{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e1dfc1f4",
   "metadata": {},
   "source": [
    "# $\\mathrm{Co_3O_4}$  Project EQCM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e10dbde",
   "metadata": {},
   "source": [
    "## Analyze Cyclic Voltammetry Acquired After EQCM and EIS"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b2333f5",
   "metadata": {},
   "source": [
    "### Load CV Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "c8862019",
   "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 th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time/s</th>\n",
       "      <th>Ewe/V</th>\n",
       "      <th>&lt;I&gt;/mA</th>\n",
       "      <th>i/mAcm-2</th>\n",
       "      <th>cycle</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fname</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>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq5_09_CV_C01.mpr</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.099740</td>\n",
       "      <td>-0.014574</td>\n",
       "      <td>-0.012456</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq5_09_CV_C01.mpr</th>\n",
       "      <td>0.055000</td>\n",
       "      <td>0.099941</td>\n",
       "      <td>-0.014104</td>\n",
       "      <td>-0.012055</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq5_09_CV_C01.mpr</th>\n",
       "      <td>0.155000</td>\n",
       "      <td>0.100438</td>\n",
       "      <td>-0.012973</td>\n",
       "      <td>-0.011088</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq5_09_CV_C01.mpr</th>\n",
       "      <td>0.255000</td>\n",
       "      <td>0.100959</td>\n",
       "      <td>-0.012286</td>\n",
       "      <td>-0.010501</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq5_09_CV_C01.mpr</th>\n",
       "      <td>0.354900</td>\n",
       "      <td>0.101450</td>\n",
       "      <td>-0.011710</td>\n",
       "      <td>-0.010008</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq5_09_CV_C01.mpr</th>\n",
       "      <td>1300.081767</td>\n",
       "      <td>0.101256</td>\n",
       "      <td>-0.006120</td>\n",
       "      <td>-0.005231</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq5_09_CV_C01.mpr</th>\n",
       "      <td>1300.181767</td>\n",
       "      <td>0.100735</td>\n",
       "      <td>-0.006064</td>\n",
       "      <td>-0.005183</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq5_09_CV_C01.mpr</th>\n",
       "      <td>1300.281767</td>\n",
       "      <td>0.100246</td>\n",
       "      <td>-0.005998</td>\n",
       "      <td>-0.005126</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq5_09_CV_C01.mpr</th>\n",
       "      <td>1300.356767</td>\n",
       "      <td>0.099874</td>\n",
       "      <td>-0.005883</td>\n",
       "      <td>-0.005028</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq5_09_CV_C01.mpr</th>\n",
       "      <td>1300.386367</td>\n",
       "      <td>0.099746</td>\n",
       "      <td>-0.006000</td>\n",
       "      <td>-0.005128</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39080 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         time/s     Ewe/V  \\\n",
       "fname                                                                       \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     0.000000  0.099740   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     0.055000  0.099941   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     0.155000  0.100438   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     0.255000  0.100959   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     0.354900  0.101450   \n",
       "...                                                         ...       ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1300.081767  0.101256   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1300.181767  0.100735   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1300.281767  0.100246   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1300.356767  0.099874   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1300.386367  0.099746   \n",
       "\n",
       "                                                      <I>/mA  i/mAcm-2  cycle  \n",
       "fname                                                                          \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_... -0.014574 -0.012456    1.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_... -0.014104 -0.012055    1.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_... -0.012973 -0.011088    1.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_... -0.012286 -0.010501    1.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_... -0.011710 -0.010008    1.0  \n",
       "...                                                      ...       ...    ...  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA... -0.006120 -0.005231    5.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA... -0.006064 -0.005183    5.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA... -0.005998 -0.005126    5.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA... -0.005883 -0.005028    5.0  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA... -0.006000 -0.005128    5.0  \n",
       "\n",
       "[39080 rows x 5 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from galvani import BioLogic\n",
    "import os\n",
    "\n",
    "\n",
    "A = 1.17 #cm2\n",
    "\n",
    "def load_data(file):\n",
    "    global data\n",
    "    mpr_file = BioLogic.MPRfile(file)\n",
    "    data = pd.DataFrame(mpr_file.data)\n",
    "    data.to_csv(f'{file[:-4]}.txt', sep = '\\t')\n",
    "    #print(data.head())\n",
    "    time            = data['time/s']-data['time/s'].iloc[0]\n",
    "    potential       = pd.Series(data['Ewe/V'])\n",
    "    current         = pd.Series(data['<I>/mA'])\n",
    "    current_density = pd.Series(data['<I>/mA']/A, name = 'i/mAcm-2')\n",
    "    cycle           = pd.Series(data['cycle number'], name = 'cycle')\n",
    "    fname           = pd.Series(np.full(np.shape(time), os.path.basename(file)), name = 'fname')\n",
    "    return time, potential, current, current_density, cycle, fname\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "AllCVData = pd.DataFrame()\n",
    "files = []\n",
    "root = os.getcwd()\n",
    "if __name__ == \"__main__\":\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for file in filenames:\n",
    "            if file.endswith('.mpr') and file.__contains__('5_09_CV_C'):\n",
    "                files.append(os.path.join(dirpath, file))\n",
    "    for ifile, file in enumerate(files): \n",
    "        time, voltage, current, current_density, cycle, fname = load_data(file)\n",
    "        CVData = pd.concat([time, voltage, current, current_density, cycle, fname], axis = 1)\n",
    "\n",
    "        AllCVData = pd.concat([AllCVData, CVData])\n",
    "    AllCVData_indexed = AllCVData.set_index(['fname'])\n",
    "AllCVData_indexed.to_parquet('R4_AllCVData_indexed.parquet')\n",
    "AllCVData_indexed\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b4badce",
   "metadata": {},
   "source": [
    "### Make an Interactive Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "b21eb5aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:57: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:57: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/226184280.py:57: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax.set_ylabel('$\\mathrm{current \\ density_{geo} \\ (mA \\ cm^{-1})}$', fontsize = 12)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3abacac6ec594f9cb49cbfb2bb3ed783",
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       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=800.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.widgets import CheckButtons\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import math\n",
    "\n",
    "%matplotlib widget\n",
    "\n",
    "# Create figure and axes\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.tick_params(which='both', direction='in', bottom=True, left=True, right=True, top=True)\n",
    "lines = []\n",
    "\n",
    "# Define color map\n",
    "cm_bright = LinearSegmentedColormap.from_list(\"custom\", [\"#F50808\", \"#0000FF\"])\n",
    "\n",
    "# Gather all unique sample names and perturbations\n",
    "samples = set(AllCVData_indexed.index.get_level_values('fname'))\n",
    "\n",
    "label_map = {}\n",
    "n_cycle = 3\n",
    "# Plot data by sample and perturbation\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    try:\n",
    "        df = AllCVData_indexed.loc[(sample)]\n",
    "        df = df[df['cycle'] == n_cycle]\n",
    "        linestyle = '-'\n",
    "        info = ''\n",
    "        if 'initial' in sample:\n",
    "            info = 'initial'\n",
    "            linestyle = ':'\n",
    "        elif '_at_0' in sample:\n",
    "            linestyle = '--'\n",
    "            info = 'after 0.8 V'\n",
    "        elif '_at_1' in sample:\n",
    "            linestyle = '-'\n",
    "            info = 'after 1.0 V'\n",
    "\n",
    "        full_label = f'{info}'\n",
    "        color = 'blue'\n",
    "\n",
    "        line = ax.plot(\n",
    "            df['Ewe/V'].to_numpy()[2:],\n",
    "            df['i/mAcm-2'].to_numpy()[2:],\n",
    "            label=full_label,\n",
    "            linestyle=linestyle,\n",
    "            color=color\n",
    "        )[0]\n",
    "\n",
    "        label_map.setdefault(full_label, []).append(line)\n",
    "\n",
    "    except KeyError:\n",
    "        continue\n",
    "\n",
    "# Axis labels\n",
    "ax.set_xlabel('Potential vs Hg/HgO (V)', fontsize = 12)\n",
    "ax.set_ylabel('$\\mathrm{current \\ density_{geo} \\ (mA \\ cm^{-1})}$', fontsize = 12)\n",
    "\n",
    "# Prepare CheckButtons\n",
    "labels = list(label_map.keys())\n",
    "visibility = [all(line.get_visible() for line in group) for group in label_map.values()]\n",
    "\n",
    "# Add axes for checkboxes\n",
    "rax = plt.axes([0.6, 0.2, 0.3, 0.6])  # Adjust position as needed\n",
    "check = CheckButtons(rax, labels, visibility)\n",
    "\n",
    "# Define callback function\n",
    "def toggle_visibility(label):\n",
    "    for line in label_map[label]:\n",
    "        visible = not line.get_visible()\n",
    "        line.set_visible(visible)\n",
    "    plt.draw()\n",
    "\n",
    "plt.subplots_adjust(right=0.5)\n",
    "check.on_clicked(toggle_visibility)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59055ec3",
   "metadata": {},
   "source": [
    "## Make Differential Tafel Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "63d55f4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5873c1cd663a4ce4b1f259d16febf626",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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CsCIDLIxy7Hq/DGMhkZGaxcuZINGzag1+stlhUVFTF9+nS7BCeEEELUVeaCfod9LosuV9B///13WrduzYsvvsgTTzzBXXfdxf79+83Ly85dCyGEEMK6U1fvEhd5h4N66G+88QaPPvooFy5cICsriz59+tCzZ0927txpl4CEEEIIZ3Ai175D7uXOoW/fvp2FCxeiVqvx8/Pjn//8J02aNKF3794kJSXRpEkTuwQmhBBC1FW6EiPn8kuvQY+w05B7hZPirly5YvH59ddfx83Njb59+1p9mIoQQgghSp25cBmTAj4eGhr42ufKq3IFvU2bNmzevLncXdkmTJiAyWRi6NChdglMCCGEqKtOXh1uj7jDxy6XrEEF59CHDx/Opk2bKlx54sSJTJs2TYbdhRBCiEqcvDohLspO58+hgoL+3HPP8eWXX1rd4LXXXuPEiRM2DUoIIYSoy6710O33JM8Kr0O/0axZs8jPz7dxKEIIIYRzuHYNugN76BV59913OX/+vK1jEUIIIZyC+Rp0Rw65V0RRau6h7EIIIYQz05eYzA9msddd4qCKBV0IIYQQVXPmQjEmBbw9NDTws9/Dwqr0cJYDBw4QFhZm61iEEEKIOq9suN2el6xBFQt6YGAgRUVFFm3+/v42CUgIIYSoy8y3fLXjcDtUMuR+4sQJHnjgAXx8fAgICCAwMJDAwEDq1atHYGCgPWMUQggh6oxTdn5sahmrPfSnn34aRVFYunQpwcHBdh02EEIIIeqqE3n2nxAHlRT03bt3s337dlq2bGnPeIQQQog67ZQDrkGHSobcu3TpwunTp+0ZixBCCFGnGYwmzlwofcparRly/+yzz3jhhRc4e/Ysbdq0wd3d3WL5jQ9vEUIIIVzdmQuXMZoUvNw1NLTjJWtQSUHPycnh+PHjjBo1ytymUqlQFAWVSoXRaLRLgEIIIURd8UdOIVDaO7f33DOrBf3ZZ5+lQ4cOrF69WibFCSGEEFXwR07p+fOmDew73A6VFPRTp06xfv16mjVrZs94hBBCiDrr+NUeenQDX7sf2+qkuPvuu4/du3fbMxYhhBCiTquVPfSHHnqIV155hb1799K2bdtyk+IefvhhmwcnhBBC1CVlPfSmDuihWy3oL7zwAgDTp08vt0wmxQkhhBCWLhYbyCvSAxBl50vWoJKCbjKZ7BmHEEIIUacdzy3tnYf4e+KjrdKjUmqUXR+funDhQiIjI/H09CQ2NpatW7daXXfJkiX06NHDfA/5uLi4cusrisLkyZMJDQ3Fy8uLuLg4jh49aus0hBBCiHKOZ18dbm9o/945VFLQX3rpJRYsWFCu/eOPP2b8+PHVPtCaNWuIj49nypQp7Nixg/bt29OvXz+ys7MrXD81NZWhQ4fy008/kZaWRnh4OH379uXs2bPmdWbPns2CBQtYvHgxW7ZswcfHh379+nHlypVqxyeEEELcjj+uPmUtOsj+58+hkoL+7bffcvfdd5dr7969O2vXrq32gebNm8eYMWMYNWoUrVu3ZvHixXh7e7N06dIK1//qq6/461//SkxMDK1ateKzzz7DZDKRkpIClPbO58+fz1tvvcUjjzxCu3bt+OKLLzh37hzr1q2rdnxCCCHE7SjroUc7YIY7VFLQ8/LyCAgIKNfu7+9Pbm5utQ6i1+vZvn07cXFx1w6sVhMXF0daWlqV9lFcXIzBYKB+/fpA6eNdMzMzLfYZEBBAbGxslfcphBBC1JRjV2e4N2/o55DjWz1r36xZMxITExk3bpxF+//93/8RHR1drYPk5uZiNBoJDg62aA8ODubQoUNV2sdrr71GWFiYuYBnZmaa93HjPsuW3Uin06HT6cyfCwoKADAYDBgMhqolY0XZ9re7n7rE1XJ2tXzB9XJ2tXzB9XK2Vb66EhOnyh6bWl9r8+9nRfu3WtDj4+MZN24cOTk53HfffQCkpKQwd+5c5s+fb7MgKzJr1iwSEhJITU3F09Pzlvczc+ZMpk2bVq5948aNeHvXzHNrk5OTa2Q/dYmr5exq+YLr5exq+YLr5VzT+Z4rBqPJDU+NwrZf/out75ZeXFxcrq3Se7nrdDr+8Y9/MGPGDAAiIyNZtGgRw4cPr9aBg4KC0Gg0ZGVlWbRnZWUREhJS6bZz5sxh1qxZ/PjjjxZPeCvbLisri9DQUIt9xsTEVLivSZMmER8fb/5cUFBgnmzn7+9frZxuZDAYSE5Opk+fPuVuwuOsXC1nV8sXXC9nV8sXXC9nW+W7YW8m7N5Dq7B6PPBAbI3t15qyEebrVXqh3NixYxk7diw5OTl4eXnh61s6c+/8+fPmc9lV4eHhQadOnUhJSWHgwIEA5gluNw7pX2/27Nn84x//ICkpic6dO1ssi4qKIiQkhJSUFHMBLygoYMuWLYwdO7bC/Wm1WrTa8o+zc3d3r7EfbE3uq65wtZxdLV9wvZxdLV9wvZxrOt8/8kqfgd4i2M8u38eKjlGl69AbNGiAr68vGzdu5Mknn6RRo0bVPnh8fDxLlixhxYoVHDx4kLFjx1JUVGR+POvw4cOZNGmSef333nuPt99+m6VLlxIZGUlmZiaZmZkUFpZOOlCpVIwfP5533nmH9evXs3fvXoYPH05YWJj5jwYhhBDCHo5lO3ZCHNykhw6lT11bunQpK1as4MKFC9x///188cUX1T7Q4MGDycnJYfLkyWRmZhITE0NiYqJ5Ult6ejpq9bW/LxYtWoRer+eJJ56w2M+UKVOYOnUqABMnTqSoqIjnn3+e/Px87rnnHhITE2/rPLsQQghRXUezLwHQLNgx16CDlYKu1+v57rvv+Oyzz9i0aRNxcXGcOXOGnTt30rZt21s+2Lhx46wOsaemplp8Pnny5E33p1KpmD59eoX3mxdCCCHsocRo4sTVm8o0b+i4gl5uyP1vf/sbYWFhfPjhhzz66KOcOXOG//znP6hUKjQajSNiFEIIIWqtU+eLMRgVvD00hAV4OSyOcj30RYsW8dprr/H666/j5+e4cwFCCCFEXXA0q/T8ebOGvqjVNr5erRLleuhffvklW7duJTQ0lMGDB/P999/Lo1KFEEIIK46VnT934HA7VFDQhw4dSnJyMnv37qVVq1a8+OKLhISEYDKZOHDggCNiFEIIIWqto7VghjtUctlaVFQU06ZN4+TJk6xcuZLHH3+cp59+msaNG/PSSy/ZM0YhhBCi1rp+yN2RbnrZmkqlol+/fvTr14/z58/zxRdfsGzZMnvEJoQQQtRqRpPCcfNDWWrZkHtl6tevz/jx49m9e7et4hFCCCHqjDMXitGVmPBwUxNev2aeCXKrrPbQFUVh7dq1/PTTT2RnZ2MymczLVCoV3377rV0CFEIIIWqrsjvENW3gi8aBM9yhkoI+fvx4PvnkE3r16kVwcDAqWz86RgghhKhjrk2Ic+xwO1RS0L/88ku+++47BgwYYM94hBBCiDqjbEJcbSjoVs+hBwQEEB0dbc9YhBBCiDrlUGbpY0ybBzv+RmxWC/rUqVOZNm0aly9ftmc8QgghRJ1gMJrMPfTWof4OjqaSIfcnn3yS1atX07BhQyIjI8s9e3XHjh02D04IIYSorf7IKUJvNOGrdaNxoOPu4V7GakEfMWIE27dv5+mnn5ZJcUIIIcQNDmaUDre3CvFz6D3cy1gt6D/88ANJSUncc8899oxHCCGEqBMOXC3orcMcP9wOlZxDDw8Px9+/dgQphBBC1DZlPfQ7a8H5c6ikoM+dO5eJEydy8uRJO4YjhBBC1A21raBbHXJ/+umnKS4upmnTpnh7e5ebFHf+/HmbByeEEELURtmXrpBbqEetgpa14JI1qKSgz58/345hCCGEEHXHgXOlvfPIIB+8PDQOjqZUpbPchRBCCFHewYxLQO24/ryMxTn0oqKiam1c3fWFEEIIZ1Dbzp/DDQW9WbNmzJo1i4yMDKsbKIpCcnIy999/PwsWLLB5gEIIIURtU1bQa1MP3WLIPTU1lTfeeIOpU6fSvn17OnfuTFhYGJ6enly4cIEDBw6QlpaGm5sbkyZN4i9/+Yuj4hZCCCEc4orByPGc0lu+1qYeukVBb9myJd9++y3p6el88803/PLLL2zevJnLly8TFBREhw4dWLJkCffffz8aTe2YBCCEEELY05GsS5gUCPR2J9hf6+hwzCqcFNekSRNeffVVXn31VXvHI4QQQtRqB6+7Q1xtui261RvLCCGEEKK8shnud4bUnuF2kIIuhBBCVMuBWjjDHexc0BcuXEhkZCSenp7ExsaydetWq+vu37+fxx9/nMjISFQqVYU3upk6dSoqlcri1apVKxtmIIQQwpUpilIrL1kDOxb0NWvWEB8fz5QpU9ixYwft27enX79+ZGdnV7h+cXEx0dHRzJo1i5CQEKv7veuuu8jIyDC/fv31V1ulIIQQwsWduXCZS1dKcNeoaNbQ19HhWLBbQZ83bx5jxoxh1KhRtG7dmsWLF+Pt7c3SpUsrXL9Lly68//77DBkyBK3W+ixCNzc3QkJCzK+goCBbpSCEEMLFlQ23N23gi4db7TprbTWayMhIpk+fTnp6+m0fRK/Xs337duLi4q4dWK0mLi6OtLS029r30aNHCQsLIzo6mqeeeqpG4hVCCCEqsu/sRQDaNgpwcCTlWb2X+/jx41m+fDnTp0+nV69ejB49mkcffbTS3rI1ubm5GI1GgoODLdqDg4M5dOhQ9aO+KjY2luXLl9OyZUsyMjKYNm0aPXr0YN++ffj5lX/6jU6nQ6fTmT8XFJT+pWUwGDAYDLccR9k+rv/qClwtZ1fLF1wvZ1fLF1wv59vNd1f6BQDuCvV16PesomOrFEVRKttox44dLF++nNWrV2M0Ghk2bBjPPvssHTt2rPKBz507R6NGjdi8eTPdunUzt0+cOJH//e9/bNmypdLtIyMjGT9+POPHj690vfz8fCIiIpg3bx6jR48ut3zq1KlMmzatXPuqVavw9vauWjJCCCFckqLAm9s0FJWoiG9bQoQDT6EXFxczbNgwLl68iL9/6eQ8qz30Mh07dqRjx47MnTuXf/7zn7z22mssWrSItm3b8tJLLzFq1KibXlgfFBSERqMhKyvLoj0rK6vSCW/VVa9ePVq0aMGxY8cqXD5p0iTi4+PNnwsKCggPD6dv377mb8itMhgMJCcn06dPn3LPjndWrpazq+ULrpezq+ULrpfz7eR7+kIxRb/9irtGxbOP9UfrwHPoZSPM17tpQTcYDPzrX/9i2bJlJCcn86c//YnRo0dz5swZ3njjDX788UdWrVpV6T48PDzo1KkTKSkpDBw4EACTyURKSgrjxo27tWwqUFhYyPHjx3nmmWcqXK7Vais8ZeDu7l5jv8g1ua+6wtVydrV8wfVydrV8wfVyvpV8D2YWA9AqxB9fL8fe8rWi2K0W9B07drBs2TJWr16NWq1m+PDhfPDBBxbXeT/66KN06dKlSgePj49nxIgRdO7cma5duzJ//nyKiooYNWoUAMOHD6dRo0bMnDkTKJ1Id+DAAfP7s2fPsmvXLnx9fWnWrBkAEyZM4KGHHiIiIoJz584xZcoUNBoNQ4cOreK3RAghhKiaPWfyAWjXuPZNiINKCnqXLl3o06cPixYtYuDAgRX+NRAVFcWQIUOqdKDBgweTk5PD5MmTyczMJCYmhsTERPNEufT0dNTqa8MX586do0OHDubPc+bMYc6cOfTs2ZPU1FQAzpw5w9ChQ8nLy6NBgwbcc889/PbbbzRo0KBKMQkhhBBVtedM6Qz3OlfQ//jjDyIiIird2MfHh2XLllX5YOPGjbM6xF5WpMtERkZyk/l6JCQkVPnYQgghxK0ymRTzJWvtGtdzbDBWWD2j36tXL/Ly8sq15+fnEx0dbdOghBBCiNrkRF4Rl3QleLqraV7L7hBXxmpBP3nyJEajsVy7Tqfj7NmzNg1KCCGEqE3Kzp/fFRaAm6Z23SGuTLkh9/Xr15vfJyUlERBw7VyB0WgkJSWFyMhIuwQnhBBC1AZl589r4x3iypQr6GWXlalUKkaMGGGxzN3dncjISObOnWuX4IQQQojaoKygtw+vQwXdZDIBpTPYf//9d3nYiRBCCJemKzGy9+qEuA7hgQ6Oxjqrs9xPnDhhzziEEEKIWmn/uQL0JSbq+3gQcUftvU24RUFfsGABzz//PJ6enixYsKDSDV966SWbBiaEEELUBjtOlT6QpWOTeje91bkjWRT0Dz74gKeeegpPT08++OADqxupVCop6EIIIVzCzvR8ADo0qb3D7XBDQb9+mF2G3IUQQgjYbu6h1+6CXuWL6YxGI7t27eLChQu2jEcIIYSoNc7lXyaz4AoatapWz3CHSgr6+PHj+fzzz4HSYv7nP/+Zjh07Eh4eXu42rUIIIYQz2pFe2om9M9QPb4+bPqDUoawW9LVr19K+fXsA/vOf/3Dy5EkOHTrEK6+8wptvvmm3AIUQQghHqSvD7VBJQc/NzSUkJASADRs2MGjQIFq0aMGzzz7L3r177RagEEII4Sg7rk6Iq9MFPTg4mAMHDmA0GklMTKRPnz4AFBcXo9Fo7BagEEII4QhXDEYOnCu9oUyniNpf0K2eEBg1ahRPPvkkoaGhqFQq4uLiANiyZQutWrWyW4BCCCGEI+w5cxGDUSHIV0vjQC9Hh3NTVgv61KlTadOmDadPn2bQoEFotVoANBoNr7/+ut0CFEIIIRxhyx+ljxCPjapfq28oU6bSKXtPPPFEubYbH9gihBBCOKOtJ88D0DWqvoMjqZpKC3pKSgopKSlkZ2ebH9pSZunSpTYNTAghhHAUg9FknuEeG13HC/q0adOYPn06nTt3Np9HF0IIIVzBvrMXKdYbCfByp0VDP0eHUyVWC/rixYtZvnw5zzzzjD3jEUIIIRxu64nS4fYukfVRq+tGh9bqZWt6vZ7u3bvbMxYhhBCiVthytaDH1pHz51BJQX/uuedYtWqVPWMRQgghHM5gNJlnuHdreoeDo6k6q0PuV65c4dNPP+XHH3+kXbt2uLu7WyyfN2+ezYMTQggh7G336XyK9EYCvd1pHerv6HCqzGpB37NnDzExMQDs27fPYplMkBNCCOGsNh271juvK+fPoZKC/tNPP9kzDiGEEKJW2HQ8F4C7mwU5OJLquenz0I8dO0ZSUhKXL18GQFEUmwclhBBCOEKxvoSdVx+ZendTJynoeXl59O7dmxYtWjBgwAAyMjIAGD16NK+++qrdAhRCCCHs5feTFzAYFRrV8yLiDm9Hh1MtVgv6K6+8gru7O+np6Xh7X0tq8ODBJCYm3tLBFi5cSGRkJJ6ensTGxrJ161ar6+7fv5/HH3+cyMhIVCoV8+fPv+19CiGEEJXZdKx0uL170zvq3HwxqwV948aNvPfeezRu3NiivXnz5pw6daraB1qzZg3x8fFMmTKFHTt20L59e/r160d2dnaF6xcXFxMdHc2sWbPMz2W/3X0KIYQQlSkr6HXt/DlUUtCLiooseuZlzp8/b37yWnXMmzePMWPGMGrUKFq3bs3ixYvx9va2ek/4Ll268P777zNkyBCrx6vuPoUQQghrLhTpOZBRAJT20Osaq7Pce/TowRdffMGMGTOA0kvVTCYTs2fPplevXtU6iF6vZ/v27UyaNMncplariYuLIy0t7ZYCv5V96nQ6dDqd+XNBQekPzmAwYDAYbimOMmXb3+5+6hJXy9nV8gXXy9nV8gXXy7myfH85koWiQPOGPgR6aWr196Si2KwW9NmzZ9O7d2+2bduGXq9n4sSJ7N+/n/Pnz7Np06ZqHTg3Nxej0UhwcLBFe3BwMIcOHarWvm5nnzNnzmTatGnl2jdu3FjhaMStSE5OrpH91CWulrOr5Quul7Or5Quul3NF+X79hxpQE6q+xIYNG+wfVDUUFxeXa7Na0Nu0acORI0f4+OOP8fPzo7CwkMcee4wXX3yR0NBQmwZqK5MmTSI+Pt78uaCggPDwcPr27Yu//+3dDchgMJCcnEyfPn3K3VXPWblazq6WL7hezq6WL7heztbyVRSF2fN+Aa4wrHdHerdq6Lggq6BshPl6lT4PPSAggDfffPO2DxwUFIRGoyErK8uiPSsry+qEN1vsU6vVVng+3t3dvcZ+kWtyX3WFq+XsavmC6+XsavmC6+V8Y76HMy9xNv8KWjc1PVuG4O6ucWB0N1fRz8qioO/Zs6fKO2vXrl2V1/Xw8KBTp06kpKQwcOBAAEwmEykpKYwbN67K+7H1PoUQQrim/x4qvTqqe9M78PKo3cXcGouCHhMTg0qlQlEUi+vvyu4Od32b0Wis1oHi4+MZMWIEnTt3pmvXrsyfP5+ioiJGjRoFwPDhw2nUqBEzZ84ESie9HThwwPz+7Nmz7Nq1C19fX5o1a1alfQohhBBV8d9DpaO999XyofbKWBT0EydOmN/v3LmTCRMm8Pe//51u3boBkJaWxty5c5k9e3a1DzR48GBycnKYPHkymZmZxMTEkJiYaJ7Ulp6ejlp97Sq6c+fO0aFDB/PnOXPmMGfOHHr27ElqamqV9imEEELczIUiPdtPld7utZezFPSIiAjz+0GDBrFgwQIGDBhgbmvXrh3h4eG8/fbb5mHu6hg3bpzV4fCyIl0mMjKySveNr2yfQgghxM3870gOJgVahfjROLBu3e71elZvLLN3716ioqLKtUdFRZmHwoUQQoi6ruz8eV0ebodKCvqdd97JzJkz0ev15ja9Xs/MmTO588477RKcEEIIYUslRhOph0sLeu8763ZBt3rZ2uLFi3nooYdo3LixeUb7nj17UKlU/Oc//7FbgEIIIYStbDlxnoIrJQR6uxMTHujocG6L1YLetWtX/vjjD7766ivzndcGDx7MsGHD8PHxsVuAQgghhK38sLf00eD97gpBo65bT1e7UaU3lvHx8eH555+3VyxCCCGE3RhNCkn7MgEY0LZu3gH1elbPoQshhBDObMuJPPKK9NTzdqdbHXy62o2koAshhHBJG64Ot/dtHYy7pu6Xw7qfgRBCCFFNRpNC4r7Su8M5w3A7SEEXQgjhgradukBuoY4AL3fubhbk6HBqhNWCHh0dTV5eXrn2/Px8oqOjbRqUEEIIYUuJ+0t7584y3A6VFPSTJ09W+AAWnU7H2bNnbRqUEEIIYSsmBZL2O9dwO1Rw2dr69evN75OSkggICDB/NhqNpKSkEBkZaZfghBBCiJp2rEBFTqEef083pxluhwoKetlDV1QqFSNGjLBY5u7uTmRkJHPnzrVLcEIIIURN25pTegOZB9uH4eHmHMPtUEFBN5lMQOlDWH7//XeCgpznrxchhBCurUhXwu680oL+eMfGDo6mZlm9U9z1z0YXQgghnEHi/iz0JhWRd3jTsUk9R4dToyq99WtKSgopKSlkZ2ebe+5lli5datPAhBBCiJr2r13nAHisQxgqVd2+d/uNrBb0adOmMX36dDp37kxoaKjTJS6EEMK1nD5fzJYTF1ChMDAmzNHh1LhKH5+6fPlynnnmGXvGI4QQQtjEtzvOANA8QCE0wNPB0dQ8q9P79Ho93bt3t2csQgghhE2UGE0kbD0NQGwDxcHR2IbVgv7cc8+xatUqe8YihBBC2MSPB7PILLhCfR93Yu5wzoJudcj9ypUrfPrpp/z444+0a9cOd3d3i+Xz5s2zeXBCCCFETfgi7RQAgzs1xs1w1MHR2IbVgr5nzx5iYmIA2Ldvn8UymSAnhBCirjiWfYnNx/NQq2Bwl8bs3uxiBf2nn36yZxxCCCGETaz8LR2A+1oF06ieF7sdHI+t3PSed8eOHSMpKYnLly8DoCjOee5BCCGE8ym4YuDb7aWz24d3i3BwNLZltaDn5eXRu3dvWrRowYABA8jIyABg9OjRvPrqq3YLUAghhLhVX/2WziVdCc0a+nKPEz2IpSJWC/orr7yCu7s76enpeHt7m9sHDx5MYmKiXYITQgghbtUVg5HPfy29jfnYnk1Rq517/pfVc+gbN24kKSmJxo0tb17fvHlzTp06ZfPAhBBCiNuxdvsZcgt1NKrnxcNOeGe4G1ntoRcVFVn0zMucP38erVZ7SwdbuHAhkZGReHp6Ehsby9atWytd/5tvvqFVq1Z4enrStm1bNmzYYLF85MiRqFQqi1f//v1vKTYhhBDOo8Ro4pOfjwMwpkcU7hrneUyqNVYz7NGjB1988YX5s0qlwmQyMXv2bHr16lXtA61Zs4b4+HimTJnCjh07aN++Pf369SM7O7vC9Tdv3szQoUMZPXo0O3fuZODAgQwcOLDcJXT9+/cnIyPD/Fq9enW1YxNCCOFcftibwenzl6nv48HgLk0cHY5dWB1ynz17Nr1792bbtm3o9XomTpzI/v37OX/+PJs2bar2gebNm8eYMWMYNWoUUHqv+B9++IGlS5fy+uuvl1v/ww8/pH///vz9738HYMaMGSQnJ/Pxxx+zePFi83parZaQkJBqxyOEEMI5mUwKi1JLe+ejukfi5aFxcET2YbWgt2nThiNHjvDxxx/j5+dHYWEhjz32GC+++CKhoaHVOoher2f79u1MmjTJ3KZWq4mLiyMtLa3CbdLS0oiPj7do69evH+vWrbNoS01NpWHDhgQGBnLffffxzjvvcMcdd1S4T51Oh06nM38uKCgAwGAwYDAYqpXTjcq2v9391CWulrOr5Quul7Or5QvOmfP3ezI4lHkJH62GoV0aWeTmLPlWFH+FBd1gMNC/f38WL17Mm2++edsHzs3NxWg0EhwcbNEeHBzMoUOHKtwmMzOzwvUzMzPNn/v3789jjz1GVFQUx48f54033uD+++8nLS0Njab8X2QzZ85k2rRp5do3btxY4XyBW5GcnFwj+6lLXC1nV8sXXC9nV8sXnCfnEhO8u0sDqOjZUM+mnyrOq67nW1xcXK6twoLu7u7Onj17bB7Q7RoyZIj5fdu2bWnXrh1NmzYlNTWV3r17l1t/0qRJFr3+goICwsPD6du3L/7+/rcVi8FgIDk5mT59+pS7772zcrWcXS1fcL2cXS1fcL6cV25JJ093iCBfD2aOvAdvD8sy5yz5lo0wX8/qkPvTTz/N559/zqxZs277wEFBQWg0GrKysizas7KyrJ7/DgkJqdb6ANHR0QQFBXHs2LEKC7pWq61whr67u3uN/WBrcl91havl7Gr5guvl7Gr5gnPkfPGygY9/+gOAl3s3J8DHy+q6dT3fimK3WtBLSkpYunQpP/74I506dcLHx8dieXWetubh4UGnTp1ISUlh4MCBAJhMJlJSUhg3blyF23Tr1o2UlBTGjx9vbktOTqZbt25Wj3PmzBny8vKqfY5fCCFE3bcg5Sh5RXqaNvBhSFfXmNl+PasFfd++fXTs2BGAI0eOWCy7laetxcfHM2LECDp37kzXrl2ZP38+RUVF5lnvw4cPp1GjRsycOROAl19+mZ49ezJ37lweeOABEhIS2LZtG59++ikAhYWFTJs2jccff5yQkBCOHz/OxIkTadasGf369at2fEIIIequY9mXWLH5JACTH7rLJa47v1GFBd1oNDJt2jTatm1LYGBgjRxo8ODB5OTkMHnyZDIzM4mJiSExMdE88S09PR21+toPoHv37qxatYq33nqLN954g+bNm7Nu3TratGkDgEajYc+ePaxYsYL8/HzCwsLo27cvM2bMuOUb3wghhKh7TCaFt9ftp8SkEHdnQ3q2aODokByiwoKu0Wjo27cvBw8erLGCDjBu3DirQ+ypqanl2gYNGsSgQYMqXN/Ly4ukpKQai00IIUTd9NXWdNL+yMPLXcPbD7Z2dDgOY3VMok2bNvzxxx/2jEUIIYSoltPni5m54SAAr/VvScQdPjfZwnlZLejvvPMOEyZM4PvvvycjI4OCggKLlxBCCOFIJpPCxLV7KNYb6RpZn+HdIh0dkkNZnRQ3YMAAAB5++GGLSXCKoqBSqTAajbaPTgghhLBi1dWhdk93NbOfaOf0j0e9GasF/aeffrJnHEIIIUSVncorum6ovRWRQa471F7GakHv2bOnPeMQQgghquSKwciLq3ZQdHWofYSLD7WXsVrQf/7550o3/POf/1zjwQghhBCVURSFKf/ez76zBQR6u/Ph0BiXH2ovY7Wg33vvveXarj+XLufQhRBC2NsXaadYs+00ahV8OKQDoQHWb+/qaqzOcr9w4YLFKzs7m8TERLp06cLGjRvtGaMQQgjBT4ezmf79AQAm3X8nf3bRG8hYY7WHHhAQUK6tT58+eHh4EB8fz/bt220amBBCCFFm+6kLjF25HaNJ4bGOjXiuR5SjQ6p1qn2z2+DgYA4fPmyLWIQQQohyDpwr4Nnlv3PFYOLelg147/F2t/RMEWdntYd+4/PQFUUhIyODWbNmERMTY+u4hBBCCHakX2Dk0q0UXCmhQ5N6/POpji754JWqsFrQY2JiUKlUKIpi0f6nP/2JpUuX2jwwIYQQrm3zsVye+2IbxXojnSMC+XxkF7w9rJYtl2f1O3PixAmLz2q1mgYNGuDp6WnzoIQQQri2xH0ZvJSwC32JiR7Ng/jkmU5SzG/C6ncnIiLCnnEIIYQQlBhNzNl4hMX/Ow5A39bBfDSsA1o3jYMjq/3KnYj473//S+vWrSt8AMvFixe56667+OWXX+wSnBBCCNeRW6hj+NKt5mI+6u5I/vlURynmVVSuoM+fP58xY8bg7+9fbuWAgAD+8pe/MG/ePLsEJ4QQwjX870gODy74lc3H8/D20PDR0A5Meegu3GQCXJWV+07t3r2b/v37W92gb9++cg26EEKIGnG+SE/8ml2MWLqVzIIrRDfw4d8v3s1D7cMcHVqdU+4celZWFu7u7tY3cHMjJyfHpkEJIYRwboW6ElZsPsmnP//BxcsGVCoY2T2SCX1b4qOVyW+3otx3rVGjRuzbt49mzZpVuMGePXsIDQ21eWBCCCGcT7G+hC/STvHJ/45zodgAQKsQP2Y+1pYOTQIdHF3dVq6gDxgwgLfffpv+/fuXu0Tt8uXLTJkyhQcffNBuAQohhKj7zhfp+WbbaZb88ge5hXoAooN8eDmuOQ+2C0MjT0y7beUK+ltvvcV3331HixYtGDduHC1btgTg0KFDLFy4EKPRyJtvvmn3QIUQQtQtJUYTm4/nsWbbaZL3Z6E3mgBoUt+bl3s355GYMJn0VoPKFfTg4GA2b97M2LFjmTRpkvlOcSqVin79+rFw4UKCg4PtHqgQQojar1BXwv8O5/DjwSz+eyibi5cN5mVtGvkz/E+RPNqxkdy+1QYqnHkQERHBhg0buHDhAseOHUNRFJo3b05goJzfEEIIcc35Ij07Tl1g26kL7Dh1gV2n8809cYBAb3cebh/Gk13CuSus/FM8Rc2pdCphYGAgXbp0sVcsQgghaqnLeiMncos4llPIsexCjmcXciCjgBO5ReXWjQryoU/rYOLuDKZTRKCcH7cTuTZACGEzJUYTRkVBo1KhUqko+29duWE9FaCW//TtzmhSyC82kHsF9p0tIF9nJOeSjpxLOjIvXiHj4mXO5Zd+LZuRXpGmDXzoHFGfThGBdI4MJCrIRx5v6gBS0IVwAEVR0JWY0BtNlBgVSowmivVGSkwmSkxKaZtJwWgyYTAqGE3K1XbT1XYFg9FU2l6VdU0mjFfXKzFZbmd1vyYFQ4mRvPMaPjmZhtGEeVuL49yw7xKTgqKASgXKjZW7ilQqUKtUqFWl83fU5s+l7zVq1bXX1T8Wyj6rVKBRlb1XoVGXbqtSqXBTl76urXv9vgFFITtbzYaLu3DTaOC6ZaX7uPGz5fZq9bUYLfO5erwbcixrKX1f+kbFte+doigoXDu28er3FkBBwWgCo8lk/tkYrv4u6Y0m9CUmdCUmdCXGa+8NpZ+L9EYu640U6kquRuMGO3+76c8lwMudZg19adbAl2YNfWkR4ke7RgEE+njc2g9a1Ci7FvSFCxfy/vvvk5mZSfv27fnoo4/o2rWr1fW/+eYb3n77bU6ePEnz5s157733GDBggHm5oihMmTKFJUuWkJ+fz913382iRYto3ry5PdIRTkBRSouTrsTIFYOJKwYjupJrX3UGI1dKjOgMJoqu6NmWpSL3t3QMJtAZTOZlV0qMFttcv48rhtJ9lx1DV1LafqvFzv5UUHSp2lvdTn6KAkZFwVj66dZ3dEvU7DmfbedjOpaHWiHQ15MgXy0N/LQ08NXS0F9LaIAXYfU8S78GeOHv5SY971rMbgV9zZo1xMfHs3jxYmJjY5k/fz79+vXj8OHDNGzYsNz6mzdvZujQocycOZMHH3yQVatWMXDgQHbs2EGbNm0AmD17NgsWLGDFihVERUXx9ttv069fPw4cOCCPeXUgRbnWezNc7YEajCYMJgVDiYkSkwl9ydVlV9+X9i4s3xvKtisp7fXpr9vX9e+vX7fEWLreje/1JaWvsnV1JUaK9aVF2FSteqGBPw7V+PdMrQIvdw3ubmrc1GpzL9JdU/rVTa3GTXOtd+mmKV2n7Ou1ddXmXqjb9duqVWg0KtzV6vLrmvdreQx3jRpMJnbu3E63rl3Qerhft1/Lbd2u7rf0sxqVCkyKgrtajVqtKu1pVvJ9VihdX3X1fVnv1KgomBQwXe2Zln5WUBTFPJJhLv4mxfy7Z7x6vGvvFUwmLEYoFKX0mKarXxWldERiz969tL6rDWq1GpPp+uXl1zdd32ZSzL1mRVG4vjuuKGAwmsw9coXretpXe+GKYtkOmM89G02l67hfHVUoc/1oQ9nvg7tGjbtGhdZNjdZNg9ZdjYdGjdb96mc3Nd4ebnh7aPDzdMPLDZKTEhkwoGeldwkVtZ/dCvq8efMYM2YMo0aNAmDx4sX88MMPLF26lNdff73c+h9++CH9+/fn73//OwAzZswgOTmZjz/+mMWLF6MoCvPnz+ett97ikUceAeCLL74gODiYdevWMWTIEHulVqsYTQpF+hIKr5RQpCuhUFdSvnd4fY+yXC+zdGjOUHJt2E5/XUG8/r2uxMhlnYapu3+6bti3dHi37vQ+LWnd1Hi6a/C8+p/f9V89NGouns+hSaNQPD3cSte7+h/mta+l21u2adC6a8z7vv4Y7lf/A66tk4YMBgOGkwo9mge5xH/2BoMBv+w9DOga7hL5QmnOwjnYpaDr9Xq2b9/OpEmTzG1qtZq4uDjS0tIq3CYtLY34+HiLtn79+rFu3ToATpw4QWZmJnFxceblAQEBxMbGkpaWVucK+hWDkfxiA4U6A5eulFCkM1KoM1CoM1J4xUCR3ni1vbRIX/++SFfCpatfi/VGO0eu4kolk2Wu5+Gmxl2tMvdCPTRl70t7gx5W3ruXbadR46a5ul0F7901qqvblb53v6634uFWWpDLjqd10+Cj1VgUZa2butLhRIPBwIYNGxgwoL3L/GcvhKg77FLQc3NzMRqN5W5IExwczKFDFQ9fZmZmVrh+ZmameXlZm7V1bqTT6dDpdObPZc98NxgMt/1Xatn21vajLzFx6nwxf+QUcTKvmDP5l8nIv0JmQenr4uWSCre7Ve4aFb7a0mG1sh5mWe/Qsqd4bRiu7L2Hm9pcAEu/qq69v65dpZjY8ttm/tStO15a92vDrtcNvbpfN4Rbu8+9mSgpMVW6xs1+xs7I1XJ2tXzB9XJ2lnwrit+lZrnPnDmTadOmlWvfuHEj3t7eNXKM5ORkAK6UwNECFcevvs4UgYnKC5papeCpAU8NaK9+9dQo5vfXt1mup1y3rPTlpgaoxi+s8eqrAgqgu/q6UbAXnNi1uerHcQJlP2NX4mo5u1q+4Ho51/V8i4uLy7XZpaAHBQWh0WjIysqyaM/KyiIkJKTCbUJCQipdv+xrVlaWxdPfsrKyiImJqXCfkyZNshjGLygoIDw8nL59++Lv71/tvK5nMBhITk6mfssurN52jpRDOehu6PH5aDVEB/kQdYcP4fW9aFTPkxD/0ldDfy3+nnVrBmlZzn369HGJIWhXyxdcL2dXyxdcL2dnybdshPl6dinoHh4edOrUiZSUFAYOHAiAyWQiJSWFcePGVbhNt27dSElJYfz48ea25ORkunXrBkBUVBQhISGkpKSYC3hBQQFbtmxh7NixFe5Tq9Wi1WrLtbu7u9/2D/ZARgELD6g5krbT3BZ5hzfdmgbRNSqQzhH1aRzoVacKdlXVxPevLnG1fMH1cna1fMH1cq7r+VYUu92G3OPj4xkxYgSdO3ema9euzJ8/n6KiIvOs9+HDh9OoUSNmzpwJwMsvv0zPnj2ZO3cuDzzwAAkJCWzbto1PP/0UKL1Rw/jx43nnnXdo3ry5+bK1sLAw8x8N9nTpSglHLpZOuBrUuTFPxUZwV5i/UxZwIYQQtY/dCvrgwYPJyclh8uTJZGZmEhMTQ2JionlSW3p6Omr1tafvdO/enVWrVvHWW2/xxhtv0Lx5c9atW2e+Bh1g4sSJFBUV8fzzz5Ofn88999xDYmKiQ65Bj42qzyMRRsY/fi9RDW9v+F4IIYSoLrtOihs3bpzVIfbU1NRybYMGDWLQoEFW96dSqZg+fTrTp0+vqRBvy31hCo0DvRwdhhBCCBckD6QVQgghnIAUdCGEEMIJSEEXQgghnIAUdCGEEMIJSEEXQgghnIAUdCGEEMIJSEEXQgghnIBLPZzlRsrVh3ZXdE/c6jIYDBQXF1NQUFCnbydYHa6Ws6vlC66Xs6vlC66Xs7PkW1a3yuoYuHhBv3TpEgDh4eEOjkQIIYSovkuXLhEQEACASrm+vLsYk8nEuXPn8PPzu+17rpc9ue306dO3/eS2usLVcna1fMH1cna1fMH1cnaWfBVF4dKlS4SFhZlvm+7SPXS1Wk3jxo1rdJ/+/v51+pfkVrhazq6WL7hezq6WL7hezs6Qb1nPvIxMihNCCCGcgBR0IYQQwglIQa8hWq2WKVOmoNVqHR2K3bhazq6WL7hezq6WL7hezs6cr0tPihNCCCGchfTQhRBCCCcgBV0IIYRwAlLQhRBCCCcgBb0aFi5cSGRkJJ6ensTGxrJ161ar6+7fv5/HH3+cyMhIVCoV8+fPt1+gNag6OS9ZsoQePXoQGBhIYGAgcXFxla5fG1Un3++++47OnTtTr149fHx8iImJ4csvv7RjtDWjOjlfLyEhAZVKxcCBA20bYA2rTr7Lly9HpVJZvDw9Pe0Ybc2o7s84Pz+fF198kdDQULRaLS1atGDDhg12ivb2VSffe++9t9zPWKVS8cADD9gx4hqiiCpJSEhQPDw8lKVLlyr79+9XxowZo9SrV0/JysqqcP2tW7cqEyZMUFavXq2EhIQoH3zwgX0DrgHVzXnYsGHKwoULlZ07dyoHDx5URo4cqQQEBChnzpyxc+S3prr5/vTTT8p3332nHDhwQDl27Jgyf/58RaPRKImJiXaO/NZVN+cyJ06cUBo1aqT06NFDeeSRR+wTbA2obr7Lli1T/P39lYyMDPMrMzPTzlHfnurmrNPplM6dOysDBgxQfv31V+XEiRNKamqqsmvXLjtHfmuqm29eXp7Fz3ffvn2KRqNRli1bZt/Aa4AU9Crq2rWr8uKLL5o/G41GJSwsTJk5c+ZNt42IiKiTBf12clYURSkpKVH8/PyUFStW2CrEGnW7+SqKonTo0EF56623bBGeTdxKziUlJUr37t2Vzz77TBkxYkSdKujVzXfZsmVKQECAnaKzjermvGjRIiU6OlrR6/X2CrFG3e6/4w8++EDx8/NTCgsLbRWizciQexXo9Xq2b99OXFycuU2tVhMXF0daWpoDI7Odmsi5uLgYg8FA/fr1bRVmjbndfBVFISUlhcOHD/PnP//ZlqHWmFvNefr06TRs2JDRo0fbI8wac6v5FhYWEhERQXh4OI888gj79++3R7g14lZyXr9+Pd26dePFF18kODiYNm3a8O6772I0Gu0V9i2rif+3Pv/8c4YMGYKPj4+twrQZKehVkJubi9FoJDg42KI9ODiYzMxMB0VlWzWR82uvvUZYWJjFP67a6lbzvXjxIr6+vnh4ePDAAw/w0Ucf0adPH1uHWyNuJedff/2Vzz//nCVLltgjxBp1K/m2bNmSpUuX8u9//5uVK1diMpno3r07Z86csUfIt+1Wcv7jjz9Yu3YtRqORDRs28PbbbzN37lzeeecde4R8W273/62tW7eyb98+nnvuOVuFaFMu/XAWYTuzZs0iISGB1NTUOjmJqKr8/PzYtWsXhYWFpKSkEB8fT3R0NPfee6+jQ6txly5d4plnnmHJkiUEBQU5Ohy76NatG926dTN/7t69O3feeSeffPIJM2bMcGBktmMymWjYsCGffvopGo2GTp06cfbsWd5//32mTJni6PBs6vPPP6dt27Z07drV0aHcEinoVRAUFIRGoyErK8uiPSsri5CQEAdFZVu3k/OcOXOYNWsWP/74I+3atbNlmDXmVvNVq9U0a9YMgJiYGA4ePMjMmTPrREGvbs7Hjx/n5MmTPPTQQ+Y2k8kEgJubG4cPH6Zp06a2Dfo21MS/Y3d3dzp06MCxY8dsEWKNu5WcQ0NDcXd3R6PRmNvuvPNOMjMz0ev1eHh42DTm23E7P+OioiISEhKYPn26LUO0KRlyrwIPDw86depESkqKuc1kMpGSkmLx17szudWcZ8+ezYwZM0hMTKRz5872CLVG1NTP2GQyodPpbBFijatuzq1atWLv3r3s2rXL/Hr44Yfp1asXu3btIjw83J7hV1tN/IyNRiN79+4lNDTUVmHWqFvJ+e677+bYsWPmP9YAjhw5QmhoaK0u5nB7P+NvvvkGnU7H008/beswbcfRs/LqioSEBEWr1SrLly9XDhw4oDz//PNKvXr1zJewPPPMM8rrr79uXl+n0yk7d+5Udu7cqYSGhioTJkxQdu7cqRw9etRRKVRbdXOeNWuW4uHhoaxdu9biMpBLly45KoVqqW6+7777rrJx40bl+PHjyoEDB5Q5c+Yobm5uypIlSxyVQrVVN+cb1bVZ7tXNd9q0aUpSUpJy/PhxZfv27cqQIUMUT09PZf/+/Y5Kodqqm3N6erri5+enjBs3Tjl8+LDy/fffKw0bNlTeeecdR6VQLbf6O33PPfcogwcPtne4NUoKejV89NFHSpMmTRQPDw+la9euym+//WZe1rNnT2XEiBHmzydOnFCAcq+ePXvaP/DbUJ2cIyIiKsx5ypQp9g/8FlUn3zfffFNp1qyZ4unpqQQGBirdunVTEhISHBD17alOzjeqawVdUaqX7/jx483rBgcHKwMGDFB27NjhgKhvT3V/xps3b1ZiY2MVrVarREdHK//4xz+UkpISO0d966qb76FDhxRA2bhxo50jrVnytDUhhBDCCcg5dCGEEMIJSEEXQgghnIAUdCGEEMIJSEEXQgghnIAUdCGEEMIJSEEXQgghnIAUdCGEEMIJSEEXQgghnIAUdCGEzZ08eRKVSsWuXbuqvM3IkSMZOHDgTdd75plnePfdd6sVT2JiIjExMRb3KxeirpOCLkQdNHLkSFQqFSqVCg8PD5o1a8b06dMpKSmp0vbLly+nXr16NovtxkIcHh5ORkYGbdq0qdFj7d69mw0bNvDSSy8B0LZtW1544YUK1/3yyy/RarXk5ubSv39/3N3d+eqrr2o0HiEcSQq6EHVU//79ycjI4OjRo7z66qtMnTqV999/39FhVUij0RASEoKbW80+sfmjjz5i0KBB+Pr6AjB69GgSEhK4fPlyuXWXLVvGww8/bH6W+8iRI1mwYEGNxiOEI0lBF6KO0mq1hISEEBERwdixY4mLi2P9+vUAXLhwgeHDhxMYGIi3tzf3338/R48eBSA1NZVRo0Zx8eJFcy9/6tSpAOh0OiZMmECjRo3w8fEhNjaW1NRU8zHLevZJSUnceeed+Pr6mv+wAJg6dSorVqzg3//+t3nfqamp5YbcjUYjo0ePJioqCi8vL1q2bMmHH35YrfyNRiNr1661eD77008/zeXLl/n2228t1j1x4gSpqamMHj3a3PbQQw+xbds2jh8/Xq3jClFbSUEXwkl4eXmh1+uB0t7ntm3bWL9+PWlpaSiKwoABAzAYDHTv3p358+fj7+9PRkYGGRkZTJgwAYBx48aRlpZGQkICe/bsYdCgQfTv39/8xwBAcXExc+bM4csvv+Tnn38mPT3dvP2ECRN48sknzUU+IyOD7t27l4vVZDLRuHFjvvnmGw4cOMDkyZN54403+Prrr6uc7549e7h48SKdO3c2twUFBfHII4+wdOlSi3WXL19O48aN6du3r7mtSZMmBAcH88svv1T5mELUZjU7/iWEsDtFUUhJSSEpKYm//e1vHD16lPXr17Np0yZzMf3qq68IDw9n3bp1DBo0iICAAFQqFSEhIeb9pKens2zZMtLT0wkLCwNKC3RiYiLLli0zTzwzGAwsXryYpk2bAqV/BEyfPh0AX19fvLy80Ol0Fvu+kbu7O9OmTTN/joqKIi0tja+//ponn3yySnmfOnUKjUZDw4YNLdpHjx7N/fffz4kTJ4iKikJRFFasWMGIESNQqy37MGFhYZw6dapKxxOitpOCLkQd9f333+Pr64vBYMBkMjFs2DCmTp1KSkoKbm5uxMbGmte94447aNmyJQcPHrS6v71792I0GmnRooVFu06n44477jB/9vb2NhdzgNDQULKzs6sd/8KFC1m6dCnp6elcvnwZvV5PTExMlbe/fPkyWq0WlUpl0d6nTx8aN27MsmXLmD59OikpKaSnpzNq1Khy+/Dy8qK4uLjasQtRG0lBF6KO6tWrF4sWLcLDw4OwsLDbnnBWWFiIRqNh+/btaDQai2Vlk86gtHd9PZVKhaIo1TpWQkICEyZMYO7cuXTr1g0/Pz/ef/99tmzZUuV9BAUFUVxcjF6vx8PDw9yuVqsZOXIkK1asYOrUqSxbtoxevXoRHR1dbh/nz5+nQYMG1YpdiNpKCroQdZSPjw/NmjUr137nnXdSUlLCli1bzEPueXl5HD58mNatWwPg4eGB0Wi02K5Dhw4YjUays7Pp0aPHLcdV0b5vVHY64K9//au5rbqT08p68wcOHCjXsx81ahTvvPMO3333Hf/617/47LPPym1/5coVjh8/TocOHap1XCFqK5kUJ4STad68OY888ghjxozh119/Zffu3Tz99NM0atSIRx55BIDIyEgKCwtJSUkhNzeX4uJiWrRowVNPPcXw4cP57rvvOHHiBFu3bmXmzJn88MMPVT5+ZGQke/bs4fDhw+Tm5mIwGCqMcdu2bSQlJXHkyBHefvttfv/992rl2aBBAzp27Mivv/5abllUVBT33Xcfzz//PFqtlscee6zcOr/99htarZZu3bpV67hC1FZS0IVwQsuWLaNTp048+OCDdOvWDUVR2LBhg3m4vHv37rzwwgsMHjyYBg0aMHv2bPN2w4cP59VXX6Vly5YMHDiQ33//nSZNmlT52GPGjKFly5Z07tyZBg0asGnTpnLr/OUvf+Gxxx5j8ODBxMbGkpeXZ9Fbr6rnnnvO6s1hRo8ezYULFxg2bBienp7llq9evZqnnnoKb2/vah9XiNpIpVT35JcQQtQSly9fpmXLlqxZs6ZaPe3c3FxatmzJtm3biIqKsmGEQtiP9NCFEHWWl5cXX3zxBbm5udXa7uTJk/zzn/+UYi6civTQhRBCCCcgPXQhhBDCCUhBF0IIIZyAFHQhhBDCCUhBF0IIIZzA/wNnB7LHEgA0VQAAAABJRU5ErkJggg==' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 77.18+/-0.13 mV/dec\n",
      "Tafel slope (order 1): 84.93+/-0.37 mV/dec\n",
      "Tafel slope (order 2): 117.18+/-0.93 mV/dec\n",
      "Tafel slope (order 3): 399.10+/-100.24 mV/dec\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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bb0793b48e6d40b2a884e0d8b20f92c1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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P777wQA+eKLL2yOKex6jhs3jgDgPnr2OH/+PAFAJkyYwG3TaDSkQoUKnNrKGYF+9+5dIpFIyIcffsjtdyTQAZCzZ89y2+7fv08UCgXp3r07t83T05OMHj3aYb+dwdvbm0RHRztdnn3Gly9fbrG9YcOGpHz58kXWenXu3JnMmTOH7Ny5k/zyyy/kzTffJADIJ598YlGOnal8/fXX3Lbnz58TpVJJKIoimzZt4rbfuHHD7mC1Xr16JCQkxKKP+/bts3s+zt6DYcOGkXLlytmsR8bFxRFPT0/uQ8g+H5GRkRYfR0IIiY6OLvGyg9FotBmUPX/+nAQGBtp8q+wtczh63xMTE4lYLLbRoLFLTfztrB3Kjz/+WKS+Z2ZmEgCka9euRTquU6dOFrYAK1asIBKJhKSmphapHmsKE+gAyMyZMy22165dm8TGxhapHevngBBCZs+ebaMtKq7K/enTp3b7SgghS5YsIQDIjRs3CCH5z2f58uU5IU8IM2kBQBYsWMBty8nJIb179yYURXHviUqlsjt469WrF1EoFCQzM5Pbxr6f9lT+Trut5eTkQKPRYODAgVi4cCF69OiBhQsXYuTIkdi0aRNu377tbFXIy8uDXC632a5QKLj9/H8dlbVntfnNN9/gwIED+OWXX9CwYUPo9Xobi3hnaN26NVq3bo2nT5+iVatWaN26NVq2bIm7d++iZ8+e3P7IyMgi1w0A3t7eiImJwaRJk7Bz50589913SExMRK9evaDVap2uJysrC+7u7k6VPXv2LFJTU/H+++9z1xoAOnbsiKioKOzevdvmmMKuZ3Z2NgAU2Ad2X1ZWlkW9BoMBn332mVN9B4DIyEgMGDAAK1asQFJSUoFlGzVqhNjYWO7vChUqoGvXrti/fz9MJhMAwMvLC6dOnSqWFwBLUa4/ALRt2xb+/v7YsGEDty0hIQEnT55E3759IRIVzZP0t99+wyeffIKuXbti6NChOHLkCNq1a4d58+bh0aNHNuXfffdd7v9eXl6oWrUq1Go1evfuzW2vWrUqvLy8bCx5+/fvj0ePHuHo0aPctg0bNkAmk6FXr142bRV2Dwgh2LZtGzp37gxCCNLS0rhfu3btkJmZaeP5MmjQICiVSottXl5euHr1apG+QdaIxWLIZDIAAE3TSE9Ph9FoRN26dR163zjD9u3bQdM0evfubXF+QUFBqFy5Mv766y+L8nK5HEOGDClSG+x7VZTn8NmzZ9i/fz/69u3LbXvnnXdAURS2bNlSpPaLg7UXxptvvllky3H+c5Cbm4u0tDQ0btwYhBBcuHChxH0sTP7wy7AMHDjQ4j707NkT5cqVw549e7htcrkcVapUQc+ePbFx40asW7cOdevWRf/+/XHy5EmL+vr37w+tVovt27dz29hvR3x8vE2/nP56sBeP/wAAQL9+/QAA//zzj7NVQalUQqfT2WxnBRnbFvuvo7LWLzYAxMTEoE2bNhg6dCgOHjyI06dPF9mF4vnz50hLS8PTp09x5MgR1K1bF2lpaThy5AiysrJQq1YtpKWlIScnp0j1smRmZuLNN99Eo0aNMHv2bHTt2hUfffQRtm3bhuPHj2PVqlVO1+Xh4cEJ1cK4f/8+AOaDbU1UVBS3n09h15N9eAvqg7XQT0xMxNy5czFr1qwi+6ROnToVRqMR33zzTYHlKleubLOtSpUq0Gg0ePr0KQDg22+/xb///ovQ0FDUr18f06dPL/JHpSjXHwAkEgn69OmDY8eOcW54Bb2gRYWiKIwfPx5GoxGHDx+22KdQKODv72+xzdPTEyEhIaAoymb78+fPLbbFxcVBLBZz/dVqtdixYwfat28Pb29vm74Udg+ePn2KjIwMrFixAv7+/hY/VqilpqZaHB8REWFT58yZM5GRkYEqVaqgVq1a+Pjjj4vlPrdmzRq88cYbUCgU8PX1hb+/P3bv3o3MzMwi18Vy+/ZtEEJQuXJlm3O8fv26zfmVL1+eG1g4i4eHB4CC30FrNm/eDIPBgNq1a+POnTu4c+cO0tPT0aBBA6xfv75I7RcVe8+ht7e3zfNWGA8ePMDgwYPh4+MDNzc3+Pv7o3nz5gBQonvGUpj84ZdhsX7mKYpCpUqVLNyXx4wZg//973/YtGkT4uLiEB8fjz/++APlypXD2LFjLY5v3749fHx8LCYAGzduRHR0NGrUqGHTL6cFenBwMAAgMDDQYntAQAAAFOlmlCtXzu4Mi93GtlWuXDmL7dZl2XKOkMlk6NKlC7Zv3253Nu+I2rVrw9/fHwEBAUhPT8dHH30Ef39/vPXWWwCA2NhY+Pv7Y8yYMU7XyWfbtm1ISUlBly5dLLY3b94cHh4eRfKdj4qKQmZmJh4+fFisvhQFe9ezWrVqAFDgB5TdV716dQDAF198gfLly6NFixZITExEYmIikpOTAQBPnz5FYmIiaJq2W1dkZCT69+/v1Cy9MHr37o179+5h0aJFCA4Oxty5c1GjRo0i+eNGRUXh1q1b0Ov1Th/Tv39/0DSNjRs3AmBe0OrVqyMmJqaop2CX0NBQAEB6errFdrFYbLe8o+2EEIu/AwIC0KZNG2zbtg0GgwH/+9//kJ2dXeyBCHuP+/fvj4MHD9r9NWnSxOIYe4P4Zs2a4e7du1i5ciVq1qyJn3/+GXXq1MHPP//sdF/WrVuHwYMHo2LFivjll1+wb98+HDx4EK1atXL4LDp7jhRFcfVZ/5YvX17o+RWGh4cHgoOD8e+//zp9DCu0mzRpgsqVK3O/48eP459//imxn3VBOHreioLJZEKbNm2we/dufPrpp9i5cycOHjyI1atXA0CJ7hmLj48P5HK5U7LKWfR6PX755Rd07NjRQhsnlUrRvn17nD171uJbIpVK0bt3b/z5559ISUnBmTNncPv2bYfvnMTZjsTGxuLgwYN4/PixxQyPVVdaj7gKIiYmBseOHQNN0xYnderUKahUKlSpUoUrBzCq4vr161u0+ejRI4wYMaLQtvLy8kAI4YJ2OMP69euRl5eHnTt3YsuWLdzoaMqUKfDz88P48eMBFP1msqSkpAAAp/plIYTAZDIVaYmgc+fOnNpm8uTJBZYNCwsDwATAadWqlcW+mzdvcvsLwvp6tm/fHmKxGGvXrsXAgQPtHvN///d/kEgkePvttwEwI+s7d+7YXa54//33ATADRC8vL7v1TZ06FevWrcOcOXMc9tOe+vXWrVtQqVQWz2q5cuXw/vvv4/3330dqairq1KmDWbNmoX379g7r5tO5c2f8888/2LZtm432yhENGjRAxYoVsWHDBrRp0wZXr17FrFmznDrWGdiPcVHeSWeJj4/Hvn37sHfvXmzYsAEeHh7o3Lmz3bLO3AN3d3eYTCa0bt26RP3y8fHBkCFDMGTIEOTk5KBZs2aYPn26xRJDQWzduhWRkZHYvn27hbZi2rRpTh1vreFgqVixIgghiIiI4L5rpUGnTp2wYsUK/PPPP2jUqFGBZRMSEnDixAmMGTOGm9Gy0DSNAQMGYMOGDZg6dWqp9bekXLlyBbdu3cKaNWssvjsHDx60Kevo3hSGSCRCrVq1cPbsWZt9p06dQmRkpM0yh/UzTwjBnTt38MYbbwBgljqMRqPNtx9ggnPRNG2zLz4+Hj/++CM2b96MhIQEUBTl+FvDX1AvyCiONWzq16+fxfa+ffsSiURi4x9cEKyrFd8A6unTp8TLy4v06dPHomxUVBSJjo62cGmYOnUqoSiKc6EjhHH7seb58+ckNDSUhIaGOt03PgMHDrQwNAkKCnLapawgo7itW7faNTrauXMnQRH9efV6PalVqxZRq9XkxIkTNvuzsrI4q3TWKO6NN96w8G1kXfH4RnFFuZ7vvvuuQytV1t1x5MiR3LZjx46RHTt2WPy+/PJLzphrx44dXLAEvlEcn8GDBxOFQkGqVq3q0CiO72L14MEDolAoSLdu3QghjBFURkaGTX/r1atH6tata7PdEenp6aRcuXKkXLly5ObNmzb7U1JS7LpXfvHFF5whE0VRxfJffvbsmY2rj16vJ02aNCEymczCwNKR/68jP35H/u3Z2dlEpVKRdu3aEblcTgYPHmy3b87cA0KY+yiTySws31n4xlmOjCYJIXYDfPTq1Yv4+fnZ7Zs9evToQSIjIy0M/k6ePEkoiiJhYWEWZe1dG/Y5tzYOvXPnDhGLxaRfv342Fsk0TVv0vSQxFe7cuUPUajWpXr06SU5Otruf9X5g3zVHnjFt2rRxGHPAGYrjh866RTrL5cuXbbxraJomHTt25Dw3WFir8qJ4D7Gwbqn878+NGzeIWCy2CC5WmFEce+2NRiPx8vIiVapUsTDCzM7OJiEhIXavO03TJDw8nNSrV4+UK1eOtGjRwmF/JUePHuWMXJ4+fYrc3Fx89dVXABhVVrNmzQAwauihQ4di5cqVMBqNaN68OQ4fPoxff/0VkydPLtJstWfPnmjYsCGGDBmCa9euwc/PD0uXLoXJZMKMGTMsys6dOxddunRB27ZtERcXh3///ReLFy/Gu+++y6l7AWatISQkBA0aNEBAQAAePHiAVatW4cmTJ9i8ebPTfePz999/c1qAe/fuITk5GY0bN3ZYPjMzE4sWLeKOBYDFixfDy8sLXl5enIq+c+fOqFGjBmbOnIn79++jYcOGuHPnDhYvXoxy5cph2LBhTvdRKpVi+/btaN26NZo1a4bevXujSZMmkEqluHr1KjZs2ABvb2/MmjULUqkUc+bMwZAhQ9C8eXP07dsXKSkpWLBgAcLDwznNA1C06/nDDz/gxo0beP/997Fv3z5uJr5//37s2rULzZs3x/fff8+Vb9q0qc15sLPxevXqoVu3boWe95QpU7B27VrcvHnT7lpSzZo10a5dO3z44YeQy+VYunQpAHDPV3Z2NkJCQtCzZ08uXO4ff/yBM2fOWPS1MLy9vbFjxw506NABMTEx6N+/P2cIdv78eWzcuNHujKl///6YOXMmdu3ahSZNmiA8PNzpNll+++03fPXVV+jZsyciIiKQnp6ODRs24N9//8XXX3+NoKCgItdZGG5ubujWrZtT6/6F3QOAMY7866+/0KBBAwwfPhzVq1dHeno6zp8/jz/++MNm2cAe1atXR4sWLRAbGwsfHx+cPXsWW7duLdKSWKdOnbB9+3Z0794dHTt2REJCAn788UdUr17dKVsZ9p5PmTIFcXFxkEql6Ny5MypWrIivvvoKkydPRmJiIrp16wZ3d3ckJCRgx44dGDFiBCZOnOh0Px3Banz69OmDatWqYeDAgahZsyb0ej1OnDiBX3/9lbN9Wb9+PWJiYrilGWu6dOmCDz74AOfPn0edOnWcav9///sfLl26BICZaV6+fJmTI126dOFmqK4iKioKFStWxMSJE/H48WN4eHhg27Ztdpd+2Xvz4Ycfol27dhCLxYiLi3Oqnffffx8//fQTOnbsiIkTJ0IqlWLevHkIDAzERx99ZFPex8cHTZs2xZAhQ5CSkoL58+ejUqVKGD58OABmuWHixImYOnUqGjZsiIEDB8JkMuGXX37Bo0ePsG7dOps6KYpCv3798PXXXwNgbEYcwo6M7P2sZ5BsAIewsDAilUpJpUqVLHxFi0J6ejoZNmwY8fX1JSqVijRv3txmFsayY8cOLlJYSEgImTp1qkW4O0KYiGRNmzYlfn5+RCKREH9/f9K5c2dy9OjRYvUvOTnZwnF/3bp1xN3dvUC3ooSEBIfX0nqUn56eTsaPH88F3fDz8yNxcXEWvr9F4fnz5+SLL74gtWrVIiqViigUClKzZk0yefJkG1e4zZs3k9q1a3NBOOwFlinq9dTpdOSHH34gsbGxRK1WE5VKRerUqUPmz59vc6/s4YzbmjWsC0xBgWUqV65M5HI5qV27Nvnrr78s+vvxxx+T6Oho4u7uTtRqNYmOji6yLyzLkydPuPupUCiISqUisbGxZNasWRYuJ3zq1atXLP9blrNnz5LOnTuT8uXLE5lMRtzc3EjTpk3Jli1bbMq6aoZOSL7rXbly5Ry+D87cA5aUlBQyevRoEhoaSqRSKQkKCiJvvfUWWbFiBVemoBn6V199RerXr0+8vLyIUqkkUVFRZNasWU49dyw0TZOvv/6ahIWFcX39/fffyaBBg5yaoRPCzHzLly9PRCKRjXZu27ZtpGnTpkStVhO1Wk2ioqLI6NGjLbQ6roh6eOvWLTJ8+HASHh5OZDIZcXd3J02aNCGLFi0iWq2WnDt3jgAgn3/+ucM6EhMTCQAyfvx4p9t1FMAFVrNlV83QCSHk2rVrpHXr1sTNzY34+fmR4cOHk0uXLtm0aTQayQcffED8/f05V7Gi8PDhQ9KzZ0/i4eFB3NzcSKdOncjt27ctyvADH02ePJkEBAQQpVJJOnbsaOFCx7J+/XqLZ7ZBgwZk69atDvvABlmTy+UFahooQqwsXwQEXnEoisLo0aOxePHil92V/yzCPRD4L3H48GG0bNkSv/76K3r27PnS+uG0UZwjaJrGkSNHcOzYMdy/fx8ajQb+/v6oXbs2Wrdu7VCtIyAgICAgIOA6ii3Q8/Ly8P3332PZsmVIT09HTEwM/P39ubXbbdu24d1330WLFi0wYcIEbh2jNNb1nCUzM7NQ97WX2T8+er2+0PVDT0/PYrm5CBROXl5eob6sPj4+RfYZdgaTycT5yjvCzc1NyCvtBK/6e5STk1PoGr6/v79LXMGseVnXLj09vUA3ULFYXGIPjhfRxovC4hkp0mICj5CQENKrVy+ye/dubq2qoHUU9vcyKev94+MoEQQcrE0J5APz+m1J4KdtdfSztx7sCgqyxWB/jnIIlBVccQ9cwav+HhVk48T+Sitl68u6dmwIXEc/a5uGstBGQTYepQ3/GSn2Gvr169ctrMwB4Nq1a3bDaBqNRqSmpiI4OLjE/qYlwVH/+LzM/vF5/vw5zp07V2CZGjVqcMF3BFxLUlISrl69WmCZ2NhYuxHSSopWq8Xx48cLLBMZGVnssMP/JV719+jevXuFBnlp2rSpRShnV/Gyrt25c+cKDFSmVCptAg6VxTZeFPxnRDCKExAQEBAQeA0oWiaIAjh27Bj69++PRo0acTGq165dW+hMQ0BAQEBAQKDklNjKHWBikw8YMADx8fG4cOECF8w+MzMTX3/9tUWmmdcBmqbx5MkTuLu7FzusoICAgICAAB9iDqsdHBxc5MyLbAUlJiYmhqxZs4YQQoibmxuXI/z8+fMkMDDQFU2UKR4+fFiosYjwE37CT/gJP+FXnN/Dhw+LJZtcMkO/efMmFyKWj6enJzIyMlzRRJmCDcj/8OFDLnVhcTAYDDhw4ADatm0LqVTqqu6VKYRzfD0QzvH14FU9R61Wi6tXr0IikUAiKVhs0TSNBw8eoEKFCoXOco1GI4xGI2rUqFEqhoVFJSsrC6GhoUXKbc/HJQI9KCgId+7csYlHffz48dfSEpdVs3t4eJRYoKtUKnh4eLxSL1dREM7x9UA4x9eDV/UcZTIZ3NzcoFAoCo39YDKZkJaWBm9v70L98/V6PbRaLTw8PMqEQGcpdoY4VzQ+fPhwjB07FqdOnQJFUXjy5AnWr1+PiRMnYtSoUa5oQkBAQEBAQKAAXDJDnzRpEmiaxltvvQWNRoNmzZpBLpdj4sSJ+OCDD1zRhICAgICAgEABuESgUxSFKVOm4OOPP8adO3eQk5OD6tWrC6EpBQQEBAQEXhAuEegsMpkM1atXd2WVryw0TRcYKxhg1rMkEgm0Wi1MJtML6tmLRTjH14P/4jlKpdJSiZEuIFBaFFug9+jRw+my27dvL24zryR6vR4JCQmgabrAcoQQBAUF4eHDh6+tP7twjq8H/9Vz9PLyQlBQ0Gt7zgKvF8UW6J6enq7sx2sDIQRJSUkQi8UIDQ0t0G2Cpmnk5OTAzc2teEEEXgGEc3w9+K+dI0VR0Gg0SE1NBYAyG+td4OWjy8qCLjMTCh8fyNTql9qXYgv0VatWubIfrw1GoxEajQbBwcFQqVQFlmXV8gqF4rX+SArn+OrzXzxHNi1oamoqAgICBPW7gF00qanIfvQIbnl58KlS5aX25fV8M18i7PpiaeTJFhAQeLGwg3KDwfCSeyJQVtFnZQEA5GVAa+0yo7itW7diy5YtePDggY0x2Pnz513VzCuDsOYmIPDqI7zHAgVBm0zQZ2cDKBsC3SUz9IULF2LIkCEIDAzEhQsXUL9+ffj6+uLevXto3769K5oQEBAQEBAoU+izs0EIgUQuh6QMRJpziUBfunQpVqxYgUWLFkEmk+GTTz7BwYMH8eGHHyIzM9MVTQi8IgwePBjdunUrcT3Tp09HTExMiespjMOHD4OiqNcy54CAgEDpwqrbZSUIAe5KXCLQHzx4gMaNGwMAlEolss0qiAEDBmDjxo2uaELgBbBkyRKEh4dDoVCgQYMGOH369Evry8SJE3Ho0CGX1tmiRQuMGzfOYlvjxo2RlJQkeG0ICAgUGZ15wloW1O2AiwR6UFAQ0tPTAQAVKlTAyZMnAQAJCQkghLiiCYFSZvPmzZgwYQKmTZuG8+fPIzo6Gu3atePcdl4UhBAYjUa4ubnB19e31NuTyWSCn7GAgECxeC1n6K1atcJvv/0GABgyZAjGjx+PNm3aoE+fPujevbsrmhAoZebNm4fhw4djyJAhqF69On788UeoVCqsXLnS4TEmkwkTJkyAl5cXfH198cknn9gM4Giaxrx581CxYkUolUpER0dj69at3H5W5b13717ExsZCLpfj+PHjFir3AwcOQKFQ2KjFx44di1atWgEAnj17hr59+6J8+fJQqVSoVauWhXZo8ODBOHLkCBYsWACKokBRFBITEy1U7llZWVAqldi7d69FOzt27IC7uzs0Gg0AJm1u79694eXlBR8fH3Tr1g0PHjwo8jUXEBB4dTFoNDAZDKBEIsjKSJhzlwj0FStWYMqUKQCA0aNHY+XKlahWrRpmzpyJZcuWuaKJVxpC0w5/KGBfSX/Ootfrce7cObRu3ZrbJhKJ0Lp1a/zzzz8Oj/v++++xevVqrFy5EsePH0d6ejp27NhhUeabb77B5s2bsXTpUly9ehXjx49H//79ceTIEYtykyZNwjfffIPr16/jjTfesNj31ltvwcvLC9u2beO2mUwmbN68GfHx8QCYfMmxsbHYvXs3/v33X4wYMQIDBgzglg0WLFiARo0aYfjw4UhKSkJSUhJCQ0Mt2vHw8ECnTp2wYcMGi+3r169Ht27doFKpYDAY0K5dO7i7u+PYsWP4+++/4ebmhp49exYa6ldAQOD1wZCbCwCQubmBKiOxGVzitiYSiSyCTcTFxSEuLs4VVb/yEJqGycHsjaZpQKOBKSMDpBQeCHGFCk49aGlpaTCZTAgMDLTYHhgYiBs3bjg8bv78+Zg8eTIXBvjHH3/E/v37uf06nQ6zZ8/Gjh070Lp1a4hEIkRGRuL48eNYvnw5mjdvzpWdOXMm2rRpY/88xGLExcVhw4YNGDZsGADg0KFDyMjIwDvvvAMAKF++PCZOnMgd88EHH2D//v3YsmUL6tevD09PT8hkMqhUKgQFBTk8p/j4eAwYMAAajQYqlQpZWVnYvXs3N1DZvHkzaJrGzz//zKnpV65cCR8fHxw+fBhvv/22w7oFBAReH1iBLn3J0eH4uESgr1q1Cm5ubujVq5fF9l9//RUajQaDBg1yRTMCZYjMzEwkJSWhQYMG3DaJRIK6detyavc7d+5Ao9HYxP3X6/WoXbu2xba6desW2F58fDwaNmyIJ0+eIDg4GOvXr0fHjh3h5eUFgJmxf/3119iyZQseP34MvV4PnU5XaLQ+azp06ACpVIrffvsNcXFx2LZtGzw8PDjtxaVLl3Dnzh24u7tbHKfVanH37t0itSUgIPDq8toK9NmzZ2P58uU22wMCAjBixIj/tECnRCKIK1Swv4+mgawsiD08SiWcprNqID8/P4jFYqSkpFhsT0lJKXA2Wxg5OTkAmFlt5cqVLc5RLpdblFUX8lLUq1cPFStWxKZNmzBq1Cjs2LEDq1ev5vbPnTsXCxYswPz581GrVi2o1WqMGzeuyGpwmUyGnj17YsOGDZxWoE+fPpBIJNw5xcbGYv369dwxbAzwiIiIIrUlICDw6mIwf99eO4H+4MEDux+zsLAwwVgIjgUrBQAiESjz72Uhk8kQGxuLQ4cOcT7kNE3j0KFDGDNmjN1jPD09Ua5cOZw6dQrNmjUDwMSxP3fuHOrUqQMAqF69OuRyOR4+fIj27duXeNASHx+P9evXIyQkBCKRCB07duT2/f333+jatSv69+/P9f/WrVsW6XxlMplTqT/j4+PRpk0bXL16FX/++Se++uorbl+dOnWwefNmBAQEwMNs2UrTNLKysri/BQQEXm8ITcOo1QIoWwLdJVIkICAAly9fttl+6dKlF+J6JFByJkyYgJ9++glr1qzB9evXMWrUKOTm5mLIkCEOjxk7diy++eYb7Ny5Ezdu3MD7779vYYnu7u6Ojz76CFOmTMGaNWtw9+5dnD9/HosWLcKaNWuK3Mf4+HicP38es2bNQs+ePS1m+ZUrV8bBgwdx4sQJXL9+HSNHjrTROISHh+PUqVNITExEWlqaw/S2zZo1Q1BQEOLj4xEREWGxrBAfHw8/Pz907doVx44dQ0JCAg4fPoxPP/0Ujx49KvI5CQgIvHoYtVoQQiASiyEuQ3k7XCLQ+/btiw8//BB//fUXTCYTTCYT/vzzT4wdO1YwjntF6NOnD7777jt88cUXiImJwcWLF7Fv3z4bQzk+H330EQYMGIBBgwahUaNGcHd3t3FTnDlzJj7++GPMmTMH1apVw9tvv43du3cXSz1dqVIl1K9fH5cvX+as21mmTp2KOnXqoF27dmjRogWCgoJsItZNnDgRYrEY1atXh7+/v0PtEUVR6Nu3Ly5dumTTjkqlwtGjR1GhQgX06NED1apVw/Dhw6HT6YQZuoDAfwRjXh4AQGLOyFdWoIgLIr/o9XoMGDAAv/76K7fWSNM0Bg4ciB9//PG1yzyWlZUFT09PZGZm2nzEtVotEhISEBERAUUhsX35qtrXOSWlcI6vPv/VcyzK+/wqYDAYsGfPHs7481VBq9XiypUrUCgUhcoTk8mE27dvo3LlyoWmvNXr9dBqtahVq1aR7m/2o0d4fucOVP7+8KtRw+njCqMg2eIMLllDl8lk2Lx5M7766itcvHgRSqUStWrVQlhYmCuqFxAQEBAQKDOw6+dlISELH5elTwWYdczKlSvDZDLhypUr8PDwgLe3tyubEBAQEBAQeKmwAl1cxgS6S3Rn48aNwy+//AKAUXc0b94cderUQWhoKA4fPuyKJgQEBAQEBMoEtNkdVmzlfvuycYlA37p1K6KjowEA//vf/3Dv3j3cuHED48eP50LCCggICAgIvA6YdDoAKFMW7oCLBHpaWhoXgGTPnj3o3bs3qlSpgqFDh+LKlSuuaKJU0Gg0CAsLswgZKiAgICAg4AhCCEyv8ww9MDAQ165dg8lkwr59+7iY3BqNplArw5fJrFmz0LBhw5fdDQEBAQGBVwTaYODCW7+WM/QhQ4agd+/eqFmzJiiK4uJenzp1ClFRUa5owuXcvn0bN27cQPv27V92VwQEBAQEXhG42blMxiVoKiu4RKBPnz4dP//8M0aMGIG///6bi+AlFosxadIkVzRhwdGjR9G5c2cEBweDoijs3LnTpsySJUsQHh4OhUKBBg0acGk0WSZOnIjZs2e7vG8CAgICAq8vxBw+WiRxqZOYS3BZj3r27GmzrbSSsuTm5iI6OhpDhw61yeQFMMlAJkyYgB9//BENGjTA/Pnz0a5dO9y8eRMBAQHYtWsXqlSpgipVquDEiROl0kcBAQEBgdcP2mgEAFBlcDn5lQz51L59e3z11Vc2YUZZ5s2bh+HDh2PIkCGoXr06fvzxR6hUKqxcuRIAcPLkSWzatAnh4eGYOHEifvrpJ8ycOfNFnkKZgxCCESNGwMfHBxRF4eLFi2jRogXGjRv3srsmICAg8NLJfvQIKRcuQGfOV1EWZ+ivpEAvCL1ej3PnznHr+AAgEonQunVr/PPPPwCYdK8PHz5EYmIivvvuOwwfPhxffPGFwzp1Oh2ysrIsfgATRtHejxACmqYL/bGGFc6WL83fnj17sHr1avz22294/Pgxqlevjq1bt2LGjBlcmfDwcPzwww9FqpcQgm+++QZisRgURVn81Go1V65FixY2+ymKQocOHRzW/fjxY/Tt2xdVqlSBSCTC2LFj7Zb74YcfULVqVSiVSoSGhmLcuHHQaDQlul65ublQq9W4deuWw/u4efNmREVFQaFQoFatWvj9998LrNOZ89m6dSvq1q0LLy8vqNVqxMTEYM2aNUXuf1paGvr16wcPDw94eXlh6NChyMrKKvA+JiQkoEePHvD394eHhwd69eqFpKQki3Jnz55F69at4eXlBV9fXwwfPtym3oMHD6Jx48Zwd3dHUFAQPvnkE+j1eosye/fuRcOGDeHu7g5/f3/06NED9+7dK9V3wNF9JIQ4fNdfxV9B366y+jMajdz9YPOFFPQD4FQ5tk6j0Vhg+3lZWUi7cQOaZ8/wPCEBJqMRJpoutftTXMreEKOEpKWlwWQy2SQVCQwMxI0bN4pV5+zZszFjxgyb7QcOHIBKpbLYJpFIEBQUhJycHKdzcWdnZxerX67k6tWrCAwMRM2aNQEwHgoSiQSEEG4AQ9M0tFot97ezjBkzxiZrW7du3VC7dm2urlWrVllcr/T0dLz55pvo1KmTw/aePXsGT09PTJgwAUuXLoVer7cp++uvv2Ly5MlYtGgRGjRogDt37mD06NEwGAyYNWuW3Xo7deqEfv36oV+/fg7Pac+ePQgNDUVAQAB3//j38dSpU4iPj8cXX3yBdu3aYevWrejRowcOHz5skdK1qOejUCgwbtw4VK5cGTKZDPv378ewYcPg5uaGt956y2F/rYmLi0NKSgq2b98Og8GAMWPGYOjQofj555/tls/NzUWPHj1Qs2ZNzmbl66+/RqdOnXDw4EGIRCIkJSWhTZs26N69O2bPno3s7GxMnjwZAwYM4LLrXblyBZ06dcJHH32ExYsXIykpCRMmTEBeXh6+/PJLAMD9+/fRvXt3vP/++1i2bBmysrLw2WefoXv37jhy5IjT51hc+PdRr9cjLy8PR48ehdGsan0dOHjw4MvuQqlz7949p8smJycXuN+QkgJDaqrFNom3N2QuTg+u0WhKdLxLkrO8TCiKwo4dO7jMWk+ePEH58uVx4sQJNGrUiCv3ySef4MiRIzh16lSR29DpdNCZAwkATAD90NBQpKWl2U3O8vDhQ84gryAIIcjOzoa7u/tLtZYcMmQI/u///o/7OywsDPfu3UOrVq0QHR2NH374Aa1atbL5mDqTW9zeOV66dAl16tTB4cOH8eabb9o9bsGCBZg2bRoeP34MtRP5hvl95fPBBx/gxo0bFh+wiRMn4vTp0zh69KjDugYOHIjBgwc7bO/dd9+Fv78/Zs+ebfcc4+LikJubi//973/cMY0bN0Z0dDSWLVtW7POxR926ddGhQwenl42uX7+OmjVr4tSpU6hbty4AYN++fejUqRMePHiA4OBgm2P279+PTp06IS0tDZ6engCAzMxM+Pr6Yt++fWjdujVWrFjB3TM2ucmVK1cQExODmzdvolKlSpgyZQr++OMPi/fwf//7H+Li4pCcnAx3d3ds3boV8fHxyMvL4+r53//+h+7duyMvL6/UkorYu49arRaJiYkIDQ19bZKzHDx4EG3atHmlkrPodDpcvXoVCoWi0H6bTCbcu3cPkZGRhbpNGwwGaLVa1KhRwyIdszVPL13iVO0s6uBgeFeu7PQ5OENWVhb8/PxebnIWRzMoiqIgl8tfaLY1Pz8/iMVim1zYKSkpXPCboiKXy+3ebKlUavNwmUwmUBQFkUgEkUjEqPEcqFEITTP7DAZQpZHBSip1aqCwcOFCVKpUCStWrMCZM2cgFou5Dyl7Ltu3b0d0dDRGjBiB4cOHA4BFmVWrVtkVgDRNW9QDACtXrkSVKlXQvHlzh31auXIl4uLi4O7u7vTp8ttgadKkCdavX4+zZ8+ifv36uHfvHvbu3YsBAwYUmDWMvX/2oGkau3fvxs6dOyESieye48mTJzFhwgSLOtq1a8cdU9zz4UMIwZ9//ombN29izpw5Ttd76tQpeHl5oX79+ty2tm3bQiQS4cyZM3ZtU/R6PSiKgkKh4NpRqVQQiUQ4ceIE2rZtC4PBAJlMxmVcBMANxk6cOIEqVapAr9db1MGW0Wq1uHDhAlq0aIF69epBJBJhzZo1GDx4MHJycrB+/Xq0bt26wI9uSbF3H0UiESiKsvuuv8q8audjMpm4d9LZ2CZisbjQsmy9EomkwOtBdDqIJRJQFMUtzciUSpdfw5LW5xKB7uXlVaDgCAkJweDBgzFt2rRST70ok8kQGxuLQ4cOcbN2mqZx6NAhjBkzplTbtovBgKwC3OMoADml1LTH5MmAE4MpT09PuLu7QywWOxz0+Pj4QCwWc+uefKpWrcrN2gpDq9Vi/fr1Bboznj59Gv/++y+XH6Ak9OvXD2lpaWjatCkIITAajXjvvffw2WefFbvOkydPAgAaNGjgsExycrLdZZ/CVHvOkJmZifLly0On00EsFmPp0qVcMCdnSE5ORkBAgMU2iUQCHx8fh/1r2LAhVCoVJk2axGklJk2aBJPJhKSkJACMVmHChAmYO3cuxo4di9zcXO4+s2XatWuH+fPnY+PGjejduzeSk5M5zQJbJiIiAgcOHEDv3r0xcuRImEwmNGrUCHv27CnahRIQcAFGrRYmg4EZ0Hp7Iy89HcBrbBS3evVqBAcH47PPPsPOnTuxc+dOfPbZZyhfvjyWLVuGESNGYOHChfjmm29c0RxycnJw8eJFXLx4EQCQkJCAixcv4oF5PWPChAn46aefsGbNGly/fh2jRo1Cbm6uzTqugGu4ceOGQ48Da3bs2IHs7OwCXRp/+eUX1KpVy2IGWVwOHz6Mr7/+GkuXLsX58+exfft27N69m1uvBZi1YDc3N+537NgxvPfeexbbHvDWynbt2oVOnTpBJBLhwYMH8PDwQEhICDw8PPD111+XuM+F4e7ujosXL+LMmTOYNWsWJkyYUOpJkPz9/bF69Wr8/vvvcHNzg6enJzIyMlCnTh1ukF6jRg2sWbMG33//PVQqFYKCghAREYHAwECuTNu2bTF37ly89957kMvlqFKlCjp06AAgX+OTnJyM4cOHY9CgQThz5gyOHDkCmUyGnj174hVfIRR4BeGnSuVnVxOVQbc1lwwx2Je4d+/e3LbOnTujVq1aWL58OQ4dOoQKFSpg1qxZJZoZsZw9exYtW7bk/p4wYQIAxu999erV6NOnD54+fYovvvgCycnJiImJwb59+2xmTC8EqZSZKduBpmluza5UNBdlUKX2888/o1OnTg7vRW5uLjZt2uQyN8LPP/8cAwYMwLvvvgsAqFWrFnJzczFixAhMmTIFIpEI7733nsWzGx8fj3feeccixgF/Xfm3337jBqfBwcE4f/48cnJy4ObmBj8/PwBAUFCQS5d9+IhEIlSqVAkAEBMTg+vXr2P27Nlo0aKFU8cHBQUh1crAx2g0Ij09vcD+tWrVCrdv30Z6ejokEgm8vLwQFBSEyMhIrgxrTJiSkgK1Wg2KojBv3jyLMhMmTMD48eORlJQEb29vJCYmYvLkyVyZJUuWwNPTE99++y13zLp16xAaGopTp04J4ZoFXigmXqpUvhAvi37oLhHoJ06cwI8//mizvXbt2pyrWNOmTS1mOSWhRYsWhY7Ux4wZ83JU7FZQFOVQ7U3RNLPOLZOVzhq6i5HJZE4ZwjkiISEBf/31F3777TeHZX799VfodDr079+/2O3w0Wg0NoMldl2NfYZ8fHzg4+PD7VcqlQgICOCEJp/bt2/j/v37nIpbIpGgUqVKyMrKgoeHB9dWo0aNcOjQIQs//oMHD1oYaroKmqYtjDYLo1GjRsjIyMC5c+cQGxsLAPjzzz9B03SBywgs7KDlzz//RGpqKrp06WJThh2wrVy5EgqFwmZJgKIobpC0ceNGhIaGok6dOgAKvmfsOreAwIvCaH63JAoFwHsuy+I32yU9Cg0Ntbve+csvvyA0NBQA45Lj7e3tiuZeKwghoPV6GPLyYNTpyrRKMTw8HEePHsXjx4+RlpbGbY+KisKOHTsKPX7lypUoV65cgfHzf/nlF3Tr1g2+vr42+yZPnoyBAwdabGOXXnJycvD06VNcvHgR165d4/Z37twZy5Ytw6ZNm5CQkICDBw/i888/R+fOnYuVOGjXrl1o3bq1jbuiNWPHjsW+ffvw/fff48aNG5g+fTrOnj1rMcgszvnMnj0bBw8exL1793D9+nV8//33WLt2bZEGQNWqVcPbb7+N4cOH4/Tp0/j7778xZswYxMXFcUL28ePHiIqKsgiZvH79epw8eRJ3797FunXr0KtXL4wfPx5Vq1blyixevBjnz5/HrVu3sGTJEowZMwazZ8+Gl5cXV2bu3Lm4cuUKrl69ii+//BLffPMNFi5cyN2Pjh074syZM5g5cyZu376N8+fPY8iQIQgLC0Pt2rWdPk8BgeKSkZCAR8eOQZOWlj9Dl8st1exlLI474KIZ+nfffYdevXph7969qFevHgBGLX7jxg1s3boVAHDmzBn06dPHFc29VhC9HiaxmHs4aIMBUpWqTI7+Zs6ciZEjR6JixYrQ8QYfN2/eRGZmZoHH0jSN1atXY/DgwQ4F6c2bN3H8+HEcOHDA7v6kpCQbLQ//A3/u3Dls2LABYWFhSExMBABMnToVFEVh6tSpePz4Mfz9/dG5c2eHPuiFsWvXLqdCGjdu3BgbNmzA1KlT8dlnn6Fy5crYuXMn5+df3PPJzc3F+++/j0ePHkGpVCIqKgrr1q2zeLemT5+O1atXc8fYY/369RgzZgzeeustiEQivPPOO1i4cCG332Aw4ObNmxZ+sbdv38aXX36J9PR0hIeHY8qUKRg/frxFvadPn8a0adOQk5ODqKgoLF++HAMGDLAos3fvXsyaNQs6nQ7R0dHYtWuXxSCvVatW2LBhA7799lt8++23UKlUaNSoEfbt2welUlnAVRcQKDkmgwFZ9+8DAJ7fvAmp2VNDolCA5mkoy+I32mV+6AkJCVi+fDlu3boFgLF8HjlyJMLDw11RfZkiKysLnp6edn0FtVotEhISEBERUajfqlGnQ+azZ3Bzd4dYJuPS8lEiESPUy+AIsKjQNG2jjn5VSUtLQ7ly5fDo0SMLG4Cydo6DBg0CRVFYvXq1y+osa+dYGtg7x6K8z68CBoMBe/bsQYcOHV4ptzWtVosrV65AoVAU6gZtMplw+/ZtVK5cuVAtnF6vh1arRa1atbj7m5eejqeXL9uU9a9VCya9Huk3bwIAAqKjoXCx1rkg2eIMLrO7j4iIcJkV+38BQkh+Gj65HBKZDEQqhUGjAaFpmPR6SErR51ag6KSnp2PevHkvx7jSSQghOHz4MI4fP/6yuyIg8EpiyLHvSCySSi1m6K+tyh0AMjIy8Msvv+D69esAGBeWoUOHOu2f/F+DoihmFq7Vcv6MlEgEsVwOo1YLWq8HKYP5dv/LsBn6yjIUReG+WV0oICBQdPRmgc4PIgMwfud8NXtZ/Da7RHd29uxZVKxYET/88APS09O5mUzFihVx/vx5VzTxekJREFmpvURsNCIw6+kCAgICAi8O1ghOzjPkBGwF+ms7Qx8/fjy6dOmCn376iQv7aDQa8e6772LcuHEOY2YL2EJRFMQyGYw6HUwGA8QvMGyugICAwOsOoWnkJCRAJJVCYmf5zGR2U5Oq1dA+f85tF0mlZX6G7hKBfvbsWQthDjD+uZ988gmX/EHAeURSKSidDoSmQZtMZTIikYCAgMCrBKFpEJpG5tWr+bNwqRTgJX/i2zZJedtFvPTPHK+rQPfw8MCDBw8QFRVlsf3hw4dFSq4hwEBRFCixGMRkAm00CgJdQEBAwAqjRgN9RgZkZjstzaNHkPn4QOzhAV1iIjINBigDAyFVq6F58gTPz5+HPjMTxpwcGLKzYczOhj4nBzQhULz7Lmr17w/aaOTWzaW8WBPs0uh/QuXep08fDBs2DN999x0aN24MAPj777/x8ccfo2/fvq5o4j8Ha1FJG42AYO0uICAgANpohC4rC9n37iHz2jUL4Wzg/fLS05Gs1cKQkwPihC1SmjlvBKtuF0ulFvZNXCIWnhB/bVXu3333HSiKwsCBA2E0GgEwaeBGjRoluLIVE5FEAgoQ1O4CAgL/CWhz6ml2FqzNyEBmQgL0WVnYN2wYclJSYHLgUlYYlFQKqbs7JG5ukPv4QFW+PCAWg1AUpEFBiOzaFQAsXIkt1svN39//xAxdJpNhwYIFmD17Nu7evQsAqFixYqHhMQUcI6jdBQQE/ivkpqYi/cYNUBQFVWAglL6+SL9xAyaDgRHsZrkCAKAoSFQqSL28oAgMhNTNDWKlEorAQMg8PUFTFLJEIkQ2aABTdjYAQBEQAFVwMEQyGURyOSiKgjY1FRm3b4OWyxFozmnAzdBlMguBLbIj0LkZukYD6HSAuzvwklOqurR1lUqFWrVqubLK/zQiiQS0yQTyCqndp0+fjp07d3KpbYvL6tWrMW7cOGRkZLikX45ITExEREQELly4gJiYmFJtS0BAwJK8Z8+Q8/gxl2OcAMh58gQ5T55wZeQeHmj63Xd4mpUFpbc3FJ6eEMnl8KpZE2I730U2Upx3IZHiJG5uAABjdjaeXb2K4Nq1Hc7QOeFuzyguJQW4fx8ICgKs7MheNMUW6PzUkoWxffv24jbzn0YkkYDS6UCbrTNLM3bw0aNHMXfuXJw7dw5JSUnYsWMHunXrVmrtFUafPn24PNmuYvDgwcjIyMDOnTu5baGhoUhKSuIyiAkICJQO/CAtFEUh+/FjPL99m/vbPSQEMg8PZD96BF1mJhTe3vCqVAmG3FxIfXxAMjKg8vAAlZcHsVptV5gXBQlPg5z37Bke8tyrRdYZMM3C2+4M3awFQDFCtbqaYgt0IQJc6UOJRBZq99L0Sc/NzUV0dDSGDh1apMFaaWAwGKBUKl9IIg6xWOySHOUCAgL2yUtPhyY1FZrUVIAQEEKg8PKC1qx9U/n7wzMigrMqV/n7w6jTcaGvZWo1xB4eeHzlCkRSKWQ8d7KSoixfHvqEBJvt1rk02P/bNYTLymL+LQMeXcUW6KtWrXJlPwQcwKrdSzvITPv27QtMa+qIb775Bj/88AM0Gg169+4Nf39/mzL/93//h2XLliEhIQHh4eH48MMP8f777wPIV3lv2rQJS5cuxalTp/Djjz8CAKdyv3XrFqpWrYrr169buEb+8MMPWLx4Me7evQuTyYQRI0bgzz//RHJyMipUqID3338fY8eOBcAsBaxZswZA/kv5119/ITw8nFO5v/HGG6hQoQKmTJmCUaNGce1cuHABsbGxSEhIQFhYGDIyMjBx4kTs2rULOp0OdevWxYwZM9CkSZMiXz8BgdcVQtN4fueOhfqchRXmIrEYvtWq2WgfX1QeC0W5cqCVSqjc3WHkZYyUe3oWPkMXiYC8PMBoZPKku3CgUVxe7gr+fwRC0463m9XpjlLeUWIxKHMZk8FQJOO40k7vt2XLFkyfPh1LlixB06ZNsXbtWixcuBCRkZFcmfXr12P27NlYtGgRYmNjceHCBQwfPhxqtdoiDemkSZPw/fffo3bt2lAoFNi/fz+3r0qVKqhbty7Wr1+PL7/80qLufv36AWAyZYWEhODXX3+Fr68vTpw4gREjRqBcuXLo3bs3Jk6ciOvXryMrK4sbjPr4+OAJ72MjEonQt29fbNiwwUKgr1+/Hk2aNEFYWBgAoFevXlAqldi7dy88PT3x448/olu3brh586aguhf4z2LS65GbkgJDTg5og4FbFwcAVUAA1EFBTK4KjQba9HToMjLgER7+UtOQUhQFsVIJ76goiE0m6DIyIFEqIXGQWY8SieBfqxYIIYwrG3uObm6MUH/JFFugv/3225g+fToaNmxYYLns7GwsXboUbm5uGD16dHGbe2UhNA3y4J79nTSBSJMLZKhBRI5dICidjlG7i8SAvAgJWypElurLMn/+fAwbNgzDhg0DAHz11Vf4448/oDVHYQKAGTNm4Msvv0SPHj0gEokQERGBa9euYfny5RYCfdy4cQWq+uPj47F48WJOoN+6dQvnzp3DunXrADBukjNmzODKR0RE4J9//sGWLVvQu3dvuLm5QalUQqfTFahij4+Px/fff48HDx6gQoUKoGkamzZtwtSpUwEAx48fx+nTp5Gamgq5eRYxd+5c7NixA1u3bsV7771X1MsoIPBKk5OUBE1KCjfr5iMSi+FbowaUPj7cNplaDZUdTd7LhKIoyNzcIDMbytnbz6L09c3fUYbU7UAJBHqvXr3wzjvvwNPTE507d0bdunURHBwMhUKB58+f49q1azh+/Dj27NmDjh07Yu7cua7s938KkVQGYsoDTZsAnd5ssPHyfSCvX79uI8AaNWqEv/76CwCzLn/37l18+OGHGDduHFfGaDTa2GAUFiI4Li4OEydOxMmTJ9GwYUOsX78ederUsVDBL1myBCtXrsSDBw+Ql5cHvV5fZMv1mJgYVKtWDRs2bMCkSZNw5MgRpKamolevXgCAS5cuIScnB778lxpAXl4e7t1zMHATEHgF0GdnQ5uRAYWPj1Pr1LTRiMyEBGQ/fsxtE8tkUAcGghACQ24uPCpUcHnO8JcB5UgzyvrFv+oCfdiwYejfvz9+/fVXbN68GStWrECmeQ2CoihUr14d7dq1w5kzZ1CtWjWXdfhVgxKJgAqRdvcRmgadlQV4eBQ4k6YAwGiEKS8PNAAiEkFiZbThsO2XSI75YZ8/fz5atGgBEa8/1u4k6kI+IEFBQWjVqhU2bNiAhg0b2qjFN23ahIkTJ+L7779Ho0aN4O7ujrlz5+LUqVNF7nd8fDwn0Dds2IC3336bE+A5OTkoV64cDh8+zJWnaRo5OTkICQkpclsCAmUBbUYGnl66BEIIqIQEBMTEQO7Aaps2GpH96BGyHz1iIlkC8AgNhVv58g5V1a86Du2XcnOZf8vA+jlQwjV0uVyO/v37o3///gCAzMxM5OXlwdfXF1KrtKD/ZRwJVgoARCLGmr0Q4SuWyUCJxTDm5YEQAtpofGGGI46oVq0aTp06hYEDB3LbTp48yf0/MDAQwcHBuH//PipVqmQh0ItDfHw8PvnkE/Tt2xf37t1DXFwct+/vv/9G48aNOWM7AFyQIxaZTAaTyVRoO/369cPUqVNx7tw5bN26lTPSA4A6deogOTkZEokE4eHhABiBnpWVBY8y4LYiIFAcsu7f59zKCE0j/eZNBNWtazNpyE1OxvM7dzhBLlWp4BEWBrWdrGWvE3a1DHo9YDAwBnNlRKC7dArn6emJoKAgQZiXEiKxmPO9pA2G/BeQEJgMBhjNGdqKQ05ODi5evMgFhElISMDFixfx4MEDh8eMHTsWK1euxKpVq3Dr1i1MmzYNV69etSgzbdo0/PDDD1i0aBFu3bqFK1euYNWqVZg3b16R+9ijRw9kZ2dj1KhRaNmyJYKDg7l9lStXxtmzZ7F//37cunULn3/+Oc6cOWNxfHh4OC5fvoybN28iLS0NBgcxnsPDw9G4cWMMGzYMJpMJXbp04fa1bt0ajRo1Qrdu3XDgwAEkJibixIkT+PLLL3H27Nkin5OAwMvGpNdzaUKD6taFSCKBITcXeWlpFuW0GRl4duMGaKMRUrUafjVqIKhevddamJerXx/+b7wBuT03bVbdrlSWCYM4wMUCXaD0EUkkoCiKmaUbDKBNJhg1Ghi1Wpj0ehjz8opV79mzZ1G7dm3Url0bADBhwgTUrl0bX3zxhcNj+vTpg88//xyffPIJYmNjcf/+fQs1OAC8++67WLBgAVavXo1atWqhefPmWL16NSIiIorcR3d3d3Tu3BmXLl1CfHy8xb6RI0eiR48e6NOnDxo0aIBnz55ZzNYBYPjw4ahatSrq1q0Lf39//P333w7bio+Px6VLl9C9e3cLf3iKorBnzx40a9YMQ4YMQZUqVdCvXz88fPgQga/xh03g1YTQNJ5dv46k06eR5WBwzgpz1ijM3bx0xJ+1G3U6pF+/DgBQBwUhqG5dqPz9y2SCElciVaksDPosYNXtDgzpXgYU4Yfv+Y/w8OFDDBgwAKmpqZBIJPj88885oydnyMrKgqenJzIzM23UrFqtFgkJCYiIiICikPUkvqq2KOpok14PoznmMAsFcK5vUpWqzMR+L+45vkoI58grZzIxS0iv4Ife3jkW5X0ui2Tcu2chyL2qVsVfp0+jQ4cOnCY1/dYt5Dx5Ao/QUHhVrAjaaMSTf/4BbTLBr2ZNqPz88Oz6deSmpECqUiEwNvaFf1+0Wi2uXLkChUIBWSHxONjQr5ULCf0KAHq9HlqtFrVq1Sr6/b1+nQn7GhEBmF1aS0pBssUZXs+vTyFIJBLMnz8f165dw4EDBzBu3DjksqOtVwCRVAqxVAr2kymSSCBVq7mXjF3fEhAoLQghMGg0MGg03CzOpNPBoNEUW0vkdLt5eTDk5oIu5vLSfwVDXh6yHz4EAM5YLTc52bac+dsnNc80RRIJ3NhZemIi9Lm5yE1JAQD4VqtWZiYLL50yZhAH/EcFerly5Th3pqCgIPj5+SGdFwShrENRFCQKBaRqNWRqNaRKJSiRiMvZW9x1dAEBRxA2SZAZk04H2mRifmZ7DjaxBW0yldozaMzLA200gqZpLjMWYBknXIAhMyEBhBAofXzgW706AEDP+k3zMGo0AMCFXgUA95AQiMRi6HNykHrhAgAmJKusjLhnvXQIKZMqd5cJ9IyMDPz888+YPHkyJxzPnz+PxzwfRVdx9OhRdO7cGcHBwaAoyiLZBsuSJUsQHh4OhUKBBg0a4PTp03brOnfuHEwmE0JDQ13ez9LG2jqe/T9xwpJboGQQQhjB9RoKEtpkgj4nh5t9E5pmBKleD0NuLuNuyTMopI1Gm2iHrJbIqNVCn5sL2gXPJG00WtRDjEZuIGHIyYE+J0cYzJoxarXIe/oUAOAZGQmZmxsokYixu+ENhEwGA0zme8lPViKWSqEKCADAXHeKouDhIrXya4FGwwh1sRgoQ0sxLhHoly9fRpUqVTBnzhx89913XMrL7du3Y/Lkya5owgI2kciSJUvs7t+8eTMmTJiAadOm4fz584iOjka7du2QmppqUS49PR0DBw7EihUrXN7HlwEn0M0JEPjQRiP0OTk2a+8vAkLToPV6bgb3qkMIgdGsbjbxouK9LIw6HfTZ2S67viadjhuw0EajZb2EMN4UvPLEZLIZRLL5B0wGAxO2uJjXif8cs4MIdrmJgHm2TOb+8LUErzu5qal48s8/yLByzWTJS0tjkqB4e3PCXGpWDdO8e8HeF7FMZqNKd+N5kfhUreowitprDU0Dd+8y6+X8ZVnWwr2MXROXxHKfMGECBg8ejG+//RbuPJVMhw4duFjbrqSwRCLz5s3D8OHDMWTIEADAjz/+iN27d2PlypWYNGkSAECn06Fbt26YNGkSGjduXGB7Op0OOp4gzDKrrQwGg43rk8GsfqRputA1Pr7bmUvXA80fY/7s3ajVch8/SiwutaAzJr0etMEAiULBZIqjaRCdDkaxOD9jkeTVTiFAeDNFk8EAsEsdrr6PTnWGcKpno1bLRLQyX+dipdw1xzhgMen1XIYsSiTivCsA5N9fVpASYpEdkNA0M4sBOPU8imAsRxuNMGm1EEkkECsUzPHmfoCiAJqGSa+3FPpmdTz7DoiK8KzZex9p8/kZDIZCDaxeFIQQPL12DcRohC4hASK12jIcKQBNejpMRiPEajX3jaJkMhiNRhCdjtum02hgMhohUihsvmWUQgHfN94AoWnIPD0dunm+CIzm+0rTdKGxJNj9zsScYOs0Go3550cIoNUCz56BSk7OF+SpqSCxsYBcDmRkgDIaQWQyxhfdRZT0Grvky3rmzBksX77cZnv58uWRbMcIozTR6/U4d+6chWZAJBKhdevW+OeffwAwL8TgwYPRqlUrDBgwoNA6Z8+ebREnnOXAgQNQ8dRUAGNwFxQUhJycHOidnC1ks/l0XQBtFtwig4ELV0ho2mJUTul0EJVCrAB+O1RuLkQKBbe+yhodUnl5EBUxIA4hpFhW04QQEIOBEQKyIsTALwRar7dYT6a0WohkMmRlZYGwgs06n7KT/QVNM8GGnOwrbTAw52hGpNcDYjGIXg9iMoESi4t0vbn6KIr5sLH9IAQimczCeJSSSBhhz/twimQy0FbPPetmKdLrizSYo805DABApFCAmDUHIqORUbcbjVw/2YEEew3YspRIBEouL9K957+Per0eeXl5OHr0KIxlxNjUpNFAx5uZi69cgZyXEAkAtLdvg9ZqIU9KgtgcG8KQkgJDaiokPj7Yu3Ur86wB0D96BLG7O+Rmw7fXhQJDMRMCj3v3EHTmDEIuXcKdFi2QVrMmREYjpDk5oHgDcyISgSIEIAT6K1eQHRoKj4QESHNykFu+PLR37riszxqzPUNxcYlAl8vl3KyVz61bt+ym0yxN0tLSYDKZbHyCAwMDcePGDQBMVLHNmzfjjTfe4Nbf165di1q1atmtc/LkyZgwYQL3d1ZWFkJDQ9G2bVu7bmsPHz6Em5tboW4QhBBkZ2fD3d3dZcLGKJWCmEwQKxTc7IQ2GmHifUjZGQ87G3OVcDfpdKB57Ujd3GDQaJBjMMDdy4sTgtKC1FS82SDAqHONeXmgxGJInMmPzhNC7AwPMKsUXZR+1piXB2Ke/dFmoZJnMsFNpQJtHkSJpFIuCJCzmHQ60OaBmFPnyusLi0giYdTPvNmkRKl0HIvaCkNuLiCXQyyXWxqdAcgzGqFWq7lnVSyTMYM4nqCTqFSMlTtv1iySSkEbDPnPnZMYWLUmW4f52ZK6udks4Yjlck5LwC/L9smZwZW991Gr1UKpVKJZs2Zlxm0t++FDZPr7M++X+RqVa9SIC09KCMFjNzeAEAQ1aMBZuOc8eYK069dx7uJFxERGQiKRQOHjA21ICFQBAfApwyG6dTodrl69CoVCUWjgMpPJhHv37iEyMtJCqyJJSoL7X39BfeIEVOfPQ8JLl+oZGQnwk0NRFIiHB+DnBwQEAHo9qHPnAAAkJgaUhwdgMoHUretSK3d7crQouESgd+nSBTNnzsSWLVsAMCPyBw8e4NNPP8U777zjiiZcStOmTYukGpXL5VxmLT5SqdTm4TKZTKAoCiKRqFCfZLYPbHlXIBKJYKJpUOb/AwBtFnLsTAnmGS/nckTTTgsQRxB2psYfmPBUrmKZDCaz+hI0bVcVatRqOQMdiqIgVamYvymKUe0ajQ5jKrPJIAghkCgUEEulMLEzODDag6L6+rP9tm4HNA1QFMQyGacG5m8HmIFIYe2Z9HrQRiMz+BKJmBmg+VwpOBmL33xvxVIpc614/WDvNzGZIHZi0MYuI1DsufGiEYooiqvTIjc0RQH8AYVIBJFYbGG8xg58CCFO3wNr9Tw7G2efa8K2zbYhFoOY27V5Dp1Uvdt7H0VmbQn/XSeEQJOaColS6TDeeXHQZWWBNhig8PYu8N4TnQ5iiQQewcHQPH3K2E9kZ0NhziJo1OkgNi9xKdzcuMGJws0NEokExGiERCKBWCKBISsLYokEcrW6TEf4NJnfJ5FI5PTShzQnBx4nTkB9/DiU585BZnbhY6FlMuRFRSGzTh349ukDecWKzPKZpyeTbIX/DKnVQEgIkJwM/Psvs08uZ8q6MOZCSe+BSwT6999/j549eyIgIAB5eXlo3rw5kpOT0ahRI8yaNcsVTTiNn58fxGIxUqzURykpKQWmzXxt4AkwFvb/IrEYJvOHlfAstNmPbUm0BGx9FEUx1rTmdVRW4FAiEaMWZddWrY8353vn/iaEW/dnoQsQ6Ow5AOBmg/yZK79/hcGG0QVg4Q5o7hhnEEaJxfkBfaxUz6xhoqP2CE3nGyjm5YFSKi2txE0miAsRfuz6NQVGaJoMBguhJFEoYMjLK9DCnNA0s9bMU1lTZmHADQCZCi2EObeNVxfFL8cVoThjK66/7KClIKHFOw/Cu+YWgwl+26zHB++55iIqmkwoyeo3IQSZ9+8DAQFQeHsj+9EjZNy9C4qi4B8dDYWXVwlqZ9BnZyP1wgUQQiCWSuFTrZrDCGV686xcqlZDYTRCn50NXWYm1ObvG6eVslpqKEgTVxpLcC8cvR6qc+egPHIE5Y4fh1diIiie9ohQFPQREdDUqwdN06bQNGoErUwGrVYLn1q1CrdWj4gAnj3LXzP38XGpMHcFLhHonp6eOHjwII4fP47Lly8jJycHderUQevWrV1RfZGQyWSIjY3FoUOH0K1bNwDMyPvQoUMYM2bMC+/Pi4Zv6c7BfhwlEsAs+PhqUgJGII4aPRpbt27F8+fPceHCBYwbNw4xMTGYP39+oe2yQkMkFjNxjVmBjvxcwlzfHAh0toxELrcriOwNUrg6eefDDiYI8oUM637ljOqZr8plfapNej2jumTPhRVc5nOFuX6LWWUB7fG9DWirwQxgdj2085FlDdBE5vVrc2dsBRzbN6YBh4MLo1bLGY9Z3ydYCWZrKIqyGIQ4FPrmWS57D1jrd1aTwl0HoxEmg4EZtLGaAbGYu5cW/bDuj51rwA5ySurKRoxG5KalQZeUhPKNG0Nj9pYhhCD7wQPIPT3x/PZtSBQKeFSoANpkwvPbty3CqBaGJjU1P0CPwYCnly9DHRQEX156YLZNzm9creaO0fHUx0azQLfOfFaQlsJhNrEyjuTBA7j98QfU//wD5cWLEFvZIxn9/KCpWxe5TZogt3lzmMyueBxF8YqQy4G6dYGbNxm3NXNyprKES/S8D82qjKZNm+L999/HJ598UqrCvLBEIhMmTMBPP/2ENWvW4Pr16xg1ahRyc3M5q/cyA00zRkyuhGfExMLNWEQibkZlHU1u7969WL16NX7//XckJSWhZs2a2L59O7788kuuTHh4OObPn8/5JVsIIbY9nkEXf3a3f/9+NGnWDH7BwSgXGop33nkHiYmJ+YfzBPSJkyeh9vZG/SZNmG3mH18gGHJzYdBosHnTJsTExMDD1xeVa9TAvAULAOTPUvgW/c7457MCvG3Hjli5Zg1nRc5qDNjzvHL1Kt588014+PqiYvXqWGBul7/U4UiQpKWlIaJSJSg8PDgXT85ynF0mcdBX2mDAksWLEREZCZWbG95s2RJnz5+3FXDm+0AB0BsMmDlzJipWrAiFQoHo6Gjs27ePsfA1t5P5/DkmfPQRKteoAXdvbzRu3BhnzWuGbH05OTkYN3EiKkZFwSsgADXfeAPLeS6fFEWhRYsWkCqVUHh4QOHhAbmbG9577738Z4I3eKGtBjFGrZaze+CunZVq3V4SDMrctvU14AItsYOtYsIfHGuePuUEKgDkpadDk5KCnCdPkHHvHnJTU5GblMRlJTOYo+blPHmCTF5sdGvyzLE7fKOiuGQnucnJMFgZSbHLZCKxGBKFglP5GzQa7l6yAt3aXqGgWbizNhYvG5FGA7cDBxA0aRIi33oLFdu2ReC338Lt2DGIs7NBKxTIadAA1/r3x51du3D32DEkzZ+PrF69bIV5cZDLgTfeABo2LFMR4lhcMkMPDw9H06ZN0b9/f/Ts2RPepZzQ/uzZs2jZsiX3N2uwNmjQIKxevRp9+vTB06dP8cUXXyA5ORkxMTHYt29f2UqeQQiovDxGJZSXB6hUrlXfECYDG8VaK7OY/2Y/LOza6907d1CuXDkLFz4fByo/k14Pk9EIymjMTxbDE8jWs7n7Dx+ie/fuGDd2LFatWIGcnBx8/Nln6NG9O86eOcOox83HZ2ZlYdCgQWjZokV+3AD2Y20WQCatFgTA/v370X/AACxatAgtGjfGjZs38f7YsVAqFBg1ciTXH6bTjCp2+vTpSExMxOrVq+2eG20wID09Hf+cPIm1q1YxAp67pIz6NisrCx27dEHrNm2waP58XLl0CSPHjIG/ry9GvPsu0yZNc5oRIF9rIJZKMWzoUNSsUQOPnzyxEDoAM1NilxrsqaU3bdqETz77DIvmz0eD+vWxcPFidOzaFTdv3oQXT21P8WbL07/8Ehu3bMFPP/2EqKgo7N+/H927d8exI0dQy2wINeqDD3D12jWsXLECFSIisGHjRrzdqRMunD6N8uYATlOnTsWxY8ew8qefEFahAv46fhxjxoxBoJ8fOnXowD2/7w4diqlmLxORWAxPX19GEFsFpLG3RAEwGgsRXxMiEuUvB/C2czhQw1vYERTHhY/XN5acx48Zl1CKglSthj4nB1n373P7sxITOX9vANA+ewbi5YX0W7cAMAaKaivBYjIH7AEAha8v1EFBMOl00GZkQJeRYRHBjQvTam5DLJNxNgrGvDzIzAaDAGyMMq1n6Hxbh9JyY3UJSUkQz5+Par//DvXNm6D4zw1FQV+pEnIbNEBuy5bQ1K8Pk0jExHKvVAniMqYSL21cchfPnj2L+vXrY+bMmShXrhy6deuGrVu3Wvhuu5IWLVpwHwD+j/+RHjNmDO7fvw+dTodTp06hQYMGpdKXYkNRIGYVLmUyMX6PLqnWbOFN0zBqtYwVNG+f9fomJRbj3ffew7iPPsKDBw9AURTCw8Nh0uvRokULjBs3DgBzze/fv4/x48dzMzA2sAd4/1qoes1cunwZJpMJX335JSpGRiImOhrjx43DxUuXoMnKYvpoPn70Bx+gX79+aMi7X/x+0wYDdz7rN21Cl86dMXLECERERKD9229j0qef4rv58y20EnytBW00gjYYHAYgoY1G7N2/H7VjYhAYEGAzs6MNBmzasgV6gwErV65EzRo10LtnTwwfOhQLlyxh2rMK8ENoGkaNBia9HkuWLEFGRgbGffihxf1iEfE0CvZm6QsWLcLQQYMwqH9/RFWpgsXz50OlUmHlypU2qm72/Dds2oRJn36KDh06IDIyEqNGjUKHDh0w74cfAAB5eXnYsWsXvp45E282aYLKlStj+vTpqFixIlb8/DNX36lTpzCgXz80f/NNhIeFYcSIEYiOjsYZq7SxKrUaQYGBCAoMRLly5eDh4ZF///gfY9g+P9w+tpwdFb7Fv+Dvomz+5rtuFgfWiJSFnTFLFAoo/fyYbbzY9QaNBnnPnnF/5z17ZhFu9fnNm9Bb5Y3QmrU0Mjc3bglCxs68rcqymid+VDdW4LN9YzUg1gLc+vrwBx5lTqATAmRmAvfuAcePQ/rtt3C7dg2UyQSjvz+y27ZF0ldf4e6xY0j83//wdOpUaJo0sbtM9V/CJXexdu3amDt3Lh48eIC9e/fC398fI0aMQGBgIIYOHeqKJl5ZCCEgep39n8kEmgKIQQ+SpwHJzXVc1umfHjCYf3xjIsDm48gaEn0/Zw6mTZ2KkJAQJCUl4cSRIza51bdv346QkBDMnDkT92/fRuLt2wAYn2yKovB/69bl12llLBUTHQ2RSIRVa9bAZDIhMyMD69atQ6sWLSA1W6PTJhPWrFuHhIQETJs2zWYGxqlseTM1vV4PhVxuYQSlVCrx+PFj3GczTPGONZnTzRKYo6FZC2vzWvPuvXvRtWtXh/fz5OnTeLNpUybrk7nuls2b49bt28jIzLRQ8Rtyc6HPzQUBcP3GDcyaNQu/LF+eb+3Nvx/mvx2p7HVaLc5fuIBWPO2USCTCW61a4Z9//rEZrLH/6nQ6yK3WSBVyOf4+cYK5LkYjTCYT5AoF1wcAUCoUOHHyJHdMgwYN8PuePXj85AkIITj811+4desWWr/1lsW5bNi4EeXDw1GnQQNM+fxzxrfWkXEgG8zFWqDzzsPG8A62wonfPv/vguw2nIEzKLUyjhQrFFA40GDx29JlZloIZdpkspjRA4DOnL5UwdNsWgtpFtaVkD/7ZoU7uxTA2pMU5tnAHxSUGYGenc0I8ZMngQsXgAcPAD8/mDp2xKPhw3F70ybcPXIETxYuRFbPnjCZB1UCDC4N2UVRFFq2bImWLVti1KhRGDZsGNasWcPMHv6rGPQwzv7M4W4VAFdHXmdfTfqDzwAp8yG3t87ICl9PT0+4qdUQi8UIDAjgZhB8NaiPjw/EYjHc3Nwsli5MRiOqVqnCzMJgZVBlPjYsPBz79u1DXFwcRo0aBZPJhIb162Pn1q1cPXfu3MHn06bhyJEjkEgktrMy9sPMnqNEgtZvvYVPJk/GoUOH0LRBA9xLSOBmncnJyQgPC7M13DLDzg4tPmQ0DZ1OhwN//IEZPNsBa1JSUhBpDuTBCpYAc7yF5NRU+Jj/z3eN1Ol0GDh0KGZ/9RVCQ0JwLyHB4nj2PLlZpR1vgKepqTCZTFxbLIGBgbh565b9maxIhNZvvYUFCxei5VtvoWLFivjj4EHs2LmTi6Tl6e2NhvXrY/a336JaVBRCIyOxceNGnDx1ChV55zlnzhxMnDABFaOiIJFIIBKJsGL5crzJ2jpQFPr164fQkBAE+Pjgyr//Yur06bh99y5+3bSJ6xqXFZBN4mKOOGcXRzN06zLW1xL56nogX8iy6vKCBBhrhGdhnCeXQyISQW82uhJJpUxIVYqCo3VxsUwGk16PvLQ0AIDSxwd56emcAGfRmWfocp61PCtsrWforDGlhCfQHc7QCxHo/AHKSxXohADp6UBiIiPQWSQSxpLc3x+GLVuQZPZDl5WVwUcZxKUC/dGjR9iwYQM2bNiAf//9F40aNXIYb13gBeNo7ZH/NyE26kAb2NkwGEMa2mTCJVblapUohp1Np6SkYOTIkRg4cCB6du2K7JwczJw1C30HDsT+PXtg0OkwaNgwfP7ZZ6hSpYpt1wFYf8YpkQjDBg9GQkICunTtCoPBAA8PD4wdOxbTp0/nZrnHjh9Hx06duOP05lChO3bt4rYtX74c8fHxIDSNw0eOIMDfHzVr1oQ+Oxsx9evjgdnos0mjRvht+3aL62ktYBzlAv98+nREVamCvn36mA8rQGXM/mt2baNEIojNAYPsUkBdFEXh+2+/xfsffoioqChQFIXIiAgMjI/HmnXruPv4y4oVGDl6NCKqVIFYLEadOnUQ16cPzvEM41asWIFTZ85g2+bNqBAain/OnsWYDz6Av48P3jJrDUaMGAHaaIQhLw81a9RA+ZAQtG3fHnfv3kWY2eLbYpDFCkMrNzWL8yhEoBe0Sso3xjPqdDCZNUpSXoAcPlzcebPQZwdlUqUSYl6/xOZIgGK5nDNCk7m5cS5lIokEMg8P5KWlcUJY7u0N7fPnjJW/Xs8IfIOBU9nLPT25+lkhbdLrObdCwNIljcV6hk47KdAthPjLEJI6HZCUxPzY5VmxGPD1Bfz9mX/ZfpWBnAmvAi4R6MuXL8eGDRvw999/IyoqCvHx8di1axfChOw8gFQGyeSv7e6iaYLs7Cy4u3tARNOA1rwWp1QB4mIa8NAEBo1ZKEvyX2i7AgSWKk278wyeJTRgaTEvUSiYYC722uD9/+eVK+Hp6Ym5c+dCn50NAmDVTz+hUrVqOH32LCqFh+PchQu4ePkyxk2caG6WUX+rvb2x9/ff0apVK6vOM6rpWTNnYtaXX+Lx48cICgrCEbMaOSIiAgBQr149nD93jsvRveTHH5GUnIyvpk+HSCaDRCbjNA6EEPy+dy86dezItbFz61YYDQZmRmae0QQGBiLFbLDHnnOqObNVueBgzpuAvS5iqRRHjh/HlStXsN2sVmWvY2BwMD6dOBFfTJliY9xF0zTnVkNRFHx9fSEWi/HUPONj72FqaioTY8HBGrq/nx+2btoEWixGalISAnx9MXXaNESEh0OiVIIQgoqRkfhj717k6XTIMxhQrlw59O7VCxFm15w8rRZffvklft20CW+3aQMAiG3YEBcvXsT8hQs5gW4Na7ty5949TqCDophQmsyFyD9X87Uy8u0brOw+igrfjZO1m2DjMNgNQ2sV94BVX8vc3RlXJTOssBRJpZywEcvlXNIOsVxuMYvmtimVMGg00OfkQOnjkx/ASCq1mDGLJBLOaM2k00HECng7KndW+Bvz8sCPtV9YMB2+QH9hOc4JAZ4/Bx4/Zmbl7HMglQJBQUBoKPCKutCVBVwi0L/66iv07dsXCxcuRHR0tCuqfG2gKAqQ2Q8BStE0IJXlx/2mKIB1J3NwTKHQNBf4wDowiMW/jrbx+w1GRcmq8mRs9DWAcYsy/6x9wvnHA4zRlXWEMDbaE00IPDw8cM68VitVqUBRFJYsWYI/Dx3CxrVrUbFyZduZMO9vEUWhfHAwxDIZNm7ciIb168PfvLamVKlQuXJlTvPg4+OD7NxcVKxYEWKplLMqN5jXeffs3Ys1q1Zx1yWsQgUAjIqTnWk1rF8f0778kknYYe7HkaNHUaVy5XzPANbS3VzPtm3bkJWWxgn58xcuYPioUTjy11+oUL68w/vAQptMkEokqBMTg7+OHEFn86CDJoSLsWCx1mxntq9QqxFcrhy0Gg127NqFXj175oevNePm5gYvhQLPnz/HgYMHMWvmTAD5iYhEVvdYLBbbRl3kncfFS5cAAOV4QZ34M3SjXg+YnyEKZgFZgCtnUYW79eCKxZGK3yLWAS9IjdzbGwZ+qFmzQOevU/N9ucUymY2VuVgqhVSthkGjgSE3F0ofH84i3V5YYrFCATo3FyadDlKVihmUsBnneOUlSiUoigJtMnFxBYCizdBLXeVO00yUtUePLAZG8PICgoOZEKuCKr3EuESgs9bRAiVEJmMEutHIBCsp4ajZnkC3O4vmbRNLpRA5UO9WCA3FsePH8U63bowlc0gIIBLhjdq18eX06ejhIMxv2zZtsGzZMsycORPvdOmC7OxsfDFjBsLCwlCndm2IANSoXh0UzDMhMGvSCoUCNapXZ9SbFIVly5dj1++/Y9///gdQFJ49e4ZtO3ag2ZtvQqvVYt3Gjfj111/xx9691hfC5roA5hSfvCWG8xcuQKPRoAnP/53TPvA+Nn169cKsOXMwbNgwfDxxIi6dO4cVv/yCud9+y5XZ9b//YeoXX+DyuXOgKAoVK1aEPjCQux/Pzeum1apVg9r84S/Q4Mtsbf3hmDF49733UDs6GvXq1sWipUvzYyyYjxs6YgRCw8LwzTffgKIonD5zBk+SklC3YUM8uHcPM2fNAiEEn/ISGB384w8QQhBVvToSHz7Exx9/jKpVq2JQ//4AAA8PDzRp0gSTpkyBXCZDhdBQnDx3DmvXrsW3XzMaqLv37mHLtm14u107eKhU+PfqVXwyeTKaNWuG6OjofGtwq/MzWsUMsLju1ir34sCz58i/nA7y2PNn6PyoezIZjPwZNH+Gzm7jCVl7cetFUmm+etx8LTgBbUf4SuRyGMwCHYBNzP7806PyZ/68ADNFyTRXan7oej0zG3/yJD/CmkTCzMaDgxl3XQGXUWyBfvnyZdSsWRMikQhXrlwpsOwbb7xR3Gb+W4jFzMNuNDIvQgnjqzv7IbSY2ZljcZvszGC+mDIFY8aNQ/XoaOjYbFYUhVu3byMzK8uhyr1Zs2ZYt24dvvvuO3z77bdQKZVoUL8+9u7dC6VKlW/J66C/bL1pz55xxmTs+v+6DRswaepUEELQsEEDHD58GLVr1rQJHWoP61nab7//jnZt2+bHU3ZwPp6enjhw4ABGjx6NevXrw8/XFxPHj8fwYcO4MlmZmbhl9gTgD6ZsNCY8Eh88QOWoKPz5559oXLeuZV/NBoq93nkHzzMzMfPrr5GSkoLoN97gYiywgvHho0eQssKFoqDV6TD9yy+RkJgIN7Ua7dq2xdq1a/PjRVAUMrOy8Pn06Xj85Al8fHzwzjvvYOb06dy1oCgKv/zyC76eNQtD3n0X6c+fIywsDLNmzeLOWyaT4Y8//sD8+fORm5uLkPLl0b17d3wxbZrNudq706U1S+Rfd26wYO+ZcBSAho3rbkeg8wWh2EqgW6vcRVJpvnqcXe8uaIZuPl6fnQ3aaOTW2Lkwtzwk5veINaIT8dIVO4J/ri5XuefmAg8fAqmp+YMkhYKJhx4UxKUcFnAtFHE4VC0YkUiE5ORkBAQEcAkMrI1Z2A++M3lpXyWysrLg6emJzMxMu9nWEhISEBERUWh2JpqmkZWVBQ8Pj3xVpsmUr5JSqYo8SyeEWBjmsOpUsUQCiVIJk17PqY6lSiVEEolFlCk2HCdr2ATkz5L4HwD2WNbQiH8sgPx2CIHGaISnlxdEIhF0PCtWubu7hUqfEokgM/vG0jTNfZwkcjkosdjChUemVsOo01lm+jK3b8jN5WZXcvOMn22XovJjnLOwz2rdRo0w6eOPEde3L8QyGRN+ll1DVastDAbZemmahiEnBzk5OfDw9obUPAgz5uVxyxN2r7NcziV3Yc/r2IkT6BUXh7t370JtNWPjBwHh94WiKMjM2ev4yW1kvKQcrN2CVK3mrqlMrbbwd2f7IJbJOEHEvwdSlQpZ2dlwV6u5gYP1tWXPidA01z/ueeK1wdZvtIpTwR6vz8nJV3W7uzOx9c1tsteS365IJOJ8qq2fL8Ayihq7RCSSSLh7xWIyGJDx9CnczMcBgE6vx8MnT1CxcmUY0tLw3JwqMyg2FjJ3dzy/cwfZjx4BAHyrV8eza9cAAO4hIXAPCcETnttfyJtvwpCbi5Tz5yGRyxHcqBEy7t1D1oMHcA8JgXelShb9yUxMRCYvmiJrdMceyyf95k3kJCVBFRAATWoqxFIpyps1TXwS/vgDJ0+eRMOGDeEdGYkss3tnhRYtbMoWi4wM4P59Zp2cxdOTEeR+fsXWtmi1Wly5coWxci9kjd1kMjGBZSpXLjSRi16vh1arRa1atcpENr2CZIszFHuYlJCQwKVGTWBnTQIlx4WzdLuvTiEvlL1Y2ZRYzAhKvhA0vyj2fJ+L1kne8fzNRTiuJG0CzExIk5WFbl26oF2bNkWq26JkYdbYhezfu38/PvvsM/j4+HBCmIXTOKCAmayjfrMqZ/7s08F949cgEokglkgY4cpqGcRiZoDl5Gzabjk7KvBSxepcHc3QuWssFjORBdljHJ0DYDFDtzAyk0hs4qNTIhGX1ZCN81CQRbq1GpwdqNsz5uNSJbNGlA4EmcV2V96DrCwgISFfkFMUI8BDQwEXZqQTKJhiC3S+Bfv9+/fRuHFjxn+Yh9FoxIkTJwRr96LiqrV03ofM7qtrTwCYP0rWBm4iiQRSlQpGjQYiqdRlNhMOBaL1diuhYx1whO1nofCEE1uXSCKBXC7nwpU67ENRttsrY0eI8vs8Z/bsfDWttdArycfXXBc/ParDa2W1nRVAfMM3a0HFutSJ7CxVOEymUlDbBQn8Yjx31ktKMJmYULxmn3STwcBolvhZ2uz1wc6AzJGluD21OEUxaW5ZjZCJF7HQXnIUR2vg9razQp71k3c04OK7xrmErCzGf9wcix4UBZQrB1SoUHj2MgGX45KFjJYtWyIpKQkBVjGKMzMz0bJly9dO5V7quHotvTDszNAsZm3mD5VILIbUrN4trB5XY6/mYq4W2cyUWQHHjzhnbsD+McWlsBm8dVl+gp0CjrPflOU9JeBlkbOuo4TnZp3Vi13WAPIFi00LhWkwXImD627QaLhcBrTBYN+Nzfp4m1227wn/GL4XCItIKmX8y3kC3ZkZOne8nX6yS12FxWb3rloVkn/+gX/t2lC6uyMvLQ2q4qSVzs5mZuR8QR4UBISFCYL8JeISge4oNeOzZ8+gLoMZaV4JXGzx7vQMj3cfpUoll1ozf7eTH92SlitI6JRktgwHqu9iChOLuqyT4Fj93+Ljbyf0q0W9KIJWpYgUWIOLhGpBYUcLMlQECjh3F2D9/LI2B4QQzjfeOrqg3UGuvQEJf4ZekECXSDiBTttxQ+OXs4fdGbqVALfOpsgilskgCwmB3MMDYqkU5Yqa4yI3lxHkbCwEigICAxlBXtoTjzIK0etA0lJB+QWAKq67sYsokUDv0aMHAObhHTx4MOQ8q06TyYTLly9bZO8SKAL8WbpW6/psbHwczERFEknhri9FUaXC9mP9ot0drQVFkVTChVZuXwyxNYskElA6HeOeZac9m7j7BdRVJKzqsncNJOaY+EVxdSpJH4pdphThMsEVQYPBzx4ncjBDt4adjdNGY8Eqd0czdHuDJet2XLk+rtczAjw1lTF6AwRBboYYDSCpyYDRADxPBwLLvdT+lOjt9TSvxxBC4O7uDiXvxspkMjRs2BDDhw8vWQ//y8jlzOycppkUq0pliT96r2q8AGf6XZRzE0kkIEYj5xrkVP0oeObo0JeX93G3XrJwdi270O1Fwc7H3p5AKSuU+Jl1RrtTzHpIIYaG9gQ6u42fIMiukHbQV2dm6CXGZGIEOCvE+c+Mvz8QEfGf9SEnRiOT/EqbB5KdyXyfJVLAzwX51ktIiQT6KnNErfDwcEycOFFQr7sakYhZj8rLY14wrbbQ0bDDj5+9EbsrZ6euqMfZNesSCDu2BLfGa+8YO2voBSFVqyHS6wuNzOWwPZYXZPn9sjNrWackZSkzg82CjPKscA8NRd6zZ3Az54y3qAP2B3nsNtYFTiQW252NO7oepS7Qk5OBO3fyo1YCgLs7EBDACPP/2Bo5ITTz7c3TgORpGGHOg5IrAP+g0gvOUwRcol+bZidwhICLkEgYIZ6Xl28k56LZFGX1r6vqK3WKIfikSiVMOp3jGXlhKnC2jIOBkY1BlasN6vh9KAEiicQmJOmLwKlrUEoC3RnXSr72xWEZO/VIFAoEN2wIIH893uKYAmboLA4Hgg6EtFMCvbjXMiGB8SMHmO9OuXKMEP+PqdWJQQ/kaRghrs2zeu8pQCoFJZUBajWgciszg1GXLZht3boVW7ZswYMHD6C3isV8/vx5VzXz30QiYdTvOh3zE4mcjrTED6ThsIw5XeeLgDKrukv0AjjxwbXGKXsA62PMEfNK+1VlhUmp+QjzkCgUZeLjI5JKQRkMAE3bHzg5opC+s1brDo3yHBwvVii4cKwuMZBkt9lbQ7eayTn0GXf0nDsh0It1j5OT84V5eDizPl4GnpVSh6YBowFEY8qfhRutBmdiCSilikmcpVSCEr382bg9XKKnWbhwIYYMGYLAwEBcuHAB9evXh6+vL+7du4f27du7ogkBmYzJSATkq+CdQKpUQqJQ2A0tySKSSplIci5QpQ0ePBjdunVzuJ+NBia1s/7G/7BPnz4d9Xl5tkuLw4cPg6IoZPJiYLPtieVySGQySMxLSeyAwNUqa6labRFlr0gU8dqUBWHOppiVqdUW2gJn7RgKQiyXM6lO+VoIZ+q1uqeFehgUtFRTQL2OttnvVAlU7gWds8lkO2DMzARu3WL+HxbGCPQy8KyUJrL0pwg8/zdq/rEDOH0MJDWJWRM3GgBQoBQqUN6+oIJDIQoNZ6zY1W5lVpgDLhLoS5cuxYoVK7Bo0SLIZDJ88sknOHjwID788EOLD6VACZHL893XnBTqbC7tgj6WFEVh7vz5aNi4Mdzd3REQEIBu3brh5s2bhddfRGM1SiRyKtLYxIkTcWDfPsYy3Im1KWcGIy1atMC4ceMstjVu3BhJSUmcgad1v8VyOReWVyyXQ6JQ2IQMLSnsPXKqbAH72A+9dWa7soJUpWJCt5biWiMbBMkZY0OxuZy11sKVgx57xobWz7MzKn7roDU2ZZ0R6Dk5wIUL8L12DdTJk8CDB8zsVKsFrl5l/u/nxwjz1xRRngZeV88jZPdmhBzYAe/E25AYDaAeJgISKSh3T1AB5UBViAAVFAzK0/ulu6IVBZdlW2Pd05RKJbLN0YoGDBiAhg0bYvHixa5oRoCimLUsjcbS8t0FkeSOHDnCJBupVw9GoxGfffYZ2rZti2vXrjlv7OiCDyEhBCaTCW5ubnArKIiNFcWa3YLxxggKCsoPugIUqNJ3up0XGdrUjEgsZmLhl9GZ1QvLuV0A/Csjkkq5SHgAuGxvzhhd2lWv29nvVbEiDBoN3NkUuXB+Nm0dSragoDE26/LW1/rxY+DOHWaZA2Bsce7dY9TsrG2OmxtQrVqZfX6KjdEIt4f34JZ4C8rUJC7eAKFE0PgF4FlgKMq/9TZEXl4vt58uwCVD+aCgIKSbIwZVqFABJ80JCRISEoodzUvAAaxQF4kYoaHRMCPsErJv3z4MHjwYNWrUQHR0NFavXo0HDx7g3LlzDo8xmUz4aOJEBIaGIjgsDJ988onN/aZpGvPmzUPFihWhVCoRHR2NrVu3cvsPHz4MhYcH9h84gIZNm0Iul+P48eOYPn06YmJiAAAHDhyAQqFABusDa2bCxIlo16kTACaIUd++fVG+fHl4+vsjtmFDbP71V67s4MGDceTIESxYsABsZLjExERO5Z7x/DmysrLgFRCAffv2WbSzY8cOuLu7Q2NOLvLw4UP07t0bXl5e8PHxQbdu3fDAnOSiNOB/Xgt7n1h1tsW2MvyBZsMI8wdKXGrSQoLvFIsC1OYSpRKUWVXP9scZzwVH9QHMDD0oNhZqfjQ2Z+8Pf4DAD+5kT6BbCXDvqlXz/0hPB27fZrLJ+frieZUqIFWrMkt4Gg0jzFUqoFatkgewKisQAsXTJPif/Athu9Yh4NRhqFKegCIEeg8vpNeIxYOOvfHwzbeRXqHia2O57xKB3qpVK/z2228AgCFDhmD8+PFo06YN+vTpg+7du7uiiVcbk8m1P0KYNXWKyndnY1Xw/F8JYJdKfHx8HJb5/vvvseb//g/LlyzBnwcOID09HTt27LAo8+3332Pz5s1YunQprl69ivHjx6N///44cuSIRbmp06fjqxkzcP36dZt0u2+99Ra8vLyww/yMMZfUhF+3bUNc794AmGxMsbGx2L17Ny6cPo1hgwdj6IgROH36NABgwYIFaNSoEYYPH46kpCQkJSUhNDSUq4+Ayfnd4e23sWHDBov2169fj27dukGlUsFgMKBdu3Zwd3fHsWPH8Pfff8PNzQ09e/a0MAYtLRcWu+k9C4FL9VkGVfFstjj+kolYKmVsP0rZz9muYOTZT0iVyiIZ1zk7cHJ6hl4ElTu/nz5VqnBZC2E0AuzSWXAwULMmaLmcCdNavz5QtSozK69bl1nSe8UR52TB98pZNL9+BqGH98A98TbEBj1MMjmyIqviUeuueNS+FzJqxcLk9voljXGJyn3FihVc8obRo0fD19cXJ06cQJcuXTBy5EhXNOFyfv/9d3z00UegaRqffvop3n333dJpyGQCjh2zv4+mIdFomNFxcT+2BgPzA5hRpkgEik0z2rx5saqkaRrjxo1DkyZNULNmTYfl5s+fj0mffopuXboAAH788UccOHCA26/T6fDtvHnYsWMHWrduDZFIhMjISBw/fhzLly9Hc17/vpgyBa3feiv/Q8RDLBYjLi4Om3/9FUMGDgQAHDp0CBmZmehubrt8+fKYOHEi03+TCe+HheGPv/7Cli1bUL9+fXh6ekImk0GlUiGogNjVcb17Y+iIEdBoNFCpVMjKysLu3bu5gcrmzZtB0zR+/vln7oO7cuVK+Pj44PDhw3j77bcBmNW5FFVqgp1Np+rMEgCbWKcsz9StcWXEOmtVuMzNDXAQrppfjpJIQJWC94d1u46WIiwSJBUi0AHAMzycic3Oz6lx5w7jGaNUAhUrWmbck0oZt7RXHYMBbg/uwv3+bSieJluo1PMCg5EdWRW55cNfH+1DAbjkrRGJRBaGOHFxcYiLi3NF1aWC0WjEhAkT8Ndff8HT0xOxsbHo3r07fH19X3bXio5UyozCCWEGD0UYGDj6oI0ePRr//vsvjh8/7vDYzMxMJCUloX79+ryuSFG3bl1OLXz33j1oNBouRDCLXq9H7dq1LbbF1qlToGFbfHw8Fi1ahCdJSShfvjzWr1+P9m+/DS/zupfJZMLXX3+NLVu24PHjx9Dr9dDpdFA7uQ7PCpAO7dtDKpXit99+Q1xcHLZt2wYPDw+0bt0aAHDp0iXcuXMH7ryc2QCjIbh79y73d5HW2+3AZgWz3WH2f1YqGXdEJz9SZWH92iW4YFBCUVSJ6ynJ4MhGIDuRDtdZge7JN2h78oRZIweAqChGoBVDw1MmIQTytGR43L0B1eP7EPOCveg8vHFP7QVZvcagVP+tYGcuEeiVKlVC//790a9fP1SpUsUVVZYqp0+fRo0aNVDebKjSvn17HDhwAH379nV9Y2Ix8Oab9vfRNIxZWUy+4JKoQ/V6ZhROUYBaDWLOm1ycEemYMWPw+++/4+jRowgJCSl2l0QSCXJzcwEws9rKlStbDPrkVuo974CAAoVOvXr1EBkRgV+3bcPI4cOxY8cO/Lx8Obd/7ty5WLBgAebPn49atWpBrVZj3LhxNjERHPZXLIbMzQ0yAD179sSGDRsQFxeHDRs2oE+fPlxq4JycHMTGxmL9+vXcsTRNIycnBxEREU615Qys25VIIsn3j+ZBleLs/1XBmRgLTMEypplwdobOt8jnWcvbCHSNhjF6k0iA8uUZF7THj/PjroeFAa5Om/qSEGs18Lp1BW6JtyHLyeK2m2QK5IRGIKtSNWg9vJFw+zYqyxX4r70hLllUGz16NHbv3o1q1aqhXr16WLBgAZLZkWEpcPToUXTu3BnB5nCLO3futCmzZMkShIeHQ6FQoEGDBtxaKgA8efKEE+YAo659/PhxqfUXYnHp/hQK5l/2RWe328PBx40QgjFjxmDHjh34888/CxVOnp6eKFeunMV1NRqNnBEdRVF4IzYWcrkcDx8+RKVKlSx+/PVrZ4nr3RubtmzB7j17IBKJ0MGs3gaAv//+G127dkX//v0RHR2NyMhI3GL9as3IZLICU/myxnLx8fHYt28frl69ij///BPx8fFcmTp16uD27dsICAiwOJ/IyEi7rm/FhXWnshZWZUw0vVScibEAMAJTLJPl55p3BS6coTsTR9/COI/fdnY2cO4cI8Dv3wdOnGBc0DIymHIVKjBx119hiMkIXL+Miqf+QqW9v8Ln33OQ5WSBiETQBIUgpfFbuN81Hs/qvQmDt9/L7u5LxSUCffz48Thz5gyuX7+ODh06YMmSJQgNDUXbtm3xf//3f65owoLc3FxER0djyZIldvdv3rwZEyZMwLRp03D+/HlER0ejXbt2SE1NdXlfygQUlR90ppAZqUgshsTsT81n9OjRWLduHTZs2AB3d3ckJycjOTkZeXZmhyxjx47FnG+/xW+//46bt27h/ffft7BE9/DwwEcffYQpU6ZgzZo1uHv3Ls6fP49FixZhzZo1RT7Nvr1748LFi/hm7lz07NnTYpZfuXJlHDx4ECdOnMD169cxcuRIpKSkWBwfHh6OU6dOITExEWlpaZzdhzXNmjVDUFAQ4uPjERERgQa8FJPx8fHw8/ND165dcezYMSQkJODw4cP49NNP8ejRoyKfkzMQB///r+NMjAUWNqBRmcCqvx5hYYUeovL3h1SlgsLLK/98TSbg2jXmX3d3JgwpwBjMhoUBDRsCkZGu7v0Lhei0IFcvQ/zbZrg/S+Gs1J/Vqof7XeKR3KIDcitU/E+sjzuDS3MlVqlSBTNmzMCMGTNw8uRJjBo1CkOGDMFAsyGTq2jfvn2BEejmzZuH4cOHY8iQIQAYY63du3dj5cqVmDRpEoKDgy1m5I8fP7ZYC7ZGp9NBp9Nxf2dlMaoeg8EAg1X8ZoPBAEIIaJp2KDBY2LVmtnyJkEhA6fXMejpNAyIRUy9rICeXcx8S1gWG3+ayZcsAMMFX+Pzyyy8YPHiw3SbHjx+PJ0+e4N333oNIJMKQIUPQrVs3ZGZmcnXPmDED7u7umDNnDkaOHAkvLy/Url0bkydPtrhG1teLvTb8bRUjI1EvNhZnzp3DD/PnQySVgjYaIZJI8Nlnn+Hu3bto164dVCoVhg8fjq5du1r0ZcKECRgyZAiqV6+OvLw83L1712H7cXFxmDt3Lj7//HOL7QqFAocPH8akSZPQo0cPZGdno3z58njzzTfh7u5e8vtoD76rmiuelWJ1wYXPanHa5rVfWq6w9s6RpmkQQmAw5y43mY3kjEYjKDvXgd1v79vAlTGZuHL+tWvDRIjdOPAA4BUVBZNOB0ouh6/ZjZOr9+ZNUNnZgFwOUr06o3LX6fI9YJjCFvWxxzrqW5mAEECTC2RnAjomIRXtH4R0qQLZFaNgDAzOPz87GjdWC1eQNo6Ffe+NRmOZuCYl7QNFXPx2nD59Ghs2bMDmzZuRlZWFzp07Y9OmTa5swgKKorBjxw4u3Kher4dKpcLWrVstQpAOGjQIGRkZ2LVrF4xGI6pVq4bDhw9zRnEnTpxwaBQ3ffp0zJgxw2b7hg0boLJyrZFIJAgKCkJoaChkL3hGINLpQJlMMBqNoCUSiIH8NSSKgkmhKHvriUXAZB6cUCIRRGYNA6FpwKwqf11hzxuwPPeyAmUWbrRUWirPF6Fp0OZYCyKl8oXea71ej4cPHyI5ORnatDToHz4EAChr1LBrnKa5cgUAIAsJgcTb226dpqws6Mwx0xWVKkFUjMiD8owMuJn7khkRAWMRgjCVWQiB3KiHUq+DyDxYIhSgl8iglcpgErt0/lkm0Wg06NevHzIzM+HhUXS3OpdcoVu3bmH9+vXYuHEjEhIS0KpVK8yZMwc9evQoUrQvV5CWlgaTyYTAwECL7YGBgbhx4wYARuh+//33aNmyJWiaxieffFKghfvkyZMxYcIE7u+srCxuScH6omu1Wjx8+BBubm5QFPLhJYQgOzsb7u7urvlImUyg8vKg12gAhQIikwkS3tobkcvzVfP2O+TaDzJNg9A0snNz4e7hUeJzNMlkoI1GiO2sLb9MXH4fretXqznDOJFM9mJVx4QABgOISIRsjcb2HM3PHAAQsbhUsnIRmobRfL+t88m7tB0791Gr1UKpVKJZs2ags7KQfv06AKB8s2Z27/Ujs9o7oE4dyKw8IVi0z58j7fJlAEBg3bqQFjXttF4P6swZoHx5kCKukRsMBhw8eBBt2rSBtAReGC6FNjG2ANmZgMnsJigSA+4ezE8sgU6nw9WrV6FQKArtt8lkwr179xAZGQlxIap4g8EArVaLGjVq2BjqvgxY7W9xcclXMSoqCvXq1cPo0aMRFxdnI0zLIl26dEEXsw9zYcjlcrs3WyqV2jxcJpOJiSdt5cpnD1atx5YvMSIRs4ZOUYBOx/jRisWMENfpGJ9a6/MwGBg1PetvK5W6JmqSVssIAkIg0utdco6UUsnUV1g9NM2cj0RSMu8BJ3H5fbRGJOL8zguMU+5qTCbGghpmdTRNW54jIfneFQCjgibE/nomIcyzKRIVPKi0A03TzHNK0xCpVE5nGiwq9u6jyBx5TyqVwmROYgQw7769+1C+YUOYdDooCwjIxK9HrlIV7N5oNDLGbs+fMz7j5cszKU4BwNsbqFy5WINwe9+uFw0xGYGsTCYhCk0zFp9yBShPL8DNw0IDYjKZuG9qYUKaRSwWF1qWrVcikbz06wGgxH1wyZtx8+ZNVK5c2RVVlRg/Pz+IxWIbg6iUlJQCA4q8NljP3mSy/LU19sPIPjRGo23YWIOB+SCX5MEymSzW7iiTiVvXLwmUM6p1QpioeTTNnLNKVfYNZgwG5poVcN0pkQjiFxnpjRCbZ0NkHWSFFeAA84yxMcHtzdJ1uvxnQiQq2j3hDzi1Wsb46yUvsTh6DmVubkxM9ALg5w1wqG15/hxISQGePcu/brdvMwOspCTm70qVXvp1KA7EaAQyn4PkZOU/P1IZI8jVbqCoshfR8FXBJVeurAhzgHFNio2NxaFDh7htNE3j0KFDaNSo0Uvs2QuCPysVi5m/+VbwfKML/gdWocgvo9UyKrCcnKLnSWcFqrkvhJ1NvaB86+xMjsNJP/QSYZ69FgudjtNmQKstcchel8EOAAFukEhZm9uw+/kDEXv9N6vtOYr4LFDmWZRYLM4PoPQKIzcHQ3IYSOn5c+DyZSYojMHADEpZ9f3jx8w1CAh45XzLidEI8uwpyKP7zKycEFAyOSj/IFDBoaDcPARhXkKKPUP38fHBrVu34OfnB29v7wJnTmziFleRk5ODO3fucH8nJCTg4sWL8PHxQYUKFTBhwgQMGjQIdevWRf369TF//nzk5uZyVu9lBkI44w+XQVGMWp2mGSHN3hepNH8maDYk4z6srB+7RMLsYz+YrHBWKPLVnIXNCNhY8xTFHMd6B7woy2i272Ix8382ip4z/c7Ls0x+4wyEgNJoIGaFcVFm0awamk9ennMzUFYDIRK5PgY3XwCzKXv5Ap5fDmD6ys64WYt0fv+tBbhezzyPzlwrkwkUTUPKPqNsngJW60SIhQeHy+1ASgGJXI7gRo3sq9oNBuD6deY8PD2BwEAm7joA3LjBBI3x8gJegQBeLNyMPDsLrOMlpVACnt6glKUbr/+/RrEF+g8//MCFv5w/f76r+uMUZ8+eRcuWLbm/WYO1QYMGYfXq1ejTpw+ePn2KL774AsnJyYiJicG+ffvK1No+IQQwGkARuuiCoDD4H1gWNvAMu77MfvT46k+KYmYDRmO+MGTzJVMU85FRKgtew+QLVF4/qBc1q2LbkcmYfrMzusLWXVnhwK4LOzLu4gsxIH/AAOQLKmfhC0i1GsjNdb6/rO0DUKx1aaf7xa/X0QydDaXKPiM0bfn8sfdEIskf8BkM+QMR9hljB6H8c2cHhBKJpUA3mSwHQwoFcz3y8phySmXZEex2BhkOg9wkJTHnpVYD0dGW34Xq1Uuxk66HmIxAhqVqnVIoAS8f5l8Bl1NsgT5o0CAAZn9MikK7du1emMBs0aJFob6oY8aMwZgxY15If4oDRVEgrBuGyQTC5mIuTSQS5mPBF672BIdEwvxksnwhw17vwtYw+QKd/y/7oXf2HNn1WKnUeWHF7ycbLY8dnFifJ7v+y/aHf014vvw2fcrLY7arVPnZ7sxQrKBxdn2Yf61Eovx16MK0GdYqbL5dhD2sBW9h8FXpbHn2X/51Ya81P82pPYHO1sc+V1ptvoEcq6Vg69Lp8u8VX1vEap3Ydvn3y2DIf7aBfGH/IqyW2fV9e+pzkwm4eJE531q1mBDPhcEGvwoJeSEGnaUBMZnMM/LMfEEuVwDevoIgL2VK/MRIJBK899570LogJ/d/DpEIhKIAMLN1VwfMsBkg8NezrQWv3Qoo248iIczaur37zf/Q8gUo24+iqN1ZFTY7y3YGtm1WcLHnZq0dMBqZgQqbS55d8+cfYx3ggVXJs+fBzo6tz6kogSGs74Gz14mvFWDrYQczeXmW14ymmXPNzXXeJoLtF+/5IXyBzm200lZYC3r2//z6+DYeWm2+ZoSFpvPbYP8VifJ/7Hbre6rX29pOlPYyj8EAnD4NnDrFrG1bk5zM2KIYDEw41sL6k5fH3COKAvxevRCmhKZBMp+DPL4PkpXBLEfJFaACg0GVCxGE+QvAJUPA+vXr48KFC66o6j8HTYnyZzYm1xiOSRQKiKVSy/jPAPNB5K81AoXPJlk3NoXCUriz6/F8+AKVLwzszYILghVQLDk5zn2crQcTfIHOr8/aQIt/HN940Fpo8mEFo3k7zfcccAa+5ba1QC/sOrH7+YFcWM8Co9FSHW+9Rq/TMb+CjAX5M3QWe8KaL3D5//LvFf//7PNnL10wX3tgT6CzZVj49h+A5T3+//bOPD6m6/3jnzv7ZE+ELBJJEEEtCUpjKz9LUFurLaWWFq22qopuX629dopWq7ZQX1vtpYQ2X6pU7buKIBo0QSqyT2bm3vP74869c2cySWaSyeq8X6/7SuYu555zt+ec5zyLsH9ZG2I+fmzWLiQm8p0mKVIhn58PpKUVXZ6w3dvbuVMoZQwhBCQrA+R+Mkj6v/x9U6rA1ArgBXk1nycn+flgHz8GkUQTrSic4rb27rvvYuLEibh37x5atmwJV6tACc2aNXPGaaonDGNWtbIsiEwGRlY6Nyt5YWpq4VyCQJOoVAkhePvtt7F9+3akp6fj/PnzGD9+PCIjI802ElK1KMCPcN3cCn6IrToJRCp07MHWfkZjQZe8wo6TqvvFzhJrvs62PvTWQXesVcfWxnaCcaGwu9CJEM5VVEdJ6gkgra9UIArzrsLIWyoApdeZEHOnxLqjIpcX1BhwnFmYCxbU1mp4a0EKFLzH0ukNa7W8rc6TtfpesHEA+PluuZz/LZ1ysNYUSOfpra+dgGBPkJ9v3zNTFCzLC+nCntuMDMvfjx+b46mnp/Pvh1zOW6SnpPD7S3OVWyMEFSkkwlxlhORmg6Q/BoT0pQolGC8fk/tZJbFhKAOIXg+SkwMuJ0f8nnCEiFkSKwqnjNAHDRqEpKQkjBs3Du3atUNkZCSioqLEv5RiYCSGaUZjmcWqBmCpCpd8DOPi4rBu3Trs27cPKSkpaNKkCXbu3ImZM2eK+4SGhWHJt99aGoxJhaMNVS0A5BkMeOOdd9D02WehUCgsQvIKpKSkiOl3ZRoNxn/yCf8xlgjUTp06ib7o0uWFHj0sNQaSdu3cuxfd+vVDzYAAeHh4ILp9exz89VfLLHVarTn+dWGqeqm/NYC83Fy4urvj5q1b4siTCMeZBNK2bdvQsGFDaDQaNG3aFPv377fYDsDSeEsmw/KVK9GoVStoXVwQERGBH1avNgsVQdVvrYoGLDQKhBBMmTYNAYGB0Naqha59+yIxJcW2HYHp/mVlZWH8+PEICQmBtmZNtO3aFafPnDHvK5Ph4aNHeGP0aAQGBsLF1RU9XnwRiTdvWgjcTr16gXFxMd8frRZjxo+36CyNGzcOLZ97DmpfX0R26GB2rbTVaRDaKWAtJKTXQNiuMNumiEaO1qp9exA6HIVNowgCWHApE9IWA+Y85P7+vFW69XZbZGVZlleJIfk6kJR7IA9TeWEuk4Px8QVTOxiMW9lETKxoiMEA7skTGO/fB/vPP+AyMkQDY8bVlQ96VME4ZYSeJEQuopQcucI8MjMaQBT2ZZFy/Dxys7Wx5CN769YtBAQEoG3btuI6n8KiXQkGc3o9vygU5pGicA4JLMdBo9Fg3Jgx2LFvn3mDYBDFssjPyUHNmjXx+eef46tFi/jtggV+Xh7Asti5dSv0OTni6O7fx4/RvG1bvNK/v/njaxUd7ugff6Bb586YPWMGvPz8ELtyJfoMHIiTx44hqnVrm5qMTj16YMTgwZZJaawMxX45fBghdeqgfr164KQqZ9Mc8B9//IHXXnsNc+bMQe/evbFp40b0798f506eRBPBWlkwEjPx3YoV+Gz6dKxatgzPtm2LU2fOYPTbb8Pb0xN9+vYtoBWwEGaSDsf8BQuw7PvvsX7FCoSFhOCLOXMQ06MHrl29Co1giCZoaoxGQKnEqFGjcOXKFWz44QcEenriv1u3omv37rh27Rpq164NAuC1N9+ERqPBnj174KHVYvHixejarx+u/fUXr5Uz1WX0iBGYMXmyeD1cbLgBvvnmmzh58iQumUKgiu2RtsVaA2D9vy1VvNV0DwwGs0bCEW8A63gG1up0wTYB4F3LsrLEqHoAzKN3X1/zOaXbbZ1PeIYrcVx2YtAD6Y9Bck2dE4YB4+EFeHqVWrNYGSFGo3kkLp2mMnVWGVdXsQNbGXCKQA+xI/0fpWgYhgFRKPneLsfx8+mKMphHE/ysJa40I0aMENOZMgyDkJAQ3LlzB506dRJV7p06dcLff/+NDz/8EB9++CEAgGRmmqPPSUfqVh9vVzc3fLtsGWQch+OnT+OJMLIRLNkBhPr5Yem8eYBSibWrVpnLkahxfVxceBUxAHh6Ysv27XBxceEFutA2K5XXksWL+Q+lXA6o1Zg9ZQr27NuHvQcO8AK9sGsEWPrjS4ULw2DPzz+jr5Dxz8Yc8tKlS9GjRw989NFHAICZU6fil4MH8c0332CFMIVh1fHZsGED3n7zTQwcMADQaFA3NBSnT5zAvK++Qh/r7IJSFbYEwjBY8u23+Pyjj9DvhRcAAD9s2AA/Pz/s3rMHgwYONLfNpNXIy8vDjh07sGfPHnTs0AHIycG0//wHew8dwnfffYdZs2YhMTERp8+dw+U//0SThg0BhsF3X30F//BwbN68GaNGjRLr46LVwt/a40XyTCxbtgwA8OjRI0uBbq2ytyXQZTJLWw3r7VIDPanxotBmewW6tdHno0eAtIObm2vuGAkqcqnAFqalXFzMtg5C58LWNIAwOi/OLbSCICwLPHks8SVnwLi58y5olbC+pYFwHEhuLkh2NojVc2AhxCuhF4LTarRhwwa0a9cOgYGB+NuUSWjJkiXYs2ePs05RNSHEbGVczMLk5QH5ev53ZiZIRobdx9pcilIxSj6CS5cuxYwZMxAUFISUlBScPn26wO47d+5EUFAQZsyYgZSUFKSkpJgjiKnVWCfNe2/rQbfVg7WemzQYLD+Kwgi0kN7vmg0bMGjAAH50WFhAGKmQYFlwHIes7Gz4FJGMx0L1K7W6NtWJIwT74uLQr1cvy/ZKznXixAl07dTJbNDHcYjp0gUnTp0yl2Ul0PPz880JfUz11Wo0OHX2rGVaRYXCbAxmdW2S7txB6oMH/LlN2z09PdGmTRucOHGi4LQCITDq9WBZlj+3RIhqtVocO3aMr5up46UROkymmPpqlUrcR6jLxh9/hG9oKJq0aYPPpk1Dbm6ufe5y0utua46+qP+t19kyMLTHhkMI2CMgCN+sLKg9Pfl237oFCNMRrq7maROWNc/diyFNleZIjEDhandhfSVTtxNCQDKf8JbrWRkACBitK5jAIDC+taqNMCeEgOTlgX30COzdu+DS0kRhzmg0kNWoAXlwMOR+fpC5uVVKYQ44aYT+3XffYcqUKRg/fjy+/PJLMQ+tl5cXlixZgn79+jnjNFUTwXDMBjIAXlbrnKq4yc42G+kUgaenJ9zd3SGXywuNd+/j4wO5XA53d3fzPqbRT0R4ODwFH9vC1IW2DKaKslyXzqkK/uQSTp05gyvXrmHNmjVFfwSlQkKvx8Jly5Cdk4NXX3218GOsj7Oay/3T1OFp8+yzFuulbUxNTYWfj495WgGAX61aSJXmGLAS6DExMVgdG4v+vXqhRevWOHv6NFb/8AMMBgPS0tMR4O/PayCkH1EroZZq8mP2E4yvTNv9/PyQKszrCutNo1h3V1dER0dj5syZaBQeDj8PD2zesQMnTpxA/fr1AQANGzVCcO3a+M/06fh+6VK4urriq+XLce/+fb5zZ2LwK68gJDgYgQEBuHTlCj6ZOhUJiYnY+dNPRV9v6XW0DqVbWGegqBG6rWPs8JSQ6/W8kGIYXhgLnYD8fCjUatSOirLMg67RmOMS5OTwqnbheRTiCwD8e5iXx7uvtWtXsOMpqOgrkUAn+TqQtIdmgzeVmp8nry7uZ4RA/egRvG/cAMcwYKWugkolZK6uYNzcqlSnxSndjK+//hqrVq3C5MmTLbLbtGrVCpdN+YEp1RDTR+n62bN4sU8ffl1xH18p9voJ2zh2zYYNaNqkCVo/95zdx27auhXT587Fj1u2oJbE2nj27Nlwc3MTl99//x1jPvgAbgEBcPPygpu3N5Lv3hXbu2ffPvTu0QMymQzJd+/Cw8sLQUFB8PD2xuyFCwtqRqT2BUXwxRdfoGf37niuSxco3dzQb9AgDB88GAAgc3PjhYL1x8X62tgyGivu2nAcNmzYAEIIaoeEQO3ri2XffYfXXntNzDqmVCrx39WrcePWLfiEhMDFzw+Hjx5Fz5gYc/Y1hsFbb7yBmK5d0fSZZzBk4ED88P332LV3L27dulVs+y06cVJNjSMjdFvz6lJsha8VDAqt582tfd8NBsj1esikHTFhBC9ofNLSLDMXCgQF8X9ZFjh+3FJb8OQJn4QFsFTrVxCE4/iY6yn3zAZvNWpWG19yRq+Hy/Xr8N2/H36//w73Bw/AJSQAMhkYd3fIAwKgqF0bMi+vKiXMAScaxdmyZler1cixNiZ52nBxKVTNxnEcMjMz4eHhYTPtJmFZwGhStZpGDA4lLyhrq0vrOtsjPASkKlWhnkII0GKOzcnJwZYdOzBj2rTi62g6dsv27Rj1/vvY9t//omv37ha7jBkzxmLEPmTIEAzo2xcvvfCC+FEODAgQy/rp558x13TuwMBAnDt3DtnZ2XBzdYWvSW3t7++PB0LUL9MH/sHDh2btho3QslqtFmtXrcL3X32FBw8fIsDfHys3bIC7uztq1qxZfFsB+AcEiOcKkGhbHjx4gMjISMudhfloQlCvXj38tn8/crKykJmVhYCgIAwcMQJ169YVr2NUs2Y4f+wYMjMzoTcYUNPXF226dEErQVNhgzatWgEAbt68iXr16hVdeWFUbGV8VGAf6/+LUr1bYx0BUMgCp1AUDE8szMMLGAxmy3YBQaD7+ADJyfx2W25/Xl688dyDB/w1T0jgn//wcHP2NG9vuzRqZQnJyeZ9yU3fHcbNHfD25dMwV3Hk6elwS0iA+u5dyEz3mshkyPb1hXeLFpAHB1ca47aS4hSBHhYWhgsXLhQwjouLi0OjRo2ccYqqC8MU/pIKEa8kFsIWh4LvLcMouCQxIEKO8wpApVKJ0yki0o9eUS9DYQZPQhnW/sVFjMS27d6N/Px8vP7668VXmmGweft2vPnuu9gSG4sXTIZiUnx8fCws+rVaLWr5+aF+vXqW9ZLJkJiYiL+Tk9HNlEtAoVSifv365o6ZqQMb3aYN4n/7DePfe08s95fDh/mMf8VMESiVSgTVrg0A2LJtG3r37l14nnWraxNWty78/f0R/9tviGzWDGAYZGZm4uTJk3jnnXdsHyuJKufq6gpXV1ekp6fj4MGDmD9/foFTepqyfCXevIkzZ89i5qxZhTbngklDF2DqaBSL9bNdWEz9wihMyAv3sbDIftbR94CCo31bAl2wKRCmmoTod9LjBfz9eYEOmEO8CjY2ABAcXHTbyhCSrwMep/F/Ad6fvEbNqh8UxmiE5u+/4XrzJpTp6eJq1sUFeaGheBISglyGgW9YWJUX5oCTBPqECRPw3nvvQafTgRCCU6dOYfPmzZgzZw5Wr17tjFM8tTAyGYhSZVIL8sKdcBw/oijnBzA0NBRHjx7FoEGDoFar4evrC8hkaBgVhTnTpuFFG/7lAtf++gvG7Gw8Tk9HVm4uLpw/D+h0iGzeXPxgXrh4EdDpkJ2Tg0dpabhw4QJUKhUaW6XnXfPDD+j/wguoYSM85meffYb79+/jB5OR3qZNmzD8rbewdN48tGnVip9jViqh1WpFwWQTW3P+Mhn27NmDrv/3f3ARtAqFCNoP3n0Xz3fvjkVff40XYmKwZft2nDl/HivXrCm0rjdu3MCpEyfQplkzpD95gsXffIMrV69ivdTgsBgYmQzj338fsxYsQHi9egirVw9fzJqFwMBAC///Ll264MU+fTB25EiAEByMiwPJzUVEeDhu3r6Nj6ZMQcOGDS0yFO7auxfBQUEICQ7G5WvX8MEnn6B/377obtJ43Lp1C5tiY9Gre3fU8PHBpatX8eGnn6Jju3YWwaVu3ryJ7OxspKamIi8vDxcuXAAANG7cGCqpilNIyGLRwBKO0AU7DFuha62OIyoVb8tiLdD1+oLua8IIXaHgNU25ucDt2/w662fD2xt45hl+Hl0gPd2sfrcn1ruTIUYDkP4vSI61G5p3pTX8sgeNTgfPc+fgcvcuZCaNDwGgr1ULufXrI98UK5/T621rBasoThHoo0aNglarxeeff47c3FwMHjwYgYGBWLp0KQYNGuSMUzzVMAwDIhjosEaAYwEDByIv39H6jBkz8Pbbb6NevXrIz8/nA+AwDBISE5GRmVnkCL13v36i9wMARJlUsUQyHSGsA4Cz589j09atvAudJFVuQmIijp04gUO7d9s8X0pKCpKTk8XfK1euhNFoxHsTJ+K9iRPF9UJmvkIpREjs2bMHw4cMKXw/00iwbZs22LRmDT6fORP/mT4d4fXqYfeOHWjSpEmhdWVZFouWLEFCQgKUSiU6d+iAP44fR2hoqLjPkSNH0LlzZyQlJVmsl/LxpEnIycjAW+PG4UlGBtq3b4+4uDizBT144ZsmzNsSgownT/DZZ5/h3j//wMfbGwP698eX8+ZBKZkHTn34EJNnzhTV+cMGDcIXkmkPlUqFX48cwZJvv0VObi6Ca9fGgH798LnJdU9g1KhR+O2338TfwnRdUlISQqVaPmd2WG1FCbQVqlMm44W0LWGWm1vQUl46T+7vzwtzQUDYKsPaaFQoz8WlfN3VOBYkPVOMuQ6Y1OteNarcvLEIx0F97x60iYkIfPRINDDmVCrkhYQgJzwcXAV0msoThjg5LFlubi6ys7MtjI6qG5mZmfD09ERGRgY8rB4QnU6HpKQkhIWFWXxAbVHcHLotLFXwABgZP1qvqN60NC64EPddgthGV1fIbPWEZTLzlIQ0WIe0LCHLmTX2WgTn5Zk/5NJQtUUhJKGRkKbTISAwEPdu34afEP1LpQKnVJrvY16eOd+89atlz7ml1wAo0MbY2FjMnj0b165dMwtbwYeZYfhzSK+XSlV41jEhmIngViU1RLM6juM45KSmws3NKqSntd+0UBdrHLHezs3lr4OtmO8sa66nRsM/J9KgLML0lXQ/Yb1wXYUwv1b3lxCCLJ0Obr6+4vuo0+mQdOMGwp48gcbHp2A89uees3xOBRc+gJ9Xtw57TQgg6cyIBAUBJo+CssRgMODg3r2IadEccjE3uQvgUwOMqmLDlhaFTqfD5cuXodFooLLy42dyc+Fy8yZckpIgl3wn9N7eyKtfH3mhoYWGYtbr9dDpdGjatGmx3+vyoCjZYg9O74q5uLiY1ZEUpyOq4IV44oQDDHo+AYq8AgR7UWE5pdhj/e6IhbwjKJX8x1ZwR7IHG/s9Tk/H4sWL+TTBwuiuMKMta2EuteAuCiGamcFgMwDJ/v37MXv2bIuRc5HYe0/KMtywowjz5sVdL0fupdROQ/AVFxCuNyR5B2xhq7Miff6FyH/SPPW26uLjw8d9l2KymShzcnPgkZfNDwo0Wt4NzaViDfFKBCFQPnwI1xs3oE5JEV0JObkceUFBuKZWI7B5cwuvq6eBEgv0qKgou+dwz507V9LTUGzAMAygUPCxw40mFTzHAZwehJEBMpPwMGVyK9O59qpgSKJQFJ3D3c4yGjRogAYNGhSdIlUayUyKI+cWstvZYNu2bYUf52j7pJ0P6+xrpej4lJqStqOwddK5dqHjIr1HarVZoNsSAMLxtlT01vsLnUegcK+Phg157cG//wJ37/KqekeN/xyEEAJkpANpD8EQwgvzgKAqZ73OGAxwuX0bLrduQSHpYBnd3ZFbty7y6teHUSZDTmJiBday4iixQJca2Oh0Onz77bdo3Lgxb8UL4M8//8TVq1fx7rvvlrqSFNswJjcfwpkygHGmETtrsRM/epfJAEbmfOFuzwjb3uNLs09xlFZzUZg6zhG/77KmKCOx4rA3E15FU5pRe2FaCJMnChGyqxWHp6c5EIz1/ZZOPxT2LKhU/OLlxQvzMtZoEo4D0h6A5PJt06nUQK2AKiXMuQcP4HfxItxTUy1czvIDApDToAEMtWqZ731VeZbLgBIL9KlTp4r/jxo1CuPGjbPIzCXsc/fu3ZLXjmIXjElgEyIHOJN/N+HM/wvqeTC8SpFheJ84hgHAqyNLLOjLQ6BXFEKq1ELiptuksrXHEVdCR8q05xiNhp/bLuPRp01sPZdqNV8faf2FbfZ2xFQqPgWqINCtr689Al1KGfudE4MB5GEKHyCGYYAatZCr1la+57QQiE4Hw/XrMOzZA8EnhdVqkRsWhtz69UHo9K4FTplD37ZtG85IUy2aeP3119GqVSusXbvWGaehFAPDyABJp5uIgp2zjI9t41ssHcU7pKa3dx62NB+Qivr4qFQFcmqLNqRiik8OFhe9MozQy7osWwLRFkqlY3YLjuKozYYQVx0oOvNZUWXVrl10ghdHBXoZQnKz+dCtHAfI5WBqBQBVICMa4Tg+w1lWFqDXg/HwAFxdkatWI6d+fbChoRV+bSsrThHoWq0Wx48fR7iVv/Dx48crheXg0wrDMAAjB2Ryk3CXLDAJdmuhzx9omos3CXd7I8BV8RG65TUydYDkct5VkIV5m+A+CJhsGAivBmSNfF+J4yBeX3PhYu5kqYFchQazKIkRY3HbrKOrleUUT0m2y+WlMwCUyfiUqD4+tv3G5RXfuSMcxweJyeaD4DBqDVDLH4xcUbT9RwVD9HpwWVm8K6ukwyjz8IDyzTdx79Yt3sqdCvNCcYpAHz9+PN555x2cO3cOrU0pKU+ePIm1a9fiiy++cMYpKKWEKcLKmhAOYDlLNT0xzcnDZPkrWAnbGsFrtbyQK4n/agUJNCJNuiJtty31hU2k0xYEDEyCnmHMwt7yhDbXEzC8EaNMXrqpD8C517KkAl1QsxfmKudMhPsnCFF7P/Slse4XEq5Yu6NJtwtUgOAhBgPIg3/MoVs9vABvHzgUMrocIYTwqUozM0GkRocKBWTu7nxyFLnctssrpQBOEeiffvop6tati6VLl+K///0vAKBRo0aIjY0tPqsVpcJhGBmg4F94SzW9ZKRqZWhCGEHAAwADKORm/2tnW9aXsCxzR8ViqGwZR77gyUxuTtYdIMnImmXBsKZRqEoNwgBcbh4gV0jqK7k2pvzRkMktNSRCfTghJKnJgFG8rpbnLfaaOmoUV1KhbSP7ncW28o5HzjCFZ/lzNsUJaalAL+fOKsnXgTxI4TvicgWYmn6VNpkKMRpBsrJ4tbpEo8O4uEDm7g5oNBWrvaqiOM0P/dVXX60ywvvu3bsYOnQoHj58CIVCgS+++AKvvPJKRVerUiBV0wMmAS/Ov0vn4Tmbg9k3Ro3Gk4wn2LV9h30j9kJU9tNmzcLuffvEsKCOQIQY+Vwx1q6MDEeO/ob/69Ydj9PS4OXt7ZjgNK8wxQGQ89MTChtzrEqlxdyrOBcvXF+ONf1fWJ0ZEGshLzd5Lmg0FnP94j0z720f0jlmG4KLU6lAlEowSmXhfvhlTWFTPI7Wowhf/yLPWZxAl24vxxE6yc0BefQAIBwfIMYvgFexVyLE0Xh2Nog0UJRcbh6NV9UodZWEyqmHKWMUCgWWLFmCa9eu4dChQxg/fvxTnxXuu+++Q7NmzeDh4QEPDw9ER0fjwIEDYBgGjFwORqEAo1TxHwuVmhdaCgU/KjWpi3l1vKlAU8Abi6h2DjBp/HjEx8cXux/hOL63zxr5v3o9f15BMJoC7kCuQOfuMRj/8Sf8x1ylBqNSoV3H55GSkgIvHx8w9qq8rRPLFIVazauhrVTQjKnjwMhk/EdMqeIX8XrKJek7TaN8aWeKY3mBpNeDgIAolfw10Ofz7WeN/GLQg+jzeVUsy/KdHSlC/eVyvp6CS5WtZisUfDsYhne1cnGpmCkTlcp2nHdHUKv5+tsj0KU4MkIvJ4FOsrNAHqbywlzrAvjXrlTCnOTng/33X7B374J79EgU5oxGA1nNmpAHBVXJVKWVkafyCgYEBIjZn/z9/eHr64vHjx/DtYJTF1YkQUFBmDt3LsLDw0EIwfr169GvXz+cP38ezzzzjMW+DMMU/jEVhZFcDHgj50wGY6KxmEkFLVhLm1T1DMOAEAKWZeHm5gZXtRpEyFFt0JuPAf8v9HqTlbmtetiInCcKUXPdVSqVOaWpvcjl5rlUWy5cWq059KopVkBxiDYOttLoWkwRCMaMpukEQWUP6+tgNU9sbRMhdL5USsDI8nXkWNPsgFl1X2gHpyJ9mJ0xP1/UM1wUlWyETnR5vCU7CB+LvUatSqGqJkYjb6menW1piCeXQ+bmxo/G7Y12SLGbSjlCP3r0KPr06YPAwEAwDIPdu3cX2Gf58uUIDQ2FRqNBmzZtcOrUqRKd6+zZs2BZFsEVmLqwMtCnTx/06tUL4eHhaNCgAb788ku4ubnhzz//LPQYlmUxYcIEeHl5oUaNGvj4449FVTKjVAJKFTgAi5YsQb0GEXDx90dku/bYvns3LzxYI478Lx4yuRwH9v6Eli1aQO3ri9+PHcPUGdMRFRkJcCwO/fILtIG18STjiUnVz8/xfzDhQ3SJ6QHIZPg3/QkGDxuOoLr14Ortg2YtWmLL1q1iXUeMGIHffvsNS5cuFUfHd+7cwZEjR8AwDJ48eYLMzExotVocOHDAop27du2Cu7s7ck2uTnfv3cOrI0bAy98fPj4+6N+/v0WSFWcLO3EkL5OBkclNGhMlP7q0HtUrTNoHQTWuMsUtlyvMAkZQ7bOmCIMykyGfwcBrVAwmLYc+H6SwufKnCUdU++U4QicsC/IoFQAB4+oGxtevQoU5MRrBZWSA/ecfsPfugUtP558phgHj6gqZnx8/Gvf2psK8jKiUAj0nJwfNmzfH8uXLbW7funUrJkyYgKlTp+LcuXNo3rw5YmJi8FDIMQwgMjISTZo0KbD8888/4j6PHz/GsGHDsHLlyjJvU1WCZVls2bIFOTk5YuQ/WyxatAjr1q3D2rVrcezYMTx+/Bi7du0StzMyGeYuXITNW3/Et998gyvHj2P8O2MwdMw7+O2PExbuW599/gXmzJyJayf+QLPGjczz8wyDLjHd4eXpiR37fjaNjOVgCfDj9h0Y/PoQMEoV8lkWLZ99Fj///DOuXLmCt956C0OHDhU7ekuXLkV0dDRGjx6NlJQUpKSkFOjEeXh4oHfv3ti0aZPF+o0bN6J///5wcXGBwWBATEwM3N3d8fvvv+P48eNwc3PDyy+/DL11+NQyRqqyFwQ4I5dbzJkzAN8JME2Z8AJe0gmwFlaMoOI3rTdNZTzVSK9RcdeiPEfoaQ/5TplSBdQo/2RYhBCQ/HxwT55YCHFieg8YjQayGjUgDw6GvGZNyLTaSqE9qM6UWuVuMBjQsGFD7Nu3D40aNXJGndCzZ0/07Nmz0O2LFy/G6NGjxVzNK1aswM8//4y1a9fi008/BYBijany8/PRv39/fPrpp2jbtm2x++ZLXCoyM3n/ToPBAIOVX6fBYAAhBBzHgRMSBhQSipAQAo5lwRqN4MrgQZc5OFK8fPky2rVrB51OBzc3N+zYsQMNGzYU22HNkiVL8Omnn4phgL/99lscPHhQbH9+fj7mzJmDXbt2oUuXLpDl5KBu/fo4dvIUVq5fj+c7dgQxzfVNmz4dXWNiwGRLMocxDIhCCRmAgQMGYPP27Rg5fDjAAPGHD+PJkyd46aUB4DgOAQEBmDBhgli39957D3Fxcdi6dStatWoFd3d3qFQqaLVai0yA4j0y3a/XXnsNw4cPR3Z2NlxcXJCZmYmff/4ZO3bsAMdx2Lx5MziOw8qVK8WP05o1a1CjRg0cPnwYMTExfPVNmgprA7Xyotjzi8KmiGeEY00pRw3ifRLubYUitEmY8ihkH8bkRkisfeMLLdZ8zaTPBSEEBjc3KLKyQNzcivblJgSMSegTQsrG75twQPpjICuDb3/NGpJokEUjfK+sv1t2n5plAZ0OJC8PRKcrcE5GowFcXMC4uJhDy9pZt6IwGo3iO8oWU5awvbj9APN7bzQaS3xNnElp61Bqga5UKqErRx9BvV6Ps2fP4rPPPhPXyWQydO3aFSdOnLCrDEIIRowYgf/7v//D0KFDi91/zpw5mD59eoH1hw4dKpBZTqFQwN/fH9nZ2dDr9eBYFqnF1CvVrlo7jn90tENCPSAgAEePHkVmZib27NmDESNGYN++fWjYsGGBfTMyMpCSkoJnnnlG7OAAQPPmzWE0GpGZmYm//voLubm5eOmll/iNpg+m3mBAsyZNkJ2djVyTMWJERAQys7Mhz80T92FZViz7xd698c333yPx5k0E+Ptj/aZN6N69O2QyGTIzM8GyLBYvXoxdu3YhJSUFBoMB+fn5UKlUYhlGoxF6vd6ivoIaPSsrCzKZDO3bt4dCocDWrVsxYMAAbNy4Ee7u7mjdujUyMzNx+vRp3Lx5E56enpCi0+lw7do1UaMhN5XL6fW8MVl5QoiYRpI1GEo1BcBwHGQmOwUZI0NWZiYYQsR1hGHAMUUIVifCEA4yzjJWAMfIeIFto85y03eJyGRgdToxkxphAIbAnFnNqu5ZkqQfer0eeXl5OJqaCqNeDxw6VGQdFbm58Lx1CwCQkZYGo5PD3so4Dm66HChMwipHrUW+6rrD5fzyyy/F70QIZIRAwbKQsyz/16pjRBgGBrkcRoUCBrm8wL2oSG7fvm33vqmpZfUVdoxcRyIY2sApX5r33nsP8+bNw+rVq6Eo449XWloaWJblU1hK8PPzw/Xr9j3Yx48fx9atW9GsWTNxfn7Dhg1o2rSpzf0/++wzi9FfZmYmgoOD0b17d5v50O/evQs3NzdoNBpwLIusQuINE0KQm5cHlzJSRXl4eDg8Svf19QUAdOzYEZcvX8batWuxYsWKAvsJoxlXV1eLa6BQKEAIsVi3detW1K9fHzLJw6pWq+Hm5gYXk/+wv78/PDw8RCM2lUoFuVwulvN8+/aoFxaGvXFxeGfkSOw7eBBr164Vt8+bNw/ff/89Fi9ejKZNm8LV1RUffvghOI4T91EoFFCpVBZ1Ezpk7u7u4vqXX34Zu3fvxhtvvIFdu3Zh4MCB8PHxAcD3oFu2bIkNGzZYXIucnByEhoaKZQjtIBpNyQLulBJhdES02tLP6bNGwMgiJzcHHlrXgn5wMnk5tNE02hUMKoV1AH9uwdBRyD4Ik6EhIXwGtSIjVpq0QeCn+1zd3XjDSYaBTqeDVqtFx44d7Yt6mZcHxjTNQ1q3dm4ce5YFUu7x90MmB3x8AVfH/O8NBgN++eUXdOvWzSIFL+E4/voaDLzKXK/n/9ryUFGpwGg0/Gi8nPzF8/PzcfXqVWg0mmJTB7Msi9u3b6Nu3brFpk81GAzQ6XR45plnoC6PYEjFIB1slASnvIWnT59GfHw8Dh06JH5MpezcudMZp3Ea7du3d0htqFarbd5spVJZ4OFiWRYMw0Amk4lL8PPP2yyX4zhkZmbygrcMeraOCnNrOI6DXq+3WTdvb28EBATg9OnT6NSpEwB+BHzu3Dm0aNECMpkMTZo0gVqtxt27d9GzZ0/IbLgGCiUL18o6JKp4bobBkFdfxaZt2xBcuzZkMhn69Okjbv/jjz/Qr18/DBs2TKx7YmIiGjduLO6jUqnAcZxFe4T/xfODz0HQrVs3/PXXXzh8+DC+/PJLcVvLli3x448/ih0Q4VwF7qO0HeU9aiHEueeXqcAxJlUgI/FyYGS8EZ3gRy9XlC6salEYjLz8Fvz8hYh8rMS4jwCAqe1y3maAEMJ3rpQqczwFIdCPdYAfQsAQDgzL8vm1GRkYQsCA7wwK7zoxGgF9PqDWFMxYRoi5c6PV2uXhYA+EED6cKwM+9al/IG8Yae+xptgMxGiEymCAPDeXf/cMBhCjkZ+esMaUlIgxCXCo1bwgr4BROMuy4jtqb45zuVxe7L5CudL7W5GUtg5OEeheXl4YMGCAM4oqFl9fX8jlcjx48MBi/YMHDxx3PyonChWsDAOZXM4vFayq+uyzz9CzZ0/UqVMHWVlZ2LRpE44cOYKDBw8WeswHH3wguro1bNgQixcvxpMnT8Tt7u7umDhxIiZPngy1Wo2OLVogIzMTx//8Ex7u7hg+ZIj9FdRqMeT11zFtzhx8uXAhXu7Xz6KTFR4eju3bt+OPP/6At7c3Fi9ejAcPHqBx48biPqGhoTh58iTu3LkDNzc3cdRtTceOHeHv748hQ4YgLCwMbdq0EbcNGTIECxYsQL9+/TBjxgwEBQUhKSkJW7duxeTJk1GnTh3721RKiFR4WgtSocMqBNmxtY+tdYXtI4yMOQIiZ0yR8jgQjphG8EZAyYKxP4yN3RAhSBDDAFCAkcwzEmn7ANEdjWFZ3uURMGfNM+9k3lf08YdJoEPiBsjylv4GPdibiTB6ewPZmeagOjIZoNXysdJd3c2CTq3mr1deHr84GsGvwAUgIFkZ/Lw5ANQKALJzTP0XYnZrlCRhIsL/0hwNADijES46HciTJwWngmQyMKY4BIxpgVJJDdmqEE4R6LGxsc4oxi5UKhVatmyJ+Ph40RiL4zjEx8dj7Nix5VaP6sbDhw8xbNgwpKSkwNPTE82aNcPBgwfRrVu3Qo+ZOHEiUlJSMHz4cMhkMrz55pt48cUXkSGklgQwY8YMuLu7Y968eXj79m14eXqiRfPm+M+kSY5VUKFA/caN0bplS5w6exZL5s612Pz555/j9u3biImJgYuLC9566y3079/foi6TJk3C8OHD0bhxY+Tl5SEpKcnmqRiGwWuvvYb58+djypQpFttcXFxw9OhRfPLJJ3jppZeQlZWF2rVro0OHDgWmXwrDIkqc9K89/9s7AhYEmNHo3FGzTGYptGUygGN4gcgR3gVOSmmEgSCsTGFxIZcXEC6MTM6HIRbaKJMV7FIUGerXsq5C3gIhyQ4xCXqSkwWSI1GHMjLeOC0nm99X4wLGy9RBNMW4wOPHDjbYNkSvBx4/AkAADy8wOTl2ZxywQCYDVCoYFArejcykQeADGykrZORNcS4MIc572x89eoSEhAQAvJFTzZo1S1ROdnY2bt68CQCIiorC4sWL0blzZ/j4+KBOnTrYunUrhg8fju+//x6tW7fGkiVL8OOPP+L69esF5tbLgszMTHh6eiIjI8PmHHpSUhLCwsKKnXPjOA6ZGRnw8PSs8BF6WWGhjrYVjc/V1VIlLBgkKZW25z0lBktwd3duZUuIeB89PMzCRMgYJURTc1QglxRB4GVn8/9bz6HbErDW62zsQwDxWWWspkUIy/Kqd4YBlCrzekHF7WDSGWI0SvzjTR0TwfceVpqJQgsh/DUwHVvoXLakLEIIsjIz4e7hIdZXp9Mh6fZthBAWGoWcV917eIFRqUB0eYAuj89qRgDU9AOjUoPk5QL5Ol41rlKX/N4Twgvuhyn8dXBxBePjW3DEb3JfFK3+Tf8z0t+mzpDBYMD+/fvRq1evSqFithedTofLly/z2daKie7HsiwSExMRHh5erMpdr9dDp9OhadOmlSIzaFGyxR6cMkLPycnB+++/jx9++EGcm5bL5Rg2bBi+/vrrApbgxXHmzBl07txZ/C0YpA0fPhzr1q3DwIED8ejRI0yZMgWpqamIjIxEXFxcuQhzZ0FM6TTl0qxflEqDxSja1oja6n+5YFQkfGSF6YCiRof2xCW3pa61HqXaEpYuLrxQFEK1lhIiJN6xdT4hPK0wmpab0vUazUZsRKVEcRm/CMdZhgoWtOSmOXGIP+1ojyTGQWER+Gydn0iFISCGPZaHhUNe4IPvzR+X9gAkOwvIzwWM+fx8tJwBWD0Yn4CC8+wOQLIyQDzceZuA2sEWUQ4pFGucItAnTJiA3377DXv37kW7du0AAMeOHcO4ceMwceJEfPfddw6V16lTp2J74WPHjq3SKnbGZFULADAaQUqbOpNSLIWqum0I6BIhCBEbIyhbf8v0fpfjaINhGN6SnDVZmMvl5mQzAABiCi9buFC17ABAEtUOgEJRud8NDy8gx6SRYVmI8/Icx6cy9a9dInU2IQQk4wkAgPH0psKcUixOEeg7duzA9u3bRWtnAOjVqxe0Wi1effVVhwX6U4NCIRq28EZFVUcFVhkoUkAX9dcRbAlj6/8JAavTPd3zkKJA50DyJXEphLlmjgXh5IVfH2kHQKmsUsKLUamBwGD+HTboAa0r397U+7w1/JPHvIuZo+TrTFMZMsCtckwvUSo3ThHoubm5NtXdtWrVKrWjfHWHEz5wHAfCsqVSz1VVCqQSBfi/0jCbwj7SSEqlCbValICWbLdnZOhEM5QqC8MwJuM0iTuoXAFGoQAx6M3W1raSz7Cs+V7LFVVKmAswQrY8rTC9qARq1ARJewiS+YSfw/b0dqxQU9RExtXt6e0oUhzCKU9JdHQ0pk6dahExLi8vD9OnTy8yFjgFopsNAF71Xg2EAzFZJwuuM4zgA2vygyVGI5/OUxLEAno9L6wFv2KjxMdY8DMuKnaAIIwF4yC5KdiJyYKXT5lqcslRq0W3HMZk5csoFPx8qZAEhbEjLzrFEqmFu+ma8uvNIUBtPt+sSZhL34VqAOPmIQpxkpnh0LtNCAeSazLqo6Nzip04ZYS+dOlSxMTEICgoCM2bNwcAXLx4ERqNpkg/ZooJudw8d2swgFQB388CRmPWi3lHyIS5RXuD+UgFs7XKW/jgM4yYy7qyX6unBiGwjExmmY9bmmaWcABjFtoWqWElFvLVBi9vIDOD77SYgtHYRX6+aGBo9zGUpx6nCPQmTZogMTERGzduFMOvvvbaaxgyZAi0To5lXG1RKMyhLVm2QsKF2oIUJrDt9OsVfXuF/OEA3zZBMEuCwzAMY1ajCyNra6zym1MqD4zJbc3WeiKTSdK1SkbhgqqdqZ5GoQwjA1xceT/2tIdAQJB96nOTHQKjLp/QqpTqgdOkhouLC0aPHu2s4p46GJmMj9xkUjUTietMeSIG8hDc6YoT3FLLbisrb4ZhQDiOtxOQy832AWo1NQB82mBkANiCz5Mw5y6vxnPELi5AThZg0IPcuwOotfz0hI+vpSZDihCNjo7OKQ5QOYaBFAC8z6sYstFoLBfVu90CvBDB7VD9hDSW1WielGInwnNiFcjF7KZWjZ8JrSsff94U957k8QGWGJYF/GvbPET0FKACneIA1bhbXEVRKMzzjVIrbydDOI6Pda3X850HlsVb77yDGgEBkGk0uHD5Mjp3747xH39sNiITDMgE4zEHOxtDx4zB7GXLyj9ZSSXmueeew44dOyq6GmWPRKAXcDdE9TZAZGQyMLXr8IunN+/mBoDo8kD0+QX2J0ajyVCQAVQVnwGMUnWgX9ZKBsMw5vlzkyubsyCE8JbmgkW5YKTGMIj79Ves37ABe/fuRUpKCppGRmLnrl2YNWuWeHxoaCiWLFlSonNfvHgR+/fvx7gPPrC5fcyYMWAYBkuWLy+2rOUrVyK0SRNoNBq0adMGp0zpKkvDb7/9huDg4EK379y5E927d0eNGjXAMAwuXLhgV7nbtm1Dw4YNodFo0LRpU+zfv99i++eff45PP/3Uoex/JeHSpUvo0KEDNBoNgoODMX/+fIvtq1atQocOHeDt7Q1vb2907dq1RNf18ePHGDJkCDw8PODl5YWRI0ciOzvbJLClQt2cVGXlmtXo1KkTHzqXYSwS/Ej5+eef0aZNG2i1Wnh7e4u5HAROnz6NLl26wMvLC97e3ojp3x8XL1+22OfHH39EZGQkXFxcEBISggULFjjcxpLAMAwYpQqMdw0wgcFgNCb3NqnPvoCOd/VlVCrqrkZxCPq0VEIYwe0KcIorGyHElPJRb5msQy4XXbpu37mDgIAAtGvXDv7+/lAoFPDx8YG7k+Klf/PNN3jllVfg5lYwf/OuXbvw559/IjAwsNhytu7YgQn/+Q+mfvopzp07h+bNmyMmJgYPHz4s9BiGYXDnzp0iy92zZw/69OlT6PacnBy0b98e8+bNK7aOAn/88Qdee+01jBw5EufPn0f//v3Rv39/XLlyRdynZ8+eyMrKwoEDB+wu1xZFtTEzMxPdu3dHSEgIzp49iwULFmDatGlYuXKluM+RI0fw2muv4fDhwzhx4gSCg4PRvXt33L9/36F6DBkyBFevXsUvv/yCffv24ejRo3jrrbeESvJ/CeHToZrylufm5aFHjx74z3/+U2i5O3bswNChQ/HGG2/g4sWLOH78OAYPHixuz87ORo8ePVCnTh2cPHkSx44dg7u7O2JefBEGU+yCAwcOYMiQIRgzZgyuXLmCb7/9Fl999RW++eYbh9roFEyR/MjjNJDUf0AepvDTbQCgy+P/ah0LmU2hgDiBsLAwkpaWVmB9eno6CQsLc8YpKhUZGRkEAMnIyCiwLS8vj1y7do3k5eUVWw7LsiQ9PZ2wLFtgG8dxhMvPJ5xORzi9vsR15YxGczk6Hf+/0Ug4jhP3GT58OAEfZJMAICEhIYQQQp5//nnywQcfiP9L97H30WFZlqSlpRFPT0+yb9++Atvv3btHateuTa5cuUJCQkLIV3PmEJKZSUgh1691y5bkvdGj+X1M5QcGBpI5c+YUWgcAJCkpqch61qtXjxw4cKDY9iQlJREA5Pz58xZttHUfX331VfLCCy9YrGvTpg15++23Lda98cYb5PXXX7dYt3v3bhIVFUXUajUJCwsj06ZNIwaDodB6FdXGb7/9lnh7e5P8/Hxx3SeffEIiIiIKLc9oNBJ3d3eyfv36Itso5dq1awQAOX36tLjuwIEDhGEYcv/+fcLp9YTT5RHOYPorLAb++T58+DABQNLT0y3KNRgMpHbt2mT16tWFnvv06dMEAElOThbXXTpxggAgiZcuEUIIee2118jLL79scdyyZctIUFAQ4TjOZhsdeZ8dgcvXETYp0XL5+zbh9HrC3vubsEmJhMvJduo5CSFEr9eT3bt3E30pvikVQV5eHjl16hS5dOkSuX79epHL1atXye7du8nVq1eL3ffSpUvk1KlTTr+/JaUo2WIPThmh37lzB6wN1XB+fr7DPXwKTwHVu4MqWUIIP0cujMiF8pRKfg5cMme5dOlSMbd3SkoKTp8+XaC8nTt3IigoCDNmzEBKSgpSUlIs6rpu3bpC63L16lVkZGSgVatWFus5jsPQoUPx0Ucf4ZlnnuFXCpoJG1bwer0eZy9cQFdJ4h6ZTIauXbvixIkT9lyWQuv38OFD/N///V+Jy7DFiRMn0LVrV4t1MTExBeraunVr/P777+Lv33//HcOGDcMHH3yAa9eu4fvvv8e6devw5ZdflrgeHTt2tMhSFRMTg4SEBKSnp9s8Jjc3FwaDodCc8YWdx8vLy+I+d+3aFTKZDCdPnhQ17rD+VhSTtOXcuXO4f/8+ZDIZoqKiEBAQgJ49e1poOiIiIlCjRg2sWbMGer0eeXl5WPPDD2gUEYHQkBAA/PfIOqOWVqvFvXv38Pfff9vdTmfAqNRg3D0tV3IskPaADx8LUIM4isOUysr9p59+Ev8/ePAgPD3NDyjLsoiPj0doaGhpTlHlIYTAUEj4W8JxMOTkwCAvIsa1MNctk9nv6mUKUKPQannBLZfbzCUt4OnpCXd3d8jlcvj7+9vcx8fHB3K5HO7u7gX2iYiIsLj31ty9exdyuRy1atWyWD9v3jwoFAqMGzfOvFKpBNzcbPqYp6WlgWVZ+Fml5fXz8xPjH5SEPXv2ICYmpti0jI6SmppaICSyn58fUlNTLdYFBgbi7t274DgOMpkM06dPx6efforhw4cDAOrWrYuZM2fi448/xtSpU0tUj7CwsAL1ELZ5excMSfrJJ58gMDCwQIekuPNY32Nh6oZvs9U9lSssMpsVxu3btwEA06ZNw+LFixEaGopFixahU6dOuHHjhjg1dOTIEfTv3x8zZ84EAITXq4eDu3ZBYXpvYmJi8OGHH2LEiBHo3Lkzbt68iUWLFgEAUlJSUKdOHbvb6gyYGjUBfT6I0QDGwwsk/V+zdbtM/lSGgaaUjlIJdMEohWEY8eMjoFQqxRfvacaQm4tlNuaNy4Nxjx9D6elZ5oY1xQnTvLw8qNVqiw7F2bNnsXTpUpw7d65gR6OUFs89e/a0GPECwDPPPCOeJyQkBFevXhW37dmzR8zct3HjRrz99tvitgMHDqBDhw6lqk9xaLVacByH/Px8aLVacY5YOiJnWRY6nQ65ublwcXFxuI2OMHfuXGzZsgVHjhxxbo5o69sq5PEuBsFgcPLkyRgwYAAAIDY2FkFBQdi2bRvefvtt5OXlYeTIkWjXrh02b94MlmWxcMECvPDqqzh96hS0AEaPHo1bt26hd+/eMBgM8PDwwAcffIBp06ZBVlHGZ/61weddZID0f83rK0lgKUrVolRPjfCihYWF4fTp0/D1LUFGIUrZUUmyf9WoUQO5ubnQ6/XiKPj333/Hw4cPLUZFLMti4sSJWLJkiU0DL19fX8jlcjx49Mhi/YMHDyy0BqtXr0ZeXp74Ozw8HPv370ft2rzPr1Ki6UhJScH58+fxwgsvAAD69u2LNm3aiNuFY0qCv78/Hjx4UGRdAd4y3NXVVYyqmJ2djenTp+Oll14qUKYgYB1pY2H1ELZJWbhwIebOnYtff/0VzZo1c7i91saJRqMRjx8/Np2nZB23gIAAAEDjxo3FdWq1GnXr1kVycjIAYNOmTbhz5w5OnDghCudNmzfD29sbe/buxaBBg8AwDObNm4fZs2cjNTUVNWvWRHx8PABeC1IRSK3/+RS0/HQEHZ1TSoJTuoFJSUnOKKZaonRxwbjsbJvbCMchMzOTd9cpSvBynDnLmFJp24/bpGYX58uVSihdXZ3QAjMqlcqmrURxNG3aFABw7do1REZGAgCGDh1qc35ZsGQu7PwtIyMRf+QI+vfuDYDvVMbHx4sjbMC2EA4JCbE5/bN37160bdtWnCt2d3d3mmV/dHQ04uPjMX78eHHdL7/8UiBh0ZUrVxAVFSX+btGiBRISElC/fv1Cy3akjdHR0Zg8eTIMBoMo6H/55RdERERYqNvnz5+PL7/8EgcPHixg72AP0dHRePLkCc6ePYuWLVsCAP73v/+B4zi+k1RCzUvLli2hVquRkJCA9u3bAwAMBgPu3LmDENP8eG5uLmRWsRGE39YugXK5XLx+mzdvRnR0NGrWrFnmroPFIleY7Quqc6AdSpnhNL1OfHw84uPj8fDhwwIvxtq1a511mioHwzBQFSJYOY6DkmWhdHUtVuVHhLl0udycxUq6XZpPvYxG5qGhoTh69CgGDRoEtVotamQaNmyIOXPm4MUXX7R5nK+vL1q0aIFjx46JAr1GjRqoUaOGxX5KpRL+/v6IiIgQ13Xp0gUvvviiKLAnjB2L4WPGoFVUFFo//zyWLFmCnJycQjsBxfHTTz+hb9++xe73+PFjJCcn459//gEAJCQkAOBHpcK88fDhwxEUFIQ5c+YAAD744AM8//zzWLRoEV544QVs2bIFZ86csXAXA3htRffu3cXfU6ZMQe/evVGnTh28/PLLkMlkuHjxIq5cuWIRF8BeBg8ejOnTp2PkyJH45JNPcOXKFSxduhRfffWVuM+8efMwZcoUbNq0CaGhoeI8v5ubm01XQ1s0atQIPXr0wOjRo7FixQoYDAaMHTsWgwYNQmBgIAghuH//H3Tt2RPr16xG67btAPBz76mpqbh58yYA4PLly3B3d0edOnXg4+MDDw8PjBkzBlOnTkVwcLCF//grr7wCAOjWrRs++ugjvPfee3j//ffBcRzmzp0LhUKBziYjyrS0NGzfvh2dOnWCTqdDbGwstm3bht9++83ha1oWMDI5RAfVSqBZo1Q9nPLUTJ8+Hd27d0d8fDzS0tKQnp5usVCcgDRvupVfOhESugB82soy+hjMmDEDd+7cQb169VBTYpiWkJCAjIyMIo998803sXHjRofPeevWLaSlpYm/Bw4YgIWzZmHK7NmIjIzEhQsXEBcXV8D4zB5ycnIQHx9vl0D/6aefEBUVJarmBw0ahKioKKxYsULc5+7duxbW/23btsWmTZuwcuVKNG/eHNu3b8fu3bvRpEkTcZ/79+/jjz/+sOiQxMTEYN++fTh06BCeffZZPPfcc/jqq6/E0aijeHp64tChQ0hKSkLLli0xceJETJkyxewfDuC7776DXq/Hyy+/jICAAHFZuHChuM/cuXOLVU1v3LgRDRs2RJcuXdCrVy+0b99e7MAwDAMDa0TCjRvIzTVPF6xYsQJRUVFiLoiOHTsiKirKwuh2wYIFGDRoEIYOHYpnn30Wf//9N/73v/+JGoaGDRti7969uHTpEqKjo9GhQwf8888/iIuLE1X2ALB+/Xq0atUK7dq1w9WrV3HkyBG0bt26RNfV6Ujj2VOBTikBDLGWDiUgICAA8+fPx9ChQ51Rp0pPZmYmPD09kZGRAQ8PD4ttOp0OSUlJCAsLK9agiJOo3IsdoRNizkRmNQInEkt4ppIlPRHaqFQq0ahRI2zdurWAytkhsrLM/5dSNb5z5058/vnnuHbtWqnKceQ+WvPJJ58gPT29wKi9ssFxHIYMGQKVSoX169eXuBz+WTV1PlUqPhtZJcHWfXTkfS4t5N9HIFl8x5jxriHmUncmBoMB+/fvR69evSzsLCo7Op0Oly9fhkajKdYbhWVZJCYmIjw8HPJibBH0ej10Oh2aNm1a5vfXHoqSLfbgFJW7Xq9H27ZtnVEUpRDEFJRCIhXTB4cIyVWASp30RKvV4ocffrAYbVc0bm5uDkV+Kwtq1aqFCRMmVGgd7IEQgmPHjuHYsWOlK4gp9AdFRkfolNLhFIE+atQobNq0CV988YUziqMUhlSgC4hGNBWTbtUROnXqVPpChGvghGQe0nnrimLixIkVXQW7YBgGly9fLtGowaokp9SnWiJ9pqtxshpK2eEUga7T6bBy5UrR1cValbN48WJnnIZilbGKYRizcK/kwtxpaLX81IOTg8BQKBWOhUB/St5nilNxikC/dOmSaL0sDccIoNDoZBTHYWQysxUsIfz/Yj7pp+QDIJOJiS0olGqFVIjT7yalBDhFoB8+fNgZxZQ7ubm5aNSoEV555RULa95KjaByJsQszJnqnU+aQnkqkL7C9H2mlACnDutu3ryJgwcPihGsnGBAX6Z8+eWXeO655yq6Go4hTUH5tI3OKZTqjFSI03eaUgKc8tT8+++/6NKlCxo0aIBevXqJvrgjR46stEY/iYmJuH79Onr27FnRVXEMWwKd9uYplKoPNYqjlBKnCPQPP/wQSqUSycnJcHFxEdcPHDgQcXFxDpd39OhR9OnTB4GBgWAYBrt37y6wz/LlyxEaGgqNRoM2bdrg1KlTDp1j0qRJYkSvKgUV6BRK9YQaxVFKiVPm0A8dOoSDBw8iKCjIYn14eHiJ8gzn5OSgefPmePPNN20mqNi6dSsmTJiAFStWoE2bNliyZImY31kIwxkZGQmj0WizrqdPn0aDBg3QoEED/PHHHw7Xr0KRCnTrdRQKpeoinaGUU4FOcRynCPScnByLkbnA48ePoVarHS6vZ8+eRarCFy9ejNGjR4vhMlesWIGff/4Za9euxaeffgoAuHDhQqHH//nnn9iyZQu2bduG7OxsMZXilClTbO6fn5+P/Px88XdmZiYAPuqSQUiaYsJgMIAQAo7jik32INgYCPvbjbUwN7mxVUZK3MZCeOONN/DkyRPs2rWr1GU5C2kbp06dij179uDcuXMVXCvn4rz7KNEsVbLn1lYbOVOoZYPBUGzUsVKjzweEQQjL8YuTEb5X1t+tyo7RaBS/qcUliBK225NISijTaDRWimtS2jo4JfRrr1690LJlS8ycORPu7u64dOkSQkJCMGjQIHAch+3bt5e8ggyDXbt2ibnX9Xo9XFxcsH37dnEdwCfGePLkCfbs2eNQ+evWrcOVK1eKtHKfNm0apk+fXmD9pk2bCnRkFAoF/P39ERwcbBGi0Gg0lihTmS1kLCsaxBIAnI0PjVwuh8KBnMrvvvsuNm/eLP729vZGixYtMG3aNIvY46Vh7ty5+Pnnnwvk8ba1n60Ibrt27RKzknl6egIAevfujaZNmxY7fdK7d28cP34cAJ96MygoCIMHD8aHH37oVA+B7Oxs6PV6MXsbxRKG4yAjvKBi5ZU/57der8fdu3eRmppqU+PnTFQGPdx0uQCAx+5eZXouSuUkNzcXgwcPrtjQr/Pnz0eXLl1w5swZ6PV6fPzxx7h69SoeP34sfkSdRVpaGliWLZCMw8/PD9evX3fquQQ+++wzi/CcmZmZCA4ORvfu3W3Gcr979y7c3NzE2MAGgwEJCQnQ6XQFytbpdI7HEJZGi5PJbFrEajQaRERE2B2vWalUIiYmRsyMl5qaii+++AKDBw+2mZvcXgghyMrKgru7O9RqNeRyebEPqlqtxjPPPINDhw5ZrPfx8SkQx1mhUEClUhVbpkKhwKhRozB9+nTk5+fjf//7H8aMGQM/Pz+88847JWucCWkbSx9JrXIibWOpOkAcax6FqhzX3pUlttqo0+mg1WrRsWPHso/1TTgg7RGg0QLuZfMcGQwG/PLLL+jWrVuViuWen5+Pq1evQqPRFFtvlmVx+/Zt1K1bt1itisFggE6nwzPPPFMibbKzEbS/JcUpEzVNmjTBjRs30L59e/Tr1w85OTl46aWXcP78edSrV88ZpygzRowYUawPulqthoeHh8UC8ELQ1sIwDGQymbgQQpCfnw+lUgmtVisuGo0GarUaGo3GYn1xi8Zqsd6uVCqRn58PQohFPYpaGIaBRqNBYGAgAgMD0aJFC3z22We4e/cu/v33X3G/+/fvY9CgQfDx8YGvry9efPFFJCcni9uPHj2K5557Du7u7vDx8UHHjh2RnJyM9evXY8aMGbh48SLkcjnkcjl++OGHQuuiUCjEugiLRqMR7SpkMhnefPNN/Pbbb1i2bJlYprQu0gUAXF1dERgYiLCwMIwcORLNmjVDfHy8uI/BYMDHH3+M4OBguLu7Izo6GkePHrUoZ82aNQgJCYGbmxsGDBiAJUuWiGlgGYbBjBkz0KJFC4vzzpo1C3Xq1IFWq0WLFi1w6NAhcXtycjLkcjl2796NLl26wM3NDVFRUTh58qTd9648FkHAWT/bDpcDPmZCacspzzYyDFPou+7URaWGMjAISp8aZXqeor5dlXVRKBTi/RDe9aIWAHbtJ5SpUCgqvI3S+1NSSj1CNxgM6NGjB1asWIHJkyeXtrhi8fX1hVwux4MHDyzWP3jwAP7+/mV+/tIgjCYFCCEwGo1QqVQOjXoIy1qM0BkbvdDSqgezs7Px3//+F/Xr1xcFlsFgQExMDKKjo/H7779DoVBg1qxZ6NGjBy5dugSZTIb+/ftj9OjR2Lx5M/R6Pf78808wDIOBAwfi2rVriIuLw6+//grArDYvKUuXLsWNGzfQpEkTzJgxAwAs0roWhpBo5Pr16wgPDxfXjx07FteuXcOWLVsQGBiIXbt2oUePHrh8+TLCw8Nx/PhxjBkzBvPmzUPfvn3x66+/Fpu/YOnSpVi0aBG+//57REVFYe3atejbty+uXr1qce7Jkydj4cKFCA8Px+TJk/Haa6/h5s2bDk2bUCiUp5tSfy2USiUuXbrkjLrYhUqlQsuWLREfHy/OoXMch/j4eIwdO7bc6lEd2bdvH9zc3ADwho4BAQHYt2+fONLcunUrOI7D6tWrxQ5IbGwsvLy8cOTIEbRq1QoZGRno3bu3qJmJiIhAZmYmtFot3NzcRBuD4rh8+bJYFwBo3LhxAddET09PqFQquLi42FXmt99+i9WrV0Ov18NgMECj0WDcuHEAgOTkZMTGxiI5ORmBgYEAeNfGuLg4xMbGYvbs2fj666/Rs2dPTJo0CQBEL4l9+/YVes6FCxfik08+waBBgwAA8+bNw+HDh7FkyRIsX75c3G/SpElirvXp06fjmWeewc2bN9GwYcNi20WhUCiAk1Tur7/+OtasWeOMogDwo8MLFy6IlupJSUm4cOECkpOTAQATJkzAqlWrsH79evz111945513kJOTI1q9P1U40aCrc+fO4nU/deoUYmJi0LNnT9H18OLFi7h58ybc3d3h5uYGNzc3+Pj4QKfT4datW/Dx8cGIESMQExODPn36YOnSpWKQIUeJiIgQ63LhwgXs2LGj1O0bMmQILly4gOPHj6Nnz56YPHmymPb38uXLYFkWDRo0ENvm5uaG3377Dbdu3QIAJCQkoHXr1hZlWv+WkpmZiX/++Qft2rWzWN+uXTv89ddfFuuaNWsm/h8QEAAAePjwYckbS6FQnjqcos8zGo1Yu3Ytfv31V7Rs2RKurq4W2x3NtnbmzBl07txZ/C0YpA0fPhzr1q3DwIED8ejRI0yZMgWpqamIjIxEXFxcAUM5imO4urqifv364u/Vq1fD09MTq1atwqxZs5CdnY2WLVti48aNBY4VVN2xsbEYN24c4uLisHXrVnz++efYuXMnunTp4lBdVCqVRV2cgaenp1jmjz/+iPr16+O5555D165dkZ2dDblcjrNnzxYwpJFqCsoK6dyZoP1whpsfhUJ5enCKQL9y5QpatGgBALhx44bFtpJYxHbq1KlY/9SxY8c+vSr2cgokIxgHCbH5W7Roga1bt6JWrVpFWnNHRUUhKioKn332GaKjo7F9+3Z06dIFKpXKaa57AiUt083NDR988AEmTZqE8+fPIyoqCizL4uHDh+jQoYPNYyIiInD69GmLdda/pXh4eCAwMBDHjx/H888/L64/fvx4kSN7CoVCKQmlFugsy2L69Olo2rQpvL29nVEnSgWRn5+P1NRUAEB6ejq++eYbZGdno0+fPgB4lfWCBQvQr18/zJgxA0FBQfj777+xc+dOfPzxxzAYDFi5ciX69u2LwMBAJCQkIDExES+//DIAIDQ0VJw+CQoKEl3ZSkNoaChOnjyJO3fuiFMAwpx/cbz99tuYOXMmduzYgZdffhlDhgzBsGHDsGjRIkRFReHRo0eIj49Hs2bN8MILL+D9999Hx44dsXjxYvTp0wf/+9//cODAgSI7rR999BGmTp2KevXqITIyErGxsbhw4YJNLcdTAQ1qSKGUGaWeQ5fL5ejevTuePHnihOpUb4xGI/R6vcViMBgKrLNrMRj4xca2klq4x8XFISAgAAEBAWjTpg1Onz6Nbdu2oVOnTgAAFxcXHD16FHXq1MFLL72ERo0aYeTIkdDpdPDw8ICLiwuuX7+OAQMGoEGDBnjrrbfw7rvvirYNAwYMQI8ePdC5c2fUrFnTIpBNSZk0aRLkcjkaN26MmjVrinYW9uDj44Nhw4Zh2rRp4DgOsbGxGDZsGCZOnIiIiAj0798fp0+fRp06dQDwc98rVqzA4sWL0bx5c8TFxeHDDz8s0j953LhxmDBhAiZOnIimTZsiLi4OP/30k4WFO4VCoTgDp0SKa9WqFebNm+fwPGlVJTMzE56enjaj+eh0OiQlJSEsLKxAYBlBdS1ACBEDyzg0NUEIIKiZ5XKbKnitVutQYJmyguM4ZGZmwsPDw+6Rc1Vi9OjRuH79Ovbu3Vtt2wg47z4S1igGlmHUZRyoxUFstdHW+1yVMRgM2L9/P3r16lXh3wZH0Ol0uHz5MjQaTYHgUtawLIvExESEh4cXG1hGr9dDp9OhadOmleL+FiVb7MEpc+izZs3CpEmTMHPmTJtGcdU1epa9KJVKREREFJjr5ThOjEzlyEeSsJJoW0olGBvHyuXyKvXCVhUWLlyIbt26wdXVFQcOHMD69evxzTffVHS1KBQKxTkCvVevXgCAvn37Wow0CSFgGMbphlBVEVtRgDiOg16vh0ajcUygcxwgBPEvRKBTyoZTp05h/vz5yMrKQt26dbFs2TKMGjWq1CEbKRQKpbQ4RaAfPnzYGcVQ7IWmTq0wfvzxxwLrqHuZAwidT/rcUihOxykCXeqSQykHJB9DZ2YKo1DKGoaRgVSypCwUSnXBKQL96NGjRW7v2LGjM05DMcHIZCAKBR3lUKoktBNKoZQNThHogluTFOlL+zTOoTvBeaBIbCVkoVAozqWs32MKxZk4xZoqPT3dYnn48CHi4uLw7LPPFshpXd0R3CT0en0F14RCoZSW3NxcAKAeI5QqgVNG6LbSYHbr1g0qlQoTJkzA2bNnnXGaKoFCoYCLiwsePXoEpVJZpPW6YOWu0+mqtf8ybWPV52lrI8MwyM3NxcOHD+Hl5VWsPzOFUhko02TLfn5+SEhIKMtTVDoYhkFAQACSkpLELGWFQQhBXl4etFpttZ1XpG2sHjytbfTy8rIrNS+FUhlwikC3zodOCEFKSgrmzp2LyMhIZ5yiSqFSqRAeHl6s2t1gMODo0aPo2LFjtVXp0TZWD57GNiqVSjoyp1QpnCLQIyMjwTBMAQOS5557DmvXrnXGKaocMpms2FCCcrkcRqMRGo2m2n4kaRurB7SNFErlxykCPSkpyeK3TCZDzZo1K0VsXAqFQqFQngacItBDQkKcUUyVQdBElDbcp8FgQG5uLjIzM6vtiIC2sXpA21g9qKpt1Ol0yM7Ohk6ng0JRtNjiOA65ublIT08v1oDTaDTCaDQiMzOzUngmCTKlxO6SpBTEx8eTRo0akYyMjALbnjx5Qho3bkyOHj1amlNUSu7evUsA0IUudKELXeji9OXu3bslkk2lSp/at29fdO7cGR9++KHN7cuWLcPhw4exa9eukp6iUsJxHP755x+4u7uXyuI3MzMTwcHBuHv3brXNSEfbWD2gbawe0DZWbgghyMrKQmBgYIncQ0ulcr948SLmzZtX6Pbu3btj4cKFpTlFpUQmkyEoKMhp5Xl4eFS5B89RaBurB7SN1QPaxsqLrbgu9lKqCBEPHjwoch5GoVDg0aNHpTkFhUKhUCgUOyiVQK9duzauXLlS6PZLly4hICCgNKegUCgUCoViB6US6L169cIXX3wBnU5XYFteXh6mTp2K3r17l+YU1Rq1Wo2pU6dCra6+6SRpG6sHtI3VA9rG6k2pjOIePHiAFi1aQC6XY+zYsYiIiAAAXL9+HcuXLwfLsjh37hz8/PycVmEKhUKhUCgFKZVAB4C///4b77zzDg4ePCj6zjEMg5iYGCxfvhxhYWFOqSiFQqFQKJTCKbVAF0hPT8fNmzdBCEF4eDi8vb2dUSyFQqFQKBQ7cJpAp1AoFAqFUnFUz8TGlYjly5cjNDQUGo0Gbdq0walTpwrd9+rVqxgwYABCQ0PBMAyWLFlSfhUtBY60cdWqVejQoQO8vb3h7e2Nrl27Frl/ZcGRNu7cuROtWrWCl5cXXF1dERkZiQ0bNpRjbUuGI22UsmXLFjAMg/79+5dtBZ2AI21ct24dGIaxWKpCfgpH7+OTJ0/w3nvvISAgAGq1Gg0aNMD+/fvLqbYlw5E2durUqcB9ZBgGL7zwQjnWuJwofSBUSmFs2bKFqFQqsnbtWnL16lUyevRo4uXlRR48eGBz/1OnTpFJkyaRzZs3E39/f/LVV1+Vb4VLgKNtHDx4MFm+fDk5f/48+euvv8iIESOIp6cnuXfvXjnX3H4cbePhw4fJzp07ybVr18jNmzfJkiVLiFwuJ3FxceVcc/txtI0CSUlJpHbt2qRDhw6kX79+5VPZEuJoG2NjY4mHhwdJSUkRl9TU1HKutWM42sb8/HzSqlUr0qtXL3Ls2DGSlJREjhw5Qi5cuFDONbcfR9v477//WtzDK1euELlcTmJjY8u34uUAFehlSOvWrcl7770n/mZZlgQGBpI5c+YUe2xISEiVEOilaSMhhBiNRuLu7k7Wr19fVlUsNaVtIyGEREVFkc8//7wsqucUStJGo9FI2rZtS1avXk2GDx9e6QW6o22MjY0lnp6e5VQ75+BoG7/77jtSt25dotfry6uKpaa07+NXX31F3N3dSXZ2dllVscKgKvcyQq/X4+zZs+jatau4TiaToWvXrjhx4kQF1sx5OKONubm5MBgM8PHxKatqlorStpEQgvj4eCQkJKBjx45lWdUSU9I2zpgxA7Vq1cLIkSPLo5qloqRtzM7ORkhICIKDg9GvXz9cvXq1PKpbIkrSxp9++gnR0dF477334OfnhyZNmmD27NlgWba8qu0QzvjmrFmzBoMGDYKrq2tZVbPCoAK9jEhLSwPLsgV88P38/JCamlpBtXIuzmjjJ598gsDAQIsXtDJR0jZmZGTAzc0NKpUKL7zwAr7++mt069atrKtbIkrSxmPHjmHNmjVYtWpVeVSx1JSkjREREVi7di327NmD//73v+A4Dm3btsW9e/fKo8oOU5I23r59G9u3bwfLsti/fz+++OILLFq0CLNmzSqPKjtMab85p06dwpUrVzBq1KiyqmKF4pR86BRKSZg7dy62bNmCI0eOVAljI0dwd3fHhQsXkJ2djfj4eEyYMAF169ZFp06dKrpqpSYrKwtDhw7FqlWr4OvrW9HVKTOio6MRHR0t/m7bti0aNWqE77//HjNnzqzAmjkPjuNQq1YtrFy5EnK5HC1btsT9+/exYMECTJ06taKr53TWrFmDpk2bonXr1hVdlTKBCvQywtfXF3K5HA8ePLBY/+DBA/j7+1dQrZxLadq4cOFCzJ07F7/++iuaNWtWltUsFSVto0wmQ/369QEAkZGR+OuvvzBnzpxKKdAdbeOtW7dw584d9OnTR1zHcRwAPiFTQkIC6tWrV7aVdhBnvI9KpRJRUVG4efNmWVSx1JSkjQEBAVAqlZDL5eK6Ro0aITU1FXq9HiqVqkzr7CiluY85OTnYsmULZsyYUZZVrFCoyr2MUKlUaNmyJeLj48V1HMchPj7eotdflSlpG+fPn4+ZM2ciLi4OrVq1Ko+qlhhn3UeO45Cfn18WVSw1jraxYcOGuHz5Mi5cuCAuffv2RefOnXHhwgUEBweXZ/Xtwhn3kWVZXL58udImnCpJG9u1a4ebN2+KHTIAuHHjBgICAiqdMAdKdx+3bduG/Px8vP7662VdzYqjoq3yqjNbtmwharWarFu3jly7do289dZbxMvLS3R9GTp0KPn000/F/fPz88n58+fJ+fPnSUBAAJk0aRI5f/48SUxMrKgmFIujbZw7dy5RqVRk+/btFq4kWVlZFdWEYnG0jbNnzyaHDh0it27dIteuXSMLFy4kCoWCrFq1qqKaUCyOttGaqmDl7mgbp0+fTg4ePEhu3bpFzp49SwYNGkQ0Gg25evVqRTWhWBxtY3JyMnF3dydjx44lCQkJZN++faRWrVpk1qxZFdWEYinps9q+fXsycODA8q5uuUIFehnz9ddfkzp16hCVSkVat25N/vzzT3Hb888/T4YPHy7+TkpKIgAKLM8//3z5V9wBHGljSEiIzTZOnTq1/CvuAI60cfLkyaR+/fpEo9EQb29vEh0dTbZs2VIBtXYMR9poTVUQ6IQ41sbx48eL+/r5+ZFevXqRc+fOVUCtHcPR+/jHH3+QNm3aELVaTerWrUu+/PJLYjQay7nWjuFoG69fv04AkEOHDpVzTcsXGvqVQqFQKJRqAJ1Dp1AoFAqlGkAFOoVCoVAo1QAq0CkUCoVCqQZQgU6hUCgUSjWACnQKhUKhUKoBVKBTKBQKhVINoAKdQqFQKJRqABXoFAqFQqFUA6hAp1AoFAqlGkAFOoVCKTfu3LkDhmFw4cIFu48ZMWIE+vfvX+x+Q4cOxezZsx2qT1xcHCIjIy2Sk1AoVRUq0CmUKsyIESPAMAwYhoFKpUL9+vUxY8YMGI1Gu45ft24dvLy8yqxu1oI4ODgYKSkpaNKkiVPPdfHiRezfvx/jxo0DADRt2hRjxoyxue+GDRugVquRlpaGHj16QKlUYuPGjU6tD4VSEVCBTqFUcXr06IGUlBQkJiZi4sSJmDZtGhYsWFDR1bKJXC6Hv78/FAqFU8v9+uuv8corr8DNzQ0AMHLkSGzZsgV5eXkF9o2NjUXfvn3h6+sLgO94LFu2zKn1oVAqAirQKZQqjlqthr+/P0JCQvDOO++ga9eu+OmnnwAA6enpGDZsGLy9veHi4oKePXsiMTERAHDkyBG88cYbyMjIEEf506ZNAwDk5+dj0qRJqF27NlxdXdGmTRscOXJEPKcwsj948CAaNWoENzc3sWMBANOmTcP69euxZ88esewjR44UULmzLIuRI0ciLCwMWq0WERERWLp0qUPtZ1kW27dvR58+fcR1r7/+OvLy8rBjxw6LfZOSknDkyBGMHDlSXNenTx+cOXMGt27dcui8FEplgwp0CqWaodVqodfrAfCjzzNnzuCnn37CiRMnQAhBr169YDAY0LZtWyxZsgQeHh5ISUlBSkoKJk2aBAAYO3YsTpw4gS1btuDSpUt45ZVX0KNHD7EzAAC5ublYuHAhNmzYgKNHjyI5OVk8ftKkSXj11VdFIZ+SkoK2bdsWqCvHcQgKCsK2bdtw7do1TJkyBf/5z3/w448/2t3eS5cuISMjA61atRLX+fr6ol+/fli7dq3FvuvWrUNQUBC6d+8urqtTpw78/Pzw+++/231OCqUy4ly9F4VCqTAIIYiPj8fBgwfx/vvvIzExET/99BOOHz8uCtONGzciODgYu3fvxiuvvAJPT08wDAN/f3+xnOTkZMTGxiI5ORmBgYEAeAEdFxeH2NhY0fDMYDBgxYoVqFevHgC+EzBjxgwAgJubG7RaLfLz8y3KtkapVGL69Oni77CwMJw4cQI//vgjXn31Vbva/ffff0Mul6NWrVoW60eOHImePXsiKSkJYWFhIIRg/fr1GD58OGQyy7FMYGAg/v77b7vOR6FUVqhAp1CqOPv27YObmxsMBgM4jsPgwYMxbdo0xMfHQ6FQoE2bNuK+NWrUQEREBP76669Cy7t8+TJYlkWDBg0s1ufn56NGjRribxcXF1GYA0BAQAAePnzocP2XL1+OtWvXIjk5GXl5edDr9YiMjLT7+Ly8PKjVajAMY7G+W7duCAoKQmxsLGbMmIH4+HgkJyfjjTfeKFCGVqtFbm6uw3WnUCoTVKBTKFWczp0747vvvoNKpUJgYGCpDc6ys7Mhl8tx9uxZyOVyi22C0RnAj66lMAwDQohD59qyZQsmTZqERYsWITo6Gu7u7liwYAFOnjxpdxm+vr7Izc2FXq+HSqUS18tkMowYMQLr16/HtGnTEBsbi86dO6Nu3boFynj8+DFq1qzpUN0plMoGFegUShXH1dUV9evXL7C+UaNGMBqNOHnypKhy//fff5GQkIDGjRsDAFQqFViWtTguKioKLMvi4cOH6NChQ4nrZatsa4TpgHfffVdc56hxmjCav3btWoGR/RtvvIFZs2Zh586d2LVrF1avXl3geJ1Oh1u3biEqKsqh81IolQ1qFEehVFPCw8PRr18/jB49GseOHcPFixfx+uuvo3bt2ujXrx8AIDQ0FNnZ2YiPj0daWhpyc3PRoEEDDBkyBMOGDcPOnTuRlJSEU6dOYc6cOfj555/tPn9oaCguXbqEhIQEpKWlwWAw2KzjmTNncPDgQdy4cQNffPEFTp8+7VA7a9asiRYtWuDYsWMFtoWFheH//u//8NZbb0GtVuOll14qsM+ff/4JtVqN6Ohoh85LoVQ2qECnUKoxsbGxaNmyJXr37o3o6GgQQrB//35RXd62bVuMGTMGAwcORM2aNTF//nzxuGHDhmHixImIiIhA//79cfr0adSpU8fuc48ePRoRERFo1aoVatasiePHjxfY5+2338ZLL72EgQMHok2bNvj3338tRuv2MmrUqEKDw4wcORLp6ekYPHgwNBpNge2bN2/GkCFD4OLi4vB5KZTKBEMcnfSiUCiUSkZeXh4iIiKwdetWh0baaWlpiIiIwJkzZxAWFlaGNaRQyh46QqdQKFUerVaLH374AWlpaQ4dd+fOHXz77bdUmFOqBXSETqFQKBRKNYCO0CkUCoVCqQZQgU6hUCgUSjWACnQKhUKhUKoBVKBTKBQKhVINoAKdQqFQKJRqABXoFAqFQqFUA6hAp1AoFAqlGkAFOoVCoVAo1QAq0CkUCoVCqQZQgU6hUCgUSjWACnQKhUKhUKoBVKBTKBQKhVINoAKdQqFQKJRqABXoFAqFQqFUA/4f6asAmgR8zkYAAAAASUVORK5CYII=' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fb8bd2b8fcc6471cb83d3a6722084542",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 75.89+/-0.13 mV/dec\n",
      "Tafel slope (order 1): 83.77+/-0.39 mV/dec\n",
      "Tafel slope (order 2): 116.79+/-1.17 mV/dec\n",
      "Tafel slope (order 3): 190.28+/-34.02 mV/dec\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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f3e38e16a8ef42c6b443b1e0486c491d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6da79e59d8c74d10a063cc2e6a823f5c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 85.51+/-0.08 mV/dec\n",
      "Tafel slope (order 1): 91.22+/-0.34 mV/dec\n",
      "Tafel slope (order 2): 119.88+/-1.27 mV/dec\n",
      "Tafel slope (order 3): 180.12+/-41.83 mV/dec\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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2bb885c82c4741be919dd05f06ec468e",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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ECSkZFhdvyAAQOIh4cHP9vi3o+qVauazcAIISQqKuqplx2MRqPVoOzJkyfE39/fqq+ytcxh7/eemJhIpFKplQaNW2oSbufsUNauXVuqtmdnZxMApGfPnqU6rnv37mYTsnXr1hGZTEbS0tJKdR5LShLoAMi8efPMttevX9+m4CoOy/eAEEIWLVpkpS16GpW7EEcEulqtNtN2njp1igAgU6ZM4bc5Kv8IIeSDDz4gAMiNGzf4bdnZ2USlUlktTxNCSJnd1mJjYyGXy9GvX79SH1tYWAilUmm1XaVS8fuFf+2VtWW16SxiYmIQExOD9PR0tGvXDjExMWjbti3u3LmDPn368PurVq1apvNXqlQJ0dHRmDFjBnbv3o3//e9/SExMRN++faHVah0+T05ODtzc3Bwqe/bsWaSlpeHdd9/l7zUAdOvWDbVq1cLevXutjlm8eDEOHjyI77//Hs2aNYNerzfzMMjNzQWAYtvA7cvJyTE7r8FgwEcffeRQ2wGgatWqGDJkCNatW4fk5ORiyzZv3hwNGzbkv1euXBk9e/bE77//DpqmAQCenp44depUmbwAOEpz/wGgY8eO8PX1RWxsLL8tISEBf//9NwYOHAiJpHQ/yV9++QXTp09Hz549MWLECBw5cgSdOnXCsmXL8ODBA6vyo0aN4v/39PTEK6+8AhcXF7Pf8SuvvAJPT0/cvXvX7NjBgwfjwYMHOHr0KL8tNjYWCoUCffv2taqrpGdACMHOnTvRo0cPEEKQkZHBfzp16oTs7Gwrz5ehQ4dCrVabbfP09MTVq1dx69YtB++aNVKpFAqFAgDAMAwyMzNhNBrRqFEju943jvDzzz+DYRj069fP7PoCAgJQo0YN/N///Z9ZeaVSieHDh5eqDu53VZr38PHjx/j9998xcOBAftubb74JiqKwbdu2UtVfFiy9MF577TWr960khO9Bfn4+MjIy0KJFCxBCcOHCBae0s7T06tULwcHB/PcmTZqgadOm2LdvH7/NUfkHgPeKEfYXO3fuhFarxaBBg6zOUSaBnpeXhz179qBTp07w9vYu9fFqtRo6nc5qOyfIuAfF/bVX1vKH7SyePHmCjIwMpKen48iRI2jUqBEyMjJw5MgR5OTkIDIyEhkZGcjLyyvT+bOzs/Haa6+hefPmWLRoEXr27In3338fO3fuxPHjx/HDDz84fC53d3deqJbEvXv3ALAdtiW1atXi9wuJjo5Ghw4dMGLECMTHx+P06dNmLilcJ1JcGyyFfmJiIpYsWYIFCxaU2id19uzZMBqNWLx4cbHlatSoYbWtZs2aKCgoQHp6OgDgiy++wD///IPQ0FA0adIEc+bMKXWnUpr7DwAymQz9+/fHsWPHeDc87sdq6wdaWiiKwpQpU2A0Gq3cNlUqFXx9fc22eXh4ICQkBBRFWW1/8uSJ2bYBAwZAKpXy7dVqtdi1axe6dOmCSpUqWbWlpGeQnp6OrKwsrFu3Dr6+vmYfTqilpaWZHR8eHm51znnz5iErKws1a9ZEZGQkPvjggzK5z23cuBH16tWDSqWCt7c3fH19sXfvXmRnZ5f6XBy3bt0CIQQ1atSwusZr165ZXV9wcDA/sHAUd3d3AMX/Bi2Ji4uDwWBA/fr1cfv2bdy+fRuZmZlo2rQpNm/eXKr6S4ut97BSpUpW71tJ3L9/H8OGDYOXlxdcXV3h6+uL1q1bA8BTPbOnwd47L3R1c1T+AUC9evVQt25dbNmyhd8WGxsLHx8fdOrUyeocZRLou3fvRkFBQZk7oMDAQJszLG5bUFAQX0643bIsV87Z1K9fH76+vvDz80NmZibef/99+Pr6on379gCAhg0bwtfXFxMmTCjT+Xfu3InU1FS8/vrrZttbt24Nd3d3u77etqhVqxays7ORlJRUpraUBoVCgddffx0///wzP4qsXbs2ABTbgXL7IiIiAACffPIJgoOD0aZNGyQmJiIxMREpKSkAgPT0dCQmJoJhGJvnqlq1KgYPHuzQLL0k+vXrh7t37+Krr75CUFAQlixZgjp16pTKH7dWrVq4efMm9Hq9w8cMHjwYDMPwP9ItW7YgIiIC0dHRpb0Em4SGhgIAMjMzzbZLpVKb5e1tJ4SYfffz80OHDh2wc+dOGAwG/Prrr8jNzS1zP8A948GDByM+Pt7mp2XLlmbH2BrEt2rVCnfu3MH69etRt25dfPfdd2jQoEGxPryWbNq0CcOGDUO1atXw/fff48CBA4iPj0e7du3svouOXiNFUfz5LD/ffPNNiddXEu7u7ggKCsI///zj8DGc0G7ZsiVq1KjBf44fP46//vqr1APb0mDvfSsNNE2jQ4cO2Lt3Lz788EPs3r0b8fHx2LBhAwA81TMrbxyVfxyDBw/GzZs3cfbsWaSkpOD//u//0K9fP8hkMqtzWG9xgM2bN8PV1dVKIDlKdHQ0jh07BoZhzFSMp06dgkajQc2aNflyAKsqbtKkCV/u0aNHePDgAcaMGVOm+kti8+bNKCwsxO7du7Ft2zZ+RjJr1iz4+PhgypQpAKxvvKOkpqYCAK/65SCEgKZpq6A5xdGjRw9s2bIFmzZtwsyZM4stGxYWBoANltCuXTuzfTdu3OD3F0dhYSEIIXwQlC5dukAqleKnn37C22+/bfOYH3/8ETKZDJ07dwbAjqxv375tc7ni3XffBcBqSTw9PW2eb/bs2di0aRM+//xzu+20pX69efMmNBqN2ewgMDAQ7777Lt59912kpaWhQYMGWLBgAbp06WL33EJ69OiBv/76Czt37jRTXxZH06ZNUa1aNcTGxqJDhw64evUqFixY4NCxjsB1xpazIGcwaNAgHDhwAPv370dsbCzc3d3Ro0cPm2UdeQZubm6gaRoxMTFP1S4vLy8MHz4cw4cPR15eHlq1aoU5c+aYLTEUx44dO1C1alU+oAfHp59+6tDxlhoOjmrVqoEQgvDwcL5fKw+6d++OdevW4a+//kLz5s2LLZuQkICTJ09iwoQJ/IyWg2EYDBkyBLGxsZg9e3a5tfdpuXLlCm7evImNGzea9Tvx8fFWZe09m/LA3jtfpUoV/ruj8o9j4MCBmDlzJmJjYxEWFgaapu0PooUL6o4YxaWlpRGZTEaGDBlSbLni4FythAZQ6enpxNPTk/Tv39+sbK1atUhUVJSZS8Ps2bMJRVHk33//tXl+Z/mhv/3222aGJgEBAQ67lBVnQMG5HFgaHe3evbvU/rx6vZ5ERkYSFxcXcvLkSav9OTk5vFU6ZxRXr149M19nzhVPaBQnDFbA8eTJExIaGkpCQ0PNto8aNcqugeSaNWsIADJ27Fh+27Fjx8iuXbvMPp999hlvzLVr1y6i1+sJIeZGcUKGDRtGVCoVeeWVV+waxQldrO7fv09UKhXp1asXIYQ1gsrKyrJqb+PGjUmjRo2sttsjMzOTBAYGksDAQDPDFY7U1FSb7pWffPIJb8hUFtdPQlgfWUtXH71eT1q2bEkUCoWZgaU9/197fvz2/Ntzc3OJRqMhnTp1IkqlkgwbNsxm2xx5BoSwz1GhUFi59hBCzIyz7BlNEkKsDOoIYV2DfHx8bLbNFr179yZVq1Y1M/j7+++/CUVRJCwszKysrXvDveeWxqG3b98mUqmUvPXWW7yfNgfDMGZtf5qYCrdv3yYuLi4kIiLCzKJauJ/zfuB+a/Y8Yzp06GA35oAjlMUPnXOLdJTLly9bedcwDEO6devGe25wfPjhhwRAqbyHbPE0RnGTJ0/mt5VG/nG0atWKBAUFkUaNGpHw8HC7bZQdPXqUN3JJT09Hfn4+5s+fD4BVZbVq1cpsABAXFwej0fhU6319+vRBs2bNMHz4cPz777/w8fHB6tWrQdM05s6da1Z2yZIleP3119GxY0cMGDAA//zzD1atWoVRo0bx6l4Ort1c+NSffvoJx48fB4AyjTZPnDjBawHu3r2LlJQUtGjRwm757OxsfPXVV/yxALBq1Sp4enrC09OTV9H36NEDderUwbx583Dv3j00a9YMt2/fxqpVqxAYGIiRI0c63Ea5XI6ff/4ZMTExaNWqFfr164eWLVtCLpfj6tWriI2NRaVKlbBgwQLI5XJ8/vnnGD58OFq3bo2BAwciNTUVK1asQJUqVXjNAwB06dIFISEhaNq0Kfz8/HD//n388MMPePToEeLi4sza8OWXX+L69et49913ceDAAX4m/vvvv2PPnj1o3bo1li5dypd/9dVXra6Dm403btwYvXr1KvG6Z82ahZ9++gk3btxAnTp1rPbXrVsXnTp1wnvvvQelUonVq1cDAP9+5ebmIiQkBH369OHD5f7xxx84c+aMWVtLolKlSti1axe6du2K6OhoDB48mDcEO3/+PLZs2WJzxjR48GDMmzcPe/bsQcuWLc1G8I7yyy+/YP78+ejTpw/Cw8ORmZmJ2NhY/PPPP1i4cCECAgJKfc6ScHV1Ra9evRxa9y/pGQCsceT//d//oWnTphg9ejQiIiKQmZmJ8+fP448//rBaNrBFREQE2rRpg4YNG8LLywtnz57Fjh07SrUk1r17d/z8889444030K1bNyQkJGDt2rWIiIhwyFaGe+azZs3CgAEDIJfL0aNHD1SrVg3z58/HzJkzkZiYiF69esHNzQ0JCQnYtWsXxowZg2nTpjncTntwGp/+/fujdu3aePvtt1G3bl3o9XqcPHkS27dv521fNm/ejOjoaH5pxpLXX38dEydOxPnz59GgQQOH6v/1119x6dIlAGwY6MuXL/P98euvv4569eo99TUKqVWrFqpVq4Zp06bh4cOHcHd3x86dO22uw3PP5r333kOnTp0glUoxYMAAh+pxtE/nqF69Ol599VW888470Ol0WL58Oby9vTF9+nS+TGnkH8fgwYMxZswYPHr0CLNmzbLfYG5kZOtjy8e6WbNmxM/Pr9RBACzJzMwkI0eOJN7e3kSj0ZDWrVtbzcI4du3axUcKCwkJIbNnz+ZncELsXQfK4LKQkpJCAPDR1zZt2kTc3NyKdSviRmm2Ppaj/MzMTDJlyhQ+6IaPjw8ZMGCAme9vaXjy5An55JNPSGRkJNFoNESlUpG6deuSmTNnWrnCxcXFkfr16/NBOGwFllm1ahV59dVXiY+PD5HJZMTX15f06NGDHD161Gb9Op2OfPnll6Rhw4bExcWFaDQa0qBBA7J8+XKbz8oSR9zWLOFcYIoLLFOjRg2iVCpJ/fr1zTQ2Op2OfPDBByQqKoq4ubkRFxcXEhUVVSY3TEIIefToEf88VSoV0Wg0pGHDhmTBggUkOzvb5jGNGzcus+snIYScPXuW9OjRgwQHBxOFQkFcXV3Jq6++SrZt22ZV1lkzdEKK3GsCAwPt/h4ceQYcqampZPz48SQ0NJTI5XISEBBA2rdvT9atW8eXKW6GPn/+fNKkSRPi6elJ1Go1qVWrFlmwYIFD7x0HwzBk4cKFJCwsjG/rb7/9RoYOHerQDJ0QduYbHBxMJBKJ1Uxu586d5NVXXyUuLi7ExcWF1KpVi4wfP95Mq+OMqIc3b94ko0ePJlWqVCEKhYK4ubmRli1bkq+++opotVpy7tw5AoB8/PHHds+RmJho5WpVEvYCuMBituysGTohhPz7778kJiaGuLq6Eh8fHzJ69Ghy6dIlqzqNRiOZOHEi8fX1JRRFlaoeR/t0YWCZpUuXktDQUKJUKslrr71GLl26ZHXe0sg/rrxSqSQA7GqmCSGEIsTC8kVE5AWHoiiMHz8eq1atet5N+c8iPgOR/xKJiYkIDw/HkiVLnKJxKStlMooTwjAMjhw5gmPHjuHevXsoKCiAr68v6tevj5iYGLtqHRERERERERHnUWaBXlhYiKVLl2LNmjXIzMxEdHQ0fH19+bXbnTt3YtSoUWjTpg2mTp3Kr2OUx7qeo2RnZ5cYjOZ5tk+IXq8vcf3Qw8Oj3Hzx/+sUFhaW6Mvq5eVVap9hR6BpmveVt4erq6uYV9oBXvTfUV5eXolr+L6+vk5xBbPked27zMzMYt1ApVLpU3twPIs6nhVmfZXDiwkWhISEkL59+5K9e/fya1XFraNwn+dJRW+fEHuJIIQf4TqRSBEwrd8+DcK0rfY+zsrmZ0lx63bcx14OgYqCM56BM3jRf0fF2Thxn/JK2fq87h0XAtfex9KmoSLUIVxDf9YI+6oyr6Ffu3bNysr833//tRlG02g0Ii0tDUFBQU/tb/o02GufkOfZPiFPnjzBuXPnii1Tp04dPviOiHNJTk7mvSXs0bBhQ5sR0p4WrVbLe2fYo2rVqmUOO/xf4kX/Hd29e7fEIC+vvvqqWShnZ/G87t25c+eKjRqnVqutAg5VxDqeFcK+SjSKExEREREReQkoc3IWS44dO4bBgwejefPmfIxqoR+4iIiIiIiISPnx1FbuABubfMiQIRg0aBAuXLjAB57Pzs7GwoULzTLNvAwwDINHjx7Bzc3tmYYVFBERERF5eSGmsNpBQUGlzrzIneCpiY6OJhs3biSEEOLq6srnCD9//jzx9/d3RhVO5fr16yQqKor/qFQqsmvXLoePT0pKKtFYRPyIH/EjfsSP+CnLJykpqUyyzSkz9Bs3bliFiAVYl4asrCxnVOFUXnnlFVy8eBEA6xZSpUoVdOjQweHjuTSgSUlJfOrCsmAwGHDw4EF07NgRcrm8zOepyIjX+HIgXuPLwYt6jVqtFlevXoVMJrOZZUwIwzC4f/8+KleuXOIs12g0wmg0ok6dOuViWFhacnJyEBoaWqrc9kKcItADAgJw+/Ztq3jUx48fr/CWuL/88gvat28PFxcXh4/h1Ozu7u5PLdA1Gg3c3d1fqB9XaRCv8eVAvMaXgxf1GhUKBVxdXaFSqUqM/UDTNDIyMlCpUqUS/fP1ej20Wi3c3d0rhEDnKOtSrlOM4kaPHo1Jkybh1KlToCgKjx49wubNmzFt2jS88847zqjCjKNHj6JHjx4ICgoCRVHYvXu3VZmvv/4aVapUgUqlQtOmTXH69Gmb59q2bRv69+/v9DaKiIiIiIg8S5wi0GfMmIG33noL7du353MRjxo1CmPHjsXEiROdUYUZ+fn5iIqKwtdff21zf1xcHKZOnYpPP/0U58+fR1RUFDp16oS0tDSzcjk5OTh58iS6du3q9DaKiIiIiIg8S5yicqcoCrNmzcIHH3yA27dvIy8vDxEREeUWmrJLly7o0qWL3f3Lli3D6NGjMXz4cADA2rVrsXfvXqxfvx4zZszgy+3ZswcdO3asUKoWERERERGRsuAUgc6hUCgQERHhzFOWGr1ej3PnzmHmzJn8NolEgpiYGPz1119mZbdt28bnOy8OnU7Hu+IB7MweYNejDAaDzWMYhoHBYAApJm6P0WiETCZDXl5eiYYeLyriNb4c/NeuUS6XQyaTlUuM9OcJ11/Z67cqKkajEQzDgGEY0DRdbFluf0nlAPDnNBqNFeKePG0byvzL7N27t8Nlf/7557JWU2oyMjJA0zT8/f3Ntvv7++P69ev89+zsbJw+fRo7d+4s8ZyLFi2ymXj+4MGD0Gg0VtulUil8fHwcMjoJCAgoMbTji454jS8H/7VrZBgGubm5yM3Nfc6tcj7x8fHPuwnlTmne1ZSUlHJsieMUFBQ81fFlFugeHh5PVfHzxsPDA6mpqQ6VnTlzJqZOncp/51wLOnbsaGXlTgjBw4cPYTQaERgYWKzbBCEE+fn5cHFxeWkD1IjX+HLwX7tGgO1c09PTUbNmTasJwouKwWBAfHw8OnTo8EJZuet0Oly9ehUqlarEdtM0jbt376Jq1aolalgMBgO0Wi3q1KkDpVJZtrZlZ0OfmwulhwcUZXQ34+C0v2WlzAL9hx9+eKqKywsfHx9IpVIrYZ2amlrm1KhKpdLmw5bL5VYvF/eCBAUFlWhDwKnl1Wp12aICvQCI1/hy8F+8RhcXF0gkEqSlpSEwMPClUr/b6rsqMjRNQyKRQCKROPwcpFJpiWW588pksjLfj7ysLOQ9eAAqJAQuXl5lOgfH0z6Tl+6XqVAo0LBhQxw6dIjfxjAMDh06hObNm5d7/dy6TXnkyRYREXm2cEtqFWF9VaRiYjSpyeU2ll+fNU6zbtmxYwe2bduG+/fvWyWOP3/+vLOqAcBGd7t9+zb/PSEhARcvXoSXlxcqV66MqVOnYujQoWjUqBGaNGmC5cuXIz8/n7d6fxa8rGpJEZH/EuLvWKQkDCaBLqsAAt0pM/SVK1di+PDh8Pf3x4ULF9CkSRN4e3vj7t27xbqXlZWzZ8+ifv36qF+/PgBg6tSpqF+/Pj755BMAQP/+/fG///0Pn3zyCaKjo3Hx4kUcOHDgpVkHExERERF5/hCGgVGrBVAxZuhOEeirV6/GunXr8NVXX0GhUGD69OmIj4/He++9h+zsbGdUYUabNm1ACLH6bNiwgS8zYcIE3Lt3DzqdDqdOnULTpk2d3g4Ra4YNG4ZevXo99XnmzJmD6Ojopz5PSRw+fBgURVXInAMiIiIVG252LpHJIK0Ay6xOEej3799HixYtAABqtZp38xgyZAi2bNnijCpEngGOhst9FkybNs3MDsIZtGnTBpMnTzbb1qJFCyQnJ7/wXhsiIiLPHkMFWj8HnCTQAwICkJmZCQCoXLky/v77bwDs2nZxgVVEKg6OhsstbwghMBqNcHV1hbe3d7nXp1AoEBAQIK6VioiIlBpjBVo/B5wk0Nu1a4dffvkFADB8+HBMmTIFHTp0QP/+/fHGG284owqRckYYLjciIgJr166FRqPB+vXr7R5D0zSmTp0KT09PeHt7Y/r06VYDOIZhsGzZMlSrVg1qtRpRUVHYsWMHv59Tee/fvx8NGzaEUqnE8ePHzVTuBw8ehEqlslKLT5o0Ce3atQMAPH78GAMHDkRwcDA0Gg0iIyPNtEPDhg3DkSNHsGLFClAUBYqikJiYaKZyz8nJgVqtxv79+83q2bVrF9zc3PigD0lJSejXrx88PT3h5eWFXr164f79+6W+5yIiIi82xsJCAC/ZDH3dunWYNWsWAGD8+PFYv349ateujXnz5mHNmjXOqOKFhjCM3Q+K2fe0H0fhwuXGxMTw2+yFyxWydOlSbNiwAevXr8fx48eRmZmJXbt2mZVZvHgx4uLisHr1aly9ehVTpkzB4MGDceTIEbNyM2bMwOLFi3Ht2jXUq1fPbF/79u3h6elpFtWPpmnExcVh0KBBANh8yQ0bNsTevXvxzz//YMyYMRgyZAi/bLBixQo0b94co0ePRnJyMpKTkxEaGmpWj7u7O7p3747Y2Fiz7Zs3b0avXr2g0WhgMBjQqVMnuLm54dixYzhx4gRcXV3Rp08fK+8OERGRlxtOoMvU6ufcEhanuK1xDv8cAwYMwIABA5xx6hcewjCg7czeGIYBCgpAZ2WBlEOwDmnlyqAcOK+j4XItWb58OWbOnMmHAV67di1+//13fr9Op8OiRYuwa9cuxMTEQCKRoGrVqjh+/Di++eYbtG7dmi87b948dOjQwfZ1SKUYMGAAYmNjMXLkSADAoUOHkJWVhTfffBMAEBwcjGnTpvHHTJw4Eb///ju2bduGJk2awMPDAwqFAhqNptgAQ4MGDcKQIUNQUFAAjUaDnJwc7N27lx+oxMXFgWEYfPfdd7yafv369fDy8sLhw4fRuXNnu+cWERF5ueAs3GUVJMGXUwT6Dz/8AFdXV/Tt29ds+/bt21FQUIChQ4c6oxqRCkR2djaSk5PNvAdkMhkaNWrEq91v376NgoICq7j/er2edznkaNSoUbH1DRo0CM2aNcOjR48QFBSEzZs3o1u3bvD09ATAztgXLlyIbdu24eHDh9Dr9dDpdDZj7RdH165dIZfL8csvv2DAgAHYuXMn3N3dee3FpUuXcPv2bbhZhHjUarW4c+dOqeoSERF5cSEMA9qklZO+TAJ90aJF+Oabb6y2+/n5YcyYMf9pgU5JJJBWrmx7H8MAOTmQuruXSzhNR2bnQPmEywXYAEAAO6utUaOG2TVahtLl4mfbo3HjxqhWrRq2bt2Kd955B7t27TJzU1yyZAlWrFiB5cuXIzIyEi4uLpg8eXKp1eAKhQJ9+vRBbGwsrxXo378/n2EsLy8PDRs2xObNm/ljGIZBXl4ewsPDS1WXiIjIi4vRlIGTkkggrSBhdJ0i0O/fv2+zMwsLCxONhWBfsFIAIJGAMn2eF8JwuZwPORcud8KECTaP8fDwQGBgIE6dOoVWrVoBYFMcnjt3Dg0aNAAAREREQKlUIikpCV26dHnqQcugQYOwefNmhISEQCKRoFu3bvy+EydOoGfPnhg8eDDf/ps3b5ql81UoFA6lVBw0aBA6dOiAq1ev4s8//8T8+fP5fQ0aNEBcXBz8/Pz4xDwMwyAnJ8cqUY+IiMjLC20S6BVF3Q44ySjOz88Ply9fttp+6dKlZ+J6JPL0TJ06Fd9++y02btyIa9eu4Z133ikxXO6kSZOwePFi7N69G9evX8e7775rZonu5uaG999/H7NmzcLGjRtx584dnD9/Hl999RU2btxY6jYOGjQI58+fx4IFC9CnTx+zWX6NGjUQHx+PkydP4tq1axg7dqyVxqFKlSo4deoUEhMTkZGRwdow2KBVq1YICAjAoEGDEB4ebrasMGjQIPj4+KBnz544duwYEhIScPjwYXz44Yd48OBBqa9JRETkxYRTt0sqyOwccJJAHzhwIN577z383//9H2iaBk3T+PPPPzFp0iTROO4FoSzhct9//30MGTIEQ4cORfPmzeHm5mblpjhv3jx88MEH+Pzzz1G7dm107twZe/fuLZN6unr16mjSpAkuX77MW7dzzJ49Gw0aNECnTp3Qpk0bBAQEWEWsmzZtGqRSKSIiIuDr62tXe0RRFAYOHIhLly5Z1aPRaHD06FFUrlwZvXv3Ru3atTF69GjodDpxhi4i8h+CmLR9EpnTUqI8NRRxQuQXvV6PIUOGYPv27fxaI8MwePvtt7F27dqXLvNYTk4OPDw8kJ2dbdWJa7VaJCQkIDw8HKoSVDFCVe3LnJJSvMYXn//qNZbm9/wiYDAYsG/fPt7480VBq9XiypUrUKlUJcoTmqZx69Yt1KhRo8T0qXq9HlqtFpGRkaV+vjlJSci6cwcu/v7wrl27VMfaPWcxssURnDK0UCgUiIuLw/z583Hx4kWo1WpERkYiLCzMGacXERERERGpUDBGI4CKNUN3aktq1KiBGjVqgKZpXLlyBe7u7qhUqZIzqxAREREREXluMEYjshMTUWAKi01VIIHuFN3Z5MmT8f333wNg1R2tW7dGgwYNEBoaisOHDzujChERERERkedOTlISch88KDKKe9kE+o4dOxAVFQUA+PXXX3H37l1cv34dU6ZM4UPCioiIiIiIvOgYTPE1OF46gZ6RkcEHINm3bx/69euHmjVrYsSIEbhy5YozqnA6VapUQb169RAdHY22bds+7+aIiIiIiLwAcOFeOSqSQHdKS/z9/fHvv/8iMDAQBw4c4BOyFBQUlGhl+Dw5efIkXF1dn3czREREREReEBiDwez7SyfQhw8fjn79+iEwMBAURfFxr0+dOoVatWo5owoREREREZHnjqVApyrQpNUpKvc5c+bgu+++w5gxY3DixAk+gpdUKsWMGTOcUYUZR48eRY8ePRAUFASKorB7926rMl9//TWqVKkClUqFpk2b8mk0OSiKQuvWrdG4cWOzuNwiIiIiIiKWEEKQdecOLEO3PM+w3ZY4TVfQp08fq23llZQlPz8fUVFRGDFihFUmL4BNBjJ16lSsXbsWTZs2xfLly9GpUyfcuHEDfn5+AIDjx48jODgYycnJiImJQWRkpFUebhEREREREQDIT05GTlKS9Q5TGuWKQMUZWpSCLl26YP78+VZhRjmWLVuG0aNHY/jw4YiIiMDatWuh0Wiwfv16vkxwcDAAIDAwEF27dsX58+efSdsrKoQQjBkzBl5eXqAoChcvXkSbNm0wefLk5900ERERkedOvkVuCI6KNEOvOC1xEnq9HufOnePX8QFAIpEgJiYGf/31FwB2hp+bmwuATYf5559/ok6dOnbPqdPpkJOTY/YB2DCKtj6EEDAMU+KHU904Wr48P/v27cOGDRvwyy+/4OHDh4iIiMCOHTswd+5cvkyVKlXw5Zdfluq83DUeOHAAzZo1g5ubG3x9fdG7d2/cvXuXL/fnn3+Coiirz6NHj+ye++7duzaPOXnyJF/mypUr6N27N6pUqQKKokrdfnuf/Px8uLi44ObNm3afY1xcHGrVqgWVSoXIyEj89ttvJZ73zz//RIMGDaBUKlG9enWsX7/ebL/BYMDs2bMRHh4OtVqNatWqYd68eaBpulTtz8jIwFtvvQV3d3d4enpixIgRyMnJKfY5JiQkoHfv3vD19YW7uzv69u2L5ORks3Jnz55FTEwMPD094e3tjdGjR1udNz4+Hi1atICbmxsCAgIwffp06PV6szJbt25FdHQ0NBoNwsLC8MUXX5T7b8DecySE2P2tv4if4vquivoxGo388+DyhRT3AeBQOe6cRqOx2Pq1BQUoyMwEbTTCOyoK7lWrgjYaQRuNJR5bludTViqOeZ6TyMjIAE3TVklF/P39cf36dQBsnm9udk/TNEaPHo3GjRvbPeeiRYswd+5cq+0HDx6ERqMx2yaTyRAQEIC8vDyHc3Fzg4vnydWrV+Hv74+6desCYD0UZDIZCCH8AIZhGGi1Wv67o9y7dw+9e/fGu+++izVr1iAnJwcfffQR3njjDRw5coSvDwDOnDkDNzc3/liVSmW3Pi7f+u7du82ML728vPhj0tPTERwcjG7dumHWrFkOtb979+5466238NZbb9kts2/fPoSGhsLPz49/fsLneOrUKQwaNAiffPIJOnXqhB07dqB37944fPiwWUpXy/vUo0cPDB8+HGvWrMGRI0cwZswYeHh4oH379gCApUuXYs2aNVi9ejVq166NCxcuYMKECVAqlRg7dmyx1yVkwIABSE1Nxc8//wyDwYAJEyZgxIgR+O6772yWz8/PR+/evVG3bl3eZmXhwoXo3r074uPjIZFIkJycjA4dOuCNN97AokWLkJubi5kzZ2LIkCF8dr0rV66ge/fueP/997Fq1SokJydj6tSpKCwsxGeffQYAiI+Px5AhQ/D555+jXbt2uHHjBq8pGjNmjMPXWFaEz1Gv16OwsBBHjx6F0RTq82UgPj7+eTeh3Ll7967DZVNSUordT+flQZeQAIlSCVV+PozZ2dCbkjups7JAOSkuPtcPlhWnJGd5nlAUhV27dvGZtR49eoTg4GCcPHkSzZs358tNnz4dR44cwalTp0pdh06ng86U+xZgA+iHhoYiIyPDZnKWpKQk3iCvOAghyM3NhZubG6jnuA4zfPhw/Pjjj/z3sLAw3L17F+3atUNUVBS+/PJLtGvXjhe+HI7kFieEYNOmTRg1ahQKCwv5pBe//vor3njjDRQWFkIul+Pw4cNo3749Hj9+DE9PT4fanZiYiGrVquHcuXOIjo4usXzVqlUxadIkTJo0qdhy7dq1w9tvv41hw4bZLTNq1Cj4+vpi0aJFNp/jgAEDkJ+fj19//ZU/pkWLFoiKiuLdOi2ZMWMG9u3bZ5aKeODAgcjKysL+/fsBAD169IC/v7+Z4O3Tpw/UajV++umnEu8BAFy7dg1169bFqVOn0KhRIwCsBqV79+64f/8+goKCrI75/fff0b17d2RkZMDDwwMAkJ2dDW9vbxw4cAAxMTFYt24dPv30Uzx8+JB/zleuXEF0dDRu3LiB6tWrY9asWfjjjz/Mfoe//vorBgwYgJSUFLi5uWHQoEEwGAzYtm0bX2bVqlVYsmQJEhMTy+23Yus5arVaJCYmIjQ09KVJzhIfH48OHTq8UMlZdDodrl69CpVKVWK7aZrG3bt3UbVq1RLdpg0GA7RaLerUqWOWjtmS3KQkZN+9C7WPD7zr1EFhRgYeX70KAAhs0QJSJ93LnJwc+Pj4PN/kLPZmPBRFQalUPtNsaz4+PpBKpVa5sFNTU/ngN6VFqVTafNhyudzq5aJpGhRFQSKRQCKRsGo8O2oUwjDsPoOhfNZh5HKHOr+VK1eievXqWLduHc6cOQOpVMp3yNy1/Pzzz4iKisKYMWMwevRoADAr88MPP9gUgAzDIDo6GhKJBBs3bsSwYcOQl5eHzZs3IyYmhr+v3LkaNGgAnU6HunXrYs6cOWjZsqXddnPH9OrVC1qtFjVr1sT06dPx+uuv2z2Gu56S4J6fLRiGwd69e7F7925IJBIwDGN17r///htTp041O0enTp34Y2zx999/IyYmxmx/586dMXnyZH5by5YtsW7dOty+fRs1a9bEpUuXcOLECSxbtszhLGinTp2Cp6cnmjRpwm/r2LEjJBIJzpw5Y9M2Ra/Xg6IoqFQqvh6NRgOJRIKTJ0+iY8eOMBgMUCgUfMZFAHBxcQHAxnyoWbMm9Hq92Tm4MlqtFhcuXECbNm2g1+v5c3NoNBo8ePCAHyyXB7aeo0QiAUVRNn/rLzIv2vXQNM3/Jh2NbSKVSkssy51XJpMVez+ITgepTAZ1pUqQy+UwyOWQmt5zhULhNF/0p30mTmmFp6dnsYIjJCQEw4YNw6efflruqRcVCgUaNmyIQ4cO8bN2hmFw6NAhTJgwoVzrtonBgJxFi+zupgDk2d37dLjPnAk4MJjy8PCAm5sbpFKp3UGPl5cXpFIpv+4p5JVXXuFnbbYICwvDgQMHMGDAAIwdOxY0TaN58+bYt28fXyYwMBBr165Fo0aNoNPp8N1336FNmzY4deoUGjRoYPO8rq6uWLp0KVq2bAmJRIKdO3eiV69e2L17d7FC/Wn5+++/AQBNmza1WyYlJcXmsk9xqj17x+Tk5KCwsBBqtRozZsxATk4OatWqBalUCpqmsWDBAqu87cWRkpLCe3twyGQyeHl52W1fs2bNoNFoMGPGDF4rMWPGDNA0jeTkZACsZmPq1KlYsmQJJk2ahPz8fN5tlSvTqVMnLF++HFu2bEG/fv2QkpKCefPmWZWZMmUKhg0bhrZt2+L27dtYunQpX6a8BLqIiD246HByiyVW4CU0ituwYQOCgoLw0UcfYffu3di9ezc++ugjBAcHY82aNRgzZgxWrlyJxYsXO6M65OXl4eLFi7h48SIAICEhARcvXsR905rG1KlT8e2332Ljxo24du0a3nnnHeTn52P48OFOqV/EnOvXr9v1OABY7cjYsWMxdOhQnDlzBkeOHIFCoUCfPn14Q6RXXnkFY8eORcOGDdGiRQusX78eLVq0wJdffmn3vD4+Ppg6dSqaNm2Kxo0bY/HixRg8eDCWLFlSqvYvXLgQrq6u/OfYsWMYN26c2Tbu3QKAPXv2oHv37pBIJLh//z7c3d0REhICd3d3LFy4sFR1l5Zt27Zh8+bNiI2Nxfnz57Fx40b873//49eoywtfX19s2LABv/32G1xdXeHh4YGsrCw0aNCAH6TXqVMHGzduxNKlS6HRaBAQEIDw8HD4+/vzZTp27IglS5Zg3LhxUCqVqFmzJrp27QqgSOMyevRoTJgwAd27d4dCoUCzZs0wYMAAszIiIs8S2rTkKrWllq9AbmtOmaFzP+J+/frx23r06IHIyEh88803OHToECpXrowFCxbgo48+eur6zp49axZ/ferUqQBYv/cNGzagf//+SE9PxyeffIKUlBRER0fjwIEDVrOfZ4Jczs6UbcAwDL9mVy4dVQVRqX333Xfw8PDAF198wW/btGkTQkNDcerUKTRr1szmcU2aNMHx48dLVVfTpk1LbfAzbtw4s3d30KBBePPNN81iHAjXlX/55Rd+cBoUFITz588jLy8Prq6u8PHxAQAEBASUetnH3jHu7u5Qq9UAgA8++AAzZszgBVxkZCTu3buHRYsWORz3ISAgAGmm1I8cRqMRmZmZxbavXbt2uHXrFjIzMyGTyeDp6YmAgABUrVqVL8MZE6ampsLFxQUURWHZsmVmZaZOnYopU6YgOTkZlSpVQmJiImbOnMmXoSgKn3/+ORYuXIiUlBT4+vri0KFDAGB2HhGRZwWXWU1qQ+P5PO2fLHGKQD958iTWrl1rtb1+/fq8q9irr75qNst5Gtq0aWMVrceSCRMmPB8VuwUURdlVe1MMw65zKxQVSm1jD4VC4ZAhnCVCYzgObm2LW7e0xcWLFxEYGFiquspyjJeXF7y8vPjvarUafn5+qF69ulXZW7du4d69e+jQoQMAVlVdvXp15OTkwN3dnb/O5s2b49ChQ2Z+/PHx8WaGmpZYLkPYOqagoMDmvSzuPtqqJysrC+fOnUPDhg0BAH/++ScYhil2GYGDG7T8+eefSEtLs7m8wQ2e169fD5VKxd8vDoqi+EHSli1bEBoaarW0IpVK+XgRW7ZsQfPmzeHr6+vwdYqIOAPaYGDtnSAQ6BXUltwpUiQ0NJTPhy7k+++/R2hoKADg8ePHqFSpkjOqE3lOVKlSBUePHsXDhw+RkZHBb69VqxZ27dpl97iOHTvizJkzmDdvHm7duoXz589j+PDhCAsLQ/369QEAy5cvx549e3D79m38888/mDx5Mv7880+MHz+eP8+qVat49y2A1Qxt2bIF169fx/Xr17Fw4UKsX78eEydO5Mvo9Xp+eUav1+Phw4e4ePEibt++XaZ7sGfPHsTExFi5K1oyadIkHDhwAEuXLsX169cxZ84cnD171myQOXPmTLz99tv893HjxuHu3buYPn06rl+/jtWrV2Pbtm2YMmUKX6ZHjx5YsGAB9u7di8TEROzatQvLli0rdsnDktq1a6Nz584YPXo0Tp8+jRMnTmDChAkYMGAAL2QfPnyIWrVqmYVM3rx5M/7++2/cuXMHmzZtQt++fTFlyhS88sorfJlVq1bh/PnzuHnzJr7++mtMmDABixYtMvNcWLJkCa5cuYKrV6/is88+w+LFi7Fy5Up+kJeRkYG1a9fi+vXruHjxIiZNmoTt27dj+fLlDl+jiIiz4GfncnmFn3g5ZYb+v//9D3379sX+/ft5f+6zZ8/i+vXr2LFjBwDWv7h///7OqE7kOTFv3jyMHTsW1apVg06n47UkN27cQHZ2tt3jWrVqhU2bNuF///sfvvjiC2g0GjRv3hwHDhzgVcl6vR7vv/8+Hj58CI1Gg3r16uGPP/4wW1rJyMjAnTt3zM792Wef4d69e5DJZKhVqxbi4uLMwhA/evSIHzQA7Lv6v//9D61bt8bhw4dLfQ/27NnjkGq7RYsWiI2NxezZs/HRRx+hRo0a2L17N+/nD7AGXkKtVXh4OPbu3YspU6ZgxYoVCAkJwXfffYdOnTrxZb766it8/PHHePfdd5GWloagoCCMHTsWn3zyCV9mzpw52LBhAxITE+22b/PmzZgwYQLat28PiUSCN998EytXruT3GwwG3Lhxw8wv9tatW/jss8+QmZmJKlWqYNasWWaDDQA4ffo0Pv30U+Tl5aFWrVr45ptvMGTIELMy+/fvx4IFC6DT6RAVFYU9e/agS5cuZmU2btyIadOmgRCC5s2b4/Dhw2ZW+SIizwrGJNAlAk2ryssLMqUS8gqWrdNpfugJCQn45ptvcPPmTQBFRk4vo0VqTk4OPDw8bPoKarVaJCQkIDw8vES/VYZhrFS1Lxsv0zVmZGQgMDAQDx48MLPHqGjXOHToUFAUhQ0bNjjtnBXtGssDW9dYmt/zi4DBYMC+ffvQtWvXF8ptTavV4sqVK1CpVCW6QdM0jVu3bqFGjRoluq3p9XpotVpERkbafb4F6enIuHoVSg8P+AsmB4QQp6+fFydbHMFpkeLCw8OdZsUuIlIRyczMxLJly56PcaWDEEJw+PDhUhsTioiI2IYxRQi09DWvSMZwHE4T6FlZWfj+++9x7do1AKwLy4gRI4r1TxYReZGoWbMmatas+bybUSwUReHevXvPuxkiIi8NxGQIXJHyntvDKbqzs2fPolq1avjyyy+RmZnJz2SqVav2n89iJiIiIiLy4mJvhl4RcUoLp0yZgtdffx3ffvstH/bRaDRi1KhRmDx5Mo4ePeqMakRERERERJ4J+rw8yNRqfoYueQFm6E4R6GfPnjUT5gDrnzt9+nQ++YOIiIiIiMiLQHZiIrITE6F0d4eCy/74AhiDOqWF7u7uNoPGJCUlmaXCFBERERERqcgQQpD74AEAQJeTA31eCdk2UlKAy5fZv88Zpwj0/v37Y+TIkYiLi0NSUhKSkpKwdetWjBo1CgMHDnRGFSIiIiIiIuWOsbCQXzcHAINJoNu1as/JATIzgcLCZ9G8YnFaYBmKovD222/DaLoRcrkc77zzjujKJiIiIiLywmDIzzf7znDhru0JdC74UgnRI58FThHoCoUCK1aswKJFi/hIXtWqVSsxPKaIiIiIiEhFgsus5jDczNwU9fJ54tRVfo1Gg8jISERGRorC/D/KnDlzEB0d/dTn2bBhg1n87/IiMTERFEXxqXhFRET+29gT6DZV7jQNcOUrgEAv8wxdmFqyJH7++eeyVvNSQ+t0YPR6Nvi/XP5c3SKOHj2KJUuW4Ny5c0hOTsauXbvQq1ev59ae/v3783myncWwYcOQlZWF3bt389tCQ0ORnJzMZxATERH5b0MbDAAAuVoNg3Bd3JZA5/bL5RUiXXWZBboYAe7pYYxGEKMRjF4PxmCAVCaDVKV6LiEF8/PzERUVhREjRpRqsFYeGAwGqNVqPnFLeSKVSovNAS4iIvLfgjOIk6pU5gLdFhVI3Q48hcr9hx9+cPhT0cjKykKjRo0QHR2NunXr4ttvv30u7ZAqFKDkckhkMlAAaKMRxoKCEnO9lwddunTB/PnzS5WGEwAWL14Mf39/uLm5YeTIkdBqtVZlfvzxR9SpUwcqlQq1atXC6tWr+X2cyjsuLg6tW7eGSqXC5s2bzVTuN2/eBEVRuH79utl5v/zyS1SrVg0Am5Bh5MiRCA8Ph1qtxiuvvIIVK1bwZefMmYONGzdiz549oCgKFEXh8OHDZip3hmEQEhKCNWvWmNVz4cIFSCQSPqRqVlYWRo0aBV9fX7i7uyMmJgZXrlwp1X0TERGpmBCTQJdZJGuxOdF6WQT6i4ybmxuOHj2Kixcv4tSpU1i4cCEeP35cbvURhrH5oaRSSKRSSBQKSJVKUISAMRphzM8HQ9N2j3P0U95s27YNc+bMwcKFC3H27FkEBgaaCWuATdO5aNEifPbZZ7h27RoWLlyIjz/+GBs3bjQrN2PGDEyaNAnXrl0zSxcKsDHUGzVqhM2bN1ud+6233gIAXhhv374d//77Lz755BN89NFH2LZtGwBg2rRp6NevHzp37ozk5GQkJyejRYsWZueTSCQYOHAgYmNjrepp2bIlwsLCAAB9+/ZFWloa9u/fj3PnzqF+/fro1asXMjMzy3gnRUREKgrCGboZL4BAL7PKvXPnzpgzZw6aNWtWbLnc3FysXr0arq6uGD9+fFmrcypSqZQ32uPyepfXrJgwDMj9u7Z3MgSSgnwgywWUhIKUZkDrtGAAQCaHVPGUazKVq4Iqx+hGy5cvx8iRIzFy5EgAwPz58/HHH3+YzdLnzp2Lzz77DL1794ZEIkF4eDj+/fdffPPNN2Z5xSdPnlysqn/QoEFYtWoVPvvsMwDsrP3cuXPYtGkTANZNcu7cuXz58PBw/PXXX9i2bRv69esHV1dXqNVq6HS6YlXsgwYNwtKlS3H//n1UrlwZDMNg69atmD17NgDg+PHjOH36NNLS0qBUKgEAS5Yswa5du7Bjxw6MGzeutLdRRETkGUEIgSEnB4xOB6W3t+0yJjc1men3XSxcX1dBUuuWubfv27cv3nzzTURERODDDz/E9u3bceLECZw7dw5//PEHVq5ciX79+iEwMBDnz59Hjx49nNboo0ePokePHggKCgJFUWZGThxff/01qlSpApVKhaZNm+L06dNm+7OyshAVFYWQkBB88MEHFcIoipJKIDHl+iVGAwhd/rPsp+HatWto2rSp2bbmzZvz/+fn5+POnTt477334O7uDldXV7i6umL+/Pm8eyNHSSGCBwwYgMTERPz9998A2FlzgwYNUKtWLb7M119/jYYNG8LX1xeurq5Yt26dzQiGxREdHY3atWvzs/QjR44gLS0Nffv2BQBcunQJeXl58Pb25q/H3d0d9+7dw927dgZuIiIizx1C08i5cQM5168jLyEBObduWZchhF83lzhi5FbBBHqZZ+gjR47E4MGDsX37dsTFxWHdunXIzs4GwK41REREoFOnTjhz5gxq167ttAYDJRtwxcXFYerUqVi7di2aNm2K5cuXo1OnTrhx4wb8/PwAAJ6enrh06RJSU1PRu3dv9OnTp1zyXFMSCVC5qs19hGHA5OQA7u78TFoKgBQUgKFpMDIZZE+hyinP2bkj5JkiLC1fvhxt2rSBRNAeqYVFv4uLS7HnCggIQLt27RAbG4tmzZohNjYW77zzDr9/69atmDZtGpYuXYrmzZvDzc0NS5YswalTp0rd7kGDBiE2NhYzZsxAbGwsOnfuDG/TaD4vLw+BgYE4fPgwX55hGOTl5SEkJKTUdYmIiDw9hKahTUuDRC6HxE648byEBBhMMgoADNnZYB48gL6wELrKlaFSqZB54wa/v0SBTsjLI9ABQKlUYvDgwRg8eDAAIDs7G4WFhfD29oa8HE34u3Tpgi5dutjdv2zZMowePRrDhw8HAKxduxZ79+7F+vXrMWPGDLOy/v7+iIqKwrFjx9CnTx+b59PpdNAJfBNzcnIAsNbYBpOLA4fBYAAhBAzDgClpHZui2ID/FAWhwl+iUoHhhDrDlFkwP806uiPtr127Nv7++2/++QPgZ9AMw8DX1xdBQUG4d+8eqlWrZmVUIqzDsj7hdo6BAwdixowZ6N+/P+7evYt+/frx+48fP44WLVqYqbw5LQBXRi6Xw2g02q2H+3/AgAGYPXs2zpw5gx07dmD16tX8vujoaKSkpEAikaBKlSoATLGfc3Ph5uZW8jN/QeGWpLh3+2XE1jUyDMPO2gwGq0HoiwjXX1n2WxUd7nfLMAxoLnIbAMZgAAhB/v370HM2LHI5iErFl6P1euQnJCDt6FFoU1NB9HrkJSaiICkJuowMgGHg8dNPiOjfHzmmGO5cnS7BwcgxGcMaLft7oxGU6TuhKMAJ9/Rpn4tTE7x6eHg8d3c2vV6Pc+fOYebMmfw2iUSCmJgY/PXXXwCA1NRUaDQauLm5ITs7G0ePHjWb7VmyaNEis/VZjoMHD1oF0JHJZAgICEBeXh70er1Dbc7NzbXaxuj1IEYjqMJCSBxZy3lK8vLykJCQwH+/fv06Tpw4AU9PT4SGhto8ZtSoURg/fjzq1KmDpk2bYvv27bh69SrCwsL4Qc+HH36IGTNmwN3dHe3bt4dOp8PFixeRlZWF8ePH87P4/Px8/hgA0Gq1IISYbYuJiUFubi7GjRuH1157Da6urvz+0NBQ/Pjjj9i1axfCwsIQFxeH06dPm7UlICAABw4cwLlz5+Dl5QV3d3eb9Xt5eaFJkyYYMWIEaJpGmzZt+H1NmjRB48aN0bNnT8ydOxfVq1dHcnIyDh48iO7du6N+/fpOeR4VFVvv6suG8Br1ej0KCwtx9OhRPqz1y0B8fPzzbkKJMFotDI8egVIqIQ8MtJrY0AUF0CcksJpOvR70kyegnzyBISMDdHY2Hubnw5CSAmNGBjubtgMll+PikSNIdHNDgcBbRZWRAUqpROHVqwAA+b17kAuWZiU6HSrdvAkikSDTIlxsWSngwsiWkYqfsb2UZGRkgKZpK/W5v78/7/Z07949jBkzhjeGmzhxIiIjI+2ec+bMmZg6dSr/PScnB6GhoejYsSPc3d3Nymq1WiQlJcHV1RWqEtQwwpmdlUsEIXxMYZlaDaqcZwfnz59H+/bt+e+zZs0CALz99tt2XQ+HDRuG5ORkzJkzB1qtFr1798a4ceNw8OBB/r6MHz8earUaq1evxieffAIXFxdERkaarasDrMpdeC9VJn984TZ3d3d0794d27dvx3fffWe277333sO1a9cwcuRIUBSFAQMG4N1338WBAwf4chMmTMDff/+Ndu3aIS8vD4cOHeJn2Zb1DxkyBBMmTMCQIUOs3qUDBw5g9uzZmDhxItLT0xEQEIBmzZohPDzc6n14WSj2XX1JsHWNWq0WarUarVq1KvH3/CJgMBgQHx+PDh06lKsW9WlhaBpp58/DyBmuKZW4e/8+JFot6KwsFCQlIe/SJRQmJ0ObmgpDVlax55OoVFD5+cGlShW41awJl9BQKP39ocvJAVGrUathQwQ3aoQHgqU//0aNINNo8NCkwveoVg1uwmW1nBxQXl6ASgViYUtUVoQTmLJAkefh9OxEKIoyi2r26NEjBAcH4+TJk2YGWtOnT8eRI0fKtKZqSU5ODjw8PJCdnW1ToCckJCA8PLzEDoBhGOTk5MDd3d1sfZnDqNWCNhggkUgg02heyI60pGt8GRCv8eXA1jWW5vf8ImAwGLBv3z507dq1Qgp0xmhE7sOHKEhJ4Y3T0i5exF9z50JXgtCWu7tDU7kyVP7+KDAa4ffKK/Bv1Yr9/vAhKIkEXvXrm62NZ/77L/JSUxFetSrC27bFwxMn+H0BjRtDrtEg6cgRAECl6tXNBfrjx8CVK4CrK1CCUa+jFCdbHOGlm6H7+PhAKpUiNTXVbHtqauoLFxFMqlCAMRjYtSOjEdIK+AMUERERKQu0wYC8hw8hU6uh8fUFIQQZ//wDrUlwSxUK+NStC8Zg4IW5zM0NKj8/qPz9ofLzQ6WoKHhERMClcmUoKlUCwK59X/ntN/j4+0OqVqPw0SNQFAWFp6eVoZtr9eooMM2KtU+emO3jAlDZhJCiNfMK1C+/dAJdoVCgYcOGOHToED9rZxgGhw4dwoQJE55v40oJJWHd2Gi9HrROx0aUewFn6SIiIv9NtFlZyE1KgjYzEwp3d7iHhYGiKOjz8pD38CGMJivxx9eu8cdQEgncK1eGa1AQpAoFQlu3Rr+TJ/FQq4WLtzfox49R+OgRFJ6ecKte3apOiqIgN3kzGU02MgCg9PW12Ua5ye4r7+FDyxOZfeWV2YWFwMWLRUlZXkaBnpWVhR07duDOnTv44IMP4OXlhfPnz8Pf3x/BwcHOqgYAa8B1+/Zt/ntCQgIuXrwILy8vVK5cGVOnTsXQoUPRqFEjNGnSBMuXL0d+fj5v9f4iwc3SCSEwFhay6+miUBcREangZN+7h2yBoa0uOxvply9blaMoiheWlEQCr1q14GISyADbB/rVr4/UK1dAURQ0QUFQBwYW2w/KvLwg1elATAMGl7AwKE0zeEvkHh6AwQCdwKWtWB49KhLmwMsn0C9fvoyYmBh4eHggMTERo0ePhpeXF37++Wfcv38fP/74ozOq4Tl79izatm3Lf+cM1oYOHYoNGzagf//+SE9PxyeffIKUlBRER0fjwIED5eJnXt5QFAWZWg2jyY3NWFDACvWXdB1TRETk+cMYjTAUFEDu4mIzCyRhGOQ+fAhddjbkLi6QKhRQe3vz8c/z09J4Ya7x9YVbSAiy7tyBLicHMpUKco0GErmcnbFLpWD0ejb8tSkcdkk4MqlxrVoVuuRkaIKCIDMZ39pC5uoKuU4HWHgx2K3DMmGLrOIoup3SkqlTp2LYsGH44osv4CZw6u/atSsfa9uZtGnTpsRQrRMmTHjhVOz2kEilkGk0MBYWgmEYdqb+ghrJiYiIVFwIIci6cwf5KSlgjEbIlEr4NWhgFQY18+ZN5KekAAAKMzIAAFm3b8M7IgJKDw/kmIS5e+XK8KzKBtbyi46GobAQclt9Vzm45so0Gihr1nSorNLTE3rTdfDY618tE1BVoMmVUwT6mTNn8M0331htDw4ORorpoYs8HbxQLygoEuqi+t0KYeIb8d6IiJSOvEePkCsMrqLTIev2bfjUqWNWhhPmnDGbMT8fhsJCPL52jQ9oJVUo4F65Mn8cJZFAUUJEyOeFS1AQjE+egBEErbGCm0RaxhepQALdKS1RKpU2/edu3rwJXzuGCCKlRyKRsEIcrJ8mLVzHEQFD0zCYOhZDfv4zyTgn8mwozwRK/yUK0tOhvX0b+cnJtvebvIPcw8IQ0LAhKIpCQXo6CjMzQRgGWXfvIvPmTQCAxs8PPnXqwLduXQQ0bgyFm5uZMPeNioKkAqmji0Ou0SDQwpfc7oTAUuhXoImDUwT666+/jnnz5vFh6yiKwv379/Hhhx/izTffdEYVIiYkUimf1o82GEA7GI3uvwCt0/EhdAkh/ICHmNLSFjv6/o9DTK6RQqFp1Omgz81lB0fP8d4RhoEhPx/6vDwYCgtFwV5GjFotnty4AaawEE9u3uT9vDlovR4608TMLTgYCjc3uJoMmh9fvYqHJ04gx5TsSOPnB29BYiRKIoFfdDQ8q1WD2ssLvpGRFXY2bg+r2O22BDUh1gL9ZZuhL126FHl5efDz80NhYSFat26N6tWrw83NDQsWLHBGFSICpHI5v6ZF63SioIJJINE0KIA3zOEEFK3VwlBYCGNBAegKHsOaEAKjTgdar39mgoswDAwFBfw94gZAtF4PAtbt02gKxfs8EN4Lxmhk43eLlJqsu3fNBmb5jx6Z7S98/BgAoHR3h9SU9dEjPBxyFxc2rwRNQyqXw6NKFXjXqmVlmCuRSuEeGgrfevWgsJMgpSJDUVTJKVNthf+tQDN0p+hDPDw8EB8fj+PHj+Py5cvIy8tDgwYNEBMT44zTi9hAqlCwPzJTxyt5iqxsACtIxo4dix07duDJkye4cOECJk+ejOjoaHz55ZdgTC9yRfWF59pHSaVsGwFWGBmNoE37CNhZCiWROGRJ+zygdTp+0CFlGH5wUq51CgUmw7BukqaOXyKV8nYJVjOTZwT/7kml7DtvMPACRwghBISmQUkkZsKG2w6KqrDPvbzR5+WhIC0NAHgf7cKMDHhWq1ZUxhTDXunpyW+TSKXwi46GLisLMrWaNWirQDNSZ1OpZk2km+K58/1cXh5r2R4ebr1+Drx8M/SkpCQAwKuvvop3330X06dPF4X5M4Dr1MqqTuZ82/W5udi7Zw82bNiA3377DcnJyahbty5+/vlnfPbZZ6B1Ohi1WlStXh3Lliwp9nz2ZnHbtm1DdHQ0NBoNwsLCsMTiPMnJyXjrrbdQs2ZNSCQSTJ48ucT2X7p0CQMHDkRoaChcPTwQ1agRvlqzho3wZOq4d+7Yga49eyIkPBy+wcFo3b49Duzfz7aXYUCbfPxLS2FhIVxcXMziIViyfft21KpVCyqVCpGRkdi3b1+x5zx27BhatWmDoLAwePr5oU69eli2bJnd8osXLwZFUfy9Ymja4eu5f/8+unXrBo1Gg6DQUMycPRucxYHwfZIqFLwq8uKFC+jYsSM8PT3h7e2NMWPG8MltOA4dOoQWLVrAzc0NAQEB+PDDD62Smvz+++9o1qwZ3Nzc4Ovri95vvGGWGAhgc9vXrl0barUadevXx6bYWH6picuAJrxO7l02FBbCUFDAr+USQmAUaB+elTaLEAJ9fn6FWR7g1sbVPj6Q+fgAFMXeK4HanRPolrNrqVwOja8vFK6uL7Uwt4KiWAF+5w7w8CHIo0esDzoAVFANhFOeTpUqVdC6dWt8++23eGIRPk+k/JAIfDZtrXEyNA1DQYHddXZapwNtNIIAuH37NgIDAtC8WTMEBARAJpPBy8sLLhqNmYqTm60RQmAoLIQ+L48VAAwDQ16eTWO0+Ph4DBkyBOPGjcM///yD1atX48svv8SqVav4MjqdDr6+vpg9ezaioqLMr8OO4D179ix8vL3x48aNuHj2LD6cNg2zP/4Yq1at4jueY8eOoX3btvhlzx6c/vtvtGrVCr1698a5s2dhyM9n4+Wb1tq5+9WmdWts2LCh2HsfHx+PsLAwVLcRqQoATp48iYEDB2LkyJE4f/48Xu/eHb169cLlS5fsnlOjVmPcmDE4dOAALp87hxkffICPP/4Y69atsyrLeZbUq1cPADvLNhQUwKjVsgKtGEFC0zS6desGvV6P48eO4bu1a/HT5s2YZ1oeY2gahBBQMGk85HI8Sk5G7379UL16dZw6dQoHDhzA1atXMWzYMP68ly5dQteuXdG5c2dcuHABcXFx+OWXX8xSFickJKBnz55o164dLpw/j99+/hnp6eno/cYbfJk1a9Zg5syZmDNnDq5cuoSPP/oIk6dNw969e/lZE63Xs++b6VqJSSUMFNlMAKYlKU64A89MXf/433+RcuYMMkyZusoK9yyeBkIIPzvX+PuDkkp5oc0JcSJIBiUvxmf7P8eTJ7x1u0qrBbiQ4mFhRWUqyKANcFJylgsXLiA2NhZbt25Feno6OnfujMGDB6NHjx5QPoPUn8+aZ5WcxRFonQ5GvR4SmQxyC7W7XiBcZSqVWSx4QggMeXkgAEa/+y5+2rSJ3xcWFobExES0adMG9erWxZJFi9CxWzccPXbM/FpNBjQSiQSUTMYPHGQKBaSm587QNPr17w8A2LFjB3/sV199hS+++AL3799n1eJaLSRyOWQqFdq0aYPo6GgsX76c72gIIWbnBQBjYSFoo5FXrwPAlA8/xPXr1xF/4ACMAi8AmUoFSiKBoaAA9Zs0Qd8+ffDR9OkAAApsJ2YsLARD0+jQtSuGjxhRbGTBESNGwMfbG59/8QWf5lX4HPv374/8/Hz8+uuvMGq1YIxGtGrXDvXq1cM369bZVP3SBgOMWq3Z/RwweDBc3d3x008/8eW4Ja3Vq1dj/vz5iI6Oxhfz51t1/FKFwuaa4P79+9G9e3c8evQIPpUqwajT4bsffsBHH3+Mh3fvQm7S/FAUBYWpc1/91VeYM28eHty/D4XpPbty5Qrq1auHW7duoXr16vjoo48QHx+PM2fO8HX9+uuv6NevH9LS0uDm5oYdO3Zg4MCB0Ol0YExGnXv370efAQOgLSyEQqlEixYt0KJ5cyxZsgSM0QijTocZs2fjzLlz+L+DB61m2TKlkl9+4pDIZJApldCbhJRULgdtMPDXxC9VyWRFmi4bv8fCwkLcuXULHgYDAmrXhtwiXbItdNnZSL1wgf8e1KwZGJpG/qNHUHl5Qc1lECuB/LQ0PLlxA1KVCn5RUVbLDAxNg9C01XZdTg4MeXlQeXtDplRCm5WFtIsXIZHJ4Ne4MfYfOIBmVatC9/gxPMLD4REWBtpg4BOThLZqVeFm4lqtFleuXIFKpYLCxnKLEJqmcevWLdSoUaPEHPZ6vR5arRaRkZFQqVQofPyYjWbHMAitVw9UYiLorCwY9XooOSM/iQR47TXAlLQFr7wCBAY64zKfOjmLU55a/fr1sWTJEty/fx/79++Hr68vxowZA39/f4wYMcIZVbywEEJA9Do7Hz1g0IPo9cWUKf4DmmbPoS00204XFprN2i1nJoRhQMAKs5VffYU5n36K4OBg3L9zx6xD5gYEO3fuREhwMD6ZNQtJCQm4d+sWX0bh6ooNghSrXIdLGwww5OdDV1hoNrghhECpUODBgwe4d+8eb51OGwxmnTLXbqFBlPAcjGBtnCMnOxteXl5WhioURYGSSNgIV3l5qGSK38wdT0ydI7+tGNUsbTRi72+/oVunTjBaRo0y8ddffyEmJobVXpjaGdO+PU6dPs0/C+4aePWwqU5KKgUlkeDipUv46++/0bp1a7Nzjx8/Ht26deOXtTj1MwWYde60Xs92+iajNm7A9ddffyEyMhL+/v583R07dkROTg7+NaUYBmDWqeuNRjY7l0D7ojYJ9uPHjwNgtSyWg1i1Wg2tVotz584BABo2bAiJRIIffvgBRp0O2dnZiN26Fe3atIHUFAJUW1gIuVQKQ34+f+/UajVOnz4Ngw2jJEbw7GSm6xfO2CVSKRuFjLtXpjgODE3DWIJRKWdPYMjPR9rFizA4kK/aMsmHLjsbGVeuIPfhQ6RfucLPiouDoWnWIt1Ud8bVq2aaL6NWi5QzZ/Dor7+Qb5p9A+wgIPX8eWTevIn0ixdBGAaF6ekAWHU790xlpoGJ0XQ93LshkckqnDAvDyRZWXA9eBD+X36JmhMmQLJzJ3D+PHD2LHDpEptF7Z9/gPx8SBWKImEOAC4u5v1LBZqhO9VJkKIotG3bFm3btsU777yDkSNHYuPGjVi/fr0zq3mxMOhhXPSR3d0uABjTp6xwPz+rrm7iR6AUSl4lSQjhVZZc50BJpfB0c4O7hwdkUin8fH15dxNOkEokEvj4+kIqk8HN1RW+phkGJZGAAlCzRg2z0SQxCRHaFFGpbevW+HjuXBw6dAht2rTB9StX+LXhh0lJCBTMWKwEulCICzo0QtOw/Bn9deoU4rZtM1PNclASCSiKwrKVK5Gfl4c3e/cGZTKSoo1GVqUvrLeYTv6kSYA1adwYDE1DYqNsSkoK/P39+Y5SqlAgKDgYqampZupg2mBgNQQuLvz1ValeHenp6TAajfj4o48watQo/rxbt27F+fPncfr0aUFji56lVC4HMS2BcPfPTB1N00hOTubDIHN1BphmGKkC4SDstNq3b48Ppk/H0mXLMHX6dBQUFPCq9GSTT3OnTp2wfPlybNmyBf369UNKSgrmzZtnVqZKlSo4ePAg+vXrh7Fjx4KmaTRr2hS7t2/nlz5i2rfHhh9/xOvdu6N+dDTOX7iA9Rs2wGAw4PHjx/Dz8TG717xBJACJQgHKZOTHbzc9e0gkALd8IzzeYLBrLCf0iqD1ejy5eRN+0dFW5fKSk2HIz4dbaCj0FnYF+cnJfBISgI1x7lu3LnQ5OZAqlTa1KAWpqWYDEl12NnKSkuARFsZmJbt6lT9npmkQ5uLnhwJBIC9DYSHyU1NRYBLoGkF8dE7TYCgoQM79+/zA1Jax4QuPTgflv/9Cc+EC1BcvQvnvv5A/fAhK6KL5119AcLB5FDilEvD1BQICgNu3AS7Wu+XzqkAC3alDsQcPHuCLL75AdHQ0mjRpAldXV3z99dfOrEKklEjkcjb5AWBzBsqNxoUCkF9z5xIm2AkOIZXLQUmluHzuHHr26FF0bsCs03x70CC8M3YsunfvDqVSidfatkVfU3wCYkNzwP/PWScLzms1mzW1++q//6LvgAH49NNP0bFjRzPLU4otiNjYWCxYvBibNm6En68v29FLpfj8f/9DJV9feAcGwjswECdOnsSESZPg6urKf+6b/G8BYM8vv6BL586QSCS4n5QEj0qVEBISAnd3dyxcuJAvx3BR62DqKE1tIoTw1uTcdQln6kcOH8aZ06fx1fLl+OrrrxEbGwvCMEi8exeTJk3ChnXrILVYMwaKZvZyF5ci1z2DwWxwQhuNgGlGTxsMRQM77n4J3gPhO1Gnbl18vXw5VqxaBRcXFwQEBCA8PBz+/v58uY4dO2LJkiUYN24clEolatasia5duwJgB4W0Xo+kO3cwetQoDBk8GCcOH8ah33+HUqXCW2+/DcbksvfR9Ono1KEDWrVvD1cvL/QdOBBDBg9mzyMQvJa+FmaCGzAT6MJjGQubEuH9ES5bCLf71K0LgM0eRhsM0OflIef+fdAGAwofP0bmjRvIffAAWXfu8MJRbRp4cOlAuSUx7ePHyLl/H6nnzyPt/HmbAZDyTAMgz2rVUMkUvjQ3KQmM0YiCtDToc3PZZTaNBoRh8Pjff/H4+nVeO+BqGqBl3rjBLi1IpVAJkpNwS1f63Fxk3b3L1/fCC3SjEcqrV1H1l18QNH06qnTvjpoNG6LKwIHw++ILuB08CMWDB6AIgdHXFzktW+LRsGGge/YE6tQBoqKAiAggMhJUixZAjRqsAZxQiHP/e3uz71oFCp7mlBn6N998g9jYWJw4cQK1atXCoEGDsGfPHoQJDQf+q8gVkM1caHMXwxDkZmfBzcMTEknZXcGMhVowtBFShRJSBbtObswvAEwdPCWVgphmoVzkJmF2Ix5Tx8wYDCAKBS/Q7c1eKKnUbHTK5Q8WCiuYti2cNw+fL1mCpLt34e3lhcOm9fgq4eFsMRQJbM76nFPFcwJZqFrmZqASmQz/XLmCLj16YOTw4Zg9ezZ/PuF1xcXFYdSoUdiyaRPamxL7UBIJQFEYPWIE+piMsiRyOd4eNgy9Xn8db/bpw9sdBAUF8fftt717MX/uXMjVagQFBuL0sWMopGm4ubvD29sbtF6PgIAApJpmS1wY2rS0NH5mbMzPN58lCoK6VK1WDRRFoVbVqkhLS8PcuXPR5/XXcebUKaSlpaHpa6/xx9E0jaNHj2L12rUoEMwMKcHgATDZOUgkoI1G+Pn64vTp02azxjTTzDwgIMDqHBx93nwTQ4cMQWZuLtw8PMDo9Vi2bBnCgoJgKCiARCbDxLFjMWHsWKRnZcHLywuJiYmYOXMmqlatClqnw5p16+Du5oZF8+eDMRohVSiwKSICoaGhOH3mDJo2aQK1Wo3vvv0Wq1asQGpaGgIDAvDD5s1wc3ODn58f/25RUikg1NRwglsiAS0Qkvyglbsnpu1SuZx9103vHKPXg2i1oJVKSATGoJRUCoVGA7laDUNhIbSZmXhy8yYYmkbh48dmroXax495Aa329ubjnAOA2tcXTEoKaL0eWXfvsu+BTgddTg5UJlcxhqaRdfs29Lm5oCQSuAQEQCKTIef+fRjy85H36BGfFcwtJARuoaHITkhA7oMHfDhWmUoFz+rVUZCezg9qlJUqmQ3QJHYEt1VwlQqONCUFmtOnob54EaqrV6G8dQsSG8sitIsL9NWqQRsRgcLoaBQ2bgxjcDC/hu4VGQmoVOw7ZOveCO8L939kJKsdq0BLFE4R6PPnz8fAgQOxcuVKKwvl/zoURQEKG4aBhIAqKICUIaBkMruzYEeQgAKj04FIpUUqdhk7C6EkEtZn3bSWyzAMa/DDdXgWqmnO19dYWMh3fJwLmEKhsOooiXAmzLmLmazgARQNIEz1BgUEgADYtnMnmjVpAl/TLIaSSvllAUIIYJpBcvWwt4xd/4TJNxoA/r1+HZ26dcPgt97CvE8/haAx/L9x27djzLvvYuvWrejWqVORGtW0ru7l5cWuu4PtDNVqNXx9fVGtalUrdejNGzdwPykJMe3aQSKTQaFUolq1asjX6eDp7Q1Gr4dRp0PTJk3w559/YvyYMXz74+Pj0cwUXpK7t7xvNadxgGBmbBoc6UxBXdq2bo1zf/9tdr/HjB+PmtWq4f0pU3hjNuE9E36nZDLAaETTRo2w+IsvkJaezmoqAPxx6BDc3d0RERFh8x4Kv/v5+kIil+PbH3+ESqVCu7Ztza4BAPy9vUFoGps2bkRoaCiiIiNBDAYUFhZCIpGY+ZZzhkvC2bFELodcLkeIKVLZtm3b0L17d/Z+CSJSEooq0iRZCG6re2G5DCOVgjItDxlMNifCqIKWM3ypSgVDYSE7UzZdqy472yztJiPQHCkFdhoA+24pXF1RmJlptt2Qnw+VpycIwyD1/Hne2tyzalV+QOkWHIzMmzeR9+gRvzSh9vWFRCpFperVofT0ROa1a2BoGhp/f0ikUnhWrcqHaXURDNQA+zPxijxDl+TkwPX0abhduwbVpUtQXbsGmSkYjhBGLkducDCYBg2gi45GYf360Fer9nSCVyjQhROcCiTMAScJ9Pv371fIYCMVHpPgogoLAY3G/EUpBZzA5dXThPAzW04NyQkOQtOARGJ7hg62I2Vomp8B82pMAFXCwnD8xAn0ffNNqJRKBLm5gaIo1GvYEJ/NmYM3evWy2Wk+zszElrg4tOvYEXlZWfhx0ybs2LEDf5j8wbl6Lpksg/Pz85GekYFLly9DoVCgjknduWfPHnwydy6uXb8OMAyu/vsvOvfogZh27fDehAlISUmBwtUVUqmUzyGwdds2jBo3DitWrEDTpk2RkpIC2miEWqWCt5+f9Vq74LstVeie3bvRrk0buJisvyUyGdvxm1TZnBAYP24cOnTpguVffYXu3btj+88/4+zZs1gjWIKaPWcOUlJT8f2aNSAA1q5bh9DQUETWrw8A+L/4eCz/6iu8O3YsAMDNzQ11hAIXgItGAy8vL9StU8fsWXLaEuFz5q4tpn171K5VCyNGj8bCzz5DaloaZs+ejfHjx0OpVILW63Hm7FmMGjcOh/78E8Emofrt+vVo3bIl3CtVwp+HD2P6hx9i/pw58BQEIlm2YgU6xsRAIpFg9y+/YMmyZdjy00+ASQh37tQJK7/+GgsWL0b/Pn1QSNOYPXs2wsLC0KBhQwDArVu3cOHqVTSoWxdPsrKwctUq/PPPP9i4caP5w+AMHS2WX2wtt1g+W/6eyGSAXm/1rIXGmJzFOzcTt1wj55AplbxnhVSpNPPI4LbJNBrAUqCbzqd98gSG/HxQFAXfevXMVORcLm9Oq6JwdTULrarx8YGicWPo8/J4K3rXoCCovLxAGMbKOl/YJ5htr2ix13U6YP9+KKZNQ4O7d83WvQGAUBQMwcHQ1a6Nwnr1UNioEfJr18atxESHrNwdxp5Ar2CU+eldvnwZdevWhUQiwRVTZB17cL6yIgIoClCr2ShEhLCRiDSaMo34OOM0Qoj5D9TUqbP/mjozi6AcVrMZi5dVuH/uvHkYO2YMIqKioNPp2HNQFG7euoXsnBy+g7VqG0Vh05YtmPHxxyCEoGmTJjh8+DDq161btIZLUWj66qv8cecvXEDc9u2oXLky7ty4AQDIzsnBjZs3eQv9Xbt3Iz09HVvi4rAlLo4/lnO7A4DvN2yA0WjE+PHjMX78eL7M4LfeYn3Nbc1CBffKkl9+/RWDBg4sWpeVywHTvRAa8DVv2hQbv/8ecz77DJ/MnYsaNWpg9+7diKpfn18vT0tPR9KDB7yxFsMw+HjOHCTeuweZTIaq4eFYMHcuRhXjKWLrOQ4bNgyJiYk4uHdv0ZKIaXkBAKRSKX7etg3vTZmC1jExcNFoMHTYMMybNw+U6ZoLCgtx4+ZNPj8DAFy4eBFfLFmCvPx81HrlFaxavhxDhgxhVdemCG4H//gDn//vf9DpdKhXty52bNmCTh07goAVjO3bt8fG77/HshUrsGzFCmg0GjRv3hwHDhyAq6cnaL0elEKBZcuW4caNG5DL5Wj92ms4efIkqlSpYm40KXi/hffATHALy9gS6Jbvq0mg0UK1PnffLCz4OVc4gBXmCnd3GE0GaBKZDBLTUgv3jKRKpc3If/q8PGizsvgIZa5BQWbCHGDX34XnqmQjLahMpbI6f3GRBimJxCr633OPpMcwQE4O6/+dkQHk5wNPnkBy5w4AwOjlBV2NGtDWqYPChg1R0KABiMW9KpeIhsL3pKINegSU2Q9dIpEgJSUFfn5+7Pqc4GUDwH+nKAp0BYw1/sYbb+Dw4cNo3769mX+0IzjVDz07Gx5yOTvylEpZIV8GbYfBFAVLplSy/tYm1abcNIrn4oNL5XJI5HIYCgrM/Iw5hP7pAGsNK/yR60wuN7w/rylxBsB2cBKZzCz6lFyjQVZGBlzUarYDNBr5dhkEkbtkKhW7Zi5Yt+ejlcnlAEUVtd9UB3cevk0wj3Jl2VaANfjjZlFytRoSmQz63Fz+ehUuLuw9sHF/0tPSEBQcjDvXryM4JISfgRm1WmRnZsLNw8PmrN7yHtp7dgAglckgMxlPGQoLi9S+psGS1YwKrPpe6HPeunVrtG3bFrOmT+fLczmoOb9sIRKplJ/B2bo/APuuZmdmQqNQFG0zvW+2/KMZgwGURGIVC4AwDG90aev9E6ITuHcpTc+VMRr590umVPL2FsL2cgGCAJj9BgjD8NfPvSvCsiAEBXo9NAoF/xs0EIKkhw8RHh4OOjsbj69d49uk9vLi1edKd3co3N351KOqSpXgFxWFB8eO8c8guGVLaDMz+XMoXF2hz8tj04q6ufGq+4BGjWzel5SzZ6HPy4NEKkWIwI6iNBgMBuzbtw9du3ZFyl9/Wb2vlapXh1tISJnOXSYIYSc1T56wn+xs84E0RQEaDfRnz+JaQAAk1auXqx8657MPAJXbtCkqmJoKcM8+MpI1iCsHntYPvcxDjYSEBF6taRm28UVg0qRJGDFihLUa71lDUSAqFat2p2k21GAZgvFwBkLCDtSmxTK3Dg2LmYywnHBd0t7ggttfYsNsqLDt1Sv8broerjzvbicM+WlxjEMj05IGSxTFX5OwLkLTSH3wAF8sXAh/Pz9ztS5nJ2CKF17StRW7346VuYSbKQrUy8S0tAIUzU6zs7Nx584d7N271/aMFCXcp+LaKnR5FFjWW8JFMLQafEgkVkaUpcbOur7NfYD5zMpGWat7bzljF/xvqUKXC9bDpUqlWapQ4aCHP940mOZQuLnx/vCcMPeqWdPuIMezWjVkJyaWq8B9Jj7oOh0rvLOy2OUHy0iWCgXg6Ql4ebGCUy4HExkJ/ZUrKO/MBipPT7gFB/ODah7hfXneWoxiKLNAF1qw37t3Dy1atIDMQhVhNBpx8uTJCmnt3qZNGxw+fPh5N4NFImEtLLVa9uWWSkut1rH1Q7S1jebWe+3stz5JyQLQ3ndLVaeVQLfsTG0YOAHm66CM0QgimLU6RCmUUNyAhhd8JlW6UadDjRo1UKNGDetjBOvT3DnMtFUl3eeShBLAviMW5xS69HEaAA8PDzwwzRKFmhKzZ2F5P+wJWTvPlggGe8VpHqzU2ZwRm73zWx4PBwYfNp6t2bOws9326Sje88FWGy01EUJ1tsSkOeK/F+PqKTxG7uLCpywF2NCs9lBVqmSlin8aOHdWs23lIdAJAXJzgceP2Y+lDYJUClSqVPRxIBpfeVLJxm/8RRHoTnl6bdu2RaaFoQfAzhbamlyEnMnRo0fRo0cPBAUFgaIo7N6926rM119/jSpVqkClUqFp06bmgTgqInJ5kRDXaksdrMBmZ1Wa2Yud40o1uzStqVudhxMEFsdYnbkYwWJmrFZS+7ndph+ePRedYhEIL8tgNzaLCzrqUneKdgSQ1XOwsV7MHWOzTuE7ZMcwrLi2lERJ6632gvsIvz8tNgcgjlxDMWUtjQs5LF26hGvqElOWP8uyVvdbcG6JYHmFq/dZrmHbvP/OEuicKj0xETh1io3Cdu9ekTB3dwcqVwaio4GWLYG6ddnALs9ZmNvlBRHoTlndF0YgE/L48WO4lEOS+/z8fERFRWHEiBHo3bu31f64uDhMnToVa9euRdOmTbF8+XJ06tQJN27cgJ8gWlKFQ6VijUAIYdVSpUmdWYKq16563YnwPuMlnd9GZ0pZzrYcmMmV1H6ZWg3GaLQ7WypRvWzyQrC1Ll5cR13a+1qsEBdst1vOgU7YnmGY3XK2d5p/daBeiUTCe0w4AytNiHBfac5j43zCQQ+x2AaYz64B8xm7pesp/85ZvNeW9ZkNCp61sZWNZ13mAQU3C8/JYVXpWVnmucNlMlaFzn0qsHucTYoR6KSwANAWAio1KPXzHZA81RvECVOKojBs2DCzRCw0TePy5cto0aLF07XQBl26dEGXLl3s7l+2bBlGjx7NJ9dYu3Yt9u7di/Xr15tlfnIUnU4HnWBtOsekIjMYDGZWwNw2PhJYCR0Zvz5rKg8AUCrZ9XS9HkQqdXg0yPluW27jM03Z2g/YbqOgrNV+rs3CfYLrIJbfTYM9LiAMB5cC07Kszbq4mb+99guje1m0l5JKzdfCLerk22HreGIea12qUvHhbK3ureAahffA5j20wOyeCcpbPjOrZyiwJbBVh7C85XVZlrO3X9gWTtBxrkPETr1CKLkc0GohVanYe23nWm1R3HMBwHayJndB7nzExjtp61iz7cJ3A9bPjxACg8EAqSlMMIeRpvnvNMOAMhqLvpuOoQXvj8FggFFYxhQUh/tOyeVW/Ymz4c5vMBhAC9rPoddqIStNG7RaIDkZVGoqOwkRIpWCeHgA/v6Aj4+5UCzldRpNMTQYhinRyJrb74gxNndOo9FY/L03GEBxuSMYxrz9OdlAbjbg7gnIni4wz9M+/6cS6B6mwAmEELi5ufHJGgA2CEmzZs0wevTop2pgadHr9Th37hxmzpzJb5NIJIiJicFff/1VpnMuWrQIc+fOtdp+8OBBaCxURDKZDAEBAcjLy4PeTtpSS3ItkjVI9Hr25SkoAK1UOqRCJAwDRhiHmDuPILCL1X6DwaZRE6PVFgkxiw6XFkRh4vZx2yipFJROB8a0dktJpZCYXtB8gXU11y5Gr+fXwyU0DWIKoMJ9584jMZWx135bbbIHoWkwpo5HYjSy0dNsHM/odCA0zSd0oaRSUAZD0bEW946iKBTo9QDDgKJptq2cu1JJbTIa+XCkZs9MuN10H4X1c/9TcjkkNt417hrMrktwz/m2SyT8PebuEQBQNpKIFAhyjdt7f6yuj7BBlADz95CyMBKzhC4stHkPeaPOnBzz50nT/AxY+E4K7w2/XXDNZmWVSuTl5fH3yCiRoLCwEEePHoXRaESBwEVXlZUFrSmOuiIpCZRcDp3JXVLx8CFknp4oFCRV0eTngzEYzI4BRUFvsnmQqNVQCSLLlSfx8fEovHGDTRAlQJmSAmlJub4ZBoqcHKiePIFcsB5OpFIYNRoYXFxgcHGBUa1mZ+xJSeVxCSVy1xSNzxFSBDHwbSHLy4OHyfj7cW6u2eDEvSAPMtqIfJUaOvnTZRctcCD5T7HtfJqDfzBl2KpSpQqmTZtWLur10pKRkQGapvkQmxz+/v64LsgkFRMTg0uXLiE/Px8hISHYvn07mjdvbvOcM2fOxNSpU/nvOTk5CA0NRceOHW26rSUlJcHV1bVEtzVCCHJzc+FmCtAihDKp3olM5pjqnRAYLFR2MrW6KOgMw8BYzH4hRpmM74QscyMbBC8yt89gCgErVSpZlzjTOSmZDFKlEjlPnsDFxYW/RqlKBYlMxuaq5lyOXF3547jvtEnjI1Wpir0+rn5b7bW6TaYoeACbcYqSSGxeE21KecohMQkfLjsVdyxQ9Bw9vLz4a7S8luLg0scKrwlgBToXSISrj9HrWfW7VMq3hbvvlhgFGff46xLccw5KIuGzb9mDu0YXFxf+XgvvgcMInqO9dnPYei42z2cjjzd3LCWVmq1T89sF18zXI5Gg0GiEq5sbn2OAlsmgzsxEq1atoFKp8EDQxwW2aIFkU1Ad7zp1QEmlyLh8GQDgFREBja8vHrq7888gpHVr0Ho9f0ylmjUhUSjw+J9/AABKT0/4lnOkTYPBgPj4eHTo0AGPfXz434JPvXrQ5+bCLTTU9rJLfj7rUpaXByo9nY1vbgo4RDw92fShlrNwJ6LT6XD16lWoVCo2618x0DSNu3fvomrVqiW6rRkMBmi1WtSpU6f4VN/Z2aBM7mxEmP2QNgIP7rH/B4c9tY96jsBAsiw4ZdHmU2HIzReEP/74w+GySqXS5sOWm8JTCqFNswSJRFJijnM+GpupvBlqNVBYCIqmWbViCWtOhGGs1zgF52XYDeb77bVRYIBltV9oJGTapzBlCuNilgvXIs0C2wj+l0gkYAQWxXwsA8G5JQIhY/P6TO2XazSgtVpWQDhyzy3aYeuaGBvbhRbQZvfWxnO0vJbiIDbujWUb+HeKS7oicJGz+f5wbbB4joyFcV1xxwsRRg4kxb23JcAvnzhwvKP3kPMzNyvDXbdUanO7sG7Od12mUABGI7tsYvEOc791qaDDVqpU/HeVuzsYg4H/rlAqIZfLIZPJ2HsOtr+QAHwZuUIBmVpddIxaXaKwchZyuRwyuZwfuLj5+QGW9kU0DaSkAMnJ1pbprq5sFrKAgNLZ+pQRmqb5PtXR6G9SQVjhks4rk8mKv/fe3uz90WjMosaRwnwQmQyUUgXK0tWtDDzt83eaFcaOHTuwbds23L9/30rVfP78eWdVUyI+Pj6QSqVITU01256ammqWeKLCI5Ox/ug6HfuhKPPwg5bYGlXbs54u7pgyYCviVnH18EK+NMKgmLZKpFJIyls7ZGFp79xTl2A8aPl/ceXKGaGQLcv9MPNWKFtMKytsGXLJNRo++UtJyFQqs4GGo1ASCdyCg0EYBgoXF7OY7vas6G1Z/vP/P2PrabW3NwwFBbbv0ePHwK1bRelEKYr1DXdxYY3aKlV6pu/dc4eiAIuIp4QQkFzTjNqlhGWKZ4RT9CMrV67E8OHD4e/vjwsXLqBJkybw9vbG3bt3izVeKw8UCgUaNmyIQ4cO8dsYhsGhQ4fsqtQrLApFkRDXas2tRp1AeQioYcOGoe/AgQ6VlchkkMrlNsNTzpkzB9GCvNPlYqVPUTh8+DBU7u7IMqW4FO4r7nt5CXd7WNZW5vqdcM+cdq5yRCKVslETHWjj07iLVapRA16vvGI6UfFeJVxd5hsEWqBnbOXuER6OSjVqwL9Bg6KNhLCuZleusH2OUsmmEG3Rgk0tWr06K9Ar8LN3NoQQEL0OJDcHJCMN5FESyON0oCAPMOjZZQbXl0igr169GuvWrcNXX30FhUKB6dOnIz4+Hu+99x6yhaNWJ5GXl4eLFy/iomlNIyEhARcvXuRzVk+dOhXffvstNm7ciGvXruGdd95Bfn4+b/X+QqFUFq3LcNHkHIAPklG0gf9XKpdDIVjTBljDv8aNG8PNzQ0hVaqg78CBuHnrltV5uY5P6oTOh6IoyFQqK3cgAJg2bZrZoAwoyiddVtq0aYMpAlsICkCLFi2QeOsWb+BZUnvlpjSapQoWUxrsCcyXqAOVqVRslrUXIFVnaQZOtlzgvE3JdPhgJcUMFJ+pQE9LA3X5MtwePIDs2jXg4UNWvX7pEivQASAkBGjShF0rfwGelbMgDANSWACSlQmS+ggkKcEkxNNA8nJMwj0bJJ3VAlPuns8mwp4DOC3bGueeplareavtIUOGoFmzZli1apUzquE5e/asWcAazmBt6NCh2LBhA/r374/09HR88sknSElJQXR0NA4cOGBlKPdCQFHsGhUnzO0kcRF2JjKT0ZndWYIpT7qQI0eOYPz48WjcuDEKc3Px8aefoluvXrh27ZqZsWOJvt2OXpMdCCGgaRqulSrB1cIQSiKTQapQ8LHAnSHkFAoFAmy8F/buXbkE/rD3nMpwzIuAVC5/IYS5LSrVqIEnt27BNSjIeqdwhm76fam9vBDaqpXdxDFmhz8LlbvRCNekJFAuLuYTBeHESyJhZ+WBgeXfnucNYaDJTAdyskAKZIC20GT5b7EcRElAKZWAUgUYjSAFbFItSq0BPDyfR8tt4pRhRUBAAB8prnLlyvjblLM5ISHBaetkQtq0acP7Fgs/GzZs4MtMmDAB9+7dg06nw6lTp9DUlIf6hYSiWCM5LvxnYaHNTGDmh9jv8G3tO3DgAIYNG4Y6deqgXmQkvl27FklJSTh37pzVsVK5HFzSnalTp8LT0xPe3t6YPn26+fM2+fp+uXw5XomMhKefHxq3aIEdO3fyRQ4fPgyKorB//340a9UK7j4+OPHXX2Yq94MHD0KlUrFqccH5J0+ejHbt2gFggxgNHDgQwcHB0Gg0iIyMxJYtW/iyw4YNw5EjR7Dyq6+gcneHyt0diYmJZir3nJwcqNVq7BekdQWAPb/+Ck8vL96lJCkpCf369YOnpye8vLzQq1cvXjvEwS0jyJ4igAYlkfDC71mr+B2hIrapvHENCkJAo0Y2w4PaizBX3OytpOBPTiUnB9T581BmZbF9SlgYG6mtWrWidfHgYKBx45damEvzcuF+8x/4H9mPGr9uQc2/DwH/XADJyQLR6wAQQCYH5eIKyssXVGAIqMrhoAKCQVXyBuXrDyqkCqjgyqD8g0BRFWN2DjhJoLdr1w6//PILAGD48OGYMmUKOnTogP79++ONN95wRhUvNjT99B+GYdfUuaAGeXnsmnpxxwgobWeRwyWL8PKyW2bp0qXYsGED1q9fj+PHjyMzMxO7du0qqlMiweLFi7E1Lg6rvvwS50+dwsTx4/H222/jyJEjZueaMWMG5s+Zg4tnziCyTh2zfe3bt4enpyd27tzJuzkRsBEBBw0aBIB1F2zYsCH27t2Lf/75B2PGjMGQIUP4kL8rVqxA8+bNMWrUKCTeuoXEW7cQGhpqVo+7uzu6d++O2NhYs+1bt21Dz9dfh0ajgcFgQKdOneDm5oZjx47hxIkTcHV1RZ8+fcyMQSUyGZubvQyJdoTYSokJ/DeFaUWAyxBXplDLtk/onIbZoqAAuH0b+Ocf4PJl4MIFoLAQjEIBEh0NhIezhm6hoazBV1QUOzN3grV2RYIy6KG5fxc+p44g9LetCPttC3zOn4RLchKkRgNoqRSUQQ/K1R2UDyusJSFhoHwDQLl7sBbsNrQplLziRbtzisp93bp1vFvL+PHj4e3tjZMnT+L111/H2LFjnVHFiwtNA8eO2d7HMJAVFJQuDzpNF0VkkkjYNXbTyybT60EYBhJu22uv2Y40V0InwjAMps2YgebNmqFu3bp2yy1fvhwzZ87kIwauXbsWv//+OxugQyaDkRAsWrQIu3btQkz79jAUFKBqeDj+PnMG33zzDVoL/DnnzZuHmHbtbCbjkEqlGDBgAGJjYzFy5EgoXFxwMD4eWVlZePPNNwEAwcHBmDZtGn/MxIkT8fvvv2Pbtm1o0qQJPDw8oFAooNFoeBW7pUuLRCrFoEGDMGTIEBSsWgWFRIKcnBzs//137DSl2I2LiwPDMPjuu+/4H/n69evh5eWFw4cPo3PnzoLb/HyFrkylgrGwsGyx7EVKTbGJbRw7wdM3gmHYPOIpKWwmMwuIry+yqldnY6m/rDAMPPJz4PXPObikJUPxJB0SYWAiAAb3Sij0C0COTyAy3SqhboMGoJ6B+1154xSBbulzPWDAAAwYMMAZpxaxRCotcmdjGPavQgFIJCW66Mg1Glbgl7BW996UKbh67Rr+/P13u2Wys7ORnJxstpQhk8nQqFEjEEIgV6tx8+pVFBQUWMXb1+v1qF+/vtm2Ro0aFdumQYMGoVmzZnj06BGCgoIQGxuLbt26wdMUpIOmaSxcuBDbtm3Dw4cPodfrodPprCL5mWFhdyBTq9G1a1fI5XL8+uuveLNnT+z65Re4u7khpn17AMClS5dw+/ZtuFlE09Jqtbhz506x12C/GU+ndrWn0qUkRbnARZ4BZXiOTlG55+ay6UgLC4H0dHNvGB8fVpVOCDsbVypBOKO3lwhJYQFcHt2DOvkBVOnJqKEzjypJK1Uo9A1AQUAoCoIqg9Gwvwu9Xg9iEYHyRcYpAr169eoYPHgw3nrrLdSsWdMZp3x5kErZmbItGAbGnBx2tFxaK0mjkf0BA+yxGo31CN/GDLSk2PATJkzA/gMHEL9/P0JMkaDKSp4pGEVcXBxq1KjBRzaTazRQWaj1Sooy2LhxY1SrVg1bt27FO++8g127dpnZTCxZsgQrVqzA8uXLERkZCRcXF0yePNnh8LvcOrVCoUCfPn2wZetWvNmzJ+K2b0ef3r351MB5eXlo2LAhNm/ezB/LMAzy8vIQHh7uUF3OQq7RAISUylDveWsNXmYcXTdXenhAl50NlZeXWQrcUs/QjUZWnW7pcqlUFgV9sVSfl3Os+GcGw0CV9giaR/ehTn0ERXamea4IioLOyxeFASHIDw6DoZLPC21I6ihOEejjx49HbGwsPvvsMzRo0ACDBw9G//79X6xALuWJvQ6Xoth9UmnpBTqXM52L/avXszN1bl2dotjvUqlDLzIhBBMnTsSuXbvw56FDCA8NLXbG7+HhgcDAQJw6dQqtWrUCwCZQOHfuHBqY/FojIiKgVCqRlJSELl268CE6FS4uZXLzGDRoEDZv3oyQkBBIJBJ069aN33fixAn07NkTgwcPBsAK2Zs3byLC5DYEsBbtjiRsGDRoEDp06IB/r13D4SNHMGf2bH5fgwYNEBcXBz8/Pz7sL8MwyMnJsQoDXN6UxeJeIpdDaorqZ3yJZiYVAgcFhl90NGshLZHAWJZMdAwDpKay6Ui1WrZeb29WeHt5sTPxl1B4yQvyUCnpDtzSk6HKSIXEaJEYy8UNhX6ByA8IwaU8LarVqu1wVLmXBacI9ClTpmDKlCm4efMmNm/ejK+//hrTpk1D27ZtMXjwYLz99tvOqEbEEqmUDxHLu7QJ4b5rNCXOzLlB2Z49e+Dh6YlMk+uhh4eHWdIdIZMmTcLixYtRo0YN1KpVC8uWLTML0OLm5ob3338fs2bNglKpRIsmTZCdnY1T587B3d0dQ4cOLdXlDho0CHPmzMGCBQvQp08fs3C8NWrUwI4dO3Dy5ElUqlQJy5YtQ2pqqplAr1KlCk6fOoXEe/fg6uqKADvq+FatWiEgIADDRo1ClbAwNGnc2KwNS5YsQc+ePTFv3jyEhIQgISEBcXFxmDVrFipXrlyqa3rWcL7/ACq+QCeEHagS4tA7/LxxdA3dMgyyzeMtyc4GTElckJNTZEejVAKRkWwo1pcQQtMgN65CEv8r6mSZ2wQwMjm03n4oDAxBXnAV0G5sLAmapsHYiKHxX8Cp9vY1a9bE3LlzcfPmTRw7dgzp6ekvZjCXFwmZzLyz4wzlhH7igqxV9lizZg2ys7PRpk0bBAYG8p+4uDi7x7z//vsYMmQIhg4diubNm8PNzc3Kq2HevHn44IMP8PnnnyOyfn1079ULe/fuLZN6unr16mjSpAkuX77MW7dzzJ49Gw0aNECnTp3Qpk0bBPj6olf37qzGwpToZtq0aZBKpajfpAlCwsOtXM04KIrCgP79cfnKFQzo189sn0ajwdGjR1G5cmX07t0btWvXxujRo6HT6co+Q3+BZlOUVMoOHm2k43UqNM3OPjkPD0H2uvKG86R45sFC7L0Hjx8DFy+y6+Pp6UV2M9Wrs4FfXjJhTowG1oUs5SFIUiKITgsqKxMEgNbdE9k16iC5VRckvvE2Utp2Q3atKF6Y/9ehiJMdxU+fPo3Y2FjExcUhJycHPXr0wNatW51ZxXMnJycHHh4eyM7OtpltLSEhAeHh4SVmWxOqakub5MIhCOGFGRQKVtBzbm8SyTOJ/lSaa9Tn5vJW7sqSUjgWByHWySRkMkCtBkPTMJiWKYqrgzEaYRBoPOQajV0VtzOeI59V7Rla2upMWhiJpfEctywhuF6GYZD75AncFQowprSzEqmUDXrk7AhnpvdWl5/PCjlCoNRo2Lqe8p21e82wXjqhKAo6nc7h3zMhBEkmd0xhMJnioA0GPDxxAgDgXbs2XCyDHGVnsy5nNF2kTtdo2P/L8K4ZDAbs27ePN/6sKBCjkQ2lmp8HYmHQBrkC+qREXNcTSCt5QVGC8S9N07h16xZq1KhRospdr9dDq9UiMjKyxOf7LChOtjiCU36JnKp9y5YtSEhIQLt27fD555+jd+/eVtG+RJ4hFMUKca2WVV1SVJEKE2BH+qXtkAkpMqyRy5//7JJTy3KDFLXa3MpXpSqKg88wjhuFPePrksnlRdfhrI6WptnzGY3mwYmKw2AoSsgh1Pzo9ZDodIAw4xgX5MiWVuhp28wlS1Gpit43o/GZhSAty8CMoigEmfJFODq7L/Z91OvZmOqcMK9bt9zSkz4PCG3SnuXnWglxSqUGNC6AxgWUTA54+8Fw5Qoq9qLL88cpAr1WrVpo3Lgxxo8fjwEDBryYIVZfVuRytiM0GovW3TgIYTtvFxfHBZhOV9TBEsJ25JYYDOzH5E5XrgiT1tC0+YCFS25jMLD7jEZQCsVTx4R3CE4TwjCsoCtOEOn1Rc/GaCybkaQQTtAKDQC5gY9gFiKRSsHQdFFOck61zaHTsULdaARl8hYgcjkbApM7n2mgxIckLus6NxdfQdBmmYsLjAwDqVrNPz9e0Dt6H57lwMxohOzqVfa5R0ay9+NpuH+fvWYXF6BOnZdCmBOaNs3E80G0hRCGWKWUKjZrmYsLKOmzTVTzsuCUu3bjxg3UsBEKUaSCIJylUhTb0XCdMCGOz3y42ROHXs8eJ+xouLVPoKiTLy+4tgOsIOHax3XiXLu4fSZhYRWHXjgAEc4+y9om4aAHKF5Ic7EELNvDDZS4Z1YaQcl5OtjaLhByMrUaRKstMqTh2iyRsO3i1q9N95hwKX2561CriwYBnFGmXF7kgeEoDFPkrcEhkUCq0YAiBBKKKlpCYRjH7oVWy16PTMa+/84Q7IQAN2+ybmKVK1uHR712jTVY4/5v0MC63rw8IC0NcHNjLdOLWzd/+JD9v1q1Cm8QWByEoYGCfFadXmhDiGtcABc3UM8429zLiFPuoCjMn4JnYejDqS5pusiNTSJhBVhp1LycT7dMxnasXGcvXNOy9HMtLuUrZ1hV1pkHd25OnZyXZ26sxXWC3F9bLkJCFbNwlllWAWApzIVttbX2x10DZ9Og07HblErzWAP2Zr/cM7H1DBSKou3cvREIRMpgAMVpb6TSovvDaTW452saHBBbz0kiYd+tgoKiWTvAPg9HO2juGG7JhHsnKIoV5tw+7p0rSbhxwhxg26/XFw2QCGGvpyzCIzmZ/QDAjRtsO/z82O+FhawQ5sjNZaO1CYX+kyfsejj3fvr4ALVrW9eTl8f6l3PBYIoJv1xRIcQ0SMvPBSksMO/nFEpQLq6AiyurThdxGmUW6F5eXrh58yZ8fHxQqVKlYteCMm2EIPyvQ0xr0VKGfnZC3bITk8nYzo6zWi5OiAlnw5y/u15vLSQtZ8zF+X1zamFuFlUSnLDk1v25c8tkRYMUYXs4AcT9ZRjr67QMPGMwAFIpm09boYCxpMA0pgGRRKcrEsZcm5RK9nzcPbaF0B5BJiuKACi0VQCKhK4Q4TKKRFI00OLqEto4yGRFSy/csxFqBoRt5M4lVKnDjkDnyms0RTN17nyOCE1uaQIwn/3bqoMT6EK465DL2Y9Qi8Qdw2lfhK6dRmPplggYhlWBA0X38sYNNiiUSsX6hQOs8PXwABISWIt0oUC/d8/8t56RAUqomUhLA27dKnqH3N1Z1f0LBNFpgdwcNhuZ8FnJFUVCvALGQH9ZKLNA//LLL/nwl8uXL3dWe/5bcHLFaACxzF/+LDDNgixnbnzHxwk/Qbx4XnAKhSQHJ4gAvnOl7AXOEAoeeypiIdz6OMB24EKBLnTZ4+oTCm3hfRVep1BACJclTNct4TQY9jCpyylCQNE0KE7dz3kUAOaCUTiY4AQ9V7+lSl54f7jrt0S43s0NjIRCWXg+oUBXKMyPBcw1KUIhZ+98lnBCnWFYQyfueZUUR16ooShuAMDVzS1pCDUa3MCRu9fc9apU5poJy2ep1zueiCQ5mb1ncjnQtCk7087JYbeHh7PCG2Bn7G5urEDPymLr5bIkcur4Jk2KBP6jR+w2gwG4e5cdDADsvaxb94VQtRPaCOTlguTlAgbBPZbKQLm6sUJc8XRJikQco8wCnQsKYjT+f3vnHR5F9fXx72zfZFNJQhISQoAQWiAUCUGRIjVIERRQlICADQSFvD8BkaqAgAgiRVECFqRJE5FilCrSmyBICUUIJZCebJu57x+zM5ndbJLdZFO9n+eZJ9kpt0y5595zzz3HDIZh0L17d2oM5wQMw4AolAAsAtVsAlGqytc1pzA3Kx25SdWVgLUaFbBW2QMFBTrAH5MKTXsaCFsBZTZDodXCnJcHuUaTP8cvqNOlAkcQxFJhKNRHWjcp9lS20g6BMMp3RiVrTxsgl1sLMVv7AkGwSgWqMO8sXC+19JZeK+0QCL9ty2J7TwSE+giCjePy7Slsw/FKn68FIrwnxSEIWpOJF7bFuRuWahOKQtoRkuYlfY8Ei36AfwbC+y3YAkift/CcHUVQp9erx9/LWrV4Af3wIRAczHdiGIZXowtGkEJURE/PfM2L8D4HB/PXpqTw12Zm5mupAgKAunWL7wxVIIQQQJ9nGY3nQJwXZ2R8rHWdJ2AnSll1hHAciF4PRqkEU8FLAUs9JFQoFHjjjTegr+xep2x47rnn4OPjg+eff75Cy8FKR8kmU5nEjy8SqeAVjMMEhI9RKjyFkadwTDpnXdhozl6dbEfSZjNkCgWUOh3kwhIuoRG2N4KXqoul2gPbfQLSDogwPyztgEinJCx52W2MpPUVVNEKBVi1GsTNjW+sbcshpCu1xhfQaKynG4RySqcuBKRC11a42nsGUqSGdUIHTTBolJ4r/F/Y/XMEtTo/r+I6AYWV1xZ7z8LWVkF4J6R1FdKVnisISmHkXhzCahBBYAP8X5mMnyc+coTfp9PlP2vBx4Fl3btYNsFAz8cHCAjglXQPHuSP3hs2BBo3dmwKqgIgZjNI+mOQO7dA7t/lVesgfIjRGgFgQsP4EKQabbUV5oQQEIMBXHo62JQUsLdugXvwAMTi2roicYmOt02bNjh9+rQrkio3xo0bh2+++aaii2Fp8IWROseP1MtTqAsNntQ6XaHgGyedrqDq2l6DbyPgbBtTu2p3qQGWkIZez88pChoD6blCwy80xlJVrTMC3Wjk6yn1nmd7vaS8cpUKcoWCd6Ki1/Mjruxs+x0CaVmkSDsK0rlxe45SpB0lIW1bjYJ0nli65Ez6156AtB0pC9cWJtALm7YoDmknxmjk75f0eQoaCmnnqCQCvbDOgr36SDsO0roV9q0JUyRA/j2VCmy5vKCxmqAuB/IFumCdL3XVKlCnDv83IyN/br+SGsCRvFyQBykg/94ESX8MmHm/D4yHF5jgUDBBIWA8PMHIKv8UQUkgJhO4zEywDx6AvX0bbEoKuPR0EOG5KhSVYlmhS6zc33rrLUyYMAH//vsvWrVqVSByVrNmzVyRjUvp2LEj9u3bV9HF4GGYApbFRKEonx6u5SUkHIfXx43Dpm3bkJaWhtOnT+Odd95BdJMmWDR3rtW5YpltsR1tCSpRe42mrcCSCilbn/TShls6T2pbjqIEuu1vQf0pPSadpxWyExpgqfGWUCZ78/X2kKYrVZ3bU+vbG1kL91Ho2EgNqYT3RhCORQlIlSq/IyL1EVDUPbTt9DiKYOAn1FvwdwDkP19n0ixMWwLkvz/2zrV3P6V/7VnNC1MQ0pE8UHDUHB7Oxx4X8pEawAlz80InWbgXUjW6m5t1J8DNrVKp2QnH8nPjWZlWc+OMWgN4eAJuuvK3+yknCMuC5OWB6PX8UjtbDaFMBkajAaPV8n8ridc9lzyNwYMHIzk5GWPHjsWTTz6J6OhotGjRQvzrLAcOHEDv3r0RHBwMhmGwdevWAucsXboUderUgUajQUxMDI4dO+aCmlQcjEwGKIV5Tl7NXC4jdcuIZdfevVj9/ffY8eOPSElJQdOmTbF582bMmj5dPLVOw4bWBpC2anfb5WKWj92Ql4fhw4cjKioKCoUC/fr0sRaGMhlS7t3DS6++igYtWkDm5YV33nsvPx/LuSaWxcwPP0S9Zs2g8fdH83btsGvv3oLlsWHDhg2IfuIJuNWsibAmTTB/8WL+gPCR2jbyRU0RSH536tEDX61ZY1d46vV6DBs2jK+zWo1+L75oPToX5uxt6NO/P2o3bgyNvz+CIiLwyquv4u69e/nlkk41KBSFquQ3btqEhg0bQqPRICoqCjt37syfv3V3t9YMWMqx9Msv0Sg6GlqtFpGRkfhm7VqrsplMJsyaNQv16tWDRqNB8+bNsWvXLqtzxG83JASMpye27tiRX3ZLp2T67Nlo2KoV3H194VO7Nrr06YOjxX2/RQl/W21CUQLdthMjvLeSThEjtdSXvte2At3dHejYEWjbFoiNze+wAPkjceF5CZ1QW0dMISH5//v4FF7HcoIQwo/GH97j/ag/TuWFOWMzGtd5VithTjgOXF4e2MePYb5zB+zt2+BSU0Gys8XolYxGA5mPD+RBQZCHhkIeEACZh0elEeaAi0boycnJrkhGJCcnB82bN8err76K/v37Fzi+fv16jB8/HitWrEBMTAwWLVqE7t274/LlywiwrAuNjo6G2Y5Kbs+ePQgODnZpeV0FI5ODKMCrszgWMBHeM1dZj9RlMlxLTkZQYCDatWsnNjq+vr58g1SYpbcwgrOdi7QZ8XJmM7RaLcaOHo0fN22yNpSzCHSDwQB/Pz9M+b//w6fLltnNbsqsWfhu3TqsXLIEDevXx+6kJDw3eDD++OMPvuNop1H/5ZdfMGTIECxZvBjdnnoKf1++jFFjx0Kr0WDM669bl9fyd/qHH+LG3btY/cUX+UZeNgL98cOHOPznn1iXmGhX2LAsy9d57Fj8+OOP+Qeky9rs0KlTJ0x+5x0EBQbiTkoKEj74AM+/+CL+2LPHWtuh1Ra07rcIoj+OHsWLL72EOXPm4Nlnn8XatWvRr18/nDp1Ck2bNrWb7/KvvsKkGTOwcvlyPBEbi2PHjmHUqFHw8fJC7549AYbBhx9+iE2bNmHlypVo2LAhdu/ejeeeey7//sPOtyu4hBU0GgyDBvXr4/MFC1C3Th3k6fX4dOlSdOveHVevXoW/v7/d8llhb3mi9J2yp3IXsNXG2C79s+3MSbUy9rwiAvbnu20Fuj2VOwD4+/NbXh5QgUbFxGzKt1SXhiVVqsB4eAE6j2olwEEIlA8fwu3mTajv3wdHCDjBp4CASsULca0WUKurRP1dHpzF1TAMgy1btqBfv37ivpiYGDzxxBP4/PPPAfBBFUJDQ/H2229j4sSJDqe9b98+fP7559i0aVOR5xkMBhgkI6PMzEyEhoYiNTXVbnCW27dvi9qDoiCEICsrCx4eHtZC22L1bqWaZcruZRoeH49vvvtO/B0WFobr16+jc+fOaB4VhUUffYROvXph/6FDVtex2dlgWBbEYujDWPx6E8E7nGUJU05ODtz8/CDT6zH8zTeRnpGBLZbRH9HpeNeiEqPKTr168fnOm2fVcNdq2BCTJ0/GW8OHi6OoAUOHQuvujm+//Zb31W5RRxO1GlAqMWTIEJhMJmxYvx6MxWhlyRdfYP7ixbh54QK/2kAiHJnsbEyfMwc3bt/GakvHgri5ASYTGJMJRC4Hw7L4dt06LFu5EkeSksC5uSErO7vgcxTu7/DhyHj0SKyzWO9CYCSBZbYlJaH/gAHQP3woBtMgwhIxgbw8/jkoFGDMZgwePhzZej1++ukn8ZR27dqhefPmWL58ecEMWRZPPfUU2sXEYN78+eLoPeGdd3Ds+HEc3L0bnLs7QkJCMHnyZIwePVq89Pnnn4dWq+Xvvw1yuRw//vgj+sXFgTEaeU9zcjkYG894mVlZ8A4JwZ49e/DMM88Ue1+EZyBALE54hH3EJj4Bk5srvkdGi3MlhuOgtLXkJwRZJhM8JJ1ovdGI5Nu3UTstDepGjfKN4oqDZcFYvhfy5JPAX3+BycgAadQo3xmNhX8tAV18GzWCm61QcTEmkwl79+5F165d+fdJnwdkZgB5EoMumZz33qbzLLwTU84YDAZcuHABGo2m2KAyLMvi+vXrqFu3rlVwFsZkgubOHWhTUqB68AByyUCFiYqCqmVLXn1uMVRlKmDJYGZmJvz8/Co2OAsAfPvtt1ixYgWSk5Nx5MgRhIWFYdGiRQgPD0ffvn1dlQ2MRiNOnjyJSZMmiftkMhm6dOmCI4K1qYuZM2cOZsyYUWD/nj174Gbj2lShUCAwMBDZ2dkwCio7W7eWNmTZs44kBHKOg7AchDAycLaqxeJwc3Po/FkzZiA0MBCrv/8ev+3dC5lajczMTJjNZhiNRmRnZ2PNihV4sls3xA8bJsa3z7YIdE8vLyz97DO8MmAAiFwOTqIZkRkMYADkWuYaTSYTzGYzsrOzAYYBy3FgWJZ3zGKBZVmYjEZk5ebynsws6PV6EEKQnZMj7lcqFDh48CAyMzMBjoPc0jHgLAIkJycHWq0WmZmZkFvmbmUMg3/v3MHFS5cQFhoK1mwWR2zyvDwYjUaYTSa+jJa0GJYFw7LgVCrITCZs2b4dPbp0QXZODliLSi5LsGi2warO4AUSV4R1tdxisPc4LQ3ffPMN2rRpY9WpJAqF9T02Gvn7YdGY/HH0KN4aPZq/JxY6dOiAn3/+2Wqf5IYjLy8PMpkMWVlZvOAFL5CPnTyJtLQ0yFhWzF+ahkJ6/+2Ql5eHrJwcq+cLQCyr0WjEisREeHp6om7duoWmA0LE50cUCt7Q0nIPOaMRDMeJ7wRn6XiJ98dgEIW9iRAQhoEM9hs/Ri5HjtEojvqNZjMMBgPOnj2LtAcPwDoRB8D377/BmM3IuXED7pZpk8x792CyifKXe/48AEB15w4U3t4Op18afv9lJ7RGA5Rs/ntkkitgUKpgVFSCoEsu4Pr163DLy4N/ejp8s7LgkZtrNcfMMgwy3N3x2MMDD81mGM6erbCyCuQWIyuKwyUCffny5Zg6dSreeecdfPTRR3wDB8Db2xuLFi1yqUBPTU0Fy7IF1rzXrFkTly5dcjidLl264OzZs8jJyUFISAg2btyIWEukJFsmTZqE8ePHi7+FEXq3bt0KHaHrdDp+hJ6TA5l0nqwc4TIzref1CsHTzQ01atSAQqlE/QYNxNGqQqGASqWCTqeDTqeDQqmEn59fvqtfvR6M2YzIBg1QMyAAOp0ORKm07tUbjch5/Bju7u5gGAZKpRIKhYKPwscwIO7uViNrMAzkcjmUlnwZiZq5e/fuWLFiBbp16oT6ISFI2rcPP+3cCZZl+efAcaI/aGGEHhcXhwkTJuD4iRPo/MQTuHr9OpauXAmAHxnqdDp+BC5Y5FvqrBTKaEmLsRgsEq0Whqws/Lp/P2Z98AF0Oh0/QrenabGgtEQoE9OzvUc2TJwxA0u//BK5ublo27YtfvrpJ+gEv+n2rjcaxeApAHD/wQPUrl3b6t2sXbs2Hj58aL/Xz3Ho0bUrVn//PV4YPBgtn3gCJ0+exLdr18JkMkFvMKCmpyc6d+7M3/9u3VCvXj0kJSVhx44d+fffDlqtFh7e3qJ2ROCnvXvxUnw8cnNzERQYiD179iA8PLzQewJAHDERhcJqrptotbwGRfA5L3meAMT3FACMFq0XA8B2nEcIQU5ODm/UawkIo8jJgVqtRkR0NNTt2jllycwEBPBrzAHRop00b867c5Xwr+UbLfMROiEwZWbg6N7daNuiBRQKi08Jdw/A0wuoxB7cHB6hsyyUKSkwX76MAL0eChsBadZqYQgIgD4oCPqgIJgIgVmvx1NNmkBdCbQRhXZoHcQlAn3JkiVYuXIl+vXrh7mCRTSA1q1bIyEhwRVZuJxff/3V4XPVarXdh61UKgu8XCzLgmEYyGQyPgRjBc67OJy/pYED+NGr9BqGYayElFA3SwYAw+DSuXOidT5j4/GME1TZdtIBI/GOZzOPzQhlkVzz2eLFGPXaa2jcvDkYhkG98HAMj4/HqtWr+TJJHK8wlrq//vrrSE5ORp8+fWAymeDp4YFxb72F6bNnQy6TgWEYHDp8GD179RLzMRqNIIRg07Zt4r4vFi3CkEGDwMjl2HfwIAL8/NC0cWNAJkOzZs1w8+ZNAED79u3xyy+/2Nxexqr+TDHP5X/jxmHkK6/g5u3bmDF/PoYNG4YdGzbkX2/rVc6O73nx/ZPeb8v+AhCCqe+9h/sPHqBd+/YghKBmzZqIHzIE8z79FHK5HAzDYO7cuZgwYQIaN27M3/969TB8+HCsWrXKfrpCOQTnMhKtxDOdOuHMoUNIffQIK7/5BoMHD8bRo0dFGxh7ZRSfrfBeWNJjbJYMMjbvcIHlhMLzkM42Sh3nKBR8BDpC+PMAKDw8oHS2wXdzKxh4x85SRSEcrZuPT5nEKCeE8IFRMtKAvFwoWBYKpQIKb1/Ay6dKBEVhWVZ8p21jnDN5edD8+y80d+9C+fAhZBLtFWEYmL29eQEeEgLWx0d8F+QAWKMRMpkMCoWiUsSHL20ZXGYUZ8+aXa1WI8fFi+39/Pwgl8txX/CdbOH+/fsIDAx0aV4uwc0tfy2qDRzHITMzE56enoU2iAJEsBJmWeR7ZWL4+S5Lg2s3b2cpyVIiqZ932+sLM0oqQZ7+/v7YunUr9JmZeJSSguCgIEycNQt169YtNB2GYfDxxx9j9uzZuHf1Kvz9/JBkmbOsaxkRtm7dGmfOnOEv0Ovx2eef405KCj4WplmUStQULJAZBtt//hl94uLE3zt27EBaWhp0Ol2BJZt2Kaa+fjVqwK9GDTSIiECjVq0QGhqKP48fR2yrVvavt/kdGBjo3PfBMNBqtVi1bBm+WLkS91NTERQUhC+XLIGHhwf8LfPGfn5+2LJlC4xGIx49eoTg4GBMnDgx//4Xhc1yQ3edDvXr1UP9evXQtm1bRERH4+uvv7aaSiuqjk4tUSzsnZMKdOk5QgdJuq8k35K9JWh2vvPgtm3BGo1QujgyoSjIhXXjACCTI0+lBmrV5mOOV0UIgeLxY2hu34b63j0o0tMhfcKcUonHWi3kEREwhobyNhX/EVwi0MPDw3HmzBmEhYVZ7d+1axca2YsmVApUKhVatWqFpKQk0VCO4zgkJSVhzJgxLs3LJTBM4WpvwTLZ3b3YkbTwwvKC3Qyw+fPrgMVQSiYDZIUI95IiSUulUonTKVbHbN1x2lzPuarna8lPo9WiVnAwTCYTftyyBQMHDiz2UrlcjlqW1Q0/bNqE2JgYUVBp3dxQv359/kS9Hr4+PsjMykL9evX4fYKVNvj7/9POnfjuyy/5YzIZwsLC4OPj41DHTLjGUYS5dkNha+/t/I5t2xZJSUl45513xH179+4tdEpJFF4yGZQaDUIsU0TrNm/Gs927Q6ZUQjrjr9FoUKtWLf7+//ijQ/dfXANvzxkMw4DjOCvD02IpbhlbabC3Pr8kBlL2Rr520lFoNFC4WOgQfR7wOBXEKFjwy8F4eQMaLfLOXwSqWLxxzmSC7u5deD16BM3Dh6KtjIBZp4MxMBD6kBDk1aiBK9euIcLGKO6/gEue6vjx4zF69GjRaOnYsWP44YcfMGfOHHz11VdOp5ednY2rV6+Kv5OTk3HmzBn4+vqidu3aGD9+POLj49G6dWu0adMGixYtQk5ODoYPH+6K6lRqGIYBFEoQOcnvEBCpb3OzRbjzalmHhHtRox0JdcLCcODAAQwePBhqtRp+lnnThq1aYc706XiuXz+7DRZRKnHx0iWYTCY8TktDVlYWzpw7BzAMotu1E/MU9mXn5OBhairOnD0LlUKBxpGRAICjR4/izp07iG7SBHdu3MD0OXPAcRz+97//iXl9/sUX2LJjB5Is69NTU1OxadMmdOzYEfpHj5D43XfYuGUL9tusn3aUk6dOITc3F08JwrGI+3Xx4kUYjUY8fvwYWZmZfP0ARLdtCwA4duwYhg4diqSkJNSqVQtHjx7F8ePH8VSLFvDx9sa15GR8MGcO6tWrZy2Mi+kQjHv7bXTo3BmffPIJevXqhXXr1uHEiRP4UuiEgLcLuXPnDu8tkWHwz927OHb0KGLatkVaWhoWLlyIvy5cwJpVq8SQpidOnEB6ejpatmyJO3fuYPr06QXuf5Hfbq1ayMnIwEcLFqBP374I8vVF6qNHWPrVV7hz5w5eeOEFh5+DFUWNtp1Jw/Z/6b6SqKUdcRzkYohBD6Q/5kOWAvz6cW8fwMOLn+qxF9q3kiI4dzH9/TdMu3cjWLqyQSaDqUYNGIKCkBcaCk5qaOiMj/5qhksE+siRI6HVajFlyhTk5ubipZdeQnBwMBYvXozBgwc7nd6JEyfQqVMn8bdgkBYfH4/Vq1dj0KBBePjwIaZOnYp79+4hOjoau3bt+k8Fh2EYRgx8QaTBSqyEOwMitwh3mznskjBz+nS8/tZbqFevHgwGA4hl1Hj5yhVkZGYW2Vj1euEF3BTCTwJo8dRTAGDlPEfYBwAnT5/G2o0bEVa7Nm789RcA3uBwypQpuH79OnTu7ojr1g3ffv89vCVGRqmPHuFacrJVY7xmzRokJCSAEILYNm2w7+ef0aZ1a/ue3uzdI8moctu2bYjr0QMKobEu4p7GxcWJc+tWdbY0OLm5ubh8+TJMlkbWzc0NmzdvxrSpU5FjMRbr0bMnpkyZwttwWEawjFyOxMREDBs2zG4Z2j35JNauXYspU6Zg8uTJiIiIwNatW63WoKekpOCW5HmwLItPFi7E5cuXoVQq0alTJ/zxxx+oI2guCIHBYMDUqVP5+6/TIS4uDt9++63V/S/y2121CnK5HJf++QdrBg9Gamoqavj64olWrXDw4EE0adKk0HtZgLK0wrYn0Esy0rN3TRmNGAlrBtIeg2QLRlUMGA9PwNsHTBUajROjESQ3l/fSJrzvFgNFs0oFg78/jKGhMAQHVyqvepUFl69Dz83NRXZ2duHGLdWAzMxMeHl52V0rqNfrkZycjPDw8GLXoTszh+4o+cLd1uUqA8gYfj27xUhIFPBmc747Tlv1PyH5NgC28aNNJuuoYdKwobZ1VCohE9xpCupjmSx/OkJY8iUdbQnxvQXBK/TCpe5PpT1zaVm12oIjJCGUplA/23QBvmxSRyM2DnOatWuHKRMnYmDv3vw+jQacXF7ocySC0528XMBsGTl46AAwVoLDqrOVk1OwbJZ7nXzjBhq0bImLFy+Kqw0Ix+XXjUGZOAFxybsqhFYF8sPVAvw75cj8sfCOKBT8Jlyv0+WHvgWsnydg5RzJIITGlcmglD5bpRLEskTTPSAAMksoWn16OpJv3UK4nx80oaHO1ffuXeCff6z3dejg8s4IycoESUvNNxJ09wC8fe16MDOZTNi5cyfi4uIqhRGYEKmM5OWB5OYWGF0zKhUYNzfoHz/GhYcPoXFzg6oYQc6yLK5cuYKIiIhiVe5GoxF6vR5RUVHFttflQVGyxRFc3nVzc3MrsDabUn7kW1Ar+IZe8AEOAnAEAAew4JeMCap5SOboATve3yzXCp0EuQwMIyvYMBXVUFl62QV8sRdbITtpCgLA2YbRzY3PW6ksGA/cXn42At1oMmHAgAHo2bNnoeUjHMvfREFbInROzCx//wC788hE6GjJZLyHKoOBN+YRPKAxDMAAP//6K0aNHIn64XV4DQmxlE/q3ctkBBHnxZ2YeilrCiuDs6NWW4M1wL67XmfTtP2/tCp3e/Vy4XMgHAukPrCELwWgUoPx9av0xm7EaOQFuMVXuhUMw/tHFzbLfZdpNPkhbCmFUmKB3qJFC4cbiVOnTpU0G0opEIQ7kQpo6V/Bap7lQITgCyY7vXahR8xxEDoERBB2HMf3Bgjy0ytMgBQWWawklEB1SRiGd+FoK4SFeyINIcuA38xm8JVjoJTJMHXyJIAj+Q2RpcMkZ1nAaCjEolomGp0BsLgYBZ+u+JfjDR1ZAGBA1Cq+AyBx/AGlEqPfejM/34IZQTSUtOqUMRKjSct6+2LuPX9P2Hy7y7LoEAhx7kuiOpU+/9LOmTtyzFUqdxdBcnNAHj3k3w+GAePtC3h6V46Omw2EZfNH4fYCnSgU1kK8EtahqlBigS51xarX67Fs2TI0btxYNN75888/ceHCBbz11lulLiSldIjrdoXIalIBVpjHMsainmcAXj0MvnGXztGznLXAYVSWkaJEgEg+TmF2R9wjdDY4STq26n4hHjrA/y1siZ5QZjsQ1jI65ggAwssosyWyHQEviPPPhihoCckfAYMAhJHUXRLbXCYRpMK9Fu6f0LkRIukBBRx4EMJZNCDC8xC0KZa7ZRmd8/Vj8lXrQkeBYcAY80foRCnpgAlaFU6iIQBAhGcqjOCl74bZbHWu5QDfaeE4kJLaY9heI6jOS0JRq0ecKYOj57rKyr2UEI4FHqWC5AjTD0ow/jX5CGiVBFGNbtkKaOQYJj9SmVZbqYKbVHVK/MZNmzZN/H/kyJEYO3YsZs2aVeCc27dvl7x0lDLByqBOFJoWgaBS559TCERQJ/O6ewDEEixEka9mFgQIgWX0ahSFElFaloHJGMvHLlHvW4RufmbIF6qsGWDN/EibL2W+YLMj6IngE99ep0UaRYuvsKUDIgPkFmEtV/CdFiFZuUUAsUK9YbmPMrAyGa/yLMH8MsPIeC8XwvMQNkFYOyk8GakmQJh64VjrACZCp4U18xoXIVYA4aQJ8c9I0L4g/34ShaLig1VI81ereTuQYkb7Co0GrNEIucWLo920XIWLR+jEZAK5f1fsNDOeXvxceQU/B8KyIAZD4QIcAJRKMFotH+hEo6Gj8DLCJV3IjRs34sSJEwX2v/zyy2jdujVWrVrlimwoZUC+cFcU9KhV2DUyGfjIu0y+Gl2tkaj3bazuhVGvOLq0XGcTcU3sHHCS/WoVkEcAlTLfYM5WKIG3FSBKpfV6fZMx/1xp/QgBTGbLKJvhR8yC4OS4/MZd8HAmINwnRpZfb4XCMl9dTKPq4ByvqE1xIVLPdER6/8SOF1dQkNsIbCKXg8sV7h/Hz9PLFUVrTMoTuZw3jivuNKUScnsjQpuQvwCstS0lsQty4QidGA28MGdZflTuF1Ahc+WE4wCjkRfgls3u9I9SKQY6YSoo0Ml/EZe8cVqtFocPH8738W3h8OHDlcJykFIMJVVfyuV8o2U7N8vIRWM7wrJgZXpeaAruWW1CXzIyGWCQ9OqFb1+h4DsKKrUo5IjUUE+Yfxb8vZtMluP8/5BbBJBCaT2KkRqMWcogLQ+0Wv64PScowvVVlAIdBkErIF3CV4hWgMhk/HMUpjBYM0A4EEUJQvyW4B6Kz5aTW3kGs9JqWNJ2etQqk4HodNaOkwD+XVCrS/bMXSTEiEEPcj+Fv+cqNZiaQWW+FE2YeiEmEy/AjUb+/8LWsSuVYNTqfAFeBdzJVkdcctffeecdvPnmmzh16hTatGkDgHcCsmrVKnzwwQeuyIJSWSku+pRklGM7l+8wksbUXkNNZHK+oSEcryLmSL4wV6qcFzZCY2Qr0KXWz8L/QielOGSySuvwQtTSOHq+UgnCyvJjnJuMvFB35Lmq1fw1TuRHLJ01UfOjBIjFnqKAO2ThGos2pbBnL64AEWxEpJ1MQix2Fxy/vptlQdJSQTw8Aa2746NNqVALDOQ3JxFH5hzHz5PXDAIjc1FHQRDaZjPfGZb+NZsLf6/lcl54WzaoVBWu9qfwuESgC/6cFy9ejO8scbUbNWqExMREx9xCUiiCe1XpOnUHYRiGj0BmNlvWwVs6DWWpDhY0GtJ180Wh0fDroauJARAjl/NTDcK0hqCCL65hF4ScrQ1DUQjCXKMRZ25gNolzyXyBkD/tQbj81RuW/KymYgSjP6nhn8nI23twLP+/8N5wHAjheKtyg56vn38gGK0DKniZDGjenP9fiAXgBMSgB3mQIhHmwYUKzgKGrhxn5XCKWDo+nMEAj9xcsLdvFy+ELVNjjErFG65Z/tLRd+XFZU9m4MCBVHhTMGzYMKSnp2Pr1q3OXSisuZbJAKMR02fPxtaffxbdpRYHI8zLO8m+gwfRqVcvpKWlWXk8KyQT+/87gqDKdyFWPqGs5sW5gsKyuN8O7JdZjBuJpO4EyPd1YDJZOlIKuKobJRo2grHM6zP5Rn6CPYZMDjAyMXoaEYz9BDsKs5n3A8AAJJfJX5DA5k/fEMuIVMYRwMzy0wsMA8LxUzuswQTOmM2n+/AhoPME42UjpIt6Px48EO9jIRXN/5dlgcw0QFhfrlACflrg3r38jpDt5uj9NJvF1QqiTYlCwQts6V/LCoRKYR9BcRja1aIA4GPaL1++HDdu3AAANGnSBFOnTrV2olKW2Kh9E8aOxdujR7s0i44dOyI6OhqLFi0S97WLiUFKSgq8vLxcmpctdoWvo/8Xdwywnh4oC3/dhNgV0gwYfmTO8CNi3qDRDCKXg7G9oiTCwbLOWrq0jpHJeIEriW1unQ0DolDmz/ULxn+WevDvmsLG4JGPsc7JZFaCjBG8Kqq1IBo3ICsDyMsB0h7xjn10ni4VeoRlgbTU/FUnai3vh93RZypMaclk+WF2Jb9lHIdsrRayoCDItVqqKq9mUIFOAQCEhIRg7ty5iIiIACEEa9asQd++fXH69GnnfGyXEkIIWLMZOp0OunJQ7alUKgTWqGG3HFajH8FlrHQeXHJMZokkRuyp4F3rXbl47Hk6c+R3UccI4ZfmKZUF1Or8akTLyNlkgjgEVihKZd1MOA6MYH2vtJ6nLazkBXwdcBzA6MXlkIxanR9pTDK1w6hU/Lun1/N1FOrPsoBcDlmNGpCrVEBgIEhmOpD22JK+CdBoAbUm3+rctvNl19mQHaPDvFwwaan8dI5cDvjXBCMxCLWyQylkK65zwZhMMCsUvBqdCvNqB32iFABA7969ERcXh4iICDRo0AAfffQRdDod/vzzz0KvYVkW48ePh7e3N2rUqIH//e9/sA0NwHEcFi5ciHr16kGr1aJ58+bYtGmTeHzfvn1gGAa//PILWrVqBbVajUNHjmD67NmIjokBAOzZswcajQbp6elWaY8bNw6dO3cGIQSpDx/ixcGDUatWLbi5uSEqKgprv/+eXyPLshg2dCj279+PxYsXg2EYMDodkq9fx++W/NMePEBGaiq0Wi12bt/ON/YmE2A2Y8vWrfAMCUFudjZgNuN2cjIGDRoEHz8/1AgIQL/+/XHr5k3JUj0H1KHShljqxU1YKiesIJBuSmX+plKJG6NW83ObwqZSifOeVptFlSpucnnhm2VELGy2QsN2AyyjWanAN5vE+0+kRmcWCOFV3cRsKvDeWF4e/q9kdF4cBcoml/PqY6WS7xRYOgaMxeGPuNnWUVp/hoFMo4HMzQ0yNzfIA4MhC6kNxs0NjFwGxmQAk50BJi8bjLsbZB4e+Zunp/VvYdPpxI1xdwNjNoLJyeKfm4cHZOH1IffxhczdXcxXptXyFuRqdf7zFZ5jZXHvS6lQqECnFIBlWaxbtw45OTmFx9AG8Mknn2D16tVYtWoVDh06hMePH2PLli1W58ydOxfr16/HsmXLcOHCBbz77rt4+eWXsW/fPr5BtzTaEydOxJyPPsLFv/5CVKNGYgNPTCZ0fvppeHt7Y9P69fzyGaMR5txcrF+/Hi8NHAgYjdBnZaFldDR2bNmC8ydPYtSrr2JofDyOHTkCmM1YtGABYtu2xchXX8XdGzdw99IlhAYHW42yPT088GxcHH5Yt86qDms3bUK/Pn3g5u4OE8uiR+/e0Hl44MBvv+HQ/v3Q6XToP3AgjBznmPAVGmR7grcogWsjZBgHRmTlDSOT8XO+EqEOM7/cibBm/pkLVuQmk8WxDWt/BYAo0Etv1e3qe8V4eIKpFQrG05sPhgIGJCcbSH3ocBp8UJVHwIN7IOmPARAwWnc+3WpiPEkpX0qt0zSZTGjYsCF27NiBRo0auaJM1Q6ukOVKHMeBM5v542WglpU5qe48f/48YmNjodfrodPpsGXLFjRu3LjAeYI6etGiRZj43nt4rm9fAMDyzz/H7t27+WU/JhMMBgPmzJmDbT/+iM6dOoFhGIS/+CIO7t+PL5cvR4fYWHHud8YHH6CrEHYzJyf/fnAc5AyDQS+8gB/WrcMIS8jQpN9+Q3p6OgY89xwAoFatWkiwhOoEgLdHj8aeX3/Fhs2b0SYmBl4+PlCpVHBzd0dgrVq8VzGpExmL8H1pyBAMjY9HrtkMN6USWZmZ+HnvXmzZsgWMSoUNGzaAIwRfr1olCohViYnw9fXFvgMH0KNHD6fueXVEnMMWrNMBABbrckYyly2FZfl5d8HfgNTtbiVVDTMKJeDrx//QeYDcT+Fdsnp6FeuKlWRl8L7Ypem564AaAWCKc1JEoRRCqQW6UqmEvrDIVRRwLIt/Dx4seMCibtTn5iLLw/XhLgEgpH17h4U6IQQNGjTA6VOnkJGejk0//oj4+HjsS0pC40aNrOeSAWRkZCAlJQUxrVqJQlnBMGjdsqW4hObqlSvIzc1Fv+eft8rLaDSiRXQ0/8PSgLdu1Sq/4Zau85bzsdyHDBmC2CefxN2HDxEcHIy1GzagV69e8A4IAMMwYFkWs2fPxoYNG3Dnzh0YjUYYDAa4ubvnj3YEVaoif3mV1NCKkcnQ69lnoVQq8dNPP2Fwv374cft2eHp4oEuXLgCAs2fP4urVq/CwCdGp1+tx7do1h+71fwFxKaGwzkwYiYuC3GIEKZPxI3jBOl94XyWObiqbFsIejNYNcNfxAj0jDQgIKvRcwnEgwhw8wAv/Gv78fDmFUgpcYnU0evRofPzxx/jqq6+gqAJrFNPT09GlSxeYzWaYzWaMGzcOo0aNKv+CSEahZT0KIVKBbG+OlxCoANQPCwPCwtCqeXOcOH4ciz/7DF8sXVp4wraOYiSCONsSY339unWIiIiw8lKmFlTPFmGr8/HJF7xSK2PL+9SmbVvUq1cP6zdswJtvvoktW7di9erV4nnz58/H4sWLsWjRIkRFRcHd3R3vvPMOjE6uaVepVHj++eexdu1aDO7XD2s3bsSg/v3F9zo7OxutWrXC999/L17DcRyys7MRHh7uVF7VHf7ZWN4HhZL3F282wda1LBGMDe0JdFd8F+U1wvf2AXKy+HCmRkPhAjovh7e6VyjBBIdS4zSKy3CJ9D1+/DiSkpKwZ88esTGVsnnzZldk4zI8PDxw4MABuLm5IScnB02bNkX//v1Rw461c2mRyeUIad/e7jGOZZGTng53d3eXWp0KKnEG/By0U2tVJRa1HCG8QBQ6aRKB7B0QgKCgIBw7dQodnnkGAGA2m3Hy1Cm0bNkSjEKBJlFRUKvVuP3vv+gZFwdZKes3ZMgQfP/99wgJCYFMJkOvXr3EY4cPH0bfvn3x8ssvA+CF7D///GM1ZaBSqQq69iwkn65du+LCxYv4bf9+fDhlinisZcuWWL9+PQICAuDp6SnmlZmZKf6m2IeRy0HsGW/J5OISM0Is75orBboQN8BWWyWsSHCRBoBRqgA3HUhuNpCVCdTwt3+iRaPJuLlTYU5xKS4R6N7e3hgwYIArkioX5HI53CzBFgwGg2ioU1YUqvZmGDAKBWRy3jd1qZb4SDxFMWLkMjtRxmyXulj2TZo8GT179kRYWBiysrKwdu1a7Nu/H7t37y60XOPGjROXujVs2BALFy60skT38PDAhAkT8P7770OtVuPpp59GRkYGDh8+DE9PT8THxztVxyFDhmD69On46KOP8Pzzz0Otzh8BRUREYNOmTfjjjz/g4+ODhQsX4v79+1YCvU6dOjh69Chu3LgBHcPAtxBHMk8//TQCAwMxZPhwhIeFIeaJJ6zKMH/+fPTt2xczZ85ESEgIkpOTsX79erz//vuoXbu2U3X6r2FPfc7IZPzonVgcxjAyiKp6V80n24vCptXyqxnULlR1u+uA3GzAUPg0JBGOVaKQp5TqgUsEemJioiuSETlw4ADmz5+PkydPIiUlBVu2bLGKvw4AS5cuxfz583Hv3j00b94cS5YsEf3IO0J6ejo6dOiAK1euYP78+fDz83NpHRyFk7qY5DineuzFxjW3WYpT1Hzkw4cPER8fLzpZadasGXbv3o2uXbsWmv+ECROQkpKC+Ph4yGQyvPrqq3juueeQkZEhnjNz5kx4eHjg448/xuuvvw5vb2+0bNkSkydPdrieAvXr10ebNm1w7NgxK+cwADBlyhRcv34d3bt3h5ubG1577TX069fPqiwJCQmIj49H48aNkZeXh+Tz5+3mwzAMXnzxRcybNw9TJ0+28vDm5uaGAwcO4L333kP//v2RlZWFWrVqoX379nSEXhpkMt4xDSEAhNF5Gc+fy+Uu994nhB8mFpe4BUL6WqKVAaACneJyGOLCoenDhw9x+fJlAEBkZCT8/QtRORXDL7/8gsOHD6NVq1bo379/AYG+fv16DB06FCtWrEBMTAwWLVqEjRs34vLlywgICAAAREdHw2wnWtaePXsQHBws/r5//z769++PzZs3o2bNmg6VLzMzE15eXsjIyCjQiOv1eiQnJyM8PLzYSHOiqtbdnR9Vy2QOLVcRBbmtdbx0TXMlMSaSqqMdVrlnZfF/FQrXN7gCBkN+w2pj4OYsJaqjqxHuGVDq+tijrOtIWDZ/fp1h+JG6XFGufsPt1dGZ7xmwrK2/lQwQDkyt2rwaXnpcnwdy7w4gV0AWWqcsqlEkJpMJO3fuRFxcHJRVaGmcXq/H+fPnodFooCom5j3Lsrhy5QoiIiIgL0braTQaodfrERUVVSkigxYlWxzBJV9LTk4O3n77bXzzzTfgLCNFuVyOoUOHYsmSJaJ621F69uxZpMvRhQsXYtSoURg+fDgAYMWKFfj555+xatUqTJw4EQBw5swZh/KqWbMmmjdvjoMHD+J5G2tsAYPBAIPBIP7OzMwEwH8cJhuXjCYT7ySD4zjxXhSGuNZaMApi831IF3GRdSQkQYjbvrhlPI3gKGIdLffEERjJNXY1D65AYoBX2jxKUkeXI5OBsSz9Kot7Vi51FEbnJN/bnj2HNGWFvTpyHAdCCEwmU7HCQYRhAJMZyM0F3Gy+5Zwc/vtVqsGWhYveYhDaK9t2q7JjNpvFNrU4OxjhuCP2MkKaZrO5UtyT0pbBJQJ9/Pjx2L9/P3766Sc8+eSTAIBDhw5h7NixmDBhApYvX+6KbADwPaqTJ09i0qRJ4j6ZTIYuXbrgyJEjDqVx//59uLm5wcPDAxkZGThw4ADefPPNQs+fM2cOZsyYUWD/nj17CnRWFAoFAgMDkZ2d7bCFdVZWFhiOg4wQEIbh/UnbgRFcjIKfYSQMw7sarQQj8eLIko4gi0GemwsAIAoFOCet1CsSZ+rocgjhBbpMVja+3C2UWR0J4SOdSWBl8gp5t6V1NBqNyMvLw4EDB+xq/Oyh0+dAZTIhV62BXmU96nMz5EFjNCBPpUaeuoy0Tw6wd+/eCsu7vLh+/brD5967d68MS+I4uZa2r6S4RKD/+OOP2LRpEzp27Cjui4uLg1arxcCBA10q0FNTU8GybAH1eM2aNXHp0iWH0rh58yZee+010Rju7bffRlRUVKHnT5o0CeMlTksyMzMRGhqKbt262VW53759GzqdrlgVDiEEWVlZ8PDw4Bf3CA2xPZWSxVc4AH5EXgWWBwI2dXSwcRaXMykUfBS2Sk5J6ljVKJc6Go0Q/cCDsf8dlCH26qjX66HVavH00087rpJ9nMoHcfH0BnxsVs48uMcvW6vhD+jK3+bCZDJh79696Nq1a5VSuRsMBly4cAEajabYcrMsi+vXr6Nu3brFalVMJhP0ej2aNGliZWRbUQja35LiEqmQm5trd/45ICCg1D2OsqBNmzYOq+QBfs20vYetVCoLvFwsy/K+n2WyYucaBbWecD4R5sQJsbIsJ8J8uaBer0JhDW3r6BDCGnTbNe6VlBLVsYpRHnUkMkYizx333+4q7NVRZllmZ+9bLwyiVoPk8evsBZsYQjgADAgI//1qtBXq3tWZ+lQGWJYV21RHpz7kcnmx5wrpKhSKSnE/SlsGl3wxsbGxmDZtmpXHuLy8PMyYMaNIX+Alwc/PD3K5HPfv37faf//+fQQGBro0r3JHaMAk84ZEmDMXjlchYU6hlBhZFX7HRec4/BQCyc0BuZkMkvJvvhZOUfHCg1L9cMkIffHixejevTtCQkLQvHlzALyLTI1Gw/v2diEqlQqtWrVCUlKSaPnOcRySkpIwZswYl+ZV7kg8ZhFhyYsQvQugwpxSzWEgDtGrsj9zoWPOsiA52SAPLfOzRsGwlqkyU2aUqoVL3qqmTZviypUr+P7778V57BdffBFDhgyBtgTLjrKzs3H16lXxd3JyMs6cOQNfX1/Url0b48ePR3x8PFq3bo02bdpg0aJFyMnJEa3eqyq8gw0m37ObINABQBK4gkKp9lTld90SHY4Y9MBDO8ZWtGNOKSNc1k10c3NzmT/0EydOoJMQeQsQDdLi4+OxevVqDBo0CA8fPsTUqVNx7949REdHY9euXQ6vI6/UCAKd4/ixikSgUyjVGxufClWVYr7V8lxbT/lvUSnfrI4dOxa7hnrMmDFVX8VuD5ksX80u3AN7/q+rMyoVP9dYCaxOKeWIlTyvwu97ccZ8LojvTqHYowpPVFVThIZM6lSlHBo3Qghee+01+Pr6gmEYnDlzBh07dsQ777zjsjxeeeUVzJ49u/gT1WpAp6sSFu6lZfDgwfjkk08quhgUV2JPYEsjr/0H3mtKxUDfrMqGPYFeDg3Arl27sHr1auzYsQMpKSlo2rQpNm/ejFmzZonn1KlTp4APdUc5e/Ysdu7cibFjx4r7Nm/ejG7duqFGjRpiJ8IRFi1ahMjISGi1WoSGhuLdd9+1WmFREvLy8uDu7m5lu2HLxo0b0bBhQ2g0GkRFRWHnzp0Op3/48GEoFApEC3HgLUyZMgUfffSRlc/5suDWrVvo1asX3NzcEBAQgP/7v/+zcpSyefNmdO3aFf7+/vD09ERsbGyJDFr1ej1Gjx6NGjVqQKfTYcCAAQVWpNgivAd+wcGQabQ4c/ZsgXOuXbuG5557TizfwIEDrdK9ceMGRowYgfDwcGi1WtSrVw/Tpk2zcu6k1+sxbNgwREVFQaFQFIgP4TLsBaCRWrVTgU4pI+ibVcmwq2oshxH6tWvXEBQUhHbt2iEwMBAKhQK+vr7wcJFf8M8//xwvvPACdDqduC8nJwdPPfUUPv74Y4fTWbt2LSZOnIhp06bh77//xtdff43169cXGeylY8eOWL16dZHp7t27F2FhYahfv77d43/88QdefPFFjBgxAqdPn0a/fv3Qr18//PXXX8WWOT09HUOHDsUzljCzUpo2bYp69erhu+++KzadoqhTpw727dtn9xjLsujVqxeMRiP++OMPrFmzBqtXr8bUqVPFcw4cOICuXbti586dOHnyJDp16oTevXvj9OnTTpXj3XffxU8//YSNGzdi//79uHv3Lvr371/kNcJ7MPfDDws93q1bNzAMg99++w2HDx+G0WhE7969xbXjly5dAsdx+OKLL3DhwgV8+umnWLFihdV7wbIstFotxo4diy5dujhVL2ew+w0rqUCnlAPEBYSHh5PU1NQC+9PS0kh4eLgrsqhUZGRkEAAkIyOjwLG8vDxy8eJFkpeXV2w6LMuStLQ0wrKs1X7OYCCcXi9uZU18fDyBxZssABIWFkYIIaRDhw5k3Lhx4v/Scxx9dViWJampqcTLy4vs2LHD7jnJyckEADl9+nSx6Y0ePZp07tzZat/48ePJk08+Weg1HTp0IImJiUWm++qrr5L33nuv0OMDBw4kvXr1stoXExNDXn/99UKfo8CgQYPIlClTyLRp00jz5s0LHJ8xYwZ56qmnrPYdPHiQPPXUU0Sj0ZCQkBDy9ttvk+zs7ELLFxYWRn7//Xe7x3bu3ElkMhm5d++euG/58uXE09OTGAyGQtNs3LgxmTFjBiGk8HdVSnp6OlEqlWTjxo3ivr///psAIEeOHCn0OoHrly4RAOTU0T+t9u/evZvIZDKr7y09PZ0wDEP27t1baHrz5s0rtP2Jj48nffv2tdpnr47OfM9WaSVfsdq4zIz8/9MfO5WWKzEajWTr1q3EaDRWWBlKQl5eHjl27Bg5d+4cuXTpUpHbhQsXyNatW8mFCxeKPffcuXPk2LFjTj/fsqIo2eIILukq3rhxw64jfIPBgDt37rgii/8W0h5+OYzOFy9eLMb2TklJwfHjxwucs3nzZoSEhGDmzJlISUlBSkqKpIhMkSPgCxcuICMjA61bty51Wdu1a4eTJ0/i2LFjAHh/zUL0qJLCcRx27NiBvn37FnrOkSNHCozqunfvXmz8gMTERFy/fh3Tpk0r9BwhJKwQAOjatWvo0aMHBgwYgHPnzmH9+vU4dOhQiY1Ajxw5gqioKKtVIN27d0dmZiYuXLhg9xqO45CVlQVfX1+H8zl58iRMJpPVfWrYsCFq167tcJwFexgMBjAMY+WtUaPRQCaT4dChQ4Vel5GR4VT5yxRq2U4pB0r1lm3fvl38f/fu3fDy8hJ/syyLpKQk1KlTpzRZVHkIITAV4v6WcBxMOTkwyeXWbi7NZt7BDMCr50oYbEPp5uaQtbCXlxc8PDwgl8sL9bbn6+sLuVwODw+PAudERkZaPXtbbt++DblcLoa2LQ0vvfQSUlNT8dRTT4EQArPZjDfeeKNE8dUF/vzzTwBATExMoefcu3fPbvyAooI6XLlyBRMnTsTBgwehKKJBDw4OhtFoxL179xAWFoY5c+ZgyJAhokFiREQEPvvsM3To0AHLly93OsxjYWUXjtljwYIFyM7OxsCBA53KR6VSwdvbu0BepQl+0bZtW7i7u+O9997D7NmzQQjBxIkTwbKsVcdSytWrV7FkyRIsWLCgxPm6FOlStqpswU+p1JRKoAtGJQzDID4+3uqYUqlEnTp1/vMWvKbcXHwmmTcuT8ZmZ0Pl7l7m+RQXFCcvLw9qtdolS5H27duH2bNnY9myZYiJicHVq1cxbtw4zJo1Cx988AEAYPbs2VbW9Hl5efjzzz+tRrgXL15E7dq1AQDbtm3Ds88+C5lMhlu3bqFx48bieZMnTy5RZ4FlWbz00kuYMWMGGjRoUOS5gvMlIe7B2bNnce7cOXz//ffiOcQS0jM5ORmNGjXCG2+8YTXvnpubi549e1r5rs7Ozna63ABvpzBjxgxs27bNJZ2w0uLv74+NGzfizTffxGeffQaZTIYXX3wRLVu2tOtX/s6dO+jRowdeeOEFl/nGKDVW7z4V6JSyoVQCXTBICQ8Px/Hjx+Hn5+eSQlGqFzVq1EBubi6MRiNUpYyg9cEHH+CVV17ByJEjAQBRUVHIycnBa6+9hvfffx8ymQxvvPGG1chyyJAhGDBggJVxVnBwsPj/9u3bMXfuXHG/1NpeUNkGBgY6FT8gKysLJ06cwOnTp8WOhBBbW6FQYM+ePejcuTMA4PHjxwB4wQXwgvj111+3WhEgIHRCZs6ciYSEBHF/x44d8fHHH9vVMgQGBopTFNKyC8ekrFu3DiNHjsTGjRudNhwLDAyE0WhEenq61SjdFXEWunXrhmvXriE1NRUKhQLe3t4IDAxE3bp1rc67e/cuOnXqhHbt2uHLL78sVZ6uhbH7L4XiSlwysZOcnOyKZKolSjc3jC1kpEQ4DpmZmfD09LRWubNsfkAWhaLEXuKUNrHaS4tKpbJrK1EcQmjaixcvFli25Sy5ubkFRmXCqJRYHPH4+vpazZ1qtVoEBATYtWC/cuUKbt68ia5duwLg49nbOy82NhZJSUlW6/L37t1baPAhT09PnD9/3mrfsmXL8Ntvv2HTpk0IDw8X9//1118ICQkRO8QtW7bExYsXC7W4B/hIhtLRs0KhQK1atQot+0cffYQHDx6I1+zduxeenp5W2ogffvgBr776KtatW4devXoVmndhtGrVCkqlEklJSRgwYAAA4PLly7h165bLgjQJ9+i3337DgwcP0KdPH/HYnTt30KlTJ7Rq1QqJiYkVGvmO8fIByUiT7LA6Wt7FofxHcJmlRlJSEpKSkvDgwQNx5C6watUqV2VT5WAYplC1N8dxULIslO7uVo0PsRHoTCVx+1qnTh0cOHAAgwcPhlqtFhvXhg0bYs6cOXjuuefsXufn54eWLVvi0KFDVgL98ePHuHXrFu7evQuAb/wBfqQnjOiGDh2KWrVqYc6cOQCA3r17Y+HChWjRooWocv/ggw/Qu3dvh8MqStm2bRu6dOkCt2I6P+PGjUOHDh3wySefoFevXli3bh1OnDhhNQqcPHky7t69i2+++QYymQxNmza1SiMgIAAajabA/oMHD6Jbt27i7/feew9t27bFmDFjMHLkSLi7u+PixYvYu3cvPv/8c6fr2K1bNzRu3BivvPIK5s2bh3v37mHKlCkYPXq0aGi2du1axMfHY/HixYiJiRHnvLVabZH2EVK8vLwwYsQIjB8/Hr6+vvD09MTbb7+N2NhYtG3bVjzP9n0R3oM7N28CAC7/8w8YldrqPUhMTESjRo3g7++PI0eOYNy4cXj33XcRGRkJgBfmHTt2RFhYGBYsWICHDx+K+Um1AxcvXoTRaMTjx4+RlZUlamNK29G0hfGpARgMIHrBfoaO0Cllj0sE+owZMzBz5ky0bt0aQUFBVdttI6VQZs6ciddffx316tWDwWAQR8SXL18u1jHKq6++iu+++85qHnv79u1WAXUGDx4MAJg2bRqmT58OgHeIIu3sTJkyBQzDYMqUKbhz5w78/f3Ru3dvfPTRRyWq07Zt2wrYf9ijXbt2WLt2LaZMmYLJkycjIiICW7duRdOmTcUObEpKCm7duuVU/nq9Hlu3bsWuXbvEfc2aNcP+/fvx/vvvo3379iCEoF69ehg0aJBzlbMgl8uxY8cOvPnmm4iNjYW7uzvi4+Mxc+ZM8Zwvv/wSZrMZo0ePxujRo8X9QvwEgBf6o0ePLtIt86effgqZTIYBAwbAYDCge/fuWLZsmdU5tu+L7Xvw4itDAVi/B5cvX8akSZPw+PFj1KlTB++//z7effdd8Zq9e/fi6tWruHr1KkJCQqzyk5Y3Li4ONy0dBwBo0aJFgXNcBlOYEKftI6VsYIgL3uSgoCDMmzcPr7zyiivKVOnJzMyEl5cXMjIy4OnpaXVMr9cjOTkZ4eHhxVojcxKVe1UYoZcEoY5KpRKNGjXC+vXrXaZ+LS2pqakICgrCv//+W6rAPoU9R0dYvnw5tmzZgj179pQ4//KA4zhMmjQJR48eLdSBTWkhBgMEh+6M2jlLfldg7zk68z3bQu6ngOTlAACY2uEgt/ipScavJhidaxw2OYvJZBKXeSqVVScmu16vx/nz56HRaIq1w2FZFleuXEFERESxWjuj0Qi9Xo+oqCinn29ZUJRscQSXjNCNRiPatWvniqQoQLVc1qLVavHNN98gNTW1oosi8vjxYyxcuLBCo/QplUosWbKkwvJ3hl9//RVLly6t6GJUHeionFLOuESgjxw5EmvXrhWXDVFcSDUS7h07dqzoIljRoEGDYpeUlTWCtX5VICkpqUSjhv8udN6cUr64RKDr9Xp8+eWX+PXXX9GsWbMCqpyFCxe6IhsKhUKpOtAROqWccYlAP3funGglahusorIayNWpU0ecK/Px8cHvv/9e0UWiUCjVCQ8vICcbjNa1y0cplMJwiUCvqsLwjz/+sIr+RaFQKK6C0WiBkDqAXA6GYZBvfVwGFvUUClwcPvXq1avYvXs38vLyAJTRUhAKhUKpIjAKRaXVUlKqHy4R6I8ePcIzzzyDBg0aIC4uTgyYMGLECEyYMMHp9A4cOIDevXsjODgYDMNg69atBc5ZunQp6tSpA41Gg5iYmAKuLYuDYRh06NABTzzxhJXPbAqFQqFQqiIuEejvvvsulEolbt26ZeVxa9CgQVYOMxwlJycHzZs3L3SJzPr16zF+/HhMmzYNp06dQvPmzdG9e3c8ePBAPCc6OhpNmzYtsAleyQ4dOoSTJ09i+/btmD17Ns6dO+d0OSkUCoVCqSy4ZA59z5492L17dwEPTREREVZemRylZ8+e6NmzZ6HHFy5ciFGjRonepVasWIGff/4Zq1atwsSJEwHAKsCGPWrVqgWAd4oTFxeHU6dOoVmzZnbPNRgMYqxqgF/8D/BOGkw2oU1NJpMYGcvWBa4twpSEcL7kAL9Z/ifFpFOZKbSO1QhaR5dlAmF+uSLeeXt1FALqmEymErkWtkJwFmUylzgkcmkR2ivbdquyYzabxTa1uHgSwnFH4k4IaZrN5kpxT0pbBpcI9JycHLu+sB8/fiz6inYVRqMRJ0+exKRJk8R9MpkMXbp0wZEjRxxKIycnBxzHwcPDA9nZ2fjtt9+KjPs8Z84czJgxo8D+PXv2FKi3QqFAYGAgsrOzYTQaHSpPVlaW9Q5CILc0KKxMVi3WoheoYwl56623kJGRUSmnSbKysjB37lz8/PPPOHjwYEUXp0xw1XO0h5w1i/+zekMRZ5Yt0joajUbk5eXhwIEDMJvNRVxVPL5Z6QCAbI0bjMrSRR0sLXv37q3Q/MuD69evO3yuELugohFCKJcUlwj09u3b45tvvsGsWbMA8PPTHMdh3rx56NSpkyuyEElNTQXLsgW8e9WsWbPYuNwC9+/fFwNDsCyLUaNG4Yknnij0/EmTJmH8+PHi78zMTISGhqJbt252Xb/evn0bOp3OypWgyWQq0GMkhCA7Oxs6na6g4YylpyZXKEok0OVyuVOuHYcPH45vvvlG/O3r64vWrVvj448/LlRz4QiEEGRlZcHDwwMzZ87Etm3bcOrUqSKvEWID2LJ7924sXboUhBDxvnfu3BnNmzfHp59+WmSanTt3xv79+wEAarUatWvXxrBhw/Dee++V2mhJWsfJkydjwoQJ1c4Bi7SOZWbkZTRCtABXuXYg4Aj26qjX66HVavH000+X3jXo3duAyQiEhAFyl8XFcgqTyYS9e/eia9euVcr1q8FgwIULF6DRaIotN8uyuH79OurWrVusVsVkMkGv16NJkyYuH3yWBEH7W1Jc8lbNmzcPzzzzDE6cOAGj0Yj//e9/uHDhAh4/fozDhw+7IguXUrduXZw9e9bh89Vqtd2HrVQqC7xcLMuCYRjIZDLRH7TJZMKVK1dE638BQgj0ej00Gk3BRlIaPrUEaLVaREZGOvzRMgyDHj16IDExEQDEiFx9+vRxOuCIFEF1yTCMWMfi/J0zDIMmTZrg119/tdrv6+tr14+zcL+LY9SoUZg5cyYMBgN+++03vPbaa/Dx8cGbb77paHXsIq1jdRPkAtI6llVYUiL5BpgKCH1qr44ymQwMw9j91p2F1A4HCAdGVvGxGVxRn/KEZVmxTXV06kMulxd7rpCuQqGoFPejtGVwyVfTtGlT/PPPP3jqqafQt29f5OTkoH///jh9+jTq1avniixE/Pz8IJfLcf/+fav99+/ftwqTWJlgWRZ5eXlQKBTQaDRWm1qttrtPrdHwm53jxW0KhQJ5eXlOxy5Xq/NDVkZHR2PixIm4ffu2VSjK27dvY+DAgfD29oavry/69u2LGzduiMf37duHNm3awN3dHd7e3mjfvj1u3bqF1atXY8aMGTh79qwo3IUoXvYQpi6km0qlwrBhw9CvXz8AwLBhw7B//34sXrxYTFNaFlvc3NwQGBiIsLAwDB8+HM2aNbNSPRoMBiQkJKBWrVpwd3dHTExMgUAkK1euRGhoKNzc3PDcc89h4cKFVrHXp0+fbhWKk+M4zJw5EyEhIVCr1YiOjrYyFL1x4wYYhsHmzZvRqVMnuLm5oXnz5g5PH1GqDgzDVAphTqm+lFqgm0wmPPPMM3jw4AHef/99bNiwATt37sSHH36IoKAgV5TRCpVKhVatWiEpKUncx3EckpKSKk0Ur8JQKBRQqVRWm1KpLLBPpVJBpVTym71jxWyKEo7qpWRnZ+O7775D/fr1UaNGDQD8s+7evTs8PDxw8OBBHD58GDqdDj169IDRaITZbEa/fv3QoUMHnDt3DkeOHMHIkSPBMAwGDRqECRMmoEmTJkhJSUFKSkqJw4EKLF68GLGxsRg1apSYZmhoaLHXEUJw8OBBXLp0yWrEP2bMGBw5cgTr1q3DuXPn8MILL6BHjx64cuUKAODw4cN44403MG7cOJw5cwZdu3YtNmzr4sWL8cknn2DBggU4d+4cunfvjj59+ohpCrz//vtISEjAmTNn0KBBA7z44oulnrOlUCj/LUrd8iuVSpcv+crOzsbVq1fF38nJyThz5gx8fX1Ru3ZtjB8/HvHx8WjdujXatGmDRYsWIScnxyqmMsV5duzYIXrOy8nJQVBQEHbs2CGqH9evXw+O4/DVV1+J6vPExER4e3tj3759aN26NTIyMvDss8+KmpnIyEhkZmZCq9VCp9OJI+/iOH/+vJUXv8aNGxfwNeDl5QWVSiWOvItj2bJl+Oqrr2A0GmEymaDRaDB27FgAfNz1xMRE3Lp1C8HBwQCAhIQE7Nq1C4mJiZg9ezaWLFmCnj17IiEhAQAf3OWPP/7Ajh07Cs1zwYIFeO+998RY7x9//DF+//13LFq0yGpZZkJCAnr16gWAtyFo0qQJrl69ioYNGxZbLwqFQgFcNIf+8ssv4+uvv8bcuXNdkRxOnDhhZUwnGKTFx8dj9erVGDRoEB4+fIipU6fi3r17ohqzIsNgVgc6deqE5cuXAwDS0tKwbNky9OzZE8eOHUNYWBjOnj2Lq1evwsPDOpazXq/HtWvX0K1bNwwbNgzdu3dH165d0aVLFzz//PNwd3d3uiyRkZHYvn27+NsVBitDhgzB+++/j7S0NEybNg3t2rUTw/6eP38eLMsWiL5mMBhEDcXly5dFY0qBNm3aFCrQMzMzcffuXTz55JNW+5988skCNhxSw0NBs/XgwQMq0CkUisO4RKCbzWasWrUKv/76K1q1alWgAXc22lrHjh2LdRs7ZswYjBkzxumyVgUYhgGxjIrL022ku7s76tevL/7+6quv4OXlhZUrV+LDDz9EdnY2WrVqZXfJmL+/PwB+xD527Fjs2rUL69evx5QpU7B582Y888wzTpVFpVJZlcUVeHl5iWlu2LAB9evXR9u2bdGlSxdkZ2dDLpfj5MmTBQxpysPfv9QYRnjm1XVNO4VCKRtcItD/+usvtGzZEgDwzz//WB2jfoxLBlNaJxauKIPF2lewzm/ZsiXWr1+PgICAIq25W7RogRYtWmDSpEmIjY3Fpk2b8Mwzz0ClUjltqFccJU1Tp9Nh3LhxSEhIwOnTp9GiRQuwLIsHDx6gffv2dq+JjIzE8ePHrfbZ/pbi6emJ4OBgHD58GB06dBD3Hz58GG3atHG6zBQKhVIUpRboLMtixowZiIqKgo+PjyvKRKkgDAaD6GAhLS0Nn3/+ObKzs9G7d28AvMp6/vz56Nu3r2i5ffPmTWzevBn/+9//YDKZ8OWXX6JPnz4IDg7G5cuXceXKFTz//PMA+JC1gj1ESEgIPDw8Sq1Kr1OnDo4ePYobN25Ap9PB19fX4WVVr7/+OmbNmoUff/wRzz//PIYMGYKhQ4fik08+QYsWLfDw4UMkJSWhWbNm6NWrF95++208/fTTWLhwIXr37o3ffvsNv/zyS5Gd1v/7v//DtGnTUK9ePURHRyMxMRFnzpyplI5xKBRK1abUVu5yuRzdunVDenq6C4pTvTGbzTAajVabyWQqsK+0W0mto3ft2oWgoCAEBQUhJiYGx48fx8aNG9GxY0cA/LKvAwcOoHbt2ujfvz8aNWqEESNGQK/Xw9PTE25ubrh06RIGDBiABg0a4LXXXsNbb70lGisOGDAAPXr0QKdOneDv748ffvih1Pc0ISEBcrkcjRs3hr+/v1Nr5n19fTF06FBMnz4dHMchMTERQ4cOxYQJExAZGYl+/frh+PHjqF27NgB+7nvFihVYuHAhmjdvjl27duHdd98t0uHI2LFjMX78eEyYMAFRUVHYtWsXtm/fjoiIiFLXnUKhUKQwxAUxTgWPYs7Ok1ZVMjMz4eXlhYyMDLue4pKTkxEeHi429CaTCZcvX3bOsUwpcdaxTFnBcRwyMzPh6elZZg5JKpJRo0bh0qVL+Omnn6ptHYHyeY7EYIDgKY5Rl9IrWwmwV0d733NVxmQyYefOnYiLi6vwtsEZ9Ho9zp8/D41GY9e5lBSWZXHlyhVEREQU61jGaDRCr9cjKiqqUjzfomSLI7hkDv3DDz9EQkICZs2aZdcorrp6z3IUpVKJyMjIAnO9HMeJriZd3Ug66/qV4hgLFixA165d4e7ujl9++QVr1qzB559/XtHFolAoFNcI9Li4OABAnz59rEaahBAwDONyQ6iqiD1XixzHwWg0QqPRVNuRXXXj2LFjmDdvHrKyslC3bl189tlnGDlyZKl9MFMoFEppcYlA//33312RDIVS6dmwYUOBfXR5GYVCqQy4RKBLl+RQKBRKiZDJAI4FGKqtolBKgksE+oEDB4o8/vTTT7siGwqFUp1RKABOxgt2CoXiNC4R6MKyJinSufT/4hy6CxYPUCj/KRiGASqBQyUp9DumVCVc0hVOS0uz2h48eIBdu3bhiSeewJ49e1yRRZVBWCZhNBoruCQUCqW05ObmAih9nGoKpTxwyQjdy8urwL6uXbtCpVJh/PjxOHnypCuyqRIoFAq4ubnh4cOHUCqVRVqvC1buer2+2lq50zpWD/5rdWQYBrm5uXjw4AG8vb2LXc9MoVQGXCLQC6NmzZq4fPlyWWZR6WAYBkFBQUhOTsbNmzeLPJcQgry8PGi12mrr857WsXrwX62jt7e3Q6F5KZTKgEsEum08dEIIUlJSMHfuXERHR7siiyqFSqVCREREsWp3k8mEAwcO4Omnn662Kj1ax+rBf7GOSqWSjswpVQqXCPTo6Gg+5KeNAUnbtm2xatUqV2RR5ZDJZMW6EpTL5TCbzdBoNNW2kaR1rB7QOlIolR+XCPTk5GSr3zKZDP7+/pXCNy6FQqFQKP8FXCLQw8LCXJFMlUHQRJTW3afJZEJubi4yMzOr7YiA1rF6QOtYPaiqddTr9cjOzoZer4dCUbTY4jgOubm5SEtLK9aA02w2w2w2IzMzs1KsTBJkSomXS5JSkJSURBo1akQyMjIKHEtPTyeNGzcmBw4cKE0WlZLbt28T8GGh6EY3utGNbnRz6Xb79u0SyaZShU/t06cPOnXqhHfffdfu8c8++wy///47tmzZUtIsKiUcx+Hu3bvw8PAolcVvZmYmQkNDcfv27WobkY7WsXpA61g9oHWs3BBCkJWVheDg4BItDy2Vyv3s2bP4+OOPCz3erVs3LFiwoDRZVEpkMhlCQkJclp6np2eVe/GchdaxekDrWD2gday82PPr4iil8hBx//79IudhFAoFHj58WJosKBQKhUKhOECpBHqtWrXw119/FXr83LlzCAoKKk0WFAqFQqFQHKBUAj0uLg4ffPAB9Hp9gWN5eXmYNm0ann322dJkUa1Rq9WYNm0a1Gp1RRelzKB1rB7QOlYPaB2rN6Uyirt//z5atmwJuVyOMWPGIDIyEgBw6dIlLF26FCzL4tSpU6hZs6bLCkyhUCgUCqUgpRLoAHDz5k28+eab2L17t7h2jmEYdO/eHUuXLkV4eLhLCkqhUCgUCqVwSi3QBdLS0nD16lUQQhAREQEfHx9XJEuhUCgUCsUBXCbQKRQKhUKhVBzVM7BxJWLp0qWoU6cONBoNYmJicOzYsULPvXDhAgYMGIA6deqAYRgsWrSo/ApaCpyp48qVK9G+fXv4+PjAx8cHXbp0KfL8yoIzddy8eTNat24Nb29vuLu7Izo6Gt9++205lrZkOFNHKevWrQPDMOjXr1/ZFtAFOFPH1atXg2EYq60qxKdw9jmmp6dj9OjRCAoKglqtRoMGDbBz585yKm3JcKaOHTt2LPAcGYZBr169yrHE5UTpHaFSCmPdunVEpVKRVatWkQsXLpBRo0YRb29vcv/+fbvnHzt2jCQkJJAffviBBAYGkk8//bR8C1wCnK3jSy+9RJYuXUpOnz5N/v77bzJs2DDi5eVF/v3333IuueM4W8fff/+dbN68mVy8eJFcvXqVLFq0iMjlcrJr165yLrnjOFtHgeTkZFKrVi3Svn170rdv3/IpbAlxto6JiYnE09OTpKSkiNu9e/fKudTO4WwdDQYDad26NYmLiyOHDh0iycnJZN++feTMmTPlXHLHcbaOjx49snqGf/31F5HL5SQxMbF8C14OUIFehrRp04aMHj1a/M2yLAkODiZz5swp9tqwsLAqIdBLU0dCCDGbzcTDw4OsWbOmrIpYakpbR0IIadGiBZkyZUpZFM8llKSOZrOZtGvXjnz11VckPj6+0gt0Z+uYmJhIvLy8yql0rsHZOi5fvpzUrVuXGI3G8ipiqSnt9/jpp58SDw8Pkp2dXVZFrDCoyr2MMBqNOHnyJLp06SLuk8lk6NKlC44cOVKBJXMdrqhjbm4uTCYTfH19y6qYpaK0dSSEICkpCZcvX8bTTz9dlkUtMSWt48yZMxEQEIARI0aURzFLRUnrmJ2djbCwMISGhqJv3764cOFCeRS3RJSkjtu3b0dsbCxGjx6NmjVromnTppg9ezZYli2vYjuFK9qcr7/+GoMHD4a7u3tZFbPCoAK9jEhNTQXLsgXW4NesWRP37t2roFK5FlfU8b333kNwcLDVB1qZKGkdMzIyoNPpoFKp0KtXLyxZsgRdu3Yt6+KWiJLU8dChQ/j666+xcuXK8ihiqSlJHSMjI7Fq1Sps27YN3333HTiOQ7t27fDvv/+WR5GdpiR1vH79OjZt2gSWZbFz50588MEH+OSTT/Dhhx+WR5GdprRtzrFjx/DXX39h5MiRZVXECsUl8dAplJIwd+5crFu3Dvv27asSxkbO4OHhgTNnziA7OxtJSUkYP3486tati44dO1Z00UpNVlYWXnnlFaxcuRJ+fn4VXZwyIzY2FrGxseLvdu3aoVGjRvjiiy8wa9asCiyZ6+A4DgEBAfjyyy8hl8vRqlUr3LlzB/Pnz8e0adMqungu5+uvv0ZUVBTatGlT0UUpE6hALyP8/Pwgl8tx//59q/33799HYGBgBZXKtZSmjgsWLMDcuXPx66+/olmzZmVZzFJR0jrKZDLUr18fABAdHY2///4bc+bMqZQC3dk6Xrt2DTdu3EDv3r3FfRzHAeADMl2+fBn16tUr20I7iSu+R6VSiRYtWuDq1atlUcRSU5I6BgUFQalUQi6Xi/saNWqEe/fuwWg0QqVSlWmZnaU0zzEnJwfr1q3DzJkzy7KIFQpVuZcRKpUKrVq1QlJSkriP4zgkJSVZ9fqrMiWt47x58zBr1izs2rULrVu3Lo+ilhhXPUeO42AwGMqiiKXG2To2bNgQ58+fx5kzZ8StT58+6NSpE86cOYPQ0NDyLL5DuOI5siyL8+fPV9qAUyWp45NPPomrV6+KHTIA+OeffxAUFFTphDlQuue4ceNGGAwGvPzyy2VdzIqjoq3yqjPr1q0jarWarF69mly8eJG89tprxNvbW1z68sorr5CJEyeK5xsMBnL69Gly+vRpEhQURBISEsjp06fJlStXKqoKxeJsHefOnUtUKhXZtGmT1VKSrKysiqpCsThbx9mzZ5M9e/aQa9eukYsXL5IFCxYQhUJBVq5cWVFVKBZn62hLVbByd7aOM2bMILt37ybXrl0jJ0+eJIMHDyYajYZcuHChoqpQLM7W8datW8TDw4OMGTOGXL58mezYsYMEBASQDz/8sKKqUCwlfVefeuopMmjQoPIubrlCBXoZs2TJElK7dm2iUqlImzZtyJ9//ike69ChA4mPjxd/JycnEwAFtg4dOpR/wZ3AmTqGhYXZreO0adPKv+BO4Ewd33//fVK/fn2i0WiIj48PiY2NJevWrauAUjuHM3W0pSoIdEKcq+M777wjnluzZk0SFxdHTp06VQGldg5nn+Mff/xBYmJiiFqtJnXr1iUfffQRMZvN5Vxq53C2jpcuXSIAyJ49e8q5pOULdf1KoVAoFEo1gM6hUygUCoVSDaACnUKhUCiUagAV6BQKhUKhVAOoQKdQKBQKpRpABTqFQqFQKNUAKtApFAqFQqkGUIFOoVAoFEo1gAp0CoVCoVCqAVSgUygUCoVSDaACnUKhlAs3btwAwzA4c+aMw9cMGzYM/fr1K/a8V155BbNnz3aqPLt27UJ0dLRVYBIKpSpDBTqFUkUZNmwYGIYBwzBQqVSoX78+Zs6cCbPZ7ND1q1evhre3d5mVzVYQh4aGIiUlBU2bNnVpXmfPnsXOnTsxduxYAEBUVBTeeOMNu+d+++23UKvVSE1NRY8ePaBUKvH999+7tDwUSkVBBTqFUoXp0aMHUlJScOXKFUyYMAHTp0/H/PnzK7pYdpHL5QgMDIRCoXBpukuWLMELL7wAnU4HABgxYgTWrVuHvLy8AucmJiaiT58+8PPzA8B3PD777DOXlodCqSioQKdQqjBqtRqBgYEICwvDm2++iS5dumD79u0AgLS0NAwdOhQ+Pj5wc3NDz549ceXKFQDAvn37MHz4cGRkZIij/OnTpwMADAYDEhISUKtWLbi7uyMmJgb79u0T8xRG9rt370ajRo2g0+nEjgUATJ8+HWvWrMG2bdvEtPft21dA5c6yLEaMGIHw8HBotVpERkZi8eLFTtWfZVls2rQJvXv3Fve9/PLLyMvLw48//mh1bnJyMvbt24cRI0aI+3r37o0TJ07g2rVrTuVLoVRGqECnUKoRWq0WRqMRAD/6PHHiBLZv344jR46AEIK4uDiYTCa0a9cOixYtgqenJ1JSUpCSkoKEhAQAwJgxY3DkyBGsW7cO586dwwsvvIAePXqInQEAyM3NxYIFC/Dtt9/iwIEDuHXrlnh9QkICBg4cKAr5lJQUtGvXrkBZOY5DSEgINm7ciIsXL2Lq1KmYPHkyNmzY4HB9z507h4yMDLRu3Vrc5+fnh759+2LVqlVW565evRohISHo1q2buK927dqoWbMmDh486HCeFEplxbW6LwqFUiEQQpCUlITdu3fj7bffxpUrV7B9+3YcPnxYFKbff/89QkNDsXXrVrzwwgvw8vICwzAIDAwU07l16xYSExNx69YtBAcHA+AF9K5du5CYmCganplMJqxYsQL16tUDwHcCZs6cCQDQ6XTQarUwGAxWaduiVCoxY8YM8Xd4eDiOHDmCDRs2YODAgQ7V++bNm5DL5QgICLDaP2LECPTs2RPJyckIDw8HIQRr1qxBfHw8ZDLrcUxwcDBu3rzpUH4USmWGCnQKpQqzY8cO6HQ6mEwmcByHl156CdOnT0dSUhIUCgViYmLEc2vUqIHIyEj8/fffhaZ3/vx5sCyLBg0aWO03GAyoUaOG+NvNzU0U5gAQFBSEBw8eOF3+pUuXYtWqVbh16xby8vJgNBoRHR3t8PV5eXlQq9VgGMZqf9euXRESEoLExETMnDkTSUlJuHXrFoYPH14gDa1Wi9zcXKfLTqFUNqhAp1CqMJ06dcLy5cuhUqkQHBxcaoOz7OxsyOVynDx5EnK53OqYYHQG8KNrKQzDgBDiVF7r1q1DQkICPvnkE8TGxsLDwwPz58/H0aNHHU7Dz88Pubm5MBqNUKlU4n6ZTIZhw4ZhzZo1mD59OhITE9GpUyfUrVu3QBqPHz+Gv7+/U2WnUCojVKBTKFUYd3d31K9fv8D+Ro0awWw24+jRo6LK/dGjR7h8+TIaN24MAFCpVGBZ1uq6Fi1agGVZPHjwAO3bty9xueylbYswHfDWW2+J+5w1ThNG8xcvXiwwsh8+fDg+/PBDbN68GVu2bMFXX31V4Hq9Xo9r166hRYsWTuVLoVRGqFEchVINiYiIQN++fTFq1CgcOnQIZ8+excsvv4xatWqhb9++AIA6deogOzsbSUlJSE1NRW5uLho0aIAhQ4Zg6NCh2Lx5M5KTk3Hs2DHMmTMHP//8s8P516lTB+fOncPly5eRmpoKk8lkt4wnTpzA7t278c8//+CDDz7A8ePHnaqnv78/WrZsiUOHDhU4Fh4ejs6dO+O1116DWq1G//79C5zz559/Qq1WIzY21ql8KZTKCBXoFEo1JTExEa1atcKzzz6L2NhYEEKwc+dOUV3erl07vPHGGxg0aBD8/f0xb9488bqhQ4diwoQJiIyMRL9+/XD8+HHUrl3b4bxHjRqFyMhItG7dGv7+/jh8+HCBc15//XX0798fgwYNQkxMDB49emQ1WneUkSNHFuocZsSIEUhLS8NLL70EjUZT4PgPP/yAIUOGwM3Nzel8KZTKBkOcnfiiUCiUSkReXh4iIyOxfv16p0baqampiIyMxIkTJxAeHl6GJaRQygc6QqdQKFUarVaLb775BqmpqU5dd+PGDSxbtowKc0q1gY7QKRQKhUKpBtAROoVCoVAo1QAq0CkUCoVCqQZQgU6hUCgUSjWACnQKhUKhUKoBVKBTKBQKhVINoAKdQqFQKJRqABXoFAqFQqFUA6hAp1AoFAqlGkAFOoVCoVAo1QAq0CkUCoVCqQZQgU6hUCgUSjWACnQKhUKhUKoBVKBTKBQKhVINoAKdQqFQKJRqwP8DSVqSx996V+oAAAAASUVORK5CYII=' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "from galvani import BioLogic\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.widgets import CheckButtons\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "from scipy.signal import savgol_filter\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import r2_score\n",
    "from lmfit.models import LinearModel\n",
    "from uncertainties import ufloat\n",
    "\n",
    "\n",
    "\n",
    "colors = ['lightcoral', 'salmon', 'red', 'darkred']\n",
    "\n",
    "def lmfit_slope_stats(potential_segment, log_data_segment):\n",
    "    \"\"\"Fit a line using lmfit LinearModel and return slope, slope error, and R².\"\"\"\n",
    "    model = LinearModel()\n",
    "    params = model.make_params(intercept=0, slope=1)\n",
    "    result = model.fit(log_data_segment, params, x=potential_segment)\n",
    "    slope = result.params['slope'].value\n",
    "    slope_error = result.params['slope'].stderr\n",
    "    r_squared = result.rsquared\n",
    "    fit = 10**result.best_fit\n",
    "    return slope, slope_error, r_squared, fit\n",
    "\n",
    "\n",
    "\n",
    "def find_best_linear_region(E, Y, window_size=20):\n",
    "    log_Y = np.log10(np.abs(Y))\n",
    "    best_r2 = -np.inf\n",
    "    best_range = (0, window_size)\n",
    "    for i in range(len(E) - window_size):\n",
    "        E_window = E[i:i + window_size].reshape(-1, 1)\n",
    "        Y_window = log_Y[i:i + window_size]\n",
    "        model = LinearRegression().fit(E_window, Y_window)\n",
    "        r2 = r2_score(Y_window, model.predict(E_window))\n",
    "        if r2 > best_r2:\n",
    "            best_r2 = r2\n",
    "            best_range = (i, i + window_size)\n",
    "    return best_range, best_r2\n",
    "\n",
    "\n",
    "\n",
    "def differential_tafel_analysis_iterative(potential, current_density, window_length=31, polyorder=3, threshold=0.05, max_order=3):\n",
    "    current_derivatives = [savgol_filter(current_density, window_length, polyorder)]\n",
    "    fits         = np.ones((len(current_density), max_order+1))*np.nan\n",
    "    slopes       = []\n",
    "    R2s          = []\n",
    "    tafel_slopes = []\n",
    "    for order in range(0, max_order + 1):\n",
    "        if order >= len(current_derivatives):\n",
    "            derivative = np.gradient(current_derivatives[order - 1], potential)\n",
    "            smoothed = savgol_filter(derivative, window_length, polyorder)\n",
    "            current_derivatives.append(smoothed)\n",
    "\n",
    "\n",
    "    best_range, best_r2 = find_best_linear_region(potential, current_derivatives[2], window_size=30)\n",
    "    #start, end = best_range\n",
    "    start, end = np.argmin(np.abs(potential-0.68)), np.argmin(np.abs(potential-0.72))\n",
    "        \n",
    "    for order in range(0, max_order + 1):\n",
    "        pot_fit = potential[start:end]\n",
    "        log_fit = np.log10(np.abs(current_derivatives[order][start:end]))\n",
    "\n",
    "        slope, slope_error, r_squared, fit = lmfit_slope_stats(potential_segment = pot_fit, log_data_segment = log_fit)\n",
    "        slope_with_uncertainty = ufloat(slope, slope_error)\n",
    "        tafel_slope = 1 / slope_with_uncertainty * 1000 #mV\n",
    "        slopes.append(tafel_slope)\n",
    "        R2s.append(np.round(r_squared, 4))\n",
    "        fits[start:end, order] = fit\n",
    "        print(f\"Tafel slope (order {order}): {tafel_slope:.2f} mV/dec\")\n",
    "        tafel_slopes.append(tafel_slope)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, figsize=(5, 3))\n",
    "    for i in range(max_order + 1):  # Only plot up to max_order\n",
    "        ax.semilogy(potential, np.abs(current_derivatives[i]), color = colors[i], label=f'{i} derivative', alpha = 0.25)\n",
    "        ax.semilogy(potential[start:end], fits[start:end,i], color = colors[i], label=f'fit: {slopes[i]}, {R2s[i]}')\n",
    "    ax.axvspan(potential[start], potential[end-1], color='gray', alpha=0.3, label='Best Fit Region')\n",
    "    ax.set_xlabel('Potential (V)')\n",
    "    ax.set_ylabel('Current or derivative (log scale)')\n",
    "    ax.set_title(f'Differential Tafel Analysis {sample}')\n",
    "    ax.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    overpotential = potential[np.argmin(np.abs((current_density-0.1)))]\n",
    "    tafel_slopes.append(overpotential)\n",
    "    tafel_slopes = pd.DataFrame([tafel_slopes], columns = ['tafel slope 0', 'tafel slope 1', 'tafel slope 2', 'tafel slope 3', 'overpotential'])\n",
    "    return tafel_slopes\n",
    "\n",
    "\n",
    "\n",
    "n_cycle = 3\n",
    "results = pd.DataFrame() \n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = AllCVData_indexed.loc[(sample)]\n",
    "    df = df[df['cycle'] == n_cycle]\n",
    "    len_anodic_wave = len(df['Ewe/V'])//2\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, constrained_layout = True, figsize = (5,3))     \n",
    "    ax.plot(df['Ewe/V'].to_numpy()[2:len_anodic_wave],\n",
    "                df['i/mAcm-2'].to_numpy()[2:len_anodic_wave])\n",
    "    ax.set_xlabel(\"Potential (V)\")\n",
    "    ax.set_ylabel(\"Current density (mAcm-2)\")\n",
    "    ax.set_title(\"LSV Curve\")\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "    tafel_slopes = differential_tafel_analysis_iterative(df['Ewe/V'].to_numpy()[2:len_anodic_wave], df['i/mAcm-2'].to_numpy()[2:len_anodic_wave])\n",
    "    tafel_slopes.index = [os.path.basename(sample)]\n",
    "    results = pd.concat([results, tafel_slopes])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "4ffd915f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    tafel slope     error  \\\n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...    75.892803  0.128195   \n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...    77.179163  0.125835   \n",
      "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...    85.505755  0.084597   \n",
      "\n",
      "                                                    overpotential  \\\n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.720139   \n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.712192   \n",
      "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.715117   \n",
      "\n",
      "                                                             info  \n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       Pristine  \n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.73 V  \n",
      "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.93 V  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:17: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:17: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/1749067141.py:17: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax.set_ylabel('Tafel slope $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 12)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a4c2c9869fb44e89de896e104f1ce96",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tafel_plot_data = pd.concat([results['tafel slope 0'].apply(lambda x: x.n), results['tafel slope 0'].apply(lambda x: x.s), results['overpotential']], axis = 1)\n",
    "tafel_plot_data.columns = ['tafel slope', 'error', 'overpotential']\n",
    "tafel_plot_data['info'] = tafel_plot_data.index.map(\n",
    "    lambda idx: (\n",
    "        'Pristine' if 'ini' in idx else\n",
    "        '1 h at 1.73 V' if '0p8' in idx else\n",
    "        '1 h at 1.93 V' if 'at_1' in idx else\n",
    "        'unknown'\n",
    "    )\n",
    ")\n",
    "tafel_plot_data = tafel_plot_data.sort_values(by='tafel slope', ascending=True)\n",
    "print(tafel_plot_data)\n",
    "fig, ax = plt.subplots(ncols=1, nrows=1, figsize = (5,3))\n",
    "ax.tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True)\n",
    "ax.errorbar(tafel_plot_data['info'], tafel_plot_data['tafel slope'], tafel_plot_data['error'], linestyle = 'none', marker = 'o', capsize = 3, fillstyle = 'none')\n",
    "ax.tick_params(axis = 'x', labelrotation = 45)\n",
    "ax.set_ylabel('Tafel slope $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cdbac84",
   "metadata": {},
   "source": [
    "## Analyze EQCM Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c4fcfbb",
   "metadata": {},
   "source": [
    "### Load EQCM Data and Pstat Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "07b2f521",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat4/pristine/2025-06-16 CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_dfc_by_n.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1699: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return math.isfinite(val)\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e962dcc1665048458db278215036787c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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0LintaBbAHMfAl9TlZ87F/729GwDw8Ad7cbMpZtTqaAJwUttbbIOtf/H31I6ncMf7dwzpeX95wi9xxtQzEpbXIUYHWQAJgiBGiKIoaNEEYKFb337WoVUAgPd2js2ab2YCkQHqvwFYMNmoB/hZkzcta0o3vQPVwDPBm0rjNHl7U7qmdBMWJPCQjQ2n351wXt3quiGLPwD44Vs/xH3r7xvt8ogEkAAkCIIYIYGIiLAa+6S5gAHg2ycbySBjvQtGaJAMWHNc3Bv1bWlZU7rR++AOwQ3+k7NZiMBTG8ZWqaCIKGMqZ6r/d/jVcXNue++2ET33f3f8d6TLIgaAXMAEQRAjpCfE6r+57HxMwsPcqgJ9/Ld3duObJ8xI+9rShVYHcLD4NwD49auf4zunzEr1ktJOWO0D7LYP/hocM7NMH+/rDGFKqWeA2dYhKsqoQI+xgY9/Lf6383/6+MyaM/HLE34ZNwcABEnA2gNr8e/t/0aBqwC/OuFXSV4tAZAAJAiCGDH9dYAwd8F47KN9Y1oAGi3A+r+cfO+UWfjd6zvStaS0EzYXQR6EeROMm4Ntzb4xIwBFWUERF2APJh4Wt98s/u446g5cNPuifp/LYXPgtKmn4bSppyV7mYQJcgETBEGMEN8ALcB+edF8AMDezrFb/w4wEiASFYLWuPb46booTtQ5xepoAtBlH9ol9dLDJgMAPhxDfYEFSUahJgA9pXH7ze7fgcQfkT5IABIEQYyQgXrA1k0ykh86ApG0rSndGGVg+rcA5rnsmK++Hh/sGjuiRyOiuYAdNkBRAGHgEi8nzikHADz4fmOql5Y2BFFGEVQBmFMcs2+P1+iKc9cxd6VzWcQAkAAkCIIYIb6w2gM2gQA0xwGu2dyctjWlG836lTOI+/Oo6cwq9MEYsnppRNTXYMrBNcCdRcDPKoGVhUwMJuCQCcbNwcGesZENHJUUFHFB9qCPAHx6x9P6+AvTv5DOZREDQAKQIAhihPh6mfWrwD1wOPVLW1vSsZyMoFm/BnN/HqkKwA93dY65Yr/aa1C37qbYHXcWJZw/uSRHH3/rkfWpWlZaEaT+LYD//OyfAIALZl4AO0+pB9kCCUCCIIgR4lfdn/nueAsgAFx97DQAY9PqpRFRy+C4BrEAHlbDREGTN4zNB8ZWPUDNCpoQWY7bZC5q/OkYeS0ESUZBAgvg5vbN+vjkKSene1nEAJAAJAiCGCF+1QWc148FcNn8an2sxcqNNSLi0BIgzFnC7+7sSOma0k1YkJELkyv3bFPZkn+Nj4QHUVISWgC/+do39fGJk09M86qIgSABSBAEMUL8Yc0CmFgALppcpI//u+FAOpaUdobqAgaAuVX5AIBXt7UOMtNaREQJ0zk1zjO3AjjiWmPnrtcTHvPoNUv1sWzxYuGKoiAqyQljAP1RPwDAwSe2khOZgwQgQRDECNG7YPRTA8/s6jvQPTaC/fsSkwE7CF9QLaJjrRRMWJAxnWtiD8rUQtdHf3fAYw6fVqKP32iwdocUURWweh3AnCIAwH7ffn3Of879T7/HK4oy5uJCrQAJQIIgiBFidMHoP7D93gvrAADv7hhbbk+NiLkGXqAdCPYf73jewokAWPmcAePmLISiKIiIEqq4brahkNX4w2FfMya9/JO44xw24/Jr9RhRQWI3AYWItQCe/fTZ+pzphdP1cbi+HvVza/Wfhtp5aKidF7Ot8fIvw/fSS5ACwfT9IeMMEoAEQRAjxLAA9m/9OryGWXq2Nfv0sjFjCc0CWLj3ZeBXM4FfTgdatiScO6k4B2V5TgiSgs+afOlcZsoQJAWyApRzPWxDHqvxhxJD8OCDPyY89nA1MWZPh7VFjiAqsENEPqdauftkAZtp/+P92HPBhYM+Z++GDTj4/R/g88MOg/+NN5K1VMIECUCCIIgRolkAByqCPKM8Vx//6uXtKV9TOmHWLyYAS5//urHjL8cmnM9xHBZOZuJg477ulK8vHYTVJBgj/s1w7eLyJ41xgmzgcxZMAAAELJ4gJMiyYf0DAHdhTPHn5y94HgDQu2ULOv4YK4ZLrroKRZdcApjCJfoSWvdRchdMAKBewARBECOmV3VjegawAJrjAEWLB/v3Jaq6/vKRIKbvySuBSx6K2zyvOh+v1bfi7jX1uOa46fHHWQytDE5f9ycAYIap7MmLPwSW/Trm2AWTigAA21v8UBQl5r1iJQRJNuL/3IUAb8MDWx7Q90/JnwIA2H+dkRE864P3YS82Xqvqn94Z97y9mzcjuG4dSq+6KkUrH9+QBZAgCGKE9EaH1gXjxtNmAwAeXbcv5WtKJ5r17/v2/8bv3PZMwmPmmbpgSGNAEGvxb30TIAAANlPm68eGINKYW82yor29Atr91m0XKIgK8rUyOC72/31217MAgEJXITiOQ+iTTyB1dQEAJv3xDzHirz9y5s9H2bXXgnM6U7PwcQ4JQIIgiBGixQDmDGABBIw4QADY1zl2MmA165deABgApprcv5274o45bV6lPm5osX4coJ4Awan/V3dh7ITF/VuvXHbjffPSZ9btFhOVZLi5KHvgyEFIMN7jvznxNwCAA9//AQCg4JxzkH/qqWlfIxEPCUCCIIgRElYF0GAWwCOnGwJwwxiJfQOMDhhBLo9tOPIG4IqnjAl/WBx3jI033Jyft/pTur50IEjMipnLhdkGZ37shKWG2xORQL/Po9WUtCKCJMMNVQDaXXh428P6viWVSyC0tkLqYFnwRRePj8LYVoAEIEEQo0aU5HFXx0uUZD0GbqAYQIDFAZ6uWr4e/WjsuIE1F3A5r1ryCiYAdtegx120ZBIAYNsYyATWLIB6JxBXXuyEynnGuP65uOO/c/JMAECjhTOBRUmBC2qGuyMHf9xkJHrwHI+WlUZ8n+fww9O9PKIfSAASBDEqvv/4Rsz8yYuYtuIF1CxfY/muBkMlLBpZnUMpglyWz4TRR3u6UramdKO1gSvh+rQA+84GY9LBDejLkqls3t/e2RO3z2qIqgXQA80CmNf/5P99M27TfDURZKuFxXBUkuHSLYBufXuRqwgAEHjzTQBA4XnnWTbRZSxCApAgiBEjywr+t6kpZtvhP3stQ6tJL1r8H8cNrQ3axarVC2BB/2MBvQagJgA9qqu7dIYx6W8nxR2nZb8CsHxB6KgkwwERTqgu3L4WwEGYVuYBAOzvClnWii6YYgA/sRk3Ro+e/ShCn3yiP6740Q/Tvjaif0gAEgQxYv69fn/cts5gFKIUX/NsrKElQLjttiFZNRaa+gK/sKU5VctKK9prUKRoFsCSAWYb1FYbcXK72vuPi7MCoiQb7l8gsQXwQlMGcMvWmF2Tij2w8RwCERGtPmtmAguSrLuAb5IO6tsnF0xG5z8f1B/bS0vTvTRiAEgAEgQxYh750Ihne/F7x+njmT95MRPLSSua+9PlGNrXKMdxsKsJEK9YOOPTjPYaFEBN5jDXwLvqeWPcx7LFcRwWTykCAOxss7YAFCQFeVoCiM0VW/pFY/7FxvidX8XscjtsmFScAwBo7LRmHKA5CaRLtYQWOAsAAIHXXwcAlH9v4N7IRPoZswLw7bffxjnnnIMJEyaA4zj873//i9mvKApuv/12VFdXIycnB6eeeip27NiRmcUShEXZctALgLk3a6sLMrya9KJlALvsPHDgE2BlIfvZ/lK/x9xydm3MsVYnIsqwQUKeogoXj8kCOGGhMe6I/27NczOh9Pd3rR0HKMiyEf83FPfvZ0/HbZpSwtzAVi0RJEgK3Iii12QJ/+Mpf0Rkt/q/dThQfMUVGVod0R9jVgAGg0EsWLAA999/f8L9v/jFL/D73/8ef/nLX7Bu3Trk5ubijDPOQDgcTvNKCcL6nDCH9T9964cn6tve39mRodWkBy3+zW3jgAdOMXY8dimw9/2Exxw9k7nANh/oGRNFkCOijFKYkhfcRcbYZSqHcn985qfTxsTC5gPeFK0uPQiijDzNBTxQAsiSr/W7q6aUtQu0sgXQxQnY7DIKNi8sX4h9V18NAPAsXAhb3vBiI4nUM2YF4FlnnYW7774bF1xwQdw+RVHw29/+FrfeeivOO+88zJ8/Hw899BCampriLIUEQfRPgZt1k5xbxS72U0uNvrc/+u/mjKwpXWjuz3n83vid/zwr4TGzKvKR57IjGJWwvcX6NfAigoR8zmS1sg29u+gVR9UAACoLBi8bk80IkmLUAHTl9z/xuBuN8YbYFnlTS5kFcG+XVS2AzAXs5Q1JwXEcxGYW65qzJL4eJJF5xqwAHIg9e/agpaUFp5qqkRcWFmLp0qX44IMPMrgygrAOoiTDpxavLfIYd/6H17A4sBbv2LamaxbAWVw/df2i8dYcG89hkRr7tn4MFISOiLKR/ZpXGT/h3D/0e+ysCmYR6gxE9Vp6VkSUZeQOpQRM0RRjvOftmF2aC3ivVS2AInMBt9nZDcDpU09HZI/h2i/96lcztDJiIMalAGxpYQHYlZWxX1iVlZX6vkREIhH4fL6YH4IYr5hLmRTlGIHvP//ifACAKCv4rMna7r2B0DJgvx/4LdtQdzGw3CQG75mQ8LhFU5hA3jhGBGAO1MxVhyd+woyTjXFv7N9bXehGrtMGUVYsK3wAICrKyOP6KQLdF+312PLvmM2Titlr19RjzZumqJoF3GZj9TArPBUIvLlW328rKsrMwogBGZcCcKTce++9KCws1H8mT56c6SURRMboDjEBWOC2w24zvkqmlxsXwWW/fzft60oXmgt4j2MW29C6Lb4PbAIOmcCSZZ7acHCQmdlPRJSQww0gAAuN2ofY92HMLo7jEIyy1/Dlz1pTtcSUI8qKqQh07sCT7TnGuGmTPqwqZMWTu4JR/X1lJUS1DqBPdQEXugrhV7N/K2+9NZNLIwZgXArAqqoqAEBra+yXTmtrq74vEStWrIDX69V/9u+Pr4FGEOOF7hAr+1Cc6xxk5thEcwEHbWr289HfZr+XfNWYFI63gGruPgCWr5cYEWTkaB0gHDmJJx32dfZ7zU1xu5zqjcOm/T0pWF16ECQZeaoAVBx5qFtdp//EcdmjxvgJIyu22GNY0K2YFMOygAUE1DJHxSEevRtYB5j8U04e6FAig4xLATht2jRUVVXhdfUOBQB8Ph/WrVuHo446qt/jXC4XCgoKYn4IYrzSHVQFoCdeAL78/eP1sdYxY6yhxa3laUWQtQzYL/zWmPTpE3HHzak0EgUOdPfG7bcSEVGGR3cB9yMAqxey3754i+f1J7KOIVYtfwJoSSDs/3iif13Mvh3dA5QW8xrhAuZC4m0WLAattYLzqxbAyo37AEWB+5BD4KiuzvDqiP4YswIwEAhg06ZN2LRpEwCW+LFp0ybs27cPHMfh+9//Pu6++248++yz2LJlC6688kpMmDAB559/fkbXTRBWoUd1AZutFxpagD8APLqunyQJixNVLYC5stYFo4j9NncFeTG+9RXPG/sTdVKxEhFRgltzAffn/jz0QmPcHJsZrmW/tvisGfsGsBsBLQmkS4nG7Lvw2QvjD6hKYBkEsGw+E0qtFnwttDIwAc0F/NHnAID8U08Z6DAiw4xZAfjJJ59g0aJFWLRoEQDgxhtvxKJFi3D77bcDAH70ox/hO9/5Dr7xjW/g8MMPRyAQwEsvvQS32z3Q0xIEodIV6t8CaBY5d6+pT9ua0okhANVyLuYaeCeb4p4S9HetUYXPGw3tqVpeWmBJIIO4gM2lUf56XMwurXi4t1ewbB9cUZKRx4URMgn/v576V3389I4+hZ+/+A9jHDUsnxX5rBxOq9+aAtANFgPoFBS4NjQAAPJOJgGYzYxZAXjiiSdCUZS4nwcffBAAM7n/9Kc/RUtLC8LhMF577TXMnj07s4smCAsxWAygub6b1WPdEsFcwApypD4WQAA42tT26sAnccdqfYHrm61dSSA6WBbwIEwry9UNph2B6MCTs5SoxJJA9tuNGohHTzxaH9/+/u2xB5TNMsZ/P00fVhYw40O7BV3AgqTABQEhnsPhnyvgogLsE6rhmj1r8IOJjDFmBSBBEKmlJ9i/CxgA3vrhSfr4jYa2tKwpnUTVDhA2qFmbZgug3VTc+KO/oi9n1xlxUVa1fAFM2A+YBaxxikkEmf5et8OGCYXMcrivy5qlYESJieD9DiYA68qYi/fe4+7V5xwMmOIfzSECrVv1oXbDZGULYJDnsWQn+//mHXNMTGwjkX2QACQIYkRoLuCiBC5ggF3cNb7x8Pq0rCmdRCQZhVBFi80V7wKdeBj73afmGwAcP7tcH1s5EUSQlMFdwACw9Hpj3BMbE6rFATZ2WDMRRFBr4O1TBeDkfFYe7IypZ+hz/vpp/E1AXyrymQWw1ZIWQBkuLooQx2FaCxOAniOWZnhVxGCQACQIYkR41SSQon4sgGMdQVRQyKkCMKco1rIDAPMvNcZi7EXdLI6t3BJOkGJdwILcTyyf0wMUqDUB1z8Ys0tvg2bRYtCCpMDNRdGmtsGrymWlxBw243Px9M4+cYCXPGyMO1imsGYBbLNiEoioQOEEuCPAxC62LffYYzK7KGJQSAASBDEi/BFW3qXA3b8A/O/1RiyULyz0O8+KRCXJEIBm96+GOfv1b/HB8GfXMaHQaFHhA6hFkFUX8HnNL2Dxw4sx/6H5+PlHP4+fHO5hv9+9L2az1gXjQI81LaHM/SmgR61pWOIu0fddOe9KfSzKpnJItecY4yevAgCUqxZAX1hEWLBWMWhBkiHxIsrUexm+sBD24uLMLooYFBKABEGMiECECbo8t73fOYvVvrcA8N/1B1K9pLQSFWUUwGQB7EtumTEuqYnbPbWUlU3Z12VN1yegiR8mAHcLPfr2R+ofiY17A4B55yd8jknFzHV8oMu6AtAFowtGgdOoD3vjkhv18UfNHxkHma3FbZ+x49x2uB3sOaxWCzAqSlB4EQVBZv21l5UNcgSRDZAAJAhiRPjDzKKR7+pfAHIch4lF7AL/0tb++2xbkagoD2wBBICzf8V+C/FuvRrd9WldASiqMYBePj7Y/8z/nhm74fibjXHnLn2oCeG9lk0CYS5grQtGntOogWnjDVf/da9dF3ugI7ZuIsdxRhyg1RJBpCiCPIci9V9oLykZeD6RFZAAJAhi2CiKgoAqAAeyAALA905lpSDW7elK+brSiSApRhJIIgsgAExczH4f/CSuHuCUEiYA3vrcurUARZnVAdzuZIlAE3InxOyPiQcsrjHG/71GH1ap5U86AlHIsvUyoqNqEojWBSPPkTfIESpfeiRukxEHaC0LIIQwQhyPQi0nqqw0s+shhgQJQIIghk1ElCGqF+v8AWIAAeDYmYY7yD+G4gAjoowiTqsB2E+8U6Xa9aG3G3jiKzG7ZpQbFiCrxXxpCJKCHC6MBlUAzi2ZizcveVPff9eHdxmTzW7Ppg36sDSPHSvJip5ZbiVESYEbUb0LRr49F6ENG/X919Zdq4+bA83GgRMWG+OmTQDMmcBWswD2IshzKAypLuBScgFbARKABEEMm0DECGj3mDJaEzGhyCgPsvr9xlQtKe1EzWVg+nMB200lchqej9lVnm/UCrRqKRiWBRxFq529B6YUTEFZjnHx//fnfUrgHHdT3HM4bLz+WjRZMBFEq4EX4HnYJAW24y/F3ssvR/3cWiiKgu8s+o4+96a3TH+/2WrcxrrlVFi1FqAYRYg3LIB2sgBaAhKABEEMm94os1i5HXxM27fB+O+Gg4NPsgiCOQawPxfwAHAch9mVzF3Y7LWe8AG0GMAIutVYtyJXEQDg64d+XZ8TEkwxjkeY4uDCRheUyVoiiAWFsCSJ4DkZQY7Dxe/Gdrxp+vGPY4ohb+nYEntw8TT2+61VACzcDUQSEOI4wwVMMYCWgAQgQRDDJqQKQI9z4Pg/jbvPPzSVy8kIUUlGPlTB4i7sf2KNqf9tnzhAzX2+ozWQ7OWlBUFmnUC6+5RA+eaCb+pzXm582Tggv9IYN6zRh5qV2IoWQBb/xkEBcPzW2P+v79nnIIdik3xi4yKnst/djQAs3A9YEtDLcyikLGBLQQKQIIhhE4oyF3DOIO5fjWVq67M9HUF0BCxm3eiHqCgjj1MFi6ug/4lf+pcxbtoYs2v93m4AwE+f35bs5aUFLQtYE4DFbhYLmWPP0TtibOvs87dpr1XnDn1TdSGzfDV7LSZ8AHByBAGeR6kPKPMBcDgw+6N1+n7fiy/i4y9/rD/e69trHHzKHey3Mx9QFN0CaLUkEEUSEOY4FKgfB8oCtgYkAAmCGDa9ugVwaAKwONeJOZX5AICPx0g2sNYLGADgGiDz02wd/OhvMbtmVbDjKkzxgFZCFCXkIIKePi5gALhi3hUAgMe3Px57UNV89vudX+ubqtV+wJZ0hYtR+HkelT3M+uWcMAG2ggJU3Mzi/bqffBJuu1uf/rsNvzOOrTyE/Y76gfbthgXQakkgsoAIx8Ot5vDwubkDzyeyAhKABEEMm15heAIQAI6YxqwCY6UcjBb8DwBweLCrZxe2d21PPHnmaex3a2wM2HUnzAAAzKnKT9UyU4sswMYp6ErQBeOkySfp4/aQqdRN5TzT8ex9pFm+rNgHl5MiCPAcyr3ssWMiK4VTeMEFgMOB8KebEdm5U5//2r7XjIPtJuH/4Z9QUWDRbiBSFGGOg0tN8udyBugLTWQNJAAJghg2mgB0DdEFDABLpzNx8OHuzpSsKd1ERBkujl3xvrPljzj/mfNx0XMXoW51XXw/3JNWsN8tW3TRAxh13yxn8VFxSCGEOQ69fKwLGDB64gLAh80fGgeducoYd3zO5hZa93XgJGYBLFNzWuwTmAC0l5Yi9+ijAAD+19/AtxZ8Sz8mKiUod7PnLRS47XDZrdcNhJOiiIKDSy0OwLvdAx9AZAUkAAliiIiSjG/9az1ueXoLzv7dO6hZvibmJ+6iP4YJCyzb0e2wAbvfAlYWsp8+Lk4zS6ex0hANLf4x0Rc4qloABQBr22Nj+95vej92ctUCY7z9RWOzavFpsWDsGwDY5Qh6VPFn5+zIc+Ql/Bzc8u4txgNTdwx8+CcAiIl9s9rniJOi6OU4FAfYuh2VhvDNP/FEAEDg7bdx3QIjA/rpHU8bT1B3Cfvd3QiO44zXwkqJILIIQTKynTk3WQCtAAlAghiEV7e1omb5Gsz8yYt4YUsLHl23D9uafXHzpq14AX9/d08GVph+IiKzYuXYADx0rrHjhZuB936X8Bhz3buPdlvfDSyoHSDqXc64fd987ZuxG2ymbOl379OHZpefFldpJexSr14A+ahGJxpq56Ghdh66//3vQY5U2fAQAKMAclSS0ROy1s0BJ0cQ5nnkqnrNVmgkBOUedzwAoHfjRig+v779Nxt+YzxB2eyY59M+J21+C1kAZQGSbAhAPocsgFaABCBB9EOLN4ya5Wtw7UOfDPmYu57fhqsf/HjwiRZHswDWivXxO1+9HYgMXNbk2oeH/ppmK1FRggtRvGWKd/rx4T/Wx+8dfC/2AC0Z5OB6fVOB265nUlvR/elUwgiqdSC/86hxU9T++99DDgbx8FkP69t6xf4TPJx2HvlqS8HOoLW6gfCSgAjHwaPqNT7PiOd0TpoI54wZgCzD9/LLOKqauYSDgqnv8dyzjbEsozyPCUArZcvzUhSSagGUHTZwtqGHhhCZgwQgQfQhKsqoWb4GR977esL9R9SU4Oy6Ktx3yQI0rlqGXfecHbP/9Ya2dCwzo2gB6id4nzE2eky1v+6dmPC4cxew+CiLefkSIossAWK3k9Xyqy2pxZdrv6zv//Yb3449oGiqMe5l5V+Yy8+a8W+KosApRxDkeRT7Y/+hUnsHuh56CAvKF6DSw2r/be3Yaky4+lXzEwGAJYUPAPAyS4DwRNjfYSuITehxz50LAOj+16NYvnS5vv2A/wAblMwwJvsOoCyfWZQ7LGUBFCGLTAAqCSziRHZCApAg+jD71hcTbv/fDcegcdUyPPnNo/CnLy/BhYsnAQBsPIfGVcvw3VNm6XPveSGBZWwMERGZBTAHqmiZeRrwo12DHvetk9jFLt9lt1yslxlZVmCTmaVKa4p33szzwHEczpp2FtsuixBkkzvz6leMcYuRDazFfLVYTACyPsBRBDgOM5uM/+WEX/4SAND+u99DCYXg4JlA/ttmU3zohEXGuIPVA6ywqBDm5CgiHKe7gM0WQADIP/10AEBk+3bU5E7Rt7+2V80GdpjcpXveQXme2g3EIkJYURRwsgBFIgFoNUgAEoRKuz+CmuVrYradWluJPfeejcZVy7BwctGAx994mhHL839v707FErOGiGoBnOtT3ZxLvsp+n7rSmLTvQ/Rlehmre+ePiJZs+6URNZWAabUz16VW+Hj5EYaVZ32r4e6FI8coB7Pur/pmqxb/FWUZOWAWwAq1BEr+WWei4Mwz9Dndjz+OEyafAAD4oPkD42CbwxirBaGNUjDWEoB2KYpe3nAB97UA5p9yMvh8ti1SX4/Zxex74tfrjTqIyC1nv31NugWw3W8NV7goK7Bzkm4BhJsEoFUgAUgQAGqWr8HhP3stZtv6W0/FA1cdFtPLczCmlnr08c42a7b3GgrMBWyy4OWzTh845vvGtn+cgb447TwK1FivD3ZZtxyMKCtwgVn3vLbYIsgl7hIsqmAWrtWfrY490KZeHBue1zdVFVrXAuhGFEGeR5lPzYCtngDO4UDOApb13Pab3+LcGUaSUFg0/Y2HXsR+tzcAMIpht1vI9QkAvBKNjQHMjxWAnN0OzxFHAACCH36IWcWGp0C3gteqr9Gnj6HMYq5wUVLghAjoAtCaRc3HIyQAiXFNKCrGWf0A4MQ55SjNG/4X2Rs3naiPT73vrdEsLauJiKY+uIBR3HcIYnlaGesSsKvDugJZlIwagFoZlEKX0fFjSeUSAMC7B9+NPdAc8K9e/K3a/UGQZDggIsBzKFXzPxxVrARK5S1q3UNRxOzcafoxr+w1ucGr1P7Q6/4PgDWzXxVFgV0REJU5uFVvvy0/vqh37lImANt/fR9uO/I2ffuuHjVsQrOI2hz662AVIRxV3weaAOSoBqBlIAFIjFtkWcG821+O2VZT6kHjqmV48GtHjOg5bTyHH585V39s5Ti3gQgLEoo5tayFw8PcmxoXPmCMD8Rn+35xCYudfPyj/alcYkrRLIACgJCaBWtug/bFWV/Ux/t8+4wDtZpvAOBlf79mAbSaABQlBQ5OQojjUaImgdirWMKHe/58fV5gzQv6+P82/5/xBFrSUKAFgFEKxirCB2BWUCdESIKpBEpefFvA3GOP1cfuXqPczy8+/gUb1BzHfrc3oCyXCcAui2RDC5IMOyRwkiYAqQagVSABSIxbpt/yQszjf37tcKz94Un9zB46XzumRh+/s6Nj1M+XjYQFGcVQBaCnNHbn/IuN8QOnxB07Qe376u21Vr03M6Lq/vSqLdB4jke+07D8TMqfpI+f2vGUcaDdFB/1yT8BWLcNmmYBDJnj3wqLALDsZlspe1+ENm7EjUtuBADs9e01nkDrgwsAHTstaQEUZRlOCFBUASi5neDs9rh5runT9XHgnXf0sR4XqYVQACjOZdbAXkGyRG1IQZLhhAhO6wJCNQAtAwlAYlzS1+3buGoZTppTkZTndpvao739efsAM61LRDRZAD0lA0/uw+HTjPmhqDjAzOxFKwLdo3a1KHAWgOdiv07zHUwQ/n3r32MPrlKtY2opmCpT8oOVLMaizKxfIY43BGC+Yf2qXM5qIoY+/hjnzDhH3+6Lqv7iiYuNJ3vzZ5ZzfQKAICpwQgAXZf97Obd/8VNy1VUAgNZVq3DfiUYxcEVRgDIjLjAPvXDYmKDsDmW/FVAQFTggglddwLYczyBHENkCCUBi3KF1sdDoW8cvGXz16BoAsHSm60BERBlzOLWOWVdj/IRZpxvjYGyyR2GOQ08E2d9lzddHkhW4uCh6VAtgobMAe6+8Ch1//T9dxJlrvkmm/r+YcTL7vZ5ZADXhExFlS1lFxQQWQHMCRN5JJwF2O4S9+1DQHkKJmwn/N/a9Ef9kVYfqsZDeXkGvM5ntCLIMByRAtQAqef27P3OWMMErtXfg8MrD9e17vHsAt9E9hNv3IYo9zFJsBTewIMuwcxJ49V7OlkMuYKtAApAYdxx1r3EB+t8Nx8DGDz3Ld6ics4C5dF76rAWSbB2rzlARJBnH8Gph34g3fsJlTxjjz1+K2z21lCWCfLq/JwWrSz2izCyAXjUB5Me/PYjQRx+h/Te/wZ5zz4WiKDijxsiC3t693Th4ylExz+V22FDsYW4/K7mBBYlZfsKKkQBhjn+z5eUhZyHLBg6uW4euMGv/d9t7RhIEDrua/e7tRmGOA3b1s2gF4QOobnBOBB9Rv0Nyc/udm3f88fo4Z7/hGXjrQJ9kMVnQM4GtYA0VJBk2CHCoAtCe0/9rQGQXJACJcYf54jJYbb+RUjfReN4dbf7+J1oUQVKwUZnJHsw7L34CzwOaS/T578ft1tp+7e8OpWiFqUUrgeLjefCygrI240Id2bET3qeegstmZJHHtIWrMRIC0NsDwJrFoEWZiR/FlABh65MAkauWP+l57PGYcjA6muvz/T+A4zgU51rH8gWoiTAQwUfV1yCvf/cn73Yj95hjAACBd9/DWTWsYPiLe9TC83NUT4S/RS+KbQkBKCrgOREu9SbA7iEBaBVIABLjCnNtvr98ZfEAM0eH086jWs3ufPWz1pSdJ1MwC5h6y184OfGkWaoFTIq/mNdNYiVTrOoiZy5gASGew2RTmGfeiScCYF0w5EgER1QxAfTQtoeMSS6TSNr0KABrFkHWMmChxr8pbic4hyNmjueIpQCA8LZtuGH+t/Ttei/cPu+dUlUAWqUfcFTNgOVVEczlDhz/pmUDB999V68HWN+ldg0qYG0S4WvS3eFt/ux/P0QlGTwnwKmVwaEYQMtAApAYV/zjvT36+IxDqlJ6rmYv+/L+9aufp/Q8mUCUFHi0NnCOfr7wT7ndGPfsi9m1SLW87u4IpmB1qUdLAunleMxS26DlHn0UJv72NwAAsa0NPU/+GxfMugAA0BPpiY0D1HiZ1cvT+wF7s/+Cr6FlAXOq9UtJIH48S4ybrNI2Q+z/+G2WIIJJhxmTJQElqgDstogA1IogayVQbK6B49/yjmUWwNAnn+CCycv07YFowBCA/ma9JI4VMqIFVQC6yAVsOUgAEuOKl7e26OPhdPgYCRcsmpjS588kgiTDw6kXJ2c/X/hacWgAePOemF3T1JZwe9oDlsp81dDqAPZyHGYdZOt3z58P3u1G3gms9Zn32Wdx3MTj9GP2ePckfC7AlAlsAYuPhub+tKkCkEvg/uQcDj0usPtxIy5Uj3vLqwTsqmjy7tcFoFUsgEYNPPbY5hnY+uWcORP2qiookQjcnxnvh62dW4F8zQJ4UHcBW6E9IBOAku4C5ikJxDKQACTGFdqF5U9fTp37V+OeC+r08VhrCyfKJgtgfwLQTON7MQ+nlnrAcYAvLFom3suMKDEBGOY5VHerAnDOHABAxY9/BAAI19cjNyTrx7y691XjCRZfGfN8FVoMoDf7L/gaLANWhE298HMJCiADgK24GAAQ3b0LNx92MwBgUp5aJ5HjgOIaNu7ao7uAu4LWeB10F7Bm/XIPLAA5jkPuUSwJKPSh0Rv5uV3PmVzAzSjPs44LOCLI4DhRdwFTHUDrQAKQGDeYA6qPm1WW8vPlOI16gA9/0Jjy86UTUVKQqwvAxBd+AMB597Pf3n166zOAZb5qBaH3WNANLMoy3FwUvRyHQnX59vJyAKzor6u2FhBF+F99FTOLWLLM+03vG09w6p3GONSlWwCtcMHXECUFTk6CXc2ATdQCDQAmrLoXABCub8Cx1cwFeiBwABFJ/TwWqmKwbZveftEqNwXsNRBhU2vg2YcQ/5Z79NEAAP+ba3HMRPZ6fNr+aWwMYIF1imJHJRngRN0FTK3grAMJQGLcYM7GzXc7BpiZPGaUM+vYwR5rJjv0B3MBD8ECOPcLxrhPOZippexiubfTepnAugWQ43UBqHW+AICCM1gCTOCNN/UuGO29pmwRc/HsPW8bWcAWigEUJdYFw6FqNVt+QcJ5OWpbOKm7G9X7DEv45vbNbNDdyH5/+gRK85gF8PX6tpSsOdkIkgwOolECZQgZsHknHA/wPKK7duGMXFYPcK9vr9ENJOpHpWpOa/NHsj5EIiJK4DkJToGtk1zA1oEEIDFu2N3OrtQnz01Ox4+h8JUjpwIAXrPIBW2oiLKCXGgxgANYPXKKjPFjX4rZNbmYHWfFUjAsBjCKqMzBowogu0kA5p10IgAgsHYtFubPhZ2z42DgIA74DxhPkqOKQDGiJ4F0BCIQJcNtnM0IsgIeAnJUC6C9ILEANGcG927chJqCGgDAv7f/m23UCmNLUb0OYHWRNUSEIMlQeCMD1pkzgDVcxVZQAPdc1i+87qDRNk50uAEXy44vByueHhVl+Hqzu1uO5gLWYwDJAmgZSAAS44anNx4EAOSYWrWlmkMmFOrjbL+THw6CJCNnKC7gAZiiWgD3dVlQAKpZwIoqfhSei+mC4Zo9Wx9zWz7H/HJmBXuk/hHjSbT6ie0NKM1zwcZzkBWgI2AV96cMcAI8Efa+dhQU9ju34uabALDs14n5LDnqxUa1/p1WF9FdgNmV7DVst0g5HEFSAE6CU8+AHVoJFM/hLPvZs8GoELDXt1d3A7tCrXq3nGwPC2AuYOM14NzWEO8ECUBiHLHlAOtY0bcVXCqZP8m4KDZbyL03GIIkI3ewLGCNU+4wxn4jC3tyCbtYHrBgOzhBbQWnFUGWc3Nisso5jkPOYpZoFFr/CXId7DV6ZuczxpOUqSKxcwdsPKdnwHYEsj/uC9CsX6LeBs6RX9TvXI9aEDr0ySf4ypzL9e2iLBquT1+zngzTHsh+1yfARLDCCcPOgM1Vu4IEP/wAC8pZt5TPuz8HCrTXokl/LbI9DjAiMAHooiQQy0ECkBg31JQxwXHh4klpO6fbZG28bwzVAzTXAVQcHnza/inCYj8Cd+l1xrj+OX04uZhdLD9q7ErZOlOFpLaC01uAJSiBUnzpJQCA4Ftv48u1XwYAeOymeaVqJ5UuVg7EakWQNeuXduG3DVAE2T1vHniPB7LXi0U+w1W+rnkdUKiWS/I3ozSH15/bH8lu1yfArF8SL8EpqvFvQ3R/ehYtAmw2iE3NWCCzv39713ZDDAdaLFMMOirJ4GIsgCQArQIJQGLc4O1lV6pJxZlxUby/syMj5002iqJAlGV41BjAhc9fiK+88BUc/q/DUbe6DrLSJ4bNbCF873f6sLrQ+D8IFol70xDUJBBe7YKB/Hg3uGep2gVj+3bM98yEjbOhrbfNiAPUsl9btwKKovd/7bSIBVCUZMi8Efs1kOuPs9uRs2QJACCyfr2+/YntTwB5VYDNBSgS3MEmeNTs+S4LuMJFSQF4cdjih/d44J7H6mQesp/dRPx9699ZXUQA8LegPN8atQAjggSF6gBaEhKAxLhAkGTdlVJVmN471OtPnJGR86YKUWZ9cHlOQYjjICNWvC14aEH8QRVqUWjvfmNTvksP+reK21NDywLWSqDwCUqgOKqq4JgyBZAkYOM2PQ5wXfM6NqF4qjHZ36JnwFqmBIqsMMvPEF1/niNYxmtw3Uf6tjf3v8n6RmuvRfceSxWDFiQZEicbr8EwrF+exYvY7x2mxKB8tTuR37AAZns/4IgkQ1EkONTIGkoCsQ4kAIlxQbs/AkUB7DyHslzXyJ5EloHN/wZWFib+SdTqC8BFS5ilZ8O+HstkeA6EuQbgS/24/bZ1bovdcPJtxlhiV0ue53QrR2uWWzn6IskyXJwAu6pR+H4yYHOXsti3wNtv4cjqIwEAHzZ/yHaaLaOtW1Gaq2UCZ7/wAZgVlOMkuFT352DWr1wtDvDjj3HNIV+P3VmkCkDvAVMx6Ox/HQRZgWJ2f7qG/t3iPpQVip+4j8XA8hyPqEd1jwdaLdMOLiLI4E3faxxZAC3DuBaAK1euBMdxMT9z1fR8YmyhJWBUFrjB80NsASf0AvdMMgTeT4uBp67pf/5PS4DtL8VtnlZqXOjf3N4et99qCLJRA/DDXOb6LHGXYN3l6/Q5lz5/aexBs88wxh/9TR/qge4WyfrUECQFdkhwDFICRXN79jz+BI6oYgLopUbTe0SLAwx16hZAK7mAlZgOEANf+N2HHAI+Lw+yz4eTeg3rpyiLhusz0GYqBp39r4MgygAnj8j9mVN3KABA+nwnbJICWZHxmVZaKaYYdHZ/NqKSDE4VgAoHcE5nhldEDJVxLQAB4JBDDkFzc7P+8+6772Z6SUQKaPayu+wJRUN0T4gR4GdVQNQ/+Fwzj10K/O2UmE1mwbnqxfrhPV8WwiyA7EL1ooddpH6w5AfwOGKtgaJsCuLnTaV3OoxkGM3N1ZrlVo6+SLICHiLs6oXfnpe4C0bukUfq45m2Sn2817eXDSar+3v2oyzPOq5PgFm/YsTPIBZAzm7Xs4GrtxuJP1s7tppcn82mbOjsfx1EWYaCkVkAHVOngi8ogBKNYop6X/i5pBbK9jWhPFcrA5Pdn42IIIOTmQAUHXzKe6wTyWPcC0C73Y6qqir9p6ws9S3CiPSjdVioKhzCHXr758DdgxSLvrEeWOllPzc2xO47+ElM2zMzoWj6StCkClGS9Qxgt/pnTsxjmYxvXfqWPu8vn/4l9sBDL2K/1/9T36QVQLZK3TcNQZZjAt+duYkFoKOqSh/bNhvC9787/ssGRVPY7569yHWxC/4bDdYoGi5I6mswjPpvnsNZHGD4k/WYkMtq3u3z7zMygb0HjJsCC7wnBEmBwsm6ABxO/BvHccg59BAAwBcirI90iLcD4ABFQrWD1cdsz/LwiKgkA6oFULKPe0lhKcb9f2vHjh2YMGECpk+fji9/+cvYt29fppdEpADNBVw9WCLGP84E7j88fvuJtxiCb6XX6NsJsNpdK72x8/91UczDn3+xLmYdVkaQFXi4CGQAmo1vcv5kAMwVrPHXzX+NPfDQLxrjADN5aHFOVosBFCUFEi/BrRqpHP1YAAGg6FLmDg9+8CEuncPGbSFV5Gkt4TY+jGKPtVxnoioAh5oEAgCew1gB5ND69ThuAuuDu655HVCgCkBfky4ArZAYJEgyFMh6AsRwS6BocYDTm9md1IFgE6DGAZbz7DvFHxHRm8U3jhFBAmS2fpkEoKUY1/+tpUuX4sEHH8RLL72EP//5z9izZw+OO+44+P2J3X6RSAQ+ny/mh7AGmhtFu7jE8dqdLM5v3wex25fvZ+LuxB8PfhKzCNz5WsyuI6YZtc+sVvKkL6IkIxdhdPM8RA7gwKE0x/j7blpykz6OKeY74yRjvPc9AIYFMNvjnPoiygpEToRbq4Hn6b8bSt5xrNNF8J13cHgVu7lYs3uNutOwNE9X+0bbeA6ynP1FkFkSiDykMjAa7tq54HNzIfv9mNfN/t4tHVtisl/L1ZuCDn/2u4AFSWbJYSrDzYB1q3GApXu6AQAHAgf090RutBNuB7tEZ7M1NCLKuseDBKC1GNf/rbPOOgsXX3wx5s+fjzPOOAMvvPACenp68OSTTyacf++996KwsFD/mTx5cppXTIwUrQZgUV8ri6Iw4ffuffEH/WgP4E4c3N8vpbOM8eev6MOaUg+c6pdjY0dweM+ZZQhqEehOG4vrK3YXw8Eb/V4vrzU6PTR0mdzjjhyggrm80LULgJUtgDJkXoZLywIeIPhfc3tG9+5FRcS4AQkJIWDSEfrjUjeLnZJkBd2h7Bc/oixDUWTdBTwUCyBnt+sdUibvYjfaQSEI5KsW9WA7yj3sdWi3hAVQAURTBuwwYgABIKeOWQBd+9rgFBRWI1IVgFywHRPUnsiNndn7nREVZd0CqNjS12aTGD3jWgD2paioCLNnz8bOnTsT7l+xYgW8Xq/+s3///oTziOxDE4CFOYZQgaIAdxbFT77qOWbN85TE7xuM6983xv81MoY5joOkfkn+8c3E7y+rIMoycrkwvDb29VHoiu0B67Q5cfwk1urqH1v/EXtwRLWuf8y2G5mO2X+xNyPKCgRehltQO0AM0AXDVlgI1xwW4zVtR0Df/sKeF5jly8ZeA2eoFcUe9v60QgKEICpQRmD98qiZ0aU7WBhAe6gdvU4PwNsBKKi0Mc9Ktte/A5j44ST2HhAdPDh+eJdUe2UlbOVl4GQZ01qBpkATRE852xlo0y3Br25rTeq6k0lEEKGVAlXIAmgp6L9lIhAIYNeuXaiurk643+VyoaCgIOaHsAa+vgJQEhOLv5VeYNrxIz+R3Qm41PdFJDYuUGvuvtbipWAEUUEOIvCqF7tCZ2HcnMUVzMoTU/IEAA5X67/5WPFbzQLYGYxYqkaiKCkQOUV3AQ9W/iP3GBbvFnrPuEG4d929AMcBdlU4BVr1EihWKAUjSgLMNcCHGv+Ws3AhAEDaWo9iVzEUKNjtbwRymeWrDMwdGoiICEWzux1cVDKsX5Jj+JdTjuOQM49ZxWe08RAVES05ajiBqRZgT0hIzoJTgCQJkBVmtVUc9gyvhhgO41oA3nzzzXjrrbfQ2NiI999/HxdccAFsNhsuu+yyTC+NSDI9qktNF4B3lcZOuKUpPpFjpJxyuzHe844+vHUZ64ahWSOtiqBZADUB6MhH/dxa1M+thdjZCQA4d8a5+vzd3t3GwZOXmp6oF6W5Tth4DopiDauXhijLEDnJcAF7+rcAAkDuMUcDAILrPsTSavYaTClQM4C1+LfmTy3VD1gWBUgiu/CLdh7cEN1/OXWHAjwPsbkZS/gaAEBDZ4P+OngiHXCplqRsjwOMijKg5mfIjpG5P12zWC3IWV72Hjqg1dELtuOypSzMKJvd4bIQ1cMgFTu5gK3EuBaABw4cwGWXXYY5c+bgkksuQWlpKT788EOUl5dnemlEElEUBb4wsyQU5jjiO3Z8f0tsV4bRcripWPTqL+jDw2qK9XFUtI61qy+ipMCDCHpUF/CFf/pM37fjmGMRbWxEucf4DL17wFRbc8pRxrhlK+sGkmedsh8agqRA4A0LIJczsAD0LFoE2O0Qm5rx1eKz2TFavTR/C/stS9bqByxFIUvsPSA5h37h53Nz4ZjIsn6P3Mv+3p09O3UByPlbWGIBgO2tw6zDmWaiggSt9bU8QvHjnM5aRU7pZO+HZk1IB1oxq4Jll+9sCyQ8NhuQpSgUSX0vkwXQUoxrAfj444+jqakJkUgEBw4cwOOPP44ZM2ZkellEkglERD3+rjDHwTp2aCy93qjFliz6KYQ6pcQQCbs7svcLfTC0LGAvb0OpT0F1fWzdul1nngVFknBGDev+8ctPfmns5Dhgxsls3MaEY6UF4wAlWUaEU4wiyINYAHmPRw/4n7KDWZp3du+EL+oDFqpJM/4moxuIBSyAihjVyr9BHqb7k89nbs4p7zHr8CP1j5i6gRjxbt1Z/jpIYhRqCCCUUVoAS1tYose7IbU3cKBdzwzvCkaz9qZAEaImF7BjkNlENjGuBSAxPtBcrk4br5dV0DlrVWpOuugrcZs4jsNhU5kVsKE5uy0bA8HqAIYR5DksbWBXP89hh6Hm8cf0OYG33sJZ087SH8eUg9Eu9K/eAQB62Q8rWQBFUYbIK3odQN4zhCLIahcM6akXMCF3AhQo+Lzrc1ZHEgB8zSyrFMDDH+5NybqTiSwJkGV24R+u9atw2TIA0DOIAcSUgllWx16TQCS7YwAlMaq/BiN1f7pUo4PHLyA/pGB7r2oRDrbB4zQsam99np2xw4oU1a2gsJMF0EqQACTGPNpFJN9tByeZLArXvpG6k55yhzGOGiUc5lYzl05Di3UFIOsEEkGA5zGjhQmW3GOORs7ChSg8j8X+HfjWDTh24rH6Me8eNLmBS1Ure7gHgFUtgCIiMge7euEbSg9Yz2Es+zW8dStmF7FyQdu7txslUPzNyFVdqZ4RWpPSiSIKkKWRiR+tNI6nq1ffJuZq2a+tqFILtjf19MYdm03IYhSKLgBHJn54jwd2NfFwQhdQmasK4WAHS1ZT+awpS+vOihH9NSAXsLUgAUiMecICu0q7HTZg/YPGjgmLU3fSXFMc6X++rg/nVLEM4YaWLP0yHwKCpMAJAUGex5Q2JgBdtbUAgLLvfEefx+1v1sffev1bxhPMO98Yy7Ke6dhmIQsgpCgkyXD1D00AHqaPF4bZ++PzbrMFsAlHTmfJSWX9FSzPIhQpqiXADlsAalYvpasb+SH2JG0u9TX0t+ht8R54d09yFpsiZNGwgo5G/LimTQMATOhU0BX1A+AAKEBvFy5fykJU/v1JlpYdkwwByJEL2FKQACTGPFobJbeDB15abuxIZdNy83N/bpRCqa1iFsDtVrYAyjKcEBHkOBSroYxONajfOWkSco9mGa/eZ59L/ARFU42xv8mSFkBFEiCL7OtTtvHgnIO3cTOLxLkH2ftje9d2IF8VgP5mlKsxgFaogadI4ojdn3xuLhxqIf2FfhaTu1VQs/BDXYiI2dv6zAyzAKoPRiEAHVPYa1HRo6Cttx3IURPGgh2YVMzeN1oiWzYhyQp4WdAzoTmyAFoKEoDEmCcsagLQBv3b+tgfpP7EFz4Qt2m2KgCbvWF4s7i210CIkgIHJyIEHnmqh85WYiTWFJxzDgAgsHYt3rzkTX17V7iLDewmsbTjVVQWWC8GUBEFKOr1WHQP/aJXes3VAICKxh4ALPtVVHu/QgihMoc9abs/kvXt4BRTDOBI6r+5Zs8GAExVQ9s2BNQ+7N59OOvQxLVYsw3F5AIeTfybYwK7gSrzAb6oD+Fc9T0R6sAZh1Tp87LNSh4VZbggAGQBtCQkAIkxT1i1ABbaTYJr1umpP/Fko80X/CyzscDtwES1vZNV3cCCJMMJAUqE079AbIVGMei8448DOA7hbdtQ6JMwq5jFu33S8kn8k+18DeX5WhmY7Ld6aSiyAEWtgSc7h37Rc9fNBwDYGvYgx56DiBTBvkgX4GRZsSVKDwDWaaQny+tFcrIwKvGjZb/WdLJ3kWI33N6TVCHMcdndO1uWTK/BKMSPYwKLA630qW3wPIYFcHqZUaLqxic/HfE5UkFUlOHkjE4gJACtBQlAYsyjWQBnKaqFIacEmHp06k9cbHJ1bn5CH86uZBf7HVlc22sgRFmBCyL4iHrhK8gHZxIA9tJS5MxnQiew9i0cXskC/j9u+dh4kqXfZL/zKvV2cJbqBiKKUNQaeLJz6OInZz4rBRP5fAfmeaYDUBNB1P6vzlAbStRi0C3e7LL29EWRBN2gPpISKG7VAjijk71+LZFufV+JwsaKAuzvCo1ypanD/BqMygWsCsASL3uyfW41XCDYAY7jcOFiZiF8d2dHbEZ9homIEhwQwekWwMFDIYjsgQQgMebpjbIv1RPCr7MNpRmo9djxuT6cWsru6Pd3Z++FbSBESYYDIuy97EufLy6Km5N30kkAgMCbb+KIKmYJjRGAFSxpBN79KPE4wXHsYt8Vyu66bzpyFIrWAWIYAtBRXc0yPiUJh3czt/nTO54G8lQ3X6AFVVZxiZssgCOx/LhmMctwzr4OcIqCpmATUMI+m3zQqAWY1TdKYjQp7k+tMHapD+BlBZ/YVZEXZP7xb504U59707+zxwoYEZk3QIsB5EkAWgoSgMSYJyywb6c8qAFrfBrdFKffzX43bdI3aUHdB7qzu8RFfwiSAg4C3GF24bMXF8fNyTvpRABA8IMPsLiA9Trd5d2Fzl7WKk5PBOnZB7uNR4lHLYBskXZwnGzEPSnDEIAAkHPooQCAyv0sEYjjOCBfrY3ob9WTYlqyXQBK4qhcwM6aGsDhAN8bQZkXOBg4GFMLcGYFs5QHsjD5QUORjX7InH3k3yv28jJwDgdsClDiB/IdLFYYjayVpPZaAMBTGw6O+DzJxh8W4TRbAIeQDEVkDyQAiTFPryoA3ZwqLuadO8DsJKOVg2ndom+aVKz2/Mxi19ZACJIMySaiQF2+o7Qsbo5r9mzYJ1RDiURg31iPiXnMwvHk9ifZBK37Ss8+QFH0FmgdWdrtIA5JNNpfDSMGEADchzBBPKeNHbfXtzfWAqjWwMt2FzBnyv4cSfwb53Do5U+mtCvwR/3wa8kPgTa9c86aLc39PUXmkQRw+mswchcwx/N6LcByL9DuV7uB7PtAn+Mxtdv7/es7RnyuZNIZjMAJAZwqgm0kAC0FCUBizBNRBeB831tsQ+HkET1Pe6gdf970Zzy942nUra7Tf459/FiEhH7E3PSTjHFvDwBgcgmzAO63qAVQlBVEedkQgCWlcXM4jkP+iexvb//d75h1B8CfPv0Tm1A4CQAHCCEg2IGyfHbhsIoAVCRD/CgjFIDOnewi3xJsgZin3ij4W62TFS2Lo3Z/apnAs7pV0ZvD6mQi0KJ37XmjoS3hsVmBZFiC+VEmQGhxgGVeBR1FE+L2f3bnGfr4vlc/j9ufCbqCUTg5UReAFANoLUgAEmMeZgE0BU7nxlus+kOSJV3onfzvk/GnT/+E29+/PWaON+LF0keXom51Hevtaia/0nB3Nm0AYFgAu4JRBLO81VUiBEmGwEsoUAv42hK4gAGj84Wwfz++t+i7sTvtLqP+Xc8+wwLot5ALeMQWwHkAAHnvfhQKDkiKhFaX2ks40IJq1QLYnOUWQF4effanq08iSLteDLoVp8ytHPUaU4miKIAsJC0BwjGRib5yH9ChvbA5xmeL4zjce2Gd/rhm+ZpRnS8ZdASizAWsfhZszuwvYE4YkAAkxjxhQUYRTIHk1QsHPeb9pvdRt7oOCx8efK6ZYx47Jt4aOEntAHFgPQCgMMeBArV2nBXjAEVJQZQzLIC2ksQCMO/UU8G53ZBDIZwlH6Jv1+MAtSzpnr3WcwHLgn7RwzDdXvaSEt3dt8TLEkEO2tSvYn+rESKQ7UlCpvi3kVq/tFIwE9uYObXZpro5Ay04aW6FPi8bb5SiajkkzQXMD/NGoC+aBbDcq6BDVNtH9nYDovGZuOyIKTHHdAUze8PUpbqAec0FTBZAS0ECkBjz9AoSKrge9iCnGHC4B5y/dv9aXPfqdQPOefWiV7Hhig34+Msfo9Qd6wJd+ujS2Mllc9jvN+/WN1nmIp8AQZIg2WTkqgYqW2FRwnm802m0P3vkKX37K3tfYQM9DnAvCnPYxfPjxq5ULDnpcJJoxL+NIO5JswJOaWa1/t4NqiWKAi0xSULZVPLDjCQr4OTRB/9rpWBKWnthkxQ0carQCxjlcACgvjn7amaGIpKaAMEej9oCqBaDLvcCneFuwKY+XyDWBX7VUUZ5qcV3vZrR90inagHk1c8CWQCtBQlAYswTNgvAvKp+54myiLrVdfjOG9+J2X7x7Iux5aotMT9VuVVw8A647W6svXQtPr0ytjTDuwffNR7kFBlj9ctajwO0YCKILAro5Ti4o+xv4XM9/c5117GM1+juPfj6oawn8sbWjWynKRFEE8Ib9vWkZtHJRjYsP5xr+Bf+HDUOsPoAswCHePWruLcb1blsHBFltGepRTQqynBA0t3gI3UB2ydMAJ+bC16SUd0FNEuqRdzfwvbz7Pl3dwRHv+gk4wsLrAae7v4crQA0YgD9gh/hPNUFHmiNmXfneYfGPJ624oVRnXc0MBewyQJIAtBSkAAkxjxhQUIF1CKz+YnjiupW12HRw4vitm+5agtuP+r2BEfEwnN8jAi8/rXrjZ2HXGhaTA8AYLJuAbSeCxhiGBGOg1ttVMF7cvudWnTeeQCA8LZtWJrP4pdebHxR3WkIwBPnMHefjU9hf+YkwivGhX8kAlDPBG5nwikgC4CNXTydvYbF55PG7viDs4CIKMHOSbr1a6T13ziOY+VgAFR3KzgYVfsB93YBYhTHzGTxur/JkqQHM/6wCBdniJ9kxQCW+QBOUdCRp2VEt8bN3XPv2TGPj7zn9VGde6R0BSNwciJsmgXQNbB3hcguSAASY56wIKOcUy8sfSyAu727Ube6Lu4YnuOx5aotcdsHgud4HDfxOP2xIKkKScvwBIC9rKyD5uazYjFoWRIQ5ji41fAj3tO/BdBZU6Nf4GfsNsRuZ29nTC1ALfFBK4Kc9ciC7vbiR2D10ARgTlM33BEFHb0dgMnio5X86I1K/T1FRomIstoBgj0ejfXLOZW9D6q6gNZwh1GnM9CKY1UBmI0JMb5egbk/k2T9clRWAjwPpwQUBoEOTxHbkUAAchyHj245RX/c4gvjvPvfG9X5R0JnMAoHouQCtigkAIkxT1iQUKYLQEOMRaQIzvvfeXHzP73y0ziX7lD54yl/1Mc/W/ez+Amv3QEAmFxiXQsgJ0aYANQtgDkDzvccdSQAQPnYeE1f2ftKjAWwWI0B7LZIJxBOFsCLmgVw+Bc9e2kp7FVV4BQFNW1Aa6jVVAy6BectZPFgjZ3Z5/oEmAvYDgm8agUdiQjWcNYwAVjdraCztwuKLoTbcPFhk/R5n+7vGfE5UoEvLKouYPZ4NK8BwNzo9kr2t5d7gQ63aln3xwtAAKgocOO2L8zTH3+6vweX/PWDhHNTRVcgyroCqSLY7rTIDRwBgAQgMQ7oFSSUcmoQuVqYuSfcg8MeOSxm3rPnP4stV20Bz438Y2E+9pXGV4wdM05mv9WWcFoSiBVjACFGIQzRAggAuUcdBYB1BbHzLPv5nnX3AAUTAY4HxDDKeSbQQ1EJoWj2ZXz2hZeNwHd+hG4v99y5AIDJ7Qqag81QctWs10Arppexi382xr4BqgsYkskCOHLx45jCbgQqu4GwFEYwTy3TFGhBkcewLN745KYRnyMV+MJCTPyb3TF665c5DrDdqd5YeQ/0O//qY6fFdAn5aE8X/rx216jXMRQiogR/RISNE2BXPwt2cgFbChKAxJgnLEgoAWu7BQ+LqznuieNi5my5agumFU5Lyvn+ccY/AAAKFIiyKmbmXxozR3MB+8IivL1CUs6bLhQ5CgFmC+AgAvCIIwCOQ3T3bpzoXmDssDuBfHbB84QOIsfB3J7t/uxMfNBQFAW8Yo57GtmF36l2wZjYxazRnXmsJAz8LahRBWBjlgrAsMCSQHQRPArx45zErHyVPmZNbNdi39REkFNrmTDe1R7MqqxorQ3aaN8HZvRSMD6gXYsp7No94DGv3XgCvnOy0Sv45y814I9vpL5TiFaCxs4bAtAxSIUFIrsgAUiMecKCjEJOvZDmFKMl2BKzfzixfmJ3NyK7d6PzwQex+5xz0LBgIUIbNsbMWVyxGE7eiYAQwKa2TWzjtOONCZufRK7Lrpe5sFopGE6MQDaFpg0mAG1FRXDPY66qr/Uu1rcriqLXAuR69qFC7YHbluUCUJQVOCDBprk/3SO76Dmn1QAAanrU94HTKAY9TRWAnzX5skr0aEREGXZT/Jt9NBbAiczdXeqVwckKOtxqH1w19u2+Sxfqcw+7+7URnyfZ+HoF2DkBvJy8IsiOKhajXOJX0KqZV32D9/696fQ5+MqRRo3AX73yOd7f2THq9QyE1rc7xy6ZLIADh4MQ2QUJQGLMExYkFEAVgO4iXPzcxfq+wWL9ovv3o35urf6z46ijsfvsZWhb9XNEduyEEolg7+WXs30nnAhFUWDjbbDxzJqldw0pMLV2+t+3AACTTfXeLIUUgSKwi57CAdwQBFCuGgdY0tAMO8fcwK2h1phagOVqMeg2X5YLQEmBHSJsqnHXNsK4J60P7oROJvCaVQso/K16H1wAaOzMvhsELQuYT4L1y15RATgcsMlAiR/o1ESEKgAL3EaJmc5gNGsEsWYB1MSPLQkuYHs5C1EpDgCdkpr40rN3SMfefX4djp5h1CS9/IF1eGpD/+7j0aK1KnTZZf01GGk5ICIzkAAkxjy9goQiTu0EklOEnkiPvq+/eD+xvR31c2ux67TTh3wesbUVDbXM0nXMhGMAAPv9++MnOpl1Z1KJReMARQGKyF43yWkHxw/+NeI5/HAAQPjj9ZhWxIRPQ1dDTCKIZgFs92dfxqeZqBTr/hxp6QvNBVzYHYFDVNDMqcIm0AKn3XhN39+VWkvOSIiqFkBbEmIAOZsNDrUzSoUXaLezGwRz8sPPLjBq382+9cURnyuZ+MKCGv/G/m/JsH7ZK5gALAwq6BT8xo5IoJ8jYnn02iNx3kLjZvPGJz9FzfI1CAvJzybfp35v5TgkPQmEBKC1IAFIjGkURUFEEPRWcOtDTfq+B05/IOEx0f37seO44xPus1dWYsrq1Zj+wguobajH3PptmL7m+Zg5B2+6GSuWrtAf6y7n+V9iv0tZvM4ki1oAOTkKqNYvyT20L/ycJUZf4EVRdrHf2bPTsIz6mgwLYLa7gCWWATta8WMrLQWfmwtOASp6gHbtRVWFz6IpRQCAVS82jHLFySciyrCZ3OCjzf7UBGCZT0G7VgoyYIRqXG5qgSZICjqzoEC2PyzAxkVN7s8kWADLWAJMcQDoiniNHZ07h/wcv/tSfD3Tube9lPTewS9/xv4/DrMFcJTt8Ij0QgKQGNNEJRk5Shg21bqyxd+o71taHduyTY5EElr9Zn/8EWob6lHbUI9Zb61F7tIj4JrOrDccx8E1YwZqG+r1+b41a1BsumH/pPUTNjhULQh9kD2ebNV2cJLJAugeWv03W56RqbhoH3N11nfW60kg8DWjQq0BmPUCUFbgiIl/G5n44TjOlAGroF1z+QXbAUnEcbOYNcgfzr6s6Igogzdbv0YrANXYt1If0KGo2UUmCyDHcXj5+8ZN2ZIsiAX09YqwmUqg2JKQAGF2AXeFO6FMYaET6BheUsfOn52VcHvN8jWoWb4G7+xoH9U6AeDD3axto6JEyQVsUUgAEmOasCAjD8zCpvAO/Hrj7wEANyy8QZ+jKArq59Zi+4KFMcdOfexR1DbUw5afP6Rzzfl0kz5uuc3oHrLiHdUaWFxjTBYjlrUAQhYANQZQHqIFEADKvsW6o0zezVxbDV0NQAGz/MDfrBeB1mKLshVBkmE3dz8YTRHkyZMBAJU9QLvgAzgbAAUItuHSwyfr89qy7DXpjYrgORGOJAX/26s1AaigXWsHF2wDZFmfM6cq9nOYbIvWcPFHBHC8kFwLoFoH0C0Ajl4R/pLpbEfH9uE9j41H46pluOGkGQn3X/H3j3QxuLPNn3DOQJhdyrku6NZwEoDWggQgMaYJCxLyOPWC4jIuIBPzWOZh9MBBPW7PzOxPPoZnUbwrZSB4lwtVP70TABB46y0cUxpbZxBls41xewOqCq0hePrCySI41Sgl5wz9opejvp7uBhYXeTBwEIJalxGhDlSqdW+zPQkkKsrgTfFvdufIxY9jMiuBUtGjoC3UDuSptQD9LZhYZDzvV//58YjPkQqCEQngTNmfo+2CUa3Wv/MD7Vo7OFlkLeFMZEsLNIBZZs018JIhfni3G3xhIQCgJAB0FquFsNtHFgbwwzPmonHVMjz77WP6nXPqfW/rYnDPEMsOzb3tJX1st0lkAbQoJACJMQ3LAGYu1o4cQwCeOvVUhLdvx65TT42ZP/Ptt5jVz+SyHA5FF12kj2/aPVcfC7IAcJzR5uqTf6IynwnA7pCAiJidLb8SIovgtSzgIbqAASBn4UKA5yEfOIhivwJJkbApsE/fX833AADasyC+ayCikgyeM7I/HaMofquVQKnwAu297VDyjGLQZrY1+0Z8jlQQjIgxrwE/CisoADhMFsBd3t16vU6tFqAGx3F48XtGDc8WXxgvbmke1blHiq9XgM0kgpEk8eNQE0FK/KZ+wO2j64U8f1IRGlctw+57zh5w3km/Woua5WvQ6gtDlhNnW/fNwhalqG4J5rQEHsISkAAkxjS9JgtgvZtZVGYUzoBbtmHPeefr8/JPPx21DfVwVFSM6nwczyP36KMBAMqj/9O3f9Cktmhys7t71D+HIo8DDhsTUh0Ba7RAA1gbNE7UBODQLT+2/Hy45swBAMw9oJY+CRkX+Er/ZwBYgdmoKMc/QZYQEWIF4Gji37QiyOVeBREpgoDJAggAf7vSsCIP1TqTDvwRERwnJi3700gCYY+Deju4lri5tdUF+NOXjXqS1/9rA370n5G1bhwpiqLAHxbBmcrAcPbkCEB7BfvbS/xAu0s1i3ftAqTRF4zneQ6Nq5YNahVces/rmH7LC6hZvgYvbGmGt1dAZyACRVEwbcUL+rxnbjgGgmjEqJIF0FqQACTGNGFBRi6Yi3W7g92dzi2di6YVt+hzqlfdi0m//13Szll67TUAAKmnBw6BCR29HMxJ6nlDHeA4Ts98zfbuF2Y4WQSvXYtyhid+PIvZhXtZkGVC7/PtA9T2cB632ySIs/f1iEoyOM7sAh69BbCyhz3u8BSxgWoBPG1epT73pF+tHfF5ko2vV4hxAY/W+qXFvuWFAYegoEPrihJoSzj/7LpqPWYUAJ785ABqlq/p12qVbHoFCaKssESYJMe/2dWb0JIA0M7JgCOXucO79iTl+TU0q+Cee8/Go9cs7Xfet/61AQvufAVL7n4tRvwBwILJRRAEQ5iSALQWJADHKY0dQT3uwxuyViuy4dAblZDLMQH4Ns+sbIf25MO3hgWQl3z1qyg6//ykntNz5JH6+CawjOId3WoWX+nMmLnl+VYUgAJsqgsYnuGJn5wF8wEA1XtZmvQ+3z5gFnuN+N5OlFmgFExfC+Bo3J+a5SsnCuSEFXS41dADk+tTe48AyJrPqj8sguOSF/vF5+frBcVLAkB3jmop98dbADU+vOWUuG3Tb3khwczko7Vv5Hkp6SVQ7JVMABb7FXT2dgK5am/kPW8l5fn7wnEcjp5ZplsGp5YO3NlH44XvMle8FDZKHpAAtBYkAMcZiqKgZvkanGiyJiz46SsZz6hLFWFRQg6YmNikWgLn/c4oJFu5/MdJPyfHcSg871wAwKwdzG23rXMb2znpcGNi125d8GSzxasvvCyCV+u/ccPMfHQfWgcAyGtsBy8r2OffZ8R7BTv09njZLIijkhQjAEcT98R7PHrQf5kf6ND6v5piAF8yxbwt+OkrIz5XMvGFYy2Ao73wcxynW76KAkBrn24g/dG4ahmOmFYSs+3036RGKJlp8bLvEkcKEiAcqjW0JMDiQvVi6e//PinPPxhv/fAkXQy+dmPieqibbj8N8yYUANEQRJMLGBQDaClIAI4jekLROBO+mY/2dPW7z6qEo5LuAgaYeynnQCcAYPIDiQtBJ4O8k04GABR9xloxbe/eDn/UDzhNd9cHN1jTAqiI4DTX3zCzP501U8F5POCiAqq7mAVQ8agWjmAHPmtiQWCvbRv4wp9JoqIMJDP+rcpIgOiwae3gDMtXaV7sa/z714dXEy4V+MMiew108TO6JBDAqIFXElDQpbVVG8ACqPHkdUfh3gvr9MeftwZw/SPrR72egWhWBaCNS34XDN0F7FeYAJx8hHoCW1KefzjMrMjXxaD5p8ij/r97uyCqvZBFGweO4wZ4NiLbIAE4TvCHBSz86asx285ZMAHXHDtNf3zJXz9I97JSTliUkMNF0Kt+Mc3bZ8QI5R59VMrO6zmMdb6Qdu1Bbq8CWZHxwu4+4vuDP6Iwh100nt44eMP3bIGTJfDqTT8/TAsgx/Nw19YCABbvUuAX/Ia7L9CKClUQB6PZV/xYIyLKse7PUVo9Yoogc6qa6GP5Mmdv3vfq57oLMlP4wwKA5PaA1dqgFQWAVu3KNAQBCACXHTFFd0kCwItbW1CzfE3K+gZr7RttnJGslDwByCyAxQGgI9QBLL6K7ejeM+SWcGmjtxuSwv5Zso3khNWg/9g4wB8WULcy1nW082dn4Q+XLcKtX5iHYo/xxdXQkl3lJkZLb1SGBxF0qF9OC/awC0LRxRcNqYftSLGXlcE5dSqgKJh9kJ3z7nV3x04qrkFEzXbVXJ9WgJMF8Opd/3AFIADIflZ4dtEu9rps5VTrZ6AVVx1dAwAxvXCzjb4CcNQJEGoJlDKfgg5ZzQYPtMYUQeZ5Dj88Y47+eMGdmXUFe3tFcBBgU/VVMuLfzBbAZ7o2s43+oZd4mTehIG7btBUvYO32xIkko2G/2r3HJqdAAFYarvDOkMkFDAD3TkzKOZJGqAuSohaFt5P1z2pk77cskTT6ir8Nt50Gu+lubf2tp+njM3/7TtrWlQ4EiWUBd6qutcX7mLVGK9WSSnIOZyU8Tuligf51Zaqbatmv2e/PnsYJs9lFrzdqnTqAvCKO2AIIAHknnQQAOHQvUw/tmhD3t+jdUQ5mcXeUiCizTGhN/IzaBczeHyV+oFNUS73IIhDqjJl3w0mxCUSZittVFAU9oSh4xXjPJkP8OEwxgCXuYrYxOLyWZY2rluEbx0+P2fbVf36sJ7zVLF+D2ttewpsNbaPKGH5tmyoqk/waAIC9tBSw2WBTAK7Li6icHYk/CentgqS+BLI9/S5qYnSQABzj9L1I7Ln37DhrE8+P3Ts3QZKRw0XQabPBFVVQ3ca+TD2HHz7IkaPHs4QJwCNeZ+7dLR1b2I5co9agFgNoqSQQRQSvZ8AOXwDmnxqbvdkOVU0G2izRHo/VKEzehV8vguwHOsJdgBYTmaAG3q4+hXybetL/OvkjIkRZAeTkih9zH1y3Q61/J4SG7fa85ezaAQse9woSvvbgx3qdu+G6iSVZQYvWvUdVPzIHcLbkCCDOZoO9jL0HigNAR2+HcdMIAHuzKFQn1AVZtQAqWWy1JxJD/7ExTF/x98GKk/sN0n3qW4ZFTMtwGwsIkoJchNFl4zG1DeAUdqHRvmBTiWeJUaxWqwfYFe4Cao7Vt5e7mPjpDEbTVsNsNEiyAjsk2NQsYJt7+DXwXNMNC01eSEGzqF7ghSAm5zKXWosvDFHKzmLQEVECn0TxY6/SiiAr7GKfzwQh/PGJMDaew3+vNz6rR696I6YvazroCbKbKDuS6/7Ukh+KAwo6I92AXc0EHmIcoBmt4PHKc+LbPPZl2gomBB98b8+Q3nP/fM+ox6eoLmDJltybaK0uYolfQVuoDTj8GtMCzkzquUZFbxckWXMBk5ywGvQfG6P0FX/3XbIA1YX99yxdNLlIH//i5ZH1ncxGRElGDiLostkwuZ0JLNfcuYMclRwckyfr42nqtfz9pvcBT4le+qQkwrKEJVlBdyj7u4EIkqwKQPZ4JEWQ+dxc2NX6dxO7gObeDsDJ6t+VKd1w2nhIsqJnWmYbUVEGZ7YAjjoJxOj80B3ugqRZiBNYAAFgydTimMfmvqzpoD3A/i+cJn54JCWe1mwB7OztglKmurzb60f8nF89Zpqeubr1zjNwXR/3sJmVz23DzJ+8iJrla3Dmb9/u94bs7jXGeiS1hWOyxY9dbwcHNAcTxEG+entSzzdiQt2QZc0CSC5gq0ECcAzSV/ytvflEXLh40oDHcByHuVWsV+5TG6yTkToYgqzAw0XQydswoYt9oTun1aTl3BzHIe9kVg5mVhM7966eXWxnIROHDv9BFKlJOJ3B7BeAoqzAYWp/xY/AAggYVsCJHQq7wKmtv/hgKyYUsefMVjcwiwFk4icZrj/N2uMWAHdYRnde4j64ZhpXLYt5XLN8Tdosga0+Fq7AI7niR7MA5oUBKdyLULma9NKRnLI3eS47VpxdqwvCPff27yZuaPHrLmLz9+lBk8v9xlNnQdbeB0nOgHXomcAKWoPq3eMdPcaE934HSFmQKd9rJIGQALQeJADHEJKsxIm/jbedhpqy3CEdv+LsWn2cre634SJKLAu4y8ajqpttc06dmrbz5yxYAAA4y8/K7byx7w22o1hdQ3ejUQzaArUARc0CqF577K7+rcoD4ZyhCsBOBS3BFij5asszfwsml7BaiQfUTMtsIyrK4JTkuf54t1svBl3qB9q1biBDKIJsJl2WQD3uULWQyUlyf/L5+Xph8eIA0KVZl1NUAJnjjL64K84a2CugCcFjVr2hb/vSkoqUuT+NWoBAa6hVW3DspLtKk3rOERHq0vNglCTFQBLpgwTgGGJGnzZIu+45G8XDKC9y7EwjLm5r09goByPKiu4CrtYsgFPSKAAXLQQAlOxmGZ2yKhw0CyAOfIyyPLX7hQUSQQRJgQ1GCRS7e2QC0DV9BgBgUgcQlsLoylUvZoHWrE8EiYqynv2ZLPHjMMV8dbjUYuFDiH3rm+xw3v3vJWU9A6H/X9TkiWSJH3M3kOIg0Jmnfh/Jqb8Zve6EGboYNMdDD0SFI6q7P5MuACuNsABdAAKxVkAAeO57ST3vsOnthkIuYMsy7gXg/fffj5qaGrjdbixduhQfffRRppc0bLT2bma2330mbMPM7rXxHHKd7EN8xd/XJW19mUSQZHi4CLp5HhU9bJtz6pQBj0km7nksCN3e0YP8kIJGXyNLBMlT47z2vmdqB2cFF7AMh1kAjtAC6FItgJO72VdQSw4LP2ClYJgA2tsZHN1iU0RElMAl2fplJEAAHVpM4SAWQIAlO5hF4Kf7e7Bpf09S1tQfWhFkRdLcn8m78OtxgH4FnSXqjVrEm7TnHwqLpxTrYnDHz85KOKdx1TKgtydl8W+OSiMh5tW9pgL+HAd8Z4PxeP2DQMfOpJ57WPR2QVRdwHBQGzirMa4F4BNPPIEbb7wRd9xxBzZs2IAFCxbgjDPOQFtb8guHpoqoKMe1d9tz79lwjfALKawWJnaNkYwuUVLgRhRChIdTFS1a54V0YMvLg3Mac//OVOMAX9/3OlBsdGCxUj9gUVLAcyIcmgs4Z2iN4/vinMEsgKU9EhyCgiZTD9zaaiYGNx9M74V/qIQFWbdKJS3+zZQA0cGpyQdDzH7leQ4PX32E/vj8+99LaY3A1xvawEGGoorgZJb/0LLzi4JAp93kvejem7RzDAeHjU/YCg0AEPbqLuBkl0DRXcCJKuCUzgAKTTexf1wCRPxJPf+QCRlZwMmqg0ikj7FxlR8h9913H6699lp87Wtfw7x58/CXv/wFHo8H//jHPzK9tCHRFYxi9q0vxmx7b3n/pV6GwhPfOBIA4AuLlihLMhiiLMMJAbYQe6tzxUXgnOntuuGuOxQAMF29nu/u2Q2UzWYPAq0oV13AVogBFCQ5xgXsGKEF0F5SAlthITgFqOoGmrUgen8LFk1mWa6724MIRLIg0L0P/rAADpoFMLkCsCigoEOvi9iqu1kH47hZ5ZhVkRezrWb5mqTH8mo185wQdc+s7EiiBVAVgIVBBZ2CSdTsfT9p50ga4R7d/SmPMhO8L5oLOC8MOAUFotznc/CDLbGP7x04yS8lyBIQ7tGTQHgSgJZj3ArAaDSK9evX49RTT9W38TyPU089FR98kEWFNhOguXwX3xXb23f3PWdjYtHILsgaCyYXwWXnERVl7MlSF9xwEEQZEi+iQP1TtDvrdJJzKBOAJwZZ3F93pBsortH3T3SyC50lLICyAo4T4VSvRw730BKMEqGVyanwKmiG2u0g0BoTt/rcp00jfv5U4e0V9ASIZFl+zBbAdlFNfhHDQHjoVtBXbzwhbptW1qRm+ZqkFI3WsmBdEEwFgJMnAG1lLBa0KAh0hjuBY9QYt89fHOCoDNHbo4tgJYkiGAD4vDxwHvZdXuwHDvgPxE9a2ee9sbIwqWsYlEAboMiQ1Zqg3AiKwhOZZdw67Ts6OiBJEirVOy2NyspKNDQkroMXiUQQiRgXaZ8vvYkSO1r9OO03byfc9+6PTxpeR49P/gk8/31g7heAL/1L3+yw8Zg/qRAfN3Zj474ezCjP6/85LIAiRRHkeZT0sMfOyvS5fzXchxwCACjbyxaxvWs74HADOcVAbzeqefZFboUYwKgoA5xRBsYxQhcwADgmTUJ461ZUdgNtsvq56uP2/MnTW3DZEemL2RwKvrBouIBTYAFsD3cZOzp3ApMOG/LzNK5ahn2dIRz/yzfj9h1tymA189qNx8PjtGPCEG4ej/05e14nRJP7M3mXEbMLeFdvJzBBFbXbnmHW0FF4N5JOuAeKlJoYQI7j4CivQHTvXpQEgH3+fagprImf+KM9wC+McBKsLARqjgO++nxS15OQTrU8j8z+dj5nZCWhiMwxbi2AI+Hee+9FYWGh/jPZVOg3Vciygu8+thE1y9f0K/5233O2Hjg/KCsL2c/z32ePG55nj3cZF4xFU5gLbuO+7tEsPStQxChCHIdiNZZGK7CaTtxz5wI8D1unF0UBBTt7diIiRYAC1ti9FD0AYIlC0KKsgFdE2FXLh905couzcxL7+yt7FLQLqok23AMIYZy/cAIA3dCWVTALIBsny/KjvS+Lg0B7r6n/bfOnw36uKaUevLf85CHPP/W+t3H0qjd0S+Ghd7ycsKaguWVaDhfWLT/JDP43u4D3+/cD0080dr52R9LOkxRMLmAlBe5PczcQvX5oXzwlwA19Ehcb3wGeui7p64nDq9aL1fqCj7AiAJE5xq0ALCsrg81mQ2trbKZda2srqvpJElixYgW8Xq/+s3///pStb39XCDXL12D6LS/g2X7cYHvuPRuNq5YN3fI3kIvg4fP1eCOtK8i/1u0bxoqzFDGCEM8hv5f9bfbikrQvgc/N1bNepzezdWzv2g60bgUAVO5n9du6rVAIWjJKoAAA7x6528cxSXMBAxs7twA29bkCrfjG8TP0eUKW1aT09Qr6ZyVZtc8MCyDQEWqHks8EMD7444ieb2JRDhpXLcPue87GByuGLgYBIBARMfe2l3RBGBVltPrCMclmT351gZ4BixRZALd3bwdyioyd7/0uaedJCr2pjX8zJ4K8uGcAF3j5HODrL8du2/w4sOedpK8phq7d6oCFbNhIAFqOcSsAnU4nlixZgtdff13fJssyXn/9dRx11FEJj3G5XCgoKIj5SQX7u0I47hfxLhwAWDSlCLvuYcJvyMkeYmRo8SGPfBEAMG+C8Xd5Q8LQzpGlcFIEIZ5Hvhr+ZCsuHviAFOE+hMUBzlAF4NaOrUAeu9Hw+Flv0WBUysqkBzOCpMT2wR1FQo1jEgtcr+hRxZTaDQSBVsyuNEIPfvyfzSM+R7IJCxIiogStnCOS5PrThI9LBPhQBL6ZJ7Edo+z2wPMcqgtzYjJYP/7Jqfj4J6fi0WuW4qtH1wz6HLNvfRFL73k9Zlt1rmLkpyTTAljKYgALgwCUBMkPvgRt0TJFuAeS9lFwpsICqBWDVlDfNUg7vClHspjAmuOMbau/ADz73aSvS6eLWSX5UVYEIDLHuBWAAHDjjTfib3/7G1avXo36+npcf/31CAaD+NrXvpbRdZ30q7Vx2zbcdhoaVy3D0986Znj1/RQFuDtB4sNKr/Gjset1QFEwtdQI7P/9G8lpw5QxpAhCHId8Na7eVlSUkWVomcCHdzMB+vctfweOvJ6tqaQGHrX+YrZnAouyDE4VgBI3uj64mgu43AtAUdCdr7rn/S2wm2LrntqYPa0JfWEBNsgmF3ByxA+fkwM+j4ne4iDQVV3HdniTb4Uvz3ehPN+Fo2eWYeW5h8SIw2duOAY1pQNfyN+46QQgGtTdn8kUgDZVCDskIDcMdPR2ALd1GBPuS08f7yFhqgPIp6CygMNUDNpj9xhF5Afiy/+JfbxhNbv579qT9PVh638BALygeldIAFqOcS0AL730UvzqV7/C7bffjoULF2LTpk146aWX4hJD0s2bN5+ojz+59VQ0rlqGkmF09NDxHgDuLIrd9sNd8dlj55rcTFv+HbPrnR3tsDKcGEWI55GnuoBtxUUZWUdOHbugV+0PAoqCtt42IF8NNfC3oFQrBZPlmcCipEAzf4mjvO7bq6sBsB64+b1Am6eI7VALID9wpZH8cM3qj0d3siTh6xVgh6RnwCbLAgiYM4EVeLV+wEBaOmFoLJhchLU/PAmNq5bhn189PG5/w11nYnp5HiCEdAHI2ZNn/eJdLr0tXlEQaAm2ALY+z78vS4rUh736a8CnIAPWKA6uICSGWEzkYDjcwO1d8dt/v9CI/05GD+H9RtyhJgAdOdZOGByPjGsBCADf/va3sXfvXkQiEaxbtw5Lly7N9JIwucSjx/dpRYKHzes/BX5zSOy2b38C5JbFz118hTF+6loAwNXHssyyz1sTVSK1DpzMLIAFmgs4QxZA15w5gN0Otz+CMjV5XMlVLbOBVssUgxYkWXcBi6PsgsG7XLCVs/djmRdo0y4gaibwqfOMG7HX6tvgC2c+HMHbK8IBUc/+RBJjv4wECMCbaxKAe9Ym7RzD4aS5FXEFkN1a0otZACbZ/elQE2JK/ApaQmpW+A+2GRP+cTogZf69wJJA2DA1ApC9/yuD7OZwUDewBm+Lv8k3c1epIQZHyt9PA8AM4TY1YciRSwLQaox7AZitjKaYM1YWAu/8Onbb8n1A2ayhHa8oOOvQ9JdLSQWcJCDI88gLs8eZEoC8ywX3bFb8eVYL+9+2mrpf5LmYOa3ZG87I+oaKKCusACyS0wbNMYElO5T7FHQ61DISAaMUzJ++vFgfz1/5yqjPN1p8vQIcEAEt/i2J1i9zLcCuqKnE1Ocv93NEBomGdDd4MkUwANjLjbZ4rUE1Sa9wYuykuxLcyKabXi9kmV1CbSkQgFo7uAK/CCgKSxwbDiu9wC2D1NHUhODKQuBPiWPf4zBlg4c4Dk5Vi+fkpiYmnkgdJADHGonu6n7cCLgHudu71dT+rvUzTCsz4gCtnAhik8MIgYNHNazZCtNcLNWEWy0IvaCT3SnvVVSx19uNXc3MbfPMpuwrfGxGkGT9AiAlQwBWMTdwqc/UA9dvZOafXVcdM/9r/8xsr25fmLmAUxH/Zi/XMmAVtIVMn8d1f0naOZKGENKTwZOdAWvui9wSNNWF7GvVeuobST3vsAn3AOprYHOlwAKo3hDYRBn5vcADWx4Y/pM4c41Y71sGSaBp22aIwWe+3f88U1hR4KvPmYrCkwXQapAAHCtEQwnEH8c++DlDyHy1m77APn8JpXku5KtWqY8aE8SUWAReEhAVDaFiy8vcl5T7UOaS1yyAjeEOwMasgCdMYOYUtyO7P5JRUQanaEWQRy8A9UzHgIJ2TjUpBWKLQe+652x9/Ob2dvz93RQEtA8Rb68AJ0T9ws8lMwGi1HABt4RagJNvNXaKWVYiKBoEp/eATW4ChF7+xK+gNRRbpgvLTXFwm58AAhmKUZYlIOID1NfA7kx+EWTO6YRNzYouU7XvwcAoEqKcHkMMrkjQWcTMxodjrYPmHxPe/Ao4RXZDyHuoDIzVyO6rDTE0drwK3BNrKcHNO4CVPcN7ngK1n+QbdwEATj+EuYEbmtPb8SSZcHIEgsDiliSXPe19gM1oHUEq1USQRt9eQC19csIEpigK3NndT1OQFL0gcFJcwKZMxw5FtTT7Yy/6Np7DsvnG+/uu57dlzCrt6xXg4gSjDEwKYgCLNNfnYVcbO9/6edLOkxTCXl38JDsDVq+JGDS5gDXcBcAF/2c8/tXMIfdLTiqhTgAAp94I2EfYE3swXNNZ/dDJHexvfLzh8SQ9cb4hBs1Z1sPhm++hO9INl/pR5FJgBSVSCwlAq9PwAvCvi2K3VcwD8kbQ8/bQC2MezqhgbuCd7dZNBOElAXKUXaik3My2KnLPmgU4HHCGoij3Ao2+Rl0AVnDsFr8zy4tBC5KsZ6UqSWiDpgW6F/uBDlHtBhJsj8tUvP/yxTjzECMudcFPX4npTJEuvL0CXBAM61dSiyCrNfBCCit/4jEVLT+QHVnQOr3duhWUT7YFUHWFFweUWBewxoJLYx/fWQT88Yj0CsHuRvZbswC6UvPd4prF4rantLO/7cHPHkz+SWwOJgTv6AG+uwnghpDZ/p0NQNWh6In06C5g3k2t4KwGCUCr4j3AzPGPXxa7/ZZm4FsfjOw5jzLFfWx8BHMq8wEA21v8I1xk5rHJUchR9jaXPZn9guKcTv2Ofkq7gr2+vUAus3aUSizmq9MCWcBaAoRsT4IANBW7bY94AY4HoDAR2Ie/XLEk5vG0FS/g6Y2DuLKSTHeICUAtAYJLURawHgN45ir2e89bmbF09Ue4B5rH3pYqC2CAtcWLSgluim7v06ayYzsTgul6jboboQDgtZ7Y7tTUwHOpiWNnSLX6to9bUnQzwHFAyTTgji7DOvjdjcDh1wCXPgKccgdwyu1seynr1NMT7tEtgHwOuYCtBglAK7HBFJfRt8QLwD6YzlF8EeWb6h9++jjmVDEBuKs9kHXtuIYKr0ShCKqrMi/zhUq1L/QpbSyeJ8qzj2BZ2/sAgPYsLwQtSIqpDdrovz50F7DWAk0vjZPA8gPg09tPj3n8gyc+xXs7R+jCGgH7u0KqANTi35InAG2mNmhdoQ7WBWP6ScaEvjU9M0lvD3gpNTXwNCFcHAAURcY+X4Ji2DwfGw+okS4R2LUHUQ6wawLQlVoBmLu/U9/29Ze/PrSi0MmgZDqw7NdA7TnAcTcCx90Us7s70o1cNZeNz89Pz5qIpEECMBvp3gtsfhI4uB6IBg3R9+wAmVkjjePoy0k/Yb8b38HEohzku+wQJAW724PJef40Y5ejUAT1bZ6beQHonss6Gcxs4yErMpo4drFy5bAvz2xvB2d2AcvJcAGrAtAtAHwojEC+KgD7xAFqFHoc2G1KCgGALz+wDjXL14x6LUNhX1cILi6qW7+S6f60l5YCNht4hYnA5kAzUNGn84U/sTBOO507DQugI8kCUH1PuETWDaTR15h4oruA3fQecV3s9juLklPseCC6GxHmeEMApqgPrms2cwGLra041DlN377goQUpOd9w8Qa64FJfahsJQMtBAjAb+fDPrCDz304G7pkw8FzNVN+3Wv5IUV2SAMDJom4FbGixZiKIXRbAay4KT+7Ak9OAu5Zd0Gva1VqA1fMAAHYxiFy1HVybL3trAQqSrCdAKEnogsG73XrnhxI/0JGrxr31YwEEWH/bxlXLcNys2FpwNcvXoLEjdTcqYUFCiy+sxgCqa0miBZCz2XT3Z4kf6In0sB03meq//XpO0s43KnwHdfdnskug8G633rO7zAfs8Q6S9X32L1hMmpm7SoFAW+L5yaC7Eb0cZ7IApkYA2vLyYJ/AEqD+PvO2mH1xfZIzQLDHeI35DFZYIEYGCcBsJFHMi5n86vg+vsli/iXGeO97kFR3yj8yWHpjNNiUKGyqC5jLgjIFzpkzAQClXQLsooL9mpLwt6CygMUotvqy1w0cFSU9BjAZAhAAHKayHx2qJbQ/C6CZh69eij9evihm24m/WovWFAnoA90hKApQ6JDBae7PJCdAGFnRimH5yu9TlP2h85N6zpHCp8gCCAD2avY3l/qU/i2AZkpnxJc2+dUs5jlJdiFtRQE6PkfYJACTGQrQF/cs5gYON2zHS198Sd++6OFF/R2SNkI9zPMku51JTYgi0gMJwGzk+Jvjt339FZaltdIL3NQw6lMIkoCHPnsIvWJv7A6nyUr2ym0IhNld5qcHUiA204BdEWBXBSCfm3kLoL28HHx+PngFqO4G9kkhtiPQhuoiJgCbvb0DPENmkUTRaE2bJAFoN8cBarFUA1gAzXxh/gQ8/51jY7Ytved11Cxfgz+8viMp69PY28n+V9W5HFTPffIzYNXXotQP/Ofz/xg77ugxxrvfzGwrNPXcvF4CJfnJVY5q5vko9QON3sahHeTKB27eGb/90UuYEHxphRFO09sz8ljBtnog1IGwww2HxJ4jleWlchYtBACEPlqHiXkTsbjC6I5Tt7ouZecdCsEOtbh0AVn/rAgJwGykYAJr6H39B6yVz0ovMGUpy9IaJe8ffB91q+uw+JHF+OUnv8QR/zoi/kukjN1xonQmrjxq6qjPmSkURYFNEWBXr5WZLAKtwXEcnNNYLM+ETgVPNb3DdgTbUJXPrAjZbAFUpChkhb0PFVuyBKBmAQQ6tdZqQ7AAahw6sRCv/OD4uO2/fvVz1Cxfg/Pvfw+yPPrEgP+sZxYmmxzR67/Zki0AqwwL4IQ8U/gHxwGzzzQe31UGQ4mnmd5uSABsKSyC7KhiFsAyn4I9vj1DL/mTV96/Z+TDPxnjn09lsYIrC4F3fwu0bB364rYyYR6unp8WC2DuMccAAPyvvgZFEPCX02I7wzyz85mUnXsgRFmE0M6y9R1l5YPMJrIREoDZCm8DKufFWuRGSd3qOlz32nUJ9132vKmcjFYO5rOncNo89kVs4znLZQKLsgI7JDhUj7o9S5qVu6bVAAAmdAFewQ+AAxQZVXZmYfo4izuvSGI06W3Q9NZffgUdvPrc24eX1DG7Mh+Nq5Yl3Ldpfw+m3/ICapavQc3yNXjy4wTZo0Pgxa3MKlnhgV4HMFUu4FI/4I30ETKXPxH7+KdD6PCTCkKdEDgOjpRaADUXMOCP+tEVHuZnYqUXuLEBqF44+NzX7gD+cgwTgxseZtvEfm7CxKjeZz1cNNlUBDl1Jabchxyit7AMfrgOOfYcvHbRa/r+W9+7dfivTxJoDbUiP6h2MKoYG73jxxskAMcBgiwM6irY2rkVbx94mz2oMVxqFbwPTjsPSVbQ4s3e5IREiJICByQ41ULQjtzsyFJz1tQAYBZAAHriTW8Xa/P0RkMKg9dHiSwI0I1pSYr5iSkFI4/O+tm4ahkaVy2Lcwub+dF/N+tiUPvZ3xUa8Hm3NRlJUEdNyTXFvyXbBcwupCV+Bfv9CYRq336umx5L6vmHhK8JUQ5wqC3AHDnJv7Gyqz2iK/zsEjWi2ncF1cB1bzExeIha5L7y0IGPefbbTAjeXcF+KwoQ7DBa8d1tWLrCk5boPcb5/NTdXHI8r5eDaVq+HABQmVsZM+eEJ07Ai3teTNkaEtEUaEKhmnOlle4hrAUJwDFOa7AVix9eHLd9y1VbsOWqLXh8mdFa6IbXb2ADtcgnAPAHP8akIpY8caA7e2PTEiHIMuwQ4FDv0h15BZldkIpzGisGrQnAiNq15fCyDMZ1DRFZMtXAS5IANFsAO2GyMgsjf78dOrEQjauWoeGuMwefDOC4X7ypi8Gj7309zuV49u/f0cc1hTZdACa7Bp5DdwEDB/wH4jM9nR7g66akhv99E/A1JXUNg+JvhgCTBTAFJVAcauZriZed5N6P7h3dE178TyYEr3/PSKAzx1X2x51FwC9nMOHXpw9uuHgqclRdmOoSKKXfZJ4bqbMToup23XLVlpg5P3r7R1j40MKUrsNMc7AZhUH2ObGXkgC0IpS2M4a58sUrsbFtY8y2jVdshJ03/u2HlB0Ct82NsMSse4IkwGFzAI5cQAgCTZswsfhU7O4I4kB3CEBpOv+EUSGIMsCJeqsiRxaUgQEA53QWA1itNjPYlVeEea3AoYXZL7BlMWpKAkmSAFQb3heFgE7BVG6oe298Hbxh4nbYYlzDj320Dyue2jLAEUCTN4xpK15IuO/m02eDkz42EiCSXQTZ5AIWZQHNgWZMLpgcO2nKkbGP76sFrnsHqJ6f1LX0i6+ZuYC1FmBJfg0AwDmZ/c1lPsAuKqlxcXKcES/YsRN45gZg/4dDO/Zb6xDs3KILwFSXQMlT4wABYP+3bsC0fz8JgIlAs3dHUiTUra7DusvXweNIbd3T9a3rMVWzAJZa57pAGJAFcAwSlaKoW10XJ/42X7k5RvxprL10rT5e+cFKNiicyH6//QtMKramBVCUFXC8CGcKXVUjwTlpEgAgLwx4wgr2q0H0JTBa7oWima/xlQjFZAFMWgygqQVaR6gDqFIvaD17k/L8Zi47YoruJm5ctQxv3nwifnHR0IXT9SfOBMQIbHobtCQLQNUa6lSLIO/19/Ma9E10+OtxwFu/SOpa+qVlM6ImAci5kp8BaysrA5+bC14BKnvYtr2+5L8fdMpmAle/bFgGf7Ct/7k1xwEVc+H1GolK6aiBV33PPQCA8JYt6Pnf//TtW67agmvrro2Zu/TRpSlfzzM7nzEsgGUkAK0ICcAxyJJHYnumluWUYctVW8CZsoj9b7yBz485Fp0PPgiP3bhTfHbXs2zQ8bm+bVIx23+wx1oCUJBkKGYLYE52WAB5j0cvdFvuBfxqHTWP5NMTvfd3ZedrrUiCngTC2ZOT+ai1QHNIQNjbBalHbf316eMDHJUcppXl4pLDJuuC8MXvHdfv3E23nwYbzwFCKGU18HiXS39vlPoHET19u/+8+TNg/0dJXU9C6p9FmOP0zxWf5ELQgJotr8bKVncxkXHxcxcn/Tz9nJzdAGuu4pVeVmj6e5vZ+KvPAwB83UwAynYefArLwGgUXXiBXhS6efkKiB3G//+7i7+Lf57xz5j5davrWDeZFKAoCiRFQnGAPbZRDKAlIQE4hljXvC4u2eOlL76ENy95EwAgdnfj86VHon5uLQ586wZInZ1oW/VzNNTOw+Iyo6ioN+IFbjCCrqfmMn8XcwFbB1FSYlzAvDv5F6qR4pjASnyU+RQ0qZ9CLtSJQyawOMV9gyQlZApZEqGF6XFJsgDyLpduQckPSOiuULtddCao6ZZiaqsLYiyE5p8iD7vIS2EfbCkqAwMA9iqjCHLCPrgaNgdwe3fstr+flvT1xKD6/3023mQBTM3nShOAE9U2uL1iL0JChj4XpTOA4tiSWAG1C4bkSd/3Ss2jj+rjHcceFxOreljVYXjvsvdi5p/+39NRt7pu6GV0hkhrqBW8rKBcNURrLnvCWpAAHCMc+/ixuOaVa2K2bbxiIybmMVfu7nPPw46jjobkTVwja/lNhuB75+A7QPls/fE0npW/sJ4LODYGMJWlGoaLYyL7v1T0AK1QFxjqwpQSZm3d25mdvZcVKap3Aklm5f8YN/Ah57GNvT1Je/5kIoa9ugs4FS3A9M4oAWCffwABCAA8H+8OXlkIhFJUFqSNuUZ9PK8ngaRKALrmshuBa1wn69vS4docKr09qjL1pK/HuKOqCsWXGyW7Wu+6K2Z/gbMAG6/Y2PcwzH9oPupW1+Ff9f9Ce6h91Os47T+nodwL2GX2/9diVwlrQQLQ4oiyiLrVdXE1w7R4P0VRUD+3FpHPDZeua14tap54HLUN9eByjAvYnAPsyn77e7ezDZPZl22VxNwIrb5wUgrqpgtBUqDwEpx6ra7Uu2mGitkC2K6okeShDkwpYW7qwcqSZApFEo0s4CRavzQBWBxQ0OZRsy29+4Bo9r0OYtSnFwBOSRs01QJY4lPw7sF3h3ZQ34zWX0wD3v9DchcGAK/cCkAVgNqNVQqsoADgrmV9sqWG2I4ufWObM0XEx6yvfF56Q0uqbr9dH3c/+hi2H35EzH47b8fmKzcnPHbVR6tw8r9PRt3quhF3EZFk9uavUl3zzimTwfEkJawI/dcsyuv7Xkfd6rq4fpC/OuFXerzf7nPORYP6JapR88TjmP7UU8hZsAAAMHej0UT9rofZB1uQVcW0fx0AoPTF68BxTFB1BgfpU5xFiJICmZNMLuAstAB6gXZJtawGOzC1VLUAZqkAlMUooIofPondD+wVrL5acQBoN4uq9vqknSNZCJGALgAdKbAq651R1Piqzzo/G/wgjgOufTN22yu3Gq3P1v4c2PUmIKkfBn/LyMT1bnYOH3jYtHZ4KbqxcteyDPDovn34xZI79e1XvnglooP1S08Dgp/ddNvz019eau62z+CYMgUAIPv9aL7zzpj9HMfppb4GQhOCdavr8LMPfxZfdqgPgixg4cMLARhVDBxTrdstarxDZWAshC/qwzGPHdPv/tcvfh0VHnbx2H3+BYjsiL1zrm1IfDEt/cY30Pl//weA1WLrzufQK/bC7Nwqz3OhzR9BizeM8vzsiaUbCEGWoSBbXcCqBdCrYGdQreMWaNNdwNkaAyiJUUDRLIBJFIDl7H1bFFDQHuli1uf961gpmIlLBjk6vYgRP+wpygIGAEel0QUDAHb17MIhpYcMfuDExax15D0T4vetvWfgY0umA9e9zfrp9ofaAQMAAvmTADABlCoXsL20FPbycojt7Tg+MBErjlih1wNc8sgSbL5yc0xiWzoRJAEIshs3Z0FR2s/P8Tym/+9pbF/MPhs9jz0O/yuvYvZ78RbjLVdtgSiLccaCvjy+/XE8vt1IvPr2wm/jwlkXotxTDlmR8cKeF7DinRX6/qpu1QJIAtCykAUwiwkKwZg7tP7En9vmxvqvrEeFpwJyby9z+TY06PuLL7+8X/EHABU3/kAfn7qJXdk2tm4Elt2nb69Wi0E3ea0TByhKChRI4DVLRTYlgagWQC2IOsIBiPoxVb3+HujqhZSF7nZREPQ+uMlsg6ZZAEsCYDFKWj9qc//WLEEQAnoSSCp6wGpFkGtC7GZg7f61Qz/Ymav2Dj9qeCft2g3cO8mwGGo/j38Z2L0WeG0l8PpP9emhqacAYPcCqRKAgCEuvM89i8trL4/ZN/+hNNU9TEBnuFOvAejKgAAEWDWBOZsMd7jU2Yn6ubUIfvBB3Fw7b9ctgluu2oJ3Ln0nbk5f/rjpj7q7eMFDC2LEHwAsszFBSQLQupAAzEIeb3gcdavrcOSjRw447/hJx2PTFZvw8Vc+htPmhNDaiu2LYrt+zNm4AVW33zboOcu//30AwHFbmeio76oHDrlA3z8tj13xrNQOTpRkcLLRWYLLJhewGgNY0Au4ogranOxiX2Xzw85ziEoyWn3Z91rLYhScXgIlmRZAJgCLAkBbbxsw5yy248DH2ZUMIssQo4YLOJmJMBoOrU5kVy+gKHh176vDf5KvvwTcWA+c9cvRLabheeCh84B3f2Nsu/xJRHw9AAApx5XS+C+n2jfb+wwrT7Xu8nUx+0caxzZamgJN8ETYd2U6agD2B+92Y+7mT2O27fva1xHdN3DyUJG7SBeDfz/978M+76sXvQrbbtaq0DVr1rCPJ7IDEoBZyMHAwX73Xb/gemy+cjO2XLUF959yP2y8DYoso35uLXaecGLM3NqGevA5Q8tSzD1STfjoAXJ7FWzp2AJ4SgAPC86f52KZY80WEoBRSQbUgGWFA7g01OoaKrb8fPAFLHao3Au0qYF19q4deuHtvZ3Z5QZWFAWiKIBTk0CSagHUBGBQYcWgZ5xi7Px5FlkYhCAEDnoWcEoEYFUVYLPBLsgoUWuDtwRbhv9EBROApd+IrWe30stKx9zRA1zxNHDK7UDdMOvrzT4DUX8PAEDxpPamqviKK9hAFBE9cBAehwd/PvXPMXNOefKUBEemll3eXchXP562gsKBJ6cYzulEbUM9nNOn69t2nX5GQktgIo6oPkIXgxu+sgG/PuHXOKzysIRzz5txHjZcsQEl3RJrScfzcM+Zk5S/g0g/FAOYhVx96NV48LMH9ccDBfL633gDB751Q8y2wgsvxIR7fjasc+YsXAjXrJmI7NiJ+Y0KNhZvhKIo4EpnAqEOzOBbANSg2WIuYE5iV2rRzmUsXqg/HBMmIOLzodyroL3ABkQAhL1o7GTWwOc3N+GoGdlTYT8iyrApkm4B5O3JzwIuDKoWQEf2WGtj6O2BAE6PAUyFC5hzOOCcOhXR3bsxqUNBVwGHb7z6DTx7/rPJOYFmsZtxMvsBgC8+YOzv2gMcXA/89+rY42afCVzGYsQknxqgmJfaEiju2UY5qo4//QkT7vkZjp14LC6ZfQme/Jy1Q2vrbUPd6rpBEx6SiTfiRZHWBk29eck0M15Yg9D69dj75a8AYJZAzuPBnPWfDPm7z2Fz4PSa03F6zekDzut85RUAgOeww8CnsQwOkVzIApiFmM3zib7UAu++h/q5tXpBZzOzPnh/2OJPw3MUixtasJdHV7iLdSEomwkAmCQzq6SVLICiLIOTmJtGcmTfW90cB9hpU9e3+QmU5bGYquc+bcrU0hLSG5XggGh0wUhiAoTWSaCgF+gJdOilJnTeHCSJIV30dkHkON0FjCR1Q+mLa8YMAMAktdnDHu+elJwnISXTgLqL4i2Hlz8BrVWNFGApyulwf5Zey9qceZ96CorIMrpuO+o2PP6F2E4xdavr8M1Xv5ny9QBAo7cRRXobtOzpguFZsgTT1zyvP1ZCITTUzkP93FrsOuNMKKaQmNHQ+QC7Ycg/84ykPB+RGbLvqkjEIEciaFpxC3adeZYu+vZfc03cvNJrrkZtQz3sahupkZB79NEAgEX7bQDUelulLL6jLMJiSqxkARRMFkDJYcvwauLR4gDLvQo6i9RK+p5SfO2YGgCAL5xd/YBDggQ7DAugLYkudVthIaC6U/MCEroj3bEFjt/6OfBBFiSE9HZDUKAnFnHO1AhA50wmAL/sMlrTPbfruZSca0QEmPnLVpD6Eiil1xrfdwdv/qE+PqT0EHx/8fdj5r7X9F5aXMK7vbtRpJbpsZdnjwAE2M3DHFN5L43o3r1omHeIfh2pn1uL6N7h91fu/fRTSF1dAM+j4LQUd54hUgoJwCxEURTs+/rXUT+3FtsXLIT36acRbWxMONcxcSLmfrYVFTffPOrzehazBJLijgjyQwoTgGVMAOYHmAWi1RuxTDFoUZYBda2SMwsFoFoKptwHdBSyzE/YHLhg0UR9Trs/komlJaQ3KsLOSeDVGEBbEl3AHM/DXsrc3cVaJnBfXl4BiBl+PUJd6FUMd1oqYgABwD2H1cDL32909Ljl3VtScq7hoigKOLUEiiM/9fFvtoICuA89FADgf+kliF3Ga3J13dV4+Ysvx8xv623Dre/emrL1KIqCLe2b9fhMu1q2J5vgc3JQ21CPmiefGHDerjPO1MVg2NQsoD/CDQ1ovPRLAJjQzBb3NzEySABmIS13rETw/f4DeCtuvglz67ehtqEeM19/DZwtOeLGVlCgBxLPbFLweffnugXQ0bMHHKcgKsmWKQbNLIBMAMr2LBSAmgWwR0GnZlYLtGJCUQ7mVLJ6MB/tSVFLrxEQikpwQEqJCxiITQRp71UFYN82Z3dXJPWcw8bfjKjpazNlAlAtghzZvh1/PfF+ffvxjx+fkvMNh5AYgjvMfOCugpF7HIZDzROPw1ZSAgDYcfQxMb1tJ+RNwJartuCaOsNS+MyuZ1C3ug5HPXpU0vvgrm9dj/xewCkB4Dg4KrJXBOXMn4/ahnrUNtRj1nvv6t85idhz7nkx1sG23/4WHX/5Czr+9jd9257zjcoQk//+QL/PRVgDEoBZSN4JsV/yM996C3O3faZ/kEuvuSZlCQ05dayswsxmBbt6dkEqZK5JTgii1sPcPtlYniQRoqSAUy2AclZaANUYQB/QIauWrQBrMH/MTOZW+ts7uzOytkSEohLsEMGr8W/2ZAtAtZ9oib+PBfAnfTJg/7ksqecdFt6DiCgmAZiCJBAAcEyZAlthIZRoFIt8Jfr27kg3wmJmP3++iA856ts1XUWQOZsNk/5otLZrMrmCNb63+Hs4f+b5MdsCQkDvg/vq3lfRHe4e9Vo2tG1AmZoDYysrzarqAgNhLy3FzDde168jM155ecD5nX/5K9p/+zu0//q+uH2TH3hA71lNWBcSgFlI3sknY+Zbb+kfVEdlRdp6LeYsZC3i5h3kEZbC2NvbrO8727UJQHa5JQdCkGS9bZmSxRbAoiDg61VrSgSZ8NGyfzft70FvVEp4fLrpVS2AWgkUuzO5mbp6MWi/wjKBNRw5wE3bjcd73wU2PJzUcw8Z30FEVRe4xHMpswByHAf3AlbouHfTJqw6bpW+7/B/HZ6Scw4VX9QHj/oVYMsfoHNIkvEsXozir7AMV9+aNaifWxs3565j7sIvjv9FwuNvXHsjjn/i+Jji+nWr69AVHrqVXVEU/GHjH4w+uBMnjeAvyQ6cU6bo15i59dsw8TfxQi8Rsz/+CHnH9t+RirAOJACzEI7j4KjMzN2V5zBW/2n2ARk2ScH2LuPCm6t20rCKBVCQjBhAOLKv4pGtqAjIYSKKb/dCAZgFUFFw/GwjsLz29pcysr6+hKISbGYXsCO5FkCHZgEMAA999lDszvwqoMhUD/DZbwOdu5J6/iHhOwhBUgVgijPLPUvYZzHwzttYNj3W6pmpAsgA0NHboQtAPj+9RZArfxIbB5lIBJ417SxsuWoLbl06tDjAE544AXWr63DZ85chJAxce/PaV1hG8uQO9r3imjVzSOfIdjiOQ8FZZ+mC0Pwzt35bjAcqnaKfSC0kAIkYnDNmwFZUBIegYHoL0NDVACxkd90THSzquckipWBEWQFUsaKkyFIzGjiOg6Na7QjiF+HjeUAWgN5uuPpYLLMh8SYUFWGHpLdBS7oLuIIJwGI/c93F8f3NsY//sJi1K0sn3oMQZPa1merEonw1wzL43vsQu7ux+crYv//53c8nOizlNPoaM2IBBNhnZk6fzhf1c2sTxvldOvdSbLlqCzZfuRmHVw1uNd3auRVLH10aYx285pVrULe6Duf+71zUra7DuhbWiWSyGqHgmjk2BOBAcByXNg8UkV7ov0rEwPE83GocYE2rwgRgcQ0AYBJaAQAHurOrQ0V/SKIA7brAZaEFEIAeR1McADpy1VgvH6v/t/rrR+jzLn/gw7SvrS/BiAgbRN0F7EhysWa7+lqUBBRMyO0nWL1vUgjARGA4wfZkI4lAoAWC6gKWU/yeck2fBtfcuYAkwf/qq+A4Dh9ebrwPVryzAo/WP5rSNSRin2+fqQ1a+q1BvNMZ0wMXABpq50FoSlw3k+M4/OOMf8TUVt1y1RZ8euWnmFY4bcBzrWtmgq9vHcZ5Pmb5dI4DAUiMXUgAEnG4a5lbZZoqAJUClqxQKnUCsE4MoCgKkNWLNVIUrD9atMzX4gDQKah1JXavBQCcMNvILvxwdxf2d2VWeHeFBPC8mLIYQC3sodgPNAebEZX6yTZPJAJXTQG2PZPU9cQRaAEUGZLqApadqb+pKDznCwCA7sdY0eNcRy6um3+dvv/ej+6FrCSnuO9Q2evba7iA83LTem4N3u3G3PptMdt2nnxKv9bAhM/B8Xj2/Gex5aotePWiofdbdogK8ttYQhz1wSWsDAlAIg6tBEVNK9AV7kJHDrvbzYsyC2BnwBplYBQxCqgCkEti39pkYghABR1aOR9VAALAlpVGS6bjfvEmekKZe+27ghHYOLMATE0WcH4YsAsyDvgP9D95pRf4wWex2568EtjxWlLXFMPGRwBAF4BKOgTghReCczgQqa9H7xbWFejbi74NJ2+8nxc8tADeSBosoCqNvkajDVoGu2BwHMdq3T0R2xGkoXYeFGl4iVNVuVVx1kE7b8eJk0/Ek19gLeceOfsRbL5yM94/+t+ALIMvLKQ6eISlIQFIxKFZAKe2A7ysoEFmRV/dvUwAtlgkCUSWBOjGkRR1bBgteu27ANBRdQjbWGZYFfLdDjhsRsmfhT99Nel1zYZKVzAKHoLeBs2e5CQQPj8fnNpXtNQP7PPvG/iAwknA8v2x2/71ReYS9qWgjd6HrBOJqFmV0/CeshcXI/+sMwEAjRdfov/v11+xPmbesY8fi59/9POUrycqRdHVeVC3AGqJO5kkZ8GCOGtgwyGHoi1B+ZKhwnM8Nl6xEX84+Q+oLa3Flqu2YEH5AnAch4haMNk1c2bW9RcniOFAApCIwzFlCjiPBw5RwYROYHuEuX5tQgB5CKErGM2YCBkOsihkvwWwwrAAdhaoHQWCsV0wdvzs7JjH01a8kJa19aUrGIWNE1JmAeQ4Do4q9hqU+RTWi3ow3AXA7QnKeNxXy4TgykIgGkzOAtU4Q0FiX5ucK7l/f3+UffN6fex/8UV9vOmKTTHzHql/BO83vZ/Stez27kZxQIv/ywOfmxkXcF80a6CZTlMB4+BHHyXtO6vpx8sBGDfKBGFVSAAScXA8D/ecOQBYIki9dxfgLgIAVHHsYtsdEjK1vCEji1G9DmCqCvaOlhgLoNZg1uQC1th9T6wIrFm+JtVLi4MJwKieBYwUZFY7qllLvFIf8NC2hwaZrcLbgDt6+t9/zwRDDH729MgWZrIoCgWsHA3nSm4MZH+4pk+D5wiWEHTwxpsgdqo3ZLwNW67aEjP3ulevG7SUyWhY37oeJX72PrVXZd7615fahnpM/O1v4rbvu/IqNNTOi+l0UT+3FsF1Hw3r+c0tOQu/kMGC5ASRBEgAEgkxJ4Js794OqIkgs9ysBL4VEkEUybAA8tkuAINAp8hc7X0tgADA8xw23BbbeL1m+Rr8ae3OlK9Ro9UXgc3UCC0Volorjl3hVVDlGUaPVY5jcYGJEkTM/Purhhg0/7z/ByCSoPSMxn2GtUdS2N9tc6dHAALA5L/9nx4jefCmm2Ni3PqKQK2USSpY9dEqlKpdMBwV2ScAAaDgzDMxt34b3IccMujcfVddFSMIowf6jzuVIxHsOvMsAADndsO9YEHS1kwQmWDcCsCamhpW38j0s2rVqsEPHCe41ESQqW2s7EMwn12MZ7jYBbYjYAEBKArQWuxmrQtYFYCeKOCLmqyqUryFtSTXiYa7zozZ9ouXtuONhtaUrhFgNQC9vQLsEPVtqeiC4ZjMWg9W9AD1XfWISCN4n630Are2Abc0Dz5X45VbgXsnMjH44Z/x/+3deXgUVbo/8G/1ns6+L5CEVRIkIKCEIIoKCogb7qIC6uCGP0dBBnAUEWVRZnDueGfUe0VAccRxxuWquKAIgmyCRAIkDCAhgWyQ0OmsvZ7fH9XppMke0lv6+3mefuiuOlV1Tiohb86p8x7k/wTUG4Evn2mWa9BWLwfqSl1Q5+vWRQqtFknLlwEAanftwpn//m+X/ecHgYCcLLreWg8hBKx2a7P9nVVtlgPkKEecrPKB5/9aI0kS+v77X3Ii40MHkbJ2DcJvuQXK2LYnrRyfcG2zXsKG15FhlzjL9XptFZ//I7/nm8nRPGTJkiWYNWuW83MoM5w76dIHAwD6lUkQwo6jwaG4BECq2gDAPwJA2M2NAaCPTgJRBAdD6LSQ6k2wVTTpvaoqBiJSmpXXqZXY/ex4ZC773rntwbV7EROixd7nJritnr+dkZ+jU9obA1N3BICaZHlprV5GFSx2Cw6XH8bwuOGdP5HK8Xze4kq5Z89qAlb269ixXy9ofd+84xAL5NQsKp2+8/W6AMFjxiBp5UoUzZuH8jfeRNU336L/xsZHAQ5MP4Ch7w51Oaajy8Y9l/kc7hx0Z5tBzZ1f3AkAiDI6hoC9tFpRZ0lKJYJHj0bw6NHN9lV++SWK5j7TqfNpUlMRevXV3VU9Iq8J2B5AQA74EhISnK9gH3mg2RdoBw4AlEqE1NoRXQXkOx7476WQnwH0iyFgqxWScwjYN3sAJUmCsiGVRrkB9ihHkHKu9QkQ8WE65K9wff7obLUJfRZ8iQ172pk520UNy/8phZt7AHvLPYCJlfJ/TftK97VVvGO0IUBwdOMQ8eJK4OGtchqZBzq5zF5wDKRa+WuhDg278Lp1UviNNyB04kQAgPm331C1ZYtznyRJyJmRg49u/KjT531598sY+u5Ql1UwXtnzCoqri7Fg2wJkrMtAYZU84zreIB+j6e2/6+A2CJ8yxWXZs+hHHmmzfPL/vIX+3/jG0oxEFyqgewBXrFiBl156CSkpKZg2bRqefvppqNr4pWYymWAyNQY+RqPRE9X0CoVWC22/fjAdPYo+pQIn+8t/9ccK+QH0s36QC9Bus0BqmATioz2AAKCJi0P9qdMIrbHBkNIHURW/Aefygb5XtHlc/oopzSaDLPg4Bws+bj4cCAC7Fo5HQnjXnlvLL5cnFoRrmiQddmMPYHClCRqLEusPr8fvMn7X7ddB0iXyv+G9G58bNNcAmxYBP7/dvPwzR4GQOJhsJqjq5O/9oPDo7q9XB/T600rkffMNAODUo4+h11/+grBJE53706LS5OXP3r+sa0PoDutz12N97vpm2zPqogGchTqleQ+1v4t7+inEPf2Ut6tB5BEBGwA++eSTGDFiBKKiorBjxw4sXLgQxcXFWLWq9dxRy5cvx4svvujBWnqXbnC6IwAETjpyAUbZ5AkKfjEEbDND4YhXfLUHEADUMbGoh2M5uLB4RAGAoQMpUCAHgS9/cRhvbz/RbtnRy79vti1n8XUI1bUfHB88LQdJaseYuk0BtzwDpYyIgCIsDHajEYkVwEl1Ob4+8TUm9Z3U/sEXShMMTPmz/GrFufpzCHL87RMUHuX+OrVAUqsxYOsWHBt3FQDg9FNPofrWW5G0bGljGUnC3vv2uhxXWlOKXcW7MDpxNOKD43Hs3DEs37McyaHJ+PfRf3fo2o/2nwFlyWoAXAWDyN/1qCHgBQsWNJvYcf4rLy8PADBnzhxcddVVGDp0KB599FH8+c9/xuuvv+7Sw3e+hQsXorKy0vkqLCxstWxPoE2TZz72KRU4aTYAAEJN/hMASnYLFI5VGxQq3w0AG2cCC5QHR8oby493+PjnbhiM/BVTMKx3ePuFz5Ox+Fv0WfAlPthT0GaetE/2nwYAKBx5dWxK9z0Ar0uTJyD1K5HrM+/HeW67VmeV15U7kyArvbAObgN1fDySVzf2VFZ+/DFy09rOSxcfHI+bB9yM+GB58saAyAFYPXE1Fo9Z3Gyd3B337MBN/W9yHvvgkAeRMyMHM1VjAQCqhASoIiPd0DIi8pQe1QM4d+5czJw5s80y/fq1/CB4ZmYmrFYr8vPzMciRA+98Wq0WWg8lf/UFDalg+pQJFNSWwA5AYzVCj3q/CABhszh7AJU+fN9UjpmJci5Ax8ZDHwN3rOnUeT57YqzzfbXJin/+XIgQnQr/l12E7cfOtnnswo9zsPC8oeO8lyZBp1bizjd3OrcphRwA2hXuCwCDhmagds8eDCgW+MGRacNqt0Kl8P5/V+X15c4eQG+tg9sg5PLL0e+rjfhtcmOOyJP3T0fqex3Mn9iGUE0olo5diqVjl7psNzqGnluaUEFE/sX7/6N2o9jYWMR2cW3G7OxsKBQKxMX5x8w2T9ClyYFwvAFQ1NSjLCgMCXVGJEgVOFsV4dW6dYSwW6FwPAOo9OEh4Ib1VCNqgPJuWl4tRKvCg2P7AgDuvDS52X4hRLsriqQ93/xh94b8c3Z39gBmyDNZx1en4n8h52Ub/t7wFlOdeFp5XTmC6+WeSWVIiJdrA2j79kVa7mHkOWbt1/78M3LT0nHR7l1Qhne+R7gtwmJB1ddyABg2hUmQifxdjxoC7qidO3fiL3/5C3799Vf89ttveP/99/H000/jvvvuQySHNZyUERFQJckrM6SWAafC5OA4QapAeY3J55eDk5r2AGo8l7S3sxpmAUdUC5zVNkktUuW+/H6SJCF/xRTkr5iCKUMTO3TM2gcug90mzwJ2ZwAYNFROYqz4rRBqS+P32GPfPdbaIR5TXl+OCEcePOfsbS+TJAmDsve7bPtP5mjk33V3t/6M1uzaBdu5c1BGRSE4iz2ARP6uR/UAdpRWq8WGDRuwePFimEwm9O3bF08//TTmzJnj7ar5HF36YFQXFaNPqUBRtDz2lS6dxA7bEFTWWRCh992eNditTQJAXx4CblwN5Ky5SS7AM3lAqPuT7f5t2gj8bZr83m4XqLfaMHjRNy5ltv3haiRH6fGNxQpABaF039+OqoQEKGNjYDtzFluGv4vLDz4IANh+ejtqLbXQqz2bf6+p8pozCHestKbq4miDOyh0OqTn5eLYhGthcaxmUffrr86ewQYRd9wBw0cfIfyWWyBpNAgamoGgESOgCA6BKi621Yk9wmxG4ayHAQBhkya6JQUQEXlWQP4UjxgxArt27fJ2NfyCLi0N1d9/jz5lAseGyr/0L1EcB2xAibHepwNAyW5xrlvr0wFgjBxIhNcA5dVngEHXA0c2ygFgv3EerYtCIUGvUTXLMwgAsFlhc/YAui8AlCQJQRlDUb15M6wHD+PpkU/jtX3y+q6Z/8jE7mm7vRYE1pYVQyEAoZCgivZOGpi2DPhuE6q3bkXhI4+2uN/wkZwjsPLTT+XP//xnp68Rec89Xa4fEfmOgBwCpo7T9OkDAIgzCJSGycvBVQt5CawjJVXeqlaH+E0AGBUJIUlQCqCmvAQIcjyG8M2z3q3Y+Sw1sAm5h0io3PtfR8Mw8Nn/fRsPDnnQZV/mPzJhaWGpPE+wlJUBAGzhIZCUSq/UoT0h48YhPS8XfT/71C3nZ/oXop4hIHsAqeMaEvPGG4ASx3NfKdpq4MKXFnU/uxkqPxgCltRqSBFhwLlKWMvOAH2vk3d0w/qt3cpUDbtjZRXh5uAnaKg8EcR27hzsZjNyZuQgY12Gc/+I9SNwYPoBj6/HeuqkYyJKtO8/K6wbNAjpebku24TdDjhSYgkhACEASYLl9Gmce/8fMB3JQ82OnS2er9dfXkPYJA/kYyQij2AASG1SJ8szSKOMwAGj/GxRL5Xc8+fzq4HYLVA5egBVPhwAAoA6PgGWc5XQnatBXb9xCGrYYSgEIprP4vUKcw3sjjkF7u4B1I8aJb+x2VC9dSvCrr0W2fdn45L3LnGWGfruUI8GgTa7DZGOCSCqON95/q8zJEXjfZMkCXB87TS9eyN+/h+8VS0i8gIOAVOblFFRQJAOCgCxlYANQKRdXg+4rKreq3Vrj4DZGQCqtUFtF/YybVISACDGCJSHNJld+ubYVo7wAnMVbB7qAZRUKkTedx8A4PT/exJCCCgVSvw6/VeXcg3r19Zaat1aHwAoqCpwBoBhialuvx4RkTsxAKQ2SZLkXPQ9ziBwVqlEiLUCEuworfTxAFCYoXQMAat8OA0MAKgT5FQs0VUCZbVljTvqDd6pUEtM1RANAaDa/c+/Rc9qXAO4aO4zAACFpGgxH2DmPzLdXp/CqkJEVMtdoGrmCyUiP8cAkNqlSZYXfY+rBIpVSiiFFRGoRonRtwNASTQdAvbtAFCVKE+wiTYCRTVFwLQmszMLdnupVucxV8PuCKiFB9KAqOPjEXa9vMqFceNGnP2f/3XuO3+dWwBu7wl8dvuziKyR3/tSChgioq5gAEjtapwIIlCsl1cXiJUqUWr08eXghNUZACo0vpuuBmjSA2iE3AM44NrGne9c56VanafO0KQH0DOPDye9+orz/ZlVq2A6dgwAoFVqkTMjBwemH3Apn/mPTNz1xV0w2br/e7PSVMkeQCLqMRgAUrvUveVJCPEGoDgoDAAQJxlQUlnvs6uByPVq7AGU1Gqv1qc9akcPYIzRMQSsOO9Hs/K0F2p1nrpzzmcAJY1nvp6SSoXk/23s+fvthhshrI2zoyVJwo57drgcc7j8MC5dfyky1mVgZ1HLM1o7K68iDwAaJ4GwB5CI/BwDQGqXOrnxGcDTWnkoNRYG1FlsMNb7WKoSB5tdQJJszgAQKt8OAFWOHsCoKqC4qkje+McmS8G9Nhiw21o40oPqzsFml//LUHhwbeWQK8a6PA947LrrXP7wCNWEYt99+1o89uFNDyNjXQYy1mVg1rezujxEfMfndwBCMAAkoh6DaWCoXZrkxh7AIkfGjURNHVAPlFTWIzzI94Irq11AEmYoHXGCp3qsukodHwchSdDYBM6VnnRsPO+5xSVRwOLK5gd7Sm05bI5nABUeTqsTN3culOHhKPvTn2EtKkZe+mCXHHcapQY5M3JwquoUJn88ucVz7Cre1epkkf+6+r9wRe8roFY0/z758dSPAIDQOjjzSqp8ZB1gIqKuYgBI7VL36gUA0JuA2no5ouqldQSAxnoMSgj1ZvVaZLHZoRKNq0X4+hCwpFZDio4EzlbAWtKk52/haWB5r8bPi8O9FwTuWwObXV6bWKH1fF7F6N/9DrU/70X11q0AgNy0dAzY/D3UjhQ6ANA7tDdyZuTALuzYeGIjFm5b2KFz//6H37dbpqH3TxkRAcnHnyklImoPh4CpXQqdDiJGXvlAcU5+uH6s/WcA8NlUMBabgEI0eVbMxwNAoHEiiK68qnGoUhsCPF/uWvDgxx6uWaOGSSDemlXd+803XD4fu2Y8ctPSYauucdmukBS4od8NyJmRg5wZOc2eE+yK5DPyHz8NyyMSEfkzBoDUISpHL4vaYIYdQLQjGbSvpoKps9igbrJeneSBtCUXSpck9/TFVMo555yUKuDWtxs//+sBIG+jh2sns9vkAFCp804AKEkS0vNyob/0UpftR7OyYK+paeUo+TnBhmCw4fXKFa8gM7Hj+QMXRUwDAOgGD+5a5YmIfIjv/1YknxCU2AvVBw4hokrAEKRAlM0AwIcDQLMVCps8acImAZKbV67oDg0zgaOrBAqrCjEoalDjzqF3AN8tBhzL8WHDPfK/iyoAhQfa1jDpwkcSa6eufw+W0jIcGzcOACAsFhwZeSniFz2PyHvu6dDycNf3ux7X97u+2fZaSy1+KPwB+8v2Y87IOdCr9QCAE7feBgAIumRYN7aEiMg72ANIHaJJkIOTqCqBM6rGgMNXh4BrzTYoHUPANt+P/QA0zgSONsrLjjUz51DzbUuiAEMLZbtbteO5REcPoMoHltZTx8chPS8Xqe+vd24rXfIS8tIHo3rrVgiLpY2jW6dX6zGl3xQ8N/o5Z/BnLixE/eHDAIDgMWMuvPJERF7GAJA6RBXfEAACZxy9aSpYUezTAaDcA2hXtt8b5AucPYBGgQJjK0FdSxNA/pIBmKrdWDMARjkPoXD0AGp0evderxP0I0ci9b13XbYVPvIo8jKGIjctHcUvLHbJHdgVZ998EwCgCA/nDGAi6hEYAFKHqOLllQ+iq4QzAIxEFUp9dgjY1jgE7C8BoKOXNabqvGcAz/eCAUi/yXXb8l7A393YM7VvHewAFI5JIGofCgABQH/ZZUjPy21xdq7hww+RNyQDuWnpzlfx84tgPXMGwtZ+bsWqH35A5b/liTfRM2d0e92JiLyBzwBSh6gTGnsAjwaFAdU1iJUqcbgmEiarDVqVb42z1pptUPhZD6AqUR4CjqwCfi5qY/1fSQLueg+wmoCXmyxJVnZIThNzyxuALhwYeB2g7KbZz5pg1EuSM7G2RhvcPeftZmkHfoUQAvWHDiP/9ttbLWf46CMYPvqozXPF/eEPKHv1VZdt0bNmdUs9iYi8jQEgdYgqXs7/FlUFlGnk579ipUpAAAXltRgY71u5AOssNkiOGQt+EwDGxAAqJZRWGyKrgXP15xCpi2zjAC3wXJlrEAgAnz7W+jEXTwWu/AMQ38mZrLv+jlqFAmrHSKovDQGfT5IkBA252Jko2l5Xh9Jly2D46F+dOs/5wV//b7/xi9nkREQdwSFg6hBVnBxkaGxAlVXuVYqVDACA/PKuLa/lTk1nAdtV/vFtLimVzq9ztBE4ePZg+weptJ1LDH3oE+CNLEdC6XA5nUxtBWBrY8KEXQ6k6xQSNI4AUKn3zR7AliiCgpD40ktIz8tFWu5hDNq3Fxft2Y3k1W8j5OqroQgJafccff79L2hSUjxQWyIiz+Cfs9QhCo0GtvAQKCurYXakW7s83op/FQFFhjrvVq4FtWYbQhwzFoSf9AACcjJoa1ExYqoEDpYfxBW9r+jYgYsr5bWCl0R17oIN6WQaqIKA6Z8CvS9rTC+zRO6FrJUU0JnldDCKYN/tAWyLJEmQguXgNeTyyxFy+eUtlhNCwFZRAVV0tCerR0TkMQwAqcMUcTFAZTUsVRZAAnqpqgAABRW+1wMoB4BysGJX+kcPICA/a1mHTvQANqVQttwbeOYIsPVV4GAHhkCtdcA7E1vcVaeQoDM7LhXk/TQw7iRJEoM/IurR/Oc3I3md1pEKRlFlhgVAnMIAAMg/2/oKDN5SZ7FB4Ri6FH4yBAwA6qSGXIACP576EaIhAfOFiB0E3L5aDg4XV8qziBeeArKe6NRpakc9DJ1jpFih988eQCIikvnPb0byuqAEeamyyGqgQqlElO0sAOD4GTfnoOuCWrPVuXqF8INVQBo0JIOONcqft53e1v0XkSRAGwpMXCoHhLe/A1z7EoA2hspTslA34JrGHkAGgEREfo1DwNRh6jh5JnBklYBBqUC0WQ4AC8/V+VwqmFqzDZLdMQTsRz2AmtRUAECvs3LdZ38/Gzkzctx70SHyEme4/En535M7AbsVSBntkkam9vjniHH0AEpBDACJiPwZA0DqMFVcLAAgqho4p1BAWXsWIVolqk02n0sFU9ckAIQf9QBqB10EAEg8B6gtAha1FyawpGa1uLnOVOOcBeyvk0CIiEjmP10j5HWqWDkADK8RMCiVkCy1GBwjB1fHynxrGLjWbGscAlb7z985qthYKCMjoRBAnzJ52+PfPe7dSjmYqhsnmHAImIjIvzEApA5rWAM1shqoUMlLbpWVFAEAHnv/F6/VqyUuPYA+NDTdHkmSoL90JABgyEm5/ttOb+ueySAXyFwtP5goJKnFJdeIiMh/MACkDmvoAYyoAc5q5B6gRGUnkhB7UK3ZAqkhZvKz1Rv0o0cDAC4vbhxS/9PeP3mrOk51VecAAFadCpLkP7kViYioOQaA1GFKRw+g2gZUOiYDLBtucO632b3fS9XAZDZD2BxBih8NAQNAcJb8DF5qfh3UFvlr+u7hd3Gk4og3qwXjuRIAgNDrvFoPIiK6cAwAqcMUGg1soXIC4LpqOQJMVTf2AH6Wfdor9WqJ1WyCc9RUpW6zrK/R9O0LVVwchNmMVVEPO7ff/vntqDJXea1epvIz8puIcK/VgYiIugcDQOoUESUvC2aGvOSYQtH4LfTnb//jlTq1xGI2AXIeaEhq/woAJUlCcJY8DDzo1wqXfWM+GAO7Y4k7T7NUyHVRRUZ65fpERNR9GABSp6gdw8DC6MgIXF2Gh8b2BQCc9qE1gW0WE2CXh4Altf9NWNCPloeBDR9+iAPTD7jsG/buMI9PCrELO1ApTwLRRsd69NpERNT9GABSp+gSkgAA2ioLTBKA6lL8fsJA5/7vc0u9VLNGVpsdCpsJzo4yP3sGEABCr77K+b56yxZsv3u7y/6h7w71aH0q6isQXGsDAOhjEjx6bSIi6n4MAKlTguLlADCqWuCMUgmc/Q/CdI1DrC99cdhbVXMy1Fmgl5r0ACr9LwBURkRAnSR/rYsXPoswTVizFUEy1mV47JnAstoyhNXK79XR0R65JhERuQ8DQOqUhtVAIqqBMqUKqC0HTNVYNjUDAJBfXotDRd5NDVNqrEcw6iE5egAVfpqzrvff/wYAsBkMODH1VgDA1ru2upQZ88EYvHvoXbfXpay2DKGOAJDPABIR+T8GgNQpjbkABcoaEiwbT2NaZoqzzJS/bm/pUI8pNdZDL9U3mQTifz2AAKBLS3O+N+XloXbvXkTpovDl1C9dyq3cuxLTvpzm1rrkV+YjtE5+7lDJAJCIyO8xAKROUUXLk0DCa4AzwfJMYJQeBADcPrK3s1yfBV82O9ZTSo0mhKAOkmMIWOGHk0AapB341fn+5H33w1JWhpSwFOTMyME1ydc49+WczUHGugxkrMvAP3L/0e31+PO+PzuHgJUREd1+fiIi8iwGgNQpqlg5AIyoAc5YHOv/HtsMAPjTHcNcyv6c75rCxFNKKuuhh8k5BCz5WR7ApiSNBjGzZzs/H7tynHMG8H9d8194fFjzdYKX71nuDAYbXlXmqgtLHyMEYh0j++rExK6fh4iIfAIDQOqUhvWAQ+qBs9oIeaPxlHP/f16e7Hx/x5s7YbZ6PmfdB3sKECw1eQbQz/IAni/2/z2BxKVLnZ+LFyx0BoGPXfIY3pjwRrvnGPPBGAx7d1izwHBP8R5Y7dY2j92QtwGR1YDWCkCpdE5OISIi/8UAkDpFERYG4Xj2r1bhyAf32xbnfo1KgXubPA940XNfwWS1ebKKKKsyQY96SI6l4BQarUev7w4Rt92K0GsnAAAqP/sMeemDYa+Vx2TH9hqLnBk5mDNyDi5PurxT533o24cw/L3heOy7x5CxLgMV9a69tkIILN29FPEG+bM6MdHvEmsTEVFz/vl0PHmNJEkQ0ZGQSs/CUlnbYpmlUzPw/u4C5+dBz32NywdEY83MUdCoPPM3R0/qAWzQ+/XXcfat/8GZ114DABwZMRIAkJZ7GJIk4YEhD+CBIQ84y5fUlGBL4RYs3b20pdO52H5anrgz7sNxLe5POCf3OGpSki+kCURE5CN6ZA/g0qVLMWbMGOj1ekS08sB6QUEBpkyZAr1ej7i4OMybNw9Wa9tDYSRreA5QVDZZ+cNU7VImf8UUl88/HSvHRc99hTU/nXBr3Q6elh9Ua/oMoNKPJ4GcL+aRh5tty0sf3OLKIAnBCbg77W7kzMhp9to9bXenrhvvCADVKSntlCQiIn/QI3sAzWYz7rjjDmRlZWH16tXN9ttsNkyZMgUJCQnYsWMHiouLMX36dKjVaixbtswLNfYvuoQk1B7Mg95oRnW0hBAhgLJcIPkyl3JHl07GwD9+5bLtxc8P48XPD+PIy5OgbUgjcx6bXeDR9ftw9aA4fP5rEeLDtPg0u6jV+uS9NAk6tRJCCNz433JPlpwHUB4CVmv0F9Jcn5Oel4szr/83zv7tb85teemD0fezT6EbNKhD59Cr9c7E0oVVhfjrL3/F1/lft1r+/rBrUYtvoUlmAEhE1BNIwtOLinrQ2rVr8dRTT8FgMLhs/+qrr3DDDTegqKgI8fHxAIA333wT8+fPx5kzZ6DpYOJgo9GI8PBwVFZWIiwsrLur77NKXnoZ595/Hx+PkXBP/1L0s1iBSx8CbljVYvlasxWDF33T6vmevT4Nv5w04OtDJd1Wx3dC30L1D0cx8BSgXLoAF902o9vO7Uty09Jb3B58xRWI/8M8aAcObHF/R9RYaqBXycHzsfHjYS0qRvLbbyNkbOeeMyQi8jWB+vu7qR45BNyenTt3IiMjwxn8AcDEiRNhNBpx6NChVo8zmUwwGo0ur0CkiosDAERWQV4ODgDyWs/7p9eomg0JN7VsY163Bn8AMCZFB5VjRF8dFNyt5/Yl6Xm5CJ86tdn2mm3b8NuNNyE3Lb3FV92hQy0OGzcVrA6GJEmo2f4TrEXFkHQ66Idf4qaWEBGRJwVkAFhSUuIS/AFwfi4paT0QWb58OcLDw52v5OTAfCC+IQCMqgLKRt4nb5Ta/1bKXzEFvzx/baeudfdlyZhz7UX4+PEx+PLJsXj3wVGYeHE89j9/LXYtHN/iMT8tuAY6e50zANToQzp1TX+TtHwZBmXv79Qx+bfdjrz0wchNS8e5DRsgzOYWywkhUDhrFgBA3bsXFME9N5gmIgokfvMM4IIFC/DKK6+0WSY3NxdpTZbP6m4LFy7EnDlznJ+NRmNABoHqeEcPYLXAqQjH6h9VRfJEEG3bwVZUsMbZG3jwdCWKDHWY968DmDq8F+68NBn9YoOhU7f8bGCDKy+Kdb5vrWfRYq6GOkACQABQ6HRIz8t1frbX1qLq+80omjev3WNLFr+IksUvtluu16uvXlAdiYjId/hNADh37lzMnDmzzTL9+vXr0LkSEhKwZ88el22lpaXOfa3RarXQav0/p9yFcvYAVgP7RZOeo99+ANJv7PB5hvQKx5Be4bju4ta/5l1lMtdA4wwAQ7v9/L5Oodcj/MYbEH7jDc32CZsNlZ9+huI//rFT59QNHtxd1SMiIi/zmwAwNjYWsbGx7RfsgKysLCxduhRlZWWIcwQzmzZtQlhYGAbzl1y7VI7h8pB6oNxQDATHAjVngA/vAxZXerl2MpOl1hkAaoN6fg9gZ0hKJSJuuxURt90KALCWl+Po5WNbLR+/6HlETZvmqeoREZEH+E0A2BkFBQWoqKhAQUEBbDYbsrOzAQADBgxASEgIrrvuOgwePBj3338/Xn31VZSUlOC5557D7Nmz2cPXAYqQENh1GijqzagvPg1cci/w01/knTXlQHC0V+sHACZLNTTWIACAUqfzcm18myo62mX4mIiIer4eOQlk0aJFGD58OF544QVUV1dj+PDhGD58OPbu3QsAUCqV+OKLL6BUKpGVlYX77rsP06dPx5IlS7xcc/8gSRIQEwUAsJWdAa5+tnHnyo4Nw7tbnbnO2QMoMQAkIiJy0SN7ANeuXYu1a9e2WSY1NRUbN270TIV6IHV8PGynSoDyc7Ar1a5/SdhtgKLtiRxuZTXDbGtcf1hiry4REZGLHtkDSO6nT+gFAIgw2lBWW+a6c0mUF2rUhLkaJnvjt7aCASAREZELBoDUJZrERABATKXAccNx4LnzgsDz1gb2KHMNzI5l4GwKQFKrvVcXIiIiH8QAkLpE5QgAo6sAg8kAqLTAhMWNBQ5s8Eq9AAB1FTDb5G9tm4rf4kREROfjb0fqEnViEgAgxihQVF0kbxz7dGOBL+cCpa0vq+dWVaWwOHoArWp+ixMREZ2Pvx2pS9S95AAwzgDkG/Mbd1wxt/H9G2MAa8tLjLlVZQEsjh5Aq8aLk1GIiIh8FANA6hJNSgoAORn05pzPGneMX+Ra8OVYoLbCgzUDUHka1oZnANtZVo6IiCgQMQCkLlEEBcEeGwkASDw/vjt/NZBX+wKLwwEhPFO57aucAaCdPYBERETNMACkLgvq2x8AkHhOwGg2uu58wdD8gBcjAGOR2+sFADbHELBd0yNTXRIREV0QBoDUZUH9HAFghcCOoh2uOyUJuG1184NWpQM1Z91XqToDAMBmk3sAhYYpYIiIiM7HAJC6TJPaBwCQVAHM2zqveYGM2+XhYE2o6/aV/eUh4Xpj82Mu1K6/A2gMAMEAkIiIqBmOj1GXafqkAgASzrXzbN+zpwC7HVgS6bp9RXL3VGROLqAJBvauAba+AgAwO1YCUeiCuucaREREPQgDQOoyTZ8+AORJIJIQEEJAkqSWCysUwB9LgaXx3V+RVenNNjWsBKJkAEhERNQMh4CpyzS9e0PSaqGzAAkVQHFNcdsHqHXykPBjO91eN2tYXwCAKkjv9msRERH5G/YAUpdJajV0F1+Mul9+wcAigQe/eRBf3/Z1+wfGD25MFWOzAgolsPllYNufgMmvAv2uAsJ7Awo1oNLI5QwFwLfPATe9DpzYBlw0Cag3yM8Tnu/5s7A9eTUAQK0L7pa2EhER9SQMAOmCBA0bhrpffsFFpwV+rD4Nu7BDIXWiY1np+BYc/7z8ak1ECnDnu/L79Bvkf4NjmuccdBC19QAAbUhoi/uJiIgCGYeA6YIEXXIJAGBgkTwRJLci14u1aaStMgEAdNFxXq4JERGR72EASBck6JJhAIDUMkBrFrj7i7u9XCOg3lqPoFobAEAfk+Dl2hAREfkeBoB0QdTx8VDFx0MhgOHH5V7AM7VnvFono9mIsDq5LvpoN8w6JiIi8nMMAOmC6S6+GAAw6LQcdF3z0TXerA4qTZUIrZPfqyKjvFoXIiIiX8QAkC5Y+M03AwAm5IdCEnIQ+Pnxz71Wn6YBoDIywmv1ICIi8lUMAOmChYy7EorwcGjPGDHsNzkAfHb7sxCinRVC3KSyphx6eQ4IlBERXqkDERGRL2MASBdModMh4ha5F3DqDjvgCPyGvjvUK/WpOVsCALBLgDIszCt1ICIi8mUMAKlbRD34ICSNBumngEt+a+z5y1iX4fG6fLl/AwCgTq+EpFR6/PpERES+jgEgdQt1fDwi770XAPDCgYHOZwEBYM3BNR6tS2VZIQDAoLV59LpERET+ggEgdZvoh2cBACx5R/D+rpHO7av2rULGugxM+3KaR+qRrkoGAITEJnrkekRERP6GASB1G1VkJKJmzpTfb9mDTIXrOr05Z3Pw6KZH3VoHu7DDVCHnIQyN7eXWaxEREfkrBoDUrWIefcT5fu7SIwiqd50J/FPRT8hYlwGr3eqW6/9m+A1qo5wDJjwu2S3XICIi8ncMAKlbKSMikLj0Zefnda/ZkDMjB3+9+q8u5Ya/NxwZ6zLwydFPmp3DarfCarfCYrOgvK4cJpsJBcYC2Ow2WOyWNq8/9f+mIqlcDjp1yQwAiYiIWqLydgWo54m47TZUfbsJ1Vu3AgBy09Jx5Z7dmNxnMr7K/8ql7KIdi7Box6ILvubmOzY7VyDpUyYHgNr09As+LxERUU/EHkByi+S33nT5/J9RmXjwqe+w/95f3HK9huBPbRXodVbepktLc8u1iIiI/B0DQHKb9LxcKKMa1+IVdXU4OmQofpm4CTkzcvD2dW93+zVTygClkIeiVfHx3X5+IiKinoBDwORWF+34CZayMhy7cpxz27GrrgYAjNz2I3Jm5HTpvBabBSqFCkazEZsLNjuHkVcGT4cVa6AbnA5Jki68AURERD0QA0ByO3VcHNLzcnF63h9g/Pxz5/ajV1zZ+ZNJEvSXXYbaPXvQ9/8+Q2ifPpg6cCqmDpwKS2kpjo27CgCgu3hIN9WeiIio55GEEKL9YtQSo9GI8PBwVFZWIoxrznZIXU4O8u+4063XUKekoN8Xn0Oh0bj1OkRE5J/4+5vPAJKHBWVkID0vF2mHD0F/6aVuuUbC888x+CMiImoDh4DJKySFAqnr3+vy8cJmg+n4cVSsXo36w4dhOnoMoRMnImn5Mij0+m6sKRERUc/DIeALwC5kIiIi/8Pf3xwCJiIiIgo4DACJiIiIAgwDQCIiIqIAwwCQiIiIKMAwACQiIiIKMD0yAFy6dCnGjBkDvV6PiIiIFstIktTstWHDBs9WlIiIiMgLemQeQLPZjDvuuANZWVlYvXp1q+XWrFmDSZMmOT+3FiwSERER9SQ9MgB88cUXAQBr165ts1xERAQSEhI8UCMiIiIi39Ejh4A7avbs2YiJicGoUaPwzjvvoL2c2CaTCUaj0eVFRERE5G96ZA9gRyxZsgTXXHMN9Ho9vv32Wzz++OOorq7Gk08+2eoxy5cvd/YuEhEREfkrv1kKbsGCBXjllVfaLJObm4u0tDTn57Vr1+Kpp56CwWBo9/yLFi3CmjVrUFhY2GoZk8kEk8nk/Gw0GpGcnBzQS8kQERH5Gy4F50c9gHPnzsXMmTPbLNOvX78unz8zMxMvvfQSTCYTtFpti2W0Wm2r+4iIiIj8hd8EgLGxsYiNjXXb+bOzsxEZGckAj4iIiHo8vwkAO6OgoAAVFRUoKCiAzWZDdnY2AGDAgAEICQnB559/jtLSUowePRo6nQ6bNm3CsmXL8Mwzz3TqOg2j55wMQkRE5D8afm/7yVNw7iF6oBkzZggAzV4//PCDEEKIr776SlxyySUiJCREBAcHi2HDhok333xT2Gy2Tl2nsLCwxevwxRdffPHFF1++/yosLHRDFOIf/GYSiC+y2+0oKipCaGgoJEnq1nM3TDApLCwMqAdUA7XdQOC2PVDbDbDtgdj2QG034FttF0KgqqoKSUlJUCgCMyNejxwC9hSFQoHevXu79RphYWFe/0HxhkBtNxC4bQ/UdgNseyC2PVDbDfhO28PDw71dBa8KzLCXiIiIKIAxACQiIiIKMAwAfZRWq8ULL7wQcGlpArXdQOC2PVDbDbDtgdj2QG03ENht90WcBEJEREQUYNgDSERERBRgGAASERERBRgGgEREREQBhgEgERERUYBhAOiD/va3v6FPnz7Q6XTIzMzEnj17vF2lC7J8+XJcdtllCA0NRVxcHG655RYcOXLEpcxVV10FSZJcXo8++qhLmYKCAkyZMgV6vR5xcXGYN28erFarJ5vSaYsXL27WrrS0NOf++vp6zJ49G9HR0QgJCcFtt92G0tJSl3P4Y7v79OnTrN2SJGH27NkAetb9/vHHH3HjjTciKSkJkiTh008/ddkvhMCiRYuQmJiIoKAgTJgwAUePHnUpU1FRgXvvvRdhYWGIiIjAQw89hOrqapcyBw4cwBVXXAGdTofk5GS8+uqr7m5au9pqu8Viwfz585GRkYHg4GAkJSVh+vTpKCoqcjlHS98rK1ascCnja21v757PnDmzWZsmTZrkUqYn3nMALf7cS5KElStXOsv44z3vkby5Dh01t2HDBqHRaMQ777wjDh06JGbNmiUiIiJEaWmpt6vWZRMnThRr1qwRBw8eFNnZ2eL6668XKSkporq62llm3LhxYtasWaK4uNj5qqysdO63Wq1iyJAhYsKECWL//v1i48aNIiYmRixcuNAbTeqwF154QVx88cUu7Tpz5oxz/6OPPiqSk5PF999/L/bu3StGjx4txowZ49zvr+0uKytzafOmTZsE0Lged0+63xs3bhR//OMfxccffywAiE8++cRl/4oVK0R4eLj49NNPxa+//ipuuukm0bdvX1FXV+csM2nSJDFs2DCxa9cusW3bNjFgwABxzz33OPdXVlaK+Ph4ce+994qDBw+KDz74QAQFBYm33nrLU81sUVttNxgMYsKECeLDDz8UeXl5YufOnWLUqFFi5MiRLudITU0VS5YscfleaPp/gy+2vb17PmPGDDFp0iSXNlVUVLiU6Yn3XAjh0ubi4mLxzjvvCEmSxPHjx51l/PGe90QMAH3MqFGjxOzZs52fbTabSEpKEsuXL/dirbpXWVmZACC2bt3q3DZu3Djx+9//vtVjNm7cKBQKhSgpKXFue+ONN0RYWJgwmUzurO4FeeGFF8SwYcNa3GcwGIRarRYfffSRc1tubq4AIHbu3CmE8N92n+/3v/+96N+/v7Db7UKInnu/z/+FaLfbRUJCgli5cqVzm8FgEFqtVnzwwQdCCCEOHz4sAIiff/7ZWearr74SkiSJ06dPCyGE+Pvf/y4iIyNd2j5//nwxaNAgN7eo41oKBs63Z88eAUCcPHnSuS01NVW89tprrR7j621vLQC8+eabWz0mkO75zTffLK655hqXbf5+z3sKDgH7ELPZjH379mHChAnObQqFAhMmTMDOnTu9WLPuVVlZCQCIiopy2f7+++8jJiYGQ4YMwcKFC1FbW+vct3PnTmRkZCA+Pt65beLEiTAajTh06JBnKt5FR48eRVJSEvr164d7770XBQUFAIB9+/bBYrG43O+0tDSkpKQ477c/t7uB2WzG+vXr8eCDD0KSJOf2nnq/mzpx4gRKSkpc7nF4eDgyMzNd7nFERAQuvfRSZ5kJEyZAoVBg9+7dzjJXXnklNBqNs8zEiRNx5MgRnDt3zkOtuXCVlZWQJAkREREu21esWIHo6GgMHz4cK1eudBnq99e2b9myBXFxcRg0aBAee+wxlJeXO/cFyj0vLS3Fl19+iYceeqjZvp54z/2NytsVoEZnz56FzWZz+aUHAPHx8cjLy/NSrbqX3W7HU089hcsvvxxDhgxxbp82bRpSU1ORlJSEAwcOYP78+Thy5Ag+/vhjAEBJSUmLX5eGfb4qMzMTa9euxaBBg1BcXIwXX3wRV1xxBQ4ePIiSkhJoNJpmvwzj4+OdbfLXdjf16aefwmAwYObMmc5tPfV+n6+hri21pek9jouLc9mvUqkQFRXlUqZv377NztGwLzIy0i3170719fWYP38+7rnnHoSFhTm3P/nkkxgxYgSioqKwY8cOLFy4EMXFxVi1ahUA/2z7pEmTcOutt6Jv3744fvw4nn32WUyePBk7d+6EUqkMmHu+bt06hIaG4tZbb3XZ3hPvuT9iAEgeNXv2bBw8eBDbt2932f7www8732dkZCAxMRHjx4/H8ePH0b9/f09Xs9tMnjzZ+X7o0KHIzMxEamoq/vnPfyIoKMiLNfOc1atXY/LkyUhKSnJu66n3m1pmsVhw5513QgiBN954w2XfnDlznO+HDh0KjUaDRx55BMuXL/fbJcPuvvtu5/uMjAwMHToU/fv3x5YtWzB+/Hgv1syz3nnnHdx7773Q6XQu23viPfdHHAL2ITExMVAqlc1mgZaWliIhIcFLteo+TzzxBL744gv88MMP6N27d5tlMzMzAQDHjh0DACQkJLT4dWnY5y8iIiJw0UUX4dixY0hISIDZbIbBYHAp0/R++3u7T548ie+++w6/+93v2izXU+93Q13b+plOSEhAWVmZy36r1YqKiooe8X3QEPydPHkSmzZtcun9a0lmZiasVivy8/MB+HfbG/Tr1w8xMTEu3989+Z4DwLZt23DkyJF2f/aBnnnP/QEDQB+i0WgwcuRIfP/9985tdrsd33//PbKysrxYswsjhMATTzyBTz75BJs3b27Wtd+S7OxsAEBiYiIAICsrCzk5OS7/aTb8Mhk8eLBb6u0O1dXVOH78OBITEzFy5Eio1WqX+33kyBEUFBQ477e/t3vNmjWIi4vDlClT2izXU+933759kZCQ4HKPjUYjdu/e7XKPDQYD9u3b5yyzefNm2O12Z2CclZWFH3/8ERaLxVlm06ZNGDRokE8PhzUEf0ePHsV3332H6Ojodo/Jzs6GQqFwDpH6a9ubOnXqFMrLy12+v3vqPW+wevVqjBw5EsOGDWu3bE+8537B27NQyNWGDRuEVqsVa9euFYcPHxYPP/ywiIiIcJkN6W8ee+wxER4eLrZs2eIy7b+2tlYIIcSxY8fEkiVLxN69e8WJEyfEZ599Jvr16yeuvPJK5zka0oJcd911Ijs7W3z99dciNjbWJ9OCNDV37lyxZcsWceLECfHTTz+JCRMmiJiYGFFWViaEkNPApKSkiM2bN4u9e/eKrKwskZWV5TzeX9sthDyDPSUlRcyfP99le0+731VVVWL//v1i//79AoBYtWqV2L9/v3Om64oVK0RERIT47LPPxIEDB8TNN9/cYhqY4cOHi927d4vt27eLgQMHuqQEMRgMIj4+Xtx///3i4MGDYsOGDUKv13s9LUZbbTebzeKmm24SvXv3FtnZ2S4/+w2zO3fs2CFee+01kZ2dLY4fPy7Wr18vYmNjxfTp053X8MW2t9Xuqqoq8cwzz4idO3eKEydOiO+++06MGDFCDBw4UNTX1zvP0RPveYPKykqh1+vFG2+80ex4f73nPREDQB/0+uuvi5SUFKHRaMSoUaPErl27vF2lCwKgxdeaNWuEEEIUFBSIK6+8UkRFRQmtVisGDBgg5s2b55IXTggh8vPzxeTJk0VQUJCIiYkRc+fOFRaLxQst6ri77rpLJCYmCo1GI3r16iXuuusucezYMef+uro68fjjj4vIyEih1+vF1KlTRXFxscs5/LHdQgjxzTffCADiyJEjLtt72v3+4YcfWvz+njFjhhBCTgXz/PPPi/j4eKHVasX48eObfU3Ky8vFPffcI0JCQkRYWJh44IEHRFVVlUuZX3/9VYwdO1ZotVrRq1cvsWLFCk81sVVttf3EiROt/uw35IPct2+fyMzMFOHh4UKn04n09HSxbNkyl0BJCN9re1vtrq2tFdddd52IjY0VarVapKamilmzZjX7I74n3vMGb731lggKChIGg6HZ8f56z3siSQgh3NrFSEREREQ+hc8AEhEREQUYBoBEREREAYYBIBEREVGAYQBIREREFGAYABIREREFGAaARERERAGGASARERFRgGEASERERBRgGAASERERBRgGgEREREQBhgEgERERUYBhAEhEREQUYBgAEhEREQUYBoBEREREAYYBIBEREVGAYQBIREREFGAYABIREREFGAaARERERAGGASARERFRgGEASERERBRgGAASERERBRgGgEREREQBhgEgERERUYBhAEhEREQUYBgAEhEREQUYBoBEREREAYYBIBEREVGAYQBIREREFGAYABIREREFGAaARERERAGGASARERFRgPn/yG/4/lhrPoAAAAAASUVORK5CYII=",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2279803999.py:46: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   flags      time/s  control/V     Ewe/V    <I>/mA  cycle number  \\\n",
      "0     22  347.444591   0.099981  0.099663  0.001343           1.0   \n",
      "1     22  347.554591   0.100530  0.100190  0.000523           1.0   \n",
      "2     22  347.754491   0.101530  0.101217  0.000539           1.0   \n",
      "3      6  347.954391   0.102529  0.102226  0.000545           1.0   \n",
      "4     22  348.154291   0.103529  0.103236  0.000564           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range   Rcmp/Ohm  \n",
      "0  0.000000e+00       40  10.199999  \n",
      "1  1.050036e-07       40  10.199995  \n",
      "2  3.003250e-07       40  10.199995  \n",
      "3  5.014687e-07       40  10.199995  \n",
      "4  7.043355e-07       40  10.199996  \n",
      "B\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat4/after_1930mV/2025-06-17 CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHEseq1/CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_dfc_by_n.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1699: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return math.isfinite(val)\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a7086bd4eb944774a3c54e8621363fa5",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2279803999.py:46: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   flags     time/s  control/V     Ewe/V    <I>/mA  cycle number  \\\n",
      "0     22  376.74979   0.099976  0.099603  0.006317           1.0   \n",
      "1     22  376.85979   0.100526  0.100173  0.005683           1.0   \n",
      "2     22  377.05969   0.101525  0.101155  0.005627           1.0   \n",
      "3      6  377.25959   0.102525  0.102166  0.005661           1.0   \n",
      "4     22  377.45949   0.103524  0.103175  0.005672           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range   Rcmp/Ohm  \n",
      "0  0.000000e+00       40  10.199999  \n",
      "1  6.758066e-07       40  10.199995  \n",
      "2  1.888296e-06       40  10.199995  \n",
      "3  3.100557e-06       40  10.199995  \n",
      "4  4.312209e-06       40  10.199996  \n",
