{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9cc2f5eb-3307-41e0-a035-5a0604d142f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from pyrotoolbox.parsers import parse\n",
    "from pyrotoolbox.pH import (calculate_pH, calculate_pH_from_calibration, calculate_pH_from_interpolated_calibration, \n",
    "                            calculate_pH_with_prospective_drift_compensation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89615543-984a-4d29-ab16-9fef3014161f",
   "metadata": {},
   "source": [
    "# recalc with different calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3a6dace4-112b-452a-9ecd-de801eff3f4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "pH_hl_1, m_pH_hl_1 = parse('rovdata/PH2ROV1.txt')\n",
    "pH_hl_2, m_pH_hl_2 = parse('rovdata/PH2ROV2.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "78769ac3-f7e1-4bdc-a0f3-9ef6d71adf3f",
   "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>status</th>\n",
       "      <th>dphi</th>\n",
       "      <th>sample_temperature</th>\n",
       "      <th>case_temperature</th>\n",
       "      <th>signal_intensity</th>\n",
       "      <th>ambient_light</th>\n",
       "      <th>pressure</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pH</th>\n",
       "      <th>R</th>\n",
       "      <th>time_s</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:55:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.674</td>\n",
       "      <td>26.864</td>\n",
       "      <td>27.20</td>\n",
       "      <td>293.129</td>\n",
       "      <td>27.902</td>\n",
       "      <td>983.661</td>\n",
       "      <td>34.791</td>\n",
       "      <td>4.820</td>\n",
       "      <td>1.576412</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:56:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.680</td>\n",
       "      <td>26.916</td>\n",
       "      <td>26.97</td>\n",
       "      <td>294.613</td>\n",
       "      <td>26.226</td>\n",
       "      <td>984.164</td>\n",
       "      <td>35.085</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.577852</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:57:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.686</td>\n",
       "      <td>27.272</td>\n",
       "      <td>26.80</td>\n",
       "      <td>291.169</td>\n",
       "      <td>26.382</td>\n",
       "      <td>984.078</td>\n",
       "      <td>35.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.578747</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:58:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.689</td>\n",
       "      <td>27.397</td>\n",
       "      <td>26.71</td>\n",
       "      <td>290.793</td>\n",
       "      <td>26.150</td>\n",
       "      <td>983.909</td>\n",
       "      <td>35.310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.579240</td>\n",
       "      <td>180.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:59:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.695</td>\n",
       "      <td>27.459</td>\n",
       "      <td>26.64</td>\n",
       "      <td>290.417</td>\n",
       "      <td>26.679</td>\n",
       "      <td>983.721</td>\n",
       "      <td>35.383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.579230</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:25:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.999</td>\n",
       "      <td>29.246</td>\n",
       "      <td>26.80</td>\n",
       "      <td>162.006</td>\n",
       "      <td>32.015</td>\n",
       "      <td>1042.066</td>\n",
       "      <td>43.950</td>\n",
       "      <td>8.016</td>\n",
       "      <td>0.714338</td>\n",
       "      <td>7961400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:26:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.610</td>\n",
       "      <td>28.997</td>\n",
       "      <td>27.93</td>\n",
       "      <td>163.530</td>\n",
       "      <td>31.317</td>\n",
       "      <td>1042.987</td>\n",
       "      <td>42.979</td>\n",
       "      <td>8.004</td>\n",
       "      <td>0.727966</td>\n",
       "      <td>7961460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:27:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.761</td>\n",
       "      <td>28.950</td>\n",
       "      <td>28.68</td>\n",
       "      <td>162.294</td>\n",
       "      <td>29.670</td>\n",
       "      <td>1044.064</td>\n",
       "      <td>42.391</td>\n",
       "      <td>8.017</td>\n",
       "      <td>0.717720</td>\n",
       "      <td>7961520.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:28:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.905</td>\n",
       "      <td>28.877</td>\n",
       "      <td>29.12</td>\n",
       "      <td>160.626</td>\n",
       "      <td>44.748</td>\n",
       "      <td>1045.449</td>\n",
       "      <td>42.130</td>\n",
       "      <td>8.028</td>\n",
       "      <td>0.709191</td>\n",
       "      <td>7961580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:29:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>34.128</td>\n",
       "      <td>29.732</td>\n",
       "      <td>29.44</td>\n",
       "      <td>158.054</td>\n",
       "      <td>47.130</td>\n",
       "      <td>1046.408</td>\n",
       "      <td>41.959</td>\n",
       "      <td>8.027</td>\n",
       "      <td>0.697615</td>\n",
       "      <td>7961640.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>132695 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     status    dphi  sample_temperature  case_temperature  \\\n",
       "date_time                                                                   \n",
       "2024-04-08 13:55:32     0.0  21.674              26.864             27.20   \n",
       "2024-04-08 13:56:32     0.0  21.680              26.916             26.97   \n",
       "2024-04-08 13:57:32     0.0  21.686              27.272             26.80   \n",
       "2024-04-08 13:58:32     0.0  21.689              27.397             26.71   \n",
       "2024-04-08 13:59:32     0.0  21.695              27.459             26.64   \n",
       "...                     ...     ...                 ...               ...   \n",
       "2024-07-09 17:25:32     0.0  33.999              29.246             26.80   \n",
       "2024-07-09 17:26:32     0.0  33.610              28.997             27.93   \n",
       "2024-07-09 17:27:32     0.0  33.761              28.950             28.68   \n",
       "2024-07-09 17:28:32     0.0  33.905              28.877             29.12   \n",
       "2024-07-09 17:29:32     0.0  34.128              29.732             29.44   \n",
       "\n",
       "                     signal_intensity  ambient_light  pressure  humidity  \\\n",
       "date_time                                                                  \n",
       "2024-04-08 13:55:32           293.129         27.902   983.661    34.791   \n",
       "2024-04-08 13:56:32           294.613         26.226   984.164    35.085   \n",
       "2024-04-08 13:57:32           291.169         26.382   984.078    35.250   \n",
       "2024-04-08 13:58:32           290.793         26.150   983.909    35.310   \n",
       "2024-04-08 13:59:32           290.417         26.679   983.721    35.383   \n",
       "...                               ...            ...       ...       ...   \n",
       "2024-07-09 17:25:32           162.006         32.015  1042.066    43.950   \n",
       "2024-07-09 17:26:32           163.530         31.317  1042.987    42.979   \n",
       "2024-07-09 17:27:32           162.294         29.670  1044.064    42.391   \n",
       "2024-07-09 17:28:32           160.626         44.748  1045.449    42.130   \n",
       "2024-07-09 17:29:32           158.054         47.130  1046.408    41.959   \n",
       "\n",
       "                        pH         R     time_s  \n",
       "date_time                                        \n",
       "2024-04-08 13:55:32  4.820  1.576412        0.0  \n",
       "2024-04-08 13:56:32    NaN  1.577852       60.0  \n",
       "2024-04-08 13:57:32    NaN  1.578747      120.0  \n",
       "2024-04-08 13:58:32    NaN  1.579240      180.0  \n",
       "2024-04-08 13:59:32    NaN  1.579230      240.0  \n",
       "...                    ...       ...        ...  \n",
       "2024-07-09 17:25:32  8.016  0.714338  7961400.0  \n",
       "2024-07-09 17:26:32  8.004  0.727966  7961460.0  \n",
       "2024-07-09 17:27:32  8.017  0.717720  7961520.0  \n",
       "2024-07-09 17:28:32  8.028  0.709191  7961580.0  \n",
       "2024-07-09 17:29:32  8.027  0.697615  7961640.0  \n",
       "\n",
       "[132695 rows x 11 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pH_hl_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "adcf6c5c-8c60-4df8-a667-c2d30385c7b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mSignature:\u001b[0m\n",
       "\u001b[0mcalculate_pH_from_calibration\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mR\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mtemperature\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0msalinity\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0mcalibration\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m    \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
       "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
       "\u001b[0;31mDocstring:\u001b[0m\n",
       "apply a pH calibration to measurement data for FW >= 410\n",
       "\n",
       "The calibration parameters can be passed from the calibration metadata.\n",
       "\n",
       "Example usage:\n",
       "apply_pH_calibration(data['R'], data['temp'], data['salinity'], m['calibration'])\n",
       "\n",
       ":param R: R-value from the sensor\n",
       ":param temperature: temperature of the sample in °C\n",
       ":param salinity: salinity of the sample in g/L\n",
       ":param calibration: calibration dictionary as created by the parsers\n",
       ":param kwargs: kwargs are inserted into the calibration and override the values\n",
       ":return: calculated pH values\n",
       "\u001b[0;31mFile:\u001b[0m      ~/Programmieren/pyrotoolbox/pyrotoolbox/pH.py\n",
       "\u001b[0;31mType:\u001b[0m      function"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "calculate_pH_from_calibration?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7c7385d7-2390-41a0-abe7-a9ae34640e39",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christoph/.venvs/pyro/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: invalid value encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "pH_hl_1['pH_endcal'] = calculate_pH_from_calibration(pH_hl_1['R'], \n",
    "                                                              pH_hl_1['sample_temperature'],\n",
    "                                                              m_pH_hl_1['settings']['salinity'],\n",
    "                                                              m_pH_hl_2['calibration'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "936bfd54-82b5-4744-85ad-2907bf687853",
   "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>status</th>\n",
       "      <th>dphi</th>\n",
       "      <th>sample_temperature</th>\n",
       "      <th>case_temperature</th>\n",
       "      <th>signal_intensity</th>\n",
       "      <th>ambient_light</th>\n",
       "      <th>pressure</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pH</th>\n",
       "      <th>R</th>\n",
       "      <th>time_s</th>\n",
       "      <th>pH_endcal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:55:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.674</td>\n",
       "      <td>26.864</td>\n",
       "      <td>27.20</td>\n",
       "      <td>293.129</td>\n",
       "      <td>27.902</td>\n",
       "      <td>983.661</td>\n",
       "      <td>34.791</td>\n",
       "      <td>4.820</td>\n",
       "      <td>1.576412</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:56:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.680</td>\n",
       "      <td>26.916</td>\n",
       "      <td>26.97</td>\n",
       "      <td>294.613</td>\n",
       "      <td>26.226</td>\n",
       "      <td>984.164</td>\n",
       "      <td>35.085</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.577852</td>\n",
       "      <td>60.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:57:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.686</td>\n",
       "      <td>27.272</td>\n",
       "      <td>26.80</td>\n",
       "      <td>291.169</td>\n",
       "      <td>26.382</td>\n",
       "      <td>984.078</td>\n",
       "      <td>35.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.578747</td>\n",
       "      <td>120.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:58:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.689</td>\n",
       "      <td>27.397</td>\n",
       "      <td>26.71</td>\n",
       "      <td>290.793</td>\n",
       "      <td>26.150</td>\n",
       "      <td>983.909</td>\n",
       "      <td>35.310</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.579240</td>\n",
       "      <td>180.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-04-08 13:59:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>21.695</td>\n",
       "      <td>27.459</td>\n",
       "      <td>26.64</td>\n",
       "      <td>290.417</td>\n",
       "      <td>26.679</td>\n",
       "      <td>983.721</td>\n",
       "      <td>35.383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.579230</td>\n",
       "      <td>240.0</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:25:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.999</td>\n",
       "      <td>29.246</td>\n",
       "      <td>26.80</td>\n",
       "      <td>162.006</td>\n",
       "      <td>32.015</td>\n",
       "      <td>1042.066</td>\n",
       "      <td>43.950</td>\n",
       "      <td>8.016</td>\n",
       "      <td>0.714338</td>\n",
       "      <td>7961400.0</td>\n",
       "      <td>7.864503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:26:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.610</td>\n",
       "      <td>28.997</td>\n",
       "      <td>27.93</td>\n",
       "      <td>163.530</td>\n",
       "      <td>31.317</td>\n",
       "      <td>1042.987</td>\n",
       "      <td>42.979</td>\n",
       "      <td>8.004</td>\n",
       "      <td>0.727966</td>\n",
       "      <td>7961460.0</td>\n",
       "      <td>7.849334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:27:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.761</td>\n",
       "      <td>28.950</td>\n",
       "      <td>28.68</td>\n",
       "      <td>162.294</td>\n",
       "      <td>29.670</td>\n",
       "      <td>1044.064</td>\n",
       "      <td>42.391</td>\n",
       "      <td>8.017</td>\n",
       "      <td>0.717720</td>\n",
       "      <td>7961520.0</td>\n",
       "      <td>7.864751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:28:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>33.905</td>\n",
       "      <td>28.877</td>\n",
       "      <td>29.12</td>\n",
       "      <td>160.626</td>\n",
       "      <td>44.748</td>\n",
       "      <td>1045.449</td>\n",
       "      <td>42.130</td>\n",
       "      <td>8.028</td>\n",
       "      <td>0.709191</td>\n",
       "      <td>7961580.0</td>\n",
       "      <td>7.878145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-09 17:29:32</th>\n",
       "      <td>0.0</td>\n",
       "      <td>34.128</td>\n",
       "      <td>29.732</td>\n",
       "      <td>29.44</td>\n",
       "      <td>158.054</td>\n",
       "      <td>47.130</td>\n",
       "      <td>1046.408</td>\n",
       "      <td>41.959</td>\n",
       "      <td>8.027</td>\n",
       "      <td>0.697615</td>\n",
       "      <td>7961640.0</td>\n",
       "      <td>7.879995</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>132695 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     status    dphi  sample_temperature  case_temperature  \\\n",
       "date_time                                                                   \n",
       "2024-04-08 13:55:32     0.0  21.674              26.864             27.20   \n",
       "2024-04-08 13:56:32     0.0  21.680              26.916             26.97   \n",
       "2024-04-08 13:57:32     0.0  21.686              27.272             26.80   \n",
       "2024-04-08 13:58:32     0.0  21.689              27.397             26.71   \n",
       "2024-04-08 13:59:32     0.0  21.695              27.459             26.64   \n",
       "...                     ...     ...                 ...               ...   \n",
