{
 "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": 35,
   "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>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.099890</td>\n",
       "      <td>-0.314508</td>\n",
       "      <td>-0.268811</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.11000</td>\n",
       "      <td>0.100587</td>\n",
       "      <td>-0.109893</td>\n",
       "      <td>-0.093926</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.32990</td>\n",
       "      <td>0.101695</td>\n",
       "      <td>-0.034591</td>\n",
       "      <td>-0.029565</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.54970</td>\n",
       "      <td>0.102800</td>\n",
       "      <td>-0.019148</td>\n",
       "      <td>-0.016366</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>0.74960</td>\n",
       "      <td>0.103802</td>\n",
       "      <td>-0.013225</td>\n",
       "      <td>-0.011304</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>CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>779.63358</td>\n",
       "      <td>0.102551</td>\n",
       "      <td>-0.002777</td>\n",
       "      <td>-0.002373</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>779.83348</td>\n",
       "      <td>0.101558</td>\n",
       "      <td>-0.002703</td>\n",
       "      <td>-0.002310</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.03338</td>\n",
       "      <td>0.100538</td>\n",
       "      <td>-0.002640</td>\n",
       "      <td>-0.002256</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.17338</td>\n",
       "      <td>0.099841</td>\n",
       "      <td>-0.002586</td>\n",
       "      <td>-0.002210</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>780.21178</td>\n",
       "      <td>0.099642</td>\n",
       "      <td>-0.002647</td>\n",
       "      <td>-0.002262</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11726 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       time/s     Ewe/V  \\\n",
       "fname                                                                     \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    0.00000  0.099890   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    0.11000  0.100587   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    0.32990  0.101695   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    0.54970  0.102800   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    0.74960  0.103802   \n",
       "...                                                       ...       ...   \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...  779.63358  0.102551   \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...  779.83348  0.101558   \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...  780.03338  0.100538   \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...  780.17338  0.099841   \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...  780.21178  0.099642   \n",
       "\n",
       "                                                      <I>/mA  i/mAcm-2  cycle  \n",
       "fname                                                                          \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.314508 -0.268811    1.0  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.109893 -0.093926    1.0  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.034591 -0.029565    1.0  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.019148 -0.016366    1.0  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.013225 -0.011304    1.0  \n",
       "...                                                      ...       ...    ...  \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.002777 -0.002373    3.0  \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.002703 -0.002310    3.0  \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.002640 -0.002256    3.0  \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.002586 -0.002210    3.0  \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_... -0.002647 -0.002262    3.0  \n",
       "\n",
       "[11726 rows x 5 columns]"
      ]
     },
     "execution_count": 35,
     "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",
    "A = 1.17#cm2\n",
    "\n",
    "def load_data(file) -> tuple[np.ndarray[float], np.ndarray[float]]:\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__('4_06_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('AllCVData_indexed.parquet')\n",
    "AllCVData_indexed\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b4badce",
   "metadata": {},
   "source": [
    "### Make an Interactive Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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_1250/4042428283.py:57: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax.set_ylabel('$\\mathrm{current \\ density_{geo} \\ (mA \\ cm^{-2})}$', fontsize = 12)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ce25bfbfc0954ed29d9310d174342fc5",
       "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=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('$\\mathrm{current \\ density_{geo} \\ (mA \\ cm^{-2})}$', 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)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59055ec3",
   "metadata": {},
   "source": [
    "## Make Differential Tafel Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "63d55f4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d75d545620204a548b1dcb3210509a3d",
       "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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f306dPo168f5s+fj3/961945plncOnSJcX26upqxMfH6z0wQgghxNQpJsUZ4wx96dKleP3113H//n2UlpZizJgxCA4Oxrlz5/QeDCGEEGIuxPUylD1sWMfFEN+hWz3ZkJ2djaSkJLDZbNjZ2eGLL75At27dMHr0aBw6dAjdunXTe1CEEEKIqWtcw13AZaNjB57ej6f2O/S6ujql1x9++CGWLl2K0NBQHD9+vNUHS0pKgre3NwQCAQIDA3Hq1CmNfS9duoSIiAh4e3uDxWIhMTFRpc/KlSvBYrGUHn369FHJZf78+ejYsSNsbW0RERGB0tLSVudACCGEtETjcLuHozVYLJbej6dS0Pv376+2aC9evBhxcXGYMmVKqw60e/duxMbGYsWKFTh79iwGDRqEsLAwlJWVqe0vEong6+uLNWvWwM3NTeN+n3nmGRQXFysef/31l9L2RYsW4eeff8aePXvw+++/486dO5gwYUKrciCEEEJaypAT4gA1BX3GjBk4duyY2s4ffPAB4uPjWzXsvnHjRsyZMwdRUVHo168fkpOTYWNjg5SUFLX9hw4dinXr1mHy5Mng8/ka92tlZQU3NzfFw8XFRbHtwYMH2Lp1KzZu3IgXX3wR/v7+SE1NxfHjx3HixAmtcyCEEEJayugF/c0338R3332n8Q1LlixBQUGBVgeRSCTIzs5GSEjI4wOz2QgJCWnxYjaaXL9+HR4eHvD19cW0adNQVFSk2JadnQ2pVKp03D59+qBbt25tPi4hhBDSHEMu+wqomRSnzpo1azBv3jw4Ojq26iAVFRWQyWRwdXVVand1dcWVK1datU8ACAwMxLZt29C7d28UFxcjPj4eI0aMwMWLF2FnZ4eSkhLweDyVuF1dXVFSUqJ2n2KxWOnuclVVVQAAqVQKqVTa6lgb39uWfZgSS8qXcjVflpQv5ap7t++LAABu9jydH0vd/lpU0P/zn/9g4sSJrS7o+jJu3DjF84EDByIwMBBeXl74/vvvER0d3ap9JiQkqL3O/vDhw7CxsWl1rI0yMjLavA9TYkn5Uq7my5LypVx159odDgAWii7n4OCdHJ3uWyQSqbS1qKAzDNOmA7u4uIDD4ajMLi8tLW12wpu2HB0d0atXL9y4cQMA4ObmBolEgsrKSqUPI80dNy4uDrGxsYrXVVVV8PT0RGhoKOzt7Vsdm1QqRUZGBsaMGQMul9vq/ZgKS8qXcjVflpQv5apbcjmDxaeOAGAwYewonS/92jh63FSLCnpb8Xg8+Pv7QygUIjw8HAAgl8shFAoRExOjs+NUV1cjPz8fb7zxBgDA398fXC4XQqEQERERAICrV6+iqKgIQUFBavfB5/PVTsLjcrk6+cPraj+mwpLypVzNlyXlS7nqRtnDOkhlDNgsoGtHW3A5ur11irq4W1TQ8/Ly4OHh0aaDx8bGYubMmQgICMCwYcOQmJiImpoaREVFAWiYXd+lSxckJCQAaJhIl5eXp3h++/Zt5OTkwNbWFj169ADQcCndK6+8Ai8vL9y5cwcrVqwAh8NRXFrn4OCA6OhoxMbGwtnZGfb29liwYAGCgoLw7LPPtikfQgghRJPGCXGu9gKdF3NNWlTQnZycUFNTo9Sm7fDzpEmTUF5ejuXLl6OkpAR+fn5IT09XTJQrKipSugf7nTt3MHjwYMXr9evXY/369QgODkZmZiYA4NatW5gyZQru3r2LTp064fnnn8eJEyfQqVMnxfs2bdoENpuNiIgIiMVihIWF4YsvvtAqdkIIIUQbhr5kDWimoBcUFCAmJgaZmZlKK8cxDAMWiwWZTKb1wWJiYjQOsTcW6Ube3t5P/e4+LS3tqccUCARISkpCUlJSi+MkhBBC2sKQN2VppLGgT58+HQzDICUlBa6urgZZto4QQggxB3cqHy/7aigaC/r58+eRnZ2N3r17GywYQgghxBwYY8hd4zf1Q4cOxT///GOwQAghhBBzcas9Dbl//fXXmDdvHm7fvo3+/furTJEfOHCg3oMjhBBCTFHjkHvX9jDkXl5ejvz8fMVlZQDAYrHaNCmOEEIIMXcP66SoqqsH0E6+Q589ezYGDx6MXbt20aQ4QgghpIWK7jUsy+rcgYcOfIOs3wagmYJ+8+ZNHDhwQLGICyGEEEKe7p9HBb2bc9vv/6ENjZPiXnzxRZw/f96QsRBCCCEmr8hIBV3jGforr7yCRYsW4cKFCxgwYIDKpLhXX31V78ERQgghpqbdFfR58+YBAFatWqWyjSbFEUIIIeoV3WuY4d5uCrpcLjdkHIQQQohZKLrbcO8Tz/byHTohhBBCtCOTM4pFZbw6tpOC/s4772Dz5s0q7Z9//jkWLlyoz5gIIYQQk1T8oBb1cgY8Dhuu9gKDHltjQf/hhx/w3HPPqbQPHz4ce/fu1WtQhBBCiClqnBDX1ckaHLZh12/RWNDv3r0LBwcHlXZ7e3tUVFToNShCCCHEFDVeg27o78+BZgp6jx49kJ6ertL+f//3f/D19dVrUIQQQogpunnXOJesAc3Mco+NjUVMTAzKy8vx4osvAgCEQiE2bNiAxMREQ8VHCCGEmIzGIXdDT4gDnrKWu1gsxr///W+sXr0aAODt7Y0tW7ZgxowZBguQEEIIMRXGHHJvdtX4t99+G2+//TbKy8thbW0NW1tbAMC9e/fg7OxskAAJIYQQU1FoxCH3Fl2H3qlTJ9ja2uLw4cOYOHEiunTp0qqDJSUlwdvbGwKBAIGBgTh16pTGvpcuXUJERAS8vb3BYrHUDvMnJCRg6NChsLOzQ+fOnREeHo6rV68q9Rk5ciRYLJbSo3EVPEIIIURX7tdI8KBWCgDw7tjB4Md/akG/efMmVqxYAW9vb0RGRoLNZuPbb7/V+kC7d+9GbGwsVqxYgbNnz2LQoEEICwtDWVmZ2v4ikQi+vr5Ys2YN3Nzc1Pb5/fffMX/+fJw4cQIZGRmQSqUIDQ1FTU2NUr85c+aguLhY8Vi7dq3W8RNCCCHNKXi0QpybvQDWPI7Bj692yF0ikWDfvn34+uuvcezYMYSEhODWrVs4d+4cBgwY0KoDbdy4EXPmzEFUVBQAIDk5Gb/++itSUlLw4YcfqvQfOnQohg4dCgBqtwNQmYW/bds2dO7cGdnZ2XjhhRcU7TY2Nho/FBBCCCG6UFjRUNB9XAx/dg6oKegLFizArl270LNnT0yfPh27d+9Gx44dweVyweG07hOHRCJBdnY24uLiFG1sNhshISHIyspqffRPePDgAQCofL+/Y8cObN++HW5ubnjllVewbNky2Nio/35DLBZDLBYrXldVVQEApFIppFJpq2NrfG9b9mFKLClfytV8WVK+lGvb5Zc9BAB0c7bW++9R3f5VCvqWLVuwZMkSfPjhh7Czs9PJgSsqKiCTyeDq6qrU7urqiitXrujkGHK5HAsXLsRzzz2H/v37K9qnTp0KLy8veHh4IDc3F0uWLMHVq1exb98+tftJSEhAfHy8Svvhw4c1fgjQRkZGRpv3YUosKV/K1XxZUr6Ua+tlXWMDYKOu/CYOHizU6b6fJBKJVNpUCvp3332HlJQUuLu746WXXsIbb7yBcePG6TUwXZg/fz4uXryIv/76S6l97ty5iucDBgyAu7s7Ro8ejfz8fHTv3l1lP3FxcYiNjVW8rqqqgqenJ0JDQ2Fvb9/q+KRSKTIyMjBmzBiVe8ubI0vKl3I1X5aUL+Xadl/ezALwEGOf80dI38462686jaPHTakU9ClTpmDKlCkoKCjAtm3bMH/+fIhEIsjlcuTl5aFfv35aH9jFxQUcDgelpaVK7aWlpTr5bjsmJga//PIL/vjjD3Tt2rXZvoGBgQCAGzduqC3ofD4ffD5fpZ3L5erkD6+r/ZgKS8qXcjVflpQv5do6DMPg5t2Gu6z1cLXX++9Q3f41znL38fFBfHw8CgsLsX37dkRERGD69Ono2rUr3nnnHa0OzOPx4O/vD6FQqGiTy+UQCoUICgrSal9NMQyDmJgY/Pjjj/jtt9/g4+Pz1Pfk5OQAANzd3Vt9XEIIIaSpimoJqsX1YLGMs6gM8JSFZQCAxWIhLCwMYWFhuHfvHr799lukpqZqfaDY2FjMnDkTAQEBGDZsGBITE1FTU6OY9T5jxgx06dIFCQkJABom0uXl5Sme3759Gzk5ObC1tUWPHj0ANAyz79y5Ez/99BPs7OxQUlICAHBwcIC1tTXy8/Oxc+dOjB8/Hh07dkRubi4WLVqEF154AQMHDtQ6B0IIIUSdwkeXrHk4WEPANfwla0ALCnpTzs7OWLhwYavuhz5p0iSUl5dj+fLlKCkpgZ+fH9LT0xUT5YqKisBmPx4wuHPnDgYPHqx4vX79eqxfvx7BwcHIzMwE0DCBD2hYPKap1NRUzJo1CzweD0eOHFF8ePD09ERERAQ+/vhjreMnhBBCNCl4dMmabyfjXLIGNFPQGYbB3r17cfToUZSVlUEulyu2sVgs/PDDD1ofLCYmBjExMWq3NRbpRt7e3mAYptn9PW27p6cnfv/9d61iJIQQQrTVeA26MVaIa6SxoC9cuBD/+9//MGrUKLi6uoLFMuyN2gkhhBBT0XiG7m2kRWWAZgr6d999h3379mH8+PGGjIcQQggxOQWKVeKMMyEOaGaWu4ODA3x9fQ0ZCyGEEGJyGi5Za1joxZhD7hoL+sqVKxEfH4/a2lpDxkMIIYSYlNIqMWqlMnDYLKNdsgY0M+Q+ceJE7Nq1C507d4a3t7fKRexnz57Ve3CEEEJIe/d3RTUAoKuTNbicFt2VXC80FvSZM2ciOzsb06dPp0lxhBBCiAb5ZQ0FvUcnW6PGobGg//rrrzh06BCef/55Q8ZDCCGEmJQbjQW9s3ELusaxAU9PzzbdjIQQQgixBDfK23lB37BhAz744AMUFhYaMBxCCCHEtFwvbR8FXeOQ+/Tp0yESidC9e3fY2NioTIq7d++e3oMjhBBC2rMHtVKUPRQDALq314KemJhowDAIIYQQ09P4/bmbvQD2AuPedrbZWe6EEEII0Sy/nUyIA574Dr2mpkarN2vbnxBCCDEn7WVCHPBEQe/RowfWrFmD4uJijW9gGAYZGRkYN24cNm/erPcACSGEkPbqeulDAO2joCsNuWdmZmLp0qVYuXIlBg0ahICAAHh4eEAgEOD+/fvIy8tDVlYWrKysEBcXh7feestYcRNCCCFG157O0JUKeu/evfHDDz+gqKgIe/bswZ9//onjx4+jtrYWLi4uGDx4ML766iuMGzcOHA7HWDETQgghRlcrkeHW/Yb7nfRsbwW9Ubdu3fDee+/hvffeM3Q8hBBCiEnIL68GwwBONlx0tOUbOxzNC8sQQgghRLP8djTcDhi4oCclJcHb2xsCgQCBgYE4deqUxr6XLl1CREQEvL29wWKxNF4X/7R91tXVYf78+ejYsSNsbW0RERGB0tJSXaZFCCHEAj1eIc7OyJE0MFhB3717N2JjY7FixQqcPXsWgwYNQlhYGMrKytT2F4lE8PX1xZo1a+Dm5tbqfS5atAg///wz9uzZg99//x137tzBhAkT9JIjIYQQy3GtHc1wBwxY0Ddu3Ig5c+YgKioK/fr1Q3JyMmxsbJCSkqK2/9ChQ7Fu3TpMnjwZfL767yaets8HDx5g69at2LhxI1588UX4+/sjNTUVx48fx4kTJ/SWKyGEEPN39VFB7+PWPs7QNa4Up0sSiQTZ2dmIi4tTtLHZbISEhCArK0tv+8zOzoZUKkVISIiiT58+fdCtWzdkZWXh2WefVdmvWCyGWCxWvK6qqgIASKVSSKXSVsXa+P6mP82dJeVLuZovS8qXctVOjbgeRfdEAIDuLtYG/72pO57Ggu7t7Y3Zs2dj1qxZ6NatW5sOXFFRAZlMBldXV6V2V1dXXLlyRW/7LCkpAY/Hg6Ojo0qfkpIStftNSEhAfHy8Svvhw4dhY2PTqlibysjIaPM+TIkl5Uu5mi9LypdybZnChwDDWMGOy+Dk70d0GFXLiEQilTaNBX3hwoXYtm0bVq1ahVGjRiE6Ohqvv/66xuFvcxEXF4fY2FjF66qqKnh6eiI0NLRN94eXSqXIyMjAmDFjVO5cZ44sKV/K1XxZUr6Uq3a+P3MLuJiHAd06Yvz4AB1H+HSNo8dNNVvQFy5ciLNnz2Lbtm1YsGAB/t//+3+YOnUqZs+ejSFDhrT4wC4uLuBwOCqzy0tLSzVOeNPFPt3c3CCRSFBZWal0lt7ccfl8vtoPLVwuVyf/yHW1H1NhSflSrubLkvKlXFvmennDGXI/dwej/L7UHfOpk+KGDBmCzZs3486dO1ixYgW+/vprDB06FH5+fkhJSQHDME89MI/Hg7+/P4RCoaJNLpdDKBQiKChIyzRavk9/f39wuVylPlevXkVRUVGrj0sIIYRcKWk4Q+7dTibEAS2YFCeVSvHjjz8iNTUVGRkZePbZZxEdHY1bt25h6dKlOHLkCHbu3PnUA8XGxmLmzJkICAjAsGHDkJiYiJqaGkRFRQEAZsyYgS5duiAhIQFAw6S3vLw8xfPbt28jJycHtra26NGjR4v26eDggOjoaMTGxsLZ2Rn29vZYsGABgoKC1E6II4QQQp6GYRhcLWmY4d7XvfVfxeqaxoJ+9uxZpKamYteuXWCz2ZgxYwY2bdqEPn36KPq8/vrrGDp0aIsONGnSJJSXl2P58uUoKSmBn58f0tPTFZPaioqKwGY/HjC4c+cOBg8erHi9fv16rF+/HsHBwcjMzGzRPgFg06ZNYLPZiIiIgFgsRlhYGL744ouW/XYIIYSQJ5Q9FOO+SAo2q/1cgw40U9CHDh2KMWPGYMuWLQgPD1c7Xu/j44PJkye3+GAxMTGIiYlRu62xSDfy9vZu0XB+c/sEAIFAgKSkJCQlJbU4TkIIIUSTK4/Ozr1dOkDAbT83KtNY0P/++294eXk1++YOHTogNTVV50ERQggh7dWV4obvz/u6tZ/hdqCZSXGjRo3C3bt3VdorKyvh6+ur16AIIYSQ9qrx+/P2NCEOaKagFxYWQiaTqbSLxWLcvn1br0ERQggh7dWVdlrQVYbcDxw4oHh+6NAhODg4KF7LZDIIhUJ4e3sbJDhCCCGkPZHK5LhR1nCXtfY25K5S0MPDwwEALBYLM2fOVNrG5XLh7e2NDRs2GCQ4QgghpD25XloNiUwOO74VujpZGzscJSoFXS6XA2iYwX769Gm4uLgYPChCCCGkPbpwuxIA8EwXe7DZLOMG8wSNs9wLCgoMGQchhBDS7l24/QAAMKCLw1N6Gp5SQd+8eTPmzp0LgUCAzZs3N/vGd955R6+BEUIIIe3NhdsNl6wN6Opo3EDUUCromzZtwrRp0yAQCLBp0yaNb2KxWFTQCSGEWBSpTI7Lj65Bb/dn6E2H2WnInRBCCHnsWulDSOobJsR5OdsYOxwVT73bWiOZTIacnBzcv39fn/EQQggh7dLFR9+f9+/i0O4mxAHNFPSFCxdi69atABqK+QsvvIAhQ4bA09NTZd11QgghxNwpJsR1bX/D7UAzBX3v3r0YNGgQAODnn39GYWEhrly5gkWLFuGjjz4yWICEEEJIe9A4Ia5/O/z+HGimoFdUVMDNzQ0AcPDgQURGRqJXr16YPXs2Lly4YLAACSGEEGNrOiFuoKkVdFdXV+Tl5UEmkyE9PR1jxowBAIhEInA47ed2cYQQQoi+KSbECazg1bH9TYgDmllYJioqChMnToS7uztYLBZCQkIAACdPnkSfPn0MFiAhhBBibBduPZoQ5+EAFqv9TYgDminoK1euRP/+/fHPP/8gMjISfD4fAMDhcPDhhx8aLEBCCCHE2HL+qQQA+HVzNGoczdFY0AHgX//6l0rbkzdsIYQQQszduaJKAMBgT0ejxtGcZq9DFwqFWLp0Kd58803Mnj1b6dEaSUlJ8Pb2hkAgQGBgIE6dOtVs/z179qBPnz4QCAQYMGAADh48qLSdxWKpfaxbt07Rx9vbW2X7mjVrWhU/IYQQy1NVJ8W1soZ7oA/u5mTkaDTTWNDj4+MRGhoKoVCIiooK3L9/X+mhrd27dyM2NhYrVqzA2bNnMWjQIISFhaGsrExt/+PHj2PKlCmIjo7GuXPnEB4ejvDwcFy8eFHRp7i4WOmRkpICFouFiIgIpX2tWrVKqd+CBQu0jp8QQohlyv3nARgG8HS2Ric7vrHD0UjjkHtycjK2bduGN954QycH2rhxI+bMmYOoqCjF/n/99VekpKSo/U7+008/xdixY/H+++8DAFavXo2MjAx8/vnnSE5OBgDFZXWNfvrpJ4waNQq+vr5K7XZ2dip9CSGEkJY4V9RwEjvYs/2enQPNnKFLJBIMHz5cJweRSCTIzs5WzJQHADabjZCQEGRlZal9T1ZWllJ/AAgLC9PYv7S0FL/++iuio6NVtq1ZswYdO3bE4MGDsW7dOtTX17chG0IIIZbk3KMJcYPb8YQ4oJkz9DfffBM7d+7EsmXL2nyQiooKyGQyuLq6KrW7urriypUrat9TUlKitn9JSYna/t988w3s7OwwYcIEpfZ33nkHQ4YMgbOzM44fP464uDgUFxdj48aNavcjFoshFosVr6uqGhYSkEqlkEqlzSfajMb3tmUfpsSS8qVczZcl5Uu5qscwjOIMfaCHXbv5/aiLQ2NBr6urw5dffokjR45g4MCB4HK5Sts1FURjSUlJUdz6tanY2FjF84EDB4LH4+Gtt95CQkKC4lK8phISEhAfH6/SfvjwYdjYtH0xgYyMjDbvw5RYUr6Uq/mypHwpV2VltcB9kRWsWAwKc47hVq4BAmsBkUik0qaxoOfm5sLPzw8AlCaiAdD6onoXFxdwOByUlpYqtZeWlmr8btvNza3F/f/8809cvXoVu3fvfmosgYGBqK+vR2FhIXr37q2yPS4uTulDQFVVFTw9PREaGgp7e/un7l8TqVSKjIwMjBkzRuXDkTmypHwpV/NlSflSrurtyb4N5FyCXzcnvPryMANF+HSNo8dNaSzoR48e1dmBeTwe/P39IRQKER4eDgCQy+UQCoWIiYlR+56goCAIhUIsXLhQ0ZaRkYGgoCCVvlu3boW/v7/iZjLNycnJAZvNRufOndVu5/P5as/cuVyuTv6R62o/psKS8qVczZcl5Uu5Kssualgh7llfl3b1e1EXS7MLywDAjRs3kJ+fjxdeeAHW1tZgGKZVy97FxsZi5syZCAgIwLBhw5CYmIiamhrFrPcZM2agS5cuSEhIAAC8++67CA4OxoYNG/DSSy8hLS0NZ86cwZdffqm036qqKuzZswcbNmxQOWZWVhZOnjyJUaNGwc7ODllZWVi0aBGmT58OJ6f2PVuREEKI8Z0qvAsAGObjbORInk5jQb979y4mTpyIo0ePgsVi4fr16/D19UV0dDScnJzUFtDmTJo0CeXl5Vi+fDlKSkrg5+eH9PR0xcS3oqIisNmPJ90PHz4cO3fuxMcff4ylS5eiZ8+e2L9/P/r376+037S0NDAMgylTpqgck8/nIy0tDStXroRYLIaPjw8WLVqkNKROCCGEqHOnshb/3KsFh83CEK/2fxKosaAvWrQIXC4XRUVF6Nu3r6J90qRJiI2N1bqgA0BMTIzGIfbMzEyVtsjISERGRja7z7lz52Lu3Llqtw0ZMgQnTpzQOk5CCCHkdOE9AEB/D3vY8p86oG10GiM8fPgwDh06hK5duyq19+zZEzdv3tR7YIQQQogxnSxoKOimMNwONLOwTE1NjdrLtO7du6d20hghhBBiTk7+3fj9eUcjR9IyGgv6iBEj8O233ypes1gsyOVyrF27FqNGjTJIcIQQQogxlFbVIb+8BiwWMNS7/X9/DjQz5L527VqMHj0aZ86cgUQiwQcffIBLly7h3r17OHbsmCFjJIQQQgzqr+sVAIABXRzgaMMzcjQto/EMvX///rh27Rqef/55vPbaa6ipqcGECRNw7tw5dO/e3ZAxEkIIIQb1142Ggv58DxcjR9JyzU7bc3BwwEcffWSoWAghhBCjYxjG9At6bm7LF6kdOHCgzoMhhBBCjO1aaTXKH4oh4LLhbyLfnwNPFHQ/Pz+wWCyV1eAYhgGgvIa7TCYzUIiEEEKI4fx5vRxAw+x2vhXHyNG0nNJ36AUFBfj7779RUFCAH374AT4+Pvjiiy+Qk5ODnJwcfPHFF+jevTt++OEHY8VLCCGE6FXjcPsIExpuB544Q/fy8lI8j4yMxObNmzF+/HhF28CBA+Hp6Ylly5YpbrJCCCGEmAtJvRwn/25YUOY5EyvoGme5X7hwAT4+PirtPj4+yMvL02tQhBBCiDGcLbqPWqkMLrY89HGzM3Y4WtFY0Pv27YuEhARIJBJFm0QiQUJCgtLa7oQQQoi5+O1KGQBgRM9OYLO1v7OoMWm8bC05ORmvvPIKunbtqpjRnpubCxaLhZ9//tlgARJCCCGGcuRyKQBgdN/ORo5EexoL+rBhw/D3339jx44duHLlCoCGO61NnToVHTp0MFiAhBBCiCH8XV6Nv8trwOWw8EKvTsYOR2vNLizToUMHjbcmJYQQQsyJ8HLDcHugT0fYC7hGjkZ7Gr9DJ4QQQiyJKQ+3A1TQCSGEEFSKJDhz8z4AIKSvq5GjaR0q6IQQQixe5tVyyOQMervawdPZxtjhtIpBC3pSUhK8vb0hEAgQGBiIU6dONdt/z5496NOnDwQCAQYMGICDBw8qbZ81axZYLJbSY+zYsUp97t27h2nTpsHe3h6Ojo6Ijo5GdXW1znMjhBBiujJMfLgdaKag+/r64u7duyrtlZWV8PX11fpAu3fvRmxsLFasWIGzZ89i0KBBCAsLQ1lZmdr+x48fx5QpUxAdHY1z584hPDwc4eHhuHjxolK/sWPHori4WPHYtWuX0vZp06bh0qVLyMjIwC+//II//viDJvoRQghREEnq8dujCXGhz7gZOZrW01jQCwsL1d6ARSwW4/bt21ofaOPGjZgzZw6ioqLQr18/JCcnw8bGBikpKWr7f/rppxg7dizef/999O3bF6tXr8aQIUPw+eefK/Xj8/lwc3NTPJycHt8Z5/Lly0hPT8fXX3+NwMBAPP/88/jss8+QlpaGO3fuaJ0DIYQQ83P0SjlqpTJ4OltjUFcHY4fTaiqXrR04cEDx/NChQ3BweJycTCaDUCiEt7e3VgeRSCTIzs5GXFycoo3NZiMkJARZWVlq35OVlYXY2FiltrCwMOzfv1+pLTMzE507d4aTkxNefPFFfPLJJ+jYsaNiH46OjggICFD0DwkJAZvNxsmTJ/H6669rlQchhBDz80tuwwneSwM8lO4qampUCnrjTVdYLBZmzpyptI3L5cLb2xsbNmzQ6iAVFRWQyWRwdVWeOejq6qpYtOZJJSUlavuXlJQoXo8dOxYTJkyAj48P8vPzsXTpUowbNw5ZWVngcDgoKSlB587K34dYWVnB2dlZaT9NicViiMVixeuqqioAgFQqhVQqbXnST2h8b1v2YUosKV/K1XxZUr6WmmuNuF6x3OvYfp1MJn91caoUdLlcDqDhJiynT5+Gi0v7vdvM5MmTFc8HDBiAgQMHonv37sjMzMTo0aNbtc+EhATEx8ertB8+fBg2Nm2f+ZiRkdHmfZgSS8qXcjVflpSvpeWaXcGCuJ4DFwGDwnN/4WaOsaNqGZFIpNKmcaW4goICnR3YxcUFHA4HpaWlSu2lpaVwc1M/AcHNzU2r/kDDRD4XFxfcuHEDo0ePhpubm8qku/r6ety7d0/jfuLi4pSG+quqquDp6YnQ0FDY29s3m2dzpFIpMjIyMGbMGHC5prcCkbYsKV/K1XxZUr6Wmuu+XRcAVCAy0BcvhfQ0dmgt1jh63FSzS78KhUIIhUKUlZUpztwbaZrMpg6Px4O/vz+EQqFiSF8ul0MoFCImJkbte4KCgiAUCrFw4UJFW0ZGBoKCgjQe59atW7h79y7c3d0V+6isrER2djb8/f0BAL/99hvkcjkCAwPV7oPP54PP56u0c7lcnfwj19V+TIUl5Uu5mi9LyteScr1fJ8efNyoAAJEB3Uwqb3Wxaizo8fHxWLVqFQICAuDu7t7miQKxsbGYOXMmAgICMGzYMCQmJqKmpgZRUVEAgBkzZqBLly5ISEgAALz77rsIDg7Ghg0b8NJLLyEtLQ1nzpzBl19+CQCorq5GfHw8IiIi4Obmhvz8fHzwwQfo0aMHwsLCADTcAnbs2LGYM2cOkpOTIZVKERMTg8mTJ8PDw6NN+RBCCDFtB84XQ84A/l5O8O1ka+xw2qzZ26du27YNb7zxhk4ONGnSJJSXl2P58uUoKSmBn58f0tPTFRPfioqKwGY/vopu+PDh2LlzJz7++GMsXboUPXv2xP79+9G/f38AAIfDQW5uLr755htUVlbCw8MDoaGhWL16tdIZ9o4dOxATE4PRo0eDzWYjIiICmzdv1klOhBBCTBPDAD+ea5jdHjGkq5Gj0Q2NBV0ikWD48OE6PVhMTIzGIfbMzEyVtsjISERGRqrtb21tjUOHDj31mM7Ozti5c6dWcRJCCDFv/9QA18qqwbdi46WB7sYORyc0Lizz5ptvUiEkhBBilo6VNpS/cf3d4GBtOt+dN0fjGXpdXR2+/PJLHDlyBAMHDlT5An7jxo16D44QQgjRtQe1UmRXNMwLm/6sl5Gj0R2NBT03Nxd+fn4AoLJ+uimvpEMIIcSy7Tt3B1I5C31cbeHv5fT0N5gIjQX96NGjhoyDEEII0TuGYbDr1D8AgCnDPM3qBPWpt0+9ceMGDh06hNraWgANvwxCCCHEFB3Pv4uCuyLwOQxeHWQek+EaaSzod+/exejRo9GrVy+MHz8excXFAIDo6Gi89957BguQEEII0ZXUYw2roA51YWDLb3ZtNZOjsaAvWrQIXC4XRUVFSmuYT5o0Cenp6QYJjhBCCNGVa6UPceRyGVgs4AV3+dPfYGI0fjw5fPgwDh06hK5dlS+479mzJ27evKn3wAghhBBdSv49HwAwpm9nuFrfMXI0uqfxDL2mpkbt3cXu3bundq1zQgghpL26XVmLAzkNRXzuCB8jR6MfGgv6iBEj8O233ypes1gsyOVyrF27FqNGjTJIcIQQQogubMm8gXo5gyDfjhjU1cHY4eiFxiH3tWvXYvTo0Thz5gwkEgk++OADXLp0Cffu3cOxY8cMGSMhhBDSav/cE2H36YZL1Raa0C1StaXxDL1///64du0ann/+ebz22muoqanBhAkTcO7cOXTv3t2QMRJCCCGttll4HVIZgxE9XRDo29HY4eiN2jN0qVSKsWPHIjk5GR999JGhYyKEEEJ04kbZQ/xw9hYAIHZMLyNHo19qz9C5XC5yc3MNHQshhBCiU6t/uQw5A4zp54rB3cxnmVd1NA65T58+HVu3bjVkLIQQQojOHL1Sht+vlYPLYWHp+L7GDkfvNE6Kq6+vR0pKCo4cOQJ/f3906NBBaTvdbY0QQkh7JZXJsfrXPABA1HM+8HHp8JR3mD6NBf3ixYsYMmQIAODatWtK28xpMXtCCCHm55vjhfi7vAYdO/AQ82IPY4djEGoLukwmQ3x8PAYMGAAnJ/P+zoEQQoh5KborwobDDSeii8N6w17ANXJEhqH2O3QOh4PQ0FBUVlbq9GBJSUnw9vaGQCBAYGAgTp061Wz/PXv2oE+fPhAIBBgwYAAOHjyo2CaVSrFkyRIMGDAAHTp0gIeHB2bMmIE7d5SX8/P29gaLxVJ6rFmzRqd5EUIIaR8YhkHcj7molcoQ6OOMSQGexg7JYJq9Dv3vv//W2YF2796N2NhYrFixAmfPnsWgQYMQFhaGsrIytf2PHz+OKVOmIDo6GufOnUN4eDjCw8Nx8eJFAIBIJMLZs2exbNkynD17Fvv27cPVq1fx6quvquxr1apVKC4uVjwWLFigs7wIIYS0H9+duIljN+5CwGXjvxEDwWZbzlfEGgv6J598gsWLF+OXX35BcXExqqqqlB7a2rhxI+bMmYOoqCj069cPycnJsLGxQUpKitr+n376KcaOHYv3338fffv2xerVqzFkyBB8/vnnAAAHBwdkZGRg4sSJ6N27N5599ll8/vnnyM7ORlFRkdK+7Ozs4Obmpng8OcGPEEKI6cu7U4VPfr0MAPggrA+8LWAiXFMaC/r48eNx/vx5vPrqq+jatSucnJzg5OQER0dHrb9Xl0gkyM7ORkhIyOMDs9kICQlBVlaW2vdkZWUp9QeAsLAwjf0B4MGDB2CxWHB0dFRqX7NmDTp27IjBgwdj3bp1qK+v1yp+Qggh7ZtIUo8Fu85CUi/Hi306I+o5b2OHZHAaZ7kfPXpUZwepqKiATCaDq6urUrurqyuuXLmi9j0lJSVq+5eUlKjtX1dXhyVLlmDKlCmwt7dXtL/zzjsYMmQInJ2dcfz4ccTFxaG4uFjjZXdisRhisVjxunE0QiqVQiqVPj1ZDRrf25Z9mBJLypdyNV+WlK+p57rip0vIL69BZzs+/hPer9kTN1PPFVAfu8aCHhwcrNdgdEkqlWLixIlgGAZbtmxR2hYbG6t4PnDgQPB4PLz11ltISEhQexvYhIQExMfHq7QfPnxY7e1ktZWRkdHmfZgSS8qXcjVflpSvKeaaVcrCnr85YIHBRE8RTv5+pEXvM8VcG4lEIpU2jQX9jz/+aHZnL7zwQosP7OLiAg6Hg9LSUqX20tJSuLm5qX2Pm5tbi/o3FvObN2/it99+Uzo7VycwMBD19fUoLCxE7969VbbHxcUpfQioqqqCp6cnQkNDn7rv5kilUmRkZGDMmDHgcs3/EgpLypdyNV+WlK+p5vrnjQrsOXkOAIMFo3pgwYtPv3mYqebalLq5bBoL+siRI1Xami4oI5PJWnxgHo8Hf39/CIVChIeHAwDkcjmEQiFiYmLUvicoKAhCoRALFy5UtGVkZCAoKEjxurGYX79+HUePHkXHjk+/i05OTg7YbDY6d+6sdjufz1d75s7lcnXyh9fVfkyFJeVLuZovS8rXlHK9XFyFd9JyIZMzeH1wFywK7a3VwmemlOuT1MWtsaDfv39f6bVUKsW5c+ewbNky/Pvf/9b64LGxsZg5cyYCAgIwbNgwJCYmoqamBlFRUQCAGTNmoEuXLkhISAAAvPvuuwgODsaGDRvw0ksvIS0tDWfOnMGXX36piOdf//oXzp49i19++QUymUzx/bqzszN4PB6ysrJw8uRJjBo1CnZ2dsjKysKiRYswffp0WjCHEEJM2PXSh3hj60lUi+sR6OOMNREDLH4VU40F3cHBQaVtzJgx4PF4iI2NRXZ2tlYHmjRpEsrLy7F8+XKUlJTAz88P6enpiolvRUVFYLMfT7ofPnw4du7ciY8//hhLly5Fz549sX//fvTv3x8AcPv2bRw4cAAA4Ofnp3Sso0ePYuTIkeDz+UhLS8PKlSshFovh4+ODRYsWKQ2pE0IIMS3XSx9iylcnUFEtwTMe9vjyjQDwrTjGDsvoNBZ0TVxdXXH16tVWHSwmJkbjEHtmZqZKW2RkJCIjI9X29/b2BsMwzR5vyJAhOHHihNZxEkIIaZ/O/1OJ2dtO425NQzHf8WYgHGxMc9hc1zQW9Cfvh84wDIqLi7FmzRqVM2JCCCFE3zLySrFg11nUSeXo38Ue26MD4WjDM3ZY7YbGgu7n5wcWi6VyFvzss89qXN2NEEII0TWGYfDN8UKs+iUPcgYI7tUJSdOGwJav9SCzWdP42ygoKFB6zWaz0alTJwgEAr0HRQghhADAg1oplu67gF8vFAMAJg/1xOrw/uByNC50arE0FnQvLy9DxkEIIYQoyb55D+/sysHtylpYsVlYMrYP3hzhY/Gz2TVR+Yjz22+/oV+/fmovWn/w4AGeeeYZ/PnnnwYJjhBCiOWpqpNi+U8X8a/kLNyurEU3ZxvsfXs45rzgS8W8GSpn6ImJiZgzZ47aVdEcHBzw1ltvYePGjRgxYoRBAiSEEGIZ6mVy7Dr9DzZlXMO9GgkAYMKQLlj56jOwF9BM9qdRKejnz5/Hf//7X41vCA0Nxfr16/UaFCGEEMshlcnxU84dbMm8gfzyGgCAb6cO+OS1/hjew8XI0ZkOlYJeWlra7FJ4VlZWKC8v12tQhBBCzF+tRIbvz/yDL//4G7crawEAjjZcLArphamB3Wjim5ZUCnqXLl1w8eJF9OjRQ+0bcnNz4e7urvfACCGEmB+GYXD+1gPsP3cbB87fUQytu9jyMPt5H0x/1ouG11tJpaCPHz8ey5Ytw9ixY1UuUautrcWKFSvw8ssvGyxAQgghpk0uZ5BXXIUjl0vxU84dFFTUKLZ1dbLGWy/4IjLAEwIuLd/aFioF/eOPP8a+ffvQq1cvxMTEKG4xeuXKFSQlJUEmk+Gjjz4yeKCEEEJMA8MwyC+vxpnC+zhVeA9/XKtARbVYsV3AZSPsGTeED+6CET1cYEVD6zqhUtBdXV1x/PhxvP3224iLi1OsFMdisRAWFoakpCTFDVUIIYRYJpmcQWlVHW7dr8Wt+yLcul+LezUS3Lovwpmb91Epkir1t+FxMLx7R4wf4I7QZ9xolTc9UPsb9fLywsGDB3H//n3cuHEDDMOgZ8+edMtRQoheMQyDejkDqUwOqazxpxz1MgaSJ5/XP+ojf/y8Xt7wk2EYMADwaOXqR6/AKF43YAFgs1mwYrPAYbPAZjU8b2xj5DJcqWTB6e+74HG5Sts4bBa4HDasGn9yWLBis8HlsGDVpJ3DNp3rphkGqJPKcFckQ0W1GOUPxSh/9FPx+qEYdx7UoriyDvVyzTfI4luxMcjTEQFeTniuhwsCvJ3ojmh61uxHJCcnJwwdOtRQsRBCjKReJodIKkOtRAaRpOFnrbQeoiavRRIZquskOH+LhevCG5CB9aiQyiGVM+qfNynK6p+rFu32h4Mtl7W7XXRTLBYUHwCs2GywWYDVo0LPYTW0c5p8SGj6uvHDA5vFghWHBQ6bDQ4LDT/ZgBWbrfY9HBYL9XIG9U1+3xKZ/NFr5efiehlqxDJUi6V4WMeB/ISwxblxOSx4OFqjq5M1ujrawKkDDy62PAR4O6Ofuz14VjSUbkg05kGICWIYpqHAiuvxsE6Kh3X1iv8pV4tlqK6ToubR9uq6etSI6/FQ3PCz8XnT4q1dIeUA//ytt9yexOU0nOk2PB4/t+KwwGvSbsVhg/eoUDaeFLNYLDSeHz9eYIyleM0wDGRyBjIGkMnlkMkZyOVAvVwOGQPUy2SorKyCja0t5Awe9WUgkzWMJDSOJtQ3GR14EsPg0QcXBkB7/MDSVMPvhsNmwcWWBxdbPjrZ8ZV+utjy0MXRGl2crNHZTmBSIxDmjgo6IQZSL5OjRiJDjbgeIkk9qsUNz6ufeN3weLRN8rgIV4tliuJdLa6HrJnhztZiswAbnhWseRxYczmw4XFgzXv0k2sFgRULFaV30MPHC3yulVJRVS6w7Ga2PS6+XKuGs9bG51wOG1z24+dWbJZRl/qUSqU4ePAgxo9/rtn1ORo1fkBoWuil8oafMjkD+aOvFGRNHk++bmiTN/SVMY8/RMgfvW5yDLni/XLI5A0fShrbOY9+j5r+Jo0fjnhWbHTgW4HPZnDq2B94ZVwoHDsIwKZCbXKooBPSBMMwENfLUSeVKX7WSeUQ1z/+KZLIlItsrQSXCtj488dLqJXKUSN5vO1x8a5HnVT3Z2ccNgu2fCvYCaxgy7dCB37Dz4bnHNjyubDlcxraG/vwHvez5rFhzbOCDbehcPOt2M0W0IYCdwvjx/dtUYGzNKxHQ+NWHJjcJVhSqRTX+ICdwIqKuYmigk5MAsM0DFk2fLfb8BBJ6lEnlaFWIodIUo9aqQx10kfDyFIZ6iSPn9dKZY/f2+RnXb0MYumjwl0vh6S+tUWXDZTcblFPKzZLUVA7PCq2DUWWo2i34VkpCnHT7XYCLuwFVg0/ra1gzeXQzSoIIQCooBMdkMmZR2eyMkVRfSiSIL8K+PNGBaRy1qPC29hHrujXtEA3LcAqhVkq08sQc3M4bBYEVmzwuRzFT74VG9Y8jtKZrjWXhZJ/bmJgv16wt+bBht/0bJnzqDg/Ksx8Ds30JYTohUELelJSEtatW4eSkhIMGjQIn332GYYNG6ax/549e7Bs2TIUFhaiZ8+e+O9//4vx48crtjMMgxUrVuCrr75CZWUlnnvuOWzZsgU9e/ZU9Ll37x4WLFiAn3/+GWw2GxEREfj0009ha2ur11zbA7mcUcxcblpwaxVFU67SJpY2PaOVK79PaV9yRZvms1or4NJZnefFYbNgw+VAoPhulwMBt8lzHkcxhGzd5KcNr6Ff43fCAitOQ7HmsiF4VKwFj/bFt2K3eB3phmHoAowP9qVhaEKI0RisoO/evRuxsbFITk5GYGAgEhMTERYWhqtXr6Jz584q/Y8fP44pU6YgISEBL7/8Mnbu3Inw8HCcPXsW/fv3BwCsXbsWmzdvxjfffAMfHx8sW7YMYWFhyMvLUyxbO23aNBQXFyMjIwNSqRRRUVGYO3cudu7caajUW+1utRhlD8W4L5KgUiR9/LNG0jCrWfJ4prJIKoNIXK84q20Yjjb8jNrGM1iBFRsySR06OtorJlZZcxsKqDX3caEVPCqoigLMs1Labt20AD9qp0thCCFElcEK+saNGzFnzhxERUUBAJKTk/Hrr78iJSUFH374oUr/Tz/9FGPHjsX7778PAFi9ejUyMjLw+eefIzk5GQzDIDExER9//DFee+01AMC3334LV1dX7N+/H5MnT8bly5eRnp6O06dPIyAgAADw2WefYfz48Vi/fj08PDwMlL1mVXVSXLj1AJeLq3DzrgiFd2tw864IFdViiCQynR1HwGUrCqWgyVmt4iePA+tHZ6rKbY/PYK2V2tT0seIoJtM8nh0cRGethBBiAAYp6BKJBNnZ2YiLi1O0sdlshISEICsrS+17srKyEBsbq9QWFhaG/fv3AwAKCgpQUlKCkJAQxXYHBwcEBgYiKysLkydPRlZWFhwdHRXFHABCQkLAZrNx8uRJvP766yrHFYvFEIsfrzlcVVUFoKFASaVSlf4t1fjeew9rceDiTWTfrMS10of4u0Kk8T0sFuBkw4WjNa/hZ+PDmgt7ARc2/MdDyzZcDmz4T15q1DB7WcBtfuaybjCQyeohkynn25bfmamgXM2XJeVLuZoWdbEbpKBXVFRAJpOprAHv6uqKK1euqH1PSUmJ2v4lJSWK7Y1tzfV5cjjfysoKzs7Oij5PSkhIQHx8vEr74cOHYWNjoynFp6qTAb8WsfHByT8glisXV2c+g64dGHS2BjoJGLgIGNhaAR24gB23HkCt8s7kAESPHo+IHz3utzpC/cjIyDB2CAZDuZovS8qXcjUNIpHqySDNcn9CXFyc0shAVVUVPD09ERoaCnt7+1bvt04swdp1RyGWs9Czcwe8PtgDvV3t8IyHPTp24Oki9HZFKpUiIyMDY8aMMfshd8rVfFlSvpSraWkcPW7KIAXdxcUFHA4HpaWlSu2lpaVwc3NT+x43N7dm+zf+LC0thbu7u1IfPz8/RZ+ysjKlfdTX1+PevXsaj8vn88Hn81XauVxum//wr3vL8dyzwzCyj6vFXDusi9+bqaBczZcl5Uu5mgZ1cRtkujCPx4O/vz+EwseL/svlcgiFQgQFBal9T1BQkFJ/oGF4pLG/j48P3NzclPpUVVXh5MmTij5BQUGorKxEdvbjGyv89ttvkMvlCAwM1Fl+LTXAmcHzPTpaTDEnhBBiOAYbco+NjcXMmTMREBCAYcOGITExETU1NYpZ7zNmzECXLl2QkJAAAHj33XcRHByMDRs24KWXXkJaWhrOnDmDL7/8EkDDEosLFy7EJ598gp49eyouW/Pw8EB4eDgAoG/fvhg7dizmzJmD5ORkSKVSxMTEYPLkye1ihjshhBCiKwYr6JMmTUJ5eTmWL1+OkpIS+Pn5IT09XTGpraioCGz24wGD4cOHY+fOnfj444+xdOlS9OzZE/v371dcgw4AH3zwAWpqajB37lxUVlbi+eefR3p6uuIadADYsWMHYmJiMHr0aMXCMps3bzZU2oQQQohBGHRSXExMDGJiYtRuy8zMVGmLjIxEZGSkxv2xWCysWrUKq1at0tjH2dnZJBaRIYQQQtqCltwihBBCzAAVdEIIIcQMUEEnhBBCzAAVdEIIIcQM0EpxT8EwDffgVrcqjzakUilEIhGqqqpMdiEDbVhSvpSr+bKkfClX09JYkxprFEAF/akePnwIAPD09DRyJIQQQoiyhw8fwsHBAQDAYpqWd6JCLpfjzp07sLOza9MKb41rwv/zzz9tWhPeVFhSvpSr+bKkfClX08IwDB4+fAgPDw/FGi50hv4UbDYbXbt21dn+7O3tTfYfUGtYUr6Uq/mypHwpV9PReGbeiCbFEUIIIWaACjohhBBiBqigGwifz8eKFSvU3prVHFlSvpSr+bKkfClX00eT4gghhBAzQGfohBBCiBmggk4IIYSYASrohBBCiBmggq5DSUlJ8Pb2hkAgQGBgIE6dOqWx76VLlxAREQFvb2+wWCwkJiYaLlAd0Sbfr776CiNGjICTkxOcnJwQEhLSbP/2Rptc9+3bh4CAADg6OqJDhw7w8/PDd999Z8Bo20abXJtKS0sDi8VCeHi4fgPUMW3y3bZtG1gsltJDIBAYMNq20fZvW1lZifnz58Pd3R18Ph+9evXCwYMHDRRt22iT68iRI1X+riwWCy+99JIBI9YBhuhEWloaw+PxmJSUFObSpUvMnDlzGEdHR6a0tFRt/1OnTjGLFy9mdu3axbi5uTGbNm0ybMBtpG2+U6dOZZKSkphz584xly9fZmbNmsU4ODgwt27dMnDk2tM216NHjzL79u1j8vLymBs3bjCJiYkMh8Nh0tPTDRy59rTNtVFBQQHTpUsXZsSIEcxrr71mmGB1QNt8U1NTGXt7e6a4uFjxKCkpMXDUraNtrmKxmAkICGDGjx/P/PXXX0xBQQGTmZnJ5OTkGDhy7Wmb6927d5X+phcvXmQ4HA6Tmppq2MDbiAq6jgwbNoyZP3++4rVMJmM8PDyYhISEp77Xy8vL5Ap6W/JlGIapr69n7OzsmG+++UZfIepMW3NlGIYZPHgw8/HHH+sjPJ1qTa719fXM8OHDma+//pqZOXOmSRV0bfNNTU1lHBwcDBSdbmmb65YtWxhfX19GIpEYKkSdaet/s5s2bWLs7OyY6upqfYWoFzTkrgMSiQTZ2dkICQlRtLHZbISEhCArK8uIkemHLvIViUSQSqVwdnbWV5g60dZcGYaBUCjE1atX8cILL+gz1DZrba6rVq1C586dER0dbYgwdaa1+VZXV8PLywuenp547bXXcOnSJUOE2yatyfXAgQMICgrC/Pnz4erqiv79++M///kPZDKZocJuFV38/2nr1q2YPHkyOnTooK8w9YIKug5UVFRAJpPB1dVVqd3V1RUlJSVGikp/dJHvkiVL4OHhofQfXXvU2lwfPHgAW1tb8Hg8vPTSS/jss88wZswYfYfbJq3J9a+//sLWrVvx1VdfGSJEnWpNvr1790ZKSgp++uknbN++HXK5HMOHD8etW7cMEXKrtSbXv//+G3v37oVMJsPBgwexbNkybNiwAZ988okhQm61tv7/6dSpU7h48SLefPNNfYWoN3RzFmJwa9asQVpaGjIzM01qQpE27OzskJOTg+rqagiFQsTGxsLX1xcjR440dmg68/DhQ7zxxhv46quv4OLiYuxwDCIoKAhBQUGK18OHD0ffvn3xv//9D6tXrzZiZLonl8vRuXNnfPnll+BwOPD398ft27exbt06rFixwtjh6c3WrVsxYMAADBs2zNihaI0Kug64uLiAw+GgtLRUqb20tBRubm5Gikp/2pLv+vXrsWbNGhw5cgQDBw7UZ5g60dpc2Ww2evToAQDw8/PD5cuXkZCQ0K4Lura55ufno7CwEK+88oqiTS6XAwCsrKxw9epVdO/eXb9Bt4Eu/rvlcrkYPHgwbty4oY8QdaY1ubq7u4PL5YLD4Sja+vbti5KSEkgkEvB4PL3G3Fpt+bvW1NQgLS0Nq1at0meIekND7jrA4/Hg7+8PoVCoaJPL5RAKhUqf5s1Fa/Ndu3YtVq9ejfT0dAQEBBgi1DbT1d9WLpdDLBbrI0Sd0TbXPn364MKFC8jJyVE8Xn31VYwaNQo5OTnw9PQ0ZPha08XfViaT4cKFC3B3d9dXmDrRmlyfe+453LhxQ/EhDQCuXbsGd3f3dlvMgbb9Xffs2QOxWIzp06frO0z9MPasPHORlpbG8Pl8Ztu2bUxeXh4zd+5cxtHRUXFJyxtvvMF8+OGHiv5isZg5d+4cc+7cOcbd3Z1ZvHgxc+7cOeb69evGSkEr2ua7Zs0ahsfjMXv37lW6POThw4fGSqHFtM31P//5D3P48GEmPz+fycvLY9avX89YWVkxX331lbFSaDFtc32Sqc1y1zbf+Ph45tChQ0x+fj6TnZ3NTJ48mREIBMylS5eMlUKLaZtrUVERY2dnx8TExDBXr15lfvnlF6Zz587MJ598YqwUWqy1/46ff/55ZtKkSYYOV2eooOvQZ599xnTr1o3h8XjMsGHDmBMnTii2BQcHMzNnzlS8LigoYACoPIKDgw0feCtpk6+Xl5fafFesWGH4wFtBm1w/+ugjpkePHoxAIGCcnJyYoKAgJi0tzQhRt442uT7J1Ao6w2iX78KFCxV9XV1dmfHjxzNnz541QtSto+3f9vjx40xgYCDD5/MZX19f5t///jdTX19v4KhbR9tcr1y5wgBgDh8+bOBIdYfutkYIIYSYAfoOnRBCCDEDVNAJIYQQM0AFnRBCCDEDVNAJIYQQM0AFnRBCCDEDVNAJIYQQM0AFnRBCCDEDVNAJIYQQM0AFnRBiFIWFhWCxWMjJyWnxe2bNmoXw8PCn9nvjjTfwn//8R6t40tPT4efnp7R2OSGmhAo6IWZi1qxZYLFYYLFY4PF46NGjB1atWoX6+voWvX/btm1wdHTUW2xPFmJPT08UFxejf//+Oj3W+fPncfDgQbzzzjsAgAEDBmDevHlq+3733Xfg8/moqKjA2LFjweVysWPHDp3GQ4ihUEEnxIyMHTsWxcXFuH79Ot577z2sXLkS69atM3ZYanE4HLi5ucHKSrd3cf7ss88QGRkJW1tbAEB0dDTS0tJQW1ur0jc1NRWvvvqq4n7us2bNwubNm3UaDyGGQgWdEDPC5/Ph5uYGLy8vvP322wgJCcGBAwcAAPfv38eMGTPg5OQEGxsbjBs3DtevXwcAZGZmIioqCg8ePFCc5a9cuRIAIBaLsXjxYnTp0gUdOnRAYGAgMjMzFcdsPLM/dOgQ+vbtC1tbW8UHCwBYuXIlvvnmG/z000+KfWdmZqoMuctkMkRHR8PHxwfW1tbo3bs3Pv30U63yl8lk2Lt3r9I92qdPn47a2lr88MMPSn0LCgqQmZmJ6OhoRdsrr7yCM2fOID8/X6vjEtIeUEEnxIxZW1tDIpEAaDj7PHPmDA4cOICsrCwwDIPx48dDKpVi+PDhSExMhL29PYqLi1FcXIzFixcDAGJiYpCVlYW0tDTk5uYiMjISY8eOVXwYAACRSIT169fju+++wx9//IGioiLF+xcvXoyJEycqinxxcTGGDx+uEqtcLkfXrl2xZ88e5OXlYfny5Vi6dCm+//77Fuebm5uLBw8eICAgQNHm4uKC1157DSkpKUp9t23bhq5duyI0NFTR1q1bN7i6uuLPP/9s8TEJaS90O9ZFCGkXGIaBUCjEoUOHsGDBAly/fh0HDhzAsWPHFMV0x44d8PT0xP79+xEZGQkHBwewWCy4ubkp9lNUVITU1FQUFRXBw8MDQEOBTk9PR2pqqmLimVQqRXJyMrp37w6g4UPAqlWrAAC2trawtraGWCxW2veTuFwu4uPjFa99fHyQlZWF77//HhMnTmxR3jdv3gSHw0Hnzp2V2qOjozFu3DgUFBTAx8cHDMPgm2++wcyZM8FmK5/XeHh44ObNmy06HiHtCRV0QszIL7/8AltbW0ilUsjlckydOhUrV66EUCiElZUVAgMDFX07duyI3r174/Llyxr3d+HCBchkMvTq1UupXSwWo2PHjorXNjY2imIOAO7u7igrK9M6/qSkJKSkpKCoqAi1tbWQSCTw8/Nr8ftra2vB5/PBYrGU2seMGYOuXbsiNTUVq1atglAoRFFREaKiolT2YW1tDZFIpHXshBgbFXRCzMioUaOwZcsW8Hg8eHh4tHnCWXV1NTgcDrKzs8HhcJS2NU46AxrOrptisVhgGEarY6WlpWHx4sXYsGEDgoKCYGdnh3Xr1uHkyZMt3oeLiwtEIhEkEgl4PJ6inc1mY9asWfjmm2+wcuVKpKamYtSoUfD19VXZx71799CpUyetYiekPaCCTogZ6dChA3r06KHS3rdvX9TX1+PkyZOKIfe7d+/i6tWr6NevHwCAx+NBJpMpvW/w4MGQyWQoKyvDiBEjWh2Xun0/qfHrgP/3//6fok3byWmNZ/N5eXkqZ/ZRUVH45JNPsG/fPvz444/4+uuvVd5fV1eH/Px8DB48WKvjEtIe0KQ4QixAz5498dprr2HOnDn466+/cP78eUyfPh1dunTBa6+9BgDw9vZGdXU1hEIhKioqIBKJ0KtXL0ybNg0zZszAvn37UFBQgFOnTiEhIQG//vpri4/v7e2N3NxcXL16FRUVFZBKpWpjPHPmDA4dOoRr165h2bJlOH36tFZ5durUCUOGDMFff/2lss3Hxwcvvvgi5s6dCz6fjwkTJqj0OXHiBPh8PoKCgrQ6LiHtARV0QixEamoq/P398fLLLyMoKAgMw+DgwYOK4fLhw4dj3rx5mDRpEjp16oS1a9cq3jdjxgy899576N27N8LDw3H69Gl069atxceeM2cOevfujYCAAHTq1AnHjh1T6fPWW29hwoQJmDRpEgIDA3H37l2ls/WWevPNNzUuDhMdHY379+9j6tSpEAgEKtt37dqFadOmwcbGRuvjEmJsLEbbL7oIIaQdq62tRe/evbF7926tzrQrKirQu3dvnDlzBj4+PnqMkBD9oDN0QohZsba2xrfffouKigqt3ldYWIgvvviCijkxWXSGTgghhJgBOkMnhBBCzAAVdEIIIcQMUEEnhBBCzAAVdEIIIcQM/H89Pc65NxfN0QAAAABJRU5ErkJggg==' 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): 80.22+/-0.23 mV/dec\n",
      "Tafel slope (order 1): 71.66+/-0.22 mV/dec\n",
      "Tafel slope (order 2): 79.97+/-0.42 mV/dec\n",
      "Tafel slope (order 3): 128.19+/-10.82 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": "78ea3d3393994a369c96bb77c8f276ab",
       "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"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cba9c1647d46413cabf982b3b6f28ba6",
       "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): 69.36+/-0.18 mV/dec\n",
      "Tafel slope (order 1): 63.40+/-0.28 mV/dec\n",
      "Tafel slope (order 2): 73.53+/-0.31 mV/dec\n",
      "Tafel slope (order 3): 83.91+/-2.50 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": "f1f36fa80d8f4d33bcb46772c1b56765",