      "B\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat4/after_1730mV/2025-06-16 CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_dfc_by_n.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1699: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return math.isfinite(val)\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/matplotlib/cbook.py:1345: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return np.asarray(x, float)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ea5e70ad2ed4745934ffe31340ac466",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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iLMj7t+jNey0g4SgARBEETMaFZ7AOdmOMHzRiHgZTvq47Si2COoLt76buPZjhyjK0j3TBGKAlTsa4nH0mKCJCvw8Uzg5jizMaLrCP3Ylvot8VpW2kECkCAIgogZXrXLRaaLuf8OH9QNAOB2ps/tyCGyQs+KM4vtyOmmH/tjPusFvHVP6gpAQVIgc0wAZjoykOnMRO/c3gCABVUL4rm0tCJ9/uIIgiCIuOMVJeShFf/degwwqwCNbaz474qd9fFdWAxxSH4C0NQS7a+tLwAAtu5pjvm6YoUkChBU9ZHhYHGgWg3ARdWL4rWstCMlBOCDDz6Igw8+GHl5eejevTtOO+00bNiwIeR7Xn31VXAcZ3llZmbGaMUEQaQzXlGCoqR2pmcwvKKMQ/h1+vaz7n/FcTXxwSmrSR6uwHtOochqAD769cZYLimmSKJX7wOc4WS1ILVMYABo8DbEZV3pRkoIwB9++AFXX301Fi1ahHnz5kEQBBx33HFoaQltQs/Pz0d1dbX+2r49tauvEwQRf95fvBNDb/8K/WfOjfdS4oJXkHEMv0zfLq3+Wh+nevkTDafMLICcK8vYWdgvTquJPbLog4dn8iNLtYJ+dfpX+vHD3z08LutKN1Ki+NJXX31l2X711VfRvXt3LFmyBEcccUSQdwEcx6GkpCTocYIgiM7m1tkr9bEgyXA5UuI5PGJ8koTznN/aHqtp9KB3YZbtsVTCpVoALQLwkL8AX/9D3xxbWhjjVcUOSRDg1S2A7DNw8I5QbyGiQEpeeRoamPm4S5cuIec1NzejX79+KC0txamnnoo1a0KXIfB6vWhsbLS8CIIgOsoLP26N9xJijleQsU3uYdnXv2s2AGB7Cme+mnHaCcDBx+lDDjJqGjyxXlbMkCUhwAUMAJePulwfkxs4+qScAJRlGddffz0OO+wwjBw5Mui8oUOH4uWXX8ann36KN998E7IsY/Lkydi1K3gvwgcffBAFBQX6q7S0NBq/AkEQacIj/wsdq5yKeEUZ/flay77LXcyLs2OffWeMVEO3ALqzjZ35PfXhCK4CNY0eCClaHFsWDQtgpsOIg7xizBX6+PZfbo/5utKNlBOAV199NVavXo133w3dUmbSpEm46KKLMHbsWBx55JH46KOPUFxcjOeffz7oe2bOnImGhgb9tXMn9S0kCKJ9dMvNCD8phfGKgQWOBzuqAQDb96eHAHSDCUDebUoCycjTh2UcE8iVdW0xXVeskEWfYQF0GH8P5vH3O79P20SpWJFSAvCaa67BF198ge+++w59+vRp13tdLhfGjRuHzZs3B52TkZGB/Px8y4sgCCJSREnG3ubUbvMVDtkXKPJGNv4EID0sgLKsIBOs9A3vyrYezCwAADzgegkAUK92TUk1JEmERy0Cnum0ZkJfMuISfTz69dExXVe6kRICUFEUXHPNNfj444/x7bffon///u0+hyRJWLVqFXr27Bl+MkEQRAewu6HLaZL5qpHp2QsAEHnD2pMl7AcAzFlVHZc1xRJBlnUByLn9El48LO4tn2NCuKo+NS2AimTvAgaAq8ddHY8lpSUpIQCvvvpqvPnmm3j77beRl5eHmpoa1NTUoK3N+OO56KKLMHPmTH37nnvuwddff42tW7di6dKluOCCC7B9+3Zcdtll8fgVCIJIA+pbmQDMchkZj6lq5QmGS2DJcz5XQZxXEh8kWUGW6gJ2uP0sgIddb9l8f3FqhhkFSwIBrG5gANjdujtm60o3UkIA/uc//0FDQwOmTp2Knj176q/33ntPn7Njxw5UVxtPl3V1dbj88ssxbNgwTJ8+HY2NjViwYAGGDx8ej1+BIIg0oEHtelGcl4GCLBcAYF+auYRdArNyie58YNosfT8PlvDQ6EltQSxICjI49jty/gKw2xDL5saaplgtK6YESwLRWHLBEn18zAfHxGxd6UZK1AGMJFD0+++/t2w/8cQTeOKJJ6K0IoIgiEA0C2Bhtgs71ISHtdWNGNwjL9TbUooMgYka0V0ATPob8M0sAMC47D1Y0toDlXVtyO/piuMKo4tkigEUHU54fE3Ic6v//8Xl+jw3BFSlaiUUswXQEZgU5Xa4Ldub6jZhcNHgmCwtnUgJCyBBEEQyoAlAzfoHAEu318VrOXEhQ2QuYDmjAHAYNogiN8sOrtib2rUARYnFACoADvn9Nkx+ZzJO/PBEdrD3eH1ed64+LuuLBZJJAPongWg8cPgD+vjnyp9jsq50gwQgQRBEjNDi/Qqz3ThzAqtUkJ2REo6YiMmUmAVQVjNeoVq/ChpZBYa/vrU0LuuKFaKswA0Bm1zGQ8CuZrX+LMcBhX0BAMWoj8PqYoQkwKu2grNzAQPAKQNP0cccuJgsK90gAUgQ7WRvsxdlM+bg6Me+j/dSiCSjoZW5/gqzXNjdxGL//vP9lnguKea4JbXUi1b3zscE4WPu5+K0otgiSgpcnIQtbqubW1a0os9M7PTmWLZ0q0+M5fJigiyJQZNAzFw8/GIAQIMvVX3h8YUEIEG0k4Pu+wYAsHVPC+6fszbOqyGSCcMC6EJJfnoWhOYl9hnwQVx/bmdq35ZEWYYLIipcVsvvhv1qV5j67QCAw1wbAaRmKZhQZWDMXDnmSvx+/u+4bvx1sVpaWpHaf2kE0cn4Jxz996dtcVpJcnL352tQNmMOymbMifdS4kJdq4CT+EW4acEheHj1EQCA/Mz0cgHzilYEWRXAl3xlOd6nKMv/LSmFJCtwQcSHebmW/d/v/N6yfS73PwDArhTsBqLIoi4A/RM+zOS6c4PGCBIHDglAgmgH+1p8Afte+YVEYKS88kuFPt5v81mmOq1eEc+6/6VvuyCi0SOmpJsvGLysWQBVAVjAYiEV3gUOMmoaPCndAkyQFLggodZpFf6zN85mgzxrM4LvN+yJ1dJihyhAUMP6XHzqZnwnOiQACaIdzLXpVHD35+QG7gjrqxvjvYSY45Nky3Y/rgYAsD5F673Z4VAFoMOlWn7ySgDOAU4WUIwGtPokNHpSVxBrFkB/drepBY9PfRYAsF4uBQC8uqAiVkuLGYokQFRjHZ18elnAEwkSgATRDpakWcmOzsTfqrOyMv0CuwU/Afhi5lMAgJoGTzyWE3NESYYTmgBUXXsOF1DIxM6oLGbtSuXPQ5BlOCHp238e+WfrhPxeAIByPjW7gAAsCUQkC2DcIQFIEO2gOJe5rcb1LcT/TS7T9/tEOcg7CI2Pl1Vath/6cn2cVhI/fIJk2S5T2GdSmYJxXnb4JFm3fjndptivLgMBAKOy9gEAqhtS9/OQJBkKZ1wvpvefro8bvA26AASA/hzzOKScS1wWIKgxgCQA4wcJQIJoB9+sqwUATB3SHXedYrQNfGPR9ngtKWnwd3P27ZIdZGbqwktWy1ark9XC21XXGo/lxByvIMOtCkDdAggAXZkAHOJkbtDqFLYAioIX9Q526+U53tLhorK5EsjI17fzwYpin/bsL7FdZJRRJJFcwAkACUCCaAc9C1iGoiTL4DijOOm9X1AcYDhG9Mq3bOemWQFkAMgS6y3b2SJzg6dipqcdPsksAE1lcFQLYF81JjKVBaAsCWjgHQCAfFceeM64DX+57UtWDFplOM8eLNelWoyoLOguYBKA8YMEIEG0gxY1W3N0n8L4LiQJ0dqgDeiWA4D1wE03MsXA35mDjPnrd8dhNbHHKxguYJjLf6gWwBKBucSrU7D2nYYsCGjmmfrJdbNSMIMKBwEAvJLXMvfgXBYTmWohJookQCQXcNwhAUgQ7UArXVKUwy5ab146UT8myykWp9PJaCV0hpksgdv3pXbfV3+yJSYARbX9GQAM5iqDTU85vKIEN8ceBCwCsMsAAEChZxc4yKht8tq8OzWQJAGtahu0HBcTgOcMPQcAsKNxB5s0+mwAwIDevQJPkALwsgCBXMBxhwQgQbSDBrWTQ0EWu3lNHNBFP7ZkB2UIh2LeWhY/aQ5oX1edYq6tMIwQ1wEAnD7j9y5CM4DUbPnlj1cMYgEs7AtwDjhlD3qgDvuaU1cAyoIPbar1K8vJQkpK81gW9C9Vv7C/jybmCh9T/b7+vpTKjDZlAZMAjB8kAAkiQhRFQauPZXHmqd0bXA7jT+is5xbGZV3JwjrV5WsWfe/8tiNey4kLTtkkbEoPBQD0cLLPY19z6hfG9ooS3FoJFIfJ9edwAUX9AAD9+RqsqUrd8ABZEtCquoCzXSwRamTxSP14g7cBENn3hGvbj2E9mcV8WQo9YCqyFzK5gOMOCUCCiBCvKENS3bxZboftnJQr19CJHDGkGABw0aR++r4fNqZgl4MQNCks8aFp2DlA5RIAwB/xHQDgk2Wp7wpmWcCqC9jp1wu5qD8AoA/HvhMt3tS0iMqSD61q4odmAcx3G2ERK/euBAZP07fH9S0EACxNKQEo6GOyAMYPEoAEESFtqvWvAM3Ie+NE4J5ugK8VK2cdp8/REh2IQDRxnJ+Zvk/8uTJz9yKzAFBvgkc5VgAAnv1+c7yWFTMEUxcMgeMhmISA1hKuF1K7FqAsCroLONsZWApp+e7lwPiL9e2DejORuHRHfSyWFxNk2bB2kwCMHyQACSJCtAzgFZl/AVf5O7uBP9DTImhSsW1TZ6EJ6EI0YkyfgjivJj7kKCzphcsuBAYeYzlWWpT6dRElWYaLE6EAGP/9FRj/xnjUtLB4N2SzeNqjHMsBIGXdwLIo4LscJuq2NGwJOP7p5k+BnGJ9+zDpdwCsC9Gdn66OzSKjjKwYwn//Xfdh8zHTIO7bF8cVpSckAAkiQtp8EniELsfw1PxNMVpN8tHikzCW24xjPp+Ex7Nf0feLUmqVuAiGJCt6YV8+qwiYeIV+jIOMTbub47W0mCFKCtwQMT87S9/3c+XPbKC6Q8vUWoCpWiZIkQQUqt95WTG++5eMuAQAUJRZZKkF2L3me338+sIUKTivMAsgJyto/PAjCJWVaPzf/+K8qPSDBCBBREiLT0JvziZmbfd6OHnjgr1zf3p0dWgvbT4Rn2TcCQAYuGO2LqZ/2rQ3nsuKGYIkmwRgIZDbQz82hV8FtyP1L8eSzATgFrdhNd/bpv7/9zkIAJDDsQSIxrZUjQEU0ENk1vApvafo+4d3ZZ2FNtRtYDuymEWUy+sJl8O4vtS3Jn+ykGYBLGk0fi+lla6bsSb1rzgE0Um0+kR0R33ggX9PxDt/OVTffPpbsgLa4R/Ur/U5nb1kVzyWE3N8koxMtQaeIyMH6DVWP3a24zv40sASKqoxgOtMfYA37FcFjxoD6IIIB6TUzRCXBPhUC5/bVApHKwoNAJIsAd2HsY1fX8CSO47Vj429Z15s1hlFFFUAlpqe/Xw70+M6kEiQACSICGn1Svgw427bY+P7FunjdKttFykOweriPIjfCACYs6o6HsuJOYJoZMA6XW7Lsak8SwRJdXc4swAK2GCyAOoWr0IjO3wYlyKuThsUSYCgGr7MAnBSz0n6uLa1FshSrylCS0DiVJMnuZPNFDURqM9+Y59ve+r+nycqJAAJIkJaBQlzpUOMHXlGlX4Hz6FbLruYr6psiPXSEh5FUZAjWF29XZGaMV7BECQjA5bzK4GiuT3rUjyLXJREODgFjbxx69nZtBPNvmbAlanvu875UTyWFxMUUYBXtQBmOIzvgYM3Sku9s/4d4ODLjDfJMt641Lj2jJr1dfQXGkUUhf0d9DTlfZAAjD0kAAkiQnyijCZFzdQ86nbg/A+Mgxu+wrXHDNY3z36eikKb8YoyuilWYXyr6704rSY+CJIMt9YFw78GnsqqyvrYLSgeiKybhc+U5AAAK/assGwf61gKIDXraiqy4QIOVgQ515UL9DUsgnjmIEwZXGw7NxnRLICFpk6QYnU1ZE8KdTtJAkgAEkSECJKMs53fsw2nm7Wv0njnbFw0qUzf/HXbfhAGLV4RxVy97TFzgHsq4zMLQIfbdk6TJzUTHzRk0YdWjoOHt956rvzmStv5KZkJHCQGEADOKz8PANAitlgsolqXFHMR9U21yRtqolkAc9usAl/YuTMey0lbSAASRIQI5vgszgFk5gefDKP3LQG0CRK6curNvKDUckyQUs/KY4cgyXCrSSDBBODbv6Zo4oOG6EO9mu0cSQuwNZWpJwAVSYRg4wIGjJ7Au5rUhIgT/sn+decAAGadMkKfe+wTP0Z5pdFD4TQBaN1PbuDYQgKQICLEJ8poVNT6ZWWHs39HnWVMkGX8/Pej9M3LX18cw9UlNj5RRhdNAJaM1vdrZVGaU7TtlxmfKOsxgLoAvOhTy5xUtxzLog91qvWvKLMI90y+J+T8NkGKxbJii2TEALp564NAnzyWCa0LQC0RZN3nAACet1rLd9Ula+kU9v+a28oeqjPKywGQAIw1JAAJIkJ8ooRMqDW4crqxfyf/zZgw50b08evmIMvpYd0Kh0+S0U1L+igxGt9/lfF3AEBVfWq2/TJjjQFUb/zdWe03BRzcEHDy6J5xWl1sUEQv6h0s2aEoowg9coxaiLIiA0Vllvl3fbYmlsuLDbJoxAA6rFbQPrmqAGxWBWBP42EJHhZD++Dpo/RdRz/6QxQXGj0USOBkBVmqCzh7/HgAgHfjxnguK+0gAUgQEcJ5m+HmVItEdlf2b88xxoQlrLvFKlNv4AG3zY3V8hIaQVQMF3Bud31/L45ZvPY2e+OxrJjiE5VAC2BOMeDKBgcFvbi9AbUSUw5J0C2Aee48HFxysH6o3lsPjPpTnBYWQ2SjDIy/C7h3Xm8AQJOvCQ3eBqMWIABUsI4p5x5ixB4nb+1ICbkeQ4DkHH4YAKBt5ar4LSkNIQFIEBHC+VjQtcQ5AVdW0Hl5fjW7Nu9O3mDtzsInyciD6q7KCOwDvHR7XYxXFHsEUUIGpwlA9cbPcXoyUR9uL/a1JH+Xh5CIXvyktoFbtnsZXLwLXTJZx4s9rXuAUWfqU7VC4SmHbHIB+8WCZjmN68qWer8+we+epw+vmjpQH0tJ5mVQFAUKZD3+j8/LQ9bYsQAA37ZtkBpTL+4zUSEBSBCRIrArlsD7lfAYcoIxFtkNvE+RcSGf9njyBmt3FoIkI0NLgHBmAMewlnBb+P4AgN8qUl8AioLJyuk03fizWThBNzRg5a7UriGpSAKcammX4mxW1qQkpwQAUNVcBXQbos891fELANaBJ5XgJMMF7B8DaObX6l8DdzZWAQCuOmqQvmvBluRqpSjJCsBJyFQvB3xODpxduoBTu8O0LVsWx9WlFyQACSJSBGbBEvlM6/5z3zXG75wDAPj570dbpqTaTay9+ExdMODMAHaxBJmB8jYA0ItopzKSYKpxZrb8+FiHlEn8WjYvySw67YGTfOgusTCKaX2nATCygV9Z8wqziKr8gV8AABh+5/9ivMrowsmCngXsbwEEgBwXy/hdUrsk8M0vsfCS3AynvuvPr/4ehVVGD0FSAE6GWxOAmex66i4rAwA0fTM/TitLP0gAEkSkqEVsRYefADQXtd1iXLzG9DFcnal2E2svgn8NvIFWgdzYltodMABAEkzuXfONv3o5AOg1Jvelcjyk5INH/XvJdLK/I00ALttttfwM4Gtiu7YYwcliUBcwAIzqxpI8fq1RLYB3mNplNATWyUu2MkqCLEPhZGQIbN1cFvOW5E6dCgBoW7kyXktLO0gAEkSE8CJzAUv+AjAIn15zuGX76zWpeUOLBCYATRbA4afpx3LRit1NKSx6VCTVBewBjyeXPW10v9ASilQq9iVraY/wcJIPbRy77WSqf0fnlJ8TzyXFHE4J7QLWagHqOJxApilutoFlCB86oEvU1hhNRElhAlB9HtQsgF0uvABwOODdsAG+HSleDzNBIAFIEBHCCSEEoNkNXGuUrrjYVLn/L2/YuHTSBK8ow21OgNDK6AAYx2/G7sbUF4Cy6gJ+vGsXvLT6JVww9wJ24ISHLPNS2gIoe+HhrRbAQ3seqh9uEVps35ZSLeFkX0gX8LH9jg18z99M1tEnWDHo26YbGcJrqpIndpQV1DdcwFwmi6l2Fhfr5WDq3k2vNpHxggQgQUQIL7EbuOywyQAeeqIx/s9kfXj3qSMt0xpaU9/VaYcgKcjQLYBui9u8EM3Y2+xN+ZqJkpogNCfHeICoaq4C8nubZiloSGF3OGcqgqxlvBZkFMDJs5i22lb77jkLt+yz3Z+MyLLx/2snAAcUDNDHgqTOzbFaibH6I4zuU6hv/u2d5EmcECTNBcy2+Uzjepo1htU99KxdG4+lpR0kAAkiQniJWQBlZ2QuYI3bTzKe1Mfc83WnrilZsLiAtRIog1gSQC7ngSgr2N+a2iVQZB97gGh0GJfdb7Z/A3Q1Mjq7oCmlS8FwsoA2vxhAwBA9q/euBoadEvC+8160yYhNUkTF+P/1rwMIAN2yDOv47rbdxoGcYmM8+xLLe0r9CtAnMoKkQOYUQwBmGd+DgjPOAAC0/vYbhMrKeCwvrSABSBAR4ghlAQRYf2CNtnp9eNmUAZZpKV/s1waWBezXBWPzNwCAGS7mPk91N7As+uBv49zWuA3IM7phFHFN2NecugKQF01JIKZQCl6NC2S1AI1i0BlIvc9CUQwLoF0/ZAfv0Evj7GndYxy4ZbN1ouDBw2cwi9kPG/cgWRBFCQonw61eDjiTBTCjf39kT5wIyDIaPv88TitMH0gAEkSE8GoWsBLMAniXqY/rP/tZDn11/RR9fPfnKdjeKgzWJBD18+s1DgDAc0wW7W7y2L01ZVBEL5o5ay/X2Rtns0EX9pBQhCbsb0lhISwLATGAgBEHWN1SDQw2Oum8dpjxN/XEvNRoEyapFkAneHB+3weNmhaWMPbdzu+sB/5hcpG/OA1jSgv1Ta+YHH2TBVGAyHF6FrCWBKJRcOqpAIB9/30xtWI/E5CUEoDPPvssysrKkJmZiYkTJ+K3334LOf+DDz5AeXk5MjMzMWrUKMydS227iOA4ZVUAhugCYkE0buTlJfn6+P3Fuzp1XcmAIPjgUIWeXgLl4MsBAHkKC/xP9UxgRfJij9Nhf3D/VgDAdMdv+GR5VQxXFVt42d4CqGW+zt02F3CZhGHLt/r4qfmbYrTK6CKplnBXBLffnU1+ZV9Mnw1qV2FIj1x9c+se+wSaREPyeSGC013AXJZVAOYdxx4A5JYWNH35ZayXl1akjAB87733cOONN+Kuu+7C0qVLMWbMGBx//PHYvXu37fwFCxbg3HPPxaWXXoply5bhtNNOw2mnnYbVq1fHeOVEsnCQZyEAoOvexcEnjbvQGN/XHTA9wZp7eNY2pra1yx/ZXATZqcY9ZRqiOAM+7El1ASj6sNsRKADNVo4e3P6A46kEE4BqGRiTBVArftzk82ubuP4LFGUbbtJksXKFQo5AAF4+ij0caW3ygsHVrMJB/YoAABtrk6PlpCT6IHIwFYK2PlA7cnP0ceWNN8VyaWlHygjAxx9/HJdffjkuueQSDB8+HM899xyys7Px8ssv285/6qmncMIJJ+CWW27BsGHDcO+992L8+PF45plnYrxyIlnoKrGWSw4pRJ22U/2+PzsW6sMZJ5Tr44kPpFe1e9ncBk0LfC8/Wd/Vi9uH3SkuihXRhyaeXXIHFw3W9zcLzcDEvwIAKhUW6J+qri9eFtBm4wLWih8Dgb/7dzdP1cdDb/8quguMAYrCRKyDC3771bKD39tgUw7lNlOP5OenYHCPPADJIwAFzQKo1QHMCgypGTjPSJbbedXVsVpa2pESAtDn82HJkiWYNm2avo/neUybNg0LFy60fc/ChQst8wHg+OOPDzofALxeLxobGy0vIn34yTkJALBn0J9CTzztP8b4FaM8TEF2YMB32qC6w2XwrLAtwErBqAVu89GS8i5gSD60qQKwe1Z3ffeG/RuAAlYKpjvHeiI3elIzUYiTBd0FnGVKptKSHgBga8NWy3sKs62lUkRJjuIKo4+isP9bR4jbr1YWxxa3NeN3qOoG3ljbfOCLiwGypFoAtSSQjEAB6C41imE3f/ttyj4QxZuUEIB79+6FJEno0aOHZX+PHj1QU2PffaGmpqZd8wHgwQcfREFBgf4qLS0NOpdIPRxq8DbvCizdYGHsedZtycj6Ky/J08eNntSt9+aPotbAk/yzHj2sgO1kfi1+3pxcTe3bjejVS6BoNfAA4MVVLwK5TACV8OzzqE/RkjiWGECTBdBcD+/bHd8CBX0t7/vP+eP18eDbkzsuTAazADo5B1qXLEHV7bdDkayu7aNLjVaJsmIjeM98RR8eUf0SAGDeWvsaiomGLLBC2E71V+bc9n3A+735hj6uuuXWWCwt7UgJARgrZs6ciYaGBv21c2dgX0YidXGqBVw5m+KtAagZrgCABU/rw4+uMopEPzkvNYLaI4GTmHVP4uw/u6mO5WhKUauXjuRDK28IwK6ZrLjvkKIheimYHlw9AKRsLUBF8UFWBWCG0/5BamfTTuCC2eY34cRRPc2baPMlcSyg2hHHJfPYfv4FaJj9IfY8+ZRlSu88ozj4vjabItjDT9WHA1Yb15dksJSJog8iTALQZe8ZyT7oIORPnw4AyDvWpjsKccCkhADs1q0bHA4HamutT0C1tbUoKSmxfU9JSUm75gNARkYG8vPzLS8ifeDV+l28KxOtQitEOYRg+cv3xnj+3cDO3wEA2W7DtfPyL9uisczERBOA/hZAtQuGqLDkCI+QxDf2cJj64GY5s3BifxYe8FvNb0AuE4BdUQ8A2FCTHPFc7UYx3Pz+NfAuHM4SqAozCoGiMuPAu8yi7uSNkikfL0veIsGSatHrX21Y9sT9VpGX4cjQrcS7W20SGXn7bPJkeHCQBeYCNgRgcHd378cfw+CFC5B3HAnAaJASAtDtdmPChAmYP98IrJdlGfPnz8ekSZNs3zNp0iTLfACYN29e0PkE4VQF4M++nZj49kSMe2NcmHeYeMmIN83LNC54Uoq3P9PgJM0F7GcBPOjPAIDDHKw2YioXyeYln+4CznZlY1cTKwe0Zt8aXQDmowUZ8MGbokJYkYMXQd7vYRnQr6x5xcgUB4ANrDzX5gem67uWbK+L4iqjDfuO99hvCEDP6sDaoFqiUHVLdcAxfxyqW/mVJHiolEUfRI6DU2LXvmAWQA1nUVHQeonEgZESAhAAbrzxRvz3v//Fa6+9hnXr1uGvf/0rWlpacMklrGXORRddhJkzZ+rzr7vuOnz11Vd47LHHsH79esyaNQuLFy/GNddcE69fgUhwNAF4914jE3HUa6OCTbcmgwBA9UoAwHmmcjBV9W2dt8AExiwAN9VtMlxVfvFNqdwH15wBm+XMwumDTwcAODknS4ZRY+KKuXrUpGhXFBnG/6+Ds1qx5mydE/b9WsmTD5cmby1NGew7X1xnfPe9GzdCamiwzFu5h10vbvj+BvsTXW+ULDvPwYwZz363pTOXGhUkwQcRCOsCJqJPygjAs88+G48++ijuvPNOjB07FsuXL8dXX32lJ3rs2LED1dXGk9TkyZPx9ttv44UXXsCYMWMwe/ZsfPLJJxg5cmS8fgUiwXEpRgajmRYhSAHWsedZYnXw/BRAUXDz8UP1Xdv2Jkfx1gOFl5kAPKIEOP2z0zH6ddbCyuLqA1CXoskPAPsMzEkgffPZg4CoiKxFnNppZhy3GdUNqflgoGXA2nXBmN5/unXyuYElUG48bog+XlyRnDUTFdVa19UkAKEoaF26tH0nKjSSEO91vdoJK4sNosQsgA711ycBGD9SRgACwDXXXIPt27fD6/Xi119/xcSJE/Vj33//PV599VXL/LPOOgsbNmyA1+vF6tWrMX263wWIIEy4IGCHMzBeZfnu5cHf9KfXrdsr3oXLYfzZXfRy6G41qYJmATTTJrYBfQ7St50QsbY6RWPfwGJIW3kjBrBnjpHYoLk/AeB654cpaxnWxI/T5tZz8YiL9bFH9AB9jes3vr0PADB5YDd915nPBS/ZlcgoHFM+Xfer5WCKmFWzdbG1wPzdk++O7cJiREAWMAnAuJFSAjCV2Ly7GXVJENCbLsiyAjcEbFcDlkd1G4W+ecyCs7l+c6i3Aic9Zow/uTJaS0xoeMkLf+fuM8ueAQrL9O3BXCXu+CR1O/E4ZcFiAcx2GfXctjUYsVsfSVNQVZ+aRbE1F7CTC0xiGNZlmD7e3rgdyCw0Dv74iO35hKSsCcjWXNDABKDW+7Zt2XLLrINLDtbHghwkNKL/EZZNc6JMoiILXqsL2OahmogNJAATkMUV+zHt8R8w7t55eO6HxI/pSAdEWYELEharjcuLs4r1GK5HFz8a+s0HX2bdbqjErScYbuB0SAThZR9q/C70vXN7A7xxCerJ2ZS7SCHMMYCa+BtUOAgAsLdtL3DIFQCATM6HmkZPSn4vjBp4gbcejuN0EVjbWssKhdtwxRED9PH2fSG68iQoMmRAUZDVxj6LnMNYaSjvpk2WMi69c41SMC+uetH+ZD3HWM+tKAkvimVRYEkg5AKOOyQAExBzgPNDX67HXZ+mrlUkWZAVBS6IeDefVd3f3bobAwsH6sd3NoapCXnsPcb4ieE4f2I/fTNV3X1meMmHPX59cP0b3ffi9uGwQV1juayY4lCsZWAAYGgX9iBQ1VKld0UpQAskWcHuptSzAmpFjf0TQDQKMwoBAJXNapmXy741Du5YBACYOd2wFN7w3vJOX2O0UTgJmT6AVwVQ1ujRgMMBuakJoqk0GW8Syav2rLI/2RFGgeSDuPWQFWBvc4InEEkeSxkYkACMGyQAE5Cjy60dSl5buB3XvbssTqshAGalc0DGAIG5Yo7qexQO7324fvydDe+EPoGfFbAgy4UsF7sJ1qZ4D1yAWQCXZVpLwLy57k026DlW39e70NoYPpVwKEJAJ5BeOb0AAFXNVUAWiwUrVotB/7BhT+wXGWUUtQSKK4gAzFD7RGsZsOgzwTj48vEB81dVNgTsS3RkKMjRNJrLBT4/H+5+7IHQu8laHF4rBfNT5U/2J8s0atHOzmAPmQnfEURogwgODooBjDskABOQY4f3wKb7T7Ts+3R5FcpmzEmKSu+piCgrcHIS8mX22N4vv5+lX+cXW74IfQJ3jnV73xaM6s0sPtUNqS8AHbKAPY4gsT5q15SuaMT+ltQtA+NUBEsnEADolWsSgHs3AgBOdLCi4an4l25ug2aHy8HEgCYEA1j8MgCjHEyyIcsKFE5Gjvon78jPB8dxyCwvBwB41qy1zP/LqL+0+2csrkjsGomK4GFJIOQCjjskABMUl4NHxUMnBezvP3NuSrqGEh1ZZi7gRjVmLd/Nnrzz3Ky3b503govujB3G+OnxKClg8YQ1aSAAedkHhyppju1nVPUXZAHIKQYAdOUasSeFv9sOWQxwAWsWwOqWaqCuwjK/si71QgO0DFgnZ/8wcGjPQwEA+zymeNAj/26Mv2A18W441igH8+36BLd4mRBkGQqnWAQgAGQMYb+Pb9tWy/wpfabo471tQXplH3OnZTPDmeC3dbHNrxNIBK01iaiQ4N8UYusDgaVpDrl/PspmzMHvSVoHKxkRZQVOSLoALMhg1rvHjjQyfAUpjPVKjfHS6FnIBGBVitZ8M+NQfHg/j8VPaqIHADbWbQRyWGmPLlwjVuxKPpdepDgUUxKIkyWBaBbAzfWboRx3vz6Xh4xPlidvu7NgaBZAVxAB2D27OwBgT6vJ/T11pnVS824cOsCIFf1kWVXnLjKKCJICBTJyPOxhSBOA7gH9AQDerdZOHjkuw3Pw1bavYEtOd8tmotfS5ESPXy9gygKOFyQAExye51Dx0El47KwxAcfOem4hymbMQdmMOdhVl3zZcMkESwKR0OAnAM2lGv617F/hT3Tx5/qwVy678FWnaMkPMw7Zh65qdqKDd+iW09qWWl0AduMaAQBigmcxdhRZESFqMYAuZgHsmWvUAtyTY7g1i9CEXSloAZQ1C2CQXrbF2cwabBGAHAccfqOx/eGlcJjKnaxOojhAUZItLmBeswAOYtng3i1boMj23/9//v5P+5P2Ma5BPOSE/95wYhskgFzACQAJwCThjAl98NOtRwU9fvg/v0v84N8kRpQViJwEr58L2BwH+OOuH8OfqPRQffiH5Sy+pzoNkkAcioCeIksAGNZ1GA7vxRJotjduN1zAYAJwf4rWvxQ4w0KsuYDNsW57vHVANrNsdeOYqGloTa2YSK0Nmvnvxkz3LGbN2t22G5Js6od89O3GeNuPgCxjymD24LA1ibrp+CQZMqcgU/1v5bOZJdjdty84lwtKayuEKqtFs0tmF31s+Uw0ug3WhyO5bahM8KoCvOiFLBsCngRg/CABmESUdsnGxvtODBoAffnri1E2Y05SNARPNmRZQRuvlbDgkevK1Y/9YeAfAABbG7bavteC04h3KdrHWj9VJ/gFuzNwyAJaVPGc68pF1ywmdN5c+yaQrVoAeSYAa1O0D67AGV0wXLxx0xtTzKz7lc2VujuvWBWAl7yaWp1iFFUAmn9/M2axU9ViEkL+FsN7itAjP1Pf9InJYTUWJAWAArcmANW6opzTCXdZGQDAt9V6Hfn2LKMUzjXf2vSqN302I/kKNHlENHoS98GBlzyWFuAkAOMHCcAkw+3kMfuvk1Hx0EkYWJxjO+fuz9eibMYcfJqCMUTxQpRktKrX2XxXnqWP6fnDztfHVc0RxCP5xezsbvImzQ2so7hkH5pVt12uK1d3oe9u261bAAuUZjgg4bMVqfm9FVUBmOEnfrplMQG8bPcyIJd9N7qBCcAxpYWxW2AM0FzALtUC6F/VwGESM7tbd1vffFe9ZfO+04y+7clSS1OUZMicjAxVn3HZRtkjd38WB+irqLC8x/yZ/Fz5c8jzP+B6CUBiJxA5JA9kEoAJAQnAJGb+TVNR8dBJtokiAHDdu8tRNmNOWmSZRhtJkkwZwHmWY8O7DtfHx38YWKssgMvm6cMcsAv1mqrkiWPqCE7Fh2b188tx5WBq6VQAakHg7C4AOPCcgiI0Y3VlY/wWGkU0C2AWby1x4pFMf58iG19ayh4kVqVQUoyiKLoLOINzYtvpZ2D9sOGQ26xiRcsE9i8U7t8ZJNNkcX85SbwegiBA4oAMkQlfPjNQAHq3Bf4utxx0iz6uaakJ+3MSOQ7QKXuhaC5gjgPnsI8HJaIPCcAUQEsU+fsJ5bbHD32QZQ3v3E+JIh1FkXxocKgJIO78MLPDUFSmDw/h1wMAWn02sT0phFMRdAGY68pFzxyW/CApEryKqIpAoCvXgIVbU7MlnMCxGMhM3lr24ojerJ9rdUs1sPNXAMCo2k8AAIu3J3ZNt/YgSApkngmfXju98KxlNe8aPv3UMq80rxSAjQAEgD88bYyrV+jD1xdu7+TVRgfB54PIcYYLOMtwY+su4G0VAe+bPsB4yD929rEBx9FlgGWzMoGTAi0CkDKA4woJwEREUYDfXwQql7brbX+dOhAVD52Eb2480vb4lIe/w44k7J2ZCEiCScD4WQAB4JQBp+hjWYncnfuKmzW5/2797jAzkxtF8UHgjD64+e58PRGCZQIzN3AXrilua4w2UhAXsKUY9KFXAQAau4zWjydTlmsoRJklQADAhO8NK1bzz1a3ZkgBOP4iY/zhpSjrmt35C40ikuiDCOhJIJzJApjRvwxAoAsYMMIENN7f8L51gilLmoOc0IkgDrkNUAUguX/jCwnARGTNR8Ccm4D/HgXsWtzutw/qnouKh07Cx1dNDjh2xCPfoWzGnM5YZVqhSAK0sGq3TZeC2w81shQf+f2Rdp+/LsWyPQPgjMzeLGcWOI5DSU4JANXyVc+KZI/jNsdlebFAVgth+xdB1mrfrdu/DuhzEAAgP894yDj56dBxX8mCIBouYB6GO9e/+4UmAHc17UI4Lp/cpxNXGH1EwQvJbAHMDLQAijU1kFsDH9QXX2DcC+5ddK81fnKIEXoykqtIWAGoKAo4xUslYBIEEoCJyDpTW7EXjwF2r+/Qacb1LcKG+07A+RP7BhwrmzEHG2pS19rS2UiST6/h5nQEXrSyXYYlQu9xG4pTnrJs5mWmtiuEgyFwtRIgJdlMANa01AACu+Fd4mTFblOx5aGitUHzK4HSO7e3Pm7NVIXf9l9itq5YoZVAAYDcBuOBQGposNS+C2kBBIBJRibsiVuN4tmSnPjfGUnwQQRnJIGYXMCOwkI4iliFBzsroH97vBdWvmBs5BqJZdc6P0rYJBCPIIOHj7qAJAgkABOREx6ybv97IvBKYFu4SMhwOnD/H0fhu5unBhw7/skfcfg/vw18ExGALIoQVaOFI0gNM+3GBQCtQhhXe/8j9GEXNKZ8og4HFv/GgwOvtkPTiiBXt1QDw08FAMyTJgAANtSm3sOJ3gbN7/uTb4oprRaN700mjHI4qSCIzS7gnH2GQGG176r17T55zKpX761Hk8/me3C8IfqKahfq45okqKcpiT6IHOBmfw6WJBAgeCawxpILlujjZ5Y/Y/u9KOH2J6wFsMkrwMEJJgFIFsB4QgIwEcnrAdzpF/y9/WdgVgHg61gMX/9uOdh434kB+3fVtVEnkQiQJQGi6rYKVsR2zh8N1/r5c8+3naNT1F8f9uT2pXwxaM0C6OCMjD+LBbCVtTU8z8keSJakUPKDhiYAzZ8BAEtJof2FhjXw1yuNwP5UqI0oiAokKMjyKnCrIQ+uPkzseTdv0ufluHL0eoDh3MBccw36q3GAyRDfLAleiByHDIEJNy7TatXT3MB2mcAA4HZYLWZfb/86YM4ovgJ7m31oS8DEsmaPCAfnM7mAU9vzkeiQAExUeB64zaam3AM9WZJIB3A7eVQ8dBJuPm5IwLHD/8liA1PB0hANZMmwAAZrZG++kW+uDxPLZpp7jfMT1KR8P2Bm8nByxiVHiwGsaakBulm/k6lU/gTQSqCwvy2XTQjBxJ4TAajFoHuNBwAUtBku0EMfnB+DVUYXQZYhcUBhM9vms7ORNZolu/g2W/9ewrqBTYwrYGWDkqHKgZYE4lK1GZ/hJwC1RBCbTGCN2afM1scvrnrROOCy1oVNRCtgs1cEz4twSqoAJgtgXCEBmMi4c4BZNjfCuwuBN04H6io6dNprjh6MiofsXcr9Z85F2Yw5qE/whuIxRxIhhbEAAsDFwy/Wx/9aGkFvYACFaMHuJi+EFO2BC5h6wJotgGYBWHa4Zf67v4e/8ScTkqzo7k+770+vHJYJXNNSY5T02B9BZ5kkQhBFSByMPrgFBXAPGggA8G5qpwA0XRePEVgLxsXb93fyijsfSWCxxI4gLlC9FEwQFzAADO0yVB+v37/eqDpw7jsAgCqOxQNWJGCLvGaPCJ4TTL8/xQDGExKAycBd9cDw06z7tswHnhrD3MKzCjp02oqHTsLrfz7E9tjYe+bpbeXIKghIkmAkgYQQgNeNv04f/3fVf0Of9Jg7AQDV6ApFAfY0Jb+bLxhaCzCzANRqAVa3VEPpOTYey4oZoqzoLmC7NmiaGK5trbUIwI9MmfwnPBlBr+kERhIEiByQ42XXE0d+PjIGDQIAeP0sgFoc4LaG8AWeT9rDrGDLdtR34mqjgyx6IXIwYuCc1mtJhhYDuC30dfeCYRfo43X717FBVyami+V9cEDCZa+3v4JEtGnyiuA4kWIAEwQSgMkAxwFnvhJ6zqwC5hqWxHad+oghxXjugglBj9/9+Vr0nzkX57ywMK2FoGJ2AYcQgP7uvZ92/RT8pGrtuxIXc11Vp3AiiCEAjc+uR04PAECr2Iomp/G55YF9Hl4x8WKYOoqsaDnA9i7gHtnss6hpqQHymBjEklcxvq/R93t9kmft+0T2EKVZAJkAHAwA8G7daskE5lRr+6dbPg04TzA27W7uvMVGCUlgscTByqC4+vYFeB5ySwvEPXuCnufvh/xdH+9oZCWUkMesyC5OQgkS0xra3OaFwstUBiZBIAGYLPA8c3v0Ozz4nLsLgXu7ttsieMLIEqy46ziUl+RhaI/AIscAsGjrfvSfOTfls1WDIUuingTiH8Tvz8qLVurjq+ZfFVw4Z7Gb+xiFlflJ1c9WURTDBWzqa5rlzEJRBvsMqiUjfquYqweQ2O2s2ovZAmhXRqg4mz0M7GvbBxSUWo4dUtZFH6/YWR+9RUYZJn7MLuB8uPuWgnO5oLS1Qag0ekAPKTJiQoP+/Qw+LmCXR0jshwZZ9ELioLtA4bR+F3i3G67eLBEolBvYzK0/3qq+2bidT3O0r4lArPC11EMAF9QCSsQWEoDJxiVzgDv3B7T+CUBzDS99PaLTFmS58NX1R+B/NxyBly4+CO9cfqjtvFQIRu8IiixFZAEErMkgAPDgbw/aT/Sw4PUchcXqVKdoIoisAIoW/+aXQGPn+uwK9rkc89gPMVxldJEkIwbQbSMAu2Z2BQDsbt0N9BxjHJAlvHnZRH3z1GeTtz6gJLJuMLm6BbAAnNMJ9wD2/26OA5zSZ4o+3li30f6EplqaxWBZ44keRqHVAQzlAtUEoFhdHXAsUnjV4p5ogtjb1gwfB7hURxXnphjAeEICMBnhHcC1y4Db9wAzdoSe+9nfgLr29ck8ZlgPTBrYFdsenI4v/hZocSybMQdyEhRd7UyUCMrAmJk1aZY+fmf9O/aT+hysDzPgS1kLoCjLhgDkrdZTvRtIczUgs5vVwXzHCp8nMqKpCLKLD7zpFWUyS+g+zz7I2YbFD1/fAbczNS7TgqC5gI0YQABGHOAWQwCaix4HLQWT30sf/p55NQBgeYJbSGXRC4HjQpZBcZWwvwmhuibgmJmF5xo1EF9e/bLl2F2uNwAAFfsSKxHE19rs9/uTCziepMaVJV1xuoHMAmBmmJZJT43uUA1BjuMwsncBtj04Hfl+nSoG3Da3vatNamRZghSmDIyZM4acYdn+cOOHgZPUoG0AGMRVpmwtQFk2ZQHz9hbAmtYaQM1mPKTEakFNBWRZMrLIHYECsDirWB9Xt5n6Qi96NmDurM/WdP4CY4AieCECyFILDPC5uQAA9wAt8aHC9n3Xf399xD9DTvA4ZcU/CcTOAtiLJUcJNaEtgLnuXH38xJInbOf84+PVHVxpdBA9jUwAkgUwISABmApk5LH4wJs3ATNClM94oCfQHDywOBgcx2HlrOMxrm+hZX9dS/qUilEizAI28+9j/q2PZy2cFTjBZA3LgJCyFkBJUQCtBp7fZ2fOBMawPwAAxvc02mMluksvUkRRMEIIbFzA5sSQmpZAy8+6e07Qx68uqOj09cUCSVSLIGsCMIt1wdBLn/gVPzb/ne1pDXLdUqsj1DlZ6ZOET6QSvZDAwaFZwGxi4Jy6BbADLuCjb7dsJlpBddHTAh9ZABMGEoCpRG53IDOficHrVwN/son/e3QQULkkcH8EfHzVYRhYbBQbHXfvvI6uNOlQZAlafnWkAnBKnyl6fTcAqPPYXIxVN3AxV5+6AtBUA88RJAawpqUG+O15AED+6tf04wff/02MVhldWCtBpgBzGwRsv+BC7H/rLdu5Tb4mILursaOxClluq+s8GTPyZcEDkQMytDZo2UwAaqVP2pYts8xfeoGRyPDtjiAtKwceBQAoEpnVdG1VY2cuudNRBI+lELSdAHKr3VGEnWE8O3aMZeVhJDj0OMBEQvK0wMtxphhAEoDxhARgqlJYyvqrzmoALve7eP73aOYSXvdFu087/6aplu20iQWUJP0GHi4L2Mzc0w1X+RHvHRE4IZeV/+jO1aO20ZMUDe3bCxOAag08h70FsKalBpDbV8IomRBFnx5DOmjOWrQuXozae++zlD6Z1HMSAKDR1whcu9x48+PDAAAfXDnJmPtg8vXwltUECM0CyKl9cN39+ulzpPp6fWxOpnp3w7v2JzXF0Tog4bMVNt2TEgnRC1kxfi87C6Crb18AgLBrl+X7Ycfz057Xx82+ZmYEAPsseqiJMYmUXKb4muHhQifBELGDBGA60HsCcOEngfvfO58JwXbWDvzwr8aNKF1iAWVZbLcFEAAcfkkPr6/xs8rmMQFUwtdDlBXsa04Nl6cZSTbaoAWLAaxtrYV0+Xf6/j5GeFNKPGSwEAI2zt5r1Kvzbtigj7VEkDpPHbPk+3GwqRxMTRLGiyoiswC6Rfb/qbmA+ZwcOLp1AwD4dlpDWE4ffDoAYHDRYPuTFg/Th8O59iW7xQNO8mqhrmzbLgawpARwOqH4fBBra0Oeb3Jvo1D40t1LLWEl8zJuAQA8/NWGgPfFDV8r2ngOLq0VHMUAxhUSgOnCwKOAO/baH7u3q56BGQkT+nUJPynFYGVg2hcDqPHb+b/p40cWP2I9qBb9LVFr31WloBtYVhTIqvjx74LRLasbeI6HKIvYV9hb3//u2UYtvFtmr0SyY+4kk11jtDFrW7lKH2sCsN5bz3YU9jVOoFqCxpQW6ruSzQ0sq1bQDIFt81lGrKdmBfTtsFY1OL7f8QCAL7d9CZ9kE3Nsqn33eQaLf0vkBwZO8lpbudsIQM7phKs3Cx3x7Yi8JeL3O7+3bOdy7Fry8bLKwMlxghNayAKYQJAATCccLuD23fbH7unCrIHbF0R0qsun9NfHYgr3sNWRBEgdFIBZzizLdpPP1NFBtQB2U1jl/g8Wp1YPXMC/D671gu/kneiezdxWNa2GtaPPx3/Uxx8u7UAsVIIhCSIEAC5BQVZNvb7fu2mTPtZqAe5tUx/UznvfOME9TBweNdTIFv58ZcfrxMUDRUsCUQUgl2X8XbhLmeAX/CyAI4tH6uMJbwbvWGSmvk04wJVGD07yQpFCu4ABwF2quYEjvx58sPEDNphwCQBgc7dj9GOXvZYYbeH6+LahjeMNAUgWwLhCAjDdcGawuMBgQvCVEyPqJHLz8aaG5EneoioSFKX9SSBmzN1BJr9juG00C2B3jsXrtHhTLw5OkkwldOz64GartQBbTILGa/1OzVsb2hWW6MiqBbDXfoAzWYDMte+6ZTE3qC4Auw+DP9dPMzpkXPvOsoDjCY3ohcDBZAE0BKCrLxOA/havfHegKzwAVfBoPDB33YGtM5qIPui5GQ4eHG9/C3aVskSQSCyAB5ccbN3R7zAAwCCfUU/zm3Xx//sRJBlnYD7aeLIAJgokANMVTQheYFOfDjA6iUj2T9MZTgcO6sesEr9uS8y+k50J6wWsWgAjqAPoj393EB3VAtg/gwmeT5YneBB7B5AsJVACPztLIsjka9nO8pPwxqWH6HMuT8DG9u1BllgbtPxWq3tSMN3gNQG4r22f/UmSzOXrjyJ6rS7gTJMLWLN47QgsbP/41Mf18T9/+2fgif2EcpsvsbpfmOElL2Q9HiK4+NE/j51hCv0DuGH8DfpYVmSjvmhjJc4yhU5+EmdXcH2rgN+VofBwnJ4FzZMFMK6QAEx3Bk0L3Vbu3m5MCAqBsWmL1RpT936xNlqrSxxMZWD8Ezsi5e3pb+vj32t+ZwPVApgp1MMNdmdMttiucLAEGs19HnjT65HDMqFrW2uBYtWyvOYjTBlcbJmXyLFd4RDVLhi5akKmWy19IlRXQ/Gx2LYACyAAnD/bGK9mD2ulXawhBcmCIgnWLhCmm79bswDuDLR4HdvvWH385ro3A/8++h9p2eyam8CiQvKAVwUg5wwhAINYRO0Y1tUQwBUNFUDJKH37obZ79PH17y1v52I7l1WV9WhRMtFGMYAJAwlAgrWVu2ULMP3R4HPu78GEoGhkqU4Z3C0Gi0sQlI4ngWiMKjYuzH/+35/ZIKtI39eLYzf+utbEjWHqCLIoQtA+O5suGF0yWVJRnafO8nmgeTf+MMaoo/jo1wmUzdhONAuy1gc3Y9BAFgMnyxCqmNVXtwB69kHSkrIGG+IHH14KAHjm3PH6ru83BAnlSET8u2CY4t+00idibS1kT+hEqNGvj7buyOuhD4dyO1BZlzhlT/yRZa9RBNqmDZyGS7UA2glif8zXoxV7VrBYbxXHXmtbxdlL4hdP+88vN6AvtxsenjfqIJIFMK6QACQYOd2AQy5nbuE/PBN83n3dgVbm8n3kTKNpvU9M7UQQRZJ0N6Z/JmtHkRUZMLmGn3M9CQBYuCWICzBJkSTRcAHbfHaaANzbthcYfLxx4Os78K9zx+mb//5+S1TXGU0k0QcR0C2AjsJCveCvdpMvyiwCBw6yIqPOG6SDw97NlkzgRVuTJ/yCk1kWsCYAzS5QR2Gh3hpO2BUoUlZdvCpgn05moT48zzEflfWJKwCheCOyfrnVGEC5oQFSQ0PQef4sqApM4ls/y0gGufmDFRGfq7PZvr8Fg/gqsgAmECQAiUDGXwjctBEYdyEw7oLA4w8z91WPfFPD9rr29RlOOmRR7+XankLQ/nzxR6P49uyNsy3HynkmBB76KoGD2DuALJldwIFP/L1ymZWvuqUaMMcIrno/YG5DAmd4hkLWLYBqR5SCAt3qpZU+cfJOKGq9REsc4BkvGeNnWCZsnyLmBn7uhyQSxaIXkqKAVz245ps/x3FBE0E0rhl7jT7+tfpX44DpIepPjh8S2gIIxWdqAxdc/PDZ2XAUq7URI3ADH116NAD1oRIArjG6PWX+7ybL3OvejU/y0EmjeqFNcbMyMNQLOCEgAUjYk9cDOPUZ4NRngYs+BbqPsB7//UVwHIfykjwAwPZ9KS4AFclkxeqYCxgA+uUbXQ/uXXQvG2SzC/3njmkAgJ37E/gG1gEUSdSzgF02fXB7ZDMX3u5WP3emejNbf6/RB/eUp3+OziKjjKwWgtYsgHxBgVH6xOYGv3afKa52xOnWg4qCCf2KkGxwsgDF3AXDZb35h0t8uGjERfr4sq8vs52TxfnQ5BUT9kFBgU+3fvFhrF/uPur3I4JSMNP6sWuHbjnuNsg4uOxNLLl9mr75aZwSzRpbPXBBZFnAajwvWQDjS9ILwIqKClx66aXo378/srKyMHDgQNx1113w+WyKhpqYOnUqOI6zvK688soYrTrJGDAVuNLvxjvnJkuG8Pz18S8zEFXMiQyCjO2XXIL6D4NkULeXycyyMb5Hxy2LiYzVAhgonrUCyG1iGzyiBzjxYeOgJCLTZXwuO/Yn54OG9hloMYDMAhiY+OBWLaStoun35HngLKM/Mu4utJSDSZY6nJzoA0wJuv4xcOESH/zracpK8N87Ua2AnCLo4gchYgCB9iWCDChgiXzbGrbZHu/6yz2W7bIZc8KeszNRFAW/r98GJyejzdILmCyA8STpBeD69eshyzKef/55rFmzBk888QSee+453HbbbWHfe/nll6O6ulp/Pfzww2Hfk7bwPIsPNHNvN9SqLanmrqqJw6JiiGxYAN3Pv4/WhYtQ/Y/b4auoaPepHjnS6AYiKzLQwpI/elf9T9+f6E3t24NsaoPm5BxoWbDAEteU68pFhoOFE+zz7DMygQHgEXZju/qogfquXzYH6WiTwMgiy4DNbdNcwIW2Fq9TB50KwNQNRGPEaZbNfl2y9fH89cmRCMJJPnCyyQLoVwTZVaoJ4uClT54++ml9POZ1IwYZrmzLvDVVkcfNxRafKf4ttPjRE0F2hG9xV1ZQBoDF0Tb61GvH9aa4yYXP4Iu/HW55z/wY1gZ8Y9F2dOPY/4mH541McLIAxpWkF4AnnHACXnnlFRx33HEYMGAA/vCHP+Dmm2/GRx99FPa92dnZKCkp0V/5+REUHU13/ApIXzmS3dD2t4S2uCY7nNoKziEpcMz9Xt/fESvgMX2NoOx317+rN3A3c+uH8QvW7mxkSdKzgEf/+zvs+POlqLrtH/pxjuOsJVAGTDXe7GE3DbPF6+KXjdZ6yYImgrPUPxM+J8dU+mSXXtqka5ZfNxAz4y7Uh3yT4cb7NVkSQRQfoLmAHQ5wDqvF291XqwUY3OI1tXSq/YGz39SHDkh49rvN9vPiiCjJ4DgRDpssaDsyBrKHH+/GTSHnAUCOK0fvqFPRUMF2mlsJAhi572t8ds1h+valMewO8smySpzjYL2+2ygGMGFIegFoR0NDA7p0Cd+v9q233kK3bt0wcuRIzJw5E62tod1LXq8XjY2Nllfa4cwAehstma5Y+ac4LiZ2sE4gHAZVA1ybUaai5ZfIWueZMWcRz902Fxh+qukYEwKrK1Pnu2WuA1jyy0YAQPP8+VBkw4UX0AbNzL4tcDmMS5WYhPUAFdUF7NaKIGdnwdWzJ8DzUDweSHvZ772ndQ+AwAQhAMBRhmjGE8P14Q8bk8MCqEgeIwPYRvxoMZG+ykooUvBizhcNN2IBdTdwn4P0feO4TahIwJhkjyiDgxix9StjCHvo8axaFVFt0P4FLDlva8NWY+fNJiH80WUY3TPH8p5YuYKX7qjHZc4voQDUCziBSDkBuHnzZjz99NO44oorQs4777zz8Oabb+K7777DzJkz8cYbb+CCC2wyXk08+OCDKCgo0F+lpaUh53eU3a27Meq1URj12qjwk+PBZfNtd6daAWMznMISGcpq2e+YOXo0wHHwrF0LobrjPVlX7FkB5PfRt6f1MW58qVJaR1bLwHB+ws3c91WzfOnZr9evNiY+zere/e1oI7B9Q5K1H1RUC2CGavngMzPBud1wlrAEGJ9a+qQ4uzjYKYD8npZN7fMI2mUm0ZDN7s9AAegsKWGlYQQBYk3wkJLrxl+nj7/a9hUbZBrtK0fx9nFw8cYjSOA40bYOoh1u0/3FrjSOP/3zmQC0xAHm+n2f7u2Gtfccb9n1+YroJoWY3fECAMnUCYQsgPElYQXgjBkzApI0/F/r11uLXFZWVuKEE07AWWedhcsvvzzk+f/yl7/g+OOPx6hRo3D++efj9ddfx8cff4wtW4KXVZg5cyYaGhr0184IinR2hGM+MFyEo14bhaPePyoqP6fDcBwwyChQ61Ajuxs9qdfHVkdmFsAedUzEZE+YgKxxrEZd07fftvt05u4G5tInD403LH8nPvVjBxebWGhFkLv7hWV51hqZrgFdMAr6wJ+rphoC8Pgnk+yzEb0QOaMNGpfJEhrcvdnvKexibbqm958OgJUasn2gGmRkc07IZDfuzbubo7XqTkVRQse/cQ4H3L17AwhdANltKib+95/+HnC8kEvMz8MjSOB4yXABh7F+mcVR28qVIWYyNAtgQCKI+WEKQHZbDQYUG5bAv72zLKoP7yf9y0ggbOPVZDCyACYECSsAb7rpJqxbty7ka8AAo4VZVVUVjjrqKEyePBkvvPBCu3/exIkTATALYjAyMjKQn59veUWDl49/2bK9t20vfqtOsLinI40L77XOjwEAVYlcgPUA4dQyMN1Ufebq1Qt5xzCh3jzf3iIaiqvGXKWP6z31+rigyrhYbtnT0rHFJhiKLEIEUNxgvcl41hkPcAECkOOAkx63zM9yJ3GWtOSFCBgu4CzWB9fVi9VA1KzIfXL7wME5ICkS9rTtCTzPxL/qw0N3GdeJZm/iP3wpsqDXwAtWAsVIBOnAw7UaSlGMegBAXYLFJXtFFgOou4DDWAABoOhCFvfZtmx52LlBBWChn6fqiRGYf6O1fV7/mXOxfV/nXm8URdFdzC61kaaHY5KDLICJQcIKwOLiYpSXl4d8udUvT2VlJaZOnYoJEybglVdeAc+3/9davnw5AKBnz56hJ8aAg0sOxlGlVqvfpV9fivPmnAdRTpALfenB+vA6J0u4ee/36FhEEwI1CaSwmYkYZ4/uyDuGFV9t+e13SO2MBx1UZFizNtWbgrxXvnvga00wWBcVDl38vLa+bcaNyrYP7sgzjPFy1kf50AFGbG9ShRyIAiQFcGs3vkwmAJ292PVGqGIWQJfDpRfG3t5ok/052LAAZm78TB9X7E2ChwVzF4wg4selXn/FmtAZqn8e+Wd9XNOiuov3sFaB5zlZssHrC8Nnz8YSjyABkIzPwB3e+pU9biwAoG3p0rBzNQG4q2kXBNmvDuIN1n7tXO1qbH1gumXfkY98H/ZnhML89yjJCvrPnKtvH8yzh702jiyAiUTCCsBI0cRf37598eijj2LPnj2oqalBjSmGpLKyEuXl5fjtN2ZF27JlC+69914sWbIEFRUV+Oyzz3DRRRfhiCOOwOjRo4P9qJjyr6P/FdD+aNXeVRj3xjis2hOiLVIs8Su9ICRJPbKOwCkSa+Wl1XHLL4C7rAzugQMBUUTLgvYngwwpYkHejb5G4GCjsO2RQ4y4nXlrk7++IsuA5VCkeuYc3dQOBxWGANRjAD2mDhhZhcb4k78CkohTx/bWd32xsuOxlzFH8oIXjVg9Pou5gHULYJURh6UVC7cVgH6M6MkKsWvlmBIZBULYG78WEynUhP6/vX789fr42NlqOEXfSZY5T3yzsWMLjRIenwRwUshEGH+yxrP4V8+GDZBbQov8Htk9kO3MhqiI2Nnk9zBe0Nu6/dzh4HkO5x5izRQumzEHkqxE9HDV0Cbgr28uwZ2frkbZjDnoP3MuymbMQdmMORh421zL3LfdD7DfQ3UBkwUwMUh6AThv3jxs3rwZ8+fPR58+fdCzZ0/9pSEIAjZs2KBn+brdbnzzzTc47rjjUF5ejptuuglnnHEGPv/883j9GkFZcVFgOZDz5p6HrQ1b9YzBuHH07ZZNB58kwegdQJFFKByHbC/bdhQw93/u4aysQvPP7e9QkedmN+9ltcssLfeev2C8Pr789diVaogWiixDBNClid1Ucg45BADg275Dz/bULYCtIWr8vXue5YaV5UoelzAn+cCbjPdcBqt7qAlA0ZRIFFYAXvixPsyvZS3RZn2+pjOXGx1MRZCDWb9cJZFZAG0TXyYahfydSBBPiQmf1wOJh9EKLgLrl6ukhFmJJQltq0I/+HMcF9wNDATEAuLTq/Hg6aMw+0qrcB5421xdzP26dR9qGz14ev4mHPnId7rAK5sxB2Pu/hpfrq4Ja2n98RbDm9XGceAUpV2fARE9kl4A/t///R8URbF9aZSVlUFRFEydOhUAUFpaih9++AH79u2Dx+PBpk2b8PDDDydkHUCe47Hq4lWWJ14AOPWTU3H0B0djZ2Mc3a4T/k8f9sS+lG4HJynshqJZAPk89l3JOXwKAKDlp5/b7ZLcuJ9ZKF5b+xrQxSh0nPlw72BvSUoUmVkA89WvR+bIkeBcLig+n57t2SWTuXarWqqsn+PtpoecTUahbAC467MkED0asg9OzQKYkaELGFdP1QJYafzeYQXgwKP14Tvu+wAkR/tARTEyYBEsBlC3AIYvLP+nIX4lqIqHAmq3kD4c+94kUpcUwdsCASb3Z4hewGa0h4S6t94KOzekACwsBU56zNhe9mbYtoJnv7AIEx+Yj8fmbezQ9f3pc8eh75p/69ttfQ42vgMgC2C8SXoBmC5cOupSzD4lsDbY9I+nx69kjNvIJOvKNeCHjXG2SEYRRRHhEhW4VcOCI59Z77IPORhcZibE2tqICraa0XqbDusyDMg0PXyIHnx6tVGwdWeStj/TUCQJgqkIsqOgwAj2385EjiYAAb82aE6/G0StIfoqkyjpiJd84LQbf4bxO7nUGEC5tRWy2h2lX17kLuBkgjO7gIOIH6dmAYygtNIVY4xSXw3eBpY4JLLvxHE8s5zfN2fdgSy5UxE8LRA4rt3Wr5xDWIJi07xvws4NKQABS6gJAODuQnCSgIqHTsL/TS6LaD3B6F2YhTtOZvUpbzl+KL742+E4ZWgu8O29+hzPxL9YBSBZAOMKCcAkYmiXobhk5CVBj496bVRg8G+0KWUXp34cK0abVIH57UCGiGwtzIrjwOfmAgD4jAxkT2QuzZZffmnXOcu7lAc9Nqa0UB+/9Wvw1ljJgFYEOcvLvht8bq7e9UETgDmuHL3Xa22rn/vvuPuN8X8mY2TvxLPUh0ORfODVNmjmBAg+MxOOriz+UcsE7lfABODOpp2Q5CAFkceca9kszsvo7CV3OgrEsDGArp4lAJggDpdYpXW+AIBvtlvF0W2udwAAry6o6OBqOx/J0wwfx8EpqW7wCGIAAaDLxUbh68avvw45VxOAejcQO/xbet7HYo5n/WEEKh46CRUPnYT7ThsZdl3f3HiEPr/ioZPwy4yjcenh/VHx0Em4+qhBGNm7AHjImoHc5nSRAEwgSAAmGTdOuBErLlqBmYfMtD0+/o3xGPXaKNzw3Q1Yv389mn1Rrom1k8UgneNgtfB2JWgT9gNFViTkqPF/fF4eOFOmuRbT1rp0SbvOWZzFLrzr9qtWii4DbOc990Pw2pTJgCKL1jZouTlw92Mix9xLuVcOc3XVtvgJwMnXWDb/eqSRQb2nydv5C44CsuwNKn60zFctEaQkm4kgQRawfr+11qnO0BP1IQcZe5u9CV84XOGksNYvPisLjiLmkjQnxoRj1sJZbJBZGHDMKwbvKhJLvK1NTAC20wLoKDCKXO9/5dWQc83FoEM+jB92nXX7peMsmxcc2g8VD52ErQ9Mx/c3T8W8G47Ag6ePwvp7T8CKO49DxUMnYVD3vODnlyVgVoF13xG3wCNau8FwHajYQXQe9OknITzH47xh52HReYvw7DHP4sEpDwbM+WbHNzjr87Mw6Z1JmLt1rs1ZOoksdrEeyLOLdarGAcqKiBxV2zr8YkWzD2YlcVoXLITsiTwbU0sCAYBWoRW4wNS/2s/ykwx13oKhqEW09QSa3Fy4+7MbldckAHvksPivAAsgAAw2blDHZhhu4NWVDYFzExBF8ga98euZwJXsb8jBG8ktr6x5xf6EQwwBWO6ogqIAe5oTWwxziKwLhrOECWCxtgMZ8Kf/N2DXPz5ebTMx9nhamiFwCNkNJRg97rwDANC2bBnEvcETpfrm9wXP8WgSmqwZ9f4ce491e+evTLD5iUae51DWLQeDe+Th3EP6ItPlQEG2jXDd8BV7/9e3A/u2APfYtGI9+na0iW1wUR/ghIEEYBKT48rBEX2OwMkDTsbEkolB5/39p79j1GujgruTDoSptwEACsFKFPz7+8Rrwt4ZMAug6sLMtz75Zo4aBTidkFtb0TRvXsTn7J1rKmmy9Qtr8/Z7umD9vSfom68vrOjYwhMBmXUCydIsqLm5cJcxC6BQYcS59chmAlCv62bmvPf1oXv+HSjtwtzF+xKs2G8wZEsXjCAC0Cbu7X8V/wvYB8ASG/mg4zkA6PRCvp1PeBcwALh6aIkg4QXgbRNv08eKolh6AvcCE0qzl4RvoxYLlm+thI/jIu4EYqbonHP08SY18cwOt8ONPrmsu8zW+q1B5wEA7qwL3Hd3ISCpCi2YBVFoAx4bxgTfP8vYv++czY4teFpv3WhBdTt7JE+7LaBE9CABmCK8ePyLWHnRShxSckjQOWPfGGs0T+8sdv0OAMjm2N19Z11qWgAVTjKSGLKtDdU5jgNEdtHc/fgTEZ/TbOn5qfIngLeWNck0lTl5+KsN7V1ywqBIrIai4QLO1fuc+qqq9FIwJTnM8mNrATSX/di9FpMHsLIxlUkSciDLPjjUEii8M4gANLk8rxgdupe5mbE8u9Ev2hLC4pMQhHcBA4Czp2YBDJ8J/MdBf9TH+zz7gGzD8rQg81p9nAi9o1taGiF0wAUMIMBVKuzeHXSuFgcYNHxAg+eBf9h8xvd2ZaLu7kL276wCYPVHwDOHsPH9JUCT+l1tsxGR/phiDht9jSYLIAnAeEMCMIXgOA4vHf8SVl28CqsuXoWVFwX2jxzz+hiMem1U5yVrqO2XAFZ7KxnKUXQERZb0Nl6cWsTXTMmsuwCw7MWOfLYH91A7q5hKfPiTrNnAiiyCE40bH5+TC2dJCbsBCgKEanYTCmkBBICTn9SHvQqY++z9xUnSfSakBdAaAwgAfxpqlDhpFYL8v4843bL5r28T3PpuKoIc2gKoxkBWhxeAmc5MfRzUWorE6B09vKtDTQJRd0SYBKJRvtKoCbv15FOCztOKQD+y+JHwJ3VlAX9dGH7e7EuAvR14CL12mWWz0dtIXUASCBKAKQzHcVh18SpM7jU54Njo10d3jku4/CR92ItjFogmT4wzkWOAAlEvAcNnZgYcLzjtNH3cumhRxOfVLBgeSY0dNPV6xa7FFjfwlIe/i3zBiYQiwWH6SvDZWeAcDrh6Mxe4sIvdsHrmMiH0c2WQotrDjJvedb+w4rXJUgpGkX269Qt+sV92LmAtQQgAjnjvCPuT9jHaMSZi4WMz7KFIjigGUMsEtnOJ29E1s2tE81p98f2MOKENPnTMBQywmLnS/7IYR7mxUc+g9+ew3ofZ7g9Kj+HAPw6w49CUm4Fz3wOu/AX40+vAjB3M8ueX2NbgbdC/A7yLYgDjDQnANOD5Y5/Hb+f/FrB/7BtjD7x+IMcBxcMAAGUce2LftDvKmcdxQIakC0DORgCaReGOS/4ccDwYhWrWYr23nu3oZxLrLx5jcQMnK4okgtPEj9ulu7P0WoA7mQDsnmWU9RAkm4eILJvAcgBtvsTI8gxFqDZomgCU9u6F7GWhFOZOF14pSHLHeKM8iPbwlagIkmK1AIZw/2nfC2FHZOWPpg9gPW2rmlULqukhasVthngefmdwC2FMEFqsWcARFoI2kzvlcH1c9/77tnPOGGz00PaIESaluTKBmZVMuEXK6HOAP77AhN4xdwBDTwBKRjKvUGaB7VsafA1GGRxyAccdEoBpQpYzC7+f/7vtsVGvjQp+k4mELizm5JgezFW1MQHibTobBSIyVE1iZwEEoGe2OrrYCxU7ijJYFnW9p57tyMgNmHOnWlwVAOpbkyPpwYIsgDN1wdBw6zd6JgAHFhrdUCoaKwLPw/NA9+EBu1fuqu+0pUYLWQleBJkvKACXzfpqByt9YusGNn1XJvNrkJ/ZPpdiLBEEATKnGK3gQli/tBqRQnW1LohDoSVT6QLwyFv1YwWP97HMjWedUofQ4pcF3DEB1PvpfwEA9r/0MqTmwIftvvlGMtmTS5+M/MQZuUy4zWqwf91Vb90+/XlgzNntWnuDt8HoA0wWwLhDAjCNyHRmYsVFK3DHoXcEHDvozYMw6rVRweONQlHEhM8QF8u6+2R55QGtMxFRIMMtqjevIAKw31tvAgCk/fvh2RhZI3qtA8beNlNph37GUz52r8eZBxk3sbXVoYvjJiKcJIK3af6uWwBVF7DZ6rWgaoH9yQ4yrKv5DiYO9idDJrAiBk2A4DhOjwM0d8D4/k/f6+OJbwfP8geAUdw2NHpEtCRouSCPpw2iKf4tlPhxdO0KPi8PUJSgbk4zWh/pb3Z8wwRetvUB7Jk/9tPH/WdGsSRWGJxCE+sEEoEbPBR506bp49qHHgo47uKNz/atdeHbx0WMXf/ldrKxbiPFACYQJADTDJ7j8aehf7JNEAHYjabdQlC1ABaL7Al80db9B7zORCMSC6CzSxfkHXssAGDnlVfazvFHq323u9WU1XfRJ8b43xORn2lcKM/776+RLzpB4BQBvKR2wTC1QXP3tVoAAePm9ejiR+1PdtCl+vDvpayAdjJknisWC2Dgjd8uE7hrVgSxbaqrbbSzAgBQlaAxkR5vG0ST9StUAgTHcUah8AgEYGme0W2iukUV0Idere87ufJpy/xdcfi+eAQJWVKz1QXcQRcox3HIGjMGAND0dfiyUx16qI8CmvXVZfMwSMQHEoBpipYg8umpn9oe14Tg1oatqGquCu06US2AfRQja++ln4P0okxSZEU2xQAGb7uVf8rJAACxqhptq8IXoNXaWVlKnzhC3xiSrt2eJIK3Kf7q6qNZAI06bZkOe3GtYyqHcX7NwwCAV3+p6Jx1RhElhAUQAFw9AwUgANx80M36eFG1TXKRmggyCqxbzK4EFYBNzS0QEZkFEADcA9g1xbclTC07AMO7GmEBuhv4hAeMCSvfxVuXGRbUw/8Z+2SqfS0+FHFNHWoFZ0evR9h3P1gyyK0HG27wcNbjWNEisDqVZAFMHEgApjkDCgfghWNfCHr81E9OxfEfHo9L/he8B7FmAcxs3gmAXdw+XpYYxVc7C4UzysDwmYFlYDTM7pm6N98Ie16t9Emz0KxfIAEAE/7PGDdU4qOrjOSQ6obIu40kAorsM576zTGAfVjsltzQAKmB1Qq7+eCbA94fjqok+DyUMF0w9MxXv/pu5oD+y7++PPDEfQ+1/JQXfwovmOJBU3MrRI6LqA4gAGQOGQIA2K+GVYSjIINZQrc22P/+k93WEjmxzgjetb8VeVwbKwTdCYWQ3X37Ims8K7hs1x/4wuEXWrbD1gSMAfs9zDOUrbDfmyyA8YcEIIFJvSZh1cWrsPTCpZYbjpkltUsw6rVR2FS3KfBgQSnA8YDQikOLmUrqmpP4zenbgwyTBTAj+O/G8Tx6PfxPAEDDF3NCFmwFWDeXPBfrLGKxAk5/zBg/MRzj+xbpmwsTvuCvFVnx6cVfedNnx+fkwNGNxW/5drIHhiP6GFmblrhIM+e8Y9pQkONO/ExpBWLIAsBO9XMQ9+yx7M91W5OCAqy/h16lDw/mNuCXzYn53XBzojUBIkwGLK/2v5X2BG97ZkbLdl1Sa+rHbep0wb18POZca8TWxjojeH+LD3log+cA6gD6k3sE6whS9847tsevG2/0+z3r87MO6Gd1Btr/jSywewRZAOMPCUBCx8W7MGvyLKy4aEVQIXj6Z6cH7nS6gQKWqDAiiz3l/bBxT/K5KkMiR+y6yD/lFGSNHQtIEva/HKSXqwm9B26L2Q3sd3Noq9eHN32wAsmEJJkFoNXF6+qt1cBjrjstoB8AftwVpHivqVj2qfwvaPFJCf9dk00lUPzrAALQhbCd4Hnv5Pf08eq9fmEFbqMrzTGOpZg8MLKaeLHG521rlws498gj9bHcEr7FnRY7OnebKcnDr3vGiMrZlm1B6uSuSCF4b/FO5KIV3k6yAALQLYBiVbXeTcfMZaMuO6DzdzZ3LrgTAKgXcAJBApAIgOd4zJo8C/POnGeJJdGwrR2oxgFeMMS4qM5dFb6Sf7IgQzYu3GGe3DmOQ7erWC2yuvfeg7g/dFKMbRwgABz5d2P8xEjLoUQXPGZkWTCKaPtZT13dmfgVawMtpXctuMv+hC5DRA7g2XdsV4K3hFMghcz+dHZjhZ/9LYCANcbtvLnnBf7fdx8BANipdIecoN8LwetplwvY1d2oCdn07bdhzy8pQWpBXmVKmppzIy481MgIHvyPL2OWEFLT4EFffo/FAtiROoBmsscbPXfbVton9X38h4/18QHXfD1AtIc76gWcOJAAJIJSklOCC4dfiFUXr8LY4rGWYwEXEzUOsD9v3MivfntptJcYMxROAq8LwPAux5wpU5A5ciSUtjbsf+XVkHO1OECLBRAAjjIa3cPXhPk3GVaR3U0HULcxxkiKEQPobwF06l0f7OvfheM650cAgJrGxI4DlDnJVAMv0PLhLFZdwPv3Q5FDW6b++fs/rTvUsif/cL6VsBn4ouCFr5018LR6mi0Lwrcqu3HCjfrY0u+8e7ll3j0TrILv8H9+B1mOvmjeXcNKY/k4zpQFe2ACiHM6kXfccQCA1t8X284ZVDTIsv3Zls8O6GceCFpIx4Si0QDIApgIkAAkIuKN6W/gqjFXWfbtazPFG0mqiefHh2O4qtihmCyAkcTuWKyAb70Fqb4+6FzdBexvAQQs5SwGdjWST7buCe8WSxQUWbSNAQQAd5/AUjD/Pe6/+rhNjMyyV5voAhByaAtg166szpokQbKxGC+/cLk+DqjtVvETACCbYw8FsRA07UXwtln64HI2bnB/8k9ibSYbPv44zEzgzCFn6mNLSSUAuNFIgOBeOhY3HzfEcnjGR/bWs85kCM9iXD28+TM4cAGUMXgwAGDP448HnWNO8vvHz/844J95oGSD/d5kAYw/JACJiPnr2L/iqNKj9O0XV71oHDTFrJ05toc+/vf3Cd6gPkJkToFDs+D4x+cFIfco9lnJra3YeOikoPN49c/wg40fBB7sOdoYz79bH762oCKiNSQCkiIEbaPnKmWxo+ZSMBNLjLIV/1r6L/uTDj7OtKFg1a6GTllrtFC40DGknNOpJ4IItYEPAg7egUNKDtG3m3ymbjum4thAYtZFFAWPnwAMf/Pv+n8X62O7jhdmnLxT7whS2exXiD6/p2XzmoJf8OV1U/Tt9xfvwowPoycCvaKE/hyrT+jlOFMM3IELoMwRRnhAMMvxpF7Wa8+Ud6fYzosm5r7zpRnM6k8WwPhDApBoF/862rghv7nuTTR41RvvCUZF+keLjCf2h7/aELO1RROzBTAS6wXArIDF11+vb9d/8ontvOLs4uAnGXOOMf7lKX24Ignan2kosmDc9Pxu/Hrbr52GBdDcEWTl3iA35jNf1oc9sR8fL0vc7jOKJEDiTLFPQSzITjXuzS4eEgDOGmJkcl4w9wLjgNr7tkXJAKBgyfY6JBqiz9uuGEAAcPXurY8bPrGvV2pGE35PLX0q8OAVPxnjz6/DsJ75lsPv/r4TZTPmwCN0fl/pNxZuR3+1T7rXXAi6EyxguVMMMeerqAg6b/5Z8/Vxvbc+MNwkyox9Y6w+7uJknz1ZAOMPCUCi3Rze2yinoJcXcJlq4y18xjI/mRIWgqFwiu7CgyPysiNdr/iLPq6eMdN2zuReRo0/QRJCnu+5c1jAf6/C4LUIEw0JomE99bvou3oy64zc3Ayp0Whzd+UY1kll5Z4gAjAjTx+W8zuQm5G4fXBFwQvBbP0KYvnRS8HsDUwEAYDjy47Xx5Z6d4VMROdwXnRFI578xqZUU5wRfR74YCqCHOHNP2Mwi2FrjiARRGPZ7mWBO82WdAC4pxsqHjopYFr5HV/hsxVVkDrRjf7KLxVoVLIhAJZ2eHwnWMA4l0t/cGic+2XQed2zu2NE1xH69rTZ04LOjTpaGRiyAMYdEoBEu/nPtP/oY731kh/XTxusj+PZf7OzkCHDod4T2pO9x3Ec3AMG6Nt2RVt75vRElpMJugD3FQCc974+POET1gJqyfa65BHWsqkLhp945rOz9Zpvoqlm4kE9DtLHX237KuTph3C7sHVv4sZECl4PBA5hs8idPdSMaJtMYIB9l26acJNxXll9WDBlRffldmPH/sRzAbMYwMhawZnp9lfVurlggW2pEzPm74wt15nKJ8kCsHsdlt5xbMC0a99ZhoG3ze2U8JX9LT5U1rfhRudstPA8oChwajWoO8kCpn1vfFtDFwF/7cTXLNtPLnmyU35+OHY2Gdb988rPg0J1ABMGEoBEh7hn8j36uKYlsNzL9dOGBOxLZmQopiD+9hUeHjh3ji5y7OoCchyHPnksFs58sdQpOzxwH4BftyVmxqc/EoSQ7nNXd7UEikkATuxpxAHe8uMt9iceOh0AUMQ12R9PEARvm9UCGOTGp7uAd9sLQAA4b9h5+vj6764POP6c+4mOLzSaeJusfXAjvPlrcbQA0PBp6AzWS0ddGvI4isqAHFO4xb8PRRehFsvuOBb3njYyYPrDX21A2Yw5KJsxBz9t2oN/fLyq3Qk24+9lvXp5TkEzz4FXjJtuZ1gAAaDLhSwcwC521EyGIwN3TTJKK720+qWYPERO/2i6Pv77IX+H4iMLYKJAApDoEKcOOlUfP7r4UTa43OSm2b0O503sq2+2+To/tiaWKJwScR1AO/o+/xwAwLNmDcS6wBit0lyWDWsrAN05QGlgP8+NtYktfDQURQpp+XEWM+Hj3zWF54zLk21D+w3Msnyl8wsAQLM3tu29IkUQvPCBC5tF7tSEcIgbudth3DTtCmV3RWPAvkSA8zW1OwkEAPisLORPZwJiz1M2sX0mRnY1RJwem+zPLX5WvSdHoijbhQsP7YdFM48Jeu4LX/oNb/26AwNum4vjnvgBS3fUQQxRSNojSLjwJVaDkAOb18zzeiws0HkWsIyhrNSNd/36sCWEzNnSADD69dFBZnYOa/atsWzzHE8WwASCBCDRIcw35/9VqG2VckuMCd/eh/tNT9XD7gztxktoZBmSyYXXnhhAjayxY5ExfBgUQUDj558HHO+bz8SyrQAEgOmP6MPzu1cAAL5anRyFtmWYXMA27vNglq9fzzOK+EbS0D4Rkx8AQPR62mkBDN0+sFdOL32sW3CmzQIA/CizG3oocRIPeF+z9TNoRxhFl0v+DwATxsESqQCgMLNQHwfrCQwAmHytdfvr2wEAJQWZqHjoJGy+/8SQ69lY24zT/70Ag/7xpW4h9H+V3/EVftrE6t6dxv8CgAlAp+k5uLMsYBkDWA1WuaUFvi1bws5fdfEqy/ao10ZZayd2EnWeOpzzhZHEdsqAUwAAis8HoHOyoIkDgwQg0XnkGzcm5JVYsjmTGlmEaInh6tiFq+gsljBT/8EHAa6X0jxmAXxz3Zv2by4xntTH1zHL14Ik6QksK2YBGCiencX2XTAyndaSMaLsZ+G78BPLZqJ+20TBx2IAw4gfrfuFsCe0AHz2mGf18eJatQCwKxsAcLRjOYDEE8MOsaVDLmAAyBo1Cq5+7AGpesbMiNyWX1cExtrqHHevdXvhM8CsAsDHrMxOB4+tD0zHNzceicMHdbM5QfvI49h5mzmrADzQXsAa5s/Su21bRO+Z88c5lu0xr4/pNHewIAt4etnTOOK9Iyz7H5jyAACTAOyEOojEgUECkOgwpw82+gIrisIK2Z7xEttRzQKu+xQZ2arfro9t6YHOQpEFSCYXXntjADXyTz4ZXGYmvJs2o235cssxs9gJEDoA+2xVumYn15OzooRuoxfK8vXQFKO80Lg3xlkPdjdqoA3ldiRsNxDRp1oAw4gfLZhf2rsPihjcnW3u7vDBBrV2ZFGZZc72fYmVCOIWm+Ezi+B2Wn/K3jKKX9fcGaRFoImgD1Iat9vEWT7QE5hzMwCA5zkM6p6LNy+biIqHTsKimcdg7rUdq593j4slXzQX9jZlgrs79QG54NQ/AEBEFkCAeRweOeIRy76OuoNlRcao10bpr/FvjMcLK1+wzFlywRJjfhsr7s5nJU8lg1SFBCDRYWYcMkMfNwlqPFpPlqWKXb8Dohff3Gi0L/vzq/btihIdWRQiyuIMhyMvD/knnAAAqJ9tbUx/QtkJ+nhB1QL7E+QygTDV+52+q9WXmHFvZsx9cG1jAEMIwJMGWEt1WKwUeUbB8T87vkJtQ2IKQMnnUct/aCVQ7L8/jqIi9vkoCsS9eyM6d4kWdtF9mL7vJH4Rbo1iYeOO4JZarDGA7fwbcnbrpmfTe9atCzov15Ub4QndwK021rLf/8usgW+fDfiMzPKSgkwM75WPiodO0l9bH5iO4X71BDWW33ksNt1/Iir+MUHf19JcY7SB6+T4N60jiHdzZAIQAE7ofwLePfldy75Rr43Cij0rsKNxR8CDqCAJ8IgeyIqMryu+1gXfmNfHhPw5X/zxC0vsqtzCPlc+N8L/KyJqJG7xLCLhyXJmoSCjAA3eBtS01CDfnQ90GWhMuK87MmcldoeGSJBE0VLEFhF2ArGj4LTT0PDJJ2j+/gcosgyOZ89g5gvk1fOvDojTAQA0B1pQN9Q0YVzfog6vJxawPrhsbB8DGJgFbKZ7VnfsbmPHXl/7Oi4ecXHAnLOd3+MfiWoBFL0QEL4PLsfzcBYXQ6yuhrh7N1wlJbbzAODOSXfinoX34JXVr7A+uIVGwtUZjh8xRz4UiqIkTBhGptQakRU0FKX/+Te2nHAiPKtXw7NhAzKHDg2Y8+oJr+LMz1migyAJcDlC/JzsLsCsBmD1R8DsS6zHNn4FPGAKabllK5vfVMNqnmYVguc5zL0ujFXwMWONTb3GwFm5A0DnZ8Bq4ti7LXQpGH9GdB2BC4ZdYLGYWoqMHyDLL1wOB2/1mMhqVxc+J7vTfg7RMcgCSBwQWradXquN9/tKKQqeu2C8vvlJAndsCIYk+iAB7e4EYkf2+HHgc3Ig7dsX0pJhy/8Z9RSn8ssBAHNW2tdhTCRkSCGtpy6TBdAuDmn+n4wuBnrGuQ01CWsBZIWgI7EghxPDGuaM1/X71V63PccCABbJzBo4e8ku/7fFBa8oIRut8HKc4QLugAB09+uHvONZMeyKM8+ynTOo0HCPf7H1i8hOPPJ04IKPQs95ZABwdyHweDnwz37Av8YDO34FgsXNCW3MkmiiZfC0qFkA3WUsEcS3rSJsJrA/fz/k7526FgB4+uinseriVQHiDzAsgA6yAMYdEoBEp/DfVf81Ng6/0RivfA9HlxuuuuvfWx67RXUSsiQwC6B28e5AFrAG53Yj+xDW07X5++8tx249+NbQb+5ndAx51f0wAOCXJEgEUSwCMPCzc6hJIIogQG4IbzG2dEuZzgThd9KYhI0BlIS2iEug6IkgYWq6lXcp18d6t5QuzAp0nZOJmVtmJ4YbuMUrIRce+IAOu4A1ul7Kav0pgmBbTsksOO5ccGfkJx50DHBnHTAkdAawzv4twMvHMVE4qwCo2w4sfYONZxUA9/tZb3sfhCax1RID2Jm4+5aCc7uhtLVB2NV+4b/q4lWWOL328J9p/8E3Z36DVRev0l9TS6cGnW9YAHM69POIzoMEIHFAHNbrsMCd00xB2jsWwu1M7q+ZJAoQI6jjFil501gbpuZvv7Ps71/QXx/bxgHauPPWVSdm3TczMuSQMYC82w1HYSGAwFqAGvPOnKePx79pWJTRlYUcHOVYgTVViflZSILPYgEM9f1xdle7gYQoBg2w4uFnDD4DALBhv9pvew0Tfjmc98AW3Mk0e0Tkcm2QFE6/4XTUApY1yrB81j74YCeszgTPA+e9y9zCd9W3771PjQY+uyb48cvno0VoaXcdxEjhnE64+/UDAPi2b+/QOdwOty7gtBJMXTK7WOY4OSc+P+1zi9g7vPfh6JHTw+6UAcg+n14HkGIA409y35mJuDOs6zD7A2prMyx5Fdi/DfmZxk3v162Jb7Uyo0gCRMDUCu7ABGDO4Uw0e9auhbjP+CzMPZavmHeF/ZtHnmm/P4GRIYctoROuC0ZJTpB4OFPtSQ4yKhKwJRzLAg4fAwhEXgsQADbXs6LG729UWwUO+4N+bDK/GgBQ1+LryJI7lT3NHuSiDWbP5IEIoOxDDwUANH4WWE8TsJbJWVS9qGM/hOOYCJzVABx3X8fOoXELS8xo9jUbiUBR6ILh7s8eIL2bDryFXbYrG6suXoUfzv7BIvaWXbQMZQVlHT6v5v4FyAKYCJAAJA4Is2ixYMrQxL/GYuUso5H91W/bNGtPYGRRgKQY1rcDFYCuHj2QMXQooChoXdJOt8tBRrD6UG7HAa0jViiQ4VBbaAXtgxuB8OmT20cf627gbkbLwX5cLd75LfE+E1n0QgAXMhFGoz0C8Lh+x+ljURYt9e2Gqd+NcffOC3hfrFlXVY8czgNJNlmwD0AA9pxleBgk1Z1o5og+Rv25y7++vOP17TSL++S/MSE4qwG44kfg6t+AGyOI380qAq5aBOSwWoLNQrPeCSQaXTAyhrK/Be+mTZ1+7s5Cc/9yWVkHFEpDdA4kABMQRZLQ/OOP8O1K/ISJfvn99HGzz3Qxvna5daLpIry3ObFcVOGQJQHmQvmdceHKGjsWANC2YkXQObY3LlNf4P9lsDI8lfVtB7yeaCJzctgaipEIn9dPfF0fv73+bTYwZWRP5tfi+R/blwUZCyTBa+2CEaIGnpEEEr5m5gXDjWzNquYqSy3AO1xh6uDFELGtSbWgd85DlLusTB/Xv/tu8Ikq+nelM+g5BigeyoreX/QZ8NcFwKXzmCi8+nfgpo2GWPx7haU8T7PQbDwERMMCqH4uHXUBxwKjBAxZ/xIBEoAJSPVtt2HnX67AlmnTINSGtwTEk25ZRqX83a2mtXIccMhfjO1VH6Ak3yh2nAz16zRkUYCsdI71QiNrDKud5VlhDdT/9LRP9XFlc2QPAL9v23/A64kmChc6BhAwCZ89wWPfirOL9bFdNrALifmdkgWvXyeQ4OJHK/0iVNeEtVyZ2zEGrR0JoGzGnKDHYsHzX6+wCGA4HXr5o47S5eKLAAB1775ne/yTUz/Rxw/99pDtnANmwJFAjxFA6SFMFBYPsXo+/Gj2RdkC2F/LBI6sG0g80CyAjhyK/0sESAAmILnHGE3JNx95JBq/So4+ugHxNmp/UgDAR5fju5un6pvD7/xfTNbUGciS2OkWQN1ds9karzOgYIA+PvGjyDISt+wJdIMlEhKUsO5PvR1cGNen1jLPjnMd33ZsgVFGswA6IqiB5+rFas/Jzc2QG8MntXTPZpZTJ6+KysOu14/lwLAMd1abr44wiK/0KwJ94OInf/p0AICwaxdkb6BHYWDhQMv2vO3xd4U3C81RywIGDAugVFdnmyGdCEiUAZxQkABMQPKPO85ygai8/gbsf/31EO9IDPa0+Vlv3NY/8ix3csZ8KJJPtwAqHNc5AlAt3CrV14e8WHtEm9ImfQ6xbG5LwMQHMwqUsDXwIo19e/G4F/VxTUsNG6h9cMv5nQe40uigaDGAEVgA+awsOLp2BQD4IijnoVnd7154N9sx6Wr92JrMS/Vx/5lzEU8iLYMTKZmjR8NRzLwPbcvsY4o/OOUDfXzj9zfazokViqJYBWAULIB8drb+ABFpS7hYQ11AEouUEIBlZWXgOM7yeuih0GZ/j8eDq6++Gl27dkVubi7OOOMM1IapvRVLyldaY8NqH3gQ2y+5JMjs+HL+sPMBAJIiBR48z7gIo3U/ykvyYrSqzkOWRCOE0dE5fzJ8VpZ+AxP8Yj1fONboo3n/r/cHvnm6uYengi8SvBi0bHIBByuirde/2xNaAPbM6amPZy2YxQblJx/wGqOJInrb1QXDXcqsnMLO8IJ2SNEQ647c7kHnilL7CgR3Fl3QCB+HA+oC4g/Hccg9nHXhaP7hR9s55lqJgKlgdhzwSl6IshhVCyAAuAcxy6e/ZyFRkJtVAUgWwIQgJQQgANxzzz2orq7WX3/7299Czr/hhhvw+eef44MPPsAPP/yAqqoqnH766TFabWQMW78OeccZmX6tCxdhXfmwuLpz7NBuylXNVYEH+5taJT3cH4//aay+2eazEYwJiCIJkNUMRqUTM9e0p3Whyvq5Teo1SR9/svmTwDcWG+2l+nCR9YyNG4oCmTOV0Any+ekWwD17Q3YyMLc2+6XqFzaYYG0NV98a/9InZmTRB1EBeO3PNkwChB7MH0Es13Xjr9PHeu/WUUaXjLmjftDHg/7xZWQL7kR2N3nQjWuAh+MjioFsDzmTWDmY1qXBM+nNiUNnfW7fPSQWNAvM9RmtTiAamUPU0JKNG6Ny/gNFLwJNSSAJQcoIwLy8PJSUlOivnBBPGA0NDXjppZfw+OOP4+ijj8aECRPwyiuvYMGCBVi0qIN1o6JEn389hV6PWgPe1w8bjpYFwYO+Y03fPNaHdEejTQkOV5Zlc1CeEag/7M7kiG2MhgUQANy9ewMIFID++DdlN3+mP7iv77T1RANZEiGaEiAQLAawm5pMJAiQ6utDnvOgHgdZdxQbmZYuiJizKsEsoqIPsumZjXOFtv5kaFacCMp5mAuxVzerv/eJD+v7hm963jJ/5a76sOfsTGobvCjmGtDWyS5gAMgaPwEAS6SSW1tt54zrPs6yvWbvmk752e1Fq5AQSSb4gZAxeDAAwLsxMUvBUBu4xCJlBOBDDz2Erl27Yty4cXjkkUcgisEzApcsWQJBEDBN7cgAAOXl5ejbty8WLlwY9H1erxeNjY2WVywoOPkklK9ba9m348+XYl35MKwrH4aGL+Kb5acF5q/bv87eOnmRkdnq/ujiwOMJjiT4AK2GWSdZL4DgFkAAlrZMTyx5Iug5HBz7vOPl3guHIHghmmvgBXEBcy6XHvsWKhMYAG6cYMRzKYoCZBvdCnpwdfh2XYJlzoteKKYaeOF6SbsHam688HFcDt6BHBd72N1Qp3YEMX0eAPCR22iJtjDGrQOfmr8RJzsWoY2P3AUeKa7evfSxZ01wYTf7lNn6+Jw553TKz24vWny0SysEHSULYIZqAfRs2pRwniIAkFsoCSSRSAkBeO211+Ldd9/Fd999hyuuuAIPPPAAbr01eF/VmpoauN1uFKrtpzR69OiBmpqaoO978MEHUVBQoL9KS4NnJHY2HMehfN1a2wtH1c03M9dwO5uAdxa9co0LsebqsDBgqjHe9iMun8LKFZR1zY7yyjoHSYyOBdAZQgC6HYaV6PW1NglA/awFuOvbhMA5CYAk+iwWwFDuv0gzgc2dCJbvWW5pkXe24zuLmzgRcEot1izyMA8RmcOYRdO7eTOk5vAJPi0Cm3Prj6Zr3nTDazCe3wyAfYEf/HJ9TIXBN+tq0YfbCw/HGV0wwgjgSOE4DrnTWMWEthACcGiXoZbtL7fF3hXe4GU9rqMeA6gml8kNDRAqE6+OrKQlgVAZmIQgYQXgjBkzAhI7/F/r17Og3htvvBFTp07F6NGjceWVV+Kxxx7D008/Da9NeYADYebMmWhoaNBfOyMI0u5MOI5D+aqVKF+3Ftlq/IuZ9cNHYF35sIhuGp1JtssQckEvrsNO0YfTerD1VexrTcinVH9k0QdFia0F0B/tJq9z+A0AgC0yi7/cWNvUaevqTERBgMhxYWMAAXMR5NACMM9tJBJd9OVFlmN9ud34Zl3iJHMBgFtqNSyADkfYLHJXSQn7bsgy2pYvj/jnCLLpIeCQyy3HPij7TB+f8szPEZ/zQMkBy2Jv5Y0YwM6oo6mRNWIEAMCzOrRr12wFvPXHW2N+3fm64msAkbUDPBD4jAx9nIhuYD0JhFzACUHCCsCbbroJ69atC/kaMGCA7XsnTpwIURRRUVFhe7ykpAQ+nw/1frFGtbW1KCkJ0nMUQEZGBvLz8y2veMBxHPq98gqGrV+HQfO/CTi+8aCDsK58GHZedbVtq6Ro8sbaN+wP9ByjD4c4DMHz4k+JW7RUQ5J8+g08WCeLjhBOAC69cKk+vuOXO6wHc5lYGshXA1DwweLwJUPigST4IIILGwMItK8NmkZZfpll+1QHi41dsDlxkmOcUjN47fsTofUr6yAW39YWIsFBY3TxaPsD1xrlUQ6uMQomr65sxP4Y9Ah+97cdGMFVAACLAexkFzAAZI4cCQDwrF4dcp6/FXD060E+syhR52Wlngp5JnyiZQEEgIJTTwUQ2i0eL2SqA5hQJKwALC4uRnl5eciXO8gf0fLly8HzPLp3ty+JMGHCBLhcLsyfP1/ft2HDBuzYsQOTJk2yfU+i4urdG8PW2/elbP72W2w86OCYuIe1rgQVjRX2E0wFaos+Naw2i7cndhcLAJBFUyHoTs0CZkkgckODrdXWxRs3yoBCtjlGV4zx3Cb0MHVZSSR0F3CYGEDAVAomAgH45NQnAQC5LtWSkFFgOX7ei7+2f7FRwqm0GV0wIhQ/2RNYokvr4vAC8P9G/J/9gS7WB+Qrig2RND7KPYIFScaMj1ahiGOW6bZOLgStkTl8OADW/kxLMAjGqotXWbZ/qfyl09YRjjoPE4DleYMARM8CCBiieO+zz0btZ3QUagWXWCSsAIyUhQsX4sknn8SKFSuwdetWvPXWW7jhhhtwwQUXoKioCABQWVmJ8vJy/PbbbwCAgoICXHrppbjxxhvx3XffYcmSJbjkkkswadIkHHpooGs1GRi2fh2GrV+H0pdetD2+fvgI7IniBaFHttECyda94rBe8AZ0YeL9p02JY6kJhiwKQJhCxh3BkZsDvoAJF6HKPl7HXPj412qTqMk34i4vcH6D535IzMKvkihYk0BCxQDqpWBCJ4EAQEkus9Sv3reaZUlfZggaB5jSkOXECC9worXd4idbswCuWAHFF9paN7LrSH1scQMDrF+tysymByyHotkibrBacuZ+18sAgLbM/Ki4P51du7LvjaLAsz58nb83pxs9kq/85kp4pdj0JdcSdCQvc4nzUbQAZqpucQBQhMSKDTZawZEATASSXgBmZGTg3XffxZFHHokRI0bg/vvvxw033IAXXjCK6QqCgA0bNqDVVCrgiSeewMknn4wzzjgDRxxxBEpKSvDRRx/F41foVHIPO0wXg0MWL7Yc2/v0M1hXPizIOw+Mfx/zb32sBTwHcJ1R3Pr2Lsz62poEtQBlSQCnx7B1ngAEwruBJ/acqI8v+/oy2zmnO2IX09VeJIHVwNMIGQOoJ4GEF4Bm129VcxXQxWj99ZjrPwCAR77e0M7Vdj6yrMCpeHTxw0coftwDBsBRVATF6w2Z4AAAPXKMhy/LQwLA+tWa+P1Ia+/p79Z3bsa0LCsWYdmNY5US2ng+avFvmuDxrLX3hJgZUzzGsn3QmwdhU110Y+XM8bs93CzTPZoWwKyxxu/Y+L+vo/ZzOoKkVs7g8+ITPkVYSXoBOH78eCxatAj19fVoa2vD2rVrMXPmTGSYgmHLysqgKAqmTp2q78vMzMSzzz6L/fv3o6WlBR999FHI+L9kxJGbg2Hr1+mlATTWlQ9D07ed2zd1UNEgfbx8z3L7SUVl+nDCfqM1VaIngiiSEJUyMED7EkGSEVEw2ugBiCwGMIKOPFrpEwDY27YXMAnz09Q4wP98H3+raJNXhJvztlv8cByHrAnjAQBtS0K7gbXwCyBIEtYtxudQ/OtDyILRXvCSV3/Hn1/9PaI1heLmD1agbMYcDLjN+Lvuwxnisq3boIiswB0ho5zF93k2RNbpw1xiCQBO/yy6DQAOfdvwKuVzrIZnNGMAOd74PlTfdlvUfk57UWQZ4j5WhsipdkEi4kvSC0AiPAM++xTla6xB0ruuujpqXUV+2PVD8INqXFJB63Z913cbEqxumx+yJOhlYDr75uVSHzrEmuCi58EpD+rjXU2mZI8+B+tDnmNxV4mGKPqsJVBCxQD26cPeU1vbrkz2K7+5Muix1ZVBrNExoqHFCxfv7VAChBYHuPe/9mEdZrTM6M+2fBZ4MMd6s13X817L9rfrd6Nsxhws3VGHy177HRtqmlA2Yw4Ovv8bLNq6D5+vqMLuRkM0/rp1Hz5ZVont+1pw7xdrUTZjDmYvCUxC+jnjen3c1mN49CyAahygZ83aMDMZbocb8860xkCOem0U3lv/XpB3dB6yj7mcoykAAaDbVVcBABSfD3InV8PoKNL+/YAoAhwHp1rzk4gvJADTBM7hsE0WWT9suP5UdqCM6MpcMbM3zg4+qftwfTiVXw4AWLEzvjfpcCiSCE7PAu5cAejswdx3oaxex/Y7Vh+f+NGJxoGJhvCRFaDWdJNOFETBp7fRA8LEAKoxuwDaVf6kTWxjg0Ov0vdVZJ4HADj56Z/jamHeV1/H+gB3oABw9sFM4AdLEjLT5AtTBmiGqUtP3TZsK745YMrp/16Ab9btxvFPst66e5q8OOeFRfjbO8twyAPzUTZjDspmzMHZLyzC9e8tx5GPfI+XfrbP4r9iSpllu81cC7KzBWA56/nr27IFihRZSElJTomeSKRx36/3YdRro7Df03mJaf7fPcWjCsDM6CZtdbvyCn1c/0GI63EMEdSHXGe3blF1gRORQwIwzRi2fh0G/fC9Zd+mww7HxilT7N/QDrSWcIDR+iiAU/6lD191s5ZVbmdifw1l0afV0QXf2RbAHlrma3ABmOHIsD/Qb7I+dEBKSCEtCUYNRYXjwtbA0+qDtf4aPov3T0P+ZN1x/AO28276YIXt/liwblulKgDZdntufJkjjIel/S+/HHKu2UpsfzJrljTXVIV1dx0T8Vraw7b7j8PM343vJs59D21iW9RcwK5evcBlZkLx+SDsirwc0jH9jgkoIwQAR753JEa9NgqP/P4INtdtPqC1mcvNTOgxAbKHPazwWVnB3tIpcG43Cs48AwCw97nnYl4b1g6xljVZcKZYqFUyk9h3XiIquHr0wLD168BlGwWcpT179dZy4v6OPQHfeojRiWBjXZBm5DmBpv8NNYlZxFhDkn2mThad++Tq7KG6gGtDu8GvHGNY+3QLRW4JoIrDntw+/Gt+4hV+ZTGA6kYEXVS0GmaRWKVPH2LEbvkkn6UjCAA4wdpBfrQ0fh0RemW0wQfOVAYn8u8Px3Hoqlpy9v773yHnHtrTiDNrFez74uJWq7Uu6589UPHQSbjvtJH289vB25dPRMWdk1BxQ39w9/rFdw09gQnAKPXB5RwOuAew7kLeLe2L+/z8j59j5UUrbY+9vvZ1/PGzP2LUa6Owas8qiLKIxTWLg3++fnhEq0X+1RNeNSyAGUEe6jqRnnfeCVe/vpD27sVOk0UwXgjVqgDsYV+ejYg9nfsoRiQV5UuXoGXhQuy45M+W/ZsmswbzPW6/HV0uOD/i83XLMi78F391cUDdLZ3pjwJzDRdUwgtASdBv4J1tAdQuhmKIFoQAcEzfY/DciucAAK+veR3XT7ge4HmgsBTYtxl9ud1wFYwIeY54IApGEW1EUEQ7+9CJqHvrLXjWhc/oHN7FsJBVt1SjX34/4OrfgGcPAQBszrwIZZ63AQA797eitEvsWw8KTXvg4TtmAQSAwjPPxL7nngfA2p1ljbD/Pzb/7c3bPg+nDjo1cFJ2F+DGdcDjpkoAc2/FBcc/gAsO7QcAWFfdiC17mnHSqJ7gOA51LT60CRJqGz0Y2D0XPMchy+WAg+egKApEWYELEvDScUDV0sCf+YenAQD13nr0jmIf3IyBg+Bduw7eTZuRd/TR7Xovx3FYdfEqNHgbcPi7h9vOOW/uebb7Lx5+Ma4ccyWyXdngOR6KouCVNa8E9O8+rDe7psbKAggwK2CPW27Brmv+hrbFS+BZt05vMxgPhJ0sDMHdu0/c1kBYIQtgmpMzaRLK19qXmai97z7dKhhpIemSnAjM+yb38Kn8z9hQ24RGT2LVqzIjykKHLDiR4FJjAOXW1pBdW8q7lOvjl1a/ZBxoYsLxadfT+GFj+PIpsUYUfKY+yuEFYOYwJuq8mzeHrX9n7vm7uEYteVRs7fhwMMcyQ6c8/F2EK+5cmutq4TO7gNtp/XL36YP8k04CANS9+VZE7/myIkSv2/xewLgLje3fngfu7QrMKgD2bMSwnvk4ue4tcB9eCmz7EUW7f0UvdxvG5dYj31uL3Pf/BIevEVg1G9zdhXDdWwTc281e/PEuYDwr+l7vqdddwJ2dSQ8AGQNZGSDvlo67bAsyCrDw3IWYe/rc8JNVXlv7Gia9MwljXh+DUa+NwujXRweIPwB4bhp7eIulBRAAco8x3Pzb/nh6XONhfdtVAVjWL25rIKyQACTA8bxeO7D/Jx/bzlk/fAT2Pv+C7TEz/z32v/o4aD1AU7D+U27m2lpT2diOFccWswDkO9kFzGdng89jGZzhWqBN6mnTpUZ1M9UridlbUxJ9lj644XD17gU+Px8QBHg2Re7S/rXGFDM4+Vp9+EHGPXCDPVz4xNhnSVdW7oLXJAA70ge3y4UXAAAaPv00ZHjG+O6sbExtS5gyOqpVLoBnD2ZC8Lv7gNUfAq+dArx2MvBwf+BfY4EnRgBb5gMP9QU+vDT0z7j0G+BOo8h7nbcuqn1wMwazMlTezQcWs5frzkVpXilWXbwKqy5eFRhn2gEWnbdIH8setRB0DCyAgNo29C2j+HXzd/F5EAIA77atAAB3WVnc1kBYIQFIWMgsL9fFoH/D7j1PPBG2kHRZQZk+DuZOgTPw6XfT7sR1A8tS9AQgEHn9u+smXKeP9Q4G5zAXpw+JmVUniSYLYASWH47j9EK24erfAcBVY9nDhJMznfs4a5mTjZkXAwCG3P4lNu+ObW/sAqXRIgA7In4yx4xhFiNZ1sMz7DiizxEAgM31YUQQxwF3RrEF4/kfAqVGiSKP6LHGAEbhb8it9oX3bd3WqW0v75h0BxZfsBg/nf0TVl28KiBzOBSXj7ocqy5eZalZqWgCMEYWQADInjABeccdBwCofeifkMNY1qOBUFMDQbUAZpSXh5lNxAoSgERQhi7+HcPWr0PB6dZCqVUzZnb6z7rz08RrXK4hKSYXcBTcV5obWAuSDoY55u21Na+xgdoBox9XC0BBxd74Z/uZkURzEe3I+ijrfXB/D1+geGAB+/0DelCPtcauaiWHpj0eokZlFCjCgQtAjuNQdO65+nawnrcjuxnJHGFdfbwDmNUAHPTn0PPaQ/nJ7JyDp1l213vrAQAZErvdcBmdXwPPXVoKzuWC4vF0elH1DEcGCjMLAbDMYc06qL2eOuopTO41GQ8c/gC+PetbzD9rPlZdvArXjr/Wch5FlqGoNfm4GFkANXo+8ACcxcUQduzA/tdei+nPBoDmH37Ux+ZyT0R8IQFIhKXXA/dbCkk3fPJJSHfwjENm6OPtjdvtJ5nKwZg7EyQikixGVwD2Y+VzfBUVIeeZY96eXqa68Qr7QuEcyOa86I56/G9NaBEZa2TBqxeCjvSzyzmUtb9rWfQrFFEMOVezOFc0VlhFz2nWrNm/O9/Rx7EsmN3Hu5kJwAOMIS2+4Xp9vP/tt23njO0+Vh9XNkeY+XzS48yKfMtWIL+3sf+Yu4Ab1gA3b2Ixg2e/CfxtKXDzZubevWMvcOq/VVfvfib8zrGPUazz1AEAslUrdTT64HJOp+5a9LUzE/hAObrv0Xj+2OdxysBTUJxdjO7Z9lmuiqkgcywtgADrClV8040AgD2PPQ7v1q0x/fltq1imdf4fTonpzyVCQwKQiAjO4bD0Ft7zxBNBg/TNcTMnf3yy/QmHGReCe5yvdsoao4VssgBGasVqDxn9WQkL3zb7orohcbrBFZYCAPpzNehdFFvLQjgUwaPXUIwkBhAAMkeOhKOgAHJTE9pW2pfo0Oib1xccODT5mgIL+N5uxFQO43fq48H/CJEk0Yn4RBljlfUHbAEEmGDQeiU3fmbT7QPWepGWguGh4Dig/CRWnunGtUzIzWoAptwIFPQBcrsDpz7D/l67DgRyi5l71+ECxp3Pxnzo/9c6ryoAZfa7c+7oiB/3IC0RJLbiJlK0+D8g+oWg7Sj4wx/Aq6W/tk4/KezDVWch7tmDxk/Zd7bo7LNj8jOJyCABSESMIzcH/UzWh9pHH7Wd53JEcJPL7qIPz3Iy94CYgK3MAFUA6vFLnW8B1C0XYSyAAPDpqZ/qY5+kCvA69r7jHIvxy+a9Nu+KH4pkFIKO9LPjHA5kT2YJLy0//xxybqYzEz1zegKwcQP7xZpe6jCyO2PRIq5iH3PVdoYABICyD95n59u0GS0LFoSdH2m9umhT76kHAGQpmgCMThu0jAEHngkcTZQ2VgKGc7nCFkSPBhzPo/dTT+nb60eOisnP3f/Gm1AEAVljxyJr/PiY/EwiMkgAEu0ie/w45KhdQxo++dTyVGvm1oONotDvb3g/5Dk3ysz1tCnGAfqRIskSHGo1Y84RBQGoWQC3bw/bysqcZONfbPtS55f4aVNiCUAIbUAHxHPu4SyBaO+//xN2rvaZ2IYbzDRcoXe43sRVjk8AsBZx0WbRGmaJ8lpawXVc/LhKSuAoLAQA7HvlVds59x12nz7+wyd/6PDP6kw0C2CmzERPtEqg6JnAmxJTAMqe+MT/mcmdYk3Mq7nfvntOZ+HbtQv7XmDhQl0vu9QSxkLEHxKARLsp/c+/4erdG3JjIxrnzLGdc+Fwo9bYvYvutZ2jxQEO4dlNOtHi1zRkJcoxgL16sQB2nw9CdXXIuTxn/Mk+ujjQArurrq3T13cg8KIHaKcFEAByDjOyXcN9Jlo7r4qGisCDGdZM9ltd7yMT7EZcNsP+u9tZfDjvewCdZwEEgG5X/RUA0PLTT7YuPHMB6NrWMOVgYkRAEkgndwLRyBjCakB6Vq6MmXuzPShaEegYx//5U75urT6ue+MN7Hn22aj8HO+WLdgyzehjntvOAt1E9CEBSLQbzulE0XksK3H/W5EVp2302dT583safPKbxGtlBgAypKjGAHIOh5EIsq0i4vftblVj3M5ghaG3yMwVKsvxK/YagNSmxwC2RwC6TP1Cdz/2eMi5/fJZYdltjUFiKP9mLVK8PvMSfRwtEagoCj7NuBNA5wpAczZw2yr7TjtaZjSQGG5gLQnErX4G0RJA5gLDbcuWReVnHAiJYAEEWDLZ0BXL9e29Tz+D1k7+vHY/8SS2nmTEf+dMngyOJ7mRaND/CNEhtNIw3rXrghan/fU8ozjvYe/Y1C8rNy4Qx/PhS37EC6sFMErWi3YkgmjW1Z1NamJDURkAYCDPLGUbahOopqLYZtRQbKf7vPvNNwEAWhYsgCIE7xQT0gUMsOSFYVZ3aEXmedCUaTRE4Es/G/+PllZwB2hB5lwu5B3Lyqy0LFxoO+f9U4yQi4lvTzygn9cZaBnJhgUwOjGAHM/r7uVIWgnGmkSxAGprGLLI+P5sP/c8VN9xR4fPVz97NmruuVfvHLXv+ectx/u+/FKQdxLxhAQg0SGcRUV68dW25ctt52S7rL1XA6wRpkSQ592B7ZMSBVkxLIDRCt52l6kCsCK8ADy8lxHHIysyUNRf3x7M7cKXq0K7TGOJInmMBJr29sE95xwAgLR/P5rmzQs6r38++/13Nu2EKAdx/Z36TMCusxxGTcCyGXOwt9kbMKej3DfHECAtnVAGxkzukUcCAJq++cb2uNthFViSHDquNNpoDypuSQ0FiFIWMAB0/cvlAIC21avDzIw9Wrx0vC2AGo7CQgz67lt9u/6D2VhXPixk5r2iKJB9PrStWKGLvXXlw1B9+x2osylP1Pvpf2HY+sQT4wSDBCDRYbInsIyuUO6Wt6YbLuJ31r8TdF4io0ACr9/AOz8GEDAlgkSQCXxwT6PLQmVTJSvhoXKj8wM0e+N7wzejyG0d7qLiyM1Ft6uvBgBU33Fn0OLGPXJ6INORCVEWg9e/yyxg5U1MPOJ6AcWo07cPuu8blM2Yg7IZc/DZiip4hPZ/joqioGzGHJzEG+2/WnoM79Q2aLnHHAM4HPCuXQffzp22cx478jF9PPaNsQf8MzuKKIvsOwrApWrzaFkAASBr9GgAgGelvXs8nmgFvPmc7DAzY4erZ0+UvvSiZV/Fn862iDvza/2w4dgwegwqzj4n7LmHLl2C/GOPDTuPiB8kAIkOkzmcdaYIlXU3uni0Pn5y6ZOBEw67zrIZj36t4ZAgGY3so5AFDBilYLwRxAC6eENETP94uuVYEdeMl3/pQD3BaCF7D6iNXtG57EYjt7Rg90P/tJ3Dczz65rMYSttEEDNlUyybv2dejYFcoGi89p1lKL/jK5z41E9YtasB89bW4sEvmSUjmBBVFAX9Z7JSM8+6jULnzZl5nSoAnUVFyJ4wAQCz2thxXNlxlu37Ft1nOy/aVLdUQ1REuHk3eJF9CNHoBKKROZJ1Q/FVVEBqiH6pn/YgN7MqBw6/FpvxJveww9D7yQP3wAz44nOUr1trtBLNThyhS9gTnbsZkRa4+zMXsNbkOxI27N+AoV2GGjtG/BH4hdWm4iFjb7MXvQoTw0ViYLIARiELGADc/csAAGJ1NaTm5vbfJLoPB3avxaE8Eyn1rT4UZkfvRhspnEkAduSzc3brpo/3v/YaesycYTuvLL8MG+s2oqKxAkfiyOAnvPhz4JmDgH3GQ8v8jFtwru8fWCiPCJi+rroRpzxjlIx5/ofw3/UrHdZCzS2SxxCAnZQBm33IIWj97beQsW4/n/Oz3o/7vQ3v4fZDb++Un90efqv+DQDgk316J4xodALRcBYVwd2/P3zbtqH199+RN21a+DfFCMMCmFgCEADyTzgB+etPgCKK2PmXK8LWmSw8+2z0uG1mQsQzEh2HLIBEh3EPYG5LYVdlyAbjP5xtxFqd+fmZ1oM9jGKkRWjC3ASKX9PoIv9/e/cdH1WV/g/8c6enh/QEAgk1ARI6EVBBQepPUGw0KVYUd11FF7CBuApr3+VrwQorKuouigKKVOkgkUCASYCQGFoIpLfp5/fHnbkzl8xMJmRaMs/79cqLW87ce24mYZ6c8pyrNoP4PTMGUNauHeTt+XyIDTlHmywfrggXH+h5h2i371LHY+a8irUsAASATl+uEbYddZFHB/Hd4PZS44hwHPCX7EaHv1a8iiLVNBSppiEM9QAYJDChO3cO90h3ulxXOQxYKF9rPTDoIdTqa93aAggAwQP59ZLrdu92mDsyQhkh2r9vg/dXYViyf4mwbVk5yFN5AC2CBw8GwM9E9SdGcwugxM9aAG1xMhk6fvap0IqXnqdGj2NHRS176XlqJL68hIK/NoACQHLdZLGxkISEAEYj9MXFDstFqaIcnrPtUu0muYDXf8l3ZxXdQsLpIbH0+nmoBRAAggfy3Xr1vzc9I9qS8Dc9Kp0/0OtO4Vwa5/i98DaOaVqcQsfS3QkApW+9ZbdMo2XgmrKkSjQL3Vau6iEUqabjrGoGflUuwBvyj1CkmoaeXJGoXDSqhHWsFdDjQekmnFbNFF8s/XbU6es8EABavycaJxMeDkyzjkU8WXbSYfe1N5jMM7k9OQYQAEKGDQXArwnsaLlKXzDVWloAQ3xck+aRKBSUwLmNogCQXDeO44SZwE0tLr7z3p3Cdk5pjt0yaxX/gM4Pl4MzANYPcA+NAQSsLReuBIDJYfz6v+pyNf+hHtNNOPeLku8m9cZyZ00xiVoArz/4iX/+eQBAzZatdlu8nhn4jLBtN+ekPVO+BMa4vhLCJuVzQithkWoaslWPQa16AEWqaTilmoUX5WvELxj3OljqcNTp66zfAzcFgLatqQ1OJjyEyMXBxtj/jXXL/V1xtsr6f8LKWz8ALAGgh1uOwkaOFLbL//Mfj96rOUw1fHomSWjrCgBJ20UBIGkRy9g13VnnEw8sXXQAcP/P9zssFxnsmTx7LVHGhXl8DCAABA/iZ/c25ObC1OB8RY8OYR2E7VMVpxol1Qa8s9xZUzhO55YUOu3uu1fYrs9u3IUbHxwvbNvNOenIkHl8a2BofNNlm6NdCpD1KBoMDTAxk81ScO77+Y55/HEAzlsAAWDDnRuE7Yt1F6E3Oc6p6E6TfrCuSjIguo+w3ZLl8FzBSaVCS33pm/ZbjH3BWFkJAMJyfoT4GgWApEWU5hZAVxIYB8mskztEucnMS8KdZzGorPfOh1Pz2CaC9twi7vLkZMji4wG93mFuRQuVTCVs77toHrD9+EGbEnzAUebG3HbNxRgDbAPAFqTQ4RQKoYW05tfG4xtb3EX15DFgwZ/82sGx6S271uMHgCf5cZx1er7bT27JgefGADCoDz/DvqmflU7hnYTl8gBxYOYtMr21ZV/iwVnAFu1thgpUfON8LXJvoQCQ+BsKAEmLWGcCNx0A7p2yV9jeVrzNeiKS787swF0F4DjNhq9wnMlmHJvnWgA5jhNaAV3pBrZ4O9u8VFpUZ+HYctnHAIAB/7CfLNgbdEYTwBmERNBoYRLtqDmzAQA1v/4KZmo8VOCj2z4Stk9XNHNZQbkKCIrk1w6ed4BvFfxrDqAIA+b9Dtwwz1qWkwATV/C5BW2FJvCvi7MGkLV6fuC/gplXwXBjAKgy57zT/flnkylPfrzDOjP5XM05ZKzOcFK65Wyv//7I961j8TjOo79DFuFjRguplUoWL/aL/1MsAaCMAkDiJygAJC1i7QI+2+R/snKp9cNv/m/zrSfCkoTNDlwprviw1epaRhMDYITUvL6uJ8cAAkDwYD4ArPzhhybLWiaACGu/yqwtK1NkO4XtX0+UuK1+zVHXoIVJYrJ+71q4jF7IsGGQhITAUFqKhqONZ0oPSRoibE/+cXKL7gUAiEoFnjsPxHYHxr7GB3dLqoDFFUD/mcDCYuuxJVXAM40nMAktgCb3twDK2rWDvCOf/1Bz4oTTsvZaSNVl7l+hoU5f1yi4vKnDTTBpzTOAvTihIOl1a97I2t9+c1LSO6gFkPgbCgBJiyg6dQI4DqbaWhgrKpp+gT2x1ryA8ajAH39e53U8QKvTgnHMLd2YrrC0ABouXoKhie/n1LSpAICCqgK75znwlX7ki2yftIDUVFdBy3FuW0ZPolAg9JZb+Gtv/rXJ8r5KfmyrRscP/PdEFzAAKLvzk3+0ZxwnY7c4NlO8xNe9G+7F1YarbqmHJfC74asbRMct4w+Zlp8tLVGpGr3WU4IyMxFmXoni/NzHfNoKyIxGGKv5yUkUABJ/QQEgaRGJUglZQgIAviuqKW+PeFvYrtKau61sWgQ+UryNI8WVbq1jSzTU18PAcW7rxmyKpdsKACq/+cZp2YSQBGFbGFNpsy5woWqGsG1ZocKb6mqrxQGgG4LnsDH8CheO1sE9OtPaMvhNvvPvnzdUaisBWFsA4e4AsJs5ADzddJc3x3HInSWeMXzLt7fg5f0v82tKN0NJXQlySnPwU8FPdgM/AFBKlegU3gmAbRJk786AjX9ukbBdtnKlV+9ty1hdDZgDUGlERBOlCfEOWgmEtJgiORmGS5egP3cO6NfPadlbkm8Rtr/O+xpz+8wVnY/marBy11ksGt/CgfhuotXUw8ABUnPjgae7gDmOQ8jQoajbtw91e/YiZu5ch2UHxg8Uts/VnENKRArwlz+Ape2E4+ncn1Az/kOYMebVfF6a2kpRAOiOZfRCh/I53vTnz0N3/jwUHTqIzks48d+0c7fOxYejPmzxfa+XJQB0dx5AC1UPvvVck3/K5ddkz8jGgDXWPIL/PfVf/PcUv6RcclgyztXYX1+4Oa4NNE319QC8vw6uPDFR2L7y7r8Q/eijPslpZ7hyBQAgiYjweB5EQlxFLYCkxSRhYQCAqvU/NlESkEmsQcB7Oe9ZT4znV3DYanQeQHqbproMBlhbAD3dBQwAia8sBQDUHz4M/cWLDsvZjql8P+d9fkMiATKtC7X/rFwEibkr+NM93l0jWFtTLm4BdMPgf0lIiDD5oWrd93bL2LYC7r2w124Zb7EGgO5PAwMAyu7dAfAtgPYmxtijkCqwdOhSu+daGvx1jezaKPgDrAEg54P1Ybvu3CFs+6oV0HD5MgBAnpDQRElCvIcCQNJilrFdLcq6H8b/pT5KesQdVXKbBk0DjBwg80IeQAt5+/YIMq/0UP7lly69pt5Qb92ZLP6QO2vuCv7HRjVMJu+Ng9LUlkMj4dyfQscc6Fz90H7LnoSTiFaf8fSMV2c2neW73iUGvs7uzoGn6NgRnFIJ1tDgdDWea93Z7U7kzspFTFBM04VdMKz9MOTcn4PvJ9kPyk115hZAHwSA8oQERE7hl8G7uvIjIRj1Jn0JPxFLluDmfJOEtAAFgKTFwsePB+B6ALj5rs3Cdn65eeZkUKRwrAdXjBMXfb+KBQBoG+phACckgvb0GECLEMuqIAcOOi23YNACAMBv56+Z5fh3cWvfKAmfPLnzc94bC6ipLhN3AbspeI6Z+yi/YTI5HNhv+zMGAAaTwS33bq6i6iIAACcEgO79A4KTyaDs2hUAUHfoULNfv+PeHZjYZSIUksaBaa/oXgCAe7rfg+33bMfUtKkYlDAI93a/F9vu2YajM48id1Yucmfl4sNRH0Iqcfy7IXQBB/tmFYz4554DALCGBuT3H9BEafczlJhbAOMoACT+g8YAkhZTdOTz+OnOudZ9lBRqTfty9093811GnayrNwyRnMTxC1XoleT7wdJ6TQ0MohZA76xU0u7++3H1o4+hOXEC2tOnhcH+12of2t7+BYKjgPYDgQuHAQCfKN5Cb80nqEUwarUGhCo9/6uvr+O7gJVuXkYv5Kab+MkUej30589DkZzcqIxKpsLkbpOx7vQ6AEC/L/rZ7Zr0Bs7ErKlwPDH+y9yyagkymuvVG1/Fqze+2mS557Keu67rA7YBoPdbAAF+Bnn4+PGo3sT/AXTu8XlIfv+9Jl7lPvrz/P+N8vYOfl8J8QFqASQtZslFZiwvh7G29vouYjMwe4n8PzhX7nwpNG/R1dfCwFlbAL0xBhDgc7yFDh8OwHlOwD5x1iW26vXXdG09vE20e1z1EACg9+LNXkmJYaqrcPsYQICfea5K5ycJOVsF4+WhL4v2vd0VzBhDkCwICpvGR4kH1sENHzsOgGszgX3FVG+eBeyjABAAkt56U9iu3b69yeUW3ckyPlrRObWJkoR4DwWApMWkoaGQtuNnnrqSCuZaWmPjxM95JdUtrpc7GLS10IOzzuL0UhcwAETcwS/ZVf3jT2BGo90y7ZTWGb+F1XYmefQTr7vch+PzxXkjLYxUc20XsPu+d0F9+cC34UiO03JPD3hatO/NSSEV2go0GBqgMFj/uOE8EABacgFqTjVORO0vfN0CCPAz7FO+sy4Ll9+vv8sTZ1qCGQzC+25ZOpMQf0ABIHELhWVN4AL7SYmvdXCadWzbjnPmWXqjrd1Q2YXuSVDbUkZNHXQeGMfmitDhwyGNiIDhyhXU7dtvt4xtSot5W+c1LjDhbdHueuVLUIIfq9nrpV/cV1k7FLprWgDdmEInKJMPAJtaAWNO7zmY03uOsD93q+O0Ou5WXM1PykhSxvIH5HKP/AGhSksDAOiLz8Gk0bj9+u7gDwEgAARlZCDijjuE/QtPPunxe2oLCsC0WnBKpfD/JCH+gAJA4hZCPrI811ohguXWD4LCSnPL1aAHhWOJ2rP48mDzWxPdzaStg5aD27sxXSFRKBA+YQIAoHLd/5osrzPamYQjUwCLLogO5atmAwDqdEakLNyIyvoWzN52wGhiGGPa45EuYABQ9eS7gDWnTjlsHbV4esDTSAlPEfa91RVcWMX/XHeQxwHg309PkEZF8atLMAbtGdf+APM25icBIAAkLnsNqgz+Z6Bmy1ao09I9OiSiPpufgBU8oD84CX3kEv9BP43ELZTpfCuENs/19UUta9luKjR3R8qDhHMDJKfw/PfH3VfB6yTTlIlaAL0ZAAJA5L33AOCXPtNfuGC3jGUmcJDN909EGdro0BCJteWs79ItSFm4Ef+33X1jyE6X8kugaW3HT7qxC1jRqZM1/YkLk4/eH/W+aP+ngp/cVhdHXtr3EgDg1GX+59gT3b8A3wqs6MqvB60r9G6uR1f5KhG0PRzHIeVb8Soxeek9oSsq8sj9Gg7zAWDQAO/PPibEmVYfAO7cuRMcx9n9+v333x2+bsSIEY3Kz3Wy6gJxTpXeEwCgOXHS5b+mLeukFlUXNXrNK/JVAAC90fNjdJwZemUttBLfBYCqtDQEDx4MmEyo2mh/3F6InE+tUVpf6vhCz5eIdr9WvIrhkqOiY2/+egopCzfi6LnKFtUZALbmnAUAaDhOmEHtzu5zTioVZka7sgpGclgywuRhwv5ze65/RqsrqnXWMaxy8yQQTuWZABAAFB351V6uZwyuN/gyD6A9HMchTX1SdKxg7Dio09Jx/m9PuW1soLG2FrV79gAAggcOcss1CXGXVh8ADh06FJcuXRJ9PfTQQ0hNTcXAgQOdvvbhhx8Wve7111/3Uq3bHmX3boBMBmNVFQxOVq+w9UjmI8L2qQr7H+Ldnv/ZLfW7XhfkKdCCg8QSn3o5AASAiIm3AwCqflxvN7juHGkdV3S1wcHYSXkQ8DdxGpTVin+iSDWtUdFJ7+1FysKNGLJsG/JLaq6rzuo8/sNVw0khsaRAcfMyesoe5lUw8l0bdrBv2j7Rvie7gvec3yNsr77lIwCAROG5AFBpnl2qO+ufXcD+MgbQFsdxSLfTY1Hzyy/I69kL6rR0GCoqWtQ9fGbELTBV838MBA+kFkDiX1p9AKhQKJCQkCB8RUdHY/369ZgzZ06Taz4GBweLXhseHu6lWrc9EoVCaJFpyHWt6/bObncK22er+BYjDP2LcCwWFQDglZQljhRLkmE02czi9EEAGDZmDCCTQXemAJrcxrnsekb3FLYt487siuwILGjcQlSkmoYi1TT058RB+KUqDca8uwtPfZODgivW9D6uvB91pXw96iRya+upm1PoCONOmzH79djMY6L9jNUZHkkSvWD3AmFbZjAHwB7qAgYApeV7oc7z2D1awh8DQIv0PDW67d9n99zpIUORl94T6rR0qNN7ou7AQZf/P/pz9hyYzGmxoh9+yKsZBAhxRasPAK/1448/oqysDHPmzGmy7JdffomYmBj07t0bixYtQn0TSwRptVpUV1eLvohVcD9+Hd/6P7Jdfk1iCL8EXLmmnD9w2yvCud9V/KxWb6QscSTCcAV62ASAPvhPXBoWhpAhQwAAlf9tPBlELpFjWBKfSNtRS6ogKBIY/KjdU+uUS/Cb4m+YId0CwPoh9/2RCxj51m9IWbgRUz86gNRFm7Bqr+NA81x5PV6UfQEAMHF6YR1ld6+iouzOBz1aF7qALTiOw8rbxEvl9fuin1tbA6+9FtPyk2w82QVsyYuoKyqCqa7OY/e5Xv4cAAJ83s30PDXS1CfRbsYM+4UYQ/Hs2daAMC0dRfdNgaGC/0PVWFMDjVotnKs/cEB4aezTT9u/JiE+1OYCwE8//RRjxoxBhw4dnJabNm0a1qxZgx07dmDRokX44osvMMPRL77ZsmXLEBERIXwl21mBIJAFDegPAKjbZ/+vaXvGpo4FAOy/aE5zck2rbRB8m9aiv/6Iz1sAAesi8g12WgAB4I/SPwAAyw8tb/pi418Hek6ye6qTpBT/kH+OItV0FKmmQQ5x69j+s2UAgCU/nUTKwo3Cl/pSNSrqdFBfqsZNr+9AF8klAPwkEKk5lnT3KiqWLmD9uXMw1roe9AxNGoq3hr/V6HjG6gxkrM7A2ry1112nD4+K1yf+4/4/wLT8z7Anu4BlMTGQxccDjEGT53+tgJYAkPPTANCC4zgkvPA80vPU6Pxz0394Nhw9itNDhkKdlo5Tgwaj8M7Jjcp02bq1yd4oQnzBb5eCW7hwIf75z386LaNWq5FmzoEFAOfPn8fmzZvx7bffOnkV75FHrOPPMjIykJiYiJEjR6KgoABdunSx+5pFixbhaZu/5KqrqykItGFZv1Z3pgCG8nLIoqKafI1lIohoLdsJbwEb5wMA1KoHkKL5CvsKrmJoF/csXO8qg9EEGQADs/nP20cBYOzTT6Hyu++gVauhKyqCIiVFdF7KNbN17d7/8P/ufgvYttRhsdOqmThrSsBq4xh8bbwVOtgP4sb9a7ew/YrsM2Fby3GQGs1doG6cBQzwrTayuDgYSkuhPXUKwf37ufza0SmjkZ2cjQFrGo/LevXgq3j1oHhpNIVEgQhlBOb2mYuU8BTEBMWg3lCPLpFdMPjLwZjUZRLWF6wXveaJvk9ALpGjTssnOvdkFzAAqHr2RO3ly9CcOIlgP5txagkApSG+WQv4eihTU0VjBJlOh6qfNuDS88+7fI009UkK/ojf8tsAcP78+Zg9e7bTMp2vSar5+eefIzo6GhMnTmz2/bKysgAAZ86ccRgAKpVKKD38n3hrJouNFbbr9u5FxO23N/maUR1H4b+n/gsAuFJ/BbHBscCgh4QAEAA4mDDt44PYv+hWJEY4SHXiARfLa9ERgNHSGyqR+CyPl6yddcWP2l27EXVNALhx8kYM/4ZfOu5C7QXHawRf66b5/FfVBeCdnnaLdJaU4GXJarwsX40PDbcj29QNe029oYMMhmv+C5HDgPtlW4V9rSIYMiPfOsfJ3b+OsrJbNxhKS9GQk9OsABAAFFIFcmflYnvxdjy5w3lCYJ1JhysNV/DKgVfsnr82+AOAR/vwXe3e6AIGzAHgjh2o3b0bUTPvb/oFXsIMBjBzgmp/bwF0hlMoEHnXZETeZW3lM+l0yDcnJQ8dMQLBgwYh+sEHfFVFQprFbwPA2NhYxNoEFE1hjOHzzz/HzJkzIb+OD5oc85qiiYmJzX4tsYp+9FGUrVyJml+3uBQA3pB4g7C99MBSrLh1Bb+TOhwo5FsFP5G/hQf1z2LIsu0oWj7BI/W253jBn+YAkAPA3LqU2fWInDoFlV+vRcPxxt3AUSpra+uWoi2Y3Xt28y4e0R54tgB4w/4fPxZzZfbz5x02dUc71AhdvwA/ilBr0gtpYDwRAFr+6GjJOri3drwVR2cexbbibXh6p3vGamXPsI6D9UYXMAAou/Nd4nW7dzdR0rsM5ebxvVIppG1sop1EobA7k5iQ1qDNjAHcvn07CgsL8dBDDzU6d+HCBaSlpeHQoUMAgIKCArzyyivIzs5GUVERfvzxR8ycORM333wzMjMzvV31NiV8zGgAQO2uXS4NRpdKrEHVznM7rSdm/ShsjpQegWVSQsrCje6opkv25vJBhdHSBezjWXzho/nvbf3vh53ORHwru/H4NpeExABLqvivxZXAvEMuv3Sg5JQo+AMAw/jXYWIm6zrKHlgJQ9GF7wUwlDrJgegCCSfBbZ1uw7GZx3Bg2gFsuXsLbut0W7OvM6XHFOTOyoVCan1Wk5e6gIPNY3ABwFBW5tF7NYfxKp+aSBYVRTNhCfEjftsC2Fyffvophg4dKhoTaKHX65Gfny/M8lUoFNi6dSveffdd1NXVITk5GXfddRdeeOEFb1e7zVGmp0MaGwPjlau4+skniGvJWptJ/YGL/OSGItV0pGi+AgBkLtmMY0vGuKO6Tp3/8wyMMoCZJ4G4exJDcwX17QvI5TBcugT9hQtQOJnoVKurRaii8QogLuM4ILYHHwwCQG0p8Ga3Zl1C03caoP4/ayJkD7QABptzfbakBdAWx3EIkYcgRB6Ct0e8bbeM0WSEzqSDUqoEZ54h7mycF9OYA0APdwHLYmKgTE+HVq1GzfbtaHfPPR69n6sM5gBQGuvdMbyEEOfaTAvgV199hb1799o9l5KSAsYYRowYAQBITk7Gb7/9hrKyMmg0Gpw+fRqvv/465QF0A47jENyXH4tV8dXXLbvYA7+IdvtwZwAA1RoD3ttxpmXXdsGb0hXiZeDcnMeuuSRBQQgyr2Fqm2LCYsOdG4TtaycxtFhoHPBiGTD5E+A5FxJ9v1QOrZEPfIQuYA+0ACq7dgXAtwAaa64vaXVzSSVSBMmCIOEkwipCzjAd/33wdBcwAISPGwcAqN7gvZbyphiumFsAYygAJMSftJkAkPiPqFkzAQCmqirhr39nZqRb0++IujZlSmD8m8LueuVLuFvKjwt8Y3M+UhZu9FiS6FqtAbFctTgAdPNKFtcj5AZ+spK9fICdwjsJ2xvObnD/90YqAzLvARQh1q5iy9dCm/V4J38CSKRCAOjJFkBpWBhkcXEAAF2Bn66C4aUuYAAIHz8eAFB/8CB05897/H6usPwfIItxfUw3IcTzKAAkbhc8cCBUffixlNWbNzdZ/ukB1oH3JXXiNWsx+GHR7pvylejBFQv7qYs2CbnoGGPYcOwiDheVC8fe3Jx/XYHQQ6v48W8ajrOOYfNxCyAABA/mA8CGnBwwo7HR+Xu73ytsZ/4n03urqKjCrcFgJt/1qDVoAcY8OgkEsI4D1Bac9cj1W0roAla6vwX0WooO7YXvc+U3TafD8gZrAEgtgIT4EwoAiUeEj+ETPF9+5R9NBiFyqRxdI/muvNOVdsZyvSAe4L9ZuRDBdhJEpy7ahCe+OoK7P9wvHPu/HWdEQaLla8F/j+H05Rq7dUtZuBGFhXxrko7jIPGjFkDbgf66oqJG51+4QTyO9ePcjz1dJYeqddVC8Ax4pgsYAJRd+J8drZ+ugyvMAlapvHK/9v96FwBQ/sUX0Ldwcow7GK5eAUABICH+hgJA4hHhE8YL2zUutAJ2ieTTj5yptDO2T6YERi0RHTqpegDDJUevu37fHD6H297ZZTc4BIBnZHzriZbjrC1YPkoCbYuTyxHUnw8CG44ea3ye4/Daja8J+yuOrEC93vkSh55ysuykOAD0UAug0twCqDvjnwGg0TwbXuKlJMiht9yCoL59wTQaXHrO9aTFnmK0jAGkSSCE+BUKAIlHyOPjhW1749Wu1S2Sn2EqSgVj68anGh1arfgnilTTUKSahniUoxdXCCmMWCxbLRy3fCXBMhaRwXadW3v6cadxj2wXAL4LWGKyrGTh+wAQAIL69QXAdwPbc3sXcf7FrK+yPFwj+0IVoV4JABXmxO3umgnsbiYvB4AcxyFuPj+som7PHmhOub5WsifoL/KThixjNQkh/oECQOIxXbb8CnAc6vbsgfas8/FZOhO/WsKR0iOOCz1x2OGpg6onsFH5PApU92OOrHGL4z7VX83B4HQUqaZDCfPqDDAhFPV4Qvo9lss+QntcwffKxcLr6iXWFkBfLQN3raA+/MoDjtYFBoAvx38p2tcb9R6tkz0VmgrILQGgVOqxHHCq9HSA46C/eNGadNiPWJZB81YACADBgwYJ24UT7a/77A2m+nohAFRcs3ITIcS3KAAkHqNITkboLbcAAM4/Ps9p2dSIVGHb4ZjBmG78JIMXW57kNl81G0WqaShUzcBx1UN4Rv4dpsh2Yq9KnLewfvq3kFomgfhJAKjq2QsAoD1zBkyns1smMzYTN7W/Sdjvv6a/3XKeVKYp82gSaAtpWBgUHTsCALT5+R67z/USWgC9vAxa6nrr8nTla750UtJzNOb3QxodLVrOkBDiexQAEo9qN20aAH7CgrGy0mG50Z1GC9tOWwEBPh3Ji2VAhocT3Y57A/X6ekjN8ai/rGIgb58ESXg4oNdD6yT1ydJhS0X75Rrvto6VN5TbzKD2bBJtyzJomjx/DAC93wIIAKoe3YXty//4B5jB4NX7A0D9od8BAMH9vf8HCCHEOQoAiUeFDBsqbF96abHDcrZLZ836ZVbTF5bKgLs+4VsEp/8P6DIS6DgEmPI18OJVfubwwnPAA5uBJxtPlmjSovNA1iOoM9T5XQsgx3FQmVe80ajzHJaLCYrB/AHzhf3h3wz3eN1sVWorvRYAqnrxraJX33/fo/e5Ht4eA2gr8VVrQvC83hlev3/9QT5heXCWb8ahEkIcowCQeBTHcZCa0z/U/PormMnUxCuuQ7dRwP3r+JVD0sYDUjk/c1gVDnS8AWjXiQ8UH9vPB4ULi4FJ5kDhvjXA7f/mvyz+8gegDAMA1OnqhETQ8IM8gBaqdEsA6Hwh+tm9Z4v2n9v9nKeq1Ii6XC2MAfRkFzAAqDJ6AwBMtbV28yP6CmPMJ2MALSLvmizaN9bWeu3eTK9H3T4+JVNI1mCv3ZcQ4hoKAInHpf7POgu4+qefHJabmjZV2PbIpIX4nnxQqIoA+k3ng8L024EBs/gvSyLj6C7CS+oMdX61EoiFMj0dAKBRn2yybPaMbGH7p7M/YcPZDU5Ku09pfanXWgBDsrLABQUBjNlNj+MrTKcDzF2vvggAAaDzz5uE7VMDBzkp6V61u/iZ9NKICCjMS/YRQvwHBYDE4+TxcVCZ17At//Irh+UWDV4kbP9++XeP18sVdXqbANBPuoAB88xXAFp1XpOtqrbd6wCwaPcij88K1hn5ySlyozmFjsKzASAnk0GRmgIAOP+Xv3j0Xs1hrKjgN2QynwWAytRUKHumC/tNtRq7y/l5TwAAggYMaHK9ZEKI91EASLwi9q/8h7Lm2DEYa2rslrH9kFh+aLlX6tWUo1eOWruAZf4xCQQAlJ07g5PLYaqrg96FNV9zZ4lTxvRf018I0jyhsKoQAGxaAD2/DFrYLbcCAIxlZd5bAq8JhjJ+xrosKsqnQVDqN98I24V3TgbTe/YPgOKHrEs4Jrz0okfvRQi5PhQAEq8IufFGIWFvza+/NlneEkD4mpST2kwC8WwrVnNwcjmU3fjk2ZqTrrXo7L5vt2h/wJoByFjtmYkB24u3A7AJAD3cAggAUXNmC9s1v/zi8fu5wmjOSyiNjvZpPTi5HInLlwn7eRmZHrtX6Ztvom7PHgB8t7c8IcFj9yKEXD8KAIlXcByHiNv5FSrKPvvcYbmhSUMdnvOFKm2VdSk4D49jay5lN35cVf2hgy6Vj1RF4qvxjbvgM1Zn4ONjH2Pd6XVuq9s3+XyLk7fGAAKANDQUcnM+wAtPPe0Xk0FsWwB9LfKOO0T7ef3cm5ql6qefoE5LR9knnwrHuu36za33IIS4DwWAxGsibv9/AABdQQG0Z+238D2cYe06+iT3E6/UyxmlVAm5OX2aN1qxmsMS7NTu2t1ESauM2Az8b2Ljpfn+feTfWLxvMTJWZ8BoanngVKYxBz5eDAABoNPqVcJ2xdq1XrmnM8YySwug7wNAAEg7bh0KwBoakNenb4uvWbd/P9Rp6bj47N9Fx7v/fshn4x4JIU2jAJB4jbx9e2G7ZssWu2X6xPURtv/1x788XqemVGgrvB7EuErVsycAQH/+fLPGvHVv1x25s3Lx0pCX7J7v+0VfZKzOQMbqDJypONPs8XRHrxwVtuNk/OoPnk4DYyFPTET8iy8AAK688y4MV6545b6OGMotLYC+7QK24GQydD9sXVKRabVQp6VDnZaO2l27YGpogL6kBBVr1wrHz94+EYV33yPsX/tVPOcB0T2k0dFIz1NDGhbm7ccjhDQDBYDEqywfznW77bdaySXiIOujYx95vE6OGE1GXKm/YjOT1TtBjKtCBltzq11PoHNP93twcJrz7uM7f7wTmf/JxNlK52s525qxaYaw/WjPBwF4N3huN2UKVL17w1Rbi9M33ey1+9rjby2AACANDUH3w41n2Z975FHk9+uPMyNuQcmSl4Xj2tOnoTl+3KVrp508ge5797itroQQz6EAkHhV6PARAID6I0ccLg13aPohYXvFkRU+m9F5teEqjMwIuYn/NfG3FkDb7rUGm1ad5giWByN3Vi5yZ+Vibp+5DstNWj9JaBW0fD24+UHc9eNdMJgMuFh7EXqjvtGkkiATnzpH4sXgmZNKkbBkibBf7cKkI0/xtxZAC2loKNLz1Ai77Ta3XK/b/n1Iz1ODk9BHCiGthf8kNiMBQdGhPZTdu0N76hRqd+1CxMSJjcoEyYJE+9/kf4MpaVO8VUVBSX0JACCcCwJQ63ctgLZqtm5F+PjxLbrGvL7zMK/vPJyrOYfx65q+1qESPlDv90U/u+cfyXwE7A8+3Yi3g+eg3r2E7Qt/fRJhx4765P3zxxZAWx1W8CvgMJMJl19bBlN9PcInjEdQZiYkoaHgOA5MpwNjDJxCQfn8CGlD6M814nWhw/luuSsr/s9hmSP3HxG2Xz34KnJKczxdrUZK6vgAMIzjA1JvtmK5qt0Mc3cr575f5eSwZKFVcE6vOdd9nXl954HpzbkGfdB62m33LmH7ygcfeP3+AKC/eBEAII+P98n9XcVJJEh44XkkvfYqQocNgzQsTAj2OIUCEqWSgj9C2hgKAInXBQ/mF4bXnzvnMFWHTCJDiNzaxXn/z/d7pW629l7YCwCQGPg8MP7WBQwAIUP5tDnaM2c8cv2nBz4tBIP/usX1STm5s3Ih4SQwabUAAIlS5ZH6OSOLjUXUg/wEhbIPPsTlN97w6v0NFRXCSiCKlBSv3psQQppCXcDE60JuyBK2q374AZF33WW33PcTv8fo/40W9jNWZzRa0cKTvj/zPQCgob4KgP9NAgEAVVoPAIC2oAAmnc6jrZS3dry10fdfb9RDb9IjWB5s9zWsQQMAkAR5PwAEgLinnkL5p58BAMo//QxhI0ciuL978985ojvLT5yRJyVBEhTURGlCCPEuagEkXmfbkqY9dcphucTQROyZIp5RWKGp8Fi9HImWRQDwzxZAWWIiJOHhgMEAXUGB1+8vl8odBn8AYNLyASDngxZAgE970nHVKmH/wt+e8tq9tadPA4CwAg4hhPgTCgCJT8QtXAAAKF/9H6flIpQR+GLcF8L+zd/cjHM15zxaNwCo1dUK2z1COwPwzxZAjuOgSksDAGjy8n1cm8Z83QII8C3O0Y/xM5wNpaUo/Zd38kvW7NgBAFB2TvXK/QghpDkoACQ+ET7a2rVrrK52WrZvXF/R/vh14z22hq3F1I1ThW0V41v+/LEFEACUlm7gPNfWBPYmk8bcAqjybRdo3JNPIuTGGwHw4wE1J096/J66wiIAgCwuzuP3IoSQ5qIAkPiEPClJ2G44csRJSd5Pd/zU6FjG6gwUVRW5s1qComqb6+r4maz+2AIIAKoe/twC2ADAty2AFknLXhO2CyffBf2FCx67V312NvTFxQCAcPMa2IQQ4k9oEgjxmaCBA9BwOBt1Bw4idPhwp2VTIlIwLGkY9l7cKzp++w/iD9eJXSbix4If7V5j+z3bERsc22S9bFsX7+txH9gmfhUEf28B1OTl8fna/Chdh2UWsK/GANqSxcai88YNODuBX5P6zMhR6P77IY8sWVbyyj+EbTm1ABJC/BC1ABKfsaxlW2seK9WUD2/7ELmzcvFE3ycclnEU/AHArd/dKqxise/CPlTrrF3PK46sEM7ZmtVzFkx6/24BVHbtCshkMFVVwVBS4uvqiPhTCyAAKLt0EeUkPDVoMErfetut9zBUVECblwcAiHnC8c8qIYT4EgWAxGci774bAKArKgIzd7O64tE+j7b43o9ufRTDvh4mBH321hwe1n4YksOTwbSWAFDZ4vt6gkSphDKVn2igUfvXOEDrGED/CAABID33mGi/7OOPoU5LR9VPjYcZNBdjDKeHDBX2Yx59pMXXJIQQT6AAkPiMsmtXYVtjbjFxlSU5ce6s3EapYoDGy8ldjw9HfQgAMDXUAwAkwX6cy03Gj+ao/N86H1dEzKQxtwD6UQAIAOl5atF6wQBw8dm/Q52WDnVaOi4uWNjsNajrDhxEXnpPYT9l7dd+O2yAEEJoDCDxGU4iEcYBNhzLRVBm5nVdJ0IZgdxZuTAxEwqrCpESngKpRNqo3JX6K7j1u1ubvN7LQ1/G5G6ThX0hlYmfBTG2VOnp0KrVMFVV+boqIkxjHgPoh9+7dlPuQ+Q9dyOvV+9G56rWr0fV+vUtun5Q374tej0hhHgSBYDEp0KGDEHD4WzUbNuKqBnTW3QtCSdBl0jHSXdjg2PtriSiMWigkjkOUIRuTD9ezSFq1kxUrVuHhpMnwfR6v2l5snzv/HUlDE4qRXqeGsxotBsIXq80tefTzBBCSEtQAEh8Kqg3/6Fbv/+Az+rgLPhjjFknMvhhK5aFsls3SCMiYKyqQn32H6Ll9nypNXzvAGsgaNFw7BjKv1iD6maOC+y6cwfkCQnurh4hhLgdBYDEp1QZ1lm3hooKyNq182FtGmPmNCaA75MZO8NJJAgbPRqV332Hy//8Jzp/7/uxgMxoFCb3+GMXsDNBmZlo/8braP/G607LMYMBnIz+GyWEtD40CYT4lCwqCoqUFACAJrdx96yvmcwtWID/pDJxJHQEn0tRq1bD1IxZ1Z5iqrUupycNDfVhTTyHgj9CSGtFASDxOVUm3wpY8c23Pq5JY5YuTE6hACdtPLHEn4SOGCFsX3z2776riJmxpgYA3/rnrzkUCSEkUFEASHxOnsgvC9ecXIDe0homgFjYBqg1mzeDmUw+rA1gMgeAnlhpgxBCSMtQAEh8ztJ1qTl2rNm51zzN1EomMVh0279P2D7/l7/6sCaAsZoPACUUABJCiN/x+wDw1VdfxdChQxEcHIzIyEi7ZYqLizFhwgQEBwcjLi4Ozz77LAwGg9PrlpeXY/r06QgPD0dkZCQefPBB1NqMWSLeo+rVC5DLYayqgv7CBV9XR8S6lJn/twACEE2iqd22DdrTp31WF1MNv9QetQASQoj/8fsAUKfT4Z577sFjjz1m97zRaMSECROg0+mwb98+rF69GqtWrcJLL73k9LrTp0/HiRMnsGXLFmzYsAG7du3CI4/Qsk2+IFEooOrRAwDfCuhPTA2tpwvYovuhg8L22dsn+qwexhr+DypqASSEEP/j9wHgyy+/jKeeegoZNulCbP366684efIk1qxZg759+2LcuHF45ZVX8N5770HnYEyZWq3GL7/8gk8++QRZWVm48cYbsWLFCqxduxYXL1705OMQB1S9egHwx7VsW1cXMABIw8MRMvxmYV+dlu6TehirKs31oQCQEEL8jd8HgE3Zv38/MjIyEB8fLxwbM2YMqqurceLECYeviYyMxMCBA4Vjo0aNgkQiwcGDB+2+BgC0Wi2qq6tFX8Q9VD35NVQ1Dt4zX2HCShatJwAEgI4rV4r2DRUVXq+DsawMACCNifH6vQkhhDjX6gPAkpISUfAHQNgvKSlx+Jq4uDjRMZlMhqioKIevAYBly5YhIiJC+EpOTm5h7YlFUAa/IkjDsVyfz161Zao3p4Hx4yTQjqQdOypsnx4y1Ov3N1y5CgCQxcR6/d6EEEKc80kAuHDhQnAc5/QrLy/PF1VzatGiRaiqqhK+zp075+sqtRnK7t3BBQfDVFsL7Zkzvq6OgGla1yQQW5xCgejH5gr7V95/36v3N1y1BIDUAkgIIf7GJ2ns58+fj9mzZzst07lzZ5eulZCQgEOHDomOXb58WTjn6DWlpaWiYwaDAeXl5Q5fAwBKpRJKpdKlepHm4WQyBPXJRP3+A2j44w+ounf3dZUA2E4CaV1dwBZxTz6Jsg8+BABc/fcKxDz0kNeSMhvMXcCymGiv3I8QQojrfNICGBsbi7S0NKdfChc/pIYMGYLc3FxRQLdlyxaEh4ejp3lcmb3XVFZWIjs7Wzi2fft2mEwmZGVltezhyHUL6tMHAFD69js+romVdRJI62sBtEiyWc82L7OP1+5ruHoFALUAEkKIP/L7MYDFxcXIyclBcXExjEYjcnJykJOTI+TsGz16NHr27In7778fR48exebNm/HCCy9g3rx5QmvdoUOHkJaWhgvmHHPp6ekYO3YsHn74YRw6dAh79+7FE088gSlTpiApKclnzxroVOl8wG7yo8k1pvp6AK1vEoitiNtvhyQ8XNgvmjHD4/c0abUwXjW3AF4zRpcQQojv+X0A+NJLL6Ffv35YvHgxamtr0a9fP/Tr1w+HDx8GAEilUmzYsAFSqRRDhgzBjBkzMHPmTCxdulS4Rn19PfLz86HX64VjX375JdLS0jBy5EiMHz8eN954Iz766COvPx+xChk2TNj2ZQJjWyYhl114EyX9W/eDB4TthsPZKLH5/fAEfXExwBgkYWGQRkV59F6EEEKazydjAJtj1apVWLVqldMynTp1wqZNmxyeHzFiRKMlxqKiovDVV1+5o4rETaShIcJ23YGDUHbr5sPa8Izm1sjWnsuO4zh027Mbp2+8CQBQ8dXXqPjqa6TlHgMnl7v9ftqiIgCAIiUFHMe5/fqEEEJaxu9bAElgiXmcX/Gl9rfffFwTntGcP08a2a6Jkv5PFhOD7r+LJ0zlZWTi9Ihb3J56R3PyJABA2aWLW69LCCHEPSgAJH4lfMIEAEDdnj0w+sHazJZkxrLottGNKQ0LQ9drgmtDSQnyevaCOi0dFWvXuuU+lpnHitRUt1yPEEKIe1EASPyKwib9T/mq1T6sCc+ygoY0uu2kMpHHxyE9T41OdoZAlCx5Geq0dFyY/8x1X19vTsMEAGEjb73u6xBCCPEcCgCJX+E4DhF33wUAqPzuO5/Whel0woxkWRucyBDcvx/S1Ceh6t270bnqjRuhTkuHOi0dhXffA+ZgXW17/pxunWWs7NrVLXUlhBDiXhQAEr8T9+STAADD5cso9+FEHUNFJb8hlYrSqLQlHMch9b/fIT1PjW7799ktozl+HHmZfYSAUJ2WLqzyce3kKnVaOvTnzwMAggcN8mzlCSGEXDe/nwVMAo8sNhay2FgYrlzB5aWvIPKuuyDxwQos+nPFAAB5fDw4Sdv/W0nWrh3S89QAgNJ33kXZypUOy1pmEzvT/t//clvdCCGEuFfb/1QjrVLH1dbxf0VTpvqkDpY1iRXdAq8bM+6pvyE9T430PDWS/rm82a9P/eF7yNq1/pnThBDSVlEASPySsnMqoh54AACgVatx4dm/e70O2tN8ABjo49giJk1Cep4aaSdPIO3YUaSpTwrvDQBIwsQ5ErsfPgxVWpq3q0kIIaQZOHbtIB7isurqakRERKCqqgrhbXSMmC8xnU60dm33Qwch9eL3+c9Zs1F/8CASly1D5J13eO2+hBBCPIs+v6kFkPgxTqFA6rr/CfunBmc1mnTgSfUHDwIAlF0pmTEhhJC2hQJA4tdUPXsieeWHwn5eek+v3FdXXCxsK21yExJCCCFtAQWAxO+FDh8OWVKisK9OSwfT6z16z7KPPxG2JSEhTkoSQgghrQ8FgKRV6Lptm2g/LyMTpe++65F7MZNJSEIdNm6sR+5BCCGE+BIFgKRV4DgOaeqTomNlH64UEhNf+fcKMIMBAFD9y2bheMW336Jq40bozp1z6T6MMeT17CXsR8+e7bZnIIQQQvwFzQJuAZpF5BuXXnypxcvEBQ0YAIlSiei5jyJ44EDoCgpw4Zlnoc3PF5WzJEYmhBDSdtDnNwWALUI/QL5jrKzEqRuGePQeFPwRQkjbRJ/ftBQcaaWkkZGiAE2Tn4/CSXcAAOL+/ndEzZkNU10dOI6D/uJFnL19YrOuT8EfIYSQtoxaAFuA/oJonYQfeZMJ2lOnUHjnZMg7dUSXn38OiDV/CSEk0NHnN7UAkgDEcRy/IZVClZ5OrX2EEEICDjV3EEIIIYQEGAoACSGEEEICDAWAhBBCCCEBhgJAQgghhJAAQwEgIYQQQkiAoQCQEEIIISTAUABICCGEEBJgKAAkhBBCCAkwFAASQgghhAQYCgAJIYQQQgIMBYCEEEIIIQGGAkBCCCGEkABDASAhhBBCSICR+boCrRljDABQXV3t45oQQgghxFWWz23L53ggogCwBWpqagAAycnJPq4JIYQQQpqrpqYGERERvq6GT3AskMPfFjKZTLh48SLCwsLAcZxbr11dXY3k5GScO3cO4eHhbr22PwvU5wYC99kD9bkBevZAfPZAfW7Av56dMYaamhokJSVBIgnM0XDUAtgCEokEHTp08Og9wsPDff6L4guB+txA4D57oD43QM8eiM8eqM8N+M+zB2rLn0Vghr2EEEIIIQGMAkBCCCGEkABDAaCfUiqVWLx4MZRKpa+r4lWB+txA4D57oD43QM8eiM8eqM8NBPaz+yOaBEIIIYQQEmCoBZAQQgghJMBQAEgIIYQQEmAoACSEEEIICTAUABJCCCGEBBgKAP3Qe++9h5SUFKhUKmRlZeHQoUO+rlKLLFu2DIMGDUJYWBji4uJwxx13ID8/X1RmxIgR4DhO9DV37lxRmeLiYkyYMAHBwcGIi4vDs88+C4PB4M1HabYlS5Y0eq60tDThvEajwbx58xAdHY3Q0FDcdddduHz5sugarfG5U1JSGj03x3GYN28egLb1fu/atQu33347kpKSwHEcfvjhB9F5xhheeuklJCYmIigoCKNGjcLp06dFZcrLyzF9+nSEh4cjMjISDz74IGpra0Vljh07hptuugkqlQrJycl4/fXXPf1oTXL27Hq9HgsWLEBGRgZCQkKQlJSEmTNn4uLFi6Jr2PtZWb58uaiMvz17U+/57NmzGz3T2LFjRWXa4nsOwO7vPcdxeOONN4QyrfE9b5MY8Str165lCoWCffbZZ+zEiRPs4YcfZpGRkezy5cu+rtp1GzNmDPv888/Z8ePHWU5ODhs/fjzr2LEjq62tFcoMHz6cPfzww+zSpUvCV1VVlXDeYDCw3r17s1GjRrEjR46wTZs2sZiYGLZo0SJfPJLLFi9ezHr16iV6ritXrgjn586dy5KTk9m2bdvY4cOH2Q033MCGDh0qnG+tz11aWip65i1btjAAbMeOHYyxtvV+b9q0iT3//PNs3bp1DAD7/vvvReeXL1/OIiIi2A8//MCOHj3KJk6cyFJTU1lDQ4NQZuzYsaxPnz7swIEDbPfu3axr165s6tSpwvmqqioWHx/Ppk+fzo4fP86+/vprFhQUxFauXOmtx7TL2bNXVlayUaNGsW+++Ybl5eWx/fv3s8GDB7MBAwaIrtGpUye2dOlS0c+C7f8N/vjsTb3ns2bNYmPHjhU9U3l5uahMW3zPGWOiZ7506RL77LPPGMdxrKCgQCjTGt/ztogCQD8zePBgNm/ePGHfaDSypKQktmzZMh/Wyr1KS0sZAPbbb78Jx4YPH86efPJJh6/ZtGkTk0gkrKSkRDj2wQcfsPDwcKbVaj1Z3RZZvHgx69Onj91zlZWVTC6Xs++++044plarGQC2f/9+xljrfe5rPfnkk6xLly7MZDIxxtru+33tB6LJZGIJCQnsjTfeEI5VVlYypVLJvv76a8YYYydPnmQA2O+//y6U+fnnnxnHcezChQuMMcbef/991q5dO9GzL1iwgPXo0cPDT+Q6e8HAtQ4dOsQAsD///FM41qlTJ/bOO+84fI2/P7ujAHDSpEkOXxNI7/mkSZPYrbfeKjrW2t/ztoK6gP2ITqdDdnY2Ro0aJRyTSCQYNWoU9u/f78OauVdVVRUAICoqSnT8yy+/RExMDHr37o1Fixahvr5eOLd//35kZGQgPj5eODZmzBhUV1fjxIkT3qn4dTp9+jSSkpLQuXNnTJ8+HcXFxQCA7Oxs6PV60fudlpaGjh07Cu93a35uC51OhzVr1uCBBx4Ax3HC8bb6ftsqLCxESUmJ6D2OiIhAVlaW6D2OjIzEwIEDhTKjRo2CRCLBwYMHhTI333wzFAqFUGbMmDHIz89HRUWFl56m5aqqqsBxHCIjI0XHly9fjujoaPTr1w9vvPGGqKu/tT77zp07ERcXhx49euCxxx5DWVmZcC5Q3vPLly9j48aNePDBBxuda4vveWsj83UFiNXVq1dhNBpFH3oAEB8fj7y8PB/Vyr1MJhP+9re/YdiwYejdu7dwfNq0aejUqROSkpJw7NgxLFiwAPn5+Vi3bh0AoKSkxO73xXLOX2VlZWHVqlXo0aMHLl26hJdffhk33XQTjh8/jpKSEigUikYfhvHx8cIztdbntvXDDz+gsrISs2fPFo611ff7Wpa62nsW2/c4Li5OdF4mkyEqKkpUJjU1tdE1LOfatWvnkfq7k0ajwYIFCzB16lSEh4cLx//617+if//+iIqKwr59+7Bo0SJcunQJb7/9NoDW+exjx47F5MmTkZqaioKCAjz33HMYN24c9u/fD6lUGjDv+erVqxEWFobJkyeLjrfF97w1ogCQeNW8efNw/Phx7NmzR3T8kUceEbYzMjKQmJiIkSNHoqCgAF26dPF2Nd1m3LhxwnZmZiaysrLQqVMnfPvttwgKCvJhzbzn008/xbhx45CUlCQca6vvN7FPr9fj3nvvBWMMH3zwgejc008/LWxnZmZCoVDg0UcfxbJly1rtkmFTpkwRtjMyMpCZmYkuXbpg586dGDlypA9r5l2fffYZpk+fDpVKJTreFt/z1oi6gP1ITEwMpFJpo1mgly9fRkJCgo9q5T5PPPEENmzYgB07dqBDhw5Oy2ZlZQEAzpw5AwBISEiw+32xnGstIiMj0b17d5w5cwYJCQnQ6XSorKwUlbF9v1v7c//555/YunUrHnroIafl2ur7bamrs9/phIQElJaWis4bDAaUl5e3iZ8DS/D3559/YsuWLaLWP3uysrJgMBhQVFQEoHU/u0Xnzp0RExMj+vluy+85AOzevRv5+flN/u4DbfM9bw0oAPQjCoUCAwYMwLZt24RjJpMJ27Ztw5AhQ3xYs5ZhjOGJJ57A999/j+3btzdq2rcnJycHAJCYmAgAGDJkCHJzc0X/aVo+THr27OmRentCbW0tCgoKkJiYiAEDBkAul4ve7/z8fBQXFwvvd2t/7s8//xxxcXGYMGGC03Jt9f1OTU1FQkKC6D2urq7GwYMHRe9xZWUlsrOzhTLbt2+HyWQSAuMhQ4Zg165d0Ov1QpktW7agR48eft0dZgn+Tp8+ja1btyI6OrrJ1+Tk5EAikQhdpK312W2dP38eZWVlop/vtvqeW3z66acYMGAA+vTp02TZtvietwq+noVCxNauXcuUSiVbtWoVO3nyJHvkkUdYZGSkaDZka/PYY4+xiIgItnPnTtG0//r6esYYY2fOnGFLly5lhw8fZoWFhWz9+vWsc+fO7OabbxauYUkLMnr0aJaTk8N++eUXFhsb65dpQWzNnz+f7dy5kxUWFrK9e/eyUaNGsZiYGFZaWsoY49PAdOzYkW3fvp0dPnyYDRkyhA0ZMkR4fWt9bsb4GewdO3ZkCxYsEB1va+93TU0NO3LkCDty5AgDwN5++2125MgRYabr8uXLWWRkJFu/fj07duwYmzRpkt00MP369WMHDx5ke/bsYd26dROlBKmsrGTx8fHs/vvvZ8ePH2dr165lwcHBPk+L4ezZdTodmzhxIuvQoQPLyckR/e5bZnfu27ePvfPOOywnJ4cVFBSwNWvWsNjYWDZz5kzhHv747M6eu6amhj3zzDNs//79rLCwkG3dupX179+fdevWjWk0GuEabfE9t6iqqmLBwcHsgw8+aPT61vqet0UUAPqhFStWsI4dOzKFQsEGDx7MDhw44OsqtQgAu1+ff/45Y4yx4uJidvPNN7OoqCimVCpZ165d2bPPPivKC8cYY0VFRWzcuHEsKCiIxcTEsPnz5zO9Xu+DJ3LdfffdxxITE5lCoWDt27dn9913Hztz5oxwvqGhgT3++OOsXbt2LDg4mN15553s0qVLomu0xudmjLHNmzczACw/P190vK293zt27LD78z1r1izGGJ8K5sUXX2Tx8fFMqVSykSNHNvqelJWVsalTp7LQ0FAWHh7O5syZw2pqakRljh49ym688UamVCpZ+/bt2fLly731iA45e/bCwkKHv/uWfJDZ2dksKyuLRUREMJVKxdLT09lrr70mCpQY879nd/bc9fX1bPTo0Sw2NpbJ5XLWqVMn9vDDDzf6I74tvucWK1euZEFBQayysrLR61vre94WcYwx5tEmRkIIIYQQ4ldoDCAhhBBCSIChAJAQQgghJMBQAEgIIYQQEmAoACSEEEIICTAUABJCCCGEBBgKAAkhhBBCAgwFgIQQQgghAYYCQEIIIYSQAEMBICGEEEJIgKEAkBBCCCEkwFAASAghhBASYCgAJIQQQggJMBQAEkIIIYQEGAoACSGEEEICDAWAhBBCCCEBhgJAQgghhJAAQwEgIYQQQkiAoQCQEEIIISTAUABICCGEEBJgKAAkhBBCCAkwFAASQgghhAQYCgAJIYQQQgIMBYCEEEIIIQGGAkBCCCGEkABDASAhhBBCSIChAJAQQgghJMBQAEgIIYQQEmAoACSEEEIICTAUABJCCCGEBBgKAAkhhBBCAgwFgIQQQgghAeb/A2O2s2JVq3mTAAAAAElFTkSuQmCC' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2279803999.py:46: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   flags     time/s  control/V     Ewe/V    <I>/mA  cycle number  \\\n",
      "0      6  383.43179   0.099952  0.099610  0.004874           1.0   \n",
      "1      6  383.54179   0.100502  0.100162  0.004314           1.0   \n",
      "2     22  383.74169   0.101501  0.101181  0.004275           1.0   \n",
      "3     22  383.94159   0.102501  0.102160  0.004299           1.0   \n",
      "4     22  384.14149   0.103500  0.103173  0.004297           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range   Rcmp/Ohm  \n",
      "0  0.000000e+00       40  10.199999  \n",
      "1  5.121120e-07       40  10.199995  \n",
      "2  1.434043e-06       40  10.199995  \n",
      "3  2.354975e-06       40  10.199995  \n",
      "4  3.276124e-06       40  10.199996  \n",
      "B\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time (s)</th>\n",
       "      <th>cycle</th>\n",
       "      <th>potential (V)</th>\n",
       "      <th>current (mA)</th>\n",
       "      <th>current density (mAcm-2)</th>\n",
       "      <th>df/n 3 (Hz)</th>\n",
       "      <th>dG/n 3 (Hz)</th>\n",
       "      <th>df/n 5 (Hz)</th>\n",
       "      <th>dG/n 5 (Hz)</th>\n",
       "      <th>df/n 7 (Hz)</th>\n",
       "      <th>dG/n 7 (Hz)</th>\n",
       "      <th>df/n 9 (Hz)</th>\n",
       "      <th>dG/n 9 (Hz)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fname</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>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.099663</td>\n",
       "      <td>0.001343</td>\n",
       "      <td>0.001148</td>\n",
       "      <td>7.826193</td>\n",
       "      <td>-4.057380</td>\n",
       "      <td>5.409493</td>\n",
       "      <td>-3.547316</td>\n",
       "      <td>3.313979</td>\n",
       "      <td>-2.209374</td>\n",
       "      <td>2.338771</td>\n",
       "      <td>-0.373380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.02</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.099759</td>\n",
       "      <td>0.001194</td>\n",
       "      <td>0.001021</td>\n",
       "      <td>7.827216</td>\n",
       "      <td>-4.052558</td>\n",
       "      <td>5.409419</td>\n",
       "      <td>-3.552090</td>\n",
       "      <td>3.315482</td>\n",
       "      <td>-2.206367</td>\n",
       "      <td>2.341522</td>\n",
       "      <td>-0.372834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.099855</td>\n",
       "      <td>0.001045</td>\n",
       "      <td>0.000893</td>\n",
       "      <td>7.826109</td>\n",
       "      <td>-4.052185</td>\n",
       "      <td>5.413488</td>\n",
       "      <td>-3.555189</td>\n",
       "      <td>3.315500</td>\n",
       "      <td>-2.205362</td>\n",
       "      <td>2.341467</td>\n",
       "      <td>-0.372347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.06</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.099951</td>\n",
       "      <td>0.000896</td>\n",
       "      <td>0.000766</td>\n",
       "      <td>7.825959</td>\n",
       "      <td>-4.053920</td>\n",
       "      <td>5.415014</td>\n",
       "      <td>-3.555546</td>\n",
       "      <td>3.320772</td>\n",
       "      <td>-2.203898</td>\n",
       "      <td>2.340575</td>\n",
       "      <td>-0.373041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.100046</td>\n",
       "      <td>0.000747</td>\n",
       "      <td>0.000638</td>\n",
       "      <td>7.825414</td>\n",
       "      <td>-4.058414</td>\n",
       "      <td>5.414339</td>\n",
       "      <td>-3.551727</td>\n",
       "      <td>3.321379</td>\n",
       "      <td>-2.199409</td>\n",
       "      <td>2.342829</td>\n",
       "      <td>-0.373292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.36</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100280</td>\n",
       "      <td>-0.004678</td>\n",
       "      <td>-0.003998</td>\n",
       "      <td>5.653582</td>\n",
       "      <td>2.191772</td>\n",
       "      <td>4.889552</td>\n",
       "      <td>0.898783</td>\n",
       "      <td>3.457220</td>\n",
       "      <td>0.930342</td>\n",
       "      <td>1.267458</td>\n",
       "      <td>2.783443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.38</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100177</td>\n",
       "      <td>-0.004670</td>\n",
       "      <td>-0.003991</td>\n",
       "      <td>5.654773</td>\n",
       "      <td>2.191437</td>\n",
       "      <td>4.887597</td>\n",
       "      <td>0.898933</td>\n",
       "      <td>3.455297</td>\n",
       "      <td>0.929887</td>\n",
       "      <td>1.266482</td>\n",
       "      <td>2.781992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.40</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100073</td>\n",
       "      <td>-0.004662</td>\n",
       "      <td>-0.003985</td>\n",
       "      <td>5.656745</td>\n",
       "      <td>2.192022</td>\n",
       "      <td>4.886552</td>\n",
       "      <td>0.903915</td>\n",
       "      <td>3.458903</td>\n",
       "      <td>0.926533</td>\n",
       "      <td>1.266993</td>\n",
       "      <td>2.780718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.42</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.099970</td>\n",
       "      <td>-0.004654</td>\n",
       "      <td>-0.003978</td>\n",
       "      <td>5.653910</td>\n",
       "      <td>2.188616</td>\n",
       "      <td>4.888818</td>\n",
       "      <td>0.908662</td>\n",
       "      <td>3.458443</td>\n",
       "      <td>0.922935</td>\n",
       "      <td>1.267225</td>\n",
       "      <td>2.780397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.44</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.099866</td>\n",
       "      <td>-0.004646</td>\n",
       "      <td>-0.003971</td>\n",
       "      <td>5.651496</td>\n",
       "      <td>2.195009</td>\n",
       "      <td>4.885380</td>\n",
       "      <td>0.908669</td>\n",
       "      <td>3.454114</td>\n",
       "      <td>0.925120</td>\n",
       "      <td>1.264227</td>\n",
       "      <td>2.779672</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195071 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    time (s)  cycle  \\\n",
       "fname                                                                 \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.00    1.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.02    1.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.04    1.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.06    1.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.08    1.0   \n",
       "...                                                      ...    ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...   1300.36    5.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...   1300.38    5.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...   1300.40    5.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...   1300.42    5.0   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...   1300.44    5.0   \n",
       "\n",
       "                                                    potential (V)  \\\n",
       "fname                                                               \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.099663   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.099759   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.099855   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.099951   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.100046   \n",
       "...                                                           ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.100280   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.100177   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.100073   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.099970   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.099866   \n",
       "\n",
       "                                                    current (mA)  \\\n",
       "fname                                                              \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.001343   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.001194   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.001045   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.000896   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...      0.000747   \n",
       "...                                                          ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     -0.004678   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     -0.004670   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     -0.004662   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     -0.004654   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     -0.004646   \n",
       "\n",
       "                                                    current density (mAcm-2)  \\\n",
       "fname                                                                          \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...                  0.001148   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...                  0.001021   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...                  0.000893   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...                  0.000766   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...                  0.000638   \n",
       "...                                                                      ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...                 -0.003998   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...                 -0.003991   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...                 -0.003985   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...                 -0.003978   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...                 -0.003971   \n",
       "\n",
       "                                                    df/n 3 (Hz)  dG/n 3 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     7.826193    -4.057380   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     7.827216    -4.052558   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     7.826109    -4.052185   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     7.825959    -4.053920   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     7.825414    -4.058414   \n",
       "...                                                         ...          ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     5.653582     2.191772   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     5.654773     2.191437   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     5.656745     2.192022   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     5.653910     2.188616   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     5.651496     2.195009   \n",
       "\n",
       "                                                    df/n 5 (Hz)  dG/n 5 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     5.409493    -3.547316   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     5.409419    -3.552090   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     5.413488    -3.555189   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     5.415014    -3.555546   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     5.414339    -3.551727   \n",
       "...                                                         ...          ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     4.889552     0.898783   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     4.887597     0.898933   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     4.886552     0.903915   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     4.888818     0.908662   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     4.885380     0.908669   \n",
       "\n",
       "                                                    df/n 7 (Hz)  dG/n 7 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     3.313979    -2.209374   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     3.315482    -2.206367   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     3.315500    -2.205362   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     3.320772    -2.203898   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     3.321379    -2.199409   \n",
       "...                                                         ...          ...   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     3.457220     0.930342   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     3.455297     0.929887   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     3.458903     0.926533   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     3.458443     0.922935   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     3.454114     0.925120   \n",
       "\n",
       "                                                    df/n 9 (Hz)  dG/n 9 (Hz)  \n",
       "fname                                                                         \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     2.338771    -0.373380  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     2.341522    -0.372834  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     2.341467    -0.372347  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     2.340575    -0.373041  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...     2.342829    -0.373292  \n",
       "...                                                         ...          ...  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     1.267458     2.783443  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     1.266482     2.781992  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     1.266993     2.780718  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     1.267225     2.780397  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...     1.264227     2.779672  \n",
       "\n",
       "[195071 rows x 13 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "from numba import jit\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib widget\n",
    "from scipy import interpolate\n",
    "from galvani import BioLogic\n",
    "from scipy import stats\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "def load_data_pstat_binary(master_fname: str):\n",
    "    mpr_file = BioLogic.MPRfile(master_fname)\n",
    "    data = pd.DataFrame(mpr_file.data)\n",
    "    print(data.head())\n",
    "    data.to_csv(f'{master_fname[:-4]}.txt', sep = '\\t')\n",
    "    #data = np.array(data)\n",
    "    voltage    = pd.Series(data['Ewe/V']); \n",
    "    current    = pd.Series(data['<I>/mA'])\n",
    "    time       = pd.Series(data['time/s']- data['time/s'].iloc[0])\n",
    "    cycle      = pd.Series(data['cycle number'])\n",
    "    fnames     = pd.Series(np.full(np.shape(time), os.path.basename(master_fname)))\n",
    "    return time, voltage, current, cycle, fnames\n",
    "\n",
    "def discard_points(y: np.ndarray[float], trsh: int) -> np.ndarray[float]: \n",
    "    y[np.abs(y)>trsh]=np.nan\n",
    "    y = pd.Series(y).interpolate().to_numpy()\n",
    "    return y\n",
    "\n",
    "\n",
    "\n",
    "def load_QCM_data(master_fname: str) -> tuple[np.ndarray[float], np.ndarray[float]]:\n",
    "    data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n",
    "    data = np.array(data)\n",
    "    time = data[:,0]/1000\n",
    "    dfc_by_n = np.zeros((np.shape(data)[0], (np.shape(data)[1]-1)//2), dtype = complex)\n",
    "    dfc_by_n.real = data[:, 1::2]\n",
    "    dfc_by_n.imag = data[:, 2::2]\n",
    "    return time, dfc_by_n\n",
    "\n",
    "def load_trigger_data(master_fname: str) -> np.ndarray[float]: \n",
    "    data = pd.read_csv(master_fname, skiprows = 0, delimiter = \"\\t\")\n",
    "    trigger = np.array(data)[:,-1]\n",
    "    return trigger \n",
    "\n",
    "def interpol(old_x: np.ndarray[float], old_y: np.ndarray[float], new_x: np.ndarray[float]) -> np.ndarray[float]:\n",
    "    f = interpolate.interp1d(old_x, old_y, fill_value = 'extrapolate')\n",
    "    new_y = f(new_x)\n",
    "    return new_y\n",
    "\n",
    "def correct_drift(x: np.ndarray[float], y: np.ndarray[float], positions: np.ndarray[int])-> tuple[np.ndarray[float], np.ndarray[float]]:\n",
    "    print('positions: ', y[positions])\n",
    "    slope, intercept, r_value, p_value, std_err = stats.linregress(x[positions],y[positions].real)\n",
    "    y.real = y.real - slope*x\n",
    "    f_drift = slope*x\n",
    "    print('slope: ', slope)\n",
    "    slope, intercept, r_value, p_value, std_err = stats.linregress(x[positions],y[positions].imag)\n",
    "    y.imag = y.imag - slope*x \n",
    "    return y, f_drift + 1j*slope*x\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "AllEQCMData = pd.DataFrame()\n",
    "EQCM_files = []\n",
    "PSTAT_files = []\n",
    "TRIGGER_files = []\n",
    "root = os.getcwd()\n",
    "if __name__ == \"__main__\":\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for file in filenames:\n",
    "            if file.endswith('.mpr') and file.__contains__('05_CV_C') and file.__contains__('seq1'):\n",
    "                PSTAT_files.append(os.path.join(dirpath, file))\n",
    "            if file.endswith('.txt') and file.__contains__('_dfc'):#eqcm\n",
    "                EQCM_files.append(os.path.join(dirpath, file))\n",
    "            if file.endswith('.txt') and file.__contains__('ResonaceCurves_1'):#trigger\n",
    "                TRIGGER_files.append(os.path.join(dirpath, file))\n",
    "    \n",
    "    ####check here\n",
    "    for i_file, (EQCM_file, PSTAT_file, TRIGGER_file) in enumerate(zip(EQCM_files, PSTAT_files, TRIGGER_files)): \n",
    "        print(EQCM_file)\n",
    "        time, dfc_by_n = load_QCM_data(master_fname =EQCM_file)\n",
    "        n_ovt = len(dfc_by_n[0,:])\n",
    "        ns = np.array([3, 5, 7, 9, 11, 13])\n",
    "        for iovt in range(n_ovt):\n",
    "            dfc_by_n[:,iovt] = discard_points(dfc_by_n[:,iovt], 150)\n",
    "            dfc_by_n.real[:,iovt] = savgol_filter(dfc_by_n.real[:,iovt], window_length = 53, polyorder = 1 )\n",
    "            dfc_by_n.imag[:,iovt] = savgol_filter(dfc_by_n.imag[:,iovt], window_length = 53, polyorder = 1 )\n",
    "        fig, ax = plt.subplots()\n",
    "        plt.plot(time, dfc_by_n); plt.show()\n",
    "        trigger = load_trigger_data(master_fname = TRIGGER_file)\n",
    "        i_Trigs = np.zeros(0, dtype = int)\t# finds data points, where the trigger signal jumps\n",
    "        for i in range(2,len(trigger)-1):\n",
    "            if (trigger[i]-trigger[i-1] > 0.5) and \\\n",
    "            (trigger[i]-trigger[i-1] > trigger[i-1]-trigger[i-2]) and \\\n",
    "            (trigger[i]-trigger[i-1] > trigger[i+1]-trigger[i]) :\n",
    "                i_Trigs = np.append(i_Trigs,i)\n",
    "\n",
    "        time -= time[i_Trigs[0]]\n",
    "        time = time[i_Trigs[0]:]\n",
    "        dfc_by_n = dfc_by_n[i_Trigs[0]:, :]\n",
    "        i_Trigs -= i_Trigs[0]\n",
    "\n",
    "        time_iv, voltage, current, cycle, fnames = load_data_pstat_binary(PSTAT_file)\n",
    "\n",
    "        if time_iv.iloc[-1] > time[-1]:\n",
    "            print('A')\n",
    "            i_end_time =  np.argmin(np.abs(time_iv-time[-1]))\n",
    "            time_iv = time_iv[:i_end_time]\n",
    "            voltage = voltage[:i_end_time]\n",
    "            current = current[:i_end_time]\n",
    "            cycle = cycle[:i_end_time]\n",
    "            #print(time_iv)\n",
    "        elif time[-1] > time_iv.iloc[-1]:\n",
    "            print('B')\n",
    "            i_end_time =  np.argmin(np.abs(time-time_iv.iloc[-1]))\n",
    "            time= time[:i_end_time]\n",
    "            dfc_by_n= dfc_by_n[:i_end_time, :]\n",
    "\n",
    "        voltage_dfG = interpol(old_x = time_iv, old_y = voltage, new_x = time)\n",
    "        current_dfG = interpol(old_x = time_iv, old_y = current, new_x = time)\n",
    "        cycle_dfG   = interpol(old_x = time_iv, old_y = cycle,   new_x = time)\n",
    "\n",
    "        #construc a data frame usinf pandas data structures. \n",
    "        EQCMData = {'time (s)': time, \n",
    "                    'cycle':    cycle_dfG,\n",
    "                    'potential (V)': voltage_dfG, \n",
    "                    'current (mA)': current_dfG, \n",
    "                    'current density (mAcm-2)': current_dfG/A,\n",
    "                    'fname': np.full(np.shape(time), fnames[0])}\n",
    "        for i_ovt in range(n_ovt): \n",
    "            EQCMData[f'df/n {ns[i_ovt]} (Hz)'] = dfc_by_n[:, i_ovt].real\n",
    "            EQCMData[f'dG/n {ns[i_ovt]} (Hz)'] = dfc_by_n[:, i_ovt].imag\n",
    "        EQCMData = pd.DataFrame(EQCMData)\n",
    "        AllEQCMData = pd.concat([AllEQCMData, EQCMData])\n",
    "    AllEQCMData_indexed = AllEQCMData.set_index(['fname'])\n",
    "    #AllEQCMData_indexed = AllEQCMData_indexed.sort_index()\n",
    "AllEQCMData_indexed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba06c5e1",
   "metadata": {},
   "source": [
    "### Make an Interactive Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "ac41a894",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:75: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:93: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:109: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:75: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:93: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:109: SyntaxWarning: invalid escape sequence '\\D'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/979894565.py:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[0].set_ylabel('$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/979894565.py:64: SyntaxWarning: invalid escape sequence '\\D'\n",
      "  axs[1].set_ylabel(\"$\\Delta f/n$ (Hz)\", fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/979894565.py:75: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax2.set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/979894565.py:93: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[2].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{\\mu g \\ cm^{-2} \\ s^{-1}}$)', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/979894565.py:109: SyntaxWarning: invalid escape sequence '\\D'\n",
