdffFG1/SKEEEJI3cAYmEymcauMnGUGBgbYvXs3VqxYAUtLS5w6dYofyAOAKVOm8Ll4X79+jUmTJsHKygoNGjTA/fv3sXfv3goH3pWhVo30chyHtWvXIiQkBIwxeHh4YOvWrWjVqhVatWqFqVOnokOHDpDJZJg4cSI++ugjAPnfjKCgIEybNg3t27dX+WZUmshIxcNsgGJ6w7FjfFVrqRT7zc3RZORILOnUCeHh4QgNDeXrHR0d0aNHDxw/fhwXL16kzA2EEEIIqTBlnt7i6itD+/btcePGDbV1BfPwenl54ebNm5Vz0kpWq4Jec3NzjfNsAeCbb77BN998o7auuG9GpVCmKxs6VPF6506gVSvg+nUAwD4AA27fBsaOxeytWzHj8WM+P6+1tTV8fHywfft2HD9+nDI3EEIIIaSSsBIyN9T8XNraolYFvbWav78i4N25U/F66FBF2rLr1yHX00OONP+vrKRVq3BWKISVvT0GDBjAz9+lzA2EEEIIqUyMAbJqGOnVBbVqTm+tJhLlj/IqvV3qmDM0RACAKD097DMwgP2pU9g6YoRKurKsrCysW7eOMjcQQgghpBIpRno1bTTSm49Gesti1CjFvzt3KjYLCwAAJxbjgKkpAsRimOjrY82wYRg8eDBaFkhXtnr1aiQmJlLmBkIIIYRUHgYwWTGBLcW8PBrpLatRo4Bt24DBg4GMDABAmqUlBonFqFe/PjKysvDVxYuIi4tDo0aNMH78eJiYmCAxMRFNmjTBjBkzavgCCCGEEKIzGCCTyDRuFPTmo5HesiiYvaHgHN7Xr+Hq4oKbN2/i4OTJ+OTUqSKZG/T09IosoEEIIdXp7sPnsPGZVtPdqHKvzv5W012oclxNd4BUivbtTlX4GAyAvJiRXop581HQW1qFsze8XZQCADxlMuwzM4PhhAkYuns3HD//HBfd3ODk5AR7e3v4+PhgyZIlCA0NxdmzZyldGSGEEEIqB2OQ58mKrScKFPSWVuHsDV26AG+X7TsJoNvt28Dt24gEMHrFCkihGOGdOnUqfHx80KhRIwCgdGWEEEIIqTys+JFeGurNR0FveRVYjS2rQLFX8+bYPGMGHjx+zD/EduHCBbRr1w4ApSsjhBBCSOVhQLF5einmzUdBb2lFRSlGeQsuTvFWPwC7BQIMGDgQzaOi0NzICJgzBzNnzkRwcDA2b96MM2fOULoyQgghhFQuxiCTFLM4BU1v4FH2htIKCAC2b1dkbti2DXBz46v26elhuFyOSaamkG7dqmgLQCQS4ffff4exsTEyMjIwefJkSldGCCGEkMrDALlMrnGjod58NNJbWsrMDSIRIJEAOTl8lYeHBz5wdcXrP/+E46FDGHD0KLp164bHjx9j/fr1yHo7FYJGeQkhhBBSmRgD5HnFTG+goJdHQW9pKDM3BAQAmzYB48cDL18CAF4AaHb3Llbeu4f6AAJSUrBx40Zs3LgRgOJhtmHDhmHHjh2UsowQQgghlYwpRnSLqScKNL2hNPz9FQFvZCTg6an418AAAPA3gCcA6svlyDA3x6DVqzFhwgTY2toCAFq1agUvLy8A9BAbIYQQQiofkzONG8lHQW9piESKEV5nZ+DpU6B+fSA3FwDwLgAXAPL69WGRmYnAf/7BhtWr8ezZM4wdOxYHDx7EihUr6CE2QgghhFQ6xgBZnkzjRtMb8lHQW1p//60IeJ2dgcREvtgLwHYAgzw98eTdd4HISEh37KCH2AghhBBS9RgDk2neKOrNR0FvWWzdCvz3H1BgRbVYc3N8pK+PQ8eP46vz5xEAwC4kBD169ECzZs3oITZCCCGEVCm5jGncSD4KektD+SDb7t2K1wUyNyRlZsLJzg5H7e3xf2/L0tPTceLECbx8+RJDhgwBAHqIjRBCCCGVjjFAJpFp3GigNx8FvaVR+EG28+f5qu4A/gPgm5QE+dCh+PjoUfz111/o06cPcnNzkZ6eDoAeYiOEEEJIFWAoYXpDTXew9qCUZaWhfJDt3Dng6VMwc3Nwb0dunwuFcExMRJaNDS4HB6Nzt24QiUQYPHgw3N3dcfLkSXqIjRBCCCFVgzHI8mTF1hMFGuktjW3bgLFj+QfZlAGvFICjTIYnAIxfvcKLfv3g7uqKsLAwSCQSWFtbQyaToV+/fvQQGyGEEEIqHUPxI70U8uajoLckkZHA6NHAzp3A0KHAf/8h6+1UBT0AewUCXHjbdDiAXmIxQkNDYWtri5iYGABA3759a6TrhBBCCNF9csY0biQfBb0lUc7nLUD6NiMDAHzg4IBhAPYZGGAkgI1iMQAgOzsbDRs2BADY29tXU2cJIYQQUpcwBuTJmcaN4t58NKe3JCIREBGh+DoyEuz8eZi/zd6QA8Dw2TPk2Nkh94cf8G5qKoY4OcHa2hoTJkxAQkICzeclhBBCSBVikBUb2VLUq0RBb2lERQFr1wLnzoF7+hRSKG6cIYCnAJyTk+E0bhxGAbBzdMSkSZNgbW2Np0+f0nxeQgghhFQZBsVIb3H1RIGC3pIoc/S+XYI4y9oaxqmpAIB7ANoCuMNx6MwYbllbw+fNG8yfP5/fnebzEkIIIaSqMADFrUFBQW8+mtNbEn9/4N13FZkb6tdHlocHX2VkYYHjbm5wZgxPAHimpqJ7ZiaMjIz4NjSflxBCCCFVhgEyxjRuFPXmo6C3JCIRcOoU0LEjkJgI24sX+SqXjAy0f/wYkQCaABhvbAyzt3N5hUIhBAIBOnToUGNdJ4QQQohuU0xv0LxRzJuPgt7S2LEDqF9fY3XHdu3w57BhOGFri40bN6JVq1aQyWSQy+W4WCBIJoQQXcdyMipUTwgpG8X0Bs0jvRT05qOgtyTbtiny9O7aBQwZgrs2NnzVaQD7DQzgevkyhu7YgWVt2sDExASJiYlwcHAAAKS+nf9LCCG6Tvb8GqT/RUGe8URtvTzjCaT/RUH2/Fo194wQ3aV8kE1jyrKa7mAtQkFvGchlMrxJT89/LRAgJzeXf707Kgocx8HCwgKvX78GAFi/XciCEELK69GjR+A4DqampjAxMYGXlxdOnjxZ091SwXIyIE+6ATA5ZI+OFwl85RlPIHt0HGByyJNu0IgvIZWFKR5k07RR1JuPgt6SjBoFfPopMGgQBHv2oK0sf33rbnI5hgG41aQJDjRujBP29hCLxbC3t8ebN29gY2NDOXoJIRUWExMDLy8viMViiMViDBo0CJMmTarpbqngDC0gbNAD4ARFAt+CAS84AYQNeoAztKjhHhOiG2h6Q+lRyrKSREYCv/xS7Jxej9RUtEhJQeLWrZhw4AD+/PNPAECfPn0oRy8hpMJiYmLQunVrAADHcfDx8cHq1avLfiAmB8tOU1+nZwhOZKS+rpQEFi5Agx58gCt7dBzMujHkqfdVAl6BhUuFzkOItklOSkJKSkqR8tycXOjrVyxOYGAl5OmlsFeJgt6S5OQoAt7EROTY2uJRSgqavq3aA6ANAJeUFDzlOAT//jtuP3rE7zp27Nga6DAhRNfExMSgS5cuAIDExEQsXboUAYWWRy8VaR6k/0WprRLUawWhY+sK9PLtcQoFvvJX/ykqKOAlddjatWvw3eLFauvs7OwqfHx5hY9QN9D0huJERgJjxwKJiUD9+jBMSYFzgepOIhGUb9/OjMHs9GkkJSXBwMAAAKCnR39TEEIqLiYmBqGhoTA1NYWzszO8vLzwyy+/8PV9+/bFy5cva7CHqgQWLhBYN1Yts25MAS8hVYAeZCs9CnqL4+8PKEdT2rXDKyMjmL6tkgKwl0gAADsBBBkb45q7O3Jzc5H79uG2zMzM6u4xIUTHiMVixMfH48mTJ8jMzMTSpUtx/vx56Ovr821evnyJevXq1WAvVckzniimNBQsS72vMasDIaT8WAmLUzCKenkU9BZHJAIGD1Zse/bAJjsb2W+rCo7htrCywh49PcTFxQEAhEIhAMrcQAipuBs3bsDJyQmWlpYQCAT47LPPEBcXhxs3bgAAXr9+DTMzs9IdTE8fep7+ajeBbdOS9y+Fwg+tCWw81T7cRkhdMnHiJFy8dLnI1rBho0qJFYrN3lBJpkyZAg8PD3Ach+jo6GLbJicnw8/PDyYmJvD09MSxY8cqryMVQJ+/FycyUpGjt8BDbFyB6qdQfKzgmZaGvQDeNzTE65wcyGQyytxACKkUyswNSgYGBvD19cX+/fvRsmVL3LlzB82aNSvdwTgBOCOrKuqp+iwNAgsXcOYuKg+3geb2kjrGzt4edvb2RcoNDA0g4Dg1e5SecnpDcfWVoVWrVhg5ciSCgoJKbDtt2jQ4ODggOTkZ//zzD4YPH4779+/X+GAgjfQWx98faNwYSEzEGysrPAVg+LYqF4AzABcAqRyHzgC+atKE/8ixZ8+elLmBEFJhMTExaNGihUpZ3759sX//fgDA7du3Sx/0ViGWk6E24AUUc3wLpzOjPL2EVA5lyrLXcimS5blFNikYZAXSrZbXlClT4OvrW2JsIxaLERUVhfnz58PY2BgDBw6Et7c39uzZU+E+VBSN9BYnKgq4fx+wtoZJaipMClQVfFLSmjGsMTZG6NuPGwGgQ4cO1dVLQogOW7VqVZGyadOmYdq0aQAUQW/Pnj2ru1tFcIYWENi3hDzphtosDQWzOgjsW1KeXkIqSQYk2MaeIRsy5GjI42BQjavD3r9/n3/oVsnb2xuxsbHV1gdNKOgtjr8/0KEDcPEiXySF4qYZAcgCYPy23CorC3pv6wHAxYU+uiOEVL07d+7g1KlT+P7776Gvr4+///4bXAU/Li0voWNrCKwaaQxoBRYu4Dz9KeAlpJK4u7vzXycnJyMnOVltOyurqpvWVJhYLIa5ublKmbm5OV69elVtfdCEpjcUJypKJeDNQv5fCRIoAt6st68DAPgX2NVezdwdQgipbPv27cP58+fxzz//4MCBAzUW8CqVFNBSwEtI5dm7dy9iY2MRGxuLkJAQje1GjRpV7HG6dOkCjuPUbrNnzy5Tn0xNTYtkr8rMzISpqamGPaoPjfQWx88PsLYGUlNVRnUBQAQgm+NgzBhSAHypp4cdUsU4r6WlJT3ERgghhJBqExISonHRmpIWwDhz5kyl9aNx48YQi8VITExE/beJAG7dulUrFuyioLc4s2cDqanIEQhgLC86T8aIMWQBsAXgLZVCX18feXl56NSpEz3ERgghhJBqY29vX6WfMufl5UEul4Mxhry8POTk5MDAwKDIp0umpqYYNGgQ5s6di19//RXHjh3DjRs3MGjQoCrrW2nR9IbiLF0Kubs7DNUEvErGAP4DMBOKHwgACAwMrJbuEUIIIYRUhz59+sDIyAj37t1D3759YWRkhMePHwMAFi9ejH79+vFtw8PD8ezZM9jY2OCLL77AX3/9VePpygAa6S3ejh0QvF1wojieAIYC+Ovtaycnp6rsFSGEEEJItSpuQYpZs2apvLazs8OBAwequEdlRyO9xTl/vtRNO779l+bzEkIIIYTUPhT0Fqddu1I3vfz233fffZfm8xJCCCGE1DIU9BZDViBdWUmU4XHbtm2rpjOEEEIIIaTcKOgtxl0zs1K3VY70KpchJoQQQgghtQcFvcXQu3at1G2VI72dO3eums4QQgghhJByo6C3GGUd6TUwMEC3bt2qrkOEEEIIIaRcKGVZMUz37St121EAnnToQA+xEUIIIYTUQjTSq0FWVhZu5+SUuv1DAA0bNqy6DhFCCCGEkHKjkV4Nfv/9dzQvQ3sPACkNGlRRbwghhBBCSEVQ0KvBhQsX4F+G9k0AiN57r4p6QwghhBBCKoKCXg3S0tJQllWirQG4auFDbElJSQgPD+dfh4SEwN7evgZ7VPPonqii+0HKg0myIU+5y78W2DYFJzKqwR5VjeSkJKxdu4Z/PXHiJNjp2O9HXbhGoO5cZ11GQa8GMpkM5mVobw5AqIUPsSUnJ2P+/Pn864CAgDof0NA9UUX3g5SLNAfyl9f5lwLLBoAOBr0pKSlYsngx/3rw4CE6FyilpKTgOx2/RqDuXGddRg+yafDq1asy75OQkFAFPSGEEEIIIRVFQa8GmZmZ+K4M7b8D4O7uXlXdIYQQQgghFUBBrwbZ2dm4U4b2dwBIpVIa7SWEEEIIqYUo6NVALpejQxnaK9v6+flVRXcIIYQQQkgFcIwxVtOdqG5mZmZ48+YNjIw0P1SRnZ0NPcZQ2kfTJG83ADA2Nq5oF6uNXC5HToFFOAwNDSEQ1O2/heieqKqu+5GdnQ0TExO8fv260o9NFO974jdZgEFZHtGtALkMyCvwvdQ3AwTCajl104aO1XIeAMjNycXDh/H864YNG8HA0KDazl8d6sI1AjVznfFxcdDX16f3vWpSJ7M3mJiYAABcXV01tklJSYEgKanUactSAbwAYGBggAZatEiFTCZDamoq/9ra2hpCYfX8x1Rb0T1RVV33IyEhgf/dJJUv/33PqVrOV1d+j/T1RbCzs1N5LeC4GuxR5asL1wjUzHXq6+vT+141qpMjvYQQQgghpG6pu5/ZEkIIIYSQOoOCXkIIIYQQovMo6CWEEEIIITqPgl5CCCGEEKLzKOglhBBCCCE6j4LeOmDSpElwdHSEubk5vL29sW/fPr5uyZIlsLOzg7W1Nb7++msUTOZx6dIltGzZEsbGxujWrRseP35cE92vEsuWLYOLiwvMzMzQunVrPkdiXb0fsbGx6Nq1K8zNzdG8eXNER0fzdZs2bYKzszPMzc0xYcIE5OXl8XVxcXHw8fGBsbEx2rRpg5iYmBroPSGEEFIKjOi8O3fusJycHMYYYxcvXmTm5uYsJSWF/f3338zZ2Zk9ePCAPX/+nLVo0YKtW7eOMcZYTk4Oc3Z2ZmvXrmXZ2dls1qxZrEuXLjV5GZVm5cqVrHv37uzx48dMLpezmJgYlpOTU2fvR15eHnN3d2c///wzk0ql7OjRo8zGxoalpKSwGzduMEtLS3bx4kWWnp7OevbsyWbPns3v2759exYaGsqys7NZeHg4a9iwIZNIJDV4NYQQUnpyubymu0CqEQW9dcylS5eYoaEhi4mJYSNHjmRhYWF83caNG1nXrl0ZY4wdOnSIubu783Vv3rxhRkZGLD4+vtr7XJmkUilzdHRkDx48KFJXF+8HY4zdvHmTWVtbq5T16tWLrV27ls2cOZMFBQXx5SdOnGCurq6MMcbu3r3LTExM+D+oGGPMzc2NHT9+vHo6TgghFXT//n3GGGMymayGe0KqA01vqCNCQkJgZGSE9u3bo0ePHvD29sbt27fRsmVLvo23tzdiY2MBoEidsbEx3N3d+Xpt9fTpU2RlZWHHjh2oV68ePD09sXbtWgBFr7ku3A8lVmiNGsYYYmNj1d6ThIQEiMVi3L59G02aNIGBgYFKva7cE0KIbrtw4QKaNGmCCxcuQCAQFHkfJLqHgt46Ijw8HGKxGP/88w/69OkDjuMgFothbm7OtzE3N4dYLAaAInWF67VVYmIiMjIycO/ePTx69AiRkZGYNWsWTp8+XSfvBwB4enrC0tISy5cvh0QiwaFDh3Dy5Em8efNG7T0BFPdDl+8JqRiZTAa5XF7T3SCkWB07dsSnn36KJUuW4PHjx+B0cGllooqC3jpEKBSiZ8+e+Oeff3DgwAGYmpoiMzOTr8/MzISpqSkAFKkrXK+tjIyMAAChoaEwMjJCy5YtMXLkyDp7PwBAJBIhKioKe/bsgYODA3766SeMGDECzs7Oau8JoLgfunxPSNnt27cPe/fuBaB4rxEIBHj27BmuXLkCQBEIE+2m7hMhbRcQEACRSITdu3cjOzubL9eFayNFUdBbB0mlUjx48ADNmzfHzZs3+fJbt27By8sLAIrUZWdnIy4ujq/XVk2aNIG+vr7KX/TKr+vi/VBq2bIlTp48iVevXuHw4cOIj49Hhw4d1N4TV1dXmJqaonnz5rh//z5yc3NV6nXlnpDS69GjB7766it89dVX6Ny5M19+9epVfPTRR4iPj4dQKKwTo7/KYKmkAFEbgyqO45CSkoKjR4/yr7XxOgry8fFBhw4dsH37dsTHxwMA8vLywHEczp49q5LJhuiAGppLTKpJeno6i4iIYK9fv2YSiYRt376dGRgYsGvXrrH9+/czFxcXFhcXx168eMFatmypkq2gfv36bP369SwnJ4d9++23OpOtYPTo0WzSpEksJyeH3b59m9nb27NTp07V2fvBGGMxMTEsOzubvXnzhi1btox17NiRMcbYjRs3mJWVFbt8+TJLT09nvXv3LpK9Yd68eSwnJ4etXr2asjfUQV26dGHDhw9nEomExcTEMG9vb7Zr1y6+fuPGjaxXr17syZMn/9/enYdVVe3/A38DDiCHA0KCaDlcJLsqYpTodUAUNXgcKhW9OYQpaldzKP2ahmE4D0mTQ46kKF5Ly4HIAQIcHk0rxamrRipesnBAZJbh8/ujH+fLgTOLHtnf9+t5zvN49l577bU+a+1zPm723qfatkq7c77yzVClpaXV1peXl8vnn38u58+ff5zNqlHJyckydepU+fbbbzXLdPW1Nqg8/1599VXx9fXVvN+1a5fUq1dPDh48aIWW0aPCpFfhcnJyJDAwUJydnUWtVoufn5/s2rVLs37RokXi5uYmLi4u8j//8z9aHwInT54UHx8fsbe3l+7du8u1a9es0YUal52dLYMGDRKVSiUtWrSQtWvXatb9X4yHiMi0adPE2dlZnJycZNCgQXLz5k3NupiYGGnSpImoVCoJCwvTelrDlStXpEuXLmJvby8dOnSQ06dPW6H1ZC1JSUliY2Mj586dExGRgoIC6dOnT7UneHz22WeaR9uJiGzatEmKi4sfe3sflw0bNsjkyZNlxYoVsmXLFs3ymJgYWbFihcycOVMKCgqs2ELTVSTy+fn5kp+fLzk5OfL999/LvHnzZO/evVpldf3H5klX0b+SkhLp2LGjzJw5U+Lj46Vu3boSGxtr5dZRTbMRqeV/myAiIqsoKSnBzJkz8fvvv2Pbtm3IyMiAv78/fHx88PLLL2PcuHFwdHRERkYGYmNjERISgvj4eJw5cwY7d+6Era3yrrBbtWoVEhIS8N5778HOzg5LlixBt27dMGPGDKSlpcHX1xcbN26Es7MzevbsCTc3N2s3WcvBgwfh6ekJHx8flJWVwc7ODleuXEFERARsbW3x/PPPQ6VSoV27djh8+DA6duyI4OBgzJ8/H87OzpgyZYq1u2A2EYGNjQ0SExMxffp0nDt3DrGxsRgxYoTm8g3e5KYMTHqJiMhiqamp2LBhA5o1a4Z169Zh8ODBeOGFFxAVFYWAgAB4e3sjKioKmzdv1pTbsmWL5hpfpSW+8+bNw4gRI+Dl5QUAyM3NxciRIzFixAgMHToUAPDmm2+iefPmmDVr1hOVTPXv3x8PHjxAw4YNsWnTJjg6OuLSpUt48803MWfOHPj4+OC3337DgQMHYGtri+7du+PYsWP44Ycf0LBhQ2zcuBF16tSxdjcsdu/ePSxYsAB9+/ZF3759mfAqUO2dnUREZHU9evTAiRMnMG/ePCxduhRvvfUWAGDgwIFYvXo1Ll68iIKCAoSFhaGsrAxhYWGKTXiBv55SsXPnTsyYMQN2dnZwcnLCjBkzNE+xKCgoQOfOnfH6669rbgR7EpKq/v37o6ysDAcPHkRBQQEaNGiA0tJS7NixAw4ODggKCgIAuLm5wdPTE3FxcfDw8ICPjw/S09Oxbt061KlTR3N2uDZycXHBokWLUK9ePSa8CsUzvUREZJHKCdvgwYNx69YtHD58WLP+wYMHEBGtHzABUKsTI2PS0tKQkpKCbt26oUOHDrCzs8P333+P3bt3Izo6WutM6JOS+KekpGDRokU4cOAAbGxstNqVnp6O77//HllZWQgPD4eHhwcKCgoQHh6OyZMn4x//+IemHiWPKymD9Y82IiKqlSoSJADYtm0bRATTpk3TrK9Xr161hBdArU+MDJ0r8vb2Rr169XD06FEsXrwYFy9exMKFC9GpU6dqf/p/EhJeAJofZrCxsUFZWZlWu7y8vNCrVy+o1WqsW7cOOTk5aNCgATw8PLSeawvU/nEl5XsyjjgiIqqVKn6+1d7eHrNmzcKZM2ewe/duazfrkSkvL9ec3f7www81z6wF/kqGGzRogNGjRyMoKAhlZWX4+uuvMWLECIwYMcJaTTbKxsamWgJbmZeXF4YMGQJXV1ds2rQJ06dPx++//44ePXo8xlYSPTxe00tERA+lIgn09/dHYGAgunfvbuUWPRoiojkL+tFHH+Ho0aOYMGGCZn3FNboODg5o164d2rVrV237J/EaUTc3N/zxxx/IycmBs7OzJrG3sbFBXFwcsrOzMWnSJAQHB2P9+vU4d+4cEhISFH1tNikTZyoREdWIRo0aITIyEm5ubor79bXKCeunn36K999/H3//+9/h5OQEAJr+2tjYVPt57gpPYsILAP369YNKpcKkSZMA/O/Ze+CvX1n8448/ICLw8vLCjBkzcODAAc1Na0x4qTbhbCUiohpTkQQpKRmqfEnDhg0bcOTIEVy5cgU3btzA/PnzAfzV37KyMty/fx9jxozB2bNnrdlkk1Ukt3PmzMH169cREREB4K/+LF++HHFxcRg/frym/0899ZTmjDav4aXahk9vICIi0qHqn+5XrVqF5ORkvPPOO+jSpQtyc3MxevRo+Pn5aZJFANi5cyfc3d0REBBgjWZbJCcnB7Gxsdi8eTOysrLg5+eHixcvIiEhAV5eXnwyAykCk14iIqL/79atW3jw4AGaNm0KACgtLUWdOnWwZcsWbN26FVu2bEHjxo01CXFhYSFGjx6NNm3aYO7cuQCAP//8Ex4eHtbshkWKi4tx//597Nu3Dy1btkTbtm3h7u7OhJcUQzl/fyJFmzJlCnbu3Kl3/bFjx+Dr62vRdYQDBgzAF1988RCtIyIlOHLkCLp06YIhQ4YgICAAIqJ5zFhBQQHmzJmDxo0ba13L6uDggM2bN+PYsWM4efIkANTKhBcA6tevj0aNGmHMmDHo2bMn3N3dUV5ezoSXFINJL1nVV199BZVKVe1Vr1492NjYYN++fQCAhIQEdOnSRW89kydPRlRUlNafIg8dOoSgoCCo1Wo4OjqiQ4cOWLNmTbVnbC5YsADvvvuuwUf2EJGyHT58GK+88gqmTp2KhQsXori4GJGRkZr1Dg4OiI+PR35+Puzs7FBWVgYA+Pnnn2Fvb4/vvvsO/v7+1mr+I6Oka7OJOJvJqkJDQ5GXl6f1SklJgVqtRnh4OPr164f09HS0a9cOTZo00VlHcnIy/vjjDwwYMECzLCYmBq+88goGDRqEjIwM3LlzB4sXL8aSJUswevRore19fX3RvHlzbN269VF2lYieUHfv3kXv3r0xduxYvPXWW+jevTt8fX21fkyiW7ducHd3x48//qhJfK9du4a5c+fi8uXLmrOhvGKQ6MnFpJeeKKmpqejVqxfCwsKwfv162NraIikpSetZmFXt2rULQUFBmi+d+/fvY+rUqZg3bx4mTZoEFxcX2NvbIyQkBDt37kRsbCySkpK06ggODsbXX3/9SPtGRE8mV1dXTJ8+HWfOnMHVq1dRt25dlJaW4uzZs5rPBS8vL3h5eeHEiROIiIhAYmIixo4di4EDB+LZZ5/V1PWkPpaMiJj00hMkISEBISEhmDFjBlasWKFZnpmZiZdeeknvdj/++KPWQ+CPHj2K3NxcDBs2rFrZjh07omXLlvjuu++0lrdv3x6nTp2qgV4QUW302muvwdPTE8nJyXjrrbfw73//G05OTpg4cSLCwsLw7bff4tVXX8WYMWPw4osvIiMjAxMmTMC4ceMA8AwvUW3AX2SjJ8KOHTvw+uuvY/ny5ZgyZYrWuqioKIPb3r17F87Ozpr3FQ+Gb9iwoc7yDRs2RH5+vtYyZ2dnZGdnW9J0IlKA9u3bw9/fH0uWLIGNjQ3y8vJga2uLGzduIDIyEnPmzEF2djZGjhyJkSNHam37pP7SGhFp45lesrr169dj1KhRWLt2bbWE1xSurq7IycnRvH/uuecAAGlpadXK5ufn49KlS5oyFXJycvQmyUSkbBVnaSdNmoS+ffuiTp06mhu4nnnmGXz22WfYunVrtWS3AhNeotqBSS9Z1YoVKzB58mRs37692g1mpnrhhRdw4cIFzfsOHTqge/fuWLx4cbWy0dHRqF+/PoYPH661/Ny5c3jxxRct2j8R1W4VvzAGACtXroRarUZYWJhmvUqlQtu2bQFAcT+vTPR/CZNesprIyEhERkZiz549GDx4sMX1DBo0CElJSZpHCAFAXFwcLl26hEmTJqGoqAjl5eVYsWIFPvzwQ+zcuRONGjXSqmP//v149dVXLW4DEdVulRPf6OhoZGVl4bPPPqtWjo/wIqq9ePSSVZw+fRrz589HcXExBg8eXO05vb179za5rqCgILi7u2ue6bto0SI899xzyMjIwOrVq7Fjxw4cOXIEM2bMQEFBAfr3748333xTs/3Zs2dx9epVjBo1qsb7SUS1R8VlCj4+Pnj22WehUqms3CIiqkn8GWJShKNHj2LSpEk4ffq02WdiBg4ciFdffRVvvPHGI2odEdU2OTk5WjfIElHtx6SXiIhIDz6ZgUg5eHkDERGRHkx4iZSDSS8RERERKR6TXiIiIiJSPCa9RERERKR4THqJiIiISPGY9BIRERGR4jHpJSIiIiLFY9JLRERERIrHpJeIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHhMeomIiIhI8Zj0EhEREZHiMeklIiIiIsVj0ktEREREisekl4iIiIgUj0kvERERESkek14iIiIiUjwmvURERESkeEx6iYiIiEjxmPQSERERkeIx6SUiIiIixWPSS0RERESKx6SXiIiIiBSPSS8RERERKR6TXiIiIiJSPCa9RERERKR4THqJiIiISPGY9BIRERGR4jHpJSIiIiLFY9JLRERERIrHpJeIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHhMeomIiIhI8Zj0EhEREZHiMeklIiIiIsVj0ktEREREisekl4iIiIgUj0kvERERESkek14iIiIiUjwmvURERESkeEx6iYiIiEjxmPQSERERkeIx6SUiIiIixWPSS0RERESKx6SXiIiIiBSPSS8RERERKR6TXiIiIiJSPCa9RERERKR4THqJiIiISPGY9BIRERGR4jHpJSIiIiLFY9JLRERERIrHpJeIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHhMeknLtWvXYGNjA5VKBUdHR7Rt2xapqanWbpZZAgMDYW9vD5VKBZVKhZCQEK31t27dQr9+/eDo6IjWrVsjKSlJb13mlLWEufV//PHHaNWqFRwcHODt7Y1PPvnE4n1ba6zXrFkDPz8/1K1bFx988IHecsePH4etrS0WLFigt8z48ePh6ekJtVoNHx8f7Nu3r0bbaur4FBcXY8yYMWjWrBnUajU6d+6M48ePG6xbCWP5KOkaf0PjbWxeXbhwAQEBAVCr1WjTpg1SUlL07tvYZ8jDMtZWQ/PO2Jw055gwJyZAzc5ZIqsQokp2794tbdu2FRGR8vJymT17tjz77LNWbpV5evToIbGxsXrXh4aGypgxYyQ/P1/27Nkjrq6ucufOnYcuW1lYWJjExMQYLWdO/XPmzBFfX185ffq0lJaWyk8//STt2rWTOXPmGN2PLtYa62+++Ub27Nkjw4YNk7lz5+osU1ZWJp06dRJ/f3+ZP3++3rp++eUXKSoqEhGRkydPilqtltu3bxttQ02PT15enkRFRcn169elrKxMtm/fLm5ubpKbm6uzXqWM5aOib/wNjbehefXgwQPx8vKSTz75REpLS+XQoUPi5uamd64Y+wzRx9R5ZewYMDTvjM1JU48Jc2NS03OWyBqY9JKWqKgoGTlypOZ9fHy8uLq6WrFF5jP0hZWbmyt169aVGzduaJXftGnTQ5WtypQvP3Pqv3XrljRo0EAuX76stfzChQvi4OAgWVlZRttUlbXHesKECXqT3jVr1siUKVMkLCzMYNJb2alTp8Te3l7S0tKMlq3p8dHF09NTfvzxx2rLlTiWNc2U8dc33rrm1blz56rFo3fv3rJ+/XqddT/qpLeCrrYamnfmzklDx4Q5MXkUc5bIGnh5A2lJS0uDn58fACAzMxNLly5FaGio1drTv39/uLi46HwtWbJE73Zvv/02GjVqhD59+uDs2bOa5VeuXIFKpcLTTz+tWebj44MLFy5Uq8OcspYwp/7jx4+jZcuW8Pb21lrepk0bPP3000b/lK5LTYy1peNjyJ07d/Dxxx8jKirKpPITJ06Eg4MDOnbsiF69esHHx8ei/Vb1MON/5coV3L17F61ataq27kkdy5pm6dwwNv6WjreIVHtvaCz1fYY8aobmnalz0tQYmRqTRzFniayBSS9pSUtLQ2RkpOaDtW3btvj0008tquvMmTPYuHHjQ7UnPj4e9+7d0/maNWuWzm2WLVuGq1evIiMjA3369EFISAhyc3MBAHl5eVCr1Vrl1Wo18vLyqtVjTllA+0s+Li4OEydONPgl/7BtqeDi4oKCggKd6wwxNtYvvfQS/vzzT4N1WDI+xkRERGDatGlwcXExqfzq1auRl5eHxMRE9O3bFzY2NjrLPcrxqaywsBAjR47E7Nmz4ezsbFK9FR7VWKakpCAwMBABAQHo168fMjMz0bdvXwQGBsLZ2RmBgYEIDAzUWfeBAwcQEBCAwMBATJs2DaWlpSa1ydK5YWz8TR3vylq3bg0XFxdER0ejpKQE+/fvR2pqKvLz83WWN/QZUpW588oYQ/PO1DlpSozMicmjmLNE1sCklzTy8vLw22+/4caNG7h//z6WLl2KEydOoF69ehbV1759e4wdO7aGW2mcv78/VCoVHBwcMHPmTDg5OeHEiRMAAJVKhfv372uVv3//PlQqVbV6zCkLaH/JDx8+HKtXrzb4JW9O/S1btsTly5erJRwPHjzAlStX0LJlS51t0seUsf7zzz/h4eFhVr0P6/Tp0zh16hTGjRtn1nZ2dnYICgpCYmIiEhISdJZ5lONToaSkBKGhoWjVqhUiIyN1lnncY3n79m1ERkZi7969OHz4MFatWoUHDx7g4MGDSElJgY+PD1JSUnTexHT79m0sWLAACQkJSElJQZMmTfD555+b1T5zmDr+pox3ZXXr1sXu3buxZ88eNG7cGB999BGGDRumdca0MkOfIVWZO6+MMTTvzJmTxmJkTkxqes4SWQuTXtI4e/YsmjRpAhcXF9ja2mLq1KlIT0/X/GkvLS0NnTp1Qs+ePTF//nyICP71r3+hV69e6N+/P3JycpCSkoKXX34ZAwcOxDfffIM5c+boLFe1Ln1CQkI0H/ZVX4sWLTKpX7a2tpo/43l7eyMvLw+ZmZma9efPn0fbtm2rbWdOWUuYU7+/vz/c3NwQFxentXzr1q1wd3dHx44dzdq3sbHOzc2Fk5OT0XpqYnwqS01NxaVLl9C0aVM0btwYO3bswNKlS/HGG2+YtH1paSl+/fVXs/eri7njX15ejlGjRsHGxgabN2/WewbycY9lQkICRo0apTlT16JFC5OTlG+//Ravv/66JqmaOnUqvvnmG5O2tWRumDv+5ox3+/btkZqaijt37uDAgQP47bff4O/vb9K2lT9DHjVD886SzyRDMTI1JjU9Z4msxnqXE9OTZvXq1dK3b1+tZQMGDJCFCxeKiMiHH34o27dvF5G/7q7eu3evZt3evXtl2bJlkpycLL179xYRkeTkZImIiNBZrmpdNSU7O1sOHjwoRUVFUlxcLNHR0eLh4SH37t3TlBkyZIiMHTtWCgoKZN++fQafmGBOWUuYU/+xY8fEw8NDkpOTRUTk+++/F3d3dzl27JjZ+zU21j/88IOMGzfO7HpNUVJSIoWFhRIeHi4RERFSWFgopaWlIiKSn58vN2/e1LyGDh0q7777rmRnZ1er5969e7Jt2zbJzc2VkpIS+fLLL6V+/fpy+vTpGmurOeMTHh4uAQEBUlhYaLTexzmWixcvlvj4eL3bd+3aVe86Xdt269bN7DaaytD4GxtvQ/NKRCQtLU0KCwslPz9fli1bJp06ddLZBlM+Qx6WsbYamneG1pl7TJgaE5GanbNE1sKklzQmTJgg77zzjtaylStXyj/+8Q8REbl9+7ZMnjxZhg8fLt99950sXbpU2rdvLz169JCuXbvKu+++K8nJyTJ79mwR+d+kV1e5qnXVlKysLHnhhRdEpVJJw4YNpWfPnvLTTz9VKxMSEiIODg7i7e0thw4d0qwLDg7WJAvGylYVHBwsjo6OOl+V6zS1LZUtXLhQHB0dxc7OTlq0aCEiIi1atBA7OzuD9etjbKxjYmIkOjrarDpNNXfuXAGg9dJ3x3vVu/crj09OTo4EBgaKs7OzqNVq8fPzk127dund76MYn4r2XLt2TQCIvb29Vr2HDx+uVufjHsvNmzfL2rVr9W5vKOn94osvZN26dZr3RUVF0qtXL9m7d68sWrRIpkyZYlZbzVV5/I2Nt7F5NW3aNHF2dhYnJycZNGiQ3Lx5U7Ou8rwy5TOkMkvmlbG2Gpp3htYZi1HVzzdDMamspucskbXYiDymv9lQrVdYWAgHBwc8ePAAXbt2RUREBNLT0zF9+nQAf13PeOzYMSQmJmLBggVISUlBYmIiXnzxxWrlSktLteo6deqUNbtGVcycORNBQUF46aWXrN0Ueki3b9/GoEGDEB8fD7VajYyMDJSVlWkucejWrRuOHj2qKZ+ZmYmmTZsCALKysjB48GDs378fjo6OWLZsGezt7TFlyhQAwIQJE7B27drH3ykiIgvUsXYDqPaIi4vD5s2bUVBQgFGjRuHll1/GpEmT0KtXL4gI3n77bZ13+Ooqd+vWLa266Mnyyy+/4PDhw1i+fDnq1auHb7/91qS75OnJ89RTT2HevHkYOHAgysvLoVarsW7dOp1lS0tLMXr0aBw6dAgA4O7ujtmzZ+Oll16CnZ0dfH19sWLFCgDAkiVLrHKjKhGRpXiml4iIAAAnT57E+fPnMWbMGIPlFi1ahMuXL6NDhw6YOnUq/0NERLUCk14iIiIiUjw+soyIiIiIFI9JLxEREREpHpNeIiIiIlI8Jr1EREREpHhMeomIiIhI8Zj0EhEREZHiMemlam7fvo3JkyfjmWeegVqtRtu2bbFs2TKUlZU99rasWbMGfn5+qFu3Lj744AOtdePHj4enpyfUajV8fHywb98+rfUXLlxAQEAA1Go12rRpg5SUFKP7O378OGxtbbFgwYIa7IXxtgLAsmXL8Mwzz8DJyQnPP/88cnNzUVxcjDFjxqBZs2ZQq9Xo3Lkzjh8/rtnmzJkz6Nq1K9RqNf72t79hw4YNZvVL1z51sSSW+rRo0QINGjSASqWCSqVC48aNLaonPT0dderUQVFRkcVt0ceUuBqLna6Y37p1C/369YOjoyNat26NpKQkrW0MxbkiXhUvW1tbzQ9FGNtvVYaOq5piKD7G+qJvW2PzMDAwEPb29pp6Q0JCNOtMOQaB6vF72GPQUJuNzQdDdRvqqy6mHuvGtGjRQusX/ADggw8+QHh4uEX1ET1W1vsFZHoS/fnnn9KqVSsJDw+XzMxMERE5c+aMDBgwQMrLyx97e7755hvZs2ePDBs2TObOnau17pdffpGioiIRETl58qSo1Wq5ffu2iIg8ePBAvLy85JNPPpHS0lI5dOiQuLm5adbrUlZWJp06dRJ/f3+ZP3++Se0LCwuTmJgYo+UMtVVEZOXKldKzZ0+5fv26lJeXS1pamhQVFUleXp5ERUXJ9evXpaysTLZv3y5ubm6Sm5srIiLt2rWTqKgoKSsrk59++klUKpVcvHjRpH7p22dVlsTSkObNm8uRI0cs2rayXbt2SZs2bR66Hl2MxdVY7PTFPDQ0VMaMGSP5+fmyZ88ecXV1lTt37oiIeXHOzMwUOzs7+e2337SWmzqHDR1Xhpg6302dW7r6om9bU+LTo0cPiY2N1bkfY8egiO74PcwxaKzNhuaDsboN9fVhxsMYXcfv3LlzZezYsRbVR/Q4MeklLaGhoTJ06FBrN6OaCRMmGPxyPnXqlNjb20taWpqIiJw7d05cXV21yvTu3VvWr1+vt441a9bIlClTJCwsrMaTXkNtLS0tFU9PT/n1119N2t7T01N+/PFHERFRqVRy+fJlzbqOHTvK119/rVVeV7/M2ae5sQQgN27c0Lyv+uVcU0lvZGSkvPbaaw9djy6G4mpK7HTFPDc3V+rWrVstNps2bRIR8+K8fPly6datm0n7NcTYcVWVKfPd3PlcuS+GtjUlPqYmglWPwQqmxs/UY9BQm43NB2N1m9pXc8fDkuOXSS/VFry8gTTS09Oxa9cuzJs3r8br7t+/P1xcXHS+lixZYnG9EydOhIODAzp27IhevXrBx8dHs06q/NigiODChQs667lz5w4+/vhjREVFWdwWS9v63//+FwUFBdi5cyc8PDzQunVrrF+/XmcdV65cwd27d9GqVSsAwOTJk7F161aUlpbi5MmTyMjIQOfOnY32y5x9AubF8nE5e/Ys2rdvb7ScJXPPUFyNxU5fzK9cuQKVSoWnn35as8zHx0crjqbGOTY2Fq+//rrWsscxh01h7tyq3Bdj25oSn7fffhuNGjVCnz59cPbsWa11hj4vTI2fucegvjabMh+M1W2orxXMHQ8iJWPSSxpJSUnw9vZG69atda5PSUlB8+bNERQUhMDAQGzdulWzfM6cOQbrjo+Px71793S+Zs2aZXGbV69ejby8PCQmJqJv376wsbEBALRu3RouLi6Ijo5GSUkJ9u/fj9TUVOTn5+usJyIiAtOmTYOLi4vRfVZOouLi4jBx4kSTEnh9bc3MzEROTg4uX76Ma9eu4auvvsJ7772HI0eOaG1fWFiIkSNHYvbs2XB2dgYAhISEYMuWLbC3t0eXLl2wdOlSeHp6Gu2Xqfu0JJamCAkJ0cTsnXfesaiOtLQ0+Pr6Gi1nydwzFFdjsdMX87y8PKjVaq1larUaeXl5AEyP89mzZ3H58mWEhoZqLTdnDpvD3Pluztyq2hdD25oSn2XLluHq1avIyMhAnz59EBISonXtqr5jEDAtfuYeg4babGw+GKvbWF8tGQ9TVT5+H/bEBdHjxKSXNLKysrTOOugyatQoJCUlYf/+/di+fTtOnTr1mFqnn52dHYKCgpCYmIiEhAQAQN26dbF7927s2bMHjRs3xkcffYRhw4bp7N/p06dx6tQpjBs3zqT9VU6ihg8fjtWrV5ucwOtqq4ODAwAgMjISDg4OaN++Pf75z39q1gNASUkJQkND0apVK0RGRgIA7t69i379+mH58uUoLi7Gzz//jNmzZ+Pnn3822i9T9lnBnFia6rvvvtPELDo62uzt79+/j2vXrpmU9JrLWFwNxc5QzFUqFe7fv1+tHyqVCoDpcY6NjcWAAQO0kjNz57A5zJ3v5sytqn0xtK0p8fH394dKpYKDgwNmzpwJJycnnDhxQmufuo5BU+JnyTFoqM3G5oOxuk3pq7njYarKx+/DnrggepzqWLsB9ORo1qwZbty4YVJZe3t7zJgxA3v37kVQUJDR8iEhIXrPLLz33nt47733zGqrLqWlpfj1118179u3b4/U1FTN+y5dumDkyJHVtktNTcWlS5fQtGlTAEBOTg7q1KmD9PR0xMTEPHS7jLX12WefRb169bTOOlX+d3l5OUaNGgUbGxts3rxZsy49PR2Ojo4YMmQIgL/626VLF6SmpsLPz89gv1auXGlwn1WZGssKlZ+okJOTY1JMzHHu3Dm4ubmhSZMmRsuaO/eMxdXQeBmK+WeffYa8vDxkZmZq1p8/f17rMgVjcS4vL0dcXBw+//xzrTZbYw7rY2w+V9DVF2PbmjsPbW1tq11eUKHyMWgsfpYeg4ba7O3tbXA+mFK3KX01dTwqe9THL5HVWOdSYnoS3b17Vzw8PGTBggWSn58vZWVlcvLkSZk2bZqIiCQnJ0tERISm/H/+8x8JDw+vtrwmlZSUSGFhoYSHh0tERIQUFhZKaWmp3Lt3T7Zt2ya5ublSUlIiX375pdSvX19Onz6t2TYtLU0KCwslPz9fli1bJp06ddK5j/z8fLl586bmNXToUHn33XclOzu7RvpgSluHDx8u48ePl6KiIrl48aK4u7vL4cOHRUQkPDxcAgICpLCwsFq9arVadu/eLeXl5XLhwgVxd3eXQ4cOmdQvQ/usytRYivx1I8z7778vZWVlcujQIbG1tZXVq1dLSUmJiNTMjWyrVq2SHj16SGFhoeZVXFz8UHVWMBZXEf2xMxbzIUOGyNixY6WgoED27dtX7W59Y3E+ePCgNGrUSBPLCubOYX3HVU0xZW7p64uhbQ3FJzs7Ww4ePChFRUVSXFws0dHR4uHhIffu3TN6DBqLn6XHoLE2G5oPhuo21FdLx6OCJccvb2Sj2oJJL2k5f/68BAcHi5ubmzRs2FA6duwoGzduFJHqSW9SUpK8//77jzTpnTt3rgDQesXExEhOTo4EBgaKs7OzqNVq8fPzk127dmltO23aNHF2dhYnJycZNGiQ3Lx5U7MuODhYFi5cqHOfxu7cDg4OFkdHR50vXXWa0tbs7GwZNGiQqFQqadGihaxdu1ZERK5duyYAxN7eXms/FV9Y+/fvF19fX1GpVNKsWTNZsmSJ3nZX7Ze+feqKkaFYVgVAJkyYIE899ZT07NlTIiMjxdXVVa5fvy4iNZP0jh8/vtq8eOWVVx6qzsqMxdVY7CpUjXlWVpaEhISIg4ODeHt7ayVHIsbjPGrUKJk8ebLR9lfdb9X5ru+40sXc+S5iWnz09cXQtobik5WVJS+88IKoVCpp2LCh9OzZU3766ScRMe0Y1Be/hz0GjbXZ0HzQV7ehvopUH29T56uIZccvk16qLWxE9Pzth6iKlJQUJCYmYsGCBSgqKkJoaCjmzp2ruTGkpn/QgWonGxsb3Lhx46Gu+SUi6+DxS0rGG9nILLGxsQgKCkJwcDCGDRuGF198EQCwbds29O7dG71790Z8fLyVW0lERESkjWd6iahG8UwRUe3F45eUjEkvERERESkeL28gIiIiIsVj0ktEREREisekl4iIiIgUj0kvERERESkek14iIiIiUjwmvURERESkeEx6iYiIiEjxmPQSERERkeIx6SUiIiIixWPSS0RERESKx6SXiIiIiBSPSS8RERERKd7/AzQsiGGAtNEmAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.8 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 60.3 ± 0.9 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 48.8 ± 3951.3 $\\mathrm{\\mu F}$   $L$ = 46448.6 ± 14351707.0 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1411.1 ± 9.7 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 66.9 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 5254532670054.5 ± 3.5806948820467927e+18 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 12.5 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 661.4 ± 3.2 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 57.9 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 17248.9 ± 1785.2 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.5 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 4419.9 ± 390.2 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 127.7 ± 368001.1 $\\mathrm{\\mu F}$   $L$ = 8182367.1 ± 7188924927471.2 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_28795/4025744648.py:307: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
      "  AllEISParams = pd.concat([AllEISParams, EISParams])\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± nan $\\mathrm{\\Omega}$   $R_L$ = 8.8 ± nan $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1580.9 ± nan $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 61.6 ± nan $\\mathrm{\\mu F}$   $L$ = 127999999909370.6 ± nan $\\mathrm{\\mu H}$    True\n",
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 9.1 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 3016.7 ± 38.9 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 70.0 ± 0.4 $\\mathrm{\\mu F}$   $L$ = 2930394172114.2 ± 4.5119342376804434e+18 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 104.7 ± 1.7 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 94.8 ± 2.4 $\\mathrm{\\mu F}$   $L$ = 68786.5 ± 5132.4 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 47668.4 ± 1307.5 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 18.5 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 17.5 ± 0.7 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 8849.4 ± 1625.9 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 43.3 ± 5129.2 $\\mathrm{\\mu F}$   $L$ = 6689425.3 ± 401046527934.7 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 25.2 ± 0.4 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 7405.8 ± 1744.5 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 69.7 ± 79635.9 $\\mathrm{\\mu F}$   $L$ = 13001265.8 ± 4366778691559.4 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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yTPZ88GuWsTLKg2kPBs2W5OVnwMfHB4BGjRqZ8m1tbalbt26+JoXVqFEj378bjRs3pnHjxowZM4a9e/fyxBNPsHr1arPhBd9++y1Dhw5l+fLl9OzZM8f72djY0LJlS06fPg1A1apVsbGx4erVq2blLP0OZP4aZ7yPWErLvJpISEgIr7zyCqtWraJnz55s27aNNWvW5OMrcF+3bt04f/48W7ZsYceOHfTo0YOQkBDTpLohQ4bQpk0bLl68yC+//EJqairPPPNMgZ4lhDWSMb/Cqjk6OlKnTh1q1qyZbXCUWYsWLbh69SparZY6deqYHZlXGjAYDBw8eNB0Hhsby6VLl7L0tBw8eJDo6GhGjhxZdI3Kh4wgIykpKU/lx44dy1dffcXOnTtp0KBBnp/z0EMP4e3tzfbt201pycnJ7Nmzp1DjnEeMGEFUVBQvvPCCxfzq1aubvj+Ze+kya9KkCUOHDs0ybveff/7h5MmTvPXWW3Tu3JmGDRty69Yt0tLSTGX69euHTqfjP//5T5b7rl27lr/++qtYVnw4evSo2ZJ8Bw4cwM7Ojtq1a9OoUSPs7e05f/58lp/RjK/Bvn37qF69OlOmTKFVq1bUrVuX8+fPF3k9M8vLz8AjjzyCvb09f/75p6mMwWAgJiYm2+9fcbD0e7F69Wqee+45li1bZuqVzolSiiNHjpgCejs7Ox555BGz9gNs3769SMb6Ozk5MXDgQBYvXsyyZcvw9PTMdj3o5s2bc/nyZf74449s71e1alVTexcvXswXX3xBSkoKAK1bt6ZOnTp89dVXrFy5kt69e2dZPk6I8kx6fkWF0rlzZ4KCgujduzfvvfceDRo04MqVK2zdupXOnTvzxBNPAMbeqldffZUPP/yQSpUq8dprrxEYGJhlyMNnn31G3bp1C7TGq1KKK1euZEn39PS0OBShffv2DBw4kJYtW1KlShVOnDjBW2+9RYMGDbL9+DOzMWPGsGLFCtatW4e7u7vp2c7Ozrn+x6fRaHj11Vd59913adCgAfXq1WP27Nk4OzubrUEaGxtLQkKCqQc3Y1hHnTp1LD5j6NCh9OzZEzc3t1zrn5OZM2dSr149ANPH5e7u7lStWpXPP/8cPz8/Ll68yBtvvIGt7f23PT8/P95//33Gjh2LnZ0dw4YNw9HRke3btzNhwgQGDBhASEhIoepmSVpaGi+88AJTp07l0qVLTJo0iZEjR5o+qRg/fjzjx49HKcWTTz5JUlISBw4cQKvV8uKLL1KvXj0uXrzIypUradOmDT/88EOe13suqLz8DLi4uDBq1CimTZtGjRo1qFWrFh9//DHXr1/P17Cgf/75J8vvhqurK5UqVcpSdvTo0fj6+tKxY0dq1KjB5cuXmT17No6OjqbJaV9//TXPPfcc8+bN48knnzTd287OzvSJzYwZM3jssceoW7cuN2/e5L///S9Hjhzh008/NT1r3LhxPPfcc7Ru3ZqgoCAWLlzIpUuXGDVqVP6+mNkYMWIEn332GWfPnmXkyJGmn9WDBw+aeqxbt25Np06dePTRR+nbty/z58+nXr16/PXXX9y+fZvg4GCmTp1KixYtCAwMJC0tje+++46AgACzYVWDBw8mIiKCc+fO8d133xVJ/YWwGqU85liIArO01FlmGUs9PejmzZvqlVdeUdWrV1c6nU7VqFFDDRgwQP31119KqfsTatatW6fq1Kmj7Ozs1JNPPqlOnz6d5T5OTk6miXL5kTHhzdKR8ZwH2/fuu++qoKAgVaVKFWVvb69q1qypQkNDVWxsbJ6emd3zpk2blqfrDQaDmjZtmmlppSeffFIdPXrUrMywYcMsPmPXrl1KqdyXssrvhLfMJkyYoACzyVs7duxQgYGByt7eXgUGBqqtW7cqJycntXTpUrNrv//+e9W+fXvl7Oys7O3tVZMmTdSCBQuyLAFGES51NmPGDOXp6amcnJzU0KFD1e3bt01lDAaD+u9//6saNmyo7OzsVNWqVVXnzp3NJjhOmjRJVa1aVTk5Oak+ffqo8PBws0mGln7+LdVzwIABqm/fvnmqe15+BlJTU9Ubb7yhqlWrpipXrqzatWtntqxXTjK+t5aOjGX+HpzwtmbNGtWjRw/l6+ur7OzslLe3t+rRo4fZsoPt2rWzeM/MX4tXX31V+fv7Kzs7O+Xp6am6dOmifv755yx1/OSTT1TNmjWVnZ2datGiRZYJcA/+jMTHx5v9Diil1B9//KGALF87pZRq0qSJAtSff/5pSsuYIJf5HtevX1ehoaGqatWqyt7eXjVs2FB98803SimlZs+erRo1aqQqVaqk3N3dVbdu3bJMjouJiVGA8vLyUnq93tK3Q4hyS6NUEa36L0Q5sWzZMl5++eU8DyUQQgghhPWQMb9CCCGEEKLCkOBXiGIQGBhoGkv74LFy5coif15sbGy2z3N2ds51pv2ePXtyvF7kXU5fR0srUpQVJfEzMGrUqGzvX1TjZoUQIjcy7EGIYnD+/HmzneYyq1atWrZrlhZUWlpalmXCMqtVq5bZRK8H3b17l4sXL2abn99lpyqyv/76K9u86tWrW5y0VRaUxM9AXFwcN2/etJjn4uJituKKEEIUFwl+hRBCCCFEhSHDHoQQQgghRIUhwa8QFVSnTp3QaDRZju7duxfL83766Sd69epF9erV0Wg0LFu2LNdr/u///o9WrVrh4uKCp6cnPXv25NixY/kuU5LCw8N56KGHcHBw4JFHHsnTON/crslLG6dPn57le5nT7nu9evWiU6dOFvP++OMPNBoN27Zty0OLC2/48OGmOtva2uLv78/o0aO5fv16lnKWNn743//+h0ajMQ39yXy/zMdjjz1WEs0RQpRxEvwKUUH99ttvvPPOO1y+fNns+Prrr4vleUlJSTRu3Ni0cUheREVFERYWxs8//8zOnTuxtbWlc+fOJCQk5KtMboYPH8706dPz26QsvvnmG8aOHctbb73F4cOHadu2Ld26dctxwmFerslrG+vXr2/2vTx69Gi2zx0xYgS7du2yOFZ88eLF1KxZM8umLsWpc+fOXL58mXPnzhEREcHGjRsJCwsr9P0yH5s3by7CGgshrFZpLjIshCgdf/31lwLU3r17S+X5ljaayItbt24prVarNmzYUKgyDxo2bFieN/vISevWrVVoaKhZWp06ddSkSZOK9BpLbcxuU5fs6PV65e3traZOnWqWnpqaqry8vNSMGTMsXrdo0SLl5eWl0tLSzNIHDhyoevbsqZRSavfu3erRRx9VTk5OysXFRbVq1crihg4ZLG1YM27cOOXh4ZFrOaWU+vXXXxWgzp49m2M5IYRQSinp+RWiAjp06BA2NjY0b948z9e8++67OS6FVRJLed26dQuDwYC7u3uhyhSH1NRUDh06ZNpSN0OXLl34+eefi+wayL6NZ86cwdfXl4ceeohnn32WM2fOZHsPW1tbhg0bxrJlyzAYDKb0jRs3cu3aNZ5//nmL14WEhJCYmMj27dtNaUlJSaxfv54hQ4aQlpZG7969efzxx4mOjuaXX37h1Vdftbhld3bOnDnD1q1b0el0eb5GCCHyKvu1j4QQ5dahQ4dIT0/PsrRUt27diIyMtHjNqFGj6N+/f473rV69epHV0ZKxY8fSrFkz2rRpU6gyxeHatWukp6dTrVo1s/Rq1arx448/Ftk1YLmNjz76KMuWLaNBgwbExcUxe/Zs2rZty/Hjx6lSpYrF+4wYMYK5c+fy448/mgLwxYsX06VLF/z8/Cxe4+7uTvfu3Vm5ciX/+te/AFi3bh22trb06tWLmzdvcuPGDXr27Ent2rUBaNCgQbZtybB161acnZ1JT08nOTkZgA8++CDbcpllDt5zKjdmzBjmzp2ba12EEOWbBL9CVEC//fYbffv2Zc6cOWbprq6u2V7j4eGBh4dHcVctW+PGjWPv3r3s3bs3217EvJQBYy/2u+++azpPSUlBo9Ewb948U9qWLVt44oknsly7cuVKXnrppVzLFZfs2titWzezco899hgBAQF88cUXjBs3zuK96tatS7t27ViyZAldunTh0qVL/PDDD7mO+x4yZAjDhg3jzp07ODo6snLlSvr27YuDgwMODg4MHz6crl270qlTJzp16kS/fv3w9/fP8Z5PPvkkn332GXfv3uXzzz8nJiaGV155JdtymR07dow+ffrkWs7NzS3HOgghKgYJfoWogH777TcmT56cr40LHgwYLSmuQPC1117j66+/ZteuXQQEBBS4TIYHe7EnTpxI9erVzYKt7Hqxe/XqxaOPPpqlXNWqVbGxseHq1atm5a9evZrtqgv5vSY/bXR2diYwMJDTp0/nWG7EiBGMHDmShIQEli1bhoeHB717987xmh49emBra8v69evp1KkTP/74Iz/88IMpf+nSpbz66qts3bqVDRs28Pbbb7Nu3Tq6du2a7T0dHR1NP4///e9/6dChA7NmzcoyETFzuQw3btzI8X5CCJGZBL9CVDBnz54lISEhX+N9ofSGPYwdO5ZvvvmGXbt2ZfvxeV7KZPZgL3blypXx8PDIU7BUuXJlizv02dnZ8cgjj7B9+3ZCQkJM6du3b6dv374W75Wfa/LbxuTkZE6ePEmHDh1yLNevXz/+/e9/8+WXX7JkyRKGDh2a61hbe3t7QkJCWLlyJdeuXcPb25v27dublXn44Yd5+OGHmThxIt26deOLL77IMfh90LRp0+jWrRsvvvgivr6+eb5OCCFyI8GvEBXMoUOHAPD29ubKlStmeVWrVs12G+TCDntISkoybf1rMBiIjY3l999/x8PDw/SR+Mcff8zHH3/MyZMnAeMYzRUrVrBu3Trc3d1N9c2YYJfXMiVl3LhxPPfcc7Ru3ZqgoCAWLlzIpUuXGDVqlMX25eWavLZx/Pjx9OzZE39/f+Li4pg1axa3b99m2LBhOda5UqVKDBo0iOnTp3P9+nVGjBiRp7YOGTKETp06cfbsWQYOHIhWa5w/ffbsWRYtWmRa0/nMmTMcOXKE0aNH5/0LCbRv355GjRoxe/ZswsPD83UtGIeyPPjzbWNjg6enZ77vJYQoZ0p7uQkhRMmaNGmSArIcGo1GXb9+vdieu2vXLovPHTZsmKnMtGnTVOa3JUvlAbNlyfJSJjdFtdSZUkp98sknqmbNmsrOzk61aNFC7d6925T3YPvyco1SeWvjgAEDlI+Pj9LpdMrX11c988wz6vjx43mq86FDhxSg2rZtm+d2GgwGVbNmTQWo6OhoU/qVK1dUnz59lK+vr7Kzs1N+fn7qjTfeUKmpqdneK7ulyVauXKns7OzUuXPncixnaakzS1+v6tWr57l9QojyS6OUUsUZXAshhBBCCFFWyDq/QgghhBCiwpDgVwghhBBCVBgS/AohhBBCiApDgl8hhBBCCFFhSPArhBBCCCEqDAl+hRBCCCFEhSHBrxBCCCGEqDAk+BVCCCGEEBWGBL9CCCGEEKLCkOBXCCGEEEJUGBL8CiGEEEKICkOCXyGEEEIIUWFI8CuEEEIIISoMCX6FEEIIIUSFIcGvEEIIIYSoMCT4FUIIIYQQFYYEv0IIIYQQosKQ4FcIIYQQQlQYEvwKIYQQQogKQ4JfIYQQQghRYUjwW478+9//Zvr06TmW2bNnD87OzqSnp5dMpfKhRo0aLFu2rLSrIYQQOcrLe21ZMnz4cIYMGVKoe5Tl/zuEyC8Jfq3M0qVL0Wg0TJo0KUvelClTWLBgARcvXsz2+ieeeIKkpCRsbGyKs5qiiE2fPp3HH3+8tKshRLnXvn177OzscHZ2xtnZmerVq/Pyyy9z9+5dU5m8vNdaM0vBsvzfIcoTCX6tTHh4OFWqVGHJkiWkpKSY5Xl5edGlSxfCw8NLqXaiNCmlSEtLK+1qCGH1JkyYQFJSEklJSezbt48dO3Ywc+ZMU35pvNempqZmSUtPT8dgMJRYHYQoLyT4tSK//vor//vf//jyyy9JTEwkMjIyS5l//etffPfdd9neIyoqCo1GYwqSMnoUp06dio+PDy4uLkyYMIHr168zYMAAXF1dqVWrFuvXrzfdY9myZdSoUYMPP/yQGjVqUKVKFV544QWSkpJMZW7cuMHo0aOpWbMmVapUoXv37pw5c8aUn5SUxIgRI6hSpQrVq1fnww8/NKtncnIyISEhVK9encqVK1O/fn0++eQTszK1atVi5syZdO/encqVK1O7dm3Wrl1rVub777/nsccew93dnSpVqtCvXz9T3sWLFxk0aBDVq1fHy8uLgQMHEh8fn+3XbteuXbRs2RJXV1eqVKlCUFAQ169fB4w9Jf379yc0NBQ3Nzf8/f157733zK4/efIkTz/9NNWqVaN69eqEhYVx+/ZtU35CQgJhYWE89NBDVK5cmQYNGvDDDz+wcuVK3n33Xfbv32/qjdqzZw/nzp1Do9GwePFiHn74YRwdHfnf//5nsdemffv2TJ482XSu0Wj48MMPadOmDU5OTjz88MMcPXqUyMhI6tevj4uLC/369TP7ngpREdWqVYt//etfHDlyxCw9t/dagP3799OxY0eqVq2Kh4cHHTp0MPUgX7x4kf79+1OtWjWqVavGgAEDuHTpkunajPeU0aNH4+npSe/evU3v319//TX16tXD0dGRuLi4XN9vHzR16lTq1atH5cqV8fPz49///jd37twB4N1332XlypV88803pveb2NjYLP93pKen85///Id69erh6upKy5Yt2bJli+kZGeW//fZb07OeeuqpcttbLqyMElZj+PDhqlmzZkoppQYMGKDatGmTpcyvv/6qAHXr1i2L99i1a5cClF6vV0opNW3aNGVra6sWLFigUlNT1cGDB5Wtra165JFH1E8//aTS09PV+++/r9zd3dXt27eVUkotXbpU2djYqOHDh6ukpCT1999/q5YtW6rQ0FCllFIGg0G1b99eDRo0SP3zzz8qOTlZTZgwQTVs2FClpqYqpZQaOXKkat68ubpw4YJKSkpSw4cPVzY2Nmrp0qVKKaXu3LmjlixZoq5fv67S09PVpk2blJ2dndq6daupLTVr1lR+fn7q0KFDpnpWrlxZJSYmKqWU2rZtm3JwcFCrV69WKSkp6u7du+rHH39USimVnJys6tevr15//XWVlJSkbt26pYYMGaI6d+6c7dff19dXLVmyRBkMBpWSkqJ+/vlnlZSUpJRSatiwYcrW1lYtXLhQpaamqv379yt3d3f15ZdfKqWUio+PV1WrVlUffPCBSk5OVvHx8apTp05mX7MnnnhCdevWTZ0/f14ZDAYVExOjjh8/bvo+BQUFmdXn7NmzClBt27ZVsbGxKi0tTSUnJ6thw4apwYMHm5Vt166devvtt03ngGrWrJk6c+aMSklJUSEhISogIEANHz5c3bx5U125ckUFBASod999N9uvhxDl0YO/K3/99ZeqX7++mjNnjlm53N5rjx07phwcHNTHH3+sbt++rVJSUtSuXbtUcnKySktLU82aNVPPPvusunHjhrp+/boKCQlRjzzyiEpLS1NK3X9PWbx4sUpNTVW3b982vX8HBwera9eume6V2/vtg+8Jy5cvN73PHDt2TNWuXVtNmjTJlG/pPeTB/zvmzZunqlevrg4dOqT0er366quvlE6nU4cOHTIrP2jQIHXjxg1148YN1bZtWzV06NCCfmuEKDIS/FqJhIQEValSJRUeHq6UUmrHjh0KUL///rtZuVOnTilAnT9/3uJ9LAW/AQEBZmWaNWumXnzxRdP5tWvXzJ61dOlSpdVq1Y0bN0xlNm/erHQ6nUpLS1OHDh1SOp3O7D+FtLQ05eDgoPbs2aPS09OVvb292rBhgyn/xo0bSqPRmIJfS3r16qXGjRtnOq9Zs6aaMWOG6TwpKUkB6sCBA0oppXr06KHGjBlj8V5r1qxRvr6+ymAwmNL+/vtvBagLFy5YvKZWrVrq7bffVn///XeWvGHDhqkWLVqYpU2YMEF17NhRKaXU+++/rx577DGz/L179yo7OzuVlpamfv31V6XRaFRcXJzFZ+cU/Gb+gyCjLnkJfpcvX246X7dunQLUpUuXTGkvv/yyCg4OtlgfIcqrdu3aKXt7e+Xq6qqcnJwUoJ544gl18+ZNs3K5vdeOGTNG9ejRw2Lezz//rDQajUpISDClXbt2TWk0GrV//36llPH3+MH3jIz375MnT5rScnu/zbjXg+8JmX3wwQdm7195CX7r1aunFixYYFamV69e6qWXXjIrn/nr8/HHH6sGDRpkWw8hSooMe7ASGRPdBg8eDECHDh2oU6dOljFniYmJAHh4eOT53j4+PmbnTk5OZmlOTk4A3Lp1y5Tm7u6Oq6ur6fyhhx5Cr9dz9epVTp8+TVpaGjVq1MDNzQ03NzeqVKkCwIULF4iPjyclJYWHHnrIdL2rq6tZnVNSUhg/frzpIzU3Nze2bNlCXFycWV19fX2zrefZs2epX7++xTafPn2aq1ev4u7ubqpjYGAg9vb2xMbGWrxmw4YNnDlzhkceeYQ6deowbdo0szG2mduTcX7hwgXT8w4dOmR6lpubG927d0ej0XDlyhXOnj2Lu7s7np6eFp+dkwefm1eWvscPpmX+ngtRUYwfP54bN26QlJREXFwc1apVo2vXrmZlcnuvzen958KFC3h4eODu7m5Kq1KlCu7u7mbvP9n9bmdOz+391pJFixbRokULqlSpgqurK2+//XaW99bcXLhwgdq1a5ul1alTJ8v754Pv0fKeIsoC29KugMidUoqFCxeSmppKvXr1TOmJiYmsXLmS//znP7i4uABw9OhR6tevj7Ozc7HW6fr16yQmJpoC4HPnzqHT6ahWrRre3t7Y2dkRHx+PTqfLcq3BYMDe3p5z587RuHFjU1syxs8CfPDBB2zcuJGNGzdSt25dtFotvXv3RimV5zrWqlWLU6dOWczz9vamZs2axMTE5Pl+TZo0YdWqVQD8/vvvdO3alRo1ajBy5EjT1yCzc+fOUaNGDdPzHn/8cXbu3JltXa9fv861a9eoWrVqlnytNvu/Ux/Mq1y5Mn///bdZWuaxhEKIvPP09GTYsGH07NmTf/75xxRY5vZem9P7j5+fH9evX+f69eumADghIYHr16/j7+9vKpfd733m9Nzebx+0f/9+Xn75ZbZt28bjjz+OTqdj/vz5vP/++7k+98E2PPj+GRMTY1Z/Icoq6fm1Atu3b+f06dNs27aN33//3XRkTMD44osvTGW3bt1Knz59ir1OGo2G119/ndu3b3Pp0iWmTZvGc889h42NDY8//jiNGzdm9OjRpt6E69evs2bNGu7cuYNWq2XIkCFMnz6dixcvcvv2bV5//XU0Go3p/omJidjb2+Pp6YnBYCAyMpJt27blq45jx45l8eLFrFmzhtTUVJKTk9mxYwcAzzzzDHq9nilTpph6cOLi4vjmm28s3is1NZWlS5eaJsS5urpiY2ODre39vx+jo6OJiIggLS2NgwcP8vnnn/P8888D8Pzzz3P48GHCw8O5c+cOSikuXLjAunXrAGjZsiVt27bl+eefNwWuZ8+e5Y8//gCM/8HFxsaSnJyca7tbtmzJrl27OHnyJHq9ngULFnD27Nl8fe2EEEbXr19nxYoV+Pn5mQJfyP29dvTo0Wzfvp2FCxdy9+5d9Ho9u3fvJiUlhdatW9O4cWNefvllbt68SWJiImPGjKFZs2a0atUqX/XL7f32QYmJidjY2ODp6YlOp+O3337j448/Nivj7e1NTExMjmv6hoaGMm/ePH7//XfS0tJYvXo1mzdvJjQ0NF/1F6I0SPBrBT799FM6d+5Mhw4d8Pb2Nh1169YlNDSUTz/9FID4+Hh++OEHxowZU+x18vb2pkmTJtSrV4/GjRvTsGFDFixYAICNjQ3bt2/H0dGRRx99lMqVK/Pwww+zdu1aU4A7f/58mjRpYrpHkyZN8Pb2Nt1//Pjx+Pn5UbNmTXx9fdmxYwfBwcH5qmOXLl346quvmDNnDp6entSoUYNFixYBxt7R/fv3ExsbS5MmTXBxcaFt27b89NNP2d7v22+/JTAwECcnJ9q1a8fw4cMZNmyYKb9Pnz4cOHCAqlWr0rdvX8aPH29adcHf35/9+/ezfft2ateujZubG127duXo0aOA8Y+J9evX4+PjQ5s2bahcuTLdu3c3fWw5YMAA6tevj6+vL25ubuzduzfbeg4ePJhnn32Wtm3b4ufnx40bNwgKCsrX106Iiuy9994zrXRQr1497ty5Y7aSQV7eaxs3bsyPP/7IV199ha+vL9WqVWPmzJkYDAZsbGzYtGkTKSkp1KlTh7p165KWlsaGDRvyvY5uXt5vM+vSpQujRo2iffv2uLq68tZbb5m9jwG8+OKLAFStWhU3NzeLQ8HGjRvHmDFj6NevHx4eHsydO5fvvvuOli1b5qv+QpQGjcrP58iiTHvllVdwd3dnxowZxfqcZcuWMXny5CwfrVdkw4cPJy0tjS+//LK0qyKEKGYl9V4rhCgeMua3HPnvf/9b2lUQQohyT95rhbBuMuxBCCGEEEJUGDLsQQghhBBCVBjS8yuEEEIIISoMCX6FEEIIIUSFIcGvEEIIIYSoMCT4FUIIIYQQFYYEv0IIIYQQosKQdX4t8Pb25vbt27JHuRBlSGxsLE5OTly5cqW0q2LV5P1NiLJJ3uNKjgS/D4iLi+P69eukp6cTHx+Ph4dHvrebLMtu3rzJ33//jY+PD2lpaab0B9uZmJjIxYsXqVGjBi4uLpZvlpoKMTGgFNjZQe3aYGE7zdKUnp5OQkKC6by8fT8zVIR26vV6bt++XdrVsHq3b98mNTUVZUgvkeelp6WRcP2G6dzD3Q0b25L5r+fkuasl8hwApRSkp9xPsLG3uL1wkT+32J+Q+WEGSEu9f25rB5py+AFyabUz5U7xP0MAEvxmER8fT2pqqun1rl27CAwMLOVaFZ2oqCg6dOhA3759+fjjj03pD7Zz1qxZTJ06lRUrVtC+ffusN1IKOneGv/4ynu/YAY8/Xsy1z7/jx4/TuHFj03l5+35mqAjtLG/tKS3+/v4oQzq/7/+pRJ534o+TNG/bznS+feN3NGrYoESeXbnT2yXyHADD3euk/bHGdG5btwfaSu7F/tyS+iMGQN29Ttqf60zntnX+haYE2ljSSqud+pNr8ff3LfbnCBnzW+EEBQXh7e3NmjVrsi2j1+uJiIjAx8eHoKAgy4WWLYOdO42vR40qk4GvEEIIIcSDJPitYHQ6HWFhYVy+fNlivl6vZ8SIEcTGxhIWFoZOp8ta6OpVeP1142tfX5gzpxhrLIQQQghRdCT4rYAmTZrEk08+aZa2adMmZs6cSZ06dVixYgU9evRg4sSJlm/w6qtw/brx9ccfg6tr8VZYCCGEEKKIyJjfCkin0/Hhhx/SvHlzU9qkSZMA8PHxYdasWUyqXdvyD8fmzfD118bXrVtDnz7FX2EhhBBCiCIiPb8V1IPDGebPn8+uXbs4f/48k+vXx3bQIBg8GPT6+4WSkmD0aONrW1s4eBAiI0uw1kIIIYQQhSM9vw/w9PTE09MTgLCwMNPr8sbT05Np06aZzgcNGoSXl5fxJDgYQkLuB7YrV4JOB5MnQ2ysMS0tzVgmOLhE651fD7azonw/y2s7hfWpWrUKkyeONzsvjzS2Dmi9m5udlzu2DmirNTM7L5cqSjsrMI1SqkSXCbQGGUsqHT9+vJRrUor0emPPb2SkMch99VXIvPJDv36wapUxKBaiBMjvZdEIDAws0aXOSlNJLnVWWkpyqTNRvPQn19IowFfe40qA9PwKy3Q6Y48vGAPgH364n9e1qwS+QgghhLBKMuZXZC8jAA4MhJs3jWkNG8LGjRL4CiGEEMIqSfArchYXB3/+ef+8Xr3Sq4sQQgghRCFJ8Cuyp9dDu3bGyW0AbdvC+vVZV4EQQgghhLASEvwKy/R66NkTYmKM5507Q1TU/VUgJAAWQgghhBWSCW8iq4yVHjImuWk08MEHWSfBwf1l0IQQQgghrIAEvxWEXq9n3759JCQk4OHhQVBQUJaNLkzWrTPfvOKFF6BJE+PrBwPgkBDjIYQQQghhBST4Lef0ej1z5swhPDycK1eumNJ9fHwYPXo0kyZNyhoE9+0LtWrBuXPg6AizZpnnZwTAEvgKIYQQwspI8FuO6fV6goOD2bx5M/7+/sycOZPatWsTExNDREQEU6dO5ZdffmHt2rXmAfCKFcbAF2DCBPDxyXpznU4CXyGEEEJYHQl+y7E5c+awefNmhg4dSkREhFmAO2nSJEJDQ1m+fDlz585l8uTJxow7d+Dte7si+frC+PEW7iyEEEIIYZ1ktYdySq/XEx4ejr+/f5bAF0Cn0xEREYG/vz/h4eHoM1Zu+OADuHjR+Hr2bHByKuGaCyGEEKI0fPrpp7Ro0QKdTsf06dOzLWcwGHj11Vdxc3OjWrVqzJ8/v+QqWQQk+C2n9u3bx5UrVwgNDc12YptOpyM0NJTLly+zb98+uHIF5swxZjZtCkOHlmCNhRBCCFGafHx8mD59On379s2x3MKFC4mKiuLUqVPs3buXefPmsWPHjhKqZeHJsIdyKiEhAYDatWvnWC4gIOB++WnT4PZtY8b774ONTbHWUQghhBBFLy4ujvj4eIt5np6eeHl5WcwLDg4GYPPmzTnef8WKFYwfPx4vLy+8vLwYOXIky