       "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": "d760c08301d94a93b2a556e5ae427883",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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ciFqtxtfXl3/84x+0b9+eG2+8kTVr1tC+fXuXBCaEEEI0Za6+hl7ttLsLFy7YLD/33HN4eHgwYsQIFi9e7JLAhBBCiKbKbFE4fqZiyL11AxX03r17s2HDBvr27WvT/swzz2CxWLj33ntdEpgQQgjRVOUUXsBkVtBqVIT4ebrkmFWuoY8fP57169dX2/nZZ59l1qxZMuwuhBBC1CD7dMVwe4A3GrXKJcesUtAfeughPv30U7sbTJ8+naysLKcGJYQQQjRlrr5+DrV8sMzcuXM5e/ask0MRQgghmgdX37IGtSzof//73ykoKHB2LEIIIUSzcLSxFnR5q5kQQghRe9mNdchdCCGEELV38Rq6l8uOWavXv+zevZuwsDBnxyKEEEI0eedKTRQUl78HpUNrH5cdt1YFPSAggOLiYps2Pz8/pwQkhBBCNGVH8svrZZCv3iWvTa1kd8g9KyuLm2++GR8fH/z9/QkICCAgIICWLVsSEBDgsgCFEEKIpiSroqBHBLru7BxqOEMfN24ciqKwePFigoODUalcc2O8EEII0ZRVFvROjaWgb9u2jczMTLp37+7KeIQQQogmraHO0O0OuQ8aNIhjx465MhYhhBCiyTtyurygd2wsBf3DDz/k9ddf5+OPPyYzM5Pt27fbfF2OhQsXEhERgaenJ1FRUWzcuNFu3127dnHnnXcSERGBSqUiKSmpzvsUQgghnElRFLJONUxBtzvkfurUKQ4dOsSkSZOsbSqVCkVRUKlUmM1mhw60fPlyEhISSE5OJioqiqSkJEaOHMm+ffsICgqq0r+kpIROnToRFxfHU089VS/7FEIIIZzpdLGR84YyVCrXPiUOajhDf/DBB+nXrx8ZGRkcPnyYrKwsm++OWrBgAVOmTGHSpEn06tWL5ORkvL297b5ffdCgQbz55pvcc8896PX6etmnEEII4UyV18/D/L3w1Gpcemy7Z+hHjx5l1apVdOnSpc4HMRqNZGZmMmPGDGubWq0mJiaGjIyMRrNPIYQQoi6sM9zbuHa4HWoo6DfccAPbtm2rl4Ken5+P2WwmODjYpj04OJi9e/e6bJ8GgwGDwWBdLiwsBMBkMmEymS4rjkqV29d1P02Ju+XsbvmC++XsbvmC++Xs7HwP5Z4HoH2Al1N/ptXt225Bv/XWW3nqqafYsWMHffr0QavV2qy/7bbb6j9CJ0tMTGTWrFlV2teuXYu3d/1c60hLS6uX/TQl7pazu+UL7pezu+UL7pezs/L9dZ8aUFOSd4TVq7Occgwon2f2Z3YL+iOPPALA7Nmzq6xzdFJcYGAgGo2G3Nxcm/bc3FxCQkJqvZ+67nPGjBkkJCRYlwsLCwkPD2fEiBF1fpStyWQiLS2N4cOHV/njp7lyt5zdLV9wv5zdLV9wv5ydne8/Dm8Aihh97UCu79am3vdfqXKE+VJ2C7rFYqm3A+t0OgYMGEB6ejqxsbHW/aenpxMfH++yfer1+mon2Gm12nr7xdbnvpoKd8vZ3fIF98vZ3fIF98vZGflaLIr1Pehdg/2d+vOsbt8ue2p8QkICEyZMYODAgQwePJikpCSKi4utt8WNHz+etm3bkpiYCJRPetu9e7f184kTJ9i6dSstWrSwXtf/q30KIYQQrpJTeIELJgseahXtAlz32tRKdgv6E088QZcuXXjiiSds2t977z0OHjxo90Ev9owdO5ZTp07x0ksvkZOTQ2RkJKmpqdZJbdnZ2ajVF++i++OPP+jXr591ed68ecybN4+hQ4eybt26Wu1TCCGEcJXKt6y1b+WNh8buXeFOY7egf/3116xatapKe3R0NHPnznW4oAPEx8fbHQ6vLNKVIiIiUBSlTvsUQgghXOVwAz3DvZLdPyFOnz6Nv79/lXY/Pz/y8/OdGpQQQgjR1FSeobv6ka+V7Bb0Ll26kJqaWqX9P//5D506dXJqUEIIIURT01BvWatkd8g9ISGB+Ph4Tp06xQ033ABAeno68+fPv6zhdiGEEKI5yzrdMO9Br2S3oD/44IMYDAZee+015syZA5Rf1160aBHjx493WYBCCCFEY2cyWzhWcctaoztDB3j00Ud59NFHOXXqFF5eXrRo0QKAgoICWrVq5ZIAhRBCiMbu6OkSTGYFH52GMH/PBomhVvPq27RpQ4sWLVi7di133303bdu2dXZcQgghRJNxMK/8Ge5dglqgUqkaJIa/LOhHjx7l5ZdfJiIigri4ONRqNZ988okrYhNCCCGahAO5RQB0CfJtsBiqHXI3Go188803fPjhh6xfv56YmBiOHz/Oli1b6NOnj6tjFEIIIRq1A3nlBb1rcIsGi6HKGfrjjz9OWFgYb7/9NrfffjvHjx/n3//+NyqVCo3GtS9rF0IIIZoCa0EPariCXuUMfdGiRUyfPp3nnnsOX9+GGzoQQgghmgKzReHQqcqC3nB1s8oZ+qeffsrGjRsJDQ1l7NixfPfddw69KlUIIYRwJ8cKSjCWWfDUqmnbAC9lqVSloN97772kpaWxY8cOevTowWOPPUZISAgWi8X69jMhhBBClKscbu/cpgUadcPMcIcaZrl37NiRWbNmceTIET777DPuvPNOxo0bR7t27aq8gU0IIYRwVwcqbllryOvnUIv3oatUKkaOHMnIkSMpKCjgk08+YcmSJa6ITQghhGj0DuZWznBv2HlnDr2wtVWrVkydOpVt27Y5Kx4hhBCiSakccu/SWM/QFUXhq6++4scffyQvLw+LxWJdp1Kp+Prrr10SoBBCCNFYWSwKBxvBLWtQQ0GfOnUq//znPxk2bBjBwcEN9ig7IYQQorE6cbaUUpMZnUZN+1beDRqL3YL+6aef8s033zB69GhXxiOEEEI0GZVn553a+OChcegqdr2ze3R/f386derkyliEEEKIJmV/7sWXsjQ0uwX9lVdeYdasWZSWlroyHiGEEKLJ2HOyEICeoX4NHEkNQ+533303X3zxBUFBQURERKDVam3Wb9682enBCSGEEI3Z3pzyM/QeIQ3/qHS7Z+gTJkwgMzOTcePGceeddzJmzBibr8uxcOFCIiIi8PT0JCoqio0bN9bYf8WKFfTo0QNPT0/69OnD6tWrbdYXFRURHx9Pu3bt8PLyolevXiQnJ19WbEIIIYQjDGVm6zX0Rn2G/v3337NmzRquueaaejnQ8uXLSUhIIDk5maioKJKSkhg5ciT79u0jKCioSv8NGzZw7733kpiYyC233MKyZcuIjY1l8+bN9O7dG4CEhAT++9//8tlnnxEREcHatWv5v//7P8LCwrjtttvqJW4hhBCiOgfziiizKPh5ehDq79nQ4dg/Qw8PD8fPr/7+4liwYAFTpkxh0qRJ1jNpb29vFi9eXG3/t99+m1GjRjFt2jR69uzJnDlz6N+/P++99561z4YNG5gwYQLXX389ERERPPzww1x55ZV/eeYvhBBC1NXek+XD7T1D/RrFrd12C/r8+fN59tlnOXLkSJ0PYjQayczMJCYm5uKB1WpiYmLIyMiodpuMjAyb/gAjR4606R8dHc2qVas4ceIEiqLw448/sn//fkaMGFHnmIUQQoiaNKYJcVDDkPu4ceMoKSmhc+fOeHt7V5kUV1BQUOuD5OfnYzabCQ4OtmkPDg5m79691W6Tk5NTbf+cnBzr8rvvvsvDDz9Mu3bt8PDwQK1W88EHH3DddddVu0+DwYDBYLAuFxaW/zJMJhMmk6nW+VSncvu67qcpcbec3S1fcL+c3S1fcL+c6zPf3SfPAdAtyNvlP7/qjme3oCclJTkzlnrx7rvv8uuvv7Jq1So6dOjATz/9xGOPPUZYWFiVs3uAxMREZs2aVaV97dq1eHvXzxN+0tLS6mU/TYm75exu+YL75exu+YL75VzXfBUFth/VACryD21nde72+gmslkpKSqq02S3oEyZMqLcDBwYGotFoyM3NtWnPzc0lJCSk2m1CQkJq7F9aWsrMmTP59ttvufnmmwHo27cvW7duZd68edUW9BkzZpCQkGBdLiwsJDw8nBEjRtR5voDJZCItLY3hw4dXGc1ortwtZ3fLF9wvZ3fLF9wv5/rKN++8gaJf/4daBZNuH4mnVlOPUf61yhHmS9kU9OLiYnx8fGq9w9r21+l0DBgwgPT0dGJjYwGwWCykp6cTHx9f7TZDhgwhPT2dqVOnWtvS0tIYMmQIcHGYXK22nQag0WhsXiRzKb1ej16vr9Ku1Wrr7R9yfe6rqXC3nN0tX3C/nN0tX3C/nOua74FTZwCICPTB19v1M9yri92mGnbp0oW5c+dy8uRJuztRFIW0tDRuuukm3nnnnVofPCEhgQ8++ICPP/6YPXv28Oijj1JcXMykSZMAGD9+PDNmzLD2f/LJJ0lNTWX+/Pns3buXV155hU2bNln/APDz82Po0KFMmzaNdevWkZWVxdKlS/nkk0+4/fbbax2XEEII4ahdf5SfIfcO82/gSC6yOUNft24dM2fO5JVXXuHKK69k4MCBhIWF4enpyZkzZ9i9ezcZGRl4eHgwY8YM/va3v9X6QGPHjuXUqVO89NJL5OTkEBkZSWpqqnXiW3Z2ts3ZdnR0NMuWLeOFF15g5syZdO3alZUrV1rvQQdISUlhxowZ3H///RQUFNChQwdee+01Hnnkkbr+XIQQQgi7dp4onxDXp20jLejdu3fn66+/Jjs7mxUrVvDzzz+zYcMGSktLCQwMpF+/fnzwwQfcdNNNaDSOXy+Ij4+3O8S+bt26Km1xcXHExcXZ3V9ISAhLlixxOA4hhBCiLnZUFPQr2jaOW9bAzqS49u3b8/TTT/P000+7Oh4hhBCiUTtbYuT4mfIXl13RiIbcG/blrUIIIUQTU3n9vENrb/y9Gs9EQinoQgghhAMqr583pglxIAVdCCGEcEhjvH4OUtCFEEIIhzTGW9ZACroQQghRa+cvmMjKLwagdyO6ZQ1qKOgRERHMnj2b7OxsV8YjhBBCNFq7K87O27b0opWProGjsWW3oE+dOpVvvvmGTp06MXz4cFJSUmzeVCaEEEK4G+v187DGdf0c/qKgb926lY0bN9KzZ08ef/xxQkNDiY+PZ/Pmza6MUQghhGgUrDPcG9lwO9TiGnr//v155513+OOPP3j55Zf58MMPGTRoEJGRkSxevBhFUVwRpxBCCNHgth0vL+h92zW+gm739amVTCYT3377LUuWLCEtLY2rrrqKyZMnc/z4cWbOnMkPP/zAsmXLXBGrEEII0WDOFButE+Iiw1s2bDDVsFvQN2/ezJIlS/jiiy9Qq9WMHz+et956ix49elj73H777QwaNMglgQohhBANaevxswB0CvShpXfjmhAHNRT0QYMGMXz4cBYtWkRsbGy1717t2LEj99xzj1MDFEIIIRqDLdlnAYhs37JB47DHbkE/fPgwHTp0qHFjHx8feduZEEIIt7Al+wwA/RrhcDvUMClu2LBhnD59ukr72bNn6dSpk1ODEkIIIRoTi0Vh27GzAPRrH9Cwwdhht6AfOXIEs9lcpd1gMHDixAmnBiWEEEI0Jofziym8UIanVk33EN+GDqdaVYbcV61aZf28Zs0a/P0vTs03m82kp6cTERHhkuCEEEKIxmBrxdl5n7b+aDWN86npVQp6bGwsACqVigkTJtis02q1REREMH/+fJcEJ4QQQjQG1uvnjXS4Haop6BaLBSifwf77778TGBjo8qCEEEKIxsQ6w72RToiDGma5Z2VluTIOIYQQolEqMZaxL/c8AP0a6S1r8KeC/s477/Dwww/j6enJO++8U+OGTzzxhFMDE0IIIRqDLdlnMVsUQv09CfX3auhw7LIp6G+99Rb3338/np6evPXWW3Y3UqlUl1XQFy5cyJtvvklOTg5XXnkl7777LoMHD7bbf8WKFbz44oscOXKErl278vrrrzN69GibPnv27GH69On873//o6ysjF69evH111/Tvn17h+MTQggh/uz3IwUADIpo1cCR1MymoF86zF7fQ+7Lly8nISGB5ORkoqKiSEpKYuTIkezbt4+goKAq/Tds2MC9995LYmIit9xyC8uWLSM2NpbNmzfTu3dvAA4dOsQ111zD5MmTmTVrFn5+fuzatQtPT896jV0IIYT7shb0jo27oNd67r3ZbGbr1q2cOXPmsg60YMECpkyZwqRJk+jVqxfJycl4e3uzePHiavu//fbbjBo1imnTptGzZ0/mzJlD//79ee+996x9nn/+eUaPHs0bb7xBv3796Ny5M7fddlu1fyAIIYQQjjKZLWw+ehaAwY38DL3G96F/9NFHQHkxv+666+jfvz/h4eGsW7fOoYMYjUYyMzOJiYm5eGC1mpiYGDIyMqrdJiMjw6Y/wMiRI639LRYL33//Pd26dWPkyJEEBQURFRXFypUrHYpNCCGEsGfXH4WUmsz4e2npGtSiocOpkd1Z7l999RXjxo0D4N///jdHjhxh7969fPrppzz//POsX7++1gfJz8/HbDYTHBxs0x4cHMzevXur3SYnJ6fa/jk5OQDk5eVRVFTE3LlzefXVV3n99ddJTU3ljjvu4Mcff2To0KFV9mkwGDAYDNblwsJCoPwVsSaTqdb5VKdy+7rupylxt5zdLV9wv5zdLV9wv5wdzffXQ6cAGNihJWZzGdU8QLVBVBe/3YKen59PSEgIAKtXryYuLo5u3brx4IMP8vbbbzsvylqqvF9+zJgxPPXUUwBERkayYcMGkpOTqy3oiYmJzJo1q0r72rVr8fb2rpe40tLS6mU/TYm75exu+YL75exu+YL75VzbfL/fqwbUtCjNYfXq1c4NygElJSVV2uwW9ODgYHbv3k1oaCipqaksWrTIuhONRuPQgQMDA9FoNOTm5tq05+bmWv9o+LOQkJAa+wcGBuLh4UGvXr1s+vTs2ZNffvml2n3OmDGDhIQE63JhYSHh4eGMGDECPz8/h3L6M5PJRFpaGsOHD6/2VbPNkbvl7G75gvvl7G75gvvl7Ei+FovCy1vXASbGjRzSqB4qUznCfCm7BX3SpEncfffdhIaGolKprNezf/vtN3r06OHQgXU6HQMGDCA9Pd36aFmLxUJ6ejrx8fHVbjNkyBDS09OZOnWqtS0tLY0hQ4ZY9zlo0CD27dtns93+/fvtvvZVr9ej1+urtGu12nr7h1yf+2oq3C1nd8sX3C9nd8sX3C/n2uS788Q5zpaaaKH3oF+H1ng0ome4Vxe73YL+yiuv0Lt3b44dO0ZcXJy1EGo0Gp577jmHD56QkMCECRMYOHAggwcPJikpieLiYiZNmgTA+PHjadu2LYmJiQA8+eSTDB06lPnz53PzzTeTkpLCpk2beP/99637nDZtGmPHjuW6665j2LBhpKam8u9//9vhSXtCCCHEn60/mA9AVMdWjaqY22O3oAPcddddVdr+/MKW2ho7diynTp3ipZdeIicnh8jISFJTU60T37Kzs1GrL/7AoqOjWbZsGS+88AIzZ86ka9eurFy50noPOsDtt99OcnIyiYmJPPHEE3Tv3p2vv/6aa6655rJiFEIIISqtP3QagOguTeOdJjUW9PT0dNLT08nLy7NOQqtk7/7xmsTHx9sdYq/urDouLo64uLga9/nggw/y4IMPOhyLEEIIYY+hzMzvWeUPlLm6S+sGjqZ27Bb0WbNmMXv2bAYOHGi9ji6EEEK4gy3ZZyk1mQlsoaN7sG9Dh1Mrdgt6cnIyS5cu5YEHHnBlPEIIIUSD21Bx/Ty6c2CTOaG1e5XfaDQSHR3tyliEEEKIRqHy+nlTGW6HGgr6Qw89xLJly1wZixBCCNHgigxlbDt2Fig/Q28q7A65X7hwgffff58ffviBvn37VrnnbcGCBU4PTgghhHC13w6fpsyi0L6VN+Gt6ucpoq5gt6Bv376dyMhIAHbu3GmzrqlcTxBCCCEc9eO+PACu7dp0zs6hhoL+448/ujIOIYQQosEpisKPe8tfyHJDj6b1Ku6/fPTNwYMHWbNmDaWlpUB5skIIIURztD+3iBNnS9F7qJvU9XOooaCfPn2aG2+8kW7dujF69GhOnjwJwOTJk3n66addFqAQQgjhKv/dWz7cPqRza7x0jr2IrKHZLehPPfUUWq2W7Oxsm1eLjh07ltTUVJcEJ4QQQrjSjxUFvakNt0MN19DXrl3LmjVraNeunU17165dOXr0qNMDE0IIIVzpXImJzOwzAAzr3vQKut0z9OLiYpsz80oFBQXVvoJUCCGEaMp+OnAKs0WhS1CLJnW7WiW7Bf3aa6/lk08+sS6rVCosFgtvvPEGw4YNc0lwQgghhKs05eF2qGHI/Y033uDGG29k06ZNGI1Gnn32WXbt2kVBQQHr1693ZYxCCCGEUxnLLPywJxeAG5toQbd7ht67d2/279/PNddcw5gxYyguLuaOO+5gy5YtdO7c2ZUxCiGEEE614VA+hRfKCGyhZ2BEq4YO57LU+D50f39/nn/+eVfFIoQQQjSI/+zIAWBU72A06qb5NFSbgr59+/Zab9i3b996D0YIIYRwNZPZwprd5QV9dO/QBo7m8tkU9MjISFQqFYqi2DyvvfLpcJe2mc1mF4UohBBCOM9vhws4W2KitY+OwR2b5nA7/OkaelZWFocPHyYrK4uvv/6ajh078o9//IOtW7eydetW/vGPf9C5c2e+/vrrhopXCCGEqFerd5Y/CXXEFSF4aP7yieiNls0ZeocOHayf4+LieOeddxg9erS1rW/fvoSHh/Piiy8SGxvrsiCFEEIIZygzW1izs2K4vU9IA0dTN3b/FNmxYwcdO3as0t6xY0d2797t1KCEEEIIV9h4pIDTxUZaemu5qlPrhg6nTuwW9J49e5KYmIjRaLS2GY1GEhMT6dmz52UdbOHChURERODp6UlUVBQbN26ssf+KFSvo0aMHnp6e9OnTh9WrV9vt+8gjj6BSqUhKSrqs2IQQQrifytntI3uFoG3Cw+1QQ0FPTk62Pss9JiaGmJgY2rVrx5o1a0hOTnb4QMuXLychIYGXX36ZzZs3c+WVVzJy5Ejy8vKq7b9hwwbuvfdeJk+ezJYtW4iNjSU2NpadO3dW6fvtt9/y66+/EhYW5nBcQggh3JOxzML3O8qvn9/UxIfboYaCPnjwYA4fPsyrr75K37596du3L6+99hqHDx9m8ODBDh9owYIFTJkyhUmTJtGrVy+Sk5Px9vZm8eLF1fZ/++23GTVqFNOmTaNnz57MmTOH/v37895779n0O3HiBI8//jiff/45Wq3W4biEEEK4p3X78igoNtLGV881XZrWu8+rU+ODZXx8fHj44YfrfBCj0UhmZiYzZsywtqnVamJiYsjIyKh2m4yMDBISEmzaRo4cycqVK63LFouFBx54gGnTpnHFFVf8ZRwGgwGDwWBdLiwsBMBkMmEymRxJqYrK7eu6n6bE3XJ2t3zB/XJ2t3zB/XK+NN8Vm44BcFvfEBSLGZOl6dyOXd3vq8aCXl/y8/Mxm80EBwfbtAcHB7N3795qt8nJyam2f05OjnX59ddfx8PDgyeeeKJWcSQmJjJr1qwq7WvXrq32zXKXIy0trV7205S4W87uli+4X87uli+4X87frk4jfa8GUBFYdIjVqw81dEgOKSkpqdLmkoLuDJmZmbz99tts3rzZ5oE3NZkxY4bNWX9hYSHh4eGMGDECPz+/OsVjMplIS0tj+PDhbjP07245u1u+4H45u1u+4H45V+Zb1LonFuUAvcP8eOiuqxo6LIdVjjBfyiUFPTAwEI1GQ25urk17bm4uISHVT0QICQmpsf/PP/9MXl4e7du3t643m808/fTTJCUlceTIkSr71Ov11b7LXavV1ts/5PrcV1Phbjm7W77gfjm7W77gXjkrCnyztXwy3F0D2jXJvKuL2SVz9HU6HQMGDCA9Pd3aZrFYSE9PZ8iQIdVuM2TIEJv+UD4kVNn/gQceYPv27dan2G3dupWwsDCmTZvGmjVrnJeMEEKIJu1oEezLLULvoeb2fu0aOpx6Y/cMvVOnTvz++++0bm17o/3Zs2fp378/hw8fduhACQkJTJgwgYEDBzJ48GCSkpIoLi5m0qRJAIwfP562bduSmJgIwJNPPsnQoUOZP38+N998MykpKWzatIn3338fgNatW1eJTavVEhISQvfu3R2KTQghhPvYkFt+Lntz31D8vZve2bk9dgv6kSNHqn0Bi8Fg4MSJEw4faOzYsZw6dYqXXnqJnJwcIiMjSU1NtU58y87ORq2+OGAQHR3NsmXLeOGFF5g5cyZdu3Zl5cqV9O7d2+FjCyGEEADnL5jYcrp83tV9g9v/Re+mpUpBX7VqlfXzmjVr8Pf3ty6bzWbS09OJiIi4rIPFx8cTHx9f7bp169ZVaYuLiyMuLq7W+6/uurkQQghRaeXWkxgtKrq08WFAh4CGDqdeVSnolS9dUalUTJgwwWadVqslIiKC+fPnuyQ4IYQQor6YLQpLM44CcH9UeK3vkGoqqhR0i8UClL+E5ffffycwsOk/PUcIIYT4YU8u2QWleGsU7ujX/B4VbvcaelZWlivjEEIIIZzqo5/L61p0iIK3rsk+hsWuGjNKT08nPT2dvLw865l7JXvPYBdCCCEam23HzrLxSAFajYrrQix/vUETZLegz5o1i9mzZzNw4EBCQ0Ob3bUGIYQQ7uPDX8rPzm/uHYK/7lgDR+Mcdgt6cnIyS5cu5YEHHnBlPEIIIUS9OnyqiO+3/wHApKs7cGRL8yzodp8UZzQaiY6OdmUsQgghRL17778HsSgQ0zOYXqF1e29HY2a3oD/00EMsW7bMlbEIIYQQ9erwqSJWbi1/GNqTN3Zt4Gicy+6Q+4ULF3j//ff54Ycf6Nu3b5UHwS9YsMDpwQkhhBB18d6P5WfnN/YIok87/2b93ne7BX379u1ERkYCsHPnTpt1MkFOCCFEY3foVBErt1Scncc077NzqKGg//jjj66MQwghhKhXiav3VFw7D6Jvu5YNHY7T/eXrUw8ePMiaNWsoLS0FQFEUpwclhBBC1MX6g/n8sCcPD7WK527q2dDhuITdgn769GluvPFGunXrxujRozl5svxl8JMnT+bpp592WYBCCCGEI8wWhTnf7QZg3FUd6BLUooEjcg27Bf2pp55Cq9WSnZ2Nt7e3tX3s2LGkpqa6JDghhBDCUV9uOsbenPP4e2mb/cz2S9m9hr527VrWrFlDu3btbNq7du3K0aNHnR6YEEII4ajzF0zMX7sPgCdu7EqAj66BI3Idu2foxcXFNmfmlQoKCtDr9U4NSgghhLgcb6TuI7/ISMdAHx64qkNDh+NSdgv6tddeyyeffGJdVqlUWCwW3njjDYYNG+aS4IQQQoja2phVwKe/lo8gvxbbG53HX877blbsDrm/8cYb3HjjjWzatAmj0cizzz7Lrl27KCgoYP369a6MUQghhKjRBZOZ6V9vB+CeQeFEdwls4Ihcz+6fL71792b//v1cc801jBkzhuLiYu644w62bNlC586dXRmjEEIIUaO30w+QlV9MkK+eGaPd4za1P6v2DN1kMjFq1CiSk5N5/vnnXR2TEEIIUWvbjp3l/Z8OA/BqbG/8vbR/sUXzVO0ZularZfv27a6ORQghhHDI+QsmHv9iC2aLwi19QxlxRUhDh9Rg7A65jxs3jo8++qheD7Zw4UIiIiLw9PQkKiqKjRs31th/xYoV9OjRA09PT/r06cPq1aut60wmE9OnT6dPnz74+PgQFhbG+PHj+eOPP+o1ZiGEEI2Toii8sHIn2QUltG3pxWuxfRo6pAZld1JcWVkZixcv5ocffmDAgAH4+PjYrHf0bWvLly8nISGB5ORkoqKiSEpKYuTIkezbt4+goKAq/Tds2MC9995LYmIit9xyC8uWLSM2NpbNmzfTu3dvSkpK2Lx5My+++CJXXnklZ86c4cknn+S2225j06ZNDsUmhBCi6fns16P8a+sfaNQq3rm3H/7e7jnUXsluQd+5cyf9+/cHYP/+/TbrLudtawsWLGDKlClMmjQJgOTkZL7//nsWL17Mc889V6X/22+/zahRo5g2bRoAc+bMIS0tjffee4/k5GT8/f1JS0uz2ea9995j8ODBZGdn0759e4djFEII0TT8fqSAWf8uf7zr9FHdGdAhoIEjanjVFnSz2cysWbPo06cPAQF1/yEZjUYyMzOZMWOGtU2tVhMTE0NGRka122RkZJCQkGDTNnLkSFauXGn3OOfOnUOlUtGyZctq1xsMBgwGg3W5sLAQKB++r+s7ciu3b87v2v0zd8vZ3fIF98vZ3fKFpplzdkEJj3yaSZlF4ebeIUy8KrzW8TfFfKtTXfzVFnSNRsOIESPYs2dPvRT0/Px8zGYzwcHBNu3BwcHs3bu32m1ycnKq7Z+Tk1Nt/wsXLjB9+nTuvfde/Pz8qu2TmJjIrFmzqrSvXbu22qfiXY4/jxq4A3fL2d3yBffL2d3yhaaTc7EJknZqOH1BRVtvhaHex/nPf447vJ+mkq89JSUlVdrsDrn37t2bw4cP07FjR6cGVR9MJhN33303iqKwaNEiu/1mzJhhc9ZfWFhIeHg4I0aMsPtHgCMxpKWlMXz4cLRa97iO4245u1u+4H45u1u+0LRyvmAyM2FpJnkXzhLm78nyhwcT7Ofp0D6aUr41qRxhvpTdgv7qq6/yzDPPMGfOnGonxTlSAAMDA9FoNOTm5tq05+bmEhJS/S0GISEhtepfWcyPHj3Kf//73xrj0uv11T6HXqvV1tsvtj731VS4W87uli+4X87uli80/pyNZRae/mobm7PP4ufpwccPDqZda9/L3l9jz/evVBe73dvWRo8ezbZt27jtttto164dAQEBBAQE0LJlS4eH4XU6HQMGDCA9Pd3aZrFYSE9PZ8iQIdVuM2TIEJv+UD5Ecmn/ymJ+4MABfvjhB1q3bu1QXEIIIRq/CyYz//d5Jmt356LTqHl//EC6Bl9+MW+u7J6h//jjj/V6oISEBCZMmMDAgQMZPHgwSUlJFBcXW2e9jx8/nrZt25KYmAjAk08+ydChQ5k/fz4333wzKSkpbNq0iffffx8oL+Z33XUXmzdv5rvvvsNsNluvr7dq1Qqdzn1emSeEEM1VqdHMw59u4ucD+eg91PzzgQFc1UlO3qpjt6APHTq0Xg80duxYTp06xUsvvUROTg6RkZGkpqZaJ75lZ2ejVl8cMIiOjmbZsmW88MILzJw5k65du7Jy5Up69+4NwIkTJ1i1ahUAkZGRNsf68ccfuf766+s1fiGEEK5VZCjjwSW/s/FIAd46DR9NGMSQzlLM7bFb0H/66acaN7zuuuscPlh8fDzx8fHVrlu3bl2Vtri4OOLi4qrtHxERgaIoDscghBCi8TtxtpSHPt7EnpOF+Oo9WPrgYLnX/C/YLejVneFe+kAZs9nslICEEEK4t01HCnjks83kFxkIbKFnycRB9Gnn39BhNXp2J8WdOXPG5isvL4/U1FQGDRrE2rVrXRmjEEIIN6AoCh/+fJh73v+V/CIDPUJ8WflYtBTzWrJ7hu7vX/UHOHz4cHQ6HQkJCWRmZjo1MCGEEO4j7/wFnv92J2m7y29XvqVvKHPv7EsLvd0yJf7E4Z9UcHAw+/btc0YsQggh3IyiKHy75QSz/r2bc6UmtBoVz4/uyYToiMt6b4g7s1vQ//w+dEVROHnyJHPnzq0yq1wIIYRw1MlzpTz/7U7+uzcPgN5t/XjzrivpGVq3J3e6K7sFPTIyEpVKVWUm+VVXXcXixYudHpgQQojmyVhm4YuN2cxbs4/zhjJ0GjVPxnTl4es6odXYndol/oLdgp6VlWWzrFaradOmDZ6ejj03VwghhAAwWxRW7zjJvLX7OHq6/OUiV4a35M27+tJNnvxWZ3YLeocOHVwZhxBCiGbKWGbh2y3H+ef/DnM4vxiAwBZ6nozpyn2D26NRy7Xy+lBlbOO///0vvXr1qvZNLufOneOKK67g559/dklwQgghmq5zJSY+/Pkw173xI9O/3sHh/GL8vbQ8FdON/027ngeu6iDFvB5VOUNPSkpiypQp1b61zN/fn7/97W8sWLCAa6+91iUBCiGEaBqKDWWs23eKk+dK2X2ykO+3n8RQZgEg2E/PlGs7cc/g9nIrmpNU+alu27aN119/3e4GI0aMYN68eU4NSgghRNNwusjA//af4oc9ufx3bx4XTBab9T1CfJkYHcHt/dui99A0UJTuoUpBz83NrfEdsR4eHpw6dcqpQQkhhGiczpWa2HrsLJlHz/DzgVNsPXaWS2+GCvX3xN9LS++2/twX1Z5+4S3lfnIXqVLQ27Zty86dO+nSpUu1G2zfvp3Q0FCnByaEEKJhWSwKh/OL2Zx9hs1Hz7A5+wwH8or483uxeob6cUOPNoy6IpTebf2kgDeQKgV99OjRvPjii4waNarKLWqlpaW8/PLL3HLLLS4LUAghhHMZzHAwr4jsswYOnSriUF4xh/OLOJhXxPkLZVX6t2/lzYAOAQyKaMWwHm0I9fdqgKjFn1Up6C+88ALffPMN3bp1Iz4+nu7duwOwd+9eFi5ciNls5vnnn3d5oEKIxqnMbKHYaKbEWEaJ0Uyp0Uyp6eJ3Q5mFCyYzhks/l1kwmRUsikJZxXezRaHMomCxKJgrls0Vny321v2pj7lifx4aFVqNGq1Gjd6j/LtOo0brUf5d56EqX9ao0Xlc/K5RKRw4qaLw9+N46jzQWfv/qa/1swq9VoOnhxovnQZPDw3qRjBr21hmodhQRpGhjGJjGedKTOSeN5BXeIG8iu+5hQbyzpd/LzJ4wMYN1e5L76HmynYt6d8hgP7tW9KvfQBtfPUuzkjURpWCHhwczIYNG3j00UeZMWOG9UlxKpWKkSNHsnDhQoKDg10eqBCifimKQrHRTGGpicILJgpLyy75bOL8hTLOlhjYdUhNaso2ik3lRcJaKAxlFBvNGMssf32wJkXD10d2X/bWuoo/Ii79o0Jb8dlDo0Zn/XxxvbriqZwWRcGigEVRUCq+V7Ypdr5X/lFUbKz4nRjMGM2O/058dBo6B7WgU6APndu0oFObFnRq40OXoBby9LYmotp7Bzp06MDq1as5c+YMBw8eRFEUunbtSkCAvFxeiMZGURRKTWbOlJg4W2LkbImJMxXfz5YYOVOxfO7S9lIT50pNmC3KXx8ANeTl/mUvD7UKb50GL50GL60GL50Hnlo1nh4aPLVq9BXfPbWaioKnxkOtQq1WoVGp0KgvfqlVqkvWgUajrugDGrUajZqKPhc/X7q92aJgrBgFMJrNmMoUjGZLRdvF7wazpWJdeZ8LpjKyj5+gdZtgyhQu9jcrVbY1llkwmi0YTBabAmo0Wy6roDqD3kNNC70Hfl5a2vjqCfbzJMhXT7Bf+ec2vnpae3mwNeN/3H5r+ds0RdNV482AAQEBDBo0yFWxCOH2yswWa2EuKDZytvRiUb5YoCuLdUWBLjXV6SxZq1Hh76XFz1OLr5cWP08P/Dy1+Hl54KPTcPLoIQb0vQI/bz0t9Bp89B746D1ooffAW6fBR1e+rPNo+mdxJpOJ1auPMXp0vxrv9vkzs0XBUGbmgslCqcmMqaLom8xKxfeLn8ssFoxlFz+bysrPwtUqFSpV+R8n6oo/UlQqFeqKNhXYLKvVlcvlfxD56DW0qPjdlP9ONHjU4szaZDKx1wOZyNYMyN39QjjJBZPZWnTPlBg5U1x5hlxx1lxc0V7Zp9hIYTUTkGpLq1HR0ltHgLeWll46WnprCfAu/25t97Zt9/fSovdQ2/2feXmBO8joq9o7VODcjUatwlvngbec4IoGJAVdCDsURaHEaOb8hTLOXzBxpugCe86oMG8/SZHRwrmS8mHryuHryuXyNmOVB2w4wqYYe1V+rizGlQW6sliXr/fWaeQsSwg3JgVdNBuKomComN1bYjRTYjRTbCyj1Gi2mcRVbCijxFBGkcFc0XZxMlHhBZO1gBcZyqh6iVkDe3fUOiaNWlVekH10lxTiyuWLba0qllv56PD30srzrYUQDnNpQV+4cCFvvvkmOTk5XHnllbz77rsMHjzYbv8VK1bw4osvcuTIEbp27crrr7/O6NGjresVReHll1/mgw8+4OzZs1x99dUsWrSIrl27uiIdcZkUReGCyUKxsYwSQ3nRrbzlqdhgptRUXlxLK4qydV1FcS42mik1lvepXFfZr1ZzvBykUavw9Sy/ZqwYSggPbkWAjx5/r/Iha/+KoeuWXjprW0tvLX5eWnz1Ho3iNiYhRPPnsoK+fPlyEhISSE5OJioqiqSkJEaOHMm+ffsICgqq0n/Dhg3ce++9JCYmcsstt7Bs2TJiY2PZvHkzvXv3BuCNN97gnXfe4eOPP6Zjx468+OKLjBw5kt27d8t72y+TyXzxPuELpvJJPuXLZoxlCioVnC0xUWoqo6jUROYfKo6sO4zBrNjce1xiNHOh4ntlW+WZc7GxrMqTpuqbp1aNj84DL52mfOLWpZO4rJ89aKHXVHz3wFuvwddTi6+nB36eHtbPXtryoezy68mrGT16kFxPFkI0Oi4r6AsWLGDKlClMmjQJgOTkZL7//nsWL17Mc889V6X/22+/zahRo5g2bRoAc+bMIS0tjffee4/k5GQURSEpKYkXXniBMWPGAPDJJ58QHBzMypUrueeee1yVmlOZzBbOlZooMZits2gvlJkrHtRR+dm2CBv+XJDLLu1b3mYos2AwVSxXfi6z1PI2pktp4OjBy87PS6vBp6KoelcUX5vPeg+8tRXfdRp8dOW3Q/lU3B7lo/ewbuNT0d9Lq5EhayGE23FJQTcajWRmZjJjxgxrm1qtJiYmhoyMjGq3ycjIICEhwaZt5MiRrFy5EoCsrCxycnKIiYmxrvf39ycqKoqMjIxqC7rBYMBgMFiXK9/5bjKZMJlMl51f5T4u/W6PxaKQV2TgWEEpx8+UcqrIUDGRquzihKpLJlcVG811iqsu9B5q6/3Deo/yh18UXjAR0dobb50Heg8V507n0TG8LT6eWry1Gjy1l96HrMFLq7Yu+9gU7fK2+h+OVrCYy7A44cdW299xc+JuObtbvuB+OTeXfKuL3yUFPT8/H7PZXOUJc8HBwezdu7fabXJycqrtn5OTY11f2Wavz58lJiYya9asKu1r167F29u7dsn8hbS0NOvnIhMcK1JxrBiyi1TklqooMECZ4ngR06kVtGrwUIO24kunBg8VaCvWVf/11+s8KvZV2e6hKm+zX2tLL35sBXCs/LOp4qvk4uoy4HzFV3Nx6e/YXbhbzu6WL7hfzk0935KSkiptbjXLfcaMGTZn/YWFhYSHhzNixAj8/PzqtG+TyURaWhqd+0WTtvc0P+zNY9cf1ZcxjVpFqL8n7QO8CPLVW+8HvnRCVfkkq/Lvvp4ejXIIuTLn4cOHu8U1ZXfLF9wvZ3fLF9wv5+aSb+UI86VcUtADAwPRaDTk5to+PjI3N5eQkJBqtwkJCamxf+X33Nxcm9e55ubmEhkZWe0+9Xo9en3Vlwpotdo6/2J3nihk0W41ezM22rR3CvShTzt/+rT1p0eIHx1aexPq71mrJzg1FfXx82tK3C1fcL+c3S1fcL+cm3q+1cXukoKu0+kYMGAA6enpxMbGAmCxWEhPTyc+Pr7abYYMGUJ6ejpTp061tqWlpTFkyBAAOnbsSEhICOnp6dYCXlhYyG+//cajjz7qzHSqZSgzs/ecGrUKru8exKjeIdzYI4jWLeStREIIIZzPZUPuCQkJTJgwgYEDBzJ48GCSkpIoLi62znofP348bdu2JTExEYAnn3ySoUOHMn/+fG6++WZSUlLYtGkT77//PlD+3OGpU6fy6quv0rVrV+tta2FhYdY/Glypf/uWjOlg5sk7h9IpyN/lxxdCCOHeXFbQx44dy6lTp3jppZfIyckhMjKS1NRU66S27Oxs1OqLw9DR0dEsW7aMF154gZkzZ9K1a1dWrlxpvQcd4Nlnn6W4uJiHH36Ys2fPcs0115Camtog96CrVCpuCFMID6ifyXVCCCGEI1w6KS4+Pt7uEPu6deuqtMXFxREXF2d3fyqVitmzZzN79uz6ClEIIYRokprPzCwhhBDCjUlBF0IIIZoBKehCCCFEMyAFXQghhGgGpKALIYQQzYAUdCGEEKIZcKtnuf+ZUvFS7uqeiesok8lESUkJhYWFTfpxgo5wt5zdLV9wv5zdLV9wv5ybS76VdauyjoGbF/Tz58tfnhIeHt7AkQghhBCOO3/+PP7+5U8nVSmXlnc3Y7FY+OOPP/D19UWlqtvbzCrf3Hbs2LE6v7mtqXC3nN0tX3C/nN0tX3C/nJtLvoqicP78ecLCwqxPWXXrM3S1Wk27du3qdZ9+fn5N+h/J5XC3nN0tX3C/nN0tX3C/nJtDvpVn5pVkUpwQQgjRDEhBF0IIIZoBKej1RK/X8/LLL6PXu8/7z90tZ3fLF9wvZ3fLF9wv5+acr1tPihNCCCGaCzlDF0IIIZoBKehCCCFEMyAFXQghhGgGpKA7YOHChURERODp6UlUVBQbN26023fXrl3ceeedREREoFKpSEpKcl2g9cSRfD/44AOuvfZaAgICCAgIICYmpsb+jZUjOX/zzTcMHDiQli1b4uPjQ2RkJJ9++qkLo60fjuR8qZSUFFQqFbGxsc4NsJ45ku/SpUtRqVQ2X56eni6Mtn44+js+e/Ysjz32GKGhoej1erp168bq1atdFG3dOZLv9ddfX+V3rFKpuPnmm10YcT1RRK2kpKQoOp1OWbx4sbJr1y5lypQpSsuWLZXc3Nxq+2/cuFF55plnlC+++EIJCQlR3nrrLdcGXEeO5nvfffcpCxcuVLZs2aLs2bNHmThxouLv768cP37cxZFfPkdz/vHHH5VvvvlG2b17t3Lw4EElKSlJ0Wg0Smpqqosjv3yO5lwpKytLadu2rXLttdcqY8aMcU2w9cDRfJcsWaL4+fkpJ0+etH7l5OS4OOq6cTRng8GgDBw4UBk9erTyyy+/KFlZWcq6deuUrVu3ujjyy+NovqdPn7b5/e7cuVPRaDTKkiVLXBt4PZCCXkuDBw9WHnvsMeuy2WxWwsLClMTExL/ctkOHDk2uoNclX0VRlLKyMsXX11f5+OOPnRVivatrzoqiKP369VNeeOEFZ4TnFJeTc1lZmRIdHa18+OGHyoQJE5pUQXc03yVLlij+/v4uis45HM150aJFSqdOnRSj0eiqEOtVXf87fuuttxRfX1+lqKjIWSE6jQy514LRaCQzM5OYmBhrm1qtJiYmhoyMjAaMzDnqI9+SkhJMJhOtWrVyVpj1qq45K4pCeno6+/bt47rrrnNmqPXmcnOePXs2QUFBTJ482RVh1pvLzbeoqIgOHToQHh7OmDFj2LVrlyvCrReXk/OqVasYMmQIjz32GMHBwfTu3Zu///3vmM1mV4V92erj/10fffQR99xzDz4+Ps4K02mkoNdCfn4+ZrOZ4OBgm/bg4GBycnIaKCrnqY98p0+fTlhYmM1/WI3Z5eZ87tw5WrRogU6n4+abb+bdd99l+PDhzg63XlxOzr/88gsfffQRH3zwgStCrFeXk2/37t1ZvHgx//rXv/jss8+wWCxER0dz/PhxV4RcZ5eT8+HDh/nqq68wm82sXr2aF198kfnz5/Pqq6+6IuQ6qev/uzZu3MjOnTt56KGHnBWiU7n1y1mEc8ydO5eUlBTWrVvXJCcQOcLX15etW7dSVFREeno6CQkJdOrUieuvv76hQ6t358+f54EHHuCDDz4gMDCwocNxiSFDhjBkyBDrcnR0ND179uSf//wnc+bMacDInMdisRAUFMT777+PRqNhwIABnDhxgjfffJOXX365ocNzqo8++og+ffowePDghg7lskhBr4XAwEA0Gg25ubk27bm5uYSEhDRQVM5Tl3znzZvH3Llz+eGHH+jbt68zw6xXl5uzWq2mS5cuAERGRrJnzx4SExObREF3NOdDhw5x5MgRbr31VmubxWIBwMPDg3379tG5c2fnBl0H9fHfsVarpV+/fhw8eNAZIda7y8k5NDQUrVaLRqOxtvXs2ZOcnByMRiM6nc6pMddFXX7HxcXFpKSkMHv2bGeG6FQy5F4LOp2OAQMGkJ6ebm2zWCykp6fb/PXeXFxuvm+88QZz5swhNTWVgQMHuiLUelNfv2OLxYLBYHBGiPXO0Zx79OjBjh072Lp1q/XrtttuY9iwYWzdupXw8HBXhu+w+vgdm81mduzYQWhoqLPCrFeXk/PVV1/NwYMHrX+sAezfv5/Q0NBGXcyhbr/jFStWYDAYGDdunLPDdJ6GnpXXVKSkpCh6vV5ZunSpsnv3buXhhx9WWrZsab2F5YEHHlCee+45a3+DwaBs2bJF2bJlixIaGqo888wzypYtW5QDBw40VAoOcTTfuXPnKjqdTvnqq69sbgE5f/58Q6XgMEdz/vvf/66sXbtWOXTokLJ7925l3rx5ioeHh/LBBx80VAoOczTnP2tqs9wdzXfWrFnKmjVrlEOHDimZmZnKPffco3h6eiq7du1qqBQc5mjO2dnZiq+vrxIfH6/s27dP+e6775SgoCDl1VdfbagUHHK5/6avueYaZezYsa4Ot15JQXfAu+++q7Rv317R6XTK4MGDlV9//dW6bujQocqECROsy1lZWQpQ5Wvo0KGuD/wyOZJvhw4dqs335Zdfdn3gdeBIzs8//7zSpUsXxdPTUwkICFCGDBmipKSkNEDUdeNIzn/W1Aq6ojiW79SpU619g4ODldGjRyubN29ugKjrxtHf8YYNG5SoqChFr9crnTp1Ul577TWlrKzMxVFfPkfz3bt3rwIoa9eudXGk9UvetiaEEEI0A3INXQghhGgGpKALIYQQzYAUdCGEEKIZkIIuhBBCNANS0IUQQohmQAq6EEII0QxIQRdCCCGaASnoQgghRDMgBV0I4XRHjhxBpVKxdevWWm8zceJEYmNj/7LfAw88wN///neH4klNTSUyMtLmeeVCNHVS0IVogiZOnIhKpUKlUqHT6ejSpQuzZ8+mrKysVtsvXbqUli1bOi22Pxfi8PBwTp48Se/evev1WNu2bWP16tU88cQTAPTp04dHHnmk2r6ffvoper2e/Px8Ro0ahVar5fPPP6/XeIRoSFLQhWiiRo0axcmTJzlw4ABPP/00r7zyCm+++WZDh1UtjUZDSEgIHh71+8bmd999l7i4OFq0aAHA5MmTSUlJobS0tErfJUuWcNttt1nf5T5x4kTeeeedeo1HiIYkBV2IJkqv1xMSEkKHDh149NFHiYmJYdWqVQCcOXOG8ePHExAQgLe3NzfddBMHDhwAYN26dUyaNIlz585Zz/JfeeUVAAwGA8888wxt27bFx8eHqKgo1q1bZz1m5Zn9mjVr6NmzJy1atLD+YQHwyiuv8PHHH/Ovf/3Luu9169ZVGXI3m81MnjyZjh074uXlRffu3Xn77bcdyt9sNvPVV1/ZvJ993LhxlJaW8vXXX9v0zcrKYt26dUyePNnaduutt7Jp0yYOHTrk0HGFaKykoAvRTHh5eWE0GoHys89NmzaxatUqMjIyUBSF0aNHYzKZiI6OJikpCT8/P06ePMnJkyd55plnAIiPjycjI4OUlBS2b99OXFwco0aNsv4xAFBSUsK8efP49NNP+emnn8jOzrZu/8wzz3D33Xdbi/zJkyeJjo6uEqvFYqFdu3asWLGC3bt389JLLzFz5ky+/PLLWue7fft2zp07x8CBA61tgYGBjBkzhsWLF9v0Xbp0Ke3atWPEiBHWtvbt2xMcHMzPP/9c62MK0ZjV7/iXEMLlFEUhPT2dNWvW8Pjjj3PgwAFWrVrF+vXrrcX0888/Jzw8nJUrVxIXF4e/vz8qlYqQkBDrfrKzs1myZAnZ2dmEhYUB5QU6NTWVJUuWWCeemUwmkpOT6dy5M1D+R8Ds2bMBaNGiBV5eXhgMBpt9/5lWq2XWrFnW5Y4dO5KRkcGXX37J3XffXau8jx49ikajISgoyKZ98uTJ3HTTTWRlZdGxY0cUReHjjz9mwoQJqNW25zBhYWEcPXq0VscTorGTgi5EE/Xdd9/RokULTCYTFouF++67j1deeYX09HQ8PDyIioqy9m3dujXdu3dnz549dve3Y8cOzGYz3bp1s2k3GAy0bt3auuzt7W0t5gChoaHk5eU5HP/ChQtZvHgx2dnZlJaWYjQaiYyMrPX2paWl6PV6VCqVTfvw4cNp164dS5YsYfbs2aSnp5Odnc2kSZOq7MPLy4uSkhKHYxeiMZKCLkQTNWzYMBYtWoROpyMsLKzOE86KiorQaDRkZmai0Whs1lVOOoPys+tLqVQqFEVx6FgpKSk888wzzJ8/nyFDhuDr68ubb77Jb7/9Vut9BAYGUlJSgtFoRKfTWdvVajUTJ07k448/5pVXXmHJkiUMGzaMTp06VdlHQUEBbdq0cSh2IRorKehCNFE+Pj506dKlSnvPnj0pKyvjt99+sw65nz59mn379tGrVy8AdDodZrPZZrt+/fphNpvJy8vj2muvvey4qtv3n1VeDvi///s/a5ujk9Mqz+Z3795d5cx+0qRJvPrqq3zzzTd8++23fPjhh1W2v3DhAocOHaJfv34OHVeIxkomxQnRzHTt2pUxY8YwZcoUfvnlF7Zt28a4ceNo27YtY8aMASAiIoKioiLS09PJz8+npKSEbt26cf/99zN+/Hi++eYbsrKy2LhxI4mJiXz//fe1Pn5ERATbt29n37595OfnYzKZqo1x06ZNrFmzhv379/Piiy/y+++/O5RnmzZt6N+/P7/88kuVdR07duSGG27g4YcfRq/Xc8cdd1Tp8+uvv6LX6xkyZIhDxxWisZKCLkQztGTJEgYMGMAtt9zCkCFDUBSF1atXW4fLo6OjeeSRRxg7dixt2rThjTfesG43fvx4nn76abp3705sbCy///477du3r/Wxp0yZQvfu3Rk4cCBt2rRh/fr1Vfr87W9/44477mDs2LFERUVx+vRpm7P12nrooYfsPhxm8uTJnDlzhvvuuw9PT88q67/44gvuv/9+vL29HT6uEI2RSnH04pcQQjQSpaWldO/eneXLlzt0pp2fn0/37t3ZtGkTHTt2dGKEQriOnKELIZosLy8vPvnkE/Lz8x3a7siRI/zjH/+QYi6aFTlDF0IIIZoBOUMXQgghmgEp6EIIIUQzIAVdCCGEaAakoAshhBDNwP8Drard23YOqXUAAAAASUVORK5CYII=",
      "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": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tafel slope (order 0): 92.69+/-0.26 mV/dec\n",
      "Tafel slope (order 1): 82.01+/-0.09 mV/dec\n",
      "Tafel slope (order 2): 85.26+/-0.55 mV/dec\n",
      "Tafel slope (order 3): 112.03+/-7.37 mV/dec\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6230e84616cf4569af6cef28b2a508c9",
       "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",
    "A = 1.17 #cm2\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": 38,
   "id": "4ffd915f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    tafel slope     error  \\\n",
      "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...    69.355261  0.185000   \n",
      "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...    80.215607  0.227517   \n",
      "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    92.690114  0.256467   \n",
      "\n",
      "                                                    overpotential  \\\n",
      "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       0.736455   \n",
      "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.729461   \n",
      "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.739623   \n",
      "\n",
      "                                                             info  \n",
      "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       Pristine  \n",
      "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...  1 h at 1.73 V  \n",
      "CL20250527_001_#8_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_1250/1749067141.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": "826106caba8d417c862de875d2c50137",
       "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": 39,
   "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/SmallLoadingRepeat2/after_1930mV/2025-05-27 CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1/CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1V_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": "8df87950f6d1443c9702caf9186db6af",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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ngr/B6B+AtoODv44IijrrAXQ6nejRowdmz56N7t27495778U999yDefPmeb1mzpw5SElJEX6aNWum444JgogW+s5e6dX4cw/7Sr1mNZ2DZ8oBAG3rJ4Z0/bJHL5KsVabKnvSksJytglXLAJTy37kK/5MiTJ+WbAu7rIZJviceXAO8d1Fwxt/TJ4BpxewPGX+6UGcNwEaNGqFjx46yc9nZ2Th8+LDXayZNmoTi4mLh58iRI1pvkyCIKKPlxMU4XWqVnbu4fSYK5o4UjD93I/DI+ej/cA8E3gPYOjM0AzCrodg+7eq31quyJz05p3IIuKZRYWPTGeItPry/b3QHPrsKOJnrf8G+9wPPFrFGnyVenU0SAVNnQ8ADBgzAnj17ZOf27t2LFi1aeL0mJiYGMTHRnaRLEIR2FHIGgJSDs0coSqF8/0A/XP/uBgDARS+srhUFIQs3sl+Qm6TGhb1WaQ3LjXS5XCiuZP//0+LVMwAtJoNQXRztVFhZ/UOvFe5LngTOH1R+bMg0oGEO0GIA4HQAMaF9iSDUo856AB977DFs3LgRs2fPxv79+/HFF1/g/fffx/jx4yO9NYKocTidLhwvqsTN723AP/+dj/R2NKP7jBWy432zLveqg9ezRbrsuKK6Zhk8vmiWHrq3pmuzVPU2oiMV1Q7YHGwVdLh9gKX8+KCod2e1hy8wrSXl1V48gC4XW+Cx+X3lC6cWAhc+BrQdApjjyPiLEuqsAdi7d28sWrQIX375JTp37owZM2bgtddew6hRoyK9NYKoMfx7vAQtJy5G66eXoP/cVdh06Dyuf3cDWk5cHOmtaU7B3JEwG32/ha55cqAw7jj1N413pC0OiQRMtr8cMB88MbS9ML7kxdVh7UlPirg2aBajAXEqFsBkNxKfyxNFVaqtqwUV1ayB6tEJZO1Lyhfct5YN7xrqrKkR1dTZEDAAXHHFFbjiiisivQ2CqJHc9N4GbD7k3dt3urQK9ZNivT5e05D2sB3eqWFA17gL5rpcLo/euDWFwgox/B1ODtxF7URJj5pQ+MBzspg1zqodTlX/D6VrbTp0Di0zVBZZVgmXyyUagFIPYNlpYNVM+eTJpwFbJav3R0QtZJYTBBEUdocTl7++1qfxBwB9ZtWu9k0frhVzm94d3SPg6967vacwbjVpiap70pPdx0XZK5Mfz6c/+CrSnEDkRKKEHUeKNFubtwGjWR/RancKXuA43gAsPwe81E4+cehMwBRDxl8NgAxAgiCCou0zS5F3QlkD85M7esuOJ36/U48t6cJF7TIAAI1TYoPyAA2V9MGtyew5qZ7u6TMjswFAaA1XE9Cy8ndc/5YAgL8OnNXsHuHCe/8ASRHIi63lk+5fD/R/WMddEeFABiBBEAGz7XChx7mPxvbCoTkjUDB3JAZ1qI97LxY/FL76+whcrtDbh0UTvLFyeU6joK5jGAZ9W4kFIeU1rPqVJ8bEen16twy/X3qzNLaI5GRJVVjt5fSk0sYaQEOy66u+9vEiVivyt92nVF9bLfgiplizAUYvhU9o2FnHHRHhQgYgQRABUWa149p3/pKdK5g7EoOzG8g8Yk+PyJbNee6Xf3XZn9b8soPt79ssLXgJlNaZYl5X71m/q7YnPTlXxhrAHcIoAOFpLJGR+fSvgrDX04PSKrYIJClWvQpgnmjN+5PCewAF79+5A/IJjyi3QySiFzIACYIIiM7PyqtYd0wd6nXuvNFi3ltN+YD3x8kStgggJQQJkGev7CSMpaG0msRZTgOxXkL4WqgWk/jRM/3XmvEFoayK9YAlxapfO3nngFbCOFo9xPy+BAmYNyV5sO2HA2kt9d8UERZkABIEETQHZo/waQgN7yyvko12fTN/SMPYPZun+5ipTG3om8t7ADMS62YXjBINDcAGyWK1/KGz5aqvrwaVQgWwwu9/29c674ZQAzIACYIIirR4s/ccIAnbp14mjDtMXqblljTnvKQDSMOU0KRtPh7XSxhv17CiVCvOlbHPQUZi3eyGVMoZgIkx6oeAAbHIaOPBc5qsHy7lnAEY5y4CndwkArsh1IAMQIIg/LJ6z2lh/OatgUmgpLq1yyrmhHRrIvknS4WxNHwZDIM6iMUDd376d9h70psznAewnkoGYBtJXmRNKBQqs/I5gNrI5/Lt5WYuztNk/XDhi0ASYoyAQxKmzmjv5Qoi2iEDkCAIv9zxiWiwXMh5KgJhwmBRI2zhxv9U3ZOejPpwU9hrSAtlnDXA4HHnPOcBrKdSCPjLey8QxtIvGNFKqYYhYED+d2V3RJ8eYLm0D/C5/eIDN34amQ0RYUMGIEEQfmmSGnzlKwD832Wid8ASpnhwbaKoomZ5Q6vtTpRyRQDp8eoYgNIuMa//vk+VNbWENwCT/VUBV5wHPh4ObJwX1PrXdRdDqR+vPxT0/rSmQtoHeMeX4gMk+FxjoXdkgiB84nK5cIzTKXtnVOAdMHhacRIXs5ZEZ2grUlTWoGrgc+WiYHNynPo5cDuOFqu+ptqUWfkQqA8PoNMBvNAKOLwBWPYUMC2FbZUWANLuKj9sPRbWXrVAJgOz/rXIboZQBTIACYLwyQZJUnq7+olBX99IUjQhLaaoi6x7apAw/nxTzQmJ8wUgAAIqAKqNeMiguHN8OzBdoUL8pXasIWgPvOuJNOc0WijncwAtRiCjA3uynXcpKCL6IQOQIFRg9Z7T+LvAd2/cmspXm48I43YNghcBfvPW7sK4x4wVquypptKU64ABRG+yvxKFFawBmKWCCHRNRZBBUfIAVhUD71/ie4GZ/juImI2icX2iuDKo/WlNpeABNAJn97An01r5uIKIdrTJZiWIOkCVzYGsKcryJn9NvFTW7aAmsydMb4RaVaPRQOcmyZHeQkQo5HIWU1QO/95zUSt8sJbNd3O5XEH1WNYTl8uFCpvEAJJychcwb0BgCy2bBAyf4/Xh/BmXo83TSwAAO44UoVFK9LyHCEUgUgNYWgxC1DjIA0gQbrhcLjj89CedvSTPq/EHAP3nrsKHaw+qvbWIcL6ibodtpfRrXS/sNWLNNe9tt6RSGwPw3ovbCOMV/0ZvH1yr3Sm8J8h08GyVysbfxCPAVM++2dj4js/7SMPr7/8ZXe8ffBFIokny3nhtcIUuRHRBHkCC4Gg5cbGq681cnIe7LmwVtV6NQDlTGnjukjc+vaM3xnFSMgVny2tE71MeaReT/m0Cl8DxxponB6Hv7JUAWG1EtY0qLRAlUNTda2aS6B3OPVaMoZ0a+pgdOaQFO/F8VxenA5jltl9zPPBoLhDLeYof3wM4qoHXcsQ5hzcBzft6vVdavBmFFTZsPVyk0u7VgReCTmYkoem44LviENFDzfsqShAqU1ntCNv4u6prY7RWMGpaTVoS1rrRxGNDQhd8HSgRQV6VH/2ab1J2HBErVHu3Cv8DT9pJ490/DoS9nh6UVLEewOQ49X0G/PejDlGcX8iHfy1Gg1itK5VC4XliH5Ag+ZKQ1BBIbQ6M+Vk897HvwolCiURQNBVNVXIewEblktxVI/mQajJkABJ1mqKKamRPDb1N2aE5I1AwdyTeuLU7Vj0xEAVzR2LblMtkc3Yfj36JC180TWPzkC5qH773CwBeWbFXlXX04q8DZ4Vxoi8JkACRhvl4wyra4UPAansAAYDXxH7oi22qr60WfAVwolQE+qfx8kkPbwVivFTJt3YrEPniFq/3WvRgf2F8RxR1jDl4hu1RnOis2e9nhAgZgESdptv04KtSsxsl44mh7VEwd6RieDctwYI514khn5FvrAtrj5GGb+HmVwDXD7yHlNdTqyn8dUC73qxfbDqs2dpqIoog102Pj9gH2Mvv/1QBUK+N8mM8I14Sx3uXep3WvXmaMN4RRT2jz3HeyCo+Gt68v/fJRI2gbv41E3Uel8ulGJ4tmDvSY97Rwko0TYsLKpfv1j7NMemHXOH4z71ncHH7zNA3HCHKrHbhw69BcnjVvLOuzcGtH2wEwHq+wjUo9WLzIfXlfa7r3gQ/bIs+sV9vrObC9jFmLxp4YbDwrr4Y/RHbai9aK4E9RKAP/iGfEJcGv/S5B1jyhHjsdAAG5eeza7NUwfjbcOAc+rUJv/hILRqYKthBgjoRASJykAeQqJM8/KU83DTx8iwP4w9g+7c2S48P6UNpyYSLhPGYjzcHv8koYNthsZIx3PBfvzb1YDGxbzmHz1WEtVZN57oeTSO9haDg28Cd1ECbrm9rMa9y76ky1ddXgzK+CIY3AD+7Wnxw8pnAF+p8gzj+4mav0767v58wfu6X3YGvryEJXPVzYgX3xSWeCkBqOmQAEnWSX3eekB3ff4mf8E0IdGws14xTo5pWb/yo4QRNtZ1tcn/FmzUnLN48Pd7/pCDJaZoijItrQF/gOM7z17eV+p4os6QF2vLdJ1VfXw34LhjxMQoeO1MQvZEveUoc7/eefiJ9TqKhK4hUBzFpxwfsyX11W9S9NkAGIFHnOHhG7mVQ8vypxSfjegvj3rN+1+w+WsF7Pvq0rLvf9gdnsxXM913SWrU1pdIvx6Os44MS6QmskaNFH2Apu4+XaLp+qFTwIWCLW9ZUzk3BLZTpVknvdAZ02agPNwZ3H5Wx2p1CsQ4M3HPQ6dqI7YdQBzIAiTrHpS+vEcZaGn8AMCjLf/unaOZ8Oeu1TEtQ54OfNyQA1qtQExALILQxfv7YE0QIMUKUctXKalRB+2JZlHoAee9XnMUIHBTfP3D588EvdtWb4viHu71Oy5s+XBiv369dIVIgVEh0EBkHJ03ToHOEdkOoBRmARJ1i8o+5/iepzP+GdxDGB85EZ46TN77byub7bDyoTiHEiscuFsaFNSD0CYjGj1YVsM8vy9dkXbVwuVyCCHCCUgjU8wJg+5fAtBRgZoOA7nH3hWJPWafaeQcqIOuDu/418YFAij/ckXrOTnp/P4pzazkXyfA43wWEz+EFIIpdEzUWMgCJOsXCjaLsxpbJQ3S55w2ShP+r31qvyz3VoowzfsKtAOaR9gVemRe9rb+kaNUFo0U99XMLtaDaIbZBi3cPgfJUlQDvD2KNvudSgR/vZ8/bq4D5V/m9h1RgOxrDwLwHLM5iBLKuEB8IpWI5RiJ4bYr1OfXdUT2E8YSvIqeTKDOAeeq1jdBuCLUgA5Cos0g7MmhJ/WTxTb6maeB1a8Z6OK7trn7V6vIo7v0qRTQA1fUAPjK4narraUWFVdIGzeLFAzi3GXB8q/Jjh9YAy6f4vMcwSQu4K9+KvgIh3gCMN5uASs4b3n10+Auf3Onz4ctzGgnjKltg+YJawP/+KWaJdzYU7ycRVZABSNQZpP08L4mgJl9NyX0DgO+3HgUAnCtTr4KZL6ZYUWMMQG26YDSTVBcfOluu6tpqIm2DJq1OBcAWMUxLUbjKjb/eAA79qcHu9IEPgSbEGIFVM9mTeb+qs3iAhSCAqMeoN3wVdIZZ8j4QHz3ahERokAFI1BmkLd9mXK1vAvMTQ8XqvzlLozvnS4kYs3pvFVKPUk1AKw9grxaiByX/RPSFPXn4Clj3nDQAwHQvXiCp3AnP/CtV3JW+lLsLQQNAVVHoCz4uaYf4fEufU/fPulwY3/Hp3xH5Asl/eW5kkrxOvYhYEzUHMgCJOoO0grG5zvlXd10oSoi8/+dBXe8dDu3qs71N+7VWT/X/9n4thLHdEbmwVqBoZQAyDIN+rVkvSjQXxPDhP48K4O1fek6+4RNgyllg0NPAtGLgUbciBx/GywdjegnjvwvU774SDuVWhRy4u8LQwUuUqANYfffWNbl5XQfMXRX6fUOEfw00NhT6mUnUJMgAJOoMHRuxVWvSPr16oeg9qQHsO81WLatp/LTNTBTGZ1QMLWuB1e5ANWekJsWoLwPTvgH7XBw+H72dUXjvl0f+H1/owdPlZqDzdYBR8jylNgcYyXXl3iVvLusoVgzfOG9DyPvVgio7VwVtkOTwZrT3MjsAgiwe2TNTlIQ5XlwlCKrrBf8+cKa0ij1RT7v81cKqQuTMz5H9nCyPTnmgmg4ZgESd4SynaRep6ssnh4lyMEUV1RHZQzBIQ01qCgAbDOKHX785+nszgkFWABGIBEqQ8HmA+SejNwTMS8DESz2ADjeP5ciXgeveV17gyf3i+NQulXenD3wINNlZxJ1hgNgAch99cc9q9l9TnN+pMSb5a2/4a/rmU+47xXYjSXByuaqJgcn7BIrD6cCe83uQMz8HF399scfjV/3ov5KcCB4yAIk6w8Ez7JtXg2Tf0gtaMayT+Kb5zZYjEdlDMEirDjMSg2h3VYsQCiBMCgUQKtAohf3w/2PPGVmRUjQh5L9JPYAz3FICet3lfQFpz9gF1/oMA0+4VJQWiaZ+0VXc66Be4Q7ujCs0CRgpvIyKvZKV0fHDgdkjhPFBnYuGmqaxr9Nejbn3AamUTRBU2ithd7KvJ4fTIXj4ui3ohht+ucHrdW8Pfjuk+xG+IQOQY+7cuWAYBo8++mikt0JowGJJ799IGYBt64tvmmoJK2sJX/nHMAotsMLk1j7NVV1PKyq8hT9VooukJ/C+05Hv+apEmXsBxO4f5ROePhGcMfSZd2/OY5eJYdXXft/rdZ7e8F+GUs/8o96isclAAqdGcP6A3+lGg/w5vu4d/TRFyzhPeJqJ8/xaEoJeY9G+RejzeR90X9BdMPr8MeWCKdg5Zid6N+ztdy4RPGQAAvj777/x3nvvoUuXLpHeCqER6w+cFcZat7MKhFURknMIBj78GW82ysK2avDvcd+J79GC0AFDZQOYRyoFwxebRBu890swgr8dK59gCSClQlow4UMOhpEYkj9sOxbwHrXmZAmb+5ZwboefmUFi5Yz+354JaPqSCRcJ462Hi/C7TlJKvBc4keFydgM0AE+UncC1P12LnPk5mPrX1IDvt+TaJcgdm4ubOtwke00Q6lLnDcCysjKMGjUKH3zwAdLSSNiytsIXHrStn+hnprYM7BA5/cFg4T2A8RoYzHOvF79s8Rpr0Qi/t4CKeFwuwFYFFKwDdi8K+l6vrIgej5cU3gCMMys8B1e9FdgizfrIj21VYe5KP6S5sAYbF3pNa+VldpDYuefhv8C8eR0bJ+OC1mJI/e7PtugiC8N7geOZSvaEnxAwH94d+v1Q7C/a73MuAPx09U94/7L3sXnUZuSOzUWz5GZh75nwT503AMePH4+RI0diyBB92oIRkeGnHccBAM3S/Cdca8l1krZwvMBwtCKI32oQ/sxulCxUFh8rrFR9fbXgvaB+n4PFj7Mt0GY1AD4dCXw7Dtg4L6h7/fNfdEpsVHIGYKzZCFS75Z71uD3whTLEIijs+MLrtBlXdxLGP22PvBewWiJVZC7l9pPjPV8tKPrcK44dgX0R+urefrLjN1f5N7DChX+vindxBqsPD6DNYQsovPvawNew9fatyB2bi9aprdGvcT/EBVAQQ6hHnTYAv/rqK2zduhVz5swJaL7VakVJSYnsh6gZ7DhSBAA4XRpZ2ZEru4itnT5ZXxC5jQSAqH2mTfizSSr7Zn+0KIoNQN77pWQAOh1sF4xpKcDfH3o+vuypwLpkRDmV1awBFGcxAnt/Ex+49avgFhq/SRz/+pjXadL80Ee+2h7cPTRAWpzD8B5Ag0p/E5dOFsfHtgR82V8TLxXGeniOSyo5Tzi4v1UvBmCVvQo9FvZQfAyAYPDljs3F4BaDYTaoL61EBE6dNQCPHDmCRx55BJ9//jliYwMrCpgzZw5SUlKEn2bNyE1dU+jUmNUAvOei1n5maos0nyVaQ348svZXGtAwhf2723U0evMBK/kwuJIRPD3d85wSG3xXMP7y0IXCmA+3RhOV0hDwgZXiA+2GBrdQgLlc7sLH58sjK5nEiyBbjAagUVf2JP9vuEilZA6uCfiyxqlyT1mBxlXBJZwHMMbB3UchBDztr2no/bm8WOOiJhcJYd3csblk8EUZddYA/Oeff3D69Gn06NEDJpMJJpMJa9aswRtvvAGTyQSHw/ONeNKkSSguLhZ+jhyJfikPgoX/Fs8bHZGkQXJMpLcQEGUaewCPcqHft//QPoQVKvyHv0cVcOF/gS/y29M+H+a/nADAWzqE84JFlgMo7f8aSisws6RgpPyc12nrJR6uHyNcDMK/BmLNBrFoIzZV/Rv9MTuo6Yse7C+MB770h6aGckklawBaHJw0T0yy7PFzlefw/b7vZedeGfgK3hnyDoV1o5g6awAOHjwYubm52L59u/DTq1cvjBo1Ctu3b4fR6PnmFhMTg+TkZNkPUTM4w4V+M5Mib3ydKhHD0MeiOfypsQfwmm6NAWhnYKqBogFYdBh4XUExoPMNwLNFbAu0Ic/JH3v3Qs/5HNIK67dWR58BWCk1gNa/zp5sPSi0xcb+Io5f9O6NbyLxcM1dFtne2ZXVki9ClVyeZlxq5DbE0b25vGixx4wVmhSE2B1OoRrebOc8gBaxmM7hdGDgNwNl1/x09U+4rMVlqu+FUJc6awAmJSWhc+fOsp+EhATUq1cPnTt3jvT2CBWpsjlQylWxRYMBuOu5YcL470PRqweodQ7g0E4NAQBWmwNOp/4N7gOhQikE/JpbK8GLnmCNvhs+EsOcFz4qn3MqF7BHf/cXJcQ8SMlzcHB1aIs17eV/jhvVdiccEXx9CF+EzIzEAFRRMaLnHSFfOuMa+WdVq0lLVO+vXSKRJzLaOQ+gJAfQveBj55idaJ0a2VQbIjDqrAFI1B1475/FZEBSFGgASnUIeX2xaCTgKuCz+4BXOgFbPgZ2fguc8y9qCwCtMxJgMRpQXu2IWk8o7wEUikCObfWcNHiK8sVT3EKcM71LAPVsIRoUesh6BIOYByl5HVz+gub3bZYuegHbPL1E8/t5g5dDamuW9DFWMwR8oaQgxhbc38HtF7TAgwPbyM61fWapGrsSKJS0rWSq2Z7AiGE9gO9uf1c2N3dsLun21SDIAJTwxx9/4LXXXov0NgiVOVPGhX8TY6LmzYmP+kVjzheP4AH0ZTQfWA281QsoOcpWdv5wN/BmD7ZC1g8mowFNOFmeI+ejp+2XFCH8x2vgfSAJfV7xKuv584bRBNwR2Ifxl/dcIIyX6yTuGyhCEYj0ZdAujPDe/evEsXtPYQlr/3ep7DhShjGfC9vUKPHWm1XMJU6RFBMWFgR9+f+GZ3mcazlxMWYvyQtjUyL3fiapTrZyBiAXAn5nxzvCQ6OzR6tyP0I/yAAkaj28cRHpakIp4wexfUB5gdVoxK8HcFoKsOAa5cempwPF/pP322SyoaT8k9HZBk3mAXTXwOt1p/8F3AWDvRgxFpP4VnzfAhXbjakAbwQnOyXGbkoYrfzqizp/OL7d59QHJN6tVpMi4wUUumCYuP+7BiqnCBkkH8N5v3if54P8GcM9zr3/50FM/H5nqLsSOHKe90q6gGrRAMw/L+ZmJluS8VSfp8K+F6EvZAAStZ4VnEelMookNq7o0lgYR5NhKqW82ksOoNMZmL7dqx39hrQ6NGTlJKb/+m9Ie9SaCulzUHpSfEAq4OuLpIby48rAxJ5LokgknO+D23TvZ+JJYxipFFKD5yPfAvy3X9Ai9PuoBG8Aphq54q0YDYv/Vs8K6bJYsxGH5ozwOP/V30fQcuLisHJsR13AGvs59WMAF/ceGpOIuZvnCnO+HPllyOsTkYMMQKLW074Ba2R0b54a2Y1I4A0fQN+m7sFQYfVSBTxdIQG+9z1AukLi9/o3fN5Dmq8enRp4kufgk8vFBwLNgWMY4L614vEL3luI/fqwWCm8Oop6RfNfnFKOee/hqxXuenfnyvQXcue99MkGLl/XTxu0SMEwDNb+T7k6u/XTS3DbBxtDWrfazv6Rjugg+b3NCfjnlOipbp4chkeYiBhkABK1Hv4DrGvT1MhuxAv1EiNfmaxEuVIF7K7vPSc+thsY+RIwYRubEyf1jv0x22c+4MOXthXGRwujLw9QCAGbjUCZJDcvmFzSRm6SMV40BDs3Eb2q0dABg4c3zK2tOG9dswt8zA4BH3mAALBzmig43XPm7+reOwDKBQMwsD64IRFoT2U/NEuPx4HZI/Dazd08HvvrwDm0nLgY760JrEiL5+AZNvUhw8L9P5kT5F5cosZC/4tEraeYEzFNjY8uFfr7LmY9ZtHaA5Y3fgQP4Jm9wHdueW/PnARSmsrPuXvHfnnE6z0SYkxoW59NKM87EX15gBVaSOEoaQhGKS6XS/gClbTjA/akTYWuE1Mlr/nioz6nJsfK/2717qHNF4EkQUMDsEjypcAenpfTaGBwTfcmyJ2m3KllztJ8tJy4GCeKA6s43nCQrWavLCtiT8QkoqiqSHj8ixHe+zoT0Q0ZgESthzcAU+KiywCUCgBHY/iT93wIxs/b8jZPmHQMMCuo/DMMcJ2kN+62BT7vs/80m1j+8JfbQt6rVuw5xRqlsl7ADUMw4KacDWjaQ4NEj+iS3BPB30dlrHanULdi4AsATuaGv7DUg/TvT36nX91NzJnNmbZc14pg4e8AXAjYSx/csOg5Thyr8fwCSIo1Y8dU7+36+s1ZFdT7TnY6939mScAP+38Qzudk5ni5goh2yAAkaj0lUWoAPjqknTCe8uOuCO5EGcEDqOT9unG+oAWmSJcb5cf//aXizvTHXC2pgL3y9eAXMAb22ntiWAdh/ODnCpqDOmO1KYgKX/Cgujf5/Vm/U9xDmle+tU55ogbwBmCcYAD6eN1z/HHkD6w+vBp2Z4BV/lIv+s6vg9yhj2XjzV49gQCQNWUZ/j1e4tWgttpFA7F5EjfHkohX/3lVtT0SkYMMQKLWU1QRnQZgjEn0Kn37j+8wWCQQPB8xRqBCooFmSQI6XeN/gcf3iGNpAYUPDpwpC2KH2sOn+qUzkvB0kx6hLXbNPHEcoAcr0tXAfPjXZGCAVK4it+1g3ffBMAwGtBX7EO86VqLbvfkikFiXfw9gtaMaOfNz8PCqhzFh9QR0X9AdOfOD9JBtfj/UrSqSFGtGwdyRwk8Pt2K4EW+sRatJS3D7R5s8ru0weZkwzuRzAGOS0LNBT1X3SEQGMgCJWk+0hoCjGZfLJfcASqtXHw5Qp85dAsVLbtOOZ0UPRTQJY7tcLhg4CzCxUAWZmqyR4vjd/l6nXdQuQxh3mbY8/PuGgSACbTZK8tRUElPvMVYcO/23L1t4V1/Z8V2f/q3OPvzAF0PFuricOS8G4N7Cvei5UNkwCtoI1JAfHhyAr+/1LORZu+8snl6U69UbKKQAWBJQL5Y1xp/qTdp/NRkyAIlaT7QWgQDAlCs6RnoLilQ7nLBz2mHx7jIwSQ0CX+gWiT7YqhmKU6SG+aJt/sWj9cLmcAk9aFMXB6j75wtp8cBp7wblp3f0Cf9eKsHLrpRKBctTVZL8GPGSOC476X0eB8Mw2DZF7ECyMv+0Lj2C+Y44FgffB9czBLz5xGZc//P1PtfxawSO+i6k/YVC39b18NiQ9h7nv9h0GK0mLVGuFuaF0C2JOFnO/n81THD7kkfUKMgAJGo1TqdLCKMlR6EHcFgn0ZhSu4l7OPDVrwAQbwrjbSJLIk7715th7Eh/VBcOD1A6xmiQz9sTwS4p1dxrMhYS7627ZzdUTBZxfCwwr3JagkV2rEePYD4EbLZzHrBYuRC0zWHDXcvvkp37YOgHyB2bi14NesnO7zzjozNHE4n3sFT7doCPDGmHvOnDcWC2p4A0wFYL87x5a3egmnsdWhIEA7BRQiPN90loBxmARK2mtMoupFtFYwi4cYpYRfv5psMR3IkcPuwVYzLA5JDo8/3vUHgLe9EEnHi52M909Z7oEEHmKyTdDbKwkBaQOLwXCKx5cqAwHvaa/gLMPDYH+8dzeeY58WQARRBBc2BVwFOVOl5oSVkVZwDaOANQ0gnE4XSgx0J5TujHwz7GBY3YEOsnwz9Bdnq28NioJaPgdHn5ohebKo5f9vTOaUGcxQijgVFsJSflyq6NhT7AdksCzlaxVe0NEoKIBhBRBxmARK2GD//Gmg2yogtVKSxgW6NNSwFey5EXTPhBKgWz73T06OCJGoAmoIwzyMwJQHx6eAsfVc7burlXM2F8xyf65Hb5o1IqAq0W3ceI4xM7vE5rUU8DqZEQ4AuB6pkkHsBgRLADZcvHAU9lGAbjB4k9grX0AlZWOwRPsNHG/X1KQvndFnSTzV963VL0biiXS/rmym9kxzf8coPyzSIorhxrNqJg7kjsnelZrLXisYvZARcCPms0wulywmQwIT02zPcDIqKQAUjUaoTwb6xK3j+nk+1csHsR8E4/1uh7vav4eNFhtmDCGrgxd1tfNqfqv3PR0wlD1AA0AuVn2JOJmaEtNklS4fzxMMUp7qG9aID/4I9V0wCUfsh/7jtnbGw/sQ+uXgUP7vCvgwtt0dWucMJgUULJ4XTJ5ErU5GRJlTBm+L9pLgTsntP39uC30TTJTRSdY/OozcJ4X+E+7zdsJ/n7OJ3vfZ5GWEwGoVp42pUdsfCuvmjHtdIEVwRyzsi+htNj02FgyISoydD/HlGr4fN3kmID6OTwz6eiJ29aCrDwevbf3YuAkuPseHoaMCMD+Hacz0R+zFH+IFDCzHkB1+47G1bTdjWRVQDvX8meLCwIbbEo7Z3qD974OSvtPysN04VLpe8OMM9d3VkYr4xQb2D+dXA+liv8MMWqewNpkVAQnnN3b36Hycs06RN8vpxd0wQ7GDvfCSRZce7FTS/2uk6cKU7mLdt22ovouUtiyP4+Lai9qs24Aa1woaQine/YUshZDeT9q/mQAUjUavgP8YQYHwZg2RmgYL1ny7L9XN/Rb8cBr2R7XOaXaSkBJXMP6ywm1f+y83jw99GAMqkG4J8v+JkdJF4kP+aNFnOpTks8L5HiTKmCQdFmkP4b4SizBigqrME9zSbu7yf7SnVv0F6Se3ZoTVCX7p8lD1f2nPk79qucRsHrDXavLzE4Y5JQWi2/z84xPoo7ONbcLP5+Y5aOUZ50vaSDTrR9cSpYCwA4X8jmAafFpEVyN4QKkAFI1Gp4D0a8xUcY76W2wKdhJpa3G8q2+5rs5qkJIJm7fxvxW/YjX20Pbx8qURnI8xYMty8Sx16e68s6ioZwn9kr1blvGPDFH01TJV6v1ioYgNd/JI79CELnTRcNpM7P/hb+vYOkgisGSmA4Y1jtNmjSkPjBP4K61GQ0oE2mfD9DXvlT1SIiMxfutJ45KJ40mtH/S1HHccUNK8CEkBdpdSh8wYiTGFW533g+HgUUJrIagGmxZADWdMgAJGo1oiGj4AG0V7NeunB4fC/w0D/AqG/Zdl+mGM850zM8z0U5MgFgnoFPh76