      "  axs[3].set_ylabel('$\\Delta \\Gamma/n$ (Hz)', fontsize=16)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/979894565.py:86: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "60efade90d1b409eafe26f956dd6616e",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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izq6+u59NJLueqqq95x/2w2S3l5ObfeeivnnnvuTtvD4TClpaX09PRQUqIPbREREZH9Xe/qDay88sdkwr0c8Y9fE3l7DVYySfG0iXirKoa6egPoXFRk97TM2iDa2tr40Ic+xNKlS3mnaxiGYbwnz5lKpVi0aBFXX311/jHTNDn55JN55ZVX9ugYsViMdDpNRUVhfRiLiIiIyPujaPI4jnjkdqxMhs6X3ySyZCWhiWNwlykAi+xvFNAHccUVV7BkyRImTJjARRddxMSJE9/3sent7e1ks1lqamoGPF5TU8OqVav26BhXXnklw4cP5+STT95tuXA4POC+z+fD5/O9uwqLiIiISEFo/ccCSo84jGwkCoC3qgLTrVN9kf2N/moH8eijj1JTU8Orr76637RGX3/99fz5z3/m2Wefxe/377ZsfX39gPvXXnst11133ftYOxERERF5r/W8tQIz4OeN//oKptfD3AV/oMjrxltZNtRVE5G9oIA+iHg8zqmnnrpPw3lVVRUul4vW1tYBj7e2tlJbW7vbfW+88Uauv/56nn76aQ477LB3fK7GxsYB437Uei4iIiKyf7Eti0VnXkyi2ZlMuPSIwyg/4jDS3WFcgcEba1r/+QyZ3ig1Hz8Z9zs06ojIvqVZ3AcxceJE4vH4Pn1Or9fL7NmzB0w4Z1kWCxYsYN68eYPu9+Mf/5jvf//7PPHEE8yZM2ePnqukpGTAlwK6iIiIyP4l0bQN0+/FtiwA6s48DcPlwltZjisYGHS/tf93G4vP+QbrfnjbvqqqiOwhBfRBfOELX+DZZ59ly5Yt+/R5L7/8cn7zm9/w+9//npUrV3LRRRcRjUY5//zzATj33HMHTCJ3ww038J3vfIe77rqLMWPG0NLSQktLC729vfu03iIiIiKybwVG1nLkY3dB1gnoofH1JJpad7tPvLGJnoVLARjx6Y+873UUkXdHAX0Ql1xyCR/5yEeYP38+Tz75JFbuyuT77eyzz+bGG2/kmmuuYebMmSxevJgnnngiP3FcQ0MDzc3N+fK/+tWvSKVSnHnmmdTV1eW/brzxxn1SXxEREREZOi0P/QuAksOnkeroJra+kWwyNWj5xnseAaD40EkUT5u0L6ooIu+C1kHfje7ubk444QSWLVuG2+2mrq4O09z5moZhGKxfv34Iavjuae1JERERkf1fqqMLT3kpLx/3aboXLuGQn3yLwJjhuIN+Ko47YtAx6M/N/Ai9y9cy4TuXMPmaS/dxrXUuKvJONEncIBobGznuuONobGzEtm3S6TQNDQ27LPterYMuIiIiIrInFp/3/+hdvYH45iYwDKo+OI90exeuQGDQcB5ZvYHe5WvBNBnx3x/dxzUWkT2hgD6IK6+8koaGBo499lguv/xyJk6cSFFR0VBXS0REREQOculwL12vLibTE2He838m2bwtv+a5p6J00P223vMwAKVzphMaP2qf1FVE3h0F9EE8/fTTjB49mqeeekoznIuIiIhIwfCUFPGBzc/T8dxCyufOoHfVBqLrNuMKBQYN6LZt0/SXfwJQ+/EPYOxi2KaIDD39ZQ4iHo9z5JFHKpyLiIiISMFxBQPUnH4i6c5u4g1biTc0YbhceMp2Pa67Z9Ey4pu2Yng91P3XKfu4tiKypxTQBzF16lQ6OzuHuhoiIiIiInl2NgvA2u/9gldO/hxdry7GVRTCW1WOp6xk0JbxrX/8GwDlRx9OYPSIfVZfEXl3FNAHcemll/Lcc8+xbNmyoa6KiIiIiAgAb33uG7x2+hdouPMvdD63kExvjEB9Hf7hNXiryne5j53N0vRArnv7Rz+A6fHsyyqLyLugMeiDOOecc1ixYgXz58/n+9//PqeddhqjRmkyDREREREZGumeCK1/exorlQbAXRyi9mMfwBUMEBg1HAZZPbnj+YWktnXiKgox7MMn7sMai8i7pYA+CJfLlb/9la98ZbdlDcMgk8m831USERERkYOYp7SY45c+xuLPX0H3q29RfdoJ+S7vhmHAIEv/brnH6d5ecfwR+Gqr91l9ReTdUxf3Qdi2vcdflmUNdXVFRERE5CDgH1FD78p1AJQdNZPOl98kE+kdtHwm0kvzXx8HoOYj83GHgvukniKydxTQB2FZ1rv6EhERERF5v2375zNkeiL4RtZScdwRxDc3EVm2Fiud3mX55gefwIon8NfXUnnCkfu4tiLybqmLu4iIiIhIgXv74msx3G56V68HYORnPkagbhiZSWMw3K5BJ35ruPtBAKpPOX7QSeREpHAooIuIiIiIFLBkazuNd/8VO51m0vcuw8BgxGc/TqqtE8MwBg3evWs20v3KW2AYVJ9y3KBrpItI4VBAFxEREREpYN5hlRzx9zvo+PcrTLz6IjJfPQ9Mg543luW378qW3z8EQOkRh1E0adyga6SLSOHQX+kg7rvvPsaNG8cTTzwxaJknnniCcePG8eCDD+7DmomIiIjIwcQwDKpPPoYp//dNAKKrNtD25Iuku3pwBQK7nPjNymTY8sdHABh26vF4qyv2ZZVFZC8poA/ivvvuo7u7m/nz5w9a5qSTTqKrq4s//elP+7BmIiIiInKwiSxbw/qf/Jr41hYA0t1hXKEA3mG7Dt7tT71EsmkbrpIQFcfOxltZtg9rKyJ7S13cB7F06VIOO+wwvF7voGV8Ph8zZsxgyZIl+7BmIiIiInKweOvcb1I+dyY9S1ex5a4H6Fm8kpm//wmprm5MtxvfIN3bG357PwBVHzgGX021ureL7CcU0AfR0tLCMccc847lRowYwcKFC/dBjURERETkYNL9+lKa7vsHzX99AtPrzNI+6oKzMFwuyuYcRrongisY2Gm/+JYWWv/xb8BZ+9w3SCu7iBQeXUobRDAYpKOj4x3LdXR07LaVXURERERkbxRNGce0n11D9YeOI9sbwz9mBBUnzsUwDDxlJQRHj9jlfo13/gVsm+LDphAaV4+nomzfVlxE9poC+iCmTZvGSy+9RGdn56BlOjs7efHFF5kyZco+rJmIiIiIHAzcxUWM+cpnSXd2A1Bz+on0LFxKujs86D5WOk3DnX9xyn/0A3gqy9W9XWQ/or/WQXzyk58kGo1yzjnnEIvFdtoej8f53Oc+Rzwe58wzzxyCGoqIiIjIgS6yYh1dL78JpknV/KNJtraT2NpCJtK7y/Ktjz5DsrkNd3kJFcfOxle96zXSRaQwaQz6IL70pS/xm9/8hieffJJJkybxmc98Jt9SvmrVKu677z6ampqYPHkyX/nKV4a4tiIiIiJyoMj0RllywVWM/vJnaPnb0wDUfPhEaj46n84X3iDV3oW7tAR3cdFO+zbccR8Aw049AZffp+7tIvsZBfRBBAIBnnzyST7xiU+waNEibrrppgHbbdtm1qxZPPzwwwSDO689KSIiIiKyNxrvfICWh/9FZNkaqk4+BtPrYfRFnyUbTwA2GMYuJ36Lrt1E+4KXARj24RPxVql7u8j+RgF9N0aOHMnChQv5xz/+wRNPPMHmzZsBGDVqFKeeeiof+9jHMAxjiGspIiIiIgeSmo+fTHRDI2WzD2XkuZ9g/NVfxl9TRWzjFgC8FWWYu5ikePNvnKXVyo6aib+2Gl9N1T6tt4j85wzbtu2hroTsO+FwmNLSUnp6eigpKRnq6oiIiIjIO+h+fSm4XKS7w5guk+JpE/FWDWxBz8biLBh7IunObiZ9/+tUnTCXsqNmFlxjks5FRXZPLegiIiIiIgUmvGQVAMEJo8jGE2QiUVwBH4bbjady54nftvzhEdKd3fhG1FB+5Ax8NVUFF85F5J1pUIqIiIiISAFo+9cLLL/sB8Q2b2XVt2/ihTkfp/GuBymbOxNPaTGGy7XL4G1bFht/8XsAaj9+MobLxFer7u0i+yO1oIuIiIiIFIB1P7qdzhffIBuL0/bE82AYDDvtBFw+L/6RtSSb23YZvNuefIHo6o24ioIMO/V43MVFuIKBIXgFIvKfUgu6iIiIiMgQs22bid++mOpTjqNviqjq004gNGE0AMExIyk7aibuotBO+2782e8AqPnoybiCAU0OJ7IfUwu6iIiIiMgQMwyDqg8cTekRh/HvMccDUPWBo+ldvYHQhNEYLtcux5SH317tLK1mGAz78Ilgmnh3sQSbiOwf1IIuIiIiIlIgGn7zZzKRKMEJoyk5bDKJ5jbSXT0MtvDShht/C0DVB4/BX1uFr7oC0+PZl1UWkfeQArqIiIiIyBBaeuH/svmO+0iHe9l4y+8AmHDVlymdNQ3T6yayfC3xTVt22i+2oZGm+/8JQN1/nQKAf0TNPqu3iLz3FND/Ax0dHdx8881Mnz59qKsiIiIiIvuhrlcX03j3gyz/2vfpfPENMA38I2sZ8d8fwfR5sdMZgF2OK19/02+xs1kqjj+C0ITRuItCuIuL9vVLEJH3kMagv0u2bfPEE09w55138uijj5JOp4e6SiIiIiKynyqZeQjTbvkOieZt1Jx+IpWrnya2dhOm10tsQyMAnrLSnWZlTzRvY8vv/grA8LM/DIBPreci+z0F9D20ceNG7rrrLn73u9/R1NSUHwd0+OGHc+655w5x7URERERkf+Ty+xhz8Tn5+5muHrK9MRJNrSSatwHgGz5sp/023Hw3VipN6ZEzKJo8zlkjvVqTw4ns7xTQdyOZTPLggw9y55138vzzz2PbNrZtYxgGV1xxBeeeey5Tp04d6mqKiIiIyH6mr7HHMAxs26btieep+uAxJFvasVIpEq3t2JkMpteLt6p8wL6pji4afv1nAEZ+7uMA+OqGYbhc+/ZFiMh7TgF9FxYtWsSdd97Jn//8Z3p6nFkz3W43p59+OkuXLmXz5s1cf/31Q11NEREREdlPbXv8OTb85Dcc8uMryUSivP6xCyk+dBLHLnyIVFsn8cZmAPwja3daXm3TrX8gG41RPH0yRVPGO+V20couIvsfBfScrq4u/vjHP3LnnXfy9ttvA86VzSlTpnDBBRdw7rnnMmzYMI477jg2b948xLUVERERkf2Vbdus/d4v6Fm0jOa/PkF48UoAKk+Yi+nx4K2uINnchu3K4KurHrBvqqOLjT/7HQCjvvApDMPAU16KK+Df1y9DRN4HCug5dXV1pNNpbNumqKiIs88+mwsuuIB58+YNddVERERE5ABiGAazH7iVdTfcQeWJc9lw053gcjH2ss8DYHo8lM4+lGwiiekeeLq+/ie/IROJUnzYFIqnTwLb1tJqIgcQBfScVCqFYRiMHDmSP/zhD5xwwglDXSUREREROUAF6uuYfut1vHLy5wAYdtoJpLsjWOk0pscDOBPI9Zdo3sam2/4EwJivnge2jSsYwFs5cIy6iOy/tA56zvTp07Ftmy1btjB//nxmzpzJz3/+czo6Ooa6aiIiIiJygMhEevO32595hc7nFmJ43Iw45+PYmQzp7jBWJrPLfdf96HaseILSuTMpmjgaAH993T6pt4jsGwroOUuWLGHhwoVceOGFFBcXs3TpUr7+9a8zYsQIzj77bJ588sn8bJsiIiIiIu9WoqmVBeNOYsU3/o9MIsnqa34GwKgvfpqaD59EYPQIeleup/vVxVjp9IB9Y5u20PDbvwAw7uvnY6edGd59NVX7/HWIyPtHAb2fOXPmcPvtt9Pc3Mzdd9/NMcccQyqV4oEHHuD0009n9OjRrFq1aqirKSIiIiL7oab7HyPTHab79aVY8QSm24Xp9zHhqi/h8vtId3SBbeMuLc53c++z9ge/xE6nqTjpKAIjnVZzf33dTjO8i8j+zbDVLLxba9eu5c477+See+6hpaUFcCb2OOqoozjvvPM4++yzKS0tHeJa7rlwOExpaSk9PT2UlJQMdXVEREREDipt/3oBb2U5pbMPJRONEdu4hZJDJ5FNJOleuARsm5JZ0/CUFOX36V29gecO+zBYFkf847e4Al4Ml4vyebP2u7XPdS4qsntqQX8HEydO5Prrr6exsZFHHnmEj3zkI5imySuvvMJFF11EXV0dn/70p4e6miIiIiKyH6j+0HGUzj4U27aJrt5IuquHZFsn8YYmsG08ZaUDwjnAyqt+DJZFzUfn46t2JoTzj6jZ78K5iLwzBfQ95HK5+NjHPsbf//53Ghsb+eEPf8j48eNJJBI88MADQ109ERERESlQ3W+8TTYWByCbTLH2B7eSbOvAcLkwDAPT6yHZ2g5AYMyIAfu2//sVtj36DIbbzfgrLiTTG8VwufCPrN3nr0NE3n8K6HuhtraWq6++mjVr1vDMM89wzjnnvKfH/+Uvf8mYMWPw+/3MnTuXhQsXDlp2+fLlfPKTn2TMmDEYhsEtt9zyntZFRERERPZeqr2ThR/+H56b8WGi6xvYfNufWPPdX/Dahz5P8WGTKZ19KMmWNrAs3KUleEqL8/va2Swr/9/1AIy68NP5FnP/iJqdxqiLyIFBAf0/dMIJJ/D73//+PTve/fffz+WXX861117Lm2++yYwZMzjllFPYtm3bLsvHYjHGjRvH9ddfT22trqSKiIiIFJLYpq24QgHcRSFcxUHW/t9tAIz72ucxDANXwA+GAYZBcFz9gH233PMw4aWrcJeVMOaiz5CNxZ3Wcy2tJnLA0iRxBWbu3LkcccQR3HrrrQBYlkV9fT2XXnopV1111W73HTNmDJdddhmXXXbZoGU0MYeIiIjIvpWJxkg2t7H59nvZ+LPfEZo0luMX/2NAK3g2mcLl8+bvp8O9PDftVJItbUy54Uoqj51DNh4nMGYkwdEjdvU0+wWdi4rsnnuoK1DIMpkMDzzwAAsWLKCpqYlEIrHLcoZhsGDBgv/4+VKpFIsWLeLqq6/OP2aaJieffDKvvPLKf3x8EREREdn33KEgSdtm021/AqD+gjOJb24iNGF0vkz/cA6w9nu/INnSRnDCaOo+eQrxTVsw3G4CGnsuckBTQB9EW1sbH/rQh1i6dCnv1MngvVp/sr29nWw2S01NzYDHa2pq3vP118Ph8ID7Pp8Pn8/3nj6HiIiIyMFqwy2/o3jqeKo/dBy2bbP86z/ATqepPOkoKo6Zg39kLbENjfhqq3AFAwP2Db+9mk23/gGAaT/9XxJbWwEIjBqumdtFDnAK6IO44oorWLJkCRMmTOCiiy5i4sSJFBcXv/OO+4n6+oFjnK699lquu+66oamMiIiIyAGk583lrLrqx9jZLMe+9hDxLc20PfkCptfD9F9+l+CE0aTau4g3NpFoaqXsqJmYbue03LYsll1yHXY2S+1/nULRlHHEG5ow/X78I2re4ZlFZH+ngD6IRx99lJqaGl599VUqKir2yXNWVVXhcrlobW0d8Hhra+t7PgFcY2PjgHE/aj0XEREReW+EJo9l9EWfIdXeRenh0/DX1zHy/DPx11YRmjgG27KIrW8AcjOyu7efkm/5wyN0vfwmrlCQKT/8BvEtLQAEx9VjmJrfWeRAp4A+iHg8zqmnnrrPwjmA1+tl9uzZLFiwgDPOOANwJolbsGABl1xyyXv6XCUlJZqYQ0REROR94A4FmXbzt7Ety3nAshj9xbMJTR4LQLyxGSuZxPR6CYwant8v1dnNqqt/AsDEb38FO5Nxll8rKcZXve/OSUVk6CigD2LixInE4/F9/ryXX3455513HnPmzOHII4/klltuIRqNcv755wNw7rnnMmLECH70ox8BzsRyK1asyN/eunUrixcvpqioiAkTJuzz+ouIiIgcrFIdXXgry/P3091h3GUlxBuayMbipLvCmD4f8YYmAILjRw0YU77y/91Aqq2TokPGU3/+mUSWrQEgNGHUvn0hIjJk1E9mEF/4whd49tln2bJlyz593rPPPpsbb7yRa665hpkzZ7J48WKeeOKJ/MRxDQ0NNDc358s3NTUxa9YsZs2aRXNzMzfeeCOzZs3if/7nf/ZpvUVEREQOZulwLy8dfRZvnftN0uFerEyG1069gDc+/iW8wyoJ1A8nMGo4sXWbt7eKD6vM77/tyefZcs9DYBgc+qvvE29wzve8w6pwFxcN1csSkX1MLeiDuOSSS3jhhReYP38+v/jFL/jgBz+IuY/G/VxyySWDdml/9tlnB9wfM2bMO84yLyIiIiLvr45nXyW+uQk7kwXLYsNP7yL81nI85aWYPi/+2mrSXT2k2jvBMAhN3L7EWjrcy9sXXQPA2EvPJTR+FNHVGzBcLoLj6gd7ShE5ABm20t2guru7OeGEE1i2bBlut5u6urpdhnTDMFi/fv0Q1PDdC4fDlJaW0tPTozHoIiIiIu+hzpffxDAMPOUlPD/749ipNDPuuoGRnzsDANu2STQ2Y1sWwTEj8/u9ffG1NPz6zwTH1XPMa3+ld/k67EyG4LhRBOrrhujVvD90Liqye2pBH0RjYyPHHXccjY2N2LZNOp2moaFhl2Xfq3XQRURERGT/VXH04djZLC+f+BnsVJrSI6ZT9aFj89sNwxgwKRw4Xdsbfv1nAKbf8QOSze3YmQyuUBD/yPd2FR8RKXwK6IO48soraWho4Nhjj+Xyyy9n4sSJFBVp/I+IiIiIODK9UVb+vxuYdN1X8dVUAbDx5/fQ/epizKCfCVd8CW9FKdl4AtPn3WmZtOS2DpZ+4WoARn/lHEoOnURk+VowDIomj1UjkMhBSAF9EE8//TSjR4/mqaee0hrhIiIiIrKTFZf/H413P0jPW8s55pUHCS9Zxepv3wTA1J9czbAPn4hhmvQsXYFhGBRPn4Qr4Aec7u5LL/xfkq3tFE2byOQffJ3I286s7YGRdZoYTuQgpYA+iHg8zkknnaRwLiIiIiK7NPbrF9D9xttMvfFqDMPASqbwjxpO8dQJjPri2RiGQe/qDViJBKbPh+HZfuq9+fZ72fbPZzB9XmbdcyPJra3Y6TSuQIDAmBFD+KpEZCgpoA9i6tSpdHZ2DnU1RERERKRAFR8ynuPeeATDNMnGE9iZDIffdwv++joMwyDV3kmypQ2AoinjMN3OqXdk+VpWXnEDAFP+75v4hw9zurYDocljd+oKLyIHD/31D+LSSy/lueeeY9myZUNdFREREREpENH1DUSWrcnfN0yTdE+EdE8EO5OBrIW3vBQrlaJ39UYA/CPr8JQ5M5anw70s+vRXsRJJqk85jvoLPz2wXGnxvn9RIlIwFNAHcc455/DNb36T+fPnc8cddww6g7uIiIiIHBzS3WFeP+NLvHz8p+l4fiHgtIb/e8J8Wv76JEXTJlJ06CQwDHpXbXBmYw8GCI51llSzbZslX7iK6KoN+EfUcNhvf0Rs9UbsTAZ3UShfTkQOXuriPgiXy5W//ZWvfGW3ZQ3DIJPJvN9VEhEREZEhZFsWvmFVZHtjhCaOId0T4Y0zLybTHabl708z+sv/jeFyEW9oIt3VA6ZJ0dQJ+S7r63/yG1ofeQrT6+Hw+3+Bnc6Q7s6VO2S8uraLiAL6YGzbfl/KioiIiMj+yVtRxtzH7ySxpRVfTRULP/I/xNZtxjeylll//ClGroHHV1tFqrMHf1017lAQgLanXmT1d24GYNrPrqFo8ljCS1cBEBo/ClcwMDQvSkQKii7TDcKyrHf1JSIiIiIHHtu2CS9Zlb9ver0Ex9Wz7v9+RftTL2G4XRz2q+/hq64YUKZkxpT82ujR9Q28dc43wLKov+AsRnzuDCIr1oFt462uxD+8Zp+/LhEpTAroIiIiIiKDWP/jX/PCEWfQ8Jv7849te+I51nzvFwBM+u5lDDv1BOxsllRHV76MYRgApLt6eP3jF5Lu7KZ0znSm3vy/9C5f6yypFgpSNHnsvn1BIlLQFNBFRERERHbBtm3ijc1g22SicQBim7fy5qcvA9um/gufYsIVF2LbNr0r1xNZtobYpi35/a1UijfOuoTo6o346+uY89BtJBqbyUR6Mdxuig+dlO8WLyICCuh5X/va1+jo6PiPjtHW1sZXv/rV96hGIiIiIjKUDMPg0F9cy9wn7mbcZZ8n3dVDsrWd8Vd/maoPHsuhP/8OALENjU7ruWniKS8FnHD/9kXX0vncQtzFIY742x1g2c666IZB8dQJuPy+oXx5IlKADFsznAHgdrsJBoNcfPHFXHDBBUycOHGP9129ejW//e1vueOOO4jH46TT6fexpv+ZcDhMaWkpPT09lJSUDHV1RERERApO1ytvUXbUzHw3dXACd8+iZWSjMXy11YQmjMZwuUg0tRJduwmAokMm4BtWiW3brLzyx2y8+S4Ml4s5f7udstmHElm+FoDg2HoCo4YPxUsbcjoXFdk9taDnvP766xx22GHccMMNTJkyhWOPPZZrr72WJ554gs2bN9Pb2wtAb28vmzdv5vHHH+eaa65h3rx5TJ06lZtuuokZM2bw+uuvD/ErEREREZG9telXf+Ll4z/Nist/mF+pJ90dZtkl1xEYPQL/8BpCE8dguFykOrqIrtsMQGDMSHzDKgFY93+3sfHmuwCY/qvvUT7vcCIr1wPgqxt20IZzEXlnWmYtZ9asWbz44os8+OCD3Hzzzbz88su88soru92n70P76KOP5utf/zqf/OQn90VVRUREROR94i4KOTdyreeprm5e/+iX6H5tMYktLU5XdZzJ3/pmYvfVVBEcPQKAjT//PWuu+zkAU2/6FsPP/jA9b60Ay8JTUUZo4ph9/ppEZP+hLu6DWLx4MY888gj//ve/eeutt4hGo/ltoVCIww8/nJNOOokzzjiDmTNnDl1F3yV1KxIRERHZvb4u7vFNW3jjzEuILF2Fp7yUo56+h5LDpgCQ2NpKdN0mvJXlFE2biGEYNN79IEsv/F8AJl17KeO+8T+EF6/ESqVwF4UomXnIQT8pnM5FRXZPAX0PxWIxenp6KCsrIxAIDHV19po+FEVERES2y8birP3hbUz41kW4Q8H845neKK+dej7dry3BFQpy1NP3UDZn+oB9Ux1deMpLMUyTTbf9ieVf+x4AY79+AZO+dxmRxSuxkklcwQAlMw/B9Hj26WsrRDoXFdk9dXHfQ8FgkGAw+M4FRURERGS/sejTX6Pt8eeIbWzk8HtvAZzg/frHvkT3wiWYAT9H/vO3lM2ZTrongivozwdtb2U5tm2z7vrbWf2dmwEYc/HnmPS9y+hduhormcT0+ymZMUXhXET2iAK6iIiIiBy0Jlz1ZSJvr2bMV87BSqVIdXSz5AtX071wCZ6KMo74+68pnzuDVEcXkRXrcAcDFM+Ygul2Y9s2q676MRt+6kwIN+F/v8L4Ky7Mt5ybPp8Tzr3eIX6VIrK/UEAXERERkYNKsrUdX00VABVHH86Jq57CcJn0vLEMK5lkwre+QmpbBzPvuZHiqRNIbuugd9V6sG0MrwfDNLGzWd7+yrU03vUAAIf85GpG/c9ZhBevxE6n8y3nWutcRN4NLbMmIiIiIgeFbDzB0gv/l+cP/xiJ5m35x10+L+mObrzVFbgCAcoOn8qxrz9M8dQJxBub6V3pzNbuHVZF8aGTyPTGeOOTFzvh3DQ57Nc/pP6CM/Ph3BUKUjrrEIVzEXnXFNBFRERE5KDR/fpSUm2dtC94GduysDIZNt9xH/+e+AFiDVspOXwqrqAzIXDv6g3ENjQA4B9eQ9GUccQ3buHl4z/Ntn8+g+n3cfh9t1Dz0flElq7CzmZxlxQ7E8KpW7uI7AV1cRcRERGRA1bfgkWGYeAK+Dn8zz8jsbWV8qNm0vXSIjb87Pe0/u0pAFofeZrqk+YBEFvfQLKlDYDg+NEERtbS8fxCFn3qUtId3fjqqpnz4G346qqJLF8LgKe8lOJpEw/6pdREZO+pBV1EREREDkjxxmYWnv4FttzzcP6xosnjqJo/j/CytSy+4EonnBsGk3/4Dabd8u18Of/IWkyvl+JDJ+EfPox1P/41r33o86Q7uik9fBrHvPQA7tKifAu7r24YxdMnK5yLyH9ELegiIiIickBqeuAx2p9+iciyNQw/+8OYuQnetvzhEZZdch3ZWBxvTRWz/ngTlSfMJdMTwVPmrM3t8vsomzuDVEc3r3/sQtqefAGA4f/9Uabd/L/EN20l0xsFwyA4bhSBkbVD+VJF5AChgC4iIiIiBwwrnc6vOT7ua58nvnELoy8+h1R7F4nGZrLJFEsuuBKAyvnzmHXPjXgqSoksW0O6s5viQyfhrSwHoPXRf7Ps4utItrRhBvwc+rPvUH36ifSuXI+dzWK4XBRNnYC3omyoXq6IHGAU0EVERERkv5fc1sHqb/+U3tUbmPfsvRiGgeFycegvrsW2bcJvLsdKpQiMGk7dWadRdMgEJn7rIlKdPXQvXIqdyYBpYmeypDq6WH7ZD2j686MAFB0ynll/uAnT7yO6aj0A7pJiiqZOwOXTZHAi8t5RQN9Ltm3z2GOP8cILL9DV1UV5eTnHH388p512GoZhDHX1RERERA4qdiZD018eIxuN0fXym5QdMR3D4yG2voHV197ClB9cjq+uGl/dMGb96WbsTIbe1RtJtXUA4AoGKDpkPG1PvcSyS64jta0DTJPx3/gCY756HvHNTaS7wwAERg0nMGakzvlE5D2ngL4Xuru7Of3003n11VcJBAIMGzaMbdu28ZOf/ISjjjqKxx57jNLS0qGupoiIiMgBK5tM0fXSIqrmO7Ou+4fXcOgvriU4fhTBMSPoeO41Wv/+bxrvegArlcZdFOKwO34AOK3t0TUbsbNZMAwC9XXYNiw+/0paH3FmdC+aOoHDfvUDPFVlRFdvAMD0eimaMg5Puc7zROT9oVnc98IVV1zBypUreeihh4hGo2zcuJFoNMpDDz3EypUrueKKK4a6iiIiIiIHrHRPhGcnn8xrp11AdO2m/OMjP3cGZUdMZ+u9/+Ctc77B5tvvxUqlqf7QsYz7+vn5coZpYGezuEJBiiaPZcs9D/P8jA/T+shTGC4X46/6Mkc+dhcYkGzeBjiztJceMV3hXETeV2pB3wuPPPII119/PWecccaAxz/+8Y/zox/9iGuuuYY77rhjaConIiIicgDKJpK4/D4APKXFlMw4BNu2iW3eiqe8BMPrpe3x51h9zc3ENjQCEBhXz7SbvkXlB47GisXzx/JWVRAcP4qWh//FG//1G5LNznrnlSfOZcr/fRPT5yW2bhMApt9P0eSx+dndRUTeTwroeyESiTB69Ohdbhs9ejThcHgf10hERETkwJTuibDs0u/S/vRLnLTmadxFIQCm3/59PBVlpFrbiSxfi7ukmJ63lhPb0Ih3WCUTrriQkeefSaq1nZ7Xl2KYJmVHzcTOWjTe+QDrbridZJPTOh4YPYIpP/wGJbOmkmxpIxuLg2kSGFFLYPRwrW0uIvuMAvpemDp1KnfddRennnrqTtvuvvtupk2bNgS1EhERETkw9F8qzV0covv1paTaOtn2+HPU/dcp2JaF4XKx/oY7KJ83C1cwgKesmHHf+ALe6grqzz+TdFeYyNJVzjhzwPB42Hz7vWy46U4SW1oA8I+sZfwVF1L9wWNItrTnu7N7K8sJjh+FK+AfmjdARA5aCuh74Tvf+Q6f/OQnOfLIIznrrLOora2ltbWVBx54gEWLFvHQQw8NdRVFRERE9jvxhiaWfe17xNY3cPySfzpLpZkmh/78GjzlpfhH1rLptj/S/vTLtD/9ElYqTdUHj+XIR3+DYZpkkylqPjKfyPK1YFkAZGMJ2p9+iS1//Bvpzm4A/CNqGPfNL1J9ynGkWttJbG0FwBUKEho/SuPMRWTIKKDvhTPOOIOHH36Y6667jquuugrbtjEMg5kzZ/Lwww/z0Y9+dKirKCIiIlLwUp3dpNq7KJo0FgBPZRkdz7xGNhojvHglJTOmgG0TqK+j6YHH2XLPw8Q3bcnvX3bEYdSf/0kMMzfvsWWRbG3HSqfpXbmBjn+/wrbHns23ogfGjGD0xZ9j2CnHk+7oItmUC+aBAIHRw/EOq9TSaSIypAzbtu2hrsT+LBqN0t3dTVlZGaFQaKir847C4TClpaX09PRQUqLJTkRERGRoND/4OG+d8w0q589j7mN35h9veuAxiqZOxFteQmzjFgL1dbx17jfpemkRAK6iIMP/+6PUn3MGvuHDsJIpiiaPw7ZtehYtY/Md99H66L9Jt3flj1lxwpGM+p+zKZk+iVRHN+ROf12BAIExI/BWVyiY7yM6FxXZPbWg76VMJsNdd93FwoULaWxs5NZbb2XixIk8+OCDTJ8+ncmTJw91FUVEREQKQtMDj9H8wOOMvugzVJ3krFteNG0SdjZLurMbO5sl2dZJ9+tL6Xj2NVZ960bm/PU27EyGVGcPIz7zMdwlRdR94hTKj5tNNhIjE44Q29hIdM0mttzzMC1/f5roqg355/RWV1B31mnUfOQDeMpLyEZjpHKh3V1STKC+Fk9luYK5iBQUBfS9sGnTJk4++WSampqYPn06b7zxBpFIBIAFCxbw+OOPc+edd77DUUREREQOLNlEkrZ/vUDvinVMuOrL+cfbF7xCy8P/IjBqeD6g++qqmX7HD4iu3cQLR3yCyIp1kOuKDtD9xtvUnvFBPOWlBEcPp3zeLNLdYaIr1xNeuoruhUvpXrgkH7oBTL+Pmo99gNozPkho8jgyPRGwLLLRGJgm3spyAvW1uIuL9t2bIiLyLiig74XLLruM4uJiNmzYQFVVFV6vN7/txBNP5Nvf/vYQ1k5ERETk/Rfb0Ej7s6/iH1HDsFOOB8DOZll01qVgWYw89xP4h9cAUPOxD4BhUHniUcQbm8n0xogsW83bXxp4zuQbUUPNR+ZTddI8qj4wD09ZCamOLrY98Tzb/vkMPW+tILa+Id9FHZwu71UfOpaqk+ZRdsRhWIkkdiZDpqvH2R4K4qutxldTmZ8ZXkSkUCmg74UFCxbwxz/+kdraWrL9rvQC1NXVsXXr1iGqmYiIiMh/zs5mB6z9verbPyW6dhOH/vwafDVVALT+8xlWXP5Dav/rlHxAN1wuKo4/ArIW6278LfFNW+ldsZbYxi1gWfhH1OAuLQLLonT2oYQmjaH86NmUzj6U4kMn4fL76HlzGR0vLGTrvX8nsmItsXWbd6pf0SHjqTh+LpUnHEFo0jiykV7sbJZsb9Sph9uNt7oCf121WstFZL+igL4XDMPA7JstdAft7e0Eg8F9XCMRERGRwdm2jZVK4/Jt7/XXePeDxBubGXXhp/HXVgOw9c+Psuzia6k8cS5z/npbvmzTX/5JfOMWhp/9YQIj60i0bCO2sZHA6OGYPg+2bZONxkhsaaHz2dcA6Hzh9QF1cCZig8DIWrLROPHGZkZ85uP0rlpP071/J97QRKJ5G1g7z18cmjiG8mPnUDZ3BiXTJmF63GRyYTzT7bSUGx4P3qpyfNUVuMtKNLZcRPZLCuh7Yd68efz617/e5XJqf/zjHzn++OOHoFYiIvuGlU5jZ7IYble+u6iVSpHc1gk4J999YhsbSXeF8dfX4auuACDTG6X7tSVgGvmxqABdr7xFbGMjJbOmUXzIeADS4V623PMwhmEw5uJz8mVb/7GA7jfepmr+PCpPmOscN9LLyqtvBMti+m3fy5fdet8/aHvyBYZ9+ESGn3V6vr5Lv/QdAKbf9l1cAT8AzQ89Ses//k3VyUcz8rMfzx9jyQXOkprTbvk2ntJipw7/fIaWvz5JxXFzqD//zHzZ5V//AVYyxaTvXpZ/zR3PL6TloX9RMmsq9ef9V77smu/fSrY3ytjLzsdfNwxwxt22/O1piqaMG1CHjb+4h0xPmJGfPzP/HkdWrKP10X8THD2C4Wd/OF92yx8eIdXRTd0nTyFQX5f/WWx7/Hl8tVXU/dcp+bItf3+aVFsX1R88hsCo4QAkmrfR/vTLeCpKqfnwSfmy7c++Sqqtk/K5M/NlU53ddL7wBu6iIFUfODpftmfRMpJtHRQfOjlf30xvlO6FSzG9HiqOnZMv27tqPamOboLj6vPvQzaRJPL2agy3m9JZU/Nl443NpLt68NUNy7+/VibjtLKaZn65LoBURxeZSBRPWQmeMme2aNuySLa0gWHgq63Oh7hMNIaVSOIK+HEFA05Z23ZaZA0DVyiYL2ul09jpjPM30G+YWzYWB5xx0H3LflnpNFYqjeFy4fL78mWTre3YmSzemkpMt3M6lu7qIdHchrs4lP+5AbQ9/RKZcC9VHzg6//sXXrqKbY8/R3BsPcM/dXq+7LJLv0u8sZmpN15NaMJoALbe+3eWXHAV1acdzxEP355/H9b+323EN23FVzuM4JjhpLsjdD6/kEy4l97V2ydbSzRvI9naAcCbZ3+VHVUcewQ9i5aRjcYITRqLb2QtgRG1uMuLwTZwhwKYAR+p1naaHnicDbf8jkx3eKfj9PFWlVN25AxKZk2leOoEguNHYRgmmWgMLAsrmcRKJgFwBQN4KsrwVpXjLilSKBeR/Z6WWdsLCxcu5IQTTmDGjBmcddZZXHHFFVx55ZUsX76cBQsW8MorrzB9+vShruYuaWkLkT1j2zbY9va1dXFO9u1MFm9Veb7rZ6qzm2Rrh3NC3S+Ydr26GCuVomzO9PzJfmxjIz2LV+KvraZ83qx82S1/+hvp7jA1Hz4JT3kpdiZDZNla2v71PMFxoxj1hU8BTghZddVPSLV3Ufep0wmMqMW2LMJvr6b5L/8kNGks0376v/myb376qyQaWxh53n8RHD8KO2vRu2ItDb/9C6Hxoznyn791Xqtl8dKxZxPb0MDIz51B8dSJ2JZN75qNbP7lH/ANr2H+mqfz9X126ilE126i9pOnUnLYZOysRWJLC413PYCnopQPtS7cqWzFCUdSNGU8WBapjm5aHnoSM+jntJ4lO5UtPmwyoQljsC2LbG+U9qdfxnC5OD2xYnvZaacSXbORwNh6gmNGgG2TTabofuUtAE5Prsz/7J6dfjrRVevx1VbhH16DbeO8x2+vBuCUzkX5LrDPz/wokeVrcJcW462uANvGtiziG511l0/e8lK+e+/zsz9OZOkqTL8Pd4nTZde2bdId3QCctPppguPqAXjhyE8QfmsFhsuFGXBCmmEYTgugDce88iBlc5z/N175wDl0Pv86hsfthDHDAMNwJsKyLI587E6qP3gsAK9/8its+/sCTL8PX10ubBoG8cZm7FSaWffenL8oseR/rmbL7x/CFQxQNGVc/ri9K9eTjcaYfvv3879rK664gY0334UrFKRs7gznvTQMet54m3RXD4fceDXjvvZ5ANbdcAerv/1TXKEAw047AQwDwzTpeOF1kk3bmPS9y5h49UUAbP7t/Sy76BrMgJ+Rnzsjf9y2p14ktm4z46/6MlO+/3UAmh/+F29+6lIMr4dxl38BwwBMk9Z//JvI0lWM/drnmXrj1QC0P7eQ107+HBgGU67/fxiGc9yWR/5F10uLGPWl/2b6rdcBEH57FS8c7lz4mHrLd3B5PWAYND/0JO1PvciIcz/BzDuvd/5mG5t4ZpxzgWLardfhKQ7ljvsULQ89Sd2nTufwP92c/yx4esQx2JkM0+/4Ad7KcjCg9W9Ps+Weh6n52MnM+esvAUj3RFgw6jiysThTf/q/+OuqsS2bbU8+z9Z7Hqbq5GOY+/hdTtlwL/8eewKZcC/jr7gQ37BKrHSartcW0/rI05TOPpRjX/1rvg7PTJhPJhKl/Ng5uAJ+p1W7aRvxTVvwDR/GyZtfAJzQvWDUcQym9qzTmXbz/5JqacOybF468hPOBtPEFQrgCvjxlBVj+ny4ioKAQbqjk0wkSqqtEzuTHfTYfXy11QTHjyI0ZRxFk8cRHDMS//BhmH6n3nY6vdM+hseDt6IUT3kpnvKSARdIZP+gc1GR3VNA30sLFy7kyiuv5MUXXySbzWKaJkcffTQ33XQTRxxxxFBXb1D6UJT3ipVKYaXSmF5P/gTJSqVIbGkFyAcTgOjaTSRb2wmOrcc/wpkwKBON0favFwGo+8SH8mXbn32V3uXrKJs7Ix9YMpFe1t/4W+ysxZQfXJ4vu/XPj9L+9EsMO/3EfItguruHRZ/6KlY6w2G3fx8AO51hyx8foeVvTzP8U6cz+buXAc4J6nOHfRg7m2XKD76B6fNipVJse+xZ2p54npqPn8ycB50T6timLTwz5YOQtag763RMr8cJecvXElm2hvJjZnP0s/fmX+9z00/HzmYJjB2JYZrY6Qzp7jCZcC9FU8ZxwtuPO2XXbebZQ7a//h356+v4wIZnnfq2tLGg/thBy3qHVfLBrS9j2zaZSC//qpwzaFl3aTEnN74Ito2VzfKvitmDljUDfk5Y+k/srAWWxbPTTh0wQVN/htfDUU/+Djubxc5aLPzI/2CnM7s+rt/HYXf8ANuysLMWyy69DiueHLTsxO9c4oTgbJb1N/6WbG9s0DrUn3+mU0fLZutfHiUbju76xblMaj4yH3DG3HY8t5BsZJCyhkHJzKkYBrkLGBuwYoldlwWC4+sxTBe2bZPY0oyVSA1a1ldX7Vz0sW2SbV3YqcHLespLMDwesG3SPRHs1M4hJv/yikP5Xg6ZSO+gPwsAV2kx7oAfDCdA7u61eaor8JaXgGmS3NZBprNn0LKB+jr8o4ZjmCaxzVtJNDQNWjY4fhQlMw7BMA16V2/MX0TZldDkcVSeOBfDNImsWEvncwt3W3b42R/GMA3Cy9bQ8uATg5edNJaxXz0vf/Fi0633DP7axtYz4covAc4FuPU33DFoWf/IWiZd+1UwDBKNzaz57s8HLzuihsnfvxwMSLZ2sOqqHw9aNjhpLBOv+jJWOk2qvYvV/3vT4GUnjKZ83uFk4wnsbIbWh5/CcLsgd6EEw7lwZGctJ2Bb1qDHekeGgaesxOlyXlOFf/RwAqNHEBw9nOCYejzV5RgYWPEk2URi158phoE7FMRdUpT/6uvtIvsvnYuK7J4C+n8okUjQ2dlJWVnZezb2/Je//CU/+clPaGlpYcaMGfziF7/gyCOPHLT8Aw88wHe+8x02bdrExIkTueGGGzj99NN3WVYfiu/OrlpRY5u2kI0nCY2vzwfTeEMTkeVr8VZX5EMlOF1rMz0R6s48FW+V0xWzZ/FKWv/utKyNPOeMfNm1P/wlyZZ2xl52PqHxowDoem0Jm37xe0KTxzHpO5fkyy679LtE121m8ve/nn++jhdeZ+UVNxCaMIpDf35tPiAt//oPCC9dzdSbrs5P4rPtied5+6Lv4B9Rw7Sbv+2cjGWzrL7mFsJvLWfqLd+h/lyntaT5oSd58zOX4a0o45AfXwmWjZ3NsunWPxBeuoopP/p/jP/m/wDOOrdvfebruIIBxn79/NxJXobWf/yb6OoNjPvmFznkR990yj74OG/992UYLhfDPjofO53BTqcJv72GZPM2Rn7+v5jxmx857+P9j7L4nG8A4KmuxM6ksVMZ56Qua1Fx3BFMu/nbWMkU2556kbXX/WzQn2lw/GhGf+nTWKk0kdXrafrD3wYt6y4rofyomVipNOmObsJLVg5a1nC78VaVA07rbP9lf3bicuEpcVps7WyWTLh38LKmgenzOSevto2VHDy4iYi8Hwy/D7ffhxnw4wr6cRWH8JQW4y4uwlNShKusmNLDDsFdEsJdXIzhNnEXhzD9PrDBTqUHD+F9z+Fy4QoGcBUFcRcFcRWFcBcFB/z/KwcGnYuK7J4CeoG5//77Offcc7n99tuZO3cut9xyCw888ACrV69m2LBhO5V/+eWXOf744/nRj37ERz7yEe69915uuOEG3nzzTQ499NCdyh+IH4pWKkUm3Ivhdm8fY5jN0vK3p8n2xhj+3x/JtyBte/w5Wv72NBXHzGbk587IH+Pl4z9NOtzLUf/6Pb5hlQCsvvZnrPvRr6g+9XgmXPklp8U4meLNs79GNhbn+GWPUzx5HABvf+UaGn5zP6HJ46j9+MnYmQxWOkPjXQ+QjcaZ98KfqTjK6dK8+Lz/x9Z7/46nqpzSGYdg5YJpz1vLsRIp5jxye37M56JPf42Wvz7hdHUtK8HOZJ2lY3pjYNsc9pv/o/7zn8yV/Sotf31y0PfpkJ9cxbjLzgdgyRevZsvvHhq07JhLzmXMJZ/DTqdZ+6Nf0XTvPwYtW3Xy0dR98jSsVJrWfyyg/emXBi0bmjSWkhlTsFJpetduIrpi3aBlzWAAV8CHnUqTiSdgD7pLynvPcLkwXCaYZv624XKBaWy/n9tG/nZfme3bjFx5+t3e6bi5fZ0y/Y5jGAOe2zBN57kGO1bfc/Udw8xtM41cS6GJ2VfeNJ3XYjjbTI87f3wM5/G+sfaGy8Q2DGcCK5eBy+vNd9G2rCyG7VyoMdwupxXSci5QYZiYPm+++7mVzmDbNi63G8PjvD5yE3hhGE4LYe65rXTamU3b48H05KaNsW2y8QSGYTjDJ/rGRSdTWJlsrleL85lnQ76ngacklP+5ZhNJrGQaw+3C5fNi57ryZ3p6wbadLsu5i0LZeJJsIonpduUCl/N4qjvslA0FMHBebzYWd+rmcuPye7EtCyybVHcPZC1codyFbMsiG0+QjSWcbv9+r3Pxz7LI9ESwMllcAT+GaWBbNlYySSYWxzQNTL8/d1yLdNjpFeAK+MAwneMmk2SjCQzTcOqbO246HIGMhenzgun8HLOpFFZu3Lgr4M/35sj0xrAzGVx+n9PCbNvYmSzZRALDNDH7teJmY3HsTBbT78d0Oz0m7EyWTDSGYTotwH0y0bhz3GDA+Z21bKxMlkyk12lxzl24wzDIxhPOpG7BAAbOBWM7myUTiWIA7pIibNt2ftdswLZwlxTnLiob2Bhkwr2YbtMZa+924wr4cZcVY6czeCvKcv+XWBg+b+5nGcRdWoTL58UVClF+1Ezn/bIsetdswoonnPfONJ2/jdzfDzbO39c7MU1cPh+uoN8J+wEfroBzO/83Ige8A/FcVOS9pIC+F773ve8Nus00TUpLS5k5cybHHTf42K7BzJ07lyOOOIJbb70VAMuyqK+v59JLL+Wqq67aqfzZZ59NNBrl0UcfzT921FFHMXPmTG6//fadyu8vH4qxDY1EVq4jMGo4JdMnA06XyzfO+DLJ9i6Oe+OR/Ey0b33uGzT9+VEqTphL9QePIRuNkemNsekXTrfEk5teyU8k9OK8M+l54+3cFfqQcwKUSOZbJfuPGX1u5kfoXb520Doe9+bfKJ46ESud4dWTz6X7tcWDlp1x9w0Ex43CzmRY9a2bdlt27Nc+j2/4MOx0hqYHHieym1bbqg8di7eiDCudpufNFcQ3Ng5a1jd8GKbHg5VKvWP31f2F4fFget2YXi+mz/kyPLn7uZBiej0Y/W6bPq8Ttvo/5vVgDNjHu+t9+913AlMuNOWCV98Y5Hwo7Be8DNN0wkLuBNROpbCy2fzzOd1Ks2SicTBNvKXFkDtXzUTjWKk07lAgH8jsbJZURzcY4BtW2VeUTG+MbCzhdAUN+p0slc2S2NqKAfjra/PhL5tIkumJ4CkvwRUMgm1hYxDb0AAuF0UTRm8PoPEEyW0deCvK8if4AJG3V2PbNkVTxucDpJVKk9jSgqfSmbip7+8r/PZq7EyWoinj8pNlWZks8c1NeCtK8dVWkU2kwLYJL12FlUpTPHVCvkurbdvE1jfgKS/FP7I2PyFXeMkqsvEExVMn4C7OhVDDILpmI57SEgJjRzoTfdnOxFrZaJyiQ8bjzk22ZbhdRFdvwF0UIjhhdL5HQ+Tt1WR6nUmvvBWlAJh+L70r1+MKBAhNHks6t85y78r1pMMRQuNHOWOPAVdRiN4VazF9PoqmTiCd61URWb2BdFeY4JgR+fHs7pIielesxXC7KZ4+mVRrOwDR9Q2kOroI1Nfhy82y7SkvoXfFOjBNSmceQqJpG9g2sY1bSLV34h9Rkx9r762uoHf5GgBKD59GvLEFcHr9JFvb8dVW5+dO8A6rcI4LlMyaSqKh2emev7WFRHMbvmGV+YnLfHXD6F3hfD6WzDiE+Gan23qieRvxrS14KyucuQEAX20VsXWbsbNZig+bkh/Pn2xtJ76lBW95KcGxI3Nlq4lt2oKdyVA0fTLxDc5nWqqtk3hDE+7SYqeHkQ3emkqSzW1YySTF0ycTXessxZXq7Ca+aSvu4iChCWOc11ZdQbqzm2wsTvGhk4iu2eSU7eohtnELrlDAmVzOtvFWlZPtjZHpjVJ86CR6V653/rYiUaLrN2P6fRRNHge27cwZkbXI9IQpOmSCM7Ga5QT86LrNmD5vfsJDT1kpmAbpzm5Ck8fl35NsPEHv6o2YHjfF0ybmf3dcfh+pji6C40YR37iFbMq5qBLftAXDZRIYPRJsC9PvIzCyjkxvFHdJMdG1m8jG49hZK3chh9yQCDC9HoqnTsj3moo3NDmTrRlO4LYNtl9Ucw+c1O4dGcb2z05fv+99txXCJWd/ORcVGSoK6HshEAhgWRbp3OQlpmli5cZpeTweMhnnxHXOnDk89thjVFZW7tFxU6kUwWCQBx98kDPOOCP/+HnnnUd3dzd/+9vOXXFHjRrF5ZdfzmWXXZZ/7Nprr+WRRx5hyZIlO5Xv+1BsbGwc8KHo8/nw+d7Ff8TvkVRnN2uu+znRdZs58tHf5LuyvXz8p+l65S18dcPwlJeQ6YmQ6g5jRZ0T8g82v5LvMr5g3IkkGpt3/QSGwbRfXIPL6yWbSLL+J78l0Tj4+Mdhp5+Enc04swcvW0O6OwzkWtewnX+51iNgt9319mfbg6gX0+N2Tqr6QqqnX1D17RCEPf1uu90Ybjem3+u0kOQezybTGC4Tb0Vp/nE715rmLg7hG1blBFavh1RbJxgGgdHD8ZQUOfsnkiTbOrfPcmzbzqRYG7eQTSQJjBnh/Lxsm1RPhPiGLbiCPoLjRoFlYXi9JLa0kI3GCE4YjRVLOGO2eyL0rtmIy++jaMo4bMvGFfSTauskE+4lNHmcE8Ysi3Q4Su/KdZg+r3MBKdeKmOmN5U++0x3dWOkM2WiMyMr1mG5X/mKTGQw4k6W1dxKaMIZkWydWIkk2mSKybA2YhlPWsnEFfJhBvzOGf8xIkq3tZGMJrGTSCQ4GuTqA4fPhrSghsXUb/vo6Mp3dZKJOS2BkxTpsG4qnTcy1CrvxDasksbUF//Aa0pEo2XAEy7LyF6aKpozLtU678A2vId7YjK+mCiuRINMdASCyfC1gE5o0Nt9TJTB6OLFNW/FVV2BbFqnObsAJsbZlERo/ymmVAwKjhhNvaMJTUYbpMvMzwfeu2YidzhAcV58P6P7RI0hs2oK7rATT590eYtduwkqlCY4diSvYv2wT7uIQruIQyWZnboTougayySSBUcNxF4UG1MEVDOApLyGxxQmxsU1byMYS+EfWOi2btk1g9HDim5txBf14q8qJ58ZTxxuayERj+IfX5GfZ9o8aTqKxGdPnxVdTTWyTEzYTW1vIRGL4aqvyvX4Co4Y7F1HcLvzDa4jlgmmiuY1spBdvVTme8tL8a0s1t4Fp4B9Zm1sj2nbGgod7nRmtcxcU/PUjSG1rB9vGP6qOWF+I7egi3e1cnPFWlGHbNoH6OueiD84Y6OjaTQCku7pJ90RwFxfhrSxz6jtyOKkup6yvbhixvrI9EdLdYdxFQbwVTlnf8BqnFd+28NZVE1u9EXACb7o7jBkM5I/rq6l2LuhYFt7aKqK5mcQzvTEy3WFMvy9/AcTbbwZ3X3VFftbxbDxBujuC6fPgLXeO660sw/B6nZbjqrL8hQgrmSId7sX0uPMXbDxlpbiKgtjpNJ6Ksvzfg5VOO63XLjP/M3YVF+GtLHdaxYtC9K5an58nIRuLY7jM/CSR7lAI34gap7Xd5yW2frPTK8q2nfkdDDDdLsDAFfDlZ8kHiG9pcVZOMI3tFwQNE8NlYHo8+fcPnAt6wPaeJqaBYbr2rIW7Ty6km57c57gn1zPE48n1KHE7n/duV+6iqPP5r/Ate0IBXWT3tMzaXnj11Vc588wz+eY3v8knP/lJqqqqaG9v58EHH+Smm27innvuobu7m/PPP58rrriCO++8c4+O297eTjabpaamZsDjNTU1rFq1apf7tLS07LJ8S0vLbp+rvr5+wP1rr72W6667bo/qubdSHV00/P4hXB43YBB+awU9i1fkJwFKNG0jMLIWK5MhvtWpf7J5G8nmbQMPZBosOvurZHp6c0vS7LC9P9tm+SXf3eM6bnvsmV0fZo+PQL4rquFx9/vuwei77XYPLOPN3e4fft399s91mc3f9ridk6LcbcO14zHc+VbkvmP0HXNAy3H/5/d6MP0+J4i73YOeZGV6o6S7I7gC20+SAbpfX4qdyVI8Y0quW26G+OatRNc34CkvITR+NHY2i6ekyAmKudax5NZW7KxFqq2DdE8vVirjBDcbPGXFud4NSTwVpURXrsfKZkl3dBHbtBVXwE9wbL1z0l9Z7gTMaAzD7aZ39XqwbDLhXmINW3H5fQQ3NGLbNp6yUqxEkkxvFDubJbp2kxPQe2MkGpowfB4STU6Ycxc7XUgz4V6yiSSxzVudLrSxOPGGZmcd3h5nqSBXKASmSaYnTCYcJdHcip3JYiVTxBubMVyu/Jq9fV06M+FeUl09JJvbnSEUmQzJpm1gmvmJv1w+H56KEjLhXqd8awfZRBI7a5Fs6wQMIiucFj7T63FaoSNRrGSS5LZOZzIo2yYTjWPg9E4xTBPT7cZOpchE4yS2tpDqcFoXyf/sDRLN7U5rmul08yb3/qe7esj2xp1AkQvaqfYup8su4Ar6MVym8/vSFSYT2f66MQzSPb35i3GuYBDT68VKJEl2R5yyhjO5GUAmFs9PruYqDjpdpK0sqZZ2p8sy4K4oBRuyqTRWbiiEq6MHd2kRmAbJ1jYyEaebt7eq3PmDtiGbCzKp7kg+TDrvmTNRXV/rtmEYWIkkYJAOR/HVOBddk22dTrd0nJZfX34JLucibSbcmx8yk2rvdEIYBr7aGny5Cf/trI1h5MrmAme6o4u+Tx1/XRUMrx7wd5gN9+Ktcuqb7uzOryjgr6uBupq+H59TtjeaD2/p7ghGruu7v67GKd//uLFEPtine3rzF0ZcgVr8w2sHHjeewJu7YJDtjea7rruKQvhHbF/NAMPATmfwlDmBNhuN485dlHCXleDvt5RY7h3BU+p087biSTwVZRiG4XzejB4x4Lj9W3itZBrfsKrt28cM/Azr68oPTg8Pf78VF/qVcr65XLi8bsAP2SyBXE+AfDDuV9YwyS2R5gVsQhNH57b2hWh2/jx1Oz+vviXQ9kT/FSL6ZsnPf+/7G83d7mupHzC0I1fWcLsGDhfpG0bSd9ud+/8l9zslIiL7ngL6Xrj44ov52te+xpe+9KX8Y1VVVXz5y18mlUrxjW98g5dffplvfetb/OhHPxrCmg5uVy3o7ycrnea1079A+M3luy5gGCz+/P8jsaWF2KatkN3NeGPLpvP513d5DHdpMZ7yEtzBIKbfmw+dLr8vf3vAfb8Pl68vnPqcx325/fze7fd9/fbfKQxvD7uGy7XftSBY6XSudcvOt4Datk3P629jpVKUzjnUGauZSBLb2Eh03WbcJcUERw3HSmfw1VRipdL5sfHRlU7LVKq9i/iWZtIdIax4Etuy8NVUYds2Vm4d4t6V65zuodEYme4estGYM54zm8VTXobp9WCl0mQXLSe6ar2zbyqdG+eazIcjT3kXntIiZzmshiYSW7c5Pc6zNu5AEMNtku6O5Lqh23jKivGUFTuty5YThFwBP8Fxo50WKb8zntVwu/AUh/BWlGCYZq4V1ZkB3VfjLGnljJEGw+N2ltoa7jzutarzrfvB3KR/QH48tTsUgNyM9s4Y4Ny5/9QJuRt9YcHE5fVs7wpd1NeFGzCm5IKukV+CyjAMyAUVb3Vl7in7BYvc977fU1/uYV/dsO2/uzt+788wBgawnTYP3GdACHyHPw3/8Jrdbh9w7B1z3e7+7mqH7X57v/19Ox53N4fu+5nsybEH+4R9x8+L/2D7Ox9795t3+9zvcOxdPvcePrbTvrt6qr051i5+rwfssquygx3jHfd55zL5Y/f/6iuSu7/j3+7+9v+LiIi8ewroe+HNN9/kmmuu2eW2KVOmsHjxYgAOO+wwOjs79/i4VVVVuFwuWltbBzze2tpKbe2uT4hra2vfVfk+JSUl+7RbkZXJbp+J1XACkBXvNwbatgcskWN43ATH1eOtqnC6QodCeCpK8FZX4q0ow1NR2m8d1FI8FaV4Sot11X83bNsm2dqOFUvgH1WXa/WBZHMbves24S4uJjiqjmwsjru0GCuTwc5mSXeFia5xuqSmu3rIhHuxkinsVAo7kyHd3ZNbA9pLfNMWous2O41/htOahmmSbHVaYq1UGm95CaZpkmrtcFrrvSbeYMBpaex3Qmp43PkWL9u2CU0ZlxsnSa4rqDvf6mO63ANajPy11QMm/urfgrT9O2CaFE0cu8syQK4+5G/3/76r0DvgBLvvxg6BeFf7vJvn0Am6iIiIyIFLAX0v1NXVcd999/GhD+28dvGf/vQn6uqcJpienh4qKir2+Lher5fZs2ezYMGC/Bh0y7JYsGABl1xyyS73mTdvHgsWLBgwBv2pp55i3rx5e/6C9gHDMAhOGE3PG287k2blwrm7rJiiyeMIjh+Fv24Y/hG1+OqcSYvKj5pF12tLnAmumrZhxeMEJ44lNH4UroAPw+sh3d6Fqyi0feZbAZyu6KltnZg+b37dccMwiG1oxE6ncZcVk+mJkI3GiW9pIbZpC+7iEOnOLqxkCm9FGa7iIuxMhlhDU25sZ1+XUj+G142dzoLbjZVIkTW2rxu9U7dNw8iPY+7rQtn33T98WH4yop2295+Zu292777bWnZHRERERA5ACuh74Vvf+hZf/OIXWb9+PWeccQbV1dW0tbXxyCOP8OKLL+bHnP/73//e7frlu3L55Zdz3nnnMWfOHI488khuueUWotEo559/PgDnnnsuI0aMyHed/9rXvsYJJ5zATTfdxIc//GH+/Oc/88Ybb/DrX//6vX3R/6GWvz1F85+dmebLjzmcyhOOonT2NPwja7ePeTYMzIAPf00Vhmk63ZmTSSfQx2Kkw72k2zroTTrjQ/taaU2fj/KjZpLuccZG983A7C4tznfZPpAlmreRCfcSGDU8P2Y0G0sQa9jqrNNuOkvtuItC+GqqnJm7I730vLmMbMJZOg7bIt0dIZtI4vI63a29/YYZFOWWkwOc4NxvMjhncqB+EwntcLuvpV5ERERERHZPZ8574Qtf+AK1tbX84Ac/4KqrriKTyeB2u5k9ezaPPvoop59+OgDf//738bzLgHj22WfT1tbGNddcQ0tLCzNnzuSJJ57ITwTX0NCA2a/18Oijj+bee+/l29/+Nt/61reYOHEijzzyyC7XQB9KVfOPZvinP0LprGmUHjEdcrPeZyPRncomt7Tk10p1lxQ5M35XV4BpYmUtSKbIxuLOmPDcTOJ2blkmLIvougYASmYeQnD0cFzFzuzL6c5u3MUh3MX7Z2t7NpF0JhAzcCZHy0m2tJMJR3CXlZCNJ5yJxNo6STa3gQGptg6ysURuArFqp1t6O2STaWcCsrISZ7y+251bj9g3cIy+3ztgCTK1XouIiIiIvD+0zFqObdt7NbbTsiza2tqorq4eEJwL1VAubWFlMtipNGbAj5VKOzN0J5L5tciziZTzWCo16PJlhsuFKxjAVRR0lkQqLcIVCmKlM0SWrCKbSBBvbCIbjRMcO9JpQQYwTbAsPGWllMyYgpVOY3qc2boNtxtPRWlBtfQmt3WQ7urBV7N9GSan1Xs5httNxTGznVm/kykykaizRnZFKd0vv0UmHCEbS5CNxrBtGzPgx517zzwlRU5PBZ8PV9CPOxTEDPqd9zTgOyh6HIiIiMjQ0TJrIrtXOIlkiJWXlzNv3jzuueceqquriUQiFBcXv+N+pmnutMyZ7JrpdkMuBLt8XmcCsNKd32PbtgeE90xvjGxvzJlxO5slE+klE+ndvoNh4Ar4cRWH8NZUEhxfn19CKRPuza+vbZgm7tJisokk3a8txvD5iK3bhOnzUn7MHPw1lRguF+nuMOnOHtxlxfmll94vVjpNYksLVjJF0ZTx+cfTnd0kW9sxfd58QMflrDdrZ7J0vbaEbDyOnbUITRhNujtCvLGZVHsn2LaznnhtFa5gAHcoiKs4hLso6KwJHQqqFVxEREREpAApoOf09vbyr3/9i66uLqqrqykvL2fChAnMmjWL2bNnM3v2bA4//HBKS0uHuqoHPKMvcAf8eMq3v992bnK5fGDvjZKJRLEzGWfZrVh8+zFcLmcprLphuEtCuIKBfAt5qqMLACtXPtMTIbpmA7F1m/LrNGejMXyZYQMCetdrSzA9booPnZhvmU/3OOs2u4tDeHIXG/pmS8eyBixdlWhqJdnchremavuatoZBvKEJgOCE0fk6eqvKnXBeUUZsQ6Mz+3oq5SxJFunNr4lteNy5pb6cwB0cNwpPSRHu0mLnq0hhXERERERkf6GAntPT08Nrr72Wn4G9qKiINWvWsGbNGv7yl7/ky40dOzYf1vuCe3l5+VBV+6BiGIbTFTsYgGGV+cezyRTZ3mg+uKe7w844685u0p3dAJheL57yktyybCWUHzObbCRKcPwospForpu4M7bdVzsMT2499XRXD9H1DRheL/GGrZh+H0VT+7V0d3QTb2zCP6I2H9ABoqs3AOAdVomRC91WOkOmN4qrKJgvZ7rd+EfUYlsWiZY27ESKbDRO8fRJeKucFQASjU0kmlpJh3vBspxW8dJifCNqcHmdFva+1+UKBt63919ERERERN5fGoO+G+vXr2fRokW8+eab+e9dXU7ra//x6qNHj2bDhg1DVc135WAY92PbNtlojHSX01U9HY7kJ6Xr4woF86G2b/30bDJFNtI7YPb3eGMzsQ0N+dZ7K53Jlzf9PtylxdjpDN7KMtzFITLROIbLJLp2IxgmoYlOq7ht2RimgZVM4QoGyPTGSDa3kU0k8zPV9xccP9q5yNDRTbKtEzubxRXwO2t++/14K8vwVpXjLi3WutgiIiKy3zgYzkVF/hMK6O/Spk2bWLRoUT6wv/HGG3R1dZHttyRVITsYPxRtyyLTEyHdFSbV2U02GhtYwDRxFxfhrci1QheF8qHXSqWc7uTRONneGNlonGwikQ/UpYdPy88K3xfmB1Mya1p+vfb4lhZi6zdv32gY2JaNnc5gpVKYPi+mZ3sHF3dxEd6qcjyVZbhDwR0PLSIiIrJfOBjPRUXeDQX090BDQwOjRo0a6mrsEX0oOhOzpbvCpLt6SHeFnRbsfgy32+k2XlGKp7wUl983YLttWfmZ5z1lJRguFwDJ1nYSTduwMxnszA4XbEyToinj8t3gs7E4yfYurFiCTCyOFYtj97vIY7hcTh0qy/BWlm2fjV5ERERkP6ZzUZHdU0A/yOhDcWfZWHx7YO8ODwjKAKbfj7ukCE9pEe4SZ1m3velWnk0kyUSiZCNR0t3hgTPRkxsnn+u67ikr0eRuIiIicsDRuajI7mmSODno9U085x9Rg23bZMK9+db1TKQXK5EglUiQ2tbu7GCauPw+Z6b5YADD68H0uPMzqQO5dd5TZJOp/HJxdjq903O7i0L5UO4uCu2rlywiIiIiIgVIAV2kH8MwnBncS4thDFiZTH5Js0yPs/66nc1uX9Ytt2TbHh58+5rkJUVO93mfuq6LiIiIiIhDAV1kN0y3G29FWX49dNu2sZKpXEBPODO7p9LYmezAMeQeNy6/z5nsze9zZnzXmuQiIiIiIrIbCugi74JhGE73dr8PKoa6NiIiIiIiciBRc56IiIiIiIhIAVBAl30mmUxy3XXXkdxhWTN5f+l9Hzp674eG3veho/d+aOh9Hxp630Xk/aBl1g4yQ7m0hZbVGBp634eO3vuhofd96Oi9Hxp634eG3ve9o/dNZPfUgi4iIiIiIiJSABTQRURERERERAqAZnE/yPSNaAiHw/v8ufuecyie+2Cm933o6L0fGnrfh47e+6Gh931o6H3fO33vl0bZiuyaxqAfZLZs2UJ9ff1QV0NEREREDmKNjY2MHDlyqKshUnAU0A8ylmXR1NREcXExhmEMdXVERERE5CBi2zaRSIThw4djmhptK7IjBXQRERERERGRAqDLViIiIiIiIiIFQAFdREREREREpAAooIuIiIiIiIgUAAV0ERERERERkQKggC4iIiIiIiJSABTQRURERERERAqAArqIiIiIiIhIAVBAFxERERERESkACugiIiIiIiIiBUABXURERERERKQAuIe6AiIiIiIiIgczy7JoamqiuLgYwzCGujryHrNtm0gkwvDhwzHN3beRK6CLiIiIiIgMoaamJurr64e6GvI+a2xsZOTIkbsto4AuIiIiIiIyhIqLiwEnwJWUlAxxbeS9Fg6Hqa+vz/+cd0cBXUREREREZAj1dWsvKSlRQD+A7cnwBU0SJyIiIiIiIlIAFNBFRERERERECoACuoiIiIiIiEgBUEAXERERERERKQAK6CIiIiIiIiIFQAFdREREREREpAAooIuIiIiIiIgUAAV0ERERERERkQKggC4iIiIiIiJSABTQRURERERERAqAArqIiIiIiIhIAVBAFxERERERESkACugiIiIiIiIiBUABXURERERERKQAKKCLiIiIiIiIFAAFdBEREREREZECoIAuIiIiIiIiUgAU0EVEREREREQKgAK6iIiIiIiISAFwD3UFZN/KZDK89dZb1NTUYJq6PiMiIiIi+45lWYRb25gyawZut6KIyI70V3GQeeuttzjyyCOHuhoiIiIichB7e+EbHHrE7KGuhkjBUUA/yNTU1ACwcOFC6urqhrg2IiIiInIw6W5uZeW8s6mtrRnqqogUJAX0g0xft/a6ujpGjhw5xLURERERkYNJEJPNhgvT0FBLkV3RX4aIiIiIiIhIAVBAFxERERERESkACugiIiIiIiIiBUABXfYZ27axbXuoqyEiIiIiIlKQNEmc7BPpdJrXX3+dkSNHMmrUqKGujhQw27KwEkmsdAY7ncZKZ7BSaex0Jv9Y/nY2i21ZYFm57za2ZeUet/OP29l+ZQY82a4qYO9w197t9jzDwDAM57vpfCd/3wSD/Pb+j+X3M83t+7tMDJfLecw08/edx4zc7dxjpgn52wO3MWBfM3ff5TyPiIiIiBQcBXTZJxobG9m6dSubN28mnU4zfvz4oa6S7CNWKkWmN0YmEiUbiZLpjZGNxsjGE2TjCax4kmwiiRVPON+TqaGu8gHPMI3tYb0vzBu5MJ8L9fntudCPaeS29btIMKCsucvtzgWHXZel/0UF0xy4n9n/QoZz0aPvtnPhYuft+Yscfd9FRERE9jMK6LJPFBUVUVFRQTgc5o033iAWizF9+vShrpa8B6x0mnRXmHRXD+nOHtLdYVKd3WS6I2R6o3sduA2XieHxYHo8GB43psed++7B9How3C4Mt7tf2MyFPnOHkGkYA1uOd8xtuwhyO4W7d7oPTsu67bTgY+da3vP37XzLe9/9vu3YDCgzoMU/a+V7CfTdJmsNuG9ns07PgWzWeczKDtw3a+1cVcsGK4udyb6bH8n+xTCcH1Pu92FAzwbTxDB2Fez79WbYZfDfflFgx+3bH+//HEb+wkb+YoK5ix4Tg2x/pwsT+V4Y/X/Pd3Xhou95+vXgyL8/e7ott0SnLnyIiIi8vxTQZZ+orq5m6tSpvPnmmySTSRYvXsy2bds4/vjj8Xg8Q1092QO2ZZHu6iHZ2kFyWzup1g6Sre2ku8PvuK/hceMuCuEudr5cRUFcAT8uvx8z4MPl92EG/Lj83tx3n9MSK/+x/IWCvrBubQ/ufUMBBgb/foF/x4sF1sDbdja7/di7KJs/1h4ct/9250KFjW3nLlxYlnNRod8Fj777u3nhzmYri80BfCFiX9shvO8Y7ne5jZ2HfmzfZ4ehHwMuFAyyzdzxOXddfrfPs+MQk1093neRo++iRL+LKv1fz/Z69W3fYf++izx9F1X6Lrr0XVDJb+t3MbHf433l8rd1kURE5ICmgC77hGEYlJaWAuDxeIhEIqxatYpFixYxbdo0SktLqaysZMSIEQSDQdzud/+rmUgkcLlcWJZFMpnE4/Gwbt061q9fn2+993q9VFdX43K52Lx5Mx6PB8uyqKioYPr06YRCoff6pe+3sskUya2txBubiDc2k9jaOmhruOn34SkrwVtRiqc891VWgrskhKu4yGnx1knlkBjQSnuAXQsb0EvBsnKB3NreE6EvxPfNP9AX/Pt6LFi5ngw7bHeOtZsLA7t4jr46QL9eEn3zIgx4DvrVd1d12MX2/sfLvcZdv55cfRjYc8O26Xfbzt8esG3P3/Rc8e37aOrPfWyn0G84w0UMc4dg36+nhTnItp0uBhi7vijQb86LvvkwDJczTMV0u5zn7zffxU7f3e7t990uDI/+TxARGYwCuuwzhmFQXFxMcXExpmnS1tZGIBBg6dKljB8/nlgslg/ZwWCQWCxGdXU1JSUlBINBWltb+ctf/sKYMWMoLS1l7dq1bNu2jXA4TFdXF5ZlUVRURCgUIhgMEgwGqaiowOfz0dXVhWmaxONxGhsb8/UB8Pl8hMNhnn32WRKJBJlMBsMwsG2bRCJBPB4nnU4Ti8WIx+N0dXURj8eJx+PYtk1RURFTpkzhyCOP5JBDDqG8vByATCZDLBYjnU6TyWQIhUIUFRUN2fv/TmzbJtnSRnTdZqJrN5Fsas2d7G9nuF34qivx1lTiG1aFr7YK37BKXMHAENVaDmYDLj7IXrMHBPZdhPd3u83a1cWAwZ9nd9sGXHQZpPzutg0o1/da+y5+5MoPuACzw2sYcGHE3n4xZXvZnYeo7Fi2/4WW/r1K+i6o2Pb229snvLR2+vzt9wPDztpOr5d98hvy/tg+jMntBHi3Kz+kqf9t0+3KD28yPG4Ml2vg0CevM+yp78vwerff1meDiOyHFNBlnwkEAhx//PEAJJNJli9fztq1aykqKmLr1q2UlZXhdruxbZuOjg42bdrEP/7xD7q7u+nu7qakpITRo0eTSCQIBoNMmzaNuXPnUlRUhGsIukNblkUqlSKdThOPxwFYvXo1yWSSbDZLOp2mq6uLrVu30tzcTHNzM4ZhMGrUKOrq6jj00EM54ogjhjS025ZFfNNWwstWE123mWxvbMB2T2kx/vo6AvV1+Ovr8A2r1AmPyAEm30WbnadokKHTv4fIgJUodgjzA4N9X88Oa/uwlXezj9V/n34XEvrNadE398WAeTGyzpwWA8s4c2LY/bb3763hPJ7ESiTft/fQcLucsO7x5IJ8v/C+Y7D37Pr2juUNt1ut/yLyvlJAl32qr/t5IBBg5syZlJSUsGLFCsrKykilUlRVVfHkk0+ycuVK6urqmDNnDrW1tZSUlOw2hNu2TTqdJpVKkUqlyGQyWJaFaZr4fD6AfPi3LItsNpsv4/V66e3tJRaLYVkWLpcLj8eDaZq4c/8Ru91uXC4XLpcLv9+Pz+fDNE38fj9+v5/i4uI9fv2xWIxIJEI8HueZZ56hq6sr3xJfXV1NbW0tdXV1FBUVvW8nAcnWdsJLVhJZvpZMJJp/3PR6CI6tJzRhNMEJo/GU7tnrEhGR99aAHiIHyNmabVnYmb4lMzM73M5i9S2jmcnml9m0s9nc0ppp5yJA3+2+5TZT/ZfjTGElU/neB3YmSzaTJUviPXsNhmlg+n1O2Pflvvy+/G2X3+eE+h225edaCfox92IYn4gcPPQJIftUd3c3nZ2dlJaWUl1dzbhx4wBYtGgRkUiEF198kdmzZzN//vyd9k2n07S1tbFt2zZ6enrweDzU1dUxevTofLf4vi7tHo8Hr9f7nta9r6U8k8nQ2dlJIuH8h2/bNslkEtM08639lmXh8/kIhUIUFxdTUlKC3+/HNE2Kiop222pu2zaNjY0kk0m6u7tpa2ujqamJcDiMbdsMHz6cWbNmMWvWrHfVc8DOZuldtYHu15cSb2jKP+4K+CiaOpHiQyYQGD1ck7OJiMj7wjDNXBf09/b/5x3Z2SxWKp3/slNprFRqh/tprPSOZbaX27GMnc44x7ZssrEE2djeh37D48bld8K6qy+05747k6cO3OYK+DH9PvVgEzlIKKDLPmNZFh0dHfkx3Nu2bWPx4sXE43GOPPJIysrK8mWz2Sw9PT2Ew2FKS0sZM2ZMvkt5Mpmkvr4+H06j0Sjl5eX58efvV3d3j8eTn3G+oqLiXe1rWRatra2Ew2Gy2SyJRIJwOEwikcDv9xMIBPJj1PuH+MrKyp3WjI/H43R3d/PII4/Q0tLC2LFjOemkkwgEdj0O3Eqn6X79bbpfW5xvLTdMg9CkcZQcNpnQxDEK5SIicsAwXC5cAReugP89O6ZtWU5LfdJppbcSye23kymyiaQT7pMprERq523JJFY84cw7kM6QSfeSifS+ixdl5FY6CTjBPeDDFQxsD/cBf/5+/nvAr//fRfZDCugHiF/+8pf85Cc/oaWlhRkzZvCLX/yCI488cqirNUA2m8Xj8eD3+3n00Ufp6OjguOOOY9KkSXR2dpLJOFenm5qa6OzspLy8nMMOO4zRo0cD8Prrr7NlyxZqa2uZOnUqHR0dvPTSS0SjUWpqahg1ahTBYJBQKMTLL7+MZVlMmDCBQw89FNM0iUajPPnkk/h8Pk455ZT8TPFbt25l+fLlVFdXM2PGDAzDYPHixYwcOZJMJkNdXR3gtGxnMpm9WhbONE3q6uryx+qvt7eX9vZ23G43W7ZsyY9rb29vx+fzUVZWlr8A4fF4CAQCBAKBAcdqbm6mtbWVxsZGGhsbicfjVJSWUhfNMjpmUeR26uwqClJ6+DRKDz8UT0nhTlgnIiJSSAzTxOXz4vLtfeu/bdtOaI87LfDZeIJsLE42nsRKDHzMiiedbbkLAdg22XiSbDxJ+l08p+l3ljLFADubW+oyk8ZKprGSKerOOo3SmVP3+jWJyHtPAf0AcP/993P55Zdz++23M3fuXG655RZOOeUUVq9ezbBhw4a6enkej4fS0lL+/ve/c9xxx9Ha2kplZSXRaBSfz8fWrVspLy8nGo1SXFzMjBkzBuz/0EMPcf755+P3+zEMg+HDh+NyuaisrGTatGlEIhGWL19OKBTi1Vdf5dxzz6WoqIh0Oo3P5+O2225j4sSJTJ8+nba2Nurq6njmmWd45plnOOusswiFQvkx7Ndffz3nnHMOEydOxOfzYRgGr776Kps3b6aqqopTTz2VYDBIMplk27ZtbN26ldLSUqZNm5av7+LFiwmFQowdO3a3y8b17/I+cuTIXZbp6enJj5Pv7e2ls7MT27aprKyktLQUt9vNiBEjGDFiBHPnziW5ZhORF94g2R0mnErR7nVhHzKWYUfOomrCeFxFwffgJyoiIiJ7yjAMXLnA7Ckv3eP97GyWbDxBqrObZEs7qdZ2km2dpNo7SbV3ke7sId3VQ7onQjYSJR2Jku2NkU0ksOK7n4jPW1WhgC5SYBTQDwA//elP+eIXv8j5558PwO23384///lP7rrrLq666qohrt129957L5FIhIqKCkaNGkV5eTkvvfQSJ510Ej6fj6qqKlpbWwkEAnR2dgLOmPVRo0YBEAqFaGhoIBQK5VuPTz75ZL71rW/R09PDsGHD6O7uJh6PE4lE6OrqIpPJ5C9StLS0YBgGEydOpLq6GgC/309HRwfJZDK/TnskEqGyspJYLEYwGCSTyZBKpbjtttuYM2cORx99NJ2dnbhcLm677TY2btzIiSeeyLBhw2hra6Ozs5Onn34agPr6+nwLuNvtZvXq1TQ2NjJx4sR8zwBwrqrvbkK40tLSfP36s22b5uZmFi5cSDabpcQy8C3bgLsr4vRWqCij8sjD8B8yLt/Nraenh66uLrq7u+no6KCpqYlgMMgpp5xS0MvAiYiI7O/sbJZ0T2R7qO7qId0VJtXZnb/tbOt2Hu8r09nzH894b/r9uEtCThf4kNNVPjBq5559IjK0FND3c6lUikWLFnH11VfnHzNNk5NPPplXXnll0P0ikQjhcDh/3+fz5Wc7fz88++yzpNNpTjvtNNra2li8eDHBYBCfz8czzzyTX37M5/Mxffp0vve977FixQqqqqoYP348oVCIiy++mLVr11JTU5PvZl5SUsIPf/hDenp6qKurY/ny5axbt46jjjqKRCJBdXV1vuw3v/lN1qxZw6ZNm5g0aRIAU6dO5bTTTqOzs5Pa2lq8Xi8jRoxgxowZXHjhhZx22mn87ne/w+/3M3/+fB5//HFOPPFESkpKME2TJUuWALBhwwaOPPJIbNtm1apVPP7440yYMIFjjjmGeDxOKBTin//8J6tXr2b8+PFkMhk6OjrweDxs3LiRl19+mTlz5nDIIYcQCARwuVx0dnbi8/nw+/2Djqvv60nw8Y9+lM4X36DzhdexXT6MuhCZSaN4K9ZF88rFFG9Zz4gRI/Iz4vt8PioqKqioqGDixIkAtLW1sWTJEhoaGrAsi8mTJ1NRUUF9ff1edesXERE5UNm2TSbc67Rgd3ST6ugi1d5FKnc73dlNujs8IIinOnvI9EQGLDf3bhkuF57yEjzlpc5XRSmeshI8FWV4+93e6fHykvd9cj4ReW8Ytv0ffErIkGtqamLEiBG8/PLLzJs3L//4FVdcwXPPPcdrr702oPyWLVuor6/f6TjXXnst11133ftWz8cee4xhw4bh9/vZsGFDfqx3Op2mtbWVsrIy1q9fz8yZMxkxYgR333032WyWSCRCKBTis5/9LMXFxfml0wZj2zZr165lzZo1BAIBqqurCQQC1NfX4/f/f/bOOz6KMv/j7+19N5vdTe8JEHoH6SiiJ9gr6gl6v7PiKXp6etYTC5bz5M6G5c7z7NgLAipNBZRe0ggQ0nuyyWZ7m98fyw6JgKKiCMz79corOzPPzD6zOzvzfJ5v0/6gpbr7cZxOJ3q9Hq12X5KZcDhMeXk5ffv2RSaTEYlEePvtt3nttdeYNGkSN954I2VlZXz55Zd8/vnnjBw5kquuugqlUslll12GzWYjLy+PK664Ao1Gw0cffcTGjRsZPHgwkyZNwmg0olQqeeaZZ0hISCA/P59hw4ah0+lYuHAhWVlZRKNR+vbtS1paGkVFRSg9fpyLv0Th8pCSkoJ1YCGOUycQ1arF8nDRaJQdO3ZQVVXFjh07CIVCmM1mMjIysNvtJCQk9DjP7sQt7RaLhfz8fMxms1QDVkJCQkLimEEQBMKdXT0FdlvH3uXvCPD2DkJ72wl7c+f8FBRGPSqrBbXVgtJqRp2YsFd07xXV3V7HhLYFVWICSpPhqH8Gt9fWszb3RMbsWUFiRtqR7s5vhnhi5M7OTsxm85HujsRh5sd8v5IF/TilpKSE9PR0cfmXtJ4DTJs2jY8//pjOzk4SEhJYu3YtnZ2daLVaHA4Hcrmcfv36iZMHGo2G7OxsVq5cidPp5KOPPiIvLw+PJyZCe/fufcAyajKZjN69e5OcnIxcLqeqqgqfz0dbWxsajQa9Xo9Op/vBh5tMJjtgpnalUkm/fvtitRQKBTNmzGDGjBniuoEDBzJw4EBmz55NOBxGqVTidDqZMGEC1dXVeL1evvrqKy644AJKSkpobm5m/vz52O12Jk6cSG1tLcXFxYwZMwaFQoFMJiMajbJq1Sry8/PJzs6mT58+OJ1Ovvzfmyg27SA1KQljohXVxOG0pSTy0lP/YvDgwTQ1NXHiiSdSU1NDfX09ffr0wWAwIAgCI0aMQK/XIwgCVVVVrF69er+kdPHleIb9zs5O2tvb8Xg8Yt365OTkX/z6kZCQkJCQOFSiwSDBFieB5jaCLW17/zu7Wbl7iu5Qe+dPFtsKgx61LQGVzYraloDabo0JbFs3Yb3X2q0WX0vWbAkJiYMjCfSjHLvdjkKhoKmpqcf6pqYmUlJSDrpfvDb3r8kZZ5xx0G1xIRsnFArh9XoxmUyiSG1ubsZms6FUKmlrayM1NZVQKMTjjz+OWq0mNzeXs846C7lcLsZr9+nTh8rKSurq6rDb7QSDQQCxJvkvTfycrFYrt912237bn3jiCaLRKDU1Neh0OpKSkohGo8ycOZPNmzfz8ccf87vf/Q6n08nw4cPZtm0b69evJzEhgWHoya7vZJfbTYlSIHn8QIb2yaVm507Wrl2LzWYj7iCTm5vL22+/TWlpqZhNvrW1lcbGRtavX8/48ePR6XQMGzYMq9VKKBRi48aNlJaWip9jcnIyFosFhULR49ppamqio6NDdI2PJ8aL17iXkJCQkJD4OUTD4Zigbmkn0NJGsLk9Jrpb22OvW9oItrTHtje3xdzIfwIKox71XqHdXXCLy3br3u1WVLaYCD+cpdwkJCQkQBLoRz1qtZrhw4ezbNkyzj77bCBWc3vZsmVcf/31R7ZzP4LvZjm/4oorEASBkSNH8sknn1BVVQVASkoKJSUlTJkyBUEQqKurY+jQofTt25dIJMK6detobGwEYMqUKRiNRjHzeWdnJzk5OYRCIex2Ozqd7lcR6T+EXC7vkTAuNTWVc845h3POOUdcl5yczO23304gEKC2Yg+epV8juFoZNnw4fc6bxqKqHQhadY/PZ/78+YRCISZNmiTWkm9tbWXRokXMnDkTiInrb7/9lvr6ejIyMohEIjidTsrKyqisrESlUtG3b19yc3MpLy9n9uzZTJkyhZSUFPr27YvdbsdkMmGxWBg0aJDY32g0yjfffINarRZzCMQnWiQkJCQkjm8EQSDc4dpr2d4rtvcK7kBz+16r994s5c1tBNs6fnTctkypRO2wonHYUCfZYuLakRgT3XvFtir+eq/gVmglbzAJCYkjjyTQjwFuvvlmZs2axYgRIxg1ahTz58/H4/GIWd2PVuJu5ueddx5fffUVbW1thEIhDAYDbW1tJCcn43Q6EQQBv9+PVqslLS2NtLRYPJPT6aSxsZHevXtTUlJCZ2cnW7duFa3USUlJvxmRfqjIvX4UyzegdfmQa9SknHMKxt65DO3W5ne/+x0TJ06ksrKSkpISWltb6devH7fccgvr1q2jpqYGk8lEOBzG6XQyZswY5s2bx5lnnsmZZ57Jpk2beOutt/B4PPTr148TTzwRmUyGy+UiIyNDzKCfmZmJWq3mf//7HwqFgsTERAYNGkRqaipyuZyEhASam5spKysjNTUVn89HIBAgEomQmZmJ3W4/Mh+ihISEhMRhRxTdTa0EmtsINLaKr4NNe193W44Gf0w1b0Ami4nrJBtqRyIaRyJqhw1NUuy/Osm2d10imiQbygQpX8rRzNNPP81jjz1GY2MjgwcP5sknn2TUqFEHbPvCCy/wv//9j6KiIgCGDx/OQw891KO9IAjce++9vPDCC3R0dDBu3DieffZZMVGuhMRvCUmgHwNcdNFFtLS0cM8999DY2MiQIUNYsmQJycnJR7prhwWDwcDAgQPZuHEjkUgEg8FA7969qa6uJhKJ0K9fPzo6OigtLcXv92Oz2UhKShLdsLVaLYMHD+bxxx9nxIgRqFQq6uvrkclk2Gw2DAbDUSHSA81t1L7yPhGPD6XJSPolZ6BJPrDI1ev1/POf/9xv/ahRo3jttdfE5by8PJxOJzabjeHDh5OUlEQgEGDYsGG8/fbblJeXc8899/Diiy+ya9cuLBYL33zzDRMmTMDn89HS0kJbWxsKhUJMNCeXy9myZQsVFRVoNBp0Op3osbBz505qa2v55ptvxAz9fr+f5uZmmpubycjIYOzYsVgsFmQyGRUVFWRlZX1vHXkJCQkJiV+GeKbyQEPzLyK6lWYjmmR7zLLtSNxr7d4rvB2JqJMS91nAbQliuVCJY5u33nqLm2++mQULFjB69Gjmz5/Pqaeeyo4dO8TSud1ZuXIlF198MWPHjkWr1fLII49wyimnUFxcLOZbevTRR/nXv/7Fyy+/TG5uLnfffTennnoqJSUlB02Se7zS2NjIgw8+yKJFi6irqyMpKYkhQ4YwZ84cpkyZQk5ODnPmzGHOnDn77bt161Yefvhhvv76a1pbW8nJyeGaa67hxhtv7NFu5cqV3HzzzRQXF5OZmcldd93F5ZdfLm6fN28e7733HmVlZeh0OsaOHcsjjzxCnz59xDaTJ09m1apVPY579dVXs2DBAnG5urqaa6+9lhUrVmA0Gpk1axbz5s3rMa4MBALMnTuXV199lcbGRlJTU7nnnnv4wx/+AEBxcTH33HMPGzdupKqqiieeeOKA515XV8dtt93G4sWL8Xq9FBQU8NJLLzFixIgf/My/O4EkjXqPEa6//vqjyqX9x5Kenk5zczOVlZX4fD46Ozt7iOpwOMypp54q3mSbm5t59913GThwIL169UImk7Fjxw7OOeecHjfitrY2ysvLqa+vZ/To0Qe88f8W8De2UPfqB0S8fjTJdtIvOQOl6fDULLdarVx44YXi8vnnnw/EPDPizJ49W3y9Y8cOCgoK2LNnD1u2bCEpKYl//OMfnHbaafTp04clS5bQ1dXFF198wfjx4zGbzYwePRqVSsXHH39Mfn4+JpMJr9eL3W6nqamJDRs2kJ6eTnV1Nfn5+TidTjZs2EBraysGg4Gzzz4bmUyGWq2moaGBaDRKdnb2QcvPSUhISEh8PxGvD399M/6GZgL1zd1eN/VYH/H6ftRxlRYTmmQbmmQHmmQb6iR7j2VNkh1Nih11kk1yKZc4IP/4xz+48sorRU/QBQsWsGjRIv7zn/9w++2379e+u+EB4MUXX+Tdd99l2bJlzJw5E0EQmD9/PnfddRdnnXUWAP/73/9ITk7mgw8+6JHo93insrKScePGkZCQwGOPPcbAgQMJhUIsXbqU2bNnU1ZW9r37b9y4kaSkJF599VUyMzNZs2YNV111FQqFQtQpe/bsYfr06VxzzTW89tprLFu2jD/+8Y+kpqZy6qmnArBq1Spmz57NyJEjCYfD3HHHHZxyyimUlJRgMBjE97vyyiuZO3euuKzX68XXkUiE6dOnk5KSwpo1a2hoaGDmzJmoVCoeeughsd2FF15IU1MT//73vykoKBDHmXG8Xi95eXlccMEF3HTTTQc8b6fTybhx4zjxxBNZvHgxDoeDnTt3YrVaD+lz/+4EklRm7TgjXmatpqaGjIyMI92dH0U8tt7tdqPVapk8eTI+n4+dO3fi8/nIysrCZrOhUql6/EABdu3axT/+8Q9SU1MpLCwkIyMDq9W6X7v09HTuvPNOfD4fJ598Mg6HgxEjRhxRC66/sYW6V94n4gugTU0i/fdn/eaS0sTDDBoaGnC5XLS2tjJnzhwaGxt5//332bFjB263m4qKCp588klOOukkJk2ahMPhYNiwYdxxxx1kZWXRr18/LrjgAuRyOc888ww2m41oNIper+ess85CpVKxdOlSfD4fp512Gmq1WkwgWFFRQd++fcnOzkYQBNRqNYIgoFQqJTdHCQmJ44pQZxe+6nrxz1/TsE90N8TE+I9JpKY0G9Gk2LuJ6/1FtzrZhibZLoluif2IBIJEA0Fx2VnXwPpBpx+wzFowGESv1/POO++IuZUAZs2aRUdHBx9++OEPvl9XVxdJSUm8/fbbnH766VRUVJCfn8/mzZsZMmSI2G7SpEkMGTLkgB6HR4KfU2bt8ccfp7a2lssuu6zH+hdffBGz2czDDz98SMeZNm0a27ZtY8eOHT2EMMTK7iYkJHyvBf1AzJ49m9LSUpYvXw7AbbfdxqJFi8SQBIAZM2bQ0dHBkiVLDniMlpYWkpKSWLVqFRMnTgRiFvQhQ4Ywf/78A+6zePFiTj/9dOrr60Wv4gULFnDbbbfR0tKCWq1myZIlzJgxg4qKigNWb/ouBzv322+/ndWrV/PVV18ddN+Dfb+CIJCWlsaf//xnbrnlFkBycZc4ipDL5YwaNYpVq1bh9/vZvHkzY8eOZdCgQdTW1mK1WikvL0er1ZKdnd3j4i8oKOCZZ54BwO/389VXX7Fhwwbcbjd5eXmkpKRQWFiIQqFg0KBB7N69m0GDBiGTySgpKaGurg6Xy8WYMWPIzMz81QRfsLV9nzhPS46J89/g4Ecmk6HT6Xpkbu9+450wYQIQm5k9+eST6du3L7169cLlcvH1118TDoepqqoiKyuLu+++m1mzZrF7924ee+wx7r33XkKhEA0NDQSDQUpKSrDb7dx5553MmzcPiFn129raKC4uxm63M23aNLRaLe+99x6FhYVMnDgRl8uFXC5HLpcjCAIGw75aspKAl5CQOFoQBIFgSzve3dX4ahrwVdfhq26IifGqOnw1DYcsvhV6Hdr0ZDSpSWjTkmL/46/TYq81qQ6UBv0PH0xC4iDsfuQ5dt7/1CG1bW1tJRKJ7BemmZyc/IPW2zi33XYbaWlpnHzyyQBi8uADHTO+7WintraW+fPnH1Ss/t///d8Pxtu3t7ezZMkSHnzwwf3EOSCW3P2xdHZ29hC/a9euFb+bOKeeeur3Cv7Ozk6A/UT0a6+9xquvvkpKSgpnnHEGd999t2h8W7t2LQMHDuzxvZ966qlce+21FBcXM3ToUD766CNGjBjBo48+yiuvvILBYODMM8/k/vvvR6fTHfI5fvTRR5x66qlccMEFrFq1ivT0dK677jquvPLKH9x3z549NDY29vhMJIEucVRhsVjo06cPpaWltLS0UF1dTVZWFr169aK5uRmZTIZSqaSzs1PMHP5dtFotU6dOZeTIkWJpsLS0NHQ6HZFIhOzsbFpbW2lvb8dqtfaoAw5QXl5OamoqZrMZp9OJSqXCaDw87ubdCXe5qXvto9+8OP8x5OTkkJOTIy6bzWamTZvGtGnTgNgM6aZNm9i1axepqalceeWVTJw4UYxv37ZtGy+88ALRaJRJkybx4IMP8oc//IH//ve/tLS0UFBQQJ8+fVCpVNTU1CAIAsXFxbz66qvcc889QEzM79q1i7S0NPr3749Go8Hv97N8+XJsNhvnnHMObrcbmUxGOBzGaDSilurVSkhI/IoI0SiBhhY8u6vw7KrCu7saz+4qvLuq8VZUE+7y/OAxVLYEdJlp6LLT0GWkos3YJ8S1qUlo0pJRmgzSBKXEL07+bVeTO2df4uK4Bf2X4OGHH+bNN99k5cqVx1Vs+WWXXSaK82uuuQaIWYvPO+883n33Xbq6fnjSbteuXQiCQGFh4WHr15o1a3jrrbdYtGiRuK6xsfGAkyUulwufz7efMI5Go8yZM4dx48YxYMAAcf0ll1xCdnY2aWlpbNu2jdtuu40dO3bw3nvvfe/7xLcBVFRU8PXXX6PVann//fdpbW3luuuuo62tjZdeeumQz7OiooJnn32Wm2++mTvuuIP169dzww03oFarmTVr1vfue6AJJEmgSxx1xBPEud1usa63SqUiKSkJjUZDe3s7u3fvprm5WXRlOpBQT0hIwO/343K58Hg8hEIhFAoFY8aMYcSIEVRXV7N69WoikQgOh4OUlBQSEhLQ6XRiTPudd96JVqvlvPPOIzc3l379+h0WMRcNBql7/WNCnV2oEhNIu/j0o16cHwoOh0OMP4KYYP/qq6945513CIVCjBw5knfeeQe9Xo/ZbEYul1NVVSVm97/ggguIRCL4fD7mzJnDhg0bOP/884lGo7S2tpKQkMDq1atJTk7m888/B2Do0KF4PB6i0Sher5elS5eKD4DFixcDsYfDjBkz8Hq9uFwuvvrqKwYPHsyoUaPwer3I5XIaGhrEyZyjIemghITEkSfiD+Ap34O7rAJ32W7cpbtwl1Xg2V1N1Oc/+I4yGdqMFPTZ6WgzU9Flp6PLTI2J8ax0dJkpKI37W8AkJI4ECo0ahWbf2EjpOvi1abfbUSgUNDU19Vjf1NRESkrK977P3//+dx5++GG++OKLHqVf4/s1NTWJlWjiy91d3o8FrrnmGjFJ2ty5c5k+fTrvvvvuIe17uKOei4qKOOuss7j33ns55ZRTfvJxZs+eTVFREV9//XWP9VdddZX4euDAgaSmpjJlyhR2795Nfn7+IR07Go0ik8l47bXXsFgsQCwHwvnnn88zzzxzyFb0aDTKiBEjxNj2oUOHUlRUxIIFC35QoB8ISaBLHHXIZDJGjRrF8uXL8Xq9FBUVMXRorNBY/MdVX19Pamoqu3btIhqNkpOTc8AfWTgcpq6uDoVCQW5uLm63G4VCgVqtplevXj3cgTweD9u2bcNisZCens63336LIAjMmDFDfBDU19fT0NAg1lzPz8//0THQgiDQ+MEXBJpaURh0ZFx65nHrXuhwODj33HM599xzgVhs2pdffsmGDRsoKSnBarUyYMAA/va3v+FwOHrMlj/++ONs3LgRq9VKS0sLH374IR6Ph8cff5xBgwZx+umnU1lZybRp05g5cyalpaVMmDABk8nEqFGjaG9vx+v1otVqWblyJaeeeipKpZKamhoikQivvPIKzc3NDB48GIDPP/9ctOxnZmbi8/lwOp2Ew2H69esnWuRDoRBerxeLxSJlp5eQOE6IBIK4S3fTtX0HXSU7cZfuxl22G++eWuiWjKg7MoUCXU46hvws9PnZsf8Fsf+6nIzjYtJW4vhDrVYzfPhwli1bJsagx3MQfV8y5EcffZQHH3yQpUuX7pc1Ozc3l5SUFJYtWyYKcpfLxbfffsu11177S53KUUc8qfKhhhJ8HyUlJUyZMoWrrrqKu+66q8e2lJSUA07AmM3m/cbq119/PZ988glffvnlD+bOGj16NBDzBMjPzyclJYV169bt9z7xPgCkpqaSnp4u6geAvn37IggCtbW1h1yGLzU1lX79+vVY17dv30OaHDnQBJI0OpQ4KrFYLOTk5FBZWUlNTU2PutoWi4XRo0fj9/upq6tDEAScTucBBbrD4aCyspJgMEhdXR0OhwO1Wo1CodhPPBkMBsaMGSMujx07lrKyMpqamti9ezc2m42EhATS09PFsh4NDQ0kJSWxcuVKjEYjI0aMQKPRfK9gb/9qPe6y3cgUctIunI7Kajlo2+MNtVrNySefLMbpBAIBvvzyS1avXk1VVZVYCiQ1NRWbzcb06dN77O92uxkxYgTNzc2cdtppOBwOIOZh4fF4KCwsJBKJoFKp+OCDD7jzzjs555xzmDZtGiqVCovFwn333YdGo8Fut2MwGNBoNNTW1tLe3k5XVxdPP/00c+fOxe/3U15eTm1tLSUlJZxzzjnU19cD8OmnnxKNRjn99NNJTEzE7/fj9XpJT09HoVAgCILo0SGXyyUXVAmJo4hAUyuubWWxv61ldG3fgbusAiEcPmB7ZYIZY2E+xsI8jH3zY6975aDLSUeuUv3KvZeQOPLcfPPNzJo1ixEjRjBq1Cjmz5+Px+MRs7rPnDmT9PR0MQ/NI488wj333MPrr79OTk6O6DJsNBoxGo3IZDLmzJnDAw88QK9evcQya2lpaT0S0R0LLFiwQMxqfs8994jjjkMhMTGRU089laeffpobbrjhoEnifoji4mJOOukkZs2axYMPPrjf9jFjxvDpp5/2WPf555/3GGMLgsCf/vQn3n//fVauXElubu4Pvu+WLVsARJE7ZswYHnzwQZqbm8UqTZ9//jlms1kU0+PGjePtt9/G7XaL4arl5eXI5fIflUx73Lhx7Nixo8e68vJysrOzf3DfA00gSQJd4qhl0KBB1NfXEwwGKSoqYuLEiaJrsVKpxGg0kpOTQzQapaWlBY1Gg81m63EMjUZD79692bx5M+Xl5QQCATQaDWq1WkwodjAKCgp46KGHxFm2nTt3snbtWrEOu9VqxWKxUFtby1NPPYVOp2PGjBn069cPn8+H0WhEq9WKogzAXb6HtpXfApA07UR0makHfX+J2Pc3depUpk6dKq7r7Oxk2bJlLFq0CL1eT3Z2NqmpqSQkJGA2mxk7dqzY1uVy4XK5eOGFF4hEIqSmpqLValEqlYwdO5ZHH30Um83GzJkzgdhDJz8/n927d3PbbbeRk5ODzWbjjDPOYMuWLZx++un0798fk8nErl27+Pjjj8nIyGDz5s1iH0OhEKFQiJqaGr799ltOOukkvF4vZWVlLFmyhEsvvRStVisOML7++muGDh1K37598Xg8uFwu2tvbUalU9O7dO1anOBxGLpdLZeckJH5lgu0ddG7YTsf6bXRs2E7nhiICjS0HbKtMMGMeVIhpQO8eYlyTbJcm4SQkunHRRRfR0tLCPffcQ2NjI0OGDGHJkiVijG51dXWP8dmzzz5LMBgUy8TGuffee/nb3/4GwF/+8hc8Hg9XXXUVHR0djB8/niVLlhwzceovvvgiAOedd55onKivr+9RE/xQePrppxk3bhyjRo1i7ty5DBo0iHA4zOeff86zzz5LaWkpEKv5HRfEcbKzs6mrq+Okk07i1FNP5eabbxbHMgqFQjSKXHPNNTz11FP85S9/4Q9/+APLly9n4cKFPeLUZ8+ezeuvv86HH36IyWQSj2OxWNDpdOzevZvXX3+dadOmYbPZ2LZtGzfddBMTJ04UvVpPOeUU+vXrx2WXXcajjz5KY2Mjd911F7Nnz0ajiXkgXXLJJdx///1cccUV3HfffbS2tnLrrbfyhz/8QTTsxRMUx1/Hz91oNFJQUADATTfdxNixY3nooYe48MILWbduHc8//zzPP//8D37mB5pAksqsHWcczWXWDkRtbS3r1q1DLpczZMiQHgnI4lRUVFBdXY1KpWLEiBH4/X7MZnOPAVFxcTFbt25FJpPRv39/UlJSsFgsYhmvH4vf7xezkpeXl/Pmm2+iUqk499xz98tA2dnZGUtOl5RC26sfEfUHSBg5iKTTJv3o95XYn/b2dlasWMHnn39OZ2cno0aNEkvyWSwWEhIS9hO2HR0d+Hw+0tLSSE1N/UFX9A8++IC2tjamTp1KVlYWELs2n376aTweD0ajkVtvvRWLxUJWVhYdHR3ceOON/PnPf0av17NixQqcTietra2MGTOGIUOG0NjYiM/nY9myZQwYMIAJEybQ1taGx+OhtLSU6upqrrzySiKRCHV1dQB8+eWXnHvuuej1egKBAE6nk0gkgt1uFx9GEhISP42Iz0/n5hI694rxjvXb8O6u3r+hTIahV3ZMjA8qxDywD+ZBhWgzUyUhLiEBtNfWszb3xAOWWTue+Tll1m6//XYeeeSRg24vLy8/ZHfthoYGHnzwQT755BMaGhpwOBwMHz6cm266icmTJ5OTk0NVVdV++73yyivs2rWL++67b79t2dnZVFZWissrV67kpptuoqSkhIyMDO6++24uv/xycfvB7pUvvfQSl19+OTU1Nfz+97+nqKgIj8dDZmYm55xzDnfddVePz66qqoprr72WlStXYjAYmDVrFg8//HCPcV1ZWRl/+tOfWL16NTabjQsvvJAHHnhAFOiVlZUHtOBPmjSJlStXisuffPIJf/3rX9m5cye5ubncfPPNPbK4f9/3KwgC9957L88//zwdHR2SQD/eONYEOsCKFSvo6OjAYDBw4oknovqOS2A0GqW8vJykpCQaGhrQarWiO3qccDjMqlWrqK2txeFwUFhYiMPhwGAwHJaEX06nk9dee42amhoKCwvJzs4WM8THXZo7P1zGug8/pdeo4fS5fiaJDgcqlUoa0B1Gmpqa2LBhAzt27GD58uV0dHQwfPhwhg4dSk5ODna7HaPRuN937vF4EAQBh8OByWQSPSx+LO3t7cydO5fU1FRuueUWcWLgggsuoKSkhCFDhjBo0CBuueUW1qxZwz//+U9MJhMpKSk8+OCDdHZ28vbbbxOJRGhsbOS+++4jGAzS2NiI1+tl+fLlzJgxg8TERFpbW/F6vRQXF5OVlUX//v0JhUI0NTURiUQIh8NkZWWhUqkIBoO0trZiNpt7lJ+TkDieCbncONduov2rDbR/tZ6O9dsRQqH92ukLskkYMZCEkYOwjBiIeXDhcZs3RELiUJAE+oH5OQIdYOfOnQfM1m4ymQ5ZnEv8cvyY71cS6McZx6JA7+zsZPny5QD06dNnvyQNcerr62lubiYajdKrVy9MJlOP7TU1Naxfvx6/38+AAQPo37//L+YyXF5ezrJlywgGg6SkpJDjB315De9+8AHFGWYGTxjLBRdcgFKpxOv1YrVasdlsaLVaSTwdZhoaGlizZg3r1q1DEAT0ej29evUiIyMDq9UqZovvTjzje1zk6vX6nz2ZUl1djd/vp3fv3gBs3LiRGTNmYLPZ+OCDD0TXPpVKRUFBAY899hhnnHEGANdddx0ej4ekpCQeeeQR5HI59fX11NfXU1VVhcvl4oorrhDFvMfjYe3atcyaNQuFQkFLSws+n4/i4mIGDRpEeno6kUiE1tZWgsFgjwR8giBI16DEMUnY7aFt1TraVnxD+1fr6dxSul8CN02Kg4SRA7GMHETCiIFYhg9AnZhwZDosIXGUIgn0A/NzBbrEb5sf8/1KMegSRz0Wi4XU1FQaGhrYs2cPeXl5B4wpSklJIRwOYzAYKC0tJTc3V4yHAUhPT6elpYVAIABAW1ubmFTicNO7d29RiPnqm6j+90JQq/H3y8FmM4oZHeOJyeJx9PH+m0wm9HrJQnM4SE1N5bzzzuO8884T14VCIb799ltWr15NU1MTmZmZomCP12SPJxOJx7EHg0G6urpQq9WkpqZitVp/lJCNu8bHGT58ODt37tyv3eLFi9myZYsoziEWxrF06VL++9//ipMJ9fX1XH/99SQmJvLf//4XiOVmePrpp0lNTUWv14sTUPFs8263G6vVKn4GgUAAt9vNtm3bxJi21tZW2tvbqaurY+zYsWi1WqLRKMFg8Cd7FkhIHAkEQaBr2w5aPv+Kls++xrl6I9FgTwu5Pj+LxPEjSJwwEtuEkehyM6QJKgkJCQmJQ+arr77itNNOE5fT0npOSrnd7v32kQS6xDHBsGHDWLx4McFgkG3btjFq1Kj92sjlcrKysti5cyder5c9e/ZgNBqJRCKiW/OwYcNwOp3U1NTQ3NwsrlepVL+INV2IRGj+aBkyAYx9C5h3z59wOp18+umnvPvuu2g0GrKzs0lJSSEpKQmtVksgEKC+vp7W1lbkcjnDhw9Ho9Gg0WgkcXSYUKlUjB8/nvHjxwMQiUTYtGkT7733HiUlJdjtdsaMGUNeXp5Y+1ytVotJCN1uN52dnXR2duJwOERRfziuoe8mxQNYsmQJwWCwx7qkpCQuueQSJk2aJE40yWQytm/fTnFxsZgJH+CFF16gtLQUh8PBBRdcAMTEy7p168REhnGam5sxmUx0dXWJce07d+5Ep9Ph8XjQ6XRiLoiWlhY8Ho8YOiAhcaQJe7y0fPY1zR8vp+WLrwk09EzopstJx3HyeGyTR5M4fgTa9OQj1FMJCQkJiWOBESNGsGXLFrq6uhg2bBhfffXVfl6830US6BLHBGq1mt69e1NWVkZjYyNOp1O0BH6XgoIC1Go1ZrOZoqIizGYzWVlZYjIIq9VKZ2cnCoUCp9OJXC7HarX+IuWunGs3E2huQ6HXkjR9MjKZjMTERH7/+98DsZjlkpIS6uvr+fLLL8nPz2fkyJH8+9//prKykoKCAtra2jjhhBPEuOKUlJQe1lGJn49CoWDkyJGMHDkSgMbGRjZu3MiSJUvo7OwkKSmJPn36kJiYiM1mw2q1otVqSUxMJBKJ0NbWBuyzVBcUFKDX61EqlYftmlKr1T2Ws7KyuOGGG3qsk8lkvP7661RVVZGfny+uT0pKYt26dT1KEZaUlHD77bdjsVjYsGGDuP7RRx8lMzOTrKwsse9btmxh6NCheDwe0XvF5/PR2tqKwWDgm2++EScE4pNj4XCYAQMGSNepxC9OsLWdpk9W0PTRF7R8vpqoPyBuU+h12CaPxj51PI5TxmPolSNZyCUkJCQkDhs6nY6CggJcLhcA+fn5kou7xPFDYWEhlZWV+P1+tm3bxqRJB86CLpPJyM7OpqGhAZlMtp/lEWKCrKqqitTUVDQaDT6fD4VCsV8Cup9DsM1J25frAHBMnXDApEKJiYmiFTeOx+Nh8uTJLFy4EJ1Oh0qlwuv1iqLc6XTS3t5ONBolMTERo9EoiaDDTEpKCtOnTxfdvsvKynjppZfo6OjA7XaLgj0tLQ2LxYLdbsdkMomTRnHrejAYRK/XYzKZ0Gg0v0pSwLjFvzu33nort956a4/kMsFgkFmzZvVIGtfV1cV7770HwLJly8S2q1ev5vnnnyc7O5tnn30WgNLSUtatW0evXr16XH/vvfceEydOFD1A4mzfvp1oNIrRaBQnD+IpUiTBJPFjCXe5afzwC+rf/ITWL9YgRCLiNn1eJslnTCFp2mSs44aj0Ki/50gSEhISEhK/LpJAlzhmkMlkDBgwgA0bNoglq+x2+0Hbp6amisJh06ZNDBw4UJzRcrvdhMNh0UXZ4/Gg0WhQKBSHxY1cEASaPlmBEI6gz8vENKjPIe9rMBg4//zzOeuss/jqq69Yvnw5GzduJDs7W3SHj2eH7+zsxOVykZmZSTQaRSaTSWLnF6CwsHC/8iaCINDV1cWmTZtYvXo1XV1dpKamkpqaSmJiImazGbVaTTgcxul0ArFqAmq1GqPReETCFrq7XI0ZM4YxY8bst33dunVs27atR0bY/v378+WXX/LnP/9ZdHt3uVy8+OKLdHV1ifVDnU4nX3/9NYFAgNTUWMmpaDTK888/zymnnIJSqRQnMXbu3InL5RLDBuJu86FQiGAwKP4epetZIk4kEKRlyZfUv/UJTR8v72EpNw/pR8rZJ5N85smYBvSWrhsJCQkJid8sUhb344xjMYv7d1m6dClerxe73c748eN/cCBWXFxMS0sLDocDu92O3W7H7/ezfv16fD4fFosFq9WK3W4XRdXPHdx1biqm6ZPlyFRKcq65BJXV8rOOF41G2bBhA3v27MHlcuH3+5k6dSpNTU089thjaLVaJkyYwKhRo0SBGHexlvj1iEajbNy4kU8++YRgMEjfvn1JT08XBft3PTQEQaC1tZVQKERXVxdWq5Xhw4cfFeIiEAhQXFyM1+sVvUAEQWDMmDG0tLTw3HPPcfLJJ+P1epk1axa9evXCYrFw0003oVarefzxx+nduzeDBw8mEAjQq1cviouLKS4uZuTIkSgUClJTU8XPrLGxEZVKJU5uSBw/dBWVU/3vhdS99hEhZ6e43tAnl/QZp5N20ekYeuUcuQ5KSEj0QMrifmCkLO7HNlIWd4njmr59+7Jhwwba2tpoaWn5wUzshYWF6PV6DAYDlZWVuFwu8vPzsdvtVFZW0traCsQs1/FEXz9H2Eb8AVqXrwHAPvmEny3OIZYAb9SoUT2S4/l8Pt566y1kMhlmsxmtVktycjJyuZyOjg4xHtpisYi1vY8G4Xc0I5fLxVj2rq4u/vvf//Lee+/R1NREYWEhQ4cOpaCgAIvFQmJiIgaDoUelgWg0yvr165HL5eTk5GC1Wn+z4QsajYZhw4b1WCeTyVi2bBnLly9n4sSJQCwh35AhQ/jnP//JLbfcIsbSZ2ZmsnDhQj766CPmzZsHQFVVFZ999hmDBg1Cq9WiVCqJRqM0NDRQUVFBdnY2breb7OxsAHbs2EEgEMDhcIjXvsSxQcTro/7txVS/uJCObzaL6zVpSaRddDrpM07HPLSfdE+TkJCQkDjqkCzoxxnHgwUdYlmtfT4fNpuNCRMmHNIgrbGxkaqqKhISEsjPz8fn87FhwwYaGxtJT0/Hbrdjs9nEjN0/deDX8tlXOL/ZgtqeSPbVM5D9wgKrrq6O//3vf+zcuZPevXszdOhQUlJS9kuip1KpSElJkQa0R4BAIMD27dtZvXo1paWl+P1+rFYr/fr1w+FwiMnnDpT10+/3Y7FYsFgsaDSao/L7q6mpoaysjCFDhogTEqFQiOuvv54vv/yS0tJSIFb68JJLLqG2tpYXX3yRMWPG4Pf7ufjiizn33HMpLCykV69eJCQk8MILL6BUKpkyZQqCIJCRkYFCoaC1tVV0nTeZTJJoP8rw7Kxkz1OvUPfqB4RdsdI0MoWCpDNOIuuPF+I4edwvfk+VkJD4eUgW9APT0d6O1WaTLOjHKJIF/WfQ1NTEsmXL2LRpE01NTWI28OTkZIYPH85JJ51EcrJUduW3zoABA/j2229pa2ujubn5kL6zlJQUVCoVHo+Hbdu2MXjwYBwOB16vF6fTiUKhwG63/6zM28E2Jx3rtgLgOGX8rzKQTE9P569//SsQu76XLl3K22+/jVwuZ9y4cRQWFpKSksLChQtZtWoVSUlJ9OvXjwsvvBCr1SpZ1n8FNBoNI0aMYMSIEeK6zs5OtmzZwq5du9i9ezfhcJjExEQcDgc2m43ExERMJpNYeq+5uZlwOIzX68Vms+FwOI6aEIbMzEwyMzN7rFOpVDz33HN0n0O22WxMnz6dV155Rawb+vnnnxMKhViwYAGTJk3igQcewOVy8cknn5CRkUFKSgoDBgxALpfz8ccf097eTmFhIUqlUqzM4Ha7xZKK8dh2id8OgiDQ/vUG9sx/iaaPl8Pea0Kfl0nmHy4gY+Y5aFO/31NKQkJC4rdO1XNvHukuSPxGODpGb78woVCIt956i6effpp162JZtQ/kWBAXKaNHj2b27NlceOGFhzWrt8ThIyMjQ4x/3blzJ0lJSYckMk0mE2VlZYRCIZqamrDZbDQ3N9PU1CS60/6cwXvL56sRogKGgmwMBdk/+Tg/leTkZGbOnMnMmTMJBAKUl5ejVqu5/fbb8fv9hEIh8vPzyc7OJhgM0tTURCQSwWKxYDAYJLH+K2KxWJg0aVKPagTBYJBvv/2WlStXUlxcTEZGBqNGjSI9PR2Hw4FWq8VsNhMKhaivr8fn86FWq4lEImRmZh6Vsdnfvd5uuOGGHuXjzjjjDEaPHs2LL77IOeecI4ruoUOH8tlnn/Hhhx9SW1sLwOLFi2ltbaVfv36EQiHUajU1NTXccsstXHLJJZxwwgkoFAoSExNRKpWoVCr8fj9yufxXybAv0ZNoKETD24upmP9fXJuLxfVJ0yaT86eZ2E8ag0zygJCQkDhGqHv9wyPdBYnfCMe9i/srr7zCX//6VxoaGhAEAYfDwZgxY+jfvz82mw2z2UxnZydtbW0UFRWxdu1a2trakMlkpKWlMW/ePLFm9dHA8eLiDrF41Q0bNqBSqZg0aRIWy6HFertcLtra2vD5fLjdbvR6PYmJiWJZqD59+qBSqX50VnRvVR21L7+HTC4j+5pLUNsTf87pHVYEQaClpYUPPviAPXv20L9/fwoKCkhOTu4xISEIAmazGZPJdNRYZ49lSktLefvtt6mrq8Pv9zNw4EAGDRpEUlISCQkJPdy3o9EoHR0dGAwGUlNT0ev1x7R7dzgcZteuXTidTjEb/SuvvMKTTz7J5s2bWblyJWPHjuXWW2+lvLycyy+/nMLCQhITE/nmm2948cUXOfPMM5k4cSJ6vR6Hw4FOp8PpdOL3+zGbzej1ekm0/wKEPV6qn3+LPf98CX9dEwBynZaMy84m908zMRbmH+EeSkhI/BwkF/cD8655IOd3FUku7scoP8bF/bgW6GPGjGHdunXY7XYuueQSLr/8cgYPHvyD+23ZsoWXXnqJN954g7a2NkaPHs2aNWt+hR7/fI4ngS4IAh999BHRaJSsrCyGDRt2yINpQRCoqKigvb2d1NRU0tPT2b17N16vF4fDgUqlQqfTodFoDkmoCoJA7X/fxVfTgGX4AJKnn/hzT+8XpaWlheeff55IJMKAAQNIS0sjKSlJPNfq6mrC4TAnnHACKpVKtFpKHFlaW1tZsmQJ27ZtIyUlhdzcXDF3gtFo7NE2Go2iVqvR6/Xo9frjxkIcCARYvXo1kyZNEiefbr31Vp577jlmz57NQw89xK5du7jpppsYO3Ysp512GomJiSQnJ4vu9FqtlgEDBqDRaMTwmcbGRiKRCGlpacfF5/hLEPZ4qXruDSoe/zfB5jYANCkOsq+7lOwrL/pNTWpKSEj8dCSBfmA+zp3AmZVfSwL9GEUS6IeI3W7nr3/9K9dff/1Pcv0MBAL861//4pFHHhEzff/WOZ4EOsD27dspLy9Hq9UyZcoUtFrtIe8biUTweDzU1dVhMBiw2+14vV5kMpnoOhwvu/ZDlkjPzkrq3vgYmVJBzvUzUZmN39v+t0JNTQ1NTU0sWbKEgoICgsEgHo+HRYsWkZiYSEFBARMmTCArKwuDwSDGREsxvEeetrY2Vq5cSWNjI6FQCLPZTGJiIhaLRbSgd8ftdtPa2ordbqdXr17HVfjO+vXrWbp0Kddeey02m41QKMRjjz3Gk08+SWFhIZ9++imVlZXceuutDBgwgMmTJ9OnTx90Oh3vv/8+I0eOZMuWLZx88skoFArS0tJQKBTU19ej0+n2S8go0ZOw20PVgtep+Md/CLa0A7H48vzbrib90rNQaNRHuIcSEhKHk2NFoAuCQPPiVTi/3kDI6UJlNZM4YSSO3038SRO1K8++ihM/fEES6McoUpK4Q6SiouJn/QA0Gg233norV1999WHslcThpLCwkNLSUoLBIHv27KGwsPCQb5oKhYJwOExTUxOCINDY2Ijb7WbkyJEEAgGCwSDBYPAH41MFQaB1+VoAEkYOOmrEOexL3hVPXlZaWsrKlSsxGAzk5eWRlJREWloaKpWKYDBIW1sbgiCIllmdTieWzZL4dbHZbJx33nlA7Brs6Ojgiy++4KOPPiIUCtGvXz8xiZrD4cBoNIpW9rq6OrxeL0lJSeL3eCxbheOl7+KoVCr69u3L8OHDKSwsRKfTIQgCI0eO5I033uCRRx6hvb0dv9/PokWLKCkpYciQIWLukk8//RSTyYTb7cZkMpGbm4vVaj1gFv7jmbDbQ9Wzr8WEeasTAH1+FgV/vZb0S85AfhxNEklISBxdhDpcrDvjKjq+3YJCp0WdlEiwuZ3dj/8b6+jBjPz4BVSWH3fPTzvvVPjwhV+oxxJHE8e1Bf145HizoAOsWbOGxsZGjEYjJ5100o+Ona6oqEAmk1FcXIxMJiMrK4uMjAy6urpQqVQkJCSgUqkOetyuonIa3luKXKMm908zUeh1h+O0jijRaJTNmzezYsUKIpEI2dnZJCUlkZSU1GPSS61Wk5KSIi4LgnBMC72jhU2bNvHiiy+yYsUKHA4H2dnZTJw4kcLCQhwOx37WdUEQ0Gg0GAwGsf748fg9CoLAf/7zH7744gveeOMNPB4Pr732Gp988gmfffYZDz/8MNdffz033HAD1dXVpKenc80114jlGQ0GA83NzRQVFZGfn4/NZjvk3BjHEpFAkOrn32TXvGf3Wczzs+h1x3WkXXIGcim/hYTEMc2xYEHfds3dNLy7hMEvziPlrJPF9Y0ffcG2P95B6nm/Y+Czc3/UMX+MhVXi6EOyoP9E4uJt3rx5DB8+/KDtHnnkEZYuXcry5ct/xd5J/FQGDx5MTU0NHo+H2tpacnJyftT+eXl5uN1uMVFcTU2NmAE6ISEBn8+HTCZDLpfv5+ouRKO0rvwWAOuYoceEOAeQy+UMHz6c4cOHE4lE2LhxI5WVlWzZsoWEhARSUlIQBIEdO3awfft28vPzSUtL4+STT0ar1Yp/x0vc82+NYcOG8cwzzyAIAnV1dTidTjo6OqioqOD9998nISGBgQMHYrPZSE5ORqfTiR4jEPv+45Z1jUZzTCeb645MJuP//u//+L//+z8ADAYDV111FSaTCavVyuTJkxEEAbvdTiQS4fnnn8flcrFgwQLeeecdPvzwQ6ZMmUJOTg5KpRKfz4fFYiEcDvPhhx8ycOBA0tLS0Ol0x2SYiBCNUvfGx5T/7Z/4KusA0Bdkx4T5xadLwlxCQuKooemjLyh88M89xDlAypknE3iglfL7/vWjBbqERBzpadiNlStXIpPJmDx5Mm+99RbTpk07YLuysjJWrVr1K/dO4qcSjx93uVxUVlaSlZX1owWF0WikX79+lJeXs3XrVkKhEBkZGYRCIXw+HxqNhnA4vJ/gdG3bQai9A4VeS8LoIYf5zH4bKBQKRo0axahRo4BYLPPLL7/M0qVLiUajqFQqEhMTsdvtAPj9fvx+v7ivWq0WXeKPp7jn3wIymYyMjAzRm2bChAlAzFL89ttv8+GHH5KZmYndbsfhcOBwOEhMjCXqcrvdYi1ynU6HVqtFp9Mdl9n9L774Yi6++GJxee7cuQQCAWbPno3JZKK5uZlPP/2USCTCM888w+TJkxkzZgwNDQ3Mnz8fq9WK2WxGqVTS3t5OQ0MD+fn57Ny5k2g0Sn5+vpjj4WilbdW3lPx5Hq6tpQBoUh30uut6Mq84T3Jll5CQOOoId3nQZR/Y+q/LTiPscv/KPZI4ljj+RlI/QHZ2NrW1tZx99tk8/fTTXHnllUe6SxKHgUGDBrF8+XKcTietra0kJSX96GMkJCQQDofxeDxUVFSQlpaG2+3GarXi8/nQarU9xLkQjeJcvREA65hhx02iI6PRyOzZs7nyyivZtm0bCxYsoKqqilAoRGdnJw6HQ8wsDuDz+fD5fKhUKlGgh8NhwuEwGo1GsrAfAWQyGRdeeCEXXnghPp+PTz/9lO3bt6PValGr1eJ3mJSUhE6nE79DpzMWRxx35z4WrcCHikajYdCgQeLyW2+9xbp167j//vt55513WLBgAf/4xz8oKirCaDTS0tJCr169yM/PZ968eQwdOpSUlBQxOaNSqcRkMlFZWUl7ezu5ubmiB8Nv+Tfiraih9PZHaXz/MwCUZiP5t15Jzp9mojTof2BvCQkJid8mxr4F1P73XZJOnbjfttqX38PUr+AI9EriWEES6N9h8uTJXHjhhVxwwQVcc801VFVV8cADDxzpbkn8TBwOByaTiUAgwK5du3A4HD9pUDtw4EAqKiqQy+VUVVWRlZWF3W7HarXuJ0bcZRUE25zItRosIwYerlM5alCr1YwYMYIXX3wRQRBYt24dr7/+Onl5eWzevFnMKB4vXbdy5UoqKioYPnw448aNIz8/H5lMhkajQaPRiJb241n0HQl0Op2YbC4SibB+/Xo+//xzurq6SElJITk5meTkZGw2G4mJichkMjo6OnA6nSiVSiwWixi3fjyjUCgYM2YMn376qRgq8Mc//pHdu3fz7LPPsnz5cp566imUSiVarZZdu3axZcsWTjjhBIYOHcr8+fPx+/2ccMIJdHR0YLfb6erqIiMjg0AgIL5PJBI55PKPvyThLje7HnmePU/8h2gwBHI5WVdeRJ+/3SCVS5OQkDjq6XXndWy88E98PeZ8Us//HZpkO4HmNhrfWULnpmKGv/3kke6ixFHM8T1iOgi/+93vWLVqFdOnT2fevHnU1NTw73//+4gPeCR+Hv369WP9+vW0trbS1dX1kxJwmEwmJk6cKCZHi1uFv5sIDRCt5wkjBx431vODIZPJGD16NKNHjxbX7dixgy+//JLFixeLgiUvLw+bzUY4HCYYDKJWq3u4xENM6CQnJ4u/x0gkItVh/5VQKBSccMIJnHDCCYRCId58800WLlyIXC4nLS2NgQMHkpGRQVZWFgkJCUQiEdrbY0nAIpEIZrNZdIc/XuLWD0S8skF+fj75+fmccsopuN1uMYv+G2+8wc0338yrr75KVlYW27dvZ9OmTWRkZPDyyy9z/vnni5OETz75JFOnTmX37t1MmDABs9lMQkKCeH8TBAG/3/+r5QoQolFqX/mAHXf9g0BjCwC2k8bQ7+9/xTywzy/+/hISEhK/BilnncyId56ifO5TlN3xOAgCyGSYB/dl+DtPkXz6SUe6ixJHMZLiPAjDhg3jm2++4bTTTuPVV1+lvr6e999/XxxASRx9ZGdns3nzZiKRCLt27WLo0KE/SdTFy44ZjUaampqorq4WXbb9fj9yuZxgVT3+hmZkKiUJowb/Amdz9NOnTx+ys7OZOnUqHo+HzZs3s2XLFnbu3ElLSwulpaXYbDasVitWqxWLxYLBYCAQCLB8+XJsNhsGg4GEhARRzMfd5JVKpfh3PAvBXxKVSsVll13GZZddhtPp5OOPP2bPnj18+umnCILA1KlT6du3Lw6Hg4SEBBQKBR6PB4/HA8Qs8/Gs8NJ3RI9ni0wmY/bs2Zx++ukUFhaSkpJCZmYm1dXVnHjiiWzYsIHdu3dz33330dDQQE5OTuy+EwwSCARoaWlBrVazcOFCsrOzyc3NRaFQkJ6eLlZS+CUqKnRuKaVo9r10rNsKxDKz9330NpLPmCJNoElISBxzJJ8xheQzphD2eAl3dKFMMEmhOxKHBUmgfw/Z2dmsWbOGs846i2XLljF+/Hg+/fTTI90tiZ+ITCYjLy+PXbt20dTUJCZ1+ynH6d+/P+FwmNLSUurr60lKSiIQCBCJRLBarbR+tR5BEEgY2k+6WX8PWq1WzKrfv39/fv/73wOI9efr6+tZt24dGzduRBAEtm7disPhoLa2lqFDh5KWlsbYsWOxWq09sox3JzMzUxQHXq8XmUwmindJNBwerFYrM2fOFJfjIQ3PPPMMRqOR1NRUevXqRXJyshhuEo9bh5jYj1vXJbEeo6CggIKCfTGMeXl5pKen88Ybb7B582Zqa2uZO3cuRUVFXHfddTQ0NPDuu++yZMkS1qxZw9SpU1Gr1XR2diKXy8XQkFdeeQWz2cyoUaNQKBRYrVbRov9TCXe5Kb/vSfY8+T+IRlGaDBTceR0518887r2HJCQkfhpPP/00jz32GI2NjQwePJgnn3xSTEb7XYqLi7nnnnvYuHEjVVVVPPHEE8yZM6dHm7/97W/cd999Pdb16dOHsrKyn91XpUEvjfUkDiuSQP8BEhIS+Pzzz5k5cyYLFy7khBNOIDMz80h3S+In0qdPH0pLS/H7/dTW1pKbm/uTj6VUKunVqxcajUa0put0OqItTryVtcgVChJOGHoYe3/8oFQqSU9PJz09nZEjRwIQCoXYvHkz69evp6KigubmZvR6PWvWrEGn02GxWDCZTBiNRgwGg5gV+9Zbb8VgMJCRkcHo0aNJSEjo8T5xi7tKpZI8ZA4T3UMa2tvb+fDDD/nggw9Qq9X079+f9PR00tLSSE1NRa/XEwqFaGtrQxAEVCoVJpPpuM0I/31oNBpmzJjBjBkzxHUpKSlMmTKFbdu2MXjwYFpbW9m4cSNlZWUsXbqUM844g2g0yksvvcTo0aNxOBy0tLSIiRjjSeqKioro168fdrsdvV6PXv/Dg01BEGh8/zNKbn4Qf10TAKkXTqPfY7ejTUv+xT4HCQmJY5u33nqLm2++mQULFjB69Gjmz5/Pqaeeyo4dOw6Y5Nfr9ZKXl8cFF1zATTfddNDj9u/fny+++EJc/rnPmGg4TO1L79Kxfhu+mgYG/OseDL1yaHh3CaYBvTH2yftZx5c4fpFGP4eAWq3mzTffJDMzk8cff5y6uroj3SWJn4hWqxWTK9XW1pKdnf2TLXY+n4/29na8Xi8ul4tQKIROp8P1zRaEcJjEwX2RGY6Nuue/BVQqlVjO7corr6SoqIhVq1axadMmsaZ6UlISRqOR1tZWNmzYgEajweVycdZZZxEOh0VrYjzDeFykQOxBbTQaRdff9vZ2otFoD3d5pVKJQqGQLO8/gsTERK644gquuOIKvF4vVVVVvP/++6xZs4aCggIcDgepqakkJydjNpsJh8M4nU6cTic6nQ6TyfSbz1R+JJHJZCxYsEBcvvTSSzn//PNZvnw5Xq+Xs846i2AwKOZquPPOOznllFOYPn06zz//PKWlpVxxxRU0NTUxcOBAvF6v+Jv45ptvSE1NxeFwiF4OojfKnhqKbryflsWxkqP6vEwGPHkvjlMm/PofgoSExDHFP/7xD6688kquuOIKABYsWMCiRYv4z3/+w+23375f+5EjR4qT+QfaHkepVPbIGfRz8FbW8u3vrsBf34x5QG86NhYR7oqFcLUuX0vzki8Z/MJDh+W9JI4/JIHejUmTJlFYWHjQ7Y899hjZ2dnceOONv2KvJA43ffv25euvv8bpdNLV1YXFYvlJx4nXPjcYDKhUKtLT06kqKiFSvge1Wo1x5ABxUCxlHj+8qNVqhg0bxrBhw/bb9vXXX/P5558DEAgEMJlMdHR0oFKpWL9+vVh7PR4DHQgERIv7rFmzOPfcc0VhczDXX41GQ3LyPgthV1cXcrlcFPCSiD8wer2evn370rdvX8LhMO+88w4bNmzgww8/pHfv3vTu3Zvk5GRSUlJITEwU3eCVSiUGgwGj0Sj9lg4BjUbDaaedxmmnnSauGzJkCGvWrKGlpQVBEGhra6O5uZkBAwbwxRdfiJbz5cuXs2HDBk4//XR27dol/k4EQUCr1VKybTvRD1bQ/OQrRH0BZCol+X+5ioLbrkah0x7Bs5aQkDgWCAaDbNy4kb/+9a/iOrlczsknn8zatWt/1rF37txJWloaWq2WMWPGMG/ePLKysn7SsUr+/BBKo4ETy79AbbeyWD9A3GabNJod987/WX2VOL6RBHo3VqxY8YNtrr/+eq6//vpfoTcSvxRpaWmoVCoikQhVVVUMHDjwJ4kpuVxObm4uZWVldHZ20tnZyZ6PP8fU2E7WmBF0ChFkfj+CIPxqGZQlYPz48YwfPz7mftvYyJ49ewgEAni9XrRaLSeeeCJbt25l+fLlbN26lc7OTpqbmwFIT08HYkKyqKgIvV6PTqcTXX7jMdJFRUX8/e9/x2w2Y7FYOOOMM/YTjjKZDIVCgUajEWu+A7jdbmQymThxo1Aojsss9Eqlsoe7dmVlJZ988gklJSVkZGRgsVjIzs4WQ4o6Ozvp6OhAo9GILvDSb+rQSUlJ4dxzz6WpqYlgMEhGRgbPPPMMlZWV5OXloVKpuOqqq9i8eTO7d+9m6dKlNDc3Y7fbUalUbN68mbav1tNnxXbUjbHM/IbRg+n1+O18WbGD7Ys+YeTIkRiNRjQaDQaD4bi7piUkJA5MJBAkGtiXIyZuaT4Qra2tRCKRHpPgAMnJyT8rXnz06NH897//pU+fPjQ0NHDfffcxYcIEioqKMJlMP/p4rcvXMuTlx9CmOBAikR7bNKkOMexHQuKnIAl0ieMOmUxGVlYWlZWVNDY20rdv35+ULA5iD4yamho8Hg86hRJdYztRQaDFqifQ0EA4HCYlJUUaqB4BZDIZqamppKam7rdt6NChDB06FEEQaG5uZsOGDXz99dd0dnayfft2BEGgoqICj8dDamoqNpsNmUzGli1b6OrqEut75+XF4svq6uowGAxoNBr0ej1yuRxBEAiHw1RVVbFu3ToyMjLIzMw8qHtdvOZ79/i6zs5OBEEQLfNyubzH37F0XeXk5IiTn1u2bOGJJ54gOTmZ/Px80tPTyczMFJMBxuPV4y7wWq32mPosfkm+G7+p1Wq577776OjoIDExkccff5ympiauu+463n//fQYMGMCy9z+iYE0ZA+tcAAR1amy3/IGyZD2lm75Fr9fT0dGBWq3G4/HQ2dkJQFVVFZmZmSQlJSEIAgaDQcorICFxHLL7kefYef9TR7QP3T2KBg0axOjRo8nOzmbhwoX83//9348+nkwmQ3aQSeJgqxOFXvIokvjpSE9KieOSwsJCdu7cicfjobm5WbSc/lhkMhm5ubkUFRXhKSon2WYnoFXhsxoJh8OYTCbJkvQbRiaTkZyczPTp05k+ffpB223cuJG1a9fSt29fsrKyWL58OXv27EGv16PRaGhqauox269SqcQY+HA4jMPhQK1W09zczJAhQ9BoNOJf3I1eEASqq6vFBDZ2u50+ffoc9NpRq9U9xH5TU9N+lvl4mTmFQvGTJ6GOBEOGDOHll18mHA6zdu1aPvvsMzZv3kxmZiYZGRmkpaVhNBrx+/34/X5kMpmYIFASgD+OlJQU7r77bnFZJpORkpLCe++9h9vtpn3RSnb88wOCzTFxvtGmZve4Qq48aSSfPPoo06ZN45577iE1NZXx48ezdu1awuEwffr0oby8HIPBIIZ/qFQqFi5ciMFg4OSTT8br9aJWq3vEtktISBx75N92NblzrhCXnXUNrB90+gHb2u12FAoFTU09LdBNTU2HLX4cYkmge/fuza5du37a/icMpfrFhQesd173+kckThj5c7socRxzXI9k5s6d+7P2v+eeew5TTyR+bYxGIxaLhUAgQHV1NampqT/ZXdZut2M2mWgrrUAFWEcNRmez0b9/f9xuN16vF4PBQDQaFZOOSRxdDB8+nOHDh4vL5557bo/tHo+HTZs2UV9fT3t7O3K5nJEjR9LV1cVXX30lWhVNJhNtbW2YzWZRMAeDQb755hu0Wi2CINC7d2+sViudnZ094uXjYl6tVqNQKAgEAixbtkwMocjMzDzoNfxdMd/Q0IAgCD1c7OMW+Xi8d5xoNBqzFBwBAaVUKpkwYQITJkwgEomwbNkyFi5ciF6vZ8CAAfTq1Yu0tDQxGaDL5UKv14uJ5SR+OsHWdnbOeYD6txYBYOzfi4HPzGXamKE0NzeTnJws5oCYO3cuxcXFtLS0sGfPHnr37s2yZcuoq6tDq9Xi9XpJSkoiPT1dtK6Xl5djs9kIhUK89957JCYmMnXqVNxuN3K5nISEBPFeKQgCgCTiJSSOUhQadY+Si0qX4aBt1Wo1w4cPZ9myZZx99tlA7Dm0bNmywxpi6na72b17N5dddtlP2r/P325k7ZTfs3rchaSe/zuQyWh4byk7H3iK1uXfMParNw9bXyWOP2RC/Ml3HPJzXUQj34k5ORqora0lMzOTmpoaMjIyjnR3jig7d+5k06ZNGAwGTjrppEMqK3QwGtZvYfuzr6C1mMi78QraXZ20trYCMWtqdna2mGQpISFBEg/HGcFgEJfLRUNDA01NTXzyySesWbOGk046ifHjx9Pa2kpraytvvvkmeXl5WK1WQqEQFotFTEAYt8CvX78euVyOWq3mpJNOEu9hDodDFPFxV3m1Wk0oFGLPnj2Ul5eTmJiIw+GgsLDwoMnWvivm6+rqxGSHcQt9XLCrVCoSExPFtoFAQGzTvd3hJBqN8sQTT/Dyyy8zePBghgwZQl5eHrm5uT36olarMZlM6PV6Sdj9SBre/4yi6/9GsLkNmUJB3q1X0uuu2QetaR6JRKiurhbLVkajUbKzs6mtreXNN99k5cqV5OXl0adPHx566CGGDx+O0WgkMTGRWbNm8c0339DQ0MDgwYNJT09HJpPh8XhYs2YN+fn5DBkyhK6uLoxGI3K5XLS4e71esUyi9B1LSBw9tNfWszb3RMbsWUFiRtp+29966y1mzZrFc889x6hRo5g/fz4LFy6krKyM5ORkZs6cSXp6OvPmzQNiz9iSkhIApk2bxqWXXsqll16K0WikoKAAgFtuuYUzzjiD7Oxs6uvruffee9myZQslJSU4HI6fdB4d67ZResdjOFdvQohEkMnlWMcMpe+jt5EwctCPPp7L5cJisdDZ2YnZbP5JfZL47fJjvt/j2pQ3ceLEgz7UV61aRXJy8vdmdZc4usnNzWXDhg2EQiFqa2vp1avXTx7khUsqSElJIXXKOBIzM+gq92KxWPB6vej1enbs2IFarSYrK0ssCSYluDp+UKvV2O127HY7AwcO5OSTTz5guxtvvBGXy0VjYyO7d+9GoVBQXl5OVVUVKpUKj8cjHs/n87Fr1y5kMhn19fVYrVZ0Oh15eXlEo1FKSkqoqakBYrkSRowYgcfjwePx0Nra2sPF3mq1ArFasl1dXZSXl2M0GklISGDMmDHI5XKi0SgQE2OCIIAgEAkGCel0yOUKIqEQTQ0N0E3ERdxeCIeRy+SolEoSrVYQBIgKuLu6UKcliVb8UHM7gs+HDBkyQUAQgGgUIRoFQcA0oDeyvcL/2nMu5JKR41n0ySes+/gznHYHzVlZWMxmUlNSyDxpHABtbW00bSlG1RVLECiXyURrLIIAAljHDBWzj7vL9+CrqottY5/lNk7i2GEoTUYAPDsr8eyq2r/d3teJ44ajSog9gD27qnCX7Ra37WsqiMdV22OTC96KGlzbd/Ro2/341hOGoE2NxZF7K2vp3Fi033vHSRg9BF1mLAeDr6YB59rN+7WLH9s6ajBKs4GiG++nYeGnAGgzUsi+6mL0+Vk0fbivdrBlaD8MvXIACDS30f7lOrRAw8Yy8fCf/e0x6usbGFw4kIsuughBEHj+iX+iWFeMEFAyZMIE1ryzmCpNIi/Nm0d2Vhby37XwUcjLueeei7u5FcWGEkINLtas+JbMzCx8Gg1r1qxBpVIx5fcXEUyJfWaCP0DtohUkJyejVqsIhcOo1WqUShVyuQxddjrG/r2Qy+VEAkFal63hQMhkMrRpyZgHx577QiRCy+dfd2/Qo70m2YFlSF9xuUfbngdGbbNiGdpPXNW68huIRHs0i38XqgQzCSMG9mgrBEMHvM6UZhOJY4f1aBvx+nteC3tfK4x67JNP2Nd2xdpYsi6hZztBEFDotSSdOnFf2+VrCTk79/9tCCDXqEk5a989rW3VtwRb2vd9Xt3+y5UKks+YIrZ1frOFQHNr7Nl7gPZJp00Sn8udm0sINLVA94m/bv9tk0cj3+t10VW6m0Bj8762cYPM3rhhy/D+yPeGF/lqGgi2dSCT79uOXC4u63MzkO/1eAp1uAh3efa2ibWVKfa2VyhQGvXI9k5+CnvvmQeLU5Y4OBdddBEtLS3cc889NDY2MmTIEJYsWSKGklVXV/cYQ9XX1zN06FBx+e9//zt///vfmTRpEitXrgRiBqqLL76YtrY2HA4H48eP55tvvvnJ4hwgYdQgxnzxChF/gFB7B6oEMwq9VF5X4udzXAv0+I/2QMjlck477TT+85///HodkvhVUSqVpKen09LSQkNDA3l5eT/J/dzf2IKvqg6dXkfCyEEoFArS09MJBALY7XY6OjoIh8NEo1HRPTkUComxx5Ll59hDiET2/kV7/CcaRaZQoLLuK+3n3VNDNBRGiEQhEkEViZIRgfTUHBR6XY/YeOfazUT8fogKdHW6CPj9eNxuWqzpNLs6qE/Us2rVKsLhMMl1TgrCUZIdDtq376GjtgOv20OXy0WHz0tdroP+/fuj1+vxL/8WtSeADAG7zU6qIykmwAWBrz9cSejUE8Q68E1vfExiWIZKqUShVBIKhYhfwdn5eTiuuwSVSoVCocD1xRqCVfVA7Dqv2et1pFariUQiOP70e/H671i0isBewSuXy3tk1Q0EAmSkXo5Kp0Uul9O6YRue4p2M19uZcOJ0fD4f337zDS2hEGGrld1RH1m9e5GVlUVwVxW+bTuAmDfLdy2ulmH9RYHuq6rbJ2IPgGVof1Gg++ub6Fi/7eBth/QTBXqgqZXOTcUHbWseVCgK9GCrE9fW0oO2NfXvBXvzHoY6uugq3nnQtsa+BeLrsMsdmyQ4CP76Jir+/mJMWCnkWE8YSuLEUURDof320+fs876KeH10lewfw6kAMlEid/uA2Pc/88IZjGuPEI1G0Wq19J1yGm3FO7E4PYRDNRjDAl1dXQSDQRZ98AFdC5fSv39/XJ2dNGVmEgwEMBiNIJPx/LzHmHbnTaSlpbFl63o6ln9NIDUVs9mMIAhEIhEqdu9Go9UydtYMOiyxrP9WnZ6O9duQyWSEQiEikUiPHA2mQYUYB/aOJXqMROhYd/Dv2Ng3v4dA/75rx1CQ3UOgO9duRgiFD9hWl53eQ6B3btgeE90HQJua1EOgd20tI9TZdcC2antiD4HuLq0g2Np+wLYqiwm6CXTv7mr8Dc0HbPvdZFjeyrrYRNcBkKmUPQS6t6JanOg6EEmnTRJfe3ZV4i49+DVsm7gv5tdTvuf7f0eD+ogC3bV9B50bth+0be6fZiLfe8/u2LAd55pNB22bffXFaJLtALR/tZ62Vetiol8h3yfmFQpkMjlpM6aLk22ubWV0rN8utkMRE/wyuRyZUkHi+BFokmLVQPx1TXh2V8W2K5XIlbH/MqUCmVKBNiMFpSHmERjxB4h4vOJ2uUqJTKU6KsYd31c16bvj95ycnP0mVL/Lm2/+ci7nCq0GRVryDzeUkDhEjmuBLiHRp08f6urq6OjowOVy9XCRPVQ61m0FYoNhldlIJBKhtbWVzMxMZDIZVquVgoICXC4XRUVFGI1G8vPz0Wg0KBQKdDqd5KL5CyEIAkIoRHRviReZShUbeBIT0e7S3TFxHAoTDYViYnrva43DhmX4APE4tS+/hxAK7xPc0eje/xH02emknvc78X13Pfr8wQffWWlkXn6euNzw3lIiHt8B22pTk2KCbC8d67b2GHzLARNgQkVhdm9yZv9e7O/up/5H1Ona7/PweDyE1Uo+1wUpLi5GqVQy3J6ERuOjrb2droYmcHuR7U0uF1Uq8DU0YDabiUajtLW309EaiyNOcjhISEgQj19ZWcm2Zcv2fWbvfoLZG0KpUpFos6HWaGIWLxkkp6YSqqtDt7eEndJiIuJIjLnIK5WEVUoEYsa9aFSPy+VC5vMC4NWpCKXYkMljpeySExM5c/RQZDIZ3377LV9s3Yo7HGL37t2khWQk56WjNxhAJosdTyFHq9Wh0+uQq/clz9Nlp4sWuf0sdPQUIrqsNBIn9kwC1P03rDAZerS1nXjCAdsBopAH0GamYJ8ydr/3ju+ncey7R2nTk3GcMmG/tvHja1Ls4jpNqoOkaZP3O16ow8Xuv79I6xergVisef/5d6MyGfYf8O5d1mXtc0lVJSaQ9LtJ3Zr03EeXuS9cQpVgIv30KT2su9lA4YyzqK2tZdBJE7k0M5Xq6mreXfQJSUKI82echcfjYeCAAdTV1XHjnDlMnDiRlkgQ/3vv8cADD/DR4sXkJurYUFXGlClTKOzbF4/bg18epNXt5n+ff8rFg25AEASWfPE5Xa5m0tLTyc/vTcAfIBgMUr6nIlZloVcOtbW1yGQyouEw5jFDUSoUBINBcWJVtXciV2VPRBAE8fO2dhPK3/VmUNusPZatowbH7iXd9hc/p24TeAAJowb3vJ90a680GfZrGw0G92uHTLZfnXrr6MFEfP6ebff+V2h7hmFZxwwl7Nk32RJ7sfffdxJQJowajLEwP7bQ3WPlu30CzIP7itdT3DOne/vun42xMD/2Oe5nxd/btlvYjj43A7lGBcLednFvnKiAEI0i6zYZr7EnYijI7rEdQUCIxvaTqfa1VWg1sd/r3u1CNDbxGn8myBT7rLpxCzqCgBCOIPCdsMhu10jY5cZf18jBsAwfQDQcJuLx4attoG3lt0AsV0Sos4toMBx71gVDmAf0Rq7TEvF4STlrqujZ4Vy3FU9ZReyZF479DX7pUZK/c1+QODR2PvA9WenlcpRmE5YhfUkcP+LX65TEMYMk0CWOa+JxutFolJqaGhISEn6U63nEHxAtWPF4o5KSEtra2ggEAvTt25dIJGYxEgQBn89HIBBAp9Ph9Xqx2+0kJSWRkJAgCfSDIESjhJydRHwBIl4fEa+fqM9PJBAgGgiiTU3CPCjmkhrx+al56d2YIN8rzLsPgkwD+5B6zimx4woCDe8tPej7GvvkiQJdJpPhr2uMWbkPwHetWzKFoseAWha3hijkyL8Tx6tJthP1B8U2dGv73YG6eUhfIj5/NxfMfW6W3QffMpmM5BPHEPEHerhrxl/LVUpG7XVRBvA3NBMNhmLWmm7HZK/Fp67TidfrJTMzk+aTp9Le2soNc+Yg9zei6ejA4/VQU1tHU0szJ3vrsdlsKJVKnCY5mGID/cGDsmIuxpEIKSkpdKlUsDU2uRUMBvn888+Ry+UYjUZGjx6NWrXvc+rduzfuxgYxSZ6pfwH6vW7IPp+PHQ0NaLVazGYzQ4fNpK/fz1NPPcXu3bsZMGAAGRkZJKrUZGRkkJGRsS9BH9Da5UIXDqFSqVDnpKPNy0ShUPzg71Gfm4k+N/N728TRZaaKruY/hDY1SbSq/RAaR2IPwf59qBMTUCcm9FjX8N7SWKx5S/shxZofCJXZSMKoQ4u1VBoNWE8Yst96K9C9jkZWVhaVDfX7tTM1NXGNLEBOTg4TJ04kGo2yY8cOnnvp31gsFsaPH0+gagfT/3IDN9xwA2+99Rbjx49HLpdza0YGW7dupaGlBXl+Gk8vXcLTFz5NosFAeXk5je4WSNBSkO4AlwtBEPh0yRIMBgMzZ86kra2NsMdDp9dLa2srffv2xZiQQE1NjZhvQTEgn5SUFHw+H+FweL8qDZFIRMzRIE7CHAK2iaMOua11zNAfbrSX+P3tUDAN6H3obfvmH3rbbhOQP4R5YJ9DbzuoUHwu/BAJowYd8jWcOH7EIQuuxAkjsY4eghCJ4K2qw1/XTKjTRbiji5Czk9qX3yPs9hLu8tDr3j+hdiQiRKJUPv0KbavWE/H7iPoCRHx+dj28QHymTNjyMZbhAxDCEfY8+T/aV33b431bFq8SX9unjEWu1SCEw4Scnft5NkTc3kM6F4n92fXI8xCNEt37vcjkcnFSRq5SEg3HJmQShg9g5MfP7zdJJyHxfUgCXeK4pntN9ObmZsJ7YxcPFdfWMoRQGLUjEe3eAXh2dnYs9nVv6a22tjZ8Ph96vZ5Bgwbh9/vp6uoS3SrjdbPjHMiicqwRF91hl5twlyf25/YQdrmJuL0YeuWIg6CIx0vl068e9FjdB2IylfLALpsyGXKNGrlyn4VFplCgz8mIuQWqlMhVqr3/lchUStHlOE7Kub+LiVylsofglikU+4nu3Btm7RPcP5AoLeP3Z//QxyVimzT6kNv+mAH1DwnC3G7CztwvZu39ZtPG/do1NDSwe/du0tPTSUxMRKFQUF9fz5IlS1CpVLS2trJp0yYWL15Mbm4uBoOBtLQ0fL6YZS4ajeJyucTfRyQSIRKJ4Ha7Rff0lpYWNmzYAMRc4U899dQev5/s7Gy0Wi0XXXQRcrmc1atX8+9//5sBAwbQv39/EhMTSUlJITc3l4SEBAKBAIFAYL9z+W6yvK6urpgI65b1Pi7kj7bfa7C1vUesubF/Lwa/OK+HW/VvkeTkZK655poe63r37s3atWvZsmUL11xzDaFQCIhN3LS0tJCRkcH555+PTCajrKyMm2++md/97ndEo1GKioqYPHkyZ599NhMnTkShUFBTU8P111/Pzp07EQQBp9PJhg0b6NOnD4IgUFxcTGVlJdFolNGjY7/HSCTCp59+itVqZcaMGXg8HrxeL263G6PRSHp6OoIgUF8fm3RITEwUy2+63W78fr8Y9mG1WhEEgUAggFwuR3WUuCMfiwiCEHs2dXYR6nARcXt7TIDUvvYhXdvKCHV0xYR3pzsWo97ZRdjjZUrll8j1sWF2+d/+1SOPw3fp+/CtaPrkARD1BfDsOLgrv8aeiLl/7P7eVVxOuMOFwqBDYdCjMOhQ6nXismX4ABxTxwNgnzoeT/ke5GoVcrUauVpFwsjf9m/+t8y4rxeyccYN5N30B1LPPQW1PZFgazsN7y6lYv5LDPnPI4Q6XWz74x2U3v4Yg1946Eh3WeIoQhLoEsc9vXr1Emuit7W1kZKSckgDIkEQxARNCcMHivuYzWbS09Opq6tj586d9OnTh9raWjHjsMViwWw2YzQaEQSB1tZWMjIyaG5uFgf+BoMBtVp91A7MhGiUcGcXwfZOQs5OQh0uNMl20QISdn+/6FZ2c/lV6HXINWoUOi0KnRa5fu9/rQaFVoMmZV+CF5lCQcZlZ8fEuCY2AJFr1AeMuZPJZGTMPOeQz+nHWIW+6x56vJCamkpqak9Lce/evend+/snCyKRCG1tbdTV1fHoo4/y7bffkpiYiMfjoaGhgXA4jCAIjBgxYm/yLyXhcJhwOMyqVavweDwYjUays7PxeDzodLF446qqKoqLi8nKymLXrl2sWbOGpKQkpkyZQn19PcnJyfTu3fuA2VTdbjc7duzAaDSKZe/iifK6I5PJ0Ol02O373Mnj4iou5n9LHA6r+W8JhULBCSecwAknxEII4t4Rzz33HPfffz9Wq1WsmjFkyBDmzp3LH/7wB6xWK5FIBK1WS1tbG0VFRZx11llcddVVyOVyHn74YVauXMnAgQPx+XyMGDECmUzG/PnzGTJkCOvWrWPs2LGkpaWxZMkSAoEAxcXF7N69G4fDgSAIrF+/nurqaiKRCH/605+A2LX+yiuvMHz4cEaNGoXf78fr9bJhwwZaWlq47LLLiEQiNDc3E41GaWpqIjs7m5SUFJxOp3h9azQajEYj4XAYl8uFXC7HYrGI97lwOEwkEkGpVB60YsPxgq+2kWBzWw8RHeroIuzqIhoKU3j/TWLbbdfcTevyNTErd2cXdPvNy5RKTvMWiZ9x4/uffa/ojvr8YsIwbXoKutwMVGYTygQTqgSz+FppNvZw/c+5/jJSLzgtJrb3im5Ft//dw3J63XEdve647pA+B+vIQVh/QmZxiQNTdMN95F4/k+yrZojr1PZEsq++mGgwRMlfHmHcV2+Sf9vV7H70+SPYU4mjEUmgSxz3JCQkYDAYiEQi1NXVkZSUdEgDGl91PcHWdmQqJaZBPV3v8vLyaG1txefz0d7eTm5uLpWVlYRCIdxuN2lpaWi1WjZs2EAgEECpVNLYGIs/czgcYqmso4mIz0/zohUEmtsJtTtj8XvdMPXvJQp0pVGPXKtBadCjNBlQmAwoTQaUxth/tX2fK5hMoaDgtqsPqQ8ymeyQ3Y4lfjsoFAqSkpJISkrijTfeOGCbaDTaw8OloqKCpUuX8vbbb7Ny5UoEQWDUqFHY7XYUCgUGgwG/3x/LQyAIZGZmMmrUKAKBAO+//z59+/Zl4sSJNDU1kZGRQUFBgVj/PRQKUVdXR0VFBX5/LHxh4MCBGAwG9Htj5gHx2N8tudnS0iKK+bhQVygUKJVK1Go1RqOxx3n9Glb4o9Vq/lORy+U9PCAA+vbtS9+++5K6xcV8fX09CoVCrGYgCAJZWVmMGzeOgoICpk6dCsBXX33FF198gcfj4aKLLhKTit50002i58acOXMwm80sWLCAsrIyMjMzxdKamZmZPPDAA9jtdpYuXcqoUaMwGAx0dHTgdDqRy+ViQlGITRJt2rQJq9VKSkqKGC61bt06zGYz48aNE9tFIhG++eYbfve7WC4Ml8uF2+2ms7OTpKQkkpOTiUQiNDQ0IJfLSU5OFp9zcYt//PqOE68aEZ/win82v9bEccQfEK3XUX9QzK4PUPu/93HvrCTc4YpZrV17hXdnF3KFggkbPxTbbrn8VtpXrTvge8hUKvrMnSOeU7C1Hd+e2v3aqKxmVAkmosGQOJmVfPpJGPKzUHYT26oEMyqLCaXF1MOzasA/74Z/3n1I520Z1v/QPiCJI0rn5hJ63TX7gNuMhXlikkLzoD6E2jt+xZ5JHAtIAl1CgljJtZKSElpbWwkEAodUEz1uPTcP6L2fxVShUNCrVy+Kioqorq7GZrORm5tLRUUFgUAAl8uFyWQiIyODyspKtFotkUiEhIQEsXZznGAwiEwm+00kkgu53PjrmvDXNeKva0KTYhdL8cjVKtw7KsQ4bZlSgSrBEhvYJFrQZeyzrMrkcgr+ctUROQeJo5N47fc4eXl5XHvttVx77bV4PB5xAqy2tpZwOEy/fv2wWCwolUreffddioqK8Hg8VFVVUVtbS0NDA8uWLWPEiBGcccYZ1NXVkZGRQW5uLiaTidzcXDH8Zc+ePWzfvi/L8/bt24lGowwfPpyRI0dSVFREJBJBo9GgVCoZOnSo+HuNRqNEo1HR9Vqr1fYQ6HV1sZjQeHZ5pVIpvj5c5Ri/azXP/8uVFNx59FrNDzfdvR8gNtF333337ddu8uTJbNu2jUAgwLBh+xLCnXLKKZSUlHDHHXeIiUbdbjcvvPACI0eO5NNPPxXbPvvss4wcOVIsF6XT6fjoo4/47LPPMJvNnHXWWRiNRkKhEPPnz0er1XLSSScBscnkJUuWEAwGqaysZNy4ccjlcgKBAFVVVaLrvVwux+124/V62bNnTywnxV6BHo1G8fv9vP3228yYEbP8tbS0IJfLKS4uJicnh5ycHNGrRRAE6urqGDs2FjPvdDpxu92i10j8Gm9paQFieV3iz6muri58zk5UgRAKX4BQh4tgeye+ljbCnV0oVSrybrxc/Gy2XHEbHeu3xqzXHa5YDpG9qB2JTK1fKy7XvPwe7V8eXHR3n0jQpiahTU9GaTHFxHM3Ea1KMMes5HsnK3rfewP5t1yJKmFfO7lWc8Bnb/dknxLHH9pUB/VvLhJDCLpT9/rHaFNj3n2hzi5U38n/ISHxQxzXAv1///vf927ftWvX97aZOXPm4e7SjyYnJ4eqqp4lSubNm8ftt99+hHp0dFJQUEBRURE+n69HBvaDEfZ4cZfGSgsdLNGO3W4nJSVFrGk9bNgwccDf1taG0WgkLS2WvVapVJKXlycmj5PL5Xi9XhQKBa2trSiVSiwWC1qt9oDv9UshCAKurWX4Kmvx7qkl3OXusT3q25ccTaZQkDTtRJRGPeokG0qz8YhPKEgcHxgMBvr3j1mdhgwZst/2q67qORnk8XjYvHkz7e3tLF++nO3bt9PZ2cnQoUOpra0lOTmZ7Oxs7HY7+fn5ZGVlsXbtWtatWyfGwft8Pnbs2MFXX33FmDFjgFgdeYDPPvsMiP2uCwoKGDBgADqdjvb2dtrb2wkGg2I4SzwTdTAYJBgM9uinVqslKWlffgCXyyWKeKVS+YPiPdDSTvGNc2l4ezEApv69GfTiQ8es1fyXRqfTiddZd55++un91l133XWce+65eDweccI1Eolwxx13UFJSwqWXXiq2LS4uprOzE5VKRUVFBYMGDaK6upqVK1eSl5cnelMplUr+/e9/YzAYuOCCC4DYxNUbb7zBrl27yMrKEq8nmUzGww8/TFZWlnh9KhQKnn32WQYPHtzD6+P9998nMzOTQCCWgA9iFRlcLhder5em6hrYK9AjkQhdX22gaONWkg1mjDI5bVW1RLs8hDu62KaUMfWzWPhSMBhk+/Qr8ZdVHPDzVNoSRIHucrno2FmBZ8eeno1kspiHlWVf2UWv14vllHHo+xegs1lRmk2oEkxg0KFKMKO1JfQ4xNBXHj/g+x+IH5OITuL4Jv+2q9l+zd14K6pJPvNk1A4rwRYnTR99QfvqjQx6/kEA2lZ8I8X6S/xojmuBfvnllx9UQMhkMlavXs3q1asPuv23INAB5s6dy5VXXikud68fLHFo6PV6rFYrXq+X+vp60tPTv9fN3bWlFCESjc3Mf0/ty4KCAmQymTjoMZvNJCUl0dnZiUajEcW4y+UiISGBxsZGysvLRRf4rq4uDAaDaAnsTtxScjiJJ2+LZxuVyWS0f7mOUMfecl17yzxpM1LQpqegzejpQtq9zq+ExG8Vg8HA+PExq8eZZ54JxKx9zz33HO+//z4TJ06ksbGRxMREevXqhd1uZ+LEiYwdOxadTkdTUxNr165l7ty5rFy5kvfff5+MjAwmTJiA0WhEr9ejUqnQ6XQ88cQTRKNRHA4Hw4cP3+++IpfL0ev1WCwWJk+eTCgUIhwOi2I9bgmMRqN0dHTst29crOt0OtFFHySr+ZFGr9eTl5fXY51SqTxgXed//OMfVFdXk5mZKT6/x48fz3//+1+6urrE50f8uNXV1T0mCkwmE9u2bRMndQEsFgtFRUWUlpZy1113EQ0GCbV10LhuM52rN9G3byHsnSRoaGjA88I7KFs6aBg2klqXG2dtPcH2DjShKLqMJLh4Brt27eKOO+7g4nV1qOtaOWBRsL1CuqamhvXr16NVKRAUctRWC3KzEYw6lBYTgkFH1BSbuPD7/bS2tpLylz+yZ8dOhk8aj8FhQ2Ex0eTqiD13uoV8+Xw+jBdPIxQKkZ+fL65raWkhCFiTk8WxXWtrK16vF41GI3otCIIgltJLS0sTn6NdXV1iQtfuXi4ej0fMNRE/bvx3Gvd0iRMOh8VM/dIE9bFN1h8uQJPiYNdDz1J25+MI4TAypRLLsP6M/PA5kk6LlZ/sfd8c5KrjWm5J/ASO6ysmKyvrmLiBmkym/WLtJH48+fn5bNy4Ucy63v0B3R1BEOjcVAz8cJkapVJJnz49Z+STk5NxOBwoFAo0Gg3BYBC/34/L5RLjXVUqFcFgEI1GQ3Z2tpg9GmLC3O1293CH/TnXsRCN4t1Ti7t0F+7yPRCJkHfz/4k1ZS3DBxANBNHnZKDNSEb+I7LcS0gcLZhMJm655RZuuOEG5s2bxwsvvMA555xDe3s7NpuN3r17k5iYSCgUwm63c8kll3DCCSewZ88eKisr2bVrF5s3b2bjxo3IZDLuvvtutFotycnJNDQ08Omnn9La2kpOTg6ZmZmo9rrhKpVKIpEInZ2dLFq0iJEjR1JQUMCbb76J0+kUXYmTkpLEzPjd7wVxy3s8uWSgpZ2iG+6j8Z0lAOj75tN/wf3YRg/5zSWsk4hhsVgYOLCnhU2lUomTSN1ZtGgREa+PQHMbHeu2EWx3crIyAX1GfxIT940DqqurubwmRKLbwxeOUQjeWKWE8/duD+7qgOdir6dNm8bOZz4iLSDQvjzmRi4H4v5akc6Y51Tcw6so4iU9I5GhE8ahSjCzaNVy/Ao5QY2Sy66L5Qv54IMPWLp0Kb3H5zHx7v9j+tlns3DhQl555RVGjSokJyeH8ePHEw6HufTSS8nNzeXkk09GOaQPSaOGcOutt6LRaDj99NPxer2kpqby9NNPE4lEuPjii3E6nUBMKN9yyy388Y9/pLCwEIVCgdvtjmVgD4dpaWnBYDDQ3NwsCvR42dPvxtNXVlZisVjo6uoSn/8dHR24XLEJ6uTkZHGioLa2FoVCgdFoFMMagsGgmEsmLS1NnFSP5wKIGwLiNDc3IwiCmDcDYt4BXq93v1CYrq4uBEHAYDCIbYPBIIFAAIVCgV6vF70nurq6gNhEZNxLJxQKEQqFUCgU6HQ60YMiPpkg8dNInjaZ5GmTEaJRgi3tqB2JsRKl3VCZDzyWlJD4Po5rgV5ZWXmku3BYePjhh7n//vvJysrikksu4aabbtrP2vpdurq6xIcOgEajOeqSkh1ucnJy2LRpk/iQzc/PP6Dw9VbUEHJ2ItdqMA049BquAE1NTeh0OjFrtEwmw2QyiRmp48mAVCqVWGYq/l1lZWVRUVEhinKVSoXNZuvRxx+TcCrY5sS1pRTXtjLCXR5xvVyrIdjWgSbJBkDiuOE/6hwlJI5m1Go19957L+effz5XXXUVer2eSZMmiRUeCgsLMRgMdHZ2kpKSIiaXiw9yQ6EQW7ZsISsri+TkZKLRKO+88w5ZWVk0Nzezdu1aPvvsM2w2GyaTSYwzVyqVBINBqqqqqKuro7CwELlcjs/no6amhpqaGrGP6enpTJ8+nUgkQjAYZMuWLbFs3euKcc57gVCrExRyHFfPIOn6S/Fr1NTV1Yllu4xGYw9ru8SRRRAEwh0uAk2tBJrbCDa3EWhqI9DShtJkIP/PfxTbrux/Kp7yyv2OkQEYeueIywMGDMCZkYNrWxlCMCbOkctRWc2obQk48rPFtpMnTyb/qQcJd3ahsu7NG2K18PGKZazc8C0PPBFzEXc4HCQkJPA/7Q4uumg6f3jgAQD0Fb9n8ODB+Hw+7rnwYyDmCm8ymZj/1FPYU1I4+5xzGDBgAHq9nsWLF1NWVobT6aS0tJRAIEB7eztz587l+uuvp6ysjNLSUhQKBfPmzeOEE07gs88+w+fzUVZWhsViQRAERo4cybJly4DYGGbTpk1iPoqtW7dy4oknMnnyZLZu3UpeXh4333wz/fv356yzzmLlypVi/H5XVxfXX389TU1NVFZWkpaWRl1dHcnJyYRCIVpaWtDpdFgsFnGcVFFRQUpKSo+ws+3bt4uTaPFnsCAIrFu3joKCAnbv3k2vXr0wm83U1NSIXnDxyYK2tjY2bdpEYWEsGZ7BYCAajbJ06VL69OkjeuUA7Nixg0AggM1mQ6fTodfraWtrY8uWLeTm5qJSqcS+FRUVEQwGSU5ORqvVotVq6ejooKamhszMTGw220+6biX2IZPL0STbf7ihhMQhclwL9GOBG264gWHDhpGYmMiaNWv461//SkNDA//4xz++d79+/Xq6It9777387W9/+wV7+ttHrVbjcDhwOp00NjaSm5t7QDd3MTncoD4/yprc2NhIWVkZGo2G4cOHo1araW5uprm5mZSUFHHGP24Ji0QiqFQqdu3ahdPpFOswQ2wm32Aw9JiI8fv94gNfo9H0GCB8V7C3r95I67I14rJCr8VYmI+xbwH6nHTRei4hcbzSv39/Vq9eTXFxMVdeeSV2u51x48bR1NREbm4uvXrFJuecTqcYohJ3bR85cqR4HLlczoUXXsiFF14orqutrWXlypVUVVVRUlLCn//8Z+rq6ti+fTtr1qxh0aJFRKNRcnJyGDduHGazGZPJhEajQavV0tDQwOuvv86f//xn+vXrR/Gab7G+swLD5p0ARDOTMd95FbbJY9DtLcUVTxAWCATEQT7ErHAtLS2oVCrUajVqtVpMUncseJgdaSL+AIH6Zvz1TbEEm/VNyDUacq7bF4O+ovcUfJV1B9zf0Cunh0BX7I1nl2vUqJNsqG1WVIkW1LYEdNnpPfYd8MxcANS2BFSJFlQJ5v2se3EOlPBs1vgRzOq2rFarefXV/ctj5uXlUVpayjfffCO6e8+ZM4ePPvoIm80m/h769+/Pv/71L0477TQmTYq5/2ZmZvLSSy9xySWXsHbtWv72t79RWFjIY489xqpVq1i+fDkGgwGDwcC5555LS0sLt912Gzt27GDlypVkZmZSUFCA0+nk0ksvZerUqfzrX/9i27ZtDBo0iJEjR6LX63n22WcpLy8nKSmJ++67j48++ogLL7yQ8vJyFAoFp59+OvPnz2fChAlUVlaydOlSrrjiCkwmEzt27ECn0/HBBx9w9tlnM23aNNrb22lubmbXrl1oNBquu+46otEoS5Ysoa2tjeLiYl555RW8Xi+tra00NjayYsUK0TNgx44duN1u8XO12+0Eg0HcbjdlZWXY7Xbsdjs+n49gMEhDQwM5OTniRGBbWxudnZ0Eg0FsNhsOhwOv10tbWxtqtZrevXuL4r+yshKZTIZarSYnJweZTEZdXR1FRUUkJiZKAv1n0PblOlxbStFlp5N8xkkH/X1JSPxYJIH+G+T222/nkUce+d42paWlFBYWcvPNN4vrBg0ahFqt5uqrr2bevHnfaxEvKSkhPX3fw/x4t57H6dWrF19//TUdHR14vd794vnDbg+e8ljCG8uw73dv/y4Oh4Pq6mq8Xi8lJSUMHjyYUChENBqloaGB1NRUBEEQH9LxmrZpaWkIgkBhYSFOp1McpEMsNs7pdGI0GvF4PCiVShITE3sMrEOhEJFgEHkkisYSs9wb++TStmIt+rwszEP6Yeidg/wHvC4kJI5H4kJ9y5YtzJs3j66uLk466SSqq6tJT08nLy9PtF51dXX1qLt9MDIyMvj973/fY92wYcM444wzWLx4MQ6Hg02bNlFaWsqyZcvQaDRYrVaSk5NJTEzE5XIhk8n461//ygSFmWHr9yDv8iLIZLimjqDz1NEQ7KLks88YM2YMQ4YMIRqN0t7eTkdHB11dXSiVSrRabez+EIkQiUTEEBuIefeoVCrMZnOPsnKSaN+HIAiE2jvwVdYR9vqwTdg3MfPNKbNwbS07YHklfUF2D4GuTkzAV1mH0mJCk2xD7bChSbajSbKhy04TXZcBRn64AIXRgMIY+06+6zHVva119GBxXTQaRQC6f3vxCgPxhIXxtnH35+4TwJFIBEEQ9msbDocRBIGMjAzOPz/mQB8vFTd9+nQxx0PczToxMZHNmzeLx9VqtahUKv70pz/x+9//niFDhiAIAnl5eeTl5XH11Vfj88U8AEaOHEk4HKatrY09e/ZQUFBAWloap5xyCt9++y2DBw9m7NixFBQU8Pzzz6NWq8nLy6OqqoqTTjqJjIwMbDYbn3zyCQ0NDUydOpW+fftitVqpq6ujvr6ed999l7POOguIeSE8+OCDvPfee/z9738XP4fPPvuMF154gbS0NHw+HwUFBaxevZoXX3wRuVxOKBRCp9MRDAZ58sknkclkZGdnk5GRgV6vx+PxsHPnTioqKti9ezc6nY6pU6fy9ddfs3v3bhobG0lNTWXYsGEsWbKEqqoqli9fTnV1NQ8++CCZmZm89dZbOBwOtm7dykMPPQTA2rVrKS4uZsWKFVxwwQVMmTKFpUuX8uWXXyKTycjIyGDOnDm43W7eeOMN9Hp9j2oEEgem5uX3qHzqFfo/cSeJ40eI64tuvJ+qBa+Ly/aTxjDqkxeOCQNHY2MjDz74IIsWLRLLDw8ZMoQ5c+YwZcoUcnJymDNnDnPmzNlv361bt/Lwww/z9ddfi2Fd11xzDTfeeGOPditXruTmm2+muLiYzMxM7rrrLi6//HJx+7x583jvvfcoKytDp9MxduxYHnnkkR5ho5MnT2bVqlU9jnv11VezYMECcbm6upprr72WFStWYDQamTVrFvPmzetxfwsEAsydO5dXX31V/P3dc889/OEPfwBiiTzvueceNm7cSFVVFU888cQBz72uro7bbruNxYsX4/V6KSgo4KWXXmLEiBH7tf0ugiBw77338sILL9DR0SEJ9N8if/7zn3tcpAfiu8ln4owePZpwOExlZeV+sc/dMZlMopu1xD7S09PFB2xTUxNGY89M5K4tpQhRAW1GiugCfqgoFAoGDBjAxo0b6ejooKKigry8PARBoL29nYaGBrEGu8lkEgdBDocDh8NBOBwWY9eLi4tpbW0lKysLl8tFMBjEbDaj0WhQqVT4/X7UajXO1lZcm0oIbCnF3CuXtPNiNXIVVguZf5qJymj43mR4EhISMRE0dOhQFi5cSFlZGX/7299oa2vjlFNOoaamhtzcXDFZVVNTE3q9noSEhB8MNToQp512GqeddhoQi0f95JNP2Lx5M36/H5/Px4IFCwiFQlRvL+GlsWcwIhKzhrfolawalIpbHyBh+zYsFgvJyck8++yzTJs2jbPOOoumpia+/PLLHueVmJhIeno6CQkJ4uReKBQSJwu74/P5aG9vF63scav7oWSU7073TOPx5bj4/27ITrxd97bxUJ7u7xkXld2Tc8WPG1/fva0gCD1ckaPRKJFIRCxpGScuNpVKJXX/ex/X1lI8u6vxVtbhr6kn4o5l7tfnZzGhaLF43IjbK4pzuVaDJi0JXVoy2vRk9HmZ4uSsUqlk5McvxKpeqFWEQiHR2hnva7ytSqVCk5okJg2Ml+DsPiHUvW383h4Xx/Fzi4vy+DnL5XIx54lCoSAcDgMx74pIJIJOpxOFe/cEaPEwLIhdq+FwWIyFjvfP5/Oh0WgwmUzi99nZ2UkoFBLHIIIgMGHCBLxer3je8WM0NjaiUqnQ6/XidXDGGWcgCAIJCQnieQ8bNoyPPvoIuVyOx+PBarUiCALvvPMOjY2NaDQaJk6cKJ7P+PHjSUtL44QTTsBgMNDU1MTVV19NMBjk8ssv5y9/+QvRaJT8/HzOP/98zjzzTCZPnoxWq2XFihWEw2FOOukkHA4HGRkZ9OnTh3nz5qFQKJgxYwYFBQVoNBoWL16M2+3m1ltv5c4770SpVPLSSy/x7LPPMnToUHr37h0LT1EouO+++zCbzQwdOlQUzuvWrWPRokUUFhYyYsQI+vfvj9Pp5PXXX2fo0KGMHz+e3NxcAB5//HFkMhnp6eliDfvi4mLeffddBgwYIOY50Gq1vPzyywwdOpTs7Oz9PColetL43lK8FdVYRg4S13Vs2E7Vs6+h0GmxnzKezo1FtC5fS/1bi0i/5Mwj2NufT7yEY0JCAo899hgDBw4kFAqxdOlSZs+eTVlZ2ffuv3HjRpKSknj11VfJzMxkzZo1XHXVVSgUCjFJ5p49e5g+fTrXXHMNr732GsuWLeOPf/wjqampnHrqqQCsWrWK2bNnixNzd9xxh1jSsnuI1pVXXsncuXPF5e5liiORCNOnTyclJYU1a9bQ0NDAzJkzUalU4sQWwIUXXkhTUxP//ve/KSgooKGhQbxfQez+lpeXxwUXXMBNN910wPN2Op2MGzeOE088UZxo37lzZ4+8E9/Ho48+yr/+9S9efvllcnNzj2+BfuONN3LPPff8LPeelpYW7r//fv71r38dtn7FBdlPYcuWLcjl8h6leSQOHYVCQVJSEm1tbTQ2NpKTkyMO1gRBoHNzCQCWofuX2jkU9Ho9hYWFFBcXU1NTg9lsFj0Z2tvbaWpqIiUlpccAMT5QiQ+a4gM2QRDE+HWLxSImfgkGg+woK8Nfuht1eQ2CJ5aVNlDfRDQcxrvXFV6pig3Uugv0+CCu+8BVQkJiH4WFhbz55pts3bqVO++8k4yMDMLhMLW1tRQUFJCdnS0mejKbzZjNZmQy2QGFYjxZVXexGf+9Q+x+EXePj7eNRqO0frSMij/dx5iIDkEmY32WiYd2b0S7pZq0tDRSUlLo8//snXeYnFXZxn/T687Mzs72vtlseu8JSeglIDWCUkRQEQH9BAufFP1ULBQFK4qIDVGUTkB6h5AeSN1ks72XmZ3eZ74/Zs/JO1uSgCACc19XruzOnnnnLed959zPcz/3M2UKnZ2d0jBr7969xONxHA6HbN2YTqfx+/00NzcTj8c5/fTTcblcpFIpmpqaCAaDxONxKioqMBgMRKNR2UdbmW2HzLOzoKBAqnuEr4YwsxSIRqOk02n0er18xiSTSRKJBBqNJssRWwQIxFhB+gSx1ev1kjhGIhH5mkqlIhqNyt7zQrov3PFF+ZAgmqlUiog/QHBfC6HdTYQbW/DuaSIZizP1L7dK0tl651/xjRiEKmEoKURfWiSf0Wq1mrrbriUUjZJXXU5eaTFqtRqNRiO9X5TBg4TFSCQawcDB7Hc0GmVwcBC9Xo/dbpfvcbvdRCIRHA6HfHYnEglpKKgk9gMDA2g0GpxOJ0NDQ/L8RiIRbDabLHVIp9N4vV70ej1qtZpkMonZbCYSiRCNRtHpdJLUx+NxOdZoNErC6/f7SSQSMkgs5NWxWIxEIkE0GkWr1WKz2WQv9fb2drRaLZMmTZLH0t/fj8/no7i4GJ1ORzKZJBgM4na7pSFuOByWLeAMBgOlpaXy/mlra8NqtTJlyhSMRiMVFRXEYjHa29vR6/XYbDacTicej4eurkxZQX19PYWFhRx77LEyOz9p0iQsFgtf+tKX2LlzJ01NTcyZMwe73c6aNWuorq4mGAyybNkyKU//3Oc+R19fH/PmzZMZswsuuIDNmzeTSCSIRCJYrVYcDgcLFixgwYIFfOpTn5LrvdraWgKBANdeey3V1RmPgKVLl7Jnzx4mTZokFZNGo5GzzjoLp9PJN7/5TRmgmTt3Lo2NjVx22WWcfHImGD9v3jyWLl3K4sWLufjiTMGCVqvlpJNOorGxkZkz35kS8OMI/6795M1syOqA0f2PJ0GlYs4fb6H0rBOJ9A7w0pQT6Pjjgx8YQf/JT35CZ2cnF110Udbrd999NzabjR//+MdHtJ0rrrgClUrFxo0bs4jwjBkzZEb5UBg9pq6ujvXr1/PQQw9Jgv6b3/yG2tpafvKTjL/FtGnTeO2117j99tslQX/qqaeytvPHP/6RoqIitmzZwqpVq+TrZrN5QqPsZ555ht27d/Pcc89RXFzM3Llz+f73v8+1117L//3f/6HX63nqqad4+eWXaW5uloaPys4ZkFHviFKdidpY33zzzbJkR0AEzw6HdDrNHXfcwQ033CAVPB9rgv6rX/2KP/zhD1x55ZVceumlsqbwSNDY2Mjdd9/Nb3/7W8Lh8HtK0I8U69evZ8OGDRxzzDHk5eWxfv16rr76ai688MIjjtjkMBZ1dXX09vYyPDxMOByWMvdwW1fGHE6vI29G/bvefmFhIZWVlXR0dLB3714WLFhARUUFGo2GgYEBent7icfjlJeXy4VIfn6+zFakUimmTZtGOBzG4XDIBfX+/fvp6enBFk0SfX0bKl8Qg82GprCAkuNW4HaY6O7tlQutwsJCuagRhEIsrpSkXdSvajSarIX2OzGky+Hji/Fk0UoZ7pFkO8U48fpE2c6JZLjjSXaVGUylK/roDOZEY2fNmsU///lPWltbueGGG5g1a5YkVfX19TgcDkkibDabPDZl2UwsFiOdTktCI/Y3HA6jVquz2jpFo1FCvQO0fOs2+h58GgDrjMk0/OLbHDN/Bl8facO2fv169u7dywknnMCkSZPo7e2lsbGRpUuXsnLlSsrKyujp6ZFtoyZPnkxhYSHBYJBLL72UO++8E7vdTmtrKx6Ph+HhYdLpNCaTicLCQoqLi3G5XOTl5UmylkqlMBgMWUZ53d3dRKNRWTuv1+ulNN9qtcrz6/P58Pv96PV6mREVhHP0+RKlR2azWb6eSCTo7+9HrVZnBdsDgYB8fitbY3k8HklaAd7+2g/of+Iloq2dkDyYMQFQ6bRoRqT+6XQax+nHops/jbyGWgqmN2CqKiNg1BKMx+RCVqvVZgjslFpSkQjqkWPv7e0lGo3KueVwOIjH4wwODhIIBGT2WqVS0dvbK5+tghR3dnZKI1HIlKX19fXJUgSRAVer1fT392M2m+X3hTAgg0x5hQhMDAwMMDAwQF1dnQysxONx+vv7cTqd2O12+fxvbm7GZDJRVlYmgym9vb2Ew2GmTJmC3++XHUbi8TjV1dWy40AgEJD3QV5ennQuj8VimM1mLBYLjY2NDA8Pk0gkyMvLk2oyMW/i8bg0Re3u7pa11iIZ4fF4aG7OlJ9ZLBYMBgP9/f0cOHAAj8cjA2mQSawMDg5m1V97vV46Ozvx+/0yqw4Zeezw8DBlZWXytWQyKVukDg4OUlBQgE6no6amhqqqqjES3PLyciZNmiSJ9PLly8nPz8dut2clY26++WaGh4ez1m9HHXUUs2fPpqCgQGYGjUYj3/rWt2Rw5pwnhQABAABJREFUROD222/HYDBkPeeOOeYYjjnmGEZDSSJyODRiQx4cI+UiAu5XN6G1WSk543gAjCWFOI9aQGBv8wexi0DG2+SOO+7gjjvuGPfvn/vc5w7Lc9xuN0899RQ/+MEPxjUSVapW3gm8Xq985kKGvxx//PFZY0466aRxZePKbQBZ2wH461//yr333ktJSQmf+MQnuPHGG+W9sn79embNmiU7OIjP+dKXvsSuXbuYN28ejz32GAsXLuSWW27hL3/5CxaLhdNPP53vf//7WffX4fDYY49x0kkn8clPfpKXX36Z8vJyrrjiiqw22BOhpaWF3t7erHPysSbomzZt4stf/jI333wzt9xyC8uWLeO4445j2bJlTJs2jYKCAqxWK4FAgKGhIXbv3s369et59tln2bhxI+l0mhUrVvCLX/ziA9l/g8HA3//+d/7v//6PaDRKbW0tV199dVZdeg7vHCKjLWTuwqFZZM/zZjb8263G6urq8Pv9DA8P43a7MZvNlJaWykWPWBCKrMTg4CA2m01mLNLpNEajUS6URHYm3dqNdl8XFoMBVYkV88IZBEqchAqcBAYHSQcClJWVZUkdRfsVkYGCzNxKJpNyEaR0qhVEQ2S3lH8bj8wrCdJod9vRstbxiNuhXv9vxTvZ33cq7z1UJlYp7xX1pcoWfTCxvFd83mgSK1qBKcmx6PU7Ots5mmwKtYdarR6X8CqDQWIujh4rSAZkzzWlpFZ8iQoFiU6nk4thIe8dfczhcFgS4fz8fHnc4XBYjhX7Fo/HpfxWWRrk8XjIy8vjr3/9K7/85S954IEHOOecc4jH45jNZpnFGxoaIhgMYjabMZvNcrvhcJhgMIjFYpH3WSQSYXh4OCubrNPpaL3vMdqv/ymJoeFMX/NrL6Pymktx+zMEt7i4mLy8PMrKyujt7SWZTGKxWJg9ezaPPPIIer0ev9/P7t27peTXYrFISXtvby8lJSUUFBTg9XoxGo20tLTIVlKhUIjm5mba29ux2Wycf/758jzs2rULp9OJw+FAr9fjdrs5cOCAdIwWmeyOjg7UarXMyOv1eqLRKH19fZSXl8vj7enpobW1FaPRmGW4Fw6HZX2vGNvR0SEJZUlJCSqViv7+fjo6OjL95ZMq3K9sxrPpbXpf20SkpZN56/+BXq8nmUwyuLeJ6IH2zNx32LDNbCBdXUqixEnx3Blyjvb09BA9aSk6lQpXRQXFxcV4PB6GOjpIJBKyHEqr1dLT0wNASUmJfDZHo1ECgQDJZBKtVovD4SAUCsnOHiqVimQyicFgkHPFZDKh0WgwGo0yKJVKpQiFQlLd4PP5sNlsBINBeQ+63W5JipPJJE6nk8LCQnmPDQ8PSwdzcS+JQExtbS2RSAS1Ws2BAwfwer3MmZMhJ2JutrS0yO8jEdT1eDwEg0EcDofctpgz+fn50ugtlUqxb98+VCoVRx11VNZzLhwOU1JSIku8AoEAu3fvRqPRyDkj9jcSieB0OiWZFXXq5eXl1NdnAuiFhYW0trZitVqZOXNmluS/rKyMyspK+X7xjCsvL89SIGo0GiorK5kxY4Z8RjidTubNm4fNZpPXPZVKMXfuXDmvBerq6qisrMRoNMr36/V6pkyZIpURAsre9gJFRUVjFJEqlUoeoxK5zgzvD9LxBOmRNQxAMhrD//ZeCo5bnmUKp3c5ifZv+iB2EYCLLrpIkvPLL78cyGSqzznnHB588EHZfu9QaGpqkp5H7xXeeOMN7r//fp544gn5Wm9vbxZphoz5sc/nIxwOjyHGqVSKr371q6xYsSJL9XH++edTXV1NWVkZb7/9tjSQfOihhw75OeJvkOnI8Nprr2E0Gnn44YcZHBzkiiuuYGho6B0Fspqbm7nzzju55ppruO6669i0aRNf+cpX0Ov1Ur0yEcS+KPf1Y03Q582bx2uvvcYDDzzA7bffzhtvvMH69esP+R6xOF6+fDlXX30155wz1vn0P4X58+fz5ptvfmCf/1GFTqejuLgYt9stZe7pWJzAnibg3cvblVCpVEyfPh2fz4fLdbA1R1FREXl5efLhVFBQwPDwMJFIBK/XK6WNglAJgx6dTkd9fT1VpWV03vV3LPXVuI5bTltvD73t7aQ1aiorK0kkErhcLoaGhvB4PHi9XoLBIA0NDZLo9/b20tLSIutRU6mUzEKJmsDRWbBkMikXe6OJoyBj49V2isXqaAkskOVEryT+YmGurJFVymUnyviLscq+8cIcS0nGxNjRMtyJtiv2V5wLsdAeT7Ir5L3KY1OOFUTGZDJJUqkksWKsaJclPk+MVe6vMHAS100cu6ipTSQSWVJUkV0SzzghaxUkQNQrK0suAoGAJJdKg0ONRpMVaQ8EAqRSqay2gD6fj1QqhcVikfMrkUgQDAZRq9WyXZFarcbtdpNIJKTsVZBuZaZZvHdoaAiTySQDbYlEglAoRDgcxul0YjQaJVGKRqOYzWa0Wi2RSASPxyOluCaTSRKNQCAgpdV5eXm0tbVJ4iXm++c+9zkuuOACbr75Zvx+P1OnTmXPnj1UVFSwdOlSKfU9cOCAzAYKgjw0NCR7PQuCHIlE2LNnD4ZoguBP/0TPSF9z7aRKKm7+OlPOOFkGj4X525QpU2RPZOEwPWPGDL797W/z9a9/nRdffJHBwUHy8/OJx+M8+eSTOBwOzjvvPBwOh8zILVq0iCVLlsj90mq1kjSZTCbq6urYtWsXM2bMwO12s3HjRmleabPZ5LE2NDRQUFAge7W73W7S6TRFRUXyHurs7KSlpUV+jpjvw8PDOBwOGbxKp9M0NTWRTCaz5Ix9fX10dnZmZcqHH3uBrt//HW1zN81uL6PRt20nxaeUZHpCf/JEeqdVUrFiISvP/AQqlUqad7Ukk1SOXF+hGOju7iaVSlFcXCzvid27d+Pz+Zg9e7YMfLS1tdHa2kpNTQ35+fky4L9z507UajX19fWyDlulUrF//36qq6upqqqSiiphprZq1SoplTxw4AADAwPyXBsMBtkKTGSExfndvXu3LGMqLS2V7+/r68NgMFBcXCxf3717NyqVioaGBinvFMR9YGCAWbNmyQCJgLJ22eVyYTab5X6KLgDi/lb65uTn5+PxeIjFYvK7TrT7slqtkoi73W4sFgtWqzVLKjpp0iQSiYQMCEGm77jL5cqqx08mk0yfPn2MR8K0adPGzAmHw8Hq1auz6k4hs04cDaPRmGWyC5nvvdGmsjB+C9ucwvHDBUNZEYHdTfJ39ysbScUT5C/LnhsJfwCdfewc+E/j8ssvlyZp3/ve9zj11FN58MEHj+i9yuTCe4GdO3dyxhln8J3vfIcTTzzxXW/nyiuvZOfOnbz22mtZr1922WXy51mzZlFaWspxxx3HgQMHpC/M4SDWp3/9619l0OynP/0pa9eu5de//vURZ9FTqRQLFy6Ute3z5s1j586d/OY3vzksQR8PH2uCLrB27VrWrl3L9u3beeSRR3jhhRfYtm2bNNmATGRy/vz5HHPMMZx55pnMnTv3g9vhHN53TJo0ib6+Pnw+X6YVyv520okkhqICDGXvTX2/aK0yGqMfBpFIBLvdjs/nIxqNMjAwIPuxxoIhfLt241w6L5PRNJuo/tIFaIyZBYHT6ZTESBCmYDDIjh070Ol0WZLSxsZGNBqNXDyIhSNkIoOpVIqysjKMRiPhcFhKOQXJ8Hg86PX6LBIm6iULCgqysoaxWGyMtDgYDEqpLCDrSIUkX7wmWkWJRbusIY1EpOxZkDiRadLr9WMWbpBtOCWCHkJZIPYrHA5nEdl0Oi2zV0KuCQcXs0r5rXg9FouNGRsMBjEajVKKJRQLok2eQDgcxuv1Sp8BlUolW2MJl38l6YXM80qQR6HA0Ol0FBUVZbXpEVJTQYoikYgkuE6nE61WSzweZ2hoCKvVChwMwAgDKGEUFggE8Pl8JBIJKUET2UyPxyNLMTQajXQ8F8ZPkJGSxuNxtFotVqs1a39CoRAWi4V4PI5Op+PAgQMEg0FKS0vlAj0QCNDW1ibl2CLbuHfvXiKRCCUlJbLFWHd3N7FYjPLycpkR93q9DAwMYLFYsNvtqNVqfD4fbW1tmM1miouLpQGVz+fDYDBQUVEhz0lHRwdarZZbbrmFrVu3ct111zFlyhRisRihUIiKigpKSkoYHBwkFApht9uJRCIEAgE5R8Vc7+zszHzGlr2EfvpnEm4vaDQ4Lj0b08Wno3XY5Txyu91SORCNRjEajfj9ftra2igpKWF4eBiXyyWl3XV1dSxYsACz2cyZZ57Jk08+yY4dOzjuuOMoKSlh0qRJbN68mcbGRuLxOFVVVcycOZN0Ok1PTw+hUIjW1lacTiczZszgwIED9Pf3Y7FYKC0txefz0d3dzfDwsOwlPXXqVJl9VWZkxXn3+XxZxlZCcSDmT1FREalUStYui3rrVCyGrWsIy7/Wk6w42Nc70dKFZvOeTEW3Wk3e9Hosc6biLbSRqCmlZM7BIOuC888h9OqraBXlBGVlZVI9MDAwQHV1NVarlenTp5NKpeScczgcOByOTCZ9REIOmfpFi8XCvn375P1tt9tJJpPU1NSg1+sxmUzyWb9nzx4ZtBPyeyFnF88noR5xuVySnIvnt9frpaysDLvdLn0PABoaGqQaREDc73a7XWZco9Go3C9lSUpNTQ3V1dUyGCj2WbRIU2K8WsuCgoJxPX7mzJkjg50CyvMhUFJSMm5t6WiJKxz0GVBCGBm+E7wTs8McPh4oWLWYzr88QtMtd1F00ir2ffcXoFJRdOLKrHH+XfsxlhdPsJUPByZPnoxKpTqsEdyRYPfu3Rx33HFcdtll3HDDDVl/Kykpoa+vL+u1vr6+LG8Mgauuuop169bxyiuvyO/cibBkyRIgowSYNGkSJSUlbNy4cczniH0AKC0tpby8PEvRMm3aNNLpNJ2dnUdc/lxaWjrGcHHatGlHFBwR+9LX1yeDpjmCrsDcuXOZO3eu7AceCoXwer04HI53VIeQw4cfpaWlkiAODg6iHTEGss2b8b5IrMPhMPv378+S3EFGvunz+dBoNBQWFjI8PEwsFmN4eBh7PE3fo88R93jR6vXYF8zMkBK1CkYWP2IBqcTw8DA2m42CggJpRKP829SpUykpKcFgMDA4OEhTUxN2u514PE40GpWZP7fbzcDAgMwOCanj3r17UavVVFdXy2xkW1ubrEsUZNxqtaJWq9FqtSSTSRmAUC4wA4EAkUgEk8lEXl6ezDKLjKrdbpckLxAIEI1Gs0z2otGozIYrJYYDAwNARgIpFnBCWqVskyXIqUajoby8XC4ohZxUyJLT6TTRaFQaKomMfDKZpKWlBcgsdgXBbm9vp6+vj8LCQmw2G1qtFr/fT0dHByaTidLSUgwGA6mRumIRqBDb9Xg89Pb2StKs1+uJRCJ0dHQQjUZlDbRer5fBBHFMWq2WlpYW2coPMotSv99PT08P4XA4a7Hd3NyMSqWSbf8Auru76evrw+VyyfmaTCYZHh4mLy8vqz7Y7XYD2bVrPp8Pn88nTakgs5j2er0ymy+y9UNDQ5Jkmkwm2WtctCcU+xuLxWSwKBAISCMryAQsotGoJCAWi4VEIsGOHTuwWCxMmzYtS5nR0tJCUVGRrA8VyhIhtS0vL8dgMNDR0UFvb68kcMFgUBqo/ehHP+L5559n06ZNLF++nMbGRnQ6HStWrKC8vJxkMinrY2tqamhoaJDBl2BXL8lf/h3fK1uATFmN/cbLceebcTnsMsNpNpuxWq1otVrq6+ulqVZraysajYapU6fKcxAKhaRpliCN8Xgcq9UqndwB1q1bx4MPPshrr73Giy++SGNjI42NjQBccsklrF27lp07d3LSSSdx6623Smnznj175P6YTCYcDgc2m41NmzZRWVkpg2/t7e08+eSTqNVqSTInTZrE5MmT5f0tzMCECaYgrjMaptD18pu03fZ7mrbtIbh5J6lIRsGSd8pxklyWrz2FtNWEfkY95UctwuycOGOp0+k46qijslQxRqOR1atXj+kZb7fbWbFixZgs08yZMyWRFhjP7FUESEZjvIyuVqvNCmQIFBcXj5Fs2u32MXJpYFxyO95Yg8EwxhRJ7MN4eC++A3PdQ3L4sKD+fy+n9+FnaLzxdhpvvB3SaVzHr8C+4KDUOrCvhVBLJ9WXn3+ILf1n8Jvf/Ea6mn/729+mu7v7iN/rdDo56aST+NWvfsVXvvKVMWUTQtl0OOzatYtjjz2Wiy++mB/84Adj/r5s2TKefPLJrNeeffZZli1bJn9Pp9N8+ctf5uGHH+all146IsO17du3A0iSu2zZMn7wgx/IQK/4HJvNJsn0ihUr+Oc//0kgEJBrqn379slyrCPFihUr5HelwL59+8ass8dDbW0tJSUlPP/88zIBnCPoh4CoF8zh4weDwUBhYWGm/dnuRlzdfWgNemyzJ25d9++gra0Nt9uN1+tl9uzZcgFls9nw+Xz09/eTTCYpLS3F7/fj3bKT7vXbSSdT6B02dK58WeutlCALaZ9yQVVeXj5GngcZ1YBooSSMifbu3UsikaCiogKbzYZOpyMcDrNlyxZUqkxv17y8PMxmsyT0wuRHkOpQKITP55PETUjC+/v7CYfDTJ48GaPRKPvGdnV14ff7M20mRmSSLS0t0gEfMoS0q6sLr9fL1KlTpbywv78fv9/PpEmTZP1rIBCgs7OTdDpNcXExsViMeDxOV1cX0WhUPjw1Gg0dHR10dnaycOFCed6CwaA0JxEPa5VKRU9PD2q1mrKyMvl+obgoLCyUtePhcFiSa0FGxXUZbbpntVrR6XSSUMdiMfr6+kilUllfFCJYYjAY5HUWDtciOyfQ19eHx+OR9Y2iLZMIUgg1hgiSKPdTea2SySSzZs1Co9FIuXIoFJLmSHl5edJcLBgMyixZQUEBO3bsYHh4mPnz50sX5aGhIfbt20c8Hmfy5MkUFRVhMpnYsmULPp+Puro6aQLl8/no7e3FbreTn59PVVUVJSUlbNiwgUgkQm1trazV3LJlC36/X8plZ8+eTX9/P7t378Zms1FSUkJlZSUVFRWsX79eZq8FUW1tbcXn80mprah3E72Eq6urZVZQzE+j0SgXBMPDw0BmcXHdddcxODjI17/+dfr7+5k+fTr79+8nGAwya9YsHA6HLG8QzuL9Dz1N7Ks/OFhr/r9fZPJ1X8Lt82H1eqXpGoDVas2q0RbXrLi4WLq0C5SVlY0JNhsMBlasWJFFlqZOnSqNbWKxGG+//Ta7du3ijTfe4Nprr2XKlCmsWbOGO++8k29+85sA0qBt9uzZqNVqhoaG6OzslGT9vPPOQ6/Xs2TJErRarQw6DQ8Py/O1a9cuzj77bIqLiyksLMTpdBIKheRisG/dCzSdfzWpcISD2jbQOO1YFs8mosnck2VlZdjnTcc+b7qspVaqcEZjdJsygdGlN6PfM/r3HOHMIYePJiz11Sx/5e80334PsQE3jkWzqPva57PGDL2wHtvsqRStGasu+U/h7rvvBuCcc87h1FNPBTLBdGVP8CPBr371K1asWMHixYv53ve+x+zZs0kkEjz77LPceeed7NmzB8j0/BaEWKC6upquri6OPfZYTjrpJK655hpZXy0STZCR4f/yl7/km9/8JpdeeikvvPAC//jHP7Lq1K+88kruu+8+Hn30UfLy8uR2hJrwwIED3HfffaxZs4aCggLefvttrr76alatWsXs2ZmWeCeeeCLTp0/noosu4pZbbqG3t5cbbriBK6+8Uj73zz//fL7//e9zySWX8N3vfpfBwUG+8Y1vcOmll8rvy1gsxu7du+XP4titVqv0g7j66qtZvnw5P/zhDzn33HPZuHEjd911F3fddddhz7lKpeKrX/0qN910E5MnT861Wcshh0OhtraWvr4+/Hv3YIulsM+eisZkPPwb3wUaGhqIRqN4PB7efvttSdKdTifJZJKenp6M1Nfnx7irhfCu/Zk68GmTcK05mkgyUz8sjI9EbbqybdrhWqeNzrbrdDqWLVsms6IiEyfIWn5+PpWVlXL8tm3b8Hq9zJ8/X/bN9Xg8tLS04HK5qK+vl2Smvb2d9vZ2CgoKCAQCkpyLGlWRITKbzQwODsr2NMIB2WAwEAqFstoKid7Mov4VMovscDgsM5NinOjJ29vbS1VVFSqVSmayg8Egg4ODFBUVyW13d3dn1TOlUinp+Cuy8AaDgf3796PVaqmoqJA11CaTCbfbzdDQkAyMOJ1OmpqaaG5upqKiQmaoRYZReAoYjUZZE2u322X2raCgQNaSTp48WbaXgoMyMZERCwaD7N+/n3A4zLHHHgtkvA5aW1vp6emR11CQqd7eXjo6OpgxY4Y0OhPBI0FCGhoapAO1Uv4qDKJCoZB8rbKyEq/Xy+DgoCwtKCwsxGKx8Pbbb8vXdDqddInW6/XE43GMRqNURAgXaMh80QuJ+WgSVVhYmFXSIfajvLw8y2ROpVIxf/78rN7LkMlQWq1WOVaUNpSWlkqzLnEe6uvrx5g12e12li9fLsmxy+Xij3/8I4899hg//vGPWbVqFXq9npdffpna2lqmTp2KSqWiY9sO+r77KzzPvg5ksuZzfv9j7PNnyO2MVxIzGgaDIctFWkCYdCkx2q1eQKniqaioYM2aNWPGGI1G1q5dS2dnJ2+++SYDAwM8//zzQGYu/fCHP6S5uZmVKw/KQJ1OJ3/961/ldRPBGlGSEguGGHp1E+6XN7Dv4acYmlFNdOVcXC4XRXEVqXAETYGD/KMWkL9yEdalc9DVVpAYMSMcPReGhoay+qML0i1q3XOmWjnkkMORIG/GZObc/aMJ/159+fkfePZcfD8++OCD48qqx/NIGA91dXVs3bqVH/zgB3zta1+jp6eHwsJCFixYwJ133inH3Xbbbdx2221Z7/3LX/5CU1MTAwMD3Hvvvdx7773yb9XV1bS2tgKZ9fUTTzzB1Vdfzc9+9jMqKiq4++67ZYs1QH7W0UcfnfUZf/jDH/jsZz+LXq/nueee44477iAYDFJZWck555yTJafXaDSsW7eOL33pSyxbtgyLxcLFF1+c1TfdarXy7LPP8uUvf5mFCxdSUFDAueeey0033STHdHd3Z/lRiGNfvXo1L730EpBpxfbwww/zrW99i+9973vU1tZyxx13cMEFFxzRef/mN79JMBjksssuY3h4GFX6vXYEyOG/Gp2dnbLF1zuRbnwcEQ6HeeSBBzE/s5HiggJmfvkSrJOq3rfPSyaT7Ny5U9aKTps2TS7IvV4vbfuaCDz5CqkBN9a8PKo+cRyOpfMYGhqSmVO73Z7VG1gQVWCMYdm7hTDdUqlU8oGfSqV47bXXSKfT0t0WYHBwkPb2dlwuF1VVVfL9YuzRRx8tgwa7d++mv7+fKVOmyGxkIBBg8+bN0s1ZEKNdu3YxMDCQNXZoaIjt27ej1WpZvny5PNY333yTcDjMtGnTpOSzvb2dXbt2kZeXx7Jly+R2X3/9dSKRCIsWLZLH0NbWxoEDBygoKJCS0+7ubjZt2kRRUVGWJOutt95iaGiIOXPmyCyryN4WFBQwa9YsIJNdfeWVV+T5EoqJffv20dvby+zZsyXBHB4eZvv27RgMBvlZQlKs1+uZMWOG3P+9e/fS29tLXV2dPN+RSIQtW7ZgsVikdCqVSrF161ZMJhPTp0+X18Dj8dDd3Z1l9iS6GQjzxNFQ1qyKuaHRaLLIj5iLShO7jyPC4TBf+MIXGBoa4sQTT8woRwxGavb3Ev7NP0gFQqh0Wqq/9jmm3nAlmnEyu/+NEGUBDz/8MA899BAdHR20tbXJa33GGWcQjUY5+uijef311w92IkilKR4OU+4OU+6JUBaIQ+ygCVl04VT6PnOy+BC0fR4SxfkUuFyce+65cpwooTEajTgcDjn3+vr6pCniaAiTNAHRek6Y/4l/SkKfQw45vDdwd3azvvYYlrW8iLOi7IPenXeNoVc24tu+B1N1OcWfODbL1f3dwOfzYbfb8Xq9WR1DjhT79+8f1609Ly/vHbWSzuH9wTu5vrkMeg45TACTyYQzFCcUjRLWqNBXjq3ney+h0WiYOXMmu3btwu12s3PnTsrKyqivr8dut1Nlc9DoDZDS6zCctBzn8gVAJvonHHEHBgaktFzUQov2PEoJpnhN9It+J6RJZL6UUKvVHHXUUfJngfGyful0mkmTJo3pj+10Osc44SrdvJX7bzAYKCgoyJLrGo1G2RJKuZg2mUxEIpEswigydyUlJVnbtVgsWVl5yGREGxoast7vcrlYunTpGG+KadOmkUgksiSzdrud6urqMdm6efPmodVqs8poqqurqa+vzzqHVqtVyvjFObNYLCxcuJDRaGhooK6uLuv9RqNxTN2sWq0e9/35+fljHIZ1Ot0hg3nKazje3ADGXL+PK0wmE/feey/bt2/nqquuYlX9NOa9sZ9gS6Ytl2HOFKp+/HWMDTUMeDw4nc5xM9z/bVCpVNTV1fG1r32Nr33tazKAJ7Bhwwb6+vp48elnKDVaMNdWUl9fz5ypU1jy88dRKeamoaQQ58pFNOoSvDLcQ7XXy7Rp0zK9p0eMK5XGY8lkkmeffTbLXVyr1VJUVERNTQ319fXS5V/5T/mMEGqjiTCazIv+46IcRJSziCy98rkw+jmXQw45fLjQ8aeHaP3lX5hx+/U4jzr4vbnzf75P22/uk7+7jl3G4nW/Q/UBftflSPhHB7kM+scMuQz6O8Pmm39N66ZtWJbNZeml5+NwON73xZZoJ9TV1YXVamX+/PmScPl2NBI2aMmrKJXETki4RV9ncUsbjUYsFkuWrFcgHo9L6Scgibr492GFcO4ene0Sdb65hXIO/w1IxePs+fFvaLrpV2hTaRJaNd5PHEX4mPnUKgzTIBM0cjgcH8oARzIUxrNhO40PPEHrE89j7XbTnI5yTaJNjvlVxQKWHb0a58pF6OZP49md26iqruYnP/nJuNs0mUysWLGCr371q0BG9fHwww9LV3y/358VjJo9ezYrVqwAMoqc1tZWWY4hSjIg80wU2XbRflG0VjQYDNI5PJ1O09HRMeExG43GrL7Vwv9CkHlB6EWrRGVAS5SGKMeJQEDu2ZXDRwkfpgz6pjO+iPu1zRzfvR6NIRMwHd68g9eXfxKNyYjrxKPwbtlJpKuPuX+4mfLzT3/Xn/XvZtBz+O/Eq6++yimnnAJkFJCjEzaBQGDMe3IZ9BxymACxQTcGXwiVRk2ktACPx4PNZnvfF8oqlYrJkydnskT9bhLDPvROBwC2WVMY/cgeHBzE7/fjcDgoKCjIcpKeyORQ2d5MmMoJGaioS30vF4SpRALSadQjxDkVi+HfuZ9ULE7+0rlynO+tvQT3t2CZUodtVqaONhWP037X/aSTSaq/dL7cxtDLG3C/thnHotkUjrQ70Wg0NP/4N5BOU/s/n0Wbl3Hk9G/ZhfvVjeTNbKDo5IMmLm2//RupeIKKC89A58icWf/OfXjWb8M8qQrXsQfl6z0P/ItkJErxqcegyx9pc9XSwfDmHRhLi7Ii64PPv0EyHMG5YoEcG+kdwL+jEb3TkeX+6t2+h1Q4gnV6veyhmvAHCLf3oLGYMNccDKRF+4dIJxLonA7ZSi+VSJCKRFFptfK1HP574d26i7e/eAO+7bvRApFp1fws1kPwwFaOrXaQGPE3mDZtmmw9JszShA/Dfzuab/8DvY8+y/DGt0mPZKYdI3+bXVnDS7+7h9feXM/mzZuxr13LvJEavR07dvDZSy7BYDBwzjnnsHjxYtxuN/v37wcOdloQZpGQMSp66KGHMJlMrFy5ktWrV1NeXk53dzdNTU1ZwTqfz8err74qfxfn0uFwUFpaypQpU2QZjN/vJxaLSUMiJQoLCyWJF60XxTNUqXgQrwNZ5UYCol2agGh9OB5GZ/E9Ho/Mziv/iSy+MjCr9CL5MMyfHHKAjFnZrbfeSm9vL3PmzOEXv/gFixcvHnfsrl27+Pa3v82WLVtoa2vj9ttvl0G8d7tNAf+u/eTNbJDkHKD7H0+CSsWcP95C6VknEukd4KUpJ9Dxxwf/LYKew0cTCxcuZPv27fj9fubPn8+rr756WE+AHEHPIYcJ4N2e6U1rqq3Ep87IGisrK/9jmSyjP0zXw8/itVqo+twnGfBl2kaN7gErMj2CqBcVFeFyuWRPZAFlyzJhqAbIheVoki4gzNWUC0Dxs1K+mQxHGN74FqloTBJmgL4nXsS7ZScFxyylYGXGcTqdSNK37gUAHItny7qtaP8g/t1NaO15MELQUamIDXky70umYGS9nU6nSSdTpBIHlQByzMj75GvxOMlQhHQ8e5Eccw9nXlMsihOBEJGefnTO7FZEobYuksEwKcU24h4fgT0HDn7mCPw79xH3+rHNnS4JemzAnSH+NRVZBN2zfiuxATeGEpck6JHufnoefApjeQlVn/vkwXP52PNEuvsoO+9UrFMyhnGR9h46730EfaGTmi8dNCPpvPcRwu3dlJxxAnkzMrK3SE8/PQ88hc5ho+KiM+XYwRfWE+nuI3/pPCz1GVf7uNfP0Msb0JiMFJ5w1MFj27Wf2JAHy6Rq2fM1GY0R2N2EWqclb2aDHBvtHyIZCqPLt8tjS6dSxD1eVBqNDIoApEfIjuojSiLivgD7/u9ntP7qXkil0OXbmX7btyi/6EzOBn77299y/fXXs2zZMo499li2b99OW1sbc+bMwWKx4PF4CIVCFBQUTOgu/p9GIhDEs34bwxvfov66K+R1G970Fp7XMy3ijOXFOFctpmD1EgpWL8Y8KWPKuPq4Y8dsz2QyMWfOHN566y3uu+8+7rvvPsrKyli5ciULFy7kvPPOI5VKZWWo0+k0FRUVdHZ28swzz/DMM89gsVgoLCykpKREZi0A6a0QDAbxeDxS1u7xePB4PJSWlkqC3tXVxYsvvghkMtr5+fkUFRWh0WhkmY4wffR4PPj9ftnlYnh4WGbBRUcLOPisFcRdeR3T6bRsragcIwj76HsiEAhMSOb1en1WizXRCUJsR5ScqNVq6V0i4PP5gIOdJsTxK+vzc8jh/cb999/PNddcw29+8xuWLFnCHXfcwUknnURjY2PW/S8QCoWoq6vjk5/8JFdfffV7sk2B2JAHx5LslofuVzehtVkpOeN4AIwlhTiPWkBgb/O/cdQ5fFRhMpmor6+Xz9dJkyblatBzyOHdIJ1M4nsr00qifNVShoZ68Pv9+P1+8vPz33cCEW7vpvtvj5OOJ9A57Qx5h9k70l+xurqa6upquXiqqqrC7XbT3d1NNBqlo6MDnU5HYWGh7OkoWmiJft1w0Albp9NhNptlW6bRi75kNEbM48VQdLDu0/3yBvxbd+M8agGFK0eiz+k0gy9tAKDg2GWoRxaf6pGocyocke9XGw1YJtegNuhJJ5OSoFun1KGz2zCUHuwfrNJoqLj4bFQaDWr9wWxY/tJ52OfNkNsXqLv6EtJp0JgV/Yvnz8DSUIt6VIa54qKzIJVCk3dQbmSdUovOaUebly1BKlpzDOl4HK3NKl8zVpZSdPJqtI7sSGj+svkkIxF09oNj9a588pfNk4Rdfl5DLfFiFxrrwc9TGw2YqsvRu7LrwTVWM1pbXtZ5SKfToFKNqXtLxxOkE8msQEUqFifu8Wa9BhniHmruIG/mQffvZCiMb/setHnWbIK+ez+BPQfQmIwHCbo/QN/jz6M2GrIIuueNrfje3ovruOU4V2Q8ExKBEK2/uheVWsXkG66SY/uffhXv5h0UrM6QOYBkJErLz/6ISq2i7prPyWN0v7YZ7/Y92OfPwLl8fuZ4k0k6//wwqNWUf/o01COZTP/Offj3NGGpr8E+b7r8vIFnXgWVCufKRVJ5EOnqI9zRg6GoAHPdwQ4FgcbMostcWyG3mwgESfiDaEzGrEBDMhQGlQq1QY9qxDeg9+Fn2HX1TUS7+wEoPXcNM356PYbig/4Ml19+OWeddRbf+c53+O1vf8tpp51GbW0tL730EjU1NUybNo1oNEpPTw82mw3bSD32fxLxYR/u17fgfnUT7lc24d26i/RIqUzpOSdjnZrpdFD1+fNwHb+CgtVLMNdVHvF+1tfXs23bNjZs2MBf//pX7r//frq7u7n//vu5//77Oeuss2Q3hZdeeomtW7cye/Zs7rjjDvbv38+LL77Ia6+9RjAYJBgMMjw8LMlxOp3mz3/+M/v376elpUXW9yeTSYqKili8eHHWIt1ms2GxWAgGg6RSKYaGhhgaGpJ/Vzrl79+/ny1btkx4XOeee66smx8eHpaeIH6/X7amtFqt2O32MSVJyiy88jWbzSaf1+KZLcj96BIf4UUi3ivq8CHz3aAk6H6/P6v8SQmdTidNOeFgR4/R0n1B5JUZImWg9914n+Tw8cJPf/pTvvCFL3DJJZcAmd7eTzzxBPfccw//+7//O2b8okWLZMvJ8f7+brYpkI4n5HMOMmsi/9t7KThueZYpnN7lJNq/6Z0fbA45jIMcQc8hh3EQ2NdKMhhGm2ehcsk8dj8zILMudrv9fc0ihDt66LrvMVKxOOa6SsrOXQMaDWV+P93d3bS1tTE4OMjs2bMxGAyo1WpcLhcOh0MuIuPxON3d3Vkma4WFhYTDYaLRqKxBFzWPkUiEgoICEr5MHYxaIbVuv/0PANR+8wswQjggkzGPub1yv9UmI5Y5U9FYTETDESkHy1syB9vSuVnya5VaTfmnPzHm2E1VZZiqsuvRVCoV5uqxfds1RsO4km4ha88aazZlEXb5eRVjjf90+fYxJBogb9qkMa8ZCp0YCp1jXncsnj3mNWNpEcbSsVF613HLx7xmri7HfPHZY14v/9RpY16zTKqi4carxgRWSs9dQzqeQGM+uOA3lBRS+dlzxpB554oF2GZNwVR5cPGttZpxHbsM1ajFvqWuCo3ZhF5x3CqdDsvkGlTa7O1q8yzoXU40FkWpRTo9Ql5HLc4FCVEseNLJJKlobMzriWCIuHs4K+iTTqUId/SMPj1EB4YI7DmQFXBJp9N43twOQP6yeUBmHoVaOhh8YT22udOyCHrvw8+QisWpueoi9M4R4r+riYGnXyFvxmRKzzlZjm39zX0kAyGqv/hpkqEwO//n+wz862UA9MUu5v7hZhnw6PzLIyQCQUrPPglDsYvi4mJ+eu317Jo0lzv+9Hsaaxpl5wDPixuoKy2j6OileNPpTB1bIk10zwF0Djv5igyPd9tuksEQ1un1sjwm7gsQampDYzZKIg0ZZUgqHMFQVoxuJPiUjMaI9g6g1uvknG2+/Q/s+eaPx5xfY3XZSEAqKl9zHbtswszv4aBSqVi6dClLly7lxz/+MU8++STNzc3861//kp0FAH7xi1/w0EMPAVBaWsratWtZvXo1v/nNb2hsbMTv9xMMBonH4+h0Oh5//HGeeeYZ+X632y1/HhgY4MILL5SdE5qbm9m6davsOa9SqWTJkNVqxeFwZJlfms1mCgsLpZRcIB6PjzGo3Lx5s5Tsj4eLL75Ylia1tbUxPDyMXq/HarVisVjQarXk5eVlkerDobS0VBJ5Ic1XGoUqYTabs1p1Kv+NHhuLxcZ1yIcMmVcSdBGIGA1B5pXEf3h4WPauV9bui9//WxQkObw/iMVibNmyhW9961vyNbVazfHHH8/69ev/49s0lBUR2N0kf3e/spFUPDHy3XEQCX9AKsVyyOHfRe4pNwqNjY08/PDD9Pb2UlFRwdy5c1mwYMEYZ+McPtrwbdsFgG3ONPKdTmnaMTg4SEVFxftG0CM9/QfJeU0FZeedKmuuGxoasNvtNDU1EQwG2bJlC3V1dRQXF6NSqdBqtRQXF+NyuXC73TLbL+DxeLBardhsNlKpFJFQiHgySSQSwWg0MvTim7hf24xt4Uw0i2ZiMBgyCyGtBrVORzoYxlCQ2Z5r8VzyZ09Dl58t0XGdvEr+LBduOi1p5e8jEJl8saAVsnk4aJIk8G4X+x8njD43WstY/wGNQT8mAAJk1bnL9+dZs+rqBewLZjKaGujseeMGXFzHLR8TgNDZ86i/9otjxhaevArXCUdlEXeNyUjNVRdBKpV1fPmL52CdOkkSSsgoLUo/uSYzVrGAt0yuRWuxoC8+qAABcB61kHQymaVG0LvyyZvZgKk8O3BjLCsmFU9kjVVrNWjzrGMDP8kk6WSSll/fS8vtf8gEETQa8pfPo+rST2apEWJDwyR8/qzsTMIfxB6O8/1rvsGtm17kkUceYenSpaz0q2je00yfVcecE44hkUjQ19RG6MX15NfXZhP0zTuI9PRjKHZJgh4bcNO37gUMxa4sgj704puE27spPedkkk477lc20ffkSww88yqla09h1i++kzmPDTUA6Jx2nCsXU3Lm8RSsWoxKp6X9d/cz9OKb2OceVCj0PPAvAnsOUHTKahyLMgGrmHuYjt//A7XRSO2XPyPHDjz3OsHGFvKXz5cqh0QwhPsf/2KZRssnr72Wa6+9FsiYM4WaO1hQWE7gxBPZsmUL/T09bPjlPbz5y3s4lxBXXHklv/jFLwjub2X41c2ELAZOO+00qqurObB/P9qWbuwOB5bZU3EVF9He3k5DUSm+HY1EdBp+eNuP6e3tBcAWipFGRcCoJa1W4XQ6+cUttxEfcJMym2hsb8Xr9VJWVkY6FMZssaI2Gch3OqmqqiKVTMIIwRXPaaPRSDKZxGg0yuesMLdT+oZs3ryZ/v5+RkM8608//WCt65tvvsng4CDJZFL2vBekvqCgALvdLp+x4XA40+LPZCKVShGNRqXvyDtZ6xQWFo6R5IufR5N5URqglO1D5nth9PdpKBQal8yL7YjSAjjYSk/5nSGOU6vVZh1PJJIJ6CnLtMT4XEb//UUyGjsYbCXznJsIYh6PbutZXFzM3r1739Xn/zvbLFi1mM6/PELTLXdRdNIq9n33F6BSUaQo5YNM+ZdQleWQw7+LHEFX4IUXXuC0004jGo2OaY1SU1PDggULWLhwIQsWLGDBggUy2p7DRwtxr5/ggXYAbHOnoVKpqKysZHBwEJ/PRyAQeF/6OceHfXT97XFS0RimqjLKPnWQnAsUFxdjt9t5++23CYVCsu/1nDlz5P6IbHlhYWHWe/v7++nt7c04Cr/+Fjq3j9orLsReXJxZOBU6UalVRP1BtLGYlCSazzsFtVHPUDSMpi+GwWDAke8Ys/8qlQqj0Tgm6zIeuVa+Pl4dpaiNFBBkXrkdJZlXZlTEwm70OPFzbhH23wm1VjvmG0mlVkuCqcR4KgeVWj2uysFUUTJGKaFSqbIMAAWsUydlkVeBis+cNeY1+4KZWV4CAnlzprHrmh8QamwBwLl6MTN+ej2mytIxCoPStSeTjsfRFRwkEabKUkrOPAGNxcydl57LK6+8wne+8x0Gh/wcvWwFJr+X/mefZdasWRQ5bOjnTCGSZ8Hv90sTOcuUWvTFBVnlGBqzEUtDbVZQLe7x4t+5j+HNO+j8y8OEW7uy9i/S2St/dh27jJm//i6JYR9FpxwtSxki3X0jJ3VU9wdxWyvv+2SKZDg6psQi4Q8SG/KQUmTh04kk4Y6eMecs2jdIYO8Bvnj+hVy3ajGhUIg//+5u/H9+jKb9TWzyt8k2h6GWDvY++jRfvvN2DljUHHvssZx2yhpmdXnID0H9Z+aiMeipqalh8MX1uF/dTLq+kgULFuD1ejPt2l7cTtDv50BtFWmjnvPPP59kUzvtL6wnVVPKtx+5Tz4r5zW70aTS7KhyENVruPfee0k3tjHw9CsMGNW4p1WRn5/P4sWLSa97BZM6RcXFp8jyoaFtu2j5xZ8x11VSfOoxFBQUYLFYiL+0ieCQh8DUKpLWkZZxvYN03/8EhhIXBauXsGfPHiKRCIamTtzROLHqElLWTPCo1lXMopJKdLY8bHOmsm7dOvx+P9o+N+lojESBHZUlM9aVZ+OkRcvQmIyknTYee+yxTEmFWkt5cQlFtdVoTUZUKhU6jYZ0Ko1KpyOlVjM8PAxkauBHuxQriZHSWG+8NnQ2my3LUV/pkTI6ey4UAePJ8kcTdKXvwGio1eqszjZut1sS/9HeK6PbgcZisXEN+5T/Pu44cPNv2f/9X37Qu/GuUP+/l9P78DM03ng7jTfeDuk0ruNXZD3/A/taCLV0Un35+R/gnubwUUKOoCtwww03EIlEOOGEEzjllFPo6+tj+/btbNmyhZaWFlpaWnjwwQeBzAJvoghvDh9u+N7aA+k05poKSQ5KS0vZuXMngUAAr9eL3W5/72V2KhUaoxGt2UTZpz8ha11Hw2g0snDhQjo7O2lvb6eiomLCBUA6lSLc3k1s2IfZZiYQCKBSqfANDpHsGyL6+gZKlswjPz8f69Q6rFMuI63REIlEiEajmYXPSP2iWFApF15+v59oNCprHgVZNhgMh1UZCAI+mqyPzr6MJvCHIvYwvluywHjEf7wFolhUKWs5Ry/sRhP/0X3mJ+p/PHrBNvo4cou5DydCzR3s/saP6HvseQD0hU6m3Xwt5ReeMeE1PZISi1WrVvHCCy/w4IMP8vnPf55PfepTzJ49m23btuFwOFi+fDkqlQqPx0MwGMTpdFKwaqwrsc5hw1RRkpXxj/QM0PKzPx4cpFJhmz0V56pFFKxajHPlQQWFxmSk+gufGrNdY1kxk2+8KstoEaD4jOMpOvXoLNWBLt9GzRUXjN4EBSsXYp83Peu4NSZDRhExart5MxswFBXITJXZbOayL12OZ/4yYpEoF5kyPh0Axsoy3g4PM5iOEwjEeeyxx1j32GMsVVkx6PV4H76HP/7lL8yaNQudw46uvBhHfS1fWnwmkLk32/P+TjqVovKz56AxZcpFPBveQptnYU97O7W1tfLed3r3EPb6SI9c7i1btjDfkiHf2956i6de+Zc8jrktbrTJNMF9W6meM5OrrroKbSpN3OPlD79+gvYn/klFRQVarRb7zr0QDBMty2f2grnMmzeP0O4m/M++QSoWJ5VKMWfOHDQaDZHe54iEhlDV1BK2mRkeHkYTDDP04psYK0pIVZdIPxLd/g60wwGCC6eSMGWCGvUFRXT/7XEMRQUYzjxWGuhZNuyifchHaO5k4mUZef/cihoKtjWhc9hInXqULCEwb92Hzu3DvHIBroWz0Wq1VDqcxF/YhNZqxnH2CUDmeex9YxvR7j6or0RVXoTRaCRPpyf6+lbUBn2W4WigsZlofzfheFreO678fHy7m0CtwtRQi0qlIpVKER/2kQpFSQSCaEf8PbRaLclIlLRKRVp90OhU7IsSohRsPIwm6B6PJyuIrIQI8Au43W5isViWbF+QfiCrdCEcDsvAg9KwTyn3/7B8X0y69ovUfvUS+bunq4dNs8eWbAG4XC40Gg19fX1Zr/f19WWZH74T/DvbtNRXs/yVv9N8+z3EBtw4Fs2i7mufzxoz9MJ6bLOnUrRm9QRbySGHd4YcQVdg586dNDQ08NRTT4156LW3t7N582Y2b97Mpk2b2LZt2we0lzm8n0inUni37gbApjCUys/PJy8vD5/Px9DQEOXl5e85QdfZ86i8dC3peDyrncd4UKvVVFVVUVFRkbWw6OnpIRaLSRl+uL2bzj8/jMZkoO6az5Ei49Lbf9xyQvEY6Xwbvb29WK1WdCPSSiG9VBJxYSw0Wo6YSCSIRqPjLk5UKhWlpaXyXhJZBmVNoSDkhzqXKpVKZsTEvij/Hw2xf6PHjTd+or+NJ9EcLc0cvY/K8xKPxw85Vnk84rwcydh4PLMYn2hRpgw+iBrSiaAMPoh2URNBuRCcqOZUuc9i7KG2qRz/YUYyFKbplrtovu1uUtEYKo2GmisvZPKNV2WZx/07UKlUrF27llNPPZWvfvWr/OMf/+DUU08F4F//+hdz5syhvLycWCxGb28vNpsNQyDC8Jvb8KzP/PNu2006kaDsU6cx7y+ZHuPWqXW4TjgK26wGnKsWZ9oCvot9VqlUY7LiGoMeRj3H1FotetdYzwa9yznmdbVeP64iwlxdPsaTQq3Xyw4RpYrX86ZN4sp7fsmnb/seb775Jq+88gqvvPIKm7dsIRYNwFtumWG1z5vO9/96D8/94oeceOKJTJs2DYfDgbbMik6no/et7SxduhSA/CVzyF8yhzrg1HHOh6jhVqlUaNVqbHOnUfzQQyxo3EtPTw/JZJLd8STqNES7OoiaMufJMqWWUqedLa8/Sbg9SHv7iJIrFEOdBv/G9STsFo4++mhMUyYRCYb4/T/+zu51f6O+vh6Hw0GlNk2Lt4+ini4+e/aXMqS9p583/nQ/HY27MD8LFRUVBAIBCmZOo9LhpPTElWiEp8TgMENtA+gLHOTn53Paaafh8/no6vHhibaQViga8kfIpPC00Ov1mWd5IgmxOIODg/Ts2AFAyZLlxAbdpKIxGhsb2bhxY+Z6bm1E1+smPKOWWHWGKJ1xzPEEtu1GYzKQnD2ZUCiE2Wxm4JU3Cezch23VIvLV89DpdNj1RtxPvIRKo8ZQX43X68VisRDdtgfftt2gMJ10WvM4cOffAZh8/RVyvwdf3sDwlp24F8+RZT12m43uex8FjZqCM45HpdOSSqUI7W8l2tKJf1ZYdsfQaDTEdh8grVJhbKgBbUbOnwyEIBIlbs+X5TjxeJxoJJJlLqbEaMM+IcsfD8qM/+DgIOFwOEtJp5T8O51O+Z0bDodl8MFqtWZ9b7xf0Bj0Wesarc8y4Vi9Xs+CBQt4/vnnOfPMM4HM987zzz/PVVddNeH7DoV/d5t5MyYz5+4fTfj36svPz2XPc3hPkSPoChiNRubPnz/ugrGqqoqqqirOPnuscVMOHx2EWjpJ+PxoTAasisWhqHsbGhrC5/MRDAbfE5l7Op0m2t0vs0EaowHeQS9rJYkMDrnZ8/C/wGSgs6GGsrIyCl0u9C4nxopiUtEYGrOJ/Px88lcsIRKJEAwGCYfDWXWPHR0d+Hw+GaGPx+OYTCbsdrv8khcQX+5KR+BYLCaj/srz4/P5xkjVBYHTaDRZUWxlCyGx0BDmQKOJ82iMdjA+FAT5HY+gj762oxUByveMl4E/UijPw+EwumzgUFC2zRsPown6ocYqj30iOamAMqCQSCTe0djR5QlKKO+3w21Xp9PJeSLGTnRNlHPqSM6Dcmz3P59k37duk1Jw5zFLmfaTb2GdVp81T4VUV2C0gkK5XeXY0XNDq9Vy55138sQTT/Dtb3+b448/ntraWrZv2UJjYyOrVq1Cg4qN888g3nFQni6gL3GhddiyVCYLHvstkO37IMzEJsLosYe6bu9ku8pA1+HajCmzjofbrt1uZ82aNaxZswbI1CJ3dHSwf/9+SkpK5Hubm5tpaWnh1ltvle8tKyuTtdnKwPxf/vIXANasWYPNZmNoaIj29na2b9+OwWDg4osvBiAFoNVw9nnn8knFfeTz+ejt7WVoaEhKujEa0JcV8Z2f3EowGJR18GazGZ1OR2trK1OmTMlIr21W4lXFNAYyyom33noL4KC7/4b1fOJT5+J0OtEWOtnn0PHS9r0Edm2W+2CxWFCr1czxdPCNb3wDgKAzxbr4EOp+D/YH3djtdoaHh9mvDmOaW8vcuXNZvXr1wWuwdCHpVAq90Sgd9qNnnsXwwBBDQT/+SJhwOEzJ5EnEL8hHpVYRCfvl3E7UlZMqLcRUVoTdlU8ikSC/pAjd6sWo1Gq27dhBU1PGoMvYPYg2FSGxbzdJT8YQ8oKz12KqKSeNio0bN7Jv3z4A8g50Y/ME0WzVYNfEKSgooKakTN7fb+3YIU1fY7v2oOroIuiyEagqori4GK1KRXyk64LNbkMjujf4dhPY20LAlpch4yPnfGB95vyXrFiEzmohnU4z+PJGBl54g765PRSddqw85wN3/p1UIk75F85D68h4wvh37sO/aQe9s6aSvyoTbNJoNIRf3wapFJbFs9HmZbYb6Rsk2tmLNxTDNOIfkkwmifdnugxo8+2kdSPB52QS0hDPy5P3SygUkt/FosvBfxuuueYaLr74YhYuXMjixYu54447CAaD0oH9M5/5DOXl5fzoRxnSHIvF2L17t/y5q6uL7du3Y7Vaqa+vP6Jt5pDDfxNyBF2BJUuWMDAw8EHvRg4fIIQ5XN6sKbJNmEBZWRl79uzB7/fj8/mw2Wz/dhbd/dpmhl7aQNFJq8Z1/n4niDW142jtw6dKEaspo62tjba2NgpXz6W4rg7NqC9io9E4pqVPIpGQfRqVBC8cziyyANmKKB6PEwqFxmTbR79XQMjfRbZWSTxGk99AIDDuglulUmEymWTWKz3iZq2UKYrt6/V69Hp91rZjsZgkQ6NNgg6Hd3Kt30lGQin1V2I8Ei5a4R0JlKTvcDiUQdLoYMX7VVOpPK6J1A6HKg043LaPZPzhiJ6YS8Obd7D72pvxvJJpqWOsKmPyD79G4enHyfInZQDkSAjvkY5NR2Mc5argD+dcwrO//j32UAqdw8bQtRfy9NNPU19fj8ZqIa5WY5xWh33JHEpWL8WxdB6aUteE5VnKQIWSdI+H0WMPtb/vZLuiP7fARBJjMVZ53o50u2IeVFZWUllZmfW+X//617zyyis89dRTtLa2Eo1Gqa+vlw7uYmwqleKBBx6gubmZSy+9VL5/8eLFqNVqjjnmmKyx3/jGN4jH4xgMBubPn8+8efOYOnWqDPyP3v+GhoZxS3FEBl+MtdvtnHbaaRQUFJBMJmlra8tqlxmLxeTY+fPn43A4OHDgAJAJYon+6PF4XJ5rnU5Hb28vXq+X5uaDPZ0rKiowmUxZ+9nX18eLL75Ia2srsVgMk8kks911dXVZCY3169eTn58vXeIvvPBCzGYzkUhkTG15KpXCung2KpUK67ZtFBUVEQwGcSwqx2KxZMjoSCcSldlI4bmZwMvOF14gPz8fv99PavZkwiMBwEBXF263m+rqaqq+dimpRJJHnsjU4QNY1BqMU0pJJ0Owfj12u53VK1dSeObxpOIJ3tiwQbrKWxIRVJPKSBk0hNrbMZvNOGw2zA01RMMR9u7YiV6jJW3QkXQPElNDMBym97VNGE0m8uZOQ51Oo1ZrSO5rIzI0jG3edPSJFIkBN/62Trx37EKt11L5pQsYaO4kFY2RjMTxN7VRtOZo9DotfRt34ukepPUn96BSq2i4/Xo8zz9C0h9EZzHj3fgWhWefhLG+ioHHXyBRWUbfP58knUwx45Ff43noWRKBII5zT8VUPdYk9IPGeeedx8DAAN/+9rfp7e1l7ty5PPXUU9LLoL29Pev+7+7uZt68g67qt912G7fddhurV6/mpZdeOqJt5pDDfxNyBF2Byy+/nLVr19LZ2ZklHcrh44FEMCT7HdvnzRjz94KCAsxmM8FgELfbTUlJyb9F0AP7Whh6aQOk02OMkA6HdDpNcH8rWpsVY0nGDM42eyqFew5QO6uBWHkhPb29DA8PMzAwwODgIDNmzMhqDTQetFotM2Zkjl1Znx0IBPB4PFljQ6EQbW1t8nfhCqzT6dBoNDid2ZJV5e9KAq/s0Ssg3IXhoPxayMaVY9PpNF6vl4lgs9lkrWAikcgKwCkNfERPeJstI++Nx+MEAoGsbYlFvnAHFgtoIfNXZneVWVEp+xzZbjQazaofVMrBlWRmomzkkeKddBp4J/NYq9Ue8XidTodOpzukhF+53UPts3Ls4YIPo8eOdy7Hy8yONhwcjXBLJ/u+cwfd9z+RGW80UPv1z1N79SVozKYJVRVizoz+7MONVQYlGq+7jcGnXyXY2CJd30URTiI0yP49e5k0pYGmpiYM5x3NsjU/xFKQuedUGg3q/PzDlpIoMZrQjj5Pyvcd6XU73NjR1/RIr7Fyf49k7ETbdTqdnH322Zx77rnytfGCBIlEgtNOO41HH300ywE6FouxcOFCjj/+eLk/69at45lnniESidDZ2SnH1tfXU1NTw1e+8hVOPjnTpq+vr49du3ZRVFREfn4+0WiUwcFBCgsLM8aGLhdW60HjP6fTybnnnpt1XcX+jp5jc+dmateVgaNAIEA0GpWKKcioC+bMmYPX68VqtWbKn3Q6jEYjlZWVHH300XLsc889x5tvvkkikchymy8oKKC7u5vjjz9emuk+//zzDA4Okk6n6eo6aEZYVFTELbfcIp/T27dv595778VsNlNcXExbWxtlZWUsWLCAuro6uTZLpVK43W6i0SgGg4FkMskpp5wiM/PDw8MMDw8Tj8fx+/2ypahuxEF/VkkFQdUAAYsBrc2a+fvgMJEXNqEtLUF73HE4Zk0llUrRcf6X0HYN4l89l3R9JTqdDu1rb2C9+FEMZUUc/8aDlJ93GpFIhKeXnYVxbztDF55IdPlstNUONPv3UPDZ/wWXg5M6Xqf+658nFo7w/BmfR7t5D+5PHkN40TR0eSrU+/fi+unfUOVZmPQ/l1B49FKGBwbZ+9u/knhuA71BP5Zjl6AtsBFNxen+44OotFrm/OYmLM58EnoDvp37GFj3Io55M3BOn4zRaERn0ON5NaOesFmteGIJ1OEYeu2RK87+07jqqqsmlJ8L0i1QU1NzREHYQ23zcIj09NP32PME97UQ9wXG+GMAoFIx53c/fFfbzyEHJXIEXYFjjjmG8847j7Vr17Ju3brDkpkcPlrwv91IOpnCWFaMoXjstddqtZSXl7Nr1y68Xi/hcBi9Xv+OSJNAbNBN78PPQDqNfeEs7PPHBgQOhaEX1uN+fQvWqZMyfdLJmDhVfvYcOaa4pIRAIEBzczN+vz+rti0QCMh2P6MhFpZK2bvZbJaZcwG1Wo3JZJKZ9UgkklUvp3TP7enpIZVKyb65gphqtVoZ+FBivB6/Ivs2+kvYZDJl1UcLUjNarpxMJmUwYLRUPJlMZkn9UqmUXNCNB7vdLgl6PB6X7sXjIV9BjGKx2CEDCi6XS8q+hSHhaIIpfs7Pz5eLba/XSzAYzBqjDCJYrVZ5XSORSJZDsti+yBCNdicWY8W5F9JivV6fNX/EtVcGGsRnHio7LzKwYvvK/RZjJjLxOxyEtP1IWyiNbu8nz8OQh6Yf3knrnfeRjsdBpaL8/NNp+O7/jKmHVu63OL8TbVeOTSYJ7GvB//ZevG/txffWHsJtXazavk7ud6StW/biNRS7sC+chWPhTOyLZrNhsJu/ff1q5syZw7HHHgvOPF56cz3l5eXMmTOHZDLJ4OAgFosFh8Nx2ODN4fZXidFmiu/l2CNVorxf24XxS2Z0Oh1f+tKX+NKXvoTb7UatVmOz2cY9ZytXruSHP/whvb29tLS0sHHjRjZt2kRTUxNNTU188YtflJ/x8ssvc+GFF064Lw8++KDMSt9xxx1s27aNGTNmkEwmsdvt1NTU4HQ6qa6uzuorPpFhpSDgBQUHWxDq9XrWrl172POSTqcpKSlh3rx5dHR0cN5558kgqs1mo7KyUj6jxHO2s7MTq9WKVquVmfj+/n62bt3KiSeeCMCmTZtoacl0QNi1axd5oTjebbtY/+LL1ExtyMiS97fS9+RL3HnfX9hTaEKtVpNKpTj6wDDl6IiddwKzzziFefPm0f/0Kxz49FeJlhbgfvoP7NmzB4/Hg+GGO9G2dOO58hwuvCNDqAaff4MNX/g+uun16P7v60DmGVjQMURi615cJ60kWV1NIpEgPuhH0+cmrToY1DObzRgdme+u/Dw78YKCzPNWryeRn4e5pDBTqpVnxRMKEii0Y2yoJGm3kDTqSRr1qDUqggunUlJbTTqdxrF0Lu7mZnrL8tEfM58+TYJoTzvoQRUJkHfqMuobGkgkEpR+9mzcbjfrf96J8ZLT2GFI0th5gOS0UqKBEPqvfIq6yfUkkkkKzjwe35AbbBPXgudwEC2//At7//cWUnGFUkesRcS9lU7nCHoO7xlyBF0Bu91ObW0tBw4cYN68efzP//wPa9eupaam5oPetRzeZ6TTabzbMvVLdoU53GiUlZXR2NiI1+uVGYZ3StCT0Rjd9z8p26kVnbTy8G8ie5FlmzOV4S070TntEy6+ILMAmz17dpbTejqdZvfu3ZKAFhYWUllZKbPHR4q8vDzy8vKk1D050lNdZLuVJMDtdk8ogzUYDJKgRyIRuru7ZaZNZM8F2XM6nVJOL2qW7Xb7EWWLDQYDJSUlWbWt4l8ikciqh9ZqtfJ8CPIqCL+QzyvHivZy4nchIx5tgKfVajGZTFl13MoM5Xju9ROdt9G1yaMl4jFFqzxl1i0cDk8YfFCpVFkE/VAmRaN9A4aHh8fsq5LMKxUUot3fePXeStOieDwuVQ/KGm2xbYvFkqV6UJZnjK6VF+RUOVbZP1lJ+i0WC3q9nmQ4wv6f/p7Wn95D0pdRVNhWL6b8W5dhnjGZ4VQKbSwm9zcQCBAIBMbUTgt1gNVkQj8SUAoGgzT/9B4GH3yacFMbaUWPYIFwezfm6nICgQDOi88kf+1JmKZNQltcIO8LtVrNJ5yreHbOTC699FJ+9rOfsWbNGqZPn05XVxe9vb0sXLgQl8slPSfy8/MxmUxZZobifhIZSGUJjAhYib8pAx9qtTqra4N4HsDB+nplXb3D4ZDXMh6PEw6HZZBI+AWIfVKODQQChMNh+SxQ3isajSarzCYUCsmAk+jzLZ6TGo1GzoN0Oj1GGaS8bgaDIWu7wWAwywsjnU7jcDhkEEt5XMrtrl69Wj43xDkbGhriwIEDTJ8+Xe6vXq/n2GOPZXBwELfbjdFoJBKJ0NPTg8ViYd68efj9ftRqNU1NTTzyyCM88sgjMhAk5p7D4aCrq0vO74suuoiNGzdSWVmJw+GQaxqDwUBxcbHsMd/f38/rr7+OzWajtLQUp9OZpUKCzDNaHOfxxx8v54EyeCeemZ79LQxv24XGnsfXv/51+fcD1/8Ub3MbtqvOJ2g1kp+fT/O9D9N07a1Mn1nP8T+7jb6+PgYGBtB/9Sdo+ty8/enVePR6kskkw2/tYc/Xf8SUfBP7S2vk/CkcDGAbDvPEv55FP6WWGTNmEI5ESPmD+FVJvvrVr8rjOD7kp0CvYfOmTVw4MmeiFiPehgr2JwP87fLLUavVNDQ0UH/MArTzpzLjEydRvGAW0WiUyLwFdFRWESbF008/TSqVwul0MutPt1JRUy3PUW9vL8lkEvcnTsLv99PS0kIqlSISiTD7B1+nqqpKemZ4vV5CoRDhT6zBbDZLD4JUKkXVhWdiMBhIJBIEAgH5rIudfSzJ+nqpYNi7dy++Che+ipEkQ3f3wcldX0Lt0lkMDA2BVkWjZwC8TiryDn4/5DAWgy+sZ/c1P0Brs1J79aW4X9mI583tzPr19wjub6H3kWcJtXZR+5WLsc2e+kHvbg4fEeQIugJGo1GakXR1dXHttddy7bXXUlRUxKJFi1i4cCGLFi1i0aJFuez6RwyRzl5ig25UOi3Wkf6+48HlcmE2m/H7/QwPD2fMZEYI2ZEgnU7T/+RLxIY8aPOslK49WTrJToS418/AM6+iL3TiOjpTg6h3Oam7+pIxfdIngpJ8Kg3YAAYGBhgYGMBisVBUVERJSUnW+MNBp9ONm/FWorCwkEQigV6vz5KuezyeMbWWo6XlSoiFNWRca8WiRJnxMxqN6HQ6SkpK0Ol0JJNJhoaGZJBC2QZOLPRFgEAsrNVqNVarFYPBcNhrq9PpsjJQh4LBYDjic2uxWLL6yo+GkvibTCaMRqM8tyJIIrJUSjKj1+uzyIoYo9FoxnyOINdC+i0ITzKZHBOYMhgMxONxqV4QRGs8U7nR5FyQ2PGkyBMFKsY7J4dyPFZm+0UwaSLotVr6/raOff/3M2kAZ5w2ibJvXYZtxMBposBJMpkkFYkSbe4ksr+VSFMbkaZ2IvvbiLV2cVzryxiKXSQSCSJ9g4R27c+cA4Me09RaTNPrMU2vp3LVEgwj5SuxWAz9nClAxnRMBF7goOJl5syZvPbaa3z+85/nvvvuY+XKlcydO5fq6mo2bNiA0+lk8eJM+7WhoaGs6zUeVCqVPGfJZPKQyg+Hw5EVODvUPWw0GuX9FovFZB3weFCqcKLRaNZxKzGaoAeDwQnHjlYNCQXQRBDbTaVSh1TKWK3WrOfgRNJ4yBxXTU0NNTU1WeVDy5cvZ/ny5XJ8Op2WqhqVSoXX65XE7KyzzqKsrIzOzk4Z8Hn77bfZsWMHw8PD+P1++XnpdBqLxYLb7cbtdtPU1CRr0SdPnsxll11GNBolHA7zve99T94bdWHQRWO0OQwMBvycd955XL7ieNwPPo1x2iS2lFkYHh7GYrFQ/oM/o+73cODLZzFzzfEsXLiQrideoOPa27AdtxTd7IPfqwP/eplYaxezvnUlzhULCIfDNL++nXj/EPpAmQz+1tfXs7+6grhaw2Vf+AIFKxcRCAQI5RlxfOIYSuqrOfqyTxIIBLBYLLT/4wkGOjpZPLmCqVOnEolEUE2rw/HXH/PoP+7HajXKVqHuK+bTF4+zaMRALBqNsifg5plFlZln00iQaevWrWwlE2T+qqePYmZl6vNbm/n1ugfGXGPxXPja177G/PnzAXj66afHSLIh8yw+7bTTpKt4b28v+/fvx+v1SgWEeM7NmjVLrjtTqRQ9PT0MDQ1hNpuxWq3ye6Kuro7a2lr0ej3hcJhYLCbLAGKxGPn5+TJQIkoDcjg0Wn7xJ1CpWPzE78lfMoe3PvctPG9up+rzmVKYhu9dzc4rv0PHHx9k5caHP+C9zeGjghxBV8Dn87Fv377MA3nrVrZs2cL27dvp6+tj3bp1PPHEE3JsVVWVlGHl8OGHV5jDTZ98yBZnBoOB0tJS9u7di9vtljL3I633Dbd04t/RiEqtovSck2R/1kO+p72bwJ4DqJs7cC6fL/ujHyk5H428vDyWLFlCKpWSJFf0UG5pacFsNlNYmCEGPT097N+/X8ogdTodDodjjCT9cBgtjxdQyjAhs3guKyvLykYpM3BKGfrovuOC8An5fllZmfy76D07HlwulxybTCZl1gIOGlwJ87nS0lIZJPD5fPj9/iy1gMjujSbtg4OD+P3+rOCAyEaaTCZ5PsPhMD6fTwYW0um0zJrAQdI+GspzJTCRjNdisUjSIcizGCuImMlkQq/XZxGkw2H02InIOSDPjdKwbzxoNBqKi4vlIlVkjUf/LMY6HI6szK6ylls5VqvVSqm3WNiKOTT07OtsvulXBHZmiLOxspS6G6+i6JMnox4Zr1arSfqDRNu6GVz/NoUnrkRns2Iymej8yT0cuOlXE54n/54mDMWuTE3vRWdSdPQSrFMnYaopJzmi5tDpdFgslqyMvlhMK8tDRgdK9Ho9d911F8cddxw33HADwWCQ7u5uZs6cCcAzzzzD0qVLZX2zOBciw6+cx6MDSSaTKSuwozxnymus1WqlYkNkxZUBGGVgSXg/KH9XXj/lvFAGrEaXrygzuGIfxHNDqWAQ50hApVJlkWqlaeTolpLiXhVKA2WAaPS+ajQaOcelW7lCHaDcrgjaKf0wlPeFMnAlFDjpdJrZs2czY8YMqZ5RqVQUFBTIcpRgVy/RxmZUeRZ+9KMfEQgE2L9/P9o/rSM66KHjm+cyEAtTWFhI758epuOmX+M46ShOOukk/vznP5NMJvmeL5+8tIErB9voSUczAb3OXtwPPI1u2Rx+1LVFXq/rhqAwreK3P72DPT/9Mffffz8LqsqwzptO1Gnjc5/7HDqdDqvVykmLp1C6ZgWtIR+mcBitVkvh8SvQPXEX//jXOl763e+YPHkyCxcuZOqDv8Dlcsl5o1arscyaQu0vvy1/z8/PR61WU3jlZ8nLy5PnNxgMYityMfOkY7nlxGPkfBX3jFJ9ZTQaWbx4MbNnz5YmebFYjJ07dxIMBhkeHmbfvn0cf/zxWCwW+vv7iUQiGAwGjEYjdrudoaEhAoEAsViMhoZMQMLlcrFt2zbcbre8Z5VqqZdfflkS9HA4zK9//esshZcSf/vb38gbcWPfsWMHv/zlL+V8czgcmEwmFi5cSG1tLUcffbTs+3399dcDme/+qqoqTCYThYWFmEym/1oX9/8meDftwD5vOvlL5oz7d41Bz8xffZeBp15h/02/Ys49P/4P72EOH0XkCLoCKpWKKVOmMGXKFD796U/L15ubm9myZUsWcRf9SXP48CMZjeEfyWIdSt4uUFFRwYEDB/B6vfj9/qz63sPBVFtB0ZqjScXimKrKJhyXTiZlZj1vZgPR3gFss6dKcv5eQK1WU1RURFFRkTT5GRwczCLfombc5/PJzA1kFpVOp5MpU6a8Z/sjtnukGebCwkJcLpd0IRZEQTi1i2siJL1qtZp4PC4zCkLeO1oqnp+fL2W6o52hldc5EokwNDQ04f4pybTP55swq2i326murpaf39/fP6HZjWhjBBnlg8fjwWg0SmVCMpmUxEu0lgFoamoiHo9jNpul+7FGoyESiZCfn095eaaOOh6PS+M/Ze20wWBArVZjt9sloREkJZFIEIvF0Gq1hMNhSUTKy8sl+RscHJTKBLGfyp7uFRUV6HQ66VMgCIsoEUgriOtoMp9IJGTGT5jwpVIpiouLxy0/EZ8h9kGn02E2m/G8sZV9//ezjHEjoHXYqP/W5dRccSGB3U103/FHgk3tBA+0E2puJ9Z/8NrX/v2n2JfOzRBXe4ac6vLtWKdNwjqtnrxpk7BOm4SpoRZtiUtKte2zp6KZN0Mel9LlPBaLEY/H5TUwGo2HbPUnYDQaufjiiznjjDP42te+xhNPPEFPTw/z58+npqaGN954QwbpRPBHo9Fgs9lkGUwymSQcDuP3+2XASWTUlc8HpZ+EwHiKGmVZgrjuarUanU5Hfn6+PC7lNUmlUgQCARKJxISBKSFfF6RUBMjeSWBJWf4h9iEUCqHRaMYEBEX2UShUhFpEXAvRfUKn02V5Y4jjEC0rxTZE7fx4irxUIkGoZwBdiUsaUfo378T/+hbyZjSQf/JKGVx7Y/HZxAbdHLXhIYylRWg0Gjoffpa9/3sr5Recwdw/3gLAokWLeOaanxEfGubMP/8cw+RqotEonn88RSoQQhOO8eMf38Gtt95KOp3mzVMuITjo5qcX/g+u+TOpqKjAFYxj/GGSncMDLGnREo/H8Xq9/EnbiyXfwfSiGQxveJNYLMakC89l0tpTueeee3j6c7+Ux/Z38cPPbwJg48aNGWViTRX3fuWLNDY2yrFqtZqSkhLKysq48cYbOf300zGbzXi9Xq6//npeeuklOjo6WLRoEVarFYvFwsqVK1m7dm3WeRVBnWQyOa7RpSCrkUiEgoIC7PZM+VhVVRUulytLpSE+Y+XKlWPmWigUYs+ePXJeabVa2cbL6XQSDofl/SAUmwL5+fnk5+czMDCA0WiUpQUej4dEIsFrr73GKaecAsCePXuyjk18F3V2dmKxWDJeFCPz1mw209zcLDP0Stxwww0TBtBzyCDu8eJcvVj+rtJl5k4yHEFjyjyXNAY9+UctYPDF9R/IPubw0cPHmqA/8MADrFmz5rDZwLq6Ourq6vjkJz8pX8sR9I8OAjv3kY4n0BfkY6wsPex4IXP3+XwMDw9TWFg4LnEYDyqVCsfCWRP+PZVIMPTim4RaOqn63CdRidq6E456R8f0TiEyzsqsM2Rq7gsLCxkaGiIUCjE0NCQJrtvtzhq7YcMGSYZFHbHI/thstnecdT8SKDNOE0EYIR0JtFotlZWVQGbBHQqFiMVisiZXGTywWq0UFxfL666s5R3dZs5ut+NwOKRBmyBho2WwarWagoICYrFYlquyyKYFg0G5SAyHw2OM+ZTbGf27WEiPhnIfRD19NBrNyn4L0q+sRe3p6RlTv6tEUVGRJHyHClAIl2jInMN9+/bJeSPUCSJbm5+fL69PKpWiubl5wnr6wsJCOS+6u7sZGhqSmVGAdCJJcsBN9I1txB59icBIkA6VClWeGdePvor2hKPoHuin5/FnGLjpN2M+Q51vQ1tRTDAQIDGyQE4tnk7FC39gxrLFaLVaUqkUnZ2dDAaDxH1u8GXfN3q9Xga6UqlU1sJ7NJTHH4lEaGpqyqq1hoxRlUajobS0lN///vc899xzXHPNNTz++OPMnz9fZtOff/55Jk2axOTJk4lGo/T09GCz2RgcHJzwnFqtVurq6oCM54D4HhQZbJFh1ul0WcGkpqYmWQcuoNPpiMfjlJaWSsVOOp3mwIED46ouhEmnIP8DAwPSy2A0dDodNTU1kmAPDg7i9XrlvSeIvFarRafTUVZWJudKY2NjVmBOnFvl56tUKjweD319fRNeq1mzDj7n+/v78fv9JAfcpDw+dPVVMgBr2N1C9KXN5C+dS+Vnz2HHjh3otFoOzD8HEknKnroLTeEICXz5TTq+/2vKLzgD9bJMplelUhHs6CY17Kfl7V3ogj4ikQiOsmIsU2rRFxXQ1dUla9fzPnsmKlS0egZJ7w1js9koP/tEClYtIm01s2vXLmw2GwaDgYrffV92tFCr1VRVVWX8OWZNId/tZo7PJ4Oi4jkiAoYi6AcZxeGdd95JX18fW7duxev1MjAwIF3kRXusZDLJ9ddfz/3338/OnTsZGBhArVYTCARoamritttu4/TTTwdg3759/POf/ySRSKDVatm6daucQ+vWrWNgYIAbb7wRgBdeeIGHHnoIi8VCLBajo6MDr9fLRRddRENDA0uWLJHP8a6uLln2YBxxfPd6vahUKqqqquRcFTLznp4eGWwSc8jhcGQpOpxO55ggNyCl6GJsYWEh11xzzZg5HY1G8Xq9WeUPS5cu5eijjwYyASC/38+ePXvo6urK+l5yOByce+65DA4OEgwGGRgYkPd7LBYb852fw1jonA6SwYOlMLr8jO9JuL0b65Q6+Xo6mSI2NPyf3r0cPqL4WBP0c889F5PJxMknn8zZZ5/NJz7xiSM2yhK9S3P48EOYw9nmTT8ikm0ymSguLsbr9TI0NERlZWVWK63x4HtrL5YptWiMh84OpyJRfG/tIRmKENjXSt60SYcc/35DtMlSkmtRpz16ES1+93g8Y4jb5MmT5TZ8Ph8DAwNj2jiJ2nFlRu2DhDAhG93jXcBsNh9x0OFIa9Q1Gs0RL5hKS0uxWq1Eo1GZBRXZ7tEqhKqqKiKRCKFQKMtdXbTGE9BqtTQ0NMgabUH6hPmf8lxYrVY8Ho/MsKZSKQwGw7glH8LNWRBksZjVarVZ51DUvCvLEZTzTBlocbvdB1snjZQEiGyRwWAgHY0RONBOsLWLjk1biXb2YlmzGl1tORqNBs+v/ob3nofGnth0mrQvSGxwWAY0VA3VWM44Fkt9NRUL52CeVI2q1MVgKCAX4/F4nEgkQngk2KCU5CoJDBx0oRcBGfHcGS2VFtsQ2T+lo7gyCKQMBolz4nQ6MRqNHH/88Tz99NOsW7eO22+/nX379jF16lRmz55NU1MT3d3dLF68GIvFgs/nk6Q1kUjIuSGy2sp5rCQR4vPFZ482TRtPrivOh9/vl6RneHg4a5zBYJDBofF6y4tyA61Wm2V4J/ZXIBAIZHU5EJl68RlivopMvDh+pVeCIIKjPz895CXt9qKdXIV6JDPrf+4Ntnz/LlxHL6Xmygsz92kkQvNpV0AyRfnTv0PlcmSO+a29DP7+HyRDYco/c1bG4DEeR51nITXsJ+ULSIJesGgOXPpJ8pfNk8qKVCqF66fXojLoieZbiYdC6HQ6yj91GhWf/gSQCZCIe8py/qmZ/R85Do1Ggy7fji7fnimZGOofQyTFuQmFQnKNFIlExh0XiURkllqgsrJSZmnPOuusrPFKZUgymWTOnDnMmZOREosWcG63m8HBQalC0Ol0BAIBLrnkEiorK3E6nbJv/eDgIG+++WZWq7wNGzbwt7/9bcy+bt26Fa1WS09Pj7zvvvWtb/H666/LcgTx3FKpVJSUlMi2eslkEp/Ph9WaadEm5qDb7ZZO9mJeC6M9pcmomLtiHomApF6vl0FLnU4nVUnKgCPAtGnTZPBYPP+XLVsmg8kCWq2WBQsWyM94JyV5OWRgqiwl0tEjf8+bMRlG/IQEQU8Egnhe24ypomSizeSQwzuCKj2RlvJjgO985zs89NBD7Nq1S0rNjjvuOM455xxOP/30j6QRXGdnJ5WVlXR0dOR6vQOR3gHa7/o7Ko2a2q9egtZyZISrra2NV199VTrrlpaWotfrxyX4wf2tdP3tcXT2PKouP/+QNe6A7MWujMx+GBAOhxkYGCAYDGa5mEciEWpqarLq2pUSxtGYO3eurPNua2uTWRQhORXZeWXNMSDJpyAuQsIdjUYxmUxZsttDOd/n8MFCOByLxbGYR4IsqlQq4kMehpvbCXf2UrBwNtaRcpH+p1+h8bqfEOnuIzY4Nrs/4/c/wjZ9Mgd+8Gv6170gXzeUFJK/fD55MyajLS1EV16EadokyLMQDodlTbgIIh0Oowmi6DMtyOC7ac0oAhWj5eBizosFvlA+KOtLRbBFrVbzwAMPcMstt1BcXMyCBQtkeUVlZSVz586VhNRgMJCfnz+hl4FSYSGM4QRpHN12TLTRE/slFBoGg2HcwOZ4xypKH8Q2xfZEMEpZEy/KOQT8fr9sGagMMonrJAI/kuyk0/hbO1GXuNBotZn2iC9uwP3Y8xQsX0DVF87L7EMsxjO2uaSTSY5rewVjWTEAzbffw55v3kzZp05j3l9+Ij/v+ZpVpBNJljz3Z4yTqjJGmRvfIvDKJmzzZlB86jEZF+9wGE0kRl6RC9TqMV0mlBBO+JFIRNbaC5NL5bNRXFel2kKn043ZbigUwuv1SrIotmkwGCRpBGRHAOFALsimCGQoz2kwGJRzQKhKxLVXKqCSySTd3d3y3leSVxEsHW++JBIJ2Q1AzAu73S7nyk033cSOHTvQ6/Xo9XqKi4t58MEH8fl8mEwmDhw4gEqloru7OyvzPxqf+tSnJNGPxWKUlJSQSqUIBoMyuCb8Sq699lq+973vAbBlyxaWLl2KWq2muLgYjUZDa2srTqeTyZMnc/311/OJT3xCztWenh7y8/MpLCyUknnx3VdRUfGunh//bXB3drO+9hiWtbyIs+K/O4u/539voeVnf5IGnzH3MC9MOoZ0LE7NVRdhrCyj6y8P492+h+rLz2fmz25815/l8/mw2+14vd533Fknh/9+vJPr+7HOoH/3u9/lu9/9Lvv27eOBBx7goYce4l//+hdPPfUUX/ziF1m1ahXnnHMOZ5111hgzqxw+GvBu3gFkyPCRknM4KHMX7daKiorGmAoBJENheh9/HiCTQR9FzpOhMH3rXsS5ciHG0iK5Lx9GmEymI1KWWCwWKioqJKmAzCIuHA6PayqmlEaPzsyvXLlSnvO2trYJJacWi4VFizLu26lUii1btkgDNr1eLxeLoVAIh8Mh24el02na2tqkMVMqlZK1uqPl9aK2WQQlkskkeXl5MgOobMknakrHqyueCB/1oEI6lSLu8RLtG8JQ4kLvdAAQ3LaHlp//kUhXH5HuPqLd/aQULcnm/ulWrOdnZK/pZArf23vl3zRWM6bqckxVZah0Wrruup9dG7Zn/qhWU/7p05h8/ZVYJte8p8cymsS/Fwut0fNkvNKOiUicMqN24YUXcuaZZ3LjjTfyu9/9jpNOOolFixbR0dFBZ2cnJ5xwAnq9nmg0Sm9vLxaLBbvdPoYYKT9fr9cfUk0yel/Hqyc/3LGONrMaXUesvB9Hn39laYYS3q276HvhDQKTayk5I9MyTKtW8y/rbNKJBMe1v4qxtAiz2Yy7tZvuex+FRFISdK1ej6G0kHQySdwbkAS94JhlzLjjRvJmZ3t0HNvy8ph6/dJVS2DVEvnaeMqcQz0jBGk+1Bx7J+VFR6oMOpS6SAmVSnXEJUYajUaWcLwTaLXaCa8xZOqsR+OHP8z0qo7FYvKalJWVSZNR0WVEmLKNbgnZ1NSE1+sd87pQEynPociCA3R0dMjX3W43GzZsoLOzU772/PPPS5VBZWUl/f398juksLBQfh8BfPnLX+bRRx9laGiISCSCXq+XJRzf+MY3uOmmm+QxXnXVVTz11FPU1tbS0NDAzJkzmTJlCitXrjyi6/hxRuk5J+PbvgffW3soPHEleqeD6bd+ix1XfofmO/6YGZROY6opp+E7X/5A9zWHjw4+1gRdoKGhgeuuu47rrruOtrY2HnzwQR588EFeeuklXnzxRb7yla+wZMkSzjnnHM4+++xcX/SPCJKRKL4dmUyu/RB14ePBYrHgcrmyZO5Kp2DIEKq+dS+SDITQu5y4jls+ZjuDL75JYO8BYkMeqi8//yNNwARsNtsRE5aSkhKMRqOURgvjKmEMNdpJWUCv18vsotJsR4wTctfxam3T6bQk6KlUitbW1gn3r7q6mtraWiCT+di2bduEYydPniyzM/39/ezbt0/uq8lkyspElZaWyoy/1+tl7969hMNhmaExmUwZN2OLJcuor7u7W2YF9SM9g2OxmHTfVxIjj8cjzd1EpkwoDsxms7xGyWSS/v5+VCqVbNEnghAajYaKiooxpmCi1jcejcJwgKR7GFNFKYbCTC/04c07aP3VvcT6B4n2DREdGCLW7yY9soidc8/NVFx0JgBx9zA9/3hyzPnUFzoxlhWjVgS98hfPZtHjd2EsK8ZYUYLWYWPwmVdp+vFv8by+JTNIrabs3DVMvv4KrFM/2BKS9wLKvt1HCqvVyu23386JJ57IlVdeSUtLC2effTZWq5V//etfTJ06lTlz5hAOhwkGg1LaLMjKfzNS8Tjh9owc1TIpEzBMp1K8sfp8wq2dHLXxIRkMHXp5I3u/dRtl551KyRnHA6DSaDCUuIgNuIn1u+XYglWLmPKDr2GfOy3r845tfmnMubfPnTZmHLyza3Q4KJ3kR7vj53DkGK0QUZLViQIV8XicqqoqWltb6erqoqysjOHhYRwOh3ScF9fa7/dTUVHB+vXricVi+Hw+YrEYkydPJhgM0traKtuxia4Lwp9BkHnhFO/z+bjvvvv43Oc+R0tLC/v27csi/Eo/kscee4ybbrqJaDTKq6++yj/+8Q+8Xi8dHR288sorctzjjz/Oaaed9m+exY82HItms+SpP2S9VvX5c7HPn0HPg08Rd3uxTq2j4rPnoLNPHCjKIYd3go/1E/3aa6/l9NNPZ8WKFfK16upqrrnmGq655hp6e3t56KGHePDBB3nllVdYv3493/jGN5g3bx5nn302Z599NlOnTv0AjyCHfwe+t/ZmzOFcTkzVE8vaJkJFRQVtbW243W78fj9mszmr7tL/diOBvQdQqVWUnHXCuG3RXMcuI+7x4jp+xceCnL9TGAwGiouLj2jslClTaGhoyMrKT3ROFy9eLPsqi/8FqXQ6nXKc6EMs5MTC6ErUJyq3r2zlJTLsIqshMu8CyvfFYrExLeCUdegdHR3StEh8tlAVBAKBrGPu6emZsK90UVER06dPl9vZs2fPhK3nKioq5P7GYrGskoR0LE562E/a40Nd5JSOx8Mb32bPLb9huK1T/h1fEEZIhP6bn+XY730TjUZDbMBN172PjPvZqjwLzfv3IwpwbLOn4rjmYuJ5ZnSlhWgK8zGVFYMuIz0OjJRDAOhdTvyTK+hwewjfdS+BPz9Kcv+IoadOS97px7LgB9/AMqmKcDhMZ2cn4XAYr9eL2WwmEonIAMfkyZOzXJSHhoYIh8OEw2GpphBt82bNmiWdubdt25ZVgyuCKkJhM2PGDDlP3nrrLVm/KuaMkAo7nc6sMqSdO3fKDgViP0WQyuFwyLrdWCxGe3u7bOclOjGYTCaMRiNOp1Nm2hctWsR9993HLbfcws9+9jMuvvhiKioq2L9/P01NTaxZs0bWgXu9XjwejwzmiIygOCf19fWyDdqePXtkezUxZ8V7SkpKshRpw8PDDA8PEw6HZWs5YZJosVhk7XIymZTlLqKGt++f/yLc3IHzM2dQUFWB1Wql9Zd/Yc83b8Z26mqKb/l6pqY7FsPX3Eaq3836x//FvHPPwOFwYF8wA+fZJxKqK2Pz5s2oVCrMZjMVD/0cvcNGwGBAH4lk2mgtmEm43MWA2033W2+Rl5eHTqcjFArJ2t7q6mp5L4r2XGKuCNl2KpXC6XTKNlwA27Zty6qhF9LzZDJJXV2dzEB7vV4OHDgwbocJg8HApEmT5Pnyer0MDw9nKXtEjX0qlaK+vl5ut6Wlhd7eXtlWUph6GgwGQqGQbMkFyHtGlB3p9XoZCFUqKYT6KB6Py2svasij0Sgul0sGN5PJJK+++qqUiQtJvTBpczgcUp0VjUZpbGyU959Op5NqClGKIgKGqVSK3bt3E4/HpWTfYDDI81BXVyfv8d7eXhobG2V7PrE9k8kkzUMFeW9paaG7u1ue++bmTFma2+2mubmZGTNmyJKu9vZ2BgYG5FhxzoVp5Zo1a+SzdseOHUyfPp1nnnmGQCDA3r17cTqd1NTUUF1dLY0XA4EAbW1tfOpTn+L0009Hq9XidDrld8Pu3bvluRXProsvvpjKykoGBwdpb2+npaWFxsZGWU6WwzuHff4M7PNnfNC7kcNHFB9rgn7rrbcyMDAgCbrb7c5anJeUlHDFFVdwxRVX4Ha7eeSRR3jwwQd5/vnn2bp1KzfeeCM333wzX//61z+oQ8jhXSKdTuPdshMAx8JZ74oci0WL6JHqdDrl4jERCDLwTCZK7Vy9RGZh0skk4bZuzHUZGZ/GZKTiwjPfm4PKIes6HuqaHqmMU6vVStfr8aDM4DscDlatWpX1d2XARonS0lJKS0ulsVgoFJJGYKlUSi4a0+m0HGs2m1GP1KOKmlLRLkyQwYKCAkwmkww4CCM2sUAVCAQCkgSk02miwz4Sgx7U/hCWSVVyIerZ8BZNt95FvK2TlNtLyuMl5T+oOij98TU4TnEAEHN7cD/6/NiTpFKB3QrJzP6aTCbyZjbg/OpnCGhVqBx5qPJtmX+OPFQ6LSkyBMNut2MsLyb9iVWQSBAH4kAkcDAIoVStJKMx2u7+B5G/PUm6qz/zotGA9rRV6M45ntolC7CMSGiFM7TynAgIAiLg9XqzZKgC0WhUZpgFubTZbOOOBaRCQu7vSFs8IWFVwu/3U1ZWJscHAoFxHfsh2zwvFotN+PmQMZcSQS9R7//lL3+ZJ598kttvv521a9eyZMkS1Go1TzzxBBqNhlNOOUXOZTH/RMBCuV04aIA3usuDQCKRyCLo+/fvzzJwU8LlclFUVIRn/TZa7/obA9o0+gtOlX8P/d/PSQ94cFcXkThxFVarFVN1OWqjQWYjBfTXXgImI1SVyPu2YNViSiozsuH4yPWXAS5vppxm/vz5We0S+/sz82p0uY1Wq81S14laciXEPai83olEYkx3BeX7nE6nvL6JRGJcYzaxTWWJg8/no6WlZdyxkG0smE6ns+ahMsinUqmyrtfAwMC43SAgU7qwdOlS+b6+vr4x50BAua+akW4lYp+E8kfsx+iSiInmFpDl9B8MBhkcHJR/G62YCgaD8lmrbOcIBwOnYm4WFRXJ56LodiC8i8R8EmolpX+RcI4Xz28RtInH4zgcjqzArVIeX1payrx586Tpp/J8pdNp6uvrmTJlimwzKer6U6kU5557rtyuzWbjlFNO4ayzzhrXT+JjbEOVQw7/1fhYE3QRKRUoLCzkyiuv5Oc///mYsU6nk0svvZRLL70Un8/H448/zsMPP5zLen5IEW7rIjboRq3XkTfn3akg8vLycDqdBAIB+vv7KSsrk1+wgy+sJxmOYigpxLk8I19LJRJ0/20dodZOys5d86GtNc/hIA53/x9ODizqRyeqn1SpVGMc4A0Gw4Q1g4IgpNNpEsM+on2DRAfcWOqrZZDI8+Z2DtzyW2JCWt43RDJ0cBFdc/ePKD02syCPD3vpf/S5sful02EoLqDQVSgXz3kzpzD15mvRFNgxlhRiKinCWOJC7cgjBXIBCRlX3Hnf/xrRaFTKc0WmVdQQK+uIlyxZIrPGon5fr9fLsoDogJv2395H6533yf7kGkcepZ8/l/LLzsNcXDjG3dhoNFJUVCQDHCJoI+Slyppnu91OZWWlNF4TmW6RTVfKi6urq8nPzz/o8j1yXKP7hQNMnTpVGruJ/+EgkVcGeBoaGggEApIUiH1VuvJDhmhUVVXJzxWZ+VAoJMs+BPLz85k0aRJ+v5+LLrqIE088kdtuu40//OEPrFmzhpKSEpLJJOvWrcPpdDJr1izMZjN6vZ7S0lKZjRWt3ZTz0GKxyGy/xWKRxxIMBuXP6XQaNaqsLPnQDT8n9nYjpXd8C2dDJmAe6emn+95H0c2YhP2K82WGPX3sElThKLayYjm3ik8/jqP73qS7p0d+jlarxTqy75Atay4sLJTBFThYLyzUJUoCJYKyGo1GOs5bLBZ5XsX8hUxJi9KtX2SQxyuFmjp1qrwuItssrrUy+JKXl8fUqVMxmUzy/DJyb4mAlnJsSUmJvJ8ECRbnQxmgrKyslEohQYxFT3eHw5F1L5aWluJwOGRPcaEqEkoCJSorK2WXCWH0KK7J6Gfe4sWLJVkUXSSi0SgajSbrHOh0Onm+lFl58b9yrEajYdKkSdLgLhgMyrIejUaTtQ/5+fksXbpUXkNhvieCFsrzVVJSIsugDoeampojLotcsGDBEY3Ly8s7ZM29EocLROfWsEeGVCJBzwNPMfTCeiI9/aQiY4OqAKhULH3mT//ZncvhI4mPNUF3Op1ZmYZ0Oj1hr14lbDYbF1xwARdccMH7uXs5vI8Q5nB5s6Yc1lX9UKiurqarqwuPx4Pf78disZBMJnEdt5x0MkX+snmy361Ko0HntKPu6n1PjiGHjxfSqUyP1VjfINGBIaxT6qQplfuNrTT96E6ifUPEBoaI9Q+Rih3MmM/+3Q+p/Ow5ACR8fvoef2HM9jVmE/riAlQKAmebNYUZd9yIobgAfVEBhqICDMUutA7bmIWdqaKESddcesTHYzQaD2sWJjCasAv4d+2n5ed/ouuvj0rjOGN5MTVfuZjqL5yHNm9ic6q8vDwp+T8c8vPzyc/PH/P6eF4Ko9uRHQrvxLzL6XRmKbwmgtFolL3KDwedTjfGlOuEE07giSee4KyzzmLKlCmsWbOG6upq3G43L7/8MnV1dcyZM0cSHTjo+SCu0XiGkcmR6yOIzdDLG3j7susxVpSy4Pm/yHHrfSGCnX04QwlZ6mFfMJOG7/4PtllTKB7pmQ3AvYvGHJNaq8Wk1Wb1YT8UrFbrEZuYKefB4dohjjdfxoNOpxuX7ImghRJ6vX7csRqNZszccDgcRyxfHn1/Haqs6EiJKRz+HCkx2gRwIgKqVquPeB9GK6UOdU3GMzI8UhKcw0cb0QE3G0+5NONZdDjFQS7gkcN7hI81QZ8/fz7PPfccv/3tb/nsZz/7Qe9ODv8hJPwBAnsPABl5+7+DkpIS2T/Y4/FImbvBbKL0rBOzxqpUKopOXkX+kjnoXYdfaOfw8UA6lSI24CbS1YexogRDUYbcuV/fwv4f/DpDyPuHiA24SSsc7mff9QMqL1kLQDIYYuCpV8ZsW2uzYih2odIdfNTnzZrCzF99F0OxC32hE0OxC0NxAVrr2Ky8sayYmisvfK8P+d9COpVi4NnXaPnZnxh89jX5un3BTGq/egml55w0rt9DDkeOU089lc7OTr72ta/xi1/8gsWLF3PUUUdRXl5Oc3Mzra2tLFy4kKqqTC1/KBQiFAphtVqx2+2kw5Gs+bTtwmvoefBp5t37E0rPORkArd1GqLmDuMeX5ecw5ftXA5l5KmCuLmfydVf8B89ADjnkkEMGe//3Vnxv78VSX03VZZ/GMrkabV7O+T6H9xcfa4L+zW9+k+eee44rrriCq6++GpVKxZYtW7j77ruZP38+s2bNOqKetzl8uODdtpt0Ko2pshRD8b/X695isVBcXIzP56OnpweXSothWgOJRCJjINTcQbC5HddxyzNyR40mR84/RkhGY5BOozFm5Lf+XfvpuOefhLt6iXT1E+3uI9IzQHqkNlVJulORaBYBFdA5HRiKC7Lcy/NmTWHWb2/KkO2RLLe+qEB+rhLG0iKqL/vU+3G47yuifYN0/Okh2u++n3DLiPJJrabkjOOp/crF5K9YkJNrvocoKiriz3/+M6tXr+YrX/kKe/fu5eijj2bGjBm4XC42btzIzrd3sHDePArLSolEIgy+tZvNF/8vKlQc1/qylG2rTUbSiQSBxma5feu0SSx59k/kTZ+cdd2cRy38jx9rDjnkkMNE6H/yRQzFLpa/dr9s/5lDDu83PtYE/ZhjjuGFF17g+9//Pi+//DKQcdH84he/CGRkXzNnzmTBggXy3+zZs3Ok/UOMdDIpzeHeaWu1iVBdXU1bWxvB/a10PbOJ5KI5lK49hXQoQtffHyedSGIoLMD2Lmvdc/jvRnzYh3fLTkKtXYTbOkf+z/yLdPdn5OUXnw1AtHeAlp+PU5+mUmEodpFOHvTEyJs9ldl3/whDiQtDUSbLrS90jpsdNpYUUnXpJ9+3Y/ygkE6nGXrpTdrv+ju9jz4vAxlaex4VnzmL2qs+Iw0Xc3jvoVKp+PznP8/y5cu55uqreeyxx+jo6GD69Okc1R7A+foOtp24GOfn17Jy5Up8lQniPRnH6vbdeymorsRqtTL5+ito+PaXMVYclCZrDHpcRy/9oA4thxxyyOGIkAxHKTxpcY6c5/AfxceaoAOsXLmSZ555RrZ4Wbx4MQsXLmTz5s28/fbbbN26la1bt3L33XcDGdI+Y8YMFixYwF133fUB730O7xSBfa0k/EE0FhPWae9ND+SioiLyDEZCm3YTMltIGQ2ZbLnZiOu4FUQ6urHOqH9PPiuH/zwSgSDB/W0Em1oJNrUR2t9G6bmnUHTyaiDT03vjKRPXXkc6DjpJW6bUUff1z2f6dJcXy/8NJa4xxNtQ6JTE/uOG2KCbzr88Qvvv7ie4v1W+7lg8h6ovnEfZuWvQmE0TbyCH9wzJUBjvVT/k6h1ubnr2Ob5+/XW88cYblKYduKJxdN2DtLW1MTg4yJw5c5jzzB9Jl7lImwx4PB68Xi95+XlYrdacwiGHHHL40MFSX00yPH4HjRxyeL/wsSfoAsKgZPr06fzyl78EMk6iu3btYsuWLWzZskWS9m3btrF9+/YcQf8QQpjD2efNQK19b6a/Xq+noHOISDRGyGJGNWOS7A5gXzQLx+LZuYXpfzmSoTCpRBKdLWMW5dvRyK6vfI9gUxvR3oEx40015ZKgm2srsU6bhKm6HFN1Oeaacsw1FZnfayrQuw4aE5kqSpj2o2/8Zw7qQ4Z0MsnQSxvo+OOD9D70tDS501jNlJ9/OlVf+BT2udM+4L38aKPvyZdo/snvsS+YyfRbrgUy5oHBplYSwz7qMPDiiy9y11138bNvf48tU4qxV5tZMNK+6o033iAvL49jp1RjtVrx+/0kk0m8Xi8+nw+r1YrNZssy48ohhxxy+G9G5SVr2XvdbYQ7ezFVHLlJYg45/DvIEXQFDhw4kNUnU6PRMHv2bGbPns0ll1wCZJP2HD5ciA26CbV0gEqFff6M92y7oZYOjF2D6LRaIlo1fQ8/g+MLn8Jis5FIJMbtPZrDB4OEP4B/9wECe5rw724isKeJwO4mwu3dNHzny0y+4Sog05/e/dpm+T69Kx/L5Bos9TWYJ1fjOna5/JtlUhWr337yP34sHxX43t5L118fpevv64h298vXbXOnU33Zpyj71KmHdGPP4d2h+Y4/4n5lA9NuvhbL5BoAUuEI7lc2kgxk9yWf+4db0BcVYJ02CZVKxRe/+EVOOukkLrjgAra/9irDfh/V1dVMnjwZgEcffRSHw8HSpUspLCzE7/cTj8dl+64cUc8hhxw+LKi58kLcr29mw4kXM+OOG3AdvyKr20kOObwfyBF0BWpraw87Rknac/hwYXhTJntuqa9G5xjbHundIBWP07fuRcxmM8b6KmL7WvGF43j2HsC8aK7sFZtbiP5nkUokCO5rRaVRy37zgcZmXp55yoTvCXccbH9nqiln7p9vw1JfjWVyzXs2X3LIINLVR9ffH6frr4/h39EoX9fl2yldezKVl6zFvnBWTnnyHiA26Kb3sedJ+oPU/s9n5et9jz6L+7XNlJx5oiTozqMWMvt3PxzT3cJ13HJGo6amhpdeeonrrruOO+64g9LSUqZPn868efMoLy9neHiYp556iqqqKo466ij0ej1erzerz3ZeXkb6rn2P1Ew55JBDDu8HZv36e6w/9kI2fuIy1FoNhtIiUI/9flKpVBzT+NwHsIc5fNSQ+1Z8hxgaGuLPf/4z99xzDzt27PigdyeHI0QyHMG7fTcA+UvmvmfbHXp5I3GPF73dRtWxx/D2y68RSaSJFzqIRqMYjUYSiQRqtTpHNt4nJENhfG834ntrD77tezL/72gkFYlScfHZzLn7RwCYaytQabXoXflYp9eTN70e67SR/6fWZbnrq7Vayj/9iQ/qkD6SSPgD9D7yHF1/fZTBF9bLfrIqnY6iU4+m4oIzKDxlNRpDTnHybhH3ePG8uR1zXaUMTIU7etnxxRvQOmzUfPkzMvNT9YXzKD7jBPKXHewrbih2UfnZc47483Q6Hbfeeitnnnkm3/3ud3n66ad54403mD9/PgsWLKCuro729nbuu+8+KioqWLRoEYWFhQwPDxOPx/H5fPh8PsxmMzabLac2yiGHHP7rEO7oYf0xFxDu6IF0mlQ8Qbi9e/zBuXVeDu8RcgT9CJBOp3nqqaf4/e9/z7p164iPOAnn8OGBd8tO0vEEhmIXptqK92y7ppoKfNt2U3Tq0cRcdg7UVuL1evF6vdhsNoxGI+l0WrZdy+HfQzqdJjHsQ5dvBzIGbs8ULZHu3kporOas39V6PSf0bZB15jm8/4h7/fQ/8SI9Dz3NwNOvkopE5d/yVyyg/PzTKV17cs4d910gnU4Tbu3EXHvQxX7XNT+k695HqL/+Cqb83/8AkDerAdfxK7DPm04qEpXmeuXnn/6e7cuKFSt4+umnefjhh7nxxht5+eWX2bVrF8cccwwzZ87E5XLR2dlJZ2cnJSUlzJ07l6KiIgKBANFoVPZRNxqN2Gw2DAZDLqCZQw45/Fdg73W3EW7vxrliAbVfvQRLffWY9UUOObzXyBH0Q6ClpYV77rnn/9k77zCpqvv/v6b3md3Z3lmWpUnvCFhR7GLXxJ7ExKiJJdHo1278GWNMjNHEJCoae+w1NhARAamC9F6W7WV2ep/fH8O5zGxjqbvAeT3PPjN777l3zi1z57zPp/HCCy9QXV1NQlh85MDhsCIejdKycDkAmRNGHrDrl4jH8a7egNqox1iYi8ViJisrC5fLRUtLC5mZmdhsNvR6PbFYDLVaLV3d95JYKIzru+9pnrOQlu+W41q4AtuQ/kyc+RIAWqsFS79SIi1u7CMGYR8+CPvwgThGDMZcUdouTkyK84NPpKWVug9nUfPOZzR+MVdJ9gZg6d+Hoh+dQ9Fl58jyaPtBzB9gVuXJhOubOKVmvuL94Tx2FK7vvkdrsyht1Vot4//3/EHvk0ql4vzzz+e8887jgw8+4Ne//jXvv/8+O3fupLCwkMrKSoqLi6mtreXTTz8lIyODKVOmkJeXh8fjwe/3EwwGCQaDGAwGHA6HFOoSiaTHaZw5D1NZIeM+nSE9vCSHDCnQ2xAKhXjrrbd47rnnmDNnDolEgkQiQUZGBpdddhnXXHMNv/3tb5kzZ05Pd1XSTTwrNxDz+tHaLNiGVB6QfcajUeLBEP7NVUQ9XoJVtVgHVlBUVERDQwMej4eWlhbFih6Px4lEItLVvZtsfuIF6j+eRcuC79OsrgCeVetJxOOK+D527n+l8O5hwk0t1H0wk5q3P6Vx5nwS0aiyzjKwLwUXnEbB+dOwDR0g7/+9pOGLuWx46CmsAysY9q+HgWRmdX1WBtFWD961m3FOTgr0kp9eTOnPLunJ7qJSqTj33HOZMmUK9957L8899xwNDQ14vV7Wr19PWVkZffr0weVy8dFHHzFixAhGjx6Nw+HA7Xbj8/kIhULU19ej1WqxWCyYzWbpgSSRHGU8/fTTPPbYY9TW1jJ8+HD+9re/MW7cuE7bv/nmm9xzzz1s3bqVyspKHn30Uc444wxl/dVXX82LL76Yts20adP49NNPu+xHLBAk64TxUpxLDilSoO9iyZIlPPfcc7z++uu0traSSCRQq9WccsopXHPNNUyfPh2DwdDT3ZTsJYlEAteCZQBkjB2G6gBYsMNNLex44W2yjhtH0RXnEq5vxjowWVO9oKCAzZs3s3PnTvx+P62trVgsljSRrtPppEjZRSIep3XJSloWfE/5TVcqy5u+mk/T7O+AZFys87ixZB47mswJI7APG5BmGZfivGcI1TdR9/6X1LzzGU1fLSARiynrbMf0p+DCaeSffxq2wf16sJeHFztf/YDGL+dRfss12IcOUJa3zF9GsE25v7Hv/RNDUV7aoLE3PVecTidPPfUUv/3tb7n66quZPXs2Y8eOxe/3s3HjRoYMGUJxcTHLli1j7dq1jBw5kkGDBqUJ9Wg0qoQM6XQ6TCaTItZ707FKJJIDyxtvvMGtt97KM888w/jx43niiSeYNm0a69atIzc3t137efPmcdlll/HII49w1lln8eqrrzJ9+nSWLl3KkCFDlHannXYaM2bMUP7vzrjeNqgfkebWA3NgEkk3OaoFektLCy+//DLPPfeckvAtkUhQUVHBNddcw5VXXklx8YGLV5YcevybdxCqb0Kt1+EYPWTPG+yBeCzGztc/JuYL4F23GceYoRiydte51uv1isumz+dTrOgmUzLuU2R1P5qzFocbm2n44lsaPp1DwxdzCTc0A5A//RRMJQUAlF53KbmnH4/z+PFYB/aVg/Fegn9rFXUffUXd+1/QNGcRxOPKOvvwQeRfMI2C805VJqwkHRMLhmhZsIzA1p1pSdl2vv4RDf/7GvvIwYpAz5wwguHPP5qWzA04bEIEysrK+PLLL5kxYwaPP/44CxcupLCwkGAwSF1dHQMHDgSSA+xFixZRXFxMVlYWhYWF2O12AoEAwWCQSCSiJJbTarVYrVbMZvNR/SyVSI5U/vznP/Ozn/1MKXH8zDPP8PHHH/P888/zu9/9rl37v/71r5x22mn89re/BeChhx7iiy++4KmnnuKZZ55R2hkMBvLz966WedkNl7PiZ/+HZ+V6bEP678dRSSTd56j+ZSsoKCASiZBIJLBYLFx00UVcc801TJkypae7JjlAtMxfCoB9xCA0JuN+7SsRj7PliRdo+PwbHKOOIe+skzoUjoWFhdTW1lJXV0dmZiatra0YDAYyMjKIRCJEo1FUKtVRF49e+8GXbPrDP3Et/kHJ4A2gtVnIOvlYYoGgsizvzBN7oouSNiTicVoXr6Tuo5nUfTgLz8r1aesdo4dQcME08s+bhqVfWQ/1sncjkrmhVmMuKwIgWFXLd6dchVqvo/DSs9AYk1acoh+dg2PkYJyTxyjba21Wiq+Y3hNdP2BoNBp++tOfctVVV/HPf/6T++67jy+//JLi4mJ27NhBZWUl5eXlmM1mtmzZwpYtWwAwmUxMmDCBiooKwuGwEqcejUZxuVy4XC70ej1msxmTySTd4CWSXkosFCYeCiv/Rz2+TtuGw2GWLFnCnXfeqSxTq9VMnTqV+fPnd7jN/PnzufXWW9OWTZs2jffeey9t2ezZs8nNzSUzM5OTTjqJ3//+92RlZXXZ9+Ifn4t3zSYWnHoV/e//NbmnHYeptLDLbSSS/eWoFujhcBiVSkVxcTEvvvgiJ54oRcGRRKiuEf/mHaBSHZDSauHmVloWLCMRi2EfPqjT2tgZGRlYrVZ8Ph/BYBCXy4XNZlMGkLFYTKkEcKSK9Hg0SvPcxVgqyhSreDwUxrVoBQC2oQPIPe04ck47jswJI1DL8kq9hpg/QOOs+dR9OIv6T2YTSnWtVqtxThpN3tknkT/9lLQM4pIkkVYPWrtVmbxbe9ef2PynZ+lz4xUc85e7ATBXlOIYdQyWyj5EWz27BfqlZ/VYvw8FOp2OG2+8kWuvvZYXXniBBx98kM8//5yVK1cybNgwsrOzyczMpKysDLPZTCAQ4KuvvmLx4sUMHTqU/v37k5WVhc/nw+fzEQ6HlT+Xy4VWq1XEul6vl543EkkvYdOj/2TDQ091q21jYyOxWIy8vLy05Xl5eaxdu7bDbWpraztsX1tbq/x/2mmncf7551NeXs6mTZu46667OP3005k/f36XY7GPDYOU9ytveqDLvqtUKs4Iru6yjUTSHY5qgT506FB++OEHqqqqmDp1KoMHD+bqq6/m8ssvb/dFlxx+NH+7BADrwL5KWa59JZFI0DRzHtZB/dCajBRefEaX7YuKitJc3IVbZk5ODolEQolHhyNHpMfDYRpnzaf2nc+p+3Am4cYW+t//Kyr/7wYAck6ZzNB//p7cacdhLJLfr95EsLaB+o9nU/fRTBpnziee4s2gtVnImTaF3LNOIve049CnhHRIdpOIx5k77nzcy9dw4rovFRd0+7CBqHQ6ol6/0lalUjH5u3d6qqs9jtls5pe//CVXXHEFjz32GH/729+YNWsWgwYNoqioiM2bN6NWq+nXrx8VFRV4PB7mzZvHwoULOeaYY+jTpw8FBQXEYjECgYDiBh+NRpXa6hqNBpPJhNFoxGQySbEukfQgFXf8nPKbr1H+b9lZw6Jhh3ZC8tJLL1XeDx06lGHDhlFRUcHs2bM5+eSTO98wxeNvTyT2oq1E0hVHtUBfvnw5ixcv5tlnn+X1119n1apV3H777dx5552cfvrpXH311Zx99tk9FuP28MMP8/HHH/P999+j1+txuVzt2mzfvp3rr7+er776CqvVylVXXcUjjzxy1MflhZta8KzaAJDmLrq3JOJxgtX1RN1evOs2o9FrKbn2wnblu9qSl5fH5s2b0ev1RCIRPB4PNpsNt9uNw+EgGo0eESI9HolQ//Fsat/9nLqPvyLa6lHW6bIyIGVQrMuwU3rtRT3QS0lbErEYrsUrafj8Gxr+97Xi2SAwlRaSe9ZJ5J19ElnHjZUeDm1onruYtXf/GWNBDqNe+ysAKrUatT7pYt26fI0i0PPPO5X8805VrOSS3dhsNh588EHuuOMO/vznP/OnP/2JtWvXUlpaSnZ2NvF4nI0bN1JaWkpFRQVGo5Hly5ezfPlyrFYrZWVljBo1itzcXOLxuCLWA4EAsVgMr9eL1+tFpVJhNBoxGo0YDAaZZE4iOcRoDPq0hJZat6XTttnZ2Wg0Gurq6tKW19XVdRo/np+fv1ftAfr27Ut2djYbN27sUqCfGe7Yai+RHEy6VhlHAWPGjOGZZ56hpqaGGTNmMGnSJKLRKB9++CEXXnghhYWF3HLLLSxfvvyQ9y0cDnPRRRdx/fXXd7g+Fotx5plnEg6HmTdvHi+++CIvvPAC99577yHuae+jee4SSCSwVPbBWNA+42d3SMTj1H04i6oX3qJ1yQ9JV/nJYzDkZe9xW61WS15eHhaLBZfLhU6no7W1Fb/fj8/nQ6fTod4l8iORCLGUDNi9ndRs3Yl4guXX3sHOVz8g2urBkJ9D6c8vY/xnLzC16lsq7/plD/ZUkkqooZmqV95n2RW38WXxJOZNvpgND/5NEeeOMUPp/8CvmbL4fU7cOIshf72HnKmTjnpxvunxZ5l/4o9p/Gp37KNKq6Xl2yU0zf4uzWIy7N//j6k751Fw3qnKMo3RIMX5HrBYLNxzzz1UV1fz5JNPkkgkmD9/Pt988w1btmxh06ZNzJw5k+XLl7Nz505FfK9atYqXXnqJV155hcWLFxOLxcjOzqa4uJjs7GysVisajSaZByAQoKWlhdraWnbs2EFdXR2tra2EQiFp9ZJIehF6vZ7Ro0czc+ZMZVk8HmfmzJlMnDixw20mTpyY1h7giy++6LQ9QFVVFU1NTRQUFByYjh9B1NbWctNNN9G3b18MBgMlJSWcffbZyjnu06cPTzzxRIfbLl++nMsuu4ySkhJMJhODBg3ir3/9a7t2s2fPZtSoURgMBvr168cLL7yQtv6RRx5h7Nix2Gw2cnNzmT59OuvWrUtrc8IJJ6BSqdL+fvGLX6S12b59O2eeeSZms5nc3Fx++9vfEk0pBQvJEtv/93//R1lZGQaDgT59+vD8888r61etWsUFF1xAnz59UKlUHR67WNf274YbbujsNKcRDAa54YYbyMrKwmq1Ht0W9FRMJhNXXXUVV111FRs2bOC5557jP//5D7W1tTz55JM8+eSTjBgxgquuugqPx7PnHR4AHnggGevS9qYVfP7556xevZovv/ySvLw8RowYwUMPPcQdd9zB/fffj/4oHVhHWlrx/JCc8cw6rvOamd1il5HFMWoI2adMRp/dfffe4uJiqqurUavVxGIxJVbS4/Gg1+vR6/VEo1ElJj2RSKDRaHqlZSfS0krdh7OoefczAlt3MmXpB8lEdwY9JT+9BOJx8qefQuaxo/boXSA5NCRiMVyLfqDhsznUfzqH1iUr05Pz2a1kT52UdF8/7TiMhUd32EGwtoHNf3qWUF0jI196XFnu/n4NzXMX07Lge7JPTA727MMHMvy5P+AYOyxtH7ZjKg9pn480LBYL1113Hddddx3fffcdzz//PG+88QarVq2iqKgIh8NBIpFg06ZNmEwmKioqcDqduN1ulixZwrJlyygrK6OsrIy+ffvidDpJJBKEw2GCwSChUEgR5OJ9a2uyfJJOp0On06HX65XXw9WzSSI53Ln11lu56qqrGDNmDOPGjeOJJ57A5/MpWd2vvPJKioqKeOSRRwD49a9/zfHHH8/jjz/OmWeeyeuvv87ixYv517/+BYDX6+WBBx7gggsuID8/n02bNnH77bfTr18/pk2b1mPH2RvZunUrkyZNIiMjg8cee4yhQ4cSiUT47LPPuOGGGzrNAyBYsmQJubm5vPzyy5SUlDBv3jyuu+46NBoNN954IwBbtmzhzDPP5Be/+AWvvPIKM2fO5Kc//SkFBQXK9fj666+54YYbGDt2LNFolLvuuotTTz2V1atXY7Hs9sD42c9+xoMPPqj8bzablffCkJmfn8+8efOoqanhyiuvRKfT8f/+3/9T2l188cXU1dXx3HPP0a9fP2pqaoinVKnx+/307duXiy66iFtuuaXD4160aFGasW3lypWccsopXHRR9zxHb7nlFj7++GPefPNNHA4HqoScOu6UWCzGxx9/zLPPPsv//vc/YrFYmng6VFbPF154gZtvvrmdi/u9997LBx98wPfff68s27JlC3379mXp0qWMHJlelgeSM4YlJSWsXr2aoqIiZbnBYDhi6rzXfTSL1qWrMFeUUvzjc/drX4lEguDOOkzFe1eWQ7By5Uol4UlOTg6QrA+s0WjIzc1FrVYrIh2SmUp7i/tlqK6R2ve/pPa9L5J1rlNmHI/7/iMpRnohwZ11NM6cR8MXc2n4Yi6RJlfaevuwgeSkJuc7SrNeN81ZSN2Hs3BOHkP+uVOBZPm/LwqSAvzUxsXoHDYAGr+aT3BHLc4pY2RSvB6gtraW66+/Pi0b84UXXsikSZNYunQpPp+P3NxcioqK0rIxq1QqpW56ZmYmhYWFlJSUYLVaiUajBINBRbSnDsRSUavVaYJdiPje8HyWSA5nmquqmV9+IhO3fIWzuOOM6E899RSPPfYYtbW1jBgxgieffJLx48cDSctpnz590gxYb775JnfffTdbt26lsrKSP/7xj5xxRjJfUCAQYPr06SxbtgyXy0VhYSGnnnoqDz30UK/KOSXCIFtbW7HbO05E3BmPP/44VVVVXHHFFWnLn332Wex2O3/4wx+6tZ8zzjiDFStWsG7dujQhDOByucjIyKBPnz7cfPPN3Hzzzd3a5w033MCaNWuYNWsWAHfccQcff/wxK1euVNpceumluFwuPv300w730dDQQG5uLl9//TXHHXcckLwPRowY0ak1/3//+x9nnXUW1dXVynV+5plnuOOOO2hoaECv1/Ppp59y6aWXsnnzZpxO5x6PpbvHfvPNN/PRRx+xYcMG5Tejs+vb2tpKTk4Or776KhdeeCFwlMeg7wmNRsM555zDOeecQ21tLTNmzGDGjBls3LixV/xAd5a1UqzrisGDB6f9f99993H//fcf0P71BJFWD+7lawDImjJ2r7dPJBL41m3GMqAviWiUug9m4tyH/QjKyspobGwkHo8TCoXQ6/UEAgHMZjONjY1kZ2cr7u6RSIR4PE44HE5zge8JNj3+LGvvejytzrVtSH/yz99V53pwvx7rm2Q3UY+Xpq8X0jhzHo0z5+FdsyltvdZhI3vqseROO46caVOOOit5PBJh299fwf3DOoY8/YASA9k4az5bnphBpLlVEej6bCf97vwF5ooyVJrd3z1hNZf0DPn5+bzzzjvMmDGDm266Cb/fz1tvvcVbb72FxWJh8uTJ+Hw+FixYoGSBLygowGaz4ff78fv9NDY2smHDrpwkTidlZWU4nU7Ky8vRarWKF1M4HFZeRZ4QIeRTaSvaRcb43jAukEiOFG688UbF4tqW2bNnt1t20UUXdWqtNJlMfPbZZweye72OqqoqnnjiiU7F6k9+8hMqK7s2rDQ3N/Ppp5/y8MMPtxPnkKxStC+0tramid/58+czderUtDbTpk3rUvQKb6e2IvqVV17h5ZdfJj8/n7PPPpt77rlHsaLPnz+foUOHpmmladOmcf3117Nq1SpGjhzJBx98wJgxY/jjH//ISy+9hMVi4ZxzzuGhhx7CZDLt0/GGw2Fefvllbr311m79LixZsoRIJJJ2TqRA7yb5+fnceeed3HnnnXz99ddpsQl7w+9+9zseffTRLtusWbOGgQMH7tP+u0tHFvQjgea5i0nE4pj7FO91ncpEIkH9x1/RunQVzuPGkohE8azaQLC6nj43XL5Prts2m43s7GwaGxsJh8MYDAZCoRBms5loNKqIdOHaLlzdw+EwWq32kLi8+zZtp/bdz8g5dQr2Ycn7zjakP8TjOEYPUUS5pbLPQe2HZM/Eo1FcC1cogtz13fI0zwbUajJGDyHr5GPJnTaFjAkjUB8lCSNbl66i+r8fYyoros/1PwaSseIbHv47kZZW+tx4JY4RyXI5OVMnEWluJeeUSWn7GPBgx65rkp5FpVJx7bXXcu2117Js2TKee+453nzzTerr65VB95AhQ3A6nYoY1+v1GI1GysvLOeaYY4DkAK+5uZnm5mYg6dZeWVnJ4MGDyczMTBuMiSSeQrAL8S6ez+FwGJ8vvZazsLBrtdq0v94auiSRSI4crrjiCkWcizjsZ555hgsuuIC33367W+G5GzduJJFIHFANMm/ePN544w0+/vhjZVlnBka3200gEGgnjOPxODfffDOTJk1iyJAhyvIf/ehHlJWVUVhYyIoVK7jjjjtYt24d77zzTpefI9YBbN68mblz52I0Gnn33XdpbGzkl7/8JU1NTcyYMWOfjvm9997D5XJx9dVXd6t9bW0ter0+bQLk6Bi5HWCOP/54jj/++H3a9rbbbtvjBevbt2+39pWfn8/ChQvTloksll1lroSkcNxb95neTrjZhXvZKgCcx+997LlKpUKf7UxmHo/FaVnwPQA506bsV1x1eXm5ItCFK6XP58Nms7UT6SLrezweV1zfD4Y13bN6I7XvfkbtO5/jXpGMJwo3NCsCPfvECZy4cRbmsqKudiM5yAiPjsaZ82mc+S1NXy8k6vamtTFXlJJ98rFkT51E9gnj97uk4OHA5r88T+uSlQx46BbF7dyzZiObH38O5+QxuwW6SkXZ9T9CpdGgy9z9vHNOHrNf1R0kPcfIkSN56qmnePLJJ1mxYgVPP/00r732GitXrlTcJSsqKhg3bhyhUEjJ+g5J68+ECRPIyMggFovh9/tZvXo1q1evRq1Wk5eXR1FREdnZ2djtdpxOZ9rkdSKRIBqNplnbU13khaDvCCHc277KOHeJRHIg+cUvfsEzzzwDwIMPPsiZZ57J22+/3a1tD3TU88qVKzn33HO57777OPXUU/e8QSfccMMNrFy5krlz56Ytv+6665T3Q4cOpaCggJNPPplNmzZRUVHRrX3H43FUKhWvvPIKDkdy/PTnP/+ZCy+8kL///e/7ZEV/7rnnOP300yks3DtDYSpSoB9icnJylFjk/WXixIk8/PDD1NfXk5ubzFT+xRdfYLfb27mwHw00zf6ORDyBpV/ZPgvLzAkjMJcXU/vu55BIYBvSH2v/8v3ql8ViIS8vj7q6OuLxOFqtlmAwiF6vx2AwEI1GaWhowOl0KsnjUhPHhcNhNBoNWq12v6wwUZ+fTY/+k5p3P8e3drOyXKXR4Dx+HI7RQ5Vlar1eivMeIJFI4N+8g6bZ39E0ewFNX39HqKYhrY3OmUH2SRPIPnkS2SdPPKLjoluXrGTDI/9Al+lg+L93J3Sp/u8ntC7+gfzzTlWOP3PccMqu/zEZ49ITtw144OZD2WXJIUKtVjNixAj+/e9/88QTT/Daa68xc+ZMPvjgAzZt2sSmTZswm80cf/zxZGVlEYlE2sU3Dh06lPLychKJBPF4nJqaGmpqapT1FouFkpISLBYLDoeDvLw8bDYbZrNZcaFMJBIkEgnlmR2NRtv9wW7xHggE2h1HqlgXz3rxXq1WS+u7RCI5JFRWVqJSqfaYCK47rF69mpNPPpnrrruOu+++O21dZ2Xx7HZ7O0F844038tFHHzFnzhyKi4u7/EyRo2Djxo1UVFR0y5BZUFCgJCEVDBo0iEQiQVVV1R7DAtqybds2vvzyS8WK3x3y8/MJh8NKjD9Igd6r2b59O83NzWzfvp1YLKYkg+vXrx9Wq5VTTz2VwYMHc8UVV/DHP/6R2tpa7r77bm644YYjxmW9uwRrG/CsXA9A1kndjxlNJBK4l67CPmIQql2WDN+GrYTqm9CYjeRMm3JA+ldaWkp9fT1ut5vi4mICgYCSLMJoNCqWdKfTidFoVAZmwooei8WIx+PKoK07A7ZEPE5gezXmPskHmsZoYMfzbxGqa0St15E9dRL5551K3tknoc/qfnZ6yYElsL16lyD/jqavvyOwvTptvdqgJ/PYUcmM6ycfm3avHq7Ew2FC9c1pyRdX/upB6j6axZC/3UfemSfuaheh7v0vMRSml0os/eklRC6Ylpao0FLZhyFPyhKTRyMWi4Wf/vSn/PSnP8Xv9/PVV1/xpz/9idmzZ/O///1PaTdhwgQKCgrQ6/V4vV5++OEHfvjhByCZ+TcrKyst2ZzP5+twoGowGMjIyCArK4uSkhJyc3OxWCzoOki6KKzuwvKe+iqe6yKjfGcIwa7ValGr1YoFXoj3/Z28lUgkRw7PPPOMktX83nvvpbq6eg9b7MbpdDJt2jSefvppfvWrX3WaJG5PrFq1ipNOOomrrrqKhx9+uN36iRMn8sknn6Qta1sWL5FIcNNNN/Huu+8ye/Zsysv3bCwTOkmUzuuOIXPSpEm8+eabeL1erFYrAOvXr0etVu9xQqAjZsyYQW5uLmeeeWa3txk9ejQ6nY6ZM2dywQUXAFKg92ruvfdeXnzxReV/kZX9q6++4oQTTkCj0fDRRx9x/fXXM3HiRCwWC1dddVVauYGjhaZZyRrFtmMqMeZ330Oh4fNvcH23HN+m7RRcdDqRphaa5iRn23JOnYLWYt7DHrqHxWKhtLSUbdu2UVdXx4ABA6ipqaG1tRW1Wo3RaCQcDtPU1ITFYsFutyuWFY1Go1jT9+T2Ho9EaPp6IbXvfk7dhzMhASdvm4NKrUal0dD//l+jsZjIPeMEJUu15NASrK6j6euFiiD3b9qetl6l05ExbhhZJ4wn+8QJZIwfcdjW0fZv24l39UasA/pi7pu0dLsWreDbyZdgKingpI2zlLaRZhfBHTV412xUBLptSCWD/3I3tsH9SCQSiggp/Un3ypZIjj7MZjNnnnkmZ555JqtWreLVV1/lk08+Yfny5SxYsEBpZzKZGDhwIGVlZYq7u9/vZ8eOHUAySWxOTg7FxcXYbDbFyq1SqQiFQtTV1VFXV8fq1auBZOK4/Px88vPzsdvtFBYWYrFYUKlUSmx6R3GVbQV7LBZLE++AIvC7EvFCqGs0mnYW+VRLvBTyEsmRybPPPgvABRdcoIjD6upqxd29uzz99NNMmjSJcePG8eCDDzJs2DCi0ShffPEF//jHP1izJpmIeefOnWlVpCCZGHnnzp2cdNJJTJs2jVtvvVWJ9RbPVEi64T/11FPcfvvtXHvttcyaNYv//ve/aXHqN9xwA6+++irvv/8+NptN2Y/D4cBkMrFp0yZeffVVzjjjDLKyslixYgW33HILxx13HMOGJT3pumPI/NGPfsRDDz3ENddcwwMPPEBjYyO//e1vufbaa5VndjgcVp714XBYOXar1Uq/fruTJsfjcWbMmMFVV12Fdi/y/zgcDn7yk59w66234nQ6sdvtssza0YYos7Zjx459mhnqjfg2bWfnK++jUqso++Xl6J0Z3d924zaq3/yEvDNOxD58IPWfzcH13XLMFaUU/eicAzqYicfjLF68GL/fT0FBAbm5ucpg0G63Y7PZlGzBOp0Op9OpfMGFC2Y0GlVihIRFJR4I0vD53KQo/2Q2UZdb+Uyt3crkBW/LBG89iH9rFc3fLKZpzkKav1nUXpBrNDhGDyHrhPFknTiBzIkjD9jE0KEi0tLKzlc/JNzsov89u7PuLrn0V9S+/RmDHruTvjdfDSTL931ZPAmt3coptQuUUm+ty1YT8wewDekvJ48kB5z6+nrmzJnD+vXrWbp0KZ9//rmSNElMkhoMBgYNGkS/fv0Ih8MdJlUSoUmlpaWUlJR0GUNus9koKSnBZDKhVqsxm80YDAbMZjMOhyOtXm9HCNd5IdhFZnkh6uPxuOJi312EBV4IdrVarQh48ZuSul4iORh0p8za0cj+lFnbUxLq9evXd9tdu6amhocffpiPPvqImpoacnJyGD16NLfccotS4m7btm3ttnvppZfYuHEjDzzwQLt1ZWVlbN26Vfl/9uzZ3HLLLaxevZri4mLuueeetBxdnT1/ZsyYwdVXX82OHTu4/PLLWblyJT6fj5KSEs477zzuvvvutHO3bds2rr/+embPnq0YMv/whz+kCei1a9dy00038e2335KVlcXFF1/M73//e0Wgb926tUML/vHHH59WUeDzzz9n2rRprFu3jv79+7dr39X1DQaD3Hbbbbz22muEQiEp0I82jjSBnojH2fbMa4Qbm8kYN4zc0/Y+eV/U60NrtSj7a5m3NCkSMg58Ej2Xy6XMOA4bNgy1Wk1VVRXxeByDwUB2dnZaMjm73Y7ValUeVKlWdMGme59g6192Z5rU52aRf85U8qZPJfvECaj1+gN+HJKOSSQS+Dduo2nOIprnLKR57uJ2Luuo1diHD0oK8hPG45w8Bp3d2jMd3gOJRIJwQzOG3N31pbf98zWq3/yE4sunU3J10hUrWFPPzNIpoFZzume5cs9tePhpat76lD6/vJzSn12i7DNU24AhP0cKAEmPEQwGmTdvHm+99Ravv/46LS0t7doMGzaMU045hcGDB5Ofn6+Ie5EFXqBWq7HZbGRlZZGRkUFOTs4erSdqtVpJSOd0OrFarQQCASWESUza7mk/YvJWCPfUP2GRT/292BvE91OtVisCPlXMd/QqrfSS7iAFesfsj0AH2LBhQ4cTizabba9jqSUHnr25vlKgH2UcaQLdtXAF9Z9+jcZspM8NV6AxGbtsn4jHaZqzkIwxQxVRfqjZuHEjVVVV6HQ6Ro8eTSwWY/v27UQiEVQqFQUFBUpyOEjGO2ZmZhLaVk3dx19R//FXlN/2EzKOH0c8Hse14HtW/fRO8s49hYLzTsU5ceRhH6N8uJCIx/Gu2ZS0js9dTPM3i9oldVNptUkL+XFjcU4ZS+axo3qdhdi/ZQfu5WsxlRbiGJUsSRVqaGZWxYkkwhFO8yxXLN1r7/oTmx77N31uuIJjnkgmfkkkEiz78S2YSgro93839NoJB4mkIyKRCIsXL8bn87Fo0SI+//xzvv7663aW6aysLAYMGEBZWRlFRUVYrVY0Gg0Wi4Wamhq2bNmiJIETXlCFhYXk5ORgs9mwWCxotVr8fn+3Sh6p1Wrsdjt5eXlKX0KhECqViry8PPLz88nJyekw9j0VYWVPtcgL67sQ90LIC8v8/tCZeE/9S10nBf3RhxToHbO/Al3Su5ECXdIpR5JAj/kDbH36JWKBELmnH0/G2GF73Kb+069xLVyBsSCXkp9chEqtJuYP0LLge5zHjT0kNaPj8TjLli3D4/FgtVoZNWoUiUSCnTt34nK5gGSdRrPRSM2sebTOnI975gKCG3e7E5X+7BKG/v3BtMGWGOTIursHj0Q8jnvFOprnLKTpm0W0zF1MuDHd8qbW68gYPwLnlDFkHTeOjAkjesxlPZFIEA9H0BiSFu1YMMTaOx8jsKOGUa89oYjuNb/7I5sff44+N17BMX/ZJbrjcT61DyceiXLi+i+VrP6tS1biWbsJx8hjsA3u1/EHSySHObW1tbzyyit8/PHHfPXVV1221ev1jB49mpKSEoqKiiguLlZEf9us7ZDMEOx0OikoKECtViuTsQCxWAytVqvkHekORqORjIwMxTXdarWSkZFBIpHAbDZTWFiI2WzutnU7VbgD7US8eJ+6XAj+faGt9V38pbrci9816Xp/ZCAFesdIgX5k8sorr/Dzn/8cSCYfTU2+V1ZWxqpVq9ptIwX6UcaRJNDrPpxJ67LVGHKzKL3u0m7VKg83tVD1n/fImTZFSTxV/cbH+NZvwTqogsKLzjgEPU9aQRYvXkwkEiEzM1NJaFFbW0tDQwOxhhZqL76VeGrNa40ax4SRFJxzMvnnTMXSr0xZlTpwEojB2oGuoX40EY9GcS9bTdM3i2j+ZhHNc5ekxfgDqE1GMieOVCzkGeOGH9KkbolYbJcrfQ2Fl56piO5Njz/L+vufpPSnF7cX3aEwJ26YqWT4r3r5Pbb9/RXyL5hGxW0/VfYd2F6NIT9bhklIjmrC4TCNjY3U1dWxfv16li1bxoIFC5g3b16ndc8BTjrpJIYMGYLBYCASibBlyxal7Fp3sFqtSmZ5vV5PJBLBbDaTl5eHwWDA4/Hg8/m6vT+9Xk9eXh4WiwWLxUJ+fj7FxcUH7DeirWBPfZ+6LPX/fSHVIi/EfOr/QJrQT024KgV+70AK9I6RAv3IxOPxUFdXh8fjYdSoUSxduhSbLelJqdPpKCsra7eNzOIuOSzxb62idVkyo2LO6cd3Kc5Tsz/rszLpc9MViqXctXAFvvVbUGnUOKeMPfgd34XBYOCYY45hxYoVNH2/mgWvfkyWzUH/u5OZJasAlc2CRq0i74wTsZ04Ht24oWgdVvR6Pdo2D24RGygs6iJWHdLjB+XApGvi4TCtS1YlBfmchbTMW0rUkz4A1ljNOCeNxnncOJyTx5AxZshBE7BRrw+N2aTc3/WfzWHny++TMW445TddmWykUrHwjJ8QD0dwThmzu6ye2UQ8GEqLgVep1fS/7yY0VgvaFDf04sunU3z59HafbyqVAyeJRK/XU1hYSGFhISNHjuSSSy5R1sXjcebNm8emTZtobGxMs7jPmjWLWbN2VyrQ6XTk5OSQnZ2tiG+R3V1U7nC5XIonldfrxev1dpiMCZIu99nZ2VRWVmIymfD7/YoY1el0adnhITnRIBKTCrRaLTabTSn3ZjQaSSQSGI1GHA4HDocDi8WC1WrFbDYrLv2hUAiTyaRUFUkVyd3NXixc7lMt8B2544s/Iej3J64eSOtrarI80feOXPTlb6dEItlXbDYbNpsNtztp4KmoqNjjBIwU6JLDjngkQt1HyQGQY/QQxfW2I8LNLmrf/oy8c07GkJcNoIjzYG0DjV/OBSB76uS9Ks+2P0RaWmn8agGNX3xL+LM5hHbUEABcNgv97rgOp9OJRqMh+sy9aPKycGZnU1RURCgUoqWlRbHmmM3mdkmEUoV6W4tFNBptFwd4tBMLhnAtWpF0WZ+zCNeC74n5011StRl2nJNH45wylqwpY7GPHHxAQyH8m3fQPH8phrxscqZOApID15llUwjVNKRZuv2bd1D9+kfEAkFFoKvUapzHjSMRjxMP77bmFV58BrnTjsNYnJf2eRW/ve6A9V0iOdpRq9VMnjyZyZMnA3DbbbcRDof5+uuvWbduHYsWLeK7775jw4YNRCIRqqurO61LPGrUKAYMGEB5eTn5+fkMGzaM3Nxc3G43fr+f6upq3G43O3bsYPv27TQ1NdHU1MS6deu67KNwFTcajUpMu81mw2w2E41G0xLkiUoira2t1NXVdfs82Gw2CgoKMBqNZGVlkZWVhV6vJxQK4XA40O+axIzH40rme1Eabn8EfdtYeuEUmprdXmS9T123LyI/9Tcz9XdUWOc7sua3tfRLoS+RSLqDFOiSw47mbxYTaXahtVnIPvnYLts2zZpPsKae+k9mU3z1BcqPYzwcpvbtz0jE4lj6l5Mxbs/x6weCH264j+3P/hdSXPtUeh3qYZVoxg9j8/oN9DtmMA6Hg+JRw6itraWlpQW/309paSl5eXm0trYSCATw+/0EAgEsFgtmszktUZAQ6mIgkirUhRVCxPgdTWI95g/Q8t33NM9ZlBTk331PPBROa6PLylDEuPO4cdiH9t/rpHvxSIRgdT3E4kr9b4Bll9+Kb8NWRr/5lGKdrv9sDqt+9SB5505VBLpKpUKzK249WFWrCPSsKWMZ+OjtOIYPSvu88f97vl0f9FmZ6LMy96rfEolk/9Hr9ZxyyimccsopyrJIJEJLSwsbN25UXNPXr1/Pt99+y9y5c3G5XCxdupSlS5e2219GRgb9+vWjsrISp9NJZmYm48aNQ6/X4/f7aWxsJBKJYLPZUKlUbN++HZPJRDAYJBQKodVqKS0tZceOHaxdu1axoqvVaiwWCyaTCZVKRTQaxWq1UlBQQH5+PoFAAJvNpsTJd+WW7vF4upX4TqVS4XQ6iUajyu+X3W7H7/crVvpQKEQwGKS4uBi73Y7FYiE3N1excO9NfWGBEOdtfwtTxb2YyG7rmi9IPfbU92JSozt0JNw7W9bR+o5c+CUSyZGHFOiSw4pgbQMt85YAkHPa8XuM9c0980RQq8k5ZVJaqbL6/80h3NSC1mYh/5yTD/iPnH/zDhq+mEvDl98y/F8Po8t0AGAsyIF4HOugCrKnTiLnlMk4jxtLfauL9evXU9VQj2aLiT59+pCbm4vZbGb79u2EQiE2bNhAWVkZTqeTUCiEx+MhFAopbpCitm6q2BYWCnHcqWI91Q0+VawfST/6Ua+PlnlLlbJnrsUrSbSJGTXkZePcFT+eddw4rIMqupXPQLD16ZfxbdpGxW9/hrEgF4Dtz/43KbrPOZkxb/9daeta/AP+TdsJbK9WBLp1UAVZJ4zH3lZ0f/IcuqzMtIzotiH9sQ1pX1tTIpH0bnQ6Hbm5ueTm5rZbl0gk2LhxIytWrGDjxo1s3bqVH374gS1btlBdXY3L5WLx4sUsXry43bZms5nTTz8dp9OpiFedTofH4+Hkk0/mhBNOQK/XEwwGsdvt7NixgzVr1rBt2zaam5tpaWnB5XLhdrtxu900NTV16lIv0Gq1xGIx9Ho90WgUrVZLfn6+kller9cryfHUanWamE0kEjQ1NSn/h8NhxYLf0JBeAaOqqirtOCsqKpT92e12NBoNPp8PjUajeATY7fYOXUfFb5qYvO4uqVb6VKt86u9pJBJRhHxHwj811VOqm/6BoG08flsPudTf89RJilTBbzQa91gJQCKRHFpkkrijjMM5SVw8HGb7s28SbmzGOrCCwovbJ3RLxOMEtlcrFseOiLi9bP/Xa8QCIYqvmN5l2+4ScXtpmp10W2/4Yi7+TduVdaPeeJKC86cByQmGRDjSYWzvjh072LRpEwCFhYX0758UYiK5kJilz83NJT8/P7m/YBCfz6es02g0OBwOjEZjlyJbDB46s4i0Tb5zuIj2iMtN87dLkgnd5iyidekqEm0GQsaiPEWMO48bi6V/ebtj82/egX9bFY7RQxWBXPvBl6z93WM4Rh3DyJf/rLT9auAp+DdtZ8Ksl8nalceg7qNZLL3kV+RMm8KYd/6htK19/0tUGjWZx45C78w4SGdBIpEcKQQCATZt2sSGDRvYvHkzVVVV+P1+Fi1axLJly7q1DxH25HA4MBgMBINBCgsLueiiiygvL6e0tBSTyUQgEKChoYFwOExdXR35+fls27aN6upqRQCHQiHMZrMiPFtaWti8eXOHvyMiDl4kLFWpVNhsNvr27auUnBMZ710ulxIPb7fbycjIoLm5mWAwSGtrK6FQqNvnLCMjA71erwh3QEnm53Q6FZd0QPEaMJvN+Hw+9Ho92dnZGAwGJbZ+fxHCviPh3tX7tstSJwgOJJmZmcp5OlTIJHEdI5PEHdnszfWVFnTJYUPDZ98QbmxGa7OQe+YJ7dbHo1F2vvIBge3VFF5yJtb+5R3uR2e3UvqTiwnsqDkg4rzuw5ksueimNCGo0mrJnDiS7FMmpVlGu4pzLykpQaPRsH79eqqrq1GpVFRWVqLT6aisrKS6upqmpibq6+sJh8MUFRVhNBoxGo1KfHosFqO5uVlJ5COS+rRFWMyFG3xHLn8dbdOZu11PEW5qoXnuEiWG3L18DbQZwJj6FJE1ZZxiJTeV785a7F6xljV3/BFDXlZa9vLvzri2nehWaTT4NmxFY7Wk7b/4iulEPT4MuVnKstzTj+c0z4p2lvj8c6ce0OOXSCRHNiaTiSFDhjBkyJB262KxGIsXL+bzzz8nHA6j0WiIRCJEIhG2bt3KF198gcvlUqy1ra2tyrZut5uHHnqo0891Op0MHz6coUOHUl5ejsViUSZ/HQ4HFRUVlJSUoNVqaWhoYNmyZUSjUdavX8+mTZuIRqPk5+fT2NhIa2srRqORpqYmGhsbaWxs7NaxWywWRo8eTVZWFvF4HJ/PRyKRIBQKEYvFMBgMxONxJd5drVYTDAaVJHsANTU1afvcsmVLtz5bkJ+fj06nIx6PYzQayczMVGLqxWs4HMZisShx9h0hfnOBNJHdnfdt/+9MyLd93ROi3b6EDEgkkoOL/FZKDgs8K9cns7arVORPP6XDutJqrRZ9diahmnoSsfY/TqnZ3HWZDsXtvDvEIxFci36gafYCmr5aQMEFp1H2ix8BYBs6gEQshqWyzy639Uk4jx+f5prcXQoLC1Gr1axdu5adO3cSj8eprKxErVZTVFSEyWSiqqoKl8uFz+cjLy8Pp9OJwWAgJycHr9eL3+8nFospLot6vR6j0YjJZOrwhzhVrANps/UdZdZN/eHvrKTNwbK4h+oaaf5mEU3fLKZ5zkI8K9e3a2PuW4plYF/sQwdQdt2lirfCwrN+yqqbf8/YD/+liO7Ajhq2/OV57COPSRPo1oEVqLQaEilJ1zInjmTCl//B1GZSp/L/bmjXh72NWZdIJJK9RaPRMH78eMaPH9/h+kQiwfbt21Gr1WRmZrJ9+3Yls/s333zDN998g9frZfv27TQ0NGC32/F4PDQ2NtLc3MxXX33VZQ14vV6PyWRSqpIUFBSQkZFBRkYGZWVlZGVl4XA4cLlc5OXlYTQagWQ5UbfbzbJlyzAajWg0GsVFv6amhs2bN+N2u/H5fMyZM2evzomoCZ+VlUV+fj5Wq1WpC6/RaPB4PIpbt/id8vv9BINBbDYb4XAYl8uluIE3NTWl/Z7t3LkTSP/tg6TXmXCvdzgc6HQ6otEoZrNZmUQ3Go2K90Fqdn2bzaacm+4iJpm1Wm27vqT+9qb2/XDxhJNIJNLF/ajjcHRxD9U1smPGW0oZqewTJyrrEvE4iWhUKXMVj0aJur3t3IejPj87X/mA7BMnYKnss8fPTMTjuL9fQ+MuQd78zWJiPr+yPu/sk9Jcl1Njig8E1dXVrF+fFJ9Wq5XBgwdjNicnJdxuN9XV1YTDyeRmOp1OGQgZDAYSiQSBQACfz6e0EYgBlclk2us4vI5m6buio4FB28Q2exosBKvrlPjxpm8W4Vu7uV0brd1K9tRJFJw/DeeUMbQuW83i6b/APvIYpix8R2m34JQraZr9HcNf+CPFPz4XSJbr2/rUS1gH9aP0Jxd1+3xIJBLJkUg8Hqeuro5169axevVq1qxZg8vlwu/309TUhNfrxefzsWXLlr1yO0+lT58+DB8+nLy8PPr160dZWRmhUIhIJEL2rqolwhLu8/loaWnBYDAoNeBtNhv5+fm43W7WrVtHS0uL4oofCASUjOqpv3GpMdlivdlsJhKJoFKplDJ1RqOR4uJicnJyFI8Bk8mE1WolkUjgdrsJBAK43W7l+EUIwd6c47bWcvHbXFhYSCKRIBwOK0YFMSkuRLzISg/J33Sr1UpmZiaZmZlpQj+RSODz+fB6vQSDQcxmszIR0tNIF/eOkS7uRzZ7c32lQD/KONwEetTnZ8ez/yXS6sHcp5iiy89V3IbDTS3Uvvcl+uzMLl2HY8EQVS++Q6iuEV2mgz6//HE7C2c8GiVc14SxKFmSKuYP8Fn22LSEYrqsDLJOGE/2CRPIOmlipy70B4rm5mbWrFmjxPANGzZM+ULHYjHq6urauQrm5+eTk5OjCN9YLEYwGCQQCLQbTImBh8Fg2CuxLmibMKetiO8ObcV6YHs11S+/T/PXCwls20lwe/tyRLahA3Ael4wh3/LXF2iZtzRNdHtWrmfxhTdgHz6I0W88qWznWb0RtU6LsbQQjeHg1C2XSA4Gqd4/qe+7atd2eXfoats9TabtzVCio7Z7u//O+to2IVZXn9Mda2JXrsY9SVuBty+W0T0dS1fr4/E4W7ZsUYSqSGbq8XiUEm11dXVEIhEyMzNpaWmhpaWFYDBILBZLS9rWVRURh8NBLBZTRLNerycvL0+xyNvtdiV+2uFwKF4Azc3Nym9kKBSivr4ev9+vJJbr6HhE4rfU40/9E1ZxnU6nuNsL8ZyRkUFJSQkOh4NEIqGI5UAgQDQaRa/X4/P5CIVCSp16EaPfnez33SUzMxODwUAsFsPlcilCXqBSqcjKysLpdGI2m2lubmbixIk4nc4D1ofuIAV6x0iBfmQjY9AlRwTxaJSaN/9HpNWDLtNBwYWnpcX0xvxBgtV1hJtaiHq8aG3tXcrj4TA7X/2AUF0jGquZoh+djUqjIRYK07poBc1zF9P8zSJa5i/D3LeUKYvfA0BjNpEzLVnXNvuECWSdOAHbkP57ld17f3E6nYwdO5aVK1fidrtZvnw5gwcPJisrC41GQ2FhIXl5ebhcLurq6ohGo9TW1lJbW0tZWZmShMdisWCxWIhGo4orXyQSIRgMKsnlhFu6RqNBp9NhsVj2mNW1K3e5tgObRCJBuLEFlUGPxmIikUjgXbuJjXf/hWirB1N5Ca5vl7QX5Go1tuEDMfcvp+6Nj9FmOhg377/K6pDXR/ZZJ2Ee0l/xFjAOKGfyD58oVgiBoV9p0hpBMmSho+PpzrJ9abM37I0A2NvP7kjkdEfIdKdvnQmZPQmmPbE34rI7YqrtcXXWv/3t78EQTKmk7r+r4+wtgrK3sz8TG0crffr0Ud6PHTu2W9t4vV7Wr1/Pxo0bcbvdVFVV0dLSoiR1a2lpoba2lubmZlQqlfK6du1aVq5cSTQaVaqPRKNR5XsvBLZaraawsJCioiL0ej1lZWUYjUZaWlrIzMxk0KBBOBwOsrKysNvtmEwmIJlNXqVSUV9fz86dO2lqalJ+T+vq6pSs9AK1Wk1GRgaBQIBAIEBTU5OS5LUtFouFzMxMfD4ffr+fUChEWVkZDodDiW3v27cvKpVKKXsnYsOFdV+UVxUTDLFYTPGe8/v9imdDak17gU6nw2w24/f7iUQi7fIAlJaWHnKBLpFIukZa0I8yDhcLeiIWo/qNj/Ft3IbaoKfk2osw5DiJ+QNozCalXev3azCXF6NztM9AGo9GqX79I/ybd6A2Gii56nyq//sJte990XH9a2cGJ2/9Go1p72LBDjaxWIyVK1cqP7yFhYVUVFS0s3rX1tZSX1+ftsxms5GRkdGu/FokElFm88VgJxWVSoVer8dgMHQau94RoYZm6j+aRTwcoeznlynLF571Uxo++4YBD92C1m6jee5iGmcvINLQnP65Gg36HCcqrYbCy6dT+qsr0TlsxIIh/Jt3YCjOR2ttn39AIpEcnnQ1SdRRW0F3tmkrug/UcOdQxfHuyWvgQPSjq33s7wRlR/3t6phS30ciEdasWUMwGMTj8fDDDz9gMBjweDwsXbqUxsZGPB6P4gqv0WhoaGjA6/Xusc+CnJwcSktLKSgoQKvVkkgksFqtVFdXM2XKFIqKisjPz6ewsJBFixah0+kYOnQoiUQCrVarhJ61tLRQX1/PDz/8QFVVFTt27CAWiyleAyqVqlMXePE73pFHgSiXlhpn3hkGg4GsrCyysrLSzrXdbqesrIxwOKz8ptfU1NDa2operycWi3H22WdTUFDQ7fN2IJAW9I6RFvQjG+niLumUw0Ggx6NRat/5HO/aTah0WoouOxtjUR71n3yNb/1m+txwRZpIb0siHsezagNbn34J9/dryDvnZIqvPB9TcT7LrvwN1a99CIA+NwvnlDE4J48la8pYbEMqe21yr3g8rpTYgWRm3wEDBpCRkZHWTpTH6Sj+PCMjg9zc3HbJaESpNWFx9nq96W5+sRixxhZirV4cwwZiMBhQq9Vs/X/P0PjZHCrvvF4pI+devpZvxpyLPjuTk7bOSXopzFvK1r+/TGhnXfsDU6uxVPYh/7xTyDpuHJkTR6JtkyW9Lalu9amvbd9D9wfo+2M97ajt3roFd9ZubwXJnujofHTlBdFVH/fF42B/BUV3rMIdDfg7c33urljYX/bGqt7RNe+Odbere6W7xyLO0/54AXS1TXeOp62I687+9rav3f2+HwxBLDl4JBIJNm/ezLp161i3bh0NDQ3U1tai1WqxWq2Kdby2tpatW7ei0WiUCepUjzBRhk3cFyJreiwWU7zNROx3aWmpYuUWgt/j8ZCbm0tlZSVWq1XJMB8KhcjKyqKhoQGfz4fdbicQCLB582a8Xi8NDQ0EAgHl91cIaPG/yWRCpUqWqtNqtdTX1ytecKnearFYjFAo1K1M7gDXX389Z5555gG9FntCCvSOkQL9yEa6uEsOW2KBINX//YTAtp2otBqKLjkLc59iEokEobpGYoEQvg3bsA8fqGwTrKnH9d1yWpeupHXpKlwLVxBp2V1Opv8Dv8ZUnKwbXnLthWRNGYtzyhgsA/oeNgMutVpNv379yM7OZs2aNQQCAb7//ntycnIoKCggMzNTGTSUlJQASVfClpYW3G63Eo/mcrnQ6XSYTCbsdjtmnR6jzarM4je+9yXNcxeTc87JWCYMT1onlq9h3Wk/ReN0MHTpu8qAwLVxK57v11CzeDmqY4ejCoTwrliFsU8R8UCQz5yj0rKgA2isZjInjsI5aRTOyWPIGDusy8mWjuhugjmJ5HBnX62b+/rdONjfre72ubufv7/Hub/7kRxaYrFYWu4TQWr+k4KCAoqKijj55JOVyed4PK4koRPbejwe6uvrFWtyPB4nHA5TVVXF2rVrKSwsZN26dej1eurr6zGZTIpbuFqtxmQy4fP5qKvbPfG8ZcsWFi5c2GHftFqtEpNuNptxOBz4fD4KCgoYM2YMffv2pbS0lMLCQkwmk5J1XghtvV5PMBhEq9ViMBjQarWKlb6pqYnFixej0+mw2WxEIhFl8L9582Z8Ph9arRaXy0VzczMOh4OioiJaWlqwWCwUFkqBLJH0NqRAl/QaQnWN1Lz1KaHGZuKhMJZ+ZZjKkj8cKpWKzMmjCWyuovX71ejzspSa4jue+y/rH/hb2r5URgOW8hKcU8ZgHdBXWZ59wgQ4YcKhO6gDTEZGBmPHjmXz5s1UV1fT0NBAQ0MDWVlZ9OvXT4mnA5TyMi3ffU/DwuVE+xYSLckjEong37Sd1Vf8DpVGTZ9vXlZc4xo++4aq/7yDsTCXvKmTsFqt2EYMYb1Wi85ixmIwElMlLQpZZ5+ENjuT4JYdrJ72EwJrN0ObGXttdib2CSPImjSarOPGkTFyMJo9xLZLJEcjYiCvVqv3aGlO/QOUrNR781li/0LY7EuiyO6QaqEU1sfUfqTWdFapVN1y5xXbRqNRRfx0lGhMJCNLFWoajabT9nv6PEF3+ydKde3LZ4ns3eKeSLXgpoYcCfEZDoeJRCJKm7afKZYJq2qqR0nqtU+9XiIOWrhdi1fRF/Eqzo1arVbOuei3Wq0mGo0q20WjUaUPOp2unZeL8Pzq7D7ZX4SlXJSD69evn9J3gSg7mupRIq6FyChvsVjYsmULW7ZsIZFIsGbNGjZs2EB+fr6ybvPmzTQ0NFBVVYVGo0Gv1yv3rNjn8uXL+fzzz9HpdF3WUU/tW0lJCXa7HavVSlZWFjk5ObhcLmw2G3q9Hr1eT3Z2NtnZ2UydOhWz2UwoFKKuro6GhgYl0d7QoUP3+tkhkUgODVKgS3qcRCxG84LvafpqPsQTaK0W/A3N7HztQxo+/YZIqxvf+i0Eq2qVbUa/9bSSuT1j3HDsIwZjHdCXjAkjyJwwAvvwgaiPUCGo1WopMdsxh2pwaaBRm6CpqYmGtRuJ//EF9Ak4bvH7Svvt/3qDqv+8w4CHbqHy1BOSCWUMZmq9fhJAyOOlNhKhtraW+OiBFDmvwjByED6fD6PRiN6ZwWme5fjWbaHl/Vm0fLuE5nlL8G/a3q5vxj7F2MYPwzxmCKbRx2AoL1Z+/INAXUNDp27KWq0WrVaLXq9XBqDCvU8M+kQiITHQF4McMYiUHByE0NibgVzqQFwMdMX2Wq2WeDyeJtjEZ6QO+NuK1s5iWsW+RckkMRAWg2rxXmwvPle8pi6H3cIu9RjE/sW61DjR1PtVCIlUMaFSqRS3WTHwj8fjijurcEvtyMVciByNRqNY+dqiVqvR6XRp36F4PK5YDCORSFo2Z9E3IZqESNPpdMp7jUaTtl3bcy9Ervh+tv0+p177VFJjbIVYaXtNxf2Ruh+xnTjHbffdNm439dp1hFqtVp41qQJMCNS292DbSROVane5LnF9xPZtPzv1fku9n1OPo+2kiTjWjhD3bEfW5MOJjvKf7InU72vqxEDq9U+d2BDfGyGAw+GwMrEgKpyI3w+z2awIaZ1ORzweJxgMKvsKh8MYDAai0agiiIcOHUosFmPw4MGd9ll4sAWDQUwmE83NzQQCAfR6PWvWrGHVqlU0NzcTDAbZtm0b4XBYyf6eeo+I0msicZ4gtczb3kxkWK1W+vfvz0MPPcQZZ5yx19fiYPP000/z2GOPUVtby/Dhw/nb3/7GuHHjOm3/5ptvcs8997B161YqKyt59NFH044rkUhw33338e9//xuXy8WkSZP4xz/+QWVl5aE4HIlkr5ACXXLIaJ67mA2P/jOZnC0SJRYIEWpuIVzTQDwUJv+8U8k/71Tyzj6JzX95nu3/fK3dPgz5OVgH9kVjMijLck6dgiE/h7qPZmEqzscxeshhOSMcCwQJVtejtZox5GUDyaRrq2/7f0TdXsa+94zSdv0DT1L1wtv0f/Bmxv7qSjZu3Eizx0fo+7WEgLUrfqCkoi8Wi4WMccMIN7dgLi9Bp9MppWjsKz5Bm+vET1wpRaOZPBImj6SxxU31C/8l/MMGwis3EF61kbjXn95hlQr7sIFkTBpF1uQxOCeNxliYp6wWAsHn8ymD1q4GlEIMtM2Wm0pH5XEEba0ebdfB7kF8amxhIpFIE/5iH2LAkzpJkFoHXgzqxEBZiLRUQZhq4RRthYASg/ZoNEo4HE6re2swGBRrirA6ic9PnYhIHfSnChrRn9TEQ+Icx2IxZZAqPi9VAIvjEZa4tiJKtBHbtBUcbUXmnhD7OxDWsd5MV/d1Km1j5MW917ZcEuwWi8KKurd1qVMFYGqsa3fYG3GVej909Dnieynun46OtbNklkC7+7+zPqTep0J87S2pwr2796xo153zm3qe2pIqPlPvE41Gg9FoVCaBUr0SUp95qdbtVAu/+P61tbyL51PqfSieQeJZmfoMbPucSLW0a7VapX9tJ2hSr6OYMPF4PMqz1Gg0Ku+9Xi9ms1k5Fq1WSzQaVSZ1gsGg8myNxWL4/f5uXyeXy9Wtdp0hPlf8Nmi1WgKBAAaDQcn9YjKZqKioUM7nkCFDuPTSSzEajWRkZKSVUhWl3PR6PaFQCK1WS0NDA9999x0NDQ00NzezdetW6urqsFgstLa2KslfRax9qni32+3k5OQo2d69Xi9Lly5Vctv0Jt544w1uvfVWnnnmGcaPH88TTzzBtGnTWLduHbm5ue3az5s3j8suu4xHHnmEs846i1dffZXp06ezdOlShgwZAsAf//hHnnzySV588UXKy8u55557mDZtGqtXr26Xm0ci6WlkkrijjJ5KEhcLBNn02L/Z8NBTnbbp8+urGfzY71CpVHjXbmLTn57FVFaEqbQQS2UfbIMq0GU60raJh8M0fD6X1qWrALBU9qHgotNRdzPr+MEmHokQbmhGbdCjz8oEIOJys/GRfxBp9TLsmYeUtiuu+z92zHiL/g/8msq7fqm0/TwnWb7mNPdyJcP8hkf+wc6X3qP0usvoe/PVANTX17PmuTeI2s2oB/RBpdWQk5NDUVFRu2Rybfvo/mEdNbMX0DR/Kf5la4hsa19/XGUyoB/cD/2w/phGH4N55CASZiPxeByz2YzNZktzUxUC0WKxpFmXBKnCTgwWU4UqkDYITCQSStZ5sU1n1nhJ76CtV0PqpEVXtHWFFuIBSLv2qWJJfJ4YjIp7J9UK3dZ1OPXeE58jthX7S7V4i9rFqZMRQoSI7VL/xDGkWlVFW2GxFpM1qRbpVEt+qqAUlvjUyRdhWRPiXEx0iX2KY9Dr9WnW2dTzqNFoFBfp1AkasV3bayiOIdWNWZxnca1Ev0wmk2KpTD3nokKEwWBIO5ZIJJLm7SCuoZikEgKvrdU6dXJI9EGr1Sru38IqmnofiqSYwmtAxBbr9fq0ayyEo7CqClKvT6oFU5SyFHHC4nqKY20rZkXSr45c2mG3K3jqvZg6EadWq/H7/fj9fqLRqHIviD6n3k/hcBiPx0M0GlVcn1Otz1arFbPZrJx7UY5TnFej0YjJZEKtViv3mvgT35HUa+n3+5VjFR4LJpMJi8WiTDwJ13bx19EEzYHCYDAo4tloNKZZ1UWNdtGvRCKhnD9xnkX5UvG9ShXj+2IYiEajtLa2KtdO3Oup34PUax4Oh9POaVe0/T6kVmTRaDRs2bKFmpoazj33XIqKiva67/vDnpLEjR8/nrFjx/LUU8kxYzwep6SkhJtuuonf/e537dpfcskl+Hw+PvroI2XZhAkTGDFiBM888wyJRILCwkJuu+02fvOb3wDQ2tpKXl4eL7zwApdeeulBOtK9QyaJO7KRSeIkvY5QfRP+LTsw9++DLtOBqbgAlVaDzmFDl5VJ9okTcIwbpvzAWQdWMPzZR7rcZ2BHDbXvfaEkhHNOGUPWCRMOuvU83NhMsLoefVYmxqKkxTjicrP+/ieJuNyMeOGPStuVNz3Ijuf+S//7bqLy7huTC1UqNv/5eQCO+fNdSpI0Q0EOGrOJeEpiNa3DxqA//g5DfjakHFflnddTeef1af3Kzc0l986baGpqYseOHbhcLiVG3Ww2k5eXR252NpFNO2hdtprWpatwL1tF6/driAfaW5IsA8pxjB2GdfQQ1IPKCWQ7iKec2hgoMedicNgZarUah8NBZmYmRqNRGXQLC4fFYkGv1+/1LHbqAKTtgCZ5qneLDSDNgpQq2sS2wlqdOmBNjVlNtS6lDuDFoE4clxi8iXapAywxmE0dYAmLuRj0hsPhdkIz1ULfmRUMdotiIR5SY0pTB5OpA8pUcZH6manCJfVY2rYVfRDWu1Th0NE1E+cqVRiLz2srztsSCoWUdrqUMJa2lvw9hTykWv9T3cGFe3zq9RSCV9yzQnQJoQko108M7mOxGF6vF6/Xm+YGbTAYlOstxG+qh0MwGFT6k3qeUu9hj8dDJBJR9iGEkclkUsSN2Jeo7xwOhxVLo7g2QmwZjUZFsLjdbuUcC6u/uFfEsYqEW0LIir5FIhHF0teR23tHCJEkJt7EZEHqPSr2JdyQ/X6/8h0R50bcp8ICK0TXvtBZ/1UqlZLnI1V4i2skvGH2FiGexPkQwjZ1QlOj0WAymdK+j+JcBQKBfRK14pmdaq0PhUI0NTV1uk1ra2un6/aEEOB+v7/LzxCI+1sIVzFBotPpMBgMynctHA5jNBrTJhHE8yjVeg10+EzqCPGZqc/T1PMk7j/xPRHfidTQBJFN3ev1EgqFlNrlwpNAXOd9wWAwkJ2djcViUcJ6xPchdVLGaDQqlVfaMmLEiH367H0hFgqnlbaNejr3hguHwyxZsoQ777xTWaZWq5k6dSrz58/vcJv58+dz6623pi2bNm0a7733HpBM4FdbW8vUqVOV9Q6Hg/HjxzN//vxeI9AlEoEU6JJDgtqgxzqoArXRiD47g5ypkzCXl2AszsezagORllZibi86S3LmPhYI4l2zCbVeh21If2U/wZp6wi1uvKs34F2zCRIJNBYLzsmjMJeXpA3sw80uom4vugw7uoxdbmOhMK1LVkI8jnPyGKVtw+ff4Fq0AueUsWQdl4xxCjU0s+SiG4l5/Uxe9K6y73X3/ZXt/3qdyrtvoP99v9p1gGq2Pv0SAEP//sBu0Z2XhUqjIebfLYC1dit9b70WfY6TRMoAsvKeG+l//6/TjkGlUtH3lmv26lyLhG+eFhdb5synft5SWjZso2nDNlZu3gnh9gM5rcNGxrjhZI4fTsaEEWSMHYbemZHWRgw2dDpdWrysSqXC4/Hg9XqVAbXIPJtqWRE1YQWpCYvE/2KwnipeAEWEeL1exbogBEKqO7jX61VK59jtdiwWS1rivI5ItcS3RVgsUsXsngRkR0SjUXw+nzLAFxl6hejw+Xx4PB5loGWxWDCbzd0aTAoR3taCIzwOxOBdlN4TVrxQKIRKpVLEWWrccuoEgxhUCmujRqPBZrNhNBqVSYtIJILH40mGSewSK8FgEJ1OpwiOVEurGNyKv9T9CQug+Et12W0ruMREhchqLCZXUsWexWIhkUgosaTi3Ij7Umy3v6S62+6tR0eq+N8bhOARdEc8pcaVdxUy0h06Exepk0JissZsNqdZA4X7rrDQtqUzoet2uztc3lUoAJA2eZSK8CxIDQ/o7H5IJBLdFlR2uz3N+h+JRNIspGKyTCwX16KzayImfLpCq9Uq3yVxbsPhsCLqE4kERqMxTcwKLwPh5SG+f+JaCY8Nsc9wOKw8y4TYFH9iMks8U4U4Fr8Z4jvt8XiUa2EymZTvtclkwmw2p00i7S3iuSdc24PBoPK90Gg0uFwu5VkrJmLMZjM6nU6x5sPunBNiss7tdh8QT62OQlFE6JmY8BJeOsLLoa1njtVq3ePvWm9j06P/7NKDMpXGxkZisRh5eXlpy/Py8li7dm2H29TW1nbYvra2VlkvlnXWRiLpTUiBLjkkGPNzyDp+Auv+72JMfYoY+NDumc519/6F+o++Yug/HqL0pxcD4N+0nbnjz0ef4+SU6t0zpmt++weq3/iY3LNPwjFiMLahA7AOqmDO0DPQWMyc5lq2u+1v/kDVS+8y8JHfUPGbnwEQaWph/vGXodLpOMO/Umlb9+Estj3zKpV336AIdI1RT8u3SwCIB4IpojsbfW4WKu1uC53WZqHfXdcrbuyCfnf9kv73/QpVm7i+QY/e0e4c7Y9bfrjZhWflejwrN+BesRb3slV4Vq5Ps8YrmI1oKkuxDB1AzoSRFE4eh21QRVofO0JYr4A0yyXsns3viGAwqAhQn8/XzloriMfje7TEt0WIxo4Qyw0Gg9Jv2C2WhaAVFkaz2awM1gVut7vdgD81mVCqoBUJv0wmE6FQSPlM4Y7YkTVOp9N1msxKeB2I96kJjbRarVJyJzXrsfgT1qWOYpLbLutubHQqHo+nW+2E9WhPNDc3d7puT7G44nM6OtZUd9/OaFsHua1nAOxOage771vxHUhNKibuFSG4rVYrFotFOQ4x2Bf97ShuOnWiShybmNgRFn/hqprqOSKOU1iRhRgU93RqNm4hxILBIF6vN00gC0El7nEhXIR13OfzYbVaUavVGAyGtAkuYcUXE0HiPuxoUkv0XYglIT7E8QqBKCYuxOSLcLcW30PR17ZhBKnJvlK9KVI9QMTkQSqpiQBTRaI4x+IaCmGbGtYjQnra7rMrhAXW7/cr10HU2BbiVRy/+HzhBi4mMoUXxL4myrTZbPu0XWekhqTAbu8WEdJhMBiUWHExwSYm2bxeL263G6/XqzxnhMVcnBNx74oJmUAgoEzc7Isnwb54BYh7Q0wEqlSqtDAvEeJgNpuVfovvvgjFEfXZu5O9/XCn4o6fU37zbmNDy84aFg07qwd7JJH0bqRAlxwytBYTGeOGYyjISVtuLMrHMrAvusyUeAyNBmNRHjpnBvFoFM/KDdiHDUBtNKC1W3GMGEzx5dMx9y3Bt2k7Ko0GlaZNWRmjHrXR0GaZAXPfEtQGPfFIRMn0njlpNIloDMeoY3Z3wWph1Ot/Red0oNLt/qr0v/cm+t97U9p+VSoVAx64ud0xawwH9oc34nLjXbcF75qNeFZtSIryVesJ1TR02F6X6cA+cjCOkYNxjBqCdkAfquMhXK2txIBaoLZhJ2ZfC3q9XhlMiEGmsHrtD8Jik5WVBex2cRbCVrjmCQEgrIJCcIiBPCStUmLQnWrhEANlMXBTq5MZmv1+f6fiLdVCl0gkuiUkYbeLcWcIwdt2fyL7b2ripdQ+OBwOJamQcHNO9ThI7bfYru0xCPGROskhRIxwc0x1h09NPifeC1Hn9/uJRCJYLBbF0ibee71eRcgIgSrK/qTG/woxIdy7OxLb4hhSxaoQeuK4hGhMjQUV1zsajSqTIOJzPB4Pdrs9LRFYaky2EAtC/AkroTgnqRZH6LqsljjvQjCkenR0RWrsu/AoaOs5cihpm51+f0h1Ke5MNAqBL9zm95fuiuK2oSBtEdbgtqROUAq6ErZdTUzAbldrMVEnnoOpeTdSLboiNl6IQfGdFfHuwsKbGsctJh/FM1NcY2GlFpNBwjNAWMbFM1p4EIlrJSYHxXdbeM0EAoG075IQoeJ+Elb1tl5TBxPhJSDOn3j+ivKj4jiFZ4147oiJNnEfiOdAZmamEnvfNqxIsmc0Bn3aeEjrtnTaNjs7G41Gk1ZjHqCuro78/PwOt8nPz++yvXitq6ujoKAgrc2hdPWXSLqLTBJ3lNFjSeL8AZrnLUVt0KPW65OvBj1aiwmd04HG0l4IhptaaF22GvfyNcR8AfKnn4J92MBD1ueeIh6J4N9ShW/9Frzrt+Bbt0V5H67vPG7P1KcI25D+2IYMSArykYMx9SnucBDhdrupq6ujtra2S7daYRESVhrhNi6stHtjKeoJUl27hZASsZyAIqjEQFcMdn0+XzIDfkpWXUEwGFTcJ4WLuCjZYzAY8Pv9tLS0KFawUChEYWFhmmgRwlZYWdpa+WKxGC0tLe2suyaTKS0mOh6PKwP3VIt5MBhUXNEP9jUSLrSyzF3HiMG/8NxIFfDC8rqvCAGVGh8rJhuEwAOU+FdxnwrLuBBUDocj7foFg0FcLlda5YJIJILZbFb6L/Yh2ovvWWoIiogHFyEUYkJNWOD9fr9ioReJy4QlXYRi2Gw2nE6nEoIRDocVC6vf71dEoJj8Et9nIVJTczcIASbEm3gV5ygQCCix6xqNJq2fYuJMTP6ZzWYlvld4/4jPFBNsYiJITMgJcSr6Kc7J3nqx7E2Mf29EZJ0X95947op1VqsVm82mnP9gMKi4rYtJXOGhIlz6TSZT2kSkfB71brqTJG7cuHH87W9/A5LPutLSUm688cZOk8T5/X4+/PBDZdmxxx7LsGHD0pLE/eY3v+G2224DkuOg3NxcmSROcsiQSeIkvY7A9moWnn5tp+vVeh26rAy0dhtaiwm1Xo9Kp0Vrt6C1WTEU5BL1+ruMFz5ciEejBHfWEdi2k8DWnfi3Vu1+3baTQFWtknytIwwFOVgH9E2K8WP673rth9Zm7XYf7HY7drudysrKtIGP3+/H4/Eocctt4x537tyZtp/UGHARb+hwOLDZbAfEEre/6HS6LjPYp2K1du/8WSwWxW25I5xO5x4nv4Sg7cx6qNFoOg0Z6IzUpGndPZYDwd5YfEV8qLDyicmSjpIDCjEmki+JGHRhBRSTGuKYhdeAGPCnup8KD4DUhGuBQEApq5SaYDDVhVxY/VNdngFl38JNvampSUkSJ9aJCZQ9hWyIzxHWT6fTqVjvtFptmnU0GAwekHj5tqS6k4scDr2FnowP7chTRnhldKdEW2roQSodxd6L3BNim672n3p9hIVceJkIL4xUTwDxPRLeO2JCUqyLRqPYbDZsNluah4F4pqTee6nJ9xwOh5KNX3gLpCYPTJ0UFRNIYoK3LWKCUUxCSo5ubr31Vq666irGjBnDuHHjeOKJJ/D5fFxzTdJN/sorr6SoqIhHHkkmE/71r3/N8ccfz+OPP86ZZ57J66+/zuLFi/nXv/4FJL8nN998M7///e+prKxUyqwVFhYyffr0njpMiaRTpECXHBJUGg22If2Jh8JKNs94KETMFyQRiRAPRwjVNHTqqg2w5S/Po7GYMRbnYSouwFiUj7EkP/leLCvOR+uwHfIf+EQiQcwfINLcSrihmWBNffJ4ausJ1jQQqtn1WttAqLaRxB4GwGqTEWtlHywDyrH0L8faP/lq6V+Ozn5gxVdnbqZCgPh8Pnw+H36/X7FaiYFX2yRVAuFGabPZFAuS2KdwHzSZTFitVqXsDaBYVXq7Zf5QIdzzhQVOWCRTY2uFNV5YjjqbxBIWvEAgQGtrq2LtE9uLCQPhqpoa+9r2VQjjttcpNTRBuIemuuuKY2mLVqvFbrcr19/tdqcldTvUdDfGPpXu1CAXWdZTz4EQTIKu4vE7QohqcS3aZi8XAi61FJQQaiIHg+h7atZ/Ib5UKhU+ny8tcVXbiYLUbNnCkiksn8La6/f7lRJb4v4TFgSVSqUkyRLJJsUETVNTU9okh0j8JyysbfMGiOSEqeWkREx6qtt2PB7H4/Eo96iwhgsLfKqINRqNSrnI1MzpIju3ON7UOGlRu1p8X4TgFd+v1Kzf4jmZijim1Dh8cazCM0BM7hwJdBRCIDl6ueSSS2hoaODee++ltraWESNG8OmnnypJ3rZv355mBDj22GN59dVXufvuu7nrrruorKzkvffeU2qgA9x+++34fD6uu+46XC4XkydP5tNPP5U10CW9EunifpTRUy7ukMyKvu0fr6QtMxTlUXTpWUSaXISbXFS9/B7xUBiVWkU8FCFU10iwqpZAVQ2RJle3PkdjNWPIy05mb3dmoHc60GbY0WU60JiNaIyGpJu90ZCMU9fpIJEgEY8ns6rHd72Pxoj5A7v/fLtfox4v4eZWIi2tRJpbiTS7Ok7I1gkqnQ5TWSHmsiJMfYox9ylK1nwvK8JcXowhL3uPSdt6mmg0qpSXEVl5RTK4/a1jmzrwjEaj7cowiYF56sBViNbU0kxiMC4ErBiki8ziov8ihlK4rwJkZGQoogRQ3FxF7GY0GlWsVqliUnx+atk0Yb1KzWQu/lLrB6tUKgKBgHIuuyP6BEIAiKzEqTHVQpj3lse9SGglrJGd9Uu4AqeWJRJuycK1W1jLxTUXCdZSE8gJd27YXatcq9UqCQRTJ6hSk3EJMSQy3YtcCeLzxL0i7i1hNRdx8GISSlyL1BrRYt8+n0+pN+31epW+p5ZZs9vtSn/FPSNCHjqKl06dCBPnsSuES7bIZi4SJu4JcS4OtkgUEwOp3x+JRHL4sicX96MV6eJ+ZCNd3CW9GpVahUqvR2sxo3dmoLWY0VrMmEoLsY8Y1OngKxYIJsX6zlqCO2oJ7qwlsKOGYFXtLhFfS6TZRczrx+/dfoiPKolKp0OflYGhIBdjQQ6G/ByMhbkY8nMwFORgLMjFWJiHoSCn1wvwPSFK+thstnbu2CKG1ev1tqtZLYRHJBLB6/UqVtnUJGdtrYqpMZrdycy9PwirWWflnA41qTV9U63YbUVtahxyVwnvhPXbbrcrSQCFxVKIZSFgU6104lUIZRFXLVzPhWAUYldcZ9FOlGoS7rACMRnhdrsJBAKKd4XdblcE6eFIZmZmp+vE9RSW2wNN6uRBd0jtw96Ub+pocuBgIEIaJBKJRCI5GpACXXLI0Gdl0O+u65MZ1zsZdHc1GNeYjFgq+2Cp7NNpm5g/QKCqlnBjS5p1O+JyE2lxEwsEd7vXB0PEg2HikQgqtTopmNVqVGpV8lWjRmM2pfwZk/HxZhNaqwV9VgY6pwNdZtJK31myu6MRo9HYabbVzhAu9aKEmBDxOp1OiSH2+XyK63VqEiZhTRXCMTWDsognFu7iwk1UJBQyGo2Ka6VwP25qalKsl5AUkaLslLAaikznorRaaukvIaJFH0VpIIEQrdFoVOmfSK4l/hdutZ3FqYtzIKyzIvRAWOHFhIdIxGS1WtslozuYdFfoCRffA13qSSKRSCQSieRwRAp0ySFDEcEHEY3ZhLV/OfQvP6ifIznwiKzK0HmSs0Ml4nJycvbcqIdpmzk9NXFdV0nsJBKJRCKRSCS9l8Pbx1YikUgkEolEIpFIJJIjBCnQJYeMUCjE/ffff1DjhyXtkee955DnvmeQ573nkOe+Z5DnvWeQ510ikRwMZBb3o4yezOIus1P2DPK89xzy3PcM8rz3HPLc9wzyvPcM8rzvGzKLe8fI++nIZm+ur7SgSyQSiUQikUgkEolE0guQAl0ikUgkEolEIpFIJJJegMzifpQRj8cBqKmpOeSf7fF4ANi5c2evqTF9NCDPe88hz33PIM97zyHPfc8gz3vPIM/7vuGqqcOfiBFPxHu6KxJJr0TGoB9lLFq0iHHjxvV0NyQSiUQikUgkRzE/LFzMkLGje7obvQYZg35kszfXV1rQjzJGjhzJwoULycvLQ32Qa5JLJBKJRCKRSCSpxONx3HUNDBw5vKe7IpH0SqRAP8rQarWMHTu2p7shkUgkEolEIjlaKS3t6R5IJL0WaUKVSCQSiUQikUgkEomkFyAFukQikUgkEolEIpFIJL0AKdAlEolEIpFIJBKJRCLpBUiBLpFIJBKJRCKRSCQSSS9ACnSJRCKRSCQSiUQikUh6AVKgSyQSiUQikUgkEolE0guQAl0ikUgkEolEIpFIJJJegBToEolEIpFIJBKJRCKR9AKkQJdIJBKJRCKRSCQSiaQXoO3pDkgkEolEIpFIJBLJ0UwikQDA7Xb3cE8kBwNxXcV17gop0CUSiUQikUgkEomkB/F4PACUlJT0cE8kBxOPx4PD4eiyjSrRHRkvkUgkEolEIpFIJJKDQjwep7q6GpvNhkql6unuSA4wiUQCj8dDYWEhanXXUeZSoEskEolEIpFIJBKJRNILkEniJBKJRCKRSCQSiUQi6QVIgS6RSCQSiUQikUgkEkkvQAp0iUQikUgkEolEIpFIegFSoEskEolEIpFIJBKJRNILkAJdIpFIJBKJRCKRSCSSXoAU6BKJRCKRSCQSiUQikfQCpECXSCQSiUQikUgkEomkFyAFukQikUgkEolEIpFIJL0AKdAlEolEIpFIJBKJRCLpBUiBLpFIJBKJRCKRSCQSSS9ACnSJRCKRSCQSiUQikUh6AVKgSyQSiUQikUgkEolE0guQAl0ikUgkEolEIpFIJJJegBToEolEIpFIJBKJRCKR9AKkQJdIJBKJRCKRSCQSiaQXIAW6RCKRSCQSiUQikUgkvQAp0CUSiUQikUgkEolEIukFSIEukUgkEolEIpFIJBJJL0AKdIlEIpFIJBKJRCKRSHoBUqBLJBKJRCKRSCQSiUTSC9D2dAckh5Z4PE51dTU2mw2VStXT3ZFIJBKJRCKRHEUkEgk8Hg+FhYWo1dJWKJG0RQr0o4zq6mpKSkp6uhsSiUQikUgkkqOYHTt2UFxc3NPdkEh6HVKgH2CefvppHnvsMWpraxk+fDh/+9vfGDduXKft33zzTe655x62bt1KZWUljz76KGeccYayPpFIcN999/Hvf/8bl8vFpEmT+Mc//kFlZaXSpk+fPmzbti1tv4888gi/+93v2n2ezWYDkg9Fu92+v4crkUgkEolEIpF0G7fbTUlJiTImlUgk6UiBfgB54403uPXWW3nmmWcYP348TzzxBNOmTWPdunXk5ua2az9v3jwuu+wyHnnkEc466yxeffVVpk+fztKlSxkyZAgAf/zjH3nyySd58cUXKS8v55577mHatGmsXr0ao9Go7OvBBx/kZz/7mfJ/Zw894dZut9ulQJdIJBKJRCKR9Agy1FIi6RhVIpFI9HQnjhTGjx/P2LFjeeqpp4BkvHdJSQk33XRTh9bsSy65BJ/Px0cffaQsmzBhAiNGjOCZZ54hkUhQWFjIbbfdxm9+8xsAWltbycvL44UXXuDSSy8Fkhb0m2++mZtvvnmPfXS73TgcDlpbW6VAl0gkEolEIpEcUuRYVCLpGpmZ4QARDodZsmQJU6dOVZap1WqmTp3K/PnzO9xm/vz5ae0Bpk2bprTfsmULtbW1aW0cDgfjx49vt88//OEPZGVlMXLkSB577DGi0WiX/XW73Wl/oVBor45XIpFIJBKJRCKRSCQHFunifoBobGwkFouRl5eXtjwvL4+1a9d2uE1tbW2H7Wtra5X1YllnbQB+9atfMWrUKJxOJ/PmzePOO++kpqaGP//5z532t22iuPvuu4/777+/64OUSCQSiUQikUgkEslBQwr0I4Bbb71VeT9s2DD0ej0///nPeeSRRzAYDB1u0zZJXGftJBKJRCKRSCQSiURyaJAC/QCRnZ2NRqOhrq4ubXldXR35+fkdbpOfn99le/FaV1dHQUFBWpsRI0Z02pfx48cTjUbZunUrAwYM6LCNTBInkUgkvZtYMESoup5gdR3B6noizS4irR4iLjdRl4eI20M8GCIRjZGIRolHoiSiMVCrUOv1qA265Kteh9qgR5dhR5dhQ5vhQJdpR5fpQJ+VibEoD0N+NmqtHBJIJBKJRNLTyF/jA4Rer2f06NHMnDmT6dOnA8kkcTNnzuTGG2/scJuJEycyc+bMtORuX3zxBRMnTgSgvLyc/Px8Zs6cqQhyt9vNd999x/XXX99pX77//nvUanWHmeMlEolE0nuItLTiXbcF3/oteDdsxbd+C/6N2wjsrCXS5Dp0HVGrMeRlYSzMw1iUh7m8BOuAvlgGlGPpX44hL1tmXJZIJBKJ5BAgBfoB5NZbb+Wqq65izJgxjBs3jieeeAKfz8c111wDwJVXXklRURGPPPIIAL/+9a85/vjjefzxxznzzDN5/fXXWbx4Mf/617+AZPmJm2++md///vdUVlYqZdYKCwuVSYD58+fz3XffceKJJ2Kz2Zg/fz633HILl19+OZmZmT1yHiQSiUTSnqjHi2vJSlzfLce1cDmuRSsI1TR0uY3aaMBYnI+xIBd9diZahy1pCXdY0dptaExGVFoNKp0WlVaLWqshkUgQD4WJhyPEQ2ES4QixYIiIy02kxU20NfkaaWkl3NhCsLqeRDRKqKaBUE0DrUtWtuuH1m7FdkwljlFDcIwegmPUMVgH9kWl0Rys0yWRSCQSyVGJFOgHkEsuuYSGhgbuvfdeamtrGTFiBJ9++qmS5G379u2o1bsT5x977LG8+uqr3H333dx1111UVlby3nvvKTXQAW6//XZ8Ph/XXXcdLpeLyZMn8+mnnyo10A0GA6+//jr3338/oVCI8vJybrnllrS4dIlEIpEcWhKxGJ7VG3eL8YUr8KzeAB1UNjUW5WGp7IOlfznW/kmLtbE4H2NRHrpMx0G3XCficUL1TYR21hGsriNQVYt/4za865OWff/WnUTdXlrmL6Nl/jJlO43FTObEkWQdPw7nlLFkjB2KWq8/qH2VSCQSieRIR9ZBP8qQtSclEonkwBOsrsO1cAWuhctpWbic1iUriXn97dqZSgvJGDeMjHHDyRg7DPvwgWht1h7ocfeJBUP4N27DvWItrUtX0bpkJa3fr253fGqTEeek0eSefjy5Z56IpaK0h3oskUh6M3IsKpF0jRToRxnyoSiRSCT7R8wfoHXpKloW7raOB3fUtGunsZrJGDM0KcbHJwW5seDIyA0iPASa5yyi6ZuFNH+9kHBjS1oby8C+5J15Irlnnojz2FHSHV4ikQByLCqR7Akp0I8y5ENRIpFIuk8iHse7bssuIb7LVf2HdSRisfSGajW2wf0UMZ45bjjWQRVHjShNJBJ4V2+k4Ytvqf94Fs1zl5CIRpX1+twsCs6fRsFFp+OcNPqoOS8SiaQ9ciwqkXTNYSXQ6+rqmDlzJkuXLqWuro6WlhYyMzPJy8tj9OjRnHTSSUq8t6Rj5ENRIpFIOifU0Jwmxl2LVhBt9bRrZyjIIWPccDLHDydj3HAco4egtVp6oMe9k4jLTcMXc6n/eDb1//uaSLNLWWcoyKHg/NMo+vE5OMYMldnhJZKjDDkWlUi6ptcL9EgkwhtvvMHTTz/NwoULgeRMfVvED/z48eO54YYbuPjii9HpdIe0r4cD8qEokUgkSWKhMO5lq5WM6q6Fy/Fv3tGundpkxDHqGEWMZ4wbjrE4XwrLbhKPRGj6agHV//2E2ve/JOpyK+usgyoovmI6RT86F2ORnGCXSI4G5FhUIumaXi3QX3rpJe68805qampIJBLk5OQwceJEjjnmGLKysrDb7bS2ttLU1MTKlSuZP38+TU1NqFQqCgsLeeSRR7j88st7+jB6FfKhKJFIjkYSiQT+Tdt3W8YXLse9fA3xcKRdW8vAvmSOG6Ekc7MNqUQtJ3wPCPFwmMaZ89n56gfUvv8l8UAwuUKtJmfqsRRfeT5555yMxmTs2Y5KJJKDhhyLSiRd02sF+sSJE1m4cCHZ2dn86Ec/4uqrr2b48OF73O77779nxowZvPbaazQ1NTF+/HjmzZt3CHp8eCAfihKJ5Ggg5g/QsnA5Ld8uoWVXqbNIk6tdO312Jhnjd4vxjDFD0WXIZ+OhIOL2UvPW/6j6z7u0fLtEWa512Ci86AxKrrkQx1jpAi+RHGnIsahE0jW9VqBnZ2dz5513cuONN2IwGPZ6+1AoxJNPPsmjjz5KY2PjQejh4Yl8KEokkiORcLOLlm+X0PztEprnLqF16SoSkXTruFqvwz7yGEWMZ44bjqm8WArAXoBv03Z2vvweVS+9R2DbTmW5bUh/Sq65kKIfn4M+K7MHeyiRSA4UciwqkXRNrxXobrf7gHxpD9R+jhTkQ1EikRwJBHbU0Dx3cfLv2yV4V21o18ZYlIdz8hgyJowkc9xwbMMHojHoe6C3ku6SiMdpmrOQqhlvU/POZ8SDISA5uZJ37lRKrr2I7JMmolKre7inEolkX5FjUYmka7ol0GX29CMH+VCUSCSHG4lEAu+aTYogb/l2CYHt1e3aWQaU45w0BufkMTgnj8bUR1rHD2ciLjc7X/uQHTPexr1slbLcVFZE8VXnU3LV+ZhKC3uwhxKJZF+QY1GJpGs6Fegye/qRiXwoSiSS3k4sEKR1yUpa5i+lZf4ymuctbRc/rtJosI8YtEuMjyFz0mgMOc6e6bDkoNO6bDU7ZrzFztc+3J0FXqUie+okSq+9kNyzT5beERLJYYIci0okXdOhQO/N2dO3b9/O7NmzufLKKw/K/o905ENRIpH0NoLVdbTMX5b8m7eU1mWrSUSjaW3UJiMZ44btFuTjh6O1WXuox5KeIhYIUvveF+yY8RZNXy1QluuyMij+8bmUXHMhtiH9e7CHEolkT8ixqETSNe0Eem/Pnv72229z8cUXE4vFDvi+jwbkQ1EikfQUiVgM38ZtuFesxb18Le7la3AvX0OopqFdW0N+DpnHjiJzwkgyJ4zAMfoY1HppIZXsxr95BzteeIuq/7xLcGedsjxj3HBKrrmQgovPQGeXkzgSSW9DjkUlkq5pJ9B7e/Z0KdD3D/lQlEAyXCURixEPhUmEI8TDERLRGGqTAb0zQ2kX9fpQaTSojQYZyyvpFvFwmGB1Pf6tVfg3bMO7YSv+jVvxbthKYPOODuuOo1ZjHzqAzIkjlT8ZPy7pLolYjIbP57JjxlvUfThL8b7QmE0UXHg6JddeSOaxo+T9JJH0EuRYVCLpmnYCvaeyp/ft27db7fx+Pw0NDVKg7yPyoXjkEY9Gqf/oK0L1TYTrG4m0uIm0eoh6fETdXhyjhzDw97cq7T9zjiLq9UMHOSWcx41j4syXlP+/KJhAuLEF1Gq0VjMaqxmtzYLWYsY2ZADDn3tEaVv34UzURgPm8hJMpQXS2nmEEQ+HCTe2EG5oIdzYTLC6nuDOWoI76wjurCVQVUeouo5QXdcTs2qTEfvQAdiHDcQ+fCD24YOwDe2P1mo5REciOZIJ1TVS9cr77JjxFr61m5Xllso+FFx8BoUXnYHtmMoe7KFEIpFjUYmka7RtFxyoL8re7qeqqoqhQ4cybty4Lttt3ryZL7/8cn+6JpH0ShKJhGLhiUci1Lz5P0J1TYQbmpLiu6GZUF0j4YZmsk6YkCaOl1x8U4eCG4A2VqNEPNFhW5VGg0qjbt8WIB4n6vYSdXsJ7VqnNqZ72Ky86YHdbqZqNaaSAszlxZgrysgYO4zSn1zUzTMhORTEQmHCDc2E65sINzYTamhWxHe4oTnltYVQfRPRVk+3963W6zCWFmKp7IO1sg/mfmVY+5dj7leGqaRAlsiSHDQMedlU3PoT+t5yLS3zl7Hj+TepeetTfBu2svHhv7Px4b9jPaaSwotOJ3/6qVgH95OWdYlEIpH0KnpNHfTRo0dTXl7OW2+91WU76eK+f8hZy0NDIpEg5vWRiMbQZTqApOje8fxbuwR3M6H6RsL1zYQamgjXN5NzyiRGvvzn5PaxGJ+YjulUdGedOIEJn7+o/L/wzJ+gNujR52Shz8pA67ChtVnROqyYy4pwTh6jtA1sr0al06I26FHrdagNelRabYeD1FggSDwSJebzE/X4iHn9RL0+oh4fWquZrOPHK20XTf8F/i078G+pIh4Ipu0n89hRHPv1a8r/3199O4a8LDLGDsMxdhim0kI5SN5HEokEUbeXSLOLSHMr4bTXXe+bXERaWpMW8F3CO+rx7f2HqdXoszPR5zgx5udgLMrHWJSbfC3O3/V/HvrsTHk9Jb2GqMdL3YezqH7zExo+m0sisjvMwty3hNwzTyTv7JNwTh6DWlahkUgOOnIsKpF0zX4J9EQiwSeffMI333yj1EY/7rjjOP300/d6cPaLX/yCTz75hO3bt3fZ7u233+aiiy4iHo/va7ePauRDsfskYrGk8HG5ibg8RFrdRF0e9DlOnJNGA0kr5Iqf3kmkpTXpWu7a9driJhGNkn/BNEa//qSyv0/MQ6CTezfrhPFM+OI/yv9LLr4JtUGPITcLfW4W+hwnhtwsDLnZGApzMRXnH/yTsA8kEglCdY34N+/Av2UHvnWbMRYXUHbdpQDE/AE+zRiZNvmgz02K9YyxQ8k6YYJyfo90EvE48WCIqNeveChEPcnXiPK/b/drqyd5Pza7FCEeaW4lsY8TliqtNim4szPR52ZhyHGiz3aiz8nc9brrL9uJIdeJLtMhrd+SdsSjUWK+ADF/QHnVOTOUZ1TU56dp1nzi0RjEYsSjMRKxGCq1GrVeh7miDMeIQUDyO+FZuR5dpgNdhg2N1XJAJ3siLa3Uvv8lNW9/StNXC4iHwso6rcNGzrQp5Jw6hewTJ8ga6xLJQUKORSWSrtlnge5yuTjjjDNYsGABJpOJ3Nxc6uvrCQaDTJgwgU8++QSHw9Ht/W3atIlVq1ZxzjnndNkuEAhQX19PWVnZvnT7qOdofijGgiEC23YSrK5LWq7rd7mO1zfhGHUMZT+/DEgmRptZOqVTC2P++dMY/cYu0R2PJy3dnYju7FMmM/6T55T/v7/mDjRGA/pcJ/qcrF3i24khJwtDfjb6rMwDfNQHl3g0usuqLizsPqLeXZZ2j4+o15+0vnv9xANB4qEwUZ8f79rNSXf9xpak63TKY0jndGAqLYJ4nEQ8TrixJWntN+iBRNLtPh4HlQqVRp10zVfvcs/f5aYv3PVVWm36/xoNqFW7/k9pq267Tp3WBo0G1a51JBLthEai7WssRjwYIhYIEQ8EiQWCxIIp73ctTxUH+4vaZETvdKBzZqBzOtA7M9A5M3YtSy7XZ2UqFnBDjhNthl1auo9ShJcPKpUS/x9ubKb+0zlEW73JCclWD5FWL1G3h4jLQ9GlZ1F85XkAeFZtYN4JPyLmC6RZpAUVv/0ZA//fbwDwb9nBV/2ndtqX0usuZejTDwAQcbn5PGessk6l1aLLsKHLysBYmEfuGSfS9+arlfXuH9ZhqShFYzbt9TmIen00fjmPuo9mUf/JbMINzWnrzRWlZJ0wgewTJ+CcMgZjYd5ef4ZEImnP0TwWlUi6Q7sY9O5y++23s2bNGt555x2mT5+uLH///fe55ppruP322/nnP//Z7f1VVFRQUVGxx3Ymk0mKc0mXhOqb8PywDo3ZRObEkcllDc18WTix020iLrci0DVmE1FfQFmnMZvQZtjQZdjROWxY+pcr61RqNcf85W40FhO6TPsuq8+u10x7u0HjiBmPHshDPaBEvT5CtY2E6pJ/keZWIi0uwrustJGW3e7TkZbkspg/sOcd7yXCKny0obVZ0NqtyT+bNeW9Je29LsOBPispwnWZu95nOtCYjD19CJJdBHfWEWpoxliYiyE3C0habqvf/B8kEsqzBmDbM6/S9PV3FP34XPLOOgmAwI4a5h2fbHPy5tlK21W3/J7tz71J5V3X0+93vwCSHilzRp2Dxmzi2DmvEfX40BgNNM6cR+NXC7APH4R/0zZC9c2EG5rwb95BZJdnUCIUZuD/u42K316X/Nxt1Sy/5o5Oj8sxeojyXq3XEXW50xuoVGgsJrQWc1qOimQN++GotOkTY4lEgkQ4gqVfH6Vt1OtHn+NUvJAS0eiu0IwWfOu2YOm3+/c/4vbyzajkpL6xpABLvzIslX2wVJZjH9of+/CB6LOdnR6P1mohf/op5E8/hUQshmvhCuo+mU3TVwtoXfwD/k3b8W/azo7n/pv8jOJ8MsYNJ2PcMDLGDcc+fJAs4yaRSCSSA84+W9Bzc3N56KGH+PnPf95u3T//+U/uvfde6urqOthS0pMcabOWiXgcz6oNNH+zmOZvFtL87RKlpnL+eacy+r9/S7ZLJPjUMQKVWo2xJD/pJp7rRL/r1T5sIHlnn6zs17dpO1q7FZ3DethnI48FQwSraglU1RDcXkOgqma3EK9t2PXaSMzn3+fPUOl0SSFpNaPZleU9NeO7xmpGYzSgNhoUa7har0dt1Cv/a3a9qnTapBu1Wo1/0w6qXnoX79pNHSYpK772QoouOxticaK+AFGPF63dCvFEO4t2IhZPWuVjceX/RCymWOrbLWvTLhFPQCwGanW6db7tqyb5qjbo0ZiMaEwG1CbjrvfGXe8N6e/NJu3vYKAAAQAASURBVOk63gNEPV7CTa6k18EuoRWsbaDuvS9Q6XWUXrs7seHGP/4L14Jl9LnhCrJPPhZIWm8XnHwFukw7J67bnbx0ySW/ovadzzjmr/fS55c/BsC3YSuzB09Da7MwrXmp0nb5T+6k6j/vMODh2+h3+3VKH2aWTAaVijNCa1CpVCQSCVbecB/b//0G5bdciyE/m2BVLb7N22n4eHZyZxoNxGIMfPR2glW1bP3bfyi+8jyq/vNup+eg352/QJeZwfZnXyfv3FNwL1uNLsOG1m7D/cM6tDYL2VMnYczLxj5iUFI8N7nQOR3JyQCzCY3FhMZsSn5/D5BHRiKRIOYPEHV5kpODTS0Ed9Zh6lOM89hRQNIyP3f8BURaOp7QK77qfIY/m0ymGQ+HqXnrU2xDB2Ad2HePseYRt5fmuYtp+moBTbO/w71ibYeeUqbyYuxD+mMbOgD70AHYhvTH3K8MtXaf7R8SyRHPkTYWlUgONPv8C+LxeDq1ZJeVleF2uztcJ5EcKGLBELMHnrI7c7hApcLSryzNHVGlUjF125xuu/RaKkoPdHcPGrFQmMDWKny7rD2BrVUEdtQQ2F5NsKp2j2WvUtGYTRgKcpKu99mZ6DJ3WWqdDvSZKe7TmUnrrdaRtOoetEmMqVD280tJJBIEtu3EtXAFrkUrcC1cTuvSVRScP43sEyYAUPvBlyy/+nZ0zgysA/tiHdQP68AKbIMrsA7qh7EoT4rgowD38rUEtu/EMWoIxqLkM8C9Yi1r/+9x9M4MRrz4mNJ28fm/pGn2d4x46XGKLj0LgOCOGlbe9ACm0sI0ge5atIK6D2eRM+04RaCrdVoiLa20nefWZ2diyM9Brdv9E6vLtJN37lS0tnSLa+FlZ+EYdQy2YQNo+PwbgjvrCOyoJu/cqUSaW/lm9LmEauqpuP06Bvz+Vipuv47AlioWnHpV+4PfNYEUdXvJPf14dBl2bEP7o3NmYMh1ojYZ2fz4c8QCISZ9+waG/By0FjOrbn0Y3/qtqFQqxv/v+eSugiE+tQ0DYPQbT6LLSA6i1z/0FBse/BulP7uEoX9/UPnoOSPORm0yMPa9ZzDkZQPQPHcxzXMX4xgzlJypk5S2UY93j7HlKpUKrcWM1mJWrmNbzOUlnFq/kHBTC771W/Ft3IZvwxa8azfjWbke+4jBSlvv2s18f9Vvk9dNr8M6uDJZ5m/YQOwjBiWt4Q7b7utlt5J3xgnknXFCss9eH61LVuJauJyWhStoXbQiea22VBHYUkXdh7N2912nw1xehKVfHyz9yjALy36/MozF+VK8SyQSiaRL9vlXYvDgwTz//POcdtpp7dbNmDGDY445Zr86JnjnnXeYNm0aFouskXs0k0gkaPl2Ca1LVlL+66sB0OyquR1xecg8dhTOKWNwTh6DY9QxaC3mdvsQ2dQPR6JeH/5NO/Bt3o5/07bk+03b8G/eQWB7decl1nahNhkxlRZgKi5IZtsuzMWQl4MhPxtDXjaG/OT73lqLWqVSYe5TjLlPMYUXnwEks+Kn4t+0A1QqIs0uWuYtpWXe0rT1Y975u+Il4Vq0gsaZ8zCVFWEqK8JYlIchPweN4fD2ljjciUcihBuaiYcjmPsUK8tr3v4U38Zt5J87FevAZCiUa+EKfrj+Hgz52Yz7eHeeh1W3PUzz1wvTRHc8FKbh0zkYSwrSPk/nzEBtMhIPhpRlhrxs8s87VRGZgrKfXULuaceTuct6C8kM4Met+AStNf15M/TpBxj69AMkYrFddeLrCOysJeuECYSq6/j+qt8S2FlL8Y/PpeSaC8mZOonWpauYe9LlnZ6bYFUtemcGemcGWpuFwsvOxliUp2TONxbmYSrOR5+XpQjAnFMmA1Bw3jRlP+U3Xtlu331vuZb8807FmJ+TcjHilN98DdFWD1rb7ueCSqNWEgsKYsEQnlXrgfTyi41fLVDEfKpA/7JkCololON/+ARzeQkATXMW0jhrPpkTRpB72vG7uxEO73ECUJ+ViX5iphLSJEidOImHwmROGo1nxVqiHh/u71fj/n61sn7AQ7coYQPhxmaav12KffhATGVFyckCq4Ws48enVa4IN7XgWbke94p1eH5Yh2flejyrNhDzB5ITBuu3tuurSqPBWJyPqbRw118BptIiTGWFyjIZriKRSCRHN/ss0O+55x4uuOACxo0bx0UXXUR+fj51dXW8+eabLFmyhHfeeeeAdPCiiy5izZo19O/f/4DsT3J4EWpoZvuzb1D14jv4N20HtZqCi8/AWJALwIgXH8OQn33Yu6FDcjAZbmjGu3YT3jWbkq9rN+Ndu4lgVW2X22osZiwVpZgrSjGXF2MqLcJYko+pJDkA1DkzjrhkYG1dVPvecg1lv7gM77otu87hxuT5W7MR34ZtmFIEX9PsBay75y/t9qlzZmDIz2b4s4+QMTZpPfSs2oD7h3UYC3KSZexynOidjmTCuKOURCJBIhIhEY2l5VloXbKSUEMTjtFDMeQkY3+96zZT9eI76HOc9L3lWqXt8p/dReuiHxj8l7vIPjGZH6Lp64UsPP1abEMHcNzSD5S22/75Gk1fLcBUVqQIdFRJy7ixOb2age2Y/sT9QbSW3f2yVPZh2L8eRt9GdI985c/trJmm0kIlNCaVnFOnAEnB6F23ORkX3ZAsWRdqFPXkW8g944Rk2AXgXrGOuePO6/Q82ocNVN4bSwqwDemfLrpFGbvCPExlRUpbfVYmI//zp073u7eYSgowtZm80JhNDH7sd+3aVt71Syrv+mXaMpVWw8SvXiHSRszbhw2k+Krz0yY1oj6/Ek6jz9kdH940+zs2Pvx3SndNhAg+zx2PSqfluCXvK1nVm+ctpWXeEjLGDksTzIlEIu05l/o+Y+wwjp39Kol4nMDWnbhXrMW9fE3yb8U67MMH7e7LN4tZevFNQDKzu33YLkv78IHYhw/COrhfMtlnVmY70Z6Ix5OhBxu34duwy6q/Mfka2LyDeDhCYNtOAtt2dngtIFnVwlRaiKmsEGNhnjIBk5xcTf6vSZkIkUgkEsmRxT4L9OnTp/Puu+9y//3387vf/U75YRwxYgTvvvsuZ5999gHpYC8p0y45xHjXbWbLX1+g6qX3FOuWxmqm4MLTiYd3W04PxzI4iUSCYFUtnlXr8a7ZvEuIJ8V4pNnV6XY6Z8ZuEV5RiqWiDHPfEiz9ytDnZvUaAZ6Ix0lEo6BWK+JHWEaBtNAD/9YqIs2tGEsKFEEX9fpomb8MVKo0q1vj7AX41m0hc8JI7MOTwibS0srmvzwPKhUDHrgZjcmIY8Qg/Bu3EvP6Kf3JReScOoV4JEI8GmPLky+itVsx9+9L8RXn4d+2E//m7YTqGklEorvqhrvSJnzqPprFurv/nH6QKlXS1T/HyYgZfyRjzFAgaZlvmbcUXXZmsmRZVuauMmWZXWaZjkciyftcrU7z/vBt2Eo8FMZc2Uex7ger6/Bt3IbemYFtyO6Jy7pPZhPz+ck5ZbLijuxdu4mm2d9hLCkg78wTlbZb//4K4cZmSq65UBFmLfOXsfXvL2MdUE7l3TcqbRdfeAPeNRsZ/tyjZE4Ykfys979kyUU3kjlxJMfOeV1pu+L6e3EvW8XYD/5F7ulJkRXYUcOmx/6NbeiANIEe2FqFZ9V6QnVNyjKdw9bhxEfOqZOTgiVFRFoH9mXcx8+iz00X3UP+es/u8xqNEvP4iHp8ZIwbTtTjo+HLb4l6fFj7l2M7pjKtj1G3l6g32T7m8RHxeIl5fJT98nIlPty3cTtzhp/ZwVVMos9xKgLdWJSHSqPBUJCTYunOVQRXqkA35Dg5btmHne63N6PWanFOHtNuef65U8k/Nz17u9Zi5jT3ckJ1jWkeO44xQyn9+WVkHTdOWRb1+hQxr3Pu9oBq/GIuG37/NKXXXaqI40Qiwee549BazRz7zRtKiTfXwhW0Ll2JfcRgMick85CY+5agy84k79ypynMzdayhUqmwjxiMZ9UGoq0emr9ZRPM3i5T1o99+mvxzksfV8t1y6j6alZwYLSlQPJKyThhP9knpiUkT8Tih2gYC26oJbK8msH0nfuV9NYFtO4l5/cnJnvomWhf/0Ok51zkzkvdSimgXr4aC3KSXQ1aGtMZLJBLJYch+BUKdc845nHPOOfh8PlwuFxkZGdIVXbLfVL3yfjKT8K4Bk2P0EPr88nLyL5jWoet6bybS0qpYYIX7o2fVhvbZj1MwFOZiHzYQ68AKrAMriLo96JwO8s+Zqrjpe9dvoWnWfCLNLgx5u2uGb3vmVUL1TRRfdT7mXRY39/K1bH/+Tcx9iul7yzVK27X3/AX/pm1U3P5zpQaxa/EPrLv7z5j7lqTFly6/9ne4lvzA4D/dqbjNtsxfxqLzfoG5vITJ899S2i4862c0fjGX4TMepfjy6QB4Vqxj7oQLMJYUpGWlXv3bP1D33hcMeep+JbN1sKqWhWf8BJ0zg1PrvlPaVs14m52vfsCgP96hCPSox8fGR55BbdAz4IGblbaNs+az/d9voHM6yDl1Cmqdjqjby+rb/h8Ap/tXUrBLOKy541E2//l5yq7/EWU//xGh2gZMZYXM7HsCGrOR8puuxnn8OEK1DQSraon5ApBIEGlyEWlyodJoWHrZr0kkEtgGV7Lhoac6vK4as4lxHz/Lkkt+RTwQZMgzD9H81XfoMu20rlhL42ff4DxuLP1+9wt0GXasgyqYO+ECom4vJ6z+DEtlHwBq3/uSVb9+kPwLpjH69SeV/f9w/T2EquuZvOg9HCOSAr3lu+WsvOkBck47Ll2gP/UffBu2kn3ysYroDe6spfr1j3BOHpMm0ANbd+Jbv5VI6+57Vm1KWu9igd2u4QC2QUnrttq4e4LDXF5C+a+uajeZNuChW4n5A2mTDLbhA5laM5+4P4hvw1aivgDGghwqfvOzZF+qatn8lxlJEb2rNnxsl6COur2U/uwSin6UzOrdsuB75k25pMNrAVB5702KQI+6vWz7xyudtg3X755EEBn19W1qxifzNjjJGDtUaavPcXK674ej2tuiIzQmY1oIA5AW7620s5g5tWERwZqGNDFvGzqAoh+dk26Z9/iIutxEXW50mbuTTtV98hUbH/47Zb/4kTLBlEgk+CJ/AsTjnLhxFqbifFQqFbXvfUHN25+Sc+oUpix6N+ktsXYz2/71OsGddUTdHjyrNmDuU0zMHyARj9M05zs2/eGZdseo0mjQ5zoZ9eoTyuRFy4Lvafzy22SVD6cD25ABOKeMU6oyaB02om5vioCvJlhdp4RJiPfxQFCZTPSsXN/luVabjOizkiUWdVkZuz4rA53DlkzkmZrQ02pRlqlNRiVxp9qgS74aDclkmL1kMlgikUiOVA5IphKLxSKFuWS/SHVNzDvrJPRZGWRMGEHfW3+Cc/KYXjkgSMTjStKxRCLBlr++gGflenQZdrxrN+FZub59Ars2ZJ86mYyxw7AOrMCzagOb/vAMGWOHMeatp5U2sypOJLC9Gtv8/mmW2pU3PUD21Elp2ee3/v1lvGs2kXXCeEWg+7fsYNvfXyZz4sg0gd74xVxal6yk6PLpikCPtLT+f/buPEyOslwf/11Vve+zL8lk33eyL6whkgAKMXE74sJycDkEFVBBROGo34OIiIIgeiAgCsIBAX8gBjFAEBISEkhCdrLOJJl96Z7eq7rq90dP1VT39CxJZktyf65rrsx0V1W/3dPTqafe530eNKxdD199+8weAESPHEN4137IpgsLmh6kBjIrsAqWdDCipVTTbRajyrmZrSAvna5pmuWRXE74pk+EJeDN2NY/eyqUaAyuUe0F/Cx+L0bc8GWI9sx096Kl58Oa5884gRcsFpR99lKo8URGerymAaLdBltRAbyTx8I7eSzklhDiVdUAgKFXr8Dwr38BALD7tl/g4H2PYdj1n8eIG76MZEMTXGOGofr5NQCA4ksvRNnnLkOyoRmtOz9GsrYBEASgrSK1xeeB0hqBGosj9MFOVD76bMa4m95+H5veTs/Uzf/Xk7AV5UO0WXHsmVdw5HdPQXI6oCoKRLsNzes/wMZl10ByOTD2x99C3vxzkGxsRuijPTj84JOAKCBR2wDniKFINrbgoxvuTLf4+uZVKP/85Ug2NCN2tAbb/vMHgAbIwRD8M6dAg4YPv3wLoGkYseormPrwT6Am0/3rt3zuxnR6u6KgaNl5gCDi/eXfgKaqGPmtrxoF2Jo3bsN7S69Ov7haund98MNdqHnp9fS237kGZZ++BEA6M+KtSUvT/bQVBdkm/fIHRt2J2JFj2P39n3fYRld4cfuMpXlduGizprsL+DyweNyweN3GMhkAsJcVYczt30wHKd621nZeNySvG1avB3ZTkTLn0FIsbdzS6RjMBEFIV1ankyIIQrptZdZnTNmKpShbsTTjNovHhcUH30Kipj7jQq5n3EiUXHExfOe0F4xLRdt7t1tNnzPBD3fi+DOvwJrnx9AvL4dos8E7dTyqHnsOmqJg8aF1cA4thaZpOHj/auy59RcoWLwAw77+H4gdPor4sVqE9x6EJivQUikkqushuV1oeHMDqv/vH0g2t6Dmr691+nznrXkc3qnjAU1Doq4BtS+vhcXvhdXnhW/6BBRcMBeS1wPRZoV34mhoioLY0RpEDx9FvKo6vdyiJt2dI9nYAk1RoMbiiB+t6XaZVI8JQnsnjuwvSWpvpWeROu90YbGk7xe76oYhdfzX1KYPkgRB7HqbjG073S49TtFqMcZs/l6wWiCavhcsbT/309+11tZlJN1tRDO6jmTXnTH/KAhIdxsRhPS/ogAIgtEdZTCeTxFRplMK0BVFwerVq7Fp0yZUVlbioYcewtixY/H8889j6tSpGD9+fG+N87Tx0EMP4d5770VNTQ2mT5+OBx98EHPnzu10++eeew4/+tGPcPjwYYwdOxb33HMPLrvsMuN+TdNw55134n//93/R0tKCRYsW4Xe/+x3Gjh1rbNPU1IQbb7wRL7/8MkRRxMqVK/Gb3/wGHs/g78+qhCM4eP/jaN7wIeb+/dH0CZnfiwv3/mvA+8tqqoqav/0LsSPHMfwb/2Gs+Tv04B+x98e/RmDudPjPmYTgBzsR/HBX17PipYUY+uVPwztlHLxTxmHTJ69HoroOE352C/xtJ47Hn3sVzuFDjL7JOv+cqenCQaYUadfwIShdsRS+qZm1Gco/dxniNQ0ZBa7c40dhzA++AeewIRnbjrrpWiTqGo1ZTwDwThmHGX+8NyOdFAAm/eJWyK1heCe1v+/8Mybi/G1/77AW8pw//wpQVUimNcC+6RNwWWxnh9dl2iM/7XCbc1g5ztv8UofbR974FYy8MbPAldXvxeRf39Fh21yptVa/FzOf/nWHbSf94lZM+sWtGSmukseFRRueRyoWh2hrD+ZLr/wEnMOGwDdtvDH7qmkaJv/mx4Cmoewzy1Dx1RUA0lkOkf1H0ut7hw9Bsr4JjqGlOG/TCxAsFsSO1cDicUFuDiHZ0AK5uQVy2yyg3BKCrSAPF+15HQBw4N4/GEsEdInqeqOl4MhvX41Zz6Zn0w//7ikcfTKzBkjs8FEE398OACi+/CKMu/NbAICjT76Io3/sWC+kue3fkiuXoPyz6c+j6uf/gZoX/9lhW50ecAOA3NSCxjc2dLpt+efaU8RFi6VDCz1BkozWXYLpYopjSAnKv/BJI4DWA26p7Wff1Pb/c9wTRuETNe/1qMuALT+QkYFBpx9BFHOupR/yxSuMrAqdnmYvNwchmYL54ksvhDXgh9f0uaqlUii4aD6UUBhWf/r/JEEQkGqNAEjXN5j627uM7f/hmQoNwKL1z0GQJHgmjMKRR/6CykefRcGF8zDs6//RNvsdRONbG6GlUpDcLqQiUVjz/Kj927/w0X/9GJ6JoxHefaDT5zvvtSegaRqqHnsOFq8bDWvXt78WbUGpNT8Aye3E6Fu/BtFqRdO/NyNR14DIx4eNgE+JRAElBcFiATQNFq8bqUQCqdYo1LY6ExnRn6ZBjScyCiuelQTBCPRFqyX9OSWJ6Z/1CxD6hQC9NWdbC06jVacktgfNogSIQlswrQfX6aBaEMX0sdu21/eBlN5OU1VASUHV24Qq6fagakoBUirUZBJqIv2VSsjQkkkkaurT2WCAceGJiAaPk+6DfvjwYSxZsgTHjx/H1KlTsXnzZrz//vuYOXMmvvnNbyKZTOKxxx7r/kDdEEURe/bsOS2KxD377LP4yle+gkceeQTz5s3Dr3/9azz33HPYu3cviouLO2y/fv16nH/++bj77rvxyU9+Ek8//TTuuecefPDBB5gyZQoA4J577sHdd9+NP/7xjxg5ciR+9KMf4aOPPsKuXbvgcKRnHS+99FJUV1fj97//PWRZxjXXXIM5c+bg6aef7vCYg6X3pKooqFr9PD7+yYNGG7C5/1idsea4P9W++haqVj+HvPkzjHRaTdPwWuAcpKIxnPP0rxGrOo7mdzaj/o0NUNv+Y8sgCrD6vChaej7yz5sN75RxEB12hPccgHvUsIwKw/Gaekh2Gyw+D9NfqVvJphYkjtchFY0jFY8jFY0hFUsgFY1BjSVQ/MmLjArcwQ92omHtu9BUrX3mRc9mEASUf/5yeMaNBJDu4133j3XGDAsEIX1iKIgQBKDo0guMbSMHKtHw+jvtMzD69m375i+aZaThx4/XonHdpvZZGwHGbA4EAb5pE4xWhqloDLGjNZBcTljcToguJ0SblbM8NKjpfdqhaRnp93WvvQ01lkDR0vOMzKDm97aiYe278E4eh9LlnzC23XrNrZCbg5j6u5/AVpgHQRRx7Kn/D3t/fD/yFpyDkis/kb5gFwpj//97GKloDEXLzgcEAZN+cSuaN3yI7V/7YbfB/Nx/rIbcFMSHV90E97iRiOw71Om2s577LQSrBZuXfwOuURWIHqzqdNtxP70Jtnw/dtxwF2yFeUg2NHe67ZAvfxrOYWU4eN9jsHjcSDY0dbptwUUL4Bo7HC3vbYWaTCKy52Cn27rGj4RzWDlih45CTcqIVx7vdFtbcT6sBXmQm4NQZQVKY0un20JKf1ZBSXW+zRli0Ybnjey8/jJYzkWJBquTDtCXL1+OI0eO4B//+AcKCwths9mwefNmzJw5E88++yzuuOMOfPzxx6c8wNMpQJ83bx7mzJmD3/42vQZVVVVUVFTgxhtvxG23dayG+/nPfx6RSASvvPKKcdv8+fMxY8YMPPLII9A0DeXl5bjlllvw3e9+FwAQDAZRUlKCJ554Al/4whewe/duTJo0Ce+//z5mz06vc1uzZg0uu+wyHD16FOXlmes+B/pDUdM01L68Fntu/yUie9MnCa4xwzHhZzejdMXSXj8p11QVSjhqzMZrmoZNl16L0PY9WPTu/xktfiof/T989M0foWjpeZjz8v+idfte1P/zbRz89RNINjYDpnRtABCsFngnj0VgzjT4Z05J9zGeMvaMqCZPg4+e0qhpbSmOGtKzWqqKlCyn3596MKxpUGU5HTwAkJxOY99UOApVUSC5XZAcdggCoCopJBubIUpSOvOiLfBONrZAjcXS/e59HkAQoCkK4sfqAEk01hALApBsbIESjcGW50/3km6b1Ykfq4UgCHBUlBl/20prGKloHJLbaQQ2mqZBCYUhiEJGf2wtlUovJZGkAethryoKtKQMSFJGG75kYzO0lAprvt8ohqiEI0g2tkByOjIyYWKVx6HKSkb17VQ0hkR9EySHPSPjRQ62pjNQPC5jKYampmfGBvJ1OFH6qYX5M11P1zVmAdHeEQBAxuenPnubnqG0GtsaRUNNy2KM94koZlzw1FS1/aLTaS7Z0IRUNJ7RtSRWeRyhbbthzQ8gb/4MpOIJqLE4Dj/0Z8Sr61H66Utg9XngnjAKrR/tw+GH/wRHWTH8s6dCkxWk4glUP/cPyM1BFC09H47SQuRfNB/J+kYcvP9x2AoCcI0eDq3tb6DhzY1QWoIILDgHjvISFF40H0okhv3/8zCsAR+8U8ZBU9MztnWvrkOiuh6FixfAObIC+QtnIhWLY8d//Rj2smIUfmIRNCUFLZFE4zvvI1nbCP/caXANHwLfOZMgWizY/f17YAn4UHDR/PRxE0mEPtyJZG0jvNMmwD12OLxTx8Pi82D3zf8DyeVE6cqlgCAgFYuh5f2PED98DIF50+E7ZzIcQ0tg9Xiw8zs/TXeE+cwyqIoCJdiK8O4DSByvg3PEEDgqyuGbOh6eSWOwc9VdAADHiAogpUCJxqCEIoAsp4N4AIF5M5B/wTwcffRZiA67sTwqF8/kschbOBNKSwi2kkIc+e2fOt3WMXwI/LMmQ3I64awoy1nrQGcrLoBv2gRIHhd8U8Zh/y/+kP7cyrVtRRmGfv6TCO/Zj+JlFxj1X/rTQJ+LEg12J53ivnbtWvz5z39GaWkpUqnMK4xlZWU4dqzzFiJnomQyiS1btuAHP/iBcZsoiliyZAk2bMid6rlhwwbcfPPNGbctXboUL730EgDg0KFDqKmpwZIl7am6fr8f8+bNw4YNG/CFL3wBGzZsQCAQMIJzAFiyZAlEUcTGjRvx6U933uKnv8WO1mDLf3wbwfe2AgBshXkYe8cqDLv+c6cc2MqhMGKHjsI1aigs3nQwfvz/XsX2629H4cULMPuF3wFInyzGa+rT7cz2HTICdP+cqRj61RVI1DZi7bDzkKipzzi+NT+A/EUzkbdoFvIXzYZ/5iQG46eRZEMTVFmBvbjAOIFPNjQhfqwOFp/beB8A6fXTaiIB/6wpsLhd6UDzeC3Cew4axdv09NDgBzuQisbhmTA6ndKvqkg0NCO6/wgkjwueMSOM4Kp1z0GokSicI4bA4nanLx4FWxE9VAXBYYd7ZIURiEcPVkGJxuAcWmqspVbCEUQPVkG02+AZP8oYb2T/ESjhKFzDhxjFsZRIDJGPD0O02zKWMEQPVkEOheGsKIOtIAAgXegtvPcgxLaLTsa2R45Bbg7BObQEtsJ0hX01kUTr7gMQJDEjnTxWVY1kYwscZUVGsKnKClp3pi/S6jUOIAiIHa1BsqEZ9tLC9nXgqobQR3sAAL6pE4xaBfHqOiRqG9Ntp0wpmK3b9wCiCM+kMUbwlmxoQrKhGdY8Pxxl7f28w22zhe7Rw9Lbtl18SNQ1wOr3wTGkpG3RJhDauhOqkoJ30hiIdhugAYnaBsSP1sBa4Id3whjjeTRv3AotKcMzcTREpzN93IZmxCqPwZrng3/aBOO4LZs/gppIwjNhdPpiBwC5uQXRg1Ww+L3wThzT/tx27EMqGoN73Mj0xQ4AcksIkY8PQ3I5M35HkY8PIxWLwzF8CKw+b9v7JIp4VTVEhy3jfR09dBSpaBSOirL2bSPR9vdUW6ZE+n1SCaU1Auewctjy/emAJxpDeM9BCDar8bsXBAGR/Ucgt4Tal+cIAlKxOELb90K0SO0zcwIQ3l+JZEMTnMPK4SgtggYNWjKJ4Ie7IAhiRs2IyL5DiFfXwVFWDHt5Sfoik6yg5YMdAIDCi+Ybf8utu/YjVnkc9uICONreJ5qmGX3OCy+YZ/Rnjxw4gtiR47AVBuAoLzUuXoX3pGegfedMhMXugKZpiB2tRryqBla/J90tIH1lDJH9ldBSKXgmjYHF5QQ0IHa8FrGqaljczvTroGnQtHSnCk1JwTNxFCxuN6BpiNc1In60GpLTkdHVInbkKFQlBeeIobC2/d3LzSHEjqczTJzDyhE5UAlBEhE5WAU1kYRzWDk0VUXT+g/SBeYqj8M5fAgKL16Yfh1SKdS88E+kYjEM/fKnjfeU0hpB5MARDPniFfCMH2lc/Au+vx1KOIrh//l54/NEDkcR3XcIQ798JTwTRqe31TREDlRCCbVi1Hf/E462v3s5HEHrR/sw8savGNsKgoBY1XEkG1ow4d5bYS9K/z2nonEEt+2GJd8Pi9cNz9gRsJcWIVZVjWjlcRR/6mLYSwow5ItXQE3KCH6wExavG1pSRv656Sy1+NEaRA4dQ8FF82AvLsSom66FmpTR8MYGaHEZzqGlKDh/HgLzpiFRXY/okWPwzZgEa54P4+/6NlIpBbV//ScEixUWvxeFFy1AwUXzkaxrRPTIMdjLiiFYJCx8808QRBFVf3wBda++hZb3tqL005eg4qsrkWxsRqzyuLEM6cI9/0xv+/hfUb92PYKbtiH/vDko+dRiaAAEUcDu790DaBom3P09iA47GtdtRHjXfkQOVsI9sgKeKeNgLymAd8JoVP3xBcj1jShsyzCMVh6D3NKKVCwOi8sJq98D1+jhKLx4IY49/TLk5iA840dBlWXITUEo4SjUaAyiww7J64ZzSAns5UU4+Mv/Rd0rb6LgovkZf/9ENPBOOkAXBAFiJ1fyGxoa4HKdXtW2T1VDQwNSqRRKSkoybi8pKcGePXty7lNTU5Nz+5qaGuN+/bautslOn7dYLMjPzze2ySUUylwvbbfbYbf3bV/Vo0++gOCmbQCA0hVLMe1//wdWnwfRI8dQtfo5uMeMwNAvLze2b964DYnaegTmTDNO5MP7DuHoky/CmufD6Fv+09h2/flfQHjnx5j76mNGlXFbUV76pPLjwxnjmPrbu9InO8PLUf3XNTj+3Kuoe3Ud1Fjc2EZyOVFw0XwUfeJcFFw4D56Jo0+bmauzhRxshZpIGqmhmqoidrQGsUNVkNxOOIaUpos1qSpaNm2HKsvwTh4L0W4HVBXx2nrEDh2Dxe+B3BSElkrP7oW274GaTCIVixuzncmmFsQqq2H1eYy2TwAQ3nsIaiIJoL0omdwcSp+oe1yZM6619eljet3Q5HQxtGSwFcnmICSnA3LbmlZAgxyOIBWOIpVMwoL0cVUlBSUah6ikoISjgABAEKAmElATCWgARIcDgiBAVVTjWOm2hG0z0qKYLnrksMHi86aDCEGAaLVCkAQobWPQT8BFmxWwWNPrK9tmOgVruopzoqHFCFjUeDL9OzAvVVXbL9zqrdQ0TUv/3vQ1rGp6nKlkMl2AUNUQPVpjzHgmaushNwUhWC1wlKRnpFOyjGjlcUCDUfBJ07R0T/KGZjiGlhprhTU1HaRpqga5KZQuYKipSDYFkWxogqOsGBZv+/9Vwa17oKVSkJtDRu0BORSG3NgMW3EB7EXts+KRA0egySnIrRFj21Qsnq4m3hoxAhYgHRyriSSSTUGI1vR/u6l4AkprGBavB7a89poPwW170mn/NfWwtM0SK+EoEjUNsPi9sBXmGdu2bNmRfqxjNengTxCgRKKIH6uFxe3M6AUf3LwdcrAV9oNH23qVa0jF4m3BvB22rGJpyYbm9AUEnyf9O04kEauqhmCxwm4aQ/CDnYjXNcC2/0i64JqGdK/vyuMQRBH2koKMMcSP1yGy96DRkUJVFMQOH4MgCLCXFBoXZ4JbdyN+tAbRQJVRE0NLqUb/cOfwckhtF2fCu/cjeugo4nk+xNpSnDVVQ/RgZXrbYUNgaes8EPpoH6L7j8Dq98JWdLT997n/CADAGvDD6nO3HTfd/tLi82RkREQPVkFTVdjy/dDankfsyDG07vw4nb5d2p7qrQfo9pICiG0XFOTaBoR3H4DkdkIJhY1tY0eOQZWVdCZK2+8u2dyC8K4DkJwOKC3ttRpiVdVQkzIkjxsWV/p9IrcEEdl3CKLDDjWe/lyCAMSqjiMVS8Aa8LV/TrUF86LNCi2lAGr67zNRXQslloA1z5d+3QUBajyB+PE6CFapvYq70D6r74QAa34g/RkgSlBjcWhKW20JAYAgQkvKECwSPBNGwz9jEgRRhNwSRHjvQXgnjoF7zLD00hpRSLfCHDkUZVd+AoF50yEIAuTWMOKVx1F8yXlwjWzvAGDxe+AZPRQll1+AvLnTAQBKLI7wnv0oXXkJHOUl7dkaRfmQXA6UXH4R8ubNMN5/rWOGwTVmGOxFBcb7T7RZYc3zoeRTi5E/P708TdM0eMaPgnvcSFg8bgiiANFmhb0oH6LLgckP3gnnkBK4Rg2DIAjIP38OBJsFjvJi+GdORt78c6Cp6aURjuFDAFnG8G/8ByweN/IWzULl755CZN8h+GZOxtjbvmEUeNv13bsRUlK4+PDbcAwpQfx4LQ7/7mkc+PkjyF96Hqb85sfppUaiiH0/eRCpUBjnb38V3omjEa9tQNUTf8W+O36Fok8swqy/PgylNYL4sVpUjh0Jx9ASOIdn1qchooF30gH6ggUL8Ic//CFnv/M///nPOP/8809pYLrHH38cZWVl3W9IJ6SioiLj5zvvvBN33XVXnz2emkyi8n+fBdT0Gbzc1IJUawRWnwfhXfux/39+B9+MSRkB+u5b70Hzu1syes7Gj9bgwD2/h2fSmIwA3TV8CJK1DUaAAQB582bggh3/gGt0e9XvVDyBZFMLqn//F9S+/EZGsOUaMxylV1yMoqXnI2/RrIzgivqPlkplVJqVm4OIV9dDsKUDg1Q8ATWRRNO7W6DGEnCPHQFBFKClUkg2tiBWpQfS7XUCUrEYoGpI1jWmZ0YBQEmlZ5EtFiRb0gE6VBW2onxomgpY2lNlBckCa2EAgiYgXt2eXSG5XelAKOCF1euBIIpQVTVdW0AUEa+uM56L5HJCcjngGj4kPcssikjUNEBLJgBRSge/ogBAgKO8GAI0eKdNhHNISXrbusZ0WnpbESKdZ9JYCIIA97iRxoWsZFMLREvHC0ruEekTMfeYEemZY6QvdAg5Vjrpy0JcIyuMFmlKa9gIisxshXmApsE5rByuEUPT6fSRaHu6senwtrZgyzG01JjhTcUTEDLqUKV/sBX4oaka7KVF8Iwdnt42kYQaiaVn5qxta9U1DVa/F87h5bCXFME3fWJb9XgViepa43elz2jbivKhjhwKe1E+PHrhQ01Dfn0jNC3diUBfZ+9qO74l4Id73AijYFZ+OJp+z2iacVz9e8njgmtkhfE8fMFw24WStqr2+raaBovLBaep5Zh/5mRoyWTG62svLoBr5FBIDnv6NWt7PG9dE1LRKESbzeieIHmc6Qr0DkdGx4NkfRPk1jBEh914/2iqmr7AZbHANXq48RzkllbIwZBR7Erf1l5cAE0U2k/oNQ3e6WE4msshtBW0St+spi+oCIBjSHvmg2/q+PQMtyAYLxkAOErTFzPs5cXGMfwzJqazJow6Bumg0Dm8PL1soqzYeB6BOdOM+gdmrpFDAFWDc2iJkWnhm6rCUVoEQRKNjAoIAmxts96uURXpgFcQoIliutCa3ZYu0qlpgCjCXl6S/vucMi6dsSUIkHwe2EuLINps6QsjbbUZXGOGQ4AGz9TxsAX8EATAWlwAW2khBIslnaXT9lq6R1ZA1TQEZk+FvSh9EcReVgyrzwtBEjMLhY4cAmgaPNMmwtn2d++oKIPF62l/bm30v1/X+JFwttWqSDa2GBXs9YAbggjP+BEA0p8netaK3BLKuCijf6Z5J49LF+cbXm5kAjjDEVhy/N/pHjWs7f1QYtTLsHhcyF/U1ibU9Iaw5gfSz720yPh/QLTZ4NOzUow6GOlOIBAEWNsyggBAslmRN3+mUWjN/B4SRCHjdRQkKV37JuN91vb+FISMIpWCIKDkkxfl2Db3EoqiJYs6ratz8cdrM34OnDMJ7l/cilG3XAeLx218PgPA9NX3QJMV40KVo7wEpZ+6GLaCPHgnj8m4eDT99z+DpmpGFpGjpBAj/+sqVHzl0+n/lwQBVp8HVp8HF+5ak3NsRDTwTjpA/+lPf4oLLrgA8+fPx2c/+1kIgoDnn38e//3f/421a9d2mtZ9or761a/2ynH6WmFhISRJQm1tZlut2tpalJbmro5ZWlra5fb6v7W1tRkXKWprazFjxgxjm7q6uoxjKIqCpqamTh8XAKqqqjLW/fT17Llos2HGH+/Fvp/+Fk1vbUTjWxvx1uRlGHP7N1Fw/hwM/8YXM2aGgHRgoCkpIyUPAFyjh2HEqi/DOTyzh+6s53+bcUICpGfBPeNHpdfD/WMdjj/7d9S+vDZjxsI5YgjKP3sZyj57GXwzJp4RaxVPF6m2GVTzyVLzex+m0/MmjgU0FaloHLHK4wjvPwyrxw3XqPYLS2oiAU1TkYrGILXNjgk2C+xFBRDtViiRWFuLM7SlaKcDC8nlNIJnJVoDIaVAjaptJ3Ji+liCAN+U8bDl+QBRRLy6HrG22bhcvBPHwNZ2Ummtrus0uwgAHOXFRso4VBVyU9tMq154De2z8RZPewVyyWGHNeBvf4/qJ5Bt++kzswAgWi3pGUrT/cYJsCAYfcz1bc1roHV6zG6uxi9YLLCZZpGzpYMDKT1f73TAUV7aft5tenwAsOb5jQwFwSKlg0nT35/5eeo9moH037V/5hTTc0PGibLosBufGZqmoWjZBTmL2qUrI2euKy9dfkn7iXw3nwXm1OTuuDqZocq1TttRXpxup6S1f+kZDYKYGaRZ/F4glTLuN35pbc/PapqZtwa86QsKpveC+XdjLnRmK8xLL7cw7ja9FoKQsf7bMaQkPd6MA7b/aF4K5Bo5NHNdeBcBzomk3JqXfPTmttm92rtiLy5A4JzJPdrWN3EMfKZlDV3xjBsJz7iRGb9jcy0Kc8svZ0UZ7EX57TUq9PdD27+S22n8PuwWKfNv2xTAQhQzuldY/N50L/cetOiyeNwIzJ3Wo+cmuZwIzOnhtnYb/LOm9GhbQZKMIpTdbisI6SC/h/pyaVuuloIAMOQ/Ok6EBeZOy/k6l33m0g63pVtHDv6uPkTU7qSLxAHApk2bcOutt+Kdd95BKpWCKIpYuHAh7rvvPsyZM6c3x9mldevWYevWrRg+fDiuuOKKLk+O+9K8efMwd+5cPPjggwDSReKGDRuGVatWdVokLhqN4uWXXzZuW7hwIaZNm5ZRJO673/0ubrnlFgDp1PTi4uIOReI2b96MWbPSV6L/+c9/YtmyZYOuSFxw625Uv/AaErX1aFn/obHmz15ahNHfux7Drv98xonfqdBSKTS+vQnHn30VNS/+E3JTi3GfY2gpyj5zKco/exn8c6YyKO9jmqoH0Q7jRDJ+rBatu/dDdNjhGlaeTgsORxHaugupeALuURXGWt1kKAy5vgmCRcoIIjQNECQBeXOnwxrwQbBZET9aY6TA5uI7Z7IxMxyrqjZSYIH0SR3E9l657nEjjW3llhCS9U3pbTJa3aRb7VgDXuPETZVlqEk5Y4YFQPuMjKnQV64AjYiI6EzGInFEXTulAF0Xj8fR1NSEQCDQZ2vPn3jiCTzwwAN44IEHcO655xq333jjjXj44YeNny+++GL84x//gDQAraueffZZfPWrX8Xvf/97zJ07F7/+9a/xf//3f9izZw9KSkrwla98BUOGDMHdd98NIN1m7YILLsDPf/5zXH755XjmmWfwP//zPx3arP385z/PaLO2ffv2Dm3Wamtr8cgjjxht1mbPnj3o2qzFqqrR+PYmJGoa4Js+Hq3b9+Lww08ZAZWtKB9Dv7oCw/7z8z2++m2WisXRuG4j6l5dh5oX/5lR6M1eUojSlctQ/tlLkbdwJteT9yG9mrKuZdN2KNEo3GOGQxBEyMFWxI/VIrx7Pyze9Ky4mkpBjSXashsEuMcOh8XngeR0IFnfiGRDM4ROWm/5ZkwyZkyTDU1I1Dam11lbLG29YyVjrbI1z2dkWqiKArRVCO/JzBARERGdOgboRF3rlQC9P3zyk5/Ev//9b9TV1Rnp2Js3b8bcuXPhdDqxdOlSbN68GceOHcOTTz6Jq666akDG+dvf/hb33nsvampqMGPGDDzwwAOYN28eAODCCy/EiBEj8MQTTxjbP/fcc7jjjjtw+PBhjB07Fr/4xS9w2WWXGfdrmoY777wTf/jDH9DS0oJzzz0XDz/8cEbbuaamJqxatQovv/wyRFHEypUr8cADD8Dj6ZjSNJAfinKwFaGtu6BEYuk1eoIA75RxqPnra9j/80eM4j4A4Js2AUWXXYj8RTPhmzYhvRbNFPSlEknEK48jvPcgWt7fjpaN29Jrktta8ADpFNrSFUtR/vnLUHD+XPYb72NyKJzuVyuk14Sm4gnIjS1o3rwdiePpasxGlfFYPF1ACEJbsa902qzoTK+P9U2bYKTnJmobEKuqhuSwp9fPOuyQHDaIdhsEm409s4mIiE4jDNCJunbSAfpPfvKTTu8TRRF+vx8zZszAeeedd9KDMxsxYgSGDh2Kd955x7jtu9/9Lu6//34899xzWLFiBWpqajB69GjMnz8fa9eu7eJoZ6+B/FDUVBVN72xOF0byetIFp9wu+GdNgZZKoe7vb6HyD39B/evvtq+d04kibPl+CJKEVCIJpSWU8zEcFWUoXno+ij+1GEVLFrIVWh9RItF0SyufxwikU4kEGv61HkowDNeIoVDlpHF7KpaAxeuBvTAPFr8XqVgcieN1RsVcIL22T3I5IbmdsJcVweI+uzpBEBERnQ0YoBN17aSLxN19991QVRWyLANIB+VqW1EZq9UKRUm3EZo9ezZeffVVFBR0XlioJxobGzF//vyM295++234fD4sX74cQLpg2nnnnYfdu3ef0mNR3xBEERaPOx2Ye11o3b0fkssBW1E+XMOHoPTKJSi9cgmSDU2oe+3fqH/t3wht3YXw3kOAqiLZ0JxxPNHpgHvUMPhnTUFg7jTkL5oFz+SxnE3tA3ovW12ytjHduqe4EILNimRtIxJ1jelq2sV5SLYEoYTC0FQVokVK97gdPxLOtorOSiQKpNR08S+vG5LH1aHIHxERERHR2eakA/T33nsPn/nMZ/Dd734XK1euRGFhIRoaGvD888/jvvvuw5NPPomWlhZcc801+P73v4/HHnvslAYqyzJSKVNf3UQC27Ztw5IlSzKKwhUVFWHdunWn9FjUdyy+9Mx5oroeksuJRE09Ykdr4BxaaqSg2wrzMfSqKzH0qisBpFu0JRtb0gF6W29ma34AtqJ8BuP9ILL/CBK1DfDNmGjMalvyfEBVNeLHapGsawAApJIy5FAYCAmwuB2wF+cbv1O9crrO4nbBO3ls/z8ZIiIiIqJB7KQD9BtuuAHf/va38fWvf924rbCwEN/4xjeQTCZxyy23YP369bj99tuNominory8HDt37jR+XrduHWRZxsKFCzO209NmaHCy+DzAMUByOuCdOBqeCaPhHl3R5fpw0WaDo6zY6PFMfSu7yFsqFoemKJAbWyA57Igfq0XsaA0AzWhZZcsPwJLvR2TfIQhtlcqt+QHYCgLpwmxcakBERERE1K2TDtA/+OAD/PjHP85534QJE7B161YAwLRp09DU1HSyD2O48MIL8cc//hE///nPcemll+LOO++EIAhYtmxZxnY7duzA0KE9711K/UtvnZWKxeGfNYXV1AcRLZVC5EAl5MYWBOZOa++tO3wI7KWFUCIxNL+3FaosQw6GobSEYCvKz1jrLyB98cUS8DG7gYiIiIjoBJ10dFRWVoa//OUvOe976qmnUFZWBgAIBoPIz88/2Ycx3H777fB4PPjhD3+ImTNnYuPGjViyZInR+xsA9u3bh0OHDnVYq06Dh+Swp4M5TYPSGjFu1zQNyYYmpGLxARzdWU4UITeH0ksK2tb7a5qGVCSKyMdHEDt0FInqekQPHgU0Fc7h5bB4Mgu5OcpLYM3zMzgnIiIiIjoJJz2Dfvvtt+P666/HgQMHsHz5chQVFaG+vh4vvfQS3nnnHWPN+RtvvIG5c+ee8kDHjBmD9evX47777kNdXR3mzp2L733vexnbrF27FtOnT8fll19+yo9Hfcfi8yDZ0AQl2AqLz4P40RoEt+yA5HbCVlQA/4yJAz3Es4ISjiBZ1wTXqAoAgCAIcI8Zlk5PD/igtIYR2XcYcmsYclMQcnMQtoI8uEYNhWi1wlFeDMeQEqavExERERH1klPqg/73v/8dP/3pT/HBBx9AURRYLBbMmjULP/rRj4xe3qFQCFarFU6ns9cGTSdvMLS2iFVVI3qwEraCPHinjEPww11I1DdCbgnBUVII97iRXG/ex1RFQct7W6GlUvBOGQdbQZ5xn6aqiB0+htjR6nSmQyiMVDwBW2EeJIcDzuHlHfrSExEREfXEYDgXJRrMTnoGHQAuv/xyXH755VBVFfX19SgqKsqoqA6Af3jUgb4OXQ6FAQCu0cNgLyuCmpQRO1SF6MEq2Arz2HarD4kWCxxDSpCKJSA5HcbtSiSK8K79SEVjAABbUQEC82cgvHM/bMUFcJQXMzAnIiIiIuojpxSgr1u3Dlu3bsWIESPwqU99qkNwTpSLxesGBAGaLCMVT8Dq88Dq86TXodc2IBWNIXqwCp7xowZ6qGcMJRxBZH8lPBNGQXLYAQCukRUZ28Rr6hH5+DCSDc1Qgq0ovuxC2IsLAAD+mZP7fcxERERERGebbiPqJ554AjNnzsQ777yTcfuNN96IxYsX4+abb8aKFSuwbNmyjD7lRJ0RRBEWjxsAoARb228XBLjGjoAqK0jU1EM23UenJrK/EkowhOiByg73aaqK8N6DaN25D9EDlZCbg3AMLYWmKAMwUiIiIiKis1e3Afrzzz+PAwcOYM6cOcZtmzdvxkMPPQSHw4Err7wSQ4YMwdq1a/HMM8/06WDpzKGnuSttae4AkIrGEDtQCSXYCk3TENl3CKdQIoFMPONGwFZUAPfY4Rm3q4qC0Pa9iByoRGTfYUguB1yjh8E9dgTsrANARERERNSvug3Qd+zYgalTp8Jutxu3PfPMMxAEAX/605/wwgsvYNOmTXA4HFi9enWfDpbOHLkCdMFqQSoWh7UwD6IkwTWqgu26TlKivgnxmnrjZ8nlhHfSmIyK66l4AqEPdiF6sBLRQ1VwVpTBNaICgZmT4Ro+hK89EREREVE/63YNemNjY4e+4m+//TZ8Ph+WL18OACgtLcV5552H3bt398kg6cxjBOiRKLRUCoIkQbRa4Z08FpLbydZdpyDZ2Izwro8BUYTV54Hk6thBIRWLI7R1N2JV1Ug2NsE9ehicFeXwTBgFQZIGYNRERERERNTtDLosyxlryxOJBLZt24aFCxdmFIUrKipCXV1d34ySzjiSw54OwjUNSjhq3G7N83cIzjVV7e/hndas+QHYCvLgHFIK0VShXZeKxhD8cBfUZBL2siJ4JoyBd9JYeCePZXBORERERDSAup1BLy8vx86dO42f161bB1mWsXDhwozt9J6GRD1l8XmQbGiCEmyF1e/tcL8SjiBR04BEbQN808bD4vUMwChPD6l4wqjOLggCPJPH5kxRT0VjCG7dBU1WILmc8E2fAIgiRMspNXQgIiIiIqJe0O0M+oUXXoi9e/fi5z//ObZt24Y777wTgiBg2bJlGdvt2LEDQ4cO7bOB0pkn1zp0Xby6DsEPdiL00V5oioLI/o7VxylNbg4iuPkjRA8fNW7LGZwnkmje/BFaP9oHVUnBN2MiRJuNwTkRERER0SDRbYB+++23w+Px4Ic//CFmzpyJjRs3YsmSJZg1a5axzb59+3Do0KEOa9VPRn19PbZt24ZwuGPQBgCtra14++23T/lxaODpAbqcI0C35vkBQYBrZAU0DVBCrUjUN/X3EE8LqVgcWioFuaW106r3qqIguGUHwjv3A9AgOR0QGJgTEREREQ0q3QboY8aMwfr16/HVr34Vl156Ke666y689NJLGdusXbsW06dPx+WXX37SA1EUBddccw1KS0sxc+ZMFBUV4Tvf+Q5isVjGdrt27cJFF1100o9Dg4fF6wYEAZosIxVPZNwnOewIzJkG/4yJcI0YAgCIHqjkevQcHOUl8EwaC9+08TlnzjVNQ/DDXQht2wNoKjwTxsA/czKrtBMRERERDTKCNkgaTf/qV7/CHXfcgR/+8IeYNWsW1q1bhwceeADjxo3DmjVrUFJSAgDYuHEjFi5cmFG4jnpOrxUQDAbh8/kGejgIfrATSmsYngmjYS8pzLmNlkqhZdN2qMkknCOGwjV8SD+PcvCJV9fBXlIIQez2Ghtad32MxnXvQ0sp8E4ah7yF5xjr1YmIiIj602A7FyUabLo/u+8nq1evxo9+9CP88Ic/xLJly3D33Xfj/fffRyQSwcKFC7F///6BHiL1ga7WoWcQBSjhCOJV1VCTyX4Y2eAVPViFyL5DCO852O22saPVaHpnM9RkEu4xIxicExERERENYqcUoK9btw6/+c1v8NJLL0E9xdTjQ4cOdagMP2nSJGzYsAH5+flYtGgRPvjgg1N6DBp8ehKgx44cRyoWh9zQAlVRIDeH+mt4g5I1z5fucR7oWPneTGkNo3nDh0jFEnAMLUPBBXMZnBMRERERDWLdBuhPPPEEZs6ciXfeeSfj9htvvBGLFy/GzTffjJUrV2LZsmWnlHZeWFiI2traDrcXFBTgzTffxOTJk3HRRRdh7dq1J/0YNPgYAXokCq2T949jWBmsPi/yL5qHwOypnabCny2seX4E5k6Ho7yk0220VAqtuw7AVpQP99gRKPrEQkg5eqITEREREdHg0W2A/vzzz+PAgQOYM2eOcdvmzZvx0EMPweFw4Morr8SQIUOwdu1aPPPMMyc9kFmzZnUoPqfzeDxYs2YNFi9ejDvuuOOkH4MGH8lhh2izAZoGpTWScxvRYoF/5mS4hg2BxePu5xEOPE3TED18FKosG7dJdluX+0T2H4Eaj0Oy21F0ybmw+rqebSciIiIiooHXbYC+Y8cOTJ06FXZ7e2rsM888A0EQ8Kc//QkvvPACNm3aBIfDgdWrV5/0QL74xS/i0KFDaGxszHm/zWbDX//6V3zta1/DsGHDTvpxaPCx+NPBoxxs7dH2WioFpTWMVDTW/cZngOjBKsSOHENo255O26iZte45gJb3t0NTNXgmjmafcyIiIiKi00S3AXpjYyOGDh2acdvbb78Nn8+H5cuXAwBKS0tx3nnnnVIht8985jPYsGEDCgoKOh+sKOKRRx7BoUOHTvpxaPCxtgXoSg8CdDnYirrX3kbN3/6FyMdH+npog4KjrAiizQbnsPJuW6Mlm1rQ+OZ7SDa2QHLYYQ2wOioRERER0emi2wBdluWMteWJRALbtm3DwoULIZpaPBUVFaGurq5vRklnNIu/vVBcT2aIRZsNSiSKRENjj2fdT2eSy4nAvOmwF3d+8QoAVFlG/WvvQE3KsJcUwj93Wj+NkIiIiIiIekO3AXp5eTl27txp/Lxu3TrIstyh4rre07C3vfDCC4hEcq9NpjOD5HZBkCRoqRRSkWiX21r9XvhnTETBuXMgWiyIHTnWT6PsP5qmIbz3IJRw+/u+u37nmqaheeM2JOoaILatOxclqa+HSkREREREvajbAP3CCy/E3r178fOf/xzbtm3DnXfeCUEQsGzZsoztduzY0SEVvjd89rOfxbFjgz8Ia2pqwlVXXQWfz4dAIIDrrrsO4XDXvb3j8ThuuOEGFBQUwOPxYOXKlR0q2VdWVuLyyy+Hy+VCcXExvve970FRFOP+t956C4IgdPiqqanpk+fZFwRBaK/mHuymHzoAW2E+XKMqAEGA3ByE0tr9PqeT2OGjSNTUo/WjfdB62L4wVnkcrTv2AaKAvIUzYMsP9O0giYiIiIio13UboN9+++3weDz44Q9/iJkzZ2Ljxo1YsmQJZs2aZWyzb98+HDp0CPPnz+/1AfYk5XkwuOqqq7Bz5068/vrreOWVV/D222/ja1/7Wpf73HTTTXj55Zfx3HPPYd26dTh+/DhWrFhh3J9KpXD55ZcjmUxi/fr1+OMf/4gnnngCP/7xjzsca+/evaiurja+iouLe/059qUTLRQnOR2wFRVADraicd2mvhxav3NUlMHi88I9bkS3M+dA+jVrfu9DqIkk3COGwjd5XD+MkoiIiIiIelu35Z3HjBmD9evX47777kNdXR3mzp2L733vexnbrF27FtOnT8fll1/eZwMdzHbv3o01a9bg/fffx+zZswEADz74IC677DL88pe/RHl5eYd9gsEgHnvsMTz99NNYvHgxAODxxx/HxIkT8d5772H+/Pn45z//iV27duFf//oXSkpKMGPGDPz0pz/Frbfeirvuugs2W3urreLiYgQCgX55vn3B6vcihp4VitM5SgvR8K93oKkaIgcr4R51ZlT3Fy0W+M+Z1OPtldYwkvXNsAZ8yFtwDgSmthMRERERnZa6n54DMHnyZKxevRqvvPIKfvzjH8PpdGbc/81vfhMffvghLr300j4Z5GC3YcMGBAIBIzgHgCVLlkAURWzcuDHnPlu2bIEsy1iyZIlx24QJEzBs2DBs2LDBOO7UqVNRUlJibLN06VKEQqGMugAAMGPGDJSVleETn/gE3n333d58ev3C4vMAggA1mUQqnujRPtY8P7xTJ8BeUgjpNO6PrqkqWnd+jGRD00ntr4QicI8fCd+08bAV5vfy6IiIiIiIqL+wQXIvqKmp6ZBSbrFYkJ+f3+la8JqaGthstg6z3iUlJcY+NTU1GcG5fr9+HwCUlZXhkUcewezZs5FIJPDoo4/iwgsvxMaNGzFz5sxOxxwKhTJ+ttvtGb3u+5sgirB43FBaw5BbQpBKi3q0X3rGWDyte33Hj9ch2dAEuTmIwDwvRKu1R/tpmgalNYJkfSMkmxXusSP6dqBERERERNSnejSDfra67bbbchZgM3/t2bNnQMc4fvx4fP3rX8esWbOwcOFCrF69GgsXLsT999/f5X4VFRXw+/3G1913391PI+6c5QT6oeskuy0jOI8drUEqkez1sfUlx5AS2EsK4Zk0psfBeSqRRPD9jxD8YAcAwF5SCMtpnEVAREREREQnMINeXV2Nv/3tb9i7dy9CoVDO4m2CIOCxxx7r1QEOpFtuuQVXX311l9uMGjUKpaWlHXrAK4qCpqYmlJaW5tyvtLQUyWQSLS0tGbPotbW1xj6lpaXYtCmzAJpe5b2z4wLA3Llz8c4773Q57qqqKvh8PuPngZw911kDXsSPVveoknsuoe17EK9tgK3aB/+sKT0qsDZQNFU1xicIAjwTRvd8X01DZM9BxGvqkKhpgGfCKDhHVvTVUImIiIiIqJ/0KEB/8MEH8b3vfQ+yLBu36QG6IAjGz2dagF5UVISiou5TrRcsWICWlhZs2bLFqG7/xhtvQFVVzJs3L+c+s2bNgtVqxdq1a7Fy5UoA6UrslZWVWLBggXHc//f//h/q6uqMFPrXX38dPp8PkyZ1XkRs69atKCsr63LMPp8vI0AfDPRWa6lYDKos93g2GQAi+48gUVsPuTkE36Sxgzo4VxUFrR/tgzXfD9fwISe8f6K6DnJLEIm6RjiHl8M5tAyS3db9jkRERERENKh1G8WsXbsW3/72t+FwOHDbbbcZwePvf/973HLLLRgxYgQA4Dvf+Q5Wr17dp4MdrCZOnIhly5bh+uuvx6ZNm/Duu+9i1apV+MIXvmBUcD927BgmTJhgzIj7/X5cd911uPnmm/Hmm29iy5YtuOaaa7BgwQKjXd0ll1yCSZMm4ctf/jK2bduG1157DXfccQduuOEGY8b717/+Nf72t79h//792LFjB77zne/gjTfewA033DAwL8YpEK1WSK50AcITSXMHAFtRPkSbDfbiQlgL8/pieL1GbmyBEmpFvKoaavLE0vFTiSSiB6sgB1thDfhgcbvgqOg8m4KIiIiIiE4f3c6g/+Y3v4EgCHjttdcwb948XHPNNdiwYQOuv/56AMDPfvYzfPOb38Tq1avxwQcf9PoAH3/88W5ngweDp556CqtWrcLFF18MURSxcuVKPPDAA8b9sixj7969iEajxm3333+/sW0ikcDSpUvx8MMPG/dLkoRXXnkF3/zmN7FgwQK43W589atfxU9+8hNjm2QyiVtuuQXHjh2Dy+XCtGnT8K9//QsXXXRR/zzxXmbxe5GKxiAHwydUkdzq98Li90EJhhCvqoZ7zHBoqorY4WNwDCsbVEXk7CWFUJMyrHk+iLYTm/mOfnwYWioFpTUCx5ASOIaUnFCmARERERERDV6ClmsxuUlpaSkqKirw/vvvAwCuueYaPPnkk0ilUsY2iUQCw4cPx7Jly/DEE0/06YDp1IRCIfj9fgSDwUGX4g4AidoGhPccgMXrgX/m5BPaV24OIrR9DyCKyJs3HdGDVUjUNsAa8MM3fUIfjbiHYwuFYfG4Tin1PlHfhPCujyGHwhCtVlg8LgTmTWeATkRERKeNwX4uSjTQuo0WmpubMXp0ewEra1swEIvFjNvsdjvOO+88rF27tg+GSGcTo5J7OALNdBGoJ6x5fli8HkBVEauqgWNoKUSbDc5hA5uBEa+pR2jrLoT3HDyl4+hp/wIAyWmHo5yz50REREREZ5JuA/T8/HxEIhHj57y89PreysrKjO1SqRQaGxt7eXh0tpEc9nTad1uP7xPlHJ5e85+oroNotyEwbzqseX7jflVRem2sPSU52irkCwI0VT3p47jHDIdz+BBIHjcgilx7TkRERER0hul2Ye6wYcNQVVVl/DxlyhRomoZXXnkF48ePBwCEw2H8+9//xtChQ/tupEi3Lnvuueewdu1aHD9+HPF4POd2giBwNv80ZvF7kaxvNAqhnQhbQR4ktwtQNaiJZEZvcFWWEdy8A/aSQjhHDjU6EPQFcxs1a8AH/8zJvdKnXGmNQBAF2EsKOXtORERERHSG6TZAv+CCC3D//fejtrYWJSUluPzyy+F2u3H77bejpqYGw4YNwx//+Ec0NTXhC1/4Qp8NtL6+Hpdccgm2b9+eswe7WV8GXtT3rG0ButLSCgw/8f29U8dDtFk7vA+S9U1Qk0kkG5rTM+2S1EsjbqdpGuJV1Ygfr4N/5iSjCNzJBueaqiJ6oBKOYeXQFAVyUwsAwFkx+AsnEhERERHRiek2QP/sZz+LDz/8EFu3bsXSpUuRn5+PX/3qV/jGN76BX/3qVwDSQcmIESPw3//933020O9///vYtm0bxowZg29+85sYO3YsvF5vnz0eDRyLP90PXWkNQ9O0E77g0llPcEd5CQSrFZLLAaEtONc0DVoq1atV3pP1TVATCcSr60+qz7lZ7MgxxI/XQm4JQfKmg3xbQR4kp6M3hkpERERERINIt1XcO/PBBx/gueeeQ1NTEyZOnIhrrrkGfr+/+x1PUlFRESwWC3bu3In8/J6336JMp0PlTE3T0PzuFmipVDo13Os5ueOoKhI19bCXFBoBebZ4TT2iByrhGlUBR1nxSY1VaQnBEvAZFxKU1jBS0TjsJYUnNW5dKhpDy+aPAE2De9xIRPYfAVQVvhmTYPXz4hQRERGdfk6Hc1GigXTS04YzZ87EzJkze3MsXYrFYli2bBmD87OAIAiw+L2Qm1ogB8MnHaCHtu2BEmqFllI7TQlP1jVCUxRoqfbibZqqAprWaVBv1vrRXsjNQbjHjTQCfIvXc9JjNot8fATQNFjzA9CUFKCqkNwuBudERERERGeok2/K3M/Gjh2b0dqNzmx6EKq3FjsZ9rIiAECsqrrT6uneqePhHj8K9tL22W65OYimdzajdefHGdu27j6A4JYdGe3frAEfBEmCJvdudfhEfRPkliAginCNHob48ToAgGNISa8+DhERERERDR49mkEfDNXTr7vuOtx66604evRon1eLp4Gn90OXTyVALylE7PAxqIkEEtX1OYNbQRDgKC3KuE0JhtP3WTP/POTGZmipFFKxuFH0zTGkBI4hJT2abe8pLZVCdP8RAOlicGo8ATUehyBJsBcX9NrjEBERERHR4NJtgD5YqqevWrUK//73v7F48WI8+OCD+MQnPgFRPG0SAOgEWbzpXt+aLEOJRGFxu074GIIgwDmsDJGPDyNWeRz2siKj9VlXXKMq4KgohaZmvt9dY4ZDtEgQ9b7mQK8G5rpYVTXUZBKiwwHnsHJjJt9eWtQnj0dERERERINDtwH6YKqe/vvf/x4XXHABLrvsMlgsFpSVleUM0gVBwIEDBwZghNRbBFGE1eeF3BKE0tJ6UgE6kA5qo4ePQU0mkaht6HEhuFw9xrNn2vuKs6IMWkqFNeCFmpSN1mqO8hMvYkdERERERKePbgP0V155BSUlJXjvvfcGtEBbVVUVzjvvPFRVVUHTNMiyjMrKypzbsg/6mcGa54PcEoTcHDzptdeCKMI5rBzRA0cQq6xOz0IP8veHIElwjx4GAIgeqgIAWAN+SC7nQA6LiIiIiIj6WLcB+mCpnn7rrbeisrIS5557Lm6++WaMHTsWHs+pV8qmwcsSSLfekFtCJ9UPXecoK0LsyDFY3E5oigIhx+z4YJCKJyDabcbz1DQNidpGAO0F74iIiIiI6MzVbYA+WKqn/+tf/8Lw4cPx+uuvw263d78DnfYsXne6QnoqhVQkahRmO1GCJCEwbzpEy0l3FexzqqIg+MFOSE4HPJPGQLLboLSEoCYSECQJtsK8gR4iERERERH1sW4rZl133XV46623cPTo0f4YT6disRjmzp3L4PwsovdDBwC5OXRKxxrMwTkAxI4chybLUJMyxLbq8YnaBgCArbigR8XtiIiIiIjo9NbtWf+qVavwyU9+EosXL8Zrr70GtZN+0n1t0qRJaGpqGpDHpoFjNaW594ZUIonokWPddiToT0okivixGgCAe+xwCKIILZVCsqEZQLrQHRERERERnfl6NK04GKqn33jjjbj22muxY8cOTJkypU8egwYfa146QFeCrae0Dh0ANFVFcPNH0BQFkssJe9HA1lXQRfYdBjQNtsJ82PIDAIBEfRO0VAqiwwGrj7UWiIiIiIjOBt0G6IOlevqXvvQl7Nq1C4sXL8ZPf/pTXHrppRg2bFifPR4NDpLbZaxDV1ojpxSsCqIIR3kxYpXHETt8FLbCvAGv6J6obYASagVEEa7R7e/nRE06vd1eWjhQQyMiIiIion7WbYA+WKqnS5JkfP9f//VfXW4rCAIURenrIVE/EAQB1jw/kg1NkJuDpzyb7KgoQ/xYLVLRGJINzQM6i64qCiIH0he7XMOHQHKk6yuk4gkowXRKv72EAToRERER0dmi2wB9sFRPP5E1w4NpfTGdOmvAh2RDE5SWVmD4qR1LtFjgGFqK2JFjAz6LrskKRJsVaBuTTi8OZw34jaCdiIiIiIjOfD3qg37RRRcNePX0gSpORwPPEmir5B5qhaaqp1zR3DG0FPGjNelZ9Pom2IsLemOYJ0xyOuCfNQVqIpnxnJjeTkRERER0duo20mH1dBpoFrcLgtUKqCqUUPiUjyeaZqyjh45CG8CLP4IgZMySK61hqPE4e58TEREREZ2Fug3Qb7zxRqxbtw47duzoj/EQ5WTN8wMA5OZgrxzPWVEG0eGAvTgf6OclEfFjtYgeqsp5YSBRl74YZs0PQDDVXSAiIiIiojNftwH6l770JXz3u9/F4sWL8fvf/77TCu597S9/+QtGjRqFNWvWdLrNmjVrMGrUKDz//PP9ODLqD3q7NbmpdwJ0QZIQmDMVrpEV/RoIp2JxRA5WIlZ5HMn6jpkp+m22QdICjoiIiIiI+k+3a9AHS/X0v/zlL2hpacHixYs73eaiiy5Cc3MznnrqKXzmM5/pk3HQwLDl+xEBoIQjUGUZotV6ysc81bXsJ0rTNIT3HgJUFdaAv0OFdqU1DDWRSKe35/v7dWxERERERDTwuo1QNE3r8VdfFnLbvn07pk2bBpvN1uk2drsd06dPx7Zt2/psHDQwRJsNktsFAJCbQ716bDnYiuDW3UhFY7163GyJ6joowRAESYJ73IiO9zO9nYiIiIjorNZtgK6q6gl99ZWamhoMGTKk2+2GDBmCmpqaPhsHDRxjHXpTS68eN1Z5HEowhMjHR3r1uGapWBzRg1UAAOeIoZCcjg7bML2diIiIiOjs1r85vqfA5XKhsbGx2+0aGxu7nGXvC01NTbjqqqvg8/kQCARw3XXXIRzuutp4PB7HDTfcgIKCAng8HqxcuRK1tbUZ23zrW9/CrFmzYLfbMWPGjJzH2b59O8477zw4HA5UVFTgF7/4RW89rUFHT/tO9tI6dJ177AhAFCG3BI0e5L1JU1WEd+2HlkrB4vPCMaSkwzZyyJTeXhDo9TEQEREREdHgd9oE6JMnT8a7777bZcu3pqYmvPPOO5gwYUI/jgy46qqrsHPnTrz++ut45ZVX8Pbbb+NrX/tal/vcdNNNePnll/Hcc89h3bp1OH78OFasWNFhu2uvvRaf//zncx4jFArhkksuwfDhw7Flyxbce++9uOuuu/CHP/yhV57XYGPxewFRhCbLUMKRXjuu5LDDNTydnRHZfwRqMtlrxwaAVCSKVCwOwWKBZ9IYCILQYRt99tyaH+j3tfFERERERDQ4nDaRwMqVKxGJRPClL30J0Wi0w/2xWAxf/vKXEYvF+rVA3O7du7FmzRo8+uijmDdvHs4991w8+OCDeOaZZ3D8+PGc+wSDQTz22GP41a9+hcWLF2PWrFl4/PHHsX79erz33nvGdg888ABuuOEGjBo1KudxnnrqKSSTSaxevRqTJ0/GF77wBXzrW9/Cr371qz55rgNNEEVY/V4Avb8O3VFRBsntgqYoCO8+CK0XW69ZvB74Z06Gd/JYSPbc2R1MbyciIiIiog4B+re//e0epZJ3pb6+Ht/61rdO6RjZvv71r2PixIl47bXXMG7cOHz/+9/H6tWrsXr1anz/+9/HuHHjsGbNGowfP77bavO9acOGDQgEApg9e7Zx25IlSyCKIjZu3Jhzny1btkCWZSxZssS4bcKECRg2bBg2bNhwQo99/vnnZ6T0L126FHv37kVzc3OX+4ZCoYyvRCLR48cdSNb8AIDea7emEwQB3kljIEgS5JYgYpW5L66cCHOQL7mcsAZ8ObdjejsREREREQE5AvSHHnoII0eOxA9+8AN8/PHHJ3SwvXv34nvf+x5Gjx6N3/3ud702SABwOp147bXXMHPmTBw/fhz33Xcfrr/+elx//fW47777cOzYMcyYMQNr1qyBy+Xq1cfuSk1NDYqLizNus1gsyM/P77RYXU1NDWw2GwKBQMbtJSUlJ1TgrqamBiUlmeuZ9Z+7O05FRQX8fr/xdffdd/f4cQeSvg5dDrVCS6V69diSywnXmOEAACUUPqVZ9FQiieCWHZBbup/pZ3o7EREREREBOfqgv//++7jxxhtxzz334Be/+AUWLFiAiy++GAsWLMDEiRONombhcBiNjY3YtWsXNmzYgNdffx2bNm2CpmlYtGgRHnzwwV4f7NChQ7Fp0ya8/PLLWLNmDY4cSVfdHjZsGJYtW4Yrrrgi5/rek3Hbbbfhnnvu6XKb3bt398pjDYSqqir4fO0zuna7fQBH03OSywnRZoOaTEIOtsLWNqPeWxylRRCtlnSwfJLvJVWW0frRXqQiUUQ+Pgz/7KldHovp7UREREREBOQI0M855xy88847eP7553H//fdj/fr13aZd6zONCxcuxE033YSVK1f2zWiRTkW+4oorcMUVV/TZYwDALbfcgquvvrrLbUaNGoXS0lLU1dVl3K4oCpqamlBaWppzv9LSUiSTSbS0tGTMotfW1na6T2fHya78rv/c3XF8Pl9GgH46seb7kaiph9wU7PUAHQBsBXnG95qmQY0ncrZFyyWVSKJ12x6kYjEIViu8U8Z1GZwrrUxvJyIiIiKitA4Buu4zn/kMPvOZz2Dr1q148cUX8eabb+LDDz9EJNJePdvtdmPmzJm46KKLsHz58k5bgZ2OioqKUFRU1O12CxYsQEtLC7Zs2YJZs2YBAN544w2oqop58+bl3GfWrFmwWq1Yu3atcTFj7969qKysxIIFC3o8xgULFuCHP/whZFmG1WoFALz++usYP3488vLyutn79GXNDxgBel/SNA2RvQeRbGiGZ8Io2Aq7nuGWm4No3X0AmixDtNngmz6h28A+WZ+uFcD0diIiIiIiErQTXGgbjUYRDAYRCATgdDr7alynlUsvvRS1tbV45JFHIMsyrrnmGsyePRtPP/00AODYsWO4+OKL8eSTT2Lu3LkAgG9+85t49dVX8cQTT8Dn8+HGG28EAKxfv9447v79+xEOh/HII4/gzTffxLPPPgsAmDRpEmw2G4LBIMaPH49LLrkEt956K3bs2IFrr70W999/f6dt3kKhEPx+P4LB4Gk7g64qCprXfwBoGgLzZkBy9E16vpZKIbR9L5RQKwDAXlII58iKnJXYw/sOIVGdzqSQXE54p47v0bhaNm1HKhaDZ+IY2IsLevcJEBEREQ0yZ8K5KFFf6nQGXff//X//H+bOnWukTLtcrn4twnY6eOqpp7Bq1SpcfPHFEEURK1euxAMPPGDcL8sy9u7dm9Ee7v777ze2TSQSWLp0KR5++OGM4/7nf/4n1q1bZ/x8zjnnAAAOHTqEESNGwO/345///CduuOEGzJo1C4WFhfjxj3/cbQ/2051oscDi80IJhiA3tkAaUtL9TidBkCT4pk9A9GAV4sdqkKhtQKKuERavB5LbCceQEljc6b8FffbbXloE95jhECSp2+MrkShSsRggirC2Fb8jIiIiIqKzV7cz6KIo4pprrsFjjz3WX2OiPnSmXLWMVVUjerAS1oAfvukT+vzx5FAY0YNVUILtVdm9k8caae+qLCMVS8Dq8/T4mNEjxxA7fBTW/AB8U8f3+piJiIiIBpsz5VyUqK90O4MOoEftpt5++21IkoRFixad8qCIumMrCCB6sBJyMARVUSBaevRWPmlWnwf+GRORisUhB1uhxuKQXO1LPESrFWJbHYCekhvS689thWduvQAiIiIiIuq5nFWpTqb/8+OPP47zzz//lAdE1BOSywnR4QA0DXJz973Ge+1xnQ44SovgGlmREaCfqFQ8ASUcAQSBAToREREREQHoZAY9EAhg3rx5mD9/PgAgHo93eyBVVXt3ZETdsBXmIX60GnJjM+ynWQ/xZNvsucXnPeGZdyIiIiIiOjPlXINusVgyAm5BEODz+TBz5kzMmjULs2fPxqxZszB69Ghjm3nz5uHQoUMdeoLT4HImrfuRW0IIbdsNwWJB3sKZXfYbH2yCW3dDCYbgGj0czqFd96wnIiIiOlOcSeeiRH0h5wx6MBjEpk2bsH79evzoRz+C3W5HKBTCm2++iTfffNMIhPx+P6ZNm4ZoNIotW7bg4osv7tfB09nN4vdCkCRoigIlFIbV7x3oIfWImkwarduY3k5ERERERLoeVXG/+uqr8Zvf/AZbtmzBli1bsHnzZmzZsgUHDhww1qvn5eXh73//u5EW39sqKyt7tJ3NZkN+fj5sto69qunMu2rZums/kvWNcFaUwzWqYqCH0yPx6jpE9h2CxeOGf9aUgR4OERERUb85085FiXpbt6Wvn3zySbhcLni9Xlx44YW48MILjftCoRB27twJWZYxffp