5cvp1OnToWqd0mR4Lec8vDwACAmY5OKbJw5cwYAv8REiIgwJnbrZtzUQgghRI5UciIaB9cC51uDitBGsO529urVy+z/+/j4+GyD33r16vHnn38W6nknTpygadOmpvMmTZqwadOmQt2zJMmwh3IqKCgIb29vIiIi7o/nfYBeryciIgIfHx8e+eYbMBhAq4X//KeEayuEENYn7dIh9H+swZAYazHfkBiL/o81pF06VMI1Kzrplw+T9uc6DIkXLOYbEi+Q9uc60i8fLuGaFS1rb2dMTAwn/jjJH2cu8ceZS8Rfv5Vt2evXrxf6eUlJSbi4uJjOXVxcSEpKKvR9S4oEv+WUTqcjLCyM2NhYQkNDswTAer2eESNGEBsby7wuXdBm7OY2ciQEBpZCjYUQwnqo5EQMV6NBGUg782OWANiQGEvamR9BGTBcjUYlJ5ZSTQtOJSdiiDsCykD6uZ1ZAkND4gXSz+00tjHuiFW2EcpPOzX2rtg1HoBd4wHYeBbv/+POzs7cvHnTdH7z5k2cnZ2L9ZlFSYY9lGOTJk3il19+Yfny5URFRREaGkpAQAAxMTEsXryY2NhYenbvzsBD93olnJ1hxozSrbQQIt9iYmKoX78+SUlJODg4lHZ1KgSNgyu2AZ1NAW7amR+xDeiM1tXfLPBFo8U2oHOZ/bg8JxoHV2xqdTQFfunndkKtjmhd/cwCQjRabGp1tMo2QjlqpwY0WuNcHVvvJthUqZuliP70ZtOwyMJo1KgRR48eNQ19OHbsGIFW1HEmwW85ptPpWLt2LXPnziX2/feZOXUqaffyfHx8mDVrFpO8vNC89JIx8emnoVq1UquvEKJgoqOjqV+/fp4D3/S0NE78cdJiXtWqVfDy9CzK6pVbWlf/LAGwtko9DP+cMgt8ta7+pV3VAtO6+sEDgaHyqIsh4bRZQKh19SvtqhZKSbZT6e9CWnLWDEM66enphbizBq3Ozvgy498H6LW22OQwmT0tLY20tDTS09NJS0sjOTkZnU6X5ZohQ4Ywb948unTpQmJiIp9//jlffPFFIepesiT4Led0Oh2T69eHGzeY3a4d+8LCcPfyIigoCF1KCtSrZyxYqRJ8/TU884zs3CaElYmOjubhhx/Oc/mE6zdo3radxbzJE8czZdIbRVW1cu/BANhw7d4fFeUg8M3wYGBo+OfeZKlyEvhmKKl2Gq6dxHD1d4t5GSs1FYRGo0GrzXmVJo1Gk2P+7NmzmZHpE+B33nmHpUuXUrt2bbp162Ya1zt69GhOnz5N3bp1sbOzY9KkSVaz0gNI8FsxBAdDSAhekZH08fKClSuN2xO/8w5cvmwsc/euMei9t8yJEMJ6HDlyhEcffbS0q1FhaV39jT2+1+73pmur1CsXgW8GraufsSf0n/urBGg96pabwDeDdbdTg9bWco9v5jI5mT59erabW2Se0KbValmwYAELFizIXxXLCJnwVhHodMaANyQEIiNh8GA4fx7ee+9+mX797gfFQgirkt+eX1G0DImxxqEOmdP+OZXtKhDWyJB4wTgEIHNawulsV0ewVlbdTg1otNocj1xi3wpDen4riowAGIwB8MGDxt5egHbtYNUqCXyFsEI3b97k3Llz+Qp+Pdzd2L7xO4t5VatWKaqqVQgPTm7LPOY38yQ4a/bgpC9tprGwmSeHWbuSaqe2agO0brWypKed3VHIyWga04S3nMoICX4rlowAOCEBMrYh9PaG7dsl8BXCSh09epQqVarg6+ub52tsbG1p1LBBMdaqYrC0qoPW1R+Dq7/FVSCskaXVDrSufmhc/CyujmCtSrKdGl0l0FXKmqG1yXEyWq731eQ+7CG3Mb8VhQx7qIhOZprl3bhx6dVDCFFo0dHRBAYGkpycbDpSU1NLu1rlnkpOtBj4wv1JcGi0pgC4rK4NmxOVnGgxIATj2FibWh1NbUw/t9Mq2wjlq50aG5scD2EkwW9FotdDz55w8aLx3M8PfvzROAY4m13ghBBlW3R0NLt376ZSpUqmY8CAAaVdrXJP4+CKttrD2a7qkDkA1lZ7uOyuDZsDjYMrWq+m2a52kDkw1Ho1tco2Qjlq572e35wOpOcXkGEP5ZZer2ffvn0kJCTg4eFBUOvW6IYPh4yd3AA2bYLZs41jgEEmvAlhhRYtWsSiRYtKuxoVkq3vIyiPOtkGQ1pXf3QN+5bdYCkPbHyao3UPyKGNfmjqB1t1G6G8tDP3pc5kzK+RBL/ljF6vZ86cOYSHh3PlyhXA+E1e4+BAr+RkFPd+9Pv3h6ZNzSfBgQTAQgiRD7kFQ2U7WMqbitBGsP52ajLt8JZTGSHBb7mi1+sJDg5m8+bN+Pv7M3PmTGrXro3d+vX0Wr2as8BDGYUnTzb+++AqECEhssmFEEIIYXUKv85vRSHBbzkyZ84cNm/ezNChQ4mIiECX0YM7aBBpQUH4jR0LwMmGDWnQpMn9CzOvAyyBrxBCCGF9NHlY6ky6fgEJfssNvV5PeHg4/v7+5oHvPbYnTphej42PZ5Neb15Gp5PAVwghhLBaGrQ66fnNC1ntoZzYt28fV65cITQ0NEvgy4ULsGQJAKfq1WPbtWvs27evFGophBBCiOKQMeY3x0NiX0CC33IjISEBgNq1a2fNfO8901JmZwYNMisvhBBCiPJAk2vwKz2/RjLsoZzI2BIxJibGPOPyZfj8c+PrLl34Vas1Ky+EEEKIckBj3L0xtzJCen7LjaCgILy9vYmIiECfecOKefMgJQWAtDffJCIiAh8fH4KCgkqppkIIIYQoDhqtJsdDGEnwW07odDrCwsKIjY0lNDTUGADHxcHChQAY2rXjhSVLiI2NJSwsLOu4YCGEEEJYLQ0aNJpcDun6BWTYQ7kyadIkfvnlF5YvX05UVBSr/P0JunMHgEF//ME3u3fTo0cPJk6cWMo1FUIIIUSR0oCNbS59mhL7AtLzW67odDrWrl3LrFmzcE5JoenevQDsBX7Sapk1axZr166VXl8hhBCiHJJhD3kjPb/WLjISgoNNWxLrdDomT57Mm3fvYvPuuwDUGDyY80uXStArhBBClFMaDdjY5NynKUudGUnPrzWLjIT+/WHwYNNSZgDcuIHNJ58YX3t4UGvlSnTr1pVKFYUQQghREnLu9TX2/Er0C9Lza92Cg427skVGGs9XrjT2AH/0ESQmGtMSEoxlgoNLq5ZCCCGEKAFaGdqQJxL8WjOdzhjwwv0AeOFCmD//fpmQkPtBsRBCCCHKJY0GtDY5B78y7MFIgl9r92AAfOIEXL9uPG/TRgJfIYQQooKQnt+8keC3PMgIgFNTYf16Y5qLC+zaJYGvEEIIURFoQCtLneWJTHgrB/R6Pbt37+b6sWP3E+vWBa18e4UQQoiKQIMGrSbnQza5MCpz0dGnn35KixYt0Ol0TJ8+3ZQeFRWFVqvF2dnZdOzZs8eUHxMTQ1BQEI6OjrRo0YLo6GhTnsFg4NVXX8XNzY1q1aoxP/OYWCum1+uZNWsWAX5+XH3qKdxjYgBIBjh0CMPAgearQAghhBCi3JJ1fvOmzA178PHxYfr06axatSpLXkBAAH/99ZfF6wYOHEi3bt3YsWMHS5cupU+fPpw6dQpbW1sWLlxIVFQUp06dIjExkfbt29O0aVM6deqUbT3S09M5fvy4xTxPT0+8vLwK1sAiotfrCQ4OZtvmzax1dOTpTHmLKlfG59Yt+q9Zg2HgQLRffSXDH4TViIuLIz4+Pkt6SkoKtrZl7i1LCCHKBtnhLc/KXM9vcHAwvXr1ws3NLc/X/Pnnn5w4cYK33noLBwcHRo8ejcFgMPUMr1ixgvHjx+Pl5UXdunUZOXIky5cvz/GeCQkJNG7c2OIRHh5emCYWiTlz5rBt82b21azJ03fugJ+fMUOnI+zYMbYOGcJqQLtmTdZ1gIUow8LDwy3+3sXExJCQkFDa1RNCiDJLo9HkeAijMhf85uTChQumAHbmzJmkp6cDcOLECerVq4e9vb2pbJMmTUw9tydOnKBp06YW86yRXq8nPDyc0KpVaX3+PDz9NFy6ZMzs3x+dvz+LlizhTT8/Njg4GFeBkE0uhBBCiHJLowGNNpdD4l/AioLfBg0aEB0dzZUrV1i/fj2rV69mwYIFACQlJeHi4mJW3sXFhaSkJIv5mfOs0b59+7hy5Qq+r7wCq1dD48Zw7w8Bxo4FjNscDx85kr7JyRyfNs243q8QQgghyikNNrbaHA8Z92BkNQPovL298fb2BqBRo0ZMnjyZjz76iNdffx1nZ2du3rxpVv7mzZs4OzsDZMnPnJcdDw8Pdu3aZTHP09OzME0ptIyPfmvXrg09e0JYmDHjscegVStTuYCAANKAP5s2JbAU6ilEQYSFhRFi4Y+13r17y5hfIYTIgQxtyBur/Z9Eq9WilAKMwfDp06dJSUkxDX04duwY48aNM+UfPXrUNPTh2LFjBAbmHA7a2NjkWqa0eHh4AMYVLvj6a7h2zZjxyitm5c6cOWNWXghr4OXlZXFCaeZhTUIIIcxp8jDhTWJjozI37CEtLY3k5GTS09PNXkdFRXHhwgUATp8+zezZs+nVqxcA9evXp2HDhsyZM4eUlBQ+++wzNBoNTzzxBABDhgxh3rx5xMfH89dff/H5558zdOjQUmtjYQUFBeHt7U3E55+j7g39wNcX+vUzldHr9URERODj40NQUFDpVFQIIYQQJcZGq8nxEEZlLvidPXs2lSpVIiIignfeeYdKlSqxYsUKDh06xGOPPYaTkxNdunQhODiY8ePHm65btWoV27Ztw83NjU8//ZTvvvvO9BHp6NGjadeuHXXr1qVt27aMGzcux2XOyjqdTkdYWBj+Fy6gyVjPePRo03Jmer2eESNGEBsbS1hYGDpZ5kwIIYQo1zSa3INf6fk10qiMsQPCJGO4Q1leEUKv13PQ35+gK1dIAT6eMAHvpk2JiYlh8eLFxMbG0qNHD9auXSvBrygXrOH30hoEBgaiDOn8vv+n0q5Ksavc6e3SrkKxU4b00q6CKCL6k2tpFOBboPe4wMBALly/S8eZWfdIyGzn1EH4uVeq8O+jVjvmt6LTXb5M27g4ANZVqsT4994z5fn4+DBr1iwmTpwoga8QQghREdzr+c2tjJDg1zpERkJwsPkubeHhaAwGAJ758UeObdvGn02b4uHhQVBQkAS9QgghRAWiAexzm/BWMlUp88rcmF/xgMhI6N/ffJe2O3fgs8+Mr9u2RbdgAYEzZvBMejrt27eXwFcIIYSoYGTMb95J8FvWBQcbN6iIjLwfAK9cCdevG/MNBmNeSIixrBBCCCEqIA02Wm2OR259v/Hx8fTo0QMnJyfq16/Pjh07LJYbPnw49vb2ODs74+zsXGaXhs2ODHso63Q6Y7ALxiAXIGOgeqVKcOCAMfBdudJ8WIQQQgghKgyNBuzuDXu4m5jA3ZvXs5QxpKWSnp59rDBmzBi8vb2Jj4/nxx9/pH///pw+fdrifgFTpkxh8uTJRdeAEiTBrzWwFAAD3L1LXLt2uC9bJkMdhBBCiApMw/0Jb39sX82hyEUWyyUYLO9Sm5SUxLp16zhz5gyOjo706tWLJk2asH79ep5//vniqnapkGEP1kKnQ79sGTcrVzYlbQKq795NzTp1mDVrFvqMMcFCCCGEqHBsNBpsNBq0BZjadvr0aZydnalRo4YprUmTJtkuizZ//nyqVKlC27Zt2b17d4HrXBok+LUSer2e4T174nTrlint4ZYtmT5tGjqdjqlTp9KnTx8JgIUQQogKSKPRYGerxc5WW6Dd3JKSknBxcTFLc3FxISkpKUvZsWPH8tdff3H58mXGjBlDr169OH/+fIHrXtJk2IOVeO+dd3h9505sMhIefxy/vXt5+6GHmPDHH4SOHs3y5cuZO3eu1Y7BEUIIIUTBaADbe0Fvix7P0vCJrlnKrJ39bzxcHS1e7+zszM2bN83Sbt68ibOzc5ayzZs3N70ePHgwK1asYNu2bYwcObIQLSg50vNrBfR37tBk7lxaZCTUqgU//mhaBUI3fDgRn36Kv78/4eHh0vsrhBBCVDAZE97sbLW4V/XEN6BelsPWzg4bGxuL19etW5ekpCQuXrxoSjt27FieVnLQarVY04bBEvyWdXo917t3p1dy8v20558He3vjJLhMAfCLzz/P5cuX2bdvX+nVVwghhBAlLmPCW47r/OZwvbOzM71792batGncvXuXTZs2ceTIEXr37p2l7Jo1a7h9+zZpaWl888037Nmzh86dOxdb24qaBL9l3bp1eO3ezemMc40Ghg0zvs5YBeJeAPxkQgIACff+FUIIIUQFock58LXRashtl4vw8HAuXbpElSpVGDduHN988w0eHh6sXLnSrAd4/vz5+Pr6UqVKFT744APWrVtHQEBAcbewyMiY37IuJITjb7+N9zvvGM87dYKaNe/nZwqAo06eBLC4Hp8QQgghyi8N99f5zalMTjw9Pdm8eXOW9MGDBzN48GDT+d69ewtQw7JDgl8rUD8w0PSNShs6NOs3TadDHxxMRJ06+Pj4EBQUVMI1FEIIIURpytjeOLcyQoY9WAXbFSsAuAGM2ro1y4Q2vV7PiBEjiI2NJSwsTDa8EEIIISoYDfeXOsvuyHnUb8UhPb9l3cWL8MMPAOzz92fxqlVs37uX0NBQAgICiImJYfHixcTGxtKjRw8mTpxYyhUWQgghRInLQ8+vxL5GEvyWdcuXg8EAQNevv2bWjh2Eh4czdepUUxEfHx9mzZrFxIkTpddXCCGEqIA0GHd4y62MkOC37IiMhOBg4wS2DErB0qXG140aYXvhApMnT2bixIns27ePhIQEPDw8CAoKkqBXCCFKgUpOROPgWuB8a1AR2gjlo526AuzsVhFJ8FsWREZC//7GJctWrrwfAO/bB6fvLXKm08GAAaDRoAsJoX379qVWXSGEEJB26RCGq9HYBnRG6+qfJd+QGEvamR/RVnsYW99HSqGGhZd++TCGuCPY1OqI1tUvS74h8QLp53ai9WqKjU9zC3ewDuWhnRpAm9uEt5KpSpknwW9ZEBxsWqsXuB8AZ/T6ajQQHW0sExxcWrUUQghxj0pOxHA1GpSBtDM/ZgmAMwJflAHD1WiUR50y32v4IJWciCHuCCgD6ed2wgOBYUZAiDJgiDuC1j3A6toI5aidmtyHPVhj9HvmzBkOHTrErVu3zNJfeOGFAt9Tgt+yIGOtXrgfAC9aBF9/bXytFIa+fdnz4ov8s3GjDHUQopy7du0aM2bMYN26dSQmJuLn58ewYcN4/fXXs92aVJQsjYMrtgGdTQFu5gA4c+CLRottQOeyGSzlQuPgik2tjqbAL3NgmDkgRKPFplZHq2wjlJ92atDkOuzB2lZ7WLhwIS+//DIeHh44OTmZ0jUajQS/5cKDAXBMDNy5A0Csvz9Be/fy95o1puI+Pj6MHj2aSZMmSRAsRDkSFxdHUFAQ7du355dffsHX15fo6GimTJnCG2+8USTPSE9L48QfJy3mVa1aBS9PzyJ5TnmndfXPEgBrq9TD8M8ps8DX0pAIa6F19YMHAkPlURdDwmmzgNDSUAFrUpLtVPq7kJacNcOQTnp6eqHunduwB2vzf//3f6xevZpnnnmmSO+rUUqpIr1jOZCxhd/x48dL/uF6vXFs79q1AKRqNLgqhZe/P6GhodSuXZuYmBgiIiJMy5utXbtWAmBR7pXq72UJ6t+/PxqNhm+++aZY7h8YGEjc1atc++cfi/mTJ45nyqSiCbJLW+VOb5fIc8x6ejOUUOCrDIULlvLKrAc0QzkJfDMriXamXz6M4ervFvM8PT2Ji4vL9z0DAwO5mZLGgrW7ciz3ap8OuNjbWs37qJubGzdu3Cjy+0rPb1l0967p5XmlGDhkCIuWLDELcCdNmkRoaCjLly9n7ty5TJ48uTRqKoQoQjExMaxZs4YTJ06UdlVEPmhd/Y09vtfu96Zrq9Sz6h7fB2ld/Yw9of/8eT/No265CnzButupAbTlbKmzHj16sHv3btq1a1ek95XgtyzR62HwYNi61ZRUF4i4ezfLVnw6nY6IiAiioqIIDw+XNX6FKAd27NhB3bp1qV+/vsX8qKgohg0bRp06dUhPTyc0NJQhQ4YQFRXFjz/+yOzZs0u4xgKMPb+Gf06Zp/1zCoOrf7kJgA2JF4xDADKnJZxG4+JnFYFhXll7O3Pd5MLKeHp6EhwcTN++ffH19TXLmzlzZoHvK8FvWZER+EZGQpUq8M8/nAXuBgbSaM0aY17mZdAwBsChoaFMnTqVffv2yfJnQli5uLg4atSokWOZ5557jtmzZ5OcnEzfvn2zDZRz4uHuxvaN31nMq1q1Sr7vV5E9OLkt85hfS6tAWKMHJ31pM42FtbQ6grUqqXZqqzZA61YrS3ra2R14eHgU+L4acl/n19pC4+joaJo1a0ZMTAwxMTGmdE1uq1rkQoLfsiBz4Pv007BpEwCrAf8JE2i0aVPWZdDuCQgIACAhIaGkay2EKGL+/v5cuHAhT2UdHBwYP348GzZsoFOnTvl6jo2tLY0aNihIFUUmllZ10Lr6Y3D1t7gKhDWytNqB1tUPjYufxdURrFVJtlOjqwS6SlkztDaFW81Fo8l12AOFDBpL2q5dOY9hLqgHP00XpWHdOmNwGxICmca1rAb+On/eGPBmrAO8bp3ZpWfOnAEo1F+LQoiyoWfPniQmJvLOO+9w584dDAYDv/76K6+99prF8r6+vly5cqWEaynAuDaspcAX7q8CgUZrCoBVcmIp1zj/VHKixYAQjGNjbWp1NLUx/dxOq2wjlJ92agCdjSbHw7pC3/vi4uL43//+V6DJgJZI8FsWhITA6tXGIPfecmYqIIBL1aoRERGBHox5q1cby96j1+uJiIjAx8eHoKCg0qm7EKLIuLu7s2PHDvbu3Yu/vz9Vq1ZlzJgxNGnSxGL5ixcv4uPjU8K1FGBcG1Zb7eFsV3XIHABrqz1cZteGzYnGwRWtV9NsVzvIHBhqvZpaZRuh/LRTg3GTi5wOawt+b968SZ8+ffD29qZ169b4+PjQp08fEhML9wdIgYLflJQUFi9eTI8ePfDy8kKn0+Hl5UX37t35/PPPSU62sH6dyFlICFy6BAcOAKDp35+wMWOIjY0lNDTUGAA/EPiOGDGC2NhYwsLCZLKbEOVEYGAgW7Zs4dq1ayQkJHDw4EGLi7knJyczf/58evXqVQq1FAC2vo+ga9g32yENWld/dA37Wu3WxgA2Ps2xrR+c7Uf9Wlc/bOsHl9ktf/OqXLRTY1ztIafD2qLfCRMmcP36dX777Tdu3rzJoUOHSExMZOLEiYW6b77H/H7xxRdMnDiRmjVr8q9//YsXXngBV1dXEhMTOXr0KIsXL2bKlCm89957DB06tFCVq3C+/fb+6wEDmBQYyC+//MLy5cuJiooiNDSUgIAAYmJiWLx4sWmd38L+EAghrMeKFSvYv3+/abWHli1bEhUVxcqVKzlw74/nV199laeffrqUa1ox5NYLWFZ7CfOjIrQRrL+dGcMecitjTTZv3syvv/5KtWrVAGjWrBmrVq2iVatWhbpvvoPfNWvWsG3bNpo2bZolr2/fvkyfPp0jR44wZcoUCX7za/Vq479168LDD6PTaFi7di1z584lPDycqVOnmor6+Pgwa9YsWeJMiAqkffv2nD9/3mL62bNnS6FGQoiyxMbKJrTl5u7du7i5uZmlubm5cTfTfggFke9hDxs2bLAY+GbWtGlT1q9fX+BKlXuRkcYVHjI7exYOHjS+7tvX1Aus0+mYPHky58+fZ9euXaxZs4Zdu3Zx/vx5Jk+eLIGvEEIIIdBocp7sprPRFHqJsJLWqlUrpkyZgsFg3HHPYDAwffp0WrZsWaj7Fmqps127drFlyxZu375NgwYNGDRoEFWqVCEsLIzw8PBCVazcioyE/v2N43czL1uWsZQZwG+/wZw5pK1axV4fHxISEvDw8CAoKEiCXSGEEEJYlOtSZ1bmgw8+oHPnznzxxRfUrFmT2NhYbG1t2b59e6HuW+Dgd/jw4axYsYKHHnoId3d3VqxYwaxZs/j222/58ssvJfjNTnDw/WXL4H4AnDHkoXJl2LaNE4GBdH3tNf6+etV0qY+PD6NHj2bSpEkSBAshhBDCREPuy/haW2jcoEEDTp48ycaNG/n777/x8/OjR48eVK5cuVD3LVDwu3DhQqKiovjll19MXc937tzh/fffp1evXqSkpBSqUuWaTmcMeOF+ADxzJhw6ZHx96xZ7vL3pePw4vv7+zJw5k9q1axMTE0NERARTp07ll19+Ye3atRIACyGEEMKkvI35BXB2dmbgwIFFes8CBb+fffYZixYtMhtz4ejoyJQpU3B0dOSNN94osgqWSw8GwCdOmLJi6tSh419/MWjoUCIiIswC3EmTJhEaGsry5cuZO3cukydPLumaCyGEEKKMymV3Y6vwzjvv8PbbbwOYTfR/0MyZMwv8jAIFv6dPn6ZDhw4W88aNG1foJSgqhIwAOC0N1q4FQFWuTPtbt/D1988S+Bov0REREUFUVBTh4eGy0oMQQgghAOOQh/Kwu/G+fftMr/fs2WOxTGEn7hUo+NVqtSQnJ2NnZ5clT6/XW1yKR2Qj03Idd9zcuHLhAlNnzsw2qNXpdISGhjJ16lT27dtH+/btS6iiQgghhCjLysOwh82bN5te79q1q1ieUaAd3lq1asWqVass5o0bN47hw4cXpk4Vg14PgwfD1q2mJKcLF1gJ1KlZM8dLAwICAEhISCjOGgohhBDCSmgwDnvI6bC20DgsLMxi+ssvv1yo+xYo+J04cSLjx49nwYIFXLp0ibt373LgwAF69+7N9u3bsbe3L1Slyr2MwDcyEnx8jGnVqhHXrh39gYffey/rOsCZnDlzBgAPD48SqKwQQgghrIGNRpPjYW2+/PJLi+nZdcDmVYGC36eeeoqPPvqIadOm4efnh7OzM23btiUxMZGdO3diY2NTqEqVa5kD32eegYze26efxn3zZjY4ONDo+HEMAwdaDID1ej0RERH4+PgQFBRUwpUXQgghRFmVMe43u8NanDlzhjNnzqCU4uzZs6bzM2fOsGXLFhwcHAp1/wKv8/v888/Tr18/9u7dy82bN2nQoAEPP/wwAG+99VahKlWurVtnDHxDQmDgQPjuO2N6z57oHB05OnEiyTNm0H/NGtK+/RbbTMt76PV6RowYQWxsLLNmzZLJbkIIIYQA7g17yEMZa1CnTh3TpLY6deqY0pVS2NjY8O677xbq/oXa4a1y5cp069YtS/qbb75ZmNuWbyEhxg0tgoMhY8yKvT106gTAhLffpt/Bg0Ru2cLBSZMI/esvAgICiImJYfHixcTGxtKjRw8mTpxYem0QQgghRNmiAZvc1jqzkuj37NmzKKVo3Lgxx48fN6VrtVo8PT0L3fOb72EPzZo1Y+PGjSilLOYrpdiwYQPNmzcvVMXKtZAQsLWFTZuM5x06gLMzYFzN4dv163l41iz0ej1Tp05lyJAhTJs2Db1ez6xZs2SDCyGEEEJkUV6GPdSsWZNatWqRlJREzZo1TYefn1+hA18oQM/vJ598wiuvvMLo0aPp1KkTjRs3xtXVlcTERI4fP86OHTvw8vLi448/LnTlyo3ISGNPb+aA9fBhuHTJ+Lp7d9NQCL1ez759+2jUqBHLly8H4ObNm3h4eBAUFCRBrxBCCCGy0JD7pDaNtXT9ZnLt2jV++eUX4uLizDpeX3jhhQLfM9/Bb1BQEIcOHWLXrl189913fPfddyQkJODh4cEjjzzCF198QceOHQtcoXInMhL69zf29q5ceT8A3rjxfpkffoDvv+fb/v35908/ceXKFVOWj48Po0ePZtKkSRL4CiGEECJb5WGHt8x27dpFnz590Gg03Lp1i8qVK5OUlISfn1/JBr8ZOnTokO0ubyKT4GBj4BsZaTzPCIAzhjy4usL337PH25uBq1fj6+/PzJkzqV27NjExMURERDB16lR++eUXGe4ghBBCiGyVs9iXN998k3HjxjF16lTc3d25fv06kyZNws/Pr1D3LdBSZ8Xp008/pUWLFuh0OqZPn26Wt2zZMmrUqIGLiwvPP/88qamppryYmBiCgoJwdHSkRYsWREdHm/IMBgOvvvoqbm5uVKtWjfnz55dUc+5vY5wRAA8eDLGx8L//GfMTEzkRGEjHK1cYNHQof/31F1OmTGHQoEFMmTKFv/76i6FDh/L9998zd+7ckqu3EEIIIayGBuOEt5wOawuO//zzT9MiChlDHqZMmcK8efMKdd8yF/z6+Pgwffp0+vbta5Z+9OhRXnvtNdauXcuFCxe4cOECs2bNMuUPHDiQzp07k5CQwMiRI+nTpw9paWkALFy4kKioKE6dOsXevXuZN28eO3bsyLEe6enpHD9+3OIRFxeXv0Y9GAAHB5uyDB060PXaNXz9/YmIiMjSs6vT6YiIiMDf35/w8HD0OWx+IUR5EBcXZ/H3LiUlhfT09NKunhBClE257O6m1ZBr13B8fDw9evTAycmJ+vXrZxsr3b17lyFDhlC5cmX8/f356quvir49GGOgjKDX1dWVa9euYWdnR3x8fKHuW+aC3+DgYHr16oWbm5tZ+qpVq+jbty+tWrXC1dWVyZMnmyaE/fnnn5w4cYK33noLBwcHRo8ejcFgYM+ePQCsWLGC8ePH4+XlRd26dRk5cqTp2uwkJCTQuHFji0d4eHj+G5YRAPfpY5zsBmBnx56JE/n76lVCQ0OzHdKg0+kIDQ3l8uXL7Nu3L//PFsKKhIeHW/y9i4mJkS29hRAiBxnx7bW4OE6eOJHlSEnOuRNhzJgxeHt7Ex8fz3/+8x/69+9v8X132rRpXLt2jYsXL7J69WrCwsL4888/i7w9TZs2NcVybdu25eWXX2b06NE0aNCgUPctc8Fvdk6cOEHTpk1N502aNCE2NpakpCROnDhBvXr1zLZVbtKkiWltOEvXZl43rkQZDPdfe3uTkJgIQO3atXO8LCAgAED+8xdCCCFEFpmHPUREfE7rVi2zHGfPnsk2jkhKSmLdunXMmDEDR0dHevXqRZMmTVi/fn2WsitWrGDy5Mm4uLjw2GOP0bt370JvOWzJhx9+iLe3NwDvvfceN27c4Pjx43z66aeFum+hNrkoSUlJSbi4uJjOM14nJSVlycvIT0pKyvbajLwSk7GtceYfothYgsLDscU4ZjknZ86cAcDDw6MYKymEqDA0VtP3UWDKUP6HyWi0NqVdBVFEimI8rubeEAFNNnsx5OT06dM4OztTo0YNU5qlzsLr169z5cqVLJ2K+/fvL2CtsxcYGGh67efnx9atW4vkvvkOfr/77jvatm1risRLirOzMzdv3jSdZ7x2dnbOkpeR73xv4whL12bkZcfDw4Ndu3ZZzPP09Mxf5TMC38hIaNQITpwwpvfsidfGjaxxcOC1zz/PdjkzvV5PREQEPj4+BAUF5e/ZQliZsLAwQkJCsqT37t0bW1ur+XtdCCFKllJoDGn3XhtyLmtBdh2J//zzT5ZyYNzlN3O5oupUzOjsy03GJ+IFke//SXbv3s3EiRNp0qQJL730El27di3ww/OjUaNGHD161HR+7Ngx/P39cXZ2plGjRpw+fZqUlBTT0Idjx44xbtw4s2sz/ko5duyY2V8TltjY2ORaJk8yB74hIfD338b0Jk1gzRoYPJhekZEkX7jASy+8wKIlS8wCYL1ez4gRI4iNjWXWrFmy1Jko97y8vPDy8sqSnnlYkxBCCAvuBb0vjRxB3z69s2T3GzAInZ2dxUtz60jMXA7g1q1bpmA5L52KeVWnTh00OWzWoZRCo9EUagJ0voPfJ598kjfffJM7d+6wY8cOZsyYwbRp0wpcgQelpaWRlpZGeno6aWlpJCcno9PpGDRoEO3atWPUqFHUqVOHd955h6FDhwJQv359GjZsyJw5c5g0aRJffPEFGo2GJ554AoAhQ4Ywb948unTpQmJiIp9//jlffPFFkdU5R+vW3Q98P/0UqlUzpnfubJoEZzAY6L9mDZFffkmdn34iNDSUgIAAYmJiWLx4MbGxsfTo0YOJEyeWTJ2FEEIIYX3uDXfwqloVr6pVs2Tb29uj0Voe8lS3bl2SkpK4ePEi1atXB4ydhRmxVgZ3d3e8vb05evSo6dPovHQq5tXZs2eL5D45yXfw+9NPP/Hmm2/SuHFjXnrpJUaOHFmkFZo9ezYzZswwnb/zzjssXbqU4cOH88EHH9CrVy9u3rxJ3759mTx5sqncqlWrGDZsGHPmzKFBgwZ89913po9IR48ezenTp6lbty52dnZMmjSJTp06FWm9sxUSAqtXG5c3++EHyPhLpXNn4786HenLl3OsYUN0MTHc3raNqVOnmi738fFh1qxZTJw4UXp9hRBCCJGNTMMeciiTHWdnZ3r37s20adP46KOP2LFjB0eOHKF376w9yEOGDGH27NmsXr2aP/74g/Xr1xfZmN+aNWsWyX1yolGqAKOiMY7J2LFjB5cuXSrSnt+yIOOvlyJfEeLVV+HDD8HWFq5fR29vz5w5cwgPDzfb0tjDw4MuXbowYsQI2rVrJ0GvEBTj72UFExgYiDKk8/uBvaVdlWLn3H5CaVeh2MmEt/JDf+JbGgb4Fug9zvR7vf+nHMs1a/MkGq1Nts+Ij49n2LBhREVFUaNGDcLDw+ncuTMrV67k3XffNV139+5dQkNDWb9+Pe7u7sydO5dBgwblu9558dVXX7FkyRKuXr3KkSNH2LNnD//88w/BmfZMyK8CzR75/vvv6dGjR6EGG5d7GZtZZA5cMxaLfuwx9Fot8x59lKmHD+NvYUvjr7/+mlu3btGuXbtSqb4QQgghrIhSkFvPby79nZ6enmzevDlL+uDBgxk8eLDpvFKlSqxcubJA1cyPjz76iHnz5vHSSy+Zdrn18PBg4sSJhQp+C7TWTc+ePRk1alSBH1ruRUZC//7GiW4ZO7JduQLHjhlfd+jA6datefPwYT568knZ0lgIIYQQhWcw5HxYmY8//pgtW7bw1ltvob03VrlBgwacOnWqUPctUPCr0+lYs2YNEyZY/kipS5cuhaqU1QsOvr+VcUYAnGmLQMOePTQ6fpxNjo68tGWLbGkshBBCiEJSaJQhxyOnMb9lUXx8PI0aNQIwWwGigCN2TQoU/Nrb27N161YWLVrEO++8kyX/wIEDhaqU1cvYyjhzALxtmzHP1hZtVBSrgeg33kDn6JjNLWRLYyGEEELkkQIM6Tkf1hX7Uq9ePaKioszSdu/eTcOGDQt13wKvGP/II4+wYcMGunfvjpubG2PGjClURcqdjAAYjAGwg4PxdVoaf7dpw+D9+/miXr0cbyFbGgshhBAib1QeNrewruh36tSp9OnTh7CwMFJTU5k9ezYfffQRK1asKNR9C7W/Zbt27YiMjOT1118vdEXKpYwA+KmnIDnZmNakCTEzZ5KGbGkshBBCiKKhgVyHPRTFFsolqXv37nz33Xemjc127tzJZ599VujhtYXeK7R79+588cUXDBs2jMqVKxMcHFzosRjlTuatAT09TdtDR0REyJbGQgghhCgCeVjtwYp6fvV6PWPHjuWDDz6gQ4cORXrvAvX8PhjcDhgwgI8++ohBgwaxffv2HLelq1Aytjb+7Tfjua0t7NyJbvhwXn7pJWJjYwkNDc0yoS3zlsZhYWGyzq8QQgghcqcMOR9WRKfT8fXXX+OQMWy0CBWo53fp0qVZ0kaOHMnNmzfp06cPqampha6Y1csIfCMjwdkZkpKgQwdwc4PISN7s25df/vUvli9fzubNm+nZsyft2rXj/PnzsqWxEEIIIfJHKTTphVvnt6zp2rUrP/zwA127di3S+xYo+O3Xr5/F9Ndff53ExERmz55dqEpZvcyBb8+esHGjMf3JJ2HiRAwGA9o1awi1t2cLcO3aNZYuXWr6o0K2NBZCCCFEvllZcJubqlWr0q9fP3r16sVDDz1kWusXYObMmQW+b6HH/D5o5syZPPPMM0V9W+uybp0x8A0JgX797ge/TzyBHuh7+zZDgP4pKXzVvz93evQgKiqKjRs3cu3aNZo1ayaBrxBCCCHyx8qGNuTm2LFjtGzZkkuXLnHp0iVTemGH1xZJ8NuxY0fWr19P5cqVAWjWrFlR3NY6ZWxrvHq18d+MjUB0OmjVivfeeQf7rVvZOmQIz3TvTr+BAwEYOnQoer2e0NBQli9fzty5c5k8eXKpNUMIIYQQVkQpNIXc3rgsSU9PZ+7cuTRr1gw7O7sivXehljrLEBUVJbuQgfm2xsHBxoB3715j3iOPoAeazJ1LJPBZ9+7Y3gt8M8jObkIIIYQosHI04c3GxoYOHToUy6fgRRL8inse3Nb4+nU4fNiY16YN17t3p1dyMicCA7HNZty07OwmhBBCiHxTCpWmz/Gwpp5fgLp163L58uUiv2+Rj/mt0B7c1e3qVUhPN54fPIjXvn2sBtInTKBRDn/JyM5uQgghhMgfZdzCOLcyVuSVV15hwIABTJs2jVq1aplNeMuIlQpCgt+i9mAAnGHfPuLatWPw7t1MPX8+x1vIzm5CCCGEyLdcg1/rEhoaCkCXLl1Mk9yUUmg0GtLTC95WCX6LQ0YAHBUF8fHGtD59cP/yS6rWri07uwkhhBCiaCmFym2ukJUNezh79myx3LdIgl/Z0c0Cg8E45jcTnU5HWFgYU6dO5emnn2bEiBF4eXkRFBSETqcz29lt1qxZstSZEEKUcSo5EY2Da4HzrUFFaCOUk3aWs57fmjVrFst9i2TC24PbHVd4er1x8lvavSVHmjWDtWsxDByISk3F3t6ebdu2MWDAADp06ICXlxcdO3akTp06rFixQnZ2E0IIK5B++TBpf67DkHjBYr4h8QJpf64j/fLhEq5Z0Um7dAj9H2swJMZazDckxqL/Yw1plw6VcM2KVnlop8rDhDdrjNc2bNhA9+7dady4Md27d2f9+vWFvmeRBL/Dhg0rlr2XrVLG7m5bt95PW7gQQ9++aNesocHs2fh6etKxY0fc3NwAuHHjBrt27eLq1atMnz6dtWvXSq+vEEKUYSo5EUPcEVAG0s/tzBIAGxIvkH5uJygDhrgjqOTEUqppwankRAxXo0EZSDvzY5bA0JAYS9qZH41tvBptlW2E8tROhTKk53hY24S35cuXM3jwYOrVq8eoUaOoV68eQ4cO5YsvvijUfYsk+F26dCmOjo5FcSvrlnlb4zp1jGl2dtC8Of/XuDGrgf7AX48+yo6tW4mLi2PXrl188803dOnShZSUFGxsbCTwFaKcOHfuHBqNBmdnZ5ycnAgMDGT37t2lXS1RBDQOrtjU6ggabZYAOHPgi0aLTa2OZf/jcgs0Dq7YBnQ2tTFzYJg5IESjxTags1W2EcpROxXGYQ85HdYV+zJv3jzWrVvHggULePnll1mwYAFr165l3rx5hbqvrPNbFCIjjYFv5m2Nq1Qx5jVvjj4tjXMffsibfn6mHmDWrUOn09G+fXv69+/Ppk2bZHMLIcqZ6OhoAgMDSUpKIikpid69e/Piiy+WdrVIT0vjxB8nLR5xGZN0Ra60rn5ZAuD0Cz9nCXy1rn6lXdUC07r6ZwkM02L3ZgkIta7+pV3VQinJdir9XQx3r2c5lCG9UCsYZEx4y+mwtglvsbGxdOzY0Sytffv2xMZaHp6SVxL8FtaDu7qtXg3LlkF0tDG/RQuud+/O5zduMLdNG7RffWUsExJidhvZ3EKI8ic6OprmzZsDxonBQUFBXLt2rZRrBQnXb9C8zRMWj0URS0u7elblwQDY8M+f5SbwzfBgYGi4drJcBb4ZSqqd6fEnSPtjTZaD1FuFXN9f5d7za2Vdv35+flk+LduzZw81atQo1H1lqbPCyryrGxiXODt2DJKTjeeHDuF18KBxc4sePYzLoD0Q+GaQzS2EKF+io6N5/PHHAbh48SJz584lJJvff2G9tK5+KI+6xsA3I82jbrkIfDNoXf3RVqlnDAgz0qrUKzeBbwarb2c5W+3h9ddfp3fv3oSGhlK7dm1iYmJYsmQJ77//fqHuK8FvYVna1KJ9+/v5Bw/K5hZCVFDR0dFs27aNKVOmcPv2bUaNGsWHH35oyo+KimL69OkYDAYqV65Mamoqer2ew4cPm3qMo6Kistz3hx9+4J133kGr1dKsWTPmzZuHra28nZcWQ+IFDAmnzdMSTqNx8Ss3AbAhMRbDP6fM0/45hcHV33oCwzyw6nbeW+0htzLWZPjw4VSuXJnPP/+crVu34ufnx+eff06/fv0KdV95tywKDwbABw/ez+vXD/cvvpDNLYSoYJKSkjhz5gwJCQm4uLgwb948vvrqK+zs7AC4du0aU6dOZdOmTbi4uHDu3DmUUjz00EM8/vjjFoPejOtmz57Nli1bcHZ25r333mPhwoW8/PLLea6bh7sb2zets5hXtWqV/Da1QntwcpvWo64xEL43BphyMPThwUlf2ir1jAHivbGx5WXoQ0m108azEVr3rFvzpsVsK3znVznr+V2xYgVNmjRha6YVtA4fPszKlSsZPHhwge8rY36LSkYA3KcPZPTwenrCqlXoHB0JCwsjNjaWp59+mtWrVxMVFWWa2JZ5c4uwsDBZ7UGIcuDIkSP4+vri5uaGVqtl7NixxMTEcOTIEQA2b97Mc889h4uLCwC1atXioYceyvW+33//PUOHDsXZ2RmAsWPHsnbt2nzVzcbWlkYNG1g8vDw989nSisvSqg42fm2zXQXCGlla7cDW//FsV0ewViXZTo2uEtpK7lkOjdYGGxubgt84D+v8WlvP74wZM/D29jZL8/HxYdq0aYW6rwS/Rc1guP/a1bgcil6vJz09XTa3EKICyVjpIYO9vT3t27dn06ZNAFy6dAlfX9983/fy5ctm19nb25Oamlr4Cot8UcmJ2a7qYGkViLK7Nmz2VHJitqsdWFodwRrbCOWpneVvwltcXFyW4Nfb25urV68W6r4S/BaVjDV+M+888tdfGAYOpG+vXsyYMcMU7MrmFkKUf9HR0TRu3NgsrWvXrqbg19fXl4sXL+b7vj4+Ply6dMl0npKSYhpKsXHjRv7v//6PsWPHFqLmIi80Dq5ovZpmu6pD5gBY69W07K4NmwONgyvaag9nu9pB5sBQW+1hq2wjlKN2KlDp6TkeVhb74uPjw6lT5mOwT506hZeXV6HuK8FvYUVGwp079ze3aNXqfl6XLmjXrGHS1q08P2QIMTEx7NixQza3EKICWLhwYZYZyWPGjOHnn38GoHv37nz55ZfcvHkTMK5nefbsWYv3yhwkd+vWjeXLl3P79m0APvzwQ3r37g1Az549efPNN0nOWG1GFCsbn+bY1g/Odkyv1tUP2/rB2Pg0L+GaFR1b30fQNeyb7VhXras/uoZ9sfV9pIRrVrTKRzsVpOlzPqws+g0JCWHo0KEcPnyY27dvc/jwYYYPH07//v0LdV+Z8FYYGWv81qgBf/9tXMLM2xt+/RXs7NCvXElctWq0NRh47PRp018aGZtbAPTp04c6deoQHh7OxIkTJQAWooKoWrUqM2fOpFevXhgMBlxcXPjss8+ylEtLS2P48OFs374dAC8vL9588026du2KjY0NDz/8sFmQPWfOHEaMGFFi7ajocusFLLO9hPlQEdoI1t9OpdS9LYxzLqMpofoUhcmTJ3Pu3DkeeeQRNBpjzQcOHMjUqVMLdV8JfgsjOBgeewwOHDAGwMuWwdNPG/MCA7nerx/VDQYSXVxw/eUX4w5w2WxuMXXqVPbt22cKioUQ5V/79u0truqwd+9e0+vffvuNgQMHmuV3796d7t27Z7nu3Xff5dSpUzg4ONCqVSvTfxZCiApAgUGflmsZa+Lg4MCXX37Jhx9+yNmzZ6lVqxZVq1Yt9H0l+C0MnQ5++gmefNIYAA8fDocPG/OuX8fr8GFWA4b583m2cmXZ3EIIkW+tW7emdevWeSr71ltvFXNthBBll0KlG3ItY42qVKlClSpFtwyjjPktrIwAOGOXtxs3jOnnzhk3twBOxsYS5enJd999Z7bEWQbZ3EIIIYQQhaUMhhwPYSTBb1HIWOP3scfupz3xBM7r1+Pg7MysWbPo0KEDffv2pUOHDtSsWZNZs2ah1+tlcwshhBBCFJpSCkNqWo6HsrJ1fouLDHsoSvdmbQMYKlfm2WefJSkpCYBmzZrx2muvcf78eSIiIpg6dSr79+/Hw8OD2NhYZs2aJZPdhBBCCFEwCgzpuezwJrEvIMFv0chY4/fECeO5gwPazZsZAngMGkT8jRts3ryZKVOmEBoaysyZM5k/fz5btmwBkM0thBBCCFFoMrQhb2TYQ0FFRhqD3ozANzLStKOboW1bNtrb0x9YkpLCushI0zCHqVOnMnz4cKKjo7GxscHZ2ZnVq1dLr68QQgghCi4Pwx6KYnvjX3/9laZNm+Lo6Ei7du04f/58tmVr1aqFo6Mjzs7OODs7M2rUqEI/vyhI8FsQGev7DhxoPCIjoV8/uHsXgItubiSnpACgXbMG3fDhTJ44kfPnz7Nr1y7WrFnDrl27mDx5MklJSRw8eLA0WyOEEEIIK6fU/QlvcTeT+ONSfJYjRZ9Gem5DI3KQkpLCM888wyuvvEJCQgKPP/44Q4YMyfGabdu2kZSURFJSEgsXLizws4uSDHsoiODg+6s7APTtCzNnwrffAuD8+++EAOdbtaKmv7+xXEgIupAQs3V8M3ZtkiXOhBBCCFEoSpGealznd+neaD7YdchiMU8b+wI/IioqCnt7e0JDQwF4++23mT9/PmfPnuWhhx4q8H1LmvT8FkTG6g6Z1+3NGO8LuJ85w2rgy+7d0S9fzvFp0/jOxibLMmeyxJkQQgghiopKNxgPQ/HMbDtx4gRNmzY1nTs6OlK7dm2OHz+e7TX9+vWjWrVq9OnTJ8chEiVJen4LKiMABmPP7h9/mLIMvXrx+i+/cGvBAj5auJCrV6+a8nx8fBg9ejSvv/66LHEmhBBCiCKi7k94K6YlzZKSknBxcTFLc3FxMa1s9aBVq1bRokULUlNTmTJlCr179+a3335Dqy3dvlcJfgsjIwBOS4O1a41p9vakf/UVlZo14++rV0lLS2PatGnUq1ePmJgY0zJnixYt4uLFi7LEmRBCCCEKTSmMk9qAIQ/Xo3td/yxlQtfsxCGHT5sff/xx9u3bZzHv7bffpkqVKtzMtKwrwM2bN3F2drZ4Tdu2bQHjNsUffPABrq6uxMTEULdu3Ty1qbjIsIei5uLCe++9x+nTp6levTq3b99m6dKlxMTEEBAQwPDhw3FycuLixYvUq1dPljgTQgghROEphcFgwGAw4FHJnjpVXLMcdjZabGxssr3F3r17UUpZPGbPnk2jRo04evSoqfzdu3eJiYkhMDAw1+ppNBo0Gk2Z2GhDgt+CeHCZs7VrwfZeJ3p8PE3nzCGsShVOnTpltsTZkCFDmDlzJi4uLri6umb560kIIYQQokCUwpCqz/Eo7HCI9u3bc/fuXZYsWUJKSgrvvPMOjzzyiMXJbrGxsezfvx+9Xs/t27d544038Pf3p3bt2oWqQ1GQ4De/LC1z1rOncegDcCsggJ4pKXzyzz84rl/P5MmTsyxxdv78eV5//XWuXLmS7ccLQgghhBB5pbi/1Fm2RyGfYW9vz9q1a1mwYAFubm789NNPfPnll6b8UaNGmdbyvXXrFi+++CLu7u7UqlWL06dPs2HDhhx7nkuKjPnNr+Bg49Jma9YYz/v2hTFjYONGAFJ0OirfKxq3cCH7bGxw9/IiKCjIbGxvQEAAIMucCSGEEKIIKONqD7mVKaxWrVpx5MgRi3mZ1/ENDAw0GyJRlkjPb37pdMaAN7NTp0wvq/75J5HAWhsbvH76iVUDBtChQwdq1qxpGgIBssyZEEIIIYrQvXV+czqKaxUIa2N1wW/79u1xcHAwbZXXrVs3U96cOXPw9PTEw8ODCRMmmA2qzs92fLkaOBBWrbrfA/zBB6asPdWqMQgYqBSr+/Wjz8qVzJw5E51Ox9SpU+nTpw937tyRZc6EEEIIUWRKYthDeWGVwx4iIiKybKe3efNmPvnkEw4cOICTkxNPPfUU9evXZ8SIEabt+KZNm8aQIUOYNWsWQ4YMYc+ePdk+Iz09PdtFmz09PfEaONC4pfGAAaZlzlLs7Oh49SqNmzXj999/53tHRyJCQtDpdEyaNInQ0FCWL19O27ZtiY2NlWXOhLAgLi6O+Pj4LOkpKSnY2lrlW5YQQpQAlfuwBwl/ASsNfi1ZsWIFL730kmkW4euvv87SpUsZMWJEgbbjS0hIoHHjxhbzpk2bxvTp07Ok30hLw9/Pj3379tG/f3+WL19OVFQUoaGhBAQEUKtWLWxsbIiOjqZ79+6yzJkQFoSHhzNjxgyLeZ6eniVcGyGEsBIK0lPTcy0jrHDYA8Brr72Gp6cnTz31lGnQ9YNb7jVp0sTUc1uQ7fhy0uj4cbhz5/4yZ/dmLlYzGNjo4oJOr+fd5s0ZOHAgt2/fNlvmzNHR0dQG6fUVQgghRJFQoAwqx0OCXyOr6/l97733aNSoETY2Nnz00Ud069aNkydPZtlyL/N2e/ndji8n/YD+334LBw7A339Dr16wYQMAh4Hmx49z0cODpgYDeuAfjJPaunTpwogRI7h48SLDhw+XNX6FEKXmj3NXcW4/obSrUeySot4r7SoUP5Xbx9zCWjRrk/1QzLxQSuXa81sWNpgoC6wu+G3durXp9YQJE1iyZAkHDhzA2dnZLKDMvN3eg3kP5lvi4eHBrl27smbcuUN6cDA2f/8NNWrAuHGm4PcdYD7gZzCQ6OJC3/nzaXrxIhEREXz99dfcunWLli1bmu4vhMgqLCyMkJCQLOm9e/eWMb9CCJEDlS7BbV5Y/f8kWq0WpZRpy71evXoBcOzYMdN2e40aNSI8PNx0TV6247OxsbGcHxkJly4ZA9+//4ZM43ZHAn6AoXp1XC9e5NnKlWHKFLPJbnv37pVVHoTIgZeXF15eXlnS7e3tS6E2QghhJRQYcgt+JTYGrGzM740bN9i+fTspKSmkpqYyf/58EhISePTRRxkyZAiLFi3izJkzXL16lQ8++IChQ4cC+duOL1chIbB6Nfz5p/H1L7+YsroCq4GX2rUjbdUqYz6g0+n49NNPcXR0JDExkZdeeknG+wohhBCiyCilSNen53jIsAcjq+r51ev1vPnmm/z555/odDqaNWvG5s2bcXV1pUePHowePZrWrVuTnp7OyJEjeeGFF4D72/GNGDGCMWPG0KpVK7Pt+PIlMtK4y5tOBytXwsGDcG/N4D8aNOArf39sV63CZ9s2em7fblpTePHixdy5cwdAen2FEEIIUeRk2EPeWFXw6+npyf/+979s8998803efPNNi3k5bceXZ5GR0L+/sUd35Upj2t27puxbN2/yQlQUPYGQa9dYunQpS5cuBcDHx4d+/frx7bffymQ3IYQQQhQplYelzqTj18iqgt9SFxxsDHwjI8Fwb4ZtXBwAF4HWly4BcKJRI3q9/jqV9+5l48aNXLt2jWbNmhEYGMi3334rk92EEEIIUbRUHnp+JfgFJPjNn4yhDgaDcVtjAK0WDAYyL5rWqGFDGj33HM+98AJ6vd402e3nn3+WyW5CCCGEKAYKg+zwlidWNeGtTLrXA1wfiAR+9fc3BsaDB4NeL5PdhBBCCFHslIJ0vSHHQ4Y9GEnPb36tW2cMbvv2hWvXYPduAP6uXp0VTZqwZetWvrWzo3dkJFGenvxUrZpMdhNCCCFEsVO59vwKkOA3fzJWeli9Gnr0gI4dTVk3UlM5cugQwUC/1FSCgW/vrS0sk92EEEIIUayUysOYX+n6BRn2kHcZKz0MHmwMfIcPN1vjt3F8PD8nJBAJ/DhmDJWff56qVasCmCa7gezsJoQQQohioMh1nV8Z8mskPb95lXmlh/37jbu7NWgAJ0+SDlzWaKiRng41atDuvfdo5+gok92EEEIIUSIUue/wJrGvkfT85pVOB8uW3d/WuEYNDM2bA5AK1FCKeHt7+Ptv4rp3R3/njkx2E0IIIUTJUApDanqOhwx7MJKe3/yYPNkU+PL336Rt2YIdUAn4Vqvl+ZQUfgDa7t7NcE9PYh99lJiYGJnsJoQQQojipXLv+ZWuXyPp+c2ryEiYPx8eewyOHYM+fbC7cQOAS8BbPj5s9PKiLfA+8MWdO+zatYurV6/yzDPPAMhkNyGEEEIUC4Vxk4scj9KuZBkhwW9eZYz5PXAARoy4v8MboHQ6TrZuTfu4OAx9+9Jy+3a++eYbunTpQkpKCjfuBcky2U0IIYQQxUKB3mDI8ZDo10iGPeSVpd3d7qmu18PatcQ98QT7+vfH3daWPn360KdPH2rXrs3u3btlspsQQgghio0CZNRD3kjwmx/ffpvjYPE9e/YQuWcP32Bc2/fFF1/E3d2dCxcu0K1bN5nsJoQQQohioVCkGnJb7UHCX5DgN++++goGDTK+fuYZ4v78E6/jxwE4AFwE+t47Hm3VihmnTjFjxgzT5V27di3pGgshhBCiAkmX1RzyRILfglAK+0w/YK6enthWqgSxsQD88uuvJAKVKlXi7t27AHh5eZVGTYUQQghRAciwh7yT4DevBg40/hsZCWvX4popq2F8PADf3jt+cHPj+T59eO+99/D29kYpRevWrUu6xkIIIYSoIJQi92EPEv0CstpD3kVGQu/eoM3+S9audm2aTJuGi4sLS5cupVmzZqSnp2MwGDh48GAJVlYIIYQQFU26yvkQRhL85kVkJPTvD/XrG1d66NuXy05Opux1wEWNBs+YGEZ++SUvPPccTk5OXLx4EW9vbwASEhJKp+5CCFEKVHJiofKFEPmjMPb85nRI/GskwW9eBAcbN7e4t7ubfuFC9Pd2bQNoCVRXiguAV0wMx955h8qVK+Pq6sqtW7cAWeNXCFFxpF8+TNqf6zAkXrCYb0i8QNqf60i/fLiEayZE+WUc86tyPCT4NZLgNy90OnjlFXj0Ufj7b9IbNsT/3sCZVKAGcNvdna1t2zKicmW+BZo3b86///1vbt++TZUqVWSNXyFEoZ07dw6NRoOzszNOTk4EBgaye/fu0q6WGZWciCHuCCgD6ed2ZgmADYkXSD+3E5QBQ9wR6QEWoqjkMuQhXSEz3u6R4DcvIiONy5z5+kL16jhcu0bKvSw7IN7eHqfr1xn588+E//e/DB06lC1btrB8+XIAunTpImv8CiEKLTo6msDAQJKSkkhKSqJ37968+OKLpV0tMxoHV2xqdQSNNksAnDnwRaPFplZHNA6uudxRCJEXMuwh72S1h7wIDoa+fU07u13SaPC91/N7Cfg5JYV+94puffFFLrZpg42NDbH3lj574YUXSr7OQohyJzo6mubNmwOg0WgICgpi0aJF+b+RMqDuXrecZ+uARlepELUErasf1OpoCnTTz+1EedTFkHDaLPDVuvoV6jlCWKO4+HiuXfsnS3pKSgo6O/sC31ehcl3nV8JfIwl+80Kng+rVTaeGTD9cbkA/YJ1WSzWDgd56PV/+9BPY2ADGsb7t2rUr2foKIcql6OhoHn/8cQAuXrzI3LlzCQkJyf+N0lJJ+3OdxSxttWbY+DQvRC3v3eeBANjwz5/GDAl8RQW3aPEyZs+dZzHP09OzUPc2FOrqikOGPeRFZCT897/QujV33N2pwf1hM47ABSDNYKANsKlePa536kR6ejpg3NlNhjwIIYpCdHQ0U6dOxdnZmRo1ahAYGMh///tfU37Xrl25evVqKdbQnNbVD61HXfM0j7oS+ApRDGTYQ95Jz29eBAdD69Zw8CCOGLcyzugHTgT87h3/s7Ghz6lT2N4b7gAwdOjQkq6tEKIcSkpK4syZMyQkJODi4sK8efP46quvsLOzM5W5evUq1apVK8VamjMkXjAOdciclnAajYufBMBCFDGlct/eWDa5MJKe37z49lvItElF5i9a5l7dlunp9AWSk5OxuTfswdZW/r4QQhTekSNH8PX1xc3NDa1Wy9ixY4mJieHIkSMA3Lp1i8qVK+ftZrZ22NYPtnhoqzYokvo+OLlNW6W+xUlwQlQ0L40YzuGfd2c5Ah6qVahlUUuq53fUqFHUqVMHjUZDVFRUjmXj4+Pp0aMHTk5O1K9fnx07dhRBDQpPIrN8ugP4ZDp31Ou5g3H4A8ATjz/OhkOHuHv3LgA3b94s4RoKIcqjjJUeMtjb29O+fXs2bdpE06ZN+eOPP2jYsGHebqbRoqnkXkw1tbyqg9bVD42Ln9kkOGTsr6iAvDw98bIwttfe3h6N1qZQ987Yxe2OSucu6VnzUaZhmQXVrFkznn32WUaMGJFr2TFjxuDt7U18fDw//vgj/fv35/Tp06W+94EEv3kxcCD8/DPJX32F4z//kAw43MtKwRj4xul0fAe8vHev2aWl/Q0WQpQP0dHRNG7c2Cyta9eurFy5krfeeosTJ07kPfgtRio50WLgC5ZXgdDUD5blzoQoAjfQ86XhIgB3SSc5m+lvdoXccXbUqFEAuc5nSkpKYt26dZw5cwZHR0d69epFkyZNWL9+Pc8//3yh6lBYEvzmxVdfwccf44Bxclvmfgr7jDS9nlHAHo2GVfcG1bi7u8vmFkKIIrFw4cIsaWPGjGHMmDEAnDhxgk6dOpV0tbLQOLii9WqKIe6IxVUdMgfAWq+mEvgKUQRq165tdh4fH09yfLzFsu7uxfepT2anT582Tc7N0KRJE44fP14iz8+JBL9FwNHBAZKTAeNgc41Gg1KK3r17y0oPQogS8ccff/DTTz/xn//8Bzs7O77//ns0Gk2p1MXGpzla94BsA1utq5/0+ApRhDZs2GB2Pn36dGbMmGGx7MCBA0uiSiQlJeHi4mKW5uLiwj//ZF3juKRJ8JsX9yatpet0+On1pGDs8QW4C1RJTjaN+7W1s0OlpgIwYMCAUqisEKIi2rhxY2lXwUxuga0EvkIUn7CwsGzXAM9pLeHHH3+cffv2Wcx7++23mT17dp7r4OzsnGXe082bN3F2ds7zPYqLBL950aMHeHhgk5BAGvcDX4BKQBrGwPcasPZe4Asy2U0IIYQQJc/LywsvL698X7f3gXlLhVG3bl2SkpK4ePEi1e9tFHbs2LEysQSsLHWWF5MnQ0IC6Rj/WkjNlJWs0WCLMQCuCswEKlUybg166dKlkq6pEEIIIUSxSU1NJTk5GaWU2esHOTs707t3b6ZNm8bdu3fZtGkTR44coXfv3qVQa3MS/OZFc+NWnzYYlzqzy5TloBR3uN+F/huYljnz9fUtuToKIYQQQhSzLl26UKlSJU6dOkXXrl2pVKkS58+fB+Ddd9+lW7duprLh4eFcunSJKlWqMG7cOL755psysQqWDHvIi0wbVThayM6clnlhkYJ85CCEEEIIUVbltLHFW2+9ZXbu6enJ5s2bi7lG+Sc9v3lxL/i9k0ORjLy0e/86OzvLMmdCCCGEEGWMBL95sXs3YOzhTbOQnTHhDe4PiWjZsqUscyaEEEIIUcZI8JubyEj45BPTqS3mQxvSMB87krFpYOYxL0IIIYQQomyQ4Dc3aVn7ejN/0TIHvqeANfde16pVq/jqJIQQQgghCkSC3yJUDwi+91omuwkhhBBClD0S/ObmwIEsSQYLxQAuAesAJycnmewmhBBCCFEGyVJnuWnZMktSdn8x+AJ9gX/atJHJbkIIIYQQZZD0/OYi/Zdf8lce8PHxKZ7KCCGEEEKIQpHgNxcJ+/fnuex1jMMeUlNTcykphBBCCCFKgwx7eEBcXBzx8fEATJ8+nZBr1/DM47XuGIc9tGrVqriqV2Ti4uIIDw83nYeFhZXLSXrSTiFKl9LfxXDtpOlcW7UBGl2lUqxR8YiLj2dRxFLT+Uuhz+Plmdf/PaxDXHw8ixYvM52/NGJ4uWsjVJx2VmQapZQq7UqUJcePH6dx48am85tA5XxcHwJ8cfs2jo6WNkIuOx5s57FjxwgMDCzFGhUPaWf5kdGe48ePl3JNrFtgYCAnzlxC16BPiTxP3b1O2p/rTOe29YPRVHIvkWcnRb1XIs8BOPHHSZq3ecJ0fnj/Hho1bFD8D1bZTcEueif+OEnztu1M54d/3l0ybSxhpdXOZm2eRKO1kfe4EiDDHnKRnxA2HfihcuUyH/gKIYQQQlRUEvzm4qd8lN2GjPcVQgghhCjLKkzwGx8fT48ePXBycqJ+/frs2LEjT9etrpz3QQ9fAikpKej1+gLWUgghhBBCFKcKM+FtzJgxeHt7Ex8fz48//kj//v05ffo0Hh4eOV5X/9atPD+jJbAKmDhxIh988EHhKixEBZV50mlmKSkp2NpWmLcsIYQQxaRCTHhLSkrCw8ODM2fOUKNGDQDat2/PsGHDeP75583KPjhxyAawz+NzUjCO+wXK/Lhfg8FAcnKy6dzBwQGttvx9ECDttD56vT7bT0/s7OxISUkp4RqVL5UrVybp9h2wdymZBxrSITVTJ4JdZdDalMijG9aqViLPAeMfZ2fOnjOdBzxUC3v7vP7vYR0qQhuh9NoZc+YsdnZ23MpHp5somArRjXL69GmcnZ1NgS9AkyZNLM6o9PT0xMnJieTkZNLT0/EEcu4bvi8BuHLvda1atQpZ6+KVnp5OQkKC6dzDwwMbm5L5D6kkSTutT3x8vMWeX0B2TiwCTk5OAPj7+5bI88rTz2ZOdHb2eGZaDktnZ4+mhIL8klIR2gil1047OzvT76coXhUi+E1KSsLFxbyXw8XFhX/++SdLWS8vL5KSkpg+fTozZszgCvcD2gzTpk1j+vTpxVZfISqyjN89S8aPH1/CtSl/rlx58B1NCCEqlgoR/Do7O3Pz5k2ztJs3b+Ls7JztNWFhYYSEhFjM85TFroUoNvK7J4QQojhViOC3bt26JCUlcfHiRapXrw4YNwEYOnRottd4eXnJDllClAL53RNCCFGcKsSEN4CQkBBcXV356KOP2LFjB8OGDcvTag9CCCGEEKL8qBA9vwDh4eEMGzaMKlWqUKNGDb755hsJfIUQQgghKpgK0/MrhBBCCCGEdS4EKoQQQgghRAFI8PuAgm6DXBa1b98eBwcHnJ2dcXZ2plu3bqa8OXPm4OnpiYeHBxMmTCDzBwC//vorTZs2xdHRkXbt2nH+/PnSqL5Fn376KS1atECn02VZbm7ZsmXUqFEDFxcXnn/+eVJTU015MTExBAUF4ejoSIsWLYiOjjblGQwGXn31Vdzc3KhWrRrz588vqebkKLu2RkVFodVqTd9XZ2dn9uzZY8q3xrYKIYQQJUWC3wdk3gb5P//5D/379zdboN3aREREkJSURFJSElu2bAFg8+bNfPLJJxw4cIATJ06wZcsWlixZAhh3tnnmmWd45ZVXSEhI4PHHH2fIkCGl2QQzPj4+TJ8+nb59+5qlHz16lNdee421a9dy4cIFLly4wKxZs0z5AwcOpHPnziQkJDBy5Ej69OlDWloaAAsXLiQqKopTp06xd+9e5s2bVyb+6MmurQABAQGm72tSUhJPPPGEKc8a2yqEEKVJRoBWMEqY3Lp1S+l0OnXhwgVTWrt27dSSJUtKsVYF165dO7VixYos6c8++6yaNWuW6Xzp0qXqySefVEoptXXrVlW7dm1T3u3bt1WlSpXUmTNnir/C+fDSSy+padOmmc4nTZqkRowYYTrftWuX8vf3V0opdfLkSeXk5KSSk5NN+TVr1lQ7d+5USin12GOPmX2dpk2bpoYOHVrMLci7B9u6a9cus+9RZtbeViGEKA2nT59WSimVnp5eyjURJUF6fjPJzzbI1uK1117D09OTp556iiNHjgBw4sQJmjZtaiqTuY0P5jk6OlK7du0y/zWw1KbY2P9v776jojrzPoB/B8SAjANKADUJ6iqaiIBrQddeEzh2I3FjRA1q3Dculo3RuBoIVqwxRV1LNIrimtglakRe0MRjCypYdtVgFEMSO02QMvzePzwzLyPTRQeY7+ecOce5z3Of+1Tm550792YgLy8Ply5dQrNmzXSezW6szVVhzG/evAkvLy/4+vpi9uzZUKvVAFAt20pE9CydPHkSzZo1w8mTJ+Hg4MCzwHaAwW8Zhh6DnJeXZ6MaPZ1Fixbhl19+QUZGBvr06YOQkBDk5uaWa2fZNlbVPtDXJs12U20y1h+V0auvvorU1FT88ccf2LNnD7755hssX74cgOnxq2ptpapNrVajtLTU1tWgCvZkcFjVg8X27dtj4sSJiImJwY0bN6BQKGxdJXrGGPyWYc1jkCuzoKAgKJVKuLi4YNq0aahduzZOnDhRrp1l21hV+0BfmzTbTbXJWH9URvXq1cOrr74KBwcHtGjRArNmzcLOnTsBmB6/qtZWqnr27duHvXv3AgAcHR3h4OCA3377DSkpKQCg/ZaCqi6FQoG7d+8iISFB+76qB8ChoaFwcnLCrl27UFBQoN1e1dtF+jH4LaPsY5A1Lly4AD8/PxvWquJovs5p0aIFzp8/r91eto1PphUUFCA9Pb3S94G+Nvn4+ECpVKJFixa4evUqCgsLddINtbmqjXnZr+mqe1upcuvZsyc+/PBDfPjhh+jYsaN2+5kzZxAeHo5r167B0dHRLs4Ga9akqbOkVTW4unDhAr777jvs378fwOMAuCr/x6ZTp04ICgrCN998g2vXrgEAioqKoFAocOzYMSQnJ9u2glShGPyWoVQqMXDgQERFRaGgoADx8fFIS0vDwIEDbV01i2VlZSEhIQGFhYUoKirCp59+ivv376N9+/YYMWIEVq9ejWvXruHWrVtYtmwZRo4cCeDx7dEKCgqwfv16FBYWYt68eWjTpg0aN25s4xY9VlJSgkePHkGtVuv8e/jw4dixYwdSUlKQnZ2NefPmadvUvHlzvPbaa4iJiUFhYSHWrFkDhUKhvUPCiBEjsGTJEty5cwc///wz1q5dq93Xlgy1NTk5GTdv3gTw+Dr1uXPnYsCAAQCqblup6uvSpQs8PT1x4cIFfPvtt8jLy8OuXbsAAP369cOUKVMwfvx4/Prrr3Bw0P3oqaoBoCGlpaXar86fDPQ1Z0lXr16NixcvVpmv2DXtyM/PR35+Plq3bo2BAwciJSUF+/btA/D4TD8A/PrrrzarpzU082/q1KmoV68e3nnnHQBAzZo1sXPnTvTs2RPFxcW2rCJVNFv8yq4yu337toSEhIiLi4v4+vpKQkKCratkldu3b0ubNm1EqVRKnTp1pEePHpKSkqJNnz9/vnh4eIi7u7t8+OGHUlpaqk07deqU+Pv7i7Ozs3Tp0kWuX79uiyboFRUVJQB0Xhs2bBCRx3etaNCggSiVShk1apTOHQ+uXr0qHTt2FGdnZ2nVqpWcPXtWm6ZWq2XSpEni5uYmnp6esnTp0ufcKv0MtXXJkiXSoEEDqVWrljRq1Eg+/vhjKS4u1u5XFdtKVVtiYqIoFAo5f/68iIjk5+dLnz59tHcZ0fjiiy8kMjJSCgoKRERk/fr1UlhY+Nzr+7ysW7dOIiIiZOnSpbJp0ybt9g0bNsjSpUtl2rRpkp+fb8MaGvb9999LWlqaiIiUlJSIiMiVK1ckNDRUhg0bJjExMfLll19KcnKyzJ49Ww4cOCAiIrNnz5bPPvvMZvW2luYuD8XFxdKuXTuZNm2axMfHi5OTk967JlHVxscbExHRUykuLsa0adPw22+/YcuWLcjIyEBQUBD8/f0xcOBAjBs3Dq6ursjIyEBsbCxCQkIQHx+Pc+fOYfv27eXOBFcHK1aswP79+/HPf/4Tjo6OiImJQefOnTF16lSkpqYiMDAQX331Fdzc3NCjRw94eHjYuspa/fr1Q1FREerUqYP169fD1dUVly9fxt/+9jfMmjUL/v7+uHbtGr7//ns4ODigS5cuOHbsGE6ePIk6dergq6++Qo0aNWzdDIuJCBQKBQ4fPowPPvgA58+fR2xsLN555x3t2eGqcqaejKt6s5OIiCoVJycnDBo0COvWrUNUVBTWrFmDoUOHok2bNoiOjsapU6fg6+uL6OhovPzyy5g0aRJ8fHzw7bffwsHBAaWlpdUuAL537x4+//xzNGnSBAAQGxuLESNGwMfHB2+99RaAx0/TbNiwod4H2dhKv379oFarcejQIeTn56NWrVooKSnBtm3b4OLigl69egEAPDw8UL9+fcTFxcHb2xv+/v5IT0/HmjVrUKNGDajVau1lEFWFJrBt27Yt+vTpg8WLF+P1119n4FsNVa+/NkREZBPdunVDy5YtsXz5ckRFReFf//oXxo0bh5SUFPj6+uLSpUvIz8/HqFGj8O6772LTpk3aH79Vt8AXeHxXi+3bt2t/BFa7dm1MnToVv/32G4DH18526NAB06dPrzR3S0hOTkZRUZH2R2zOzs4AgBo1auCdd97B4MGDMW/ePNy6dQuOjo7w9PTE+fPnkZWVhQEDBmD9+vVVNvAty93dHfPnz2fgW41Vv784RET0XGkChOnTpyM4OBjffPONNs3b2xszZ87E5s2bUatWLQBAeHg4HB0doVarq2XgCwBDhgyBs7Mzzp07pw2Ai4uLce3aNZSUlKBWrVoYPXq09sx3ZQiuNPe41dy5oezYNGnSBD179oRKpcKaNWuQnZ2NWrVqwdvbW+fWYACqdOCrUbNmTQDQ9gdVL9Xzrw4RET03CoVCezeALVu2QEQwefJkbXrNmjV1njqoUdWDJGNna319fVGzZk38+OOPWLBgAS5duoR58+ahffv25a6HrSz/AVAoFOUC2bKaNGmCoUOHom7duli/fj0++OAD/Pbbb+jWrdtzrCXR06scK46IiKo0zf2mnZ2d8dFHH+HcuXPYvXu3rav1zJQ9W7tkyRLtAx+Ax0Gx5sxur169oFarsXPnTrzzzjva22hVRh4eHvjjjz+QnZ2tvSRFE+DHxcVhxYoVqF+/PoKDg3Hr1i2cP38eW7ZssZt7N1P1wbs9EBFRhbpz5w5WrFiBiIiISnUXg4qiuSsAAHz66ac4cuQIYmNjUbt2bb15jO1f2bRu3RotWrTA5s2bAUB7TbbmrhWzZ8/WPuHNw8NDe4lEVT+LT/aFZ36JiKhCeXp6IjIyEh4eHtXujGDZwPXzzz/Hxx9/jNdee00b+Graq1Aoyj1qXKMyBr6a82CzZs3CjRs3MHPmTACPz+gvXrwYcXFxeO+997R1f/HFF7U/1GPgS1UNg18iIqpwmutYK8v1rBWh7KUO69atww8//ICrV6/i5s2bmDNnDoDH7VWr1cjJyUF4eDjS0tJsWWWzadrVq1cvDBs2DIcOHULDhg0xePBgrFu3DomJiXjllVfKPcK4MgbyRKbwsgciIiIjnrwd24oVK5CUlIR//OMf6NixI3JzczF69Gi0bt1ae8YUALZv3w4vLy907drVFtW2WmFhIXJycrBv3z40btwYfn5+8PLy4uUNVG0w+CUiInrCnTt3UFRUhJdeegkAUFJSgho1amDTpk3YvHkzNm3ahHr16mkD44KCAowePRotWrRAVFQUAODWrVvw9va2ZTMqTHW9HzPZJ85kqhYmTpyI7du3G0w/duwYAgMDrbr+sH///vj666+fonZEVJX88MMP6NixI4YOHYquXbtCRLS3J8vPz8esWbNQr149nXvhuri4YOPGjTh27BhOnToFANUm8AWq1+UrRJzNVKl9++23UCqV5V41a9aEQqHAvn37AAD79+9Hx44dDZYTERGB6OhonT/gCQkJ6NWrF1QqFVxdXdGqVSusWrWq3L07586di+nTpxu9/yURVQ9Hjx7FoEGDMGnSJMybNw+FhYWIjIzUpru4uCA+Ph4PHz7UPqgDAM6cOQNnZ2ccOHAAQUFBtqo+EZmBwS9VaqGhocjLy9N5JScnQ6VSYezYsejbty/S09PRsmVLNGjQQG8ZSUlJ+OOPP9C/f3/ttg0bNmDQoEEYMmQIMjIycO/ePSxYsAAxMTEYPXq0zv6BgYFo2LCh9tY/RFQ93b9/H71798aYMWPw97//HV26dEFgYKDOQyk6d+4MLy8v/PTTT9oA+Pr164iKisKVK1e018TyikKiyovBL1UpR44cQc+ePTFq1CisXbsWDg4OSExMxPjx4w3us2PHDvTq1Uv7oZSTk4NJkyZh9uzZmDBhAtzd3eHs7IyQkBBs374dsbGxSExM1CkjODgYO3fufKZtIyLbqlu3Lj744AOcO3cOv/zyC5ycnFBSUoK0tDTt+m/SpAmaNGmCEydOYObMmTh8+DDGjBmDAQMGoFmzZtqyeBcEosqLwS9VGfv370dISAimTp2KpUuXardnZmbijTfeMLjfTz/9hJYtW2rf//jjj8jNzcWwYcPK5W3Xrh0aN26MAwcO6GwPCAjA6dOnK6AVRFSZvf3226hfvz6SkpLw97//Hf/+979Ru3ZtvP/++xg1ahS+++47DB48GOHh4Wjbti0yMjIwfvx4jBs3DgDP+BJVBTVMZyGyvW3btmHkyJFYvHgxJk6cqJMWHR1tdN/79+/Dzc1N+15z4/k6derozV+nTh08fPhQZ5ubmxsePHhgTdWJqAoJCAhAUFAQYmJioFAokJeXBwcHB9y8eRORkZGYNWsWHjx4gBEjRmDEiBE6+1bmJ7cR0f/jmV+q9NauXYuwsDCsXr26XOBrjrp16yI7O1v7/tVXXwUApKamlsv78OFDXL58WZtHIzs722CwTETVg+as7YQJE/D666+jRo0a2h/JvvLKK/jiiy+wefPmckGvBgNfoqqBwS9VakuXLkVERAS2bt1a7odo5mrTpg0uXryofd+qVSt06dIFCxYsKJd32bJleOGFFzB8+HCd7efPn0fbtm2tOj4RVQ2ax/UCwJdffgmVSoVRo0Zp05VKJfz8/ACg2j22mcieMPilSisyMhKRkZHYs2cP3nzzTavLGTJkCBITE3UeyxkXF4fLly9jwoQJePToEUpLS7F06VIsWbIE27dvh6enp04ZBw8exODBg62uAxFVDWUD4GXLluH27dv44osvyuXjfW+Jqi6uXqqUzp49izlz5qCwsBBvvvlmufv89u7d2+yyevXqBS8vL+09gefPn49XX30VGRkZWLlyJbZt24YffvgBU6dORX5+Pvr164e//e1v2v3T0tLwyy+/ICwsrMLbSUSVj+byBX9/fzRr1gxKpdLGNSKiisTHG5Nd+PHHHzFhwgScPXvW4jM2AwYMwODBg/Huu+8+o9oRUWWVnZ2t84NZIqr6GPwSERGZwDs5EFUfvOyBiIjIBAa+RNUHg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4JSIiIiK7weCXiIiIiOwGg18iIiIishsMfomIiIjIbjD4Jb2uX78OhUIBpVIJV1dX+Pn54ciRI7aulkW6d+8OZ2dnKJVKKJVKhISE6KTfuXMHffv2haurK5o3b47ExESDZVmS1xqWlr98+XI0bdoULi4u8PX1xWeffWb1sW0x1oWFhQgPD4ePjw9UKhU6dOiA48eP6+QxNX7mllMRrBn/48ePw8HBAXPnzjWar6qP5bOiGXfNy8HBAUuXLtXJo6+PTY2VOfNK49y5c+jUqRNUKhX+9Kc/Yd26dRXaxlWrVqF169ZwcnLCJ598Ui7d2j4wJ03Dkv7QqMg5S2QTQqTH7t27xc/PT0RESktLZcaMGdKsWTMb18oy3bp1k9jYWIPpoaGhEh4eLg8fPpQ9e/ZI3bp15d69e0+dt6xRo0bJhg0bTOazpPxZs2ZJYGCgnD17VkpKSiQlJUVatmwps2bNMnkcfWwx1nl5eRIdHS03btwQtVotW7duFQ8PD8nNzdXmMTV+5pZjiLljI2L5+KvVamnfvr0EBQXJnDlzDOarDmP5PGRmZoqjo6Ncu3ZNu81QH5saK3PmlUbLli0lOjpa1Gq1pKSkiFKplEuXLpncz9y5tWvXLtmzZ48MGzZMoqKijOa1pA9MpZVlSX+IVPycJbIFnvklvVJTU/HnP/8ZAKBQKNCpUyfcvXvXxrWqOHl5edi9ezeio6NRq1YtDBgwAP7+/tizZ89T5X3Wdbl79y6WLVuGb7/9Fq1atYKjoyNat26Nbdu2YenSpbhz547Fx7fFWLu6uiIyMhI+Pj5wcHDAX//6V9SsWROXL1+2STnGWDP+a9asQfv27fHaa68ZzFNdxvJ5iIuLw1/+8hc0btxYu01fH1f0Wr1+/TrefvttODg4oHXr1njttdfw3//+96nbozFo0CAMGDAA7u7uJvOa2wfmpFnrWcxZIltg8Et6paamonXr1gCAzMxMLFy4EKGhoTarT79+/eDu7q73FRMTY3C/KVOmwNPTE3369EFaWpp2+9WrV6FUKvHyyy9rt/n7++PixYvlyrAkrzUsKf/48eNo3LgxfH19dba3aNECL7/8slVf+VfEWFs7PhpXr17F/fv30bRpU53thsbP0nKehqXjf+/ePSxfvhzR0dFGy62sY1nRnnZuAEBsbCxGjhypfW+oj80dK3PnVUREBDZv3oySkhKcOnUKGRkZ6NChg1l1rmjm9oGpNH3M7Y9nMWeJbIHBL+mVmpqKyMhI7QeJn58fPv/8c6vKOnfuHL766qunqk98fDyysrL0vj766CO9+yxatAi//PILMjIy0KdPH4SEhCA3NxfA4zNEKpVKJ79KpUJeXl65cizJC+h+2MfFxeH99