g1HA6vEFxinu1rZ79XpXgn4MLUiQVsK0Hhr+w1Ov1x1yfU+PcDHC9vYC8Bl4CE3gbtKBpwIW644P/O1n5+ECPc3d88jeeWaROP10+rDwyy/v7RDBaeJ+P+FwY/3XMS3tERvJ/bq8OeG3N4f6f1lawoWBFA5aoUZABSNRqeA+G+wcpbJXATC9FDdOKgRQu5+mu34Fed4qPTTkLPFsEPFXAzktqAGS0lV8/5Zz82GnzWfEZjVQpFUA0C0OgOEAPSdM0URZn/f5zPmZqD2/89LBLwntqiCBLeyif89/5ZO51YrHBsl3+BZPVROyDq5EHEAA6X8f+WxJa+sOB2SPwpKSHMsBKKj33y+5wdybkfybGc17gFPn//8Q+E4Nar0tmF2E8YfUE5Ul3rRDHz7dQnhMJbGyR2qZitojFp6YhUSMgA5Co1VRwhky8eyXnLIVv7VMLWaMOAB7LZcfNegNXvMqOpxWzXj6GkYdq3DGagCfdVPR/fNDnPqX5b3kn9Otz6o0qG5unF2diILT+yszyfkGweGkLt/Z/oqdwtEJvUj3hvzzkWLeKJ9WSQMm5kf030b+O2i19RKPjiW93CF5tPRBSKOC/D27IJHMFUwEYw0oYDQzGD2qLjZPkPYo/WV+Aq95aJ3yZCYXTXB5o/Rhujdhk2Bxif+Y+DcPr2mJzKvR6bioRhLZFjzIAbGwRTNsE9v/rrpy7fM0magBkABK1Gr6jhSyXbadCbs20YnV1uBLcwlmndvmcPqyTaJCO+2Szj5n6wIc/UwwVALhQbLgagNIwsJeKYvdcqnA+vMOFN7Q6lAfY+zgYGnJevb1Lg770dh0NYz7kHOvkKmDN8T7nO11O7C3cC7sziFA131nk6GavQuGB0DAlVpYzCQA7jxYja8qykNc8xRUjNWC4iu1Tu7DjjOjNb5vaVukyn0zoLnr+tp/e7v+CkhNB30MTOGPUwqW5NEtq5ms2UQMgA5Co1QgeDGkV8A/3yCfdG1z1YcBMdZO12Lvc61Sp4XOqJPK5NVbO8GroOiOeVMpvDIYxP4rjvz/yOm2rpN9rOB/e4VLOvXYsLg0qknk5lfMHAzJ6lj8mSoxs+a8Q58v1yQ3jvaAxLs4A9JMD2PWzrrj+5+vRfUF35MzPQUUgHqwESSoGLzkUInEWI7ZMHuJxvuXExbhp3oagewdvPVwEAGi3933h3F/Hxdy9UIo/7ukivv/8V/Kf8qSJkq5Ar6joeQ8Vl0sQgi7iKqBTY1IjuCFCDcgAJGo1/AeYRwiY56F/gMbdtLm5wSh/I//iRp/Tb78gevJ9eM9b4+oCbW6w+T2vD6VHiSh0ZbWGBRctxCrSQPrgtufFeDl6zFjhZaa68J10LLwH0EsI+FDxIQ9hZADo+0VfrDu2zvdNGnQUx8snh7RPKRmJMYrt4jYXnEebp5cI7wn+qLaLckX2ZuL/VyxnvPdt2DfkPbZIZv/W39zmpT92rFvRyfHtId9LFWyVAOfVLeQ6opAMTM2HDECiVvPXAbaQQPAAuovNuhdwqI37G/npPK9T7724tTAuj4DmmxQ+BJxpPRLRfQDAxoORKQap0DLXjq98BdjuMQGw7im5BI0eVdJ8H1yLne+D6+kBdLqcuOrHq7yu8cDvD3g3dNw5uyfoPSrBMIxiWzMA6Dj1N0z+0X+V8Mli0fOb2JBrPdd9tOC169mwp9JlAXG6gpWqOV913ntvYCm/PxvyvVTByuYlVxkMqOQEsVPVFEUnIgIZgEStpn0D9gOrlGsJhxdaiQ/yBR9aI9V9e+cCr9OkFbBXvOnHa6IxfBFI78Mf+pkZJCNfDmjawdmiB+eW9zequ4cA4Q3Agw25vLJLp6i3uDR0uP71gC5pmhaPrIaiJ5APT2pJKfdFxGTjDUD5FxqXy4Wun3V1v8yD93e+LxgOflFJ+sRiMuDg7BFonOLZvWThxsNoOXGxz+vHfyEW/zB8KNuSiJ8P/AwAaJoYeLcfdx7u/rAwfuFvL0Lrj0mqmIPUSFSdKva98mSc+P+faNZAEojQFTIAiVoNb8i0rKdB9WKg5Hhp/u6GNJ/o0NlyrXYTELwHsKARZ/w0Cd3bISP7anFc7t2zZ3DTBNQr500KHyq0gPPG+qr8DoVMrrvMycDlNBY9OEAYX/+uFx05lXC5XEIRiNHOvR7dPIBdPusiO062JGPnmJ3IHZuL1Tetlj3W53MfFbPD5ojjP2aHvmk3DAYGf00ajIK5IzHzms4ej/syAnOPSb4gVnMGoJ8imEC5qcNNwrhxQmPlSSluBub6N1S5d0hUsR7Aakl3klDyH4noggxAolYj6tkZxNZuANBtlL4bSfCiOehG/zb1NN5IYPDPW8sTXBFGkUqh4ETJ8/Bia+/zAGx+WpT10CvnTQrvAfSX/xYyZ7ynA3jDXc9y3poDXmaGT0W1Q2hUwnAFANIikDe2yg2ST4d/ivW3rhcMg4y4DGy73UvPW3f6SWSS1r0a8p59MdpLjm3LiYtxuqRKFlL3CK/b2N/fKimE8tX71x8xRnGdF7e86H2iNHqwQkUPdLBYWWO4Iob9GwjH+0lED2QAErUa3pMVYzYCC68XH7jqLX03IvVw+Kj6nHud6FF5YKEG8iMBYrW55SVldlCeqCH1kz1Dd3rCG4D1T69nTwQjbRIIN84P6bIXbxBfI3OX5suKFdSEz0O1wAaG16vjjOCS6hJ8kPuBbH7PBp5eYpPBhAe6PiAcKxWK6En+jOHYJqky5+kzeyVaTVqCOUvzsONIEVpNWiI8NvOazkIF7FnuE9NsMCPZkhzWXgKqonWPHuR+F9Y9Q4bzAFZYWA9ogjmCERVCNcgAJGo1VUotzQB1Nf8CIVPSE3i6dz295vXEENORwsiJwPKGc2F9rtKx5zj1Fm91ScBTPxrbSxiP/lBfYeiTJW7yLyF2qvBKK4kHyb04yQc39pLrr7WfHLyWYCAcPs++/gQRaEDwAA74coBsbu5Y70UV4zqNU31voRJrNiItwYKCuSMVH39vzUFc/fZ62bnRF7QQQsCHXWwqgs1pCzsE+sFQ0YAurCr0PvFJSR/i7+8CTqrT5i4ouCKQMjPruSQDsHZABiBRq+FzAGUtzTpe7WW2hjTynyjPc0NPNrzCIHI5NrzhbLFxXUlUyn0CAPQbH/DUwdlip4x1+8+qt4cA8Hj2s65Q9wZSYe3PfUsEubPpaXnXC75nrZrwBSCJfB9gUyxgNGHlYblWny/jDwDi3V47G08EUNTjRShcTZQ8ge5MuJRTCeBDwAYvclIh0CFN9KrP2jTL+8QEt7SQFRGoCOY8gOVkANYqyAAkajVCDqBEBxrpbSKzmQDhDY/cY8Ww2iPTCYP3ACYUcnlqaoY/k5uIY2tZUJd2fc67mLbaVFY7wMAJF/8/4t7dRU2CNHgaJMfimm5i8UDPmb/7mB0afCeUPo05XUbO+/fo6keFOfd2uTegtXaOEQtd7ll+j/Kksb+K4+/vDnyjIcJ7AjdMutTrnP8byhlpnA5fEdjnZEDjAV6uCBypB/HPo3/6ntz1NnF8IDyx7JDgPIAVRjMAMgBrC2QAErUa3gCMt0kq+i58LDKbufD/xPE578n7Y/u3FMbDXvXzwaARVe45gIn11Vu8oaQa84x/3bed04YK4+JKmy76dy6XC+XVdiSgCgzfCk9SAamEg8vtzD2Ti5LqIPs5VwTv3Xztlu6y4wFzVwW9hi/OcZXX9WPk+X9SpHImvnAPlzqU8mBbXSSOj/4d2CZVoFFKHArmjkTB3JHImz4cedOHY+/My+Vh4mTW2F51npVmkbaDUwO/EjnXvis/3vGVqvf3CycDU2Zkv0mTAVg7IAOQqNVUcQnyCTbuA9YUC8SGl7wdMoOniuPv7vQ6rXMTUWur4Fxk8gBZw9kFl4FznbpLUoQLv+4u/0ntybFm2bE0QV8rrHYnnC4gQZr/ZvIsStl5Zie+yv8KuWdy0W1BN+TMz8FtS27DgC8H4PE/Hvd/o17eXweBcOcAUdfyWFElWk5crFpRSCFnAGbGcN5fNwP4tUGvBbXe9P7ThfGGExvC2ptWxFmMiLMYYTG5fTRyOoDFnCRQipseYqgkWXx/qZAx+ntxvOg+wKlN8Y8ifAiYy50mA7B2UKcNwDlz5qB3795ISkpC/fr1cc0112DPHnWU6InIY3M4hd6f8ce4Dxy7Bn1dA0XqBTmxPeDL5iwNXi4kXKpsDsTDCsapkQYev+7GdwKa7t7aS2svIF8B3JSR9EJWSPoftWQUZm2ahduW3Obx2PL/lmN/4X7fN+o2WhyHIIA89cqOHufeWLkv6HWU4LUX083cviwJ2HNefH9sEN9A6TKvXNvuWmE8d/Nc5UnXSSqLt34W1PqawhWBNIpjPeG3dLhFlWVfHShK3kh7DCvS1q3H8fQ0QAdvOAAhBFzO/QmQCHTtoE4bgGvWrMH48eOxceNGrFixAjabDUOHDkV5eWRFeAl14MO/ABC7URttMa3YP0tsY/XemoM+ZqpPtd0Ju9OFFHB/BwazukUgAFC/U1DTGYZB/SRRO01rLyDfOaYK3vsSByJpcu3P1yqHO3nSJZ1pFlzrfZ4PtkyWGwZvrd6PI+fD9xzzBmCaiTcAE7H0kFhx3DnDU1g5UPh2ah50EQWS8XNg4WVdsLEh2rNcH9x6cerodfZpKIpjn6k442OmFwL8AhU2vAeQ4b5Qq/1+QESEOm0ALlu2DOPGjUOnTp3QtWtXfPrppzh8+DD++Sdy+muEevB5bAwDMCHkWGnC2F/EcZX3VnQmo/xPs0DHziB88n8Kw90zLlXR+xUWty8SxwF6vv54cqDseNG2oypuSE65lX0O6lk4482tcGjdMeVWfVe3uRrzh8v1/bot6Ob9RtJK4CIvRpEfMhJjsPqJgbJzF72wGi0nLsYpdymbICisYP9fUgxchbElAT/u/zHk9QC5eHJAPXCrIyeFJOByCSHgQs4ATI/1LuUUDAzDoEsmq+u4t3Cv/wueOSU//u1pwGFTZS8+4YSgy7n/MwoB1w7qtAHoTnEx+yJPT1fnj5uILLwHMEaaz8O334oUUu23N3t5nwfg+wf6C+OBL/2h0YY8KedaoNUzch++WjR9lxaVHAqs0CXeYkK9BNEj99jXOwRjVW34FmgN47j1JR6PR1c/igd+f0A2f8l1S5A7NhczL5yJHg16YMm1cg/l3yd9FDUkcM9FspeWYAHQKiMBH4/zfD31nb0SLScuDqmVXnEla1gkGTkDMCYJ56rY9n096vcIaZ/SkGePBV7WkBZp/RS4ZJBm2CoBrhCoqJo1AAMScQ6QnWfYCunP/g0g5G2OBaa6aQbO0LA6nYf3ALrYvwcKAdcOyADkcDqdePTRRzFgwAB07qwc2rBarSgpKZH9ENELL6ESYzKKHpwRPtou6U35aZ8P92whz7vbeNB771w14Xvg1jdzBmBcqvo3kXoUP7/e+zw33PXvsqcuU2tHMs6Xs0ZPRTn7gQ+LaAAq6eA1S5KLMzdLbobsdPHLxp2/+Sj24F8HR8ITur40y3tOXo8ZK9AzyHZ6RRWsAZjg8myFd0HjC4LfIACLUTTgHS4vxnsfibTM7h9Cuo+qcOFfF4AizhOmVhEIEIKkjMEAtB4kP7fhbdX2owgXrSh3sl8kKARcOyADkGP8+PHYtWsXvvrKe3n9nDlzkJKSIvw0a9bM61wi8ogi0AbgPCe7El9zvbu3vB+AgK4K8OHPTCP3wR+ABzD3TC7e2PpGYGE9dwxm/3M4TEYDNj8jNwLvW7Al+Hv64bfdbKjN7OCeA+4Dz72yd8cY73IgX10hfy9ZfHCx8kRpPmSY4bz8GcMxvFNDxcfOlVej5cTFuPezLYKR7w2n0yV0AonjK6ElfYAvaRp4Nxd3pN4zxWIed0+orxxKPeBEoEtMsajmDCC1QsAAcGWbK4O/aMyP8uPfnlZlL4q4XICV/SJU7mC/GJEHsHZABiCAhx56CL/++itWr16Npk29y11MmjQJxcXFws+RI0d03CURLHwIuI1R4mlTu5o1FDoFnuz/55Pyb/p7T5WqvRsP+ApYIQTswwNodVgF6ZMPcj9A18+6Imd+Dg6XHA78hs7gjJ76SbF4aniWcPzb7lOqFD1IyW7EynM0ieeMjxj2A2/5f6IQ9eZRm2FgvL+FGhgDPhn2iXA8ce1E5YnVEjHs3G9D3DFLrNmIebf3RMHckTg0ZwQaKvRTXv7vKXSc+pvPSuo3VomVxPEu1gCsMolFOE0Sm3hcEyi/XCPmwfIhZQ8aS8LD618P+V6qwHkAD8WLHlA1PWBSD2BVMCoF966RH88PwZAMhOpygPPWljvY/VEOYO2gThuALpcLDz30EBYtWoRVq1ahVatWPufHxMQgOTlZ9kNEL7wHsJFBUmwRRp6ValwiMQRO7fY5tXm9eORKhJCH6iAMzXuHUoTcL8/XucPpwM2/3oxeC5XzGEcuGomiqiKttogHBsqLMi56YbWqXVMcnCMzO50LVSvotcWZ4vyu06uh/PlRNLoelGji/fiA5+MhwjAMNj49GLf2UY5UtJq0BD9tP6aoGyjNGbQ4WeP6iEGcl2wJ/b0vVeJRllYVy7h3tTjeF1zoWnWqWQ+gi9OBNAfhsQ4EaTjZa3W0Eo27yVtMHvpT8NSpCicBA8aIcjv7XJABWDuo0wbg+PHjsXDhQnzxxRdISkrCyZMncfLkSVRW+lFlJ2oEvAewv1O/rgIBkSn2AMW7/b3P40hyE0LWWgOvnPMAJjCcEWCWGzr/lfyHbgu64d9z//pc56KvL/K919t/FMclx4Pep6xTA4AOk5cJ4sXhUmblCiAMfPgzAcfLxD2uuXmN0mWKTO47WRh3+ayL5wSFDhtqMue6Ljg0Z4TQY1rKI19tR/vJS4WCD54luSfEA65d38NHxcIW984eoeI1LC7l8F9AxXlV7hcSnAewlOuD2za1rarLS5/LRfsX+ZipwHA3PcU5TdXXBuQKQBwuByrt5AGsTdRpA/Ddd99FcXExBg4ciEaNGgk/X3/9daS3RqiAlfNsOI2eYbCIEsKH5/LHxOphrTXwKrgK2ESJ/IeUKxZd4XHNy5e8jNyxuVh781rZeUWDh6f1QHG8bFJIe+3SVJ6M3z3IQgdvHDnPfugL+W8xibhvxX3C48HkgN2cdXNwN9fAwGcYBi/d2BX5M4YrPt71ueX4eN0hwWA/WyYxpDkP2DGbd9miYOG9p7vP+faAC7zgOzqjKZwETKmJLWAJx/vpj6BCwADQoj9w52/yc8+lAh9eptqeUHgIAFAhed8iA7B2UKcNQJfLpfgzbty4SG+NUAHeA5jMcPlhzf172yJCuX+NwvYN5CHILQXaeUR4CZR4wQMo5jspiR+vuGEFhrZkw9SpsanYOWZnYDeSGsIhtuf7+aELMc2tG0bLiYvDLgz5eQfr7Ssp4iQ3LIkos5X5uCJwFL2ijSV9fa3aqQvEmo0omDsSV3Rp5PHY9F//RatJS9B/jljlnN0oWTCA1CQgGZmhM1W/b0hwBvA5k7qhXyW+3/e9/0nuNL8A6CDvlIOjm4EilXLUuXX4NnBmg1lWzU3UXOq0AUjUbqq4nLBWNq4CWIMPspDpLmkBFsIH/g3ztOulWlrFG4CcB5AzAD/Y+YFs3piOY5A7NhcNE+RVp+7hwUA6ZoTT9mvcgFZY9bi8KvW33afQcuJiHA6zl3KKRAOPr3ycMWBG0Ot8f5X4wa6o93bX7+J4bvOg1w+Wt27rgV8fvlDxsePFohfqp/EDNPm7ef7i54XxttPblCf1d+sEsu935Xlaw/3+SwysV3jTyfDkepRIiwmzOO3WLz3PvdZZHZHo5c8AAMoN7N81ef9qD2QAErUWvgjkvIUr/GgzyMdsnbnyTXHsRxCaxz3n7f0/D6i5IwHBAAQfAmYNwDe2vSGb92TvJ72u8efN2herSGmdmYiHBnnmZl384moUVYSeF9g2lS8CSUBBSQEAoGVyy6DXaZ/WXhi/tOUlzwlGUwi7C4/OTVJQMHckXru5m9c5FpNByIFTE2nhw8YTPuSNbv5cHAehF6kqa18GADQvY73B/RurH0l4dZAokH2o+FBoi7iHggFWJHrNCyHuisPB/v2UcR5AMgBrD2QAErUWPgSc6OJamqV4l/jRHYPkT8+bIK4Cc64TvWmzl+Rj3hr1jUC+ICAWYhGIe9hy++3bfa6RFpuGponi8y0toJBx0RPiOMzctyeGdcAfbi3RAKDb9BX4ecfxgItnHE5xXqyLNYJtkpCXu+izJqx7Tft7cFzTvQn2zrzc4/zlnTnPbrW8DWG3zG6q3NdiYJ/TH/f96H1SlvxLD3Z+o8q9g+LcfgBAPPf6CbULii+aJ4le3xf/DlGsvvkFwPjNnudXzwKmpYStp1jOkAFY2yADkKi1WDkDsH41lwsTV3NFoHlu7SMPD85dmi8YumohGoBcKNCcgNe3ilpsP1z1A4wGo991nuglGnfDvh+mPOkiibBywVrlOUHQMiMBSyZc5HF+wpfbAi6eOSzRFLRwGnhnwD7HZoM5ZBFgaTXwyfKTnhNulPQQPrfP83ENsZgMKJg7EgVzR+Lg7BFY+fgleHd0T/ZBNw/g470eV1gheAY1Zz3yx8t9VIAzjPw18sM9gN2qyv2DpSStBQAgWUEWKVwy4zOF8dpjYfwdZHYAphUDSQpyV9PTWUPwWGi97isoBFzrIAOQqLVUcVXA9a0F7Iky363XdEea42QPPEyZN11eyZk1Rd12aCWcAWhx8hIo8dhwQsw5bJfWLqB1BrcY7H+SpMUadqnT9qtj42TseHYoujZL9Xis5cTFflvqnSphf+/6STEw2Fnj5z87q6/WKKFRyBIo17W7Thhf9p1ClWana8TxtoUh3UMNDAYGbTK5Tg9OJ8A9B3FcNb1aXTBubH8ju64/PcVLp8iPVdRKDIi0lgCAXAdbBJSkoAkZdTy2y/tjH1wKbHgnaI87hYBrH2QAErUWD89Y/SzliZFC2vM0CI9PnMWIfyYPkZ1rOXExjhaqk6zPewDNvAFojkfrlNYAgLEdxwa11gdDxcKRyesm+5gJIFO9/5+UODN+Gj8AL9/Y1eOxW97fiNs/8p7If7aM9TC1rJcAnD8IAHjzP1avrtxW7vU6f5iNQVaRHla/2CBoOOOvGkAl1wVCrT64rVJYaZdKe6VvAWR3g3tXCJWy4cAZgGfB/l1orcMJsELrYWEwAv0neH/8t0msXMw/84GSE97nlYqe6nLuCysZgLUHMgCJWgtvAFaYuQq7hEwfsyNAqiScG4AgtJR6iTF449busnMXPr9aFSOQNwBNkj64R0rZMHrnzM5BrdW3YV9h/NOBn5Qndb+d/XfZU8FtNACu79nUo3gGANbuO4uWExfj3+OeFdiHzrBGXnm1XUiAd3F5ml5blwXIpD5+9A6l7b0+Hup9nl5Us6+nIqMY8lfLA5YZJ/49PrnGe0ERADasKeWf+crztIALgSdxHtAG8Q00uc3W0VuFcZG1KPwFh85gn7eHfIR8f5kAvJIFHPUim/Su2KauPIF9H6U+wLUHMgCJWgsvBB1vE7XcahNXdfXM87nw+dXYdSw8wd6iStbo4cOfMMcJHppWycEJ8rqHSxVz37YtEMfV2kj1KBmBADDijbXYf1rePuvlFXsBALslxmGDBFY376ne4Rmp3ep3E8aKor+Nu8mPnZ5t2nSFk0D5L1b0+vjqfxwM0tdGlSMAAeSRr4jjXyZoUp2syEk2nMq3gEvU6H1E6iGevN6PtzwYMtqyhuDUQu9zPhzMepxdLnlouELUKC3n3g/U7IPsD3thISpzc3W7X12DDECi1lJlcyAWkoTxuFTV7/HrwV+RMz9H9nO45HDgC9QLr63Ugdkj0NWtG8YVb67D55uC6CkqwWp3oMrmBAOnYAAWueyCRyKUCtjl1y8XxrlnFd7Mr35HHG96N+j1A6Vg7kgcmjPC4/yQV/7EZa94tnYzQDS+irjnIiM+I6w9ZKdnw8iw3rRVh1cpT5KG7hZeG9b9woYzAA0aCf+aGFb+JiDpk953yY9nNVSepzZc2L+S8wYH0gM6XNYdW6f+ogYD8GwR8LSXopuPh7Jh4edS2WKRafL3FT79QY8Q8PGnnkJeVjb29euPghtvwskZUSIKXssgA5CotVTZnEiCxKMURPXeucpzHnk4LpcLpytO4+7f7haMvUlrPUN6IxeNxLKCAAszcm4UxyGIthoNDH566EKYjXJP2zOLdqHlxMV4YOE/QeUs8eHfGIh7WX5S1GkL5dt/o0Sx68TczXM9J3S7TRyvnB70+sHAMIyiEbjvdBlaTlyM9ySyOr/eJ8p9FFaz3sD0mPAKIBiGET5A8wvzlScNnCiOD/4R1v3ChsuBrOK6oHRI6+BrdtCMaO35f+GTZhfIj3XykLoAlHIpEfEmfTxgmuQaMgzb2vGRncBjvnt5yxg0WTAAtQoBuxwO5GVlIy8rG8U//Sx7LK6bZy4vET5kABK1liqbA4kM38s1xWcP3mpHtcyLN/Cbgei2oJvsXJfPumDwt4MD6gTw5Jon8dN+LzlvUi6QVDQWH/U/3wv7Zo1A75ae3QSW7jqJVpOWYFX+qYDW+Y/rnBEv8ZyWOtST3ThdoVCJHWJVbagwDIOCuSPxkkKByJylolGWZuGMYMaA81Y2fJYWG2bHBgCP9nwUAJB/zosB6NZ7OaLFIFxIvpzRRgJEmhN5ttJ/S0TcsVR+PD38/49AqNKpD+66W0TP36OrH9XsPkhrAaQ0YUPDDQPo1HPxE0IrRDV//8P33ScYffmdvOcXJ1/h2X+cCB8yAIlaS5XdiURweUI+2lnN3DgTPRf2VP3+k9dPxobjflq2xUrCLAuv8z4vAL69vz/WPDlQ8bE7P92C33Yr5N+5wRfOxPEGoCkWJytY4/GenHtC3tuwlqIOYGl1qeeENEluYVV4OYyBckPPptg/y1MAmaeBhe2IYjcnoNjK7kkNCZSO6Wzv4rzzed69PJMkXwYiWQxiZsOd5fXaAFA//0uaT8cXGvnEYPAsCPl6tPJcNeC88nwbNANj0NQAlFZYrzriJUVAbe5fB9zmR2CbYVTxAPLGHv9TvsZ7x6Ds/DzhJ1TpJcI3ZAAStRarzYE+Bs7L4vQMr7pcLpRVl+HrPV+HfI8YYwxyx+YKP9J8NwC4d8W9Xq5UgAu3hUOLegk4OHsEmqR65indt+AfOJ2+w0p5J9hQZ5NEbp45DsfKjgEAGicqiMsGyAsXi+2opq6f6jnh3j/EsQ69cHlMRlYAuWcLuSdp93PDYLBzFbAx8XDBBQYMUmNSw75n27S2MDEmFFmLlItiACDGrdL2yN9h3zckuC4gFSa2QEEL46drJuuJDcgDqETeLyruxo1q1uvFd8GIN8XXTmOk/TDWsB63BEhtIX+MM7jLuOcimC8BLrtdZvD5o8WCzwSjj9AeMgCJWkuVzYESeH+z6vJZF/T7sp/sXM8GPfHxsI/x161/4bPLP/O45p3B78gMvi2j5fIJjRIbYdvt8ub23+zx8+06U/LGqEJOk8HAYP3ES7HjWU/PUeunlyBnmkLPUI7ZS1iDuaqc89KZE4Q2buEYgNLK0d8P/+45QYMCnWD4/oH+ODibzUd7ZkQ2EmJMQpXpmRjWmE6LTQuoA4o/YowxaJPKetR2n9vtfeKdki8THw3xPk9LeANIQwOQN4KXFyz3M1PCs0XyY4lciaqUs7I/ZZwHUI8K2NHZokfT7rRrfj8ZLQcAj+5kjb4pZ2Xe1mCLQPI65yC/s//wcoedOwSjL75379D2TYQEGYBEraXK5oQBnCervbx7xo4zOzzm/3HTH/h0+Kfo3bA3kixJ6F6/u8zYyx2bi4uaerYZc8dkMMlyeWZsnAGny4dhd+9qcbz1U7/rB0pKnBkHZ4/AzGvkuTWlVXZc/MJqn0nmTbkoj8sSJ7TqapLYRLW9+aUoiEpqlTAY2NzAey5mRa/56s+TlhgAbBcQtTjFhdUf++Mx75Oa95Uf6yBA7AFvAHKGrxYFEPxzEXDhFMDmjY6TtPY7tYutWlX7OSplRZIrdOyCMbaTKLY+a9Msze/nFTfh8grOI+7vObCdOMF6++yexmvCJRfLQrvZ+XkwWLSpMCf8QwYgUWupsjuQwPezddPuGr1Enjc05YIpqBdXT7V7u3dL8BkKNkvCtUz4HiYpBgOD0Re0QJ9W8ty1w+crfPbGbZvGejwKzbGotFeCARO2AfTmpW8KY0Xj8xlJOPSbMWHdSxW4Aohi7oMwNTZVtaX5zipB8Zx69w8YLgRcrqEB1D6tfWgXtlTw+j2XGlI1vVfms8UHfAhYDxHkhgmivM13e7/T/H6BIngATd5fA2ff/wD7B10qO1fvnrsFY6/5e+9pukciOMgAJGotVpsTCXwRiKSyMme+PCyROzYXN3W4SfX7b7pNrN7cdCLASs5ffLRvCoNv7uuHHx707DZy03tikYrUKLumE2swHjaz385dcMESphZcv8ZiuP3vkwo5bVJD+Pg2z8f1hiscKjaxWnUpFnVaoAHA/3r/Txj7lPt4cKP3x/SAzwHk0t60CIFKxbWDbrX3VIHnuRkZQGFoOpjeKNcxBOyOTSF/WW+cLicq/QhBn533Hs68Iop1GxISkJX3L+o//rgueySChwxAolbicrlYDyDDVbNyHkD3UOzS65a6X6oa8eZ4dK4nhl8DFne1V2uynx7NPSUzNh86j5YTF8PucGJJruiBaxLPPk87TOqF1GKMMcLYa1s4KWf2qnbvkOANQC78qVYPXIAtBOHx+bqo75Y4fz4AwWQ12c/ma5bz4T8f3p9Q6dOojzBWSs3wSVwaMFGhevj1LmHuSo7gAdXg91di6+1iW7geC3r4mKkPFRIVBSUv8OF778WZ114TjhtOfw4d/tlSOwtmahFkABK1kmqHEy4XEM+HgGNYA7DrZ6L227R+09A0qamm+3h/6PvC+IHfH/A+8SmJxyLvZ+/zwuTg7BFY+fglHufbPrMU478QP3RiOBmYWM5oCylk6YOfDwTwO74d4YRwLgRcwr1LqlEBzCM1hufv9tPXtuc4cfxGN8BNoFxTzrBFQeUVbDGE1h6wXw/8GvxFscnKntJpKcAb3T3Ph0CFRjqI3uDbzvHY1AxrhwDvmTUyRtlrFwBsp06j/M+1wnG7v9Yj7Sb1IyqE+pABSNRKqmysByuB8QwB81zT9hrN95FkSfI/CZBXwX5/l9dp4WIwMGiTmShUvHqFq4At5jwf0h62mvLoLvlxJAofeDivRxHnxEi2BN5JJhj8Cotf+br8eHr4WoTBUhHH/u5aGUD8F4xfDoYo6VI/G3h4q+f58wcBa1kYO2Mp4/4O9AwB39VZfB/4dPenut1XiXI7awAqyeDsv0T8Qtl03rswpev/+iRCgwxAolZi5QSNEyAPAfN0SOugiqRHIEztJ+refZ73uS739IfBwGDZo8oVzV/dewFgYz2nhQxrgKkV/vztelGC5mCRgu5hqluv4Y3veM7RC84ILuUqyZODaCWoOZVF+tynBVtoUW5ivT5aG4BhUa8N8NA/nufnNAmtMEQiyVSe1ACAPkUgPPd1vU8Yv7HtDd3uqwQfAnY3gMv+lAs5Jw0cqNeWCBUgA5ColfAewCQDbwAmIO+cKC56ZZsrddvLDe1uEMaKvXB5EuqLYx08X1kNk7Fx0mDZuYbJsbigdT0x/40zANUKf0q1BE9WeBFBfkbStu63pyPnBbTxbdA4b7LK+V8mxhT45NE/yI+fb6E8T22srDB4OVeIoJUB+ETvJ4RxWOHOjLbAeIUCoxkZwJ8vAvlLgJLjga1lFTXwKpqyeXiJFv0MwDiTXMz9qT+f8jJTe3gD0P3//8i9rJEa26ULiTfXQMgAJGolVXaupRnDFVSY47C/aL/wuFRrS2sYhkHfhn39T7xJkgu2aoZ2G5LQMCUWW6dchn6tWQmc1U8MZB+wsx7AIhf7PKqZ/8Zz34r7lB8wx8qPKwtVv3dA8AYgVzikdvjv7cFvAwAy4zL9T247GJjq9jyUnVF1P4pYWUHwCif7RUqrEGjjBPGLwTPrnglvscz2wNVve55fNRP46lbglWwgL4BcQ0kRUhmXQ6yFDqIv3hksesCXHPIu26Q1SiLQ5RvFvMvGc2brvicifMgAJGolfE/beN4ANMXh33P/AgBGZY/SfT+vDnpVGK85skZ5UnNJV5K1L2u8I5H0BAu+vPcCFMwdiTgLFxbnPYAuVsxVzQrYgBg6Uxy/0Mr7PC3hikAquOdAbe9XCtcH+kzlmcCkPgwGYIykevprHV7HVjYAXs59IdCqClaaV7a0QIXK/O6jgX4PeX/861HA0olCqoMiK6YIQ6EPro4eQAAewvN/HftL1/vzCDmAki8Ah8fdIYxj2rTRfU9E+JABSITN6j2nkXu02P9EHeFDwLFgDUCXKRYL8xYCADrW66j7fqTFIA+t8vLBFE2SCVz+W5GLff7SYjwlZELlvSGsGGzzJB89f90/vPXKeZMieAC1MQBbJYuGbcAf7K0HiuMjm9QVPVbCWooqhoGTy4PUqwpWFYbNYluZedNS3PQuMKuB96rqI2JxTiAiyFrx8zVixfx9v3vxmmuMEAJW+P0TL/FUFSBqBmQAEmHxzd9HcMcnf+PKt9bhi036t+/yBu8BjOU8gJvKCoTHOtXrFIktBUYLSXeDfSsitw++AtbBhv7UDAG3TGkJADhefhwObx++7sbw3x+odv+AsVWy3i8H+xpS2/iRelNWHl4Z2iIzMlTajQJ2K+CoRrnk/0LLKtgXL3lRGO8tVFEDsn428KRCwRHP9HRg729AwTq28MNuBTa+K5tSZmMriRMU1AS0plWK3AOu6nMTILwBzP//u5xOGOLZcf0nSOi5pkIGIBEyLScuxv++3ykcP70oN4K7kWO1cx5AzoM1/4hoTKmtaRco0hZP1Q4vYs8Jknywz29QnqMH1jI4AJRyuV9qhoD558HutCP/fL73iU+fEMerZnqfpxW2ClgZBnawryUtKkDrx7OFP0F9qI/6Xn685gUVdySBz//jJFDiTHEwMNp9ZAxrMUwYf7BTZYM/oR7rDXzcy/P8xU3ApyPZHMGZ9YFlE8XHut4qhoB1rAKW8upAMYXk+p+v1/3+7jmAtuPH4ayoAGM2w9Kype77IdSBDEAiJG7/SFm7bM/JUp13ogzvAbRwIeB1Z7cLj0VKnV4qgXK4xIu39MZP9dmMP6ylKDEYwNffqmkASo2IVUdWeZ9ocfM27V+pWZcURWwVmnu/+HxUdy+PT9oNkR+vnqXijiSUnQYgtkHTOvwr/btcVrBMm5skNWANwZu9yDHtVbjvtfM8PGB6M6SF/P/81l9v1fX+7r9/+Tq2e43LZgNjNnu9johuyAAkgsblcmHtvrOKjw177U/F83ojGIAua4R3ImJgDMjJYPsQHyrx0tKLYQDpB20kct8AoLpMEL+NM8XBZAhCsiQI3t/5vu8Jk0+L44XXATMDqJhVi+oKoQVYvCleE+8XL/Xx68EgO2Dc61ZIVHFepR1JOH8AgKQNms75f6crTvufFCrZV8g9zN646TO4XK6gPYBVe/bAun+/7z7PQcJXjQPArnO7vKdPaADfB5jPAaw+VAAAMCQFKHRPRCVkABJBszhX/sZ5aI68q8SbK/fpuR1FquxOmGCHCeybZKe0DgD06f7hi/NV7Af1//3xf94nPbJdHL/VS9sNeaO6Qmh/pYX0Rc8GPQEE8IFqivH9uJbYKlHGeb+0Cv3xIWAAwRkLjbsBzfuLx1pUSnP5bhXxbGcHPSRQ/h4lavgtL1iu7c0s8fIvGEq0GwqrwwoHJ4fk73VgO3YMeVnZOHT1NTh4xZXIz+6IvKxsOEpKwt7uxU0vlh13W9At7DUDxT0E7Kxiq6dTb7xRtz0Q6kMGIBE0D32xTRgP79QQDMPgwzGiofLyCv2TlN2x2hxCBTAAxJhYbbkBTQZ4u0QXjpUd8z8pUSIIXa6D1psStnJUcsaPFmGv+7qw1Yx8cr1PmvaRH5/V6QuGrVz0fmmU/N+/sWjEdfmsS3AXd7xKfjxNZakeTgevnBNE1sMDGGsSNSCf//t5ze8HUwwbEn62SDw36jv2eGohYI4TXqMMGA9xZinW/fuxf/AQxcf29ukLZ2Vl2NvdOlre7m776e1hrxkIHjmAJ1gx7ZjWEZJoIlSBDEAiKPjQKs+821lPzpCODSKxHa9U2RyIhSiRcaqSDVk3iI/sPj8e9rEwLigu8D5R2kM4Ep0wqstRwYjhT7WRdgQptvqREBr7s/xYL69oZSHKuedAK/kPXwaFXy54wPPcyV2e50LlLGcA6pQDqISaIVSfMAxrCE4rBtpdxh5zxr/U+PGWP1z8yy84eIW8u1CDKZNlxyefmx72Ns1Gs8xrfPvS21FUVRT2uv5wzwG0n2S79ZgaNPR6DRH9kAFIBMXnEqmXPi3lTb9v7NlUGJ8u8SGwqgOVNgfqMaxh4YKYTyR984wEvRv2FsaT1k7yPvHBDeL4K52Fqx12wF4leADDMlK8INUAnLdjnu/J5ji5hwYAZjVWnKoanEAwHwLWUv4joC4x3nB/XuYNAN4OYz0pZeyHfDnXn1mvAohfrvlFGO84s0OXe/rCXwHI2XffxfEn/yccG9PTkZ2fh/RRo5CV968gaVT8448oWRq+yPXKG+WSQRd9rdzTW01KbWxxH69naj/FvjbMDaPriz8RHHXeAHz77bfRsmVLxMbGom/fvti8eXOktxTVPL9UlO145eaussfGD2orjK98a51ue1Kislps5F5iYIROCxlxGuqmBcmucz68NdyHLgBgz2KgSkehbe4Dr0LDELDUk/L9vu99zBQukB/byoGq8POqvFJ8FIBYAKGl/EfPhj2Fsd1pD+5ihmFDllLO5APFxwBrAOF1X+SzhSkVpWy4Ty8PIK8TCbAerkjjqwCkdNVqnHn9DeE448EH0P6v9cIxwzDIzvsXScNYiZtjj/0fXI7wizd+vVZeNMQLNWtFCdcTOtmSDGdlJRzF7PuRqQEZgDWZOm0Afv311/i///s/PPvss9i6dSu6du2KYcOG4fRpDavPajjVDtGwapomNwxa1BOPT5VEtvq20uaABeyH6bmUJgDYb68xxggWFSgQcCXfKzp2L+FaoFUa2LZwWngApfAVhn65y00Y+1UNBb3Ps8LBeoQ/x3QcI4wPFB0IfoF2l8lbxAHAqx2BOU1YceMwKef+fiLRBQMAzlYqKw7oRVk1a0i7G4AulwtHH3xQOG784ovInDBBcY3MCQ8L4+JFi8LeU4vkFrJ0lr5fqOT19UJJtWgA8t4/Jj6eqoBrOHXaAHzllVdwzz334I477kDHjh0xb948xMfH4+OPP/Z/cR1k/2nRo3BFl0Yej7vnx5wsjlwYuEpSBFLA6VSVVkeHRqE0hHOu6pz3iXdLNPKqy/SThKnmPIBcQr4e1Z8B0awPMFlSFGMtAU5qJD7OGb9lMewHnJYGoHTtZ9Y9E9oi0hZxUj4dCZzYqfxYgJTXZyvo9cwB3DJ6izB+ZNUjut1XCaU+uABwYNhwYWxp2wYpV17hdQ1pr9wTk6d4nRcMv9/4u+x4xA8jvMwMj0p7pfAlLS02DbZTrIPEXL9+xDRVCXWoswZgdXU1/vnnHwwZIlZtGQwGDBkyBBs2bPBxZd1lyCui9tgTQzsozvn14QuF8QVzQmxvpQLlVjtiGDbsu9NsjNg+lJAlcS/xEeJq2lN+/HwLjXbkBufxqDSxhrNWHkCprlnAyf4mi/x43oVs+y614Z6D8ji2slavDhD/lfwX+sXu+YA8713EVgjPyAQ2B9hhQ/L/UW5nvfl6iiBLPfU7z4ZnwIZLebVnCNjlcsF2WMyHbvOrfx3HJq+8LIxLVqjT5vHFi8X2eUdKj2Drqa0+ZofGuUr2S2qMMQaJ5kTYT50EAJgaUgFITafOGoBnz56Fw+FAA7cchgYNGuDkyZOK11itVpSUlMh+6iotM5S9AZ2bqCxFESKlVXbEcB5AxsgagLz2XDRxvPy47wnPnJIfh+nNCQjO+KngjC2tPvj7NeonjH16Qt1xb+c1PU2lHUng8ufKudeO1sbPA13Zit4qR1Xola8MA0w9DzTvp/y4oxpY8oTQ4s0nZWIaTEVcMoDIVAHzvPbPaxG7N+8BlP7+fCcMAGi7Zo3HNUokjxA9dMceVg4VB8vwVsNlx2OXjUVhVaEqa/PwIfiMuAwwDAMbXwDSILIFdUT41FkDMBTmzJmDlJQU4adZs2b+L6ollFbZ/E/iSIwRu0as2RsZHbtSq02QgfnUwIYvwvKuRApzLHDLl+LxexdpLwvDGT8VRtYDqFUI2GwUW0i9vOVlHzPdSGoAPLFffu74NuW5ocIV3eiVBynVp8w7nxf6QgYjcOcyYLyPYrY5Tf1rBh4XPUnlXAGV3gbgjjFiBfBHuz7S9d5S+BxA6e9fulKMbgRjCNWf+JQwdlaoU7ix7hZ5nufFX1/sZWZo8B7AenH1AACOs+yxMSN6CuqI0KizBmBGRgaMRiNOnZJ7WE6dOoWGXlzbkyZNQnFxsfBz5MgRPbYaFYz6UOz9mz9juI+ZwKd3iFInYz+OTFV1SaXoAezAsOGkIc2VRVojwSM9xLwmv7mJWW65Pb9PU39DUvgQsJE15LU2foAQWqElurWEe38ga9SoZRxzVY+VBu20EKV0zRQr6ufvnh/+gpkdWE27VB9pA9NSgDe6CwUvMr68RRi6iwDrhXvrPa0rXb2h9Ps7S9m/kXr33BPUWuljxwrj4sWLVdidcp/unPk5quU8Cx7AWNbgsxey3YxM6eleryFqBnXWALRYLOjZsydWSr7JOZ1OrFy5Ev36KYdQYmJikJycLPupK+w8KsqQxPrJqevZQh6ScxeP1oPSKhtiuRzA+pwB2CFdOW8xEtydc7cwfn5zAB0PmopGNda/pv6GpHAhwgre+NEw/Nmjfo/QL56mII3zXKo6RiDvAWS000L0xpJDS9QTQH5kB/C/Q8AlE5UfP3+QNQK3f6n8OIAKO2t4RaIY6KsrvhLGWle6ekPJAKzavRsAEN+nj+I13mAYBgkXs7p9J6dMVWmHbAu9wc0Hy871/7I/cubnhL322SoxBAwAjvNsiNmYRgZgTafOGoAA8H//93/44IMPMH/+fOTl5eGBBx5AeXk57rjjjkhvLaqototJ9s3S/X8QMgyDAW3rCcdZU5Zpsi9vuFwulFbZhSrgcob9MNUrkT9Y9hYG0DrvbnnFH0r85A6GA+8B5AxALY0fqQRKSIz/2/Pcc6lAYZjh/iOs57oK7Gtf2qJMK25qf5MwfnfHu+osyjBAfDowaBLwpIKnj+fH+1mPoEJBTaQ8gADQqZ5c6icSXkB3HUBHWRmqCwoAALGdgpdnSrlSbOHnUqmAKdYUi9cGvYZl13u+1wb0/uIDaQ4gADjOsx5AY7oGubeErtRpA/Dmm2/GSy+9hKlTp6Jbt27Yvn07li1b5lEYUtfZfqRIGP/6UGCq8wvvisy3dYDVALQ7XYgFW71YxhmAkUxi90XAOV/9HhLHr2RrsxlAzAHkFB609Py0SBZDlAeLfBgo3shsDwyb7Xl+vndJjoA4xsqQVHIf/np4AJ+5QJSAeX/n++rfIKEe6zU1WrzPmZ4mzw9sf3nQBqCzqgoFt9yK8/Pnq2LgrLhBrJiNhBdQ+P25bjDWPPbv1dSoUUhh0OThw4Rx5TZ1c1ebJDbBje1vlJ27/ufrkTM/ByfKToS05q6zrGA9nwNoL2Q9gBQCrvnUaQMQAB566CH8999/sFqt2LRpE/r2jZzhEq3c9J4oi5MSb/YxU8RdH6rlxMUoqqiG06l9b8/SKlYAOt7AhoD/dbAGjclg8npNJGib2tb/JCnDZsmP371QeV648FXAYP+v4szaGT+tUsRm8p/9+1loi/Qbz4Y5pRQd9l/oEACVBv3yIKU5bw6XhmkTU84AE7YHNNU58mVBA85fKsCR8Q8hLysbe7p1R+X27Tg1Zy7yO3aCozS8XLSGCfKcbL6rj14IBiAnhF206EcAgKl+prdLfMKYxffQ0pWrfMwMjan9pnoUhgDA0O+HImd+jmDQBUr+ebb7E+8J5LuAGFNTw9soEXHqvAFI+CYcg+3AbHnxQrfpK9D66SUotwbZ7ipISirZD4hko/yDItpCwJ+P+FwYHy09GthFt34tjk/lqmLkeMA1l6/kDEAtPYBGg5hPGlBLOG/EpwM3fup5floKF9oMzaDSsh+yEhc1ET3sIXUFCZT0Vqw3cFox8JT3cHllnPj68uUBLPzmG5StVNb93Nu7j3o5jQB6LOgRePcYFSizcZ1ALOz7h8vGvq8wCF0EOYPrIHJeo6YDKTEpWHLtEsXHbl18K3Lm5wTUhehUuVgk2adhH7iqq+HiqpeNKdEh+UWEDhmAhE92HC0Sxk8MbR/UtUaD8htkp2d/C2dLfinhPIBJJjucgPA27e5JiDRSj8rlP1we2EUdFCqw3x3geS4cuI4jFZwXSs8CiLDodK33x6anA/98CjgC8B7ZxTaGlZy3Sa/n4NVBrwrja366Rpd7Ii4V+L98z/Ojf0A5VwBiYAyINSrnQeZlZePk1Gdl57J27pAdH7n3vrC2mDtW3vHlyTVPhrVeMPAeQP7v1VXFGp/JV1/l9Rp/JA6+VBi7qqvD2J13miU3w84xO7HhVuXGBt0WdPNrCC4rEHMKezXsBQevfcsw1AauFkAGIOGT8+Xim9NDl7YL+np3LyDPvlPatWUr4TQLUw1VKDMw4H0PyTG1pGp74mH58aldQLmK/VI5A7DSxYXSNa7+fLj7w/4nBYpSZTDPL48AMzKAKj8C7sWsN9YJoMrBGoN6GYAR61Wd3IjtJDJhG/vvtGKg7WBZ+FOp7deB4fIvLm2W/4bs/DwwFguy88Xc1vK1a1H9X3iFOVKpnDVH12DnGX06hLgXgdhO8kLIoeeKx3YUi0cqdwUXkg0GhmGQaElE7thc/HzNz4pzeEOQ/z2lvLTlJdkxH/41JCeDMZD5UNOh/0HCJ3fN3+J/kg+MBkbRCLzs1T/Ra6Y67ZDckeYAlnBvUjHGmMh9uKpNrELo5cU2nudCxVoCJyTeLw1zAAF59evfJxWqeoNlWjGQ3tr743Ob+ZaKOckaFlUSg0dPL+jwlqKX92S5clciTWAY9nmT/N581a1S/l9lbq5QDQsALb/9FpbmzWVzsv7djXgur1raOzcUPrtcniM6asmosNYLBJfL5VEEY+c6RZkahB5RYBgGiUNY2Ra1C0G80SqlFXaM2YEumV0UH7/giwuQMz8HMzbMAAAs2rfIY46Q/1eHJNBqM2QAEl45W2b1PykAjAYGBXNHIm+6/APgbFk1FmxUvzsHnwMYz9hRxOWYWR3q/C5qc03ba4Rxlb0q8AunFQPd3foIT0sBCgvC31R1GaoYBi4dcgABIDU2VRhP/NOLXl2wTNjGPkfu3lKe51KVzwOAnfV6V2aIRTp6yMDwvHiJ2N/1su8uUzV/Lli8VQDbCwtRcKNouLdbvw5xOZ09rmcMBmQ+KoqeV+3ZE/JeDIwBa29eKztX7dAmfMpTaa8U/g4SzAlw2Wywn2W97eG2Qovv3h0AUKGTAQiwz+HnIz7HFyO+8Drnm73fIGd+Dqb+JeoUPtf/OQASA5Dy/2oFZAASXuk1U9SeWzIhMPkXX8RZjFg/8VLZuSk/7pLpDKoB7wGMZarxT2x0e/0m9hENnvXH1gd38RWveZ57vStwIMzKwvMHBQFkQB/jZ0BjNo/xdOVpPzODJDYFmOxlzWkpwP6VguizwE/jAQCVhawsTawx1qMrhdZIvTQPrHxA13tL8WYAHn9KbGnWbsNfMNWrB2/whg4AHLr6mrD2kxqbitcGviYc91yobX9vvgDEyBgRa4xljT+XCzCZYPTxOwdCXLduAIDK7Tt0N/JzMnOwY8wOWSGaL65rdx0AwFnGPh+GpOgqqCNCgwxAQhH36t+OjdVx+TdJjcOHY3rJzrWfvBQtJ6rTFgkQ+xbHMjY0srPGYDgVe1oi/WB9ccuLPmYqYDQBUxRy/xZcC3x+o+f5QOCKJCok1a96GD8XNhElbc5UqNw/2hTD5rUpsfA6YG5zeTU1F/qu5MKekSiCmX2hqG0Y9BcDFSm3ywsgAMB+5gzK/2Q9cel33AFTmn9BYKn0iYMzIkJlcAt5xwtenkQLpAYwwzCwc61DzfXrh50DF9upE2A2w3H2LGzHjoW912AxMAZ0yeyC3LG52DLae6rP1H6iJ5A3AI2JZADWBsgAJBRp/bSyhIAaDOnYAHOv82xR1HLiYuHnjz2he4L4IpAYVKOKe5Pu37h/yOvpxbGyED4EjGZPDTwA2LecNWpsVYAtCMkMrsNIJaN9FxApN3YQDdbxK8erfwOG8R0SBoClE4H//hIOKxuyifqRMAClAtkAApLs0AI+B5DXwAOAkiXie0PmIxMCWqeDpCq46OuvfcwMjAe7PSiMB30zCOcqz4W9phLuHlC+AMSkQrMAQ2wsYjuw7SmrcnP9zNaWGGMMcsfmChGJR3s8CgAY0GSATFjaWc4+H4b46BTVJ4KDDEDCA3edvoK5I1W/xy19muPzu72Lbo/75G/BGJz5679BhUhOFLG5dBaXDeVcKFPLfrbhMqKVcqV0wMSnA1PPKz82qwEwq6FM2sQnR9kiDN4DqFf/V2mBTsCdUUIhNgW434tHbdO7wCdiVWtlrzsBRE4G54GuYuj31X9e9TFTO5RCwKfmzGXPXXIxDLGBpQdIe+CefvElP7P9I31uAGDgNwPDXlMJPgQsFICc4gpAGqrTLSo2m+3oU5Ufem6kmozKHoXcsbm4K+cu5I7Nxbwh82SPO3gDMIEMwNoAGYCEjH+Pl8h0+pJiteueMaBtBg7OHoEnh3XwOe/DdYfQatISXPN2YKGwlfms99DgqNLdkAkFaT/c42Uh9vg1GFkP143zlR+fWd935StPBetJqeA9gBpXAEt5qreYV6Zpt4eGndnnKq2lz2mVyWyVZyAGoO30aeRlZct+eG9JqEi9XPP/nR8RL6CHBp7kNZR4ySVBrZU5XvTs8u3EwqFH/R6y4/+t+V/Ya7rj4QE8xb63mOurYwDGZLHvfdZ8BR3GKMRZRgZgbYIMQAI2B1uE4XK5MOINeZXdyseDe5MPFoOBwfhBbfHnk4P8zt1+pAgtJy5Gu2eWoKjCf/WfBTaUcyHgaPYAdsoQG97f9OtNPmYGstg13vPdnm/p//oDqwGIHTD0NJyHtBgijHss6OFjpko8ssNnSJivyvZlBFcfPYa8rGzsv9jz72RPz15w2dXrevPkn/qJH/N4GEBHxY41qdf6EN5WILaLWNhSzLVTC4ePh8m7aCwtWIpeC3t5mR0aO87skP0rSMA0VEdUPjYrC0B41dF6IoSAKQewVkAGYB3l+3+OCiHWds+wRRitJsnz/uLMRtRP0kf+onm9eBTMHYkdzw7Fx+N8v4nbHC50m75CKPaQUigRrra4rEI1azR7AKUUW30IGQcKwwBTFTwsVUVsXuCu7723RuMa3lc0YQ0wPZ+3iHRqiU0BntgPXPeB/Py0YqHdmLcOGPsuuhgHhgxRfIwnv7Nnrmsw7Bwjih2v+G9FcFJBKlBazQq28wYgn6sW0zEbhrjgvMMMwyCFMxqrVBA/NhqMHh1CrA4rtp1WT1aFL0gyMqyclO00LwIdngQMTwyXA2g/eRKOoiJV1tQSJ4WAaxVkANZSrHYHlu06gcLyany+6T+0nLgY9362RTD6Hv92h8/r0+LN2DltqE67FUmJM+PSrAYomDsSBXNH4tv7+3mdmzNtOVpOXIziCtEQ/PSvAm7kAmOrQAXnAfTVxzQa6JbZTRg7XSrI4hgM3vu8fncn2xptjULV8a7vAEAwfvTOf0uLEStK39vxnj43TcwEutzEPl+TzwjGcwXXBk3pOcjLyob9jLxaufWSxcjOz5N1wACAw3fdHfLWGIbBkOaikdn7894hrxUKPx34CQDwXwn7Oqratw+AvJNFMKRexxqA5Zs2qSZ98uu1v8qOxywdE1pBlQLJFlb9YFyncQAg/J+b6qtjABoTE2Fu1gxA9OQB+oIMwNoFGYC1kA/XHkSHyctw/8Kt6D5jBZ5ZxH7bXv7vKT9Ximx+ZgjMxsi/PHq3TBeMwR3PKhukXacvx4EzbLL26yvZDygzHGBcjhpRBAIA0wdMF8a///e7j5lBEpfqvUBk9UzgpHL1YSXXBF7v5+23G8T807e2v6XrvQEAJgtrPMO7EXz61ddkxx127kB2fh5iWovdR2Rt0NavhzOMfq+vDHxFdhwJUfNGCY0AAOfmsUY5YwwtNziua1cwsbFwnDuHql27Vdlbi+QWMk8pAAz/fjgeW/1Y2Gt/kc8KJju4vtjOEtYjalCxE0YslwdYla9h8ZNKiCFgMgBrA5H/hCdUY/znW9mq2cWhv5HkzxiOfbMujwrjz52UOLPXiuTBL6+RaQnGgf2Q5D2A0R4CbpncUhh/mf+luosbjMDlLyg/Nu9C4NMr2LFELqaiMyv8qrcH0P1+Sv1J9ULJAHSUluLce6Jnst26tTBYLIrXt5bIpZybN09xTiAwDIO2qWJXkl4Le6njJQ4A3jOdlc7mqvGFRDEd2oe0HmOxCD10y9evC3t/wroMgzU3r5Gd+/3w78iZn6NK8QyvhamFDh4vKH327XdUW1MrhN+fPIC1guj7lCew7XAh3li5D5e9sgafrj+E3cfZvLCzZVb8818h7uFCuVsPF8q08xbnngjqPisfv0Twrh2aMwIFc0ci1mwMzvirKgbe6gMcWut/rkoE0pUkO4P1UFTUgCIQgP0A49lyKrz+y4r0vc+7J7BgLZsbOFfs41oZz4ZiI2E4b7h1gzBW3RgOAsEAlBSB7Os/QBi337QRpowMr9fHtG4ljM++825YVcELRyyUHa87pp7x5AupELTL5YIhKQkAkNA79FB06i23AAAq/lb3dZ4em45tt3vm/3Vb0A02R/BV5XanWMBzW9ZtcFZXw2Vj1+GfBzXgtQCdpaWqrakVFAKuXWin8UGEzO95p/D26gMAgGm//Ot13nXv/OX1MQDIapiEpy7PwqaD5/H40PY+DTupARIUvNEw/wo2h0oHOjZOFjyB4z/fqmj4LhyTA7wDVHC9gKPdA+hOsbUYKTEq99vkpWL++0umdycg6ataoWD8KFH6xx84er9nq7J2G/4KqEOEEokW0bvy+tbXcXdO6Dl04aDkAeQNAGNaWkD9UDvs2I49XbsBAEpXrULKlVeGtJcEcwLu7XIv3t/5PgBWLNu9AEILiqqKhPs7iooEI4XPWwuFhH4XAAAqt22Dy24HY1LvY8hkMGHr7Vs9qsh7LGSPd4zZEXBnmz+P/imMM+Mz4TwvFlYZ4tV7P4nvyz4fMJngcjrD7jCiJWQA1i6i95VWh0mICf8Ncc2TA7Hs0YsxqEN9TLw8S5uQ7qtuzd/PH1T/Hn5467bu+P6B/ri2exPh3OZnBsPsZKslKw36drQIB2mj+4V5C33MDJMW/b1LxXDwHSC8Gc4uux15WdmKxh8A7OvXH06rOrlqIWsjhokgA2NkXzu2U2IObeslgbUuNMTEIKE/24Xm+JPh6dQ93P1h2bEeYeAzlWzRQ4wxBrajbGGFKTMzYAFoJWLat4chKQnOigpN5E/MBjNyx+YqVpV3/awrpq6fqnCVJ3wFNMCGgIU+uPHxYIxGdTYLwNKsKWA2A3a7IDMTjbhcLjgq2PcFkoGpHZABGIWkxyvnFPli+tWdhHBuwdyRaFFPw29oLhcbMiw+Ij//Rnegski7+yrAMAx6tkjDqzd3E373+kmxQDX7RsW3gos16SNnEw6psanCOO+cxgnhfGu0y6Z7Pjb2F8H7pWQAlm/cFJC8Ce/5CoVVN64SxsO+HxbyOuHg7gEs/U0sUAnGu5n5mFiMULF1a1h7+nT4p8K462ddw1rLH1IDMzUmFbaTrKfd1LhRWOsyBgPiOE3Ayu3bw1rLFytuWAGLwfO9dNH+RciZn4OVh1f6vP5gMfuF9oJGrIeO72GstvHDmM2wNGcjKdYD+n+JDhRXdTXAh8DJA1grIAMwCrm5dzMM7JCJZ0Zk48DsERjWSVSdf+PW7shpkoKOjdgqtHdG9cCfTw7CmH4t9dvg9z5Ccl+N0m8fvuA8WFYutO1Nyy1aWXN0jf9JajDgEeDxvUAHSXFNq4tFCRS3EHBlbi4OjxsnO5eV968gf+IugVK2PrDuLe5kxmfKjiPRBUPwgnL5o/bzbA6luUkTr9coEZcjesrL1oaXK9uzQU/ZsZYVwfzvD7AGoP0E650yNwzPAASA+N6s1mfFxo1hr+WLf27/B5e1uEzxsUdXP4pv9nzj9dqPd7FC0xtPsHt0lnIGoIr5fzwxbdkiHysnsxONSHNY1QyBE5GDcgCjEIZh8OkdfYTj926XCyNf1bWx3lsScdgErThF/tMnOd0vXEVrFbiqRVOMr9lRyS8HfsGVbULLGQuKpAbArV/ITil5AF12OwpuFDuVWFq3RhuFUGjWv7uR35HtbnJ0/EPI2h6aMO+y65dh+PfDAbCJ/HrkvEmRFkAAQPUBNi83fewYr9d4o9GcOTgxaRLOvTsP9R95RLU9bjqxCRc3vVi19aTwfXBNBhNijDEoPsUbgOG3QYvvw/YBr9i+HS6XK/Qc5ADgZXQq7ZXo83kf2WMzNs7AS1tewqbbNoFhGFgdVlTaKnGiXMwrNhnYj0lnOe8BVN/7FdO+HUp/+w3WvXtVX1steAOQiYtTNQRORA7yABLBsdmtY8LIVzyLP/7+SL/9eMNWARcAvm9CTfEAbr99uzB+et3TEdsH7/2R5k6efE4MF9d/8klF4w9gQ3yNX3oJAOCqqpLlzgVDk0S5p62kuiSkdUKFfw54EXHrftYAtLRpE/RaiReLlevWQ4fC2pfUEB6/cjwOFmkTNuSf7yRzEhiGgePsWQBsDmC4xGZnAQYDHGfOwn76dNjrBUKcKQ65Y3ORHpsuO19pr0SXz7ogZ34Oei3shYu+vkjWkvH3G1hdTlECRf38t5h27QDUDA8gaQDWHsgAJILjjKRpeecbgN53seNxkjZyG97Wd09K2CpgA+DiHAs1xQNoNETHN2s+BCyVzyn69lthXO+uO31enzxyhDA+/8mnIe9D2uVhwJcDfMxUH16DMN4UD1d1NaoPs32D+XBdMJjq1QM4r0nRV1+FvTepcXz1T1cj94z63lG+CIKvynYUswahIYDqZ38Y4uKE57FqtzqC0IGy5uY12Hp74LmY9eJYnT4hB1CDEHBse1ZX0bp/P1wO/dMdAoE3AI3xZADWFsgAJIJj63xxPHCiOG4p+XA+f0C//XjDViloAAI1owqY58VLxBZtNmfw+mVq4B4CtheKEhitf/nZ7/UMw6Dp22wnj/OffhqyBl6L5Bay4wmrJoS0TijwIdBESyKqjx0DHA4w8fEhtwHLuP9+AEDVbu/SToHirgt425Lbwl7TnbOVrMcvI47VOnSUsAagMUmdLhixndncSDX6AgcLXynsT2ppxQ0rhLGQA6iBB8zcrBmY2Fi4rFbhi0a0IVRBUwFIrYEMQCJwio/KjzPaeZ+b6yNPUA+qy1HF5RWZDCaYDebI7icILm4i5nTd8PMNEdmDewi44u+/AQDm5s2FcJU/EgcNEsbH/vdUyHt5qrd47eojq7G/cH/IawWKy+USPIBJ5iTYT7A5YeZGjULOV0u5lu2DW7F1KxxFRWHtLyMuA99dKf8bO1JyxMvs0HA3AJ2lnAGYopYByOaJVursAZSy7pZ1WHLdErRLE1/TXTO74q1L38IfN/0hk5LhcwDV7ALCwxiNiOFSC6x7ojMPUAwBkwRMbYEMQCJwXu0kjh9QEKG+VRLaWvmc9vvxha1SMABrSv4fjzTserD4oG5tv3hcLpfoAeT2cuaVVwEAsVlZAa/DGAxIHDwYAFC2ciVcXBuxYBndcbTs+Nqfrw1pnWCosFcIz3uiJRE2vgK2UegVsJamTdj8QacT5Zs2h73HDukd0DVTlIIZsWgEzld56fYSAmcqWA3AzDg2508IAavkAYzrxL6flK/5M+TXhho0S2qGH676Abljc5E7NhcLRyzEJc0uEUK/PKIMjPohYED0iGopjRMODhKBrnWQAUgEhtPNCGnQyXNOB0l3iaIIhzFsFagycAZgDdAAdKdLZhdhPGX9FF3vXeWogournuY9gNUFBQCCz39r+IxYyHLs0cd8zPSNewXwzjM7Q14rEPj8NxNjQqwxVtDAMzfyFBcOhoR+/QAA5X/57uITKAsuXyA7vuTrS1QzpngRaF6SRwgBq+QBjOFaoAGA7VhkxL6DQQwBa+MBi+/RHQDbISUaoS4gtQ8yAInA+GR48NfYtdMo84utQvAAxhhrRgGIlIWXizlePx/wn3OnJlL9t1hjLFwS4z/psiFBrWVuLEoWlS5fHta+6seJuXejlmirN1lWLeb/MQwjdGgwNQzXAGRFhYu+/loVQ41hGKy+abXsXJfPuniZHRzSELCzuhquKram3pisjgEo7SZSfTAK8ob9IOTAaVQFG9eDbVdX+e+/qnXRURNnGRmAtQ0yAInAOLJJHD/ko4l7p+vE8czQkuVVwVYpiEBrXQBiO34cRT8sUjWMxTAM2qSIciPnKs+ptrY/+PBvrDEWRoMRtqNs7idjsSCGq1YMhkYzZ7ADlyus52jp9Utlxx/mfhjyWv4QCkDMrLfHppIIcnzfvsLYHqI8jjsZcRmYMWCG7FzO/BycLA+vrZjgAYzLhLNElOBR0wOWeOmlAADrPu3zOsNFkIHRyANobtoUxtRUwGaLyueDPIC1DzIACf+4f2j7Kv648RNt9xIoOngAD151NfKysrH/0sE48fTTyM/uiLysbORlZatiDH5/1ffCeOA3A8NeL1DcJWCsB1mdOUurViEJwCYNHSqMrfn5Pmb6xmK0YMm1otzQ61tfl3kr1cRdAsV2Qp0QsDExETFcHmVlrnrSLde0vQZvD5bLL1323WWwOUKvIj9bIXoA+fCvISlJVRFgvhDEulf9nsBqo3UOIMMwiO2YDQCo3LFdk3uEg2gAUheQ2gIZgIR/lk0Sx+0C6MvaQGx9hQr1ktKDolo0AAPJAXRWVAjGW6A/vlT787M7ykKnoeCuCZgz33//XTVw74HL5/9ZWrYMaT1jcjIsLVg5l3MfhOe1a5bcTHbc94u+XmaGh7sHkBcrDjcEDIit4apy1ZU/ubjpxR5tz3os7IGZG2cCCK6dns1hQ6GVlf7JjBc9gGqFf3l4/buqKBZA5tE6BAyIHVJKflUWWY8k5AGsfZABSPhn07vi+Lav/c+/TdJf84VW6u8nEGyVqOJ0AP1VAZ+fPx97evT0OccfzT543+Mc3w4tHP68+U/ZsR49cd0lYGycLhlvxIVCwoUXAgBKlizxM9M/7iK+1/x4TdhrurPtNJuIv+XUFjirq+Es5YpC0tN9XRYQsZ1ZQ75ql/rizXzbMylf7/kaOfNz0G1BN2w+EVj18elKsTtHakyq6AFU2QDkC0Gq9+2Hy25XdW210ToEDAAJF7AGYOW2bVH3fJABWPsgA5DwjXsoMxANtBR5Cy+URKDCz1Yh5AD6CgHnZWXj1Jy5Id0iaehQZOfnITs/D4kXXSSMpRT9+GNIa/OkxaZhygViFXC3Bd3CWi8Q3L1f1f/xBmDzkNeUdg5xSPLJQsFsMOPatqIUzIHiA2GFOpU4WCy2V3PwIthGoyoGEO8BrNy1WxP5k9U3rcbg5oMVH7tr+V3o/0V/2e+nxK6zonfSwBjgKGENYLU9gOYmTcDExcFlswm5ptGIy+USZVA06ATCw0vBAEDlTn17X/tD6ARCBmCtoU4agAUFBbjrrrvQqlUrxMXFoU2bNnj22WdRXV0d6a1FH1s+Du26ZIkR+Eq2OnsJBlsFKv2EgPOy5PuK695dMOIC+Wn6xuuK60qNwBMTJ4Xd+/WmDjfJjrWWQCmxsgZacgz7Yc93JrA0D90ANDduLHgQyzdt8jPbP9MHTJcd91jYA8/+9WzY6/K0TmkNABjTcQwc59k0BmN6GhhD+G+ZMe3agbFY4Cwpge2//8Jez52MuAy8Nug1r+3OSm2luPrHq5EzPwdV9irlOVwOJI+jhO33rbYByBgMsLRqCSC6w8AuqxWwsV8ytBRCZkwmJF3OKi6Ur1un2X1CwVnBRgaYeMoBrC3USQMwPz8fTqcT7733Hnbv3o1XX30V8+bNw9NPP+3/4rrG4v8Tx1ODyOe74AH5sd5Cr9XlggdQyQA8/8UXsuMO27eh5ZdfeMwLlVY//ySMD14+wsfMwJAK/motgVJSzRmAlmS4XC5BAkUq6RIKCQPYdoF8V5Fw2TFmh+z4h30/CPmL4VJYxXr9GiY0hJ0zAE1p4Yd/AYAxm4XQZ1Venp/ZocO3O7u6zdVe5/T+vDceWvmQx/nnNsiF3J1CCFiDPrjZ7BcxvXsCBwMf/gXDwKCxARTfqxcA4Ow772h6n2AhD2Dto04agMOHD8cnn3yCoUOHonXr1rjqqqvwxBNP4Icffoj01qIL9yIGQxDVf/3cPlSeSwWqQ+sHGxLWElEI2i0H0Gm14tR0UTYjK+9fmSaZGsS6yaXYz4Un4+Le+1Xttl9SeO9PsiUZjqIiuDjPhzEzM6x1BZ2zf5Q9U8FiYAz48eofZef6fN5HlbWlGniiB1AdAxCQGD3/amcA8sy8cCZyx+bihYtfUHx8zdE1yJmfg66fdYXVYVWsrBZDwL5754ZCHN8TWIUeyVoh7YOrhhfYFwn9+gvjSLbJc4dyAGsfddIAVKK4uBjpKr7B1wqmp4njmCBDPwwDPOb2hj67MTAtxdOwVBuXC7CWijIwJnkO4J6u3YRx5iMTQu7t6o/2GzcI4+Iff/IxMzBeG/SaMB6xKHyvojcED2BMMuxnWC04Y0oKDBZLWOvG92QNwKr8fOHDJFzapLbx6BKSMz8n7GIZJQPQlJ7m65Kg4OU+tPQAunN5q8uROzYXX1+hXMjldDnRa2EvWWU1P1cIAavUBURKLNcSrmq3NjmRauDQuAuIlJjWYuHc2Xff9TFTX/gQMBmAtQcyAAHs378fb775Ju677z6f86xWK0pKSmQ/tZat8hZT+J/vpHFF3ItBeKar90GqSHU54HKKQtBGUQi6SiLdEtu1CzIeeMDjcrUwpqYi/Y47AACFX38dtiyMe2K/VrIwQg6gRTQATfXD8/4BbB9dc+PGgMOByh07/F8QBC9f8rLsuNuCbiiqKgp5PV54u15cPaEHrjE1NeT13OE9gOXr1ulu9HSs1xG5Y3PxzRXfBDQXAJxCH2D1Q8AxHToAJhMc58/DzuktRhvOcu0lYKQ0eJqV3ir7faUu9/OHy+USDUDKAaw11CoDcOLEiWAYxudPvpsQ7bFjxzB8+HDceOONuOeee3yuP2fOHKSkpAg/zZo18zm/xlJxHvjZLYRrNIe21rNFyuenqR9KEjjNelWUPIBHx4u/V8svv9RuDxwZ48fDkJAA2+HDKN+wwf8FQaJFQYg0B1AwAMMM//LEdWNzGSt3qRvaGtpyKCb3nSw7d9HXF4VkJFsdVpTa2JCnTARZxQIIaR9c+/HI9MHNrpeN3LG5eKTHI4qPN01sKowdpdqFgA0xMUKP6WgKeUoRJGAStPcAAkDyCNHDX7Un8iLZrooKIY+bPIC1h1plAD7++OPIy8vz+dO6dWth/vHjxzFo0CD0798f77/vqePmzqRJk1BcXCz8HDmiXR5WxLBVeWr3Tdge+noMA/zvENC8n+djO7/RpjiEM/wEIWhJDiBfyGDKzNQ8lwcAjIkJSLmWlSw5ctfdYa/3z+h/ZMdaFITwBmCSJUl1A1AI9+1SVwQZAG7OulnxfM78HOSeCVxSg/f+WQwWJJmT4CzlPIBJ6hmA0pxTvtNKpLg7526suGEFJnSfIDsvbb0nVgFrI4ES24n1NEZrIYgQAtZQAkaKKSNDGB++O/z3jXDhJXBgMICJ07a1JqEftcoAzMzMRFZWls8fC5fHdOzYMQwcOBA9e/bEJ598AkMAxkBMTAySk5NlPzUKl4v9cdgBaylw6E/2eFqK+DOrgfyanuOA9DDFnOPTgTuXAdd9ID//wz3Ab8+Et7YSJccAQBSC5qqAndXVQuix+ccfqX9fL0i/zdvPng1rLYvRopjzZneqJxor9QA6znEFEPUyfF0SMLwIsppt0KTsHKPsEb1tyW0BP0/S/D+GYYQQsNoVsEmXsV07qiNsAAJstfM9Xe5B7thc7Byz0+M1JoSANXrPi/ZCELELiD4eQABoOo/N/3OcOSu0oYsULkn4V6ucaUJ/apUBGCi88de8eXO89NJLOHPmDE6ePImTJ8Nrnh7VOJ1sJe5zqcCMesCcpsD8K9ljX1yprHUXEl1uAnLkmnbY+Daw42tAzQ4Xm94DAFEGhvMAVm7dBldVFYwZGbBwISc9iOveTRiXrlqlypoXNLpAdjx22VhV1gXkOoCOYs7zo1L+G+/psZ84gWoNhH8ZhkHu2Fz8PUpZaqb7gu7ImZ/jM+9uxX8rAADHy9nQrENog6Zu+NPSho1GWA9E3gCUovQBL4SAU7RJ3ZB6hqOxEETvHEAASLzkEmFc/P33PmZqjyCCTfl/tYo6aQCuWLEC+/fvx8qVK9G0aVM0atRI+Kk1VBayRtXq2cAP9wIfXeb/GnemFau/r+s/AC6V52ph0b3A9HTgzfDasQk07g7AMwewYjMrQJzQr5+u32IZhkHGg2yxycmp6ogVvzNErhG288xOTFg1IewPT5fLJZeBUbkHrLSNVtW/2nl7Yk2xyB2bi8XXKvdU7fJZFzhdykU5ywuWy46FELDKHsCYNuyXEF89paMBl9MptMIzahQCFQpBCgujshBEbAOnTwgYYN83Gk5j3y/OffxJRFvDkQRM7aROGoDjxo2Dy+VS/KnROJ1iKPf5lqxRteZ5YOfXwLEtwa310D/+54TKxU8qnz+3H1j/OnB2f3jr72cr56rMrOeP9wCWb+QMwL7qaMUFQ8JFFwljpwodZ3iRXymrj6xGl8+6hPU6rrRXwu5iP2iSLclwFBcBAIyp6nl+TA0bAgCKf1ik2preaJ7cHLljc2USOjxdP+uK7/d+7yEenV2PrdC9O4fNvRJCwCrmAAJATDvWAKwOs1OM1jhLS8UCAI08gNFeCKKnDIyUlGuuAQDYT53C8UmRa1RAEjC1kzppANY6Sk8BL7QJT14llWvzldqC9fxlaBwinVroKRYNACumAm/1BFbPAY6GaISeYauArZxwdYwxBq7qaiHvLL6P/gZgXLduQviscus21dbdOtpTVDkcI5DP/zMZTIgzxQm5X2q2AEsaynqjrfvDNPSDYHDzwVh14yq8eembsvPTNkxDn8/74PYltwNgRbBXHma/QAxozHYuEcOf6hqAlhYtAIaBo7g4bKFwLeF/fyY2NmwtSF8IhSBR1gMXkOYA6msAGWJjYapfHwBQsnRp2FJSoUIewNoJGYDRjtMBHFgNFB8FSk8CR7cAr3QEFj8ObP8CeKsP8HJ7oCKE4oLH97DG3rRi4NFc7l9t+8wKGAzAsFnAbd8qP75mLvDhpcBz6cDXtwP/fBr0LSo4T1acOQ7WQwWAzQZDYiLMEZDvYRgGsTlsAcTpV15RbV2z0YwVN6zwON/lsy4hSaAUW9mwv91pZwsgBAkU9Tw/KSNHAgCcVuU+tFqRGZ+Jgc0GemgGAsD2M9uRMz8HP+wTuwF1yugEl80GVyXrIVTb+2OIixP6I1fl5fuZHTmEPFCNK2Dje/cGAJz74AM/M/VHCAHrVAUspfUSLo3BbseR++7X/f6AxACkHMBahSnSGyC8YKtitfhyvRhIf3/I/vgjNgV4fC9QXQYYLUBslFUutx/KGqJ5vwBLnvB83OUA8n5mf9LbAK0u8pzjhUpzLOCoQpwpDtWH2DyrmDZtIlbFFt+7N8rXrUPVTnWN7IYJDZE7NhdvbH0DH+TKPzxz5ufg6b5P49asWwNaa+dZ+d7EIhD1DMCYdu1Yz9eZs7CfOwdTvXqqrR0IQ1sOxdJ6S3H5D5d7PPbSlpeEcZwpDo6iIuFYix6oMe3aobqgAOVr/0TihQNUX18N+Pw/gwZdQKRIW6DZz56VSaFEGofQCk7fEDDA5s3GdOgA6549KF+7Fk6rFYaYGP8XqoiznELAtRHyAEYj5w6wcizejD9/XPAgMOo7VoR54mHAHAskZESf8ceT1BDo41uEGwAw/woxx9FaqjzHKsolVHIewHhTPKoL/gMAWFq2CHu7oZJ26y3C2KZBovuEHhOQnZ7tcX72ptn4aX9grejiTKLGl7O6Gq4q1kunZgjYEB8ver7yI+P5aprUFLljc7H25rWKj/NdV/jcJ8ZsBqNB+JP3qERa5sMXQicUDUSgpZgb1BfGFZs3a3qvYImEDIyUVt+KXVv2DbhQ9/tTCLh2QgZgNLJtYfDXDHoGuPZ9VnR5+Byg3WWCIHKN4dki4KEtQHtPz4wHc5qyhrJ7rtt7rIfQBgiab3GmOFQfPgwAMLeInAFoTE5GbNcuAIDyTZs0ucc3V36jWPk6ef3kgELCU9ZPEcZOzvsHg0H1D76YrCwA6uZDhkJqbCp2jtmJng3kFeivDnwVgPYffAmc1696/wFN1lcDvgrakKS98ZM+bhwAtuo1mhCrgCNjADEWCzIfe0zYS9GPP+p6f60q4YnIQgZgNMIVL3glowNw31pgzE9A0z7A+M3AJf8Dut7Mii7XVBgGyGgH3PYVm4/49HEg50bv89/sweoYbvtcPHee1VSrNIjGL2sAch7A5pEzAAEgvgdraKjdC1dK8+Tm2Dp6K65uc7XHY/7EkKWPSXO/1O6awncWKYqwvhnA5md+OvxT5I7NxeZRm7FjzA4hTUBrA5BvCVe5Y0fEEvz9wXtBtQiBuxPfh80DrNq1Cy4VquXVIho8YPXuETuCnJg4Sdd7OzQWAiciAxmA0UiCGArBs0VioQb/89BmoFEXoPVA4O4VQGYHbyvVbCwJwPUf+tcj/OlB4M+X2AIZjsqOrPFjZIwwG8ywH2dDrpamTTTbbiDEcR5ALQ1AgC0OmXnhTGy/fbvHY4GIIT/X/zmxAEQD6Y/YbDZUbY8y8fU4UxwMjPi26NDaAGwldtmpLijQ5B7h4qxgi2AYHQoAEiVyScVLlmh+v0CJBgOQMRjQ8NmpwnFelme6h1YIeqAayQARkYEMwGik772isVfTwrhaMa0YuHSKsnQMAKyaAXw4WDiszP8VAJfT5nLBdvo0AFGDLlLEdWdFqq3/5sFRVq75/YwGo4deII+7GHKVXazKzYzLFD2AGrzp854exmyOqMCtP7TWP2PMZkEPsEqj9njhIjwHcdobgIzZLIzPvvW25vcLBFd1NVw2G4DI58Cl3Sov5jp855263Fd4L9A4D5TQFzIAiZCwOW3ImZ8j+9Gci59gpWMCoDKe1USMM8XBce4cYLcDBkPEKwvNDcReyyVLlLtUaMHOMTvxWM/HPM53/awrNp7YCICVQuHp2aCnptpn5saNYYiPh8tmi1rPF6CP5yehP5sHWJm7S7N7hIOTl8HRSQKk8ctsJbbt6NGo+HLAG8BAdMigdNgman+W/7VBl9QBZwn/ZZBCwLUJMgCJkLhy0ZUe505XnNbn5g9uBIY/zxa8DJrs+Xh6a1TewuYFxpniYDvFef/q1QNjih7lI+s+/YSQGYbBnZ3vxOqbVns8ds/ye5AzPwf3LBcrsePN8ZpKPzAGA2LatwcAVO3Zo/r6aqGHAcjrQ1bm6qTBGSTOCu45iIvzM1MdkoYMEcYly37T5Z6+ECrBLRaZhzJSGOLi0PrXX4TjU3Pman5PR5F20QAicpABSASNy+XCsbJjHucHfzsYuWd0CGPVzwYuuJ8teLnkSWDKOeAezrCxJAETtgkSMHGmONj58K/E+xZJGs2aCUDbXrjeyIjLQO7YXCSa/Vd0CqE/jbweMe3aAdC3I0iwCEawhp6fuC6sAWj9Ny+qCh94tH4duGOIiUHioEEAgKLvv9Plnr6IRhHkmLZthUKqwgULhBC1VmghCE9EHjIAiaDp8lkXr4/dtuQ2HXfCYTQBTXpwlcNHAUDo7xpnioP9HNslJdLhX574nmwlcNXOnXBarRHZw4bbNih6AwHgqjZXAdA+/83SpjWAKJdA0cEDyHemcdlsKN/8t2b3CRUXVwRiSNDPAEq94XoAQMWGjcL/QaSI1j64rZcuFcZHHhyv2X2cVVVwce9TFAKuXZABSASFe+Vo7thczBsyL0K78Y7UAHQUFgEAjGlh9EpWEXOLFjBmZMBls0U08T8jLgM7x3iGHWddyOZZau35ieUkUKI6BKzDh7+0M03pb5EPebojFoHoEwIGgMSBA4Vx8S+/eJ+oA9FQAayEMTEBGQ8+CAAoX7tWM21AXgIGBkPUPQdEeJABSASF1Pv34sUvAgAGNBmgWGAQSeQGYCGA6DEAGYYRvIDlf22I+F5yx+Zi6+1bsfX2rbKKYa1DX7wYtO3wYV0qokNByH/TOPyXeMklAICib0Ps/qMhQg6cjiFQxmgUjJuz897T7b5K6B0CD4aM++8TxicmTtIkhcBx/hwA9v1TbT1QIrLQ/yYRMO7ev+Gthgvj69tdL4xHLR6l2568IRiAZqkBmBrBHcmJac/mv519550I74TFbDDDbJAnuIsffNp86zelpcHIheWrD0ZnGFivD/+k4eLfksvh0PRewSJUAesgAyOFDwPbT56MqBcwGnMAeRiLBU3eeF04zu/ZS/V72M+yBqDePbsJ7SEDkAgYqffvunbXyR5LiRGTg3eejXw1Y4Wd/eCWeQBTUyO4IzlxXbsJY1+CzJFED+Mnpi2rgadnRXQw6GUAplwxUgivVf2bp+m9giVSHjBz48bC+PiT/9P13lKiNQeQJ3noUMR27Mge2GyqC0SLOdRkANY2yAAkQuK5/s95nKsfJ3Yw8dVuTA94UeM4UxzsRawBaEqPnjZ58X16g4mJAQBUHzoU4d0oI4Q/Nfzg4z2hVXnRZfTw6FUAwZjNiO/Fem/Ovf++pvcKFsEDqGMRCE+zDz4QxvZz53S/PxDdHkCeVj/IWyrmZWWrVhlsP30GgNi+kag9kAFIBMSHuR8K4/Zp7RXnLL9huTD+rSCyyex8CDjWGAtnMd/IPHoq2AwWC2JzOgMAKrdti/BulNHD8xPXtSsA7VvjhYqeBRB8NXD5xo2a3ysYIlEEwpNw4QAYElnJohOTp+h+fwBwlPKC6P6lkyJJ1i55QVl+ThdVjEDbcVbyy9wksm00CfUhA5AIiNe3inkm31/1veIco8EojCeunaj5nnzBG4Dx5ng4+I4WSUmR3JIH8VxbuIpoNQB18HzEdeoEALDu2xd1uW+AvuFPPqHfWVoK68GDmt8vEFzV1QDfBi0CHjCGYVDvLrbdWdnq1ag+ckT3PTiKiwBEvwgyYzIha7e8m0x+TpewC0Nshw8DIAOwNkIGIOGXYHLUjIxoBFY7IidqK60CdpaWAgAMidFlAPJ9gSu3b4/sRrwg5j5p98FvbtYMTFwcXFVVUdkSjg9/MjoUQEh1KktXrtT8foHA//5AZDyAAFDv/vsR24XNPz4xZaru93dyIsjG1Og2AAG2ejo7X55Okd+lK/K7dguprZ7L5ULlblawnq/aJ2oPZAASfvl418fCeEL3CT7n/j1aFLK9e/ndmu3JH4IB6DKLIqZJ0RXCievWDQArhMw3W48mXBq2guNhjEbEdmIT2Cu3R18YWO8CiIbTpgEAzrz8ii7384fQB9dsBmOxRGQPDMMg9Tq26Kxi40bddSNrYhs0dyPQZbUiv3MO8rKycXLW7IDXsR09CmdxMRizGbFc5x6i9kAGIOGX17a+Jozv6XKP94mATEpk2+nIhTZ5AzChWhTZjbYqPlN6OgxcXmL5hsjqASqhl/HD5wFW/B19XTDE50CnPrhDLxPGJ2fO0uWevhAKQCJcAJF64w3C+NDV1+jaMo//cmaIohziQMjOz0PmI55f2AsXLEBeVjYOjLzC7xpVu9iQckx2dsS+ABDaQQYg4ZN/Tv0T1vUVtgqVdhIclTYuB5DrtMbEx4MxmSKyF19YWrQAAJx64YUI70SOq7paSCDX+sM/Npv1ABZr1MkgVFzV1QAXNtPLAJJWqhcuXKjLPX0h9EKOUPiXhzEaBe8owIY19YLvg2tMSdXtnmqR8cADyM7PQ+OXX/J4rPrAAeRlZSO/ew+vaT4Vf28BAMR17qTpPonIQAYg4ZNxy8YJ4/nD5wd0zc/X/CyM+37RV+0tBYRQBWxl39iMUeb940m6lG16bz9+IsI7kSOE/qD9h398n97C2H7+vKb3CgY9nwMpUm+XNAcvEkRTF4y0W26WHeuVD8h7AGtCDqA3UkaORHZ+HrL+3e3xmKuyEvnZHXHqhRfl5x0OFH7xBQAgpr2y8gNRsyEDkPDKn0f/lB33aNAjoOtapbSSHW86sUm1PQXKgWK2s0RsFVtZGm0VwDzSnqd6hrX8IbT/sljAmM1+ZoeHub6oH1m+fr2m9woG4TkwmzV/DqQ0fO45mJs2BQCULFmi232VcFZGjwEIAFm5osh80bffai6i7nI4xCKQGpQD6A3GYEB2fp5HjiAAnP/4Y+RlZQs/+Z06C4/F9+mj5zYJnSADkFDE6XJi/MrxwrHUqxcI84bME8aRLAZBGfcBFmUFIDwxWVmCIHQ06b/p3f3A1LgRAKDoO2WJoUgQqfw3xmAQvF0nnpkc0U4xghRQhEPAPIzZjLYrfxeOi77+WtP78QoCQHTpiKoB7xFMufoqv3NjWrfWYUeE3pABSCjS9TN5jo27V88fA5oMkB07nPppvEk/MJPtrOfGmBCdBiDDMLA0ZwWAy/74I7KbkaB36C/jvvsBANWHD0dNazzBAxgB71fy5ZcL40NX+f+A1grBAIwiEWSpHt2Zt97W9F5CAUh8vK5eYL1gDAY0fv55ZP27GwkXX6Q4p8P26NQpJcKHDEDCg6nr5bk1W0ZvCWmdJLMYdu22oBtmbdSnqrHaKYZSLZVcEn+UhoABscWS7fTpCO9ERO/2VylXshWJ9hMnokYPUCiAiIABKDVyItkn2VkWfQYgALRbtxYA4Dh7FiVLl2p2H74AxFCD8/8CgTEY0Pz994XwcHZ+HrLy/kV2fh4MsbGR3h6hEWQAEgKHSw4jZ34OFu1fJDsfY4wJab21t6yVHX+15yvkzM/BjjPa6r2VVZcJY1MFWwYcrSFgAEi/6y4AQBUnuBoN6O0BNMTHC0ZPya+LdbmnPyKd/9b0rTeFcdF330VkD8IXgQj0AfaFKSNDEIc+9tj/wSEJ1aqJoAGYXLsNQCUYhvE/iajRkAFYx3A4HejzeR90X9AdOfNzZD8jF430mP/P6NBlYIwGI1bcsMLj/Oglo9H3c+2qg8tt7IdWgjkBLu4DLFpDwICog2c/cQK2E9FRDaxHFxB3+ETzs29rG9YLlEj2wAWApCFDhPHJ6TMisgcn10bRGGUeQABo/pHYn3xv7z6yqm21cBQVAagdBSAE4Q4ZgHWEE2Un8No/r6Hbgm6otFfC7vTfFmjnmJ2wGMMT/2yY0BBfjvzS43yFvUIzT2CpjfUGJJgSxEbuURwCln64lq1ZE8GdiDgr9GuBxiMVrY2GMLArCkSQm33wAbuX6mpUbN2q+/2dFdEZAgYAY1ISkq8QxYz39OgJJ9f1Ry3sp08BAEySSnWCqC2QAVgLKbeVe3j3hn4/FB/t+ijgNXLH5qoWAuic0Rnbb9+OQc0Gyc6PXjIau8956lKFy/lKVksuPS5d8GAYEqNTB5AnYQBbNHNy2nMR3gmLEP7U0ftlbtgQsZ1YwdlTL3oK1+pNNGjgJVwoFlMdnfCI7vd38H8/8dH599PkJbl23Z6u3VQ1Am0nTgJgX5sEUdsgA7CWkTM/Bxd8cUHA88d2HIvvrvwOfRr2wXuXvYfcsbnIHZur+r6MBiPeuPQNfHvlt7Lzt/x6i+r3Old1DgBQL66eJIcpOj/AeBL69wcAGNPSoqIK1lVVBUD/8Gdsx2wAbJeCSD8PYhVw5CRQGIZBo7lzALAFDxVbQivICpVorAJ2Jzs/D4mXXioc7+naDS6HOqoDfEqGqREZgETto84bgFarFd26dQPDMNi+fXuktxMS83bMEzx9gbL8+uXIHZuLJ3o/gQ7pHfDRsI/Qv3F/DXfJkpWehRculrc96/O5uiKjZyvPAgDqxdaDUzBkoiuJ3Z20224FADgKC2E/fjzCu5GGgPWtAKz/1EQAbAi48LPPdL23O/xzEGkR5NRrrhEkSP4bfbuuhrFQBRzlX6CavfM2GkyeLBznd+qsiifQzhmA5oaNwl6LIKKNOm8A/u9//0Pjxo0jvQ1FXC4Xcubn4OGVD+OXA79g2+ltOFJyxCO8+/Z2/0nzW2/fKnj3csfmolFi5N7QLm91OZokijIXlfZK5MzPwTU/XqPK+ucqWQ9gRlyGmMelsyETLFJPW8my3yK4ExZBBFlnw9mYmABjvXoAgFNz5up6b3fEIpDIf3lo/KIY6szneifrgegBjG4DEADSR48CYxFzlvd07QZ7YWFYa9pOciHgxmQAErWPOm0ALl26FMuXL8dLL0U+30jKphObMGX9FHT5jJU5+OPoH3h63dMYs3QMRiwaEdAaQ1sMlRl8ZkN0iZguu36Zx7kDxQeQMz8HSw6G1/5q9ZHVAIA4U5zgAWRqgJZVXK+eAICKf0KvvFYLVxVvAOof/mwiaVxfffSo7vfniYYcQJ7k4cNkx9YDB3S5r1AFHOUeQJ6snfLCsn39+qN8Y2itKJ1VVXBwvakpB5CojdRZA/DUqVO45557sGDBAsRHwRu8lJ8P/Iwf9/8Y0rWLrlqE3LG5eHngy+puSgN2jFGuAn5q7VNBhbPdOVZ2DADrCXRG0JAJlowHHgAAlK1aBZfTGdG9COHPCHhOEy4Qc1j/u32M7vfnibQOoDsdJMbNwZFX+JipHjUhB9Ad9z63h8eNg/XQoaDXqT58GAD7uxtIBoaohdRJA9DlcmHcuHG4//770atXr4Cvs1qtKCkpkf1owanyU0HNn33hbMHT1zatrSZ70gIDY0Du2Fx8MeILxcf5EHdpdWgir0NbDoWrkssBrAEewPiePYVx6TJPD6me8CFgJkKGc4NnngHA5mA5NPo784foAYyOLw8Gi0UoCAFEjTqtcLlccNRAAxBgjcCkyy4Tjg9ePgJ5WdnIy8oWjFp/VB88CACwtGlNoshEraRWGYATJ04EwzA+f/Lz8/Hmm2+itLQUkyZNCmr9OXPmICUlRfhp1qyZJr/HC5fIiyS6ZXbDyhtXIndsLlbftFrw8uWOzcXOMTtxZZsrNdmHXuRk5mD9reu9Pt7/y/7ImZ8TUD9hp0v0nDVKaBRxQyYYpEZqyXJPAW09EUPAkfF+pY26TRifX7AgIntwRUkRiJQUSV/ggttGaXovV3U1YLMBiP4iECWavvmG4vk9PXshLyvbbzFN1W5WoiqmXTvV90YQ0UCtMgAff/xx5OXl+fxp3bo1Vq1ahQ0bNiAmJgYmkwlt27Jes169emHs2LFe1580aRKKi4uFnyNHjmjye6THpgvGXe7YXCwYsQD141kh0oy4DJmXr7Z8M022JCN3bC5+u/43tE1V9mJ2W9ANOfNzsLxguVDp687ig2Ibsfrx9SVVwNFvAAJAgylsJWPpsmURlUGJZAgYYHuTpo0eDQAo/PIruOz+hcvVRpCBiaLXDmMwCOHI6oMHNel+wcO3QYPRWCMNQID1BLb8ylOIHmCLacrWKX/xdNntOPcB22kk4YJ+mu2PICIJ44q02FYEOHz4sCx8e/z4cQwbNgzfffcd+vbti6ZNmwa0TklJCVJSUlBcXIzk5GSttltn2X56O25fervPOc/0fQa3ZIlagtLcwZ23bUV+DltI037jBhhTUzXZp5o4iouxty+bA9dg8mSkj9bWy+ONg1ddDevevWj+8UeCRqHeOKuqsH/QpXAUFqLRrFlIvf46Xe9/4PIRqD50CM0/m4+EPupKFYWDvbAQ+/qJ/yfuOW9qUbVnDw5dfQ2M9eqh/fp1mtxDbypzd6Hgxhs9zrffvAmGpCThC3VeVrbwWIft22pECgkRHPT5Xcs8gIHSvHlzdO7cWfhp3749AKBNmzYBG3+E9nSr3w3PX/S8zzmzNs3yWjAi1QGLJi+OL6Q9R0/NnBmxfUSDgLYhNhb17r4bAHDimWdg5yoy9UJ4DqKsC4YpLQ3GtDTh2FFcrMl9HJyEijEtVZP1I0FcTmdk5+ch1c0I3NunL/KzOwp5glLI+CNqK3XSACRqDiNaj2DD4JcvwHXtvHuA3IWws9KzBA1AMIxMH4zwj9BCL8KhP14gGwD29R/gY6b6CBIoSdFXANFmuagVyXuM1YY3AE2paX5m1jwazZiO5vPn+53XfsvfOuyGICIDGYAAWrZsCZfLhW7dukV6K4QXutXvhuf6P4fcsblYc/Mav/PnD58vagDGxdWoXMl269YK48rd6vdKDgQHXwEb4epPQ1wcMh97TDh2985ohcvhEKuAk5J0uWcwGJOSkHabWChz7pNPVb8H73E1pqervnY0kNC3D7Lz89DkFWXJrBZffgFjDat+JohgIAOQqHHwRTJbb9+KJLPyh3O8OV7sZlHDQjimjAwkj2AFv4/cdbfu93dGWfVnxn33yo4rc3dpfk+pVEikjWBv8AVDAHD6+edVL5RxFBYBgCzcXBtJHjEC2fl5Hj/x3btHemsEoSlkABI1FrPBjL9u+ws7x+zECxe/gGn9puGyFpfhz5v/BAC4qmqOBqA7qTdcD4DVerOdOq3rvWXGT5RIoLRd84cwPv2y9iLnfPiXsVhgiNL0AYZh0OKLz4Xj/M45qlaO18YcQIIgRMgAJGo8DMPg8laX4/r2/9/enUdFdaVrA3+KqQCRSWYFxCFQjldRaYxTIitq8rWmtTMYr5nMoDFXszK0MUm3Jre79Qv9mfTtTszQ0QzmxszJ+jL1VdGYKJrWoAatIkBQTAQHlElAKOq9f0AdOVaBqNR0zvNbi7VO7XPq1LvdDK97n733HKyZsgZRwW09FrbG80PAviY0+/zSE8d+9zu3fraS/ISEwODv79bP7kxgfDySX30FANCwaxcaf/jBpZ/XWtf+DKSX9v7ZhY4ejdCxY5XXFtOQHksClWcANd4DSKRXTABJs5TFjH2wB9BgMKDXhAkAgIbdu9sW5XUTb5gB7EzYxInK8eGbbnbpZ9nOtieAXjgB5EKpb72pem0xDemR+yrPADIBJNIkJoCkWed7AH0vAQSAfn99Xjk+9dJLbvtcewLo72UJIACEzzy/601joesmyNi3n/MP874JIM5kHFL/W/TEZJmWn38GAAT27XvF9yIi78MEkDTLpvQA+t4QMNDWAxfRvvjxqRfXwnrypFs+11t7AAGg77PPIjAlBQBw+Le/ddnagK1VVQAA/z6+MQPW4OeHjEL1sLg5w4Sz+fmXdT9paUFLRQUAIJBroxJpEhNA0ixlEoiP9gACQPzjjyvHxRMnuWV7OG9OAAH1kKer1ga0nmzbajAgJtYl93cFQ0AABm1XL5FUftfdMGeYlB7N7mo5dgxobYUhOBgBcXE9GSYReQkmgKRZyhCwj/YAAm3rvaW8eX7B2vqtW13+ma1esgh0ZwLj41WvK/+z53dMsZ6yJ4AxPX5vVwqMi0OG+ZBD+Y/jsmDOMKH+64uvoQkAzeVt+5wHJffzqTU0iaj7mACSZtka2xfy9cFZwB31GjcOIe1rkv38wGKXf5639wAC6mfezrz9Nmo+/bRH72+tsieAfXr0vu5gMBhgspgdJocAwNH7FyrbnUlra6f3aGrfXziof39XhUlEHsYEkDRLGn1/CNgu8U/ne7nq8vJc+llKAujFS6AY/PxUO4QcW/Y4zpWV9dj9W0/6Zg9gR6Fjx8JkMau+dzqyDB3WlgjabA7nTv7X3wAAxqvSXRojEXkOE0DSLGUrOB8eArYzDhigHLu6F9B2tr3n1It7AIG2HUJiHlikvP5pxvVoPny4R+5tHwL29+EE0C5yzhyYLGaHSSJ2liFDYc4wte0Ag/b/ALTvBBM8tGeWlCEi78MEkDRLWQdQAz2AAFTJTvWHH7nsc2zKM4DesQtIV2KXLFENU5ZOn4GmH3+84vta22cB+9IkkIsxBAQo25zFLl3icL5oxEiYM0woyhwDAAhMTUHY5MnuDpOI3IQJIGnW+Ukg2kgAY5ec/6Nd8eSTaC4vd8nn+MIzgB0N/OpLBA8531NVNnOWksBdDltTE2x1dQB88xnA7ohZtAgmixn9P/ig02v63HWX1+wEQ0Q9jwkgaZavrwPoTL+1LyrHpddNc8ln+FoCCABpH32oel189YTLWv4EAKyn2pJHQ1AQ/Hr7xkLQlytk2NC2CSMb3nI4FzF7tgciIiJ3YQJImqWlSSB2va+5BsEjRiivT7/pONPzSik7gXjxJBBnTBYz/CMiVGU/jstC0dhxl3Sf1qrzE0D0sgRK6JgxyvCw/csvKMjTYRGRCzEBJM1SJoEYtZMAAkDae+8qx8f/vArWM2d69P6t7cOf3jwLuDNX7d6FpL/8RVVmq6uDOcOEMxs3duseze1boNm/f4iItIgJIGmWsg6gD0xmuFRpHda9K84ej5bjJ3rs3vYt53x1CZSI/3MDTBYz4p96SlVeufJpmDNMbbtcdKG5tBSAbw2BExFdKiaApFlyVhsLQTsTnH4VBnz2/5XXJZMnK8t4XAmxWtHavr9uQKxvz4CN/vd5Tpc+Kbl2atv6d51sq2ffXzhk+HCXxkdE5ElMAEmzbI1tk0AMGkwAAcA4aBDgd/5HuGjESDQVFV3RPa1VVYAI4O8P/+joKw3R4+xLn2QcLHQ4ZzENcboQ8rmitmVkwiZPckuMRESewASQNMueAPqFam8I2M506CAib75ZeV0260bUbdly2feznmgf/u3TBwY/7fx6MPj7w2QxY+BXXzqcswwZivodOwC0JcCNBQUAgODhIxyuJSLSCu38hifqQERga2gfAtZwAggAic88jdAxY5TXPy9+sO1Zt8t4LtDXn/+7mKD+/WGymBGQlKgqP7rgHpgzTCi+esL5a9P6uzk6IiL3YQJImiQtLUD7ZvdafAbwQqkb3kLin/6kKiuZPBlls+d0+qybM0oC6OPP/13M4Lw8mCzmTs8b09N1swQMEekTE0DSJGnv/QP0kQACQOSc2Uh54w1VWdOhQ7CYhuD4s7nduof1VHsCGKftBNDOZDEj48B+h/ILF5YmItKaAE8HQOQK9uFfQ2AgDIGBHo7GfXpljYPJYsbpDW/j+B//qJSfXrcOhqBAxD30UJfvV54B1HgPYEeGoCClN1BaW7n9GRHpAnsASZOUGcAaf/6vM9H/Ps9hiLPqpZfbng2srOz0fc1lZQCAwJQUl8bnrZj8EZFeMAGky9ZUVARzhgnmDJOydpq3sDW0zwDWyfBvZ0wWMwZtzVOVlUy5pm35k/ZnJDs699NPAADjwIFuiY+IiDyDCSBdFuvJkyibdaPyunj81WipqPBcQBfQywzg7ghMTMTg/J0O5Zahw1A643rldcvxE2g91bYPblDaALfFR0RE7scEkC5ZS2Uliic6LpJbcs21HojGOWUbOJ33ANoFREXBZDEj+u67VeXNZWUwZ5gAAIfn3qqU+4dxGzQiIi1jAkiXrGTKNcpx8isvq8519XyZO0kjh4Cdif/dYzBZzKrFowG0DeMf854eXCIici0mgHRJGg8cUL0OmzRJNdng5yVL3R2SU8os4F4cAnYm8Zmnkf79XqfnUtavc3M0RETkbkwA6ZIcvvkW5bjj/qq9Jk4EADQdOHBJCw+7yvlJIEwAO+MXGoqMwh8cyntlZ3sgGiIicieuA0jd1nGSR59FC1VLZvR7/jkUZbZtR9Z08BBChg11e3wd2TgE3C2GgIAud8QgIiJtYg8gddvptzYox7FLlqjO+fXqhbCpUwEAh3/7W7fG5Yyt4SwAzgImIiJyRtcJ4Oeff46srCyEhIQgKioKN954o6dD8lq2c+dwel3bs2EJK1c43Sc1qH+qciwtLW6LzRllEkgoewCJiIgupNsE8MMPP8T8+fNx1113Yf/+/dixYwduu+02T4fltU6tXascR8yc6fSauIcfVo7P7trl8pi6Yn8G0MAhYCIiIge6fAbQarVi6dKlyM3NxYIFC5TyIUOGeDAq71b1UttyL8aMjE6HVQ3+/ggZPRqN33+P+q+3I6x9YogncCFoIiKizumyB/D777/HL7/8Aj8/P4waNQqJiYmYMWMGCgsLL/5mHWooKFCOk/7v6i6vjbn/PgBA7ZdfQqxWl8bVlfOTQJgAEhERXUiXCeBP7fudrly5Ek899RQ+++wzREVFYcqUKTjdxZ62586dQ21trepLD85seFs5Dk5P7/LaXuPHAwBaq6pwau1LLo2rK8pOIHwGkIiIyIGmEsDHH38cBoOhyy+LxQKbzQYAePLJJzFnzhxkZmZi/fr1MBgMeP/99zu9/6pVqxAREaF8JScnu6tqHmM9cwa1n38OAEh9682LXm8IDERAYiIA4NQLL7g0tq5wCJiIiKhzmnoG8JFHHsGdd97Z5TUDBgxARft6dh2f+TMajRgwYADKy8s7fe/y5cvxcIeJDrW1tZpPAouzxyvHIWPGdOs9iX/8TxxdcA8AoLW2Fv7h4S6JrSvSwHUAiYiIOqOpBDA2NhaxsbEXvS4zMxNGoxFFRUWYMGECAKClpQWHDx9Gampqp+8zGo0wGo09Fq+3q/nsc+U45oFFTpd+ccY+DAwAR+9fiP7v/HePx3Yx9mcAOQuYiIjIkaYSwO4KDw/HwoULsWLFCiQnJyM1NRW5ubkAgJtuusnD0XkHEcGxRx9VXsf8x390+70dE8XGggJIa6tq1xB34BAwERFR5zT1DOClyM3Nxa233or58+dj7NixOHLkCPLy8hAVFeXp0DxOmpthMZ0fHo996KFu9/7ZDdqapxyffP75ngqt25RZwEwAiYiIHBhERDwdhK+qra1FREQEampqEO6B59xcwXb2rLKnLwAgMBCmHw5c1r0O33IrGvfvBwCk798HPzcNn4vNBsuQtr2IB3/7DQJiYtzyuURE5Bu0+Pf7UulyCJjakqRzJSU4cutcZbjUmYwD+y/7M5Jffgk//iobAFA08t9gspgv+16Xwr4NHMBJIERERM4wAdQJaW5GXV4efnn0MaCbCzRnFP5wyUO/HflHRiJ4xAg0HWjrQTRnmAAAyf/4B8ImXH3Z972Y1vr69gD8OQmEiIjICSaAGmU9eRLFEydd1nv7vfB39J46tUfiSHvvXSXxszt6zz3IOFjosokhre2LeftHRcHgp9vHXImIiDrFBFBjLky2uhLzwAOIvn0+/CMjXRcQAJPF7BDXqbUvIfbBxS75vNYzZwAAAVGRLrk/ERGRr2MCqAEOEzecCQhA2ocfIKhfP/j16uWewDqwP/934i9/QdU/XsOpv/8d1lMnkbhyZY9/lrU9AfSPiu7xexMREWkBE0Av1/LLLzjz/vuoevUfQGsrom6bizP//U633jvo620IjI93cYSXJu7RR2GtrkbNBx+ieuO7qN++HYPz8i7+xkvQeqYaQNsQMBERETliAuiFWmtrcfKv/4Uzb7/tcO5iyV/vadPQ76/PuyiynpHwxBOo+eBDAID1WAXMGaYenSF8/hnAyB67JxERkZYwAfRCVa++6jT568qgLZsR2LeviyLqWX6hoRi841sUXz1BKTNnmJBx6GCPTNqwnjk/CYSIiIgcMQH0QrbGJtXrgZs3IzApse1cQwMMAQHwCw72RGg9JqBPH6Tv3aN6dtEyZCj6v/cuQkaMuKJ7WysqAQCBCYlXdB8iIiKt4k4gV8CVK4mL1QpDgPbzc1tTE4r+bZRD+eD8nQi4zB68n2bdiHNFRUh+9RWETZx4pSESEZHGcCcQHe8F7O30kPwBgF9wsNPn/4qzx8OcYcLZnTsv+Z7niooAAIGJ7AEkIiJyRh9ZBnk9k8UM65kzKM4eryovv3sBAMA/OhqDd3x70Z1JWk6cUI4Dk5J6PlAiIiINYA8geY2AqCiYLGb0XfP/HM61nj4Ni2kIzBkmHH2g8wWk6zZtUo79QkNdEicREZGvYwJIXif8+uthspgxaPvXTs/X5+XBnGGCOcOElspK1bmmwoMAAONVV7k8TiIiIl/FBJC8VmBcHEwWM0wWM0LHjXN6TcmUa2DOMKGhoADW06dR8/HHAIDIm25yZ6hEREQ+hbOArwBnEbmfiODo/ffj7PZvurxu8M4dCIjmVnBEROSIf785CYR8jMFgQMorrwAAWuvr8eOYsQ7XBKakMPkjIiLqAoeAyWf5h4U5DBGHXXstBv3PPz0cGRERkXdjDyBpQuqbb3g6BCIiIp/BHkAiIiIinWECSERERKQzTACJiIiIdIYJIBEREZHOMAEkIiIi0hkmgEREREQ6wwSQiIiISGeYABIRERHpDBNAIiIiIp1hAkhERESkM0wAiYiIiHSGCSARERGRzjABJCIiItKZAE8H4MtEBABQW1vr4UiIiIiou+x/t+1/x/WICeAVqKurAwAkJyd7OBIiIiK6VHV1dYiIiPB0GB5hED2nv1fIZrPh2LFj6N27NwwGQ4/eu7a2FsnJyTh69CjCw8N79N7eTK/1BvRbd73WG2Dd9Vh3vdYb8K66iwjq6uqQlJQEPz99Pg3HHsAr4Ofnh379+rn0M8LDwz3+g+IJeq03oN+667XeAOuux7rrtd6A99Rdrz1/dvpMe4mIiIh0jAkgERERkc4wAfRSRqMRK1asgNFo9HQobqXXegP6rbte6w2w7nqsu17rDei77t6Ik0CIiIiIdIY9gEREREQ6wwSQiIiISGeYABIRERHpDBNAIiIiIp1hAuiFXnjhBfTv3x/BwcHIysrCd9995+mQrsiqVaswduxY9O7dG3FxcbjxxhtRVFSkumbKlCkwGAyqr4ULF6quKS8vxw033IDQ0FDExcXhscceg9VqdWdVLtnKlSsd6pWRkaGcb2pqwuLFi9GnTx+EhYVhzpw5OH78uOoevljv/v37O9TbYDBg8eLFALTV3tu3b8evf/1rJCUlwWAw4JNPPlGdFxH84Q9/QGJiIkJCQpCTk4Pi4mLVNadPn8a8efMQHh6OyMhILFiwAPX19aprDhw4gIkTJyI4OBjJycl49tlnXV21i+qq7i0tLVi2bBmGDx+OXr16ISkpCbfffjuOHTumuoez75XVq1errvG2ul+sze+8806HOk2fPl11jRbbHIDTn3uDwYDc3FzlGl9sc00S8iobN26UoKAgWbdunRw8eFDuvfdeiYyMlOPHj3s6tMs2bdo0Wb9+vRQWFsq+ffvk+uuvl5SUFKmvr1eumTx5stx7771SUVGhfNXU1CjnrVarDBs2THJycqSgoEC++OILiYmJkeXLl3uiSt22YsUKGTp0qKpeJ0+eVM4vXLhQkpOTZcuWLbJnzx751a9+JePHj1fO+2q9T5w4oarzpk2bBIBs3bpVRLTV3l988YU8+eST8tFHHwkA+fjjj1XnV69eLREREfLJJ5/I/v37ZebMmZKWliaNjY3KNdOnT5eRI0fKrl275JtvvpFBgwbJ3LlzlfM1NTUSHx8v8+bNk8LCQnnnnXckJCREXn75ZXdV06mu6l5dXS05OTny7rvvisVikfz8fBk3bpxkZmaq7pGamirPPPOM6nuh4+8Gb6z7xdr8jjvukOnTp6vqdPr0adU1WmxzEVHVuaKiQtatWycGg0FKS0uVa3yxzbWICaCXGTdunCxevFh53draKklJSbJq1SoPRtWzTpw4IQDk66+/VsomT54sS5cu7fQ9X3zxhfj5+UllZaVStnbtWgkPD5dz5865MtwrsmLFChk5cqTTc9XV1RIYGCjvv/++UmY2mwWA5Ofni4jv1vtCS5culYEDB4rNZhMR7bb3hX8QbTabJCQkSG5urlJWXV0tRqNR3nnnHREROXTokACQf/3rX8o1X375pRgMBvnll19EROTFF1+UqKgoVd2XLVsm6enpLq5R9zlLBi703XffCQA5cuSIUpaamirPPfdcp+/x9rp3lgDOmjWr0/foqc1nzZol1157rarM19tcKzgE7EWam5uxd+9e5OTkKGV+fn7IyclBfn6+ByPrWTU1NQCA6OhoVfnbb7+NmJgYDBs2DMuXL0dDQ4NyLj8/H8OHD0d8fLxSNm3aNNTW1uLgwYPuCfwyFRcXIykpCQMGDMC8efNQXl4OANi7dy9aWlpU7Z2RkYGUlBSlvX253nbNzc3YsGED7r77bhgMBqVcq+3dUVlZGSorK1VtHBERgaysLFUbR0ZGYsyYMco1OTk58PPzw+7du5VrJk2ahKCgIOWaadOmoaioCGfOnHFTba5cTU0NDAYDIiMjVeWrV69Gnz59MGrUKOTm5qqG+n217tu2bUNcXBzS09OxaNEiVFVVKef00ubHjx/H559/jgULFjic02Kb+5oATwdA5506dQqtra2qP3oAEB8fD4vF4qGoepbNZsNDDz2Eq6++GsOGDVPKb7vtNqSmpiIpKQkHDhzAsmXLUFRUhI8++ggAUFlZ6fTfxX7OW2VlZeH1119Heno6Kioq8PTTT2PixIkoLCxEZWUlgoKCHP4YxsfHK3Xy1Xp39Mknn6C6uhp33nmnUqbV9r6QPVZndenYxnFxcarzAQEBiI6OVl2TlpbmcA/7uaioKJfE35OampqwbNkyzJ07F+Hh4Ur5kiVLMHr0aERHR2Pnzp1Yvnw5KioqsGbNGgC+Wffp06dj9uzZSEtLQ2lpKZ544gnMmDED+fn58Pf3102bv/HGG+jduzdmz56tKtdim/siJoDkVosXL0ZhYSG+/fZbVfl9992nHA8fPhyJiYmYOnUqSktLMXDgQHeH2WNmzJihHI8YMQJZWVlITU3Fe++9h5CQEA9G5j6vvfYaZsyYgaSkJKVMq+1NzrW0tODmm2+GiGDt2rWqcw8//LByPGLECAQFBeH+++/HqlWrfHbLsFtvvVU5Hj58OEaMGIGBAwdi27ZtmDp1qgcjc69169Zh3rx5CA4OVpVrsc19EYeAvUhMTAz8/f0dZoEeP34cCQkJHoqq5zz44IP47LPPsHXrVvTr16/La7OysgAAJSUlAICEhASn/y72c74iMjISV111FUpKSpCQkIDm5mZUV1errunY3r5e7yNHjmDz5s245557urxOq+1tj7Wrn+mEhAScOHFCdd5qteL06dOa+D6wJ39HjhzBpk2bVL1/zmRlZcFqteLw4cMAfLvudgMGDEBMTIzq+1vLbQ4A33zzDYqKii76sw9os819ARNALxIUFITMzExs2bJFKbPZbNiyZQuys7M9GNmVERE8+OCD+Pjjj5GXl+fQte/Mvn37AACJiYkAgOzsbPzwww+qX5r2PyZDhgxxSdyuUF9fj9LSUiQmJiIzMxOBgYGq9i4qKkJ5ebnS3r5e7/Xr1yMuLg433HBDl9dptb3T0tKQkJCgauPa2lrs3r1b1cbV1dXYu3evck1eXh5sNpuSGGdnZ2P79u1oaWlRrtm0aRPS09O9ejjMnvwVFxdj8+bN6NOnz0Xfs2/fPvj5+SlDpL5a945+/vlnVFVVqb6/tdrmdq+99hoyMzMxcuTIi16rxTb3CZ6ehUJqGzduFKPRKK+//rocOnRI7rvvPomMjFTNhvQ1ixYtkoiICNm2bZtq2n9DQ4OIiJSUlMgzzzwje/bskbKyMvn0009lwIABMmnSJOUe9mVBrrvuOtm3b5989dVXEhsb65XLgnT0yCOPyLZt26SsrEx27NghOTk5EhMTIydOnBCRtmVgUlJSJC8vT/bs2SPZ2dmSnZ2tvN9X6y3SNoM9JSVFli1bpirXWnvX1dVJQUGBFBQUCABZs2aNFBQUKDNdV69eLZGRkfLpp5/KgQMHZNasWU6XgRk1apTs3r1bvv32Wxk8eLBqSZDq6mqJj4+X+fPnS2FhoWzcuFFCQ0M9vixGV3Vvbm6WmTNnSr9+/WTfvn2qn3377M6dO3fKc889J/v27ZPS0lLZsGGDxMbGyu233658hjfWvat619XVyaOPPir5+flSVlYmmzdvltGjR8vgwYOlqalJuYcW29yupqZGQkNDZe3atQ7v99U21yImgF7ob3/7m6SkpEhQUJCMGzdOdu3a5emQrggAp1/r168XEZHy8nKZNGmSREdHi9FolEGDBsljjz2mWhdOROTw4cMyY8YMCQkJkZiYGHnkkUekpaXFAzXqvltuuUUSExMlKChI+vbtK7fccouUlJQo5xsbG+WBBx6QqKgoCQ0Nld/85jdSUVGhuocv1ltE5J///KcAkKKiIlW51tp769atTr+/77jjDhFpWwrm97//vcTHx4vRaJSpU6c6/JtUVVXJ3LlzJSwsTMLDw+Wuu+6Suro61TX79++XCRMmiNFolL59+8rq1avdVcVOdVX3srKyTn/27etB7t27V7KysiQiIkKCg4PFZDLJn//8Z1WiJOJ9de+q3g0NDXLddddJbGysBAYGSmpqqtx7770O/4nXYpvbvfzyyxISEiLV1dUO7/fVNtcig4iIS7sYiYiIiMir8BlAIiIiIp1hAkhERESkM0wAiYiIiHSGCSARERGRzjABJCIiItIZJoBEREREOsMEkIiIiEhnmAASERER6QwTQCIiIiKdYQJIREREpDNMAImIiIh0hgkgERERkc4wASQiIiLSGSaARERERDrDBJCIiIhIZ5gAEhEREekME0AiIiIinWECSERERKQzTACJiIiIdIYJIBEREZHOMAEkIiIi0hkmgEREREQ6wwSQiIiISGeYABIRERHpDBNAIiIiIp1hAkhERESkM0wAiYiIiHSGCSARERGRzjABJCIiItIZJoBEREREOsMEkIiIiEhn/hfz3HF64zT2ZwAAAABJRU5ErkJggg==",
      "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_1250/2462745787.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  339.404191   0.099989  0.099924  0.000304           1.0   \n",
      "1      6  339.514191   0.100539  0.100454  0.001644           1.0   \n",
      "2     22  339.714091   0.101538  0.101465  0.001912           1.0   \n",
      "3     22  339.913991   0.102538  0.102455  0.001902           1.0   \n",
      "4     22  340.113891   0.103537  0.103450  0.001945           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range   Rcmp/Ohm  \n",
      "0  0.000000e+00       39  14.449999  \n",
      "1  1.998013e-07       39  14.449994  \n",
      "2  6.028536e-07       39  14.449995  \n",
      "3  1.028813e-06       39  14.449994  \n",
      "4  1.455737e-06       39  14.449995  \n",
      "B\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat2/initial/2025-05-26 CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250526_001_#8_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": "1fe43cf3810d44dc8148919bad79d8fd",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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x/fCzqaykTnVLcIBXRhAEQfQVKSEA+4t77rkHOTk5xt/o0aMHekmDGlES4eNEfJyRbuwbkTnCNscn+IxxydMlnT/oz180hoq/CQDwyBc7erdQh1OjCb0HPY+Ca6/BzOdng+eAurYwalpJBBIEQaQiKSEACwoKIAgCqqurbfurq6tRVFQU85yioqJuzQeApUuXorm52fjbt6+LJUaIPkEOBQAAVS4h7pzvzvvOtl3ydAnaxfb4D1psZg1/4GVxgF/vqOvFKp1Po1/EucJntn3jhzBRvblycBTCJgiCGGykhAD0eDzYf//98dln5kVMURR89tlnmD9/fsxz5s+fb5sPAJ988knc+QDg9XqRnZ1t+yMGDiXMYvP0PN0zJp8RNYfneJw++XTbvoNfOLhLjz+SqwcAjC/I6Pkik4BAWMb+/FbbvkVDmgAAWyopzIEgCCIVSQkBCADXXXcd/vOf/+Dpp5/G5s2b8atf/Qrt7e24+OKLAQBLlizB0qVLjfm//e1v8eGHH+LBBx/Eli1bcPvtt2P16tW46qqrBuolEN1FZAKwxsWSPUZljYo57Y4Fd+CtU9+y7bt95e3xH/eQawAAtUULAQC76zqwGKYArUER2QjY9t2y5yIAwD0fxK6vSBAEQSQ3KSMA/+///g9//vOfceutt2L27NlYv349PvzwQyPRY+/evaisNIv6LliwAC+88AIee+wx7Lfffnj11Vfx5ptvYubMmQP1EnqFqqo4//HvBlXtNlWzANYJLFljiG9I3LkTcidgw4UbjO3Xtr+GgBSIPXniEQCAwqrlxq5UzohtD8s4WljT+USCIAgiZXAN9AISyVVXXRXXgrds2bKofWeddRbOOuusPl5V37O6tAFnPsrK13y9ow6/fWk9Su89cYBX1Q9oAq7exe5jCtIKOj1lSt4UbGvcBgA46PmDsPaCtXDzbvukTDM73IswQvBga1Urpo9ITZd/ICyZG+4MQIuRzEMLGpENVVXBRXRKIQiCIJKblLEADlbeXFduiD8rj3+1awBW07+oIivPUq+VgRmSFt8CqPPaKa/Ztuc+Ozd6UmGxMTxH+BwAc5OmKn5rt5MzzcLp+muvbU3tMjgEQRCDERKAScwP+5pwzcvrYx7703ub8ea6FHcHS0GoAJq1T3G+L79Lp/245Efbdq2/1j7BYu26yvcBAKCiOY67OAXwh2Uoqvaa88YZ+29w/w9A6hfCtrK1qhWXPbMagUHSApAgiMELCcAkZd3eRpz6yArbvgUT7RaweOIwVVClENo5DrKmXXK8OV06j+M4nD3lbGP7yFeOjDu3QGbicOnrG+LOSXYCYQkKtDfRlw1MOMJ2fDAJwGP/uhyfbKrGtFs/7HwyQRBEEkMCMEn5xVPf27bfvuoQvHDZwdh59wm2/W0hCakKL4fQKLCPsE/wIc2V1uVzb5l/i237+yr7+4nh+9k2g2Lq9gMWg21wcdrr82YDxfb40bd/qBiAVfU/QdFu9QtJZAUkCCJ1IQGYpDT6zZi01341H7NG5QIABJ7Ds5ccZBybedtH/b20/kMOo5lnRaBzfbndPv390983xr/46Bf2g1OO683Kkgo1yGr9KZwAeDKASdYe2Sq+390wMAvrZ/ZFWDpvefOnAVoJQRBE30MCMAn5bLPZweT8g8dg/7H22LfDJhf295IGBF4OoVrrAlLVHr+HczxGZ40Gz5lfAVss4JDJUfOVFC0Fw4dZtw9RyGDxj9kjjWMFaMHo/PR4p6YUka7u/60uG6CVEARB9D0kAJOQS55ebYx/vWhSzDkPnzPHGH+0sfviKBng5DC+Su+62zcW6y9Yb4xvWWlxC480s4PPEz4FANS1p2Y2rBBiFkDRncV2aIW1AeAgfjPKGlM3AcbKnvrBE+tIEARBAjDJOOLPy2zbI3JjC6CTZg03xr98NjWL/ApKCNNCYQDAuOxxPXoMa327FeUroKqalS9/grE/y8fqBFY1B3u2UIcjSMwCKLszo4790/N3tIWkqPi4VKSujQn8M+aaHWXKmwaH+CUIYvBBAjCJeH9Dpa0t2Y+3HxN3bmThXkPYpBCCEkZQe50zCmb0+HEumH6BMX5/txYXyHHAUPaY08OsbMxX2+t6/BxOxi22AQBkT1bcOSt2pOZrt9Ki1XocmWfeVJ34968GajkEQRB9CgnAJOLXz681xpccOh7ZPncHs4GVN5rlTb7cVtvBzOREUMJo14pAZ7gyevw4Nxx4gzG+8asbzQPpLLZyPMdaCD7w0dYeP4eTcYvMAqhYBeCBlxlDD0S4hNT/qWgOSJjK7cVB9W8BYDdMTf7ULQBOEMTgJvV/1VOEcTe+Z9v+xaHj7RNaq4Dbc9jfnUMBWbK5h29+I/UyGgVVRBvPLIAZnp4LQADIcpvipzHYyAYzTwcA1Kh5vXpsp+OVmVVZ9Vpa3S2+zRgu4DeiIUXjH620BkV85L0Rh275E0p95w30cgiCIPoUEoBJQGQ5ihcum4eR1ti/cDvw4FRzWw4Bdw4BFBmLprKM4MnDouO7kh23EoY/ARZAAPj6nK+N8Xu7NLGtZcPOyUvN2D8dr9ymDSwC0GsK4hDceO/H1EwkstIWsFv7vAgP0EoIgiD6HhKADmf9viY8++0eY/vL3y/CgokF5gRVBe4eEfvkP+bjN0dNNh4n1cqYCGoYbVoMYKandwLXWg7mvu/vY4M05gL2SS29emyn45FZogPnjYgBHL8QADAc9fjUUnooVfGE6m3bn3l/BwDYXJna//8EQQxOSAA6GH9YwmmWdm/7jcrB2CERlq7P7ujwMUoCq+F18Wjyi9he09YXyxwwXNYYQHfvLIAAsGj0ImMsK7IRA5juLwcP1ilDzxRNJVwqs3DynoiM8tyxAIAxfE1/L2lAGB/abNsexbHEl7vf3xxrOkEQRFJDAtChNAdETL/V3sXjrasOjZ749UPm+MQHgdubgUOvNXa5XzwTIYmJl2P/urxP1jpQ8KqMdj0GMAEC8E+H/MkYr6leA2QONbZncbsAAFurWnv9PE7DrTBXZ5QA1OoDXuN6vb+XNCCkiU1R+wTI8LmF/l8MQRBEH0MC0KHsd8fHtu3Se0+MnvTIPPv2gZeyfxffbtstIDVruAmqiHYucRbAHG8OivOLAQCrq1fb4uBOHMmKBO+qTS0rqqqq8KjMqilECsCh022bqd4b16PFQobzzXjam13PozlAmcAEQaQeJAAdyMqImmvfLj0qelLVBqB2i7l9+Zf24zebQfs7fRcgFXFBSqgLGABGZbIiwP/64V+2/YskliSSam50SVGNZAfBE9HybaL9c5eqhbB10jQBKI5eYOxbzK8BF+8EgiCIJIYEoAN5b0OlMf7+5sUoyvFFT3o0wh08YrZ92x27Q8i7P1b0cnXOQFVVuFQJAc0FnO5KTL/aA4oOMMZ+0WwNNrmJCcAdKSYAw5ICnyYAXd6I9zB3tDHMRhsqmlJXAIYlBdkqc+8L6fnAhCMAAF8os9HQTtnABEGkHiQAHcjCKYU4Zvow/P2cOSjM8nZ+wq2NnU6Zwe0GAFz1wrreLs8RSIoKNyQEtCxgnyuGSO4B5xSfY4w31W8C9r8IABDIY67h73Y3JOR5nEJYUuDlmItz/w13oeTpEpz59pnsYFaRMW80V4uKFG6LFgjLyOVYPURX5hBg6gkAgKFcE/bU+yHJykAujyAIIuGQAHQgx84owmNLDsAp+8Up77LzC3OcPRLg4/w3nv4fY3iJ64MErnDgEWUFbk5EQHvtaa7YFs/uwnM8Fo9ZDADYULcBGHcYe/xG5m6XFTWlXKFhmVkA97nMRIetjVuhqJrg0Xoi53OtqGxOXQHoFyXkgll3XRn5QCarn3m88D1kWURZY+q+doIgBickAJORZ08zx79ZH3/erLON4enC1/HnJSGirELlzKSERAlAACgpLAGgCcCh04z9Q9AMALZ+zMkOcwGL2Ozx2Pa/uu1VNmhg2c9H8OtRWu+PPD1l8Idl5HCaez8tD8gx3d/juCr8UNY0MAsbIHbVtkEkqydBpDQkAJONjW/at12emNMMDro8apc/LCVuPQOEJCtQOPN1+ITEuIABYFLuJADAvtZ9tkzYA/htbH9D6ggh3QLYJNhLnby14y3b9oXCR3h1TVl/Lq1fCYRl5EIT9ml5wCgzFnQ+vymlRH9nnP/4dzjywS8x+eYPUq54PEEQJiQAk41XLjTHHVn/dCYfawz1Ysa/eOr7BC+q/5EU0wLo5gQIvABVlrG5eBo2F09D87vvdfII8RmeMRwAsKVhC6yXv0wwN+ANr/3Y48d2GnoMYJXLLgC9Li32dMIiAIAIVz+vrH/xh2XkWi2AFv7kfnJQuYC/tlQh+DqiIgFBEKkDCcBkoiUigzd/fOfnFE4xhp95rgcAfLsr+RMZRFmByjMLoJd3AwCq777HOF7xu9+hYulNPXpsXQACwLqadcBcJrpnZyb/+xZJWFLgRRiVLibwTp5wMgDgp7qfICkSMPt8AEALMsCncD0UfzBkJIEgLTfqeFlj6lh9O0JV7Ra/JU+sGqCVEATR15AATCb+YsajYfS8+POs5I4xhuP51OnnKlliAL2CB6okofnNN21zmt94A3X/fqzbj23tK9wcagYKWWHgE4ezMiEjcxMXbzjQiLICL0TUaC7g+SPmI8udhYAUwPbG7UCYWcWGck1QVCAopmYxaLnN0gfYl8P+tXTUSYWbpq7QEkj+8BCCILoGCcBkYfdX9u1LPo49r4ske1kLSVEg85oA5D1oW/4VlPZ2CHl5mLpuLVxDWRu32oceglhZ2dFDxWTRqEUAgDd3vGl0BMnfwzKpy5sCKRMbJUoKfJyIVi2bOs+Xh4m5EwEAf1v7N2CsWRRZgIzX1qZmHGAoaLHw6e7vwmLbnEjrWCpSHqPUT6p81gmCsEMCMBmo2wE8fZK5PeX47p1/hZkBrLeFW7evKQELGzjCkgqFYyLWI3jQ/u03AIDs448Dn5aG8W+9aczd+4tLuv34TaEmAMDG+o1A/Q5jvxvMQvLZlpoertxZSCIradOm+Xcz3ab1c0XFCmDIJGN7KrcPL3y3t38X2E+IQWbpbOfN9n8Ye4gxdEFCXVvqF4TWS/0UF5nvw/s/df8GiiAI50MCMBn4x/727ZP/1r3zh84whksyvgUA7Enykh6SohgC0Mt7ENy4CQDgmzULAODKy0PeBawFXri0tNtWwPOmnQcAKMooAo642dg/mWMWsMueWd27F+AQFEMAmi31Tp10qjmBN5NDshDAxoqWfl1ffyEFWfxfmLe497NHGsNJXAW+2Joaor8jqltYX+hReeb78PL3+wZqOQRB9CEkAJ3O32bbt6/bAmQN695jWApF3yY/AgB4auXuXi5sYBFlFbJVAG7eDABIm2GK3aKbb4J7zBhAVbHnoou69fgjMlkR7hp/DXMJckwITeFSywUqh+0CMNOdiYOHH2weV8yYvxJ+V/8urh+RQ1ofYMEiAC3fmyKuHgKXwlkwGo1+ZuXMS/cYIvCr7ZQJTBCpCAlAJ7NrGdBoEWo5o4Hs4XGnd4efypPbkiPJiiEAixoB1e8H5/PBM96eGT38jtsBAOKevdhcPA1SfX3kQ8VkWDoT2ZXtlQjJIUBlQujn7uUJegXOQJUCCAMQNXGT4cmwZUHvaDLd3ycK3/X38voNLsS+D1KcntJLhE+wqTK5vzNdoUkXgBkeHFk8dIBXQxBEX0IC0Kl8/AfgmVPt+67qhdvxvNeMYRqY1Wd7dWvPH2+AkWQFMs+C04fXaMkgU6aAc9nr1WXMn2/b3n7IoZBbO3/dBWkFxvi7yu+AmWcAAAqHm1nVqZARq4SDhvUPADJcGRAsbt8Xt7wITDwKAJCO1GmBF4kcZrFvshCR4a3F22ZwQTyxIrmt5l2hoV3EecKnuGnVwfjjOjMGsjkgDuCqCILoC5JeAJaWluKSSy7B+PHjkZaWhokTJ+K2225DONxxwPaiRYvAcZzt74orruinVXeCGARWPmzfd3M14O5Ft4vJiwFfLgBgHMfKwRz9UPJasyQxhJBmtcprYkLMM2pkzLlT169D+sGmW7P2oYc6fXyrCKpqrwKmngAAGO8yLYgvrkr+hAhFCqFdE4DprnTjdU/IYT2AX9v+GlC7FQAwlWfu71TMhtVjIVVXxHdMez/m8Vswd0xe5Gkpx2try3CX+wlj++DMKgBA6SDqhEIQg4WkF4BbtmyBoij497//jY0bN+Khhx7Co48+iptu6rwI8GWXXYbKykrj7/777++HFXeBt6+2b1++rHfiT2cIK+9RzCW/cJHFsCEAc5pZZq6rKLZ7nPf5MPapJzHslj8AABpfeBGtX3zR6XNkuVkm5LqadUYtQL5uK6D1B/nLx9t69RqcgCqJaI2RAXzmlDPNSUUltnM2lDf3y9r6FZFZAKMEoGb5BYA1exr7c0UDgt4tSOfv6n0AgNJ6EoAEkWokvQA87rjj8OSTT+KYY47BhAkTcMopp+B3v/sdXn/99U7PTU9PR1FRkfGXnZ3dDyvuAtY4vz/UAiPmJOZxy9cAAB7y/CsxjzeAyJJpAcxsZu4pd1FRh+fkn3ce8i9kXT0qb7oZUm1th/OzvezzsKZ6DSuHwvFAsAmFYAKoNZT8RXOtFsAMT4ax/4BhrBduvi8fOPIPxn4OSkpYPqPQLIBve9tQ8nQJNtezpCJkFFgmpZ7lM5IRnD3hY6jMvAWDqRcyQQwWkl4AxqK5uRn5+fmdznv++edRUFCAmTNnYunSpfD7Oy6NEgqF0NLSYvvrEw77nTl2eRL3uII3apde9yvZkMUQJC0pM6OZla7Qiz93ROF118I7eRLkxkbsWHx0h+7MI8ccCYAlgsCdBqjMOnKqsKKXq3cOqhS2ZQDrjMoaBQBoCDbAnzsaAHuzh6AVL65KvbIgnMQE4GMu5vI8+92z2QFLx50ctKdE3GdHFGdHx/rloI1cwASRgqScANyxYwcefvhh/PKXv+xw3rnnnovnnnsOX3zxBZYuXYpnn30W559/fofn3HPPPcjJyTH+Ro8encilm/iygduagNsT7Gq7+ANjOFqLA5x/z+eJfY5+Qg6HIGqixKsV6BXyO4/R4r1eDL/3XgCAGgqh9Myz4s6dMWRGzP2Huzd3d7mORZVCaOOiXcBZHrMQ8NaWXUAWs64O57qWRZ1scHIQkdKntLkUcHmhau9FAdeMqubUTYQBAJ/YBAAIWj77Q7kmsgASRAriWAF44403RiVpRP5t2bLFdk55eTmOO+44nHXWWbjssss6fPzLL78cxx57LEpKSnDeeefhmWeewRtvvIGdO3fGPWfp0qVobm42/vbt60NLSF/UHBs+yxheJPSuldxAo0hho3SJt41ZAIXc3C6dmzZjBtIPPBAAENy4EcGtW2PO0y2AgNYTWGOBr9QYh6TktgipUthwAVt7IFv5sfZHoyjyiBQVgIIcQpVLsO07+c2TAQBcmGWNnyN8jqqW1BaA6aIW55g+xNh3o+tF7K5rT8nkH4IYzDhWAF5//fXYvHlzh38TJkww5ldUVOCII47AggUL8Nhjj3X7+ebNY66eHTt2xJ3j9XqRnZ1t+3MKs5+ZjZKnS1DydAm+r/o+9iTBbQx/nrnOGCfjD7sihSByAKeocLdrLuC8rmdpjnn6KWO8+9TTYs5Jc5klQZaXLQfGHgoAEIINxv7b397UjVU7D1UWbV1ArAzxMRHwQ+0PQI4uAFOzKLBbDaEyooRQJBO4SlSnsACUZAVZCgtr4TJMAXiUsA4tQQmNfioFQxCphGMFYGFhIYqLizv883hYfFx5eTkWLVqE/fffH08++SR4vvsva/369QCA4cMTU2i5Pyl5ugSyalqifvHRL1DydAn8YvyYxoxglTGO1QDe6ShSGBLHISMIcJp+FXJyunw+x/Mouv02Yzvw08YO50uKBEw/JWr/F0neE5gJwGgXMACMzGSib031GlaEHMBwrgGpiEsJo1wTgDle83NUF6gDDmTehC3qGOysaRuQ9fUH7WEZ+RwTgEJWIXD4jbbjg8kNvKu2DeNufA+nPZI68b4EEYljBWBX0cXfmDFj8Oc//xm1tbWoqqpCVVWVbU5xcTFWrVoFANi5cyfuvPNOrFmzBqWlpXj77bexZMkSLFy4ELNmzYr3VI7k+NeOj3ts3gvzondqRX0BwAsWO3fofZ2XRHEassRiALM07cpnZoLzdC9hJu/nPzfG+34VuwbkSRNOAgDUB+uBmWZplF8XrAeA5HcJdmABPGsqi48cnzM+ygXcGkwta5BHDRsWwMVjFhv7n9/8vNF6sRBNeHVNarUCtOIPS8gDc3cLGUNY1ruBOqgSQY588EsAwPp9TVi5MzWt3gSR9ALwk08+wY4dO/DZZ59h1KhRGD58uPGnI4oitm7damT5ejwefPrppzjmmGNQXFyM66+/HmeccQbeeeedgXoZPaIh2ICyNvOCdPHMi6PmlDaX2nec+7IxPEVY2VdL63NUUYTIwRCAXY3/i2T0Y/8GAMi1dRAtNw06elu0yrZKwOIWuyb8nx49n9NQFcmIAbQmfgDAmCzW9aSqvYplQQM4SfgWAPDst3v6cZV9j1sNoVZg78PQdDObfNm+ZUAOex/Oci1HRQongbSHZORzzMLJpQ8BDviFcWwiV4E315cP1NIGlHP/k7otEInBTdILwIsuugiqqsb80xk3bhxUVcWiRYsAAKNHj8aXX36J+vp6BINBbN++Hffff7+jYvq6wuEvH27bvm7/67Dhwg1467S3jH16ILuBJQ7wAbcZK5lscYCqHILIccgKsHUL3Yj/s5K5cCGgCaCa+x+IOj46i7k+97XaE348YbMocHsS1wNUZdHIAo60AOqlYKraqyD57ckfLYHkfc2x8KghNAssCSTXm4vfzv0tAO0GgBc6OjVlCIoycjUBiLQ8ILPQOHap8D6+2j44LGHJ9ltIED0l6QXgYOWR9Y/YtjdcuMEY6228usO26uSKbVK1GMBsLcxRyMvt8WMN/9OfAAAt778PJaKF4JhsZv3Z2xq/+PFvX1rf4+cecGTRzAKOiAEsSCuAh/dAVmVUDSs29mejHat2p1Y2sBsiWrT3IdubzdzeAL4q/woYY/aTHpGZuj+ZQVE2+z177TfD57iSL0ykp7QEo29uGto7bi1KEMlI6v6apTCqquLRHx41tn9c8mPUnAcWmtasPS0R7roZpxvDKRyzbH20Mdr96WRUOQwRQGYvXcAAkH38cca47YtltmO6G7SyvRKiHDvu7dPN1T1+7gFHkRDQkkB8EW3QeI7HiMwRAIDybNMaNJkrw9q9Tf22xP7Aq4YMAZjjycH47PHGsXBGAVSexZf6gjUpayEKSQoydAHoyeh4cgqzszb6Zvj/vRb9G0sQyQ4JwCRk1jNmospN824CF6Nm4HHjTVFzyUeX2A+e8V9jOJffDgD457L45W+ciCqzOoCZQc0FnN31DOBI+LQ0+PZj72n711/ZjhWkFcAreKGoCsrbyoE5ZrHwbCSX1TQmimi01PPG6BTTEmZZoVsazJqbHi613L+A3QKY5cnC+JzxyPYwK9iO5p3gFGYBWqiuTllrUEiSMZGvZBuedPbvcffa5qTqa7eyryG6esInm5L4Jo8g4kACMMlo1YrS6pxTfE6n51T7I368LGVy7nU/DgAIigoUJYksG5IIiePg1YxyfEbvLBaFv/kNAKB12TKoimLs5zgOIZnVGfy28lvg5L8bx/7s/nevntMJcLKEcAcCsEGrefjerveA8QsBAEPB4h+TOfbRiqqqEFQZ7ZolNMuTBY7jMG3INAAw+wIDmMKVJX/mdxxComLZ0m4qp55g7OGhoLwx+UpGdReX9vt42ohGnDGZLpFE6kKf7iRjwYsLjPE9h93T4dxjxh5jjH+s7dyFsWxbEtW0k8MQOcCnGST49PRePVzGgQeCT0+HXFuH4MbYNQHrg/W2hIBjhDXGeHVpctbH49SOLYBnTmGlb1rCLcDu5QCAv3n+CSAFSuBoKCogQI4qhzMtnwnAbY3bjLlnCl9iV21qlkMJihZBn6VVUdDK/wBM+O+NYR1LNVqCIsZyVfhrw5W4v9L0nqSq658YvJAATCJ0d5yOXqMuHvctvM8Yn/f+efaDZz9jDBfxrCvId7uSR8RwiggJHHy6BTAtreMTOns8jwcZh7JOH21f2APel0xfwvaH47t83/2xslfPP1BwimxYAD1CdB3FSbmTANiLI+ukihgQZQUqJ0GKyIbWM8D3tu4FJh3NxuowPLZ818AstI+RQhbrnu4CFlxALouDHcnV4fMkL3zeFVoCIr70XgcAEKR2w+K9fJBkQRODBxKASYKqqjjkxUOM7YcWPdTpOS6+g9ZWFtfOUx6WMPLvZLqwaTGAhgUwo3cWQADIPOIIAMwNbGVi7kQAFkvQgt9EnfvK6j7sC92HcKrUoQVw7tC5AMDiH8/9n3kelJSJi5IUFSJvuj91AagnwHxd/jUw/VQAQJlaiMKs6PcpFZBDFsum2/J9yjEFoIvvgx7lDqM1Igt4le9KAMAjnydXnDRBdAYJwCRh8auL7dtjF8eZaUevZxaFpR6glWRxc3AyKwTtFdl6e+sCBoDMwxcCHIfQps22otC6Fay0pZTtmHmGcWwGz/a1h81WfMkEZ0kCiWUBLMooAgA0h5oRHmvegAxFE174Ln5pnGRCkhVIPPv/SxO84LUOGNZySmJ6AQBgkfADlCT5jnQXJcQs3CXjx6DkWdZbHIBhARzF1aKmNTXc/h3RGoid6DK+YPBmRhOpCQnAJEBSJNT4TdfLugvWdfncMyabYqU51Gw/WDA1av5b6yu6v8ABgFMiLIAJEICu/HykzZ4NAGizWAH1UjA1/hoEpSAwYrZx7KWhzxpjOZmSaHQU0XB9xrIA5npz4dFKoNSEm4z9R1viH5MdUVYhcswCmCaYpXB08QsA5bLp/q9Iwt7ZXUEJRbv0l+1bBuQyV/gorg6VKdwJRUfyN0btc0PCy0lq5SeIeJAAdDiKqmDOs3OM7QOLDuzYtRtBns/skPHmjjftB8943BjqfYGveXl9j9bZ33CKCBGmAOR6GQOok6l1i2n7crmxL8ebY7RJi+wIkimbojpW/TCno6pmbcNYApDjOIS1EiibG8xs2BN41h7LH07+TGBJUQwXcJqlFiJv6YW712O+N7VNyff/3BVUMTq55erPrwZymAAcydWhPEXFrxWpPVoAvuz54wCshCD6FhKADme/Z/azbf/zqH/2+LH+vPrP9h1FJcbwLOHLHj/uQMArIiQOZhJIemLcMxmHMDenf/VqoxwMx3FG+Z2VFVr/5Bk/Y8daTYvp9f/7ISFr6E9kiwCM5QK2sqdlD5DHCiTr9SNX7U6exKF4SLIKkWPWW6sF0Mqrez81xiPCu1HfFuqXtfUrIT8a+BiXhFxTALYGJbSlSPmfuATZTV3QZxY/n8uz+L+gmJyhHgQRCxKADuahNfZEj+/O/S6qW0NXOHrs0bEPWApI/8n9pDGubHb+XT6niBCtdQAT4AIGAF/xVHDp6VBaWxHeuTPq+PIyzTKYOcyyl4mHDeXNUfOdjgx2MefBQa1rQMuHH0bFgR477lhzYz9Wd9LHsTd+ZwqURJEUFSHNApjutn+O9O/O0Iyhxr6D+c1YsTO1WuEBQLa/FBUuu3fBw3sgZrOSMCO5OgAq6lpTUPxa4LVQGdmbG3WsbBDUQSQGDyQAHcrSr5biiZ+eMLavnnN11MWpqxw//nhjrKiK/aDm3mGwC//L3zs/1kXQWsElMgsYADiXC75prP5bcNMmY7+eTJOrXxSmmu/pi/uz7OCDxuUnZA39iQIm5Hwyhx1HLUb5Ndei+s47bXP0bNj6QD2QOdR2bFuVvTB5MiJJEkJadmuayx5KMH8E6wP88taXAc1FHoQH//wi9TJCwwqHNu19GJc9Dvm+fISVMDaEmwBwSOPCGIIW1LentgCcGGLf+4zm7cCJD1qOqDG7hBBEskIC0IE8uPpBvLvrXdu+y2dd3uPHWzR6kTFeUb7CfvCoW43hrzOZdeuvn27v8XP1F7wqQpUBl6ZnE2UBBADf9OkAgOAmSweIvCkALJnA4w83jo3IYcJgT0PyWcNkTQDO3McBIhs3vvAilIBp6SjwsQzYukAdMMW0BmbCj63VKSAAxbDRDznNZf8c2fo/jzkYAHAAvxUHJqHY74yA6kGTwAqdD0kbYojhB9f/HchiCTEjuTrUtaV2O7hMucncmLPEGE7hylKm9iVBACQAHUlBWoFte8OFG3r1eG7eLPny689+bT9YcpYxvEEyW5s5PaOVVyQIkunC7m0haCuxLIBjs8cCAPa27GVWVIv7fOzKmwAA1S2hpEuKUMBimmbvtFuGWz81Y96GpjOrX42/BsgeYew/ll+NbdWtydVCMAayFIZfS/hIi7CyHzryUHNe6dcAgJ8JK/DKGudbybuLKoXQrMUA5npzsf+w/QFoXYQsxaDf+SE5KgX0lL0y+/1tm3I64DLjYhfyP5IAJFIKEoAORO88AQAfnfFR3z4ZF7uwq9PjADk1DEHW1u4SwLm6nhndGb4ZmgVw82YjEWRk5ki4eBeCchBV7VVR5+RnsAvF7rrksgIqWgwgx9l/Cqrvv98YD8tg8Y5ra9ba5vzO/T/4w3LSZ4ZKomhYANPd9mQi3f0NAI2TjjDGaW4BKYccQqNgCkBb7KclEzhZu950BVVV4ZbZ55n32j8Lf3A/j/9+vXsglkUQfQIJQAfCcRw2XLgBGy7cYLsA9Qa9owMQ4dYCbJ0tXJogOPQ+ezs05yHCpSXkce6Os1e7i3fCBHAeD5S2NohlZQBYVxW9NVhpcymbeIlpJZufx9r0JVtShC4AczTDhm/WLACAXGu2vSpKN+vhiYoI5DJr6AawAtkrdiR3iyxZDCKg3QilRQhAa8mlLUMnGuNGf8R3KBWQRTRpva5zvbmYPmS6cag5m90EjOJqMXt07kCsrl8QZRU+sFqHgpcKPxOpDQnAQcJTxz1ljLc2brUfXHyHMZzKJYlrSw3DbQjA2F1NegrndsM7eTIAILhli7F/XPY4AJY4wNEHGsdmZTPht7MmuWrEKVoB5Kx25sbNOe1U45hYzVq96RZAAKhqqzJK4BzDrQIAPLWytD+W2mcokoigZgHtKMv+a5/1c6aiPcXKoXByGA2aBTDfl28LRfkY7PN9gfAJ1u9rGojl9QuBsIx0TQC6fKz2J856GgCwTmE3PMnSLYkgOoME4CCB4zjkeVlR6A11ETGFltpf73lv7s9l9QLJYgFMrAAEAM94Vu/O//1qY9+4nHEALAIQAEbPAwAsDC4DkHzFoFXNAqgLQM/o0fAWFwMAAj+wuoY8x2NiDrN+7WvbB2x8w/YYW5I8E1iRRYS1aIKOaiF+bymEXYAW/JSEZX86gpNDaNF+C3K8ObZjf6z8HAAgcKktfgKijHSwLGfBp1kAC9jN4ASuAiwTOLlDHrrKt7vqMe7G97CjJrm/30R8SAAOIg4bdRgA4O7v7u7SfGcH91sEoDexLmAAcA1hWZ5SXa2xb3w2E4WGCxgA9rGOGNMqXgOQfC5gVbMAZvrZv0JePtL2Y8XHdQEIAKOyRgEAylrLgHm/NPanadaSZEt+sSJLYbMfMh/9WVo8hvXdHpcz3tg3j9+MZ77d0z8L7CcERUSzZgHM9mQDAOYVsRucHHeWMY+HEn1yihAQZaRxWpkbPRwgfwIADjmcH0PQgrKmwZEI8vPHvgUALP7L8k5mEskKCcBBhDWmJ8qNcZXZ27UQTQCAC574rj+W1W1UVQU4qc9cwADgmcTcPVKNKQB1C2CUC13DDQm7atscLpztqCp7E9MCmgDMzY0pAPX4x7LWMuDAy4z9h/HMmrypoqVf1tsXKCIrKg7EtgAuGLkAABCSzfp3t7ufQmN7apVD4VQRrZoFUG99eNZUViWgWWyFCvYeDUFLynbEYC5g7f/Zo2WEu9MAH7OIHshvRdUg6IccSar+fw92SAAOIs6ccqYxbgxF9LvMn2AMl7g+BuDcNl+irILjZLhkJrT6QgCmzZgBAAjvNrP+9BjAhmAD1tesZztvNd/H4UILQpKSXFmxnAK3pMItsfdSyMlG2n4sEST400aoErPs6RbAfa37bKUxHvOwbjWVSXxRVOQwwpoAjNUPOd/HrMGNQfP/upBrwcoU6wYiKOEoAWgtjM1pheIn8hVoSDHxqxMQJWRw2mfZY0kCCTYBAI4XViX1Z72rtIUk/EZ4HaW+czGb24GKZPpNI7oMCcBBhPXi9srWV+wHeR7QfuzPT/sGABNaTkSUFdhjABPvAvaMZZmuckMD5GYW65XnyzOOX/DBBWxgiZ+8MJMlRSRTHKACBen69YzjwGdkwDN+PPisLKjBIELbWVFwwwLYVhbzcXYkWfKLFUUSDQForZmpo8fONgQbgCP/AAD4UD4wal6y41JEIxta7zq0X6HZi7xZK5XzT/dfsXpPY/QDpACBsII0hLDa50XJ6ltR8nQJglIQ0D4Xc7ntg0IMNbSFcZ37VQDAm95b8WyKhTsQDBKAg5RH1j8SvfMQ1u4sT6zu59V0D1FWNAsg2+Y8ibcA8hkZcBWyZvDhPV378bsk9AwAYG2SXBwVRYXKKcjQPF58djY4ngfH8/BNnQoACG1jbe5GZVpiAGPwt8+c3z0mHopkWgBjuYAL09jnoKytDKrMLKLHCd8DAGpTqC+uoIYQ1MvhaDeD1mSQFVqx9bXKZISl1IwD1JNALh5uZr6f9MZJRheY0XztoLAARrb7e3JF6cAshOhTSAAOMq6Zew0AQEUM6960k4zhARwrf1LT4rwfu7CsAFYB2AcuYABwj2HdD/RagF3l758nR59YSVEBKMjQDBpClhno75nMYiBDO9hrKcpgtQDbxDa0hFuA/S8y5nJaUkAyxT5aUS1ZwLFcwEMzzP7H9Q3m/60LEl5b273PhpNRIEKNEIBW7isYAgBYLKxLufhHnaA1CUSj2l9tfN4r1fxBIQAb2uzvQSon/gxmSAAOMk6ccKIxDkoRP2TDZhrDkwXmBj72r87LABNltV8EoGfUSABAuKzc2HfIiEOiJ57yjz55/r5GVlSovIKMkBb/l51tHPNqSTCh7UzwpLvTMcTHBMC+1n3Acfcac69zMVfRrrrkdAMzAahnAbshVtfYkqSsonDd7NOM8ViuGo9/tavf1tnXKDAv+j7BrIc4KZd9Fha6mCs8rAqocHinoJ4SkhRkIFrgKUUsLjYH7agcBFnAAb/9uzyX2+b47lBE9yEBOMgYlm66Nh7f8Lj9oKUt3IWuTwAAPge2vBKlCAugJ/ExgADgHsncnuI+szj2DQfeAIBZSGRFW4DbtJYMRXK4fwFAUhSoUJGuu4AtFkDvJFb7TLcAAkB9kCU9fLnvS9trvtr1JgDg4SSxfEaiWsrADDnr99hx+OEoPevsmHPbFLPczUL+R9S1pY4lTOHYa/NwAgTe/N6fMvEUAICkdYD5UZ2IyqbUtIKFJQVehCBEVEl4tZbF96ZzIfCBBgTCqZ0VG/bbs/pf9f4RV72wboBWQ/QVJAAHGZxF5P37x393Ot+J7g5RVlj2al+7gEdpArDcdPONzWYXwYAUwJ4WLTZw5hnG8Tk8i4XblwRN42VFhcKp8Gpdzfg0U9R5NRewWFYGxW9/LV+Xf80GWfY2hV9vT86WcKrMysC4JBV8Eyt6G/zpJ0gNZhb8aZNOAwBsbzJjHYdxySP2O0NVVchgH4S0iFqIheksBrJGYb8FBWjGhxuj+2GnAuFwCGFBhhzRI/2RDf8xxkO5ppS1gOrI/qaofWuSJLaZ6DokAAchF8+8OP7BK1cZwyywC7/TAr7DsgKVU/reBTyGZb6G9+w19lktI7etvE1bgHmxOFVYCQD44KfKPllTIpEUFSoU+DQjFp9uCkBXfj6E3FwAZhLMhdMvBABMyZvCJp35BABA5JmLtL49nJRxgIrmAh7WZN/f+NJLxljPAK9oqzDiwTxaF5XSuuQq/h0LFg7AXo8vIhNa9xqsamL1Lwu41OqAYkUNt6NZ+46nudIwMpOFgTQEzZuBw/gfUz4TWA7ErutZ15Y6SU8ECcBBySUzLzHGq6tW2w8WTDGGR/FrAQDf7HJWvTNRVvtFABpJIJWVUMPRrr71teuj9p0gMAH9n692Rx1zGrKiQuVUeDSvJuezB/7rrz+8l7nAp+Szz8anez9lE4azuCi3EkKh5vremIwFoWURIY7DkBa7eA3+8KMx1svDfLb