0+P1918t5xIgRPU5hFkURkydPxrXXXotVq1ZBFHPWwqMzgK0wD8n6RiQbm0+bAF1ff27l7DkREREREZl0mEE/duwYhgwZMlDj6ZQeoB85csS4ze/3QxAEtLS0GLcNGzYMNTU1SCaTEAQBl1xyCf7+978zSG9zpl21VBUFzes/ADQNgbnTITkdAz2kLqmKguYNHwKqCv/sqbC4XQM9JCIiIqJ+c6adixL1tg5R67BhwzBkyBBcccUV+MlPfoJ//OMfqK+vH4ixZTh06BDmz5+PkpIS/Pa3v0VzczOam5vR1NSElpYWPPTQQygtLcX8+fPR2tqKt956C2PGjME///lPPProowM9fOojosUCiy+99jzZ2DKwg+kBuSkIqCokp5PBORERERERZegwg15RUYFjx46l7zSllFdUVGD27NmYM2cOZs+ejdmzZ/dpSnu23/zmN7jtttvw4YcfYsKECTm32bNnD2bMmIG7774bN910E3bs2IEZM2Zg0aJFWLduXb+NdTA7E69axo7WIHrgCCx+H/wzJg70cLp0Oq6ZJyIiIuotZ+K5KFFvylkkrrq6Ghs3bsTGjRvx3nvvYcuWLQiHwx3WgI8ePdoI2OfMmYOZM2fC5eqbWcFp06ahvLwca9as6XK7ZcuW4dixY/joo48AAHPnzsXBgwfR0NDQJ+M63ZyJH4qpeAItG7cCgoC8+TMgDtICgZqqonn9B9BSKfjOmQyrzzPQQyIiIiLqV2fiuShRb8pZJK6srAzLly/H8uXLAQA/+9nPcOedd2Lo0KEYN24cQqEQtm/fjv379+PAgQN45plnAACSJCGZTPbJQA8cOICpU6d2u11+fj7+/e9/Gz+PHDkS27Zt65Mx0eAgOeyweNxQwhEkG5rhKC8Z6CHlJDcHoaVSEG02WLzugR4OERERERENMt1WTnv00Udx55134pe//CWOHDmC119/HRs3bkRTUxMee+wxDB06FJqmoaKiok9bm7lcLrz//vtdbqNpGjZv3pwxix+LxeD1nh79senk2YryAQDJ+uYBHknnkvVNANKV53vakYCIiIiIiM4e3Qbov/71rzFz5kzcdNNNGbc7nU5cc8012LFjBxYtWgRN07B///4+G+j555+PAwcO4NZbb0Uqlepwv6qq+MEPfoD9+/fjggsuMG4/ePDgoKxKT71LD9DlYAiqLA/waDrSNM1or6aPlYiIiIiIyKzbAP3AgQMYM2ZMp/d7vV4899xzqK+vx/3339+rgzP7yU9+AofDgV/+8pcYO3Ysbr31Vvzud7/DI488gttuuw1jx47FvffeC6fTibvuugsAcPjwYezatSsjYKczk+R0QHK7AFMgPJjo6e2C1QqLnxkdRERERETUUc4icWbDhg1Dfn4+tm7d2uWBLrvsMlRWVmLHjh29Ob4M69atw1VXXYXjx493SBHWNA1lZWX485//jIsuuggA0NDQgJ07d2LcuHEoKyvrs3GdTs7kwhzRI8cQO3wU1vwAfFPHD/RwMoT3HkSiph6O8hK4x44Y6OEQERERDYgz+VyUqDfkLBJntmzZMjz22GN47bXXsHTp0k63czqdOHz4cG+OrYMLLrgA+/fvx/PPP49169bh6NGjAIAhQ4bg/PPPx2c/+1k4nU5j+8LCQs6en0XsRfmIHT4KuTkIVVEgWrp9e/cLprcTEREREVFPdDuDfujQIUydOhWSJOHJJ5/ElVde2WGbUCiE8ePHo7W1FeFwuM8GS6fuTL9q2bJpO1KxGDwTRsNeUjjQwwEAJJta0PrRXghWK/IWnMMCcURERHTWOtPPRYlOVbdr0EeOHImnnnoKyWQSK1aswOLFi/HEE09g9+7dOHLkCNasWYNly5ahrq4O8+fP748xd+mnP/0pHn744YEeBg0QW1EegPaK6YMBq7cTEREREVFPdDuDrnvvvfdw9dVXY9++fTnXf9vtdrz11luYN29enwy0srKy220ikQi+8pWv4PDhw6ivr++TcZzuzvSrlko4guCWHYAoIm/BOQOe5q5pGprXfwBNUeCbNgHWPP+AjoeIiIhoIJ3p56JEp6rH0cv8+fOxa9cuPPPMM3jhhRewZcsW1NXVwev14txzz8Udd9yBGTNm9NlAR4wY0aPZR03TUF5e3mfjoMHN4nFDcjmRisaQrGuEo7xkQMcjNwehKQoEiwWWAP8TIiIiIiKiznUI0J9//nlcdtllcLlcHTYWRRFf/OIX8cUvfrFfBmc2bNiwTgP0uro6xGIxAMCUKVOY4n6Ws5cUInqoConagQ/QjfT2onymtxMRERERUZc6BOif+9zn4HQ6sWzZMqxYsQKf+tSnBkX6SXcV4nfs2IFVq1bhww8/zHlxgc4etrYAXQm1IhVPQHLYB2Qc5urtdlZvJyIiIiKibnQoEvejH/0Io0aNwosvvoivfOUrKC4uxuWXX47Vq1ejoaFhIMbYI1OmTMELL7wAi8WC2267baCHQwNIsttgDaTXeidqB+49q7SEmN5OREREREQ91mmRuH379uH555/HCy+8gA8++ACCIEAURZx//vlYuXIlPv3pT6OsrKy/x9utSy+9FO+++y5CodBAD2VQOlsKc8Rr6hHZexCiw4G8edMHZAzhfYeQqK6DvbQInvGjBmQMRERERIPJ2XIuSnSyOm2zNm7cONx+++3YvHkzDh06hHvvvRdz587FW2+9hVWrVqGiogKLFi3Cr371q27Tz/sT09sJaEspF0Wo8TjkULjfH19TVWP9ub24oN8fn4iIiIiITj89brOmq6mpwQsvvIC//vWvePvtt5FKpSAIAs455xysWLECK1aswIQJE/pqvF1SFAVjx47FuHHj8Nprrw3IGAa7s+mqZevuA0jWNcBRXgL32BH9+tjJhia07vwYgtWKvAXnsEAcEREREc6uc1Gik9HpDHpnSktL8V//9V9Yu3Ytamtr8eijj2LZsmXYsWMH7rjjDkyePBm//OUv+2KsXWppacHXv/51tLa24t577+3Xx25qasJVV10Fn8+HQCCA6667DuFw17O28XgcN9xwAwoKCuDxeLBy5UrU1tZmbPOtb30Ls2bNgt1uz9nC7vDhwxAEocPXe++915tP77RlL0nPXCfqGqGpar8+dqK2sW0MhQzOiYiIiIioRzpUcT927BiGDBnSo53z8/Nx7bXX4tprr0UoFMLLL7+MF198sU8CklGjOl/DG4/HjeDW7/dj+fLlGfcLgoADBw70+ph0V111Faqrq/H6669DlmVcc801+NrXvoann366031uuukm/P3vf8dzzz0Hv9+PVatWYcWKFXj33Xcztrv22muxceNGbN++vdNj/etf/8LkyZONnwsKmFINANY8PwSrFZosI9nY0m+V1FVZRrKxrXp7CX8XRERERETUMx1S3CVJQmlpKWbNmoXZs2djzpw5mD17NoqKigZqjADSPdhPliAISKVSvTiadrt378akSZPw/vvvY/bs2QCANWvW4LLLLsPRo0dRXl7eYZ9gMIiioiI8/fTT+MxnPgMA2LNnDyZOnIgNGzZg/vz5GdvfddddeOmll7B169aM2w8fPoyRI0fiww8/zDnDnsvZllYUPVSFWOVxWAN++Kb3z9KL+LFaRPYfhuR2ITB7ar88JhEREdHp4Gw7FyU6UR1m0MvLy3Hs2DG88sor+Pvf/27cXlFRkRGwz549G36/v98GeujQoX57rBOxYcMGBAIBIzgHgCVLlkAURWzcuBGf/vSnO+yzZcsWyLKMJUuWGLdNmDABw4YNyxmgd+eKK65APB7HuHHj8P3vfx9XXHFFt/tkV7m32+2w2wemX3hfspcVI1Z5HHJLEKlYHJLT0eePqbd2s5cO7EUtIiIiIiI6vXQI0KuqqlBdXY2NGzdi48aNeO+997BlyxZUVlaiqqoKL774orHt6NGjjYB9zpw5mDlzZp9VUR8+fHifHPdU1dTUoLi4OOM2i8WC/Px81NTUdLqPzWZDIBDIuL2kpKTTfXLxeDy47777sGjRIoiiiL/+9a9Yvnw5XnrppW6D9IqKioyf77zzTtx11109fuzTheSww5rnh9wcRKK6Hq5RFd3vdApS0RiU1jAgCLAX909KPRERERERnRk6BOgAUFZWhuXLlxtruX/2s5/hzjvvxNChQzFu3DiEQiFs374d+/fvx4EDB/DMM88ASKfHJ5PJfht8X7rttttwzz33dLnN7t27+2k0uRUWFuLmm282fp4zZw6OHz+Oe++9t9sAvaqqKiOt6EycPdc5yoshNwcRr66Dc8QQCKewXKI7+uy5Nc8P0Wbrs8chIiIiIqIzT7eRyqOPPoo777wTv/zlL3HkyBG8/vrr2LhxI5qamvDYY49h6NCh0DQNFRUVsPViQPLtb38bjY2Np3SM+vp6fOtb3zqpfW+55Rbs3r27y69Ro0ahtLQUdXV1GfsqioKmpiaUlpbmPHZpaSmSySRaWloybq+tre10n56aN28e9u/f3+12Pp8v4+tMDtCtBXkQbTZoioJE3am9p7qiaRoSNUxvJyIiIiKik9NtgP7rX/8aM2fOxE033ZRxu9PpxDXXXIMdO3Zg0aJF0DStR4FhTz300EMYOXIkfvCDH+Djjz8+oX337t2L733vexg9ejR+97vfndTjFxUVYcKECV1+2Ww2LFiwAC0tLdiyZYux7xtvvAFVVTFv3rycx541axasVivWrl2bMebKykosWLDgpMar27p1K8rKyk7pGGcaQRDgGFICAIgf7fkSghMlNzZDTSYhWCywFQT67HGIiIiIiOjM1G2AfuDAAYwZM6bT+71eL5577jnU19fj/vvv77WBvf/++5g2bRruueceTJgwAeeeey7uvPNOrFmzBkeOHDH6jIfDYRw5cgT/+Mc/8OMf/xgLFizApEmTcN9992H69Ol4//33e21MuUycOBHLli3D9ddfj02bNuHdd9/FqlWr8IUvfMGo4H7s2DFMmDABmzZtApBuBXfdddfh5ptvxptvvoktW7bgmmuuwYIFCzIKxO3fvx9bt25FTU0NYrEYtm7diq1btxrLCP74xz/iL3/5C/bs2YM9e/bgf/7nf7B69WrceOONffqcT0f28mIIkoRUJAq5OdgnjxE/ls6kcJQV92kaPRERERERnZlyrkE3Kyoq6natdWlpKS688EL8/e9/73bddk+dc845eOedd/D888/j/vvvx/r167Fhw4Yu99E7xi1cuBA33XQTVq5c2Stj6c5TTz2FVatW4eKLL4Yoili5ciUeeOAB435ZlrF3715Eo1Hjtvvvv9/YNpFIYOnSpXj44Yczjvuf//mfWLdunfHzOeecAyBd0X7EiBEAgJ/+9Kc4cuQILBYLJkyYgGeffdZo3UbtRIsF9tIixI/VIFZVDWte73YgUCJRyC3BdHG48uLudyAiIiIiIsrSoQ96tq997Wt47LHH8Oqrr2Lp0qWdbrdy5Uq89tprxsx2b9u6dSteeuklvPHGG/jwww8RiUSM+9xuN2bOnImLLroIy5cv73FP8LPR2dx7MhVPoGXTNkDT4J81BRaPu9eOHd53CInqOtgK8uCdMq7XjktERER0Jjmbz0WJeqLbAP3QoUOYOnUqJEnCk08+iSuvvLLDNqFQCOPHj0dra2ufBejZotEogsEgAoEAnE5nvzzmmeBs/1Bs3bUfyfpG2Arz4Z08tleOmUok04G/qsI3fSKsgbPvdSUiIiLqibP9XJSoO90ulB05ciSeeuopJJNJrFixAosXL8YTTzyB3bt348iRI1izZg2WLVuGurq6jPXTfc3lcqGsrIzBOZ0Q5/B0XYBkQxOUcKSbrXsmXlUNqCosPi+DcyIiIiIiOmndzqDr3nvvPVx99dXYt28fBEHIuE/TNNjtdrz11ludVi6nwYFXLdtn0a35Afimjj+lY6nJJJo3pmfPvVPHw5Yf6J1BEhEREZ2BeC5K1LUel5qeP38+du3ahT//+c/49Kc/jWHDhsHhcKCoqAgrVqzAhg0bGJzTacE1YgggCJCbWiC3hE7pWPGjtenZc4+bwTkREREREZ2SHs+g05mBVy3T9KJuktsF/6wpHbJCeiIVT6Dl/e3p2fMp42AryOuDkRIRERGdOXguStQ1Nmums5Jr5FCjL3rieN1JHSN6sCo9e+73MTgnIiIiIqJTxgCdzkqi1QrXyAoAQPRQFVKx+AntLzcHkaxvBAC4R1f0+viIiIiIiOjswwCdzlr28mJY/D5oqRTCuw9AU9Ue7acqCsJ7DqaPUVYMi9fTl8MkIiIiIqKzBAN0OmsJggDPhFEQJAlKaxiRjw93u4+maYjsOQg1mYTocMA9eljfD5SIiIiIiM4KDNDprCY57PBMGgMASNTUI3qoqsvtowcqkWxsBkQRnomjIUhSfwyTiIiIiIjOAgzQ6axnyw/ANXo4ACBWeRzhPQegpVIZ26iKgtbdBxA/VgMA8IwfBauPqe1ERERERNR7LAM9AKLBwDm0FIIgIHLgCBK1DUg2tsBeWgTJaUcqlkCitgGaLAOCAPfYEbAXFwz0kImIiIiI6AzDAJ2ojWNICSS3E+G9h6DG44gfrc64X3Q44Bk/EtYAe3YSEREREVHvY4BOZGIN+BCYOw3JhmbITS3QZAWC1QJrfgC2ggAEkatCiIiIiIiobzBAJ8oiCALsRfmwF+UP9FCIiIiIiOgswulAIiIiIiIiokGAATr1m0QigbvuuguJRGKgh3JW4es+cPjaDwy+7gOHr/3A4Os+MPi6E1FfEDRN0wZ6ENR/QqEQ/H4/gsEgfL7+LXY2kI99NuPrPnD42g8Mvu4Dh6/9wODrPjD4up8cvm5EXeMMOhEREREREdEgwACdiIiIiIiIaBBgFfezjL6iIRQK9ftj6485EI99NuPrPnD42g8Mvu4Dh6/9wODrPjD4up8c/fXiKlui3LgG/Sxz9OhRVFRUDPQwiIiIiOgsVlVVhaFDhw70MIgGHQboZxlVVXH8+HF4vV4IgjDQwyEiIiKis4imaWhtbUV5eTlEkattibIxQCciIiIiIiIaBHjZioiIiIiIiGgQYIBORERERERENAgwQCciIiIiIiIaBBigExEREREREQ0CDNCJiIiIiIiIBgEG6ERERERERESDAAN0IiIiIiIiokGAAToRERERERHRIMAAnYiIiIiIiGgQYIBORERERERENAgwQCciIiIiIiIaBBigExEREREREQ0CDNCJiIiIiIiIBgEG6ERERERERESDAAN0IiIiIiIiokGAAToRERERERHRIMAAnYiIiIiIiGgQYIBORERERERENAgwQCciIiIiIiIaBBigExEREREREQ0CDNCJiIiIiIiIBgEG6ERERERERESDAAN0IiIiIiIiokGAAToRERERERHRIMAAnYiIiIiIiGgQYIBORERERERENAgwQCciIiIiIiIaBBigExEREREREQ0CDNCJiIiIiIiIBgEG6ERERERERESDAAN0IiIiIiIiokGAAToRERERERHRIMAAnYiIiIiIiGgQsAz0AKh/qaqK48ePw+v1QhCEgR4OEREREZ1FNE1Da2srysvLIYqcKyTKxgD9LHP8+HFUVFQM9DCIiIiI6CxWVVWFoUOHDvQwiAYdBuhnGa/XCyD9oejz+QZ4NERERER0NgmFQqioqDDOSYkoEwP0s4ye1u7z+RigExEREdGA4FJLoty48IOIiIiIiIhoEGCATkRERERERDQIMEAnIiIiIiIiGgQYoBMRERERERENAiwSR3Qa0TQNqqpC07QOxVUEQTC+iIiIiIjo9MMAneg0oGkaUqlUh9s6+1kP0vXbRFHMuI9BPBERERHR4MMAnWiQyxWcA+lAW59J7ypYBwBVVTs9viiKDNqJiIiIiAYBBuhEg5ie0q6TJKlDIK0oChRFgcViyQi0NU3LSIXPDtp1+vH17QRByJhxJyIiIiKi/sEAnWgQMwfZ+ky3TlEUJBIJ42d9lt1qtcJqtXYIshVFQSqVgtVqBZAZmOuPY35Mc0CvH4uBOxERERFR32GATjRIqaqaEUSbg3NN0zKCczNZliHLcqfH1QN1WZbhcDjgdru7DM71sej/MiWeiIiIiKhvMEAnGoTMwbkoih1mrpPJZMbPdru904DdTNM0yLKMSCQCAIjFYmhubsaQIUOMoNscrOtjMd9uTrnXg/Ts2X0iIiIiIjpxDNCJBhnzunM96E2lUlAUBaIoQlVVKIoCAHA4HJAkCQBgsVigaRpisRjC4TBEUYTT6cw4bktLS87HbG5uhsViMY5ls9kgiiIkSTIuDnRVSV4P4vUxM1gnIiIiIjpxDNCJBpHs4Dwejxv3tba2QlEUOBwOI/DWA2p931QqhVgsBlEUoWkaotEoHA4HXC4XYrGYsZ++Fl2fSY9GowBgHNs8Q2+z2WC1WiEIAiwWS4dx5kqLN/dkZ7BORERERNQzrPg0iNx9992YM2cOvF4viouLsXz5cuzdu7fb/Z577jlMmDABDocDU6dOxauvvtoPo6Xepge9elE482y1pmnGrHk8HkckEkEqlTKC5GQyiaamJgSDQQDtldhFUUQymURLS0tGCrzT6UReXh4KCwszgnzzBQFdMplEJBJBJBJBMpk01rdLkmR8Zafh688llUohlUp1WkGeiIiIiIjaMUAfRNatW4cbbrgB7733Hl5//XXIsoxLLrnEmOXMZf369fiP//gPXHfddfjwww+xfPlyLF++HDt27OjHkdOpyhWcmwu9KYqSEUiLoghZltHc3AxZltHa2trjxwoEAvB6vQDSM+Y+nw9Op9P4EkXRmCk3S6VSSCQSSCaTiEajxgUE88UAPU1eEAQkEgnEYjHIsmwE6gzWiYiIiIg6J2g8Wx606uvrUVxcjHXr1uH888/Puc3nP/95RCIRvPLKK8Zt8+fPx4wZM/DII4902D4UCsHv9yMYDMLn8/XZ2OnE6IFrdlo7kA6AY7HYCR2voKAAwWDQmHXXeTwe2O32nPuYt7dYLPD7/VBVFbFYDIlEwkiDt9lsGWvfJUmC3W6HIAgZM+zmYnPmtfD6czJvk71+nWnxREREZyaeixJ1jTPog5ierpyfn9/pNhs2bMCSJUsyblu6dCk2bNjQp2Oj3mNev51dhM3pdGYE5y6XCy6Xq8sA1uPxAAD8fj98Ph8KCgqMr86CcyAdeOsURUFjY6NRdE5fs64H4aFQyMjsSKVSiEajHdq7mYPt7Arz2WvW9Z/1tPhcrd6IiIiIiM50LBI3SKmqiu985ztYtGgRpkyZ0ul2NTU1KCkpybitpKQENTU1XR4/FApl/Gy327sM3qhvZFdGNwe4drvdmLUGkFGV3el0QlVVNDc3A2if8c5mtVp7PBan02kE5LqWlhYjyNZT2PVWbclk0igm53A4OhxPrwKvP6dEIpExm57d1938b3b6PGfUiYiIiOhswBn0QeqGG27Ajh078Mwzz/TJ8SsqKuD3+42vu+++u08ehzqXXbE9u4hb9m15eXkZ++sBu8Vi6bUUMZfLhUAg0On9+np1m80Gp9NpBObxeBzBYNAIwl0ul7GdmZ7Cby4sp7eOi8fjHVLyzWvziYiIiIjOdJxBH4RWrVqFV155BW+//TaGDh3a5balpaWora3NuK22thalpaVd7ldVVZUR1HH2vP/padyCIGTMnOs9yM1ZDnpRt2wul6vXxyVJEvLy8ozZeSB9cUCv0m61WmGz2RAKhSAIAux2OxKJhJGenkgkjAsLXq8Xbrc7Y206AMRiMePihJlemV5f064H56lUqtO16ZqmGW3lzPdz1p2IiIiITjecQR9ENE3DqlWr8OKLL+KNN97AyJEju91nwYIFWLt2bcZtr7/+OhYsWNDlfj6fL+OLAXr/M6d1m9PcLRZLRhV3SZI6zET3NVEU4Xa7AaTXtJtbqAHpIN3tdkMQBGO2XK8Ab9ba2orGxkakUim43W5omobW1lYEg8EO6+11mqYZhfL0ivD67aqqdvjSXz9zW7dUKgVFUaAoCmffiYiIiOi0wRn0QeSGG27A008/jb/97W/wer3GOnK/32+s2/3KV76CIUOGGCnp3/72t3HBBRfgvvvuw+WXX45nnnkGmzdvxh/+8IcBex7UPfPseSwWM4JQPbW9paXF2LarlPO+5HA4cq4tz3W/w+HIGHO2aDSKaDSa0c9dzxBwOBwdqrwD6Vl2i8UCu91uvF7ZwXZPgm/9QkD2WnbOsBMRERHRYMMAfRD53e9+BwC48MILM25//PHHcfXVVwMAKisrM2YpFy5ciKeffhp33HEHbr/9dowdOxYvvfRSl4XlaOCZZ8/1QNHhcEAUxYzU8hMp8jaQJElCQUFBxm2yLHcoRqinxCeTyYzZcX32Xc8c0INqPZi32+3GjHlnr4l+v15YzrzGX78/eyy5CtXp35vvZ+s3IiIiIuoP7IN+lmHvyYFnLnymqipkWYYkSXA4HGhqasoIFM1rv09XsVgsoxo9kL7wYF6TrgfUkiTB7/ejvr4eoigaM/SCIOScLddbzulV5XPdD6DXCs3ps/AM1omIiE4Oz0WJusYZdKJ+Zk5v12eK9XZk5iAyEAic9sE5gIxq7qlUyvje3CZOn93W+6/rAbteHE5/HbILwUWj0U6Dd/1+nSRJRq0F/fHM++WaUc8+rnkW3vy4+vfmNHoG8URERER0ohigE/Wj7KBPD/hEUeyw7lySpP4eXp/Rn4v5OYmiiPz8fDQ1NeXcR28zZ241B6Rnxc1FDXs6M65XmHc4HMY4sgP0zuRq95br++wA3vz9mXCxhYiIiIj6FgN0on6Uq7VadnDu9XrPqOC8K4IgIBAIoKWlxeiHbiaKorH+XH9N9J7pqqrC5XIhEolAURQUFBTAarUiFArB7XZ3yEgA0kF6JBIxftZT5M0URcm4KGC322GxWCBJUkbtAP1f8yx69n267O2YJk9EREREuTBAJ+pH5qBNT2/PniHu75ZqAy27wJwepOvp76Io5px91tPggXQQHQ6HjftCoZBxTH2b7HXw+m36622xWHJuo8/im4P57mbb9X/NgXmuwoB6anyu42YXqiMiIiKiMx8DdKJ+Yg7W9NZq5orlQLoo3NlOD8bNAbaiKLBarYhGo4jFYsa2iUSi02yDZDIJQRCgKIrRp928r3k787+d0YN3vSVcZynrnQXb2V/67eZ/Ozte9uy8+T6mzhMRERGdORigE/UT8zplPeDS240BZ05RuN4mCILRWk1ffy7Lckaqei6RSCRjjb/dbofb7QaQ/h1kB+uyLCMcDsNqtaKoqMjYLjvDwbyfeQbcbrcjlUrBarVCEARjX0mSYLPZMoJsfT179ux4rkA9V7E68336czQXrWO1eSIiIqLTEwN0on6iB0/6zK7eVgxIz8qeLevOT5UkSZAkyVgrLooi8vLy0NjYaNyfSqUy1rPH43EjlV2fdTavUw8Gg0Ygrq81lyQJoijCYrF02sbNPAMej8cBIKN9HACjlR6QTqO32+1d/q6zK8PnWu9uvj97P/0xzc+1q23Nx2NAT0RERDSwGKAT9YOuqnxbLBajX/eJSiQSEAShR+vWNU1DJBIxiqh5vd7Tesbe4/HA4/EYP+fn5xuvs75+XacoilEt3ufzGTPy+vpyURQhSRIsFgsEQTCK1rndbqPwnHk2XRTFDq+fPpvdVfCtKAo0TTP6u+eSXf29u/Xu5sKD5tv0781LKLpjLmCX3UaOiIiIiPoeA3SifqAHTeb0dj1Yt1hO/M9Q0zRUV1d3uN1cCV0QBBQXFyMajUJV1YyU8Egkgkgkgvz8/IzA9HRmDmZ9Ph9CoZAxm24WCoVy7m+z2TJeP1VV0draarR009Pk9e/1VHZN09Da2gpZlo3Zav3CgdVq7TCjbq4kr19YyTU7r1ePz9bTavCqqnaoip+ts3XyXWH6PBEREVHfYYBO1A+yi4EJgmAEZfpsbk8lk0k0NDTkvM8ckGmahtra2i6Ppc8qu1wuBAKBExrHYGa1Wo0ic8FgEIqidLuP3nu+qakpI0g1r0E3z5hHIpGMFnHm3uw2m834vdpsNiPlPjsQ76ownbl6vF4oTxTFjFl880x8dsCcndqePTNvlquAXWfMF4CyA/XOjtvVNl09hvlxiIiIiM4GDNCJ+lh2azVBEDIKjZ1IgK6qaofgPNcscVdKSkoQDoczZtSj0ShcLhdsNhtisRisVutJzewPRh6PJ6PPfDZzyjuQTpUHgJaWlozXNT8/H6qqZhyrs+OGQiF4PB5j/br+Wtvt9hMONsPhMILBYMZteXl5UFU1oy2cw+GAKIpIJpPG7L5+v14B32q15lxOkV0pXs/2MAf52cF7T4L5rpgfT38cvXheLuaLI7lew67W5zPIJyIiotPFmXEGTjTI6TOg2YGDx+M5ocChtbXV+N7r9Wbsr683liTJmK2Nx+NGAbOSkhJjfbTf74fNZstYq51rVt7v92f0/85+TqdD0CNJkrE+XRAERCIR4+KDJEmdXiAJBAJG4TkgHeTpPdvNt+t8Ph+A9hR6c192nT77bbfb4XA4kEwmIcsyHA4H7Ha7EaDqvz9FUXLO/re0tMDr9Wasd9eL1AHpC0Hm91ljY6NxsSGRSMButxsXC/Tg2Pw8s9u3ZafCn8gFITNFUYzXPldRu670ZJvu6M+JATsRERENVgzQifqYHojoAbpOkqSMtOiupFKpjHR1p9MJr9ebsY0gCBmBp977uzP6/Y2NjR1aiemCwSCCwSCKi4szAit9/bsgCCgrKzMuDAxW5oDMXFiuO263G4lEosM+emq7Li8v74QK7unp6zq9vZt+DEmSEI/HjQsy5rXxQDrAD4VC8Pv9OR/XHPwmk8mMgDoajcJisXT4nWdfiEmlUkbQb07ZN7/PzI+VSqU6vA/0111V1Ywq93p6fmez5ZIkZdRq6K5ffGd94rNlB/n6hQhzu7rOjteXa+9ZjI+IiIh0gnYqOYp02tFP6oPBoDHjR31HP/FPpVJIJpNGMBCPx2G323sULCqKgrq6uozbysrKevVkPhqNGgFnrsJm+sxxKBTKmKk1c7lckCTJCCrLy8uNNOkzVa4LE6lUKmfqu8Vi6XYtvNPphMvlynkMn8+HeDxurFvXU8wDgUCna9n1jAFZlmGxWIwgWj9e9tj1PvH6zL6Zw+HI2D6VSnU6w68/F3OafVf0gL2n69PNQXt2gUP9dcmusJ+rk8LJyk79B5BxQcGclZA9FjP98yE7Hd88009EdKbhuShR1xign2X4odi/9HRgRVE6rD93uVxdznDr+2dXa+/t4LwzXRWjO1GlpaVndKDeFT0g1DTNCLqzZ8TNOrtPL3oXDoczZr/1NfPRaNTIytCDYlEUje89Hg9SqRRisZix5MLtdmf8Xroal5l+kSkej8PhcPQ4uO6KJEldtp8D0hercmV75Jr9z07dNzMvAehsvbp51r6nM/SdyV4yAKDL9fbm/bJn8fXxME2fiE5XPBcl6hpT3In6UPasnTnVuCcBq3mts8PhMIKx/mCz2VBeXo6GhoYOM7Qulwtutxv19fU9OlZNTQ2A9Ayt3+/v9bEOZubfcyAQgKqqsFqtGe8Jc+u3XAGy+QTG4/HA6XQawX44HEYymYQkScYMuNvtRjwezygEaF5OoRcC1H+v+lr87MfO1QZOluWM9fV6oJ5rRt5MEAQ4nU7Istxhdl5/HbrKuDD3oc9mnsXvLJtAkiSIoghFUU5oeUn2GHKlyZvlCrq7W7ffWTG+7GOZL/Zkj8G8vz4m879dVe7P3oaBPxER0cBhgH6CamtrsXbtWnzwwQeora1Fc3Mz8vLyUFJSglmzZmHx4sUoKSkZ6GHSIGEO0AVByAhMugoQstecWyyWfg3OzQoLCxEMBo1gzzyDX15eDiAzRV5vK5YrINH7r+fl5XWbPXAmkiTJCGL1QFQUxQ7p6zq9cnx24Gv+Wd8nlUrlLF4HZHYKcLlcGV0EgPag2+v1wmKxdEg5F0XRWNpgDs4tFgssFouxxry4uBgAMi4MmFO8zUGkuae8fuxYLGakxuuPbT6Wvi4+u0d8V+3qzPvq70lFUaBpWrcz9tlEUTRmsXWdBbPZ3RuydVWML1fbu64uBOSqsJ+9TfZsfFfjzVU8EMic9c81i9+TDAMG/0RERF1jinsPyLKMZ599Fg899BA2bdoEIPeJiH7iMW/ePNxwww343Oc+d8I9rvsa04r6jz5rplfk1jTNCCS8Xq8xO5lLXV1dxqxgf6W194WmpqZO1607nU7k5eX184gGL0VRjJZqHo+ny4s45m27kus4eru47M8xPdDTuwOYg2P9Mc2Bsc1my3lRQRAEY31+KBTKOWOur7fXj5s9O64Xl0smkxlF5vQWgPrFhOyLDSdKEATYbLZu2wpqmmYsD8hej98TuWa9T1R2ur2+hl0PvvVg/0Rb4HUWZJ9Ian93FwA6e8yezPibnydT+4lOfzwXJeoaA/Ru/OlPf8IPfvADVFdXQ9M0FBUVYcGCBZg8eTIKCgrg8/kQDAbR2NiIHTt2YMOGDWhsbIQgCCgvL8fdd9+NL33pSwP9NAz8UOw/ejqsvv48lUoZgYoexOSSPXteVFQ06C70nIxc6+mB9MWK7Ir01DOyLGekx2eTJAmBQKDLY8RisR4VcssWCAQgSRI0TUNTU5Nxe0/XsQuCALvdjmQyCY/HA1mWOwR4ra2tGReqJEnqcGFLD64lSUIkEoHL5YLdboeiKMaMvF4gT/9bzPXfnrlKu81mM6rd62v6s/exWCyw2WynHCzmKmqny65bAaQvUHR1cS/72EBmarw5wM1+THPQ35UTDcb7U3YA393vJ/sihPm58UIAUd/guShR1xigd2HBggXYtGkTCgsL8cUvfhFXX301pk+f3u1+W7duxeOPP46//OUvaGxsxLx587B+/fp+GHH3+KHYf/QAXZ8Z1AN0h8NhrBXORb8YBLSnkJ8pZFlGLBZDLBbLSPu1WCwoKiriCXEvMM+sd3UhyCw7yO6Oz+fLuGgUDAa7rVDfnUAgkFEVXi+qJ0mS8V7pbFmEnpLf2YUGvcCeTlXVLmfeE4lExjr9QCDQ6etobkHXE3rw29Xj51r7byaKopFJkE0PsvV9TzSNXz+GPmOtjzm7zZw5+M9expC9Hj47oDd/b36c7Mr4g4F51j7Xe0D/feaa9c+1vp+IeC5K1B0G6F0oLCzED37wA6xateqkCgolEgk88MADuOeee3qtGvap4odi/9Fn6uLxeEabNbfb3elJs7knud/v7zKQP91lV4nv6Uy6Pqt4tlaF72vmGXV9rbee6t5Va8CugnybzQaXy4WWlpacbfx0LpfLmL0OBoPGOnh9nbvL5YKmaR1S709E9vISWZYzAuFEIpEz0NczBvS+8pIkZQTI+sy2HpTq6fmpVAp2ux2CIHS61ONUuFwu42JgroBeEARYrdYO/evNfe4dDkeHNefm18UcYJsLCgqCYKT6y7Js3K6v8VdV1Th2Lub0dvNt3RXBM7/G5vu7OkZv0MfQWQZBT9bjS5KUM1jPvqDRlVyvG9HphOeiRF1jgN6FUCjUKx8cvXWc3sAPxf6Rvf5cDzaA9hP9XPuYU8DPtNnzXBKJREZhs4KCgm7XXZt7whcXF3e7dpj6jyzLaG1thc1mg8fjQSQSyTkDrbeKE0URkiR1GrAD6eC+sws3na1v707232A8HjeK8XXWmcDr9WbM7sfj8Q71ExKJBJLJJGw2G2w2m1Gx3hw4u93ublPU9Yt5emq+XqE/kUh0yFTQW8qFw2FYLJYuiy/qFwr055xLVxdQTpbT6cwormeuKWB+XD3gP5GLb3rLwFz7dVZRH8id2q6PTR+rORjvz1Ol7CUI2QUDzdt1tW7f/L2e5dDdBZFcgT8vBlBv47koUdcYoJ9l+KHYP7LXnweDQSPwzE631R0/ftz4/mwKPLPX3Hd1YSIUCmVUEQdO7wJ61H16fV5eXpcBWyQSMYI9URSNNeh6WrzeXSAX82x6dtG9VCplVLzv6vFFUTSC8ez3ZmcEQUBeXh5sNhsURcnIqInH40ZmidVqNS4kFBYWAoBRcFJRFDQ3N3c4tsfjMdLfT3XZQW9yOBwnlUGgB/dm5tn/bNlLDvQAVM9iAtBlZpKeoZMd0Oqp/NlF7bKL3XVWZG+wpO6faNX9XPvpPzN1n04Wz0WJunZ2RABEA0Q/kdZPMDsLzs0nmw6H46wJzoH2lE/9ZNGc5u/1etHa2trl/tXV1Rlt2/TU2ng8DpfLxRPIQU4QBPj9foRCoYyAwW635wzOsrnd7pwBlx7YFhQUGCnXeg0EXWtrq9G/3RycmyvM22y2Lt+Del/7zirqm9fQ22w2Y1yxWAyyLMPv92dsH4lEcs6CRyKRjNn37DR/URSNCxN6YUCr1Wo891zBut1uhyzLGZXgzZxOp5EJpM/m92R2Xb9AYA6KTza9/0Sr9CeTSciyDKfT2WlNAvNrpy+jkGU552vkdruhqipkWYbFYjE+m/QCgrrsSvRm2bP12VXp9W30tP2uivRl/z30pCCj2cleJMjV8UEfj/7eyTWWXBctctUlMN9HRHS24wz6CVi8eDEsFgvuvvtuzJo1q9Pt7rnnHrz22mt44403+nF0PcOrlv1DX3+eSCQQDAYhSRKcTmenr7l59vxsSG3PxRyYd6ekpAShUKjDyXtxcXFGCjyQDpCKi4t54nca6I/q2Z31ijfLnrWPx+OIRCIQRRF5eXknVFRPX/utB3q5qu7rxfy6G5u+VEAvoKfPDGeva9YveujBk17BXr9YGIlEMirUm8cQj8eNSvbZvwc9nV5/TCAzJTwejxvV7XW5KuAD7fUN9HX6eo/5nvS0NzM/x4Fks9mMbh16zQTzGnn9/WTOitDpWRF2u914PYH2TCxN02CxWDJ+H/rvU3/edrvd+D2YA+Cu1ubrWQLdLQ0wB959ecqoj9s8HvNFDX2b7H1Ydf/0w3NRoq4xQD8B+omAy+XCs88+i8suuyzndtdccw2efPLJkzphePvtt3Hvvfdiy5YtqK6uxosvvojly5d3uv1bb72Fiy66qMPt1dXVKC0t7XA7PxT7nn7SDKRn6CKRCOx2O7xeb87icOZ11Wdzy7Hs9eW5iKKIoqIi4wS3trb2hP7O/H5/v8yqmwMYGlzMhRtzXRDqaeX7VCqFUCjUYdbQ3AdeD6yyH19fq9+VQCBgzHznmi3XH1e/mHCilfg7o6fG65X6c100yF7Dn/3Yepq9HmiFw+GMgnI9qSyf3ZoSQMYyAo/H06GFoKZpXbYMtNls3V4A0FsH9nVKuv5anOh5gt1u7/RCph7868fWswn0/XozM0t/fczv/+5mwE/0Nc3OPOjp9kB7pgGD9sGJ56JEXTt78mh7yfDhw3H06FEsX74cDz30EK6//vpePX4kEsH06dNx7bXXYsWKFT3eb+/evRkfcsXFxb06LjpxqqoiEokYMwKdnZSag9KzNTgH0oFBWVkZGhsb4fP5oCgKWlpaIAgCysrKcu5TUlICWZY7FPbq7EQ8GAxmpCLn5+efVBuqrrS2tqK1tRVWqxUFBQWsNj/ICIJgpJCbK9QDnS9ByUWSJHg8nowZca/XawQEnV2g0Wen8/PzOw2ozRcJsscItM9omoNgQRAQCAS6XHPfE3qad66Zfl1LSwv8fr+Rxp79mOFw2Mg2iEajHQLK7qq7AzACTYvFYmTK6KnrQDqw1fvem9PE3W63cQHGarUaxed05vXp3VWyzy7Kp1ewF0WxywsBPXGyM/5dZRnpRQk720+WZWOmPRd9xr6rQN48Q58dkJ9IMGxes2/uGpG9zYnQt9czRbJb/2V/n71fdo0BfnYT0UBhgH6CLrzwQnzuc5/DZz/7WXzjG9/AkSNH8LOf/azXjn/ppZfi0ksvPeH9iouLO8wm0MDIlZLXWVEi8ywaryKnXyu9GJaeYttdj2mr1Yry8nLEYjE0NzfDbrdnBFrxeLzTQMh8u8PhMKru22w2FBQUZPR37olUKmX8TmVZRk1NDYqKik6oTzb1H4fDYfzeT+Zk3Gq1Gp+7J5oxoReKyy705vF4OgQQ+kxTNn2dvE6SJBQUFGS0yutOVzOyXQkGgygoKOj0goCqqp2m7MdiMSPo7u6iiF6ELxQKdfgdxeNxyLLc4f8+/aJbMBhEa2trxnPUaxvoFwC6Khhnt9uNdfrJZDKjCr7b7YYsywgGg8YYrVYr7Ha7MXNts9k6pJ3H4/GcgWdXs/vmOgZm+gWIZDLZo4KAqqoiFovB4XBkvF+zOw2kUqkOSxyysxMsFouRbaDva87skCTJSPvXL6xkB/OapmUsU0okEkZNAP0xs4Pr7BR98/eCIHS4mGVO/c/W2Qy9uduAeY19Z7KLAZrHk6tyPhFRdxign4Rly5Zh3bp1uPzyy3H33XejqqoKjz322IAW9poxYwYSiQSmTJmCu+66C4sWLRqwsZztzFfxgfbiTdlUVc0I0PWTGaZGt+uqZVSubXNt73A4UF5eDlVVEQwGOy06ZS5ilUwmM1redVcpXr84kEt9ff1ZVZX/dHQqM2Wn8veqzzJn9xTPZrFYkJeXB0EQkEwmjZZqnb2nzH8L4XAYqqrC6/UiFAplrIfXn7fH4zHSlc0XmXSBQMD4bDIH5NkBeK4LDubnmquIWGNjY84gXZblTmfxzQF3KpXKOIa+nt0ctJovQCQSCeNnURTh9Xo7fR2zx6AHXOYg0By86Z/zsiwjHo8jHo/D5/Nl/G71iyr6unN9hl+/GKkXpNNrF5jfm3ogrV8QiMVikCQJdrsdNpsNiUQiI+1cT2vPDloTiQScTmeH6vY6fX27y+XK2RLPvI2Z+febSqUyPmuj0SjsdjskSYKiKBAEIeeFIXNGg34BQJdd3C/77yUej3cIxvULK7mC9M6CdvPtJ1qEL/v4eleA7MfLtd6eiEjHM8aTNHPmTLz33nu49NJL8ec//xnHjx/Hiy++CI/H06/jKCsrwyOPPILZs2cjkUjg0UcfxYUXXoiNGzdi5syZne6XfeKjzxTQqTH/B6yfvGQX99G1trYilUqhqakJeXl5Rmul4uJi42TWYrEgGAwiGo2ipKTEKNCUTCaNE+HCwkJjX0mSUFJS0u04FUU56wJGPRjSe1fnatnWGT1Yt1qtyMvLgyRJaGhoMHpnZ5/g6pX49eOHw+GMWT59XbHL5eLs+lkuV5GuzrYD2oOunp7Ym/9PMleMz95fDyL1WXhzL3Ygsyp+rplxPUAuKCiAqqoZgbrdbjfGoRfcM2tsbIQgCMZFhM6Yq+vr1efNxzhR+kU7IHPdfGcZCJ3NfgPtKeTZBev055O9bt9cSM9MFEXjWD6fL+P3pM+Ym1/fRCJhLDVwuVw5L1K63W6jnkFLS4sRGOsdDDpzqmn82TrL1DBXsNfF43FYrdZOU/bj8bjRFSH7omv2/7fJZNK4kAF0DLpzpeub6xDkCux7Uq3fvH227DX82YUeiejsdnadofey4cOHY/369bjyyiuxdu1anHvuuXj11Vf7dQzjx4/H+PHjjZ8XLlyIAwcO4P7778ef/vSnTverqKjI+PnOO+/EXXfd1VfDPKvo//HqJxadBcKKohgzIOZt4vF4pyep2T3DgcwZvFQqhWg0CpvNZqxt12dw3G43ksmkEcw7HA7k5+ef/BM9zek9sO12O2KxGFpaWmC32+Hz+TqsadfJstyhkF126qnT6TQuAthsNjQ1NRm/E33WSj9GJBLJaBFH1BP9kWXTWQAJpD9TzJ9R2duKooiCgoKcGUHmZQXmIF7TtC6Dc71onS4vLy9nsN8Zq9UKl8vVaTs8/WKay+XqNDDNFWh5PB5j365mW+PxeId0ej1jQZKknJkHoVDICLr19eW5MoD0i8F6p4FkMolEImEUEDS/1tkXD/Rq/3qBOVVVEY1GEY/HjXRz/Xdos9mMiwF6ur7+mumt6vRskJ604wNgFN4FMovaAej2GLmWBJiPZ07d1/9v1Mfa3QUu/YJBdqFC/T2gL2fI1ffezFzJP1cVfZ3+mppT4nOl8Oeqzk9EZx4G6KcoEAjg9ddfx1e+8hX83//9H+bPn98h+O1vc+fOxTvvvNPlNlVVVRlrnjl73jvMa9f0dLvs/0irq6shy7Ix82F+7UVR7PLkO9fJpZ4aqZ9EtLS0GAEiACOtNXvfRCKB48ePw+/351yHaU6B1TTNmEXOy8tDLBaD1WqF2+0+bVP0BEEw1qq6XK6M9bzl5eXGCVNXafE6m81mzKxn365raWnJuV63ubkZzc3NCAQCHdYUEw1GegFEvZVkZ1kgXX2WiaKIQCCQsxK+WVdr1PW/366CdH1GX/+c0o+naRpaW1s7BIG5gvNcWQPmGfHsdG4gfUFBX14AwGhf53K5chbW60w0Gj2hmWzz8oTm5uYOyw6sVmtGp5FgMGj0rdfpF5j118blchlLLID2i876zLx+u/l9YL5NnynOTpXP/v/PZrMZqfrZ6fN6Wr9+wSFX2j2QuSxKv+iQnWqvH6+rC6OdtQfUn5fy/7P33WFSlNnXp3MO0z15hmHIUaJkMSfAgCCKAcSMYkT9mZE1rWnN7gqiYFpRUXQRE4KIkiTnnJk8nXP+/pjvvlRVV/fMwICodZ7HR6a7wlux33PvuefG4zxPgkzg/j6KmdNxs+jc65IJQoIulv2XIEHCnx8SQW8BqNVqzJ49G61atcK//vUvVFRU/KHjWb9+fUbXa4LZbJZMyY4D6Aeda5rDJV3xeBypVIplsVUqFTp27MjrkQs0TDwdDgern6NJZU5ODgKBAKLRKK/ONC8vj0eihZkoMQMh+qH3eDw8gs41VSsuLk7rT+7z+RCPxxEOh+Hz+WAwGFgAgBsooE4CRyulp4wHndNAIIC8vLwTJs2nyTdXFh+JRNhEnbLtwWAQJpNJNFBBmcSmyG/dbnejztbxeJydZ+n5lfBHgxvkOhooFArk5OTwar11Oh3kcjlisVhWAzcC1SLT+lRjH4/H2djEnimZTMa6RWTKqlMGGgDPId9oNPKCD3q9HhqNhgUbiLzn5OTwyDjXHK8p56YxsmaxWHhScDEJuVhm3mazwefzZSR13E4HAFggRnituaUABoOB9z03o06u/haLhRlvCuXkbrebR1TD4TB77wrvA4VCAb1ej1AoxPrHZzJko6B3LBbj3QfUZYXKOCiQEI/HG23FR4hEIseU3BAj7I1lyIUmtPT/ppbKSJAg4c8BiaA3A2eccQY6d+6c8fsXX3wRrVu3xt13333U+/D7/di9ezf7e9++fVi/fj1sNhvKysrw8MMPo6KiAh988AEA4NVXX0WbNm3QrVs3hMNhzJgxA4sWLcKPP/541GOQcOygSRhJBwmBQICXsdHpdGluuQDfzVz4eSafA5lMxsyTZDIZiouLeX3CNRoNk+WRMzFJuSsrK1FQUIC6ujpeNquyspK3D7GMWCAQYKSZe2x1dXVs8sCV05OyIJuEVtg6Ta1WM2l4cXFxxvWONzQaDYqLi3kTKG5db6Z1ioqKeKZzAFBYWIh4PM6CNQBQXV3Nsvdik02SxkcikbT6eZPJxMyiuKBzaTaboVQqWRaqpUDZy6aQKQkSxMDNyNM93xziT++1SCTCAoZNDeQplUoWAA0GgwiFQlAqlTAajbznhGrzM0GhULDe9cL1hCUBjR0HSacDgYAo6dbpdMxwjX4PNBoN4vF4VlKv1WqZxFuj0TSrbj8QCLCMNHAkgMr9PhAIwGq1Qi6XpwU9kskk3G43TCYTCzxnMhSkVoQKhSLjfUDBoUxt4agNn0ql4mXNhe9H6tyRiZTTMXMz1ZThj8fjSCaTzS5RIud7sVIAbtZepVLxxitW285V7VF5gXAZ4e+2mNO8BAkSTi7IUs1tNCnhuGLx4sU466yz0j6/7rrrMGvWLEyYMAH79+/H4sWLAQAvvPACpk+fjoqKCuj1evTo0QNTpkwR3QZwpObM4/FIGbgWBsnTiEimUinY7Xbej3d1dTUqKythtVqRTCbRqlWrFi8vIEMccsCldj9iEGbHhdBqtTxXXZI5+nw+RCIRNqkxGAw8malY66a8vDzE43HepCw/Px+hUIjVghPq6up4ExdhC6JsruqZsg80mTkZJyNOp1NUskkT/kwZPjGYTCaYTCYADVl5oTxWoVAgLy+vRc6D3+9nxENqJydBQmZ4vd40MmY2mxmRFNbYExKJBJPKGwyGtL7uQtA7n1RNFHClvvXCbVMwmVrPUaaZ61bPfZdToDVT60pySz8eU0tuJwAKMieTybRjy1ZCYDabeR4xXHB/I4Tye+BIACeVSvHawVGLPZKrUx92atmpUqkYqef+pjYFQpIuNuZkMpnxfMfjcRbY5aoJCDKZDDab7YQHWKW5qAQJ2SER9L8ZpJfi8QNFsKPRKJxOJ+RyOQoLC9lEx+PxwGg0or6+Hlqt9qSpORZmyQGwunSK9Itl+QHw2gFRcCKZTEKtViOZTKK6ujrrvk0mE6uZzM/PZ3WaREhzcnKY/FA4Ti5JJ0MjLmGk76PRKAsoACcvkRS7DscC7rkVg1iQg4y6QqEQcnNzRTNTyWQSdXV1aZk6uVyOgoICqRZSggQRUFtNbj/wk/E9JIbGzPgaUwgolcom9WmnThfxeLzJHTYIJpOJkfemGAeSWaFcLmfO9kSsNRpNGukXmhomEgnWUQFoOMZoNMoLpmq12qM2ACUFBdXlk/JBDPF4nJVXcAOyjfVvJ+Tm5p7wuYg0F5UgITskgv43g/RSPH4ggu7z+RAIBKDRaNJqw7k1a3+kVFsIGu/xqO92uVwZ6y6z1Wdz3dABvlEd0EAwqQUdIE5IxSaORqMRyWQSer0+a2aipZFMJllwRuzZS6VS2L9/f6OKCrvdzgIgJF1MpVJwuVwZMzPZnKnJ4E7YHQBoOFfcscbjcV7pQibk5uae0HMrQYKE4wuXyyVq5mez2ZjjuVCybrVakUgk2PtKTNJOpTfCmvRMGfqjhViQwGq18jxVAPAy41TSQARY+N4jeTstH41G04IDtA51UonFYmk95M1mM6vP93g8ab9jVJYkl8tZVxbyacjW9UUIKv8gRQZ5LHCP4URBmotKkJAdEkHPgieffPKY1p8yZUoLjaTlIL0Ujx8og1xfX494PA6TyQSLxYJQKMQmJiT9FpLPvwNIRSBsKyYk8Gq1GlqtFgaDQXTS4Pf7oVarEQqFeJMhpVLJsujcz4STsoKCAkZG8/LyAPAzWW63GzKZjD0ngUCgRQgnV8YudM7ntr8jUhwOhxGNRuH3+6HVapkRnVg9IZF1j8eD6upqKJVKdo7z8/NZ4EUY5BADd3vUjzk/Px8Wi0V03cLCQlGlhFgAiiT3drud1dmeyIlhIpFgKhcxCasECRLEwTXyI3BN9ITLCPu+Aw3vuWQyCa1WyxQ4mZz+qb0Z1aO73W6oVCoYjcYmt9ez2WyIx+Ps/S5WZpANYgFevV6PaDTKfldo29QVgP6tUCiYzP1EgWvSqtPp2HufyiKOVxD+aCDNRSVIyA6JoGeBmElTc9CYA+sfAemleHxA9eeJRAK1tbXMvVur1TJSwu2Xm6m12d8R3Bq5pvYEFyOa1LkglUoxwkjGSXa7nfXz5ZJhgk6nS8vyC+vqiaRzpejCDDMXXq+XFywQZrHNZrNoX+P8/Hxer3U6J9xMTKbzYDab4fF44Ha7mVmTsKNDJpKeSCRQX1/PXLBlMhkv45WXl8cm02IBBqfTycuwcc9NPB6Hw+EQfScajUaYTKbjTtQTiUSaSkDK9EuQ0DyQ4olql4VojHi3FLh9w91ud9q7xWg0igbgyO1ezHuFzAUzKZHI+V8ul7MWfRSYj8Viza67zyT9l8vlMBgMMBqNcDqdrNY+G3JycuD3+1mmnmr0uXX7BI1Gw4xIG2vterwgzUUlSMiOkyOUdpLi9NNPzzhp/OWXX1BQUJDV1V3C3w/kzMp1ixWLoEuk4AiUSmWz5f7cDLfNZktr7yN0WueCMvTcSZiYBF+4bn19Pcu4E/x+P2KxWJq7czgcTquhFN4Hfr8/rQaVsuTciRv1SSdQdj03Nzct0ECTVmrvJDbxofND8Pl88Hq9CAaDKCgoSFueUFdXh8LCQqjV6rTgklqtRmFhIRtvKBSC3+9vUh2p3+9HIpFgihKxQEQmkCETPU9i15xkoGL1+PX19VmDLBIkSODDZrOJtlwjnCiyx90P1a4DDe9yktWLQaVSQS6XM4LOdTnX6XQsCx0Oh3lu5/Q+bm5tPM0F4vE4ZDIZy2Y7HA7U1NSgvLwcBoMByWSSkWly/ne73VAqlYxEK5VKBINByOVy5mBfWVmJX375RXTfV1xxBWw2G69vfCwWw++//45AIIBDhw4BAC6++GKUlpY267gkSJBwfCER9Cwgp3QxyOVyDBs2DO+9996JG5CEkxb0Q85taSaXy3m1ZhTFph9pCccGg8GQVYWQjeDZbDYmOdfr9bBarawlHbmgkwswt04+EomkZSRIMsgtZSBXXG4GPi8vj5nWORwO5Ofn8+rvSfZNpDMTSHIZCoXSWvaRdDQcDkOhUMDn8zHzH5KIknM0nR+NRsMUBlwUFxejqKgIFRUV8Hq9CIfDSCQSMBqNPBUCZeidTif0ej30ej327dsHuVyO/Pz8tPFTYIUL6g/N7f1MtfaJRAJVVVWQy+XIzc2FSqWCx+OBTCbDvn37WLcE7jNVUFCAWCzG662cCX6/H9FoNK2tIbcVEh3rsWbcU6kU6urq2LFIkPBnA7U3O1nRVFM2Iq3crHc2U82mgt6jZAJLSsxYLIba2lr4/X589913bPnq6mqcffbZvP7n1JKOIJfL4fV6mdGsXq/H2rVrUVVVldGtHgA+++wz3t/FxcWiZqRNKReQIEHCiYVE0CVIaAHQjzxFqYm0JRIJKJVKKBQKJm/mRvubCm7tnFi7HCESiUSLZTKozY/RaDyqbXLrDk8mCOWZwuyxxWKByWRibcmi0SiTHRIikUia7B0APB4Pk4ELr5VarWakNi8vD8lkEolEghFMuVzOMtyRSAQOh4P1sOdmb6jfvUKh4BFhjUbDGw+5rtM6VKvOhV6vh8ViYaZHNGaZTIbS0lJUVVWx1kJC8yav15vWjslqtcLtdqO6uhpWqxVGoxF2ux0+nw9+v58n2+fK7R0OBytJqKurQ21tLS9AUlNTg7y8PPj9fp7qwefzsesTCAQQi8VEg2DcFnTkiQCAuS+T1J5bJgEcyczX19eLkvRUKoVQKMR6U3M/DwaDkMlk0Ol08Pv98Pl87J7J1C6Q7qvq6mqkUikYjUYolcpmOS3Tc0fX6+/oeyHhrwn6vSWVDmWUKVst1nWEatop2ChENsdz7ncUDJTJZOyZJ3WU0+nE/Pnz2Xo2mw09e/Zk/ew3bNiQtu36+nrU1dXx1FnhcBihUAi1tbUsA54pS94ciJFztVqNjh07HvO2JUiQ0LKQatCPEnK5HBMmTPjTZdClup+WB7f/eXV1NWQyWVr/c249MrVeayrEzHkICoUCRqMR8Xgc0WgUsVgsrZ5ao9HwSKVw7E6nk8miuZMa6vnKRVOCA9waRZPJlNU0SAyJRAJerxdGo/FPoTQgEs1Ftj7tx4J4PI5AIIBkMskckqmOkAsyepPJZGkGbmLGR0qlUjTbzQXtt7EsE9eoiJCTk5Pm4EwyfJ/Ph6qqKuj1epYdb2x7QlitVoTDYd7Eu6CgAKFQCD6fDyUlJSzzxIXb7caBAwcANO4ZQuTd5/PBbrdDqVTy1AChUIj9Oz8/n8laCdTvmgJ1Go0GWq0WrVu3hlKpZC7Z0Wg0ay2rsE0gN8hBgY9wOJzRBbugoCDtOaT7qKn3LPVd5nYRoP7RxxocJC8PqQzo74F4PA6fz8feKxRIEv7OJJNJhEKhjF0/hGisxZhSqWTPNHluUK13praimRCLxfDBBx802xBOOMbevXvD7/dj165dzdrO+eefnxb4r6ysxG+//Sa6vFqtRu/evWG329G6detm7aulIM1FJUjIDimDLkFCC4EcZ8ktlfqHA0ckZDTp4E4yzGazKBElA5psEt1EIiEqF+aCXOPF3L+JLBBRJxItZl5G26YMZKZzILZ9AEyKR5nrTBMgWs7r9UKn050UveKzgSTiwWAQZrP5uNZgEink/i0Gyqxzr6FKpYLdbmf1jC6Xi9WTN0XdQOUEiUQCwWAQBoMBFosFwWCQJ7M0mUxQqVQ8Qzaxc6JWq9kyhYWFjPQVFhYyybtOp0M8Hmf3AFeSmkgkoNPpUF5eztrXhcNhNpZQKAS1Wo2CggLE43G43W54vV6mlCBSa7FYGm3ppNPpoFar2XNLkneXywWDwZC2vsPhYBmxeDzOltfpdMwsMhKJIJlMora2FuFwGDKZjAWmUqkUlEqlKEmtqKhA69atEY/HkUgkePum80nriQU3PB4PkskkMykMBAJpJRWUsadzyQ0qCs32qEUfXWOHw4FWrVqx9luEWCzGlBw6nQ6JRIIF/Gg5obEiNwDC7UZwMoHGm0wmYTKZEIlEmNnYiURLdUQgwzOqfW4JUA238HcuEAikEW569oEjAehIJJLRuC3bPjPBYDCk3Z8AeG7v69atw+DBg5sUJF6yZEmzyPm1114LvV6PzZs3Y9myZezzdevWZV2vpKQEFRUVAIBBgwbB4/Ggbdu2or+RHTt2RJcuXbBmzRrk5eVBLpfj4MGDKCgoQKdOnZo8VgkSJPwxkDLoRwkpgy6BQP3PKYNGJjQ0Mc7Ly2MT07y8PNFsuNlsRjweh1wuZ87jNDElskX1bAB4hEitVqdNDjJlHU0mE9RqNSKRSEazG6GzrNBQLVsmvLH2NxS8oO0JJ0li/W+JPP6RrvekYvgzBAyEqK6uhkajOeHyZmo7RFL2+vp6yOVyWK1WqFQqnvQeAMuacT8D+GoEUgXIZDIEAgFe26BQKAS32436+nrYbDaYzea0bL9Go4FOp0ur20ylUjzSSdl2LkEpLCzEnj17eNs0GAxQq9Vp6gDKjguDZ6WlpYjH40ilUuwZEC7DfZ4tFguT9CcSCXZuuGUXbrcbZrMZWq02TS3Rvn17qNVqBINB7N+/n22bAg60b65DP7WgA44E9+icaLVaFmyIxWKi6h6S+dN7w2w2p3Um4IKOKz8/HwaDgfkLkJoikUiwjgQKhYL1hOYGqoQIhUJQqVSspEOr1TKli1arFXUfJ9UBlbHI5XJ4PB4WPCGFEdf1WigZ1uv1PEMuq9WaVvbQHHC9HjIZaaZSKTgcDnbPiCkkmoJUKgW/3w+3280zapTJZOzakwJEq9VCqVTyngWtVgutVguVSgWVSoVoNAqVSoVgMMh6iNNznGnaaTAYmBIsG8ivQ6FQpG2TvCMCgQAUCgUOHjzIOlucf/75os7uwWAQ33//Pfx+Pzp16oS1a9cCaJjnnX/++fj+++9RVFSE0047DR6PB1arld3fK1euZCocACgrK8OIESMAAFu3boXL5YLT6cThw4dx2WWXMTNNQk1NDb788suMx+pwOFBbW4uXX34ZSqUSyWQSwWCQlT2R5wj1Muf+nu7duxd33XWX6Havv/56dOjQAZFIBP369ct6vo8HpLmoBAnZIRH0o4RE0CUQSN4eCAQYIeG2cDGZTPD5fNBqtbBYLFlNXQCImpAJJ6OUOdfr9dBqtYjH4wiHw4zgKxQKVtvM7c8qBhqfGLiElDIdmTL+AFhmkAgATaA8Hg/i8XjGtjLcY6eJNXCkbzwA1jomW5aIpLY+n++oa+bFQOMnZDsHxwoKcgh7DP8VQX3mhbJtACyLdyxZQdpGMBhEMpmESqVKCwARoSGJe1VVFYxGY0avCIfDAY/HwwhceXk5AoEAu+dJLk7tFYnMcN3ik8kkYrEYHA4H3G43LwBmNpszkrr6+np2HwrlscXFxaivr+cF6woKCtLOH72nsoHbEhJoeA9YLBZEo1FGCOi5FAYIhe0EgYbgC2XuhWNyOp1sfQo6CIMW9B33nGg0GqYAIWk9uXM3pogggseFkGyLmRlyYTAYEAwGeddALFgKHAkyNbcFGXdMZrNZtFRJOG6lUgmz2YxkMsne3fRbUFtbe1K2fy0tLeW968LhMFwuF/tMrVazZ0TYNjIbDh8+jHnz5vE+02g0uPrqq6HValngcOvWrdi6desxH8fYsWOPKhCaSCTwwQcf4NChQ8jLy8P27duxZ88evPTSS7j//vvZcqNGjcINN9zQ5O1edNFFTVpu4sSJTV62pSDNRSVIyI6TTy8mQcKfCNzJmVjUv7CwkGVAtFotk+wREaWJOncyLJxQi03KFAoFLwtEBIALsdpkIUhGSxJtmshRNp+bLc7JyUEkEoHX62WZUBprKBRik3LKfnElnhaLhWVQiMSLger/jEYjkzzTsmS0I5Y54yoOVCoVUqkU3G53ozXz3NpZIRKJBEKhEHMm52YKvV4vM4BrqpQ1kUjwgjM0KeESU5IcAw3Zs5PNWK+lYbFYMmZCWyIAQtvgqi8o6EMSfQKRpsbaDdntduaWX15eDgCix6DValnWmGrDCRRIUyqVsFqtrMWSTqeD1WrNSDItFgscDgcjh/SZTqdDMplE586dUVVVlbWGmwJd9fX1rE6eAk5EdOmdRc9hMBhEPB5nGW6lUskygcKacaVSCYPBwFNCuFwunsmdy+WCXq+HQqHgEdpIJAK9Xg+NRoNgMMhKc5xOJ+rq6mC1WpkiIxKJwO12IxQK8bbRtm1b3vG6XC5EIhFeXXMwGITD4eD10uYGA4F0ZYMQgUCAmSECR1y7hcaHQMNzzW2JmM2HhN57wkAmBXlTqRS7r8XyK3q9ngX5HA5Hs3tzUzDG6/UytYfYeLhBLUKmum+9Xs+8UsgADWi4vywWCzsXtK5Wq0VRURFisRjWr1+P1atXs21ddNFFaNWqFX777TdEo1H07dsXixYtYuqR0047DU6nE4cOHRINREUiEcycORO9e/duVFLeHJx//vnNIud79+7FF198gRtuuAGHDx/GF198wb676667cN5557F7kwL2X375JcaMGZO1zKy2thabN2/Gjh07mjwWySROgoSTD1IGPQs++OCDjN9NmDABp512Gm666aaMy4wfP/54DOuYIEUtWxZkEAccyW5ptVpEo1FoNBrWvgsAk8zq9fo0UkfZaa5RllarbTFZN2WVuUEEvV7f5JY0BCG5ViqV0Gg0PFl7UzK/RKDF6uuFNdFCYivMpIuZ2XFBUkS1Ws0mNmTGReMWjjmZTPJkyzqdDjqdLmNmjgIkpBaglmcAmLJBbLJIBkUajQZOp5M3uc1USkBGRmJSzUwgBQBNqo+nAuB4g3wZ6FiO5jhIzXEyIFPtcDweR21tLWQyGfLy8hhhNJvNTBVAXgButxtqtZq1bhOSRHqX0D3jcDiQTCZhs9mYVwHd7xSwo/uRTOt8Ph8z1eKCu18CZfIdDgdrLSjWdo+y7dQOUOx+V6lUCIfDiMViTI1ApphizyMFPWQyGVwuF8xmM6tr1uv1CIVCrJUVwWQyoby8HHK5PM00MxgMskCmz+fjveuEsnPutaS2hAaDgXd+uaCgALV65Nb30/2tVqvZ804Sc6p1F4OwvaMQJIMmGTqZ/aVSKVgslrT3VG5uLurr69Nk78KpIylO6JzTO9rr9UKhUMBisaTdO8lkEoFAQFTZ8ttvvzXZEK4xXH311fj999+xe/furMtt2LAB5eXlWLlyJRKJBE477TSYTCacf/75+PHHH0XX2bJlC5PTv/rqq6IBdZfLhfnz52P27NkAgMmTJ+Pll18W3d4LL7yArl27sr9DoRAmTJjAu6azZs1Cbm4uKioqMH/+fPzvf//Lelzjx4/HiBEjYDAYsHPnTkyePJl9d91112HMmDFZ1z8ekOaiEiRkh0TQs6A5rrZCyGSyrFLePwrSS7FlQfXn3HpalUqFeDzOWnS53W4EAgGW8RYjXtzJD8Bvk0bZIgoE0GQx271JWS2ahMlkMiYTVCgUR03OuO3euPuiSZ5Wq83oGN8YaMIsRu7FSDgRLOFzZrPZWG9rMQjlu0DDRJmUAzQGsTKDWCzGzmG2oMCxgjKi3PuITPdI6km1sKTIEEO2DgAAmHuxQqE4oYSVAiQKhYLd502R8wuDNUD2LgUtCSKFAFid7cmMeDzOyNyxlAmQER0FqaiOW6fTNekcxGIxKBQKyOVy+P1+3v3IDbKQWR+peSh4Re9Qrmw+Ho8zU8t4PM5UPSShBxp8OsQ6QSSTSfj9/jQZfl5eHguqUpkN+YHQ+IXvaYKwkwM3u0ztFoXHTkEDCpwIp2KkFKBAgUwmw7p165iPSHPA/S2h861SqVBXV4ddu3ahpKQERUVFrFa/MVitVng8nrQxCztEbNq0CXv37gXQoBq47LLLADS8z99//33euueeey70ej0qKyt5GfNjxcUXX8xUMaFQCPPnz0/zuQCAjRs34tChQ6LbuOqqq3DJJZegvr4eer0eN954Y8b9de3aFWPGjEEsFsOzzz7brLHabLaMiaGjlaBfdNFFmDhxYtrn5INBpWgnGtJcVIKE7JAIehaUl5cf08Rm3759LTialoH0UmxZEDmNRCJMximXyxGPx5Gfn8/6PicSCZa9tdvtWbfHrUclAiMkm5RFUqvVaRNQrsmO0CxOr9dnvKdJ3k7BJSKt1G+bZL1KpRI1NTVpxJhaSzXVTTiRSDClQVPIWTKZZHWsYlCpVDyymi37wiXgmWSZXMmrWFClseyOkOQToaEADvWXF4Im7C6Xi41LTE4qBC1D2XzKBnIhFpzgfifMytO1pPuCztWx1MYLzxudp2xZfaovzlZbfDSKkKZCzPzwWFUIFKQQ81Wg98rJkuWPxWJIpVJH1fqMXM3pPRYOh6HRaKDRaDIG5SgYFY1GmQS6qqpK9Dml9yn1qT9e4Nak22y2RuvchZDJZCgoKEB1dTXPB4Ck/8Jzq1QqWc9tcsCn0iMhuHX/tDz1Bafn4uDBg+wakuT+999/Z9sYMGAAOnfunBYAy8nJgdvtZmQ+NzcXvXv3hslkQigUgtfrxfLly+FyuVBQUIDS0lKo1Wq43W6sX7++WedIDKeddhp0Oh3q6upQW1vLau65xzx06FAYDAZs3LgRdXV1GDp0KGKxGLp27coCQ2PHjgUAdOvWDe3atUMikcCmTZtw8OBBAMCkSZPw1ltvZRyHSqXCLbfcknWZY8X//ve/jO/WFStW4Omnn27SdgYOHIgVK1agU6dOePHFF09KLxNpLipBQnZIBP1vBuml2HKgXtPkohuLxZi5VCwWg0qlQlVVFRwOB+x2O5OOiiEWiyEej6eRz0zkUUgwiUALs0JipkVckk7u82LmbTKZDEqlMi1jLpfLoVQqWSDA7/fDYDDAbDbzggtciTcXwj7tAFj2vSmgftGEphC7cDjMOzd0XhQKBUwmE29SSuSIS/a1Wm0aiSJjQHLT5Trj2+32tGxvYySfHMFpn2JqBYLYORQik/t+Ng8AqqEMBoONZtK4fYSJxDeWicmW0c/kkB8IBERbLHHrf4GGCTQFwah8gly1dTpdo5NUyqzStaasKddfgQu5XN7kmlPqgU5knKS/AJhLNhE2rvwYACvNoD7vFIShbCh5W9Cz3NRxUV1xOBxm7tsUpKPAQCwW40meSTrOPZdE3ukZjEQirB1jMplMk0xTIEmszRXQUGvNfWfR8XCN9QjC2n7KZJNDvd1uTzP74wabqPe1WEa1pUAKK+7x0G/H0SQAUqkUQqEQC3IADcZpLpcr7TlJpVKora3FypUrkUql0K5dOxQVFWXsj52Tk4PRo0czkh+JRLBy5Urs3Lmz2eM8VqhUKgwfPhxAwz02adKktGVef/112O12bNiwAe+//z4rDxgyZAiuu+461tZw4sSJvC4NQtx1113o3r07iouLmex/y5YtmDJlSsZ12rVrhwceeIDdR7fcckujx9S2bVuMHz8eU6dOBQA899xzrI1cWVlZWoDR7/dDqVTyfhvvvvtu7Nmzh7ec2WzG008/jQ8//BC9evXCsGHDeO0pT0ZIc1EJErJDIuh/M0gvxZYDt/68urqa1Qvm5+czWSa1rSkqKsooxeU6AQsJOZkOkYScu28x0sAFtV3hSnNpH1wCAGR2HxZmgWlZkl/T9si8SDhBbMy1XTheIseNZeri8Th8Pl/GvuN0bbhlKvQ3l1xQz99oNMpcvmkCzwWRoJYC15zO7/czks+FsA6eQMRG2JJOaHKlUqmg1+uZGoJ7TEQOyHivKWhKFr+xLDb1UBcSMLrHzGYzq3e2Wq0IhUKi46NAV7a2fsJ7mkzYuMtTbXY0GhX1CBBKdoH0wEA2zwW/389IfiY05byKQezZFI4z2z0rDHRlegdwwV2G/DGy1Ts3BrF3YiZlSmPSbgo8CWuw6Xnhus9T9wsh6Jmjd4XwfKRSKfZMmkwm5hqfSCSQn5/PzO2Ahnsz2/URbjcSibD2nEqlEiqVKq1tlkwmQ35+vmiph9i52LlzZ8b2doSCgoI08jps2DB89913TRp7Y+jYsSMKCgrw66+/8j7v1asX+vTpA4VCgUAggM8++4z9VgwfPhytW7dmAYbZs2djwYIFotsfMGAAVq5cmfb5008/DZ/Ph+effz7r+N544w32fhQ6xHs8HkyaNEn0XD/00EPo0aMHTCYTM2acPn06z3jukUceQSQSQdu2bWG320WDk9zffG43C65ihGuiR8H+3bt34/fff0dRUZFoX3MKbLlcrrQOCCcDpLmoBAnZIRH0vxmkl2LLgTIjlNWhTLlKpUJBQQH279/PSF9BQUHa5DIej6eRD5qUNUU6SxkzAnfyLCZlj0QiGVudqdVqKJVKRpBp0kDjIBIrJqkniAUNMu2LstdKpZJNTLltiAiNEWPuWLnHGwqF2ORYSFwpm9rUcgIaWyqVOiYJtRiRyVZyQMjmNE+g+nkyvyLTIrPZ3OTabsp8ZkK2dnwEanmVSqV4cnmuyz6XOFIWlyaujZFOg8EAlUolek+IkWzhtT8WcJUaXBJJ97hMJuP5TjT1p1VI+IGGcgNSaIiBugeIKQu4EMtSE3nLpM7JBLquxzJlELu+FOAgNQ4FUeRyOQueZCs1oSx9tkCg2DkG+AECoccDBYEoEEZGd2SwR8uQP4RMJmv0eoipTOj6iLnG0zmXyWTQaDRo164d73thizWg4Tdkzpw5WcdBaNOmDTp37oyamhrW+zsbfv31V1gsFvTo0YN9ZjKZ0KdPHxa4PXz4MHbs2AGdToeLLroIkUgEa9euxbRp06BQKDB9+nTYbDaeSsPj8eCjjz7CtddeyzwACPv27cOdd97ZpONpDP/+97/xwAMPIBAI4PTTT8ekSZOYyibT70w0GsXWrVvx2GOPsc969OiBZ555hl07YfkF99mia2e1WnltEgl5eXk8BYfZbEYkEsn63qLSBWG50qFDhzBw4EBotVr8/PPPKCsrY999++236Ny5M+655x6sWbMGXq83qxv88YY0F5UgITskgp4Fd999N6ZMmZK1Zrgx1NXV4amnnsLrr7/egiM7ekgvxZYDkdlgMAiv1wuXywW73Q6dTgeTyYTt27cDAMrKyti5JlIuRlyPxrGdMsBU+97YslTDyJ1IUmaxpUDnRKFQsMwEV84pJhUnYi6clCiVSlZGAPDrrMkdmgutVotYLMYj+mJEJFO2kBsQ4K7DDTzIZDImHSTVAE3wMvVpz6R4IKm6SqVqUn0vXUOSFdN14xJrctZvLoTyczLgomPj9vima0BO3YlEgkluubJ8s9nM5N00foPBwLvfhEoAMTSWDeZuh0gkZTgbCypwQXX4XEd9Mcl4JnVDNlDNtU6nQzweRzweh06nY0RFqPjgHhNw5FxyTR5jsRgrp6H2gmLnkpzfucEQLqi1YSQSYdeK1Cnkmq/RaEQVC9SejUzVjEYjC2CQCSFJdakdHdf0kRsYpLFwiYMw8GI0GllNO5CuBCA1SiavBSEoYCc8Lrvdzp418t8gEk3vJHoWyFNC7LzSuuShEYvFmPSae63JlZ/a3mk0GigUCvZbLZPJ2PmLRqNYu3YtNm3aBAC44IILUFVVhY0bN2Y8zi5dukCtVsNiscBms7H3jdfrZce+devWNAVDu3bt8MYbb2QNzHTp0gXbtm3D8OHDcfrpp7O69VQqhWXLlvFcxq+66ir07dsXZrMZgUAA9957L/uuoKAATz31FPx+P89pnHDqqadi9erVeOONN0RJ+xNPPIFdu3bhv//9b9p3t99+O5PMHw2oDI1q7bnvo2QyybwV6HkMhUKs6wAhEAjA6/VCJpOxdnYA0kwQuaB5wezZs3HOOeew3x5u0CkWi2H16tW4/PLLeetWVFRg+/btOOecc9hndrsdDodDtHztREKai0qQkB0SQc8CMm+ZNGkSbrjhBnTo0KHJ6+7YsQMzZszAtGnTEAqF/tAXIRfSS7HlQJNKcmkPh8MwmUwoKCiAz+fD4cOHodFo0LZtW54LtxiaUiPbksjmmP5HgepfufJ56tMszLqRu7JwUkwSdaE5WzKZ5JF/bn029aPOBm5GnrtdYcaZiBORoVgsBrlcDq1Wi1AoxJvkUlmAMLtPslYK5hDxpyw3F2IBCdpftsw8EX2qZRbeB0J1AQUeyJiQsnpUnkHbCAQCrEaZOgmQazQpJMivQAgKmHDJmEqlYk7e3LFFIhFWCsHNthHBoePibodM14REn1rQyeVyHqGqq6tDKpWCzWbLWstJ64uBfCnIsIsy7UTEm2qO2Nx2cpR1ziRZJ4JJLQ2bK38lWTcpbxqDWFs7ep6EgQ4xT4lMsnedTodoNMruf6HRYSAQYISYCDvJx7nPrjCIJ2amqNVqEQgEWHBKTG1C6ifyLxAik0kjEW4yLOvXrx9OPfVUAA33UFVVFbRaLa9XdlPQvn17dOvWjQVRhOVJBKqJv+GGGzBixAgADdnYbIQ/E9555x32XqusrMQ///nPZm8jE6ZPn87G63K58NhjjyEej+Pee+9Fly5dADRkpGfOnMmCAvfccw+GDh3K7gu6zvR+pd9ej8eDYDAIs9kMn8/Hnn1SemV6n1Kwid65R9vhIRqNor6+HiaTiWXHyYjPbDaz5+WFF17ANddcA5VKBZvNhr1796Jr16644IILMH/+fN42b7nlFnbOxDB+/Pg0N/0TBWkuKkFCdkgEPQvWrVuHO++8E8uWLYNMJsOgQYNwzjnnYNCgQejSpQvsdjv7wXU4HNi6dSuWL1+OBQsW4Pfff0cqlcKQIUPwxhtvoFevXn/04QCQXootBW7Wt76+nrUeMhqNTN7u9/uRm5uLwsJCAEck5oSWrmv+q4GIXzgcFs2AC5UA9DnQMNkRnl9yjacJOpHnpl4DMZIuRFMy81yQ6VdTtiEm19bpdIysKhQKxONxRhCEslvudokckrSYtk8kSphNzFSqIJPJeGOicRChIkkzSTJp4krnP5vqgIg4rUNjFZ4vMRWBGMSuAd1j1NaLO2YuGitFoJpgjUbDMl6NeUTQ2JtC0ul9Q4EHIvrZyDEFD7nHQkEjvV7PCItGo2HGWMCRcheuRPdYupk0Bi75FuskQMeSSWVht9sRi8VYll8MdI25KqVMhoVGo5FlrmldoY+HGGw2G3bt2oUVK1agTZs26NGjBwsOAkcCD1zzR4PBAJfLha+++ipte3379kWXLl3w22+/Yf/+/Vn3LUSXLl0wYMAAFrzINM0zm834+OOPMWfOHFx++eWNSuNfeOEFRlo3bdqUsZd3S2Po0KEYO3YsL3iXn5+PaDQKt9sNi8XCnm0KBr700kssQfL4449j4sSJrCab3oX0++J2u5GTk4NoNMpr8efz+XiqLYPBAL1ezzplcMsmdDody7ILS0sikQjLrJ922mnYtWsXKioq4HQ6MWHCBLz55pvo0qVLmky+uroa8+bN46kF6H0bjUbh9/tRUFCA/v37o1+/fti5cye+/fZbtuyDDz6If/3rX+we+P7779GnTx906tSJBcaeeOIJZlp3IiHNRSVIyA6JoDcBc+bMwSuvvILly5c3qV4UAAYPHox7770Xo0ePPhFDbDKkl2LLgOrPE4kEHA4H6uvrYbVakZOTA4PBgO3btyOZTKJNmzYwGAw8IkYT4OM56f2rgksaxL47Eec0FApBoVCwSTaXZAozz4TGyheaYrSl1WqZmV1jWXKxcYgRT2HmUBj44LqOixFgIiDcOn1SK9B2SSJMigPuGKg+U+j+T8ZRQogFCoRu9TQuyvCLIZOqQeycAPx2hUReuYEFrjw9k1JGbOwULOKWbQiR+v+u3VQqwgW9S+g4qIWWTCaDWq1GOBxmE3Gq547FYjzJvpgShIIGtL9MXRZoX0QauOUf3PE3Ftzw+/2MGDcGocz+WErQwuEwKzUQ7tvr9SIUCvGCFwTKkCsUCuh0OtTW1uLHH39M2/6ECRNYKQpJ/WtqalBWVoadO3eidevW+PDDD496/L179+aZkjkcDlx11VVo164d3G43br/9dlitVrzyyissc59KpfDWW29h1apVzdrXNddcg/PPP5+1NyO/ibfffhtarRY//vhj1hr8t99+W7QfN9Bwnvr374/bb7+d9/k999yDgoIC3v1jNBphMplYwJKy9bFYjAVob775ZixYsIDV8FPA9qeffmJ12QqFIqvJJnDEjNTlcuHrr7/GuHHjsGjRIhQXF+OKK65gagTKxs+dOxculwtnnXUW5s+fjylTpjDlDNAQ4HjppZdE/VYI3OeRAk7jx4/n9Ufv168fXn31VfTv359t/5NPPmGt5IAGr4mNGzfi7LPPxpNPPokbb7wRNpsN1dXV8Hg8THEAHDENPZGQ5qISJGSHRNCbgfXr1+Orr77CokWLsG7dOt4kwWAwoE+fPjjrrLMwcuTIkyZjLoT0UmwZcPuf19fXw+PxIDc3F0VFRQgEAti/fz+USiXKy8vZJIF+pJtiDCbhzwEip1xwa/2bmp0nEkYyVGp9R5NGql1uKoSZeQoicIljNuk9ES9uRpJLPBsLENC7UShBFxobkvRbOAYKCoiVFZCHA9eHQCxYQqAJtHBCzJXic7dP6xDBpZZrYqZNXOLO3QZl0oiAcxUO3O3o9XpEo1HeslTzLyT5mUzdxBQXQrIhvE/JEJHGL1xfrFSExkvnloItwgw8wG/FSGNvbsunbOaIXq8X0WgUVqs1o4qgKeaKYusQaRfzGCCzz/r6embCxSXImTB27FgEAgHMmzcv63Lnn38+SktL8d5772Vc5tJLL4VGo0F1dTUefPDBjMvl5uayvvDt2rXDk08+CY1GgxUrVuCll17KuN5zzz2Hbt264cCBAygpKcG4ceOg0+nYOpnaWno8HlxzzTVpn6vVarzyyisoLS1FXV0dbrrpJgANtehr1qxBfX09XnjhBWg0GixduhSfffYZbrjhBrRt2xZ6vR7V1dUAkOawbrVaWQkD0HDPVlZWYv/+/Rg+fDjvfpwyZQqee+45AMDixYuRl5cHoOG54N77FRUVGDlyJIYNG4ZBgwbxjOGEBn8DBw7Ev/71LwANz8Wrr76KmTNnsrIsek527NgBmUyGjh07skAejTc/Px/79u0TvQ7ccpyKigoAwOHDh3HRRRfh4YcfxuzZs1kf+yFDhuCzzz5jKihhcDOVSuHTTz9lzvwjR45EeXk5zjvvPHzzzTcYPny4RNAlSDjJIBH0Y0AwGITH44HVam1Rk63jCeml2DIggl5fX88Mu2w2G4xGI2pra1FdXQ2NRoPS0lJGGriZRgkSjjeopIJLjmhCSrWS3PY9RAiJ+JJUtKUhrEsHxDsakEkWV76caTxUq9+Y5FtIein73hSjRGGJSiYndZVKxbLsYgEaCt7Quee2WSRkyuID4Bn0AWBZc2GQhatiIDTWhQEAM52kLB/3uoh5QnDLSrJBmIUntYWQJJHHATfwQfcvXX9uAIp6wGebygh9Jqj/ezQaZWUvFGQQBnI0Gg0vw55MJvHRRx9l3FeHDh2wa9eurOdCDLfccgsUCgVCoRCWLVvGeo8bjUasWrUKp512Gvx+P7788stmb7s5mDdvXtpzRvcXBXYyYfny5XjppZdw8803Y+jQoYhGowiFQswMjUBqHvqeyjUikQhT2wBHAkJU503XQi6X4/Dhwzh06BA6d+4MoMGhfcOGDTAYDPj666/hdrsxatQo9O/fH1arFXfddRfb/4IFC3D//ffjySefxLBhw3DRRRdh/vz5LPgQjUbh9Xqh1+uhUCjg9/uRSqUwZcoUPPnkkwAarsv06dOZtPzKK69k7xIC+Rh9+umnGD58OLunL7zwQtTU1ODdd9/FihUrmLIgNzcXDz74IB544AFWQvTjjz/i9NNPBwBs3LgRb775JiorK5k/QH19PVasWIGSkpK06+H3+zFt2jS43W7mbwA0BGwefPBBJJNJWCyWP8TNXZqLSpCQHRJB/5tBeikeO2gSJ5PJUFtbi0QiAZ1Ox6SWVH9uMpmQm5sL4Ogc2iVIOJEgktzSrv7NAbUtPJ4BAgCszVhTnPO54CphiGRTBpxwNAoZofRfzMxLuF2u0R/JzLnSe245CJHho/G8ILJMSgKhHJ47Lm4QQ0zST2aHdN4ytdUTUwXQ/jO1bWwKVCoVPB5Po34FhNzcXHYeE4kEPv3004yGgDfeeCMLfgHAihUrGMnOhuLiYsycORO9e/fG5MmTGcHbsWMHNBpN1iw54fTTT8eSJUuadEyERx99lNcujRsE4fp1cM+tUqlkxFEIYQALEFeYAOJy8mg0isrKSrRq1YoFstVqNXbu3InS0lJ2P82ePRtbt25lnXHOPPNMLFmyhAWezjjjDDz77LPQaDQsIGSxWNC2bVumtqGyM67vgvBdIMyYf/rppzjvvPMwaNAgbNu2DQDQrVs3vP/+++jWrRv0ej1KS0sxatQo5OfnY/78+aisrMTBgwdx7bXXwul04ptvvsGSJUt4wSIqEwoEAli1ahUWLVqEUaNGYfny5di9ezcGDBiAdevW4aabbsLLL7/MnmNhoO2qq67ChRdeiHXr1uH3339HKBTKqO648cYbMX36dPzf//0fhg4d2iSjx5aGNBeVICE7JIL+N4P0Ujx2UNYHAGpra+HxeNCqVSsYjUYEg0HWm5Zq5VpK0k61nCTdFE7CaR9i2SRuizOxNmfcZST8fSHdC0eHYz1v3Ow+KQdOxmsgLFHIFnjknhMyZBSrURYj2FqtlpUmEIhEcD8jRYCY2SLXs4HGLtYvnVo5JpNJZmRIpoZktnj48GF88803osdZVlaG8847jxE8Khkgmf/WrVuxbNkyAA0k+Oqrr2amgiT35mLatGmwWq0AGvxvPv/8c9H9Et59913o9XpMmDAB5557LuRyOerr67F8+XK88847WLhwIWbPnp223kcffZTWdYILKtHhEmwqe6HsN6kX6P90roUqHAoeUSeF77//HjKZDOeffz5isRj+85//YOrUqQiFQqz14Jo1a9C3b1+271GjRqFDhw544okn0solotEoVCoVNBoNysvLsWjRIlYmQkqXUCiEtm3bIhaL4bbbbuOVEZx++ulQqVRYv349rrrqKgSDQfTp0wetW7dGcXExM3oFGu6/lStXYvPmzbjlllvw5JNP4p133sHZZ58N4IgZKTeA9uqrr7JnmoKffr8f0WiU9T3/73//ywyJAfDOF517CgAlk0leoIT+L2xZyMXll1+OvXv3YtCgQZg3bx527NiBLVu2oEOHDvjpp5+OqjXnsUCai0qQkB0SQT/JsGTJErz44otYs2YNqqqqMHfuXIwcOTLrOosXL8bkyZOxZcsWtGrVCo899hgmTJgguqz0Ujx20A9gIpHAoUOHEI/HUV5eDqVSCbfbzVrilJWVNfqjRz/CXNLNBbcndyZTGVqOa1iV6bHmtngSblNI3rny50yEn/tvWiYTWTkZCYcECRKaByIemVqJZYNQzi+U3IvVjRPJ5rYazOSBQEoBuVzOWmXF4/E0hQIFT2mdbEqKLVu2pGWnBw4ciN69ewNoIOTUCos7ZqAhgxwMBpkyxGAwsH1dfPHFGfc5depU9O3bN22Ztm3b4rHHHsMNN9wAoKEu++233+Zleukcc0sPwuEwvF4vysvLsXbtWrRt25YZBZIajHwTuOBmwMnNnP5PIKWH0WhELBZjASZCKpViGe177703LXvct29f3Hjjjbjjjjt4tdPdu3fHli1beOd11KhRPIn/rbfeCpPJxOrjJ02ahPvvv5+Znm3evJl3rNzf2uuvv55thxzWk8kkrFYr6urqeNeisLAQ4XAYRUVFLPDj9Xrxyy+/YNy4cTjjjDOg0WjYOaffVjqe1157DbW1tVi0aBHGjh2L8vJy7Nu3D/fccw8AoGfPnti+fTuT+stkMhiNRl6Hg6KiIiQSCdTW1uKcc85BTk4O1q9fj6qqKlgsFtZ3Hjji9K5SqTBw4EC0adMGCoUCtbW1bGzPPfccSya89dZbaQZ9xxvSXFSChOyQCPpJhu+++w5Lly5F3759MWrUqEYJ+r59+9C9e3dMnDgRN910ExYuXIh77rkH8+fPxwUXXJC2vPRSPDbQBJBMvQ4cOIBkMom2bdsikUggGAzC4XDAbrenmdpk2l4m4k2STrHlhARZmEHPBO5y2Yg8t0a2seAATbiaGkSgcyh2LNz90zbp/9xAwPFu/SRBgoTjA+p+0VibuKPdtt/v57W/EsJut4tm/oPBIDZv3owuXbrA7/ejsrKSmXBxQaZp77//PuRyOX744Qf4fD4899xz6N69O2/Z2tpaZmQXj8dxyy23MOM2Lm6++Wa88847vM+KiopQVVUFAHj11VfRvn179p3L5YLX60VZWZnoe5CCFNyARVM60HA9GrRaLZ566im8+OKLCIfD+PzzzzFq1CgAYFLxeDyO6667DosXL8bjjz+O9u3bo7CwEN26dcOdd96JWbNm8faxd+9etG/fHslkEl26dEHbtm0BgJHRzZs3M1O4TZs24ZRTTgFwJHO/Z88eOBwOzJgxA1dffTW6d++OVCqF7777Dnv37sXvv/+Oc889Fz/99BPLYstkMnz11VfsnlMoFBg1ahQj6o21zqRWukqlElOmTEHPnj3h9Xoxbtw4tgxXgfCPf/wD+fn5OHToEJ599lnWTpKk7IlEAi+++CIefPBB3u8l1el36dIFNpsNp5xyCkKhEDZt2oTx48ezoFgqlcKXX36ZZmJoMpmwd+9eHDhwAHl5eXj44Yfx66+/orKyEh07dkR5eTm+++477Ny5M+26LFiwAOeee27W89DSkOaiEiRkh0TQT2LIZLJGCfqDDz6I+fPnY/PmzeyzsWPHwu124/vvv09bXnopHhuE9edkBtepUyfU19ezVjZWq1W0/Q83U84lq0K5OoGbSRKu2xLHIiS+XHBJMncSI3Tb5gYRKHghZnLFnYw3NTjAlU0KIRbAEEr+hP/nqgFojMJlMiGTiqCpCgMJEiQcH6RSKfj9/jTSQqZmOp0O3377LSPuAwYMQJ8+fXDw4EHMnz+/SfvYvXs39u/fj//+97948sknsWHDhrRlLr74Ytx8882Qy+XYuHEjHnnkEfZdSUkJc+PmgqTz8Xg84299Jnm9EB6PBxdeeCFef/119OvXL+uy3377LUaMGIHS0lJs3ryZZ+R28OBBxONxfPjhh5g6dSpz+e7RowcefPBBWCwWjB07Fp9//nka2QaAyspK6PV6LF26lLdPh8OBadOmoba2lmekd9lll2Hu3LkAGszeiouLmxW8CQaDuO6661iLx0woKyvjmaURHnjgAUQiEbz++uu48sorcejQIVaW8Mgjj+DZZ59ly/7f//0fXn31VV5ZxkcffQSDwZBWF/7rr7/i9ddfRywWw9lnnw2VSoUffvgBXbp0wf79+xGLxVBQUACFQoGLLroIe/bsSRubzWbDmDFjIJPJEI/HMWPGDFRXV8Pv98Nms6GmpgZvvPEGW16n02HChAlo3749OxedOnVCXl4efvvtN949CTRcq6YkE1oa0lxUgoTskAj6SYymEPTTTz8dffr0wauvvso+mzlzJu655x54PJ605emleOjQId5LUaPRnPAapD8jiDDG43EcOHAAwWAQOTk5KC0tRU1NDaqrq5Gbmwu73Q6j0cjW40brhTJz4M9H4oQkPdMymY5RSGqFtfTCLL+YlDWbwoCLpi4HpGf5hWSe/s3NSB2NEkEsKMANxnDHKDx+2r/Yd2LrcM+1UD6cyY9AeMxiy2YanwQJJwqhUIgnR+YiLy8POp0Ofr//mHqNAw3u5Nye2dkwePBg7Nu3DzU1NY1mZ2fOnMlafgENRHPixIm8fb322mto164dgIbj3bJlC0499VQADfL79957Dz6fDzfccAOeffZZXiu3UCgk2r9+8uTJeOWVV9jfdrsdPXr0wM8//wwAKC8vR35+Pu6//368//77vHUNBgO++eYblJeXQ61Wo1OnTiwwTVCpVHC73Vi/fj0LilDbtmQyiTfeeAOLFi0C0CBTHz58OC699FK2/iOPPILBgwejuroan376Ka655hpmuMqF3+/H0qVLsXfvXvaZXC7HoEGDGBHt0aMHczwXYtq0acjJyYFKpcKePXvQqlUrqNVq/O9//0N5eTnatGkDl8uFr776itW9//TTT4z42u12nHXWWbjkkktgs9kQCoWwaNEi3n3ZtWtXbN26lbffnj17YsSIEaJKj6eeeooF9+12O5O5X3jhhdi5cyduu+22jK3ZhJg0aRI0Gg2cTiduueUWDB48mPe9x+OBTCaTXNwlSDgJIRH0kxhNIegdO3bE9ddfj4cffph9RpHxYDCY5sZML0UhnnjiCUydOrWlhv6XBZEx6nUONExmUqkUHA4HXC4XioqKUFRUxCSG3P+AdIIn4eggJIbCIAj3fGfK8tNnYsuJEXnaLpd4C0sPhGS4KWoAoGkKA2Fwh7Yn5gPADTZkk3LSGJsTlOAuJ7wOmZbLdCwEum7c74XBneb4HHCfO7HlhMtm2s6fEdzzRPfhn/2YhIjFYkwCTtBoNLBarSzYHAgE8MEHHzR5m1ypstFoxIoVK3DgwIFG1zMYDGm9pzPhhhtuwIABA0TbYgENWeYbb7yRmefNmDEDubm5rAUZ4dZbb8W0adN4655yyinYtGkT7zPuvT1+/Hhs2LAhjbCazWZ4vV4ADbXfrVu3ZvuYPn06bxt79+7lZcuFiEajvJr+ESNG4NZbb8WePXvw4osvwu/3Y8iQIfjuu+/w9NNPo1evXgAastjkjg4AzzzzDF5++WV4PB7E43GMHTuWmd2NHDkS5557Lj744ANegANocFYfOnQoPv74Y2g0Gpx77rnMYZ/wySefsDrvJUuWYMuWLey7a665BmazGfF4PK3sgOBwOLBz504MGjSIfXbKKadg+/btmD9/PhYuXIjHHnsMWq2WvVe/++47LFiwION5I3Ts2BFbtmyB1+vFt99+C5/PB6ChnPHFF19sdP2moH379ti8efMfmpSRCLoECdlx4nsrSDgpIJZBl5AdXJLt9/uRTCahUqlgMplQW1uLYDAIrVYLo9GYkfD8FSfKfxQyka5sxlVcEs6FGJmjej/h9oVoausq2ncmwspVHND90xiEhFVse8JtC8eUiahm+jf9ne17sTE2dhxNLWXIFuSgoIQwGJLpOjamvBALhggDGGIqCW4JC3cdrl9DpiCDsIwlW5AjWzBE+G+hooK7HlfRke39RPvIdF6E6wvPQ1PefcJ7i1uKkkwm4XQ6eS2ygIZ6aavVmiYxFpLznj174uDBgzwpfGVlZVo7qjfffBN33HEH77Nhw4bhu+++Y3+/8cYbaNOmDTsvY8eO5dVwA0Dnzp2Z6eu//vUv3HXXXTxSJ4TL5UrLFN9xxx2w2WyYMmUKRowYgR9++AHvv/8+68Uuk8nw0EMPoVWrVsjPz4dSqcTIkSNRUlICi8WCvXv3YvTo0Vi/fj2ABjJ+0003YcaMGVi/fj28Xi8MBgPuvPNOrFq1ipFzACwAYLfb0bNnT8RisTRpf/fu3fHggw/CaDRCpVJh+/btuP/++9n38+fPTysjSKVSabL9p59+GqNHj2b7W7ZsGQYOHAgAWLt2LWbPno2ysjKccsopiMVi+O6777Bnzx4eQdfpdOjZsyfefvttAIDP58Ps2bNx3nnnIRgMQi6X49Zbb8X+/ftRVVWFgoICHjkHgK+++ooFW3bu3Il4PI6bbrqJSd5pfMLruGnTJuzYsQNfffUVADSpPZ4Ydu7cCZVKhU6dOmH9+vWYMWMG7r777qzvvdmzZ+OSSy7BihUr8Pnnn+M///lP1n2sWbNGmvNJkHCSQ8qgn8Q4nhJ3KWrZfHDl7YcPH4bf70d+fj4KCwtRUVGBmpoa5ObmoqSkBCqViifPbow4SpBwNBCSGaDx+vdMmflMJQfCbYkRKO56QgKc7SemKeoCoQpBSDBp+0KizFVTCI+1KQaITVU/NGc5LmE9mlKLTPsWW04YnKEgR1OORSwAw/2bO76mHgc3cEHb5C5Hnwm3FwqF0mrLCRqNBhaLJa1eWaFQIBqNslZaer0eubm5POJCbtlifbqFUKlUmDt3Lvbs2YPDhw/jtNNOSzuOeDyOMWPGIJlMolWrVrDZbLjhhhtQW1uLN998E0OHDsWoUaNgs9lYgOHaa6+F2+3Gl19+CavVivnz5/Ok3kAD+SKJvk6ng1wux7Rp02A0GvHaa6+ltRwDGjK8K1asYH+vW7eOOXYDDXOE0047DYWFhfjiiy9Ymzqz2cxryTZgwABce+21KCwshEajgUwmw9KlS/Hcc8+xZZ577jl06tSJnU+gQar/yiuvsAD2ggULeBnsW265BVVVVRg1ahTmzJnDG/vAgQN5Yyf8+OOPOP/883mfbdu2DXv37sVFF12E8ePHQ6/Xo7KyEl9//TVvOYPBgO7du2PlypW8z00mE8tQU336nDlzsGjRIvTu3ZsXuDnnnHOwcOFCAA3O7h06dIBSqeQ5rc+cOROrVq1KG7sYxo8fj4suugiFhYUYMmQIQqEQryyO8PTTT+Oxxx5jf0+aNAlvvPEGL3DFRSqVgsfjQe/evZnKj/DAAw/ghRdeaNL4jjekuagECdkhEfRmYseOHZg7dy6qq6tRWlqKXr16oW/fvqyNR0uiKQT9wQcfxLfffsuTtV199dVwOp2SSVwLgya2wWAQTqcT8XgcNpuNOQdHIhFYrVYUFBSw5f+q8lIJEo4Hssnhm7Jec58zsUyt2H4zBRroMy75FU6aKfNL5FRIbBsLIGQLnGQivGLbJYgRdFo2UwtG4bJcQi22bzoHQqPJTNdX2CaS1slEznNzc6FUKqFQKOB2uxEKhZjRVTgcxm+//carS7700ktxyy23iO6bcMstt2D69Olpnz/11FPo0KEDI09i5++9997D448/Dr/fj2AwiIqKCnTr1g1arRZDhw7lZfbHjh2Ld999l0np1Wo1K0WLxWJYtGgRjEYjPvzwQyxatAgHDhxAbW0t5HI5r1ZYr9czs7v169fzzNEOHjzIOoxwr9WyZcvwz3/+E6NHj8bPP/+MX3/9NU2uvnjxYpx66qk488wzmckb9eoGgFatWqF///7Ys2cP1q9fj3g8zq7ZyJEjkZubyxzu6b6PRCLYtm0b8vLy0KZNG5bNplZq3PPp8/l4GfhevXrh1ltvRevWrRnhdLlcqKysxIEDB/DYY4+hZ8+eLCOcSqVw6NAh+Hw+LFu2DKlUCj169IBWq8WKFSuQSqXw/fffY+PGjU0qX8iGG264Af/4xz8wYMAAXgAkEy6//HLs3r0bCxYsEK2p37hxI3r27Jl1G4lEolnBflr+ZJuDSHNRCRKyQyLozcCiRYtw0UUXIRKJpE3CysvL0bdvX5x66qno27cv+vbtC6vV2ux9+P1+7N69GwDQu3dvvPzyyzjrrLNgs9lQVlaGhx9+GBUVFUy6R23WJk2ahBtuuAGLFi3CXXfdJbVZOw6gjLjL5UIkEoHJZIJMJkMgEEAoFIJMJoPNZuPV+ItFuCVIkCDhj0a2oAY3MCBURRzt+0xYnpBpm8lkEm63O814zGw2Qy6XQ6fTMcIbiURw++23o6amBg888ACqqqrSCH2XLl1Yn+xM+PDDD2G1WhEIBDB27Fj2+bx583jniYIt3GmT2+1G69atoVKpoFQq4XK5cOGFF0Iul7Pe7cCRfuNcFQjQkJ3n9g4fPXo05s6dy1py0XnYtGkTHnroIVx22WWYPXs2+/1esWIFW2bo0KFQKpVYsWIFevfujZUrVyKZTKK8vBz79+9HKtXgn3LhhRcCaKjRt9lsvHNB9fTUpgwAcnJy0uT7HTp0wK5duxCLxdh11el0GDlyJK9XOdCQfd6zZw927NgBoCEgo1QqMWDAAGzcuBGhUIgte+ONN6Zdn48//hhXXHEF/H4/4vF4Wt15NkycOBFvv/02fD4fduzYgVGjRok6ubcU+vXrh6VLl8LpdKKyshIKhQLdunVrFkneu3cvMwYk7Nq1i/Uz/ytAmotKkJAdUg16M/DYY48hHA7jvPPOw7Bhw1BTU4P169djzZo12LdvH/bt24cvvvgCQMOPOUXIm4PVq1fjrLPOYn9PnjwZAHDddddh1qxZqKqq4v24tGnTBvPnz8e9996L1157DaWlpZgxY4YoOZdw9OBKZkkSqdFoEAgE2GRDJpNBrVbzSLlEziVIkHAyItu7qbFa9KPdX2PkIhqNsj7YBKPRCKvVigMHDjBVWOvWrVFWVoaHHnoIQIPpldApG2jITnMzy507d8ZLL72EYDCIK6+8kuf2Tft6/vnn8dZbb+Hpp58WPQ/c7OXq1auRm5uLQCAAq9UKi8XCq0sPhULYsGEDamtrcckll+DQoUMAwMuexmIx9psil8uxZ88e+P1+9O3bF3l5eYz8jhgxApdffjl++uknaDQaRCIRyGQymM1mqFQqHDhwAPPnz8fZZ5+Nfv36QSaTYdKkSSgtLYXL5cLjjz+Odu3a8fqpr169GgqFAqFQCKNGjUIwGITH4+EFIfr37w+dTodffvmFd/zdu3fH1q1beUGXNm3aIBqNIh6PIxQKobi4GFdccQXkcjmrzQYafk9LSkpY3/gBAwZg//79qKmpSbuGQINxG5UENBdUj24ymTBy5MgmkfNevXph/fr1KCkpwY4dOzB48GBs3LgRU6dOxfbt23llAEJMnToVMpkMdrsddrudV+YRj8dFFTMA/75q27Ytkskk3n//fVx//fX473//y7uvjqZcjrv/5rSwkyBBwh8DKYPeDJjNZhQXF2Pbtm1pL9mDBw9i9erVWL16NVatWoV169ahvr7+DxppZkhRy6MDt/68uroaMpkMeXl5LHMeDocBAPn5+VLNuQQJEiQ0A9FoFLW1tWnS8ZKSEigUCrhcroykaNOmTTjllFN4n8lkMowZMwbXXXcd7/PZs2eL1vk2BX6/H1qtFkqlEgsXLsS5557Lvlu5ciWefPJJ0fWuv/566PV6FBYW4plnnsE555wDoCEjeuONN6Jr1644fPgwk2THYjFs3rwZVqsVpaWlvG3l5+ejtraW99lPP/2E559/nke8V65cibVr1wIAzj77bJSWlmLmzJm8AIlWq8W4cePw+uuvo1evXjj77LPZ79wnn3wCv9+P1q1bY/jw4WydWCyGBQsWwOfz4ZRTTsHUqVMxYMAA3Hfffcw4ValUolu3bmn1z8OHD8fw4cPx5ZdfYsqUKTjzzDOznu9oNIo5c+bg6quvzrrc0eLNN9/ExIkT2VzuxRdfRFVVFV555RUkEgl88803GD58OK88gaum2LVrFx5++GF8+eWXmDhxIu677z7I5XK0bt262X4NXENKIHvrTqDBl4HrLcEto1GpVDwviZqamjSfBYVCAbVaDZvN9ofJ36W5qAQJ2SER9GYgPz8f5557Lv773//+0UM5akgvxaMD/WAGg0FWt5aXlweVSoVUKoVoNAq5XI68vLw0Z2cJEiRIkJCORCIBp9PJkzgDDcFwq9WKVCqFVatWYc2aNU3a3tKlS0V7SwMNteS9e/c+qnH+9NNPOO+88wAAFRUVaS3S5s2bxzK13bt3x+bNm/HBBx/g66+/ZsHbTDjrrLNY/3GCTqeD1WpNayPH7ak9fvx4uN1u5OXl8dqaAQ1EesaMGbzP2rRpw/pnG41GXHvttUdNzO6++268/vrrvM86deqEcePG8QzNjhYul4uVCI4ePTpNMg80mPLJ5XL85z//Qdu2bZlsPx6Pw+fzIScnB08//TQOHTqESy65BBdddBFbd/ny5cwhviUh1i2B5g3RaBSRSAQqlYqNPZVKMTUFBaKABgNDjUbDVJipVAp6vZ6R9tra2ozmhgaDARaLBXK5HLFYLKMqAQCKi4v/sLmKNBeVICE7JJ1LMzBgwADU1dX90cOQ8AfC6/UiHo8zU59kMsmkhkTWj4c8VIIECRL+SvD7/XA6nbzPbDYbDAYDZDIZvF4vPv74Y973hw8fZpJ3IbZt25aRnA8bNuyoyHlFRUVaFvv999/n/f3mm28yct6jRw+cdtppuPbaa7Fnzx4eOR8yZAgzXePCYDCkfRYKhXD11Vcz4k2/K4lEAnq9Hm3atIHBYBBdF2gIfGzduhVlZWVMMaDX66FWqzFy5EjY7faMx5xKpWC329Nq+UOhENatW4fBgweLrrdjx440cj5gwAA8++yzTDUgxODBg3H33XfjyiuvxNChQ3HBBRfg0Ucf5S3zxRdf4IEHHsBLL72EH374Ic3J/fbbb+f9rVQqmWkvdzyBQACvv/46WrVqhT59+sDn8yGZTMJoNIqWXkSjUYTDYQSDQVa6xu0YQM73RKSpVCESiUCj0cBms7FSR+65FJY+cks/AoFA1o4N5Nhvt9vh8XiQSCQQi8V4mf1YLIZEIgGFQgGFQgG73c6CATR2bgZemqtIkHByQsqgNwPz58/H5Zdfjl27dqX9aP9ZIEUtmw+SpoXDYdTU1MDr9cJqtcJsNvN+wK1WKwwGg5Q9lyBBggQRpFIphMNheDweXtut3Nxc6HQ6XvaRSC9h3759LHt87rnnYtSoUXC5XKw/9YQJE5BKpfDMM8/wenXPnDmzWaZiXEyaNAm//vorNBoNCgoK8MMPP+Drr7/Giy++iMsuuwwHDhxgxmcymQyXX345gsEg2rVrhz179gBoqIMn4zOXywWDwQCPx4P169dj9+7dGDZsGORyOTZv3oy+ffuyLiBNwYABA/D777+zv00mE0aMGMHKAXJycvD888/jk08+wSmnnILi4mI89NBDKC0txeTJkzFlyhQMHDgQH3zwAYqKilBbW9us/WfCPffcg1deeYX9zVUgTJ48GS+//DLGjx+PmTNnZvytJM8XKi0Lh8OIx+OIx+NQqVQs8xyLxRAKhdiyZOIrl8thsVig0+lYFjsQCLDvubDZbDAajUilUqirq8uoerDb7Swo4nQ604wMCTqdjt1z4XAYTqcTKpUK4XAYBoMBGo2GlXPQnAFocLCPRCI8Qz7yttHpdBnnbEfbxeKPhDQXlSAhOySC3gwEg0Hcfvvt2L59O7755hvRNhknO6SXYvNBP/xut5tJy8rKyqBSqVBXV8ei6Pn5+VAqlSdlSxMJEiRI+CNBcltunblGo0Fubi4vgylWb75o0SLWSu32229vNBv+448/YtasWbj77rsxYMCArMtGo1GsX7+eGatxwZVFAw0u6b/++ivvs4KCApx66qm8zy688EJmaDdmzJhmzRUqKirw+OOPY9asWRgxYgQefvhhTJ06Ff/5z3+Ys/fmzZtx2mmnwePxNHm7LY1169ahV69eTMZ9yy234N1338Wvv/6KDh06QCaTQafTQafTscxtNBqF1+tFIpFg/8nlcmi1Wmi1WtbnnVqliUEul6OgoIAp1qqqqjIa8ubk5MBkMiGVSqGysjJjDXhRURGrNa+vr09zrFer1VCr1dDr9dBqtQAaFCAul4sFA4Aj0nSDwZBWdtBc/NU7wEhzUQkSskMi6M2ASqVCmzZtsGfPHhQXF+Puu+/G5ZdfjvLy8j96aE2G9FJsPhKJBJLJJKqrq+F0OqHX65kRDE0iTCYTk5JJ2XMJEiRIOIJIJIK6ujpGzvV6PYxGIzQaDY+ErFixAuvWrWN/B4NBVp89bdq0tNrvYx1TOBxmcvnXX38dTz75JDN3Pe2003gtMwHg1ltvxbRp03ifXX755Wk19Ndddx327duHNm3aMFlyY0gkEujYsSOvf7sQn376Ka688sombe9YkUwm4fP54Ha7MWTIEBw+fBhAQ8/3888/HwaDgZ07Mfd9gkqlYj3qI5FIxppohUKBwsJCKBSKNOJNPdWVSiW0Wi0jypFIBE6nE8lkEhqNhsm4ieRbLBZ2f3m9XsRiMZhMJqhUKmbcFovF2N8AmEydDAGz4c+YuT5ZIM1FJUjIDomgNwMmkwmBQID9TS/l/Px89OvXD6eeeir69euHfv36nbTZdeml2DyQvD0UCsHhcMDlciEvLw8lJSWor6+Hx+OBUqlEfn4+NBrNH549P9oWLBIkSJBwPBAIBOBwONjfeXl5zMPD6/WiqqoKHTt2TDODq6mpwerVqwEAn332WZOJblPw4Ycf4tNPPwUAfPvtt0ilUjjzzDOxePFiAA0BhNzcXNxzzz345ZdfoFKpMH36dMRiMTz66KPIyclBaWkpdDodbrrpJmzevBlLly5lmeSj6VU9atQozJ07t9nrVVZWoqKiAh07dmQO66effjrcbjf69u0LALjqqqvQunVrPPfcc/joo48QjUaxcuVKnH322WmEf+zYsXj//fehVqtRXV2NaDQKp9OJ3r17o7S0FL/99htkMhkMBgOrZU8mk8wfgGrlgSMt5Fq1asV+F0OhEMueE5n2+/2IRCKwWCwwmUwAGqTharVaqpP+i0Kai0qQkB0SQW8GUqkUdu7cibVr12Lt2rVYs2YN1q9fz4xpuD8iZWVlzDH1ZIL0UmweiKC73W5mKkNZg7q6OiiVSuTm5sJisfCkbicaNMFJpVIwGAxsAtwU/NWldBIkSPhjEAwGWUZaq9XCZrNBoVBg48aNrHZcDMXFxXjnnXcAAC+//DI6duzYIuPZu3cvvv32WyY/j8fjOHToEMxmM8455xy89tprKCkpwRlnnAGgoR82ANx44408wzaqj6+oqECvXr1w2WWX4cknn4RCocCUKVMANEilNRoNjEYjHA4H9u3bh379+rFtxONxRKNRPPvss3j22WfTxjp9+nR8/vnn+Pnnn9GrVy8WrCA8/vjjGDt2LDp27AilUslIshB+vx9Go5G1rKP9czPItbW18Pv9KC4uhtFoZL9jwt8G+j2MRCJQKBRM7i22bGOfS/h7Q5qLSpCQHRJBbwHs3bsXa9as4RF3l8uVsd7pj4T0UmweqP68qqoKMpmMtS/x+Xyorq6G0WhEeXl5o1K4lgbV/VErFY/Hw5Pb2e12dv+R7D4WiyEYDDKXZPqPluP2a6XtZNp3tu8lSJAggStn1uv1sNvt2LRpk6iTORc//PADr6b4m2++aZHxeDwefPXVV/j888/ZZ1zF0ZAhQ0Td4QldunRBt27dMGfOHAANhl4PPvig6LKtWrUSraF+++238fXXX+O7777LuJ/t27ezvulUF3348GH85z//wbPPPovy8nL8+uuv0Ol00Gg00Gg0UKlUiEajrMsMvdcpo61SqVh9twQJJwOkuagECdkhEfTjhIMHD6KsrOyPHkYapJdi80DydpfLBZlMhoKCAua06na7YTAYjvt1pmxLIBCAWq1GIpGAVquFXC6HQqFAIpFgZjVEmmUyGUwmE+RyOeLxOKuRjMViPHIul8uhUqmg1+vZZ+SeK5fLEQ6HWfBBoVCwWsBkMsnWl8lkSCaTLGDA3QZ3X7R/GndTEY/HT3gARIIECUeHVCqFQCAAt9uNZDIJrVaLHTt2YObMmSyDnAkGgwGfffYZ+3vw4MF45JFHjnlMwWAQ48aNQyQSYZ+RvL5Tp05QKpW44IIL2OeHDh1Cq1at0n4jrVYr3G43EokE7rzzzmMelxAvvfQSrrjiCqRSKdYLHgAzUwsGg+xdLUHCnxnSXFSChOyQZr1ZMGfOHAwfPvyoat9ORnIuoXmgLHU0GmUGNeQcG4/HodfrWbuUlqyTE9ue2+1GKpViPdcTiQSTsZPREU3iAoEAEokEgsEglEolCy5otVqe6Y5KpUIymWS1fnRsZIoXDocRDofZeZDJZFAqlawdDbfenpYRnj/u95FIBIFAgLn2RiIRnpMvkXyr1Qq/3w+r1Yp4PA6/388yP9QyR6vVHtdJKrXz4Uo4JUiQkB2xWAxVVVXsb7lcjurqamzevDmNnA8YMACdOnXCzTffDK/Xy1PvAA1ktXPnzsc8pt27d+Oee+5hf3fu3BmlpaU444wz8M477+DgwYOs7nnHjh147bXX2LKff/45fv/9d7Rq1QqjRo3Cpk2bsGfPHjz++ONp+zGZTPD5fLzP2rdvj927dzc6xlmzZmH8+PEZ32kU0MzU91yCBAkSJPy1IGXQs0Aul0On0+HCCy/EqFGjcPHFF//pI31S1LLp4Mrbg8EgZDIZcnJymMRdqVRCp9PBarUelSmQGCjzDICR0lAoxIgqN1PNzV4bjUY2hmQyiUAgwAi1QqFAMBhkfdtpea1Wi0AgAI1Gg0AgwD5Xq9XM1EkmkyEej/MINBF5oGFSSkGKZDLJk8lz5aPcvsfcLDsFAFQqFeLxOFKpVJrZnlBST+eHXPPFziHhaEh8NBqFz+dj7XKOZhuSWZ+EvxNisRjcbjcLwAENwbREIoGPP/6YF+T+7bffGm0PNn36dBQXFx/zuNatW8cj0/X19Vi5ciUAYP/+/WjdujWSySR27tyJCy64AAcPHsy4rV9++YXVpnPxwgsv4Mwzz0SPHj2gVqvZ8S9YsAAdO3ZEVVUVPB4PampqMH78eADAiBEjkJeXh48++gh1dXVZpfUSJPwVIc1FJUjIDimDngWPP/44vvzyS8ydOxdfffUVVCoVzjnnHIwePRqXXHLJSevULqFlQNlkACxjTtllyvoqlcpjzuQKpekkSydCHg6HmcESOd96vV4m11SpVIyc0/oajQbRaBThcBgWiwWFhYWQy+UwGAxIJBKMtBPxJqJOmXuFQsEIezQaRTQa5clDqTbS7/czQs0lpLSNYDDIzJAikQh0Oh2MRiO8Xi8bYyKR4NWcUiCAG/RQqVRpWTYKCtB+w+Ew75r4/X4AYAZ+tB53nHTuKQiRSCRYACQSiTAzJGrjkymDRefaZDIhHo/D6/VCq9Uet4yXUGXB9RGQIOFEIZVKwel0su4m9GytXr2aV39O2LVrV6Pk/Pnnn28Rcg6AyeXbt2+PTp064euvv2bfLViwALFYDABw++23N7otMXK+c+dOaDQaKBQK5jieTCZRW1sLoKF/Ntecbdy4cbz1Z86ceXQHJkGCBAkS/tKQMuhNwM6dOzFnzhx8+eWXWLt2LSNBp59+OkaPHo3LLruM9fk82SFFLZsGygB7PB5WT2m325kZj8PhgMlkQlFRUVov36PZD3AksxyLxZBIJBAIBJjEPpVKIS8vj7Wl8fl8iMViTHpPEneZTIZQKIRUKsUIuN1uTxtfMplEKBRiJI8rPSeiSzJ4mnQCYARWJpMhEokwKbhOp4NWq2XZdJ/PB71ez6TtwJEgh06nYzXxJNOnQAF3u0qlEj6fD1qtFmq1mtXPk1ReoVDAZDKxYIDf72c9dLkmelarlR0DLUvOxaSS4QYIjEYjYrEYczgm6HQ6qFQqXj08kXsy6ROeZ7lcDrPZfNTEmWr2o9EoC4QkEgkWrKBz43K5AABKpRLxeBxms5kFUSRIaEkQKQ+FQuy9QEgkEli8eDHC4TDv80OHDuHZZ5/F1q1b8fjjj/OCfQDwyCOP4JVXXsH555+Pm2++udlj2r17N+rq6tC6dWsUFxdj6dKl+OCDD/DBBx/goYceQn5+Pn766Sd8+eWXAIDJkyejffv2AIDa2lpMnTqVbWvRokXo1asXnn/+eWzZskXUpG7KlCm49NJLccopp7RIkFaChL8bpLmoBAnZIRH0ZuLAgQP44osv8MUXX2DFihWMBAwYMACjR4/GqFGjUF5e/kcPMyOkl2LTQNnzqqoqVs+dk5MDu92OqqoqhEIh6PV6XnbkaPdDmWCv1wu1Wo1gMAiFQoFwOAyNRgOdTgeFQiHaOu1YWtvE43GWgY7FYlCpVHC5XIhEIlCr1Sz7S0T/mG5zAAC9H0lEQVRbJpOxenWqT4/FYjwTN6VSyWr2DQYDy6zp9XoYDAYkk0m2PtX0C6XgsVgM0WiUyeUpAECfKRQKlqEiYm00GnnHxT0HRMrNZjMj3vF4nNXmKxQKaDQaRuop8x2LxeD1elmggkyaUqkU9Ho9VCoV/H4/r0afMvw09kQiAb1eD7Vazd4VRGq4Rn3CaxeLxRCJRFhZAIG7PvffQhiNRmg0mqzXX4KE5oCCfi6XK+2+O3ToEDZu3Mj+7ty5M7Zv3w6goRXZ1KlT04we9+/fj2QyibZt27LtH205ybx581BZWQmg4R105513Ijc3F48++ijWrl2LGTNmpK332muvQalUYtKkSeyz7777Dj169OAF7HJzc/HOO+/gnnvuwaOPPorHH39cerYkSDhGSHNRCRKyQyLox4Dq6mp8+eWX+OKLL7BkyRKWwezduzdGjRqFUaNGtYjJTUtCeik2Dclkkk1GI5EIVCoVjEYjdDodM0EyGAwoKCho1qRSSOboM4/HwyTZAFj7HCLmx7uemcYVCoUQDoeh1+uRTCahUqlY/18CZd8JLpeLkXHKuEejUUbACXa7nf2bZO0kCxUiHo+zbDgFBbgTfHKmpwwzEXiqqyeneFIZ0PHFYjEolUokEgmoVCoWmCASHo1G2ZgpQEElDV6vl2UGaWwKhYKpGnQ6HVNA6HQ6RCIRloGn+nquqz257JNyguT0VJdPygkAvHvFaDQyAhGJRJhxH8nc/X4/cnJypKyehBYDt585FxqNBr/99hsLmE2cOBEymQw333wze0926dIFL774YouPye/348MPP8To0aOxb98+rF27lvf9t99+i7PPPhuTJ09u0vZuuukmVq9OyheZTAadTid1kZAgoYUhzUUlSMgOiaC3EJxOJ7766it88cUXWLhwIaLRKGQyGZ5//nncf//9f/TwGKSXYtOQSCTgdDoRDocRCoVgNBpZpjsYDEKn06G4uLhZMmLKlnMd0MPhMJxOJyOHSqWSSZkpYy4kyMcTyWQS0WiUZ3Ykhmg0ilgsBq1WyxQEJDsnYhwKhVg9vJBgt/R4iZyS2RxwxCwumUwiEokgHA6zDLdOp4PZbGakncg6t8adXO65dfrBYBAAWGAhGo3CYDAwuX04HEYikYBGo0E8HmcKAAoacAk6t1SA27OeAgYknSX3fSob4KoOuOoNrvkeGQuaTKa0gBD33FCgRKvV8s4XZfbFAkpckBeDWH1/JhxtprQ5oDILKrv4q+CPMB/0+XyshIKQn5+PqqoqfP/99+yzcePGwWg0YsuWLbz+4F9++WWLv8MOHTrEpOfRaBQLFizAvn37MGnSJKxfv56Vr8ydO5e33u+//46nnnoK8+bNS9vm7t27mZ9Hfn6+VCIiQcJxhDQXlSAhO6SwcBYsWbIEhYWF6NixY6PL2mw23HDDDbjhhhvg9Xoxb948zJ07V8pi/QlBRJqypdRqi8y/VCoVj5g2ZXtCQy/6m2qJFQoFq3EHjpisnWhQHXpjUKvVaZNuriEaTXTJRf54gduyjZs1JwJNBJJk/ECDaRyZ7ZHTPV0TrVbLgijCFnBk1EfXkYzg6PhI2s91sQeO1O0rlUom8U8mk8w8j8g57dNisUChUECr1bLvYrEYa28Xi8VYBp8UAkBDGQEFBRwOBzsfqVSKBVyUSiXP/NDlcjFTQnLhJ28Cm83GCyhxW/LJ5XKEQiGEQiGmBPD7/dBqtYyw033EfQdSiYBGo2GBkeMRuCEzR7/ff9zvwROFSCQCv98PnU7Hnr3jmdlNpVKora2Fw+GARqOBUqnEzz//zFPPEHbv3o2xY8fi4osvxoEDB9jn7777bouS83A4jIEDB2LXrl3o1q0brrvuOua83rp1a55cnYsxY8bgzjvvRJ8+ffDRRx/BYrHwvg8EAqykSOozLkGCBAkS/mhIGfQskMvluP766/Huu+/+0UNpMUhRy8ZB2Tev1wulUomcnBx4vV64XC74fD4UFhYiLy+v0cwct6c41U9zSRtlLp1OJ8xms3Q9jhOodpZIRlNBZnUymYznRJ1pOSL3RDypfpwCCBQ8oEAAKQ68Xi8AMOWExWJhwYVwOMxINrfuV61Ws3uK5PO0XCKRgM/nQzKZZHX35CNA65IHgNPpRCqVYu7zZEJHgQu1Ws3GHo1GWekBjY9k+NThgO53MgMEwFoUkhKAMv20H/JY4ILKCrgt/RojTbQf8j2gdag14tFArGXf0bTx43YRyKRGyLau2+1Oq/umIMqxQqwDAJFzcmKvra3F5s2bRT0jdu/ejR07dqRt96qrrsI111xzzOOj9+fo0aPx7bffii6j0WjSjOe4CIVCvBIVh8OBjRs34tprr/1LBG8kSPizQZqLSpCQHVIGvRFI8Yu/H7jZc7VaDa1Wi2AwyGqcSbbdGChDyu1PToSGpNIGgwElJSUndcbG6XQCQJPJAEm61Wq1qLHdiYZMJjuqdmcajUaUkIgtR/eDQqFgKgi67twMNsnviXirVCrWAYLeNXTfECj7DoBl4UmdQISUCDDVpFNm3+l0srp7It1UfhONRlntOtX0kxt/IBBgwQYuGeeaZ9G5pc4B3Dr+ZDKJuro6AGDlA0S4KZMfDocZAaeOBURClUolQqEQlEolDAYDI/XAEQUK7T8ajTJJPzeQYjQa0xzuY7EYa48pLDfhvuuTySRP1k0t9uj8chUuQvIdj8eRSCSY0oE6G3CvPykVuCUtAJiJITfrTMEWtVrNOkaQfD8TmlJGQAoMn8/Hu55WqxV1dXXMU6Kurg6bNm3inXvadjQaFSXnADB8+PCs+xcDeUrQufV6vfj4448BgNXAc0svCJnI+bhx4/CPf/yD1cgDDfdju3bt0KtXr5P6vStBggQJEv6+kAi6BAkckDkXESQiMJFIhBl72e32rBPgZDIJh8OBSCQCi8XC6oe5hmAEykaebCDjOpVKxYIVVJueDVSbTq3QiDj+WXEs9b5i7uxCCFu20f+5NeBqtZqX5eP2vAf4pQXCgIjRaEQoFEIikeCRaMq4c2vaub4D1AdeoVAw2b3ZbGaeDLFYDAUFBYhEIizYROSYe58Lpf5AQwCCpO5AQ+abMu/0GddwLxAIMJf+YDAIv98PtVrNAgrxeJwRZzJ0pL7U3HNPgQmHwwEAsFqtbHzUupCUBYFAgJfx9/l8TPFAyMnJYfv0+/0sMEHXyGAwsMAGlVRwzwGReZVKBbfbDZ1Ox84ltQ9UKpUssECmjclkEkajkd075I1B7xIKAMbjcabmEEq6k8kkC7xx3z+xWAwHDhxANBpFJBJBVVUVDhw4wO6DFStWMJJutVpRXV0Ni8WCaDSKBx98ENFoFKtWrcJVV12FnJwciIGuBY2bPBu4apJQKIStW7di586dWLhwIX7++WcADc+L3W7HmDFj8Pbbb6cFjPr37485c+agqKiInZ+KigokEgmo1Wrk5OScUE8PCRIkSJAg4WggEXQJEjgg13AAjASQ5J0IjVjfW7fbDbVazcgC1TNSppQIB2VDCwoKTsix0MTe6XSydl+hUCij7DeVSrFMFbcHONCQyaOgg06nQyAQYNlNAKzNEQUliCTV1dVBo9GIyth8Ph+USiX8fj9isRjsdjtr80bEnrKZJpOpxSbXiUQCNTU1kMlkKCwsPCFBEm4mn0sMhSCjPcqSHwuoXpkIoBDcunQi1nK5HHq9nqlFuOM3mUwwmUzsM8pwUxae/BlIaq/VallfeSJftF/u/2lb5B+g0+nYc0j1wZTJVygUzFiPAmnJZJIdn8Fg4J1fGptOp2MZWtoWZbvFJPx0/9M6RL5JIeH3+1lggcZK9xFlgWk9mUwGjUbDiL7NZkM4HEYkEmGBECpVIHk51eprtVrW154MAClA6PF4IJfL2THTcRH5puMPBoOsFt9isfCM/QwGA7RaLQ4cOMCUCKlUCjabDUuWLGEZfo1Gg/79+2Pbtm0oKytD165dceGFF7JgJI3z1FNP5RmsEQknBQG9U2OxGDvH5Fng9XpxxhlnoLKyEnl5eSwoFIlEoNFokJeXh7fffhvRaBQvvPACotEo3n77bTz77LNYtWoVz+yQtmsymZhagcZFgRIaB93rwjIGMWPFkzGgKkGCBAkS/lqQCLoECRykUikml6Se5F6vl2XtSGLKBU3UKVMZiUSg1+vZ5JwmdlxzshMBanNEpDaRSMDtdgNoqClNJpPIzc3lZdMIJpOJTZ4LCwshl8sZAVepVKiurgbQUF9NxEar1SIcDsPn86GoqIgn9SWSE4/HYbFY4HQ6mdEYF+FwGIFAABqNho2JJNKkYuBmCu12+1HVkBKhIiJ3outQs5kAEplrKRApI5JLbfS0Wi0va8/NxJMsm3ueqMtApn0Ij4ek5EDDNTSZTFCpVMyEjrL4VCsfjUZht9uZFB4APB4Py7RqNBokEgledp1IFbeOnUpJgIZ732AwsP3R/uVyOZxOJ7sfuTXeFFCj7DWtx81+k8ommUyyNnsymYypa9RqNbxeLzMIJHJN39G1AMAzoyQpO72DIpEIy5xTuQy9T+hZoWtH2yPZPKkKaMw0fiotoNKHcDgMl8vF1o/H48jNzcWyZcvYu6Nz584YNGgQK9GhoEM4HGbqC8rcu91uWK1WRKNR6HQ6tjwpE+g5putM7RbvuOMO/PLLL6irq2MBhFAoxAIAqVQKXbt2xeDBg1kAp76+HldccQUuv/xydi+RuSI9Y9TyMJVKMb8PehfR9QmFQtBqtUwdQgoGbucFun5iRL6l3yFU9iFmxtmS+wBOXMCBzrNKpZIc8iVIkCChEUgEXYKE/w9qx0WySZq4UJZXSGoIREwBsPZoJEF1u908M6eWnsQlk0nU1NRArVbDZDKxCSoZgwWDQZalpCwiZbBkMplob2NCcXEx7+/8/Hx4PB7eMTgcDpaptFqtrFYXAM/gi9sXnOTTXBJKhIKW5+6DamLpmLnH4XK5YDab4XQ6YbPZmjSZDYfD0Ol0LPtIRlhFRUUnbLLq9Xohl8uZdPtowM32NgbqlQ6gyfX4lEmnc36s7b3o2ggN9+g+ICk/t1We3W5nqpR4PM5c9NVqNZPnEyigIJb1pOw8mfCFw2EEg0EoFAp4PB5ea0PKxNN2uJl4qren+zkYDMJqtcJms/HODxnm0XZIhUPgSrOpDISCf6R0SSaTcLvdrASBMtFE0jUaDTweD6xWK5PmU/ab5PsUDKivr2dZfVIe0DoUtOOOde7cubxzO2jQIOj1enY/eDwe9h6ha6jT6VgwJRAIsFaL5IpOJQPRaBRff/01UqkUysvLsXjxYowePRq//PIL4vE4UwuYTCYcPnwYgwcPxowZM2C321nAU6fTwel0wu/3Q6PRwGazsfeNSqWCy+VisnZhpwafz8fuRW4pBr0HNBoN8xvhdjCIx+PsXjEajaw0Q+hHoFarEYvF4Pf72ZhVKhXvfiLSH4lEWPtEuqeoG0I4HGb3CSlb6N9NNS8U+ixwnxXyWOB2phDDsRL5VCrFFGhUImO1WpkPA5lKNnf7LdFyMJFIsHexsAxEggQJEv5ISARdgoT/D4rwA2AZM5fLxWS8lK3lTiQoq0UTDgItY7fbj8tY6+vrEY1GmWw8Go3C5XIxo7BgMMjqhrkkMBwOQ6vVwuVy8SZ0er2e1bZSllIIqv8EGrKjVEPrcrlYhlM4ySIJOQCWdafsoFwuTwsCxONxNtkn6btSqURhYSGSySQze6KJWU5ODsuy1tfX87bn8XgQiUSQn5/PPnO73QgGgygoKEBxcTGTugNosrqhrq4O8XicHVdzJ5aJRAJ+vx9Aw31GZKEp23G73YhGo7BYLHA4HFAqlcjLy2OT8OMBmUx2QjJe3OeH5NhExnU6XdrxCYNdFFCg7yirSeSImw0lgk9kNhQKZcxWcnvOE+kGGp6ZTEaCVJ7A7eRAZNZmszF1SE5ODiPFRMDJFR84ItenZ5WOhe6VgoICxGIx9gwQuF0hdDodMyIkAlhRUcGOn0p2KEv/888/p11vblAnGAyyc+Xz+SCTNTjlU308XTen08na6dF6JpMJwWCQeVuMGjUKADBt2jRW0pJIJPD4449jx44d6Ny5M8aPHw8ALFBDCgMKathsNhiNRkQiEdb6DzhiIKjVapn6iRyjo9Eo3G437HY7tFotampqeFlw8jKgaxgMBhEKhRAOh3nBEOocQIETaoVI5NfhcCAajcJgMMBms/FKL0iBADSUcQSDQXYPkEIkHo+z/0gZQe9muieoLIQ8B/R6PVuXxk+BCrpHuPcjBZy4RJ87RromFMig96TQ9Z/ADQ4AR3xJKHhG2yEzUboHNRoNu9e597hYBwQ6Pm6Qt7H3n9/vRyQSgdls5pXb0Fip04fk6i9BgoSTARJBbwS7d+/GBx98cFTr0sRCwskPmgTQhMlsNuPgwYMIBAJIJBIwGAys3zOBHJBlMhksFgsCgYBoy6imora2FvF4nBEumuTK5XLk5OQw+SsAJuHlEgaaZBCoJRwXNAkmMk116s2VVNM4aBIrVpdPoHPGzVBnMtmjbQENBmcUXCCCxSXgZrOZyZvD4TByc3NZDa1CoWDttkh2S2ZW9JnJZGIEjhy3syGZTDIJLNAQJKH6VaqB1ul08Hq9LAsqBu5+qD48FAqhoKCA9x1lULVaLdxuN+tzHo/H2X0aj8fh9/vh8/mQm5vbJAUBqTookxyPxxmxyHQNuesQGTneEJrmNXddoZkeN/ii1Wp55oVNVTKQ+VtTwM3IkbSbpNN0z3EdyzMdB41fbDnaDmVliTgKx0gZZGqrR+UHGo0GlZWV+Oyzz1BWVia6/4kTJ/I+I7ULqQ64JoakCuGSQlLdUBb6gw8+QCAQwEsvvcS2SUS6d+/euOKKK5BIJFBRUYFnnnmGBUqJcFKglIJT1JkAAFNVkEqAOnBQyQZdZ3pH0HHYbDY4HA7mgeHxeFjdPgVR6LjJNJA6HNDxp1IpeL1eqFQqmM1m+P1+XtcGKkega0HLhcNhFrCj4yCyT0oHqpWnYwqHw+zfpLKgY6KAAHCk/p/eGUTSo9EoTCYTGwu37IS6BtC5BY781lEpE5W0kIcFjYVKmshwMhAIMNUElZPI5XJ4PB52/9JvkN/vh1wuh1ar5akh6Dj8fj9UKhXvPUiBA7oPuaSdfs9JbeLz+VgATOx94vV6EYvFYLVa2T647xBum1SxUoemBknp/IsFtCVIkCCBIPVBzwKhLKw5oOzi0eCtt97Ciy++iOrqavTs2RNvvPEG+vfvL7rsrFmzcP311/M+I3MyMUi9J8VBUje/3w+ZTIbc3Fzs3r2bkS3qfc6VMhIhjkajLAMN4KjkeqlUCtXV1awul0u8gSMyei6ZTCQSjNTF43HU1tbCYrGwDMrfza3Y5/PB5/PBaDRCp9MxWbzBYGAO3GRgx63Z5YIy6lqtlpUl0KRTWKdPE1oi6NzWaMCRcgcitbQd6i9OkmyarObn57OMF5UDkDSU7gcqM6DafwAsY2iz2TI65sfjcdTX1zPJM50LOiYiH3q9Hlarla1HNdBut5uRLmrPdjzfH+FwmOcqf6yIxWIIBoMsI32ia2DFeo23FChwRKaMYucskUigrq6Od48uX74cTqcT27ZtQ5cuXXjLO51OdOvWDSNHjjzqcZFs3GQyYc6cOXA6nUgmk/jwww+xYcMG0XXeeustyOVyDBs2jFfqQNDpdMjNzWX3LbW+oyATHTsRPJKREzEDjrQqJOJLQUaqjY5EIuzdATQ8x+TVQe9a6kJAigau2Z1MJoPZbGbGeC6Xi6kViDwSeacAgNfrZeUA9H6gWn0i47RtUiqQuSAFbonEc7sF2O12OBwO6HQ65o9CKiuLxcJKNrjZfK5nikKhYEEOCtLR91RSxfUSoDIl7nmhwAgpKxQKBVMekMmoz+djmXwKAFLwihQLZLxKJJ6CV3SPcEkyZfop8EGBFwpMkA8FlSOoVCp2f9K9QMEuGruwbIV7LeLxOAvSNjXQC4Adh9gzS0EI2vefuRuKGKS5qAQJ2SFl0LOgrKzshEc4P/30U0yePBlvv/02BgwYgFdffRUXXHABduzYwZPqcmE2m3m9aKWobPNAP+wkvVapVKivr2dR+4KCAl7tORFzitjTjzTQ/LZpkUgEDoeDTYZILlpbW8tqybmTJ5oIJhIJXjZZqVTy/v67kXOgITDi9/vh9/thNBp5hJcyPdkILLdXcjgcZrX9arWakWigYbJHkzeSmfv9fpZBdzqdLCgQCASgVCrh8XjYOkBDfT9lY0k1QJNdktwTuBlUbpkBZcmoHjaTPJ9KN4iUULCHOynkGiOSYZjRaGT3pjDo5/f7WTaYC6p5bS4RjUajqK+vh8lkQiKRQDgcZqZyNE4KIBzN+40IF6kqdDpdxjZgxwPHU3FALu5ioGvP9ZpwOp1Yvnw5+5tLzsPhMPbv3489e/bg7rvvPqZxffnll3jvvffw7bffYtKkSdDpdHjllVd4wceioiK89957qKqqwnnnnYd58+ahX79+aQFunU4Hg8HAso70fMnlcuZB4ff7ed0puFJq4IiCgkz95HI5gsEgUxBR0EatVqOoqIiVzahUKuYfQLXuZH4nvBe5BJW2l5eXxytJonZ/RF6JuFO5C7fkgMYrVEfRvnU6HdsXHSu3Jzz3d4qeHfJToWABnUcATFFEpRDc2n3q1sBVXlHAh4LHXNk9AGaWSiVL3OwxLU+GfQB4HQq43RbonBGxTaVSTEFFCgFSu3HfVfQbSgFarVbL5PTccoJkMgmLxcLKDOg7AIzkkzIEaAgGU8cKailK9w4d03PPPYcVK1bg7bffRmFhIfMwoGAN93gNBgPzbCCS7/P5sGPHDjz99NPo1KkTHnnkEebPkAnRaJT91jUFdF4l0z4JEk4+SAQ9C/bv33/C9/nyyy/j5ptvZlnxt99+G/Pnz8d7772Hhx56SHQdbp2vhOYjlUqxjIZM1tDf1+FwwO12w2AwMMMiisxzaz7z8/PZ5IKkf80B/UCGw2FeAKaoqCitrq+uri6tRlXCESgUClZrC4A3Uee2BhMDt34XAMsUc2tazWYzL0OiUChYUIQyQTKZjH1GWSSqfeWCO7mnySI3awcckfg3lkWmPtfJZJI57RcWFrKMEblB05hJGQA0EA5u4IBrGkb3n8fjSavtNxgMqKmp4ZUhEMmmbB7JYbn7Iyl2VVUVK93gTiapPlloYmiz2eDxeOD1etk1JulspmchmUwyHwKj0cgIB2W7Mq1DsmLKvpKruZhTPSFbeUBLoLa2FjKZDHl5eU1ex+v18gzgQqEQVq1axTOr46J79+54/vnnAQC33377URkYxuNxtGvXDgcPHuR9/tZbb6Ut27lzZ/zwww8oKytj2dHbbrsN8XgcdXV1jJATgeWeX2GJQiavDyKWYqBsLLdrAK1D15pq6+k8UgaalhPbphDcMgAirkTyuS3ohHXfwm3qdDpEo1H4fD7WLUCMWNHzRME4Io90vETsiZhSENNqtbIgZirV0OqPVD/0DiVSTQoXn8/H1DzRaBQqlQpGo5H3zqSadW4NPBFnylTb7XZG/OldSa01qTtKmzZtWEkPkfBYLMYC7Gq1Ok3yTi0eKRhCQQpSHtC5puAIBXl/+ukntG/fHp07d0ZdXR28Xi/q6uqQk5PDVBRUGkDnXKVSsXdMMpnEli1boFKpsGPHDjidTlamVlVVhZycHF7bR7fbze7xcDgMh8OBxx57jJ2jAwcOoLKyEqlUCjk5OUx9QV4yFDyhThsHDhzAqlWrsHHjRgwbNgwXXHABr46/rq4OCxcuxBlnnAGLxZK1RE2CBAl/DCSCfhIhGo1izZo1ePjhh9lncrkc5557Li/jIYTf70fr1q2RTCbRp08fPPvss+jWrVvWfQlNUjQaTYu2dvozgSb6lPmjTKXBYEB+fj40Gg2b5NCEg6SRXGOppvzA+Xw+BINBNtEm12WhxEus7jaTgkLCsUOtVsNqtTL5JHCk/7bFYmk0eytG3Ig4UnaGSg/EVBbcbCFNvpsraeTKl8mQj6DRaHhtzwi0D5rUc4NCNPkXjoNq+ZPJJLxeLwtakWSW2mvRMVFmS6vV8jK5JPUkQ0PgiPs5ZdwIlM0igl1bW8vKPSjryEV9fT3LwtIE3m63Q6PRoL6+Hjk5Oaymld57lDEF+NeDtgeAJ+13Op0Ih8PIyclhpmDks0BGYQaDAQ6Hg7et3Nxc1NfXQ6lUIjc3N6MHBNc7gQJzlOHjGuIJQRlz7rWMRqNYsWIFgsEgfvjhBySTSdhsNvTr148FgIYMGYJvvvlGdJticLvd2LVrF7p3745JkyZh5syZGDZsWBo5F6KgoAB33nknxo0bh5KSEpb9ttvtTFHCDbQdTzTW8ovufYPBwDpkHA2415Dq1CngS785Tfn9VavVjRqP0hiF/6f1uZDL5SyAJnwn0TPFVSvQcmRUZ7VaGcnnKmq4mWRugJHONT2TyWQSW7duRU1NDc4880zmczFnzhx89NFHKCoqYqVfY8eOhUKhwKWXXsok/kJQ0INIuk6nYz4flD33+XzMKLFXr15wu93Q6XRYuXIl8vLyUF1dDZfLBZfLhW3btuHJJ58E0BCceeGFF1BSUsICHeRJQM/ioUOHmCT+kksuwbx587BgwQLs3LkTJSUlCAaDcDqd0Ol0zFdEpVKha9euuPzyy/HVV19h27Zt6Ny5M26++WYsWbIEJSUlMBgMmD9/PjN+veSSS/DOO+/gxx9/xG233YbevXvz5ilr1qxBfX09C8qddtppzAQylUrhp59+QjQaZYEwiZxLkHDyQapBb2E4HA68//77eO+997B58+ZmrVtZWYmSkhIsW7YMgwYNYp//3//9H3755ResXLkybZ3ly5dj165d6NGjBzweD1566SUsWbIEW7ZsQWlpadryVPcjxBNPPIGpU6c2a7x/BaRSDb1xycTGZrNBo9HA4XCwbF5eXh6TKlOUnrKjzZGGJZPJNOJksViabDol4a+NY21nBIB5JpBcPz8/H06nE7m5uS3q8k5kluT1lMlWqVQswEWeCGQSRhNyIt+hUIjVllIAA+AfP7eVnNvtZoZUJGHVaDQsgELmYFxHc6PRCLVaLUqsiAATcQ8Gg/D7/SwbTi2/qIaZ+nXr9XpmOKVUKqHT6VhWmvbFNRMUwmq18jLbAHgGfyRVDgaDCAQCbOyUZSZiIuyAEAwGWXsxgtvtxsaNG+FyuSCXy/Htt98yAtOmTRu8+eabTC3APUeNGQFWVVWl7b8peP3113HRRRcx53RquQgAbdu25UnU/4qgwBZ5BVD2/GQlSBQMEipEYrEYFi5ciA4dOuDHH38E0FASOGLEiEa3GYvFUF9fD6vVil9//RWLFy/GgQMHoNPpUF1djf79++P3339H27ZtUVpaiiVLlohu5+2334ZcLoff78fOnTtx5pln8lzYKchN74JEIoHLLrsMw4YNw4ABA/Daa6/B5/OhS5cuuO2227Bp0yYcPHgQw4YNY8f7v//9D9u3b0dlZSXOOOMMDBw4EAsWLMAjjzzCTF0dDgf0ej2+//57lJeXo3fv3vjXv/6FSZMmQavVwuv1IhqN4tlnn8U555wDlUqF33//HSaTCe3bt8fhw4dx0003wel04rnnnoNKpULr1q1x2223weVyYc2aNQAakgOtWrXCpk2b0KdPH+zZswcDBgxAKBTC0qVL0bt3b+h0Ouj1eixfvpwZ2J5++unYuXMn8vPzUVhYiGAwCJ1Oh7Vr17J397hx4064e71Ugy5BQnZIGfQWQCqVwvfff493330X33zzTcaJ2fHAoEGDeGR+8ODB6NKlC6ZNm4annnoq43qHDh3ivRT/jtnzVCqFQCDA6y+cSCRw4MABliU3Go1M+k4uyBqNplm1sNyaOm6LJaBB/SARdAlAy3hH0DNNvY2VSuVxUV6QcRZwRBauUql49zK1sfN4PEgkEsjPz0c4HGZ1qSaTiRkhcftEc8HNjJN5HWWzSfUTDofh9Xp5Blb0vVidPIHkqVQHTNJUqjOm9UgmS7WzFPzQ6/Ws9p9MIukdQu3FtFotyzL6/X7mKE5SYqpvTSQSqKyshE6nY+MyGo0sw0/nNZFIsMAIFx6Ph1dG4XA4sHXrVmZ8FQwGsXjxYraN9957D0qlkrUBAxpqpane2ufzMcdtMp8jCNsZiuGpp56Cw+FALBZj8vZ//OMfuOaaa5hPBKlJ5HI5rFYr4vE4qqurmUya2glyQXW85Kx+PIktBYLE7qFUKgWHw8Guj9frZeUi2aBWq1FVVcUk5cerVIl6ex9NmQIXFCzheqwAwOrVq+Hz+RAIBDBo0CCsX7+eqfaokwadmw0bNiCRSKBDhw5YsmQJli5dCrfbDaPRiPbt26NVq1YoKChAjx49sHbtWvz888/Iy8vD5MmT4fF4cMkll2D79u1MTv+///0PXq8X77//PsaNGwcAWLFiBQ4dOoQhQ4awtokUXNDpdPj111/xySefwGKxoH///kgkEjjvvPOwZ88eXH755QDA5PLPPPMMxowZA5vNBrPZjP79+6Nz584oLi5GbW0ttmzZAoVCgf3796O0tBSHDh3CunXrEA6Hcemll7L75ptvvkFJSQkGDRoEl8uFiy++GHv37sWpp56Kxx57DN988w1kMhnOPvts7NixA127dkVZWRny8/MxduxYAA3PZNu2bbFt2zb06dMHSqUS33//PVMkpVIpplb65ZdfkJ+fj/bt2zN1UatWraDRaFBcXIy33noLVqsVxcXF7JiXL1+Otm3b/qWDYhIk/FkhEfRjwL59+/Dee+9h1qxZrD4IOPqJNtU5Ck2iampqmlxjrlKp0Lt3b+zevTvrctw+uX9XcOuLqa7b5XIhFArB4XAgPz+fZTio72sgEGDrNBXURstkMsFkMqG4uJjJe6VacgnHAyfC8Zcmddw6dCG4dfq0LBdHE0AgWTi3rpVcmUliX1BQ0Oh72GKxsCxTVVUVNBpNxvcsSaFJzkstoyhoQJLf2tpaKBQKWK1WGAwGXvsxq9XKlqdjNhqNrCZUbJ9CcqhQKFBQUAAALPNNDuDkQbBnzx4cPnyYBSxWrlyJoUOH4r333mPvG+E7jEgNdxzcVlgUVPj8888xY8YM0XN0/vnnY8GCBTjvvPOgVCrx7rvv4r777sOiRYswePBgaDQalnEk48FQKIT8/HxEo1Go1Wp2HclUkUoe/H4/r4tFdXU1qzOmLBy1Wqyvr4fBYGByXqpvbi4JoUAQtzSFAhWBQID196ae3LW1tRkDF9RujGu4KJaxjMfjuPfee3HNNddg4MCBvO9isRjq6upYezmxtl70LFBNuEwmw9KlSzFgwABesINquclxPtOzsm3bNhgMBjzyyCNwu90oLy/Hs88+i7Vr10KhUGDv3r3o06cPXC4X7rjjDgANfgMymQzLli3D3LlzcdVVV6FPnz5Yvnw5Dh06hE6dOmHgwIHQ6/VYv349KioqYDKZUF5ejng8Dp1Ohx07diAWiyEnJwdOpxMejwdlZWVo164dzGYz9u7di02bNrFjLikpgUqlgtVqhd/vx5o1a5hp4ODBgzF06FD8/PPP6Nu3L7755hv2nJeWlmLZsmXo0KEDvvnmG+atUV9fj3fffRdnnnkmysvLMWDAANTW1qKiogKdO3fGxRdfDIVCgbKyMpSXlyM/Px+hUAjffPMN/H4/ampqmHze7XZjy5YtCAaDGDduHAvidO7cGQ6HA61atcLChQtRUVGBW2+9lZUTLFiwAEajEWPGjMEZZ5wBr9fLss1btmxB165dsX37dkSjUSQSCSxevBg9e/aEx+PBlVdeCZPJhGg0iq1bt0Kn08FsNqNdu3YAgLlz50KpVOL1118HIBkLS5BwMkIi6M1EJBLBnDlz8O6772LJkiWslspqteKqq67C9ddfjwceeCCjLCsb1Go1+vbti4ULF7L2NslkEgsXLmQ/fo0hkUhg06ZNGD58eLP3/3eCz+djMtlIJAKlUsnqw6qrq3lu0sARAziDwcBzdG8KSHLKze5lc16WIEFCdnBLS+RyOfN04LZBagzU4orqNpvSFlMul8NisWTM+Ofk5LC61KaMgQgWyeSp/prk85lALcxIKqxSqbBv3z6sWbOGHce6devgcDjQuXNnTJo0CRqNBi6XC8lkkhFZalvGLb8h8kfyV5vNhkgkgi+//BITJkxgYyguLka3bt3QpUsXFBYWor6+HqeffjpisRh+++03PPbYYzjrrLNgt9sZsQ2Hw8jLy4NOp0sLzFAJBGXt5XI5amtrmR+DsO0at1UauVdTUIHM/QCwgDc5aTe1wwXVXgPgeQxQyQZwpO96NBrF4sWLsWXLFkyaNAnV1dUoKSlBXl4eb1zUxtDn82H16tXYt28fzjvvPOTl5SEej2PatGnYt28fnn76aSiVSsyaNYtdNzKsq66uZoEomUzGyliMRiM++OADtG3bFsuXL4dWq8Wvv/4KhUKBjRs34vLLL8d7772HM844Az6fD3369GH36G+//Ybu3btDq9Uydczhw4exYcMGLF++HG63G3369MFNN90Et9uN7du3w2azsXnG77//DgA466yzcPDgQUSjUSxatIjVTAMNgbW9e/fC6/Viz5496N69O5YsWYIXX3wRLpcLfr8fnTp1wv79+3HBBRdg6dKlCIVC6N69O1O2tWvXDvn5+SwwMHfuXKjVanTp0oVtl3wagIYAA/Vj79u3LwCgZ8+eqKurQzKZxLXXXov169ejpqaGV3529dVX4+qrr2YeFuvWrWMlhoWFhRgxYgS7JhQI0+l0uPjii7Fq1SpccsklqKurw9atWxEOh9G9e3d4vV60b9+ela+cccYZSKVSmDVrFgCgpKQEhw8fxo4dO9CnTx9EIhFm9EmlPEajETabDTabDddccw3vHdG1a1e89tprGD16NPMVUKlUKCgowPz589GjRw9WVnTjjTc2u+OMBAkSTiwkgt5ErFmzBu+++y5mz54Nj8fDotfnnXcerr/+eowcObJFZOKTJ0/Gddddh1NPPRX9+/fHq6++ikAgwFzdx48fj5KSEvzzn/8EADz55JMYOHAg2rdvD7fbjRdffBEHDhzATTfddMxj+SuDfvzoh1Wr1WLXrl04cOAAmxwCYG63arUaKpWq0Yx3JBJhda3042mxWBAIBI5ZbihBgoTsOJo6SjJJaipxy/aeb8x0LBNIXUPIRs5DoRCqq6tZhreurg5btmxh0vu9e/fiwIEDLJjw6quvsu1xHfW52V5qV8Z1NFer1aitrcX69euxevVqTJw4kTeOjh07QqVSYefOndi5cyfi8Tj69++P66+/HuPHj0c0GmXBCnKpJnJCZQBcyGQy2O12JJNJ+Hw+6PV6XoCUZNFUIuHz+ZhBl8vlgk6nY63IjEYj659NZQQkrefW+4uBWlxaLBZYLBZeUKC+vh6xWIxJhQnxeBz//e9/AQDPP/889uzZg0cffZTnBxAKhVhHAZPJhI0bNzKZ8vfff49PPvmEZ+4aj8dx7bXXorS0FGeddRYWLFiAbt26YcOGDXjyySdZEOeHH35AXl4e+43as2cPevbsiT59+iAYDKKmpgZ9+/ZlioNXXnmFjTM3Nxdr167F4cOH0aVLF1RXV2PZsmXo1KkT2rVrh8GDBzMX+/r6etTW1iI/Px8ymQxr1qxBx44dmdy9VatW0Ov12Lx5MxYvXowzzzwTBw8exPTp03HKKaegV69eiMViGD9+PPNveeKJJ1jLxnA4jPr6esTjcRw4cAD9+vXDqlWrYDKZcMUVVyAcDiORSKBt27bIz89HSUkJKx/buXMnXnrpJQDAI488gnfffRdGoxEPPfQQ1q5dyxztY7EY8vLyMHDgQOY9QSWCI0eOxO7du3nKQnpuhL/du3btYtnoIUOGoFu3bmzOQN4/oVAIffv2FVUNcfcxZMgQLF68GG3btmWJnYKCAlx88cXMd4KgUChw3XXXid63Z5xxBs4444y0z8vKynDbbbcBACoqKngBMwkSJJy8kAh6FrhcLnz00Ud49913mZwqlUqhXbt2bBIiZsR2LLjyyitRV1eHKVOmoLq6Gr169cL333/PZI0HDx7kydpcLhduvvlmVFdXIycnB3379sWyZcvQtWvXFh3XXwk0caTWLFSLSS1PdDodLBYLCgoKoFAoWC1oY0gmk8yxORgMMtlpXl4ek7ZKkCDh5MOfodQkHo/D6/XC7/dDoVDAbrejtrYWv/32G5P8U40zTcBnz57d5J7Ier0ebrcbDz74ILp164a6ujps374dy5cvx5YtW3jL5ufnMwXQwYMHUVFRgaVLl7IgA7lx6/V6KJVK1NXVsTIfaq+XCRRYABqyldFoFFqtlpURUNaPK9nOycnBnDlz0Lp1a7z//vuYMGECBgwYwL7n9kMPhUJpBOX999/Hb7/9BqvVim3btmHq1Kno3bs3yzIWFhZi//792L9/PywWC9auXYuBAwciFotBr9dj165deOONN1BRUYHvvvsOALB06VJEo1E4HA60bt0ar732GpxOJ+RyOcrKyuDxeDB48GA89thjTB3w22+/4fPPP8ddd93F3MsVCgV69+6NgwcP4ueff0YymURNTQ3MZjO2bdsGhUIBk8kEg8HAxtmnTx8AwM0334yNGzeipqYG7dq1w9lnn40DBw6gqqoKzz33HILBIPr06YO8vDymKCETs507d+L0009HQUEBrr32Wpx++umYOXMmtFotOnfujFtvvRVFRUW4+uqrWfu5xYsXY8OGDUzRcuqpp6KmpgbLly/HxIkTmYkclZbQ/2lOQ9e0rKwMJSUlMBqN6NSpE2uXRy0jaTnqJ280GtGxY0fs378farUaL7/8Miuf6dChA2pra2G321mf90xtEdu3bw+fz8cCSxSwMhgM6N27N8rKyrBnzx4MGzYM27dvx8GDB9G9e3fRbdH92hi6dOmCLl26AGgIeh1PlJSUHNftS5AgoeUgubhnAUVcqc/kmDFjcP3112Po0KFZ1zvrrLOwZMkSXvT8ZIHknNkgeSRjJIvFwkym9uzZA6BBxlhcXMwmks2RgUUiETgcDmZ6FAqFWHBFggQJEpqLSCTCaqy5OHjwILZs2cLUQFu2bGFZ9YKCArz66qu8rLwQLpcLXq8XpaWl+Pjjj5mce9WqVZg5c2bG9c4++2xotVoMGjQIDz74IKZPn45HHnkEy5cvZxJcbuumRCLBZOYFBQXHxbX8559/xr/+9S/eZ3PnzuUFVsm9PplMMkm4TqdDIpHApZdeCqBBHVFSUoKePXuiY8eOaN26NX766Se0bt0aO3fuZNsqLi5G7969sWPHDrz33nto3bo1br/9dqRSKXz33XdMNTB27FjU19dj6tSp0Gg0GDZsGIqKirB//378/PPP6NixI8aPH481a9YwWfx5550Hn8+HH374AR6PB61bt8aAAQOQTCaxYsUKLFiwAP3798eGDRtYwH706NGwWCz46quvUF9fj2HDhrE2evn5+XjqqadQV1eHe++9FxUVFSgtLcXSpUsBNMjT8/PzoVQq2e+XTqfDKaecwtrLRaNRXHXVVTAYDPB6vVAoFKxdqFhtfyKRwNatW9G6dWssXLgQ+fn56NWrFzweD0wmE+t6QCgqKkJ9fT00Gk2j85KamhrW75zmZrFYjLmT2+12BINBeL1eXltEIcLhMJxOJ7RaLTtOlUrFlChk+EggTwSaMlNHBTp3QlAPcy58Ph8LbEWjUfz888+sHKQxQu/1ehEMBmG323ltP+vq6tjnv/zyCxYuXIgXXniBpwQ8GSHNRSVIyA6JoGcBTSRKSkrw/vvv46yzzmrSehJBP3kRDoeZERK3BUooFILb7UZeXh5at24Ng8HQrIkktWEjORr1u00kEjxZqQQJEiQ0FYFAgNdHPRaLITc3l8mpCT/++CPrHnLmmWfi/vvvT9tWMpnEtGnTADQEJrt164Zly5bxlvn000/xyy+/iI6la9eueOqppzBgwADW/q2oqIiREGp1l4kUUH358cBXX32FmTNnYsiQIdi4cSPGjBnDSLcQkUiEBWlLS0vh8/nw008/4ccff4TVakXHjh2Rk5ODRCIBr9cLABg4cCAOHjyI2tpa1se8W7duKC4uZqTommuuwYABA7Bs2TI4nU506dIFZWVl+PHHH5FMJjFw4EAYjUZ4PB6sWLECTqcTI0eOhMlkwubNm3HqqafC5/MhmUxCo9Hghx9+QDweh8lkglqtZqosIVasWMHukXPPPRe///47Hn/8cZaVBYD169fD7/ejY8eO+OKLLwA0qA5cLhcWL17MSrBmzJiBnTt34pdffoHX68WNN94Is9mMZDJ5TCqwyspKVFVVoaioiHUqoPuGvAj27t2LVq1aNar4qKysBABm1qjVao/qN7a6uhrJZJJ1YwCADRs24PXXX8eVV16JyZMno2fPnvjiiy9gNBqRSqXY77vf78eqVaug1WpZfTm1OEskEtDr9aiqqoJCoUBOTg4cDgfUajWvd7vD4cCwYcNw66234s4772RGjUqlkp2b6upqOBwOrFu3Dhs2bMB9993HfI8IM2bMwMsvv4zrr78eb731FgoLC9k8Z+HChTjllFN4qoOTBX/3uagECY1BkrhnwSmnnIJNmzbh8OHDOPfcc9G1a1dMmDAB1157rZQV/ROCep4TSOZI7ZWsViuTCjanljWZTDITIIqmk8RTggQJEpqLRCIBl8vFiAP1M1+9ejU6derElguHw1i8eDELBn/11VeiBCeVSjFyDjQ4tAvJeSwWy0jOn3vuOVx11VVsbNQlgJyygcZbdTaXnAcCAezbtw8zZ85Eq1atMGzYMFgsFuTl5bFsZygUwpgxY1BYWIg5c+YwyTkhHo8jEAgwM7dUKsWUCC+88AJ69OgBvV6Pc889F3369MHGjRthNBpZLfi3337LWliNGjUKs2bNwrp165BMJrF+/Xr069cPpaWlGDJkCAKBAOx2Ozp37szk6zt27IDP54NarcbevXtRXl6Ouro65ObmYuLEicwc7bTTTmPu5E6nk0nYo9EoLr/8cqhUKqxcuRIbNmxIO0+33HILLBYLli9fjhtuuEH0t6tXr14AGkgwAGzcuBEVFRUYNWoUgIZSgg4dOsBoNKJPnz7o06dPRhl4NvTr1w+rV69mf3/xxRfo0KEDevToAQA4fPgwdDodTCYTYrEYJk+ezJY99dRTMWHChDQlBAD8+uuvKCgowMCBA2E2m/H555+zuvudO3fC6/WirKwM9957Lx588EHU1NTg+++/x/3334/u3bvj/vvvx5133okXXngBt99+O5555hlcccUVbD4XDAZx3XXXMdO7rVu3wuVyITc3F7W1tXjttddw3333IRKJwGw246677sLMmTNxzjnn4J///Cf69++P3r17Y926dQDAAiY6nQ4ulwupVIpHzoGGVnUVFRWYMmUKbrrpJsyaNQtDhw5Ft27dkEql8PXXX+OKK67AO++8g4EDB+K5557DueeeiyFDhsDr9eKOO+5A69atMW/ePHg8HrRt2xY2mw033XQT9u/fj5kzZ+K+++7DQw89hGAwiIsuugivvPIKzj//fDz99NMYN24cJkyYgCuvvBKffPKJZBgnQcJJBimD3ghWr16NGTNmYPbs2azXrkKhwLBhwzBhwgRcfPHFaRMiKYN+ciIYDMLhcLDoczQaRX19PbumWq0Wbdq0adRdPRAIsOWBhgmrz+dDIpGA3W4/7schQYKEvyZSqRTq6+t5mVKn04knn3wSubm56N27N/v80KFD2LhxIwDgzTffRE5OTlpQMBaL4dtvv0W3bt2wcOFC5m4NAL/88guMRiN69eqFH3/8EfPmzWPfDRw4EDabjdW5T58+HaFQiMlwdTod689+NMZ8meByufDiiy/i1FNPxYoVK7B161be98XFxTAYDNi1axc+/PBDBAIBRCIRPPHEE3jttddgsVgQCoVgNBoRCASQSqVY68y9e/eiuLiYBRRWr16Nmpoa1opr48aNGDJkCIxGI3bv3o3du3dj2rRp0Gg0eOihh1BQUIAffvgBX3/9NRvPp59+Crlczpy4R4wYgbKyMt6YfT4fNmzYgD179qBr167o169fxuNftmwZNmzYgDFjxiA3N5f3XSwWw/79+7Fr1y6oVCoEg0EEAgGMHTsWcrkcwWAQsVhMNDC8YsUKFBUVMUL36KOPYtOmTbjqqqvwySefYNasWbjuuuuytopNpVIIBAJwOp2444478O677+Lw4cPIzc3FwYMHMWzYMEydOhX33XcfJkyYgFgsho0bN+Lhhx/G1VdfDQC45ppr8PHHH7NtTp8+HdOmTUMymWTkdvDgwVi2bBn+/e9/Y+LEiQiFQhg7dizv/iScf/75+PHHH3mf3X777fj3v//N++zCCy/E999/DwCiEnvgiKIAaHieFixYgFmzZqX5JcydOxdPP/001qxZg08//RT/+Mc/0u7TcePG4cMPP8Tq1atxzz334IwzzsDDDz8MhUKBZ555Btu2bcOHH36Iw4cP48CBA3jhhRewYMEC3HbbbXjssccANATbJk2aBAC4+OKLYTKZkJeXh9deew0AWEBg3rx5qK+vx/jx47F9+3Zs2LABOTk5GDZsGEaO/H/t3Xd0VFXXwOHfzKQXEkIqSQgJJYQOoXfpTaSKgEix8lqxIoqgr4AKCmJ7RSkC0hQUBCnSgvReAiS0EEhvpGcmk5n7/ZE192NIoYgQYD9rsTS3nrlzM5l9zzl79+f3338HsPp/C19fX5KSksjIyCg3L8S/4WH+LirEzZAA/SYVFBSwcuVK5s2bx65du4D/zzo7YsQIRo8eTaNGjQAJ0CsiRVFISkrCaDSi1+tRFIXMzEz0er2aKM7JyYk6deqoXzjNZrNVWZ78/HyKioowGo0UFhaq5XWuz8AshBA3KyIigsLCQho2bFiil23jxo2sXbsWOzs7unXrpi4vKipi06ZNNGzYkGnTppV57KVLl5KVlUVsbCyZmZkcPnwYvV5PZGQkUNyzqtPpOHz4sNV+x44d49NPPyU7O5sPP/xQ3e5OSkhIYM2aNXTv3h1PT0/Wrl1Ls2bNeOutt4DiQO3gwYMYjUY8PDwYO3YsISEh7Nmzh5UrV9K4cWNGjx6NXq8nKSmJDh06kJGRQW5uLkePHuXChQv06NEDBwcHCgoKWLZsGbVr1+bgwYNqGSsbGxtOnz7Na6+9xpEjR+jUqROVK1e2GkJ87tw5FixYwMmTJ/npp5/U3sprrV69muTkZMLCwujUqVOJ13r+/HmSk5Np2bKl+kD/0qVL7Nixg379+v3jaVCHDx+mWbNmQPFoC6PRyDPPPEO9evUYNWoUoaGhHD58mHbt2lFQUEDbtm158skn1eze14uNjcXV1dUqaHvvvfeYMWOGmnX8Wpag2sXFhaFDh/Lmm28yceJEnJ2dmT59Otu3b8fb25t+/fqp+V+guCe/Xr166lBzS1mza02bNo2JEydia2uLl5cXCQkJ9OnTh/Xr17NixQqGDh0KwPPPP8+6dev46quv1JEBy5YtY/z48Wzbto0pU6awcuVKNTt8aQoKCtQH7xZTpkxRfweOHTtGYGAgp06dIjY2Vi3v9vLLLzNlyhRq1arFkCFD+OWXXwBo3bo1e/fuBeD777+nWrVqDB48mLy8PCZPnszkyZO5fPkyQ4cOZf/+/Xz66ac89thjeHl5ER0drV5XKK7w06JFC+bMmYOdnR1OTk50796dFStWlPpaDAYDc+bM4e2338bBwYH58+erD0os5s6di6+vL48++mipx/g3PazfRYW4WRKg34Zz584xb948Fi1apNYkheIvO6NGjWLRokUcPXpUAvQKxDIny9ILkJWVRWFhIU5OTmp2YV9fX3x9fdV9srKy1LnlTk5O6jwzS++W5Tre7hw4IcTD7eDBg2zatImnnnrKanlRURHvvfceZrO5RMDXsWNHZs2aRYcOHRg5cmSZxz58+LBanzoqKoo5c+bcsD2WRFOurq4sWrSIffv2sXjxYjVQi4+P591336Vz585cuHCB2rVrl2iDyWRi6dKl5ObmMmLECCpVqoSiKPzvf//DbDbz4osvYjKZmDt3rnrOGjVqkJaWRnR0NJs3b6Zv37707t2bq1evUqNGDZYuXUqHDh2ws7PjyJEjah4Rf39/OnToQEFBAV5eXmoyOkvpsD179tCmTRsAIiMjqV+/vtpOnU7Hc889d8NrcrNmzJhBYmIis2bNYvjw4VY9xQAxMTE8/fTTbN++vcS+pX0Ni4mJISQkhBEjRrBnzx6aNWvGV199hdFoJCoqii+++II2bdowadIkBg4cyOrVq0tt14ABA/jtt9/o168fa9euBWDHjh107NiR7OxsNdHZtZYvX84TTzzB+fPn2bFjB5cvX+ajjz6y2mb06NHqyIEzZ87QqlUrRowYwTfffFNqO4xGIx07dsRgMDB16lQ+++wzvvrqK3U6QVxcHIcPH6Z9+/Zs2rRJDSYdHR2Jiori0qVLdOjQASguhffhhx/y/vvvc+7cOZKTk3F1dSUtLY0RI0aow/NLGwlgNBrJyckhLy+P06dP06NHj1Lba2EZnl5YWMgnn3zCE088oQ7ZL8v27ds5ePAgjz32GHXq1LFaFx4erv5uWkZTHDt2DJ1OR3BwsPqwPyoqymo6i8WiRYvw9vamWbNmuLm5lVthJisri88//5xRo0YREhJCbGwsHh4e6nc/vV6PRqO5IyWCb9XD+l1UiJslAfo/YDKZWL9+PT/++CMbNmxQM4teu76ieVA/FC0ldMqaf2npPc/OzqZSpUokJSWh1WrRarW4u7tjZ2enZm43m83q8EGTyaTWQs/Pz0er1eLt7Y1Wq1WHyFvqqQohxI1kZmaybNky7OzsaNKkidVQ5piYGLWmeGmCgoLUebIW3377LS+++CKvvfYas2bNwmg0Mm/ePDXoi42N5dNPP71hu5YtW6b2Wm/YsIG+ffvSt29fq8/UxMREJkyYgIeHB+fOnaNy5crMmDEDX19fEhMT+f33362GMbu7u/Pzzz/z+OOP8/fff5OYmMh//vMfbGxs8PT05MCBA0RHR9OiRQvatm3LyZMn6dmzJ2lpaepogtOnTxMTE4OjoyOVKlUiJSXFKqCtV68ep06dws7OjqKiIqth/Jbs6CNHjsTHx4czZ84QGxvL9u3b+fTTT6latSo+Pj6cOnWKxo0b33a5vSNHjhAeHm617Nlnn8XOzo5vvvmGxo0b07JlSy5dukRiYqI6NQEgJCSE7du3M2XKFKZNm4avry+KouDn50dycjI6nQ5fX1/s7e3VOeTXGzBgAMeOHaN9+/YsWrQIKJ4PfubMGQ4cOMCKFSvUzPSbN2/mtddes/qu8vvvv5OQkMCLL75IrVq1OHfuHIBVD3V0dDR//vknzz//PJGRkVSpUoXY2FguX77M8OHDb6oU6a34/PPPWb16NWvXrr1vp45lZGSwfPlyGjVqRLt27YDikSN+fn6lbp+amqo+LLly5codL+NbkTyo30WFuFMkQL9DkpKSWLBgAQsWLOD8+fNoNBoJ0O8SS/I3S51UnU6Hk5MTOp0OnU5HUVERCQkJJCQkkJaWRkBAgNojZKkz6+3trQ5lz87OJi8vTz2eq6srDg4OZGRk4OnpeceHegohHg56vZ7Y2FgcHR3VrOaW6TaHDh2yGv57vd69e+Pm5oa7uzv5+fnY2tpia2trlUPjq6++YujQoUybNg1XV1cmTJhQ4jhOTk6EhYVZDWv/9NNPqVWrFo0aNWLDhg3Uq1fPquf+u+++A6BRo0YcPXoUrVbLvn37KCwsVOfzDh8+XC0HV6dOHdzc3Fi/fj0BAQF07twZR0dHXn/9dfz8/OjVqxf169dnz5497NmzhyZNmtChQwcUReGvv/6iS5cunDhxQs32ffXqVTp27EjdunUxGAzodDpyc3OxtbVVA9L27dvz999/A/Dkk09y+vRp/vvf/6qvYdeuXSxevJjvvvuOI0eO8Pnnn/Pkk0/i4eFBRkYGVatWJSEhAWdnZzXp581+1ufl5eHh4YGdnR16vZ6PPvqIzz77jMzMTOzs7HBwcODTTz9l8uTJDB48mG+//ZY333yThg0bEhQURMeOHQH48ssvefXVV/nxxx8ZOHAgfn5+PPPMM3zzzTc0a9bMKgEbwDPPPMOPP/7In3/+Sa9evVAUhR9++AE/Pz/69u3LpUuXCA4OvqnXcK3NmzczcOBA9u7dq/YWJyUlSXLcf8BSMeb63ALXS0tLIz8/v0QugwfNg/hdVIg7SQL0f0FERATz58/np59+utdNKeFB/FC0lJ+x1EW1UBQFNzc38vLySEhIICkpCSjONtywYUOMRqNaLsjV1VWtjZubmwsUf5H9J6VlhBAPN5PJhF6vJy8vr0QdcyhOihYVFaVWlygrgVXNmjU5f/68+rNGoyE4OBi9Xo+npycnTpwgPz+fH3/8kY4dO7Jt2za1F9Tiu+++o3fv3gwaNIgJEyYQEBDA1KlTeeWVV5g9e7bVthMmTCA4OJiIiAiWLl1KmzZtcHBwICEhgWeeeQYnJyfOnz9PdHS0Oirp9OnT1K1bl8uXL9OzZ0+ysrKIi4tDq9XSsGFDAgICSEpK4vDhwwQFBVG/fn327t2LwWCgqKiIVq1aERkZSXp6OnXq1KFdu3ZqlnhLoPnSSy/x1VdfWbXVbDarmdrj4uIwm81qUHrmzBl1TvvWrVuZOHEiycnJ1K9fn9OnT6vHsrOz45133rEK6O3t7Tl8+LA6BNtCURTOnj2Lu7s7vr6+2NnZce7cOZYsWcJzzz2Hp6cnp06dUofTT58+nXfffZeTJ0/i4OBA9erVrUYlGI1GGjVqRFhYGH369OHpp5/G1taW1NRUdf59SkoKvr6+7Nixg0aNGt3VhF5Xr17FYDBYTf8S4p96EL+LCnEnSYD+kHnQPhQt5Ux0Oh12dnaYzWbMZrPau2I0GomLiyM9PR2z2YyNjQ1+fn7qFxytVqv+f2ZmJgA+Pj5oNJp/rWavEOLBo9frGTx4MACvvPIKVapUwcvLq9RtzWYz8+fP59ixY2g0GmbOnEmNGjXQarV8++23pKSkkJKSQu3atbG3t2f27Nm89tprVsdQFIU///wTgODgYH7++WcKCgpwc3NT52L7+PhQUFBAv379aNWqFRs2bMDW1pbu3buTm5tLaGioWkPdzs6O/v37A8VzzVeuXAkU59oIDQ3Fy8uLrKwsNWv4gQMHSE1Nxd3dnbZt25KZmcnEiROpUaMG48eP5+DBg+h0OpKTk6lbty5nz57F0dFRfQDRvHlzQkNDrRJsHjlyhP3791O1alV2795NUFAQP/30E9WqVVPrd0dFReHo6Ii/vz/5+fnY2Njwww8/MGTIkBJDhwcOHEhMTAzHjh0DijNwW15jdHQ0U6dO5e233yY3N5eQkBBq1qxJp06dOHnyJJcuXeLgwYM0b96c4cOH88033zBixAjs7OxKZMO+dOkSQUFBZd4bN6oBrygKZrOZHTt20LVrV3x8fEhISJC/QeKB9aB9FxXiTpMA/SHzoHwoWnrNLRwdHdX5g5YeK61Wy7lz50hMTFQTvQQHB+Pj44ONjQ2KoqhZW68dumcZ6i6EEDerb9++VK5cmbfffrtEqaucnBzS0tJIS0sjJSWF7du3q7WJTSaTGohFRERw4cIFBgwYwIEDB6hUqRKpqals3ryZsWPHsnPnTkaPHs2QIUOIjo5Wh55fz5L1PTo6mvPnz6vTdWrXro2jo6M6tzUlJQVvb28MBgPu7u507NgRnU5HYGAgL7zwAmPGjKFq1aps3ryZp556Sh1unpubS0ZGBhMnTmTixIlUq1aNtLQ0GjZsSExMDEFBQernaFFREdu3b+f8+fNcuHABT09P5s6di62tLVFRUepc6Ly8PHJycsjPz6dGjRr4+/vj4eHByZMn2bBhA2vXrmXYsGF8//33/Pzzzzg4OFiNSujRo4daSmvVqlXY2Niowfjy5cvVudQ3cuXKFapVq0bnzp1ZuHChOtQ4NDSU6OhoOnfuzLZt2/D09FRfc2n1yYUQZXtQvosK8W+RAP0hc79/KBYWFlJYWKgmELK3t8dsNuPi4oLZbEav16PVajEYDMTGxpKamkp6ejpGo5EaNWoQGBiozivMzMzE1tZWrXtetWrVe/a6hBAV27W9oPn5+QDqQ8G8vDz27dtHrVq1rPZZs2YNmzdvpnv37tjY2JCVlaWW6YTieeXXJutKSkriyJEjVlN1jEYj+fn56n5arZYuXbpQWFjIxYsXqVevnvqZptPp8PLyUhOWpaWlodPp1BrP1w6N9vX1JTw8nISEBE6dOkVhYSG+vr4EBQWxf/9+Nehu1qwZlSpVIj8/H2dnZwIDA/nss8/w8fFh1KhR1KpVi9DQULp168Yrr7xi9frT09Px9PTE3d2d//73v3z++efUrl2biIgIDAYD7733HlOnTuW5555j27ZtnD9/Xp07HRkZSbdu3fjrr7/Izs7G1dWVpKSkMhNstW7dmh9++IGIiAhefPFF3Nzc+Omnn5g9ezZbtmy5pdwhlizg6enphISEULt2bWxsbNi/fz8bNmwgOTmZatWqlVpSTQhxY/f7d1Eh/m0lU14LUUFZyqNcq6ioSK1HnpeXp/aWFxYWEhsbi5OTE3Z2dri6uqpZ2n18fMjLy8POzk5NCHS/ZokVQvz7YmNjefHFF0ssDwsL4+WXXwawCs5jYmL49ttvqVatmlXW9X379gHFpdJSU1NLlIHKzc1Vg3N7e3sMBgNOTk5otVratGlDfHy8OrdZp9MxbNgwTp48SVBQEKmpqTRu3JjKlStjY2NDly5dyMjI4PDhw5jNZgYOHIi9vT1Hjhyhd+/emEwmNTlaQUEBUVFR6hxxf39/KlWqxNatW6lbty5NmjTBaDSqDyjq1KmjltgaN24cn3zyCevWrWPFihXs2bNHLe1lkZmZSd26dcnOzub9999n2LBhNGrUSC0Dp9frefbZZ3nnnXfo168fGRkZtGrVCm9vbwICAtRh8L6+vhQUFPD444/z6KOP8txzz7FmzRouXrxIw4YNrcqoZWVl8dhjj/HYY4/d8vtteV+qVKmiJowzmUxkZWVJSU0hhBD/OgnQxX0hJyfHKsOxVqtVE+3k5uYSGRlJUVERbm5upKenq1n0MzIy8Pb2xtXVFUdHR0wmEzk5Odjb25OXl4fRaJTkN0I8pAwGA+vXryc5ORkbGxsGDx5MYWEhR48eVWs2Z2ZmMm/ePKv9goODadGiBa1bt7ZavmPHDlauXElcXByFhYVWPayKotC1a1eCgoLIz8/n4MGD+Pr64ujoSExMDOfPnyc/P5/s7GwuX75MfHw84eHh+Pr6UlhYSOXKlalcuTJarZaQkBAKCwvx8/OjevXqaDQawsLCKCws5Pz58zg5OWFjY0NgYCBXr15Ve6BNJhMdOnTAwcGBwsJC3NzccHFx4eLFi/znP/8BYNiwYfj7+/PBBx+wY8cOdu/ejdFoBIqHis+cORNvb291TriiKFy5coX27durx7Ak2gSYOXMmHh4edO7cmd9//x0vLy/at28PwOXLl9FqtYSFhfH222/zwgsv3LA3zcHBQa3n/eyzz6rLLfPM/f39mTBhAk8//fRN3QM3S6fTSXAuhBDirpAh7g+ZezmsyGQyYTAY1LrityIjIwNFUXBxcSE7O5usrCwcHR1JTk7m6tWrau1yy3oXFxfy8/PVEmru7u5qzzkUD2e/UeIeIcSD5+DBgyQlJdG1a1e1F7gs6enpaq+3i4sLISEh9OjRo0Tpqi1btpCQkFDmSJzMzExSU1Px8vIiKSmJCxcuqOtyc3Px9vZWh83HxMRw+vRpdb2joyOBgYHUqlULLy8v3N3def7553FycuLvv/8mLi6O9u3bExAQgKOjI1qtFjc3NwoKCrCxscHR0REo7qU2m81qeTaAPXv28O677xIWFsbGjRv5448/uHLlCs7Oznh7e1O3bl2efvppQkJC8PT05Lnnniv3es2aNYvXX3+d48ePM3PmTF588UVatmxZ7j56vR57e/tb/ptQmqioKAwGA40aNfrHxxJC/HtkiLsQ5ZMA/SFzLz8ULYG0g4ODOu/bQlEUFEUpM2DOy8sjPz+fwsJC0tLScHBwQKvVkpiYSEFBAQUFBZjNZgIDAzEYDOrQRD8/P7RardpLnpqaio2NDd7e3v/66xVCVAwmk4mPP/6YXr16qfW/a9euzYULFzCZTOp2ubm5XLx4EY1GQ7169di5cyfh4eE88cQTVsezjNKZP38+mZmZZGVlYTKZ1HrfFpmZmezevbtEeyy1y4uKioDiXuGQkBCCg4M5efIkzz//PIcPH2bixInY2dkxZcoU2rdvrwaztra25OTkEBoaitFoZOvWrTRp0oQlS5YwceJEVq9ezQcffMC2bdvo378/e/fuZdWqVQwcONCqHQMHDuS3337jiSeeYNmyZSXaefr0adzc3PD397/9iy+EENeRAF2I8skQd3HXaLVazGYzBoMBjUajJliC4gDcYDBQqVIlteRPUVERBoOBxMRE9Ho9BQUF6HQ69Hq9Ohe9sLAQb29vdai6RqPB1dWV/Px8bG1t0el0aLVatcdIEsEJcf+yVGNwcHAAigPgoqIiPDw8OH36NMHBwSUe/gG0b98eDw8PDh48SJ8+fYDioPjo0aNkZGQQFRXFmDFjOHTokDrKpnnz5syYMQO9Xk9ubi5ms5lFixaRk5PDlStX1GNrtVrCw8MxGo3qZ9vVq1fx9fXFxcVFzaCu0+kYOHAgWq0Wb29vLl68SHx8PEOGDKFy5cqsXr0aAE9PT+zt7WnSpAnr1q0jPT2dsLAwioqK2L9/P7a2tvTp0wedTkft2rW5fPkyffr0YefOnRQUFPDFF1/Qp08fTp06ZVWdYtCgQTRu3JidO3fSo0cPGjVqpPbkl9UzXrdu3TvwrgkhhBDiVkiALu4aNzc3CgsLuXr1KkVFRWi1WkwmEw4ODhgMBgoKCsjIyFC3t8w5N5lMZGZmYjQasbW1xcnJCVtbWzQaDZ6enhQUFBAaGopGo0FRFDIyMjCbzdjb26PVasusRSyEuLsMBgMXL14kJCQEGxubUjNrm81mNBqNOuTZaDSye/duLl68qFZvgP9PopaYmMiRI0fU5aNHj2bw4MEMGzaMdevW0bFjR6u5w4qicPToUdavX68uCwwMZMuWLVbt8PDw4KuvviIrK4uEhIQS7XR3d8fPz4/U1NQSI3L8/Pzw8fGhWbNm1KtXj6ioKFq1akVqaiphYWFcvnwZKJ6DbZnfbTKZyMvL46mnnsLOzg57e3umTp1Kp06dqFKlCqmpqRiNRlauXMnUqVM5d+6cer6aNWuqryc9PZ1FixYB0LNnT1q0aMHWrVvZvXs3x44do2XLlpw5c4bjx48TFxeHTqeTHiwhhBCiApEh7g+Zez2sqKioSO19qly5MkVFRWg0GgoKCtRA3Gw2Y2dnh8lkwmQyYTQayc7OxsbGBk9PTxwdHdHr9eh0OvLz8ykqKsLV1RUHBwfMZjNQ3Dum0Whwd3e36qkXQty6oqIikpKS1LnUbdq04cqVK2RmZlKzZk3c3d3L3d9kMpGfn0+LFi3w9vbm4MGDFBQUkJ6ejoODAwcOHMDW1pbp06fj4eFB69aty80RkZeXx6lTp2jRogVQHNRv3rwZk8mk9lgDaq1qKE4e5ujoSFxcHGazmaFDh+Ll5YWjoyP29vZ88MEHVK9eHU9PT1q1asXhw4fZu3evek5L6S2L9u3bU6lSJXQ6Hc7OztjY2NCkSRMiIiKIjY2levXqdO/eHaPRyObNm5kzZw5PPfUUI0aMYO3atWzdupUtW7awePFirly5wv79+/npp5/Q6XS89dZbzJw5E61Wy9ChQzl06BA7duygT58+vPzyyzz99NO4u7uTmZkJFCfRdHFxUc/73XffMWjQIDw9PdFoNMTFxREYGAgUJ7Lr378/Xbp04Zdffrkjc7+FEOJW3OvvokJUdBKgP2Tu5YdiQUEBycnJ5Obm4ujoSEpKCjqdjqCgILW8UFFREfn5+bi7u2MymYiPj1fnkNvY2FBUVETlypUxGAxcvnwZBwcHbGxssLOzw8bGBo1Gg52dnVr799r5oEI8jD7++GMmTZrEuHHjGDlyJBEREbz99tvlJkg0mUxoNBratWtH7969rZKftW7dmsqVK/Pnn39a7VO7dm20Wi3z5s2jsLAQg8HA5MmTyc7O5syZM1bbnjx5Ei8vLzU3REFBAUlJSVy5coUOHTrc8DXp9XqOHz9O8+bNqVGjBl9//bW6zjKS5vrXs2/fPho1aoSLi4u6fODAgfz999/UrFmTmjVrEhoaik6n48iRIyxevBiDwUBwcDDnzp3D39+f9u3bU1RUhJOTE5UqVcLT05NZs2axadMmvvnmG/r27cuGDRv4448/8PPzIzs7mwsXLvD000+zd+9eFi9ejL+/P4mJierDxGnTptGhQweaNm2qfl5lZWXx7LPP4uvry+7du3n11Vd56qmngOKRRS+++CK1atXi7bffvuG1sjhz5gzBwcHq9AAhhLhXJEAXonwyxF3cNbm5ueq88KSkJAoKClAUhbNnz2JjY4OHhwfx8fHY2tqqveiWL7EW7u7uKIqC0WjE2dkZrVZrNcccUOd4WsqwCfFviIuLw97e/q5ModizZw8hISHExMTQqlWrUns9Dx8+zPnz5+nVqxfOzs4MHz6c4OBg9Ho9oaGhzJ07l++++w5/f398fX2pVasWJ06cQKfTMXbsWFavXo2Pjw9arZYRI0aQnZ3NRx99ZPW7BcXBcXx8fInznz17loULFzJ69Gh12f79+622sQTP8fHxKIqCr68vJpOJbdu2AVidS6PR4OLigslkwt/fn9q1a3Px4kX++9//sn37dkaOHMmGDRtKtKO04Dw7OxtHR0cGDx6MTqdjz549tGzZkvj4eDIzM7l69SparVbtMbexsaFGjRrEx8fTunVr6tWrR/369YmLi1Prgbdp0waNRsOIESPYsmULp0+fJi4ujl9//ZWsrCyys7PR6/Xqe2NhuXZLly5l2LBhJd9siqcDrVy5stR1dnZ2/PDDD6WuK09YWNgt7yOEEEKIu0960B8y9/KpZU5ODunp6eTn51NQUKAObS8qKsLT01PtRTcYDOqywsJCbGxscHd3p1KlSmo5tZycHJydnTGbzXh5ealzWbVaLTqdDjs7u7v62h4me/bswdXVlQYNGtz1cxsMBlasWEG/fv1wcXEp9SHMvn371ERbiqJQrVo1dd2JEydYuHAhZ8+epXv37rzyyiu3dH7Lx+X//vc/ddno0aOtRmqsW7eOPXv28OGHH5YIbouKiqzanJSUhJ2dHW5ubixZsoT333+foUOHEhUVxRNPPIGbmxvPPvssffv2pWHDhhw4cIC1a9fSpEkTduzYQVRUFDt27MDX15ekpCT1uAUFBRw6dIjs7Gxat26tzsH+8MMPcXJy4q233rJqV0JCQqkJFDMyMvDw8ECj0XD48GGqVq2Kp6cnb775Jg0aNCAjI4O33nqL2NhYYmNjAejYsSOOjo6YzWaKioooKiqisLCQOnXqEBYWRkFBAXFxcWzbto3s7GyaNGnCoUOHuHz5MhqNhlq1ajFgwAA0Gg3+/v5W89TNZjN+fn6cPHmSKVOm4O3tTXp6ulUmdigO7uvWrUv16tU5fvw4Go2GK1euqAniNm3aRI8ePUp9jy1zx81mM9OmTaNJkyY0a9YMHx8f9u7dq+bJCAoKwt7enqefflp97VA8d71x48ZERkbSsWNHZsyYwa+//sqbb77JkiVLePLJJ4HiueJSV1sI8TCSHnQhyicB+kPmXn4oJicnk5mZqc7lLCoqsqrVazabSUtLU3+29KBbAhitVouTkxMpKSkAVsH59Vnhxe2JiYlh7dq1PPfcc6VOD5gzZw6bN2+mT58+vPDCC8TGxpKWlkZ4eDgajQaTycTVq1fx9PQssa/ZbCY5ORlfX18KCwsZNGgQAKtWrUKr1TJp0iQMBgMzZ84sNXkYwGuvvcaXX34JQHBwMK+88gpbt27lpZdeokePHly5coXg4GDs7e3Jz8/H09OTN954Azc3N4xGo5qUcMOGDZjNZnr06MHQoUOtknytWrVKDWxtbGyoWbMmUBxM//bbbwQHBxMTE6Nub29vz7Bhw1i+fDkHDx7k8uXLeHp60rJlS9q0aUNCQgKXLl0C4JVXXuGTTz5h3Lhx9O/fnwMHDjB06FA8PDxYvny5OmR537595ObmYjAY6NKlS4lhyXPnzmXYsGG4urqqy86cOVOilzQiIoKOHTtaLTt69ChNmjSxWnb48GHCw8OB4iHUtra2VK5cmUuXLlGlShVatWqFu7s7Bw4cIDg4mE2bNjFlyhRq1KhBeHg4mZmZaDQaWrduja2tLS1atMDJyYm8vDxmzZqFyWTC3d2dadOmkZWVRUFBAVFRUaxevZqioiJGjx7NCy+8QKtWrQDo3bs3Go0GBwcHHBwcaNWqFQ4ODhiNRlasWEFERATBwcGEhoYSFRXFpUuX8PPzo1WrVmRkZGBnZ4e/vz9FRUVUqVKFxMREdV56fn4+M2fO5IMPPgCK65sHBQWRlZVFXFwcWq2WRx55hKysLA4dOoSdnR0NGjRAr9ezZcsW/Pz8APjqq684d+4cRUVFKIpCbm6uerzrDR48mFWrVgHF8+cdHR1l7rcQ4qElAboQ5ZMA/SFzLz8Ur81Y7OvrS15entrLBsW9izk5Obi6uqLVatV55U5OTmqPeEFBAZmZmRQWFqrBuU6nk3mV5SgsLKSgoAA3N7cbblunTh2io6OpVKkSkZGRXL58mbZt2wLF137IkCGl7jdo0CBGjx7NuHHjiIuLY9y4cZw7d46ZM2diMBg4cuQI48aNK3Xf0NBQ3nzzTZ599lm8vb2pV68eZ86cYdCgQezbt4+PPvqIDz74gG7dutG+fXuguPzTSy+9pB5j3759rFixAoPBgK+vL3379iU2NpZatWpRv379EufcunUrrq6uXL16lbS0NHr06IGjo2OJEl2nT59m6tSpAKxYsYKioiKCgoIoKChQHxRB8eiQgwcPUrduXSpXroy9vT0AKSkpJTJ8//XXX9SqVYvq1atbLT958mSJUQnJyclWpbIszp07R61atdSftVotp0+fJjQ0VP29uHz5MjVr1sTNzY3ExETS09NJTk4mICCA6tWr4+LiwtmzZ1m5ciVNmzalb9++7Nq1Sx1ubmdnx5AhQ8jMzKRRo0bk5eVhNBqpUqUKc+bMITY2FhcXF+Li4qhRowa2trbqkG6LN954Q63csGTJEuzt7Wnbtq3Vw5+EhARMJhNdunTh/PnzbNmyhfDwcPWhnNlsRqfTqQ8Jtm/fTn5+PmlpaQwZMoT09HROnjyJvb09zZo1w87OjoiICEwmk9qLfuHCBS5cuIDZbMbf35+GDRtia2vL+++/T48ePWjRogXvvfcetWvX5vTp03Tv3p2WLVtSr149NZBOT0/H09MTW1tbtFotBoOBiRMn8sYbb9xUT3hsbCz+/v4y9UYI8dCTAF2I8kmA/pC510PcMzIyqFKlCg4ODly9elX98pubm4u9vb2a6A1Qe2QtvYRFRUWkpqaiKArOzs5qIC+J4IqZzWa1zNzOnTtp164db7zxhprpeeLEiUBx0Jmens5LL71kFZDWqFGDN998E4ANGzbQq1cvAGbOnMnFixcZOHCgWuZq7969DBkyhNzcXLKzs9Xe8aZNm9K4cWMA0tLS2L9/Pw4ODphMJoKCgsjOzrYKbC20Wq16PosFCxaQlJSEvb09YWFhalbvLl26lJjCMG/ePEJDQwkPD0er1aoB8t9//42bmxsNGzYs99qVFginpKQQExNDy5Yt1WUFBQVMnz6diIgIIiMjSU9PV8sDRkZGqsOmHR0d8ff3V3t9TSYTcXFxagAbEhKCq6srNjY2pKenk5mZybp16+jVq5f64MqSFVxRFDV3g8Fg4OrVq1SpUoX4+Hji4uLYunUrer2eZs2acejQIQC+/PJLdXi9Xq8nPz+f/fv3s2HDBmxtbRk8eDBms5njx48TGRmJk5MTjRo1sspabmlnWFgYzs7O5ObmotFoOHv2LBqNhpSUFPR6PVeuXKFLly4EBgaSm5uLi4sLZrOZCxcuUKtWLQICAsjOziY7O5vZs2fTtm1bmjdvrj682LZtG6tWrcLBwYHPP/8cKO7Rz87OxmAw0LNnTwB1ePqBAwdITU2ldu3a1KpVC4PBwM6dO7G3t6dDhw5cuXKFEydOMHPmTBYuXIi/vz9///03n376KQAbN24Eih8SWkbpLF68mJ07dzJu3DiaNWtW6j1ybY/3smXLeOKJJ8q9p4QQQpROAnQhyicB+kPmXn4oKoqiJn2zfNnNy8tDr9er7dHpdCiKgru7O0lJSRgMBry8vNQ66Baenp5qPfSKzGQyodVqrWo65+fn31RvdlJSEjExMTRo0KDUYbNGo5Fnn32WCxcu8OWXX6oJufz8/EhMTASKh/Pu2rXL6trZ29vTsGFD9Ho9eXl5GAwGNaiG4gcpzz//PEuXLrU634kTJ8jIyKBTp04l2rJq1Sr69Olzw5EMp0+fVhOFLV68mHbt2gHFycG6d+9ute21PcqFhYWkpaXh6upK7dq1SU1NpaioCJ1OR9OmTenQoYMa3F1rx44d5OXlodVqady4MTt27KBTp074+fmp7bCxscHe3h4fHx/y8vLUPAh79uzBxcWFunXr4uHhQX5+Pr/88gtNmzYlPT0dnU7Hpk2bSE5OJjQ0lOzsbDp37kxcXBwODg58+OGH6vuek5PDzp071XZ17969zHs3KSmJkydPEhwcTK1atUokPUtPT2fKlCk0a9asRBI2gObNm/P4449jb2+v9kD7+fnxzTffkJiYSHR0tLptpUqVyM7OJjQ0VF3erVs3/v77b/R6vTpUH+Dq1atUrlwZo9FYZtstI2BiYmLULOe9e/cGICoqih9++IGNGzfSsWNHfHx8aNWqFQsXLmTZsmUA7Ny5k5ycHP73v//xxx9/8O2333L8+HGcnZ3p16+fWtnBwcGB9evX065dO1xdXcnOzqZNmzYUFRWxdu1aVq5cSfXq1Rk9ejRvvPGGVRsdHR1p2LAhderUYfPmzervyrXX78CBA1bLJkyYoAb4o0aNYuHChaW+fiGEEDcmAboQ5ZMAvQL65ptvmDFjBklJSTRq1IivvvpKrfdbml9++YVJkyZx6dIlatWqxaeffqp+Kb5eRflQjI2NxdHRkSpVqqg9ZBMmTKBevXqYzWbMZjOFhYUlghOLqlWrlttzbjabOXz4sNqjaOnZNRqNpQa7N6IoCgUFBTec524pT6XRaBgzZgw//fSTev6tW7fy9NNPq/OKTSYTzz//PH///TexsbEEBgbSsGFDAgICSElJ4bffflOPm5KSQkJCAjqdjmHDhnHp0iWeeuopatSoUSIA2bZtG507d1bbEx8fj5ubG0ePHqVatWqEhISo2545c4bQ0FCrklshISG0adOGJUuWWB33wIED6PV6OnbsiKurq1qPPjk5mbVr1/L444+r22o0GqKjo+nYsSMajQatVkulSpVIS0tTh9wbDAY0Gg2JiYlcvHiR7t27U6lSJby8vAgICKCwsJC//vpLPea1Qa3JZCIvL4/8/Hy8vb05ffo07u7uREVFERoaiq2trZqRPD8/n8zMTPz9/XFzc8PV1ZWioiK2b99OaGhoqe/jF198wZw5c+jTpw/vv/++Ou84LS2NjIwMZs+eDRT3/CuKgp+fH/Xq1WPnzp3qKINrXb16FUVRaNCgAe3btyckJISAgADg/+d8W/It+Pv7oygKiqKoDwws788vv/xCYmIiR44cKTGcvF69evTv359p06ahKAqPPPKIem+cP3+e1157rUS76taty/Dhw3F2dmbr1q1s3ryZl19+mZEjR/Lee+/xww8/qGUOoTgBmo2NDc2bN1eH2Wu1WurWrUtUVBQRERFMmzaN9PR0vv/+exo1akTTpk3x8/Njx44d/PXXXwwbNoz69etz7Ngx5s6di5ubG2+99RZFRUWsXr2aqKgoYmNjWbp0KY6OjsyaNYtz584xZ84cioqKyMzM5OLFi2oG9B49erBp0yaGDBmC2Wymbt26+Pv706hRI1q3bm31eq/PMl+W3377jf79+wOUmCsufzKFEOKfqSjfRYWoqCRAr2BWrFjBU089xf/+9z9atmzJ7Nmz+eWXX4iOji4xlxWKM2p36NCB6dOn07dvX5YuXcqnn37KkSNHSp17ey8/FNPT0zl06BCnT5/GwcGBmJgYgoKCStRjPn/+PNWrV6dLly5cuHCB77//ng4dOuDg4EBUVBTDhw+nbdu2HD9+nIMHD2I0GnnnnXdwdHQkISGB4OBgvLy8ePbZZ62OW61aNS5fvky/fv3w9/cHiq/H5s2b1dJUycnJzJ8/ny5duqDT6ahXrx5ff/01b731FhqNhtGjRzN//vwSr23kyJFWAe3KlSt5/PHH6dixI0OHDmXPnj0oikJqaqpV72PLli1LJFTr06cP69evt1pWVFTEt99+yyuvvILRaCQzM5Pz58/j7+9P1apV1XmtsbGxREZGEhgYiJ+fH3FxcWg0GhwdHUsNRi1Zuj09PdFoNJjNZvW/9evX5+rVq8TFxXH16lWOHj3Ku+++a5XALT8/n++++45HHnkEHx8f5s2bx9ixY2ndujXx8fElyuRBcc//li1bMJvN1KxZk2rVqqm9vYAanNra2rJy5UocHBzQ6XS0b98enU6Hs7MzRqORVatWkZeXh06nIz09nbNnz6oZyi3D1a/Pmu7j40NKSgqbNm1CURTWrFlDt27dGDx4MICaE2HdunW88sor2NjYMGnSJEJDQzly5AinTp1Sj+Xh4aEGgPn5+Tg5OXHu3DmuXr2qDs+22LFjB/b29mod7u+//55ffvmF5ORkjh8/TrVq1WjQoAEBAQEMGjQIZ2dnQkJCOHLkCL/88gsDBgwgNTWVZ555psT1BFizZg06nY4JEyawadMmWrVqhZubG/v372f48OFMmjSJZs2a4eLiglar5bPPPmPfvn0kJiaq18cyPN1kMpGeno63tzdXrlxh4cKFhIaGUlRUxMiRI+nZsyezZs1i9uzZDB06lM8++wy9Xs+UKVPIz89nzpw5QHFCvLy8POzt7alSpQpZWVlq0rbx48eTkJDA4cOHiYuLo1evXly9elVNpObs7KzmHLCUJatZsyaHDh0iOTnZ6rX/5z//AaBKlSo8+uijLFy4kB9//NHqWl24cMHqwVSvXr3Uoe5lMZvNzJ8/3+o4y5cvZ+jQoeXuJ4QQonwSoAtRPgnQK5iWLVvSvHlzvv76a6D4S2JgYCAvv/wyEyZMKLH90KFDycvLY926deqyVq1a0bhxY6tSUBb36kPRZDIxfvx4atSoQWZmZqkPGyyOHDlCREQEtWvXVpdZMjoXFBQAMH36dPr160e9evVK7L9+/Xqef/55GjVqpC67PnO1h4eH2ku8e/dugBKlqqC47nrbtm1JSkpiz549DBw4UB3mu3r1agoLC/npp58YOHAgu3fvtgpI27Rpo9aTzsrK4tSpU2rCqx49eqDRaNDr9Tg4OKDX6zGbzTg6OnL8+HF1yPnWrVtxcHDgt99+Y+bMmUDxEOjDhw9TuXJlrl69CsALL7xAQkICnp6erF27lrS0NKvX4OjoSJs2bdR68zVq1OCJJ54gJyeHV199lV69eqnztq+XlpbGBx98wLp16zAajeqQYJ1Ox5EjR/j++++B4mkHaWlpfPfdd3h5efHrr7+yfPlyXn/9dYKCgrCxsSEjI4OLFy8yePBgvL29mTBhAhs2bOCdd95h+PDhTJ06FQ8PD5KTk+nUqROZmZnEx8fj5OREUFAQdevWJSIigjNnzli9p6dOnSImJgZfX1+8vLyIjIxU2x8UFMT06dMxGo04OzszYsQIq+DZwcGBzp07k5CQoJYz27BhA4MHD+aZZ57h+PHj5OfnU6tWLcxmMyaTCWdnZ4qKiujatas6Nx6Kh09b7lHLw5+GDRvi4uLCuXPn1IzqBQUFXLp0CS8vLzw9Pa2Svu3fv5+WLVty+fJlnJyc8PT05KeffqJJkyY0b95cfSil0WjYsmUL06ZNY9OmTfzxxx9MnToVnU6nJl7cs2cPV69e5bHHHuPgwYPo9Xpat26tzt9euHChWse9Tp061KhRg7Vr1zJ8+HA2btyoTkHw8fHh1VdfpXv37jRr1ozp06fz2GOPER0dzYABA7h8+TKrV68mJiaGLl26ALB582ar3wdbW1uqVatGlSpV6NGjB6mpqcTHx1O3bl2qVKmCo6MjOp0Ok8mkTj241tGjR0lISCj1Ht2+fTu7du0iKSmpRA/3tGnTePfdd62WJScn88Ybb2AwGFi2bBknTpzAx8eH5cuXq3kYrrd161Z1ZIoQQojbJwG6EOWTAL0CKSwsxMnJiV9//VUdXgnFcx4zMzNZs2ZNiX2qVavG66+/bjV8dfLkyfz+++8cP368xPaWD8UrV65YfSja29uXGaDdCatXryYtLY2ePXty+fJlTp06xcGDB3n55Ze5cuUKO3fuJCYmRv0CvGrVKmrXrs3ly5cBqF69uhqMHzp0iGbNmpGSksLBgwfVczRt2lQNRi9evKj2QFoCysqVK9OmTRsyMjKYOnUqtWrVomrVqri5udGsWTOSk5OJioqy+oLv4uJC+/btSUlJ4dKlS9SrV4+UlBRSUlLUesjvv/++OqT7yJEjuLu7s2XLFnbv3o2vry+Ojo7UrVvX6noMGzYMnU6nvqc5OTmEhISg0+nU6+Dp6YmnpycODg6kpqby559/0qxZM0wmE4WFhcTGxnLhwgWgeN7sli1bqF27dokeRp1Ox+7du6latSonT57kscceU5OILVy4kBdeeAFA7fE+evSoOv1Ao9EQGxtLeHi4+sAjKyuLo0ePqg8MAGxsbNSg0JKB387Ojuzs7BL3Qnx8PMeOHQOgQ4cO7Ny5Ez8/PyZNmgT8f6+3s7OzWhqrU6dO7NixAygOlFq3bo2Tk5P6YGPfvn1qYAwQEBBAXFyc2p4//viDNm3aUKNGDVq3bs2pU6dIT0+nQ4cO6j4xMTEEBweTkJCAv78/rq6u7N27l3r16rF9+3amT59OUlISa9asITg4GFtbW4KCgqhVqxb+/v4UFhbyxRdfWI2IqF+/vvqwwHL80qSkpNCwYUPS0tJITk6mSpUqHD58mFq1alGpUiX27t3Lo48+SsuWLVm+fDk1atRgw4YN2NnZMWHCBN555x0iIyN56aWX6NmzJ9nZ2ezatYsTJ07QrVs3mjVrxokTJ9i9ezfZ2dmMHTsWLy8v1q9fz9KlS4mKimLdunUUFRVx6dIldc5906ZN0Wg0TJ06lc6dO9OuXTu+//57rly5Qnp6Ora2tnh7e5OYmKgG43/88QcGgwGDwcDvv//Orl27mDRpEkajkYKCApydncsso1ea1NRUjh8/XmLqQGZmJtu2bWP37t34+/vj7u6uTmmxeOutt/jss89u+lxQckg7FD8cuDZPgxBCiNsnAboQ5ZN6LxVIWloaJpOpRDZpHx8foqKiSt0nKSmp1O2v7wm+XmBgoNXPkydPZsqUKbfe6Jvk6Oiozt92cnJi/fr1pKens3fvXrp06cLJkyeJjIxk06ZN9O3bl3feeYfz58/ToEEDsrOz2bdvH05OTqSmpqq9ld7e3jg6OmI0GqlZsybHjx9n06ZNTJ48mStXrpCZmanW5E5NTaVt27bs27ePTp06ERoaiqOjI/Hx8aSlpdGxY0cqVapEy5YtMRqNnD9/ntzcXA4ePKjWN4biJFa+vr7o9Xp69uxJfn4+H3/8MU2bNqWwsJABAwZgZ2fHsWPHGDJkCPXr17dKOBUXF0eTJk1YtmwZlSpVQqvV0q5dO86ePauOGMjIyGDfvn14e3vTo0cP9aGBVqtVa11HR0fTsmVLoqKi8PHx4bffflPn5wLqUOR33nmHrKwsmjRpgr29PYWFhaxZs4Zt27bh5eVFREQEUDyiIC8vj4sXLzJ69Giio6MZOXIkx44d47nnnsPJyYnjx48TGBhIQEAAq1atokaNGly4cIE6derw9ddf07t3bwoLC/H19cXf35+4uDjat2+PXq9n//79FBQUUK9ePZo3b05mZib16tWjcePGHDhwQO11BTh+/DgNGzbkzz//VHucly1bps4Dt7e3Jzc3F1tbW6ZOncr48eOpXbs2AQEB5Ofns23bNuLi4mjZsiU///wz9erVY8qUKSQlJamBYaVKldQvBXZ2dnTr1o28vDx27NiBr68vISEh1KlTBycnJ5KSkujQoQMmk4nAwEC6dOnCxYsXqVy5MuHh4Vy+fFkt+daoUSM0Gg0JCQn4+flx4sQJ2rdvr9Z937p1K/7+/lSvXp05c+Zw5coVzp07x4oVK7C3tyc5OZlPPvkEW1tbnn32WWxsbDhz5gyFhYVqsrYhQ4YQERFB586dadmyJZGRkURHRxMZGcm+ffto27Yt2dnZ/Pnnn/Tu3ZvU1FSg+GHerl27CAsLY+3atfj6+rJnzx7++OMPfvrpJ7Zv3469vT179uyhoKBA7aG3lEH7+eef+fnnn9X3ydbWlkaNGuHg4KAGr8OHD1enCSiKQsuWLXnkkUfU7ctL6piamoqTkxMZGRlqZYCkpCQKCwvVbTQaDW+//TY5OTnqslWrVjFw4ECgeHpEdHQ0YWFhtGvXjk8++aTM85Xl2hERNjY2aoUJIYQQQoi7QXrQKxBLz92ePXuskhu9/fbbRERElJqx2c7Ojp9++klNmATw7bff8uGHH5boSYV714NuSVrVu3dvzp07R2JiInv27GHJkiVkZWXx3Xff8d5777Fx40bGjx9PZmYm69evx93dnfDwcHx9fZkxYwaJiYlkZmYya9YsYmNjuXLlCo6OjgQGBuLt7c2UKVPU4M3yJdtoNBIcHKyWZCssLOTy5cu0b98eR0fHEsPfoThhnclkIiAggJo1awKoQcjJkycpLCwkMDCQ2rVrs2vXLtzd3UlLS6Nr167Y29sTGxtLUFAQRqORgwcP0qZNG44ePYper2fTpk08/fTT6jBlS6+q0WhEr9erZeUiIiKoX78+JpOpxJSA63tjjUYjERERdOjQgZycHH744Qd19MGECRPIz89Xe9sdHBxYtWoVAQEBaq947dq1yc/PJywsjEOHDqlD5w0GA97e3mRlZdG4cWN8fX1Zt24djz32GElJSfj5+REcHMzJkyfVeuddu3ZFo9Gwa9cu2rZti52dHVWrVqWgoIDIyEi8vLyIiYlh7NixzJ8/Hzs7O2JjY2nTpg1QXOKttLnrffr0UUu3bdu2jXnz5mEwGOjcuTO7d+8mMzMTJycnvL29efHFF3nrrbewt7fnkUceITU1lcOHD3PixAmef/55PDw8eOaZZxgwYAC7d+9m2rRp7N+/n61bt2IwGHjhhRfIycnh5MmTODg4EB8fT6dOnQgKCqJ69eqkp6fj6upKeno6v/32Gzt27MBoNPLEE0/QoUMHEhISmDt3Lnq9nv/+97/Y29vj7e2NnZ0deXl5pKeno9FoCAgIQKPRYDAYyMjIwNbWltGjR1O9enXefvttAKZOnUqvXr3o27cvMTExxMfHc+bMGQD+/PNPevTogU6nU/MWtG3bFk9PT/7880/Gjh1LQkICer0eOzs7jh8/ro4sgOJkaCaTSS1H99FHH93wd7lnz57069evxPLr5/tfLzMzkytXrtC9e3dsbGwwGAwYjUacnJzYuXMnnTt3xtbWlsqVK1s9LPztt99ITU3F09OTjRs33lLvuxBCiIpHetCFKJ/0oFcgnp6e6HS6EoF1cnKymkX5er6+vre0vcW1PYh3g9Fo5P333+fDDz8kPDwcNzc3Fi9ejFarZffu3QwcOJCAgADGjx+PXq8nMzOTuLg4DAYD586dw9fXl/79+/P1119z9uxZ4uLiCAsLIzExUQ1snZ2dadasGQUFBVSvXp127drxyy+/EBUVRYMGDahWrRpms5n4+Hi0Wi3BwcEEBgbi4ODAvn37WLNmDXPnzlUTl40YMYLFixfTp08fCgoK1KzxCQkJNGzYEJ1Oh42NDR07dqRKlSrs3btXfchhGaFgKcEF0KRJEwoLC6lXrx6VKlXCYDBw/Phx3N3dWbFiBePGjaNLly4sXbqUgIAAHnnkEWrVqkVaWhppaWloNBoiIyPp168fMTExQPEQ/JCQENLT04mLi8PLy4vs7GwmT55MUlIS+/fv58CBAwwZMoT09HSMRiOenp40btyYZs2aYTAY1IRkBoMBFxcX2rRpw7Fjx8jJycHLy4vKlStTtWpVtSb9xIkTuXLlilq6LSwsDCcnJyIjI+natSt+fn40bdqUatWqsXHjRvr160ft2rXJy8vD1dWVrKwsatasiZOTk1VvdJ8+fUhNTWXjxo1oNBqefPJJvL29OXHiBH/99RcJCQk8+uij1KpVi44dOzJs2DCysrLIysqidevWrF+/nnr16uHt7c3ChQs5deoUBoMBnU6Hr68vnp6eGI1GvvnmGyZNmsSPP/6Iu7s7hw8fZtOmTezdu5fk5GQ0Gg3//e9/re7fevXq0bJlS/Xhia+vrzr8PiwsTM02b3mQcvDgQbXe+7Rp05g1a5Y6dNrW1hZ7e3sSEhLYuHGjOs3B3d2d8ePH07t3byIjI4mMjKRevXokJiaqic8sXF1dycnJwdvbW51zbpm/ffnyZV599VVGjhyJg4MDiqKwcuVK9WHLmDFjMJvNhIaGEhERgYODAx4eHmRkZDB06FC2bduGv78/zzzzDFqtltjYWDw9PXF2di73d/za4FxRFJKSksjKyiI7O5uMjAxMJhM//PADoaGh1KxZEwcHBxwcHDh79qw6tcVoNJKSksKLL76Io6Mj+fn56jF37dolwbkQQgghHnjSg17BtGzZkhYtWvDVV18BxcMtq1WrxksvvVRmkrj8/Hz++OMPdVmbNm1o2LBhhUoSZzQauXz5MhkZGdjY2ODu7o6HhwcnTpzghx9+oKCggJdeeonExES1JxXg77//Zty4cdjZ2dG3b1/S0tLw8/PjySefxNbWlj/++ANHR0fq16+Pu7s7Z86cQavVqgmvcnNziYiIwNbWlvr161O5cmV+/fVX9u7dS+3atXn66ae5cOEC33zzDWfOnGHjxo3k5+dz6NAhFEXh9OnTvPXWW+zbt4/09HTMZjOPPvoogNpj6evrqw51njNnDoqioNFoGDlyJN9//z3Vq1enfv361KlTh/z8fLV3PTY2lgYNGhAaGkqvXr144403aNu2rZqV+uzZs6xZs4atW7fyxRdfULNmTV5//XXq1q3LF198QVxcHD4+Prz77ruYzWbs7e1ZvXo1devWJTAwkEOHDpGamsqlS5fo2rUrYWFh/PHHH2i1WnU+/vr16zl9+jR169ZVA+tDhw6xdu1agoKCePrpp4HiZGOWByE9evQgLS1NLVtmCUT//vtvLl++TI0aNWjVqhWvvfYaR44coVWrVowZM4aWLVvy2muvERgYSPv27fHw8MDBwYG///4bjUZD7969SU9PV+eit2nThieffJJ169bx66+/4ujoyGeffYajoyPVq1dHq9VSVFSEVqtVy529+eabDBo0iFOnThEVFUXt2rXR6XS0aNGCunXrYmNjQ2RkJFqtlvT0dCIiIti3b5/VvfrDDz8wZ84cTp48Weq9PGbMGAYNGoSiKDz66KPY29tjMBj4448/rOYvp6WlqSW9qlevriZ+zMzM5Mknn7yt3yMbGxt69Oih/hwcHIyzszNhYWFoNBpOnDhBhw4d1DrxpY1EANRg/p+wJKA7cuQIderUITIykj59+uDm5kZMTEyJ41vua4AZM2bw3nvvWQ1fh+LRAhMnTuT3339nwIAB9OzZkylTpqjD+4UQQtz/pAddiPJJD3oF8/rrrzNq1CiaNWtGixYtmD17Nnl5eYwZMwaAp556Cn9/f6ZPnw7Aq6++SseOHfn888/p06cPy5cv59ChQ8ydO/devowSFEXB3t4eHx8fNRO2TqejadOmfPfddwBqQrKNGzeqw6nbt29vlZE7LS3NKgnXuHHjgOIh3+np6YSHh3PkyBEKCwvZvXs3BoOB5ORkzp07R/fu3YHihE8Aly9fxs/PDw8PD2xtbalduzYHDx6kQ4cOGAwGsrOz1frzfn5+rFixwipAX716NVu3blWv9dy5c2nYsCEHDhxQg7E6deoQFRVFkyZN1DJP7du3x9nZmYSEBBwcHKhcuTKHDh1Se4Pr1avHiRMnGDNmDM7OzvTs2VMtC5aSkkLVqlVJT09Hr9cTHx/PqVOncHBwwNbWlnHjxqHX60lLSyMsLExNZFetWjX1NVevXp2srCygeNi4yWQiMTGRxMREPDw80Gq1VKtWjbCwMHUO8NWrV6lcuTK9evUiPz+foKAgPDw8APj++++tEhIeP36cU6dOodFoOHr0KMOHD+fLL79UpxykpaURGxtLu3btePLJJ/H09MTHx4fdu3dblZc7ceKEOpzdyckJJycnTp48SWxsLPv27cNoNPL1119TvXp1Ll26xEsvvYRGo2H16tV06dKFNWvWEB0dDcDvv//OtGnTCAwMLPVBl8WyZctwdXVl+vTppKWl8dprr6nz+i0WLFjAggUL1J8tycuuTy527X166dIl+vbty9SpU9U2XUur1ZYZTFevXp2OHTtSrVo1tFotV69eRavV4u7urs6PNhqNGI1GatSooZYlK48leDYYDBQVFZXZO56Tk4O9vT12dnZAcfb5NWvWqCMJ9u3bx6JFi9TtLTkLrvfKK69Y/fzWW2+Ver7x48cD0L9/f6k3LoQQQoiHkvSgV0Bff/01M2bMICkpicaNGzNnzhy1B6lTp05Ur16dhQsXqtv/8ssvvP/++1y6dIlatWrx2Wef0bt371KPfa+eWur1ejXBm7u7e4n1NjY26vDwyMhI/v77b2rWrFlq7e6btXr1as6fP0+LFi3Iy8sjKSkJvV7PE088wcmTJ+nUqROKojBz5kz+/PNPHnnkEcLDw9mzZw86nY7u3bvTuXNnsrKy2LJlCxs2bACKazRfuHCBI0eOoCgKLi4uGAwGFEWha9euaLVaxo0bR8OGDZk0aRLp6ekEBQXx6quvcvDgQZYvX87SpUvJzMxU97cEu1u2bGH27NlWr2PBggXo9XrefPNNdVg1FE9TaN++PQDbtm1Dr9ezevVqNbHVnDlzOHjwIEVFRbi4uKj3VXR0NLa2tnTu3FlNjHa9+vXrExQURHx8PCdPnrTqDe3ZsycvvvgiGo2GgwcP8uGHHwLFD4sCAgLKDL7KM2bMGKugF2Dx4sW4ubkxePDgEj2t1/r+++95/vnn1Z+zsrJIT09n7Nixpb620jRv3pzevXvTvHlzq+XZ2dkMHz68xPZOTk5Ww6+Dg4NRFIVp06ZZ/V7p9Xq1xnppGjRooD5k2r9/PydOnODEiRPk5+fTsmVLOnfuTGBg4G3nhzAajaSnpxMTE4OLiwsNGjQgJiaGwsJC8vLySExM5Ouvv+b06dN0796doUOHlsiWXp5re8WvFRISwtatW/H09MTFxQVATXRYmubNm1slUxRCCPHgkh50IconAfpD5l7WQdfr9aWuuzY4t1AUhXnz5qlZ7T09PXF0dCQxMZG0tDS1hzs0NJTdu3fj6upK79690Wq1arB7/fFKK59kkZ+fT3p6OllZWRQUFJCTk2NVtssiNDSU8PBwXFxcSEpKIiAgACieV1ynTh21pxqKg9xTp06p59bpdGg0GnXu9uzZs6levTrr169n9OjRDBo0yCr7/vPPP0+bNm3YsGEDI0eOBIoTqC1ZsoS2bduWaNumTZsoKirCzs6O4OBgtaf2hRdeoG/fvup2JpOJtWvXEhAQgMFgoFu3bmoWdY1GQ4MGDahUqRKFhYU4Ozvj5OSkDvG3GDFiBGvWrLHKcP/XX38RFhZGs2bNyq0iYBkSXpa5c+dStWpVqx7UI0eO8MYbb/DRRx/dsGzWtfWyXVxc1EzwFpZs/TVr1lTrpsfFxREQEMDy5ctJTk6mV69erF69mmXLljFgwABCQ0OZPn06vXr1sirNZmNjQ0hICPn5+bi6uhISEoKiKJjNZjUw3bhxI61atVKzzx85csTqGLdCr9fj4OCgZvO/Vnp6OikpKeTn55OZmVnm79v1rg2yw8PD1WkNN/L555+zfv16jEYjO3bsID09nSlTprBy5UoGDx5c5u/bvn37GDp0qFrusHv37tSpU+emzimEEOL+JwG6EOWTAP0hcy8/FIuKitQv7ZZkTzcKnNPT09mwYQOdO3dGo9Gwd+9eNdvz+PHjmTp1Kl5eXhQUFJCdnY2npyfnzp0jMjKSFi1aqEPpr5ecnKyWp7tR9umrV69ia2tLcnIyiYmJNG7cmICAAHQ6HXq9nh07duDl5YXBYODSpUvs2LGDbdu28cILL1CzZk2MRiMdOnTg0qVLLFy4UB12brFt2zY1SZbF2LFjad++PT4+Pmqgam9vz6xZs6y2s7Ozw9vbG09PTwoLC8nPz0ev15OQkMBff/2lJoqD4hEFvXv3ZteuXVSuXBlPT0/0ej2XLl3i+PHjhIeH4+joiEajwdvbW70mlrwB+fn5REZG4uzsTGJiIr6+vuTk5HDgwAFOnjzJxIkTady4MRkZGWi1WlxcXLh8+TKbNm1iwIABaLVatm7dyvjx43n88cdRFAVXV1eaNGmiluA7e/Ysr732Wpm9rbNnzyY5OVmdA5+SkoJWq8Xb2xtfX19WrFihTh249jp7e3vTokULBg8erJb9ul2pqanY29vfsd+fpKQkCgoKcHFxwd3d3aoUWUJCgjr9wPJ7cn2Fhm+//dbqeAsXLuTEiRPo9Xr27dvHkSNHyjz3K6+8wgsvvIC3tzcffPABUFymcfLkyQAkJiYSHBxM9erViYqKomnTplSqVImMjAyr9+1WGQwGCgsL1aHyQgghHh4SoAtRPgnQHzIP44ei2Wxmz549+Pv7Ex0drWZAt7CxsaFmzZpUr179rmSJLigoIDc3Fy8vL/VnOzs79dx6vZ7o6Gji4+OtgnN3d3eKiorw9PTEwcEBR0dHqlSpUu65Tp06xcmTJ9mzZw8DBgygY8eOZQ4zvhuufRiSkZGB2WwmNTWVKlWqoNPpbvh6LAwGAxqNRp0bbTKZyMzMxGw2YzQaycjIIC0tjby8PA4ePEh2djbjx49Xs+tfLz4+Hn9//9t+Xfn5+Vy8eBFvb29ycnJwdnbG19eX/Px8cnNzKSgowMnJCS8vL9LT07G3tycvL4+zZ8+SnZ2tHsdyL7q4uJCamkpsbCxQPAri+++/V4fDX6tevXo0bdqU1q1bq8H73r17adWqlbqN2Wxm9erV/P7774SEhJCXl0d8fDzz5s1T558risK4ceP4/vvvqVy5MjNnzmTs2LG3fU2EEEKI0jyM30WFuBUSoD9kHtYPRcuw45ycHFatWlXqnObBgwerib0sidE0Gg02NjZWc7+vl5iYiKurK1qttkSPosFgIDY2Fp1Op9Zi/7fEx8ej0+lwcHAodZ5/ea4tI3ejUQ1lsQTflmR3Hh4e6jDv23H27FkKCgrQ6XT4+/tTuXLl2z7W9bZv3241h9zCwcEBKH5IYsl2r9fr0ev1VKtWDQ8PD86dO8eBAwfo1q0bS5cuBVBzAdxJPXr0UBMLWpw+fZozZ87w6KOPkpOToz7QKCoqoqioSB0xYnkdQgghREXzsH4XFeJmSYD+kJEPxWLHjx9nz549VKtWjT59+tzUPpZ60pah07a2tup8co1GQ/369Tlz5gze3t4UFRWp5ccsbGxsCAwMxM3NTZ3fXVBQwNWrV3F1dcXV1VWto30zcnJy+P3335k6dSpNmzZl7ty5REREAODo6Ejt2rXx8/PDbDarw6YzMzNZsmQJCxcupH79+qSlpanJ58aOHVtqMrJly5YxfPhw7OzsaNCgAadOncLHx4dRo0axdetWRo0ahclkIiAggICAAE6cOEF2drY6IsBS79poNBIUFERwcDBQeq91bm4u586d48qVK0yYMAEHBwdGjhxJ3759qVGjBlFRUSQlJWFnZ4ejoyO2trbY2NhQqVIlcnNzURSFwMDAMh8MHDt2jBdffJGJEyeWe22dnJzo1q2b1Vx4g8FAUlISU6dOZdGiRXz22WccOXKEjz/+mNOnT3Px4sWbfu8s9uzZw88//6yeY9q0aXh4eDBixIh/9HBDCCGEqKjku6gQ5ZMA/SEjH4r/jNls5vvvvy+xvEmTJrRq1YqjR4+WqKt9I4mJibRs2RKDwUD9+vXx9fXl119/paCggC5duqjzkt3d3dFqtXz00UdMmTIFKJ7Lf+XKFfz8/IDirN1//vknGRkZ9OnTh1WrVlmd6/PPP+fChQvqz8eOHaNRo0Y3bGNhYSHnz5/nzJkzpKSkMHz4cNzc3Mrd5/fffycxMdFqmaV2+ejRo7G1tVVrmGs0GiIiIkqdH15YWGg1L/tmKIpCYWEhCQkJ6HQ60tPTOXLkCM8884zVdlevXiU5OZlt27bRqFEjWrZsqbbnnygsLCQnJwc3NzcuXrxI1apViYqKIjU1lZo1a1KzZk327dvH/PnzmTVrFs888wwrVqxg1qxZvPbaa//o3EIIIURFJt9FhSifBOgPGflQ/OdMJhMnTpygXr16pKSkcPXqVerXr28V1F29epWioiJ1nrmF2WxWE6zdjfnuiqKoQ9b/adB5O86ePUt0dDRdu3ZVh9CXJzIykry8PLWs4J1mNpu5cuUK3377LS+88ILam18RFBYWqnPqhRBCiAeVfBcVonwSoD9k5ENRCCGEEELcK/JdVIjy3bt0zkIIIYQQQgghhFBJgC7uGoPBwJQpUzAYDPe6KQ8Vue73jlz7e0Ou+70j1/7ekOt+b8h1F0L8G2SI+0PmXg4rkiFN94Zc93tHrv29Idf93pFrf2/Idb835LrfHrluQpRPetCFEEIIIYQQQogKQAJ0IYQQQgghhBCiArC51w0Qd5dlRkN2dvZdP7flnPfi3A8zue73jlz7e0Ou+70j1/7ekOt+b8h1vz2W6yWzbIUoncxBf8jExcURGBh4r5shhBBCCCEeYleuXCEgIOBeN0OICkcC9IeM2WwmISEBV1dXNBrNvW6OEEIIIYR4iCiKQk5ODlWrVkWrldm2QlxPAnQhhBBCCCGEEKICkMdWQgghhBBCCCFEBSABuhBCCCGEEEIIUQFIgC6EEEIIIYQQQlQAEqCLO+qbb76hevXqODg40LJlSw4cOFDmtqdOnWLQoEFUr14djUbD7Nmz715DHzC3ct1/+OEH2rdvT+XKlalcuTJdu3Ytd3tRvlu59qtXr6ZZs2a4u7vj7OxM48aNWbx48V1s7YPjVq77tZYvX45Go6F///7/bgMfYLdy7RcuXIhGo7H65+DgcBdb++C41Xs+MzOTF198ET8/P+zt7alduzZ//vnnXWrtg+NWrnunTp1K3O8ajYY+ffrcxRYLIe53EqCLO2bFihW8/vrrTJ48mSNHjtCoUSN69OhBSkpKqdvn5+cTEhLCJ598gq+v711u7YPjVq/7jh07GDZsGNu3b2fv3r0EBgbSvXt34uPj73LL73+3eu09PDx477332Lt3LydOnGDMmDGMGTOGTZs23eWW399u9bpbXLp0iTfffJP27dvfpZY+eG7n2leqVInExET1X2xs7F1s8YPhVq97YWEh3bp149KlS/z6669ER0fzww8/4O/vf5dbfn+71eu+evVqq3s9MjISnU7HkCFD7nLLhRD3NUWIO6RFixbKiy++qP5sMpmUqlWrKtOnT7/hvkFBQcqsWbP+xdY9uP7JdVcURSkqKlJcXV2Vn3766d9q4gPrn157RVGUJk2aKO+///6/0bwH1u1c96KiIqVNmzbKjz/+qIwaNUp57LHH7kJLHzy3eu0XLFiguLm53aXWPbhu9bp/9913SkhIiFJYWHi3mvhA+qef8bNmzVJcXV2V3Nzcf6uJQogHkPSgizuisLCQw4cP07VrV3WZVqula9eu7N279x627MF2J657fn4+RqMRDw+Pf6uZD6R/eu0VRWHr1q1ER0fToUOHf7OpD5Tbve4fffQR3t7ePP3003ejmQ+k2732ubm5BAUFERgYyGOPPcapU6fuRnMfGLdz3deuXUvr1q158cUX8fHxoX79+kybNg2TyXS3mn3fuxN/X+fNm8cTTzyBs7Pzv9VMIcQDSAJ0cUekpaVhMpnw8fGxWu7j40NSUtI9atWD705c93feeYeqVatafQkRN3a71z4rKwsXFxfs7Ozo06cPX331Fd26dfu3m/vAuJ3rvmvXLubNm8cPP/xwN5r4wLqdax8aGsr8+fNZs2YNS5YswWw206ZNG+Li4u5Gkx8It3PdL168yK+//orJZOLPP/9k0qRJfP7553z88cd3o8kPhH/69/XAgQNERkbyzDPP/FtNFEI8oGzudQOEEPfOJ598wvLly9mxY4ckbrpLXF1dOXbsGLm5uWzdupXXX3+dkJAQOnXqdK+b9kDKyclh5MiR/PDDD3h6et7r5jx0WrduTevWrdWf27RpQ1hYGN9//z3//e9/72HLHmxmsxlvb2/mzp2LTqcjPDyc+Ph4ZsyYweTJk+918x4K8+bNo0GDBrRo0eJeN0UIcZ+RAF3cEZ6enuh0OpKTk62WJycnSwK4f9E/ue4zZ87kk08+YcuWLTRs2PDfbOYD6XavvVarpWbNmgA0btyYM2fOMH36dAnQb9KtXvcLFy5w6dIlHn30UXWZ2WwGwMbGhujoaGrUqPHvNvoBcSc+521tbWnSpAnnz5//N5r4QLqd6+7n54etrS06nU5dFhYWRlJSEoWFhdjZ2f2rbX4Q/JP7PS8vj+XLl/PRRx/9m00UQjygZIi7uCPs7OwIDw9n69at6jKz2czWrVutek/EnXW71/2zzz7jv//9Lxs3bqRZs2Z3o6kPnDt1z5vNZgwGw7/RxAfSrV73OnXqcPLkSY4dO6b+69evH4888gjHjh0jMDDwbjb/vnYn7nmTycTJkyfx8/P7t5r5wLmd6962bVvOnz+vPowCOHv2LH5+fhKc36R/cr//8ssvGAwGnnzyyX+7mUKIB9G9zlInHhzLly9X7O3tlYULFyqnT59WnnvuOcXd3V1JSkpSFEVRRo4cqUyYMEHd3mAwKEePHlWOHj2q+Pn5KW+++aZy9OhR5dy5c/fqJdyXbvW6f/LJJ4qdnZ3y66+/KomJieq/nJyce/US7lu3eu2nTZumbN68Wblw4YJy+vRpZebMmYqNjY3yww8/3KuXcF+61et+Pcnifvtu9dp/+OGHyqZNm5QLFy4ohw8fVp544gnFwcFBOXXq1L16CfelW73uly9fVlxdXZWXXnpJiY6OVtatW6d4e3srH3/88b16Cfel2/2sadeunTJ06NC73VwhxANChriLO2bo0KGkpqbywQcfkJSUROPGjdm4caOaYOXy5ctotf8/aCMhIYEmTZqoP8+cOZOZM2fSsWNHduzYcbebf9+61ev+3XffUVhYyODBg62OM3nyZKZMmXI3m37fu9Vrn5eXx3/+8x/i4uJwdHSkTp06LFmyhKFDh96rl3BfutXrLu6cW732V69e5dlnnyUpKYnKlSsTHh7Onj17qFu37r16CfelW73ugYGBbNq0ifHjx9OwYUP8/f159dVXeeedd+7VS7gv3c5nTXR0NLt27WLz5s33oslCiAeARlEU5V43QgghhBBCCCGEeNhJF4MQQgghhBBCCFEBSIAuhBBCCCGEEEJUABKgCyGEEEIIIYQQFYAE6EIIIYQQQgghRAUgAboQQgghhBBCCFEBSIAuhBBCCCGEEEJUABKgCyGEEEIIIYQQFYAE6EIIIe6Y6tWro9FouHTp0h05nkajQaPR3JFj3S2dOnVCo9EwZcqUcrcbPXo0Go2G0aNH/yvtGDVqFBqNhgMHDgAwZcoUNBoNnTp1Kne/hQsXotFoqF69+r/Sro0bNzJixAiCg4NxcnKiUqVK1K1bl5deeolTp0794+N/+eWXaDQaVq1aBcC2bdvQaDQ4OjqSmZl5w/1TUlKws7OzunZLlixBo9Hw7bff/uP2CSGEEOWRAF0IISqgS5cu/atB0u2wBJQLFy68100RN2A0Glm7di2BgYE0b978XjcHgOzsbPr27UuvXr1YunQpzs7O9O3bly5dupCTk8M333xDw4YNee+991AU5bbOkZqaypQpU2jevDmDBg0C4JFHHiE4OBi9Xs/SpUtveIzFixdjNBqpX78+LVq0AGD48OE0aNCASZMmkZGRcVttE0IIIW6GBOhCCCHumK1bt3LmzBn8/f3vdVMeatu2bSMzM5OBAwdWiBEIhYWFdO/enfXr1xMcHMyuXbuIjIxk5cqV/Pbbb1y+fJlFixbh4ODAtGnTeOONN27rPB9++CGZmZlWoxc0Gg1jx44FYP78+Tc8xoIFCwB4+umn1WVarZbJkyeTkZHBxx9/fFttE0IIIW6GBOhCCCHumBo1alCnTh1sbW3vdVMeapbh3QMHDrzHLSn24Ycfsn//ftzd3dm+fTtt27a1Wq/RaBg5ciQrVqwAYNasWWzZsuWWzpGZmcnChQvx9/enZ8+eVutGjx6NTqfj8OHDnDx5ssxjHDhwgFOnTmFnZ8eTTz5pta5fv354eXkxb948cnNzb6ltQgghxM2SAF0IIW7StfOhf/jhB8LDw3F2dsbd3Z3evXuzb9++MvfNyMhg4sSJ1KtXDycnJ1xdXQkPD+ezzz6joKDAatvRo0cTHBwMQGxsrHresuZjHz58mBEjRlCtWjXs7e3x8PCgR48e/Pnnn6W25dp54tu3b6d79+5UrlwZR0dHmjZtyqJFi6y2twy3/+mnnwAYM2aMVXuu7a0saw56bGwsn376KZ07d1bb6e7uTrt27fj+++8xm81lXrubZTKZCAgIQKPRlPtevPnmm2g0GsaPH68uMxgMzJgxg/DwcFxdXbGzs8PX15fmzZvz9ttv35NhzWvWrKF9+/a4urri5uZGx44dWb9+/Q2nP5jNZtasWYOPjw/t2rW74+2KjIxk0KBBeHp64uTkRIMGDZg9ezZms7nU9z8nJ4evv/4agEmTJhEUFFTmsfv27Uu/fv0AmDp16i21a8GCBeTl5TFy5Ei0WuuvNwEBAfTo0QMovxfdsq5fv354enparbO1tWX48OFkZ2ezePHiW2qbEEIIcbMkQBdCiFv0+uuv8/zzz+Pk5MRjjz1GYGAgGzZsoH379vz2228ltr948SJNmzZl+vTppKam0rt3bzp37sy5c+d45513aNeuHVevXlW3b9eunTp/1tnZmVGjRln9u9aXX35JixYtWLp0KVWqVKFfv37Uq1ePHTt20KdPHz766KMyX8f8+fPp0qULGRkZ9OzZk8aNG3P06FFGjRrF7Nmz1e1cXFwYNWoUNWrUAKBt27ZW7WncuPENr9nixYuZMGECly5donbt2gwcOJDGjRtz8OBBXnjhBYYMGXLb844tdDodTz31FECZ8+SLiopYsmQJgDrs2Ww206dPH95++23Onz9P+/btGTx4MA0aNCA1NZUZM2Zw+fLlf9S2W/XZZ5/Rv39/du3aRb169ejTpw8FBQX07duX7777rtx9//77b1JSUujfv3+JQPWfioiIoEWLFqxevRp3d3cee+wx/Pz8eOeddxg+fHip+2zbto3s7GwARo4cecNzWN7DnTt3kpWVddNt+/333wHo2rVrqestQ9aXLFmC0Wgssb6goIDly5dbbXu9bt26WZ1LCCGEuOMUIYQQNwVQAMXR0VHZunWr1brPPvtMARQ3NzclOTnZal3Lli0VQOnXr5+Sm5urLk9JSVGaNm2qAMrw4cOt9omJiVEAJSgoqMz2bNy4UdFoNIqnp6cSERFhte7EiRNKQECAAig7duywWhcUFKQAiq2trfLHH39YrVuwYIH6OvLz863WjRo1SgGUBQsWlNkmy7FjYmKslh84cEA5efJkie3j4+OVRo0aKYCycuXKEust1/xmnT17VgEUd3d3paCgoMT6NWvWKIASHh6uLouIiFAApUmTJkp2dnaJfQ4ePKikpaXddBs6duyoAMrkyZPL3c5yPUeNGmW1/MiRI4pOp1N0Op2yevVqq3UrV65UtFptuffGyy+/rADK5s2brZZPnjxZAZSOHTuW2y7LPXD98fPz8xV/f38FUN544w3FZDKp606dOqX4+Pio79e17/+kSZMUQAkODi73vBaxsbHqcbZt23ZT++Tn5yt2dnaKVqst9T1UFEUpLCxUvLy8FEBZtWpVifVLlixRACUwMNDqtV0rPT1d0Wg0ipOTk2IwGG6qbUIIIcStkB50IYS4Rc8//zydO3e2WvbWW2/RrFkzsrKy+PHHH9Xlu3btYv/+/Tg5OTF37lycnZ3VdV5eXsydOxeA5cuXExcXd0vtmDx5Moqi8L///Y8OHTpYrWvQoAFffPEFAF999VWp+7/88sv07dvXatno0aOpU6cOWVlZHDp06JbaU57mzZtTv379EsurVq3KZ599BsAvv/zyj89Tq1Yt2rdvT2ZmZqmjGSwJwMaMGaMuS05OBlCHk1+vWbNmVKlS5Zbb8uGHH5aYnnDtP8uUget9/fXXmEwmHn/8cQYMGGC1bsiQIeXOK1cUhd9++43KlSvzyCOPlLpNREREue269tpc69dffyU+Pp6goCCmT59u1Ttft25dJk2aVOp+qampAPj4+JTZ7mtdu51l3xs5deoUhYWFBAQElPoeQvEQdUvvfGnD3C3LRo0aVebIAw8PD3x9fcnPzycqKuqm2iaEEELcCpt73QAhhLjfXD/M3OKpp57i0KFD7Nixg4kTJwKwY8cOAHr27FlqgBIeHk6jRo04fvw4ERERjBgx4qbakJaWxoEDB3B0dOTRRx8tdRtLves9e/aUur6s/cLCwoiKiiI+Pv6m2nKzDAYDmzdv5uDBg6SkpGAwGFAUhZycHACio6PvyHnGjBnD33//zcKFCxk2bJi6PDU1lfXr12Nvb281HLtp06bodDrmz5+vDr/38/P7x+1o1KhRucP/d+3axYULF0osj4iIACjzXhgxYgS//vprqesOHDhAXFwco0aNwsam9D/xPj4+JZKoXev8+fPs3r27zHYNGTKk1CSAI0aM4KWXXirzuDdLuY2pDpaHLDd6kPLMM8/w+eefs3HjRhITE9X32ZKPobwHFBZVqlQhMTFRPacQQghxJ0mALoQQt8iSwK2s5df2hFuC3LL2geLM58ePH7+lgDgmJgZFUSgoKMDe3r7cbcvqhaxWrVqpyytVqgSAXq+/6fbcyL59+xg6dGi5c7kt85T/qccff5xXXnmFLVu2EBcXR0BAAPD/c4+HDh1K5cqV1e1r1KjBrFmzeOutt3jppZd46aWXCAoKonXr1vTt25chQ4ZgZ2d3y+3o37+/VQK9640ePbrUAN1y/5SVBK6s5fD/2dstOQxKU6dOnXJr2S9cuLDUAP1G7XJ3d8fNza3EvHFLsrWbDWhTUlLU//fy8rqpfSzntNy7ZalTpw5t2rRhz549/PTTT0yYMAEoHlmhKAqdO3cmJCSk3GNYznFt3gghhBDiTpEAXQgh7rDb6QG8VZas5y4uLuUGY+W50wnEypKfn0///v1JTk5mzJgxjBs3jpo1a1KpUiV0Oh1nz54lNDT0jl03Z2dnHn/8cebPn8+iRYvU0QyWoLS0HtKXX36Zxx9/nLVr17Jr1y527drF8uXLWb58OZMnT+bvv/++I73qt6Ks+uXl1TVftWoVrq6udO/e/d9qVrnnL21deHg4UPxQKTU19YZB94EDB4Di+7NJkyY31SZ3d3fg5h7yPP300+zZs4eFCxcyYcIEFEVRpxuUlRzuWpaHAdc+5BFCCCHuFAnQhRDiFsXExJQ6dNlSWsrSYwvg7+8PFGdyL4tlnWXbmxEYGAgUB0Tz58+/a8H27di5cyfJyck0bdq01Lm/586du+PnHDNmDPPnz2fhwoVMnDiRI0eOcOLECQICAtRM3Nfz8fHh2Wef5dlnnwUgKiqKsWPHsnfvXiZMmFDmnPE7zd/fn4sXL3Lp0iXq1q1bYv31Jewsjh07xsWLFxk6dOgNR1XcbrvKO39WVhaZmZkllnfu3BlXV1dycnJYtGgRb7zxRrnnsZT5a9++vRp434i3tzcA6enpN9z28ccf59VXXyU6Oprdu3dTUFBAbGws7u7uN1U33nKOm51TL4QQQtyKivuNTgghKqiyaiBbllvmfl/7/xs3bix1iO/Ro0c5duwYWq3WKtGbZUh1UVFRqeeqWrUqDRs2JCcnh40bN97Oy7hlN2pTWSw1xMsaUm8pe3YntWvXjtq1a3Pu3Dl2796tJocrLwHY9erUqcM777wDFAe/d4vlPli6dGmp68tavnr1aqD84e13ol2//PJLqfdAWe2qVKkSL774IgAff/wxsbGxZZ5j3bp1/PHHHwDqyIebUa9ePezs7IiLi1NzGpTFxcWFJ554AihODGd5aDR8+HAcHBzK3Tc9PZ2kpCScnJwICwu76fYJIYQQN0sCdCGEuEXfffedmvzNYtasWRw4cABXV1erYbLt2rWjZcuWFBQU8Pzzz5Ofn6+uS0tL4/nnnwfgiSeeUHvFoXjurZ2dHUlJSWqAe72PP/4YKO4ttgQ111IUhf3797N58+bbfq3XsowMOHXq1C3tZwlktm7dyunTp63WzZ07lxUrVtyR9l3PMpT9f//7nxo8jh49usR227Zt488//yxRG1tRFNatWwdAUFDQv9LG0rz00ktotVqWL1/OmjVrrNatXr1anWd+vVWrVuHo6Ejv3r3/lXYNGTIEPz8/Ll26xHvvvadOs4Di0QYfffRRmftOmTKFZs2akZmZySOPPFIicaGiKCxZsoShQ4cCxVMObmWYvqOjI61atcJsNrN///4bbm/5HV25cqWa7f9mhrdb2t2uXbtSE+UJIYQQ/5QE6EIIcYssZdY6duzI8OHDadiwIa+//rqaCdzX19dq+6VLlxIUFMSaNWsIDg5myJAh9O/fnxo1anDw4EGaNm3K119/bbWPra0t/fr1w2Qy0bhxY4YPH84zzzzDM888o27z6KOP8uWXX5KRkUG/fv2oVasWffv2ZcSIEXTv3h1fX19atWrFtm3b7sjr7t+/P1qtljlz5tCtWzfGjh3LM888w9q1a8vdr0mTJjz22GPk5OTQpEkTevTowbBhwwgLC+OFF164pZ7SW/HUU0+h0+lYsmQJGRkZdOjQgZo1a5bY7sSJE/Tp0wdPT08eeeQRRowYwcCBAwkODubHH3/Ezc2t3ODzTgsPD+fjjz/GZDLRv39/WrduzYgRI2jZsiWDBg3itddeA7BKXBcVFcXp06fp0aOHVSm/O8nJyYklS5bg4ODAZ599RmhoKMOGDaNHjx40atSI9u3bq6Mkrk+qZ29vz5YtW+jZsycxMTG0bduWhg0bMnToUAYOHEi1atUYOXIker2et99+my+//PKW29e/f38A/vrrrxtu26pVK+rWrUtubi56vZ7GjRvTtGnTG+63ZcsWq3MJIYQQd9y9Kb8uhBD3H0CxfGx+9913SuPGjRVHR0elUqVKSs+ePZXdu3eXuW96erry7rvvKmFhYYqDg4Pi5OSkNGnSRPnkk0+U/Pz8Mvd5/vnnlWrVqim2trZW57/WyZMnleeee06pVauWeuyQkBClR48eypw5c5T4+Hir7YOCghRAiYmJKfW8o0aNUgBlwYIFJdb99ttvStu2bRVXV1dFo9EogDJ58uQbHruwsFCZMWOG0qBBA8XJyUnx8PBQunfvrmzevFmJiYlRACUoKKjE+cp6zTerd+/e6jFKez2Koijnz59XpkyZonTp0kWpVq2a4uDgoFSuXFlp2LChMmHCBOXKlSu3dM6OHTuWuC6lsVznUaNGlbp+9erVStu2bRVnZ2fF1dVVadeunfL7778rO3fuVACldevW6rYff/yxAiiLFi0q83yTJ09WAKVjx47ltmvBggVlvh+KoijHjx9XBgwYoHh4eCgODg5K3bp1lRkzZigGg0Gxs7NTtFqtUlBQUObx169frzzxxBPqtXZxcVFCQ0OVcePGKSdOnCi3beW5evWq4uzsrFStWlUpKiq64faff/65em/MmTPnhtsXFhYqnp6eSqVKlZScnJzbbqcQQghRHo2i3IV0w0II8QCwZKiWj01xL3300UdMnjyZl19+mTlz5gDFve4nT54kJSXlphOr3Wk7d+6kY8eONGjQgBMnTtyTNrz00kt88803rF27lkcfffSOHnvVqlUMHjyY8ePH88UXX9zRYwshhBAWEqALIcRNkgBd3C3nzp3D09OzRCmvtWvXMnToUAwGAwcPHiQ8PJzCwkKmT5+On58fzz333L/artTUVHJzcwkODrZaHhkZyaBBgzh79ixffPEF48eP/1fbUV77ateuTc2aNTl48OAdO67ZbKZx48bEx8dz7tw5PDw87tixhRBCiGtJmTUhhBCigvn555+ZNm0aTZo0ITAwEKPRSHR0NNHR0UBx0jVLfXE7OzsmT558V9p16tQpHnnkEerWrUtISAiOjo7ExMRw5MgRzGYz3bp14+WXX74rbSmNl5cXU6ZM4bXXXuPXX39l8ODBd+S4S5cu5eTJk3zzzTcSnAshhPhXSQ+6EELcJOlBF3fLvn37+Oqrr9i3bx+pqano9XqqVKlC8+bN+c9//kPPnj3vSbsSEhKYNm0aERERxMfHk5OTg6urK/Xq1WP48OE8++yz2NjIs38hhBDidkmALoQQQgghhBBCVABSZk0IIYQQQgghhKgAJEAXQgghhBBCCCEqAAnQhRBCCCGEEEKICkACdCGEEEIIIYQQogKQAF0IIYQQQgghhKgAJEAXQgghhBBCCCEqAAnQhRBCCCGEEEKICkACdCGEEEIIIYQQogKQAF0IIYQQQgghhKgAJEAXQgghhBBCCCEqAAnQhRBCCCGEEEKICkACdCGEEEIIIYQQogKQAF0IIYQQQgghhKgAJEAXQgghhBBCCCEqAAnQhRBCCCGEEEKICkACdCGEEEIIIYQQogKQAF0IIYQQQgghhKgAJEAXQgghhBBCCCEqAAnQhRBCCCGEEEKICkACdCGEEEIIIYQQogKQAF0IIYQQQgghhKgAJEAXQgghhBBCCCEqAAnQhRBCCCGEEEKICkACdCGEEEIIIYQQogKQAF0IIYQQQgghhKgAJEAXQgghhBBCCCEqAAnQhRBCCCGEEEKICkACdCGEEEIIIYQQogKQAF0IIYQQQgghhKgAbO51A4QQ4maZTCaMRuO9boYQQgghRIWl0+mwtbW9180Qt0kCdCFEhacoCklJSWRlZaEoyr1ujhBCCCFEhWZvb4+npyeVKlW6100Rt0gCdCFEhZeVlUVmZiZeXl44Ozuj0WjudZOEEEIIISocRVEwGo1kZWURHx8PIEH6fUYCdCFEhaYoCikpKVSqVAlPT8973RwhhBBCiArN0dERV1dX4uLiSEtLkwD9PiNJ4oQQFZrJZMJkMskfFyGEEEKIm6TRaHBzc8NgMEj+nvuMBOhCiAqtqKgIABsbGfAjhBBCCHGzLIniTCbTPW6JuBUSoAsh7gsy71wIIYQQ4ubJd6f7kwToQgghhBBCCCFEBSABuhBCCCGEEEIIUQFIgC6EEBXI9OnTGTJkCCEhIWg0GqpXr17mtqNHj0aj0ZT679dff72p8117jEOHDpW6zaxZs9RtFi5cqC6/dOkSGo2Gl156qczjV69enfr1699UW8TdcfbsWT744ANatWqFl5cXrq6uNG7cmKlTp5KXl1di+ylTppR5n82cOfOmznntMcq6N3/77Td1mylTplit02g09O3bt8zjd+rUCRcXl5tqi7g7oqOjGTFiBGFhYbi5ueHk5ESdOnV4/fXXSUxMLLG93GfiTsjPz1f/fpb2t0nuM3E/kKxLQghRgUycOBEPDw+aNm1KZmbmTe2zePHiEstatGhxS+d1cHBgwYIFNGvWrMS6BQsW4ODggF6vv6Vjiopp/vz5fPPNN/Tr148RI0Zga2vL9u3bef/991m5ciX79u3D0dGxxH6zZs0qUeowPDz8ls5tuc8GDx5carvkPntwxMXFkZiYyIABAwgICMDGxoaTJ08yd+5cli9fzrFjx/D29i6xn9xn4p/44IMPSE1NveF2cp+JikwCdCGEqEAuXLhASEgIAPXr1yc3N/eG+zz55JP/+LwDBgxg2bJlfPHFF9jb26vLDx48yMmTJxk+fDhLly79x+cR997gwYN59913cXNzU5e98MIL1KpVi6lTpzJv3rxSe5769+9f7oiOmzFgwABWrlxJYmIifn5+6vKkpCQ2btzI448/LvfZA6JLly506dKlxPIOHTrw+OOPs3DhQt5+++0S6+U+E7fryJEjzJ49m88++4w33nij3G3lPhMVmQxxF0KICsQSnN8KRVHIzs7GbDbf9nnHjBnD1atX+f33362WL1iwAC8vr3KH492KhQsXljm8UKPRsGPHjjtyHlG2Zs2aWQXnFkOHDgUgMjKyzH2zs7PV0oe348knn0Sr1bJo0SKr5YsWLUKj0dyRh00AO3bsKPc+u3aqhri7goKCALh69WqZ28h9Jm6VyWTi2WefpWfPngwcOPCm9pH7TFRU0oMuhBD3OTc3N3JycrCzs6NDhw58/PHHtGzZ8paO0aRJExo3bsz8+fPVQE2v17Ns2TLGjBmj1lItjV6vJy0trdR11z806NChQ4kh+YqiMHHiRBISEkoMORR3T1xcHAA+Pj6lrm/YsCE5OTnodDpatGjBpEmT6NWr1y2dw9vbmz59+rBgwQLeeecddfmCBQvo27cvXl5eZe5rNBrLvM+MRqPVz2FhYaVO/Zg5cybHjx8v8zWKO0+v15Obm4ter+f06dPq+967d+9St5f7TNyOWbNmERUVxapVq25qe7nPREUmAboQ4r5WWlIrC51Oh4ODw01tq9Vqrebd3sq2+fn5KIoCgLOz8021+07w9fVl/PjxhIeH4+zszPHjx5k9ezbt27fnzz//pGvXrrd0vLFjx/Laa68RFxdHQEAAq1evJjMzk7FjxxIVFVXmfvPmzWPevHllrq9Xr576/yEhISVGCbz99tvExcUxa9asCplQrrw5hFqtFjs7u5vaVqPRWE0f+CfbXntf3wkmk4n//ve/2NjYMHz4cKt17u7uPPfcc7Rp04bKlSsTHR3N7Nmz6dOnD/Pnz2f06NG3dK6xY8fSr18/9uzZQ5s2bdizZw9RUVHMmDGj3P02b95c7hfea3/3fHx8SvRefffddxw/fpxXX331lr+I3w3Xfym/lkajwcbG5q5uW95DuVvx448/8vLLL6s/V69enSVLltC+fXur7eQ+uzvKG2ll6ZG9mW2h+PPvn2577fLbFRMTw+TJk/nggw+oXr06ly5dKnNbuc/E/UACdCHEfa28TKe9e/dm/fr16s/e3t7k5+eXum3Hjh2thldXr169zKfbzZo14+DBg+rPdevWJTY2FkAN1O+GTz75xOrn/v37M3z4cBo3bsy4ceM4d+7cLR1vxIgRvPXWW/z000+89957LFiwgObNm1O/fv1yA/THHnuszEzuNxri9+OPPzJjxgzGjRvHa6+9dkvtvVtKSwBk0axZM6sMvSNGjMBgMJS6bf369a3es7Fjx5KdnV3qtrVq1WLWrFnqz//5z39ISUlRf163bt3NNv+mvPbaa+zdu5dp06YRGhpaYt31xo4dS/369Rk/fjyDBw++pYzDvXr1wtfXlwULFtCmTRsWLFiAn58fvXr14ujRo2Xu17JlSz7++ONS173xxhtcuHChzH03btzIyy+/TN++ffniiy9uuq13048//ljmumrVqtGnTx/154ULF5Y5NLdq1ao89thj6s9Lliwp82GQl5eX1f29YsUKcnJyABg3btwttb8s/fv3p06dOuTm5nL06FHWrl1b6mer3Gd3h2WkTGkcHBysEvfFx8eX+TfN3t7equc2ISGhzCDdzs4OX19f9efExERMJhNQfG//Uy+88AIhISG8/vrrN9xW7jNxP5AAXQghHiC1atVSEzCdPXuW2rVr3/S+Hh4e9OvXj4ULF/Lkk0+ybds2vv766xvuFxAQUGZvfXk9vVu2bGHcuHF0796dOXPm3HQ7xZ01adIkvv76a5577jnefffdm9qnSpUqvPDCC0yZMoU9e/bQvXv3mz6fjY0NI0eO5Pvvv2fatGmsWLGCcePGodPpyt3P09OzzPuscuXKZe538uRJhg4dSv369Vm2bNkd6bETNy8gIICAgACgOFgfNGgQzZs3Jz8//4b3m9xn4kaWLFnCX3/9xc6dO2971IfcZ6KikQBdCHFfKy/L+fV/IK/tgbze9X/kyhsid/22p0+fvqs95zdiyUyblpZ2SwE6FPck9OrVi2effRY7OzuGDRv2L7QQzpw5w+DBgwkNDeWXX36xGmZb0ZRXU/76e+Hnn38uc9trh45CcRmem93222+/La+Jt23KlCl8/PHHjBkzhv/973+3tO+199mtGjt2LDNmzGDEiBHk5OQwduzYWz7GzUhKSqJv3744Ozuzbt26Cl1b+Jlnnilz3fX3Q3nDcK/ftrxRLNdva8k/8W9q2LAhTZo04dtvv72pB0Jyn91Zloclpbn+fvD397/p41atWvWmt7024/k/YTAYeP311+nduze+vr6cP38eKO75B8jKyuL8+fN4enri7u5e7rHkPhMVScX9RiSEEDfhVuZ8/1vbOjk53fS2d4NlaPvtJI7p3r07AQEB/PXXXwwfPvyGX2puR0pKCn369MHe3p5169ZRqVKlO36OO+lW5ntXhG1v1pQpU/jwww8ZNWoUP/74Y4kv5zfyT+6zOnXq0Lp1a/766y/atGlTYlj9nZCfn8+jjz5KWloaO3fuLDcwqQhupfevImz7TxQUFJCRkXFT28p9dmfdSo9rRdi2PAUFBaSmprJ+/Xqr6WwWS5YsYcmSJcyYMYM333yz3GPJfSYqEgnQhRDiPpSXl1ciCR7A0aNH+eWXXwgLC6NGjRq3fFytVss333zDkSNHbrpUza3Q6/U89thjJCYmsn379n9ch1bcno8++ogPP/yQkSNHMn/+/DK/MBcVFZGXl1eiLNuVK1f47rvvqFKlCm3atLmtNnzyySds27aNzp0739b+5VEUhSeffJLDhw+zatUqwsPD7/g5RPmSkpKs5h1bbN++ncjISDp16qQuk/tM3A5nZ2d++eWXEstTU1P5z3/+Q8+ePXn66adp2LAhIPeZuH9IgC6EEBXI4sWL1YRzqampFBYWqolkgoKCGDlyJFD8tL9Xr17079+fWrVqqVnc58+fj06nY+7cubfdhn79+tGvX79//mJKMXnyZPbt28egQYM4f/68OiTRolu3blIy5l/2zTffMHnyZKpVq0bXrl1ZunSp1XofHx+6desGFE8hCQ4Opn///oSFhalZj3/88Udyc3NZtmyZVUWDW9GhQwc6dOjwj19Paf73v//x22+/0bFjR/Ly8liyZInV+jZt2pSoJiDurHHjxpGYmEjnzp0JCgpCr9dz+PBhli9fjqurK59//rm6rdxn4nbY2tqWmsTTMkWtRo0aVuvlPhP3CwnQhRCiApk3bx4RERFWyyZNmgQUZ5q3BOi+vr507dqV7du38/PPP1NQUICfnx9Dhw7l3XffpU6dOne97TcjOTkZgFWrVpVar3b79u0SoP/LLBUILl++zKhRo0qs79ixoxqgOzo6MmjQIPbv38/vv/9Obm6umtzo7bffpkWLFne17TfLcp9FRESU+H2C4jrF8oX23zVs2DAWLVrE4sWLSU1NRaPREBQUxPPPP89bb71llb1b7jNxN8h9Ju4XGqUiZTYSQojr6PV6YmJiCA4O/lfm4QohhBBCPIjkO9T9SXLzCyGEEEIIIYQQFYAE6EIIIYQQQgghRAUgAboQQgghhBBCCFEBSIAuhBBCCCGEEEJUABKgCyGEEEIIIYQQFYAE6EIIIYQQQgghRAUgAboQQgghhBBCCFEBSIAuhLgvKIpyr5sghBBCCHHfkO9O9ycJ0IUQFZqtrS0A+fn597glQgghhBD3j7y8PDQajfpdStwfbO51A4QQojw6nQ53d3dSUlIAcHJyQqPR3ONWCSGEEEJUPIqiUFRURHZ2NtnZ2bi7u6PT6e51s8Qt0Cgy9kEIUcEpikJSUhKZmZn3uilCCCGEEBWeTqfD29sbNzc36di4z0iALoS4b5hMJoxG471uhhBCCCFEhWVjY4NOp5PA/D4lAboQQgghhBBCCFEBSJI4IYQQQgghhBCiApAAXQghhBBCCCGEqAAkQBdCCCGEEEIIISoACdCFEEIIIYQQQogKQAJ0IYQQQgghhBCiApAAXQghhBBCCCGEqAAkQBdCCCGEEEIIISoACdCFEEIIIYQQQogKQAJ0IYQQQgghhBCiApAAXQghhBBCCCGEqAAkQBdCCCGEEEIIISqA/wP6zZXWlPXqdgAAAABJRU5ErkJggg==' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "from matplotlib.widgets import CheckButtons  # INTERACTIVE CHECKBOXES\n",
    "\n",
    "plot_versus_t = True\n",
    "colors = [\n",
    "    (0/255,0/255,0/255), (255/255,0/255,0/255), (0/255,255/255,0/255), (0/255,0/255,255/255),\n",
    "    (0/255,255/255,255/255), (255/255,0/255,255/255), (255/255,255/255,0/255), (128/255,128/255,0/255),\n",
    "    (0/255,0/255,128/255), (128/255,0/255,128/255), (128/255,0/255,0/255), (0/255,128/255,0/255), (0/255,128/255,128/255),\n",
    "    (0/255,0/255,160/255), (255/255,128/255,0/255), (128/255,0/255,255/255), (255/255,0/255,128/255),\n",
    "    (255/255,255/255,255/255), (0/255,0/255,0/255), (192/255,192/255,192/255), (128/255,128/255,128/255)\n",
    "]\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "labels = ['15 MHz', '25 MHz', '35 MHz', '45 MHz']\n",
    "lines  = ['--', '-', ':']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "\n",
    "samples = sorted(set(SelectedData.index.get_level_values('fname')))\n",
    "\n",
    "fig, axs = plt.subplots(nrows=4, ncols=1, sharex=True, figsize=[10,11])\n",
    "axs[0].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "\n",
    "sample_lines = {sample: [] for sample in samples}  # STORE LINES FOR INTERACTIVITY\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    l1a, = axs[0].plot(df['potential (V)'].iloc[:len_anodic_wave], df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500))\n",
    "    l1c, = axs[0].plot(df['potential (V)'].iloc[len_anodic_wave:], df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500), alpha=0.25)\n",
    "    sample_lines[sample] += [l1a, l1c]\n",
    "axs[0].set_ylabel('$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=16)\n",
    "\n",
    "ovt_keys_f = SelectedData.keys()[5::2]\n",
    "axs[1].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_f):\n",
    "        l2a, = axs[1].plot(df['potential (V)'].iloc[:len_anodic_wave], (df[ovt_key]-df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*75))\n",
    "        l2c, = axs[1].plot(df['potential (V)'].iloc[len_anodic_wave:], (df[ovt_key]-df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*75), alpha=0.25)\n",
    "        sample_lines[sample] += [l2a, l2c]\n",
    "axs[1].set_ylabel(\"$\\Delta f/n$ (Hz)\", fontsize=16)\n",
    "\n",
    "ax2 = axs[1].twinx()\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    l3a, = ax2.plot(df['potential (V)'].iloc[:len_anodic_wave], SauerbreyMass[:len_anodic_wave],\n",
    "                    linestyle=lines[i_sample], color=cm.coolwarm(500))\n",
    "    l3c, = ax2.plot(df['potential (V)'].iloc[len_anodic_wave:], SauerbreyMass[len_anodic_wave:],\n",
    "                    linestyle=lines[i_sample], color=cm.coolwarm(500), alpha=0.5)\n",
    "    sample_lines[sample] += [l3a, l3c]\n",
    "ax2.set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=16)\n",
    "ax2.spines['right'].set_color(cm.coolwarm(500))\n",
    "ax2.tick_params(axis='y', color=cm.coolwarm(500), direction='in')\n",
    "ax2.yaxis.label.set_color(cm.coolwarm(500))\n",
    "ax2.tick_params(which='both', labelsize=10, labelright=True)\n",
    "\n",
    "axs[2].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)']\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])\n",
    "    rate_clean = discard_points(rate[5:-5], 1)\n",
    "    l4a, = axs[2].plot(df['potential (V)'].iloc[5:-5].iloc[:len_anodic_wave], rate_clean[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500))\n",
    "    l4c, = axs[2].plot(df['potential (V)'].iloc[5:-5].iloc[len_anodic_wave:], rate_clean[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=cm.coolwarm(500), alpha=0.25)\n",
    "    sample_lines[sample] += [l4a, l4c]\n",
    "axs[2].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{\\mu g \\ cm^{-2} \\ s^{-1}}$)', fontsize=16)\n",
    "\n",
    "ovt_keys_g = SelectedData.keys()[6::2]\n",
    "axs[3].tick_params(which='both', direction=\"in\", labelsize=10)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_g):\n",
    "        if i_sample == 0: \n",
    "            l5a, = axs[3].plot(df['potential (V)'].iloc[:len_anodic_wave], (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                            linestyle=lines[i_sample], color=cm.gray(i_ovt*75), label=labels[i_ovt])\n",
    "        else: \n",
    "            l5a, = axs[3].plot(df['potential (V)'].iloc[:len_anodic_wave], (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                linestyle=lines[i_sample], color=cm.gray(i_ovt*75))\n",
    "        l5c, = axs[3].plot(df['potential (V)'].iloc[len_anodic_wave:], (df[ovt_key] - df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*75), alpha=0.1)\n",
    "        sample_lines[sample] += [l5a, l5c]\n",
    "axs[3].set_ylabel('$\\Delta \\Gamma/n$ (Hz)', fontsize=16)\n",
    "axs[3].set_xlabel('potential vs Hg/HgO (V)', fontsize=16)\n",
    "\n",
    "# INTERACTIVE CHECKBOXES \n",
    "rax = plt.axes([0.87, 0.5, 0.12, 0.2])\n",
    "checkbox_labels = [str(sample) for sample in samples]\n",
    "visibility = [True] * len(samples)\n",
    "check = CheckButtons(rax, checkbox_labels, visibility)\n",
    "\n",
    "def toggle_sample(label):\n",
    "    for line in sample_lines[label]:\n",
    "        line.set_visible(not line.get_visible())\n",
    "    plt.draw()\n",
    "\n",
    "check.on_clicked(toggle_sample)\n",
    "plt.subplots_adjust(right=0.8)\n",
    "fig.legend(bbox_to_anchor=(0.9, 0.05), ncol = 4, fontsize = 13)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9b3ec04",
   "metadata": {},
   "source": [
    "## Make a Differential Tafel Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "21b39074",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b176fcab75364cc0a58eeb917afffcec",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 79.02+/-0.03 mV/dec\n",
      "Tafel slope (order 1): 83.21+/-0.17 mV/dec\n",
      "Tafel slope (order 2): 108.83+/-8.79 mV/dec\n",
      "Tafel slope (order 3): 90.35+/-15.55 mV/dec\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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8a5ca7d7defa4a98a8a55277450d994d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7ae1b65cf8564c5cb30a8530bb582c0c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 77.54+/-0.03 mV/dec\n",
      "Tafel slope (order 1): 80.55+/-0.19 mV/dec\n",
      "Tafel slope (order 2): 99.50+/-9.39 mV/dec\n",
      "Tafel slope (order 3): 251.54+/-131.30 mV/dec\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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "version_minor": 0
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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "version_minor": 0
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50qVLDY7l4uKC9PR0s2MgIiKyhmwrF3SjE+X79u1Dz5498eqrr+Lpp5/GfffdhxMnTui/1x3qJiIiItN0BT3EVgX93XffxZNPPokbN24gPz8fI0aMwNChQ3Ho0CGrBERERNTaVSpqUVCuvZFZqK3OoR84cAArV66EWCyGh4cH/vGPf6Bjx44YPnw40tPT0bFjR6sERkRE1FrpFsS1dZPBy9U6lwPWew69pqbG4PM777wDJycnjBw50uS914mIiEhLf7i9nfXuQmpU0Hv16oXdu3cb3cRlzpw50Gg0mDRpktWCIyIiao1ur3B3t9o+jc6hT506Fbt27aq389y5c5GYmMjD7kRERA3ILqoCYJ3HpuoYFfTnn38e3377rckN3n77bWRnZ1s0KCIiotYsu0j7lDVrrXAHGvk89MWLF6O0tNTCoRAREdmHS8XaGbq17hIHNLKg/+1vf0NJSYmlYyEiImr1blarUFKpBGC9m8oAjSzojXhkOhEREeH2grj2HnK4ya12h/XGFXQiIiJqHGvfIU6nUb86nDx5EoGBgZaOhYiIqNW7qLtkzYrnz4FGFnRvb29UVlYatHl6elokICIiotbsQoF2hXt4e+tdgw40cMg9Ozsbjz76KNzc3ODl5QVvb294e3ujTZs28Pb2tmaMRERErcZ5GxV0kzP0KVOmQBAErFmzBn5+fhCJRNaMi4iIqNWpVWv059BbTEE/cuQIDhw4gG7dulkzHiIiolbryo1qKNUaOEvFCGrjYtV9mzzkPnDgQFy5csWasRAREbVqusPtYT7uEIute2Tb5Az9yy+/xEsvvYRr166hV69ekEoNH/9258NbiIiIHJ2tzp8DDRT0wsJCXLhwAXFxcfo2kUgEQRAgEomgVqutEiAREVFrcaGwBRb0P//5z+jXrx82bNjARXFERESN0CJn6JcvX8bWrVsRHh5uzXiIiIhaJUEQ9Negd/a1fkE3uSju4YcfxpEjR6wZCxERUatVUK5AuaIWYhEQYsXnoOuYnKE//vjjePPNN3Hs2DH07t3baFHcE088YfHgiIiIWgvd4fZO7dwgd5JYff8mC/pLL70EAFi4cKHRd1wUR0REZOi8DQ+3Aw0UdI1GY804iIiIWjVbLogD+PhUIiKiZtFiC/rrr7+OFStWGLV/9tlnmD17tiVjIiIianXO2/AadKCBgv7Pf/4TDzzwgFH74MGDsWnTpibtbOXKlQgJCYGzszOioqKwd+9ek31Xr16NIUOG6J/yFhMTY9RfEATMmzcPAQEBcHFxQUxMDM6dO9ek2IiIiJrqRqUSheUKAC2woBcXF8PLy8uo3dPTE0VFRWbvaOPGjYiPj8f8+fNx8OBB9O3bF7GxsSgoKKi3f2ZmJiZNmoSdO3ciKysLwcHBGDlyJK5du6bvs2TJEqxYsQIpKSnYs2cP3NzcEBsbi5qaGrPjIyIiaqoz+eUAgA7eLnCXm1yeZlEmC3p4eDjS0tKM2v/73/8iLCzM7B0tX74cM2fORFxcHHr27ImUlBS4urpizZo19fb//vvv8corryAiIgLdu3fHl19+CY1Gg4yMDADa2XlycjLef/99jBkzBn369ME333yD69evY8uWLWbHR0RE1FRn8rQFvbu/h81iMPlrRHx8PGbNmoXCwkI8/PDDAICMjAwsW7YMycnJZu1EqVTiwIEDSEhI0LeJxWLExMQgKyurUWNUVVVBpVKhbdu2AIDs7Gzk5eUhJiZG38fLywtRUVHIysrCxIkTjcZQKBRQKBT6z2VlZQAAlUoFlUplVk710Y3RHGO1Bo6WL+B4OTNf++doOVsq31O5NwEA4b5uVvlZ1rePBu/lrlAo8Ne//hWLFi0CAISEhGDVqlWYOnWqWTsuKiqCWq2Gn5+fQbufnx9Onz7dqDHefvttBAYG6gt4Xl6efow7x9R9d6ekpCQkJiYatW/fvh2urs13V58dO3Y021itgaPlCzhezszX/jlazs2d757TEgAiVOWex7Ztll/LVVVVZdTW4IH+l19+GS+//DIKCwvh4uICd3ftif6SkhL9TNkaFi9ejNTUVGRmZsLZ2bnJ4yQkJCA+Pl7/uaysTH9u3tPT857jVKlU2LFjB0aMGGF0Zz175Gj5Ao6XM/O1f46WsyXyFQQB7x3cCaAWz4x8EN2scNhdd4S5rkaduff19QWgncl++eWX+M9//oPq6upG79jHxwcSiQT5+fkG7fn5+fD3929w26VLl2Lx4sX45ZdfDJ7BrtsuPz8fAQEBBmNGRETUO5ZcLodcLjdql0qlzfoPubnHa+kcLV/A8XJmvvbP0XJuznyvlVajQlELJ7EIXQPaQOpk+Vu81Bf7Xfd6+fJlzJ8/HyEhIRg/fjzEYjG++eYbs3Ysk8kwYMAA/YI2APoFbtHR0Sa3W7JkCRYtWoS0tDRERkYafBcaGgp/f3+DMcvKyrBnz54GxyQiImpOZ/K0s+UwXzfIrFDMTal3hq5UKrF582Z8+eWX2LVrF2JiYnD16lUcOnQIvXv3btKO4uPjMW3aNERGRmLQoEFITk5GZWUl4uLiAABTp05FUFAQkpKSAAAfffQR5s2bh/Xr1yMkJER/Xtzd3R3u7u4QiUSYPXs2PvzwQ3Tp0gWhoaH44IMPEBgYiLFjxzYpRiIiInOdydPeUKab/72fur0XRgX9tddew4YNG9ClSxdMmTIFGzduRLt27SCVSiGRNP3pMRMmTEBhYSHmzZuHvLw8REREIC0tTb+oLScnB2Lx7d9sVq1aBaVSiaefftpgnPnz52PBggUAgLlz56KyshIvvPACSktL8eCDDyItLe2ezrMTERGZQzdDt+Ula0A9BX3VqlV4++238c4778DDo3mDmzVrFmbNmlXvd5mZmQafL126dNfxRCIRFi5cWO8T4YiIiKzhTL52ht7Vz7YF3ehg/7fffou9e/ciICAAEyZMwE8//cRHpRIREdVDpdbgwq2Hsth6hm5U0CdNmoQdO3bg2LFj6N69O1599VX4+/tDo9Hg5MmTtoiRiIioRbpUVAmlWgNXmQRBbVxsGovJ5XihoaFITEzEpUuX8N1332HcuHGYMmUKOnTogNdff92aMRIREbVIunu4d/XzgFgssmksd70OXSQSITY2FrGxsSgpKcE333yDtWvXWiM2IiKiFq0l3MNdx6wL5tq2bYvZs2fjyJEjloqHiIio1dAVdFsviAMamKELgoBNmzZh586dKCgogEaj0X8nEonwz3/+0yoBEhERtVSnbxV0a9zu9W5MFvTZs2fj888/x7Bhw+Dn5weRyLbnBoiIiFqSshoVckq0D0npGWDbm8oADRT0b7/9Fps3b8bo0aOtGQ8REVGrcPK69oYygV7O8HaT2TiaBs6he3l5ISwszJqxEBERtRonbhX0+4K8bByJlsmCvmDBAiQmJpr1VDUiIiJHceL6TQDAfYG2P9wONHDI/ZlnnsGGDRvQvn17hISEGD2q7eDBgxYPjoiIqKXSHXK/L7BlzNBNFvRp06bhwIEDmDJlChfFERER1VGjUuPcrVu+tvgZ+s8//4z09HQ8+OCD1oyHiIioxTubXw61RoC3qxQBXi3jCZ8mz6EHBwfD07Nl/NZBRETUkpyoc7i9pRzBNlnQly1bhrlz5zbqMaZERESOpKUtiAMaOOQ+ZcoUVFVVoXPnznB1dTVaFFdSUmLx4IiIiFoi3Qy9Z2so6MnJyVYMg4iIqHVQawScztXe8rWlrHAH7rLKnYiIiAxlF1WgWqWGi1SCUB83W4ejZ3AOvbKy0qyNze1PRETU2ukOt/cI8IDExs9Ar8ugoIeHh2Px4sXIzc01uYEgCNixYwceeeQRrFixwuIBEhERtSTHr+kWxLWcw+3AHYfcMzMz8e6772LBggXo27cvIiMjERgYCGdnZ9y4cQMnT55EVlYWnJyckJCQgBdffNFWcRMREdnEkSvagt43uI1tA7mDQUHv1q0b/vnPfyInJwc//vgjfvvtN+zevRvV1dXw8fFBv379sHr1ajzyyCOQSCS2ipmIiMgmatUaHLs1Q48IbsEzdJ2OHTvirbfewltvvWXteIiIiFqscwXaBXHucieE+bjbOhwDJm8sQ0RERIaOXi0FAPQO8oK4BS2IA1jQiYiIGu1wCz1/DrCgExERNdqRK6UAWt75c8DKBX3lypUICQmBs7MzoqKisHfvXpN9T5w4gXHjxiEkJAQikajeO9ctWLAAIpHI4NW9e3cLZkBERI6qWqnGmXztHeIceoa+ceNGxMfHY/78+Th48CD69u2L2NhYFBQU1Nu/qqoKYWFhWLx4Mfz9/U2Oe9999yE3N1f/+v333y2VAhERObAT129CrRHg6yGHv2fLeGRqXSYLekhICBYuXIicnJxm2dHy5csxc+ZMxMXFoWfPnkhJSYGrqyvWrFlTb/+BAwfi448/xsSJEyGXy02O6+TkBH9/f/3Lx8enWeIlIiKq6/Ctw+19O7RpMY9MrctkQZ89ezY2b96MsLAwjBgxAqmpqVAoFE3aiVKpxIEDBxATE3N7x2IxYmJikJWV1aQxdc6dO4fAwECEhYXh2WefbbZfQIiIiOo6erVlXn+uY/LhLLNnz8bs2bNx8OBBrFu3Dq+99hpeeeUVTJ48GX/+85/Rv3//Ru+kqKgIarUafn5+Bu1+fn44ffp0k4OPiorCunXr0K1bN+Tm5iIxMRFDhgzB8ePH4eHhYdRfoVAY/FJSVqa9H69KpYJKpWpyHDq6MZpjrNbA0fIFHC9n5mv/HC3ne8n38JUbAID7Ajxs/vOqb/8iQRCExm78j3/8A2+//TZUKhV69+6N119/HXFxcXc99HD9+nUEBQVh9+7diI6O1rfPnTsX//vf/7Bnz54Gtw8JCdH/gtGQ0tJSdOrUCcuXL8eMGTOMvl+wYAESExON2tevXw9XV9cGxyYiIsdVqQLe3a+dAycNrIWryemwdVRVVWHy5Mm4efMmPD21z2S/a0gqlQr/+te/sHbtWuzYsQP3338/ZsyYgatXr+Ldd9/FL7/8gvXr1zc4ho+PDyQSCfLz8w3a8/PzG1zwZq42bdqga9euOH/+fL3fJyQkID4+Xv+5rKwMwcHBGDlypP4Hci9UKhV27NiBESNGQCqV3vN4LZ2j5Qs4Xs7M1/45Ws5NzffXc0XA/oMIbeeKp5940IIRNo7uCHNdJgv6wYMHsXbtWmzYsAFisRhTp07FJ598YnBZ2JNPPomBAwfedccymQwDBgxARkYGxo4dCwDQaDTIyMjArFmzmpBK/SoqKnDhwgU899xz9X4vl8vrXWAnlUqb9R9yc4/X0jlavoDj5cx87Z+j5WxuvkeuaS9Xi+jo3SJ+TvXFYLKgDxw4ECNGjMCqVaswduzYejcODQ3FxIkTG7Xz+Ph4TJs2DZGRkRg0aBCSk5NRWVmJuLg4AMDUqVMRFBSEpKQkANqFdCdPntS/v3btGg4fPgx3d3eEh4cDAObMmYPHH38cnTp1wvXr1zF//nxIJBJMmjSpUTERERE1xoHLJQCAAZ28bRyJaSYL+sWLF9GpU6cGN3Zzc8PatWsbtaMJEyagsLAQ8+bNQ15eHiIiIpCWlqZfKJeTkwOx+Pai++vXr6Nfv376z0uXLsXSpUsxdOhQZGZmAgCuXr2KSZMmobi4GL6+vnjwwQfxxx9/wNfXt1ExERER3U2tWoNDOaUAgMiQVljQhw0bhn379qFdu3YG7aWlpejfvz8uXrxo9s5mzZpl8hC7rkjrhISE4G7r9VJTU82OgYiIyByncstRpVTDw9kJXdsbX0HVUpi8Dv3SpUtQq9VG7QqFAteuXbNoUERERC3F/jqH21vaE9bqMpqhb926Vf8+PT0dXl63L6BXq9XIyMhASEiIVYIjIiKytf2XtNefR7bg8+dAPQVdtwpdJBJh2rRpBt9JpVKEhIRg2bJlVgmOiIjIlgRB0M/QI0Pa2jiahhkVdI1GA0C7gn3fvn28NzoRETmsqzeqkV+mgJNYhL4d2tg6nAaZXBSXnZ1tzTiIiIhaHN3svFeQF1xkEhtH0zCDgr5ixQq88MILcHZ2xooVKxrc8PXXX7doYERERLbWWs6fA3cU9E8++QTPPvssnJ2d8cknn5jcSCQSsaATEZHd0xf0Fnz9uY5BQa97mJ2H3ImIyJHdrFbhbIH2lq8DOrXsBXFAA9eh30mtVuPw4cO4ceOGJeMhIiJqEfZml0AQgDAfN/h6GD8HpKUxWdBnz56Nr776CoC2mP/pT39C//79ERwcbHRXNyIiInuTdaEYAHB/53Z36dkymCzomzZtQt++fQEA//nPf3Dp0iWcPn0ab775Jt577z2rBUhERGQLWRe1BT06rJUX9KKiIv2zyrdt24bx48eja9eu+POf/4xjx45ZLUAiIiJru1GpxKlc7TPH72/tBd3Pzw8nT56EWq1GWloaRowYAQCoqqqCRNKyr8UjIiK6F3/cmp13ae/eKs6fAw3cWCYuLg7PPPMMAgICIBKJEBMTAwDYs2cPunfvbrUAiYiIrE13uH1wKzl/DjRQ0BcsWIBevXrhypUrGD9+PORy7W8oEokE77zzjtUCJCIisjbdgrhoeyjoAPD0008btd35wBYiIiJ7UliuwLmCCohEQFSonRT0jIwMZGRkoKCgQP/QFp01a9ZYNDAiIiJb0J0/7+7vCW83mY2jaTyTBT0xMRELFy5EZGSk/jw6ERGRvWttl6vpmCzoKSkpWLduHZ577jlrxkNERGQzgiDgt3OFAFrXgjiggcvWlEolBg8ebM1YiIiIbCq7qBJXSqohk4hb1YI4oIGC/vzzz2P9+vXWjIWIiMim/ndWOzsfGOoNN3mDy8xaHJPR1tTU4IsvvsAvv/yCPn36QCqVGny/fPlyiwdHRERkTbqCPrSrr40jMZ/Jgn706FFEREQAAI4fP27wHRfIERGRvalRqfUr3Id2bW/jaMxnsqDv3LnTmnEQERHZ1N7sEtSoNPD3dEZXP3dbh2O2uz4P/fz580hPT0d1dTUA7QpAIiIie1P3cHtrPBJtsqAXFxdj+PDh6Nq1K0aPHo3c3FwAwIwZM/DWW29ZLUAiIiJr0Bf0bq3v/DnQQEF/8803IZVKkZOTA1dXV337hAkTkJaWZpXgiIiIrOHqjSqcL6iARCzCA+E+tg6nSUwW9O3bt+Ojjz5Chw4dDNq7dOmCy5cvN2lnK1euREhICJydnREVFYW9e/ea7HvixAmMGzcOISEhEIlESE5OvucxiYiI6pNxqgAA0L9jG3i5SO/Su2UyWdArKysNZuY6JSUl+ievmWPjxo2Ij4/H/PnzcfDgQfTt2xexsbEoKCiot39VVRXCwsKwePFi+Pv7N8uYRERE9fnlVD4AYERPPxtH0nQmC/qQIUPwzTff6D+LRCJoNBosWbIEw4YNM3tHy5cvx8yZMxEXF4eePXsiJSUFrq6uJh/yMnDgQHz88ceYOHGiyV8gzB2TiIjoTuU1Kv3lajE9Wm9BN3nZ2pIlSzB8+HDs378fSqUSc+fOxYkTJ1BSUoJdu3aZtROlUokDBw4gISFB3yYWixETE4OsrKwmBW6JMYmIyPH8erYIKrWAMF83hPm2vsvVdEwW9F69euHs2bP47LPP4OHhgYqKCjz11FN49dVXERAQYNZOioqKoFar4edn+JuPn58fTp8+3aTAmzKmQqGAQqHQfy4rKwMAqFQqqFSqJsVRl26M5hirNXC0fAHHy5n52j9Hy7m+fLef0F7F9XA331bzc6gvzgZvVOvl5YX33nvPYgFZW1JSEhITE43at2/fXu96gabasWNHs43VGjhavoDj5cx87Z+j5azLVy0AO45LAIjgeuM8tm07b9vAGqmqqsqozaCgHz16tNGD9enTp9F9fXx8IJFIkJ+fb9Cen59vcsGbJcZMSEhAfHy8/nNZWRmCg4MxcuRIeHp6NimOulQqFXbs2IERI0YY3fveHjlavoDj5cx87Z+j5XxnvlkXi1H1xwF4u0rxyjMjIBG3jhvK6I4w12VQ0CMiIiASiSAIgsFdcnR3h6vbplarG71jmUyGAQMGICMjA2PHjgUAaDQaZGRkYNasWWYlcS9jyuXyehfYSaXSZv2H3NzjtXSOli/geDkzX/vnaDnr8k0/qb2ZTOx9/nCWy2wcVePV93dlUNCzs7P17w8dOoQ5c+bgL3/5C6KjowEAWVlZWLZsGZYsWWL2zuPj4zFt2jRERkZi0KBBSE5ORmVlJeLi4gAAU6dORVBQEJKSkgBoF72dPHlS//7atWs4fPgw3N3dER4e3qgxiYiITKlVa5B2PA8AMLq3eWvDWiKDgt6pUyf9+/Hjx2PFihUYPXq0vq1Pnz4IDg7GBx98oJ8VN9aECRNQWFiIefPmIS8vDxEREUhLS9MvasvJyYFYfPsquuvXr6Nfv376z0uXLsXSpUsxdOhQZGZmNmpMIiIiU/Zml6C4Uok2rlJEd25n63DumclFcceOHUNoaKhRe2hoqH7mbK5Zs2aZPByuK9I6ISEhjXoQTENjEhERmfLzMe3q9tie/pBK7vqsshbPZAY9evRAUlISlEqlvk2pVCIpKQk9evSwSnBERESWUKvWIP3ErcPtfVr/4XaggRl6SkoKHn/8cXTo0EG/ov3o0aMQiUT4z3/+Y7UAiYiImtu+yzdQVKE93D7YDg63Aw0U9EGDBuHixYv4/vvv9TdqmTBhAiZPngw3NzerBUhERNTcfjqqnZ2P7OlnF4fbgbvcWMbNzQ0vvPCCtWIhIiKyOKUa2HZcew+TJ/t1uEvv1sM+fi0hIiJqpOM3RKhQ1CKojQuiQtvaOpxmw4JOREQOZV+h9iZpT/YLgriV3BmuMVjQiYjIYRSWK3C6VFvEn+ofZONomhcLOhEROYz/HM2FBiJEBHu16kel1sdkQQ8LC0NxcbFRe2lpKcLCwiwaFBERkSX867D2ZjJjIwJtHEnzM1nQL126VO8DWBQKBa5du2bRoIiIiJrbyetlOJ1XDolIwKO9mvakz5bM6LK1rVu36t+np6fDy8tL/1mtViMjIwMhISFWCY6IiKi5pO7LAQD08hbQxtX+nixnVNB1D10RiUSYNm2awXdSqRQhISFYtmyZVYIjIiJqDpWKWmw+qD26/IDf3Z8T0hoZFXSNRgNA+xCWffv2wcfHx+pBERERNacth6+hQlGL0Hau6OJVZutwLMLkneLqPhudiIiotRIEAd9mXQYATBoUDHHpCRtHZBkN3vo1IyMDGRkZKCgo0M/cddasWWPRwIiIiJrDwZwbOJ1XDmepGE/1C8SunQ5W0BMTE7Fw4UJERkYiICAAIpH93E2HiIgch252/nifQHi52N9iOJ0GH5+6bt06PPfcc9aMh4iIqNnk3qzGz8e0154/F93JxtFYlsnr0JVKJQYPHmzNWIiIiJrV2l2XoFILiAptiz4d2tg6HIsyWdCff/55rF+/3pqxEBERNZub1Sqs36O99vyloZ1tHI3lmTzkXlNTgy+++AK//PIL+vTpA6nU8LzD8uXLLR4cERFRU63fk4MKRS26+XngoW6+tg7H4kwW9KNHjyIiIgIAcPz4cYPvuECOiIhaMkWtGmt2aS+/nvmnMIeoWyYL+s6dO60ZBxERUbPZcugaCssV8Pd0xhN97e9BLPW56+NTz58/j/T0dFRXVwPQXqBPRETUUtWqNUj530UAwIwHQyFzcownhZvMsri4GMOHD0fXrl0xevRo5OZql/3PmDEDb731ltUCJCIiMsfmQ9eQXVQJb1cpJkV1tHU4VmOyoL/55puQSqXIycmBq6urvn3ChAlIS0uzSnBERETmUNZqsCLjHADg5Yc6w13e4A1R7YrJTLdv34709HR06NDBoL1Lly64fPmyxQMjIiIy1w/7r+DqjWr4esjx3P0htg7HqkzO0CsrKw1m5jolJSWQy+UWDYqIiMhclYpa/ez81Yc6w0UmsXFE1mWyoA8ZMgTffPON/rNIJIJGo8GSJUswbNiwJu1s5cqVCAkJgbOzM6KiorB3794G+//444/o3r07nJ2d0bt3b2zbts3g++nTp0MkEhm8Ro0a1aTYiIiodfv8fxdQUK5Ax7auDnXuXMfkIfclS5Zg+PDh2L9/P5RKJebOnYsTJ06gpKQEu3btMntHGzduRHx8PFJSUhAVFYXk5GTExsbizJkzaN++vVH/3bt3Y9KkSUhKSsJjjz2G9evXY+zYsTh48CB69eql7zdq1CisXbtW/5lHD4iIHM/10mp88Zt2ZXvCI90hd3Ks2TnQwAy9V69eOHv2LB588EGMGTMGlZWVeOqpp3Do0CF07mz+LfSWL1+OmTNnIi4uDj179kRKSgpcXV1NPob173//O0aNGoW//OUv6NGjBxYtWoT+/fvjs88+M+gnl8vh7++vf3l7e5sdGxERtW4fp59BjUqDQSFtMaqXv63DsYl6Z+gqlQqjRo1CSkoK3nvvvXveiVKpxIEDB5CQkKBvE4vFiImJQVZWVr3bZGVlIT4+3qAtNjYWW7ZsMWjLzMxE+/bt4e3tjYcffhgffvgh2rVrV++YCoUCCoVC/7msrAyANl+VStWU1AzoxmiOsVoDR8sXcLycma/9s4ecD18pxb8OXQMAvDOqC2pra032tYd8gfrjr7egS6VSHD16tNl2XFRUBLVaDT8/P4N2Pz8/nD59ut5t8vLy6u2fl5en/zxq1Cg89dRTCA0NxYULF/Duu+/ikUceQVZWFiQS48MtSUlJSExMNGrfvn17vQsAm2rHjh3NNlZr4Gj5Ao6XM/O1f601Z7UGWHpMAkCEQb4aXDmyC1eO3H271pqvTlVVlVGbyXPoU6ZMwVdffYXFixdbNKh7MXHiRP373r17o0+fPujcuTMyMzMxfPhwo/4JCQkGs/6ysjIEBwdj5MiR8PT0vOd4VCoVduzYgREjRhg9zMYeOVq+gOPlzHztX2vP+fNfs3G96hy8XaVYMeMBtHOTNdi/teerozvCXJfJgl5bW4s1a9bgl19+wYABA+Dm5mbwvTlPW/Px8YFEIkF+fr5Be35+Pvz96z/X4e/vb1Z/AAgLC4OPjw/Onz9fb0GXy+X1LpqTSqXN+hfb3OO1dI6WL+B4OTNf+9cac75cXIlPd14AALz/aE/4t3G7yxa3tcZ866ovdpOL4o4fP47+/fvDw8MDZ8+exaFDh/Svw4cPm7VjmUyGAQMGICMjQ9+m0WiQkZGB6OjoereJjo426A9oD5GY6g8AV69eRXFxMQICAsyKj4iIWheNRkDC5mNQ1GrwQHg7PNU/yNYh2Vy9M3S1Wo3ExET07t272VaNx8fHY9q0aYiMjMSgQYOQnJyMyspKxMXFAQCmTp2KoKAgJCUlAQDeeOMNDB06FMuWLcOjjz6K1NRU7N+/H1988QUAoKKiAomJiRg3bhz8/f1x4cIFzJ07F+Hh4YiNjW2WmImIqGVasysbuy8Uw0UqwV/H9naIx6PeTb0FXSKRYOTIkTh16lSzFfQJEyagsLAQ8+bNQ15eHiIiIpCWlqZf+JaTkwOx+PYBg8GDB2P9+vV4//338e6776JLly7YsmWL/hp0iUSCo0eP4uuvv0ZpaSkCAwMxcuRILFq0iNeiExHZsdN5ZViSfgYA8N6jPRDi0/hD7fbM5Dn0Xr164eLFiwgNDW22nc2aNQuzZs2q97vMzEyjtvHjx2P8+PH19ndxcUF6enqzxUZERC1ftVKNNzYchrJWg4e7t8ezDnhHOFNMnkP/8MMPMWfOHPz000/Izc1FWVmZwYuIiMja5m89jjP55fBxl+OjcX14qL0OkzP00aNHAwCeeOIJgx+YIAgQiURQq9WWj46IiOiW9Xty8MP+qxCLgBWTIuDrwdOrdZks6Dt37rRmHERERCb9dq4QH/z7OADgrZHdMLizj40janlMFvShQ4daMw4iIqJ6ncsvxyvfHYRaI+DJfkF45SHznyfiCEwW9F9//bXBDf/0pz81ezBERER1FZTXIG7dPpQrajEwxBuLx/ESNVNMFvSHHnrIqK3uD5Hn0ImIyJIKymswefUeXL1RjU7tXPH5c5EO+VjUxjK5yv3GjRsGr4KCAqSlpWHgwIHYvn27NWMkIiIHU1BWg0lf/IHzBRXw93TG13GD0PYu92l3dCZn6F5eXkZtI0aMgEwmQ3x8PA4cOGDRwIiIyDEVlNVg4uo/cLGwEoFeztjwwv3o1I43j7kbkwXdFD8/P5w5c8YSsRARkYO7eqMKU7/ai4tFlQhq44INM+9Hx3bN93hre2ayoN/5PHRBEJCbm4vFixcjIiLC0nEREZGDOZRzAzO/2Y+iCiWC2rgg9YX7EdyWxbyxTBb0iIgIiEQiCIJg0H7//fdjzZo1Fg+MiIgcgyAI2HTgKt7fchyKWg16BHjiq2mRCGzjYuvQWhWTBT07O9vgs1gshq+vL5ydnS0eFBEROYab1Sq8969j+OloLgBgePf2WDGpH9zkZp8Rdngmf2KdOnWyZhxERORg9l0qwezUw7hWWg0nsQhvjuiKl4Z2hkTM68ybwuiytf/7v/9Dz549630Ay82bN3Hffffht99+s0pwRERkfyoVtVj839OY8HkWrpVqrzHf9PJgvDosnMX8HhjN0JOTkzFz5kx4enoadfby8sKLL76I5cuXY8iQIVYJkIiI7IMgCPjpaC7++vMp5JXVAACe6h+EhWN6wZ2H2O+Z0U/wyJEj+Oijj0xuMHLkSCxdutSiQRERkX3Zc7EYS7efwb5LNwAAwW1dMO+x+zCip5+NI7MfRgU9Pz8fUqnU9AZOTigsLLRoUERE1PppNAL+d7YQX/5+EbvOFwMA5E5ivPJQOF4cGgZnKW/j2pyMCnpQUBCOHz+O8PDwejc4evQoAgICLB4YERG1TuU1Kvz78HWs2ZWNi4WVAAAnsQjPDAzGaw+HI8CLl6NZglFBHz16ND744AOMGjXK6BK16upqzJ8/H4899pjVAiQiopavRqVG5pkC/PvwdWScLoCyVgMA8JA7YcLAYEwbHMKbxFiYUUF///33sXnzZnTt2hWzZs1Ct27dAACnT5/GypUroVar8d5771k9UCIiajkEQcC5ggr8erYQv54rwp6LxVDcKuIAEN7eHZMHdcT4yA7wcDZ9Gpeaj1FB9/Pzw+7du/Hyyy8jISFBf6c4kUiE2NhYrFy5En5+XMRAROQoBEFAXlkNTueW41ReGU7nlmNvdol+pbpOUBsXPNY3AGP6BqFHgAefW25l9V4n0KlTJ2zbtg03btzA+fPnIQgCunTpAm9vb2vHR0REVlKjUiO/rAa5N2twubgSp3LLcTqvDKfzylFapTLqL3cSIyqsHf7UxQdDu/oivL07i7gNNXjhn7e3NwYOHGitWIioHoIgQFGrgUKlQU2tGjUqNWpUGihqtX9qP6tRU6t9r+17u5+urVajgVojQK0BNIKgfS8I0Gi072+3AepbfWvVGhSXSLDmyh4IwK3tb/fVCLfb7nzug0gkgkQsglgEiMUiiEUiSEQiiESARKz9TiQSQSICxCLRrT64tc2t/rrt9e/r9BPd2l6MOmPdsT/9WPX3qTu+WCQCBA1O5Ylwc98VSJ2cIBZp86g7Rt1xtXmgzvtb498aF9DmK4K2j/b9rT/rvL/93a12kejWe5HBtrj1fX1jqTUClLUa7UutMXivUmtQo9LgZrXK6FVaqcSlXAkWHNmJG/UUbR2JWIQwHzd0D/BEjwAP9A7ywsCQtlyp3oLwSn4iMwiCAKVae/9pdbVx0TQqrgbtt/6s1RXk2/11xfrOoq0b17ZEQPlNG8dgTRL8mH3K1kFYmQiAtpg7S8UI8HJBUBsXdPP3QHd/D/QI8ER4e3cW7xaOBZ1aLd3Mtaa+olm3rU5xNZrZ1hoX5LpF9c5xtcXVCdi70yY5i0WAs1QCZ6kEciexwZ/OUjHkTto/naUSON96L5dK4OwkhpNEXGdmeXtW6STWzih1M0uJbgYqFgEaNQ4fOoSBkQMgkzrpv9dvIzacSWvnk4AA7exdc+sIgG4mLwjaowLa99DP9rUzfujfG3zWHUkQcGusOtsLt48O3G173f60728fYdCPKQC1tWpcz81Fez9/CNA+bVL3nW6bO49mGB/h0O5LuBWzAN1nbZsA7XtNnfe49fO683to/2c81q22uu+dxGJIJSLInMSQSsSQOd163XovdxLD01kKLxcpPF20f3q5SOEmE+HCyaN4fPiDCG7nDi8XKQ+bt1Is6NQouv+Y1WoE7SG8Wg2qFUoU1wDZRZWAWAJlrfbQXq1GgOrWob5atQCV2vC99nWrvVY7U1XUqvWHlXXva1RqVKvUqFZq/7yzGNt65lq3uDrfKqqyOsVVV1TlUrG+uDpLJdoCW7f4OknqL8j6z7fHkEpEVv2PrUqlgpAjIKZH+wZvOGUvVCoVtm27htGjIxwiX+BWzrlH0N3fw2Fytlcs6K1crVqD8ppalNfUoqxGhQpFLaqUtahQqFGpqEWV8vZM0+C8qolzsbp+Ks2t4lur0b+/4xTpLU7AoV3WTtuIRCyCs9Pt2ahh4TScsdad4er66Iqq/M6CXKfIyp0kcBJp8Ov/ZeDxR0fBRS7jTIaIWgyrFvSVK1fi448/Rl5eHvr27YtPP/0UgwYNMtn/xx9/xAcffIBLly6hS5cu+OijjzB69Gj994IgYP78+Vi9ejVKS0vxwAMPYNWqVejSpYs10ml2Go2AG1VKFFUoUViuQHGlAjcqlSipUqG0SomSSiVKq1S3/lSitFqFKqXaZvE6iUUQQQNnmRQyiRhOEpH2UF+d99pX/e+dJCLIJGL9DFTudKvI3iq0cokYLjIJXKQSuMgMZ6x3zmalEqMHB1qESqWCsxMglYhZzImoRbFaQd+4cSPi4+ORkpKCqKgoJCcnIzY2FmfOnEH79u2N+u/evRuTJk1CUlISHnvsMaxfvx5jx47FwYMH0atXLwDAkiVLsGLFCnz99dcIDQ3FBx98gNjYWJw8edLoLnctRY1KjdN55TiTV4YrJdW4eqMKV25U49qNahRWKKDW1DsNvitnqRgezlJ4yJ3g7uwEN5kT3OROcJUZz0rrP/96u5/unFt9xVf3XioWQ62uxbZt2zB6dCwP1RER2ZjVCvry5csxc+ZMxMXFAQBSUlLw888/Y82aNXjnnXeM+v/973/HqFGj8Je//AUAsGjRIuzYsQOfffYZUlJSIAgCkpOT8f7772PMmDEAgG+++QZ+fn7YsmULJk6caK3UGnShsAK7zhfh2NWbOHbtJs4VVNy1aHu7SuHrIUc7NznausnQxlV6608Z2rpJtX+6ats9nKXwcHay2gy1LrXtDg4QEdEdrFLQlUolDhw4gISEBH2bWCxGTEwMsrKy6t0mKysL8fHxBm2xsbHYsmULACA7Oxt5eXmIiYnRf+/l5YWoqChkZWXVW9AVCgUUCoX+c1lZGQDtYVSVyvT1l42lG+NqcQU2Hc7Df4/n42JRpVE/b1cpegR4oFNbV3TwdkGHNi4I8naBn6cc7dxk5hdnjRoqjfWrqy7f5vjZtRaOljPztX+OlrO95Ftf/FYp6EVFRVCr1Ua3jPXz88Pp06fr3SYvL6/e/nl5efrvdW2m+twpKSkJiYmJRu3bt2+Hq+u9PzSgUgX8J0eMN//YBY2gPb8qEQno7Ckg1B0IdhfQwU1AG1ktRKJq7Ubl2te1K8C1e47ANnbs2GHrEKzO0XJmvvbP0XJu7flWVVUZtTnUKveEhASDWX9ZWRmCg4MxcuRIeHp63tPYFYpajP1HFi6XaAv1wBBvTIzsgGHdfOz2wQQqlQo7duzAiBEjHOYcuqPlzHztn6PlbC/56o4w12WVgu7j4wOJRIL8/HyD9vz8fPj7+9e7jb+/f4P9dX/m5+cbPJ89Pz8fERER9Y4pl8shl8uN2qVS6T3/xe44nIfLJdXwlAr4fNogRIcbL/SzV83x82ttHC1n5mv/HC3n1p5vfbFbZSWVTCbDgAEDkJGRoW/TaDTIyMhAdHR0vdtER0cb9Ae0h0h0/UNDQ+Hv72/Qp6ysDHv27DE5piU9MzAYyc/0wfSuakR24kNsiIjIuqx2yD0+Ph7Tpk1DZGQkBg0ahOTkZFRWVupXvU+dOhVBQUFISkoCALzxxhsYOnQoli1bhkcffRSpqanYv38/vvjiCwDahxbMnj0bH374Ibp06aK/bC0wMBBjx461VloGHu3tj21XbLJrIiJycFYr6BMmTEBhYSHmzZuHvLw8REREIC0tTb+oLScnB2Lx7QMGgwcPxvr16/H+++/j3XffRZcuXbBlyxb9NegAMHfuXFRWVuKFF15AaWkpHnzwQaSlpbXYa9CJiIgsxaqL4mbNmoVZs2bV+11mZqZR2/jx4zF+/HiT44lEIixcuBALFy5srhCJiIhaJevfjYSIiIiaHQs6ERGRHWBBJyIisgMs6ERERHaABZ2IiMgOONStX+8kCNqnntV3C72mUKlUqKqqQllZWau+A1FjOVq+gOPlzHztn6PlbC/56uqWro4BDl7Qy8vLAQDBwcE2joSIiMh85eXl8PLyAgCIhLrl3cFoNBpcv34dHh4eEIlE9zye7mEvV65cueeHvbQGjpYv4Hg5M1/752g520u+giCgvLwcgYGB+puyOfQMXSwWo0OHDs0+rqenZ6v+h2IuR8sXcLycma/9c7Sc7SFf3cxch4viiIiI7AALOhERkR1gQW9Gcrkc8+fPr/eZ6/bI0fIFHC9n5mv/HC1ne87XoRfFERER2QvO0ImIiOwACzoREZEdYEEnIiKyAyzoZlq5ciVCQkLg7OyMqKgo7N2712TfEydOYNy4cQgJCYFIJEJycrL1Am0m5uS7evVqDBkyBN7e3vD29kZMTEyD/Vsqc3LevHkzIiMj0aZNG7i5uSEiIgLffvutFaO9d+bkW1dqaipEIhHGjh1r2QCbmTn5rlu3DiKRyODl7OxsxWibh7l/x6WlpXj11VcREBAAuVyOrl27Ytu2bVaK9t6Zk+9DDz1k9HcsEonw6KOPWjHiZiJQo6WmpgoymUxYs2aNcOLECWHmzJlCmzZthPz8/Hr77927V5gzZ46wYcMGwd/fX/jkk0+sG/A9MjffyZMnCytXrhQOHToknDp1Spg+fbrg5eUlXL161cqRN525Oe/cuVPYvHmzcPLkSeH8+fNCcnKyIJFIhLS0NCtH3jTm5quTnZ0tBAUFCUOGDBHGjBljnWCbgbn5rl27VvD09BRyc3P1r7y8PCtHfW/MzVmhUAiRkZHC6NGjhd9//13Izs4WMjMzhcOHD1s58qYxN9/i4mKDv9/jx48LEolEWLt2rXUDbwYs6GYYNGiQ8Oqrr+o/q9VqITAwUEhKSrrrtp06dWp1Bf1e8hUEQaitrRU8PDyEr7/+2lIhNrt7zVkQBKFfv37C+++/b4nwml1T8q2trRUGDx4sfPnll8K0adNaVUE3N9+1a9cKXl5eVorOMszNedWqVUJYWJigVCqtFWKzutf/D3/yySeCh4eHUFFRYakQLYaH3BtJqVTiwIEDiImJ0beJxWLExMQgKyvLhpFZRnPkW1VVBZVKhbZt21oqzGZ1rzkLgoCMjAycOXMGf/rTnywZarNoar4LFy5E+/btMWPGDGuE2Wyamm9FRQU6deqE4OBgjBkzBidOnLBGuM2iKTlv3boV0dHRePXVV+Hn54devXrhb3/7G9RqtbXCbrLm+O/WV199hYkTJ8LNzc1SYVoMC3ojFRUVQa1Ww8/Pz6Ddz88PeXl5NorKcpoj37fffhuBgYEG/+dqyZqa882bN+Hu7g6ZTIZHH30Un376KUaMGGHpcO9ZU/L9/fff8dVXX2H16tXWCLFZNSXfbt26Yc2aNfj3v/+N7777DhqNBoMHD8bVq1etEfI9a0rOFy9exKZNm6BWq7Ft2zZ88MEHWLZsGT788ENrhHxP7vW/W3v37sXx48fx/PPPWypEi3Loh7OQ5SxevBipqanIzMxslYuIzOHh4YHDhw+joqICGRkZiI+PR1hYGB566CFbh9asysvL8dxzz2H16tXw8fGxdThWER0djejoaP3nwYMHo0ePHvj888+xaNEiG0ZmORqNBu3bt8cXX3wBiUSCAQMG4Nq1a/j4448xf/58W4dnUV999RV69+6NQYMG2TqUJmFBbyQfHx9IJBLk5+cbtOfn58Pf399GUVnOveS7dOlSLF68GL/88gv69OljyTCbVVNzFovFCA8PBwBERETg1KlTSEpKavEF3dx8L1y4gEuXLuHxxx/Xt2k0GgCAk5MTzpw5g86dO1s26HvQHP8flkql6NevH86fP2+JEJtdU3IOCAiAVCqFRCLRt/Xo0QN5eXlQKpWQyWQWjfle3MvfcWVlJVJTU7Fw4UJLhmhRPOTeSDKZDAMGDEBGRoa+TaPRICMjw+A3eHvR1HyXLFmCRYsWIS0tDZGRkdYItdk019+xRqOBQqGwRIjNytx8u3fvjmPHjuHw4cP61xNPPIFhw4bh8OHDCA4Otmb4ZmuOv1+1Wo1jx44hICDAUmE2q6bk/MADD+D8+fP6X9YA4OzZswgICGjRxRy4t7/jH3/8EQqFAlOmTLF0mJZj61V5rUlqaqogl8uFdevWCSdPnhReeOEFoU2bNvrLWJ577jnhnXfe0fdXKBTCoUOHhEOHDgkBAQHCnDlzhEOHDgnnzp2zVQpmMTffxYsXCzKZTNi0aZPBZSDl5eW2SsFs5ub8t7/9Tdi+fbtw4cIF4eTJk8LSpUsFJycnYfXq1bZKwSzm5nun1rbK3dx8ExMThfT0dOHChQvCgQMHhIkTJwrOzs7CiRMnbJWC2czNOScnR/Dw8BBmzZolnDlzRvjpp5+E9u3bCx9++KGtUjBLU/9NP/jgg8KECROsHW6zYkE306effip07NhRkMlkwqBBg4Q//vhD/93QoUOFadOm6T9nZ2cLAIxeQ4cOtX7gTWROvp06dao33/nz51s/8HtgTs7vvfeeEB4eLjg7Owve3t5CdHS0kJqaaoOom86cfO/U2gq6IJiX7+zZs/V9/fz8hNGjRwsHDx60QdT3xty/4927dwtRUVGCXC4XwsLChL/+9a9CbW2tlaNuOnPzPX36tABA2L59u5UjbV582hoREZEd4Dl0IiIiO8CCTkREZAdY0ImIiOwACzoREZEdYEEnIiKyAyzoREREdoAFnYiIyA6woBMREdkBFnQisrhLly5BJBLh8OHDjd5m+vTpGDt27F37Pffcc/jb3/5mVjxpaWmIiIgwuF85UWvHgk7UCk2fPh0ikQgikQgymQzh4eFYuHAhamtrG7X9unXr0KZNG4vFdmchDg4ORm5uLnr16tWs+zpy5Ai2bduG119/HQDQu3dvvPTSS/X2/fbbbyGXy1FUVIRRo0ZBKpXi+++/b9Z4iGyJBZ2olRo1ahRyc3Nx7tw5vPXWW1iwYAE+/vhjW4dVL4lEAn9/fzg5Ne8Tmz/99FOMHz8e7u7uAIAZM2YgNTUV1dXVRn3Xrl2LJ554Qv8s9+nTp2PFihXNGg+RLbGgE7VScrkc/v7+6NSpE15++WXExMRg69atAIAbN25g6tSp8Pb2hqurKx555BGcO3cOAJCZmYm4uDjcvHlTP8tfsGABAEChUGDOnDkICgqCm5sboqKikJmZqd+nbmafnp6OHj16wN3dXf+LBQAsWLAAX3/9Nf7973/rx87MzDQ65K5WqzFjxgyEhobCxcUF3bp1w9///nez8ler1di0aZPB89mnTJmC6upq/POf/zTom52djczMTMyYMUPf9vjjj2P//v24cOGCWfslaqlY0InshIuLC5RKJQDt7HP//v3YunUrsrKyIAgCRo8eDZVKhcGDByM5ORmenp7Izc1Fbm4u5syZAwCYNWsWsrKykJqaiqNHj2L8+PEYNWqU/pcBAKiqqsLSpUvx7bff4tdff0VOTo5++zlz5uCZZ57RF/nc3FwMHjzYKFaNRoMOHTrgxx9/xMmTJzFv3jy8++67+OGHHxqd79GjR3Hz5k1ERkbq23x8fDBmzBisWbPGoO+6devQoUMHjBw5Ut/WsWNH+Pn54bfffmv0PolasuY9/kVEVicIAjIyMpCeno7XXnsN586dw9atW7Fr1y59Mf3+++8RHByMLVu2YPz48fDy8oJIJIK/v79+nJycHKxduxY5OTkIDAwEoC3QaWlpWLt2rX7hmUqlQkpKCjp37gxA+0vAwoULAQDu7u5wcXGBQqEwGPtOUqkUiYmJ+s+hoaHIysrCDz/8gGeeeaZReV++fBkSiQTt27c3aJ8xYwYeeeQRZGdnIzQ0FIIg4Ouvv8a0adMgFhvOYQIDA3H58uVG7Y+opWNBJ2qlfvrpJ7i7u0OlUkGj0WDy5MlYsGABMjIy4OTkhKioKH3fdu3aoVu3bjh16pTJ8Y4dOwa1Wo2uXbsatCsUCrRr107/2dXVVV/MASAgIAAFBQVmx79y5UqsWbMGOTk5qK6uhlKpRERERKO3r66uhlwuh0gkMmgfMWIEOnTogLVr12LhwoXIyMhATk4O4uLijMZwcXFBVVWV2bETtUQs6ESt1LBhw7Bq1SrIZDIEBgbe84KziooKSCQSHDhwABKJxOA73aIzQDu7rkskEkEQBLP2lZqaijlz5mDZsmWIjo6Gh4cHPv74Y+zZs6fRY/j4+KCqqgpKpRIymUzfLhaLMX36dHz99ddYsGAB1q5di2HDhiEsLMxojJKSEvj6+poVO1FLxYJO1Eq5ubkhPDzcqL1Hjx6ora3Fnj179Ifci4uLcebMGfTs2RMAIJPJoFarDbbr168f1Go1CgoKMGTIkCbHVd/Yd9KdDnjllVf0beYuTtPN5k+ePGk0s4+Li8OHH36IzZs341//+he+/PJLo+1rampw4cIF9OvXz6z9ErVUXBRHZGe6dOmCMWPGYObMmfj9999x5MgRTJkyBUFBQRgzZgwAICQkBBUVFcjIyEBRURGqqqrQtWtXPPvss5g6dSo2b96M7Oxs7N27F0lJSfj5558bvf+QkBAcPXoUZ86cQVFREVQqVb0x7t+/H+np6Th79iw++OAD7Nu3z6w8fX190b9/f/z+++9G34WGhuLhhx/GCy+8ALlcjqeeesqozx9//AG5XI7o6Giz9kvUUrGgE9mhtWvXYsCAAXjssccQHR0NQRCwbds2/eHywYMH46WXXsKECRPg6+uLJUuW6LebOnUq3nrrLXTr1g1jx47Fvn370LFjx0bve+bMmejWrRsiIyPh6+uLXbt2GfV58cUX8dRTT2HChAmIiopCcXGxwWy9sZ5//nmTN4eZMWMGbty4gcmTJ8PZ2dno+w0bNuDZZ5+Fq6ur2fslaolEgrknv4iIWojq6mp069YNGzduNGumXVRUhG7dumH//v0IDQ21YIRE1sMZOhG1Wi4uLvjmm29QVFRk1naXLl3CP/7xDxZzsiucoRMREdkBztCJiIjsAAs6ERGRHWBBJyIisgMs6ERERHbg/wEkAcCiZ6y5qQAAAABJRU5ErkJggg==",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 88.30+/-0.04 mV/dec\n",
      "Tafel slope (order 1): 93.71+/-0.17 mV/dec\n",
      "Tafel slope (order 2): 115.61+/-12.63 mV/dec\n",
      "Tafel slope (order 3): 84.19+/-14.59 mV/dec\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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9ba53a16c0d345f3a9f34ee04c01ef66",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=500.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "from galvani import BioLogic\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.widgets import CheckButtons\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "from scipy.signal import savgol_filter\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import r2_score\n",
    "from lmfit.models import LinearModel\n",
    "from uncertainties import ufloat\n",
    "\n",
    "\n",
    "colors = ['lightcoral', 'salmon', 'red', 'darkred']\n",
    "\n",
    "def lmfit_slope_stats(potential_segment, log_data_segment):\n",
    "    \"\"\"Fit a line using lmfit LinearModel and return slope, slope error, and R².\"\"\"\n",
    "    model = LinearModel()\n",
    "    params = model.make_params(intercept=0, slope=1)\n",
    "    result = model.fit(log_data_segment, params, x=potential_segment)\n",
    "    slope = result.params['slope'].value\n",
    "    slope_error = result.params['slope'].stderr\n",
    "    r_squared = result.rsquared\n",
    "    fit = 10**result.best_fit\n",
    "    return slope, slope_error, r_squared, fit\n",
    "\n",
    "\n",
    "\n",
    "def find_best_linear_region(E, Y, window_size=20):\n",
    "    log_Y = np.log10(np.abs(Y))\n",
    "    best_r2 = -np.inf\n",
    "    best_range = (0, window_size)\n",
    "    for i in range(len(E) - window_size):\n",
    "        E_window = E[i:i + window_size].reshape(-1, 1)\n",
    "        Y_window = log_Y[i:i + window_size]\n",
    "        model = LinearRegression().fit(E_window, Y_window)\n",
    "        r2 = r2_score(Y_window, model.predict(E_window))\n",
    "        if r2 > best_r2:\n",
    "            best_r2 = r2\n",
    "            best_range = (i, i + window_size)\n",
    "    return best_range, best_r2\n",
    "\n",
    "\n",
    "\n",
    "def differential_tafel_analysis_iterative(potential, current_density, window_length=31, polyorder=3, threshold=0.05, max_order=3):\n",
    "    current_derivatives = [savgol_filter(current_density, window_length, polyorder)]\n",
    "    fits         = np.ones((len(current_density), max_order+1))*np.nan\n",
    "    slopes       = []\n",
    "    R2s          = []\n",
    "    tafel_slopes = []\n",
    "    for order in range(0, max_order + 1):\n",
    "        if order >= len(current_derivatives):\n",
    "            derivative = np.gradient(current_derivatives[order - 1], potential)\n",
    "            smoothed = savgol_filter(derivative, window_length, polyorder)\n",
    "            current_derivatives.append(smoothed)\n",
    "\n",
    "\n",
    "    best_range, best_r2 = find_best_linear_region(potential, current_derivatives[2], window_size=30)\n",
    "    #start, end = best_range\n",
    "    start, end = np.argmin(np.abs(potential-0.68)), np.argmin(np.abs(potential-0.72))\n",
    "        \n",
    "    for order in range(0, max_order + 1):\n",
    "        pot_fit = potential[start:end]\n",
    "        log_fit = np.log10(np.abs(current_derivatives[order][start:end]))\n",
    "\n",
    "        slope, slope_error, r_squared, fit = lmfit_slope_stats(potential_segment = pot_fit, log_data_segment = log_fit)\n",
    "        slope_with_uncertainty = ufloat(slope, slope_error)\n",
    "        tafel_slope = 1 / slope_with_uncertainty * 1000 #mV\n",
    "        slopes.append(tafel_slope)\n",
    "        R2s.append(np.round(r_squared, 4))\n",
    "        fits[start:end, order] = fit\n",
    "        print(f\"Tafel slope (order {order}): {tafel_slope:.2f} mV/dec\")\n",
    "        tafel_slopes.append(tafel_slope)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, figsize=(5, 3))\n",
    "    for i in range(max_order + 1):  # Only plot up to max_order\n",
    "        ax.semilogy(potential, np.abs(current_derivatives[i]), color = colors[i], label=f'{i} derivative', alpha = 0.25)\n",
    "        ax.semilogy(potential[start:end], fits[start:end,i], color = colors[i], label=f'fit: {slopes[i]}, {R2s[i]}')\n",
    "    ax.axvspan(potential[start], potential[end-1], color='gray', alpha=0.3, label='Best Fit Region')\n",
    "    ax.set_xlabel('Potential (V)')\n",
    "    ax.set_ylabel('Current or derivative (log scale)')\n",
    "    ax.set_title(f'Differential Tafel Analysis {sample}')\n",
    "    ax.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "    overpotential = potential[np.argmin(np.abs((current_density-0.1)))]\n",
    "    tafel_slopes.append(overpotential)\n",
    "    tafel_slopes = pd.DataFrame([tafel_slopes], columns = ['tafel slope 0', 'tafel slope 1', 'tafel slope 2', 'tafel slope 3', 'overpotential'])\n",
    "    return tafel_slopes\n",
    "\n",
    "\n",
    "\n",
    "# Main loop\n",
    "n_cycle = 3\n",
    "\n",
    "resultsEQCM = pd.DataFrame() \n",
    "# Plot data by sample and perturbation\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = AllEQCMData_indexed.loc[(sample)]\n",
    "    df = df[df['cycle'] == n_cycle]\n",
    "    len_anodic_wave = len(df['potential (V)'])//2\n",
    "    fig, ax = plt.subplots(nrows = 1, ncols = 1, constrained_layout = True, figsize = (5, 3))     \n",
    "    ax.plot(df['potential (V)'].to_numpy()[2:len_anodic_wave],\n",
    "                df['current density (mAcm-2)'].to_numpy()[2:len_anodic_wave])\n",
    "    ax.set_xlabel(\"Potential (V)\")\n",
    "    ax.set_ylabel(\"Current density (mAcm-2)\")\n",
    "    ax.set_title(\"LSV Curve\")\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "    tafel_slopesEQCM = differential_tafel_analysis_iterative(df['potential (V)'].to_numpy()[2:len_anodic_wave], df['current density (mAcm-2)'].to_numpy()[2:len_anodic_wave])\n",
    "    tafel_slopesEQCM.index = [os.path.basename(sample)]\n",
    "    resultsEQCM = pd.concat([resultsEQCM, tafel_slopesEQCM])\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82100f2b",
   "metadata": {},
   "source": [
    "### Add Infos to the Tafel Plot Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a9920cf",
   "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 th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tafel slope</th>\n",
       "      <th>error</th>\n",
       "      <th>overpotential</th>\n",
       "      <th>info</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>77.535165</td>\n",
       "      <td>0.026083</td>\n",
       "      <td>0.724869</td>\n",
       "      <td>Pristine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>79.021256</td>\n",
       "      <td>0.032431</td>\n",
       "      <td>0.712574</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>88.302871</td>\n",
       "      <td>0.035054</td>\n",
       "      <td>0.708527</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    tafel slope     error  \\\n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...    77.535165  0.026083   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...    79.021256  0.032431   \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...    88.302871  0.035054   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.724869   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.712574   \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.708527   \n",
       "\n",
       "                                                             info  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       Pristine  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.73 V  \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.93 V  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafel_plot_dataEQCM = pd.concat([resultsEQCM['tafel slope 0'].apply(lambda x: x.n), resultsEQCM['tafel slope 0'].apply(lambda x: x.s), resultsEQCM['overpotential']], axis = 1)\n",
    "tafel_plot_dataEQCM.columns = ['tafel slope', 'error', 'overpotential']\n",
    "tafel_plot_dataEQCM['info'] = tafel_plot_dataEQCM.index.map(\n",
    "    lambda idx: (\n",
    "        'Pristine' if 'ini' in idx else\n",
    "        '1 h at 1.73 V' if '0p8' in idx else\n",
    "        '1 h at 1.93 V' if 'at_1' in idx else\n",
    "        'unknown'\n",
    "    )\n",
    ")\n",
    "tafel_plot_dataEQCM = tafel_plot_dataEQCM.sort_values(by='tafel slope', ascending=True)\n",
    "tafel_plot_dataEQCM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9ad304a",
   "metadata": {},
   "source": [
    "### Plot Tafel Slopes and Overpotentials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "118351cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:12: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:18: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:12: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:18: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/923443485.py:12: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[0].set_ylabel('Tafel slope  \\n $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 6)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/923443485.py:18: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[1].set_ylabel('overpotential vs RHE \\n at 0.1 $\\mathrm{mA \\ cm^{-2} \\ (V)}$', fontsize = 6)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8b6f4fb292e4575ba79e1d3df69cac6",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=300.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "fig, axs = plt.subplots(ncols=2, nrows=1, constrained_layout = True, figsize = [3, 1.2])\n",
    "[ax.tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True, labelsize = 6) for ax in axs]\n",
    "\n",
    "#tafel slopes\n",
    "axs[0].errorbar(tafel_plot_dataEQCM['info'], tafel_plot_dataEQCM['tafel slope'], tafel_plot_dataEQCM['error'], linestyle = 'none', marker = 'o', capsize = 3, fillstyle = 'none', color = 'black', label = 'before EIS')\n",
    "axs[0].errorbar(tafel_plot_data['info'], tafel_plot_data['tafel slope'], tafel_plot_data['error'], linestyle = 'none', marker = 'o', capsize = 3, fillstyle = 'none', color = 'red', label = 'after EIS')\n",
    "axs[0].tick_params(axis = 'x', labelrotation = 45, labelsize = 6)\n",
    "axs[0].set_ylabel('Tafel slope  \\n $\\mathrm{(mV \\ dec^{-1})}$', fontsize = 6)\n",
    "\n",
    "\n",
    "axs[1].plot(tafel_plot_dataEQCM['info'], convert_potential(tafel_plot_dataEQCM['overpotential']), linestyle = 'none', marker = 'o', fillstyle = 'none', color = 'black')\n",
    "axs[1].plot(tafel_plot_data['info'], convert_potential(tafel_plot_data['overpotential']),  linestyle = 'none', marker = 'o', fillstyle = 'none', color = 'red')\n",
    "axs[1].tick_params(axis = 'x', labelrotation = 45, labelsize = 6)\n",
    "axs[1].set_ylabel('overpotential vs RHE \\n at 0.1 $\\mathrm{mA \\ cm^{-2} \\ (V)}$', fontsize = 6)\n",
    "\n",
    "for ax in np.ravel(axs):\n",
    "    ax.margins(x=0.17, y=0.17)\n",
    "\n",
    "fig.legend(bbox_to_anchor=(0.5, -0.05), loc = 'center', ncol = 2, fontsize = 6, frameon = False)\n",
    "plt.savefig(fname=f\"4Tafel_slopes_overpotentials.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8535d31",
   "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 th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tafel slope</th>\n",
       "      <th>error</th>\n",
       "      <th>overpotential</th>\n",
       "      <th>info</th>\n",
       "      <th>before EIS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq5_09_CV_C01.mpr</th>\n",
       "      <td>75.892803</td>\n",
       "      <td>0.128195</td>\n",
       "      <td>0.720139</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq5_09_CV_C01.mpr</th>\n",
       "      <td>77.179163</td>\n",
       "      <td>0.125835</td>\n",
       "      <td>0.712192</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq5_09_CV_C01.mpr</th>\n",
       "      <td>85.505755</td>\n",
       "      <td>0.084597</td>\n",
       "      <td>0.715117</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>77.535165</td>\n",
       "      <td>0.026083</td>\n",
       "      <td>0.724869</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>79.021256</td>\n",
       "      <td>0.032431</td>\n",
       "      <td>0.712574</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>88.302871</td>\n",
       "      <td>0.035054</td>\n",
       "      <td>0.708527</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    tafel slope     error  \\\n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...    75.892803  0.128195   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...    77.179163  0.125835   \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...    85.505755  0.084597   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...    77.535165  0.026083   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...    79.021256  0.032431   \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...    88.302871  0.035054   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.720139   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.712192   \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.715117   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       0.724869   \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.712574   \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...       0.708527   \n",
       "\n",
       "                                                             info before EIS  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       Pristine         No  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.73 V         No  \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.93 V         No  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_...       Pristine        Yes  \n",
       "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.73 V        Yes  \n",
       "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA...  1 h at 1.93 V        Yes  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafel_plot_dataEQCM['before EIS'] = 'Yes'\n",
    "tafel_plot_data['before EIS'] = 'No'\n",
    "tafel_plot_data_all = pd.concat([tafel_plot_data, tafel_plot_dataEQCM])\n",
    "tafel_plot_data_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3527ed67",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "AllEQCMData_indexed.to_parquet(\"R4_AllEQCMData_indexed.parquet\")\n",
    "tafel_plot_data_all.to_parquet(\"R4_tafel_plot_data_all.parquet\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "448a2334",
   "metadata": {},
   "source": [
    "## Plot of the Single Measurement as Figure 1 (Left)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0687f0c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/1795522194.py:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax2.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0677f23454ea4d4abd67605a2eddfbf7",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=130.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "from matplotlib.ticker import AutoMinorLocator\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "labels = ['15 MHz', '25 MHz', '35 MHz', '45 MHz']\n",
    "lines  = ['-', '--', '-']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = [sorted(samples, key=sample_sort_key)[0]]\n",
    "\n",
    "\n",
    "fig, axs = plt.subplots(nrows=3, ncols=1, sharex=True, figsize=[1.3,4])\n",
    "axs[0].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "axs[0].set_ylabel(r'$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=7)\n",
    "axs[0].set_ylim(bottom = -0.08)\n",
    "\n",
    "ovt_keys_f = SelectedData.keys()[5::2]\n",
    "axs[1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_f):\n",
    "        axs[1].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key]-df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha = 0.4)\n",
    "        axs[1].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), (df[ovt_key]-df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha=0.4)\n",
    "axs[1].set_ylabel(r\"$\\Delta f/n$ (Hz)\", fontsize=7)\n",
    "\n",
    "ax2 = axs[1].twinx()\n",
    "sec_axs = ax2\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    ax2.plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), SauerbreyMass[:len_anodic_wave],\n",
    "                    linestyle=lines[i_sample], color='darkred')\n",
    "    ax2.plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), SauerbreyMass[len_anodic_wave:],\n",
    "                    linestyle=lines[i_sample], color='darkred')\n",
    "    sample_lines[sample] += [l3a, l3c]\n",
    "ax2.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n",
    "ax2.spines['right'].set_color('darkred')\n",
    "ax2.yaxis.label.set_color('darkred')\n",
    "ax2.tick_params(which='both', labelsize=6, labelright=True, colors = 'darkred', direction = 'in')\n",
    "\n",
    "\n",
    "\n",
    "ovt_keys_g = SelectedData.keys()[6::2]\n",
    "axs[2].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    print(sample)\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_g):\n",
    "        if i_sample == 0: \n",
    "            axs[2].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                            linestyle=lines[i_sample], color=cm.gray(i_ovt*80), label=labels[i_ovt], alpha = 0.4)\n",
    "        else: \n",
    "            axs[2].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha = 0.4)\n",
    "        axs[2].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=cm.gray(i_ovt*80), alpha = 0.4)\n",
    "        sample_lines[sample] += [l5a, l5c]\n",
    "axs[2].set_ylabel(r'$\\Delta \\Gamma/n$ (Hz)', fontsize=7)\n",
    "axs[2].set_xlabel('Potential vs RHE (V)',    fontsize=7)\n",
    "\n",
    "\n",
    "\n",
    "for iax, ax in enumerate(axs):\n",
    "    if iax == 1:\n",
    "        ax.yaxis.set_label_coords(-0.2, 0.55)\n",
    "    else:\n",
    "        ax.yaxis.set_label_coords(-0.2, 0.5) \n",
    "    \n",
    "    ax.margins(x=0.1, y=0.1)\n",
    "    ax.set_xticks([1.0, 1.2, 1.4, 1.6])\n",
    "    ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "    ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "\n",
    "sec_axs.yaxis.set_label_coords(1.2, 0.5)\n",
    "sec_axs.margins(x=0.1, y=0.1)\n",
    "#fig.legend(bbox_to_anchor=(0.9, 0.05), ncol = 4, fontsize = 13)\n",
    "plt.savefig(fname=f\"result_cycle{n_cycle}_left.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61282c19",
   "metadata": {},
   "source": [
    "## Plot of the Single Measurement as Figure 1 (Right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "16965105",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:87: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:107: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:87: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:107: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/1042547176.py:87: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[2].set_ylabel('Mass per electron \\n ($\\mathrm{g \\ mol^{-1}}$)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/1042547176.py:107: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[1].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/1042547176.py:64: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  rate = np.abs((np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e927fc71a23407d933e0fe95c05a38d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=130.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "labels = ['15 MHz', '25 MHz', '35 MHz', '45 MHz']\n",
    "lines  = ['-', '--', '-']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "\n",
    "\n",
    "\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = [sorted(samples, key=sample_sort_key)[0]]\n",
    "fig, axs = plt.subplots(nrows=3, ncols=1, sharex=True, figsize=[1.3,4])\n",
    "axs[0].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    \n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "    axs[0].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color='black')\n",
    "axs[0].set_ylabel(r'$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=7)\n",
    "\n",
    "\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    print(sample)\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)']\n",
    "\n",
    "    rate = np.abs((np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000)\n",
    "    MPE = 96485 * rate / (df['current density (mAcm-2)'])\n",
    "    potential = df['potential (V)'].values\n",
    "\n",
    "    # Identify the index of the turning point (max potential)\n",
    "    turning_idx = np.argmax(potential)\n",
    "\n",
    "    # Split forward and backward scan\n",
    "    fwd_pot = potential[:turning_idx+1]\n",
    "    fwd_MPE = MPE[:turning_idx+1]\n",
    "    bwd_pot = potential[turning_idx:]\n",
    "    bwd_MPE = MPE[turning_idx:]\n",
    "\n",
    "    # Apply masking\n",
    "    fwd_mask = fwd_pot >= 0.145  # Keep data from 0.14 V onward\n",
    "    bwd_mask = (bwd_pot <= 0.22) & (bwd_pot >= 0.1)\n",
    "\n",
    "    # Plot masked data\n",
    "    axs[2].plot(convert_potential(fwd_pot[fwd_mask]), fwd_MPE[fwd_mask], linestyle=lines[i_sample], color='darkred', linewidth = 0.75)\n",
    "    axs[2].plot(convert_potential(bwd_pot[bwd_mask]), bwd_MPE[bwd_mask], linestyle=lines[i_sample], color='darkred', linewidth = 0.75)\n",
    "    axs[2].plot(convert_potential(fwd_pot), fwd_MPE, linestyle=lines[i_sample], color='darkred', linewidth = 0.75, alpha = 0.3)\n",
    "    axs[2].plot(convert_potential(bwd_pot), bwd_MPE, linestyle=lines[i_sample], color='darkred', linewidth = 0.75, alpha = 0.3)\n",
    "\n",
    "axs[2].set_ylabel('Mass per electron \\n ($\\mathrm{g \\ mol^{-1}}$)', fontsize=7)\n",
    "\n",
    "axs[2].tick_params(which='both', labelsize=6, direction = 'in')\n",
    "axs[2].set_ylim(bottom = -99, top = 99)\n",
    "\n",
    "\n",
    "axs[2].set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "\n",
    "\n",
    "axs[1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)'].to_numpy()\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])*1000\n",
    "    rate_clean = discard_points(rate[5:-5], 20)\n",
    "    axs[1].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[:len_anodic_wave]), rate_clean[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color='darkred')\n",
    "    axs[1].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[len_anodic_wave:]), rate_clean[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color='darkred')\n",
    "axs[1].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n",
    "for ax in axs:\n",
    "    ax.yaxis.set_label_coords(-0.3, 0.5)\n",
    "    ax.set_xlim(left = 0.95, right=1.55)\n",
    "    ax.margins(x=0.1, y=0.1)\n",
    "    ax.set_xticks([1.0, 1.2, 1.4])\n",
    "    ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "    ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "#fig.legend(bbox_to_anchor=(0.9, 0.05), ncol = 4, fontsize = 13)\n",
    "axs[0].set_ylim(bottom = -0.04, top=0.025)\n",
    "\n",
    "plt.savefig(fname=f\"result_cycle{n_cycle}_right.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eba21b97",
   "metadata": {},
   "source": [
    "## Compare Samples 2x2 Plot (As Figure 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "afbbf6f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:70: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:101: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:70: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:101: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/4038942572.py:70: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[0,1].set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/4038942572.py:101: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs[1,0].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr\n",
      "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d9c6673ce76e4be2a2af8ff5eabc16c1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=350.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "from matplotlib import cm\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "\n",
    "A = 1.17#cm2\n",
    "\n",
    "def convert_potential(E_old, pH=13, Eref_old = 0.1635): \n",
    "    E_new = E_old + Eref_old + 0.059*pH\n",
    "    return E_new\n",
    "\n",
    "\n",
    "n_cycle = 3\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = True) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "def discard_points(y: np.ndarray, trsh: int) -> np.ndarray: \n",
    "    y[np.abs(y) > trsh] = np.nan\n",
    "    return pd.Series(y).interpolate().to_numpy()\n",
    "\n",
    "\n",
    "\n",
    "labels = ['Pristine', '1 h at 1.73 V', '1 h at 1.93 V']\n",
    "lines  = ['-', '-', '-']\n",
    "\n",
    "SelectedData = AllEQCMData_indexed[AllEQCMData_indexed['cycle'].isin([n_cycle])]\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = sorted(samples, key=sample_sort_key)\n",
    "fig, axs = plt.subplots(nrows=2, ncols=2, sharex=True, figsize=[3.5,2.5], constrained_layout = True)\n",
    "axs[0,0].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "def colors(i):\n",
    "    colors = cm.YlGnBu_r((i)*90)#cm.PuRd_r((i)*90)\n",
    "    return colors\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    len_anodic_wave = len(df['df/n 3 (Hz)']) // 2\n",
    "\n",
    "    # Plot current\n",
    "    axs[0,0].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), df['current density (mAcm-2)'].iloc[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1, label=labels[i_sample])\n",
    "    axs[0,0].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), df['current density (mAcm-2)'].iloc[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "axs[0,0].set_ylabel(r'$i_{\\mathrm{geo}} \\ \\mathrm{(mA \\ cm^{-2}})$', fontsize=7)\n",
    "\n",
    "ovt_keys_f = [SelectedData.keys()[5::2][0]]\n",
    "axs[0,1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    axs[0,1].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), SauerbreyMass[:len_anodic_wave],\n",
    "                    linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "    axs[0,1].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), SauerbreyMass[len_anodic_wave:],\n",
    "                    linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "axs[0,1].set_ylabel('$\\mathrm{mass_{geo}}$ \\n ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n",
    "axs[0,1].tick_params(which='both', labelsize=6, direction = 'in')\n",
    "\n",
    "\n",
    "\n",
    "ovt_keys_g = [SelectedData.keys()[6::2][0]]\n",
    "axs[1,1].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    for i_ovt, ovt_key in enumerate(ovt_keys_g):\n",
    "        axs[1,1].plot(convert_potential(df['potential (V)'].iloc[:len_anodic_wave]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[:len_anodic_wave],\n",
    "                            linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "        axs[1,1].plot(convert_potential(df['potential (V)'].iloc[len_anodic_wave:]), (df[ovt_key] - df[ovt_key].iloc[0]).iloc[len_anodic_wave:],\n",
    "                           linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "\n",
    "axs[1,1].set_ylabel(r'$(\\Delta \\Gamma/n)_{15 \\ \\mathrm{MHz}}$ (Hz)', fontsize=7)\n",
    "axs[1,1].set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "axs[1,0].set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "\n",
    "axs[1,0].tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    print(sample)\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)'].to_numpy()\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])*1000\n",
    "    rate_clean = discard_points(rate[5:-5], 20)\n",
    "    axs[1,0].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[:len_anodic_wave]), rate_clean[:len_anodic_wave],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "    axs[1,0].plot(convert_potential(df['potential (V)'].iloc[5:-5].iloc[len_anodic_wave:]), rate_clean[len_anodic_wave:],\n",
    "                       linestyle=lines[i_sample], color=colors(i = i_sample), alpha = 1)\n",
    "axs[1,0].set_ylabel('$d/dt(\\mathrm{mass_{geo}})$ \\n ($\\mathrm{ ng \\ cm^{-2} \\ s^{-1}}$)', fontsize=7)\n",
    "axs[0,0].set_ylim(top = 0.3)\n",
    "for ax in np.ravel(axs):\n",
    "    ax.margins(x=0.1, y=0.1)\n",
    "    ax.set_xticks([1.0, 1.2, 1.4, 1.6])\n",
    "    ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "    ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "axs[0,0].legend( fontsize = 6, frameon = False, handlelength=0.75)\n",
    "plt.savefig(fname=f\"result_{n_cycle}_conditioning.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a0df705",
   "metadata": {},
   "source": [
    "## Check the MPE\n",
    "the differential MPE suffers from poles (devision by zero)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "494c7915",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n",
      "CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr\n",
      "CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/3737814250.py:52: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  axs.set_ylabel('Mass per electron ($\\mathrm{g \\ mol^{-1}}$)', fontsize = 7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/3737814250.py:31: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000 #to convert to mg cm-2\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "384f585725f34c4a8306f35d921e9c41",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=170.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import AutoMinorLocator\n",
    "\n",
    "labels = ['Pristine', '1 h at 1.73 V', '1 h at 1.93 V']\n",
    "\n",
    "def colors(i):\n",
    "    colors = cm.YlGnBu_r((i)*90)#cm.PuRd_r((i)*90)\n",
    "    return colors\n",
    "\n",
    "def sample_sort_key(s):\n",
    "    if \"initial\" in s:\n",
    "        return 0\n",
    "    elif \"at_0\" in s:\n",
    "        return 1\n",
    "    elif \"at_1\" in s or \"at_1V\" in s:\n",
    "        return 2\n",
    "    else:\n",
    "        return 3  # fallback\n",
    "\n",
    "samples = set(SelectedData.index.get_level_values('fname'))\n",
    "samples = sorted(samples, key=sample_sort_key)\n",
    "\n",
    "fig, axs = plt.subplots(figsize=[1.7,1.7])\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    print(sample)\n",
    "    df = SelectedData.loc[(sample)]\n",
    "    SauerbreyMass = CalcSauerbreyMass(df['df/n 3 (Hz)'] - df['df/n 3 (Hz)'].iloc[0])\n",
    "    time = df['time (s)']\n",
    "\n",
    "    rate = (np.roll(SauerbreyMass, -1) - SauerbreyMass) / (time[1] - time[0])/1000 #to convert to mg cm-2\n",
    "    MPE = 96485 * rate / np.abs(df['current density (mAcm-2)'])\n",
    "    potential = df['potential (V)'].values\n",
    "\n",
    "    # Identify the index of the turning point (max potential)\n",
    "    turning_idx = np.argmax(potential)\n",
    "\n",
    "    # Split forward and backward scan\n",
    "    fwd_pot = potential[:turning_idx+1]\n",
    "    fwd_MPE = MPE[:turning_idx+1]\n",
    "    bwd_pot = potential[turning_idx:]\n",
    "    bwd_MPE = MPE[turning_idx:]\n",
    "\n",
    "    # Apply masking\n",
    "    fwd_mask = fwd_pot >= 0.142  # Keep data from 0.14 V onward\n",
    "    bwd_mask = (bwd_pot <= 0.22) & (bwd_pot >= 0.1)\n",
    "\n",
    "    # Plot masked data\n",
    "    axs.plot(convert_potential(fwd_pot[fwd_mask]), fwd_MPE[fwd_mask], color = colors(i_sample), label=f\"{labels[i_sample]}\")\n",
    "    axs.plot(convert_potential(bwd_pot[bwd_mask]), bwd_MPE[bwd_mask], color = colors(i_sample))\n",
    "\n",
    "axs.set_ylabel('Mass per electron ($\\mathrm{g \\ mol^{-1}}$)', fontsize = 7)\n",
    "axs.tick_params(which='both', direction=\"in\", labelsize=6)\n",
    "for ax in np.ravel(axs):\n",
    "    ax.margins(x=0.17, y=0.17)\n",
    "axs.set_xlabel('Potential vs RHE (V)', fontsize=7)\n",
    "ax.yaxis.set_minor_locator(AutoMinorLocator(n = 2))\n",
    "ax.xaxis.set_minor_locator(AutoMinorLocator(n = 4))\n",
    "fig.legend(bbox_to_anchor=(1, 0.5), loc=\"center left\", ncol = 1, fontsize = 6, frameon = False)\n",
    "plt.savefig(fname=f\"MPE.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9440a99",
   "metadata": {},
   "source": [
    "## Check Intercycle Variations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "576a6ec0",
   "metadata": {},
   "source": [
    "### Load the Data from File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c1957ca1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat4/pristine/2025-06-16 CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial_seq1_ResPars.txt', '/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat4/after_1930mV/2025-06-17 CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHEseq1/CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_ResPars.txt', '/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat4/after_1730mV/2025-06-16 CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_ResPars.txt']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2520942921.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>f [Hz]</th>\n",
       "      <th>G [Hz]</th>\n",
       "      <th>file</th>\n",
       "      <th>n</th>\n",
       "      <th>info</th>\n",
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       "      <td>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial...</td>\n",
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       "      <td>3</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>-29.553077</td>\n",
       "      <td>-18.172791</td>\n",
       "      <td>0.520134</td>\n",
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       "      <td>3</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>24.359664</td>\n",
       "      <td>-12.873798</td>\n",
       "      <td>-0.428730</td>\n",
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       "      <td>1716.476479</td>\n",
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       "      <td>5</td>\n",
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       "      <td>1655.814201</td>\n",
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       "      <td>5</td>\n",
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       "      <td>5</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>21.147385</td>\n",
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       "      <td>3.494213e+07</td>\n",
       "      <td>1975.610788</td>\n",
       "      <td>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial...</td>\n",
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       "      <td>7</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>-33.127079</td>\n",
       "      <td>-9.830440</td>\n",
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       "      <td>3.494228e+07</td>\n",
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       "      <td>7</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
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       "      <td>-0.391884</td>\n",
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       "      <td>2245.248875</td>\n",
       "      <td>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial...</td>\n",
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       "      <td>CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_C...</td>\n",
       "      <td>9</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>-36.948140</td>\n",
       "      <td>-5.874955</td>\n",
       "      <td>0.650287</td>\n",
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       "      <th>4</th>\n",
       "      <td>4.492366e+07</td>\n",
       "      <td>2203.641649</td>\n",
       "      <td>CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_C...</td>\n",
       "      <td>9</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>19.992892</td>\n",
       "      <td>-4.623025</td>\n",
       "      <td>-0.351875</td>\n",
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       "\n",
       "                                                file  n           info  \\\n",
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       "0  CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_C...  1  1 h at 1.93 V   \n",
       "1  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial...  3       Pristine   \n",
       "1  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_C...  3  1 h at 1.73 V   \n",
       "1  CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_C...  3  1 h at 1.93 V   \n",
       "2  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial...  5       Pristine   \n",
       "2  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_C...  5  1 h at 1.73 V   \n",
       "2  CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_C...  5  1 h at 1.93 V   \n",
       "3  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial...  7       Pristine   \n",
       "3  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_C...  7  1 h at 1.73 V   \n",
       "3  CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_C...  7  1 h at 1.93 V   \n",
       "4  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_initial...  9       Pristine   \n",
       "4  CL20250616_003_#18_Co3O4Nps_CV_5mVpers_after_C...  9  1 h at 1.73 V   \n",
       "4  CL20250617_001_#18_Co3O4Nps_CV_5mVpers_after_C...  9  1 h at 1.93 V   \n",
       "\n",
       "   Df by n [Hz]  DG by n [Hz]  mass [ugcm-2]  \n",
       "0      0.000000      0.000000      -0.000000  \n",
       "0      0.000000      0.000000      -0.000000  \n",
       "0      0.000000      0.000000      -0.000000  \n",
       "1      0.000000      0.000000      -0.000000  \n",
       "1    -29.553077    -18.172791       0.520134  \n",
       "1     24.359664    -12.873798      -0.428730  \n",
       "2      0.000000      0.000000      -0.000000  \n",
       "2    -32.870439    -12.132456       0.578520  \n",
       "2     21.147385     -6.898070      -0.372194  \n",
       "3      0.000000      0.000000      -0.000000  \n",
       "3    -33.127079     -9.830440       0.583037  \n",
       "3     22.266120     -5.767782      -0.391884  \n",
       "4      0.000000      0.000000      -0.000000  \n",
       "4    -36.948140     -5.874955       0.650287  \n",
       "4     19.992892     -4.623025      -0.351875  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os \n",
    "import pandas as pd\n",
    "\n",
    "def CalcSauerbreyMass(df_by_n: np.ndarray, Filter: bool = False) -> np.ndarray: \n",
    "    Zq = 8.8e6\n",
    "    f0 = 5e6\n",
    "    MassDensity = -df_by_n * Zq / (2*f0**2) * 1e5  # conversion of kg/m2 in ug/cm2\n",
    "    return gaussian_filter1d(MassDensity, 150, axis=0) if Filter else MassDensity\n",
    "\n",
    "\n",
    "\n",
    "InterCycleData = pd.DataFrame()\n",
    "InterCycleFiles = []\n",
    "root = os.getcwd()\n",
    "if __name__ == \"__main__\":\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for file in filenames:\n",
    "            if file.endswith('ResPars.txt'):#eqcm\n",
    "                InterCycleFiles.append(os.path.join(dirpath, file))\n",
    "print(InterCycleFiles)\n",
    "f0 = 5e6\n",
    "for InterCycleFile in InterCycleFiles: \n",
    "    data = pd.read_csv(InterCycleFile, sep = '\\t')\n",
    "    data['file'] = os.path.basename(InterCycleFile)\n",
    "    data['n'] = (data['f [Hz]']/f0).astype(int) + 1\n",
    "    data['info'] = data['file'].map(\n",
    "    lambda idx: (\n",
    "        'Pristine' if 'ini' in idx else\n",
    "        '1 h at 1.73 V' if '0p8' in idx else\n",
    "        '1 h at 1.93 V' if 'at_1' in idx else\n",
    "        'unknown'\n",
    "    )\n",
    ")\n",
    "    InterCycleData = pd.concat([InterCycleData, data])\n",
    "\n",
    "InterCycleData.drop_duplicates(inplace = True)\n",
    "\n",
    "ovts = list(set(InterCycleData['n']))\n",
    "InterCycleChange = pd.DataFrame()\n",
    "for ovt in ovts:\n",
    "    InterCycleDataOvt = InterCycleData[InterCycleData['n'] == ovt]\n",
    "    InterCycleDataOvt['Df by n [Hz]'] = (InterCycleDataOvt['f [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['f [Hz]'])/ovt\n",
    "    InterCycleDataOvt['DG by n [Hz]'] = (InterCycleDataOvt['G [Hz]'] - InterCycleDataOvt[InterCycleDataOvt['info'] == 'Pristine']['G [Hz]'])/ovt\n",
    "    InterCycleChange = pd.concat([InterCycleChange, InterCycleDataOvt])\n",
    "\n",
    "InterCycleChange['mass [ugcm-2]'] =  CalcSauerbreyMass(InterCycleChange['Df by n [Hz]'])\n",
    "custom_order = ['Pristine', '1 h at 1.73 V', '1 h at 1.93 V']  # define your order\n",
    "InterCycleChange['info'] = pd.Categorical(InterCycleChange['info'], categories=custom_order, ordered=True)\n",
    "InterCycleChange = InterCycleChange.sort_values(by=['n', 'info'])  # optional: also sort by 'n'\n",
    "InterCycleChange\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d98d9890",
   "metadata": {},
   "source": [
    "### Make a Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75653b40",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:47: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:48: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:47: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:48: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2446381127.py:47: SyntaxWarning: invalid escape sequence '\\D'\n",
      "  axs.set_ylabel('$\\Delta f/n, \\Delta \\Gamma /n$ (Hz)', fontsize=7)\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1324/2446381127.py:48: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  sec_axs.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d5fbd8f2d7b946118d2d118f42f4a7f9",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=170.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.cm as cm\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "def colors(i, colorlist=cm.gray, increment=50):\n",
    "    return colorlist(i * increment)\n",
    "\n",
    "fig, axs = plt.subplots(nrows=1, ncols=1, figsize=(1.7, 1.7))\n",
    "ovts = set(InterCycleChange['n'])\n",
    "axs.tick_params(which='both', direction='in', bottom=True, left=True, labelsize=6)\n",
    "sec_axs = axs.twinx()\n",
    "\n",
    "for iovt, ovt in enumerate(ovts):\n",
    "    InterCycleChangeOvt = InterCycleChange[InterCycleChange['n'] == ovt]\n",
    "    \n",
    "    # Plot Df/n if non-zero\n",
    "    if (InterCycleChangeOvt['Df by n [Hz]'] != 0).any():\n",
    "        axs.plot(\n",
    "            InterCycleChangeOvt['info'],\n",
    "            InterCycleChangeOvt['Df by n [Hz]'],\n",
    "            color=colors(iovt),\n",
    "            linestyle='-', \n",
    "            label = f'{ovt*5} MHz' \n",
    "        )\n",
    "    \n",
    "    # Plot DG/n if non-zero\n",
    "    if (InterCycleChangeOvt['DG by n [Hz]'] != 0).any():\n",
    "        axs.plot(\n",
    "            InterCycleChangeOvt['info'],\n",
    "            InterCycleChangeOvt['DG by n [Hz]'],\n",
    "            color=colors(iovt),\n",
    "            linestyle='--'\n",
    "        )\n",
    "    \n",
    "    # Plot mass only if ovt == 3 and values are non-zero\n",
    "    if ovt == 3 and (InterCycleChangeOvt['mass [ugcm-2]'] != 0).any():\n",
    "        sec_axs.plot(\n",
    "            InterCycleChangeOvt['info'],\n",
    "            InterCycleChangeOvt['mass [ugcm-2]'],\n",
    "            color='darkred',\n",
    "            linestyle='-'\n",
    "        )\n",
    "\n",
    "# Labels and axis formatting\n",
    "axs.set_ylabel('$\\Delta f/n, \\Delta \\Gamma /n$ (Hz)', fontsize=7)\n",
    "sec_axs.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n",
    "sec_axs.spines['right'].set_color('darkred')\n",
    "sec_axs.yaxis.label.set_color('darkred')\n",
    "sec_axs.tick_params(which='both', labelsize=7, labelright=True, colors='darkred', direction='in')\n",
    "axs.yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "sec_axs.yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "axs.tick_params(axis='x', labelrotation=45)\n",
    "for label in axs.get_xticklabels():\n",
    "    label.set_horizontalalignment('right')\n",
    "fig.legend(frameon = False, loc='center left', bbox_to_anchor=(1.2, 0.5), fontsize = 6)\n",
    "plt.savefig(fname=f\"4Intercycle_Variations.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0738c2da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1, 3, 5, 7, 9}"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ovts"
   ]
  }
 ],
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