       "2024-07-09 17:25:32     0.0  33.999              29.246             26.80   \n",
       "2024-07-09 17:26:32     0.0  33.610              28.997             27.93   \n",
       "2024-07-09 17:27:32     0.0  33.761              28.950             28.68   \n",
       "2024-07-09 17:28:32     0.0  33.905              28.877             29.12   \n",
       "2024-07-09 17:29:32     0.0  34.128              29.732             29.44   \n",
       "\n",
       "                     signal_intensity  ambient_light  pressure  humidity  \\\n",
       "date_time                                                                  \n",
       "2024-04-08 13:55:32           293.129         27.902   983.661    34.791   \n",
       "2024-04-08 13:56:32           294.613         26.226   984.164    35.085   \n",
       "2024-04-08 13:57:32           291.169         26.382   984.078    35.250   \n",
       "2024-04-08 13:58:32           290.793         26.150   983.909    35.310   \n",
       "2024-04-08 13:59:32           290.417         26.679   983.721    35.383   \n",
       "...                               ...            ...       ...       ...   \n",
       "2024-07-09 17:25:32           162.006         32.015  1042.066    43.950   \n",
       "2024-07-09 17:26:32           163.530         31.317  1042.987    42.979   \n",
       "2024-07-09 17:27:32           162.294         29.670  1044.064    42.391   \n",
       "2024-07-09 17:28:32           160.626         44.748  1045.449    42.130   \n",
       "2024-07-09 17:29:32           158.054         47.130  1046.408    41.959   \n",
       "\n",
       "                        pH         R     time_s  pH_endcal  \n",
       "date_time                                                   \n",
       "2024-04-08 13:55:32  4.820  1.576412        0.0        NaN  \n",
       "2024-04-08 13:56:32    NaN  1.577852       60.0        NaN  \n",
       "2024-04-08 13:57:32    NaN  1.578747      120.0        NaN  \n",
       "2024-04-08 13:58:32    NaN  1.579240      180.0        NaN  \n",
       "2024-04-08 13:59:32    NaN  1.579230      240.0        NaN  \n",
       "...                    ...       ...        ...        ...  \n",
       "2024-07-09 17:25:32  8.016  0.714338  7961400.0   7.864503  \n",
       "2024-07-09 17:26:32  8.004  0.727966  7961460.0   7.849334  \n",
       "2024-07-09 17:27:32  8.017  0.717720  7961520.0   7.864751  \n",
       "2024-07-09 17:28:32  8.028  0.709191  7961580.0   7.878145  \n",
       "2024-07-09 17:29:32  8.027  0.697615  7961640.0   7.879995  \n",
       "\n",
       "[132695 rows x 12 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pH_hl_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "11446ea3-fc28-4a5a-ae9e-1e749b010f95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(pH_hl_1['pH']['2024-04-10 15:00':], label='startcal')\n",
    "ax.plot(pH_hl_1['pH_endcal']['2024-04-10 15:00':], label='endcal')\n",
    "ax.legend()\n",
    "ax.set_ylabel('pH')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b603c0f-7c88-4301-81c9-7d06d2b5bade",
   "metadata": {},
   "source": [
    "# calculate with different temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "30ff201c-12f0-4b8b-8ddc-36f37bdc6e4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "pH_hl_1['pH_fixedT25'] = calculate_pH_from_calibration(pH_hl_1['R'], \n",
    "                                                              25,\n",
    "                                                              m_pH_hl_1['settings']['salinity'],\n",
    "                                                              m_pH_hl_1['calibration'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "656232b6-d9e0-42bf-826b-182c160c6460",
   "metadata": {},
   "source": [
    "# calculate with device temperature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f60a0cdf-c6bd-4a48-8d2b-594059914196",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christoph/.venvs/pyro/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: invalid value encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "pH_hl_1['pH_devT'] = calculate_pH_from_calibration(pH_hl_1['R'], \n",
    "                                                              pH_hl_1['case_temperature'],\n",
    "                                                              m_pH_hl_1['settings']['salinity'],\n",
    "                                                              m_pH_hl_1['calibration'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8fa114b-f79f-497d-a709-ec76c6a11bdf",
   "metadata": {},
   "source": [
    "# calculate with 40 PSU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9225626d-fd67-40d9-ad00-e35ae14a89a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christoph/.venvs/pyro/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: invalid value encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "pH_hl_1['pH_PSU40'] = calculate_pH_from_calibration(pH_hl_1['R'], \n",
    "                                                              pH_hl_1['sample_temperature'],\n",
    "                                                              40,\n",
    "                                                              m_pH_hl_1['calibration'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5d6d2863-0eff-474c-b92e-37e2bf003b58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(pH_hl_1['pH']['2024-04-10 15:00':], label='startcal')\n",
    "ax.plot(pH_hl_1['pH_fixedT25']['2024-04-10 15:00':], label='fixed T=25')\n",
    "ax.plot(pH_hl_1['pH_devT']['2024-04-10 15:00':], label='device T')\n",
    "ax.plot(pH_hl_1['pH_PSU40']['2024-04-10 15:00':], label='40PSU')\n",
    "ax.legend()\n",
    "ax.set_ylabel('pH')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7485b5f8-c32f-4482-93c4-501bb3e5bbd3",
   "metadata": {},
   "source": [
    "# Interpoliertat pH drift correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7b44c2d7-3c12-497f-b1fa-13087faa189d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christoph/.venvs/pyro/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: invalid value encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "pH_hl_1['pH_interpol_corr'] = calculate_pH_from_interpolated_calibration(\n",
    "                                                pH_hl_1['R'], \n",
    "                                                pH_hl_1['sample_temperature'], \n",
    "                                                35, \n",
    "                                                {'2024-04-08 13:35': m_pH_hl_1['calibration'],\n",
    "                                                 '2024-07-09 13:00': m_pH_hl_2['calibration']})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "470e7dfb-d459-4cd1-b76e-e3b96cb81581",
   "metadata": {},
   "source": [
    "# Prospective pH drift correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b53e076b-fa1c-4f36-9f2d-a851713130ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/christoph/.venvs/pyro/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: invalid value encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "pH_hl_1['pH_corr_prosp'] = calculate_pH_with_prospective_drift_compensation(\n",
    "                                                pH_hl_1['R'], \n",
    "                                                pH_hl_1['sample_temperature'], \n",
    "                                                35,\n",
    "                                                m_pH_hl_1['calibration'], 4.3652*10**10, 9.0761*10**3,0,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b97a1e8a-5d36-4a14-b588-d3b238715f84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3QU1d/Gn5nd9EpJgNBCB+lYEBABOyKC5bWhYq/YwR9YQUREBUEQLCigAooFLCC9B6SG3kNCKIH0nq1z3z+2TLuzO7vZTeN+zuGQnZ1yd3Z27jPfyhFCCBgMBoPBYDAYtR6+ugfAYDAYDAaDwQgMTNgxGAwGg8Fg1BGYsGMwGAwGg8GoIzBhx2AwGAwGg1FHYMKOwWAwGAwGo47AhB2DwWAwGAxGHYEJOwaDwWAwGIw6AhN2DAaDwWAwGHUEY3UPoKoRBAEXLlxATEwMOI6r7uEwGAwGg8FgeIQQgpKSEiQlJYHnPdvkLjthd+HCBTRv3ry6h8FgMBgMBoPhE2fPnkWzZs08rnPZCbuYmBgAjpMTGxtbzaNhMBgMBoPB8ExxcTGaN2/u1jCeuOyEncv9Ghsby4Qdg8FgMBiMWoOeEDKWPMFgMBgMBoNRR2DCjsFgMBgMBqOOwIQdg8FgMBgMRh3hsouxYzAYDAajJmC322G1Wqt7GIwaQEhICAwGQ0D2xYQdg8FgMBhVCCEEFy9eRGFhYXUPhVGDiI+PR+PGjStdY5cJOwaDwWAwqhCXqEtMTERkZCQrln+ZQwhBeXk5srOzAQBNmjSp1P6YsGMwGAwGo4qw2+1uUdegQYPqHg6jhhAREQEAyM7ORmJiYqXcsix5gsFgMBiMKsIVUxcZGVnNI2HUNFzXRGXjLpmwYzAYDAajimHuV4aSQF0TTNgxGAwGg8Fg1BGYsGMwGAwGg1Hn4TgOy5Ytq+5hBB0m7BgMBoPBYPjNY489huHDhwdsfwMHDsSrr74asP1dbjBhx2AwGAwGo9qxWCzVPYQ6ARN2DAaDwWAwvPLbb7+ha9euiIiIQIMGDXDTTTdhzJgxWLBgAf78809wHAeO47Bx40YAwP/+9z+0b98ekZGRaN26Nd59911Zxuf48ePRo0cPzJ07F61atUJ4eDgee+wxbNq0CTNmzHDvLyMjAwBw+PBh3HHHHYiNjUVMTAz69++PtLQ0AMCuXbtw8803o2HDhoiLi8OAAQOwd+/eqj5FNQJWx47BYDAYjGqCEIIKq71ajh0RYtCdiZmVlYUHH3wQn3zyCe666y6UlJRgy5YtePTRR5GZmYni4mLMmzcPAFC/fn0AQExMDObPn4+kpCQcPHgQTz/9NGJiYvDmm2+693vq1Cn8/vvv+OOPP2AwGNCyZUucOHECXbp0wQcffAAASEhIwPnz53H99ddj4MCBWL9+PWJjY5GSkgKbzQYAKCkpwciRIzFz5kwQQjB16lTcfvvtOHnyJGJiYgJ52mo8TNgxGAwGIyisPJSF4xdL8fKNbVl5Dw0qrHZc8d6qajn2kQ9uRWSoPhmQlZUFm82Gu+++Gy1btgQAdO3aFYCjuK7ZbEbjxo1l27zzzjvuv5OTkzF69Gj8/PPPMmFnsVjwww8/ICEhwb0sNDQUkZGRsv19+eWXiIuLw88//4yQkBAAQPv27d3v33DDDbJjf/PNN4iPj8emTZtwxx136PqMdQUm7BgMBoMRFJ77yeEKu7JlPVzXrmE1j4ZRGbp3744bb7wRXbt2xa233opbbrkF9957L+rVq6e5zS+//IIvvvgCaWlpKC0thc1mQ2xsrGydli1bykSdFvv27UP//v3dok7JpUuX8M4772Djxo3Izs6G3W5HeXk5MjMzffugdQAm7BgMBoMRVLKKKqp7CDWWiBADjnxwa7UdWy8GgwFr1qzBtm3bsHr1asycORNvv/02duzYQV1/+/btGDFiBCZMmIBbb73VbW2bOnWqbL2oqCh9Y3W23NJi5MiRyMvLw4wZM9CyZUuEhYWhT58+l2VCBhN2DAaDwQgqJ7NLq3sINRaO43S7Q6sbjuPQr18/9OvXD++99x5atmyJpUuXIjQ0FHa7PE5w27ZtaNmyJd5++233sjNnzug6Dm1/3bp1w4IFC2C1WqlWu5SUFMyePRu33347AODs2bPIzc319SPWCVhWLIPBYDCCyjebT1f3EBiVZMeOHfjoo4+we/duZGZm4o8//kBOTg46deqE5ORkHDhwAMePH0dubi6sVivatWuHzMxM/Pzzz0hLS8MXX3yBpUuX6jpWcnIyduzYgYyMDOTm5kIQBIwaNQrFxcV44IEHsHv3bpw8eRI//vgjjh8/DgBo164dfvzxRxw9ehQ7duzAiBEjvFr56ipM2DEYDAaDwfBIbGwsNm/ejNtvvx3t27fHO++8g6lTp2Lw4MF4+umn0aFDB1x11VVISEhASkoK7rzzTrz22msYNWoUevTogW3btuHdd9/VdazRo0fDYDDgiiuuQEJCAjIzM9GgQQOsX78epaWlGDBgAK688kp8++23buvdd999h4KCAvTq1QuPPPIIXn75ZSQmJgbzlNRYOEIIqe5BVCXFxcWIi4tDUVGRKoiTwWAwGIEjeexy998ZHw+pxpHUHEwmE9LT09112xgMF56uDV+0C7PYMRgMBoPBYNQRmLBjMBgMBoPBqCMwYcdgMBgMBoNRR2DCjsFgMBgBRxm+XWa2VdNIGIzLCybsGAwGgxFw7IJc2HV+f5VqGYPBCDxM2DEYDAYj4NA0XEH55dcFgMGoapiwYzAYDEbAESiVtLhqGAeDcbnBhB2DwWAwAg5N2NmYK5bBCDpM2DEYDAYj4NDi6ax2oRpGwqjJjB8/Hj169AjY/ubPn4/4+PiA7a82woQdg8FgMAKOQNFwFhsTdgxGsGHCjsFgMBgBJ6u4QrVs95mCahgJg3F5wYQdg8FgMAJOg6gw1bJuzeKqYSSMQCEIAiZPnoxWrVohIiIC3bt3x2+//QYA2LhxIziOw7p163DVVVchMjISffv2xfHjx2X7+Pjjj9GoUSPExMTgySefhMlkUh3n+++/R+fOnREWFoYmTZpg1KhR7vemTZuGrl27IioqCs2bN8cLL7yA0tLS4H7wWgYTdgwGg8EIOATqGLtjWSXVMBJGoJg8eTJ++OEHfPXVVzh8+DBee+01PPzww9i0aZN7nbfffhtTp07F7t27YTQa8cQTT7jfW7JkCcaPH4+PPvoIu3fvRpMmTTB79mzZMebMmYMXX3wRzzzzDA4ePIi//voLbdu2db/P8zy++OILHD58GAsWLMD69evx5ptvBv/D1yI4oiwPXscpLi5GXFwcioqKEBsbW93DYTAYjDrJpWITen+0Trbs1s6N8PUjV1XTiGoGJpMJ6enpaNWqFcLDwwFCAGt59QwmJBLg9BWhMZvNqF+/PtauXYs+ffq4lz/11FMoLy/HM888g0GDBmHt2rW48cYbAQArVqzAkCFDUFFRgfDwcPTt2xc9e/bEl19+6d7+2muvhclkwr59+wAATZs2xeOPP44PP/xQ17h+++03PPfcc8jNzQXgSJ549dVXUVhYqGv7moTq2pDgi3YxBnOQDAaDwbg8oZkMwoyGqh9ITcdaDnyUVD3HfusCEBqla9VTp06hvLwcN998s2y5xWJBz5493a+7devm/rtJkyYAgOzsbLRo0QJHjx7Fc889J9u+T58+2LBhg3u9CxcuuIUhjbVr12Ly5Mk4duwYiouLYbPZYDKZUF5ejsjISF2fpa7DhB2DwWAwAs7Ri8WqZcN6VJOAYVQaVxzb8uXL0bRpU9l7YWFhSEtLAwCEhIS4l3NOa6BAS5GmEBER4fH9jIwM3HHHHXj++ecxadIk1K9fH1u3bsWTTz4Ji8XChJ0TJuwYDAaDEXCS4tSTNLPYUQiJdFjOquvYOrniiisQFhaGzMxMDBgwQPW+S9h5olOnTtixYwceffRR97L//vvP/XdMTAySk5Oxbt06DBo0SLX9nj17IAgCpk6dCp53pAgsWbJE92e4XGDCjsFgMBgBhxa6RUuouOzhON3u0OokJiYGo0ePxmuvvQZBEHDdddehqKgIKSkpiI2NRcuWLb3u45VXXsFjjz2Gq666Cv369cPChQtx+PBhtG7d2r3O+PHj8dxzzyExMRGDBw9GSUkJUlJS8NJLL6Ft27awWq2YOXMmhg4dipSUFHz11VfB/Ni1EibsGAwGgxFwaC3FLq9UvbrHxIkTkZCQgMmTJ+P06dOIj49Hr1698NZbb+lyt95///1IS0vDm2++CZPJhHvuuQfPP/88Vq1a5V5n5MiRMJlM+PzzzzF69Gg0bNgQ9957LwCge/fumDZtGqZMmYJx48bh+uuvx+TJk2UWQAbLiq3u4TAYDEad5PCFIgz5Yqts2YInrsGA9gnVNKKagafMR8blTaCyYlkdOwaDwWBUirxSMx6ftxOrDl90L6OZDC4zOwKDUS0wYcdgMBiMSjH532PYcDwHz/64BwBwNr8cd8zcipvO7MKzB/5kPlgGowphMXYMBoPBqBQ5JWbZ6/6fOOqSvZH6CwBgb2J77GrciaVOMBhVQLVa7Ox2O959911337k2bdpg4sSJHs31rn50yn8XL17U3IbBYDAYwcObYKsnnNO3IoPBqDTVarGbMmUK5syZgwULFqBz587YvXs3Hn/8ccTFxeHll1/2uO3x48dlAYSJiYnBHi6DwWAwKHiLnQvn8hzrMWXHYASdahV227Ztw7BhwzBkyBAAQHJyMhYvXoydO3d63TYxMRHx8fFBHiGDwWAwvOEthO75Hbvx1/AHWKgdg1EFVKsrtm/fvli3bh1OnDgBANi/fz+2bt2KwYMHe922R48eaNKkCW6++WakpKQEe6gMBoPB0ECvJY4JOwYj+FSrxW7s2LEoLi5Gx44dYTAYYLfbMWnSJIwYMUJzmyZNmuCrr77CVVddBbPZjLlz52LgwIHYsWMHevXqpVrfbDbDbBYDe4uL1f0LGQwGg+E/OluBMkcsg1EFVKuwW7JkCRYuXIhFixahc+fO2LdvH1599VUkJSVh5MiR1G06dOiADh06uF/37dsXaWlp+Pzzz/Hjjz+q1p88eTImTJgQtM/AYDAYlzssdo7BqDlUqyt2zJgxGDt2LB544AF07doVjzzyCF577TVMnjzZp/1cc801OHXqFPW9cePGoaioyP3v7NmzgRg6g8FgMJzodbGyAsWM6iY5ORnTp0+vlmPPnz+/SnIDqlXYlZeXg+flQzAYDLp6zknZt28fmjRpQn0vLCwMsbGxsn8MBoPBCBy6hV1wh8EIMo899hiGDx+ue32O47Bs2bKgjacqqCoxFkiq1RU7dOhQTJo0CS1atEDnzp2RmpqKadOm4YknnnCvM27cOJw/fx4//PADAGD69Olo1aoVOnfuDJPJhLlz52L9+vVYvXp1dX0MBoPBuKyhumIpao8Z7Bj+YLVaERISUt3DqDVUq8Vu5syZuPfee/HCCy+gU6dOGD16NJ599llMnDjRvU5WVhYyMzPdry0WC9544w107doVAwYMwP79+7F27VrceOON1fERGAwG47KHJth4Ype9fn3Pz2A2u7rDwIED8fLLL+PNN99E/fr10bhxY4wfP979fnJyMgDgrrvuAsdx7tcA8Oeff6JXr14IDw9H69atMWHCBNhsNvf7HMdhzpw5uPPOOxEVFYVJkya5mxMsX74c3bp1Q3h4OK699locOnRINq7ff/8dnTt3RlhYGJKTkzF16lSPn2PatGno2rUroqKi0Lx5c7zwwgsoLS0F4GiI8Pjjj6OoqMjdDMH1Gc1mM0aPHo2mTZsiKioKvXv3xsaNG2X7nj9/Plq0aIHIyEjcddddyMvL8+0k+wu5zCgqKiIASFFRUXUPhcFgMOoEd325lbT83z+k5f/+cb9uM+YPcqRDR9m/VetSq3egNYCKigpy5MgRUlFRUd1D8ZmRI0eSYcOGEUIIGTBgAImNjSXjx48nJ06cIAsWLCAcx5HVq1cTQgjJzs4mAMi8efNIVlYWyc7OJoQQsnnzZhIbG0vmz59P0tLSyOrVq0lycjIZP368+zgASGJiIvn+++9JWloaOXPmDNmwYQMBQDp16kRWr15NDhw4QO644w6SnJxMLBYLIYSQ3bt3E57nyQcffECOHz9O5s2bRyIiIsi8efPc+27ZsiX5/PPP3a8///xzsn79epKenk7WrVtHOnToQJ5//nlCCCFms5lMnz6dxMbGkqysLJKVlUVKSkoIIYQ89dRTpG/fvmTz5s3k1KlT5NNPPyVhYWHkxIkThBBC/vvvP8LzPJkyZQo5fvw4mTFjBomPjydxcXGa59fTteGLdmG9YhkMBoNRKaR2uEPni7A3sxChRB0rbeV8i5++HCCEoMJWUS3HjjBGgOM4v7fv1q0b3n//fQBAu3btMGvWLKxbtw4333wzEhISAADx8fFo3Lixe5sJEyZg7Nix7soXrVu3xsSJE/Hmm2+69wUADz30EB5//HH369OnTwMA3n//fdx8880AgAULFqBZs2ZYunQp7rvvPkybNg033ngj3n33XQBA+/btceTIEXz66ad47LHHqJ/h1Vdfdf+dnJyMDz/8EM899xxmz56N0NBQxMXFgeM42WfIzMzEvHnzkJmZiaSkJADA6NGjsXLlSsybNw8fffQRZsyYgdtuuw1vvvmmeyzbtm3DypUrfT/RPsKEHYPBYDAqhdQVe8fMrQAADmoRV2oRXVGEkEqJirpCha0CvRf1rpZj73hoByJDIv3evlu3brLXTZo0QXZ2tsdt9u/fj5SUFEyaNMm9zG63w2Qyoby8HJGRjvFcddVV1O379Onj/rt+/fro0KEDjh49CgA4evQohg0bJlu/X79+mD59Oux2OwwGg2p/a9euxeTJk3Hs2DEUFxfDZrOpxqLk4MGDsNvtaN++vWy52WxGgwYN3GO56667VGNnwo7BYDAYNR5CCbIzEJtqWcTFXADAoh2Z+HTVMfzwRG90bRYX9PExgoMyoYHjOK9VLUpLSzFhwgTcfffdqvfCw8Pdf0dFRQVmkB7IyMjAHXfcgeeffx6TJk1C/fr1sXXrVjz55JOwWCyawq60tBQGgwF79uxRicXo6Oigj9sbTNgxGAwGo1LQUiJ4isXO0qAeAOCtpQcBAK8v2Yc1rw8I5tBqPBHGCOx4aEe1HTuYhISEwG6XJ9H06tULx48fR9u2bf3a53///YcWLVoAAAoKCnDixAl06tQJANCpUydVi9GUlBS0b9+eaq3bs2cPBEHA1KlT3aXXlixZIlsnNDRU9Rl69uwJu92O7Oxs9O/fnzrOTp06YccO+ff633//+fBJ/YcJOwaDwWBUClpWbMOKQtUyu8KaY2f1T8BxXKXcoTWZ5ORkrFu3Dv369UNYWBjq1auH9957D3fccQdatGiBe++9FzzPY//+/Th06BA+/PBDr/v84IMP0KBBAzRq1Ahvv/02GjZs6K6t98Ybb+Dqq6/GxIkTcf/992P79u2YNWsWZs+eTd1X27ZtYbVaMXPmTAwdOhQpKSn46quvVJ+htLQU69atQ/fu3REZGYn27dtjxIgRePTRRzF16lT07NkTOTk5WLduHbp164YhQ4bg5ZdfRr9+/fDZZ59h2LBhWLVqVZW4YYFqLnfCYDAYjNoPrY5dnKVEvZ6iBAqrflK3mTp1KtasWYPmzZujZ8+eAIBbb70V//zzD1avXo2rr74a1157LT7//HO0bNlS1z4//vhjvPLKK7jyyitx8eJF/P333wgNDQXgsAYuWbIEP//8M7p06YL33nsPH3zwgWbiRPfu3TFt2jRMmTIFXbp0wcKFC1Wdr/r27YvnnnsO999/PxISEvDJJ58AAObNm4dHH30Ub7zxBjp06IDhw4dj165dbmvitddei2+//RYzZsxA9+7dsXr1arzzzjv+nEaf4QgtOKIOU1xcjLi4OBQVFbEuFAwGgxEAbp+xBUeyimXLri7YhA82/S1bljr5Izx0111IHrscANC6YRTWjx5YVcOsEZhMJqSnp6NVq1aymDKGZzZu3IhBgwahoKCg1nWC0Iuna8MX7cIsdgwGg8GoFDTrgJFYVMssdt/LehBCsPlEDuzCZWWDYDD8hsXYMRgMBqNS0Bw/RqXbFcDB/I0AHvJp3zdO3YTTuWUAgIyPh/gzPAbjsoIJOwaDwWBUCnryhDrGrthchg/+PuLTvl2ijnF5M3DgQOoDBEMNE3YMBoPBqBS05In0+ur6dGfyyrHmfLpkOwaDEWhYjB2DwWAwKgXNkGINNavXq2hUBaNhMC5vmLBjMBgMRqUQKMqOmBLVyywJstfpzM3KYAQcJuwYDAaDUSloGascRexxHnyvZ/PL8e/BLFUcVeNYsewDi7FiMLzDhB2DwWAwKgVXUYFnDv6JTnkZ7mW0lmIcZZmL537ag+cX7sX6Y/Im8heLTe6/iyqslR8sg1HHYcKOwWAwGJXijtR/cFfaFkzbMsu9jKekRnAe9nH4gqPA8aYTOZrrsFp2DIZ3mLBjMBgMRqVomJ8le92+IBMfr1uqWo/TkQfrydu6/1yhr0NjMPyC4zgsW7asuofhF0zYMRgMBsMnzhWUw2oX3aq8Qd5ObMamL6jbKePu2iZGAwDmpaTTVgcAxEeGuP/+ZOVxn8fKCByPPfYYOI4Dx3EIDQ1F27Zt8cEHH8Bms1X30Pxm/Pjx6NGjh2p5VlYWBg8eXPUDCgBM2DEYDAZDNymncnHdlA0Y8e0O9zIupNjDFiJKi13XpnEghGCCh6LFUvdt3zYNfRorI/DcdtttyMrKwsmTJ/HGG29g/Pjx+PTTT1XrWSzqlnK1icaNGyMsLKy6h+EXTNgxGAwGQzc//XcGALAzI9+9jJYBSyNU0T9WIAR7zhTIlimLHdvs4uv03FKfxsoIPGFhYWjcuDFatmyJ559/HjfddBP++usvPPbYYxg+fDgmTZqEpKQkdOjQAQBw8OBB3HDDDYiIiECDBg3wzDPPoLRU/B43btyIa665BlFRUYiPj0e/fv1w5ozjGnNZ077++ms0b94ckZGRuO+++1BUVCQb09y5c9GpUyeEh4ejY8eOmD17tuz9c+fO4cEHH0T9+vURFRWFq666Cjt27MD8+fMxYcIE7N+/322JnD9/PgC5K7Zv37743//+J9tnTk4OQkJCsHnzZgCA2WzG6NGj0bRpU0RFRaF3797YuHFjoE67T7DOEwwGg8HQTWUqjkRzFbLXdoGgsFye6arcv02SMLEjXRSTNrsAo6H22yYIISAVFd5XDAJcRAQ4zlNKi3ciIiKQl5cHAFi3bh1iY2OxZs0aAEBZWRluvfVW9OnTB7t27UJ2djaeeuopjBo1CvPnz4fNZsPw4cPx9NNPY/HixbBYLNi5c6dsTKdOncKSJUvw999/o7i4GE8++SReeOEFLFy4EACwcOFCvPfee5g1axZ69uyJ1NRUPP3004iKisLIkSNRWlqKAQMGoGnTpvjrr7/QuHFj7N27F4Ig4P7778ehQ4ewcuVKrF27FgAQF6fumDJixAh88skn+Pjjj91j++WXX5CUlIT+/fsDAEaNGoUjR47g559/RlJSEpYuXYrbbrsNBw8eRLt27Sp1jn2FCTsGg8Fg6IbWPkwvdsGgeE1gNHgWFjZBjOUrt9gBAAfPFeGeOdvw6s3t8MLAtn6PpyZAKipwvNeV1XLsDnv3gIuM9GtbQgjWrVuHVatW4aWXXkJOTg6ioqIwd+5chIaGAgC+/fZbmEwm/PDDD4iKigIAzJo1C0OHDsWUKVMQEhKCoqIi3HHHHWjTpg0AoFOnTrLjuLZv2rQpAGDmzJkYMmQIpk6disaNG+P999/H1KlTcffddwMAWrVqhSNHjuDrr7/GyJEjsWjRIuTk5GDXrl2oX78+AKBtW/GaiY6OhtFoROPGjTU/63333YdXX30VW7dudQu5RYsW4cEHHwTHccjMzMS8efOQmZmJpKQkAMDo0aOxcuVKzJs3Dx999JFf59hfav/jDoPBYDCqDJrFzpvNx+acacI5eZuxfw9dhIHX3poQAqvEFdu9mcOaMnTWVljsAkumqAb++ecfREdHIzw8HIMHD8b999+P8ePHAwC6du3qFnUAcPToUXTv3t0t6gCgX79+EAQBx48fR/369fHYY4/h1ltvxdChQzFjxgxkZckzrFu0aOEWdQDQp08f9/ZlZWVIS0vDk08+iejoaPe/Dz/8EGlpaQCAffv2oWfPnm5R5w8JCQm45ZZb3FbC9PR0bN++HSNGjADgcDfb7Xa0b99eNo5Nmza5x1GVMIsdg8FgMHTjTym5S/FA03wggqj7xxo8uAKVdeu6NYv3/eA1HC4iAh327qm2Y/vKoEGDMGfOHISGhiIpKQlGoygjpAJOL/PmzcPLL7+MlStX4pdffsE777yDNWvW4Nprr/W6rStW79tvv0Xv3r1l7xkMDutwhB+fkcaIESPw8ssvY+bMmVi0aBG6du2Krl27usdhMBiwZ88e93FdREdHB+T4vsCEHYPBYDB8wHdl55rqKog6y1BpsSMAFmzLwO97z+HrR+QuSqtdQImpbnWf4DjOb3dodRAVFSVzZXqiU6dOmD9/PsrKytyiLyUlBTzPu5MrAKBnz57o2bMnxo0bhz59+mDRokVuYZeZmYkLFy64XZz//fefe/tGjRohKSkJp0+fdlvPlHTr1g1z585Ffn4+1WoXGhoKu93u9bMMGzYMzzzzDFauXIlFixbh0UcflY3fbrcjOzvb7aqtTpgrlsFgMBi6oSdPeBZ7Btf7FOOcK25Oyvt/HcaBc0WYsfakbHlhuVWVbMGouYwYMQLh4eEYOXIkDh06hA0bNuCll17CI488gkaNGiE9PR3jxo3D9u3bcebMGaxevRonT56Uxdm5tt+/fz+2bNmCl19+Gffdd587Jm7ChAmYPHkyvvjiC5w4cQIHDx7EvHnzMG3aNADAgw8+iMaNG2P48OFISUnB6dOn8fvvv2P79u0AgOTkZKSnp2Pfvn3Izc2F2ay2KgMOQTt8+HC8++67OHr0KB588EH3e+3bt8eIESPw6KOP4o8//kB6ejp27tyJyZMnY/ny5cE6vZowYcdgMBiMoEKcgo6nqEKLXbt/rFL0rTx8MaDjYgSXyMhIrFq1Cvn5+bj66qtx77334sYbb8SsWbPc7x87dgz33HMP2rdvj2eeeQYvvvginn32Wfc+2rZti7vvvhu33347brnlFnTr1k1WzuSpp57C3LlzMW/ePHTt2hUDBgzA/Pnz0apVKwAOi9zq1auRmJiI22+/HV27dsXHH3/sdpnec889uO222zBo0CAkJCRg8eLFmp9nxIgR2L9/P/r3748WLVrI3ps3bx4effRRvPHGG+jQoQOGDx+OXbt2qdarCpgrlsFgMBi6qUy3Vh5qESetUwcAx7LEYscCRQiabXKxJwgEvIcEDEbgcNV48+W9rl27Yv369dT3GjVqhKVL1a3nlDz//PN4/vnnNd9/6KGH8NBDD2m+37JlS/z222/U98LCwqjvEcq1N3jwYOpyAAgJCcGECRMwYcIEzXFUFcxix2AwGAzd0CY2zovac1nsaH7cUrPctbo3s1BzP/3bNcR3W+Xtx2z+ZHMwGHUYJuwYDAaDoRuqjJIouyZluZrb0iac//1+UPa6X9sG7r/Tcsrkh+E4LN55VrbsTJ58HQbjcocJOwaDwWDoxlvnie/XfKzexmmxU/aKpcFLyp+czS+Xvbf5RI5q/eI6liXLEBk/fjz27dtX3cOodTBhx2AwGAzd0OLevOISdkQ7UcKFySrG0F3XtqHX9c1W7/tkMC4nmLBjMBgMht9kFVV4j7Fz/s87/2pTeB7P71+KWLPajVpcYXP/nV1i8nr89/46rHusDMblABN2DAaDwdCN0mA3+tf9XluKQeGKnbXxc9yZnoKPtn2tWvX4pRL331a7d+vgqexSr+vURLSyKxmXL4G6JpiwYzAYdYoSkxXrj12CxcZcdMFA6Yo9ftG7sHJb7BTbtim64HE7q4cady4axaq7WdRkQkJCAADl5eVe1mRcbriuCdc14i+sjh2DwahTdB2/GgBwV8+m+Pz+HtU7mDqI0qjgEF/+WRouxoZ6fJ/WlUJJfITnfdQ0DAYD4uPjkZ2dDcBRpJfz0C+XUfchhKC8vBzZ2dmIj49X9Zv1FSbsGAxGnWRp6nkm7IIAUYg4i00A703XaXSesBo9C7dMZ1YszwFa5ersin0u2pGJradyMP3+ngg11kynlKsdlkvcMRgAEB8f7742KgMTdgwGg8HQjVJgVVjtCPHSRN1doFghCjnO83YvDmqDLzekOSxaGvFHStfwW0sddfFu7HgB91zZzOP+qwuO49CkSRMkJibCamXlWhgO92tlLXUumLBjMBgMhn4o+ipCsKkXAtjekcOS/jxG/+N4n1eUOyFEn0XNk6MyIoQ+GeaXWXTtuzoxGAwBm8wZDBc1007NYDAYjBrJzox81TItj+rndxlwviHntth1zMrHrA3T3O8bvExBjvA9graF5xFip1u27u5Ft8qxsDXG5Qqz2DEYjDpLdokJiTHh1T2MOk3HxjHgPSSvjigqATjHd9D/xDmf9m0XBHy07Rv0zDkJABg8/DMAwD29mqHCasOKgxcRamAKjsGQwix2DAajzvLP/qzqHkKdh+M4GDXqza3NPI+x+QWaObOcl7pddgFuUSeF5wDO6aDVSqrgmcmOcZlSrcLObrfj3XffRatWrRAREYE2bdpg4sSJuov0paSkwGg0okePHsEdKIPBqJUsP8iEXaBJipNbQAWBoGERfd1G7qQK+j29YbHn5Amt9mUcJ7pateYLpusYlyvV6oqdMmUK5syZgwULFqBz587YvXs3Hn/8ccTFxeHll1/2uG1hYSEeffRR3Hjjjbh06VIVjZjBYNQmujWLq+4h1DnCFckKunrHaoisEC9l6mwC3cfLgXNb5LQsdkzXMS5XqlXYbdu2DcOGDcOQIUMAAMnJyVi8eDF27tzpddvnnnsODz30EAwGA5YtWxbkkTIYjNpCeAgPk7MxfEx45Sq4M9TYFEpKj7AjvAH+FDG2a6g2nhctctpWPSbtGJcn1eqK7du3L9atW4cTJ04AAPbv34+tW7di8ODBHrebN28eTp8+jffff9/rMcxmM4qLi2X/GAxG3UU6z3+xTh2fxagcSrEVqOSUO9O2YsbG6YixlGkeS0S02GnpSp7pOsZlSrVa7MaOHYvi4mJ07NgRBoMBdrsdkyZNwogRIzS3OXnyJMaOHYstW7bAaPQ+/MmTJ2PChAmBHDaDwajBKMVAXqkZDaJrVz/RmszF/FIMyfgP+xPaAQBu6dzI+0Y6RNbzB5cBAO4/sR5zuwwFAFgVSRlRlgqUhUY4kidcMXYSS6As3o5Z7BiXKdVqsVuyZAkWLlyIRYsWYe/evViwYAE+++wzLFiwgLq+3W7HQw89hAkTJqB9+/a6jjFu3DgUFRW5/509ezaQH4HBYNQgCCEqV2Fd5FKxCRU6+qgGg2FpWzDqwFJ8u+4Tj+s9+YoYi0c0NFZejHpZuFDq/ntp6nnZe6HE8R7HgRpjJ/3umcWOcblSrRa7MWPGYOzYsXjggQcAAF27dsWZM2cwefJkjBw5UrV+SUkJdu/ejdTUVIwaNQoAIAgCCCEwGo1YvXo1brjhBtk2YWFhCAtjT+sMxuUATdPZCYEgEBRVWFEvqnY1jKdxvrAC/T5ej8SYMOx8+6YqP/4V+Rmy11o6uiTSu7I60tyxznXn97uXGcPOa62OMLh6x3JuI6A0xs5mlwo7puwYlyfVKuzKy8vB83KjocFggKCRCRUbG4uDBw/Kls2ePRvr16/Hb7/9hlatWgVtrAwGo+ZDzaIkQOu3VgAA5j1+NZLiIvDbnrN4YWDbWin01h11VAHILjGDEFLtSQJ6ylNpWewMBOCIgLd3/ehexnlIshiUeQCL27UEB1G4fbLyOAZ3aYJWDaNglXz/zGLHuFypVmE3dOhQTJo0CS1atEDnzp2RmpqKadOm4YknnnCvM27cOJw/fx4//PADeJ5Hly5dZPtITExEeHi4ajmDwbj8sFEK5UotSo/P2+X+Oz23HHNHXlUVwwooOSVm998Wu4AwY9X2GuV4k+y1VlbqqrNSyxsHWlZsLBqgW26afKEHnfjo4U1Y3G4oOI7DLklrs/u/3o6db9+E9Bwx8aK6BS+DUV1Ua4zdzJkzce+99+KFF15Ap06dMHr0aDz77LOYOHGie52srCxkZmZW4ygZDEZtwWpXW+xMVnos2tqjtbP+ZUSoKOSUyQXBhhACQ2i2bBnllAMAkmyS866hsXiBwCjY5MtA8OyA1l7HcjpXFHHZErErDtbrLhiMOkm1CruYmBhMnz4dZ86cQUVFBdLS0vDhhx8iNFR0j8yfPx8bN27U3Mf48eOxb9++4A+WwWDUeGiJE6VmUTi8fEPbqhxOUPhk5XH331qiNVgQAnCKU6ynjp3RRl/OCwLsUXKhyIfkobhCYwMnWsa4+EixbqGuwskMRh2E9YplMBh1BpudILEsH8NPbUa4zWHF+e90nvv9sJCqdVsGgxb1I91/W2wa5rIgQRNLemLsmmXSx9nxZIGsXInjGCFIbhBJXd8Fp2EClFow7UzYMS5TmLBjMBh1htO5pfh6/ad49tBfeOzIvwCAZvVEkSCtcXdly3pVPr5AILVK0WIKgwktA7ay1WXCrQrRZ4uBwUvmQ0RhHialfI3eWYflm0qSJ4TLoOwNg0GDCTsGg1FniA4zItxuBQAMO70VAHD4gtih3iYJCAsPqZ23vwPnxM9j1aggECwEQlS2Mu3uEDr3yam/B61SJYdbOP6//qu30SvnJMbvmCd7Xyp0KzsuBqO2UjvvbAwGo1oQBILDF4pkAqkmEUFxtYYaxNucVTLZx4TV/j6ytGSRYELzbupxxXqCg/wzEAAx505j+KnN4AV5DGFnZx5dbF4OdV9PLdjt/pvpOsblSrWWO2EwGLWLt5cdwuKdmXj42hb4cHjX6h6OClpcVf1oMRnLbK39FjspVe+KJeCIMiaucvs0EItqWZfxo9AFgI2nCHWnRZbGxWKxFAtLnmBcrtT+OxuDwagyFu90mEx++k9fCSJCCHZl5FfaqqMXmtCRirnvU9Ldf4caa+ftr3uzOPfflqq22FGW6RFQxRHa7xlVH0F0w7Ypkl9n+dFAvLnA6/EA5oplXL4wix2DwQgarcatcP+d8fGQoB/PLhBIbTxGwYZtaXnUdUMMtVPYmSWZsNVisVMt877dkv48nlpNF6FdGmmrPkNYluz14RYceGOpxtq+j4vBqIvUzjsbg8GodWSXmLyvVEmUrtgbM/fg4PlC6rq1bd7PKTFj+toTyMwvdy8rKFe7MYPJ8YslqmVeLXbxLSB4mGluvnBGvnqF6GrleLnb1WCOU7mCtWCuWMblChN2DAajSli842zQj6F0v8VaynCpmNKVALWvHMaoRXsxfe1JlFvEhILwKq7Ll1dqUQkrzuRBsN/1NfBcCppy2uOM2HZA9jpeIlYNiu/IaCdoVaQoaEzolkDmimVcrjBhx2AwqoSjWcVBP4bNTmCSJLsaFVmVDSWJFLXNorMjPV+1rDrEqdIVe8XyH7VX7v4AEB6Lzlyo9jqqA4hCjVd8R0bBjpvP7JUtMwj0ZAom7BiXK0zYMRgMXVRWRKw8fDFAI9Hm973nZK9jLeWy1/WjRIFRQyu2UDlwrpC6vFrEqeKQ7VP+9b6NVg8wCuFG8QBKYRdhFXDt+XTZshBKVi1Q+TIsDEZthQk7BoOhi4y8Mu8reSHYFqbf9siF3Z3OIsUupC24AjXxHzpfhOSxy7Es9XxA9kcjPZd+7qvaKNW8fgR4ibL7ZnOaru14jRZgNAx20coaZZH3jO2UVa5cHSEC3dXOWooxLleYsGMwGLo4nVN5Yddl/KoAjMQzvMQSx4O4e8YCQEaeKAwCNfHfMdMhHl/9ZV9A9kdDqxNDVbsbeY4DJznkRyuO6drOYPe+jotSoyjmok02D2s6aFThyHo2WeUHqU0WWQYjkDBhx2AwdFFilscymW2eZ+sys3pSlgb+BwtlXbRoa4X778SYMPfftSkGS0vYVbW7kVbuRA+8D8Nsf15cOczu/Xp5ad+fAIAnF+ySLWeuWMblChN2DAZDFyZFs/aeH6xB8tjlAIBzBeWqNmNFFdodAoIFRwSViOAl/VSlBX1r07yvFaJW1e5GQQB44vv36m+9vVAvDw8AwBsdvXNTTsnrFdYm4c5gBBJWoJjBYOiicWy47LXL+vbKz6n4c98FAMCmMQPRJC4CoUYeuzLUWZzBRBAIDJTSFwYigBfsqGcuRXlIfffy2jTxaxVTruqPIBCCzud9r51Xccw/N75RxwdsncNi7BgMKcxix2AwdKHlenWJOgAY8OlGtH/HkSWZJonJS24QGdzBAcgvt8Ag0IXd8r/+h59WTcR9B1cAhCDOXBqwjNLWDaMCsh9PGPma4YqliaWTTbxv19jPSjdF8d7r9OVF05fXtjqFDEagYMKOwWDoQumK9YTFJuCLdSfdr2/o2CgYQ5JxqdhEtdgZBTHW74Fja/D1uk/x87/j0fO/Fap1/cKfoDMf4TWEXVVbHWliiej4/Ov/T66+7htnxOtPeRdt55qGeF2nOJI+jZ0vrKAuZzDqOkzYMRgMXSizDj2x/bQ83unuXk0DPRwVYUYDDEQ9xlDIe4u2KHV0Lhi4fnHQxxQoNHRdNbhi1cs0EyMeX+n+c1GiWmSdS+BwsKVnVRjLe7f08oJcIDYpzcVVl44irIq7cjAYNQUm7BgMhi42HM9GuM2Mu09uRJTFszVk7O/yNlFxEQ7LS0QQJ9uiCgtiLOo6Z81Lg1wYuQrElUEje6Kq3Y12geBivHwZIRqh2i2udf8ZqjBrLrhwCdGCALuXGaiBMc7rmCyKS+r7tR9j4vbv0Or8CdW6F4tMWLLrrE8PKQxGbYMlTzAYDF2sOnwJ//7zNgDg6cP/YPDwzzTXzSoS+4cO7JCAMKNjBjfb7CCEgPOhE4Ev2HiaUqi9sVaEEDz6/U4cv1jiXsYRAUv/fgurW14D4e6uVT4eg8LbzQkGAJR6c5Lv+Ce+BQCxmHEvsxmbzpzDUr4ZPH4/Fu8ZuJuuoFv1Is5sBPCAbNmQL7Ygr8yCM/llGHNrR6/7ZjBqI8xix2AwgoKrZtztXZsgzOgwqwgEsAXJymSzE4QI6ozNzrmZ1PXtfM131aXllGLLyVxkl4iZn6+k/oYwwYah6duq3BVrpwi7ttn0rFQpnfgI2BSzTSiASKoQlx6Qbllb153DrnYO4WiyNKeuY7EXqpbllTmuj3VHsz0fl8GoxTBhx2AwgkJ2iRkcEWA7dRJGSSCW2RaclgB2QtC+QC3iisPCKWsDZ5PaBOS4wdRWVkr9t/4X9rv/tlOygIOJQKASdrrgeKrblRDPnSU4icv0glipBslWKxo4RR8nhCk3AwAIVZDUwmDURJiwYzAYuuicFOvzNiv+fBM9x7+IzB7d3cuCVaJDEIDMuATVcgPoVp8W509Sl/tKMEuO0LJeIyUt0mD1vaZcZRAEgjhFGOO+FnThLOPsDgi02YbzrBI5myj8jJKvkSNwZyNzGuf/UokVr/2yz30OpefymMS1zWDUNZiwYzAYmhBCcDa/HIQQHL7guRjZ2tcH4LP/6675fqzZUdcuWDLITgh4SqxXuF2dUAEARZE136RDq7V3KSLe/TcxV7Gwo4znQEt1SZJL8YoFFQU43tRxvitCxcWE83I1SGonchKrr7TECqdxRQkch6Wp57HhWDaWpp7DVR+u8XwsBqOOwIQdg8HQ5ON/j6H/Jxswf1uG6r2+bRq4/44JM6JtYjSubFkPABAdps7LeurQ3wCC18pLEAgMnDpbN8ZaSlkbMIcG5vYXTFcszWJX3ySxNlmrtm0bbTwGg7qrxLZOatH81R0c/r6Gw7jHJLGNXr4C3iSK8gkjFCt7sdi5utrmlJrx2i/7UVBe9S3uGIzqgAk7BoOhydebTwMAJvx9RKXIjJI2VyVmh6XM1SGh1Ky2nN18djeA4Lku7QIBTwnkGpBBT54whQTGYhfM5g9Ldp9VLQuR1uqzVa1YoVnsaEa3LhnqhRWRwI83GnChgXjevRU35qzidXS9oBTtjmNoWexc+87MV1tsXYk9DEZdhAk7BoOhiziL3PJFK5qr1SFBSrCEkE0gMHBq12RRuOj7y40SJ/TysMCIIhJEm93inWphJ8WuoxxIIKFl4dYrbaFa1i5LvV472li9zEBJ50VhNzaX3ntY0xXrtNj1aB6veo+2jMGoKzBhx2AwdGFUZGDSiuZq9TSVEiwZJBACY4ijjEVmQ3F5nEkUe7lRYqC/KSRArthqLJMn2EzeVwogdrt4DRRHOP4fvCdD17afZediSGkZfj4vKRjtw1cgu7Q40SLHg56AQTjHzg+eK1K9Jy0fw2DUNZiwYzAYugizy61h0nm2fzuHkuK9FB5uX5AZVFdsYoEjfquBRtJjlMRqZNXR1aA6OJNXhl93n9XsA7s/WYxRE6xVK+wEwc+ODZ2Goondjo9z8tDZIl5HXpMnJKiuLOcCWX9gIk2wcKyQnqeOAQwPkKhnMGoirPMEg8HQRbhNLuySzxzGlZfysKdRR2w5mQtAbrELtatdbzM2fQGBPBGU8QmE4NVdqwEAURoGmSiL6NorDVCB4kDr1AGfbgQAmDTq/Vk5I+As4WL30tot0AiSgsE+1YlrNQA4+rdqMfHhK1Ba7FwYJBY7o6QunuAUdi3qqztTxIarM3kZjLoCe2xhMBi6CFdY7O5ZPAUfbp+LhuWFuP/4OljOnpXF2CWV5lL3E6yYNC0LlxSpxc4epLZmgeLdZYeoy40QvwfBXrXlTohNXXJkayd17UAVWiKap39nh1qovxvpEiJZ8OD+U7g3yfHCIEiEnXN6yypUi19p95PkscuRPHY5yi2eiyUzGLUFJuwYDAYVpVAKE+huvx9Xf4jHjv6LtJtvgf3UCUQ43YPdctOo6wcryE6PsAuTCBOvKZk6CWaBYhrSzg/EWrWxYnaJK9Z1+gpi6AJeBk93DoWZ6d/BwVaehR3HAY3OO6avELMN/7fwIwCAAaJwF5wxdsv2XVDty2xTu5Sf/2kvfewMRi2DuWIZDAYVpQUjwq6OVVJy6f/uxR8ABg//DI8fWU5dJ1j9TWmlODwRqiPRoybRsjgLY3f9hKRy8XOGFdEzRYOGJIHGJex0JRdzdItd60MaU5CX2DsCILpU/P5ii/IAAIkV4vmwc9p2i5RTeViaeg6JMWIyzd4zBR6PyWDUFpiwYzAYVDJy5fW/IvhLurfliIBwSYzdmQSgZY7j72C5Ym0UK4xnAjOOhiW5+HjV5/i85/0AhgRknzS+Wj9VtSwy5yJlzeBhp/SuvSVVx3n0MZ6xd4UJgIdacxqavHUi8b6Sk9d+2S97/eFdXfQNjsGo4TBXLIPBoHI0S95CLMyu3+13U+Zu2ev5N4u3mmB5LrlyeuswLfgADWTKH+ORUFGEj7Z9E5D90YjSSJLIadIkaMekIRDPvV010TjXmY3py/0Jf1z7+vUYdWcH92tfv99QA5sOGXUDdiUzGAwVOSVmvPn7AdmyyJAzurd/PXWJfH+xjpnaFOK7y1Q3Pgo7rVZUNZEB51Opy4lQtQH/xF8/ukD31/7SV8OS50MZFBdtE2OQEC6WsPH1+w1WiACDUdUwYcdgMFBQZsGMtSdx1tl+acPxbNU6oaU6sh81MDubP4RbAcHup9XHC6EXz7n/nnuL91sbp1HYtiaiZX0i9qoVdsZL6kQEXVBK3wDAEUr2K+DdYqf1tt0qZgnzPloX7ZJzXGyyYsbak0jP9R5XymDUNJiwYzAYGP3rfny+9gTu/3o7AKC4Qj0Rh/kcw+bgRBJgk95phOAIKmuYWK9s9ZXeb22E06hirJPCcgvmbjldqX3oRUuk2ISqzYoN9VfYaVgW22uUa/HqitWw6NkktRbbcud1Dc2FIDHZvbHE8Xu444stPu2DwagJMGHHYDCw+aQjs+FCkaNUSUSo2kUWYfOvZtrhlvJZWgiSsHN1RciJ1bc+j8pZu177ZR8+XH60UvvQSz0zXYQW2zOr5PgupDF2PlWLSd8sfz1sNgBgZFkx/r6Gw7ruip35mbBsnTDN/Xeoj9+vtFzOmiOORKEyi5+dNhiMaoQJOwZDJxeLTFh5KEtXvbTahlWR7Rgdpk6YH3rsuF/7vms7QeOYJPdrv+O0vEBMDuuVRWeuf2WLnWw47hTDUfGV3JN3kouzqMtjuCTq8mAhFXY+nb8MheWr5wigzyhcZTLjxxsN+Pp2+YOE34ktx8XaiYKPdQrttSjmksHwRLUKO7vdjnfffRetWrVCREQE2rRpg4kTJ3os+Ll161b069cPDRo0QEREBDp27IjPP/+8CkfNuFwZ+NkGPPfTXizZfba6hxJ0woyOifaKwkxM3PYtWhSLZTVsPLC3DYfz9eXbPPOSAZPuU99SdrflMKrXS+7XxN/MSg8QQrB0p0N4WnR2i+JsMQE5Nhda6P7bGqT4QYOhmLo8WCJZi4qoaPffDYqBEI3YOVW7sZsmqFe6dRLCWw2kbh9R4KU8SmQ9z+/D9+xrqSs2LkJ+EWUXm3DnrK34eWfVWkgZDH+oVmE3ZcoUzJkzB7NmzcLRo0cxZcoUfPLJJ5g5c6bmNlFRURg1ahQ2b96Mo0eP4p133sE777yDb74JXqkBBgMATFbHpL3F6basy7isklM3foGrso9j9gbRxXWiKfDxfQbkxMln78JoDrnOZSVi3Vfs6MChXb327tckCOLnTF45EswO8dlKZ7m9YGTFfr7mRMD3CWi7jYMhkj1hjpT3XZ1Dqa0HUDqFXfkYdb0wPgQPFpVgaIk8SYEYK//d+GqRlVrslJnbn60+jgPnijD2j4OVHheDEWyqtUDxtm3bMGzYMAwZ4ijqmZycjMWLF2Pnzp2a2/Ts2RM9e/Z0v05OTsYff/yBLVu24Jlnngn6mBmMIkpiQV3DpoiDM0gEREmEY8qkebpclpoYSfex2+4bi4iQSLiKkdiDIOwMPIcQyRiHlZQCCNfeAMF5ql28MxNv3tYx4PvVck0eyyoK+LE8ISiycJuW6WgnBmhnQ/AGvJXv6Pgw9sZmGLlOwLJrOfQwc/CYg62n0F0lLHYlJvnnLCiv+795Rt2hWi12ffv2xbp163DihOMpd//+/di6dSsGDx6sex+pqanYtm0bBgwYEKxhMhgy6kd5qIhfR7BROgy4qHB+fKmwy3TOwioXHIDIRk0QYgx1vxY0appVBqOBQ3msw5J6sCWHibk6Wm0FwWJnC5JrlNOwzHFEcJeoCTSnc0rx8uJUHLsouoHttgCXV5G0/Vp+DY/nXzRg0UAeVtpTQ+IV0g297trXb8LTV7fpeN230jPqDtVqsRs7diyKi4vRsWNHGAwG2O12TJo0CSNGjPC6bbNmzZCTkwObzYbx48fjqaeeoq5nNpthNoslAYqL6bEqDIZealeHUf/wlCDiEm/SNVo45z2B8qgYEx4Hjpd0nghCViwhAMwN3ePT8x35UQOXfmzJ30IQhF3zkktIKqVb5jh4/q4qw+Pzd+FMXjnWH8vGoQm3AgAuFpaq1jvYkkPXM36OQdJqLM5uR16s47XSE7twII8PW/QB8K9jgZ4v2Efh7uk8Xt8+AWuP6m+px2BUJ9VqsVuyZAkWLlyIRYsWYe/evViwYAE+++wzLFiwwOu2W7Zswe7du/HVV19h+vTpWLx4MXW9yZMnIy4uzv2vefPmgf4YDEadQ4/lyZMrVkpsaCx4XnyGtNsDX0JCIMQdMxeus/BwoFqKAaI4CbTFLtJagW/WfYrEErqVkwOBgQ/Oo8aZPIclsNQsWukSotW2gPLKGLA58dx9fTEbXcxmfJ91SWVuy40FcNN4yXbePzPnY1asp44oQeuWwmAEgWq12I0ZMwZjx47FAw88AADo2rUrzpw5g8mTJ2PkyJEet23VqpV7m0uXLmH8+PF48MEHVeuNGzcOr7/+uvt1cXExE3eMSuFPH8vaht2DVS0njkPvxr1ByC4AYm27X4f+ir2H1gL4UrZ+TGgMOMlJswuBF3aEABzn2K9Zp9DhfHbWaRw7IHtx7kshIJIl2cg0OBJYYScIBN9uOY0ezeOp7xOKKFclSviCxGLX2WLF4gsOq9gKxT57mMxAmCSLWddHDozFzmITsP6YuhMLg1FTqVZhV15eDp6XGw0NBoPPBUwFQZC5W6WEhYUhLKzux0Qxqo66putMVvVkraxrJ+Wv3hz23joX82dcDamw61i/IwxJJbBRhB0v+UkHI5NTIATGUEdXBKte5R0EI0xld/nXfnlnh+LQKI/rcyAB/Rirj1zC5H+Pab4vkEqI8rBYwKwIheHoZU04xSXSsmG57ImK9g0rRbGvrnZpVmybhCik5TgydTODFMPIYASLanXFDh06FJMmTcLy5cuRkZGBpUuXYtq0abjrrrvc64wbNw6PPvqo+/WXX36Jv//+GydPnsTJkyfx3Xff4bPPPsPDDz9cHR+BcRnC1TGTnTQDMDzEcUuwCwRhNvrDkjXE8flDjOKkvPwqxzLeqH5WjAqJAiQPcMFxxQKcJR6A/o4IgXPFSqjkLjf4aBniIAQ0rk+aKEGD1ps2Wu/XeecXjv8HvSMu47WEnfgljnzNABIh/4w85ZjZn3wqX+Dj9ys9jw2jRWOAMkM8mPy4PQNv/ra/yo7HqJtUq8Vu5syZePfdd/HCCy8gOzsbSUlJePbZZ/Hee++518nKykJmplgUUhAEjBs3Dunp6TAajWjTpg2mTJmCZ599tjo+AuMypG7JOqDEJMZvuSY0m0AQqSHsXERLiriWRDrOisGgrg7MczwMkglcCIIrViAEnOA4RqxOi2DAkicqeUHsOJ2HmPAQXJEUi4QY37wLHCEBTe7lvFzdHOW7I0IoAB09azvfBbS5EQiX9Hzj6LaF4z1taHnUiPXdOFSEc0gokB83Ml8dc5g/b558rN5HJENahUd6Sj1liAead/88DAAY0D4RQ7o1qbLjMuoW1SrsYmJiMH36dEyfPl1znfnz58tev/TSS3jppZfoKzMYQSbUbq31yq7MbMOujHz0bdMQoUYe5ZR+mDa7gC55nhvcc5LYrusOO2ZFTqNGHS+dwINgKSOEgHMlTej8foLxNfrqGL1YZML93/wHAMj4eIjP1mCOkIAG9nsbv11QW+xosYrZcUAn2g6kog7QtNgV1iMYMdoAqxF4Lb8AV5nkwrG8XggyEoFkDwZOXwtQa53HqmohKHUlH7tYzIQdw29Yr1gGQycv7v8df/49Dg2yzlT3UCrFcz/twWPzduGz1Y4WXP+dznO/55pbSEU53tr1k8f9cBKx1sy5C2N9eZ+x9QMdrZ84cO6M2WAkTwhE4lrVK+wCJIike/F1l+cK5PFbSutQ71ztYu0AwHEkoD1Ovbp1ad8dZZP8aPUyKhoxdgl2weHy5zg8UVSi+kqL7Bb8dp3n6SuuVLTqffFgTw9rOpAJO8mfB85XTRHotByxlEzxZVAEnRE8mLBjMHRyR/p2AEDPTX9U80gqx5aTjm4Bi3eIIQ7JRRfw77LR6JHpiO/p8Pt31G13tufwSq9XAABEcvdY383lijXCJll+xuiYFDlOtOsIQYixswvEbTnS6xr11RWbU2LGpWKTx3V8tZ4pDXSRoXKh89T+jZ63J8Rjb21f8VquhSLsaBY7Wj1DKhTXPQA8VlSMO0tKMfMivTBwLDGim8Wz+/fKE2K8YGG5mOQTYqBfIFqWuXeXHfJ4nEDxys/73H9fDkXQGcGDCTsG4zKFd7pSk+IjMMfZC3bUekfP5bB8+oRq54GRnV2liMQJMq2/o/yQgTPAJtEmnc4S55qcW3AFKyuWd+9Xn9DxpdyJXSC4etJa9P5onTqLWKLOKiuxYsKd0TE6xRoH4rFjgq94czsSSlZsCGWZoLcEC0+PBorsPxqTcvMxsKJCY0MOV5k9i+yUTuK+WzUUs4u1xGsgLZ/+kFUkfp7OSbEe1mQwPMOEHYPhK3zd+Nm45l7phAIALyzcgwv1kqjbtL5IEMI7rSyS89C2XjvnPnmZsDOFOQ7CcaKwC0Z3BkLgFnbBsNhZbKIYzSnRthRVVhv0bFEP/3diPX5cNRGJ5d7bojmEXeDOp1dhR7HYhYDSZkzvydWw2MHg2WLliKn0TJmkVfB1bRtKtqWvL70uA1tERh/SBwajgYMgEHy04ihWHMyq8rEwajd1Y4ZiMKoQO+pG/IvR4Pj5K4XWioMXsYRvRt3mWDNJLTGJpWpZ9loADoudXXJXGXjAmVQhsY/5WqdSD4I/yRM+zN3SSddsC+T45YMlhOCJIyvQ0FSMx47863VrnhAE8nRaNZJf3FDKndA0UJjek2vX+C1pJJEsu5ZDcQRw7Pp41SquEIDsOMf/MaZIye68XxSyrNhqMN5Jk5gIgJWHL+KbzafxwsK9VT8YRq2GCTsGw0eKydnqHkJAcFmhzheq3V2uRIT0RvLljQrFGS+iWLRcDQrpDAAw282Io9Rz5TixgSuhZFb6il2Qx5YJBODdCkPfrOxLHbt8SYyWUiMEtPOE5O9B51K9rm+EtUrbXdG+O6qG0yvsts+iL9fIll00yICnXzGgPM6ocqUbncIs0ZnrYPDR5S844xW9itsgoIrdJMCCbRlVPg5G3YAJOwbDRwRlWfxaSlGFFbM3nqIWYDU465LZFSKm4znxb2krqeVhJwAADSIayNY/NOpm99+CO8auckLEYhMw6LONePR7MWNU2iuWZrEb/5D6Vhch6ZrhjVCDuD0fxALVvp6acBJYYed1T0Qt7MwIVa9W2ZlFo75djF0A4TgMCE302tqPo7iVDYIdbQrPUU+0XSBoNW4F2r39LwrK9V8bNHy9xrOL5e59AoId6d5d8QwGDSbsGAwfIbW488SSXXJr4ycrj1PFRFj4KQDq7Mbz7eu5/653Xsw6TGriiLEzKoLhf25xXrVvoZIWkX1nC5GZX+7O7gUcE6mncicF0eqFvljspFYcZRxaZWSV9FIifmS4hsMc0OQJbyKR03KdKrBXtkKqRhmU5ecuYMGFS+gf1sirx92gODGf/V93/PPX/zBr43S8lrpEtb70s7vaifnD9rQ8XD1pLVYe0h8b99d++e+kmvM4GLUcJuwYDB+pzcLuzd8PqJYt2pmpWmbkHTW1bIr5taCpmK0XWiZO8m9c9Qb1eOFGMYI9UFmxNPEjEHgsd0Jd5kPLCIsHYVcZpCMgxHeRGA5LQC123j4a7buj1QM80E3nd3zd6/TlGha7eoKAXmYzOJ6H8RJdPbpq6CmF+71XinGjt2TuUm1nsuobc/LY5cgv07boPfr9DuSWWvDcT3uRVaSV1StHGQ7BhB2jMjBhx2D4SG0WdjRok4jBuVDgOexpI37eiyaxDAovUQEVNvoEZpa0JXMnTwSj3IldwCN7He2YaKYcmobjfZBRReWiiFUJuwBdDq3fWoERc3f4tE0YrAGtY9e7VX2P7xNBbbELo2TFCiE6x9RboxWkRoydCAdjIX2d/zo6vpAeaRX4ZMtsGCiZvJkNVYuQmlng5Zgis9af0nxPWk5lwCcbde3vho7yYFam6xiVoVpbijEYtZI6JuyS4sJVyziTY4K38UCupKTWFYVRqnUBoGVsS+ryhzo95P7bbbGrZBonddLLuuD+M/ESB3SRvy1QvjJfsmLXHr3k/tsl7FoVXcDzB5aiZZ7/ySC+thBTEk4sAXXFRoepp4R2iWIbCVqvWNoXottiYFRfe44DedkDx6HCZACtWIpZsrBr3mlcc/EoLGe6wyLpOV6vVH3eT+fqd78Wm7Rd0hzEU2KxC7DaBYQYPH+erzelyV4HUqx74sSlEsRHhiAxRuN7YNRKmMWOwfCVuqXr0K5RjGpZiNHRI0zgIfu8SUfphYvLrOKk6Mqk3XoFh0tloiBy56xWVthJOz85X9iNoiBpkKO+rdGEne6CdwAGdUx0/+0qZDtp2zfompeuPbgqIAzWgLqGacOXuXp1toMz6LU5hWkU4tVxnPMN6d9fCC8/NjGYkHbrbTj79DPuZTGmyp0zTyVvlGL9g7+PeN2f0rVbFVfR2fxy3PL5ZlwzaR2OXSz2vgGj1sCEHYPhI2HmwLfEqk5odeUMcLhW7bx8krmg4akLkxSUfe9hA95+1IAv7uQRK524AxRjJ503XZrGm4Xj/pKSyh1Tom7tzvNVz1yqWs8X924gKCRRQc+KdS0rKrfCZtNX7qSTVWdWKc8D/8sAxsgtVjjrxSXN8djXlX4dhRjky4WIbH1j8QGLTfseoJSbP/4n9pY+X1hBLdCdpxB2VVFy5ZCkB+7/zdke9OMxqg4m7BgMHxG8uFVqGwYTpY6d0xUbFhorM2zt6d+Yuo92zs4TAGAO5XCyqaOB+0MdRVesy2pW2QLFUiHjEnTeulkMLqMU1xM43S4v6Xo2u3b2aojOrFEXlTX+mkhYQI2EtM9FiKPETPcPViO7kHIeKcfvavKhXEhEPSBKEfQW08TzNhyHGDP9g8crrHECp3YvF0aqFvmExaPFjr78j73n0O/j9fgfJYGpbxt5maBRi7zXMKws0oLIJWYb1h+75GFtRm2ibs1QDEYVYArTaINUSzGaRWF3Kd7xvwHOm77BgHhJ6NG1J33bNy2GrLKuWKmQaPu2ozuDN7HI8ZKsVueQOOj3nEpXsxOi2W9UT7cIKZXtT8qRwLYUo+1JIAR5ZY4kmEToSzDQ2ypWRrOrHf/HNAEM3sK/OQwy0GPiyhvKr4VmRWo3Y26cH+OTUOaH1X7aGketx1/3nFO9ty0tr3ID8oMLikzcJ+bvrvIxMIIDE3YMho/U9qzYRmV5ePjoKsSaHRNjqEm0wrgmdt4plAjPo88xcbpPOHIRKHE82Y8baUB6I2DCg/puI67zVtnA8J0ZlMKtFGF3rKnj/3k38TKh4SrhwvlQXkQqnuwCgc1O35JWRsMTlb2SOAgBTZ7QirFzLedBK3dCG5cfg7rvR6DPKODxFYAOd70QSl8nkpeLrjiz2srYVlJi7u3bO/k2TnjOn+I0vtVAxkIGgqlOoalk/F+HccPUjVWWwMEIPCwrlsHQgfQm50PMfY1k2uZZqG8uQdvCcxjf50n0OLTF/Z7roxmJY3IkRkpJiantgZb9kJbE4X9P6L+FiFmxlYtRnL5WbTYst6itNxMfMqBZriOZ4xVJdQq7AYANAHF9r96/UOmcbBcIjmQVg+bNM/r42aIoWai+4OgVG9wJWBBEAay36Ypfzz6xTYBbJ4kHlRIaLX/NcWgBG14eYQDhgA9+Es97C0UcYPPSC1BSHCH+HR/puwW+bxtKvRT32OiLs4rEtmGEEJk1++rketiVob/cSmWpsNCv08JyC+Y7W5m9tDgVsx7qVWVjYgQOZrFjMHQgm9h9aEVVE6lvdiQSdHZmdJZInu9c1heDxGIn5e9rnJPRmRR9Bzv6DzA+Djj6t1jHLghCpMSsdmVZjRzSGzti/aQfQ+aK1bl/orDYTfj7MHU9Ws00T1T2GYFHYF2xtDMi7YhBs8TRy8ZUckxKi90tHyqPighCcLQFh2PN5WcxSqE++6XnQsnxZuI2Bj/8xmfyfetMUW6Ri81W41agzCwuK66ofP9kX7io7E3rZKakPt+qwxerajiMAMOEHYOhA+nkGcJFeFiz9iA4a4WlGhuo3jMQMcZOSmmE90nw0wGfoll0M6y6ZxXwywjHwl8eFi2dJPBZxQaJOH3lGQOQ0FH2PidRH3bnXY8j+mLsSkxWPDZPdLHaBQKTlf4ZdJf58BNl0H9MhbUKXLHicjPRZ92qtFFbeY2ERKjejxMEjM4rwJi8AuQ0FAdu0FGgkLeIJ9IfYZcUJx/P/JR03Dh1Iy4WmaiffeUhtUj6a79oSTx+yXPWdqDdomaNrN7wEFES9G+XENBjMqoOJuwYDB1I42PqSuSJ4HQFhQri0zsnOIScy2KnzAC+1ibGK4Xw9En+tuTb8O89/yIpOkm2XOw8EfgzyEn841kNOFWvUWkZErssxs77WOalZMheO4RdYMpR+HomDiXLZcN1R/NAKFnNgRyPIEnQEChxCPQYu0pilgidsFig/W3y94/+AwAYWVyCR4tLYI4Svw89ws7g/Bwv39AWIaYyJJT75gZVJr2M//sI0nLKMHX1cer6eaVqK3/KKYclca+OjheB/sloZfUevyie9/XHAl8mhlE1MGHHYOhAdmOt5ckTLlwWu96XxAKqCSV2/LtsNG5Ic1TptygmlPxQ8ZZhpbSX8oTLalbprFgKrqxYd+xUttxVKv3GGjjnLr0Wu2mKIHObQDQtHr7iy4RdEk4XXqHH6W7hQI3HIewcfxt01iCs9E+kXJIgMyYNiIiXv28Ilb2cdYdDrf94Aw9eh7BrEG7Ennduwuu3dECrx4bhh9WT0KxEv5DRCiewCYT62UsonSoax4bjxKUS3D17m/fjBVjZadXJW3tUPAf3XdWMus7lyqnsUtz/9XZsO6V27dc0mLBjBJT03DIUVVhx8lJJncqqkt1Y64auQ7jdUcLi+nNqYZBQ5rDiRUbIJ9BFbUQX1P0d7gcADGw20KfjBlPYaSW20CZbWvN6PeSVmgNmsVMSYteOtSIcqNde+C7vwkAvNAumXRAtdrRzJhD1NFLpn0j7W8W/jaHq91sPAAZ/Ko4xguC+cUb83ZuHUcfBm58oRMiW9SCSRItv130iWychJky5mZtLGjFqWm7dWRvUvWXbN4rBgXNFlLXVBDostaDM+0NZg2jtzx8sLhaZ8NSC3dhykt7hpjp5eXEqdqTn4yEf+zlXB0zYMQLGwXNFGPTZRnSfsBo3f76ZWq+ptiJ3vdReZWeUTDyRNgu65KYhrYF2Ua8QRc2+c5JkwDFXj8GsG2ZhyvVTtA9Yr5X7T3dWbBAEv2C3y44BAG+X2BAlCPj5/EVZuRNXu1tf6thJiQg1oEIjxs5XlELqrrRNmusWR9Itdoac4BaWtQtiuROqxS4YyRO9RjqE2/MaHRGIAMSJFqVvsxyWpqcLi2Dg9R37/Guv48yjI92v/+nmiDVtUT8SXz9ypcdf+bJ9F6hWO56jlzuhCTNfYvsCabGz2QWM+W2/92NWQ3mWd5YdxNqjl/DIdztV7+0/W6hKQqlKlG3fajJM2DECxutL9slef70pDWVmGwrLa88PQotKdsGqMQxO2yp7/enWOTjQLEp7A6O8HMewUjEbMMwQhgHNByAyxEMZf4vYdksUdoFPnnCVUJFORQ+YCbadOYfOFgsMkjnUVXBZ6bGbsfYkft191uuxOHAeOw9UhgYV2hacaXdRSs8AKOl9fcCOL9UPEVYTbsjcg0hzOVxnltYyjSZP/CpQLMVgBHo/AzS6gv6+YJeZYZvY7TiQnomXC4pg1FuTBUDF3r3uv4+3LgQALHm2D27t3Bi8ZP+f3NNNta2F4s408LxuN7TRoP8kBfJZ6JfdZ1FQ7t1iVx1197SydX/YnoFhX6bgivdWVfGIREKNolyq6b11mbBjBIyT2fLemWk5Zej8/ir0+GANFu/MrKZRVY60nFIkj12OFQcltbBqqcFOEAhe2L9Utdxg1rbYcYqs2Ca+xpaZ1dl+JAgThtQV29biepDg3Dc4rTIdLovZofNF+HztCYz5Td3uSUllu0VIIQSItJrcrcjMNLejk3MJHMIoxzY3DlwslHTvr6YuwZi9i/Fayjy3xYmjPOHQfg5V8hPh5NOX65j+ikoht69se+l+eMpOaZeBr90GpWLB49gCeM2VmPRZvQJ5neuF11DF7/0ZuDhSm13w68FM+l3dNn2LhzWrHybsGFXCuD8OYnUtrIt041SHa+ytPyQTfi1LnnA9eWu1wTIKHuK6FDNVtCs+TiMjVn5gG2CTFGV1/R+ICUOxD5fFTuCAHy44XZOSiV8rc9O1m4e+/c/rIW/I3IPBGf8F1JJBysrw+/J3sPjfCQAAO+f5ltyAUifPYqdbOfwaj+S8Xn/Bcc13yz7p7rTBU767oGTF6kF5rsIcDyjGhq392p2ruLSrcLC0gDBNLNoosaJGnpf1YPWEzU4QESJ/cArRsOIFI5PcG4T4brVLzy3DF+tOopiSLKKHqrhuhs9OQb8p631OgMotNQdpRIGHCTtGlfHMj3uqewh+Iwsar0U5IV9uOIXO76/E0axizckhhCulLgcATuGKjXFNZoLVu38o+4jsZaBcsbxgx4xNMzB214/ivl3j4oAY17ikE7Nk+3ONXIkAjq8yPbcMxRIrBi22yCjYMGbvYry87zfwRQHsEHDaEVQf5RTAgsYteVUvDnF2+nkrt+gLwNcFIeh3/gCalsqD14d/6ShIPegwJZ6PJuzCYwI3Jhr1ktUPWGbHeTAa/evmEWV1TNwuESfdPc2SZBccXT9++u+Mx/W0sAtqYacVd1fZZwlCCBbvzMTBc0WwaWTEKpm/LQNt3lqBbWn6s0DvnLkV09acwHg/LWy03tJKKhP7ZxcIDp0vRk6JGScuat/3aBTqcF/XFJiwYzA84MqMk8YW1aZesZ+uOg6TVcD4vw5rWuxCQ7QtqZzBgNJw8XWM1EqRcwy4sE/74Ef+VOzM8V9ls2I7FWSifeE5DDgvBoC725TJvhpO9teLzxuw4EYe39zuuO05yp0QHDwvF0Y0a4MsW9UUQAuZcoFGqY5lfXjHzZpy6dk9WFx9JWrfTryz6wfMXStPiHHFk0XoTBrhrh8TsDHJePRP4NoXgd7PQsu+Y8w56teubz/uKGtj4DmYjp/AxD8+wPXn9gGgG+ktNgG/7TmHd5Ydci/zxarz5u8HVJZAI0+fkitr5V595BLG/XEQQ2dtxb+KYskP9W7hcduXF+/TfZwSZzeNP1LP+zxGQNsZIm37pnUf80ZeqRl3zxEzyCtrBfVF8FY1TNgxAkrXnFOItqibbtdWckocN2p/S2PUFI5mFcOu0bje6GmuDjFCkNxsB5ZLiuHOvhb4ZgCQn+5oG7ZlmnzbLZ/JXgbKFctT4rzcMXauBf1eVc37OfEcll/Do8QoEXYANigKsdLcT0aJlZFUBK8gcHkcvZaawAEhVXANhp065vM2VPdsZL1ADEdN64HAbR8BxjC1K9aJzrA1Ff+1cVgZOY5D5pjX0bjoEsbt/gkA3RInEGD/uULZMmk3CT0oLzUtix0hjlp4yw9k+ZUZelBSVuXwBXngf0J0GJrX1+6m408v3YZ+lkqhffrsYpPMWqbHPbwrIx+HFA9sV364FvvPFrpf6xV26bll2HRCXX7loW9rbtkTJuwYAePWjB34JOUr/LriPXy75mM0LwluGYaqRComaqPEI9AOhuYr1C3FXHAGI5b2ddwmUjpxoOZlftHD8f+6CcCUVsCmT2lriXftygoUyvbEaVEjHBzxfzdPgHSakCYduISqK8bu2tb1ZfsyUwKrpRY7EtAUaflUltGIfm4IB8y4pGEhEDTMHH5AvEQ5pSd6yICWwGV6j1msNBrCLsRPi3pJjEOw8xyQny+3ONGEnU0QKn0vUP4mPcXYTV19Ai8u2ovZG9J8Ps78bRma73EaJVpcFFd4d0EWVVhx92yxf7Q5QOWAAIdlUwotG1lKXqkZ//fVdtwxcyu+2qR9roq8fC5CCF5YuAeDPtuIkd+ry6/UZJiwYwSM5w+IGZfNynLx+t6fq3E0dPZmFqDd2yuwOyPf+8oSeFlcWO1wxUpjUXiOowZ7A4DRk2vUaMTyqzm88ZQBM+/kvX/yinxgg7JhO4Dez4sWO41YMb3QxuBOnuDhsOYAgKnQ/T5NkHIEAAG2nJQLpiMKiwYAhEjcnaFBrBvHCfT4MAKgi4VeNohQEir8xovozo6jWGJoMXbF3svGVJpz9MmWv/oRv3ZHKhwt8Aw8B5uiUDTNkJZVZKr0M4rSauQpxs4lzmjFjr3RrJ62Rc6TqAOA7BLv7uVvN5/G3sxC92uXS7YyPPDNdmw4lo2Nx+XWMm8WO2nJlI//PaZZkeFLL+fxdG4ZVhysfQl/ABN2jAASpoj16VhwFq/t/QU3ndmFMFvNyCi6e/Y2WO0E936lUfhUAw4Si10N1nUXi0zuQppSawDPad8QPQk7zmgAOA5nEzgIvtSRKMsDGrR1/N2yH3DV42KMXSVnQ2XpkuMXSyDYJAWKXX1iTfSkArfFzlnuRFn9n1ZfLEQinsrrJ6qC3v1FdSYoXRwASeIJ5SsIVCcPQgjySz3HD1Jr1tGEXVXEoab+RF0cFu6fG9jlUuY5ThV6wXEcGlQUgZdcB//31XaUVVLAKBMBDBrnrbK/mWMX1WWHXHBc5RP9twSozZb0U/53Oh+Pz9+l6gCiN/nDxaTl9JjLDo09J/hURx2/QMGEXRVSZrbhlZ9TsfZI1bkoZ6w9ibeWHqy29l63ZO7CG6m/YNk/byPKErjYpKpAWmmclwq7GmqxKzZZce3kdeg1cQ0AuTWA4zg/hZ3v8TUAgB1fAXnOJ+IzKUBIJIirV2wlXZnKs3/r9M1YddDhOhM4ABoB6C6IVNgR4Kn+rWTv149S15KTWuyIzaZp/fSVHJPcIqDV5rST2XUtqlcQAmSx+3nXWaRmeJ6g9caaclxghK9HND63IUTbOuUJV40+jgPqF8r3HXFkP35aNRGTt30lWx4V5vlzNozWrksIqMWDUhC7XLPKn+75woqA3dP13M1c/VEvFplgswsoM9vwxpL97vhUaexaZaB9pF4t4mWvrT4KrpuvaEQtbXJFE+36nXqo50fsYVXBhF0V8sX6k/hz3wU89cPuKjme2WbH52tPYNGOTOzX2ZPQX7KKvIu2Zw79FdQxBJr8MtHKSCvMWtPIyC2TvZZqD08Wu0gPwdih5RbEhPhRumKzpO9meDwQEiG6YisrRCjlUlzuXcID4D2Xu6jnqlcGh0xao3jQunNWimqbECJasiosRX5n5ikpt8pLLmgJuzcLHCVWaJNwoGqc/b7nHEJCPWczahV6Vi2rCoudxvfM+SnsXJnvNKuZ4ZcvAQDdctNly73p+9xSz113vF1HrvOo/I77fbwen6w67vngEm7r3Njzcbxs/9DcHdhzJh/XTl6HB7/9D7M2nMLve8/h8fm7NLfxp5bdPopAVJ4il8XObLOjxGRFkZcyJP8eysKm4+rkh8oWYK7J9jwm7KqQlF378OXWd3DnhSVVcrzuE1a7/z7hwRQfCPTMc7dkat8EaiK8rA5azRd2yvuU0mKnNYm0ydXOYo48kwveiwXMK4PedgS6u05nJYWdIVTMHK1ncsTDuZJbBKkrVsFf5y7g6cIiTMjNAyCWOzma5f23YeDEBxciWAPW4klWOocQcBqu2Bhl1q90HwGy2OWUmmGAt5CJGiTsbnqfvpzjkdnC998rJ3HFKmlw+CR1m8qKaqvCrag8tKtDAu04czbqT6LwJGL0flWLdzriJndlFCAz33vlg09X6heenlAO3erM7u8/ZQO6jl+N7h+spsbFujBZBSzZre5b7qtL19u4ahJM2FUht+75Gq1zTXh+Z9Vk2Jis4oXrT8r65Y6B5wBC0KwkG4Yg9DcNNtKbOQf/CnuW9OuC5Njkyg0kc7s8g7GyMXaSXqAfpzhcYy5h58iKpQu7Vlabo5eoaz/Ocif3XNnU6zF5TpzIKqzBsX5HWU2IKI2nvueefGkxdgGaYc7klXudEGjxdDS4SjeL1UGzq+nLTcXIi5UvsuioWeyy2NGEToFGO+XKnnmbogSR1m907pZ06nK9SK31rRPkH4bjOJkQ18rMlaKnJVe6woPgP/JzYhMEVFjssqSO+dt8Pz9KUV2X8K9EN8MvbjpefeU/wgMU7K2FVo20moSvEyAHDkPTU/DCgWVITZC0KaqhH1U5LCJzxXIot9jhOeKHQlgoPrn+E0zbMw2Pblvg/+A4Xgz8r6SF6YZ00RLQosRhvXNZVAlPvLpiXXOYK8bOavP+hRoM4iS18Ug+EJfs46jpSI/824p3NdfjPVx0gs54P0KIV0uaP/UaaXvkYpr4vB/f0fgsTboh12iA9OyG6shxcCVP0M7RmWbhqHdcnVjizWLXoVEMjl/StggrYzW1nr08lSvRg1TEhHppaGvgObdVTAs9iQWBMtoqW7TZ7AQlZrn7VTpeZTIU4KjjqcTbZ/SGt3Ip1Qmz2NVhkuLC8e+y0fh32Wgcv1AY1GNZfZhcqoo1Ry7JCnP6arDiOOCB4+sAAD1zTruX5+pI/68OlOdWmRXrz4024kI+kqKT8NmAz9AtvoN/A7t+tEPYucZZSWE3KEPtFjMQx8xt4zhNV6wLt/HLmRV76IJ3CxxvEGPh+IBmy/n4pUhWz0h0/K/nfF4qNqHVuBUY8oXn5uW0GDrZ+7TfL2URf8Vwr2OqNFp9dUMi/Crt50nU9qCIOkBtcVPStZnnAP2sIvl+SZCeGqUC1JsY1e5+4dsxtUq3VJZNJ3JUrlfpvW/cHwdV25wvVMeA12WLHRN2dZgGaWKrm5If58FiE/DaL/tw+EIRzuaX48apG7FwxxkPe9CPzU5QrsMc5G1OPHS+CMljlyN57PJKjWfd0Ut4+ofdGDprq3tZoNLXa8OPZt/ZQtUN3GonulxSUuyNJMV7L6lvmDLuXwjcKIl7ck28kQ0d7lF3geLA31CNoY6K/2YDNF2x7mE5g8Jcdexa1PdedNfAS4QdhCpPpnFdc9KpUuy96/26nrHOIYYPXyjGAUW3BBc3dUr0OnvrTp4w+mwb9p3oRkCjrkCT7vLlvNFRz9BHaB00ACDOrN1T1Js40Cpf4iI6TPxBtk6IQofGsR7W9h/pRztxSZGww8mvKz2CbP0xeocUKb70zfXEtrQ82evWDaPw2LzKx2t7E+V6oGXb1gRqwxzF8JNPtoqp+T2zdmLApxuwNPU8hnyxFR8uP4K0nDK8vfSQhz14hxCCbWm5yC4xeW5N5cRbmYg7ZopCzFSJ6uVPLlBnHvsT6CzQrAI1NGpWOqrhX6bI4nUE4ggW5n3UIxc7NKS/US8ZiFDUC+t0B9BhsONvQ5go4MJiAuqKpWHgHFZUgeO8u2KdZ4qHsyOHHsFvFzMtDcQewBZz+iY/1xwprWPnFnaCgJ3p+cgu1q5BJw0U16ppVi8y1KPLV3NstGVexHVA4Hng2c3A0xsVy0NUFrvTnpNCAchF6zFJ2GW0TbuYuTKjmjZET5Q66+AN6dYEa14bAGNVxCYq4CBXdnpi7PQQrI8SERqYa8uTi1wvW0/WzH6xTNhdJiRknJeZ/VcdDky83697zuGhb3fgkbk7dAk7X6xmytiKyuISdg0qinSJM0IAO+UXUjOr2KlRlQkQiM/C7pPdnwLf3wYUZ8nfeGU/0LiregOXG9QucVeHREB21gJUA06GyTFzh0Hw6oqVD4XocskQs9h2jYeACJvnMha60Xkx0QSXa8n+swW47+vtuOajdZrbSy93LSuSw8Liu8WOul5lM6n1wvOOf9GNJMuMsChyxZZd6308oUT8TiONohXXyGtb7DyVK0mICfMa03jcKbKjQg1Bc10Cnm93ei12vrqJpRY7QSDYm1ng8WFdr/WL1vLPn8espLhwP7aSUxHA1mmBhAm7Okyp5Lo1CMGJeXh7qcM9xxNB18XkS/2vvWcK/ByVnAqnQBQIcO/JDfhp1UQ8cEJ7EnRBQNCoXB1/peWyqW6Uw7ITR3ZApLUCHAfYbHaff/AdzRZHVuu0juo3aQKKZuHkONny4ooAiSIJrqxYI4hXM4mswohgp3YPUDZaN0hcrzyx48HjayoxWgk643w4ir/TZbErKPMe81kgbaKu1TOYB/Y389y1geZ2pXae8GI1DTgN2ol/8waUdpZbL2O9V+dAa058eDFIPlOI4F93ia3/G6SyWg3tnoT979/ifh0X4VCgFwod462OQvIc5CJMK8bOV/UknW++3XIad8/ehmd+3KO5fod3Vura7wVKvNy6o9k+x8x5m4v0fBUFXmroVRfVKuzsdjveffddtGrVChEREWjTpg0mTpzo8eL+448/cPPNNyMhIQGxsbHo06cPVq1aVYWjDgyZeTruNJUkWnJv2zHsZtzWRYc/wkdudRa+1Hvz8yV7Vtrs+cSlErzycypO52g/PWuR55z47ALBk4cdsXsjj67EJQ+uK9f6NKIC5AoIPPLxnsouxWupv+D35e+i/cVTsFl8vwkl2Tx8r1IRl3iF43+tSYHj3EJk/9nACHYp9csdv6eWZ3UkT0hOExEINlCKl7oy5ooqrIgzl+CDTWJxbQOxo0Ohdi9UX7oCcHqFHWWZ6wh64v3WHhUt9NpWcw42ytcndWNSLXY0YVfVdu1bPnD836AdYAhBVJiAPEldbVtT7w8TBs6Abx65EoD8GvG3hmWY0aCKMwvhOcRFhLgfLlzWp05N/CgCHkCkw6S11APk92MpheX0cyv97AucWb2bT6h/a77yxTp18lSp2Ybnf9qjORYpY251JIF5K9lyu5dEIwDokhScmMjKUq3CbsqUKZgzZw5mzZqFo0ePYsqUKfjkk08wc+ZMzW02b96Mm2++GStWrMCePXswaNAgDB06FKmpqVU48spjsla+SbIn7vt6O3Y3F+OjDhfuQ1FhGV5JXYKk0hxEW8rx5u6F6Jl9wuu+CCGa1b1dVjWjoE80+GKxiw0X/Sn3zN6GP/ddwKPf+14D0DWRKSdb2pOfFKumayA4T9XeKqj7islqxy2ZjljDe1L/wraT3gOelTTy5B6RCrvsI85lWqJK9PfwRMC5gsA+2LTLdwRYGwQdMXaymsD07/LhuTvc7w89vU32Hk8EGD3ECfb7eD1m6ywea42O1rUe7UYd6qq75uP1eFgjC1jLoK/VDcP9Pm1fIVVcN7PplcCb6cCLOwHeiKGlZagnCaFqGe59wg838rjF+aAqvS4al/n/IKIUdi7XrGu5y5sQ7HJUnuLJOE4+Ti3Pzj8HsqjLv9uqUUOOA6atPo4ft2fgQpH6IdrTvOKJW66gGyjWHs3G5BXHvG7vKvdS6KVcidYD0PZxN7j/DlTXl0Djk7CrV68e6tev7/WfXrZt24Zhw4ZhyJAhSE5Oxr333otbbrkFOz0U8J0+fTrefPNNXH311WjXrh0++ugjtGvXDn///bcvH6XayT2lbZLWQm8yQanZhp3p+Ygxizezu3YW4aklk3DbmZ34bu0UPHHkbww6l4qPtn3jdX+3Td+C7h+sxibK05brB2uEvh+oLzF2i3dluv8ucbrLzhX43m/WZaJXHvuu2eKEbReI6gnurs/o7jYuCM2hZ6w9ie4frMa4Pw74vQ/lPYZIxplQeAmLJEU8D7XQZ1ExeBINNLerVtA8J8oPDgTj/zqi6/h6SW3iqJuW2UzwnhUr+dvVikzJwfMO8cPzHEYo3K48BBi8JIB86kO7Jz1wqj8kPW99FHY//ZdJXe6ItfKc9UpLGqG6Z6sqxk5KZH1nzF0IupktssmtndW7sCPh8dTl47bJM/TnP65RGFnCxOFdANCEHZzLHf+bnA9OLrFRJKQiNnat1/37irTvtTd8TeCYuf4UdfnyA1n4Yv0pvPvnYer7b/52AN0/WO3uQ6sXT8X29XTE+HO/o22et8QXLZrERaB1Q0eR55paMcWnQIjp06e7/yaE4Pnnn8cHH3yAxMREvw7et29ffPPNNzhx4gTat2+P/fv3Y+vWrZg2bZrufQiCgJKSEk1BaTabYTaLMSjFxdqtR6oSu4/m/R+2Z+C9Pw/jy4d6YUg3z8U/UzMdT5gdssXPuueKdrhpj/gDa12uf+JxPe2N/H4nMj4eQl3HSPQJO5PFCkBf0OqgDv5dV0qinCUFtPQYIQQ3T9uEwgordrx1I0KcN1ntWLrAC7vP1zosp4t3nsXku7v5tQ/V55O46DjI48QmPcBj0g92tL4Ij9xbQnF93+x0e1Hj6bSFndtiB4LVRwNcrNupLsxhHsYgGYoLby5T2hRnIHbZuawK3EWVKe8FKuaT5ziP2b4GwQ4D7UdE3aQanUEUYX9HaTmOId7jZlyJ+ODqSdoM1HFfeuTalo6hKHbkeulKVDmd4yh8HWp0nK9Jn053bH9PPHLtV3keb4C83Rw4hcUu+N/dxuPZ+HWPo83XF+tPom9bjex7CrTkCRd6EjwOnRfnxfTcMrRqqNFWxAO884sNVAmtQOOTsBs5cqTs9UsvvYR77rkHrVu31tjCM2PHjkVxcTE6duwIg8EAu92OSZMmYcSIEbr38dlnn6G0tBT33Xcf9f3JkydjwoQJfo0vkCirVPtq9XnP+dTz0uK9GNKNLq5cxDhdmMeaAh2dPb1LosJk60hFH+Bo2Pzb7nMY0q0JGsXShVfz+vTm2hwREEL0Fe0lOh5xEsvyURAegzAj/Qaz5sgl3HxFI+p71PE5b6daZnOBAKed7W/O5JWhbWKMczstJaj70FWKspSMTeJG5QiRiRGBh65Hiza0kIFrX3D8T7OMebCWiRY7/0WRZn9H13froaWYeiTya+L+M1tx3hiDrU27U9YU4YkdRh0t5iw2wT1ha3GpyIROXvfkOcZO3zep9xjqI3EE4AU7flr5AeItDgv9xq4cBh4kyIsBIik/fU6reHBVYFVb9fVoIGIM876Sj/C8lsXO8Ycrnk1ZAWD81t8wqo8XYadzDFtOeo5r4xTFywNV7sQT0jp0vsZjeurC8d9p7dI0Lj69txvG/ObwjPy4/QzeG3qF7mPHOI0ErszyOuGKDTRLlizBwoULsWjRIuzduxcLFizAZ599hgULFujaftGiRZgwYQKWLFmiaTUcN24cioqK3P/OntUOeg4mFYofbv6hlKAdKzrMCBDiFnUAEG0g2NeK/gPKKTGj2/jV+OCfI+jtoWRCcgP1k01iWT4W/zseTxxarWtsVqu2ACwxWdEpLwML1nyEv/4eh31nC6nrPf2DukYdjcZleYg1l7l/fFo/QvlTl3iONC0hNfTHvGhHJoae3opBZ/cCAKwSUUY4DrxTjAic4zXx9/5tcLpCpLNBz4edyzyIKpfVqRKnT6sGm+y78sEV63LTJxdl4bHUZXh714+ydddRLIs8BBh1JAtpFQKW8vMu7/cjARLLD+VS9dUVqwXHcRBMam8ARzg0NBUh3iK2VTOFSN+n7awapxZlfUW9GMX7G7EHJnNb5YqFK8ZO/n69yBBcyM1wr5cd6T2ZQu+3/sh3nuOSCdEXYxcstLK0g8VdPcUihQ1jfCukfUd3x+/DJdhHzN1B7WpR3VSrsBszZgzGjh2LBx54AF27dsUjjzyC1157DZMnT/a67c8//4ynnnoKS5YswU033aS5XlhYGGJjY2X/qoPibHlcC/GxgGfjsjw8dng54k3eiyoKhODfP8fIloWYTbBEx1PX1wx+hSP2yxPPZm5EnKUc/c8d9TouALBbtV22ZpuAaVtmuV//tNF7IKwWbQvPYd6ayfjl3/fdws1y+jR1Xamwk96HedBv7v4WpxUEgtWHL+IiJZA4EJw9fAovHFiGN/csAgCYJTGZhCMwOIWdqzaf38LOhXTyjm/pXOZ9pzwEr/0qtdivJZac6oJw8F7HToLF6hB2czZMVb13NKsYr/2yX7XcQOwIhfdYHm81zBzreLf8EU4UrvF5kn16cM/6g2O46u+FIzziFd0XXNdOlAkIp/ykDT58BwEnhO5ZePcRAy7UB8aN1BibIKDg11+RPWMGoMMiqwelRnJ5OV1CqtwZO1wvKhQb33nKvd6hBm3QMNqzBTGQeohTX1ZVxs5071a2QGKU3HuS4ujXihZi8ou47NWfa17iZrUKu/LyclWQrcFg8NrUevHixXj88cexePFiDBni2S1ZU7CY5RMBZ/Qta2zq1um4/+QG/G/vt17XtWeeUS0buO0owNGfTjw9oLlivwCxkfJXm9LQfcJq3DRtEyzlhV7HI8XqIYhZGa8QbfVfAH265Uv33/0/2eBIPNE451pPjJyGsGuR7V+c5u97z+GZH/fg2slyq2igaldFmuST76+SdnGEt4B3WplcVfn96acpQyrsCpzHsim+sz6jxDG4LXYEnZv694Cl7BHpQlZLzWtWrLjykaxiNCmTB2+7yoc8ReleAgA8rLqywPXEQOmxXgq8ONlWRIkbaJU7OXCuEGd1BJHrhRMMCFcUZHZdOzRRB6BqOk9ooXHs4804vPqsEWlJGl8MIbj47nvIm/MVmnqJPdU9FNVF4BQGzpuuK/ksPMSAnhtFF0thFI8Vr1zndf//HqRnqrrQm3AnfQhJ1fCU1EXe+FX94Obi2tbquH3XXCm1anYMUhu4yuBTjN3rr78ue22xWDBp0iTExcXJlutNfhg6dCgmTZqEFi1aoHPnzkhNTcW0adPwxBNPuNcZN24czp8/jx9++AGAw/06cuRIzJgxA71798bFi45fYEREhGocNQmlgcJXYVe/wmHu7Zx9weu6+X/9CFoqSbFGJ4d6kZ7N0T1yTuL6c/vwbZehAICP/3VY0ooqrOiRp89S5x5bifaEoywwOeBcKoCHfNq/i3C7fMZZsvssrovUcMVKausR4nC/zd2SrumKbeNnK5qPVtDP1cpD2rPIt5tPY2dGPmaP6OVO6nAxPyUdW07mYvbDvRBmNKh8M0clZS0Ib4cBQbTY7fsJGP4lEJXgdTN/64IBwMIdmXiYNhTXh9eKsbtlErD6bfcqLhpEh6LvBXkP3FC7DWZjqKaLJSTsHEJ01GPU1StT8B7XRcS8Exy43orSCiM2duNx60HH9yl1xWbmlePOWY4wD61EJ83jEHr8I0eIuk6lt48WqMh+f9AQ9p9m52JMYkN8cSkHgNpdywWgd6hqKMrkCUVWrIHnYBeIrP0fAPQ9dxKJMeHgQvJA7FGAQI97fn7hXo/fc8d36UV/m9WLkFUYqMZvq1rxlPzQvlGMKmav3Oz4zUl/2+uOXnJnQdcUfLLYpaamyv717dsXp0+fli3bt2+f7v3NnDkT9957L1544QV06tQJo0ePxrPPPouJEye618nKykJmpujG/Oabb2Cz2fDiiy+iSZMm7n+vvPKKLx+lyiHKmBND8Cqz/yeo08s3deHofU8BzQBvlyVpcsrXGHxmB55OU6fhx5f7djP8dZVY5mXDsWwkj12ObzY7an4pmzJH20XrTIjdhs556eD96TNKCDJyy0E0LMFmWckLgicX7Mb203kwBCgo3YVWlfI1ijguqQVv0oqjWHPkEv6liL/xfx/BumPZ+H2P40lfmTwhteQQDuDhtNjxwJc3fumfsGvRR3IAWucJxbLtomvdbbHjSOAnEqkIV17ncS2A9reJb8uKzwJNyuRNxr0V2yYVjRGiIwlIV6iSHoudRNjZwoD3HzFiQ3fxM0qF3fWfbnD/rYzr1QMtzIAn6nPifdjVKezoD823lZVjf3omBpXTBTvvpWCtPyjd8fKsWFFYNFK0t9reuAvSC9NxZ+kU9IycCF85fKEITy3Ypfn+gieukb2WXqs1NIS4yqGJvgJnAWTpO7QafdWNT+piw4YNqmWuSUhPPImSmJgYTJ8+XVZGRcn8+fNlrzdu3OjzcWoCNoFAdrvxM7hYz1nOpVQxH3CI4N8r6FsTQhBms2DAuVScbn8lTFY7Ss02Ve2jJmXn/BmyjEtEvOQen++48Xy04hieub6NymJ3SlJg+dXUJbjh3F4sbdMf33Qd5tMxG1YUYcXBLNxYj8gsma42VMtSRReI9LfsKXvTahdUFjR/+WPvedlrQtQGjwqLtthwtb9SZV5DLuykMXZ9k/pihSECgI+BvxGSMyi9hu9y1kNUlkoY9LZsDIBDPPhzv/CE2wrIEbXFRpH2Jz2yzU4QrciiDLV7drMaCHT1RQ5U9wWpsJMiPZ80Or23Eiljb0DTeH1xRFohATwhCFUkE7S2WuFx+qjO5AkPbmBPo2p4Rp/7uujvf+DtTkyc17gyEcFdtkZx/fN2uTgoN4Zh/8of8dy/AgAzBg/XNTQ3//fVdo+9tpUFkTlF8kR1lPEY2CEBGyldYPwlKS5cJbr6tG4ge+2pixAt2c51njSz82sIfv/6vvvuO3Tp0gXh4eEIDw9Hly5dMHfu3ECOrU6x4ajc4iIE0VVxbcMbVMtMIYBNoz5RWNZZvJa6BK/t+xUP7vkDt3y+GVd9uBa3fL5Zth7BRZXLwFfO5tLdmBcKK1Q3onoRosXuhnOOTM+70ry3eSlQCNIQwYaLxSbYFMVoYyyOG3leqbi+1GrIQfvG6G9xSz1ote7R4sPlR1W9TQFRyAEOEWAkYoydgTPAaBBvavNv5HGuAXC4hZeDyaKsJddTw7b09Ru0EVd3/s8jsBa7IadTEGuWPEkrJ3aO1xQa20/nYUtSd9myhqYi6rouaH2RCyilsHTF2OmwChMNYacnK3bYrBTd1f219mIQCEKh+N3WZFesn8eOKtbXDejCmDG4+qJ2CEqPnOM4ds3VKFy+nFLHzrFA+UzIm9XdLS79+rOu8dDwJOoAqJKXpOOMDgtun1+tOcSfqeXPF/tpvhcWYlBZJl0lu566rhUA4P6rtW94NHGrK7yiBuCXsHvvvffwyiuvYOjQofj111/x66+/YujQoXjttdfw3nvvBXqMdYJFKfLq3Jy/WWN6Ln6KyzHcCtS30jeu+PcvDDi/DwDQN22nrHp37yzRrcsTggqdwbha8BpiaeT3O1X3Y7vgX7bUm7/LuzeEOS0wPJFf7p3zHNnAUiEl/TFrFaHNieGR50Mld1+ZQ2lH5c09MntDGnhenHzbF2SqRIPUYsc5+gi539vXhsMbTxsw4SEv12WRxGorFUsGSaxYiETlnN4kWd/5PyFe27n5wqgDS3HfgaPiMZS/LY6TjVV6mZmt6pp07Qo9W6Z5ynWxrI/6VqpnEtAzTUgtdtIjSzt5uOjRPF62bW6pWWXJ1YIQh+hWwhMgFGWULTxROyZAf+l3Ubvk0qSUb4GSMmS9MVptmVOUOXGRsWOZfD0IuP5w8KxmSmEntS5X9uHdG1plp/xJIuuuuN6lpOeWYUB7ecyv68HdFX7kqaAx7fm6iivB+I1fwm7OnDn49ttvMXnyZNx555248847MXnyZHzzzTeYPXt2oMdYJxh2Tt6WJiKIT0V2yRUpberd7zg9SD+zTLsLxfgd89x/8yA4k+cUfc4fYYVvZYDctdSUnMwuVT0hWSx51HVdnM4pxaz1J1WNn5XWtHCnm0NQxOe9u3MBACA1s9C9bMY6MQs42kIXH7lxAsIC5Ial3URpQfve7rWzNpwCZxAF+YxNXygECOcW1cR5d2p1UhSCds5R286rtUPq5pSuWyER4VaJCBCktfScuwBBiwaRno/jJxwAKGuQ2W0yK570E/625xziFKU8jtfzbLbkCUF5qPw8mZ1xFucknp5APdzHSLxJ22MlQf9ui534PfemZPJ9s0W7by0hROylrDHJGQSCUGUBcq8Wu2otuOAXVh+eteOhXX9Q+skT9/9HX0cp+DbJPRHB1g9GSRFiA8/JrtWrW+lrC9oo1r+Czlr3Mm/Ffv/vymY+HYdWLsYquELHHK89HdJOMZDUaYud1WrFVVepq2JfeeWVsNmC29y+tnLXQUWtOD8vED1fmLT/5dKb1Nlfqn3qrNnECwR7zuTjuQPL8O+fY/D7P28jgmK42ttG+7O5AvhpCGXyCbZddjk1luGdHfMBADdM3YTPVp9Ajw/W4NNVYs27DxUZSpHEIRDXa7Sx2ne2EM8e+BOjdy/CWoko/HzDPOr6HAlcUc1DlIbstJY53m56Rp5TueRk2acECBEcX5aNMoHZJcsOJDu+vw1dKd9jw/aSgUrcc1oT+eBPVIukSR0ZuWX4YXuG7rIM3iAcgCPL5AuLMhUWO/l5ev7gn7LXTUuzPR7DQNSttcR4N3GZPoudD9cRx+OBsCTV4gZSNylld92bxWvu8s5ZKWjz1gpcLDI5JjnK9gaBIERHeRf5WKt5AjT4LjpCfLgEeV57Zemvt8tXk2TvmZx1E5VRMdHXD9J/8AAQauTx/MA26NAoBvdf3Vz2ddHKfNBIiPFX2Gm4Yj1EJfRuVR8vDNII99Dg60d6qZa5xJrLQrnAw72HliRtc/7u3QYOJ4EqWRUo/BJ2jzzyCObMmaNa/s033/jUDuxyxhjrvSxEXqkZS3afpcZPecJVBzAjEWgc393L2kBBlL7SK4klVrROiMaw01sBAJE2eheJ3/tqX1Y8ETR/BKREHsczfF8OFu5QNyzvl3VItezLDaJVIjZC/nnOx8QDADYfp0/YHBEw/PQW3HhurypDkgZPHO2iXOT6+T2l5ZS6S1NIod1ovAk7m0Aowk6+n1Dn5GwNUU+6dslX9vH/8XjnEQO+up3yPV7YKzmoxJSUqNGWJyxa/NtV3BMONwkADPxsI9778zC+2qRtVQoIGq7YmzqpO9aM3b3I4654QmBQTEK0DOOAa5vwONwf0hj/yyvAb+ez3B8kAuL3oLRW148KRfP62tbRg+cdDxbXTl4HAnmNPxdGIqiyYgPV7SJoXHGn7lVX9/T9i6oXZkD9KI26oIrXXXPFa3v0rR0c6ygujtzt6xVbBff8hhh4/O+2jlj12vWICjPKxqPXKtW5ibq8mLcWeoCn1o7an9nAc4gN983LRXug6drUsUxqsZtOKcJ/6HwR/t6vLi3mctQov/trPlqHfw54L0VWVVQ6eeKpp57CU089ha5du+Lbb78Fz/N4/fXX3f8YdAw6yp1c+eFavPnbAdw9e5tP+xZdjiFoUU+cWEvppZBA7OGqdXgioEmpvHBrQokNf+6TZ3AqWd+NQ72weM33w+1mzEvJoL5nN6pvlO//pS7dAgDZJdop5huVAs75dK1VP01ar05Pc3eeyCfQEd/uwJu/HcCHy32r6XfjVDH+rF3BWfz11//QI+ck3WKnJ+5FsUrLYnGMHMSSFTaj+sYtSO4ENiOHE804h8u26ZXyFXOO0f+O9P6UL4ofgkvF8ocC2s3VL7TmJKlFkRctDSUVVmzooM9C4d6cCDAqhR3l8PqmR98sdkaOx8PFJehgsbq3tBHR3Orqeewiv8wiewiRHVkxkWrNqxyB2mJXk5MnAFmcpbdfdHpj38caSgj2vHMTPr67q9d1P9nqMIL0a9vAbeVSipimqfK4zqo+e7KOOzq/u/AQtXwI0RGEppVx6+nZlec4RPso7IyUcJknnUkT0lHSBNkdM7f6NMacEjNGLUr1aXzBxC9hd+jQIfTq1QsJCQlIS0tDWloaGjZsiF69euHQoUN+1bSra5SYrLh3zjbM3UJvY+Wtu4YUrf6YWriEHeE4WUmO0nD6j05W/sEATN76FZb/+SZeTV2iWrddQrRqmZQbDhC83H2U5vv/d2wHPvjniCMujhA0K8l216bLKSr0uG8pyoxdKcryIf3PHQGgrtAPOAQTLRjeE5w9BFtPiaL3uLNg8SKFdfF8YQUm/3tUc2KV8sWmGQgR7Jic8jWslPU3ndBTBkB+1+mUd0YcMxHLeNgpT9U2rTvB+T3y1x0kxVAL1dZUPbjOd5W5Lxq0lVvsDKJFN6vIhDyjvD/qwYbNPe6Odr24u3hIy+V4meP+7yvfHtgARQyk07pmkyQF0SyQxzXuH8r5dfHOTGrplDArh5aF6qxNr2OtTiSxoN4muR5m7f7VWnB2RzmTK5LUXQe0fkuhgh1F/yyHrUB9LuOL5dZ1o4eQFX+Y+n+ePTfSr11vr9iwEHVMh6csU8AR9+ZPbgbPcwgzGjDjgR661pf2g31hoCMzf/HT17otitKklsaxGhYPCq6hV0c5GF/wK4KfVs+OIWdBymnU3zsbC493xFP938G2fu3QN0W0SuzPLMBA59/j/zqM+dsysOip3ujbVqzd1rCiEL0uHcf6FgqriRdcMXZEGaArcKBZCIYdFjN2bTzQI9fxulueWpQ2ifGtY4aSZiUOV+f/fbUdP66aiIYmR0mTwcM/w6KdB/Guzv0UUko4rDlyCTdf0Ui1/Ml9KTgb1h75lM4vf6Sel03Uen6uoTp/1P0+drhXVh++hA2jB8re85QVSit3skFHfSfl7dgqKWfCEaB1kcOCZzeob9xTc3IwNyEWDe12rIym1O5wEScJYPZRECvHeTZfPAetG3o4pj87lxLfQi7sJJN+mJHHvYflVuGuudqB8QDdquuOsfM6GAe5pWbsyihAO1/E7fA5wKHfVIulxVdo7sFJGh1PlHUjAW2rdp+zikzhmm6x86GlWTO7FYBv9zXBKarbJqofdG0GqCy6ANB363e4sHM7TC0bgdzguXpEH+Nej+/7SpSXZL39kjZiejM/wykPiEnx4eA57QQJm6AdiuMpbtk1pmE9mmLxzkxVRwgl0o/w5m0dMeqGtogMFc+B9PLM8qPA8MXimleUWErtS12qJWStnYPXtuzB7JULAQBlJvkT2b6z4oU5f1sGAOChuTtk6/y46kO8tu9XfJryuWr/eaVmZEsurhUHs/D8T3tQYrJKLHby2B9e43fTqFQMBI3zUtXAWuzdeih0aaf5Xstih7DLKjK5RR0AXNU0Gtc0V8cdhhp5FJv0BW4//YN2CYJe2SeoNcP+3HdePlHz3n+wRg/17Wik56pPat+PlTE1Iq4J19eyA0pri1limapfJuCBI47rq+NpdcZLE8GGeRez8WmOIsawUVfAKClwK82KjfNW9E5OkrOtZYKzrZxFkuQTsCxZ6R195N8OC+OdszQtdml+9P2996DabTyo3PGZ5MkT2vtwBV/7JH/a3yLbwvXbllYFXLJbfxFxmsu/PedZ1LoITCGXIOKlX7AUf0Z6trVD0EWGGnFw/C2y97Q6unQ66vj9hZ+55LV8UeMjvpaX8UyYl9i3Mkndu1KzvvsbzWIHADHh2iK5sNyqae3yZAU7LOkR7U/hb6moU+7Dl+xe1/dW0y12TNgFifb7RDcLIQRmk3wyTToqprfXMxXhprMpCJFUvJeWvOiYJw+IFgSCKz9ci2s+WuduG/TCwr3499BFdB2/GqUVjmMJHAd7jDhh8jouxuJIzz+asiLvyQVWHcKn1Cx3NdTPy0LreLVJ3GIT0G38aq/7c2G20Y8tcDzVzbTlZC54Io6FM5ajWUk2Hjiubp/mXsdHQ1UXScP7hPICGLy0RXO5bmlPsB//ewwLnA8CSpQB7mYf+hFTwu4cxDQGekoSoswSIVTkmys20vn8cOvhDADAyO/Flkc08VtpWl0PPLgIiGuqEHbym/yG1smVPlQ9Z2iFUWfM3B97XQLMxwmCYgnzNZQgKtSAgjILNUknCjotEZQkC/n7NUzY3TRe9vLje3mUhwFPvuJfPdH6YWJcpichI8XTKctqIr/3tcvya1ia6ElqcJFEuQ9T90mJYevfLgFxEZ7PhzSMRYqn5ImcEtFdrufSGtpDnT0uRbqPQHUQqknUvU9UQ7gmXbRs7c0sQGioPO7r4VTR/fPFlil4Y89SjExb6F7mqfyDTSLQaDXPUk44kgcIBxiv7+termWxkxJq87ySqdC7S7BD/Q7eD6TgtZ8nwGarfNHfUhM9NmXgub2aVf6754quaI4QfLvuE4w8Sm+eDfj+hF9c4RhT15xT+GH1JEzbPNPj+q6YSuVT4dGsYny1KQ3v/3WY6ka7+5g8eNfuQzVNqSC5NflWAMADxSXOCVKyn9Qfve/suRSg9/PAW9qzUz1Tseza9aevqU/IhJ04mdePDpVlBPu/f+d/kq9M65eUX2aRZHtX4snf7f71bR9lFjt6TlxDTYQiOhsI13iLXYSizJOiVuHedjwee92IkkjOr6KzUby2+NE6hfVLtQV4k6zguvZ8ES9SgfVY32TN9YyKkI7r2jZEh8YxqKeRLexi8opj1OXeMv99oV+bhh7fl47ct9p0NdtS54IJuyCwZJfcnXHxfBpuSdW+IBo6uxgMPHPEvUzvxUbtZ+e8+AjHYVCrG3HEGQuuLNFAIz/a8yVRUOY5pXtlLw5xYeo0eD3YKynserWIR16ZBT2zT6jei7eUafbUbFsoTnC8jptLo3zfftyuTh6fpHwFAGiv6GwQbaH3qFR+tyUS0XrztE3K1dG8WB6UHULo+81Qx9fLLHafDfgMqZ1extt5BY5YJa0adQaNG3jjLsDgj4FQbffq1+s+lY9Vx8SjyzXNEeCRZZTlkv1zokWB5+h1HL1ZVVW7p5hjtC6lfWd9TUSAQyg7jiTu31Xw2c8JkZaQE6ph8VbS7LgXV2d1W+z6vCh/3USePHBniUPo/XDhIvyZrImiXmvzkksYenqr5nWjTNzifEieCwTHLqpDDuyCHbf9fhuuWXgNwIv3igqLOLYxt2o/pBsVirh1giNO9oYOlBuMBJvid5wUF+4cj8fN3Oi5tLwlgEj3oTdZBPDeAaimwIRdEFi+RT7pWg7ocyU2KBOvbC5f2+W59VQOmpdcQnLRBdjsBIQQdM5Lx5DTKQAh7hs94TjwHA+ec0yweiaAlrmef10ZxTupy+fczmPmHTzm3aL/kipUzPt2m29FUI2CDa2KLqB+pGOi7t48HptP5GDitm+p63MaPlSpK0vvJCmtTUVDbxsnAHj4mPz64NxZo8AjR1ZiUso3aN0wSnYzysgrR4jdhjhJkWCl5SaO0DuNpFIKSBsVn9v9mjfKRVEf7YxnX4ixyi3NQ7t7dp0AQHaJ9+zF2EIOaEMp9irtPMGLws5ut+OGNHVcma/uTfe+JadRqzSQ9FQ3hs62eX2d5506q+m7ZpXZf65iuS665ZzCgO2eizO7iCr29juvZmEXrsiUSuopezkpNx8H0zPR02xBSKn6s6zqxaE4QrVYRCGAv1n3KV44sAxDT28F7bM/fGyV7PW3P7yESMlv4Hwz/ZmZ3igzq70WV7ZUF6pfdmoZzpeeR4WtAlGtZ7iXF0g6+XiKzVOWE3EZI6LCPLu3G0bLHwgvFJmQXWzC0Szf41218KbVpFmxfG3pE+YDTNgFgTs3z5K9zjyjP6DZRdrmXzTfe2reTnyz7lPM2TAN6/eko9W4Ffhsy5cYdWApBp/ZLgoD5/UqOC9cXnIf/70vh2NNlXv2TnZ+IXX5hm4ctnTl8UCnhwB4KJ8BIN7kECPxCoOSQBF2LYrp4gQAxv/3PWZvmIaFi17BTWd2YV5KBno0j8ex+i2p62vFuEgzAY06n6STiz0HwUjdqFGhnm90zUvkk6krmcNsE/DQibXolXMCV57YrrJYfb3uU/z87wQ0chZVVlokR6QeAY1oq9raYnCJg3CntdUVr8cb5WIiU9IiSdm6qxLU11Eke/UR7WvBBSdoXHhSV2ypuB+aSxsQvwO9ljua3pq5/pR6oYJI3TFtrvFLy504/tPKZFWizOTbc0ZuOZzitCgHhOq22CmJ1y5hE5Et/z28/KwB391q8KhNpd19pHQoO0h1xTa1H1AtG3Vknvtva7yXrHDn9Tiyj/zedg2l/dfOdPXDgjJ5AADCuBBM/9qGr7+wIUooBAyOOFepMKTVgnOhDJ9wtXa8tXNjzW0AqPq3Ao4Cv3rxljzh6Iyo//pz3Vdd2brK+G8ptcRgx4RdMIhuLu9pF0/xgW7s18bjPipCtS9MThLs//NaeY/Bl/f9gcf3OmqPCa6L21Xx33lVLr6ex9F7e6I8zPevX9Uz0snH10/Ba1e+hjeuegMAsLetfPzSp9/FKydQ9/FjitoK9vX6zzTHcqXE5fpGqkMIm20C/m7dj7p++3y6MOh//qD7777n1W5cGmYtN6STEkkmb5mX+LFeOfJjGpzicleGeIMuLDGpSgg0KXcIut4XHQIuXKfF08Q7rp8FN4rfv9G1b1OR43+Xe1Lpim11vfh3xzucA+mh67ie+GWX92zM/WeL/D+A9DOYxP0QDctcnyxHDGykTZ/worlidW2nMVWoR0Wtp+JYpPPQzw5orXdYXimP9SYma5iw88DFDvLfDWcwYIotRibQ1neTf576x+gPdiSEbnUqjVCfD3uYZF0vfkhXfPAfqXIrMO2hkdbz10AROg3W70dSPlCvDPjwBzti2k8EoBb8WoQpChQv2+cI09Gy8vVoHu/4I8iXBu2zKpGGOkWGGvDuskO45qN1uFBYgTu+2KK5XU1rHaYFE3ZB4Nr3ZshehzdthXJnRrXZ+eBk4ULRfcJqzNlId+kZI2I09y+dDHhOPfEkOEsvuBoeE4WwaxbRHQtvX4hep313N4UKdCvNLS1vwRNdnkCYs0fjzmf7yt6f8JD8BtTr0nHVPgxOMVGiwytBKzYMAD/9dwbxJIP63jOp9KLGjcrFif6Bo9u9HxwO65gqs1cSNPz91nTZeycu6S8y3S33FAghsptIm6ILXm8q0VZ9FrT13R0/e0Fy/3MnT9RLdvwvtdhJOfKn+PewL4HBnwIj1LXVfCUtx3tW7N/7L6BZiWdXYQOtt6UWuwbiQ5Uy3sfFm3scbcXsPjaz91XfaU1BKquPh3HoSZ4ItVvRa9l31PhTfyBePbG1R9jti5SXu/j6trm43SbPb65QPMfFZeZTrXYCz1MtdoMPqi/Mm47lgicC3to3A8lHPYsp1/2OZu1SQrtN0L6OMyZRnDbPBQx2gj6tG2DWQ44eq6281JZceUjDgq7x1bti8my0JqxeCJEkani7tPS4VqX7MBo4/PjfGeSUmDFl5TFk5NFjkwFmsbusiUuQ+zhPVxjdAevFzriykpJyFFVYMWUlPUOID9MOPB914FdxPQ+xQC5B57LcuQ2HlbjphmgIuxCD3JXWuam8AbNFoQ8mbVfHwRmclsgiHbVq39n5A3X5v4cu4rk96v6rgYYnAvacKZC5XPPLxHOzYPsZ2frKptFuKHfhh4+tRlaRCRES98mR+smaRT+vyM/wKaq3zCmcpROQwbW5yxLpFnYKi92gt8S/I+KB3s8A0d4nGyXH6nnu7kDjho6JaFTuOSYtxKpxbUuueS5ffJiye3W9+5YlGlcCPHx0FeqZ9MYLaVjslHdm9/jVyRMcCMJsZo/XwN2nNqHFpuX4aNs3OsflGe/Js9Uv7GYPcZzEz4d5nuauM8l/m3zKdMBuk33GBtHq+x5N2BHQv1GtEVyXtxb9M7xbq13u9n5t5dmetGPRaqwpEwTsgh2rs+Wx4Is/sWPxM9fihj+uQkynsVj1qvzhXMmwHvRYnktFdK+OS3B9p3jo1QOttIoWekLmXD2SAXniVrjRv/I3NQ0m7KqAXacuuuPbzE79E2Wx4Pljc9Ejfw91Gz5EO3L31ox97r9blORi8Yr3qeu5BJ3JaeZ3Wewq8zAdpiHslAxsPlD2+sFuj3rdxmWx01Omo2/WIfXYAlAuRS8RfDZe+2UfKqx2gBCvE7nWJ6IJ8/aF5xBi4NFAYgHkQDTLAQw4v9/tOtSDwAFY+hw2deVwtiGwtA8H9+3MNR6X4FHG2MX5LsjoeP6OTVY79mYWyOIKjQYO111QxypV6sgasVIi+gSz6xTx4DDi+Bq8t2Oe5rp6ipuqhZM8rEK66IoLuVj2z9v466+xmvtrUibWDmtb6HvMr5JizcKHrrFVv7Db2I3HQ2MM2H6Fc5qLdnalUfQ/jsyVT+bGk6uA7MOyCyWO8ju1lKmt8ALH+aRp42z0mm5KXK5YA8/hhyeu8dgGi3afUAq7tKI0XH1Cvd6ms6LYu3Kh545HdyoSniKdbuGWDelGCa14Vj34UodPjyt2+QHRWmnkxX1HeImHdp3axBj9RY2rAybsqoAnD65GtNNj6hJ2tx3Nwp3HjmHy5sXUbXIq9P0Ixm37G/EWuhvLnTyhutArY7HTF8d1RYMrZK+jo+I9rn+yCWBwFjYmkpuQnQPa6JyInjn0F57t30rXui4irP7VjxpxaDvyyywot9jw9KG/sWjlB7jpjFhwN0JRlV2rAO9NmfRuGYQQWccNnmgLOwB47MgK3WN/uKQY2L8YFWEc3njaiMUDDeIV4UoWcFnsOIXFzhiYGxrhPYvwju+uxN2zt2H836Jg3XQiB01L9U2Eegn38jCg27Wq+El1LNC2wny6SgxD0PolCqqfrPatuut5R6xliKRsS982DeSbSz6HVuLPwQbJmsdQsvQab5aN6hd2AGCTCtBRu4C7vlaVwwnNlbsTeN4VwiIui6UUXbdXqH/TAsfDF4ed3vupy91u4Dhc3z4Bb9zS3jFGyqFo+kk5BYQJBgw8qN541PpRGHBAwNP/ek8aUoqtp65z3HtjNNqXeapV2b6R5x7kvtTh8zXLVbprbwLSFTu9+JlrfTpGVcOEXRXQOseKZs7qJWYvyX8vLtyL9m//i283qfu0+kqbbIdo6Z2uP77LGw1L1Teicw0oKyqoF67O3pLSLkusJyZwBqzq6XQfE2DWxum6xnZ7xn+I9rH7sbLUiF4irQ7hY7IIuDvNEbv3zKG/3O//31XyBBpav87+5/fhtX2/qpbva9gadkIwTSIAjGHn8N6f2lY5vUH+AGCxepiUXYJOFmMnuVH6WQYEALIl5Q0NYd4zXAHgB4lLu8RkQ1dK/2Jfkd72YyUPRVPuld8OOSJgjDPWzvs+9U/mJ7MlxXI1xLo6xk7tivWkOpU9k6Xj06rnmJOgv9zExXo132L3WKHj83yc7XwYCI8Duj+gKoVSESU/HwaohR2NIlspCCEo3SIG2xMfy0WH2bUzMKW4YuxcRYE9ZX3qSZ6wns6gbntHoxvw4nIBN+8j+CKlrfNY2uN6cZAYr/rwtS09jq2lh7aB3ozYPgk7HdeeNH5Quu8QSh9tKXszCwEAbRKi8bSPRoSqhAm7KsYc4vnCWX4wCxa7QC2a6iv1yjVuGpW46d61Xf0LHPu497iExCaes4AB0RUrGHgU+9kT3l7hmwVu4LlU7yt5Op5kkoyxVsBmd2W0FiCxPB9DT291xD9ReGvXT9TlIYINdoFgzxkxnoznTO5CxzSireoOJFqYIh1jbu2hu4lmjJ3GZ9HDjg7q+LAqpdNQAAD3yB/uRfUkdQAPtZQP6saze9D7klqQ06B1dTEqWrwVlVvx3p/yEALdyRPuDfSdOGVNsJ45Yn9bo0YJFxKmv3CyyqJYA3mjoBAH0zMxpEz7dwMAh+vJ71+uuV36ldJOe6jAo2TNGpx9+hn3MoHnEOpDOc52BfRah0p4iStWCk0P0eLRpNvNeqgnbBq15h59VXzQbbzZEf+tLEQspU2CaGmTlkZxFR2WEuuh9ZrNi5tW2qXGm0tXT8HhEb3FPtdiFxi5W5aG1LLoW8eKqoUJuyqmea7nRxPeedP1t0CqHgjlgkzzXHrIIxYvYhUAEqMaUZe7kkqyY4yisOM4ivtYHz9tECfi0zo+U31z5ayZyuB7l2XuaFYxFqz+CC8cWIbv13zs0z7DUQpC5JO+0eB50g23659N+pgdN8n7KijCvzwfWP2OWBKEN4qlTwCgYXvdx1Gy8krxduPpVxC0kgL3/wSMLwJXXyz70bZQ7KSitKa/sVe7lqQSEqIec3uFO/aDf47ILJAAEGGmC2XVr59Sx86TOFaewgaSGFCjxkOjL2Lb6K1hso/ZxNUJHyn/LK7PJj0fPMU6arOYcWmDvPCwneMQ7oOwi9X4/pW4YuxcIsvTV5VAif+SWtFMVgFWE/1B8JjE0bCpi7OaAuVe7B6H5C2ptSuREgPoSXBZvWTKJkusff+d9pxApccT+3i/VtQMY29i7f6rRUFYQ6INqNSeX18doaEXb8fyv/6HqVumYcYafS4gf6Bdj/4KKQDY+sBWr+vEh8VTl19o4Io6t0ksdpzf/TsblYsC6K2Rwc9wUnZDmJeSoVqHJh5nr5+quc9wUuRo9ySZnUdtPqm5vq90sDpnHisl7s9aBmybCexd4HjNG4A8SUkeg/dCwlp4C0Nw8fnawH1WGrzkqXx/oqS2m5+/gT+v5WAwqS9Y5W/qZLb6OnhiC72Ti6YrVprdqyxFI+GmK+gPUgA04xR9EXZNiBcXYg22ZigJi5B/Fpo3jvZxrBYTjufLyzb1PFvo07EFnQLY9aBvoFiUBIHILF40t6ZUVJWarLCYvZcXatS8IwD6Z3e5MqXFgqUuTaW4igk3eox9s0kekNe9MQA/Pdlb9n5cpOe6oVL0WNIMPIferT2HBymZ9/jVsgLRzGLHcKNso0XjijzP/VgrC6FJO17/D0eJnt6wEcYIWUFcF6XOB7uYCuCZ3Y4acgLvn7AzhQCPH/7H/VoIcquYiBADjlzwrw1OKw+dK8Jsdryz7FDQHghdMUQUI5Ma3ggcFWMHVa2afEBmAfFw7C/WBVfYSa0Xrs4Semon0vivA4eFgwwQ6tGsYPJv0Jdq+JpZsZTOEzQGdtAuQTPsNP1BzBc7qb8PXjWRiPpyE5vrtkEkVjraV2e3mKA8a80LPbt9lSjvxVoubtEVK19uttrR+q0VaPv2v9ie5gjkplm8DRznLhB8R884fLhlPPU4HSV5ah3/1Q5DkMWJOpG6bKWiZ8KdnbHlzUEes1Vdte0SYsLQJiEaPVrEy96PDRcfYta+7iiS/sqN7aj70iu4aONJyxE/VxOFO3lQh0SZu1m5df92DVFTqEM/z9qBso1WMLFrXN+0CUarE1Og4DjOXT9NSrtrBgMAIixAPZPJORYOTaK8x+QpCbcCzUv19boMBDZBQPtG9ELS0swwK+eb5bBhCdCifqSPYdj6cY3sztIyXNvkWozJ8+Dm9WAV8hWpmOPsjgeJeqZi9L1wMKihB5SRuF2drji4GP+So8XfjVE9fqXFzhehrqdAsScLm7dYIeoxfVj3SpP/sZY1jYacXJSHOM9EYoHEOkpxxZomTq10xdpwRZyrlrATy53wzvE4lu+QtA978FtHuz+axY7jgGUv9kPGx0OwPP1vJGd7H3h29+bOY3uytIn7kVoFpZf+sB5JiI8M9eiKtTgtjgaOQ4WtwuNvpW1iDDI+HoLXbqaHheiJsdNa75Kk7Z6nmEBALSA9xSJWNUzYBYnSKPpkflrbQxJwDFq/Xef1t6aHeCFWxhWrlyb11D1c7d3VP06B4xET7t+JKgzzM+vCD6x2gvnbMmTLXJlfpWbRChDiRyLMnd2TqGUDrju/H91y1D1ITzX2oc6T84k+nBB823wYHm1xi/bKAYyVKpJYq9tdcpQZmbP+M7y7cwHuOL0NBWX00iOBjrnjON79G3hjz9JK7cs1MtrPR2mN8aWOlx5XrCf8mWPstnq61+2lMzasNtDRYkGZJCyNdsXTYuzI0ZOaGcZ6iVAKO42fm+vBh8B7AB+tLJJUhISeuYhnVnq/FkuaxXtdJz5CFD9Sg4Hsb2jH6ikh4SdxzcJrMHv/F7LlXZp69wqJx9a3Xm6p+n4TK/k83lrwKY9Tk7pSMGEXJDr+u4q6vFlgy3D5ieOKFHjxRi51W27urP3LyNb/+3KXQVntLF1yfcNrVOuk5qsLzto5DqEh+gKybDywt4043hYl4gne9uA2/YPVybTh8p+MMoU/xukyiDWrXRW+MGvDKVzRRF7bqUlZLt7e9SO1WXuYRb9VULbmLyM8Z7oG0GIHjsO2TvJrK87iMGH3vngEeRrCbviXKZqiz79hiGNoYApMKSDajdSVpGQXCFJO5eKwD257bVesSFyh9va+uH2H93AUmiVEf/wk12qQ7nVrOgntbkeU5CdAFXYEyPU/CkGTcKtcYGm5uDkIqB+2Fctn3ozVB3/3KF6kwq57szjMfLAnQo08CkwFsApWGHepi7vTcD1QmWzaD6aNKdmvgOLBwvm30o3c3dU7FkC4s+6nKXYZAOCHo/IC3y/fQHe70o+t79r/apO6naf0YTrMSxcK5W+szKyvdE1VwIRdkIhJbIqtPZuplodWvopJ5XE9/BPRuiW12K3pqX1ZJBbpP8y4xwx483ED5t7q2F8oUf9Q+rdUTxACz4Ez6hMURgE42ZI+IcWEavfb9ZdL8ZIfMyHYfCJH9r7F5uryId5cbX7+ygRFxm2DCvHkP3ZYXpC4eb7+VDyD8tny2D/0FQHgBP0BxR/aCTxiJaEI0n6/vXJO4JQzbqdepPz73H+uCLM3qq2UfsPRndzPdX/O/11SlrmO8c3m0xgxd4dP+6unfC6gZMU2ydSwEfhoRerUxKFYqLG3Ghj5utF6CQDQ9ibs6Ci+dJ0FqVuU44CXnjNg5OuKz+3lVHsTg+FW+Q603Os87Hh/yzI8sUZA9th3NfcnCMT99XdsHIM/R12Hod2TkFGUget/uR4j/x2JtFx1n24qzhqP/7uto+YqXZrGYezgjvjiwZ7y8UrmE5fIUyZP7D9biPFDHYXsXSKS9vGH90jy2hFCfmzdq6pYcUiMffbak1bxfnhIzflNMGEXRM5BnXb+8wNqsVflOK9YaSCotATKva1f1lV0ePlVHCY+oH0JmUM5ZDTm3Mcraa7OQkqq30K1TOB58Ab9P5LWZ0VRkxt4LSfDJMkxibSZVM3rT1xyzMihkvIjlPArXdg9FC+9/+R6/3YKwOjLvB9ZHwiQQB4ohKJNlnjwJmV5svd3ZzjihVonqKvQ09wm/sJBbNR+MEH8PfZu3FtjC+/QYqMI7zADafWD9glaVixltRC7DUv/eQvnXn7F513TyiBpYahF5Uw8Et8S4A0wU1JhZQk+HMFDpSXoZVcEY3oR0d6qICiFnVHjwZ8nAto7c+quTNM+ptkmuC12UovSP2l/4/adAsz7DuCaQh03dwAleacw/9B8jOyXhDWvXa+53nMD2rjbi50pPoOv9n8FwonlVFzjoCUrhDnFkCtWj9O4rix2C+bsm4OTBd4Tq3ztPCHFJLGgKndTYCrA9D3Tcab4jGOsil+gL0WUg03NGUkdZFCautlxy459qmEkCpw/sAhJixe7JNi6Q6P6GPOkd2G14GYDDrbSvoSmD5yOLg26YMN9GwAAOymV7Y2UFlUWADaDOh1/4UCNH73EuNcwcE02qFyUaNNIK92FabULuPN0imxZI4WI0QNXKE9qCFQUpOqbbaV900abG4AQP1NGFfyfLUxWW1ApJPafKwSgzkYDgLgI/8usKJFOHl1zxDTAxlH+F3OME9TqnQvVX/DXO/q+/Y+2fY1wuxUlq1frtty54t990fuGgF2N1UzhGYAzIM5LHCzPAW/mF+KrS3ILva/WUSUhisOGKp7lzM57m0HR0kwroaHcYnP3IpYKk/rbjuGxdQI+/NEO85kMXWO7YDRi6p6pmJU6C+00ksSU3Pf3ffhy35c4bxBbZbrGQUtWcC0pd85FVrMdPU8JiKqQZiRzGLNpDGbvn427/7rb6xj0umI7J6nNqd2aibFGSlfrO2tH4btD3+G+P+92Hke+bXxk4O5RlYUJuyDSqFh9s28mKY4aaMw6w6FcN4XEfFE8SV0AhpAQjLr6Va/7uS35NkwdoF2P7caWN2LxHYvRMMKRBp4cl6xaxxiqFna80QDBqk4f/vNa+g82/eH+qnV2tQvOxCMVIy8e+IPaa3bj8Rx3mzEXV2brdH84GdKlMaKPi7EwpmDeM8I8+It4I1CvVUAOE8oZsLWzeMvpc0Ee67MrwyGEaEkGf+7TV6G/QkfVHo7jqC6veuGekwdSOtGvqfE5ebhE6TEZ0IQklxj1Yinrkic+TN6pUdZESbN6EY5d+zQe+doWA1Bes/uia8PxiPQia7XODW8LbDZ3oSL3y3WdKoWdFha74NaaUiEVe1T8/ZxvIP80No26RyE2oEU2wa/Hl6jee+Dq5tRtym2O+3YpJ1qpXfMNTdi5RJgrhGXYnmKM+1XAxB/ln3f9Wf0eCr0Guxs6JqqWSeMTlbtJzdkPACgXHN6DylgGgw0TdlXMFR2uC9q+T3eVZ5IeakG/8FyXrlXSiF2QWOwM2Xl4ossTXo/36YBPcUuyh4xKBTe1uEm1zBCmng0Iz6Pbmgz1DjQmyvaNu7j/drnE/Al0Hq3DSvlptpicce3FIzBQynQ8/cNu1TKLj4V94/OzYDKKKsViRKWtA5oIHoJ+eSNwz1zgimHAk2srdRie43CsmfgdPn2YHttHq0JfUK4vhnBtD303W9qZjDBGeNxm9h3q22UTqw33lJbhCot6fCSQt1c/ROLzB/9EYpm6Sv/FePnreq7irzovr6x6lPFw2uWVajy8AVFeLP2apYfsngVXjq/3IWWmpSs+TXGf0bocTFYBJmemrdTi1Gad+GDZ76j8s5ztYkVOPfXnuyWV4LPv7LgmVf2QPebWDvThE4KEQgIi6Z3iGobSFfvyje1Un7f/8f9v77zjpSbWPv5LsuX0wuE04BR6ryJIkSJNREQsqHgV7Ni7VyzXfrGiXr2We1Us2LtXfS2oWLEhIE2Q3jun193N+0c2m0kyaXu2Huf7+cDZTSaT2WQyeeaZp0imLB0cLHD01XjM2tXYjaUIdqt2qleVOufHLspCJGGCXYzxpERmWYtGO0Hp4I9N5bH4Er0XKoDQk0a61pP2JK7SDuAtNANvD3c+iuen6YOmCm69YBfgeNSOGaTbPqhAvw0AVlYqs0M5l63PoR3r/SfzOKw37QIged3ecxqPyy8SkKIJEuU2EIqqNcuXVR5nA0T9oQqVnZ50f+y9eR1rK60Eu9wyYMaLQMmRzurV4Oc47LJh3kPT2BVRUhTR4O0oUDgu9EJZXSw9M58P5Cz7PM0JRr7SLuq94bDlgHWEfxoHdQJBeFLTC5//U9WPAKCoQl1Gni+YxSsjkRyI9GWjHQszosz5Dug9HbhpN8DxaLddP2D81I30nqBXw5l4jALAWn2EJ1O0UVVCgp1GY/f81zPAe7dBy7GPfIOLX/5NOoZo8+/l5vfWbGQ59Tv9Q5WXoR63A2IAb6x7Axd9HMC/n/RjxErFDEGWs7QarnSPoBPC3Dx9LPIKyvkCGiFXm6XCrmBHy6lLEhCBkwZJNrjtslNQTbRfFMWETq6STI9iqyDFGz3Bjm9UNHBTLr4f/5z8KLWcPJMjl4rIAUWoto6i3OCJTK92uzw6w/MGUYS/g342dfeIu40q0W1yKtit6GgcDvjpyTxWdOKxtw2HEp/6JZlfX0E95of2PVXf7/jxOUfesdu27kEtIRxmNACCd6/lcRuLgP8NdfhYmwp2kfP0yoNgaKC/I0ux4aEJdl633dRLdkopbWjwSAccTrfRn02K8JTeI4LDs9/p7WztcCBHe+7wn7c0irkASXt5KdauTR7lVnh8xsF1E5KivsCpzwOeNIAX4Kd0nE3Fes9OLSUrzQOiF1to9HRoBbvg36MPqb3g//nkITz2tTrWGyA5T8iQAk6/LRb31uTeaSMhTOlXrCvz0aaPcNePd+GY36XzzPhW347HvlQ7Pgi8fiph1MoBef1w5PoAMutENAfUY3BWqnr8txub28rZobRNGi44uhMeO2Mg3r9MvdJ25nvTbU+E4gET7GKM1xM9wa6pSLERmtJpinGqr2B/9HOERogw/harrWOw9Ssy0AY64OJLBLg4l+5l3BAAMj/Vh4coyaLbdVw77EbdtqxUSTu4vh393DWa29DspttdLe3M4XCmsqODTy0ENWnivMkvUW9A/zK18o4lbZQymuqR1aTW9nA2sjO8PJY3fcE+eRzlkQ+YvHwiGMeO43gcX0PXYC3tIgmQgYBomBDc67P2jBVsauzkM7ghTWL8FvLrpRdbxLQy2GpmG5hiEj9QJ2rLL+lmevJ2MwbtW2+6X877aVcrKMVaS3KNHQnH48oLpX7+fU8OOPEp4KbdKLRxPXhamgdyPyWwsRnafijH15v5k35S12mPeV2kMLrTWVpUU7wUe9Ll+5arvpPPodyMBk3MPoHndEIYbeLnF5vQ7dUfcf3bATz7qB/NGg201snBSmN3zeJrMPuT2WhoNo8716tdFjwuHlP7t0N+plpDubJqI9PY/VXZPKW/bhvNWSBS1HazG0pF6pEckR9WJAao/T2tsz64IyCgHszmIFA0QoUih7rj6LaIc2fpy3spnrVtM6Tf8M/TBF1QXEDSgGlJEax/k1czTgc0A/fbH90SrMuesT8JuYSa2VyHa397W7V/ygbrwKL7ss3z7H7VjzIaxUhjB47HHoMwNu0PSzekwefH0q10b9K+B/UBRbXYEuygCPFCMJm9fM2MbKL255iP4kaDfFWD8bV998ObDff11q+ySWxabNoOGql+6ywRR5SZO46QBHj9kiEAfDpIuohWy34JBydgXy6HGTcKePREAehwJOBJQ0ci7iafWx5W1U6tYiuzImdHSwo8WwpN7glnnp4OAP71m1o7WNdchzuX3IkfdklB4N9Y9zr6bVIePtK7Vxa0yjXB3F08Z0vrtcH3Bqb+rFwXrcZOi5lg5w/48fnWz7F071JU+ncYlrNDIvdyJthFkWPu+q9um+CKnntj9WApPdcW/SqmmmDHFwmbIj8h2AW8Uht/6m7cdT3NLfMGe3MEh/YZ7eGiaIR4cOCy6W/Yje30bfLwelfItGDcs7oUDo+cKGDGXFconVuzoE6nJvPClJf0baGMs//4WzBKuhvoXrGF2s4UOI+78txE5X5kNumXw0ds32RZR4C3WBKjZjM3GSgjmXkCHDZ43NTsJYM3S4Ld+r016FEkLctmpqjPndlkra2ybWMXxNUkCfOyYKe3bVOgWtGF7NP0e/0mOYKzGsOzvcOx94Y+2nUUOZBinC6mQ/U+1P3yCzjQhTUaRhq7T4eIuO1MAfefkmSvFV7AZYcrCGOw4H0jfgbXnm7fa8bTk3lHb/8VZ9WAcxRkUqFPe33HXbaNsHMzOdaO5um/K6V3GeeqQkD045mVz+DN9W/ios8vAgAM3CjilteVh4+cOMv13za1t6pOnuf0abmI7ykdXoSQthHb/eog6daCHeAL+HS2eL6AD+9seCf0vcLvzEyi+KCIm17zo2cwMHhRtua9k0A5xZLsCUwuUtKiHC2X4Pbz0nDMwJMw+1o33r/5aNU+fZgQWbBTtpACTLc8KdL4QycZv5g6vfqN4T4zzrlKwH2n8HhnBI+XJr8EF6cXHAI8rxttzDxWPYJesOv6pT68yD/OEvD0sTwuu1hApkZG+OTkT5CZ2VZ3zM/dOQxvNxzTOk/DQ8EYVrLHLS8CtR56fA2jQKNm1HuV39y10t6go9WO+PkwlsR26r14Q0Q4pVhps880e4lH4EM2dgOIlEMcgEYbnsVONXYuSG8gWbB7bGp4Gkray9HMZq1d7X7DfaZ0nwyc83/A9Zvw4jH2bnSdSRzC/35xP7aedTZu3PutbRlE8n5Vl65MA9wcsLaUQ5M7kXUZFDgB51ZU4dYDh/C/7btCgp0q32kYmmtPl3pdv6j3GGjNAZzeXBWWcDB7eDkOUQJ4kyYNVhMeq9P22hoAn7IdGV3/iaVN87CjWq3tGrDJuAb5OpIx4gDgg+W7dMuo5DvJnbkGaWV65UijxQSP4wKY/M5knPK/U1R5pse+MRZ3Lrkz9H3t/pWm9Wi59l0/BmwWccfL0uD+6oYLHR0fS5hgl+CQtmCvX9bbsNxDc95Hm5Q2+ObcX/DkxKdV++pOGqf6Tos0T76EslJzAAC3D7s94gbRtakclnbl4Rc45KflU5difbyIZo2V0bYCqSEFqXp1JE2wo9Hk5vDFQB6HMzkctU49EBWlFYF3u3Ht+er2fNmfw90j7sbdw+/AxDppQJGFAMEPgKOPmO7mlmlmj9ptHWH91y7q8CGApK0zW4p1TIRjsY2uMx+U/QExFIWeNG7ecrAOB1KVF4NRzEZ7zhMKsiAYWoo1WXKdUmPsVEQ7r9kyU2mVtSOMDBnUGRwHlA0H0vPQ4NXX/20v/TZtqAwa6a89jy42Qzu0Ef1USSBxEio5hOPhBjCjugblPh8ga1oJIzWOMCH4jnKNady//6DuMq3sFUDbwcYzGyfZP2S8bj6UFs4IUhvbRHt2LE57+ysBuHMlu+eKwDp4qupx7wIfJvwm9a3JS/UdwpWpNh1J96pP/NPmQzqnlGaK2jiDK8XyjkrB5npzG3Afvw97avfgz8N/Ytm+ZaHtFY0VqnI1NUr6sKO76if1WtpoFmFW1+5wZMIQS5hglwAcyjB+qryE1nn6sPMMy3XIlOzrvIJXNwuaM/hy1XcxpLEjBi5ivyxsndztZMOZnLwc6ZT8oFPDDUfeAADUEBPNfAA7iunC2qvHv0rdbsR/J+pnfDQEXgDHcdier752o0vHSmFaiJej7HEriMBZa76g1pddE32txeANok6IC/DAsZ0mq7YdCoZx2RBOYoUfnwqvcQaMsRDsmvx++IKahkM1akNIcvJxyaX0/mdmPqBURCzFBjWrPgHA8ldMD7vhkN72T24R7X2c3kx39mhbV4Grl79p3c4gL9nUzAFA8UH9hGLAfnPnCRmXzYCrIqeX60TOuVCdMGhvnoXG7imaA5JN8vwBnFijCCZLBkj2wV/3Cdo9h3ENU1yCpYcneW8OaGURmydNafLj8g/8OOLPAI547w902gNc8KnxpMGdu0T1Xet0MbA0Rzf5oS10ZDRnYcBmwsauwTxPG3k7Z30yCz/u/pFabtX+3/HHXcdiydxjqAJaQAxg1v/NQt8X+mLeT/Ool+m1C4/CrGEOY9rEACbYJQImszQy5UyHXuF5oqakqAO0yQOW0ePME93CyKg2nADAgLTk+drxr+FvPf9mWMYvCFhcqV4eLM2UcsoWpFkZEKo5qvgo/Hzmz3j8mMdtH7OuvfI5ZKdBCHakMJXVSDdML6q2NljXkuZKsy6kQetFF+CA4aXqFGGvjubx0HQe95wehjCe18X5MUZwPMp85vYxTT4Rzf4A7vrhv5j3+IUYsmcNAMnwWrZj25MDVKfpO+atZwn2BDvCIk4IRtXtkFEMvHex6VHUtGHBimgy0dU//R+1ni6Vzoy2nWSw6LJXL0yevv4rW8cKTeZegjI+j6iLlR3gACGRjIycsFGT1UA2PyBuKpm7+uQ666gBN50tC4f6feSm8kbpmS+3eC7MOFTbBA/FU5WEXIrVnSmzWDXONxsME9NW7MbRq0X8/a0A3I12bE3UP16rcJjQq9A0S4TscXzqF1tV23315vbLv+9Qa0Qv+OwC1fcRqwOYuDSADU2HkeIWUJydSs1ju6FiA37bJ8UEfOWPV0IeygDgblZWFeRwQYkEE+yizKb++qC8OmzOlPNS7SVv1uJJ0SyxBDtxHREvzCUqLwRSi2Yk2D0wxjiVmGlbBA965/VWPeTa5V4hAHTN7ara9uF0JUuBNlQJjZfGK2r/VFcqRpeMxltT30K6Ox0Pjn6Qeoz8u3e1URrkl3NIEiFBzs1WYtQZ5YsNB6uUVjS0Grv54x5VLRsBQJMb+KkHj9pUDrcc0GciMIWS2i1sOE7nVazlly2HsK+6EYODKdju+PE5ANJS7N9/fRmAEmD3q74cdhCPxLoOnL2lYyKlmCsoGXdroUxCO2tJtcNrHWO04XNKv7d2zgGAZo+i9ScZ2CA9C+5oZUhxyuT7pb9nvWdermqX+ntwHCC9KzlBGU9omlstR2QGhT+KmofsosVrpbrK/pDqD2cptqRNKj5Yscu0DNkMrWaVE9yqRhmZcuTXEGOdjXtcfNg8PNHwzm1NH9eFD/gx5ecAjv5Nfb2bg4K1KIrwB/w43HAYQ8qVeC5eqMdklR23KOLKDwI4/7MA7q9XNG209GDi4a26bTIvPxiGEXUMiatg5/f7ceutt6Jjx45ITU1F586dcdddd6kMHrXs3r0bM2fORLdu3cDzPK666qrYNTgMJr+62LLM/rb27bGemSbN8EitkhUeD31GQQ7OvXcos3VS6DK6E4VZBgHiwuDNkepuOGrpThSnq4Ngkm26/lxrzVNupf7B696mO36c+SMmlU+iHiOHO/k1GHakOgWY2mmqtJN4CU7OVAaEFL89LYcdHh37qOr7GnrYPhVaobgos53O85q8hzNsxChUccRsZ+VNsX5pzf/ceNmwqE49wD95vIBrLnTh/CsEzL7aiTZSaYcc7qTxsHkolY+37zKMVaeu0RqaUGRa3qB4W7Flw7fdgMRa9pQE9IF0OeDWg4dxQUUl3tq5m35grBl6EXB7JdB5rHm5TE3AXXkplrSxI5Zi7bgT3XzQWPgTTG5/OAYcdm4jKcyVHNDsNHFgUBUjPu+rtbYRPf/rvTqHCV2dJpKdKwDM+kKvJfc11EAURcxZNAcDXhqAUa+PwjQi+UQBV4HcahFZtdKPvqDv+SFnDzIMS8rqtaHPVfUUjanfOm5mohJXwe6+++7Dk08+iccffxxr167Ffffdh/vvvx+PPfaY4TGNjY3Iz8/HLbfcgv799XHiEg2eEgb7++MGhz7/0MeNjg/Mt13fhX9/BU8+Mhq14+ynd3JrvAmrbanRgxg8d5EM27KeIqTO7DnTsLyPGFnnn0jvwllhKJrcghsvTX4Jv3TjcNuZAq66SMBxHY+TdhKCnZsSi01lkBzmC7N7G3X+RStPtkaXfnYtCG6VdgFQD9ScRT5UHWGEeTDEImWXGWYpxarSOdSlSD/yBM78RSK1g9TYSX9Xp5o74JT46AL88sFSBXwEtVR7c4KBcoMY1ZwGztCJhGRFkd64sn31PmqeYzO+78nh7tN47G8XUMW9BKRhIjsQwBWHK9HJIvBrwpGpidtJc55w6BXL6T4oXzkglElVDqD+P3UgA0c8+fVGnDxIH8O0W6FigmNq/8ipg7MbO18RXrY2unteihsfaDI2fHntaPWpNcd0oyge9xZowpY01qLR3xiKoQcA3+9VVnS8viY8/bgfz/zLD4ginvz9KTy+/HGc9rUfCwlN27dELu426fYc8JKFuAp2P/zwA6ZNm4YpU6agvLwcp5xyCiZOnIiff/7Z8Jjy8nI8+uijOPvss5GdbWMQT0DIScq5b65A/14WM0qC7m2641/HPoWMIxV7u/tPNr+N2lnR+n1BVbam3D0zeF0AYEM7PB/lpRDwA788A+xdbR4bTcPB3mrJ7lDnfNO8neRS7C/BfI7fa4IQWw08q8roEuuAggEAx2FtKYfqNE65dqRgRxnkl3VW6kvzmadwMuP/jpDqWVOi/IZnJtKvxaoubvTM76PaxrkEcC51+1RaPTGOSwg2l5lO2PitbpvdlGL20vzonSeGNIV3z/YXiZoaW8aC8Twuv9iFJnLeZFD5ff4cNNqYX/Xfo09R8MwX9+OY7b85atveXOD3TjwEAKJBdpCkRKexk6RlXiXYhRn2x+DeyYJUejAUTT9Kphq7nH5kKTwu/Yl2VSh1mvpHcOolYMNwSUQd4Th5AEB5ntosyE5e15o09bX31dejURt0m4hOUNCozOrlwMa7a3bj5B/Ujd6fqdg0Z6XqHySrsURI4GcgroLd8OHD8cUXX2D9emn5ZcWKFfjuu+8wefJkiyPt09jYiKqqKtW/+EMMGMGOvdk62YOKIX2PDX2+8gx9zkAzvG75xa/uuIcHlKP4SPXU0UgtL9CCr/7+OvDRtcCTw4G72gLb6N5IWvoXDsAuIuXNjz3Nu2VeZiHOuUrAuVcK8AfXNR49Ud0e/0kTTet4d5jxQ9sxu6N+IyHYuSi/vZZIfvH2R7eantsMOR5Ur+1KKI59OfSy6yf1QF6G2oaTF1zgtfHeyJ9qlj4s2lho7GSbr4tXvq/b57M5iNoKz0NoKNKCqy3e4Fvrnv0HjQ8zq7NsuK32WfEFJeiw0S/vAy8aHCgaVmomM50qze2yjNohiCJEt3piZ5W5IKHJ1Gg0Q16xSn/lTYJNO0G+hqHMJ03SdeRb4FLcsziTmtA+gwgvYqpR1ghXduJgDlkfXntJYTkgirbmetoz+Rvr9IIdWaqd4nh31pcBjF0RCDlBkIwqVFZItB67bTO8lhPRx59MXDu7uAp2N954I04//XT06NEDbrcbAwcOxFVXXYUzzzwzYueYN28esrOzQ/9KSmwYLkUZWq69srfewKIj7buapqUoZQvSnXmKyjGPBM3D/sGJH+CJcU+othkN2O58ilPINrV7Oz68xlZ7LhtwGXzEJdnTaB68deHkhahN5VBD8YyUSW1XalpHE2WGK9OvbT/9RpVgp79/9RHS5MsayG1tgc5BRYvREPqxa43KUSIAQOBd4F3qGa47aDvYJadzfDV2FjPgnEZj+7+GZnvtDvfXCUEF8wkGuWyNkO8NP/DsMM+sRhZMyXt+ZIOBNofjHPW7Co0PVXGdsRBLQwnqDODgh9R9SUmxxqSH09vYgWaDZQcDkxX5ehXtlmYWKXXyuZxfyD/2VKOAYqqwp0rpN6ZmHfL6cKht9BGHll0FAGqb6c8MWbrZ34wvtn2BysZKlOWlwevi0as4y57GTtMeX2O9ahlWOplS5oCotv+7+GODWKMblJVBrVfx02dJJignfR/AaV/70XmX/rfnOU8uFDPiKti98cYbePnll/HKK6/gt99+wwsvvIAHH3wQL7zwQsTOMXfuXFRWVob+bd++PWJ1O2XdDMkurm2OPhBo7/y+SHXbF9C8GVn4oj+H73pxcBdaByg7TJySC4ZtGLmhQlVGjuVGYiRUUGd1v71IL2yxLFucXqyqT365rTu+D7U8aTP4z5H/pJbZWWueq9VMs9MvnxDsDm0GXp4BbPkutMlFGXx9kZnQ40CWVPcOIp5et530u9DoBrI2KUJwgJc0wLzGxu74smNxz8h78OwEezH9ogZlEK8jBJPCOmMv0ibN0v/Te/ZRyxVxdmw/9e2wMxCavYK0do1mtGmoMNxHE5Am1BoZjHLI5eyLsk2aS3Pk3j9sHwsobUsLBHTpmpIabcq1oF00KdjxOZmAy3l+bC5AN8DX3ueGGn3/+WO6PUcnDoBgEVnBXCFoT2MnuOnP55qDa+gH+JWYlU+seAJXfXUVLvjsAnxxzWisuG0iUtyC6tSurGWUSijVNjXg1u9vxbQlATz6lA/XvONH6kHFo1srlx42iLtduEq5n9o4gG0zvMCegzj9mwBO/kHEvBcSVztHI5KJIB1z/fXXh7R2ANC3b19s3boV8+bNw6xZsyJyDq/XC69XnyQ+lhT/9DVW//ghpoyTYrdxWRkGJfVP37r2Xnw+Ph1d+oxCT2J7iisFqbdciyZ/kxRA14ImDwcEvYRWbbUfhsFoJp7tsWHfuG81cHuw3MnPAn1PoRZzC260zSgE9kkzrZGlkoGtmEJXR5DnNvJw5arNNS/k4PXeUZzq2p7c9WQAwBGFRwBvXQjs+Bn4U8lX6Ka84qf9FBl7C1ngVKXGMhqzOQ71HRWhXuSkuHucy63qSZnLX8SYMeMAO/csmlA0nUu7cDh6jdTaotpD2NOhq64MRBGNGsFueL1ei9WzsQkXZhfrtuvbwen6dTgJNuo8ZIBi+5L9FSveNdwnt0vl8GJUmOPhcgVgN+eDr4XTeDmeXmZA1LUqqTV2AJDZDqhWL02TS7GV1RXA9Rul8D8PUvqoAUajgvZ67e/g15Wf7q3CWhi9KxTW763GUZ30obDK8yQbsu3V29HeRDnLaZ4Hp87W9b56aisr/U2hCBcfbpI0vGsPrYVL4CGbAZOXIbX967bO529sgOAWceZiaUwoPizC89VWvN1WXycAfNebC3nIknzW04Vhwc9fr1evErkEHo11kQtlFWviqrGrq6vTeY0KgoAAJRBoMpOTXYARk86FO+iFM/jsa7CinMP3UzTLhZRRIKNBxOM3foerp87T7Tuv73m4eIB5UNVQ1W5Fhj92nT60w+K+9JGZNjDdepZATQVmytvnARsWGe5u7KJ4daV4pQHJyBPNLbjx1Yyv8NWMr0LpxH4+U+1w07HnUabNGVyseBV/fKSmD/ICZnSfgc45nYGKbbpjaa1q8ETmzSZ7pA0lUp41U+IjyLPQjM2K5irASTH7tM4THAB893Ccl2FDLTGksO4wGpv1z/7Ln9yJzBrr2GGv79qDdN6exk7br93mCTGMqlE+2ngeODGA3gc3m5ahCgImgr3otj+hcLVwWJW10kMaGhDIUgvQiWtGbpNqvb0hR2hx8oo7AN4MIMOZ2YvRrdNer85buWB551dy26E6qsauMLg8e8Ibk5HhwDfDSEjvvY3etm9+fZu6PcAB/V7sh34v9sOeWr0DD2DPeUK7uhJoalJlZAKAtFpibNM0c+rPIk79Vt/526Yqudy1gnH7HHvRA8xCs8WTuAp2U6dOxT333IOPPvoIW7Zswbvvvov58+dj+vTpoTJz587F2Wer7VeWL1+O5cuXo6amBvv378fy5cuxZo2BOjgBycssxIkf/oZzH6RHpidpf7DJNNaPXfyEDUF5hd6BZEMng45MOfXONvpttlh0h+Gu5mzl/PKyFmeSJqdtalu0TVXy+6VqwniM6mruPHFcuuJV7DwfrogtmvF901GRsd0cu1OvVfOkpOOXrnQNSfpGdcwwF+8Cr/Hg40QAlTuAABGGYvIDEWmvIyz6cYeafWj0+fFVh4Gq7W0aq3H6ev2k4LWde/DvPftwQd8LcF3+cKmr2gmpwnFwayJy8GEkRRbIlKk2znvslp/w4Lf/Ni1De6kaeiByPEQHay6e8JMbAAC6NDfhyT37MLihET6tIJvsGrsu43WbXLWKMFAjhhfTzKjLa+/zj/3DExDyuN+x8PyhcFHGyr9P7gEAePAZiwkdx6nuX8BgWbetgd/h6hXGE3aZwsMibnnVj76b1QKWnVdbVr362vibGlXx6ACggrg/bsrPpWksC4i4Lr3bUezbbTRuyZrXLMvEg7gKdo899hhOOeUUXHLJJejZsyeuu+46XHTRRbjrrrtCZXbv3o1t29Rak4EDB2LgwIFYunQpXnnlFQwcOBDHHXdcrJvfIlJcKaYhPWTCFqI0BAjBbodea4/x/abrN4I+E79/1P3hNWLP74a7REJL6wqmNnIaO4qE6rVLwOfmhD5nOtXWiCIOZqof+rz94YcrIOm2Uq+ZGtt5Iv59vL6vjC8dD9GrLFdzAESIOm0qBwANlWqP2CNmA+0iGKPODsGBkgzfQl7F8duXIiACzZT73q5GPzL3bmrCqPoGXDHoCszKlQ3gbbwpOC7kDSsTyHYee83rA6bLS/42nuWJ236xLNPWH8CVhypQaicWHMcBLrpAsJVindFze8u0C9mcHyODS+DNmt+bmHoLB6Tm6jZ5tina8Lx09UBse1k7g55cXivYjWuS7SidScj3L34RWSluap7ftumSCVI7S2W3Wk9oxyuWJM1gxbLDQaXWyz/wo98WEbe+pozz1y6+Fpf8cAz4FCl4cPsD9F7URRPvOtDUiLK96rJ1AT/ASQ/1vc/rJbs+FG2jWKVoEWnXz45CZfeuXy3LxIO4CnaZmZl45JFHsHXrVtTX12Pjxo24++674fEoL6vnn38eixcvVh0niqLu35YtW2Lb+GhA6Uf+3Ez9xjDwu5WX5Td99LddHDKAehwtxU3vdgMpJVsGqdIO5Epaq0Cqc2NlmSarqOHdO4c+ar0FLREDuhythWv34YZz1ButhPJ7Zth7/PhhR4QC8IaawAGzes/C7qtPJTZK+WY5jsPZ1yhtCR1JGrzzQniGZS1COt9nR5j/bndAr1rKNvGYxX+PAbb/FDxFeEOamB7eOuWY+nrb57WT8/WYujqcX1mletVyRio7jjcU7A5kU170LfTiI22vCmESUicZoUwEG/MVpxWvRz0WrSm1+YMNgoVr71oKLwKjbnDcf9sdlpYzaUuxHAc8vsxmjmyVV6yjJlCXOQFJwzfp1wAm/BZAJ81K7L66ffhs62cAgPSOUhvnvmHPVERsbsbNb2g0fyKQWvoslNDP1gS8OaHP1CVhG8+rEIZDTSxguWITCFqqIdFmHlkrGjOUgfjomjLd/r6F9Cwe1KUhSjaNliISQkdTd8n2cP+Y3lhRzmHhWOfns5ptCSmpuO1MAXeewePc4Vc4rF3ULY0C0C3v1aYA511pnO5qRWceVcEV5G3BiX1TG70ZcmNhDqUFQLfcbkAbZemWAyAseQLC2o/0900U1Ro7jg9bCAobyvloMktK2lrdtjV55aHPt52puZ47lwJr3jM8h62mZbfQAM3GeWmJxrVcfLjS0Tk5A8HuUAZQmabetq+khS8h4ieWdRqn2pX0GjuKlng9kZnApRHsnpjK4c2RHN4YaXXftV460pXSPp8uLgAcc7Pt5qqO5TmqxulQwwH8sfBJ6wo0/bLW4UJJmUl0qvM+D+CCTwM6+85xb47TlS2w2fX9TfpJOwfAlbYV7hxrrXgIwo6B9mhWNFt7JQsJmnaMCXYJBG3Y39XRfmw7Kt88CHx6M5Yc3ym0qWSp3oC7JItuI0YbsD0uAy/jLH1aG7vsmCSFGFnbAfC1lYQV3uvFPWcI+OAo5920Q6ZBW/w+YPsv4MUA1pZyWFXOY3oX+jI0AKCGYvQrithUpL5bL4zjsUuzxN3uEFCdxum0bST/OEvA5wM43HeqNJpW9+ukK/P7AWkJ+4GT1Nch1ZWKDTVbQt85EeA+vxXcon+o7AZDR9UQ8Z04DjFXs1BGz235+m0uUa+xI9NfbTNzAg9DsDuQGV5KsP9OIs5lsfR/xpBSDCjJsawzi+I4ZqaxazDwFWly64Xm6nR7Mfo2FQHf9Obw/lEaLTEZM6O7Joh80mvs9P2mO7F85xbUHvodhSa8ebSApV3Mf7h2gnmofdD7VXOYO9s6ZJURPK/X2KXkfoFbXjoOl35kY8KiGQrCzSoRDlzA+cl8zXphSq7FlbXcdj2iX5no0jR2T/75hmUdBW262D5fLGGCXSypPQA8dyywbCF1t5dYLv3hgdPx0jE8ht4Ypj0bADRUAV/eBSx5HCd0H6Xb/U1vO/ZI+k28x0CwCzi3U5Kpz0nFGTcIuO0sZRZlZScXFp/OBZ4djz3f3hfaZGjraPSyF0X4C9XrrKvHd9IN1nY80XblcfjvZAH7c6SDKyYeoSvj4aWXyi/dSUFCemkUpCspS+T3rk8TvoALiJJQpQ1IG2uNHdGZ5s4S8OYIDh8OpQh2lBUZF9G3TGMGhvGb/AJQaaKF3mSQFSaVfL9YPEq51QfRtGOHZVucyUccatz0I947itfFLtvZ1d7zyYnA4ycIeHms+kLv9hDfNQ46YrLr7Ja9pNsU6KfE0XRpvK3v238QsyuqzDWsaW11QlKgcwow9ma9YFcqeemHexVdmv574e+f4P4Fxkub3lEVoc+STKM0SGvTFi2mfx/ASw/5dfZyVqyo1scozQ8joZTfZy7Y7Wm0DgsWYF6xDCyeJ2VneP9S6u5cIhHxeVNvwx2PLW+ZPdvnSmqrfrINEsHOQmuXOlq3NQx1QrGNsotP9IXSg7VLlzJjl2Xpl4xbzM//AQDkEl6WlU0Gg3OjkVGSiDZt1Pltjyk9JiKvtrre5bptbm2KMCgxtsi2yy/y1IBIiYPGAdkaLWYcl2I3tuPw5igB3Qv76orRBDs3sYxsLtg5Vx35efVAuE/jmPz+MPp1ymgg7rjJtTx653JMnXcx/AcOWLaF030wj2NXJNKFtcoMDqmEUftdp/M4XGBvudlIY7MxheiHWsEu2TV2FCo6KfbNgub3Fvr9uPZwBUrTTDyvrlkL8u6tLgXOKBkPDLtUL9gFl3rDvYxajd3kpeajkVflLKSeCPpjcC8H/RnAGd8E4PEBsxY5M4Ogeb2Ggrg7UDfur1U02DSLJzs1iQkaqJsJdrGkvsJ0t1ZtT3uhO2Lp86GP6W697daQ4qHWdVA6vNsoVpjDFEUkXXIUlfaRRdLsdUzJGFx7xLV4duKzYddrRE/CTqON18DLwSjumyiikNCU/dEB+HTLpxFZjnrw1wd127yCF8d1VHt9ywmqael8sgMB1VJsgOMkwUMWjlJygpXEfym2XUY7LO2sbOcDfrgoeWEFQrDzm41aYfwmH6+OTXhQ46+0pAe9zrXkvMNEu3zTL3QNPQ1Hred40xyjArFrZUce/haGox/ZQAgxWkE22QW7gX/TbVqaWYe/zxZwySWCsYe+m8Osawz2uTxw1ygCVJZfRArvksLUaIp6vPbiphnhd7ik6VblGFPfPKdeseFw41vE+R32HZdP/1s9PmDUygBcaVts13PsbyLqmiUHmXBDigUssirFCybYxZJVb5nuriuIjAcsDb7n1NDn6qAdsGAnDRLR4b/vyeHdYRz9ITDzWrTBpPJJuHnozXj9+NdD9XMch9l9ZmNI8RCLo52TKop4/JjH8ciYR5AjCzpaDJdiA2gmtJM1KRx21uzEi5Ptv8CNqPfpNQBu3o1/DPuHQRP1bUwRRf1gyXGKoCq/pBLAecLFu/D8eGV7Yf1huIIqAzIsj4eT1lp8PMyFtzCXYjnVd63BO/18KkEpQteSo3wyC1CMDLrGoGN2R922DSn2Jop/tqOf0EUKkS2ddCYax94HDDobOEeJLToqrQSbiznJw9jg/nZtakKqxjOA9IZ31SqCnciJIacl7RV2t1Cws0oppsWtnRCoJoItaopjPM3OhFKPwXz7sg8D1AwTZjz1+1MA6Bo7O7h/2hDegVGGCXYJxFEX3or3j+Lw4RV6O6uwyCEyW4h+rJdWODF3djDJtZ1ZClHk0RMFvDrGYHbaQu8gnuNxeo/T0SuvV9h1PDuBRwDSspMdRpeMxrgyvXdWCEP7CREj249ETVBAfmGcdL4Gv9qo7lAG8NnJn+HLU7+k1rJy1kpb7ZxYPhHpbnpMlnGl+vZzAF6f+qa+sKz1ommX2nTWb4s4UmfK5hUbTREi9uUqJdKaGyA0Sy+5BsJe3c1XALCRkzccwY4Lz2C8gTxXxAU7YpthgGIOfGEzGinzs07ZeiecAy76xZPHBZmFx9B/i0A2RKO1T0xLIwd4M4ATHgPKhoc2jcwoRZ/GRpxaVR3KH6vFA2DRNrXN1y1nK9e5sVlrGyoJiVq5yu1umWCX4XWmjnWR91LT6WKhsSMpo6d9NsRr8qqxtazbXhlLF6xaAIBuY2fHvMC1Tp+xJBFggl0CUZJbhiufWYrrLtYb8oZFMyForHobt8xyYcaNAi4//m5pm0P189CioaE8qjoSwO3708E8zrxBwMqOEerWRvYTYgBDi4figisEnHelgL1tOPxnwn9QlqPWkrSpAYozik1z+U4omwAAOLWbFI+uX9t+ujJtUvRLxW0qJSGtd9ve1Hr19okWGrtpjwPZJUAUYhQqTZD627Pt1cvKZKzE8qo9oaXYOq+y3SNKBmMpVisfYWrsPGGIJrvJ28Lx+LpPy1UdVBs7Q40dD4ETcdb1+pc6TWO3xUPXsm3WeHjXe+knVAl22kYl+1IsBTfvwau79uIfBw+r+9WEu9TlNMcVwBfS/HHEsqHkoxAU7DRDC++i58W2y68O8n8DQKpqtqAOUEzJYBhVvA597o79zfhZbVNj/RwXFEjC2Pc9OZzWUVrJIgU72XvdKPAyyRJhfUKmFWOCXYKR6kqNSAoxAADpou9rwPdnfI+XjluIaZ2nSdtsnId86T4z6RncPvx2esEEEOwAyjJaSzAU7ER0yOgAv8ChOo2Dh/dgWLthYZms3TPyHjw1/incOORGAEC3Nt0My847Wp8v2MXRZ+pkHxKlDXqN3eaviYpSgCuWA+d/CQy5SNo24iqbv8ImwZdjdw+hotOMidszC+AKhvyoJ5yvOxyy2b/CEex4oAOhWXl2or06qtPImDICnpnE48nj1MfyETCuNnOeMGrpc6ue022bUkMPd1KncXIvb5Kk51RN6BW10koTCqUVCnaq2HZkvxphHvfyhT17Q5o/zqdcQ0lLRxfsILRMsPNR7FLNEAgDzPbuTNXtFA0E+9YCF1SXCgGgy6oPgtuU/Tlpkqg+c7F+zdfnUl+b1d4A+C36cTneMMGuNdP7ROVzl/HI8mRhQMGA0Eu/cpDksKANZEpie8BuQaiTmEGJEWaK4UtZhIcYiGf1ngUA4O3YLGpIdaViRPsRofou6X+JYdnjOx2v22bkocxv+1n5wkEaueTfQ1tWEtxSlHyeB46dB8z5Dhh3m+3fYY9gZ6LMcHcFZT13wA+XX2onGfD5IBFgW7v0RT2HA3wCh1KfcrKdbcN4sXE8Gj0cvuqvvrb/+HGB87qkConPhmuxoWXa149Wn5fWVzwGmoVGTciUVFHED1u242vNdXbFMsBZIsAZCHYWpBHjBqc19Od4gOPUoXIAKcg2gHAXtU8a1N66kKYZMiVtC1WT/P19DcJZJQE9t1mX4cbfDgA4ap2Ie9Kl301biu1Nqauq0IN2DyghyPw8UFefeHnqmWDXmtlAJGf2NwG+RuD//g4c3gIc3oK0Dc/j4ksFXHpJBOLF2RWaoqi2znRLzifjSsdJ53nxROCn/ygFKm089SRGgl2lOh7ZpspNAABOY7t25xnOHy/tsu2WAvPyRjH4+BdPUL5wIgBOEb55igBK2kzxAlDU19CuKGxCY6eINJc0mxjZYSQAICvoM+L1NcEd9PAbtFHpKzwkLdLeHCAlwiEGvA7SEJHcuZ/wAjdQ1w7dq8+iQfJtLw5f9qMca0e2JIzwD2n8ri4feLmu+IwquoOT1ss4ACBTFJGqeVYFzuQ6tUYlj5HGzgJy0UDQCXYGF6o2GAqHLH76K7bPmZFiPqms7KzXeLcfcQhtutcgc7DavlZ02/ut24v1Y3lLQqXQcpg7xU7L9zykpFkTgppOstlmP4ETgeypU1GZJZVqcgPNrmyTI+IDE+xaM/v/UD77fcDdBcBPTwGP9gc+mYvJezfjaK4Wt46527CKgF13IaPQILpyFi9RUQTWfggc0mfHsOL1qa/j0gGX4o7hdwAfXg1s+gr4v+uVAk32Iu9btvXPz1Rfe+dJdm6cxjh9VXl4j9d3vZRrvrKcfv0rMvV1VxnYX4dyfJo5T9CEvUgjvxzFAD466SP8e9y/Q5olOZjzSRu/hiso2JFG/YJP0iL4OcBtNjfYby5I0ci1CG46uo4eq0wl+ITpPPHhUB5bC8yfMTMbOxmtZj3Vpe4Mn23bibLmloVmMLNyaJW6vDAFO7KkSrCTl2JpdBis39Zjiu1zagMUa2lqr7/3WSUNKBxYBY7nNP3H3t3clqM/p9CCjrCPkt84KhDa+eFrpQaTGjszU6jcXZLhXW2GUuYP/9ZIt7DFMMGuNdNxtPJZawPXVAsXgLsOHMKJXU40rOKl09qiKhU62yEdAZuCnVW5X54BXj8T+NcAe/URlGSWYE7/Ocj2ZgNLKUtgHrpnqSEWQugxJceA53hM6yLZLPJGsa4c8q9pAv47icdvnTm8M1x93R84mceeHODZM9vqm0uafBHbAykiPdwJid+GpXCLkZdigbapbTGqwyidxvGIfetDS7Gk8bIQFPYCPOA20/ra7YcEBYfUA3nHJvVLcEYVPVB1oU8d5DUcam2sehnW3FQbegUfuV59TbSxJov9fikMDgVteAujq2vmPCFyHJCSeJqLFhHmUqyhYGdGs0mgYxu4rGyLTYcmDrXEveUbK2yds70/suY3mf7YBPstXaDYnw4JPjdkd7bzJMtjLS8CP1loS+NB4rXor8LhrUBuFDIrkKQTL39tVgjScN6E3aXpOP9KwdrRwrbGzqLcx9cpn+sOAWkGwYNjgYVg98jYR9Dob0SKq4XJ1Sl8PojH54P023/pxuOXbjyK0vXG1lrBbv6JPPKqgYl5fum3yMs9pCZXptlG/rOWEno5ql92k8snA/hf6LussfuzPYcOB6XPmQ1S//XzFoNWGMu0uwpE9CS+5wT8IM9ydD392kRCv8CJRuFMbNS+7iM0eqR+MGCTRrAT3Ghwq72Ija7bdo3T9lkGgqxgZmPHga4JTmbC1NiRuGhesTS6Tgyr/tB5LFZW1njdGE1uKD8a2PJtsGEcmokAx3b9z8rX6+93Q3oAKbXhXauuW2OjsUsbqgTmzwo+IGqNnfGxh9tIv00ea8lHIpG01kxjFy9aOEOzrr8BWPW28t3vC2twum/UfchLbYs7h99JLxDwA7+9CCx9wV6FTjQqvggLG07t+yyEBI7jVEKdYc5ZAE9N5iOaqmdP7R7dNnUAA+DHnjw+GhKMci+K5tczTx/3LOLII+ZX9wD714U2XzP4GlUxOWXQT92UC5bdIGkHRJ4zF3nCcOJxaw5xGcduNSZMT/Z9ufT6TRJKqOjT1IRcv1/3UnFxLp3npVELB+arQ9xMM/CedZkMH6LsoNOaIPpouPeX1NiZ3tKg84TOW9bueSwEu8EbNWf/2zvEFw79thAaO5uSXU0bfWOFJPCh44hl67oCabCxa3G0u1Q9PUpUf6JW9iQmE1HuEfdoMpf/8WFYQWh75/XGVzO+wvSu0+kFfv4v8MHlwC//tVehXc0eELkQKvWH5ZOrtzdYGFc5FATNbDO+HMDjjBtNdE1NdcDKtyzTzplh6sEc8AG1+6XPHY7U74+FjR0pWvxbySZSkEb3EPFTFEDWNp/OX8D5h8J7aat7R5h1GPSZkvWEBsHkeA7AN9t26qLxczV7bQuHuR71EqrR+QT5F5cOpxeIkClCwpBdonwOU2glJw2mQkCw/pwK85u2eZB6TGwIrri7LWzsuFKNqYXmeVclFbEp5VSU6KW4QAIlJBFtWN4c8blkC6H2ijX5/cFrI5svXPtuIKoOgeHCBLt4Ec3OoPHaBADs+R1IzQmrOtO4ep/83VllTjR22uVBp+FKZGTBTnvNrQRHI41dx9HUzVqNXYeMDnZaJ/Hq6cDb5wH/HWv/GJvwAFC7D/g8mJZsxy+UQjEYkY08eA22k7ZfezOl9vnMPDOBsDQre/M13p82J109SVu82v24f5+01H1H0Bt6XwtMzr6bRnyx0Ryd9/RD3W1rE/isLFvl3HJDXF7dsyG2xqXYDOKiavtodinsoEtYb9Q/e0sT56xq85vmSlFXuKe9dB94QhjjXJW643itGtpEEAy4bD5DFE+Jum42xmiDd9+hHPPfnllep9vW7ZefKSUl3A5imtJuy7rBeslQnjyTY9MZX8fGNtAJTLBrjWz+Rr+teICS/N0pFduAFa9Ly7ktxYkNVDPxIK9+F7i3FPhzkXF5I4wSNVvZGf6botkCYPSm1YaL/fikj3VlfuoujQhf9NeMJHJbDm1Sbe7ZpifsYvQiF+xMImLiFWs80K4p0W/zEN2Nh/RC04bm0J/D+ZC2s33w+pwreTvfdPCwSWmFkDPCiKuA1BxMrq3Dj1u2hzJm2F1Wo923qizFVMPO66m5s975xe5rralXR8N9mwnFf8jGjnfpXs4iB6DbJOlLloMJTSJDPhPafhWOgtZMpW4zQDF/yPo57VK7Sn+cmfpW81z6bAhEAYAqPXTz8KjJN56813kA0eA9UmeSVW1XcQAZPfX9Ssg0zq9OW1Ku6qi3h65rrlMpL+SPPtqlDu4kb6WnZc7mUYEJdsmEXS3fxq/029p2AzwmkYjNeKQf8O6FdE9Tp4RrY/fmbKCpGnjZIKWZnXq01+/dOcpnf7N9BwKD+6DVPNE0nY9N5THvVB7PmWQ3OLvX2aHPRxbRhUta7thcg2guth7yOC+j/Ti2CABwMFX6XQEAv3VRrp8raKDot1omCkdrJAsseVLA7o7NDiYwvU4EJtwREmbSRTGUa9POUmihz0fPD2vw2Qi+SK99trsUKwguXb5Ymb+fI+D3cg7LOnFweeQA1wK0kxuRBzDpHuC4B4HzPtPVk5SYCXY+52YiHPG/DpuCXfs/rDXrOQ16+20nCXmaReW38m767CTAA8jUm1BwnAvp+41HHCEArDpAz5Gt9c4mEXkOaaffbFyAApeRi/YPz1dtK/bo3dD/texfum2bKjdhi0+vIfQ0Sv3eT8zGOu4VUcrtBhfh+JotgQl2sUKnNXK4FLv6XeD+TsDmb63Llo/Qb1v5BuAKN9F0sK2bFod5PFmVk6VY/YMVFiGBzWApVhQl4fX+jvYGbAPhlBTk5EwKWprcHJZ14dFsstxx/ZHX487hd2JEuxG4sN+Fqn2TyiWtyLl9zrVuZxBbD3mk0tiZ8fN/DHc1iNJ1F4LX1icAM3qcjlVlUrty66Ttljldw/kd8iHExKfOboYn+YVPiSlnR7AaWd+AsbWUfu7wZzTnhf9SEUXRWJnEcbj7DAHzThOUnKhGGjtPOjDkAiDbWRaEhMVMsIt0eCAhkqYQ+ptp6tGsKd9E2BaWjj2oLQxAEuyqKUuxaRl7UVluPDHiRWDmp7PodYrGI1W1wCNQq19iNiOlR09kTZ6s2iYPDzX5koD3czcOKzWCJgdg2nvTqM+vt0H/nPXaDhzu8SjKDv7DUfuiCRPsYoUcaiJc3pwN1B8CXjJwYiDJ76HfllEEuMMV7IJEwi7QicbOaAnVKT4LD2RRBKp3SYLkYRuBkW3MzNrZW80zZHrX6XhqwlNSTD6CeSPn4dUpr+L8vufbrqtEG5h21A0ta1wUONRUAQBI46SXgk8AXLwLfbaq+1zASlqyKdgt6UEJXEU8H9s0IUAsIc4rax5yLOJhV6UCMyurqUuxWg9nK35N8aIiTIW8i3ehIt36LC65VbxAt7FrbZiFO/GFKdgZhUYKauxu/Zt0zhfGGb+aS2fsxoYjnWkMeQfum/X1yr1NyaGPwR4f8JOozmRS0TaA1Lxm1Bcaj/E6m0MCsyY28YC711HGBSjknHaafmNQWD/QU7Ir3ZcNw5UamimFKD+NlH3PZGx11L5owgS7WKEdGMIVkuyoe2llavYA3gzjY/atBRZMAbZ8Z1ax9bmtcKKujpRXrBxaxuiaq7SINt5QNkJq7NKE31s8YzHuHmGc4cMubsGNPm37qJZ9F/eV2vy/ceq2v152Kp7esw8lPs1oWrNX+jvwby1uT6SQBQOhUbq2fh74cNOH+L6n+jeZTOolbNrYPT+e0LDxANwaqcixoKIckEnMI4yWOAHg6gsFpIoB5WVhXbUh/8tIxxcDpIK/dXbW+E7ZnfD8BB6ryjg8cLLJMpr8+PAuaMeC74a3QsmO7EvasYiWKcIKEcCwS3Wbt7eF5JAC4P72xTjveg6TSyVFwE/d1WUDHJDOi0hP9Sl1Uk+kRqBNiLKCmtVu6hh6m5orQp/NHidtRpZDhdLYXmAxPqbXG43DxscEOIBPN3l/URDaUaJAFARtljnlj1ihFshW7ZQ0g7RLJgalTy4BPWFJmGAXK3SahCh2DCPhaedvBuVF4MVpwNbv1HZnAFC1W10uWm2jYaSx+/1NZ+cMxQw0GlCINtnR+NhYTtaeKS81L5ShItI8dRyPqy8QsEQdjgy9aqswnBZcVw76HEb4m2gh26XJwkNmA9A/vz82FmsEuwjJDwFi5OM4UafN3pbv8EREv8mutfecNLphKNSRv5OzMVaIHIe3RvK463QeD5/obFgXIeJgFoc7Zwr4pZvxsaE9nKAbC/YUt8JXCTkWaLPWTHsCGHIRcPKzqs2NZr4NvECNTMADIY1dJ9GFH7bvxOjgc3vkEfvV9Zus2L56wVEY0rENtb8IBRQnrMt/A65dB7RRx7A8cbs9L+l2q9WToUoXD/SfibYWqzJ3f0QR0PhG+ExUdiIHcBlt0XX6HkvvWRlvJ71TEOcOakzleysCvKa9uyqlay/QNHbB42KRp6cltMKnMUGJlMbOjkBoVPfu3+nb136gaHEqt6v3zSeXdW222SwUgJlgp1WJb/2eXu4d+8uQUr0WGjunaajCSFsVTQI8h51tOQS0QqlRbMFBQeeMBIo7pms7gOL0Yp0XrKXGTrCRowtqQ20/B6BObUv08hgeHx7JYe4sm9eIXIol2thtl/EhIgd08PmoT9XuDCVrjKVGD0Dfhkb4BQ4rO/Jo9DgTSsW37Nlr8qGlWLXGztda3yLkcqt27MgpAY67XycUaScel89R+o+RlofnRMMJZe9AM/a1UY5rNhEch3XOw4zBJeApE09XcR/9Ae4UIFNyWsobIdkeZJfXISPTnmC3KU8j3LsEoKgvuEHmKwHt/9TbyqV3ftB0KVYIAOA4uO45gNqM8MetzPHjVd/7bhXBG90XExOJcANJx4rW+kgmIBFSNdgRCEnhadT1yucmeqog7PjV3rllgUYUpYC6235UB/GUOeVZ/TZa27Q0aYySfn2OXs4pcmBeQ42dw6VYG1pHai1bl+DefQfgAvDo2EeNDybj9f34JPD5bfRyS/4NvKLYkYhWAqfsMSo70SSQgEoLY9Lga9DnMY2QjV0q8c7eQYnhV5/C4cXxAja2s/vcKuXsahUDXHAApvwkv518nRlFjs+5rJO+YJs6e0bpoRevxsYuwFmkIk1aiGtlFCpK4/SgvQ97c4kNRsOPxb0j9ze5dS1TlxVFCBQDMFdBd0pphYL+Nehx2i60O6oCxRdMBu8OoG1vg/dFkLKj1LbcLj8AjkNqvjOlxYEsgHdVmzobhTJj2JyMZg+hBz3POuGE4CfpCpbuB7osoy8dU23sgg+BXY/zeMEEu5ih7QkxWIpt2w3IMjHykfnVZhgT2Xbi7fOBfxYDz03Sa/jsti2WLLpNisVnaGMXoH82woaNHXX2+cHlmFJbh182b8Mxpcco27XexqSg+cmNwPePAPso+V0/vQlY/0no6yHB4nGW65UHx35BobDLeHr5SNPHOFQNLdRBQVqBSvsFwIbcbU/CqSRW1nwtkkqCN5rQyF/edMjekSZNvWu/UofhUizxkrP7ollTqj9p3yZjW9b5e5WlwJDzhCdD/SxxrfRFQj6HRgF9C/uEggsD+gnK5x1OsjzNNtUQrb+RZD/xaQMNa8sC4Hx6l27BY5HP+tDG0JxIyMxC95P3IL+vJNgZjYgZX6jH/gnLRUAMwNvWPOVDQ6Zaq54RXFCJqLDkVyrLGD8OANDu/vtCkQvI+d/w1foTH7U2gFGU7fJSLG2ZNpFolc9jQqIVGMIWcBxo7GzGRkLP4+2VkwWaVW/ZK0+tw0RL5CQUilO+edB4H7kELAYkjdlPTxuXt6HpKqZ5xR78EwAlGbvWZpBWv5VnL4BKwe6yYbBcdnvgpl3AmS24n04YerHhLrdbPdj7OaBjdkedYBcxGzuinlKfzbh1Q+cY7yPeFJ50e/WFfgvlkebsZIk5QYm/NZkWMoXCh0M4PD1ZP+z3a6BbDU2oq8esyirMrqhCtpwo3psJstEeH8BHakUikbCTd5jjgFOfD+U1/nio+joUCdauyl+MNB/Tiw4oddKC5v627Uc88sbVaA7aJO+n9B3BydqhRoOtm1wFaTOcogVsNwiCi24IWJ0h/c7d/dTpLlOagbK9Ikr3046iYKerEWnyOjzyCDp9/DGyQ9o69TiiXYq9a1pvXPOewfUSZecJm22NE0ywixVaQS6qy2CyFsHmYNv+COVzChFeQ7s0usVGDL2+p5oLres+Un//c5FyLcJI4G4bdxoMheIVryqfRT/wzgXA/5mEBIlmOwFg+0/6bTYC7xbYFVDI5QxPemxi2AFAjrHt5QUDLlJ9F0RgbMlYylJsZJpCDuzZ5LOYUagvLJPeVr8t9FJQKrTbRNN3Q4ONeDmEpvXMKvNlMxm/wOGLAfoWmvWA6w5V4NrDFcqGNp1041erXIrN62q76KPTeMydJeDToQDKjyb2iNSPJNdV29PwAoDfLY/tSp2pE8/BpH98gufvPC14Dv2JPDsVc5vaIy0mAZrlTqPAwVlHdNFvLBsGXqAbAlZnS+3aWqVf5XngOfvvQ6P8yiSpoxVHNc7l0jlScOTzqrlcvEkQ9FDyFc0x/3rSh+7bE0faY4JdrPj9dfX3aAoH8svGbnol1bIK8VDvWu783HUHzWM8fXmP8vn2bCmTxJ1BL81oCrscZ7wU21ilfPY3W2skD28G6uwPxpYsX6j+/tuL0l+yvWQbDWi2K6DFy2nC5LzpXn1qoAxPBnq07a3aZqmxs3kNjOsxOd5kKZk8r20x2aStquVXGxXSitRYrL6RZNnJw5xbLmkt+83Qeaz3iPJcJy7kdwP+9g5w8Q+WRX0uDhvbcejV1Ayc9Z6yg3iGjW7jgEb7YZ0CGpmp3U5ljB/5+loAAE9ZPOV7KYJOINdqnCX6njfL8FnxFOdRt3MGgp2s+bNMC2iFjeche/JY0/2q36RdZjexYzdyniiqAO5amDg2y0ywixV7NPn7KC+yiCFrzDjepvctUUZwA1/9E5jfKzzhc+OXQPtBxvtTcw2aIOqXYtuZ1GMGLUzKuv+DrXAndn/z+/p4VBFDFizJe7f0ecPi/zhwEF5OwH37bAbBTqRk7RXbgW8eAG9gw7Ty8Gr1hggZ4pBaCNV7IjgZ6k9bmswpo9Skn0TxDu1nK9rr+5xqqcfsRTb674a77jpdwJ/FwG1nWt/vuQcPoWdjE+4160O9TgQm3ycJ6AEfrrpQwHe9OFxwhYALG1vhUiwAdBkHFPa2LPbWzt2YUVWNefsPACrBJrJaHFmwkwV/D0WWoHnFCl5lSbijiU0lAPW4c9a7hoId5zcwDzEQ7GTHp6ZYpKU2WA4O7SednXjgzfVvIq3sSUCoxWafPse3gvQbUhIwPyxJDC4xA4CU0oskmknXQ4KKzcGW1LDxLuDr+6TPL56gL9tgw4POTGjNoHsrof6wXmMXCPPpWfs//bbDm+05T0QqKLJdzARvm04dp1bX4sSGvXA324yuZFeTG2loGrtHgmEYMvpTD0n1pANQlhndzZYqO1tN+U+V0tdUirPgtdHVcvR1AIBvenMYtVrEPTN4LASoS7FNPGdrafLp3fsAANVFAdx2poA9ucA3B/S/gqN5nsvkKktMi7btxANtcnBRhaTd3VzM4ebZwXFms3lbSnx+vLFrj3khst+UDsOuPA7/mibAJYpIrUqgyUIc6N7UjFsPUpbPiefWll2WxURcTDEXWESI8EA/URBcKUgtaERTlQt5bS3GuHridxT1NbSxw1d3Y9uINij9Pqga7i+FTOFyO1CLy93HKiMLjQpnsYmBTBOTCkD1gKXViLhzyZ0Q0oATRq3D6xvfgKFuPnh7Cuw5kscNprGLF9GMXE0uxdoxwv78VuVzg8WSX0vTfO2neHcCkkZNK7wYpHqxxCg8iNHs+cAG5bNdwc4oNZBTTAU7+6p9t5O8unadaiKNkbYWgCDHUdQwpuwY1fecCA2oXUiHR3KH7PWmvS/jbgXA4fGpPGZdI2BFZ83QSUiHO116IWfuLAEzr1dvH9CoCOJrSzkczjQQSo80iTNHCMuFfj8e3H8QXbUp5CIFKQG7lD7EEf8zNBD9KCIjfnq26e6A34+u0NuwCW4vysYeRNcT9oK38KxVjUkur6GNHY68AE3EY5AxOOjeWzqMXm3Qa3/YH86vRBr5KrDT1Qy0hrRKGtOUH5GdZu2klgwwwS5u2OjcviYpzIVTIZBciu05zbyslnS63UQIrUNFpHj/Er3GLuhF6pjKbfTtRteRdOiwK7i2NO+ujJmjiWpZOIIvTqPQDXGEa9uJvl3j6dtuV2TazpM2cZwY0sjJwss/Dh5CW58fcw9obCk5DvVe8l5QlmIpt8onSHZYqjaEatAfwJHrX2bezg61ryPqWvDiMjhXonsIxhVSY2fvAPPdXrdpqWZ/vS48jquwEZzbC46z2V32rlR9pd3fn7pzQFFf+Ih+ml69UT6CWq3oNp5QHrDIJmGoNTTCYozb4Vfy3PpSlLLvbaKs9hAkS19PvBH+r4IdYe3R/sATQ4HvTYLZUusmBDvLmYuG+grz/Wvec1afE5yGOwn4JZu+l6YDNfuU7YPPMzqBdZ0vn2Lv3C5NhoOgM8X/hkiD2ovH2Hy0tE41JAkUQDjaCAb9lHM57L+2PXw15UKBZqXtnZp9+HL7TsysVic6t1Mf7c7TtB5GEe91zTN7STl0hCnS5g12hMm1jdfyfsJj7RWrguYRT8B5zJ+Huk1LQgGK97QV0eO0Xegy5iA4wXwJV0Uaxftbw9B1IrD4Xvj9Sp9IqQ0KdhynypYhE3AZ958Gi0UEv4NuLiWpMB8HdvqU51oUWp+2mT2N8cJOHLvqYD6iRUZLixZ1hxPGwsqpo3KH+f5O5t5IKnLL1d9pggwpsGl5/W+SULfxS+BBIjQBaSNC8slN9ttmBRnradHtwP0dgd/fxEvjBMy4UcCHQ208Wn98JGkqjVAJukkyVXRChaJZNfKk02rsIkUDoVZr5qAISERIE93TY/Y8EfsyKM82zQDdJIwdBJeIb3txkmYkz2T5zYmtbudxuPpwBY6tCVPrbiC8NfFc7ELmJBvkUmwE3ra811wC4g7tAk9qCeVbY9VPRlwp/e13OjAwmBKssxTY1/DOjroWIpFPzusNnrdqF7W/7+CNHdM4w/VeiWbi2tVw5u9OO7EuyWcuQIwF5YJ5cOWomlBFECbYRYvGauC5Y6W0TzSMbM0igsNwJyQpJi8RAOg2ib6ddwNpecCJTwbPbeOFrE3lRPNI/e5h4+PXGXgvdZ1I377NOmyBbap2Kp/lNn4S9FCUX3INlcCGLwC/wYD22kzzc5AhKP78PLx2JjKE046gGaw/Hhy03HIq2NkUMHKIF4kAKC++kwzy61qfOPSpO8XrkLaUpCzFaugwBOg6CY9NE/DQSQJ4s2fJiYdzSjayAwE8sP+gdVka0XT4arWI2By04/+tn8F4bDO/MQDwKR5g9N8NhS2ucn/IK1Yd0sOin0y4E7itAjjpaSCvM3DjNuvA5V0mAITlCi8QmUk0uDN8qDfxaHeSKdDKCtqWYEcGKBZ45FWKGLIugNHuAqQ0JofwZgYT7KLFz/8Bti2R0j7R+PRm5fPq94AnRwD710fm3ORSrBHH3ErfvncVfbuM0fLgBV8CN2wCsoql78MvN68HAGo12ji53W4iWvuPT1jXo6XJ7vIZrJeejfjjQ/02TSJ53FsKLDxJCngcDqSgayOOXVLQprPyed+a0Edeowle3Ffqu0bBTlsKaQen0mjkdaaWNyTkqGQc8BSga+VCgh35Iuo2GTj/c9VSv+mykpOl2JbahRqca0h9A1uKNUIUcftMAXfM5LHMSLDz2/RmByCkeIGxNwEdR1P385WH4QpOklQaQjtCOdnPUrJDJgAeIy1Vdgk8pJe6fL42nVR9uvDICpRPOICuvHH/I+PC5ferQpvumjGc6HoWyj1bgl0mMWnehHo8+YQf170TQNaqStz8sbHoyGzs/up8caf5/hoitMCbsySB6j3jlEuWfDUPWHCctFRKedmoGHUDMOq68M5j5DVa1Ff9/dAm4zrWBoUibegUWWh0W6fhgVlA1Y8d/LYv77ZfNlxWv6PftsLEtk7Gic1h8QD7ZePJ8fOVz2+cHfrIB9QvNzmIqfOlWHsaO7UnLJy/+Ez20UziaC8js6VYjniZ8mbnPbzVcNeMYDaK8XK6Ma1dqFM01+j7rdvx8N79eGLvPjCvWCNEwCNidRmPowMO7NwMEFKC3vgGl1us3I1q1y75zAot0LYaCnY8j761yvsg1E01E4CcjnVweQPI2WXsmCbnXm1wA2171aBwoHoiSz4/vTnziAR2BLuJRAo+MmBy6XY/uv9hPOYkyUosE+wSCiLtC6p2m5f95kG18Pj1vcDW74GHewM/y8tJFj288zHm+2kYZZXQvnwGa0I0HE8sqb5+JrD5G/X+3HJFkLFaDgaAt2ZT2hZGDLpKfWiAmPDuhdZlnDhPJIujhUFMNlq0fADwVKjDuHw7xUK7YXMpltN+juAyI21QNXvZdG8iXnghGz8yY4HJMO0xngT9/eBhPLlnH/4pL70Sy7avHy3V+c5wBwKZ5oWdFRAxvq4e3iR52cUFUcQ7O3fj1gOHcL5PEayrgsqr9e005S/6RlqaPeU56ftx6hzXYii5Pf2+jfxuJ879VBLoHS3FmtBhhHGWHXdeP+VLyAyHU51b/piz21qwM3pOUonHvo2F+YGVRg8AcvcpdZBmEm03mK/2dETLhfNYwAS7WBDOS3fLd8b7ag8AX94FfPsQ3Zlh+4/SX6PlEfnlF87yid1wIJ01ThTaZcoXpqq/t+2mXCc7g9Ca9/XbfnzC+ZTK7Dq3ALfWfjAcaBq7Pz4GtlE852IdWDlcDJY6BU4tWMljc9oqdWTd/eUOkpmboNOCmfW5I/VL6aG8vJ3G2DqfmWA3pq4ecw8cwis79wBjJRMNUmNnKqy2oYeJAQAPgJH1DUiV6yKW9t8eweGyOQJeG+VgDDATftlSLB1RRAefHzOqa+AhXre3niXgo8EcHjpJ0++K+wO37lPS1w1R970OY+gx4qioZi/hC3bpRU0oGlxB3df2xBHKl6CzhXQ+vWS3Y5CxY55sYhvgAZz2MnDup6r9GSlKfbUWwpcdjV3dPkXIJgXB9APmE8fMvO7WlScA7GmMBRu/cn6My8T76QHi5WgWxNdwsJWN+8Ow2wpXgMjvoXwuHgCUjVTv//MzRZDRvkDMcs+SLLrNflkZJ/Z4Nvjfif/DGT3OwMcnmaWlsYl2QlC5A3jtDOA5inPIgXUtP18c4ftMUX+X5TdNuJP9lkuzdpdiyRePaC60uJWln//s3otJNbV4a2fQlEKrmQZ9UL1r+F344tQvqNVzAGZW16BvUxOQJuVNFgmNHW82TBs941qPc0Btp8lx2Jfr0JvVTPhlXrEG0HP+dkptwAsTBBwbqAEKetmurVt2qVSVQwcBlX3A9P/YPp9MTmd6APTUbmUoGX0QnSbvUz1DIqWB/lRr4VLkAPQ8Hig9SrXdm25/wm5HsCOTGtkpH4LiGJKIxFWw8/v9uPXWW9GxY0ekpqaic+fOuOuuuyBaaF0WL16MQYMGwev1okuXLnj++edj02C7VGiW9/b87rwOt4XbtYxZ2BSrWfSOn+23RyZcwS49X/ksuIGtFE2ZLMhoZ5fLFto/j5MMDOHQfrDp7vLsctw09CYUpRe1/Fyk80RaW1V4ENxuY7k6UUlto9vkSstSfZfjVjUM76favtMqrp3NlyRHPht2bewADGtoxIP7DyJXtvGkCDvaALEA0CYlFwVpBun0NEcDgEiGrDCLY2ekifFQtCMbv7Rxfkhao/KjgX6nqbdrxzWGNap3mSJBPLjvAB7Zux/XHj6sciKyQgkLZEMaMdLYZeTrilpWZXg6DhnFjfBm+wwFf44DUNBb/cxpkPPHGgpZDlZiHAlqABqJxZWfjrDIKBRsh5Cb6+wkMSaugt19992HJ598Eo8//jjWrl2L++67D/fffz8ee+wxw2M2b96MKVOmYOzYsVi+fDmuuuoqnH/++fj0008Nj4k5y19Wf6+2yMFIw8R2RoWpYGfQw1syuw438wQp2O34Rb8/v6fyW7Qvso+usX+eWiKJ+bH32T/OLqQdpBlNERAwSSGa45LHctcKSrBU/tsHVN+3B03NeK+yZHLvKTz+kON4zf4IOnLKlHhclmiXYiNnY0fznLPtTSc/m3YzFhgJff1Pp9RtczmOE4DZHwInaTQ7vy4wOYZp7KiQHq+qWIcixoVjnxgUnsirvTeHXrRkpyqmB7Gn5feq3SjZbpPof+Q5yFMc/wgw639ShhcN+0dK46RsY2doH+dRFB2dp0jpBzM70LOo2BHsXIVKLtk+W5R27ROsVnyksmULX7I+SRyJq2D3ww8/YNq0aZgyZQrKy8txyimnYOLEifj5Z2NN0lNPPYWOHTvioYceQs+ePXHZZZfhlFNOwcMPm8Q7izWL56m/u8PIK2o3F6lpoGPDaEdOW6NAC/NhB5M8oQCkl72soQrXHiQ1F6jdr3w/8vzw6okEWpvCcCAFO1FEqwlSTMkLKxA/bUMRQi9BoVHRWoai0/NuoFyzlA8AV66w/6yRKcUA82VGhzmLaU8Xb9u7Vzo6de9ajKirx+D6BhR5TdL8GT0rn92szyBgFXw8hEE/G/8Pk2OYYEdl0+LI1keZgNSU2bB75gSg14nSBLpshGVxK9LzgmMTKdAbTY4GnAmk54Gr1Ss45MNDzhMGEknhXPDzaQAAPuhJREFUBEUQ89y+Fj1P34UO159JLWtHsCu+847Q5zLilZHRAPzcTapg47gi7MnR1B2cXHs7d8bWATZX1eJAXAW74cOH44svvsD69VL8thUrVuC7777D5MmTDY9ZsmQJxo8fr9o2adIkLFmyJKptdcTJz6q/h/Nw203ULgaAp46m79tgENS2JbPrdMpy0umvWh9n9VIJ+NXOE8fc4rxt9Yc1S75xDKhKDnIdhoRXh8rLV2w9GjsKPIAfu0v98q4zFGGF8yjPgTz4I4fuWeusX2sFO5O+stRAU+UosKzNGHLB38A11eDJvfvx3J59FkuxJjZ22klf1wn22mA0WTxoEsKIQadsuHWZtuYG+S+d24Sv+3C4/1zCFpTo64IdfyJeAGa8AFyyxNx+2yaChxIEX2VjRxQOluG8evu0umBAScFPOS7IjmIR3nziWcssBG6vBCbdQ22bHcEuYzQ9DuChDKUt1dmUSVPAplNTnImrYHfjjTfi9NNPR48ePeB2uzFw4EBcddVVOPNMuiQOAHv27EEhoUYFgMLCQlRVVaG+Xq+abWxsRFVVlepf1OmryTcaThgOu+7pG780tuGzk7bMKesoS2A9jrM+zihX4YRgyJZAs+I8wQnhGanmlAIbFjk/zgndjrVXzkdoeXb8bB53zwhd4FIbgl3bbsCkfxrvH3KR83ZEGkouSgEi5p8kYMZcF+pTOFzT+zzgh8fg2qcsrbtkXxJ5AjDjRem3nvYycDbFS9qCL/pz2JcNHOrcbC7Y0TKiAI48Qfm2kl3hHWfwOJAJ/HOGhWOT6AcX+mYWP8+gniEX6Z9/2qSMhtEEoszEI5N5xUpohf2p/yK+GNzH4n707UHuqjuAkYP24z91uxUNLSFUlK+04YFPOS5cdpf4lWpIBy8j7bHcNzL1z/2vadL1cpmEOxEBvb2nCU5t7LTHZtdK/b+Zkrose+rxxLfEFezimiPmjTfewMsvv4xXXnkFvXv3DtnMtWvXDrNmzYrIOebNm4c77rjDumA0MRr0/vhIMlSmYVco+9wgg4R5g8I4JkrIeV0DPrXGLpwXRcU2IK9L5NpGo+MoYP0n0mdRVA+U5IvzD40AvPlrZ+c5sEG/BGhHY+fyAu2PMN4/dq6zdkQDSt/WZms46rO7gaZmBDyKds4tv0MqgkF5e00Lvw0ch6ePEwBRxA2HEJ6NnUEfpdXEgwea6rC6nMcllwWP20wpKPcnciJgMzCyiqFzpNiWMoIHGHwO8JUUkNslivAZHWvUz8y07gmsvYgp2gm5yu7M4BpNvt+0SgFAHzlNHWXCv6wrMPBPkwpOfMrYFjMM6knz723EShl5DopHrp/ShBEFgwAsD2nJDG3sYiTYFR4GugRXjJt5dVSC0hdfQNpgwnkugbt8XKdZ119/fUhr17dvX5x11lm4+uqrMW/ePMNjioqKsHev2kZn7969yMrKQmqqfrlj7ty5qKysDP3bvj0Onl3NBg4Hr82UAgrTiKS2rf8Z6u+0DulgWSmiyPHeAj7CeSJMwQ5Qll8L+5qXC5es9spnszRfn92s/u7U6cSdotZyigHY0tgF/ObXzsrWMRbU6wOeal9Xcu/nmxUDGK/NEIr2kGM5ctY2dkYYCIPUx4sTgK/oS0fqg/XOExYH0DfzvDqzy637VYLZgt170b2xCQt26+0dMcAgh7FpbMYEfsvFElP7YINrlKb3EjeE0ufa5JnYgN5eCQw4w3h/GKhGoU70JU2acPVVs7qv7RrcgLRgliGPvBRLG7o4wdHEoSWCXfFh5df19uYghxi204cMMTWL2FeSOMGL4yrY1dXVgddcKEEQEDBZtho2bBi++EIdD+rzzz/HsGH0ZQKv14usrCzVv5gTjidpJDMJ2HFGKDQQMKNNu4HS34ptwNvnSZ+5Fgh28rK30dJvSyGzddQdUmtWtLlvScLRaJDe1P5mey/7rhOQjC9ZbYiQuuC4sC1F6bveZuCFXRRBJKwTkjZ2ovP4h5o6rItywJZv7detutcRup+E3e6Axia8tWsPBjc0Al3UNssYarBcbxqgOPn6XFQwG7cicY14fbgTV3OUr/359PiLAIAeU6VYjsc/otpMm4LqNHbeNHhW7lIfF4Gf0pI6shuJ64oAUkwmk9rz+DyJY44Q15ZMnToV99xzDz766CNs2bIF7777LubPn4/p06eHysydOxdnn63klJwzZw42bdqEG264AX/88QeeeOIJvPHGG7j66qvj8RPsQXpq2iWSGjvdgELp+S1IOdMiaInJnWrsxhLaMdmT1K7ziVNIb+W6Q0D1LuOyTiFjF4oi0Lar8t1uIOWBZyelvZP2RVAZFOxWpyj30dsMDGoMQwCjQgh2IsJzTGmocHhKB/eFzDpi9qJyElfSSLBI18Q1MxoLTJ2RmGAHACi0H2w4LOQJK3G52y+N8mpLh8HAGQa5rXleShc5+BzVZlpvGOZVx/bkfHWAVzMBj7Ngl3+ISOW3gx5ORSmgPlEiubbF9Q3w2GOP4ZRTTsEll1yCnj174rrrrsNFF12Eu+66K1Rm9+7d2LZNCczasWNHfPTRR/j888/Rv39/PPTQQ3jmmWcwadKkePyE6BFJD0jtQE0b4FuQcqZFZBbrt3ECsHOpveN5tzpNlfyii4DnF/18xMvtmWOMBfCSoervB9Zb100KubygXkoD7An7vLNli0QhNaDu7+XNksOCQIxQTZG0CCaukXSK6A3L22S5yYlgp9LYm9xPu2GRzPDYDNvANHbGXPClZAemjYigIoIaO+J6/9gb2DRAL+Dvz2n56UJ0t+k0FqSR8lN7fqiZBPMimgeVqzbFW2NHEqA4eZmSQI9AXJ0nMjMz8cgjj+CRRx4xLEPLKjFmzBgsW7Yseg2LJ+9fCvQ9FXixBYbhWuwIbdHQ2KXkSFoNMoeg7ryULsgLei2C2fErXlO+R1tjp7OxMHia83sA24mcrotut1e/4JW8YcUA8KZ6FoyFJ9toH0Xb2WGI5Jl7xGx7bYgD2rvFBwWtyTV1ACSBd1MRB0RKYacNdxJFHj5RwH8hOjuTSmNnclxBD2D45cAPxkHdLbErHDIbO2PaH6EP6KwjApMHyjjdvm09mqv1273RTB/d38AOM0ijjYjcy1O8GKUZT2k2drRMLmZESrDLgRcG/vASmvMIzYmjs0u+NZvWzrKFkRXqAIqmINgjSXsxu9qEDAepsi5fCvztbeDMt6TvIynL5TSBkuPVuWXN8NUDXYj4XLKtlFPBLiUHmPZv+r7rNgBnvQdcS9G6kaEwSCE1rNRronIfAn6gqdr6EK3QTrNPPGIWcNUqnR1MQqERLjoGNXYcRLw6isdXfTlcwR+gHRke2gDFtGwokSQQiE74IQCYeHfLjnfZXMozs1v9q2vs7BCJVZiQcK1cb29DHC7/OLNg1XTShnVVfd/hcelMTGg5Zq3gcjTil80quG4G8TCDZATMlR1aAdKieExhgt1fAaOl2LbdiG02u0KNg/Ro6W0lw2x5VkYLRUJ7WfACXeAzyp9Lemb5g9auTgW7878AulKW88tGSrkVO4+VAmNqIZfMAj4lRInPWbYCAECfUyRBFQBqTBwxZAaeBYy6Tr2NthTL8VJQ30R++Wqul9zSOp7HuyN4PHm8gMxICkZVO9XfyyiZLKw4xSTFFoHLD3D/GQXs+s35OQBEXRtm99k31eoncN9qTQQnj+TVrq1xgZazLlKaKyqUYMMkvSjBJ/JOVJun5LvTwO1Vx2ANp80dHn1QU4e9SlLPNlegCMWdTfcf8qnTRvrcifMMMMHur4DhwE10RHLQNvOC0tZVZB5cUwVtSZa6FOuiCyHnGeQD9hOuS/4wNXapufTrZBX/SRu89oVgAMtwglLLwZoB4NnxxuVkfA0UjR2v/x1J4kzRPUea0X+3dUdom5fQcpguizhFjp+I4FKPXa0ViU3bNLcPyKhvQWB0Oy+qyQ9YlzGs365gx2zs4g7lHvjAxf7y205PRxySqs5/PmyzC1z5KNU2o5RipvXmqwUwu8JhXm473TYy7276aPMxuFpUj0jN3sQZZxOnJYzoYbQUS44GpIBgNkqkBmMu9TsduHq1uRCoJYviKEF7WXAC3S6wyCA2HZmhoTGo2ncq2KXnGTiVOBTs5CU9XdYIGzjNKbzyTYo2luZRnBwv3bcmPIOVs1Yimwghs8ul9A/DgLph4gk6bAypb5RScBlhFPR6pz0NnCsA5AR/0/y9kof8vH1OlpVt/O5w8lE7qR+weBaSo4/FlXBC6mihaE15QYytYGejr22hJDnhOfVYWbi6AnBrJlS032Gxgs1pvbVtXgvBo5/MeQgdgeg3n0rm8FGy444ATLD7K2C0FEsO1KrPAnD6K/S66oIvpG1LgOwOLfc+pS3vGC3FGkFqDVe+Kf2NlFfsoLP12+TwKoIX2P8H/TijNFR2sbs0qIt0n2Qau6z2it1Qc51u98AGZYm2KcJvr8XbduDj7btQ5vMBuWXGBY0yeeR3o2/XcIhYtZpQV49lm7fh+Fr9bzXEzu9uyT22m63FzAkrkftYorBvdcvrCGqWRWLyk7tboC7FRguOs/a5LKdYknDfaGxBCzKhFUHCsbGDoO6XdjV2XJo+pm0uEXJWbG4Gn51tePywTokbiYM9jdHitop4t0DBSINDGvOqUt/wdHszEjmtU0txorEzgrTTO7QxuM1EsOs4Sp1BwozeJ+m39Qgut3ozjF+6O2yGazFi56/2ytlxnkjkZbLSYUAw+rwuhRqADCIMSn2Ef0emKKLE57N21DHy0M4pt3WefbnqdkclFIGdcDpGWNhLhTCbbEUwZRXDhODyv+hXBLufegIBSi6uhvYRTdXSYnSvoe6F4HhNu8PoRv594QU55ihLsSp8Png6dDDcnZKaY+9EcYA9jdHC6CWU3zN2bZA9DY2EpF1EyBit9i5WAYupNnYUrZNTZMFOG1jziuXAWe/rjecBg6VYyjZZkPT7gK0/0M9vx6PVDF8DkEFx1tCivX4cD91aRCILdhCVviZr7EqOCu1NISYfDdqXQKTQXsNSTRab0TfQj9M6c4TjgBEpfnxKv82dpt/WIkyuf7ziYCYDf3sHaDcIuIGWHDg8RMJp67R2+9HxF/2yYn7nMDIe2Tm3jTI5/fV9jxunyWt+dHcpIwtZdxiPuLuLOmsSLYYeHfOC6aNGofieu+EqLkYxJc2ptu2JBBPsosnIa/TbBv4teucjk6L3ORk4f5H02Y4GhyxjJ8ht+dHhtVELLTYWJ6DFMZ9kwa77sZIt4NA5wLXrgDYdJcFxAOU+ODUiDzQDvzyj3me0bOeUnFK117JhWyhJx+1kGkkk5Nyx8kQjS5lJu0VSYxe8P0ZR8MPFauk6xWA5RivYnfIscNQlzs7d7zTnx9CgeZfbTUvoMdHYzXxT+Ww22WNLscZ0GQdc+JU6J6zcp8pGhFUlmXYzr53BmMPHL65a4dhcFA85jC4nEFEUdDnLA7p+I4YxeePSc1Xfm2wuS3Nuc9057/EgpUcPdP3qS+RMP5FWg80Wxh72NEYT2kAYhjeRbZqJFCinPKc4G+jawem3a5dirYiEYOfJNLaxa2nMJ3IpNrsDMPk+IJOIwUfzgjR7wanqljV2lKUOuxkzjBhxpfS3x1TruGd9T7XnPJFoM0ujsDUbghMRIgYg+et88s8wc3QIB+01tJtnuK06Lhcyi4BjpZn9/SdL9+BAFpBhkvsaYsDG77FjY0d5juyGhyk30TR2myhNggaeZZ6sPl4pCZOV8xYBR14AnPTfsA4nbeyEDnTBLlpPfT5n/XzwHhdyOtXDnUb0QZcXrlRlssGteZ+isQtDsAvTxs5d5CAmK5XECUishQl20YQmnNi1ZwmHZoPcdkbLJDTBBLAn2EViIL/4O7rQYRZWwa7tIsUQX8WhTZTzCsCNlABMunLBgS0QBRsWWSANNCsalynz6WXT8/X3lpZ5ItG0KWe/T9++9gPpL6FpIntHn8agwBfp6657Pmy+GUwEnV+78Zh5vYBLLhHwzO69xnXkdYlM4Fqap6JdwY7jgA5HGu8/8d/AtMfN6xh7k71zMSTyuwFTHgSybdj69glmnCnsE9ok+pU+4zJwFOOi5FDRwUXJ7607OWXMEdzoPEXxqshsqIbebIRSlbPm2bexc9ucwBlQvXhxi46PJgk24rcyGil2Vl69J07EyDIwBt27Uv1dFqbIJOZymBAAqLQj3ETABNxIU9FYA+xdRd9nd0b3/SPm+zd9Rd+eYuP+hBPKxC6yYOdvUtJKZRrMLLM70G3sEj3cSYmJEAGo02kB6NvQiDacG/0ag9e9TafItsdOLuUw8Lk4gOOQaia49ZsRmYwUtJzL0cp0oYUTgHYDY3OuvyInPQNc9A1w4dehTaKfmPwYCXYRbkZB/0q4030omFBuXXj7z/ptglclbObl9QB4rcauhY0EQPEjiQq8NwJ5mqMEE+yiyc9P67fZXe4Lh46j6ds3f6PZEOz52URKFXJp0lay+SimGfY1qPOsAsA5/xe98znFbh7bcJCvq5/Q2BlpXHtM0QglXFAo0QgSiaaxs0ITKubl3XuxKG0gvPLPinTf017fUddHtPpm01dshN5CPaZQNsZoqSjiThoMFTwPFPcHiHhtoiqigRtNtMyMEW5GXs9adJm6D+5sG8G8aRNkwaNuVLcJ4KJgNtKu0vkxte2dC2meMpMQSXEmyUb8VkA0l2JpKa8AVZR9AEQcO4OHSLDx4G50EJiYZPC50t9Tnzcuw7uA7pPV28qGh3e+cLDKpmHlAdiSQKQ0jZ3RsndWB6CC0K7Kg2TtfnW5RLOxI6FNdDSCHQfATWrxIi3Yaa9vhPuaaWBlMQCqAHYRMRmzc/9oYXmcIB/fxjyNEpVkmzi0AshwJxBcaKQo7eL61Ncd1G/jeVWjhK7DKIJdeKdrOK1X6HOOgyQv3VcsR5evv0Ztj7aOz9nuXo2nbAKZ3LEnMtZE03mi8zhg/O2Se70djAZkO56dG7+03SwVU+YD1/0J9J5uXIZ3ARktNWxtAX97Rwo1cuy99P1WgkU4eWK1dQd8wO4V0mcjW0htxHVZQEn0pVgAmPZvoMMQ4Jhb9fto3pyksBdpQSLKhv9NZpc/2yBOVo5DbUBbm0GGjRh6EXDmW4onvRMSeeLQSiGdJ8C70OjV3wM+hkGL7cJxQPsRh1B0ZAXcRfn6vhNmX+LKuod1HO/1wl1YAN6O+ZH22PR0pPTubV0wDjDBLtZE08aO44CRV0vu9SR5XbUFNX81yC+6cz+LZOuCp+SADEq+Ge35S4ZE/tx2ycgHrlsPHHUxfb9VMNZ7S8M/t3ztSeHmm/uNy6cTM01Z4NHaoMXK1soJA/8GnP+5dK1JmhsUIS63o7JdfpFxNkLxOCXKMdhMW+vy2nCesOvM4VzrEIIXgK4TzD1fjWCCXexRCXZugxBWsWuODjlzkTbECYCskgbkdq4DwOk0djQbuwYbqjCuhQGyPVXhZQoqe/UV7B0WRyWEAUywizU2E4eHiIT9ysir1d+tlmLlh610qPOcq5GAd0nCX+djYn/ueCNfe1Kw20NxJJGXi8mMA7KAoou7lngzdxWphDAh+hXBjuz78rZo2HZGWWPXv7HJogTl/oQjLMkTOlIgjgVsKTb2qJZi3RCa9ZM3LhwhPVL0mALcXglM1wTOvmm36qs23Mku6Fcn7ExLtSFPnJK1PjwPWd7jQUNe4jlRsCcy1tDip5lic4Cf9oTxvi7jDeq0EOzMyoy/3V67wkGOI0bzKrZdh9PrnCgEX/LrPlI2Db1IX0weEI0EnTPfjmyzosllvyifq3YRgh0RViEk2EVBCIu0xk6jMbV8giMR7gQAjnsAmDQPOOfjyNRnF5o9FSOqqJ0nXHCdPkBXhkvE17t2vLLhFZtm4x3IE/XWtbEZmJvg4NHljo9JZBLwzrciIuE9Sc5oSLs0l2aWMGCmcR3apTi7GjuzMn1PNT5fS5Ef0h2/0PfbsSG0CklSkJi2Efj0Zv22zCLgtJc1G4P3ReVoQAz2pUOJzUmksfM3K7aFVMEuCTR2ci5h29DuTxgau5RsYNglxmGPAMokj5GMqB5pXwPWrdfH5eSjlr+3BeMJ+fxylKVYyiF2ngRSY1cx0LkpzLpcK616csEEu2gSiVRBZLc+9XngimXAMbcAZ7ymKWbS/Z0up6rqMhL+Ivgy1OZE1Xp1aimwkW83x+Lh1uYtTBRojhfuNH04C/ke9T9d2aYa7ZPI7ol8AZF9dcu3yueAhYdwi84f4To5Ht0sl1+d1BfBe0nk4W0xcmq3i5dErk6GPchn/eAG1HbJ1RVJyBGAfNbT8qBtZe9D+mcx76C1ILnfp6zucIJzsWZwG60denLDBLtoMvyKltehTSbfppMUZ4sWkNQII1sLOy8MozKR1Jwcq3Eb/90iFyh5btnB4zyNN1/HUeZ1GOX/TETcaZT7EPzelvQGIwbAZLN7Sg861JCCLZl6TNbYRcPRIdJ1chze2rUHsyuq8PrO3dblaRrVaDkkjLgCOPa+yNTV/VjJjqqwl3VZRvRorkenUooXda1JxpN4cubbwCkLgKx2Ohu7Nnv0TgxeG3OkXGI8P8w5z0yTVr3T8TGJTJKN/kmGNhxFJHEiWBm6lNtSchucP4IvQ6dBm8mQMXI+XG02AyuhOtKCT9eJkamHlq6n94n6bSEbO+I+kAJCsnkq1gZTDdUdUJwmmmuV/dFcio00qbngAFx7uAK9muy8ZGK4VO7yAkfNid35GFFBJM1rlr+MFI/egJ9Pb4GXtBn54YUWCdF1PNAnGDfRxnLxvmLrMhnEJHCv3yKdJAUuP4z4jQkME+wSgVS9Gt2SFglWFBu7mn0GRWMg2HWZoP6elmde3p0KXPAVcMGXgIfwnCTDPVhp5EjB7pTn7LWTRBvItW03SjvTgYn3AFMfpddxOyVEOi2DgGxrVjpMv08l6Bhp7BLcxo6kqVbxHC8h7ASj6Tyx2mbcR7t0p2WBMIFqA5lkgjkjpnABdZ9JoeQK5ibcHtmTnv8FMPrvwLDLIlYlp+nn1W31E7eSgLVf7AGfkhKzMIyQYlybEtX39o887LiORIIJdomA22EIFKBlLziaxm4HJbefaR0RfMHyvJQMXcbOEnb7QfpAynUHlM9W7SP3dwgjZp42Fl9Trd7usU1HYPhlwBGz7debaxKY9txPiC+ycG70CCeZYMAHPaEFrxKQub5C2R9NG7tII2shrJ7rK5YHP0Qojh3jrwMp2LnTkUKJtsA31+i2tYgOg4GxN4UR2cEEjcbuQBml7ibrtdi2hAPWQdF5gHheM66kDkzu3MdMsEtWIrEkpRUKTnkOmPU/baHond+oLbIBfbdjI1MfdT/xu8IRFrQez0sX6DWNdq5RrxOlv4PPk/6OvMZZO8jfISaxjV0gKMx9+5AixJHp90Lp1aKwFFs2IsIVBu+JVQaSrPYmVURAmOs6SfrbLrlfUgw9qqXYS5YgxUOJd2rWvxIEXTdvrNCVaTxs7fyXtk9Z/RiS6dwr1vfTStV3d6FBes4kIclG/1bCEefot535tvUSJEmLXnAU+ywA6HOy3ukgFkuxgFqDJtfd4Uh6WVv1WbwYyQDA4Wgf/ZRZpFtjH2fnHk1/CjjrXcWBxG4uYVo2CXJbstnYyWz7QRHyZGEXAPatkf5Gw3lCttMkCUeLKyNrHEWLeFqy8B2tcDQnPQ1Mvh+Y+WZ06mfED7LPZBQgjSLY8dqQWAmInVyxWT0odsca3BnKuOA+UO+4Ha7eiilNcxIsCljBBLtoM/xy/TZy2RGQ1NFdx5vHotNCvuDOsPAi1R1rEdxWXdj6/JGAFBTlh70lwomVjZ0qY0MYjwFteVU7Q7Zzfd2pUoYNp8sbAYsUOORvSvQ4dlpkTRdNCxENjR2tL7ek71Vus3le+R5Z2NiFq31NzZWCW2vTtjGSH9LujBOQSpkQtjTNVizQCXYEnSbvQ0H/KhQfa63w8JT2Uer80+bzRx4/QAmhlWSjJZXEv/PJzsS7zfen50vx6ZxCPrTF/R0eLNtn2RDOjN5vkR40yAfcMJm9A6w0iu0HKZ+rwnB11waBnfZvvTCw/Ufn9dolQNMGGXjFJtuyrIyP0IrK2oeoBCimXZ8WCHZ2BWm7z1Cyal8ZUUOdeUJAqkev1eKSwYNc07fJNGjebB/yetaA32Nt/y3u2K7UkV0VRjOU94XHeeKKhCNJR/wkh+zM1/2pOAE40ayoNDI2sullddBvq9ph50S2m9QiyGVoLgKCnRWkV6tWg2rreHXaKAz8G2Jq5B6ghNEw6gfJKtiR7Za1oZGaUMi2jQB9gtNpdPB8YeSQdOqVR1XYtQLBnBE1VF6xHI8USg5yjk+CCYG2b4c5yUopUrTS6Y3Oo0xw0QxNFgfYiBEXyEE7zIfPqWBHlpFtfzYttnGeGA0OpIdrSNsWxXO7PMClP0tR8+3atZGQsfd6niD9jaVmxSg8DY1kFQzIQT7SzhNkUGyadvfoa4HjHwYu/5V+fJpJjLCCHs7aorXNZDAs2DZE6n+rSwFwHHhKdiE+nElJjNEGKFaNoSf9V1JIXL3Ksh6hVAmSnTf7bMft4IVWYFhH0LrE1GTBiQCQXSrZ7HQep97uTgdScgBfo5RL1AryhUhdxnPA1atbdrwVsdDYAS0LtEnew7UfyBtb1BxHNFTYL5usgl23ycpn2SEhUoKdKmclZVB3eYHB5xofb5qmz2E/GHQWsGwh0NMgx2yy3j9G1Dilzwicd+kajPcFg3hTnovk0NiZCHb9Zkj/7FRDBGjms53blHLJEEbJAUywSyRoS7GV24CbdinR+GV4HrhuvaSJE2zMzMgydjR8ISiDA0Xt33JIm5Fgt0yWF5osdGsHqb72BqWokwyDVo/jgT8+VG9zpwJHng/88oxiBxkppx2aTaej401emk41tynZwKUae8xkziLCiDr5QireP7hLGZ0pS4nJYGOnE6jC7OscaWMYxrJqMlwrJyTJm7O14bDzetLpHd7ltb+MQwp2NI9KMso/Ce280RC4yBeZK6gN6TdDsnHqflzkzxdJyoYHP2iu1co3ondObRw9M5JBMJC9jOWcsZwgtfuXZ9TlIiakcgaf7R5u1o5IXO8kjknIiD4Bv7qX0TR2SdBvtJknEKaWkUtR3oMcLCIGUOBbmY1d6/o1CU+w0xoKYxSNXelw/bZw2P+H8pm2FGuY1owm2EVZAyRHEU9vC9y002LZKwEoCcY80wpQTnPgOsHJcnoSDPChaxewWHKN1My6kUjnRuaktYvZ+4cmSLcbJGndt35ns37iGYtmP2IkJ9pVF4o9HedK/Odeu1yss7mzW483DTmdauFr5OEd5jClH1qfYJf4d741MOoG6e+cb6W//U6TAgEfc6v1sdF4KdM0dhPuNDh/jDR2ZMLq8pHKZ5c3cTVOl/8GzHyDCOqsaWdTBFL6DDiTvp0m2BVSAu0Ceg/eRETuU345J2xwoB19o7pcpDR2GURkeVcYzgvVe0x2UvqrOw045yP79btTJOPxaf8GiBAQEeOcT4D8HpRMM4ykQCfYufDtxGbsI8J38kmgt+G0SoJwh3qOQ/Hbv6Pkf7+B8zo3FeLtmDMlEYl/51sDx9ws/ZNxp9gfUCMl1AhewN8ofaYJdoaOBJTzR8Nma/B5wK7lQLdJiSvIacnrLP2TiVS7r/sTeLCr9Ll4gHpfn5OBVW8DI2j5dDUa34t/AOoOAbnlkWlXNAkJdsHYdfIM2pupLhcpjR05OQnnvtEyj5jVRwu2bIVNw/GwKBsGXPpT9OpnRBdtVhNewIVt9uOrATnA11JfSwqNnc55ogVtTs0Jvx3JYIfsACbYJRSUF4I22Xy4dDwa2LBI+mz2UtI1KUYaO3cKcPJ/I19vLInUdckoAC75Edj8LTBYk35u+tPA8CuAon7647TON4W9I9OeWKAV7IwcaCJm5NzCOHE9DDxYtXXLsJAmjEii1dhRNE46bVgionn24jWn51i4E0ZMOO1l4NdngUnzrMvaoedURbDbYRCbyy7JMGDEA62AYBYuw4qCntI/LYIbaDfA4KBkToYjj+jB3yALcDqvuQgJz6p6HLxNLv4BWPs/Sbg2rNtgKZbBiBQB/VIsAI3PTRK83rXOEnFKg5YMMf+ckPi62r8S5Auh5/FScvjMQuPyTugxVfm86Svpr1mQVaVRlE0JulQqxz0be7N5uWihFXiPfzi250+2nLAkWoGtsZq+PSpLsQ6OK+wNjLnRYmmVCXaMKKNbitU/F0Iy5IrViiBxere0tgDFiX/nGZGBlmT+qDnWx1GXYhNUsDv1eeDcT6WsAfEg7telFQl2zXXSX63GLhqCXaQDS1M1dmwplhFBKM4TWpJBY2eaeSKW7XApGrstncO9bokz/ib+nWdEBlraLFvq53gLKw5wpwClR8Xv/PEW7FqTxi60XSvYRSpAcYxzsTKNHSOSGNjYkSMAlwwaO15rYxcnjR0XviiUiG/IxL/zfyVi3antnI8sM2gWcMwt0WtPa+aqVcDAs6J7Du3yTDKhFa4KetG3R0Wwi7TGjtLGcLxiGQwj7GjskiE2m+75jpNg52pdNnZJcOf/SsS6U9s5H1HmhH9FrSWtnpwSYNrjwLKXoneOgxuiV3e00Q7w+9ZIf6O1FKs+eWSro2lKwomVx2AYYUOw45NhKVb7rMTNxi7xr5UT4qqxKy8vB8dxun+XXnoptXxzczPuvPNOdO7cGSkpKejfvz8++eSTGLe6FZDZTvob76XDvzKeTOsyTknJti6TqBh1RV0A0ygYOcfiOUiGINGM5MFIsCNTbieDQ4Dm2Yvb8nEyXCsHxFWw++WXX7B79+7Qv88//xwAcOqpp1LL33LLLXj66afx2GOPYc2aNZgzZw6mT5+OZcuWxbLZ0cMwrVeEyGov/Z3xYnADE+xizjmfAO0HA7M+iHzdyWzHZWTnFguNXSxs7GihaxiMcNHa01Kfi8Qf3xMmn21LA5YnGHHVP+bnqxOZ33vvvejcuTNGjx5NLf/SSy/h5ptvxnHHSUnhL774YixatAgPPfQQFi5cGPX2Rp2hc6QYcz2c57qzxdWrgYYKRYBsBR046SgbBlzwRXTq9jdHp95YYOg8odkeleVm9hwwkgwbAYqTYnzXPN+7A3Vxakbr0tglzMJyU1MTFi5ciGuuucbQM6axsREpKSmqbampqfjuO+PE2o2NjWhsbAx9r6qqikyDo4EnDTjjlejVz3EarWASPPgMa054HPi/vwOnPBfvloSPXcGu/lAUzh2L5yCJPZYZiYdWY0c1UUj88Z3TOEusajoYn4awpdjo8N5776GiogKzZ882LDNp0iTMnz8ff/75JwKBAD7//HO888472L17t+Ex8+bNQ3Z2duhfSUlJFFqfpPQ+Ufrb4ci4NoPRQgadBczdDnSia7qTArtLsdE5eQzOwWBEEJdH/T1om5Zs0wetEqeNK8WgZJRhgl10ePbZZzF58mS0a9fOsMyjjz6Krl27okePHvB4PLjssstwzjnngDcxuJw7dy4qKytD/7Zv3x6N5icnWe2AuTukoL5GtCCxMiOGJP1SgoFwpdVERMNBJBYau2SOMchIPEZcJeWLnniPajOnCmSX+BMWDurne0ygKE4NacG1SsDLnBBLsVu3bsWiRYvwzjvvmJbLz8/He++9h4aGBhw8eBDt2rXDjTfeiE6djD3OvF4vvF5K1gWGhNfCO/PkZ4F3LwRG3xib9jD+mtjV2G1aHLtzMxiJSlobYM63us3q6UMCShxaNEux2Z9tikszSM3hQfji0oZIkhCC3YIFC1BQUIApU+w5DaSkpKB9+/Zobm7G22+/jRkzZkS5hX9hCnoAF30T71YkH7kd492C5MJu5ononDz6p4i2xzuDAai7cjJo7JJ+pSExiftUNRAIYMGCBZg1axZcLrWcefbZZ2Pu3Lmh7z/99BPeeecdbNq0Cd9++y2OPfZYBAIB3HDDDbFuNoNhjuCxLsNQMBTsYvByisU5UrKkv2e+JS0nn/Zy9M/J+Gsx6oak09hpbew2ndwlTi1pXcRdY7do0SJs27YN5557rm7ftm3bVPZzDQ0NuOWWW7Bp0yZkZGTguOOOw0svvYScnJwYtpjBYEQcrXAlazxb24y+6wTg71uTQpvCSDKOuRn4ZhmA1dL3JOhjnEYjvzUziUM2JRBxF+wmTpwI0cCwePHixarvo0ePxpo1a2LQKgajpTBjeUdoNXbTHg9uj4FgF2sbuyR44TKSk6TT2GkcH4dnlcWpJQqtYeSO+1Isg9EqYV6QztAKO97g0mWlxov9qlXRPzeDkaRw5LiTFP1a3caUtT/GqR0Kqdrgz0kIE+wYjKjABDtnaF5C8hLs9p/U23OiEYcyGV6ADIZDkkCw09rYcRsr49QShU6HmGDHYDAYLafaIMh4NHLDMhiMxEBjQysM6R2nhiikHnZo/uEPhkcJ+CPfmDBhgh2DEQ2qdsW7BcmFO1X9XV5SKh4Q/XMX9Ytu/e606NbPYMgk2UIBp7FvdR0xLk4tCZ9VdTsBADsTKP4dmw4zGNGgOT7JrJMWrXAl27mUHqVsG3R2ZM956c/A4a1AhyMiW6+W2R9Gt34GI0nRZo3iXO44tSR8Gq2LxBwm2DEYjPijswcKqh4ObVY2DbkwsufM7y79izaejOifg8EADCNMJCpajR3P4n9GBLYUy2AwEo+0ttJfPzEfTrKXVohA4izRMBiJhDbzBL9vdZxa0rpggh2DERUS3yMtocluL/1tTy6TJqlg52+KdwsYjIREG8dOaK6OU0sU8i+5IN5NaDFMsGMwogHz5gyflGzlsxzPDkgorzNH+Fk0fQbDDnyP4+LdBPC5BY7KJ+J0kwl2DEY0EJNUCIknHY6U/l7+m7JNZYOTiEOoDZhgx4gVyfaIaJdivQngQc4n/2oLUyswGNGgFUQvjznnL9JvIwf+ZHtpybClWEbMSK6HJBGdJ/iUlHg3ocUwjR2DEUmK+kp/u02ObztaC2Su2GQVlkuGxrsFjL8I4hFSrtU10UjQEgV0gl0cw53kXTwHqQMHIuv44x0dN3CdJEyPWp04QjXT2DEYkeRv7wCr3gb6nx7vlrQO+FYg2HkSYHmJ8ZdgXIe+mHfhe+iXJFpiTrPsybvip7EruPJK4Ernx+XURL4tLYUJdgxGJMkoAI66ON6taD2Q8e2SVbBjMGKEwPG4pepwvJthG45T29hxLiaSRAK2FMtgMJIDJtgxGK0KrWAH7XdGWDDBjsFgJAfJJNjN/lj626ZzfNvBYCQymqVYUWCCXSRgek8Gg5Ec5PeIdwvsUz4CmLsT8KTHuyUMRsKiDVCc5smMU0taQOL4TIRggh2DwUhsrtsANNUAGfnxbokzvCxHLINhBq+1seOZxi4SMMGOwWAkNhn5AJJMqGMw4kICqo9M0AlyzMYuIjAbOwaDwWAwGLGH04Q7SWehgSIBE+wYDAaDwWDEHK3GLhmXYlNdiZepggl2DAaDwWC0BsQkW4olMk80uURNbujkIMObFe8m6Ei+q8hgMBgMBoNCcgl2ILxiBZeoW5pNChLwkjPBjsFgMBgMRuwhBLkUPoniVCY4TLBjMBgMBoMRc8ilWM6VgKqvJIUJdgwGg8FgtAaSzMaO1NgV9KsGEtARIRlhcewYDAaDwWDEAQ4dj92H5loBme0bAcEd7wa1Cphgx2AwGAwGI/ZwHFJyfEjJ8SWlR2yiwq4kg8FgMBiMOEB4wXqSMwVfxuhRAABXYWGcW6LANHYMBoPBYLQGvJnxboEzyPAm7uTMOlF4443w9uyJzHHj4t2UEEywYzAYDAajNdDnZOCPD4GyEfFuiT1Ugl1q/NrRAvj0dLSZOTPezVDBBDsGg8FgMFoDghs4bWG8WxEeOaXxbkGrgdnYMRgMBoPBiC/JKpAmIExjx2AwGAwGIz7cXhnvFrQ6mMaOwWAwGAwGo5XABDsGg8FgMBiMVgIT7BgMBoPBYDBaCUywYzAYDAaDwWglMMGOwWAwGAwGo5XABDsGg8FgMBiMVgIT7BgMBoPBYDBaCUywYzAYDAaDwWglxFWwKy8vB8dxun+XXnqp4TGPPPIIunfvjtTUVJSUlODqq69GQ0NDDFvNYDAYDAaDkZjENfPEL7/8Ar/fH/q+atUqTJgwAaeeeiq1/CuvvIIbb7wRzz33HIYPH47169dj9uzZ4DgO8+fPj1WzGQwGg8FgMBKSuAp2+fn5qu/33nsvOnfujNGjR1PL//DDDxgxYgRmzpwJQNL4nXHGGfjpp5+i3lYGg8FgMBiMRCdhbOyampqwcOFCnHvuueA4jlpm+PDhWLp0KX7++WcAwKZNm/Dxxx/juOOOM6y3sbERVVVVqn8MBoPBYDAYrZG4auxI3nvvPVRUVGD27NmGZWbOnIkDBw5g5MiREEURPp8Pc+bMwU033WR4zLx583DHHXdEocUMBoPBYDAYiQUniqIY70YAwKRJk+DxePC///3PsMzixYtx+umn4+6778bQoUOxYcMGXHnllbjgggtw6623Uo9pbGxEY2Nj6HtVVRVKSkpQWVmJrKysiP8OBoPBYDAYjEhSVVWF7OxsW7JLQgh2W7duRadOnfDOO+9g2rRphuWOPvpoHHXUUXjggQdC2xYuXIgLL7wQNTU14HnrlWUnF4fBYDAYDAYj3jiRXRLCxm7BggUoKCjAlClTTMvV1dXphDdBEAAACSCfMhgMBoPBYMSVuNvYBQIBLFiwALNmzYLLpW7O2Wefjfbt22PevHkAgKlTp2L+/PkYOHBgaCn21ltvxdSpU0MCnhWyAMicKBgMBoPBYCQDssxiR4kVd8Fu0aJF2LZtG84991zdvm3btqk0dLfccgs4jsMtt9yCnTt3Ij8/H1OnTsU999xj+3zV1dUAgJKSkpY3nsFgMBgMBiNGVFdXIzs727RMQtjYxZJAIIBdu3YhMzPTMKxKMiA7gWzfvp3ZCkYZdq3Dh127+MGuffiwaxcb2HW2jyiKqK6uRrt27Sz9CeKusYs1PM+jQ4cO8W5GxMjKymIPRIxg1zp82LWLH+zahw+7drGBXWd7WGnqZBLCeYLBYDAYDAaD0XKYYMdgMBgMBoPRSmCCXZLi9Xpx2223wev1xrsprR52rcOHXbv4wa59+LBrFxvYdY4OfznnCQaDwWAwGIzWCtPYMRgMBoPBYLQSmGDHYDAYDAaD0Upggh2DwWAwGAxGK4EJdgwGg8FgMBitBCbY2WDevHk48sgjkZmZiYKCApx44olYt26dqkxDQwMuvfRS5OXlISMjAyeffDL27t0b2r9ixQqcccYZKCkpQWpqKnr27IlHH33U8Jzff/89XC4XBgwYYNk+URTxj3/8A8XFxUhNTcX48ePx559/Uss2NjZiwIAB4DgOy5cvN6139+7dmDlzJrp16wae53HVVVfpyjz//PPgOE71LyUlxbLNNFrDdS4vL9ddj3vvvdey7sWLF2PQoEHwer3o0qULnn/+edX+b775BlOnTkW7du3AcRzee+891f6/6rWLdR+l0RquPQB89NFHGDp0KFJTU5Gbm4sTTzzRsu7ff/8dRx99NFJSUlBSUoL7779ftX/16tU4+eSTQ/f2kUceUe3/q167hoYGzJ49G3379oXL5aKWX7x4sa7fchyHPXv2WLZbS7JfZ6NrwXEcfvnlF9O6Wzq2JiUiw5JJkyaJCxYsEFetWiUuX75cPO6448TS0lKxpqYmVGbOnDliSUmJ+MUXX4i//vqreNRRR4nDhw8P7X/22WfFK664Qly8eLG4ceNG8aWXXhJTU1PFxx57THe+w4cPi506dRInTpwo9u/f37J99957r5idnS2+99574ooVK8QTTjhB7Nixo1hfX68re8UVV4iTJ08WAYjLli0zrXfz5s3iFVdcIb7wwgvigAEDxCuvvFJXZsGCBWJWVpa4e/fu0L89e/ZYtplGa7jOZWVl4p133qm6HmT7aWzatElMS0sTr7nmGnHNmjXiY489JgqCIH7yySehMh9//LF48803i++8844IQHz33XfZtRNj30dptIZr/9Zbb4m5ubnik08+Ka5bt05cvXq1+Prrr5vWW1lZKRYWFopnnnmmuGrVKvHVV18VU1NTxaeffjpU5ueffxavu+468dVXXxWLiorEhx9+mF07URRramrEOXPmiP/5z3/ESZMmidOmTdOV+eqrr0QA4rp161R91+/3W7ZbS7Jf58bGRtU12L17t3j++eeLHTt2FAOBgGG9kRhbkxEm2IXBvn37RADi119/LYqiKFZUVIhut1t88803Q2XWrl0rAhCXLFliWM8ll1wijh07Vrf9tNNOE2+55Rbxtttus3woAoGAWFRUJD7wwAOhbRUVFaLX6xVfffVVVdmPP/5Y7NGjh7h69Wpbgh3J6NGjDV+a2dnZtutxQjJe57KyMt3Ly4obbrhB7N27t65tkyZNopa3M/j8Va4dSTz6KI1ku/bNzc1i+/btxWeeecbJzxSfeOIJMTc3V2xsbAxt+/vf/y52796dWt7O/f2rXDuSWbNmmQp2hw8fDrtuI5LtOmtpamoS8/PzxTvvvNO07miMrckAW4oNg8rKSgBAmzZtAABLly5Fc3Mzxo8fHyrTo0cPlJaWYsmSJab1yHXILFiwAJs2bcJtt91mqy2bN2/Gnj17VOfOzs7G0KFDVefeu3cvLrjgArz00ktIS0uzVbddampqUFZWhpKSEkybNg2rV6+OSL3JeJ0B4N5770VeXh4GDhyIBx54AD6fz7TuJUuWqOoFgEmTJpn+Jiv+KtfOLtHqozSS7dr/9ttv2LlzJ3iex8CBA1FcXIzJkydj1apVpnUvWbIEo0aNgsfjCW2bNGkS1q1bh8OHD9tqn5a/yrVzwoABA1BcXIwJEybg+++/j0idyXadtXzwwQc4ePAgzjnnHNO6ozG2JgOueDcg2QgEArjqqqswYsQI9OnTBwCwZ88eeDwe5OTkqMoWFhYa2kP88MMPeP311/HRRx+Ftv3555+48cYb8e2338Llsndr5PoLCwsNzy2KImbPno05c+Zg8ODB2LJli6267dC9e3c899xz6NevHyorK/Hggw9i+PDhWL16NTp06BB2vcl4nQHgiiuuwKBBg9CmTRv88MMPmDt3Lnbv3o358+eb1k2rt6qqCvX19UhNTbXVRpm/0rWzQ7T6KI1kvPabNm0CANx+++2YP38+ysvL8dBDD2HMmDFYv3697sVN1t2xY0ddvfK+3NxcW22U+StdOzsUFxfjqaeewuDBg9HY2IhnnnkGY8aMwU8//YRBgwaFXW8yXmctzz77LCZNmmT5/EZ6bE0WmMbOIZdeeilWrVqF1157Lew6Vq1ahWnTpuG2227DxIkTAQB+vx8zZ87EHXfcgW7dulGPe/nll5GRkRH69+2339o632OPPYbq6mrMnTvXsAxZ75w5c2z/lmHDhuHss8/GgAEDMHr0aLzzzjvIz8/H008/bbsOGsl4nQHgmmuuwZgxY9CvXz/MmTMHDz30EB577DE0NjYCCP86O4FdOzXR6qM0kvHaBwIBAMDNN9+Mk08+GUcccQQWLFgAjuPw5ptvAgB69+4dqnfy5Mlh/zYz2LVT0717d1x00UU44ogjMHz4cDz33HMYPnw4Hn74Ydt10EjG60yyY8cOfPrppzjvvPNU22MxtiYLTGPngMsuuwwffvghvvnmG9VMoaioCE1NTaioqFDNePbu3YuioiJVHWvWrMG4ceNw4YUX4pZbbgltr66uxq+//oply5bhsssuAyANGqIowuVy4bPPPsMJJ5yAoUOHho5p3749du/eHTpXcXGx6tyyN9KXX36JJUuW6PLxDR48GGeeeSZeeOEFlYdsVlZWeBcIgNvtxsCBA7Fhw4aw60jW60xj6NCh8Pl82LJlC7p37069zkVFRSrvM7nerKwsxzPKv9q1C4dI9FEayXrt5e29evUK7fd6vejUqRO2bdsGAPj444/R3NwMAKE+adRv5X1O+Ktdu3AZMmQIvvvuu7CPT9brTLJgwQLk5eXhhBNOUG2P9tiaVMTRvi9pCAQC4qWXXiq2a9dOXL9+vW6/bHj61ltvhbb98ccfOsPTVatWiQUFBeL111+vq8Pv94srV65U/bv44ovF7t27iytXrjT0DpQNTx988MHQtsrKSpXh6datW1X1fvrppyIA8a233hK3b99u6xoYGaZr8fl8Yvfu3cWrr77aVr3a35LM15nGwoULRZ7nxUOHDhmWueGGG8Q+ffqotp1xxhmODHz/qteOJBZ9lEayX3v5O+kA0NTUJBYUFKg8XLXIzhNNTU2hbXPnznXkPPFXvXYkRs4TNMaPHy9Onz7dVlmSZL/OZNmOHTuK1157ra3fHYmxNRlhgp0NLr74YjE7O1tcvHixyt26rq4uVGbOnDliaWmp+OWXX4q//vqrOGzYMHHYsGGh/StXrhTz8/PFv/3tb6o69u3bZ3heOx5Foii5iufk5Ijvv/+++Pvvv4vTpk0zDHciilKICNj0il22bJm4bNky8YgjjhBnzpwpLlu2TFy9enVo/x133CF++umn4saNG8WlS5eKp59+upiSkqIqY5dkv84//PCD+PDDD4vLly8XN27cKC5cuFDMz88Xzz77bNN6ZZf866+/Xly7dq3473//W+eSX11dHboXAMT58+eLy5YtE7du3fqXvnaiGNs+SiPZr70oiuKVV14ptm/fXvz000/FP/74QzzvvPPEgoICU6G6oqJCLCwsFM866yxx1apV4muvvSampaWpBJrGxsbQ/SkuLhavu+46cdmyZeKff/75l752oiiKq1evFpctWyZOnTpVHDNmTOg6yTz88MPie++9J/7555/iypUrxSuvvFLkeV5ctGiRZbu1tIbrLIqiuGjRIhGAuHbtWlu/OxJjazLCBDsbAKD+W7BgQahMfX29eMkll4i5ubliWlqaOH36dHH37t2h/bfddhu1jrKyMsPz2n0oAoGAeOutt4qFhYWi1+sVx40bJ65bt86wvBPBzqrNV111lVhaWip6PB6xsLBQPO6448TffvvNsl6750qm67x06VJx6NChYnZ2tpiSkiL27NlT/Oc//yk2NDRY1v3VV1+JAwYMED0ej9ipUyfVb5b3037XrFmz/vLXLpZ91O75k+nai6KkZbr22mvFgoICMTMzUxw/fry4atUqy7pXrFghjhw5UvR6vWL79u3Fe++9V7VfHmu0/0aPHv2Xv3ZlZWXUdsvcd999YufOncWUlBSxTZs24pgxY8Qvv/zSsl4areE6i6KkbSNj69mhpWNrMsKJoijSlmgZDAaDwWAwGMkF84plMBgMBoPBaCUwwY7BYDAYDAajlcAEOwaDwWAwGIxWAhPsGAwGg8FgMFoJTLBjMBgMBoPBaCUwwY7BYDAYDAajlcAEOwaDwWAwGIxWAhPsGAwGg8FgMFoJTLBjMBgMBoPBaCUwwY7BYDAYDAajlcAEOwaDwWAwGIxWAhPsGAwGg8FgMFoJ/w/fB0qAkrS8TQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(pH_hl_1['pH']['2024-04-10 15:00':], label='startcal')\n",
    "ax.plot(pH_hl_1['pH_endcal']['2024-04-10 15:00':], label='endcal')\n",
    "ax.plot(pH_hl_1['pH_interpol_corr']['2024-04-10 15:00':], label='Interpolated')\n",
    "ax.plot(pH_hl_1['pH_corr_prosp']['2024-04-10 15:00':], label='Prospective')\n",
    "ax.legend()\n",
    "ax.set_ylabel('pH')\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77a9b222-2866-4a40-8d39-c979625f5d98",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