983+mH/tHXRcHd3R35+vt40Y0yN9RtvvIFbt24ZLcOa8dEoKCjAiBEjMGPGDLi5uWm3Gxs/S8opy9KxASwf/5kzZ2Ly5Mkmz+bZYiyTk5PRvXt3dO3aFX379kVmZiZef/11dO/eHW5ubujevTu6d++ut+zvv/8eXbt2Rffu3TF58mSUlJSYVaenmRsAkJaWhitXrugE8Yb62JyxsmRehYSEYNOmTXB2dkbHjh2xcOFC1K9fX29ea+aWuSzpA1NpT7KkP57FnCWyBQa/VE5eXh6uXbuGmzdvIicnBwsXLsSJEydQs2ZNq8oLCAjAmDFjKriWpgUFBUGpVMLFxQXTpk1D7dq1ceLECQCPf0iSk5Ojkz8nJwdKpbJcOZbkBXQ/7IcPH46VK1ca/bC3pPzGjRvjypUr5QKPoqIiXL16VecrUXOYM9a3bt2Ct7e3ReWaq7i4GKGhoWjatCkiIyN10oyNnyXllGXp2ACWjc/Zs2dx+vRpjBs3zlTTn/tY3r17F5GRkdi7dy+OHj2KFStWoKioCIcOHUJycjL8/f2RnJyM5OTkcmXfvXsXc+fOxf79+5GcnIwGDRrgX//6l0X1s1ZsbCz69++vDeSM9bE5Y2XuvLp//z769u2LxYsXo7CwEGfOnMGMGTNw5swZvfW0Zm6Zy5I+sGQOApats4qes0S2wuCXyklLS0ODBg3g7u4OBwcHTJo0Cenp6dqvw1JTU9G+fXv06NEDc+bMgYjgf/7nf9CzZ0/069cP2dnZSE5OxsCBAzFgwADs2rULs2bN0pvvybIMCQkJKffLZ81r/vz5ZrXLwcEBIgIA8PX1RV5eHjIzM7XpFy5cgJ+fX7n9LMlrDUvKDwoKgoeHB+Li4nS2b968GV5eXmjXrp1FxzY11rm5uahdu7bJcqwZn9LSUoSFhUGhUGDjxo1QKBRGj1F2/J6mHEtZMj5HjhzB5cuX8dJLL6FevXrYtm0bFi5ciHfffbdc3uc9lvv370dYWJj2zF2jRo3MDla+++47jBw5UhtETpo0Cbt27TJr36dZu6WlpYiLi0NYWJh2m7E+tmatGppX6enpcHV1xdChQ+Ho6IiAgAB07Njxud89w9I+sGQO6mOoP4CKn7NENmPLX9tR5bRy5Up5/fXXdbb1799f5s2bJyIiS5Yska1bt4rI418U7927V5u2d+9eWbRokSQlJUnv3r1FRCQpKUlmzpypN9+TZVWUBw8eyKFDh+TRo0dSWFgoy5YtE29vb8nKytLmGTp0qIwZM0by8/Nl3759Rn/Bb0lea1hS/rFjx8Tb21uSkpJEROR///d/xcvLS44dO2bxcU2N9cmTJ2XcuHEWl2uOsWPHSteuXaWgoKBcmjnjZ045FcXc8Xn48KH8/vvv2tdbb70l06dPlwcPHugt93mO5YIFCyQ+Pt7g/p06dTKYpm/fzp07W1xHSx06dEg8PT2luLhYu81UHxsbK0vmVVZWlqhUKtm9e7eUlpbKxYsXxcvLSxISEiqsfcXFxVJQUCBjx46VmTNnSkFBgZSUlDxVH1gyBy3pD42KnLNEtsLgl8oZP368/OMf/9DZ9uWXX8pf/vIXERG5e/euREREyPDhw+XAgQOycOFCCQgIkG7dukmnTp1k+vTpkpSUJDNmzBCR/w9+9eV7sqyKcvv2bWnTpo0olUqpU6eO9OjRQ1JSUsrlCQkJERcXF/H19dX5UAsODtYGDabyPik4OFhcXV31vsqWaW5dypo3b564urqKo6OjNGrUSEREGjVqJI6OjkbLN8TUWG/YsEGWLVtmUZnmuH79ugAQZ2dnnf45evSoiJgeP834mCrnSdaMjaY+5s6VskaNGmXwNlPPeyw3btwoq1evNri/seD366+/ljVr1mjfP3r0SHr27Cl79+6V+fPny8SJEy2qq7nCwsIkIiLCaJ4n+9jYWJk7rzQOHjwogYGBolQqxcfHR2JiYgzWw5q5FRUVJQB0Xk/eIs2aPjCVpmmnOX8ny6roOUtkKwoRA99vEBlQUFAAFxcXFBUVoVOnTpg5cybS09PxwQcfAHh8/eWxY8dw+PBhzJ07F8nJyTh8+DDatm1bLl9JSYlOWadPn7Zl0+gJ06ZNQ69evfDGG2/Yuir0lO7evYshQ4YgPj4eKpUKGRkZUKvV2ksfOnfujB9//FGbPzMzEy+99BIA4Pbt23jzzTdx8OBBuLq6YtGiRXB2dsbEiRMBAOPHj8fq1auff6OIiKxQw9YVoKonLi4OGzduRH5+PsLCwjBw4EBMmDABPXv2hIhgypQpen8RrC/fnTt3dMqiyuU///kPjh49isWLF6NmzZr47rvvKvyaWno+XnzxRcyePRsDBgxAaWkpVCoV1qxZozdvSUkJRo8ejYSEBACAl5cXZsyYgTfeeAOOjo4IDAzUPmksJibGJj9oJSKyFs/8EhGRjlOnTuHChQsIDw83mm/+/Pm4cuUKWrVqhUmTJvE/RkRUJTD4JSIiIiK7wVudEREREZHdYPBLRERERHaDwS8RERER2Q0Gv0RERERkNxj8EhEREZHdYPBLRERERHaDwS8ZdPfuXUREROCVV16BSqWCn58fFi1aBLVabZP6LFq0CK+88gpq166NP//5z8jNzQUAXLx4EV27doVKpUKLFi2QnJxssAylUqnzcnBw0N6svyIYK9+cehpq43vvvYf69etDpVLB398f+/bt09mve/fucHZ21h43JCTEYB0t6S9jGjVqhFq1ammPWa9ePavKSU9PR40aNfDo0SOr9jdl1apVaN26NZycnPDJJ5/opBnr1zt37qBv375wdXVF8+bNkZiYqLOvsXRjxywsLER4eDh8fHygUqnQoUMHHD9+XCePoXlgyTifO3cOnTp1gkqlwp/+9CesW7fOkm6zyPHjx+Hg4IC5c+dqt5mas4DhdhpLM7bGTK1vU31irD7G1o2x8TY1ZsbSrVmr+sbCEo0aNdJ50h8AfPLJJxg7dqxV5RFVSrZ7sjJVZrdu3ZKmTZvK2LFjJTMzU0REzp07J/3795fS0tLnXp8vv/xSevToITdu3JDS0lJJTU2VR48eSVFRkTRp0kQ+++wzKSkpkYSEBPHw8JC7d++aLDMzM1McHR3l2rVrJvOOGjVKNmzYYFGdy5ZvTj0NtVFE5D//+Y/236dOnRKVSqWzb7du3SQ2NtZknZ6mv57UsGFD+eGHHyze70k7duyQFi1aPHU5huzatUv27Nkjw4YNk6ioKJ00Y/0aGhoq4eHh8vDhQ9mzZ4/UrVtX7t27p93XWLqxY+bl5Ul0dLTcuHFD1Gq1bN26VTw8PCQ3N1dEjM8Dc8dZRKRly5YSHR0tarVaUlJSRKlUyqVLl0zuZ+lcV6vV0r59ewkKCpI5c+Zot5uas8baaSytLGNrWF+asT4xdkxT68bYeJsaM0Pp1qxVQ2NhCX3rOioqSsaMGWNVeUSVEYNf0is0NFTeeustW1dDRERKSkqkfv368vPPP5dLO3/+vNStW1dnW+/evWXt2rUmy128eLF07tzZrDpYE/yWLd9UPY218UmnT58WZ2dnSU1N1W4zNyiytL8AyM2bN/Uep6KC38jISHn77befuhxTxo8fXy4wKatsv+bm5oqTk1O5tq9fv15ExGS6ucfUqF+/vvz0008m54Elwa9SqZQrV65o37dr10527txpcj9L5/qqVatk4sSJMmrUKIMB15Nz1lg7LVkLxtawvjRDfWLqmOauG33jbW3wa83fNnPGQsTydc3gl6obXvZA5aSnp2PHjh2YPXt2hZfdr18/uLu7633FxMTo3efXX39Ffn4+tm/fDm9vbzRv3hxr167VpssTDykUEVy8eNFkXWJjYzFy5Mina5AF5Rurp6k2AsD7778PFxcXtGvXDj179oS/v79O+pQpU+Dp6Yk+ffogLS3NYL2s7a9nJS0tDQEBASbzWTN3zKGvX69evQqlUomXX35Zm8/f31/bT6bSLXH16lXcv38fTZs2NWsemDvOERER2Lx5M0pKSnDq1ClkZGSgQ4cOFtfPmHv37mH58uWIjo7Wm25ozhprpzl9oGFsDetLM9Qn5hzzadaNqTEzlG7JMU2NBRGVYauomyqv1atXS/PmzQ2mJyUliY+Pj/Ts2VPnjEFSUpLMnDmzwutz7NgxASDh4eGSn58vqamp8uKLL8rRo0elqKhIGjduLEuXLpWioiI5cOCA1KhRQ8aNG2e0zNTUVHF2dpYHDx4YzNO3b19xc3MTNzc3cXJyEhcXF+37BQsWWFS+qXoaa2NZJSUlcvjwYVm+fLnO9pMnT0pubq7k5+fLwoULpUGDBpKTk1OuXpb2F0ycIVIqldo+mTJlitE+MaRx48ayf/9+q/a1hLGzsE/269GjR6Vhw4Y6ef75z3/K+PHjzUo355giIvn5+RIUFCSffPKJiJieB+aOs6aOjRo1EkdHR3F0dJSvv/7aYD2snevjx4+XVatWiYgYPNuob84aa6e5a8HYGjaUZqhPTB3T3HWjb7xNjZmhdEvXqjljoWHJunZzc5MXXniBZ36pWuGZXyrn9u3bOme09AkLC0NiYiIOHjyIrVu34vTp08+sPi4uLgCAyMhIuLi4ICAgAH/961+xf/9+ODk5Yffu3dizZw/q1auHTz/9FMOGDTNZ/9jYWPTv3x/u7u4G88THxyMrKwtZWVkYPnw4Vq5cqX3/0UcfWVS+qXoaa2NZjo6O6NWrFw4fPqyTFhQUBKVSCRcXF0ybNg21a9fGiRMnytXL2v4y5MCBA9o+WbZsmcX75+Tk4Pr16wgMDLTq+BXlyX5VKpXIycnRyZOTkwOlUgkAJtPNUVxcjNDQUDRt2hSRkZEATM8Dc8f5/v376Nu3LxYvXozCwkKcOXMGM2bMwJkzZ/TWxZq5fvbsWZw+fRrjxo0z2k59c9ZYO81dC8bWsL40Y31i6phPs25MjZmhdEuOae5YmKvsujbn7x1RVcPgl8rx8fHBzZs3zcrr7OyMqVOnYu/evWblDwkJKfeLbM1r/vz5evdp1qwZatasCYVCod1W9t8BAQE4cuQI7t27h++//x7Xrl1DUFCQwTqUlpYiLi4OYWFhZtXZUobKN1ZPU218UklJCX7++WeD6Q4ODuW+MjWnHvqUvQtDdna2wXzWOH/+PDw8PNCgQQOTea2ZO5bS9Kuvry/y8vKQmZmpTbtw4QL8/PwAwGS6KaWlpQgLC4NCocDGjRu1Y23pPDA0zunp6XB1dcXQoUPh6OiIgIAAdOzYEUeOHDGrfuY4cuQILl++jJdeegn16tXDtm3bsHDhQrz77rt685eds8baaU4fGFvDhtKM9Yk5x7R03RhibG0+mW7uMS0dC+DZrmuiSs+2J56pMrp//754e3vL3Llz5eHDh6JWq+XUqVMyefJkESl/ecN///tfGTt27DO77EFEZPjw4fLee+/Jo0eP5NKlS+Ll5aX9SjI1NVUKCgrk4cOHsmjRImnfvr3Rsg4dOiSenp5SXFz8TOpqqHxT9TTUxqysLNmyZYvk5uZKcXGxfPPNN/LCCy/I2bNnRUTkwYMHcujQIXn06JEUFhbKsmXLxNvbW7KysvTWz5L+AiAff/yxqNVqSUhIEAcHB1m5cqUUFxdXyA/eVqxYId26dZOCggLtq7Cw8KnKfFJxcbEUFBTI2LFjZebMmVJQUCAlJSUm+3Xo0KEyZswYyc/Pl3379pW724OxdEPH1Bg7dqx07dpVCgoKytXX0DywZJyzsrJEpVLJ7t27pbS0VC5evCheXl6SkJBQYf368OFD+f3337Wvt956S6ZPny4PHjww2bfG2mkqTcT4GjaUZqpPTB3T2LoxNN6mxsxUurlr1dhY6GPpuuYP3qi6YfBLel24cEGCg4PFw8ND6tSpI+3atZOvvvpKRMoHv4mJifLxxx8/0+D3wYMHMmTIEFEqldKoUSNZvXq1Nm3y5Mni5uYmtWvXliFDhsjvv/+us29wcLDMmzdP+z4sLEwiIiJMHjM4OFhcXV31vsqW9yRD5Zuqp6E2ZmdnS/fu3cXNzU1UKpW0bt1aduzYod3v9u3b0qZNG1EqlVKnTh3p0aOHpKSkGGy/qXqUBUDGjx8vL774ovTo0UMiIyOlbt26cuPGjQoJft977z0BoPMaNGjQU5X5pKioqHLH2LBhg1n9GhISIi4uLuLr61sucDSWbuiYIiLXr18XAOLs7KwzpzSBlqF5YGqcRXTH+uDBgxIYGChKpVJ8fHwkJibGYB9ZO9fLKnudqam+NdZOU2kixtewsTRjfWLqmMbWjaHxNjVmptKNHfPJdV2WOdf8WrKuGfxSdaMQMfL9C5EeycnJOHz4MObOnYtHjx4hNDQUUVFRyMvL026n6kGhUODmzZtWXxNMRJUP1zXZO17zS1aJjY1Fr169EBwcjGHDhqFt27YAgC1btqB3797o3bs34uPjbVxLIiIiIl0880tEBvEMEVH1w3VN9o7BLxERERHZDV72QERERER2g8EvEREREdkNBr9EREREZDcY/BIRERGR3WDwS0RERER2g8EvEREREdkNBr9EREREZDcY/BIRERGR3WDwS0RERER2g8EvEREREdkNBr9EREREZDcY/BIRERGR3fg/TjTR721X+mUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 88583.9 ± 2928.1 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 15.2 ± 0.0 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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gwSW6voL89ddfufazX39FeR2fPHkSb7/9Nt599120aNEC9erVw40bN8q8nTkV9TXwxx9/oFevXpg1axY+/fTTcm1Tfpo0aQIASExMhIGBAVq1aoXDhw9rlDl8+HCJX7s5mZqaYtiwYVizZg3Wr18Pe3t7janYcnrllVfw+PHjfP/hAgA7Ozu8++67WL9+PdasWYOff/4ZaWlpAIC2bduifv36+OWXXxAcHIx+/foVOjUgUXXHnl/Sad27d4eXlxf69euHr776Co0aNcKTJ09w4MABdO/eHR06dACg/vjw008/xXfffQdjY2P83//9Hzw8PDTmjc3ucUxISIBcLsfFixdhYGAg/VH9+uuvMX36dGzatAnu7u7Sx+jGxsawtLQsUnvT0tJyffyup6cHe3v7XGUvXryIwMBAvPvuu2jSpAkMDAxw/PhxrF27tsgPuzx58gRPnjyRgqTw8HA8e/YMrq6usLGxKfDYxo0b480338QHH3yAlStXAgA++OADvPXWW2jYsKFULjw8HOnp6YiJiUFiYqJ0H1u0aJFnvStWrMDixYtha2tbpGvIi76+PhYsWJCr97tBgwZQqVRYunQpBg4ciL/++gtLly7VKDNkyBBs3boVvr6+WLhwIXr27ImUlBRs2LABy5Ytw7Jly+Ds7FzituXnr7/+wpdffikF/xs2bJA+zi7K69jd3R1btmzByZMnYWdnhx9++AF37tzBK6+8UuZtzVaU10BoaCj69OmD8ePHY/jw4dLrO7/XdV6EEHkOS7G3t4eenl6u9M6dO2PYsGFo3bo1bG1tER4ejmnTpqFRo0bSPxQTJ07Eu+++i7Zt28LLywvLly/Ho0eP8hxKUxJ+fn5YuXIl7ty5g/fffx/6+uo/x2fPnsXIkSOxYcMGtG3bFt26dcOrr76KQYMGYcmSJXB3d8etW7eQlJSE/v37IyAgAC1btoSHhwcyMjKwfft21K1bF4aGhtK5RowYgdWrV+Pu3bvSQ5JEOk2rI46JylBhU4FlT3X2soSEBPHxxx+LWrVqCYVCIZydncXQoUPFrVu3hBAvHpbauXOnqF+/vjAwMBAdO3bMNYUYgFybm5ublO/m5pZnmaI8HJd9fXkdX6tWLY1zZD/wFh0dLT799FPh6ekpzM3NhampqWjcuLEIDAwUKSkpRTpnYGBgnudct25dkY6PjY0VI0aMEObm5sLc3FyMGDFCY9qw7DbndY5shT3QVtwH3nJ69dVXcz3w9t1334maNWsKIyMj0bVrV2lqs5wP+2VkZIilS5eKZs2aCSMjI2FmZiY6d+4s9u3bp1F/WU919s477whTU1Ph4OAgFi5cqFGmsNdxbGysGDBggDAzMxP29vbis88+E+PGjdN4yLBTp05iwoQJhbazRo0a4ocffihS2wt7DeT3us75u1OQ7Afe8tqyf0dffm9YsGCB8PLyEra2tsLQ0FC4ubkJf39/ERkZqVH3jz/+KNzc3ISBgYFo2bJlrgfgXn7tREdHCwDi2LFjUtq///4rAIgrV67karunp6cAIK5fvy6lZb9mctYRFxcn/P39hZ2dnTA0NBSNGzcWW7ZsEUIIMW/ePNGkSRNhbGwsrK2tRa9evXI9HBcRESEACAcHB6FUKot0X4mqM5kQZTTLP1E1tX79enz44YcVMlSAiIiIyhfH/BIRERGRzmDwS1QJREZGakxR9fJWmiVV8xMcHJzv+Tw8PAo9fsGCBfke36tXrzJvb3V14sSJAn/2lVlFvAY8PDzyPUdBi5UQEeWHwx6IKoGMjAzcvXs33/zatWtLD8SUlefPn+eayimbQqGAm5tbgcfHxsYiNjY2zzxjY2NplSkqWEpKCh4+fJhvfnGn8KpIFfEauHfvnsYqjTnVqFED5ubmpT4HEekWBr9EREREpDM47IGIiIiIdAaDXyLKpVu3bpDJZLm23r17l9s5g4KCUKdOHRgZGaFVq1Z5rlb2sufPn+PTTz+Fm5sbjI2N0a5dO5w7d06jTO3atfO8lj59+pTXpQAo2fUU57gvv/wSMpkMH374YYH19e3bF926dcsz799//4VMJsOhQ4eK1LbS8vX1le6/vr4+XF1dMW7cOMTFxeUql9eiD3///TdkMpk0RChnfTm31157rSIuh4iqKAa/RJTLP//8g/nz5+Px48ca2//+979yOd+WLVvwySefYNq0abhw4QLatWuHXr16Ffqgn7+/Pw4ePIiff/4ZV65cQY8ePdC9e3eNMbTnzp3TuIZ//vkHMpkMQ4YMKXL7fH19MWvWrHK/nqIe99dff2HlypVo1qxZoW3x8/PDsWPH8hxTvmbNGri5uWks1lLeunfvjsePH+Pu3btYvXo1fvvtN4wfP77U9eXc9u3bV4YtJqJqR5uTDBNR5XPr1i0BQJw8ebLCztm2bVvh7++vkVa/fn0xderUfI9JTk4Wenp6YufOnRrpLVu2FNOnT8/3uHnz5glLS0uRnJxc5PaNGjWqyAtSCFGy6ynqcc+ePRN169YVv//+e56LUrxMqVQKR0dHERAQoJGenp4uHBwcxOzZs/M8bsWKFcLBwUFkZGRopA8bNky8/fbbQgghjh8/Ll599VVhamoqLCwsRJs2bfJczCFbXgvRTJw4UdjY2BRaTgghzp07p7HgSGEL2xAR5YU9v0Sk4fz589DT0yvWsrcFTXmVveX38X16ejrOnz+PHj16aKT36NEDf/75Z77nzMjIQGZmJoyMjDTSjY2NcfLkyTyPEUJgzZo18PHxgbGxcZGvrzhKej1FPW7MmDEYPHgwunTpUqT26OvrY9SoUVi/fj1UKpWU/ttvvyEmJgajR4/O8zhvb2/Ex8fj8OHDUlpiYiJ27doFHx8fZGRkoF+/fmjfvj0uXbqEM2fO4NNPP81zOeH83L59GwcOHIBCoSjyMUREpVW2cycRUZV3/vx5ZGZmwsHBQSO9V69eCAkJyfOYsWPHFjqMIL9pr2JiYpCZmYkaNWpopNeoUQNHjhzJtz5zc3O8/vrrmDdvHpo2bQpHR0f88ssvOH36dL7Tgx0+fBh37tzB+++/X2BbS6Ok11OU41atWoVbt25h06ZNxWqTn58fFi1ahCNHjkjB9Zo1a9CjRw+4uLjkeYy1tTV69+6N4OBgvPnmmwCAnTt3Ql9fH3379kVCQgKePXuGt99+G/Xq1QMANGrUqNC2HDhwAGZmZsjMzERqaioAYPHixfmWyyln8F5QuQkTJmDRokWFtoWIdBODXyLS8M8//2DQoEFYuHChRrqlpWW+x9jY2MDGxqa8m5bLxo0b8d5778HZ2Rl6enpo2bIlhg0bhvPnz+dZftWqVWjTpg2aN29eYL0LFizAggULpP20tDTIZDJ88803Utr+/fvRoUOHsrmQIrh+/TqmTZuGkydPFruntEGDBujUqRPWrl2LHj164NGjRzh48GChY7h9fHwwatQoJCcnw8TEBMHBwRg0aBCMjIxgZGQEX19f9OzZE926dUO3bt0wePBguLq6Flhnx44dsXLlSqSkpGDVqlWIiIjAxx9/nG+5nK5evYoBAwYUWs7KyqrANhCRbuOwByLS8M8//8DLywv169fX2Ozt7fM9pjTDHuzs7KCnp5drwY2nT5/C0dGxwLbWq1cPx48fR2JiIu7fv4+zZ89CqVSibt26ucpGRUVh165dRer1HTt2LC5evChtffv2zZXWunXrMr2ewo47ffo0YmJi4OHhAX19fejr6+P48eMICgqCvr4+0tLSCrwmPz8/7Ny5E7GxsVi/fj1sbGzQr1+/Ao/p06cP9PX1sWvXLkRFReHIkSPw8fGR8tetW4czZ86gY8eO2L17Nxo2bIiDBw8WWKeJiQnq168PT09PfP/990hOTsbcuXPzLZdzc3Z2LlI5Ozu7AttARLqNPb9EJLlz5w5iY2OLNd4XKN2wBwMDA7Rq1QqHDx+Gt7e3lH748GEMGjSoSOc3NTWFqakp4uLicPDgQXz11Ve5yqxfvx6GhoYYNmxYofW93JNtbm4OGxubIq22VtLrKey4/v375wq4R48ejQYNGmDatGkwMDAosF2DBw/GRx99hE2bNmHt2rUYOXJkoT3IhoaG8Pb2RnBwMGJiYuDo6IjOnTtrlGnevDmaN2+OKVOmoFevXvj555/Rs2fPAuvNKTAwEL169cKYMWNQs2bNIh9HRFRSDH6JSJI9XMDR0RFPnjzRyLOzs8t3ieXSDnuYOHEi3n33XbRt2xZeXl5Yvnw5Hj16hLFjx0plli1bhmXLluHatWtS2sGDB6FSqdCoUSPcunULn332GRo1apTrIS4hBFavXo133nkn1/jQ8lDS6ynoOCsrq1wf55uamsLGxgZNmzYttE3GxsYYPnw4Zs2ahbi4OPj5+RXpWnx8fNCtWzfcuXMHw4YNg1yu/sDwzp07WLFiBfr27YtatWrh9u3buHz5MsaNG1ekerN17twZTZo0wbx58xAUFFSsYwH1kJSXX6t6enoFflJBRLqNwS8RSbKD38aNG2uky2QyxMbGlttYyqFDh+K///7DvHnz8PjxYzRt2hT79u2Dm5ubVCYmJgbXr1/XOC4+Ph5ffPEFHjx4ABsbGwwaNAjz58/P1aMZGhqKmzdvFvtBsYq+nqIcVxr+/v746aef0K5du1w/4/x06NABtWrVQnh4OH755Rcp3cTEBDdu3IC3tzdiYmJQo0YNjBgxAlOmTCl2uyZNmoTRo0djypQpxb7WI0eOwMnJSSOtVq1aePDgQbHbQUS6QSaEENpuBBERERFRReADb0RERESkMxj8EhEREZHOYPBLRERERDqDwS8RERER6QwGv0RERESkMxj8EhEREZHOYPBLRERERDqDwS8RERER6QwGv0RERESkMxj8EhEREZHOYPBLRERERDqDwS8RERER6QwGv0RERESkMxj8EhEREZHOYPBLRERERDqDwS8RERER6QwGv0RERESkMxj8EhEREZHOYPBLRERERDqDwS8RERER6QwGv9XIRx99hFmzZhVY5sSJEzAzM0NmZmbFNKoYnJ2dsX79em03g4ioQEV5r61MfH194ePjU6o6KvPfDqLiYvBbxaxbtw4ymQxTp07NlTdz5kwsXboUDx8+zPf4Dh06IDExEXp6euXZTCpjs2bNQvv27bXdDKJqr3PnzjAwMICZmRnMzMxQq1YtfPjhh0hJSZHKFOW9tirLK1jm3w6qThj8VjFBQUGwtbXF2rVrkZaWppHn4OCAHj16ICgoSEutI20SQiAjI0PbzSCq8j7//HMkJiYiMTERp06dwtGjRzFnzhwpXxvvtenp6bnSMjMzoVKpKqwNRNUFg98q5Ny5c/j777+xadMmxMfHIyQkJFeZN998E9u3b8+3jtDQUMhkMilIyu5RDAgIgJOTEywsLPD5558jLi4OQ4cOhaWlJWrXro1du3ZJdaxfvx7Ozs747rvv4OzsDFtbW7z33ntITEyUyjx79gzjxo2Dm5sbbG1t0bt3b9y+fVvKT0xMhJ+fH2xtbVGrVi189913Gu1MTU2Ft7c3atWqBXNzczRs2BA//vijRpnatWtjzpw56N27N8zNzVGvXj3s2LFDo8zevXvx2muvwdraGra2thg8eLCU9/DhQwwfPhy1atWCg4MDhg0bhujo6Hzv3bFjx9C6dWtYWlrC1tYWXl5eiIuLA6DuKRkyZAj8/f1hZWUFV1dXfPXVVxrHX7t2DW+99RZq1KiBWrVqYfz48UhKSpLyY2NjMX78eNSpUwfm5uZo1KgRDh48iODgYCxYsACnT5+WeqNOnDiBu3fvQiaTYc2aNWjevDlMTEzw999/59lr07lzZ8yYMUPal8lk+O677/D666/D1NQUzZs3x5UrVxASEoKGDRvCwsICgwcP1viZEumi2rVr480338Tly5c10gt7rwWA06dPo2vXrrCzs4ONjQ26dOki9SA/fPgQQ4YMQY0aNVCjRg0MHToUjx49ko7Nfk8ZN24c7O3t0a9fP+n9+3//+x/c3d1hYmKCqKioQt9vXxYQEAB3d3eYm5vDxcUFH330EZKTkwEACxYsQHBwMLZs2SK930RGRub625GZmYmvv/4a7u7usLS0ROvWrbF//37pHNnlt27dKp3rjTfeqLa95VTFCKoyfH19RYsWLYQQQgwdOlS8/vrrucqcO3dOABDPnz/Ps45jx44JAEKpVAohhAgMDBT6+vpi6dKlIj09XZw9e1bo6+uLVq1aiT/++ENkZmaKb7/9VlhbW4ukpCQhhBDr1q0Tenp6wtfXVyQmJooHDx6I1q1bC39/fyGEECqVSnTu3FkMHz5c/PfffyI1NVV8/vnnonHjxiI9PV0IIcT7778vXnnlFXH//n2RmJgofH19hZ6enli3bp0QQojk5GSxdu1aERcXJzIzM8WePXuEgYGBOHDggHQtbm5uwsXFRZw/f15qp7m5uYiPjxdCCHHo0CFhZGQkfv31V5GWliZSUlLEkSNHhBBCpKamioYNG4pJkyaJxMRE8fz5c+Hj4yO6d++e7/2vWbOmWLt2rVCpVCItLU38+eefIjExUQghxKhRo4S+vr5Yvny5SE9PF6dPnxbW1tZi06ZNQgghoqOjhZ2dnVi8eLFITU0V0dHRolu3bhr3rEOHDqJXr17i3r17QqVSiYiICBEWFib9nLy8vDTac+fOHQFAtGvXTkRGRoqMjAyRmpoqRo0aJUaMGKFRtlOnTmL69OnSPgDRokULcfv2bZGWlia8vb1F3bp1ha+vr0hISBBPnjwRdevWFQsWLMj3fhBVRy//rty6dUs0bNhQLFy4UKNcYe+1V69eFUZGRmLZsmUiKSlJpKWliWPHjonU1FSRkZEhWrRoId555x3x7NkzERcXJ7y9vUWrVq1ERkaGEOLFe8qaNWtEenq6SEpKkt6/+/fvL2JiYqS6Cnu/ffk9YcOGDdL7zNWrV0W9evXE1KlTpfy83kNe/tvxzTffiFq1aonz588LpVIpfvnlF6FQKMT58+c1yg8fPlw8e/ZMPHv2TLRr106MHDmypD8aojLD4LeKiI2NFcbGxiIoKEgIIcTRo0cFAHHx4kWNcjdu3BAAxL179/KsJ6/gt27duhplWrRoIcaMGSPtx8TEaJxr3bp1Qi6Xi2fPnkll9u3bJxQKhcjIyBDnz58XCoVC449CRkaGMDIyEidOnBCZmZnC0NBQ7N69W8p/9uyZkMlkUvCbl759+4qJEydK+25ubmL27NnSfmJiogAg/vrrLyGEEH369BETJkzIs65t27aJmjVrCpVKJaU9ePBAABD379/P85jatWuL6dOniwcPHuTKGzVqlGjZsqVG2ueffy66du0qhBDi22+/Fa+99ppG/smTJ4WBgYHIyMgQ586dEzKZTERFReV57oKC35z/EGS3pSjB74YNG6T9nTt3CgDi0aNHUtqHH34o+vfvn2d7iKqrTp06CUNDQ2FpaSlMTU0FANGhQweRkJCgUa6w99oJEyaIPn365Jn3559/CplMJmJjY6W0mJgYIZPJxOnTp4UQ6t/jl98zst+/r127JqUV9n6bXdfL7wk5LV68WOP9qyjBr7u7u1i6dKlGmb59+4oPPvhAo3zO+7Ns2TLRqFGjfNtBVFE47KGKyH7QbcSIEQCALl26oH79+rnGnMXHxwMAbGxsily3k5OTxr6pqalGmqmpKQDg+fPnUpq1tTUsLS2l/Tp16kCpVOLp06e4efMmMjIy4OzsDCsrK1hZWcHW1hYAcP/+fURHRyMtLQ116tSRjre0tNRoc1paGiZPnix9pGZlZYX9+/cjKipKo601a9bMt5137txBw4YN87zmmzdv4unTp7C2tpba6OHhAUNDQ0RGRuZ5zO7du3H79m20atUK9evXR2BgoMYY25zXk71///596Xznz5+XzmVlZYXevXtDJpPhyZMnuHPnDqytrWFvb5/nuQvy8nmLKq+f8ctpOX/mRLpi8uTJePbsGRITExEVFYUaNWqgZ8+eGmUKe68t6P3n/v37sLGxgbW1tZRma2sLa2trjfef/H63c6YX9n6blxUrVqBly5awtbWFpaUlpk+fnuu9tTD3799HvXr1NNLq16+f6/3z5fdovqdQZaCv7QZQ4YQQWL58OdLT0+Hu7i6lx8fHIzg4GF9//TUsLCwAAFeuXEHDhg1hZmZWrm2Ki4tDfHy8FADfvXsXCoUCNWrUgKOjIwwMDBAdHQ2FQpHrWJVKBUNDQ9y9exdNmzaVriV7/CwALF68GL/99ht+++03NGjQAHK5HP369YMQoshtrF27Nm7cuJFnnqOjI9zc3BAREVHk+jw9PbF582YAwMWLF9GzZ084Ozvj/fffl+5BTnfv3oWzs7N0vvbt2+P333/Pt61xcXGIiYmBnZ1drny5PP//U1/OMzc3x4MHDzTSco4lJKKis7e3x6hRo/D222/jv//+kwLLwt5rC3r/cXFxQVxcHOLi4qQAODY2FnFxcXB1dZXK5fd7nzO9sPfbl50+fRoffvghDh06hPbt20OhUGDJkiX49ttvCz3vy9fw8vtnRESERvuJKiv2/FYBhw8fxs2bN3Ho0CFcvHhR2rIfwPj555+lsgcOHMCAAQPKvU0ymQyTJk1CUlISHj16hMDAQLz77rvQ09ND+/bt0bRpU4wbN07qTYiLi8O2bduQnJwMuVwOHx8fzJo1Cw8fPkRSUhImTZoEmUwm1R8fHw9DQ0PY29tDpVIhJCQEhw4dKlYbP/nkE6xZswbbtm1Deno6UlNTcfToUQDAwIEDoVQqMXPmTKkHJyoqClu2bMmzrvT0dKxbt056IM7S0hJ6enrQ13/x/+OlS5ewevVqZGRk4OzZs1i1ahVGjx4NABg9ejQuXLiAoKAgJCcnQwiB+/fvY+fOnQCA1q1bo127dhg9erQUuN65cwf//vsvAPUfuMjISKSmphZ63a1bt8axY8dw7do1KJVKLF26FHfu3CnWvSMitbi4OGzcuBEuLi5S4AsU/l47btw4HD58GMuXL0dKSgqUSiWOHz+OtLQ0tG3bFk2bNsWHH36IhIQExMfHY8KECWjRogXatGlTrPYV9n77svj4eOjp6cHe3h4KhQL//PMPli1bplHG0dERERERBc7p6+/vj2+++QYXL15ERkYGfv31V+zbtw/+/v7Faj+RNjD4rQJ++ukndO/eHV26dIGjo6O0NWjQAP7+/vjpp58AANHR0Th48CAmTJhQ7m1ydHSEp6cn3N3d0bRpUzRu3BhLly4FAOjp6eHw4cMwMTHBq6++CnNzczRv3hw7duyQAtwlS5bA09NTqsPT0xOOjo5S/ZMnT4aLiwvc3NxQs2ZNHD16FP379y9WG3v06IFffvkFCxcuhL29PZydnbFixQoA6t7R06dPIzIyEp6enrCwsEC7du3wxx9/5Fvf1q1b4eHhAVNTU3Tq1Am+vr4YNWqUlD9gwAD89ddfsLOzw6BBgzB58mRp1gVXV1ecPn0ahw8fRr169WBlZYWePXviypUrANT/TOzatQtOTk54/fXXYW5ujt69e0sfWw4dOhQNGzZEzZo1YWVlhZMnT+bbzhEjRuCdd95Bu3bt4OLigmfPnsHLy6tY945Il3311VfSTAfu7u5ITk7WmMmgKO+1TZs2xZEjR/DLL7+gZs2aqFGjBubMmQOVSgU9PT3s2bMHaWlpqF+/Pho0aICMjAzs3r272PPoFuX9NqcePXpg7Nix6Ny5MywtLTFt2jSN9zEAGDNmDADAzs4OVlZWeQ4FmzhxIiZMmIDBgwfDxsYGixYtwvbt29G6detitZ9IG2SiOJ8jU6X28ccfw9raGrNnzy7X86xfvx4zZszI9dG6LvP19UVGRgY2bdqk7aYQUTmrqPdaIiofHPNbjXz//ffabgIRUbXH91qiqo3DHoiIiIhIZ3DYAxERERHpDPb8EhEREZHOYPBLRERERDqDwS8RERER6QwGv0RERESkMxj8EhEREZHO4Dy/eXB0dERSUhLXKCeqRCIjI2FqaoonT55ouylVGt/fiConvsdVHAa/eUhKSoJSqSxVHQkJCXjw4AFq1aoFS0vLvAoAZmbAtWsAgHQzMxjk/GMkBPD8OWBhUap2lFZmZiZiY2OlfRsbm2Ivv1nd8J5oqqj7oVQqkZSUVOb16pqkpCSkp6ejOs9ymZGRgbi4OGnf2toa+vrV88/dv3cea7sJ5UuogIz0F/v6BoCsmn5onZas7RbojOr5blBK2T0iYWFhJa4jNDQUXbp0wQcffICZM2fmXejUKaB9e/W5Jk2Cx6xZJT5feQkLC0PTpk2l/WPHjsHDw0OLLdI+3hNNFXU/dPkelyVXV1cIIXD+n3+03ZRyEx4ejtatWkn7Bw4eRJMmTbTYovJj+fp4bTehXImUOGRc3ynt69d/EzJja+01qBwpr+2Aq2tNbTdDJ1TTf5+0z8vLC46Ojli9enW+vciZJ05I37uPGlVRTSMiIiLSWQx+y4lCocD48eMRGRkJf3//XAGwUqnEhaAgAEC8pSUUdepoo5lEREREOoXDHsrR1KlTcebMGWzYsAGhoaHw9/dH3bp1ERERgTWrV+Ps/fsAAPOePbXcUiIiIiLdwOC3HCkUCuzYsQOLFi1CUFAQAgICpLzX7O1RI+t7eda4XyIiIiIqXwx+y5lCocCMGTMwZcoUnDp1CrGxsbCxsUH7O3eA995TF2rXTruNJCIiItIRDH4riEKhQOfOnV8kbNmi/mpsDDRrppU2FYW9vT0CAwM19nUd74km3g+qbOzs7DBt+nSNfaqi9I0gr9FCY5+otGSiOk/2WELZUyqVZqqzQrVoAVy6BHTqBISGlt95iKqJCvm91AEeHh7VfqozXVLdpzrTJcprO9Ckbk2+x1UAzvagDQkJwJUr6u855IGIiIiowjD41YazZwGVSv09g18iIiKiCsPgVxv+/PPF96+9pr12EBEREekYBr/akB38NmwI8EEMIiIiogrD4LeiqVTA6dPq7znkgYiIiKhCMfgtbyEhQM6ljcPD1Q+8AergV6lUlyEiIiKicsfgtzyFhABDhgAjRrwIgHOO923dWp03ZAgDYCIiIqIKwEUuylP//oC394vANjj4xZAHCwtg/nxg61Z1mf79tdVKIiIiIp3B4Lc8KRRQrl+PuKgoOISEICoqCvYPH0IGACYmLwLf4GBAodB2a4mIiIiqPQ57KCdKpRJz586Fa716qHX8OH4F4HD8OGS3bqkLPHnCwJeIiIiogjH4LQdKpRL9+/dHQEAADAwMEDBnDjJ//hn3nZ2lMmHW1lCuX8/Al4iIiCqFn376CS1btoRCocCsWbPyLadSqfDpp5/CysoKNWrUwJIlSyqukWWAwx7KwcKFC7Fv3z6MHDkSq1evhkKhUD/w9uWXUpnbcXHY9fXXmBYYqMWWEhEREak5OTlh1qxZ2Lx5c4Hlli9fjtDQUNy4cQPx8fHo3LkzmjVrhm7dulVQS0uHwW8ZUyqVCAoKgqurq2bgO2IEcO0aAECYmuLtpCSIhQuh/OwzKExMtNxqIiIiqi6ioqIQHR2dZ569vT0cHBzyzOuf9fD9vn37Cqx/48aNmDx5MhwcHODg4ID3338fGzZsqDLBb6Ub9hAWFoaOHTvCwsICTZo0QWhoqJS3fv16ODs7w8LCAqNHj0Z6erqUFxERAS8vL5iYmKBly5a4dOmSlFeR3fOnTp3CkydP4O/vrxn4hoQAhoYAANlbbyHcwwN9U1MR17u35jzARERERMXQt29feHh4SFvTpk3z3Tp06FDq84WHh6NZs2bSvqenJ8LCwkpdb0WpVD2/SqUS/fr1w8cff4xjx47h2LFjGDx4MK5fv45Hjx7h//7v/3Do0CG4u7tj0KBBmDt3LubOnQsAGDZsGHr16oWjR49i3bp1GDBgAG7cuAF9ff0Sdc9nZmbm+4Ms6L+m2NhYAEC9evU0A9+33gL27FEXatsWF3v1wlVfXww5flxdhg++EQHIv8ciLS0N+vqV6i2LiKhSiIiIQPi/1yAztAAAiIzUfMvGxcWV+nyJiYmwsLCQ9i0sLJCYmFjqeitKper5vX79OuLi4vDxxx9DT08P3bt3xyuvvIIdO3Zg8+bNGDRoENq0aQNLS0vMmDEDGzZskI4LDw/HtGnTYGRkhHHjxkGlUuHEiRMANLvnGzRoIHXPFyQ2Njbf/5qCgoLyPc7GxgaA+oWInTvVga+3N+Dr+6JQq1aIiIzECABRnTqpy+zcWYo7R1R9BAUF5fl7FxERIf1zSUREmmSGljBoOhQGTYdCz96jXM9lZmaGhOzVagEkJCTAzMysXM9ZlipV8AsAQohc+2FhYXl2sUdGRiIxMRHh4eFwd3eHYdawguz87J7biuye9/LygqOjI1avXg1l//7Ar7+qe3Wzh2HIZFA2bYrVq1fD3skJ1vv2qct4e5dLe4iIiEgHyACZXA8yuR70HT1h0PSdXJvM0ELqpCuNJk2a4MqVK9L+1atX4eFRvgF3WapUwW/Dhg1hZWWFxYsXQ6lU4sCBAzh+/DiSkpLy7GIH1F3vL+dl52d3wVdk97xCocD48eMRGRkJf39/dQCsUAB//w0AEA0awO///g+RkZEYP368+mE3Br5ERERUKjLIFQaQKwygZ2IFfUvHXBvk+tDT08u3hoyMDKSmpiIzM1Pj+5f5+Pjgm2++QXR0NG7duoVVq1Zh5MiR5XlxZapSDaBTKBTYuXMnPvroI8yfPx+tW7fG0KFD4ezsjKdPn+bqYgfUXe8vd79n52d3wZeke97GxgbHjh3LM8/e3r7AY6dOnYozZ85gw4YNCA0Nhb+fHyafOgVjADsfPMDGGzfQp08fTJkypcB6iHTR+PHj4Z3HP4T9+vXjmF8ionzIZDLI5fkHttllCjJv3jzMnj1b2p8/fz7WrVuHevXqoVevXlLH4bhx43Dz5k00aNAABgYGmDp1apWZ6QGoZMEvADRr1gzHjx+X9tu1awcfHx+kpKTk6mJ3dXWFmZkZmjRpgps3byItLU0a+nD16lVMnDgRwIvu+eyhD0XpntfT0ytxF75CocCOHTuwaNEiBAUFYUVgIGZm5V3U08PcuXMxZcoU9WwQRKQhe+qcl+Uc1kRERC+TQa5vUGiZgsyaNSvfxS1yfmIul8uxdOlSLF26tHhNrCQq1bAHALh8+TJSU1ORnJyMr7/+GiqVCm+++SaGDx+Obdu24fz584iPj8f8+fOlLvaGDRuicePGWLhwIdLS0rBy5UrIZDJpOg9tdM8rFArMmDED9+7dw4GsGSkAYObOnZgxYwYDXyIiIio7MkAmlxe4FRL76oxKF/yuW7cOjo6OcHR0xF9//YWdWbMgeHp6YvHixejbty+cnZ1Rs2ZNzJgxQzpu8+bNOHToEKysrPDTTz9h+/bt0kek48aNQ6dOndCgQQO0a9cOEydOrLDueYVCgaZpaeodmQz6bdpUyHmJiIhIl8ikB97y2xj9qlW6YQ9LlizJdxEKX19f+OacMiyH+vXr49SpU3nmab17PuthNzRsCJiba6cNREREVG3JZIUPeyhszK+uqHTBb7UjBHD+vPr71q212xYiIiKqtmQFzORALzD4LW/37wPZq1W1aqXdthAREVH1VISeX7DnFwCD3/KX3esLsOeXiIiIyknhU51xzK8ag9/ylj3eVyYDWrTQalOIiIioepJlrfBWWBmqhLM9VGkhIYBSqZmW3fPbqBFgaKguQ0RERFSm1MMeCtrY86vG4LeshIQAQ4YAI0a8CIBzPuzWsqU6b8gQBsBERERUtmRFmOqMXb8AOOyh7PTvD3h7S4Gtcv16/L17N16PiQEAqK5ehfzSJXWZ/v21104iIiKqhmSQK0q3wpuuYPBbVhQKIDgYKpUK8pAQ7P/tN2xMTUV2H6/80iWEe3igwfr1XN2NiIiIyhTH/BYdhz2UISWA/klJ+BVA39RU/GRrK+XtNzZG87AwDBgyBMqXxwUTERERlQpXeCsqBr9laOHChfjtwAEc8PGBql8/2P33nzrD3BzdY2IwfORI7N27F4sWLdJuQ4mIiKh6kQF6+voFbox91Rj8lhGlUomgoCC4urpixYoVkMtz3ForKygUCqxevRqurq4ICgpi7y8RERGVKZlcVuBGagx+y8ipU6fw5MkTjBk9GgpfX2DHjheZ9+8DI0ZAAcDf3x+PHz/GqVOntNVUIiIiqmZkkEEmK2Rj1y8APvBWZmJjY6EPwOfAAeDMGaBjR+CPP9SZHTtKs0DU69NHKk9ERERUJmSAnn4hfZqMfQEw+C0zthYWCAbgduaMejqz1q1fBL+bNgGTJgEhIWgRHg59ADY2NtpsLhEREVUzHNpQNAx+y4hXdDT0AewxMUHP9euhGDdOnWFvDzg7S9OgNdm2DaOtrODl5aXV9hIREVH1IZMBenoF9/xyqjM1jvktI/rDhmHrkCEYkJwM/3HjIC5fVmc0awbIZFAC8DMygjcA10mTONcvERERlaGCH3ZT9woz+gXY81um+m3ahJ5JSQjesAErARgC+FehQMicOVizZg0iIyPRp08fTJkyRdtNJSIiompGzmEPRcKe3zKkUCiwY8cOLPvoIxhmpX114AACAwOhVCoxd+5c7Nixg72+REREVKZkMkCuJytw47AHNfb8ljGFQoGx7doBP/wAAHj3q68wqk0beHl5MeglIiKicsOe36Jh8FserlxRf5XL0fXDDwFjY+22h4iIqAoRqfGQGVmWOF8nyQA5pzorEg57KA/ZD7u5uzPwJSIiKobMxxeQcX0nVPH388xXxd9HxvWdyHx8oYJbVrnJIINcVvDGRS7UGPyWh+zg19NTu+0gIiKqQkRqPFRRlwGhQubd33MFwKr4+8i8+zsgVFBFXYZIjddSSysnLm9cNAx+y1p8PBAZqf6+WTPttoWIqqSYmBh89NFHcHFxgYWFBTw8PPDVV18hMzNT200jKlcyI0vo1e4KyOS5AuCcgS9kcujV7sqhDzllrfBW0MaOXzWO+S1r2eN9AQa/RFRsUVFR8PLyQufOnXHmzBnUrFkTly5dwsyZM/HZZ5+VyTkyMjIQHh6eZ56dnR0cHBzK5DxEJSG3dAFqd5UC3cy7v0PYNIAq9qZG4Cu3dNF2U0tEKFOAjNTcGarMUv+DK+N0DkXC4Le0QkKA/v2B7Jkcsoc8AOrgV6kEdu5UL3lMRFSIDz/8EC1btsSqVauktObNm2P37t1ldo64uDi0btUqz7xp06djxowZZXYuopJ4OQBW/XddnVHFA18AUMVcg+rpxTzzYmNjS1yvTKbuMC+sDHHYQ+mEhABDhgAjRqiDXACZFy8CAJTGxjh+8yZUw4apy4SEaLGhRFQVREREYNu2bZgzZ462m0KkdXJLF8htGmim2TSo0oFv+ZIVPuyB4x4AMPgtnf791T26ISFQDRuG+bNm4fz69QCAcykpeNqjB+TbtiHcwwPKPn202lQiqvyOHj2KBg0aoGHDhnnmh4aGws3NDd26dUPnzp2xadMmKZ29tVTdqOLvq4c65EyLvZnvLBCkHvZQ0EZqHPZQGgoFEBwMlUoF+bZtaLBtGxpnZXk6OKBdVBT2mJhgQFgYeg4ZwtXdiKhAUVFRcHZ2LrDMu+++i3nz5iE1NRWDBg3KN1AuiLW1NQ4cPJhnnp2dXbHrIyprLz/cJs8x5jfz7u9AFR76ILdrBLlV7VzpGXeOwsbGpsT1yrIeeCusDLHnt/QUCnzZtCl+BTAEgHlWsnlUFODtjZ7R0Rg+ciT27t2LRYsWabGhRFTZubq64v79ovVqGRkZYfLkySUaC6yvr48mTZrkufFhN9K2vGZ10HNpl+8sEFWNTGEMmbF1rg1yPejp6ZWqbj25rMCN1Bj8lpJSqcSyFSvwhYsLVK+++iKjY0cgOBgKExOsXr0arq6uCAoKgjJrbDAR0cvefvttxMfHY/78+UhOToZKpcK5c+fwf//3f3mWr1mzJp48eVLBrSQqPyI1Plfgm93DK7d0yRUAc57fF2SywoNf9vyqMfgtpVOnTuHJkyd47733IH/+/EWGhYX0rUKhgL+/Px4/foxTp05poZVEVBVYW1vj6NGjOHnyJFxdXWFnZ4cJEybAM58Fcx4+fAgnJ6cKbiVR+ZEZWULu0CzfWR1yBsByh2ac5zcHGWQw0JcXuHGFNzWO+S2l2NhY6APwOXAAyJ4308gI2LNHPQtEcDCgUKBu3bpSeSKi/Hh4eGD//v2FlktNTcWSJUsQGBiIxMTECmgZUcXQc3oFcuu6+Qa2cksXyBr2Z+D7sqye38LKEIPfUrO1sEAwALczZwBrayAuDnj9dcDO7sX0ZsHBuH37NgCUajA7EdHGjRtx+vRpZGZmwt/fH61bt0ZoaCiCg4Px119/AQA+/fRTvPXWW1puKVHJFRbYMvDNTQbAsLAH3iqmKZUeg9/SUCrRYflyyAHsMTZGn7Q09QurSRNgyRJ1mZAQqFQqrD97Fk5OTvDy8tJig4moKuvcuTPu3buXZ/qdO3e00CIiqixkRej55ZhfNY75LY2dO6V5fD9OSYEsOVmd3rjxi2nQBg2CfNs2tLx/H+PHj+dUZ0RERFQOZNCTywvcCuv7jY6ORp8+fWBqaoqGDRvi6NGjeZbz9fWFoaEhzMzMYGZmBg8Pj3K4nvLDnt/S8PYGfv0VDfr0gU+XLsDZswCAjX//DXlwMCIiIvDz2bNoCSClTx9MmTJFu+0lIiKiakkmAwyyhj2kxMciJSEuVxlVRjoyM/PvhJswYQIcHR0RHR2NI0eOYMiQIbh582aeQzZnzpxZZRfXYfBbWt7eUAAIHDpUCn4/X78eT7JWenNyckLzuXMxZcoU9voSERFRuZDhxbCHfw//ivMhK/IsF6uyzzM9MTERO3fuxO3bt2FiYoK+ffvC09MTu3btwujRo8ur2VrB4LeM6N24AQAQFhb4ZedOxMbFwcbGBl5eXgx6iYiIqNzpZQ3qlZfg0babN2/CzMxMY5VJT09PhIWF5Vl+yZIlWLJkCRo2bIgvv/wSnTp1KlmjtYDBb1n5918AgKxxY3Tu0kXLjSEiIiJdIpPJpGEPJVnNLTExERY51igAAAsLC/z333+5yn7yySdYsmQJTE1NERISgr59++Ly5ctwc3MrWeMrGIPfsnLtmvpr48babQcRERHpHBkA/aygt2Wfd9C4Q89cZXbM+wg2liZ5Hm9mZoaEhASNtISEBJiZmeUq+8orr0jfjxgxAhs3bsShQ4fw/vvvl+IKKg6D37IQGwtERam/b9RIu20hIiIinZPzgTcDO3tY2+Ue26tvYAA9Pb08j2/QoAESExPx8OFD1KpVCwBw9epVjBw5stBzy+VyCCFK0fqKxanOykLWkAcA7PklIiKiCpf9wFtBW0GDIczMzNCvXz8EBgYiJSUFe/bsweXLl9GvX79cZbdt24akpCRkZGRgy5YtOHHiBLp3715u11bWGPyWREgIoFS+2M8e8gDgYGQkjh85goxfftFCw4iIiEgnyQoOfPXkskJXuQgKCsKjR49ga2uLiRMnYsuWLbCxsUFwcLDGXL5LlixBzZo1YWtri8WLF2Pnzp2oW7dueV9hmeGwh+IKCQGGDFHP8RscDCWAv9euxesA0gD0++gjbID6xm7duRP9Nm3ibA9ERERUrmR4MeyhoDIFsbe3x759+3KljxgxAiNGjJD2T548WYIWVh4Mfourf3914Ju1bPGgpCR88OefAIB4e3tcr1sXbmfOYI+JCYb9+it6JiVhx44dDICJiIio3HB546LjsIfiylq2GN7ekG/bBp8DB9DG1BQA4GBoCLczZwBvb/SMjsbwkSOxd+9eLFq0SMuNJiIioupMBvVUZwVtBY/61R0MfktCoYBy/XrsNjLCEAD2SUnq9AcPpOEQChMTrF69Gq6urggKCoIy5xhhIiIiorIkK/yBN8a+agx+S+jU2bMYlJqKO3XqvHgttW6t7hXOGuKgUCjg7++Px48f49SpU1prKxEREVVvMqhXeCtoY+yrxjG/JRQbGwsAMM85gMbcPFe57Kcfs8sTERERlQdFCVZ200Xs+S0hWwsLBAOwu337ReKxY8CIERrToN3OyrexsangFhIREZGukAGQy2UFbgyN1djzWxJKJTosXw45gPt6enDJzAQcHIBOndRToQHSNGirV6+Gk5MTvLy8tNliIiIiqs5k6mEPhZWpam7fvo3z58/j+fPnGunvvfdeietk8FtcSiUwYgTk27Yh3MMDsWFhcAGgatAA8uBgdZmsadDGGBkhMjISc+fO5VRnREREVG5kkBU67KGq9f0uX74cH374IWxsbGCaNbMWAMhkMga/FWrnTnXvrrc3Gqxfj+c2NkBaGrZevIjrCxeiXp8+aB4eDo9t25AIoE+fPpgyZYq2W01ERETVnLyajfn98ssv8euvv2LgwIFlWi+D3+Ly9gZ+/RXo3x+K1FTYpKUBAG7LZAgICACgvqmjrazQfNIkTJkyhb2+REREVK5kssIfeKtqi1zEx8eXeeALMPgtGW9v9dewMClp8vLleK1WLcTGxsLGxgZeXl4MeomIiKhCyADIC4luq1jsiz59+uD48ePo1KlTmdbL4Lc0bt2SvtVv3BidW7bUYmOIiIhIlxW2vHFVY29vj/79+2PQoEGoWbOmRt6cOXNKXC+D39LIEfyiXj3ttYOIiIh0mgxFGPZQMU0pM5cuXUKLFi0QERGBiIgIKV1WyvEbDH5L4+ZN9Vd7e8DSUrttISIiIt0lkxU67KGqDfo9duxYudRbKRe5+Oqrr+Di4gJzc3O88sor0txuCxcuhL29PWxsbPD5559DCCEdc+7cOTRr1gwmJibo1KkT7t27J+WlpKTAx8cH5ubmcHV1xS+//FI2Dc3q+VXVq4fQ0FBs374doaGhUOZY5IKIiIiovMkAKPRkBW5VK/R9ISoqCn///TeioqLKpL5K1/P7448/4sCBAzh16hRcXFxw5coVGBgYYN++ffjxxx/x119/wdTUFG+88QYaNmwIPz8/pKWlYeDAgQgMDISPjw/mzp0LHx8fnDhxAgAQGBiImJgYPHz4EOHh4ejVqxdatmyJhg0b5tuOzMxMhOV4oA0ALA4eRELXrrCvWRMODg4Qt25BBmDrxYsY2qUL9AH0BzDcyQnjxo3D1KlT+dAbUTFFRUUhOjo6V3paWhr09SvdWxYRUaUgQ+GLXFS14DchIQGjRo3Crl27AKiHO/Tt2xfr16+HZSk+cS9Rz29aWhrWrFmDPn36wMHBAQqFAg4ODujduzdWrVqF1NTUEjUmMzMT8+fPx6pVq+Dq6gqZTIZmzZrB0NAQGzduxAcffIB69erB0dERkyZNwoYNGwAAoaGhMDQ0hL+/P4yMjDB9+nScP38ed+7cAQBs3LgRM2bMgIWFBV577TX069cPmzdvLrAtsbGxaNq0qbTNatoULpMmIeyVV7D8hx+gfPYMskePAAD3DQ0xLzAQt159FSEA+imVCAgIwIABA9gLTFRMQUFBGr972VtERARiY2O13TwiospJpp7toaCtqkW/n3/+OeLi4vDPP/8gISEB58+fR3x8fKnXTyh28Pvzzz/Dzc0NK1euROvWrfHTTz9h//79+Omnn9C2bVusWbMGtWvXlgLT4njw4AGSk5OxdetW1KhRAw0bNsSqVasAAOHh4WjWrJlU1tPTU+qZfTnPxMQE9erVQ1hYGOLi4vDkyZN8jy2qnQB+BTAEwKDt27F+6lQp75MlSzA9PBxuZ84A3t74/t49jBw5Env37sWiRYuKfR+IiIiIiqM6DnvYt28ftmzZghYtWsDMzAwtWrTA5s2bsXfv3lLVW+zPELdt24ZDhw5pBJPZBg0ahFmzZuHy5cuYOXMmRo4cWay6Hz58iPj4eNy4cQN3797FzZs30a1bNzRq1AiJiYmwsLCQylpYWCAxMREAcuXlzM8uY25unuexRZUBYETW90PCw5Gc/bAbAP3Nm4EjR9Tz/wYHQ6FQYPXq1QgNDUVQUBAXuiAiIqJyV9iwh6omJSUFVlZWGmlWVlZISUkpVb3FDn53795daJlmzZpJ4zOKw9jYGAAQEBAAY2NjNGvWDO+88w727dsHMzMzJCQkSGUTEhJgZmYGALnycuZnl3n+/LkUIOc8Nj82NjZ5P2WoVOLBhAlo8+efL9JyBL7ICnIVCgX8/f0REBCAU6dOoXPnzsW6F0S6avz48fDOXkgmh379+nHMLxFRPmQyde9uYWWqkjZt2mDmzJlYuHAh5HI5VCoVZs2ahdatW5eq3lL9JTl27Bj279+PpKQkNGrUCMOHD4etrS3Gjx+PoKCgYtfn7u4OAwMDjR9O9vdNmjTBlStX0LdvXwDA1atX4eHhIeXlPF9KSgoiIiLg4eEBa2trODo64sqVK/Dy8sp1bH709PTyLbPjk0+g/PNP1MlOGDBAI/DNVrduXQDgOEWiYnBwcICDg0OudENDQy20hoio6ih0qrMqZvHixejevbs05DYyMhL6+vo4fPhwqeot8VRnvr6+6N69O7Zv346zZ89i+vTpaNy4Mf744w9s2rSpRHWamppi8ODBmD9/PtLS0vDvv/9iy5Yt6N27N3x8fLBixQrcvn0bT58+xeLFi6VhFZ07d0ZKSgrWrl2LtLQ0zJ8/H61atUKdOurw1MfHB/PmzcPz589x9uxZ7Nq1C8OHDy/ppcPGxgYmRSh3+/ZtqTwRERFReZFBPY1vgZu2G1lMjRo1wrVr17B06VJ4e3tj6dKl+Pfff9G4ceNS1Vuint/ly5cjNDQUZ86ckbqek5OT8e2336Jv375IS0srcYN+/PFH+Pn5wc7ODnZ2dpg7dy46dOgAABg3bhzatm2LzMxMvP/++3jvvfcAqHuEduzYAT8/P0yYMAFt2rTRCMDnzJkDf39/ODk5wdraGsuWLStwmrMCKZXosHy59F+DqFkTsh07gBEjNHp/lUolVq9eDScnJ6nHmYiIiKi8VLcxv4B6aOuwYcPKtM4SBb8rV67EihUrNMZcmJiYYObMmTAxMcFnn31W4gZZWVlh27ZteeZ98cUX+OKLL/LMa9OmDS5fvpxnnrGxMYKDg0vcJolSCYwYAfm2bVDJZJALgf1WVnjz9dchDwlRlwkOhhKAn58fIiMjMXfuXD7sRkREROWukNWNq4T58+dj+vTpANTPgOVnzpw5JT5HiYLfmzdvokuXLnnmTZw4EW3atClxgyqtrMAXISHAW29BvmcPAGBPeDg+ev4cv3l4oElICMLCw9E3IQG3799Hnz59Sj0XHREREVFhsoc2FFamsjt16pT0ffZiZS8r7YN7JQp+5XI5UlNTYWBgkCtPqVRqLC1cbezcqQ58vb2B8eOBrOC3w7vvYueRI2geFoZgAEPCwtDNygqj587lFGdERERUYarDsId9+/ZJ3+c561YZKNEDb23atMl3hbSJEyfC19e3NG2qnLy9gV9/VY/rffBASh72xRe4d+8eDh87BsWWLQgLDMSPUVGYMWMGA18iIiKqEDKohz0UtFW10Hj8+PF5pn/44YelqrdEPb9TpkzBgAEDkJqaiiFDhsDa2hqXLl3Cl19+iWvXrlXfKYmy5x69e/dFmpsbFAoF5/ElIiIiraoOPb85bdq0Kc+pczdv3oxly5aVuN4SBb9vvPEGfvjhB3z66aeYNGkSAEAIgY4dO+L3339Ho0aNStygKuHOHfVXBwcoFQqcCg1FbGwsbGxs4OXlxR5fIiIiqnDVJfbNnipWCIE7d+5ACCHlXb9+HUZGRqWqv8SLXIwePRqDBw/GyZMnkZCQgEaNGqF58+YAgGnTppWqUZVOSAjQv/+LRSyyen4fKhRo7eqKmCdP0B/AVgBOTk4YN24cpk6dyiCYiIiIKoQMhY9lrSqxcf369aWH2urXry+lCyGgp6eHBQsWlKr+Uq3wZm5ujl69euVKz286siopJAQYMkRj+WJx9y5kAE48fAgTFxdc8vBAk7AwbB0yBJP++gsBAQE4c+YMduzYwQCYiIiIyp8M0CtsrrMqEv1m9/Y2bdoUYWFhUrpcLoe9vX2pe36L/cBbixYt8Ntvv2l0QeckhMDu3bvxyiuvlKphlUb//urANyREPdVZaipUWT2/5k2a4GbbtmgSFgZ4e2Pwpk24desWRo4cib1792LRokVabToRERHpjsJWeKsq3NzcULt2bSQmJsLNzU3aXFxcSh34AiXo+f3xxx/x8ccfY9y4cejWrRuaNm0KS0tLxMfHIywsDEePHoWDg0OpBiJXKgqFuscXAEJCoEpMhJ5KBQDoZWgI+bZtGr3CCgCrV69GaGgogoKCON0ZERERlTsZZIU+8CarKl2/OcTExODMmTOIiorS6HjNXuW3JIod/Hp5eeH8+fM4duwYtm/fju3bt0sPe7Vq1Qo///wzunbtWuIGVUo5AmBpJTcA8gsXNALfF8UV8Pf3R0BAAE6dOsWZIIiIiKjcVYcV3nI6duwYBgwYAJlMhufPn8Pc3ByJiYlwcXGp2OA3W5cuXfJd5a1aygqA486fh3XWU4h4441cgW+2unXrAgBiY2MrspVERESko6pZ7IsvvvgCEydOREBAAKytrREXF4epU6fCxcWlVPWW6oE3XWSQkfFix9g433LZ03TY2NiUd5OIiIhIx8lQ+ANvVS04vn79urTEcfaQh5kzZ6Jp06aYMGFCiest0QpvOkmpBEaMgGlkJAAgHQB271Y/BKdUvlRUidWrV8PJyQleXl4V31YiIiLSLYWs7iaXodDoNzo6Gn369IGpqSkaNmyIo0eP5lkuJSUFPj4+MDc3h6urK3755Zeyvx6oh5FmB72WlpaIiYmBgYEBoqOjS1Uve36LIivwRUgI4OgIPHmCMABKNze0zR4DnDX8QalUws/PD5GRkZg7dy4fdiMiIqIKkR3bRkdFISYmJld+WmoaDAzyj0smTJgAR0dHREdH48iRIxgyZAhu3ryZ61PswMBAxMTE4OHDhwgPD0evXr3QsmVLNGzYsCwvB82aNcOJEyfQrVs3tGvXDh9++CHMzMxKvZgag9/C5Ax8vb2B8HDgyROkOzig/b172GFigrdCQnDv3j1sfPNNrFq/HpGRkejTpw+mTJmi7dYTERGRDsg57GH16lVYMH9+nuXs7e3zTE9MTMTOnTtx+/ZtmJiYoG/fvvD09MSuXbswevRojbIbN25ESEgILCws8Nprr6Ffv37YvHkzZs+eXabX9N1330nff/XVV3j//fdx7949/PTTT6Wql8FvYXbufBH4BgcDWS+a1gMGINDZGeN//BHJyckYcvYsLp09C6WTE+bOncspzoio0vr3zmNYvj5e282gMhB/OkjbTaAy0qrlX6WuQ5Y1RECWz1oMBbl58ybMzMzg7OwspXl6emosMgEAcXFxePLkCZo1a6ZR7vTp0yVsdf48PDyk711cXHDgwIEyqbfYwe/27dvRrl07ODo6lkkDKj1vb+DXX9WLXaSmAvHx6nRnZ7Rv3x7u7u54cv8+/nzwABP69cNmLy8GvURERFSxhIBMlfVQvlAV+/DExERYWFhopFlYWOC///7LVQ5Qr/Kbs1x2emllTxhQmOxZtUqi2MHv8ePHMWXKFHh6euKDDz5Az549S3zyKsPbW/311i0p6ZNvvsGPM2dK+05OThhnY8MH3IiIiEg7soLeD973w6AB/XJlDx46HAoDgzwPNTMzQ0JCgkZaQkICzMzMcpUDgOfPn0vBcl7lSqp+/fqQFbBYhxACMpkMmZmZJT5HsYPfjh074osvvkBycjKOHj2K2bNnIzAwsMQNqNRCQtQ9vlk9uRl37kg3LMrQEPMCA9ExLg6hdnZYvXo1AgICcObMGezYsYO9v0RERFSxsoY7ONjZwcHOLle2oaEhZPK8J/pq0KABEhMT8fDhQ9SqVQsAcPXqVYwcOVKjnLW1NRwdHXHlyhWpw+/q1asaQxRK486dO2VST0GKPdXZH3/8gY4dO2Ly5MlwdXWtvoFvQgIwZIjGVGb7Vq2SsoOPHMH08HB0+P57zGzUCLdu3cLIkSOxd+9eLFq0SFutJiIiIp2kHvZQ0AbkPxbYzMwM/fr1Q2BgIFJSUrBnzx5cvnwZ/frl7kH28fHBvHnz8Pz5c5w9exa7du3C8OHDy+Qq3NzcirSVRrGD3++++w43btzAN998g8jIyDJ/sq/SMDdXD3cICQFGjIAyORnXjxyRshWzZ794EK5/fygUCqxevRqurq4ICgqC8qW5f4mIiIjKlVAVvBUiKCgIjx49gq2tLSZOnIgtW7bAxsYGwcHBGj27c+bMgY2NDZycnDBo0CAsW7aszKc5y/bLL7/gjTfekB6wO3HiBHbu3FmqOks028PevXvRp0+fUg02rvRkMvXsDgAQEoK4qCjYZA/mNjQEtm17MQNE1hAHhUIBf39/BAQE4NSpU+jcubN22k5ERES6RQhAlVF4mQLY29tj3759udJHjBiBESNGSPvGxsYIzo6RytEPP/yAb775Bh988IH0qbqNjQ2mTJmC/v37l7jeEq3w9vbbb2Ps2LElPmmVoVCog1tvbzgcP463stPT0nIFvtmy/yGIjY2t2LYSERGRblOpCt6qmGXLlmH//v2YNm0a5FljlRs1aoQbN26Uqt4SBb8KhQLbtm3D559/nmd+jx49StWoSiUrAI7u0AE1stOcnPIMfIEXU3S8vBoKERERUfkRkAlVgVtBY34ro+joaDRp0gQANGaAECWYxzinEgW/hoaGOHDgAFasWIH5eawg8tdfpZ+oubKxzRHMCiOjPMsolUqsXr0aTk5OnPKMiIiIKo4AoMoseKtasS/c3d0RGhqqkXb8+HE0bty4VPWWKPgFgFatWmH37t1YsGABfvzxx1I1olLLWt5YvmuXlCS7cweqYcOkWSDUxZTw8/NDZGQkxo8fz6nOiIiIqAKJIjzwVrWi34CAAAwYMADTp09Heno65s2bh2HDhiEgIKBU9ZY4+AWATp06ISQkBJMmTcLGjRtL1ZBKKSvwRUgI0KuXlHwWgHzbNoS/8go2//wz5syZg/r162Pjxo3o06cPpkyZor02ExERkc6RAYUOe8h/6YjKqXfv3ti+fTuuXr0KV1dX/P7771i5cmWph9eWaLaHlxv2888/Y9SoUTA3N0f//v1LPRajUhDiReDr7Q2MGwfs3w8AiPDxwZOtW9E3LAxXfX0xF4C9kxPmzp2LKVOmsNeXiIiIKlgRZnuoQj2/SqUSn3zyCRYvXowuXbqUad0l6vl9ObgdOnQofvjhBwwfPhyHDx8ucFm6KuP58xeBb3AwEB0tZQ3+9FOY7tiBMA8PDAFwfsYM3Lt3DzNmzGDgS0RERNpRynl+KxOFQoH//e9/MMrnOavSKFHP77p163Klvf/++0hISMCAAQOQnp5e6oZVCps3A4MHq2d1ePRISm7RuzduREVhEIBMAKfWrME4AwNMnTqVwS8RERFVPCEgyyzdPL+VTc+ePXHw4EH07NmzTOstUfA7ePDgPNMnTZqE+Ph4zJs3r1SNqhQePAB27FAHvwAyHzyAHoB0AKkGBrjk4YEmYWHYOmQIzv71FwICAnDmzBns2LGDATARERFVvCoW3BbGzs4OgwcPRt++fVGnTh1prl9AvcpcSZV6zO/L5syZg4EDB5Z1tRXPwkI97AEAgoMRduQImgFIMDHBzVdfhTxrhbfBmzahHwB/f39s2LABixYtwowZM7TZciIiItJFVWxoQ2GuXr2K1q1b49GjR3iU4xP40g6vLZPgt2vXrti1axfMzc0BAC1atCiLarWrVi2gZ08gJAQqlQrx4eEAAFsjI8heWtpYAWD16tUIDQ1FUFAQH3ojIiKiiiUEZKVc3rgyyczMxKJFi9CiRQsYGBiUad2lmuosW2hoKJQ55rytFmQyaWlj+bZtaJ51fbLY2DyXNlYoFPD398fjx49x6tQpbbWaiIiIdFU1euBNT08PXbp0KZfOxDIJfqutrKWNH776Kiyy0+rWzXdp47p16wIAYmNjK66NREREREJAZCgL3KpSzy8ANGjQAI8fPy7zest8zG91ZKin92KngCk3bt++DQCwybEUMhEREVH5E+oljAsrU4V8/PHHGDp0KAIDA1G7dm2NB96yOxxLgsFvQbJWeLP7888XaeHh6sUvXur9VSqVWL16NZycnODl5aWFxhIREZFOKzT4rVr8/f0BAD169JAechNCQCaTITOz5NfK4Dc/OVd469YNOHoUAHDD3h7uOWaBgEIBpVIJPz8/REZGYu7cuXzYjYiIiCqWEBCFPX9VxYY93Llzp1zqLZPgt1qs6Payhw+Bf/9VP9w2bJgU/I6KjsYXhoboGxKCK1euYPugQVi7cSMiIyPRp08fTJkyRcsNJyIiIp1UzXp+3dzcyqXeMnng7eXljquFhIQXszr895+UHG9igkFpafgVgOe1a7g6fz7i4uIwa9YsLnBBREREWiGK8MBbVYzXdu/ejd69e6Np06bo3bs3du3aVeo6yyT4HTVqVLmsvaxVtWpJwxoyc0ysnGFri5kzZkDVvz+WtmuHPxwc8Pz5c5w7d06LjSUiIiLdJiBUmQVuVe2Btw0bNmDEiBFwd3fH2LFj4e7ujpEjR+Lnn38uVb1lMuxh3bp1ZVFN5fL8ufTt+X370BZAskKBsGvXoPD1BXbuBH79FRP69+fqbkRERKRdAoUPe6hasS+++eYb7Ny5E926dZPS+vbti08++QSjRo0qcb2c5zc/CQnAiBFQJifj8aVLAABjV1d14BsSoh4S0b8/FAoFVq9eDVdXVwQFBVW/xT6IiIio8st64K2grao98BYZGYmuXbtqpHXu3BmRkZGlqpfBb34sLICQEMT17g2r1FQAgOzZsxeBb46pzri6GxEREWlX1jy/BW1VrOvXxcUFx48f10g7ceIEnJ2dS1UvpzrLT61aQM+ecAgJgTSa+b//8lzaGODqbkRERKRl1Wy2h0mTJqFfv37w9/dHvXr1EBERgbVr1+Lbb78tVb0MfvMjkwHBwYh+8gT2J06o0+rUyXdpY67uRkRERFqTNdtDYWWqEl9fX5ibm2PVqlU4cOAAXFxcsGrVKgwePLhU9TL4LYSttbX0vTAwQIZSiVOnTiE2NhY2NjbSam5c3Y2IiIi0qpr1/G7cuBGenp44cOCAlHbhwgUEBwdjxIgRJa6XwW9+slZ4k+/eLSXJrl/HfhsbDEpLQ0ZWmqOjI2rUqMHV3YiIiEh7qmHP7+zZs3Hy5EmNNCcnJ3h7ezP4LRfZK7z17AkcPAgAOA2gb1oaDjs4YNuAAQi7cQN//PEHnjx5AgcHB0ycOFG7bSYiIiIdJYrQ81u1gt+oqCg4OjpqpDk6OuLp06elqpezPeQne4W3zz+XkjbWrYvdRkboHBWFYStW4MSxY3BwcECLFi0QFRWFxYsXa7HBREREpLMEIDIzC9yqWOwLJycn3LhxQyPtxo0bcHBwKFW9DH7zo68PrF+PjOhoKem7//0PvZ48Qaq9PdoBuD14MO7du4ezZ89ynl8iIiLSIgFkKAveqlj06+3tjZEjR+LChQtISkrChQsX4OvriyFDhpSqXga/+cnIAHx9EfHnn1KSwt4eivffh1F0NPDaa3DZvBkKhYLz/BIREZFWCVH48saiio35nTFjBurXr49WrVrBwsICrVu3Rt26dREQEFCqejnmNz9Zi1w4uri8SJs0Cdi+Pc+5fjnPLxEREWmNAFTKjELLVCVGRkbYtGkTvvvuO9y5cwe1a9eGnZ1dqetl8JufrEUuLENCAACZMhn08gl8Ac7zS0RERNokIDJVhZapimxtbWFra1tm9XHYQ36yFrkQWUvo6QmBjL59cXzMGGz/7TeEhoZK43uVSiXn+SUiIiKtEipVgRupsee3ELIcD7Dt3bMHg3fvlub4dXJywpgxY3Dr1i3O80tERERaI4SAKr3gYQ9VbcxveWHwm5+sRS6QNZfcUwD9VCr8qlBgy9tvI0Mmw5EjRzB79mwAQO/evTFlyhQtNpiIiIh0lgBUmYXM88vYFwCD3/xlLXKRZmAAw/R03HF1RYyZGQaEh6PG9u3oBCADgLGxMVJSUtC2bVv2+hIREZHWcGhD0XDMb34SEqAaNAhJ6ekAgDa9e8Pj3DmIWrXQDsATd3eEHj6MmJgYuLq6YsWKFZzjl4iIiLQja9hDQVtZLG987tw5NGvWDCYmJujUqRPu3buXb9natWvDxMQEZmZmMDMzw9ixY0t9/rJQ6YLfMWPGwMnJCRYWFvD09MRvv/0m5S1cuBD29vawsbHB559/rjF2paAfRkpKCnx8fGBubg5XV1f88ssvhTdEXx8n33sPllm7etbWgK8vZA8fAs7OsL1xA53i4mBiYsI5fomIiEirhHjxwFtUQiL+fRSda0tTZiCzsKERBUhLS8PAgQPx8ccfIzY2Fu3bt4ePj0+Bxxw6dAiJiYlITEzE8uXLS3zuslTphj1MnDgRP/zwAwwNDXHu3Dl0794dt2/fxpkzZ/Djjz/ir7/+gqmpKd544w00bNgQfn5+0g8jMDAQPj4+mDt3Lnx8fHDixAkAQGBgIGJiYvDw4UOEh4ejV69eaNmyJRo2bJh/QzIyUHPKFOhl7aZs3w7j69cR37Mn0pYvh8O5c+ppz8A5fonKUlRUFKJzrKyYLS0tDfr6le4ti4iochACmVkPvK07eQmLj53Ps5i9nmGJTxEaGgpDQ0P4+/sDAKZPn44lS5bgzp07qFOnTonrrWiVrue3UaNGMDRU/2BkMhnS09Px8OFDbNy4ER988AHq1asHR0dHTJo0CRs2bACg+cMwMjLC9OnTcf78edy5cwcAsHHjRsyYMQMWFhZ47bXX0K9fP2zevLnAdqQZGqL+1avSvvH16/gVgN3Bgwhav14KfAHO8UtUloKCgtC0adNcW0REBP/BJCIqgMhUqTdV+TzZFh4ejmbNmkn7JiYmqFevHsLCwvI9ZvDgwahRowYGDBhQ4BCJilTpgl8AGD9+PIyNjdGmTRt07doVnp6euW64p6endLML+mHExcXhyZMn+R6bnwRzcxzLsf8ngBFQP+R29+5dzvFLRERElYh4MZ9vOU1plpiYCAsLC400CwsLJCYm5ll+8+bNuHv3Lm7evAlXV1f069cPqkrwUF6l/AwxKCgIP/zwA0JDQ3H16lXIZLJcNzznzS7oh5FdxtzcPM9jC5Jz7oacj7L9/PPPOHToEOf4JSIiokpBCEjz/Po0d0fvBq65yvhv+x1GBXxK3b59+3yfX5o+fTpsbW2RkJCgkZ6QkAAzM7M8j2nXrh0A9TLFixcvhqWlJSIiItCgQYMiXVN5qZTBLwDo6emhW7duWLp0KRo0aAAzMzONG57zZr+clzM/u8zz58+lALmgH1Q2u7Q0tM+x3wnAFn19rO3QAe3j47EwIoJz/BKVg/Hjx8M7x7CibP369eOYXyKi/Agh9araGBvCxjj32F4DPTn09PRypWc7efJkgac4ePAggoKCpP2UlBRERETAw8Oj0ObJZDLIZLJKsdBGpRz2kFNGRgZu3bqFJk2a4MqVK1L61atXpZv9cl7OH4a1tTUcHR3zPTY/sufP8ahmTWn/urs7BmZk4KdjxzD1n3/wRnw8jI2NAYBz/BKVIQcHB3h4eOTaDA0NC3zTJiLSaUJAla4scCvtcIjOnTsjJSUFa9euRVpaGubPn49WrVrl+bBbZGQkTp8+DaVSiaSkJHz22WdwdXVFvXr1StWGslCpgt/4+Hhs3rwZiYmJyMjIQEhICI4dO4aOHTvCx8cHK1aswO3bt/H06VMsXrwYI0eOBFD4D8PHxwfz