3M0CLBzucZ4Wy//rptn5aaN8hyipkTQCm8fZEGL0rCAD4OQ6ZXBBpCKI5IPbrGvuFcDuatG4oed48XDn7yqgpbsgpnxWrBqNF/mn81zjgT58OwGqIviIlBOC4cePAcZzt79577+3wnGAwiCuvvBJDhgxBZmYmzjjjDFRXO7v8SWeooghV7PxH2Vra4eKPIqyBFmvWXz3/BABc+MQqOAlRkvslBtBVWAguLQ1QFITLzUQQPSbKRsFU2+ZB4/P7ZE2JRNJcwL4wEz5WFzDA+gIDgLiPWUB1S1BzSLs4WArlPuL5OwCgrj35LASqLEIEhyFay1OhoAAA0Pbll1Bl9iGbkGMWSkcGc4lO5JmV9831Ff232D5CVBQougB02QXg5LzJxni5ZiWewFVib73zwxy6iyr60WTph3zoyEONY1uz2f/79a7/QeC5mOenCmqIfRkqsmYZ+/TrAZE6pIQABIA//vGPqKysNP6uvvrqDudfe+21eOedd/DKK6/gyy+/REVFBU4//fR+Wm1iaf/2O2wunoYtJbOwpWQWNhdPg1jVcYyO7YLWCYdMGtLbJSYUSQxD5Di4+7ATCMDiJQ0RtNd0A5877VxjbLQHO/HPtnOnDM2C05ElxWYB5NN8tuPuCBf4xNyJxrGwbLeIHsQz92BSJgcoEsIckK8JwMyFC41DgbXMCq6LoAx3BjB2gXF8ImfeGCQzoqRA1vpCpwv2zwHPmZcJPVv6fOFT7GlIftd3JJzoR5PAXMC53lxb8feyESUAABUcIjtpphpciFnyJY/9d4yHkvIJMIOJlBGAWVlZKCoqMv4yMjLizm1ubsZ///tf/OUvf8GRRx6J/fffH08++SRWrlyJb7/9th9X3XuUcBh7L7ooav+ORUcYbbxi8Zu5vzHGUeVgDjbdHi5I8DvsCy+KIUhAn7uAAcAzVnODWuIAp+VPM8af7GHZ0igsNvbN5zeiptX5QkiSwpDAwacZjblIC+AYlvAS1rKg9TIwgBYLF4OvttfG3O9o5BBCPI9sP7uq6wXAAaDptdcBAAVpzCrYLrYj5DMviiUcc/UnY+yjFUlRIfHsC+VzRddCXDxmMQCgTROAE/hK7E2CRKfuwlssgLm+XADA3KFzAQD/096WH9SJ+HRzcnuLOoMPs7shxZ0FXLfF2P9r4S1Mu/XDgVoWkWBSRgDee++9GDJkCObMmYMHHngAUgfiZ82aNRBFEYsXLzb2FRcXY8yYMfjmm2/6Y7kJQVVV7Dh8UdzjZVfFt4Ja69lFxbIddKkxnMrtw9aqVltdtIFG1iyA/SMANRFk6QZitYj8VPcTG2SaxYLHcDVJ0StVkURIHODVk0DS0m3HI187x3FGR5C9rZogPtV0CwmQ8cFPyZcdKinsDcjSC2Ln5SL7lJMBwHAB6+3gAKCmvcYY626x/yR5PUAmADULYIwi0Hoh8Kp0Fj4SUt0p6QIWRL8RA5jrzQUAbKjbAABY2cLKHO3PJ2/Xm67iElkdQNWbBWQPN/b/zs1aiFJGcGqQEgLwN7/5DV566SV88cUX+OUvf4m7774bN9xwQ9z5VVVV8Hg8yNWyHHWGDRuGqg5cp6FQCC0tLba/gWTfJZdCbmRfxMJrr8W0LZsxbctm5JzKYtTali1DcMuWmOf6XD4sGr0IALCuOqK+U77pHj5Z+Bb+sIyPHFT2QRZDdgHYRzGAAOCOIQCtPL/5eXNj3GEAgIDqTYoWYYrCyp9447iAPePYa5cqK6EEmUVzZgErFr6jSav5t985xvxD+J/6eMV9g6S5s9O0/zIhKwvZJ5wAAAhu3gSAiV+9BFBFe7T1854PYn/PkgVJViBxugWwAwFYyMIAapGDPSkoAHnJtADqov83c34TNc+N+AaGVEAXgPBGh7Jkox1n/GtlP6+I6AscKwBvvPHGqMSOyL8tmri57rrrsGjRIsyaNQtXXHEFHnzwQTz88MMIhRJ7Eb7nnnuQk5Nj/I3W4sMGAqm+Hu0r2ZfQO3kyCn55uXFsxH33gc9hd+pN/3sl7mPMHz4fAPBTfYwL9/DZAACPVhvsiufWJmLZCYEJwP5yAetu0L22/b+d+1tzPXpB6FYmkn8mfIXVSXCHLIsiZJgWwEgXsJCXBz4zEwAgVjDRo8cB7mzaySbx5k/Ig+5HAQDtoeS6OCoK+51I05NhMjLhmzYdABDetRtKgJkGdetnRVsFcNbTA7DSvkOUWUIQAHhitMMblsESgKpE5ho8Q/g6NV3AkhkDqCfLHTHmCACsO4peEGs4V4+g6KzQmETikZkA5H1awuCMnxnH9O85kfw4VgBef/312Lx5c4d/EybETmSYN28eJElCaWlpzONFRUUIh8Noamqy7a+urkZRUVHcNS1duhTNzc3G3z5Lh4j+pvTnpuVl3GuvRh0vumkpAKDxhRegKrHr+M0omAEAWF62HIoaMUf7ws/nNyViuQlFFkOQ0E8uYL0UTHmFLcP6vGnnGWPDHVrPXENHCKw8iOzwuDBFFiFxHDySJnwiysBwHAf3SFYHTe+HrLcFMwQgAGgdIgq1+nA/liVXnThZYf+vRkeUzEy4hhZCyM8HFAWhHey16jXhytrKgOH7GefP4ZLfJSgpZhKIx+WLOl6Uzn4X14XNklAVzQGEpNQSQS6LBVB3AY/MHAkX70JQDqIqj90E5KM1pWvieWSW4MOnaSWATjcLYR8trAEAtARTsAzQIMOxArCwsBDFxcUd/nniuP7Wr18PnucxdOjQmMf3339/uN1ufPbZZ8a+rVu3Yu/evZg/f37cNXm9XmRnZ9v+BoL6//7XaE829tlnwMd4H7KOO84YBzdvjvk4U/PM0iX7PbOf/WCwCQAwjd+LQjT1bsEJRpFEmws41utPFK6hQ8F5vYAkQaw0izunWdxk31RocaML7WEHTo8DlCUJEmcmgVgLQesYAlArgzMhl910bazfaN40TDvZcoaK70sbkEwoWgygLgCFzAxwHAfvVFb3MLSNZTiPzGLvRXlbOZA/3jj/Jc+dAICaFucn/sRDkllNSABwx7AADs8w48BCWgUUXpVR1phaBZEFORAVA+jiXYb1d4/ErJ7DuMakCPPoKWmaAHSl57IdghvwZBrHR3G1mHX7xwOwMiKROFYAdpVvvvkGf/3rX/HDDz9g165deP7553Httdfi/PPPR14ei+EoLy9HcXExVq1i9exycnJwySWX4LrrrsMXX3yBNWvW4OKLL8b8+fNx8MEHD+TL6RI1D5glR9IPPDDmHN7rReZRRwEA2pcvjznHF+NO32DyscbwEtcHAIDdDul4oErMBay3gkMfWgA5no/ZEcTKA98/wAaS/WLo9ExgRRYhAfDoWcC+6M+DewRr96a7gMdkjTGOlbdqJVAOucbYN4qrxSNfJFdPYFnVWqDpyTCa29vsh2y3ABqvW8Or9dBdt6+pr5faZ0iSBMlwAUd/DoammzfTDVqnjCI0pFwiiFsOoF1L8sq0CJ7SllIAwDcudtNzp/vJ1BaAajtuKByCY0ofMq39N5oer6+9LATGScmBRPdJegHo9Xrx0ksv4fDDD8eMGTNw11134dprr8Vjjz1mzBFFEVu3boXf0tP0oYcewkknnYQzzjgDCxcuRFFREV5//fWBeAndouUj865r/FtvdTg383BWz6xt2Zdx52S4zXI5jUFL3NpY0xJ6hesdAMDbDil4K0v9lwUMAO4xseMAjx57NABAUrWYt1EHGcc8EFHj8AuEIoUhWy2AEVnAgNUCyP7vXbzLOPbUxqfYINMsm1KIZhRkRluQnIyqiICqGkkghgCcyKydoZ1M0OpWoPI2TQC6raWmVKxPYgGoJ1YBgDtGGRhrD/EyN/sMnOX6Eo9/ndzZz5EIchBBrciz9QZZ/52sdDHxu0kZi9oUdQEriooM1Y8PMtlrPu2t09gBPloujF/6fj+ujEg0SS8A586di2+//RZNTU0IBALYtGkTli5dCq/X/BEbN24cVFXFokWLjH0+nw+PPPIIGhoa0N7ejtdff73D+D8noAQCKP8tu/PKPPxw+KZO6XC+XtA28MMPhgsvkq9//rUxXl29OuYcnU2VzojtUqUwxH6KAQQscYARFsCrZl9ljCVFAiYeYWxP5srx7g/O7gesyCJEWMvAdGABjPH5WVUV3SHmCtc7KMhKMgEIEW4Z0Iw7FgHIEl7CO5nIGZHJ3ovaQC2rnXnqw8ZjzOJ24V/LLHGRSYYihYwiz9l1IZSefz5aP/885ly/Nu8a1+tYscNZbSJ7i6CEEdJen89iCdUt3x9qoqgeWSlrAQxKMjK5OK79U8zPfKmPFcRP1fdhMJD0AnAwsXXOXGM8TEvy6Ai3RdC2LlsWc47VonPdsuvsBy+zXwA+2uiM4qeqFEaY48wLdh/GAAIwXcB77QJwXM44pLuY1WxH0w5byYRjhNXwup399VJlFgOou9K74gIGzHgw3S1m5VhhNeqS7IKgqKIR/wcAfDr7P/VMYgkvYnk5FL8fud5c4/+7or0CmHmGcc44jmWAf+ygckndQQmbFsDiv3+IwOo1KPv1lbbEp8NHHQ4AqC5iGdKvy4dGP1CSw1sEoEcwf1dOnHCibd4wNKZc/KNOUFSQAftrawhqcb1zl9j2789txYF3UX/gZMXZVyjCoP6/T9i29fIknZG35AIAgH91x9Y9HVtMR+44Yziaq44+PkAoWgygS8te7csYQABwj9G7gdhrAfIcj2wvSwQy3KEahWiE1+Xsr5ciS5A7KafjHskEoFRbCyXMTIXZnhjJTwf90hhWtQQdnwFtRVEk0/2bkQFOc3W58vKMckrhffvAcZyZCBIRB3iXm30/k9UtKEsh6ClL6aVmoevmt98xxnocYG0++z7wiF1dIKlRQpBiWAAXjDDb/ykADuC34dU1Zf29un4hGBYBwR6/vKJ8hblx3H3G8DXvHQCAssbUigUdLDj7CkUAAJRQCDUPPGBsF2/sesHd7OOOBwC0r1hpdDWI5J9Hmd0cbF1BMszWX39yPQkAqHdAZqsqaxbA/nIBa2Jb3Lcv6j2samcWn/d2vadNZlbAcVw16toG/r3qCFUWIammJZVzuaLmCHl5hmVQ0rKgT5t0mnE8oCe+jDGTpzxKIKncQirkqPg/Hb0XtG791RNBIlvhZWkus4c+2daXS+0zFJG5gNODKjiLeK+8+WZjXJjOYj03iCxWeDrHboia/alTDkSB+Z21WgDH5Ywzxo08Dx8npqYABhAO+tGoJfro3PT1TebGwVdEnXPofV/09bKIPoAEYBKwdb/ZxnjCB++DE4T4kyNIm1UCLj0dSksLQjtjxygdNuowY7y9MXZNs8OFHwEAGxxQ402VxH51AbuLigC3G6ooQoroFHPb/Nvsk+ezPsp71aGobHK2i0iRRVgNdbEEoK0WoOYGPqfYrEG5tYGVSEHxSca+K1zvYnkS9QRWVBHpehHorAgBqLn/xTJm8dP7IX9bqfUMt1hDjuTXOl70x0UKQuQ4DInR3EivIyrKTOitaGX9j6fw7D35ekdd/6yxH1BV8//PaymH4+bdxv99tZYIUogmR3hEEk04ZLbDi8uJDxrDs4RlAICVKfQ5GCyQAHQ4VX+807btHT8+zszYcC4X0may9l2BH37odP6d39qfz5rZCgAXP/V9t56/T5BZFrBbS77tawsg53IZlqDQ7lLbMT0TGNDEczZzmRZyzSitd0bZnHgosgRVMbM7YwlAIDoRROAFTMufBgDY06K5xV2mCBdVAW3B5OkGYrUAChl2AegepQlAre6m7v7+dK8W93TAxcbcv7qZJT0ZRQELq+BQ0MLW7p082Timhz7sV8hqhQqWy4YLUkr1hZU1C6ALPIQIK1h9kCW8fJjBEkHucD+NphSyfuqEg0E0xDAyGDd7ADD3QmP4gPsxACrOffy7flgdkUhIADqYvZdcisYXXgAA8Dk5mLYldkHnzkjbj/1wB9atjztn7lAzwaQt3GYeWHy7+ThwSF072Z4E0tcCELBmhNpr3OntogBgS8MWIJO1zBrKNTrfGiSLdgEY532MlQji1wri/mHFH8yJJWcDAHioUJJIBCmQ4dMzoTPspXDco1npl7AmAOcOm2s7DkvJlGyOvSfJ5P7WUaQwRA7I1e5ZXCOGI232bABA8CcWcqLHAMoW1+dMrhRPrNjdr2vtSxSt9aWHi30zBADbPOx7cpzwPVbuTK0saACQQgE0anGwertQAPjlJ2acLwT7b8VD2s3Pf5anVlmgVIcEoEOpvvc+tK8wA28nvP12jx8rbX920QqsWRN3zgOHmzGG13xxjXlgrBn8fKHAahDuqLEIxIFADtt6Afd1EggAeCYxAagXBY7FTV/fBGSzDNkSvhSAClF2bpyQKks2F3C899G0AJoC0KiFZ6WAlSUaydUllQhSIcOjW5O99kxoz2itBJAWA2jtniMpsa2cy7Ymj/tbR9XKwGRq93iu3Fz4SkoAmAJQjwEEYETKHchv6c9l9jmqJgDdMQSgHvqQZWmtmWx9r7uCGA6iUbMAWv/PdQuowVLzN+BnwgqM5qpx1/ubUeqQhgFE55AAdCD+tWvR8NRTxvaU776Fe1jstnZdIX3OHIDjEN6zB1Jd7DgNa6X/76ospnxLAdjZPBM/b66LXVOwv+AikkD6OgYQALwTWUmQ0I5OulwMmWQMx3A1aPQ71wqoWiyAKs/biv1aiWUBfOJYMyvdaAmXw6xlI7na5BKAqmSGE3jtNQzdo9hrEisqoCqK7XtSF9C+Sxd/YDtnU2WMQDqno9XWTA/qsZDZSJvJeoUHftoIwIx/BMw4uCXCJwCS0+0dCxnsg+Dlo2+GdBd4ncU9mor9cCUxiHatGHaWJwsXzbjIOLap3tIb3msPl/jKey0AFYv+vKzvF0kkBBKADqT5HbP0wrhXXoGQk9PB7M4RcnKMmB7/2rVx55095ezYBxb+HgCQx7UCAL7cNsAWDllEGJb6df3hAp6sCcCdO6MudrccfIu54TG7QwxFo6P7AauKBE43ZrjiJxZFJoEAQElBiVFD0siIzWXxciO5Osd3QbGiWCyAfKQALBoGCAJLAKqts8WFfV2uFVEvKjH2FaAZT60s7eslJx4piDDHIUOzAArZWaYFcNMmqJIEjuMwNptlxFdNZDUBt6lMIH9fmhpxgIrW1s8TQwAWpjFr2GpLwfRk+px3FSkURFC7GfQKXpsA/L93/88+eam9FM5dLnZjePf7PQtXIvoXEoAOZMgllyLn9NMx6YvPkVYyMyGPabqB4wvA0yefbox/qrOUmhnHsoTn8VuQjXZsKB/gTGC5f1vBAYBn3DiA56G0tECqsQtgvUAuAITlsJE4U8C1oMHBcYCqNQnEHT/mSa8FKFZVQZXYBdLFuwwX6N/W/o1NzGECcARXj9qWZKoLZnUB2wUg53LBPYzFdYoVzPKttwXzi9prtBQAf9d7E5IRRZYgchwy9HI4WdnwjBsHPj0daiCA0C4W21WUzorLV40+gG1zrEDwL5/tWp1RpyNpd0RePtqrUJBWYM7T/q1weKZ/T5DFoK0bypC0Ibbjthtgb5YtTvw812cYgmY8tnxXUtUCHayQAHQgnlEjMeLuu+AePjxhj5k+d38AHVsAZxTMMMZLPrBUfB8+yxje7n4aAPDTQIrAyDqA/eAC5r1eoyVcZCKI1S349s63gUy2Xcg1OaJuYlxkEeigBqCOq7CQxQfKMqSamqjjH5Z+yAbZI6ByPLycBKk1ep5TUaDAoxUV53zRbewi+yGfN+08AMCu5uiA9yKOWcLaki02TBYhckC6xQLI8Tx8M9hvQnAjc/0VZWgCkGfv1wx+DwAVjSmSDauA/ahYawDq6NZPAGjSkiTe/dHZ7R57glUAerUkp+/PM6s/PLPpGfsJh15r21zj+xUAYOJN1CfY6ZAAHCSkaxbA4KZNUPzxrTN69XtRsfygp+UZw/UKS4Y46eGvMWDIYcgqoF2D+sUCCFgTQewC0Bo7t7F+I5DFhPswzuEuYFmCcTPfgQDkeN5oK2h1A1tRVAUQ3FAz2bysYBVCUuzC405D5RQjBjDSBQxYBGAZc3dNymXhADua4seDbq9uTfAq+xZFYbU1M0J6DCCzauqhI+FdLP5XF4CVilkR4NfCW/251D5FtwD6hOjPgcALRtZ/s1Ynj0vBYtByOGQKQO198LlMt/efV/85+qTf22+G3vUwS/gP+5r6ZpFEQiABOEhwjxgB1/DhgCwj8OOPcectmWFa/ozgfgAYvxAAcJ3rVWPXQAV+17e0w5KI128C0EwEiZ8J/Oq2V4EsdpEcCmdbAFVFAqdrtA4EIBA7EeT9n5l3+J/uYXXxuFxmJU2mTGBmAWTjyCxgwPLatU4ougDc2WSJBz3ocmM+DwUVTQ4pmdRVNBewaQFk9Q6Nm57tTOzqfaCr9N6wAA7jWbiIkzPeu4KqqpC1L4Q3hgUQAHI8TAA2abGgWfBDSvLXHYkqRQtAADhjstn7en3NevtJGUOAy780NmfypQCAUx9ZAYVcwY6FBOAgIn1/zQ28On45mMtnmReyvS17zQO7lwMAcjkzxf/vn3WSEdtHeCBB6UL9ukTjnWQmgkQyr2ieuaEJwGFcI+od3BuWUyRAex87ew9jJYKMzh5tjH+qZyKAMxJBapMmQN5qAeS80Rd+9wgmesRK9trHZY+Di3OhTWxDtZ/1yLZ2BJnG7cWu2gEuldRNVJlZANONGEDNAjhBE4B6DKBuAWyvBHxMDO1U2fvz8cbq/lxywhFlFRLHxMrYMhGbi6dhc/E0KEFTzO9tZb+J32qJIIVcM35wQHekRMLJIQT5aAFo7Xp0wQcXRJ84YrZt8+fC5wCAV9emZs/kVIAE4CBCdwMH1sYXgNYv/MlvnmweOMr88l8ssLIXD306MH1P3bB3sOiPOoAA4LW4gCOtn1bhrGawpIHDhR8d7QKGVQB21QJYbi8BNCaLWfyMEiE5lkzgliQRgBYLIB/DAujSYnF18esW3EY8mOEG5s2f0hOFb7E7yWqhqbJoSwLRLYDeiRMAMPe3EgqZFsD2KiDIhM/5rs8AAFe+ED++OBkQZQUyz6x58z8wRUvNA9Euzwota/5XrndQ1phMCU+dY7UAWl2/kWWibB4indtNMXyv+3F86Pl/uOHVH5MuJGKwQAJwEJGmJ4Ks/8HI5uwyh11nDG9zP2uMV+7s//6PXt4ULnC749avSzSe8eNZJnBzM+SIeoqzh842xvWyeUFwsgsYsgjocZRdFoD2GEBdEBhxQUYtwDrUOtj6aUXhlLhZwACMZCypyrRwTcxlNwM7Gi1W8HSWJSqDxxvrB7ZWZneRFRGcoiJN74iSyWq8CQUFzBqoKBD37jUsgG1iG1o9mfEeLimRLBbANL8Zv9r2penavGK/KwAAHu0GcDa3A3vqU0sAclIIQY5JA29ELOSfDvmTMT7m1WM6faxifh/GcNU4+qHl+HxLcluIUxESgIMI7+RJ4LOyoPr9CG7ZGnfe7w/4fZcf89z/fNevMR6irEBVxX4tAaPD+3xGa7DIRBCP4DESaHb70oz9q3c7t0G6oogQuvg+xooBBIAx2WPsE40YwHrUtjg/Dk5RVKic2rELWCsDo7S1QW5jrl1VU84PrnnQnOhn/9dXu95EstVFlpQwfJa8Lz6dtcTjOM7ogx3eV4Z0d7rRD7nqzEeN+dlILotnLMKywgSgqiKr1hR1YlkZVJG9OXotwHo3E0aT+Ao8882e/l9sH8IpYVsZGCunTjrVGFf7q2PHgV9v9wwt97Is4V88lRqlglIJEoCDCI7nkTZ3DoCO3cBnTDGDfavbO79rm9CP6f7+kAyeE/u1BIyVjhJBgjITPHf98IixLwvOtQ4oigihi/2UjVqAlZW2H/2r51xtjOsD9XYXcBLEAEqKaisDw/uiXcB8RgZ4zSUqaYkg6S6zZ3C8ZKhkKgUjK2F4dAHIcbbvldENpYz1Q8715gIAKtKyjTmjOFYb84/vWDpFJBmSLLNSOCHAFWY/MLpFOLR9OwCzFmBtTpFxXlsoNUrg6HByKKoMjJXLSi4zxrOemRV1HFnDokRgqe9cAMDp/1wRPZ8YMEgADjLS92cFXP0dFITWC90CwL9//Ld54NxXjOHWX+bbzhl343sJWmHHtIcluLiBsQAClkSQDlrC7bTUh5vO73FsQVRZCRsCkHd1IgCHDQN4HmooZHN/5/nMEkHv7XrPcAFnc360NDu/O4SsqFCsFkBP9AUPgFkGR3MD/2r2r4xjKyq0i9q1pvjxQEyqnqiixQLIp6XZwip0q3dYK4Ozr5UJwW8qvzHmHMWz35MnVuzuj+X2CWKYWb70RBjO4zHjpn/cAMCs+flTmGVBN6kZCIqplQXMyeGYWcA6v5n7m84fJGsY4Iq8mVKxdm+ToxPjBhskAAcZ6ZoF0L92TZfKuLyyzRR9mHy0MfQ+fRz+s+QA29z+EIH+sASBC5t9gPtdAGqJIDujBeC1+18btW8+v9Gx/YBVRery+8h5PHANZRe/eLUAH1j9gK0/aLjF+TE/kqJA5WAmgcQoBA0AruG6AGQWwJGZI41jRk/gLLNwex5aUdXsfBe4jqqKhgWQS0uzHfPoFsB9TADOKmRWH7/oB4axdnHXu19FsiNJYYR4eya0byZ7fYGfmADU6wACgAhWFUGA7Oxkr27SmQAEgIcWPWSMb/jyhtgP9Af797/Uxwqo7/+nT1OudE6yQgJwkOGbOROcxwO5tg7hXdGdDGJhCMWIZIujpw+Dx2X/CPW1CGwLyRD48IBbAMPbozOBx2aZnQKg1RHbqoxBc8CZLiK5m7GU8eIAdUEQydSWb3u3wH5AVlTIsJaBiWMBHMYEoFRZZezTrUGf7WVZsNZM4BFcPerbk8fSISqizQJoxT2KufX1QtiLxywGAASlIJBuegL0osgDVR+0t0haBwxdAAqZmfBprTiDG1iZI5vwF1gmcAGa8dHGKqQKvBw2ysBExgDqLB672Bh/UPoBZCVO0feb7L8Vj7qZcJx08wdJ+zlJJUgADjJ4n8/IAG55L37s3vunm8dsrX8s9c6w7D5s+9PxUef2pQhsD0laDKDWuqufYwA948cDAOTmZkjV9jvcKXlTjLE64UgAQBbnR5NDLYCKKnbZBQwA7lHs4hfeZ6/rdfO8mwEAme5M2486F251fBFYSZYhc1yHhaABwK1bAKvNC/247HEAgGX7lkXNf8N7G176fl8il9qnKGoYHlGLg0yzvwfG/3tZGVRVxcgstl3WVgac9k9j3qn8SgDAih31/bHkhCOLIhOAQbMbSloJswCGduyA4veD53iMyGA3QtXZLDloKNeEzzY739rdZZQgxA5iAHV+PvXnxnj2s7NjT/Jk2DaPE77HhcJHAIDxS6lV3EBDAnAQknnkEQCAun/+M+6c0VlmkV9b65+DzABgLLsbAFB674mYMybXdv64G9/rkzu8loAInhPhHiALoNU6Etpqz6QuyiwCr5VPqPMxV2g+WlHb6lAB2I0kEADwjGEWzvCeUtv+8TnjjcLIVe1VkGeezeapAlqDzk6EkMUwJKsLOEYWMAC4dAtgtdnj+KwpZxljvxid7JOf3r83J71BUiV4DRdwuu2Ye+RIgOOgBgKQGxqM34ay1jIj5hMA/uphvyfn//e7/ll0gpHEkM0CyGdlwjVsGOuFLcsIbt4MABim1fmsDrEY15n8bny6OXl6X3eGopiW63gWQAC4ad5Ntm1b+1Art9sLZd/hfhqL+PUAgHMec76XIJUhATgIKbyaBfFyPh+UcDfFidYCyaCeZcO+8etDcOyMYbZD45e+j8ueWY3WYOJcoM0BEdwAJoEAQPbJrEB2YONG234378awdPYelGulYAq4ZtQ5NOhZUSXL+9hxHUAA8IwfBwAI7y617U9zpSHNzV7ve7vfg6BZRgq5ZjQFnCl+dWRJhGS1AMbIAgYAdxF7TXoMIAAsGr3IGH9drvXGPumvxr7PtiSPKFAgGgIwMhOa93jg0pNg9u3DqEwm+hpDjWgLJ1fHk46QI5JAhMwscBwHn2YFDGxgcYB6KZharXbmPe7/Akhe13cksmp+Z+PFAAKsRJBu/QeAuc/Ojf+g/89eKucpz/0YzVXjm131eHHV3jgnEX0NCcBBiHfKZAgFBVCDQfhXfd/9B7jKUkLm4bnQG/P++4IDoqZ+sqkaJbd/jKBoxog88sUOjLvxPeNvU0VLl5+6KSCC5+UBKwMDAGkzZwAw44Ks6DFCZdrFoZBrcm4MoCLCpcdid1IIGgC8mvs7vDtGpqd27Xth8wtAJhNLBVwzGv3OfO06shiGBFiygONYADUBZC0Gbe2S8Pzm57UHSM6fVFmV4NXfg7RoEayXAQqXlyPTk4k8L8v+LmsrA8YeGjU/GcWQLItGGRjAbIeXFhEHmO9jcY8Ngv3/2umf9a4iq+wNEMBDiLzhj+D/pv6fbbvk6ZLYE9NygbOesu36SqsPuPT1DbbrA9F/JOevFdErOI5D2gwmYppefjnuvFdPNjP7bG1/CibZJ/7RLAVSeu+JMR+r+JYPMe7G9zD7jx/jgY/srtMT/v4Vxt34Xpcyw5r8IjhOGjAXMAD4ZrGkh8APP0Rd6HQBWM6x11LINaPRoRmCiiqbhaC7FAPILD9yYyOUdnuJk8tmsdCANrHNEICFaHJs/KOOLIuQwEHQ85zifJ5cQ6OLQVtZW6OVVZp6grHPh1DSCCFVkS0WwLSo45EJQLobeF/rPmDh74x5LjAV+dy3yVccWZLCEDkO6SH2fyZksTAOX4n2fdcygTO1Diiri6bYzr/8mdQodCxpFkA3OhZ/ALuWvHPaO7Z9j294PPbkGT+L2qXXByy+5UPHxwunIiQAByneacUAgMBP0VYsHb3dFQBsqNtgPxiR3YUNplgsvfdEvHnlITEfs6mDu+RJN3+AJU+sinscAJr9IXAYWBewb/p0wO2G3NAQ1RtXD5DfLrG4l0I0OdYyoEDqVgygkJ0NIY+J/fAe+wVeL5AbkAJAJsuOLeSasb3a2S5CRQpDsfSVjtcST8jMMCxC1uSfGw+60XwsVQEyCoztI/j1SVMMWoHc4XfKPZwJQL0Qtv4539e6DxhlWv6fdN8PAPj75/HrZDoVRZIgwRIDmMn+v71TJgNgZXBUUTTK/qwLmp+DfLRg9R7n173sCgqYAPRwnXsFAGBczjjccvAtxvbf1v4t/uTbm231ZAHgQfe/APRvQwGCQQJwkJJ3LrvzkqqqIDc1xZzj4s0fgOVly+0HI7K78NolwPZPjc3Zo3NReu+JuPO0md1a1/JttR1mETe1tkPhVYsLuP8FIO/1wjdtGgAgsP4H27EcD6sT9lEtswjlca2OtYLJimRmU3fBBQyYWdDh0lLb/sNGHmaM9R6xBVxzQuM/+wJZEmE1bnf0PhhxgJZSMGdPOdsY727ebSuVJEBJim4oQOc3A0YWtPbax2azhKA9LXsAb5Yx7zCB3VB6hOS7tKhy2O4C1vohuwoLWXkgRYFYWWnE+Vo5nP8hal+yooB9Z7sqAAHg7Kln27YPeTG2AQAAMMXeQ/gM4SsMBRPPFz3ZsQGASCzJ9y0lEoJ76FB4J08CVBXtK1fGnXfcuOMAABvrN0Yf/M16+/bzZyCyCeoFB49F6b0n4l/nmQHCxUVZ2HX3CSi990SU3nsiVt10VNRD/1TeHLUPAFpamhDmOIu1YmAyLdP22w8AcwNbsdYJA4Bs+NHo0HpwCiQjBrDLAnAM6/UbaQHM9eUawfGlEovpzEE7eHvpSMehSiIUtXMLIAC4DDeoafV1C24cVHQQAIsbWOMUYSVW7W5I5HL7DFW1WABjvAdGEohWBmdiDvMOvL799ai5AmSUNwX6aKV9h54QZCSBaC5gjuPgGaP1Q96zF/OGzzPOCWiC/yEPs2IFwskfyyZrAnDGHhWVd9wBuTn2b3Ekn55pGgBawi2oau+gNuKt9u/FKt+V+Bn/FZZtrUVtktw0pQIkAAcxGYctBAC0rYjfn3HBiAUAgBXlMebkjwduqbPvuyMXKI/uM3x8yXBD8H14zULwFmUwNNsXFTt40sNfx1xPS0sTRJsA7H8LIBBfAE4bMs0YSwBcnAIp0NSPK+s6iiqZMYBdyAIGAM+4cQCAUIxEkPE5zDq4O8R+3F2cgkB71y4eA4Ush2ELPerg8+QZycR9ZCHsOUNZd531Nett+7MQgJQkcU3MBaxZg2NaAFmXE70Q9qgss/yLqIjANWaIyHCO/f8nS/yjjipLEGHGAOouYABw6yWQ9u7BAcNMl7deDFrn7R/sISHJiKTFcS55owVNL76E2kce6eQMhl4eR+foV4+GKMfxAPACsNReT1QX0Qfe9SlE6hTSL5AAHMRkHMzuZNu/+Sbuj/XsobONcY0/RlkLwQ0cdLl933+OBHZ+3u31bLnzONt2ZC1BUVYQ9LcizGFAXcAAkDabCcDg5s1QQuYdqx4LB5iZwII/QiQ7BBWK4fbrSPhY8UzQXMC7OhCA7eUIC1qIQKuzOySoUhiqFgOo8rytB24kRiJEeWwBuLZaswAe8QcAwD61EKKUHBcyBbLFBRx9M+Aexi7ucmMjlGAQ04dMN46trloN5I4xtv/sfpTtT7KYOFUWIXFAmqUOoI5nLBOA4t694DjOcIFXHWrvi/v/XouIlU5CZLAf16x29oFoef+DLp+74UL765/7XAelYbxZwGn/su362svez8nUKaRfSHoBuGzZMnAcF/Pv++/jlzhZtGhR1PwrrriiH1c+8KQfeCA4rxdSRSVC27fHnKN3OwCAd3a+E3MOTngAuDIiduPZnwG7l8eeHwefW8COu+ydRSbdbP741LSGkK4GNRewbq0YGBewe+RICPn5gCgisNZ0/fGWMiB1GUMAAGqw2ZEZborafRewd8IEAKwUTOQP9IhMJpAe3/A4AmnMZZjbui1Bq+0bbDGAro6zHt26BTAi8We/wv3AczzK2spQ668FtP/3s11fOrYEUCQ2F3CMmwE+J8foESxVVdk+5z/U2q3gB/OsYPIHG5wt/iNRZVHLAmbbQpZpATRCH0pZ6ENROvt8V4WazDlIjv/rzpA5CS7J/G7LdXVQgl3va/3V/31l224Nt8afPPtc4ASz0cAors7IDB6/9H3qGdzHJL0AXLBgASorK21/l156KcaPH48DDoiuS2flsssus513//3399OqnQGfloZ03Qq4PLZYs1pEdjfHqP+mUzgVOOiX9n1Pnwy8d3231uQSeLx7tVlXTFZUIyakqjmAdC4EEZwpXAbIBcxxnGERCm7eYjumW4TqfMwKVoBmNDgwEUSFYon76tr76B4zBuB5KO3tkGprbceyPdnGOD2oXfyDTs8CFg0LYE8FYKYn02gDuK5mnVEcHQA+25IcLcKsn4VYNSE5joNbjwOssr+mV7ZpWZ154419bkh4YkUHvxcORJFjZwEDgGec7gJmRYuNbiCFE4w5EzlmGXbizV53kKAg117lCe3fdr1jR64vF/OHzze2F7y4oOMTrN2lNL7z/hoAcOxfu2dEILpH0gtAj8eDoqIi42/IkCF46623cPHFF3fozgGA9PR027nZ2dkdzk9FMhdqcYBfxv+inTiBxee9tfOtjh/shPuBX3xk3/f948D6F7u1ppkjc3D+waZL6cC7PkVQlLGzth1zuB0Ic5ylcO/ACEAASN+fuTeCP9ndHrobuD7AXOZXud50ZC1A2VYHsGsWQN7jgXs0i/8K77CX+lg8xmwQ36Ilw0wKrO/9QvsQRZaMItZqJ++BLgClmpqoDjqzC2cDANZUrwGmmlbscDcsJwOJwimd3lQZmcBaN5Rjxx0LwBIactJfjLlzuNgeBUcji5CgGi5gweoC1i2AZWVQJQlFGey9qLRYAD/wLgUA3PX+5v5Zbx8hcgqyIzob+r/pXsu2x455zLb9/q5OSrxEtIsbxjXhFH4ldta2Y82e5EikSkaSXgBG8vbbb6O+vh4XX3xxp3Off/55FBQUYObMmVi6dCn8/uh+nqlO5uGHAwD8a9dCaoj9RUt3mb1Bw3InQmbMwcANEXf+b14B3J4DdCMZ4k+n2SvKF9/yIW549UeE4HJEEggAZB5xJADAv269bb/RKkoLEC/gmh1aD07uVh1AHd9UVkMyuMVe0DvHm2OMGzVlmSU6M/5RR5XNGMDORLCQn8/coKoKKSIRRK+Z+cKWF4AxpsVjVnaEKcWhKLDcDMQJqzD6IVcx6+7+w/a3T5h4pDH8n/fOxC+yj1FlCS6RMy6KvMUF7CoqYqVgRBFiVZUhAKv80W7u/36dXJbPSCRORUbQbsVs/+abbj/OsrOXGeP/99X/w68//XXHJ/zB7lH4u+cf8CGEM/71DVbudPbvSLKScgLwv//9L4499liMGjWqw3nnnnsunnvuOXzxxRdYunQpnn32WZx//vkdnhMKhdDS0mL7S3Y8o0bBO30aIMto++KLmHOunnO1Mf54z8edP2h6PnDxh9H77xsLvPlroGE3ULMZaK8D4mWJITopBAA8kFkSiC5cBqAVnE5ayUyA5yFVVkKsMi8EhemaACxkbkFRFTosgD1QyLBafbpe88unFREPbrZbOjiOM2JGK8exOmC7pQJHZ/Spkgh00QXMcZzZEq3M7gbW3f4AsK+tHJKLuf9lh2aAR2IPB4j9WYisBXj02KONY34x9s1zMgXyK3IYnrD+WXAxwafB8bxZCqZ0jxkD2F4FjDrQmJcOZvFNZjewyKuGG9wzaSLA8wht2waxsrLjEyMYkjYEh4ww6wF+Vf5VB7MBuDzArfbEoS2+i3G58A7u+3BrnJOI3uBYAXjjjTfGTe7Q/7ZsscdelZWV4aOPPsIll1zS6eNffvnlOPbYY1FSUoLzzjsPzzzzDN544w3s3Lkz7jn33HMPcnJyjL/Ro0f3+nU6gaxFRwAA2pZ9GfN4ns9s9Rbvhz6KsfOBJW9H71//PPD32cA/DwYemAjcWcCsg/XR77vPLeDSQ8fb9uVzLXYX8ABaAPmMDHiLpwIAAuvWGfsNC6CHXUAyuSBq25xX20rlOo77iodXK4Id3Lwp6pheJLfKw35a8rg2tDg4EUKVrUkgnb8HnpHsxjIyDnBq/lRj/MDqByBqZVJUf3K4rxRO7dQabNQC1FzA1oz3fa37Yp7T4MDQh3hIctjSBzgzKoTIPYr93otlZUYrvG2N26BcZBauP0dg1Q9eXh37/UgGRFgE4MhRSNNaX7bGMRB0xKNHP2rbjtsrWIfngfNete26yf0iHv75nDgnEL3BsQLw+uuvx+bNmzv8mzBhgu2cJ598EkOGDMEpp5zS7eebN48lQ+yIiGuysnTpUjQ3Nxt/+/Yl75fcSuYRTAC2fvIJVDl2IdNfzPwFAC3GqatMOJyZ9bkufMwejl0u4A8nTceZ+5vW3HyuxTEuYABI358lGvnXWgSgbgGUmPuvkGvGy98777OiQulWL2Ad3zRWAiS8a3dUdqDePeYLP3u9eVyrY1vhAYAii0bt8q7EQbq1m77w3vi9bhuCDRA4rZ9sW/IlgcSzBhu1AKuiX5PR/uvsZ419U7m9SVUQWpZD8OkCMCMj6ri1H7K1DuLO1r3G+Bb3cwCApa8nbzkYkVeRoX2t+exsZB3NYntb3u9Zq7bI0jCdisDJRwO//dG2a8xXv+/RcxMd41gBWFhYiOLi4g7/PBb3n6qqePLJJ7FkyRK4eyAK1q9fDwAYrv3IxcLr9SI7O9v2lwr4ppvFi9u+jG0FnJQ7CQDw/u73u+fWcXmA2xqBX3Zi/geYJXBzdKmZP5+1H9becjT+dd5cnD7Fw8rAOMAFDGhuYADBTaY1TLcA1smmOBIc2BJDsdQB7I6Qdg0tZCVwFAWhbfYyLxluduH8qoUlAeSh1dFWIFUWwXXDDa4nA4h74wv6H2p/gKeBvS/HCd+j3ZHxn3YUmwCMYwHUagFawx109rRognjayca+kVwdqlucZ/mOh6SEO/xdcY9g1waxosLWJrOyvXuuUSejqirCHIwYQCErC9knsiTAwOo1CG7tmSv270f83bb9v63/6/iEvLHA5ZZr0frnevS8RMc4VgB2l88//xy7d+/GpZdeGnWsvLwcxcXFWLWK1arbuXMn7rzzTqxZswalpaV4++23sWTJEixcuBCzNHP3YIITBCMZJF42sB7kDgArK+K3jovL8Fks0+v81zoWgy+fD7wSncCTn+HB8SXDwbXVOMoCqPcEDm3eDFVhVw9dADZJ7dClz9DMgV1nJKqqQuUUCEr3egEDLBZOf93BTfY4QL0YtE4e1+Z4AQgjCaTz/yO3HgcWw/q/cNRC83HHskSQbK4djQ4sARSJAosLOG4MIBNASnMzFC1h7rGjWbanrOpfSA4Yy+K+MhBEdUtyZEEDgKyEjfqifIzPgv769Vi4w0ex38yq9ipgkpkBP5PbBQAIJ0kRcCuSzGKsTVd4llH+BwD2XtR5cmUsjhhzBP5x5D+M7Tu/vRNvbH+j45NGzDbHV6+NO43oOSkjAP/73/9iwYIFKC4ujjomiiK2bt1qZPl6PB58+umnOOaYY1BcXIzrr78eZ5xxBt55J06h40FA7s//DwDQ9PLLMS181sr/V3zai4LZkxabYvD2ZuDMJ6PnbHwdaC6L3g8AbdUIA3A5IAYQADzjx4PzeqH4/UZ/3BxvDtw8W1edllgQbHFWFpusqF1y+8VDtxpHJoIcNYb1dc7UMsdz0YbWgHMFkCpZLIBdiQE0LIB7o74nR442s2ClApYAVKYWODIBKBJrPGi875SQlWW4RnUr4MyCmeDAobytHHUB7TPuYeVTZvB7klAAsnGs90CPgZSqmQtcjwPc27IXOOclY967XtYJ5rPNyeH+tyKGQwhZi2Fns0zojAXshkZubDRudLvL4aMPt23fuvJW3Lfqvo5Puq0JuKUeGDKx43lEj0gZAfjCCy9gRZyetuPGjYOqqli0aBEAYPTo0fjyyy9RX1+PYDCI7du34/77708Zl25PyDjoIGMc6qGZv0fMPB24fhtQfJJ9/0MzoufKEtBep7mA4/ct7U84l8tIBAlpYojjOMMKWOnLZRPbYrTRG0BEWQWstd+6YQEETMtnpADU4x/bpQAkAG5ORrC9qbfL7TNURQTXxTIwAODWqgsofj+kGvv/6fHjzfp/a3JYgkQO2pNCACqcanynOmoL6BpuLwWT5ckyOsB8X6V1XtrOaoFe4XoHNUnkAlYUscNaiHo7PKm6GqqiGHGAn+79lLXEjGBPQ/KVFRPFMEIchzTtnk0X/CP//jdjTvNbMZL7ukhkPOBzm59DUOrgJoHjAKF7v01E10kZAUj0Dj4jwwhybv/665hzHlj4gDFuDCawz2fWMODnzwPXbrTvf3CafdtfB0CFyPOOcQEDscWQLoRq0lkGtcvvLGtAWFagcGYSSHeygAEzEzi0dStUyYxxy/PmQeAEqFBRrVkBpbb6hKy5L1AkEehGHCRviQ0L7y61HUt3m/Uy76pk2aD78bvQ5GALKMBKlihQOy0DAwDuYfZSMABQ3sYyom9YfgPbod/0AKhuTSILoBrusDC6a+hQgOOgiiLkxka4ODZHf/2ROLH4e2fIYhhBnoNHu2fhtfZ/QqZZFLvlvfdindplVp+/2rZ94PMHxplJ9DUkAAmD/IsuAhA/DvCosUcZ44UvL4w5p1fkjAJ+/Z253VoBlFqsulpGZVjwwK3/UA9wEghgZsVa4+H00jn70tgddFqo3lH18ERZAbpQ+iMenrFjwaWnQw2FEC4tNfYLvIB8Xz4AoJlnVxFXSxx3vgNQZDPwP1bcVywyFh4GALbXHUlJBusaUsg1OzoLGgAkRY0oAxP/O+WK6AYSk5+ZpT+qkigLWFJEUwTH6DDEud1wFTDLrlhZhQUjF1jOlWy/XXO5bfj38l19u+A+QBRFhDkOXlHzsPjSjGMT3nsXANC+YkWHn/3O8Are7mcGE30CCUDCIPNIrbPFmjWQm5qijutxbX3K0IgYzqdOMMeVrOm8aP2hdoIFUI+H27TJiAvTRdBP2vIKuSZHJUNIcqTVp3vvI8fz8E1lru+2r+wWY70+XJ3WCSWjPX7JlIFGksPdFsHeiSwjPhSjZujN824GALRZ3FbNDk8CkRSl6xbAIr0UjGkB/Oysz4zxyoqVwETzRtHbkjxdMRTVdAHHc4PrmdBSTTVGau0OAS0OsGCysf269/a+WmafIolhSODg0Yz6vM8shu2dOBEZhy8EVBUNzzzT6+f6YckPtm0Sgf0PCUDCwDNqJKv8riho/25VzDlnTjnTGD+3qY9S82+JSJh4TWsW/jbrSBLmYLlTH3gLoHfKFEAQIDc2GgHiuljO9DAL4FCuCVuqWgdsjZGIssIC/3vQCURHyM1ljxXRFk0XgLszWcJEq+TcGB5FDRluP76rAnCSJgB3RPe71ePhKsJmb9O2Vmd3DNItgB1Zv3Qiu4EAwND0ocb47u/uZqWfNHJCFQiKsWuLOg1FkSzt8OIVwzbjAHmOx4gM9v+9q3kXwEd3kqltTZ4YSICFRIgcB69mtLZaAAFgyMWsHmzT629AauxdGBDP8fjt3N/a9n2297M4s4m+gAQgYSNjPnNrtH8Tu9TLTQfdZIzv+76TDK6eIrjt/YQ3/I/VCNQIO6gMDADwXi+8WlFy3Q08s4DVB6zXyv8VcY3YVOEcIRCWZOb264LVJx5Zxx4DAAhoNTR1dPf3ujRmPeCCTT1eZ1/TExewdxLLSAzviLYA6q3wdrfshSF7Wiqi5jkJSVahcOi0DAxgzYS11wLUs78n5tizNZ/x3IfK5uSIA5RVsVOLuHuoXguR3egdUMQKwe9s0j4LM80bZAEyVu1Ojk4wOpIUgsjBtACm+WzH0+cdBPfYMVCDQVRc/7teP9+lJZfaROA1X1yDhmByvWfJDAlAwkbG/PkA4jf/dgtuHFRkZgw/sv6RvllIen7cQ4HMoY4SgADgm67FAWrt0XQrWL3KfklHcnX4brdzkiFEMQyJ43ocAwgA6Qew4O3g5s1QAmasV0Bi45UCs3hyIecI30hkRbRYALtmTfZMZCJHqq2F3NxsOzYqaxTSXGkIK2Hs04RUyO8cy28sJEWBbHUBd/BZ0GvCWS2AAHDetPMAAJ/v+zyqPE5FksQByqrUYRYwEF0KZkIOu/F7b7eWGHH0HcbcKVwZrnwhuerX6S5g0wJoF4AcxyH/3HMBAO0rV9q+9z3l0hJ77d7DXz4cspIcVuNkhwQgYSP9oAMBQYC4Z29Uw3udx4953Bg/+sOj2NKwJea8XnNbU8zdAZ43ewE7wAUMWOMAmQVQjwHcGmAXypGcw+oAimHIQJfivuLhHjmCZUZKEgIbzKDuOUNZ385xPCur5Ao3xzzfCciK1CXLlxUhMxMurStEZGcEq1uwWqsBObztpwSttm+QZRky17XPgi4AlbY2yG1txv7ifDN29/Xtr9vOWb6tNoGr7TsUSJ2KYPcw5u4WNQuo3gO6PczaPiLHbBH3gXdpH62071AkCRIHQwDqWcBW8jQBCAB1//xnQp43Milk9rOzISrOTp5KBUgAEjaEzEyk7bcfgPhuYI7jMG/4PGP7rHfO6l57uK7CcXZXMACc8GcEpECnd+r9jdcoBcMsgHnePOOYBCAfLZAdlAUsiSFIlpZ66GYSCMA+B2lzWQ/nwHozoFsvkAstCSRdauqbz0cCkG2B/10XwYbFd+OmqGNGCSDt9dc2JLBkUh8giSJka3vFDr5TfEYGeK1eqlRpZgJnebKM8d/X/R04hXV92KkMh0twXhvEWCiq1KkIdg3T6yAyC+DcoezzXxOoQXW7s0o99QRZ0pJAdAEYYQEE2Ocj+2TW8q/+P49DaW9PyHN//XN7MtncZ2P3hycSBwlAIgrdDeyP4wYGgP8c/R/b9qxnZvWN2T49H7i1AZh/FXDZF1APvBRBKeioJBDArAUoVVRCamy0BcY3CjxcnIKGRufEtkjhECRwlqD3niVqGL2QN5o1HHXrZxPYVSRXbUF72JkuHUXpuPZbPNJmsELl1h7QOnoR8CofE0qzeGeXA5ElERLQaQKEjuEGjugJrH/mG4INrJcrABk8HKr9o1BU2WgFF78fMnuNugs43Z1uxH2uqNBKVp1u/jamewTH3vzEQhZFQDaFARfDAggAw++43Rjvu+qqhDx3jjcH6y9Yb9tHmcF9CwlAIoqMBXoc4Ldxf7w4jotK45/97Oy+WRAvAMfeBYyci4AUgKoqZh1Ah1gAhawsuEczy1do61YIvGDEAda62Y9oW1MtZMUZFwNFCrOLvracnr6PvhmaAPzJdHPqArBRDkAFkM+1OLYorqpKln7IXX8PfLoAtAhfHd0CWJvDhFJA9UJxyP97LGTdGmwUBe/4fdAzYcVKey3ARaMWGeMGF0sAmsKXO74Ooo6iSp3GxOrdQBS/33CBl7aUAgBuW3kbmzRspjHfG25EbVvyZAKrsgjOrOsO3uuNOY9PT4d7LMvy93/zLcSaxHQ6EngBNxx4g23fghcXxJlN9BYSgEQUaSUl4LxeyI2NCG2PLnWhw3M8Xj35Vdu+1VWr48xODH7Jb/xIA84RgIBWDgZAaPsOAJZEEI5dWefjR1Q2OyMgXpLCkBXTNdeTGEAA8M1grlCxvNwoC6ELwKAiIsBxyOdaHVUD0Yqt/Vc33gPdBRzevRtym90FplvC6tJY9wQJAlqCzhVBsiTZbwY6KAMDAO6RrP6dWG7Pbr754JuN8QPbXjDGLe3J0RJNgdxpb2w+PR18FnN361bAEyecaJ+k9YEGgNOFr7ChzLkxsJEosghB0n4XXK4Of18nvPOOMd6x8PC487rLBdMvwC9m/sLYbg23Ym11ciXTJAskAIkoOI8H6fNYpm97RJHfSKbmT8XUvKnG9sUfXWxkgfYFftFvWirgHBcwwAqlAkBoBxOAQ9KGADALIl8mvIcdNW2xT+5nZDEERe29ABSysuAZy9x9wZ+YNSzNlQafwGKH6gUeI7l6NLQ70wqiqFKP3OCuggJWFFhVEdpqT4LSXcB1KhN9WZzf0VYwRQ5Dlbv+WfCMYpZucd8+236eMy8n75Z9boy37XFuJxgrCpQuZUJHuoGv2/8641hzqNnWu/ZS1wdYudM52f+docoiBN0C6Itt/dPhPR7kX7jE2N6z5MKEreOaudfYti/8MHGPTZiQACRikjHvYACAf13nd16vnmK3Ah70/EEIyX1zwfdLfiMDGHCWBdAzYTwAs0VYgU+zAOYyi8kXymy8uGrvgKwtElkUoVgtqT0UgADgm2mPA+Q4zrACNmjit70xMS6iRKPAdPt1tx+yr5hlvga32AWgbgGsldmNUBYCaHJwNxBJDNvi9DqNARzDBGB4b9c+y1K7s5NgdFTIXSqLFFkLUBf8APB91fe2ucO5BseEfXQFqwUwsgRMLIYtNTOd/atWJaQsDMB+Q6yZwc+f8HxCHpewQwKQiEnaXFbKI7B2XZeCmCPT+A947gC8uu3VOLN7TrvYbmZt8jw4Ibr6/kChW8L0C6MRA1jALIOFXDM4OCMjUpXDNgtgvNZXXcGMh4sRB6h1R/C3ONMKoihSj1zAAOArYQHqgTX2myTj/11sgwogm2tHk6MtgBLQDQugd9w4AOxGJ/K34ZKZl0TNP5iPTpRxIiwJRNvoSjHsGiYAOc58717Z9gobHPxrY1/YQdn/naGIYbg0ARhZBDoek7/+yhhX3vyHhK5nw4UbsOHCDZhVOCuhj0swSAASMfHNmMHiABsaEN5d2qVzHjv6Mdv2Hd/cgd9/+fuErsvqAnaS+xcwBaBUWQklGDSTATh2kRzO1ePDjVVxz+9PZDFkWABVgbddxLqLbyYTgIGfLJnAaUwAlntyAQDBVmdagRRVtmQBd08Epx/ICmH716yx7df/30OqhBaew1x+BxodbAGURdGwAKocZ5TviYd7FKt1p7S1QYkohP2LEjN2q1p7nP8TliEkOTML3IrKdc8FLFabZV/OLWa18VZWaKWzpp1sHHvxu9LELrQPEeUgvKKWFOWLnQEciaugAMOW3ggAaHn/fTRbYgMJZ0MCkIgJ7/EgTbNw+Nd0LbFj/oj5UZnBH5Z+iDnPzoGiJuYuuF1sN4tAO8j9CwBCXh74TBb4L+7bZ1iC6lR28T+IZ0WDneASUiQRqp4E4uqdFdU3fTrAcZAqKyHVM0ufbgGsczMrQtihbkAV3S8ErZNWMhMQBEjV1baMWK/gRY6XtS6s1eLBnBwDqMqWz4Lb1enNAJ+WBqGQfbYj3cDZnmxjvEeLqZzN70Szg1+/jgK5S7UQ9UxgqdoMazh+/PHGuDnUDIyYY2yP5pKjEDYASEoobhu4jsi/0IzRq/j9DQjtcnbpI4JBApCIS9oc9iMW/PHHLp/Dczw+PfNT2z5JkbDfM/slRAQ2BBscVwRah+M4Mz6qrMxMBrAkxczjNjuiP6gimS5gtRfxfwArHu7R3IJ6HKARA6j9H8l+pwrAzjM/48Gnp7NOKACa33rbdkz/v9eLQbdGZAo7CVkOA7oA7GJIhXfsOABAeM+eqGOHjDgEALBv+gkAgNfkQ9EcSAYBqHTaCxgAXFoMoGSpgzh76GxjvPiVxYDbtJ4VIHmygCU5bHQBEeLUAIzH+LfeNMa7Tjgx/kTCMZAAJOLim6XFOP3QdQEIAMMyhmHtBdHJI/s9sx+u+OSKXhVGbQg2wOWwNnBWrBmShgUwZAq+A/itOOc/3w7I2qyocthMAumlAATMRJCAVg/QKAatP3bAmRdBWZV7nAQCAGma+zsyWcoQ/5p1NdTqrFaAVlRJBLrZDcUzfhwAIFwaLQDH5bBjpTz7nmcghKYkEIAqlC4VwzZcwHFq3wXloG17Or/HsWWQIpElUwDyvvRuneubOtXoIgUAFf/vxkQujegDSAAScUmbxb7MoW3bILe0dOtcN+/G2vPXYlr+NNv+FRUrMOuZWdjXsi/OmR3TEGzoUpzOQOEewfrAihWVRhmYgBSAX3OrXeT6aMDWZkMMGFYfrpcuYMAUQnopGFMAsudwhQbe6hkLW+ZnDwRg9vHM9adnfuvocYCVmgucb4ndV9sJsCQQNu7qe+CxJIJEMjabxcKWSszqmce1JokLWOmaC1hLApHr66GGTWF3ysRTjLG1K9IYrsbRMaBWbC7gLmQBRzLu5Zcg5OYCAJrfeiumhZhwDiQAibjojc8BILBhQwcz45wvuPG/k/+Hfx4V3TD8hDdOQMnTJdjVtAtBKRjj7NjYXMAOtAC6h5ttstJd6fDwbI1N6SwmrJBjlrBlWwe2LAov+i0xgAmwAEZ0xtAFYLP2C+MLO1QA9iIJBADS57Ge2OLefUb8I2Bpi8axD2s44FwXsCKHwRkWwK69B10RgHvCzO0/j9+Cr3c41wKqo0C1tIKL/50Q8vPZb4+q2qyAdx5ypzH+fJ9ZB/Fy13uOzgK3IinhXt9gT1r+pTHeeexxiVgW0UeQACQ6JOPwhQCA5jfe7PFjHDbqMPy4JLYb+dS3TsWBzx+I17e/3qXHagg2wCN13K9zIHEVDQfAMoE5jkNYYXf+NTNOs8xScdGT30ef3I9wkh9qLyxfkfimTWOJINXVEGtqLP2AmTlhgbzGEckvkdgD/7v/PriGDGFWX1VF0ytm2SPdBVyezqzAXNCZAhhgSSBQdWtw9y2AkSEd47NZPcx9wXroJTtbksACpnaxEDTHcXAPZ99zscLshmIthL1s3zLbOc0B579+AJBlsdcCkPd4MOymm4zt2kceScTSiD6ABCDRIZ4x7G5erKrsZGbH6IU9I7OEdW5beRvu+OaOTh+nIdhgZAHH61M5kFgtgFaeSzO/ahM5dtH48Kfevae9QZACgH7dToAA5DMy4Jk4AQCzAhoWQCUIBcB4vgotDowDUznF0gu4Z++DZ7xWAHy3mfmou4DrXez/XQg29WKVfYsiWVzAXbzou0ePBngeSns7pFp7luuwjGHwCl5IqowK7T0dk+X8Wngyp3apEDQAuEaYN3qxeHunPSmood15n/1YyEq4VyEROvlLLjDGdQ//A0rImZ2ABjskAIkOyT3zTABAaNNmqJLUyezO4TneKO45KXeS7dir215FydMlHWYLNwQajBiVrlSq72/MIrE1UEXzR786YLrApnGsdMYVzw1cf0te8psxgAmypPqmsf64oa3bDAEoQUUrz35mGhxoBVIsgf89FcI5p/8MgD1ZSrcA1ms1IN1hZybBAMwCyHXTAsh7PHCPZvUAwzt32o9xPMZkjwEAlGpW1WB792KIBwIVqiULuOP3wT1cj/WtiDsnfKpp+WpsSw4BJCsihC64wbvCpC+XGeOt+82GKju/FuRggwQg0SHeSRPBZ2ZC8fsR2rYtoY/9xqlvRHUQAVi2cCzCchitYqtZB9DrvBhAV0EBi6NSVUg1NTh4OGupp0ABDrocADCH32HMH3fjewOyTkEKGC5gPkEC0DtlMgAgtG0r3IIbWZ4sAKwfMAA0NTtPBKjWwP8eCsDMQ1jZk3BpqVEXT48BrEMYKoA0pRVhyZlWMEUKg+uB2887Sfv/3rEz6ti47HEAgD3a44XbnSuAdZQuFoIGYHEB2y2A35zzjTHePLzYGPsdnAVuRVZEs9NSLz0D7mHDMPzuu43tLSXUzcNpkAAkOoQTBCO13796TSeze8aGCzdg3vB5tn1XfXZV1LwGLY4qTWIfW97rPAsgx/NGoVixqooVhQXwY+2PwMgDAACXuD7AQt50hfvDvbesdheXHACndM/q0xneyZog0DrHDPGx+De9H3D1j5/GPG8gUaBYXF49E8J61iMA+Ncyq65eAkiEimaeRw7a0OTQODBZtrj9upFY5Z3MLPihbVujjpkCkH22hrRsjJrjNLrjAnaPiI4BBIBMT6YxvuTTKxASMgAAtVXxLYVOQlZ7HwNoJff0n8E7dSrbUBQ0v/12xycQ/QoJQKJT0vafCwAIrF/fZ8/x+DGP49b5txrbX5Z9iZPeOMk2Z2sDu9AImiXFiS5gwCwTIVZW2UpDYOx8Y/iM5z7oQXjTb/0ISj8nSPCy38j8TJQL2DOGuf3EPXugqqpZDFpzAYc3f5iQ50kkiq32Wy9inrROCMENrA6iR/AYFtAGgcd0fo9jM0ElJWRc9PluiGBfMSvxFNy8JeqYHgP5ahYTRPVh51nrraiqanMBo5P3Qf+sR3ZCsRKSQ2jlWfb/pp2liVhmnyMrUq9viCIZ/4aZ4Fdxw/9D62efJeRxid5DApDolDTNdK8X+e0rzppylm17T8se+EW/sX3151cDgBkD6EAXMAC4NPeQVFWJA4tYv9h8Xz6QO8Y2r9R3njGecNP7/bdAAKocMC/67sS8j+5Ro1higN8Pua4Oeb48AKYF8FB14GIe48L13gUMWIqmW7rm6BbQekFADtrR6NBiwJIsGhd9vhsWQN90JgBD27bZ4l0BYFP9JgCArNW/nBVclYCV9h2irELh0HUXsH6zU1ERFRt987ybjbGczr4DeVxrAlfbd9gsgAnyDHA8j8krVxjbZVdeBcXv7+AMor8gAUh0Strs/QCeh7h3r60Bel+w4cINuGbuNcb2vBdM17CqWczcWhkYJ7qAAbsF0KgHF2xAWA4D19vdZc+47zHG/RkPyCsB86KfIAsg7/EYhbDDpaWmBVATgAXSwGU9x8Pm9uvFBU8Pkwhu2WJkPOqvv14QEITXsf2AZblnFkD3qFHgMzOhhsMI7dptOzYqc5Rte6H0DZyMrKisDmBXs4ALC1msryxDivhNPHvq2ca4NIv1Rp6fYa8K4FRsFsAEltly5ecj/5JfGNtb5+4PqcG5pZEGCyQAiU4RsrLgm84yPP2r+r5+3SUll9i25zwzx7Y9LWMiAIBzYBkYAHBZSsHkenON/TX+GiCrCDjaLBi7UNiAy4R3je2KJrNvcF/CKQHjYpcoCyBgcY2VlVsEoHN/ZlRbFnDPL3jukSMh5OUBoojQFuYS1TvB1As8crk2x9aCky0u4O7EAHI8D28xi+/SC4DrLBy10BjXCjzeludDkp2ZBAMAoqJA5tQu94XmeB6ekSMBAOF99q5G1nqA6xVWHLzFnxxZwAqkHvfG7oxhv/89iv5olvravuAQqIpzPxODAef+MhOOIl2LA6z7Z3RXj77g/oX3G2NJlVDydImxPTaNWZl4nzMFoDuiGLRuDanxa10DDvmNbf7N7hcwj9sMAFhw7+foDzg1ZAif7lh9OsM9UiuPUV5ulEKpFXrfaq6vsLf/6vkFj+M4pM3SQiW0cjBmDKSAfLQ61gVszfzsrhU0ffZsAIB/9Wrb/uJ8MwP267Q0pCOElmD/Jzt1FambLmAAcI/Vbnb2xI8DfNHFXJ3XuV91tADWUWwxgIkVgACQd/bZyDnzDGO79MyzOphN9DUkAIkuobu4wrt3dzIzMRw//niMzxkf89hIFxMWnMehAlDPENSKQevN4Xc0meVfcIu9LMTL3jtxv+vfAPrHFcyrwT7pqazHP4pVlUYiQE0Ceg33BZIkQeFVSyu43l3wIuMAdetvs8DDy4loa3NmKRRJ6XnmZ/qBLMY1sMZeIYDTYv8AYHl6GrI5P5odWAhcR5JEyCq67AIGAK/eDSXGb+IZk5nIsUq+Jge/fh1ZNS2AXW0L2F1G/OlP8E7TEog2bcLmmSWdnEH0FY4XgHfddRcWLFiA9PR05FrKLVjZu3cvTjzxRKSnp2Po0KH4/e9/D6mTosUNDQ0477zzkJ2djdzcXFxyySVoa2vrg1eQGmQcdpgx7q8G32+f9jYOH3V41H69ATvnWAug1iy+oQFKKIQ6rQj0q9vMVmEQ3MBtTbbzznaZPTT7um0ap4YssT6Ju9PXC+RKFZVGKZQ6T4ZxvD3kHCuQGApABJcwi0daCbuQ6e5QXQA2CexCKrU4sxacYu3+0M2LvnFjuGcPpMbGmHOWp6UhB+3OFoBiGIpqitaufBY841nnm9Cu6DqIJ088GQCQrt0ENakZaHJgIfRIFFXuUwugzgRLZjAkCZV3dN4Fikg8jheA4XAYZ511Fn71q1/FPC7LMk488USEw2GsXLkSTz/9NJ566inceuutMefrnHfeedi4cSM++eQTvPvuu1i+fDkuv/zyvngJKYGQlYX0+ayocduyZf32vP846h+4+1BWTHRK3hRsuHAD1CCzqDmxFRwA8Dk54NLSAABSlVkKZlSWPTAeHBdlCdzmZS2UJt70flSP1UTCIZSwgq9WjAK5laYArBfMrnO7a5oS9ly9RQz6IXJISBYwACNONlxaCsXvR46XlQBpcrG4Otlf36vH7ysUJdzjzE8hNxeeCUwIxSsTFeY55HDOFoCyKML6deuSBVBrfRjeFW0BHJvNWmhWhhogAvDDi61VzjcwyJAsFvG+7bU+df06Y9z04kso+81v+/T5iGgcLwDvuOMOXHvttSgpiW0m/vjjj7Fp0yY899xzmD17No4//njceeedeOSRRxAOx77j2rx5Mz788EM8/vjjmDdvHg499FA8/PDDeOmll1DRQWufwU7GggUAgOp77u3X5z154snYcOEGvHbKawAAJcwCqjmHZgFzHAfXUHbnL9XW4tCRhwKAYQm0IbiBX39rbHo4GRO5cgDA+KV9VxqGR7hPfugN93dlpREDJyoSWnhmXSkvix8v1d+IIT8kjktIEgjAusAIBQWAqiK0fbspAAVNVDlYAJrtv7r/HqTNmQ0gOg5Qx6WqyOVaHdkLWkeSwlBliwWwC++DLnzF8nIoAXvy1hDfEKS50qBARbnLhUwEHGX9jodsi4ntWwHI+3yY8r1ZHqj1448R2r69T5+TsON4AdgZ33zzDUpKSjBM674AAMceeyxaWlqwMSIzzXpObm4uDjjgAGPf4sWLwfM8vvvuu7jPFQqF0NLSYvsbTGQcbBYylgfQXa4GmQB0ahIIALgLWfkXqabG7IrQEsd1PnQasPD3xuZnXnN8xJ+XJX5xigIeElxKzy/68dB7IavBIFytAUs7OBYHOP2b3yXsuXqLGGxnLmDN8pMIV7jRHWPHTmR7WAmQrdoV1RVwpgCUlXCvEmEyDmaeAf8339r2/3LWLwEAp7S1YwTX4GgLoCKJNhdwV6ziQn4+y/xW1ah2eBzHYVg6uyZVuwRkIghFcX4vXEWV4EpQL+CuIGRlYcJ7ZhWEXSefYoT4EH1P0gvAqqoqm/gDYGxXVcWuvVRVVYWhQ4fa9rlcLuTn58c9BwDuuece5OTkGH+jR4/u5eqTC9/MGca48bnnBmwdugvYqWVgAMClfb7EmhrDHdQQbDBaw0Vx5B9sm6W+cwGo2F3XnvgeslIAIoeEJT9Y4T0eCIVaG7SKCosbmAnA0S19006wJ4ghP6yJmYl4H7wTNQG4aydcvP3x3KGmXj9+X6D2sv2XLgCDmzfb4gD1LPAVacxS729t6t1C+xBJChu9sVWXYEtiiQfHcfDpyQwxjA1FGexmqNrlAs+pCLTGjpF0EvbWiH0vAAHAO3EiRj3yD2N7y6z9+jT8hTAZEAF44403guO4Dv+2bIluLzTQLF26FM3Nzcbfvoj6T6kOx3FGHGDtX/82YOtQdAHo0FZwgFYoFswFnO5ON/Yf9tJh8U4BznvVtql3Cpnyhw8SujY13A6J4xJS/iQWeiKIWFFhdMOoc2ApGCkUgNzNwP/O8ExgmevhnbsMyy8ABDkO6WKDIy9sihq2tEDr/nvgKixklk9Vhd/iQdFFVLX2mHyzc9z/kchiGNBdwN14D3xaaFJgw49Rx3QBWKllwcstziuEHokCuU+qA3RG1lFHIW/JBcb2lmnT++25BzMDIgCvv/56bN68ucO/CVp8RWcUFRWhOqISu75dpLmjYp1TU1Nj2ydJEhoaGuKeAwBerxfZ2dm2v8HGsKVLjXFo164BWYOiuZ+FrKwBef6uoFsApZpa234VHQiAyUdH7VruYYHRT65IXPmdcKANYVvsW4IFoGaBl6prDAtg6aQTjeNOqYcmhtoTLgC9E1iR8tDOnchwZxhWwEaeR57aDH/YeW5AVZV6HfeVroWHtFvcwCUF9rjtUMC5SRCKbEkC6cYNUVrJTABmD2grwzNYPGyVdvOT2xgtEp2GbLEAJvp3oTOKbrrJVnpm1ymn9uvzD0YGRAAWFhaiuLi4wz9PFyvSz58/Hxs2bLAJuk8++QTZ2dmYPj32XcT8+fPR1NSENZbaVZ9//jkURcG8efNinkMwfFOmGN0Cdp9+Riez+wY9/pDPzByQ5+8KpgBkn8vDRnZg+bNyu91FPIavBaDijnc2JSyGKtjeipDVApjgH3qXLgBrTAHYnm/eWH27yxktoORQAIpicfUlwOLhncQEoFhWBjUUQr7X7IYyhGtGowNLgSiq2OuEoIz5mgD81mz5prdBBIAwAKG9JvI0xyCLIqD03AIY2rEjqr+tLgDL3SxU5eOdwQSstG+RoVgywvvPAqgzzWJJDW3bhn2/+nW/r2Ew4fgYwL1792L9+vXYu3cvZFnG+vXrsX79eqNm3zHHHIPp06fjggsuwA8//ICPPvoIf/jDH3DllVfCq8WIrVq1CsXFxSgvZ9mV06ZNw3HHHYfLLrsMq1atwooVK3DVVVfh5z//OUZovUyJ+Ay/6y4ALBav6bXXO5mdWFRVNSyAfIaDBaDuAtYE4IUzLuz6yREisNR3HopQj/3u+BhbqnqfeBQKtNosgN1p/9UVDPFbXW20Q2uE2Qpr+ksHJ/T5eooc9kMvt6jyfJfivjpDGDKE3ZioKsTycuT58gAAjYKAIVwrmhzYD1hRpV67/dIPOhAQBIh79kLUKinorx1g/aCntDi3H7Aii0APWqC5hw1jn3dFQXDzZtsx3QVc5mEhINmcP+p8p6FYBWA/JIHEonjzJmPc9sUXaFu+fEDWMRhwvAC89dZbMWfOHNx2221oa2vDnDlzMGfOHKzWSg4IgoB3330XgiBg/vz5OP/887FkyRL88Y9/NB7D7/dj69atEEXzx/f5559HcXExjjrqKJxwwgk49NBD8dhjj/X760tGsk8y3XmVN9/cr8+tBoOAzH6hhMyMTmYPHJEWQGs82APfP9D5A0QUif7WdzUA4Li/foV5d38KpReFokN+5gLuq1gfswSOaQGsD7cax/Pl2pjn9TdyOADVsPokJkaR4zi4tR6xYnk5cn25AIAmnkcenCoAxR4XgtYRMjORNpO5Q3U3MM/xxv9/k8CjSsnt9Vr7ClkKm8Uqu/kemHGAG2z7dQFYxytQAYzPdJ77PxJbEkg/xgBa4TjOViNw3+W/RN2jjw7IWlIdxwvAp556CqqqRv0tWrTImDN27Fi8//778Pv9qK2txZ///Ge4LGb8RYsWQVVVjNNa9wBAfn4+XnjhBbS2tqK5uRlPPPEEMh3sUnQSHMdhxAOmiGl88cV+e265VRMSPA8uPb3jyQOILgCV9nYo7e0YlmFmqj+z6ZnOH4DjgJKzbbtYZjBQ3RLChJveR0MPe8uGA60I2pJAEvtD77ZkQBvdQAJ1KONMN7C8/bOEPmdPUMIWF3AC29VZBaDuAm4UBORzrQ51AUsJsfroCWLt35pxgHo3lEaehyQ577XrqLIETksC6W5IRLw4QF0ABjgFrTwHn9Qada7TkKH2exZwLHifD1NWmQlFwc3OSwpNBRwvAAlnknPySci/cAkAoOqOP6LpzTf75XmVtnYALP4vES67vkLIzACvCVSpNtri5Re74A464z/AqANtu/TyMAAw985P8H1p9+Ppwv42FgPYRxZAYQgTfXJdvU0AFv3KrPclPH96Qp+zJ6hiwHABJ1QAjjIFoF4MupnnWT9c7fPrJFRVTsjNgF4ntP3bb4xsZ7MfsgCf5Ny6qbIUNhr3dvc98Gm9bAM/2S2Aaa405HmZG7xScGF/aV3UuU7D5gIeQAEIAEJ2Nqas+g6F1/wWI+6+a0DXkqqQACR6TMHVVxvjyhuX9osIVNr1BBDnun919DhAUXMDf3C6Wc5l3gvzIHelMOyln0btKvWdh3SwgPKzHu1+XFUo0BohABMcA6jVAZSbmjDElQsAaAw1giuIyOxf/URCn7fbiAGoavcD/zvDrcURh8vLke1llQKatEzQ1kZnuL+tKJyUkJqQaXNmg/P5INfWIbxjBwBLP2SeR5rc2qvQhb5Elc0kkG73Q9bqo4p79kKMqEihJ8LUuATsUIr6vMd3b5E5td86gXQFITsbBVdcAT7D+b/3yQgJQKLHCJmZmLpurbFdeeNShMvK+vQ5jRIwDk4A0YksBRPZC3j2s7O79kC3RxeP3uT7Bc4WvgAAjLvxvW5dWHeU1zIXcF9ZAHNzAU3wZPtV8BwPRVXQGGrEA3m3mRPfvRYQA7EfpD8It0PpQe23znAXsexPqdIsKv9aFruAibU7EvY8iSJRtd94rxdpWjxcywcfAoBhAW0UeOSgHa1BZ7ZDk8UwOMP12b33QMjNNcb+7+3t8IwkKEHAmcJytDm8HZwMJWGtEQnnQwKQ6BV8WhpGP/64sb1z8dGQ+9DNpccAOrkEjI4hAC0u4ItmXGSb858f/9O1B7vi66hd97v/gxtdLwAAJtz0PmpbQ1FzYjHcE9QsgIlvBQcAHM/Dlc9i35T6BsMNVheow+WXXW2ffFcR0Fia0OfvKrzoN2q/JdLd5R7OYr/EqioIHBPCaZpAr9qxPmHPkyhUyEZbwN4KYUH7f9fjgo0saF5ANteOuvaufUb7G1k2i2HzPciKzzmdhTS0f7PStl9//Q08u9S2Bp2XBGRF4TDgWcBE/0ECkOg1mYcegqLbbze2tx1wgJms8f/bO+/wKMq1jd8z21JIT0jooSdAAqHF0BFEELsiKAgqYsOGHEWOSlMkR6xHPZYPEZDqsWAvSDmiUgQJBEhCMSGUFEjZ1O3v98fszu5kN31ns8k+v+va69p5552Zd3Y32Xuf6mbEGMCgViAAa5SCAYCFQxfikUH22lb/PvJvVJsaYAWLSRAsgde/KRl+SPktHlJ8DQAYttLZXeyKbmWHoOPlswACgCLS6gYuKkKRTuiBm63NRkiACgsMD0snvzUQKPV8Vx3eVAmLDAHvSpsFsLAQQyOTAADhEISgGt4nAJgbuz8EX3cdAMBSLXymxRhQpQI9uHycKfTOYtAms05MfuCbEBJhu+/Kvb+BWeyFzsP9bHUgFShkoSir9nYLIHPojU0WwLYOCUDCLYTNmI7gG24Qt08NG46KvXvdfh3RBdyaLIA1us48PFAqgIZvGg6jpYHCYOi9wPVvSIaeVW0VM4T/+WW6q6MkmBgnLQQtwz96pVUAmq4UiWO7cwWX9esrV+FPSx/pAW8OADzcJo03VcHCbJmf7nsNlJERgiXNYkFklSAsLyuEf7VduMte1w5OWvqjefGgAUMGAwCYXg9LZaU9CcSaBKPmvTNxy2TS2S2ATfh7CBg+DHxAAEyFhZK+wHYByCMIVSj1wixwR5hDKElLJ4EQ8kMCkHAbnVa/IikPc37eAyh8803JL+LmIiaBtKoYQOcOCGl3p0m2B38yuOEnHnofsMQ5+3cifxibD+Sisp44o2qLQtYYQABQRgixT6YrV8SxH3KEJBiO49D5qT3OBy0PBRqSGOMmeGOlWAewKV/6tcEpFGIpnGCt8IVfBTN0HIf+fI7X1QK0cO7L/FRGRgqfe8agy8qSZEEDQGW5czyrN2A265rlAubVagSOGgUAqNi9Rxx3tAD6cwaUVXinBdQG5/CvmgRg24cEIOFWQm64Hp3eeF3cLnr/A2T26w/Defe4+Mzl3t8Gzoa9ILJz5qeCV+DwrMOSsbOlZxt+cl4BLMqRDK1RvwYeFvRf+lOd8YB+hmJUOwpAtRwWQEEAmouuYGDUQABAsNreO7tDaCAO35uN5433Sg9cEQ6c2O729biCM1WAl8kKahP/6uJKqHjh3MUKHlfxGThX7F0dIZhD4L87Pgua+DgAgO5khqQMDADoyryzHZzZrHOwiDfNCho4WhCAjnUQbQKwyHr/Vdoi5wO9CMdkMnIBt31IABJuJ3jKFHTbtFEydvaaSciZPqPZ1kCxDVwrKgPjygIIAGqF9Ivm5q9ubpx70D8M+Ic0q/Rvv1kYwx/FsJW1dwvxN5WhmufljQEMt1oAi4rxYOKDAAA/pZ9kzpBu4Zjz2AqnY/HfRrTNawa8uUx0fSqUMrXDu3xZzAQt5gURkHf2WK3HeRrGmGABdGMspF98PABAl3ESIWqpBdBY4R19oGtiMumbbQW19UOuPnYMZq1g6bRbAIVzGsuvuD7YC2AWi70bCuDWzHjCOyEBSMhCwJAhiM/MQNisWeJY9dGjyOzXHxW//d7k84oxgEFBzV6j3NjcgJaqqlqTYtLnSGP2EjckNu4i7aKAyf+SDG1Q/wscLJjx4X6XhwRbtKiS3QUsfPGZiq7Ya6FVFToJ3N4xwbi3yw9Ox2NZiNvXVBPeUiFbHKQo/gsKHKxAwr/bKwUX3Xqt5mAwW8DA3PpZ8OvbVzj3mbNiHcRqnoMBgKnC++ogAoDZrG/2a6Du3Bma3r0AkwllPwifaXsWNAcGwFDpnQIYAIwmkxgSwRTu6Y1NeDckAAlZiXn+OXTbvEkydv7++5ERF4+K338HMzYuHsrcimIA+cBA8MHCF6CpRoFYR47NllqEvjn7TeMudNVDwOiFkqFsv1k4kXMRZTXKTlRUViKA06NSbgugrRtIUTFiQ2LF8YsVzuLn47kjMCHwS9xjeEa6Y9M0t6/LESWrEF2fvJtLXogC8MoVRPgJFsBz7boCAIqv1P5Z8DQ6nUEo/uvG7g/qHkLBb312Ntqp2oHnhK+ZUoUCFi8VQBaL3i09cIMmTwYAXLH2lbe993qeQzXHgVV55/0DgMmoF/OwmMJ9nXEI74UEICE7AYMHIz4zQ2yNZuP83PuRmZCIs9df3+BzWVpRDCAAqGKsNeEcigLXhOM4fHuLvU3aP3/7Z8O6hDgyYYnT0Am/uUhc9rPE6na54BIAoIqXOQs4yh7/qFFoxPFsbbbL+TufvhrDrpkuHTz9M5B/3OX8ZmPSg3FG8Uvf3e4ux/u3WQD1BuEzMPrKp269VnPQ66pgdHNGuDo2FuB5WMrKwIpLJN1AKku9MwbQYtbb62I2pxvKoEEAANOlPDCjEf5Kf/gphNCHIgUPVJc0e61yYTQaRQsgqAagT0ACkPAYff86jB4/fO80bjhzFhlx8dBlZNR7Dku50E+0NcQAAoAyJhoAYCqs2+rTLbibZHvQJ4MaXy7ERWawGkZ0X2x/zXXn0wBAfhewrR1cSQmYwYCUDkJ8VNrltFqPmT++F2J1m6WD748EzjW+3V29VJfCwHFQickP8rTDMxUV2WMArS7gwewEtNXekQmsq66EiePc2v2B12jEHz6G3PNiJnCpgofBS2PgLMzglr8HWxwgAOhOnADHcXY3sEIBVbX3JoGYjXqxH7I7e2MT3gsJQMKjaLp3R3xmBuIzM9B17UeSfdm33Irs6dNrOVIIWLdZ0mxfMN6OKtreFaI+arqCGx0PyCuEYtFdksWhU35CQsW63wXLW/zu+wEIAlAlpws4NFS0qpmKi0WBW1+m86mXpiBWJw0ZwMeTgQuHXR/QVKpLavRDdnM7vHBbFnSRPQYwIEzc/+Vf8rZMbCj66kqYALe/DqrOQttD44XzEgtgGOQpEN9cLBaD3QXcjExojucROHo0AKDqkNAWTkwE4RVQGUqbtU45MZuMsNj6IVMCiE9AApBoMQJHjEB8ptTqpzt6DJfffdflfEtZmZgEourYUfb1uQPRAphff9wXx3H4a9ZfkrGX9r/U+IvO/VmymeN3F17+5qhoUTQAYMwe4C2HAOR43l4M+vJlTO0xFQCwM3dnnZZNtZLH63cMwlDde9Ida64GjDr3LbC6RGIBbErtt7qwlcExFRcjwiYAOgwQ96/9drdbr9dUjLoKGMHZuz+4qSSQqosgAA3nHQSgQoFwrgLmRvSt9hQWi1EUwc0NBwgcOQKAvS+wYzFof6P3uoBNRoPQCw4AqASMT0ACkGhx4jMz0G2z3fV35e13UH38hNM840UhgUARHg7e399j62sOYgxgAyyAAKBSqLDpOrsFbFvWNrz111vNXscpvznglocCAKocEkAA+ep9OQrAfhH9xPHNmZtrOwQAcOvgzriCEPTWbZDuWBkNFJx0y9pMVdZaiNaa2e52Adt64sJkQoRRiIEsMtl7ZP+qWQC9yXNFr2vDqKsUrT6A+yw/6i5dhPOfvyDpBtKfy/bKbhgWZnSbFTRg2DAAQNXhw2Bms6QYdIC5rFnnlhOzySi6gMkC6BuQACS8goDBSehjdZkAQM7tt6Py4EHJHOMlIYFB1amTR9fWHJRWAWhqoAAEgMSoRNzQw95Wb036GqRfrr/Fm4RltXdcqHLoAwzIKADFRIgrkpqHqQdT6z02J3UqjFDiPsM/pDveS3FLiRh9WRGqOQ4qW+B/M1ug1YRXq8UM8LAqIZ7qSrU0/u3Frf9z6zWbgllXCZMM1mCbhd6Yny8WAC/jefTg81Fc6YUC0GJwWyKMX1wc+IAAWCoqoD97VtoOjpXDYHJfZyR3IlgArRskAH0CEoCE16BoF4g+Bw+I27mz50jKxBguCHFTrUkA2rOA8xp13MujX5Zs3/X9XY2/eC0isJLjxS87ALL9s3e0AALAsJhhjTo+e9V12GUZjFTjDOedy0KAwvqThmqjvOSy7MWwlVYrYHCVIDJL9aUwJtpjXF86c4vbr9lYTPpKmB08su6y/CjbW0MfCgrEWoBl1iSYk3neZwWzMJNDKZzmfRY4hQIaay1EfdYpiQUwDOVekwBUE5PJKLqAqQuIb0ACkPAqFMHB6PJ/H4rbmQn2RAi9NUtY07Onx9fVVGyWEEtFhdgdoKHULBKdsD6h8QtYUgxMfV0ydG761xLhI1fBV3stPEEA/mu0vWD1oA2D6j2e4zjkpE7F/o6zMVnvwmr4n6sEIZh7wHlfPZy/dMlqAbRey80uYABQWPshB5TZLV5XJi2XzDl+sWV741oMVTDbiv9yHOCm+m/KaGsnlIIC0QJYbu0GUqh1Yyynm3CnCxgA/Gzt8DIyEO4vCMASnkcYVw5ttfdZQAHAYjKQC9jHIAFIeB3tRo9G+Bx7O7CMuHgwkwnVxwRB5Ne/f0strdHw/v6iELBZMBvDexOlyRAJ6xOcXIl1L0ABDJsLLC0FgjoCE5YiMEDeEjA27L2QhfVGBUSJ+8zMjCpjw3ribp8/ElnoijeMt7mesHYS2M4XG7U2Vl2Cal6+GEAAUFrfd0tJiVgLLq8yD8yhLuLe9+a7/bqNwayvFAUglAq3/RhQRQsWQEtVFcJMwr2XWAVgoL7h4RCegjlaAN0hAPsJMa+6kycRphGyv4utSTDaSu8TwIAtBpAsgL4ECUDCK4le/KxkO3NAAgzZQimTgMFJLbGkJqMWS2I0vgXYqE6j0CGwg2Rs/KfjYTQ30o3EccDCDGD0U6gyVnlGANZwAQNSQZu8ORnVpuoGnSt71VTM+ef7ziVirHB7XxWsgQ2snTj88ueo5niZLYCC5cdcVASdWfjS33NhD7jZX4lzHlZ+gy8On3f7tRuMoQIWWwygG60+fEAAeGu7xgghcR/FVuti4OUjbruOu7DAZC8D445uKFYvheHcOdECaKsDWVXiPZ1gHDEb9eCsfz48CUCfgAQg4bXULBEDCPXlFKGhnl9MM1B1FVqAGXJymnT8z7f/jHkJ8yRjgzcObvJ6qkx2AQg3lf1wRU0XMCAIWkeGbxre4POFB6qRk3o9UnRvY4bheddu4eWhgNnUoPNV8zIXw7bWAjQVFaNrkPAZ0Jl0QLcUybxbvxnQYokRnL7CbgF0dzs8qxs4WCu8H0VWAfhdRqlbr+MOJDGAbvibsP3oM+XnI1whuMCLFQowANVl3tkOzmTSiwXByQLoG5AAJLya+MwMRDz4IAAg6Npr0Xvvry28osaj6d0bAKA/fbrJ53h88OP4ZMonkrFD+YdqmV03lcZKj1oAzZevSGr//X7n75J5jY1t3Jc6GxtfXIivXnwAw3Quaka+GAE0oJWe3DGAtlqA5uIiTO8rJH9crrKK4SXSenDaf7WMCOSMlWAyxX2prIkggdaYP62ChwlAMPPGJBCzvRWcG/4mFJGR4Pz8AMYQVCxYuU0ch3Keg6HCO7uhGIx6MTmMd0NHGML7IQFIeD3tFzyJ+MwMdH7rzVb5y1TTuxeA5glAABjUfhB+m/GbuH3vT/dix7kdjT5Pib5E1j7ANhRWCyAzGmFxSIAJVgfj+1ukLQFfPyRNVKkPpYKHRqnAn6mzYJifhlxLlHTCivDa3cEGIfawmuPdavWpia0biOlKEXqGCi7Bv7V/Czt5Huz2j8W53fkCBL7SscHWS3fBGypgZvLEfSmtcYCqonLwnPBVU6rgkcj97dbruAPm6AJ2w+vAcRzU1mLYuHQZAUqhD3oJr4ChqmUTf2rDaLZbAN1dGJ3wTkgAEoTMaHr3AQAY/v5bUtamKdj6qtp4as9TMFoad87i6mK3Wjtqg1eroQgR1usYBwgAXYK7YECEvTPGxyc+blqWMwB1VHd0XHoKl1i4dIe18LUTe18FAFTyHFS2JBA31wEEAKU1BtBUXIQeIT0AALllueL7xQ24VTJfwxmBFyPww9Fzbl9LbfCmCnv7L7cLQMEFbLl8WSwGXcQrMFnxJ0xm76qFx+BYBsY9llBVJ3s7PNvfbRnPw1TlfRZQADCYqh0sgCQAfQESgAQhM6qOHcAHBIAZjTCca/6X+5G7pUH0gz9pXDzg1qytDi5gef/RK6KcE0FsbLl+i9NYU0WgUsGj/ZKz2GUeJN3xuouMcZ3wBVzJ2+shymMBtCaBlJQiJjAG/kp/mJgJ58sdkj5c1Gqc8mUiKi4cd/t6XMGZKsFZBSDv5s+CLRPYWFAoKYbcnivFTye8LRHC7P5+yLZuKBcuiAJQq+Bh1nlnP2STsVp8DSgJxDcgAUgQMsPxvFgY1lbKpjkoeaXEFQwIwsncgLg38RweCva2J4K4jnuqWesQAB7+5eGmXUvB4+w1H0sHyy4AXz4kHfvz/wAAVRwHpclqCZUjCzhMKP9hKSsDTCZ0D+kOAMguzZZOXOLcH7bdmpEecQdbzJWiNdjdX/rK9tZagIWFiPAT3OG2TOASr2sH514XMADRBWw4f0GshajleUDvnRZAs6nKrZnQhPdDApAgPEDAcCHbterAfrecL0QTgm9u/kYyNuiTQQ06tnO7zrLGvjmijLTVAnS2ANqoKQJ/u/gb5vwwp5bZdTNvTA+sHLZPOnh0C1BsFV0O5XPy+CAxCUSOmCdFSAhgrX1nKilBkEooi/LSgZekE3neddeWFyMaXNamqTBzud3qo9bUPbmR2OogmouKJN0w9EyJkgq9W6/VXMycxZ4Z7y4XsFj+6QLC/IQfAyUKBVQ678wCthir7FnAMv9fILwDEoAE4QECkwUBWHngoCQjtjnEhsTigcQHJGMNcaGW6Es8bwEsrF0AAs4i8K/Cv5r8Oj03tR8G6NZIB/89SKgT+GKkOFTGO9QBlOF14HheLFlkLimBn1IoiFxrIe9lWrCku6VjtcUxugkLk68mpK0Auqm4GOF+tmLIPDScCUWXG18TUzYYg5kzuz0swiYADRcuiBbQIgWPAKOzxdcbMJuqRWsw9QL2DUgAEoQH8E9KApRKmPLzxYLW7uCxpMew43ZpJvCL+2rvilFlrPJYGRigfhewIzVFYOKGxCaLwN+W3ITBuvfrnKPnHWu/yRMLqQgXhI+5uBgvXPWCOF5UXeRyPnfTO8hOWSkZ2/Pe47KsDQA4Vi3bZ8HWC5npdIjkBOunrRbgsqyb3Xqt5sCM1dDznNsz49XWnuUWrRaRZnsWcJDJ9Xvf0pjNOvtrQGVgfAKvF4ArV67EiBEjEBAQgFAXBYCPHj2KO++8E126dIG/vz/i4+Px1ltv1Xve2NhYcBwneaSmuigsSxBugPf3h19/oT1Uxe7dbj13TGCMpM/up6c+rTUz+FyZkIQSzAlfSHIngbjqBlIXf836S7KduCGxwd1CHAkNUGPfS3cgoaYl0Mpc4+PgPCAAlWG2TOBiRAdGi+OvH6697E33ax+VbI8rWA9YZMiaZQwcJ58FkA8MBOfvDwDQlAm1AL8MaudweXnd2w3FoKuEnnMsCu4e6xcfGCgmAkWXCYk2JQoeYZYSWCzece+OmM3Vbo+DJLwbrxeABoMB06ZNw8MPuw4MP3z4MNq3b4+NGzfixIkTeO6557B48WK888479Z57xYoVyMvLEx+PPfaYu5dPECJ+fYRyMIWrX3X7ua/rcZ1ke/Ang1FmcA42zynLAQB0UAiWKd76BS0XjbEAAoBKocIrY16RjA3fNBwlusa7zTRKBSYP6YOJeun5XjVOwy5OEOMqGXsBA4DSmgVtLpJafb4++3WdvZDZCzWsRCvC3C8CDZWC61PMhJahFI5VAJ06e9Bp35nCCrdfrynoq6ug4+TpCmOrhRhSJpxcy/OI5kpQYfBsvceGwMx6t5fCIbwbrxeAy5cvx4IFC5CQ4Dq26b777sNbb72FsWPHokePHpg1axbuvfdefPHFF/WeOygoCDExMeIjMDDQ3csnCJGI++8Xn1fud08yiCM1Xagjt4zE8SvSciLZWsH93J4XylLw/n5uX4cjyjrKwNTGlO5TML7LeMnYmG1jmmQxWj1tIHIVXRGr24zJ+lRM0a/CO+ZbwPGCVVFtlqcGng2FaAEVBPDVXa4W99369a0ujwEATqGE5cmTkjHj8shaZjcNU1kBqiW1EGUohWONAxzln+i0b8lb7zmNtQQGXQV0HCeL9ctWCqddqZD0olXwiEAZtBWNt2rLjcWssyeBkAD0CbxeADYFrVaL8PDweuelpqYiIiICSUlJWL16NUwm7/tVRrQd1N26ic9z77kXTIbP27HZxyTbd353J/Ir88Xt3y8KbdgirDFZnJ9nLICW8nJYdLoGH5c6OhXPDHtGMpa4IbHRRa8B4NRLU/DRnKHIZF2RwYT3YM4oYV1yWr8AhyxoqwX0ravt4SkXK+pOhOBDO+Fbi71vsIozC4ksbqKqJF82y5cNmwUwUWn/7Fdxgujeol7p8hhPY6iugN6xLaAbxY/NAhhQKgi+Ul4BnmOoKMpz2zXchcWil7UuJuF9tDkB+Mcff2Dbtm144IEH6pz3+OOPY+vWrdi9ezcefPBBvPzyy3jmmWfqPEav16OsrEzyIIjG0G3TRvF55oCmFT2uC47j8NkNn0nGrvnsGhgtRpgsJhy7IghEjdFa+01mFzAfFAROI5QXaagbGAACVAG4u9/deH+iNJFj8CeDm2QJnBAfjZzUqUhbcg3OvnwdxsQJsWhy1gEEHGIga7n3fx38l8txG1OX/+A0pr/kniLR5UV5qJYh+cERhbUfslJrd/eechAXFfqW/9FtrK6A0doOD3CzC9hqAVVbYyBLFTwYgOriC267hrtgFnIB+xotIgCfffZZpwSMmo/MzMxGn/f48eO46aabsHTpUkyaNKnOuU899RTGjRuHxMREPPTQQ3jttdfw9ttvQ6+vvT7VqlWrEBISIj66WCu9E0RDCRgyRLKdt2yZ26/RN7yvkwgc/MlgjN46WtzuoBAsM3K7gDmOs4ugekrBuGJkp5H4YOIHkrHEDc7uxIYSGqCGguegNWjBMWZ3+8kcA+goAB2ttBszNtYpaDmOA5aWSsY0H44ETM2vo2cqL5T2Q5bFAmirBWivfVfc4xrx+S3LPnL7NRuLSVcBA7N/FbrzdVBY2wEqSwUBbOI4VHEcqou8TwBamEH8e6AyML5BiwjAhQsXIiMjo85Hjx49GnXOkydPYsKECXjggQfw/PPPN3pNycnJMJlMyMnJqXXO4sWLodVqxcf58+drnUsQtRGfmSE+L926DbqMjDpmN42+4X3x9c1fS8YqjHYrjL9J+NPnZLYAAg6JII2IA3RkRKcR+PaWbyVjCesTmuQOtqHVa+2FfyFfDKDNAmS6Yr93juMwK36WuF2voOU4sHu+k4691B5/n8tp1tqqS/NRzXFQyWgFtfVDNhcXYUTHEQAAbT/7j/MdmmdQ2cJWQJOuAiaLgwXQnS7gCOEHACsuhZoXXl+tgodR630uYGYxUBawj9EiAjAqKgpxcXF1PtSN+Gd04sQJjB8/HnPmzMHKlU2LK0lLSwPP82hvbV/kCo1Gg+DgYMmDIJpC3yP2cifZt9wKZmy6mKmN7iHd8dEkZwtLn7A+sOiEmCRe5hhAAFDGxAAAjJcuNfkc3YK7Ye6AuZKxwZ8MxpZM537CDaHMUAalg+6QrQ5gpC0LuBjMbFeci4Yvksyrr4A3FzsKJU9I60f2+Hggfn1hFJ5/7klgWQj2r38O1y1+F2NXN6zMUPeMD+R3AVstgKaiYnRqJ9TFu2CS9sKdsmyD26/bGMy6CpgdBCDc6gK2CuCiIrRTC2EHpTwPlHuhAGRGBxcwCUBfwOtjAHNzc5GWlobc3FyYzWakpaUhLS0NFRWCNeP48eMYP348Jk2ahKeeegr5+fnIz8/HZQdrw8GDBxEXF4eLF4Wg63379uHNN9/E0aNH8ffff2PTpk1YsGABZs2ahTBr/06CkBPe3x8R8+aJ25kJTXdr1sXwDsMlmacPJj6Iz2/8HKxaZ12HvC5gwJ78YmimxerJIU/iicFPSMZePvAyZn0/q5YjaqegskAM+gdktACGhwMcB1gsMJdIS9kcnCktjTLxvxPrPFdYmHNi2xhFOl5SCf2Pr8p+B99r/omny1IR++x3TnNrwnFApdwuYGsMoLm4CJ2DhM4YF8ovALM+F+f8qlmAZ9+ou2i3nJj0lTDavPBKpeB2dxMKqwXQVFSEYmsLuNNqNVhZfl2HtQiMGSkL2MfwegG4ZMkSJCUlYenSpaioqEBSUhKSkpJw6NAhAMBnn32Gy5cvY+PGjejQoYP4GDZsmHiOqqoqZGVlwWi1smg0GmzduhVjx45F//79sXLlSixYsAAffvhhi9wj4Zu0X/gUgq+/XtzOiIuX5TpvXf0W0uekI31OOh5NEooMW6oFC6AnXMDq2FgAgru7udyfcD/S7k6TjB29fBQJ6xMalRzy1dmvJG3g3Pml7winVIrFgGsmgvgr/TF/0Hxxu6CqoP5Wfq56BtfgesV+5PjdhbgXnBNIHNEp2qGSlzcL2NEC2LFdRwDA99nfA72kYjdVuwi/ncx1+/UbAtOVw2xLAlEq3HpumwXQUlEhutoNHMDKvVMA2q3BJAB9Aa8XgOvWrQNjzOkxbtw4AMCyZctc7neM5Rs3bhwYY4i1fhENHjwY+/fvR2lpKaqrq3Hy5EksXrwYGo17m6ETRH10enW1ZLv0y+0eua7oAvZEDGB7IQYQbhJZCl6B9DnpuK67tPh1Y1vHeawdXo1agI48NPAhl/2cD+Y5F04WWVJc+z4HMhUz8OmftcQpm00INl5BOe9gAZSh9IfoAi0pQbTaXsewylgFPCbt+jLq0wS3lrlpKJy+DBaLPPUg+eBg8Zy3RkwAAFRYi0F7GwwmsRcwxQD6Bl4vAAmireOYFFKQmtqocilNxe4Cll8A+ida3duMwVxa6rbz/muMcwmVxA2J0JvrzpBljKGdqp3sbeBs1FcK5rGkxzC4/WDJ2Nyf58JkqSU5glcIlkDb47kC4IUi4Po3nabe8d0AXPvGr07jrESIJ5QIQBnaAipCQwXhzxgGqOy1AM+XnwciegJ3f+l0TNWlk05jcmI2aAEmjwDkOE4sht1eLxgYinkFenGXYPaydnAWZqIsYB+DBCBBeAF9j6ZBHRsLi1aL06NGSxIG5EB0AXsgCUQRFASVtWSS7qR7v9yPzT6G23rfJhkbunEotPraXaWFVYWoMFbAz2zNhPaYAKw9C3r9lPX4ZMonkrGkT5IadgGVH6BQAkPvBaatc9r9k/YGPPeltEtMyd+C9a2EV8lqCeWUSkEEAjAXlyAuPA4AkFFs/dHT82qnYwI+TBEsgctCAA/0CzYZyj1SDDuiWhBVxQoeGs6IUi+rI8tgohhAH4MEIEF4AbxGg05v2btEZPYfIOv1WLXNBSx/EggA+CcI91Od7p4ixjY4jsOyEcuw6bpNkvFRW0eJQfc1OVN6BgDQ2U/o0iC7C9jWD7gey+6g9oOcOrnUGxNYk/63uIwTTDz8PPb/be8vrD17AABwmdfI6gIGpIkgF8qF+ncv/P6CfcIyLfQPH3J98Ed113N1B0ZThfga8HJYQa0CMKxa+LotVghxhpXnjrj9Ws2BwaEvtAyvA+F9kAAkCC/Br28fBN9wg7h9qQn1LBuKrS2bJ1zAAOBn7Xpy+Y03ZDl/YlQitt+0XTI2dttYWJjFaa5NAHbTCEkJnMyxv2I/4CtF9cwUBO1fd0tj48ZsHdP4iz4vtTZOV+7BVRt6iDGS3bOE8kCVCiZJhpEDMRHkShEGRLr+YaOJ7o1T133qvOPCQeQcPyDLumyYTZWy1r9ThAuVJYKqhNe+yCoANcc21nqMxzEbYQHzWFws4R2QACQIL6LT6lfE59rPPkfF77+7/RrMbAazdrzxRBYwYM8EBiBLD2QA6BnaE0dnH5WMDdww0Gneq4deBQBE8UIdT7lFcM1+wPWh4lVYPdaeHFSiL8H2M9sbeVG1S0sgtzxUTLSo5jiYebPsX/qOxaAfGfSIOP79399L5vUZfi3Y0lKcTVwoGY/9bBJQKl+GsNlcaU9+kMH1qbSW7wmoFD73GRrBulZq9iIrm7EaJpn7QhPeBwlAgvAy+h6zi5jzc++HqcS9GYO2+D/AcxbAdqNHic+rj8jn+uI53qUbtcIg1A01W+yxlVEIEo4JCJBtPUD9SSCumBw7GRO6ThC3X/j9Bdz57Z2Nv/g/ay++XcoL//5VMrfDcywFMyhqkDi+aO8ip7kcx6HnrUvwWrt/SHe8mYBz21+UZ32WMplL4QgC0K/CII4ZAfTN2VTLES2ASQcjByoD42OQACQIL4NXqxG7bau4fTplhFvPb9EKliFOowHv55kYQE6lQuDIkQCA8p275L0Wx2HRMKm4SNmSglf/fBWDPhkkjl0VKjznAmS2ALroB9wQ3hz/pmT7eNFxUcg2GHUg8GS6y13FCuHfv59F+LKXzQJojQE0FReB4zh0C7ZnAxvNrjvgLPzHC/hmhLSfdbe0V1F8fKd7F8cY1KxMXhdwWCgAQFWuE8dKrG5gWJxDFFoEYzUMHGdPAiELoE9AApAgvBD/gQMR8+IKcbvgldV1zG4cZqsAVHi4lWHYnTMAANqvvoJFX3epluYyq98sLE1ZKhlbf3K9ZJvTCRYZ3l9mC6C1DIhFq230fdd0aadsSWn8AkK7AktL8flkaW3B+wOXAwD8bdnQMv0YsFnAzNYYyGeHPyvuG7xxsMtjAOCGSdfg70cuSMbCP7sVucecy9o0meoSmDmLvS+0DJYvWxawpaQUUf5COMAVq/jG+f1uv16TMOlQTS5gn4MEIEF4KWHTpiEg5SoAQPHatciZ0QQXoAvM1vITfIhnBWC7ceOg7NAB5pISaL/+Wvbr3d7ndid3sI1Z8bNgqaoCIL8LmA8JEa9hvNi4fsg8xyN9jtSC1+jMYADgONx2VV9gmRbH5uagYnER/nl9VwCAn1GogSdXOIBNAJuKhazsUZ1GSfbXjAV0pEf7IOTMvygZ6/rFDdAe/cYtazNpLwn9kOV0AVvbi5pKihHhL7wWV6wWQEOVl5SCMVZBx/Gy9oUmvA8SgAThxXRds0Z8Xp2WBu03zf/iM2uFLx1FSGizz9UYOKUS4bNnAwDyX1gC/d/Z8l+T45wEFAAsGr4IlmqrAJQ5DpLjOKg6dQIAGC9eqGe2a/49/t+S7cd3Pd7k9SR2CUM7jRIlOiG2VG1thCtXOIBoASyyZ0EvH7FcfL5o76I6O7jERrWDeZo0Yzbky1kw/bW52WsrKchFJS9vP2SbADSXlEJnEtzAZ6wld9Tbprv9ek3CqJMKYaoD6BOQACQIL4ZTKBD7mT0W6tLTzzS7Z7BZWwrA8y5gAAifNVN8/vd114F5KAbK1gvZ9gAcaiHKbAEEAFXnzgAAw/laWrPVw/iu47H22rXi9u7zu7Hsj2XNWlOJXhCAKqPwHshVFFxMgim212W8tfetkjmJGxLrLN6t6H8DKm+X9pJWfv0w/neyaa+nDUPJJZTznN3ypZRPAFrKysBbs42PeVnbUYuhGtWgGEBfgwQgQXg5/gP6o/fvv0nG8lesqGV2/VisLuCWEICcSoWYZfbYvMx+/RvVv9ed2F3A8mdC28rgGM+da/I5hsUMw+TYyeL256c/x7ht45r8+q07sQ4AwOuF8iRyvQ62GDhWXQ1LZaU4XtM9P2rrKKxJX4PaCBwwGZfnZ0nGxn46ADv3/ylsZP8KaC+6OLJ2/P/+CRVyWwCDgwFrxnWkQRB+OwMdfnQcaflsYIOuAnpwoiAgAegbkAAkiFaAMiICvffag99LNm9pco1A0QUcGuKWtTWWsBkzJNuZ8f1aZB2WKms7PA+UwrEJQH1OTrPO88qYVyTbRboiJG5IRML6BPyZ/2ejzmWymKAwMyjM8rqAuYAAMcHE0QrIcRzeGv+WZO5bf72Fy1W1t8yLiorB8fEfScYm/DhRqG24/gbgjcZ9lsLP/4wKjpfV9ckpFFCECH9r44OHOE/46hHnMQ+j11XCaO2HDACQwRJKeB8kAAmilaCMikKfQ/Yv+fNz70f1MddJDnVhywLmW8ACaCM+M0Oynbd0mcfX4KkkEMAuAA3NjHvkOM4pM9jGfT/dh4T1CY1KElE7VGGRSwhzHCdaAR3jAAHg6q5XY+/0vdKx/16N94++X+v5Boy9HZbA9rXuNywNb/DaKjQxqHCMfZPJNWtzAyepewIAIv0jpROOtGxXEKOuCgZmlwNytQUkvAsSgATRilC0ayexBObcMb3RnTXMogu4ZSyANhzFbOm2bciedodHry8KQJnLwACAX1xfgONgPH8epqL6W8LVhS0zWMnVbq1KWJ+AMkPtGaZVRuHeNbaPDsfJVggacGiHV+zcnznULxQ7bt8hGXs37V3c8U3tnwd+YRb0UYku96k5M7AsBOxCLf2FHWinz0cFz0NtsnYC0chVDFsQgBF6QVhdqb6Cl0zT7BO+mi/LdRuKSV8lsQBSEohvQAKQIFoZyqgoxCy3Z1FmDkhoVByYpcxaB7CFXMA2FO3aIS7dbsHUpacjIy7eYzGBohD2QDkcRUgINL17AwCqDh12yzmPzD6C9Dnp+Oqmr5wtSgBGbhmJA3mu++ieLxeSJzRWCyDn7w+O41zOdQc2C2BtxbBjAmPw4TUfSsYyijOQsD4BerOL2ok8D838vch/ovaYP27NBFh2LK91P64IPaHLeR4qqxDm1fJYAJVWC6DaoRj0xqgaP9yWhQAtFA9r0lXBbMvHUijA8SQNfAF6lwmiFRI2/Q6EzZolbp+7864GH2subZlC0K7gVCp02yR1fxW8KE/Lr5rYOqLY4rPkJmDoUABA1eH6LVONoUdoD+y+Yze+uvkrvDTyJcm++3++H3sv7HU65uUDLwOwu4DlLoWjEPsBO1sAbaR0TEH6nHRJpxAAGLpxKEwW11bumLB2Qs9j26MG/O+vC8LKZHA+OEd4XbQKuwCUzwVsu397W8fo6Gz8aekjnbg8VJbr14fZUAWTzQJI1j+fgQQgQbRSop/7p/i8Oi0Np0aNbtBxNjecLS6ppQkYMkTS/7hk8xZU7P2tjiPcg9njAlBIAKg65F4BaKNHSA/c1Osm/HX3X5LxR3Y+gud+e04y9lehMMdmAZS7JaDSoR9wfXx7y7cYEDFAMpb0SZLotq6TZVrc0+VH5/GXopxEIDvwAQCgmFdALcYAyuQCFmsBlmB2P6EW5lUdr8I0wzLnyW+6dm3LiVFfBZPF2hGGMoB9BhKABNFK4TgOcRknxW3zlSu4/PY7dR7DLBaYLgtZlsroaFnX1xh4tRpxx9Oh7NgBAHB+3jxRoMkBMxrFkiS8hwSg/xDBAqg/mSHrval4Fb675TvJ2Ndnv8aJohMo0ZXgVMkpcfzx+AcAAJy/zALQ2g+4ZhJIbWy5fgum9ZkmGUvenIwL5fUX0l43NwV7+rkok/RSFHDB7n7nLguJSEUKBZQ2F7BMFkBluE0AFmNItPBD4G/t3/hozlD01a2TTi49B+z5F2BuXGxvc9AUpdlrIVICiM9AApAgWjEcx6HvEbvF58q77+Liwn/UOt9UWAiYzYBSKbbo8hY4pRKxW7aK25eeXSxboWhzebn4XBEUJMs1aqKKtmeu5tw1s46ZzadrcFenDigzvp2BMdvG4LavbxPHkoKFsim8TEWgbShEC2DDE2CWpCzBgbukMYxTvpiCUl1pvceOu+MJGBedx1rTZOmONVcDH4wV3MIAqjgOep6D2uYClikG0NYNxVRSgl6hvQAAmcWZGNMnHHqoEaur0dVkz8vAixFinKLcBBYfEjOheZV8yUCEd0ECkCBaOby/P/r8eVDcLvvuO5Ru3+5yriE3FwCg6tTRKzP9VNHtEfv5Z+DUalTs3i0UijYa6z+wkdjiIPmgoBZ5HQxnz3rkOml3p9W5nzcIr63cMYBKawygqch1EkhtBKgCsG7yOsnY6G2jG5QopPIPRt973nXekZcmPi1WCF+BGpv7U64YwFCrBbC4BJ3adRLHF+1dhB+fFEI3knUurPfvDAGyXLi03YyOd+gC4oX/Fwh5IAFIEG0ARVAQev9mD/bPe3Yxqo8614vTHT8BAND06OmxtTUW//790WHVy+J2ZkIiLDpdHUc0HjET2kPuXxs9f7GXO2lqIe/GoOAVLnshA8CuabtgqRZeV9ldwNZwA1NBYaOPHRI9BH/NksY1Jm5oWJzcyF6RWDsxrdb9JbwCABBgEdyecpeBMZeUQGG9JgDsOLcDcTHBmDe6OwoQjkG6D5wP3jIdqKo/drI5FPh1sruAKQbQZyABSBBtBGVkJHrt/EXczpk+A8aCAsmcqj+F2nsBw4Z5dG2NJWTqVEmB5qxBSU0qel0bYgKIhzOh1Z07Q9VJsACdn3u/R3sh/3HnHxgQMQCz4mfh2OxjiAqIgkVn7YcsswtYGR0DALCUl8NcUVnPbGdUCpVTAexRW0c16Nj7RnVHrG4z7jM4h0ZMsywEAPhbBFHGy1QL0VYGxlRSAsYYJnWbJO47kHcAz00VXPGlCHJ2BwPAK90BfbnzuJswMAOU1o4wJAB9BxKABNGGUHXqhE5vviFunxk7DswgZD8ys1nMQPV2AQgAff86DL5dO3E7547p0H77XR1HNByxBmAL1EJ0LHtzYf6jHrtukDoIW67fgkXDF4k1/1i1VQDKbAFUtAsEb421NBUW1DPbNTzH49PrPxW3tXotNme4EEsuyEmdil2WwYjVbZY8VIGCZY03CEGAsrmArTGAsCYfObb0u//n+8U12ojVbcZY/evSk6zqDBjdawkHADAGi7nc7gImAegzkAAkiDZG8OTJ6PjKv8TtzMSBKPv5Z1QdPgxLeTk4lQp+8XEtuMKG0/fQn+iwcqW4fekf/0DhG282+7xiDKCHXcAAoIqJQeAYIe6rYvdu0SrbEthdwPL3Q1bFWN3A+flNPkd8RLxke9XBVWJR6/rISZ2K0yuniNuDuoSiazchJMJiEIpNy5UEwvv5gbNatM3FxRI3MAAxpjF71XXi2DkWg5XGGvU9V8qQuW+owCk1L7qAoaIYQF+BBCBBtEFCbrxR7DwBABcffwK5s+cAANQ9e7aqQO/Q225F+6efFreLPvgAGXHxdRxRP3YXcMt0Q+n8ht1Ke+7u2R7rflITS7W1HZ7MLmAAUMYIJX4MF+ov5VIXNWMar/viugb3P1YpeOSkTkVO6lRsnz8SJXqhMHMoE+6f95NHAAKAMjQUgBAHCADvTrAnqNhiGjmOk1gC/898PUbq3pKe6I0BgDtDByovw48xez9ksgD6DCQACaKN0uObrxE67Xan8XZjx7bAappHxNz70ON7qfu3OSLQLBbDDm3OspoMHxiIzu/asz4z4/u1yDos5RXCehxc7XKh7iZ0+DCcO9fsc7nKbk5Yn4BiXeOSJcoNQlydv7VGtJyvg1gKxvrZG9N5jGT/NZ9dIz53FIEXESU9kfY8sCIM2CXt+tJkCoV6iCQAfQ8SgATRhunw4ovo/N5/xG11bCzaL3iy5RbUDDQ9eqD3vj8kYxlx8TDm5TX6XLbkGFULFsMOmjBBsp0RF++xpBAblgpBACmCPCAAY2MBAIbsnGafS8ErnJJCAGDstrFIWJ8Ao7n+0kGOVle1TlA/fGBgs9dWG2ImsEM7uHeutv8IyK/Mx5HCI+K2owicrE91PuGvq4HTO5zHG0vaZpTzvF0AKkkA+gokAAmijRM0fjziMzMQn5mBnj/+0NLLaRbKsDBJ4WsAODP+6kaLQGPeJeF8HTq4bW1NIT4zQ7Kd2a8/rrz/vseubxYtgPIXw9b0EkoP6c+4p7gxz/FIn5OOLVO3OO0bvHEwcrQ5dR6/96JQNomzMPA6wQQopwVQaesHXGK3Uo7tMhbjuowTt2f/MBsni+zdfTJfFApZZ7KuGKp7z/mkm24H/v5f8xYWFosynqcyMD4ICUCCIFoVvL8/4jMzEPHQg+LYmfFX49Kzixt0PGMMxgsXAQCqjh1lWWNjqCkCL7/5Fkq/3O6Ra1sqrALQAxZAW0yq8fx5sQ2fOxgQOQB7p+91Gr9h+w34M7/2BJsSnWCJ83NoESyrBdDaecd0RdoN5e2r35ZsT/92OubvnC+sTaXAsWVCyZgrCHFdImbDjUJnk2UhwOlfhPhAY3XDF7bvHRQreKjEbijUCcRXIAFIEESrpP2TT6LrhvXitnb7dpR+/nm9x5kKCmApKwOUSmisbsmWJj4zQ9KbOW/xYlSnH5f9unYXsPwWQGVEBJQxMQBjqD5xwq3nDvULRfqcdNzU8ybJ+H0/3YeE9Qkuk2ye//15APb4P6hUsoofZWQkAMB0xbkbSs3Ell8v/CquO9hPhQfH9hD3xeo2Y41pSs1TCGy6TYgPXBkjCMJTP9e9KOvrUqRQQGP1msvdFYbwHrxeAK5cuRIjRoxAQEAAQq1ZVDXhOM7psXXrVpdzbRQXF2PmzJkIDg5GaGgo5s6diwrrr2GCIFoHgcOHo/0zz4jbec89j4JVq+o8Rp+VBQDQdO/uVdaO3v/bg7h0e7HrnGnTmlQ0uTF40gUMAP5JgwAA1YcPy3L+l0a9hF+n/+o0nrghUSICHd3DNgGoCAgQ6yPKgTJKSOYwXb7scn/NvseAfd2Lp8QjpYe9d/dLprtxp+G5+i+6eRqw8bbaO4kU/w1AEIB+BuH1IQHoO3i9ADQYDJg2bRoefvjhOud9/PHHyMvLEx8333xznfNnzpyJEydOYMeOHfj222/x66+/4oEHHnDjygmC8AQR992L3nvtX/rF6zfgzKRra52vyzoFAND06SP72hoLp1Khy/99KG6fGjoUZhl/mFpsBbE94AIGgIChQwEAlQcP1jOz6YT5hblsf5e4IRGfnPwEgOAetvGflNcAyJ8JrYyyWgBrEYABqoBa1w0AWx64CjOTu4rj+yz9XfcPrsmZX4ROIiaD875yoSZjkYK3WwADSAD6Cl4vAJcvX44FCxYgIaHuOk+hoaGIiYkRH35+tVe2z8jIwI8//og1a9YgOTkZo0aNwttvv42tW7fi0qVL7r4FgiBkRhkVhZ6/2NvgGXNzhaxaF64//SmrAOzb12PrawztRo9G6J0zxO1TQ4fJUifQYjDAUiXUAVRYW5XJTWBKCgCgat9+mEpK6pndPNLnpGPd5HWSsVf+fMWpZmB7Jgg/OeP/gPotgDbS56Rj7bVrJWMJ6xNwpfoKVt6SgG8fs7fAK0A4YnWbcXXQV/j21gxAWYd4eykK+EMab4h114EBKHZwAXuiKDjhHXi9AGwo8+fPR2RkJIYPH461a9fW+Q9z3759CA0NxVDrr1EAmDhxIniex4EDzmZ4giC8H3XnTog7Ji0NkhnfT2yFBwgJIGXffgsA8OvrfRZAGx2WLhV7BgPy1Am01UKEUgneQz2R1d27i8/Lf6onPs0NDIkegq9v/rrW/Ttu3yEmpHhKAFrKy2HR1d3SbVjMMOy+Y7dkbPyn4wEAAzqFSDqGAMDflyvx6OYjiK34SGxzV363i9f35+eBNdZ6g+mfAQDKeB4mjoOfGAMY4Hwc0SZpEwJwxYoV+PTTT7Fjxw7cdttteOSRR/D222/XOj8/Px/t27eXjCmVSoSHhyO/jjZFer0eZWVlkgdBEN4Dp1ajb00RmDgQJduEHrKl2+y9ZAMcfgB6I712/iLZPj3GvQW8HYthyxn75gjHcYh8RAjnyV+2zCMdULqHdMdvM35zGl977VrEBMbAYo2zlNsFzAcFib2G67MCAkCkfyReG/uaZMxmveQ4Dkuur/tHQcL/XcGf92QD178h3XHhoJAg8vlcAIL7FwA0BqE9HbmAfYcWEYDPPvusy8QNx0dmZmaDz/fCCy9g5MiRSEpKwqJFi/DMM89g9erVbl/3qlWrEBISIj66dOni9msQBNE8eLUa8ZkZCByRIo7lL12KjLh45C9bJgxwnOwWH3fgWCLGVFjo1tg5k7Ugsa0+nacImzVLfJ6/bLlHrhmiCUH6nHQcmnUIn93wGY7NPoZhMcMAwGMWQI7joLQaHkyFhQ06ZlLsJKc6h+8cEeL+7hvV3ckSWJNp7+9D7GfRKHiw9qzrIoUg/AJMVgFILmCfoUUE4MKFC5GRkVHno0ePHvWfqBaSk5Nx4cIF6PV6l/tjYmJQWOMP0GQyobi4GDExMbWed/HixdBqteLj/PmGNSEnCMLzdF27Fl3WrHG5zzFpxNuJO2n/8s6dPQflu3fXMbvhmIuEciSKCM8KQGW4/Xql27bBYnCRnCATGoUGfcP7SiyelkpbJrT8PwhsnWeMebV7mmoyIHKAZPuDYx9ILIG23sY5qVMl5WIcSX7rKM7NOeRy31J2GwAgyCL0B6cYQN+hRQRgVFQU4uLi6nyom1GeIS0tDWFhYdBoXDf2TklJQWlpKQ47lCLYtWsXLBYLkpOTaz2vRqNBcHCw5EEQhPfSbtRI9DkojeuNWb5crMnWGuB4Hr3+Z+/2cOHhR2DWapt9XmO+tR1ejOe7ofT+3e6SzUocWG9MnJzYLIAKD1iElVYDgym/cZ1rXGUHJ6xPwPoT6yVji6fEIyd1Kk6vdK4TOPaDU9A+cdY+ENQRh+7JxmleSAAKNAlygGIAfQevjwHMzc1FWloacnNzYTabkZaWhrS0NLFm3zfffIM1a9bg+PHjOHPmDN577z28/PLLeOyxx8RzHDx4EHFxcbh4Uaj+Hx8fj8mTJ2PevHk4ePAgfv/9dzz66KOYMWMGOnpBZwCCINyHIjhYbIUXn5mBsOl3tPSSGo0quj2in7PXfTuVfBVMRUV1HFE/pgLBCqWM8Xw/ZGVEBNovWiRuZw1KgqUWj43c2Mrs8IHyl8JRdekMADDkNt575Kr38auHXnV9HQWP0yunYHJ/qUdr4L8OYKTmC+CZbGBhBm5/fx84pXD/ftZOIBQD6Dt4vQBcsmQJkpKSsHTpUlRUVCApKQlJSUk4dEgwZ6tUKrz77rtISUnBoEGD8MEHH+D111/H0qVLxXNUVVUhKysLRqO9QfimTZsQFxeHCRMm4LrrrsOoUaPw4YcfOl2fIAjCGwi/exY6v2/vB3t65ChUH296Rw3jJcEKpYr2vAAEgIh775FsZw0cBGaxeHwdnooBBAB1124AAMP53EYfa+t9fGiW1JWbsD4BOpOzBVWl4PH+3UNw8LkJkvGLWh1iV+zD7iwhDIpTCAJQZRBee4oB9B28XgCuW7cOjDGnx7hx4wAAkydPxpEjR1BeXo6KigqkpaXhwQcfBM/bb23cuHFgjCHWoe1TeHg4Nm/ejPLycmi1WqxduxbtZM4CIwiCaA5B48ah05tvits5t9+OjLh46DIyaj+oFgznzgEA1F271jNTPuIzM6Tlbvr190hmsCOWSqEWotxZwACg7ia81sZzjReANjQKDR4d9KhkbNimYUi/7OwmBoD2QX7Iemmy0/i9Hwt9knml0A5QqRdMgBQD6Dt4vQAkCIIg7ARPvhbRLzwvGcu+5VZkxMXj1KjR0J8+Xe85mMkEgzWJzbE2X0vQa+cvCHHo3JQZ3w9Ga7iOJ7CILmBPWACtAjAvr1lxjw8OfBAahTTG/a7v78LT/3saZYYyaPXSGFGNUoGc1Kkuz6UMygQYA68TPGR8AMUA+gokAAmCIFoZ4TNnou/RNKdx85Ur+PuGG3Fu1t11Hm+8cAEwmcD5+UHZQi5gRzqmSvs3n5kwEecfqrv9p7sQXcAeyAJWREQIRbcZEy2wTeXQrEN44aoXJGM/5vyIkVtGYtTWUUhYn4B3095FlbFK3J+TOhV9ou2WTk4pCEWlGeCs7ncSgL4DCUCCIIhWCK/RID4zA3EnjgO89F951aFDtbbCA4DK/fsBAEynA8d7x9dAfGYGOv37LXG7Ys8eZMTFy35dmwXQE1nAHMdBYy1xZjh7tp7Z9XNH3zvw4TW1x66/f/R9JG9OlnwOfl4wFjmpU7F9/kg8f4dQgkdjD4+nGEAfwjv+8gmCIIgmwSkUiD95AvGZGeh7WJogkBnfD2YXHYt0J4WYQWUddU9bguBJkyQlYgDILgLtFkDPxIBrevcGAOgyGt7soC5SOqYgfU463hz3Zq1zEjckIrNYer1BXULx5hGh04itDRynUoFTKt2yLsL7IQFIEATRRuADAyXdQwDg1PBkVP35p2Ss9FOhJV7Uk094bG0NRRkRgbjj0oSGjLh4MLNZluuZPZgFDAB+CUJh5+p010kbTWVCtwlIn5OO9DnpLlvfTftmGp759Rlx+8vTX4rPR0cMBwBw5P71KUgAEgRBtDHiMzMAh24X5+6ejZy7ZgIAqhwK4AeOGOHxtTUETql0ErKZ/Qe4vWuIpboarEqIkVOEhbn13LURMGQIAKD68GGxBqG7CdGEYP9d+7F+srRQ9A/ZPyBhfQIS1idgyR9LxPF/Ji4EQO5fX4MEIEEQRBskPuMkgm+8Qdyu/usvZMTF49xMey9elbU3rbdSUwRmJQ6EMb/hbdTqw3RFaIfH+fl5zAWs7tEDnFoNZjSieMMG2a4TqArE4OjB2HH7jjrnBamCwKqtpXBIAPoUJAAJgiDaKJ1eeQU9d/zscp9jezlvpmatwDPjxsNcUemWc5suXwYAKCMjJf2B5YTjOAQMGwYAuPLvt2W/XkxgjMtWcjb2ztgLS3U1ABKAvgYJQIIgiDaMuksXxGdmoMtHa8Sxjq+9ClW0d1v/HOm18xdEL7GXPDk1dKhbzmsqtArAqCi3nK+hRMybJz6vGZ8pF7b4wIMzD+KxpMew9fqtSJ+TDgWvgKVKEIActYHzKSjdhyAIwgdoN3Kkk0u1NRF+113QZ2Si9L//BSAkhjT3fkQLoIcFYEDycPH5ubtne/R98Vf644HEByRjdgsgJYH4EmQBJAiCIFoFHV5cIdk+O/X6Zp2vpQQgx3HgVCpxW65kkIZiqbJmQpML2KcgAUgQBEG0GuIzM8T6hYazZ5E9fXqTz2XI/hsAoOrS2S1rawx9jx0Vnxe8+JLHr+8IoxhAn4QEIEEQBNGq6LV7l/hcd/QYMuLiYbhwodHn0WWdAgD4xcW5bW0NheM4dNv4CQBA+9VXODPpWo+vwQbFAPomJAAJgiCIVgXHcU7Fos9OvAYZcfENLhNjqayEMTcXAKDp08fta2wIAUOHot24cQAAY26uR1rfuYJiAH0TEoAEQRBEq4NTKhF38gQUUZGS8TPjxqPE2umkLvRnzgAAFFGRUIaHy7LGhtD53Xck2xnx/Wrt4SwXYjs86gTiU5AAJAiCIFolHM+jz969iMs4KRnPX7IUBa+sBjMaaz1Wl5UFAPDr01fWNdYHp1Ag7sRx+wBjyIzv59E12ApiKyMj65lJtCVIABIEQRCtGo7jEJ+ZgditW8Sx4rVrkZmQKGb61qTqz0MAWs796winUCDOISkEsPY/9pAl0FRYCABQenlnGMK9kAAkCIIg2gT+gwYh7thRBE+dKo6dHj0Gha+9JpnHjEaUffMNACBg6BCPrrE2OLUavX/bKxnLjO8HZrHIfm0SgL4JCUCCIAiizcCp1ej02quInD9fHCv6vzUSi9r5Bx8S9wWOGOHxNdaGMjLSyZ2d2a+/rJZAZjbbXcDtPVsPkWhZSAASBEEQbY6oxx5Ft00bJWOZ8f2QERePyj/+AADEvLjC62rf2dzZYXfdJY7JGRNoKioCLBaA56GMiJDtOoT3QQKQIAiCaJMEDBmCuPRjte4Pve02D66mccQ49D4GhJhAi07n9uuI/ZAjI8EpFG4/P+G9kAAkCIIg2iycSoX4zAz0+OF7yXjcsaPgeO/+CqzZIzhrUBKYweDWa1D8n+/i3Z9+giAIgnADmu7dEZ+ZIT44tbqll9QgaorAzMSBYgkbd0AC0HchAUgQBEEQXkx8ZgZili0Vt7Nvuhmln33mlnPbBSAlgPgaJAAJgiAIwssJmzEDXT9eK27nPf+CW1rHmS6TBdBXIQFIEARBEK2AwJQU9P79N8lYc0Wg0WYBjCILoK9BApAgCIIgWgnKiAj0/OUXyVhGXDwsTUwOMeaeBwCoYmKavTaidUECkCAIgiBaEerOndD3aJpkLCtxIPKWLmvUeUxFRTBkZwMA/AYMcNPqiNYCCUCCIAiCaGXwGo1T/+DSbduQERePjLh4GHJz6z2HYz9kZViYLOskvBcSgARBEATRCuHUasRnZiBqwQKnfWcnXYuMuHhov/661tqBVX/+CQAIGDZM1nUS3gkJQIIgCIJoxUQ++AD6HjsKZccOTvsuPbMImYkDUbl/v2TcYjCgZNMmAEBA8nCPrJPwLrxeAK5cuRIjRoxAQEAAQkNDnfavW7cOHMe5fBRas5tcERsb6zQ/NTVVxjshCIIgCHng1Wr03rUL8ZkZ6FvDNQwAuffci4y4eJgrKgAIMYM2AkeM9Ng6Ce9B2dILqA+DwYBp06YhJSUFH330kdP+6dOnY/LkyZKxe+65BzqdDu3rqWu0YsUKzJs3T9wOCgpyz6IJgiAIooXgra5hZrHgzPirYSooEPedGip196q6dYWiXaCnl0h4AV4vAJcvXw5AsPS5wt/fH/7+/uL25cuXsWvXLpdisSZBQUGIodR3giAIog3C8Tx6/28PTCUlOJ0ywuWcXj/95OFVEd6C17uAG8uGDRsQEBCA22+/vd65qampiIiIQFJSElavXg2TyVTnfL1ej7KyMsmDIAiCILwZZVgY4jMz0OfAfvgNTAQAdPr3W059hgnfwustgI3lo48+wl133SWxCrri8ccfx+DBgxEeHo4//vgDixcvRl5eHl5//fVaj1m1apVokSQIgiCI1oQiJATdt21r6WUQXkKLWACfffbZWhM3bI/MzMxGn3ffvn3IyMjA3Llz65371FNPYdy4cUhMTMRDDz2E1157DW+//Tb0en2txyxevBharVZ8nD9/vtFrJAiCIAiCaGlaxAK4cOFC3HPPPXXO6dGjR6PPu2bNGgwaNAhDhgxp9LHJyckwmUzIyclB3759Xc7RaDTQaDSNPjdBEARBEIQ30SICMCoqClFubjxdUVGBTz/9FKtWrWrS8WlpaeB5vt7MYYIgCIIgiNaO18cA5ubmori4GLm5uTCbzUhLSwMA9OrVC+3atRPnbdu2DSaTCbNmzXI6x8GDBzF79mzs3LkTnTp1wr59+3DgwAGMHz8eQUFB2LdvHxYsWIBZs2YhjNrhEARBEATRxvF6AbhkyRKsX79e3E5KSgIA7N69G+PGjRPHP/roI9x6660ui0VXVVUhKysLRqMRgODK3bp1K5YtWwa9Xo/u3btjwYIFeOqpp2S9F4IgCIIgCG+AY4yxll5Ea6WsrAwhISHQarUIDg5u6eUQBEEQBNEA6Pu7DdYBJAiCIAiCIOqGBCBBEARBEISPQQKQIAiCIAjCxyABSBAEQRAE4WOQACQIgiAIgvAxSAASBEEQBEH4GCQACYIgCIIgfAyvLwTtzdhKKJaVlbXwSgiCIAiCaCi2721fLoVMArAZlJeXAwC6dOnSwishCIIgCKKxlJeXIyQkpKWX0SJQJ5BmYLFYcOnSJQQFBYHjOLeeu6ysDF26dMH58+d9qkq5r9434Lv37qv3DdC9++K9++p9A95174wxlJeXo2PHjuB534yGIwtgM+B5Hp07d5b1GsHBwS3+h9IS+Op9A75777563wDduy/eu6/eN+A99+6rlj8bvil7CYIgCIIgfBgSgARBEARBED4GCUAvRaPRYOnSpdBoNC29FI/iq/cN+O69++p9A3TvvnjvvnrfgG/fuzdCSSAEQRAEQRA+BlkACYIgCIIgfAwSgARBEARBED4GCUCCIAiCIAgfgwQgQRAEQRCEj0EC0At59913ERsbCz8/PyQnJ+PgwYMtvaRmsWrVKgwbNgxBQUFo3749br75ZmRlZUnmjBs3DhzHSR4PPfSQZE5ubi6mTp2KgIAAtG/fHk8//TRMJpMnb6XRLFu2zOm+4uLixP06nQ7z589HREQE2rVrh9tuuw0FBQWSc7TG+46NjXW6b47jMH/+fABt6/3+9ddfccMNN6Bjx47gOA7bt2+X7GeMYcmSJejQoQP8/f0xceJEnD59WjKnuLgYM2fORHBwMEJDQzF37lxUVFRI5hw7dgyjR4+Gn58funTpgldeeUXuW6uXuu7daDRi0aJFSEhIQGBgIDp27IjZs2fj0qVLknO4+qykpqZK5njbvdf3nt9zzz1O9zR58mTJnLb4ngNw+XfPcRxWr14tzmmN73mbhBFexdatW5larWZr165lJ06cYPPmzWOhoaGsoKCgpZfWZK699lr28ccfs+PHj7O0tDR23XXXsa5du7KKigpxztixY9m8efNYXl6e+NBqteJ+k8nEBgwYwCZOnMiOHDnCvv/+exYZGckWL17cErfUYJYuXcr69+8vua/Lly+L+x966CHWpUsXtnPnTnbo0CF21VVXsREjRoj7W+t9FxYWSu55x44dDADbvXs3Y6xtvd/ff/89e+6559gXX3zBALAvv/xSsj81NZWFhISw7du3s6NHj7Ibb7yRde/enVVXV4tzJk+ezAYOHMj279/P9u7dy3r16sXuvPNOcb9Wq2XR0dFs5syZ7Pjx42zLli3M39+fffDBB566TZfUde+lpaVs4sSJbNu2bSwzM5Pt27ePDR8+nA0ZMkRyjm7durEVK1ZIPguO/xu88d7re8/nzJnDJk+eLLmn4uJiyZy2+J4zxiT3nJeXx9auXcs4jmNnz54V57TG97wtQgLQyxg+fDibP3++uG02m1nHjh3ZqlWrWnBV7qWwsJABYP/73//EsbFjx7Innnii1mO+//57xvM8y8/PF8fee+89FhwczPR6vZzLbRZLly5lAwcOdLmvtLSUqVQq9t///lccy8jIYADYvn37GGOt975r8sQTT7CePXsyi8XCGGu773fNL0SLxcJiYmLY6tWrxbHS0lKm0WjYli1bGGOMnTx5kgFgf/75pzjnhx9+YBzHsYsXLzLGGPvPf/7DwsLCJPe+aNEi1rdvX5nvqOG4EgM1OXjwIAPAzp07J45169aNvfHGG7Ue4+33XpsAvOmmm2o9xpfe85tuuoldffXVkrHW/p63FcgF7EUYDAYcPnwYEydOFMd4nsfEiROxb9++FlyZe9FqtQCA8PBwyfimTZsQGRmJAQMGYPHixaiqqhL37du3DwkJCYiOjhbHrr32WpSVleHEiROeWXgTOX36NDp27IgePXpg5syZyM3NBQAcPnwYRqNR8n7HxcWha9eu4vvdmu/bhsFgwMaNG3HfffeB4zhxvK2+345kZ2cjPz9f8h6HhIQgOTlZ8h6HhoZi6NCh4pyJEyeC53kcOHBAnDNmzBio1WpxzrXXXousrCyUlJR46G6aj1arBcdxCA0NlYynpqYiIiICSUlJWL16tcTV31rvfc+ePWjfvj369u2Lhx9+GEVFReI+X3nPCwoK8N1332Hu3LlO+9rie97aULb0Agg7V65cgdlslnzpAUB0dDQyMzNbaFXuxWKx4Mknn8TIkSMxYMAAcfyuu+5Ct27d0LFjRxw7dgyLFi1CVlYWvvjiCwBAfn6+y9fFts9bSU5Oxrp169C3b1/k5eVh+fLlGD16NI4fP478/Hyo1WqnL8Po6GjxnlrrfTuyfft2lJaW4p577hHH2ur7XRPbWl3di+N73L59e8l+pVKJ8PBwyZzu3bs7ncO2LywsTJb1uxOdTodFixbhzjvvRHBwsDj++OOPY/DgwQgPD8cff/yBxYsXIy8vD6+//jqA1nnvkydPxq233oru3bvj7Nmz+Oc//4kpU6Zg3759UCgUPvOer1+/HkFBQbj11lsl423xPW+NkAAkPMr8+fNx/Phx/Pbbb5LxBx54QHyekJCADh06YMKECTh79ix69uzp6WW6jSlTpojPExMTkZycjG7duuHTTz+Fv79/C67Mc3z00UeYMmUKOnbsKI611febcI3RaMQdd9wBxhjee+89yb6nnnpKfJ6YmAi1Wo0HH3wQq1atarUtw2bMmCE+T0hIQGJiInr27Ik9e/ZgwoQJLbgyz7J27VrMnDkTfn5+kvG2+J63RsgF7EVERkZCoVA4ZYEWFBQgJiamhVblPh599FF8++232L17Nzp37lzn3OTkZADAmTNnAAAxMTEuXxfbvtZCaGgo+vTpgzNnziAmJgYGgwGlpaWSOY7vd2u/73PnzuGXX37B/fffX+e8tvp+29Za1990TEwMCgsLJftNJhOKi4vbxOfAJv7OnTuHHTt2SKx/rkhOTobJZEJOTg6A1n3vNnr06IHIyEjJ57stv+cAsHfvXmRlZdX7tw+0zfe8NUAC0ItQq9UYMmQIdu7cKY5ZLBbs3LkTKSkpLbiy5sEYw6OPPoovv/wSu3btcjLtuyItLQ0A0KFDBwBASkoK0tPTJf80bV8m/fr1k2XdclBRUYGzZ8+iQ4cOGDJkCFQqleT9zsrKQm5urvh+t/b7/vjjj9G+fXtMnTq1znlt9f3u3r07YmJiJO9xWVkZDhw4IHmPS0tLcfjwYXHOrl27YLFYRGGckpKCX3/9FUajUZyzY8cO9O3b16vdYTbxd/r0afzyyy+IiIio95i0tDTwPC+6SFvrvTty4cIFFBUVST7fbfU9t/HRRx9hyJAhGDhwYL1z2+J73ipo6SwUQsrWrVuZRqNh69atYydPnmQPPPAACw0NlWRDtjYefvhhFhISwvbs2SNJ+6+qqmKMMXbmzBm2YsUKdujQIZadnc2++uor1qNHDzZmzBjxHLayIJMmTWJpaWnsxx9/ZFFRUV5ZFsSRhQsXsj179rDs7Gz2+++/s4kTJ7LIyEhWWFjIGBPKwHTt2pXt2rWLHTp0iKWkpLCUlBTx+NZ634wJGexdu3ZlixYtkoy3tfe7vLycHTlyhB05coQBYK+//jo7cuSImOmamprKQkND2VdffcWOHTvGbrrpJpdlYJKSktiBAwfYb7/9xnr37i0pCVJaWsqio6PZ3XffzY4fP862bt3KAgICWrwsRl33bjAY2I033sg6d+7M0tLSJH/7tuzOP/74g73xxhssLS2NnT17lm3cuJFFRUWx2bNni9fwxnuv677Ly8vZP/7xD7Zv3z6WnZ3NfvnlFzZ48GDWu3dvptPpxHO0xffchlarZQEBAey9995zOr61vudtERKAXsjbb7/NunbtytRqNRs+fDjbv39/Sy+pWQBw+fj4448ZY4zl5uayMWPGsPDwcKbRaFivXr3Y008/LakLxxhjOTk5bMqUKczf359FRkayhQsXMqPR2AJ31HCmT5/OOnTowNRqNevUqRObPn06O3PmjLi/urqaPfLIIywsLIwFBASwW265heXl5UnO0RrvmzHGfvrpJwaAZWVlScbb2vu9e/dul5/vOXPmMMaEUjAvvPACi46OZhqNhk2YMMHpNSkqKmJ33nkna9euHQsODmb33nsvKy8vl8w5evQoGzVqFNNoNKxTp04sNTXVU7dYK3Xde3Z2dq1/+7Z6kIcPH2bJycksJCSE+fn5sfj4ePbyyy9LhBJj3nfvdd13VVUVmzRpEouKimIqlYp169aNzZs3z+lHfFt8z2188MEHzN/fn5WWljod31rf87YIxxhjspoYCYIgCIIgCK+CYgAJgiAIgiB8DBKABEEQBEEQPgYJQIIgCIIgCB+DBCBBEARBEISPQQKQIAiCIAjCxyABSBAEQRAE4WOQACQIgiAIgvAxSAASBEEQBEH4GCQACYIgCIIgfAwSgARBEARBED4GCUCCIAiCIAgfgwQgQRAEQRCEj0ECkCAIgiAIwscgAUgQBEEQBOFjkAAkCIIgCILwMUgAEgRBEARB+BgkAAmCIAiCIHwMEoAEQRAEQRA+BglAgiAIgiAIH4MEIEEQBEEQhI9BApAgCIIgCMLHIAFIEARBEAThY5AAJAiCIAiC8DFIABIEQRAEQfgYJAAJgiAIgiB8DBKABEEQBEEQPgYJQIIgCIIgCB+DBCBBEARBEISPQQKQIAiCIAjCxyABSBAEQRAE4WOQACQIgiAIgvAx/h9GiJiJryC0TwAAAABJRU5ErkJggg==",
      "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_1250/2462745787.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  358.605591   0.099989  0.099921  0.003699           1.0   \n",
      "1     22  358.715591   0.100539  0.100417  0.002133           1.0   \n",
      "2     22  358.915491   0.101538  0.101427  0.002140           1.0   \n",
      "3      6  359.115391   0.102538  0.102407  0.002177           1.0   \n",
      "4     22  359.315291   0.103537  0.103427  0.002212           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range   Rcmp/Ohm  \n",
      "0  0.000000e+00       39  15.299999  \n",
      "1  2.532859e-07       39  15.299994  \n",
      "2  7.365883e-07       39  15.299994  \n",
      "3  1.224568e-06       39  15.299994  \n",
      "4  1.713402e-06       39  15.299994  \n",
      "B\n",
      "/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat2/after_1730mV/2025-05-26 CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250526_003_#8_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": "2f837dc6b23c48039d067ac172e53cff",
       "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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      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1250/2462745787.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  370.718991   0.099989  0.099803  0.005760           1.0   \n",
      "1     22  370.828991   0.100539  0.100368  0.006302           1.0   \n",
      "2     22  371.028891   0.101538  0.101358  0.006473           1.0   \n",
      "3      6  371.228791   0.102538  0.102354  0.006435           1.0   \n",
      "4     22  371.428691   0.103537  0.103376  0.006405           1.0   \n",
      "\n",
      "       (Q-Qo)/C  I Range   Rcmp/Ohm  \n",
      "0  0.000000e+00       39  14.449999  \n",
      "1  7.197711e-07       39  14.449994  \n",
      "2  2.047481e-06       39  14.449995  \n",
      "3  3.383865e-06       39  14.449994  \n",
      "4  4.713149e-06       39  14.449995  \n",
      "B\n"
     ]
    },
    {
     "data": {
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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",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.099924</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.000260</td>\n",
       "      <td>4.923312</td>\n",
       "      <td>-0.625104</td>\n",
       "      <td>2.939369</td>\n",
       "      <td>-0.486929</td>\n",
       "      <td>1.144349</td>\n",
       "      <td>1.731559</td>\n",
       "      <td>-1.723360</td>\n",
       "      <td>14.992070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.02</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.100020</td>\n",
       "      <td>0.000547</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>4.932580</td>\n",
       "      <td>-0.619713</td>\n",
       "      <td>2.939917</td>\n",
       "      <td>-0.480176</td>\n",
       "      <td>1.140539</td>\n",
       "      <td>1.731567</td>\n",
       "      <td>-1.723977</td>\n",
       "      <td>14.992365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.04</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.100117</td>\n",
       "      <td>0.000791</td>\n",
       "      <td>0.000676</td>\n",
       "      <td>4.927524</td>\n",
       "      <td>-0.622455</td>\n",
       "      <td>2.943268</td>\n",
       "      <td>-0.486154</td>\n",
       "      <td>1.141265</td>\n",
       "      <td>1.729642</td>\n",
       "      <td>-1.723345</td>\n",
       "      <td>14.992320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.06</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.100213</td>\n",
       "      <td>0.001035</td>\n",
       "      <td>0.000884</td>\n",
       "      <td>4.924955</td>\n",
       "      <td>-0.616662</td>\n",
       "      <td>2.941620</td>\n",
       "      <td>-0.482544</td>\n",
       "      <td>1.135831</td>\n",
       "      <td>1.726556</td>\n",
       "      <td>-1.723690</td>\n",
       "      <td>14.990759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>0.08</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.100310</td>\n",
       "      <td>0.001278</td>\n",
       "      <td>0.001093</td>\n",
       "      <td>4.925747</td>\n",
       "      <td>-0.615636</td>\n",
       "      <td>2.944873</td>\n",
       "      <td>-0.485316</td>\n",
       "      <td>1.133350</td>\n",
       "      <td>1.723457</td>\n",
       "      <td>-1.722532</td>\n",
       "      <td>14.990894</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>CL20250526_003_#8_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>0.100412</td>\n",
       "      <td>0.001008</td>\n",
       "      <td>0.000862</td>\n",
       "      <td>7.546570</td>\n",
       "      <td>3.197918</td>\n",
       "      <td>6.212875</td>\n",
       "      <td>1.572791</td>\n",
       "      <td>4.262330</td>\n",
       "      <td>3.549403</td>\n",
       "      <td>1.454379</td>\n",
       "      <td>16.032159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.46</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100315</td>\n",
       "      <td>0.001019</td>\n",
       "      <td>0.000871</td>\n",
       "      <td>7.550382</td>\n",
       "      <td>3.194811</td>\n",
       "      <td>6.219506</td>\n",
       "      <td>1.577494</td>\n",
       "      <td>4.266382</td>\n",
       "      <td>3.544913</td>\n",
       "      <td>1.459188</td>\n",
       "      <td>16.032951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.48</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100219</td>\n",
       "      <td>0.001030</td>\n",
       "      <td>0.000881</td>\n",
       "      <td>7.557804</td>\n",
       "      <td>3.199158</td>\n",
       "      <td>6.225163</td>\n",
       "      <td>1.579366</td>\n",
       "      <td>4.267015</td>\n",
       "      <td>3.541971</td>\n",
       "      <td>1.462571</td>\n",
       "      <td>16.031118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.100122</td>\n",
       "      <td>0.001041</td>\n",
       "      <td>0.000890</td>\n",
       "      <td>7.567156</td>\n",
       "      <td>3.196689</td>\n",
       "      <td>6.229641</td>\n",
       "      <td>1.586199</td>\n",
       "      <td>4.273473</td>\n",
       "      <td>3.541485</td>\n",
       "      <td>1.467600</td>\n",
       "      <td>16.031948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>1300.52</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.099978</td>\n",
       "      <td>0.000536</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>7.568002</td>\n",
       "      <td>3.202264</td>\n",
       "      <td>6.229559</td>\n",
       "      <td>1.583233</td>\n",
       "      <td>4.278174</td>\n",