5s3D8+fPcfbsWezatQvDhw8vuDH6+vj52TNpt+HJkxC1asEFQLKtLT7av59z/BIREVGlIPBiqrN8t1Kew9DQEDt27MDSpUthZWWFP/74A5s2bZLyx44dK83l+/z5c4wZMwbW1taoXbs2bt68id27d1eKToxK9RmiTCbDqlWrMH78eAghUL9+fWzevBktWrRAixYtMG7cOLRt2xaZmZl4//338d577wF48cPw8/PDhAkT0KZNG40fxpw5c+Dv7w8nJydYW1tj2bJlBU9zBgAZGeifkbVGtp4eMGGCNMevyYMH6Pj8OZA1x29AQABOnTqFzp07l9OdISKiwojUeMiMLEucT1SlCfVsD4WVKa02bdrg8uXLeeblnMfXw8ND41P3yqRSBb8WFhY4duxYvvlffPEFvvjiizzzCvphGBsbIzg4uFhtyTA2RuOUFPWOnh4QEoKoTp3w55gxaHDjBtz794cCnOOXiKgyyHx8Aaqoy9Cr3RVyS5dc+ar4+8i8+zvkDs2g5/SKFlpIVM5yzPNbUBmqZMFvZZLu4ID79+7BBQDS07HP0BD9jh9HxvHjAACnlSsxbtw4aaUUzvFLRKQdIjUeqqjLgFAh8+7vwEsBcHbgC6GCKuoy5NZ12QNM1U72sIfCylAlG/NbmRibmMBQJpP25XI5ZgUGIjg4GHPmzIFCoUBAQAC++uorzvFLRHm6e/cuZDIZzMzMYGpqCg8PDxzP+geayo7MyBJ6tbsCMrkUAKvi7wPQDHwhk0OvdlcGvlRNiReLXOSzMfxVY89vPmQPH8Ih6+OB/+RyvJmSgjevXgUaNgRmzsSkSZPg6emJ27dvo127dpztgYhyuXTpEjw8PHD16lUIITB9+nSMGTMG169f127DhAoiJS7vPH0jyBTGFdueMiC3dAFqd5UC3cy7v0PYNIAq9qZG4JvXkAiiihQVFYWYmJhc6WlpaaWLJQSQmZ5ZaBli8Ju/hAQkyGSwEAJ/qFQwMDZGn23bgG3bsHX7dkw6exaRkZEwMjJCWFgYlEolA2Ai0nDp0iW88op6fKlMJoOXlxdWrFih5VYByEhHxvWdeWbJa7SosmNiXw6AVf9l/ZPBwJcqkZUrV2LB/Pl55tnb25e8YoHClzVm8AuAwx7ylWligmdZPb91W7TQWI5PbN0KkZ6OuXPnYsqUKXjy5Em+K6IQke66dOkSWrZsCQB4+PAhFi1alOcCHlR25JYukNtorh4lt2nAwJeqPSEEMtMzC9wqwwITlQF7fvMhhED2gsmeiYlonpaGsCZNIAPgHR6OAYsXQ3/YMGkWCc72QEQvu3TpEg4dOoSZM2ciKSkJY8eOxXfffSflh4aGYtasWVCpVDA3N0d6ejqUSiUuXLgg9RiHhobmqvfgwYOYP38+5HI5WrRogW+++Yar32VRxd9XD3XImRZ7EzILFwbAVO2JTAa3RcF3y3zop6Qg+5EI+a1b+BXAiPBwAMBoKyu43LqFqUolbt++DYCzPRCRpsTERNy+fRuxsbGwsLDAN998g19++QUGBgYAgJiYGAQEBGDPnj2wsLDA3bt3IYRAnTp10L59+zyD3uzj5s2bh/3798PMzAxfffUVli9fjg8//LDojdM3gH79N/PJMyrmlVYeLz/cJs8x5jevWSCItGHMmDEYOHBgrvQh3t6lHvOrKiz4ZWwMgMFv/szMIEtMBABc09fHzenT8bO7OyIiIrB69WpEBgTg9OnTCAsL42wPRJTL5cuXUbNmTVhZWQEAPvnkE8ybNw+XL19Gs2bNsG/fPrz77ruwsFB/xlS7du0i1bt3716MHDkSZmZmUr29e/cuXvArk0NmbF2cy6n08prVQW7pApmFi8ZDcAyASdscHBzg4OCQK93Q0BCyHLNMFZcQApnKgh9447AHNY75zUd6err0vZG5OT7//HMM9/bGzEaNcOvWLfj4+GD//v2IjIzE+PHj+bAbEWnInukhm6GhITp37ow9e/YAAB49eoSaNWsWu97Hjx9rHGdoaKjxfqWLRGp8noEvoB4D/PI0aCI1XsstJiofIlMUuJEag998GOT4Y1I7Lg6H7OwQ3qIFMGQIdvr44I8//gCg/sMzceJELbWSiCqrS5cuoWnTphppPXv2lILfmjVr4uHDh8Wu18nJCY8ePZL209LSpKEUv/32G7788kt88sknpWh51SMzsoTcoVm+szrkDIDlDs04zy9VSyJrqrOCH3jTdisrBwa/+UjK8X2kiwv6pKSgSXg4QgAM//VXKJVKdO3aFWlpaTh79qy2mklEldTy5cvx7bffaqRNmDABf/75JwCgd+/e2LRpExISEgAAkZGRuHPnTp515QySe/XqhQ0bNiApSf0u9d1336Ffv34AgLfffhtffPEFUlNTy/x6Kjs9p1eg37B/vkMa5JYu0G/Yv8pO40ZUKFGEnl8GvwA45jdfOUfdPHj8GK459m2srTFmzBjUqVMHv//+O2d6IKJis7Ozw5w5c9C3b1+oVCpYWFhg5cqVucplZGTA19cXhw8fBqAeL/jFF1+gZ8+e0NPTQ/PmzTWC7IULF8LPz6/CrqMyKaxHlz2+VL0JqDILXt6Y0a8ag998mOT4vl1GBsKbNIGZqSm8z53D73p6mD17Ntzd3QFwpgciKpnOnTvnOavDyZMnpe//+ecfDBs2TCO/d+/e6N27d67jFixYgBs3bsDIyAht2rQp1cMzRFS1CAFkKgsOfjnsQY3Bbz5yfmio6tYNTfbvB5RKYMYMfL9oERLfew+bNm2Cubk5Z3ogonLTtm1btG3btkhlp02bVs6tIaLKTBTa80sAg9+i0ddXB76+vkBICGRt2kjThXDaECIiItI6UYQZHRizAGDwm6+c07zLDx7Ef3Z2sE1JwdUmTdBvyhTcvn8f7u7uuHHjBk6dOoXOnTtrq6lERESk6wQKneeXQ37VGPzmI+cHB/cBuKSk4D6ANuHhUJibY9asWahduzZ8fX35wBsRERFplUDhK7wx9lVj8JuP7DngMgG4AHhmbg6X58/xP0NDDH7+HOfOnZOGPPCBNyIiItIqIaBKL6znl+EvwHl+85W9xIUeAAwYAKv794HXXkO/tDQs6dgRe/fuxdKlS7m0MREREWmfUPf8FrSx61eNwW8+ck4QFPX0KR707An89RcyP/4Y7+3fDxMTE8THx+ODDz7g0sZERESkVQKFL3LB2FeNwx7ykR3OPgfgkLUiUwiAMWvWQPz8M5KTkwGAvb5ERESkfQJQqgqZ6ozRLwD2/OYr86Wv2RKTkhAfHw9HR0cAkJYmJSIiItIWASBTFLwx9lVj8FsIKwCqAQMQ3aEDvAE86NgRo4YPx5MnTwDwYTciIiLSPgGBdFXBGwc+qDH4zYde1ldhb4+TY8YgLV39CFyNP/7Ail69oKenB7lcXuSVl4iIiIjKU6YQBW6kxuC3EFExMXjaqxecz5xBCICxlpZ49ZtvkJmZCZVKhbNnz2q7iURERKTjOOyh6PjAWz6yh4zXEALeAP6pUwfXjI2x+vp1ZF66BAsLCyQkJHCBCyIiItI6IYB0VSGLXDD6BcDgN1+yl/bt79zBTACRVlb4u3ZtXLx4EQDH/BIREVHlUMgCb5SFwx7ykR383pPJ1MsbQ73M8REDA7z11lsc80tERESVhgCK8MAbAQx+C2ULdeCbZGMDFwBvZmZi3rx5HPNLRERElYZ6zG/BD7wx+FVj8FsIMyHwn7ExFvv44NRrr2GfqalGPsf8EhERkdYV8rBbpgCfeMvC4LcQ8QBsU1Lg+/338PrrL3SKikJAQAAsLCwAQPpKREREpC0c9lB0fOCtEKl2dhBpaXB5/hwP5XKEpKaiy7lzkMlefiSOiIiISDsECp/Ll+GvGoPfQtSIiQGgDoJrxcTgqw4d8PH+/VI+lzcmIiKiykBVeBECg98ii46JgQuAv8+fBwDo6ekhMzOTU50RERGR1mUPeyisDHHMb6EuANJUZzEAfk1Ohq2tLTIzM2FrawsvLy/tNpCIiIh0nhBFmO2B0S8ABr+FcoM68E0GYAdghZ0d/vvvPwBAjx49oFAotNg6IiIioop74G3s2LGoX78+ZDIZQkNDCywbHR2NPn36wNTUFA0bNsTRo0fLoAWlx2EPhbABkCqXw0Slwk25HH5ZY4ABYOTIkdprGBEREVEO2Su8JYtMpCAzdz4EMjNzpxdHixYt8M4778DPz6/QshMmTICjoyOio6Nx5MgRDBkyBDdv3tT6kFEGv4VIA2CkUiEZQAOVCoPkcmxRqYeU6+vz9hEREZH2PYMSm1QPAQApyERqPo+/GZRyfYKxY8cCQKGffCcmJmLnzp24ffs2TExM0LdvX3h6emLXrl0YPXp0qdpQWozeCmEIIC2r5zdWJsMu1YsXExe4ICIiIm2rV6+exn50dDRSo6PzLGttbV0RTcLNmzdhZmYGZ2dnKc3T0xNhYWEVcv6CcMxvERhm9fzaCIF5OdIfPXqkrSYRERERAQB2796NsLAwaRs/fny+ZYcNG1YhbUpMTMy1EJiFhQUSExMr5PwFYc9vEZkAuAFgao40BwcHLbWGiIiIKG/jx4+Ht7d3nnn29vb5Hte+fXucOnUqz7zp06dj3rx5eeblxczMLNdaCAkJCTAzMytyHeWFwW8xuAMYa2+PZVkfJURFRWm3QUREREQvcXBwKFEH3cmTJ8usDQ0aNEBiYiIePnyIWrVqAQCuXr1aKSYL4LCHYorOMYaGPb9ERESkS9LT05GamgohhMb3LzMzM0O/fv0QGBiIlJQU7NmzB5cvX0a/fv200GpNDH5LgT2/REREpEt69OgBY2Nj3LhxAz179oSxsTHu3bsHAFiwYAF69eollQ0KCsKjR49ga2uLiRMnYsuWLVqf5gzgsIdiexXAlqzva9asqc2mEBEREVWogha2mDZtmsa+vb099u3bV84tKj72/BZDAoCcP1YOeyAiIiKqWhj8FlEGAAtAmurMysoKXl5eWmwRERERERUXg98iyMCL8SH/ZH197bXXCl3dhIiIiIgqFwa/hciE5sDo1llfW7RoUfGNISIiIqJSYfBbCL2X9v/O+vrkyZOKbgoRERERlRKD32LKXhQwe8JmIiIiIqo6GPwW069ZX01NTbXaDiIiIiIqPga/xTQ06+u///6r1XYQERERUfEx+C0mx6yvkZGRWm0HERERERUfV3grpuwFjXVlmrOoqCgEBQVJ++PHj9f5xT14TzTxflBlI5QpUMVck/bldo0gUxhrsUVUUlFRUVi5cqW0P2bMGL6/UKkx+C2mDllfHR0dCyxXXURHR2P27NnSvre3t86/8fCeaOL9oEonIxWqpxelXblVbYDBb5UUExODBfPnS/sDBw7k+wuVGoc9FFP222fdunW12g4iIiIiKj4Gv8V0JOtrhw4dCixHRERERJUPg99i2pD1tVOnTlptBxEREREVH4PfYspe3lhXHngjIiIiqk5kQgih7UZUNubm5khKTERej0ekAcgEYGJiUsGt0g6VSoXU1FRp38jICHK5bv/PxHuiqaLuR0pKCkxNTfH8+fMyr1uXmJubIzEpGTC00HZTyo8qE0jP8ToxMAfkLy9WXz00ruOk7SaUq7S0NNy+fVvar1u3LgwNDbXYovITEREBAwMDvsdVAM72kAdTU1MgMRGueeTFAngCoHbt2hXbKC3JzMxEbGystG9jYwM9ver5R6SoeE80VdT9iIyM5MqKZSD7Hrq61tRyS8oPf0erD4VCAXt7e419mUymxRaVHwMDA77HVRD2/BIRERGRztDdz2qJiIiISOcw+CUiIiIincHgl4iIiIh0BoNfIiIiItIZDH6JiIiISGcw+CUiIiIincHgVweNGTMGTk5OsLCwgKenJ3777Tcpb+HChbC3t4eNjQ0+//xz5JwJ79y5c2jWrBlMTEzQqVMn3Lt3T8pLSUmBj48PzM3N4erqil9++aVCr6ksfPXVV3BxcYG5uTleeeUVaaJxXbwnYWFh6NixIywsLNCkSROEhoZKeevXr4ezszMsLCwwevRopKenS3kRERHw8vKCiYkJWrZsiUuXLkl5KpUKn376KaysrFCjRg0sWbKkIi+JiIhITZDO+ffff0VqaqoQQoizZ88KCwsLERMTI/bu3SucnZ3FrVu3xOPHj0XTpk3F6tWrhRBCpKamCmdnZ7Fq1SqRkpIipk2bJtq3by/V+dlnn4mePXuK+Ph4cfr0aWFlZSWuXbumlesriWXLlokuXbqIe/fuCZVKJS5duiRSU1N18p6kp6eLevXqie+++05kZGSIw4cPC1tbWxETEyMuX74srKysxNmzZ8WzZ89Et27dxIwZM6Rj27RpIwICAkRKSooICgoSderUEUqlUgghxI8//iiaN28unj59Km7cuCFq1qwpjhw5oq3LJCIiHcXgV8edO3dOGBkZiUuXLol33nlHzJ07V8pbt26d6NixoxBCiAMHDoh69epJeUlJScLY2Fjcvn1bCCGEo6OjOHHihJQ/atQoERAQUEFXUToZGRnCyclJ3Lp1K1eeLt6TK1euCBsbG4207t27i1WrVompU6cKPz8/Kf3YsWPC1dVVCCHEtWvXhKmpqfSPlRBCuLm5id9//10IIcRrr70mNm7cKOUFBgaKkSNHluelEBER5cJhDzpq/PjxMDY2Rps2bdC1a1d4enoiPDwczZo1k8p4enoiLCwMAHLlmZiYoF69eggLC0NcXByePHmS77GV3YMHD5CcnIytW7eiRo0aaNiwIVatWgUg93Xryj0RLy38KIRAWFhYnvcjMjISiYmJCA8Ph7u7OwwNDTXy87tfVel+EBFR9cHgV0cFBQUhMTERR44cQY8ePSCTyZCYmAgLCwupjIWFBRITEwEgV17O/Owy5ubmeR5b2T18+BDx8fG4ceMG7t69i5CQEEybNg0nTpzQyXvSsGFDWFlZYfHixVAqlThw4ACOHz+OpKSkPO8HAOma87sf2WXyu5dERAXJ6x9yopJi8KvD9PT00K1bNxw5cgT79u2DmZkZEhISpPyEhASYmZkBQK68nPnZZbIfEHv52MrO2NgYABAQEABjY2M0a9YM77zzjs7eE4VCgZ07d2LXrl1wdHTEkiVLMHToUDg7O+d5PwBI15zf/cguk9+9JCIqiEwmQ0xMDA4fPiztMwCmkmLwS8jIyMCtW7fQpEkTXLlyRUq/evUqPDw8ACBXXkpKCiIiIuDh4QFra2s4Ojrme2xl5+7uDgMDA8hkMikt+3tdvSfNmjXD8ePH8d9//+HgwYO4ffs22rZtm+f9cHV1hZmZGZo0aYKbN28iLS1NIz+/+1WV7gdVbdlBUmG9hwymKrerV69i79692LdvHwD1+3RmZqaWW0VVktZGG5NWPHv2TAQHB4vnz58LpVIpfv31V2FoaCguXLgg9uzZI1xcXERERIR48uSJaNasmcbMBrVq1RJr1qwRqampYvr06RozG0yePFm8+eabIiEhQZw5c0ZYW1tXiZkNsg0fPlyMGTNGpKamivDwcOHg4CD++OMPnb0nly5dEikpKSIpKUl89dVX4tVXXxVCCHH58mVhbW0t/v77b/Hs2TPxxhtv5JrtYdasWSI1NVWsWLFCY7aHZcuWiRYtWoioqChx8+ZNUatWLc72QOUuMzNT+j4jIyNXvkqlEsuXLxdXr16tyGZREWT/7JKSkkRSUpKIj48Xv//+u5gzZ47YvXu3Rtn79+9ro4lURTH41THx8fGic+fOwtLSUlhYWIiWLVuKbdu2SfkLFiwQtra2wsrKSnz22WdCpVJJeWfPnhWenp7CyMhIdOjQQdy9e1fKS05OFsOHDxempqbC2dlZBAcHV+h1lVZcXJwYOHCgMDMzE7Vr1xYrVqyQ8nTxnnz66afC0tJSmJubi4EDB4rHjx9LeevWrRM1a9YUZmZmYtSoURqzO9y8eVO0a9dOGBkZiRYtWogLFy5IeZmZmeKTTz4RlpaWwt7eXnz77bcVeUmk41avXi0++ugj8e2334oNGzZI6evWrRPffvut+Pzzz0VycrIWW0gHDx4Uly9fFkK8+Eflxo0bwtvbWwwdOlQsXLhQLFu2TISGhoo5c+aI/fv3CyGEmDNnjvjuu++01m6qemRC8HMeIiKqvn788Ufs27cP06ZNg56eHhYuXIj27dtj8uTJuHTpEpo3b441a9bA0tISXbp0ga2trbabrHPeeustpKenw9raGmvXroWpqSmuX7+OsWPHYsaMGfD09MTt27dx8OBByOVydOjQAadOncKZM2dgbW2NNWvWQF9fX9uXQVUEXylERFSt/ffff/j+++9Rr149AMDGjRvh4+MDV1dXDBkyBIB6tUY3NzcMGjRIm03VSW+99RYyMzNx6NAhJCcnw8TEBBkZGdiyZQuMjY3RrVs3AICtrS2cnJywefNm1KhRA56enoiIiMDKlSuhr6+PzMxM6OnpaflqqCrgA29ERFStZWZmYuvWrdLDUebm5pg8eTIePXoEAEhOTsZrr72GKVOmcBaBChYaGor09HTpITYjIyMAgL6+PkaMGIEBAwZg/vz5ePr0KfT09GBvb48rV67g2bNn6Nu3L9auXcvAl4qNwS8REVVrAwcOhJGRES5evCgFwEqlErdv30ZGRgZMTEzg6+sLuVwOlUqlMfMLla979+5BJpNJMzfI5S/Cknr16qFr166wsLDAypUrER8fDxMTE9SoUQMpKSka9TDwpeJg8EtERFVeQb21DRo0gIGBAU6ePIkvv/wS4eHhmD9/Pl599dVc40RzBl9U/mQyWa5ANqd69eph8ODBsLGxwdq1azFp0iQ8evQInTp1qsBWUnXD33IiIqrScvbWfvPNN9JCCIA6KM7u2e3WrRsyMzOxfft2jBgxAiNGjNBWkymLra0tnjx5gvj4eOjp6UGlUkn/yGzevBk//vgjnJyc8Oabb+Lp06e4cuUKgoODpbJEJcHZHoiIqMoSQkiB75IlS3D8+HFs3LhRY2nxnGUKOp60o2XLlmjSpAk2bdoEQP3PjFwul2bnmDNnjrTCm62trTREgkMdqKTY80tERFVSzsD1+++/x8yZM9G4cWMp8M3uGZTJZLmW3s7GwFd7svveZsyYgXv37mH69OkA1ENPvv76a2zevBljxoyRfkZ2dnbSA4kMfKk0GPwSEVGVk3Oow+rVq3HixAncvHkT9+/fx9y5cwGog6jMzEwkJCTgvffew+XLl7XZZHpJ9s+vW7duGDp0KA4dOgQ3NzcMGDAAq1evxtGjR+Hi4pJrCWP+w0KlxWEPRERUZWR/JJ7txx9/xLFjxzBx4kS0a9cOz58/h6+vL1q2bCn1JALA1q1b4eDggI4dO2qj2VSItLQ0JCQk4LfffkOdOnXg4eEBBwcHDm+gcsHgl4iIKrXo6Gikp6ejVq1aAICMjAzo6+tjw4YN2LRpEzZs2ABHR0cpME5JSYGvry+aNGmCwMBAAMDTp09Ro0YNbV4GFdPL/+gQlRW+qqha+Pjjj7F169Z880+dOoXmzZuX6Ongt99+G+vXry9F64iopE6cOIF27dph8ODB6NixI4QQ0vRkycnJmDFjBhwdHTXmiDU2NsbPP/+MU6dO4ezZswDAwLcKYuBL5YWvLKrUQkJCYGZmlmszMDCATCbDb7/9BgDYt28f2rVrl289H330EWbPnq3xZnr48GF069YNFhYWMDU1RYsWLfDTTz/lmi903rx5mDJlSoFzURJR2fvjjz/Qv39/fPLJJ5g/fz7S0tIQEBAg5RsbG2PPnj1ISkqCnp6eNDb0n3/+gZGREfbv34+2bdtqq/lEVEkx+KVKzdvbG4mJiRpbaGgoLCws4O/vjz59+iAiIgJNmzZFzZo186zj2LFjePLkCd5++20pbd26dejfvz8GDhyIyMhI/Pfff/jyyy+xcOFC+Pr6ahzfvHlzuLm5SdPwEFH5i42NRffu3eHn54cPP/wQHTp0QPPmzTUWpWjfvj0cHBzw999/SwHw3bt3ERgYiBs3bkhjRTm6j4hyYvBLVcrx48fRtWtXjBo1CqtWrYJcLsfRo0fxwQcf5HvMtm3b0K1bN+kPYUJCAj755BPMmTMHEyZMgJWVFYyMjNCrVy9s3boVGzduxNGjRzXqePPNN7F9+/ZyvTYiesHGxgaTJk3CxYsXcefOHSgUCmRkZODy5cvS72K9evVQr149/PXXX5g+fTqOHDkCPz8/9O3bF+7u7lJdnB2AiHJi8EtVxr59+9CrVy9MnjwZ3377rZT+8OFD9OzZM9/j/v77bzRt2lTaP3nyJJ4/f46hQ4fmKtumTRvUqVMH+/fv10hv1qwZzp07VwZXQURFNWzYMDg5OeHYsWP48MMP8b///Q/m5uYYP348Ro0ahb1792LAgAF477330Lp1a0RGRuKDDz7A+++/D4A9vkSUN/3CixBp35YtWzBy5Eh8/fXX+PjjjzXyZs+eXeCxsbGxsLS0lPazJ7u3trbOs7y1tTWSkpI00iwtLREXF1eSphNRCTVr1gxt27bFwoULIZPJkJiYCLlcjvv37yMgIAAzZsxAXFwcfHx84OPjo3EsV24jovyw55cqvVWrVuHdd9/FihUrcgW+RWFjY4P4+Hhpv1GjRgCAS5cu5SqblJSE69evS2WyxcfH5xssE1HZy+61nTBhAnr06AF9fX3pgVUXFxf88MMP2LRpU66gNxsDXyLKD4NfqtS+/fZbfPTRR/jll19yPYhWVK1atUJYWJi036JFC3To0AFffvllrrKLFy+GoaEhhg8frpF+5coVtG7dukTnJ6Liy17GFgCWLVsGCwsLjBo1Sso3MzODh4cHAJRoCkMi0l0MfqnSCggIQEBAAHbt2oVBgwaVuJ6BAwfi6NGjGktkbt68GdevX8eECROQmpoKlUqFb7/9Ft988w22bt0Ke3t7jToOHDiAAQMGlLgNRFR8OQPgxYsXIyoqCj/88EOucpwPloiKg+8YVClduHABc+fORVpaGgYNGpRrnt/u3bsXua5u3brBwcFBmhN4wYIFaNSoESIjIxEUFIQtW7bgxIkTmDx5MpKTk/HWW29h7Nix0vGXL1/GnTt38O6775b5dRJRwbKHL3h6esLd3R1mZmZabhERVXVc3ph0wsmTJzFhwgRcuHCh2L1Effv2xYABAzB69Ohyah0RFUV8fLzGw6tERCXB4JeIiKoUzuRARKXBYQ9ERFSlMPAlotJg8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8EtEREREOoPBLxERERHpDAa/RERERKQzGPwSERERkc5g8Pv/7d17UFTl/wfwN3gJZF1QFMWMsCRmRMQh7xquF9Qdb42XbEzKUcvJ+6UxSUbBlATLshodL3kXpxxTEe+YYDooZrooOWl4wdACLyCr3BY+vz9+435ZWHb3rNxs36+ZnYHzfJ7nfM7znCMfzp5FIiIiInIYLH6JiIiIyGGw+CUiIiIih8Hil4iIiIgcBotfIiIiInIYLH6JiIiIyGGw+CUiIiIih8Hil4iIiIgcBotfIiIiInIYLH6JiIiIyGGw+CUiIiIih8Hil4iIiIgcBotfIiIiInIYLH6JiIiIyGGw+CWzbt26BScnJ6hUKri5uSEgIADJycl1nZYiGo0GLi4uUKlUUKlU0Gq1Ju05OTkYOnQo3Nzc4O/vjxMnTlQ5lpJYeygd/5tvvkH79u3h6uoKPz8/rF692u5919Va16f5t2cf/4U1qAmXLl1C7969oVar8dprr2Hjxo02tQGWr1lLfT/66CN4e3tDrVYjMDAQBw4cqDK/9PR0hISEQK1Wo0OHDkhKSqq+gwdQVFSESZMmwcfHB2q1Gj169EBKSorV/VvrZ20OKlq7di2Cg4PRqFEjREZGWs27Os9nonpPiMzYt2+fBAQEiIhIWVmZhIeHyxtvvFHHWSnTt29f2b59e5XtY8eOlUmTJsmTJ09k//790rx5c3nw4MFzx5b3wQcfyObNm63GKRk/IiJCgoKC5OLFi2IwGOTChQvSsWNHiYiIsLofc+pqrWtj/kW4BrWtY8eOEhUVJaWlpXLhwgVRqVTyxx9/WG0TsXzNWup79epVKSwsFBGR1NRUUavVcv/+/UpjFBcXy+uvvy6rV68Wg8Egx48fF09PT7Ox5thyLun1eomKipLbt29LaWmp7Nq1Szw9PSU/P9/i/i31s2UOKtq7d6/s379fxo0bJ0uWLLGYc3Wfz0T1HYtfMisqKkomTJhg/D4hIUGaN29ehxkpZ+kHaX5+vjRq1Eju3LljEr9p06bniq3Ilh+WSsbPycmRJk2ayLVr10y2p6eni6urq2RnZ1vNqaK6WOvamn8RrkFtU6lUJnPTtWtX+fnnn622iVi+Zq31feb8+fPi4uIiOp2uUtvly5crzevAgQNlw4YNNh2brb9IVeTt7S2//fab4v0/6/eMrXNQ3tSpUy0WvzVxPhPVd3zsgczS6XQIDg4GAGRlZSEmJgZjx46ts3yGDRsGDw8Ps68VK1ZU2W/u3Llo2bIlQkNDkZaWZtx+/fp1qFQqtG3b1rgtMDAQ6enplcZQEmsPJeOnpKSgXbt28PPzM9neoUMHtG3bttLbpLaojrVWuj71af6V7qO+rkF1s/eamzlzJnbs2AGDwYDU1FRkZmaiR48eVtueqeqatdZ32rRpcHV1RdeuXdG/f38EBgaazU9EKn1fnedSRdevX8fDhw/Rvn17Rfuv2A+wbf6Uqonzmai+Y/FLZul0OixevNhYEAQEBODbb7+1a6xLly7hhx9+eK58EhISkJuba/a1cOFCs31iY2Nx8+ZNZGZmIjQ0FFqtFvn5+QAAvV4PtVptEq9Wq6HX6yuNoyQWMC0a4uLiMG3aNItFw/Pm8oyHhweePn1qts0Sa2s9ePBg/PvvvxbHULo+NTn/wH9vDZKSkqDRaBASEoKhQ4ciKysLgwYNgkajgbu7OzQaDTQajdmxjx49ipCQEGg0GsyZMwcGg8GmnOy55gBAq9Vi27ZtcHFxQa9evRATEwNvb2+rbYDla9Za3zVr1kCv1yMxMRGDBg2Ck5NTpdz8/f3h4eGBVatWoaSkBEeOHEFycjKePHlS5fEoPZfKKygowIQJExAeHg53d3eb91+xny1za6+aOJ+J6r26vfFM9VF+fr44OTnJo0ePpLS0VGJiYqRz5852j1daWlqN2dnP399fjh07JiIiv//+uzRr1sykfcaMGTJ//vxK/ZTEVmTL26RKxk9JSRFPT08pKSkx2V5UVCQeHh5y9uxZqzmVZ8taBwUFKRrTFrU1/yIv/hrk5OTIW2+9JXl5eSIicvPmTblx44axvXfv3lWOnZOTI3369DE+NxoTEyPfffedovyUePDggTRt2lR2794tBoNBdDqdeHt7y4ULFyy2VeXZNau077Bhw+TgwYNm23Q6nYSEhEjz5s1l0KBB8t5770lUVJRNx6fksYfi4mIZOnSojB8/XsrKymzef1X97Jk/EeuPPVT3+Uz0IuCdX6okLS0Nbdq0gYeHB5ydnTF79mxkZGQY34LU6XTo3r07+vXrh88//xwigo8//hj9+/fHsGHDkJeXh6SkJIwcORIjRozA3r17ERERYTau4lhV0Wq1xk+AV3xFR0fbdFzOzs7Gtxz9/Pyg1+uRlZVlbL9y5QoCAgIq9VMSaw8l43fr1g2enp6Ii4sz2b5jxw54eXmha9euivZtba3z8/PRtGlTq+MoXZ/6NP9K91Hba3Do0CGEhYUZ7875+vqiXbt2No198OBBvP/++1CpVACA2bNnY+/evTb1teeay8jIgJubG8aMGYMGDRqgU6dO6NWrF5KTky22VeXZNau0r8FgwF9//WW2rVOnTkhOTsaDBw9w9OhR3LhxA926dbNpTmxVVlaGsLAwODk5YevWrSZ3oS3t31I/e+bPFtV9PhO9EOq29qb6aM2aNTJo0CCTbcOHD5fly5eLiMiXX34pu3btEpH/v6sbHx9vbIuPj5fY2Fg5efKkDBw4UERETp48KYsWLTIbV3Gs6vLo0SM5duyYFBYWSlFRkaxatUpatWolubm5xpgxY8bI5MmT5enTp3LgwAGLn+5XEmsPJeOfOXNGWrVqJSdPnhQRkV9++UW8vLzkzJkzivdrba3PnTsnH374oeJxbVGf5l/pPmpzDb744gtJSEiosr+lO7/m+vbp00dxjrbKzc0VtVot+/btk7KyMklPTxcvLy85fvy4xTYRy9estXF37twp+fn5UlJSIj/99JO89NJLcvHiRbM56nQ6KSgokCdPnkhsbKx079692udhypQpEhISIgUFBYr2b6mftfmrqKSkRAoKCmTKlCmyaNEiKSgoEIPBYDa2Os9nohcBi1+qZOrUqTJv3jyTbd9//7307NlTRETu378vM2fOlPHjx8vhw4clJiZGOnXqJH379pXevXvLp59+KidPnpTw8HAR+V/xay6u4ljVJTs7W958801RqVTSrFkz6devX6W3B7Ozs0Wr1Yqrq6v4+fmZ/BAZMmSIsfiwFlvRkCFDxM3Nzeyr/Ji25lLe8uXLxc3NTRo0aCC+vr4iIuLr6ysNGjSwOH5VrK315s2bZdWqVYrGtJW1Yy6/Bkrm/1nf/8oabN26VdatW1dlf0vF75YtW2T9+vXG7wsLC6V///4SHx8v0dHRMmvWLEW52uLIkSMSFBQkKpVKfHx8ZMWKFTa1Wbtmq+qbl5cnGo1G3N3dRa1WS3BwsOzZs8ckp/Ln0pw5c8Td3V2aNm0qo0aNknv37lk8HqXn0q1btwSAuLi4mMSeOnXK4v6t9bM2fxX/zVqyZIkAMHmZe2Sjus9noheBk0iFj54SWVFQUABXV1cUFxejd+/eWLRoETIyMjB//nwAQElJCc6cOYPExEQsW7YMSUlJSExMRJcuXSrFGQwGk7HOnz9fl4dGFSxYsAADBgzA4MGD6zoVh3X//n2MGjUKCQkJUKvVyMzMRGlpqfHRhz59+uD06dPG+KysLLz88ssAgOzsbIwePRpHjhyBm5sbYmNj4eLiglmzZgEApk6dinXr1tX+QRER1aGGdZ0AvXji4uKwdetWPH36FGFhYRg5ciSmT5+O/v37Q0Qwd+5cs58eNheXk5NjMhbVL1evXsWpU6ewcuVKNG7cGAcPHjT7KXqqOS1atMDSpUsxYsQIlJWVQa1WY/369WZjDQYDJk6ciOPHjwMAvLy8EB4ejsGDB6NBgwYICgrCV199BQBYsWIFJk+eXGvHQURUX/DOLxHRf0RqaiquXLmCSZMmWYyLjo7GtWvX0LlzZ8yePZu/0BCRQ2HxS0REREQOg3/qjIiIiIgcBotfIiIiInIYLH6JiIiIyGGw+CUiIiIih8Hil4iIiIgcBotfIiIiInIYLH6pSvfv38fMmTPxyiuvQK1WIyAgALGxsSgtLa31XNauXYvg4GA0atQIkZGRJm0ajQYuLi5QqVRQqVTQarVmxygqKsKkSZPg4+MDtVqNHj16ICUlpVrzzMnJwdChQ+Hm5gZ/f3+cOHGiWmKt8fX1RZMmTYxz0Lp1a7vGycjIQMOGDVFYWGh3LlWpq7mpT/n4+vqa/G9sABAZGYkpU6bYNR4RESnH4pfMys7ORs+ePVFYWIhz587h8ePHiIuLw+nTp+HsXPunjbe3NyIjIzF69Giz7Rs3boRer4der8fhw4fNxhgMBmPxkZubizlz5mD48OHQ6/VW9z9x4kRs2bLFatz06dPRunVr5OTkYOXKlXjnnXfw8OHD5461xbFjx4xz8M8//9g1hk6ng7+/P1xcXOzOoyq1MTe2rlNt5UNERPUPi18ya8aMGQgODsaGDRvQpk0bAEBQUBDi4+Pr5H+DevvttzFixAh4eHjYPYabmxsWL14MHx8fODs7491330Xjxo3x559/VkuOer0e+/btQ1RUFJo0aYIRI0YgMDAQ+/fvf65YAHBycsLff/9t/F6j0WDHjh3Vknd5Op0OQUFB1T5uTc5NfcunttaKiIjsw+KXKsnIyMCePXuwdOnSah972LBh8PDwMPtasWKF3ePOnTsXLVu2RGhoKNLS0mzqc/36dTx8+BDt27e3e78Vx1OpVGjbtq1xW2BgINLT058rtjalpaWhU6dOVuOUrmN9m5v6lg8REdUeFr9UyYkTJ+Dn5wd/f3+z7UlJSXj11VcxYMAAk7taSUlJiIiIsDh2QkICcnNzzb4WLlxoV76xsbG4efMmMjMzERoaCq1Wi/z8fIt9CgoKMGHCBISHh8Pd3d1sTPkCLy4uDtOmTbNY4On1eqjVapNtarXa7GMVSmJtpdVqjfnNmzfPrjFsvfOrdB1rcm6UrlNN52NN+XV63l/6iIhIuYZ1nQDVP9nZ2SZ3ucwJCwvDsmXLUFhYiNGjR1dZKNeGbt26Gb9esGABNm3ahLNnzyI0NNRsfElJCcaOHYv27dtj8eLFVY6bkJBg/HrixInQaDSYOHFilfEqlQqPHz822fb48WOoVKrnirXV4cOH0adPH7v7P378GLdu3aqRxx5qcm6UrlNN52NNxXWKjIw0eUyCiIhqFu/8UiU+Pj64c+eOTbEuLi745JNPEB8fb1O8Vqs1/kWCiq/o6OjnSdvI2dkZImK2raysDGFhYXBycsLWrVur9fllPz8/6PV6ZGVlGbdduXIFAQEBzxX7TPm/wJCXl1dNWf/P5cuX4enpaXzG2xKl61jTc6PUi75WRERkPxa/VMnw4cORl5eH5cuX4+nTpygrK8P58+cxd+5cs/Ft2rSx+a8LHD582PgXCSq+Pvvssyr7GQwGFBYWorS01OTr3NxcHD9+HEVFRSguLsbXX3+Nhw8fonv37mbHmTp1Ku7du4fdu3ejYUPb3/jYsmWLTXcTR44ciSVLlqCgoAAJCQlIS0vDyJEjnyv2mW3btqGsrAyJiYlIS0tDfn4+DAaDzcdgjU6nQ0BAAAoLC42v4uJis7FK17Gm5+YZW9apNvKp6bUiIiL7sfilSpo1a4YTJ07g9OnT8PHxQYsWLTB9+nQEBgaajc/KyoK3t3eN5rRs2TK4urpi48aNWL58OVxdXbF9+3aUlJQgPDwcLVq0QOvWrXHgwAEcOnTI5DlerVaL6Oho3L59Gxs3bkRqaipatGhhvFP566+/mt2nPXep16xZg7t378LT0xPz5s3Djz/+iObNm1fKxZbYirKzs9GqVStER0cjIiICERERuHv3rj3TaZZOp0NycjJcXV2Nr3HjxlXb+DU1N/a+m2BpH+VzUZoPUPNrRURE9nOSqt4fJqpCUlISEhMTjc/8jh07FkuWLIFerzdup+rl5OSEO3fuWH0Wm+oe14qIqH7jnV+yy/bt2zFgwAAMGTIE48aNQ5cuXQAAO3fuxMCBAzFw4ECTDyIRERER1Qe880v0AuDdxBcH14qIqH5j8UtEREREDoOPPRARERGRw2DxS0REREQOg8UvERERETkMFr9ERERE5DBY/BIRERGRw2DxS0REREQOg8UvERERETkMFr9ERERE5DBY/BIRERGRw2DxS0REREQOg8UvERERETkMFr9ERERE5DD+D0KUYMWm9+pUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 23.4 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 257.3 ± 5.2 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 146.1 ± 39392.4 $\\mathrm{\\mu F}$   $L$ = 880125.1 ± 2608065056.5 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 14.6 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 92.9 ± 0.9 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 44.7 ± 0.9 $\\mathrm{\\mu F}$   $L$ = 28177.7 ± 3067.1 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.6 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 8779.6 ± 395.5 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 92.1 ± 0.8 $\\mathrm{\\mu F}$   $L$ = 1182926961528.2 ± 1.2275746585843028e+18 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 27485.8 ± 543.8 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 11.8 ± 0.1 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$    False\n",
      "[False False  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 7.3 ± 0.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 6318.2 ± 305.5 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 96.9 ± 0.8 $\\mathrm{\\mu F}$   $L$ = 3817287482624.6 ± 1.5583743527631389e+19 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 24.2 ± 0.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 1518.7 ± 205.3 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 204.6 ± 101764.1 $\\mathrm{\\mu F}$   $L$ = 7530159.1 ± 234792992742.2 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 15.3 ± 0.1 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 145.5 ± 2.6 $\\mathrm{\\Omega}$   \n",
      "$C_{\\mathrm{DL}}$ = 186.9 ± 4.0 $\\mathrm{\\mu F}$   $L$ = 19824.9 ± 1604.6 $\\mathrm{\\mu H}$    True\n",
      "[False  True  True  True  True]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from numpy.typing import NDArray\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from lmfit import Model\n",
    "from matplotlib import cm\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.signal import savgol_filter \n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import re\n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (2.5, 2.5)\n",
    "plt.rcParams['figure.dpi'] = 120\n",
    "\n",
    "plt.rcParams['font.size'] = 7\n",
    "plt.rcParams['axes.labelsize'] = 8\n",
    "plt.rcParams['axes.titlesize'] = 8\n",
    "plt.rcParams['legend.fontsize'] = 7\n",
    "plt.rcParams['xtick.labelsize'] = 7 \n",
    "plt.rcParams['ytick.labelsize'] = 7\n",
    "\n",
    "plt.rcParams['xtick.direction'] = 'in'\n",
    "plt.rcParams['ytick.direction'] = 'in'\n",
    "\n",
    "# Major ticks\n",
    "plt.rcParams['xtick.major.size'] = 4\n",
    "plt.rcParams['ytick.major.size'] = 4\n",
    "plt.rcParams['xtick.major.width'] = 2\n",
    "plt.rcParams['ytick.major.width'] = 2\n",
    "\n",
    "# Minor ticks\n",
    "plt.rcParams['xtick.minor.size'] = 2\n",
    "plt.rcParams['ytick.minor.size'] = 2\n",
    "plt.rcParams['xtick.minor.width'] = 1\n",
    "plt.rcParams['ytick.minor.width'] = 1\n",
    "\n",
    "plt.rcParams['xtick.top'] = True\n",
    "plt.rcParams['ytick.right'] = True\n",
    "\n",
    "plt.rcParams['axes.linewidth'] = 1.0\n",
    "plt.rcParams['lines.linewidth'] = 1.5\n",
    "plt.rcParams['lines.markersize'] = 6\n",
    "\n",
    "plt.rcParams['legend.loc'] = 'best'\n",
    "plt.rcParams['legend.frameon'] = False\n",
    "\n",
    "plt.rcParams['savefig.dpi'] = 300\n",
    "plt.rcParams['savefig.bbox'] = 'tight'\n",
    "\n",
    "\n",
    "\n",
    "parameters = np.array([r'$R_{\\mathrm{series}}$', r'$R_L$', r'$R_{\\mathrm{CT,O_2}}$', r'$C_{\\mathrm{DL}}$', r'$L$'])\n",
    "E_ref_info = 'leakless Ag/AgCl in 3.4 M KCl'\n",
    "E_ref = 0.205\n",
    "print(f'E_ref_info: E = {E_ref} V') \n",
    "\n",
    "pH = 13\n",
    "\n",
    "def get_prep_label(name):\n",
    "    match = re.match(r'(Prep\\d+_EIS_\\d+)', name)\n",
    "    if match:\n",
    "        prep_label = match.group(1)\n",
    "    return prep_label\n",
    "\n",
    "\n",
    "def calc_integral(y: np.ndarray[float], x: np.ndarray[float], start: float, stop: float) -> np.ndarray[float]:\n",
    "    istart    = np.argmin(np.abs(x-start))\n",
    "    istop     = np.argmin(np.abs(x-stop))\n",
    "    integrand = np.diff(x)\n",
    "    integral  = np.cumsum(y[istart:istop]*integrand[istart:istop]) \n",
    "    return integral\n",
    "\n",
    "def deriavtive(y: np.ndarray[float], x: np.ndarray[float])->np.ndarray[float]:\n",
    "    derivative = np.diff(y)/np.diff(x)\n",
    "    return derivative \n",
    "\n",
    "def constant_function(y_reconstructed: np.ndarray, c: float) -> np.ndarray:\n",
    "    return y_reconstructed + c\n",
    "\n",
    "def cal_shift_factor(y_exp: np.ndarray, y_reconstructed: np.ndarray) -> float:\n",
    "    popt, _ = curve_fit(constant_function, y_reconstructed, y_exp, p0=np.average(y_exp))\n",
    "    return popt\n",
    "\n",
    "\n",
    "def Circuit(freq: NDArray[np.float64], Rseries: float, RL: float, RctO2: float, Cdl: float, L: float) -> NDArray[np.float64]:\n",
    "    '''\n",
    "                  ---RL---    -----------Cdl-------------------------\n",
    "                 |       |   |                                      |\n",
    "    ---Rseries---         ---                                       |---\n",
    "                 |       |   |                                      |\n",
    "                  ---L---    -------------RctO2----------------------\n",
    "    '''\n",
    "    omega = 2*np.pi*freq[:len(freq)//2]\n",
    "    Z_loop1 = (1/(1/(1j*omega*Cdl))      + 1/(RctO2))**-1\n",
    "    if L == 0:\n",
    "        Z_loop0 = 0\n",
    "    else:\n",
    "        Z_loop0 = (1/RL + 1/(1j*omega*L))**-1\n",
    "    Z_model = Rseries + Z_loop0 + Z_loop1\n",
    "    return np.hstack((Z_model.real, Z_model.imag))\n",
    "\n",
    "def CalculateCorrelation(covariance_matrix: NDArray[np.float64])-> NDArray[np.float64]:\n",
    "    '''\n",
    "    Johnson, M. L. Parameter Correlations While Curve Fitting. In Methods in Enzymology; Numerical Computer Methods, Part C; Academic Press, 2000; Vol. 321, pp 424–446. https://doi.org/10.1016/S0076-6879(00)21207-X.\n",
    "    https://en.wikipedia.org/wiki/Correlation\n",
    "    '''\n",
    "    standard_deviation = np.sqrt(np.diag(covariance_matrix))\n",
    "    matrix_standard_deviation = np.outer(standard_deviation, standard_deviation)\n",
    "    correlation_matrix = covariance_matrix / matrix_standard_deviation\n",
    "    return correlation_matrix\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "###############################\n",
    "\n",
    "initial_guesses = [\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 130,  'Rct2': 9600,   'RctO2': 300,     'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760000e-6, 'L': 0.5e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 67,     'RctO2': 30,      'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760e-6,    'L': 9e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 90,   'Rct2': 300,    'RctO2': 200,     'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 500e-6,    'L': 19e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 1283.0, 'RctO2': 4119.9,  'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 76e-6,     'L': 12e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 13,   'Rct2': 1196.0, 'RctO2': 7795.9,  'Cdl': 9e-6,   'Cpseudo1': 100e-6,  'Cpseudo2': 50e-6,     'L': 3e-3}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 21.7, 'Rct2': 10226,  'RctO2': 65300,   'Cdl': 9e-6,   'Cpseudo1': 15e-6,   'Cpseudo2': 3.7e-6,    'L': 3105}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 10.7, 'Rct2': 1526,   'RctO2': 3200,    'Cdl': 9e-6,   'Cpseudo1': 50e-6,   'Cpseudo2': 20e-6,     'L': 8105}, \n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 7,    'Rct2': 15,     'RctO2': 32,      'Cdl': 8e-6,   'Cpseudo1': 11e-6,   'Cpseudo2': 50e-6,     'L': 6105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 3,    'Rct2': 980,    'RctO2': 860,     'Cdl': 20e-6,  'Cpseudo1': 50e-6,   'Cpseudo2': 30e-6,     'L': 4105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 16,   'Rct2': 4430,   'RctO2': 79000,   'Cdl': 10e-6,  'Cpseudo1': 15e-6,   'Cpseudo2': 5e-6,      'L': 2900}, \n",
    "    {'Rseries': 50, 'RL': 9,    'Rct1': 21.6, 'Rct2': 940.3,  'RctO2': 5297.4,  'Cdl': 4e-6,   'Cpseudo1': 17e-6,   'Cpseudo2': 16.2e-6,   'L': 100000}, \n",
    "    {'Rseries': 50, 'RL':30,    'Rct1': 4.5,  'Rct2':4.5,     'RctO2': 32.2,    'Cdl': 11e-6,  'Cpseudo1': 13.e-6,  'Cpseudo2': 77e-6,     'L': 1000000},\n",
    "    {'Rseries': 50, 'RL':6,     'Rct1': 3.8,  'Rct2':939,     'RctO2': 5590,    'Cdl': 19e-6,  'Cpseudo1': 48.e-6,  'Cpseudo2': 32e-6,     'L': 4e-3}, \n",
    "    {'Rseries': 50, 'RL': 11.0, 'Rct1': 4.3,  'Rct2': 1499.1, 'RctO2': 11318,   'Cdl': 19e-6,  'Cpseudo1': 61e-6,   'Cpseudo2': 41e-6,     'L': 6e-3 }, \n",
    "    {'Rseries': 50, 'RL': 13.2, 'Rct1': 14.6, 'Rct2': 901.9,  'RctO2': 7150.1,  'Cdl': 8e-6,   'Cpseudo1': 85e-6,   'Cpseudo2': 47e-6,     'L': 3236e-6}, \n",
    "    {'Rseries': 50, 'RL': 14.0, 'Rct1': 7.5,  'Rct2': 80.2,   'RctO2': 6.4,     'Cdl': 12e-6,  'Cpseudo1': 31e-6,   'Cpseudo2': 1029e-6,   'L': 11699e-6}, \n",
    "    {'Rseries': 50, 'RL': 4.7,  'Rct1': 10.0, 'Rct2': 9131.8, 'RctO2': 74211.0, 'Cdl': 9.4e-6, 'Cpseudo1': 15.8e-6, 'Cpseudo2': 6.3e-6,    'L': 10796268227e-6}]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "threshold = 0.98\n",
    "matrices = {}\n",
    "\n",
    "files = AllEISData['fname'].unique()\n",
    "\n",
    "for ifile, file in enumerate(files):\n",
    "\n",
    "\n",
    "    \n",
    "    frequency = AllEISData.loc[AllEISData['fname'] == file, \" Frequency (Hz)\"].to_numpy()\n",
    "    impedance = AllEISData.loc[AllEISData['fname'] == file, \"Z' ZHIT (Ohm)\"].to_numpy() + 1j*AllEISData.loc[AllEISData['fname'] == file, \"Z'' ZHIT (Ohm)\"].to_numpy()\n",
    "\n",
    "\n",
    "    sum_squared_best_residual = np.inf\n",
    "   # --- set safe defaults for every file ---\n",
    "    vary_L = False       # default: keep L fixed\n",
    "    fix_L  = 0.0\n",
    "    weight_exponent = 0.3\n",
    "    weights = np.hstack((frequency, frequency))**weight_exponent\n",
    "\n",
    "    if (('Prep12' in file) or ('Prep8' in file)) and '250' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False; fix_L = 0.0\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '150' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '740' in file:\n",
    "        weight_exponent = 0.3\n",
    "        weights = np.hstack((frequency, frequency))**weight_exponent\n",
    "        vary_L = True\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and 'EIS0mV' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # explicitly keep L fixed here too\n",
    "        vary_L = False\n",
    "        fix_L  = 0.0\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '350' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '400' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "        # vary_L stays False\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '500' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "    elif (('Prep12' in file) or ('Prep8' in file)) and '500' in file:\n",
    "        weight_exponent = 0\n",
    "        weights = np.hstack((frequency, frequency))**-weight_exponent\n",
    "    else:\n",
    "        # for all other datasets, let L vary\n",
    "        vary_L = True\n",
    "\n",
    "\n",
    "    if   'Prep11' in file: \n",
    "        potential_shift = 0.010\n",
    "    elif 'Prep12' in file:\n",
    "        potential_shift = 0.040\n",
    "    elif 'Prep7' in file: \n",
    "        potential_shift = -0.025\n",
    "    elif 'Prep8' in file:\n",
    "        potential_shift = -0.020\n",
    "\n",
    "    sum_squared_best_residual = np.inf\n",
    "    out = None\n",
    "    for guess in initial_guesses:\n",
    "        model = Model(Circuit)\n",
    "        model.set_param_hint('Rseries',  value=guess['Rseries'],  min=40, max=70,     vary = False)\n",
    "        model.set_param_hint('RctO2',    value=guess['RctO2'],    min=0,  max=np.inf, vary = True)\n",
    "        model.set_param_hint('Cdl',      value=guess['Cdl'],      min=0,  max=np.inf, vary = True)\n",
    "        if vary_L:\n",
    "            model.set_param_hint('L',  value=guess['L'],  min=0, max=np.inf, vary=True)\n",
    "            model.set_param_hint('RL', value=guess['RL'], min=0, max=np.inf, vary = True)\n",
    "            params = model.make_params(Rseries=guess['Rseries'], RL=guess['RL'], RctO2=guess['RctO2'], Cdl=guess['Cdl'], L=guess['L'])\n",
    "        else:\n",
    "            model.set_param_hint('L',  value=fix_L, vary = False) \n",
    "            model.set_param_hint('RL', value=0,     vary = False)\n",
    "            params = model.make_params(Rseries=guess['Rseries'], RL=0, RctO2=guess['RctO2'], Cdl=guess['Cdl'], L=fix_L)\n",
    "\n",
    "        #print(\"INIT from hints  L:\", params['L'].value, \"vary:\", params['L'].vary)\n",
    "        output = model.fit(np.hstack((impedance.real, impedance.imag)), freq=np.hstack((frequency, frequency)), params=params, method='least_squares', nan_policy='omit', weights=weights)\n",
    "        #print(\"POST-FIT       L:\", output.params['L'].value,  \"vary:\", output.params['L'].vary)\n",
    "\n",
    "        sum_squared_residual = np.sum(output.residual**2)\n",
    "        covariance = output.covar\n",
    "        if sum_squared_residual < sum_squared_best_residual:\n",
    "            sum_squared_best_residual = sum_squared_residual\n",
    "            best_fit = (output.best_fit)\n",
    "            fit = best_fit[:len(best_fit)//2] + 1j* best_fit[len(best_fit)//2:]\n",
    "            out = output \n",
    "    print(f'---weight {weight_exponent}---')\n",
    "    #### plot the fitted impedance spectrum###\n",
    "    min = np.nanmin(np.hstack((impedance.real, -impedance.imag)))\n",
    "    max = np.nanmax(np.hstack((impedance.real, -impedance.imag)))\n",
    "\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 2, figsize = (6,3), tight_layout = True)\n",
    "    bias = np.round(np.average(AllEISData.loc[AllEISData['fname'] == file, ' Voltage (V)'] + E_ref + 0.059*pH), 2)\n",
    "    fig.suptitle(f'{file} \\n $E$ = {bias} + {potential_shift} V vs RHE')\n",
    "    ax[0].set_title('A) impedance spectrum')\n",
    "    ax[0].tick_params(which='both', direction = 'in', bottom = True, top = True, right = True, left = True)\n",
    "    ax[0].plot(impedance.real, -impedance.imag, marker = 'o', fillstyle = 'none', linestyle = 'none', color = 'black')\n",
    "    ax[0].plot(fit.real, -fit.imag, linestyle = '-',  marker = 'x',   color = 'red')\n",
    "    ax[0].set_xlim(min, max)\n",
    "    ax[0].set_ylim(min, max)\n",
    "    ax[0].set_ylabel(r'$-Z^{\\prime\\prime} \\ (\\Omega)$')\n",
    "    ax[0].set_xlabel(r'$Z^{\\prime} \\ (\\Omega)$')\n",
    "    ax[0].axhline(y=0, color='black', linestyle='-')\n",
    "    ax[0].set_aspect('equal')\n",
    "    ax[0].yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "    ax[0].xaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "    params = [param.value for _, param in out.params.items()]\n",
    "    errs = [param.stderr for _, param in out.params.items()]\n",
    "    names = []\n",
    "    info_string = ''\n",
    "    ic = 1\n",
    "    for param_name, param in out.params.items():\n",
    "        if 'R' in param_name:\n",
    "            prefac = 1\n",
    "            unit = r'$\\mathrm{\\Omega}$'\n",
    "            names.append(f'{param_name} (Ohm)')\n",
    "        elif 'L' in param_name:\n",
    "            prefac = 1e6\n",
    "            unit = r'$\\mathrm{\\mu H}$'\n",
    "            names.append(f'{param_name} (H)')\n",
    "        elif 'C' in param_name:\n",
    "            prefac = 1e6\n",
    "            unit = r'$\\mathrm{\\mu F}$'\n",
    "            names.append(f'{param_name} (F)')\n",
    "        if param.stderr == None: \n",
    "            err = np.nan\n",
    "        else: \n",
    "            err = np.round(param.stderr*prefac, 1)\n",
    "        param = np.round(param.value*prefac, 1)\n",
    "        info_string += f'{parameters[ic-1]} = {param} ± {err} {unit}   '\n",
    "        \n",
    "        if ic % 3 == 0: \n",
    "            info_string += '\\n' \n",
    "        ic += 1 \n",
    "\n",
    "    print(info_string, vary_L)\n",
    "    fig.text(x=0.2, y=-0.2, s = info_string, color='black')\n",
    "    sample = get_prep_label(file)\n",
    "    EISParams = pd.DataFrame({\n",
    "        'fname':     np.full(len(names), file), \n",
    "        'parameter': names,\n",
    "        'value':     params,\n",
    "        'error':     errs, \n",
    "        'potential': np.full(len(names), np.round(np.average(AllEISData.loc[AllEISData['fname'] == file, ' Voltage (V)']), 2)),\n",
    "        'sample':    np.full(len(names), sample), \n",
    "        'model':     np.full(len(names), '1-ladder'), \n",
    "        'cell':      np.full(len(names), 'sXRD')\n",
    "    })\n",
    "\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z' fit 1-ladder (Ohm)\"] = fit.real\n",
    "    AllEISData.loc[AllEISData['fname'] == file, \"Z'' fit 1-ladder (Ohm)\"] = fit.imag\n",
    "\n",
    "    AllEISParams = pd.concat([AllEISParams, EISParams])\n",
    "    #############################################\n",
    "\n",
    "    covariance = out.covar\n",
    "    try:\n",
    "        correlation = CalculateCorrelation(covariance)\n",
    "\n",
    "        ax[1].set_title('B) correlation')\n",
    "        ax[1].tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True)\n",
    "        if np.shape(correlation) == (2,2):\n",
    "            parameter_mask = np.full(np.shape(parameters), True)\n",
    "            parameter_mask[0:2] = False; parameter_mask[-1] = False\n",
    "            print(parameter_mask)\n",
    "\n",
    "        else:\n",
    "            parameter_mask = np.full(np.shape(parameters), True)\n",
    "            parameter_mask[0] = False; \n",
    "            print(parameter_mask)\n",
    "        c = ax[1].pcolormesh(parameters[parameter_mask], parameters[parameter_mask], correlation, cmap='RdBu', vmin = -1, vmax = 1)\n",
    "        for i in range(correlation.shape[0]):\n",
    "            for j in range(correlation.shape[1]):\n",
    "                if correlation[i, j] > threshold:\n",
    "                    ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "                if correlation[i, j] < -threshold: \n",
    "                    ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "        ax[1].set_aspect('equal')\n",
    "        for label in ax[1].get_xticklabels():\n",
    "            label.set_rotation(45)\n",
    "        cbar = fig.colorbar(c, ax=ax[1], shrink=0.8)\n",
    "        cbar.set_label('correlation')\n",
    "        plt.savefig(fname = f'{file[:-4]}_corr_RS_1ladder.tif', dpi = 600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "        plt.show()\n",
    "    except ValueError:\n",
    "        pass\n",
    "    finally: \n",
    "        with open(f'{file[:-4]}_output_RS_1-ladder.txt', 'w') as f: \n",
    "            f.write(out.fit_report())\n",
    "    matrices[file]= correlation\n",
    "\n",
    "# Convert each to DataFrame\n",
    "for name, mat in list(matrices.items()):\n",
    "    if np.shape(mat) == (2,2): \n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0:2] = False; parameter_mask[-1] = False\n",
    "    else:\n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0] = False; \n",
    "    matrices[name] = pd.DataFrame(\n",
    "        mat,\n",
    "        index=parameters[parameter_mask],\n",
    "        columns=parameters[parameter_mask],\n",
    "    )\n",
    "\n",
    "\n",
    "matrices = pd.concat(matrices, axis=1)\n",
    "matrices.to_parquet('CorrelationMatrices1Ladder.parquet')\n",
    "\n",
    "#add the label\n",
    "AllEISData['label'] = (\n",
    "    AllEISData['fname'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'7': 'pristine', '8': 'annealed', '11': 'pristine', '12': 'annealed'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the label\n",
    "AllEISParams['label'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 'pristine', '12': 'annealed', '7': 'pristine', '8': 'annealed'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the edgecolor\n",
    "AllEISParams['edgecolor'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 'blue', '12': 'red', '7': 'blue', '8': 'red'})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "#add the potential shift\n",
    "AllEISParams['potential shift'] = (\n",
    "    AllEISParams['sample'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 0.010, \n",
    "          '12': 0.040, \n",
    "          '7':  -0.025, \n",
    "          '8':  -0.020})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "AllEISData['potential shift'] = (\n",
    "    AllEISData['fname'].str.extract(r'Prep(\\d+)', expand=False)\n",
    "    .map({'11': 0.010, \n",
    "          '12': 0.040, \n",
    "          '7':  -0.025, \n",
    "          '8':  -0.020})\n",
    "    .fillna('unknown')\n",
    ")\n",
    "\n",
    "AllEISData[\"potential RHE\"] = np.round(AllEISData[' Voltage (V)'] + AllEISData['potential shift']   + E_ref + 0.059*pH, 3)\n",
    "AllEISParams[\"potential RHE\"] =np.round(AllEISParams['potential'] + AllEISParams['potential shift'] + E_ref + 0.059*pH, 3)\n",
    "\n",
    "AllEISData.to_parquet('AllEISData_sXRD.parquet')\n",
    "AllEISParams.to_parquet('AllEISParams_sXRD.parquet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make a Tables of the Fit Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>parameter</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Cdl (F)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Cpseudo1 (F)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Cpseudo2 (F)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">L (H)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">RL (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Rct1 (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Rct2 (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">RctO2 (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Rseries (Ohm)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sample</th>\n",
       "      <th>potential RHE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep11_EIS_1</th>\n",
       "      <th>0.982</th>\n",
       "      <td>6.045756e-06</td>\n",
       "      <td>4.012132e-07</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>7.361966e-07</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>7.307501e-07</td>\n",
       "      <td>1.493814e+06</td>\n",
       "      <td>9.552646e+11</td>\n",
       "      <td>14.379532</td>\n",
       "      <td>0.091779</td>\n",
       "      <td>6.599906</td>\n",
       "      <td>0.294030</td>\n",
       "      <td>1315.408650</td>\n",
       "      <td>52.942198</td>\n",
       "      <td>10720.133049</td>\n",
       "      <td>465.129325</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.132</th>\n",
       "      <td>6.444739e-06</td>\n",
       "      <td>3.431776e-07</td>\n",
       "      <td>0.000084</td>\n",
       "      <td>8.672629e-07</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>6.030908e-07</td>\n",
       "      <td>2.825790e-03</td>\n",
       "      <td>2.270705e-04</td>\n",
       "      <td>14.150845</td>\n",
       "      <td>0.066430</td>\n",
       "      <td>17.696762</td>\n",
       "      <td>0.339398</td>\n",
       "      <td>930.474101</td>\n",
       "      <td>41.489163</td>\n",
       "      <td>10811.464465</td>\n",
       "      <td>526.884766</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.232</th>\n",
       "      <td>7.756540e-06</td>\n",
       "      <td>3.832352e-07</td>\n",
       "      <td>0.000090</td>\n",
       "      <td>9.381407e-07</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>6.455837e-07</td>\n",
       "      <td>3.396507e-03</td>\n",
       "      <td>2.441024e-04</td>\n",
       "      <td>14.072066</td>\n",
       "      <td>0.061245</td>\n",
       "      <td>15.884079</td>\n",
       "      <td>0.344322</td>\n",
       "      <td>870.817476</td>\n",
       "      <td>36.927403</td>\n",
       "      <td>9037.266903</td>\n",
       "      <td>417.107695</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.332</th>\n",
       "      <td>8.321369e-06</td>\n",
       "      <td>4.323251e-07</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>9.067525e-07</td>\n",
       "      <td>0.000050</td>\n",
       "      <td>6.222382e-07</td>\n",
       "      <td>3.413546e-03</td>\n",
       "      <td>2.448559e-04</td>\n",
       "      <td>14.061009</td>\n",
       "      <td>0.059724</td>\n",
       "      <td>15.500592</td>\n",
       "      <td>0.332846</td>\n",
       "      <td>1003.605132</td>\n",
       "      <td>39.656076</td>\n",
       "      <td>8285.519519</td>\n",
       "      <td>383.451729</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.382</th>\n",
       "      <td>1.022489e-05</td>\n",
       "      <td>5.010772e-07</td>\n",
       "      <td>0.000099</td>\n",
       "      <td>1.012997e-06</td>\n",
       "      <td>0.000052</td>\n",
       "      <td>6.572703e-07</td>\n",
       "      <td>4.004154e-03</td>\n",
       "      <td>2.489528e-04</td>\n",
       "      <td>14.046743</td>\n",
       "      <td>0.052718</td>\n",
       "      <td>13.265236</td>\n",
       "      <td>0.322342</td>\n",
       "      <td>925.264933</td>\n",
       "      <td>37.298416</td>\n",
       "      <td>7983.045926</td>\n",
       "      <td>365.287005</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.482</th>\n",
       "      <td>2.129045e-05</td>\n",
       "      <td>9.061677e-07</td>\n",
       "      <td>0.000206</td>\n",
       "      <td>2.728501e-06</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>1.929600e-06</td>\n",
       "      <td>7.092213e-03</td>\n",
       "      <td>2.852554e-04</td>\n",
       "      <td>14.296983</td>\n",
       "      <td>0.028946</td>\n",
       "      <td>5.107440</td>\n",
       "      <td>0.262803</td>\n",
       "      <td>334.409785</td>\n",
       "      <td>17.569794</td>\n",
       "      <td>4089.320132</td>\n",
       "      <td>210.172200</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.582</th>\n",
       "      <td>1.864432e-05</td>\n",
       "      <td>7.765124e-07</td>\n",
       "      <td>0.000225</td>\n",
       "      <td>3.185054e-06</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>2.786468e-06</td>\n",
       "      <td>7.792426e-03</td>\n",
       "      <td>3.314844e-04</td>\n",
       "      <td>14.182049</td>\n",
       "      <td>0.029664</td>\n",
       "      <td>4.254231</td>\n",
       "      <td>0.254457</td>\n",
       "      <td>184.521030</td>\n",
       "      <td>6.478742</td>\n",
       "      <td>1818.279239</td>\n",
       "      <td>76.781927</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.602</th>\n",
       "      <td>1.802642e-05</td>\n",
       "      <td>7.717659e-07</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>3.083921e-06</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>2.759842e-06</td>\n",
       "      <td>7.585252e-03</td>\n",
       "      <td>3.488007e-04</td>\n",
       "      <td>14.258722</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>4.655462</td>\n",
       "      <td>0.281762</td>\n",
       "      <td>200.354668</td>\n",
       "      <td>7.077675</td>\n",
       "      <td>1552.102014</td>\n",
       "      <td>57.452948</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.622</th>\n",
       "      <td>1.767622e-05</td>\n",
       "      <td>7.749834e-07</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>2.947716e-06</td>\n",
       "      <td>0.000225</td>\n",
       "      <td>2.881410e-06</td>\n",
       "      <td>7.560607e-03</td>\n",
       "      <td>3.666138e-04</td>\n",
       "      <td>14.332609</td>\n",
       "      <td>0.033918</td>\n",
       "      <td>4.885811</td>\n",
       "      <td>0.302437</td>\n",
       "      <td>204.876477</td>\n",
       "      <td>7.013109</td>\n",
       "      <td>1153.956262</td>\n",
       "      <td>32.385579</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.642</th>\n",
       "      <td>1.728743e-05</td>\n",
       "      <td>7.547019e-07</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>2.884189e-06</td>\n",
       "      <td>0.000245</td>\n",
       "      <td>3.982934e-06</td>\n",
       "      <td>7.409868e-03</td>\n",
       "      <td>3.692068e-04</td>\n",
       "      <td>14.502391</td>\n",
       "      <td>0.035157</td>\n",
       "      <td>5.365301</td>\n",
       "      <td>0.320443</td>\n",
       "      <td>204.651209</td>\n",
       "      <td>6.782385</td>\n",
       "      <td>703.017189</td>\n",
       "      <td>14.151087</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.662</th>\n",
       "      <td>1.703057e-05</td>\n",
       "      <td>6.578404e-07</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>2.582244e-06</td>\n",
       "      <td>0.000281</td>\n",
       "      <td>6.293783e-06</td>\n",
       "      <td>7.836292e-03</td>\n",
       "      <td>3.662274e-04</td>\n",
       "      <td>14.624458</td>\n",
       "      <td>0.031402</td>\n",
       "      <td>5.270078</td>\n",
       "      <td>0.304743</td>\n",
       "      <td>170.058220</td>\n",
       "      <td>4.860851</td>\n",
       "      <td>349.184838</td>\n",
       "      <td>5.415130</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.682</th>\n",
       "      <td>1.648370e-05</td>\n",
       "      <td>4.887178e-07</td>\n",
       "      <td>0.000156</td>\n",
       "      <td>1.766424e-06</td>\n",
       "      <td>0.000351</td>\n",
       "      <td>9.870725e-06</td>\n",
       "      <td>8.529523e-03</td>\n",
       "      <td>2.810317e-04</td>\n",
       "      <td>14.185606</td>\n",
       "      <td>0.022335</td>\n",
       "      <td>4.309411</td>\n",
       "      <td>0.198280</td>\n",
       "      <td>128.740316</td>\n",
       "      <td>2.523552</td>\n",
       "      <td>157.964847</td>\n",
       "      <td>2.521201</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.702</th>\n",
       "      <td>1.618150e-05</td>\n",
       "      <td>4.269419e-07</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>1.676932e-06</td>\n",
       "      <td>0.000445</td>\n",
       "      <td>1.822999e-05</td>\n",
       "      <td>9.870163e-03</td>\n",
       "      <td>2.753529e-04</td>\n",
       "      <td>15.040734</td>\n",
       "      <td>0.019958</td>\n",
       "      <td>4.318355</td>\n",
       "      <td>0.179583</td>\n",
       "      <td>87.768298</td>\n",
       "      <td>1.566998</td>\n",
       "      <td>73.814563</td>\n",
       "      <td>1.577268</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.722</th>\n",
       "      <td>1.555086e-05</td>\n",
       "      <td>3.730487e-07</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>1.409542e-06</td>\n",
       "      <td>0.000558</td>\n",
       "      <td>3.116681e-05</td>\n",
       "      <td>1.132706e-02</td>\n",
       "      <td>2.340722e-04</td>\n",
       "      <td>15.879394</td>\n",
       "      <td>0.017440</td>\n",
       "      <td>4.041778</td>\n",
       "      <td>0.136997</td>\n",
       "      <td>61.350609</td>\n",
       "      <td>1.000808</td>\n",
       "      <td>36.896491</td>\n",
       "      <td>0.991776</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep12_EIS_1</th>\n",
       "      <th>1.012</th>\n",
       "      <td>1.172279e-05</td>\n",
       "      <td>1.077033e-07</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>8.774611e-08</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>2.942001e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2971.343856</td>\n",
       "      <td>261.767467</td>\n",
       "      <td>55250.639469</td>\n",
       "      <td>2381.282151</td>\n",
       "      <td>306742.400556</td>\n",
       "      <td>30302.947960</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.162</th>\n",
       "      <td>8.189497e-09</td>\n",
       "      <td>1.929174e-08</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4.997722e-08</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>3.140208e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.375479</td>\n",
       "      <td>0.525547</td>\n",
       "      <td>17728.549633</td>\n",
       "      <td>700.986130</td>\n",
       "      <td>176340.480493</td>\n",
       "      <td>6033.776380</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.262</th>\n",
       "      <td>8.461581e-09</td>\n",
       "      <td>2.101801e-08</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4.620545e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>3.190827e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.057090</td>\n",
       "      <td>0.622735</td>\n",
       "      <td>18647.761023</td>\n",
       "      <td>476.869728</td>\n",
       "      <td>122547.883423</td>\n",
       "      <td>5277.493544</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.362</th>\n",
       "      <td>6.246131e-09</td>\n",
       "      <td>2.366362e-08</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>4.290148e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2.589836e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.276720</td>\n",
       "      <td>0.727215</td>\n",
       "      <td>20165.066379</td>\n",
       "      <td>526.487604</td>\n",
       "      <td>133569.206779</td>\n",
       "      <td>4731.684293</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.412</th>\n",
       "      <td>1.438968e-09</td>\n",
       "      <td>2.049573e-08</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>4.418007e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2.896656e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12.251799</td>\n",
       "      <td>0.465882</td>\n",
       "      <td>17861.462932</td>\n",
       "      <td>435.473885</td>\n",
       "      <td>115810.677733</td>\n",
       "      <td>4091.139248</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.512</th>\n",
       "      <td>1.200195e-20</td>\n",
       "      <td>2.771597e-08</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>3.620909e-07</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>3.097962e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.808718</td>\n",
       "      <td>0.405938</td>\n",
       "      <td>2012.780014</td>\n",
       "      <td>47.549442</td>\n",
       "      <td>16428.227919</td>\n",
       "      <td>988.035952</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.612</th>\n",
       "      <td>1.678200e-05</td>\n",
       "      <td>1.010249e-06</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>1.067547e-06</td>\n",
       "      <td>0.000066</td>\n",
       "      <td>2.703882e-06</td>\n",
       "      <td>5.454178e-03</td>\n",
       "      <td>4.047552e-04</td>\n",
       "      <td>12.169487</td>\n",
       "      <td>0.053540</td>\n",
       "      <td>9.198130</td>\n",
       "      <td>0.518036</td>\n",
       "      <td>3242.282513</td>\n",
       "      <td>63.791558</td>\n",
       "      <td>3270.319386</td>\n",
       "      <td>121.546518</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.632</th>\n",
       "      <td>1.664542e-05</td>\n",
       "      <td>1.013703e-06</td>\n",
       "      <td>0.000054</td>\n",
       "      <td>1.078457e-06</td>\n",
       "      <td>0.000143</td>\n",
       "      <td>1.199941e-05</td>\n",
       "      <td>5.924608e-03</td>\n",
       "      <td>4.536445e-04</td>\n",
       "      <td>12.668830</td>\n",
       "      <td>0.055829</td>\n",
       "      <td>9.752031</td>\n",
       "      <td>0.576257</td>\n",
       "      <td>2276.167596</td>\n",
       "      <td>36.587215</td>\n",
       "      <td>858.975474</td>\n",
       "      <td>30.849264</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.652</th>\n",
       "      <td>1.541159e-05</td>\n",
       "      <td>5.688607e-07</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>6.278596e-07</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>6.565020e-06</td>\n",
       "      <td>7.886934e-03</td>\n",
       "      <td>4.569422e-04</td>\n",
       "      <td>12.467029</td>\n",
       "      <td>0.033472</td>\n",
       "      <td>6.754063</td>\n",
       "      <td>0.466842</td>\n",
       "      <td>1029.145489</td>\n",
       "      <td>20.075971</td>\n",
       "      <td>424.869954</td>\n",
       "      <td>19.550629</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.672</th>\n",
       "      <td>1.472297e-05</td>\n",
       "      <td>5.415952e-07</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>5.973558e-07</td>\n",
       "      <td>0.000239</td>\n",
       "      <td>2.886896e-05</td>\n",
       "      <td>8.188174e-03</td>\n",
       "      <td>4.873996e-04</td>\n",
       "      <td>12.306130</td>\n",
       "      <td>0.033514</td>\n",
       "      <td>6.653984</td>\n",
       "      <td>0.487694</td>\n",
       "      <td>564.113621</td>\n",
       "      <td>7.404445</td>\n",
       "      <td>112.648927</td>\n",
       "      <td>7.269590</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.692</th>\n",
       "      <td>1.394110e-05</td>\n",
       "      <td>3.973451e-07</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>4.818688e-07</td>\n",
       "      <td>0.000381</td>\n",
       "      <td>6.052434e-05</td>\n",
       "      <td>9.005326e-03</td>\n",
       "      <td>4.454226e-04</td>\n",
       "      <td>12.863194</td>\n",
       "      <td>0.027507</td>\n",
       "      <td>7.102189</td>\n",
       "      <td>0.439662</td>\n",
       "      <td>273.222888</td>\n",
       "      <td>3.211362</td>\n",
       "      <td>39.829058</td>\n",
       "      <td>3.222780</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.712</th>\n",
       "      <td>1.343270e-05</td>\n",
       "      <td>2.993806e-07</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>3.644783e-07</td>\n",
       "      <td>0.000535</td>\n",
       "      <td>9.990995e-05</td>\n",
       "      <td>1.065123e-02</td>\n",
       "      <td>3.691871e-04</td>\n",
       "      <td>13.525508</td>\n",
       "      <td>0.021772</td>\n",
       "      <td>7.253535</td>\n",
       "      <td>0.332029</td>\n",
       "      <td>140.647014</td>\n",
       "      <td>1.565030</td>\n",
       "      <td>16.751433</td>\n",
       "      <td>1.476949</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.732</th>\n",
       "      <td>1.273127e-05</td>\n",
       "      <td>2.575843e-07</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>3.523949e-07</td>\n",
       "      <td>0.000985</td>\n",
       "      <td>3.259971e-04</td>\n",
       "      <td>1.248016e-02</td>\n",
       "      <td>4.294584e-04</td>\n",
       "      <td>14.283800</td>\n",
       "      <td>0.020239</td>\n",
       "      <td>7.415279</td>\n",
       "      <td>0.293491</td>\n",
       "      <td>80.107561</td>\n",
       "      <td>1.165602</td>\n",
       "      <td>6.607296</td>\n",
       "      <td>0.996152</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.752</th>\n",
       "      <td>1.243090e-05</td>\n",
       "      <td>1.971313e-07</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>4.596213e-07</td>\n",
       "      <td>0.002887</td>\n",
       "      <td>1.899764e-03</td>\n",
       "      <td>1.592633e-02</td>\n",
       "      <td>6.144662e-04</td>\n",
       "      <td>15.478215</td>\n",
       "      <td>0.015552</td>\n",
       "      <td>7.405270</td>\n",
       "      <td>0.232647</td>\n",
       "      <td>51.243808</td>\n",
       "      <td>0.796266</td>\n",
       "      <td>2.109799</td>\n",
       "      <td>0.620274</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">Prep7_EIS_2</th>\n",
       "      <th>0.947</th>\n",
       "      <td>6.043933e-06</td>\n",
       "      <td>5.447940e-07</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>5.710725e-07</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>2.465536e-07</td>\n",
       "      <td>7.914084e+06</td>\n",
       "      <td>3.290302e+12</td>\n",
       "      <td>16.124804</td>\n",
       "      <td>0.171687</td>\n",
       "      <td>11.698055</td>\n",
       "      <td>0.911179</td>\n",
       "      <td>2489.942656</td>\n",
       "      <td>72.833150</td>\n",
       "      <td>13385.669289</td>\n",
       "      <td>366.428245</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.097</th>\n",
       "      <td>6.876081e-06</td>\n",
       "      <td>6.091193e-07</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>6.373087e-07</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>2.540891e-07</td>\n",
       "      <td>1.322800e+07</td>\n",
       "      <td>7.793156e+12</td>\n",
       "      <td>24.406682</td>\n",
       "      <td>0.141129</td>\n",
       "      <td>9.499217</td>\n",
       "      <td>0.712043</td>\n",
       "      <td>2144.807500</td>\n",
       "      <td>62.413144</td>\n",
       "      <td>13659.629009</td>\n",
       "      <td>453.553515</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.197</th>\n",
       "      <td>5.149701e-06</td>\n",
       "      <td>3.531421e-07</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>4.927756e-07</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>2.965670e-07</td>\n",
       "      <td>5.122042e-03</td>\n",
       "      <td>4.519628e-04</td>\n",
       "      <td>24.602895</td>\n",
       "      <td>0.084864</td>\n",
       "      <td>30.426545</td>\n",
       "      <td>0.463527</td>\n",
       "      <td>2157.766230</td>\n",
       "      <td>64.896952</td>\n",
       "      <td>12958.122694</td>\n",
       "      <td>468.211382</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.297</th>\n",
       "      <td>6.464192e-06</td>\n",
       "      <td>3.434230e-07</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>5.176178e-07</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>3.283842e-07</td>\n",
       "      <td>6.498631e-03</td>\n",
       "      <td>4.281696e-04</td>\n",
       "      <td>24.183696</td>\n",
       "      <td>0.075289</td>\n",
       "      <td>26.997228</td>\n",
       "      <td>0.440511</td>\n",
       "      <td>1970.051066</td>\n",
       "      <td>60.460262</td>\n",
       "      <td>11971.555633</td>\n",
       "      <td>444.414164</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.347</th>\n",
       "      <td>6.334417e-06</td>\n",
       "      <td>3.461622e-07</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>5.335214e-07</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>3.585979e-07</td>\n",
       "      <td>6.421973e-03</td>\n",
       "      <td>4.356873e-04</td>\n",
       "      <td>24.299320</td>\n",
       "      <td>0.077824</td>\n",
       "      <td>27.144123</td>\n",
       "      <td>0.450797</td>\n",
       "      <td>1857.741608</td>\n",
       "      <td>57.589446</td>\n",
       "      <td>10532.027329</td>\n",
       "      <td>365.823636</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.447</th>\n",
       "      <td>9.540975e-06</td>\n",
       "      <td>3.369532e-07</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>6.447055e-07</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>4.625154e-07</td>\n",
       "      <td>8.463959e-03</td>\n",
       "      <td>3.317690e-04</td>\n",
       "      <td>22.925775</td>\n",
       "      <td>0.047509</td>\n",
       "      <td>19.895652</td>\n",
       "      <td>0.314262</td>\n",
       "      <td>1449.380516</td>\n",
       "      <td>44.056389</td>\n",
       "      <td>11615.835025</td>\n",
       "      <td>653.631797</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.627</th>\n",
       "      <td>1.220997e-05</td>\n",
       "      <td>4.124547e-07</td>\n",
       "      <td>0.000168</td>\n",
       "      <td>1.559711e-06</td>\n",
       "      <td>0.000110</td>\n",
       "      <td>1.878175e-06</td>\n",
       "      <td>1.023485e-02</td>\n",
       "      <td>3.301945e-04</td>\n",
       "      <td>23.926304</td>\n",
       "      <td>0.039400</td>\n",
       "      <td>16.708942</td>\n",
       "      <td>0.275555</td>\n",
       "      <td>638.219575</td>\n",
       "      <td>25.661977</td>\n",
       "      <td>2819.974018</td>\n",
       "      <td>129.227391</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.647</th>\n",
       "      <td>1.078741e-05</td>\n",
       "      <td>3.549696e-07</td>\n",
       "      <td>0.000155</td>\n",
       "      <td>1.368997e-06</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>3.582098e-06</td>\n",
       "      <td>9.976856e-03</td>\n",
       "      <td>3.326320e-04</td>\n",
       "      <td>24.110105</td>\n",
       "      <td>0.043213</td>\n",
       "      <td>17.133762</td>\n",
       "      <td>0.298651</td>\n",
       "      <td>665.572065</td>\n",
       "      <td>22.788990</td>\n",
       "      <td>1556.922943</td>\n",
       "      <td>51.452624</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.667</th>\n",
       "      <td>1.138187e-05</td>\n",
       "      <td>3.734724e-07</td>\n",
       "      <td>0.000139</td>\n",
       "      <td>1.463339e-06</td>\n",
       "      <td>0.000179</td>\n",
       "      <td>8.285548e-06</td>\n",
       "      <td>1.013941e-02</td>\n",
       "      <td>3.526196e-04</td>\n",
       "      <td>23.038826</td>\n",
       "      <td>0.042262</td>\n",
       "      <td>15.902589</td>\n",
       "      <td>0.317729</td>\n",
       "      <td>462.595652</td>\n",
       "      <td>15.187762</td>\n",
       "      <td>545.622283</td>\n",
       "      <td>14.165597</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.687</th>\n",
       "      <td>1.149555e-05</td>\n",
       "      <td>3.025086e-07</td>\n",
       "      <td>0.000124</td>\n",
       "      <td>1.419879e-06</td>\n",
       "      <td>0.000253</td>\n",
       "      <td>1.941636e-05</td>\n",
       "      <td>1.043377e-02</td>\n",
       "      <td>3.112051e-04</td>\n",
       "      <td>22.850449</td>\n",
       "      <td>0.033140</td>\n",
       "      <td>15.944148</td>\n",
       "      <td>0.280026</td>\n",
       "      <td>283.649381</td>\n",
       "      <td>8.197907</td>\n",
       "      <td>181.728596</td>\n",
       "      <td>7.785931</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.707</th>\n",
       "      <td>1.102538e-05</td>\n",
       "      <td>2.895716e-07</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>1.583582e-06</td>\n",
       "      <td>0.000543</td>\n",
       "      <td>6.189924e-05</td>\n",
       "      <td>1.039080e-02</td>\n",
       "      <td>3.194202e-04</td>\n",
       "      <td>23.254604</td>\n",
       "      <td>0.033024</td>\n",
       "      <td>16.961463</td>\n",
       "      <td>0.290255</td>\n",
       "      <td>182.229315</td>\n",
       "      <td>4.021903</td>\n",
       "      <td>68.990284</td>\n",
       "      <td>3.857834</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.727</th>\n",
       "      <td>1.173025e-05</td>\n",
       "      <td>2.519495e-07</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>8.775477e-07</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>1.534514e-05</td>\n",
       "      <td>2.561679e-02</td>\n",
       "      <td>5.599489e-04</td>\n",
       "      <td>24.187074</td>\n",
       "      <td>0.022800</td>\n",
       "      <td>6.560599</td>\n",
       "      <td>0.194804</td>\n",
       "      <td>60.127992</td>\n",
       "      <td>1.475607</td>\n",
       "      <td>44.645201</td>\n",
       "      <td>1.357243</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep8_EIS_2</th>\n",
       "      <th>0.952</th>\n",
       "      <td>7.148060e-06</td>\n",
       "      <td>7.703003e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>6.256486e-08</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>3.641685e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3147.509105</td>\n",
       "      <td>142.284159</td>\n",
       "      <td>22338.433248</td>\n",
       "      <td>466.891707</td>\n",
       "      <td>27862.317973</td>\n",
       "      <td>1275.256254</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.102</th>\n",
       "      <td>9.738490e-06</td>\n",
       "      <td>7.234019e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>5.343513e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>4.168446e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3109.268918</td>\n",
       "      <td>153.988927</td>\n",
       "      <td>28224.728530</td>\n",
       "      <td>658.208466</td>\n",
       "      <td>112305.482691</td>\n",
       "      <td>5114.691387</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.202</th>\n",
       "      <td>1.412983e-05</td>\n",
       "      <td>8.635557e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>6.361406e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>7.255440e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3540.740018</td>\n",
       "      <td>198.401209</td>\n",
       "      <td>37407.250193</td>\n",
       "      <td>1176.307448</td>\n",
       "      <td>118143.448346</td>\n",
       "      <td>9385.145931</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.302</th>\n",
       "      <td>1.485950e-05</td>\n",
       "      <td>9.120694e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>6.462443e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>5.613957e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3448.519504</td>\n",
       "      <td>220.731379</td>\n",
       "      <td>30740.385316</td>\n",
       "      <td>786.923998</td>\n",
       "      <td>113569.635634</td>\n",
       "      <td>7260.889410</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.352</th>\n",
       "      <td>1.503546e-05</td>\n",
       "      <td>9.001788e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>6.417852e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>5.379831e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3460.023484</td>\n",
       "      <td>216.863684</td>\n",
       "      <td>31125.495872</td>\n",
       "      <td>864.094206</td>\n",
       "      <td>114492.897885</td>\n",
       "      <td>6903.964101</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.452</th>\n",
       "      <td>2.396676e-05</td>\n",
       "      <td>1.567843e-07</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>1.100845e-07</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>8.313344e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2551.279391</td>\n",
       "      <td>211.669613</td>\n",
       "      <td>21654.572958</td>\n",
       "      <td>818.651821</td>\n",
       "      <td>189919.953136</td>\n",
       "      <td>22395.735057</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.552</th>\n",
       "      <td>2.009693e-05</td>\n",
       "      <td>1.745724e-06</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>1.804896e-06</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>3.294201e-07</td>\n",
       "      <td>4.019258e-03</td>\n",
       "      <td>6.130637e-04</td>\n",
       "      <td>7.105314</td>\n",
       "      <td>0.056599</td>\n",
       "      <td>4.843782</td>\n",
       "      <td>0.746779</td>\n",
       "      <td>1310.485552</td>\n",
       "      <td>34.437357</td>\n",
       "      <td>15185.153733</td>\n",
       "      <td>660.225165</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.572</th>\n",
       "      <td>1.998127e-05</td>\n",
       "      <td>1.450692e-06</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>1.563564e-06</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>2.998911e-07</td>\n",
       "      <td>3.772603e-03</td>\n",
       "      <td>5.082497e-04</td>\n",
       "      <td>7.459129</td>\n",
       "      <td>0.052315</td>\n",
       "      <td>6.271838</td>\n",
       "      <td>0.670027</td>\n",
       "      <td>1758.791271</td>\n",
       "      <td>66.212075</td>\n",
       "      <td>16453.409183</td>\n",
       "      <td>631.374063</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.592</th>\n",
       "      <td>1.875776e-05</td>\n",
       "      <td>1.378704e-06</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>1.464428e-06</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3.149235e-07</td>\n",
       "      <td>3.568709e-03</td>\n",
       "      <td>4.728111e-04</td>\n",
       "      <td>7.643219</td>\n",
       "      <td>0.056644</td>\n",
       "      <td>7.274200</td>\n",
       "      <td>0.661895</td>\n",
       "      <td>2659.878042</td>\n",
       "      <td>95.648194</td>\n",
       "      <td>13068.311095</td>\n",
       "      <td>476.083500</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.612</th>\n",
       "      <td>1.824360e-05</td>\n",
       "      <td>1.454156e-06</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>1.543278e-06</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>6.218922e-07</td>\n",
       "      <td>3.966820e-03</td>\n",
       "      <td>6.112967e-04</td>\n",
       "      <td>7.834678</td>\n",
       "      <td>0.064094</td>\n",
       "      <td>7.288820</td>\n",
       "      <td>0.824352</td>\n",
       "      <td>2527.204104</td>\n",
       "      <td>101.661262</td>\n",
       "      <td>6178.291061</td>\n",
       "      <td>131.524596</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.632</th>\n",
       "      <td>1.677771e-05</td>\n",
       "      <td>1.202072e-06</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>1.262089e-06</td>\n",
       "      <td>0.000082</td>\n",
       "      <td>3.274427e-06</td>\n",
       "      <td>4.108383e-03</td>\n",
       "      <td>5.048894e-04</td>\n",
       "      <td>8.959986</td>\n",
       "      <td>0.063103</td>\n",
       "      <td>9.189451</td>\n",
       "      <td>0.729939</td>\n",
       "      <td>2101.077445</td>\n",
       "      <td>34.617191</td>\n",
       "      <td>1654.335901</td>\n",
       "      <td>33.746293</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.652</th>\n",
       "      <td>1.476417e-05</td>\n",
       "      <td>8.595839e-07</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>8.986185e-07</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>2.746937e-05</td>\n",
       "      <td>3.723683e-03</td>\n",
       "      <td>4.121876e-04</td>\n",
       "      <td>8.586784</td>\n",
       "      <td>0.056188</td>\n",
       "      <td>9.586460</td>\n",
       "      <td>0.605248</td>\n",
       "      <td>1461.055953</td>\n",
       "      <td>9.029752</td>\n",
       "      <td>365.210170</td>\n",
       "      <td>14.429990</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.672</th>\n",
       "      <td>1.412658e-05</td>\n",
       "      <td>5.590206e-07</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>6.286887e-07</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>1.687577e-05</td>\n",
       "      <td>5.406713e-03</td>\n",
       "      <td>5.567245e-04</td>\n",