       "      <td>3.540308</td>\n",
       "      <td>1.474369</td>\n",
       "      <td>16.031028</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195081 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    time (s)  cycle  \\\n",
       "fname                                                                 \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.00    1.0   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.02    1.0   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.04    1.0   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.06    1.0   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.08    1.0   \n",
       "...                                                      ...    ...   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...   1300.44    5.0   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...   1300.46    5.0   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...   1300.48    5.0   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...   1300.50    5.0   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...   1300.52    5.0   \n",
       "\n",
       "                                                    potential (V)  \\\n",
       "fname                                                               \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.099924   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100020   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100117   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100213   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100310   \n",
       "...                                                           ...   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100412   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100315   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100219   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.100122   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.099978   \n",
       "\n",
       "                                                    current (mA)  \\\n",
       "fname                                                              \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.000304   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.000547   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.000791   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.001035   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.001278   \n",
       "...                                                          ...   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.001008   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.001019   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.001030   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.001041   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...      0.000536   \n",
       "\n",
       "                                                    current density (mAcm-2)  \\\n",
       "fname                                                                          \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000260   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000468   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000676   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000884   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.001093   \n",
       "...                                                                      ...   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000862   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000871   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000881   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000890   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...                  0.000458   \n",
       "\n",
       "                                                    df/n 3 (Hz)  dG/n 3 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.923312    -0.625104   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.932580    -0.619713   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.927524    -0.622455   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.924955    -0.616662   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.925747    -0.615636   \n",
       "...                                                         ...          ...   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     7.546570     3.197918   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     7.550382     3.194811   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     7.557804     3.199158   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     7.567156     3.196689   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     7.568002     3.202264   \n",
       "\n",
       "                                                    df/n 5 (Hz)  dG/n 5 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     2.939369    -0.486929   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     2.939917    -0.480176   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     2.943268    -0.486154   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     2.941620    -0.482544   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     2.944873    -0.485316   \n",
       "...                                                         ...          ...   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     6.212875     1.572791   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     6.219506     1.577494   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     6.225163     1.579366   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     6.229641     1.586199   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     6.229559     1.583233   \n",
       "\n",
       "                                                    df/n 7 (Hz)  dG/n 7 (Hz)  \\\n",
       "fname                                                                          \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.144349     1.731559   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.140539     1.731567   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.141265     1.729642   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.135831     1.726556   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.133350     1.723457   \n",
       "...                                                         ...          ...   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.262330     3.549403   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.266382     3.544913   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.267015     3.541971   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.273473     3.541485   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     4.278174     3.540308   \n",
       "\n",
       "                                                    df/n 9 (Hz)  dG/n 9 (Hz)  \n",
       "fname                                                                         \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    -1.723360    14.992070  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    -1.723977    14.992365  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    -1.723345    14.992320  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    -1.723690    14.990759  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    -1.722532    14.990894  \n",
       "...                                                         ...          ...  \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.454379    16.032159  \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.459188    16.032951  \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.462571    16.031118  \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.467600    16.031948  \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...     1.474369    16.031028  \n",
       "\n",
       "[195081 rows x 13 columns]"
      ]
     },
     "execution_count": 39,
     "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) -> tuple[np.ndarray[float], np.ndarray[float], np.ndarray[float]]:\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) -> 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])-> 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": 40,
   "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_1250/3386832369.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_1250/3386832369.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_1250/3386832369.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_1250/3386832369.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_1250/3386832369.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_1250/3386832369.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": "90b537a4c81d436393b0b68893a4b87f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\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=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\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.savefig(fname=f\"result_{n_cycle}.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9b3ec04",
   "metadata": {},
   "source": [
    "## Make a Differential Tafel Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "21b39074",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9d05f9d6e95f4a4a802109f147415673",
       "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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HgxixcvZvDgwWzfvr1W+xRCCCEayoUrthF6aPNGVND/9re/MXr06Osq6AAJCQkkJCRU+V55kS4XGRmJoijXtU8hhBCioWReKQEgxAVPWoNa3vq1NoVVCCGEEP+VeXXKPSSgERV0IYQQQjimfIQeGuDtkuPVasr9yJEjhIWFOTsWIYQQwi2Umi1cKrbdzc1VI/RaFfTAwECKiooqtNXHjViEEEIId5R5dUGct1aDv6FWpfa6VTvlfvr0aUaNGoWvry8BAQEEBgYSGBhI8+bNCQwMdElwQgghRFNkX+EeYEClqsd7vtag2o8N48ePR1EU1qxZQ3BwsMsCEkIIIZq6rHxbQXfVdDvUUND379/P7t276dq1q8uCEUIIIdxB+QjdlQW92in3AQMG8Ouvv7osECGEEMJduPoadKhhhP7ee+8xffp0zp07R8+ePSvdCP6PD28RQgghhM3vz6G7SrUFPScnh1OnTlW4L7pKpUJRFFQqFRaLxSUBCiGEEE1Npv0cumuuQYcaCvrDDz9Mnz59+Oyzz2RRnBBCCOGAzMY0Qj979iybN2+mU6dOLgtGCCGEaOrMFis5ha697SvUsCjutttuY//+/S4LRAghhHAH2QVGFAW0GhUtfHQuO261I/S77rqLp556ioMHD9KrV69Ki+LuvvtupwcnhBBCNDXlK9yD/Q2o1a47XV1tQZ8+fToA8+fPr/SeLIoTQgghqma/Bt2Fl6xBDQXdarW6Mg4hhBDCLZy7ZBuhhzV33Qp3kMenCiGEEPXq3GVbQW8b2EgK+hNPPMHy5csrta9YsYIZM2Y4MyYhhBCiySofobdpLAX9iy++4MYbb6zUHhMTw8aNG50alBBCCNFUlY/Q2zSWKfe8vDwCAgIqtfv7+5Obm+vUoIQQQoimqnyE3mim3Dt16kRKSkql9v/93/+lQ4cOTg1KCCGEaIqulJgpMJYBrl8UV+0q98TERBISEsjJyeG2224DIC0tjSVLlrBs2TJXxSeEEEI0GeWj8xa+Onx01ZZYp6jxXu5Go5FXXnmFBQsWABAZGcmqVauYOHGiywIUQgghmoqGOn8ONRR0gEcffZRHH32UnJwcvL29adasGQAXL16kRYsWLglQCCGEaCp+u1QMNExBr9V16K1ataJZs2Zs27aN0aNH06ZNmzodbOXKlURGRmIwGBg0aBA7d+6ssf+GDRvo1q0bBoOBXr16sWXLlgrvFxYWkpCQQNu2bfH29qZHjx6sXr26TrEJIYQQ16uhLlmDWhT0s2fPMnfuXCIjI4mPj0etVvPRRx85fKD169eTmJjI3Llz2bNnD71792b48OFkZ2dX2X/Hjh2MHTuWKVOmsHfvXuLi4oiLi+PQoUP2PomJiaSkpPDJJ59w9OhRZsyYQUJCAps3b3Y4PiGEEOJ6NeSUe5UF3WQykZycTGxsLN26dWPPnj389ttvfPfddyQnJxMfH+/wgZYuXcrUqVOZPHmyfSTt4+PDmjVrquz/5ptvMmLECGbNmkX37t1ZsGABffv2ZcWKFfY+O3bsYNKkSdx6661ERkYybdo0evfufc2RvxBCCOEMDXWXOKjiHPrjjz/OZ599RufOnRk/fjzr16+nZcuWaLVaNBpNnQ5iMpnYvXs3SUlJ9ja1Wk1sbCzp6elVbpOenk5iYmKFtuHDh7Np0yb765iYGDZv3szDDz9MWFgY27dv58SJE7zxxhtV7tNoNGI0Gu2v8/PzATCbzZjN5jrl9nvl+6iPfTUFnpYveF7Okq/787ScnZ1v+Tn0YD+tU3+mVe27UkFftWoVzz77LM899xx+fn71cuDc3FwsFgvBwcEV2oODgzl27FiV22RmZlbZPzMz0/76rbfeYtq0abRt2xYvLy/UajXvvvsut9xyS5X7XLhwIfPmzavUvm3bNnx8fBxNq1qpqan1tq+mwNPyBc/LWfJ1f56WszPyNVngYpGtrB756TvOOPGqteLi4kptlQ738ccfs2bNGkJDQxk1ahQTJkzgjjvucF5U1+Gtt97ihx9+YPPmzURERPDtt9/y2GOPERYWRmxsbKX+SUlJFUb9+fn5hIeHM2zYMPz9/a87HrPZTGpqKkOHDq30/Hh35Gn5guflLPm6P0/L2Zn5nswuhJ078NVruP+uoahUznsWevkM8+9VKuhjx45l7NixnD59mg8++IDHHnuM4uJirFYrR44coUePHg4fOCgoCI1GQ1ZWVoX2rKwsQkJCqtwmJCSkxv4lJSXMnj2bv//974waNQqAG264gX379rF48eIqC7per0ev11dq12q19fqLre/9NXaeli94Xs6Sr/vztJydke/5fBMAES180el09brvP6oq9mpXubdv35558+Zx5swZPvnkE+6//37Gjx9P27ZteeKJJxw6sE6no1+/fqSlpdnbrFYraWlpREdHV7lNdHR0hf5gmyIp719+3lutrpiCRqORZ7kLIYRwubN5tmnwiJb1dwrXEdec4VepVAwfPpzhw4dz8eJFPvroI9auXevwgRITE5k0aRL9+/dn4MCBLFu2jKKiIiZPngzAxIkTadOmDQsXLgTgySefZPDgwSxZsoRRo0aRnJzMrl27eOeddwDbQ2IGDx7MrFmz8Pb2JiIigv/7v//jo48+YunSpQ7HJ4QQQlyPs3lFAES09G2Q4zt0yr5FixbMmDGjTs9DHzNmDDk5Obz44otkZmYSFRVFSkqKfeFbRkZGhdF2TEwM69at44UXXmD27Nl07tyZTZs20bNnT3uf5ORkkpKSGDduHBcvXiQiIoJXXnmF6dOnOxyfEEIIcT3OXmykI3RFUdi4cSPffPMN2dnZFaaxVSoVX3zxhcMHS0hIICEhocr3tm/fXqktPj6+xmveQ0JC6jRbIIQQQtS3RjvlPmPGDN5++22GDBlCcHCwU1frCSGEEE1ZmcVqvwa90U25f/zxx3z55ZeMHDnSlfEIIYQQTc6FK6WYLQo6LzWh/oYGiaHaVe4BAQF06NDBlbEIIYQQTVL5dHt4oDdqdcPMaFdb0F966SXmzZtHSUmJK+MRQgghmpwzV1e4RzbQdDvUMOU+evRoPvvsM1q3bk1kZGSli9j37Nnj9OCEEEKIpiDj6gr3dg20IA5qKOiTJk1i9+7djB8/XhbFCSGEEDU4k9uIR+hfffUVW7du5aabbnJlPEIIIUST0xhG6NWeQw8PD6+XB5YIIYQQ7kxRFPuiuIYcoVdb0JcsWcIzzzzDmTNnXBiOEEII0bTkFBgpMVtQq6BNc+8Gi6PaKffx48dTXFxMx44d8fHxqbQo7uLFi04PTgghhGjszlwdnbcJ9EbnVe042emqLejLli1zYRhCCCFE03Q6txBo2Ol2uMYqdyGEEELU7FSObYV7x1bNGjSOCnMDRUVFDm3saH8hhBDC3ZzKto3QO7ZuRAW9U6dOvPrqq1y4cKHaDRRFITU1lTvuuIPly5c7PUAhhBCiMTuZc7Wgt2pEU+7bt29n9uzZvPTSS/Tu3Zv+/fsTFhaGwWDg0qVLHDlyhPT0dLy8vEhKSuKvf/1rQ8UthBBCNLhSs4Vfr16D3qmBR+gVCnrXrl354osvyMjIYMOGDfznP/9hx44dlJSUEBQURJ8+fXj33Xe544470Gg0DRWzEEII0SicySvCqoCfwYtWzfQNGkuVi+LatWvH008/zdNPP+3qeIQQQogm41T2fxfENfQt0hvugjkhhBCiiTt19fx5Q0+3gxR0IYQQos5Olq9wb+BL1kAKuhBCCFFnMkIXQgghmjirVbEX9Ia+ZA2koAshhBB1cv5KCaVmK1qNinYtGu6xqeWqLeiRkZHMnz+fjIwMV8YjhBBCNAnlt3yNbOmLl6bhx8fVRjBjxgy+/PJLOnTowNChQ0lOTsZoNLoyNiGEEKLRakwL4uAaBX3fvn3s3LmT7t278/jjjxMaGkpCQgJ79uyp08FWrlxJZGQkBoOBQYMGsXPnzhr7b9iwgW7dumEwGOjVqxdbtmyp1Ofo0aPcfffdBAQE4Ovry4ABA2RWQQghhNOdyCwAoHNwIy/o5fr27cvy5cs5f/48c+fO5b333mPAgAFERUWxZs0aFEWp1YHWr19PYmIic+fOZc+ePfTu3Zvhw4eTnZ1dZf8dO3YwduxYpkyZwt69e4mLiyMuLo5Dhw7Z+5w6dYqbbrqJbt26sX37dg4cOMCcOXMwGAy1TF8IIYSom2NZtoLeLcS/gSOxuWZBN5vNfP7559x99908/fTT9O/fn/fee4/777+f2bNnM27cuFodaOnSpUydOpXJkyfTo0cPVq9ejY+PD2vWrKmy/5tvvsmIESOYNWsW3bt3Z8GCBfTt25cVK1bY+zz//POMHDmSRYsW0adPHzp27Mjdd99N69ata5m+EEII4TirVbGP0LuG+DVwNDbVPg99z549rF27ls8++wy1Ws3EiRN544036Natm73Pvffey4ABA655EJPJxO7du0lKSrK3qdVqYmNjSU9Pr3Kb9PR0EhMTK7QNHz6cTZs2AWC1Wvnqq6945plnGD58OHv37qV9+/YkJSURFxdX5T6NRmOFdQD5+fmA7UOL2Wy+Zh7XUr6P+thXU+Bp+YLn5Sz5uj9Py7m+8j2bV0yJ2YLeS00bf63Lf35VHa/agj5gwACGDh3KqlWriIuLQ6vVVurTvn17HnjggWseODc3F4vFQnBwcIX24OBgjh07VuU2mZmZVfbPzMwEIDs7m8LCQl599VVefvllXnvtNVJSUrjvvvv45ptvGDx4cKV9Lly4kHnz5lVq37ZtGz4+9XfJQWpqar3tqynwtHzB83KWfN2fp+V8vfnuz1MBGlrpLWzbmlI/QTmguLi4Ulu1Bf2XX34hIiKixh36+vqydu3a64+sDqxWKwD33HMPTz31FABRUVHs2LGD1atXV1nQk5KSKoz68/PzCQ8PZ9iwYfj7X/85ELPZTGpqKkOHDq3yA5C78bR8wfNylnzdn6flXF/5nvr3KThxioFd2jByZM96jLB2ymeYf6/agj5kyBB++uknWrZsWaH98uXL9O3bl19++aXWBw4KCkKj0ZCVlVWhPSsri5CQkCq3CQkJqbF/UFAQXl5e9OjRo0Kf7t27891331W5T71ej15f+fF2Wq22Xv8i1/f+GjtPyxc8L2fJ1/15Ws7Xm+/PV69B7xEW0CA/t6qOWe2iuDNnzmCxWCq1G41Gzp0759CBdTod/fr1Iy0tzd5mtVpJS0sjOjq6ym2io6Mr9AfbFEl5f51Ox4ABAzh+/HiFPidOnLjmzIIQQghxPY5nNq4V7lDFCH3z5s32P2/dupWAgAD7a4vFQlpaGpGRkQ4fKDExkUmTJtG/f38GDhzIsmXLKCoqYvLkyQBMnDiRNm3asHDhQgCefPJJBg8ezJIlSxg1ahTJycns2rWLd955x77PWbNmMWbMGG655RaGDBlCSkoK//znP9m+fbvD8QkhhBC1UWQs43SebYTeWFa4QxUFvXyFuEqlYtKkSRXe02q1REZGsmTJEocPNGbMGHJycnjxxRfJzMwkKiqKlJQU+8K3jIwM1Or/ThjExMSwbt06XnjhBWbPnk3nzp3ZtGkTPXv+91zFvffey+rVq1m4cCFPPPEEXbt25YsvvuCmm25yOD4hhBCiNo5eyEdRIMTfQCu/yqdxG0qlgl6+2Kx9+/b89NNPBAUF1dvBEhISSEhIqPK9qkbV8fHxxMfH17jPhx9+mIcffrg+whNCCCGu6dC5KwD0bNN4ptuhhkVxp0+fdmUcQgghRJNw8JxthfmfwgKu0dO1KhT05cuXM23aNAwGA8uXL69xwyeeeMKpgQkhhBCN0eHz5SP0RlzQ33jjDcaNG4fBYOCNN96odiOVSiUFXQghhMcpNVv4+epT1hr1lPvvp9llyl0IIYSo6FhmARarQlAzHSH+jetBYLV+IrvFYmHfvn1cunTJmfEIIYQQjVb5grg/hQWgUqkaOJqKanwe+vvvvw/Yivktt9xC3759CQ8Pl+u8hRBCeKTGusIdaijoGzdupHfv3gD885//5MyZMxw7doynnnqK559/3mUBCiGEEI3FofIFcY1shTvUUNBzc3Pt903fsmUL8fHxdOnShYcffpiDBw+6LEAhhBCiMTCVWe23fG1sK9yhhoIeHBzMkSNHsFgspKSkMHToUMD2yDaNRuOyAIUQQojG4FhmPmaLQoC3lraB3g0dTiXV3lhm8uTJjB49mtDQUFQqFbGxsQD8+OOPdOvWzWUBCiGEEI3B7rO2ReF92jVvdAvioIaC/tJLL9GzZ09+/fVX4uPj7Y8d1Wg0PPfccy4LUAghhGgM9mRcBqBfu8CGDaQa1RZ0gL/85S+V2v74wBYhhBDCE+y5OkLvF9EEC3paWhppaWlkZ2fbH9pSbs2aNU4NTAghhGgsMq+Ucu5yCWoV9A5v3tDhVKnagj5v3jzmz59P//797efRhRBCCE+0J8M2Ou8W4o+vvsaxcIOpNqrVq1fzwQcfMGHCBFfGI4QQQjQ6jX26HWq4bM1kMhETE+PKWIQQQohGaffVEXrfiOYNG0gNqi3ojzzyCOvWrXNlLEIIIUSjU2q2cPjqM9D7tWvRwNFUr9op99LSUt555x2+/vprbrjhBrRabYX3ly5d6vTghBBCiIZ2+PwVTBYrQc10hLdofDeUKVdtQT9w4ABRUVEAHDp0qMJ7skBOCCGEp/jhl4sA9I9o0ajrX7UF/ZtvvnFlHEIIIUSjlH4qD4Doji0bOJKaXfN56CdPnmTr1q2UlJQAoCiK04MSQgghGgNjmYVdZ20j9JimWtDz8vK4/fbb6dKlCyNHjuTChQsATJkyhaefftplAQohhBANZV/GZUrNVoKa6enUullDh1Ojagv6U089hVarJSMjAx8fH3v7mDFjSElJcUlwQgghREPa8bvp9sZ8/hxqKOjbtm3jtddeo23bthXaO3fuzNmzZ+t0sJUrVxIZGYnBYGDQoEHs3Lmzxv4bNmygW7duGAwGevXqxZYtW6rtO336dFQqFcuWLatTbEIIIcQflZ8/b+zT7VBDQS8qKqowMi938eJF+5PXHLF+/XoSExOZO3cue/bsoXfv3gwfPpzs7Owq++/YsYOxY8cyZcoU9u7dS1xcHHFxcZVW3AP8/e9/54cffiAsLMzhuIQQQoiqlJgs7P3VdkOZ6A5NuKDffPPNfPTRR/bXKpUKq9XKokWLGDJkiMMHWrp0KVOnTmXy5Mn06NGD1atX4+PjU+1DXt58801GjBjBrFmz6N69OwsWLKBv376sWLGiQr9z587x+OOP8+mnn1a6Vl4IIYSoq11nL2K2KIQFGIhoWXmA29hUe9naokWLuP3229m1axcmk4lnnnmGw4cPc/HiRb7//nuHDmIymdi9ezdJSUn2NrVaTWxsLOnp6VVuk56eTmJiYoW24cOHs2nTJvtrq9XKhAkTmDVrFn/6058cikkIIYSoyX/Pnwc1+vPnUENB79mzJydOnGDFihX4+flRWFjIfffdx2OPPUZoaKhDB8nNzcVisRAcHFyhPTg4mGPHjlW5TWZmZpX9MzMz7a9fe+01vLy8eOKJJ2oVh9FoxGg02l/n59tu5Wc2mzGbzbXaR03K91Ef+2oKPC1f8LycJV/352k5O5Lv9ydzABgYGdDofj5VxVPjM+ACAgJ4/vnnnRbQ9di9ezdvvvkme/bsqfUnp4ULFzJv3rxK7du2batyvUBdpaam1tu+mgJPyxc8L2fJ1/15Ws7XyrfQDAd/0wAqSs/sZ8uF/a4JrJaKi4srtVUo6AcOHKj1zm644YZa9w0KCkKj0ZCVlVWhPSsri5CQkCq3CQkJqbH/f/7zH7Kzs2nXrp39fYvFwtNPP82yZcs4c+ZMpX0mJSVVmMbPz88nPDycYcOG4e/vX+t8qmM2m0lNTWXo0KEecT7f0/IFz8tZ8nV/npZzbfP9x/4LKLsO0i24GQ/e2/iePFo+w/x7FQp6VFQUKpUKRVEqjHrL7w73+zaLxVLrA+t0Ovr160daWhpxcXGA7fx3WloaCQkJVW4THR1NWloaM2bMsLelpqYSHR0NwIQJE4iNja2wzfDhw5kwYQKTJ0+ucp96vb7KFfparbZe/yLX9/4aO0/LFzwvZ8nX/XlaztfK97uTtvPnQ7oHN8qfS1UxVSjop0+ftv957969zJw5k1mzZtmLaHp6OkuWLGHRokUOHzwxMZFJkybRv39/Bg4cyLJlyygqKrIX34kTJ9KmTRsWLlwIwJNPPsngwYNZsmQJo0aNIjk5mV27dvHOO+8A0LJlS1q2rHgZgVarJSQkhK5duzocnxBCCAFgsSr83wnb+fMhXVs3cDS1V6GgR0RE2P8cHx/P8uXLGTlypL3thhtuIDw8nDlz5thH2rU1ZswYcnJyePHFF8nMzCQqKoqUlBT7wreMjAzU6v9eRRcTE8O6det44YUXmD17Np07d2bTpk307NmzLnkKIYQQtXLgt8tcKjbjZ/Cib7vmDR1OrVW7KO7gwYO0b9++Unv79u05cuRInQ6WkJBQ7RT79u3bK7XFx8cTHx9f6/1Xdd5cCCGEcETqEdv6rVu6tMJLc81nmDUa1UbavXt3Fi5ciMlksreZTCYWLlxI9+7dXRKcEEII4WpbD9sujx7WI/gaPRuXakfoq1ev5q677qJt27b2Fe0HDhxApVLxz3/+02UBCiGEEK5yMruQUzlFaDUqhnRrOufPoYaCPnDgQH755Rc+/fRT+81fxowZw4MPPoivr6/LAhRCCCFcpXx0HtMxCH9D41vdXpMabyzj6+vLtGnTXBWLEEII0aD+uf88AHf0rPoeKY1Z0znbL4QQQjjRscx8jmUWoNWouKOnY7c4bwykoAshhBDA5n220fmtXVsT4NO0pttBCroQQgiBoij842pBvycqrIGjqRsp6EIIITzenoxLnLtcgq9Ow+3dmtblauWqLegdOnQgLy+vUvvly5fp0KGDU4MSQgghXKl8dD78TyF46zQNHE3dVFvQz5w5U+UDWIxGI+fOnXNqUEIIIYSrlJotbL66uv3uJjrdDlVctrZ582b7n7du3UpAQID9tcViIS0tjcjISJcEJ4QQQjjb/x66wOViM2EBBm7u3Kqhw6mzSgW9/KErKpWKSZMmVXhPq9USGRnJkiVLXBKcEEII4Wyf/fgrAGMGtEOjVl2jd+NVqaBbrVbA9hCWn376iaCgIJcHJYQQQrjCz1kF7DxzEY1axZgB4Q0dznWp9k5xv382uhBCCOGOPttpG53f1q01IQGGBo7m+tR469e0tDTS0tLIzs62j9zLrVmzxqmBCSGEEM5UaCxj425bQX9wULsGjub6VVvQ582bx/z58+nfvz+hoaGoVE33vIIQQgjxR8k7M8gvLaNDkC+3NOHFcOVqfHzqBx98wIQJE1wZjxBCCOF0pjIr739nO7U87ZYOTXoxXLlqr0M3mUzExMS4MhYhhBDCJf518AIXrpTSyk/PvX3bNHQ49aLagv7II4+wbt06V8YihBBCOJ1Vgfe+OwPAwze2R+/VNO8M90fVTrmXlpbyzjvv8PXXX3PDDTeg1VZ88szSpUudHpwQQghR345cVvFzdhHN9F6M+3PTXwxXrtqCfuDAAaKiogA4dOhQhfdkgZwQQoimSFEUvj5nm5weN6gd/oam95jU6lRb0L/55htXxiGEEEI43b+P5XC6QIXeS83DN7Vv6HDq1TUfn3ry5Em2bt1KSUkJYPt0I4QQQjQ1ZRYri7b9DMDkmAiC/Zv2jWT+qNqCnpeXx+23306XLl0YOXIkFy5cAGDKlCk8/fTTLgtQCCGEqA/rd/3KL7lF+HopTLs5sqHDqXfVFvSnnnoKrVZLRkYGPj4+9vYxY8aQkpJSp4OtXLmSyMhIDAYDgwYNYufOnTX237BhA926dcNgMNCrVy+2bNlif89sNvPss8/Sq1cvfH19CQsLY+LEiZw/f75OsQkhhHBfV4rNvJF6AoARba34udG583LVFvRt27bx2muv0bZt2wrtnTt35uzZsw4faP369SQmJjJ37lz27NlD7969GT58ONnZ2VX237FjB2PHjmXKlCns3buXuLg44uLi7Av0iouL2bNnD3PmzGHPnj18+eWXHD9+nLvvvtvh2IQQQri317cdI7fQRMdWvsQEu+ep42oLelFRUYWRebmLFy+i1+sdPtDSpUuZOnUqkydPpkePHqxevRofH59q7wn/5ptvMmLECGbNmkX37t1ZsGABffv2ZcWKFQAEBASQmprK6NGj6dq1K3/+859ZsWIFu3fvJiMjw+H4hBBCuKf9v17m0x9tdWHeXd3xuubqsaap2rRuvvlmPvroI/trlUqF1Wpl0aJFDBkyxKGDmEwmdu/eTWxs7H8PrFYTGxtLenp6ldukp6dX6A8wfPjwavsDXLlyBZVKRfPmzR2KTwghhHsqs1h5YdMhFAXu7dOGQe1bNHRITlPtZWuLFi3i9ttvZ9euXZhMJp555hkOHz7MxYsX+f777x06SG5uLhaLheDg4ArtwcHBHDt2rMptMjMzq+yfmZlZZf/S0lKeffZZxo4di7+/f5V9jEYjRqPR/jo/Px+wnY83m821zqc65fuoj301BZ6WL3hezpKv+3P3nN/69ykOnruCn8GLWUM7uU2+VcVfbUHv2bMnJ06cYMWKFfj5+VFYWMh9993HY489RmhoqFMDdZTZbGb06NEoisKqVauq7bdw4ULmzZtXqX3btm1Vnl6oq9TU1HrbV1PgafmC5+Us+bo/d8z5VD6sOKwBVMS1NfLTf9Ls7zX1fIuLiyu1VVnQzWYzI0aMYPXq1Tz//PPXfeCgoCA0Gg1ZWVkV2rOysggJCalym5CQkFr1Ly/mZ8+e5d///ne1o3OApKQkEhMT7a/z8/MJDw9n2LBhNW5XW2azmdTUVIYOHVrpVrnuyNPyBc/LWfJ1f+6ac1Z+KQtW/YAVE3G9Q3nxL70A98m3fIb596os6FqtlgMHDtTbgXU6Hf369SMtLY24uDgArFYraWlpJCQkVLlNdHQ0aWlpzJgxw96WmppKdHS0/XV5Mf/555/55ptvaNmyZY1x6PX6Khf0abXaev3F1vf+GjtPyxc8L2fJ1/25U86mMitPrD9AbqGJbiF+/O3+G9BqK5a7pp5vVbFXuyhu/PjxvP/++/V28MTERN59910+/PBDjh49yqOPPkpRURGTJ08GYOLEiSQlJdn7P/nkk6SkpLBkyRKOHTvGSy+9xK5du+wfAMxmM3/5y1/YtWsXn376KRaLhczMTDIzMzGZTPUWtxBCiKZlwb+OsCfjMv4GL96e0A8fXbVnl91KtVmWlZWxZs0avv76a/r164evr2+F9x192tqYMWPIycnhxRdfJDMzk6ioKFJSUuwL3zIyMlCr//v5IiYmhnXr1vHCCy8we/ZsOnfuzKZNm+jZsycA586dY/PmzQD2h8iU++abb7j11lsdik8IIUTTt3H3b3z8w1lUKnjzgT5EtPS99kZuotqCfujQIfr27QvAiRMnKrxX16etJSQkVDvFvn379kpt8fHxxMfHV9k/MjJS7isvhBDCbsfJXGZ/eRCAJ2/vzJBurRs4IteqsqBbLBbmzZtHr169CAwMdHVMQgghhEMOnbvCtI93Y7JYGdkrhCdu69zQIblclefQNRoNw4YN4/Llyy4ORwghhHDM3oxLPPjuDxQay/hzhxYsHR2FWl23meSmrNpFcT179uSXX35xZSxCCCGEQ9JP5TH+vR/JLy2jX0Qg70zsj0GraeiwGkS1Bf3ll19m5syZ/Otf/+LChQvk5+dX+BJCCCEa0paDF5i0ZidFJgvRHVry0cMD8XfDp6jVVrWL4kaOHAnA3XffXWERnKIoqFQqLBaL86MTQggh/sBssbJ423He/j/bLPKIP4Ww7IEojx2Zl6u2oH/zzTeujEMIIYS4pl8vFvP4Z3vZ9+tlAB6KiWTOnT3QeOA58z+qtqAPHjzYlXEIIYQQ1VIUhb/vPcfczYcpKC3D3+DFor/cwIiejevZIg2p2oL+7bff1rjhLbfcUu/BCCGEEH906NwVXvnqKOm/5AHQt11z3nygD+Et6u+hWu6g2oJe1Z3Wfn8uXc6hCyGEcKaMvGLe+PoEm/adQ1FA56Xmyds7M+2WDmg11a7p9ljVFvRLly5VeG02m9m7dy9z5szhlVdecXpgQgghPNP5yyW89e+TbNj1K2VW2x1B7+4dxjMjutI2UEbl1am2oAcEBFRqGzp0KDqdjsTERHbv3u3UwIQQQniOQmMZ2w5n8o995/nuZC6Wq4X8li6tmDWsK73aVq5JoiKHH0ETHBzM8ePHnRGLEEIID5Jfaib9VB7/3H+er49mUWq22t+L7tCSxGFdGBDZogEjbFqqLeh/fB66oihcuHCBV199tdLTzYQQQohrKSg1s+vMJdJ/yeOHX/I4dO4K1t89Y6t9kC/3RIVxd+8wOrRq1nCBNlHVFvSoqChUKlWlJ5r9+c9/Zs2aNU4PTAghRNNjtSpk5pdyJq+IjLxizl4sJiOvmJ+zCziZXVihgIOtiA/p2pq4PmH0ahNQ56d5ihoK+unTpyu8VqvVtGrVCoPB4PSghBDCmaxWBZPFislipcRkodRswVhmpbDEyOkC2HX2El5eXlitCqVltj7GMsvV71bMV7dVoUKjBo1ajZdahVVRuFhkotRsQatRo/NSo9Wo0ahVqFWgVqlQqVSoALUKNBo13loNOi/bim1fnQYfnRe+ett3b52GAG8tBi81Xg24qltRFIqv5l5YWsbFYhO5BUbyiozkFBjJLjDy26USzuYV8eulEkxl1mr3FdHShz+3b0l0x5b8uUNLQgKkptSXagt6RESEK+MQQjQRiqJgLLNSZCyjyGhBrQY/ve3+2SVmCxZFwWJRKLNaKbMqmMps38ssVswWBbPFSpnV9ueyq/3+2Kf8fbPFSplFwWy1fVcB3joNqqvHKjVbKTVbbMexWCk2lmFVwKooFBnLMJZZMZZZ7QW7/HtNBQe84NBPrvhROkStAl+dFwE+WsoHsWqVCo1ahab8u1qFl1qFWm370FD+s1AB+mpui6ooClcuqVn724/oNBoMOg2lJguFxjKKTWUUlJZxpcRsX21eG15qFeEtfGjXwoeIlj5EtPSlQ5AvPcL8CfaXAu4slQr6v//9bxISEvjhhx/w9/ev8N6VK1eIiYlh9erV3HzzzS4LUghP9fviWXx1JFlgLKOwtMxWMC22EWSp2YKpzIqiKFgV7N8tVsVWZK0KxaYyzBYFjVqFVqPmcrEJs0XhSokZy9UCalUUlKtFQAGsVivnsjW8fHA7JouCotj2Z7bU/j/3xk6tAoNWg0GrQatRUWYspZmvr+1WoioweGnw1mkwaG2jab2XbUTtdfVWoxarYvswYrWiUqlo4aPDR6exzQBc/fBQ/jtRsP1sy1/bfn8WjGYrCgolJgtFJsvVD0tllJptMwFgK84FxjIKjGXO+CnAlSu16umt1dDCV0dQMx0tm+lp6asj2N9ASICByJa+RLT0ITTA0KAzCp6qUkFftmwZU6dOrVTMwXYp21//+leWLl0qBV0IB5WYLOQWGskrMpFXaLT/+UqJmfySMvJLzeSXmLlcbOZKiZnLxSYKr444G5YKMFX5jrdWg/Xqhw7APkrUqFR4aVToNGq8NCq81Gq0GhVeGtsUtFZjG0l6Xf2zVqP+Qx8VWrVtW9t7tnYFBaPZilVR8L5ahPVaNdqr2/rovdCoVKhU4KPzwqC1TXsbtBoMXrairNdqMHjZvmuvxlh+3tZsNrNlyxZGjrwJrbbhn9qlKIp9FsJssZJfavt78vv3LVYos1qxWBX7l9mioFKVj+DBaoXSMgu2cbtN+SjfbC5j55693DSwH2WKClOZFW+dBl+9F746Dc0MXgR4awnw1qL30sg90xuxSgV9//79vPbaa9VuMGzYMBYvXuzUoIRoCixWhcvFJvKKTOQWGskttBXqvELT1XOLtu95hbb3i03Xd3fF8hGij84LP4MXOi9bIfLW2gqWzn6uVmX/z1ytsk1Rq1UqfPVeeKlVWBRbUWzhq0PnpcbP4GUriF6qP5zjVWGxlHH0wF6G33ojfj56AHzs/9l72f9zL5/CLj8XLOqHSqXCW2ebIQBoXXmcdd3MZjP8qhDbvXWj+BAj6q5SQc/Kyqrxl+rl5UVOTo5TgxKivpRZrPbziFbFNjVqvnq+1lx+vvbq94tXR8tFpjIURaGgtIz80jJyC41cKjJdfW0iO0/DgoPbuVhkcnj0rPNS06qZnpbNdLT01dHCV09zHy3+Bi3+3raRUHMf7dURkQ4/gxe+ei+8tQ0zMjKbzSgZCn8K86/x/wUp5EI0vEoFvU2bNhw6dIhOnTpVucGBAwcIDZWn2wjnsloVcguNnMwu5HJJ+RS07bttitrM5RJbAS42WWyTwr87Z6lRq8gvLbvG4qe6qjgFHeijpWUzvf2cYpDv1XOLzXQElbf72l4303vJZTlCCKeoVNBHjhzJnDlzGDFiRKVL1EpKSpg7dy533nmnywIUTZ+pzEpWfil7Mi6hKHCp2MSFK6VcLDJRWFpGgdFs+15qW/BTUGqucMcoZyhfDWw/x6tRE+CtpYWPDm+dbTTcTG+b2i4v1n4GL7w1Kg7t282wW28iJNCHFj46WfwjhGgUKhX0F154gS+//JIuXbqQkJBA165dATh27BgrV67EYrHw/PPPuzxQ0XiUWaxkFRj5La+QvXkqLu/8lZIyhcKrl7fkFRm5XGzmUrGZ3y4VU1Bat1W5KhW0b+lLy2Y6Ary1+Htrae6tuzod7UVzH9ufvXUaFAX0WjW6q4uuFBSa6b1opvdCXX5eGewLrNR1nL42m80YTyt0D/WT841CiEalUkEPDg5mx44dPProoyQlJdnvFKdSqRg+fDgrV64kODjY5YEK51EUhdxCExeulJBTYORikYms/FL7JTOFxjKy80vJyjeSmV9KbqGR/95AUAMnjl7zGF5qFV1D/DBcveSlXQsfWvjq8PfW4nd1JOxn0NpHxeULrwzVXDsrhBCioipvLBMREcGWLVu4dOkSJ0+eRFEUOnfuTGBg4HUdbOXKlbz++utkZmbSu3dv3nrrLQYOHFht/w0bNjBnzhzOnDlD586dee211xg5cqT9fUVRmDt3Lu+++y6XL1/mxhtvZNWqVXTu3Pm64myqFEUhv7SM0qvXHV8sMpFTaCQn30hukZH8Etu1rVn5pWQVGCkoMVNqtpBbZHL4XLNWoyLYT4/WUkKntsH4X13A5WfwIqjZ1YVe3lraNPcm2M+An8GrzqNiIYQQ11bj09YCAwMZMGBAvRxo/fr1JCYmsnr1agYNGsSyZcsYPnw4x48fp3Xr1pX679ixg7Fjx7Jw4ULuvPNO1q1bR1xcHHv27KFnz54ALFq0iOXLl/Phhx/Svn175syZw/Dhwzly5Ihb3aK22FRGboGJnMJScgpsRTq3wFjxe6HtFox1PfesUkFrPz2t/Qw099ES4m/AV2+7NMpbq6G1v54QfwPBV79a+uqwWMquXrMbJdPPQgjRwBx+fGpdLV26lKlTpzJ58mQAVq9ezVdffcWaNWt47rnnKvV/8803GTFiBLNmzQJgwYIFpKamsmLFClavXo2iKCxbtowXXniBe+65B4CPPvqI4OBgNm3axAMPPOCq1K5b+ZR3xsUiMi4WczavmNO5RZzMLuRsXjGFDt4ZSq2yLfpq7mNbZd3aT09QMz0B3lp8dBqC/fW09jfQ3FuLXqux3+nJ0UuPLNd3WbUQQoh65JKCbjKZ2L17N0lJSfY2tVpNbGws6enpVW6Tnp5OYmJihbbhw4ezadMmwPbwmMzMTGJjY+3vBwQEMGjQINLT0xttQS8ylrH/t8vsOXuJ/b9dISOvmIyLxZSYa66OBq2aVlcLc6tmeoLK/+ynp5X98ig9IQEGOe8shBAeyCUFPTc3F4vFUmkxXXBwMMeOHatym8zMzCr7Z2Zm2t8vb6uuzx8ZjUaMRqP9dX5+PmBbuWw2m6vcxhHl+/jjvs7mFfPVwUzSjmdz+HwBliruRqJSQai/gfAW3rYHGrTwoWMrX9oH+RLsr8dXp6nl9ctWzE6+5Ktcdfm6M0/LWfJ1f56Ws7vkW1X8LptybwwWLlzIvHnzKrVv27YNHx+fejtOamoqVgV25ajYka3mdEHFQhyoU4j0s30Fe0NLvUILPXipC4FCW6dCMBXC8dNwvN4ic47U1NSGDsHlPC1nydf9eVrOTT3f4uLiSm0uKehBQUFoNBqysrIqtGdlZRESElLlNiEhITX2L/+elZVV4c51WVlZREVFVbnPpKSkCtP4+fn5hIeHM2zYsCofRuMos9nMtm2pmEJvYPn20/x2qQSwjb5v6tiS4X8K5pbOQYS6yfN/zWYzqampDB061GMWxXlazpKv+/O0nN0l3/IZ5t9zSUHX6XT069ePtLQ04uLiANtjGdPS0khISKhym+joaNLS0pgxY4a9LTU1lejoaADat29PSEgIaWlp9gKen5/Pjz/+yKOPPlrlPvV6PXq9vlK7Vqutl1+s0Wxh7Qk1+384AkBzHy3TbunA/X3buvUzgOvr59eUeFrOkq/787Scm3q+VcXusin3xMREJk2aRP/+/Rk4cCDLli2jqKjIvup94sSJtGnThoULFwLw5JNPMnjwYJYsWcKoUaNITk5m165dvPPOO4DtRjczZszg5ZdfpnPnzvbL1sLCwuwfGlzt052/sv+i7U5kj9/WmWm3dLA/JUkIIYRwJpcV9DFjxpCTk8OLL75IZmYmUVFRpKSk2Be1ZWRkoFb/97KpmJgY1q1bxwsvvMDs2bPp3LkzmzZtsl+DDvDMM89QVFTEtGnTuHz5MjfddBMpKSkNdg36Zz/9BsCcUd2YdGOHBolBCCGEZ3LporiEhIRqp9i3b99eqS0+Pp74+Phq96dSqZg/fz7z58+vrxDrrNhUxpk82yKFUb2qXhcghBBCOIs8JqqeZF4pBUCvUQjwbrrnZYQQQjRNUtDrSXlBb65r4ECEEEJ4JCno9aR7qD/vjO/D3RGuuamLEEII8XsedWMZZwr01TGkaytKTlW+C5wQQgjhbDJCF0IIIdyAFHQhhBDCDUhBF0IIIdyAFHQhhBDCDUhBF0IIIdyAFHQhhBDCDUhBF0IIIdyAR1+Hrii2a8areq5sXZjNZoqLi8nPz2/Sj+WrLU/LFzwvZ8nX/Xlazu6Sb3ndKq9j4OEFvaCgAIDw8PAGjkQIIYRwXEFBAQEBAQColN+Xdw9jtVo5f/48fn5+qFSq695ffn4+4eHh/Prrr/j7+9dDhI2bp+ULnpez5Ov+PC1nd8lXURQKCgoICwuzP3rco0foarWatm3b1vt+/f39m/RfFEd5Wr7geTlLvu7P03J2h3zLR+blZFGcEEII4QakoAshhBBuQAp6PdLr9cydOxe9Xt/QobiEp+ULnpez5Ov+PC1nd87XoxfFCSGEEO5CRuhCCCGEG5CCLoQQQrgBKehCCCGEG5CC7qCVK1cSGRmJwWBg0KBB7Ny5s9q+hw8f5v777ycyMhKVSsWyZctcF2g9cSTfd999l5tvvpnAwEACAwOJjY2tsX9j5Ei+X375Jf3796d58+b4+voSFRXFxx9/7MJo64cjOf9ecnIyKpWKuLg45wZYzxzJ94MPPkClUlX4MhgMLoy2fjj6O758+TKPPfYYoaGh6PV6unTpwpYtW1wU7fVzJN9bb7210u9YpVIxatQoF0ZcTxRRa8nJyYpOp1PWrFmjHD58WJk6darSvHlzJSsrq8r+O3fuVGbOnKl89tlnSkhIiPLGG2+4NuDr5Gi+Dz74oLJy5Upl7969ytGjR5WHHnpICQgIUH777TcXR143jub7zTffKF9++aVy5MgR5eTJk8qyZcsUjUajpKSkuDjyunM053KnT59W2rRpo9x8883KPffc45pg64Gj+a5du1bx9/dXLly4YP/KzMx0cdTXx9GcjUaj0r9/f2XkyJHKd999p5w+fVrZvn27sm/fPhdHXjeO5puXl1fh93vo0CFFo9Eoa9eudW3g9UAKugMGDhyoPPbYY/bXFotFCQsLUxYuXHjNbSMiIppcQb+efBVFUcrKyhQ/Pz/lww8/dFaI9ep681UURenTp4/ywgsvOCM8p6hLzmVlZUpMTIzy3nvvKZMmTWpSBd3RfNeuXasEBAS4KDrncDTnVatWKR06dFBMJpOrQqxX1/vv+I033lD8/PyUwsJCZ4XoNDLlXksmk4ndu3cTGxtrb1Or1cTGxpKent6AkTlHfeRbXFyM2WymRYsWzgqz3lxvvoqikJaWxvHjx7nlllucGWq9qWvO8+fPp3Xr1kyZMsUVYdabuuZbWFhIREQE4eHh3HPPPRw+fNgV4daLuuS8efNmoqOjeeyxxwgODqZnz5787W9/w2KxuCrsOquP/7fef/99HnjgAXx9fZ0VptNIQa+l3NxcLBYLwcHBFdqDg4PJzMxsoKicpz7yffbZZwkLC6vwj6uxqmu+V65coVmzZuh0OkaNGsVbb73F0KFDnR1uvahLzt999x3vv/8+7777ritCrFd1ybdr166sWbOGf/zjH3zyySdYrVZiYmL47bffXBHydatLzr/88gsbN27EYrGwZcsW5syZw5IlS3j55ZddEfJ1ud7/t3bu3MmhQ4d45JFHnBWiU3n0w1mE87z66qskJyezffv2JrmIqLb8/PzYt28fhYWFpKWlkZiYSIcOHbj11lsbOrR6V1BQwIQJE3j33XcJCgpq6HBcIjo6mujoaPvrmJgYunfvzttvv82CBQsaMDLnsVqttG7dmnfeeQeNRkO/fv04d+4cr7/+OnPnzm3o8Jzq/fffp1evXgwcOLChQ6kTKei1FBQUhEajISsrq0J7VlYWISEhDRSV81xPvosXL+bVV1/l66+/5oYbbnBmmPWmrvmq1Wo6deoEQFRUFEePHmXhwoVNoqA7mvOpU6c4c+YMd911l73NarUC4OXlxfHjx+nYsaNzg74O9fFvWKvV0qdPH06ePOmMEOtdXXIODQ1Fq9Wi0Wjsbd27dyczMxOTyYROp3NqzNfjen7HRUVFJCcnM3/+fGeG6FQy5V5LOp2Ofv36kZaWZm+zWq2kpaVV+ATvLuqa76JFi1iwYAEpKSn079/fFaHWi/r6/VqtVoxGozNCrHeO5tytWzcOHjzIvn377F933303Q4YMYd++fYSHh7syfIfVx+/YYrFw8OBBQkNDnRVmvapLzjfeeCMnT560f1gDOHHiBKGhoY26mMP1/Y43bNiA0Whk/Pjxzg7TeRp6VV5TkpycrOj1euWDDz5Qjhw5okybNk1p3ry5/TKWCRMmKM8995y9v9FoVPbu3avs3btXCQ0NVWbOnKns3btX+fnnnxsqBYc4mu+rr76q6HQ6ZePGjRUuAykoKGioFBziaL5/+9vflG3btimnTp1Sjhw5oixevFjx8vJS3n333YZKwWGO5vxHTW2Vu6P5zps3T9m6daty6tQpZffu3coDDzygGAwG5fDhww2VgsMczTkjI0Px8/NTEhISlOPHjyv/+te/lNatWysvv/xyQ6XgkLr+nb7pppuUMWPGuDrceiUF3UFvvfWW0q5dO0Wn0ykDBw5UfvjhB/t7gwcPViZNmmR/ffr0aQWo9DV48GDXB15HjuQbERFRZb5z5851feB15Ei+zz//vNKpUyfFYDAogYGBSnR0tJKcnNwAUV8fR3L+o6ZW0BXFsXxnzJhh7xscHKyMHDlS2bNnTwNEfX0c/R3v2LFDGTRokKLX65UOHToor7zyilJWVubiqOvO0XyPHTumAMq2bdtcHGn9kqetCSGEEG5AzqELIYQQbkAKuhBCCOEGpKALIYQQbkAKuhBCCOEGpKALIYQQbkAKuhBCCOEGpKALIYQQbkAKuhBCCOEGpKALIZzuzJkzqFQq9u3bV+ttHnroIeLi4q7Zb8KECfztb39zKJ6UlBSioqIq3K9ciKZOCroQTdBDDz2ESqVCpVKh0+no1KkT8+fPp6ysrFbbf/DBBzRv3txpsf2xEIeHh3PhwgV69uxZr8fav38/W7Zs4YknngCgV69eTJ8+vcq+H3/8MXq9ntzcXEaMGIFWq+XTTz+t13iEaEhS0IVookaMGMGFCxf4+eefefrpp3nppZd4/fXXGzqsKmk0GkJCQvDyqt8nNr/11lvEx8fTrFkzAKZMmUJycjIlJSWV+q5du5a7777b/iz3hx56iOXLl9drPEI0JCnoQjRRer2ekJAQIiIiePTRR4mNjWXz5s0AXLp0iYkTJxIYGIiPjw933HEHP//8MwDbt29n8uTJXLlyxT7Kf+mllwAwGo3MnDmTNm3a4Ovry6BBg9i+fbv9mOUj+61bt9K9e3eaNWtm/2AB8NJLL/Hhhx/yj3/8w77v7du3V5pyt1gsTJkyhfbt2+Pt7U3Xrl158803HcrfYrGwcePGCs9nHz9+PCUlJXzxxRcV+p4+fZrt27czZcoUe9tdd93Frl27OHXqlEPHFaKxkoIuhJvw9vbGZDIBttHnrl272Lx5M+np6SiKwsiRIzGbzcTExLBs2TL8/f25cOECFy5cYObMmQAkJCSQnp5OcnIyBw4cID4+nhEjRtg/DAAUFxezePFiPv74Y7799lsyMjLs28+cOZPRo0fbi/yFCxeIiYmpFKvVaqVt27Zs2LCBI0eO8OKLLzJ79mw+//zzWud74MABrly5Qv/+/e1tQUFB3HPPPaxZs6ZC3w8++IC2bdsybNgwe1u7du0IDg7mP//5T62PKURjVr/zX0IIl1MUhbS0NLZu3crjjz/Ozz//zObNm/n+++/txfTTTz8lPDycTZs2ER8fT0BAACqVipCQEPt+MjIyWLt2LRkZGYSFhQG2Ap2SksLatWvtC8/MZjOrV6+mY8eOgO1DwPz58wFo1qwZ3t7eGI3GCvv+I61Wy7x58+yv27dvT3p6Op9//jmjR4+uVd5nz55Fo9HQunXrCu1Tpkzhjjvu4PTp07Rv3x5FUfjwww+ZNGkSanXFMUxYWBhnz56t1fGEaOykoAvRRP3rX/+iWbNmmM1mrFYrDz74IC+99BJpaWl4eXkxaNAge9+WLVvStWtXjh49Wu3+Dh48iMVioUuXLhXajUYjLVu2tL/28fGxF3OA0NBQsrOzHY5/5cqVrFmzhoyMDEpKSjCZTERFRdV6+5KSEvR6PSqVqkL70KFDadu2LWvXrmX+/PmkpaWRkZHB5MmTK+3D29ub4uJih2MXojGSgi5EEzVkyBBWrVqFTqcjLCzsuhecFRYWotFo2L17NxqNpsJ75YvOwDa6/j2VSoWiKA4dKzk5mZkzZ7JkyRKio6Px8/Pj9ddf58cff6z1PoKCgiguLsZkMqHT6eztarWahx56iA8//JCXXnqJtWvXMmTIEDp06FBpHxcvXqRVq1YOxS5EYyUFXYgmytfXl06dOlVq7969O2VlZfz444/2Kfe8vDyOHz9Ojx49ANDpdFgslgrb9enTB4vFQnZ2NjfffHOd46pq339Ufjrg//2//2dvc3RxWvlo/siRI5VG9pMnT+bll1/myy+/5O9//zvvvfdepe1LS0s5deoUffr0cei4QjRWsihOCDfTuXNn7rnnHqZOncp3333H/v37GT9+PG3atOGee+4BIDIyksLCQtLS0sjNzaW4uJguXbowbtw4Jk6cyJdffsnp06fZuXMnCxcu5Kuvvqr18SMjIzlw4ADHjx8nNzcXs9lcZYy7du1i69atnDhxgjlz5vDTTz85lGerVq3o27cv3333XaX32rdvz2233ca0adPQ6/Xcd999lfr88MMP6PV6oqOjHTquEI2VFHQh3NDatWvp168fd955J9HR0SiKwpYtW+zT5TExMUyfPp0xY8bQqlUrFi1aZN9u4sSJPP3003Tt2pW4uDh++ukn2rVrV+tjT506la5du9K/f39atWrF999/X6nPX//6V+677z7GjBnDoEGDyMvLqzBar61HHnmk2pvDTJkyhUuXLvHggw9iMBgqvf/ZZ58xbtw4fHx8HD6uEI2RSnH05JcQQjQSJSUldO3alfXr1zs00s7NzaVr167s2rWL9u3bOzFCIVxHRuhCiCbL29ubjz76iNzcXIe2O3PmDP/zP/8jxVy4FRmhCyGEEG5ARuhCCCGEG5CCLoQQQrgBKehCCCGEG5CCLoQQQriB/w+IxAXcA21JaAAAAABJRU5ErkJggg==' 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): 85.34+/-0.21 mV/dec\n",
      "Tafel slope (order 1): 62.76+/-0.19 mV/dec\n",
      "Tafel slope (order 2): 75.81+/-7.42 mV/dec\n",
      "Tafel slope (order 3): 116.85+/-27.38 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": "4c17d78caa8045dd87108b15bcd0d94f",
       "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": "e9e5c0d7c67e47c89edf5a1412c20524",
       "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): 81.30+/-0.15 mV/dec\n",
      "Tafel slope (order 1): 64.61+/-0.15 mV/dec\n",
      "Tafel slope (order 2): 58.51+/-5.25 mV/dec\n",
      "Tafel slope (order 3): 628.65+/-821.52 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": "dbf9cadf2bc34ab48a33a84393ba53ee",
       "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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      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