       "      <td>8.317626</td>\n",
       "      <td>0.037792</td>\n",
       "      <td>7.134694</td>\n",
       "      <td>0.594748</td>\n",
       "      <td>564.535113</td>\n",
       "      <td>9.884822</td>\n",
       "      <td>153.039900</td>\n",
       "      <td>9.819538</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.692</th>\n",
       "      <td>1.334125e-05</td>\n",
       "      <td>3.581001e-07</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>4.966060e-07</td>\n",
       "      <td>0.000332</td>\n",
       "      <td>4.985539e-05</td>\n",
       "      <td>5.798023e-03</td>\n",
       "      <td>4.919360e-04</td>\n",
       "      <td>8.857299</td>\n",
       "      <td>0.028568</td>\n",
       "      <td>8.267794</td>\n",
       "      <td>0.538880</td>\n",
       "      <td>252.823644</td>\n",
       "      <td>3.130095</td>\n",
       "      <td>41.633839</td>\n",
       "      <td>3.219358</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "parameter                        Cdl (F)               Cpseudo1 (F)  \\\n",
       "                                   value         error        value   \n",
       "sample       potential RHE                                            \n",
       "Prep11_EIS_1 0.982          6.045756e-06  4.012132e-07     0.000062   \n",
       "             1.132          6.444739e-06  3.431776e-07     0.000084   \n",
       "             1.232          7.756540e-06  3.832352e-07     0.000090   \n",
       "             1.332          8.321369e-06  4.323251e-07     0.000091   \n",
       "             1.382          1.022489e-05  5.010772e-07     0.000099   \n",
       "             1.482          2.129045e-05  9.061677e-07     0.000206   \n",
       "             1.582          1.864432e-05  7.765124e-07     0.000225   \n",
       "             1.602          1.802642e-05  7.717659e-07     0.000213   \n",
       "             1.622          1.767622e-05  7.749834e-07     0.000199   \n",
       "             1.642          1.728743e-05  7.547019e-07     0.000189   \n",
       "             1.662          1.703057e-05  6.578404e-07     0.000172   \n",
       "             1.682          1.648370e-05  4.887178e-07     0.000156   \n",
       "             1.702          1.618150e-05  4.269419e-07     0.000140   \n",
       "             1.722          1.555086e-05  3.730487e-07     0.000125   \n",
       "Prep12_EIS_1 1.012          1.172279e-05  1.077033e-07     0.000003   \n",
       "             1.162          8.189497e-09  1.929174e-08     0.000025   \n",
       "             1.262          8.461581e-09  2.101801e-08     0.000025   \n",
       "             1.362          6.246131e-09  2.366362e-08     0.000021   \n",
       "             1.412          1.438968e-09  2.049573e-08     0.000028   \n",
       "             1.512          1.200195e-20  2.771597e-08     0.000088   \n",
       "             1.612          1.678200e-05  1.010249e-06     0.000058   \n",
       "             1.632          1.664542e-05  1.013703e-06     0.000054   \n",
       "             1.652          1.541159e-05  5.688607e-07     0.000045   \n",
       "             1.672          1.472297e-05  5.415952e-07     0.000041   \n",
       "             1.692          1.394110e-05  3.973451e-07     0.000038   \n",
       "             1.712          1.343270e-05  2.993806e-07     0.000034   \n",
       "             1.732          1.273127e-05  2.575843e-07     0.000033   \n",
       "             1.752          1.243090e-05  1.971313e-07     0.000033   \n",
       "Prep7_EIS_2  0.947          6.043933e-06  5.447940e-07     0.000027   \n",
       "             1.097          6.876081e-06  6.091193e-07     0.000031   \n",
       "             1.197          5.149701e-06  3.531421e-07     0.000051   \n",
       "             1.297          6.464192e-06  3.434230e-07     0.000056   \n",
       "             1.347          6.334417e-06  3.461622e-07     0.000057   \n",
       "             1.447          9.540975e-06  3.369532e-07     0.000089   \n",
       "             1.627          1.220997e-05  4.124547e-07     0.000168   \n",
       "             1.647          1.078741e-05  3.549696e-07     0.000155   \n",
       "             1.667          1.138187e-05  3.734724e-07     0.000139   \n",
       "             1.687          1.149555e-05  3.025086e-07     0.000124   \n",
       "             1.707          1.102538e-05  2.895716e-07     0.000118   \n",
       "             1.727          1.173025e-05  2.519495e-07     0.000064   \n",
       "Prep8_EIS_2  0.952          7.148060e-06  7.703003e-08     0.000005   \n",
       "             1.102          9.738490e-06  7.234019e-08     0.000004   \n",
       "             1.202          1.412983e-05  8.635557e-08     0.000004   \n",
       "             1.302          1.485950e-05  9.120694e-08     0.000004   \n",
       "             1.352          1.503546e-05  9.001788e-08     0.000004   \n",
       "             1.452          2.396676e-05  1.567843e-07     0.000005   \n",
       "             1.552          2.009693e-05  1.745724e-06     0.000053   \n",
       "             1.572          1.998127e-05  1.450692e-06     0.000056   \n",
       "             1.592          1.875776e-05  1.378704e-06     0.000053   \n",
       "             1.612          1.824360e-05  1.454156e-06     0.000049   \n",
       "             1.632          1.677771e-05  1.202072e-06     0.000045   \n",
       "             1.652          1.476417e-05  8.595839e-07     0.000043   \n",
       "             1.672          1.412658e-05  5.590206e-07     0.000037   \n",
       "             1.692          1.334125e-05  3.581001e-07     0.000035   \n",
       "\n",
       "parameter                                Cpseudo2 (F)                \\\n",
       "                                   error        value         error   \n",
       "sample       potential RHE                                            \n",
       "Prep11_EIS_1 0.982          7.361966e-07     0.000035  7.307501e-07   \n",
       "             1.132          8.672629e-07     0.000043  6.030908e-07   \n",
       "             1.232          9.381407e-07     0.000048  6.455837e-07   \n",
       "             1.332          9.067525e-07     0.000050  6.222382e-07   \n",
       "             1.382          1.012997e-06     0.000052  6.572703e-07   \n",
       "             1.482          2.728501e-06     0.000112  1.929600e-06   \n",
       "             1.582          3.185054e-06     0.000227  2.786468e-06   \n",
       "             1.602          3.083921e-06     0.000222  2.759842e-06   \n",
       "             1.622          2.947716e-06     0.000225  2.881410e-06   \n",
       "             1.642          2.884189e-06     0.000245  3.982934e-06   \n",
       "             1.662          2.582244e-06     0.000281  6.293783e-06   \n",
       "             1.682          1.766424e-06     0.000351  9.870725e-06   \n",
       "             1.702          1.676932e-06     0.000445  1.822999e-05   \n",
       "             1.722          1.409542e-06     0.000558  3.116681e-05   \n",
       "Prep12_EIS_1 1.012          8.774611e-08     0.000002  2.942001e-08   \n",
       "             1.162          4.997722e-08     0.000003  3.140208e-08   \n",
       "             1.262          4.620545e-08     0.000005  3.190827e-08   \n",
       "             1.362          4.290148e-08     0.000004  2.589836e-08   \n",
       "             1.412          4.418007e-08     0.000004  2.896656e-08   \n",
       "             1.512          3.620909e-07     0.000043  3.097962e-07   \n",
       "             1.612          1.067547e-06     0.000066  2.703882e-06   \n",
       "             1.632          1.078457e-06     0.000143  1.199941e-05   \n",
       "             1.652          6.278596e-07     0.000086  6.565020e-06   \n",
       "             1.672          5.973558e-07     0.000239  2.886896e-05   \n",
       "             1.692          4.818688e-07     0.000381  6.052434e-05   \n",
       "             1.712          3.644783e-07     0.000535  9.990995e-05   \n",
       "             1.732          3.523949e-07     0.000985  3.259971e-04   \n",
       "             1.752          4.596213e-07     0.002887  1.899764e-03   \n",
       "Prep7_EIS_2  0.947          5.710725e-07     0.000021  2.465536e-07   \n",
       "             1.097          6.373087e-07     0.000026  2.540891e-07   \n",
       "             1.197          4.927756e-07     0.000028  2.965670e-07   \n",
       "             1.297          5.176178e-07     0.000031  3.283842e-07   \n",
       "             1.347          5.335214e-07     0.000032  3.585979e-07   \n",
       "             1.447          6.447055e-07     0.000045  4.625154e-07   \n",
       "             1.627          1.559711e-06     0.000110  1.878175e-06   \n",
       "             1.647          1.368997e-06     0.000135  3.582098e-06   \n",
       "             1.667          1.463339e-06     0.000179  8.285548e-06   \n",
       "             1.687          1.419879e-06     0.000253  1.941636e-05   \n",
       "             1.707          1.583582e-06     0.000543  6.189924e-05   \n",
       "             1.727          8.775477e-07     0.000260  1.534514e-05   \n",
       "Prep8_EIS_2  0.952          6.256486e-08     0.000011  3.641685e-07   \n",
       "             1.102          5.343513e-08     0.000005  4.168446e-08   \n",
       "             1.202          6.361406e-08     0.000005  7.255440e-08   \n",
       "             1.302          6.462443e-08     0.000005  5.613957e-08   \n",
       "             1.352          6.417852e-08     0.000005  5.379831e-08   \n",
       "             1.452          1.100845e-07     0.000005  8.313344e-08   \n",
       "             1.552          1.804896e-06     0.000038  3.294201e-07   \n",
       "             1.572          1.563564e-06     0.000026  2.998911e-07   \n",
       "             1.592          1.464428e-06     0.000025  3.149235e-07   \n",
       "             1.612          1.543278e-06     0.000027  6.218922e-07   \n",
       "             1.632          1.262089e-06     0.000082  3.274427e-06   \n",
       "             1.652          8.986185e-07     0.000467  2.746937e-05   \n",
       "             1.672          6.286887e-07     0.000149  1.687577e-05   \n",
       "             1.692          4.966060e-07     0.000332  4.985539e-05   \n",
       "\n",
       "parameter                          L (H)                 RL (Ohm)            \\\n",
       "                                   value         error      value     error   \n",
       "sample       potential RHE                                                    \n",
       "Prep11_EIS_1 0.982          1.493814e+06  9.552646e+11  14.379532  0.091779   \n",
       "             1.132          2.825790e-03  2.270705e-04  14.150845  0.066430   \n",
       "             1.232          3.396507e-03  2.441024e-04  14.072066  0.061245   \n",
       "             1.332          3.413546e-03  2.448559e-04  14.061009  0.059724   \n",
       "             1.382          4.004154e-03  2.489528e-04  14.046743  0.052718   \n",
       "             1.482          7.092213e-03  2.852554e-04  14.296983  0.028946   \n",
       "             1.582          7.792426e-03  3.314844e-04  14.182049  0.029664   \n",
       "             1.602          7.585252e-03  3.488007e-04  14.258722  0.032192   \n",
       "             1.622          7.560607e-03  3.666138e-04  14.332609  0.033918   \n",
       "             1.642          7.409868e-03  3.692068e-04  14.502391  0.035157   \n",
       "             1.662          7.836292e-03  3.662274e-04  14.624458  0.031402   \n",
       "             1.682          8.529523e-03  2.810317e-04  14.185606  0.022335   \n",
       "             1.702          9.870163e-03  2.753529e-04  15.040734  0.019958   \n",
       "             1.722          1.132706e-02  2.340722e-04  15.879394  0.017440   \n",
       "Prep12_EIS_1 1.012          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.162          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.262          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.362          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.412          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.512          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.612          5.454178e-03  4.047552e-04  12.169487  0.053540   \n",
       "             1.632          5.924608e-03  4.536445e-04  12.668830  0.055829   \n",
       "             1.652          7.886934e-03  4.569422e-04  12.467029  0.033472   \n",
       "             1.672          8.188174e-03  4.873996e-04  12.306130  0.033514   \n",
       "             1.692          9.005326e-03  4.454226e-04  12.863194  0.027507   \n",
       "             1.712          1.065123e-02  3.691871e-04  13.525508  0.021772   \n",
       "             1.732          1.248016e-02  4.294584e-04  14.283800  0.020239   \n",
       "             1.752          1.592633e-02  6.144662e-04  15.478215  0.015552   \n",
       "Prep7_EIS_2  0.947          7.914084e+06  3.290302e+12  16.124804  0.171687   \n",
       "             1.097          1.322800e+07  7.793156e+12  24.406682  0.141129   \n",
       "             1.197          5.122042e-03  4.519628e-04  24.602895  0.084864   \n",
       "             1.297          6.498631e-03  4.281696e-04  24.183696  0.075289   \n",
       "             1.347          6.421973e-03  4.356873e-04  24.299320  0.077824   \n",
       "             1.447          8.463959e-03  3.317690e-04  22.925775  0.047509   \n",
       "             1.627          1.023485e-02  3.301945e-04  23.926304  0.039400   \n",
       "             1.647          9.976856e-03  3.326320e-04  24.110105  0.043213   \n",
       "             1.667          1.013941e-02  3.526196e-04  23.038826  0.042262   \n",
       "             1.687          1.043377e-02  3.112051e-04  22.850449  0.033140   \n",
       "             1.707          1.039080e-02  3.194202e-04  23.254604  0.033024   \n",
       "             1.727          2.561679e-02  5.599489e-04  24.187074  0.022800   \n",
       "Prep8_EIS_2  0.952          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.102          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.202          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.302          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.352          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.452          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.552          4.019258e-03  6.130637e-04   7.105314  0.056599   \n",
       "             1.572          3.772603e-03  5.082497e-04   7.459129  0.052315   \n",
       "             1.592          3.568709e-03  4.728111e-04   7.643219  0.056644   \n",
       "             1.612          3.966820e-03  6.112967e-04   7.834678  0.064094   \n",
       "             1.632          4.108383e-03  5.048894e-04   8.959986  0.063103   \n",
       "             1.652          3.723683e-03  4.121876e-04   8.586784  0.056188   \n",
       "             1.672          5.406713e-03  5.567245e-04   8.317626  0.037792   \n",
       "             1.692          5.798023e-03  4.919360e-04   8.857299  0.028568   \n",
       "\n",
       "parameter                    Rct1 (Ohm)                Rct2 (Ohm)  \\\n",
       "                                  value       error         value   \n",
       "sample       potential RHE                                          \n",
       "Prep11_EIS_1 0.982             6.599906    0.294030   1315.408650   \n",
       "             1.132            17.696762    0.339398    930.474101   \n",
       "             1.232            15.884079    0.344322    870.817476   \n",
       "             1.332            15.500592    0.332846   1003.605132   \n",
       "             1.382            13.265236    0.322342    925.264933   \n",
       "             1.482             5.107440    0.262803    334.409785   \n",
       "             1.582             4.254231    0.254457    184.521030   \n",
       "             1.602             4.655462    0.281762    200.354668   \n",
       "             1.622             4.885811    0.302437    204.876477   \n",
       "             1.642             5.365301    0.320443    204.651209   \n",
       "             1.662             5.270078    0.304743    170.058220   \n",
       "             1.682             4.309411    0.198280    128.740316   \n",
       "             1.702             4.318355    0.179583     87.768298   \n",
       "             1.722             4.041778    0.136997     61.350609   \n",
       "Prep12_EIS_1 1.012          2971.343856  261.767467  55250.639469   \n",
       "             1.162            13.375479    0.525547  17728.549633   \n",
       "             1.262            14.057090    0.622735  18647.761023   \n",
       "             1.362            14.276720    0.727215  20165.066379   \n",
       "             1.412            12.251799    0.465882  17861.462932   \n",
       "             1.512             9.808718    0.405938   2012.780014   \n",
       "             1.612             9.198130    0.518036   3242.282513   \n",
       "             1.632             9.752031    0.576257   2276.167596   \n",
       "             1.652             6.754063    0.466842   1029.145489   \n",
       "             1.672             6.653984    0.487694    564.113621   \n",
       "             1.692             7.102189    0.439662    273.222888   \n",
       "             1.712             7.253535    0.332029    140.647014   \n",
       "             1.732             7.415279    0.293491     80.107561   \n",
       "             1.752             7.405270    0.232647     51.243808   \n",
       "Prep7_EIS_2  0.947            11.698055    0.911179   2489.942656   \n",
       "             1.097             9.499217    0.712043   2144.807500   \n",
       "             1.197            30.426545    0.463527   2157.766230   \n",
       "             1.297            26.997228    0.440511   1970.051066   \n",
       "             1.347            27.144123    0.450797   1857.741608   \n",
       "             1.447            19.895652    0.314262   1449.380516   \n",
       "             1.627            16.708942    0.275555    638.219575   \n",
       "             1.647            17.133762    0.298651    665.572065   \n",
       "             1.667            15.902589    0.317729    462.595652   \n",
       "             1.687            15.944148    0.280026    283.649381   \n",
       "             1.707            16.961463    0.290255    182.229315   \n",
       "             1.727             6.560599    0.194804     60.127992   \n",
       "Prep8_EIS_2  0.952          3147.509105  142.284159  22338.433248   \n",
       "             1.102          3109.268918  153.988927  28224.728530   \n",
       "             1.202          3540.740018  198.401209  37407.250193   \n",
       "             1.302          3448.519504  220.731379  30740.385316   \n",
       "             1.352          3460.023484  216.863684  31125.495872   \n",
       "             1.452          2551.279391  211.669613  21654.572958   \n",
       "             1.552             4.843782    0.746779   1310.485552   \n",
       "             1.572             6.271838    0.670027   1758.791271   \n",
       "             1.592             7.274200    0.661895   2659.878042   \n",
       "             1.612             7.288820    0.824352   2527.204104   \n",
       "             1.632             9.189451    0.729939   2101.077445   \n",
       "             1.652             9.586460    0.605248   1461.055953   \n",
       "             1.672             7.134694    0.594748    564.535113   \n",
       "             1.692             8.267794    0.538880    252.823644   \n",
       "\n",
       "parameter                                  RctO2 (Ohm)                \\\n",
       "                                  error          value         error   \n",
       "sample       potential RHE                                             \n",
       "Prep11_EIS_1 0.982            52.942198   10720.133049    465.129325   \n",
       "             1.132            41.489163   10811.464465    526.884766   \n",
       "             1.232            36.927403    9037.266903    417.107695   \n",
       "             1.332            39.656076    8285.519519    383.451729   \n",
       "             1.382            37.298416    7983.045926    365.287005   \n",
       "             1.482            17.569794    4089.320132    210.172200   \n",
       "             1.582             6.478742    1818.279239     76.781927   \n",
       "             1.602             7.077675    1552.102014     57.452948   \n",
       "             1.622             7.013109    1153.956262     32.385579   \n",
       "             1.642             6.782385     703.017189     14.151087   \n",
       "             1.662             4.860851     349.184838      5.415130   \n",
       "             1.682             2.523552     157.964847      2.521201   \n",
       "             1.702             1.566998      73.814563      1.577268   \n",
       "             1.722             1.000808      36.896491      0.991776   \n",
       "Prep12_EIS_1 1.012          2381.282151  306742.400556  30302.947960   \n",
       "             1.162           700.986130  176340.480493   6033.776380   \n",
       "             1.262           476.869728  122547.883423   5277.493544   \n",
       "             1.362           526.487604  133569.206779   4731.684293   \n",
       "             1.412           435.473885  115810.677733   4091.139248   \n",
       "             1.512            47.549442   16428.227919    988.035952   \n",
       "             1.612            63.791558    3270.319386    121.546518   \n",
       "             1.632            36.587215     858.975474     30.849264   \n",
       "             1.652            20.075971     424.869954     19.550629   \n",
       "             1.672             7.404445     112.648927      7.269590   \n",
       "             1.692             3.211362      39.829058      3.222780   \n",
       "             1.712             1.565030      16.751433      1.476949   \n",
       "             1.732             1.165602       6.607296      0.996152   \n",
       "             1.752             0.796266       2.109799      0.620274   \n",
       "Prep7_EIS_2  0.947            72.833150   13385.669289    366.428245   \n",
       "             1.097            62.413144   13659.629009    453.553515   \n",
       "             1.197            64.896952   12958.122694    468.211382   \n",
       "             1.297            60.460262   11971.555633    444.414164   \n",
       "             1.347            57.589446   10532.027329    365.823636   \n",
       "             1.447            44.056389   11615.835025    653.631797   \n",
       "             1.627            25.661977    2819.974018    129.227391   \n",
       "             1.647            22.788990    1556.922943     51.452624   \n",
       "             1.667            15.187762     545.622283     14.165597   \n",
       "             1.687             8.197907     181.728596      7.785931   \n",
       "             1.707             4.021903      68.990284      3.857834   \n",
       "             1.727             1.475607      44.645201      1.357243   \n",
       "Prep8_EIS_2  0.952           466.891707   27862.317973   1275.256254   \n",
       "             1.102           658.208466  112305.482691   5114.691387   \n",
       "             1.202          1176.307448  118143.448346   9385.145931   \n",
       "             1.302           786.923998  113569.635634   7260.889410   \n",
       "             1.352           864.094206  114492.897885   6903.964101   \n",
       "             1.452           818.651821  189919.953136  22395.735057   \n",
       "             1.552            34.437357   15185.153733    660.225165   \n",
       "             1.572            66.212075   16453.409183    631.374063   \n",
       "             1.592            95.648194   13068.311095    476.083500   \n",
       "             1.612           101.661262    6178.291061    131.524596   \n",
       "             1.632            34.617191    1654.335901     33.746293   \n",
       "             1.652             9.029752     365.210170     14.429990   \n",
       "             1.672             9.884822     153.039900      9.819538   \n",
       "             1.692             3.130095      41.633839      3.219358   \n",
       "\n",
       "parameter                  Rseries (Ohm)        \n",
       "                                   value error  \n",
       "sample       potential RHE                      \n",
       "Prep11_EIS_1 0.982                  50.0   0.0  \n",
       "             1.132                  50.0   0.0  \n",
       "             1.232                  50.0   0.0  \n",
       "             1.332                  50.0   0.0  \n",
       "             1.382                  50.0   0.0  \n",
       "             1.482                  50.0   0.0  \n",
       "             1.582                  50.0   0.0  \n",
       "             1.602                  50.0   0.0  \n",
       "             1.622                  50.0   0.0  \n",
       "             1.642                  50.0   0.0  \n",
       "             1.662                  50.0   0.0  \n",
       "             1.682                  50.0   0.0  \n",
       "             1.702                  50.0   0.0  \n",
       "             1.722                  50.0   0.0  \n",
       "Prep12_EIS_1 1.012                  50.0   0.0  \n",
       "             1.162                  50.0   0.0  \n",
       "             1.262                  50.0   0.0  \n",
       "             1.362                  50.0   0.0  \n",
       "             1.412                  50.0   0.0  \n",
       "             1.512                  50.0   0.0  \n",
       "             1.612                  50.0   0.0  \n",
       "             1.632                  50.0   0.0  \n",
       "             1.652                  50.0   0.0  \n",
       "             1.672                  50.0   0.0  \n",
       "             1.692                  50.0   0.0  \n",
       "             1.712                  50.0   0.0  \n",
       "             1.732                  50.0   0.0  \n",
       "             1.752                  50.0   0.0  \n",
       "Prep7_EIS_2  0.947                  50.0   0.0  \n",
       "             1.097                  50.0   0.0  \n",
       "             1.197                  50.0   0.0  \n",
       "             1.297                  50.0   0.0  \n",
       "             1.347                  50.0   0.0  \n",
       "             1.447                  50.0   0.0  \n",
       "             1.627                  50.0   0.0  \n",
       "             1.647                  50.0   0.0  \n",
       "             1.667                  50.0   0.0  \n",
       "             1.687                  50.0   0.0  \n",
       "             1.707                  50.0   0.0  \n",
       "             1.727                  50.0   0.0  \n",
       "Prep8_EIS_2  0.952                  50.0   0.0  \n",
       "             1.102                  50.0   0.0  \n",
       "             1.202                  50.0   0.0  \n",
       "             1.302                  50.0   0.0  \n",
       "             1.352                  50.0   0.0  \n",
       "             1.452                  50.0   0.0  \n",
       "             1.552                  50.0   0.0  \n",
       "             1.572                  50.0   0.0  \n",
       "             1.592                  50.0   0.0  \n",
       "             1.612                  50.0   0.0  \n",
       "             1.632                  50.0   0.0  \n",
       "             1.652                  50.0   0.0  \n",
       "             1.672                  50.0   0.0  \n",
       "             1.692                  50.0   0.0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SelectedEISParams = AllEISParams.loc[AllEISParams['model'] =='3-ladder']\n",
    "\n",
    "table = pd.pivot_table(SelectedEISParams,\n",
    "                       index=[\"sample\", 'potential RHE'],\n",
    "                       columns=\"parameter\",\n",
    "                       values=[\"value\", \"error\"])\n",
    "# Swap MultiIndex levels -> (parameter, value/error)\n",
    "table = table.swaplevel(axis=1).sort_index(axis=1)\n",
    "# Reorder second-level columns so \"value\" comes before \"error\"\n",
    "table = table.reindex([\"value\", \"error\"], axis=1, level=1)\n",
    "\n",
    "table.to_csv(\"EIS_FitResults_3ladder.txt\", index=True)\n",
    "table.to_parquet(\"EIS_FitResults_3ladder.parquet\", index=True)\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>parameter</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Cdl (F)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Cpseudo1 (F)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">L (H)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">RL (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Rct1 (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">RctO2 (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Rseries (Ohm)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sample</th>\n",
       "      <th>potential RHE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep11_EIS_1</th>\n",
       "      <th>0.982</th>\n",
       "      <td>0.000066</td>\n",
       "      <td>1.758160e-02</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>2.058730e-02</td>\n",
       "      <td>1.636541e+01</td>\n",
       "      <td>4.685558e+06</td>\n",
       "      <td>15.285617</td>\n",
       "      <td>0.165759</td>\n",
       "      <td>1088.030267</td>\n",
       "      <td>544491.127549</td>\n",
       "      <td>10089.650828</td>\n",
       "      <td>545609.256086</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.132</th>\n",
       "      <td>0.000090</td>\n",
       "      <td>7.348077e-03</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>7.537123e-03</td>\n",
       "      <td>2.175257e+01</td>\n",
       "      <td>2.007388e+06</td>\n",
       "      <td>14.655441</td>\n",
       "      <td>0.121932</td>\n",
       "      <td>919.596775</td>\n",
       "      <td>142090.462820</td>\n",
       "      <td>10680.707971</td>\n",
       "      <td>122880.759878</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.232</th>\n",
       "      <td>0.000099</td>\n",
       "      <td>1.318796e-06</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>1.195885e-06</td>\n",
       "      <td>1.205124e+07</td>\n",
       "      <td>1.247277e+13</td>\n",
       "      <td>14.475464</td>\n",
       "      <td>0.109330</td>\n",
       "      <td>954.078789</td>\n",
       "      <td>73.795212</td>\n",
       "      <td>9289.281705</td>\n",
       "      <td>881.380699</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.332</th>\n",
       "      <td>0.000101</td>\n",
       "      <td>3.975902e-02</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>3.893362e-02</td>\n",
       "      <td>1.975265e+01</td>\n",
       "      <td>7.346874e+06</td>\n",
       "      <td>14.402666</td>\n",
       "      <td>0.100662</td>\n",
       "      <td>1111.806219</td>\n",
       "      <td>804589.562858</td>\n",
       "      <td>8615.885771</td>\n",
       "      <td>795620.306791</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.382</th>\n",
       "      <td>0.000109</td>\n",
       "      <td>3.770729e-03</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>2.727520e-03</td>\n",
       "      <td>5.538197e-01</td>\n",
       "      <td>4.817360e+02</td>\n",
       "      <td>14.271764</td>\n",
       "      <td>0.091750</td>\n",
       "      <td>1116.429930</td>\n",
       "      <td>164720.757420</td>\n",
       "      <td>8970.459336</td>\n",
       "      <td>165506.668437</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.482</th>\n",
       "      <td>0.000188</td>\n",
       "      <td>3.905316e-06</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>3.562075e-06</td>\n",
       "      <td>1.461300e-02</td>\n",
       "      <td>6.425423e-04</td>\n",
       "      <td>14.465188</td>\n",
       "      <td>0.053952</td>\n",
       "      <td>161.770883</td>\n",
       "      <td>11.821254</td>\n",
       "      <td>3401.960818</td>\n",
       "      <td>227.997745</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.582</th>\n",
       "      <td>0.000207</td>\n",
       "      <td>4.892907e-06</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>5.187360e-06</td>\n",
       "      <td>1.441154e-02</td>\n",
       "      <td>7.075250e-04</td>\n",
       "      <td>14.404772</td>\n",
       "      <td>0.060241</td>\n",
       "      <td>130.485750</td>\n",
       "      <td>7.638940</td>\n",
       "      <td>1622.494172</td>\n",
       "      <td>114.886836</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.602</th>\n",
       "      <td>0.000196</td>\n",
       "      <td>4.531334e-06</td>\n",
       "      <td>0.000238</td>\n",
       "      <td>4.947334e-06</td>\n",
       "      <td>1.483262e-02</td>\n",
       "      <td>7.676471e-04</td>\n",
       "      <td>14.485096</td>\n",
       "      <td>0.063397</td>\n",
       "      <td>140.075530</td>\n",
       "      <td>8.036470</td>\n",
       "      <td>1412.781118</td>\n",
       "      <td>84.515437</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.622</th>\n",
       "      <td>0.000184</td>\n",
       "      <td>4.137847e-06</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>4.852913e-06</td>\n",
       "      <td>1.520941e-02</td>\n",
       "      <td>8.084741e-04</td>\n",
       "      <td>14.561655</td>\n",
       "      <td>0.065041</td>\n",
       "      <td>145.496219</td>\n",
       "      <td>7.984411</td>\n",
       "      <td>1097.631013</td>\n",
       "      <td>49.807980</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.642</th>\n",
       "      <td>0.000173</td>\n",
       "      <td>3.895283e-06</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>5.595511e-06</td>\n",
       "      <td>1.586858e-02</td>\n",
       "      <td>8.650909e-04</td>\n",
       "      <td>14.731222</td>\n",
       "      <td>0.066778</td>\n",
       "      <td>143.759664</td>\n",
       "      <td>7.705103</td>\n",
       "      <td>710.324883</td>\n",
       "      <td>22.491533</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.662</th>\n",
       "      <td>0.000158</td>\n",
       "      <td>3.564961e-06</td>\n",
       "      <td>0.000256</td>\n",
       "      <td>8.003224e-06</td>\n",
       "      <td>1.634106e-02</td>\n",
       "      <td>8.636844e-04</td>\n",
       "      <td>14.863300</td>\n",
       "      <td>0.064648</td>\n",
       "      <td>126.804472</td>\n",
       "      <td>6.487084</td>\n",
       "      <td>381.301894</td>\n",
       "      <td>9.047766</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.682</th>\n",
       "      <td>0.000149</td>\n",
       "      <td>3.412894e-06</td>\n",
       "      <td>0.000298</td>\n",
       "      <td>1.638976e-05</td>\n",
       "      <td>1.552035e-02</td>\n",
       "      <td>7.844972e-04</td>\n",
       "      <td>14.447235</td>\n",
       "      <td>0.060077</td>\n",
       "      <td>106.820901</td>\n",
       "      <td>5.401038</td>\n",
       "      <td>180.243626</td>\n",
       "      <td>5.586520</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.702</th>\n",
       "      <td>0.000014</td>\n",
       "      <td>8.614699e-07</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>3.445371e-06</td>\n",
       "      <td>5.241847e-03</td>\n",
       "      <td>3.217092e-04</td>\n",
       "      <td>15.086972</td>\n",
       "      <td>0.056810</td>\n",
       "      <td>9.046795</td>\n",
       "      <td>0.377353</td>\n",
       "      <td>143.647307</td>\n",
       "      <td>1.570539</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.722</th>\n",
       "      <td>0.000014</td>\n",
       "      <td>6.097261e-07</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>3.227910e-06</td>\n",
       "      <td>6.024837e-03</td>\n",
       "      <td>2.642868e-04</td>\n",
       "      <td>15.936744</td>\n",
       "      <td>0.038988</td>\n",
       "      <td>9.124359</td>\n",
       "      <td>0.295957</td>\n",
       "      <td>87.007278</td>\n",
       "      <td>0.822999</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep12_EIS_1</th>\n",
       "      <th>1.012</th>\n",
       "      <td>0.000013</td>\n",
       "      <td>5.721841e-08</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>3.877903e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>17608.137952</td>\n",
       "      <td>908.838451</td>\n",
       "      <td>169027.738409</td>\n",
       "      <td>7253.518013</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.162</th>\n",
       "      <td>0.000025</td>\n",
       "      <td>1.081724e-07</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>8.121002e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11098.363872</td>\n",
       "      <td>854.787963</td>\n",
       "      <td>154944.105615</td>\n",
       "      <td>7831.962879</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.262</th>\n",
       "      <td>0.000025</td>\n",
       "      <td>8.233195e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>5.666508e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14614.033383</td>\n",
       "      <td>692.872759</td>\n",
       "      <td>103944.814848</td>\n",
       "      <td>5907.055904</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.362</th>\n",
       "      <td>0.000021</td>\n",
       "      <td>6.390896e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>4.290080e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16311.025970</td>\n",
       "      <td>708.078336</td>\n",
       "      <td>119336.696281</td>\n",
       "      <td>5533.700658</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.412</th>\n",
       "      <td>0.000028</td>\n",
       "      <td>8.796807e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>5.881726e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13869.022602</td>\n",
       "      <td>698.260281</td>\n",
       "      <td>100741.394880</td>\n",
       "      <td>5437.213692</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.512</th>\n",
       "      <td>0.000085</td>\n",
       "      <td>7.106088e-07</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>5.743020e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1652.083560</td>\n",
       "      <td>72.887330</td>\n",
       "      <td>13308.411165</td>\n",
       "      <td>1105.861890</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.612</th>\n",
       "      <td>0.000073</td>\n",
       "      <td>3.921671e-07</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>2.505879e-06</td>\n",
       "      <td>1.547021e-02</td>\n",
       "      <td>1.302532e-03</td>\n",
       "      <td>12.337913</td>\n",
       "      <td>0.082610</td>\n",
       "      <td>2528.047525</td>\n",
       "      <td>101.769791</td>\n",
       "      <td>3263.273591</td>\n",
       "      <td>112.922925</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.632</th>\n",
       "      <td>0.000066</td>\n",
       "      <td>4.680868e-07</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>3.341882e-06</td>\n",
       "      <td>1.680475e-02</td>\n",
       "      <td>1.321897e-03</td>\n",
       "      <td>12.844694</td>\n",
       "      <td>0.079292</td>\n",
       "      <td>1469.385936</td>\n",
       "      <td>78.284460</td>\n",
       "      <td>1478.482000</td>\n",
       "      <td>73.604437</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.652</th>\n",
       "      <td>0.000058</td>\n",
       "      <td>4.260586e-07</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>5.010721e-06</td>\n",
       "      <td>1.593065e-02</td>\n",
       "      <td>1.032144e-03</td>\n",
       "      <td>12.706622</td>\n",
       "      <td>0.065126</td>\n",
       "      <td>841.140373</td>\n",
       "      <td>38.957649</td>\n",
       "      <td>612.777323</td>\n",
       "      <td>37.856804</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.672</th>\n",
       "      <td>0.000014</td>\n",
       "      <td>9.054890e-07</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>9.753366e-07</td>\n",
       "      <td>5.042588e-03</td>\n",
       "      <td>4.694607e-04</td>\n",
       "      <td>12.328627</td>\n",
       "      <td>0.068364</td>\n",
       "      <td>10.821619</td>\n",
       "      <td>0.659422</td>\n",
       "      <td>655.658062</td>\n",
       "      <td>2.142279</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.692</th>\n",
       "      <td>0.000013</td>\n",
       "      <td>5.433742e-07</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>6.743963e-07</td>\n",
       "      <td>5.568943e-03</td>\n",
       "      <td>3.595043e-04</td>\n",
       "      <td>12.891949</td>\n",
       "      <td>0.043223</td>\n",
       "      <td>11.630301</td>\n",
       "      <td>0.485481</td>\n",
       "      <td>302.648947</td>\n",
       "      <td>0.941660</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.712</th>\n",
       "      <td>0.000013</td>\n",
       "      <td>3.740007e-07</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>6.337314e-07</td>\n",
       "      <td>5.652052e-03</td>\n",
       "      <td>2.867256e-04</td>\n",
       "      <td>13.566909</td>\n",
       "      <td>0.029683</td>\n",
       "      <td>13.704799</td>\n",
       "      <td>0.372354</td>\n",
       "      <td>148.650132</td>\n",
       "      <td>0.528217</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.732</th>\n",
       "      <td>0.000011</td>\n",
       "      <td>3.137157e-07</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>8.313916e-07</td>\n",
       "      <td>4.793141e-03</td>\n",
       "      <td>2.270853e-04</td>\n",
       "      <td>14.335170</td>\n",
       "      <td>0.025699</td>\n",
       "      <td>16.695294</td>\n",
       "      <td>0.276839</td>\n",
       "      <td>76.664848</td>\n",
       "      <td>0.374644</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.752</th>\n",
       "      <td>0.000008</td>\n",
       "      <td>2.397551e-07</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>1.065370e-06</td>\n",
       "      <td>3.216014e-03</td>\n",
       "      <td>1.437189e-04</td>\n",
       "      <td>15.518871</td>\n",
       "      <td>0.021208</td>\n",
       "      <td>20.105547</td>\n",
       "      <td>0.145868</td>\n",
       "      <td>40.628856</td>\n",
       "      <td>0.247417</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">Prep7_EIS_2</th>\n",
       "      <th>0.947</th>\n",
       "      <td>0.000032</td>\n",
       "      <td>3.355345e-07</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>4.520407e-07</td>\n",
       "      <td>1.838440e+06</td>\n",
       "      <td>1.340519e+12</td>\n",
       "      <td>17.088263</td>\n",
       "      <td>0.238802</td>\n",
       "      <td>2231.705715</td>\n",
       "      <td>97.626103</td>\n",
       "      <td>13021.723319</td>\n",
       "      <td>506.246817</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.097</th>\n",
       "      <td>0.000037</td>\n",
       "      <td>3.532660e-07</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>3.804465e-07</td>\n",
       "      <td>2.789939e+07</td>\n",
       "      <td>3.733221e+13</td>\n",
       "      <td>25.239426</td>\n",
       "      <td>0.198611</td>\n",
       "      <td>1951.606043</td>\n",
       "      <td>79.649929</td>\n",
       "      <td>13164.623660</td>\n",
       "      <td>595.101225</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.197</th>\n",
       "      <td>0.000056</td>\n",
       "      <td>9.444642e-03</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>8.970913e-03</td>\n",
       "      <td>2.938389e+01</td>\n",
       "      <td>4.157744e+06</td>\n",
       "      <td>25.022240</td>\n",
       "      <td>0.124803</td>\n",
       "      <td>2179.968625</td>\n",
       "      <td>659275.257056</td>\n",
       "      <td>12973.537430</td>\n",
       "      <td>660710.621762</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.297</th>\n",
       "      <td>0.000064</td>\n",
       "      <td>1.152187e-02</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>1.036936e-02</td>\n",
       "      <td>3.138070e+01</td>\n",
       "      <td>4.666746e+06</td>\n",
       "      <td>24.506101</td>\n",
       "      <td>0.119306</td>\n",
       "      <td>2181.044149</td>\n",
       "      <td>704219.199062</td>\n",
       "      <td>12496.382295</td>\n",
       "      <td>686891.598107</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.347</th>\n",
       "      <td>0.000064</td>\n",
       "      <td>1.207847e-02</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>1.132380e-02</td>\n",
       "      <td>2.809856e+01</td>\n",
       "      <td>3.863662e+06</td>\n",
       "      <td>24.631057</td>\n",
       "      <td>0.121431</td>\n",
       "      <td>2049.005795</td>\n",
       "      <td>687117.844990</td>\n",
       "      <td>10916.917281</td>\n",
       "      <td>691475.417152</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.447</th>\n",
       "      <td>0.000084</td>\n",
       "      <td>1.153228e-06</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>1.014112e-06</td>\n",
       "      <td>9.074882e-02</td>\n",
       "      <td>8.193555e-03</td>\n",
       "      <td>23.160033</td>\n",
       "      <td>0.110862</td>\n",
       "      <td>732.686466</td>\n",
       "      <td>45.012571</td>\n",
       "      <td>8850.386556</td>\n",
       "      <td>647.069565</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.627</th>\n",
       "      <td>0.000121</td>\n",
       "      <td>3.051563e-06</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>2.825643e-06</td>\n",
       "      <td>5.100792e-02</td>\n",
       "      <td>2.932477e-03</td>\n",
       "      <td>24.129638</td>\n",
       "      <td>0.087974</td>\n",
       "      <td>180.665116</td>\n",
       "      <td>12.120036</td>\n",
       "      <td>2319.833349</td>\n",
       "      <td>102.858185</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.647</th>\n",
       "      <td>0.000114</td>\n",
       "      <td>3.023833e-06</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>2.854057e-06</td>\n",
       "      <td>5.286028e-02</td>\n",
       "      <td>3.481342e-03</td>\n",
       "      <td>24.366555</td>\n",
       "      <td>0.101228</td>\n",
       "      <td>204.299344</td>\n",
       "      <td>14.989181</td>\n",
       "      <td>1570.115081</td>\n",
       "      <td>51.267257</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.667</th>\n",
       "      <td>0.000106</td>\n",
       "      <td>2.758507e-06</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>3.317683e-06</td>\n",
       "      <td>4.636730e-02</td>\n",
       "      <td>2.949597e-03</td>\n",
       "      <td>23.309548</td>\n",
       "      <td>0.094253</td>\n",
       "      <td>182.606398</td>\n",
       "      <td>13.053833</td>\n",
       "      <td>770.061316</td>\n",
       "      <td>16.580032</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.687</th>\n",
       "      <td>0.000009</td>\n",
       "      <td>5.461769e-07</td>\n",
       "      <td>0.000152</td>\n",
       "      <td>1.456806e-06</td>\n",
       "      <td>7.775609e-03</td>\n",
       "      <td>4.766257e-04</td>\n",
       "      <td>22.840055</td>\n",
       "      <td>0.076703</td>\n",
       "      <td>18.498971</td>\n",
       "      <td>0.461796</td>\n",
       "      <td>431.238288</td>\n",
       "      <td>3.517719</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.707</th>\n",
       "      <td>0.000009</td>\n",
       "      <td>4.376937e-07</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>1.611376e-06</td>\n",
       "      <td>8.177048e-03</td>\n",
       "      <td>4.120867e-04</td>\n",
       "      <td>23.245095</td>\n",
       "      <td>0.061992</td>\n",
       "      <td>19.029771</td>\n",
       "      <td>0.394189</td>\n",
       "      <td>232.386576</td>\n",
       "      <td>1.811348</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.727</th>\n",
       "      <td>0.000009</td>\n",
       "      <td>2.726982e-07</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>2.058467e-06</td>\n",
       "      <td>8.494218e-03</td>\n",
       "      <td>2.884969e-04</td>\n",
       "      <td>24.274613</td>\n",
       "      <td>0.038625</td>\n",
       "      <td>20.265044</td>\n",
       "      <td>0.276463</td>\n",
       "      <td>88.312455</td>\n",
       "      <td>0.722238</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep8_EIS_2</th>\n",
       "      <th>0.952</th>\n",
       "      <td>0.000009</td>\n",
       "      <td>8.272793e-08</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>8.781534e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8399.262696</td>\n",
       "      <td>327.616855</td>\n",
       "      <td>30171.171428</td>\n",
       "      <td>523.491274</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.102</th>\n",
       "      <td>0.000012</td>\n",
       "      <td>6.293111e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>4.937298e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12609.785342</td>\n",
       "      <td>428.161766</td>\n",
       "      <td>75227.532997</td>\n",
       "      <td>2541.908720</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.202</th>\n",
       "      <td>0.000016</td>\n",
       "      <td>7.272234e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>4.941821e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11796.880980</td>\n",
       "      <td>494.342359</td>\n",
       "      <td>74783.042579</td>\n",
       "      <td>2158.235446</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.302</th>\n",
       "      <td>0.000017</td>\n",
       "      <td>6.074732e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>5.375491e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14578.928370</td>\n",
       "      <td>495.999623</td>\n",
       "      <td>72140.272065</td>\n",
       "      <td>2510.753805</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.352</th>\n",
       "      <td>0.000017</td>\n",
       "      <td>6.212719e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>4.934561e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13867.086379</td>\n",
       "      <td>482.323416</td>\n",
       "      <td>75307.489585</td>\n",
       "      <td>2533.561076</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.452</th>\n",
       "      <td>0.000026</td>\n",
       "      <td>8.117295e-08</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>5.751661e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10602.070703</td>\n",
       "      <td>337.545992</td>\n",
       "      <td>89806.751483</td>\n",
       "      <td>4917.280851</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.552</th>\n",
       "      <td>0.000072</td>\n",
       "      <td>4.354594e-07</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>3.976579e-07</td>\n",
       "      <td>7.679163e-03</td>\n",
       "      <td>8.702142e-04</td>\n",
       "      <td>7.282579</td>\n",
       "      <td>0.069240</td>\n",
       "      <td>1197.915232</td>\n",
       "      <td>36.920036</td>\n",
       "      <td>14426.242469</td>\n",
       "      <td>753.904939</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.572</th>\n",
       "      <td>0.000074</td>\n",
       "      <td>4.820476e-07</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>3.991524e-07</td>\n",
       "      <td>9.496725e-03</td>\n",
       "      <td>1.094021e-03</td>\n",
       "      <td>7.630120</td>\n",
       "      <td>0.070055</td>\n",
       "      <td>1420.000634</td>\n",
       "      <td>65.907140</td>\n",
       "      <td>15405.336044</td>\n",
       "      <td>716.274721</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.592</th>\n",
       "      <td>0.000070</td>\n",
       "      <td>4.147337e-07</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3.934933e-07</td>\n",
       "      <td>1.041213e-02</td>\n",
       "      <td>1.313172e-03</td>\n",
       "      <td>7.817721</td>\n",
       "      <td>0.076957</td>\n",
       "      <td>2087.223836</td>\n",
       "      <td>100.641938</td>\n",
       "      <td>12239.088676</td>\n",
       "      <td>505.157899</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.612</th>\n",
       "      <td>0.000065</td>\n",
       "      <td>4.101545e-07</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>5.708322e-07</td>\n",
       "      <td>1.102629e-02</td>\n",
       "      <td>1.449611e-03</td>\n",
       "      <td>8.020952</td>\n",
       "      <td>0.081506</td>\n",
       "      <td>1978.069374</td>\n",
       "      <td>102.331669</td>\n",
       "      <td>6381.335380</td>\n",
       "      <td>149.004777</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.632</th>\n",
       "      <td>0.000060</td>\n",
       "      <td>3.101301e-07</td>\n",
       "      <td>0.000065</td>\n",
       "      <td>3.194963e-06</td>\n",
       "      <td>1.364769e-02</td>\n",
       "      <td>1.714120e-03</td>\n",
       "      <td>9.142953</td>\n",
       "      <td>0.086547</td>\n",
       "      <td>1862.525035</td>\n",
       "      <td>47.983339</td>\n",
       "      <td>1779.654410</td>\n",
       "      <td>45.542295</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.652</th>\n",
       "      <td>0.000058</td>\n",
       "      <td>2.736916e-07</td>\n",
       "      <td>0.000541</td>\n",
       "      <td>5.444626e-05</td>\n",
       "      <td>1.398639e+06</td>\n",
       "      <td>8.112556e+11</td>\n",
       "      <td>8.748735</td>\n",
       "      <td>0.085717</td>\n",
       "      <td>1488.380399</td>\n",
       "      <td>13.681462</td>\n",
       "      <td>372.674687</td>\n",
       "      <td>34.693677</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.672</th>\n",
       "      <td>0.000049</td>\n",
       "      <td>4.513204e-07</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>1.511915e-05</td>\n",
       "      <td>1.296600e-02</td>\n",
       "      <td>1.521491e-03</td>\n",
       "      <td>8.593813</td>\n",
       "      <td>0.072347</td>\n",
       "      <td>508.992259</td>\n",
       "      <td>20.801882</td>\n",
       "      <td>213.855198</td>\n",
       "      <td>20.194485</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.692</th>\n",
       "      <td>0.000014</td>\n",
       "      <td>1.727463e-06</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>1.708033e-06</td>\n",
       "      <td>8.294940e+06</td>\n",
       "      <td>1.633334e+13</td>\n",
       "      <td>8.797842</td>\n",
       "      <td>0.074466</td>\n",
       "      <td>3.375386</td>\n",
       "      <td>0.431388</td>\n",
       "      <td>286.218774</td>\n",
       "      <td>1.435975</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "parameter                    Cdl (F)               Cpseudo1 (F)                \\\n",
       "                               value         error        value         error   \n",
       "sample       potential RHE                                                      \n",
       "Prep11_EIS_1 0.982          0.000066  1.758160e-02     0.000036  2.058730e-02   \n",
       "             1.132          0.000090  7.348077e-03     0.000043  7.537123e-03   \n",
       "             1.232          0.000099  1.318796e-06     0.000048  1.195885e-06   \n",
       "             1.332          0.000101  3.975902e-02     0.000049  3.893362e-02   \n",
       "             1.382          0.000109  3.770729e-03     0.000055  2.727520e-03   \n",
       "             1.482          0.000188  3.905316e-06     0.000140  3.562075e-06   \n",
       "             1.582          0.000207  4.892907e-06     0.000248  5.187360e-06   \n",
       "             1.602          0.000196  4.531334e-06     0.000238  4.947334e-06   \n",
       "             1.622          0.000184  4.137847e-06     0.000235  4.852913e-06   \n",
       "             1.642          0.000173  3.895283e-06     0.000240  5.595511e-06   \n",
       "             1.662          0.000158  3.564961e-06     0.000256  8.003224e-06   \n",
       "             1.682          0.000149  3.412894e-06     0.000298  1.638976e-05   \n",
       "             1.702          0.000014  8.614699e-07     0.000209  3.445371e-06   \n",
       "             1.722          0.000014  6.097261e-07     0.000189  3.227910e-06   \n",
       "Prep12_EIS_1 1.012          0.000013  5.721841e-08     0.000003  3.877903e-08   \n",
       "             1.162          0.000025  1.081724e-07     0.000003  8.121002e-08   \n",
       "             1.262          0.000025  8.233195e-08     0.000005  5.666508e-08   \n",
       "             1.362          0.000021  6.390896e-08     0.000004  4.290080e-08   \n",
       "             1.412          0.000028  8.796807e-08     0.000005  5.881726e-08   \n",
       "             1.512          0.000085  7.106088e-07     0.000045  5.743020e-07   \n",
       "             1.612          0.000073  3.921671e-07     0.000045  2.505879e-06   \n",
       "             1.632          0.000066  4.680868e-07     0.000042  3.341882e-06   \n",
       "             1.652          0.000058  4.260586e-07     0.000051  5.010721e-06   \n",
       "             1.672          0.000014  9.054890e-07     0.000046  9.753366e-07   \n",
       "             1.692          0.000013  5.433742e-07     0.000042  6.743963e-07   \n",
       "             1.712          0.000013  3.740007e-07     0.000041  6.337314e-07   \n",
       "             1.732          0.000011  3.137157e-07     0.000047  8.313916e-07   \n",
       "             1.752          0.000008  2.397551e-07     0.000065  1.065370e-06   \n",
       "Prep7_EIS_2  0.947          0.000032  3.355345e-07     0.000022  4.520407e-07   \n",
       "             1.097          0.000037  3.532660e-07     0.000026  3.804465e-07   \n",
       "             1.197          0.000056  9.444642e-03     0.000028  8.970913e-03   \n",
       "             1.297          0.000064  1.152187e-02     0.000031  1.036936e-02   \n",
       "             1.347          0.000064  1.207847e-02     0.000033  1.132380e-02   \n",
       "             1.447          0.000084  1.153228e-06     0.000053  1.014112e-06   \n",
       "             1.627          0.000121  3.051563e-06     0.000131  2.825643e-06   \n",
       "             1.647          0.000114  3.023833e-06     0.000123  2.854057e-06   \n",
       "             1.667          0.000106  2.758507e-06     0.000125  3.317683e-06   \n",
       "             1.687          0.000009  5.461769e-07     0.000152  1.456806e-06   \n",
       "             1.707          0.000009  4.376937e-07     0.000140  1.611376e-06   \n",
       "             1.727          0.000009  2.726982e-07     0.000136  2.058467e-06   \n",
       "Prep8_EIS_2  0.952          0.000009  8.272793e-08     0.000006  8.781534e-08   \n",
       "             1.102          0.000012  6.293111e-08     0.000005  4.937298e-08   \n",
       "             1.202          0.000016  7.272234e-08     0.000005  4.941821e-08   \n",
       "             1.302          0.000017  6.074732e-08     0.000005  5.375491e-08   \n",
       "             1.352          0.000017  6.212719e-08     0.000005  4.934561e-08   \n",
       "             1.452          0.000026  8.117295e-08     0.000007  5.751661e-08   \n",
       "             1.552          0.000072  4.354594e-07     0.000039  3.976579e-07   \n",
       "             1.572          0.000074  4.820476e-07     0.000028  3.991524e-07   \n",
       "             1.592          0.000070  4.147337e-07     0.000025  3.934933e-07   \n",
       "             1.612          0.000065  4.101545e-07     0.000025  5.708322e-07   \n",
       "             1.632          0.000060  3.101301e-07     0.000065  3.194963e-06   \n",
       "             1.652          0.000058  2.736916e-07     0.000541  5.444626e-05   \n",
       "             1.672          0.000049  4.513204e-07     0.000091  1.511915e-05   \n",
       "             1.692          0.000014  1.727463e-06     0.000040  1.708033e-06   \n",
       "\n",
       "parameter                          L (H)                 RL (Ohm)            \\\n",
       "                                   value         error      value     error   \n",
       "sample       potential RHE                                                    \n",
       "Prep11_EIS_1 0.982          1.636541e+01  4.685558e+06  15.285617  0.165759   \n",
       "             1.132          2.175257e+01  2.007388e+06  14.655441  0.121932   \n",
       "             1.232          1.205124e+07  1.247277e+13  14.475464  0.109330   \n",
       "             1.332          1.975265e+01  7.346874e+06  14.402666  0.100662   \n",
       "             1.382          5.538197e-01  4.817360e+02  14.271764  0.091750   \n",
       "             1.482          1.461300e-02  6.425423e-04  14.465188  0.053952   \n",
       "             1.582          1.441154e-02  7.075250e-04  14.404772  0.060241   \n",
       "             1.602          1.483262e-02  7.676471e-04  14.485096  0.063397   \n",
       "             1.622          1.520941e-02  8.084741e-04  14.561655  0.065041   \n",
       "             1.642          1.586858e-02  8.650909e-04  14.731222  0.066778   \n",
       "             1.662          1.634106e-02  8.636844e-04  14.863300  0.064648   \n",
       "             1.682          1.552035e-02  7.844972e-04  14.447235  0.060077   \n",
       "             1.702          5.241847e-03  3.217092e-04  15.086972  0.056810   \n",
       "             1.722          6.024837e-03  2.642868e-04  15.936744  0.038988   \n",
       "Prep12_EIS_1 1.012          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.162          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.262          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.362          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.412          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.512          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.612          1.547021e-02  1.302532e-03  12.337913  0.082610   \n",
       "             1.632          1.680475e-02  1.321897e-03  12.844694  0.079292   \n",
       "             1.652          1.593065e-02  1.032144e-03  12.706622  0.065126   \n",
       "             1.672          5.042588e-03  4.694607e-04  12.328627  0.068364   \n",
       "             1.692          5.568943e-03  3.595043e-04  12.891949  0.043223   \n",
       "             1.712          5.652052e-03  2.867256e-04  13.566909  0.029683   \n",
       "             1.732          4.793141e-03  2.270853e-04  14.335170  0.025699   \n",
       "             1.752          3.216014e-03  1.437189e-04  15.518871  0.021208   \n",
       "Prep7_EIS_2  0.947          1.838440e+06  1.340519e+12  17.088263  0.238802   \n",
       "             1.097          2.789939e+07  3.733221e+13  25.239426  0.198611   \n",
       "             1.197          2.938389e+01  4.157744e+06  25.022240  0.124803   \n",
       "             1.297          3.138070e+01  4.666746e+06  24.506101  0.119306   \n",
       "             1.347          2.809856e+01  3.863662e+06  24.631057  0.121431   \n",
       "             1.447          9.074882e-02  8.193555e-03  23.160033  0.110862   \n",
       "             1.627          5.100792e-02  2.932477e-03  24.129638  0.087974   \n",
       "             1.647          5.286028e-02  3.481342e-03  24.366555  0.101228   \n",
       "             1.667          4.636730e-02  2.949597e-03  23.309548  0.094253   \n",
       "             1.687          7.775609e-03  4.766257e-04  22.840055  0.076703   \n",
       "             1.707          8.177048e-03  4.120867e-04  23.245095  0.061992   \n",
       "             1.727          8.494218e-03  2.884969e-04  24.274613  0.038625   \n",
       "Prep8_EIS_2  0.952          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.102          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.202          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.302          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.352          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.452          0.000000e+00  0.000000e+00   0.000000  0.000000   \n",
       "             1.552          7.679163e-03  8.702142e-04   7.282579  0.069240   \n",
       "             1.572          9.496725e-03  1.094021e-03   7.630120  0.070055   \n",
       "             1.592          1.041213e-02  1.313172e-03   7.817721  0.076957   \n",
       "             1.612          1.102629e-02  1.449611e-03   8.020952  0.081506   \n",
       "             1.632          1.364769e-02  1.714120e-03   9.142953  0.086547   \n",
       "             1.652          1.398639e+06  8.112556e+11   8.748735  0.085717   \n",
       "             1.672          1.296600e-02  1.521491e-03   8.593813  0.072347   \n",
       "             1.692          8.294940e+06  1.633334e+13   8.797842  0.074466   \n",
       "\n",
       "parameter                     Rct1 (Ohm)                   RctO2 (Ohm)  \\\n",
       "                                   value          error          value   \n",
       "sample       potential RHE                                               \n",
       "Prep11_EIS_1 0.982           1088.030267  544491.127549   10089.650828   \n",
       "             1.132            919.596775  142090.462820   10680.707971   \n",
       "             1.232            954.078789      73.795212    9289.281705   \n",
       "             1.332           1111.806219  804589.562858    8615.885771   \n",
       "             1.382           1116.429930  164720.757420    8970.459336   \n",
       "             1.482            161.770883      11.821254    3401.960818   \n",
       "             1.582            130.485750       7.638940    1622.494172   \n",
       "             1.602            140.075530       8.036470    1412.781118   \n",
       "             1.622            145.496219       7.984411    1097.631013   \n",
       "             1.642            143.759664       7.705103     710.324883   \n",
       "             1.662            126.804472       6.487084     381.301894   \n",
       "             1.682            106.820901       5.401038     180.243626   \n",
       "             1.702              9.046795       0.377353     143.647307   \n",
       "             1.722              9.124359       0.295957      87.007278   \n",
       "Prep12_EIS_1 1.012          17608.137952     908.838451  169027.738409   \n",
       "             1.162          11098.363872     854.787963  154944.105615   \n",
       "             1.262          14614.033383     692.872759  103944.814848   \n",
       "             1.362          16311.025970     708.078336  119336.696281   \n",
       "             1.412          13869.022602     698.260281  100741.394880   \n",
       "             1.512           1652.083560      72.887330   13308.411165   \n",
       "             1.612           2528.047525     101.769791    3263.273591   \n",
       "             1.632           1469.385936      78.284460    1478.482000   \n",
       "             1.652            841.140373      38.957649     612.777323   \n",
       "             1.672             10.821619       0.659422     655.658062   \n",
       "             1.692             11.630301       0.485481     302.648947   \n",
       "             1.712             13.704799       0.372354     148.650132   \n",
       "             1.732             16.695294       0.276839      76.664848   \n",
       "             1.752             20.105547       0.145868      40.628856   \n",
       "Prep7_EIS_2  0.947           2231.705715      97.626103   13021.723319   \n",
       "             1.097           1951.606043      79.649929   13164.623660   \n",
       "             1.197           2179.968625  659275.257056   12973.537430   \n",
       "             1.297           2181.044149  704219.199062   12496.382295   \n",
       "             1.347           2049.005795  687117.844990   10916.917281   \n",
       "             1.447            732.686466      45.012571    8850.386556   \n",
       "             1.627            180.665116      12.120036    2319.833349   \n",
       "             1.647            204.299344      14.989181    1570.115081   \n",
       "             1.667            182.606398      13.053833     770.061316   \n",
       "             1.687             18.498971       0.461796     431.238288   \n",
       "             1.707             19.029771       0.394189     232.386576   \n",
       "             1.727             20.265044       0.276463      88.312455   \n",
       "Prep8_EIS_2  0.952           8399.262696     327.616855   30171.171428   \n",
       "             1.102          12609.785342     428.161766   75227.532997   \n",
       "             1.202          11796.880980     494.342359   74783.042579   \n",
       "             1.302          14578.928370     495.999623   72140.272065   \n",
       "             1.352          13867.086379     482.323416   75307.489585   \n",
       "             1.452          10602.070703     337.545992   89806.751483   \n",
       "             1.552           1197.915232      36.920036   14426.242469   \n",
       "             1.572           1420.000634      65.907140   15405.336044   \n",
       "             1.592           2087.223836     100.641938   12239.088676   \n",
       "             1.612           1978.069374     102.331669    6381.335380   \n",
       "             1.632           1862.525035      47.983339    1779.654410   \n",
       "             1.652           1488.380399      13.681462     372.674687   \n",
       "             1.672            508.992259      20.801882     213.855198   \n",
       "             1.692              3.375386       0.431388     286.218774   \n",
       "\n",
       "parameter                                 Rseries (Ohm)        \n",
       "                                    error         value error  \n",
       "sample       potential RHE                                     \n",
       "Prep11_EIS_1 0.982          545609.256086          50.0   0.0  \n",
       "             1.132          122880.759878          50.0   0.0  \n",
       "             1.232             881.380699          50.0   0.0  \n",
       "             1.332          795620.306791          50.0   0.0  \n",
       "             1.382          165506.668437          50.0   0.0  \n",
       "             1.482             227.997745          50.0   0.0  \n",
       "             1.582             114.886836          50.0   0.0  \n",
       "             1.602              84.515437          50.0   0.0  \n",
       "             1.622              49.807980          50.0   0.0  \n",
       "             1.642              22.491533          50.0   0.0  \n",
       "             1.662               9.047766          50.0   0.0  \n",
       "             1.682               5.586520          50.0   0.0  \n",
       "             1.702               1.570539          50.0   0.0  \n",
       "             1.722               0.822999          50.0   0.0  \n",
       "Prep12_EIS_1 1.012            7253.518013          50.0   0.0  \n",
       "             1.162            7831.962879          50.0   0.0  \n",
       "             1.262            5907.055904          50.0   0.0  \n",
       "             1.362            5533.700658          50.0   0.0  \n",
       "             1.412            5437.213692          50.0   0.0  \n",
       "             1.512            1105.861890          50.0   0.0  \n",
       "             1.612             112.922925          50.0   0.0  \n",
       "             1.632              73.604437          50.0   0.0  \n",
       "             1.652              37.856804          50.0   0.0  \n",
       "             1.672               2.142279          50.0   0.0  \n",
       "             1.692               0.941660          50.0   0.0  \n",
       "             1.712               0.528217          50.0   0.0  \n",
       "             1.732               0.374644          50.0   0.0  \n",