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      "image/png": 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MLl26pPq8qqoKq1evNnpghBBCSFtWJanDgxoZADMdcl+6dCkmTJiA+/fvo6ioCKNHj0ZwcDDOnTtn9GAIIYQQS9Fw/tzBigdbAfcpvVtOY4aMjAxs3boVbDYbdnZ2+PLLL9GlSxeMGjUKhw4dQpcuXYweFCGEENLW/V2uvAbdFJesAVoKOgDU1taqvf/www/B5XIRGhqKxMREkwRGCCGEtGX59QXdu6Pxz58DWg659+3bFydOnNDouGTJEsTGxmLatGnNnmzr1q3w8fGBUChEYGAgTp8+rbPvpUuXMGnSJPj4+IDFYiE+Pl6jz6pVq8BisdRevXr1UutTW1uLBQsWoGPHjrC1tcWkSZNQVFTU7BwIIYSQpmgo6F5OZiros2bNwvHjx7V2fv/997F69epmHXbfvXs3YmJisHLlSmRmZmLAgAEICwtDcXGx1v5isRh+fn5Yt24d3N3ddY77zDPPoKCgQPX666+/1D5fvHgxfv31V+zZswd//PEH7t27h4kTJ+odPyGEEKIP1R66k41J5tMo6K+//jq+//57nRt88MEHyM3N1XuizZs3Y968eYiMjESfPn2QkJAAa2trnYfwhwwZgg0bNmDq1KkQCAQ6x+VyuXB3d1e9nJ2dVZ89ePAA27Ztw+bNm/Hiiy8iICAASUlJOHHiBE6ePKl3DoQQQkhT3S6rBgB0Mdceujbr1q1DRUVFsyeRSqXIyMhASEjIo4nZbISEhDT57nS6XL9+HZ6envDz88OMGTOQn5+v+iwjIwMymUxt3l69eqFLly4tnpcQQgjRRaFg8Hf9KndTFfQmraP/5z//icmTJ6NDhw7NmqS0tBRyuRxubm5q7W5ubrh69WqzxgSAwMBAbN++HT179kRBQQFWr16N4cOH4+LFi7Czs0NhYSH4fL5G3G5ubigsLNQ6pkQiUXtcbGVlJQBAJpNBJpM1O9aGMR7/askoV8vVnvKlXC2TKXItrKyFtE4BDpsFFxuOwefSNl6TCjrDMAYNxFDGjh2r+r5///4IDAyEt7c3fvrpJ0RFRTVrzLi4OK03zjl8+DCsrQ3zV1ZqaqpBxmkLKFfL1Z7ypVwtkzFzvVEJAFx04Clw+FCKwccXi8Uabca/0h2As7MzOByOxuryoqKiRhe86atDhw7o0aMHbty4AQBwd3eHVCpFRUWF2l56Y/PGxsYiJiZG9b6yshJeXl4IDQ2Fvb19i+KTyWRITU3F6NGjwePxWjRWa0e5Wq72lC/laplMkevPmXeBS5fQs3NHjBs32ODjNxw9flyTCvrly5fh6enZ7In5fD4CAgIgEokQHh4OAFAoFBCJRIiOjm72uE+qqqrCzZs38dprrwEAAgICwOPxIBKJMGnSJABATk4O8vPzERQUpHUMgUCgdREej8cz2C/ekGO1dpSr5WpP+VKulsmYud57oDx16+Nsa5Q5tI3ZpILu6OiI6upqtTZ991ZjYmIwe/ZsDB48GEOHDkV8fDyqq6sRGRkJQHm5XKdOnRAXFwdAuZDu8uXLqu/v3r2LrKws2Nraolu3bgCU18a/8sor8Pb2xr1797By5UpwOBzVtfIODg6IiopCTEwMnJycYG9vj4ULFyIoKAjPPvusXvETQgghTXW7/pI1Uy2IAxop6Lm5uYiOjkZaWpraneMYhgGLxYJcLtdroilTpqCkpAQrVqxAYWEh/P39kZKSolool5+fDzb70aL7e/fuYeDAgar3GzduxMaNGxEcHIy0tDQAwJ07dzBt2jSUlZXBxcUFzz//PE6ePAkXFxfVdp9++inYbDYmTZoEiUSCsLAwfPnll3rFTgghhOjj0TXoraCgz5w5EwzDIDExEW5ubmCxWC2eLDo6Wuch9oYi3cDHx+epi/GSk5OfOqdQKMTWrVuxdevWJsdJCCGEtMTfJr5LHNBIQT9//jwyMjLQs2dPkwVDCCGEtHVVkjqUVkkBAF1MdB93oJEbywwZMgR///23yQIhhBBCLEHD3rmjNQ/2QtMtMNS5h/7tt9/izTffxN27d9G3b1+NFXX9+/c3enCEEEJIW5NvhgVxQCMFvaSkBDdv3lStQgcAFovV7EVxhBBCSHuQX2b68+dAIwV97ty5GDhwIH788UeDLYojhBBCLJ2pn4PeQGdBv337Ng4cOKC65psQQgghT5dX/5Q1Uz02tYHORXEvvvgizp8/b8pYCCGEkDbvVomyoPu5mLag69xDf+WVV7B48WJcuHAB/fr101gU9+qrrxo9OEIIIaQtqZXJce+B8rGpvs6tpKC/+eabAIA1a9ZofEaL4gghhBBNt8vEYBjAXsiFkw3fpHPrLOgKhcKUcRBCCCFtXm5pFQDA18XW5IvJdZ5DJ4QQQoh+bpXWnz838eF2oJGC/vbbb2PLli0a7V988QUWLVpkzJgIIYSQNim3fkGcT8dWVNB//vlnPPfccxrtw4YNw969e40aFCGEENIW5dbvofuaeIU70EhBLysrg4ODg0a7vb09SktLjRoUIYQQ0hbltsZD7t26dUNKSopG+3//+1/4+fkZNShCCCGkrXkglqGsWvmUNR8zFHSdq9xjYmIQHR2NkpISvPjiiwAAkUiETZs2IT4+3lTxEUIIIW1Cbv0d4lztBLAV6CyvRtPovdwlEgk++eQTrF27FgDg4+ODr776CrNmzTJZgIQQQkhbkNdw/twMe+dAIwUdAN566y289dZbKCkpgZWVFWxtbQEA5eXlcHJyMkmAhBBCSFugumTNDAvigCZeh+7i4gJbW1scPnwYkydPRqdOnZo12datW+Hj4wOhUIjAwECcPn1aZ99Lly5h0qRJ8PHxAYvF0nqYPy4uDkOGDIGdnR1cXV0RHh6OnJwctT4jRowAi8VSezXcBY8QQggxlFsl9TeVMdMe+lML+u3bt7Fy5Ur4+PggIiICbDYb3333nd4T7d69GzExMVi5ciUyMzMxYMAAhIWFobi4WGt/sVgMPz8/rFu3Du7u7lr7/PHHH1iwYAFOnjyJ1NRUyGQyhIaGorq6Wq3fvHnzUFBQoHqtX79e7/gJIYSQxtwoVhZ0P2dbs8yv9ZC7VCrFvn378O233+L48eMICQnBnTt3cO7cOfTr169ZE23evBnz5s1DZGQkACAhIQG///47EhMT8eGHH2r0HzJkCIYMGQIAWj8HoLEKf/v27XB1dUVGRgZeeOEFVbu1tbXOPwoIIYSQlqqTK1RPWevhZmeWGDT20BcuXAhPT0989tlnmDBhAu7cuYNff/0VLBYLHA6nWZNIpVJkZGQgJCTk0cRsNkJCQpCent786J/w4MEDANA4v79z5044Ozujb9++iI2NhVgsNtichBBCSH65GFK5AkIeG50drcwSg8Ye+ldffYUPPvgAH374IezsDPNXRmlpKeRyOdzc3NTa3dzccPXqVYPMoVAosGjRIjz33HPo27evqn369Onw9vaGp6cnsrOz8cEHHyAnJwf79u3TOo5EIoFEIlG9r6ysBADIZDLIZLIWxdiwfUvHaQsoV8vVnvKlXC2TMXK9cq8CANDVxQZyeR2M/UBSbbFrFPTvv/8eiYmJ8PDwwEsvvYTXXnsNY8eONW5kBrBgwQJcvHgRf/31l1r7/PnzVd/369cPHh4eGDVqFG7evImuXbtqjBMXF4fVq1drtB8+fBjW1tYGiTU1NdUg47QFlKvlak/5Uq6WyZC5Hr7DAsCBtfQBDh48aLBxddF2pFmjoE+bNg3Tpk1Dbm4utm/fjgULFkAsFkOhUODy5cvo06eP3hM7OzuDw+GgqKhIrb2oqMgg57ajo6Px22+/4dixY+jcuXOjfQMDAwEAN27c0FrQY2NjERMTo3pfWVkJLy8vhIaGwt7evkVxymQypKamYvTo0eDxeC0aq7WjXC1Xe8qXcrVMxsg19ads4O9CBA/siXEv+BpkzMY0HD1+nM7r0H19fbF69WqsWrUKhw8fxrZt2zBz5kwsWrQIEydO1PokNl34fD4CAgIgEokQHh4OQHmIXCQSITo6Wv9M6jEMg4ULF+KXX35BWloafH2f/kPMysoCAHh4eGj9XCAQQCAQaLTzeDyD/eINOVZrR7larvaUL+VqmQyZ681S5R5zLw8Hk/z8tM3x1HvTsVgshIWFISwsDOXl5fjuu++QlJSk9+QxMTGYPXs2Bg8ejKFDhyI+Ph7V1dWqVe+zZs1Cp06dEBcXB0C5kO7y5cuq7+/evYusrCzY2tqiW7duAJSH2Xft2oX//Oc/sLOzQ2FhIQDAwcEBVlZWuHnzJnbt2oVx48ahY8eOyM7OxuLFi/HCCy+gf//+eudACCGEPEmuYHCz/hr07m7muWQNaEJBf5yTkxMWLVrUrOehT5kyBSUlJVixYgUKCwvh7++PlJQU1UK5/Px8sNmPFt3fu3cPAwcOVL3fuHEjNm7ciODgYKSlpQFQLuADlDePeVxSUhLmzJkDPp+PI0eOqP548PLywqRJk7Bs2TK94yeEEEK0yS8XQ1qngIDLRmdHw6y1ag6dBZ1hGOzduxdHjx5FcXExFAqF6jMWi4Wff/5Z78mio6N1HmJvKNINfHx8wDBMo+M97XMvLy/88ccfesVICCGE6ON60UMAQDdXW3DYLLPFobOgL1q0CP/+978xcuRIuLm5gcUyX5CEEEJIa3W9/g5x3V3Nd7gdaKSgf//999i3bx/GjRtnyngIIYSQNqVhD727me4Q10DnvdwdHBzg5+dnylgIIYSQNudaUevYQ9dZ0FetWoXVq1ejpqbGlPEQQgghbcbjK9zNdQ/3BjoPuU+ePBk//vgjXF1d4ePjo3HNW2ZmptGDI4QQQlqzv8vFkNSvcPdyMt8Kd6CRgj579mxkZGRg5syZtCiOEEII0aJhQVxXF/OucAcaKei///47Dh06hOeff96U8RBCCCFtRk6h8has5ryhTAOd59C9vLxafO9yQgghxJJdKVCucO/tYf56qbOgb9q0Ce+//z7y8vJMGA4hhBDSdlwpUO6h92kFBV3nIfeZM2dCLBaja9eusLa21lgUV15ebvTgCCGEkNZKLK1Dblk1gNaxh66zoMfHx5swDEIIIaRtuVr4EAwDuNgJ4GKn+ZROU2t0lTshhBBCtLt8T3m4vTXsnQNPnEOvrq7Wa2N9+xNCCCGWouH8eW8P895QpoFaQe/WrRvWrVuHgoICnRswDIPU1FSMHTsWW7ZsMXqAhBBCSGt0uRUtiAOeOOSelpaGpUuXYtWqVRgwYAAGDx4MT09PCIVC3L9/H5cvX0Z6ejq4XC5iY2PxxhtvmCtuQgghxGzkCgY5hcpL1lplQe/Zsyd+/vln5OfnY8+ePfjzzz9x4sQJ1NTUwNnZGQMHDsQ333yDsWPHgsPhmCtmQgghxKxul1VDLJVDwGXD19nG3OEA0LEorkuXLnj33Xfx7rvvmjoeQgghpNVruKFMT3c7cDk6b+liUq0jCkIIIaQNuVzwAEDrOdwOmLigb926FT4+PhAKhQgMDMTp06d19r106RImTZoEHx8fsFgsndfFP23M2tpaLFiwAB07doStrS0mTZqEoqIiQ6ZFCCGknWlNt3xtYLKCvnv3bsTExGDlypXIzMzEgAEDEBYWhuLiYq39xWIx/Pz8sG7dOri7uzd7zMWLF+PXX3/Fnj178Mcff+DevXuYOHGiUXIkhBDSPrS2a9ABExb0zZs3Y968eYiMjESfPn2QkJAAa2trJCYmau0/ZMgQbNiwAVOnToVAoP0OPE8b88GDB9i2bRs2b96MF198EQEBAUhKSsKJEydw8uRJo+VKCCHEchU/rEVhZS1YLKCPZ+sp6DrvFGdIUqkUGRkZiI2NVbWx2WyEhIQgPT3daGNmZGRAJpMhJCRE1adXr17o0qUL0tPT8eyzz2qMK5FIIJFIVO8rK5V/hclkMshksmbF2qBh+5aO0xZQrparPeVLuVqmluaamVcGAOjqbAMBmzHLz0zbnDoLuo+PD+bOnYs5c+agS5cuLZq4tLQUcrkcbm5uau1ubm64evWq0cYsLCwEn89Hhw4dNPoUFhZqHTcuLg6rV6/WaD98+DCsra2bFeuTUlNTDTJOW0C5Wq72lC/lapmam+vBfDYANpzwEAcPHjRsUE0kFos12nQW9EWLFmH79u1Ys2YNRo4ciaioKEyYMEHn4W9LERsbi5iYGNX7yspKeHl5ITQ0tMXPh5fJZEhNTcXo0aM1nl5naShXy9We8qVcLVNLc/35uwwAZRgb2AfjAlu2w9tcDUePH9doQV+0aBEyMzOxfft2LFy4EP/3f/+H6dOnY+7cuRg0aFCTJ3Z2dgaHw9FYXV5UVKRzwZshxnR3d4dUKkVFRYXaXnpj8woEAq1/tPB4PIP9IzfkWK0d5Wq52lO+lKtlak6uDMPg4j3lCveB3h3N9rPSNu9TF8UNGjQIW7Zswb1797By5Up8++23GDJkCPz9/ZGYmAiGYZ46MZ/PR0BAAEQikapNoVBAJBIhKChIzzSaPmZAQAB4PJ5an5ycHOTn5zd7XkIIIe3Xnfs1KK+WgsdhtZqHsjR46qI4mUyGX375BUlJSUhNTcWzzz6LqKgo3LlzB0uXLsWRI0ewa9eup04UExOD2bNnY/DgwRg6dCji4+NRXV2NyMhIAMCsWbPQqVMnxMXFAVAuert8+bLq+7t37yIrKwu2trbo1q1bk8Z0cHBAVFQUYmJi4OTkBHt7eyxcuBBBQUFaF8QRQgghjcm+o7yhTE93Owi4resW6DoLemZmJpKSkvDjjz+CzWZj1qxZ+PTTT9GrVy9VnwkTJmDIkCFNmmjKlCkoKSnBihUrUFhYCH9/f6SkpKgWteXn54PNfnTA4N69exg4cKDq/caNG7Fx40YEBwcjLS2tSWMCwKeffgo2m41JkyZBIpEgLCwMX375ZdN+OoQQQshjsu9UAAD6d+5g1ji00VnQhwwZgtGjR+Orr75CeHi41uP1vr6+mDp1apMni46ORnR0tNbPGop0Ax8fnyYdzm9sTAAQCoXYunUrtm7d2uQ4CSGEEG3O1xf0AZ0dzBuIFjoL+q1bt+Dt7d3oxjY2NkhKSjJ4UIQQQkhro1AwuHhXubq8Ne6h61wUN3LkSJSVlWm0V1RUwM/Pz6hBEUIIIa3NrdIqVEnqIOSx0d3V1tzhaNBZ0PPy8iCXyzXaJRIJ7t69a9SgCCGEkNYmM78CANCvk0OreWTq4zQOuR84cED1/aFDh+Dg8Og8gVwuh0gkgo+Pj0mCI4QQQlqLjLz7AIAAbyczR6KdRkEPDw8HALBYLMyePVvtMx6PBx8fH2zatMkkwRFCCCGtxdnb5QCAwd6OZo5EO42CrlAoAChXsJ85cwbOzs4mD4oQQghpTcqrpbhZUg0ACGgrBb1Bbm6uKeMghBBCWq2M28rD7d1cbeFowzdzNNqpFfQtW7Zg/vz5EAqF2LJlS6Mbvv3220YNjBBCCGktWvvhduCJgv7pp59ixowZEAqF+PTTT3VuxGKxqKATQghpN87WL4gb7NM6F8QBTxT0xw+z0yF3QgghBKiVyXGh/h7urXkPvckX0snlcmRlZeH+/fvGjIcQQghpVS7efQCpXAFnWz68O1qbOxyddBb0RYsWYdu2bQCUxfyFF17AoEGD4OXlpXHfdUIIIcRSnWk43O7tBBaLZeZodNNZ0Pfu3YsBAwYAAH799Vfk5eXh6tWrWLx4MT766COTBUgIIYSY05m8+gVxPq33cDvQSEEvLS2Fu7s7AODgwYOIiIhAjx49MHfuXFy4cMFkARJCCCHmUidX4HSusqA/69fRzNE0TmdBd3Nzw+XLlyGXy5GSkoLRo0cDAMRiMTic1vVQd0IIIcQYLt6rRJWkDvZCLnp72Js7nEbpvLFMZGQkJk+eDA8PD7BYLISEhAAATp06hV69epksQEIIIcRcTtwsBaDcO+ewW+/5c6CRgr5q1Sr07dsXf//9NyIiIiAQCAAAHA4HH374ockCJIQQQswl/abyMeJBXVv34XagkYIOAP/4xz802p58YAshhBBiiaR1CtUNZdpCQW/0OnSRSISlS5fi9ddfx9y5c9VezbF161b4+PhAKBQiMDAQp0+fbrT/nj170KtXLwiFQvTr1w8HDx5U+5zFYml9bdiwQdXHx8dH4/N169Y1K35CCCHtR/adCtTI5HCy4aOHq525w3kqnQV99erVCA0NhUgkQmlpKe7fv6/20tfu3bsRExODlStXIjMzEwMGDEBYWBiKi4u19j9x4gSmTZuGqKgonDt3DuHh4QgPD8fFixdVfQoKCtReiYmJYLFYmDRpktpYa9asUeu3cOFCveMnhBDSvhy/oTzc/qyfE9it/Pw50Mgh94SEBGzfvh2vvfaaQSbavHkz5s2bh8jISNX4v//+OxITE7Wek//ss88wZswYvPfeewCAtWvXIjU1FV988QUSEhIAQHVZXYP//Oc/GDlyJPz8/NTa7ezsNPoSQgghjTl2vQQAMLy7i5kjaRqdBV0qlWLYsGEGmUQqlSIjIwOxsbGqNjabjZCQEKSnp2vdJj09HTExMWptYWFh2L9/v9b+RUVF+P3337Fjxw6Nz9atW4e1a9eiS5cumD59OhYvXgwuV3vqEokEEolE9b6yshIAIJPJIJPJGs3zaRq2b+k4bQHlarnaU76Uq2VqSq4PamQ4l688Gj3Mt0Or+7loi0dnQX/99dexa9cuLF++vMUTl5aWQi6Xw83NTa3dzc0NV69e1bpNYWGh1v6FhYVa++/YsQN2dnaYOHGiWvvbb7+NQYMGwcnJCSdOnEBsbCwKCgqwefNmrePExcVh9erVGu2HDx+GtbVh7uGbmppqkHHaAsrVcrWnfClXy9RYrlllLCgYDtysGGSdOIos04XVJGKxWKNNZ0Gvra3F119/jSNHjqB///7g8Xhqn+sqiOaSmJioevTr4x7fy+/fvz/4fD7eeOMNxMXFqS7Fe1xsbKzaNpWVlfDy8kJoaCjs7Vt2UwGZTIbU1FSMHj1a4+dpaShXy9We8qVcLVNTcv1r/yUAdzFuoA/Gje1p2gCboOHo8eN0FvTs7Gz4+/sDgNpCNAB635ze2dkZHA4HRUVFau1FRUU6z227u7s3uf+ff/6JnJwc7N69+6mxBAYGoq6uDnl5eejZU/OXJBAItBZ6Ho9nsH/khhyrtaNcLVd7ypdytUy6cmUYBn9eVy6IG9nLrVX+PLTFpLOgHz161GAT8/l8BAQEQCQSITw8HACgUCggEokQHR2tdZugoCCIRCIsWrRI1ZaamoqgoCCNvtu2bUNAQIDqYTKNycrKApvNhqura7NyIYQQYtmuFVWhsLIWQh4bQ32dzB1OkzV6YxkAuHHjBm7evIkXXngBVlZWYBimWY+Pi4mJwezZszF48GAMHToU8fHxqK6uVq16nzVrFjp16oS4uDgAwDvvvIPg4GBs2rQJL730EpKTk3H27Fl8/fXXauNWVlZiz5492LRpk8ac6enpOHXqFEaOHAk7Ozukp6dj8eLFmDlzJhwdW/dTcwghhJjHH9eUl1MH+naEkNd2nl2is6CXlZVh8uTJOHr0KFgsFq5fvw4/Pz9ERUXB0dFRawFtzJQpU1BSUoIVK1agsLAQ/v7+SElJUS18y8/PB5v96LL4YcOGYdeuXVi2bBmWLl2K7t27Y//+/ejbt6/auMnJyWAYBtOmTdOYUyAQIDk5GatWrYJEIoGvry8WL16ssXqeEEIIaXDsmvL+7cE92sblag10FvTFixeDx+MhPz8fvXv3VrVPmTIFMTExehd0AIiOjtZ5iD0tLU2jLSIiAhEREY2OOX/+fMyfP1/rZ4MGDcLJkyf1jpMQQkj7JJbWqR6XGtzTQgr64cOHcejQIXTu3FmtvXv37rh9+7bRAyOEEEJM7di1EkjlCng5WcHP2cbc4ehF561fq6urtV53XV5ernUVOCGEENLWpVxU3uskrI97s9aLmZPOgj58+HB89913qvcsFgsKhQLr16/HyJEjTRIcIYQQYirSOgVEV5QL4sb2a3u3C9d5yH39+vUYNWoUzp49C6lUivfffx+XLl1CeXk5jh8/bsoYCSGEEKM7cbMUDyV1cLETYKBX27sSSuceet++fXHt2jU8//zzGD9+PKqrqzFx4kScO3cOXbt2NWWMhBBCiNEdulR/uP0ZtzbxdLUnNXoduoODAz766CNTxUIIIYSYhVzB4PAl5d1Jx/b1MHM0zaNW0LOzs5u8Yf/+/Q0eDCGEEGIOZ/LKUVYtRQdrXpu6O9zj1Aq6v78/WCyWxt3gGIYBoH4Pd7lcbqIQCSGEEONqWN0e0tsNPI7Os9GtmlrUubm5uHXrFnJzc/Hzzz/D19cXX375JbKyspCVlYUvv/wSXbt2xc8//2yueAkhhBCDUigY1fnzMc+0vdXtDdT20L29vVXfR0REYMuWLRg3bpyqrX///vDy8sLy5ctVD1khhBBC2rKTt8pQ8KAW9kIunu/ubO5wmk3ncYULFy7A19dXo93X1xeXL182alCEEEKIqfyceRcA8PIAzzb1MJYn6SzovXv3RlxcHKRSqapNKpUiLi5O7d7uhBBCSFslltbhvxcLAACTBnUyczQto/OytYSEBLzyyivo3LmzakV7dnY2WCwWfv31V5MFSAghhBjLoUuFEEvl8O5ojUFd2t7NZB6ns6APHToUt27dws6dO3H16lUAyietTZ8+HTY2beuG9YQQQog2++oPt08c2LnN3bv9SY3eWMbGxkbno0kJIYSQtqywshZ/3VA++3zCwLZ9uB1o5Bw6IYQQYskOnC8AwwBDfZzQpaPm00XbGirohBBC2h2GAfZn3QMATGzji+EaUEEnhBDS7tx6CFwvroaQx8bYfm3z3u1PMmlB37p1K3x8fCAUChEYGIjTp0832n/Pnj3o1asXhEIh+vXrh4MHD6p9PmfOHLBYLLXXmDFj1PqUl5djxowZsLe3R4cOHRAVFYWqqiqD50YIIaTt+LNQWf7C/TvBwYpn5mgMQ2dB9/PzQ1lZmUZ7RUUF/Pz89J5o9+7diImJwcqVK5GZmYkBAwYgLCwMxcXFWvufOHEC06ZNQ1RUFM6dO4fw8HCEh4fj4sWLav3GjBmDgoIC1evHH39U+3zGjBm4dOkSUlNT8dtvv+HYsWO00I8QQtqxospanC9Xrmh/Lcj7Kb3bDp0FPS8vT+sDWCQSCe7evav3RJs3b8a8efMQGRmJPn36ICEhAdbW1khMTNTa/7PPPsOYMWPw3nvvoXfv3li7di0GDRqEL774Qq2fQCCAu7u76uXo+Og6witXriAlJQXffvstAgMD8fzzz+Pzzz9HcnIy7t27p3cOhBBC2r7dZ+9AwbAw2LsDnvF0MHc4BqNx2dqBAwdU3x86dAgODo+SlcvlEIlE8PHx0WsSqVSKjIwMxMbGqtrYbDZCQkKQnp6udZv09HTExMSotYWFhWH//v1qbWlpaXB1dYWjoyNefPFFfPzxx+jYsaNqjA4dOmDw4MGq/iEhIWCz2Th16hQmTJigMa9EIoFEIlG9r6ysBADIZDLIZDK98n5Sw/YtHactoFwtV3vKl3K1PNI6BX48cwcAMG2wZ5vNV1vcGgW94aErLBYLs2fPVvuMx+PBx8cHmzZt0mvi0tJSyOVyuLm5qbW7ubmpblrzpMLCQq39CwsLVe/HjBmDiRMnwtfXFzdv3sTSpUsxduxYpKeng8PhoLCwEK6urmpjcLlcODk5qY3zuLi4OKxevVqj/fDhw7C2NsxlDampqQYZpy2gXC1Xe8qXcrUcGaUslFZxYM9jwLqTjYP3ss0dUrOIxWKNNo2CrlAoACgfwnLmzBk4O7feJ89MnTpV9X2/fv3Qv39/dO3aFWlpaRg1alSzxoyNjVU7MlBZWQkvLy+EhobC3t6+RfHKZDKkpqZi9OjR4PEsYxGGLpSr5WpP+VKulmfHN6cBVOA5NwXGhLXdXBuOHj9O553icnNzDTaxs7MzOBwOioqK1NqLiorg7q792bPu7u569QeUC/mcnZ1x48YNjBo1Cu7u7hqL7urq6lBeXq5zHIFAAIFAoNHO4/EM9os35FitHeVqudpTvpSrZTibV47M/ArwOCwEuTFtOldtcTd661eRSASRSITi4mLVnnsDXYvZtOHz+QgICIBIJFId0lcoFBCJRIiOjta6TVBQEEQiERYtWqRqS01NRVBQkM557ty5g7KyMnh4eKjGqKioQEZGBgICAgAA//vf/6BQKBAYGNjk+AkhhLR9Xxy9AQCYONATDrzbZo7G8HSucl+9ejVCQ0MhEolQWlqK+/fvq730FRMTg2+++QY7duzAlStX8NZbb6G6uhqRkZEAgFmzZqktmnvnnXeQkpKCTZs24erVq1i1ahXOnj2r+gOgqqoK7733Hk6ePIm8vDyIRCKMHz8e3bp1Q1hYGADlI2DHjBmDefPm4fTp0zh+/Diio6MxdepUeHp66p0DIYSQtunCnQdIyykBmwXMG+5r7nCMotHHp27fvh2vvfaaQSaaMmUKSkpKsGLFChQWFsLf3x8pKSmqhW/5+flgsx/9fTFs2DDs2rULy5Ytw9KlS9G9e3fs378fffv2BQBwOBxkZ2djx44dqKiogKenJ0JDQ7F27Vq1Q+Y7d+5EdHQ0Ro0aBTabjUmTJmHLli0GyYkQQkjb8MXR6wCA8f6d4O1kjUtmjscYdBZ0qVSKYcOGGXSy6OhonYfY09LSNNoiIiIQERGhtb+VlRUOHTr01DmdnJywa9cuveIkhBBiOa4VPcShS0VgsYD/G9HV3OEYjc5D7q+//joVQkIIIW3epsM5AIAxz7iju5udmaMxHp176LW1tfj6669x5MgR9O/fX2NF3ebNm40eHCGEENISp3PLcehSEdgsIGZ0D3OHY1Q6C3p2djb8/f0BQOP+6SwWy6hBEUIIIS3FMAw+OXgFADB1aBeL3jsHGinoR48eNWUchBBCiEH9ll2A839XwJrPwaKQ7uYOx+ie+vjUGzdu4NChQ6ipqQGg/IuHEEIIac0kdXL8K0V5a/E3XugKVzuhmSMyPp0FvaysDKNGjUKPHj0wbtw4FBQUAACioqLw7rvvmixAQgghRF/fp9/Gnfs1cLUTYN4Llnnd+ZN0FvTFixeDx+MhPz9f7aEkU6ZMQUpKikmCI4QQQvRVViXBFpHyuvN3Q3vAmt/oTVEths4sDx8+jEOHDqFz585q7d27d8ft25Z3yzxCCCGWYe1vl1FZW4feHvb4R4CXucMxGZ176NXV1VofF1peXq714SWEEEKIuR3NKcb+rHtgs4B1E/uBw24/V2XpLOjDhw/Hd999p3rPYrGgUCiwfv16jBw50iTBEUIIIU1VLanDsl+Ul1nPfc4XA7w6mDcgE9N5yH39+vUYNWoUzp49C6lUivfffx+XLl1CeXk5jh8/bsoYCSGEkKfaeDgHdytq0NnRCjGhln0TGW107qH37dsX165dw/PPP4/x48ejuroaEydOxLlz59C1q+XeC5cQQkjb89f1Umw/kQcA+OeEfu1mIdzjtGYsk8kwZswYJCQk4KOPPjJ1TIQQQkiTlVZJsPinLDAMMG1oF7zQw8XcIZmF1j10Ho+H7OxsU8dCCCGE6EWhYLBkz3mUPJSgh5stVrzcx9whmY3OQ+4zZ87Etm3bTBkLIYQQopfE47lIyymBgMvG59MGwYrPMXdIZqPzJENdXR0SExNx5MgRBAQEwMbGRu1zetoaIYQQczp1qwzr/qu8vevyl/ugp7tlP3zlaXQW9IsXL2LQoEEAgGvXrql9Rk9bI4QQYk53K2rwfzszUadg8OoAT8wI7GLukMxOa0GXy+VYvXo1+vXrB0dHR1PHRAghhOhUI5Vj/ndnUVYtxTOe9vjXpP60owkd59A5HA5CQ0NRUVFh0Mm2bt0KHx8fCIVCBAYG4vTp043237NnD3r16gWhUIh+/frh4MGDqs9kMhk++OAD9OvXDzY2NvD09MSsWbNw7949tTF8fHzAYrHUXuvWrTNoXoQQQkyjTq7Awh/P4dK9SjjZ8PHv1wLa9XnzxzV6HfqtW7cMNtHu3bsRExODlStXIjMzEwMGDEBYWBiKi4u19j9x4gSmTZuGqKgonDt3DuHh4QgPD8fFi8q7AInFYmRmZmL58uXIzMzEvn37kJOTg1dffVVjrDVr1qCgoED1WrhwocHyIoQQYhoMw+CjXy7iyJUi8LlsJMwMQGdHzVuUt1c6C/rHH3+MJUuW4LfffkNBQQEqKyvVXvravHkz5s2bh8jISPTp0wcJCQmwtrZGYmKi1v6fffYZxowZg/feew+9e/fG2rVrMWjQIHzxxRcAAAcHB6SmpmLy5Mno2bMnnn32WXzxxRfIyMhAfn6+2lh2dnZwd3dXvZ5c4EcIIaR1YxgGH/9+BbvP/g02C/h82kAM9XUyd1itis5FcePGjQMAvPrqq2rnJhiGAYvFglwub/IkUqkUGRkZiI2NVbWx2WyEhIQgPT1d6zbp6emIiYlRawsLC8P+/ft1zvPgwQOwWCx06NBBrX3dunVYu3YtunTpgunTp2Px4sXgcrWnLpFIIJFIVO8b/niRyWSQyWSNpflUDdu3dJy2gHK1XO0pX8q1dWAYBmt/v4rvT/0NAFj7ah+82KNjs2Ntzbk2lbbYdRb0o0ePGmzi0tJSyOVyuLm5qbW7ubnh6tWrWrcpLCzU2r+wsFBr/9raWnzwwQeYNm0a7O3tVe1vv/02Bg0aBCcnJ5w4cQKxsbEoKCjQedldXFwcVq9erdF++PBhrU+fa47U1FSDjNMWUK6Wqz3lS7maj5wB9t5i40QxGywwmOKngG1xNg4ebPnNz1pbrvoQi8UabToLenBwsFGDMSSZTIbJkyeDYRh89dVXap89vpffv39/8Pl8vPHGG4iLi9P6GNjY2Fi1bSorK+Hl5YXQ0FC1PxSaG2dqaipGjx4NHo/XorFaO8rVcrWnfClX86qW1GHxnmycKC4FiwWsm9AXEwd2avG4rTFXfWk79a2zoB87dqzRwV544YUmT+zs7AwOh4OioiK19qKiIri7u2vdxt3dvUn9G4r57du38b///e+pRTcwMBB1dXXIy8tDz549NT4XCARaCz2PxzPYL96QY7V2lKvlak/5Uq6mV1xZi7k7zuLi3UoIuGzET/HH2H4eBp2jteTaHNri1lnQR4wYodH2+Ll0fc6h8/l8BAQEQCQSITw8HACgUCggEokQHR2tdZugoCCIRCIsWrRI1ZaamoqgoCDV+4Zifv36dRw9ehQdO3Z8aixZWVlgs9lwdXVtcvyEEEJMJ6fwISKTTuPeg1p0tOHjm9mDMagL3RPlaXQW9Pv376u9l8lkOHfuHJYvX45PPvlE74liYmIwe/ZsDB48GEOHDkV8fDyqq6sRGRkJAJg1axY6deqEuLg4AMA777yD4OBgbNq0CS+99BKSk5Nx9uxZfP3116p4/vGPfyAzMxO//fYb5HK56vy6k5MT+Hw+0tPTcerUKYwcORJ2dnZIT0/H4sWLMXPmTLphDiGEtDIMw+DnzLtY+Z+LqJbK4edsg6TIIfDuSFcmNYXOgu7g4KDRNnr0aPD5fMTExCAjI0OviaZMmYKSkhKsWLEChYWF8Pf3R0pKimrhW35+PtjsR1fRDRs2DLt27cKyZcuwdOlSdO/eHfv370ffvn0BAHfv3sWBAwcAAP7+/mpzHT16FCNGjIBAIEBycjJWrVoFiUQCX19fLF68WGP1PCGEEPOqEEux9JcLOHhBuWP2rJ8TEmYGoIM138yRtR16PwHezc0NOTk5zZosOjpa5yH2tLQ0jbaIiAhERERo7e/j4wOGYRqdb9CgQTh58qTecRJCCDGdv66X4t09WSiqlIDLZmHx6B54M7grOGy6nas+dBb0J5+HzjAMCgoKsG7dOo09YkIIIURfNVI5Nh7Owba/cgEAfs42iJ/qj/6dO5g3sDZKZ0H39/cHi8XS2At+9tlndd7djRBCCGmKY9dK8NH+C/i7vAYAMCOwCz56qTes+XofOCb1dP7kcnNz1d6z2Wy4uLhAKBQaPShCCCGW6dStMmz533Ucv1EGAPB0EOLjCX3xYi+3p2xJnkZnQff29jZlHIQQQiwUwzBIv1mGz0TXcSq3HADAZbPwWpA33g3tCVsB7ZUbgsbDWf73v/+hT58+Wu9C8+DBAzzzzDP4888/TRIcIYSQtothGBy7VoKIhHRM//YUTuWWg89hY+azXZD23gisfOUZKuYGpPGTjI+Px7x587Tecc3BwQFvvPEGNm/ejOHDh5skQEIIIW2LQsEg7VoxtohuIOvvCgAAn8vG9KFd8EawHzwcrMwboIXSKOjnz5/Hv/71L50bhIaGYuPGjUYNihBCSNvCMAwu3avEgfP3cCDrHgorawEAQh4bMwK98cYLfnC1pzVYxqRR0IuKihq9ty2Xy0VJSYlRgyKEENI25JVW4/cLBdh/7i6uF1ep2u2EXEwb2gXzhvvBxU7z+RjE8DQKeqdOnXDx4kV069ZN6wbZ2dnw8DDsDfIJIYS0DaVVEpy8VYYTN8vw1/VS5Jc/eownn8vGqF6uGO/fCSN7uUDA5Zgx0vZHo6CPGzcOy5cvx5gxYzQuUaupqcHKlSvx8ssvmyxAQgghpscwDEqqJLhVUo2bJVW4WvAQJ2+Vqe2FAwCPw0Kgb0e8OsATY/q5w17YNp9eZgk0CvqyZcuwb98+9OjRA9HR0apHjF69ehVbt26FXC7HRx99ZPJACSGEGJ6kTo7bZWLkFDzA4TssHN17AbnlNbhVXIWHkjqt2/Ryt8Ozfh0xvLszAv060kr1VkLjt+Dm5oYTJ07grbfeQmxsrOpOcSwWC2FhYdi6davqgSqEEGIIcgUDaZ0CUrkCMrkC0rpHX5Vtys/r5ArIGQYKRrmSWq5goGCUL7kCqu+fhs1igctmgcth139lgVP/eOiGrTlsFhiFHLkPgew7DyDg88Bhsx69WI++57JZYD/xlcdhg8fRuDLYqBQKBlK5ApU1MlTWyiCWyvGwtg7l1VJUiKUor5bhvlj5fVm1FPnlYvxdLoZC9SPjAH8XPPZzAjo7WqOriw26uthisI8jAn07wtGGHpjSGmn9s8rb2xsHDx7E/fv3cePGDTAMg+7du9MjRwlphxiGgaROoSwQEjkqxRLcqgT+vFEKqRx4UCPDgxoZqmrr8FBSh2pJHaokdXhYW4damby+KDOQ1skhkzNPFGrl94qn12Az4iL+4qlmbcnjsCDkcsDlKP944NX/EcHjKAu+gMsGh80Ci8UCCwCLBbDAAljKP3LqFAzq5ArUyRnIFAplW/3PsE6h/KpqUyjQhL9ltLITcOHrbA2BpALPD+iBHu728HOxhXdHawh5dB68rWj0OImjoyOGDBliqlgIIUZWJ1fgQY0M98XKPbX71VJUiGUor/++pEqC0iqpag+vskaGypo6SOWKJ0biApcyjRYnn8MGn/uo8PG5bPA5bHA5LLBZyhenfm+Yw4Kqjc1Wfs96ykO65PV793X1xbBOwUCuUObIAgsMGFWfh1XVEAitIK8/CiCvL6wKBqhTKKBQ1H/VUkyVf8BoP2xtTGwWYCfkwZrPga2AC0cbPhyteXCy4aODtfL7DtZ8eNXvfbvYCVBXV4eDBw9i3Ai/Rq90Iq0XnfggpI1QKBhUSZV7vlW1daiWKr9WSeoeK8B1eFir3GOurK3DgxoZKsRS1V60TN78XWEWC7Dhc2HFY4Opk8C5gz1sBFzYC5UFw1bAha2ACxsBF3ZCLmz4XFjzOfWFma36Kqj/yuOwVIWar2pTtrOeVpFNRCaTKYvcuBeeWuQY5lGRlysYyOoY1MjkqJHJUVd/2qBOoVA7SiGrbwcY1d41A4BhlIf8eRxW/Ve2xikCHke5d89js+uPALDAZSt/fjZ8Ltj06NF2hwo6IUZUJ1dALJOjRqp8iaVy1MjqUFn7qBhXS+oglspRLa2DWCLHw9pHxfhhrQwPa+uLuI4FSs1hJ+Sq7a05WSu/d7EToKMtHx2seHCw4sH+sa82fA5YLNZjRS6I9uQew2IpjxZw2PWHqPmAA+jnQ0yHCjoh9RiGgVgqR1X9OWCxRLl3VS2tL7oS5WdiaR2qpXJUS+pQLZGjqlaK23fZ2HH3tFphrpLUQVL35KHqluNz2LAVcmEj4MBWwIOtgKMsukIe7IRc2FspvzrUF2MHKz46WCuLsjWPAzshF1wTL9YihBgfFXTSJjQszKqVyVErU36tkckfva+To1YqV3597PMaqRzVEjnEUuVesFhap3pfLZVDLFF+ralfvNV8bOBBhe5PWYA1nwshjwNrvrKo2jYcmhZwYc3nwobPgU39YWvlXjG3vkjzYCtU9rUTculmHYQQrUxa0Ldu3YoNGzagsLAQAwYMwOeff46hQ4fq7L9nzx4sX74ceXl56N69O/71r39h3Lhxqs8ZhsHKlSvxzTffoKKiAs899xy++uordO/eXdWnvLwcCxcuxK+//go2m41Jkybhs88+g62trVFzbesUCuWqWZmcgazhXJ/i0fcNlxI1XDYkrVOeE5TUr16ukUhxroiF+6fyUcewIJU/9nmdApI6uWob5WcMamTKYlsrk0NSp0CNqkAr3zd3Ba++2CzARqA8B2zF58BGwIE1X1lorfkc2PCVRdhGoCzAQg5w/eolDBsyCPbWAvW+9V8FXHarOS9MCLFMJivou3fvRkxMDBISEhAYGIj4+HiEhYUhJycHrq6uGv1PnDiBadOmIS4uDi+//DJ27dqF8PBwZGZmom/fvgCA9evXY8uWLdixYwd8fX2xfPlyhIWF4fLly6q73M2YMQMFBQVITU2FTCZDZGQk5s+fj127dpkqdYOplclRVi1FeZVUtSpZLJVDUifXKJQ19Xuu0sfb5QpIZArV18e3a7gMpqWXv6jjALeuGmIgNVw2C0IeB0Ieu/5r/fdcDqz4HAi4jz6z4XNgLeDCmqf82vDehq8s0spizVGNY8PnQsjTr/jKZDIcLLuI0D5udE6ZEGI2Jivomzdvxrx58xAZGQkASEhIwO+//47ExER8+OGHGv0/++wzjBkzBu+99x4AYO3atUhNTcUXX3yBhIQEMAyD+Ph4LFu2DOPHjwcAfPfdd3Bzc8P+/fsxdepUXLlyBSkpKThz5gwGDx4MAPj8888xbtw4bNy4EZ6enibKvnGlVRJcvleJggc1agW7vFr5KquS4r5YWbzNhcVSnrttWIXM5Ty6jIgFQMBVrmZWXV7EBu6XlaCzpwf4XOUeKp/LVusneGyFM5/LhhWvfo+3vhhb1RdqZYFWFmshl03nfwkhRAuTFHSpVIqMjAzExsaq2thsNkJCQpCenq51m/T0dMTExKi1hYWFYf/+/QCA3NxcFBYWIiQkRPW5g4MDAgMDkZ6ejqlTpyI9PR0dOnRQFXMACAkJAZvNxqlTpzBhwgSNeSUSCSQSiep9ZWUlAOVemEwm0z/5x8hkMjAMkJlXhmM37+Pi3UpcKXyI4oeSp29cj8dhwal+ZbKjDR829XukfC5LrXAKucqiqKt4CuvbBFyOqkBzOSzVjS+49ZfMKIu28vIYfXNNTU3F6NF9DLjXyoBRyCFTmO8PG20a/l209N9HW9Ge8qVcLZMl5KotdpMU9NLSUsjlco1bxrq5ueHqVe2HZAsLC7X2LywsVH3e0NZYnycP53O5XDg5Oan6PCkuLg6rV6/WaD98+DCsra11pdgkFRIg6RoHeScz1NpZYOAiBJyFDGx5gC0XsOUxsHn8ey5gywOEHIDFeso/Qnn9S8vfCQoAtfUvU0hNTTXRTObXnnIF2le+lKtlasu5isVijTZa5f6E2NhYtSMDlZWV8PLyQmhoKOzt7Vs09oJd55BXVQIBl40Xe7og0NcRfTzs0dPdFtZ8y/pVPNpDH23x55XbU65A+8qXcrVMlpBrw9Hjx5mkijg7O4PD4aCoqEitvaioCO7u7lq3cXd3b7R/w9eioiK157MXFRXB399f1ae4uFhtjLq6OpSXl+ucVyAQQCAQaLTzeLwW/eJrZXIcu1EGAEicPQjPdW8fD7hp6c+tLWlPuQLtK1/K1TK15Vy1xW2S1UV8Ph8BAQEQiUSqNoVCAZFIhKCgIK3bBAUFqfUHlIdHGvr7+vrC3d1drU9lZSVOnTql6hMUFISKigpkZDw6xP2///0PCoUCgYGBBsuvKYQ8Dn5581mEe8sxxJseckMIIcSwTHacNyYmBrNnz8bgwYMxdOhQxMfHo7q6WrXqfdasWejUqRPi4uIAAO+88w6Cg4OxadMmvPTSS0hOTsbZs2fx9ddfA1DeZnHRokX4+OOP0b17d9Vla56enggPDwcA9O7dG2PGjMG8efOQkJAAmUyG6OhoTJ061Swr3Lu52mKkJ0PXIxNCCDE4kxX0KVOmoKSkBCtWrEBhYSH8/f2RkpKiWtSWn58PNvvRAYNhw4Zh165dWLZsGZYuXYru3btj//79qmvQAeD9999HdXU15s+fj4qKCjz//PNISUlRXYMOADt37kR0dDRGjRqlurHMli1bTJU2IYQQYhImXYkVHR2N6OhorZ+lpaVptEVERCAiIkLneCwWC2vWrMGaNWt09nFycmqTN5EhhBBC9EF36CCEEEIsABV0QgghxAJQQSeEEEIsABV0QgghxAJQQSeEEEIsgGXdb9QImPrniGq7zZ6+ZDIZxGIxKisr2+zdiZqKcrVc7SlfytUyWUKuDTWJeexZ11TQn+Lhw4cAAC8vLzNHQgghhKh7+PAhHBwcAAAs5vHyTjQoFArcu3cPdnZ2Lb7DW8ODXv7+++8WP+iltaNcLVd7ypdytUyWkCvDMHj48CE8PT1VN2WjPfSnYLPZ6Ny5s0HHtLe3b7P/iPRFuVqu9pQv5WqZ2nquDXvmDWhRHCGEEGIBqKATQgghFoAKugkJBAKsXLlS6/PWLQ3larnaU76Uq2Wy1FxpURwhhBBiAWgPnRBCCLEAVNAJIYQQC0AFnRBCCLEAVNANbOvWrfDx8YFQKERgYCBOnz6ts++lS5cwadIk+Pj4gMViIT4+3nSBGoA+uX7zzTcYPnw4HB0d4ejoiJCQkEb7tzb65Lpv3z4MHjwYHTp0gI2NDfz9/fH999+bMNqW0SfXxyUnJ4PFYiE8PNy4ARqYPvlu374dLBZL7SUUCk0Ybcvo+7utqKjAggUL4OHhAYFAgB49euDgwYMmirZl9Ml1xIgRGr9XFouFl156yYQRGwBDDCY5OZnh8/lMYmIic+nSJWbevHlMhw4dmKKiIq39T58+zSxZsoT58ccfGXd3d+bTTz81bcAtoG+u06dPZ7Zu3cqcO3eOuXLlCjNnzhzGwcGBuXPnjokj15++uR49epTZt28fc/nyZebGjRtMfHw8w+FwmJSUFBNHrj99c22Qm5vLdOrUiRk+fDgzfvx40wRrAPrmm5SUxNjb2zMFBQWqV2FhoYmjbh59c5VIJMzgwYOZcePGMX/99ReTm5vLpKWlMVlZWSaOXH/65lpWVqb2O7148SLD4XCYpKQk0wbeQlTQDWjo0KHMggULVO/lcjnj6enJxMXFPXVbb2/vNlXQW5IrwzBMXV0dY2dnx+zYscNYIRpMS3NlGIYZOHAgs2zZMmOEZ1DNybWuro4ZNmwY8+233zKzZ89uUwVd33yTkpIYBwcHE0VnWPrm+tVXXzF+fn6MVCo1VYgG09L/Zj/99FPGzs6OqaqqMlaIRkGH3A1EKpUiIyMDISEhqjY2m42QkBCkp6ebMTLDM0SuYrEYMpkMTk5OxgrTIFqaK8MwEIlEyMnJwQsvvGDMUFusubmuWbMGrq6uiIqKMkWYBtPcfKuqquDt7Q0vLy+MHz8ely5dMkW4LdKcXA8cOICgoCAsWLAAbm5u6Nu3L/75z39CLpebKuxmMcT/n7Zt24apU6fCxsbGWGEaBRV0AyktLYVcLoebm5tau5ubGwoLC80UlXEYItcPPvgAnp6eav/RtUbNzfXBgwewtbUFn8/HSy+9hM8//xyjR482drgt0pxc//rrL2zbtg3ffPONKUI0qObk27NnTyQmJuI///kPfvjhBygUCgwbNgx37twxRcjN1pxcb926hb1790Iul+PgwYNYvnw5Nm3ahI8//tgUITdbS///dPr0aVy8eBGvv/66sUI0Gno4CzG5devWITk5GWlpaW1qQZE+7OzskJWVhaqqKohEIsTExMDPzw8jRowwd2gG8/DhQ7z22mv45ptv4OzsbO5wTCIoKAhBQUGq98OGDUPv3r3x73//G2vXrjVjZIanUCjg6uqKr7/+GhwOBwEBAbh79y42bNiAlStXmjs8o9m2bRv69euHoUOHmjsUvVFBNxBnZ2dwOBwUFRWptRcVFcHd3d1MURlHS3LduHEj1q1bhyNHjqB///7GDNMgmpsrm81Gt27dAAD+/v64cuUK4uLiWnVB1zfXmzdvIi8vD6+88oqqTaFQAAC4XC5ycnLQtWtX4wbdAob4b5bH42HgwIG4ceOGMUI0mObk6uHhAR6PBw6Ho2rr3bs3CgsLIZVKwefzjRpzc7Xk91pdXY3k5GSsWbPGmCEaDR1yNxA+n4+AgACIRCJVm0KhgEgkUvuL3hI0N9f169dj7dq1SElJweDBg00RaosZ6veqUCggkUiMEaLB6Jtrr169cOHCBWRlZaler776KkaOHImsrCx4eXmZMny9GeJ3K5fLceHCBXh4eBgrTINoTq7PPfccbty4ofojDQCuXbsGDw+PVlvMgZb9Xvfs2QOJRIKZM2caO0zjMPeqPEuSnJzMCAQCZvv27czly5eZ+fPnMx06dFBd1vLaa68xH374oaq/RCJhzp07x5w7d47x8PBglixZwpw7d465fv26uVJoMn1zXbduHcPn85m9e/eqXR7y8OFDc6XQZPrm+s9//pM5fPgwc/PmTeby5cvMxo0bGS6Xy3zzzTfmSqHJ9M31SW1tlbu++a5evZo5dOgQc/PmTSYjI4OZOnUqIxQKmUuXLpkrhSbTN9f8/HzGzs6OiY6OZnJycpjffvuNcXV1ZT7++GNzpdBkzf13/PzzzzNTpkwxdbgGQwXdwD7//HOmS5cuDJ/PZ4YOHcqcPHlS9VlwcDAze/Zs1fvc3FwGgMYrODjY9IE3gz65ent7a8115cqVpg+8GfTJ9aOPPmK6devGCIVCxtHRkQkKCmKSk5PNEHXz6JPrk9paQWcY/fJdtGiRqq+bmxszbtw4JjMz0wxRN4++v9sTJ04wgYGBjEAgYPz8/JhPPvmEqaurM3HUzaNvrlevXmUAMIcPHzZxpIZDT1sjhBBCLACdQyeEEEIsABV0QgghxAJQQSeEEEIsABV0QgghxAJQQSeEEEIsABV0QgghxAJQQSeEEEIsABV0QgghxAJQQSeEmEVeXh5YLBaysrKavM2cOXMQHh7+1H6vvfYa/vnPf+oVT0pKCvz9/dXuXU5IW0IFnRALMWfOHLBYLLBYLPD5fHTr1g1r1qxBXV1dk7bfvn07OnToYLTYnizEXl5eKCgoQN++fQ061/nz53Hw4EG8/fbbAIB+/frhzTff1Nr3+++/h0AgQGlpKcaMGQMej4edO3caNB5CTIUKOiEWZMyYMSgoKMD169fx7rvvYtWqVdiwYYO5w9KKw+HA3d0dXK5hn+L8+eefIyIiAra2tgCAqKgoJCcno6amRqNvUlISXn31VdXz3OfMmYMtW7YYNB5CTIUKOiEWRCAQwN3dHd7e3njrrbcQEhKCAwcOAADu37+PWbNmwdHREdbW1hg7diyuX78OAEhLS0NkZCQePHig2stftWoVAEAikWDJkiXo1KkTbGxsEBgYiLS0NNWcDXv2hw4dQu/evWFra6v6wwIAVq1ahR07duA///mPauy0tDSNQ+5yuRxRUVHw9fWFlZUVevbsic8++0yv/OVyOfbu3av2jPaZM2eipqYGP//8s1rf3NxcpKWlISoqStX2yiuv4OzZs7h586Ze8xLSGlBBJ8SCWVlZQSqVAlDufZ49exYHDhxAeno6GIbBuHHjIJPJMGzYMMTHx8Pe3h4FBQUoKCjAkiVLAADR0dFIT09HcnIysrOzERERgTFjxqj+GAAAsViMjRs34vvvv8exY8eQn5+v2n7JkiWYPHmyqsgXFBRg2LBhGrEqFAp07twZe/bsweXLl7FixQosXboUP/30U5Pzzc7OxoMHDzB48GBVm7OzM8aPH4/ExES1vtu3b0fnzp0RGhqqauvSpQvc3Nzw559/NnlOQloLwx7rIoS0CgzDQCQS4dChQ1i4cCGuX7+OAwcO4Pjx46piunPnTnh5eWH//v2IiIiAg4MDWCwW3N3dVePk5+cjKSkJ+fn58PT0BKAs0CkpKUhKSlItPJPJZEhISEDXrl0BKP8IWLNmDQDA1tYWVlZWkEgkamM/icfjYfXq1ar3vr6+SE9Px08//YTJkyc3Ke/bt2+Dw+HA1dVVrT0qKgpjx45Fbm4ufH19wTAMduzYgdmzZ4PNVt+v8fT0xO3bt5s0HyGtCRV0QizIb7/9BltbW8hkMigUCkyfPh2rVq2CSCQCl8tFYGCgqm/Hjh3Rs2dPXLlyRed4Fy5cgFwuR48ePdTaJRIJOnbsqHpvbW2tKuYA4OHhgeLiYr3j37p1KxITE5Gfn4+amhpIpVL4+/s3efuamhoIBAKwWCy19tGjR6Nz585ISkrCmjVrIBKJkJ+fj8jISI0xrKysIBaL9Y6dEHOjgk6IBRk5ciS++uor8Pl8eHp6tnjBWVVVFTgcDjIyMsDhcNQ+a1h0Bij3rh/HYrHAMIxecyUnJ2PJkiXYtGkTgoKCYGdnhw0bNuDUqVNNHsPZ2RlisRhSqRR8Pl/VzmazMWfOHOzYsQOrVq1CUlISRo4cCT8/P40xysvL4eLiolfshLQGVNAJsSA2Njbo1q2bRnvv3r1RV1eHU6dOqQ65l5WVIScnB3369AEA8Pl8yOVyte0GDhwIuVyO4uJiDB8+vNlxaRv7SQ2nA/7v//5P1abv4rSGvfnLly9r7NlHRkbi448/xr59+/DLL7/g22+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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): 98.00+/-0.10 mV/dec\n",
      "Tafel slope (order 1): 84.21+/-0.17 mV/dec\n",
      "Tafel slope (order 2): 78.40+/-8.22 mV/dec\n",
      "Tafel slope (order 3): 127.23+/-34.19 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": "62ad4c840ced47b78001e97fc229c93c",
       "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": 42,
   "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>CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>81.298775</td>\n",
       "      <td>0.152826</td>\n",
       "      <td>0.726660</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>85.339898</td>\n",
       "      <td>0.208972</td>\n",
       "      <td>0.746168</td>\n",
       "      <td>Pristine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>97.999830</td>\n",
       "      <td>0.096858</td>\n",
       "      <td>0.727905</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    tafel slope     error  \\\n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...    81.298775  0.152826   \n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...    85.339898  0.208972   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    97.999830  0.096858   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.726660   \n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       0.746168   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.727905   \n",
       "\n",
       "                                                             info  \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...  1 h at 1.73 V  \n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       Pristine  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...  1 h at 1.93 V  "
      ]
     },
     "execution_count": 42,
     "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 'at_0_' in idx or '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": 43,
   "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_1250/1871966502.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_1250/1871966502.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",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/dateutil/parser/_parser.py:1207: UnknownTimezoneWarning: tzname V identified but not understood.  Pass `tzinfos` argument in order to correctly return a timezone-aware datetime.  In a future version, this will raise an exception.\n",
      "  warnings.warn(\"tzname {tzname} identified but not understood.  \"\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7b2f67401890474e81d4d9318f4e3515",
       "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\"Tafel_slopes_overpotentials.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_seq4_06_CV_C01.mpr</th>\n",
       "      <td>69.355261</td>\n",
       "      <td>0.185000</td>\n",
       "      <td>0.736455</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>80.215607</td>\n",
       "      <td>0.227517</td>\n",
       "      <td>0.729461</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq4_06_CV_C01.mpr</th>\n",
       "      <td>92.690114</td>\n",
       "      <td>0.256467</td>\n",
       "      <td>0.739623</td>\n",
       "      <td>1 h at 1.93 V</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>81.298775</td>\n",
       "      <td>0.152826</td>\n",
       "      <td>0.726660</td>\n",
       "      <td>1 h at 1.73 V</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr</th>\n",
       "      <td>85.339898</td>\n",
       "      <td>0.208972</td>\n",
       "      <td>0.746168</td>\n",
       "      <td>Pristine</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1_05_CV_C01.mpr</th>\n",
       "      <td>97.999830</td>\n",
       "      <td>0.096858</td>\n",
       "      <td>0.727905</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",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...    69.355261  0.185000   \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...    80.215607  0.227517   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    92.690114  0.256467   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...    81.298775  0.152826   \n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...    85.339898  0.208972   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...    97.999830  0.096858   \n",
       "\n",
       "                                                    overpotential  \\\n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       0.736455   \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.729461   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.739623   \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.726660   \n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       0.746168   \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...       0.727905   \n",
       "\n",
       "                                                             info before EIS  \n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       Pristine         No  \n",
       "CL20250526_004_#8_Co3O4Nps_CV_5mVpers_after_CA_...  1 h at 1.73 V         No  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...  1 h at 1.93 V         No  \n",
       "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_...  1 h at 1.73 V        Yes  \n",
       "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_s...       Pristine        Yes  \n",
       "CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_...  1 h at 1.93 V        Yes  "
      ]
     },
     "execution_count": 44,
     "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": 45,
   "id": "3527ed67",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "AllEQCMData_indexed.to_parquet(\"AllEQCMData_indexed.parquet\")\n",
    "tafel_plot_data_all.to_parquet(\"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": 46,
   "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_1250/1049421743.py:78: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  ax2.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=7)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "af2910ded30d494a922d7c02a33a8c33",
       "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",
    "    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": 47,
   "id": "16965105",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:86: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:106: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:86: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:106: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1250/945174467.py:86: 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_1250/945174467.py:106: 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_1250/945174467.py:63: 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"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e3fa8daa795491380948b1312a0bb32",
       "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",
    "    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": 48,
   "id": "afbbf6f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:69: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:99: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:69: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:99: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1250/973816960.py:69: 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_1250/973816960.py:99: 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": [
      "CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_seq1_05_CV_C01.mpr\n",
      "CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1_05_CV_C01.mpr\n",
      "CL20250527_001_#8_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": "3b121b62205a4095aa1ca86c7722b943",
       "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",
    "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=7)\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",
    "    print(sample)\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",
    "    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",
    "\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": 49,
   "id": "494c7915",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:51: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:51: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1250/325780369.py:51: 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_1250/325780369.py:30: 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\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b811afcb6b0a47f1976cc33747b93c88",
       "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",
    "    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\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",
    "axs.set_ylim(bottom = -99, top = 99)\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": 50,
   "id": "c1957ca1",
   "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/SmallLoadingRepeat2/after_1930mV/2025-05-27 CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1p0V_MSE_eq_1p93V_RHE_seq1/CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_1V_seq1_ResPars.txt', '/Users/leppin/Downloads/Research_ Leppin_2025 _Interfacial Softening and Electrolyte Uptake in Co3O4 OER Catalysts/Data/FastEQCM-D/SmallLoadingRepeat2/initial/2025-05-26 CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_seq1/CL20250526_001_#8_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/SmallLoadingRepeat2/after_1730mV/2025-05-26 CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA_1h_at_0p8V_MSE_eq_1p73V_RHE_seq1/CL20250526_003_#8_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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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_1250/1404128835.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"
     ]
    },
    {
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       "1  CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA...  3  1 h at 1.93 V   \n",
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       "3  CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_...  7       Pristine   \n",
       "3  CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA...  7  1 h at 1.73 V   \n",
       "3  CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA...  7  1 h at 1.93 V   \n",
       "4  CL20250526_001_#8_Co3O4Nps_CV_5mVpers_initial_...  9       Pristine   \n",
       "4  CL20250526_003_#8_Co3O4Nps_CV_5mVpers_after_CA...  9  1 h at 1.73 V   \n",
       "4  CL20250527_001_#8_Co3O4Nps_CV_5mVpers_after_CA...  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    -12.573566      0.537759       0.221295  \n",
       "1    -17.409541      4.164597       0.306408  \n",
       "2      0.000000      0.000000      -0.000000  \n",
       "2    -16.383258      1.462241       0.288345  \n",
       "2    -15.170969      4.525171       0.267009  \n",
       "3      0.000000      0.000000      -0.000000  \n",
       "3    -17.167629      1.875484       0.302150  \n",
       "3    -15.524850      5.853240       0.273237  \n",
       "4      0.000000      0.000000      -0.000000  \n",
       "4    -16.904953      1.053374       0.297527  \n",
       "4    -14.363956      4.741868       0.252806  "
      ]
     },
     "execution_count": 50,
     "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 or 'at_0' 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": 51,
   "id": "75653b40",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:46: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:47: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:46: SyntaxWarning: invalid escape sequence '\\D'\n",
      "<>:47: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_1250/1252200349.py:46: 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_1250/1252200349.py:47: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  sec_axs.set_ylabel('$\\mathrm{mass_{geo}}$ ($\\mathrm{\\mu g \\ cm^{-2}}$)', fontsize=6)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b3f70cb079304a72b0d58664ffb89142",
       "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 Δf/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",
    "        )\n",
    "    \n",
    "    # Plot ΔΓ/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=6)\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",
    "\n",
    "plt.savefig(fname=f\"Intercycle_Variations.tif\", dpi=600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight', transparent = True)\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