       "             1.752               0.247417          50.0   0.0  \n",
       "Prep7_EIS_2  0.947             506.246817          50.0   0.0  \n",
       "             1.097             595.101225          50.0   0.0  \n",
       "             1.197          660710.621762          50.0   0.0  \n",
       "             1.297          686891.598107          50.0   0.0  \n",
       "             1.347          691475.417152          50.0   0.0  \n",
       "             1.447             647.069565          50.0   0.0  \n",
       "             1.627             102.858185          50.0   0.0  \n",
       "             1.647              51.267257          50.0   0.0  \n",
       "             1.667              16.580032          50.0   0.0  \n",
       "             1.687               3.517719          50.0   0.0  \n",
       "             1.707               1.811348          50.0   0.0  \n",
       "             1.727               0.722238          50.0   0.0  \n",
       "Prep8_EIS_2  0.952             523.491274          50.0   0.0  \n",
       "             1.102            2541.908720          50.0   0.0  \n",
       "             1.202            2158.235446          50.0   0.0  \n",
       "             1.302            2510.753805          50.0   0.0  \n",
       "             1.352            2533.561076          50.0   0.0  \n",
       "             1.452            4917.280851          50.0   0.0  \n",
       "             1.552             753.904939          50.0   0.0  \n",
       "             1.572             716.274721          50.0   0.0  \n",
       "             1.592             505.157899          50.0   0.0  \n",
       "             1.612             149.004777          50.0   0.0  \n",
       "             1.632              45.542295          50.0   0.0  \n",
       "             1.652              34.693677          50.0   0.0  \n",
       "             1.672              20.194485          50.0   0.0  \n",
       "             1.692               1.435975          50.0   0.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SelectedEISParams = AllEISParams.loc[AllEISParams['model'] =='2-ladder']\n",
    "\n",
    "table = pd.pivot_table(SelectedEISParams,\n",
    "                       index=[\"sample\", 'potential RHE'],\n",
    "                       columns=\"parameter\",\n",
    "                       values=[\"value\", \"error\"])\n",
    "# Swap MultiIndex levels -> (parameter, value/error)\n",
    "table = table.swaplevel(axis=1).sort_index(axis=1)\n",
    "# Reorder second-level columns so \"value\" comes before \"error\"\n",
    "table = table.reindex([\"value\", \"error\"], axis=1, level=1)\n",
    "\n",
    "table.to_csv(\"EIS_FitResults_2ladder.txt\", index=True)\n",
    "table.to_parquet(\"EIS_FitResults_2ladder.parquet\", index=True)\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>parameter</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Cdl (F)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">L (H)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">RL (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">RctO2 (Ohm)</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Rseries (Ohm)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "      <th>value</th>\n",
       "      <th>error</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sample</th>\n",
       "      <th>potential RHE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep11_EIS_1</th>\n",
       "      <th>0.982</th>\n",
       "      <td>0.000089</td>\n",
       "      <td>8.310437e-07</td>\n",
       "      <td>5.001218e+07</td>\n",
       "      <td>5.491987e+14</td>\n",
       "      <td>15.466434</td>\n",
       "      <td>0.341476</td>\n",
       "      <td>5985.920088</td>\n",
       "      <td>280.973945</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.132</th>\n",
       "      <td>0.000118</td>\n",
       "      <td>2.820362e-01</td>\n",
       "      <td>9.565729e+00</td>\n",
       "      <td>8.480057e+06</td>\n",
       "      <td>14.778585</td>\n",
       "      <td>0.241807</td>\n",
       "      <td>5483.596463</td>\n",
       "      <td>1143.404027</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.232</th>\n",
       "      <td>0.000128</td>\n",
       "      <td>4.052670e-01</td>\n",
       "      <td>8.835709e+00</td>\n",
       "      <td>9.106446e+06</td>\n",
       "      <td>14.581669</td>\n",
       "      <td>0.223366</td>\n",
       "      <td>4740.394383</td>\n",
       "      <td>754.578151</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.332</th>\n",
       "      <td>0.000128</td>\n",
       "      <td>3.680011e-01</td>\n",
       "      <td>8.182367e+00</td>\n",
       "      <td>7.188925e+06</td>\n",
       "      <td>14.497424</td>\n",
       "      <td>0.215171</td>\n",
       "      <td>4419.898890</td>\n",
       "      <td>390.204004</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.382</th>\n",
       "      <td>0.000139</td>\n",
       "      <td>3.628469e-01</td>\n",
       "      <td>8.640974e+00</td>\n",
       "      <td>6.769534e+06</td>\n",
       "      <td>14.347833</td>\n",
       "      <td>0.186592</td>\n",
       "      <td>4319.539465</td>\n",
       "      <td>1003.917941</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.482</th>\n",
       "      <td>0.000301</td>\n",
       "      <td>3.278408e-06</td>\n",
       "      <td>1.399238e-02</td>\n",
       "      <td>1.350105e-03</td>\n",
       "      <td>14.435671</td>\n",
       "      <td>0.120075</td>\n",
       "      <td>1944.567446</td>\n",
       "      <td>116.848117</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.582</th>\n",
       "      <td>0.000380</td>\n",
       "      <td>6.461922e-06</td>\n",
       "      <td>1.368843e-02</td>\n",
       "      <td>1.537550e-03</td>\n",
       "      <td>14.372073</td>\n",
       "      <td>0.139922</td>\n",
       "      <td>894.020423</td>\n",
       "      <td>50.243503</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.602</th>\n",
       "      <td>0.000371</td>\n",
       "      <td>6.330191e-06</td>\n",
       "      <td>2.275402e+08</td>\n",
       "      <td>1.955778e+17</td>\n",
       "      <td>14.294546</td>\n",
       "      <td>0.144021</td>\n",
       "      <td>1035.248264</td>\n",
       "      <td>65.380648</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.622</th>\n",
       "      <td>0.000347</td>\n",
       "      <td>5.808246e-06</td>\n",
       "      <td>4.544474e+08</td>\n",
       "      <td>6.803056e+16</td>\n",
       "      <td>14.378821</td>\n",
       "      <td>0.145942</td>\n",
       "      <td>887.966266</td>\n",
       "      <td>45.008910</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.642</th>\n",
       "      <td>0.000324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.717484e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.554831</td>\n",
       "      <td>NaN</td>\n",
       "      <td>671.289845</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.662</th>\n",
       "      <td>0.000294</td>\n",
       "      <td>5.292135e-06</td>\n",
       "      <td>2.899440e+07</td>\n",
       "      <td>1.277435e+14</td>\n",
       "      <td>14.688380</td>\n",
       "      <td>0.135803</td>\n",
       "      <td>435.334769</td>\n",
       "      <td>14.553005</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.682</th>\n",
       "      <td>0.000227</td>\n",
       "      <td>4.341466e-06</td>\n",
       "      <td>1.610854e-02</td>\n",
       "      <td>1.610872e-03</td>\n",
       "      <td>14.412245</td>\n",
       "      <td>0.118813</td>\n",
       "      <td>248.097108</td>\n",
       "      <td>4.858335</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.702</th>\n",
       "      <td>0.000187</td>\n",
       "      <td>3.965475e-06</td>\n",
       "      <td>1.982488e-02</td>\n",
       "      <td>1.604581e-03</td>\n",
       "      <td>15.279222</td>\n",
       "      <td>0.097366</td>\n",
       "      <td>145.497912</td>\n",
       "      <td>2.614857</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.722</th>\n",
       "      <td>0.000156</td>\n",
       "      <td>3.487176e-06</td>\n",
       "      <td>2.173163e-02</td>\n",
       "      <td>1.363944e-03</td>\n",
       "      <td>16.139309</td>\n",
       "      <td>0.078486</td>\n",
       "      <td>91.565498</td>\n",
       "      <td>1.580623</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep12_EIS_1</th>\n",
       "      <th>1.012</th>\n",
       "      <td>0.000015</td>\n",
       "      <td>4.426528e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>88583.947162</td>\n",
       "      <td>2928.063017</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.162</th>\n",
       "      <td>0.000027</td>\n",
       "      <td>5.295473e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81818.806702</td>\n",
       "      <td>2984.746112</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.262</th>\n",
       "      <td>0.000028</td>\n",
       "      <td>7.178987e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51049.868666</td>\n",
       "      <td>1577.445278</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.362</th>\n",
       "      <td>0.000023</td>\n",
       "      <td>5.976020e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60820.509792</td>\n",
       "      <td>1863.668215</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.412</th>\n",
       "      <td>0.000030</td>\n",
       "      <td>7.159373e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>51268.853030</td>\n",
       "      <td>1586.062566</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.512</th>\n",
       "      <td>0.000109</td>\n",
       "      <td>7.568248e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5352.286937</td>\n",
       "      <td>184.877631</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.612</th>\n",
       "      <td>0.000082</td>\n",
       "      <td>3.549232e-07</td>\n",
       "      <td>1.260000e+08</td>\n",
       "      <td>1.062172e+15</td>\n",
       "      <td>12.224935</td>\n",
       "      <td>0.164113</td>\n",
       "      <td>4573.734574</td>\n",
       "      <td>71.552475</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.632</th>\n",
       "      <td>0.000075</td>\n",
       "      <td>3.044274e-07</td>\n",
       "      <td>6.251504e+06</td>\n",
       "      <td>8.029006e+12</td>\n",
       "      <td>12.715773</td>\n",
       "      <td>0.140260</td>\n",
       "      <td>2769.651619</td>\n",
       "      <td>23.165856</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.652</th>\n",
       "      <td>0.000067</td>\n",
       "      <td>2.890619e-07</td>\n",
       "      <td>5.254533e+06</td>\n",
       "      <td>3.580695e+12</td>\n",
       "      <td>12.568516</td>\n",
       "      <td>0.119922</td>\n",
       "      <td>1411.082648</td>\n",
       "      <td>9.745988</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.672</th>\n",
       "      <td>0.000058</td>\n",
       "      <td>3.100083e-07</td>\n",
       "      <td>1.724890e-02</td>\n",
       "      <td>1.785154e-03</td>\n",
       "      <td>12.534077</td>\n",
       "      <td>0.100292</td>\n",
       "      <td>661.387208</td>\n",
       "      <td>3.230606</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.692</th>\n",
       "      <td>0.000052</td>\n",
       "      <td>3.620705e-07</td>\n",
       "      <td>2.156562e-02</td>\n",
       "      <td>1.805052e-03</td>\n",
       "      <td>13.113030</td>\n",
       "      <td>0.079809</td>\n",
       "      <td>311.515011</td>\n",
       "      <td>1.698794</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.712</th>\n",
       "      <td>0.000047</td>\n",
       "      <td>4.656948e-07</td>\n",
       "      <td>2.467534e-02</td>\n",
       "      <td>1.885439e-03</td>\n",
       "      <td>13.798502</td>\n",
       "      <td>0.067786</td>\n",
       "      <td>161.124397</td>\n",
       "      <td>1.087304</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.732</th>\n",
       "      <td>0.000045</td>\n",
       "      <td>9.385984e-07</td>\n",
       "      <td>2.817772e-02</td>\n",
       "      <td>3.067081e-03</td>\n",
       "      <td>14.585716</td>\n",
       "      <td>0.066971</td>\n",
       "      <td>92.936910</td>\n",
       "      <td>0.898458</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.752</th>\n",
       "      <td>0.000049</td>\n",
       "      <td>3.951262e-03</td>\n",
       "      <td>4.644863e-02</td>\n",
       "      <td>1.435171e+01</td>\n",
       "      <td>15.805718</td>\n",
       "      <td>0.068717</td>\n",
       "      <td>60.278527</td>\n",
       "      <td>0.898484</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">Prep7_EIS_2</th>\n",
       "      <th>0.947</th>\n",
       "      <td>0.000043</td>\n",
       "      <td>5.129242e-03</td>\n",
       "      <td>6.689425e+00</td>\n",
       "      <td>4.010465e+05</td>\n",
       "      <td>17.466585</td>\n",
       "      <td>0.714018</td>\n",
       "      <td>8849.424334</td>\n",
       "      <td>1625.868205</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.097</th>\n",
       "      <td>0.000051</td>\n",
       "      <td>3.091930e-02</td>\n",
       "      <td>1.033908e+01</td>\n",
       "      <td>1.910242e+06</td>\n",
       "      <td>25.566777</td>\n",
       "      <td>0.630562</td>\n",
       "      <td>7861.520775</td>\n",
       "      <td>1648.533201</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.197</th>\n",
       "      <td>0.000070</td>\n",
       "      <td>7.963594e-02</td>\n",
       "      <td>1.300127e+01</td>\n",
       "      <td>4.366779e+06</td>\n",
       "      <td>25.181077</td>\n",
       "      <td>0.359433</td>\n",
       "      <td>7405.783548</td>\n",
       "      <td>1744.523838</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.297</th>\n",
       "      <td>0.000078</td>\n",
       "      <td>2.489977e-01</td>\n",
       "      <td>1.313186e+01</td>\n",
       "      <td>1.165751e+07</td>\n",
       "      <td>24.634606</td>\n",
       "      <td>0.314032</td>\n",
       "      <td>6842.205360</td>\n",
       "      <td>965.113451</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.347</th>\n",
       "      <td>0.000079</td>\n",
       "      <td>4.291033e-02</td>\n",
       "      <td>1.238404e+01</td>\n",
       "      <td>1.735356e+06</td>\n",
       "      <td>24.763334</td>\n",
       "      <td>0.317044</td>\n",
       "      <td>6358.012316</td>\n",
       "      <td>1456.167252</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.447</th>\n",
       "      <td>0.000121</td>\n",
       "      <td>4.337414e-01</td>\n",
       "      <td>1.457231e+01</td>\n",
       "      <td>1.167295e+07</td>\n",
       "      <td>23.146142</td>\n",
       "      <td>0.209111</td>\n",
       "      <td>5187.801021</td>\n",
       "      <td>756.573294</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.627</th>\n",
       "      <td>0.000230</td>\n",
       "      <td>1.713960e-05</td>\n",
       "      <td>2.759767e+06</td>\n",
       "      <td>4.591327e+12</td>\n",
       "      <td>23.986020</td>\n",
       "      <td>0.150466</td>\n",
       "      <td>1986.097523</td>\n",
       "      <td>314.360350</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.647</th>\n",
       "      <td>0.000205</td>\n",
       "      <td>1.017641e-01</td>\n",
       "      <td>7.530159e+00</td>\n",
       "      <td>2.347930e+05</td>\n",
       "      <td>24.228517</td>\n",
       "      <td>0.159396</td>\n",
       "      <td>1518.743557</td>\n",
       "      <td>205.266256</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.667</th>\n",
       "      <td>0.000184</td>\n",
       "      <td>7.290274e-02</td>\n",
       "      <td>3.791612e+00</td>\n",
       "      <td>5.760981e+04</td>\n",
       "      <td>23.164899</td>\n",
       "      <td>0.148928</td>\n",
       "      <td>889.006118</td>\n",
       "      <td>41.978926</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.687</th>\n",
       "      <td>0.000159</td>\n",
       "      <td>3.615726e-02</td>\n",
       "      <td>1.681565e+00</td>\n",
       "      <td>7.613166e+03</td>\n",
       "      <td>22.987554</td>\n",
       "      <td>0.129450</td>\n",
       "      <td>458.894141</td>\n",
       "      <td>10.133855</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.707</th>\n",
       "      <td>0.000146</td>\n",
       "      <td>3.939237e-02</td>\n",
       "      <td>8.801251e-01</td>\n",
       "      <td>2.608065e+03</td>\n",
       "      <td>23.412765</td>\n",
       "      <td>0.121511</td>\n",
       "      <td>257.322598</td>\n",
       "      <td>5.176425</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.727</th>\n",
       "      <td>0.000095</td>\n",
       "      <td>2.371284e-06</td>\n",
       "      <td>6.878651e-02</td>\n",
       "      <td>5.132440e-03</td>\n",
       "      <td>24.555844</td>\n",
       "      <td>0.096639</td>\n",
       "      <td>104.742928</td>\n",
       "      <td>1.737799</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Prep8_EIS_2</th>\n",
       "      <th>0.952</th>\n",
       "      <td>0.000012</td>\n",
       "      <td>8.221655e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27485.825550</td>\n",
       "      <td>543.784314</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.102</th>\n",
       "      <td>0.000014</td>\n",
       "      <td>7.761206e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43427.676289</td>\n",
       "      <td>1245.181317</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.202</th>\n",
       "      <td>0.000018</td>\n",
       "      <td>6.802102e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47668.389168</td>\n",
       "      <td>1307.529725</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.302</th>\n",
       "      <td>0.000019</td>\n",
       "      <td>7.094017e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43578.533090</td>\n",
       "      <td>1140.471095</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.352</th>\n",
       "      <td>0.000019</td>\n",
       "      <td>7.134890e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44761.270551</td>\n",
       "      <td>1209.582604</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.452</th>\n",
       "      <td>0.000030</td>\n",
       "      <td>1.081351e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>35832.924858</td>\n",
       "      <td>1172.620777</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.552</th>\n",
       "      <td>0.000097</td>\n",
       "      <td>8.229547e-07</td>\n",
       "      <td>3.817287e+06</td>\n",
       "      <td>1.558374e+13</td>\n",
       "      <td>7.308050</td>\n",
       "      <td>0.283390</td>\n",
       "      <td>6318.220565</td>\n",
       "      <td>305.460638</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.572</th>\n",
       "      <td>0.000092</td>\n",
       "      <td>7.769105e-07</td>\n",
       "      <td>1.182927e+06</td>\n",
       "      <td>1.227575e+12</td>\n",
       "      <td>7.639572</td>\n",
       "      <td>0.205274</td>\n",
       "      <td>8779.590918</td>\n",
       "      <td>395.474699</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.592</th>\n",
       "      <td>0.000084</td>\n",
       "      <td>4.226646e-07</td>\n",
       "      <td>7.200000e+07</td>\n",
       "      <td>1.840818e+15</td>\n",
       "      <td>7.819689</td>\n",
       "      <td>0.199346</td>\n",
       "      <td>8380.664914</td>\n",
       "      <td>278.511066</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.612</th>\n",
       "      <td>0.000077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.200000e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.014436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6424.954867</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.632</th>\n",
       "      <td>0.000070</td>\n",
       "      <td>3.844581e-07</td>\n",
       "      <td>2.930394e+06</td>\n",
       "      <td>4.511934e+12</td>\n",
       "      <td>9.129443</td>\n",
       "      <td>0.212046</td>\n",
       "      <td>3016.721789</td>\n",
       "      <td>38.868939</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.652</th>\n",
       "      <td>0.000062</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.280000e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.770235</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1580.941195</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.672</th>\n",
       "      <td>0.000055</td>\n",
       "      <td>1.652546e-03</td>\n",
       "      <td>3.339150e-01</td>\n",
       "      <td>8.289025e+02</td>\n",
       "      <td>8.545539</td>\n",
       "      <td>0.099088</td>\n",
       "      <td>708.340916</td>\n",
       "      <td>4.342984</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.692</th>\n",
       "      <td>0.000051</td>\n",
       "      <td>3.972046e-03</td>\n",
       "      <td>1.384913e-01</td>\n",
       "      <td>3.513236e+02</td>\n",
       "      <td>9.117695</td>\n",
       "      <td>0.081398</td>\n",
       "      <td>297.427113</td>\n",
       "      <td>2.055271</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "parameter                    Cdl (F)                       L (H)  \\\n",
       "                               value         error         value   \n",
       "sample       potential RHE                                         \n",
       "Prep11_EIS_1 0.982          0.000089  8.310437e-07  5.001218e+07   \n",
       "             1.132          0.000118  2.820362e-01  9.565729e+00   \n",
       "             1.232          0.000128  4.052670e-01  8.835709e+00   \n",
       "             1.332          0.000128  3.680011e-01  8.182367e+00   \n",
       "             1.382          0.000139  3.628469e-01  8.640974e+00   \n",
       "             1.482          0.000301  3.278408e-06  1.399238e-02   \n",
       "             1.582          0.000380  6.461922e-06  1.368843e-02   \n",
       "             1.602          0.000371  6.330191e-06  2.275402e+08   \n",
       "             1.622          0.000347  5.808246e-06  4.544474e+08   \n",
       "             1.642          0.000324           NaN  2.717484e+08   \n",
       "             1.662          0.000294  5.292135e-06  2.899440e+07   \n",
       "             1.682          0.000227  4.341466e-06  1.610854e-02   \n",
       "             1.702          0.000187  3.965475e-06  1.982488e-02   \n",
       "             1.722          0.000156  3.487176e-06  2.173163e-02   \n",
       "Prep12_EIS_1 1.012          0.000015  4.426528e-08  0.000000e+00   \n",
       "             1.162          0.000027  5.295473e-08  0.000000e+00   \n",
       "             1.262          0.000028  7.178987e-08  0.000000e+00   \n",
       "             1.362          0.000023  5.976020e-08  0.000000e+00   \n",
       "             1.412          0.000030  7.159373e-08  0.000000e+00   \n",
       "             1.512          0.000109  7.568248e-07  0.000000e+00   \n",
       "             1.612          0.000082  3.549232e-07  1.260000e+08   \n",
       "             1.632          0.000075  3.044274e-07  6.251504e+06   \n",
       "             1.652          0.000067  2.890619e-07  5.254533e+06   \n",
       "             1.672          0.000058  3.100083e-07  1.724890e-02   \n",
       "             1.692          0.000052  3.620705e-07  2.156562e-02   \n",
       "             1.712          0.000047  4.656948e-07  2.467534e-02   \n",
       "             1.732          0.000045  9.385984e-07  2.817772e-02   \n",
       "             1.752          0.000049  3.951262e-03  4.644863e-02   \n",
       "Prep7_EIS_2  0.947          0.000043  5.129242e-03  6.689425e+00   \n",
       "             1.097          0.000051  3.091930e-02  1.033908e+01   \n",
       "             1.197          0.000070  7.963594e-02  1.300127e+01   \n",
       "             1.297          0.000078  2.489977e-01  1.313186e+01   \n",
       "             1.347          0.000079  4.291033e-02  1.238404e+01   \n",
       "             1.447          0.000121  4.337414e-01  1.457231e+01   \n",
       "             1.627          0.000230  1.713960e-05  2.759767e+06   \n",
       "             1.647          0.000205  1.017641e-01  7.530159e+00   \n",
       "             1.667          0.000184  7.290274e-02  3.791612e+00   \n",
       "             1.687          0.000159  3.615726e-02  1.681565e+00   \n",
       "             1.707          0.000146  3.939237e-02  8.801251e-01   \n",
       "             1.727          0.000095  2.371284e-06  6.878651e-02   \n",
       "Prep8_EIS_2  0.952          0.000012  8.221655e-08  0.000000e+00   \n",
       "             1.102          0.000014  7.761206e-08  0.000000e+00   \n",
       "             1.202          0.000018  6.802102e-08  0.000000e+00   \n",
       "             1.302          0.000019  7.094017e-08  0.000000e+00   \n",
       "             1.352          0.000019  7.134890e-08  0.000000e+00   \n",
       "             1.452          0.000030  1.081351e-07  0.000000e+00   \n",
       "             1.552          0.000097  8.229547e-07  3.817287e+06   \n",
       "             1.572          0.000092  7.769105e-07  1.182927e+06   \n",
       "             1.592          0.000084  4.226646e-07  7.200000e+07   \n",
       "             1.612          0.000077           NaN  7.200000e+07   \n",
       "             1.632          0.000070  3.844581e-07  2.930394e+06   \n",
       "             1.652          0.000062           NaN  1.280000e+08   \n",
       "             1.672          0.000055  1.652546e-03  3.339150e-01   \n",
       "             1.692          0.000051  3.972046e-03  1.384913e-01   \n",
       "\n",
       "parameter                                  RL (Ohm)             RctO2 (Ohm)  \\\n",
       "                                   error      value     error         value   \n",
       "sample       potential RHE                                                    \n",
       "Prep11_EIS_1 0.982          5.491987e+14  15.466434  0.341476   5985.920088   \n",
       "             1.132          8.480057e+06  14.778585  0.241807   5483.596463   \n",
       "             1.232          9.106446e+06  14.581669  0.223366   4740.394383   \n",
       "             1.332          7.188925e+06  14.497424  0.215171   4419.898890   \n",
       "             1.382          6.769534e+06  14.347833  0.186592   4319.539465   \n",
       "             1.482          1.350105e-03  14.435671  0.120075   1944.567446   \n",
       "             1.582          1.537550e-03  14.372073  0.139922    894.020423   \n",
       "             1.602          1.955778e+17  14.294546  0.144021   1035.248264   \n",
       "             1.622          6.803056e+16  14.378821  0.145942    887.966266   \n",
       "             1.642                   NaN  14.554831       NaN    671.289845   \n",
       "             1.662          1.277435e+14  14.688380  0.135803    435.334769   \n",
       "             1.682          1.610872e-03  14.412245  0.118813    248.097108   \n",
       "             1.702          1.604581e-03  15.279222  0.097366    145.497912   \n",
       "             1.722          1.363944e-03  16.139309  0.078486     91.565498   \n",
       "Prep12_EIS_1 1.012          0.000000e+00   0.000000  0.000000  88583.947162   \n",
       "             1.162          0.000000e+00   0.000000  0.000000  81818.806702   \n",
       "             1.262          0.000000e+00   0.000000  0.000000  51049.868666   \n",
       "             1.362          0.000000e+00   0.000000  0.000000  60820.509792   \n",
       "             1.412          0.000000e+00   0.000000  0.000000  51268.853030   \n",
       "             1.512          0.000000e+00   0.000000  0.000000   5352.286937   \n",
       "             1.612          1.062172e+15  12.224935  0.164113   4573.734574   \n",
       "             1.632          8.029006e+12  12.715773  0.140260   2769.651619   \n",
       "             1.652          3.580695e+12  12.568516  0.119922   1411.082648   \n",
       "             1.672          1.785154e-03  12.534077  0.100292    661.387208   \n",
       "             1.692          1.805052e-03  13.113030  0.079809    311.515011   \n",
       "             1.712          1.885439e-03  13.798502  0.067786    161.124397   \n",
       "             1.732          3.067081e-03  14.585716  0.066971     92.936910   \n",
       "             1.752          1.435171e+01  15.805718  0.068717     60.278527   \n",
       "Prep7_EIS_2  0.947          4.010465e+05  17.466585  0.714018   8849.424334   \n",
       "             1.097          1.910242e+06  25.566777  0.630562   7861.520775   \n",
       "             1.197          4.366779e+06  25.181077  0.359433   7405.783548   \n",
       "             1.297          1.165751e+07  24.634606  0.314032   6842.205360   \n",
       "             1.347          1.735356e+06  24.763334  0.317044   6358.012316   \n",
       "             1.447          1.167295e+07  23.146142  0.209111   5187.801021   \n",
       "             1.627          4.591327e+12  23.986020  0.150466   1986.097523   \n",
       "             1.647          2.347930e+05  24.228517  0.159396   1518.743557   \n",
       "             1.667          5.760981e+04  23.164899  0.148928    889.006118   \n",
       "             1.687          7.613166e+03  22.987554  0.129450    458.894141   \n",
       "             1.707          2.608065e+03  23.412765  0.121511    257.322598   \n",
       "             1.727          5.132440e-03  24.555844  0.096639    104.742928   \n",
       "Prep8_EIS_2  0.952          0.000000e+00   0.000000  0.000000  27485.825550   \n",
       "             1.102          0.000000e+00   0.000000  0.000000  43427.676289   \n",
       "             1.202          0.000000e+00   0.000000  0.000000  47668.389168   \n",
       "             1.302          0.000000e+00   0.000000  0.000000  43578.533090   \n",
       "             1.352          0.000000e+00   0.000000  0.000000  44761.270551   \n",
       "             1.452          0.000000e+00   0.000000  0.000000  35832.924858   \n",
       "             1.552          1.558374e+13   7.308050  0.283390   6318.220565   \n",
       "             1.572          1.227575e+12   7.639572  0.205274   8779.590918   \n",
       "             1.592          1.840818e+15   7.819689  0.199346   8380.664914   \n",
       "             1.612                   NaN   8.014436       NaN   6424.954867   \n",
       "             1.632          4.511934e+12   9.129443  0.212046   3016.721789   \n",
       "             1.652                   NaN   8.770235       NaN   1580.941195   \n",
       "             1.672          8.289025e+02   8.545539  0.099088    708.340916   \n",
       "             1.692          3.513236e+02   9.117695  0.081398    297.427113   \n",
       "\n",
       "parameter                               Rseries (Ohm)        \n",
       "                                  error         value error  \n",
       "sample       potential RHE                                   \n",
       "Prep11_EIS_1 0.982           280.973945          50.0   0.0  \n",
       "             1.132          1143.404027          50.0   0.0  \n",
       "             1.232           754.578151          50.0   0.0  \n",
       "             1.332           390.204004          50.0   0.0  \n",
       "             1.382          1003.917941          50.0   0.0  \n",
       "             1.482           116.848117          50.0   0.0  \n",
       "             1.582            50.243503          50.0   0.0  \n",
       "             1.602            65.380648          50.0   0.0  \n",
       "             1.622            45.008910          50.0   0.0  \n",
       "             1.642                  NaN          50.0   NaN  \n",
       "             1.662            14.553005          50.0   0.0  \n",
       "             1.682             4.858335          50.0   0.0  \n",
       "             1.702             2.614857          50.0   0.0  \n",
       "             1.722             1.580623          50.0   0.0  \n",
       "Prep12_EIS_1 1.012          2928.063017          50.0   0.0  \n",
       "             1.162          2984.746112          50.0   0.0  \n",
       "             1.262          1577.445278          50.0   0.0  \n",
       "             1.362          1863.668215          50.0   0.0  \n",
       "             1.412          1586.062566          50.0   0.0  \n",
       "             1.512           184.877631          50.0   0.0  \n",
       "             1.612            71.552475          50.0   0.0  \n",
       "             1.632            23.165856          50.0   0.0  \n",
       "             1.652             9.745988          50.0   0.0  \n",
       "             1.672             3.230606          50.0   0.0  \n",
       "             1.692             1.698794          50.0   0.0  \n",
       "             1.712             1.087304          50.0   0.0  \n",
       "             1.732             0.898458          50.0   0.0  \n",
       "             1.752             0.898484          50.0   0.0  \n",
       "Prep7_EIS_2  0.947          1625.868205          50.0   0.0  \n",
       "             1.097          1648.533201          50.0   0.0  \n",
       "             1.197          1744.523838          50.0   0.0  \n",
       "             1.297           965.113451          50.0   0.0  \n",
       "             1.347          1456.167252          50.0   0.0  \n",
       "             1.447           756.573294          50.0   0.0  \n",
       "             1.627           314.360350          50.0   0.0  \n",
       "             1.647           205.266256          50.0   0.0  \n",
       "             1.667            41.978926          50.0   0.0  \n",
       "             1.687            10.133855          50.0   0.0  \n",
       "             1.707             5.176425          50.0   0.0  \n",
       "             1.727             1.737799          50.0   0.0  \n",
       "Prep8_EIS_2  0.952           543.784314          50.0   0.0  \n",
       "             1.102          1245.181317          50.0   0.0  \n",
       "             1.202          1307.529725          50.0   0.0  \n",
       "             1.302          1140.471095          50.0   0.0  \n",
       "             1.352          1209.582604          50.0   0.0  \n",
       "             1.452          1172.620777          50.0   0.0  \n",
       "             1.552           305.460638          50.0   0.0  \n",
       "             1.572           395.474699          50.0   0.0  \n",
       "             1.592           278.511066          50.0   0.0  \n",
       "             1.612                  NaN          50.0   NaN  \n",
       "             1.632            38.868939          50.0   0.0  \n",
       "             1.652                  NaN          50.0   NaN  \n",
       "             1.672             4.342984          50.0   0.0  \n",
       "             1.692             2.055271          50.0   0.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SelectedEISParams = AllEISParams.loc[AllEISParams['model'] =='1-ladder']\n",
    "\n",
    "table = pd.pivot_table(SelectedEISParams,\n",
    "                       index=[\"sample\", 'potential RHE'],\n",
    "                       columns=\"parameter\",\n",
    "                       values=[\"value\", \"error\"])\n",
    "# Swap MultiIndex levels -> (parameter, value/error)\n",
    "table = table.swaplevel(axis=1).sort_index(axis=1)\n",
    "# Reorder second-level columns so \"value\" comes before \"error\"\n",
    "table = table.reindex([\"value\", \"error\"], axis=1, level=1)\n",
    "\n",
    "table.to_csv(\"EIS_FitResults_1ladder.txt\", index=True)\n",
    "table.to_parquet(\"EIS_FitResults_1ladder.parquet\", index=True)\n",
    "table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Saving All into Parquet Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "AllEISData.to_parquet('AllEISData_sXRD.parquet')\n",
    "AllEISParams.to_parquet('AllEISParams_sXRD.parquet')"
   ]
  }
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